Genes_pessoas_I2A2_Igor.ipynb

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        "![I2A2_logo](https://user-images.githubusercontent.com/67437213/161177329-fb0c61e2-318b-4edd-8cb9-6349206a6e9b.JPG)\n",
        "\n",
        "# Autor\n",
        "\n",
        "[<img src=\"https://avatars.githubusercontent.com/u/67437213?v=4\" width=180><br><sub>Igor Nogueira da Silva</sub>](https://github.com/igors96)\n",
        "\n",
        "LinkedIn: https://www.linkedin.com/in/igor-nogueira-da-silva-84426b169/\n",
        "\n",
        "GitHub: https://github.com/igors96\n",
        "\n",
        "# Objetivo\n",
        "Conseguir identificar famílias baseando-se em dados de expressão genética de 48 pessoas.\n",
        "\n",
        "# Metodologia\n",
        "\n",
        "Serão utilizados neste trabalho a linguagem *Python* para modificações necessárias nos dados, e do software *Orange Data Mining* para clusterização do conjunto de dados. Dois cenários gerais serão estudados: um baseado na soma das colunas dos genes e outro baseado na amplitude dessas colunas. A ideia é extrair em diferentes testes os genes que melhor contribuem para o conjunto de dados, no intuito de excluir aqueles que possuam uma expressão pouco relevante.\n",
        "\n",
        "Para montagem destes testes, será usado como base este artigo:\n",
        "https://education.myheritage.com.br/article/whats-considered-a-strong-dna-match/#:~:text=Quanto%20mais%20DNA%20voc%C3%AA%20compartilha,%2C%20tias%2C%20sobrinhos%20e%20sobrinhas\n",
        "\n",
        "que possui o seguinte período: \"Quanto mais DNA você compartilha com um indivíduo, mais recente é o seu ancestral em comum. Você compartilha cerca de 50% do seu DNA com seus pais e filhos, 25% com seus avós e netos e 12.5% com seus primos, tios, tias, tias, sobrinhos e sobrinhas.\"\n",
        "\n",
        "Sendo assim, 3 testes serão idealizados: 50%, 75% (50% + 25%) e 87.5% (50% + 25% + 12.5%) do número total de expressões genéticas.\n",
        "\n",
        "Além disso, será realizada uma verificação com 95% para comparação do número de genes que equivalem a esta porcentagem em relação ao número total de genes."
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        "# Importação de bibliotecas e carregamento do dataset\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "dados = pd.read_excel('/content/readcounts.xlsx')"
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        "dados.shape"
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        "# Transpondo o dataset. Assim, as pessoas ficam nas linhas e os genes nas colunas\n",
        "dados = dados.T"
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Vamos guardar em um novo objeto as alterações que serão realizadas\n",
        "dados2 = dados.drop('Unnamed: 0')"
      ],
      "metadata": {
        "id": "cMNyVLG5duCn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dados2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "OQGn-So4e5xe",
        "outputId": "0b68c257-0501-40d5-bb1c-caadd4f20cd2"
      },
      "execution_count": null,
      "outputs": [
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              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H227</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>491</td>\n",
              "      <td>186</td>\n",
              "      <td>30</td>\n",
              "      <td>11929</td>\n",
              "      <td>14</td>\n",
              "      <td>136</td>\n",
              "      <td>745</td>\n",
              "      <td>730</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H228</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>449</td>\n",
              "      <td>148</td>\n",
              "      <td>17</td>\n",
              "      <td>6856</td>\n",
              "      <td>16</td>\n",
              "      <td>227</td>\n",
              "      <td>3770</td>\n",
              "      <td>663</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H229</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>466</td>\n",
              "      <td>169</td>\n",
              "      <td>45</td>\n",
              "      <td>6756</td>\n",
              "      <td>15</td>\n",
              "      <td>217</td>\n",
              "      <td>1260</td>\n",
              "      <td>669</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H230</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>727</td>\n",
              "      <td>258</td>\n",
              "      <td>100</td>\n",
              "      <td>7668</td>\n",
              "      <td>4</td>\n",
              "      <td>905</td>\n",
              "      <td>1480</td>\n",
              "      <td>883</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H231</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>774</td>\n",
              "      <td>145</td>\n",
              "      <td>33</td>\n",
              "      <td>9315</td>\n",
              "      <td>1</td>\n",
              "      <td>94</td>\n",
              "      <td>75</td>\n",
              "      <td>873</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H232</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>576</td>\n",
              "      <td>131</td>\n",
              "      <td>8</td>\n",
              "      <td>3319</td>\n",
              "      <td>7</td>\n",
              "      <td>88</td>\n",
              "      <td>288</td>\n",
              "      <td>678</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H233</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>547</td>\n",
              "      <td>163</td>\n",
              "      <td>32</td>\n",
              "      <td>4788</td>\n",
              "      <td>3</td>\n",
              "      <td>73</td>\n",
              "      <td>81</td>\n",
              "      <td>778</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H234</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1111</td>\n",
              "      <td>248</td>\n",
              "      <td>99</td>\n",
              "      <td>12703</td>\n",
              "      <td>6</td>\n",
              "      <td>1413</td>\n",
              "      <td>809</td>\n",
              "      <td>1062</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H235</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>681</td>\n",
              "      <td>98</td>\n",
              "      <td>27</td>\n",
              "      <td>32653</td>\n",
              "      <td>0</td>\n",
              "      <td>623</td>\n",
              "      <td>2248</td>\n",
              "      <td>619</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H236</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>796</td>\n",
              "      <td>85</td>\n",
              "      <td>28</td>\n",
              "      <td>27954</td>\n",
              "      <td>0</td>\n",
              "      <td>737</td>\n",
              "      <td>8879</td>\n",
              "      <td>880</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H237</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>799</td>\n",
              "      <td>63</td>\n",
              "      <td>26</td>\n",
              "      <td>22707</td>\n",
              "      <td>2</td>\n",
              "      <td>808</td>\n",
              "      <td>4314</td>\n",
              "      <td>736</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H238</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>542</td>\n",
              "      <td>155</td>\n",
              "      <td>108</td>\n",
              "      <td>27262</td>\n",
              "      <td>0</td>\n",
              "      <td>876</td>\n",
              "      <td>579</td>\n",
              "      <td>690</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H239</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>499</td>\n",
              "      <td>85</td>\n",
              "      <td>13</td>\n",
              "      <td>11143</td>\n",
              "      <td>4</td>\n",
              "      <td>141</td>\n",
              "      <td>462</td>\n",
              "      <td>486</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H240</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>495</td>\n",
              "      <td>65</td>\n",
              "      <td>7</td>\n",
              "      <td>8381</td>\n",
              "      <td>3</td>\n",
              "      <td>271</td>\n",
              "      <td>1966</td>\n",
              "      <td>520</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H241</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>398</td>\n",
              "      <td>77</td>\n",
              "      <td>15</td>\n",
              "      <td>7737</td>\n",
              "      <td>4</td>\n",
              "      <td>191</td>\n",
              "      <td>567</td>\n",
              "      <td>438</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H242</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>593</td>\n",
              "      <td>131</td>\n",
              "      <td>48</td>\n",
              "      <td>10164</td>\n",
              "      <td>0</td>\n",
              "      <td>739</td>\n",
              "      <td>1305</td>\n",
              "      <td>674</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H243</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>656</td>\n",
              "      <td>115</td>\n",
              "      <td>21</td>\n",
              "      <td>12241</td>\n",
              "      <td>0</td>\n",
              "      <td>73</td>\n",
              "      <td>51</td>\n",
              "      <td>731</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H244</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>714</td>\n",
              "      <td>80</td>\n",
              "      <td>16</td>\n",
              "      <td>9937</td>\n",
              "      <td>1</td>\n",
              "      <td>104</td>\n",
              "      <td>365</td>\n",
              "      <td>729</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H245</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>691</td>\n",
              "      <td>82</td>\n",
              "      <td>29</td>\n",
              "      <td>8805</td>\n",
              "      <td>0</td>\n",
              "      <td>109</td>\n",
              "      <td>87</td>\n",
              "      <td>817</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H246</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>921</td>\n",
              "      <td>143</td>\n",
              "      <td>89</td>\n",
              "      <td>11099</td>\n",
              "      <td>0</td>\n",
              "      <td>1202</td>\n",
              "      <td>542</td>\n",
              "      <td>557</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H247</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>881</td>\n",
              "      <td>138</td>\n",
              "      <td>42</td>\n",
              "      <td>40424</td>\n",
              "      <td>2</td>\n",
              "      <td>590</td>\n",
              "      <td>11814</td>\n",
              "      <td>1397</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H248</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>916</td>\n",
              "      <td>98</td>\n",
              "      <td>20</td>\n",
              "      <td>27829</td>\n",
              "      <td>1</td>\n",
              "      <td>469</td>\n",
              "      <td>40184</td>\n",
              "      <td>1562</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H249</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>775</td>\n",
              "      <td>65</td>\n",
              "      <td>33</td>\n",
              "      <td>24292</td>\n",
              "      <td>2</td>\n",
              "      <td>566</td>\n",
              "      <td>14726</td>\n",
              "      <td>1522</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H250</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>592</td>\n",
              "      <td>237</td>\n",
              "      <td>86</td>\n",
              "      <td>31025</td>\n",
              "      <td>8</td>\n",
              "      <td>1023</td>\n",
              "      <td>754</td>\n",
              "      <td>819</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H251</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>547</td>\n",
              "      <td>178</td>\n",
              "      <td>31</td>\n",
              "      <td>19576</td>\n",
              "      <td>2</td>\n",
              "      <td>134</td>\n",
              "      <td>803</td>\n",
              "      <td>1023</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H252</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>695</td>\n",
              "      <td>112</td>\n",
              "      <td>29</td>\n",
              "      <td>13212</td>\n",
              "      <td>10</td>\n",
              "      <td>250</td>\n",
              "      <td>3976</td>\n",
              "      <td>1183</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H253</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>520</td>\n",
              "      <td>109</td>\n",
              "      <td>16</td>\n",
              "      <td>12954</td>\n",
              "      <td>6</td>\n",
              "      <td>278</td>\n",
              "      <td>1085</td>\n",
              "      <td>986</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H254</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>318</td>\n",
              "      <td>135</td>\n",
              "      <td>54</td>\n",
              "      <td>4667</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>1034</td>\n",
              "      <td>530</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H255</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>664</td>\n",
              "      <td>113</td>\n",
              "      <td>29</td>\n",
              "      <td>17234</td>\n",
              "      <td>0</td>\n",
              "      <td>106</td>\n",
              "      <td>130</td>\n",
              "      <td>1209</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H256</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>728</td>\n",
              "      <td>97</td>\n",
              "      <td>8</td>\n",
              "      <td>7954</td>\n",
              "      <td>11</td>\n",
              "      <td>140</td>\n",
              "      <td>898</td>\n",
              "      <td>1225</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H257</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>621</td>\n",
              "      <td>109</td>\n",
              "      <td>23</td>\n",
              "      <td>8680</td>\n",
              "      <td>8</td>\n",
              "      <td>135</td>\n",
              "      <td>234</td>\n",
              "      <td>1201</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H258</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>893</td>\n",
              "      <td>265</td>\n",
              "      <td>71</td>\n",
              "      <td>9347</td>\n",
              "      <td>2</td>\n",
              "      <td>1585</td>\n",
              "      <td>1040</td>\n",
              "      <td>1056</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H259</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1168</td>\n",
              "      <td>137</td>\n",
              "      <td>48</td>\n",
              "      <td>33282</td>\n",
              "      <td>8</td>\n",
              "      <td>524</td>\n",
              "      <td>11288</td>\n",
              "      <td>1381</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H260</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>732</td>\n",
              "      <td>90</td>\n",
              "      <td>41</td>\n",
              "      <td>27736</td>\n",
              "      <td>1</td>\n",
              "      <td>404</td>\n",
              "      <td>30836</td>\n",
              "      <td>1366</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H261</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>980</td>\n",
              "      <td>117</td>\n",
              "      <td>28</td>\n",
              "      <td>31666</td>\n",
              "      <td>2</td>\n",
              "      <td>773</td>\n",
              "      <td>14090</td>\n",
              "      <td>1608</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H262</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>932</td>\n",
              "      <td>286</td>\n",
              "      <td>157</td>\n",
              "      <td>37134</td>\n",
              "      <td>8</td>\n",
              "      <td>902</td>\n",
              "      <td>1109</td>\n",
              "      <td>970</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H263</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>360</td>\n",
              "      <td>137</td>\n",
              "      <td>34</td>\n",
              "      <td>12673</td>\n",
              "      <td>8</td>\n",
              "      <td>139</td>\n",
              "      <td>1201</td>\n",
              "      <td>600</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H264</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>450</td>\n",
              "      <td>90</td>\n",
              "      <td>20</td>\n",
              "      <td>9327</td>\n",
              "      <td>12</td>\n",
              "      <td>223</td>\n",
              "      <td>5345</td>\n",
              "      <td>697</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H265</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>484</td>\n",
              "      <td>105</td>\n",
              "      <td>15</td>\n",
              "      <td>9554</td>\n",
              "      <td>19</td>\n",
              "      <td>283</td>\n",
              "      <td>1787</td>\n",
              "      <td>642</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H266</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>926</td>\n",
              "      <td>275</td>\n",
              "      <td>139</td>\n",
              "      <td>11757</td>\n",
              "      <td>5</td>\n",
              "      <td>639</td>\n",
              "      <td>2958</td>\n",
              "      <td>1020</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H267</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>803</td>\n",
              "      <td>101</td>\n",
              "      <td>54</td>\n",
              "      <td>9733</td>\n",
              "      <td>1</td>\n",
              "      <td>111</td>\n",
              "      <td>278</td>\n",
              "      <td>838</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H268</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>630</td>\n",
              "      <td>56</td>\n",
              "      <td>25</td>\n",
              "      <td>4823</td>\n",
              "      <td>8</td>\n",
              "      <td>113</td>\n",
              "      <td>850</td>\n",
              "      <td>653</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H269</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>537</td>\n",
              "      <td>87</td>\n",
              "      <td>21</td>\n",
              "      <td>5754</td>\n",
              "      <td>14</td>\n",
              "      <td>108</td>\n",
              "      <td>304</td>\n",
              "      <td>767</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H270</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>582</td>\n",
              "      <td>81</td>\n",
              "      <td>47</td>\n",
              "      <td>9860</td>\n",
              "      <td>2</td>\n",
              "      <td>599</td>\n",
              "      <td>475</td>\n",
              "      <td>586</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>48 rows × 65215 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-65da184c-faab-4959-88b3-4925aaa30aa9')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "    .colab-df-convert:hover {\n",
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              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Dropando colunas que contenham valores vazios, caso haja ocorrências\n",
        "dados2 = dados2.dropna(axis = 1)"
      ],
      "metadata": {
        "id": "XWZZBIe5PTEQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Guardando numa lista todas as somas de cada coluna do dataset\n",
        "colunas_somadas = []\n",
        "for coluna in dados2:\n",
        "    soma_colunas = dados2[coluna].sum()    \n",
        "    colunas_somadas.append(soma_colunas)"
      ],
      "metadata": {
        "id": "0cxbZtwHRKAY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificando a distribuição das somas de cada coluna\n",
        "x = range(0,65215,1)\n",
        "y = colunas_somadas\n",
        "\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 276
        },
        "id": "EtyoYwGnE3O3",
        "outputId": "5b659f6a-19c0-4bd2-84c0-a8ba265298ac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificando a distribuição das médias de cada coluna\n",
        "x = range(0,65215,1)\n",
        "y = dados2.mean()\n",
        "\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "kKWylzkCFGuO",
        "outputId": "e56e1725-3427-42fb-c765-384cd4b0dea6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificando a distribuição das medianas de cada coluna\n",
        "x = range(0,65215,1)\n",
        "y = dados2.median()\n",
        "\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "xXbEqSn-IHHC",
        "outputId": "40ae7241-1e41-444b-9376-4668ddb3edea"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "A partir dos 3 gráficos acima, é possível constatar que a maior parte dos dados estão numa base próxima a zero, o que nos motiva a retirar genes que contribuem em menor expressão."
      ],
      "metadata": {
        "id": "Es1aSv4mHTaN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Dropando colunas que possuem todos os valores iguais a 0\n",
        "nunique = dados2.nunique()\n",
        "cols_to_drop = nunique[nunique == 1].index\n",
        "dados2 = dados2.drop(cols_to_drop, axis=1)\n",
        "dados2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "wa0XKK8ushQq",
        "outputId": "fbd4d676-18f6-4bf8-8fc1-68a20062eaba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     0     1     2     3     4      5     6     7      8     9      ... 65183  \\\n",
              "H223     0     0  1216   189    74  31895     2   763   8963  1589  ...     0   \n",
              "H224     0     0  1228   114    38  23361     3   712  26794  1734  ...     0   \n",
              "H225     0     0  1022   110    55  27944     0   956   8027  1341  ...     0   \n",
              "H226     1     0   912   289   127  41846     6  1104    716  1053  ...     0   \n",
              "H227     0     0   491   186    30  11929    14   136    745   730  ...     0   \n",
              "H228     0     0   449   148    17   6856    16   227   3770   663  ...     0   \n",
              "H229     0     0   466   169    45   6756    15   217   1260   669  ...     0   \n",
              "H230     0     0   727   258   100   7668     4   905   1480   883  ...     0   \n",
              "H231     1     0   774   145    33   9315     1    94     75   873  ...     0   \n",
              "H232     0     0   576   131     8   3319     7    88    288   678  ...     0   \n",
              "H233     0     0   547   163    32   4788     3    73     81   778  ...     0   \n",
              "H234     1     0  1111   248    99  12703     6  1413    809  1062  ...     1   \n",
              "H235     0     0   681    98    27  32653     0   623   2248   619  ...     0   \n",
              "H236     0     0   796    85    28  27954     0   737   8879   880  ...     0   \n",
              "H237     1     0   799    63    26  22707     2   808   4314   736  ...     0   \n",
              "H238     2     0   542   155   108  27262     0   876    579   690  ...     0   \n",
              "H239     0     0   499    85    13  11143     4   141    462   486  ...     0   \n",
              "H240     0     0   495    65     7   8381     3   271   1966   520  ...     0   \n",
              "H241     0     0   398    77    15   7737     4   191    567   438  ...     0   \n",
              "H242     0     0   593   131    48  10164     0   739   1305   674  ...     0   \n",
              "H243     0     0   656   115    21  12241     0    73     51   731  ...     0   \n",
              "H244     0     0   714    80    16   9937     1   104    365   729  ...     0   \n",
              "H245     1     0   691    82    29   8805     0   109     87   817  ...     0   \n",
              "H246     0     0   921   143    89  11099     0  1202    542   557  ...     0   \n",
              "H247     0     0   881   138    42  40424     2   590  11814  1397  ...     0   \n",
              "H248     0     0   916    98    20  27829     1   469  40184  1562  ...     0   \n",
              "H249     0     0   775    65    33  24292     2   566  14726  1522  ...     0   \n",
              "H250     0     0   592   237    86  31025     8  1023    754   819  ...     0   \n",
              "H251     0     0   547   178    31  19576     2   134    803  1023  ...     0   \n",
              "H252     0     1   695   112    29  13212    10   250   3976  1183  ...     0   \n",
              "H253     0     0   520   109    16  12954     6   278   1085   986  ...     0   \n",
              "H254     0     0   318   135    54   4667     0   640   1034   530  ...     0   \n",
              "H255     0     0   664   113    29  17234     0   106    130  1209  ...     0   \n",
              "H256     0     0   728    97     8   7954    11   140    898  1225  ...     0   \n",
              "H257     0     0   621   109    23   8680     8   135    234  1201  ...     0   \n",
              "H258     0     0   893   265    71   9347     2  1585   1040  1056  ...     0   \n",
              "H259     0     0  1168   137    48  33282     8   524  11288  1381  ...     0   \n",
              "H260     0     0   732    90    41  27736     1   404  30836  1366  ...     0   \n",
              "H261     0     1   980   117    28  31666     2   773  14090  1608  ...     0   \n",
              "H262     1     0   932   286   157  37134     8   902   1109   970  ...     0   \n",
              "H263     0     0   360   137    34  12673     8   139   1201   600  ...     0   \n",
              "H264     1     0   450    90    20   9327    12   223   5345   697  ...     0   \n",
              "H265     0     0   484   105    15   9554    19   283   1787   642  ...     0   \n",
              "H266     2     0   926   275   139  11757     5   639   2958  1020  ...     0   \n",
              "H267     0     0   803   101    54   9733     1   111    278   838  ...     0   \n",
              "H268     0     0   630    56    25   4823     8   113    850   653  ...     0   \n",
              "H269     1     0   537    87    21   5754    14   108    304   767  ...     0   \n",
              "H270     0     0   582    81    47   9860     2   599    475   586  ...     0   \n",
              "\n",
              "     65184 65188 65191 65195 65196 65201 65204 65210 65212  \n",
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              "H228     0    11     0     1     0     0     5     0     0  \n",
              "H229     0    11     0     6     0     1     3     0     0  \n",
              "H230     0    19     0     1     0     0     2     0     0  \n",
              "H231     0     8     0    28     0     0     1     0     0  \n",
              "H232     0     2     0     0     0     0     1     0     0  \n",
              "H233     0     4     0     4     0     0     0     0     0  \n",
              "H234     0    14     0     3     0     4     2     0     0  \n",
              "H235     0     4     0     5     0     0     3     0     0  \n",
              "H236     0     8     0     0     0     0     1     0     0  \n",
              "H237     0     4     0     1     0     0     0     0     0  \n",
              "H238     1     7     0    13     0     0     2     1     0  \n",
              "H239     0    12     0    10     0     0     2     0     0  \n",
              "H240     0     5     0     0     0     0     3     0     0  \n",
              "H241     0     4     0     0     0     0     2     0     0  \n",
              "H242     0    10     0     0     0     0     0     0     0  \n",
              "H243     0    12     0     8     0     0     0     0     0  \n",
              "H244     0     2     0     2     0     0     0     0     0  \n",
              "H245     0     9     0     3     0     0     3     0     0  \n",
              "H246     0     2     0     7     0     0     0     0     0  \n",
              "H247     0    12     0    16     0     0     0     0     0  \n",
              "H248     0    17     0     0     0     2     0     0     0  \n",
              "H249     0     9     0     3     0     0     0     0     0  \n",
              "H250     0    19     0    24     0     0     0     0     0  \n",
              "H251     0    12     0    17     0     0     0     0     0  \n",
              "H252     1    17     0     1     0     0     0     0     0  \n",
              "H253     0    12     0     1     0     0     0     0     0  \n",
              "H254     0    12     0     1     0     0     2     0     0  \n",
              "H255     0    13     0    34     0     0     0     0     0  \n",
              "H256     0    12     0     1     0     0     1     1     0  \n",
              "H257     0    21     0     4     0     0     0     0     0  \n",
              "H258     0    33     0    13     0     0     0     0     0  \n",
              "H259     0    14     0    20     0     0     0     0     0  \n",
              "H260     0    17     0     1     0     0     1     0     1  \n",
              "H261     0    25     0     0     0     0     3     0     0  \n",
              "H262     0    28     0    30     0     0     1     0     0  \n",
              "H263     0     6     0     8     0     0     1     0     0  \n",
              "H264     0    10     0     0     0     0     1     0     0  \n",
              "H265     0    13     0     0     0     0     1     0     0  \n",
              "H266     0    23     0     2     0     0     2     0     0  \n",
              "H267     0    12     0    26     0     0     2     0     0  \n",
              "H268     0    14     0     2     1     0     0     0     0  \n",
              "H269     0    13     0     3     0     0     0     0     0  \n",
              "H270     0    12     0     4     0     0     0     0     0  \n",
              "\n",
              "[48 rows x 44678 columns]"
            ],
            "text/html": [
              "\n",
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              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>...</th>\n",
              "      <th>65183</th>\n",
              "      <th>65184</th>\n",
              "      <th>65188</th>\n",
              "      <th>65191</th>\n",
              "      <th>65195</th>\n",
              "      <th>65196</th>\n",
              "      <th>65201</th>\n",
              "      <th>65204</th>\n",
              "      <th>65210</th>\n",
              "      <th>65212</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>H223</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1216</td>\n",
              "      <td>189</td>\n",
              "      <td>74</td>\n",
              "      <td>31895</td>\n",
              "      <td>2</td>\n",
              "      <td>763</td>\n",
              "      <td>8963</td>\n",
              "      <td>1589</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H224</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1228</td>\n",
              "      <td>114</td>\n",
              "      <td>38</td>\n",
              "      <td>23361</td>\n",
              "      <td>3</td>\n",
              "      <td>712</td>\n",
              "      <td>26794</td>\n",
              "      <td>1734</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>H225</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1022</td>\n",
              "      <td>110</td>\n",
              "      <td>55</td>\n",
              "      <td>27944</td>\n",
              "      <td>0</td>\n",
              "      <td>956</td>\n",
              "      <td>8027</td>\n",
              "      <td>1341</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H226</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>912</td>\n",
              "      <td>289</td>\n",
              "      <td>127</td>\n",
              "      <td>41846</td>\n",
              "      <td>6</td>\n",
              "      <td>1104</td>\n",
              "      <td>716</td>\n",
              "      <td>1053</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H227</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>491</td>\n",
              "      <td>186</td>\n",
              "      <td>30</td>\n",
              "      <td>11929</td>\n",
              "      <td>14</td>\n",
              "      <td>136</td>\n",
              "      <td>745</td>\n",
              "      <td>730</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H228</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>449</td>\n",
              "      <td>148</td>\n",
              "      <td>17</td>\n",
              "      <td>6856</td>\n",
              "      <td>16</td>\n",
              "      <td>227</td>\n",
              "      <td>3770</td>\n",
              "      <td>663</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H229</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>466</td>\n",
              "      <td>169</td>\n",
              "      <td>45</td>\n",
              "      <td>6756</td>\n",
              "      <td>15</td>\n",
              "      <td>217</td>\n",
              "      <td>1260</td>\n",
              "      <td>669</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
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              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>H230</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>727</td>\n",
              "      <td>258</td>\n",
              "      <td>100</td>\n",
              "      <td>7668</td>\n",
              "      <td>4</td>\n",
              "      <td>905</td>\n",
              "      <td>1480</td>\n",
              "      <td>883</td>\n",
              "      <td>...</td>\n",
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              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>2</td>\n",
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              "    <tr>\n",
              "      <th>H231</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>774</td>\n",
              "      <td>145</td>\n",
              "      <td>33</td>\n",
              "      <td>9315</td>\n",
              "      <td>1</td>\n",
              "      <td>94</td>\n",
              "      <td>75</td>\n",
              "      <td>873</td>\n",
              "      <td>...</td>\n",
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              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>28</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>H232</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>576</td>\n",
              "      <td>131</td>\n",
              "      <td>8</td>\n",
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              "      <td>7</td>\n",
              "      <td>88</td>\n",
              "      <td>288</td>\n",
              "      <td>678</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>H233</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>547</td>\n",
              "      <td>163</td>\n",
              "      <td>32</td>\n",
              "      <td>4788</td>\n",
              "      <td>3</td>\n",
              "      <td>73</td>\n",
              "      <td>81</td>\n",
              "      <td>778</td>\n",
              "      <td>...</td>\n",
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              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H234</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1111</td>\n",
              "      <td>248</td>\n",
              "      <td>99</td>\n",
              "      <td>12703</td>\n",
              "      <td>6</td>\n",
              "      <td>1413</td>\n",
              "      <td>809</td>\n",
              "      <td>1062</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H235</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>681</td>\n",
              "      <td>98</td>\n",
              "      <td>27</td>\n",
              "      <td>32653</td>\n",
              "      <td>0</td>\n",
              "      <td>623</td>\n",
              "      <td>2248</td>\n",
              "      <td>619</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H236</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>796</td>\n",
              "      <td>85</td>\n",
              "      <td>28</td>\n",
              "      <td>27954</td>\n",
              "      <td>0</td>\n",
              "      <td>737</td>\n",
              "      <td>8879</td>\n",
              "      <td>880</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H237</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>799</td>\n",
              "      <td>63</td>\n",
              "      <td>26</td>\n",
              "      <td>22707</td>\n",
              "      <td>2</td>\n",
              "      <td>808</td>\n",
              "      <td>4314</td>\n",
              "      <td>736</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>H238</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>542</td>\n",
              "      <td>155</td>\n",
              "      <td>108</td>\n",
              "      <td>27262</td>\n",
              "      <td>0</td>\n",
              "      <td>876</td>\n",
              "      <td>579</td>\n",
              "      <td>690</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>H239</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>499</td>\n",
              "      <td>85</td>\n",
              "      <td>13</td>\n",
              "      <td>11143</td>\n",
              "      <td>4</td>\n",
              "      <td>141</td>\n",
              "      <td>462</td>\n",
              "      <td>486</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H240</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>495</td>\n",
              "      <td>65</td>\n",
              "      <td>7</td>\n",
              "      <td>8381</td>\n",
              "      <td>3</td>\n",
              "      <td>271</td>\n",
              "      <td>1966</td>\n",
              "      <td>520</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H241</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>398</td>\n",
              "      <td>77</td>\n",
              "      <td>15</td>\n",
              "      <td>7737</td>\n",
              "      <td>4</td>\n",
              "      <td>191</td>\n",
              "      <td>567</td>\n",
              "      <td>438</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H242</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>593</td>\n",
              "      <td>131</td>\n",
              "      <td>48</td>\n",
              "      <td>10164</td>\n",
              "      <td>0</td>\n",
              "      <td>739</td>\n",
              "      <td>1305</td>\n",
              "      <td>674</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H243</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>656</td>\n",
              "      <td>115</td>\n",
              "      <td>21</td>\n",
              "      <td>12241</td>\n",
              "      <td>0</td>\n",
              "      <td>73</td>\n",
              "      <td>51</td>\n",
              "      <td>731</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H244</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>714</td>\n",
              "      <td>80</td>\n",
              "      <td>16</td>\n",
              "      <td>9937</td>\n",
              "      <td>1</td>\n",
              "      <td>104</td>\n",
              "      <td>365</td>\n",
              "      <td>729</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H245</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>691</td>\n",
              "      <td>82</td>\n",
              "      <td>29</td>\n",
              "      <td>8805</td>\n",
              "      <td>0</td>\n",
              "      <td>109</td>\n",
              "      <td>87</td>\n",
              "      <td>817</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H246</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>921</td>\n",
              "      <td>143</td>\n",
              "      <td>89</td>\n",
              "      <td>11099</td>\n",
              "      <td>0</td>\n",
              "      <td>1202</td>\n",
              "      <td>542</td>\n",
              "      <td>557</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H247</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>881</td>\n",
              "      <td>138</td>\n",
              "      <td>42</td>\n",
              "      <td>40424</td>\n",
              "      <td>2</td>\n",
              "      <td>590</td>\n",
              "      <td>11814</td>\n",
              "      <td>1397</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H248</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>916</td>\n",
              "      <td>98</td>\n",
              "      <td>20</td>\n",
              "      <td>27829</td>\n",
              "      <td>1</td>\n",
              "      <td>469</td>\n",
              "      <td>40184</td>\n",
              "      <td>1562</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H249</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>775</td>\n",
              "      <td>65</td>\n",
              "      <td>33</td>\n",
              "      <td>24292</td>\n",
              "      <td>2</td>\n",
              "      <td>566</td>\n",
              "      <td>14726</td>\n",
              "      <td>1522</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H250</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>592</td>\n",
              "      <td>237</td>\n",
              "      <td>86</td>\n",
              "      <td>31025</td>\n",
              "      <td>8</td>\n",
              "      <td>1023</td>\n",
              "      <td>754</td>\n",
              "      <td>819</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H251</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>547</td>\n",
              "      <td>178</td>\n",
              "      <td>31</td>\n",
              "      <td>19576</td>\n",
              "      <td>2</td>\n",
              "      <td>134</td>\n",
              "      <td>803</td>\n",
              "      <td>1023</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H252</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>695</td>\n",
              "      <td>112</td>\n",
              "      <td>29</td>\n",
              "      <td>13212</td>\n",
              "      <td>10</td>\n",
              "      <td>250</td>\n",
              "      <td>3976</td>\n",
              "      <td>1183</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H253</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>520</td>\n",
              "      <td>109</td>\n",
              "      <td>16</td>\n",
              "      <td>12954</td>\n",
              "      <td>6</td>\n",
              "      <td>278</td>\n",
              "      <td>1085</td>\n",
              "      <td>986</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H254</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>318</td>\n",
              "      <td>135</td>\n",
              "      <td>54</td>\n",
              "      <td>4667</td>\n",
              "      <td>0</td>\n",
              "      <td>640</td>\n",
              "      <td>1034</td>\n",
              "      <td>530</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H255</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>664</td>\n",
              "      <td>113</td>\n",
              "      <td>29</td>\n",
              "      <td>17234</td>\n",
              "      <td>0</td>\n",
              "      <td>106</td>\n",
              "      <td>130</td>\n",
              "      <td>1209</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H256</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>728</td>\n",
              "      <td>97</td>\n",
              "      <td>8</td>\n",
              "      <td>7954</td>\n",
              "      <td>11</td>\n",
              "      <td>140</td>\n",
              "      <td>898</td>\n",
              "      <td>1225</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H257</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>621</td>\n",
              "      <td>109</td>\n",
              "      <td>23</td>\n",
              "      <td>8680</td>\n",
              "      <td>8</td>\n",
              "      <td>135</td>\n",
              "      <td>234</td>\n",
              "      <td>1201</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H258</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>893</td>\n",
              "      <td>265</td>\n",
              "      <td>71</td>\n",
              "      <td>9347</td>\n",
              "      <td>2</td>\n",
              "      <td>1585</td>\n",
              "      <td>1040</td>\n",
              "      <td>1056</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>33</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H259</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1168</td>\n",
              "      <td>137</td>\n",
              "      <td>48</td>\n",
              "      <td>33282</td>\n",
              "      <td>8</td>\n",
              "      <td>524</td>\n",
              "      <td>11288</td>\n",
              "      <td>1381</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H260</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>732</td>\n",
              "      <td>90</td>\n",
              "      <td>41</td>\n",
              "      <td>27736</td>\n",
              "      <td>1</td>\n",
              "      <td>404</td>\n",
              "      <td>30836</td>\n",
              "      <td>1366</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H261</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>980</td>\n",
              "      <td>117</td>\n",
              "      <td>28</td>\n",
              "      <td>31666</td>\n",
              "      <td>2</td>\n",
              "      <td>773</td>\n",
              "      <td>14090</td>\n",
              "      <td>1608</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H262</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>932</td>\n",
              "      <td>286</td>\n",
              "      <td>157</td>\n",
              "      <td>37134</td>\n",
              "      <td>8</td>\n",
              "      <td>902</td>\n",
              "      <td>1109</td>\n",
              "      <td>970</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>28</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H263</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>360</td>\n",
              "      <td>137</td>\n",
              "      <td>34</td>\n",
              "      <td>12673</td>\n",
              "      <td>8</td>\n",
              "      <td>139</td>\n",
              "      <td>1201</td>\n",
              "      <td>600</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H264</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>450</td>\n",
              "      <td>90</td>\n",
              "      <td>20</td>\n",
              "      <td>9327</td>\n",
              "      <td>12</td>\n",
              "      <td>223</td>\n",
              "      <td>5345</td>\n",
              "      <td>697</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H265</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>484</td>\n",
              "      <td>105</td>\n",
              "      <td>15</td>\n",
              "      <td>9554</td>\n",
              "      <td>19</td>\n",
              "      <td>283</td>\n",
              "      <td>1787</td>\n",
              "      <td>642</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H266</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>926</td>\n",
              "      <td>275</td>\n",
              "      <td>139</td>\n",
              "      <td>11757</td>\n",
              "      <td>5</td>\n",
              "      <td>639</td>\n",
              "      <td>2958</td>\n",
              "      <td>1020</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H267</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>803</td>\n",
              "      <td>101</td>\n",
              "      <td>54</td>\n",
              "      <td>9733</td>\n",
              "      <td>1</td>\n",
              "      <td>111</td>\n",
              "      <td>278</td>\n",
              "      <td>838</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>26</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H268</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>630</td>\n",
              "      <td>56</td>\n",
              "      <td>25</td>\n",
              "      <td>4823</td>\n",
              "      <td>8</td>\n",
              "      <td>113</td>\n",
              "      <td>850</td>\n",
              "      <td>653</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H269</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>537</td>\n",
              "      <td>87</td>\n",
              "      <td>21</td>\n",
              "      <td>5754</td>\n",
              "      <td>14</td>\n",
              "      <td>108</td>\n",
              "      <td>304</td>\n",
              "      <td>767</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H270</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>582</td>\n",
              "      <td>81</td>\n",
              "      <td>47</td>\n",
              "      <td>9860</td>\n",
              "      <td>2</td>\n",
              "      <td>599</td>\n",
              "      <td>475</td>\n",
              "      <td>586</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>48 rows × 44678 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c37c4b8c-b9ab-488d-81bb-476a77620c61')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "    [theme=dark] .colab-df-convert {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c37c4b8c-b9ab-488d-81bb-476a77620c61 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c37c4b8c-b9ab-488d-81bb-476a77620c61');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Somente retirando as colunas que apenas possuíam zeros, o número de genes caiu de 65.215 para 44.678, o que representa uma queda de 31,5%."
      ],
      "metadata": {
        "id": "D5I2eGsvIBv0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Vamos ordenar aquela lista de colunas somadas para a ordem decrescente a fim de usá-la como base para fazermos as próximas subdivisões no dataset\n",
        "colunas_somadas_2 = sorted(colunas_somadas, reverse = True)"
      ],
      "metadata": {
        "id": "PctE4DN9Nm1S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Soma de todas as colunas\n",
        "sum(colunas_somadas_2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "98mOmw9SfyBT",
        "outputId": "a195b50e-bd2d-49cc-844d-b5eb5717f2fd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "807401174"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 95% do total de genes\n",
        "lim_95 = 807401174 * 0.95\n",
        "lim_95"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2BAbufzyNuCd",
        "outputId": "03e1f809-8e7d-48c1-aea0-4bf2914cb39e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "767031115.3"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "soma_acumulada = 0\n",
        "colunas = 0\n",
        "\n",
        "for i in colunas_somadas_2:\n",
        "    if soma_acumulada <= lim_95:\n",
        "        soma_acumulada += i\n",
        "        colunas += 1\n",
        "\n",
        "print(soma_acumulada)\n",
        "print(colunas-1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AdmQdM78N8ww",
        "outputId": "22b9ee58-7098-414a-997e-931d8839a170"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "767032093\n",
            "6394\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_2_atualizado = colunas_somadas_2[:6394]"
      ],
      "metadata": {
        "id": "NYWq8SipgzLU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_2_atualizado[6393]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NmR9wNqLu5Dq",
        "outputId": "919d8345-5d30-4239-92fb-127f3aedfdcb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "14064"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que somados equivalem a 95% do total de expressões.\n",
        "dados3 = pd.DataFrame()\n",
        "for coluna in dados2:\n",
        "    if dados2[coluna].sum() >= 14064:\n",
        "        dados3[coluna] = dados2[coluna]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K678tw-Yu5Ay",
        "outputId": "de5c185b-ff51-4ca2-b7e1-903953a34df0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kT5k3fE-BRK_",
        "outputId": "e4fc8502-0bc8-4fc7-bfd9-1afca892b4fc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     2      5     7      8     9     16    22    23    28     29     ...  \\\n",
              "H223  1216  31895   763   8963  1589   685   322  1677   315  17853  ...   \n",
              "H224  1228  23361   712  26794  1734   654   386  2547   613  18959  ...   \n",
              "H225  1022  27944   956   8027  1341   500   326  2463   339  14546  ...   \n",
              "H226   912  41846  1104    716  1053   958  1399  2360   398   7402  ...   \n",
              "H227   491  11929   136    745   730   451  4163  1355   254   2694  ...   \n",
              "H228   449   6856   227   3770   663   526  4459  2259   483   3134  ...   \n",
              "H229   466   6756   217   1260   669   461  5608  2463   341   1921  ...   \n",
              "H230   727   7668   905   1480   883   932  2232  3255   610   7248  ...   \n",
              "H231   774   9315    94     75   873   381  2743  2339    86   2889  ...   \n",
              "H232   576   3319    88    288   678   193  2381  2780   264    745  ...   \n",
              "H233   547   4788    73     81   778   291  3302  2292   166   1268  ...   \n",
              "H234  1111  12703  1413    809  1062   937  1146  4123   479   5409  ...   \n",
              "H235   681  32653   623   2248   619   311   327  2112   541  14610  ...   \n",
              "H236   796  27954   737   8879   880   251   474  3628   931  17465  ...   \n",
              "H237   799  22707   808   4314   736   307   483  3072   480   9090  ...   \n",
              "H238   542  27262   876    579   690   444   439  2069   457   6457  ...   \n",
              "H239   499  11143   141    462   486   222  2794  1579   187   3353  ...   \n",
              "H240   495   8381   271   1966   520   297  2623  2827   494   3710  ...   \n",
              "H241   398   7737   191    567   438   164  2732  2785   263   2573  ...   \n",
              "H242   593  10164   739   1305   674   432   597  5295  1046   9385  ...   \n",
              "H243   656  12241    73     51   731   232  1871  3305   315   4482  ...   \n",
              "H244   714   9937   104    365   729   190  1555  4215   811   2197  ...   \n",
              "H245   691   8805   109     87   817   258  2273  4984   469   2913  ...   \n",
              "H246   921  11099  1202    542   557   407   429  7367   613   5003  ...   \n",
              "H247   881  40424   590  11814  1397   454   324  2080   377  21779  ...   \n",
              "H248   916  27829   469  40184  1562   410   255  3205   525  23378  ...   \n",
              "H249   775  24292   566  14726  1522   369   480  6725   431  16927  ...   \n",
              "H250   592  31025  1023    754   819   817   644  2720   421   7740  ...   \n",
              "H251   547  19576   134    803  1023   443  6611  1836   243   4210  ...   \n",
              "H252   695  13212   250   3976  1183   490  4694  3350   431   5421  ...   \n",
              "H253   520  12954   278   1085   986   454  6597  3525   332   2838  ...   \n",
              "H254   318   4667   640   1034   530   504   437  4302   636   6212  ...   \n",
              "H255   664  17234   106    130  1209   496  2189  1984   227   6244  ...   \n",
              "H256   728   7954   140    898  1225   348  1566  2113   307   2011  ...   \n",
              "H257   621   8680   135    234  1201   497  2826  1747   210   3350  ...   \n",
              "H258   893   9347  1585   1040  1056  1195   684  6008   645   8830  ...   \n",
              "H259  1168  33282   524  11288  1381   496   393  1998   280  12314  ...   \n",
              "H260   732  27736   404  30836  1366   294   344  2779   888  14557  ...   \n",
              "H261   980  31666   773  14090  1608   418   509  4338   665  11945  ...   \n",
              "H262   932  37134   902   1109   970  1030  1367  3213   410   7688  ...   \n",
              "H263   360  12673   139   1201   600   298  3591  1085   199   2891  ...   \n",
              "H264   450   9327   223   5345   697   336  3389  2172   456   4368  ...   \n",
              "H265   484   9554   283   1787   642   285  4171  2695   288   2478  ...   \n",
              "H266   926  11757   639   2958  1020   987  1115  5370   740   8413  ...   \n",
              "H267   803   9733   111    278   838   394  2005  1835   121   2575  ...   \n",
              "H268   630   4823   113    850   653   163   955  2188   193   1016  ...   \n",
              "H269   537   5754   108    304   767   284  1892  1874   189   1178  ...   \n",
              "H270   582   9860   599    475   586   437   468  4685   376   4067  ...   \n",
              "\n",
              "       61054 61210 61385 61466 61719 62133 62364 62500 63138 64941  \n",
              "H223    4401  1211   888   752  1222   530  1394   673   478   738  \n",
              "H224   10523  1146  1409   755  1078   403  1802   319   540   714  \n",
              "H225    8915  1204  1474   548   917   409  1882   344   358   628  \n",
              "H226    1352  1100   148   579  1108   620  2560  1053   405   607  \n",
              "H227  128455   752  1081   550   588   191  1877    29   248   230  \n",
              "H228  260457   704  1131   596   594   175  1673    48   231   277  \n",
              "H229  228036   733  1261   540   533   144  1840    38   207   298  \n",
              "H230    2095   860   186   535   996   552  1349  1179   342   496  \n",
              "H231   48674   888   289   494   679   225  1266    68   367   263  \n",
              "H232  315956   408   499   477   595   129  1893    33   255   232  \n",
              "H233  115431   640   439   420   599   127  1155    35   218   218  \n",
              "H234    4430  1253   162   656  1387   652  1312   895   470   865  \n",
              "H235   13035  1120   703   431   611   345   893   681   305   329  \n",
              "H236   39658  1337  1448   440   698   371  1536   324   260   353  \n",
              "H237   14398  1354  1580   457   680   288   872   289   216   467  \n",
              "H238    2168  1087    89   380   966   520  1494  1282   197   489  \n",
              "H239  120973   634   647   552   494   199   945    64   218   145  \n",
              "H240  288033   567   893   589   454   197  1154   100   184   200  \n",
              "H241  230468   642  1056   377   396   133  1153    45   164   161  \n",
              "H242    3110  1114   288   401   810   508  1099  1774   310   337  \n",
              "H243   96380   958   345   509   657   256   955    73   310   149  \n",
              "H244  334149   749   657   537   877   190  1356    58   298   245  \n",
              "H245  195332   760   524   534   795   189   952    39   293   214  \n",
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              "H248    5768   939  1871   528   956   366  1283   564   444   506  \n",
              "H249   10187   895  2824   463   995   377  1463   450   400   411  \n",
              "H250     285   894    59   458   977   501  1214  1048   399   565  \n",
              "H251  205685   946  1064   689   674   195  1150   118   312   251  \n",
              "H252  344367   917  1674   757   694   199  1180   109   357   280  \n",
              "H253  385105   819  2184   586   674   178  1016    97   320   305  \n",
              "H254     489   563    61   287   678   401   606  1065   253   319  \n",
              "H255   61735   762   323   403   859   246   850   278   411   256  \n",
              "H256  248412   555   884   521   770   181  1133    71   417   359  \n",
              "H257   87152   711   527   455   704   186   777   129   327   281  \n",
              "H258     924  1035   134   533  1295   841  1228  1300   437   844  \n",
              "H259    8754   824  1049   832  1218   615  1248   618   625   658  \n",
              "H260   17013   777  1862   574   978   485  1379   231   520   440  \n",
              "H261   24507   836  2486   647   985   655  1854   224   540   604  \n",
              "H262    1425   791   127   715  1440   815  1476  1030   542   754  \n",
              "H263  116800   390   642   563   562   247   753    79   253   210  \n",
              "H264  155403   447  1149   586   608   248   730    89   253   273  \n",
              "H265  184709   489  1492   499   530   228   760    53   250   239  \n",
              "H266    2254   817   366   739  1434   810   857  1487   565   638  \n",
              "H267   76201   353   340   655   873   348   717    97   428   305  \n",
              "H268  219644   224   641   470   534   224   614    37   280   259  \n",
              "H269  168806   239   668   527   602   231   592    46   341   325  \n",
              "H270    3118   686   149   320   700   437   718   609   288   374  \n",
              "\n",
              "[48 rows x 6394 columns]"
            ],
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              "      <th></th>\n",
              "      <th>2</th>\n",
              "      <th>5</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>16</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>...</th>\n",
              "      <th>61054</th>\n",
              "      <th>61210</th>\n",
              "      <th>61385</th>\n",
              "      <th>61466</th>\n",
              "      <th>61719</th>\n",
              "      <th>62133</th>\n",
              "      <th>62364</th>\n",
              "      <th>62500</th>\n",
              "      <th>63138</th>\n",
              "      <th>64941</th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "    <tr>\n",
              "      <th>H223</th>\n",
              "      <td>1216</td>\n",
              "      <td>31895</td>\n",
              "      <td>763</td>\n",
              "      <td>8963</td>\n",
              "      <td>1589</td>\n",
              "      <td>685</td>\n",
              "      <td>322</td>\n",
              "      <td>1677</td>\n",
              "      <td>315</td>\n",
              "      <td>17853</td>\n",
              "      <td>...</td>\n",
              "      <td>4401</td>\n",
              "      <td>1211</td>\n",
              "      <td>888</td>\n",
              "      <td>752</td>\n",
              "      <td>1222</td>\n",
              "      <td>530</td>\n",
              "      <td>1394</td>\n",
              "      <td>673</td>\n",
              "      <td>478</td>\n",
              "      <td>738</td>\n",
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              "    <tr>\n",
              "      <th>H224</th>\n",
              "      <td>1228</td>\n",
              "      <td>23361</td>\n",
              "      <td>712</td>\n",
              "      <td>26794</td>\n",
              "      <td>1734</td>\n",
              "      <td>654</td>\n",
              "      <td>386</td>\n",
              "      <td>2547</td>\n",
              "      <td>613</td>\n",
              "      <td>18959</td>\n",
              "      <td>...</td>\n",
              "      <td>10523</td>\n",
              "      <td>1146</td>\n",
              "      <td>1409</td>\n",
              "      <td>755</td>\n",
              "      <td>1078</td>\n",
              "      <td>403</td>\n",
              "      <td>1802</td>\n",
              "      <td>319</td>\n",
              "      <td>540</td>\n",
              "      <td>714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H225</th>\n",
              "      <td>1022</td>\n",
              "      <td>27944</td>\n",
              "      <td>956</td>\n",
              "      <td>8027</td>\n",
              "      <td>1341</td>\n",
              "      <td>500</td>\n",
              "      <td>326</td>\n",
              "      <td>2463</td>\n",
              "      <td>339</td>\n",
              "      <td>14546</td>\n",
              "      <td>...</td>\n",
              "      <td>8915</td>\n",
              "      <td>1204</td>\n",
              "      <td>1474</td>\n",
              "      <td>548</td>\n",
              "      <td>917</td>\n",
              "      <td>409</td>\n",
              "      <td>1882</td>\n",
              "      <td>344</td>\n",
              "      <td>358</td>\n",
              "      <td>628</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H226</th>\n",
              "      <td>912</td>\n",
              "      <td>41846</td>\n",
              "      <td>1104</td>\n",
              "      <td>716</td>\n",
              "      <td>1053</td>\n",
              "      <td>958</td>\n",
              "      <td>1399</td>\n",
              "      <td>2360</td>\n",
              "      <td>398</td>\n",
              "      <td>7402</td>\n",
              "      <td>...</td>\n",
              "      <td>1352</td>\n",
              "      <td>1100</td>\n",
              "      <td>148</td>\n",
              "      <td>579</td>\n",
              "      <td>1108</td>\n",
              "      <td>620</td>\n",
              "      <td>2560</td>\n",
              "      <td>1053</td>\n",
              "      <td>405</td>\n",
              "      <td>607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H227</th>\n",
              "      <td>491</td>\n",
              "      <td>11929</td>\n",
              "      <td>136</td>\n",
              "      <td>745</td>\n",
              "      <td>730</td>\n",
              "      <td>451</td>\n",
              "      <td>4163</td>\n",
              "      <td>1355</td>\n",
              "      <td>254</td>\n",
              "      <td>2694</td>\n",
              "      <td>...</td>\n",
              "      <td>128455</td>\n",
              "      <td>752</td>\n",
              "      <td>1081</td>\n",
              "      <td>550</td>\n",
              "      <td>588</td>\n",
              "      <td>191</td>\n",
              "      <td>1877</td>\n",
              "      <td>29</td>\n",
              "      <td>248</td>\n",
              "      <td>230</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H228</th>\n",
              "      <td>449</td>\n",
              "      <td>6856</td>\n",
              "      <td>227</td>\n",
              "      <td>3770</td>\n",
              "      <td>663</td>\n",
              "      <td>526</td>\n",
              "      <td>4459</td>\n",
              "      <td>2259</td>\n",
              "      <td>483</td>\n",
              "      <td>3134</td>\n",
              "      <td>...</td>\n",
              "      <td>260457</td>\n",
              "      <td>704</td>\n",
              "      <td>1131</td>\n",
              "      <td>596</td>\n",
              "      <td>594</td>\n",
              "      <td>175</td>\n",
              "      <td>1673</td>\n",
              "      <td>48</td>\n",
              "      <td>231</td>\n",
              "      <td>277</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H229</th>\n",
              "      <td>466</td>\n",
              "      <td>6756</td>\n",
              "      <td>217</td>\n",
              "      <td>1260</td>\n",
              "      <td>669</td>\n",
              "      <td>461</td>\n",
              "      <td>5608</td>\n",
              "      <td>2463</td>\n",
              "      <td>341</td>\n",
              "      <td>1921</td>\n",
              "      <td>...</td>\n",
              "      <td>228036</td>\n",
              "      <td>733</td>\n",
              "      <td>1261</td>\n",
              "      <td>540</td>\n",
              "      <td>533</td>\n",
              "      <td>144</td>\n",
              "      <td>1840</td>\n",
              "      <td>38</td>\n",
              "      <td>207</td>\n",
              "      <td>298</td>\n",
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              "    <tr>\n",
              "      <th>H230</th>\n",
              "      <td>727</td>\n",
              "      <td>7668</td>\n",
              "      <td>905</td>\n",
              "      <td>1480</td>\n",
              "      <td>883</td>\n",
              "      <td>932</td>\n",
              "      <td>2232</td>\n",
              "      <td>3255</td>\n",
              "      <td>610</td>\n",
              "      <td>7248</td>\n",
              "      <td>...</td>\n",
              "      <td>2095</td>\n",
              "      <td>860</td>\n",
              "      <td>186</td>\n",
              "      <td>535</td>\n",
              "      <td>996</td>\n",
              "      <td>552</td>\n",
              "      <td>1349</td>\n",
              "      <td>1179</td>\n",
              "      <td>342</td>\n",
              "      <td>496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H231</th>\n",
              "      <td>774</td>\n",
              "      <td>9315</td>\n",
              "      <td>94</td>\n",
              "      <td>75</td>\n",
              "      <td>873</td>\n",
              "      <td>381</td>\n",
              "      <td>2743</td>\n",
              "      <td>2339</td>\n",
              "      <td>86</td>\n",
              "      <td>2889</td>\n",
              "      <td>...</td>\n",
              "      <td>48674</td>\n",
              "      <td>888</td>\n",
              "      <td>289</td>\n",
              "      <td>494</td>\n",
              "      <td>679</td>\n",
              "      <td>225</td>\n",
              "      <td>1266</td>\n",
              "      <td>68</td>\n",
              "      <td>367</td>\n",
              "      <td>263</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H232</th>\n",
              "      <td>576</td>\n",
              "      <td>3319</td>\n",
              "      <td>88</td>\n",
              "      <td>288</td>\n",
              "      <td>678</td>\n",
              "      <td>193</td>\n",
              "      <td>2381</td>\n",
              "      <td>2780</td>\n",
              "      <td>264</td>\n",
              "      <td>745</td>\n",
              "      <td>...</td>\n",
              "      <td>315956</td>\n",
              "      <td>408</td>\n",
              "      <td>499</td>\n",
              "      <td>477</td>\n",
              "      <td>595</td>\n",
              "      <td>129</td>\n",
              "      <td>1893</td>\n",
              "      <td>33</td>\n",
              "      <td>255</td>\n",
              "      <td>232</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H233</th>\n",
              "      <td>547</td>\n",
              "      <td>4788</td>\n",
              "      <td>73</td>\n",
              "      <td>81</td>\n",
              "      <td>778</td>\n",
              "      <td>291</td>\n",
              "      <td>3302</td>\n",
              "      <td>2292</td>\n",
              "      <td>166</td>\n",
              "      <td>1268</td>\n",
              "      <td>...</td>\n",
              "      <td>115431</td>\n",
              "      <td>640</td>\n",
              "      <td>439</td>\n",
              "      <td>420</td>\n",
              "      <td>599</td>\n",
              "      <td>127</td>\n",
              "      <td>1155</td>\n",
              "      <td>35</td>\n",
              "      <td>218</td>\n",
              "      <td>218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H234</th>\n",
              "      <td>1111</td>\n",
              "      <td>12703</td>\n",
              "      <td>1413</td>\n",
              "      <td>809</td>\n",
              "      <td>1062</td>\n",
              "      <td>937</td>\n",
              "      <td>1146</td>\n",
              "      <td>4123</td>\n",
              "      <td>479</td>\n",
              "      <td>5409</td>\n",
              "      <td>...</td>\n",
              "      <td>4430</td>\n",
              "      <td>1253</td>\n",
              "      <td>162</td>\n",
              "      <td>656</td>\n",
              "      <td>1387</td>\n",
              "      <td>652</td>\n",
              "      <td>1312</td>\n",
              "      <td>895</td>\n",
              "      <td>470</td>\n",
              "      <td>865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H235</th>\n",
              "      <td>681</td>\n",
              "      <td>32653</td>\n",
              "      <td>623</td>\n",
              "      <td>2248</td>\n",
              "      <td>619</td>\n",
              "      <td>311</td>\n",
              "      <td>327</td>\n",
              "      <td>2112</td>\n",
              "      <td>541</td>\n",
              "      <td>14610</td>\n",
              "      <td>...</td>\n",
              "      <td>13035</td>\n",
              "      <td>1120</td>\n",
              "      <td>703</td>\n",
              "      <td>431</td>\n",
              "      <td>611</td>\n",
              "      <td>345</td>\n",
              "      <td>893</td>\n",
              "      <td>681</td>\n",
              "      <td>305</td>\n",
              "      <td>329</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H236</th>\n",
              "      <td>796</td>\n",
              "      <td>27954</td>\n",
              "      <td>737</td>\n",
              "      <td>8879</td>\n",
              "      <td>880</td>\n",
              "      <td>251</td>\n",
              "      <td>474</td>\n",
              "      <td>3628</td>\n",
              "      <td>931</td>\n",
              "      <td>17465</td>\n",
              "      <td>...</td>\n",
              "      <td>39658</td>\n",
              "      <td>1337</td>\n",
              "      <td>1448</td>\n",
              "      <td>440</td>\n",
              "      <td>698</td>\n",
              "      <td>371</td>\n",
              "      <td>1536</td>\n",
              "      <td>324</td>\n",
              "      <td>260</td>\n",
              "      <td>353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H237</th>\n",
              "      <td>799</td>\n",
              "      <td>22707</td>\n",
              "      <td>808</td>\n",
              "      <td>4314</td>\n",
              "      <td>736</td>\n",
              "      <td>307</td>\n",
              "      <td>483</td>\n",
              "      <td>3072</td>\n",
              "      <td>480</td>\n",
              "      <td>9090</td>\n",
              "      <td>...</td>\n",
              "      <td>14398</td>\n",
              "      <td>1354</td>\n",
              "      <td>1580</td>\n",
              "      <td>457</td>\n",
              "      <td>680</td>\n",
              "      <td>288</td>\n",
              "      <td>872</td>\n",
              "      <td>289</td>\n",
              "      <td>216</td>\n",
              "      <td>467</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H238</th>\n",
              "      <td>542</td>\n",
              "      <td>27262</td>\n",
              "      <td>876</td>\n",
              "      <td>579</td>\n",
              "      <td>690</td>\n",
              "      <td>444</td>\n",
              "      <td>439</td>\n",
              "      <td>2069</td>\n",
              "      <td>457</td>\n",
              "      <td>6457</td>\n",
              "      <td>...</td>\n",
              "      <td>2168</td>\n",
              "      <td>1087</td>\n",
              "      <td>89</td>\n",
              "      <td>380</td>\n",
              "      <td>966</td>\n",
              "      <td>520</td>\n",
              "      <td>1494</td>\n",
              "      <td>1282</td>\n",
              "      <td>197</td>\n",
              "      <td>489</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H239</th>\n",
              "      <td>499</td>\n",
              "      <td>11143</td>\n",
              "      <td>141</td>\n",
              "      <td>462</td>\n",
              "      <td>486</td>\n",
              "      <td>222</td>\n",
              "      <td>2794</td>\n",
              "      <td>1579</td>\n",
              "      <td>187</td>\n",
              "      <td>3353</td>\n",
              "      <td>...</td>\n",
              "      <td>120973</td>\n",
              "      <td>634</td>\n",
              "      <td>647</td>\n",
              "      <td>552</td>\n",
              "      <td>494</td>\n",
              "      <td>199</td>\n",
              "      <td>945</td>\n",
              "      <td>64</td>\n",
              "      <td>218</td>\n",
              "      <td>145</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H240</th>\n",
              "      <td>495</td>\n",
              "      <td>8381</td>\n",
              "      <td>271</td>\n",
              "      <td>1966</td>\n",
              "      <td>520</td>\n",
              "      <td>297</td>\n",
              "      <td>2623</td>\n",
              "      <td>2827</td>\n",
              "      <td>494</td>\n",
              "      <td>3710</td>\n",
              "      <td>...</td>\n",
              "      <td>288033</td>\n",
              "      <td>567</td>\n",
              "      <td>893</td>\n",
              "      <td>589</td>\n",
              "      <td>454</td>\n",
              "      <td>197</td>\n",
              "      <td>1154</td>\n",
              "      <td>100</td>\n",
              "      <td>184</td>\n",
              "      <td>200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H241</th>\n",
              "      <td>398</td>\n",
              "      <td>7737</td>\n",
              "      <td>191</td>\n",
              "      <td>567</td>\n",
              "      <td>438</td>\n",
              "      <td>164</td>\n",
              "      <td>2732</td>\n",
              "      <td>2785</td>\n",
              "      <td>263</td>\n",
              "      <td>2573</td>\n",
              "      <td>...</td>\n",
              "      <td>230468</td>\n",
              "      <td>642</td>\n",
              "      <td>1056</td>\n",
              "      <td>377</td>\n",
              "      <td>396</td>\n",
              "      <td>133</td>\n",
              "      <td>1153</td>\n",
              "      <td>45</td>\n",
              "      <td>164</td>\n",
              "      <td>161</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H242</th>\n",
              "      <td>593</td>\n",
              "      <td>10164</td>\n",
              "      <td>739</td>\n",
              "      <td>1305</td>\n",
              "      <td>674</td>\n",
              "      <td>432</td>\n",
              "      <td>597</td>\n",
              "      <td>5295</td>\n",
              "      <td>1046</td>\n",
              "      <td>9385</td>\n",
              "      <td>...</td>\n",
              "      <td>3110</td>\n",
              "      <td>1114</td>\n",
              "      <td>288</td>\n",
              "      <td>401</td>\n",
              "      <td>810</td>\n",
              "      <td>508</td>\n",
              "      <td>1099</td>\n",
              "      <td>1774</td>\n",
              "      <td>310</td>\n",
              "      <td>337</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H243</th>\n",
              "      <td>656</td>\n",
              "      <td>12241</td>\n",
              "      <td>73</td>\n",
              "      <td>51</td>\n",
              "      <td>731</td>\n",
              "      <td>232</td>\n",
              "      <td>1871</td>\n",
              "      <td>3305</td>\n",
              "      <td>315</td>\n",
              "      <td>4482</td>\n",
              "      <td>...</td>\n",
              "      <td>96380</td>\n",
              "      <td>958</td>\n",
              "      <td>345</td>\n",
              "      <td>509</td>\n",
              "      <td>657</td>\n",
              "      <td>256</td>\n",
              "      <td>955</td>\n",
              "      <td>73</td>\n",
              "      <td>310</td>\n",
              "      <td>149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H244</th>\n",
              "      <td>714</td>\n",
              "      <td>9937</td>\n",
              "      <td>104</td>\n",
              "      <td>365</td>\n",
              "      <td>729</td>\n",
              "      <td>190</td>\n",
              "      <td>1555</td>\n",
              "      <td>4215</td>\n",
              "      <td>811</td>\n",
              "      <td>2197</td>\n",
              "      <td>...</td>\n",
              "      <td>334149</td>\n",
              "      <td>749</td>\n",
              "      <td>657</td>\n",
              "      <td>537</td>\n",
              "      <td>877</td>\n",
              "      <td>190</td>\n",
              "      <td>1356</td>\n",
              "      <td>58</td>\n",
              "      <td>298</td>\n",
              "      <td>245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H245</th>\n",
              "      <td>691</td>\n",
              "      <td>8805</td>\n",
              "      <td>109</td>\n",
              "      <td>87</td>\n",
              "      <td>817</td>\n",
              "      <td>258</td>\n",
              "      <td>2273</td>\n",
              "      <td>4984</td>\n",
              "      <td>469</td>\n",
              "      <td>2913</td>\n",
              "      <td>...</td>\n",
              "      <td>195332</td>\n",
              "      <td>760</td>\n",
              "      <td>524</td>\n",
              "      <td>534</td>\n",
              "      <td>795</td>\n",
              "      <td>189</td>\n",
              "      <td>952</td>\n",
              "      <td>39</td>\n",
              "      <td>293</td>\n",
              "      <td>214</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H246</th>\n",
              "      <td>921</td>\n",
              "      <td>11099</td>\n",
              "      <td>1202</td>\n",
              "      <td>542</td>\n",
              "      <td>557</td>\n",
              "      <td>407</td>\n",
              "      <td>429</td>\n",
              "      <td>7367</td>\n",
              "      <td>613</td>\n",
              "      <td>5003</td>\n",
              "      <td>...</td>\n",
              "      <td>3193</td>\n",
              "      <td>1530</td>\n",
              "      <td>202</td>\n",
              "      <td>414</td>\n",
              "      <td>1066</td>\n",
              "      <td>468</td>\n",
              "      <td>976</td>\n",
              "      <td>847</td>\n",
              "      <td>250</td>\n",
              "      <td>467</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H247</th>\n",
              "      <td>881</td>\n",
              "      <td>40424</td>\n",
              "      <td>590</td>\n",
              "      <td>11814</td>\n",
              "      <td>1397</td>\n",
              "      <td>454</td>\n",
              "      <td>324</td>\n",
              "      <td>2080</td>\n",
              "      <td>377</td>\n",
              "      <td>21779</td>\n",
              "      <td>...</td>\n",
              "      <td>5610</td>\n",
              "      <td>1068</td>\n",
              "      <td>1264</td>\n",
              "      <td>534</td>\n",
              "      <td>1084</td>\n",
              "      <td>313</td>\n",
              "      <td>1207</td>\n",
              "      <td>1009</td>\n",
              "      <td>402</td>\n",
              "      <td>450</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H248</th>\n",
              "      <td>916</td>\n",
              "      <td>27829</td>\n",
              "      <td>469</td>\n",
              "      <td>40184</td>\n",
              "      <td>1562</td>\n",
              "      <td>410</td>\n",
              "      <td>255</td>\n",
              "      <td>3205</td>\n",
              "      <td>525</td>\n",
              "      <td>23378</td>\n",
              "      <td>...</td>\n",
              "      <td>5768</td>\n",
              "      <td>939</td>\n",
              "      <td>1871</td>\n",
              "      <td>528</td>\n",
              "      <td>956</td>\n",
              "      <td>366</td>\n",
              "      <td>1283</td>\n",
              "      <td>564</td>\n",
              "      <td>444</td>\n",
              "      <td>506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H249</th>\n",
              "      <td>775</td>\n",
              "      <td>24292</td>\n",
              "      <td>566</td>\n",
              "      <td>14726</td>\n",
              "      <td>1522</td>\n",
              "      <td>369</td>\n",
              "      <td>480</td>\n",
              "      <td>6725</td>\n",
              "      <td>431</td>\n",
              "      <td>16927</td>\n",
              "      <td>...</td>\n",
              "      <td>10187</td>\n",
              "      <td>895</td>\n",
              "      <td>2824</td>\n",
              "      <td>463</td>\n",
              "      <td>995</td>\n",
              "      <td>377</td>\n",
              "      <td>1463</td>\n",
              "      <td>450</td>\n",
              "      <td>400</td>\n",
              "      <td>411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H250</th>\n",
              "      <td>592</td>\n",
              "      <td>31025</td>\n",
              "      <td>1023</td>\n",
              "      <td>754</td>\n",
              "      <td>819</td>\n",
              "      <td>817</td>\n",
              "      <td>644</td>\n",
              "      <td>2720</td>\n",
              "      <td>421</td>\n",
              "      <td>7740</td>\n",
              "      <td>...</td>\n",
              "      <td>285</td>\n",
              "      <td>894</td>\n",
              "      <td>59</td>\n",
              "      <td>458</td>\n",
              "      <td>977</td>\n",
              "      <td>501</td>\n",
              "      <td>1214</td>\n",
              "      <td>1048</td>\n",
              "      <td>399</td>\n",
              "      <td>565</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H251</th>\n",
              "      <td>547</td>\n",
              "      <td>19576</td>\n",
              "      <td>134</td>\n",
              "      <td>803</td>\n",
              "      <td>1023</td>\n",
              "      <td>443</td>\n",
              "      <td>6611</td>\n",
              "      <td>1836</td>\n",
              "      <td>243</td>\n",
              "      <td>4210</td>\n",
              "      <td>...</td>\n",
              "      <td>205685</td>\n",
              "      <td>946</td>\n",
              "      <td>1064</td>\n",
              "      <td>689</td>\n",
              "      <td>674</td>\n",
              "      <td>195</td>\n",
              "      <td>1150</td>\n",
              "      <td>118</td>\n",
              "      <td>312</td>\n",
              "      <td>251</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H252</th>\n",
              "      <td>695</td>\n",
              "      <td>13212</td>\n",
              "      <td>250</td>\n",
              "      <td>3976</td>\n",
              "      <td>1183</td>\n",
              "      <td>490</td>\n",
              "      <td>4694</td>\n",
              "      <td>3350</td>\n",
              "      <td>431</td>\n",
              "      <td>5421</td>\n",
              "      <td>...</td>\n",
              "      <td>344367</td>\n",
              "      <td>917</td>\n",
              "      <td>1674</td>\n",
              "      <td>757</td>\n",
              "      <td>694</td>\n",
              "      <td>199</td>\n",
              "      <td>1180</td>\n",
              "      <td>109</td>\n",
              "      <td>357</td>\n",
              "      <td>280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H253</th>\n",
              "      <td>520</td>\n",
              "      <td>12954</td>\n",
              "      <td>278</td>\n",
              "      <td>1085</td>\n",
              "      <td>986</td>\n",
              "      <td>454</td>\n",
              "      <td>6597</td>\n",
              "      <td>3525</td>\n",
              "      <td>332</td>\n",
              "      <td>2838</td>\n",
              "      <td>...</td>\n",
              "      <td>385105</td>\n",
              "      <td>819</td>\n",
              "      <td>2184</td>\n",
              "      <td>586</td>\n",
              "      <td>674</td>\n",
              "      <td>178</td>\n",
              "      <td>1016</td>\n",
              "      <td>97</td>\n",
              "      <td>320</td>\n",
              "      <td>305</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H254</th>\n",
              "      <td>318</td>\n",
              "      <td>4667</td>\n",
              "      <td>640</td>\n",
              "      <td>1034</td>\n",
              "      <td>530</td>\n",
              "      <td>504</td>\n",
              "      <td>437</td>\n",
              "      <td>4302</td>\n",
              "      <td>636</td>\n",
              "      <td>6212</td>\n",
              "      <td>...</td>\n",
              "      <td>489</td>\n",
              "      <td>563</td>\n",
              "      <td>61</td>\n",
              "      <td>287</td>\n",
              "      <td>678</td>\n",
              "      <td>401</td>\n",
              "      <td>606</td>\n",
              "      <td>1065</td>\n",
              "      <td>253</td>\n",
              "      <td>319</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H255</th>\n",
              "      <td>664</td>\n",
              "      <td>17234</td>\n",
              "      <td>106</td>\n",
              "      <td>130</td>\n",
              "      <td>1209</td>\n",
              "      <td>496</td>\n",
              "      <td>2189</td>\n",
              "      <td>1984</td>\n",
              "      <td>227</td>\n",
              "      <td>6244</td>\n",
              "      <td>...</td>\n",
              "      <td>61735</td>\n",
              "      <td>762</td>\n",
              "      <td>323</td>\n",
              "      <td>403</td>\n",
              "      <td>859</td>\n",
              "      <td>246</td>\n",
              "      <td>850</td>\n",
              "      <td>278</td>\n",
              "      <td>411</td>\n",
              "      <td>256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H256</th>\n",
              "      <td>728</td>\n",
              "      <td>7954</td>\n",
              "      <td>140</td>\n",
              "      <td>898</td>\n",
              "      <td>1225</td>\n",
              "      <td>348</td>\n",
              "      <td>1566</td>\n",
              "      <td>2113</td>\n",
              "      <td>307</td>\n",
              "      <td>2011</td>\n",
              "      <td>...</td>\n",
              "      <td>248412</td>\n",
              "      <td>555</td>\n",
              "      <td>884</td>\n",
              "      <td>521</td>\n",
              "      <td>770</td>\n",
              "      <td>181</td>\n",
              "      <td>1133</td>\n",
              "      <td>71</td>\n",
              "      <td>417</td>\n",
              "      <td>359</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H257</th>\n",
              "      <td>621</td>\n",
              "      <td>8680</td>\n",
              "      <td>135</td>\n",
              "      <td>234</td>\n",
              "      <td>1201</td>\n",
              "      <td>497</td>\n",
              "      <td>2826</td>\n",
              "      <td>1747</td>\n",
              "      <td>210</td>\n",
              "      <td>3350</td>\n",
              "      <td>...</td>\n",
              "      <td>87152</td>\n",
              "      <td>711</td>\n",
              "      <td>527</td>\n",
              "      <td>455</td>\n",
              "      <td>704</td>\n",
              "      <td>186</td>\n",
              "      <td>777</td>\n",
              "      <td>129</td>\n",
              "      <td>327</td>\n",
              "      <td>281</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H258</th>\n",
              "      <td>893</td>\n",
              "      <td>9347</td>\n",
              "      <td>1585</td>\n",
              "      <td>1040</td>\n",
              "      <td>1056</td>\n",
              "      <td>1195</td>\n",
              "      <td>684</td>\n",
              "      <td>6008</td>\n",
              "      <td>645</td>\n",
              "      <td>8830</td>\n",
              "      <td>...</td>\n",
              "      <td>924</td>\n",
              "      <td>1035</td>\n",
              "      <td>134</td>\n",
              "      <td>533</td>\n",
              "      <td>1295</td>\n",
              "      <td>841</td>\n",
              "      <td>1228</td>\n",
              "      <td>1300</td>\n",
              "      <td>437</td>\n",
              "      <td>844</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H259</th>\n",
              "      <td>1168</td>\n",
              "      <td>33282</td>\n",
              "      <td>524</td>\n",
              "      <td>11288</td>\n",
              "      <td>1381</td>\n",
              "      <td>496</td>\n",
              "      <td>393</td>\n",
              "      <td>1998</td>\n",
              "      <td>280</td>\n",
              "      <td>12314</td>\n",
              "      <td>...</td>\n",
              "      <td>8754</td>\n",
              "      <td>824</td>\n",
              "      <td>1049</td>\n",
              "      <td>832</td>\n",
              "      <td>1218</td>\n",
              "      <td>615</td>\n",
              "      <td>1248</td>\n",
              "      <td>618</td>\n",
              "      <td>625</td>\n",
              "      <td>658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H260</th>\n",
              "      <td>732</td>\n",
              "      <td>27736</td>\n",
              "      <td>404</td>\n",
              "      <td>30836</td>\n",
              "      <td>1366</td>\n",
              "      <td>294</td>\n",
              "      <td>344</td>\n",
              "      <td>2779</td>\n",
              "      <td>888</td>\n",
              "      <td>14557</td>\n",
              "      <td>...</td>\n",
              "      <td>17013</td>\n",
              "      <td>777</td>\n",
              "      <td>1862</td>\n",
              "      <td>574</td>\n",
              "      <td>978</td>\n",
              "      <td>485</td>\n",
              "      <td>1379</td>\n",
              "      <td>231</td>\n",
              "      <td>520</td>\n",
              "      <td>440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H261</th>\n",
              "      <td>980</td>\n",
              "      <td>31666</td>\n",
              "      <td>773</td>\n",
              "      <td>14090</td>\n",
              "      <td>1608</td>\n",
              "      <td>418</td>\n",
              "      <td>509</td>\n",
              "      <td>4338</td>\n",
              "      <td>665</td>\n",
              "      <td>11945</td>\n",
              "      <td>...</td>\n",
              "      <td>24507</td>\n",
              "      <td>836</td>\n",
              "      <td>2486</td>\n",
              "      <td>647</td>\n",
              "      <td>985</td>\n",
              "      <td>655</td>\n",
              "      <td>1854</td>\n",
              "      <td>224</td>\n",
              "      <td>540</td>\n",
              "      <td>604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H262</th>\n",
              "      <td>932</td>\n",
              "      <td>37134</td>\n",
              "      <td>902</td>\n",
              "      <td>1109</td>\n",
              "      <td>970</td>\n",
              "      <td>1030</td>\n",
              "      <td>1367</td>\n",
              "      <td>3213</td>\n",
              "      <td>410</td>\n",
              "      <td>7688</td>\n",
              "      <td>...</td>\n",
              "      <td>1425</td>\n",
              "      <td>791</td>\n",
              "      <td>127</td>\n",
              "      <td>715</td>\n",
              "      <td>1440</td>\n",
              "      <td>815</td>\n",
              "      <td>1476</td>\n",
              "      <td>1030</td>\n",
              "      <td>542</td>\n",
              "      <td>754</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H263</th>\n",
              "      <td>360</td>\n",
              "      <td>12673</td>\n",
              "      <td>139</td>\n",
              "      <td>1201</td>\n",
              "      <td>600</td>\n",
              "      <td>298</td>\n",
              "      <td>3591</td>\n",
              "      <td>1085</td>\n",
              "      <td>199</td>\n",
              "      <td>2891</td>\n",
              "      <td>...</td>\n",
              "      <td>116800</td>\n",
              "      <td>390</td>\n",
              "      <td>642</td>\n",
              "      <td>563</td>\n",
              "      <td>562</td>\n",
              "      <td>247</td>\n",
              "      <td>753</td>\n",
              "      <td>79</td>\n",
              "      <td>253</td>\n",
              "      <td>210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H264</th>\n",
              "      <td>450</td>\n",
              "      <td>9327</td>\n",
              "      <td>223</td>\n",
              "      <td>5345</td>\n",
              "      <td>697</td>\n",
              "      <td>336</td>\n",
              "      <td>3389</td>\n",
              "      <td>2172</td>\n",
              "      <td>456</td>\n",
              "      <td>4368</td>\n",
              "      <td>...</td>\n",
              "      <td>155403</td>\n",
              "      <td>447</td>\n",
              "      <td>1149</td>\n",
              "      <td>586</td>\n",
              "      <td>608</td>\n",
              "      <td>248</td>\n",
              "      <td>730</td>\n",
              "      <td>89</td>\n",
              "      <td>253</td>\n",
              "      <td>273</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H265</th>\n",
              "      <td>484</td>\n",
              "      <td>9554</td>\n",
              "      <td>283</td>\n",
              "      <td>1787</td>\n",
              "      <td>642</td>\n",
              "      <td>285</td>\n",
              "      <td>4171</td>\n",
              "      <td>2695</td>\n",
              "      <td>288</td>\n",
              "      <td>2478</td>\n",
              "      <td>...</td>\n",
              "      <td>184709</td>\n",
              "      <td>489</td>\n",
              "      <td>1492</td>\n",
              "      <td>499</td>\n",
              "      <td>530</td>\n",
              "      <td>228</td>\n",
              "      <td>760</td>\n",
              "      <td>53</td>\n",
              "      <td>250</td>\n",
              "      <td>239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H266</th>\n",
              "      <td>926</td>\n",
              "      <td>11757</td>\n",
              "      <td>639</td>\n",
              "      <td>2958</td>\n",
              "      <td>1020</td>\n",
              "      <td>987</td>\n",
              "      <td>1115</td>\n",
              "      <td>5370</td>\n",
              "      <td>740</td>\n",
              "      <td>8413</td>\n",
              "      <td>...</td>\n",
              "      <td>2254</td>\n",
              "      <td>817</td>\n",
              "      <td>366</td>\n",
              "      <td>739</td>\n",
              "      <td>1434</td>\n",
              "      <td>810</td>\n",
              "      <td>857</td>\n",
              "      <td>1487</td>\n",
              "      <td>565</td>\n",
              "      <td>638</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H267</th>\n",
              "      <td>803</td>\n",
              "      <td>9733</td>\n",
              "      <td>111</td>\n",
              "      <td>278</td>\n",
              "      <td>838</td>\n",
              "      <td>394</td>\n",
              "      <td>2005</td>\n",
              "      <td>1835</td>\n",
              "      <td>121</td>\n",
              "      <td>2575</td>\n",
              "      <td>...</td>\n",
              "      <td>76201</td>\n",
              "      <td>353</td>\n",
              "      <td>340</td>\n",
              "      <td>655</td>\n",
              "      <td>873</td>\n",
              "      <td>348</td>\n",
              "      <td>717</td>\n",
              "      <td>97</td>\n",
              "      <td>428</td>\n",
              "      <td>305</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H268</th>\n",
              "      <td>630</td>\n",
              "      <td>4823</td>\n",
              "      <td>113</td>\n",
              "      <td>850</td>\n",
              "      <td>653</td>\n",
              "      <td>163</td>\n",
              "      <td>955</td>\n",
              "      <td>2188</td>\n",
              "      <td>193</td>\n",
              "      <td>1016</td>\n",
              "      <td>...</td>\n",
              "      <td>219644</td>\n",
              "      <td>224</td>\n",
              "      <td>641</td>\n",
              "      <td>470</td>\n",
              "      <td>534</td>\n",
              "      <td>224</td>\n",
              "      <td>614</td>\n",
              "      <td>37</td>\n",
              "      <td>280</td>\n",
              "      <td>259</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H269</th>\n",
              "      <td>537</td>\n",
              "      <td>5754</td>\n",
              "      <td>108</td>\n",
              "      <td>304</td>\n",
              "      <td>767</td>\n",
              "      <td>284</td>\n",
              "      <td>1892</td>\n",
              "      <td>1874</td>\n",
              "      <td>189</td>\n",
              "      <td>1178</td>\n",
              "      <td>...</td>\n",
              "      <td>168806</td>\n",
              "      <td>239</td>\n",
              "      <td>668</td>\n",
              "      <td>527</td>\n",
              "      <td>602</td>\n",
              "      <td>231</td>\n",
              "      <td>592</td>\n",
              "      <td>46</td>\n",
              "      <td>341</td>\n",
              "      <td>325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>H270</th>\n",
              "      <td>582</td>\n",
              "      <td>9860</td>\n",
              "      <td>599</td>\n",
              "      <td>475</td>\n",
              "      <td>586</td>\n",
              "      <td>437</td>\n",
              "      <td>468</td>\n",
              "      <td>4685</td>\n",
              "      <td>376</td>\n",
              "      <td>4067</td>\n",
              "      <td>...</td>\n",
              "      <td>3118</td>\n",
              "      <td>686</td>\n",
              "      <td>149</td>\n",
              "      <td>320</td>\n",
              "      <td>700</td>\n",
              "      <td>437</td>\n",
              "      <td>718</td>\n",
              "      <td>609</td>\n",
              "      <td>288</td>\n",
              "      <td>374</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>48 rows × 6394 columns</p>\n",
              "</div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados3.to_excel('readcounts_95_soma.xlsx')"
      ],
      "metadata": {
        "id": "bGoUDc9NBfkq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 87.5% do total de genes\n",
        "lim_87_5 = 807401174 * 0.875\n",
        "lim_87_5"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QRFvBKtLJgSi",
        "outputId": "38424285-1d89-45fd-d646-859c441ccf23"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "706476027.25"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "soma_acumulada_2 = 0\n",
        "colunas_2 = 0\n",
        "\n",
        "for i in colunas_somadas_2:\n",
        "    if soma_acumulada_2 <= lim_87_5:\n",
        "        soma_acumulada_2 += i\n",
        "        colunas_2 += 1\n",
        "\n",
        "print(soma_acumulada_2)\n",
        "print(colunas_2-1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kz1BgCpEJgQh",
        "outputId": "3d9fc011-56c1-46c1-f490-d01217613f02"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "706499171\n",
            "3761\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_3 = colunas_somadas_2[:3761]"
      ],
      "metadata": {
        "id": "5n-uNmfJJgOS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_3[3760]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ifZVqYhhJgLH",
        "outputId": "3e4df2eb-72e5-4588-dd88-43858091a40b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "35685"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que somados equivalem a 87.5% do total de expressões.\n",
        "dados4 = pd.DataFrame()\n",
        "for coluna in dados2:\n",
        "    if dados2[coluna].sum() >= 35685:\n",
        "        dados4[coluna] = dados2[coluna]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d2GxXitlJgJL",
        "outputId": "521653d0-8174-4da4-f4fb-abac7e6eb1aa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados4.to_excel('readcounts_87_5_soma.xlsx')"
      ],
      "metadata": {
        "id": "4ynW2sb2JgF8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 75% do total de genes\n",
        "lim_75 = 807401174 * 0.75\n",
        "lim_75"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NAJ_CokBJfh9",
        "outputId": "8a9d4570-3f13-41a7-f28a-ead43fd4dc6d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "605550880.5"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "soma_acumulada_3 = 0\n",
        "colunas_3 = 0\n",
        "\n",
        "for i in colunas_somadas_2:\n",
        "    if soma_acumulada_3 <= lim_75:\n",
        "        soma_acumulada_3 += i\n",
        "        colunas_3 += 1\n",
        "\n",
        "print(soma_acumulada_3)\n",
        "print(colunas_3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "m4vEl87pV26m",
        "outputId": "b0555f6a-d411-48ad-b19d-779568403d08"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "605626804\n",
            "1885\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_4 = colunas_somadas_2[:1885]"
      ],
      "metadata": {
        "id": "brBes35ZV237"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_4[1884]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uN8GYp1BV2xE",
        "outputId": "c4cd5c2e-efb5-486f-d996-528b00a1910e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "79771"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que somados equivalem a 75% do total de expressões.\n",
        "dados5 = pd.DataFrame()\n",
        "for coluna in dados2:\n",
        "    if dados2[coluna].sum() >= 79771:\n",
        "        dados5[coluna] = dados2[coluna]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hDCyXChQV2ua",
        "outputId": "dd7dd6ae-aa29-4716-8fbd-87190c02e73a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados5.to_excel('readcounts_75_soma.xlsx')"
      ],
      "metadata": {
        "id": "nGYeJg5WV2q8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 50% do total de genes\n",
        "lim_50 = 807401174 * 0.5\n",
        "lim_50"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A_toRJcvV2oN",
        "outputId": "22e17681-5749-4d97-ff3b-f9b277214d8d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "403700587.0"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "soma_acumulada_4 = 0\n",
        "colunas_4 = 0\n",
        "\n",
        "for i in colunas_somadas_2:\n",
        "    if soma_acumulada_4 <= lim_50:\n",
        "        soma_acumulada_4 += i\n",
        "        colunas_4 += 1\n",
        "\n",
        "print(soma_acumulada_4)\n",
        "print(colunas_4-1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E-ob9FloV2dC",
        "outputId": "402e7cc2-78e1-4796-c72c-42cf6b1fad10"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "403883021\n",
            "457\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_5 = colunas_somadas_2[:457]"
      ],
      "metadata": {
        "id": "4t1wFvLsYK_N"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "colunas_somadas_5[456]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bgafX1QCYK3n",
        "outputId": "682718a5-dcdc-4e18-ccc8-97b78dccab63"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "285554"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que somados equivalem a 50% do total de expressões.\n",
        "dados6 = pd.DataFrame()\n",
        "for coluna in dados2:\n",
        "    if dados2[coluna].sum() >= 285554:\n",
        "        dados6[coluna] = dados2[coluna]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_RFDflD7YKcW",
        "outputId": "3a41a899-29ab-4194-c845-b3a39aae6169"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados6.to_excel('readcounts_50_soma.xlsx')"
      ],
      "metadata": {
        "id": "NpshfA9YYtNr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Trabalharemos agora a ideia da amplitude. Usaremos como base a média das amplitudes de cada coluna do dataset. Serão filtrados os datasets anteriormente gerados de modo que permaneçam os genes que possuem amplitude maior ou igual à média. Com isso, teremos os genes com maiores amplitudes, o que pode auxiliar na diferenciação entre pessoas destes genes."
      ],
      "metadata": {
        "id": "r8D3BVCcVMtz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "amplitude_dados2 = []\n",
        "for coluna in dados2:\n",
        "    amplitude = dados2[coluna].max() - dados2[coluna].min()\n",
        "    amplitude_dados2.append(amplitude)"
      ],
      "metadata": {
        "id": "-Lkkh59gS3ud"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Média amplitudes - dataset sem zeros\n",
        "media_amplitudes_2 = sum(amplitude_dados2)/len(amplitude_dados2)\n",
        "media_amplitudes_2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7oLMdiL8TF9Z",
        "outputId": "41aeb607-734b-4333-c25d-f3ba78825ea4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1071.092103496128"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_amplitudes_media_2 = []\n",
        "colunas_amplitudes_2 = 0\n",
        "\n",
        "for coluna in dados2:\n",
        "    amplitude = dados2[coluna].max() - dados2[coluna].min()\n",
        "    if amplitude >= media_amplitudes_2:\n",
        "        lista_amplitudes_media_2.append(amplitude)\n",
        "        colunas_amplitudes_2 += 1"
      ],
      "metadata": {
        "id": "5rYzRVC6TPvT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que possuem amplitudes iguais ou maiores que a média das amplitudes. Dataset sem zeros. \n",
        "dados7 = pd.DataFrame()\n",
        "for coluna in dados2:\n",
        "    if (dados2[coluna].max() - dados2[coluna].min()) >= media_amplitudes_2:\n",
        "        dados7[coluna] = dados2[coluna]\n",
        "    else:\n",
        "      pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jqokdD6MTn-u",
        "outputId": "00ae14d5-5e13-4b05-9d09-2cf2f7dd188f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados7.to_excel('readcounts_sem_0_amplitude.xlsx')"
      ],
      "metadata": {
        "id": "bGDjoSB2UIo7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "amplitude_dados3 = []\n",
        "for coluna in dados3:\n",
        "    amplitude = dados3[coluna].max() - dados3[coluna].min()\n",
        "    amplitude_dados3.append(amplitude)"
      ],
      "metadata": {
        "id": "ZoySSj6MUzC_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Média amplitudes - dataset 95% do total de genes\n",
        "media_amplitudes_3 = sum(amplitude_dados3)/len(amplitude_dados3)\n",
        "media_amplitudes_3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pinTcsAsU_wj",
        "outputId": "08739b26-6071-48d4-e1be-70b5d53ad158"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7037.521739130435"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_amplitudes_media_3 = []\n",
        "colunas_amplitudes_3 = 0\n",
        "\n",
        "for coluna in dados3:\n",
        "    amplitude = dados3[coluna].max() - dados3[coluna].min()\n",
        "    if amplitude >= media_amplitudes_3:\n",
        "        lista_amplitudes_media_3.append(amplitude)\n",
        "        colunas_amplitudes_3 += 1"
      ],
      "metadata": {
        "id": "7oXjzzlMVINX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que possuem amplitudes iguais ou maiores que a média das amplitudes. Dataset 95% do total de genes.\n",
        "dados8 = pd.DataFrame()\n",
        "for coluna in dados3:\n",
        "    if (dados3[coluna].max() - dados3[coluna].min()) >= media_amplitudes_3:\n",
        "        dados8[coluna] = dados3[coluna]\n",
        "    else:\n",
        "      pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-NFnm3q6Ve0N",
        "outputId": "be0427a7-4400-4e2d-e80a-45a1fcecaf1e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados8.to_excel('readcounts_95_amplitude.xlsx')"
      ],
      "metadata": {
        "id": "rFPbeC3TV6Co"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "amplitude_dados4 = []\n",
        "for coluna in dados4:\n",
        "    amplitude = dados4[coluna].max() - dados4[coluna].min()\n",
        "    amplitude_dados4.append(amplitude)"
      ],
      "metadata": {
        "id": "kdI7t5tVWCQN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Média amplitudes - dataset 87.5% do total de genes\n",
        "media_amplitudes_4 = sum(amplitude_dados4)/len(amplitude_dados4)\n",
        "media_amplitudes_4"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3iq1hcGPWP8n",
        "outputId": "599cc7bf-7a40-403f-c7e4-279cad3e11ab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "11046.820260568998"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_amplitudes_media_4 = []\n",
        "colunas_amplitudes_4 = 0\n",
        "\n",
        "for coluna in dados4:\n",
        "    amplitude = dados4[coluna].max() - dados4[coluna].min()\n",
        "    if amplitude >= media_amplitudes_4:\n",
        "        lista_amplitudes_media_4.append(amplitude)\n",
        "        colunas_amplitudes_4 += 1"
      ],
      "metadata": {
        "id": "YeeOS9odWbEU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que possuem amplitudes iguais ou maiores que a média das amplitudes. Dataset 87.5% do total de genes.\n",
        "dados9 = pd.DataFrame()\n",
        "for coluna in dados4:\n",
        "    if (dados4[coluna].max() - dados4[coluna].min()) >= media_amplitudes_4:\n",
        "        dados9[coluna] = dados4[coluna]\n",
        "    else:\n",
        "      pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZdRW55spWtMH",
        "outputId": "6456341b-5d26-44e9-dc61-62fcf6a4d447"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados9.to_excel('readcounts_87_5_amplitude.xlsx')"
      ],
      "metadata": {
        "id": "zzn6ghstW6A5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "amplitude_dados5 = []\n",
        "for coluna in dados5:\n",
        "    amplitude = dados5[coluna].max() - dados5[coluna].min()\n",
        "    amplitude_dados5.append(amplitude)"
      ],
      "metadata": {
        "id": "Eac8IoeNXTxt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Média amplitudes - dataset 75% do total de genes\n",
        "media_amplitudes_5 = sum(amplitude_dados5)/len(amplitude_dados5)\n",
        "media_amplitudes_5"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BD1lUcNjXbs2",
        "outputId": "a19eb1d3-7bc7-417f-dd59-9f082d8959cb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "19285.99575596817"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_amplitudes_media_5 = []\n",
        "colunas_amplitudes_5 = 0\n",
        "\n",
        "for coluna in dados5:\n",
        "    amplitude = dados5[coluna].max() - dados5[coluna].min()\n",
        "    if amplitude >= media_amplitudes_5:\n",
        "        lista_amplitudes_media_5.append(amplitude)\n",
        "        colunas_amplitudes_5 += 1"
      ],
      "metadata": {
        "id": "J7PMrX1GXeU3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que possuem amplitudes iguais ou maiores que a média das amplitudes. Dataset 75% do total de genes.\n",
        "dados10 = pd.DataFrame()\n",
        "for coluna in dados5:\n",
        "    if (dados5[coluna].max() - dados5[coluna].min()) >= media_amplitudes_5:\n",
        "        dados10[coluna] = dados5[coluna]\n",
        "    else:\n",
        "      pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7corzgv3XXYm",
        "outputId": "99cd4f10-2ea0-445b-d066-870eadf4fbaa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados10.to_excel('readcounts_75_amplitude.xlsx')"
      ],
      "metadata": {
        "id": "8k8mEom2XwWX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "amplitude_dados6 = []\n",
        "for coluna in dados6:\n",
        "    amplitude = dados6[coluna].max() - dados6[coluna].min()\n",
        "    amplitude_dados6.append(amplitude)"
      ],
      "metadata": {
        "id": "xHw1gndCkdnW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Média amplitudes - dataset 50% do total de genes\n",
        "media_amplitudes_6 = sum(amplitude_dados6)/len(amplitude_dados6)\n",
        "media_amplitudes_6"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cXtaRsA7lWwj",
        "outputId": "2f2975b2-7d86-420e-ff94-ba049d6b6f3b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "55984.603938730856"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_amplitudes_media_6 = []\n",
        "colunas_amplitudes_6 = 0\n",
        "\n",
        "for coluna in dados6:\n",
        "    amplitude = dados6[coluna].max() - dados6[coluna].min()\n",
        "    if amplitude >= media_amplitudes_6:\n",
        "        lista_amplitudes_media_6.append(amplitude)\n",
        "        colunas_amplitudes_6 += 1"
      ],
      "metadata": {
        "id": "wYOx-OT-meuf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Criação de um DataFrame que contém os genes que possuem amplitudes iguais ou maiores que a média das amplitudes. Dataset 50% do total de genes.\n",
        "dados11 = pd.DataFrame()\n",
        "for coluna in dados6:\n",
        "    if (dados6[coluna].max() - dados6[coluna].min()) >= media_amplitudes_6:\n",
        "        dados11[coluna] = dados6[coluna]\n",
        "    else:\n",
        "      pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oB-EpMf3oHoA",
        "outputId": "5a02ce0a-fcef-4091-8bd0-5b14d021821f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "  \"\"\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados11.to_excel('readcounts_50_amplitude.xlsx')"
      ],
      "metadata": {
        "id": "X6IZ6aA9tbW2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Modelagem dos testes no *Orange Data Mining*\n",
        "\n",
        "Foram 9 testes no total:\n",
        "- Soma acumulada 95%\n",
        "- Soma acumulada 87.5%\n",
        "- Soma acumulada 75%\n",
        "- Soma acumulada 50%\n",
        "- Amplitude com dados sem colunas de zeros\n",
        "- Amplitude 95%\n",
        "- Amplitude 87.5%\n",
        "- Amplitude 75% \n",
        "- Amplitude 50%\n",
        "\n",
        "![orange_data_mining_test](https://user-images.githubusercontent.com/67437213/161431916-51ae949c-23e9-4cb0-b704-299a2951e437.JPG)\n",
        "\n",
        "Os 9 testes foram modelados no Orange Data Mining com a mesma estrutura da imagem acima. Foi aplicada uma normalização dos dados no intervalo [0,1]; após, aplicou-se um PCA de modo que o número de componentes principais correspondesse a 90% de variância explicada (ao todo 10 componentes principais foram necessários em cada teste).\n",
        "\n",
        "Em seguida, aplicou-se um clusterizador k-means com número de clusters que tivesse maior *Silhouette Score* e que estivesse em concordância com o observado no Scatter Plot, com uma separação adequada dos clusters. Apenas no último teste (Amplitude 50%) observou-se a necessidade do número de clusters ser diferente de 3, no qual utilizou-se 5 clusters.\n",
        "\n",
        "Com auxílio da utilidade \"Hierarchical Clustering\" e como base a distância euclidiana entre cada pessoa do *dataset*, foram gerados dendrogramas para cada teste, conforme as imagens a seguir:"
      ],
      "metadata": {
        "id": "FFhJ0Da0vXHq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Soma acumulada 95%\n",
        "\n",
        "![1](https://user-images.githubusercontent.com/67437213/161394602-2ac40994-9d64-4ab2-ab7c-a30badcb73ff.JPG)\n"
      ],
      "metadata": {
        "id": "HNgKdyEoV-cu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Soma acumulada 87.5%\n",
        "![2](https://user-images.githubusercontent.com/67437213/161394636-30f6fa17-89a8-496c-bb0d-69adc83c2e40.JPG)\n"
      ],
      "metadata": {
        "id": "I3FP-K2uWRAx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Soma acumulada 75%\n",
        "![3](https://user-images.githubusercontent.com/67437213/161394652-78272037-d790-44fb-bb24-e86e6327ce69.JPG)\n"
      ],
      "metadata": {
        "id": "-mvL6TCkWVb8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Soma acumulada 50%\n",
        "![4](https://user-images.githubusercontent.com/67437213/161394671-af29c6e3-87e3-4e9f-9f9a-109ee7170206.JPG)\n"
      ],
      "metadata": {
        "id": "ubbgSOfaWVSa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Amplitude - Dados sem colunas de zeros\n",
        "![5](https://user-images.githubusercontent.com/67437213/161394680-ca6935d5-a7d8-4f77-b5b3-01261a539940.JPG)\n"
      ],
      "metadata": {
        "id": "jxF0wCShWVJ6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Amplitude 95%\n",
        "![6](https://user-images.githubusercontent.com/67437213/161394688-8a18b574-edf6-4177-968f-88b61f5b3e5e.JPG)\n"
      ],
      "metadata": {
        "id": "p4O1f8ryWVA-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Amplitude 87.5%\n",
        "![7](https://user-images.githubusercontent.com/67437213/161394703-09ba7966-9ab6-4eda-88ce-b37582355b72.JPG)\n"
      ],
      "metadata": {
        "id": "hxFBf2feWU29"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Amplitude 75%\n",
        "![8](https://user-images.githubusercontent.com/67437213/161399147-6ec3a788-87e1-420c-b3a9-7af26b284212.JPG)\n"
      ],
      "metadata": {
        "id": "sFx6iR-LWUm2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Amplitude 50%\n",
        "![9](https://user-images.githubusercontent.com/67437213/161394736-1d198f37-9da7-41a1-89e0-70c20042d634.JPG)\n"
      ],
      "metadata": {
        "id": "lCC7jKY0WUMa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Análise dos resultados\n",
        "\n",
        "Os resultados dos dendrogramas foram inseridos numa tabela, a fim de verificar a presença de padrões entre um dendrograma e outro. Cada valor da tabela é a identificação de uma pessoa. A nomenclatura da base de dados original deste trabalho referencia cada pessoa com valores que vão de 'H223' até 'H270', agora são usados números de 1 a 48 que na prática representam exatamente as mesmas pessoas nesta ordem, ou seja, 1 equivale a 'H223', 2 a 'H224' e assim por diante."
      ],
      "metadata": {
        "id": "zfzK0py58nMr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Carregamento da tabela\n",
        "clusters = pd.read_excel('/content/Hierarchical Clustering.xlsx')"
      ],
      "metadata": {
        "id": "uA0mzlYmpD8c"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clusters"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "om_4VvsV3yEM",
        "outputId": "aba7a5e1-efa4-4d53-985a-fd8f57783360"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Soma 95 C1  Soma 95 C2  Soma 95 C3  Soma 87.5 C1  Soma 87.5 C2  \\\n",
              "0         20.0         2.0          22          20.0          15.0   \n",
              "1         24.0         3.0          23          24.0          13.0   \n",
              "2         32.0         1.0          21          32.0          14.0   \n",
              "3         48.0        25.0          33          48.0           1.0   \n",
              "4         16.0        37.0          34          16.0          25.0   \n",
              "5         28.0        15.0          35          28.0          37.0   \n",
              "6         12.0        13.0          10          12.0           2.0   \n",
              "7         36.0        14.0          11          36.0           3.0   \n",
              "8          4.0        26.0           9           4.0          27.0   \n",
              "9         40.0        38.0          45          40.0          39.0   \n",
              "10         8.0        27.0          29           8.0          26.0   \n",
              "11        44.0        39.0          30          44.0          38.0   \n",
              "12         NaN         NaN          31           NaN           NaN   \n",
              "13         NaN         NaN           5           NaN           NaN   \n",
              "14         NaN         NaN           6           NaN           NaN   \n",
              "15         NaN         NaN           7           NaN           NaN   \n",
              "16         NaN         NaN          46           NaN           NaN   \n",
              "17         NaN         NaN          47           NaN           NaN   \n",
              "18         NaN         NaN          42           NaN           NaN   \n",
              "19         NaN         NaN          43           NaN           NaN   \n",
              "20         NaN         NaN          18           NaN           NaN   \n",
              "21         NaN         NaN          19           NaN           NaN   \n",
              "22         NaN         NaN          17           NaN           NaN   \n",
              "23         NaN         NaN          41           NaN           NaN   \n",
              "\n",
              "    Soma 87.5 C3  Soma 75 C1  Soma 75 C2  Soma 75 C3  Soma 50 C1  ...  \\\n",
              "0             22        24.0        13.0          30        32.0  ...   \n",
              "1             23        16.0        14.0          31        24.0  ...   \n",
              "2             21        28.0         3.0          29        48.0  ...   \n",
              "3             33        32.0        15.0           6        16.0  ...   \n",
              "4             34        48.0        25.0           7        28.0  ...   \n",
              "5             35         8.0         1.0          45         4.0  ...   \n",
              "6             10        20.0        37.0          46        40.0  ...   \n",
              "7             11        44.0        27.0          47        12.0  ...   \n",
              "8              9         4.0        39.0          42        36.0  ...   \n",
              "9             45        40.0         2.0          43         8.0  ...   \n",
              "10            29        12.0        26.0          18        20.0  ...   \n",
              "11            30        36.0        38.0          19        44.0  ...   \n",
              "12            31         NaN         NaN           5         NaN  ...   \n",
              "13             5         NaN         NaN          17         NaN  ...   \n",
              "14             6         NaN         NaN          41         NaN  ...   \n",
              "15             7         NaN         NaN          22         NaN  ...   \n",
              "16            46         NaN         NaN          23         NaN  ...   \n",
              "17            47         NaN         NaN          33         NaN  ...   \n",
              "18            42         NaN         NaN           9         NaN  ...   \n",
              "19            43         NaN         NaN          21         NaN  ...   \n",
              "20            18         NaN         NaN          10         NaN  ...   \n",
              "21            19         NaN         NaN          11         NaN  ...   \n",
              "22            17         NaN         NaN          34         NaN  ...   \n",
              "23            41         NaN         NaN          35         NaN  ...   \n",
              "\n",
              "    Amplitude 87.5 C2  Amplitude 87.5 C3  Amplitude 75 C1  Amplitude 75 C2  \\\n",
              "0                27.0                 30             30.0               27   \n",
              "1                39.0                 31             31.0               39   \n",
              "2                 2.0                 17              6.0                2   \n",
              "3                26.0                 41              7.0               26   \n",
              "4                38.0                 42              5.0               38   \n",
              "5                25.0                 43             29.0               25   \n",
              "6                 1.0                 18              NaN                1   \n",
              "7                37.0                 19              NaN               37   \n",
              "8                 3.0                  6              NaN                3   \n",
              "9                15.0                  7              NaN               15   \n",
              "10               13.0                  5              NaN               13   \n",
              "11               14.0                 29              NaN               14   \n",
              "12                NaN                 10              NaN               32   \n",
              "13                NaN                 34              NaN                8   \n",
              "14                NaN                 45              NaN               20   \n",
              "15                NaN                 46              NaN               44   \n",
              "16                NaN                 47              NaN               16   \n",
              "17                NaN                 33              NaN               28   \n",
              "18                NaN                  9              NaN                4   \n",
              "19                NaN                 21              NaN               40   \n",
              "20                NaN                 11              NaN               24   \n",
              "21                NaN                 35              NaN               48   \n",
              "22                NaN                 22              NaN               12   \n",
              "23                NaN                 23              NaN               36   \n",
              "\n",
              "    Amplitude 75 C3  Amplitude 50 C1  Amplitude 50 C2  Amplitude 50 C3  \\\n",
              "0              21.0             48.0              1.0              6.0   \n",
              "1               9.0             16.0             25.0              7.0   \n",
              "2              33.0             28.0             27.0             30.0   \n",
              "3              11.0             32.0              2.0             31.0   \n",
              "4              35.0              8.0              3.0              NaN   \n",
              "5              22.0             20.0             39.0              NaN   \n",
              "6              23.0             44.0             26.0              NaN   \n",
              "7              10.0              4.0             38.0              NaN   \n",
              "8              34.0             40.0             41.0              NaN   \n",
              "9              45.0             36.0             42.0              NaN   \n",
              "10             46.0             12.0             43.0              NaN   \n",
              "11             47.0             24.0             14.0              NaN   \n",
              "12             17.0              NaN             15.0              NaN   \n",
              "13             41.0              NaN             13.0              NaN   \n",
              "14             19.0              NaN             37.0              NaN   \n",
              "15             43.0              NaN              NaN              NaN   \n",
              "16             18.0              NaN              NaN              NaN   \n",
              "17             42.0              NaN              NaN              NaN   \n",
              "18              NaN              NaN              NaN              NaN   \n",
              "19              NaN              NaN              NaN              NaN   \n",
              "20              NaN              NaN              NaN              NaN   \n",
              "21              NaN              NaN              NaN              NaN   \n",
              "22              NaN              NaN              NaN              NaN   \n",
              "23              NaN              NaN              NaN              NaN   \n",
              "\n",
              "    Amplitude 50 C4  Amplitude 50 C5  \n",
              "0              45.0             29.0  \n",
              "1              46.0             18.0  \n",
              "2              47.0             19.0  \n",
              "3              10.0              5.0  \n",
              "4              34.0             17.0  \n",
              "5               NaN             33.0  \n",
              "6               NaN              9.0  \n",
              "7               NaN             21.0  \n",
              "8               NaN             22.0  \n",
              "9               NaN             23.0  \n",
              "10              NaN             11.0  \n",
              "11              NaN             35.0  \n",
              "12              NaN              NaN  \n",
              "13              NaN              NaN  \n",
              "14              NaN              NaN  \n",
              "15              NaN              NaN  \n",
              "16              NaN              NaN  \n",
              "17              NaN              NaN  \n",
              "18              NaN              NaN  \n",
              "19              NaN              NaN  \n",
              "20              NaN              NaN  \n",
              "21              NaN              NaN  \n",
              "22              NaN              NaN  \n",
              "23              NaN              NaN  \n",
              "\n",
              "[24 rows x 29 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e9c25b6d-539d-4695-a58a-5a5daadb91dd\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Soma 95 C1</th>\n",
              "      <th>Soma 95 C2</th>\n",
              "      <th>Soma 95 C3</th>\n",
              "      <th>Soma 87.5 C1</th>\n",
              "      <th>Soma 87.5 C2</th>\n",
              "      <th>Soma 87.5 C3</th>\n",
              "      <th>Soma 75 C1</th>\n",
              "      <th>Soma 75 C2</th>\n",
              "      <th>Soma 75 C3</th>\n",
              "      <th>Soma 50 C1</th>\n",
              "      <th>...</th>\n",
              "      <th>Amplitude 87.5 C2</th>\n",
              "      <th>Amplitude 87.5 C3</th>\n",
              "      <th>Amplitude 75 C1</th>\n",
              "      <th>Amplitude 75 C2</th>\n",
              "      <th>Amplitude 75 C3</th>\n",
              "      <th>Amplitude 50 C1</th>\n",
              "      <th>Amplitude 50 C2</th>\n",
              "      <th>Amplitude 50 C3</th>\n",
              "      <th>Amplitude 50 C4</th>\n",
              "      <th>Amplitude 50 C5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>22</td>\n",
              "      <td>20.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>22</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>30</td>\n",
              "      <td>32.0</td>\n",
              "      <td>...</td>\n",
              "      <td>27.0</td>\n",
              "      <td>30</td>\n",
              "      <td>30.0</td>\n",
              "      <td>27</td>\n",
              "      <td>21.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>29.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>24.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>23</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>23</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>31</td>\n",
              "      <td>24.0</td>\n",
              "      <td>...</td>\n",
              "      <td>39.0</td>\n",
              "      <td>31</td>\n",
              "      <td>31.0</td>\n",
              "      <td>39</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>18.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>21</td>\n",
              "      <td>32.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>21</td>\n",
              "      <td>28.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>29</td>\n",
              "      <td>48.0</td>\n",
              "      <td>...</td>\n",
              "      <td>2.0</td>\n",
              "      <td>17</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2</td>\n",
              "      <td>33.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>19.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>48.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>33</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>33</td>\n",
              "      <td>32.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>6</td>\n",
              "      <td>16.0</td>\n",
              "      <td>...</td>\n",
              "      <td>26.0</td>\n",
              "      <td>41</td>\n",
              "      <td>7.0</td>\n",
              "      <td>26</td>\n",
              "      <td>11.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>16.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>34</td>\n",
              "      <td>16.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>34</td>\n",
              "      <td>48.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>7</td>\n",
              "      <td>28.0</td>\n",
              "      <td>...</td>\n",
              "      <td>38.0</td>\n",
              "      <td>42</td>\n",
              "      <td>5.0</td>\n",
              "      <td>38</td>\n",
              "      <td>35.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>34.0</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>28.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>35</td>\n",
              "      <td>28.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>35</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>45</td>\n",
              "      <td>4.0</td>\n",
              "      <td>...</td>\n",
              "      <td>25.0</td>\n",
              "      <td>43</td>\n",
              "      <td>29.0</td>\n",
              "      <td>25</td>\n",
              "      <td>22.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>10</td>\n",
              "      <td>12.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10</td>\n",
              "      <td>20.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>46</td>\n",
              "      <td>40.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>18</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>23.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>36.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>11</td>\n",
              "      <td>36.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>11</td>\n",
              "      <td>44.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>47</td>\n",
              "      <td>12.0</td>\n",
              "      <td>...</td>\n",
              "      <td>37.0</td>\n",
              "      <td>19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>37</td>\n",
              "      <td>10.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>4.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>9</td>\n",
              "      <td>4.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>9</td>\n",
              "      <td>4.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>42</td>\n",
              "      <td>36.0</td>\n",
              "      <td>...</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3</td>\n",
              "      <td>34.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>40.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>45</td>\n",
              "      <td>40.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>45</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>43</td>\n",
              "      <td>8.0</td>\n",
              "      <td>...</td>\n",
              "      <td>15.0</td>\n",
              "      <td>7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15</td>\n",
              "      <td>45.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>8.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>29</td>\n",
              "      <td>8.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>29</td>\n",
              "      <td>12.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>18</td>\n",
              "      <td>20.0</td>\n",
              "      <td>...</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13</td>\n",
              "      <td>46.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>44.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>30</td>\n",
              "      <td>44.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>30</td>\n",
              "      <td>36.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>19</td>\n",
              "      <td>44.0</td>\n",
              "      <td>...</td>\n",
              "      <td>14.0</td>\n",
              "      <td>29</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>47.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>32</td>\n",
              "      <td>17.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>34</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8</td>\n",
              "      <td>41.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45</td>\n",
              "      <td>NaN</td>\n",
              "      <td>20</td>\n",
              "      <td>19.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>37.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>44</td>\n",
              "      <td>43.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>47</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16</td>\n",
              "      <td>18.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>47</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>47</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>33</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>33</td>\n",
              "      <td>NaN</td>\n",
              "      <td>28</td>\n",
              "      <td>42.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>42</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>42</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>43</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>43</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21</td>\n",
              "      <td>NaN</td>\n",
              "      <td>40</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>18</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>18</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>34</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22</td>\n",
              "      <td>NaN</td>\n",
              "      <td>12</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>36</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>24 rows × 29 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e9c25b6d-539d-4695-a58a-5a5daadb91dd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e9c25b6d-539d-4695-a58a-5a5daadb91dd button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e9c25b6d-539d-4695-a58a-5a5daadb91dd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Preenchimento de dados faltantes por zero\n",
        "for coluna in clusters:\n",
        "    clusters[coluna] = clusters[coluna].fillna(0)"
      ],
      "metadata": {
        "id": "bFNiYjZS4MyG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pd.set_option('display.max_columns', None)\n",
        "clusters"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0MyES1kJ4x5E",
        "outputId": "366d541c-c829-4872-cc2c-ade79588e435"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Soma 95 C1  Soma 95 C2  Soma 95 C3  Soma 87.5 C1  Soma 87.5 C2  \\\n",
              "0         20.0         2.0          22          20.0          15.0   \n",
              "1         24.0         3.0          23          24.0          13.0   \n",
              "2         32.0         1.0          21          32.0          14.0   \n",
              "3         48.0        25.0          33          48.0           1.0   \n",
              "4         16.0        37.0          34          16.0          25.0   \n",
              "5         28.0        15.0          35          28.0          37.0   \n",
              "6         12.0        13.0          10          12.0           2.0   \n",
              "7         36.0        14.0          11          36.0           3.0   \n",
              "8          4.0        26.0           9           4.0          27.0   \n",
              "9         40.0        38.0          45          40.0          39.0   \n",
              "10         8.0        27.0          29           8.0          26.0   \n",
              "11        44.0        39.0          30          44.0          38.0   \n",
              "12         0.0         0.0          31           0.0           0.0   \n",
              "13         0.0         0.0           5           0.0           0.0   \n",
              "14         0.0         0.0           6           0.0           0.0   \n",
              "15         0.0         0.0           7           0.0           0.0   \n",
              "16         0.0         0.0          46           0.0           0.0   \n",
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              "18         0.0         0.0          42           0.0           0.0   \n",
              "19         0.0         0.0          43           0.0           0.0   \n",
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              "22         0.0         0.0          17           0.0           0.0   \n",
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              "\n",
              "    Soma 87.5 C3  Soma 75 C1  Soma 75 C2  Soma 75 C3  Soma 50 C1  Soma 50 C2  \\\n",
              "0             22        24.0        13.0          30        32.0         3.0   \n",
              "1             23        16.0        14.0          31        24.0        15.0   \n",
              "2             21        28.0         3.0          29        48.0        13.0   \n",
              "3             33        32.0        15.0           6        16.0        14.0   \n",
              "4             34        48.0        25.0           7        28.0        25.0   \n",
              "5             35         8.0         1.0          45         4.0         1.0   \n",
              "6             10        20.0        37.0          46        40.0        37.0   \n",
              "7             11        44.0        27.0          47        12.0        27.0   \n",
              "8              9         4.0        39.0          42        36.0        39.0   \n",
              "9             45        40.0         2.0          43         8.0         2.0   \n",
              "10            29        12.0        26.0          18        20.0        26.0   \n",
              "11            30        36.0        38.0          19        44.0        38.0   \n",
              "12            31         0.0         0.0           5         0.0         0.0   \n",
              "13             5         0.0         0.0          17         0.0         0.0   \n",
              "14             6         0.0         0.0          41         0.0         0.0   \n",
              "15             7         0.0         0.0          22         0.0         0.0   \n",
              "16            46         0.0         0.0          23         0.0         0.0   \n",
              "17            47         0.0         0.0          33         0.0         0.0   \n",
              "18            42         0.0         0.0           9         0.0         0.0   \n",
              "19            43         0.0         0.0          21         0.0         0.0   \n",
              "20            18         0.0         0.0          10         0.0         0.0   \n",
              "21            19         0.0         0.0          11         0.0         0.0   \n",
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              "23            41         0.0         0.0          35         0.0         0.0   \n",
              "\n",
              "    Soma 50 C3  Sem 0 C1  Sem 0 C2  Sem 0 C3  Amplitude 95 C1  \\\n",
              "0           30      12.0      15.0        22              4.0   \n",
              "1           31      36.0      13.0        23             40.0   \n",
              "2           29      24.0      14.0        33             16.0   \n",
              "3            6      32.0      26.0         9             28.0   \n",
              "4            7      48.0      38.0        21             12.0   \n",
              "5           45       8.0      27.0        34             36.0   \n",
              "6           46      20.0      39.0        35              8.0   \n",
              "7           47      44.0       2.0        10             20.0   \n",
              "8           19       4.0       3.0        11             44.0   \n",
              "9           43      40.0       1.0        45             32.0   \n",
              "10          18      16.0      25.0        46             24.0   \n",
              "11          42      28.0      37.0        47             48.0   \n",
              "12           5       0.0       0.0        29              0.0   \n",
              "13          17       0.0       0.0        30              0.0   \n",
              "14          41       0.0       0.0        31              0.0   \n",
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              "22          21       0.0       0.0        17              0.0   \n",
              "23          33       0.0       0.0        41              0.0   \n",
              "\n",
              "    Amplitude 95 C2  Amplitude 95 C3  Amplitude 87.5 C1  Amplitude 87.5 C2  \\\n",
              "0              25.0               21               16.0               27.0   \n",
              "1               1.0                9               28.0               39.0   \n",
              "2              37.0               33                4.0                2.0   \n",
              "3              27.0               22               40.0               26.0   \n",
              "4              39.0               23               12.0               38.0   \n",
              "5               2.0               10               36.0               25.0   \n",
              "6              26.0               11                8.0                1.0   \n",
              "7              38.0               34               20.0               37.0   \n",
              "8               3.0               35               44.0                3.0   \n",
              "9              15.0               17               32.0               15.0   \n",
              "10             13.0               41               24.0               13.0   \n",
              "11             14.0               19               48.0               14.0   \n",
              "12              0.0               43                0.0                0.0   \n",
              "13              0.0               18                0.0                0.0   \n",
              "14              0.0               42                0.0                0.0   \n",
              "15              0.0               45                0.0                0.0   \n",
              "16              0.0               46                0.0                0.0   \n",
              "17              0.0               47                0.0                0.0   \n",
              "18              0.0               30                0.0                0.0   \n",
              "19              0.0               31                0.0                0.0   \n",
              "20              0.0                6                0.0                0.0   \n",
              "21              0.0                7                0.0                0.0   \n",
              "22              0.0                5                0.0                0.0   \n",
              "23              0.0               29                0.0                0.0   \n",
              "\n",
              "    Amplitude 87.5 C3  Amplitude 75 C1  Amplitude 75 C2  Amplitude 75 C3  \\\n",
              "0                  30             30.0               27             21.0   \n",
              "1                  31             31.0               39              9.0   \n",
              "2                  17              6.0                2             33.0   \n",
              "3                  41              7.0               26             11.0   \n",
              "4                  42              5.0               38             35.0   \n",
              "5                  43             29.0               25             22.0   \n",
              "6                  18              0.0                1             23.0   \n",
              "7                  19              0.0               37             10.0   \n",
              "8                   6              0.0                3             34.0   \n",
              "9                   7              0.0               15             45.0   \n",
              "10                  5              0.0               13             46.0   \n",
              "11                 29              0.0               14             47.0   \n",
              "12                 10              0.0               32             17.0   \n",
              "13                 34              0.0                8             41.0   \n",
              "14                 45              0.0               20             19.0   \n",
              "15                 46              0.0               44             43.0   \n",
              "16                 47              0.0               16             18.0   \n",
              "17                 33              0.0               28             42.0   \n",
              "18                  9              0.0                4              0.0   \n",
              "19                 21              0.0               40              0.0   \n",
              "20                 11              0.0               24              0.0   \n",
              "21                 35              0.0               48              0.0   \n",
              "22                 22              0.0               12              0.0   \n",
              "23                 23              0.0               36              0.0   \n",
              "\n",
              "    Amplitude 50 C1  Amplitude 50 C2  Amplitude 50 C3  Amplitude 50 C4  \\\n",
              "0              48.0              1.0              6.0             45.0   \n",
              "1              16.0             25.0              7.0             46.0   \n",
              "2              28.0             27.0             30.0             47.0   \n",
              "3              32.0              2.0             31.0             10.0   \n",
              "4               8.0              3.0              0.0             34.0   \n",
              "5              20.0             39.0              0.0              0.0   \n",
              "6              44.0             26.0              0.0              0.0   \n",
              "7               4.0             38.0              0.0              0.0   \n",
              "8              40.0             41.0              0.0              0.0   \n",
              "9              36.0             42.0              0.0              0.0   \n",
              "10             12.0             43.0              0.0              0.0   \n",
              "11             24.0             14.0              0.0              0.0   \n",
              "12              0.0             15.0              0.0              0.0   \n",
              "13              0.0             13.0              0.0              0.0   \n",
              "14              0.0             37.0              0.0              0.0   \n",
              "15              0.0              0.0              0.0              0.0   \n",
              "16              0.0              0.0              0.0              0.0   \n",
              "17              0.0              0.0              0.0              0.0   \n",
              "18              0.0              0.0              0.0              0.0   \n",
              "19              0.0              0.0              0.0              0.0   \n",
              "20              0.0              0.0              0.0              0.0   \n",
              "21              0.0              0.0              0.0              0.0   \n",
              "22              0.0              0.0              0.0              0.0   \n",
              "23              0.0              0.0              0.0              0.0   \n",
              "\n",
              "    Amplitude 50 C5  \n",
              "0              29.0  \n",
              "1              18.0  \n",
              "2              19.0  \n",
              "3               5.0  \n",
              "4              17.0  \n",
              "5              33.0  \n",
              "6               9.0  \n",
              "7              21.0  \n",
              "8              22.0  \n",
              "9              23.0  \n",
              "10             11.0  \n",
              "11             35.0  \n",
              "12              0.0  \n",
              "13              0.0  \n",
              "14              0.0  \n",
              "15              0.0  \n",
              "16              0.0  \n",
              "17              0.0  \n",
              "18              0.0  \n",
              "19              0.0  \n",
              "20              0.0  \n",
              "21              0.0  \n",
              "22              0.0  \n",
              "23              0.0  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9ad6b176-2270-4293-bde0-f18194063e28\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Soma 95 C1</th>\n",
              "      <th>Soma 95 C2</th>\n",
              "      <th>Soma 95 C3</th>\n",
              "      <th>Soma 87.5 C1</th>\n",
              "      <th>Soma 87.5 C2</th>\n",
              "      <th>Soma 87.5 C3</th>\n",
              "      <th>Soma 75 C1</th>\n",
              "      <th>Soma 75 C2</th>\n",
              "      <th>Soma 75 C3</th>\n",
              "      <th>Soma 50 C1</th>\n",
              "      <th>Soma 50 C2</th>\n",
              "      <th>Soma 50 C3</th>\n",
              "      <th>Sem 0 C1</th>\n",
              "      <th>Sem 0 C2</th>\n",
              "      <th>Sem 0 C3</th>\n",
              "      <th>Amplitude 95 C1</th>\n",
              "      <th>Amplitude 95 C2</th>\n",
              "      <th>Amplitude 95 C3</th>\n",
              "      <th>Amplitude 87.5 C1</th>\n",
              "      <th>Amplitude 87.5 C2</th>\n",
              "      <th>Amplitude 87.5 C3</th>\n",
              "      <th>Amplitude 75 C1</th>\n",
              "      <th>Amplitude 75 C2</th>\n",
              "      <th>Amplitude 75 C3</th>\n",
              "      <th>Amplitude 50 C1</th>\n",
              "      <th>Amplitude 50 C2</th>\n",
              "      <th>Amplitude 50 C3</th>\n",
              "      <th>Amplitude 50 C4</th>\n",
              "      <th>Amplitude 50 C5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>22</td>\n",
              "      <td>20.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>22</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>30</td>\n",
              "      <td>32.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>30</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>22</td>\n",
              "      <td>4.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>21</td>\n",
              "      <td>16.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>30</td>\n",
              "      <td>30.0</td>\n",
              "      <td>27</td>\n",
              "      <td>21.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>29.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>24.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>23</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>23</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>31</td>\n",
              "      <td>24.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>31</td>\n",
              "      <td>36.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>23</td>\n",
              "      <td>40.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>9</td>\n",
              "      <td>28.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>31</td>\n",
              "      <td>31.0</td>\n",
              "      <td>39</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>18.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>21</td>\n",
              "      <td>32.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>21</td>\n",
              "      <td>28.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>29</td>\n",
              "      <td>48.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>29</td>\n",
              "      <td>24.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>33</td>\n",
              "      <td>16.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>33</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>17</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2</td>\n",
              "      <td>33.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>19.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>48.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>33</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>33</td>\n",
              "      <td>32.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>6</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6</td>\n",
              "      <td>32.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>9</td>\n",
              "      <td>28.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>22</td>\n",
              "      <td>40.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>41</td>\n",
              "      <td>7.0</td>\n",
              "      <td>26</td>\n",
              "      <td>11.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>16.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>34</td>\n",
              "      <td>16.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>34</td>\n",
              "      <td>48.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>7</td>\n",
              "      <td>28.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>7</td>\n",
              "      <td>48.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>21</td>\n",
              "      <td>12.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>23</td>\n",
              "      <td>12.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>42</td>\n",
              "      <td>5.0</td>\n",
              "      <td>38</td>\n",
              "      <td>35.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>28.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>35</td>\n",
              "      <td>28.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>35</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>45</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>45</td>\n",
              "      <td>8.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>34</td>\n",
              "      <td>36.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10</td>\n",
              "      <td>36.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>43</td>\n",
              "      <td>29.0</td>\n",
              "      <td>25</td>\n",
              "      <td>22.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>10</td>\n",
              "      <td>12.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10</td>\n",
              "      <td>20.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>46</td>\n",
              "      <td>40.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>46</td>\n",
              "      <td>20.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>35</td>\n",
              "      <td>8.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>11</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>23.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>36.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>11</td>\n",
              "      <td>36.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>11</td>\n",
              "      <td>44.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>47</td>\n",
              "      <td>12.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>47</td>\n",
              "      <td>44.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10</td>\n",
              "      <td>20.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>34</td>\n",
              "      <td>20.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>19</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37</td>\n",
              "      <td>10.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>4.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>9</td>\n",
              "      <td>4.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>9</td>\n",
              "      <td>4.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>42</td>\n",
              "      <td>36.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>19</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>11</td>\n",
              "      <td>44.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>35</td>\n",
              "      <td>44.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>34.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>40.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>45</td>\n",
              "      <td>40.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>45</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>43</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>43</td>\n",
              "      <td>40.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>45</td>\n",
              "      <td>32.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>17</td>\n",
              "      <td>32.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15</td>\n",
              "      <td>45.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>8.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>29</td>\n",
              "      <td>8.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>29</td>\n",
              "      <td>12.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>18</td>\n",
              "      <td>20.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>18</td>\n",
              "      <td>16.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>46</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>41</td>\n",
              "      <td>24.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13</td>\n",
              "      <td>46.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>44.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>30</td>\n",
              "      <td>44.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>30</td>\n",
              "      <td>36.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>19</td>\n",
              "      <td>44.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>42</td>\n",
              "      <td>28.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>47</td>\n",
              "      <td>48.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>19</td>\n",
              "      <td>48.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>29</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14</td>\n",
              "      <td>47.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>29</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>43</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>34</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>41</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>41</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>42</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46</td>\n",
              "      <td>0.0</td>\n",
              "      <td>44</td>\n",
              "      <td>43.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16</td>\n",
              "      <td>18.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>33</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>34</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>42</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>47</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>33</td>\n",
              "      <td>0.0</td>\n",
              "      <td>28</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>42</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>42</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>35</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>43</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>43</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>43</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>35</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>34</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>41</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>41</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>35</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>33</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>41</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>29</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23</td>\n",
              "      <td>0.0</td>\n",
              "      <td>36</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9ad6b176-2270-4293-bde0-f18194063e28')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9ad6b176-2270-4293-bde0-f18194063e28 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9ad6b176-2270-4293-bde0-f18194063e28');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vamos separar o conjunto de dados daqueles que são do Cluster 1 em cada teste."
      ],
      "metadata": {
        "id": "kZaER24SHptc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "clusters_C1 = clusters.loc[:, ['Soma 95 C1', 'Soma 87.5 C1', 'Soma 75 C1', 'Soma 50 C1', 'Sem 0 C1', 'Amplitude 95 C1', 'Amplitude 87.5 C1', 'Amplitude 75 C1', 'Amplitude 50 C1']]"
      ],
      "metadata": {
        "id": "3U90EY_UmYM2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clusters_C1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1aFHNfTyqKsy",
        "outputId": "8bd06ccd-697e-4b7a-db6b-050139e4c1cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Soma 95 C1  Soma 87.5 C1  Soma 75 C1  Soma 50 C1  Sem 0 C1  \\\n",
              "0         20.0          20.0        24.0        32.0      12.0   \n",
              "1         24.0          24.0        16.0        24.0      36.0   \n",
              "2         32.0          32.0        28.0        48.0      24.0   \n",
              "3         48.0          48.0        32.0        16.0      32.0   \n",
              "4         16.0          16.0        48.0        28.0      48.0   \n",
              "5         28.0          28.0         8.0         4.0       8.0   \n",
              "6         12.0          12.0        20.0        40.0      20.0   \n",
              "7         36.0          36.0        44.0        12.0      44.0   \n",
              "8          4.0           4.0         4.0        36.0       4.0   \n",
              "9         40.0          40.0        40.0         8.0      40.0   \n",
              "10         8.0           8.0        12.0        20.0      16.0   \n",
              "11        44.0          44.0        36.0        44.0      28.0   \n",
              "12         0.0           0.0         0.0         0.0       0.0   \n",
              "13         0.0           0.0         0.0         0.0       0.0   \n",
              "14         0.0           0.0         0.0         0.0       0.0   \n",
              "15         0.0           0.0         0.0         0.0       0.0   \n",
              "16         0.0           0.0         0.0         0.0       0.0   \n",
              "17         0.0           0.0         0.0         0.0       0.0   \n",
              "18         0.0           0.0         0.0         0.0       0.0   \n",
              "19         0.0           0.0         0.0         0.0       0.0   \n",
              "20         0.0           0.0         0.0         0.0       0.0   \n",
              "21         0.0           0.0         0.0         0.0       0.0   \n",
              "22         0.0           0.0         0.0         0.0       0.0   \n",
              "23         0.0           0.0         0.0         0.0       0.0   \n",
              "\n",
              "    Amplitude 95 C1  Amplitude 87.5 C1  Amplitude 75 C1  Amplitude 50 C1  \n",
              "0               4.0               16.0             30.0             48.0  \n",
              "1              40.0               28.0             31.0             16.0  \n",
              "2              16.0                4.0              6.0             28.0  \n",
              "3              28.0               40.0              7.0             32.0  \n",
              "4              12.0               12.0              5.0              8.0  \n",
              "5              36.0               36.0             29.0             20.0  \n",
              "6               8.0                8.0              0.0             44.0  \n",
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          },
          "metadata": {},
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Agora, vamos transformar este DataFrame em uma lista:"
      ],
      "metadata": {
        "id": "Nz1NESJ7IR4p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lista_completa_C1 = []\n",
        "for coluna in clusters_C1:\n",
        "    a = clusters_C1[coluna].tolist()\n",
        "    lista_completa_C1.append(a)"
      ],
      "metadata": {
        "id": "zaVRLJSUr32W"
      },
      "execution_count": null,
      "outputs": []
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        "lista_completa_C1"
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        "outputId": "e14a0801-c0c2-4ba0-9745-650f40a8e754"
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            ]
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vamos definir uma função que transforma uma lista de listas em uma lista única:"
      ],
      "metadata": {
        "id": "Yk81eB2PIh2N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def lista_unica(lista):\n",
        "    if isinstance(lista, list):\n",
        "        return [sub_elem for elem in lista for sub_elem in lista_unica(elem)]\n",
        "    else:\n",
        "        return [lista]   "
      ],
      "metadata": {
        "id": "l6CyrHOEuoQw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Aplicando a função:\n",
        "lista_completa_C1 = lista_unica(lista_completa_C1)\n",
        "lista_completa_C1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pju5hbZRwAu0",
        "outputId": "06b29828-162b-4728-f588-c3dddba86b32"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            ]
          },
          "metadata": {},
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Vamos verificar quantos valores únicos há nessa lista\n",
        "valores_unicos_C1 = list(set(lista_completa_C1))"
      ],
      "metadata": {
        "id": "oPZfU6KPwfe5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for valor in valores_unicos_C1:\n",
        "    aparicoes_pessoa = lista_completa_C1.count(valor)\n",
        "    print(valor, aparicoes_pessoa)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZpGFiXiZMdAl",
        "outputId": "fdde1162-edce-41ba-d15f-78b1f9c8f329"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.0 114\n",
            "4.0 8\n",
            "5.0 1\n",
            "6.0 1\n",
            "7.0 1\n",
            "8.0 8\n",
            "12.0 8\n",
            "16.0 8\n",
            "20.0 8\n",
            "24.0 8\n",
            "28.0 8\n",
            "29.0 1\n",
            "30.0 1\n",
            "31.0 1\n",
            "32.0 8\n",
            "36.0 8\n",
            "40.0 8\n",
            "44.0 8\n",
            "48.0 8\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Por estes resultados, nota-se um padrão de ocorrências das pessoas 4, 8, 12, 16, 20, 24, 28, 32, 36, 40, 44 e 48 formando um cluster."
      ],
      "metadata": {
        "id": "nncjaTb2M6Xa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Realizando o mesmo procedimento com o cluster C2\n",
        "clusters_C2 = clusters.loc[:, ['Soma 95 C2', 'Soma 87.5 C2', 'Soma 75 C2', 'Soma 50 C2', 'Sem 0 C2', 'Amplitude 95 C2', 'Amplitude 87.5 C2', 'Amplitude 75 C2', 'Amplitude 50 C2']]"
      ],
      "metadata": {
        "id": "zM2twZOnqkHQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clusters_C2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "098MUGee-C0F",
        "outputId": "87c86f71-c633-4ae4-d5e2-79c162f36f25"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Soma 95 C2  Soma 87.5 C2  Soma 75 C2  Soma 50 C2  Sem 0 C2  \\\n",
              "0          2.0          15.0        13.0         3.0      15.0   \n",
              "1          3.0          13.0        14.0        15.0      13.0   \n",
              "2          1.0          14.0         3.0        13.0      14.0   \n",
              "3         25.0           1.0        15.0        14.0      26.0   \n",
              "4         37.0          25.0        25.0        25.0      38.0   \n",
              "5         15.0          37.0         1.0         1.0      27.0   \n",
              "6         13.0           2.0        37.0        37.0      39.0   \n",
              "7         14.0           3.0        27.0        27.0       2.0   \n",
              "8         26.0          27.0        39.0        39.0       3.0   \n",
              "9         38.0          39.0         2.0         2.0       1.0   \n",
              "10        27.0          26.0        26.0        26.0      25.0   \n",
              "11        39.0          38.0        38.0        38.0      37.0   \n",
              "12         0.0           0.0         0.0         0.0       0.0   \n",
              "13         0.0           0.0         0.0         0.0       0.0   \n",
              "14         0.0           0.0         0.0         0.0       0.0   \n",
              "15         0.0           0.0         0.0         0.0       0.0   \n",
              "16         0.0           0.0         0.0         0.0       0.0   \n",
              "17         0.0           0.0         0.0         0.0       0.0   \n",
              "18         0.0           0.0         0.0         0.0       0.0   \n",
              "19         0.0           0.0         0.0         0.0       0.0   \n",
              "20         0.0           0.0         0.0         0.0       0.0   \n",
              "21         0.0           0.0         0.0         0.0       0.0   \n",
              "22         0.0           0.0         0.0         0.0       0.0   \n",
              "23         0.0           0.0         0.0         0.0       0.0   \n",
              "\n",
              "    Amplitude 95 C2  Amplitude 87.5 C2  Amplitude 75 C2  Amplitude 50 C2  \n",
              "0              25.0               27.0               27              1.0  \n",
              "1               1.0               39.0               39             25.0  \n",
              "2              37.0                2.0                2             27.0  \n",
              "3              27.0               26.0               26              2.0  \n",
              "4              39.0               38.0               38              3.0  \n",
              "5               2.0               25.0               25             39.0  \n",
              "6              26.0                1.0                1             26.0  \n",
              "7              38.0               37.0               37             38.0  \n",
              "8               3.0                3.0                3             41.0  \n",
              "9              15.0               15.0               15             42.0  \n",
              "10             13.0               13.0               13             43.0  \n",
              "11             14.0               14.0               14             14.0  \n",
              "12              0.0                0.0               32             15.0  \n",
              "13              0.0                0.0                8             13.0  \n",
              "14              0.0                0.0               20             37.0  \n",
              "15              0.0                0.0               44              0.0  \n",
              "16              0.0                0.0               16              0.0  \n",
              "17              0.0                0.0               28              0.0  \n",
              "18              0.0                0.0                4              0.0  \n",
              "19              0.0                0.0               40              0.0  \n",
              "20              0.0                0.0               24              0.0  \n",
              "21              0.0                0.0               48              0.0  \n",
              "22              0.0                0.0               12              0.0  \n",
              "23              0.0                0.0               36              0.0  "
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              "\n",
              "  <div id=\"df-993818cf-5afe-47bc-a76d-c85002f3e0cf\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Soma 95 C2</th>\n",
              "      <th>Soma 87.5 C2</th>\n",
              "      <th>Soma 75 C2</th>\n",
              "      <th>Soma 50 C2</th>\n",
              "      <th>Sem 0 C2</th>\n",
              "      <th>Amplitude 95 C2</th>\n",
              "      <th>Amplitude 87.5 C2</th>\n",
              "      <th>Amplitude 75 C2</th>\n",
              "      <th>Amplitude 50 C2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>2.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>27</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>39</td>\n",
              "      <td>25.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2</td>\n",
              "      <td>27.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>25.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>26</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>37.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>15.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>25</td>\n",
              "      <td>39.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>13.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>26.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>14.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>37</td>\n",
              "      <td>38.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>26.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3</td>\n",
              "      <td>41.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>38.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15</td>\n",
              "      <td>42.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>27.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13</td>\n",
              "      <td>43.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>39.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14</td>\n",
              "      <td>14.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8</td>\n",
              "      <td>13.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20</td>\n",
              "      <td>37.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>44</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>28</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>24</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>36</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-993818cf-5afe-47bc-a76d-c85002f3e0cf')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "      border-radius: 50%;\n",
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              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-993818cf-5afe-47bc-a76d-c85002f3e0cf button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-993818cf-5afe-47bc-a76d-c85002f3e0cf');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_completa_C2 = []\n",
        "for coluna in clusters_C2:\n",
        "    b = clusters_C2[coluna].tolist()\n",
        "    lista_completa_C2.append(b)"
      ],
      "metadata": {
        "id": "B_qidfc6t4CY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lista_completa_C2 = lista_unica(lista_completa_C2)"
      ],
      "metadata": {
        "id": "H9EIDqNf6uNl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "valores_unicos_C2 = list(set(lista_completa_C2))\n",
        "for valor in valores_unicos_C2:\n",
        "    aparicoes_pessoa = lista_completa_C2.count(valor)\n",
        "    print(valor, aparicoes_pessoa)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s-tdc7hg602W",
        "outputId": "23b6668b-75dd-4171-bd5c-32666a6f1b8b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.0 93\n",
            "1.0 9\n",
            "2.0 9\n",
            "3.0 9\n",
            "4 1\n",
            "8 1\n",
            "12 1\n",
            "13.0 9\n",
            "14.0 9\n",
            "15.0 9\n",
            "16 1\n",
            "20 1\n",
            "24 1\n",
            "25.0 9\n",
            "26.0 9\n",
            "27.0 9\n",
            "28 1\n",
            "32 1\n",
            "36 1\n",
            "37.0 9\n",
            "38.0 9\n",
            "39.0 9\n",
            "40 1\n",
            "41.0 1\n",
            "42.0 1\n",
            "43.0 1\n",
            "44 1\n",
            "48 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Por estes resultados, nota-se um padrão de ocorrências das pessoas 1, 2, 3, 13, 14, 15, 25, 26, 27, 37, 38 e 39 formando outro cluster."
      ],
      "metadata": {
        "id": "UoN3skUXPfXe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Realizando o mesmo procedimento com o cluster C3\n",
        "clusters_C3 = clusters.loc[:, ['Soma 95 C3', 'Soma 87.5 C3', 'Soma 75 C3', 'Soma 50 C3', 'Sem 0 C3', 'Amplitude 95 C3', 'Amplitude 87.5 C3', 'Amplitude 75 C3', 'Amplitude 50 C3']]\n",
        "clusters_C3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eiK11EOSq5m5",
        "outputId": "e6f7b4c5-982f-4f15-f0cc-c82299d4d138"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Soma 95 C3  Soma 87.5 C3  Soma 75 C3  Soma 50 C3  Sem 0 C3  \\\n",
              "0           22            22          30          30        22   \n",
              "1           23            23          31          31        23   \n",
              "2           21            21          29          29        33   \n",
              "3           33            33           6           6         9   \n",
              "4           34            34           7           7        21   \n",
              "5           35            35          45          45        34   \n",
              "6           10            10          46          46        35   \n",
              "7           11            11          47          47        10   \n",
              "8            9             9          42          19        11   \n",
              "9           45            45          43          43        45   \n",
              "10          29            29          18          18        46   \n",
              "11          30            30          19          42        47   \n",
              "12          31            31           5           5        29   \n",
              "13           5             5          17          17        30   \n",
              "14           6             6          41          41        31   \n",
              "15           7             7          22          10         6   \n",
              "16          46            46          23          11         7   \n",
              "17          47            47          33          34        42   \n",
              "18          42            42           9          35        43   \n",
              "19          43            43          21          22        18   \n",
              "20          18            18          10          23        19   \n",
              "21          19            19          11           9         5   \n",
              "22          17            17          34          21        17   \n",
              "23          41            41          35          33        41   \n",
              "\n",
              "    Amplitude 95 C3  Amplitude 87.5 C3  Amplitude 75 C3  Amplitude 50 C3  \n",
              "0                21                 30             21.0              6.0  \n",
              "1                 9                 31              9.0              7.0  \n",
              "2                33                 17             33.0             30.0  \n",
              "3                22                 41             11.0             31.0  \n",
              "4                23                 42             35.0              0.0  \n",
              "5                10                 43             22.0              0.0  \n",
              "6                11                 18             23.0              0.0  \n",
              "7                34                 19             10.0              0.0  \n",
              "8                35                  6             34.0              0.0  \n",
              "9                17                  7             45.0              0.0  \n",
              "10               41                  5             46.0              0.0  \n",
              "11               19                 29             47.0              0.0  \n",
              "12               43                 10             17.0              0.0  \n",
              "13               18                 34             41.0              0.0  \n",
              "14               42                 45             19.0              0.0  \n",
              "15               45                 46             43.0              0.0  \n",
              "16               46                 47             18.0              0.0  \n",
              "17               47                 33             42.0              0.0  \n",
              "18               30                  9              0.0              0.0  \n",
              "19               31                 21              0.0              0.0  \n",
              "20                6                 11              0.0              0.0  \n",
              "21                7                 35              0.0              0.0  \n",
              "22                5                 22              0.0              0.0  \n",
              "23               29                 23              0.0              0.0  "
            ],
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              "\n",
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              "      <th>Soma 95 C3</th>\n",
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              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>21</td>\n",
              "      <td>23</td>\n",
              "      <td>42</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>35</td>\n",
              "      <td>35</td>\n",
              "      <td>45</td>\n",
              "      <td>45</td>\n",
              "      <td>34</td>\n",
              "      <td>10</td>\n",
              "      <td>43</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>46</td>\n",
              "      <td>46</td>\n",
              "      <td>35</td>\n",
              "      <td>11</td>\n",
              "      <td>18</td>\n",
              "      <td>23.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>47</td>\n",
              "      <td>47</td>\n",
              "      <td>10</td>\n",
              "      <td>34</td>\n",
              "      <td>19</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>42</td>\n",
              "      <td>19</td>\n",
              "      <td>11</td>\n",
              "      <td>35</td>\n",
              "      <td>6</td>\n",
              "      <td>34.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>45</td>\n",
              "      <td>45</td>\n",
              "      <td>43</td>\n",
              "      <td>43</td>\n",
              "      <td>45</td>\n",
              "      <td>17</td>\n",
              "      <td>7</td>\n",
              "      <td>45.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>29</td>\n",
              "      <td>29</td>\n",
              "      <td>18</td>\n",
              "      <td>18</td>\n",
              "      <td>46</td>\n",
              "      <td>41</td>\n",
              "      <td>5</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>30</td>\n",
              "      <td>30</td>\n",
              "      <td>19</td>\n",
              "      <td>42</td>\n",
              "      <td>47</td>\n",
              "      <td>19</td>\n",
              "      <td>29</td>\n",
              "      <td>47.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>31</td>\n",
              "      <td>31</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>29</td>\n",
              "      <td>43</td>\n",
              "      <td>10</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>17</td>\n",
              "      <td>17</td>\n",
              "      <td>30</td>\n",
              "      <td>18</td>\n",
              "      <td>34</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>41</td>\n",
              "      <td>41</td>\n",
              "      <td>31</td>\n",
              "      <td>42</td>\n",
              "      <td>45</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>22</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>45</td>\n",
              "      <td>46</td>\n",
              "      <td>43.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>46</td>\n",
              "      <td>46</td>\n",
              "      <td>23</td>\n",
              "      <td>11</td>\n",
              "      <td>7</td>\n",
              "      <td>46</td>\n",
              "      <td>47</td>\n",
              "      <td>18.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>47</td>\n",
              "      <td>47</td>\n",
              "      <td>33</td>\n",
              "      <td>34</td>\n",
              "      <td>42</td>\n",
              "      <td>47</td>\n",
              "      <td>33</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>42</td>\n",
              "      <td>42</td>\n",
              "      <td>9</td>\n",
              "      <td>35</td>\n",
              "      <td>43</td>\n",
              "      <td>30</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>43</td>\n",
              "      <td>43</td>\n",
              "      <td>21</td>\n",
              "      <td>22</td>\n",
              "      <td>18</td>\n",
              "      <td>31</td>\n",
              "      <td>21</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>18</td>\n",
              "      <td>18</td>\n",
              "      <td>10</td>\n",
              "      <td>23</td>\n",
              "      <td>19</td>\n",
              "      <td>6</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>19</td>\n",
              "      <td>19</td>\n",
              "      <td>11</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>35</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>17</td>\n",
              "      <td>17</td>\n",
              "      <td>34</td>\n",
              "      <td>21</td>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>22</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>41</td>\n",
              "      <td>41</td>\n",
              "      <td>35</td>\n",
              "      <td>33</td>\n",
              "      <td>41</td>\n",
              "      <td>29</td>\n",
              "      <td>23</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-50ae916a-ceaf-49d0-a4c7-e68c9bd18335')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lista_completa_C3 = []\n",
        "for coluna in clusters_C3:\n",
        "    c = clusters_C3[coluna].tolist()\n",
        "    lista_completa_C3.append(c)"
      ],
      "metadata": {
        "id": "F10uGHzfuA4W"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lista_completa_C3 = lista_unica(lista_completa_C3)"
      ],
      "metadata": {
        "id": "h62HAwZ77KhE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "valores_unicos_C3 = list(set(lista_completa_C3))\n",
        "for valor in valores_unicos_C3:\n",
        "    aparicoes_pessoa = lista_completa_C3.count(valor)\n",
        "    print(valor, aparicoes_pessoa)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h1rxQT8l7MvN",
        "outputId": "9a471028-5949-418b-d3bf-a8831f1c6f09"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.0 26\n",
            "5 7\n",
            "6 8\n",
            "7 8\n",
            "9 8\n",
            "10 8\n",
            "11 8\n",
            "17 8\n",
            "18 8\n",
            "19 8\n",
            "21 8\n",
            "22 8\n",
            "23 8\n",
            "29 7\n",
            "30 8\n",
            "31 8\n",
            "33 8\n",
            "34 8\n",
            "35 8\n",
            "41 8\n",
            "42 8\n",
            "43 8\n",
            "45 8\n",
            "46 8\n",
            "47 8\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Por estes resultados, nota-se um padrão de ocorrências das pessoas 5, 6, 7, 9, 10, 11, 17, 18, 19, 21, 22, 23, 29, 30, 31, 33, 34, 35, 41, 42, 43, 45, 46 e 47 formando outro cluster."
      ],
      "metadata": {
        "id": "j7ixCE4oRFSw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vamos retomar o dendrograma do teste Amplitude 50%, que foi o único com aplicação de 5 clusters.\n",
        "\n",
        "![9](https://user-images.githubusercontent.com/67437213/161394736-1d198f37-9da7-41a1-89e0-70c20042d634.JPG)\n",
        "\n",
        "# Scatter Plot\n",
        "\n",
        "![5 clusters](https://user-images.githubusercontent.com/67437213/161443082-16e95a7b-7f5b-41bf-a418-6b3208ed2e42.png)\n",
        "\n",
        "Não necessariamente, a divisão dos clusters que é feita no dendrograma será a mesma do Scatter Plot oriundo do k-means. Recorda-se que o dendrograma é gerado após cálculos da distância euclidiana entre os pontos, e o k-means baseia-se na distância dos pontos a centroides. Nota-se pelo Scatter Plot uma visível separação em 5 clusters, porém destacam-se dois pontos de C3 dentro da região que provavelmente deveriam ser pertencentes ao C2. Sendo assim, baseando-se no Scatter Plot, os seguintes clusters podem ser considerados:\n",
        "\n",
        "- 4, 8, 12, 16, 20, 24, 28, 32, 36, 40, 44 e 48;\n",
        "- 6, 7, 30 e 31;\n",
        "- 5, 17, 18, 19, 29, 41, 42 e 43;\n",
        "- 1, 2, 3, 13, 14, 15, 25, 26, 27, 37,38 e 39;\n",
        "- 9, 10, 11, 21, 22, 23, 33, 34, 35, 45, 46 e 47."
      ],
      "metadata": {
        "id": "NSz581tqUO12"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Soluções\n",
        "\n",
        "Portanto, temos duas soluções: uma com 3 e outra com 5 famílias.\n",
        "\n",
        "A solução 1 consiste na divisão das 48 pessoas nestas 3 famílias:\n",
        "- Família 1: H226, H230, H234, H238, H242, H246, H250, H254, H258, H262, H266 e H270;\n",
        "- Família 2: H223, H224, H225, H235, H236, H237, H247, H248, H249, H259, H260 e H261;\n",
        "- Família 3: H227, H228, H229, H231, H232, H233, H239, H240, H241, H243, H244, H245, H251, H252, H253, H255, H256, H257, H263, H264, H265, H267, H268 e H269.\n",
        "\n",
        "A solução 2 consiste na divisão das 48 pessoas nestas 5 famílias:\n",
        "- Família 1: H226, H230, H234, H238, H242, H246, H250, H254, H258, H262, H266 e H270;\n",
        "- Família 2: H228, H229, H252 e H253;\n",
        "- Família 3: H227, H239, H240, H241, H251, H263, H264 e H265;\n",
        "- Família 4: H223, H224, H225, H235, H236, H237, H247, H248, H249, H259, H260 e H261;\n",
        "- Família 5: H231, H232, H233, H243, H244, H245, H255, H256, H257, H267, H268 e H269."
      ],
      "metadata": {
        "id": "yVuFARrB8mMy"
      }
    }
  ]
}