Imersão_Dados_3_0_Alura_Aula_01.ipynb

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      "name": "Imersão Dados 3.0 - Alura - Aula_01.ipynb",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "<a href=\"https://colab.research.google.com/github/LuizJoca/Imers-o-Dados-Alura/blob/main/Imers%C3%A3o_Dados_3_0_Alura_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",
        "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",
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          "base_uri": "https://localhost:8080/"
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        "outputId": "6cd1c07c-dd7d-4128-e746-1572964efeed"
      },
      "source": [
        "10 + 10"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "20"
            ]
          },
          "metadata": {
            "tags": []
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          "execution_count": 1
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    {
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          "height": 0
        },
        "outputId": "96e9ad28-eaa3-4628-88c5-b18a9ef2bc4f"
      },
      "source": [
        "'Thiago'"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Thiago'"
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          },
          "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/",
          "height": 419
        },
        "id": "n4nsCvloshsm",
        "outputId": "f9c411f1-4fe0-4c87-c713-19b46fad4e3f"
      },
      "source": [
        "import pandas as pd\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": 3,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <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/",
          "height": 243
        },
        "id": "ongQ8MkFsnWY",
        "outputId": "67a51f01-4746-483c-ba68-431b767011b0"
      },
      "source": [
        "dados.head()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<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",
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              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
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              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
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              "      <th>g-15</th>\n",
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              "      <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": "35562b67-cb69-4e25-dd51-c4d4291c1fd8"
      },
      "source": [
        "dados.shape"
      ],
      "execution_count": 5,
      "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": "f60927ca-7d3a-4257-c9d4-cba0e053eac2"
      },
      "source": [
        "dados['tratamento']"
      ],
      "execution_count": 6,
      "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": "db24a267-06d0-4e13-dd85-6f1ea893e37a"
      },
      "source": [
        "dados['tratamento'].unique()"
      ],
      "execution_count": 7,
      "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": "985bd69a-df6e-46c6-a1eb-b444aef7ce14"
      },
      "source": [
        "dados['tempo'].unique()"
      ],
      "execution_count": 8,
      "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": "d1c3701f-2b6d-4aa4-913e-74d4383876b2"
      },
      "source": [
        "dados['dose'].unique()"
      ],
      "execution_count": 9,
      "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": "02e68334-c1dc-4664-c6fd-e87a9d30551c"
      },
      "source": [
        "dados['droga'].unique()"
      ],
      "execution_count": 10,
      "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": "3bb17455-d7d0-4bd0-cb2b-57690ab16e7e"
      },
      "source": [
        "dados['g-0'].unique()"
      ],
      "execution_count": 11,
      "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": "57209a82-90ea-4979-8158-121a46d0866a"
      },
      "source": [
        "dados['tratamento'].value_counts()"
      ],
      "execution_count": 12,
      "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": "d033317e-77ff-4bf5-8048-31aaa34c3690"
      },
      "source": [
        "dados['dose'].value_counts()"
      ],
      "execution_count": 13,
      "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": "9f59f4cc-4c68-4ada-f97d-a998fd37eb67"
      },
      "source": [
        "dados['tratamento'].value_counts(normalize = True)"
      ],
      "execution_count": 14,
      "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": "cPN6-QYIMBwO",
        "outputId": "5d9554d7-0d05-478a-db36-144296ff2f62"
      },
      "source": [
        "dados['dose'].value_counts()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "D1    12147\n",
              "D2    11667\n",
              "Name: dose, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wrLfRXx65NPP",
        "outputId": "ca4bd007-593c-49ba-9c05-97aa2aa9bdc4"
      },
      "source": [
        "dados['dose'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "D1    51.007811\n",
              "D2    48.992189\n",
              "Name: dose, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "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/",
          "height": 266
        },
        "id": "LYiMo76m5bnS",
        "outputId": "1b74cad9-acc6-47db-e15f-c4ce322781f5"
      },
      "source": [
        "dados['tratamento'].value_counts().plot.pie()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fc892cb3c90>"
            ]
          },
          "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": "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/",
          "height": 266
        },
        "id": "qmBQF9kx5uIc",
        "outputId": "f23cf710-7aca-4863-cf91-8ce244926a95"
      },
      "source": [
        "dados['tempo'].value_counts().plot.pie()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fc88cb47c90>"
            ]
          },
          "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": "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/",
          "height": 286
        },
        "id": "TJ0MjBYZ6LOI",
        "outputId": "9306648e-589e-4a3f-f8bc-1c0642d2caa9"
      },
      "source": [
        "dados['tempo'].value_counts().plot.bar()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fc88c814b50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "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": "PubwFGotOdZ9",
        "outputId": "24802f3e-efc6-4451-ae00-3c4450f63010"
      },
      "source": [
        "dados['g-0'] > 0"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0         True\n",
              "1         True\n",
              "2         True\n",
              "3        False\n",
              "4        False\n",
              "         ...  \n",
              "23809     True\n",
              "23810    False\n",
              "23811     True\n",
              "23812     True\n",
              "23813    False\n",
              "Name: g-0, Length: 23814, dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 243
        },
        "id": "_igXHK3A8wQr",
        "outputId": "927f80da-dc2a-482a-fbdb-90cee698cba6"
      },
      "source": [
        "dados_filtrados = dados[dados['g-0'] > 0]\n",
        "dados_filtrados.head()"
      ],
      "execution_count": 21,
      "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": 21
        }
      ]
    },
    {
      "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/",
          "height": 419
        },
        "id": "hB3O-zZW9ZYw",
        "outputId": "13360381-008e-4c10-85e3-f3cf804c295c"
      },
      "source": [
        "dados"
      ],
      "execution_count": 22,
      "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": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aanuBA3AXWeV"
      },
      "source": [
        "# **Desafios**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "6N2MYIacXcVn",
        "outputId": "cb1f68f1-7270-4315-edc9-e1366be45a1a"
      },
      "source": [
        "dados"
      ],
      "execution_count": 23,
      "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",
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              "      <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",
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              "      <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",
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              "      <td>-1.2030</td>\n",
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              "      <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",
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              "      <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": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CF_38ybAC9qj"
      },
      "source": [
        "## **Desafio 01: Investigar por que a classe tratamento é tão desbalanceada?**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 184
        },
        "id": "TjgYugKxttG0",
        "outputId": "268de46b-4761-409e-df86-df33b9738a21"
      },
      "source": [
        "freq_drugs_tratamento = pd.crosstab(dados.tratamento, dados.droga)\n",
        "freq_drugs_tratamento"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2 rows × 3289 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "droga         00199ff52  00251fc41  00321ea80  ...  ffe357f8f  ffed8e1c9  fff7d208d\n",
              "tratamento                                     ...                                 \n",
              "com_controle          0          0          0  ...          0          0          0\n",
              "com_droga             6          6         12  ...          1          6          6\n",
              "\n",
              "[2 rows x 3289 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 135
        },
        "id": "5wPPLdcZu29M",
        "outputId": "fbce59d1-d7b1-4568-843a-27a8dea35458"
      },
      "source": [
        "freq_drugs_dose = pd.crosstab(dados.tratamento, dados.dose)\n",
        "freq_drugs_dose"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>951</td>\n",
              "      <td>915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>com_droga</th>\n",
              "      <td>11196</td>\n",
              "      <td>10752</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "dose             D1     D2\n",
              "tratamento                \n",
              "com_controle    951    915\n",
              "com_droga     11196  10752"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 135
        },
        "id": "VN08sIzTvM94",
        "outputId": "860e467e-9a07-41b5-ceb5-062cce527107"
      },
      "source": [
        "freq_drugs_tempo = pd.crosstab(dados.tratamento, dados.tempo)\n",
        "freq_drugs_tempo"
      ],
      "execution_count": 50,
      "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>tempo</th>\n",
              "      <th>24</th>\n",
              "      <th>48</th>\n",
              "      <th>72</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tratamento</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>com_controle</th>\n",
              "      <td>606</td>\n",
              "      <td>648</td>\n",
              "      <td>612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>com_droga</th>\n",
              "      <td>7166</td>\n",
              "      <td>7602</td>\n",
              "      <td>7180</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tempo           24    48    72\n",
              "tratamento                    \n",
              "com_controle   606   648   612\n",
              "com_droga     7166  7602  7180"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DJtdZRhLtAr7"
      },
      "source": [
        "<p>O desbalancemaneto entre as classes ocorre visto que nem todos os experimentos realizados utilizando de drogas, tiveram associados a esses um ensaio controle. Junto a isso como observado no Desafio 04, existem 3288 tipo de drogas testados, ao passo que existem apenas 1 substância controle testada 1866.</p>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ehUgk6I0DnEz"
      },
      "source": [
        "## **Desafio 02: Plotar as 5 últimas linhas da tabela**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vNHpC0s6Fxfl"
      },
      "source": [
        "<font size = 4>Dentro da documentação da bibliteca df.head() é possível encontrar a função inversa df.tail() definida como:</font>\n",
        "\n",
        "<p>'Retorna às últimas <em>n<em> linhas do objeto'</p>\n",
        "\n",
        "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.tail.html#pandas.DataFrame.tail"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 243
        },
        "id": "HaH6H5fpEm_z",
        "outputId": "a2871195-ae40-42e8-f1af-d9a75a1c73d3"
      },
      "source": [
        "dados.tail()"
      ],
      "execution_count": 24,
      "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>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  ...    c-96    c-97    c-98    c-99\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xBYjZGYVDmwg"
      },
      "source": [
        "## **Desafio 03: Proporção das classes tratamento**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eztAloFOHpLM",
        "outputId": "fc15eabb-97cf-4263-aca1-3607751e9bda"
      },
      "source": [
        "dados['tratamento'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       92.164273\n",
              "com_controle     7.835727\n",
              "Name: tratamento, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XVbnUqEcH2jQ",
        "outputId": "3dda0a03-984d-4bda-ae40-407ad68abd0e"
      },
      "source": [
        "dados['tempo'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "48    34.643487\n",
              "72    32.720249\n",
              "24    32.636264\n",
              "Name: tempo, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BKNIAIdSH2I8",
        "outputId": "903c671b-d396-4230-8dd0-baa9bbd0ebfa"
      },
      "source": [
        "dados['dose'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "D1    51.007811\n",
              "D2    48.992189\n",
              "Name: dose, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oYKrvWy0H17r",
        "outputId": "443ffed9-a8da-43be-f14b-96feafcba7c7"
      },
      "source": [
        "dados['droga'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cacb2b860    7.835727\n",
              "87d714366    3.015033\n",
              "9f80f3f77    1.033006\n",
              "8b87a7a83    0.852440\n",
              "5628cb3ee    0.848241\n",
              "               ...   \n",
              "125db1da8    0.004199\n",
              "d778ccd51    0.004199\n",
              "263b9a195    0.004199\n",
              "ed64cad3a    0.004199\n",
              "758c4ac3d    0.004199\n",
              "Name: droga, Length: 3289, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AOP2KOTSDmcs"
      },
      "source": [
        "## **Desafio 04: Quantas tipos de drogas foram investigados**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dsQo6NYxI6Oz",
        "outputId": "e7f99d87-1fcd-44fe-fea3-21da7423a266"
      },
      "source": [
        "dados['droga'].value_counts(normalize = True) * 100"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cacb2b860    7.835727\n",
              "87d714366    3.015033\n",
              "9f80f3f77    1.033006\n",
              "8b87a7a83    0.852440\n",
              "5628cb3ee    0.848241\n",
              "               ...   \n",
              "125db1da8    0.004199\n",
              "d778ccd51    0.004199\n",
              "263b9a195    0.004199\n",
              "ed64cad3a    0.004199\n",
              "758c4ac3d    0.004199\n",
              "Name: droga, Length: 3289, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aeaSZm9CJSBj"
      },
      "source": [
        "<p>A partir do dado acima já é possível observar que foram analisadas 3289 drogas, visto o valor expresso em <em>Length</em>. Porém precisamos lembrar que temos ainda a(s) substância(s) controle. Por isso precisamos descobrir sua quantidade para subtrair da quantidade de drogas analisadas:</p> "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "2e1F_TACW671",
        "outputId": "9188f666-bb4c-46f7-b290-98c8b3996b2b"
      },
      "source": [
        "tipos_droga = pd.crosstab(dados.droga, dados.tratamento)\n",
        "tipos_droga"
      ],
      "execution_count": 30,
      "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>tratamento</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>droga</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>00199ff52</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>00251fc41</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>00321ea80</th>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0034c0847</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0060e686f</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ff9565933</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ffd66e220</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ffe357f8f</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ffed8e1c9</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fff7d208d</th>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3289 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "tratamento  com_controle  com_droga\n",
              "droga                              \n",
              "00199ff52              0          6\n",
              "00251fc41              0          6\n",
              "00321ea80              0         12\n",
              "0034c0847              0          6\n",
              "0060e686f              0          6\n",
              "...                  ...        ...\n",
              "ff9565933              0          6\n",
              "ffd66e220              0          6\n",
              "ffe357f8f              0          1\n",
              "ffed8e1c9              0          6\n",
              "fff7d208d              0          6\n",
              "\n",
              "[3289 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 106
        },
        "id": "wEc10Sw7XZUt",
        "outputId": "4f742d7d-586e-4375-cdce-0180090d95f4"
      },
      "source": [
        "tipos_droga.query('com_controle != 0')"
      ],
      "execution_count": 31,
      "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>tratamento</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>droga</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>cacb2b860</th>\n",
              "      <td>1866</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tratamento  com_controle  com_droga\n",
              "droga                              \n",
              "cacb2b860           1866          0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6ut4pp7TcJ9j"
      },
      "source": [
        "Substância controle identificada como **cacb2b860** é a única na lista quantificada na Series 'com_controle'. Sendo assim foram análisadas 3288, fora a substância controle."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jLWnWyv4Dl09"
      },
      "source": [
        "## **Desafio 06: Renomear as colunas tirando o hífen**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SUU0YVPvQV3B"
      },
      "source": [
        "dados.columns = [coluna.replace('-', '_') for coluna in dados.columns]"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j-gUW0dtWZW1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "outputId": "d7b270c0-2d45-4b75-c773-3e99302c5afe"
      },
      "source": [
        "dados"
      ],
      "execution_count": 33,
      "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": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ugzwcWE3DmKx"
      },
      "source": [
        "## **Desafio 05: Procurar na documentação o método query(pandas)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "CrI2Lk86eCKJ",
        "outputId": "2cbddbf3-7715-4acd-cb15-a2d9f33dd13d"
      },
      "source": [
        "dados.head()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
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              "      <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",
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              "      <th>c_62</th>\n",
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              "      <th>c_70</th>\n",
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              "      <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",
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              "      <th>c_92</th>\n",
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              "      <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": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "9fQEazUDPSZb",
        "outputId": "0441b5ac-28c8-4875-c1aa-0b9ee8147753"
      },
      "source": [
        "dados.query('g_0 > 0')"
      ],
      "execution_count": 35,
      "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",
              "    <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  ...    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",
              "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": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dY9VIsxUDlaD"
      },
      "source": [
        "## **Desafio 07: Deixar os gráficos bonitões. (Matplotlib.pyplot)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rzIhVoTdZaPz"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hWKBuusredDp"
      },
      "source": [
        "import matplotlib as mpl\n",
        "from matplotlib import pyplot as plt"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5umVs3X8fOXM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "outputId": "ca052080-845c-457a-eabb-c68c57a4d6b8"
      },
      "source": [
        "labels = dados['tratamento'].unique()\n",
        "colors = ['gold', 'lightcoral']\n",
        "explode = (0.1, 0)\n",
        "\n",
        "plt.pie(dados['tratamento'].value_counts(), explode = explode, colors=colors,\n",
        "autopct='%1.1f%%', shadow=True, startangle=140, labels = dados['tratamento'].unique())\n",
        "\n",
        "plt.title('Distribuição de Frequência por Tipo de Tratamento')\n",
        "\n",
        "plt.axis('equal')\n",
        "plt.show()"
      ],
      "execution_count": 56,
      "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": "code",
      "metadata": {
        "id": "dLs7lVxlfNxl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "outputId": "a741baee-72b1-4a6d-811f-e2b7b33be371"
      },
      "source": [
        "labels = dados['tempo'].unique()\n",
        "colors = ['gold', 'lightcoral', 'lightskyblue']\n",
        "explode = (0.1, 0, 0)\n",
        "\n",
        "plt.pie(dados['tempo'].value_counts(), explode = explode, colors=colors,\n",
        "autopct='%1.1f%%', shadow=True, startangle=140, labels = labels)\n",
        "\n",
        "plt.title('Distribuição de Frequência por Tempo de Exposição ao Tratamento')\n",
        "\n",
        "plt.axis('equal')\n",
        "plt.show()"
      ],
      "execution_count": 60,
      "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": "code",
      "metadata": {
        "id": "BOfkcqDZfNoy"
      },
      "source": [
        "index = ['24', '48', '72']\n",
        "values = dados['tempo'].value_counts()\n",
        "plot_title = 'Distribuição de Frequência por Tempo de Exposição ao Tratamento'\n",
        "title_size = 18\n",
        "x_label = 'Frequência de Tempo de Exposição (horas)'\n",
        "filename = 'barh-plot'"
      ],
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 460
        },
        "id": "8FpOh9PPXv-n",
        "outputId": "cd260a43-0025-4c88-cb56-62f746297ebe"
      },
      "source": [
        "fig, ax = plt.subplots(figsize=(10, 6), facecolor=(.94, .94, .94))\n",
        "mpl.pyplot.viridis()\n",
        "\n",
        "bar = ax.barh(index, values)\n",
        "plt.tight_layout()\n",
        "ax.xaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n",
        "\n",
        "title = plt.title(plot_title, pad = 20, fontsize = title_size)\n",
        "title.set_position([.33, 1])\n",
        "plt.subplots_adjust(top = 0.9, bottom = 0.1)\n",
        "\n",
        "ax.grid(zorder=0)\n",
        "\n",
        "def gradientbars(bars):\n",
        "  grad = np.atleast_2d(np.linspace(0,1,256))\n",
        "  ax = bars[0].axes\n",
        "  lim = ax.get_xlim()+ax.get_ylim()\n",
        "  for bar in bars:\n",
        "    bar.set_zorder(1)\n",
        "    bar.set_facecolor('none')\n",
        "    x, y = bar.get_xy()\n",
        "    w, h = bar.get_width(), bar.get_height()\n",
        "    ax.imshow(grad, extent = [x+w, x, y, y+h], aspect = 'auto', zorder=2)\n",
        "  ax.axis(lim)\n",
        "gradientbars(bar)\n",
        "\n",
        "rects = ax.patches\n",
        "for rect in rects:\n",
        "  x_value = rect.get_width()\n",
        "  y_value = rect.get_y() + rect.get_height() / 2\n",
        "\n",
        "  space = -50\n",
        "\n",
        "  ha = 'left'\n",
        "\n",
        "  if x_value < 0:\n",
        "    space *= -1\n",
        "    ha = 'right'\n",
        "\n",
        "  label = '{:,.0f}'.format(x_value)\n",
        "\n",
        "  plt.annotate(\n",
        "    label,\n",
        "    (x_value, y_value),\n",
        "    xytext = (space, 0),\n",
        "    textcoords = 'offset points',\n",
        "    va = 'center',\n",
        "    ha = ha,\n",
        "    color = 'white')\n",
        "\n",
        "ax.set_xlabel(x_label, color = '#525252')\n",
        "\n",
        "bar"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<BarContainer object of 3 artists>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QbwApysGDkzQ"
      },
      "source": [
        "## **Desafio 08: Resumo do que você aprendeu com os dados**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5o6UdPses-vX"
      },
      "source": [
        "Nessa anaálise inicial dos dados foi possível interpretar:\n",
        "\n",
        "*   Que os dados controle representam menos de 10% dos ensaios totais\n",
        "*   Apenas uma substância foi utilizada como substância controle (7% das substâncias totais)\n",
        "*   A distribuição entre doses e tempo de exposição aos tratamentos foi feita em números quase equivalentes para todas as opções.\n",
        "*   A análise dos efeitos de cada droga sobre os genes precisa ainda ser melhor especifícado.\n",
        "\n",
        "\n"
      ]
    }
  ]
}