Aula_01.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Aula_01.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "Tx35TmvXASDM",
        "5fynvSCHPA_1",
        "3YfPfJ95PF5v",
        "SfF8IWC9PFfD",
        "eZgzWqstPFJM",
        "oZxeMap7PE4-",
        "06qkE0Z3PEa2"
      ],
      "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/LucasDatilioCarderelli/ImersaoDados3/blob/main/Aula_01.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Tx35TmvXASDM"
      },
      "source": [
        "\n",
        "#Olá! \n",
        "\n",
        "Seja bem-vinda  ou bem-vindo ao notebook da aula 01, nesta aula vamos realizar nossa primeira análise de dados e no final já seremos capazes de tirar algumas conclusões.\n",
        "\n",
        "Nós desenvolveremos nosso projeto aqui no google colaboratory, assim podemos mesclar células contendo textos em formato markdown e células de código, além disso você não precisa instalar nada na sua máquina. Então, que tal começar testando algumas linhas de código?\n",
        "\n",
        "No campo abaixo temos o que chamamos de célula. Na célula nós podemos digitar textos, cálculos e códigos. \n",
        "\n",
        "Após eu introduzir o que eu quero na célula eu vou rodar esse conteúdo. Para isso podemos usar o atalho SHIFT + ENTER, ou até mesmo clicar no símbolo de play no canto esquerdo da célula. Na primeira vez que rodamos algo no nosso notebook ele vai demorar um pouco mais de tempo, e isso ocorre porque o google está alocando uma máquina virtual para nós utilizarmos.\n",
        "\n",
        "Vamos então fazer alguns testes, como os exemplos abaixo:\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OcBN_0IyCPi2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "447df798-f77c-45a8-8408-ccea0903aad4"
      },
      "source": [
        "10 + 10"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "20"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JwlLIq4sC_0_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1f9b3a65-8af0-4851-c767-d4e80be97fe4"
      },
      "source": [
        "'Thiago'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Thiago'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5PGNQ2pACcmg"
      },
      "source": [
        "# Importando os dados\n",
        "\n",
        "Nessa imersão nós vamos mergulhar no universo da biologia e da biotecnologia e explorar uma base de dados da área.\n",
        "\n",
        "Para a nossa análise, está faltando então os dados. Para conseguirmos esses dados vamos acessar o Github, nesse link:\n",
        "\n",
        "https://github.com/alura-cursos/imersaodados3/tree/main/dados\n",
        "\n",
        "Então, agora vamos importar essa base de dados para dentro do nosso notebook. Para juntar essas informações vamos utilizar nossa famosa biblioteca do \"Pandas\".\n",
        "Vamos importar essa biblioteca através do seguinte código:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n4nsCvloshsm",
        "outputId": "481aa437-bede-4d92-8ded-69fedfc559e7"
      },
      "source": [
        "import pandas  as pd\n",
        "import seaborn as sns\n",
        "sns.set()\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"
      ],
      "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>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</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  ...    c-96    c-97    c-98    c-99\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": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0p7WSVbJewNd"
      },
      "source": [
        "Observe que imprimimos agora todas as nossas linhas e colunas da nossa tabela.\n",
        "\n",
        "Aqui observamos que temos dados referentes a ID, tratamento, tempo, dose, entre outras.\n",
        "\n",
        "Para nos auxiliar na visualização e na identificação das colunas dos dados que vamos trabalhar, faremos um recorte, uma espécie de cabeçalho, com 5 linhas, e para isso usamos o seguinte comando:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ongQ8MkFsnWY",
        "outputId": "80dfd5b2-b861-45c9-8ae0-5852a3a85365"
      },
      "source": [
        "dados.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        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>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</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",
              "  </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",
              "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",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PR-2eTPghNeM"
      },
      "source": [
        "Quando estávamos trabalhando com o conjunto total de dados nós tínhamos a informação do número total de linhas e colunas. Porém, agora com o head, nós perdemos essa informação. Então, caso você queira recuperar a informação do total de linhas e colunas basta utilizar:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q_5RP0HKs1Sy",
        "outputId": "ebb45eec-39f2-4a2d-8232-ff9915548a46"
      },
      "source": [
        "dados.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(23814, 877)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mrB8egkqhuqu"
      },
      "source": [
        "Então, agora vamos voltar para o nosso problema. \n",
        "\n",
        "Nós queremos iniciar fazendo uma análise dos dados que estamos tratando. Vamos começar selecionando só uma coluna, para entendermos do que ela está tratando. \n",
        "\n",
        "Vamos iniciar com a coluna tratamento. Para isso vamos digitar:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a8Og_8PIwdAS",
        "outputId": "71e48a47-7e6e-46a2-ba3d-e8d17ff6b124"
      },
      "source": [
        "dados['tratamento']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0           com_droga\n",
              "1           com_droga\n",
              "2           com_droga\n",
              "3           com_droga\n",
              "4           com_droga\n",
              "             ...     \n",
              "23809       com_droga\n",
              "23810       com_droga\n",
              "23811    com_controle\n",
              "23812       com_droga\n",
              "23813       com_droga\n",
              "Name: tratamento, Length: 23814, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2r9MV9uDijPI"
      },
      "source": [
        "Esse tipo de informação, da coluna, é o que chamamos de 'série'. Já a tabela inteira nós chamos de 'dataframe'.\n",
        "\n",
        "Agora para vermos os tipos específicos de informação que temos dentro dessa coluna vamos digitar:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_RkLWqqrwtJG",
        "outputId": "261afcc1-3329-4f5e-fd63-f7100ae9d617"
      },
      "source": [
        "dados['tratamento'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['com_droga', 'com_controle'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T1ZunAY_jBGM"
      },
      "source": [
        "A resposta foi dada no formato de array, que nada mais é do que um vetor, ou seja, um tipo de estrutura de dados.\n",
        "\n",
        "Observe que encontramos dois tipos: 'com droga' e 'com controle'.\n",
        "\n",
        "Com droga, como o próprio nome nos diz, é quando estamos aplicando algum tipo de droga para a amostra. Já com o controle é uma técnica estatística em que isolamos as outras varíaveis e observamos apenas a variável de interesse.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uceNBUhKkkUt"
      },
      "source": [
        "Agora vamos analisar a coluna do tempo:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IOPFkJW5w5i-",
        "outputId": "fb0bc89e-8bd9-4e38-e5cc-4e65f5a52efc"
      },
      "source": [
        "dados['tempo'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([24, 72, 48])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "40HmKHUikxpD"
      },
      "source": [
        "Encontramos 3 tipos de informação nessa coluna: 24, 72 e 48. O que pode nos indicar o tempo, provavelmente em horas, de intervalo que foi administrada a dose de medicamentos ou drogas.\n",
        "\n",
        "É interessante que observamos o comportamento das células com essa diferença de tempo, já que se analisássemos num período diferente poderia não dar tempo suficiente pra célula manifestar o determinado comportamento."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e1ObXppVlkS2"
      },
      "source": [
        "Além do tempo, podemos analisar também a coluna de dose:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2UWEVupCx9M7",
        "outputId": "f4376579-b150-42bd-a81c-1e709fcfaf17"
      },
      "source": [
        "dados['dose'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['D1', 'D2'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gd3tqT3NmHy2"
      },
      "source": [
        "Aqui obtemos dois tipos de doses diferentes, d1 e d2, mas não conseguimos afirmar nada categoricamente de antemão."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TplxQpeJmO88"
      },
      "source": [
        "Vamos então analisar a categoria droga:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p1NaXGzCySfP",
        "outputId": "dd0dba76-45d7-4ec5-9882-ad7b443bf006"
      },
      "source": [
        "dados['droga'].unique()"
      ],
      "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": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Htm4SDCO-AZS"
      },
      "source": [
        "Agora com a resposta de ```dados['droga'].unique()``` obtivemos essa série de códigos como resposta. Talvez esses números foram codificados na tentativa de anonimizar os tipos de drogas usadas, para tentar evitar qualquer tipo de viés na análise dos resultados.\n",
        "\n",
        "Há uma série de regras quando alguns experimentos são feitos, evitando mostrar dados como nome, sexo, e outros fatores, dependendo da análise a ser feita, para que sejam evitados vieses."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dq3VdLCAAKdt"
      },
      "source": [
        "Vamos analisar a coluna nomeada como g-0 agora:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CgHdbkO9ye6g",
        "outputId": "9f694d04-8299-4ee2-94f3-cc91ad2637e9"
      },
      "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": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BqL9s6hrBPRT"
      },
      "source": [
        "Só olhando fica difícil tentar deduzir o que esses números representam. Então, nesse ponto, com o auxílio da Vanessa, especialista, conseguimos a informação que essa letra 'g' da coluna remete à palavra gene. Ou seja, esses números nos dizem a expressão de cada gene frente as drogas ou a exposição.\n",
        "\n",
        "Quando subimos de volta na tabela, percebemos que há diversos valores, inclusive com várias casas decimais. Aparentemente esses números foram \"arredondados\", normalizados, para podermos compará-los de alguma forma.\n",
        "\n",
        "Então, até agora na nossa análise, já conseguimos identificar e entender as informações de diferentes colunas; as colunas que nos indicam os tratamentos, as drogas, o tempo, e depois as respostas genéticas, que tem a letra g no ínicio do seu nome.\n",
        "\n",
        "Outro tipo de análise que podemos fazer agora é entender a distribuição dessas informações. Por exemplo, podemos saber quantos experimentos temos utilizando droga e quantos não utilizam; quantos usam o d1, e quantos utilizam o d2, e assim por diante.\n",
        "\n",
        "Como podemos fazer isso? Vamos utilizar esse código:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pvSIUn9_zTWH",
        "outputId": "4787419e-31ab-49ef-d02e-244fff29378f"
      },
      "source": [
        "dados['tratamento'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       21948\n",
              "com_controle     1866\n",
              "Name: tratamento, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WKEZrPM3R6sn"
      },
      "source": [
        "Agora, em vez de usarmos o ```.unique``` no código, nós utilizamos o ```.value_counts``` já que nosso objetivo era contar a quantidade de valores que apareciam nas colunas, nesse caso, na coluna ```tratamento```.\n",
        "\n",
        "No resultado ele retornou 2 linhas: uma com a quantidade de elementos que temos, ou seja, com a minha frequência, na categoria ```com_droga``` e a outra com a quantidade que temos na categoria ```com_controle```.\n",
        "\n",
        "Houve uma grande diferença no resultado dessas categorias, não é mesmo? Isso é, no mínimo, curioso. Então, Guilherme vai nos sugerir um desafio, de investigar o por quê dessa diferença tão grande.\n",
        "\n",
        "Nesse momento o Thiago já escreve outros dois desafios, o desafio #2 e o desafio #3. E a Vanessa também deixa o seu, desafio #4. Todos os desafios dessa aula estão escritos no final desse notebook."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SlyZ2RiGeU80"
      },
      "source": [
        "Será que essa diferença entre os valores dentro das categorias continuam tão desproporcionais? Vamos investigar a categoria ```dose```:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8F1qPq6h2WBl",
        "outputId": "842a4d4c-201d-482b-aab6-98144bf7ef96"
      },
      "source": [
        "dados['dose'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "D1    12147\n",
              "D2    11667\n",
              "Name: dose, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TFa5qpVfepQE"
      },
      "source": [
        "Nesse ponto parece que as coisas já estão mais equilibradas. Mas somente com o número é difícil fazermos uma leitura mais aprofundada. Então, nesse momento, vamos resolver um dos desafios deixados. Então, se até aqui você ainda nao resolveu os desafios do vídeo e nao quer receber um spoiler, pare aqui e tente resolvê-los primeiro."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l7KpuFzEfPvu"
      },
      "source": [
        "Para entendermos melhor e fazer um comparativo é legal traçarmos a proporção entre os dados. Vamos escrever o código agora, setando como parâmetro, dentro dos parênteses o ```normalize = True``` :"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1sX66gG249OZ",
        "outputId": "28f958a0-c821-4cf4-bbf3-233b38e7cc0c"
      },
      "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": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hqvUYNmCfy4k"
      },
      "source": [
        "Temos agora os dados \"normalizados\". Podemos interpretar utilizando a porcentagem (multiplicando por 100), o que nos daria algo em torno de 92% versus 8% (aproximadamente), mostrando o tamanho da desproporção."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6pt69FpPgJes"
      },
      "source": [
        "Vamos fazer o mesmo agora com a coluna ```dose```:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wrLfRXx65NPP",
        "outputId": "8f46b992-b55f-46e2-f404-d742c0f4501c"
      },
      "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": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jfzmJDZMglnC"
      },
      "source": [
        "Temos aqui o resultado. Inclusive, como mini-desafio, você pode fazer o mesmo processo com as outras colunas.\n",
        "\n",
        "Certo, mas geralmente, quando há a trasmissão dessas informações, vemos uma série de gráficos. E, geralmente, é usado aquele gráfico que parece uma torta, ou uma pizza.\n",
        "\n",
        "Vamos então plotar um gráfico dessa tipo, com o seguinte código:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LYiMo76m5bnS",
        "outputId": "0554cedc-5128-4330-bec5-9b97bea147c1"
      },
      "source": [
        "dados['tratamento'].value_counts().plot.pie()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f87a875b350>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3TSXa6pLhM79"
      },
      "source": [
        "Aqui, em azul, nós temos a quantidade de tratamento com drogas(que é muito maior, em proporção), e em laranja temos o tratamento \"com controle\". Ficou até parecendo um pacman, hehe.\n",
        "\n",
        "Vamos aproveitar e analisar as outras informações com os gráficos também, para vermos o que acontece. Vamos analisar a coluna tempo:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qmBQF9kx5uIc",
        "outputId": "5ec310f9-bdd1-49ea-bda4-036c5951fd77"
      },
      "source": [
        "dados['tempo'].value_counts().plot.pie()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f87a882c550>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fMiT70FVhtsj"
      },
      "source": [
        "Repare como ficou difícil a olho nú identificarmos qual observação é maior através do gráfico. Esse tipo de gráfico pode acabar dificultando um pouco a análise, especialmente quando as informações estão melhor balanceadas. \n",
        "\n",
        "Além de identificar a quantidade de horas observadas, nós não conseguimos extrair mais nenhuma informação desse gráfico. Inclusive, nós temos uma espécie de regrinha, que diz que quando formos fazer algum tipo de análise, procurarmos evitar o uso de gráficos que nos remetem a comida, como por exemplo: rosca, pizza, torta, e assim por diante.\n",
        "\n",
        "Então qual tipo de gráfico poderíamos utlizar para melhorarmos nossa visualização? Vamos utilizar o gráfico de barras, através deste código:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TJ0MjBYZ6LOI",
        "outputId": "247d49b6-0b97-4967-dec6-84a56590a6ee"
      },
      "source": [
        "dados['tempo'].value_counts().plot.bar()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f87a8712d10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "htMQ_11Vpjsv"
      },
      "source": [
        "Agora sim conseguimos identificar com mais facilidade qual observação tem a sua maior frequência. Na verdade a quantidade de horas com o maior número de observações foi a de 48.\n",
        "\n",
        "No eixo y temos o número que nos remete ao número de observações. Então podemos observar que tivemos pouco mais de 8000 observações relativas às 48 horas.\n",
        "\n",
        "Então, o gráfico de barras acabou sendo muit mais útil, nesse caso, do que o gráfico de pizza."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qnvEJWZgqw7K"
      },
      "source": [
        "Ao longo da aula nós falamos sobre a expressão gênica. Se nós voltarmos à tabela, na coluna g-0, nós temos alguns valores dentro de um intervalo definido. Para não termos valores muito distantes entre si, é bastante comum no meio científico que haja uma normalização dos resultados, para criamos um intervalo que não seja tão grande, em que o meio dessa distribuição seja o 0.\n",
        "\n",
        "Como nós podemos saber em quais linhas dessa coluna, o meu valor está acima de 0?\n",
        "\n",
        "Vamos fazer uma consulta nos nossos dados, da seguinte maneira:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_igXHK3A8wQr",
        "outputId": "b6674cf2-1ad5-4307-b655-3390187f23f3"
      },
      "source": [
        "dados_filtrados = dados[dados['g-0'] > 0]\n",
        "dados_filtrados.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        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>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</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>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>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",
              "  </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",
              "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",
              "6  id_001bd861f  com_droga     24   D2  ...  2.4670  0.0357  0.1351 -0.3179\n",
              "7  id_0020d0484  com_droga     48   D1  ...  0.6633  0.4562 -0.9622  0.0260\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Bbn_WyZuSSD"
      },
      "source": [
        "Dessa maneira, temos somente as 5 primeiras linhas com o valores maiores do que 0 na coluna g-0, com a ajuda dessa máscara com o código ```[dados['g-0']>0]```.\n",
        "\n",
        "Dessa mesma forma que aplicamos essa máscara, podemos utilizar o mesmo caminho, ou outras 'querys', para responder várias outras perguntas.\n",
        "\n",
        "Assim, temos outro desafio, o #5, de procurar na documentação do pandas o método query.\n",
        "\n",
        "Além desse temos outros desafios, o #6 e o #7 e o #8, todos eles estão logo abaixo."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hB3O-zZW9ZYw",
        "outputId": "c66f3b9e-494b-4e40-849c-2e22f4df95f3"
      },
      "source": [
        "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>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</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  ...    c-96    c-97    c-98    c-99\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": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X_Lg2XTu20ND"
      },
      "source": [
        "# Desafios\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5fynvSCHPA_1"
      },
      "source": [
        "### Desafio 01: Investigar por que a classe tratamento é tão desbalanceada?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "CPaLgAZqAhHH",
        "outputId": "ff44a487-48e8-4e14-8820-2b14d3be53a3"
      },
      "source": [
        "dados.query('tratamento == \"com_controle\"')"
      ],
      "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>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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>47</th>\n",
              "      <td>id_008a986b7</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4860</td>\n",
              "      <td>0.1430</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.0022</td>\n",
              "      <td>-0.2334</td>\n",
              "      <td>-0.6607</td>\n",
              "      <td>0.6459</td>\n",
              "      <td>-0.0109</td>\n",
              "      <td>1.0120</td>\n",
              "      <td>-0.0864</td>\n",
              "      <td>-0.3817</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>0.9435</td>\n",
              "      <td>0.6296</td>\n",
              "      <td>0.3864</td>\n",
              "      <td>0.1420</td>\n",
              "      <td>0.9834</td>\n",
              "      <td>0.4189</td>\n",
              "      <td>0.7980</td>\n",
              "      <td>-0.2132</td>\n",
              "      <td>0.7651</td>\n",
              "      <td>-1.2410</td>\n",
              "      <td>0.0747</td>\n",
              "      <td>-1.5750</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.0840</td>\n",
              "      <td>0.6705</td>\n",
              "      <td>-0.7517</td>\n",
              "      <td>-0.2756</td>\n",
              "      <td>-1.0920</td>\n",
              "      <td>-0.8683</td>\n",
              "      <td>0.3021</td>\n",
              "      <td>-0.3164</td>\n",
              "      <td>-0.2074</td>\n",
              "      <td>0.4587</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2189</td>\n",
              "      <td>-0.5262</td>\n",
              "      <td>-0.2982</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>-1.0040</td>\n",
              "      <td>-0.6726</td>\n",
              "      <td>-0.0321</td>\n",
              "      <td>-0.5398</td>\n",
              "      <td>-0.7518</td>\n",
              "      <td>0.0370</td>\n",
              "      <td>0.7213</td>\n",
              "      <td>-0.3466</td>\n",
              "      <td>0.2354</td>\n",
              "      <td>-0.4432</td>\n",
              "      <td>-0.1020</td>\n",
              "      <td>-0.9391</td>\n",
              "      <td>-1.1970</td>\n",
              "      <td>0.1365</td>\n",
              "      <td>-0.9264</td>\n",
              "      <td>0.5828</td>\n",
              "      <td>-0.7379</td>\n",
              "      <td>-0.4354</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>-0.3771</td>\n",
              "      <td>-0.6525</td>\n",
              "      <td>-0.4169</td>\n",
              "      <td>-1.0640</td>\n",
              "      <td>-0.3331</td>\n",
              "      <td>-0.5761</td>\n",
              "      <td>-0.3085</td>\n",
              "      <td>-0.1866</td>\n",
              "      <td>0.7629</td>\n",
              "      <td>0.3288</td>\n",
              "      <td>-0.9915</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.4979</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.9245</td>\n",
              "      <td>-0.9367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>id_009d8340f</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4471</td>\n",
              "      <td>-0.0839</td>\n",
              "      <td>-0.3864</td>\n",
              "      <td>0.3196</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>-0.3156</td>\n",
              "      <td>-0.1187</td>\n",
              "      <td>1.1610</td>\n",
              "      <td>0.5838</td>\n",
              "      <td>-0.2996</td>\n",
              "      <td>-0.3995</td>\n",
              "      <td>1.0700</td>\n",
              "      <td>0.2969</td>\n",
              "      <td>-0.2785</td>\n",
              "      <td>0.9678</td>\n",
              "      <td>-0.1409</td>\n",
              "      <td>1.0850</td>\n",
              "      <td>-0.0656</td>\n",
              "      <td>-0.6502</td>\n",
              "      <td>0.3527</td>\n",
              "      <td>0.1998</td>\n",
              "      <td>0.0975</td>\n",
              "      <td>0.0563</td>\n",
              "      <td>-0.3578</td>\n",
              "      <td>-0.0657</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.6573</td>\n",
              "      <td>-0.5355</td>\n",
              "      <td>1.2380</td>\n",
              "      <td>-0.4994</td>\n",
              "      <td>-0.8140</td>\n",
              "      <td>0.2567</td>\n",
              "      <td>-0.8155</td>\n",
              "      <td>1.1180</td>\n",
              "      <td>-0.2501</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.5214</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>-0.5903</td>\n",
              "      <td>0.1332</td>\n",
              "      <td>-0.3517</td>\n",
              "      <td>-0.3276</td>\n",
              "      <td>-0.4955</td>\n",
              "      <td>0.1359</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>0.5725</td>\n",
              "      <td>-0.1126</td>\n",
              "      <td>-0.0874</td>\n",
              "      <td>1.2220</td>\n",
              "      <td>-0.0641</td>\n",
              "      <td>0.0246</td>\n",
              "      <td>-0.5659</td>\n",
              "      <td>-0.7402</td>\n",
              "      <td>1.1170</td>\n",
              "      <td>-0.0612</td>\n",
              "      <td>-1.3040</td>\n",
              "      <td>-0.4025</td>\n",
              "      <td>0.3760</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>0.8064</td>\n",
              "      <td>-0.0170</td>\n",
              "      <td>0.3092</td>\n",
              "      <td>0.2671</td>\n",
              "      <td>0.3311</td>\n",
              "      <td>-0.4572</td>\n",
              "      <td>0.4795</td>\n",
              "      <td>0.3939</td>\n",
              "      <td>0.7665</td>\n",
              "      <td>0.7932</td>\n",
              "      <td>-0.6804</td>\n",
              "      <td>-0.0435</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>0.2000</td>\n",
              "      <td>-0.4326</td>\n",
              "      <td>0.9364</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>23729</th>\n",
              "      <td>id_ff1f9e5fc</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.0465</td>\n",
              "      <td>0.6430</td>\n",
              "      <td>-0.2453</td>\n",
              "      <td>0.3521</td>\n",
              "      <td>0.6195</td>\n",
              "      <td>-0.6659</td>\n",
              "      <td>0.8263</td>\n",
              "      <td>0.5933</td>\n",
              "      <td>0.1388</td>\n",
              "      <td>-0.2246</td>\n",
              "      <td>-0.6127</td>\n",
              "      <td>-0.1687</td>\n",
              "      <td>1.5170</td>\n",
              "      <td>0.6243</td>\n",
              "      <td>-0.8399</td>\n",
              "      <td>-0.1881</td>\n",
              "      <td>-0.1583</td>\n",
              "      <td>0.0622</td>\n",
              "      <td>-0.1170</td>\n",
              "      <td>0.7722</td>\n",
              "      <td>0.0063</td>\n",
              "      <td>0.7347</td>\n",
              "      <td>-0.4820</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0938</td>\n",
              "      <td>-0.6062</td>\n",
              "      <td>0.6108</td>\n",
              "      <td>-0.4900</td>\n",
              "      <td>0.1075</td>\n",
              "      <td>0.3029</td>\n",
              "      <td>-0.1369</td>\n",
              "      <td>0.1946</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>1.1030</td>\n",
              "      <td>0.3444</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.4342</td>\n",
              "      <td>0.0541</td>\n",
              "      <td>0.9346</td>\n",
              "      <td>0.7595</td>\n",
              "      <td>-0.0139</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.7176</td>\n",
              "      <td>0.8572</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.2060</td>\n",
              "      <td>0.9029</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.0802</td>\n",
              "      <td>0.0686</td>\n",
              "      <td>-0.3934</td>\n",
              "      <td>0.2344</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.0144</td>\n",
              "      <td>-1.0080</td>\n",
              "      <td>0.8748</td>\n",
              "      <td>1.2900</td>\n",
              "      <td>0.5188</td>\n",
              "      <td>0.5824</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>0.7578</td>\n",
              "      <td>1.1910</td>\n",
              "      <td>-0.3264</td>\n",
              "      <td>0.6882</td>\n",
              "      <td>0.7486</td>\n",
              "      <td>0.6438</td>\n",
              "      <td>0.6085</td>\n",
              "      <td>0.1621</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>0.8314</td>\n",
              "      <td>-0.1891</td>\n",
              "      <td>-0.0074</td>\n",
              "      <td>0.2131</td>\n",
              "      <td>-0.1419</td>\n",
              "      <td>-0.2422</td>\n",
              "      <td>0.0457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23747</th>\n",
              "      <td>id_ff469c482</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6204</td>\n",
              "      <td>-1.3800</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>-0.6573</td>\n",
              "      <td>-0.8408</td>\n",
              "      <td>-0.2447</td>\n",
              "      <td>1.3490</td>\n",
              "      <td>-0.5155</td>\n",
              "      <td>1.2610</td>\n",
              "      <td>-0.1790</td>\n",
              "      <td>-0.7182</td>\n",
              "      <td>-0.7885</td>\n",
              "      <td>0.3022</td>\n",
              "      <td>2.0140</td>\n",
              "      <td>0.1667</td>\n",
              "      <td>-0.7325</td>\n",
              "      <td>-0.1553</td>\n",
              "      <td>0.8400</td>\n",
              "      <td>-0.1069</td>\n",
              "      <td>-0.7247</td>\n",
              "      <td>1.3430</td>\n",
              "      <td>1.5010</td>\n",
              "      <td>-1.3370</td>\n",
              "      <td>0.7190</td>\n",
              "      <td>-0.0843</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>-0.9104</td>\n",
              "      <td>1.3990</td>\n",
              "      <td>0.7447</td>\n",
              "      <td>-1.2110</td>\n",
              "      <td>0.6562</td>\n",
              "      <td>0.1265</td>\n",
              "      <td>0.3036</td>\n",
              "      <td>2.2600</td>\n",
              "      <td>-1.3770</td>\n",
              "      <td>...</td>\n",
              "      <td>0.9633</td>\n",
              "      <td>-0.4057</td>\n",
              "      <td>-0.2206</td>\n",
              "      <td>0.5111</td>\n",
              "      <td>-0.8666</td>\n",
              "      <td>0.4692</td>\n",
              "      <td>0.8903</td>\n",
              "      <td>0.6648</td>\n",
              "      <td>0.2922</td>\n",
              "      <td>0.2440</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>1.2420</td>\n",
              "      <td>1.0430</td>\n",
              "      <td>1.4310</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.0320</td>\n",
              "      <td>0.7345</td>\n",
              "      <td>0.8025</td>\n",
              "      <td>0.7174</td>\n",
              "      <td>0.1932</td>\n",
              "      <td>-0.2609</td>\n",
              "      <td>0.3501</td>\n",
              "      <td>0.5916</td>\n",
              "      <td>0.9193</td>\n",
              "      <td>0.1398</td>\n",
              "      <td>0.0243</td>\n",
              "      <td>0.4820</td>\n",
              "      <td>-0.4428</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.4166</td>\n",
              "      <td>0.8209</td>\n",
              "      <td>0.7366</td>\n",
              "      <td>0.5468</td>\n",
              "      <td>1.1450</td>\n",
              "      <td>0.5254</td>\n",
              "      <td>0.6224</td>\n",
              "      <td>-0.9630</td>\n",
              "      <td>0.8872</td>\n",
              "      <td>-0.0742</td>\n",
              "      <td>-0.6777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23768</th>\n",
              "      <td>id_ff89331ca</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.4335</td>\n",
              "      <td>0.3648</td>\n",
              "      <td>-0.0525</td>\n",
              "      <td>-0.3632</td>\n",
              "      <td>-0.3228</td>\n",
              "      <td>-2.3190</td>\n",
              "      <td>-0.5294</td>\n",
              "      <td>0.1878</td>\n",
              "      <td>0.5047</td>\n",
              "      <td>1.3820</td>\n",
              "      <td>0.6107</td>\n",
              "      <td>2.4790</td>\n",
              "      <td>0.4347</td>\n",
              "      <td>0.9422</td>\n",
              "      <td>-0.1042</td>\n",
              "      <td>-0.2611</td>\n",
              "      <td>1.5760</td>\n",
              "      <td>-0.0232</td>\n",
              "      <td>-0.2455</td>\n",
              "      <td>0.8058</td>\n",
              "      <td>-2.4180</td>\n",
              "      <td>-0.5838</td>\n",
              "      <td>-0.1626</td>\n",
              "      <td>-0.8609</td>\n",
              "      <td>-0.2021</td>\n",
              "      <td>0.1494</td>\n",
              "      <td>0.6618</td>\n",
              "      <td>1.3080</td>\n",
              "      <td>-0.7822</td>\n",
              "      <td>0.3923</td>\n",
              "      <td>-0.4608</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>0.3173</td>\n",
              "      <td>0.7622</td>\n",
              "      <td>...</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>-0.1665</td>\n",
              "      <td>-0.0318</td>\n",
              "      <td>0.8694</td>\n",
              "      <td>0.4048</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0164</td>\n",
              "      <td>1.0670</td>\n",
              "      <td>1.5790</td>\n",
              "      <td>0.2428</td>\n",
              "      <td>1.1330</td>\n",
              "      <td>-1.2310</td>\n",
              "      <td>0.3626</td>\n",
              "      <td>-0.4737</td>\n",
              "      <td>0.2937</td>\n",
              "      <td>0.1638</td>\n",
              "      <td>-0.1554</td>\n",
              "      <td>0.9236</td>\n",
              "      <td>0.0937</td>\n",
              "      <td>0.9598</td>\n",
              "      <td>0.4738</td>\n",
              "      <td>-0.2608</td>\n",
              "      <td>0.3577</td>\n",
              "      <td>-1.2040</td>\n",
              "      <td>0.8125</td>\n",
              "      <td>1.4260</td>\n",
              "      <td>0.2223</td>\n",
              "      <td>0.3079</td>\n",
              "      <td>1.1490</td>\n",
              "      <td>1.7320</td>\n",
              "      <td>-0.1219</td>\n",
              "      <td>0.4885</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.9434</td>\n",
              "      <td>-0.4779</td>\n",
              "      <td>0.6951</td>\n",
              "      <td>0.9517</td>\n",
              "      <td>-0.8110</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>-0.3626</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>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",
              "  </tbody>\n",
              "</table>\n",
              "<p>1866 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\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",
              "47     id_008a986b7  com_controle     48   D2  ... -0.4979  0.5281 -0.9245 -0.9367\n",
              "63     id_009d8340f  com_controle     24   D2  ...  0.0949  0.2000 -0.4326  0.9364\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23729  id_ff1f9e5fc  com_controle     24   D1  ...  0.2131 -0.1419 -0.2422  0.0457\n",
              "23747  id_ff469c482  com_controle     72   D1  ... -0.9630  0.8872 -0.0742 -0.6777\n",
              "23768  id_ff89331ca  com_controle     72   D2  ...  0.9517 -0.8110 -0.1748 -0.3626\n",
              "23793  id_ffd26f361  com_controle     48   D2  ...  0.8813  0.7757 -0.5272  0.7082\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "\n",
              "[1866 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qXHkAdBLSgdo",
        "outputId": "510e34cd-a259-4359-c762-6a47155fa789"
      },
      "source": [
        "dados.query('tratamento == \"com_controle\"')['droga'].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['cacb2b860'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wVi-oqrvBRbP",
        "outputId": "10894841-ab6f-4a81-b34d-a59494bbb22e"
      },
      "source": [
        "dados.query('tratamento == \"com_controle\" and dose == \"D1\"')['tempo'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "48    343\n",
              "72    307\n",
              "24    301\n",
              "Name: tempo, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iAwzlXFVA21S",
        "outputId": "9d676840-fdf9-4526-996e-a1ee9b9a363f"
      },
      "source": [
        "dados.query('tratamento == \"com_droga\"')['droga'].nunique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3288"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RGYmM_KCC_sr",
        "outputId": "819c694c-72e6-4445-c516-8719a43f61c2"
      },
      "source": [
        "dados.tratamento.value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       21948\n",
              "com_controle     1866\n",
              "Name: tratamento, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "rnYqbNKzEy2B",
        "outputId": "c2e1ca7c-5e38-4ec9-b4fc-654201223243"
      },
      "source": [
        "dados[['tratamento', 'dose', 'tempo', 'g0', 'droga']].query('droga == \"b68db1d53\"').sort_values(by=['dose', 'tempo'])"
      ],
      "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>tratamento</th>\n",
              "      <th>dose</th>\n",
              "      <th>tempo</th>\n",
              "      <th>g0</th>\n",
              "      <th>droga</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>24</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13774</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>48</td>\n",
              "      <td>-0.6157</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22507</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>72</td>\n",
              "      <td>-0.1142</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20190</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>24</td>\n",
              "      <td>-0.3573</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6175</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>48</td>\n",
              "      <td>-0.6376</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14257</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>72</td>\n",
              "      <td>0.0954</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      tratamento dose  tempo      g0      droga\n",
              "0      com_droga   D1     24  1.0620  b68db1d53\n",
              "13774  com_droga   D1     48 -0.6157  b68db1d53\n",
              "22507  com_droga   D1     72 -0.1142  b68db1d53\n",
              "20190  com_droga   D2     24 -0.3573  b68db1d53\n",
              "6175   com_droga   D2     48 -0.6376  b68db1d53\n",
              "14257  com_droga   D2     72  0.0954  b68db1d53"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mBb9jMIQC8pk",
        "outputId": "2bc5df52-279a-4d49-94d0-69196f0a0d8a"
      },
      "source": [
        "3288 * 3 * 2"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "19728"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p1PRrBB4U2yB"
      },
      "source": [
        "O motivo da desproporção aparente do tratamento se deve por conta do alto número de drogas sendo testadas em supostamente 343 amostra (valor encontrado ao filtrar doses e tratamento).\n",
        "\n",
        "Então supondo que para cada droga, se realize 2 teste paras as doses e 3 testes para o tempo, encontramos o valor de 19728, proximo ao valor total de 21948."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3YfPfJ95PF5v"
      },
      "source": [
        "### Desafio 02: Plotar as 5 últimas linhas da tabela."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W_oIuCxiPI95",
        "outputId": "5863090c-9d51-48ed-cb4b-4397f4638da4"
      },
      "source": [
        "# Pegando a \"cauda do DataFrame\"\n",
        "dados.tail()"
      ],
      "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>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>5 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\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": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SfF8IWC9PFfD"
      },
      "source": [
        "### Desafio 03: Proporção das classes tratamento."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sCCwFH3lP8kQ"
      },
      "source": [
        "# Pedindo ajuda\n",
        "?pd.value_counts()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fT5DzIFgPZmd",
        "outputId": "58e937bb-14db-44b7-ebda-392140eb0933"
      },
      "source": [
        "# Aplicando a normalização\n",
        "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": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eZgzWqstPFJM"
      },
      "source": [
        "### Desafio 04: Quantas tipos de drogas foram investigados."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eWlE3K6AQrvH",
        "outputId": "e5be8d8e-92a1-40f6-da0d-7b034b9804ca"
      },
      "source": [
        "# Peguando a quantidade de n valores unicos.\n",
        "dados['droga'].nunique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3289"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oZxeMap7PE4-"
      },
      "source": [
        "### Desafio 05: Procurar na documentação o método query(pandas)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dS3Fgq8vREqA"
      },
      "source": [
        "# Consultando a documentação da função de forma interativa com o colab. \n",
        "?pd.DataFrame.query()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iKARzS7ebvLC"
      },
      "source": [
        "# Erro por causa do hífen\n",
        "# UndefinedVariableError: name 'g' is not defined\n",
        "# dados.query('g-0 > 0')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "06qkE0Z3PEa2"
      },
      "source": [
        "### Desafio 06: Renomear as colunas tirando o hífen."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jKNb14fkPDyK",
        "outputId": "e95597e8-e6bf-4991-a631-2dd086856e1c"
      },
      "source": [
        "# Criando uma variavel que contem os nomes da coluna\n",
        "nomes_colunas = dados.columns\n",
        "nomes_colunas"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['id', 'tratamento', 'tempo', 'dose', 'droga', 'g0', 'g1', 'g2', 'g3',\n",
              "       'g4',\n",
              "       ...\n",
              "       'c90', 'c91', 'c92', 'c93', 'c94', 'c95', 'c96', 'c97', 'c98', 'c99'],\n",
              "      dtype='object', length=877)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tabvYTpDecXW",
        "outputId": "1fd5c1be-3965-4085-feee-1dba35aaee67"
      },
      "source": [
        "# Mapeando todos os index das colunas e aplicando a função de substituir o hífen por nada\n",
        "nomes_colunas = nomes_colunas.map(lambda x: x.replace('-', ''))\n",
        "nomes_colunas"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['id', 'tratamento', 'tempo', 'dose', 'droga', 'g0', 'g1', 'g2', 'g3',\n",
              "       'g4',\n",
              "       ...\n",
              "       'c90', 'c91', 'c92', 'c93', 'c94', 'c95', 'c96', 'c97', 'c98', 'c99'],\n",
              "      dtype='object', length=877)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NYA1kWKwfDZI",
        "outputId": "07133574-1160-45c2-82a7-02bad1e598b1"
      },
      "source": [
        "# Substituindo os nomes das colunas com os nomes modificados..\n",
        "dados.columns = nomes_colunas\n",
        "dados.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        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",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 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",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YK08bggzgUHw"
      },
      "source": [
        "#### Consertando o desafio 5"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JWFutKbXfwSY",
        "outputId": "b20c949e-9632-4de8-943d-d78b3f2a1ebf"
      },
      "source": [
        "# Consultando novavemte com pd.DataFrame.query() após a modificação. Agora vai!\n",
        "dados.query('g0 > 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>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>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>...</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>23807</th>\n",
              "      <td>id_fff7e6992</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>a28556d51</td>\n",
              "      <td>0.1420</td>\n",
              "      <td>-0.3696</td>\n",
              "      <td>-0.0093</td>\n",
              "      <td>-0.2495</td>\n",
              "      <td>-0.0175</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>-0.2201</td>\n",
              "      <td>0.2443</td>\n",
              "      <td>0.4879</td>\n",
              "      <td>0.3432</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>0.9056</td>\n",
              "      <td>0.3538</td>\n",
              "      <td>0.5246</td>\n",
              "      <td>-0.4441</td>\n",
              "      <td>-0.1605</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-0.5619</td>\n",
              "      <td>-0.1409</td>\n",
              "      <td>0.1255</td>\n",
              "      <td>0.1214</td>\n",
              "      <td>-0.1975</td>\n",
              "      <td>-0.4367</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.4301</td>\n",
              "      <td>-0.7606</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>0.0270</td>\n",
              "      <td>-0.0367</td>\n",
              "      <td>-1.2480</td>\n",
              "      <td>0.0559</td>\n",
              "      <td>-0.0984</td>\n",
              "      <td>0.5537</td>\n",
              "      <td>0.1063</td>\n",
              "      <td>0.3893</td>\n",
              "      <td>...</td>\n",
              "      <td>0.5554</td>\n",
              "      <td>0.2225</td>\n",
              "      <td>-0.0903</td>\n",
              "      <td>0.9227</td>\n",
              "      <td>-0.0460</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>1.0730</td>\n",
              "      <td>-0.6904</td>\n",
              "      <td>0.9298</td>\n",
              "      <td>1.0500</td>\n",
              "      <td>0.4646</td>\n",
              "      <td>0.4481</td>\n",
              "      <td>0.9771</td>\n",
              "      <td>0.7187</td>\n",
              "      <td>0.5299</td>\n",
              "      <td>0.1079</td>\n",
              "      <td>1.2010</td>\n",
              "      <td>0.2529</td>\n",
              "      <td>-0.4546</td>\n",
              "      <td>0.7998</td>\n",
              "      <td>0.6401</td>\n",
              "      <td>-1.3370</td>\n",
              "      <td>0.6542</td>\n",
              "      <td>0.8561</td>\n",
              "      <td>0.4829</td>\n",
              "      <td>0.3213</td>\n",
              "      <td>-0.0177</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.4626</td>\n",
              "      <td>0.0030</td>\n",
              "      <td>0.8775</td>\n",
              "      <td>0.5230</td>\n",
              "      <td>0.1589</td>\n",
              "      <td>0.7715</td>\n",
              "      <td>0.5497</td>\n",
              "      <td>0.6929</td>\n",
              "      <td>0.3738</td>\n",
              "      <td>0.8636</td>\n",
              "      <td>0.4494</td>\n",
              "      <td>0.1218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23808</th>\n",
              "      <td>id_fff8c2444</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>6c3a459be</td>\n",
              "      <td>0.1608</td>\n",
              "      <td>-1.0500</td>\n",
              "      <td>0.2551</td>\n",
              "      <td>-0.2239</td>\n",
              "      <td>-0.2431</td>\n",
              "      <td>0.4256</td>\n",
              "      <td>-0.1166</td>\n",
              "      <td>-0.1777</td>\n",
              "      <td>-0.7480</td>\n",
              "      <td>0.1368</td>\n",
              "      <td>0.5493</td>\n",
              "      <td>-0.5083</td>\n",
              "      <td>0.4112</td>\n",
              "      <td>0.1181</td>\n",
              "      <td>0.7861</td>\n",
              "      <td>-0.1877</td>\n",
              "      <td>0.2476</td>\n",
              "      <td>0.1956</td>\n",
              "      <td>0.0273</td>\n",
              "      <td>0.1182</td>\n",
              "      <td>-0.5037</td>\n",
              "      <td>-0.5939</td>\n",
              "      <td>0.4825</td>\n",
              "      <td>-0.5187</td>\n",
              "      <td>0.1618</td>\n",
              "      <td>-0.2253</td>\n",
              "      <td>0.3153</td>\n",
              "      <td>0.4839</td>\n",
              "      <td>0.0520</td>\n",
              "      <td>1.3850</td>\n",
              "      <td>0.6502</td>\n",
              "      <td>-0.4198</td>\n",
              "      <td>0.2723</td>\n",
              "      <td>-0.3629</td>\n",
              "      <td>1.0820</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2720</td>\n",
              "      <td>-0.6021</td>\n",
              "      <td>0.2451</td>\n",
              "      <td>0.6607</td>\n",
              "      <td>-0.1849</td>\n",
              "      <td>-0.6546</td>\n",
              "      <td>-0.5798</td>\n",
              "      <td>0.3449</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>0.2949</td>\n",
              "      <td>0.4158</td>\n",
              "      <td>0.8586</td>\n",
              "      <td>0.3868</td>\n",
              "      <td>1.0030</td>\n",
              "      <td>-0.4593</td>\n",
              "      <td>0.6498</td>\n",
              "      <td>0.8293</td>\n",
              "      <td>-0.7645</td>\n",
              "      <td>0.5379</td>\n",
              "      <td>0.5610</td>\n",
              "      <td>0.2577</td>\n",
              "      <td>-0.5493</td>\n",
              "      <td>0.2690</td>\n",
              "      <td>0.6392</td>\n",
              "      <td>-0.5774</td>\n",
              "      <td>-0.3393</td>\n",
              "      <td>0.5068</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-0.4559</td>\n",
              "      <td>0.3734</td>\n",
              "      <td>0.0789</td>\n",
              "      <td>0.3538</td>\n",
              "      <td>0.0558</td>\n",
              "      <td>0.3377</td>\n",
              "      <td>-0.4753</td>\n",
              "      <td>-0.2504</td>\n",
              "      <td>-0.7415</td>\n",
              "      <td>0.8413</td>\n",
              "      <td>-0.4259</td>\n",
              "      <td>0.2434</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>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>11769 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",
              "6      id_001bd861f     com_droga     24   D2  ...  2.4670  0.0357  0.1351 -0.3179\n",
              "7      id_0020d0484     com_droga     48   D1  ...  0.6633  0.4562 -0.9622  0.0260\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23807  id_fff7e6992     com_droga     48   D1  ...  0.3738  0.8636  0.4494  0.1218\n",
              "23808  id_fff8c2444     com_droga     72   D1  ... -0.7415  0.8413 -0.4259  0.2434\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\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",
              "[11769 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IR_45U-qd4D1"
      },
      "source": [
        "### Desafio 07: Deixar os gráficos bonitões. (Matplotlib.pyplot)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZqIwf9Kxd5_a"
      },
      "source": [
        "# Importando as bibliotecas de gráficos ('o ideal é no topo do notebook')\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Para deixar os gráficos mais bonitos (e se usa \"modo escuro\" é aconselhável)\n",
        "sns.set()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1KRm9iI1hToE",
        "outputId": "ba4659d3-3f53-447d-9b7d-243bbfe9270e"
      },
      "source": [
        "values = list(dados['tempo'].value_counts())\n",
        "\n",
        "plt.title(\"Contagem de experimento por divisão de tempo\")\n",
        "dados['tempo'].value_counts().plot.bar()\n",
        "plt.xlabel('Experimento'), plt.ylabel(\"Contagem\")\n",
        "plt.xticks(ticks=[0,1,2], labels=[\"48h\", \"72h\", \"24h\"], rotation=0)\n",
        "\n",
        "for i in range(3):\n",
        "    plt.annotate(str(values[i]), xy=(i,values[i]-1000), \n",
        "                 ha='center', color=\"white\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_34rEL7Gd6XB"
      },
      "source": [
        "### Desafio 08: Resumo do que você aprendeu com os dados"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2NIcSmPHGKMM"
      },
      "source": [
        "Algo realmente interessante foi aprender sobre expressoes genetica (genes do nosso DNA) e como elas são alterdas a estimulos como a presença de drogas, produzindo ou inibindo a produção de RNA's.\n",
        "\n",
        "Voltando ao desafio 1, durante a minha análise de uma droga expecífica, visualizei essa alteração, como demonstrado abaixo:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "sDbLBUYnHmkk",
        "outputId": "6e0c1fb1-9f96-48f8-c5bf-5f9f7c1d2eeb"
      },
      "source": [
        "dados[['tratamento', 'dose', 'tempo', 'g0', 'droga']\n",
        "      ].query('droga == \"b68db1d53\"'\n",
        "      ).sort_values(by=['dose', 'tempo'])"
      ],
      "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>tratamento</th>\n",
              "      <th>dose</th>\n",
              "      <th>tempo</th>\n",
              "      <th>g0</th>\n",
              "      <th>droga</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>24</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13774</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>48</td>\n",
              "      <td>-0.6157</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22507</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D1</td>\n",
              "      <td>72</td>\n",
              "      <td>-0.1142</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20190</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>24</td>\n",
              "      <td>-0.3573</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6175</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>48</td>\n",
              "      <td>-0.6376</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14257</th>\n",
              "      <td>com_droga</td>\n",
              "      <td>D2</td>\n",
              "      <td>72</td>\n",
              "      <td>0.0954</td>\n",
              "      <td>b68db1d53</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      tratamento dose  tempo      g0      droga\n",
              "0      com_droga   D1     24  1.0620  b68db1d53\n",
              "13774  com_droga   D1     48 -0.6157  b68db1d53\n",
              "22507  com_droga   D1     72 -0.1142  b68db1d53\n",
              "20190  com_droga   D2     24 -0.3573  b68db1d53\n",
              "6175   com_droga   D2     48 -0.6376  b68db1d53\n",
              "14257  com_droga   D2     72  0.0954  b68db1d53"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GDtm_IFtHuVo"
      },
      "source": [
        "O que pode se observar é que quanto mais tempo se realiza o experimento menor é a expressão, mas é o inverso quando na segunda dose, quando mais tempo com a segunda dose, a expressão genetica do gene aumenta.\n",
        "\n",
        "É nescessario mais estudo para entender os dados e o tema em questão para  mais análises."
      ]
    }
  ]
}