AG3_Manuel_López_Martínez.ipynb

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        "<a href=\"https://colab.research.google.com/github/manuwar90/AG3-manuellopez/blob/main/AG3_Manuel_L%C3%B3pez_Mart%C3%ADnez.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "**Nombre**: Manuel López Martínez <br>\n",
        "**Google Colab**: https://colab.research.google.com/drive/1ktFHjq9pUFnlD8Z4ByETGJ_kYaGH3I4V?usp=sharing"
      ],
      "metadata": {
        "id": "2IrTjEOsSaR_"
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    {
      "cell_type": "markdown",
      "source": [
        "###Importación de librerías"
      ],
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      "source": [
        "#Importamos módulos\n",
        "import pandas as pd\n",
        "import io\n",
        "import requests\n",
        "import seaborn as sns\n",
        "import timeit\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Carga de datos"
      ],
      "metadata": {
        "id": "vEExYiJ9Nyqe"
      }
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    {
      "cell_type": "code",
      "source": [
        "#Cargamos el data set de los pasajeros del Titanic\n",
        "url=\"https://raw.githubusercontent.com/mwaskom/seaborn-data/master/titanic.csv\"\n",
        "s=requests.get(url).content\n",
        "titanic=pd.read_csv(io.StringIO(s.decode('utf-8')))"
      ],
      "metadata": {
        "id": "gNmyYzYoLtKg"
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      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "titanic.head(5)"
      ],
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        "id": "h2i4KLCbMXlT",
        "outputId": "e57c7e5a-dd01-4919-aa86-0db42a256c11"
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      "outputs": [
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              "   survived  pclass     sex   age  sibsp  parch   tarifa embarked  clase  \\\n",
              "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
              "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
              "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
              "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
              "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
              "\n",
              "     who  adult_male deck  embark_town alive  alone  \n",
              "0    man        True  NaN  Southampton    no  False  \n",
              "1  woman       False    C    Cherbourg   yes  False  \n",
              "2  woman       False  NaN  Southampton   yes   True  \n",
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    {
      "cell_type": "code",
      "source": [
        "#Información del dataset\n",
        "titanic.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z08zO4-6L-a8",
        "outputId": "e6312e6c-1246-4c88-d452-3db4d139bd52"
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          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 891 entries, 0 to 890\n",
            "Data columns (total 15 columns):\n",
            " #   Column       Non-Null Count  Dtype  \n",
            "---  ------       --------------  -----  \n",
            " 0   survived     891 non-null    int64  \n",
            " 1   pclass       891 non-null    int64  \n",
            " 2   sex          891 non-null    object \n",
            " 3   age          714 non-null    float64\n",
            " 4   sibsp        891 non-null    int64  \n",
            " 5   parch        891 non-null    int64  \n",
            " 6   fare         891 non-null    float64\n",
            " 7   embarked     889 non-null    object \n",
            " 8   class        891 non-null    object \n",
            " 9   who          891 non-null    object \n",
            " 10  adult_male   891 non-null    bool   \n",
            " 11  deck         203 non-null    object \n",
            " 12  embark_town  889 non-null    object \n",
            " 13  alive        891 non-null    object \n",
            " 14  alone        891 non-null    bool   \n",
            "dtypes: bool(2), float64(2), int64(4), object(7)\n",
            "memory usage: 92.4+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Renombrado de columnas"
      ],
      "metadata": {
        "id": "s-HVJCVfNwBu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Renombra la columna class=clase y fare=tarifa \n",
        "titanic.rename(columns={'class': 'clase'},inplace=True)\n",
        "titanic.rename(columns={'fare': 'tarifa'},inplace=True)\n",
        "#Muestra los valores distintos para class(clase)\n",
        "titanic.clase.unique()\n",
        "#Primeras 5 filas\n",
        "titanic.head(5)"
      ],
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        "id": "769H6cE1MNdt",
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              "   survived  pclass     sex   age  sibsp  parch   tarifa embarked  clase  \\\n",
              "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
              "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
              "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
              "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
              "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
              "\n",
              "     who  adult_male deck  embark_town alive  alone  \n",
              "0    man        True  NaN  Southampton    no  False  \n",
              "1  woman       False    C    Cherbourg   yes  False  \n",
              "2  woman       False  NaN  Southampton   yes   True  \n",
              "3  woman       False    C  Southampton   yes  False  \n",
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              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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              "      </button>\n",
              "      \n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
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              "      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-04545d0b-7577-4fd1-81fe-ce748911e193 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-04545d0b-7577-4fd1-81fe-ce748911e193');\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": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Adición de nuevas columnas"
      ],
      "metadata": {
        "id": "zrSbCywFNsId"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Añadimos nuevas columnas: is_old, is_baby\n",
        "###############################################\n",
        "def is_old_func(row):\n",
        "    return row['age'] > 60\n",
        "titanic['is_old'] = titanic.apply(is_old_func, axis='columns')\n",
        "#Otra forma de definir una  nueva columna\n",
        "titanic.eval ( ' is_baby = age< 15 ' , inplace = True)"
      ],
      "metadata": {
        "id": "ngCCKyfSMh39"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "titanic.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "2z7cdq3oM_DV",
        "outputId": "84cfbca5-236c-4131-fa34-95f8fc1174d2"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   survived  pclass     sex   age  sibsp  parch   tarifa embarked  clase  \\\n",
              "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
              "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
              "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
              "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
              "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
              "\n",
              "     who  adult_male deck  embark_town alive  alone  is_old  is_baby  \n",
              "0    man        True  NaN  Southampton    no  False   False    False  \n",
              "1  woman       False    C    Cherbourg   yes  False   False    False  \n",
              "2  woman       False  NaN  Southampton   yes   True   False    False  \n",
              "3  woman       False    C  Southampton   yes  False   False    False  \n",
              "4    man        True  NaN  Southampton    no   True   False    False  "
            ],
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>female</td>\n",
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              "      <td>71.2833</td>\n",
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              "      <th>2</th>\n",
              "      <td>1</td>\n",
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              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
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              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>53.1000</td>\n",
              "      <td>S</td>\n",
              "      <td>First</td>\n",
              "      <td>woman</td>\n",
              "      <td>False</td>\n",
              "      <td>C</td>\n",
              "      <td>Southampton</td>\n",
              "      <td>yes</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
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              "      <td>0</td>\n",
              "      <td>8.0500</td>\n",
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              "\n",
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              "\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-7df7ad82-17a7-4277-be73-0683c7625b09 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-7df7ad82-17a7-4277-be73-0683c7625b09');\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": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Consulta de datos con consultas"
      ],
      "metadata": {
        "id": "MJdaEgUaNVes"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Consulta con condiciones\n",
        "titanic[\n",
        "    (titanic.sex == 'female')\n",
        "    & (titanic['clase'].isin(['First', 'Third']))\n",
        "    & (titanic.age > 45 )\n",
        "    & (titanic.survived == 0)\n",
        "]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "IMInomLhNEk1",
        "outputId": "dd2ce14b-cda6-43a1-9e8e-267c4d7446fe"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     survived  pclass     sex   age  sibsp  parch   tarifa embarked  clase  \\\n",
              "132         0       3  female  47.0      1      0  14.5000        S  Third   \n",
              "177         0       1  female  50.0      0      0  28.7125        C  First   \n",
              "736         0       3  female  48.0      1      3  34.3750        S  Third   \n",
              "\n",
              "       who  adult_male deck  embark_town alive  alone  is_old  is_baby  \n",
              "132  woman       False  NaN  Southampton    no  False   False    False  \n",
              "177  woman       False    C    Cherbourg    no   True   False    False  \n",
              "736  woman       False  NaN  Southampton    no  False   False    False  "
            ],
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              "      <th>132</th>\n",
              "      <td>0</td>\n",
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              "      <th>177</th>\n",
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              "      <td>Cherbourg</td>\n",
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              "      <td>False</td>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f2b59cb7-e8fe-40c5-96fb-2a161c5b9c37')\"\n",
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              "       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-f2b59cb7-e8fe-40c5-96fb-2a161c5b9c37 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-f2b59cb7-e8fe-40c5-96fb-2a161c5b9c37');\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": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Distribución de clases"
      ],
      "metadata": {
        "id": "MpYonlcrN4Wh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Distribución de las clases\n",
        "sns.countplot(x=\"pclass\", data=titanic)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "m4ydSU-lN6Kp",
        "outputId": "77575c6a-9287-4a10-d948-506b509ee0bc"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f43b9823b90>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Distribución de la edad(ege)\n",
        "sns.distplot(titanic.age.dropna( ))\n",
        "plt.show( )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "8GLVn5vpOA8C",
        "outputId": "5521f9ce-3696-4c44-c36b-3dfa7fcbf381"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###BloxPlot de la edad por sexo y clase"
      ],
      "metadata": {
        "id": "b0fWOK_zOXs9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#BoxPlot de la edad por sexo y clase\n",
        "with sns.axes_style(style='ticks'):\n",
        "    ax = sns.catplot(\"sex\", \"age\", \"clase\" ,\n",
        "data=titanic, kind=\"box\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "P0ebJrp9OcHc",
        "outputId": "f916bf14-7f32-4753-bb02-c3ff1e303aea"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y, hue. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432.625x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Distribución cruzada de edad y tarifa"
      ],
      "metadata": {
        "id": "d52B9XzIPCwv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Distribución cruzada de Edad y Tarifa\n",
        "sns.jointplot(x='tarifa',y='age',data=titanic)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 459
        },
        "id": "xyadj1crPFvH",
        "outputId": "c37b185d-93c5-4f9d-c22e-53ab915360ae"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f43b489ae90>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Distribución de la edad según las categorías: survived, clase"
      ],
      "metadata": {
        "id": "pgcaUVRkPeh6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Cambiamos el font\n",
        "sns.set(font_scale=1)\n",
        "#FacetGrid - Construir una matriz de gráficos\n",
        "g = sns.FacetGrid(titanic, row='survived',col='clase')\n",
        "g.map(sns.distplot, \"age\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 671
        },
        "id": "c2XL2ExNPl_i",
        "outputId": "76304e17-392c-4537-95f3-5b16234b4858"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x432 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Diagrama de dispersion con Distribucion de cada variable: fare(precio)/age(edad)\n",
        "sns.jointplot(data=titanic, x='age', y='tarifa',\n",
        "kind='reg', color='b')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "Y_xHl_LEPyUR",
        "outputId": "4524f85b-21d1-4151-d15f-fc5532682a59"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Mapa de calor de correlaciones"
      ],
      "metadata": {
        "id": "GuLXj03MP62m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Mapa de calor de correlaciones\n",
        "tc = titanic.corr()\n",
        "sns.heatmap(tc,cmap='coolwarm')\n",
        "plt.title('titanic.corr()')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        },
        "id": "nnuZO8uTP9Jj",
        "outputId": "57ded1a2-6681-4e97-c321-5723686996d9"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'titanic.corr()')"
            ]
          },
          "metadata": {},
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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u3ECj0ZCUlARAy5YtOXv2LPPnz6dLly48//zzAHTu3Jn333+fnJwcunbtytNPP63KPQohRHmYczZsV1dXNm/eXGJ/RESE8evGjRsbR8qZklU1wVVEXl4eU6dOZfbs2cTGxvLZZ5+Rl5cHQKNGjYiNjeWZZ57h0KFD6HQ6cnNz6devH+vWraNx48ZEREQwc+ZMC9+FEEKUpNHalHmrTKzuardu3QpAUlISJ0+epH379rRv356zZ89y7NgxAPR6fYnmsry8PAoKCoydZ+vXrze+d+XKFbRaLZ6enoSEhJCRkcH169f5888/efjhh/H392fixInEx8erdJdCCFF25nwQ1ZKsrglOr9fj6+tLTk4OYWFhNGjQAIAVK1bw7rvvkp2djY2NDUFBQXTv3t14nK2tLVOmTGHIkCE4ODjQr18/43uJiYksWbIEAIPBwPjx43F2dubTTz8lJiaG6tWro9FomD17tro3K4QQZVBV54LTKIqiWPoiiri5uXH06FHq1q1r6Uu5p0lL1RmwIMsxVIyayzEseudX1WKFh7VULVYtba5qsdRajqFzk3RV4hRxb9GgQsdfmTmqzGUfef+rCsVSk9XVgIQQQhRXVWtAVpWAEhMTLX0JQghhdTSyIJ0QQghL0GikBiSEEMICKtvotrKSBCSEEFZO+oCEEEJYhtSAxJ26d7n/qc3LQ82h0b6h3e9dyES2OBxVJU7DhjVUiQPqDo1+XDmjWqwsG8d7FzKRF6r9R5U4fWc2USVOkf8X3aNCx0sNSAghhEVotDIKTgghhAXIIAQhhBAWIU1wQgghLEMjNSAhhBAWIDUgIYQQFiGDEIQQQliGDEIQQghhCeZsgjt//jzBwcFcv34dBwcHwsPDadKkSYlyO3fu5JNPPkFRFDQaDV988QUPPfRQhWJXiQQ0ffp0zp8/T35+Po0bN2bRokXUq1ePZcuWsXPnThwcHOjSpQuHDh0iMjISgG3btrF+/Xr0ej22trbMmzePpk2bWvhOhBCiFGYchBAaGkpgYCA6nY7o6Gjmzp3Ll19+WaxMfHw8K1euZO3atTz88MNkZWVRo0bFH/KuEvW6OXPmEBkZSUxMDM2aNSMiIoK9e/fyww8/EB0dzcaNG/nzzz+N5Y8cOcKuXbtYt24dkZGRvPzyy7IaqhDCetloyr6VQ3p6OidPnsTb2xsAb29vTp48SUZGRrFy//73vxk7diwPP/wwAHZ2dtSsWfHFHqtEDSg6OpqYmBjy8/PJzs6mSZMm5OfnM2DAAOrUqQOAr68vq1atAmDv3r0kJCQQEBAAgKIoZGZmWuz6hRDin2jKUQPKzMws9e+Zvb099vbFpxBLSUnB2dkZ7X8HOWi1WpycnEhJScHR8X9TMJ09e5bHHnuMkSNHkp2dTZ8+fXjttdcqvExEpU9AR44c4euvv2bDhg04OjoSExPDpk2b/vEYRVEYPHgwU6dOVekqhRDi/pVnQbq1a9eycuXKEvsnTZrE5MmT7yu+Xq8nMTGRL774gry8PF555RUaNmyIr6/vfZ2vSKVvgsvMzMTW1hYHBwfy8vLYunUrAF26dOGbb74hJycHg8HA9u3bjcd4eHgQHR3NlStXgMJv7u+//26R6xdCiHvSaMq8jRkzhu+//77ENmbMmBKndXFxITU1Fb1eDxT+Lbx69SouLi7FyjVs2JD+/ftTo0YNbG1t6d27N7/99luFb6vS14B69OjB9u3b6devH/Xr16dTp07Ex8fTu3dvjh07ho+PD/Xq1aN9+/bcuHEDgM6dO/PGG2/w2muvodfryc/Pp3///rRu3drCdyOEEKUoxzDs0pra7qZBgwa0atWK2NhYdDodsbGxtGrVqljzGxT2De3btw+dTkdBQQE//fQT/fr1K9ctlKbSJ6Dq1avz4Ycflvreq6++yowZMzAYDMyZM4f27dsb3/Px8cHHx0etyxRCiPtnxiW5582bR3BwMKtWrcLe3p7w8HAAxo0bx5QpU2jTpg1eXl78/vvvDBw4EBsbG5599lmGDBlS4diVPgH9k6CgIC5dusTt27d56qmnGDdunKUvSQghys2cs2G7urqyefPmEvsjIiKMX9vY2BASEkJISIhJY1fpBPTxxx9b+hKEEKLiZDJSIYQQliBzwQkhhLAMmQ1bCCGERUgTnLhT7RoGVeKM9auuShyALQ5HVYvlMdVdtVi99i5UJU5StWdUiQOw6mBb1WJ9v/mgarGmzhmpSpwpIdC/2h5VYpmEGUfBWZIkIFGlqZV8ROVSqZIPyHIMQgghLEQGIQghhLAI6QMSQghhEdIHJIQQwiKkD0gIIYRFVNEaUKVMq/Hx8UyfPh2Aixcv0rVrVwtfkRBCmJHGpuxbJVIpa0Bt2rRhyZIllr4MIYRQh4yCs4ycnByCgoI4c+YM1apV44knniAwMJDw8HAiIyON5d59913+7//+D4DQ0FA6depEeno606dPJz09HYBu3boxe/ZsIiMjiYmJoWbNmiQnJ/PQQw/x/vvv4+zsbJF7FEKIf1TJajZlZfUJ6MCBA9y6dYudO3cCcOPGDRISEoqVuX79Oi1btiQ4OJi4uDjefPNNvvvuO2JiYmjcuDH//ve/jccW+eWXX4iKiqJp06asXLmSd955h+XLl6t2X0IIUWbSB2QZLVu25OzZs8yfP59du3ZRo0aNEmWqV69uXFyua9eu1KpVi3PnztGuXTv2799PeHg4P/zwA3Xq1DEe07FjR5o2bQpAQEAAP/30kzo3JIQQ5WVjU/atErH6q23UqBGxsbE888wzHDp0CJ1OR25ubpmO7dChA9u2baN169ZER0fzwgsvmPlqhRDC9BSNpsxbZWL1CejKlStotVo8PT0JCQkhIyOjWFMaQH5+PjExMQAcOXKE27dv07RpUy5cuICtrS1eXl6EhIRw4sQJDIbCSUSPHj1KUlISAFu3buXpp59W9b6EEKLMZBScZSQmJhpHvBkMBsaPH4+Tk1OxMg4ODiQkJPDZZ58BsHTpUmrUqMHhw4f597//jY2NDQaDgfnz52Pz3yqqu7s74eHh/Pnnn8ZBCEIIYY0UGxkFZxE9e/akZ8+eJfYXjYB77LHHiIuLAyAoKKhYmcGDBzN48OBSz2tnZyeDDoQQlYMZazbnz58nODiY69ev4+DgQHh4OE2aNCm17Llz5/Dz8yMwMLDE39v7Ubnqa0II8SDSaMq+lVNoaCiBgYF88803BAYGMnfu3FLL6fV6QkND8fT0rOjdGFl9Dcgc/P398ff3t/RlCCFE2ZRjdFtmZiaZmZkl9tvb22Nvb19sX3p6OidPnuSLL74AwNvbmwULFpCRkYGjo2OxsqtXr+b5558nOzub7Ozs+7iJkqQGJIQQVq48o+DWrl1L7969S2xr164tcd6UlBScnZ3R/nemBa1Wi5OTEykpKcXKJSQkcODAAV588UWT3tcDWQMSQojKRLEp+5/qMWPG4OfnV2L/32s/ZZWfn8/bb7/N4sWLjYnKVCQBCSGEtStH305pTW134+LiQmpqKnq9Hq1Wi16v5+rVq7i4uBjLpKWlkZyczPjx44HCJj5FUbh58yYLFiwo3338jSQgIYSwcoqZRsE1aNCAVq1aERsbi06nIzY2llatWhXr/2nYsKFxpDHAihUryM7ONskoOElA9+kRu1uqxLmZV1OVOAANG5ac5shceu1dqEqcHzzeUiUOwJMJO1SLdTVVnZ8/tdWspqgSp7LNGGDOueDmzZtHcHAwq1atwt7envDwcADGjRvHlClTaNOmjdliSwISQghrZ8bngFxdXdm8eXOJ/REREaWWnzx5ssliSwISQggrV+lqbGUkCUgIIaycopGpeIQQQliAuQYhWJokICGEsHaSgIQQQlhCVe0DqppptQxGjx7NDz/8YOnLEEKIe1I0NmXeKpMqXQMqerpXCCEqtSpaA7LaBOTm5sbEiRP5/vvvuX37Nm+++Sb9+vUDYPr06Zw/f578/HwaN27MokWLqFevHnFxcSxcuJDWrVtz8uRJ3njjDRo3bsw777xDWloaAGPHjjXOk3T48GFWr17N1atXGTBgADNmzLDY/QohxN0YZBSc+mxsbIiOjubcuXOMGDGCTp060aBBA+bMmWOcKmLZsmVEREQYk8eZM2cICwujQ4cOFBQU4OXlxRtvvMGAAQMA+Ouvv4znT0lJYd26ddy6dQtPT0+GDBly14WYhBDCUipb01pZWXUCCggIAKBp06Y8+eST/Prrr/Tu3Zvo6GhiYmLIz88nOzu7WNJ4/PHH6dChA1C40l9BQYEx+QDUr1/f+HX//v2xsbHBzs4OV1dXkpOTJQEJIayPNMFZhyNHjvD111+zYcMGHB0diYmJYdOmTcb369SpU+Zz1az5v3nWimaCFUIIa6NU0fFiVn1XW7duBSApKYmTJ0/Svn17MjMzsbW1xcHBgby8PGOZ0jzxxBNUq1aNXbt2Gffd2QQnhBCVQXkWpKtMrDoB6fV6fH19mTBhAmFhYTRo0IAePXrQuHFj+vXrx6hRo3jyySfveny1atVYtWoVGzZsYNCgQfj4+LBv3z4V70AIISrOoNGWeatMNIqiqDP/eTm5ublx9OhR6tata+lLKdWhUyXXXDcHNZdj+O28essxvNZgiypxqupyDO9FPqRarPj9x1WLNSv0WVXiPK/5TpU4Rew79qvQ8ZcTfytz2YZubSsUS02Vrg9ICCEeNJWtaa2srDYBJSYmWvoShBDCKihIAhJCCGEB8hyQEEIIi5AakBBCCIsw5+i28+fPExwczPXr13FwcCA8PLzEA/kff/wxO3fuxMbGhurVqzNt2jR69OhR4diSgIQQwsqZswkuNDSUwMBAdDod0dHRzJ07ly+//LJYmbZt2zJ27Fhq165NQkICo0aN4sCBA9SqVatCsa12GLa1K8+wyIoY+XaOKnEAwsNaqhbLttotVeLU1mSrEgfgZEsv1WL9sTVBtVhp1/JUi+XRWZ0/R7n56j4vM9C9eoWOP3f2bJnLNnV1LXPZ9PR0+vXrR1xcnHE2mK5du7Jnzx7jfJt/pygKnTp1YseOHTzyyCNljlUaqQEJIYSVK88w7MzMTDIzSz6naG9vj729fbF9KSkpODs7G5et0Wq1ODk5kZKSctcEFBUVRePGjSucfEASkBBCWD1FKXsCWrt2LStXriyxf9KkSUyePLlC13H48GE++ugjPv/88wqdp4gkICGEsHLlmYx0zJgxxjXP7vT32g+Ai4sLqampxsU79Xo9V69excXFpUTZY8eOMXPmTFatWkXTpk3LdwN3IQlICCGsnKEcCai0pra7adCgAa1atSI2NhadTkdsbCytWrUq0fz222+/MW3aNJYvX85TTz1Vrmv/J1Xz6SYhhKhCFDRl3spr3rx5fPXVV/Tr14+vvvqK+fPnAzBu3Dji4+MBmD9/Prdv32bu3LnodDp0Op1JZquRGpAQQlg5cz6I6urqyubNm0vsj4iIMH79T8veVITV14BWrFhBXl75h4HGx8czffp04+v169fTv39/fH19uXnzpikvUQghzEpRNGXeKhOrT0ArV64kPz+/XMcUFBTQpk0blixZYtz3n//8h/fee4+oqChsbW1NfZlCCGE25myCsySrboIraoscPnw4NjY2vPLKK3z55ZfGhBQUFES3bt0A8PDwYODAgfz000+0aNECnU5HeHg4kZGRvPHGG1y4cIFZs2bx1FNPER4ezoQJE/jrr7/Izc2lbdu2zJ8/nxo11FsPRwghyqo8gxAqE6tOQKGhoaxfv54NGzZQt25d/vrrL7y9vdFoNJw7d44XX3yR/fv3G8vfvHmTLVsKFzqLi4sz7v/www/x8PBg+fLltGjRAkVR+OCDD6hfvz6KohAUFMTWrVsZMWKE6vcohBD3Utma1srKqhPQ3124cIHp06eTmppKtWrVuHbtGmlpaTz88MMA+Pr6luk8BoOBzz//nP3792MwGLhx40aF5zQSQghzMVSyprWyqlQJ6M033yQ4OBhPT08MBgPt2rUjNzfX+H6dOnXKdJ6YmBh++eUX1q1bh62tLZ9++ilJSUlmumohhKiYyta3U1ZW37BYt25d46i1rKwsHnvsMaBwWOD9jI4rOk/9+vWxtbUlKyuL2HVhGhwAACAASURBVNhYk12vEEKYWlUdBWf1NaCxY8fywgsvUKtWLUJCQnj99depV68ePXr0wMHB4b7O6evry/fff0///v1p0KABHTt2LFaTEkIIa1JVa0CyHMN9kuUYKkaWY6gYWY6hYirbcgw/J14vc9nObvf3wdwSrL4GJIQQD7rK1rRWVpKAhBDCyhksfQFmIglICCGsnNSAhBBCWERVHYQgCUgIIaycQbH6J2buiyQgIYSwcoYqOlZZEtB9CpyjzjDi9xY+qUocgMeVM6rFWnWwrSpxrqaq8/8E4Kbi0Ojmg9UbMj9u32LVYsVX761KnPVR6g0tBxjo/nCFjpcmOCGEEBYhgxCEEEJYRFWdLqBq9mwJIUQVYkBT5q28zp8/z7Bhw+jXrx/Dhg0rdWJmvV7P/Pnz8fT0pE+fPqUu4X0/JAEJIYSVMxg0Zd7KKzQ0lMDAQL755hsCAwOZO3duiTIxMTEkJyezZ88eNm7cyIoVK7h48WKF70sSkBBCWDlzLcmdnp7OyZMn8fb2BsDb25uTJ0+SkZFRrNzOnTsJCAjAxsYGR0dHPD092b17d4XvS/qAhBDCypVnGHZmZiaZmZkl9tvb22Nvb19sX0pKCs7Ozmi1hZOzarVanJycSElJwdHRsVi5hg0bGl+7uLhw5cqVct5FSSarAcXFxeHv73/PcpGRkUyZMgWAixcvsnHjRlNdwj15eHhw+vRp1eIJIYQplGc9oLVr19K7d+8S29q1ay19GyVYtAZ06dIlNm7cyLBhwyx5GUIIYdXKMwpuzJgx+Pn5ldj/99oPFNZkUlNT0ev1aLVa9Ho9V69excXFpUS5y5cv07Zt4fN7f68R3a8yJaDp06dz/vx58vPzady4MYsWLaJevXosW7aMnTt3Ym9vT5cuXYzlIyMj+fHHH1m+fHmpr4uEhYVx8eJFdDodjz/+eIn37zxfbGwsdnZ2JCYm4uzszNtvv014eDjJycm0bt2aDz74AI1GQ0xMDF9++SX5+fkABAUF0a1btxLnvHr1KgsXLuTy5cvk5ubi5eXFq6++WrbvmhBCqKg8o9tKa2q7mwYNGtCqVStiY2PR6XTExsbSqlWrYs1vAP3792fz5s307duX69ev891337Fu3bpy3UNpypSA5syZY7ygZcuWERERgbu7O3v37iUqKopatWoxceLEcgefO3cu4eHhREZG3rNsfHw8MTExPPLII0yYMIHp06fzn//8hzp16uDn58ehQ4fo3r07zz77LN7e3mg0Gs6dO8eLL77I/v37S5wvKCiI119/nc6dO5OXl8eLL75ImzZteOaZZ8p9H0IIYU73M7qtrObNm0dwcDCrVq3C3t6e8PBwAMaNG8eUKVNo06YNOp2O48eP07dvXwAmTpxIo0aNKhy7TAkoOjqamJgY8vPzyc7OpkmTJuTn5zNw4EDq1q0LwJAhQ1i1alWFL+hu3N3deeSRRwBo1aoVjz76qDHLt2zZkj///JPu3btz4cIFpk+fTmpqKtWqVePatWukpaXx8MP/mwojOzubw4cPFxvpcevWLc6ePSsJSAhhdcw5F5yrq2upz/VEREQYv9ZqtcyfP9/kse+ZgI4cOcLXX3/Nhg0bcHR0JCYmhk2bNv3jMVqtFoPhf0so5ebmVvhCa9asWez8f3+t1+sBePPNNwkODsbT0xODwUC7du1KxDcYDGg0GrZs2UL16hVbKlcIIcztgZ0JITMzE1tbWxwcHMjLy2Pr1q0APP300+zatYvs7Gz0er1xP8Djjz9OYmIieXl55OXl8c0335R6bltbW27evGmiWymUlZXFY489BsDWrVvJyys56aCtrS0dO3Zk9erVxn0pKSmkpaWZ9FqEEMIUzPUckKXdswbUo0cPtm/fTr9+/ahfvz6dOnUiPj6eXr168euvv6LT6YyDEFJTUwFo37493bp1w8vLCycnJ1q2bFnqH3c3NzeeeOIJvL29adq06V0HIZRHSEgIr7/+OvXq1aNHjx44ODiUWu6DDz5g8eLFDBo0CIC6devyzjvvFGuqE0IIa1BVl2PQKEpVrdyZ1/NDDqkSp8oux/BzFVyOwa2earHUXI7heTWXY3BUZzmGiM3qLsew5u2KfbDddMhw70L/NbRb5ZngRmZCEEIIK2eQ5RjMz9/f3ziYoEi7du0ICwuz0BUJIYTlVdV2KqtKQGV5HkgIIR40koCEEEJYRFUdhCAJSAghrJwsyS2KGTiiqypxammvqRIHIMvG8d6FTOT7zQdVi6UWxwZPqxZrnIoj037sGaJaLIfjv6gSp1btyvUAur7sg+AqFUlAQghh5aQPSAghhEVIAhJCCGERMghBCCGERUgNSAghhEUYZBCCEEIIS6iqCajyzFr3X3Fxcfj7+1v6MoQQQjUGpexbZSI1ICGEsHLlW7Sg8jy0atUJaPr06Zw/f578/HwaN27MokWLSpSJiopizZo1ADRu3JiwsDAaNGhAZGQksbGx2Nvb88cff2BnZ8eKFSuM6/2sXr2aPXv2oNfrcXZ2ZsGCBbIWkBDCKlXVQQhW3QQ3Z84cIiMjiYmJoVmzZsXWKAc4ffo0H3zwAWvWrCEmJobmzZuzYMEC4/vx8fEEBQWxY8cOmjVrxldffQVAdHQ0Fy5cYNOmTWzbto3nnnuOd999V9V7E0KIsjIYyr6ZUk5ODm+88QZ9+vShf//+/PDDD6WW++677/D398fb2xsvLy8+//zzMp3fqmtA0dHRxMTEkJ+fT3Z2Nk2aNKFHjx7G9+Pi4ujZsydOTk4ADB8+HJ1OZ3zf3d0dFxcXoHBZh4MHC6d/2bt3L7///jt+fn4A6PV6bG1t1botIYQoF0tNxbNmzRpsbW359ttvSUpKYuTIkezZs4e6desWK/fwww/zySef4OzsTFZWFv7+/rRt25ZOnTr94/mtNgEdOXKEr7/+mg0bNuDo6EhMTAybNm0q1zlq1qxp/Fqr1RrXGlIUhddee40hQ4aY9JqFEMIcytMEl5mZSWZmZon99vb22Nvblyvurl27jK1DTZo0oXXr1uzfv58BAwYUK9euXTvj13Z2dri6unLp0qV7JiCrbYLLzMzE1tYWBwcH8vLy2Lp1a4kyXbt2Zd++faSlpQGwadMmunfvfs9ze3h4sH79em7cuAFAXl4eCQkJpr0BIYQwEcWglHlbu3YtvXv3LrGtXbu23HEvX77Mo48+anzt4uLClStX/vGYs2fP8uuvv/L00/eenNdqa0A9evRg+/bt9OvXj/r169OpUyfi4+OLlWnRogUzZsxg7NixADRq1KhMq6f6+vpy/fp1Ro0aBRTWiEaMGEHLli1NfyNCCFFB5RlePWbMGGP3wp1Kq/34+flx+fLlUs9T1GVRHlevXuX1118nNDQUZ2fne5a32gRUvXp1Pvzww1Lfu3PlVF9fX3x9fUuU8ff3L/a80N9fv/jii7z44oumu2AhhDCT8jTBlaepbdu2bf/4fsOGDbl06RKOjoVLtaSkpNC1a+lL0aSnp/PSSy/xyiuvlGiiuxurbYITQghRyGBQyryZUv/+/dm4cSMASUlJxMfHFxsIVuSvv/7ipZdeYuTIkQQEBJT5/JKAhBDCyllqGPbLL79MZmYmffr0YcKECYSFhRlHDH/00Ud8/fXXQOFzlUlJSWzcuBGdTodOpyu13/7vrLYJTgghRCGDhZ5ErVOnDsuXLy/1valTpxq/DgoKIigoqNznlwQkhBBWTqmik5FKAhJCCCtXvrngKg9JQEIIYeWq6nIMkoDuU9PH1Ilz6LyTOoGAF6r9R7VYU+eMVCVOzWrqfXKsWzNftVjx1XurFsvh+C+qxbrerqMqcXodOKVKHFORGpAQQgiL0OslAQkhhLCAKloBkgQkhBDWztQPmFoLSUBCCGHlpA9ICCGERchzQEIIISxCX0XHYVvtXHA6nY7bt2+b9JweHh6cPn261PdGjx591+VmhRDCkiw1Gam5WW0NKDo62tKXIIQQVqGKdgFZbwJyc3Pj6NGj1K5dm7CwMH766Sdq1KhBnTp12LBhw12Pu3btGqGhoSQnJwOFs7mWtl7QmTNnCAkJITs7mxYtWpCbm2u2exFCiIpQKlnNpqysNgEVSUhIIC4ujp07d2JjY2NcRvtuFi5cSPPmzfn444+5evUq/v7+PPnkk7Ro0aJYuVmzZjF69Gj8/Pz49ddfGTFihDlvQwgh7pulZsM2N6vtAyrSqFEjCgoKmDNnDlFRUfcsf+jQIYYPHw6Ak5MTPXv2JC4urliZmzdvcvr0aXQ6HQDt27cvkaCEEMJaKAalzFtlYvUJyM7Ojh07djBw4EASExPx8vIiLS3N0pclhBCq0euVMm+VidUnoIyMDHJycujRowczZszAzs6OCxcu3LV8t27d2LRpEwBpaWns27ePp59+ulgZW1tbWrRoQUxMDAC//fbbXUfHCSGEpVXVGpDV9wGlpKTw9ttvU1BQgF6v57nnnqN9+/Z3Lf/WW28xd+5cBg0aBMCMGTNo3rx5iXLvvfceISEhRERE0KJFC9q0aWO2exBCiIqQmRBUlpiYCMBTTz1FZGRkmY976KGHWLVqVanv7d271/h1s2bN2Lx5c8UuUgghVGCp53tycnIICQnhxIkTaLVagoKC6NWr113L5+bm4u/vT82aNcv0d9tqE5AQQohClqoBrVmzBltbW7799luSkpIYOXIke/bsoW7duqWWX7ZsGe3atSMhIaFM56+UCejUqVMEBweX2D9q1CgCAgIscEVCCGE+hgLLTMWza9cu3n33XQCaNGlC69at2b9/PwMGDChR9siRIyQlJfHSSy9V7QTUqlUrmSlBCPHAKM9zQJmZmWRmZpbYb29vj729fbniXr58mUcffdT42sXFhStXrpQol52dzaJFi/jkk09ISkoq8/krZQISQogHSXlGt61du5aVK1eW2D9p0iQmT55cbJ+fnx+XL18u9TwHDx4sc8z33nuPwMBAnJ2dJQEJIURVUp4+oDFjxuDn51dif2m1n23btv3juRo2bMilS5dwdHQECkcld+3atUS5X375hf3797Nq1Spyc3O5ceMGgwYNMj7qcjeSgIQQwsqVZxTc/TS13U3//v3ZuHEjbdq0ISkpifj4eJYsWVKi3J2JJi4ujvDwcBkFZ06ujhmqxGlaX6NKHIC+M5uoFmvn23tUiaNo1Pv+Hcj3UC3W+qg81WLVql1dtVi9DpxSJU7tZ1upEscoP7FCh1vqAdOXX36Z4OBg+vTpg42NDWFhYdja2gLw0Ucf4eTkVKF5NCUBCSGElTPo9RaJW6dOHZYvX17qe1OnTi11f9euXcv87KYkICGEsHKVbaG5spIEJIQQVk6m4hFCCGERlW2S0bKSBCSEEFZOEpAQQgiLMCiWmYrH3FRfD0in03H79u1yHxccHMxXX31V7uM8PDxkrR8hRKVmKDCUeatMVK8ByRxuQghRPlV1EILqNSA3Nzdu3bqFwWBg3rx59O/fHx8fH4YPH37PYxMSEhg+fDj9+vXjrbfeIi+v8GG8mJgYAgIC8PX1xdfXl0OHDhU7bvv27fj7+9OnTx9jLWrXrl2MHz/eWCYvL49nn332rvMiCSGEpRgMhjJvlYnF+oASEhKIi4tj586d2NjYcOPGjXsec/z4cTZs2EDNmjUZP348mzZtYtSoUTz77LN4e3uj0Wg4d+4cL774Ivv37zcel56eTmRkJNeuXcPX15dOnTrRp08f3nvvPS5cuECjRo3YuXMn7dq1o2HDhua8bSGEKLeqOghB9RpQkUaNGlFQUMCcOXOIiooq0zEDBw6kbt26VKtWDV9fX3766ScALly4wMsvv4yXlxfTpk3j2rVrpKWlGY8bMmQIULha6vPPP8/hw4epVq0aw4YNY8OGDQCsX7+ekSNHmvguhRCi4hTFUOatMrFYArKzs2PHjh0MHDiQxMREvLy8iiWN8njzzTcJDAxkx44dbNu2Da1WS25u7j2PGzp0KLGxsfzyyy9kZmbSrVu3+4ovhBDmVFUHIVgsAWVkZJCTk0OPHj2YMWMGdnZ2XLhw4R+P2b17N9nZ2RQUFBAdHc3TTz8NQFZWFo899hgAW7duNfYNFSmacjwjI4N9+/YZpxN3dHSke/fuxgSmUXHiSiGEKCuDYijzVplYrA8oJSWFt99+m4KCAvR6Pc899xzt27f/x2PatGnD2LFjycjIoEuXLgwdOhSAkJAQXn/9derVq0ePHj1wcHAodlz9+vXx9/cnKyuLCRMm4ObmZnxvyJAh7N69u9T1M4QQwhpU1T4gjVJVx/eV0apVq0hLSyM0NLRcxx3745qZrqg4RVGvVjZ15knVYu18+5YqcVRdjkGj3nIMW3dcVy2Wqssx9DDNOjb3ovZyDF4VXI6hz8hfylz223UdKxRLTQ/0TAheXl5otVrWrFlj6UsRQoi7qqo1IKtKQKdOnSI4OLjE/lGjRhEQEGDyeDt27DD5OYUQwtQq2+i2srKqBNSqVSuZKUEIIf5GX2CZBenMzaoSkBBCiJKkCU4IIYRFSBOcEEIIi6iqNaAHfhi2EEIIy7DYTAhCCCEebJKAhBBCWIQkICGEEBYhCUgIIYRFSAISQghhEZKAhBBCWIQkICGEEBYhCUgIIYRFSAISQghhEZKAhBBCWIQkICGEEBYhk5Gayb59+/7x/Z49e6p0JaI8kpOTSU5ORq//3/orVeH/6tChQ5w9e5ZRo0Zx7do1srKyeOKJJyx9WffFEr9bV65c4ZFHHjH5eR90koDM5LPPPgMgLy+P+Ph4WrRoAcDp06dp27atWX5JvvjiC4YMGYKdnR0zZ84kPj6et956i2effdakcZKSkggJCSE1NZW9e/dy4sQJ9u7dy+TJk00aB+Dq1assXLiQuLg4AJ5++mnmzJmDk5OTyWMtWbKEzZs34+rqio1NYeOARqMx+f9VQUEBW7du5dSpU+Tm5hr3L1682KRxiqxevZp9+/aRlpbGqFGjKCgoYPbs2Xz99dcmjZOens7ixYtJSUlh3bp1JCQkcOzYMUaMGGHSOJb43RoyZAgdOnQgMDCQbt26mfz8DyxFmNW0adOUX3/91fj6+PHjyptvvmmWWN7e3oqiKMqhQ4eUsWPHKr/88ovi5+dn8jhjxoxR9u3bp/j4+CiKoih6vV4ZOHCgyeMUxVqxYoVy5coV5cqVK8rHH3+sjBkzxiyxPD09laysLLOc+04hISHKrFmzlJ49eyqffvqp4u3trcybN89s8QYNGqTk5eUpOp3OuK/oZ8WUXn31VWX9+vXGc+fm5polThE1f7dyc3OVbdu2KUOHDlUGDBigfPXVV6r8rFR10gdkZn/88Qft2rUzvm7bti2nT582SyytVgtAXFwcgwYNwt3dHcUMq21kZWXx3HPPodFoALCxsaF69eomjwOQlpbGpEmTcHZ2xtnZmddff520tDSzxHr44YextbU1y7nvFB8fT3h4OHZ2dkyYMIH169dz5swZs8WrVatWif+fov87U0pNTWXEiBHGn8MaNWoYa5LmoObvVo0aNfD19WXjxo0sXLiQiIgInnvuORYsWEB6erpZYj4IJAGZWe3atYmOjja+3r59O7Vr1zZLrFq1arF69Wp27NjBM888g6Io5OfnmzyOVqslPz/f+EcsNTXVbH9oGjduzJ9//ml8nZycTJMmTUwaY9++fezbt4/27dvz5ptvsmfPHuO+e/U33I+aNWsChd/HnJwc7OzszPpH7JFHHuHIkSNoNBoMBgOrVq2iefPmJo9TrVrxFv3MzEyzfAAqoubvFsClS5dYsmQJ06dPp1u3bnz22Wc0aNCAl19+2WwxqzpZkM7Mzp49y8yZM/njjz/QaDS0aNGC8PBwXF1dTR7r/PnzrF+/ns6dO9O3b1+Sk5PZtWsXEyZMMGmcqKgodu3aRWJiIoMHDyYqKopp06bh7e1t0jgAY8eO5ejRo3Ts2BGAo0eP4u7ubqypfPTRRxWOMXr06Lu+p9Fo+PLLLysc404vv/wyS5cu5bPPPuPYsWPUr1+fmzdv8sUXX5g0TpG0tDSCgoI4fPgwGo2GTp068cEHH9CgQQOTxomIiODChQscOnSI1157jfXr1zNo0CDGjBlj0jhFin63imqP5vzdmjBhAn/88QfDhw8nICCA+vXrG9/z9vYmNjbW5DEfBJKAVHLz5k0AVZp4oLCD9saNGzz88MNmOf+RI0f44YcfUBQFDw8POnXqZJY427Zt+8f3/fz8zBLXHLKzs6lTpw56vR6tVovBYCAmJoasrCx8fX3N/rORk5ODwWCgbt26Zouxfft29u7da/y50Ol0ZotVRI3frd27d9OnTx9j86IwDUlAZqYoClu2bOHPP/9kxowZXLx4katXr+Lu7m7yWNOmTSMsLIzq1auj0+n466+/mDBhgjQRlFFUVBS9evWiXr16AFy/fp39+/fj4+NjkvP7+/sTGRnJzJkzef/9901yzn9yr36lZs2amf0azMFS93X69GkOHz4MQNeuXc3SjPmgkWHYZrZ48WLS09M5ceIEM2bMoG7duixatIgtW7aYPNb58+exs7Nj9+7ddO3alZCQEIYOHWryBDR48OASndh2dna0b9+eV155xaSfsN99910mTpxI7dq1eeGFFzh58iTz5883yyfrzz//HF9fX+NrBwcHPv/8c5MloJycHH7//XdOnDjB2bNnS/SPmPoP5/jx4+/6nkaj4fvvvzdpvPT0dP7zn/9w4cIFCgoKjPtN0Ux6J7XvC2DdunV8+umnPP/880Dh0PZXX32VwMBAk8d6kEgCMrO4uDiioqKMTUX169cv9uyHKRX90v/888/07NmT2rVrm2VwQLdu3fjzzz+Nf6yjo6NxcnIiNTWVefPmmfTT/cGDBwkODubHH3/E2dmZZcuWMX78eFWadoBiD6RW1OjRo5k1axbJycmMGzeu2Hvm+MO5d+9ek57vXiZPnoyrqyvdunUza1OV2vcF8OWXXxIVFWXsN8vIyGDEiBGSgCpIEpCZ1axZs1htwWAwmC2Wq6srr7zyCufOnWP69Oncvn3bLHF+/vlnNm7caHzdq1cvhg8fzsaNGxk4cKDZYvbp0wdnZ2ezDCGGwmHYe/bsoW/fvgB88803Ju2oDwwMJDAwkGnTprFs2TKTnbes0tPTi334adiwoUnPn5mZyYIFC0x6zns5c+ZMsYeUzTEAAaBu3brFfhYcHR3N2pf2oJAEZGYtWrRg+/btKIrCxYsXWb16tXFEl6mFh4dz4MAB3NzcqFOnDqmpqUyfPt3kcf766y9yc3ONw4mLBjxoNBpq1apl0lgNGjQgNDSU//f//h/jx4+noKDApLWSO82ePZvXX3/dWIPTarWsWrXK5HHUTj6HDh0iODiY9PR0bGxsyM/Px8HBgUOHDpk0TvPmzUlNTcXZ2dmk572bqKgolixZYpz54F//+hczZswwWZMp/K+/6ZlnnmHOnDkMGTIEKBwc06NHD5PFeVBJAjKz4OBg3n33XdLS0hg6dCgeHh4EBwebJVatWrXw9PQ0vi56eNPUBgwYwLBhwxgwYABQOEKoX79+3Lp1i0cffdSksZYsWcL27dvx8/OjXr16XLx4kZdeesmkMaCwZnrx4kV27tzJ+fPnAXjiiSdM2pRUNPigtD40wCz9ggDvv/8+//73v5k2bRrbtm1jy5YtXLx40eRxMjMz8fHxoUOHDsYPJ2D6PqAin3/+OZGRkcaRnmlpabz88ssmTUB/72+6M2lrNBqmTZtmslgPIhkFV4UkJCQQGhpKQkICeXl5xv2nTp0yeawffviBuLg4NBoNXbp0oVevXiaPUSQ/P9+YFJo2bVrigUdT8fPzu+ew74r4/fffad26tXEk1d916dLFLHGLRt/d+bxK0T5Tutv3zlxD5X18fNi+ffs99wnrJTUgM/P09GTw4MH4+fmZfTbdefPm8cYbb7B48WI+++wz1q1bZ5Z26qysLI4ePcrZs2e5ffs2J06c4IsvvjD5A5tQ+LzR9OnTjU17ubm5LF261CzD2Fu2bMlvv/1G27ZtTX5ugNatW6PX69m+fTsLFy40S4zSFCVsZ2dn9u7dy6OPPsqNGzdMHkftZ7IaN27M8uXLGTZsGACbN2+mUaNGZo1p7n60B40kIDP75JNPiIyMJCAggGbNmuHv70/fvn2LNVGYSl5eHt26dUNRFJycnJg2bRqDBw/+x2Gr92P27Nm4urqSlJTE1KlT2bp1K0899ZRJYxQJCwvj/fffN9YOjhw5wrx588zyKffEiROMGDGCxx9/nDp16hj3m7JpTKvVkpiYaLLzlcULL7zAjRs3mDp1KtOnTycrK4uQkBCTx8nIyGDBggXGZqqifhNHR0eTxwKYP38+CxcuxMfHB41GQ/fu3QkLCzNLLLX60R44qk9/+oAqKChQ9u7dq7z22mtK586dzRJjyJAhiqIoysiRI5VTp04pGRkZSq9evUweZ9CgQYqiKMVmPR42bJjJ49wZ6177TCEuLq7UzdQ++OADZf78+crx48eVP/74w7hVdpMmTVI+/PBD5cqVK0pKSory0UcfKRMnTrTY9WzevNlk5/Lz81POnTun6HQ6xWAwKJs2bVKWLl1qsvM/qKQGpJJz585x+PBh4uPjzVZbGDhwIH/99Rfjx49nxIgRGAwGpkyZYvI4NWrUAKB69epcv36devXqkZGRYfI4UPgpevv27caO5ZiYGJOvb1TEXH0wf7djxw4AfvzxR+M+cz1AWeTQoUMkJycXe0B05MiRJo2RnJzMihUrjK+nTJmi2vNapVm3bp1x1JopPPHEExQUFKDRaAgICMDf318GIVSQJCAzK3qA7datW/j5+bFp0yZcXFzMEqtodNhzzz3H4cOHyc3NNcv8WE2aNOH69esMGjSIYcOGYWdnZ/Kk+vTTT6PRaFAUhS+++IK33noLKGxmrF+/PrNmzTJpPCjs24qIiCixUJypHJrpYwAACPFJREFU+7bUfpBy5syZJCYm0rJlS7M+IGowGEhPTzc+L5Oenm7W597uRTHh+Cq1+tEeNJKAzOz06dPMmTPHbM/+gPpzY33wwQdAYcJr06YNWVlZJn8mYuvWrSY9X1mo2bcF6nVox8fHs2PHDrNPpPnyyy/j6+trnK5m3759ZnkOraxM+cByaf1os2fPNtn5H1QyDLsK8PDwuOt75m7aqUqKhvAOGjSImJgY8vLyeOGFF9iwYYNJ46jdoT1+/HiWLl2qykzs1jRhp7mH1YuKkxqQmaj50KEl5sYyN0s8tKlW35ZaD4YWCQoKYvTo0XTs2NF4j4BZmjFbtGhBixYtTH7e+2HKz9YFBQVs3Lix2LQ/Q4cONdszaQ8K+e6ZSdEiXEFBQarFPHjwIG3atMHOzg4ofDL9xIkTdOvWTbVrMJXSvn+5ublkZmaabY0jNfq2iqjZob1w4UKcnZ2xs7MzSzPc3T4kKIqCRqMx2wwPd0pPT+fChQu0b9/euO/dd9812fnDwsK4dOlSsQl4ExISzDbs+0EhCchMWrduDYCNjY3ZFmv7u/fee69Yk4OtrW2JfZVF0ffv66+/LnWNI3OMWFOjbwvU79C+cuUKu3btMtv5/+lDlrkmjoXCyV3/9a9/oSgKvr6+2Nvb89xzzxmvp2XLliaLdfjwYXbu3GmcXX7AgAF4eXmZ7PwPKklAZrZ48WLjipd+fn5mGwEH//vEWcTGxsZsE3eq5e9rHM2ePZuAgACzLbKXkZHB8ePHAWjXrp1ZmljU7tB2c3Pj6tWrODk5meX8RR8GsrKyWL16NQkJCWYdRVgkOzsbOzs7oqOjGTRoEDNmzECn05ml1cHBwYG8vDzjjBwFBQVme8D2QSIJyMy2bt1KYmIiUVFRDB06lObNm+Pv74+3t7fJY9WtW5fjx4/Trl07AI4fP17sif7K6O9rHNWqVcssaxwB7Nmzh7fffpvWrVujKAqzZ89mwYIFxSZ4NYU1a9bg7e1N27Zt+fbbb4HCDnNTTqJ5p6ysLAYNGmT2SULVHkVYNN9hXFwcXl5e2NjYmLyJcd26dUDhTN/Dhg0zLjeye/du2rRpY9JYDyJJQCpwc3MjKCiIadOmsXDhQmbOnGmWBDRz5kwmTpxIs2bNUBSFs2fPsnLlSpPHUZNaaxxB4TIJGzZs4IknngAgKSmJ1157zWQJqKCggPz8fAwGA7dv3zbWWDMzM8nJyTFJjNJ4e3ub5eft7/78809WrFjB999/j7e3N3379uWFF14wW7wuXbowcOBA9Ho98+fPJzMz0+QfTn7//Xfj108++SRJSUlAYfNefn6+SWM9iCQBqeD06dNs27aNHTt20KxZM8LDw80Sp0OHDuzYsYNff/0VgPbt21OvXj2zxFKLWmscQeHigUXJBwoHJZhyfaNPP/2UlStXotFoinWW29rammWJiSL3miR03rx5zJs3r8Jx1JwhAzDO/N6oUSOqV69OVlaWySd5Xbx4cZnKbdmyxaSzLjwoJAGZmZ+fH9nZ2fj6+rJx40az9gFB4RLSRU+fV/b+H1BvjSOA3r1788knnzBkyBAURSEyMpLevXsbayu1a9eu0PknTZrEpEmTCAsLY+7cuSa66oor6vOqKLVGEebl5VGjRg1u375NkyZNAMjJyaF27drFPkCoydTT/jwo5EFUMzIYDBw7dsyssyDc6e99GKdOnTJLH0ZV9U+jpjQajVnWVbIG5nhg88iRI8ZRhKYeyFF0vS1btjRO13Tnv5b4f/L19SUqKkr1uJWd1IDMyMbGhnnz5hETE6NKPHP3YVR1CQkJlr6EKsOcjx4UJUtr+v8y53Dzqsw8w4mE0eOPP27Wp9zvZO4+DCGEMCWpAZnZrVu38PHxoWPHjsWGRJt6CCyYvw9DVE3mGtb+IJGejPsjfUBmdre2dXMsX/yg9mGIfzZ16tQSH3hK2yfKprRpfxISEkw688KDQmpAZmaORHM31tQmLqxHcnJyiX3nzp2zwJVUXmpO+/MgkQRkZlP+f3v375JaHMZx/CNHo8DGxjBoCApqLItIR/uxFHEag/aotSnor6ixpiycIqhFGwv/gFrCtlpEO0NpSHe4KObtXuLCOV/9nvdrqu0ziI/n+33O82xvf3tBya9P+C2bzer09FSlUulLi7DnecbalXtVkGN/woQC5LN0Ot36u1ar6erqSqOjowYTISzm5uaUSCR0cHDwZfVCPB7X2NiYwWS9J4ixP2HEHVDA6vW6tra2dHJyYjoKgB/a39/X3d2dGo2GLi4u9Pb2ps3NTeVyOdPRehoFKGAfHx9aWlrS9fW16Siw3N+Of5s4Bv65z8/P1tifeDyucrms5+dnjY+Pm47W0ziC81n7l0DzQ9yLC+LQe9qPf/F/unHsj014AvJZext2NBrV8PDwl/ZNAN2rG8f+2IQC5LPd3d1vN3r6tVAN6EQnJroVr0D7rLnRs1AoaHp6Wjc3NwwtRKDS6bRSqZRSqZSSyaReX181NDRkOhbAHZDfOjd6DgwMMPoEgep8GXp1dZUncHQFvgl91tzomc/nlUwmfd3oCfxEJBLRy8uL6RgAT0B+C3KjJ/Cdzk7Mh4cHzc7OGk4F0IQAWK+9E9NxHCUSCU1NTRlMBPxGAQIAGMERHGCptbW1f05COD8/DzAN8CcKEGCp5qTmQqGgx8fH1kTsXC7HW/zoChzBAZZbX19XNpttPQ01Gg1tbGzo7OzMcDKEHW3YgOWq1apqtVrr/3q9rmq1ajAR8BtHcIDlMpmMXNfV4uKiJOny8lKZTMZwKoAjOCAU8vm8bm9vFYlENDMzo4WFBdORAAoQYDvP83R0dKT7+3u9v7+37oKOj48NJ0PYcQcEWG5vb0+O46hUKsl1XTmOo8nJSdOxAAoQYLunpyft7Oyov79fy8vLOjw8VLFYNB0LoAABtuvr65MkxWIxVSoVxWIxlctlw6kAuuAA642MjKhSqWhlZUWu62pwcFATExOmYwE0IQBhUiwW5Xme5ufnFY3y+xNmUYAAAEZwBwQAMIICBAAwggIEADCCAgQAMIICBAAw4hdHszK9/RztEgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Diagramas de dispersión de parejas de variables cuantitativas"
      ],
      "metadata": {
        "id": "a37YrD-hQ0Uh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Define un subconjuto de datos con las variables numéricas\n",
        "titanic_num = titanic[['survived','pclass','sibsp','parch','tarifa']]\n",
        "#Hace una matriz de diagramas de dispersión de parejas de variables\n",
        "sns.pairplot(titanic_num, hue=\"survived\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 724
        },
        "id": "mnPSg1S5Q426",
        "outputId": "3dbc1ffc-5527-42be-936e-d98279d72c88"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 780.425x720 with 20 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Diagramas de dispersión de parejas de variables cuantitativas Dataset: iris"
      ],
      "metadata": {
        "id": "p6_t6nePR4eP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Establece el estilo estético de las tramas\n",
        "sns.set(style=\"ticks\")\n",
        "#Carga el data set\n",
        "df = sns.load_dataset(\"iris\")\n",
        "#matriz de diagramas de dispersion\n",
        "sns.pairplot(df, hue=\"species\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 742
        },
        "id": "40-7W2h-R53B",
        "outputId": "a5cca8ff-0a9e-432e-f3b8-98d3a9ede02d"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f43b3b3bb90>"
            ]
          },
          "metadata": {},
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 813.85x720 with 20 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Actividad opcional - Ampliación de la práctica (10/10)\n",
        "####Diagramas de distribución de clase/edad y supervivientes"
      ],
      "metadata": {
        "id": "nKPpgDSjVD4Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "g = sns.FacetGrid(titanic, col=\"pclass\", row=\"sex\",hue=\"survived\")\n",
        "g.map_dataframe(sns.histplot, x=\"age\", binwidth=8, binrange=(0, 60))\n",
        "g.add_legend()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "wyugwOBgcqYn",
        "outputId": "cf165b09-5cfa-4185-84f2-43d75d4f0199"
      },
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f43aac3d450>"
            ]
          },
          "metadata": {},
          "execution_count": 103
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 708.425x432 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}