Imersao_Dados_aula02.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Imersao Dados - aula02",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPk7yM6xq8reKO5RcD8CvW5",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Phiiilp/imersao_dados_3_alura/blob/main/Imersao_Dados_aula02.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "q9ar0ilDZGjD",
        "outputId": "bd8576f8-75a1-4ce1-8618-90fd16124429"
      },
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "url_dados = \"https://github.com/alura-cursos/imersaodados3/blob/main/dados/dados_experimentos.zip?raw=true\"\n",
        "\n",
        "dados = pd.read_csv(url_dados, compression = \"zip\")\n",
        "dados.tail()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
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              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
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              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DCNo-DIUfvDL",
        "outputId": "22479c7a-384a-400c-b11e-6f22cc313dee"
      },
      "source": [
        "dados['tratamento'].unique()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['com_droga', 'com_controle'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gwIYaCJPgPsV",
        "outputId": "b9b01586-8018-474f-94e6-422cd9b23aab"
      },
      "source": [
        "dados['tempo'].unique()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([24, 72, 48])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NkO9tj_phbKD",
        "outputId": "51abd9e4-b5ed-42d7-92a9-1aceae6732d7"
      },
      "source": [
        "dados['dose'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['D1', 'D2'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SDh-Kx50hkwZ",
        "outputId": "bd7dc333-213e-4dd7-aad3-f7249b2cd04e"
      },
      "source": [
        "dados['droga'].unique()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['b68db1d53', 'df89a8e5a', '18bb41b2c', ..., '573c787a2',\n",
              "       'b2fe3eca7', 'dd4a96d16'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EpUUmFZqiazy",
        "outputId": "69c3dffc-4ce2-4937-bbcb-ad57359b96c4"
      },
      "source": [
        "dados['g-0'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 1.062 ,  0.0743,  0.628 , ...,  0.3942,  0.666 , -0.8598])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "_0S1nqmGieIE",
        "outputId": "7eacfc52-7bec-421a-91dd-2337cb6534cd"
      },
      "source": [
        "dados['tratamento'].value_counts().plot.pie(label='',labels=['Com droga','Com controle'],radius=1,title=\"Tratamento\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9f453e1ed0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315
        },
        "id": "kKs2zfdJs7Vm",
        "outputId": "0c2d8b7e-9cc0-4ca0-eba7-6df91544b006"
      },
      "source": [
        "dados['tempo'].value_counts().plot.bar(title='Horas gastar nos experimentos').set_xlabel('Horas')\n",
        "dados['tempo'].value_counts().plot.bar(title='Horas gastar nos experimentos').set_ylabel(\"Experimentos\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Experimentos')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "4Hu2BH0T74EU",
        "outputId": "f9c822d9-310b-4fda-d4a4-98d3f19659aa"
      },
      "source": [
        "dados.columns = dados.columns.str.replace('-','')\n",
        "dados"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
              "      <th>g7</th>\n",
              "      <th>g8</th>\n",
              "      <th>g9</th>\n",
              "      <th>g10</th>\n",
              "      <th>g11</th>\n",
              "      <th>g12</th>\n",
              "      <th>g13</th>\n",
              "      <th>g14</th>\n",
              "      <th>g15</th>\n",
              "      <th>g16</th>\n",
              "      <th>g17</th>\n",
              "      <th>g18</th>\n",
              "      <th>g19</th>\n",
              "      <th>g20</th>\n",
              "      <th>g21</th>\n",
              "      <th>g22</th>\n",
              "      <th>g23</th>\n",
              "      <th>g24</th>\n",
              "      <th>g25</th>\n",
              "      <th>g26</th>\n",
              "      <th>g27</th>\n",
              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>id_fffb1ceed</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>df1d0a5a1</td>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.0636</td>\n",
              "      <td>-0.1112</td>\n",
              "      <td>-0.5080</td>\n",
              "      <td>-0.4713</td>\n",
              "      <td>0.7201</td>\n",
              "      <td>0.5773</td>\n",
              "      <td>0.3055</td>\n",
              "      <td>-0.4726</td>\n",
              "      <td>0.1269</td>\n",
              "      <td>0.2531</td>\n",
              "      <td>0.1730</td>\n",
              "      <td>-0.4532</td>\n",
              "      <td>-1.0790</td>\n",
              "      <td>0.2474</td>\n",
              "      <td>-0.4550</td>\n",
              "      <td>0.3588</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.7362</td>\n",
              "      <td>-0.1103</td>\n",
              "      <td>0.8550</td>\n",
              "      <td>-0.4139</td>\n",
              "      <td>0.5541</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.5573</td>\n",
              "      <td>-0.4397</td>\n",
              "      <td>-0.9260</td>\n",
              "      <td>-0.2424</td>\n",
              "      <td>-0.6686</td>\n",
              "      <td>0.2326</td>\n",
              "      <td>0.6456</td>\n",
              "      <td>0.0136</td>\n",
              "      <td>-0.5141</td>\n",
              "      <td>-0.6320</td>\n",
              "      <td>0.7166</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0807</td>\n",
              "      <td>0.4024</td>\n",
              "      <td>-0.0895</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9641</td>\n",
              "      <td>-0.1846</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>0.3154</td>\n",
              "      <td>-0.2071</td>\n",
              "      <td>-0.6158</td>\n",
              "      <td>-0.2977</td>\n",
              "      <td>0.0992</td>\n",
              "      <td>0.6838</td>\n",
              "      <td>0.5259</td>\n",
              "      <td>0.7882</td>\n",
              "      <td>0.3119</td>\n",
              "      <td>-0.7697</td>\n",
              "      <td>0.2203</td>\n",
              "      <td>-1.0710</td>\n",
              "      <td>0.5979</td>\n",
              "      <td>0.0848</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.6293</td>\n",
              "      <td>1.1660</td>\n",
              "      <td>0.3329</td>\n",
              "      <td>0.2754</td>\n",
              "      <td>0.4108</td>\n",
              "      <td>-0.1252</td>\n",
              "      <td>-0.2340</td>\n",
              "      <td>0.2267</td>\n",
              "      <td>0.1969</td>\n",
              "      <td>0.0262</td>\n",
              "      <td>-0.8121</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.5372</td>\n",
              "      <td>-0.3246</td>\n",
              "      <td>0.0631</td>\n",
              "      <td>0.9171</td>\n",
              "      <td>0.5258</td>\n",
              "      <td>0.4680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>id_fffb70c0c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>ecf3b6b74</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.3478</td>\n",
              "      <td>-0.3743</td>\n",
              "      <td>0.9905</td>\n",
              "      <td>-0.7178</td>\n",
              "      <td>0.6621</td>\n",
              "      <td>-0.2252</td>\n",
              "      <td>-0.5565</td>\n",
              "      <td>0.5112</td>\n",
              "      <td>0.6727</td>\n",
              "      <td>-0.1851</td>\n",
              "      <td>2.8650</td>\n",
              "      <td>-0.2140</td>\n",
              "      <td>-0.6153</td>\n",
              "      <td>0.8362</td>\n",
              "      <td>0.5584</td>\n",
              "      <td>-0.2589</td>\n",
              "      <td>0.1292</td>\n",
              "      <td>0.0148</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>-0.2182</td>\n",
              "      <td>-0.9235</td>\n",
              "      <td>0.0749</td>\n",
              "      <td>-1.5910</td>\n",
              "      <td>-0.8359</td>\n",
              "      <td>-0.9217</td>\n",
              "      <td>0.3013</td>\n",
              "      <td>0.1716</td>\n",
              "      <td>0.0880</td>\n",
              "      <td>0.1842</td>\n",
              "      <td>0.1835</td>\n",
              "      <td>0.5436</td>\n",
              "      <td>-0.0533</td>\n",
              "      <td>-0.0491</td>\n",
              "      <td>0.9543</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>1.2640</td>\n",
              "      <td>-0.8663</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>-0.1514</td>\n",
              "      <td>-0.4652</td>\n",
              "      <td>-0.7390</td>\n",
              "      <td>-1.3270</td>\n",
              "      <td>0.9925</td>\n",
              "      <td>1.0570</td>\n",
              "      <td>-0.3355</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.8219</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>-0.2942</td>\n",
              "      <td>0.2408</td>\n",
              "      <td>-0.7781</td>\n",
              "      <td>-0.0929</td>\n",
              "      <td>-0.0329</td>\n",
              "      <td>0.0781</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>0.3188</td>\n",
              "      <td>-1.1080</td>\n",
              "      <td>0.4895</td>\n",
              "      <td>-0.2144</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.4444</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.4286</td>\n",
              "      <td>0.4426</td>\n",
              "      <td>0.0423</td>\n",
              "      <td>-0.3195</td>\n",
              "      <td>-0.8086</td>\n",
              "      <td>-0.9798</td>\n",
              "      <td>-0.2084</td>\n",
              "      <td>-0.1224</td>\n",
              "      <td>-0.2715</td>\n",
              "      <td>0.3689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>972f41291</td>\n",
              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>-0.1361</td>\n",
              "      <td>0.7952</td>\n",
              "      <td>-0.3611</td>\n",
              "      <td>-3.6750</td>\n",
              "      <td>-1.2420</td>\n",
              "      <td>0.9146</td>\n",
              "      <td>3.0790</td>\n",
              "      <td>1.2460</td>\n",
              "      <td>1.9460</td>\n",
              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\n",
              "0      id_000644bb2     com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1      id_000779bfc     com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2      id_000a6266a     com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3      id_0015fd391     com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4      id_001626bd3     com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[23814 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "aFYh5KzAN85a",
        "outputId": "a9fa2436-dcc9-4aec-9962-f22da9b13110"
      },
      "source": [
        "dados.query('g1 > 0')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
              "      <th>g7</th>\n",
              "      <th>g8</th>\n",
              "      <th>g9</th>\n",
              "      <th>g10</th>\n",
              "      <th>g11</th>\n",
              "      <th>g12</th>\n",
              "      <th>g13</th>\n",
              "      <th>g14</th>\n",
              "      <th>g15</th>\n",
              "      <th>g16</th>\n",
              "      <th>g17</th>\n",
              "      <th>g18</th>\n",
              "      <th>g19</th>\n",
              "      <th>g20</th>\n",
              "      <th>g21</th>\n",
              "      <th>g22</th>\n",
              "      <th>g23</th>\n",
              "      <th>g24</th>\n",
              "      <th>g25</th>\n",
              "      <th>g26</th>\n",
              "      <th>g27</th>\n",
              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>id_001762a82</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>e06749542</td>\n",
              "      <td>-0.6111</td>\n",
              "      <td>0.2941</td>\n",
              "      <td>-0.9901</td>\n",
              "      <td>0.2277</td>\n",
              "      <td>1.2810</td>\n",
              "      <td>0.5203</td>\n",
              "      <td>0.0543</td>\n",
              "      <td>-0.2225</td>\n",
              "      <td>-0.1586</td>\n",
              "      <td>0.4289</td>\n",
              "      <td>0.0361</td>\n",
              "      <td>0.3543</td>\n",
              "      <td>0.8310</td>\n",
              "      <td>-0.9129</td>\n",
              "      <td>0.7677</td>\n",
              "      <td>-0.2512</td>\n",
              "      <td>0.7087</td>\n",
              "      <td>0.0481</td>\n",
              "      <td>-0.4486</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>1.2550</td>\n",
              "      <td>0.3359</td>\n",
              "      <td>-0.5103</td>\n",
              "      <td>-0.2993</td>\n",
              "      <td>-1.1950</td>\n",
              "      <td>-0.3208</td>\n",
              "      <td>-0.1187</td>\n",
              "      <td>1.0030</td>\n",
              "      <td>0.9133</td>\n",
              "      <td>0.0376</td>\n",
              "      <td>0.3015</td>\n",
              "      <td>-0.9578</td>\n",
              "      <td>0.5354</td>\n",
              "      <td>1.1360</td>\n",
              "      <td>1.1310</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6701</td>\n",
              "      <td>2.0780</td>\n",
              "      <td>1.3350</td>\n",
              "      <td>0.9889</td>\n",
              "      <td>0.5017</td>\n",
              "      <td>2.0020</td>\n",
              "      <td>0.8918</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.8465</td>\n",
              "      <td>0.6596</td>\n",
              "      <td>1.3710</td>\n",
              "      <td>1.0580</td>\n",
              "      <td>1.7570</td>\n",
              "      <td>1.0030</td>\n",
              "      <td>0.2152</td>\n",
              "      <td>1.6920</td>\n",
              "      <td>-0.2930</td>\n",
              "      <td>1.4590</td>\n",
              "      <td>1.0950</td>\n",
              "      <td>0.5854</td>\n",
              "      <td>1.7270</td>\n",
              "      <td>0.5580</td>\n",
              "      <td>1.3090</td>\n",
              "      <td>1.0100</td>\n",
              "      <td>0.6980</td>\n",
              "      <td>0.5455</td>\n",
              "      <td>1.0170</td>\n",
              "      <td>1.2910</td>\n",
              "      <td>1.5430</td>\n",
              "      <td>1.8390</td>\n",
              "      <td>1.1570</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>1.9010</td>\n",
              "      <td>1.4270</td>\n",
              "      <td>0.4519</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.3765</td>\n",
              "      <td>0.7848</td>\n",
              "      <td>1.3990</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>id_001bd861f</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>746ca1f5a</td>\n",
              "      <td>2.0440</td>\n",
              "      <td>1.7000</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>5.9440</td>\n",
              "      <td>-2.1670</td>\n",
              "      <td>-4.0360</td>\n",
              "      <td>3.6950</td>\n",
              "      <td>1.4530</td>\n",
              "      <td>0.9724</td>\n",
              "      <td>-2.4380</td>\n",
              "      <td>5.1340</td>\n",
              "      <td>-4.6600</td>\n",
              "      <td>5.7960</td>\n",
              "      <td>4.9700</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>2.4790</td>\n",
              "      <td>-3.8010</td>\n",
              "      <td>-1.0230</td>\n",
              "      <td>5.3110</td>\n",
              "      <td>-0.5660</td>\n",
              "      <td>-4.4450</td>\n",
              "      <td>1.2210</td>\n",
              "      <td>1.3750</td>\n",
              "      <td>0.3932</td>\n",
              "      <td>0.3392</td>\n",
              "      <td>4.3510</td>\n",
              "      <td>5.7540</td>\n",
              "      <td>-1.6590</td>\n",
              "      <td>5.3000</td>\n",
              "      <td>5.6050</td>\n",
              "      <td>5.5320</td>\n",
              "      <td>3.7860</td>\n",
              "      <td>0.9197</td>\n",
              "      <td>1.9310</td>\n",
              "      <td>2.4870</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8904</td>\n",
              "      <td>2.0590</td>\n",
              "      <td>0.5052</td>\n",
              "      <td>0.6890</td>\n",
              "      <td>0.5340</td>\n",
              "      <td>0.5135</td>\n",
              "      <td>0.6507</td>\n",
              "      <td>0.9838</td>\n",
              "      <td>0.4532</td>\n",
              "      <td>-0.3212</td>\n",
              "      <td>0.2662</td>\n",
              "      <td>0.6864</td>\n",
              "      <td>1.6300</td>\n",
              "      <td>1.3810</td>\n",
              "      <td>0.0061</td>\n",
              "      <td>0.2908</td>\n",
              "      <td>0.2598</td>\n",
              "      <td>0.1266</td>\n",
              "      <td>-0.3526</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>-1.1030</td>\n",
              "      <td>1.3650</td>\n",
              "      <td>1.0610</td>\n",
              "      <td>0.4034</td>\n",
              "      <td>1.0880</td>\n",
              "      <td>-0.4230</td>\n",
              "      <td>0.4013</td>\n",
              "      <td>0.1726</td>\n",
              "      <td>0.7464</td>\n",
              "      <td>0.9418</td>\n",
              "      <td>0.1855</td>\n",
              "      <td>1.1720</td>\n",
              "      <td>0.8325</td>\n",
              "      <td>0.6486</td>\n",
              "      <td>0.8090</td>\n",
              "      <td>1.5880</td>\n",
              "      <td>2.4670</td>\n",
              "      <td>0.0357</td>\n",
              "      <td>0.1351</td>\n",
              "      <td>-0.3179</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23804</th>\n",
              "      <td>id_fff506720</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>74515bfd2</td>\n",
              "      <td>-1.0140</td>\n",
              "      <td>0.1709</td>\n",
              "      <td>-0.4291</td>\n",
              "      <td>1.8750</td>\n",
              "      <td>0.9859</td>\n",
              "      <td>0.3009</td>\n",
              "      <td>0.0650</td>\n",
              "      <td>-1.3920</td>\n",
              "      <td>-1.0410</td>\n",
              "      <td>1.4790</td>\n",
              "      <td>-0.4459</td>\n",
              "      <td>0.7377</td>\n",
              "      <td>-0.0037</td>\n",
              "      <td>-0.0995</td>\n",
              "      <td>-0.2393</td>\n",
              "      <td>-1.1670</td>\n",
              "      <td>-0.9359</td>\n",
              "      <td>1.1260</td>\n",
              "      <td>0.3450</td>\n",
              "      <td>-1.0780</td>\n",
              "      <td>2.7230</td>\n",
              "      <td>0.5255</td>\n",
              "      <td>0.6368</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.1172</td>\n",
              "      <td>0.8256</td>\n",
              "      <td>0.2120</td>\n",
              "      <td>2.1500</td>\n",
              "      <td>0.5925</td>\n",
              "      <td>-0.7637</td>\n",
              "      <td>0.1157</td>\n",
              "      <td>0.0919</td>\n",
              "      <td>-0.5855</td>\n",
              "      <td>-0.6233</td>\n",
              "      <td>-0.7982</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.6549</td>\n",
              "      <td>-1.0250</td>\n",
              "      <td>-2.6910</td>\n",
              "      <td>-0.6001</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>-1.5960</td>\n",
              "      <td>-0.3137</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>-0.9542</td>\n",
              "      <td>-1.4760</td>\n",
              "      <td>-1.0180</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>0.1523</td>\n",
              "      <td>-1.0130</td>\n",
              "      <td>-0.4065</td>\n",
              "      <td>0.8502</td>\n",
              "      <td>-0.0978</td>\n",
              "      <td>-0.7339</td>\n",
              "      <td>-0.5680</td>\n",
              "      <td>-0.5700</td>\n",
              "      <td>0.7834</td>\n",
              "      <td>-2.5930</td>\n",
              "      <td>-2.1570</td>\n",
              "      <td>-0.7917</td>\n",
              "      <td>-0.9154</td>\n",
              "      <td>1.5140</td>\n",
              "      <td>-3.1070</td>\n",
              "      <td>-0.2346</td>\n",
              "      <td>-0.2662</td>\n",
              "      <td>-0.6730</td>\n",
              "      <td>0.3175</td>\n",
              "      <td>-1.5510</td>\n",
              "      <td>-1.2800</td>\n",
              "      <td>-0.7632</td>\n",
              "      <td>-0.6736</td>\n",
              "      <td>-0.4097</td>\n",
              "      <td>0.2282</td>\n",
              "      <td>-0.3213</td>\n",
              "      <td>-0.0836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>id_fffb70c0c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>ecf3b6b74</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.3478</td>\n",
              "      <td>-0.3743</td>\n",
              "      <td>0.9905</td>\n",
              "      <td>-0.7178</td>\n",
              "      <td>0.6621</td>\n",
              "      <td>-0.2252</td>\n",
              "      <td>-0.5565</td>\n",
              "      <td>0.5112</td>\n",
              "      <td>0.6727</td>\n",
              "      <td>-0.1851</td>\n",
              "      <td>2.8650</td>\n",
              "      <td>-0.2140</td>\n",
              "      <td>-0.6153</td>\n",
              "      <td>0.8362</td>\n",
              "      <td>0.5584</td>\n",
              "      <td>-0.2589</td>\n",
              "      <td>0.1292</td>\n",
              "      <td>0.0148</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>-0.2182</td>\n",
              "      <td>-0.9235</td>\n",
              "      <td>0.0749</td>\n",
              "      <td>-1.5910</td>\n",
              "      <td>-0.8359</td>\n",
              "      <td>-0.9217</td>\n",
              "      <td>0.3013</td>\n",
              "      <td>0.1716</td>\n",
              "      <td>0.0880</td>\n",
              "      <td>0.1842</td>\n",
              "      <td>0.1835</td>\n",
              "      <td>0.5436</td>\n",
              "      <td>-0.0533</td>\n",
              "      <td>-0.0491</td>\n",
              "      <td>0.9543</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>1.2640</td>\n",
              "      <td>-0.8663</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>-0.1514</td>\n",
              "      <td>-0.4652</td>\n",
              "      <td>-0.7390</td>\n",
              "      <td>-1.3270</td>\n",
              "      <td>0.9925</td>\n",
              "      <td>1.0570</td>\n",
              "      <td>-0.3355</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.8219</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>-0.2942</td>\n",
              "      <td>0.2408</td>\n",
              "      <td>-0.7781</td>\n",
              "      <td>-0.0929</td>\n",
              "      <td>-0.0329</td>\n",
              "      <td>0.0781</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>0.3188</td>\n",
              "      <td>-1.1080</td>\n",
              "      <td>0.4895</td>\n",
              "      <td>-0.2144</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.4444</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.4286</td>\n",
              "      <td>0.4426</td>\n",
              "      <td>0.0423</td>\n",
              "      <td>-0.3195</td>\n",
              "      <td>-0.8086</td>\n",
              "      <td>-0.9798</td>\n",
              "      <td>-0.2084</td>\n",
              "      <td>-0.1224</td>\n",
              "      <td>-0.2715</td>\n",
              "      <td>0.3689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>972f41291</td>\n",
              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>-0.1361</td>\n",
              "      <td>0.7952</td>\n",
              "      <td>-0.3611</td>\n",
              "      <td>-3.6750</td>\n",
              "      <td>-1.2420</td>\n",
              "      <td>0.9146</td>\n",
              "      <td>3.0790</td>\n",
              "      <td>1.2460</td>\n",
              "      <td>1.9460</td>\n",
              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>11295 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\n",
              "0      id_000644bb2     com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1      id_000779bfc     com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2      id_000a6266a     com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "5      id_001762a82     com_droga     24   D1  ...  1.2120  0.3765  0.7848  1.3990\n",
              "6      id_001bd861f     com_droga     24   D2  ...  2.4670  0.0357  0.1351 -0.3179\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23804  id_fff506720     com_droga     24   D1  ... -0.4097  0.2282 -0.3213 -0.0836\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[11295 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ihYlaJYEtO0N",
        "outputId": "a122bacc-26e3-4452-f401-4f932c1f104f"
      },
      "source": [
        "dados['tratamento'].value_counts(normalize = True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       0.921643\n",
              "com_controle    0.078357\n",
              "Name: tratamento, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wrctw4W4t0TZ",
        "outputId": "65841f04-80ab-4235-beef-ebb345f99e43"
      },
      "source": [
        "dados['dose'].value_counts(normalize = True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "D1    0.510078\n",
              "D2    0.489922\n",
              "Name: dose, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "iH5Z_veDxh-B",
        "outputId": "2e96974b-e4fc-4e90-c813-bcae5b7f5a6f"
      },
      "source": [
        "mapa = {'droga': 'compostos'}\n",
        "dados.rename(columns=mapa, inplace=True)\n",
        "dados"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>compostos</th>\n",
              "      <th>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
              "      <th>g7</th>\n",
              "      <th>g8</th>\n",
              "      <th>g9</th>\n",
              "      <th>g10</th>\n",
              "      <th>g11</th>\n",
              "      <th>g12</th>\n",
              "      <th>g13</th>\n",
              "      <th>g14</th>\n",
              "      <th>g15</th>\n",
              "      <th>g16</th>\n",
              "      <th>g17</th>\n",
              "      <th>g18</th>\n",
              "      <th>g19</th>\n",
              "      <th>g20</th>\n",
              "      <th>g21</th>\n",
              "      <th>g22</th>\n",
              "      <th>g23</th>\n",
              "      <th>g24</th>\n",
              "      <th>g25</th>\n",
              "      <th>g26</th>\n",
              "      <th>g27</th>\n",
              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>id_fffb1ceed</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>df1d0a5a1</td>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.0636</td>\n",
              "      <td>-0.1112</td>\n",
              "      <td>-0.5080</td>\n",
              "      <td>-0.4713</td>\n",
              "      <td>0.7201</td>\n",
              "      <td>0.5773</td>\n",
              "      <td>0.3055</td>\n",
              "      <td>-0.4726</td>\n",
              "      <td>0.1269</td>\n",
              "      <td>0.2531</td>\n",
              "      <td>0.1730</td>\n",
              "      <td>-0.4532</td>\n",
              "      <td>-1.0790</td>\n",
              "      <td>0.2474</td>\n",
              "      <td>-0.4550</td>\n",
              "      <td>0.3588</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.7362</td>\n",
              "      <td>-0.1103</td>\n",
              "      <td>0.8550</td>\n",
              "      <td>-0.4139</td>\n",
              "      <td>0.5541</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.5573</td>\n",
              "      <td>-0.4397</td>\n",
              "      <td>-0.9260</td>\n",
              "      <td>-0.2424</td>\n",
              "      <td>-0.6686</td>\n",
              "      <td>0.2326</td>\n",
              "      <td>0.6456</td>\n",
              "      <td>0.0136</td>\n",
              "      <td>-0.5141</td>\n",
              "      <td>-0.6320</td>\n",
              "      <td>0.7166</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0807</td>\n",
              "      <td>0.4024</td>\n",
              "      <td>-0.0895</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9641</td>\n",
              "      <td>-0.1846</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>0.3154</td>\n",
              "      <td>-0.2071</td>\n",
              "      <td>-0.6158</td>\n",
              "      <td>-0.2977</td>\n",
              "      <td>0.0992</td>\n",
              "      <td>0.6838</td>\n",
              "      <td>0.5259</td>\n",
              "      <td>0.7882</td>\n",
              "      <td>0.3119</td>\n",
              "      <td>-0.7697</td>\n",
              "      <td>0.2203</td>\n",
              "      <td>-1.0710</td>\n",
              "      <td>0.5979</td>\n",
              "      <td>0.0848</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.6293</td>\n",
              "      <td>1.1660</td>\n",
              "      <td>0.3329</td>\n",
              "      <td>0.2754</td>\n",
              "      <td>0.4108</td>\n",
              "      <td>-0.1252</td>\n",
              "      <td>-0.2340</td>\n",
              "      <td>0.2267</td>\n",
              "      <td>0.1969</td>\n",
              "      <td>0.0262</td>\n",
              "      <td>-0.8121</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.5372</td>\n",
              "      <td>-0.3246</td>\n",
              "      <td>0.0631</td>\n",
              "      <td>0.9171</td>\n",
              "      <td>0.5258</td>\n",
              "      <td>0.4680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>id_fffb70c0c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>ecf3b6b74</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.3478</td>\n",
              "      <td>-0.3743</td>\n",
              "      <td>0.9905</td>\n",
              "      <td>-0.7178</td>\n",
              "      <td>0.6621</td>\n",
              "      <td>-0.2252</td>\n",
              "      <td>-0.5565</td>\n",
              "      <td>0.5112</td>\n",
              "      <td>0.6727</td>\n",
              "      <td>-0.1851</td>\n",
              "      <td>2.8650</td>\n",
              "      <td>-0.2140</td>\n",
              "      <td>-0.6153</td>\n",
              "      <td>0.8362</td>\n",
              "      <td>0.5584</td>\n",
              "      <td>-0.2589</td>\n",
              "      <td>0.1292</td>\n",
              "      <td>0.0148</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>-0.2182</td>\n",
              "      <td>-0.9235</td>\n",
              "      <td>0.0749</td>\n",
              "      <td>-1.5910</td>\n",
              "      <td>-0.8359</td>\n",
              "      <td>-0.9217</td>\n",
              "      <td>0.3013</td>\n",
              "      <td>0.1716</td>\n",
              "      <td>0.0880</td>\n",
              "      <td>0.1842</td>\n",
              "      <td>0.1835</td>\n",
              "      <td>0.5436</td>\n",
              "      <td>-0.0533</td>\n",
              "      <td>-0.0491</td>\n",
              "      <td>0.9543</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>1.2640</td>\n",
              "      <td>-0.8663</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>-0.1514</td>\n",
              "      <td>-0.4652</td>\n",
              "      <td>-0.7390</td>\n",
              "      <td>-1.3270</td>\n",
              "      <td>0.9925</td>\n",
              "      <td>1.0570</td>\n",
              "      <td>-0.3355</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.8219</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>-0.2942</td>\n",
              "      <td>0.2408</td>\n",
              "      <td>-0.7781</td>\n",
              "      <td>-0.0929</td>\n",
              "      <td>-0.0329</td>\n",
              "      <td>0.0781</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>0.3188</td>\n",
              "      <td>-1.1080</td>\n",
              "      <td>0.4895</td>\n",
              "      <td>-0.2144</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.4444</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.4286</td>\n",
              "      <td>0.4426</td>\n",
              "      <td>0.0423</td>\n",
              "      <td>-0.3195</td>\n",
              "      <td>-0.8086</td>\n",
              "      <td>-0.9798</td>\n",
              "      <td>-0.2084</td>\n",
              "      <td>-0.1224</td>\n",
              "      <td>-0.2715</td>\n",
              "      <td>0.3689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>972f41291</td>\n",
              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>-0.1361</td>\n",
              "      <td>0.7952</td>\n",
              "      <td>-0.3611</td>\n",
              "      <td>-3.6750</td>\n",
              "      <td>-1.2420</td>\n",
              "      <td>0.9146</td>\n",
              "      <td>3.0790</td>\n",
              "      <td>1.2460</td>\n",
              "      <td>1.9460</td>\n",
              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\n",
              "0      id_000644bb2     com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1      id_000779bfc     com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2      id_000a6266a     com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3      id_0015fd391     com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4      id_001626bd3     com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[23814 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lM8N5P7fzs4E",
        "outputId": "ae15bf00-b3c4-4b2f-f6f8-6420a453ea74"
      },
      "source": [
        "cod_compostos = dados['compostos'].value_counts().index[0:5]\n",
        "cod_compostos"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['cacb2b860', '87d714366', '9f80f3f77', '8b87a7a83', '5628cb3ee'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "LhI_oWmh0xp4",
        "outputId": "4d7ace61-07f4-4b84-974a-242d2ab20381"
      },
      "source": [
        "dados.query('compostos in @cod_compostos')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>compostos</th>\n",
              "      <th>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
              "      <th>g7</th>\n",
              "      <th>g8</th>\n",
              "      <th>g9</th>\n",
              "      <th>g10</th>\n",
              "      <th>g11</th>\n",
              "      <th>g12</th>\n",
              "      <th>g13</th>\n",
              "      <th>g14</th>\n",
              "      <th>g15</th>\n",
              "      <th>g16</th>\n",
              "      <th>g17</th>\n",
              "      <th>g18</th>\n",
              "      <th>g19</th>\n",
              "      <th>g20</th>\n",
              "      <th>g21</th>\n",
              "      <th>g22</th>\n",
              "      <th>g23</th>\n",
              "      <th>g24</th>\n",
              "      <th>g25</th>\n",
              "      <th>g26</th>\n",
              "      <th>g27</th>\n",
              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>id_0020d0484</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.2711</td>\n",
              "      <td>0.5133</td>\n",
              "      <td>-0.1327</td>\n",
              "      <td>2.5950</td>\n",
              "      <td>0.6980</td>\n",
              "      <td>0.5846</td>\n",
              "      <td>-0.2633</td>\n",
              "      <td>-2.1490</td>\n",
              "      <td>0.4881</td>\n",
              "      <td>1.4750</td>\n",
              "      <td>-0.0488</td>\n",
              "      <td>-0.0561</td>\n",
              "      <td>0.1641</td>\n",
              "      <td>0.1749</td>\n",
              "      <td>-0.3464</td>\n",
              "      <td>-0.1811</td>\n",
              "      <td>0.5685</td>\n",
              "      <td>1.2970</td>\n",
              "      <td>1.0510</td>\n",
              "      <td>-0.9585</td>\n",
              "      <td>0.7911</td>\n",
              "      <td>-0.2991</td>\n",
              "      <td>2.7420</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>-1.0240</td>\n",
              "      <td>0.7268</td>\n",
              "      <td>0.1590</td>\n",
              "      <td>-1.9730</td>\n",
              "      <td>1.1340</td>\n",
              "      <td>-2.5720</td>\n",
              "      <td>0.2068</td>\n",
              "      <td>0.9992</td>\n",
              "      <td>-0.1958</td>\n",
              "      <td>0.2262</td>\n",
              "      <td>1.0140</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2623</td>\n",
              "      <td>-0.5500</td>\n",
              "      <td>-0.0530</td>\n",
              "      <td>0.2077</td>\n",
              "      <td>-0.0825</td>\n",
              "      <td>0.2156</td>\n",
              "      <td>0.8142</td>\n",
              "      <td>1.0990</td>\n",
              "      <td>1.0860</td>\n",
              "      <td>0.4011</td>\n",
              "      <td>-0.1342</td>\n",
              "      <td>0.4653</td>\n",
              "      <td>-0.1104</td>\n",
              "      <td>0.3935</td>\n",
              "      <td>1.2370</td>\n",
              "      <td>-0.5072</td>\n",
              "      <td>0.0351</td>\n",
              "      <td>0.5084</td>\n",
              "      <td>-0.1248</td>\n",
              "      <td>0.4351</td>\n",
              "      <td>0.1389</td>\n",
              "      <td>0.6726</td>\n",
              "      <td>0.6070</td>\n",
              "      <td>0.3431</td>\n",
              "      <td>-0.4116</td>\n",
              "      <td>0.1194</td>\n",
              "      <td>0.3420</td>\n",
              "      <td>0.1331</td>\n",
              "      <td>0.8541</td>\n",
              "      <td>0.6282</td>\n",
              "      <td>0.3230</td>\n",
              "      <td>-0.4140</td>\n",
              "      <td>0.2532</td>\n",
              "      <td>0.0513</td>\n",
              "      <td>0.8600</td>\n",
              "      <td>1.4250</td>\n",
              "      <td>0.6633</td>\n",
              "      <td>0.4562</td>\n",
              "      <td>-0.9622</td>\n",
              "      <td>0.0260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>id_002fb9c19</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>87d714366</td>\n",
              "      <td>8.7380</td>\n",
              "      <td>0.1914</td>\n",
              "      <td>2.4380</td>\n",
              "      <td>-0.2930</td>\n",
              "      <td>3.2010</td>\n",
              "      <td>1.4910</td>\n",
              "      <td>5.3920</td>\n",
              "      <td>-1.0420</td>\n",
              "      <td>-8.4860</td>\n",
              "      <td>-2.5790</td>\n",
              "      <td>-6.7470</td>\n",
              "      <td>3.6150</td>\n",
              "      <td>-1.4510</td>\n",
              "      <td>0.6909</td>\n",
              "      <td>-0.7623</td>\n",
              "      <td>-2.9400</td>\n",
              "      <td>-9.2850</td>\n",
              "      <td>-6.7110</td>\n",
              "      <td>-0.4195</td>\n",
              "      <td>1.1600</td>\n",
              "      <td>-1.3180</td>\n",
              "      <td>1.3660</td>\n",
              "      <td>-1.4020</td>\n",
              "      <td>-2.6220</td>\n",
              "      <td>0.7204</td>\n",
              "      <td>-2.5930</td>\n",
              "      <td>-4.0630</td>\n",
              "      <td>-0.8282</td>\n",
              "      <td>-3.5000</td>\n",
              "      <td>0.9206</td>\n",
              "      <td>-5.1450</td>\n",
              "      <td>9.8040</td>\n",
              "      <td>-2.6840</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>-0.1427</td>\n",
              "      <td>...</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-9.5910</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-8.5110</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-8.8870</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-10.0000</td>\n",
              "      <td>-4.9020</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-5.5520</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.7960</td>\n",
              "      <td>-8.1770</td>\n",
              "      <td>-9.8990</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-9.9840</td>\n",
              "      <td>-6.7840</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>id_0054388ec</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6696</td>\n",
              "      <td>-0.2718</td>\n",
              "      <td>-1.2230</td>\n",
              "      <td>-0.6226</td>\n",
              "      <td>-0.7220</td>\n",
              "      <td>0.1588</td>\n",
              "      <td>0.7785</td>\n",
              "      <td>0.7062</td>\n",
              "      <td>-0.7951</td>\n",
              "      <td>1.3770</td>\n",
              "      <td>0.2856</td>\n",
              "      <td>-0.8331</td>\n",
              "      <td>0.3879</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>-0.4746</td>\n",
              "      <td>0.0857</td>\n",
              "      <td>-0.2745</td>\n",
              "      <td>-0.1093</td>\n",
              "      <td>0.2603</td>\n",
              "      <td>0.7386</td>\n",
              "      <td>-0.6665</td>\n",
              "      <td>-1.6520</td>\n",
              "      <td>-0.9262</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.6310</td>\n",
              "      <td>-0.2933</td>\n",
              "      <td>0.2043</td>\n",
              "      <td>-2.2070</td>\n",
              "      <td>0.1383</td>\n",
              "      <td>-0.4966</td>\n",
              "      <td>0.6922</td>\n",
              "      <td>-0.4077</td>\n",
              "      <td>0.2303</td>\n",
              "      <td>-0.0456</td>\n",
              "      <td>-0.7447</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6976</td>\n",
              "      <td>-0.0178</td>\n",
              "      <td>0.3768</td>\n",
              "      <td>0.4318</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.3933</td>\n",
              "      <td>-0.3189</td>\n",
              "      <td>0.4128</td>\n",
              "      <td>-0.2116</td>\n",
              "      <td>-1.0410</td>\n",
              "      <td>0.7798</td>\n",
              "      <td>0.1579</td>\n",
              "      <td>1.7250</td>\n",
              "      <td>1.4490</td>\n",
              "      <td>0.9117</td>\n",
              "      <td>-0.0754</td>\n",
              "      <td>-0.8396</td>\n",
              "      <td>0.7640</td>\n",
              "      <td>1.2080</td>\n",
              "      <td>1.1890</td>\n",
              "      <td>0.2114</td>\n",
              "      <td>0.6335</td>\n",
              "      <td>0.3265</td>\n",
              "      <td>-0.1056</td>\n",
              "      <td>0.5478</td>\n",
              "      <td>0.7477</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>0.5035</td>\n",
              "      <td>-0.6591</td>\n",
              "      <td>0.3023</td>\n",
              "      <td>0.6171</td>\n",
              "      <td>0.6405</td>\n",
              "      <td>0.5429</td>\n",
              "      <td>0.3562</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>0.5573</td>\n",
              "      <td>0.8837</td>\n",
              "      <td>0.5534</td>\n",
              "      <td>0.8976</td>\n",
              "      <td>1.0050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>id_0079af0fb</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1636</td>\n",
              "      <td>-1.8230</td>\n",
              "      <td>-0.5211</td>\n",
              "      <td>0.3054</td>\n",
              "      <td>-1.1280</td>\n",
              "      <td>0.6041</td>\n",
              "      <td>0.3856</td>\n",
              "      <td>-0.1670</td>\n",
              "      <td>-0.5400</td>\n",
              "      <td>0.2721</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>0.0761</td>\n",
              "      <td>-0.4054</td>\n",
              "      <td>2.9760</td>\n",
              "      <td>-0.7679</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>0.0752</td>\n",
              "      <td>0.5943</td>\n",
              "      <td>0.4266</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0410</td>\n",
              "      <td>-0.1131</td>\n",
              "      <td>0.6593</td>\n",
              "      <td>-0.6890</td>\n",
              "      <td>0.5115</td>\n",
              "      <td>-0.2512</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>-1.3810</td>\n",
              "      <td>0.1419</td>\n",
              "      <td>-0.0363</td>\n",
              "      <td>0.2559</td>\n",
              "      <td>2.5290</td>\n",
              "      <td>0.2853</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.3626</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.3420</td>\n",
              "      <td>0.2815</td>\n",
              "      <td>-0.7493</td>\n",
              "      <td>-0.2701</td>\n",
              "      <td>0.1205</td>\n",
              "      <td>0.2396</td>\n",
              "      <td>0.3506</td>\n",
              "      <td>-0.9233</td>\n",
              "      <td>0.2490</td>\n",
              "      <td>-0.0824</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>1.1940</td>\n",
              "      <td>-1.1650</td>\n",
              "      <td>-0.4853</td>\n",
              "      <td>1.1080</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>0.7438</td>\n",
              "      <td>0.2050</td>\n",
              "      <td>-0.2761</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>0.3385</td>\n",
              "      <td>-0.3500</td>\n",
              "      <td>-0.0309</td>\n",
              "      <td>-0.0409</td>\n",
              "      <td>-0.0735</td>\n",
              "      <td>0.2732</td>\n",
              "      <td>-1.2100</td>\n",
              "      <td>0.0089</td>\n",
              "      <td>0.0317</td>\n",
              "      <td>0.4721</td>\n",
              "      <td>-0.3880</td>\n",
              "      <td>-0.6828</td>\n",
              "      <td>-0.6594</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.3571</td>\n",
              "      <td>-0.1319</td>\n",
              "      <td>0.2187</td>\n",
              "      <td>0.0737</td>\n",
              "      <td>0.6498</td>\n",
              "      <td>-1.4820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>id_007bfbb91</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-1.3200</td>\n",
              "      <td>-1.7340</td>\n",
              "      <td>-0.0741</td>\n",
              "      <td>1.5440</td>\n",
              "      <td>-1.8290</td>\n",
              "      <td>-0.0951</td>\n",
              "      <td>0.3829</td>\n",
              "      <td>-1.8700</td>\n",
              "      <td>-0.0324</td>\n",
              "      <td>2.7670</td>\n",
              "      <td>-0.0438</td>\n",
              "      <td>-0.0147</td>\n",
              "      <td>0.1276</td>\n",
              "      <td>0.2968</td>\n",
              "      <td>-0.0704</td>\n",
              "      <td>-0.3767</td>\n",
              "      <td>2.5790</td>\n",
              "      <td>0.4069</td>\n",
              "      <td>-0.3868</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>1.8180</td>\n",
              "      <td>-2.9390</td>\n",
              "      <td>-0.1150</td>\n",
              "      <td>-0.8009</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>0.5412</td>\n",
              "      <td>-0.0804</td>\n",
              "      <td>-0.4444</td>\n",
              "      <td>2.9230</td>\n",
              "      <td>2.8270</td>\n",
              "      <td>-0.3437</td>\n",
              "      <td>1.6570</td>\n",
              "      <td>-1.9200</td>\n",
              "      <td>0.3442</td>\n",
              "      <td>1.7160</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4009</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2789</td>\n",
              "      <td>0.4465</td>\n",
              "      <td>0.9492</td>\n",
              "      <td>0.6385</td>\n",
              "      <td>1.5510</td>\n",
              "      <td>-0.1220</td>\n",
              "      <td>0.6688</td>\n",
              "      <td>0.4396</td>\n",
              "      <td>0.6947</td>\n",
              "      <td>0.9761</td>\n",
              "      <td>1.2430</td>\n",
              "      <td>1.4770</td>\n",
              "      <td>-0.0081</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.4420</td>\n",
              "      <td>-0.3482</td>\n",
              "      <td>0.3297</td>\n",
              "      <td>1.2070</td>\n",
              "      <td>0.0524</td>\n",
              "      <td>0.5346</td>\n",
              "      <td>0.7643</td>\n",
              "      <td>0.4067</td>\n",
              "      <td>0.3817</td>\n",
              "      <td>0.4566</td>\n",
              "      <td>0.7736</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.2790</td>\n",
              "      <td>0.9735</td>\n",
              "      <td>0.7412</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>0.7393</td>\n",
              "      <td>1.1020</td>\n",
              "      <td>0.3786</td>\n",
              "      <td>0.2636</td>\n",
              "      <td>-0.5751</td>\n",
              "      <td>0.3362</td>\n",
              "      <td>0.8543</td>\n",
              "      <td>0.9180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23793</th>\n",
              "      <td>id_ffd26f361</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.6008</td>\n",
              "      <td>0.2781</td>\n",
              "      <td>-0.3319</td>\n",
              "      <td>-0.8782</td>\n",
              "      <td>0.9281</td>\n",
              "      <td>0.7535</td>\n",
              "      <td>0.5971</td>\n",
              "      <td>1.6350</td>\n",
              "      <td>-0.3146</td>\n",
              "      <td>0.4984</td>\n",
              "      <td>-1.1890</td>\n",
              "      <td>0.3772</td>\n",
              "      <td>-0.8196</td>\n",
              "      <td>0.1083</td>\n",
              "      <td>-2.0350</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.7586</td>\n",
              "      <td>-0.4024</td>\n",
              "      <td>-0.0449</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.2358</td>\n",
              "      <td>0.7919</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>0.4232</td>\n",
              "      <td>1.8460</td>\n",
              "      <td>-2.0940</td>\n",
              "      <td>0.1438</td>\n",
              "      <td>-0.6604</td>\n",
              "      <td>0.7243</td>\n",
              "      <td>0.0338</td>\n",
              "      <td>-0.0182</td>\n",
              "      <td>-0.2022</td>\n",
              "      <td>0.8827</td>\n",
              "      <td>0.3147</td>\n",
              "      <td>-0.9263</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1934</td>\n",
              "      <td>1.2240</td>\n",
              "      <td>-0.1178</td>\n",
              "      <td>0.1459</td>\n",
              "      <td>-0.1242</td>\n",
              "      <td>0.3106</td>\n",
              "      <td>-0.7959</td>\n",
              "      <td>0.5681</td>\n",
              "      <td>0.3663</td>\n",
              "      <td>0.4874</td>\n",
              "      <td>-0.0548</td>\n",
              "      <td>0.1810</td>\n",
              "      <td>1.3470</td>\n",
              "      <td>1.6210</td>\n",
              "      <td>-0.8260</td>\n",
              "      <td>0.3377</td>\n",
              "      <td>0.3264</td>\n",
              "      <td>0.9241</td>\n",
              "      <td>0.3012</td>\n",
              "      <td>1.2980</td>\n",
              "      <td>-0.2789</td>\n",
              "      <td>0.7019</td>\n",
              "      <td>-0.3528</td>\n",
              "      <td>0.7383</td>\n",
              "      <td>1.0300</td>\n",
              "      <td>0.6527</td>\n",
              "      <td>1.6750</td>\n",
              "      <td>-0.5046</td>\n",
              "      <td>0.2942</td>\n",
              "      <td>0.2950</td>\n",
              "      <td>1.2470</td>\n",
              "      <td>0.9569</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>-0.4918</td>\n",
              "      <td>0.7863</td>\n",
              "      <td>0.0504</td>\n",
              "      <td>0.8813</td>\n",
              "      <td>0.7757</td>\n",
              "      <td>-0.5272</td>\n",
              "      <td>0.7082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23802</th>\n",
              "      <td>id_fff3976bd</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>87d714366</td>\n",
              "      <td>3.2890</td>\n",
              "      <td>2.1270</td>\n",
              "      <td>0.9770</td>\n",
              "      <td>2.0490</td>\n",
              "      <td>2.3170</td>\n",
              "      <td>-0.5355</td>\n",
              "      <td>-0.6357</td>\n",
              "      <td>-6.9060</td>\n",
              "      <td>-4.4830</td>\n",
              "      <td>-2.8400</td>\n",
              "      <td>-5.3310</td>\n",
              "      <td>0.6547</td>\n",
              "      <td>-2.2080</td>\n",
              "      <td>3.6030</td>\n",
              "      <td>0.6380</td>\n",
              "      <td>-2.1280</td>\n",
              "      <td>-3.1680</td>\n",
              "      <td>-4.2180</td>\n",
              "      <td>-0.3170</td>\n",
              "      <td>0.2140</td>\n",
              "      <td>-1.7660</td>\n",
              "      <td>-1.9700</td>\n",
              "      <td>-1.4820</td>\n",
              "      <td>-1.3710</td>\n",
              "      <td>-0.2628</td>\n",
              "      <td>-0.5276</td>\n",
              "      <td>-2.4160</td>\n",
              "      <td>-0.4638</td>\n",
              "      <td>-3.8630</td>\n",
              "      <td>-0.8880</td>\n",
              "      <td>-1.9850</td>\n",
              "      <td>2.0530</td>\n",
              "      <td>-1.4700</td>\n",
              "      <td>-3.3220</td>\n",
              "      <td>1.8800</td>\n",
              "      <td>...</td>\n",
              "      <td>-9.9170</td>\n",
              "      <td>-4.0200</td>\n",
              "      <td>-6.7560</td>\n",
              "      <td>-9.9170</td>\n",
              "      <td>-4.1240</td>\n",
              "      <td>-8.5110</td>\n",
              "      <td>-5.7500</td>\n",
              "      <td>-8.4760</td>\n",
              "      <td>-6.9470</td>\n",
              "      <td>-4.7650</td>\n",
              "      <td>-9.7690</td>\n",
              "      <td>-5.7900</td>\n",
              "      <td>-9.9170</td>\n",
              "      <td>-5.7450</td>\n",
              "      <td>-2.3570</td>\n",
              "      <td>-9.1190</td>\n",
              "      <td>-4.5980</td>\n",
              "      <td>-8.7760</td>\n",
              "      <td>-7.7980</td>\n",
              "      <td>-4.1620</td>\n",
              "      <td>-6.1510</td>\n",
              "      <td>-5.7400</td>\n",
              "      <td>-6.8700</td>\n",
              "      <td>-9.1000</td>\n",
              "      <td>-3.3360</td>\n",
              "      <td>-6.6420</td>\n",
              "      <td>-2.2750</td>\n",
              "      <td>-3.4720</td>\n",
              "      <td>-6.2670</td>\n",
              "      <td>-6.3980</td>\n",
              "      <td>-8.6300</td>\n",
              "      <td>-8.1490</td>\n",
              "      <td>-6.2900</td>\n",
              "      <td>-8.0970</td>\n",
              "      <td>-8.7330</td>\n",
              "      <td>-2.3780</td>\n",
              "      <td>-8.4480</td>\n",
              "      <td>-4.4550</td>\n",
              "      <td>-5.7930</td>\n",
              "      <td>-3.7000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23805</th>\n",
              "      <td>id_fff6df1c5</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>5628cb3ee</td>\n",
              "      <td>1.7380</td>\n",
              "      <td>-1.2900</td>\n",
              "      <td>-0.4533</td>\n",
              "      <td>-1.1640</td>\n",
              "      <td>-0.4841</td>\n",
              "      <td>-0.2392</td>\n",
              "      <td>-0.1774</td>\n",
              "      <td>-1.3980</td>\n",
              "      <td>-0.4059</td>\n",
              "      <td>0.1553</td>\n",
              "      <td>0.1083</td>\n",
              "      <td>-0.8020</td>\n",
              "      <td>-0.5039</td>\n",
              "      <td>-0.7167</td>\n",
              "      <td>-0.5016</td>\n",
              "      <td>-0.9369</td>\n",
              "      <td>-0.5864</td>\n",
              "      <td>-0.1009</td>\n",
              "      <td>0.8987</td>\n",
              "      <td>0.3389</td>\n",
              "      <td>-1.3460</td>\n",
              "      <td>-0.5087</td>\n",
              "      <td>-0.0892</td>\n",
              "      <td>-0.6559</td>\n",
              "      <td>0.0864</td>\n",
              "      <td>-0.6251</td>\n",
              "      <td>0.2471</td>\n",
              "      <td>-0.4523</td>\n",
              "      <td>-0.0389</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>0.0796</td>\n",
              "      <td>-0.2560</td>\n",
              "      <td>-0.7851</td>\n",
              "      <td>-0.1687</td>\n",
              "      <td>-1.2890</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2866</td>\n",
              "      <td>0.3854</td>\n",
              "      <td>-0.4986</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.5843</td>\n",
              "      <td>0.0907</td>\n",
              "      <td>-0.9303</td>\n",
              "      <td>0.1981</td>\n",
              "      <td>0.6515</td>\n",
              "      <td>0.2877</td>\n",
              "      <td>0.4389</td>\n",
              "      <td>-0.3859</td>\n",
              "      <td>0.5203</td>\n",
              "      <td>-1.1070</td>\n",
              "      <td>2.3870</td>\n",
              "      <td>0.1820</td>\n",
              "      <td>-0.6434</td>\n",
              "      <td>-0.9722</td>\n",
              "      <td>-0.4200</td>\n",
              "      <td>-0.5693</td>\n",
              "      <td>1.0700</td>\n",
              "      <td>1.1110</td>\n",
              "      <td>-0.5117</td>\n",
              "      <td>-1.2130</td>\n",
              "      <td>0.3769</td>\n",
              "      <td>0.5296</td>\n",
              "      <td>1.0400</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>1.0150</td>\n",
              "      <td>-0.7669</td>\n",
              "      <td>0.2865</td>\n",
              "      <td>0.5974</td>\n",
              "      <td>-0.2727</td>\n",
              "      <td>0.1188</td>\n",
              "      <td>1.0770</td>\n",
              "      <td>-1.0250</td>\n",
              "      <td>0.1516</td>\n",
              "      <td>0.4503</td>\n",
              "      <td>-0.6312</td>\n",
              "      <td>-0.8302</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3235 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\n",
              "7      id_0020d0484     com_droga     48   D1  ...  0.6633  0.4562 -0.9622  0.0260\n",
              "16     id_002fb9c19     com_droga     48   D1  ... -9.9840 -9.9840 -9.9840 -6.7840\n",
              "25     id_0054388ec  com_controle     48   D1  ...  0.8837  0.5534  0.8976  1.0050\n",
              "38     id_0079af0fb  com_controle     24   D1  ...  0.2187  0.0737  0.6498 -1.4820\n",
              "40     id_007bfbb91  com_controle     24   D2  ... -0.5751  0.3362  0.8543  0.9180\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23793  id_ffd26f361  com_controle     48   D2  ...  0.8813  0.7757 -0.5272  0.7082\n",
              "23802  id_fff3976bd     com_droga     24   D1  ... -8.4480 -4.4550 -5.7930 -3.7000\n",
              "23805  id_fff6df1c5     com_droga     48   D2  ...  0.1516  0.4503 -0.6312 -0.8302\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "\n",
              "[3235 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "8HTpawWyyQJy",
        "outputId": "6f4ff103-cdb9-4915-b398-d879a410111d"
      },
      "source": [
        "\n",
        "sns.set()\n",
        "plt.figure(figsize=(11,9))\n",
        "ax = sns.countplot(x='compostos',data=dados.query('compostos in @cod_compostos'), order=cod_compostos) \n",
        "ax.set_title('Top 5 compostos', fontsize= 35)\n",
        "ax.set_xlabel('Compostos', fontsize=20)\n",
        "ax.set_ylabel('Quantidade',fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 563
        },
        "id": "8eKa4J5f6Wxg",
        "outputId": "968821fa-f024-469d-b5b9-d52f03e9a844"
      },
      "source": [
        "\n",
        "plt.figure(figsize=[11,9])\n",
        "ax = sns.histplot(data=dados, x='g0', element=\"poly\")\n",
        "ax.set_ylabel('Quantidade',fontsize=20)\n",
        "ax.set_xlabel('g0',fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 346
        },
        "id": "iLG4k7o-_-Tu",
        "outputId": "54937a6f-4200-4ffe-e02b-f36ff6d03b69"
      },
      "source": [
        "dados.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tempo</th>\n",
              "      <th>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
              "      <th>g7</th>\n",
              "      <th>g8</th>\n",
              "      <th>g9</th>\n",
              "      <th>g10</th>\n",
              "      <th>g11</th>\n",
              "      <th>g12</th>\n",
              "      <th>g13</th>\n",
              "      <th>g14</th>\n",
              "      <th>g15</th>\n",
              "      <th>g16</th>\n",
              "      <th>g17</th>\n",
              "      <th>g18</th>\n",
              "      <th>g19</th>\n",
              "      <th>g20</th>\n",
              "      <th>g21</th>\n",
              "      <th>g22</th>\n",
              "      <th>g23</th>\n",
              "      <th>g24</th>\n",
              "      <th>g25</th>\n",
              "      <th>g26</th>\n",
              "      <th>g27</th>\n",
              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>g35</th>\n",
              "      <th>g36</th>\n",
              "      <th>g37</th>\n",
              "      <th>g38</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "      <td>23814.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>48.020156</td>\n",
              "      <td>0.248366</td>\n",
              "      <td>-0.095684</td>\n",
              "      <td>0.152253</td>\n",
              "      <td>0.081971</td>\n",
              "      <td>0.057347</td>\n",
              "      <td>-0.138836</td>\n",
              "      <td>0.035961</td>\n",
              "      <td>-0.202651</td>\n",
              "      <td>-0.190083</td>\n",
              "      <td>0.119905</td>\n",
              "      <td>-0.123321</td>\n",
              "      <td>0.182307</td>\n",
              "      <td>0.143203</td>\n",
              "      <td>0.209402</td>\n",
              "      <td>-0.173884</td>\n",
              "      <td>-0.024432</td>\n",
              "      <td>0.126823</td>\n",
              "      <td>-0.146663</td>\n",
              "      <td>0.087687</td>\n",
              "      <td>-0.082982</td>\n",
              "      <td>-0.111908</td>\n",
              "      <td>-0.087379</td>\n",
              "      <td>0.047548</td>\n",
              "      <td>-0.117474</td>\n",
              "      <td>-0.113212</td>\n",
              "      <td>-0.052746</td>\n",
              "      <td>-0.091055</td>\n",
              "      <td>0.112176</td>\n",
              "      <td>-0.046458</td>\n",
              "      <td>-0.076239</td>\n",
              "      <td>-0.197699</td>\n",
              "      <td>0.382177</td>\n",
              "      <td>-0.189432</td>\n",
              "      <td>0.078791</td>\n",
              "      <td>-0.093312</td>\n",
              "      <td>0.135729</td>\n",
              "      <td>-0.188616</td>\n",
              "      <td>-0.606710</td>\n",
              "      <td>0.534425</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.517397</td>\n",
              "      <td>-0.360770</td>\n",
              "      <td>-0.435752</td>\n",
              "      <td>-0.613591</td>\n",
              "      <td>-0.402083</td>\n",
              "      <td>-0.619682</td>\n",
              "      <td>-0.452265</td>\n",
              "      <td>-0.497164</td>\n",
              "      <td>-0.413836</td>\n",
              "      <td>-0.277029</td>\n",
              "      <td>-0.547845</td>\n",
              "      <td>-0.358611</td>\n",
              "      <td>-0.442906</td>\n",
              "      <td>-0.475194</td>\n",
              "      <td>-0.010404</td>\n",
              "      <td>-0.467001</td>\n",
              "      <td>-0.276963</td>\n",
              "      <td>-0.455848</td>\n",
              "      <td>-0.412918</td>\n",
              "      <td>-0.456404</td>\n",
              "      <td>-0.472514</td>\n",
              "      <td>-0.505481</td>\n",
              "      <td>-0.492735</td>\n",
              "      <td>-0.446836</td>\n",
              "      <td>-0.463029</td>\n",
              "      <td>-0.409310</td>\n",
              "      <td>-0.333124</td>\n",
              "      <td>-0.295009</td>\n",
              "      <td>-0.328342</td>\n",
              "      <td>-0.401615</td>\n",
              "      <td>-0.469244</td>\n",
              "      <td>-0.461411</td>\n",
              "      <td>-0.513256</td>\n",
              "      <td>-0.500142</td>\n",
              "      <td>-0.507093</td>\n",
              "      <td>-0.353726</td>\n",
              "      <td>-0.463485</td>\n",
              "      <td>-0.378241</td>\n",
              "      <td>-0.470252</td>\n",
              "      <td>-0.301505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>19.402807</td>\n",
              "      <td>1.393399</td>\n",
              "      <td>0.812363</td>\n",
              "      <td>1.035731</td>\n",
              "      <td>0.950012</td>\n",
              "      <td>1.032091</td>\n",
              "      <td>1.179388</td>\n",
              "      <td>0.882395</td>\n",
              "      <td>1.125494</td>\n",
              "      <td>1.749885</td>\n",
              "      <td>1.087180</td>\n",
              "      <td>1.291501</td>\n",
              "      <td>1.253604</td>\n",
              "      <td>1.234590</td>\n",
              "      <td>1.273068</td>\n",
              "      <td>1.247178</td>\n",
              "      <td>0.659839</td>\n",
              "      <td>1.418997</td>\n",
              "      <td>1.179688</td>\n",
              "      <td>0.743301</td>\n",
              "      <td>0.844796</td>\n",
              "      <td>1.219529</td>\n",
              "      <td>0.824401</td>\n",
              "      <td>0.924838</td>\n",
              "      <td>0.760159</td>\n",
              "      <td>1.203186</td>\n",
              "      <td>0.866977</td>\n",
              "      <td>1.103765</td>\n",
              "      <td>1.001687</td>\n",
              "      <td>1.027758</td>\n",
              "      <td>1.279399</td>\n",
              "      <td>1.302567</td>\n",
              "      <td>1.559174</td>\n",
              "      <td>0.933514</td>\n",
              "      <td>1.172270</td>\n",
              "      <td>1.174325</td>\n",
              "      <td>1.061719</td>\n",
              "      <td>1.397677</td>\n",
              "      <td>2.200277</td>\n",
              "      <td>2.003317</td>\n",
              "      <td>...</td>\n",
              "      <td>2.122318</td>\n",
              "      <td>1.710725</td>\n",
              "      <td>1.898871</td>\n",
              "      <td>2.307820</td>\n",
              "      <td>1.785055</td>\n",
              "      <td>2.225596</td>\n",
              "      <td>1.991021</td>\n",
              "      <td>2.063896</td>\n",
              "      <td>1.887001</td>\n",
              "      <td>1.459639</td>\n",
              "      <td>2.187835</td>\n",
              "      <td>1.730634</td>\n",
              "      <td>1.924716</td>\n",
              "      <td>2.021927</td>\n",
              "      <td>1.029820</td>\n",
              "      <td>2.004317</td>\n",
              "      <td>1.429340</td>\n",
              "      <td>1.924263</td>\n",
              "      <td>1.888788</td>\n",
              "      <td>1.832863</td>\n",
              "      <td>2.011396</td>\n",
              "      <td>2.091353</td>\n",
              "      <td>2.055624</td>\n",
              "      <td>1.987476</td>\n",
              "      <td>2.014045</td>\n",
              "      <td>1.883974</td>\n",
              "      <td>1.647241</td>\n",
              "      <td>1.634073</td>\n",
              "      <td>1.663170</td>\n",
              "      <td>1.832794</td>\n",
              "      <td>2.000488</td>\n",
              "      <td>2.042475</td>\n",
              "      <td>2.001714</td>\n",
              "      <td>2.107105</td>\n",
              "      <td>2.159589</td>\n",
              "      <td>1.629291</td>\n",
              "      <td>2.059725</td>\n",
              "      <td>1.703615</td>\n",
              "      <td>1.834828</td>\n",
              "      <td>1.407918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>24.000000</td>\n",
              "      <td>-5.513000</td>\n",
              "      <td>-5.737000</td>\n",
              "      <td>-9.104000</td>\n",
              "      <td>-5.998000</td>\n",
              "      <td>-6.369000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-8.337000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-5.870000</td>\n",
              "      <td>-8.587000</td>\n",
              "      <td>-5.018000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-4.226000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-5.700000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-8.272000</td>\n",
              "      <td>-8.184000</td>\n",
              "      <td>-4.835000</td>\n",
              "      <td>-7.913000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-2.956000</td>\n",
              "      <td>-8.356000</td>\n",
              "      <td>-7.182000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-9.261000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-9.839000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-6.452000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-9.938000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>24.000000</td>\n",
              "      <td>-0.473075</td>\n",
              "      <td>-0.562200</td>\n",
              "      <td>-0.437750</td>\n",
              "      <td>-0.429575</td>\n",
              "      <td>-0.470925</td>\n",
              "      <td>-0.602225</td>\n",
              "      <td>-0.493900</td>\n",
              "      <td>-0.525175</td>\n",
              "      <td>-0.511675</td>\n",
              "      <td>-0.360200</td>\n",
              "      <td>-0.511475</td>\n",
              "      <td>-0.489675</td>\n",
              "      <td>-0.447500</td>\n",
              "      <td>-0.481200</td>\n",
              "      <td>-0.607975</td>\n",
              "      <td>-0.404150</td>\n",
              "      <td>-0.391950</td>\n",
              "      <td>-0.513775</td>\n",
              "      <td>-0.272200</td>\n",
              "      <td>-0.488675</td>\n",
              "      <td>-0.524600</td>\n",
              "      <td>-0.538900</td>\n",
              "      <td>-0.440375</td>\n",
              "      <td>-0.508900</td>\n",
              "      <td>-0.533900</td>\n",
              "      <td>-0.497700</td>\n",
              "      <td>-0.512875</td>\n",
              "      <td>-0.467800</td>\n",
              "      <td>-0.378300</td>\n",
              "      <td>-0.505750</td>\n",
              "      <td>-0.457975</td>\n",
              "      <td>-0.328200</td>\n",
              "      <td>-0.600500</td>\n",
              "      <td>-0.478700</td>\n",
              "      <td>-0.570525</td>\n",
              "      <td>-0.481800</td>\n",
              "      <td>-0.541950</td>\n",
              "      <td>-0.604100</td>\n",
              "      <td>-0.470250</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.588075</td>\n",
              "      <td>-0.564025</td>\n",
              "      <td>-0.561000</td>\n",
              "      <td>-0.583250</td>\n",
              "      <td>-0.566500</td>\n",
              "      <td>-0.603200</td>\n",
              "      <td>-0.541575</td>\n",
              "      <td>-0.560825</td>\n",
              "      <td>-0.555200</td>\n",
              "      <td>-0.534500</td>\n",
              "      <td>-0.569100</td>\n",
              "      <td>-0.558300</td>\n",
              "      <td>-0.573350</td>\n",
              "      <td>-0.594275</td>\n",
              "      <td>-0.389925</td>\n",
              "      <td>-0.551200</td>\n",
              "      <td>-0.544150</td>\n",
              "      <td>-0.575075</td>\n",
              "      <td>-0.568275</td>\n",
              "      <td>-0.582650</td>\n",
              "      <td>-0.558575</td>\n",
              "      <td>-0.562375</td>\n",
              "      <td>-0.572800</td>\n",
              "      <td>-0.561225</td>\n",
              "      <td>-0.560675</td>\n",
              "      <td>-0.560100</td>\n",
              "      <td>-0.533700</td>\n",
              "      <td>-0.504575</td>\n",
              "      <td>-0.544275</td>\n",
              "      <td>-0.569150</td>\n",
              "      <td>-0.566175</td>\n",
              "      <td>-0.565975</td>\n",
              "      <td>-0.589975</td>\n",
              "      <td>-0.568700</td>\n",
              "      <td>-0.563775</td>\n",
              "      <td>-0.567975</td>\n",
              "      <td>-0.552575</td>\n",
              "      <td>-0.561000</td>\n",
              "      <td>-0.592600</td>\n",
              "      <td>-0.562900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>48.000000</td>\n",
              "      <td>-0.008850</td>\n",
              "      <td>-0.046600</td>\n",
              "      <td>0.075200</td>\n",
              "      <td>0.008050</td>\n",
              "      <td>-0.026900</td>\n",
              "      <td>-0.015650</td>\n",
              "      <td>-0.000650</td>\n",
              "      <td>-0.017900</td>\n",
              "      <td>0.010000</td>\n",
              "      <td>0.160450</td>\n",
              "      <td>0.038550</td>\n",
              "      <td>0.013800</td>\n",
              "      <td>0.060250</td>\n",
              "      <td>0.009800</td>\n",
              "      <td>-0.030100</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.149400</td>\n",
              "      <td>-0.002200</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.027800</td>\n",
              "      <td>-0.002800</td>\n",
              "      <td>-0.069350</td>\n",
              "      <td>-0.011800</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.018300</td>\n",
              "      <td>-0.011650</td>\n",
              "      <td>0.016100</td>\n",
              "      <td>0.037600</td>\n",
              "      <td>0.003750</td>\n",
              "      <td>0.021750</td>\n",
              "      <td>0.027000</td>\n",
              "      <td>0.019100</td>\n",
              "      <td>-0.054000</td>\n",
              "      <td>0.023350</td>\n",
              "      <td>0.003350</td>\n",
              "      <td>-0.000600</td>\n",
              "      <td>0.015350</td>\n",
              "      <td>-0.000700</td>\n",
              "      <td>0.005800</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.017650</td>\n",
              "      <td>-0.041550</td>\n",
              "      <td>-0.002950</td>\n",
              "      <td>-0.012650</td>\n",
              "      <td>-0.005600</td>\n",
              "      <td>0.007650</td>\n",
              "      <td>0.004950</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.023800</td>\n",
              "      <td>-0.011450</td>\n",
              "      <td>-0.007100</td>\n",
              "      <td>-0.019500</td>\n",
              "      <td>-0.019500</td>\n",
              "      <td>-0.009300</td>\n",
              "      <td>0.081550</td>\n",
              "      <td>-0.006900</td>\n",
              "      <td>0.018400</td>\n",
              "      <td>-0.014650</td>\n",
              "      <td>-0.014350</td>\n",
              "      <td>0.005300</td>\n",
              "      <td>-0.005300</td>\n",
              "      <td>-0.004050</td>\n",
              "      <td>0.003300</td>\n",
              "      <td>-0.007900</td>\n",
              "      <td>-0.004600</td>\n",
              "      <td>-0.002400</td>\n",
              "      <td>0.007850</td>\n",
              "      <td>-0.005600</td>\n",
              "      <td>-0.020600</td>\n",
              "      <td>-0.030000</td>\n",
              "      <td>-0.009900</td>\n",
              "      <td>0.003250</td>\n",
              "      <td>-0.009100</td>\n",
              "      <td>-0.013750</td>\n",
              "      <td>-0.003300</td>\n",
              "      <td>-0.010250</td>\n",
              "      <td>-0.001250</td>\n",
              "      <td>-0.006800</td>\n",
              "      <td>0.014000</td>\n",
              "      <td>-0.019500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>72.000000</td>\n",
              "      <td>0.525700</td>\n",
              "      <td>0.403075</td>\n",
              "      <td>0.663925</td>\n",
              "      <td>0.463400</td>\n",
              "      <td>0.465375</td>\n",
              "      <td>0.510425</td>\n",
              "      <td>0.528725</td>\n",
              "      <td>0.411900</td>\n",
              "      <td>0.549225</td>\n",
              "      <td>0.697775</td>\n",
              "      <td>0.525400</td>\n",
              "      <td>0.575275</td>\n",
              "      <td>0.604450</td>\n",
              "      <td>0.575825</td>\n",
              "      <td>0.457975</td>\n",
              "      <td>0.382475</td>\n",
              "      <td>0.829500</td>\n",
              "      <td>0.494775</td>\n",
              "      <td>0.327800</td>\n",
              "      <td>0.400600</td>\n",
              "      <td>0.492400</td>\n",
              "      <td>0.414875</td>\n",
              "      <td>0.433400</td>\n",
              "      <td>0.329250</td>\n",
              "      <td>0.527700</td>\n",
              "      <td>0.461650</td>\n",
              "      <td>0.508425</td>\n",
              "      <td>0.586450</td>\n",
              "      <td>0.431275</td>\n",
              "      <td>0.507600</td>\n",
              "      <td>0.458075</td>\n",
              "      <td>0.471075</td>\n",
              "      <td>0.391950</td>\n",
              "      <td>0.551300</td>\n",
              "      <td>0.503725</td>\n",
              "      <td>0.564875</td>\n",
              "      <td>0.517025</td>\n",
              "      <td>0.460500</td>\n",
              "      <td>0.642300</td>\n",
              "      <td>...</td>\n",
              "      <td>0.452675</td>\n",
              "      <td>0.427675</td>\n",
              "      <td>0.462175</td>\n",
              "      <td>0.447975</td>\n",
              "      <td>0.447150</td>\n",
              "      <td>0.441250</td>\n",
              "      <td>0.470600</td>\n",
              "      <td>0.458550</td>\n",
              "      <td>0.441000</td>\n",
              "      <td>0.460075</td>\n",
              "      <td>0.460950</td>\n",
              "      <td>0.449975</td>\n",
              "      <td>0.445200</td>\n",
              "      <td>0.473200</td>\n",
              "      <td>0.563575</td>\n",
              "      <td>0.456350</td>\n",
              "      <td>0.493400</td>\n",
              "      <td>0.448375</td>\n",
              "      <td>0.451975</td>\n",
              "      <td>0.463075</td>\n",
              "      <td>0.447675</td>\n",
              "      <td>0.462000</td>\n",
              "      <td>0.468900</td>\n",
              "      <td>0.452375</td>\n",
              "      <td>0.460475</td>\n",
              "      <td>0.461675</td>\n",
              "      <td>0.465950</td>\n",
              "      <td>0.463400</td>\n",
              "      <td>0.450075</td>\n",
              "      <td>0.430875</td>\n",
              "      <td>0.457750</td>\n",
              "      <td>0.461500</td>\n",
              "      <td>0.445675</td>\n",
              "      <td>0.452900</td>\n",
              "      <td>0.470900</td>\n",
              "      <td>0.444750</td>\n",
              "      <td>0.465225</td>\n",
              "      <td>0.446400</td>\n",
              "      <td>0.461275</td>\n",
              "      <td>0.438650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>72.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>5.039000</td>\n",
              "      <td>8.257000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>7.282000</td>\n",
              "      <td>7.333000</td>\n",
              "      <td>5.473000</td>\n",
              "      <td>8.887000</td>\n",
              "      <td>6.433000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>4.134000</td>\n",
              "      <td>6.418000</td>\n",
              "      <td>4.750000</td>\n",
              "      <td>8.872000</td>\n",
              "      <td>4.081000</td>\n",
              "      <td>9.842000</td>\n",
              "      <td>5.248000</td>\n",
              "      <td>5.942000</td>\n",
              "      <td>5.201000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>8.494000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>9.416000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>6.796000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>5.834000</td>\n",
              "      <td>5.602000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>3.888000</td>\n",
              "      <td>3.596000</td>\n",
              "      <td>4.857000</td>\n",
              "      <td>3.549000</td>\n",
              "      <td>3.382000</td>\n",
              "      <td>3.328000</td>\n",
              "      <td>4.157000</td>\n",
              "      <td>3.736000</td>\n",
              "      <td>3.582000</td>\n",
              "      <td>3.119000</td>\n",
              "      <td>3.323000</td>\n",
              "      <td>5.014000</td>\n",
              "      <td>2.898000</td>\n",
              "      <td>4.185000</td>\n",
              "      <td>3.170000</td>\n",
              "      <td>3.276000</td>\n",
              "      <td>4.992000</td>\n",
              "      <td>3.770000</td>\n",
              "      <td>2.851000</td>\n",
              "      <td>3.211000</td>\n",
              "      <td>4.534000</td>\n",
              "      <td>3.890000</td>\n",
              "      <td>3.994000</td>\n",
              "      <td>4.321000</td>\n",
              "      <td>4.020000</td>\n",
              "      <td>3.738000</td>\n",
              "      <td>3.252000</td>\n",
              "      <td>5.406000</td>\n",
              "      <td>3.110000</td>\n",
              "      <td>3.320000</td>\n",
              "      <td>4.069000</td>\n",
              "      <td>3.960000</td>\n",
              "      <td>3.927000</td>\n",
              "      <td>3.596000</td>\n",
              "      <td>3.747000</td>\n",
              "      <td>2.814000</td>\n",
              "      <td>3.505000</td>\n",
              "      <td>2.924000</td>\n",
              "      <td>3.111000</td>\n",
              "      <td>3.805000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 873 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              tempo            g0  ...           c98           c99\n",
              "count  23814.000000  23814.000000  ...  23814.000000  23814.000000\n",
              "mean      48.020156      0.248366  ...     -0.470252     -0.301505\n",
              "std       19.402807      1.393399  ...      1.834828      1.407918\n",
              "min       24.000000     -5.513000  ...    -10.000000    -10.000000\n",
              "25%       24.000000     -0.473075  ...     -0.592600     -0.562900\n",
              "50%       48.000000     -0.008850  ...      0.014000     -0.019500\n",
              "75%       72.000000      0.525700  ...      0.461275      0.438650\n",
              "max       72.000000     10.000000  ...      3.111000      3.805000\n",
              "\n",
              "[8 rows x 873 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0aU5BhprC-yw",
        "outputId": "1dd34ed4-6444-4b7f-f83d-283f9254f35e"
      },
      "source": [
        "dados['c1'].describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    23814.000000\n",
              "mean        -0.455359\n",
              "std          2.004962\n",
              "min        -10.000000\n",
              "25%         -0.538425\n",
              "50%          0.009800\n",
              "75%          0.476875\n",
              "max          3.915000\n",
              "Name: c1, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "16snEZ2n6WgH",
        "outputId": "5854e0f0-4dba-4ad7-d4c1-a8d2707d5ee8"
      },
      "source": [
        "dados['compostos'].describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count         23814\n",
              "unique         3289\n",
              "top       cacb2b860\n",
              "freq           1866\n",
              "Name: compostos, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        },
        "id": "Yv9x96d-ACrr",
        "outputId": "6a2bb793-e38f-4cef-e1c4-c9f180c3bf01"
      },
      "source": [
        "\n",
        "dados_g = dados.loc[:,'g0':'g771'].describe().T['mean']\n",
        "\n",
        "plt.figure(figsize=[11,9])\n",
        "ax = sns.histplot(data=dados_g, element='poly')\n",
        "ax.set_title('Media dos Gs',fontsize=30)\n",
        "ax.set_xlabel('Media',fontsize=20)\n",
        "ax.set_ylabel('Quantidade',fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "id": "xa1eBoErI8tn",
        "outputId": "912fc026-b6cd-4c67-9f53-baf05323535c"
      },
      "source": [
        "sns.boxplot(x='g1',y='tratamento',data=dados)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9f43e22050>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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EkrI6CLt164Zvv/0WJ0+eNN41+txzz8HV1VXK+oiIiCRl9aXR8PBwuLi4oH///hg5ciT69+8PV1dXRERESFkfERGRpKwOwuPHj1c7/sSJE3YrhoiIyNFqvTS6Zs0aAEB5ebnxZ4OcnBz4+flJUxkREZED1BqEhscjRFGs8qiEr68v3n77bWkqIyIicoBag3DFihUAgOeffx4TJ06UvCAiIiJHsvqu0YkTJ+L+/fvIyMhAcXGx2TR/f3+7F0ZEROQIVgfh119/jejoaKhUKrRo0cI4XhAEft4oERE1WjZ91uiaNWsweDC/doSIiJoOqx+f0Ol0CAgIkLIWIiIih7M6CGfMmIGNGzdCr9dLWQ8REZFDWX1pdOvWrbh79y62bNkCT09Ps2kHDx60d11EREQOYXUQfvTRR1LWQURE5BRWB+GLL74oZR1EREROYXUQlpWVYcOGDdizZw80Gg1+++03pKSkIDMzE5MnT5ayRiJqYHQPNCjJsu2xKd0DDQDY1K6ijbdNyyGyldVBuHz5cty6dQurV6/GjBkzAABPPfUUVqxYwSAkkpFOnTrXqV1hYcXhxtvbC+XlOitbedd5eUTWsjoI9+/fj3379kGlUkGhqLjZtF27drh165ZkxRFRwxMWNrVe7X18WuLOnft2qoao/qx+fMLV1RU6nfmruPz8/Cp3kBIRETUmVgfh8OHDMX/+fOTk5AAAbt++jejoaLz66quSFUdERCQ1q4Nwzpw56NixI0aPHo179+5h2LBhaNu2LWbNmiVlfURERJKy+j3CZs2aYcGCBViwYAHy8/PRunVrCIIgZW1ERESSszoIAaC0tBRZWVkoKSlBZmamcXzfvn3tXRcREZFDWB2EiYmJiI6Ohqura5WvYeJHrBERUWNl00esrVu3DgMHDpSyHiIiIoey6fEJfswaERE1NVYH4ezZsxETE4P8/Hwp6yEiInIoqy+NdunSBWvXrkVcXJxxnCiKEAQBFy5ckKQ4IiIiqVkdhFFRURgzZgxGjhxpdrMMERFRY2Z1EGo0GsyePZvPDhIRUZNi9XuE48aNQ1JSkpS1EBEROZzVZ4SnT5/Gzp07sXHjRnh7m38/2M6dO+1eGBERkSNYHYQTJ07ExIkTpayFiIjI4awOwpCQECnrICIicgqbPmv07t27OH36NAoKCiCKonH8hAkT7F4YERGRI9j0DfXz5s1D586dcfXqVTz55JO4cuUK+vbtyyAkIqJGy+og/Pe//43ly5djxIgReOGFF5CYmIjdu3fj6tWrUtZHRA4UF7cNOTlZ9e6nsFADAPDw8KwyzdVVifJyXY3tO3XqjLCwqfWug8gaVgdhbm4uRowYYTYuJCQEAwcOxPz58+1eGBE5Xk5OFjKvXkR7d5veNamioEgLAGheerfKtAe1tL35R1siR7F6a/fy8sLdu3fh7e2NDh06IC0tDa1bt4Zer5eyPiJysPbuLvi/Z9vUq4/PT1d8JnFd+jG0JXIUqx+oDw0NxW+//QYAmDZtGqZOnYoxY8Zg0qRJkhVHREQkNavPCGfOnGn8eezYsXjxxRdRWlqKbt26SVIYERGRI1h9RhgeHm427Ofnh27duiEiIsLuRRERETmK1UF4/PjxasefOHHCbsUQERE5Wq2XRtesWQMAKC8vN/5skJOTAz8/P2kqIyIicoBag/DmzZsAKr6E1/Czga+vL95++21pKiMiInKAWoNwxYoVAIDnn3+eH7pNRERNjk3fPgEARUVFKCgoMJvWqVMn+1ZFRETkIFYHYXp6Ov7xj3/g4sWLEAQBoigav63+woULkhVIREQkJavvGl2yZAleeuklnDhxAu7u7vjll1/w2muvISYmRsr6iIiIJGV1EF68eBFz585Fq1atIIoiWrZsiaioqCp3khIRETUmVgdh8+bNodVWfBhu69atkZubC71eD41GI1lxREREUrP6PcJ+/frhu+++w7hx4zBs2DDMmDEDzZo1w8svvyxlfURERJKyOghNL4G+++67eOqpp1BcXIyxY8dKUhgREZEjWHVpVKfTYcqUKSgrK6topFBgzJgxCAsLg0qlkrRAIiIiKVkVhEqlEteuXeN3DxIRUZNj9c0ys2bNwpIlS3D9+nXodDro9XrjPyIiosbK6vcIFy1aBABISkoyjjM8VM8H6omIqLGyOgjnzp2LESNGmI0TRRH79u2ze1FERESOYvWl0djYWHTo0MHsX8eOHbFp0yYp6yNqNI4ePYyjRw87uwxqQLhNNA61nhGmpqYCqLhz9NixYxBF0Tjt2rVrcHNzk646okYkJeUQAGDgwEFOroQaCm4TjUOtQbhw4UIAQFlZGRYsWGAcLwgCfHx8jO8dEhERNUa1BuGBAwcAAFFRUVi1apXkBRERETmS1e8RMgSJiKgpsjoIiYiImiIGIRERyRqDkIiIZI1BSEREssYgJCIiWWMQEhGRrDEIiYhI1hiEREQkawxCIiKSNQYhERHJGoOQiIhkjUFIRESyxiAkIiJZYxASEZGsMQhJljSaAsTERKOwUFNluPI0g3PnTuPNN9/A4sVRyM7ORExMNI4fT8Wbb76B8+fPOmM1qBHQassRExON7OxMfPjhYixbtrjG7Qyoefu0NE917bOzsyzOU5Oa+nYWKWtiEFpp3bp1KCsrq3PblStX2rkiqg+1OgFXrlxCcvLXVYYrTzPYuHEdRFHEtWvXsHnzBly5cglbtmyEKIqIjV3jjNWgRuDu3bu4cuUSNm/egN9/v4r09Ks1bmdAzdunpXmqa79583qL89Skpr6dRcqaGIRWWr9+PcrLy6udptVqHVwN1YdGU4CUlEMQRREpKYeRnZ1pHD5y5BCOHHk0zfDq89y50ygpKTb2kZt7HaIoQqer+NuXlBSjuLjIKetDDZdWW4579wohiiJyc68bxx85crDa7QyobvvMMhs2nE1WHldde8N2WnmemtTUt7NIXZOLXXurQVpaGlatWoXi4oqDSVRUFFq1aoVly5ahpKQEKpUKCxcuxLPPPotr165h/PjxmDhxIo4cOYIHDx5g9erViI+Px6lTp9CiRQvExsbCx8fH4vLS09OxbNky3LlzBwAwffp0hISEICsrC4sXL0Z+fj5cXFwwZ84cDBo0CADQo0cPzJkzBz/88AM0Gg2ioqIwbNgwfPDBBwCASZMmQaFQYPv27Vi+fDmUSiUyMjJQXFyMpKQkbN68GcnJyQCAZ555BosWLYKbm1uV2jZv3ox9+/ZBp9OhXbt2WLp0aY3rQvalVidArxcBAHq9Hps3bzAOa7VaCAKM05KTv8aUKdOxceO6Wvu9di0Hjz2mwsqVS+tVn6urEuXlunr1UVfZ2VlQQe+UZRsUlelxOzur3r9HZzL8DTMzMyCKYpXpFdtZxYZmup0B1W2f682GDWdElcdV196g8jw1qbx8a9tJSeqaHHJGqNFoEBERgXnz5iE5ORkJCQno2bMnIiMj8c4770CtVmP27NmIjIw0Xn7UaDTo168fEhMTMWHCBEybNg1vvPEG1Go1evfujR07dlhcnlarxVtvvYXQ0FCo1Wqo1WoMGTIEADB37lwEBwdDrVbjo48+wrx585Cfn29s6+7ujt27d2PVqlX48MMPAQDvv/8+ACA+Ph5JSUlo1aoVAODChQvYsmULkpKScOjQISQnJyM+Ph5qtRo6nQ6xsbFVaktKSkJOTg6+/PJLJCQkYNCgQYiJibHL75msk5p61Hgmp9NpkZt73TgMiMYDl06nRWrqUQAwOxskspZOZ/kFTXXbGVDz9mmYt/I8lto/qsN8nprU1LezSF2TQ84IT548iW7duqFv374AAKVSiby8PLi6usLf3x8AMGDAALi6uiIjIwNubm5QqVTG8Orduzfat2+PXr16GYd//vlni8vLyMiAVqvFiBEjjONat26NoqIiXLhwAePHjwcAPPnkk+jVqxdOnjyJoKAgAMDIkSMBAH369MHt27fx8OFDNG/evNrlDB8+HCqVCgCQmpqKkSNHwt3dHQAwceJELF++vEqbAwcO4OzZswgJCQFQsaMY2pBj+PsPxOHDB6HTaaFUuqBdu3a4devWHzuaAEGoOEgplS7w9x8IAFCp3GoNQ4VCgccf74z58/9Vr/p8fFrizp379eqjrlauXIoHN686ZdkG7s0U8G5f/9+jMxn+hnPmvGXxMp4gCFW2M6Dm7dN0XtN5LLU3qDxPTSov39p2UpK6pgb7HmGzZs2MPysUCrNhpVJZ4yut+jCEnlKpBFDz+3+GELSFKIoIDw9HUlISkpKSsGfPHsTHx9etWKqTUaNCoFBUXJZSKBSYOXOWcdjFxQVKpYtx2ujR4wAA4eFv19qvn18HiSqmxsrb29t4CdSUpe0MqG77jDAbHj16XJV5LLU3qDxPTWrq21mkrskhQdinTx+kp6cjLS0NQMVZkJeXF8rLy3Hs2DEAFWdUWq0WXbt2rffyunbtChcXF3z33XfGcQUFBXB3d0evXr2QkJAAoOJ9xIsXL6JPnz619unm5oaiIss3Q/j7++O7775DUVERRFHEV199hQEDBlSZLygoCHFxcSgsLAQAlJWV4eLFi7auItWDp2drBAQMhiAICAgYhMcf72IcDgwcjMDAR9M8PDwBAL17PwuV6tH7vX5+HSAIgvFgplK5wc2NZ/ZkzsXFFa1aeUAQBLMXSoGBQ6rdzoDqts/OZsMeHp5V5rHU3rCdVp6nJjX17SxS1+SQS6Oenp5Yt24dYmJiUFJSAoVCgfnz52Pt2rVmN8usWbPG7MyvrlxcXBAbG4vo6GjExsZCEARMnz4dY8eOxerVq7F48WJs3boVLi4uWLVqFdq0aVNrn9OnT8fUqVPRokULbN++vcr0wYMH49KlS5g0aRIA4Omnn0Z4eHiV+caOHQuNRoPJkycDqDhDfP3119GzZ896rjXZYtSoEFy/fs34ytJ0WBRFs2kG4eFv45NPVqJDhw7429/eQlzcNgwd+mds3rweb701G2p1gjNWhRo4b29vtGvXHmFhU7Ft22cQBNS4nQE1b5+W5qmufVjYXxEX9/9sPoOqqW9nkbImQazuliZq0PLyiqrcFWbgzPeXHKEhr5/hLsem8B7h/z1b+4vDmnx+uuIGtLr08/npfLRo/2STeI/QXttEQ9OQ98PqKBQCvLwsX7FpsO8REhEROYLDniOUwq5du6p9jCImJsZ4hykREVFNGnUQhoaGIjQ01NllEBFRI8ZLo0REJGsMQiIikjUGIRERyRqDkIiIZI1BSEREssYgJCIiWWMQEhGRrDEIiYhI1hiEREQkawxCIiKSNQYhERHJGoOQiIhkjUFIRESy1qi/fYKoIQkIGOzsEqiB4TbRODAIiexk4MBBzi6BGhhuE40DL40SEZGsMQiJiEjWGIRERCRrDEIiIpI1BiEREckag5CIiGSNQUhERLLGICQiIlljEBIRkawxCImISNYYhEREJGsMQiIikjUGIRERyRqDkIiIZI1BSEREssYgJCIiWWMQEhGRrDEIiYhI1lycXQARNSw3i7T4/HR+vfsAUKd+bhZp0aVeSyeyDYOQiIw6depsl35aF2oAAC08PKtMc3VVorxcZ7FtFzvWQWQNBiERGYWFTZV8GT4+LXHnzn3Jl0NkLb5HSEREssYgJCIiWWMQEhGRrDEIiYhI1hiEREQkawxCIiKSNQYhERHJGoOQiIhkjQ/UN0IKhVCv6Y1dU18/oOmvY1NfP6Dpr2NjWr/aahVEURQdVAsREVGDw0ujREQkawxCIiKSNQYhERHJGoOQiIhkjUFIRESyxiAkIiJZYxASEZGsMQiJiEjWGIRERCRrDMImavv27Rg+fDhGjRqFMWPGOLscyRw/fhy9evXCjh07nF2KXX3wwQcYPnw4Ro8ejUmTJuHMmTPOLskuMjIy8Nprr2HYsGF47bXXkJmZ6eyS7KagoAAzZszAsGHDMGrUKERERCA/P9/ZZUli/fr16NGjBy5fvuzsUuyCQdgE7du3D3v37sVXX30FtVqN//73v84uSRJFRUVYvXo1Bg0a5OxS7G7QoEFQq9VITk7G3//+d8yZM8fZJdnF+++/j7CwMHz//fcICwvD4sWLnV2S3QiCgL/97W/4/vvvoVar0alTJ533dYAAAATMSURBVKxevdrZZdnduXPncPLkSXTo0MHZpdgNg7AJ+uyzzxAREQF3d3cAgLe3t5MrkkZMTAzefPNNtG7d2tml2N3QoUPh6uoKAOjTpw9u3rwJvV7v5KrqJy8vD+fPn0dwcDAAIDg4GOfPn28yZ02enp546aWXjMN9+vRBbm6uEyuyv7KyMkRHR2PJkiXOLsWuGIRNUHp6Ok6dOoVJkyZh3Lhx+PLLL51dkt0dOnQI9+/fx/Dhw51diuR27tyJIUOGQKFo3LvrjRs30K5dOyiVSgCAUqlE27ZtcePGDSdXZn96vR5ffPEFgoKCnF2KXa1ZswajR49Gx44dnV2KXfFrmBqhkJAQi680f/75Z+h0Oty4cQNxcXEoKCjA66+/jq5du+KFF15wcKV1V9M67t27Fx9//DE+//xzB1dlP7X9DQ1h8c0330CtVmPnzp2OLI/qaenSpVCpVJg8ebKzS7GbtLQ0nD17FnPnznV2KXbHIGyEEhISapzu5+eH4OBgKBQKeHl5YcCAATh9+nSjCsKa1vHXX3/FnTt3EBoaCqDiJoWffvoJGo0GERERjiqxXmr7GwLADz/8gE8//RRbt25tEpe3fX19cevWLeh0OiiVSuh0Oty+fRu+vr7OLs2uVq5ciaysLGzatKnRn8Wb+uWXX5Ceno5XXnkFAHDz5k28+eabWLFiBQICApxcXT2J1ORs3LhR/Pjjj0VRFMXi4mIxODhYTElJcXJV0pk/f764fft2Z5dhVwcOHBCHDh0qZmZmOrsUu5o8ebKYmJgoiqIoJiYmipMnT3ZyRfb18ccfi5MnTxZLSkqcXYrkhg4dKl66dMnZZdgFv5i3CXrw4AH+9a9/4fz58wCAMWPGYObMmU6uSjrvvfcenn766SZ1Gerll1+Gq6sr2rRpYxy3devWRn9jUHp6Ot577z3cu3cPrVq1wsqVK/HEE084uyy7uHLlCoKDg9GlSxe0aNECANCxY0ds2LDByZVJIygoCJs2bUL37t2dXUq9MQiJiEjWms4FbCIiojpgEBIRkawxCImISNYYhEREJGsMQiIikjUGIRERyRqDkIjspqysDJGRkQgKCkKPHj1w/PhxZ5dEVCsGIRHZVd++fbFq1Sr4+Pg4uxQiq/CzRonIZufOncPChQuRlZWFwMBAKBQKdO7cGXPmzMG0adMAoEl9ziY1bdxSicgmZWVliIiIQEhICE6cOIHg4GDs37/f2WUR1RnPCInIJqdOnYJWq8XUqVMhCAL+8pe/4JlnnnF2WUR1xjNCIrLJ7du30a5dOwiCYBzX1L5KieSFQUhENvHx8cGtW7dg+nn9TfFb5kk+GIREZJM+ffpAqVRix44d0Gq12L9/P86cOWOcXlZWhocPHwIAysvL8fDhQ/BLbqgh49cwEZHNzpw5g0WLFiE7OxuBgYHQ6/Xo1asXZs2ahaCgIFy/ft1s/h9//BEdO3Z0UrVENWMQElG9hYaGYtKkSRg/fryzSyGyGS+NEpHNTpw4gTt37kCr1SIhIQGXLl1CYGCgs8siqhM+PkFENsvIyMA777yD0tJSdOzYEWvXrkXbtm2dXRZRnfDSKBERyRovjRIRkawxCImISNYYhEREJGsMQiIikjUGIRERyRqDkIiIZO3/A45fef/GEU/OAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "id": "rr_v3R_s9p4Z",
        "outputId": "7bc80d82-6953-4026-f884-2bbeb95f8a25"
      },
      "source": [
        "\n",
        "plt.figure(figsize=[11,9])\n",
        "ax = sns.boxplot(y='g0',x='tempo',data=dados)\n",
        "ax.set_title('Diferença de tempo entre os valores de g0', fontsize=25)\n",
        "ax.set_xlabel('Horas', fontsize=15)\n",
        "ax.set_ylabel('g0', fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ym3ee-WonaYp"
      },
      "source": [
        "#Alura\n",
        "###Desafio 01: Investigar por que a classe tratamento é tão desbalanceada? \n",
        "R: Pois um tratamento controlado utilizar apenas uma droga\n",
        "\n",
        "###DEsafio 02: Plotar as 5 últimas linhas da tabela\n",
        "R: dados.tail()\n",
        "\n",
        "###Desafio 03: Proporção das classes tratamento.\n",
        "R: utilizando o parâmetro normalize = True\n",
        "\n",
        "###Desafio 04: Quantas tipos de drogas foram investigados.\n",
        "R: 3289\n",
        "\n",
        "###Desafio 05: Procurar na documentação o método query(pandas).\n",
        "R: dados.query('g0 > 0') Link da documentaçao [aqui](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.query.html?highlight=query#pandas.DataFrame.query)\n",
        "\n",
        "###Desafio 06: Renomear as colunas tirando o hífen.\n",
        "R: dados.columns = dados.columns.str.replace('-','')\n",
        "\n",
        "###Desafio 07: Deixar os gráficos bonitões. (Matplotlib.pyplot)\n",
        "R: dados['tempo'].value_counts().plot.bar(title='Horas gastar nos experimentos')\n",
        ".set_xlabel('Horas')\n",
        "dados['tempo'].value_counts().plot.bar(title='Horas gastar nos experimentos').set_ylabel(\"Experimentos\")\n",
        "\n",
        "###Desafio 08: Resumo do que você aprendeu com os dados\n",
        "R: biblioteca pandas, e analizar dados usando python.\n",
        "\n",
        "#Aula2\n",
        "###Desafio 01: Ordenar o gráfico countplot\n",
        "R: order=cod_compostos\n",
        "\n",
        "###Desafio 02: Melhorar a visualização alterando tamanho da fonte...\n",
        "R: ax.set_ylabel('Quantidade',fontsize=20)\n",
        "   ax.set_xlabel('g0',fontsize=20)\n",
        "\n",
        "###Desafio 03: Plotar os histogramas com seaborn\n",
        "R:\n",
        "plt.figure(figsize=[11,9])\n",
        "ax = sns.histplot(data=dados, x='g0', element=\"poly\")\n",
        "ax.set_ylabel('Quantidade',fontsize=20)\n",
        "ax.set_xlabel('g0',fontsize=20)\n",
        "plt.show()\n",
        "\n",
        "###Desafio 04: Estudar sobre as estatíticas retornadas no .describe()\n",
        "R: O describe() além de nos informar a média, o tamanho, a porcentagens etc… nos retorna valores diferentes quando os dados são objetos como sua quantidade total,a quantidade de objetos únicos, o objeto com maior quantidade e a sua frequência.\n",
        "\n",
        "###Desafio 05: Refletir sobre a manipulação do tamanho das visualizações.\n",
        "R: Gráficos precisam ser claros e diretos pois pretendem informar os dados fornecidos de maneira organizada e de fácil visão.\n",
        "\n",
        "###Desafio 06: Fazer outras análises com o boxplot e até com o histograma.\n",
        "R: \n",
        "plt.figure(figsize=[11,9])\n",
        "ax = sns.boxplot(y='g0',x='tempo',data=dados)\n",
        "ax.set_title('Diferença de tempo entre os valores de g0', fontsize=25)\n",
        "ax.set_xlabel('Horas', fontsize=15)\n",
        "ax.set_ylabel('g0', fontsize=15)\n",
        "plt.show()\n",
        "\n",
        "###Desafio 07: Resumo do que você aprendeu com os dados\n",
        "R: A biblioteca seaborn, a importancia de um gráfico limpo e claro, a analisar dados com o gráfico Histograma e o Diagrama de caixa e usar o describe() para obter uma forma detalhada dos dados com suas médias e valores máximos."
      ]
    }
  ]
}