Challenge2.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["$$\\Large \\textit{C0708 | Reconocimiento de Patrones}$$\n","\n","$$\\large \\textbf{Challenge Nº2 | Modelos de Regresión}$$\n","\n","\n","_Integrantes:_\n","\n","* _José Cebrián Baca_\n","\n","* _Ana Lucia Manrique De La Torre_\n","\n","* _Willy Valdivia_"],"metadata":{"id":"w9ifdWH24IMD"}},{"cell_type":"markdown","source":["![Captura de pantalla 2023-04-06 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obtenido de: \n","\n","Insurance Premium Data [Internet]. www.kaggle.com. [cited 2023 Apr 11]. Available from: https://www.kaggle.com/datasets/simranjain17/insurance\n","‌"],"metadata":{"id":"K9lY1d8T22-4"}},{"cell_type":"markdown","source":["# Preprocesamiento de datos\n"],"metadata":{"id":"V9jDQFD8LV6u"}},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"n0y4sGUpDxdZ","executionInfo":{"status":"ok","timestamp":1681192494096,"user_tz":300,"elapsed":1318,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"39538e12-81de-4917-b941-81f683355366"},"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading...\n","From: https://drive.google.com/uc?id=18rcfoWrip2Z5A4GdqCMKZqg9Mja1QUsq\n","To: /content/insurance.csv\n","\r  0% 0.00/55.6k [00:00<?, ?B/s]\r100% 55.6k/55.6k [00:00<00:00, 62.7MB/s]\n"]}],"source":["!gdown https://drive.google.com/uc?id=18rcfoWrip2Z5A4GdqCMKZqg9Mja1QUsq"]},{"cell_type":"markdown","source":["## Lectura de la base de datos"],"metadata":{"id":"sHIfPy3kLZTT"}},{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns"],"metadata":{"id":"em7x2OltKKoi","executionInfo":{"status":"ok","timestamp":1681192494096,"user_tz":300,"elapsed":12,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":30,"outputs":[]},{"cell_type":"code","source":["df = pd.read_csv(\"insurance.csv\")\n","df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"KfuNYcyBEgC4","executionInfo":{"status":"ok","timestamp":1681192494097,"user_tz":300,"elapsed":12,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"217e8a0f-dacb-44e0-8f60-3438d557c15c"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["      age     sex     bmi  children smoker     region      charges\n","0      19  female  27.900         0    yes  southwest  16884.92400\n","1      18    male  33.770         1     no  southeast   1725.55230\n","2      28    male  33.000         3     no  southeast   4449.46200\n","3      33    male  22.705         0     no  northwest  21984.47061\n","4      32    male  28.880         0     no  northwest   3866.85520\n","...   ...     ...     ...       ...    ...        ...          ...\n","1333   50    male  30.970         3     no  northwest  10600.54830\n","1334   18  female  31.920         0     no  northeast   2205.98080\n","1335   18  female  36.850         0     no  southeast   1629.83350\n","1336   21  female  25.800         0     no  southwest   2007.94500\n","1337   61  female  29.070         0    yes  northwest  29141.36030\n","\n","[1338 rows x 7 columns]"],"text/html":["\n","  <div id=\"df-e3639812-e014-4172-816e-9279a6a29bab\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: 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<th>2</th>\n","      <td>28</td>\n","      <td>male</td>\n","      <td>33.000</td>\n","      <td>3</td>\n","      <td>no</td>\n","      <td>southeast</td>\n","      <td>4449.46200</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>33</td>\n","      <td>male</td>\n","      <td>22.705</td>\n","      <td>0</td>\n","      <td>no</td>\n","      <td>northwest</td>\n","      <td>21984.47061</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>32</td>\n","      <td>male</td>\n","      <td>28.880</td>\n","      <td>0</td>\n","      <td>no</td>\n","      <td>northwest</td>\n","      <td>3866.85520</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1333</th>\n","      <td>50</td>\n","      <td>male</td>\n","      <td>30.970</td>\n","      <td>3</td>\n","      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  }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-e3639812-e014-4172-816e-9279a6a29bab button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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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":31}]},{"cell_type":"code","source":["X = df.drop(\"charges\", axis=1)\n","y = df[\"charges\"]"],"metadata":{"id":"0XHgltpzKVN2","executionInfo":{"status":"ok","timestamp":1681192494097,"user_tz":300,"elapsed":11,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":32,"outputs":[]},{"cell_type":"code","source":["df.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YE1JJMNLKaqF","executionInfo":{"status":"ok","timestamp":1681192494097,"user_tz":300,"elapsed":11,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"1946cae5-9d8b-4795-9baa-b90ecbd391c4"},"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1338, 7)"]},"metadata":{},"execution_count":33}]},{"cell_type":"code","source":["df.describe()"],"metadata":{"id":"hHpodBYXFneC","executionInfo":{"status":"ok","timestamp":1681192494097,"user_tz":300,"elapsed":10,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"ae216951-46ec-41b4-8c0a-ae8da6e08423","colab":{"base_uri":"https://localhost:8080/","height":300}},"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/plain":["               age          bmi     children       charges\n","count  1338.000000  1338.000000  1338.000000   1338.000000\n","mean     39.207025    30.663397     1.094918  13270.422265\n","std      14.049960     6.098187     1.205493  12110.011237\n","min      18.000000    15.960000     0.000000   1121.873900\n","25%      27.000000    26.296250     0.000000   4740.287150\n","50%      39.000000    30.400000     1.000000   9382.033000\n","75%      51.000000    34.693750     2.000000  16639.912515\n","max      64.000000    53.130000     5.000000  63770.428010"],"text/html":["\n","  <div id=\"df-630f3841-12c1-446d-97b2-e22ef4784732\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>age</th>\n","      <th>bmi</th>\n","      <th>children</th>\n","      <th>charges</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>1338.000000</td>\n","      <td>1338.000000</td>\n","      <td>1338.000000</td>\n","      <td>1338.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>39.207025</td>\n","      <td>30.663397</td>\n","      <td>1.094918</td>\n","      <td>13270.422265</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>14.049960</td>\n","      <td>6.098187</td>\n","      <td>1.205493</td>\n","      <td>12110.011237</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>18.000000</td>\n","      <td>15.960000</td>\n","      <td>0.000000</td>\n","      <td>1121.873900</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>27.000000</td>\n","      <td>26.296250</td>\n","      <td>0.000000</td>\n","      <td>4740.287150</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>39.000000</td>\n","      <td>30.400000</td>\n","      <td>1.000000</td>\n","      <td>9382.033000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>51.000000</td>\n","      <td>34.693750</td>\n","      <td>2.000000</td>\n","      <td>16639.912515</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>64.000000</td>\n","      <td>53.130000</td>\n","      <td>5.000000</td>\n","      <td>63770.428010</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-630f3841-12c1-446d-97b2-e22ef4784732')\"\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","      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'block' : 'none';\n","\n","        async function convertToInteractive(key) {\n","          const element = document.querySelector('#df-630f3841-12c1-446d-97b2-e22ef4784732');\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":34}]},{"cell_type":"code","source":["df.nunique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CTHpH8C5QgvF","executionInfo":{"status":"ok","timestamp":1681192494097,"user_tz":300,"elapsed":9,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"b3f62c94-5e86-47c0-d712-3d8bc617c742"},"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/plain":["age           47\n","sex            2\n","bmi          548\n","children       6\n","smoker         2\n","region         4\n","charges     1337\n","dtype: int64"]},"metadata":{},"execution_count":35}]},{"cell_type":"markdown","source":["## Revisar nulos y duplicados"],"metadata":{"id":"dobWgWBgLfBl"}},{"cell_type":"code","source":["print(df.isna().sum())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LKpUwmmELkhT","executionInfo":{"status":"ok","timestamp":1681192494098,"user_tz":300,"elapsed":9,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"1e8bf122-bab1-49c1-c992-07ba55a85d47"},"execution_count":36,"outputs":[{"output_type":"stream","name":"stdout","text":["age         0\n","sex         0\n","bmi         0\n","children    0\n","smoker      0\n","region      0\n","charges     0\n","dtype: int64\n"]}]},{"cell_type":"code","source":["df.duplicated().sum()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xCmrbWCOEz8M","executionInfo":{"status":"ok","timestamp":1681192494098,"user_tz":300,"elapsed":8,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"e9a736fa-85e4-41b2-8e0e-6a5af80b8a16"},"execution_count":37,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1"]},"metadata":{},"execution_count":37}]},{"cell_type":"code","source":["df[df.duplicated()]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":81},"id":"wFS-7WTUFE67","executionInfo":{"status":"ok","timestamp":1681192494098,"user_tz":300,"elapsed":7,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"c65b2104-98e7-4272-c085-44f9336a46f9"},"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["     age   sex    bmi  children smoker     region    charges\n","581   19  male  30.59         0     no  northwest  1639.5631"],"text/html":["\n","  <div id=\"df-d14f0f35-f510-4b7b-b1c2-7d073728b342\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>age</th>\n","      <th>sex</th>\n","      <th>bmi</th>\n","      <th>children</th>\n","      <th>smoker</th>\n","      <th>region</th>\n","      <th>charges</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>581</th>\n","      <td>19</td>\n","      <td>male</td>\n","      <td>30.59</td>\n","      <td>0</td>\n","      <td>no</td>\n","      <td>northwest</td>\n","      <td>1639.5631</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d14f0f35-f510-4b7b-b1c2-7d073728b342')\"\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-d14f0f35-f510-4b7b-b1c2-7d073728b342 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-d14f0f35-f510-4b7b-b1c2-7d073728b342');\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":38}]},{"cell_type":"code","source":["df = df.drop_duplicates()"],"metadata":{"id":"7ZNJClzY4Utl","executionInfo":{"status":"ok","timestamp":1681192494098,"user_tz":300,"elapsed":7,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":39,"outputs":[]},{"cell_type":"markdown","source":["## Visualización del comportamiento de la data"],"metadata":{"id":"ddME1tykZENr"}},{"cell_type":"code","source":["fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, sharey=True, figsize=(12,5))\n","\n","sns.boxplot(x=\"region\", y=\"charges\", data=df, palette=\"Set3\", ax=ax1)\n","sns.boxplot(x=\"sex\", y=\"charges\", data=df, palette=\"Set3\", ax=ax2)\n","sns.boxplot(x=\"smoker\", y=\"charges\", data=df, palette=\"Set3\", ax=ax3)\n","\n","ax1.set_title(\"Charges by Region\")\n","ax2.set_title(\"Charges by Gender\")\n","ax3.set_title(\"Charges by Smoking Status\")\n","\n","ax1.set_xlabel(\"Region\")\n","ax2.set_xlabel(\"Gender\")\n","ax3.set_xlabel(\"Smoking Status\")\n","\n","ax1.set_ylabel('Charges')\n","ax2.set_ylabel('')\n","ax3.set_ylabel('')\n","\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"id":"jJL0BWHMq9to","executionInfo":{"status":"ok","timestamp":1681192494663,"user_tz":300,"elapsed":572,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"8ec7cbaa-2681-4612-952b-8dfc6bc638ff"},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x500 with 3 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["plt.scatter(df['bmi'], df['charges'])\n","plt.xlabel('BMI')\n","plt.ylabel('Charges')\n","plt.title('Scatter plot of BMI vs Charges')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"OxwMpDflqekV","executionInfo":{"status":"ok","timestamp":1681192495023,"user_tz":300,"elapsed":362,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"f8560831-9722-41db-ba86-de2f399a36c8"},"execution_count":41,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["mean_charges_by_age = df.groupby('age')['charges'].mean()\n","\n","plt.plot(mean_charges_by_age.index, mean_charges_by_age.values)\n","plt.xlabel('Edad')\n","plt.ylabel('Cargos promedio')\n","plt.title('Cargos promedio por edad')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"Ht6-bixUqXSy","executionInfo":{"status":"ok","timestamp":1681192495366,"user_tz":300,"elapsed":346,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"711dc2e1-1619-4603-924e-c41669979c03"},"execution_count":42,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAk0AAAHHCAYAAACiOWx7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACbvklEQVR4nOzdd3zT5fYH8M83SZN0pXvS0gmU1bKxIgJSKYgiVy9XcaHiQEEFvA7uVQS9V1QuAoLA9TrvFQfoT9xgZctSRtmU0hbK6B5JZ+bz+yP5fpt0Jm1me96vV1/S5NvkSVrp4TznOYdjjDEQQgghhJB2iVy9AEIIIYQQT0BBEyGEEEKIFShoIoQQQgixAgVNhBBCCCFWoKCJEEIIIcQKFDQRQgghhFiBgiZCCCGEECtQ0EQIIYQQYgUKmgghhBBCrEBBEyGEOBDHcViyZInw+ccffwyO43Dx4kWXrcndLFmyBBzH2fUx4+Pj8eCDD9r1MQmhoIkQF8rLy8Pjjz+OxMREyOVyKBQKjBkzBqtXr0ZDQ4Orl0cIIcSMxNULIKSn+vHHHzFjxgzIZDI88MADGDRoEDQaDX777Tc899xzOH36NN577z1XL5PY2f3334+7774bMpnM1UshhNiIgiZCXKCgoAB333034uLisGPHDkRFRQn3zZ07FxcuXMCPP/7Y5edhjKGxsRHe3t5dfix3oNPpYDAYIJVKXb2UThOLxRCLxa5ehk26288RIZ1F23OEuMBbb72F2tpafPDBBxYBEy85ORnPPPOM8PlHH32Em266CeHh4ZDJZBgwYADWr1/f4uvi4+Nx6623Ytu2bRgxYgS8vb3x73//GwBw6dIlTJs2Db6+vggPD8eCBQuwbds2cByHXbt2WTzO5s2bMXz4cHh7eyM0NBT33Xcfrl69anFNcXExHnroIcTExEAmkyEqKgq33357h7U6Dz74IPz8/JCfn4/MzEz4+voiOjoar776KhhjwnUXL14Ex3H417/+hVWrViEpKQkymQxnzpwBAOzYsQNjx46Fr68vAgMDcfvtt+Ps2bMWz8XXypw/fx733XcfAgICEBYWhpdffhmMMVy+fBm33347FAoFIiMjsWLFihbrVavVeOWVV5CcnAyZTIbY2Fg8//zzUKvVLa5bsGABwsLC4O/vj2nTpuHKlSstHq+tmqZ169Zh4MCBkMlkiI6Oxty5c1FdXd3ue2n+Gs+dO4e//OUvUCgUCAkJwTPPPIPGxkaLa3U6HV577TXhvYyPj8ff/va3Fq+lvZ+jthw6dAiTJ09GQEAAfHx8MG7cOOzbt6/Fdb/99htGjhwJuVyOpKSkNh/X2p95xhj+8Y9/ICYmBj4+PpgwYQJOnz7d0dtGSOcwQojT9erViyUmJlp9/ciRI9mDDz7IVq5cydasWcMmTZrEALC1a9daXBcXF8eSk5NZUFAQe/HFF9mGDRvYzp07WW1tLUtMTGTe3t7sxRdfZKtWrWKjRo1iaWlpDADbuXOn8BgfffQRA8BGjhzJVq5cyV588UXm7e3N4uPjWVVVlXDd9ddfzwICAthLL73E3n//ffb666+zCRMmsN27d7f7WmbNmsXkcjnr06cPu//++9natWvZrbfeygCwl19+WbiuoKCAAWADBgxgiYmJ7I033mArV65kly5dYllZWUwikbC+ffuyt956iy1dupSFhoayoKAgVlBQIDzGK6+8wgCwIUOGsJkzZ7J169axqVOnMgDs7bffZv369WNPPPEEW7duHRszZgwDYLF+vV7PJk2axHx8fNj8+fPZv//9bzZv3jwmkUjY7bffbvG67rvvPgaA3XPPPWzt2rXsjjvuYKmpqQwAe+WVV1q8v62tMyMjg61Zs4bNmzePicViNnLkSKbRaNp9P/mvHTx4MLvtttvY2rVrhbXcf//9Ld57AOzPf/4ze/fdd9kDDzzAALDp06dbXNfWz1Fbtm/fzqRSKUtPT2crVqxgK1euZKmpqUwqlbJDhw4J1504cYJ5e3uz3r17s2XLlrHXXnuNRURECO+TOWt/5l966SUGgN1yyy1s7dq17OGHH2bR0dEsNDSUzZo1q933jhBbUdBEiJMplUoGoMUv3fbU19e3uC0zM7NF4BUXF8cAsK1bt1rcvmLFCgaAbdmyRbitoaGBpaSkWARNGo2GhYeHs0GDBrGGhgbh2h9++IEBYIsXL2aMMVZVVcUAsOXLl1v9Gnj8L+6nnnpKuM1gMLCpU6cyqVTKysrKGGNNQZNCoWClpaUWjzFkyBAWHh7OKioqhNuOHz/ORCIRe+CBB4Tb+IDiscceE27T6XQsJiaGcRzH3njjDeH2qqoq5u3tbfGL9n//+x8TiURs7969Fs+/YcMGBoDt27ePMcZYdnY2A8CefPJJi+vuueeeDoOm0tJSJpVK2aRJk5herxeuW7t2LQPAPvzww3bfT/41Tps2zeL2J598kgFgx48ft1jjI488YnHdX//6VwaA7dixQ7itrZ+j1hgMBtanTx+WmZnJDAaDcHt9fT1LSEhgN998s3Db9OnTmVwuZ5cuXRJuO3PmDBOLxS2CJmt+5vn3burUqRbP/be//Y0BoKCJ2B1tzxHiZCqVCgDg7+9v9deY15IolUqUl5dj3LhxyM/Ph1KptLg2ISEBmZmZFrdt3boVvXr1wrRp04Tb5HI5Hn30UYvrDh8+jNLSUjz55JOQy+XC7VOnTkVKSopQZ+Xt7Q2pVIpdu3ahqqrK6tdhbt68ecKfOY7DvHnzoNFo8Ouvv1pcd+eddyIsLEz4vKioCNnZ2XjwwQcRHBws3J6amoqbb74ZP/30U4vneuSRR4Q/i8VijBgxAowxzJ49W7g9MDAQ/fr1Q35+vnDb5s2b0b9/f6SkpKC8vFz4uOmmmwAAO3fuBADhOZ9++mmL550/f36H78Ovv/4KjUaD+fPnQyRq+iv50UcfhUKhsLq2be7cuRafP/XUUxZr4/+7cOFCi+ueffZZAGjxPK39HLUmOzsbubm5uOeee1BRUSG8R3V1dZg4cSL27NkDg8EAvV6Pbdu2Yfr06ejdu7fw9f3792/1eaz5meffu6eeesqiZYE17zshnUGF4IQ4mUKhAADU1NRY/TX79u3DK6+8ggMHDqC+vt7iPqVSiYCAAOHzhISEFl9/6dIlJCUlteiFk5yc3OI6AOjXr1+Lx0hJScFvv/0GAJDJZHjzzTfx7LPPIiIiAtdddx1uvfVWPPDAA4iMjOzw9YhEIiQmJlrc1rdvXwBoUevT/PW0t8b+/ftj27ZtqKurg6+vr3C7+S9pAAgICIBcLkdoaGiL2ysqKoTPc3NzcfbsWYugzVxpaamwJpFIhKSkJIv7W1tjc229HqlUisTEROH+jvTp08fi86SkJIhEIuH95NfY/HseGRmJwMDAFs/T2s9Ra3JzcwEAs2bNavMapVIJtVqNhoaGFusEjK+9ebBrzc88v+bmjxkWFoagoCCr1k+ILShoIsTJFAoFoqOjcerUKauuz8vLw8SJE5GSkoK3334bsbGxkEql+Omnn7By5UoYDAaL6511wmn+/Pm47bbbsGXLFmzbtg0vv/wyli1bhh07dmDo0KF2ex57vJ7WTqu1dYKNmRWjGwwGDB48GG+//Xar18bGxnZ5bY7SVrNIa5tIWvu+8z9/y5cvx5AhQ1q9xs/Pr0WxeXts/ZknxFkoaCLEBW699Va89957OHDgANLT09u99vvvv4darcZ3331nkTHht4asERcXhzNnzoAxZvFL88KFCy2uA4CcnBxhC4qXk5Mj3M9LSkrCs88+i2effRa5ubkYMmQIVqxYgU8//bTd9RgMBuTn5wvZJQA4f/48AOPJrY5eC7+e5s6dO4fQ0FCLLFNXJCUl4fjx45g4cWK7wUZcXBwMBgPy8vIsMkatrbG1r+WvNc++aTQaFBQUICMjw6q15ubmWmSHLly4AIPBILyf/Bpzc3PRv39/4bqSkhJUV1e3+N5ai8+uKRSKdtcaFhYGb29vITNlrvn7ZO3PPL/m3Nxci/eurKys09vGhLSHapoIcYHnn38evr6+eOSRR1BSUtLi/ry8PKxevRpAU0bEPAOiVCrx0UcfWf18mZmZuHr1Kr777jvhtsbGRvznP/+xuG7EiBEIDw/Hhg0bLDIDP//8M86ePYupU6cCAOrr61scZ09KSoK/v7/VGYW1a9cKf2aMYe3atfDy8sLEiRPb/bqoqCgMGTIEn3zyicWR/FOnTuGXX37BLbfcYtXzW+Mvf/kLrl692uJ9AoCGhgbU1dUBAKZMmQIAeOeddyyuWbVqVYfPkZGRAalUinfeecfie/zBBx9AqVQK73lH3n33XYvP16xZY7E2/n1pviY+i2bt8zQ3fPhwJCUl4V//+hdqa2tb3F9WVgbA+HOcmZmJLVu2oLCwULj/7Nmz2LZtm8XXWPszn5GRAS8vL6xZs8biWmved0I6gzJNhLhAUlISPvvsM9x1113o37+/RUfw/fv3Y/PmzcLcrEmTJkEqleK2227D448/jtraWvznP/9BeHg4ioqKrHq+xx9/HGvXrsXMmTPxzDPPICoqChs3bhSKvfksipeXF95880089NBDGDduHGbOnImSkhKsXr0a8fHxWLBgAQBjVmjixIn4y1/+ggEDBkAikeCbb75BSUkJ7r777g7XI5fLsXXrVsyaNQujR4/Gzz//jB9//BF/+9vf2qwfMrd8+XJMmTIF6enpmD17NhoaGrBmzRoEBARYzHnrqvvvvx+bNm3CnDlzsHPnTowZMwZ6vR7nzp3Dpk2bhD5GQ4YMwcyZM7Fu3ToolUpcf/312L59e4tMXmvCwsKwaNEiLF26FJMnT8a0adOQk5ODdevWYeTIkbjvvvusWmtBQQGmTZuGyZMn48CBA/j0009xzz33IC0tDQCQlpaGWbNm4b333kN1dTXGjRuH33//HZ988gmmT5+OCRMmdOo9EolEeP/99zFlyhQMHDgQDz30EHr16oWrV69i586dUCgU+P777wEAS5cuxdatWzF27Fg8+eST0Ol0WLNmDQYOHIgTJ04Ij2ntz3xYWBj++te/YtmyZbj11ltxyy234NixY/j5559b1KsRYheuO7hHCDl//jx79NFHWXx8PJNKpczf35+NGTOGrVmzhjU2NgrXfffddyw1NZXJ5XIWHx/P3nzzTfbhhx+26PcTFxfHpk6d2upz5efns6lTpzJvb28WFhbGnn32Wfb1118zAOzgwYMW13755Zds6NChTCaTseDgYHbvvfeyK1euCPeXl5ezuXPnspSUFObr68sCAgLY6NGj2aZNmzp8zbNmzWK+vr4sLy9P6IEUERHBXnnlFYsj93zLgbbaGvz6669szJgxzNvbmykUCnbbbbexM2fOWFzDH8fn2xg0X0Nz48aNYwMHDrS4TaPRsDfffJMNHDiQyWQyFhQUxIYPH86WLl3KlEqlcF1DQwN7+umnWUhICPP19WW33XYbu3z5slV9mhgzthhISUlhXl5eLCIigj3xxBMWfbHawr/GM2fOsD//+c/M39+fBQUFsXnz5lm0jWCMMa1Wy5YuXcoSEhKYl5cXi42NZYsWLbL4WWOs/Z+jthw7dozdcccdLCQkhMlkMhYXF8f+8pe/sO3bt1tct3v3bjZ8+HAmlUpZYmIi27Bhg/AazFn7M6/X69nSpUtZVFQU8/b2ZuPHj2enTp1icXFx1HKA2B3HmFlOkxDSo6xatQoLFizAlStX0KtXL6c854MPPoivvvqq1a0cYrslS5Zg6dKlKCsro+wKIQ5GNU2E9BANDQ0Wnzc2NuLf//43+vTp47SAiRBCPBnVNBHSQ9xxxx3o3bs3hgwZAqVSiU8//RTnzp3Dxo0bXb00QgjxCBQ0EdJDZGZm4v3338fGjRuh1+sxYMAAfPHFF7jrrrtcvTRCCPEIVNNECCGEEGIFqmkihBBCCLECBU2EEEIIIVagmiY7MRgMuHbtGvz9/a2e7UQIIYQQ12KMoaamBtHR0RCJ2s8lUdBkJ9euXXPr4Z2EEEIIadvly5cRExPT7jUUNNmJv78/AOObrlAoXLwaQgghhFhDpVIhNjZW+D3eHgqa7ITfklMoFBQ0EUIIIR7GmtIaKgQnhBBCCLECBU2EEEIIIVagoIkQQgghxAoUNBFCCCGEWIGCJkIIIYQQK1DQRAghhBBiBQqaCCGEEEKsQEETIYQQQogVKGgihBBCCLECBU2EEEIIIVagoIkQQgghxAoUNBFCCCGEWIGCJkIIIYS4tao6DfLKaqHTG1y6DgqaCCGEEOLWss6UYOKK3Xj4k8MuXQcFTYQQQghxaxfKagEAiaG+Ll0HBU2EEEIIcWsXSo1BU1K4n0vXQUETIYQQQtwaHzQlh1HQRAghhBDSqkatHper6gEAyZRpIoQQQghpXX5ZHRgDFHIJQv2kLl0LBU2EEEIIcVt5piLw5HA/cBzn0rVQ0EQIIYQQtyXUM7l4aw6goIkQQgghbuxCGQVNhBBCCCEdyqNMEyGEEEJI+/QGhvzyOgBAcpi/i1fj4qBp2bJlGDlyJPz9/REeHo7p06cjJydHuL+yshJPPfUU+vXrB29vb/Tu3RtPP/00lEqlxeNwHNfi44svvrC4ZteuXRg2bBhkMhmSk5Px8ccft1jPu+++i/j4eMjlcowePRq///67Q143IYQQQjp2ubIeGp0BMokIvYK8Xb0c1wZNu3fvxty5c3Hw4EFkZWVBq9Vi0qRJqKszRpXXrl3DtWvX8K9//QunTp3Cxx9/jK1bt2L27NktHuujjz5CUVGR8DF9+nThvoKCAkydOhUTJkxAdnY25s+fj0ceeQTbtm0Trvnyyy+xcOFCvPLKKzh69CjS0tKQmZmJ0tJSh78PhBBCCGmJLwJPCPWFWOTak3MAwDHGmKsXwSsrK0N4eDh2796NG2+8sdVrNm/ejPvuuw91dXWQSCQAjJmmb775xiJQMvfCCy/gxx9/xKlTp4Tb7r77blRXV2Pr1q0AgNGjR2PkyJFYu3YtAMBgMCA2NhZPPfUUXnzxxQ7XrlKpEBAQAKVSCYVCYcvLJoQQQkgr/r07D8t+PodbU6Ow9p5hDnkOW35/u1VNE7/tFhwc3O41CoVCCJh4c+fORWhoKEaNGoUPP/wQ5rHggQMHkJGRYXF9ZmYmDhw4AADQaDQ4cuSIxTUikQgZGRnCNc2p1WqoVCqLD0IIIYTYjzu1GwAASceXOIfBYMD8+fMxZswYDBo0qNVrysvL8dprr+Gxxx6zuP3VV1/FTTfdBB8fH/zyyy948sknUVtbi6effhoAUFxcjIiICIuviYiIgEqlQkNDA6qqqqDX61u95ty5c62uZdmyZVi6dGlnXy4hhBBCOuBO7QYANwqa5s6di1OnTuG3335r9X6VSoWpU6diwIABWLJkicV9L7/8svDnoUOHoq6uDsuXLxeCJkdYtGgRFi5caLG+2NhYhz0fIYQQ0pMwxtwu0+QW23Pz5s3DDz/8gJ07dyImJqbF/TU1NZg8eTL8/f3xzTffwMvLq93HGz16NK5cuQK1Wg0AiIyMRElJicU1JSUlUCgU8Pb2RmhoKMRicavXREZGtvocMpkMCoXC4oMQQggh9lFWo0ZNow4izlgI7g5cGjQxxjBv3jx888032LFjBxISElpco1KpMGnSJEilUnz33XeQy+UdPm52djaCgoIgk8kAAOnp6di+fbvFNVlZWUhPTwcASKVSDB8+3OIag8GA7du3C9cQQgghxHn4LFPvYB/IJGIXr8bIpdtzc+fOxWeffYZvv/0W/v7+KC4uBgAEBATA29tbCJjq6+vx6aefWhRch4WFQSwW4/vvv0dJSQmuu+46yOVyZGVl4fXXX8df//pX4XnmzJmDtWvX4vnnn8fDDz+MHTt2YNOmTfjxxx+FaxYuXIhZs2ZhxIgRGDVqFFatWoW6ujo89NBDzn1TCCGEECLUMyWFucfWHODioGn9+vUAgPHjx1vc/tFHH+HBBx/E0aNHcejQIQBAcnKyxTUFBQWIj4+Hl5cX3n33XSxYsACMMSQnJ+Ptt9/Go48+KlybkJCAH3/8EQsWLMDq1asRExOD999/H5mZmcI1d911F8rKyrB48WIUFxdjyJAh2Lp1a4vicEIIIYQ4njuNT+G5VZ8mT0Z9mgghhBD7uff9g9h3oQJv/TkVfxnhuINWtvz+dpvTc4QQQghxL4wxqBp0KK9To7JOg4paDSrq1AjxlWHyoNYPStmLu52cAyhoIoQQQgiAnOIa/Ht3HkpqGk3BkQZVdRroDK1vSG2ZOwZDYgMdshZVoxYlKuMJeAqaCCGEEOJWVv16Hj+fKm71Pn+ZBMF+UgT7SnGtugElKjWOFVY5LGji65nC/WVQyNtvM+RMFDQRQgghBGeLjKfT52f0wbDeQQj2lSLEFCiZH/lfmXUeq7fn4vQ1x40Pc8etOYCCJkIIIaTHq9focKmyHgBw33VxCPWTtXntgGhjsfQZBwZNeWV1ANyr3QDgJh3BCSGEEOI6uSW1YAwI8ZW2GzABwEBT0JRbWgONzuCQ9bhrpomCJkIIIaSHyymuAQD0i/Tv8Npegd5QyCXQ6hlyS2scsp48NxvUy6OgiRBCCOnhztkQNHEc59AtOrVOj0sVxu05CpoIIYQQ4lZySozBT4oVQRMADIwOAACHFINfLK+HgRlP7IX7t79V6GwUNBFCCCE9XNP2nHUTLQZEmTJNRfYPmvh6pqRwP3AcZ/fH7woKmgghhJAerLxWjfJaDTgO6Bth3XbYwF7GoOnsNRUMbTS/7Cx3LQIHKGgihBBCerTzpixT72Af+Eit60SUFOYHqUSEGrUOV6oa7Loevgjc3doNABQ0EUIIIT2aUAQeYV09EwB4iUXC9WeKlHZdD2WaCCGEEOKW+Homa4vAeXxdkz2LwQ0GhvxyCpoIIYQQ4obOldhWBM5zRNuBq9UNaNQaIBWLEBvkbbfHtRcKmgghhJAeymBgyC2xvkeTOb4zuD0zTfzWXEKoLyRi9wtR3G9FhBBCCHGKy1X1qNfoIZWIEB/iY9PXpkQpwHFAsaoRFbVqu6zHneuZAAqaCCGEkB6LLwJPDvOzObPjJ5MgPsQXAHC2yD7jVMx7NLkjCpoIIYSQHqqzReC8pmJw+5ygc9eZczwKmgghhJAeypZBva0RisHt0BmcMYYLQo8m3y4/niNQ0EQIIYT0UOeKjcFOV4MmexSDV9RpUF2vBce5Z2NLgIImQgghpEdq1OpxsaIeAJBiY7sB3kDT9lx+WS0aNPourYevZ4oJ8obcS9ylx3IUCpoIIYSQHuhCaS30BoYAby9EKGSdeoxwhRyhfjIYWFPWqivrAYxF6e6KgiZCCCGkBzKvZ+I4rtOPY6+6JndvNwBQ0EQIIYT0SOdLunZyjjfQTp3B3f3kHEBBEyGEENIjneviyTmevWbQ5VGmiRBCCCHuqKs9mnj89ty5YhX0Btapx6hT63BN2QjAfU/OARQ0EUIIIT2Osl6LYpUxSOkb0bWgKT7EFz5SMRq1BhSU13bqMfituVA/KQJ9pF1ajyNR0EQIIYT0MPxJt16B3vCXe3XpscQiTshWdXaLThif4sZZJoCCJkIIIaTHySmxTz0Tb2B0AIDOn6DzhJNzAAVNhBBCSI9jryJw3oAunqCjoIkQQgghbsleReA887YDjNleDO4J7QYACpoIIYSQHoUxhvN2zjT1jfCHWMShok6DEpXapq/V6g24ZBrnQkETIYQQQtzG1eoG1Kh1kIg4JIbaJ0iRe4mRFOYLADhTpLTpay9V1EFnYPCVihGpkNtlPY7i0qBp2bJlGDlyJPz9/REeHo7p06cjJyfH4prGxkbMnTsXISEh8PPzw5133omSkhKLawoLCzF16lT4+PggPDwczz33HHQ6ncU1u3btwrBhwyCTyZCcnIyPP/64xXreffddxMfHQy6XY/To0fj999/t/poJIYQQV+K35pLC/CCV2C8M4IvBT1+1ra5JODkX7telcS7O4NKgaffu3Zg7dy4OHjyIrKwsaLVaTJo0CXV1dcI1CxYswPfff4/Nmzdj9+7duHbtGu644w7hfr1ej6lTp0Kj0WD//v345JNP8PHHH2Px4sXCNQUFBZg6dSomTJiA7OxszJ8/H4888gi2bdsmXPPll19i4cKFeOWVV3D06FGkpaUhMzMTpaWlznkzCCGEECewdxE4j+8MbusJOk8Y1CtgbqS0tJQBYLt372aMMVZdXc28vLzY5s2bhWvOnj3LALADBw4wxhj76aefmEgkYsXFxcI169evZwqFgqnVasYYY88//zwbOHCgxXPdddddLDMzU/h81KhRbO7cucLner2eRUdHs2XLllm1dqVSyQAwpVJp46smhBBCnOfpz4+yuBd+YGt35Nr1cffllrG4F35gN761w6ave8ZB67GWLb+/3aqmSak07oMGBwcDAI4cOQKtVouMjAzhmpSUFPTu3RsHDhwAABw4cACDBw9GRESEcE1mZiZUKhVOnz4tXGP+GPw1/GNoNBocOXLE4hqRSISMjAzhmubUajVUKpXFByGEEOLu7H1yjse3HbhUUQ9Vo9bqr7vgISfnADcqBDcYDJg/fz7GjBmDQYMGAQCKi4shlUoRGBhocW1ERASKi4uFa8wDJv5+/r72rlGpVGhoaEB5eTn0en2r1/CP0dyyZcsQEBAgfMTGxnbuhRNCCCFOotUbhOP99t6eC/SRolegNwDgXFGNVV9jMDDklRpLcihossHcuXNx6tQpfPHFF65eilUWLVoEpVIpfFy+fNnVSyKEEELalV9WB62ewU8mEQIce+pvqms6fc26E3RFqkY0aPXwEnPoHexj9/XYm1sETfPmzcMPP/yAnTt3IiYmRrg9MjISGo0G1dXVFteXlJQgMjJSuKb5aTr+846uUSgU8Pb2RmhoKMRicavX8I/RnEwmg0KhsPgghBBC3Bk/c65vhGNOqtnaGfydX3NN6/GHl9gtQpJ2uXSFjDHMmzcP33zzDXbs2IGEhASL+4cPHw4vLy9s375duC0nJweFhYVIT08HAKSnp+PkyZMWp9yysrKgUCgwYMAA4Rrzx+Cv4R9DKpVi+PDhFtcYDAZs375duIYQQgjxdDnCyTnH/ENf6AxuxQm6/zt6BV8evgwRB/x9an+HrMfeJK588rlz5+Kzzz7Dt99+C39/f6F+KCAgAN7e3ggICMDs2bOxcOFCBAcHQ6FQ4KmnnkJ6ejquu+46AMCkSZMwYMAA3H///XjrrbdQXFyMl156CXPnzoVMJgMAzJkzB2vXrsXzzz+Phx9+GDt27MCmTZvw448/CmtZuHAhZs2ahREjRmDUqFFYtWoV6urq8NBDDzn/jSGEEEIcwFFF4Dy+7cD5khpodIY2+0BdKK3B3785BQB4ZmJfXJ8U6pD12JtLg6b169cDAMaPH29x+0cffYQHH3wQALBy5UqIRCLceeedUKvVyMzMxLp164RrxWIxfvjhBzzxxBNIT0+Hr68vZs2ahVdffVW4JiEhAT/++CMWLFiA1atXIyYmBu+//z4yMzOFa+666y6UlZVh8eLFKC4uxpAhQ7B169YWxeGEEEKIp3JUjyZeTJA3FHIJVI06XCitFbbrzDVo9Hhy41E0aPUYkxyCeTclO2QtjsAx1onJeqQFlUqFgIAAKJVKqm8ihBDidmoatRi85BcAQPbimxHoI3XI89z93gEczK/E8j+nYsaIlifLn//qODYdvoIwfxl+enoswvxlDlmHtWz5/e3+VVeEEEII6bLzJcYsU4RC5rCACWgap9JaXdPXR65g0+ErEHHA6ruHuDxgshUFTYQQQkgPcM7BReC8AULbAcug6UJpDV7a4nl1TOYoaCKEEEJ6AEcXgfP4Oqaz11TgK4A8uY7JHAVNhBBCSA8gtBuIcGzQlBzuB6lYhBq1DleqGgAAr3x3CudLahHmL8Oqu4ZCLLJ/jyhnoKCJEEII6eYYY8gpcezJOZ6XWIS+kcaRKKevKT2+jskcBU2EEOJEBgPD5sOXcaHUutlchNhDaY0a1fVaiDjnzHgbGGUsBv/+eJHH1zGZo6CJEEKc6FBBJZ776gSe++qEq5dCehC+CDw+1BdyL7HDn4+va/rxZJHH1zGZo6CJEEKc6EpVPQDjFHiDgdrkEefIMc2cc3QROG+gWVNLT69jMkdBEyGEOFFFnQYA0KDV45qywcWrIT2F0G4gwjnNl1OiFJB7ibpFHZM5l45RIYSQnqa8Ri38+UJpLWKCfFy4GtJT5Dh4fEpzfjIJNj4yGnoDMCoh2CnP6QwUNBFCiBPxmSYAyCurw/h+LlwM6RF0egNyS2sBOG97DgCGx3WfYIlH23OEEOJE5bWWmSZCHO1iRT00OgO8vcToHUyZza6goIkQQpyovNYs00RBE3ECfmuub4QfRN2gGNuVKGgihBAnqjDLNOWVUdBEHK+g3PhzlhzuvK257oqCJkIIcRKDgaHSrKapok6DKrPPifthjOF8SQ20eoOrl9JpRcpGAEB0oNzFK/F8FDQRQoiTKBu00Jl6M/FHsC9Qtsmt/XCiCJNW7sGa7bmuXkqnlaiMQVNkAAVNXUVBEyGEOElFnXFrTiGXoH+UsV8O1TW5t105ZQCAHTmlLl5J5/GZpkgFBU1dRUETIYQ4CV8EHuonQ1KYLwA6QefuTl1VAjB2cG/U6l28ms6hTJP9UNBECCFOUmEWNPFDU2l7zn01aPTINQ1W1hkYzhapXLwi26l1eiFYjwrwdvFqPB8FTYQQ4iR8j6YQPymSw4xBE52gc19ni1UwHw94/HK1y9bSWaUq48+cVCJCkI+Xi1fj+ShoIoQQJ6kwC5qSTJmmK1UNHrvt093xW3O8E1eUbVzpvopVTfVMHEc9mrqKgiZCCHGS8rqm7bkQXykCfbzAGJBfVufilZHW8EHT4F4BAIDsK9UuXE3nUBG4fVHQRAghTsIP6w3xk4HjOGGLjuqa3NPJq8YapntH9wZgDG5VjVpXLslmJUoqArcnCpoIIcRJ+GG9ob5SAEASHzTRCTq7atDo0aDp2pZno1aP3BJjEfiNfcMQE2Qsoj7lYVt0fKYpioImu6CgiRBCnKSppsnY2JI/QUfF4PbTqNVj0qrduHXNXui60MU7p7gGOgNDsK8UUQFypMUEAvC8LbpiVQMAIIK25+yCgiZCCHGSpj5NpkxTuLFXEzW4tJ8zRSpcrmxAXlkdznShRcBJUz3ToF4B4DgOabHGuqYTlz0r01RMmSa7oqCJEEKcoFGrR61aB8As0xRmHKCaX14HvfnZdtJp5m0Bfi+o7PTjnL7GF4EbO7enmjJNxz0t00Q1TXZFQRMhhDgBX88kFYugkEsAAL2CvCGTiKDRGXClqt6Vy+s2zIOmQ10ImoRMU7QxwzS4VwBEnLFGqLSmsUtrdBa9gaHUdPiAgib7oKCJEOJyBgPDnP8dwctbTrl6KQ7TdHJOKvTLEYs4JITSOBV7Om5WqP3HxUoYOpHBU+v0yCk2FoEPMrUb8JVJhBo0T9miq6hVQ2dgEHFAmCm7SbqGgiZCiMtdrqrH1tPF+N/BS912m4of1htiqmfiCeNUKGjqsup6DQrKjT2vZBIRquu1yO3E+5pbUgutniHA20s4NQd43hYdf3IuzF8GiZh+3dsDvYuEEJcrM2VhAKBOo3PhShyHLwIP8bX8Fz+doLMfvmN3fIgPRsYHAwB+L6iw+XFOmjW1NO+inRYbCMAym+XOhG7gNHPObihoIoS4nHnQVNvYPYMm82G95qhXk/2cMGWAUmMCMSrBGDR1pq6J7wQ+0FQEzkuLCRCehzH3z4gKJ+eo3YDdUNBECHG5slqzoEndPYMmflhvaDvbc57wi9idZZtqjdJim4Km3wsqbX5fm49P4aVEKiAVG7f9Civdv3C/KdNEQZO9UNBECHE580xTTbfNNLVe05QQ6guOA1SNOmELj9iOMYZs08m5IbEBGBIbCKlYhNIaNS5VWB/gaPUGnDUVgTcPmqQSEfpHG7NPnrBFR+0G7M+lQdOePXtw2223ITo6GhzHYcuWLRb3cxzX6sfy5cuFa+Lj41vc/8Ybb1g8zokTJzB27FjI5XLExsbirbfearGWzZs3IyUlBXK5HIMHD8ZPP/3kkNdMCGmpvAdkmirqWt+ek3uJERvkA8A9tujKatRCgOdJipSNKK9VQyziMDA6AHIvsdCQ0pZ+TbkltdDoDPCXS9A72KfF/fwWnXlrA3dVpDR2A6dhvfbj0qCprq4OaWlpePfdd1u9v6ioyOLjww8/BMdxuPPOOy2ue/XVVy2ue+qpp4T7VCoVJk2ahLi4OBw5cgTLly/HkiVL8N577wnX7N+/HzNnzsTs2bNx7NgxTJ8+HdOnT8epU933+DMh7qQn1DSV1ViOUDEnbNG5uBi8XqPDLe/sxfR1+zzuFCMfxKRE+kPuJQaATtU1nTLrz2ReBM7jx6mc8IATdCUq6tFkbxJXPvmUKVMwZcqUNu+PjIy0+Pzbb7/FhAkTkJiYaHG7v79/i2t5GzduhEajwYcffgipVIqBAwciOzsbb7/9Nh577DEAwOrVqzF58mQ899xzAIDXXnsNWVlZWLt2LTZs2NCVl0gIsYJF0KT2rCny1uIzTSG+0hb3JYf7Yce5UpePUzlfUit8Ly5W1AlF6p6A3y7j2wIAwKiEELy7Mw+/X7T+BN2pa/z4FEWr9/PZq5NXldDpDW57lJ8xJmSaaISK/bjnd7sVJSUl+PHHHzF79uwW973xxhsICQnB0KFDsXz5cuh0Tf9SPXDgAG688UZIpU1/UWVmZiInJwdVVVXCNRkZGRaPmZmZiQMHDjjo1RBCzHX3miaDgaHSFDSF+bfMNCWFmWbQuTjTlFtSI/z5XFFNO1e6n+Nm9Uy84XFBEHHA5coGXKtusOpxzGfOtSYx1A9+MgkatYZO9YByFlWDDo1a48BiGtZrPx4TNH3yySfw9/fHHXfcYXH7008/jS+++AI7d+7E448/jtdffx3PP/+8cH9xcTEiIiIsvob/vLi4uN1r+Ptbo1aroVKpLD4IIbZjjHX703PVDVphuyvIp/VME+D6wb3mNVXnij3n7zS9gQnBDt9LCQD8ZBIh+PnjYsdbdDq9AWdNQ37bCppEIk4oEHfnLboilTFIDPLxErYrSdd5TND04Ycf4t5774VcbhkxL1y4EOPHj0dqairmzJmDFStWYM2aNVCrHVvIuGzZMgQEBAgfsbGxDn0+QrorZYMWWn1T/Ux3rGniC6sDvL0glbT8a5ffBrumbESdC4NG86DprAdlmvLLalGr1sFHKkafcH+L+0bFW1/XlFdWh0atAX4yCRJCfNu8jg/Mst14nEqRkhpbOoJHBE179+5FTk4OHnnkkQ6vHT16NHQ6HS5evAjAWBdVUlJicQ3/OV8H1dY1bdVJAcCiRYugVCqFj8uXL9vykgghJuXNTmp1x0xTudDYsmWWCQACfaTCfa7cosv10EwT32pgUK8AiEWWxdvm/Zo6wmerBkQrIBK1LALnmTe5dFclfNCkoJlz9uQRQdMHH3yA4cOHIy0trcNrs7OzIRKJEB4eDgBIT0/Hnj17oNU2FZdmZWWhX79+CAoKEq7Zvn27xeNkZWUhPT29zeeRyWRQKBQWH4QQ25XWWAZNNd0yaGr75ByPzza5Kmhq0Ohxuaqpn9GVqgbUNHpGUT4/C26I2dYcjx+ncqG0tkWA3pz5ybn2pJqe51xxDRq1etsW6ySUaXIMlwZNtbW1yM7ORnZ2NgCgoKAA2dnZKCwsFK5RqVTYvHlzq1mmAwcOYNWqVTh+/Djy8/OxceNGLFiwAPfdd58QEN1zzz2QSqWYPXs2Tp8+jS+//BKrV6/GwoULhcd55plnsHXrVqxYsQLnzp3DkiVLcPjwYcybN8+xbwAhxKIIHOje23NtZZoAIMnFg3vzymrBmLEGhu/rc77EM7boTggn51oGO0G+UvSLMG7ZHe6grknoBB7T/j+CowPkCPWTQW9gOH3NPTNyJXw3cCoCtyuXBk2HDx/G0KFDMXToUADG+qShQ4di8eLFwjVffPEFGGOYOXNmi6+XyWT44osvMG7cOAwcOBD//Oc/sWDBAoseTAEBAfjll19QUFCA4cOH49lnn8XixYuFdgMAcP311+Ozzz7De++9h7S0NHz11VfYsmULBg0a5MBXTwgBmoImmanWpztuz7XV2NJcsotn0PHPmxzuh/5RxiDDE+qaGrV6oXg7zazdgDlr+jXpDQxn+CLwDjJNHMe5/RYdn2midgP21aU+Tfw8n9YagFlj/PjxHc4EeuyxxywCHHPDhg3DwYMHO3ye1NRU7N27t91rZsyYgRkzZnT4WIQQ++JPzsWH+CKnpKZbZpqE7TnfdoIm/gRdWZ1T1tRcbmmNaR3+CPD2ws6cMo+oazpbpIJWzxDiK0VMUOtbUaMSgvG/g5farWsqKK9FvUYPH6kYiVb0p0qLDcT2c6Vu2xmcRqg4RqcyTf/9738xePBgeHt7w9vbG6mpqfjf//5n77URQnqA8hpjFiYh1HhaqTtmmvhC8OZz58zx23MXy+ug1Rucsi5zfKapj1mmyRN6NfFBS1psYJv/gOczTWeKVFC1UaclFIFHKVoUk7cmVcg0uecJOhrW6xg2B01vv/02nnjiCdxyyy3YtGkTNm3ahMmTJ2POnDlYuXKlI9ZICOnG+ExTgqnBo6cUH9uiqaap7UxTdIAcPlIxdAZm04BZe+FPzvWJ8ENKpLGmJ6e4psPdAFfjO4G3tTUHGJs7xof4gDHgyMWqVq85dbX9/kzN8Z3H88vroGxwr5/ZBo1eWBMFTfZlc9C0Zs0arF+/Hm+++SamTZuGadOm4a233sK6devwzjvvOGKNhJBujK9p4vvi1Kp1bv+L2lZNNU1tZ5o4jnPZCTq1Ti8Ean3C/ZEY5gsvMYcatQ5Xreyk7Sp8pik1tv1gR2g90EYxeEedwJsL9pUKA31Pulm2ic8y+UjF8Je5dFpat2Nz0FRUVITrr7++xe3XX389ioqK7LIoQkjPIQRNpkyTgQENbnqMu7PK2xnWa44fp+LsYvCL5fXQGxj8ZRJEKGTwEouQHO7+W3TKBi3yy401YO1lmgDjHDqg9X5NBgPDmWt8psn69jH8Ft1xNysG52fORQbIO11zTFpnc9CUnJyMTZs2tbj9yy+/RJ8+feyyKEJIz6A3MFTWGQOKuGAf8H+/d6di8AaNHnUaYxDYXk0T4LpxKkIReISf8Eu2f6QpaHLjYnA+w9M72AfBrQxCNsd3Bj9xpRoNGsug/GJFHWrVOsgkIuEUozX4vlDuVgxeTCfnHMbmvN3SpUtx1113Yc+ePRgzZgwAYN++fdi+fXurwRQhhLSlok4NAwNEnDEL4yeToKZRhxq1DuGuXpydVJiCQqlE1OFWSdMJOucGTUK7AbOAoZ8paDpb7L6ZJj7Dk9ZKU8vmYoO9EamQo1jViGOXq3B9Uqhw3ylTlql/lAISsfW5BL6uyd2KwfntORrUa382Z5ruvPNOHDp0CKGhodiyZQu2bNmC0NBQ/P777/jTn/7kiDUSQrop/uRcsK8MYhEnBBXdKdMkjFDxlXa4VdJU01Tn1Lou8yJwXkqUcZvqXJH7Zpr48SlprTS1bI7juDZHqghNLa2sZ+IN6qWAiDMGKXwzSXdAmSbH6VSF2PDhw/Hpp5/aey2EkB6mrFmnbD+5BFB2r7YDFVaMUOHFhfhCLOJQq9ahWNWIKCeNwLhQwrcbaBp2y2/PFZTXoVGrh9xL7JS12ILfFmttfEprRiUE47vj11oETfw2n61Bk49Ugr4R/jhXXIPjl6sxaWDb80qdSejRRJkmu7Mq06RSqSz+3N4HIYRYiy8CD/M3BhR+fKapWwVNHZ+c40klIsSZTmTllTqnyaVOb0B+eVM3cF6YvwzBvlIYGJBb4rohwm0pVjaitEYNsYjDwA46ePNGmzJNRwuroNEZe2ExxnDqmjFoGmhDETjPHfs1NfVoorlz9mZV0BQUFITS0lIAQGBgIIKCglp88LcTQoi1WgRNci8A3Wt7rsyGTBNgPoPOObVElyrrodUzeHuJ0Suw6Zcsx3FIceNicH5rrm+EP7yl1mXBksP9EOwrRaPWILQYKKysR02jDlKxCH0j/Dt4hJb4eip3OkFHI1Qcx6rtuR07diA42Bih79y506ELIoT0HM2DJv9unGnq6OQcLzncD1lnSpw2TsV85pyoWSfslEgF9udV4JwbFoPzQcqQDvozmeM4DiPjg7DtdAl+L6jE8LggoallSpQ/vGwoAuelmRWDM8ZcfsRfqzcIY3uoENz+rAqaxo0b1+qfCSGkK/i/3MP8uvH2XJ3la+xIkpMH95oHTc25c6ZJGJ/SQX+m5kYlhJiCpgo8MT7J5qaWzfWL9IdUIoKyQYtLFfWIN40D6qqzRSpwHITu7NYqrVGDMcBLzCGkgzYMxHZWBU0nTpyw+gFTU1M7vRhCSM/ScnvO+FdSTTfanhOG9dqQaQKAC05qO5Bbwg/qbSVoMs2gO1tU4xZZFJ7BwIQaImvaDZjj65oOX6yC3sCEk3ODrKyLas5LLMLAaAWOFVbj+JVquwRNpTWN+NO6ffASiXDo7xPhI7X+zBZfBB6hkLfIHJKus+o7MWTIEHAcZ9X/NHp99+rkSwhxnLI2M03uNcurK4TtOV9rM03GX7plNWooG7QI8PZy2NoAs3YDrQRNfcL9IeKAyjoNymrVCPd3j+2e/PJa1Kp1kHuJWl13e/pHKYz9wNQ6nC1SCUXgtp6cM5cWE2gMmi4rcfuQXp1+HN43R6+iUWtAIww4dVUltEqwBp2ccyyrNnALCgqQn5+PgoICfP3110hISMC6detw7NgxHDt2DOvWrUNSUhK+/vprR6+XENKNtKhpknfjPk1Wbs/5y70QoTBe6+gml3oDE7bn+rRSBO0tFQuZE3cap3L8clOgY0szSgAQiziMiDceWvq/o1dRXa+Fl5hD30jbgi9zabH2G6fCGMPmI1eEz23tNm4+QoXYn1WZpri4OOHPM2bMwDvvvINbbrlFuC01NRWxsbF4+eWXMX36dLsvkhDS/ah1TZPYu2vLAfMxMda0HOAlh/uhRKXGhdJaDOvtuFPJV6saoNYZIJWIEBvU+vH0/pEK5JfVIae4Bjf2DXPYWmwhdAK3sZ6JNyohGLtyyrDp8GUAxhN4Mknn+1DxncFPX1NCpzfYHMiZy75cbVHPlm1jIMY32aRMk2PY/J09efIkEhISWtyekJCAM2fO2GVRhJDuj8/AeIk5YQuqu9U0VddrYDA19g6yoSg3Ocw541QulBmzR4mhvm3+om8ap+I+xeBCEbiN9Uw8vq6JD867sjUHAAkhvvCXS9CoNeB8F3tabTpszDLFBhuD2BM2Bk18uwHKNDmGzUFT//79sWzZMmg0GuE2jUaDZcuWoX///nZdHCGk+yqvaapn4mslu1umqaLO+PdkkI+XTcfZk5w0uJdvWtlaEThPOEHnJttzap0eZ0yjXaztBN7c4F6BkEmavh8Duxg0iUSc0OTyQH5Fpx+nQaPHD8evAQBemjoAAHC5skHoKm+NphEq1NjSEWwOmjZs2IBt27YhJiYGGRkZyMjIQExMDLZt24YNGzY4Yo2EkG6Ir2cK9W+q9RFqmrpJ0FRuY2NLXrKT2g40FYG33dSxv2kG3YXSWmj1Boeuxxpni2qg1TME+0oR08aWYkekEpHFtmdXM00AMNk0QuWjfQWdfp+2ni5CjVqHmCBv3Nw/QjgUYEu38aZu4Lb9zBHr2Bw0jRo1Cvn5+fjHP/6B1NRUpKam4p///Cfy8/MxatQoR6yRENINNT85BwB+su7VEbxcODlnW78cPvNTWFkPtc5xJ5JbG9TbXK9Ab/jJJNDoDSgod07Dzfbw21WpMQFdaoHAn0gTi5o6n3fFjBGxCPWT4kpVA743ZYtstdm0NTdjeCxEIk7Yfsy2shjcYGBNNU2UaXKITlWr+fr64rHHHsPbb7+Nt99+G48++ih8fe3T0IsQ0jM0PzkHmNU0dZNME7+tYp5Ns0aYvwz+MgkMDLhYXu+IpYExJmz/tXdsXyTimuqailxf15TdyaaWzY3rZyxqHxobaJdhxHIvMR6+wVjvu25XHgx8MZuVLlfWY39eBTgOuHO4sW3BEBtHtFTWa6DVM3AcEG7jzxyxTqeCpv/973+44YYbEB0djUuXLgEAVq5ciW+//dauiyOEdF+tBk2mmiaNzuDQDIuzCMN6bcw0cRxnNoPOMVt0xapG1Kp1kIg4xIW0/49ePhOT4wbjVPgi8M7WM/GG9Q7CpsfTseaeoV1flMl918XBXy7BhdJaZJ0tselrvzK1GRiTFIqYIOPQZj4wPH65Gox1HITx9UyhfrJOjYQhHbP5XV2/fj0WLlyIKVOmoKqqSmhmGRQUhFWrVtl7fYSQbkoYodJK0AQAdWrPD5o6W9MEOH6cCl8EHh/qC6mk/V8FTeNUXBs0qRq1wkw+vvC6K0YlBNu1YFoh98ID6cYWPet2XrAq0AGM22p80DRjRIxwu3EeHoeqei0uVzZ0+Dg0qNfxbA6a1qxZg//85z/4+9//Domk6S+4ESNG4OTJk3ZdHCGk+xIKwc0CCrGIg7dpq6Q71DXZ2tjS3MBoYwH29yeuQW/jVo81+Homvui8PSmmYvBzLt6eO2kqiI4N9u5UIOoMD41JgNxLhONXlNifZ91JugP5Fbha3QB/uQSZpoJyAJBJxBhgeu+t6dfEF4HToF7HsTloKigowNChLdOZMpkMdXWuLxIkhHiGslYyTYB5XZPnj1Lhh/VaO3fO3J9HxCDQxwsXSmvxzbGr9l4aLpQas0btFYHz+Jqma8pGKOtd933h65lSu1jP5EihfjLcPbI3AODdnRes+prNpiab09KiW9RX8cXg1nQGLzZ1A6dMk+NYPwXQJCEhAdnZ2RZdwgFg69at1KeJEGK1spqWp+cAwF8mQVmNuptkmmzvBs5TyL3wxLgkLPv5HFZmncdtaVFd6lrdnDU9mszX0ivQG1erG3CuWIXRiSF2Wwdg3J46V1yDmkYtGnUGNGr1aNTqodYa0KjTmz434KeTRQCAIW4cNAHAozcm4tODl7A/rwLHCqswtJ2u7soGLX4+VQzAeAKvOWNd0yUrgybjzxs1tnQcm4OmhQsXYu7cuWhsbARjDL///js+//xzLFu2DO+//74j1kgI6Wbq1DrUa4w1S21lmrpDr6aKLmzPAcAD6fH44LcCXK1uwOeHCvHgmJbTGDqDMWZVjyZz/aP8TUFTjd2Dpje3ncO/d+dbff2wuEC7Pr+99Qr0xp+G9sLmI1ewblce/vPAiDav/eHENah1BvSN8ENaK3VafKbp1DUltHpDuwXexSrT3DnannMYm4OmRx55BN7e3njppZdQX1+Pe+65B9HR0Vi9ejXuvvtuR6yRENLN8FkmH6kYvjLLv4a6S1fwek1TYNjZ+htvqRhPT+yDl7acwtqdF/CXkbHwkdr813YL5bUaKBu0EHFAYph17WL6Rfrj17OlDikG33u+HAAQHSBHgI8Uci8R5BKx8b9eYrMPEZLC/Bw6j89e5oxPwldHryDrTAlyimuELc7mzHsztdZ3KjHUF/4yCWrUOpwvqcHA6LYL4GmEiuN16v++e++9F/feey/q6+tRW1uL8PBwe6+LENKNNW1btQwm+KDJ0+fP8VkmmUQEX2nnt9X+MiIW7+3JR2FlPT7adxFzJyR3eW25pnqm3sE+VvcoSok0FYPbeQadVm8QTgh+8Vg6eof42PXxXSUpzA9TBkXip5PF2LA7DyvvGtLimtySGmRfroZExGH60F6tPo5IxCE1NgD7LlTgxBVlm0ETY0xoOUCZJsfpUiMHHx8fCpgIITZrrUcTr7tsz5kHhl3pXC2ViLDw5r4AgA278+xSiM0HKdbUM/H6RzX1arK1cWN78svqoNEb4CeTdHosirt6crwxwP3u+DUUVrRsUrrZ1GZgQkp4q/8v8Mz7NbWlxmzLmzJNjmNz0FRRUYG5c+diwIABCA0NRXBwsMUHIYR0pLURKjx/fnuum2SaOlME3ty0tGikRPqjplGHDXvyuvx4TUXg1o8PiQ8x9nOq1+hxucp+Xcr5LuMpkf4QiTofXLqjQb0CcGPfMOgNDP9u9n3T6g34v6PGoOkvrRSAm7NmnEqJKcsU4O1lly1c0jqb39n7778fFy5cwOzZsxEREdGlf0ERQnqmnpBpamo30PV+QiIRh2cn9cOj/z2Mj/YV4KHr4xHehS0YfnuuvfEpzUnEIvSN8MOpqyqcLarpsIu4tYSgKarr89/c0ZPjk7DnfBk2H7mCZyb2Eb5vu3LKUF6rQaifFONNI13awnc/P19Sg3qNrtWgqIi25pzC5qBp7969+O2335CWluaI9RBCeoB2gybT0F5Pr2nq7LDetmT0D8ew3oE4WliNtTsv4NXbB3X6sS6UGnvqWdOjyVxKpAKnrqpwrliFyYMiO/4CK5w1FZb3NzVx7G5GJwRjeFwQjlyqwge/FWDRLcbWPJtMvZnuGBbT4ciTCIUckQo5ilWNOHVVJQwbNldMReBOYfP2XEpKChoaOm7nTgghbWlthAqvKdPk2c0tyzs5rLctHMfhucwUAMDnvxficmXntsiq6jTC2pKs6AZuzhEz6PhMU3cNmjiOw9wJSQCATw9egrJei/JaNXaeKwUAzBge096XC9JijQXgbdU18d3AKdPkWDYHTevWrcPf//537N69GxUVFVCpVBYfhBDSkdZGqPD8u0nLgQo7Z5oAID0pBGP7hEKrZ1iZdb5Tj3GhzFjP1CvQu0W7h440naCzT9BUXqtGWY0aHAf0i+ie23MAMKFfOFIi/VGn0eOTAxex5dhV6AwMQ2ID0cfK1y3UNbUxToXaDTiHzUFTYGAgVCoVbrrpJoSHhyMoKAhBQUEIDAxEUJBtvTP27NmD2267DdHR0eA4Dlu2bLG4/8EHHwTHcRYfkydPtrimsrIS9957LxQKBQIDAzF79mzU1loOuDxx4gTGjh0LuVyO2NhYvPXWWy3WsnnzZqSkpEAul2Pw4MH46aefbHothBDrtb891z0Kwdtrq9AVz2X2AwB8k30V50tsD174InBbt+aAprqjixV1qNd0/ftzrsi4/rhgH5sDOE/CcRyeNLWK+HBfAT77vRCA5XDejnR0gq5ERcN6ncHmoOnee++Fl5cXPvvsM2zfvh07duzAjh07sHPnTuzYscOmx6qrq0NaWhrefffdNq+ZPHkyioqKhI/PP/+8xXpOnz6NrKws/PDDD9izZw8ee+wx4X6VSoVJkyYhLi4OR44cwfLly7FkyRK89957wjX79+/HzJkzMXv2bBw7dgzTp0/H9OnTcerUKZteDyGkY4yxNufOAd2oELyL3cDbkhoTiMkDI8EY8K9tOTZ/PV8Ebs2g3uZC/WQI9ZOBMeB8SW3HX9CB7r41Z+6WQZGIC/FBdb0W+WV1kElEuC0t2uqvH2zqFn6lqkEIyM3xmaYICpocyubQ/tSpUzh27Bj69evX5SefMmUKpkyZ0u41MpkMkZGtFxyePXsWW7duxR9//IERI4xt6tesWYNbbrkF//rXvxAdHY2NGzdCo9Hgww8/hFQqxcCBA5GdnY23335bCK5Wr16NyZMn47nnngMAvPbaa8jKysLatWuxYcOGLr9OQkgTZYMWWr2xz09rx/G7S0fwrgzr7chfM/vilzPF+OVMCbIvVwunq6zB92jqTKYJMPZr2purxrkilU3P25qmdgPdP2iSiEWYMy4Ji/7vJABgyqBIKOReVn+9Qu6FpDBf5JXV4cSVatyUEmFxPw3rdQ6bM00jRozA5cuXHbGWVu3atQvh4eHo168fnnjiCVRUVAj3HThwAIGBgULABAAZGRkQiUQ4dOiQcM2NN94IqbTpL67MzEzk5OSgqqpKuCYjI8PieTMzM3HgwIE216VWq6mei5BO4LfmAry9Wh1A6y/3/O05vYGhss5U0+SAoCk53B93DDNu7Szfds6mr21qbNm5GiK+GNwedU1NJ+e6bz2TuTuG9RKCmrtG9rb565v6NSktbm/U6lFlanpKheCOZXPQ9NRTT+GZZ57Bxx9/jCNHjuDEiRMWH/Y0efJk/Pe//8X27dvx5ptvYvfu3ZgyZQr0emPX0+Li4hYdySUSCYKDg1FcXCxcExFhGZHzn3d0DX9/a5YtW4aAgADhIza2/eZkhBCjMqHWp/Vggs801Wn00Nux87QzVdVrYGAAxwHBPvYPmgDgmYl94CXmsO9CBfZdKLfqa2oatcI2ji3dwM31s9M4FY3OgAul3bvdQHMyiRifP3odPnl4FNKTbB96zGf2mtc18fVMci8RArytz14R29m8PXfXXXcBAB5++GHhNo7jwBgDx3FCQGMP5gOABw8ejNTUVCQlJWHXrl2YOHGi3Z6nMxYtWoSFCxcKn6tUKgqcCLFCe0XgQFNNEwDUaXQ2bWG4C76eKchHCkkHPXg6KzbYB/eOjsPH+y/irW052JIU0mGzYT7LFKGQdfqXq3mmif97vzPyymqh1TP4d8PxKe2JD/VFfGjnGoPyxeAnrlRbvPd8j6aoAG9qOO1gNgdNBQUFjliHVRITExEaGooLFy5g4sSJiIyMRGlpqcU1Op0OlZWVQh1UZGQkSkpKLK7hP+/omrZqqQBjrZVMZt8CT0J6gqagqfVtBJlEDKlYBI3egNpGzwya+EJde7YbaM3cCcn48o/LOH65Gv/ek48545LavT6Xr2fq5NYcYMxQiUUcquu1KFGpO33Enc9UpUT50y96K6VE+UMqFqGqXovLlQ3CcGO+R1OEgn4nOZrN/wSKi4tr98ORrly5goqKCkRFRQEA0tPTUV1djSNHjgjX7NixAwaDAaNHjxau2bNnD7TapkZ5WVlZ6Nevn9AiIT09Hdu3b7d4rqysLKSnpzv09RDSE7U3d47n6SfoHNVuoLkwfxmeyegDAHjj53N4/aez7Q7T7cyg3ubkXmIkmjIlZ7uwRXe2qGdtzdmDTCJG/2jj+2Xer6nILNNEHKtTeeO8vDw89dRTyMjIQEZGBp5++mnk5dk+RLK2thbZ2dnIzs4GYMxiZWdno7CwELW1tXjuuedw8OBBXLx4Edu3b8ftt9+O5ORkZGZmAgD69++PyZMn49FHH8Xvv/+Offv2Yd68ebj77rsRHW08ynnPPfdAKpVi9uzZOH36NL788kusXr3aYmvtmWeewdatW7FixQqcO3cOS5YsweHDhzFv3rzOvD2EkHZ0tD0HNNU1eeooFaGxpQOKwJt7/MZEvDjF2Cn8vT35eHbzcWj1hlavtUfQBAAppkCH77PUGT3p5Jw9DYlp2RmcRqg4j81B07Zt2zBgwAD8/vvvSE1NRWpqKg4dOoSBAwciKyvLpsc6fPgwhg4diqFDhwIAFi5ciKFDh2Lx4sUQi8U4ceIEpk2bhr59+2L27NkYPnw49u7da7EttnHjRqSkpGDixIm45ZZbcMMNN1j0YAoICMAvv/yCgoICDB8+HM8++ywWL15s0cvp+uuvx2effYb33nsPaWlp+Oqrr7BlyxYMGtT52U6EkNaVC/2L2g4oPL3tgLMyTYCxpnTOuCSsmJEGsYjDN8euYvYnh1HXynvXmUG9rWmqa7JHpqlnnJyzl7RWisGLaViv09hc0/Tiiy9iwYIFeOONN1rc/sILL+Dmm2+2+rHGjx8PxtpOJW/btq3DxwgODsZnn33W7jWpqanYu3dvu9fMmDEDM2bM6PD5CCFdY1WmycPbDlRYERja253DYxDsJ8WTnx7FnvNlmPmfg/jwwZFC4Fav0eFKlbGXj7WjO9rCBzonrig7uLJ1ZTVqlNeaxqdEUtBkCz5oOnVNCa3eAC+xqGnuHGWaHM7mTNPZs2cxe/bsFrc//PDDOHPmjF0WRQjpvqwJmprmz3nm0N6mxpbOLcyd0C8cnz92HYJ9pThxRYk/r9+PwgrjYN/8sjowZixOD+5igfqI+GCIRRwKyus6NTiY35pLCPGFj7T7jk9xhIQQX/jLJWjUGoQxOpRpch6bg6awsDChBslcdnZ2i55JhBBiztj00fpMk6fWNJU7YFivtYbEBuKrOemICfLGxYp63LF+P05dVTaNT+ni1hxg7E49rHcgAGBPbpnNX29+co7YRiTizObQKaHTG1BaQ3PnnMXmoOnRRx/FY489hjfffBN79+7F3r178cYbb+Dxxx/Ho48+6og1EkK6iYo6NQwMEHFAiG/HheAeX9PUTmDoSIlhfvi/J65H/ygFymvVuPu9g/j6yFUA9gmaAGBc3zAAwO4c24MmoZ6JisA7JdWsGLy81thIVSLinJ7Z7Ilszou+/PLL8Pf3x4oVK7Bo0SIAQHR0NJYsWYKnn37a7gskhHQf/NZcsK8UYlHbvXm6TU1TO4Gho4Ur5Pjy8evw2H8P42B+JX4zdQ3vahE478a+YfjXL+exP69CqK2xVk8a1OsIQjH4lWoUmWbOhfvL2v1/itiHTZkmnU6H//3vf7jnnntw5coVKJVKKJVKXLlyBc888ww1KCOEtKvp5Fz7wYS/B2ea6jU6NGiNkxGc0XKgPQq5Fz55eBSmDo4SbutqEThvUHQAgn2lqFXrcPRSldVfZxyfYmx9QNtzncOPUzlfUoP8sjoAVATuLDYFTRKJBHPmzEFjo3H/1N/fH/7+9ENPCLGONUXggFmfJg8MmsprjIGht5cYvjLXFznLJGK8M3Monp7YB1NTozAyPtgujysScRjbJxSAbXVNF0proTMwKOQS9AqkZoydEaGQI1Ihh4EBv541TbigoMkpbK5pGjVqFI4dO+aItRBCujmrgybT6BRP3J4rF07OuTbLZE4s4rDw5r54955hkErsNwtPqGs6b33QJDS1jFLQ7kQXpMUa65p2mWrKIhUUgDqDzf8MevLJJ/Hss8/iypUrGD58OHx9LQcPpqam2m1xhJDuxdZMkyduzzV1A+/+Rblj+xiDplNXVSivVVvVzJM/Odef+jN1SVpsILadLhG2gunknHPYHDTdfffdAGBR9M1xnDBxWa/X2291hJBuxZq5cwDg78GF4MLJORe0G3C2MH8ZBkYrcPqaCntzy/CnoTEdfg3NnLOPIaa2A7wICpqcwuagqaCgwBHrIIT0AOU9ItPkvBEq7uDGvmE4fU2F3TkdB02MMTo5ZyeDYgLAcQA/VIMyTc5hc9AUFxfniHUQQnoAazNNvsLAXs/rCF7uxGG97mBc3zCs35WHvbnlMBgYRO0cey+rVaOiTgMRB/S10ym+nkoh90JSmJ9wEpG6gTtHpyoCc3JyMG/ePEycOBETJ07EvHnzkJOTY++1EUK6GWtrmoTtObWu3fmU7ojfnusJNU0AMKx3EHylYlTUaXD6WvsDfPmtufhQX3hLxc5YXreWZrZFF0FBk1PYHDR9/fXXGDRoEI4cOYK0tDSkpaXh6NGjGDRoEL7++mtHrJEQ0g2odXooG4yZI2u35wwMQqGrp3DFsF5XkkpEuD7ZutYDtDVnX0NMJ+hC/aR2PRVJ2mbz9tzzzz+PRYsW4dVXX7W4/ZVXXsHzzz+PO++8026LI4R0H/y2lZeYQ4C3V7vX+kjFQr1GbaPOo4a68sN6e0pNE2Dcoss6U4LdOWWYOyG5zevOFdHJOXu6oU8YJGaz6Ijj2RyaFhUV4YEHHmhx+3333YeioiK7LIoQ0v3wW3OhfrIO+/NwHOexDS57Wk0T0NSv6WhhFVTt1KHRyTn7Sgj1xb4Xb8L6+4a7eik9hs1B0/jx47F3794Wt//2228YO3asXRZFCOl+rD05xxNGqXhQ2wGd3oCqeutGxXQnscE+SAz1hc7AsP9CRavXqHV65JUZi5YpaLKfCIWctuacyOac97Rp0/DCCy/gyJEjuO666wAABw8exObNm7F06VJ89913FtcSQghg/ck5np9cAig9q+1AVb0WjAEcBwT59JxME2BsPZBfXoc9uWWYPCiyxf3m41PoeDzxVJ3qCA4A69atw7p161q9DwA1uiSEWLD25BxP2J7zoEwTX88U7CPtcRPnx/UNw8f7L2J3TpnQ7Nic+dYcjU8hnsrmnJ7BYLDqgwImQog5m4Mmfv6cB2Wa+GG9PWlrjjc6MRhSsQhXqxuQX17X4n46OUe6A9oIJYQ4hXkhuDX4mqY6DwqaKtxwWK+z+EglGJUQDADYndOy9YAwcy6KTs4Rz0VBEyHEKfimj7Zuz3lUpqkHDettzY19jf2adp+3DJqM41Po5BzxfBQ0EUKcoszWoEnueTVNwrDeHphpAoBxfcMBAIcKKtBo1pS0tEaNShqfQroBCpoIIU4h1DRZe3pOyDR5zvy5njast7m+EX6IVMjRqDXg94JK4Xa+nikh1BdyLxqfQjwXBU2EEIerU+tQrzFmHqzu0yT3vD5N/AiVEN+emWniOE7YottjtkVHW3Oku7A5aDp69ChOnjwpfP7tt99i+vTp+Nvf/gaNRmPXxRFCugc+y+TtJYavzLpOJ55Z09SzM02AsV8TYFnXRCfnSHdhc9D0+OOP4/z58wCA/Px83H333fDx8cHmzZvx/PPP232BhBDPZ2s9E+CpNU09b4RKczckh0LEAbmltbhW3QCg6eTcAAqaiIezOWg6f/48hgwZAgDYvHkzbrzxRnz22Wf4+OOP8fXXX9t7fYSQbsDWESqA52WaGGM9clhvc4E+UgyJDQRg3KJr1OqRV2bs25RC7QaIh7M5aGKMwWAwAAB+/fVX3HLLLQCA2NhYlJeX23d1hJBuwdYRKoBZTZOHBE11Gj0atca/G3typglo2qLbk1uGC6W10BsYAn28EKmg8SnEs9kcNI0YMQL/+Mc/8L///Q+7d+/G1KlTAQAFBQWIiIiw+wIJIZ7P1m7gAOAnM3UE95DtucKKegBAgLcXfKQ2T6jqVsaZgqa9ueU4dVUJAOgfSeNTiOezOWhatWoVjh49innz5uHvf/87kpOTAQBfffUVrr/+ersvkBDi+ToVNPE1TR6SacorqwUAJIf7uXglrpcaE4hAHy/UNOrw+R+XAdDWHOkebP7nUGpqqsXpOd7y5cshFlP/DUJIS7aOUAGaapo0OgPUOj1kEvf+++VCqSloCqOgSSzicENyKH44UYTjl6sB0Mk50j10Ood85MgRnD17FgAwYMAADBs2zG6LIoR0L7aOUAGagiYAqFN7QNBEmSYLN/YNww8nioTP6eQc6Q5sDppKS0tx1113Yffu3QgMDAQAVFdXY8KECfjiiy8QFhZm7zUSQjxcZ7bnxCIOPlIx6jV61DbqEOzmDSPzTJmmpHBfF6/EPfB1TYDxe0nBJOkObK5peuqpp1BbW4vTp0+jsrISlZWVOHXqFFQqFZ5++mlHrJGQbufnk0W4/4NDQjDRnTHGOtWnCWjKNtW4+SgVvYEhv9x4rD45jGp3ACBCIUdKpPG9SKTxKaSbsDlo2rp1K9atW4f+/fsLtw0YMADvvvsufv75Z5sea8+ePbjtttsQHR0NjuOwZcsW4T6tVosXXngBgwcPhq+vL6Kjo/HAAw/g2rVrFo8RHx8PjuMsPt544w2La06cOIGxY8dCLpcjNjYWb731Vou1bN68GSkpKZDL5Rg8eDB++uknm14LIbZYvT0Xe3PL8X9Hr7h6KQ6nbNBCq2cAbB9k6+cho1SuVNVDozNAJhGhV5C3q5fjNsb1M2abBvUKcPFKCLEPm4Mmg8EALy+vFrd7eXkJ/ZusVVdXh7S0NLz77rst7quvr8fRo0fx8ssv4+jRo/i///s/5OTkYNq0aS2uffXVV1FUVCR8PPXUU8J9KpUKkyZNQlxcHI4cOYLly5djyZIleO+994Rr9u/fj5kzZ2L27Nk4duwYpk+fjunTp+PUqVM2vR5CrKGs1yKnxDiLK9tUJNud8dk0hVxic12Sv4c0uORPziWE+kIsomP1vCfHJ2POuCQsyOjr6qUQYhc21zTddNNNeOaZZ/D5558jOjoaAHD16lUsWLAAEydOtOmxpkyZgilTprR6X0BAALKysixuW7t2LUaNGoXCwkL07t1buN3f3x+RkZGtPs7GjRuh0Wjw4YcfQiqVYuDAgcjOzsbbb7+Nxx57DACwevVqTJ48Gc899xwA4LXXXkNWVhbWrl2LDRs22PSaCOnIkcJKMGPipUcFTbZuzQFmmSY3D5qEk3NUt2MhwNsLL05JcfUyCLEbmzNNa9euhUqlQnx8PJKSkpCUlISEhASoVCqsWbPGEWsUKJVKcBwnFKDz3njjDYSEhGDo0KFYvnw5dLqmv2APHDiAG2+8EVJp07ZAZmYmcnJyUFVVJVyTkZFh8ZiZmZk4cOBAm2tRq9VQqVQWH4RY4/eCKuHPRcpGlKgaXbgax+tsPRNgVtPk5ttzFDQR0jPYnGmKjY3F0aNH8euvv+LcuXMAgP79+7cIOuytsbERL7zwAmbOnAmFouno6tNPP41hw4YhODgY+/fvx6JFi1BUVIS3334bAFBcXIyEhASLx+I7lxcXFyMoKAjFxcUtuplHRESguLi4zfUsW7YMS5cutdfL69YYY9hxrhSDewUgnMYo4PDFSovPjxVWY/Kg1jOl3UFTpsn2773QFdzNM038bLUk6tFESLfWqT5NHMfh5ptvxs0332zv9bRKq9XiL3/5CxhjWL9+vcV9CxcuFP6cmpoKqVSKxx9/HMuWLYNM5rihmYsWLbJ4bpVKhdjYWIc9nyfbca4Usz85jPTEEHz+2HWuXo5LNWr1OHHFOFbi+qQQ7M+rQPZl5wVNZTVqBPl4QSK2Ocnc+efsxNw5nr8HFIIzxijTREgPYXPQ9M4777R6O8dxkMvlSE5Oxo033mi37uB8wHTp0iXs2LHDIsvUmtGjR0On0+HixYvo168fIiMjUVJSYnEN/zlfB9XWNW3VSQGATCZzaFDWney7UAEAOFhQgYpaNUJ68AT4E1eU0OgNCPOX4fYh0aagqarjL7SDc8Uq3LJ6L65LDMF/Hx7ltMBJ6Abub3ufJT8PKAQvr9VA2aAFxxkLwQkh3ZfNQdPKlStRVlaG+vp6BAUFAQCqqqrg4+MDPz8/lJaWIjExETt37uxy5oUPmHJzc7Fz506EhIR0+DXZ2dkQiUQIDw8HAKSnp+Pvf/87tFqtcOovKysL/fr1E9afnp6O7du3Y/78+cLjZGVlIT09vUvrJ0ZHCo1BAWPGrNOMET03I/eHaWtuZHwQhsQaf/5OXlFCb2AOP3W170IFDAzYn1eBd7bnYuGkfg59Pp6wPdeJYFmYP+fGmSb+5FxskA/1IiKkm7P5n5qvv/46Ro4cidzcXFRUVKCiogLnz5/H6NGjsXr1ahQWFiIyMhILFizo8LFqa2uRnZ2N7OxsAEBBQQGys7NRWFgIrVaLP//5zzh8+DA2btwIvV6P4uJiFBcXQ6PRADAWcK9atQrHjx9Hfn4+Nm7ciAULFuC+++4TAqJ77rkHUqkUs2fPxunTp/Hll19i9erVFltrzzzzDLZu3YoVK1bg3LlzWLJkCQ4fPox58+bZ+vaQZhq1epy5phQ+zzpT0s7VrqFq1KJRq3fKczUFTcFIDveDr1SMOo0euaU1Dn/unOKmwwprdl7A/rxyhz8nYMzEAJ0rBPcVMk3u29yStuYI6TlsDppeeuklrFy5EklJScJtycnJ+Ne//oVFixYhJiYGb731Fvbt29fhYx0+fBhDhw7F0KFDARjrk4YOHYrFixfj6tWr+O6773DlyhUMGTIEUVFRwsf+/fsBGLfIvvjiC4wbNw4DBw7EP//5TyxYsMCiB1NAQAB++eUXFBQUYPjw4Xj22WexePFiod0AAFx//fX47LPP8N577yEtLQ1fffUVtmzZgkGDBtn69pBmTl5VQqtnkJq2gvbmljstQLFGnVqHcW/txJ/W7Xf4c+kNDEcuGrNuI+ODIRZxGBxjbPqXXVjt8OfPKTH+co8L8QFjwIIvs1FZp3Hoc16tbkC+KRMTFWB700dP6NNEQRMhPYfN23NFRUUWR/p5Op1OOG0WHR2NmpqO/+U8fvx4ML5hTSvauw8Ahg0bhoMHD3b4PKmpqdi7d2+718yYMQMzZszo8LGIbY5eMgYJE1LCcOKKEkXKRuzPK8dNKREdfKVzXKyoQ1W9FlX1WpTXqhHqwHqrnOIa1Kh18JNJhPESQ2KDcDC/EsevVOPuUb07eITOMxgYck0NNdfOHIb5Xx5DXlkd/rr5OD6YNQIc55itwde+PwO1zoBRCcHoG2F7UCHUNHnA9lxSGNUzEdLd2ZxpmjBhAh5//HEcO3ZMuO3YsWN44okncNNNNwEATp482eKYP+mZjpiCpuFxQcjobwyUss6UunJJFipqmzIt54sdu0XGb80N7R0oFGEPiQ0EYGw74EhXqxtQr9FDKhahf5Q/1t4zDFKJCDvOleLDfRcd8py7ckqx9XQxxCIOr90+qFOBmVDT5MaZpjzKNBHSY9gcNH3wwQcIDg7G8OHDhRNkI0aMQHBwMD744AMAgJ+fH1asWGH3xRLPwhjD0UKzoGmAMWjafrYEBkP7WURnKa9tGph7zsFB0++moGlUfLBw29DegQCA8yU1qHNgYMC/tqRwP0jEIvSPUuDlqcb5kW/8fBYnryjb+3KbNWr1WPLdaQDAQ9fHo19k54bYunumqU6twzWlsTkp9WgipPuzaXuOMQaNRoPvvvsOhYWFyMnJAQD069cP/fo1ncSZMGGCfVdJPNLlygaU12rgJeYwMDoAHGf8JVhao8bJq0qkmbIsrmQeNJ0vcVzQxBgTmlqOMAuaIhRyRAXIUaRsxMmrSlyX2PEJ0c7gX1s/sy2y+66Lw28XyrHtdAme+vwofnh6rBCkdNV/9uTjYkU9wv1leCajT6cfx9/Nx6jkm5pahvpJEehje0sFQohnsSnTxBhDcnIyrly5gn79+mHatGmYNm2aRcBECO9IoTFIGNQrAHIvMWQSMcb1NU49d5dTdOVm23OOzDRdrmxAiUoNLzEnbMnx+M8dOYcux/Ta+pplfDiOw5t3piI6QI6LFfV46ZuTHdYRWuNyZT3W7rwAAHjp1gHwl7cc8G0tPoir1+ihd5PspLkLZaYMHmWZCOkRbAqaRCIR+vTpg4qKCketh3QjRy9VAwCG9Q4SbssYYOyf9etZNwmaapoyTbklNQ7bNuTrmQb1CoC31LKXjxA0ObCuic80pTTbJgv0keKdmUMhFnHYkn0NXx+92uXnWmoq/k5PDMFtqVFdeiy+pgkA6jTul23iT84lUT0TIT2Czbn4N954A8899xzWr19PR/JJu8yLwHkT+oVDLOJwrrgGlyvrERvs46rlAWga8QEAdRo9rlY3OGRNf7RSz8RzdKZJqzcIJ7z6RrSsLRoRH4z5E/tgRdZ5LP72FIb2Dux05mT72RL8erYEEhGHV28f2OVTeTKJGFKxCBq9AbWNOiiszFrlltTg79+cQp1GB7GIA8dxEHOAWMRBxHEQizjhzyG+Urx86wAE+dq+vZZXatyeS6ZMEyE9gs1B0wMPPID6+nqkpaVBKpXC29uy90plZWUbX0l6kjq1DudMzRTNg6ZAHylGxAXhUEElfj1bgofGuPaUpfn2HGDcxnJk0DSilaBpcEwAxCIOxapGFCsbERlg36HGBeV10OoZfKVi9ApsvVfSkxOSsT+vAgfyK/DUZ8fwzdzrIZPY1t26UavHku+Nxd+zxyagTysBWmf4ySWorNPYVNe06fBlofDeGn0i/PHE+KSOL2zmQhmdnCOkJ7E5aFq1apUDlkG6m+OXq2FgQK9Ab0QoLIOAmwdEuFHQZMw09Qn3Q25pLXJKaoRTfvZSUatGnqlgeIRZAMnzkUrQN8IfZ4tUyL5chckBXdvSas68nqmtzI9YxGHV3UMwZfVenClSYdlP57Bk2kCbnmf9rjxcrmxApEKOp2/qfPF3c34yY9BkyyiVgnLj+/3g9fG4sW8o9AZjc1HGGPSMQW9gMDCGg3mV+PLwZezPK7c5aNLqDbhoeh7aniOkZ7A5aJo1a5Yj1kG6GX5rblgrQUJG/wj848ezOJRfCWWDFgHenS8U7gqDgQkdscckhxqDJgcUgx82vRd9wv3a3AIaEhuIs0UqHLtcjcmD7Bs0tVXP1FyEQo4VM9Lw0Md/4OP9FxEZIMfDYxIglXRc+nipog7rd+cBAF6+dYAw/sQeOjO0N98UzGT0j8ANfULbvK5/lAJfHr6MwxeroNEZrHqtvMLKeugMDD5SMaLtnB0khLinLo05b2xshEqlsvggBIDQn2mYqQ+RufhQX/QJ94POwLArx3WNLqvqNcKJrPQk41F/R7Qd+KPANG8uoeXWHG9IrOPGqQiZJiu2yyakhOPRscbs3xs/n0Pmqj345XRxh537X/nuNDQ6A8b2CcUtgyPts3ATvhjc2l5NOr0BhRX1AICEDrp09w33R7CvFA1aPU5cqbZpXUIReJifwzqqE0Lci81BU11dHebNm4fw8HD4+voiKCjI4oMQg4HhqOmX//BWMk0AhC2wX8+6LmiqMGWZAn28MDBaAcA4EkOrN9j1ef64xM+ba/v/jyGxxvtOXlXa/Wh9jtCjyboao0VT+uONOwYj1E+GgvI6PPa/I7j3/UM4c631fxRlnSnBrpwyeIk5LJnW9eLv5vxtHNp7tboBOgODTCJClKL9DJBIxCHd1Btrf55tp4KbgiYan0JIT2Fz0PT8889jx44dWL9+PWQyGd5//30sXboU0dHR+O9//+uINRIPk19eB2WDFnIvY+fp1vAjVXbllEKjs2+QYi2+3UConwy9Ar3hJ5NAq2dCPYw91Gt0OH3V2G17ZCtF4LzkcD/4SsWo1+iRW2q/bFe9RofCSmPWpa+VXblFIg53j+qNXc+Nx5PjkyCViLA/rwJT1+zFC1+dQGlNo3Btg0aPpd+fAQA8OjbRIf2KhFEqVmaa+K25+BBfiEQdB3DXmbKMB2wMmvKoCJyQHsfmoOn777/HunXrcOedd0IikWDs2LF46aWX8Prrr2Pjxo2OWCPxMPyQ3tSYQHiJW/8RGxIbiFA/KWoadcLJMmfj2w2E+knBcZwwUNaeTS6zC6uhMzBEBcjbPLkGGAuxU2MCha+xlwultWDM+BptHUbsJ5Pg+ckp2L5wHG5NjQJjwJeHL2PC8l14d+cFNGr1eHfnBVytbkCvQG/MuynZbutuvg7A+pqmAlPRfUKodRmg601B05HCKjRq9Vavi2bOEdLz2Bw0VVZWIjExEQCgUCiEFgM33HAD9uzZY9/VEY/UVM/U9naUWMThphRjo0tXdQfn2w3wwQQ/H82eg3v5Y+8j44M73LYaYqr/sme/JlvqmdoSG+yDtfcMw9dPpCMtNhB1Gj2Wb8vBxBW78d6efADG4m8fqf2Kv83ZWtN0scIUNFm5bZYY6otwfxk0OoPws9sRxphwIpK6gRPSc9gcNCUmJqKgoAAAkJKSgk2bNgEwZqACAwPtujjimVpratkafosu60yJXcZ32Kq8tml7Dmiq+bFnpunwxY7rmXiOaHJpj6CJNzwuGN88cT1W3TUEUQFyXK1ugEZvwLi+YcgcaN82Deb8bc00mbbnEkKsC5o4jhMOAhy0couuRKVGrdrYODPOyuchhHg+m4Omhx56CMePHwcAvPjii3j33Xchl8uxYMECPPfcc3ZfIPEsygYtck3bFkNbOTlnbmyfMMgkIlytbnDo3Le28DVNYf7GoImv+bHXCTqdvilz0d7JOd5QU9B0vqQGdXYaUCsUgVtZz9QRkYjD9KG9sOPZ8fjrpL7I6B+Bf/5pkENPj/HbczVWvif8EF1rM01A0xadtcXgfBF4XIiPTW0KCCGezeZ8+oIFC4Q/Z2Rk4Ny5czhy5AiSk5ORmppq18URz3PMFCTEh/h0WEPjLRVjbJ9Q/Hq2FL+eKWmzaNxRys1qmoCmTFNhZT3q1Lou9xo6U6RCvUYPhVyCvuEdBy3hCjmiA+S4pmzEiStKIfvRFXwAaI9MkzlvqRjz7NjAsj1+ptEp1mzPNWr1uKZsAGB9TRMApCcaezkdv1KNeo2uw61GvgictuYI6Vm6/E+kuLg43HHHHRQwEQBNReCtNbVsDb9F54oBvs1rmkL8ZMKf+WxZV/xe0DQ6xZpTXIB965qq6zUoURkDQ77I3RPZUgheWFkPxoxbeiE2zJKLDfZGr0BvaPVM2FJtzwUqAiekR7I6aNqxYwcGDBjQagNLpVKJgQMHYu/evXZdHPE8fH+m9orAzd3U31gMfvyKEiWqxg6uti8+0xRilhHju2bnFHe9USv/y3eEFfVMvKa6JusKkttzvsT4i71XoDf8rRx06478bSgEN9+as2XL0LyuyZotOiFookwTIT2K1UHTqlWr8Oijj0KhaLmFEhAQgMcffxxvv/22XRdHPIvewITtuY6KwHnh/nIhUNjuxEaXjDFUCJmmpowEv42VU9y1TBNjTGilMKqd/kzN8U0u7ZFp4gM/e9UzuYotmSbh5JwNW3M8vsnlgfyOgyZhe44yTYT0KFYHTcePH8fkyZPbvH/SpEk4cuSIXRZFPNP5khrUafTwk0lsqqG5eQB/iq7YUUtrQdWog8bU+Tu0lUxTV4vBC8rrUFGngVQiwuCYAKu/blAvBcQiDiUqNYpMtTmdleOgeiZna2pu2XFHcL5HU3wnTrTxmaaTV6qhaue5VI1alJoOEVA3cEJ6FquDppKSEnh5tZ3il0gkKCsrs8uiiGfiWw0MiQ2E2MoaHqApaNqXV2G3U2Md4bfm/GUSyL3Ewu38Cbqunubjs0xDYgIhk4g7uLqJj7Qp4DzexWzTeVO2rKNBve7OvOVAR60p+HYDiZ0IZqIDvREf4gMDa5oX2Bp+ay5CIfPobU9CiO2sDpp69eqFU6dOtXn/iRMnEBVl3+nsxLO0N6S3PX3C/dA72AcanQF7c8sdsLKWhBEq/pYn/PiC6fJaNSpMgVVn/NGJeiYev115rAtBE2Os22WaDAxo6KBjd0EXtueApmxTeyNVqBM4IT2X1UHTLbfcgpdffhmNjS2LdRsaGvDKK6/g1ltvteviiGex9eQcj+M4p5+iK2+lngkwZnp6B/sAaNre6gw+02RNf6bm+H5NXRmnUqJSQ9mghVjEdSrr4k68vcTgE5ftFYPXNGpRZgqG4zsdNBlbD7RXDH6hjIrACemprA6aXnrpJVRWVqJv375466238O233+Lbb7/Fm2++iX79+qGyshJ///vfHblW4sbKa9W4WGEcDDs01vbsSsYA4ym6HedKoTc4vjt4827g5vjMTGfHqZSqGnGpoh4cZ/0pQnN824GTV5Wdfi/4gC8+xMdi+9ETcRxnVYPLi+XGn79QPykUndw2uy7RGOSeLVahul7T6jV8pomKwAnpeawOmiIiIrB//34MGjQIixYtwp/+9Cf86U9/wt/+9jcMGjQIv/32GyIiHDdKgbi3Y6asSJ9wPwT42P4La2R8MBRyCSrrNMIJPEdqL2gS2g50MtPEb82lRCoQ4G37e5EU5gc/mQT1Gn2nC9L5gC8l0rkNQx3F34oGl13dmgOMpzn7hPuBMeBgfut1TfzMOco0EdLz2NTcMi4uDj/99BPKy8tx6NAhHDx4EOXl5fjpp5+QkJDgqDUSD8AXgXcmswIAXmIRJpgG+H568JLd1tWWdjNNQq+mzgZN/JDezr0XYhGHVNOJu862Hugu9Uw8a9oOdOXknLmmuqaW9XVqnR6XTMEZ1TQR0vN0qiN4UFAQRo4ciVGjRiEoqHO/GEj3ctTG/kytmXV9PDgO2JJ9DdsdXNtUVmPcegnxa9k1uqntQG2nBgk3BU221zPxhnSxrum8MHOue/xib2o70E7QVG7cNrNl5lxr2uvXdLG8HgZTx/Ew//bHBBFCuh+aNEm6TKs34MSVagC2F4GbG9Y7CI/cYMxYLvq/k1DWd9yXp7PayzQlhPrCS8yhVq3D1WrbeiXVNGpxtsjYVNIuQVMnMk16A3PYzDlXsSrTZKqpS+zC9hwAXGcKms6X1AqF5TzzppaOHFJMCHFPFDSRLjtbpEKj1oAAb68u/8J6dlI/JIb5orRGjaXfn7bTCluqqDP+Mgzzb5lp8hKLhEGstm7RHS2shoEZZ5lFBsg7vT6+GPx8aY1VnbDNXa6sR6PWAJlEhLgublW5Cz9hlErrgTRjDAWmgKazJ+d4Qb5SYXj0wWbZJpo5R0jPRkET6bKmeqZAqwfTtkXuJcbyP6dBxAH/d+wqfj3jmG268hrLYb3NCeNUbCzE3nve2OB1ZFzns0yAsSC5V6A3GIOQxbMWv+Y+EX42NRl1Z37S9jNNlXUaqExbd12taQLa3qLjg6YkKgInpEeioIl0ma1DejsyPC4Ij4xNBAAs+uZkm0e/O6tOrROaJLYVNPXrRDG4RmfAN8euAgAmD4rs4iqBtNjOFYPzJ+e6y9YcYFbT1EbQxM+c6xXobZcWC9e30eSS356jTBMhPRMFTaTL+KaWXSkCb27hzX2RGOaLsho1ln5/xm6PCzTVM3l7ieFrqpVprl+E7UFT1pkSVNRpEO4vw02mk4Bdwdc12TpO5RxfBN6dgibT96mtMTv5/Mm5UB+7PN+oxGCIOONYlmKlsaGvwcAoaCKkh6OgiXRJsbIRV6sbIOKANNMveXuQe4nxrxnGbbpvjl1Flh236YQi8FbqmXh8pim/rA5a02Dfjnz+eyEA4K6RsZCIu/6/1hBTk9DOZpr6efjMOXP+Qk1T60ETP3OuKz2azCnkXhjcy5jpO5BvbD1wtboBjVoDpGIRYoO87fI8hBDP4tKgac+ePbjtttsQHR0NjuOwZcsWi/sZY1i8eDGioqLg7e2NjIwM5ObmWlxTWVmJe++9FwqFAoGBgZg9ezZqa2strjlx4gTGjh0LuVyO2NhYvPXWWy3WsnnzZqSkpEAul2Pw4MH46aef7P563cHJK0ps+uOy1YFAR/hWAymRijazNp01rHcQHjVt0/3Njtt0ZR3UMwHGbR5fqRgavQEXTb+Q23Opog6/XSgHxwF/GRFrl3UO7hUAsYhDiUotZDg6otbphQCiOwVNHZ2euyg0trRfBug60xbd/gvGLbo8odDcxy5BMSHE87j0//y6ujqkpaXh3XffbfX+t956C++88w42bNiAQ4cOwdfXF5mZmRbz7+69916cPn0aWVlZ+OGHH7Bnzx489thjwv0qlQqTJk1CXFwcjhw5guXLl2PJkiV47733hGv279+PmTNnYvbs2Th27BimT5+O6dOntzug2NMUlNdh7sajuG3tb3j+6xPYea7ULo8rFIHHBdrl8ZpbcHNfJJm26ZZ8Z5/TdHymKcS37aBJJOKamlxaUQz+xR+XAQBj+4QhNtg+W0TeUjFu7GOchfZ21nmrvqagvA46A4O/XIJIRedP77mbjvo08dtzCXbangNaFoPTyTlCiEuDpilTpuAf//gH/vSnP7W4jzGGVatW4aWXXsLtt9+O1NRU/Pe//8W1a9eEjNTZs2exdetWvP/++xg9ejRuuOEGrFmzBl988QWuXbsGANi4cSM0Gg0+/PBDDBw4EHfffTeefvppvP3228JzrV69GpMnT8Zzzz2H/v3747XXXsOwYcOwdu1ap7wPjlSqasTfvzmJjLd348eTRcLthZX1dnl8ezS1bI/5Nt2W7Gv45XRxlx+TD5paazdgztq6Jq3egM2HrwAA7hllnywT74UpKRBxwI8nioQAtT38WvtF+HerPkLtZZoMBuaQTNPI+GBIRByuVDXgcmV9U48mOjlHSI/ltjnmgoICFBcXIyMjQ7gtICAAo0ePxoEDBwAABw4cQGBgIEaMGCFck5GRAZFIhEOHDgnX3HjjjZBKm35BZmZmIicnB1VVVcI15s/DX8M/T2vUajVUKpXFhzupadRixS85GLd8FzYeKoTewDChXxhuHmCcD1jarGlfZzRq9Th1VQnAfifnWjO0dxAevZHfpjuFqrqubdO119jSXF8rg6btZ0tQXqtGqJ8ME/vbd/5iSqQCM4YbA7HXfzrbYYfynG5YzwSY1TS1EjSV1DSiUWuARMQhxo61Rr4yiVCndyCvAnmlND6FkJ7ObYOm4mJjRqH5EOCIiAjhvuLiYoSHW55SkkgkCA4Otrimtccwf462ruHvb82yZcsQEBAgfMTG2jfD0FlqnR4f/FaAG9/aiTU7LqBBq8eQ2EB88dh1+OihUcI8tFJVYweP1LFLFfXQ6hkUcgl622lLqi0LMvoiOdwP5bVqLOli08uK2o5rmgDrB/d+9rtxa27GiBh4OaDWZeGkvvD2EuPIpSps6yDT1jQ+pXsFTX6ytgf28jPnYoN97P7+m2/RXaBMEyE9ntsGTe5u0aJFUCqVwsfly5dduh7GGL45dgU3/Ws3XvvhDKrqtUgM88WG+4bjmyevF0ZDRJjqXEpUXc80lZgCr+hAb4dvBZlv032bfa3D4KE9VmeaTIFHYWU96jWt19JcrqzH3lxjQ8u7RzomcI5QyIVM2xs/n4NG13YRf3cb1Mtrr09Tvp1Pzpnj+zVtP1uCSlOGM7GLs+0IIZ7LbYOmyEhjc8CSEsuj5iUlJcJ9kZGRKC21LGjW6XSorKy0uKa1xzB/jrau4e9vjUwmg0KhsPhwpS/+uIwFXx7H1eoGRChkeOOOwfhl/o2YPCjSIqDhh4yW1HQ908QHTeFOKjgeEhuIx25MAgD8vQun6cqFTFP7NU2hfjKE+knBGJBb0vrptU2HL4Mx4IbkUIeOLHn8xkSE+slwsaIeGw9davWaOrUOlyuNs/K6XdBkqmnS6AxQ6/QW9110YNA0LC4IUrFI6DbeK9AbPlL7nhIlhHgOtw2aEhISEBkZie3btwu3qVQqHDp0COnp6QCA9PR0VFdX48iRI8I1O3bsgMFgwOjRo4Vr9uzZA622aWZVVlYW+vXrh6CgIOEa8+fhr+GfxxNsP2sM+u4aEYtdf52Au0f1bvVYNJ9pKrNDpomvi4pw4rT3+Rl9kBjqi/JaDX7pZO+m8hq+T1PH625vnIpOb8CXplNzM0f17tRarOUrk+DZSX0BAKu350LZ0HIGG781F+YvQ7Bv+wGhp/Eza2dRp7YMmvgWC12dOdcauZfY4mQo1TMR0rO5NGiqra1FdnY2srOzARiLv7Ozs1FYWAiO4zB//nz84x//wHfffYeTJ0/igQceQHR0NKZPnw4A6N+/PyZPnoxHH30Uv//+O/bt24d58+bh7rvvRnR0NADgnnvugVQqxezZs3H69Gl8+eWXWL16NRYuXCis45lnnsHWrVuxYsUKnDt3DkuWLMHhw4cxb948Z78lnXbqqrEQ/c8jYuAtbXuMRLgpUKhR69rccrIW3yk5wolH2+VeYtxgOoZfYEX/pOYatXphi6ej7Tmg/XEqO86VorRGjRBfqVBg70gzhsegb4Qfquu1WLfzQov7+aAppZvVMwGAWMTBx/Rz3byuif856Oqw6LakJ4YKf6Z6JkJ6NpcGTYcPH8bQoUMxdOhQAMDChQsxdOhQLF68GADw/PPP46mnnsJjjz2GkSNHora2Flu3boVc3vRLeuPGjUhJScHEiRNxyy234IYbbrDowRQQEIBffvkFBQUFGD58OJ599lksXrzYopfT9ddfj88++wzvvfce0tLS8NVXX2HLli0YNGiQk96JrimvVaNY1QiOgzCdvS1+Monwy6e0i9kmfnsuIsC5/YD4gax8AbAt+HomqVgEhbzjbRa+7cD5VjJNfAfwPw+PgVTi+P+VJGIRFk3pDwD4aN9FXG7WNiKn2LiF2N225nh8tqlG3ZRl0+kNQvsMR2zPAUC6qa4JoEwTIT2dSzfnx48f3+4Rao7j8Oqrr+LVV19t85rg4GB89tln7T5Pamoq9u7d2+41M2bMwIwZM9pfsJs6fc2YZUoI8bXYxmgNx3EI9zfWxpSoGru0pVHigu05AEgwFeLyvXlswdczhfhJrSpe5zNN55plmq5WN2D3eWMB+F0OKgBvzfh+YRiTHIJ9FyqwfFsO3pk5VLjvfDecOWfOTy5BaY3aItN0paoBOgOD3EvksGaeQ2ID4e0lRoNWT0ETIT2c29Y0EevxvZIGmmZldYQv3O5qrya+bYEzt+cAY3AIGLdlDIb2+xY1J9QzWbE1BwB9TAFIWY1aOD0FAJv+uAwDMx5JT3Tilg3HcfjbLf3BccB3x69ZzKXjA7u+3XB7DgD8W2lwKdQzhfhCJHLMCU6pRITXpg/CQ2PiMcJBTVwJIZ6BgqZu4PQ1Y9A0KNq6E3x8XVNJF3o16Q2sqRDcyUFTTJA3JCIOap0BxTa+hqZ2A9YVSvvJJIgNNjZM5DM5Or0Bmw4bC8DvtnMHcGsMjA7AHUNjAACv/2hseFlRqxZeW9+I7pkN8WulwaW9B/W25c/DY/DKbQMdFpgRQjwDBU3dAF8EPsjKTJNwgq4LmaaKOjX0BgYRZ30AYi8SsUhopmnNMF1z1vZoMtd8nMru82UoUjYiyMcLmQPbbkvhSH/N7AuZRITfL1bilzMlOG9qidA72KfbHokXapoanR80EUIIQEGTx1M2aIVC2IFOzDTxReShfjKXTHzna7HybQ6aTD2abKjDat524HNTB/A7h8VA7tX2SUVHigrwxiNjEwAAb/58Tsg2dtcicMCsK3hr23MUNBFCnICCJg93xlQE3ivQG4E+1mV8IuxQ01TionomHp9ZcEqmyaztQLGyETvOGftD3e3g3kwdmTMuCSG+UuSX12HdrjwAQL/I7rk1B5jNn2sl0+SodgOEEGKOgiYPJ9Qz9bK+I7k9Mk38GJYIhXNPzvH4zIKtvZpsrWkCmoKm88U1+NJUAD4qPtjlJ6n85V6Yf7Ox4SVfpN4v0rWd6R3Jr1kheKNWj2tKYwd02p4jhDgDBU0ejj85NyjaunomwD6n54qdPEKlOeEEnY1tB/jtuTAbMk2JoX6QiDjUqHX4cF8BAGDmaPcY0Hz3yFgkmc1C667tBgCz+XOmTNOlinowZsxAdbcO6IQQ90RBk4c7ZdqeG2hLpsmUHapp1KFBo+/g6tbx7QYc1RunI3yvpsuV9dDp2x5g2xyfaQqxIWiSSkTCkFZlgxYB3l6YMijKhtU6jpdYhBdNDS9lElG3zrg0ZZqMzS3Nt+YcPTCaEEIACpo8Wr1Gh/wy46kpWzJN/jIJvE0FzKWdHNzbVNPkmu25KIUcMokIWj3D1eoGq75Gqzegut74C9fWE3/m2153DOvlsgLw1mT0D8c//zQI78wc6pTO5K7i36zlAJ2cI4Q4W/f9G7YHOFtUAwMzDmi1ZZuM4zgh21TSyVEq/Ne5antOJOKaxqlYWddUYdqaE4s4BFlZNM/rZ9b7yNHDeW3FcRzuHR3nsvYHziJkmhr5oMn4DwY6OUcIcRYKmjyYrU0tzUX483VNncs08V/HP44rxIcaezVZGzTxW3PBvlKbmxSOjA8GYOwA3p2P9buzptlzxqDpYrljZ84RQkhz3bMLXg8hFIFb2dTSXFgXMk0anUEoqHbV9hzQlGGwtu1AWSfaDfBGJ4bg6yeuRzJNuXcZv2YtB/KFmib6nhBCnIOCJg/GD+q1tqmlua5kmvjgw0vMufTUEt+bp6Ci3qrr+e25znYwH05zx1zK36y5ZU2jVsgc8hlHQghxNNqe81BqnV6YhTbQhiJwHl/TVNqJTBNfBB7uL3fpqaWmmqZaq67nf8na0m6AuA8+01Sv0SOvzJhlCvWTwV/u5cplEUJ6EAqaPFRuSS20eoYAby/EBHnb/PX8tlpnMk2lLj45x+NrWa5WNUCj67jtQLmpL5UtI1SI+/CVNZ1YPGnamqZO4IQQZ6KgyUM11TMpOpXtCTdtz3WmpqlY6doRKrwwfxl8pWIYGIT5e+3pTDdw4j5kErHQUuHUFePPP23NEUKciYImD3XKdHKuM1tzgFmmqROjVEpq+BEqrg2aOI6zaZwKX7we4kuZJk/lbzpBx2eaEqgInBDiRBQ0eaiuFIEDQJgp06Rq1KFRa1tXcFcP6zVny+BeIdNE23Mey9cUNOWY6vmo3QAhxJkoaPJAOr0BZ4uMQVNn2g0AgEIugdzL+O23tRi81MXDes3xvzTzbQmaaHvOY/G9mvQGBoCCJkKIc1HQ5IHyy+vQqDXAVyoWBtfaiuO4promG4vB3SnTxJ+g6yjTpDcwVNbZPqyXuBf+BB0AcBwQF0I1TYQQ56GgyQPxReADohU2d7Y2F9HJtgPFbnJ6Dmga3Huxov2gqbJOAwMz/qJ1ZW8p0jV8TRMARAd4u9UMQEJI90dBkwdqqmfq3NYcr+kEnfWZpnqNDjWmjszukGniM21FykY0aNquzeK35oJ8pJCI6cfeU5lnmmhrjhDibPTbwwPxmabOFoHzhAaXNdZnmvislI9ULNSXuFKQrxSBPsbmhu1lm7raDZy4B/OfOQqaCCHORkGThzEYGM5c61oROI/PFNnSdsC8nsmV3cDNNXUGbztoKu/C3DniPijTRAhxJQqaPExhZT1q1DpIJSIkh3etR024v+2ZJr5HU7gbHdtPsKJXEwVN3YM/ZZoIIS5EQZOH4euZUiL94dXF2hw+02RLTVOJqRt4ZIDr65l41vRq4ocMh9D2nEej7TlCiCtR0ORhutoJ3FynMk1u1G6AZ01X8PIavqaJMk2ezM80nFci4jo1c5EQQrqCgiYPYz5zrqvCTYGPskFrdVdwd9ye44e2tlcIzm/PUY8mz+ZvqmnqHexDpyAJIU5Hf+t4EMaYsD03yA6ZJoVcApnEtq7g7pxpKq/VQNWobfWaphEqtD3nya5LCEF6YggeGZvo6qUQQnogCpo8SJGyEZV1GohFHPpF+nf58TiOazpBZ2VXcHcMmvxkEmHbra26JioE7x4CfLzw+WPX4Z7RvV29FEJID0RBkwfhs0x9wv3s1gmZ32YrsSLTxBgTgqZINwqagKYtutbqmgwGZtaniYImQgghnUNBkwdpamrZ9a05ni2ZJlWjDo1aA4CmxpjuIj7UOIOstaBJ1aiFzjTglU7PEUII6SwKmjzI6Wv2KwLnhdmQaeKbYAZ4e7ndzK+EUGPPqta25/itOWMNl3utmxBCiOegoMmDnLpqn07g5mzJNPGBlTsM6m0uoZ1MUxm1GyCEEGIHbh80xcfHg+O4Fh9z584FAIwfP77FfXPmzLF4jMLCQkydOhU+Pj4IDw/Hc889B51OZ3HNrl27MGzYMMhkMiQnJ+Pjjz921ku0SnmtGsWqRnAc0D/KfpkmoVeTFZmmYjcsAueZ92pijFncR0XghBBC7MH1E1c78Mcff0Cvb+ohdOrUKdx8882YMWOGcNujjz6KV199Vfjcx8dH+LNer8fUqVMRGRmJ/fv3o6ioCA888AC8vLzw+uuvAwAKCgowdepUzJkzBxs3bsT27dvxyCOPICoqCpmZmU54lR3ji8ATQnztOijXtkyTGwdNpvlzqkYdquq1CPZtql2idgOEEELswe2DprCwMIvP33jjDSQlJWHcuHHCbT4+PoiMjGz163/55RecOXMGv/76KyIiIjBkyBC89tpreOGFF7BkyRJIpVJs2LABCQkJWLFiBQCgf//++O2337By5Uq3CZqEInA7bs0BTQXdttQ0ueP2nNxLjOgAOa4pG1FQXotg32DhPso0EUIIsQe3354zp9Fo8Omnn+Lhhx8Gx3HC7Rs3bkRoaCgGDRqERYsWob6+XrjvwIEDGDx4MCIiIoTbMjMzoVKpcPr0aeGajIwMi+fKzMzEgQMHHPyKrCcUgUfbb2sOACL8re8K3lTT5H6ZJsB8i67e4nYaoUIIIcQe3D7TZG7Lli2orq7Ggw8+KNx2zz33IC4uDtHR0Thx4gReeOEF5OTk4P/+7/8AAMXFxRYBEwDh8+Li4navUalUaGhogLd3yxlXarUaanVTdkalUtnlNbaF356zZ7sBAFB4SyCViKDRGVBWo0ZssE+b15aYtvDC/d0zaEoI9cX+vIoWJ+go00QIIcQePCpo+uCDDzBlyhRER0cLtz322GPCnwcPHoyoqChMnDgReXl5SEpKcthali1bhqVLlzrs8c0pG7S4VGHMngy0c6bJ2BVchsuVDSitaWw/aFKaGlsGuG/QBLQ8QdcUNFFNEyGEkM7zmO25S5cu4ddff8UjjzzS7nWjR48GAFy4cAEAEBkZiZKSEotr+M/5Oqi2rlEoFK1mmQBg0aJFUCqVwsfly5dtf1FWOmPKMvUK9EaQr/1/8fOZo/bqmgwGhtIa9205ALQXNJm259xoyDAhhBDP4zFB00cffYTw8HBMnTq13euys7MBAFFRUQCA9PR0nDx5EqWlpcI1WVlZUCgUGDBggHDN9u3bLR4nKysL6enpbT6PTCaDQqGw+HAURzS1NMcHQXyhd2sq6zXQGRg4zn23ufiaposVTW0HGGNCpinMTddNCCHEM3hE0GQwGPDRRx9h1qxZkEiadhTz8vLw2muv4ciRI7h48SK+++47PPDAA7jxxhuRmpoKAJg0aRIGDBiA+++/H8ePH8e2bdvw0ksvYe7cuZDJjL9E58yZg/z8fDz//PM4d+4c1q1bh02bNmHBggUueb3NOWJ8ijkh01TTdqaJbzcQ4iuDl9g9f2xig3wg4oB6jV7IitWqdVDrjKNfaIQKIYSQrnDP337N/PrrrygsLMTDDz9scbtUKsWvv/6KSZMmISUlBc8++yzuvPNOfP/998I1YrEYP/zwA8RiMdLT03HffffhgQcesOjrlJCQgB9//BFZWVlIS0vDihUr8P7777tNuwG+CNxRmaZwRccNLoVBvQHum62RSkRCTRa/RcdvzflIxfCRelQJHyGEEDfjEb9FJk2a1KLLMwDExsZi9+7dHX59XFwcfvrpp3avGT9+PI4dO9bpNTpKvUaHvLJaAMAgB2ea2mtwKbQbcNOTc7z4EF9cqqhHQXkdrksMoZNzhBBC7MYjMk092dmiGhiYcbBuuIP6I0XYkGly1BrshS8G59sOlNfQyTlCCCH2QUGTm3NUU0tzTTVNVmSa3PTkHI8PmvKF7TnKNBFCCLEPj9ie68luH9ILSWF+kEocF9/ygVB1vRZqnR4yibjFNaVuPHfOXHyzTFMZtRsghBBiJxQ0ubkAby+MSQ51+HPwXcFLVa13BS/mC8HdPGhKNAVNlyrroTcwyjQRQgixG9qeI+A4DuGmTExpG20H+O25cDffnosO9IZUbAwAr1U3CDVNYVTTRAghpIsoaCIA0BQ0tdLgUqs3oKLOvYf18sQiDr1DjJmyixV1qKijYb2EEELsg4ImAqApGGot01ReqwZjgJeYQ7CP+2ds4kOaxqnw23MhFDQRQgjpIgqaCICmTFNJK5kmYWvOXw6RiHPqujojIbSpwSW1HCCEEGIvFDQRAE39l1rLNBUr+R5NnpGtSQj1AwCcLVKhTqMHQKfnCCGEdB0FTQRA+5kmvlO4u3cD58WbMk3Zl6sBGMer+MvooCghhJCuoaCJAGiqaSprJdNUIvRo8oxsTaIp09SoNQ7qDfOTgePcf1uREEKIe6OgiQBo2nprt6bJzU/O8SIUMnh7NTXopHomQggh9kBBEwHQtPVWZeoKbq7EQxpb8jiOQ1xIU4NOajdACCHEHihoIgCAQB8vSMXGH4fmW3QlHjJCxVximK/wZwqaCCGE2AMFTQSAMTsT1kZXcE8Z1muO79UEACG0PUcIIcQOKGgiAr6uybwreKNWD2WD1nS/52Sa+MG9AGWaCCGE2AcFTUTA1zWZZ5pKTVkmby8xFHLPObafaB40UY8mQgghdkBBExG0doKu2KzdgCcd27fMNNH2HCGEkK6joIkI+EJvvobJ+Ge+G7jnbM0BQIivFCG+xmApJtCng6sJIYSQjnnOfgtxuPBWCsE98eQcYCxsX3fvMFytbkDvEAqaCCGEdB0FTUQgzJ8z257jA6gID6wLGp0Y4uolEEII6UZoe44I+JYCrWWaIgM8K9NECCGE2BsFTUQQbjo9V1mngUZnnNtWrPTMmiZCCCHE3ihoIoIgHy94iY0n5MpqjdkmT96eI4QQQuyJgiYi4DhOyDaVqBrBGPPYQnBCCCHE3ihoIhaauoKrUavWoV5jHN5LQRMhhJCejoImYqGp7UCjkGVSyCXwlopduSxCCCHE5ShoIhYihLYDarNBvZRlIoQQQihoIhb4TFOJqpHqmQghhBAzFDQRC0KDy5qmTBNf50QIIYT0ZBQ0EQutZZoiKdNECCGEUNBELPFbcWU1atqeI4QQQsxQ0EQs8JmmijoNrlQ1AGgar0IIIYT0ZBQ0EQtBPlKhK3hOSQ0AGqFCCCGEABQ0kWZEIg5hfsbMEj9/jmqaCCGEEDcPmpYsWQKO4yw+UlJShPsbGxsxd+5chISEwM/PD3feeSdKSkosHqOwsBBTp06Fj48PwsPD8dxzz0Gn01lcs2vXLgwbNgwymQzJycn4+OOPnfHy3FbzzFIYzZ0jhBBC3DtoAoCBAweiqKhI+Pjtt9+E+xYsWIDvv/8emzdvxu7du3Ht2jXccccdwv16vR5Tp06FRqPB/v378cknn+Djjz/G4sWLhWsKCgowdepUTJgwAdnZ2Zg/fz4eeeQRbNu2zamv052EmwVJoX5SeInd/seEEEIIcTiJqxfQEYlEgsjIyBa3K5VKfPDBB/jss89w0003AQA++ugj9O/fHwcPHsR1112HX375BWfOnMGvv/6KiIgIDBkyBK+99hpeeOEFLFmyBFKpFBs2bEBCQgJWrFgBAOjfvz9+++03rFy5EpmZmU59re7C/LQcP8CXEEII6encPoWQm5uL6OhoJCYm4t5770VhYSEA4MiRI9BqtcjIyBCuTUlJQe/evXHgwAEAwIEDBzB48GBEREQI12RmZkKlUuH06dPCNeaPwV/DP0Zb1Go1VCqVxUd3YZ5popNzhBBCiJFbB02jR4/Gxx9/jK1bt2L9+vUoKCjA2LFjUVNTg+LiYkilUgQGBlp8TUREBIqLiwEAxcXFFgETfz9/X3vXqFQqNDQ0tLm2ZcuWISAgQPiIjY3t6st1G+aZpsgAyjQRQgghgJtvz02ZMkX4c2pqKkaPHo24uDhs2rQJ3t7eLlwZsGjRIixcuFD4XKVSdZvAKcwsu0Tbc4QQQoiRW2eamgsMDETfvn1x4cIFREZGQqPRoLq62uKakpISoQYqMjKyxWk6/vOOrlEoFO0GZjKZDAqFwuKju4gwC5SoGzghhBBi5FFBU21tLfLy8hAVFYXhw4fDy8sL27dvF+7PyclBYWEh0tPTAQDp6ek4efIkSktLhWuysrKgUCgwYMAA4Rrzx+Cv4R+jJzIf0Es1TYQQQoiRWwdNf/3rX7F7925cvHgR+/fvx5/+9CeIxWLMnDkTAQEBmD17NhYuXIidO3fiyJEjeOihh5Ceno7rrrsOADBp0iQMGDAA999/P44fP45t27bhpZdewty5cyGTGYOBOXPmID8/H88//zzOnTuHdevWYdOmTViwYIErX7pLBftIIREZu4JTpokQQggxcuuapitXrmDmzJmoqKhAWFgYbrjhBhw8eBBhYWEAgJUrV0IkEuHOO++EWq1GZmYm1q1bJ3y9WCzGDz/8gCeeeALp6enw9fXFrFmz8OqrrwrXJCQk4Mcff8SCBQuwevVqxMTE4P333++x7QYAY1fwGSNicLaoBn0j/F29HEIIIcQtcIwx5upFdAcqlQoBAQFQKpXdqr6JEEII6c5s+f3t1ttzhBBCCCHugoImQgghhBArUNBECCGEEGIFCpoIIYQQQqxAQRMhhBBCiBUoaCKEEEIIsQIFTYQQQgghVqCgiRBCCCHEChQ0EUIIIYRYgYImQgghhBArUNBECCGEEGIFCpoIIYQQQqxAQRMhhBBCiBUoaCKEEEIIsYLE1QvoLhhjAACVSuXilRBCCCHEWvzvbf73eHsoaLKTmpoaAEBsbKyLV0IIIYQQW9XU1CAgIKDdazhmTWhFOmQwGHDt2jX4+/uD4zhXL6dNKpUKsbGxuHz5MhQKhauX02PR98E90PfBPdD3wT301O8DYww1NTWIjo6GSNR+1RJlmuxEJBIhJibG1cuwmkKh6FH/U7gr+j64B/o+uAf6PriHnvh96CjDxKNCcEIIIYQQK1DQRAghhBBiBQqaehiZTIZXXnkFMpnM1Uvp0ej74B7o++Ae6PvgHuj70DEqBCeEEEIIsQJlmgghhBBCrEBBEyGEEEKIFShoIoQQQgixAgVNhBBCCCFWoKCpm1q2bBlGjhwJf39/hIeHY/r06cjJybG4prGxEXPnzkVISAj8/Pxw5513oqSkxEUr7p7Wr1+P1NRUoVlceno6fv75Z+F++h443xtvvAGO4zB//nzhNvo+OMeSJUvAcZzFR0pKinA/fR+c5+rVq7jvvvsQEhICb29vDB48GIcPHxbuZ4xh8eLFiIqKgre3NzIyMpCbm+vCFbsHCpq6qd27d2Pu3Lk4ePAgsrKyoNVqMWnSJNTV1QnXLFiwAN9//z02b96M3bt349q1a7jjjjtcuOruJyYmBm+88QaOHDmCw4cP46abbsLtt9+O06dPA6DvgbP98ccf+Pe//43U1FSL2+n74DwDBw5EUVGR8PHbb78J99H3wTmqqqowZswYeHl54eeff8aZM2ewYsUKBAUFCde89dZbeOedd7BhwwYcOnQIvr6+yMzMRGNjowtX7gYY6RFKS0sZALZ7927GGGPV1dXMy8uLbd68Wbjm7NmzDAA7cOCAq5bZIwQFBbH333+fvgdOVlNTw/r06cOysrLYuHHj2DPPPMMYo/8XnOmVV15haWlprd5H3wfneeGFF9gNN9zQ5v0Gg4FFRkay5cuXC7dVV1czmUzGPv/8c2cs0W1RpqmHUCqVAIDg4GAAwJEjR6DVapGRkSFck5KSgt69e+PAgQMuWWN3p9fr8cUXX6Curg7p6en0PXCyuXPnYurUqRbvN0D/Lzhbbm4uoqOjkZiYiHvvvReFhYUA6PvgTN999x1GjBiBGTNmIDw8HEOHDsV//vMf4f6CggIUFxdbfC8CAgIwevToHv+9oKCpBzAYDJg/fz7GjBmDQYMGAQCKi4shlUoRGBhocW1ERASKi4tdsMru6+TJk/Dz84NMJsOcOXPwzTffYMCAAfQ9cKIvvvgCR48exbJly1rcR98H5xk9ejQ+/vhjbN26FevXr0dBQQHGjh2Lmpoa+j44UX5+PtavX48+ffpg27ZteOKJJ/D000/jk08+AQDh/Y6IiLD4OvpeABJXL4A43ty5c3Hq1CmL2gHiPP369UN2djaUSiW++uorzJo1C7t373b1snqMy5cv45lnnkFWVhbkcrmrl9OjTZkyRfhzamoqRo8ejbi4OGzatAne3t4uXFnPYjAYMGLECLz++usAgKFDh+LUqVPYsGEDZs2a5eLVuTfKNHVz8+bNww8//ICdO3ciJiZGuD0yMhIajQbV1dUW15eUlCAyMtLJq+zepFIpkpOTMXz4cCxbtgxpaWlYvXo1fQ+c5MiRIygtLcWwYcMgkUggkUiwe/duvPPOO5BIJIiIiKDvg4sEBgaib9++uHDhAv3/4ERRUVEYMGCAxW39+/cXtkr597v5yUX6XlDQ1G0xxjBv3jx888032LFjBxISEizuHz58OLy8vLB9+3bhtpycHBQWFiI9Pd3Zy+1RDAYD1Go1fQ+cZOLEiTh58iSys7OFjxEjRuDee+8V/kzfB9eora1FXl4eoqKi6P8HJxozZkyLFjTnz59HXFwcACAhIQGRkZEW3wuVSoVDhw7R98LVlejEMZ544gkWEBDAdu3axYqKioSP+vp64Zo5c+aw3r17sx07drDDhw+z9PR0lp6e7sJVdz8vvvgi2717NysoKGAnTpxgL774IuM4jv3yyy+MMfoeuIr56TnG6PvgLM8++yzbtWsXKygoYPv27WMZGRksNDSUlZaWMsbo++Asv//+O5NIJOyf//wny83NZRs3bmQ+Pj7s0/9v7/5B2uriMI4/KWJEiVZBUiMiiopKB6VRaiuFoqBF6B+XDB0MtoIVQbtYaAjoUBDUJSCCi4IK0SWWIggd3LSCQ2kREe0QHXRVhCgWz7sFbu0Ll/etSTXfD5zl3N85/A53eTjckNnZeM3w8LC5ffu2+fjxo/n27Zt59uyZKSkpMbFYLImdJx+h6YaS9NsxNTUVr4nFYqanp8fk5uaazMxM8+LFC3NwcJC8pm+gzs5OU1xcbNLT001+fr5pamqKByZjeAfJ8mto4j0khs/nMwUFBSY9Pd0UFhYan89ndnd34895D4nz6dMnc/fuXeN0Ok1lZaWZnJy0PL+4uDDBYNC43W7jdDpNU1OT2d7eTlK3fw+HMcYk86YLAADgOuCbJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMA/AuHw6HFxcX/tcfg4KBqamr+SD8AkovQBCAl+P1+ORyOS6O1tTXZrQG4JtKS3QAAJEpra6umpqYsc06nM0ndALhuuGkCkDKcTqfu3LljGbm5uZKknZ0dPXr0SBkZGaqurtbnz58vrX/37p0qKiqUmZmp0tJSBYNBnZ+fW2qGh4fldrvlcrn06tUrnZ6eJuRsAK4eN00AUt7FxYXa29vldru1vr6uo6Mj9ff3X6pzuVyanp6Wx+PR9+/f1dXVJZfLpYGBAUnSwsKCBgcHNT4+rsbGRs3MzCgUCqm0tDTBJwJwFfjDXgApwe/3a3Z2VhkZGZb59+/fy+v1qq2tTdFoVB6PR5K0vLysJ0+eKBKJ6Pnz57/dc3R0VOFwWBsbG5KkBw8eqLa2VuPj4/Ga+/fv6/T0VF+/fr2ScwFIHG6aAKSMx48fa2JiwjKXl5enmZkZFRUVxQOTJDU0NFxaPz8/r1AopB8/fujk5EQ/f/5UdnZ2/PnW1pa6u7staxoaGrSysvKHTwIgGQhNAFJGVlaWysrK/tPatbU1vXz5UkNDQ2ppaVFOTo7C4bDGxsb+cJcA/lZ8CA4g5VVVVWl/f18HBwfxuS9fvlhqVldXVVxcrEAgIK/Xq/LyckWj0Uv7rK+vW+Z+3QfA9cVNE4CUcXZ2psPDQ8tcWlqampubVVFRoY6ODo2MjOj4+FiBQMBSV15err29PYXDYdXV1WlpaUmRSMRS09fXJ7/fL6/Xq4cPH2pubk6bm5t8CA7cENw0AUgZy8vLKigosIzGxkbdunVLkUhEsVhM9fX1ev36tT58+GBZ+/TpU719+1a9vb2qqanR6uqqgsGgpcbn8ykYDGpgYED37t1TNBrVmzdvEnlEAFeIX88BAADYwE0TAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGz4B40C7tAP9hGuAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"code","source":["# Set the figure size\n","plt.figure(figsize=(8, 6))\n","\n","# Create the scatter plot\n","plt.scatter(x=\"children\", y=\"charges\", data=df, alpha=0.5)\n","\n","# Set the title and labels\n","plt.title(\"Charges by Number of Children\")\n","plt.xlabel(\"Number of Children\")\n","plt.ylabel(\"Charges\")\n","\n","# Show the plot\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"id":"QBOCo1vTtt-V","executionInfo":{"status":"ok","timestamp":1681192495732,"user_tz":300,"elapsed":368,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"93ba0212-94d2-4bfc-d6a9-63318f714e73"},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Smoker, Age, Children parecen ser un buenos feature para el modelo"],"metadata":{"id":"PRMGFb_wszyc"}},{"cell_type":"code","source":["X[[\"age\",\"bmi\"]].plot(kind=\"kde\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"2HkudRVmdBuz","executionInfo":{"status":"ok","timestamp":1681192496068,"user_tz":300,"elapsed":339,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"7d93799f-9a0c-49c5-dfab-840a7edbda3e"},"execution_count":44,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: ylabel='Density'>"]},"metadata":{},"execution_count":44},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["X[[\"age\",\"bmi\"]].plot(kind=\"box\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"KgsoUmPIZQgc","executionInfo":{"status":"ok","timestamp":1681192496698,"user_tz":300,"elapsed":632,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"da290391-561d-4d86-c780-12bab13d855d"},"execution_count":45,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: >"]},"metadata":{},"execution_count":45},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Reescalado de la data numérica\n"],"metadata":{"id":"OjonwIUVslvB"}},{"cell_type":"markdown","source":["Como las data de bmi y age tienen distribución normmal y con outliers se opta por usar StandardScaler"],"metadata":{"id":"klsJ5Ib2so2h"}},{"cell_type":"code","source":["from sklearn.preprocessing import StandardScaler"],"metadata":{"id":"PrOozUK-adW4","executionInfo":{"status":"ok","timestamp":1681192496698,"user_tz":300,"elapsed":4,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":46,"outputs":[]},{"cell_type":"code","source":["scaler_robust = StandardScaler()\n","scaler_robust.fit(X[[\"age\", \"bmi\"]])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":75},"id":"kIc_t6vTahxR","executionInfo":{"status":"ok","timestamp":1681192496698,"user_tz":300,"elapsed":4,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"8431ee8f-1a2b-41e4-fd9c-ffd505f58ee7"},"execution_count":47,"outputs":[{"output_type":"execute_result","data":{"text/plain":["StandardScaler()"],"text/html":["<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>StandardScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StandardScaler</label><div class=\"sk-toggleable__content\"><pre>StandardScaler()</pre></div></div></div></div></div>"]},"metadata":{},"execution_count":47}]},{"cell_type":"code","source":["X[[\"age\", \"bmi\"]] = scaler_robust.transform(X[[\"age\", \"bmi\"]])\n","X[[\"age\",\"bmi\"]].plot(kind=\"box\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"MUms7eDwank1","executionInfo":{"status":"ok","timestamp":1681192497018,"user_tz":300,"elapsed":323,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"a3e54fb9-f2fc-4a3e-ab8b-b039dd199376"},"execution_count":48,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: >"]},"metadata":{},"execution_count":48},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAiIAAAGdCAYAAAAvwBgXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAcDElEQVR4nO3df2ydZf3w8U/bsbNC18Jg3Q9W1m0VFFuYggiFaesPhAhxTpBHogNCQM1GmOVJoCNCjEpjmApBMwWjwyi6OCfqEiEGNhw6lF8j1Mhcl80NNtgQbbdldNhznj++z470y37S3r1O19crOWHnnKv3fS2wnTf3fZ37LisUCoUAAEigPPUEAICRS4gAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyo1JP4GDy+Xxs3bo1xo4dG2VlZamnAwAchkKhEDt37ozJkydHefnBj3mUdIhs3bo16urqUk8DAHgbtmzZElOmTDnomJIOkbFjx0bE//xGqqurE88GADgcPT09UVdXV/wcP5iSDpF9p2Oqq6uFCAAMM4ezrMJiVQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJlPQFzQAY/vr6+mL16tWxbdu2mDRpUsyaNSsqKipST4sS4YgIAJlZvnx5NDQ0RGtra1x55ZXR2toaDQ0NsXz58tRTo0QIEQAysXz58rjsssuiqakp1qxZEzt37ow1a9ZEU1NTXHbZZWKEiIgoKxQKhdSTOJCenp6oqamJ7u5u95oBGEb6+vqioaEhmpqa4sEHH+x3K/h8Ph+zZ8+Ozs7OWL9+vdM0R6Ej+fx2RASAQbd69erYtGlTLFy4sF+ERESUl5dHe3t7bNy4MVavXp1ohpQKi1UBGHTbtm2LiIjGxsb9LlZtbGzsN46RS4gAMOgmTZoUERHf+c534vvf/35s2rSp+F59fX1cf/31/cYxcjk1A8CgmzVrVtTW1kZ7e3s0Njb2W6za2NgYCxcujNra2pg1a1bqqZKYEAEgE2/+LkShUCg+4M2ECACDbvXq1bFjx47o6OiIzs7OaG5ujurq6mhubo6//vWvcccdd8T27dstVkWIADD49i1CnT9/fnR1dcXKlSvjgQceiJUrV8b69etj/vz5/cYxclmsCsCg27cItbOzM84999xoaWnp935nZ2e/cYxcjogAMOhmzZoV9fX1cccdd0Q+n+/3Xj6fj46Ojpg2bZrFqggRAAZfRUVFfPOb34wVK1bE7Nmz+31rZvbs2bFixYpYtGiRq6ri1AwA2ZgzZ04sW7Ysbrrppmhubi6+Pm3atFi2bFnMmTMn4ewoFe41A0Cm9ndlVUdCjm5H8vntiAgAmaqoqHjLYlXYxxoRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMm4oBkAmXJlVQ7GEREAMrN8+fJoaGiI1tbWuPLKK6O1tTUaGhpi+fLlqadGiRAiAGRi+fLlcdlll0VTU1O/u+82NTXFZZddJkaICDe9AyADfX190dDQEE1NTfHggw9Gefl//783n8/H7Nmzo7OzM9avX+80zVHoSD6/HREBYNCtXr06Nm3aFAsXLuwXIRER5eXl0d7eHhs3bozVq1cnmiGlQogAMOi2bdsWERGNjY37fX/f6/vGMXIJEQAG3aRJkyIiorOzc7/v73t93zhGLiECwKCbNWtW1NfXxx133BH5fL7fe/l8Pjo6OmLatGkxa9asRDOkVAgRAAZdRUVFfPOb34wVK1bE7Nmz+31rZvbs2bFixYpYtGiRhaq4oBkA2ZgzZ04sW7Ysbrrppmhubi6+Pm3atFi2bFnMmTMn4ewoFb6+C0CmXFl15DmSz29HRADIVEVFRbS0tKSeBiVKiACQKUdEOBiLVQHIjHvNcCiZhsjixYvjjDPOiOrq6qiuro7zzjsvfve732W5SwBKhHvNcDgyXaz629/+NioqKuId73hHFAqFuP/+++POO++MZ599Nt797ncf8uctVgUYntxrZmQ7ks/vIf/WzLhx4+LOO++Ma6+99pBjhQjA8LRq1apobW2NNWvWxLnnnvuW99esWRPNzc2xcuVKC1mPQiX5rZm+vr74xS9+Ebt3747zzjtvv2N6e3ujt7e3+Lynp2eopgfAIHKvGQ5X5otVn3/++aiqqopcLhdf+MIX4le/+lWcfvrp+x3b0dERNTU1xUddXV3W0wMgA+41w+HK/NTM3r17Y/PmzdHd3R3Lli2LH/zgB/HYY4/tN0b2d0Skrq7OqRmAYcYakZHtSE7NZH5EZPTo0dHQ0BBnnXVWdHR0xJlnnhl33333fsfmcrniN2z2PQAYftxrhsM15Bc0y+fz/Y56AHB02nevmba2tn73mqmvr3evGYoyDZH29va4+OKL45RTTomdO3fGAw88EKtWrYqHH344y90CUELKyspST4ESlumpme3bt8fcuXPjtNNOiw9/+MPx5JNPxsMPPxwf/ehHs9wtACXABc04HO6+C8Cge/Ni1V/+8pfxxz/+sXivmfPPPz8+9alPWax6FCupxaoAjDyrV6+OTZs2RXNzc5x66qn97jVz6qmnxnnnnRcbN26M1atXp54qibn7LgCDbt+FyhYuXBhjxozp994rr7wSt956a79xjFyOiAAw6GprayMiolAoxP9eAfDm1/aNY+QSIgAMunw+P6jjOHoJEQAG3apVq4q/rqmpiXvvvTe2bt0a9957b9TU1Ox3HCOTNSIADLp//OMfERFxyimnRFlZWVx//fXF9+rr62PKlCnx4osvFscxcgkRAAbdvjUg1dXV8cwzz7zl67vvfe9748UXX3zL+hFGHqdmABh09fX1EfE/d9mdM2dO5HK5uOSSSyKXy8WcOXOKd9/dN46RS4gAMOg+9KEPFX/9yCOPRHNzc1RXV0dzc3M8+uij+x3HyCREABh0LS0t/b7C+2Zv/upuS0vLUE+NEiNEABh0FRUVsXjx4gPe8K6srCwWL17s8u4IEQCyMWfOnFi2bFlMnDix3+sTJ06MZcuWxZw5cxLNjFLipncADMievX2xYceuA77f19cXT/zp8fj7xi1x6rS6OLf5gkMeCZkxvioqRztaMlwdyee3r+8CMCAbduyKS+55/BCjKiKiPmJtRKxdc8htrrjhgmg8ueaQ4xj+hAgAAzJjfFWsuOGCg47p2r4rFixdG3ddMTMaaqsOa5uMDEIEgAGpHF1x2EcvGmqrHOmgH4tVAYBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDKZhkhHR0e8733vi7Fjx0ZtbW3Mnj071q1bl+UuAYBhJNMQeeyxx2LevHnxxBNPxO9///t444034sILL4zdu3dnuVsAYJgYleXGH3rooX7PlyxZErW1tfH000/HBz7wgSx3DQAMA5mGyP/W3d0dERHjxo3b7/u9vb3R29tbfN7T0zMk8wIA0hiyxar5fD4WLFgQ559/fjQ2Nu53TEdHR9TU1BQfdXV1QzU9ACCBIQuRefPmRWdnZ/z85z8/4Jj29vbo7u4uPrZs2TJU0wMAEhiSUzPz58+PFStWxB/+8IeYMmXKAcflcrnI5XJDMSUAoARkGiKFQiFuuOGG+NWvfhWrVq2KadOmZbk7AGCYyTRE5s2bFw888ED8+te/jrFjx8bLL78cERE1NTVRWVmZ5a4BgGEg0zUiixcvju7u7mhpaYlJkyYVH0uXLs1ytwDAMJH5qRkAgANxrxkAIBkhAgAkI0QAgGSECACQjBABAJIZ0pveMXLt2dsXG3bsOuiY19/oixf/tSemnFAZY46pOOQ2Z4yvisrRhx4HQOkSIgyJDTt2xSX3PD6o21xxwwXReHLNoG4TgKElRBgSM8ZXxYobLjjomK7tu2LB0rVx1xUzo6G26rC2CcDwJkQYEpWjKw776EVDbZUjHQAjhMWqAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyWQaIn/4wx/i0ksvjcmTJ0dZWVk8+OCDWe4OABhmMg2R3bt3x5lnnhnf/e53s9wNADBMjcpy4xdffHFcfPHFWe4CABjGMg2RI9Xb2xu9vb3F5z09PQlnAwBkraQWq3Z0dERNTU3xUVdXl3pKAECGSipE2tvbo7u7u/jYsmVL6ikBABkqqVMzuVwucrlc6mkAAEOkpI6IAAAjS6ZHRHbt2hVdXV3F5xs3boy1a9fGuHHj4pRTTsly1wDAMJBpiDz11FPR2tpafN7W1hYREVdddVUsWbIky10DAMNApiHS0tIShUIhy10AAMOYNSIAQDIl9a0Zhq+Nr+6O3b3/GdA2urbv6vfPgTouNyqmnXTcoGwLgGwIEQZs46u7o3XRqkHb3oKlawdtWyv/b4sYAShhQoQB23ck5K4rZkZDbdXb3s7rb/TFi//aE1NOqIwxx1QMaE5d23fFgqVrB3yUBoBsCREGTUNtVTSeXDOgbZxdPzhzAWB4sFgVAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIyv7wJwUK6cTJaECAAH5MrJZE2IAHBArpxM1oQIAIfkyslkxWJVACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSGZIQ+e53vxv19fUxZsyYeP/73x9/+ctfhmK3AECJyzxEli5dGm1tbXH77bfHM888E2eeeWZ87GMfi+3bt2e9awCgxGUeIt/61rfiuuuui2uuuSZOP/30+N73vhfHHnts/PCHP8x61wBAics0RPbu3RtPP/10fOQjH/nvDsvL4yMf+UisWbMmy10DAMPAqCw3/uqrr0ZfX19MmDCh3+sTJkyIF1544S3je3t7o7e3t/i8p6cny+kxSHr7Xo/yMS/Fxp51UT6mKvV0IiJiY8+uKB/zUvT2vR4RNamnA8ABZBoiR6qjoyO+8pWvpJ4GR2jr7n/EcdPuiYUltgb5uGkRW3fPjLNiwqEHA5BEpiFy0kknRUVFRbzyyiv9Xn/llVdi4sSJbxnf3t4ebW1txec9PT1RV1eX5RQZBJOPmxq7N94Qd18xM2bUlsYRkQ3bd8WNS9fG5NapqacCw5ojnmQt0xAZPXp0nHXWWfHII4/E7NmzIyIin8/HI488EvPnz3/L+FwuF7lcLsspkYFcxZjIv35yTKs+LU4/sTT+Usi/3h3513dErmJM6qnAsOaIJ1nL/NRMW1tbXHXVVXH22WfHOeecE3fddVfs3r07rrnmmqx3DcAAOeJJ1jIPkSuuuCJ27NgRt912W7z88ssxc+bMeOihh96ygBWA0uOIJ1kbksWq8+fP3++pGABgZHOvGQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJjEo9AQBK1543+iIiovOl7gFt5/U3+uLFf+2JKSdUxphjKga0ra7tuwb085QWIQLAAW34/x/6tyx/PvFM3uq4nI+wo4F/iwAc0IXvnhgRETNqq6JyAEcyurbvigVL18ZdV8yMhtqqAc/ruNyomHbScQPeDukJEQAOaNxxo+P/nHPKoG2vobYqGk+uGbTtMfxZrAoAJCNEAIBkhAgAkIwQAQCSsViVAXOdAQDeLiHCgLnOAABvl7+lGTDXGQDg7RIiDJjrDADwdmW2WPXrX/96NDc3x7HHHhvHH398VrsBAIaxzEJk7969cfnll8cXv/jFrHYBAAxzmZ2a+cpXvhIREUuWLMlqFwDAMOc6IgBAMiW1WLW3tzd6e3uLz3t6ehLOBgDI2hEdEbnllluirKzsoI8XXnjhbU+mo6Mjampqio+6urq3vS0AoPQd0RGRm266Ka6++uqDjpk+ffrbnkx7e3u0tbUVn/f09IgRADiKHVGIjB8/PsaPH5/VXCKXy0Uul8ts+wBAaclsjcjmzZvjtddei82bN0dfX1+sXbs2IiIaGhqiqmrgV80EAIa/zELktttui/vvv7/4/D3veU9ERKxcuTJaWlqy2i0AMIxk9vXdJUuWRKFQeMtDhAAA+7iOCACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJjEo9AUaGPXv7YsOOXQcd07V9V79/HsqM8VVRObpiwHMDIB0hwpDYsGNXXHLP44c1dsHStYc1bsUNF0TjyTUDmBUAqQkRhsSM8VWx4oYLDjrm9Tf64sV/7YkpJ1TGmGMOfaRjxviqwZoeAIkIEYZE5eiKwzp6cXZ99nMBoHRYrAoAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACQjRACAZIQIAJCMEAEAkhEiAEAyQgQASEaIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJLJLEQ2bdoU1157bUybNi0qKytjxowZcfvtt8fevXuz2iUAMMyMymrDL7zwQuTz+fj+978fDQ0N0dnZGdddd13s3r07Fi1alNVuAYBhJLMQueiii+Kiiy4qPp8+fXqsW7cuFi9eLEQAgIjIMET2p7u7O8aNG3fA93t7e6O3t7f4vKenZyimBQAkMmSLVbu6uuKee+6Jz3/+8wcc09HRETU1NcVHXV3dUE0PAEjgiEPklltuibKysoM+XnjhhX4/89JLL8VFF10Ul19+eVx33XUH3HZ7e3t0d3cXH1u2bDny3xEAMGwc8amZm266Ka6++uqDjpk+fXrx11u3bo3W1tZobm6Oe++996A/l8vlIpfLHemUAIBh6ohDZPz48TF+/PjDGvvSSy9Fa2trnHXWWfGjH/0oystdtgQA+K/MFqu+9NJL0dLSElOnTo1FixbFjh07iu9NnDgxq90CAMNIZiHy+9//Prq6uqKrqyumTJnS771CoZDVbgGAYSSzcyVXX311FAqF/T4AACLcawYASEiIAADJCBEAIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkMyo1BMAYHjbs7cvNuzYddAxXdt39fvnocwYXxWVoysGPDdKnxABYEA27NgVl9zz+GGNXbB07WGNW3HDBdF4cs0AZsVwIUQAGJAZ46tixQ0XHHTM62/0xYv/2hNTTqiMMccc+kjHjPFVgzU9SpwQAWBAKkdXHNbRi7Prs58Lw4/FqgBAMkIEAEhGiAAAyQgRACAZIQIAJCNEAIBkhAgAkIwQAQCSESIAQDJCBABIRogAAMkIEQAgGSECACRT0nffLRQKERHR09OTeCYAwOHa97m973P8YEo6RHbu3BkREXV1dYlnAgAcqZ07d0ZNTc1Bx5QVDidXEsnn87F169YYO3ZslJWVpZ4OGevp6Ym6urrYsmVLVFdXp54OMIj8+R5ZCoVC7Ny5MyZPnhzl5QdfBVLSR0TKy8tjypQpqafBEKuurvYXFRyl/PkeOQ51JGQfi1UBgGSECACQjBChZORyubj99tsjl8ulngowyPz55kBKerEqAHB0c0QEAEhGiAAAyQgRACAZIQLA29LS0hILFiwY1G0uWbIkjj/++EHdJqVNiABQMq644or4+9//nnoaDKGSvrIqACNLZWVlVFZWpp4GQ8gRETL30EMPxQUXXBDHH398nHjiiXHJJZfEhg0biu//6U9/ipkzZ8aYMWPi7LPPjgcffDDKyspi7dq1xTGdnZ1x8cUXR1VVVUyYMCE+97nPxauvvprgdwO82X/+85+YP39+1NTUxEknnRRf/vKXi3dcra+vj6997Wsxd+7cqKqqiqlTp8ZvfvOb2LFjR3ziE5+IqqqqOOOMM+Kpp54qbs+pmZFHiJC53bt3R1tbWzz11FPxyCOPRHl5eXzyk5+MfD4fPT09cemll0ZTU1M888wz8dWvfjVuvvnmfj//73//Oz70oQ/Fe97znnjqqafioYceildeeSU+/elPJ/odAfvcf//9MWrUqPjLX/4Sd999d3zrW9+KH/zgB8X3v/3tb8f5558fzz77bHz84x+Pz33uczF37tz47Gc/G88880zMmDEj5s6de1i3i+coVYAhtmPHjkJEFJ5//vnC4sWLCyeeeGJhz549xffvu+++QkQUnn322UKhUCh89atfLVx44YX9trFly5ZCRBTWrVs3lFMH3uSDH/xg4V3velchn88XX7v55psL73rXuwqFQqEwderUwmc/+9nie9u2bStEROHLX/5y8bU1a9YUIqKwbdu2QqFQKPzoRz8q1NTUDM1vgJLgiAiZW79+fXzmM5+J6dOnR3V1ddTX10dExObNm2PdunVxxhlnxJgxY4rjzznnnH4//9xzz8XKlSujqqqq+HjnO98ZEdHvFA8w9M4999woKysrPj/vvPNi/fr10dfXFxERZ5xxRvG9CRMmREREU1PTW17bvn37UEyXEmSxKpm79NJLY+rUqXHffffF5MmTI5/PR2NjY+zdu/ewfn7Xrl1x6aWXxje+8Y23vDdp0qTBni4wiI455pjir/cFy/5ey+fzQzsxSoYQIVP//Oc/Y926dXHffffFrFmzIiLi8ccfL75/2mmnxU9+8pPo7e0t3gzrySef7LeN9773vfHLX/4y6uvrY9Qo/8lCKfnzn//c7/kTTzwR73jHO6KioiLRjBhunJohUyeccEKceOKJce+990ZXV1c8+uij0dbWVnz/yiuvjHw+H9dff3387W9/i4cffjgWLVoUEf/9P6V58+bFa6+9Fp/5zGfiySefjA0bNsTDDz8c11xzTfHwL5DG5s2bo62tLdatWxc/+9nP4p577okbb7wx9bQYRoQImSovL4+f//zn8fTTT0djY2N86UtfijvvvLP4fnV1dfz2t7+NtWvXxsyZM+PWW2+N2267LSKiuG5k8uTJ8cc//jH6+vriwgsvjKampliwYEEcf/zxUV7uP2FIae7cubFnz54455xzYt68eXHjjTfG9ddfn3paDCNlhYLvTFFafvrTn8Y111wT3d3dLmwEcJRzwp3kfvzjH8f06dPj5JNPjueeey5uvvnm+PSnPy1CAEYAIUJyL7/8ctx2223x8ssvx6RJk+Lyyy+Pr3/966mnBcAQcGoGAEjGSj8AIBkhAgAkI0QAgGSECACQjBABAJIRIgBAMkIEAEhGiAAAyQgRACCZ/wczgR/YprzDyQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["from sklearn.preprocessing import OneHotEncoder"],"metadata":{"id":"foPLAXyndMNb","executionInfo":{"status":"ok","timestamp":1681192497018,"user_tz":300,"elapsed":6,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":49,"outputs":[]},{"cell_type":"markdown","source":["Se enconderá la data categórica usando la librería OneHotEncoder para que puedan ser utilizadas como valores numéricos para poder calcular las predicciones."],"metadata":{"id":"whD_LdeT3l08"}},{"cell_type":"code","source":["encoder = OneHotEncoder()\n","encoded = encoder.fit_transform(X[['smoker', 'sex','region']]).toarray()\n","columns = encoder.get_feature_names_out(['smoker', 'sex','region'])\n","df_encoded = pd.DataFrame(encoded, columns=columns).astype(int)\n","X = pd.concat([X.drop(['smoker', 'sex', 'region'], axis=1).reset_index(drop=True), df_encoded], axis=1)\n","X"],"metadata":{"id":"75C_honleuqA","executionInfo":{"status":"ok","timestamp":1681192497019,"user_tz":300,"elapsed":7,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"colab":{"base_uri":"https://localhost:8080/","height":424},"outputId":"9374222e-89ff-49ee-dab2-9462a74e8c58"},"execution_count":50,"outputs":[{"output_type":"execute_result","data":{"text/plain":["           age       bmi  children  smoker_no  smoker_yes  sex_female  \\\n","0    -1.438764 -0.453320         0          0           1           1   \n","1    -1.509965  0.509621         1          1           0           0   \n","2    -0.797954  0.383307         3          1           0           0   \n","3    -0.441948 -1.305531         0          1           0           0   \n","4    -0.513149 -0.292556         0          1           0           0   \n","...        ...       ...       ...        ...         ...         ...   \n","1333  0.768473  0.050297         3          1           0           0   \n","1334 -1.509965  0.206139         0          1           0           1   \n","1335 -1.509965  1.014878         0          1           0           1   \n","1336 -1.296362 -0.797813         0          1           0           1   \n","1337  1.551686 -0.261388         0          0           1           1   \n","\n","      sex_male  region_northeast  region_northwest  region_southeast  \\\n","0            0                 0                 0                 0   \n","1            1                 0                 0                 1   \n","2            1                 0                 0                 1   \n","3            1                 0                 1                 0   \n","4            1                 0                 1                 0   \n","...        ...               ...               ...               ...   \n","1333         1                 0                 1                 0   \n","1334         0                 1                 0                 0   \n","1335         0                 0                 0                 1   \n","1336         0                 0                 0                 0   \n","1337         0                 0                 1                 0   \n","\n","      region_southwest  \n","0                    1  \n","1                    0  \n","2                    0  \n","3                    0  \n","4                    0  \n","...                ...  \n","1333                 0  \n","1334                 0  \n","1335                 0  \n","1336                 1  \n","1337                 0  \n","\n","[1338 rows x 11 columns]"],"text/html":["\n","  <div id=\"df-707c4ddf-1527-4a72-8243-09700bc91b05\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th 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<td>-1.509965</td>\n","      <td>1.014878</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1336</th>\n","      <td>-1.296362</td>\n","      <td>-0.797813</td>\n","      <td>0</td>\n","      <td>1</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>1</td>\n","    </tr>\n","    <tr>\n","      <th>1337</th>\n","      <td>1.551686</td>\n","      <td>-0.261388</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1338 rows × 11 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" 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BACA","userId":"17917692899090045633"}},"outputId":"1245d747-c919-446f-8816-3f0a14b0d987"},"execution_count":51,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1338 entries, 0 to 1337\n","Data columns (total 11 columns):\n"," #   Column            Non-Null Count  Dtype  \n","---  ------            --------------  -----  \n"," 0   age               1338 non-null   float64\n"," 1   bmi               1338 non-null   float64\n"," 2   children          1338 non-null   int64  \n"," 3   smoker_no         1338 non-null   int64  \n"," 4   smoker_yes        1338 non-null   int64  \n"," 5   sex_female        1338 non-null   int64  \n"," 6   sex_male          1338 non-null   int64  \n"," 7   region_northeast  1338 non-null   int64  \n"," 8   region_northwest  1338 non-null   int64  \n"," 9   region_southeast  1338 non-null   int64  \n"," 10  region_southwest  1338 non-null   int64  \n","dtypes: float64(2), int64(9)\n","memory usage: 115.1 KB\n"]}]},{"cell_type":"markdown","source":["Se consiguió finalmente el dataframe de entrada al modelo, cada característica correctamente escalada y categorizada"],"metadata":{"id":"MPIqomgB3Qyl"}},{"cell_type":"markdown","source":["# Modelos de regresión"],"metadata":{"id":"CDqCrNVdpcQ2"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)"],"metadata":{"id":"GR9njuaUjnQw","executionInfo":{"status":"ok","timestamp":1681192497019,"user_tz":300,"elapsed":5,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}}},"execution_count":52,"outputs":[]},{"cell_type":"markdown","source":["## Regresión lineal"],"metadata":{"id":"ckAyemEhpnJ8"}},{"cell_type":"code","source":["from sklearn.linear_model import LinearRegression\n","regressor = LinearRegression()\n","regressor.fit(X_train, y_train)\n","\n","y_pred = regressor.predict(X_test)\n","\n","from sklearn.metrics import r2_score\n","r2_test = r2_score(y_test, y_pred)  \n","\n","print(r2_test)"],"metadata":{"id":"PSlORKTqjrXa","executionInfo":{"status":"ok","timestamp":1681192497019,"user_tz":300,"elapsed":5,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"cbef87c4-44ea-443a-91c1-06946cedc859"},"execution_count":53,"outputs":[{"output_type":"stream","name":"stdout","text":["0.7999876970680433\n"]}]},{"cell_type":"code","source":["plt.scatter(y_test, y_pred)\n","plt.xlabel('Valores observados')\n","plt.ylabel('Valores predichos')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"Iwik1JyToD2c","executionInfo":{"status":"ok","timestamp":1681192497481,"user_tz":300,"elapsed":466,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"970d1ef2-5f77-43f5-d0a6-99fbc65d0b2e"},"execution_count":54,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Regresión polinomial\n"],"metadata":{"id":"MA2za5RJprbv"}},{"cell_type":"code","source":["from sklearn.preprocessing import PolynomialFeatures\n","poly_reg = PolynomialFeatures(degree = 2)\n","X_poly = poly_reg.fit_transform(X_train)\n","lin_reg_2 = LinearRegression()\n","lin_reg_2.fit(X_poly, y_train)\n","\n","poly_pred = lin_reg_2.predict(poly_reg.fit_transform(X_test))\n","\n","r2_poly = r2_score(y_test, poly_pred)  \n","\n","print(r2_poly)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QSLnkp6TnZR5","executionInfo":{"status":"ok","timestamp":1681192497481,"user_tz":300,"elapsed":4,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"b0db30fe-f283-47aa-b134-01f12a4fde5a"},"execution_count":55,"outputs":[{"output_type":"stream","name":"stdout","text":["0.8802653113077501\n"]}]},{"cell_type":"code","source":["plt.scatter(y_test, poly_pred)\n","plt.xlabel('Valores observados')\n","plt.ylabel('Valores predichos')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"id":"xYxnc0JMoFHr","executionInfo":{"status":"ok","timestamp":1681192497820,"user_tz":300,"elapsed":341,"user":{"displayName":"JOSE ENRIQUE CEBRIAN BACA","userId":"17917692899090045633"}},"outputId":"de137b14-93ef-4b64-db36-e9583f83fade"},"execution_count":56,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Observamos un mejor rendimiento con respecto al R2 score del modelo de regresión polinomial frente al lineal"],"metadata":{"id":"YP8xx7Vw3XPX"}}]}