Imersão_de_Dados_01.ipynb

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  "metadata": {
    "colab": {
      "name": "Imersão de Dados 01",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyN7GvtAmfPg3ZGCc5tWe9rY",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Pedr0Rodrigues/Imersao_Alura/blob/main/Imers%C3%A3o_de_Dados_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": "OQdrRx-L54a-"
      },
      "source": [
        "Segue o notebook com as atividades desenvolvidas durante a primeira \n",
        "aula da imersão de dados da Alura. Este possui as informações relativas à aula 01, de 03 de maio de 2021, \"1 Análise de dados, python, pandas e novos fármacos\" disponível em https://youtu.be/xGT2cuu5RPg.\n",
        "\n",
        "---\n",
        "#####Autor: Pedro Rodrigues\n",
        "#####Github: https://github.com/Pedr0Rodrigues\n",
        "#####LinkedIn: www.linkedin.com/in/rodriguespedro1\n",
        "#####Data de Criação: 04 de maio de 2021.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rm-syrih5yij"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "urlDados = 'https://github.com/alura-cursos/imersaodados3/blob/main/dados/dados_experimentos.zip?raw=true'\n",
        "#Atenção que este arquivo fornecido é um arquivo zip\n",
        "dados = pd.read_csv(urlDados, compression = 'zip')"
      ],
      "execution_count": 117,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "A1zb9m7q61dJ",
        "outputId": "7601a4f1-0384-4a44-a491-eb09167c7776"
      },
      "source": [
        "#Imprimir os dados na tela\n",
        "dados"
      ],
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>2</th>\n",
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              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
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              "      <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": 118
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OvsszQur8Oq8"
      },
      "source": [
        "Cada uma das linhas representa um experimento, especificamente uma cultura de célula. O tratamento possui duas possibilidades: com uso da droga e com uso do mecanismo de controle."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y1If7Fur8jNX",
        "outputId": "26d8cf3f-1ef9-434b-e96e-2870fb0076c8"
      },
      "source": [
        "#Informações Genéricas\n",
        "dados.shape\n",
        "#Gerando prints separados apenas para visualização\n",
        "a01 = dados['tratamento'].unique()\n",
        "a02 = dados['tempo'].unique()\n",
        "a03 = dados['dose'].unique()\n",
        "a04 = dados['droga'].unique()\n",
        "print (a01)\n",
        "print (a02)\n",
        "print (a03)\n",
        "print (a04)"
      ],
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['com_droga' 'com_controle']\n",
            "[24 72 48]\n",
            "['D1' 'D2']\n",
            "['b68db1d53' 'df89a8e5a' '18bb41b2c' ... '573c787a2' 'b2fe3eca7'\n",
            " 'dd4a96d16']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "IHy2x0iv8uQ2",
        "outputId": "05b40aef-df2b-4dd3-8887-1cd8395e2ded"
      },
      "source": [
        "dados.head()"
      ],
      "execution_count": 120,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             id tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "0  id_000644bb2  com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1  id_000779bfc  com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2  id_000a6266a  com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3  id_0015fd391  com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4  id_001626bd3  com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 120
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "u5IPM53m-ABD",
        "outputId": "db020847-9c96-4866-f56e-da4359be8992"
      },
      "source": [
        "dados.tail()"
      ],
      "execution_count": 121,
      "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": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hYLcpTjV-BK-",
        "outputId": "bbe1a0e5-2ccc-49d6-f5b3-53e84f8931c1"
      },
      "source": [
        "dados['tratamento'].value_counts()"
      ],
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       21948\n",
              "com_controle     1866\n",
              "Name: tratamento, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "RBu6duluDH7i",
        "outputId": "368b3ca5-fd34-4b21-fd51-74412d660015"
      },
      "source": [
        "dados['tratamento'].value_counts().plot.pie()\n"
      ],
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fddf54d1510>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 123
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 339
        },
        "id": "YMj73dpbDV23",
        "outputId": "9a62356a-57c9-48df-977b-393f5698a43d"
      },
      "source": [
        "dados['tratamento'].value_counts().plot.bar()\n"
      ],
      "execution_count": 124,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fddf57ccd10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 124
        },
        {
          "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": "28SZ4Jax-ZP8"
      },
      "source": [
        "###Desafio 01: Investique porque a classe tratamento tratamento é tão desbalanceada."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vj3RPjinTaTO",
        "outputId": "6ff30c7c-595d-4fd4-bf72-c2d224d1b574"
      },
      "source": [
        "#Primeiramente entender o que é o \"tratamento\".\n",
        "dados['tratamento']"
      ],
      "execution_count": 125,
      "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": 125
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zpO9F7K9TpG_",
        "outputId": "4f564195-0abd-4f57-8d42-258728215dca"
      },
      "source": [
        "#Então compreender quais os possíveis valores em tratamento\n",
        "dados['tratamento'].unique()\n"
      ],
      "execution_count": 126,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['com_droga', 'com_controle'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 126
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xCwPFQ4KT08H",
        "outputId": "a3276196-d0ce-4d8f-8393-41f8211f536f"
      },
      "source": [
        "#Dando mais um pequeno passo na direção desejada, entender melhor essa distribuição\n",
        "dados['tratamento'].value_counts()"
      ],
      "execution_count": 127,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "com_droga       21948\n",
              "com_controle     1866\n",
              "Name: tratamento, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 127
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_hH2GLXsOBOC",
        "outputId": "73729dc8-0fc8-4db8-da73-b40f5071a396"
      },
      "source": [
        "#Entender a distribuição dos tratamentos com droga e com controle de forma normalizada\n",
        "dados['tratamento'].value_counts(normalize = True)\n"
      ],
      "execution_count": 128,
      "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": 128
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "k2XmFP7VUY1u",
        "outputId": "26c0e5c9-1dda-49ac-adf1-863286d8cadb"
      },
      "source": [
        "#Afim de uma visualização mais amigável, um gráfico de pizza é interessante para entender a discrepância entre os tratamentos.\n",
        "dados['tratamento'].value_counts().plot.pie()\n"
      ],
      "execution_count": 129,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fddf5780710>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 129
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HxG9b8iQUsK9",
        "outputId": "be6bd884-735c-40e6-f5b5-0d5104392342"
      },
      "source": [
        "#Partindo disso, visualizando as drogas analisadas no estudo.\n",
        "dados['droga'].value_counts()\n"
      ],
      "execution_count": 130,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cacb2b860    1866\n",
              "87d714366     718\n",
              "9f80f3f77     246\n",
              "8b87a7a83     203\n",
              "5628cb3ee     202\n",
              "             ... \n",
              "37a8319f4       1\n",
              "e3e768009       1\n",
              "a1a9a44dd       1\n",
              "6ec93d617       1\n",
              "eff33f208       1\n",
              "Name: droga, Length: 3289, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 130
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "ebotAq5wbYPp",
        "outputId": "81912152-2a96-493f-cefc-207e410ba37e"
      },
      "source": [
        "#Visualizando os dados que estão com controle afim de entender melhor os dados.\n",
        "dados[dados['tratamento']=='com_controle']"
      ],
      "execution_count": 131,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>id_0054388ec</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6696</td>\n",
              "      <td>-0.2718</td>\n",
              "      <td>-1.2230</td>\n",
              "      <td>-0.6226</td>\n",
              "      <td>-0.7220</td>\n",
              "      <td>0.1588</td>\n",
              "      <td>0.7785</td>\n",
              "      <td>0.7062</td>\n",
              "      <td>-0.7951</td>\n",
              "      <td>1.3770</td>\n",
              "      <td>0.2856</td>\n",
              "      <td>-0.8331</td>\n",
              "      <td>0.3879</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>-0.4746</td>\n",
              "      <td>0.0857</td>\n",
              "      <td>-0.2745</td>\n",
              "      <td>-0.1093</td>\n",
              "      <td>0.2603</td>\n",
              "      <td>0.7386</td>\n",
              "      <td>-0.6665</td>\n",
              "      <td>-1.6520</td>\n",
              "      <td>-0.9262</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.6310</td>\n",
              "      <td>-0.2933</td>\n",
              "      <td>0.2043</td>\n",
              "      <td>-2.2070</td>\n",
              "      <td>0.1383</td>\n",
              "      <td>-0.4966</td>\n",
              "      <td>0.6922</td>\n",
              "      <td>-0.4077</td>\n",
              "      <td>0.2303</td>\n",
              "      <td>-0.0456</td>\n",
              "      <td>-0.7447</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6976</td>\n",
              "      <td>-0.0178</td>\n",
              "      <td>0.3768</td>\n",
              "      <td>0.4318</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.3933</td>\n",
              "      <td>-0.3189</td>\n",
              "      <td>0.4128</td>\n",
              "      <td>-0.2116</td>\n",
              "      <td>-1.0410</td>\n",
              "      <td>0.7798</td>\n",
              "      <td>0.1579</td>\n",
              "      <td>1.7250</td>\n",
              "      <td>1.4490</td>\n",
              "      <td>0.9117</td>\n",
              "      <td>-0.0754</td>\n",
              "      <td>-0.8396</td>\n",
              "      <td>0.7640</td>\n",
              "      <td>1.2080</td>\n",
              "      <td>1.1890</td>\n",
              "      <td>0.2114</td>\n",
              "      <td>0.6335</td>\n",
              "      <td>0.3265</td>\n",
              "      <td>-0.1056</td>\n",
              "      <td>0.5478</td>\n",
              "      <td>0.7477</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>0.5035</td>\n",
              "      <td>-0.6591</td>\n",
              "      <td>0.3023</td>\n",
              "      <td>0.6171</td>\n",
              "      <td>0.6405</td>\n",
              "      <td>0.5429</td>\n",
              "      <td>0.3562</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>0.5573</td>\n",
              "      <td>0.8837</td>\n",
              "      <td>0.5534</td>\n",
              "      <td>0.8976</td>\n",
              "      <td>1.0050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>id_0079af0fb</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1636</td>\n",
              "      <td>-1.8230</td>\n",
              "      <td>-0.5211</td>\n",
              "      <td>0.3054</td>\n",
              "      <td>-1.1280</td>\n",
              "      <td>0.6041</td>\n",
              "      <td>0.3856</td>\n",
              "      <td>-0.1670</td>\n",
              "      <td>-0.5400</td>\n",
              "      <td>0.2721</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>0.0761</td>\n",
              "      <td>-0.4054</td>\n",
              "      <td>2.9760</td>\n",
              "      <td>-0.7679</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>0.0752</td>\n",
              "      <td>0.5943</td>\n",
              "      <td>0.4266</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0410</td>\n",
              "      <td>-0.1131</td>\n",
              "      <td>0.6593</td>\n",
              "      <td>-0.6890</td>\n",
              "      <td>0.5115</td>\n",
              "      <td>-0.2512</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>-1.3810</td>\n",
              "      <td>0.1419</td>\n",
              "      <td>-0.0363</td>\n",
              "      <td>0.2559</td>\n",
              "      <td>2.5290</td>\n",
              "      <td>0.2853</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.3626</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.3420</td>\n",
              "      <td>0.2815</td>\n",
              "      <td>-0.7493</td>\n",
              "      <td>-0.2701</td>\n",
              "      <td>0.1205</td>\n",
              "      <td>0.2396</td>\n",
              "      <td>0.3506</td>\n",
              "      <td>-0.9233</td>\n",
              "      <td>0.2490</td>\n",
              "      <td>-0.0824</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>1.1940</td>\n",
              "      <td>-1.1650</td>\n",
              "      <td>-0.4853</td>\n",
              "      <td>1.1080</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>0.7438</td>\n",
              "      <td>0.2050</td>\n",
              "      <td>-0.2761</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>0.3385</td>\n",
              "      <td>-0.3500</td>\n",
              "      <td>-0.0309</td>\n",
              "      <td>-0.0409</td>\n",
              "      <td>-0.0735</td>\n",
              "      <td>0.2732</td>\n",
              "      <td>-1.2100</td>\n",
              "      <td>0.0089</td>\n",
              "      <td>0.0317</td>\n",
              "      <td>0.4721</td>\n",
              "      <td>-0.3880</td>\n",
              "      <td>-0.6828</td>\n",
              "      <td>-0.6594</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.3571</td>\n",
              "      <td>-0.1319</td>\n",
              "      <td>0.2187</td>\n",
              "      <td>0.0737</td>\n",
              "      <td>0.6498</td>\n",
              "      <td>-1.4820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>id_007bfbb91</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-1.3200</td>\n",
              "      <td>-1.7340</td>\n",
              "      <td>-0.0741</td>\n",
              "      <td>1.5440</td>\n",
              "      <td>-1.8290</td>\n",
              "      <td>-0.0951</td>\n",
              "      <td>0.3829</td>\n",
              "      <td>-1.8700</td>\n",
              "      <td>-0.0324</td>\n",
              "      <td>2.7670</td>\n",
              "      <td>-0.0438</td>\n",
              "      <td>-0.0147</td>\n",
              "      <td>0.1276</td>\n",
              "      <td>0.2968</td>\n",
              "      <td>-0.0704</td>\n",
              "      <td>-0.3767</td>\n",
              "      <td>2.5790</td>\n",
              "      <td>0.4069</td>\n",
              "      <td>-0.3868</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>1.8180</td>\n",
              "      <td>-2.9390</td>\n",
              "      <td>-0.1150</td>\n",
              "      <td>-0.8009</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>0.5412</td>\n",
              "      <td>-0.0804</td>\n",
              "      <td>-0.4444</td>\n",
              "      <td>2.9230</td>\n",
              "      <td>2.8270</td>\n",
              "      <td>-0.3437</td>\n",
              "      <td>1.6570</td>\n",
              "      <td>-1.9200</td>\n",
              "      <td>0.3442</td>\n",
              "      <td>1.7160</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4009</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2789</td>\n",
              "      <td>0.4465</td>\n",
              "      <td>0.9492</td>\n",
              "      <td>0.6385</td>\n",
              "      <td>1.5510</td>\n",
              "      <td>-0.1220</td>\n",
              "      <td>0.6688</td>\n",
              "      <td>0.4396</td>\n",
              "      <td>0.6947</td>\n",
              "      <td>0.9761</td>\n",
              "      <td>1.2430</td>\n",
              "      <td>1.4770</td>\n",
              "      <td>-0.0081</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.4420</td>\n",
              "      <td>-0.3482</td>\n",
              "      <td>0.3297</td>\n",
              "      <td>1.2070</td>\n",
              "      <td>0.0524</td>\n",
              "      <td>0.5346</td>\n",
              "      <td>0.7643</td>\n",
              "      <td>0.4067</td>\n",
              "      <td>0.3817</td>\n",
              "      <td>0.4566</td>\n",
              "      <td>0.7736</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.2790</td>\n",
              "      <td>0.9735</td>\n",
              "      <td>0.7412</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>0.7393</td>\n",
              "      <td>1.1020</td>\n",
              "      <td>0.3786</td>\n",
              "      <td>0.2636</td>\n",
              "      <td>-0.5751</td>\n",
              "      <td>0.3362</td>\n",
              "      <td>0.8543</td>\n",
              "      <td>0.9180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>id_008a986b7</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4860</td>\n",
              "      <td>0.1430</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.0022</td>\n",
              "      <td>-0.2334</td>\n",
              "      <td>-0.6607</td>\n",
              "      <td>0.6459</td>\n",
              "      <td>-0.0109</td>\n",
              "      <td>1.0120</td>\n",
              "      <td>-0.0864</td>\n",
              "      <td>-0.3817</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>0.9435</td>\n",
              "      <td>0.6296</td>\n",
              "      <td>0.3864</td>\n",
              "      <td>0.1420</td>\n",
              "      <td>0.9834</td>\n",
              "      <td>0.4189</td>\n",
              "      <td>0.7980</td>\n",
              "      <td>-0.2132</td>\n",
              "      <td>0.7651</td>\n",
              "      <td>-1.2410</td>\n",
              "      <td>0.0747</td>\n",
              "      <td>-1.5750</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.0840</td>\n",
              "      <td>0.6705</td>\n",
              "      <td>-0.7517</td>\n",
              "      <td>-0.2756</td>\n",
              "      <td>-1.0920</td>\n",
              "      <td>-0.8683</td>\n",
              "      <td>0.3021</td>\n",
              "      <td>-0.3164</td>\n",
              "      <td>-0.2074</td>\n",
              "      <td>0.4587</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2189</td>\n",
              "      <td>-0.5262</td>\n",
              "      <td>-0.2982</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>-1.0040</td>\n",
              "      <td>-0.6726</td>\n",
              "      <td>-0.0321</td>\n",
              "      <td>-0.5398</td>\n",
              "      <td>-0.7518</td>\n",
              "      <td>0.0370</td>\n",
              "      <td>0.7213</td>\n",
              "      <td>-0.3466</td>\n",
              "      <td>0.2354</td>\n",
              "      <td>-0.4432</td>\n",
              "      <td>-0.1020</td>\n",
              "      <td>-0.9391</td>\n",
              "      <td>-1.1970</td>\n",
              "      <td>0.1365</td>\n",
              "      <td>-0.9264</td>\n",
              "      <td>0.5828</td>\n",
              "      <td>-0.7379</td>\n",
              "      <td>-0.4354</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>-0.3771</td>\n",
              "      <td>-0.6525</td>\n",
              "      <td>-0.4169</td>\n",
              "      <td>-1.0640</td>\n",
              "      <td>-0.3331</td>\n",
              "      <td>-0.5761</td>\n",
              "      <td>-0.3085</td>\n",
              "      <td>-0.1866</td>\n",
              "      <td>0.7629</td>\n",
              "      <td>0.3288</td>\n",
              "      <td>-0.9915</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.4979</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.9245</td>\n",
              "      <td>-0.9367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>id_009d8340f</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4471</td>\n",
              "      <td>-0.0839</td>\n",
              "      <td>-0.3864</td>\n",
              "      <td>0.3196</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>-0.3156</td>\n",
              "      <td>-0.1187</td>\n",
              "      <td>1.1610</td>\n",
              "      <td>0.5838</td>\n",
              "      <td>-0.2996</td>\n",
              "      <td>-0.3995</td>\n",
              "      <td>1.0700</td>\n",
              "      <td>0.2969</td>\n",
              "      <td>-0.2785</td>\n",
              "      <td>0.9678</td>\n",
              "      <td>-0.1409</td>\n",
              "      <td>1.0850</td>\n",
              "      <td>-0.0656</td>\n",
              "      <td>-0.6502</td>\n",
              "      <td>0.3527</td>\n",
              "      <td>0.1998</td>\n",
              "      <td>0.0975</td>\n",
              "      <td>0.0563</td>\n",
              "      <td>-0.3578</td>\n",
              "      <td>-0.0657</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.6573</td>\n",
              "      <td>-0.5355</td>\n",
              "      <td>1.2380</td>\n",
              "      <td>-0.4994</td>\n",
              "      <td>-0.8140</td>\n",
              "      <td>0.2567</td>\n",
              "      <td>-0.8155</td>\n",
              "      <td>1.1180</td>\n",
              "      <td>-0.2501</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.5214</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>-0.5903</td>\n",
              "      <td>0.1332</td>\n",
              "      <td>-0.3517</td>\n",
              "      <td>-0.3276</td>\n",
              "      <td>-0.4955</td>\n",
              "      <td>0.1359</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>0.5725</td>\n",
              "      <td>-0.1126</td>\n",
              "      <td>-0.0874</td>\n",
              "      <td>1.2220</td>\n",
              "      <td>-0.0641</td>\n",
              "      <td>0.0246</td>\n",
              "      <td>-0.5659</td>\n",
              "      <td>-0.7402</td>\n",
              "      <td>1.1170</td>\n",
              "      <td>-0.0612</td>\n",
              "      <td>-1.3040</td>\n",
              "      <td>-0.4025</td>\n",
              "      <td>0.3760</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>0.8064</td>\n",
              "      <td>-0.0170</td>\n",
              "      <td>0.3092</td>\n",
              "      <td>0.2671</td>\n",
              "      <td>0.3311</td>\n",
              "      <td>-0.4572</td>\n",
              "      <td>0.4795</td>\n",
              "      <td>0.3939</td>\n",
              "      <td>0.7665</td>\n",
              "      <td>0.7932</td>\n",
              "      <td>-0.6804</td>\n",
              "      <td>-0.0435</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>0.2000</td>\n",
              "      <td>-0.4326</td>\n",
              "      <td>0.9364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23729</th>\n",
              "      <td>id_ff1f9e5fc</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.0465</td>\n",
              "      <td>0.6430</td>\n",
              "      <td>-0.2453</td>\n",
              "      <td>0.3521</td>\n",
              "      <td>0.6195</td>\n",
              "      <td>-0.6659</td>\n",
              "      <td>0.8263</td>\n",
              "      <td>0.5933</td>\n",
              "      <td>0.1388</td>\n",
              "      <td>-0.2246</td>\n",
              "      <td>-0.6127</td>\n",
              "      <td>-0.1687</td>\n",
              "      <td>1.5170</td>\n",
              "      <td>0.6243</td>\n",
              "      <td>-0.8399</td>\n",
              "      <td>-0.1881</td>\n",
              "      <td>-0.1583</td>\n",
              "      <td>0.0622</td>\n",
              "      <td>-0.1170</td>\n",
              "      <td>0.7722</td>\n",
              "      <td>0.0063</td>\n",
              "      <td>0.7347</td>\n",
              "      <td>-0.4820</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0938</td>\n",
              "      <td>-0.6062</td>\n",
              "      <td>0.6108</td>\n",
              "      <td>-0.4900</td>\n",
              "      <td>0.1075</td>\n",
              "      <td>0.3029</td>\n",
              "      <td>-0.1369</td>\n",
              "      <td>0.1946</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>1.1030</td>\n",
              "      <td>0.3444</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.4342</td>\n",
              "      <td>0.0541</td>\n",
              "      <td>0.9346</td>\n",
              "      <td>0.7595</td>\n",
              "      <td>-0.0139</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.7176</td>\n",
              "      <td>0.8572</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.2060</td>\n",
              "      <td>0.9029</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.0802</td>\n",
              "      <td>0.0686</td>\n",
              "      <td>-0.3934</td>\n",
              "      <td>0.2344</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.0144</td>\n",
              "      <td>-1.0080</td>\n",
              "      <td>0.8748</td>\n",
              "      <td>1.2900</td>\n",
              "      <td>0.5188</td>\n",
              "      <td>0.5824</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>0.7578</td>\n",
              "      <td>1.1910</td>\n",
              "      <td>-0.3264</td>\n",
              "      <td>0.6882</td>\n",
              "      <td>0.7486</td>\n",
              "      <td>0.6438</td>\n",
              "      <td>0.6085</td>\n",
              "      <td>0.1621</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>0.8314</td>\n",
              "      <td>-0.1891</td>\n",
              "      <td>-0.0074</td>\n",
              "      <td>0.2131</td>\n",
              "      <td>-0.1419</td>\n",
              "      <td>-0.2422</td>\n",
              "      <td>0.0457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23747</th>\n",
              "      <td>id_ff469c482</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6204</td>\n",
              "      <td>-1.3800</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>-0.6573</td>\n",
              "      <td>-0.8408</td>\n",
              "      <td>-0.2447</td>\n",
              "      <td>1.3490</td>\n",
              "      <td>-0.5155</td>\n",
              "      <td>1.2610</td>\n",
              "      <td>-0.1790</td>\n",
              "      <td>-0.7182</td>\n",
              "      <td>-0.7885</td>\n",
              "      <td>0.3022</td>\n",
              "      <td>2.0140</td>\n",
              "      <td>0.1667</td>\n",
              "      <td>-0.7325</td>\n",
              "      <td>-0.1553</td>\n",
              "      <td>0.8400</td>\n",
              "      <td>-0.1069</td>\n",
              "      <td>-0.7247</td>\n",
              "      <td>1.3430</td>\n",
              "      <td>1.5010</td>\n",
              "      <td>-1.3370</td>\n",
              "      <td>0.7190</td>\n",
              "      <td>-0.0843</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>-0.9104</td>\n",
              "      <td>1.3990</td>\n",
              "      <td>0.7447</td>\n",
              "      <td>-1.2110</td>\n",
              "      <td>0.6562</td>\n",
              "      <td>0.1265</td>\n",
              "      <td>0.3036</td>\n",
              "      <td>2.2600</td>\n",
              "      <td>-1.3770</td>\n",
              "      <td>...</td>\n",
              "      <td>0.9633</td>\n",
              "      <td>-0.4057</td>\n",
              "      <td>-0.2206</td>\n",
              "      <td>0.5111</td>\n",
              "      <td>-0.8666</td>\n",
              "      <td>0.4692</td>\n",
              "      <td>0.8903</td>\n",
              "      <td>0.6648</td>\n",
              "      <td>0.2922</td>\n",
              "      <td>0.2440</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>1.2420</td>\n",
              "      <td>1.0430</td>\n",
              "      <td>1.4310</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.0320</td>\n",
              "      <td>0.7345</td>\n",
              "      <td>0.8025</td>\n",
              "      <td>0.7174</td>\n",
              "      <td>0.1932</td>\n",
              "      <td>-0.2609</td>\n",
              "      <td>0.3501</td>\n",
              "      <td>0.5916</td>\n",
              "      <td>0.9193</td>\n",
              "      <td>0.1398</td>\n",
              "      <td>0.0243</td>\n",
              "      <td>0.4820</td>\n",
              "      <td>-0.4428</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.4166</td>\n",
              "      <td>0.8209</td>\n",
              "      <td>0.7366</td>\n",
              "      <td>0.5468</td>\n",
              "      <td>1.1450</td>\n",
              "      <td>0.5254</td>\n",
              "      <td>0.6224</td>\n",
              "      <td>-0.9630</td>\n",
              "      <td>0.8872</td>\n",
              "      <td>-0.0742</td>\n",
              "      <td>-0.6777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23768</th>\n",
              "      <td>id_ff89331ca</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.4335</td>\n",
              "      <td>0.3648</td>\n",
              "      <td>-0.0525</td>\n",
              "      <td>-0.3632</td>\n",
              "      <td>-0.3228</td>\n",
              "      <td>-2.3190</td>\n",
              "      <td>-0.5294</td>\n",
              "      <td>0.1878</td>\n",
              "      <td>0.5047</td>\n",
              "      <td>1.3820</td>\n",
              "      <td>0.6107</td>\n",
              "      <td>2.4790</td>\n",
              "      <td>0.4347</td>\n",
              "      <td>0.9422</td>\n",
              "      <td>-0.1042</td>\n",
              "      <td>-0.2611</td>\n",
              "      <td>1.5760</td>\n",
              "      <td>-0.0232</td>\n",
              "      <td>-0.2455</td>\n",
              "      <td>0.8058</td>\n",
              "      <td>-2.4180</td>\n",
              "      <td>-0.5838</td>\n",
              "      <td>-0.1626</td>\n",
              "      <td>-0.8609</td>\n",
              "      <td>-0.2021</td>\n",
              "      <td>0.1494</td>\n",
              "      <td>0.6618</td>\n",
              "      <td>1.3080</td>\n",
              "      <td>-0.7822</td>\n",
              "      <td>0.3923</td>\n",
              "      <td>-0.4608</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>0.3173</td>\n",
              "      <td>0.7622</td>\n",
              "      <td>...</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>-0.1665</td>\n",
              "      <td>-0.0318</td>\n",
              "      <td>0.8694</td>\n",
              "      <td>0.4048</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0164</td>\n",
              "      <td>1.0670</td>\n",
              "      <td>1.5790</td>\n",
              "      <td>0.2428</td>\n",
              "      <td>1.1330</td>\n",
              "      <td>-1.2310</td>\n",
              "      <td>0.3626</td>\n",
              "      <td>-0.4737</td>\n",
              "      <td>0.2937</td>\n",
              "      <td>0.1638</td>\n",
              "      <td>-0.1554</td>\n",
              "      <td>0.9236</td>\n",
              "      <td>0.0937</td>\n",
              "      <td>0.9598</td>\n",
              "      <td>0.4738</td>\n",
              "      <td>-0.2608</td>\n",
              "      <td>0.3577</td>\n",
              "      <td>-1.2040</td>\n",
              "      <td>0.8125</td>\n",
              "      <td>1.4260</td>\n",
              "      <td>0.2223</td>\n",
              "      <td>0.3079</td>\n",
              "      <td>1.1490</td>\n",
              "      <td>1.7320</td>\n",
              "      <td>-0.1219</td>\n",
              "      <td>0.4885</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.9434</td>\n",
              "      <td>-0.4779</td>\n",
              "      <td>0.6951</td>\n",
              "      <td>0.9517</td>\n",
              "      <td>-0.8110</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>-0.3626</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23793</th>\n",
              "      <td>id_ffd26f361</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.6008</td>\n",
              "      <td>0.2781</td>\n",
              "      <td>-0.3319</td>\n",
              "      <td>-0.8782</td>\n",
              "      <td>0.9281</td>\n",
              "      <td>0.7535</td>\n",
              "      <td>0.5971</td>\n",
              "      <td>1.6350</td>\n",
              "      <td>-0.3146</td>\n",
              "      <td>0.4984</td>\n",
              "      <td>-1.1890</td>\n",
              "      <td>0.3772</td>\n",
              "      <td>-0.8196</td>\n",
              "      <td>0.1083</td>\n",
              "      <td>-2.0350</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.7586</td>\n",
              "      <td>-0.4024</td>\n",
              "      <td>-0.0449</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.2358</td>\n",
              "      <td>0.7919</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>0.4232</td>\n",
              "      <td>1.8460</td>\n",
              "      <td>-2.0940</td>\n",
              "      <td>0.1438</td>\n",
              "      <td>-0.6604</td>\n",
              "      <td>0.7243</td>\n",
              "      <td>0.0338</td>\n",
              "      <td>-0.0182</td>\n",
              "      <td>-0.2022</td>\n",
              "      <td>0.8827</td>\n",
              "      <td>0.3147</td>\n",
              "      <td>-0.9263</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1934</td>\n",
              "      <td>1.2240</td>\n",
              "      <td>-0.1178</td>\n",
              "      <td>0.1459</td>\n",
              "      <td>-0.1242</td>\n",
              "      <td>0.3106</td>\n",
              "      <td>-0.7959</td>\n",
              "      <td>0.5681</td>\n",
              "      <td>0.3663</td>\n",
              "      <td>0.4874</td>\n",
              "      <td>-0.0548</td>\n",
              "      <td>0.1810</td>\n",
              "      <td>1.3470</td>\n",
              "      <td>1.6210</td>\n",
              "      <td>-0.8260</td>\n",
              "      <td>0.3377</td>\n",
              "      <td>0.3264</td>\n",
              "      <td>0.9241</td>\n",
              "      <td>0.3012</td>\n",
              "      <td>1.2980</td>\n",
              "      <td>-0.2789</td>\n",
              "      <td>0.7019</td>\n",
              "      <td>-0.3528</td>\n",
              "      <td>0.7383</td>\n",
              "      <td>1.0300</td>\n",
              "      <td>0.6527</td>\n",
              "      <td>1.6750</td>\n",
              "      <td>-0.5046</td>\n",
              "      <td>0.2942</td>\n",
              "      <td>0.2950</td>\n",
              "      <td>1.2470</td>\n",
              "      <td>0.9569</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>-0.4918</td>\n",
              "      <td>0.7863</td>\n",
              "      <td>0.0504</td>\n",
              "      <td>0.8813</td>\n",
              "      <td>0.7757</td>\n",
              "      <td>-0.5272</td>\n",
              "      <td>0.7082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1866 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "25     id_0054388ec  com_controle     48   D1  ...  0.8837  0.5534  0.8976  1.0050\n",
              "38     id_0079af0fb  com_controle     24   D1  ...  0.2187  0.0737  0.6498 -1.4820\n",
              "40     id_007bfbb91  com_controle     24   D2  ... -0.5751  0.3362  0.8543  0.9180\n",
              "47     id_008a986b7  com_controle     48   D2  ... -0.4979  0.5281 -0.9245 -0.9367\n",
              "63     id_009d8340f  com_controle     24   D2  ...  0.0949  0.2000 -0.4326  0.9364\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23729  id_ff1f9e5fc  com_controle     24   D1  ...  0.2131 -0.1419 -0.2422  0.0457\n",
              "23747  id_ff469c482  com_controle     72   D1  ... -0.9630  0.8872 -0.0742 -0.6777\n",
              "23768  id_ff89331ca  com_controle     72   D2  ...  0.9517 -0.8110 -0.1748 -0.3626\n",
              "23793  id_ffd26f361  com_controle     48   D2  ...  0.8813  0.7757 -0.5272  0.7082\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "\n",
              "[1866 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 131
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AFDb80R0O5IT",
        "outputId": "e46d1c2c-5455-4d03-91c1-edcb26290651"
      },
      "source": [
        "#Aparentemente há uma relação entre a droga 'cacb2b860' e o tratamento 'com controle'. Então fazer se há uma igualdade entre a quantidade de ocorrências.\n",
        "dados['droga'].value_counts()['cacb2b860'] == dados['tratamento'].value_counts()['com_controle']\n"
      ],
      "execution_count": 132,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 132
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 456
        },
        "id": "RI4blW_TWulW",
        "outputId": "0e29ffcb-d0cb-4a94-a133-452a1f25d6ef"
      },
      "source": [
        "#Afim de confirmar, mostrar que há igualdade entre os dados de tratamento com controle e da droga 'cacb2b860'.\n",
        "dados[dados['tratamento']=='com_controle'] == dados[dados['droga']=='cacb2b860']\n"
      ],
      "execution_count": 133,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23729</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23747</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23768</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23793</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1866 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         id  tratamento  tempo  dose  droga  ...  c-95  c-96  c-97  c-98  c-99\n",
              "25     True        True   True  True   True  ...  True  True  True  True  True\n",
              "38     True        True   True  True   True  ...  True  True  True  True  True\n",
              "40     True        True   True  True   True  ...  True  True  True  True  True\n",
              "47     True        True   True  True   True  ...  True  True  True  True  True\n",
              "63     True        True   True  True   True  ...  True  True  True  True  True\n",
              "...     ...         ...    ...   ...    ...  ...   ...   ...   ...   ...   ...\n",
              "23729  True        True   True  True   True  ...  True  True  True  True  True\n",
              "23747  True        True   True  True   True  ...  True  True  True  True  True\n",
              "23768  True        True   True  True   True  ...  True  True  True  True  True\n",
              "23793  True        True   True  True   True  ...  True  True  True  True  True\n",
              "23811  True        True   True  True   True  ...  True  True  True  True  True\n",
              "\n",
              "[1866 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 133
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AdhNA0DNYJMZ"
      },
      "source": [
        "Assim sendo, a classe tratamento é desbalanceada porque o objetivo é fazer a comparação com os diferentes tipos de droga. Ademais, o tratamento com a droga `'cacb2b860'` é o controle. Talvez esse seja o farmaco padrão já conhecido. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nSejy_Ge-jMv"
      },
      "source": [
        "###Desafio 02: Plotar as 5 últimas linhas da tabela.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "Tn4GzwwXYYt6",
        "outputId": "1eecb84f-8bf3-483b-e65d-4baf786f5b7a"
      },
      "source": [
        "#Sabendo que head retorna as cinco primeiras linhas da tabela.\n",
        "dados.head()"
      ],
      "execution_count": 134,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             id tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "0  id_000644bb2  com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1  id_000779bfc  com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2  id_000a6266a  com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3  id_0015fd391  com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4  id_001626bd3  com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 134
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "ujB0_fBRYaTT",
        "outputId": "23bbba35-a217-4a53-b873-e20797d5ba62"
      },
      "source": [
        "#Então é intuitivo que tails retorne os 5 últimos.\n",
        "dados.tail()"
      ],
      "execution_count": 135,
      "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": 135
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PXnThMwI-tz8"
      },
      "source": [
        "###Desafio 03: Proporção das classes tratamento.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "KO3YcCm9Y3JC",
        "outputId": "580cd6ea-0f1f-443e-ebfb-555168a5b8d3"
      },
      "source": [
        "#Conforme analisado no Desafio 01, temos o gráfico de pizza para melhor compreensão.\n",
        "dados['tratamento'].value_counts().plot.pie()\n"
      ],
      "execution_count": 136,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fddf54f0190>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 136
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "haw1VJDnZNSS",
        "outputId": "66312247-563c-439b-a1bd-7f81949aef79"
      },
      "source": [
        "#Agora deixando o gráfico de forma mais amigável, obtemos:\n",
        "import matplotlib.pyplot as plt\n",
        "dados['tratamento'].value_counts(normalize=True)\n",
        "labels = ['Com Droga', 'Com Controle']\n",
        "titulos = dados['tratamento'].value_counts()\n",
        "explode = (0,0) #Sem explosão alguma\n",
        "cores = ['yellow', 'blue']\n",
        "\n",
        "plt.pie(titulos, explode=explode, labels=labels, colors=cores, autopct= '%1.2f%%', shadow=True, startangle=1)\n",
        "plt.title (\"Comparação entre Tratamentos\", fontsize = '20')\n",
        "plt.axis('equal')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 137,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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llIokWmeslFIRQJOxUkpFAE3GSikVATQZK6VUBNBkrJRSEUCbtikV4RYuXJgSHR09FduPgxagIocPWFZSUnL1gAEDatK3BqDJWKmIFx0dPTU1NbVnmzZt9no8Hm2LGiF8Pp/s3Lmz17Zt26YC3pouT8+ySkW+Pm3atDmgiTiyeDwe06ZNm/3YXyw1X144FqKUqlUeTcSRyflewpJHNRkrpVQE0DpjVY9IFLZDpBI44jFCjYgMCO/yTLCnPf/Gxo0bo2+44YaOWVlZiUlJSaWtW7cufv755zf169cvlKe+hGTy5Mmt7r333rTU1NTi/Px8T4cOHQrvvffenJEjRx4M1zoimSZjFQEkDdupemfs46taY58s3Mrv79bYJ/2KMw/Yq9klQV57sU/93o7tIDwH2/l+tvPKgV+f7KAq4fP58Hq9XS+66KLdH3744c8A33//fUJOTk5MOJMxwJgxY/bOmDFjI8AHH3zQbNy4cV1nz569+rjjjjvkP11xcTExMQ2ro0JNxqoOSXts0u3t9+rF4cepV5UH++ir2IDhKdgnO5SnCGQ59skTZa8lENKz/RqdDz/8sFl0dLSZOHHizrJhxx9/fAHYRD1hwoS0L774IllEzB133LH1mmuu2fvhhx82u++++45KSkoqWb16daLX693Tt2/fgpdeeqltYWGhvPfee+t79+5d4fYeM2ZM7iWXXLLzxRdfbPPaa69tGjx4cPc+ffrkz5s3r+m5556757jjjsu/6667OpSWlpKRkZE/Y8aM7ISEBDNz5szku+66Ky0xMdE3aNCgvOzs7Lg5c+asmzNnTuItt9zSsbCw0BMfH++bPn36LxkZGRHznWsyVrVEooGB2OfnnQgMxT7UMRLEAv2d19XOsOKABP0jsAi0W8MlS5YkZGRk5AcbN2PGjOZLly5NWLly5fKtW7dGDx48uOdpp52WB7Bq1aqEZcuWLU9JSSnp1KlT37i4uF1Lly5d+cADD6Q89dRTKa+//vqmytY9YMCA/ClTpvz6wOKioiJZtmzZyvz8fDn66KP7zp49e3W/fv0Kzz777M5PPPFEm9tvv33nTTfd1OnLL79c1aNHj6IxY8Z0KZs3IyPj0Pz581fFxMQwa9asZhMnTkz79NNP14djG4WDJmMVRtIDOB043RhGiNDE7YiqIAbbP/Sx2Oc1AmwD+Rj7rLbZYHLdCi5SzZ07t9kFF1ywJzo6mg4dOpQMGTIk75tvvklMTk729e3b92CnTp2KATp27Fg4evTo/QAZGRkFX331VbNQlh/Yxe+4ceP2AGRlZcWnpaUVllWTjB8/fveLL76Ycuqpp+Z26NChsEePHkUAF1544Z6pU6e2AdizZ0/U2LFju2zYsCFeRExxcbGEbUOEgbamUDUkJ4C8YIxswD4Q8llgdD1LxOVJBa4A3gV2gXwGcgtIN5fjqlN9+/YtyMrKSqzqfHFxcb9mUo/HQ3x8vCn7u7S0NKRE+NNPPyWmp6cXlP3frFmzatf133nnne1PPPHE3LVr1y7/4IMP1hUVFUVU/ouoYFR9Id1A7vP55BfsU3T/nwid3I6qlsUCpwBPA2tA1oDcB9LB5bhq3ZgxY3KLiorkySefbF027Mcff0z45JNPmo4YMSL33XffbVlSUkJOTk70vHnzmg4fPjwsrR8++uijpm+99VabG264YVfguIyMjENbtmyJXbZsWRzAjBkzWg0fPjy3X79+hzZt2hS3evXqWICZM2e2LJvnwIEDUWlpaUUAr776auvAZbpNqylUiKQ1cKHPx2UeD4MAPI37VN4N+CvwZ5BPgb8BH9ZNk7vKm6KFk8fjITMzc/0NN9zQ4bnnnkuNi4szaWlphc8///ym0047Le+7775r2rNnz94iYu67777NHTt2LFmyZEm11vXBBx+06NGjR9NDhw550tLSCv/xj3+sC2xJAZCYmGheeeWVDeeff/4xZRfwbr/99p0JCQnm6aefzh41alS3xMREX0ZGxq8nhjvvvHPb1Vdf3eWxxx47auTIkftqsElqhT52SVVCfu/zcYsIo0X05F2JrcA0YCqYX8K10KysrA0ZGRlHlA5VcPv37/ckJyf7fD4fl112Wcdu3boduvfee2vckU95srKyWmdkZHSu6XIad9lGlUPE55NziopkEfCFx8MYTcQhaQfcDawH+S/IWSARdZGoMXj22Wdb9+jRo1e3bt16HzhwIOrWW2+tFycyLRkrPxJbWsqlpaXcExtLl8qnVyFYAjwEvFvdG020ZBzZtGSswkiaFhfLHcXFbIqKYqom4rDqB8wEloNcBKLHnApKd4xGTaIPHZLbSkrYEhPD4zExpLgdUQPWA/g7sNhWXyj1W5qMG6ndu+XMgwdZHx/Pk9HRJLkdTyPSF5gF8gPI79wORkUOTcaNzIEDcsyePfJVq1Z80KQJHd2OpxEbAswFmQISKbeJKxfpFfJGQ5rs3MkTLVtybVQUUW5HowDb9dzVgBfkNjBvhTSTENYuNI0hIrrQBHjnnXeS7r///vYFBQWe2NhYM2zYsANTpkzZXNXlrF69OnbOnDlNr7/++j1VmW/y5MmtFixY0KSs57i6pCXjRmDHDrmioIBNbdowQRNxREoB3nSaw3V1O5hAZV1ojhgxInfTpk3Lli9fvvLRRx/dkpOTE9Y+LOfPnx9/2223dXzzzTd/Wb9+/fKlS5eu6Nq1a7WS/dq1a+P8777zV1xcXLNAa4km4wZs8WJJ3b5dvk5J4fWEhIjpMU2V71RgKcifQQK7BXVNeV1ojho1Ks/n83HdddeldevWrXd6enqvKVOmtCibZ9CgQd1POeWUY9LS0vrecMMN7V9++eWWffv27Zment5r+fLlcYHrefjhh1Nvu+22rf379z8EEB0dzZ133rkTbEl36NCh6enp6b2OP/749LVr18YCnHvuuZ3Hjx/foX///j3S0tL6Tps2rQXAPffc037BggVNe/To0eu+++5LmTx5cquTTz6569ChQ9NPOOGE7tu3b4869dRTj0lPT++VkZHR48cff0wIjCcnJyf69NNPP6ZPnz49+/Tp03P27Nm12t+KJuMGaskSuapbN9a1bctwt2NRVRIPPAAsAgnLgy5rKtQuND///PM1f/3rX9Oys7NjwHah+frrr29cu3btsnfffbfVmjVr4pcuXbry0ksv3fXUU08d0XJn9erVCUOGDAm6ngkTJnS8+OKLd69Zs2bF2LFjd0+YMOHXPkG2b98es2DBglXvv//+2nvvvbc9wEMPPbRl4MCBeatWrVpRdvfd8uXLE99///318+fPXz1x4sSjMjIy8tesWbPigQce2HL55Zcf0Zzzuuuu63DrrbduX7Zs2cr33ntv/fXXX9+5WhswRFpn3MC895407deP/+vXj1Fux6JqpBcwD+QGWOx2LOWq7S40yyxatKjJxx9/vB5gwoQJe+677760snFer3dfVFQUAwYMOLR79+5yq06GDx9+oG3btqUA8+bNa/avf/1rnTN/7rXXXhu9Z8+e3xROv/3226S1a9f+WmLOy8uLKrvVuiqxh0qTcQPy2Wdy0ogR/LNVK9q6HYsKiwRgWnT0voNQuhuiXLldtm/fvgWzZs2qcjVXVbvQTE9PP/Tjjz8mlj1FJFRly4Uj+z/2l5iYWKUkaozhp59+WpmYmFgn212rKRoAr1c88+fLIyNG8F9NxA2Px1PQBFb0hPwj6lnrQl11ofmnP/1p29NPP91uyZIlcQClpaU8/vjjbQD69+9/cOrUqS0AXn311ZYDBw7Mq2hZycnJpXl5eeVerB4yZEjutGnTWoGt327RokVJy5Ytf5Oshw0bduCRRx75tTrlu+++O6JeOZy0ZFzPXXONJD34IO/168fJbseialNhAqzqBR2yjWnTILvQHDJkSMFjjz22ady4cUcXFBR4RISRI0fuB3jllVc2XnbZZZ2fe+651FatWpXMmDFjQ0XLGjx4cEFUVJTp3r17r4suumhXixYtSv3HP/bYYzkXX3xx5/T09F4JCQm+6dOnH9HL3t/+9rdNV199dcf09PRepaWlMmTIkNwTTjih1pq8aUdB9djdd0v3K67gw27diLjmUCp8Vq78mJ49/ftCb7kTOm/UH7aRIVwdBWnJuJ56+mk5+Q9/YGa7dkTcEwtUbdvTBopiodvPEFUrF5NU3dNTaz3j9Yq89ppcc9VVZGoibszykmFVOhTrTTwNhCbjesTrlehLLuGRSy7hxeTkBvHATxUSH8FrEwuawKoeUBjWO+FU6Hw+nwBh+XWiybie8HolccIE3jr3XCbGxaEHXyMSH7+O3btLyknIhfE2IR+Mr+u4Gjufzyc7d+5MBpaFY3l6Aa8e8Hql1VVXMd3r5Ux9iE/jU1zcgs2bJ3HoUFfKKz8ZI77S0pY7fL7YsHbcoyrkA5aVlJRcPWDAgBo/Y0+TcYTzeiX1oouYfsEFnObxoKlYVSQfOBvMbLcDUVWn1RQRzOuVlPPP5zVNxCpEidiO60e4HYiqOk3GEcrrldZnn83fLrqIUZqIVRUkAB+CDHI7EFU1mowjkNcrLceM4eXLLmNMVJR+R6rKmgGfREqvbyo0eqBHGK9Xmp9xBi9dcQVnayJWNdASm5A7VDqligh6sEcQr1eSBw3i8Suv5NzoaH0ih6qx9tiE3NztQFTlNBlHCK9XmqSmcs8f/8iFsbF6m7oKm17A+yCu9PimQqfJOAJ4vRIVG8u1d9/NJcnJVKnTbaVCMAKY6nYQqmKajCOD99ZbuaZzZ9q5HYhqsC4Buc7tIFT5NBm7zOuVgRdcwO0nnEBPt2NRDd5zIP3dDkIFp8nYRV6vdBwyhL9ceCFD3I5FNQpxwLsgyW4Hoo6kydglXq8kd+jA3TffzCnackLVoaOBaW4HoY6kydgFXq/EiHDd7bdzZpMm2hWmqnNng9zqdhDqtzQZu+O88eM5t0sX2rsdiGq0HgM5we0g1GGajOuY1yt9evZk7JgxHOd2LKpRiwZmgiS5HYiyNBnXIa9XkqKjue622xgaHa03dijXpQEPuR2EsjQZ1xGvVwS4+JprGJKSQlu341HKcQPIYLeDUJqM69LA9HROGzkSbeepIokH+BuI/lJzmSbjOuD1SrII42+5hYFaPaEiUAZwi9tBNHaajGuZUz0xdtw4+rZvT5rb8ShVjkkgnd0NoXHTZFz7+iQmMsLr1eoJFdESgZfcDqIx02Rci7xeiQXGX3stXRITaep2PEpVYjTIBW4H0VhpMq5dw1NSaDdsGAPdDkSpED0KEuN2EI2RJuNa4vVKU+C8G26ge2wssW7Ho1SIugBXuB1EY6TJuPacnp5Om4wMjnU7EKWq6B4QLUDUMU3GtcDrldbAGddfT299qKiqhzoCV7sdRGOjiaJ2nDV0KK27dqWH24EoVU1363Pz6pYm4zDzeqUjMPySS+jtdixK1UB7QB/TVIc0GYeRc4PHBb16EduhA8e4HY9SNXQXSILbQTQWmozDqzPQZ9w4uom4HYpSNdYOuN7tIBoLTcbhdUrLlpjevclwOxClwuQmEM0TdUA3cph4vdICOP6SS+gQHY02mlcNRSfgTLeDaAw0GYfPsKgoPEOH6t12qsG5we0AGgNNxmHg9UocMOrss0lu2hR9DLpqaE4D6ep2EA2dJuPwOBZIHDmSAW4HolQtEPQmkFqnybiGnOZsZ2Zk4GnXjo5ux6NULbkMJMrtIBoyTcY11w1IGzWKTm4HolQtageMdjuIhkyTcc0NB4p69aKX24EoVcu0N7dapMm4BpzO4wf3749p0YI2bsejVC07E6SZ20E0VJqMayYdiBk5ku5uB6JUHYgFTnM7iIZKk3HNDAaKevfWToFUo6E3gNQSTcbV5FRRDMnI0CoK1aicAdrzSm2oUTIWkVQR+aeIrBeRhSLyHxFJD1dwzjrGi8hOEVkkImtF5FMROSGc66imbmgVhWp8UrC/CFWYVTsZi4gA7wFfGmOOMcYMAP4EtA1XcH5mGmP6G2O6AY8C/xaRnkFiiq6FdZdnMFDcp4+2olCNjlZV1IKalIx/DxQbY14pG2CMyTLGzBXrCRFZJiJLRWQsgIicJCJficj7IvKziDwqIheLyDxnukr7ADbGzAH+BlzrLPNLEcv1mTMAAB3bSURBVHlWRBYAN4nIKU4peqmIvC5in1YgImeIyCqnBD9ZRD50hg8Wke+deb4TkUpLul6vxABD0tIoaNmyVk4+SkUyTca1oCbJuA+wsJxx52BvEc4ATgWeEJF2zrgMbB+pPYFLgXRjzGBgKvCHENf9E/zmkUaxxpiBwIvAdGCsMaYvEA1MEJF44FVgtFOC96/jXQUMN8b0B/4KPBzC+rsCscOH0z7EeJVqSI4FSXM7iIamti7gDQPeNsaUGmO2A18Bg5xx840xW40xhcB6YLYzfCm2c/ZQBF5AmOm8dwd+Mcascf5/AxiBTdw/G2N+cYa/7TdvMvB/IrIMeAZCahnRHfD17Kl33alG6wy3A2hoapKMl0O1OsYp9Pvb5/e/D1uSDUV/YKXf/werEUeZB4A5xpg+wBggPsT17+/UKeSTh1INzVC3A2hoapKMvwDiROTasgEi0k9EhgNzgbEiEiUibbCl03k1C/XXdZyIrS+eEmT0aqCzyK/d/V2KLZWvBo4Wkc7O8LF+8yQDW5y/x1e2fq9XmgAd2ralpHlzbdKmGi3toTDMqp2MjTEGOBs41Wnathx4BNiGbWWxBMjCJu2JxphtNYhzrIgsFpE1wN3AucaYlYETGWMOYe+f/z8RWYotbb9ijCnAdpD9iYgsBHKB/c5sjwOPiMgiQiuZdwLMkCG019aWqhHrpQ8rDS+xObXhE5Gmxpg8p0nei8BaY8wzVV2O1ytnAmdPnMgxw4ZxYtgDVar+OB7MD24H0VA0pjvwrhGRxdi67mRs64rq6A3kduyIXk1WjZ1WVYRRXd4k4SqnFFzlkrA/r1eigGOA7SkpHBWWwJSqv/R5j2HUmErG4ZAKRLVtS2x8PLVSX/bcc9CnD/TuDc8+a4fdcQf06AH9+sHZZ8O+fcHnvfJKSEmx8wd6/nm7jN69YeJEO+zbb+0yBw6EtWvtsH374LTTwOcL/2dTDY6WjMNIk3HVtAMkPZ0WtbHwZctgyhSYNw+ysuDDD2HdOhg50o5bsgTS0+GRR4LPP348fPLJkcPnzIH337fLXL4cbr/dDn/qKfjPf2zSf8W5j/LBB+Huu8Gje4aqnF7ECyM95KomBaBjR1rWxsJXroQhQyAxEaKj4cQT4d//tiXVaKdCaehQ2Lw5+PwjRkDLIJG9/DLcdRfExTkfIsW+x8RAfr59xcTA+vWwaROcdFLYP5pqmKII7SYpFQJNxlXTASho1652knGfPjB3LuzebRPkf/5jk6O/11+H0VV8EtmaNXa5Q4bYBD9/vh3+pz/BZZfZkvaNN8I999iSsVJV0MHtABqKRnMBL0zaAwWtW9dOMu7ZE+6805aEmzSBY4+FKL/n8T70kC0hX3xx1ZZbUgJ79sAPP9hEfMEF8PPPdvk/OA2Tvv4a2rUDY2DsWFtSfuopaKvdIKmKaauiMNGScYi8XhFs96AFLVrUTp0xwFVXwcKFNjm2aGHriAGmT7d1yH//e9W79k5Lg3POsfMNHmzrg3ftOjzeGFsi/stf4L774PHH4ZprYPLksH0s1XBpMg4TTcahawrEAKXJybVTMgbYscO+b9xo64svushelHv8ccjMtPXJVfW//2sv4oGtsigqgtatD4+fMQPOOMPWN+fn22Tt8di/laqEJuMw0WqK0LUEfElJxCQm0rS2VnLuubbOOCYGXnwRmje39bmFhbZVBdiLeK+8Ajk5cPXVtm4ZYNw4+PJLW+pNS7Ol3Kuusk3errzS1knHxsIbbxwuXefn21L3bKfvvFtvtYk5Nhb+8Y/a+pSqAdFkHCaN5nbomvJ6pT9wY79+5D/4IDe6HY9SEWI9mK6VT6Yqo9UUoWsNSFIScW4HolQE0QcshIkm49ClAEVNmhDrdiBKRZB4kNaVT6Yqo8k4dIlAaWKiJmOlAmi/3mGgyTh0moyVCk5viQ4DTcahSwBKExI0GSsVIJRHlalKaDIOnSZjpYLTknEYaDvj0MUDpXFxmoxV/VdUFO0rLIzx+b8XFcU6/8ea4uJoU1gYU1pUFGOKi2NMYWGsKSqK8RUWxpiiohhTWBgTVVwcVxgV1TKnWbNcz/jxbn+i+k+Tcejigbz4eG3a1tAdOhTjs4knurSoKMZXVBRtCgtj/ROWKSr6TXLyFRXFmKKiWMqGFRf/+r+xyS2GoqIYbHKLdd5jpLjY/l9cHE1JSYwUF8dQXBxDSUmMlJREU1xs30tKYqS0NFqcd0pLoz2lpdFSWhotPl+UlJZGe3y+KPH5yt6jxOeL8hgT5bHvHo8x9h2iPNhfxeH4ZdwRiNVkXHOajEMXD+wXQR9DGiGefPKSzW+8cZkpKYmVkpJoKS2NkdLSKCdhRUlpaYyUJajS0t8kqsAkJcZ4opxEJRxOVHp8qDqjO1sIvF7xALGAr6iIYrfjUdbtt7+V1r37ur033vhs6caNQ7Stq3v0Nt4w0At4ofm1NFxYSJGbgajfGjPmhxbZ2UNbT5s2Mr9Vq8UH3Y6nkdJkHAaajEOQmWlKgVJACgu1ZByJxo//LHHXrv5Npkw5e1tS0i873I6nkdFkHAaajENXCEQdOqQl40h29dWzUvfvPzrl2WcvymnSZMuuyudQYaCPrw0DTcahK0vGWjKuB2666e2j8vLSWj/00NWb4+O373Y7ngZOT3phoMk4dIeAqIICLRnXJ3ff/VrawYOpre6558bNsbG79rodTwO1xe0AGgJNxqErBDxaMq5/PB548MEX03JzU5vfcsvEjdHRe/e7HVMDUgxoHX0YaDIOXQEQlZ+vybi+io0tlaeffqLjgQNtm1133b3ZUVEHct2OqQHYaoxewAsHTcahOwRE7diBNp+q5xISij2vvHJ/p3372iZefvkj2R7PQf1Oq0+rKMJEk3HoDgFRP//MAZ9PSwINQdOmh6KmT7+70549KXHnn//sBpGCgtpZ02rgWL9XEvBswDT7gTFABtAbmBYw/gD2cXNlT/wqBEYBfYCX/Ka7FvgpjLFXanNdrqwh02Qcun1ATFERvkOHyHM7GBU+ycn50e+8c0vnnTtTo8aMeSVbpLAwvGvoDix2XguxXWOfHTDNi0AvIAv4ErgNfnOt+C/ACL//PwWGAUuAN51hWdjm8MeFNfpKaMk4TDQZh24bEAOQm4teAGqAWrU6EJuZOaHTli1HmZEj39gARbXQcuZz4BigU8BwAXKx90/kYR9GXtZbwUJgO3Ca3/QxQD72+lnZD7W/AA+EP+SKaTIOE03GoduP07h9/372uRyLqkXt2u2Jnz17fOfs7A6lw4f/MxuKw3jR9p/AuCDDbwRWAkcBfYHnsIenD1tKfjJg+pHABmAo8EcgE1siPip8oYZGk3GYaDIO3T6cIsjOnehNBI1Ax447Er7+elyn1au7FA0ePCsbSktrtsQibNI8P8i4T7H1yTnY6owbsfXELwFnYOuL/UUD/wAWOct7Fpu0bwXOc9ZTJzQZh4km49Dtx+kwKCdHk3Fjkp6+pcmPP57daenSrvkZGR9nQ2k1b//9GFt6bRtk3DTgHOwu1hXoAqwCvgdeADoDtwMzgLsC5n0JuAz4AUgGZgJPVS/EqtNkHCaajEN3AHt1JGrDBk3GjVGfPhuaLV58Rqf583vn9egxZxP4qtiq5m2CV1GA7aP9c+fv7dgWGEcDfwc2YqsknsQm3Uf95tsLfOgMz8ce0oJtFl/rDLYor8JAk3GIMjOND3sRL2HFCk3GjdnAgauTVq48ucPXX/fff/TR320KrdOyg8B/saXfMq84L7AX377D1hefAjwGhNJF8/3APdhD+XRgrrOMS0P5KDW11pi6yfqNgRijTWZD5fXKNdiKvZ1vvcUfk5Jo4XZMyn2ffTZo95VXvnRo06aB7d2OpY69ZUzdZP3GQEvGVZON8yTcLVvY5HIsKkKceur8Vhs3Dmo/a9aIXW3bLm1MP9vnuR1AQ6LJuGq24PwmXb9ek7H6rbPOmtt627Z+R7399mk7WrVavc3teOqAJuMw0mRcNZtwWlQsWsRGl2NREerCC/+bsmtXj9SpU/93W3LyL9vdjqd2mCJsG7xKiUiqiPxTRNaLyEIR+Y+IpIc7IhEZLSILRGSFiCwSkWo1KRGRziJyUTXmGy8iL1RnnaDJuEoyM80BbEfaCQsXsrOoiDDfNqsakquuej91376j206ePG5rkyabd7odT3hJljGV7/8iIsB7wJfGmGOMMQOAPxG8fV/1oxHpg20DeIkxphcwEFhXzcV1BoImYxGptYc4azKuuuVAss+H2b5dO0lRlfvDH/7ZLi+vQ5tHH71yS0LCtobSEuerEKf7PVBsjClrNoIxJssYM1esJ0RkmYgsFZGxACJykoh8JSLvi8jPIvKoiFwsIvOc6Y4Jsp6JwEPGmFXOOkqNMS87y+ssIl+IyBIR+VxEOjrDp4vIZBH5zlnPec6yHgWGi8hiEbnFKfFmisgXwOci0lJEZjnL+0FE+gUGIyJtRORfIjLfef2usg2lybjqVgKxABs2aL2xCt2dd05rn5fXrtVf/vL/NjWAp47MCXG6PtjONYI5B9s6KQM4FXhCRNo54zKA64Ge2HZ66caYwcBU4A9VXM/zwBvGmH7YhtuT/ca1w/a4dCaHG3DfBcw1xhxrjHnGGXYccJ4x5kTgPmCRs7y7sXfiBHoOeMYYMwg414m7QpqMq+7XBLx8uSZjVTUeD9x//0sdcnNTm992222bYmLq41NHTAm2QXNNDQPedkqx27Gl7UHOuPnGmK3GmEJgPTDbGb4UW41QFcdj7x0H28XdML9xs4wxPmPMCiquOvmvMWaPX9xvAhhjvgBaiUhSwPSnAi+IyGLsvelJItK0oiA1GVfddmxnstHffsvm0lJ9Mq6qutjYUnnyyac75OamNJsw4S8b69dTR2ShMYQa73JgQDVW4l8f7fP738fh7uzCvR6pYLqqPoDAAwx1StfHGmPaG2Mq7HpXk3EVOXfirQGS9u+naMsWfnY7JlV/xcWVeF566cGOBw6kJI4f/1C2x5NXH546EmoVBcAXQJyIXFs2QET6ichwbOl6rIhEiUgbbIfN1W0u9wRwd1krDRHxiMj1zrjvgAudvy+m8lJ9LtCsgvFzneUgIicBu4wxBwKmmY1fdYqIHFvZB9BkXD1LgKYAixez0uVYVAOQmFgYNW3anzvt2dM27sILn84Wyc93O6YKfBbqhMbe4ns2cKrTtG058Ai2a4H3sMdSFjZpTzTGVKt9tjFmCXAz8LaIrASWYTv3AJsUrxCRJdj655sqWdwSoFREskTkliDjJwEDnOU9ClweZJo/AgOdi3wrsPXfFdLboavB65WjgAeBje3akfjyy9zu8VT4E0epKtm9O6noqqsezcnMvCLVmPh4t+M5zGwDSTOGGnYnqgJpybh6tgI7gSZbt5K/dSvZbgekGpZWrQ7Ezpp1Q+ecnKPk9NOnbaidp45Uh/xdE3Ht0GRcDZmZxmDrjVoCZGWxwt2IVEOVmro37pNPruycnd2hdMSItzeE96kj1fKGy+tvsDQZV18WztXXjz9mpdb2qNrUseOOhK++uqjz2rWdi4cMeS8MTx2pjtKlxrC07tfbOGgyrr7N2J69E7Ozydu+Xdscq9rXtWtO4g8/nNNp+fJjCo499j81eOpIdURNr7t1NT6ajKspsKpi6VKtqlB1p1ev7KaLFv1Pp4ULe+X17PnFxqo/daSqTCn27jVVSzQZ10wWzjacNYulpaV6YUPVreOOW5O0YsUpHefOPXbfMcd8W41HQYXK/NcYGmgPdJFBk3HNZGOfjRe/aRMH165ludsBqcZp2LClLdatG9bh888H7+3QYcHm0B4FVRUevXBXyzQZ14BzN94XQBuADz7gR3cjUo3dyScvbLlx46C0998fsSs1dUmYntzsywVmhWdZqjyajGvuW2yrCs/cueTs2KGPLlfu83q/ab11a0b7mTNH7mjdetXWmi1N3jGGQ+GJTJVHk3ENZWaa3dj76VMAvvxSS8cqclxwwWcpO3f2bPf6695tzZuvr2adrwTrIlKFmSbj8PgMiAN45x2W5+dTYe9MStW1K674IHXv3q5tX3hhbE7Tphur8NSRkiXG8HXtRabKaDIOj/XYdsfJRUX4fvqJBW4HpFQw/+//vXNUbm6nNo8/fvmWhIScEJ46Ej2plkNSDk3GYeC0Of4QaA7w9tss0GZuKpLdcceM9nl57Vvde++EzXFxO8t56sihteiFuzqjyTh8FgMFQNymTRxcuZIstwNSqiIeD0ya9EpaXl5q84kTb90UE7Mn4Kkj0X81Juxt5FQ5NBmHSWamKQQ+wbmQN20aX2vpWNUH0dE+eeyxZzrk5rZtduON92yMjt6bD4UbIPodt2NrTDQZh9c32Nb20WvXsj8rS+uOVf0RF1fief75hzvu398u7qGH7plojD5SrC5p5/Jh5vXK+cAoYFOHDjR57jluio4mxu24lApVXl7UuqZNS7uD0WRch7RkHH6zgVIgdtMmDs6bx/duB6RUFd2qibjuaTIOs8xMsx/bsiIV4OWX+VbbHav6Ii+Pn5o2LfnA7TgaI03GteMLbMuKhP37Kfrssyo9TVcpV/h8mOhobnA7jsZKk3EtyMw0ecC7QFuA6dNZtGcPO9yNSqmK7d7NP+Ljjd7O7xJNxrXnG2A7kFxSgnnzTT7y+bTNpopMBw+yLy6u8sfJq9qjybiWZGaaYuyTEVoCfP45GxcvZp67USkV3I4d3JSUZPTahos0Gdeupdg789oBPPUUnx84QDm3nirlju3b+aZLF6M9s7lMk3EtcvqsKNvJ43NzKX7jDd7Xpt0qUhQWcig/n4vcjkNpMq51Tn/Hb+KUjv/7X7K1ukJFim3beLBLF6NPNo8AmozrxnfAEpy2x089xWe5uexzNyTV2O3ezapOnXjY7TiUpcm4DjjPynsDu73jDxyg+M03tbpCuaeggEM5OZwFuhdGCk3GdSQz0+zCr7rik0/YsGiRPqJJ1T2fD7NoEbf07WvWuB2LOkyTcd36FtvCIhXg4YeZvXUrG90NSTU2WVlkPvoor7odh/otTcZ1yK+6QoAmRUX4HniAdw4e5IDLoalGYuNG1s+YwTinpY+KIJqM61hmptkJvITthD5682YOvvgiM0tKKHE5NNXAHThA3pw5nPnMM6bA7VjUkTQZuyAz02Rh+67oCMg335CTmcmHLoelGrCSEnzffsuEyy83q9yORQWnydg9HwHzgDSA6dPJ+uknvaCnasfChbw+erR5y+04VPk0GbvEqT+eBuwAWgM89BCzc3LY4GZcquFZvJhvHnqICW7HoSqmydhFmZnmIDAZiAGaFBfju/9+/m//fna7HJpqIJYuZdUjj+DNzDR6TSLCaTJ2WWam2Qq8gHNBLyeH/EmTmKF36KmaWr2ajU8/jXfmTKOdU9UDmowjQGamWQrMxF7Qi1q/ngMPPMAb2uRNVVd2NtsmT+asadPMWrdjUaHRZBw5PgY+ADoBnlWr2PfII8zQ5+epqtq6lT0vvMCFL75oFrsdiwqdJuMI4TTC/xfwKdAZ8CxZwu4nnmDGoUPkuxqcqjd27+bASy9xxRNPmK/cjkVVjSbjCOK0sHgb+BxbQpaFC9n5zDO8WVjIIXejU5Fu717yXn2Vm7Ky0Kc710Ni9K7IiOP1ShRwJTAM2ACYESNo/8c/cmlsLHGuBqci0o4d7HvmGe5cvpwpeqtz/aTJOEJ5vRINXAsMxiZkhg4l9eabuTgxkaZuxqYiy+bN7Hz4Ye7bvJmXnV9Xqh7SZBzBvF6JBSYA/YFswHTvTvN77uGS5s1p5W50KhKsW0fOww/z5127mJGZaUrdjkdVnybjCOf1ShxwFTAUW0L2paaS8MADXNS2rb2VWjVOCxaw9vHHuevQId7Tqon6T5NxPeDUIY8FRgGbgOLERKLvv5+z0tPp4250yg0ff8yil1/mTuAzTcQNgybjesLrFQFGAxcCW4ECgDvu4MRhwzhJxM3oVF0pLqb473/nu3//m9szM80Ct+NR4aPJuJ7xemUwcB1wANgPMG4cvc87D29MDLGuBqdq1a5d7HnySWavWMFfMzP1zrqGRpNxPeT1yjHAzUAUttc3+vSh5S23cG6bNhzlanCqVvz0E2ueeIKPDh7kycxMk+N2PCr8NBnXU16vtAZuAtoDmwFfbCyeiRM5edAgfqfVFg1DcTHFb7/NvHff5e/ADKenP9UAaTKux7xeSQDOB04FtgMHAUaPpsvll3N2YiLN3IxP1cyuXex+8km+WrGCF4Av9UJdw6bJuJ5zLuwdi71BRIBtAKmpJPzpT5zVpQvd3YxPVc/Chax+8kk+PniQ5zIzzQa341G1T5NxA+H1Sitse+Te2GqLYoBrr2XgqFGcFh1NjJvxqdDs28fuqVNZ+PXXzEKrJRoVTcYNiNMe+XTgAmxLi70A3bqRPGECp3XtSi8341PlKymh5Msv+emVV1hZVMQbaLVEo6PJuAHyeuVo4Hrss/VygBKAUaPofOGFjG7ZkhQ341O/lZ3NL88+y6L16/kJeCMz02x2OyZV9zQZN1BeryQC/4O9UaQQe4GPmBg811zDoJNP5vfaA5y78vPJmzmTee+9x2rg78D32tFP46XJuIHzeqU9cBHQB9gF5AIcdRSJN97Iqb1701+bwdWtkhKKf/yRJa++ypp9+/gM+FdmptnvdlzKXZqMGwG/FheXAi2wVRfFAMOHc9QFF3BSp050czHERqG4mOKFC1n42mtkb9/OL8C0zEyzxu24VGTQZNyIeL0SD4wEzgJKsc3gDMCQIbQ9/3yGde1Kb48HLSuHUXExxT/9xMIpU/h5xw4OArOwHfwUuR2bihyajBshr1dSgPOAQdgS8jbAB9CrFy0uvphhvXqRERVFlIth1ntOSXjB1Kn84iThT4DPtUpCBaPJuBHzeiUNe4HveGwy3obT8qJzZ5pdeinHH3ssA7QDoqrJzyd34UIWT5/Oxp07ycc++fsLTcKqIpqMVVlJeSTwe+xdfNuBIoC2bUk47zz6DRrEcdokrnzGwObN/DxnDotnzWJ/SQklwH+wSfiA2/GpyKfJWP3K65UW2IR8OhAD7MTpNxlg2DCOGjWK/t270ycujniXwowoubnsy8oia9Ysfl6zBsE2I/wETcKqijQZqyN4vdIU+2Tq04Hm2ASzE3vRj/h4ov7nf+h6/PH0Ofpouje2W63z88n7+WfWfvEFyz//nAJjiME+geVjYHFmpimoZBFKHUGTsSqXc3t1N2AE9inVUdhO7ffhtMJISiJm9Gi69u3LMZ07c3RSEi1cC7iW+HyYnTvZsno1a7/7jnXff0+hMTTBVuV8C8wFsvX2ZVUTmoxVSLxeaYa9ceT32ARtsP1fHHD+BqBHD5oPH84xPXtydIcOdImLI8GVgGvo0CEKsrNZt2QJa2fPZsP27SQA8djPugKYA6zIzDSHXA1UNRiajFWVOT3E9cNWZXTGXvQrxXZMlF82nceDHH88qYMGcXTHjhzVujUpSUm0irR2zEVFFO3ezbatW9manc225cvZumABB30+mmM/WzGwGFgArMvMNPtcDVg1SJqMVY14vdIE6AL0AgZiOycCW8+8F6dVRpmEBKL69aN19+607dCBlLZtSWndmpQmTUiu7duyS0oozs8nb/9+9m7dytZffmHb0qVsXbqUPcaQADTFln4F+9DX77Gl4OzMTFNSu9Gpxk6TsQob57brlsDRQAb2FuwE7E/7KOAQ9mkk+Tg3mZRJSiKmfXuatmlDYsuWJLZoQZOkJBKbNSOxSRMSmzShSXw8CSKIiC1ZiyA+Hz6fj9KSEkpLSyktLqYoN5e8ffvI3bOH3J07yd22jdyNG8ndvZtCbKJtAjTDthjxAR5sc751wHJgbWam2V3rG0wpP5qMVa3xesWDbY2R4ryOdl5Hwa9VFR5sNUAxthRd9ncJfnXRVRANxAGxfu8ELGsLsBr4GVsC3qZ1v8ptmoxVnXNaabTCJui2zt/NnVcykIQtvYJNoqHspIJN7PnY6pFdwG7s07P3Y3ur2wfsyMw0xeH6LEqFiyZjFZGcUnUCNiknYJNtWWlasNULpX6vYiBPO99R9ZUmY6WUigAetwNQSimlyVgppSKCJmOllIoAmoyVUioCaDJWSqkIoMlYKaUigCZjpZSKAJqMlVIqAmgyVkqpCKDJWCmlIoAmY6WUigCajJVSKgJoMlZKqQjw/wG5N+R7xqJ2ggAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Uq2BwoIn-uI3"
      },
      "source": [
        "###Desafio 04: Quantos tipos de drogas foram investigados."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UUTNfUc4iMCU",
        "outputId": "c49c3446-e8c8-4ca0-cafb-225496871f78"
      },
      "source": [
        "#Retomando, inicalmente listar todas as drogas investigadas.\n",
        "dados['droga'].value_counts()"
      ],
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "cacb2b860    1866\n",
              "87d714366     718\n",
              "9f80f3f77     246\n",
              "8b87a7a83     203\n",
              "5628cb3ee     202\n",
              "             ... \n",
              "37a8319f4       1\n",
              "e3e768009       1\n",
              "a1a9a44dd       1\n",
              "6ec93d617       1\n",
              "eff33f208       1\n",
              "Name: droga, Length: 3289, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IE_z8B0Liiyk",
        "outputId": "91c389af-ddcd-44fa-c6a6-149cad8b72ad"
      },
      "source": [
        "#Para uma fácil investigação da informação solicitada, podemos fazer uso do unique.\n",
        "dados['droga'].unique().size"
      ],
      "execution_count": 139,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3289"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 139
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3_PI77gRCew7"
      },
      "source": [
        "###Desafio 05: Procurar na documentação o método query (Pandas)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "taj2WjzuYtQa"
      },
      "source": [
        "Bem, primeiramente buscar no google. E sem dificuldade encontramos https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.query.html"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "BB07TCQ_i_wo",
        "outputId": "2fb657af-b759-44b5-d5f2-989138a084b3"
      },
      "source": [
        "#Ele permite fazer, por exemplo, buscas de forma mais rápida. Por exemplo, conforme o Desafio 01.\n",
        "dados.query('droga == \"cacb2b860\"')"
      ],
      "execution_count": 140,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>droga</th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>id_0054388ec</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6696</td>\n",
              "      <td>-0.2718</td>\n",
              "      <td>-1.2230</td>\n",
              "      <td>-0.6226</td>\n",
              "      <td>-0.7220</td>\n",
              "      <td>0.1588</td>\n",
              "      <td>0.7785</td>\n",
              "      <td>0.7062</td>\n",
              "      <td>-0.7951</td>\n",
              "      <td>1.3770</td>\n",
              "      <td>0.2856</td>\n",
              "      <td>-0.8331</td>\n",
              "      <td>0.3879</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>-0.4746</td>\n",
              "      <td>0.0857</td>\n",
              "      <td>-0.2745</td>\n",
              "      <td>-0.1093</td>\n",
              "      <td>0.2603</td>\n",
              "      <td>0.7386</td>\n",
              "      <td>-0.6665</td>\n",
              "      <td>-1.6520</td>\n",
              "      <td>-0.9262</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.6310</td>\n",
              "      <td>-0.2933</td>\n",
              "      <td>0.2043</td>\n",
              "      <td>-2.2070</td>\n",
              "      <td>0.1383</td>\n",
              "      <td>-0.4966</td>\n",
              "      <td>0.6922</td>\n",
              "      <td>-0.4077</td>\n",
              "      <td>0.2303</td>\n",
              "      <td>-0.0456</td>\n",
              "      <td>-0.7447</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6976</td>\n",
              "      <td>-0.0178</td>\n",
              "      <td>0.3768</td>\n",
              "      <td>0.4318</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.3933</td>\n",
              "      <td>-0.3189</td>\n",
              "      <td>0.4128</td>\n",
              "      <td>-0.2116</td>\n",
              "      <td>-1.0410</td>\n",
              "      <td>0.7798</td>\n",
              "      <td>0.1579</td>\n",
              "      <td>1.7250</td>\n",
              "      <td>1.4490</td>\n",
              "      <td>0.9117</td>\n",
              "      <td>-0.0754</td>\n",
              "      <td>-0.8396</td>\n",
              "      <td>0.7640</td>\n",
              "      <td>1.2080</td>\n",
              "      <td>1.1890</td>\n",
              "      <td>0.2114</td>\n",
              "      <td>0.6335</td>\n",
              "      <td>0.3265</td>\n",
              "      <td>-0.1056</td>\n",
              "      <td>0.5478</td>\n",
              "      <td>0.7477</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>0.5035</td>\n",
              "      <td>-0.6591</td>\n",
              "      <td>0.3023</td>\n",
              "      <td>0.6171</td>\n",
              "      <td>0.6405</td>\n",
              "      <td>0.5429</td>\n",
              "      <td>0.3562</td>\n",
              "      <td>1.3290</td>\n",
              "      <td>0.5573</td>\n",
              "      <td>0.8837</td>\n",
              "      <td>0.5534</td>\n",
              "      <td>0.8976</td>\n",
              "      <td>1.0050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>id_0079af0fb</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1636</td>\n",
              "      <td>-1.8230</td>\n",
              "      <td>-0.5211</td>\n",
              "      <td>0.3054</td>\n",
              "      <td>-1.1280</td>\n",
              "      <td>0.6041</td>\n",
              "      <td>0.3856</td>\n",
              "      <td>-0.1670</td>\n",
              "      <td>-0.5400</td>\n",
              "      <td>0.2721</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>0.0761</td>\n",
              "      <td>-0.4054</td>\n",
              "      <td>2.9760</td>\n",
              "      <td>-0.7679</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>0.0752</td>\n",
              "      <td>0.5943</td>\n",
              "      <td>0.4266</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0410</td>\n",
              "      <td>-0.1131</td>\n",
              "      <td>0.6593</td>\n",
              "      <td>-0.6890</td>\n",
              "      <td>0.5115</td>\n",
              "      <td>-0.2512</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>-1.3810</td>\n",
              "      <td>0.1419</td>\n",
              "      <td>-0.0363</td>\n",
              "      <td>0.2559</td>\n",
              "      <td>2.5290</td>\n",
              "      <td>0.2853</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.3626</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.3420</td>\n",
              "      <td>0.2815</td>\n",
              "      <td>-0.7493</td>\n",
              "      <td>-0.2701</td>\n",
              "      <td>0.1205</td>\n",
              "      <td>0.2396</td>\n",
              "      <td>0.3506</td>\n",
              "      <td>-0.9233</td>\n",
              "      <td>0.2490</td>\n",
              "      <td>-0.0824</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>1.1940</td>\n",
              "      <td>-1.1650</td>\n",
              "      <td>-0.4853</td>\n",
              "      <td>1.1080</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>0.7438</td>\n",
              "      <td>0.2050</td>\n",
              "      <td>-0.2761</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>0.3385</td>\n",
              "      <td>-0.3500</td>\n",
              "      <td>-0.0309</td>\n",
              "      <td>-0.0409</td>\n",
              "      <td>-0.0735</td>\n",
              "      <td>0.2732</td>\n",
              "      <td>-1.2100</td>\n",
              "      <td>0.0089</td>\n",
              "      <td>0.0317</td>\n",
              "      <td>0.4721</td>\n",
              "      <td>-0.3880</td>\n",
              "      <td>-0.6828</td>\n",
              "      <td>-0.6594</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.3571</td>\n",
              "      <td>-0.1319</td>\n",
              "      <td>0.2187</td>\n",
              "      <td>0.0737</td>\n",
              "      <td>0.6498</td>\n",
              "      <td>-1.4820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>id_007bfbb91</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-1.3200</td>\n",
              "      <td>-1.7340</td>\n",
              "      <td>-0.0741</td>\n",
              "      <td>1.5440</td>\n",
              "      <td>-1.8290</td>\n",
              "      <td>-0.0951</td>\n",
              "      <td>0.3829</td>\n",
              "      <td>-1.8700</td>\n",
              "      <td>-0.0324</td>\n",
              "      <td>2.7670</td>\n",
              "      <td>-0.0438</td>\n",
              "      <td>-0.0147</td>\n",
              "      <td>0.1276</td>\n",
              "      <td>0.2968</td>\n",
              "      <td>-0.0704</td>\n",
              "      <td>-0.3767</td>\n",
              "      <td>2.5790</td>\n",
              "      <td>0.4069</td>\n",
              "      <td>-0.3868</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>1.8180</td>\n",
              "      <td>-2.9390</td>\n",
              "      <td>-0.1150</td>\n",
              "      <td>-0.8009</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>0.5412</td>\n",
              "      <td>-0.0804</td>\n",
              "      <td>-0.4444</td>\n",
              "      <td>2.9230</td>\n",
              "      <td>2.8270</td>\n",
              "      <td>-0.3437</td>\n",
              "      <td>1.6570</td>\n",
              "      <td>-1.9200</td>\n",
              "      <td>0.3442</td>\n",
              "      <td>1.7160</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4009</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2789</td>\n",
              "      <td>0.4465</td>\n",
              "      <td>0.9492</td>\n",
              "      <td>0.6385</td>\n",
              "      <td>1.5510</td>\n",
              "      <td>-0.1220</td>\n",
              "      <td>0.6688</td>\n",
              "      <td>0.4396</td>\n",
              "      <td>0.6947</td>\n",
              "      <td>0.9761</td>\n",
              "      <td>1.2430</td>\n",
              "      <td>1.4770</td>\n",
              "      <td>-0.0081</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.4420</td>\n",
              "      <td>-0.3482</td>\n",
              "      <td>0.3297</td>\n",
              "      <td>1.2070</td>\n",
              "      <td>0.0524</td>\n",
              "      <td>0.5346</td>\n",
              "      <td>0.7643</td>\n",
              "      <td>0.4067</td>\n",
              "      <td>0.3817</td>\n",
              "      <td>0.4566</td>\n",
              "      <td>0.7736</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.2790</td>\n",
              "      <td>0.9735</td>\n",
              "      <td>0.7412</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>0.7393</td>\n",
              "      <td>1.1020</td>\n",
              "      <td>0.3786</td>\n",
              "      <td>0.2636</td>\n",
              "      <td>-0.5751</td>\n",
              "      <td>0.3362</td>\n",
              "      <td>0.8543</td>\n",
              "      <td>0.9180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>id_008a986b7</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4860</td>\n",
              "      <td>0.1430</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.0022</td>\n",
              "      <td>-0.2334</td>\n",
              "      <td>-0.6607</td>\n",
              "      <td>0.6459</td>\n",
              "      <td>-0.0109</td>\n",
              "      <td>1.0120</td>\n",
              "      <td>-0.0864</td>\n",
              "      <td>-0.3817</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>0.9435</td>\n",
              "      <td>0.6296</td>\n",
              "      <td>0.3864</td>\n",
              "      <td>0.1420</td>\n",
              "      <td>0.9834</td>\n",
              "      <td>0.4189</td>\n",
              "      <td>0.7980</td>\n",
              "      <td>-0.2132</td>\n",
              "      <td>0.7651</td>\n",
              "      <td>-1.2410</td>\n",
              "      <td>0.0747</td>\n",
              "      <td>-1.5750</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.0840</td>\n",
              "      <td>0.6705</td>\n",
              "      <td>-0.7517</td>\n",
              "      <td>-0.2756</td>\n",
              "      <td>-1.0920</td>\n",
              "      <td>-0.8683</td>\n",
              "      <td>0.3021</td>\n",
              "      <td>-0.3164</td>\n",
              "      <td>-0.2074</td>\n",
              "      <td>0.4587</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2189</td>\n",
              "      <td>-0.5262</td>\n",
              "      <td>-0.2982</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>-1.0040</td>\n",
              "      <td>-0.6726</td>\n",
              "      <td>-0.0321</td>\n",
              "      <td>-0.5398</td>\n",
              "      <td>-0.7518</td>\n",
              "      <td>0.0370</td>\n",
              "      <td>0.7213</td>\n",
              "      <td>-0.3466</td>\n",
              "      <td>0.2354</td>\n",
              "      <td>-0.4432</td>\n",
              "      <td>-0.1020</td>\n",
              "      <td>-0.9391</td>\n",
              "      <td>-1.1970</td>\n",
              "      <td>0.1365</td>\n",
              "      <td>-0.9264</td>\n",
              "      <td>0.5828</td>\n",
              "      <td>-0.7379</td>\n",
              "      <td>-0.4354</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>-0.3771</td>\n",
              "      <td>-0.6525</td>\n",
              "      <td>-0.4169</td>\n",
              "      <td>-1.0640</td>\n",
              "      <td>-0.3331</td>\n",
              "      <td>-0.5761</td>\n",
              "      <td>-0.3085</td>\n",
              "      <td>-0.1866</td>\n",
              "      <td>0.7629</td>\n",
              "      <td>0.3288</td>\n",
              "      <td>-0.9915</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.4979</td>\n",
              "      <td>0.5281</td>\n",
              "      <td>-0.9245</td>\n",
              "      <td>-0.9367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>id_009d8340f</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.4471</td>\n",
              "      <td>-0.0839</td>\n",
              "      <td>-0.3864</td>\n",
              "      <td>0.3196</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>-0.3156</td>\n",
              "      <td>-0.1187</td>\n",
              "      <td>1.1610</td>\n",
              "      <td>0.5838</td>\n",
              "      <td>-0.2996</td>\n",
              "      <td>-0.3995</td>\n",
              "      <td>1.0700</td>\n",
              "      <td>0.2969</td>\n",
              "      <td>-0.2785</td>\n",
              "      <td>0.9678</td>\n",
              "      <td>-0.1409</td>\n",
              "      <td>1.0850</td>\n",
              "      <td>-0.0656</td>\n",
              "      <td>-0.6502</td>\n",
              "      <td>0.3527</td>\n",
              "      <td>0.1998</td>\n",
              "      <td>0.0975</td>\n",
              "      <td>0.0563</td>\n",
              "      <td>-0.3578</td>\n",
              "      <td>-0.0657</td>\n",
              "      <td>0.5316</td>\n",
              "      <td>0.6573</td>\n",
              "      <td>-0.5355</td>\n",
              "      <td>1.2380</td>\n",
              "      <td>-0.4994</td>\n",
              "      <td>-0.8140</td>\n",
              "      <td>0.2567</td>\n",
              "      <td>-0.8155</td>\n",
              "      <td>1.1180</td>\n",
              "      <td>-0.2501</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.5214</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>-0.5903</td>\n",
              "      <td>0.1332</td>\n",
              "      <td>-0.3517</td>\n",
              "      <td>-0.3276</td>\n",
              "      <td>-0.4955</td>\n",
              "      <td>0.1359</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>0.5725</td>\n",
              "      <td>-0.1126</td>\n",
              "      <td>-0.0874</td>\n",
              "      <td>1.2220</td>\n",
              "      <td>-0.0641</td>\n",
              "      <td>0.0246</td>\n",
              "      <td>-0.5659</td>\n",
              "      <td>-0.7402</td>\n",
              "      <td>1.1170</td>\n",
              "      <td>-0.0612</td>\n",
              "      <td>-1.3040</td>\n",
              "      <td>-0.4025</td>\n",
              "      <td>0.3760</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>0.8064</td>\n",
              "      <td>-0.0170</td>\n",
              "      <td>0.3092</td>\n",
              "      <td>0.2671</td>\n",
              "      <td>0.3311</td>\n",
              "      <td>-0.4572</td>\n",
              "      <td>0.4795</td>\n",
              "      <td>0.3939</td>\n",
              "      <td>0.7665</td>\n",
              "      <td>0.7932</td>\n",
              "      <td>-0.6804</td>\n",
              "      <td>-0.0435</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>0.2000</td>\n",
              "      <td>-0.4326</td>\n",
              "      <td>0.9364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23729</th>\n",
              "      <td>id_ff1f9e5fc</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.0465</td>\n",
              "      <td>0.6430</td>\n",
              "      <td>-0.2453</td>\n",
              "      <td>0.3521</td>\n",
              "      <td>0.6195</td>\n",
              "      <td>-0.6659</td>\n",
              "      <td>0.8263</td>\n",
              "      <td>0.5933</td>\n",
              "      <td>0.1388</td>\n",
              "      <td>-0.2246</td>\n",
              "      <td>-0.6127</td>\n",
              "      <td>-0.1687</td>\n",
              "      <td>1.5170</td>\n",
              "      <td>0.6243</td>\n",
              "      <td>-0.8399</td>\n",
              "      <td>-0.1881</td>\n",
              "      <td>-0.1583</td>\n",
              "      <td>0.0622</td>\n",
              "      <td>-0.1170</td>\n",
              "      <td>0.7722</td>\n",
              "      <td>0.0063</td>\n",
              "      <td>0.7347</td>\n",
              "      <td>-0.4820</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0938</td>\n",
              "      <td>-0.6062</td>\n",
              "      <td>0.6108</td>\n",
              "      <td>-0.4900</td>\n",
              "      <td>0.1075</td>\n",
              "      <td>0.3029</td>\n",
              "      <td>-0.1369</td>\n",
              "      <td>0.1946</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>1.1030</td>\n",
              "      <td>0.3444</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.4342</td>\n",
              "      <td>0.0541</td>\n",
              "      <td>0.9346</td>\n",
              "      <td>0.7595</td>\n",
              "      <td>-0.0139</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.7176</td>\n",
              "      <td>0.8572</td>\n",
              "      <td>0.2990</td>\n",
              "      <td>-0.2060</td>\n",
              "      <td>0.9029</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.0802</td>\n",
              "      <td>0.0686</td>\n",
              "      <td>-0.3934</td>\n",
              "      <td>0.2344</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.0144</td>\n",
              "      <td>-1.0080</td>\n",
              "      <td>0.8748</td>\n",
              "      <td>1.2900</td>\n",
              "      <td>0.5188</td>\n",
              "      <td>0.5824</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>0.7578</td>\n",
              "      <td>1.1910</td>\n",
              "      <td>-0.3264</td>\n",
              "      <td>0.6882</td>\n",
              "      <td>0.7486</td>\n",
              "      <td>0.6438</td>\n",
              "      <td>0.6085</td>\n",
              "      <td>0.1621</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>0.8314</td>\n",
              "      <td>-0.1891</td>\n",
              "      <td>-0.0074</td>\n",
              "      <td>0.2131</td>\n",
              "      <td>-0.1419</td>\n",
              "      <td>-0.2422</td>\n",
              "      <td>0.0457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23747</th>\n",
              "      <td>id_ff469c482</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.6204</td>\n",
              "      <td>-1.3800</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>-0.6573</td>\n",
              "      <td>-0.8408</td>\n",
              "      <td>-0.2447</td>\n",
              "      <td>1.3490</td>\n",
              "      <td>-0.5155</td>\n",
              "      <td>1.2610</td>\n",
              "      <td>-0.1790</td>\n",
              "      <td>-0.7182</td>\n",
              "      <td>-0.7885</td>\n",
              "      <td>0.3022</td>\n",
              "      <td>2.0140</td>\n",
              "      <td>0.1667</td>\n",
              "      <td>-0.7325</td>\n",
              "      <td>-0.1553</td>\n",
              "      <td>0.8400</td>\n",
              "      <td>-0.1069</td>\n",
              "      <td>-0.7247</td>\n",
              "      <td>1.3430</td>\n",
              "      <td>1.5010</td>\n",
              "      <td>-1.3370</td>\n",
              "      <td>0.7190</td>\n",
              "      <td>-0.0843</td>\n",
              "      <td>0.4841</td>\n",
              "      <td>-0.9104</td>\n",
              "      <td>1.3990</td>\n",
              "      <td>0.7447</td>\n",
              "      <td>-1.2110</td>\n",
              "      <td>0.6562</td>\n",
              "      <td>0.1265</td>\n",
              "      <td>0.3036</td>\n",
              "      <td>2.2600</td>\n",
              "      <td>-1.3770</td>\n",
              "      <td>...</td>\n",
              "      <td>0.9633</td>\n",
              "      <td>-0.4057</td>\n",
              "      <td>-0.2206</td>\n",
              "      <td>0.5111</td>\n",
              "      <td>-0.8666</td>\n",
              "      <td>0.4692</td>\n",
              "      <td>0.8903</td>\n",
              "      <td>0.6648</td>\n",
              "      <td>0.2922</td>\n",
              "      <td>0.2440</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>1.2420</td>\n",
              "      <td>1.0430</td>\n",
              "      <td>1.4310</td>\n",
              "      <td>1.0040</td>\n",
              "      <td>1.0320</td>\n",
              "      <td>0.7345</td>\n",
              "      <td>0.8025</td>\n",
              "      <td>0.7174</td>\n",
              "      <td>0.1932</td>\n",
              "      <td>-0.2609</td>\n",
              "      <td>0.3501</td>\n",
              "      <td>0.5916</td>\n",
              "      <td>0.9193</td>\n",
              "      <td>0.1398</td>\n",
              "      <td>0.0243</td>\n",
              "      <td>0.4820</td>\n",
              "      <td>-0.4428</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.4166</td>\n",
              "      <td>0.8209</td>\n",
              "      <td>0.7366</td>\n",
              "      <td>0.5468</td>\n",
              "      <td>1.1450</td>\n",
              "      <td>0.5254</td>\n",
              "      <td>0.6224</td>\n",
              "      <td>-0.9630</td>\n",
              "      <td>0.8872</td>\n",
              "      <td>-0.0742</td>\n",
              "      <td>-0.6777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23768</th>\n",
              "      <td>id_ff89331ca</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>-0.1051</td>\n",
              "      <td>0.4335</td>\n",
              "      <td>0.3648</td>\n",
              "      <td>-0.0525</td>\n",
              "      <td>-0.3632</td>\n",
              "      <td>-0.3228</td>\n",
              "      <td>-2.3190</td>\n",
              "      <td>-0.5294</td>\n",
              "      <td>0.1878</td>\n",
              "      <td>0.5047</td>\n",
              "      <td>1.3820</td>\n",
              "      <td>0.6107</td>\n",
              "      <td>2.4790</td>\n",
              "      <td>0.4347</td>\n",
              "      <td>0.9422</td>\n",
              "      <td>-0.1042</td>\n",
              "      <td>-0.2611</td>\n",
              "      <td>1.5760</td>\n",
              "      <td>-0.0232</td>\n",
              "      <td>-0.2455</td>\n",
              "      <td>0.8058</td>\n",
              "      <td>-2.4180</td>\n",
              "      <td>-0.5838</td>\n",
              "      <td>-0.1626</td>\n",
              "      <td>-0.8609</td>\n",
              "      <td>-0.2021</td>\n",
              "      <td>0.1494</td>\n",
              "      <td>0.6618</td>\n",
              "      <td>1.3080</td>\n",
              "      <td>-0.7822</td>\n",
              "      <td>0.3923</td>\n",
              "      <td>-0.4608</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>0.3173</td>\n",
              "      <td>0.7622</td>\n",
              "      <td>...</td>\n",
              "      <td>1.2340</td>\n",
              "      <td>-0.1665</td>\n",
              "      <td>-0.0318</td>\n",
              "      <td>0.8694</td>\n",
              "      <td>0.4048</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0164</td>\n",
              "      <td>1.0670</td>\n",
              "      <td>1.5790</td>\n",
              "      <td>0.2428</td>\n",
              "      <td>1.1330</td>\n",
              "      <td>-1.2310</td>\n",
              "      <td>0.3626</td>\n",
              "      <td>-0.4737</td>\n",
              "      <td>0.2937</td>\n",
              "      <td>0.1638</td>\n",
              "      <td>-0.1554</td>\n",
              "      <td>0.9236</td>\n",
              "      <td>0.0937</td>\n",
              "      <td>0.9598</td>\n",
              "      <td>0.4738</td>\n",
              "      <td>-0.2608</td>\n",
              "      <td>0.3577</td>\n",
              "      <td>-1.2040</td>\n",
              "      <td>0.8125</td>\n",
              "      <td>1.4260</td>\n",
              "      <td>0.2223</td>\n",
              "      <td>0.3079</td>\n",
              "      <td>1.1490</td>\n",
              "      <td>1.7320</td>\n",
              "      <td>-0.1219</td>\n",
              "      <td>0.4885</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.9434</td>\n",
              "      <td>-0.4779</td>\n",
              "      <td>0.6951</td>\n",
              "      <td>0.9517</td>\n",
              "      <td>-0.8110</td>\n",
              "      <td>-0.1748</td>\n",
              "      <td>-0.3626</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23793</th>\n",
              "      <td>id_ffd26f361</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.6008</td>\n",
              "      <td>0.2781</td>\n",
              "      <td>-0.3319</td>\n",
              "      <td>-0.8782</td>\n",
              "      <td>0.9281</td>\n",
              "      <td>0.7535</td>\n",
              "      <td>0.5971</td>\n",
              "      <td>1.6350</td>\n",
              "      <td>-0.3146</td>\n",
              "      <td>0.4984</td>\n",
              "      <td>-1.1890</td>\n",
              "      <td>0.3772</td>\n",
              "      <td>-0.8196</td>\n",
              "      <td>0.1083</td>\n",
              "      <td>-2.0350</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.7586</td>\n",
              "      <td>-0.4024</td>\n",
              "      <td>-0.0449</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.2358</td>\n",
              "      <td>0.7919</td>\n",
              "      <td>-0.8775</td>\n",
              "      <td>0.4232</td>\n",
              "      <td>1.8460</td>\n",
              "      <td>-2.0940</td>\n",
              "      <td>0.1438</td>\n",
              "      <td>-0.6604</td>\n",
              "      <td>0.7243</td>\n",
              "      <td>0.0338</td>\n",
              "      <td>-0.0182</td>\n",
              "      <td>-0.2022</td>\n",
              "      <td>0.8827</td>\n",
              "      <td>0.3147</td>\n",
              "      <td>-0.9263</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1934</td>\n",
              "      <td>1.2240</td>\n",
              "      <td>-0.1178</td>\n",
              "      <td>0.1459</td>\n",
              "      <td>-0.1242</td>\n",
              "      <td>0.3106</td>\n",
              "      <td>-0.7959</td>\n",
              "      <td>0.5681</td>\n",
              "      <td>0.3663</td>\n",
              "      <td>0.4874</td>\n",
              "      <td>-0.0548</td>\n",
              "      <td>0.1810</td>\n",
              "      <td>1.3470</td>\n",
              "      <td>1.6210</td>\n",
              "      <td>-0.8260</td>\n",
              "      <td>0.3377</td>\n",
              "      <td>0.3264</td>\n",
              "      <td>0.9241</td>\n",
              "      <td>0.3012</td>\n",
              "      <td>1.2980</td>\n",
              "      <td>-0.2789</td>\n",
              "      <td>0.7019</td>\n",
              "      <td>-0.3528</td>\n",
              "      <td>0.7383</td>\n",
              "      <td>1.0300</td>\n",
              "      <td>0.6527</td>\n",
              "      <td>1.6750</td>\n",
              "      <td>-0.5046</td>\n",
              "      <td>0.2942</td>\n",
              "      <td>0.2950</td>\n",
              "      <td>1.2470</td>\n",
              "      <td>0.9569</td>\n",
              "      <td>-0.2065</td>\n",
              "      <td>-0.4918</td>\n",
              "      <td>0.7863</td>\n",
              "      <td>0.0504</td>\n",
              "      <td>0.8813</td>\n",
              "      <td>0.7757</td>\n",
              "      <td>-0.5272</td>\n",
              "      <td>0.7082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1866 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "25     id_0054388ec  com_controle     48   D1  ...  0.8837  0.5534  0.8976  1.0050\n",
              "38     id_0079af0fb  com_controle     24   D1  ...  0.2187  0.0737  0.6498 -1.4820\n",
              "40     id_007bfbb91  com_controle     24   D2  ... -0.5751  0.3362  0.8543  0.9180\n",
              "47     id_008a986b7  com_controle     48   D2  ... -0.4979  0.5281 -0.9245 -0.9367\n",
              "63     id_009d8340f  com_controle     24   D2  ...  0.0949  0.2000 -0.4326  0.9364\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23729  id_ff1f9e5fc  com_controle     24   D1  ...  0.2131 -0.1419 -0.2422  0.0457\n",
              "23747  id_ff469c482  com_controle     72   D1  ... -0.9630  0.8872 -0.0742 -0.6777\n",
              "23768  id_ff89331ca  com_controle     72   D2  ...  0.9517 -0.8110 -0.1748 -0.3626\n",
              "23793  id_ffd26f361  com_controle     48   D2  ...  0.8813  0.7757 -0.5272  0.7082\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "\n",
              "[1866 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 140
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ihnzzWkaC0lF"
      },
      "source": [
        "###Desafio 06: Renomear as Colunas tirando o hífen"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "fslFqdZxjZnj",
        "outputId": "bb53f536-3cf7-475d-d325-30ffb5e2675f"
      },
      "source": [
        "#De forma imediata, pode-se fazer uso do replace de strings. Atenção que os dados serão alterados em definitivo.\n",
        "dados.columns = dados.columns.str.replace('-', '')\n",
        "dados"
      ],
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<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>g0</th>\n",
              "      <th>g1</th>\n",
              "      <th>g2</th>\n",
              "      <th>g3</th>\n",
              "      <th>g4</th>\n",
              "      <th>g5</th>\n",
              "      <th>g6</th>\n",
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              "      <th>g19</th>\n",
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              "      <th>g28</th>\n",
              "      <th>g29</th>\n",
              "      <th>g30</th>\n",
              "      <th>g31</th>\n",
              "      <th>g32</th>\n",
              "      <th>g33</th>\n",
              "      <th>g34</th>\n",
              "      <th>...</th>\n",
              "      <th>c60</th>\n",
              "      <th>c61</th>\n",
              "      <th>c62</th>\n",
              "      <th>c63</th>\n",
              "      <th>c64</th>\n",
              "      <th>c65</th>\n",
              "      <th>c66</th>\n",
              "      <th>c67</th>\n",
              "      <th>c68</th>\n",
              "      <th>c69</th>\n",
              "      <th>c70</th>\n",
              "      <th>c71</th>\n",
              "      <th>c72</th>\n",
              "      <th>c73</th>\n",
              "      <th>c74</th>\n",
              "      <th>c75</th>\n",
              "      <th>c76</th>\n",
              "      <th>c77</th>\n",
              "      <th>c78</th>\n",
              "      <th>c79</th>\n",
              "      <th>c80</th>\n",
              "      <th>c81</th>\n",
              "      <th>c82</th>\n",
              "      <th>c83</th>\n",
              "      <th>c84</th>\n",
              "      <th>c85</th>\n",
              "      <th>c86</th>\n",
              "      <th>c87</th>\n",
              "      <th>c88</th>\n",
              "      <th>c89</th>\n",
              "      <th>c90</th>\n",
              "      <th>c91</th>\n",
              "      <th>c92</th>\n",
              "      <th>c93</th>\n",
              "      <th>c94</th>\n",
              "      <th>c95</th>\n",
              "      <th>c96</th>\n",
              "      <th>c97</th>\n",
              "      <th>c98</th>\n",
              "      <th>c99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>id_fffb1ceed</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>df1d0a5a1</td>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.0636</td>\n",
              "      <td>-0.1112</td>\n",
              "      <td>-0.5080</td>\n",
              "      <td>-0.4713</td>\n",
              "      <td>0.7201</td>\n",
              "      <td>0.5773</td>\n",
              "      <td>0.3055</td>\n",
              "      <td>-0.4726</td>\n",
              "      <td>0.1269</td>\n",
              "      <td>0.2531</td>\n",
              "      <td>0.1730</td>\n",
              "      <td>-0.4532</td>\n",
              "      <td>-1.0790</td>\n",
              "      <td>0.2474</td>\n",
              "      <td>-0.4550</td>\n",
              "      <td>0.3588</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.7362</td>\n",
              "      <td>-0.1103</td>\n",
              "      <td>0.8550</td>\n",
              "      <td>-0.4139</td>\n",
              "      <td>0.5541</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.5573</td>\n",
              "      <td>-0.4397</td>\n",
              "      <td>-0.9260</td>\n",
              "      <td>-0.2424</td>\n",
              "      <td>-0.6686</td>\n",
              "      <td>0.2326</td>\n",
              "      <td>0.6456</td>\n",
              "      <td>0.0136</td>\n",
              "      <td>-0.5141</td>\n",
              "      <td>-0.6320</td>\n",
              "      <td>0.7166</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0807</td>\n",
              "      <td>0.4024</td>\n",
              "      <td>-0.0895</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9641</td>\n",
              "      <td>-0.1846</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>0.3154</td>\n",
              "      <td>-0.2071</td>\n",
              "      <td>-0.6158</td>\n",
              "      <td>-0.2977</td>\n",
              "      <td>0.0992</td>\n",
              "      <td>0.6838</td>\n",
              "      <td>0.5259</td>\n",
              "      <td>0.7882</td>\n",
              "      <td>0.3119</td>\n",
              "      <td>-0.7697</td>\n",
              "      <td>0.2203</td>\n",
              "      <td>-1.0710</td>\n",
              "      <td>0.5979</td>\n",
              "      <td>0.0848</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.6293</td>\n",
              "      <td>1.1660</td>\n",
              "      <td>0.3329</td>\n",
              "      <td>0.2754</td>\n",
              "      <td>0.4108</td>\n",
              "      <td>-0.1252</td>\n",
              "      <td>-0.2340</td>\n",
              "      <td>0.2267</td>\n",
              "      <td>0.1969</td>\n",
              "      <td>0.0262</td>\n",
              "      <td>-0.8121</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.5372</td>\n",
              "      <td>-0.3246</td>\n",
              "      <td>0.0631</td>\n",
              "      <td>0.9171</td>\n",
              "      <td>0.5258</td>\n",
              "      <td>0.4680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>id_fffb70c0c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>ecf3b6b74</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.3478</td>\n",
              "      <td>-0.3743</td>\n",
              "      <td>0.9905</td>\n",
              "      <td>-0.7178</td>\n",
              "      <td>0.6621</td>\n",
              "      <td>-0.2252</td>\n",
              "      <td>-0.5565</td>\n",
              "      <td>0.5112</td>\n",
              "      <td>0.6727</td>\n",
              "      <td>-0.1851</td>\n",
              "      <td>2.8650</td>\n",
              "      <td>-0.2140</td>\n",
              "      <td>-0.6153</td>\n",
              "      <td>0.8362</td>\n",
              "      <td>0.5584</td>\n",
              "      <td>-0.2589</td>\n",
              "      <td>0.1292</td>\n",
              "      <td>0.0148</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>-0.2182</td>\n",
              "      <td>-0.9235</td>\n",
              "      <td>0.0749</td>\n",
              "      <td>-1.5910</td>\n",
              "      <td>-0.8359</td>\n",
              "      <td>-0.9217</td>\n",
              "      <td>0.3013</td>\n",
              "      <td>0.1716</td>\n",
              "      <td>0.0880</td>\n",
              "      <td>0.1842</td>\n",
              "      <td>0.1835</td>\n",
              "      <td>0.5436</td>\n",
              "      <td>-0.0533</td>\n",
              "      <td>-0.0491</td>\n",
              "      <td>0.9543</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>1.2640</td>\n",
              "      <td>-0.8663</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>-0.1514</td>\n",
              "      <td>-0.4652</td>\n",
              "      <td>-0.7390</td>\n",
              "      <td>-1.3270</td>\n",
              "      <td>0.9925</td>\n",
              "      <td>1.0570</td>\n",
              "      <td>-0.3355</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.8219</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>-0.2942</td>\n",
              "      <td>0.2408</td>\n",
              "      <td>-0.7781</td>\n",
              "      <td>-0.0929</td>\n",
              "      <td>-0.0329</td>\n",
              "      <td>0.0781</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>0.3188</td>\n",
              "      <td>-1.1080</td>\n",
              "      <td>0.4895</td>\n",
              "      <td>-0.2144</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.4444</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.4286</td>\n",
              "      <td>0.4426</td>\n",
              "      <td>0.0423</td>\n",
              "      <td>-0.3195</td>\n",
              "      <td>-0.8086</td>\n",
              "      <td>-0.9798</td>\n",
              "      <td>-0.2084</td>\n",
              "      <td>-0.1224</td>\n",
              "      <td>-0.2715</td>\n",
              "      <td>0.3689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>972f41291</td>\n",
              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>-0.1361</td>\n",
              "      <td>0.7952</td>\n",
              "      <td>-0.3611</td>\n",
              "      <td>-3.6750</td>\n",
              "      <td>-1.2420</td>\n",
              "      <td>0.9146</td>\n",
              "      <td>3.0790</td>\n",
              "      <td>1.2460</td>\n",
              "      <td>1.9460</td>\n",
              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 id    tratamento  tempo dose  ...     c96     c97     c98     c99\n",
              "0      id_000644bb2     com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1      id_000779bfc     com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2      id_000a6266a     com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3      id_0015fd391     com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4      id_001626bd3     com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[23814 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 141
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QpIaJ5rWC5P6"
      },
      "source": [
        "###Desafio 07: Deixar os gráficos mais elegantes (Matplotlib.pyplot)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8Z_Mnhs1j45m"
      },
      "source": [
        "O Desafio 03 já fez uso desses gráficos de forma mais elegante. Todavia, afim de exemplificar melhor, irei fazer o gráfico de pizza anteriormente descrito com explosão e gráfico de barras para o tempo."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "6BYQdD5kkTvB",
        "outputId": "3e9c27cd-6d1a-4b4c-c5eb-a19e5b5663f8"
      },
      "source": [
        "#Gráfico de Pizza atualizado\n",
        "dados['tratamento'].value_counts(normalize=True)\n",
        "labels = ['Com Droga', 'Com Controle']\n",
        "titulos = dados['tratamento'].value_counts()\n",
        "explode = (0,0.2) #Sem explosão alguma\n",
        "cores = ['yellow', 'blue']\n",
        "\n",
        "plt.pie(titulos, explode=explode, labels=labels, colors=cores, autopct= '%1.2f%%', shadow=True, startangle=1)\n",
        "plt.title (\"Comparação entre Tratamentos\", fontsize = '20')\n",
        "plt.axis('equal')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 142,
      "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": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "uR4rRXOCkep_",
        "outputId": "9fb91598-062a-4e1d-8573-b85a27610891"
      },
      "source": [
        "#Agora gráficos de barras para o tempo de forma mais imediata.\n",
        "dados['tempo'].value_counts().plot.bar()\n",
        "plt.title('Tempo em horas', size = 20)\n",
        "plt.xlabel('Tempo')\n",
        "plt.ylabel('Quantidade de experimentos')\n",
        "plt.xticks(rotation = 0)\n",
        "plt.show()"
      ],
      "execution_count": 143,
      "outputs": [
        {
          "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": "sfWem47IDACh"
      },
      "source": [
        "###Desafio 08: Resumo do que você aprendeu."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vl_NqyjSm4kk"
      },
      "source": [
        "\n",
        "\n",
        "1.   Fazer o carregamento de dados diretamente para o Google Colab, tomando cuidado para os arquivos compactados.\n",
        "2.   Análises iniciais com o pandas, além de uso de `query`.\n",
        "3.   Uso de funções `head` e `tail` afim de visualizar melhor as informações.\n",
        "4.   Gerar gráficos e deixá-los de forma mais apresentável.\n",
        "5.   Gerir as informações de modo organizado, filtrando conforme necessário.\n",
        "\n"
      ]
    }
  ]
}