Gráficos_com_Seaborn.ipynb

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  "metadata": {
    "colab": {
      "name": "Gráficos com Seaborn.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOTzo53Gvcnq0bGjSNStbaQ",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/OseiasBeu/Data-Science/blob/master/Gr%C3%A1ficos_com_Seaborn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d_uQsaA1hUcn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        },
        "outputId": "89b51217-26e8-4710-ddca-fece238e77e1"
      },
      "source": [
        "import seaborn as sb\n",
        "import matplotlib.pyplot as plt\n",
        "import random as rd\n",
        "%matplotlib inline"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SBODwAoiiac5",
        "colab_type": "text"
      },
      "source": [
        "### O Seaborn possui bons Datasets para estudar"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yV1aqSS3iRQg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "9b44901c-36ab-483e-9b9d-1549a6e99ab7"
      },
      "source": [
        "sb.get_dataset_names()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/utils.py:384: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
            "\n",
            "The code that caused this warning is on line 384 of the file /usr/local/lib/python3.6/dist-packages/seaborn/utils.py. To get rid of this warning, pass the additional argument 'features=\"lxml\"' to the BeautifulSoup constructor.\n",
            "\n",
            "  gh_list = BeautifulSoup(http)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['anscombe',\n",
              " 'attention',\n",
              " 'brain_networks',\n",
              " 'car_crashes',\n",
              " 'diamonds',\n",
              " 'dots',\n",
              " 'exercise',\n",
              " 'flights',\n",
              " 'fmri',\n",
              " 'gammas',\n",
              " 'geyser',\n",
              " 'iris',\n",
              " 'mpg',\n",
              " 'penguins',\n",
              " 'planets',\n",
              " 'tips',\n",
              " 'titanic']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_3BgzNIDi9_N",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "58c44b64-5d9c-498a-d1ca-2afdbe2c23e6"
      },
      "source": [
        "titanic = sb.load_dataset('titanic')\n",
        "titanic.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>survived</th>\n",
              "      <th>pclass</th>\n",
              "      <th>sex</th>\n",
              "      <th>age</th>\n",
              "      <th>sibsp</th>\n",
              "      <th>parch</th>\n",
              "      <th>fare</th>\n",
              "      <th>embarked</th>\n",
              "      <th>class</th>\n",
              "      <th>who</th>\n",
              "      <th>adult_male</th>\n",
              "      <th>deck</th>\n",
              "      <th>embark_town</th>\n",
              "      <th>alive</th>\n",
              "      <th>alone</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>male</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>7.2500</td>\n",
              "      <td>S</td>\n",
              "      <td>Third</td>\n",
              "      <td>man</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Southampton</td>\n",
              "      <td>no</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C</td>\n",
              "      <td>First</td>\n",
              "      <td>woman</td>\n",
              "      <td>False</td>\n",
              "      <td>C</td>\n",
              "      <td>Cherbourg</td>\n",
              "      <td>yes</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>S</td>\n",
              "      <td>Third</td>\n",
              "      <td>woman</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Southampton</td>\n",
              "      <td>yes</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <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",
              "    </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",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>S</td>\n",
              "      <td>Third</td>\n",
              "      <td>man</td>\n",
              "      <td>True</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Southampton</td>\n",
              "      <td>no</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   survived  pclass     sex   age  ...  deck  embark_town  alive  alone\n",
              "0         0       3    male  22.0  ...   NaN  Southampton     no  False\n",
              "1         1       1  female  38.0  ...     C    Cherbourg    yes  False\n",
              "2         1       3  female  26.0  ...   NaN  Southampton    yes   True\n",
              "3         1       1  female  35.0  ...     C  Southampton    yes  False\n",
              "4         0       3    male  35.0  ...   NaN  Southampton     no   True\n",
              "\n",
              "[5 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wd1_i1vwjfqr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "outputId": "8357bae6-6924-480b-87df-d517c3159878"
      },
      "source": [
        "tips = sb.load_dataset('tips')\n",
        "tips.head(20)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>total_bill</th>\n",
              "      <th>tip</th>\n",
              "      <th>sex</th>\n",
              "      <th>smoker</th>\n",
              "      <th>day</th>\n",
              "      <th>time</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>16.99</td>\n",
              "      <td>1.01</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>10.34</td>\n",
              "      <td>1.66</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>21.01</td>\n",
              "      <td>3.50</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>23.68</td>\n",
              "      <td>3.31</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>24.59</td>\n",
              "      <td>3.61</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>25.29</td>\n",
              "      <td>4.71</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>8.77</td>\n",
              "      <td>2.00</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>26.88</td>\n",
              "      <td>3.12</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>15.04</td>\n",
              "      <td>1.96</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>14.78</td>\n",
              "      <td>3.23</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10.27</td>\n",
              "      <td>1.71</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>35.26</td>\n",
              "      <td>5.00</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>15.42</td>\n",
              "      <td>1.57</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>18.43</td>\n",
              "      <td>3.00</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14.83</td>\n",
              "      <td>3.02</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>21.58</td>\n",
              "      <td>3.92</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>10.33</td>\n",
              "      <td>1.67</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>16.29</td>\n",
              "      <td>3.71</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>16.97</td>\n",
              "      <td>3.50</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>20.65</td>\n",
              "      <td>3.35</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sat</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    total_bill   tip     sex smoker  day    time  size\n",
              "0        16.99  1.01  Female     No  Sun  Dinner     2\n",
              "1        10.34  1.66    Male     No  Sun  Dinner     3\n",
              "2        21.01  3.50    Male     No  Sun  Dinner     3\n",
              "3        23.68  3.31    Male     No  Sun  Dinner     2\n",
              "4        24.59  3.61  Female     No  Sun  Dinner     4\n",
              "5        25.29  4.71    Male     No  Sun  Dinner     4\n",
              "6         8.77  2.00    Male     No  Sun  Dinner     2\n",
              "7        26.88  3.12    Male     No  Sun  Dinner     4\n",
              "8        15.04  1.96    Male     No  Sun  Dinner     2\n",
              "9        14.78  3.23    Male     No  Sun  Dinner     2\n",
              "10       10.27  1.71    Male     No  Sun  Dinner     2\n",
              "11       35.26  5.00  Female     No  Sun  Dinner     4\n",
              "12       15.42  1.57    Male     No  Sun  Dinner     2\n",
              "13       18.43  3.00    Male     No  Sun  Dinner     4\n",
              "14       14.83  3.02  Female     No  Sun  Dinner     2\n",
              "15       21.58  3.92    Male     No  Sun  Dinner     2\n",
              "16       10.33  1.67  Female     No  Sun  Dinner     3\n",
              "17       16.29  3.71    Male     No  Sun  Dinner     3\n",
              "18       16.97  3.50  Female     No  Sun  Dinner     3\n",
              "19       20.65  3.35    Male     No  Sat  Dinner     3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yvbDBw0Ij9ur",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "outputId": "bd8d09f9-2c62-40d4-a6b5-a61b63488c80"
      },
      "source": [
        "fly = sb.load_dataset('flights')\n",
        "fly.head(10)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    }\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>year</th>\n",
              "      <th>month</th>\n",
              "      <th>passengers</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1949</td>\n",
              "      <td>January</td>\n",
              "      <td>112</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1949</td>\n",
              "      <td>February</td>\n",
              "      <td>118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1949</td>\n",
              "      <td>March</td>\n",
              "      <td>132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1949</td>\n",
              "      <td>April</td>\n",
              "      <td>129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1949</td>\n",
              "      <td>May</td>\n",
              "      <td>121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1949</td>\n",
              "      <td>June</td>\n",
              "      <td>135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1949</td>\n",
              "      <td>July</td>\n",
              "      <td>148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1949</td>\n",
              "      <td>August</td>\n",
              "      <td>148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1949</td>\n",
              "      <td>September</td>\n",
              "      <td>136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1949</td>\n",
              "      <td>October</td>\n",
              "      <td>119</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   year      month  passengers\n",
              "0  1949    January         112\n",
              "1  1949   February         118\n",
              "2  1949      March         132\n",
              "3  1949      April         129\n",
              "4  1949        May         121\n",
              "5  1949       June         135\n",
              "6  1949       July         148\n",
              "7  1949     August         148\n",
              "8  1949  September         136\n",
              "9  1949    October         119"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WYioaL14kpJ4",
        "colab_type": "text"
      },
      "source": [
        "### Pivot Table:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OV0_lYrAj-po",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "outputId": "4fe0a18f-4506-4874-c51b-fff6311cd6cd"
      },
      "source": [
        "fly = fly.pivot_table(values='passengers',index='month', columns='year')\n",
        "\n",
        "fly"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>year</th>\n",
              "      <th>1949</th>\n",
              "      <th>1950</th>\n",
              "      <th>1951</th>\n",
              "      <th>1952</th>\n",
              "      <th>1953</th>\n",
              "      <th>1954</th>\n",
              "      <th>1955</th>\n",
              "      <th>1956</th>\n",
              "      <th>1957</th>\n",
              "      <th>1958</th>\n",
              "      <th>1959</th>\n",
              "      <th>1960</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>month</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>January</th>\n",
              "      <td>112</td>\n",
              "      <td>115</td>\n",
              "      <td>145</td>\n",
              "      <td>171</td>\n",
              "      <td>196</td>\n",
              "      <td>204</td>\n",
              "      <td>242</td>\n",
              "      <td>284</td>\n",
              "      <td>315</td>\n",
              "      <td>340</td>\n",
              "      <td>360</td>\n",
              "      <td>417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>February</th>\n",
              "      <td>118</td>\n",
              "      <td>126</td>\n",
              "      <td>150</td>\n",
              "      <td>180</td>\n",
              "      <td>196</td>\n",
              "      <td>188</td>\n",
              "      <td>233</td>\n",
              "      <td>277</td>\n",
              "      <td>301</td>\n",
              "      <td>318</td>\n",
              "      <td>342</td>\n",
              "      <td>391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>March</th>\n",
              "      <td>132</td>\n",
              "      <td>141</td>\n",
              "      <td>178</td>\n",
              "      <td>193</td>\n",
              "      <td>236</td>\n",
              "      <td>235</td>\n",
              "      <td>267</td>\n",
              "      <td>317</td>\n",
              "      <td>356</td>\n",
              "      <td>362</td>\n",
              "      <td>406</td>\n",
              "      <td>419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>April</th>\n",
              "      <td>129</td>\n",
              "      <td>135</td>\n",
              "      <td>163</td>\n",
              "      <td>181</td>\n",
              "      <td>235</td>\n",
              "      <td>227</td>\n",
              "      <td>269</td>\n",
              "      <td>313</td>\n",
              "      <td>348</td>\n",
              "      <td>348</td>\n",
              "      <td>396</td>\n",
              "      <td>461</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>May</th>\n",
              "      <td>121</td>\n",
              "      <td>125</td>\n",
              "      <td>172</td>\n",
              "      <td>183</td>\n",
              "      <td>229</td>\n",
              "      <td>234</td>\n",
              "      <td>270</td>\n",
              "      <td>318</td>\n",
              "      <td>355</td>\n",
              "      <td>363</td>\n",
              "      <td>420</td>\n",
              "      <td>472</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>June</th>\n",
              "      <td>135</td>\n",
              "      <td>149</td>\n",
              "      <td>178</td>\n",
              "      <td>218</td>\n",
              "      <td>243</td>\n",
              "      <td>264</td>\n",
              "      <td>315</td>\n",
              "      <td>374</td>\n",
              "      <td>422</td>\n",
              "      <td>435</td>\n",
              "      <td>472</td>\n",
              "      <td>535</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>July</th>\n",
              "      <td>148</td>\n",
              "      <td>170</td>\n",
              "      <td>199</td>\n",
              "      <td>230</td>\n",
              "      <td>264</td>\n",
              "      <td>302</td>\n",
              "      <td>364</td>\n",
              "      <td>413</td>\n",
              "      <td>465</td>\n",
              "      <td>491</td>\n",
              "      <td>548</td>\n",
              "      <td>622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>August</th>\n",
              "      <td>148</td>\n",
              "      <td>170</td>\n",
              "      <td>199</td>\n",
              "      <td>242</td>\n",
              "      <td>272</td>\n",
              "      <td>293</td>\n",
              "      <td>347</td>\n",
              "      <td>405</td>\n",
              "      <td>467</td>\n",
              "      <td>505</td>\n",
              "      <td>559</td>\n",
              "      <td>606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>September</th>\n",
              "      <td>136</td>\n",
              "      <td>158</td>\n",
              "      <td>184</td>\n",
              "      <td>209</td>\n",
              "      <td>237</td>\n",
              "      <td>259</td>\n",
              "      <td>312</td>\n",
              "      <td>355</td>\n",
              "      <td>404</td>\n",
              "      <td>404</td>\n",
              "      <td>463</td>\n",
              "      <td>508</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>October</th>\n",
              "      <td>119</td>\n",
              "      <td>133</td>\n",
              "      <td>162</td>\n",
              "      <td>191</td>\n",
              "      <td>211</td>\n",
              "      <td>229</td>\n",
              "      <td>274</td>\n",
              "      <td>306</td>\n",
              "      <td>347</td>\n",
              "      <td>359</td>\n",
              "      <td>407</td>\n",
              "      <td>461</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>November</th>\n",
              "      <td>104</td>\n",
              "      <td>114</td>\n",
              "      <td>146</td>\n",
              "      <td>172</td>\n",
              "      <td>180</td>\n",
              "      <td>203</td>\n",
              "      <td>237</td>\n",
              "      <td>271</td>\n",
              "      <td>305</td>\n",
              "      <td>310</td>\n",
              "      <td>362</td>\n",
              "      <td>390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>December</th>\n",
              "      <td>118</td>\n",
              "      <td>140</td>\n",
              "      <td>166</td>\n",
              "      <td>194</td>\n",
              "      <td>201</td>\n",
              "      <td>229</td>\n",
              "      <td>278</td>\n",
              "      <td>306</td>\n",
              "      <td>336</td>\n",
              "      <td>337</td>\n",
              "      <td>405</td>\n",
              "      <td>432</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "year       1949  1950  1951  1952  1953  ...  1956  1957  1958  1959  1960\n",
              "month                                    ...                              \n",
              "January     112   115   145   171   196  ...   284   315   340   360   417\n",
              "February    118   126   150   180   196  ...   277   301   318   342   391\n",
              "March       132   141   178   193   236  ...   317   356   362   406   419\n",
              "April       129   135   163   181   235  ...   313   348   348   396   461\n",
              "May         121   125   172   183   229  ...   318   355   363   420   472\n",
              "June        135   149   178   218   243  ...   374   422   435   472   535\n",
              "July        148   170   199   230   264  ...   413   465   491   548   622\n",
              "August      148   170   199   242   272  ...   405   467   505   559   606\n",
              "September   136   158   184   209   237  ...   355   404   404   463   508\n",
              "October     119   133   162   191   211  ...   306   347   359   407   461\n",
              "November    104   114   146   172   180  ...   271   305   310   362   390\n",
              "December    118   140   166   194   201  ...   306   336   337   405   432\n",
              "\n",
              "[12 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YkldkdLckuAq",
        "colab_type": "text"
      },
      "source": [
        "# Tipos de Gráficos"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-5DjFSHdlBtp",
        "colab_type": "text"
      },
      "source": [
        "### Histograma"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "49BpxsFDkuYx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "2b249c1e-dd0e-4898-e46f-49f80aaa728a"
      },
      "source": [
        "tips.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>total_bill</th>\n",
              "      <th>tip</th>\n",
              "      <th>sex</th>\n",
              "      <th>smoker</th>\n",
              "      <th>day</th>\n",
              "      <th>time</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>16.99</td>\n",
              "      <td>1.01</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>10.34</td>\n",
              "      <td>1.66</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>21.01</td>\n",
              "      <td>3.50</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>23.68</td>\n",
              "      <td>3.31</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>24.59</td>\n",
              "      <td>3.61</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   total_bill   tip     sex smoker  day    time  size\n",
              "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
              "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
              "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
              "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
              "4       24.59  3.61  Female     No  Sun  Dinner     4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xPXfx57QlIcF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "f3ab03e4-fcfd-4d1f-869f-4d73a156e34a"
      },
      "source": [
        "sb.distplot(tips['tip'],kde=False,bins=10)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9baec19518>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VnUDCEhflQez",
        "colab_type": "text"
      },
      "source": [
        "#### Aumentando os bins, diminuimos o intervalo"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sV-LByq6lKxr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "ced1f35c-2d07-4d19-b22f-658200fdc8e2"
      },
      "source": [
        "sb.distplot(tips['tip'],kde=False,bins=30)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9bae656d30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C0awbd6blWCN",
        "colab_type": "text"
      },
      "source": [
        "## Correlacionando Graficos"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ooGjXX4joPT-",
        "colab_type": "text"
      },
      "source": [
        "#### Graficos Lineares"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UIflIa7HoUG-",
        "colab_type": "text"
      },
      "source": [
        "### Joinplot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y5JR6fL5oalG",
        "colab_type": "text"
      },
      "source": [
        "#### Junta histogramas com plots e é util para ver a relação de duas variáveis\n",
        "\n",
        "\n",
        "*   **Será que quanto mair a conta maior é o valor da corjeta?**\n",
        "*   **Será que o tamanho da mesa influência na gorjeta?**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UTV4-6JflZY2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "de72a316-2744-4492-fa13-3200a86d97dd"
      },
      "source": [
        "#Vamos verificar total_bill x tips\n",
        "\n",
        "sb.jointplot(x='total_bill',y='tip',data=tips)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f9bae607a58>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aviHRqZev2xu",
        "colab_type": "text"
      },
      "source": [
        "A maioria das compras deu entre 10 e 20 dólares."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1DHHQA4pJo5m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "df85acd5-292b-486d-b92b-5aaf963845af"
      },
      "source": [
        "sb.jointplot(x='size',y='tip',data=tips)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f9babcc6c50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ne6-yvpvJqVK",
        "colab_type": "text"
      },
      "source": [
        "O tamanho da mesa não influência no valor da gorjeta. Na verdade, com base nos dados analisados, podemos dizer que quantos mais lugares uma mesa possuí, isto é, quando maior o número de lugares na mesa, menos gorjeta é dado. \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hfXi5RW988D2",
        "colab_type": "text"
      },
      "source": [
        "### Titanic Dataset:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1v96PmeP9Bqc",
        "colab_type": "text"
      },
      "source": [
        "Na base do titanic, será que existe relação entre a idade e o valor pago no ticket de entrada possuem alguma relação?\n",
        "\n",
        "* **Será que o valor da passagem está relacionado com a idade do passageiro?**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bu_rROYCv3ZX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "4404a77d-149c-4d7d-ce43-b2b93370bb77"
      },
      "source": [
        "sb.jointplot(x='fare', y='age',data=titanic)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f9babb1ccf8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dNm0sSQo_NJ9",
        "colab_type": "text"
      },
      "source": [
        "Como podemos ver no gráfico acima, não existe relação alguma entre a idade e o valor da passagem. Vemos também que a minoria pagou cerga de 500 dólares, os damais pagaram entre 50 e 150 dólares."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rERQRKsrLYUk",
        "colab_type": "text"
      },
      "source": [
        "## Pairplot"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7AbpBUauLavM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "outputId": "154167eb-c20f-4c68-e492-f850d09e257e"
      },
      "source": [
        "sb.pairplot(tips)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f9babcf4f98>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+B9flAys7l26nA1dUV2J+7Xht1G1n41FTOgFlXhe23HoRjp70a9fs+FHetKYUByvbVsQMNMLx9dj3kqG8uIyOIXXFfnTFviSASwHcEHt8K4B7wA4HUR8d/iBOnO5JSo60dkENSgtdGFU08Idyqgap1Du4u8jed1GTKopTflDEM0ieON2DR/d+gvm141Fe5EZXTxgjPC44nQpXoxAA66YYy7wu3H7Z+UOKKxqsrmAI/l4JzdbfOA1dwRBKnca+V6uvo+GOpqQdDiyEmCaEuF0I8SMhxNRBHOcQQrwLoAXAKwA+AtAhpQzHntIMYFzaJSbKI/5gRHfnSX8wvaFgIzZc0luVcqi1C+VFbt2NsBRFoLjAiUf3fqJF6y/Y8Dpu+NWbaGqJrmbhahSyUrs/pJtkrN0fMvxcvkAEtz3xTtK5bnviHfgCxtdtK6+jgVanpSOtDocQ4n8jOhJRDmA0gC1CiJ+kc6yUMiKl/CqAKgAXA0g7IkgIsVgI0SCEaGhtbU33MCLLmVVXIykC0CJpXuNGNEhD6bSEwirm147vE62/5PFGtPmCKZfOet0OS5Yu5jM7tatWLVUNhiOoKPZg48JaPLN4OjYurEVFsceUD+Zwit1iwya8NyGE7nUkhPHTKVbuFnsjgIuklHdLKe8GMB3AwsEUVkrZAeBVADMAlAoh4tM5VQCOpThmk5SyTkpZV1FRMZjTEVnKrLpakHLnyYEvXVWViKhy2DtyDqXTEh9uTXWcXk6S6DRMYFh3UDQwu7SrRtwxp8vrduCuKycn5ca468rJSXFFRnE5FN1rzuUwPr+IQwBr5tf0ybPjMCF8w4ibl3T/Ap8CKEj42YMUnYREQogKIURp7N9eAJcD+ADRjseC2NNuBvBcugUmyieji6I7TyYlC1tYh9EJ8Rup7hLbfEHc++LBPg3SxoW1g1oJMJREXuVFblSWeFIelxgwuHfFJdi1bBaKC5zDvoOi7JGYkfOZxdOxak41HnylyZT/77AqdacmzRh1qCz2YEN9crK9DfW1qDRht1hFUbB13ydJf8Ot+z6BohjfuRlOQr+4gVap/ALRIM9TAP4khHgl9vPlAN5K4/XPArBVCOFAtHOzXUr5ghDiIICnhRD3AtgP4JG0S0yUZzwuBavnTtEi3j0Joxv9RakHwxG0dgahCODx716MiJT47FQPRluwrFZRBM4eGe3cLHm8Ufe43gGDx9q7B7yDyqYlgNS/eEbO+LRb/O7cjIycoXCKfVvCxp/L6VRwwZgSbF8yA+GICqdDQWWxB06n8Z2A8iI3Vn7zSzjS1g0AcDsUrPzml0xZWmzFbrENse+NAHYlPL4nnReXUh4A0CfAVEr5MaLxHETUjzZfEDf9+q0+a/rjUej9RanHh5Hjd3bxFS6uQTZ8Q12+6HQq+NLYEWkfN1D+gmxbAkj9szIjpyL0921RTIh1AKJ136odbwNhNWlFzOab6kw5jxHLmAfaS2Vrf1/x5wkhdg7jfRBRCgPNm/b3++EOIydO1bT5gilXpfQnPoqRznED7TVjRNAa2YeVGTkVAaxdkDy1uHZBDbK9n2r1NTGY61nPQCMc6fqCQa9DRAkGSljU36hAqs5IOsPIwx1NGMrUx0B3UFxKm1tcTkW3bg92BC4dgYiK+19K3sH1/pea8PPr087wMChWTf1ZfU0M930Z1eFgGDmRCQZKWNTfvGqbL6jbGRFCDLg1/ee+gO6d02+WzURlSUHK44DhdVb6SwTFjd1yi9sh8MNLJ2FZLGdFfLdYtwlLLApcDrR2BbDk8UbtsXRXew2WlVN/Vl4TRrwvc/YBJqK09ZeLYKCERXqrPeINgN4UxZr5Nbjn+fdxuM2Hls6elPkPekL6d049oYFHR8wa5h1oyoWyiy8Q0TobQLSeLDMpQVY6q72Mkqqz/rkvYPi5rLwmjLiujRrhyPKZMKLMGOiuIZ0h01SjAooiMGaEB1tuvRgd3UG0+YJ44HdNAIATp3tw068PpLxTcaQIskvn5tOsYV5u7JZbUiXIipiUd6W/1V5GGk5nfbCsvCaMuK6N6nCsMOh1iPLKQHshDHfI1B+MoK0rgOs2vaE9tnFhbZ9g0t77L3jdDvzyhqk46QtpDfSoIldaiZISyzx1fCmWzj4P5UXutKZyBsKN3XKHU0nRqTXhw3Kg1V5GcgihG5tiRjIuwLprwojpm4HycPwR+vEZ8d1iaxD9x8tpn5GINAPdNQx37bvbGe0sJDYUpV7XgHcqIzwuOBQlabndhvpalLidaO0M9Hs3FS/zg6809cmzwGWsFOdUBB689kLcsf09rX48eO2FcNr07jxdRR4HfnTpJG0/lfjmbUWe7I41siIPx5zhFZGI+jPQXcNwh0zLi9yYUF6ItQtqtFGN3h2Q+DldTkXrTAgh8NDuD/vEjjy9eDo+O9WDNl8QOxuP4o7LJ2NSRTHa/aGk8k2qKMbdV38Z1216o9+RFMpfLqeC0SVuPLVoOlQpoQiBsBoxZZWKSDFFaMaeI8Gw1N287Te3zTT8XFYyYvpmoO3pjwy7lESUUjp3DcMZMlUUgYnlRSgtdOGZxdMRkUCRR9E9Z1dPWBt2jgeYtnYGsf9oB4Bow/nZqR4s2PC69vsHX2nCT66qxg2/elM77rHvXoxAWIUvEB7UXSWziOaXErcTn3b0YOm2t5NG0apGGjXTf0Z8z5HeWU3NmOboSTGaEsiB5dvDnb5J639WCDEdwC8AfAmAG4ADgE9KOWLIZyaitO4ahvtBrCgCo4o8QNGZx8q8Hvxm2Uz0hFQ4RHR4Oz59ApzJ+rhqTrW2lLCqzKtFpCf+vqUzkHTckbZurHrufayaU532nC+ziOafz31B3RVYzy6ZgbMMztKpKApeazqBR2+5CA5FIKJK7Gj4K84f80VDzwOkDrg2K6tpNkm3K/kwgH8A8CyAOgA3ATjfrEIR5ZP+7hpUVeJYRzcCYQlFAP6Qip5QGONKC/v9IE6nk9LWFUz6gNcb0YiPtMR/H1/lkvj73sviCt0ONLf7sWHPR33uKlPN+Q4UPEu5JxhRUVHsSUrGtWHPRwhFjF/NUeZ14eqvVuHWLcmjKfF8NkZSBPDwDVPRnhBwXVbkyvqspkZIe+xKSvkXIYRDShkB8KgQYj+AfzGvaER0uieI9u5Qn+RIJQVBlBZGP4h7dy7KvC4cau3SHS0AoD239we83ojG2aVe7F1xCYQQuOf597XOSPz3FSUebHrto6Qyx2NE9h/twAO/i2Z3LC9y4+xSL8aOKNDtKDGLaP7xOBX8z7+/oE/QqNuEGI6Tfv3RlHQS2Q2WIgRCvfY3efDaCznCgfQTf3ULIdwA3hVC3C+EuGMQxxLREA2UHCk+FTFv3V7MWvMq5q3bi09P+VMmHoo/t7ndr/sBnziisfmmOowdUYBxZYUYO6IAd1w+uc8292frPD6hvFBLRrT/aAdWv3AQRR5nys4GYMzW15RdpITW2QCi9e+O7e/BhK1ULM2NEVal7vtKdw+jXJbuCMdCRDsYPwRwB4DxAL5tVqGIKCpVcqR446U3FZEYU5F4TE9I1Z7b4Q/pzjOP9EaDS8eVeTG2pCBp5GRSRbFurIleDAqAtKLZE0dnnvz+13Dviwfx8sGWlNMvDCzNHaFIii3jTZhSsTI3xkDXbD5Lt8PxLSnlzwH0APhXABBC/BjAz80qGBEBLoei2zFwKtEkWnpTEan2UHEK4L5vfwUuhwJVSvzsOxfizmfPDGevmV+Du3YcQGtXAM/9cGbKaZneH/CpYlAGir3QCxTduLAWq+dOgaIousGzDCzNHQ4LE39ZmRvD7dS/Zs2YKso2Ip2tgIUQ70gpp/V6bL+U0pyt9nTU1dXJhoYGw15v4soXDXstOzl831WZLkI2MeVTysi6Gg6rOHzSh6Mn/VoAWlVZAXY0HMW3po3HmBEeXPPw3qTG7YrqSvz4G+djyeNnNnz72XcuRIFLwQ+e3K899ugtdfC6nYio0RwI//87zXimsTk6slDsxrfX7TM1M2NrZ0Cb3knnHIN9fo6xfV0drBOn/PjsdE+fbLZjRxRgzEhjV6m0nO7Bt9f3rc+/uW0mKkcYG8PR5uvBh591aXlvqsq8WLugBuePLUZ5kbHnsqmUdXWgTKPXA7gBwLlCiOcTfjUCwEljykZEqSiKQCgskwLQ/v26r+Ktwx148f0T+M2ymX1yatxx+WR8cXQRnlk8HYGwiogq0R0Ma50NAKgo9uDzriCW7zhz3Pr6WiycOQEjCtw4fko/xiPdIM50pj4GGyjKwNLcokIiFOlbt1UTNh9PlRujJ2z89E1PUMX9LzUlrb65/6UmPHzD1KSl6flooCmVfQCOAxgN4GcJj3cCOGBWoYgoqs0XxKLHk2M0/vGZd7XVJKGw2ieGQm+Vyvobp6Gi2KO9ztLZ5/XZT+W2bY3YvmQGSgvFsPZNSHfqY7Dn4Pb0uUWqwD8+826fur198XTDzzWczQgHy+10oLUroK32ip+L9XSAlSZSyiNSyj1SyhkA/gygJPbVLKUMW1FAonyW6q6+1OvSGrF4DMW4skJUlHjQ7g/1CSS97Yl3cPtlk7TXKPW6UFHswcaFtXhm8XRsXFiLimIPwrGAvTKvCxsX1vbZ9tqhIOWW9nHpbmM92K21uT19bglZGFzpdTuwdkFNUt1Zu6Amrc0IB4v1NLV0M41+B8ADAPYgOj/zCyHEcinlDhPLRpT3Ut3VdwcjKRuxVJ2UiaMLtddShMBdV07uM89c4HJAVSUOtXbh5//5oZZDY8yIAoQiqhYv0l/AZrpTH4Pdm4Hb0+eWVEGjZvx/lnqjdThxe/oxIwpQ6jWnE+BxKknn8jBgFED6q1R+AuAiKWULAAghKgD8JwB2OIhMpLfXysb6Wowqju7mqidVJ0VK4Nkl06HKaHKiu59/P2me+dG9n+Deb30laYSitTOIpbPPQ2mhG0dPdmvTMv1lAh3M1Mdg92bg9vS5w+1QkjYVjHd63Q7jP5wVRWB8qRcep4KwKuFUBCqLPaZ0btp8QW1Porg8Cm7uV7odDiXe2YhpAxN/EZmu9119RJVJuSo2LqzF6CJ30jJSvU7K+hunoa0rCLdToGqUF8Gw2mfr+DXzayCl1PIjXFtbhWWXfBFhVcIhgGKPE3dfU41/ff4g9h/tSBmwWV7kxmPfvRhH2rq1O7wJ5YUcUqYkbicwusSTNBIwusQDt/F7tyEcVtHU0qVlG42nNr9gTAmcBo8+BMMRzPxCORb9zRe0fVs2v/axacHN2ZSbJt2/9G+FEL8TQtwihLgFwIsA/u9ABwkhxgshXhVCHBRC/CmWuwNCiFFCiFeEEIdi38uG/haI8scNv3oTLx+M9v2b2/1Y8ngj3m0+hXnr9qLpRCfCYRUd/iBGxXaHffWf/xar507B/37uT7hj+7voDkYQCkuEI9A6G/HXWrHzAMKqhNvpwBXVlaifMQH1j7yJb/zb77Hw128hrKoQAO66cjKA/gPhArHUztdtegOrnnsfARNWA1B26w6oWPvSnxGMxQ0FI9GfuwPG15XWroBuavPWroDh5yr0KKifMQG3bnkbl/7s97h1y9uonzEBhR7j79H1Mg03nehMGV+Vaen+BSSAjQBqYl+b0jwuDOBOKWU1gOkAfiCEqAawEsBuKeUkALtjPxNRL4kNSqp05KVelzbF0drVg6bPOjF/w+t4/9PTWPjIW7h1y9vaiMTyHQcQjkh09oR0XyuiSpQXufGTq6r7pFRfvuMARnhdqCorxBXVlYPeiK130Cjlt7Aq0dqZXCdaO4OmBI0GLcxq2h1QdbcjMKMjlW3XWrqDV5dLKVcA+E38ASHEvwJY0d9BUsrjiC6rhZSyUwjxAYBxAOYCmB172lZEg1H7fS2ifNTmC+LBV6Jr+itLPLqxER3+EIAzeQXic+Lxjkii5nY/ghEVBS79OAunQ4GiCDgUoXtsy+kA7nz2PWxcWItJFcXciI2GzONUdAOXzQiwdFqY1dTK1ObZdq31+z8rhLhNCPFHAJOFEAcSvj7BIPNwCCEmApgK4E0AY2KdEQD4DMCYQZecKA+oajTWYvULB/FP29/rs7RvzfwabNjzkfZzJKGxi++XkqiqzItPO/y477cf4Jc3TEt6rfX1tb+m1fcAACAASURBVKiIjVik2kytwx/SpnLaYx2d3rgRG6UjrMo+uWCW7zhgygezKxag2ntZrMuEANV45yZRfDsCo2XbtTbQX/tJAFcDeD72Pf5VK6WsT/ckQohiADsB/KOU8nTi72Q0t7puDRNCLBZCNAghGlpbW9M9HZHlhlNXVVWitTOgm98iIs/EWuw/2oH7X2rC6rlT8Nry2Xjy+1/D1n2fYP/RDi2A9POuoNYAbdjzEdbMT25k1984Dc+/+ylePtgCp0Pg0VsuwjOLp2PVnGr8YveH6OiJptfRyyWQ2Lnp7y6KeQjszS7taqqRgIgJHY5Q5Ez2z3h9v/+lJlOmVAo9CtbdmNyZX3fjNFNiOLLtWut3SkVKeQrAKQDXD/UEQggXop2NJ6SU8SmZE0KIs6SUx4UQZwFo0TtWSrkJsXiRuro6e0bBEGFodVVVJT73BdAdiOCTz314aPchtHYFkvJbSJncKO8/2oFbt7yN/77rEigCuOeaKVg9F1AUBWVeF/7a3q0tNdx/tAOvNZ3AU4umIxxREVYldjT8FZdVj8G+j9vgdTlw5/b3sP9oh/b6d18d7UQoisCkimJsXzIDoYiKUERi0+8/0p7b310U82XYm13aVbdD0d3B1YxRB7fTgYsnluILo4vgUARGFblx8cRSU0YCugMqtr1+BI/eclHSKpUff2MSygqNPVe2XWsmLEA6QwghADwC4AMp5b8l/Op5ADcDuC/2/Tkzy0FkN3rpv9fMr8EDv2tKym+RKqfFX1q6cOuWt5OWxrb7QzinrBClsRUqQkSD8K7f/IZ2jl/eMA2jilx44vtfw4GjJ6M5NmKN/fF2HwDgSJsPXpcDbV1n0qrHh6APtXRpnaL+7qKYL4MG4nQI3R1cnSbkGx/pceDqr1bh1i1vJy2LHWnKbrEO7Pu4Ddsbm7XHqsq8WO68wPBzAdl1rZmdS2MWgIUALhVCvBv7+ntEOxqXCyEOAfhG7GeivKEXXb5i5wEsnX1e0nRFPKdFfOrj0Vsuwi9vmIqHdh/SjktcGnuotQulXjfGlRUCEPjBk8nR8j948h0cPN6Jn754EBMrRmD1Cwdx3aY3sPqFg6g9dzT+9T/+hL9duwd/+vR0nz1clu84gIdvmIpdy2ZxS3gatmBY1TobwJkU/EETllB/3h3SXRb7ebd+HNJwjPQ4sL4+eVuA9SZ1brKNqSMcUso/IPVWtZeZeW4iO+tvj5QrqishhMCx9m64YhH7iTtq/uw7F/Y57uyRBVg1pxq+QBifne7B2BEFCKv6SwFLvS7Mrx2P23o1wLdta8SqOdV4+WALCt2OlJH2Z9l4yJayR8TiGA6rlsW2+oL4xe4Pk7L4/mL3h7j76i9jnBlZzbIIs4USZUCq6HJFCNx+2fm4duPrmLXmVXx73T6cON2DiuLokGlzux93Pvsels4+Tztuyf+YCCEEdjYeRSiiIhCO4Gh7N5yKonuOUERNuWS21OsCkHqFiyqlbdf4U3axcjWHI8W5zFoW+/LBFix5vBHXbXoDSx5vxMsHW0xZfZNt2OEgskDvlShlXlef6PKNsWHY3kO/y3ccSOpgNLf7tfiJK6orccP0iXho94dYdskXAQALH3kLf7t2D461+3WXAjoUgVBE7bcB3rDnI91jPzvVY9s1/pRdFEXo1jEzRs/cTv1lsW4Tc34kMqsjlW3ye3yHyAJ6AaKbb6rDpIriPtHlx0+lziYaV1XmxUivC7uWzcToYg9OnO7B/NrxaPeFtKkXAFCl1JYCxod273+pCSu/eQGcTv2NsypHREdSWrsCmDC6EE8tmg5VSihCIKxG8H/+75/x03k11v3xKGcFwqpu/fz3f/iq8SdTJQrdjqR9WwrdDsCEUQePM7osdllCMOy6G6dxx1iww0FkulTphwez02p3MKL9e9PCWnR0h6BKCY9T4KyRBago8UARAjO/UK5Fx3f4Q2jtCmDJ440AgKnjS3H7ZZMwdmQBHIrAQ/95SLex//3y2Sj2OHD8VCBps6v1N07Dvd+agmA4gtbOgK2X35H9uR1KUv0EYsutTVgW6w+reK2pFXOnVWkd6OfeacbcqeMMP5eEwDuH2/BkQmf9vw4ex1kXVhl+rmzDDgeRyQaTflhvp9cN9bXwByN4ZvF0dAcjcDkV/Of+ZrR3h1E/Y0KfOykA2N7YjA17PsIvb5iKk74QSgtdGOl14b7ffqDtNLt2QQ3uf6kpKbeGIgSu3/wGnl48vc/Uzm1PvIMtt16Mb/zb77VRGq5WoaHyuATW19dqwcvx1Rwel/H1qdDtwN99ZSw+aunSRjj+7itj4XUbv3KkzOtC3bmjcUPCcvQN9bUoSxilzFfscBCZLNWoRTzpUO/tpROnWgDgX//jT9oOsfFjH73lIgDQ8goAZzaJ2nLrxdje2IyKEjcKPU6c9IUQDKs40taNZZd8Ea2dQew/2oHlOw5g9dwpWj6P9fW1OOkLxDpD+lH98b5Ff6M0ROnwB9WUqzlQZOy5VFXCH0zu4PuDEYwsMH5Kpd2vvwSX1wo7HESm0xu1iCfO0ovv2FBfi7NKPThrpBdH27vR2hnExoW1WqO8Yc9HWnCnXqfA5RB47a5LUOBUcPxU8u/j28tfv/lNNLf7ce7oIvzXnX8LVQJFHgXLtu0HEF2yqNdJSlyyaOdNosj+rNwtVgLoDkaSlpevXVCjv6fGMGXbhmpWYoeDyGT9pR9u7Qz0ie9Yuq0Rq+dOwdiRBRhV6NLdUdOhCATDqv6Or4rAuLJCnDjl121kxydE6jed6MTqFw5i3Y3TsOn3R7TplR0Nf+0z3L3uxmnY/NrHSeey6yZRZH8FKXaLLTAhuDLVRnFPL55u+LkGGtHMZwybJbJAPP3wuLLCaIBnbIQi1d1QoduBRY81ICKh21C2+4LY/NrHfTaJWl9fi8pYzo5QikZWQmgjKV+tGonfLJuJYo8T+z5u017nW9PG44LK6F4qry2fje1LZqCs0JX0HDtvEkX2l6puR0wYdlBTJBlTTRhNybYN1azEEQ6iDEp1NxTfBj5VhsSRhS5ce9F4jB3pwTOLpyOsSjgVgYoiN1yu6J1UqkyOqpRYPXcKyotcqCgpgKIIjC6SfUZggOi23lJKuBwKKos9WbNJFNmfldk/C1z611mBy/hRh2zbUM1KHOEgyqDyIjc2LkzedyG+DXxVmRdSQjeJUFtXED998QMc7+jBhye68Nmp6PfmUz3aXZsrRQKi46d64HYquPv5P2lZQ3uPwABA04lOzFu3F7PWvKrt01Je5O4zSkM0FKnqp8uEejW62IPNC3uNOiysw+hic4I4U41o5jshZXakW62rq5MNDQ2Gvd7ElS8a9lq54PB9V2W6CJlgSisw2LoaDqs4froHoUh0JUl8m/qNC2tRVujCkbbuPvPciXdrvX83eWwJRhV5cNLXg087knNpbKyvRXmxG//28ofY3tiMvSsuiW30lqy1M4B56/b2uSNkpH3G2KKuGqmtqwefdvT02S327NIClBcXGH6+3qvBOOpgmpR/VE6pEGWY06ngrBEFaO0K4LyKIjx8w1QoCuAQCnpCEex65xgeveUiOBSBiCqx+bWP8YNLv4ixIwrwf377AVbNqUZliQejYtMgnT3haKS/BB7qtezw57s/xPUXT8Bl1WPQ4Q9qm8T1boAZaU9m8wUikFJNmhJs6+qBLxBBebHx58umbdxzFTscRBmmqhKHWruSlsaumV+Drfs+weq5U3DzzAlaIGl3MIKbZ06Ax6kgGFFx88xzsWLnAVQUe/pE/EeX0rqTMjkCwPe+/gVUFni0TeISl+rGE3kx0p7MNrLQgVM9Dly36UyCrPX1tRhZyDqWqxjDQWSR3hu4xWMt9FKfr9h5APNrx0PgTP6A6za9gafeOoJCjxPBsAqHEFixM9rBWDr7vD4R/0seb8TS2edh6vhSrQzxNOmlXlef5ESLHmvQYjoYaU9m6+pRtWXXQCyb7bZGdPUYHzRK9sARDiILhMMqPj3lR0tnAG2+IHY2HsUdl0/G5DElKacvSr0uhFSJO7a/h+Z2P6aOL8XNM8/FwkfeQnO7HzuWztCOS7Xd/ElfELdfNknLJrp2QQ3GjCjQft/7+fEpE0bak9nCqkRFsSdpym/Dno+4jXsOY4eDyGSqKtHU0okljzcmTZk8+EoT7p33lZRZPTv8IYwdWaA9vnT2edi67xOtgR7pdeGK6kq8fLAFHf6Q7mu0+YL40lkleO2uS+AQgNftQKnXjTZfcMApE855k5msTPxF9sD/WSKTtfmCWmcDSJ4y6QlFcO+LB7Fmfk3S9MUvb5iGdw63wZGwdPDskQW4eea5WP3CQVy36Q3cuuVt/PDSSbiiuhIb9nykrV6Jv8bPvnMhdjYehdflxDmjCjGurBCjiqJL9DhlQpmmpkj8xQGO3MURDiKTpZoyKS9yQxECrZ1BFLoVPLVoOoJhFcdP+fHLVw/hB5dMgkMRWLugBst3HECBy6EtIYy/xrIn3sGTi6bjeEc0odcD37kwOipyshuP/OFj3HH55JSdiPJiN55c9DU4hNBGPjhlQlYJWpj4i+yBIxxEJouv+EhUVeZFZYkHBU4F//PvL8CPnnoX/+P+V3Hzo29BxDohP3jyHaiqxAivC6vnToHTIXQb6HZfENdtegPLdxyITps4FZw7ugg/nVeju318fMO4b6/bh7+5fw+u2/QGTpwOmP53IErkTJH4y8FOb85ih4PIZHrTFxsX1uLskV6EVInN//0xVs2pxjOLp2PVnGps3fcJls4+L3a3J/Hz//wQwYgKpMg6WuRx4pnF07F67hS4nQqcTtFvhkO9VTGJK1SIrOBUBB689sKk6+LBay+Ekx2OnMUpFSKT9V7x4XIqcCoCJzp7oAhouTQSA0rHj/LiiupKuBwC/3TF+XAqDjgdAhvqa5Myh/7sOxei3RdEebEbHa0+3PP8QTx8w1SgKHV5mNSL7CAiJVxOBavnTtFyzLicClSTsl8z02jmmTrCIYT4tRCiRQjxfsJjo4QQrwghDsW+l5lZBiI7iK/4OGukF109Ybx39FRsIzVg675P+gSUBsMSP7rsfHjdChxC4OjJbnza0YOuQBjbl0zHq/88G6vmVOORP3yMYETF8mcPYMnjjWjtCkAI0e8umKmmeJjUi4DU+WKMJiWw7tW/REfvEI3pWPfqX0wJGlVVicNtPrx/LHrdvX/sFA63+Ux7b6TP7BGOLQAeBvBYwmMrAeyWUt4nhFgZ+3mFyeUgsoUOfxAnTvdg1XPvJ41otHYGsf9oB4Bop6OzJ4QfPbUfO5bOwOddwaTnr11Qgy+MLsKUs0fgS2Orce+LB7H/aIf2Wvc8/76W40PvDi4+xZOY2ZQrVAg4E9/Tu26kqkvDoSj6o3uKCbfBetfd2gU1KC10YVQRl35bxdQRDinlawBO9np4LoCtsX9vBfAtM8tAZCf+YKTPUsAVOw9g6ezztOdUlXnR0hlAc7sfYVXqLh0MqRLjygpRVVaIe66Zgh1LZ2DVnGo88LsmvHywpd+YjMQpnr0rLsGuZbNSBpdacadL9mFlfI+qQutsxM+1YucBqCYsUtG77pbvOAB/kNOIVspEDMcYKeXx2L8/AzAmA2UgyoiIlCmXyAJntqd/4HdNqCrzIqLqPz/+4a8oAlJKLNjwep/n9BeTMVBSLyvvdMk+rIzvCaeo2xETOraprrsI+9CWyugqFSmlBJDyv1wIsVgI0SCEaGhtbbWwZESDk25dLXDpx0+MKnJj951/i9Vzp+CB3zWhtSuANfNrcCqWQbT3810J2RjNiMngSpbc1V9dtTK+x8plsamuuwIXF2paSUiTIoK1EwgxEcALUsopsZ+bAMyWUh4XQpwFYI+UcvJAr1NXVycbGhoMK9fElS8a9lr56vB9V2W6CMNlyq16f3VVVSU++Ox0UprzDfW1GOF1QgAQQuCzUz1o8wWx++AJzJs2DiUFrqSVKRvqazG5shgul0N7TaNHI461d2PWmlf7PL53xSUYV1Y4pNekYbGkrsaDK4+0dWsrRyaUF2JieZHhI1stp/04cTqgJbOrKvNi/Y3TMGaEB5UjvAO/wCBwxM5SKf+gmZhSeR7AzQDui31/LgNlIMoYT6+lgCUFDnza0QMBQBECBS4FOxuP4uaZ52L5jujW86vnTsHE0YWQEnjmrSMY8zdfREWsw2HGRmvcnj5/BcJqUnDl5pvqTDlPRAIvvHcMj95yERyKQESV2NHwV9zy9S8Yfi5uRmgPZi+LfQrA6wAmCyGahRDfQ7SjcbkQ4hCAb8R+JsoLbb4gbnn0bdy65W1ct+kN/PaPxxFRo8PLHf4QNv/3R1ClxN1Xf1kLqNt/tAO3bnkbCx95C4daurDxvw/3mVOPx2T0l/BrMLjXSn6ycirNpQgsqBuP5nY/WmNB0gvqxsNlUifA6GuEBs/UEQ4p5fUpfnWZmeclsqvEoLyp40tRP2MCbvr1W0mJvH756l/wv66q1g1yO6+iCFdUV5o+0sA7wvxkddBoVyCSNJryi+unoqSAkZy5ihEzRBaILzEFzqQnv/OK87Gs12Zsdz77Hm6aMTFpl9i4qjIvjp704/bLzkeZ12V6mY24I+TS2uxiZdCoKiV+9NT+pPr/o6f2m5ZplDKPHQ4ik8UD1uat24sfPrlf20Z+7MgC3bvJs0Z64XUrfaY01syvwUO7D2Hptka0+0OZeCuDkvi+Z615FfPW7UXTiU52OmyszOvChvrapHq3ob7WlA5uKKK/VDXMtao5i3upEJkscV68ud2P+19qwuq5U7Sler0DMz1OBWVeD8q8HjyzeDqa2/3o8IfwwO+atGyk2bDvSap4gF3LZvWbA4Qyp90fwkO7P8SqOdUo9brQEfv5p/NqDP8/i4/i9a7/nLbLXexwEJms97x4PAj0zX+5FGsX1GgZEOPplr0eRWt03U4H7nz2vaxcLcJN4rJPMBzBywdb8PLBlqTH777a+P8zpyJ06z93i81d7HAQmSzVElOXU8GYEQVJS2THjChAmffMnWQ273vCpbXZx8r/M5dToNDtSKr/hW4HXE52OHIVYziITJZqiWmp142J5UWYMm4kqsq8mDJuZJ8ES+nue2JHXFqbfaz8PyvzelDiSY4NKfG4kjrclFs4wkFkgd7Jvjyx1OQD7WmS7nPsiEtrs4/l/2e9X5ZVI6flRIeDacozY6h/9xxIiT4obb6glmsjrqrMmxfBk9naWcpnVv2f5fN1ka84pUJkMgZPEvXF6yL/sMNBZDIrkykRZQteF/mHHQ4ikzF4kqgvXhf5JydiOIjsjMGTRH3xusg/7HAQWYDBk0R98brIL+xwEFlAVSXafEHeyZHtsa6SWdjhoKyQzUtw45uY9c4Wmi0JvCh/sK6SmRg0SmSyVJuYtfmCGS4ZUTLWVTITRzjIcvmWqI35BihbsK6SmTjCQWQy5hugbMG6SmZih4PIZMw3QNmCdZXMxCkVIpMx3wBlC9ZVMhM7HEQWYL4Byhasq2QWTqkQERGR6djhICIiItMJKWWmy5AWIUQrgCOZLodJRgP4PNOFMJFd39/nUsorjX7RDNVVu/6N7VguO5YJ6L9cuVRX9dj1/2S48vF9payrWdPhyGVCiAYpZV2my2GWXH9/dmDXv7Edy2XHMgH2LZcVcvW9830l45QKERERmY4dDiIiIjIdOxz2sCnTBTBZrr8/O7Dr39iO5bJjmQD7lssKufre+b4SMIaDiIiITMcRDiIiIjIdOxxERERkOnY4iIiIyHTscBAREZHpsqbDceWVV0oA/OKXkV+mYF3llwlfpmBd5ZcJXyllTYfj889zMTss5SLWVcoWrKtkpazpcBAREVH2YoeDiIiITGdqh0MI8WshRIsQ4v2Ex0YJIV4RQhyKfS8zswyUn1RVorUzgGPt3WjtDEBV+51aJKIcxzYh88we4dgCoPc2tSsB7JZSTgKwO/YzkWFUVaLpRCfmrduLWWtexbx1e9F0opMNDFGeYptgD6Z2OKSUrwE42evhuQC2xv69FcC3zCwD5Z82XxCLHmtAc7sfANDc7seixxrQ5gtmuGRElAlsE+whEzEcY6SUx2P//gzAmFRPFEIsFkI0CCEaWltbrSkdZb1gOKI1LHHN7X4EwxHTzsm6StkiH+tqJtoE6suZyZNLKaUQIuWYlpRyE2K70tXV1XHsi9LidjpQVeZNamCqyrxwOx2mndPMujpx5YtDOu7wfVcZWQzKEfnYrmaiTaC+MjHCcUIIcRYAxL63ZKAMlMPKi9zYfFMdqsq8AKINy+ab6lBe5M5wyYgoE9gm2EMmRjieB3AzgPti35/LQBkohymKwOQxJdi1bBaC4QjcTgfKi9xQFJHpohFRBrBNsAdTOxxCiKcAzAYwWgjRDOBuRDsa24UQ3wNwBMC1ZpaB8pOiCFSUeDJdDCKyCbYJmWdqh0NKeX2KX11m5nmJiIjIXphplIiIiEzHDgcRERGZjh0OIiIiMh07HERERGQ6djiIiIjIdOxwEBERkenY4SAiIiLTscNBREREpsvo5m1Ew6GqEm2+IFMVE5GtsG3Sxw4HZSVVlWg60YlFjzWgud2vbcY0eUwJL2wiyhi2TalxSoWyUpsvqF3QANDc7seixxrQ5gtmuGRElM/YNqXGDgdlpWA4ol3Qcc3tfgTDkQyViIiIbVN/2OGgrOR2OlBV5k16rKrMC7fTkaESERGxbeoPOxyUlcqL3Nh8U512YcfnScuL3BkuGRHlM7ZNqTFolLKSoghMHlOCXctmMRKciGyDbVNq7HBQ1lIUgYoST6aLQUSUhG2TPk6pEBERkenY4SAiIiLTscNBREREpmOHg4iIiEzHoFGiHDVx5YuDPubwfVeZUBIiIo5wEBERkQXY4SAiIiLTZazDIYS4QwjxJyHE+0KIp4QQBZkqCxEREZkrIx0OIcQ4ALcDqJNSTgHgAPAPmSgLERERmS+TUypOAF4hhBNAIYBPM1gWIiIiMlFGOhxSymMAHgDwVwDHAZySUr6cibIQERGR+TI1pVIGYC6AcwGcDaBICFGv87zFQogGIURDa2ur1cUkShvrKmUL1lXKlExNqXwDwCdSylYpZQjAbwDM7P0kKeUmKWWdlLKuoqLC8kISpYt1lbIF6yplSqY6HH8FMF0IUSiEEAAuA/BBhspCREREJstUDMebAHYAeAfAH2Pl2JSJshAREZH5MpbaXEp5N4C7M3V+MpeqSrT5ggiGI3A7HSgvckNRRKaLRURkOrZ/+riXChlOVSWaTnRi0WMNaG73o6rMi8031WHymBJedESU09j+pcbU5mS4Nl9Qu9gAoLndj0WPNaDNF8xwyYiIzMX2LzV2OMhwwXBEu9jimtv9CIYjGSoREZE12P6lxg4HGc7tdKCqzJv0WFWZF26nI0MlIiKyBtu/1NjhIMOVF7mx+aY67aKLz2GWF7kzXDIiInOx/UuNQaNkOEURmDymBLuWzWKUNhHlFbZ/qbHDQaZQFIGKEk+mi0FEZDm2f/o4pUJERESmY4eDiIiITMcOBxEREZmOHQ4iIiIyHTscREREZDp2OIiIiMh0XBZLKdl9x0O7l4+I8lOutk3DfV/scJAuu+94aPfyEVF+ytW2yYj3xSkV0mX3HQ/tXj4iyk+52jYZ8b7Y4SBddt/x0O7lI6L8lKttkxHvi1MqNjfUObPhzrXFdzxMrGB22vHQ7uUjInuxKq7C7XTgiupKzK8dj1KvCx3+EHY2Hs36tsmINpcdDhsb6pyZEXNt8R0Pe7+GXXY8tHv5iMg+rIyrKPO6cPtl52PptkbtXBvqa1HmdRl6HqsZ0eYKKaWJRTROXV2dbGhoyHQxLNXaGcC8dXv79Ch3LZvV78ZAQz2uN7tHWhtQPlPejNF1deLKFw17rYEcvu8qy85Fg5IVddWujGoT7XYuq6XZ5qasqxzhsLGhzpkZNYdo9x0P7V4+IrIHK+MqcjWGAxh+m8ugURuLz5klSmfObKjHERHlIivbRLa/qbHDYWPxObN45U13zmyoxxER5SIr20S2v6lxSsXGFEVg8pgS7Fo2a1BxCkM9jogoF1nZJrL9TS1jHQ4hRCmAXwGYAkAC+K6U8vVMlceuhjpnxvgGIqIzrGwT2f7qy+QIx88BvCSlXCCEcAMozGBZ8p7dV6QQEWULtqf6MtLhEEKMBPA3AG4BACllEEB25321qXQqfq7m/iciirOqE8D2NLVMBY2eC6AVwKNCiP1CiF8JIYoyVJasoqoSrZ0BHGvvRmtnAKqaOo9KvOLPW7cXs9a8innr9qLpRGefY3I19z8R2dtg2rPhniedttAIbE9Ty1SHwwlgGoD1UsqpAHwAVvZ+khBisRCiQQjR0NraanUZbWewF026FT+X141bhXWVsoVd6mqudgLYnqaWqQ5HM4BmKeWbsZ93INoBSSKl3CSlrJNS1lVUVFhaQDsa7EWTbsXnuvHhY12lbGGXupqrnQC2p6llpMMhpfwMwFEhxOTYQ5cBOJiJsthd4pBjMBxBRXFy5HN/F026FZ/rxonIavH2bOPCWjyzeDo2LqxFRbEn6zsBbE9Ty+QqlR8BeCK2QuVjALdmsCy2pBd8tHZBDe5/qQn7j3YA6P+iSbXZjkMBjrV3JwVOcd04EVnJ63bgrisnY/mOA0ntm9dtXifAis0eFUVgUkUxti+ZgXBEhdOhoLLYw/YUg+hwCCGmAfg6ojkz9kop3xnOiaWU7wKoG85r5Dq9IcflOw5g9dwpuHXL2wNeNL07Ei6ngq6eMK55eK9u9DTXjRORVcKq1DobwJn27TfLZhp+LitvqlRV4lBrF1ep6EhrSkUI8b8BbAVQDmA0oqtLfmJmwSj1vON5lcXYu+IS7Fo2a8BKHO9IjCsrhIDATb9+i9HTRJRxobCq276Fwqop50tsCytKzBtx4CqV1NId4bgRwIVSyh4AEELcB+BdAPeaVTA6udN1VgAAIABJREFUM+/Ye5tjr8sxpNEIRk8TkV2kat+yPbiS7Wxq6QaNfgqgIOFnD4BjxheHEhkdfMToaSKyi1wNrmQ7m1q6IxynAPxJCPEKojEclwN4SwjxEABIKW83qXx5zeh5RysDp4iI+pOrwepsZ1NLt8OxK/YVt8f4opAeI4M5c/UCzyYTV76Y6SIQ2UYuBquznU0trQ6HlHKr2QWhwRvK3gBDucDDYRUtXQGEIipcsSVeTmemcsYREdlbJKIiGI4grEogHEEkokJROKXSb4dDCLFdSnmtEOKPiE6lJJFS1phWMoPl2u59g90gaKjvPxxW8ecTnVi6rVE7z4b6WlwwpoSdDiIallxrlwEgFIrgzy1duC2hzVxfX4sLKovhchnf6cimv+FAnxg/jn3/AMDVCV/XAPizieUylJU5+60ymKVXeu//g89OI5zG8rOWroDW2YifZ+m2RrR0BYx9Q0SUV3KxXQaibeZtvdrM20xqM7Ptb9hvh0NKeTz2zy9KKY8kfB0GcIHppTOI3ddF994xMRxWB9xBMdXSK38o0uc4vfe/5PFGfHrKj5O+/s8biuivlQ9HBr9WXm9nyKHuFmnVLpNEZA6r22Wr2oywKnXbzIhJm9I9+EoTVs2pxjOLp2PVnGo8+EqTaX/DcFjFpx1+HGnz4dMOf1o3rYkGmlK5DcAyAF8QQhxI+FUJgL2DLm2G2HldtN7UyIb6Wjy0+0O8fLBFd6pEVSUiqtRdw/5RS1dSFtLJY0pSvv+WzgA+avXh1i1v44rqStx+2flJUyebb6pDqdelex5FEVBVmfbQnd77fOy7FyMQVgedkW+w00lEZD+BFO1SwIR22co2w6UI3TbTaUpWUxU3zzwXK3aeSQ+/Zn4NVNX45GlGTK8P9KwnEZ1CeR7JUyq1Usr64RTeSnZeF63Xy1+6rRHza8drP/fu9bf5grj3xYNYM78maQ372gU1eGj3oT7HpXr/bb4gCmP7FsyvHd9n6mTRYw1wuwTW19cmnWfdjdPw+L5PBtWL1nufR9q6h3SHY/cRKyIamAB02yUzbhmsbDMURWDtgr5tsxk3Q2FVap0NIPq+Vuw8EA1WNZgR0+v9jnBIKU8hmoPj+uEUNNPsvC461ehDqdeV9HPiaEwwHMHLB1vQ2hnEqjnVKPW6UFniwT9tf0/b1C3xuLNGerFxYS2WPN6Y1Aveuu8TrWNT6nXplqMnqOKsER48estFcCgCEVVi82sfY3tjM26aee6w3meh2zGkkSc7j1gRUXqEANbMr+lzdy5M6HFY2WYEwiruf6lJa5s7/CHc/1ITfv4PXzX8XBELp2+MmF7P5G6xlrHzuuhU6X07/KGknxNHY+LH7D/agSWPNwIAHr3lIrT26mnGj1MUgcmVJXjy+19DS2cAbb4gtu77BLfOOhf3v9QEAOjwh1KmGZYAbt3y9pBSEMcjqOPHJL5GdzAypNTGuZoSmSifSAls3fdJ0gfz1n2f4O6rv2z4uaxsM9wOBa1dAa1tjp/L5TB+VZ/ToehP35hwLpcB58qbdY1WbdwzWHrpfTfU12Jn41Ht596jMXrHTCgv7DdNsNOpoKqsEBPKizDl7BG4d95XMGZEgdZJ2dl4FBt6TZ3Ej4+f74rqSmxcWIsdS2fgye9/DWUJozB6EiOof/jk/j7DjAOVeTB/M7uMWBFReiqLPfjRZedj9QsHcd2mN7D6hYP40WXno7LY+ERg5UVuPPbdi/HoLRfhmcXT8egtF+Gx715sSpsxusjdpy3dUF+L0Sacq7LYo3suM/6GRpxLSJkd0f11dXWyoaEh08UwRe911GVeF9r9oZSjMaoqcbjNhyNt3Sh0O9AdjGBCeSHOKSvs97jhnDccVtHU0pk0LTNQ0FVrZwDz1u3VesRTx5fi9ssm4bzKYnhdDu1iH8oacoPWnpvS6+yvrto90+jh+67KdBFIn+V11QqhUAQtXQGEVQmnIlBZ7DEtV4VVQaMtnT34ya4/Yn7teG3kZmfjUdw77yuoLCkY+AUGKZ6YMRxR4TQ5MWOa50r5B82LKRW708v+2V820DZfMGmbeSDa29y1bNagsogO5rzt/pDW2QDOBF31d87e86b7j3bg1i1vY++KS5KOGUpq41xMiUyUb1wuB8aVFZp+nlRBo4NtM9PRE4rG2L18sCXp8Z/MMX7lCBAdvT671DvwE21wLnY4spCRAVDpjhQM5ZyMtSAiO7AyaNQhBK6oruwzwuGwxyx+RrHDkYWM+iAfzDDjUM5p59VBRJQ/rLz5KfI48MNLJ2HZE+9o7d66G6ehyMMbrbwJGs0lRgVNDmZt+lDOmbg6aO+KS7Br2Swm5yIiy1kZaB6MSK2zAUTb1WVPvINgJDviJc3EEQ6DDSeYMd1jFUVgUkUxti+ZkbSD62A/yAczzDjUpcWMtSCiVKzaidrK1AihsH6+itAg04DnInY4DDScSOjBHBsOq/j0lF/LqbGz8SjuuHzyoEcPBjvMyM4DERklHFZx+KQPR0/6tdV23aPCmDiqyLROhxXtl8upn6/Cxd21OaVipMHu4Jq4kVCHP71jVVWiqaUTN/zqTSzY8DpWv3AQN888d8ANe/Q2LmI+CyLKlJPdQfgC4aTHfIEwTnZn9xYFzhSpzc3YS8Vqw90AjyMcBkp3ikJvNGNjfS0qij1Jx+sd2+YL9lmeumLnAayaU50y4rq/0RO7ZmAlotymSonuYASrnntfa5fWLqiBmiW5oVLxByO6qc0fvmEqUJTp0g2dEblMOMJhoFSbpLmcSlKv8HNfoO928dsa8dD1U/HUoq9h6vhS7dje0xupOjXlRe6UUyH9jbzYNQMrEeW2sCqxfEfyxmPLd5iz8ZiV3E6Hltr8uk1vYMnjjWjtCmR9OgAjNsDL6AiHEMIBoAHAMSnlnEyVYyiBnnrHxKcoHnylCTfNmIixI70ocCqIqBJb/vARZl8wBmNHFkARAqvmVGPDno8AAEtnn4dSrwthVUWh24G7r6nGulf/gpXf/BIkJI61d2vnSIy7mDq+FEtnn4fyIjfGjizASI8Dn3b4+wRgWbEG3aDMn0SUJ1RVoqLYkzQSsGHPR4Mepk9XMBhGqy+oZTWtKHLD7Tb+I7C8yI2nFn0NgbCEIgBVAh6nyPqpaiM+RzI9pfJjAB8AGJGpAgxlmKi/YyZVFOPH3zg/KQX42gU1uH76BLSeDmDhI29pjz98w1QEQirufPa9pOc6FQX3fusr0Yyi6/YlnWNSRbHWqbl55rlJOy2ur6/FL3Z/iJcPtmh57i8YU2L6GnQr0wYTUW4ocDtw15WTtVGOePtX4DZ+JCAYDKOp1YfbtjUmtZeTK4oM73SoqsQpf1jbyj3eFp81QmZ1e2jE50jGplSEEFUArgLwq0yVARjaMFF/x+ilAF++4wDCEeCO7e8lPd7uC2mdjcTnji52IxhRdc/R7g9h8pgS3HPNFK2zEf/9bdsate3mm9v9WLqtES1dAdODQ40YaiOi/BIOq/pTKiYsH231BbXORvxct21rRKsJbVRLV0DrbMTPFW+Ls5kRnyOZHOH4dwB3AShJ9QQhxGIAiwHgnHPOMaUQQxkmGugYvd8pou/jhW6H7nNVCfSE9NdyB8MRKIqAlFL396UJO7g2t/sRjqimr0G3Mm2wXVlRV4mMYJe6GlL127CQCVMq4RTnMiNeJBTRb7vDkezOw2HE50hGRjiEEHMAtEgpG/t7npRyk5SyTkpZV1FRYUpZUgV69jdM1N8xqX6nSvR5vDsY0X2uQxH47JQ/5TlUVUIIgR1LZ2DjwtqkINMOfyjp+U5H9L/YzODQofwNc40VdZXICHapq05F6LYbZiwftfJcLoeify5H9q/RGO7nSKb+ArMAXCOEOAzgaQCXCiG2ZaIgQxkm6u+YMq8LGxfW9lmD7XIKPHjthUmPTxhViM0Lk19n3Y3TsO7Vv+BnL3+INfNr+pyjzOtC04lOXLvxdS0Pxz//3WRcUV2J9fW12Nl4VHv+hvpaVBabn+iG+TyIaLBGeBWsr09uK9fX12KE1/iPpYoit+65Kkxoo0YXunTPNbrQNcCRuU/IDK95FkLMBvDPA61Sqaurkw0NDaaUwahVKgDQdKJTW6Vy1kgvPE4FLofAqufeR2tnUFuR0h2M4Mtnj8DoYg/afEH4QxF81NKFh3Yfwv6jHQCAK6orcc81UyCl1M7R5gti3rq9fQJ3ti+ZgYoidzQKO6LCaVCa4HT/Nlm6SsWUAvZXVyeufNGMUxrm8H1XZboIpM/yumq2Tzv8aDz8OaZOKEdElXAoAvuPtKF24mjDt1tXVYnPfT0IhqV2LrdTYHRRgeHt1Kcdfmzd+zEW1J0DhyIQUSV2NPwVN8/6gmXbyGdYyj9oplep2MJQUt7qHdPaeSa/xssHWwBEOwNPfP9r2s9LHj8zi/Ta8tna66iqhC8QRmsssKiqzIs7Lp+MsSOiF0T8A707GNadH5RSwuVyGFqhB7P6hGnPc8NQO0TsqNBgSSnxo6cP9Hl874pLDD9Xmy+In+x6v8+W8T+dV2NCuyXxN5PH4NYtb2vt5pr5NRDI7vwiRsh4h0NKuQfAngwXwxCJwZNTx5finmuqMarIA4cC/Pddl6DDH8KnHX5s2PMRWrsCcCgCrZ0BlBY40eoLosjjwDOLp0MIQEDA7RI4fsoPl1NBV08YN/36LayaU23ZNsupVp/sWjbL9M5Flo6YEFGa3E4H7plzAf5fe/ceHkd13w38+5uZ3dVqJVuyLBmwhE0omDhUBktxDKSUQCGkkFBeGUiwbC6pjU1CGppwedtS8obkKcZNCZDYBicBjCGB2qSkkHAJCYVCSJAMOMRgCGCwHGLJsowtabWXmfP+sbvjvcyubjt78/fzPH6snTlzzpmZo9mfZs45c/rcw2EpBU0Ev9r2gSvXMsuy8M/nfBSaaDCVwhF1fhx3zkdhWfnvyKkUMkYQXrd5Kx5cvjDvZZWbogcc5SbXF2Gi82RjjQ//1nE8wlGFmx79Q8Z8GasXtaKhxovbfvkW9gXDuOqMY1PGh6/qaMW9L7yLq04/BoOhKO5+/l1cdspROPkjDQh4ddx7+QK83z+M259+C32DIdy5pM2d1ywXafQJ5/Ugqny1Hh2nHNuEt3sH7Ze3nXJsE2o9+Q84vIagd9DEyo0H50Fa29mGKXX5/wq0sowgLPMJVPOCAUcO6cFFvd+Dt/oGs34RJjpPDo5EEfB68Pf3vogbzp2bEe1es2krvnvRCXiouwd3LmnLGB+eeDfKyvu34KbzjsclJx+FZ97YjcULZ+FLD2xJmUzmwEgEM2p9rtwNEBHHuyki7n7pF/POChEVxoehCIbTXt42HIriw1AEVVX5/WoaDlu44+k3U2Y1vePpN3HjZz+G+jy/30TLct3k30p8l0pWib+yz1/zPE5Z9Wucv+Z5bO+NdQjNNsGVpgmOaayB36vbY7Hr/B7HaNeMh7vZ1ieWV3t1XLd5Kxa1H2kHG4k0KzZ2w9A07D4QSq3n7gN5mR5YF2SMlFnV0Qrd5V8czutBVPkUYL+87aK7XsQNj7yG4bDpSk8HEeCSk4/CTY9uw0V3vWi/ZduNv500zfm6ybuzDDiycvor+4r7Ds7kmZD+RTgQjGDFxm6YlrLnxXAak52YLyPX+sT/PQNB6Jo4fgkfPrUqY2bTfM3yqWka7n3hXdxw7lw8uHwhbjh3Lu594V1omrvNhvN6EFW+Qr68LVu/CjcGaepZrps6Aw4GHNnkeitrssQjhsSbYMNRE401PnwYjOC+Ly7AVL8H37v4xJRod11nG7bs6MeJLXWYVu3FurQx26s6WrG5eydWdbRi3TNvx79snSeTseD8vDAfdwMaAl5cfeaclL8Krj5zjuvza3BeD6LKZ2WZ/dONl7dl71eR/7KmB3yO183pAT4OZh+OLLK9qKap1mcvTwQP3/jZa3hyWy/OmtuEb553PL553sew8v6DfS3u7GzDphUnYff+EP68fwS3P/0m/uFvjsXik2bj7d4hVHk03HPZAhiaQEHBo2v4woJZ+PcntqNvMITVi1oRDEfxnQvmpbzobf3SdlR5nOvpGeP8G7k6wbo9JXo2xSqXiAon8UdU5oi7/P8drGvOZeku3K3l9Ss7BhxZJP7KTu8gesRUv92QRMQONk5sqcMlJx+F1z84gBseeS31UczGbtx03vG47J6X7Py3fXAAGy5fYKdNflPsrIZqAMD1nzkO+4IR3PL4wcAj0empud6Pw6fG7gCk13P1olYMjkQxPZD6dsLROsGeNbcJ/3LO3PikOAd/SYrRUZPzehBVNq8hWNfZlvFWVa/hztTmqxe1ZryZ1o2pzYHYtTZiWohaCmJasKzyflNsvjDgyCJXlJqY8XM4HMXSk2bjslOOwmFTqrDkR7/Ddy6Y53jrrjrtlcs9A0HsHQpnPL/8ybKFiJhWSnBi10kEV9zXjeb6WNCTaMBNU7y46bzjUe3VUwKUh688GU21VQCch5reuaQNt/3yTfQMBO2A6eIf/JZDUYnIdZGogmlZ9rVrOGzCtCxEovl/zDESMXHL49tTRqnc8vh23PaFE/JeVjRq4Y3dBzICqeNm1E565udyx4AjB6e/shNf3Lc+tR0dbS1oCHjRWOuD36Ph3stjj0Weu/ZT2DsUwjd+tg0v79yH5no/Gmp8uLCtGWfMnWFPbX7YFB9+vOwT8Oga6qu98BoaDF2yDqtKdCRN788wFDIzApQTW+oQjlrYNTAcG8aqlGMn2BvOnYsnt/VixWlHZ3SqGs9Q1MTdE8uyYCqkTMcOgJN4EVGKiKXw8nt7Myb++puPHZ73sjRNsGB2HT4yPQBdE0wLeLFgdh00F4ap9A6GcHvaENzbn34T3/jc8a5MbV5OkyQy4Bin/qEwbn1qe8pkXlf81Wyce0JzyuRdaxbPx791HI//ePJNXHLyUfjPl95D50mzcGVS347vXnQCplQZuGLjlpTbfFOqDNx92cdx2d0Hp8a9+7KPI+A18MCyT6AqbWIcPS1AObGlDteePQefv+tFe/t7L1+QsxNstuG5Y+l8mhyEpU9ytn5pO3yGhqU/+h3vnBCRze/R0HbUdFy8/uB1am1nG/ye/N8FqPFpOPeE5pTpxtd2tqHGl/+yRFTGdXBVRytEXOgMW2aTJB7a93cmIBw10dHWknI3YFH7kRmTd115/xYYmo7rPvNR/PsT2zF/doMdbCTSfPXBV9B7IPOxynDYgi6CjV/8BH79tb/G9y8+EfuGwrjwzt/g1Fuewf9Z80LKXBt+r47Viw6O+/7KGcdkDDd7v3/YcZRLohNstuG5YxmKmhhCnH5cEndJ3usfdmXYLhGVr5GIlXHdXLmxGyOR/E83PhRyLmsolP+yLMt5CK4Ls6hnnSSxVK+vDDjGKXHLKvluQLY5MjQB9hwI4eWd+7LeQUjv29FY40OVJ3ZH4LR/fwZLfvQ7AIL1z72TtVHV+b2YMaUKN513PB5cvhAt06ozyrr96bewdvH8jKGmiU6wJzRPxZ1L2jLWj2UoamII8Vj3kZN4EVE0y7BYN+bhKIWyTBfKKrdJEvlIZRyiUQsR00JjrQ+//Me/xl3/8zYe6u6xJ/lK73NhKWRM8JWeZjic2jC+csYx9pBaINZ4vvTAFruvRUJyo9I0weyGAGqrPPbomfSy+gZDGAxFcdN5x+Pophr4PZmjUBprqyY0lCsxhHis+8hJvIjI0Jz7qrkxcqQUynJj4q9s0zeU6vWVdzjGKNHz+MI7f4O/Xv0MLr37d+g8aRYubGvGpq73sTZt8q41i+fDYwg2d+8EAGzu3pmR5jsXzEN9wJOybPb0zLsT2SYcS25UicBhZn01DptSlTFx1qqOVtz9/Ls4bGoVmuv8aKz1ZX3F/Mz6asf12SSGECcmK0u/SzKroZqTeBFRCo8hWJN21zVx3cy3xoA34/q7trMNjS5ch6q9muN+VXvz/3VbbpMkinJjblcXtLe3q66uLlfLyNXb90/7grjwzt9kRJIPLV8IQ9fg0WMvCIpaCoYm8Bka1j/7NubPbrB7Km/Z0Y+lJx9l98j+f//9B/QdCGPFaUfbI1fmzKjBhfHOnsnlPPD3nxjXkNXkfRER6BKbqtytHsxlOkrFlUrkaquzr3/MjSLL0o6bzyl2FcpJwduq23YNDGPDC+9iUfuR0DWBaSls6nofS08+CjPrq/NaVu+BEfzw2bczyvriqUfbUwfki2Up7No3jFBUQRPAUoDPEMysq3b12ltC19eshfORSlyu3r4A7JexJesZCCJkKhw2NXY3IPmtg+/1D+HO53YAz+1I2eaiBbNQW+WBZVl2T+bE3BqrOlrhNTTHCccOn1KFh644CVHTgqFraKoZ+x0Ij+5eoJEw2kRdnMSLiJJpApw6Z0bKyJFVHa2uvFV1JGLizud2xK7JSRafdFTey9K0WHBRqCCgnCZJZMARl97bt7HGhz9/OIK6agN7hyKo9jo/K9uxZwheXTCjtgqGoSESMdE7GAKAlH4eifSmpRCMmKjx6fYLfhJ3QO594V18+/zWjAnH0mcEHe0OR7kNlUoowUidiFyiFByvgd/47MfyXlb61AFAvF8FLy8FxT4cccm9fU9sqcPXPz0HNzzyGrb27Mdtv3wTUdPKeC63dvF8/OL3H+CDD0fwxu4DCIWieKN3EBfd9WJGP4/Ec7xNXe/j7d5B7N4fwvWf+ShuenQbbv7FG/DqGv7pb+dCxV/OnNyXYiAYGdfQp3IbKgUcDJLOX/M8Tln1a5y/5vmUob9EVFmqfRquOuPYlJecXXXGsah2YW6MgE937FcR8OW/c6VlKezoH8Jruz5Ez0AQr+36EDv6h3gtA+9w2JJ7+ybPulnn96CjrQU9AyP48e/eS4nG7/jVW/jCglnoHwrjpke34cHlCx3n43hw+UIsC38Em7rex7nzZuJfH/mDPfX4z758Cj7YN4IrkiYNS78bMd6hT+U2VArIHiSNdaZTIiovQyELd6TNyHnH02/ixs9+DHX57cKBsKnwvV+9lVLW9371Fr51/l/mtyAA+4Jh7N4/kvGerLpqD6Yd4m+MZcARl/yytsR8Eie21GFawGt3MnpyW2/K0FQAuO4zH8XXH3rVHtOdbaz33qEwFh7diCl+j/1SNmUpmBA72EikT/+iHe/Qp3IbKgWUZ5BERBMXzXJN/edz5ua9rEjUcizrxs/mfzauYNjMmHjxmk1b8eDyhUBglI0rHB+pxCW/rK253o+z5jbh65+eg9VPvIFpAS8U4DgT5wf7gvb7UhLjr9PTaCL42n++ioYaL7792MHbh3viozoaa3y4c0kbHly+EHcuaUNjjS/li3a8Q5/KbagUcDBISlbqQRIRTVy266Ubc2N4DM2xLI8LL1Mr5MRf5YZ3OJIkevtalsK/nDMXF//gt2is8WEwFMVhU6qw4fIFuPkXr+PJbb1orvfjts+fgG89+vrBdwDEx18nvy9lzeL58BmCHy9biJse/YMdYSdenvbwypNx7dlzMl6b7PfqKZ0oG2q8+NmXT0EwPHqHylxvui1VyXeYkh8tlXKQREQTN9WvOb6efqo//0GAVxf86NJ27BoYsd9MO7O+Cl4Xeo16CjjJWLlhwOFA0wS6Jmis8eHrn56TEkB8/+L5uOr0Y7BnMIzmOj+++/kTEDEV7vqft3Hhx1vw0Es7cfelH7cfw6x/9h10tDXDa2gZt/N6BoKImJbj7beHV548qZEm5TRUCijPIImIJm4opCBQKa+nFygMhRRq8js1BkIRCx8OR1L6Vdx64TxMrfLktyAAVV4dt144D1fHH7Unyqry8m5tUQIOEWkBsAHADAAKwF1KqduKUZdsvIaOr5xxTMZLeBLTjF9xXzeevfY0LI5PxgUAnzvhCLzwTr89DBaIRbaf+cvDs077bSrn228jUSujE+WtT23HNz53fMqkWrm+kMttmGm5BUlENHERS9lvyk5orvfjJ8sXulJWIgAAYtfTqx961ZWy6vxeNNT4UgKphhof6vy8W1usOxxRAF9TSm0RkVoA3SLylFJqm5uFpn8B1/s9GAhGEI6a8Ht1RE2FkYgJTRMYmuDoxoBjMFDn99i3yDatOAmhqAVDAwSxN7xaSsHQY3c4fIaGgE/H0IiJ+764ADv2DOP2p99CY60XN5z7MYjAMRDx6ZLSo/rND/bj3HlH4E/7gugfCmNz905cfeaclDseyfvnMTQMjkRTXgu/4fIFqPEZGIma0EXg9+qo85d2EEJElcm0FC5qa8Z585vt2Zcf2dLjyvBRSymc/JEGLDv1Iyl3n92YaVvTBDOnVMFnaPbM09Or3bvOltMflkUJOJRSHwD4IP7zARF5HcBMAK4FHOmTYZ01twn/fM5c7BuOYDgcRZVHx1U/fjmlH0VzvT/ry8hWL2rFQHxei3tfeA/nz5+Z0g9jVUcr7n3hXXzpU3+BvUNaynPKO5e0wWdo+ML6F9FY48PqRa0p2264fAH2xIfaJpat7WzDvyX1H1nV0Ypbn9qOb53/l2iqrXKc7Gv1olY01vjQMxBEY40P/YOhlABk9aJWzJhShdkNgZJtoERUWIX6AptSpeO0j87AxetfTLnO1Vbl/9FDwKuj86RZKbOaxt5vkv+ywuEo3twzZE+RkNivOY0BeL35/cott0keiz5KRURmAzgRwG/dLCd5nocTW+pwyclHYfEPfovzvv88RiKWHWwAB/tR7No34jjZV5VHwy2Pb8cVG7eg90AYy079SEY/jOs2b0VHWwv2DkXsYCOx7or7urFzbxA9A7ERLrc8vh03nXc8nv7Hv8ZDV5yEmioDV9yXus3Kjd3oaGvJyH8kYmXsX/I+rDjtaADAitOOzrileM2mrXivf7ikJwQjosIp5AR8w2ErY96ilRu7MRzO/1DVkYhl98VLlHXl/Vvs62c+9Q2FHferz4XrbLlN8ljUTqMiUgNgM4CvKqX2O6xfDmDaNaufAAAgAElEQVQ5ABx55JGTKit5nofkib0AoNqrOz46EcTeQvPjZQsRMS281TuIf33kD3h55z47XbVXh65J1kcviZ/T1yVH1i/v3IfL7nkJDy5fiOZ6PyJR534difwSnxsCXntq3mzzWCS2Scwt4lQPznUxeflsq0RuytVWCzkBX655i/KtUssqt/mLihZwiIgHsWDjfqXUw05plFJ3AbgLiL3VcDLlJU+Glf7lm61D53DYxHDYhN9rYOfeYfsRR3oa01KO2+8LRjCt2ou7L/04qr069gUjWPfM2+gbDGE4nNogEnkl5p3Ill/y52kBL/zxwCXbZF+JcobDZtb1nOti8vLZVonclKutFvILzNAEZ81tQkdbi91XbXP3TleGjxoFHKpayLLKbZLHojxSEREB8EMAryul/qMQZSZPhpUIMBLWPfO23WcDgN2/YVrAg6YpPpiWiRlTfRlpbr1wHppqvVj/7DsZ61Z1tGLLjn5UeTTc8Mhr9mRf1549BxsuX4BZDdUZ5c1qqEZDwOs4cde6zjZs7t5pf16zeD48utg9n7NN9jWvZSqev+5TmNcyFeuXtGctk4hIxHkyrtglO7/q/M7vUqlzYR6Ophof1na2pT4e72xDU03+R8U1BryOZTW6cJ0tt0kexY1euqMWKvJJAM8B+D2AxEO0f1JK/TzbNu3t7aqrq2tS5SY6Q1mWhT1DYbufRGx+jRMRMRWmBbzw6hp0XaAh1uN4/0gUXl3g1TVELAXLUtA1gUcTKAChqAWvocG0FMz4Ok0ASwEX3fViRvT58JUnY3rAhz1DIYxELOiCjBEjTiNq9gbDWdM7bZPe2cuyVM4yD0Gu7Hiutjr7+sfcKLIs7bj5nGJXoZwUpK3u/jCIP/YN2Y+cE388/UVjADOm+nPkNH67BoYdr48PLl+ImfX5fZlKNGqhb2gEURP2iBhDBxoDsbd851s4HEXfUNgepdIY8Oa9w2hCCY5SyVp4sUap/C9c+gXKJXmeh8baKnuSKQXgqgdeBgB8/dNzUn7ZVi9qxS2Pb0ffYAjfv3g+fr51F+bPbki5BfjP58zFonW/SRmFMqepFrsPjDjenoxELWiaoKk2++w2TnNS5EqfbZv09aPlQUSHLk3THF8Z/+3zW/NellnAKcB7B0O48M7M4OahK07CEXX5DaQAwOs1MNOlACNdOc1fdEjONHrwL/3YfBS6CPoGQ7jh3LkpnUkba3wYiVhYfUEr3u4bws+37sLfts7Elx7YkhL9D4aiaKzx2b+kvftDmFbtsefvT2/kIoJdA8N5i0ZLMMIlojLUEPDi6jPnFOQVA4Xs6xAxLeeOnGb+R6lQdodUwGFZCgPBEIIhCyNRC3/+MIgNv9mBL33qL7C2sw2hiGkHDk21Pkz1e1LenbLh8gX2PBbAweGpGy5fkHFnZO3i+WiZ5s94P8i6zjZ842ev2XlOdsx0uY3DJqLSVchXDBi6OE4BbrjxfhPd+Y8/Qy/6zBCHlEMm4LAshR39Q9i9fyRlkq3vXDAP3//1H7Hsr45GyzR/xovUVnW0ou9AGC/v3Ie9Q2HHKBlAxhToK+/fggeXL0z55dUkNnz2i5/8CDraWrDumbcnPeSskMPYiKjyFeoWvWkpeAwtZQpwT7wvXL411fhwz2Ufx869Qbuslml+VzqNUnaHTMDRPxTGe/3D9st7gNiX89f+81XccO5cWEohainHCbwS707pHwo7RskeXXN+FqlS30D7+gf7cfVDr6QEM//+xPZJDTkrt3HYRERArFP9lx94OeN6+qAL7zfRNEEkqlJe3rZ+STvvAhfYIXM/KRw1s07w1ZCYz0IB37lgHu5c0oYTW+rs9YnJszZ378T3L56fMQSp2qs5DiWr8hw8vP1DYVyRNvvcdZu34itnHDOpMdOJcdjpZZfqOGwiIiA2QVZjjQ93LmnDg8sX4s4lbWis8blyh6N/KIxl96XdCb6vdGfkrFSHzB0Or6FnnfxqxhQfPgxG8fmkOf0Tdx/6BkP2vB2XnHwUfr51Fx74+09A18R+vgkgo6/G+qXtmB44eLsu252Io6YHJtUhKzEOOx+dvNj5lIgKpcrQ8I3PzcXeodiEhl499tnnxjBV3gkuCYdMwNEQ8GJWQ3XGi9LWLJ6P3ftD+OqDr2TcfbjpvOPRWOtDQ40HDy5fCE0THDPjaEwP+DK+iEfraJVtRrhqnz6pL/V8dfJi51MiKiQRwXDYTHnMsXpRqyuTjJXbjJyV6pB5pKJpgtkNAcw5rBY/Wb4Qv/zHU3Hz//lL3PjIH7KOB2+Z5scN//UaLAs4fKofhqYhErXik4epjPwba32YWV+NxtrMgCTbjHDJd0Ems2+5yh6LcnsJEBGVt7BpZfSZu2bTVoRdGKpabjNyVqqyvsOR6xGA00ydA8GIPVrk0rtfsht6tnepvN03hL7BEPxeHTv6h/Be/7Ddw3lWQ3XO17o71a1Qw80mgrcciQiIzcrZOxhCxLTg0TU01fhcmY0z2x96bryZtpDDfSm7sg04cj0CAJCy7qy5TfjKGcfar4k/a24T1nW22Z83d+/E2s42+5XCiT4c977wLtYvbYeCwu79Ixm3/uqqPZjmcIciV91KdagqbzlSoU10mndOie6eaNTCG7sP2NfGxNxBx82ozXvQ4c0yN4bHpbkxymlGzkpVto9Ucj0CSF/X0dZi/wIBwJPbenH702/ioStOwvPXfQrfPr8VH41Hv89f9yk8dMVJ+IvGAL59fivmzKjFSNj51l8w7PzXfzk+nuAtRyLqHQylXCt7BoJYsbEbvYOhvJclAseXZrrQhYNKRNne4RjtEUDyuvTX0QOxoOPGz6qUlwRli35NlWXO/yx3/srx8QRvOVK5mMidEd4VGZtCTgEeilq45fHtKe9tueXx7fju50/Ie1lUGso24BjtEUDyumx9NMb6uKDK41xW8jwb46lbqeItR6JDWyGnAPfoGvoGQ7jivu6Ustx6pELFV7ZnNtcjgPR1m7t3Yl1n24QfF0wP+MY1woSPJ4ioHDXV+DKules621yZArwx4HUsq5HXyYolSuW/R7Ab2tvbVVdXV8qyiY5SmcjjgvFOisVJtMqCKyfEqa0mTLSjJE1OBTxSKVhbTYxSiZoWDBdHqQBAJGLGyrIUDE3QVOODx1Pad4JpVFnbatk+UgFyPwJwWjeZxwXjfdzAxxNEVI4MQ8MRdf7RE+aBx6On9KOjyla2j1SIiIiofJT1HQ4iorEoh0dZFfDYhygn3uEgIiIi15VNp1ER6QPwXrHr4ZLpAPYUuxIuKtX926OUOjvfmRaprZbqMS7FepVinYDc9aqktuqkVM/JZB2K+5W1rZZNwFHJRKRLKdVe7Hq4pdL3rxSU6jEuxXqVYp2A0q1XIVTqvnO/UvGRChEREbmOAQcRERG5jgFHabir2BVwWaXvXyko1WNcivUqxToBpVuvQqjUfed+JWEfDiIiInId73AQERGR6xhwEBERkesYcBAREZHrGHAQERGR68om4Dj77LMVAP7jv3z+cwXbKv+58M8VbKv858K/rMom4NizpxJnh6VKxLZK5YJtlQqpbAIOIiIiKl9FCzhEpE5ENonIGyLyuoicVKy6EBERkbuMIpZ9G4DHlVKLRMQLoLqIdakIlqXQPxRGOGrCa+hoCHihaTLquonkV2ylXLdKNN7jHY1a6B0MIWJa8Ogammp8MIz8/n3DNkBUXooScIjIVACnArgUAJRSYQDhYtSlUliWwvbdB7BsQxd6BoJorvdj/dJ2zJlRCwBZ12W7QOfKr9gX9VKuWyUa7/GORi28sfsAVmzsttOv62zDcTNq8xZ0sA0QlZ9iPVI5CkAfgLtF5GUR+YGIBIpUl4rQPxS2L74A0DMQxLINXegfCudcN5H8iq2U61aJxnu8ewdDdrCRSL9iYzd6B0NFqxMRFV+xHqkYAOYDuEop9VsRuQ3A9QBuSE4kIssBLAeAI488suCVLCfhqGlffBN6BoIIR03752zrJpJfMZVi3Sq5rY73eEdMyzF91LSKVic6qBTb6uzrHxv3NjtuPseFmpCbinWHowdAj1Lqt/HPmxALQFIope5SSrUrpdobGxsLWsFy4zV0NNf7U5Y11/vhNfSc6yaSX7GVYt0qua2O93h7dM0xvaHn73JTim2gXFRyW6XSVpSAQyn1ZwA7RWROfNEZALYVoy6VoiHgxfql7fZFOPFMuyHgzbluIvkVWynXrRKN93g31fiwrrMtJf26zjY01fiKViciKr6ivZ5eRE4A8AMAXgDvALhMKTWQLX17e7vq6uoqVPXKEkepjLturuxMJbbViY5SiZoWDI5SyYeKbqt8pFJRsrbVog2LVUq9AqC9WOVXIk0TNNY6/xWZa91E8iu2Uq5bJRrv8TYMDUfU+UdPOAlsA0TlhTONEhERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQERGR64xiFSwiOwAcAGACiCql2otVl2KzLIX+oTDCURNeQ0dDwAtNk7zmWe/3YCAYgWVZMBWglMpbWROtUyHLLmeTOW7FOubRqIXewRCipgVdExiaQNM0nnOiQ1jRAo64Tyml9hS5DkVlWQrbdx/Asg1d6BkIornej/VL2zFnRu2EL8xOea7rbMN/v9KDU+fMwHWbt+atrMnUqVBll7PJHLdiHfNo1MIbuw9gxcZuu9xVHa2494V3cfWZc3jOiQ5RfKRSZP1DYfsLAQB6BoJYtqEL/UPhvOa5YmM3FrUfaQcb+SprMnUqVNnlbDLHrVjHvHcwZAcbiXKv27wVHW0tPOdEh7BiBhwKwJMi0i0iy50SiMhyEekSka6+vr4CV68wwlHTvjAn9AwEEY6aec9T1yTvZU22ToUouxDcaquTOW7FOuYR03Ist87vqahzXq4OhesqlaZiBhyfVErNB/AZAF8SkVPTEyil7lJKtSul2hsbGwtfwwLwGjqa6/0py5rr/fAaet7zNC2V97ImW6dClF0IbrXVyRy3Yh1zj645lrsvGKmoc16uDoXrKpWmogUcSqld8f97AfwUwIJi1aWYGgJerF/abl+gE8/ZGwLevOa5rrMNm7rex6qO1ryWNZk6FarscjaZ41asY95U48O6zraUcld1tGJz906ec6JDmCilCl+oSACAppQ6EP/5KQDfVEo9nm2b9vZ21dXVVbA6FhJHqRSNK4Xnu61ylAqhTNrqRM2+/rFxb7Pj5nNcqAnlQda2WqxRKjMA/FREEnV4IFewUek0TdBY63M9z3yXMV5u7OehYDLHrVjH3DA0HFHnHz0hER0yihJwKKXeATCvGGUTERFR4XFYLBEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5jgEHERERuY4BBxEREbmOAQcRERG5rqgBh4joIvKyiDxazHoQERGRu4wil/8PAF4HMKXI9cgry1LoHwojHDXhMTQYmsCyFEJRC1FLwdAEjQEvPgyZEKQur/JoGIlY8Bo6GgJeAED/UBiWFUtjWgq6JrE8lYKlANNSqPLo8BqCoZAJU8U+Tw/4oGli1ysatdA7GELEtGBogoBPR43Xg4FgBOGoCRGBLoCmaWgIeKHF671nMIRgxISuCTyawOfRMKXKm5J3Yp8ty4KpAEspaCLw6oKwqaCUsvfJabtw1HRcn0vy/nh0DU01PhhG5d20C4ej6BsKp7Qdw9CxLxjGSNhEJL7c79VR5z943vqHwgAUIlELkXi78Rka6v1eGIaW2k51DaalEDYt6JrAq2uoqzKwZziScnw1TVLOs1IKHkODV09te/VVHuwZCkNBQcXbqKEJqn263XaynftcbSJ9Xb3/YPsda/uZTJsrZJ5ElaZoAYeINAM4B8C3AfxjseqRb5alsH33ASzb0IWegSCa6/247fMnoLbKwOX3xJadNbcJV51xLB59pQfnzJuJK+/fYqdds3g+Nv7mPbzwTj82XL4AoaiFW5/ajktOPgrXbd5qp7v1wnnwGBq+/MDL9rK1i+fjjl+9hSe39aK53o/1S9sxZ0YtNE0QjVp4Y/cBrNjYnZLe7w3j0rtfspet6mjFvS+8i6vPnINjGmvwVu8glt13cF9WL2pFQ40XB0aimFlXbX9BbN99wLGeaxbPx/ey1MnpWCWvz8Vpf9Z1tuG4GbUVFXSEw1Fs7xvCyuTz1tmGI+p8eKd3CFc/9GrKuZkxpQpH1lfjrb5B/NeWnTh33kysTGpfqxe1orHWh1n11fjjniEs29CFxhofrj17Dq7ZdPC8ff/iE9F7QMs4vlP9Bm56dFvO83zW3CZ85YxjcfvTb2akW7t4Puqqozh8ih9v9Q1mnPtjGmscl8+ZUQsAGe1lXWcbbn/6Tcf25WQybS4bN/IkqkTFvDJ/F8C1AKwi1iHv+ofC9oUHAHoGgviHn7yCXQMj9rKOthas3NiNRe1H2sFGIu2V92/BslM/gp6BIN7rH8ayDV3oaGuxL9qJdFc/9CoGhiIpy1bevwUdbS3252UbuuJ/5QK9gyH7yyM5/c69wZRl123eio62Fizb0IXewZAdbCTWX7NpK3YNjCAUVXbeiX12queVOerkdKyS1+fitD8rNnajdzA0gbNWuvqGwnawAcTP28ZujIQtO9hILL9m01a81z8cO28burCo/Ug72EhOs3Nv0E7TMxDEitOOtoONRLq9QxHH4xuKqlHPc0dbC1Zs7HZMt/L+LQhFVUr5iXV2m8vSJpzaS6Kc9LTZTKbNFTJPokpUlIBDRM4F0KuU6h4l3XIR6RKRrr6+vgLVbnLCUdO+8CT0DARR7dXtz3V+D3oGgtA1cUyrx/8qqvbq6BkI2ulz5ZlYVuf3pHwOR00AQMS0xpVHz0Aw5zaawM47sc/Z6pmtTtmOVWJ9LtnqFjWLE7+61VajlnLezyzLq726fWyyta9qr56yvdN5S7S99G01cU6ffJ4T67Ol0wSIZjl/2c5rOGpmbS/Z2peTybS5QubppnK8rlJlKNYdjlMAfE5EdgD4CYDTRWRjeiKl1F1KqXalVHtjY2Oh6zghXkNHc70/ZVlzvR/D4YMXn33BCJrr/TAt5ZjWtBQAYDhsorneb6fPlWdi2b5gJOWz14gFFB5dG1cezfX+nNtYCnbeiX3OVs9sdcp2rBLrc8lWN0MvTpN2q60amjjvZ5blw2HTPjbZ2tdw2EzZ3um8Jdpe+raWck6ffJ4T67OlsxRgZDl/2c6r19Cztpds7cvJZNpcIfN0UzleV6kyFOXqrJT6v0qpZqXUbACfB/ArpVRnMeqSbw0BL9YvbbcvQIk+HDPrq+xlm7t3Ym1nGzZ1vY81i+enpF2zeD7WP/sOmuv9mNVQjfVL27G5eydWdbSmpLv1wnmoD3hSlq1dPB+bu3fan9cvbbc7njbV+LCusy0jfcs0f8qyVR2t2Ny9E+uXtqOpxof1S1L3ZfWiVsysr4LPEDvvxD471XNNjjo5Havk9bk47c+6zjY01fgmcNZKV2PAi7Xp562zDVVeDbdeOC/j3MxqqI6dt6Xt2NT1Ptamta/Vi1rRMs1vp2mu92PdM29j9aLU8zYt4HE8vj5DRj3Pm7t3Yl1nm2O6tYvnw2dISvmJdXaby9ImnNpLopz0tNlMps0VMk+iSiRKqeJWQOQ0AF9XSp2bK117e7vq6uoqTKUmqeCjVJRClZE8SgWo8mh5HaUyEjGhjWOUilIKUqBRKlHTgjGxUSqu9OjLd1sdbZRKNN4mnEapCBTC4xilEjEtaGmjVJKP7+ijVGJtLzFKBTg4koqjVCalLNrqRM2+/rFxb7Pj5nNcqAnlQda2WuxhsVBKPQPgmSJXI680TdBYO/pf2o3esR3+seSVUFedfZ1haDiizp+xPFf+miZomlI1arlj3ed8bQdk359K4/UamOnQVqYFfEDAeZuxHNexpDnCodxs26S3vcNHOTfZys9VL6d1420/k2lzhcyTqNJUzvhBIiIiKlkMOIiIiMh1kw44RGSGiPxQRH4R/zxXRL44+aoRERFRpcjHHY57ADwB4Ij45zcBfDUP+RIREVGFyEfAMV0p9RDiM4YqpaIASnPGGyIiIiqKfAQcQyLSAEABgIgsBPBhHvIlIiKiCpGPYbFfA/AzAEeLyPMAGgFckId8iYiIqEJMOuBQSnWLyF8DmIPYhB/blVKRUTYjIiKiQ0g+Rqm8DeDvlVJ/UEq9ppSKiMijeagbERERVYh89OGIAPiUiNwtIomXB8zMQ75ERERUIfIRcAwrpS4C8DqA50TkSMQ7kBIREREB+ek0KgCglLpFRLYAeBLAtDzkS0RERBUiHwHHvyZ+UEr9UkQ+DeCSPORLREREFWLCAYeIHKeUegPALhGZn7aanUaJiIjINpk7HP8IYDmA7yQtS+67cfok8iYiIqIKMuFOo0qp5fEf1wI4Tyn1KQC/RmyW0a/noW5ERERUIfIxSuVflFL7ReSTiN3V+AFiQQgRERERgPwEHIkXtZ0DYL1S6jEA3hzpiYiI6BCTj4Bjl4jcCeAiAD8XEV+e8iUiIqIKkY/A4EIATwD4tFJqH2JzcFyTh3yJiIioQuTj5W3DAB5O+vwBgA9ybSMiVQCeBeCL12GTUurGydaFiIiISlM+Jv6aiBCA05VSgyLiAfC/IvILpdSLRaoPACAatdA7GELEtODRNTTV+GAYY7sJZFkKewZDGImY0DSBRxOYSgEKMHRBxFTQNMCygKilYGiCxoAX+0JRmJYFywJMS8Gja2iMl5ten4BPw+CICVMpVHl0TPN7MRCMwLIsmApQSsFr6GgIxLrQ7BkK2XlbSsFn6DB0QTBswmvoqPd7MBCMIBw17e00TXLuY/9Q2DF9rnVjlZyH36sjailEotaE8stHfdzmVEfLUhlt0LIs9A2F7XbjMQThqIJHE/g8GsJm7DiJCLy6IGwquy1M9ekp2/oMDcNhE1UeHZZSCEUt6PH26vUIhkMW/F4ddX4volEzZdvGgBdeb+Ylw2k/AEzo+I923srhvI5XJe4TkZOiBBxKKQVgMP7RE/9X1PevRKMW3th9ACs2dqNnIIjmej/WdbbhuBm1owYdlqWw/c8HsOy+Lnvb1Yta4ffqWPPrP+Kq04/Bo6/uwqlzZuC6zVvtNGs729D97h4cc9jUlOXrOttwbGMAb/YNpdRnbWcb7nj6TTy5rddO99+v9GTku+HyBQhFLNz6y+245OSjUtatXtSKWx7fjr7BENZ1tuH2pPzWL23HnBm1jhc7y1LYvvsAlm04uI+J9ACyrhvrhTM5/8YaH649ew6u2bR1QvnlqmupXMgd67ikHR5DcOndL9nLHr7yJOzeH8bKpHawZvF8PPbqLvzN3MMwtdqDy++J5XHW3CZ8+fRjcOX9W9AzEMQVfzUb557QnLHt/7zRi/ajpqUc39WLWjG91oc3/rQP02v9OPawGvxpXyhl27WdbZjTGEgJOrIda5+hYemPfjeu4z/aeSuH8zpelbhPRNkUrXOniOgi8gqAXgBPKaV+W6y6AEDvYMj+cgeAnoEgVmzsRu9gaNRt+4fCdrCR2PaaTVsxMBRBR1sLVt6/BYvaj7S/+BNpVm7sxulzD89YvmJjN/qGwhn1WbmxGx1tLSnpnPJ9r38Yy+7rQkdbS8a6azZtxYrTjra3T85v2YYu9A+Fs+/jhtR9TKTPtW6skvNYcdrR9pfhRPLLR33c5ljH+7qwc28wZVk4quwv/cSyK+Pt6eqHXsWugRF7XUdbix1sAMCi9iMdtz1vfnPG8b1m01b07A3ixFkNuGbTVoyErYxtV8bb5aj7saEL7/UPj/v4j3beyuG8jlcl7hNRNkULOJRSplLqBADNABaIyPHpaURkuYh0iUhXX1+fq/WJmJb9S5/QMxBE1LRG3TYcNR23rfbqqPN70DMQhK6JYxqllHO5lvPyOr8n5bNTvtVe3U6bKw+n/MJRE06y7WM4auZcN1bJeWSr91jzy0d9xmu8bTVXm0lmZmkHifOenD79uI23zVV7dbu8bO0vaqXeiBzrfozl+I923opxXt1WDm2VKF+KPnw1PrLl1wDOdlh3l1KqXSnV3tjY6Go9PLqG5np/yrLmej8MffRD5DV0x22Hwyb2BSNorvfDtJRjGhFxLldzXr4vGEn57JTvcNi00+bKwyk/r5H6RTHaPnoNPee6sUrOI1u9x5pfPuozXuNtq7naTDI9SztInPfk9OnHbbxtbjhs2uVla39G2m3+se7HWI7/aOetGOfVbeXQVonypSgBh4g0ikhd/Gc/gDMBvFGMuiQ01fiwrrPN/uVP9JFoqvGNum1DwIv1S9pTtl29qBX1AQ82d+/E2sXzsanrfazqaE1Js7azDb/a9kHG8nWdbWgMeDPqs7azDZu7d6akc8p3VkM11i9px+bunRnrVi9qxbpn3ra3T85v/dJ2u8Of4z4uTd3HRPpc68YqOY91z7yN1YtaJ5xfPurjNsc6LmlHyzR/yjKvIVib1g7WxNvTrRfOw8z6Knvd5u6dWLN4vv15U9f7jts+sqUn4/iuXtSK5ml+vPxeP1YvakWVV8vYdm28XY66H0vbMauhetzHf7TzVg7ndbwqcZ+IspFY/80CFyrSCuBeADpiQc9DSqlv5tqmvb1ddXV1uVqvxKiQqGnByMMoFUspKIdRKqaloI9jlEqiPgdHqQBVHm2Mo1QULEvBUoDP0DhKJZUrvfLG2lZzja4tUuIAABSaSURBVFJJboN5H6USMVFlxEaphKOW3V45SqU4yqGtum329Y+Ne5sdN5/jQk0oD7K21WKNUtkK4MRilJ2LYWg4os4/ekIHmiZomlI17u2aHC7gueozNa16jbXZ78A01WapT2Bs26fTNMmaPte6fORfzLzc4lRHTROHNqhhZo52MprxbFtfffBnr9cY07bZjvVEjv9o560czut4VeI+ETkpeh8OIiIiqnwMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdQw4iIiIyHUMOIiIiMh1DDiIiIjIdUYxChWRFgAbAMwAoADcpZS6LZ9lWJZC/1AY4agJr6Gj3u/Bh6EwIlGFqKVgWgoeXaCJwNAEogEjYQtRS8HQBJoAgEDXBMGICZ+hQSkgYlrQtPg2ADyGYHDERG2VjuGwBdNS0DWBCKAU4PdqGIkoREwLPkODZcXKN3SBIYJg1IIRzy8U/zlQpWEkrBBJ1DNePw1i193QBJDY0fN5NegiiJoKoWhsH7y6Bq9HMBK2ICLQBdA0DQ0BL7TYzmUcp2qfhuHQwWPQVOODrmspxzF9+4mci4nkUe4iERN9Q2EACkoBpqWgaQKvrkHXgJFI7LjrmsDv0RBK+lzn17AvePC8VHs17B8xYaStqzI0WPE26jO0WDsxxG7zhibwezVEogoeQxCOxtqLHm9/hibQNEEwbMJjaAh4BPuCJqLxNugxNATDJjRN4NEE06q98Hj0rPvbOxiyfw8UAJ/DuU9uGx5DgxEv/1BtJ0SVrCgBB4AogK8ppbaISC2AbhF5Sim1LR+ZW5bC9t0HsGxDF3oGgjhrbhOuPfs4DIWiGA6buGbTVvQMBNFc78cdXzgRM6Z40f9hBCvv32IvX9XRintfeBeXnXIUfrplF86fPzNlu9WLWlHt1VHtM9B/YASBKi9WbuxO2f7Z7btx7gnNWLmxG401Plx79pyMPG55fDv6BkP2z421Xlxz9nHYcyCUkva7F50Ajy740gMv28u+c8E8/PB/38Gyv/oIjqivwt7B1H1Izj+xP1efOQdzZtRC0yTlOJ38kQZ0njQLVyZtv66zDdUeHUvv/p29bP3Sdnv7iZyLieRR7iIRE9t7B3H702/ikpOPwnWbU9vA9BovVj+xHU9u68VZc5vw5dOPSTkPazvbcMfTb+LJbb3252de343f/+lDXHXGsRntK/HzM2/sxjnzZmbkVV9toG9fFCuS2muiPXsMDf/88Gu4/JQjMbtxSkqbTm+v+2ujmF1fnRF0RCIm3ugdxB0O+5t87p3aRnIZh1o7Iap0opQqdh0gIo8A+J5S6qlsadrb21VXV9eY8us7EML5a55Hz0AQAHDnkjZ49djToxseec1eDgDN9X78eNlCfGH9ixnLbzh3Lm56dBvuvvTjuOyelzLW33Te8QCAY2fU4KK7MrdP3u7OJW246dFtjmVccV+3/TMAeHXNsZ43nXc8LrvnJcc65tqH5PxvenQbfnrlKWis9aUcp6euPjXrPqaXmdh+IudiInm4yJVvsvS2umtgGBfd9aJ9/J2Ocdi0cMV93aO2k8TnB5YtxOsf7LfTJm+X+Dlbu/3J8oX4vEN7TbTnsGnhY0dMcUyT3J5uOu94HDujBjPrq1P2f7T9dWp/2cookXZSCgrSVotl9vWPjXubHTefU/JlHaKyttVi3eGwichsACcC+K3DuuUAlgPAkUceOeY8w1Ez5SJW5/fYPycvT3w2lXJcXuf3oGcgCF0Tx/XV3thfdlHLefvk7RJ5OZWR/nO2eibKc6pjrn1ITxuOmhnHabR9TF6W2H4s0s/FRPIoB7naaqJ9ZGsD1V4d1Ygd59HaSeKzUiolrdPP2c6pmaW9Js51NfSsaZLbU7VXR9TK/INltP11an/Zyqi0dlIKJnpdpfFjcJOqqJ1GRaQGwGYAX1VK7U9fr5S6SynVrpRqb2xsHHO+XkNHc73f/rwvGMFw2MRw2ExZDsT+otJFHJfvC0bQXO+HaSnH9Yk8Dc15++TtEnk5lZH8c6Ku2crLVsdc+5Ce1mvoGccp1z6mL0tsPxbp52IieZSDXG010T6ytYHhsGmfp9HaSeKziKSkdfo52znVs7TXRHveF4xkTZPcnhJtP91o++vU/rKVUWntpBRM9LpKNFlFCzhExINYsHG/UurhfObdEPBi/dJ2+2K2uXsnWqb5MS3gwepFrfbyRB8OXVNYu3h+yvJVHa3Y3L0Tqxe1Yv2z72Rst3pRK6YFPGie5sfOvUNY29mWsf2mrvft5eueedsxj3XPvJ3y8+bunWie5s9I+92LToiVl7TsOxfMw+bunbj1wnnQHPYhOf/E/qxf2o6GgDfjOK1/9h2sSdt+XWcbZk2rTlmWvP1EzsVE8ih3TTU+rOtsw+bunVjVkdkGmuursLl7J4BYW00/D2vj2yZ/fmRLDzZ373RsX4mfN3W975gXoLAurb0m2vOMqT6se+ZtvPxef0abTm+vzdP8aKrJfNzRVOOz65y+v9nan1MZh1o7Iap0RenDISIC4F4Ae5VSXx3LNuN91jjaKBUrPlIkfZRKYpTJhEepKAVdMkepRE0LXodRKiNJowScRqlY8dEFogk0IGWUSqIMjlKZsII9Fx/LKJXEskKOUglHD7ZnjlIpaezDkaYc+nAcoo9USq4PxykAlgD4vYi8El/2T0qpn+erAE2TjM5mDUZV7o0CEytrWny7+glu72Sqf/Q0YzJKndKPU1r/PwCYdKc9p3NxqPF4dBxRN/GTGkhrusltLX3dpOUhb49Hz+hM6sSxbeTx94iISkdRAg6l1P/CpYidiIiISg9nGiUiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1zHgICIiItcx4CAiIiLXMeAgIiIi1xUl4BCRH4lIr4i8VozyiYiIqLCMIpV7D4DvAdgwmUwsS6F/KIxw1ITX0NEQ8ELTZExp6/0eDAQjWT/nyotovKJRC72DIURMCx5dQ1OND4aRPd63LIV9wTCCYROmUqjy6Jge8LFNElHZKkrAoZR6VkRmTyYPy1LYvvsAlm3oQs9AEM31fqxf2o45M2ozLsrpac+a24SvnHEsVmzstrdd19mG259+E09u682ZF9F4RaMW3th9IKO9HTej1jHosCyFHf1D2L1/BNds2jpq+yYiKgdl24ejfyhsBxAA0DMQxLINXegfCo+atqOtxb74J7ZdsbEbHW0to+ZFNF69gyHH9tY7GHJM3z8Uxnv9w3awkdiGbZKIyllJBxwislxEukSkq6+vL2VdOGraF+OEnoEgwlEzI5/0tHV+j+O2dX7PqHkROcnVViOm5djeoqblmFc4aqLaq4+5fRONR662SuSmkg44lFJ3KaXalVLtjY2NKeu8ho7men/KsuZ6P7yGnpFPetp9wYjjtvuCkVHzInKSq616dM2xvRm686+f19AxHDbH3L6JxiNXWyVyU7E6jU5aQ8CL9UvbM/pwNAS8o6bd3L0T6zrbHPtwAMiZF9F4NdX4HNtbU43PMX1DwItZDdVYvag1ow8H2yQROZl9/WMT2m7HzefkuSbZFSXgEJEfAzgNwHQR6QFwo1Lqh+PJQ9MEc2bU4qdXnjLqyBKntPV+T8bnb5/fihs/y1EqlF+GoeG4GbV46IqTEDUtGKOMUtE0weyGAOqqPXhw+UKYCqjyaBylQgU1kS+wQn55UX4U8jwXa5TKF/KRj6YJGmud/0ocS9rRPhPli2FoOKLOP3rCOE0TTAv4gICLlSIiKqCS7sNBRERElYEBBxEREblOlFLFrsOYiEgfgPeKXQ+XTAewp9iVcFGp7t8epdTZ+c60SG21VI9xKdarFOsE5K5XJbVVJ6V6TibrUNyvrG21bAKOSiYiXUqp9mLXwy2Vvn+loFSPcSnWqxTrBJRuvQqhUved+5WKj1SIiIjIdQw4iIiIyHUMOErDXcWugMsqff9KQake41KsVynWCSjdehVCpe479ysJ+3AQERGR63iHg4iIiFzHgKOARKRFRH4tIttE5A8i8g/x5dNE5CkReSv+f32x6zoZIqKLyMsi8mj881Ei8lsR+aOIPCgifCHIBGRrP2lpThORD0Xklfi/fy1Q3XaIyO/jZXY5rBcRuT3eBraKyHyX6zMn6Ri8IiL7ReSraWkKcqxE5Eci0isiryUtG9PvvIhcEk/zlohc4kb9imUs7bmcpV8HK4WI1InIJhF5Q0ReF5GTxrotA47CigL4mlJqLoCFAL4kInMBXA/gaaXUMQCejn8uZ/8A4PWkz6sA3KqU+gsAAwC+WJRalb9s7Sfdc0qpE+L/vlnA+n0qXqbTcLnPADgm/m85gLVuVkQptT1xDAC0ARgG8FOHpIU4VvcASJ+XYNTfeRGZBuBGAJ8AsADAjeX+x0iasbbncpV+HawUtwF4XCl1HIB5GMc+MuAoIKXUB0qpLfGfDyB2omYCOA/AvfFk9wL4u+LUcPJEpBnAOQB+EP8sAE4HsCmepKz3r5hytJ9ycB6ADSrmRQB1InJ4gco+A8DbSqmiTHCllHoWwN60xWP5nf80gKeUUnuVUgMAnkJm4FK2yrw955R+HawUIjIVwKkAfggASqmwUmrfWLdnwFEkIjIbwIkAfgtghlLqg/iqPwOYUaRq5cN3AVwLwIp/bgCwTykVjX/uQYVcVIoprf2kO0lEXhWRX4jIxwpUJQXgSRHpFpHlDutnAtiZ9LmQ7eDzAH6cZV0xjhUwtt/5Yh6zghqlPZej9OtgpTgKQB+Au+OPi34gImN+xSQDjiIQkRoAmwF8VSm1P3mdig0bKsuhQyJyLoBepVR3setSyXK1HwBbAMxSSs0DcAeA/ypQtT6plJqP2KOTL4nIqQUqN6d4f6HPAfhPh9XFOlYpyvl3Ph9Gac9lp8KvgwaA+QDWKqVOBDCEcXQBYMBRYCLiQeyX636l1MPxxbsTt5fj//cWq36TdAqAz4nIDgA/QexRym2I3T434mmaAewqTvXKX5b2Y1NK7VdKDcZ//jkAj4hMd7teSqld8f97EesrsSAtyS4ALUmfC9UOPgNgi1Jqd/qKYh2ruLH8zhfrmBXMaO25TGVcB0VkY3GrlDc9AHqUUok7UZsQC0DGhAFHAcX7M/wQwOtKqf9IWvUzAIke6JcAeKTQdcsHpdT/VUo1K6VmI3Yb+1dKqcUAfg1gUTxZ2e5fseVoP8lpDoung4gsQOx3vN/legVEpDbxM4CzALyWluxnAJbGR6ssBPBh0iMFN30BWR6nFONYJRnL7/wTAM4Skfp4Z9Gz4ssqwljacznKch3sLHK18kIp9WcAO0VkTnzRGQC2jXV7Y/QklEenAFgC4Pci8kp82T8BuBnAQyLyRcTe3HhhkernlusA/EREvgXgZcQ7HNG4ZWs/RwKAUmodYoHdShGJAggC+Lxyf3a/GQB+Gv/uNgA8oJR6XERWJNXr5wD+FsAfERsxcpnLdUoEP2cCuCJpWXKdCnKsROTHAE4DMF1EehAbeeL4Oy8i7QBWKKX+Xim1V0RuAvBSPKtvKqXSO5+WM8f2HL/bRKXrKgD3xx9XvoNx/C5zplEiIiJyHR+pEBERkesYcBAREZHrGHAQERGR6xhwEBERkesYcBAREZHrGHAQkavib5e8Mv7zESKyabRtiIopPmV3Jb1IriQw4Cii5AtxjjSzReTiMeQ1O/n11w7rLxWR72VZ90J6HhJ7dXdFvVaZiqYOwJUAoJT6k1Jq0SjpiYoqPg/KmCe0orFhwFFc9oU4h9kARg04JkMpdbKb+dMh72YAR4vIKyLyn0lB7aUi8oiIPCMib4nIjUWuJx2C4jPlPhZ/id9rInJRvE22i8jn4u32FRHZLiLvxrdpE5H/ib+s8IkCvvm4rDHgKK7kC/Hq+L/XROT3InJRUpq/iqe5On4X4jkR2RL/N55gocXp4i4ig/ncKaI01yP2evgTAFyTtm4BgA4ArQAuiM+0SVRIZwP4k1JqnlLqeACPJ1YopX6mlDoh3nZfBfDv8fe/3AFgkVKqDcCPAHy7GBUvN5zavLiuB3C8UuoEEekAsALAPADTAbwkIs/G03xdKXUuAIhINYAzlVIjInIMYu+JGOtFegGA4xGbWvolEXlMKdWV310iGpenlFL9ACAiDwP4JAC2SSqk3wP4joisAvCoUuq5+DT9NhG5FkBQKfV9ETkesevoU/F0OoBCvBeo7DHgKB2fBPBjpZSJ2Jsk/wfAxwGkv67ZA+B7InICABPAseMogxd3KjXp71bguxaooJRSb4rIfMTe9fMtEXk6eb2I/A2ACwCcmlgE4A9KqZMKW9Pyx0cq5edqALsRuxPSDsA7jm15cadiOACgNsu6M0Vkmoj4AfwdgOcLVy2i2MgpAMNKqY0AViPpdesiMgvA9wFcoJQKxhdvB9AoIifF03hE5GMFrnZZYsBRXMkX4ucAXCQiuog0IhZN/w6ZF+upAD5QSlmIvWlRH0d5vLhTwcXvqj0f7yy6Om317wBsBrAVwGY+4qMi+EsAv4u/sfZGAN9KWncpgAYA/xXvR/dzpVQYsTcNrxKRVwG8AoAd78eAj1SKSCnVLyKJC/EvELvovorYnYdrlVJ/FpF+AGa8Yd8DYA2AzSKyFLHOTUPjKDJxcW8GsJEXdyoUpVS2kVY9Sqm/K2hliJIopZ4A8ETa4tPi/3cB+H8O27yCg49YaIz4enoiKgoRuRRAu1Lqy8WuCxG5jwEHERERuY6PVCqMiHwawKq0xe8qpc4vRn2IiIgA3uEgIiKiAuAoFSIiInIdAw4iIiJyHQMOIiIich0DDiIiInIdAw4iIiJy3f8HuX6cZcyldnEAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 540x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5fiheT33hbYk",
        "colab_type": "text"
      },
      "source": [
        "### Montando gráficos categóricos"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9Lc4iZcQhcLc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "outputId": "4d8d8c43-5925-4753-f319-707125afe87b"
      },
      "source": [
        "#Segmentando os dados com HUE - hora da refeiçãoo\n",
        "sb.pairplot(tips, hue='time')"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f9ba996da58>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 609.625x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fWGhKC56h-mr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "outputId": "d4c3b7e0-2411-464e-c05b-e1baef0fe6f3"
      },
      "source": [
        "sb.pairplot(tips, hue='smoker')"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f9ba976fe10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 592x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "utZlRcrtiW7u",
        "colab_type": "text"
      },
      "source": [
        "### Alterando a paleta de cores"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V_Z6lX1IiWPm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "outputId": "553a2834-9f72-4241-b13c-20e0e9d866f5"
      },
      "source": [
        "# https://chrisalbon.com/python/data_visualization/seaborn_color_palettes/\n",
        "\n",
        "sb.pairplot(tips, hue='sex', palette='PRGn')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f9ba9380ba8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 612.125x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_w099Gv2jFw9",
        "colab_type": "text"
      },
      "source": [
        "# Plotando dados cetagoricos"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hWnWYlq3jGIe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "fd984605-4fd9-4224-9387-74828a854639"
      },
      "source": [
        "sb.countplot(y='fare',data=titanic)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba8d73748>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BeATN7iqjMwo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        },
        "outputId": "2114368b-bfea-47d6-cfa9-fbfa1023a834"
      },
      "source": [
        "sb.countplot(x='sex', data=titanic)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba8f07da0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hN0b8WZXlvnH",
        "colab_type": "text"
      },
      "source": [
        "### Boxplot\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f9k0lILejR1m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "831eb865-ed45-4f36-d4d6-c9bf5d70c3e1"
      },
      "source": [
        "sb.boxplot(x='day', y='tip', data=tips)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba8d59ac8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NpwIhidwnvHu",
        "colab_type": "text"
      },
      "source": [
        "### Separando com HUE por sexo"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7_F59PYzmgS4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "1bfecd66-8b81-4df3-9201-cc93a09ff4b1"
      },
      "source": [
        "sb.boxplot(x='day', y='tip', data=tips, hue='sex')"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba87149b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gvu1PQXsoCO7",
        "colab_type": "text"
      },
      "source": [
        "### Violinplot - Ideal para ver concentrações"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B344Ftb1ntGn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "99b896ca-6748-4249-e2e2-b4e623ef83f2"
      },
      "source": [
        "sb.violinplot(x='day', y='tip', data=tips)"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba868f2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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w06ZNo7yiokmj/ZB2CAOADz/4IKYXyjUm8X8A3A78D5gBjAM+AuYHf5LOrFmzEJfngCd264hFbeuuzPrq68CevOqw/H4/33w1iyPb1uCyoHu2n5w0mDlzptOhxZ1NmzYFLmQ3+EUmIPv9XtVj2zaT//lPuorQrYmj/ZBjCTRui+UFXYfdc9cY8/doBBIvbNtm5sxZeFt1BuvQT5+/TQEVa75j6dKlDBt2qCUgCmDRokXs2buPo7sFukdaAkflVjPrm6+prKwkIyPD4QjjR1FREWLJD0o9WCDZ8btJeKQtWLCALdu2cTFAMxN/N6CjCB+8/z7nnXcecpBysJMOOuIXkX8G/10qIksa/kQvxNiyevVq9uzZfcgyT4i/dWewXHz11VdRiCz+TZ06lQyPMCz3+41Cju9QS02tl88//9zByOLPunXroBUHfIfbrWzWfBefm4RH2pQpU0i3LAa24DEEYYQxrFu/PmbbNR+q1PPH4L8rgB/v93MesDLCccWsb775BgBfTpfD39mVgj+7A199/XWEo4p/paWlzJjxP47LryLF9f3tvVv76ZJl+PDDDzDGHPwBVB1jDCtWrsCfc+ApmybHsGP7Dl3B20BVVRWzZs5kkG3jaeZoP2QQ4BLhP//5T3iCC7ODJn5jzLbgxd7GmA37/RQB/aMSXQyaPXsOJqs9eNLr3Z6y4RtSNnzzg/v7crqyZfNmtm3b9oPfqe999NFHeL0+Tu9Sf3coETi9SyWrV6+Jyy3unLBz50727d0Hwd6BskiQRd8nMtMm8AEaq6NRpxQWFlJTW8sRYXisDISexjDziy9icsByqFLPdSKyFOjXoMyzHkjKUk9ZWRkrV67Ae4BFW1ZFCVbFD3fe8rcK3FdX8R5cVVUV701+lyHtvHTO+mGTq+M71pKdAm++8YYD0cWfUHM70zaQcKRUkNL9RrBt699PBcybN49UkR9sr9hcfYGt27fH5KDvUKWetwiUdv5F/VLPUcaYy6IQW8xZsmQJxphDz+ZpwKTnIKkZLFiwIIKRxbd//etflO7dx/k9Djz9Lc0FP+pSxTezZ2vX00ZYsmQJ4hbIOcgdUkBaC4uXLI5qXLFu8cKFdDMGVwvLPCE9Qo+7OPae50OVevYaY4qMMZc2KPUk7WqaJUuWgOXCzmrf+D8SwZuZz8KFiyIXWByrrKzkzTdeZ1BbH30PUpMGOLNbNZkp8OKLL0Qxuvg0f8F87Hb2IYd1/jw/S5Ys+X5D9iRXVVXFho0b+eF3+ebLA1JFWLky9k6JOtWdMy4tWboUOzP3sNM4G/Jnd6CkZBc7duyIUGTx65133qF07z4u7nXo1hYZbvhxt0rmzJnLokX6IXowxcXFbNywEdP+0HVl095QW1PLt99+G6XIYltRURG2MTT+u/zhWQj5BtZ+910YHzU8NPE3ks/nY/Wq1fgzm74pTOgbwvLlcbntQMSUlJTw9ltvMbJ9Lb1bH75p2Jlda2ibDs8+MyluNryIttCm36bjYU4otgexpG6WWrILdYEN95ZPeRg2xGC3Tk38jbR27Vq83lr8Wc1I/BltEculib+BF198Ea+3hp/1btzS9hQXXNyjgpWrVsfsNDmnzZo1C8mUwBz+Q/GAyTN8OfPLmJx1Em0bN27Eou68d9jkAnvLyti3b1+YH7llNPE3UqhOZ2c2ob4fYrnwZ7ZjxYoVYY4qfq1Zs4apU6dwRpdqOmTUH72/viqd11elH/Dvju9YS49WNn977q/fbyaugMCWinPnzcXfyd+oRad2Z5stm7cEFnsluQ0bNtDOssJ2YjckNEyMtX0lNPE30ooVK5CUdExqVrP+3p+Ry6pVq7UPOoEFRk89+SRZHrigxw+T94YyFxvKXAf4y0Abh8v6llO8q4S33nor0qHGlZkzZ+L3+TFdGzeCN50NCPz3v/+NcGSxb91339E+AuXD/NDjx9iHqyb+Rlq67Fu8GbkHbcN8OP6sPGpqquNid55I+/zzz1m8ZAkX96wg09P0MkO/HD+j82t56803Y3KOtFOmTJmCZEvj6xVpYPINU6dNTeoByd69e9mybVtYT+yGtAYyLCvmvu1r4m+E8vJyNm/aiN2ME7shoRO8yT6LorKykmcmPU33VjandK5t9uNc2qcSsX1MmjQpjNHFr40bN7JkyRL8BY0r84TYPWx2l+yOm03CIyG0xqZ7BB5bEApsm8K5c2PqXIom/kZYvnx5YOFWdjPq+0EmtRWSkp70qyVfe+01dpXs5oq+5VgtKKe2SzOc372SmTNn6haXwHvvvYdYgunRxOTSCSRDmDx5cmQCiwNffPEFGZZFI7pvNUs/YOeuXTG1+FATfyMsXrwYRLCz8g9/54MRwZvZnoWLYm8VX7Rs2LCBf77zDid0rDnkYq3GOrugmo6ZhicmTqCmpubwf5CgSktLmTp1Kv6u/vp75TWGBf6efgoLC5Nyf+PS0lJmfvklR9p22E/shgwksBfvxx9/HJHHbw5N/I2waNFiTGYuuDwtehx/dkd2bN/Gzp07wxRZ/DDG8Pjjj5Fq+fl5n/DsTOSx4Iq+5WzesjWpT/S+++671NTUYPo1r5RgehnEI7z22mthjiz2/eMf/8Dn8zEqgsdIRxhiDNOmTouZ974m/sOoqqpi+fJv8WZ3aPFj2cEePwsXLmzxY8WbadOmsWjRYn7Wq4LWKeGrdR7Zzsfo/FreeP21mJsyFw2lpaW8O/ndwAyd1s18kBTw9/IzY8aMpBr1b926lXf/+U+OBPIiNNoPORHA9vPcc89F9DiNpYn/MJYuXYrf78du1fIuHnZGW8STlnSdOktKSnhm0tP0zfFzcgtO6B7M5X0rSbFsHnl4fNKt6H311Veprq7GHtSy/7fpZ8ADzz77bJgii222bfPw+PFYfj8/isLx2iAcbwz/+c9/YmJjJk38hzFv3rzAAqwwjPgRwZvdkTlz58XUGf5IMsbw2GOPUl1Vya8HtOyE7sG0TjX8X+9yli77NqlOUq5fv54PP/oQu4d9+JW6h5MC/gF+5s2blxRtHN58800WLlrE2cbQKsKj/ZCTCGzJOP6hhxzv2+VY4hcRl4gsFJF/OxVDY8ydOw9/Vj64mtaY7WD8rTuzZ3dJ0sznnzp1Kl999TU/7VlBp8zIjcZP6FjLsFwvz//tb0mxn2zgnMnjGLfBDArPIML0NkgrYcLECQm9Kvqbb77hxRdf5EhgeBSP60b4qTFUl5dzx7hxjj7HTo74/0hgW8eYtWvXLtavXxfYOzdM/K0Dk8bmzZsXtseMVRs3buTJJ55gYBsfZ3WL7KwbEfj1gArSLC/33nN3ws/ymTJlSmDe/iA/pIbpQS3wDfOxY/sOXnnllTA9aGxZtWoVd991Fx2BnxCYZ98UUzFsA7YBL2GYStM+dPMQLjKG1atXc9999zm2cM6RxC8iXYAxwItOHL+xQsk5lKzDwaRmQUYOs2cn9oKZ6upq7rxjHB5Tw7VHRKbE01DrVMNvBpSxbn0RTzzxROQP6JDt27fz1NNPQXuaPm//cNoHFnX94x//SLg1J5s2beKWm28mzevlMmNIaUaJZxtQE/wpCl5vqgEIZxNoqDdhwgRHyr5OjfifAMYCB/3uLyLXiEihiBQWFxdHL7L9zJkzB0nJwM4Ib88+b6suLFq8KGG/ThtjeOSRRygq2sB1R5TRNi16L+whuT7O617FlClTYmredLj4/X4eePABanw1+Ec0bZVuY5khBjLgvvvvo7Ly0PskxIsdO3Zw0w034Csv5wrbJjtKdf2DOQbhRODjjz/mueeei3ryj3riF5FzgZ3GmENObTHGPG+MGWGMGZGXF+4u2Yfn8/mYM2cuta06N7s/z8H4W3fB5/Um7LTON998k//85z9c3KuKwe18UT/+xb2qObKdj4kTJiTcpi1vvPEGSxYvwT/UD5kROogHfCN9bN++nQkTJkToINGzZ88ebrrhBvbu2sUVth3xqZuNdTpwNPD222/zRpT3k3ZixH8ccJ6IFAH/AE4VkZjbRXv58uVUVJTjz+ka9sf2t+qAuDwJOXvif//7H88//zzH5NdyXndnvtFYAr8fVE5emo9xt9/Gpk2bHIkj3BYuXMjLL7+M3c3GFER4hJgH9gCb6dOnM2XKlMgeK4LKy8u5+aab2L51K5cZQ6cYSfoQOL8wBhgMvPDCC3z44YdRO3bUE78x5jZjTBdjTHfg58Dnsbh5+1dffQWWFdb6fh3LjbdVJ2bN+iqhpnUuXryYBx64n745fq4eWBHuL0pNkukx3DJkH9RWcMvNN7F7d3xvFb1r1y7uuvsuyAYz3ESkxNOQGWggHyZMmMCaNWsif8Aw83q93DFuHOvWruNSYyiIoaQfYiFcSKCfz8SJE/nyyy+jdFz1A8YY/jfjC/zZHcGdEpFj+NsUsGtXcUxuxNwca9eu5dY/jyU3xcuNg8tIOXA7/ajKz7C5Zcg+dhfv5E+33ExFRYXTITWL1+vlrrvvYl/5PnyjfdCyziGNJ+A/2o/P4+P2cbfH3C5Sh2KMYcKECSxYuJALMPSJwaQf4kK4BOgC3HfvvVFp5uZo4jfGzDDGnOtkDAeyevVqtm/biq9tz4gdw9emACyLzz//PGLHiJatW7dyy803kWJX8eeh+8gOY0uGlurV2s/1R+5j3dq13HbbrXE5zXPSpEksW7oM/1H+5rdlaK408I32sXPnTu6999646dv/8ccfM2XKFE4ChsZw0g9JQfiFMaT7/dx+220R/5DVEf8BfPrpp2C58LUtiNxB3Kn4Wnfh0+nT8fmifwI0XEpKSrjpxhuoKS/lz0P3kpseey0ThuT6+M0R5SxatJh77703rp7vadOm8cEHH2D3tTHdHPpAbQf+oYFVvS+99JIzMTTBpk2bePrJJ+mFcKrTwTRBFsKltk3Jrl08/vjjET2WJv4GqqurmfbJJ/hyuoG7qT1um8aX25fSPXvi9iRvRUUFf7rlZkp27uCWIXvpkhV7ST/k2A5eruhbyaxZswIrXuPg3MrKlSt59LFHA/P1j3Q2XtPTYPeweeONN5gxY4ajsRyKMYaJEyYgPh8XYbDiYLS/v84IpxCYJBHJfSY08Tfw2WefUVFejjd/QMSP5W/TDUnN4t1346+/TOjE2fp167j+yH30bh37JYAzu9Vwfo/AHP9YX5laWlrK7eNux5/ixz/a7/w7VcAMM9AOHnzowZhtObJ48WIK58/nFGMcn6vfXMcDbS2LF55/PmIDFKdfTjHF5/PxxptvYrJysbMbvwNnyoZvsCpLsCpLSFv+b1I2NHIELxbV+QNZtGhhXG3JGOoTM3/BAn41oIIhueErnby+Kr1us/UHCrN4fVV62B4b4OKe1ZzYsYZXX301UNKLQX6/n3vvu5eS3SX4jvG1qCWDLBIoBUrBmmEFrjeXC/yj/dRSy7g7xsXk4q73Jk8m07IY6XQgLeBGOM62WbV6NcuXL4/IMTTx7+eTTz5h29at1HQc1qRFW1ZFCeL3In4vrrLtWBUljf5bX/v+iCedF154IS7KDwDvv/8+U6dO5Sc9qjixU3jbLG8oc1Hlt6jyW6ws9bChLLzTg0Tg/w2oZGAbH4888nBMzqp64403mF84P7BIq03LHktKBfEGf4oFKW3hKDgDfKN8bNq0KeJ16Kaqqalh9uzZHGHbeOJ0tB8ymEByjtT0Tk38QRUVFTz/wguY7Pb423SL3oFdKVR3GsKCBQviota/atUqnpk0iWG5Xi7sGZ8tJ9wW/OHIclq7fdx15x2Ul5c7HVKdxYsXf79Iq2eMDgTagz3Q5rPPPuOTTz5xOpo6RUVF1NTW0sPpQMIgDaGTCKsiNDDRxB/04osvUrpnD9XdRoe9RcPh+NoPhIw2TJg4kaqq8GxLGAm1tbU8cP99tPL4+c0RFVFpvBYp2SmG3x2xj507d/LMM884HQ4AlZWV3Hf/fZAVXKQVw8wAA3nw+ITH2b59u9PhANRtaxjezlrOaWMM27c1pw3c4WniJzDKeu/99/HmD8TOah/9ACyLqu7HsXPHjpjZmu1AJk+ezIaNm/h//cvI8sR2YmqMPjl+zu5WzZQpUyJWS22Kv/71rxTvLMY3IoqLtJpLwD/ST62/lvEPj4+JMqXX6wUgBtYOhrBhyNEAACAASURBVIWb7/9P4Zb0ib+srIx777sf0rKp7TrCsTjs7A54Owzigw8+4Ouvv3YsjoOprKzkjddfY2iul6FhPJnrtAt6VNE6FV544XlH41i2bBkfffQRdh8bch0NpfEywX+knwXzFzB9+nSnoyE7OxuASH5nrgbS09O5+OKLSU9PJ5LFziogK/h/CrekTvy2bXP//fezq2QXVT1PBldk2jM0Vm3XEZjMdtx//wNs3brV0Vgamj59OuUVlfykR+yWopojzQ0/6lrJ/PkLHJuiaNs2Tzz5BJIhYdtNK1pMz8AUz2f/+qzjs3w6deoEwK4IHqMaGDNmDNdffz1jxoyJaOIvsSw6d4lArzCSPPG/9NJLzJ49m5quo50p8TRkuanqfRqVtV5uve02x99I+/v88//SOctEfL5+lU/qjaiqfJE/kXBix1osCSyaccL//vc/Vq9aHdhNKzw7fEaPgH+Inz279/Duu+86GkrHjh3JTE9nSwSPkUZg97OnnnqKKVOmEKklnlUYdtk2ffv2jcjjJ23inzJlCq+//jre9v3xRWGxVmOZtFZU9jqVoqIi7rr77phoL+Dz+fh22TKGtI18n5tKn9QbUVVGIfHnpBq6ZdssXhz93v3GGF57/TWklTjXkqGl2oHpaHjnn+84OlixLIshw4axzrIwTdwSsbHSgKqqKiZPnkxVVVXEEv96wABDhw6NyOMnZeL/6quvePTRR/G37kxtwbFRn8VzOHbrztR0P465c+bw8MMPY9vOtkLYtm0bXp+frlmRX52b4Tb1RlQZ7ugkw66ZXjY4UOqZP38+69etx98vMrtpRYs9wKa8rNzx6Z2jRo1it21HtNwTDauBjPR0Bg0aFJHHT7rEX1hYyJ133oU/ox3VfU4HKzafAl/7/tR2OYpPP/2UJ554wtFZE6FOgdkpkf8ASnebeiOq9Cgl/uwUQ1lZ9OfzT506FUkRTNc4He2HtAPJEaZOm+poGMceeywAsbcsr/FsDKssi1GjR+N2R6b2F5tZL0Lmz5/Pn2+9FV9qKyr7/QhcsT1nzttpKLUdj+TDDz/kqaeeciz5S/AbkTFxPCQ9DGPAivLChJqaGr748gv8XfwJMQfRX+Bn9arVbNkSySr7oeXn59O7Vy9Wxti3+KbYApTbNscff3zEjpE0iX/u3LmMHftnvO4sKvqdFfHOm2Ehgrfr0Xg7DOK9995j4sSJjpR9cnJyANhXG79vpsPZVyu0atUqqsdctmwZ3lovpmMEP9C99acfEplp4QB1/4/CwsLIHaQRjjv+eDYZQ2WE6vyRtgqwRBg1alTEjpEUiX/mzJn8+dZbqU3JpqL/2eAJb+OviBKhttuoupH/ww8/HPXNMNq3b4/b5WJbZQIMSw9ie5Wbzl3Cv7/yoSxZsiRQ18+L4EG89acfRjLxkwVWhsXixYsjeJDDGzVqFAZY52gUzbdWhAEDBkR0IBJvk8eabPr06Tz00EP4M3ID5R13C1odOiU48sdyM23aNKqqqrjzzjvxeKJTqnK73fTo0Z11uyO/JZwTfDZsLHNxQZ8+UT1uUVERVpaF3xPBD3IPdZulT5kypUWdPg9LwN/Kz/qi9RE8yOH179+ftNRU1tfUEJlTo5FTg2GrgVNHRHYxaUKP+P/1r3/xwIMP4svKp7L/WfGZ9ENE8HY5ippuRzNjxgxuv31cVLcRHDxkKGv3evDF7l4rzbZ2nwuvDYMHD47qcTdv2Yw/I8Lf3jz1px9GuhWEyTKOLz50u90MHDiQzXFY598K2BCx2TwhCZv4//nPf/LYY4/hb92Fqn4/cnxVbrj4Og6mpsfxzJkzh7Fjx0atqdvw4cOp8RtWlybel8SlJR4sEYYNGxbV45ZXlGNiaH/isPBAdVW14717+vXvzw7AH2d1/lBLtn79+kX0OAmZ+N955x0mTZqEr2334JTNxEpWvvb9qe51IgsXLeJPY8dSXR359shHHXUUHreLRSWxPROqORaXpDJw4IC6Xi/RUltTm3jvQFdgUVqkmos1Vs+ePfEbw25Ho2i6nUDrVq1o06aFGzEcRqK97Pjoo4945pln8LXtQU2vU8FKzBOS/tw+VPc8mSVLlnDbbbdH/I2WkZHB0GHDWLgrjstlB7C7Wli/z+LY4yI3de5gMjIykCisTI4qH7hcrqidfzqYrl0DJ+rjbSHXLqBbQUHEj5NQif/rr79mwoQJ+HO6UtPr5OgtzvLX1p8y5w/vrlQHPWxuL2p6nMD8+YU8/PDDEf96ffzxJ7CtQthSkTgvmwW7AgkqknOmDyandQ5E7zRNdNRAZlZm3doPp3QJNjeLtxH/bsuq+9CKpIR5B2/dupV77r0XOzOX6t7RHemLr7belDnxRSfxA/jy+lLbeTjTp0/n/fffj+ixjjvuOADm70yM8yUA84tT6NK5EwVRGGU1VFBQgKs8sb6RWvssuhd0dzoMWrVqRXZmJo3fBNV5NRjKbLvuQyuSEiLxG2N44IEHqfHaVPU+Neorco07pV5/GeOObmL0dh6GP6crzzz7LJs3b47Ycdq3b0+/vn2YvysxEn+FV1i+28MJJ57kyAi1Z8+e2NU2xE4T1paxQfYJvXr1cjoSAAq6d2eH00E0wc7gv926RX7r16gnfhHpKiL/E5HlIvKtiPyxpY85a9Ysli1bSnXXkZjU6J6gA8CVUn/KXLRnEIlQ0+ME/Da88MILET3USSefwtq9Lkqq4782vXCXB7+BE044wZHjDx8+HADZEf/PJQAlYLym7v/ltL79+rFDJG5m9oQmwfaJwnoSJ0b8PuBmY8xAYDTwOxEZ2JIH/PjjjyEtG19eZHpXxwOTkkFtXn+++PLLuqZqkXDiiScCUJgA5Z55Oz20a9uGgQNb9PJrth49etAutx2yJTESv2wRLJfFUUcd5XQoABx55JHUGENsbWl0cOuB3LZt6dChQ8SPFfXEb4zZZoxZELxcBqwAOrfg8ViwcCHe1l1BEqJy1Wy+tgXYfn+gFUCEdOvWjZ49ujN7Z3zP7qn0wZKSFE4+5VQshzq0ighn/egsZLtEdr/AaLDBtcnF8ccfT1ZWltPRAIEpyJZlscLpQBrBi+E7EUYfe2xUyo6OZkoR6Q4MA+Yc4HfXiEihiBQWFxcf9DFqa2upranBxFP/nQgxngwA9u7dG9HjnH7GmawpdbGzMn4/aOftTMFrw+mnn+5oHGPGjAEDsja+R/2ySTDVhh+f+2OnQ6mTk5PD0SNHssiy8MV4uWcpUGNM1F6Pjr1zRSQLeA+4wRjzg9qEMeZ5Y8wIY8yIvLyDd7FKSUkhu1UrpKYsgtHGB6s68DTm5+dH9DhnnHEGIsKX2+K33PPF1jS6dO7kWJknpEuXLpx40om41rogepPBwssG1woXPXv15Oijj3Y6mnou/ulPKbNtFjodyCH4McwSix4FBVFbPe5I4hcRD4Gk/6YxpkVzEEWEUUcfTcqeIvA5MynazmyHcXkwLg/+7A7Yme0cicNdvJq09PSIJ7P8/HxGjTqaGdvS47J3z8YyF6tLXfz4vPMdn28OcNUvr8LUGmRF+GMxOQbjCf7kGUxO+Ee+UiSYMsNVv7wqJp7P/Y0cOZJBRxzB55ZFVRhG/R0J9LlLBboHr7fUPKDY2Pz6mmui9vw5MatHgJeAFcaYCeF4zEsvvRT8XlI2zA7HwzVZbcEx2BntsDPaUT3wXGoLjol6DK7STbh3r+Piiy4iIyMj4se7+OKfUloNs8I86i/I9pPuskl32fTP8VKQHf4mZv/ekEpaamqgzBIDevXqxZgxY7C+syDMVToz1EAOkAP2yXbgejjVgGuZi8GDB9ed+I8lIsIfb7iBSmBKGB7vHISOBBL+rxDOaeF+mbsxfCbCiKOOiuoiQidG/McBlwOnisii4M85LXnAPn36cOWVV+LZtQbPluhvmO00q2IX6eu+oEfPnlx55ZVROebIkSPp17cPHxZl4g3jqP/yflUUZPspyPZzx4hyLu8X3rOeW8otZu9I5ScXXBD1jVcO5Te/+Q2ZGZm45rsC7RnjhCwSxCvcdNNNMTfaD+nXrx9XXHEFi4HCGKr1ezH8Q4SU9HT+fOutUX3+nJjVM8sYI8aYwcaYocGfFm/UeeWVV3L66WeQsrkQz6bCwF56ScDat42MVdPIbdOK8X/5C6mp0ZltIyJc85tr2VUFn26Mjxk+xsCbazJJS0/nF7/4hdPh1JOTk8PNN90MJSArYzOBNiSbBGujxS9/+Ut69uzpdDiHdOWVVzLiqKP4twjrYiD52xgmA9uM4c677474ebmG4ndaRgMul4tx425nzJgxpGxdROqaz8AX+a6VjjEG9/ZvSV85jc4d2vP0U0/RsWM4Ko6NN3LkSI477lg+WJ/JzqrYfynN2elhSYmb//f/flW3nWQsOf300zn11FOxlltw8IlssaEcXAtc9Ovfj8suu8zpaA7L5XJx73330blLF94WYauDyd9gmAIsB373u99xzDHRLw3H/ru1CVwuF2PHjuWPf/wjKfu2kLXsA6y9kWth4BSprSRt9aekbviG0aNH8fzf/kanTp0cieWGG27ElZLK35ZnYTs/kDqoPTXC31dl079fXy688EKnwzmoW265hU6dOuGe447duf1+cH/jJiMlg3vvuRe3Oz7anmdnZ/P4hAm0apfL3y2L7Q4kf4PhE2AugXOTP/vZz6IeAyRY4odACeKiiy7ib889R5f8dqSv/ISUtV+ANwFG/8bg3rGCzKXvkVa5kxtuuIGHx493dMFMfn4+N950M6v2uHhvbWxuYO+34ZllWXjFwx133hXTiSorK4sHH3gQj+3B9Y0Loru98uEZkHkCe+Huu+52bMDRXPn5+Tz59FNktmnDK5YV1ZG/wTAV+Bq48MILufbaa6N27IYSLvGH9OvXj5dfeonLLruM1D3ryFo6GffOlWDi6MzZfqyKXaSv+DepRV8xZNBAXn3lFS688MKYOKH2ox/9iHPOOYePitKZuyP2Nmp5c006K/e4ueVPY6PSAKulevXqxR3j7gjU+wuFGChJ15HlgrXJ4pprrmH06NFOh9MsnTt35ulnniGrbTteEWFDFJ5gG8NHwGzgkksu4Y9//KOj792ETfwAqampXHPNNbz04osM6t+X1PWzyFj+MVbZdqdDazxvJSnrZpK+7CNyrBpuv/12nnzyiaj07G6KG2+8kYEDBvDX5Vl8tzd2Wg1/ujGV6ZvSuOSSSzjzzDOdDqfRTj75ZK6++mqsjRbyrfMf7hCYr28ttzjrrLNi7uR4U3Xq1Iln/vos7Tp25DURvotg8vdheBeYD1xxxRX87ne/c3zAltCJP6RXr15MmvQ0d999N+1SbdKX/5vUNf9FqmN4ta/tw7N1MVlLJpO6+zsuueSn/OPttzjrrLMcf9EcSGpqKn8ZP568vHweX9yaLeXOv7S+3u7hjdUZHH/88Vx33XVOh9Nkl112WWB+/wrL+ZYO28GabzF8+HD+9Kc/xeRrsKny8/N55tln6dK9O2+IsDwCyd+L4W1gGXDdddfx61//OiaeO+ffnVEiIpx22mm8/dZbXHXVVWRUbCVz6WQ8G+dCFDdOOSxjcJWsI3Ppe6RsmscxR4/g9dde4/e//33MNL86mDZt2vD4xCfwZLbmL4tas93BXj7zd3p47tsshgwZzN13343LFTvfQhpLRLj55psZNXoU1kILtjgUyO7Aydwe3XvwwAMPOL6tYji1bduWpydNol///rwDLA5j8q/B8LoIa0S45ZZbAgtNY0TSJP6Q9PR0rrrqKt5+6y1+dOYZpGxbQtbSd1tc/7cz27W4VYNVXkz6in+T9t3n9OiUx8SJExk/fnzMlXUOpXPnzkx84klMSjYPLWzNDgeS/4JiD08ty6Jf//6Mf/iRqK1tiAS32819995H//79AzN9oj3NswzcX7nJa5fH4489HvODj+bIzs5mwsSJDBk6lPeARWFI/qGkv0GEcePGcd5557U80DBKusQfkpeXx+23384LL7zAEX17B+r/337U7Pp/bcExzW/V4K0iZd2XpH8bqOOPHTuWl196KWb6mjdVjx49mPjEk/jcWTy4MLoj//nFHp5cmkXv3n147LHHo9K+ItLS09N59JFH6dypM+6v3VAapQNXgXuWm6yULCZOmEhubm6UDhx9GRkZPPzIIwwbPpz3gSUtSP61GN5A2CTCXXfdFZPnlpI28Yf069ePZ56ZxD333ENeukX68n+TsnYGeKOwH56xcW//lqwlk0nbvZZLL72Ud/7xNueee25clib217t3b5548in8nmweXNCarVHYoH3eTg9PLcmib99+TJj4BNnZDuzGFiGtW7dm4oSJtG3VFvcsN1RE+IC1gaSf4kvh8ccej6tvnc2VlpbG+PHjGTx4MO8Bq5uR/P0Y3kHYIHDnnXdy6qmnhj/QMEj6xA+BWuqpp57Km2++weWXX05aaRFZS9/DXbw6Yq0fpLKEjOX/JnXDNwwfeiR///vfue6668jMzIzI8ZzQu3dvnnzqaUhtxYMLInvCd/Z2D08vzaL/gIE8PmFiQiX9kPz8fCZOmEiGKwP3TDdEqhmtH1xfu7DKLB568CH69+8foQPFnrS0NB5+5BF69e7NOyJsaULyNxg+JvCBcfPNN3PaaadFLtAW0sS/n/T0dK6++mpeeflljujXl9R1X5K2+lOkNoyjf2Pj2bKIjGUf0dqq4a677mLC44/Hxfzy5ujZsydPPj0JV0YODy5szaZGJP9Qk7bG+nq7h2e/zWLQoCN5fMKEhKxDh3Tv3p1HHn4EV7UL11euwEamh2FymtCO2YDMFSiG22+/nZEjR7Ys4DiUkZHBI48+Sk67XN62LMobJP9Qd86G5hCYsnn55ZfHXE2/ITFx0MxsxIgRprCwMKrHtG2bDz/8kGeefRafsajqcSL+Ni1LzlJTQdraz7HKdnDKKadw00030bp16zBFHNs2bdrE9X/4Pd6KPdw+bC9dssKzkO7r7YHZO4MHD2b8w48kRE2/Mb744gvuuusu7M429mibFnYHriNLBWulxbXXXhv3c/VbavXq1fz2uuvo5vVxOQbrEE/yFgzPA6OPPZaHHnrIse08GxKR+caYEQ1vj43oYpBlWVx44YW88vLL9OjWhbTV01vU9dPat5XM5R+S7t3LHXfcwT333JM0SR+ga9euPPX0JDyZbfhLmE74ztv5fdJ/+JFHkybpA5x00klcd911yGZBloUn60tRIOn/+Mc/jqmph07p27cvf7j+er7DMPcQ9/NimCwW7XJzGTduXMwk/UOJ/Qgd1q1bN/723F+/7/r53edgN+L79X7cxWtIX/UJXTrk8eILL3DmmWfGxCKOaOvatSsTn3gSSWvF+IWtKalu/nOwrMTNpGVZDBgwkPEPP0J6evLtufyzn/2Mc889F2ulBZta+GC7A902hw8fzo033piUr88DOe+88zj66KP5jwj7DlLv/xLYZWxuve22uDm3pIm/EVJTUxk7dizXXXcd7t3rSVv9WaOTv3vHclLXfcGwIUN47q9/paCgIMLRxrbu3bvz2OMTqCSNRxe3prJpn6EAbChz8cTSVhQUdOeRR5NrpL8/EQm0yjhiIO5Cd/N376oOLNDKy83jvvvui+kmdtEmEthkxm+5+O8Bfr8Pw1fBxaHxdD5EE38jiQiXXnopt956K659W0lb8/lhF3y5i9eQWvQ1xxx7LI899ljcjAYirW/fvjzw4ENsq3QxaWl2k9o5l9YIjy9pRXZOWx597PGkf049Hg8P3P8ArbJaBRZ4NbWbpwHXPBdur5uHHnwopnYlixWdOnXiwosuZCGBrRL39yVgrEDTuniiib+JzjnnHG684QZcpRtJ2Xjwyp9Vtp3UopkMGzaM+++7L6GWuYfDiBEjuPHGm1hS4mZyI9s5+214elk2lXYK4x9+hLy8vAhHGR9yc3O58447MXsNsrhpJRr5TmA7/OEPf6Bv374RijD+/fznP8flcvH1frdVYVggwulnnBH1TZBaShN/M1xwwQVccMEFeLYvw1V6gOKqr4b0dV/QIb8DDzzwACkp4d2QPFGcd955jBkzhn8VpbOs5PDlhffXp7Fqj4s/jf0zffr0iUKE8ePoo4/mkksuwVprwc5G/lEZuJa6GH3MaM4///yIxhfvcnNzOenkk1kiFt7gqH8J4DWGiy66yNngmkETfzP99re/paB7d9KKZoHfW+93KZvnIzXl3HP3XUlfijicG264gW5du/D8yuxD1vvX7nXxcVE6Z511FmeccUb0AowjV199NR06dsC9oBElHxM4mZuWmsbYP43Vk7mNcPbZZ1NlbL4LXl+K0KOggH79+jkaV3No4m+m1NRUbrn5ZqipwLN9Wd3tUrUXz84V/OQnP2HgwIEORhgfUlNTuX3cHeyphvfWHnhmjm3glVVZtGnThuuvvz7KEcaP1NRU/jz2z5gyg6w+TCLfDOyE317324TuwRNOw4cPJyM9ndUEyjwbMZx48slOh9UsmvhbYMiQIYwaNZrUncvrZvl4ti/F7XZz5ZVXOhxd/Bg4cCA//vF5fLY5jW0H6Okzc2sKRfssfv+H6xN6VW44HHXUURx33HG4VrkO3tLBBve3brr36M65554bzfDimtvtZtjw4ay3LIoIbIw2YsQP1kbFBU38LXTJJT/F1Fbh2rMR/D5Sdq/lzDPOoG3btk6HFld+9atfkZKSwofr65/o9dnwQVEmA/r3i9mGV7Hm2muvBR/IqgOP+qVIMGWG6669Lu6bAUbboEGDKLFtVgMuy4rbPkaa+Fto+PDhtGnTFvfu9bj2bsb4vFqDboY2bdpw3vk/4ZsdqfUWds3d6WFXFVxx5S+1Dt1IBQUFnHLKKbjWu8Db4JcGXGtc9O7TO273zHVSaFLBYqCgW7e43etBE38LuVwujjlmNJ6yrbj2biYtPZ0hQ4Y4HVZcuvDCCzHAF1u/fzP9b0sanTrkc8wxzdzrIEldeumlmFqDFDX4sNwBZp/hF5f+Qj9ImyG0ANMLdO/Z09lgWsCRxC8iZ4nIKhH5TkRudSKGcBo8eDDGW4Nn13cMOuIIXfnYTJ06dWLo0KF8syMNY2B3tbByj5uzzhkTF/1PYkm/fv3o3ac3rg31SzlSJGRlZ3HiiSc6FFl8y8vLwxV8Lcbb3P39Rf3dJCIu4BngbGAgcKmIxPX0l2OPPZYTTjiBo0cM5+KLL3Y6nLh20kkns61C2FZpsXCXBwOcHKczJ5w25pwxmD0G9gVv8IFrq4szTj9D15Y0k2VZdQO7eJ4N5cTQ9GjgO2PMOgAR+QdwPrDcgVjCIicnhwcffNDpMBLCqFGjAPh2t4cVe9y0z2uX9P2Nmuv444/nySefRLYKppUJlHn8Rkf7LRUskcXzBA4nvj93pn4vwc3B2+oRkWtEpFBECouLo73DtHJKp06daNcmhzV7XazZl8LgIcO0Ft1M+fn59OzVE2tH4G0u24X0DD0H1VKh12M89zWK2cKpMeZ5Y8wIY8wI7cmSPESEfgMGsmx3CnuqictVkbFk2NBhyG4BG1wlLgYfOVjPQbXQJZdcQlZmZlzvQ+xE4t8C7P+MdQnephQQaN28r1bqLqvmGzRoEMZnoATMXsOgQYOcDinu/frXv2bqtGm0b9/e6VCazYmP/nlAHxHpQSDh/xxI7j3eVD2nnXYaRUVFpKamcuSRRzodTlwLzTuXjVLvukpuUU/8xhifiPwe+BRwAS8bY76NdhwqdvXp04fx48c7HUZC6Ny5M26PG++mwEou/QalwJkRP8aYqcBUJ46tVDJxuVzk5+ezZfMWLJdFfn6+0yGpGBCzJ3eVUuHRp3egvFNQUKC9eRQAYkwT9r1zyIgRI0xhYaHTYSgVl2pqati6dSt5eXna3TTJiMh8Y8wPWojqvC6lElxqaio9evRwOgwVQ7TUo5RSSUYTv1JKJRlN/EoplWQ08SulVJLRxK+UUklGE79SSiUZTfxKKZVk4mIBl4gUAxucjqMRcoFdTgeRIPS5DC99PsMrXp7PAmPMD/rax0XijxciUnigVXKq6fS5DC99PsMr3p9PLfUopVSS0cSvlFJJRhN/eD3vdAAJRJ/L8NLnM7zi+vnUGr9SSiUZHfErpVSS0cSvlFJJRhP/IYhIOxFZFPzZLiJbgpdLRWS50/ElChHx7/c8LxKR7ge4z1QRyYl+dPFFRMaJyLcisiT4XI46xH1/KSKdohlfvGjK8xiPdCOWQzDGlABDAUTkHqDcGPNYMDH9u7mPKyJuY4wvHDEmiCpjzNAD/UJEhMC5qHOiHFPcEZFjgHOB4caYGhHJBVIO8Se/BJYBW6MQXtxoxvMYd3TE33wuEXkhOCqYLiLpACIyQ0RGBC/nikhR8PIvReRfIvI58F/nwo59ItJdRFaJyGsEElNXESkKvgHVwXUEdhljagCMMbuMMVtF5C4RmSciy0TkeQm4GBgBvBkc0aY7GnlsOdjzWPcaFJERIjIjePkeEXk5+N5fJyLXOxd642jib74+wDPGmCOAUuCiRvzNcOBiY8xJEY0s/qTvV+b5IHhbH+BZY8wRxph4aNcRC6YT+JBcLSLPikjodTbJGDPSGDMISAfONcZMBgqB/zPGDDXGVDkVdAw62PN4KP2BHwFHA3eLiCeiEbaQlnqab70xZlHw8nygeyP+5jNjzO7IhRS36pV6gqW0DcaY2Y5FFIeMMeUichRwAnAK8I6I3AqUichYIANoC3wLfOxcpLHtEM/joUwJfkOoEZGdQD6wOcKhNpsm/uar2e+yn8BICsDH99+k0hr8TUWkg0og+lw1gzHGD8wAZojIUuA3wGBghDFmU/BcVcPXpWrgAM/jlRz6vd0wH8R0btVST/gVAUcFL1/sYBwqyYhIPxHps99NQ4FVwcu7RCSL+q/JMiA7WvHFi4M8jxuo/95uTGk3ZsX0p1Kcegz4p4hcA0xxOhiV6vmjpgAAAbBJREFUVLKAp4PTXn3Ad8A1BM5BLQO2A/P2u/+rwHMiUgUco3X+Ogd7HgcAL4nI/QS+DcQtbdmglFJJRks9SimVZDTxK6VUktHEr5RSSUYTv1JKJRlN/EoplWQ08SvVBMG+LLc4HYdSLaGJXymlkowmfqUOI9ibfbWIzAL6BW+7OtjxcrGIvCciGSKSLSLrQw26RKTV/teVihWa+JU6hGCzrp8TWLZ/DjAy+Kv3gx0vhwArgF8ZY8oIrOgcE7zPz4P380Y3aqUOTRO/Uod2AvCBMabSGLMP+Ffw9kEiMjPYwOv/gCOCt78IXBW8fBXwSlSjVaoRNPEr1TyvAr83xhwJ3EuwW6Mx5iugu4icDLiMMcsci1Cpg9DEr9ShfQn8RETSRSQb+HHw9mxgW7B+/38N/uY14C10tK9ilDZpU+owRGQcgX7sO4GNwAIC+wWMBYqBOUC2MeaXwft3ANYDHY0xpU7ErNShaOJXKsyC+9meb4y53OlYlDoQ7cevVBiJyNPA2QRmACkVk3TEr5RSSUZP7iqlVJLRxK+UUklGE79SSiUZTfxKKZVkNPErpVSS+f/kfwZhsfByKQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ApjcCz5roLZP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "d4a2a462-5e0d-4530-de04-7156d958d946"
      },
      "source": [
        "#Utilizando o HUE\n",
        "\n",
        "sb.violinplot(x='day', y='tip', data=tips, hue='sex')"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba84fa588>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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/KxTpQFj4AVJn8RsiKZDj/vvR0dEbqzjHM/iU8Pd+kHWnEn5F+pEOPn7jOzHBpeP1+VPqchorbW1tAPj9vkhq57mIEv6I8CtXjyL9MLJ6ZAp9/MZ3pNAdvvCM57TnlpbWyOPW1tYRjjy7UcJvuHp6hV9Z/Ip0IhgKpdziN1w9+c5w5fB4/o40t7Sg293hx83NKd5N6lDCb1j8DiX8ivRDC4VACGQa+PjznHq/n8cboVCI9rZWdE8hoIT/nMYQenvDERCWcfuhVpydhHordyWp69VjFD3lOmW/n8cbLS0tSCnRMsMzvBsbG1O8o9ShhL9X+C2+doTNoYRfkVaEDIs/hZW7RpuDbHvY4h+vQVFD6DVPPlis57Tw21K9gVRzJlAlQAm/Is0IGT7+FFr8htBn2MMW/3jtd1NfXw/0pm47MyM/n4uc8xZ/d3d3b2Uk6Ba7En5FWhG2+MPB3WCKLH6jjYnHpvf7ebxRW1sLgL2hlJA9g5ren1OBruspbbN9zgt/T0/PmdF2Fvu4TlVTnH2EQlpE+FPl6jGE3mk19jQ+8/jr6upACCy+NnRnJjU1qRH+trY2bl+zhlWrVrF169aU7OGcF/6whd87lMFip1Nl9SjSiIjFb7EQDKTG0jYsU4dF9vt5vFFdXY0UYe+2dGbT2dGekjv88vJyurq70XWdQ4cOJX19UMJPT08Pslf4pdVOd7ey+BXpQ9jHb0UKK8FQaoRf13UEYOm1j8ar8FdUViJ7x1jqzmwgfDFINjU1NUD492k8TjbnvPB3GT5+wsLv9aZO+P/v//0n/te3vjVuv1gK8wmFghFXTyBFFr+U0mgQGvl5vOH3+2luaoLeLry6Kyz8lZWVSd9LRUUFNgsszAtQcepU0tcHldVDd3dPb9YEYLXj7UlNjnIoFGLDho0AtLe3k5+fn5J9KNKLYDCItFgRFmvKgqpShu+JRW+7uPEo/FVVVUgpz1j8KRT+srIypmToTM/UeK+ykmAwiN1uT+oeUmLxCyFyhRCvCCGOCCFKhRCXp2IfYKRzGha/g2AwkJLgVd8eQUYHwfHKD/7xH7n5llsoLS1N9VbGNVJKQsEgWMKuHmNQeLLRdd1IfIvsa7xxyrCsey1+LDZwZ3P69Omk7kNKybGjpczICDAjK0RI0ygrK0vqHiB1rp6fAu9KKS8ALgJSphDenp4zrh5L+KqbioBPS0vLkI/HIx9u3oy3p4fjx4+neivjmojQCytYrASDqRH+s8HVc/r06XAhnOWMkyPkyOFkkkW3urqa9o4uzssJcV522MA8fPhwUvcAKRB+IUQOcDXw3wBSyoCUsi3Z+4BwkMrv90XSOaU1LPypSOlsamoa8vF4RPQqxHi/c0k1hvBLiw1psRJMocVv4YxYpHIEZLyUlZWBK+fM1QvQ3HlUVVUl1YW2f/9+AM7PCVHo0slzwSeffJK09Q1SYfHPAhqB3woh9gohfiOEyBh4kBDiy0KIEiFESaJKqyOWvfFhsDqA1DRqq6urG/LxeMPn80WEweh9roiPSE8cqw0sdnRdT4mfX9M0LBYxrrN6jp84QdCV2+853ZOHrmlJdfeUlJSQ7YSpGRpCwIJcP/v27E76xTQVwm8DlgG/lFIuBbqB/zXwICnl01LK5VLK5RMmTEjIRiKDlw2L3+bo93wyqampwW6BHGfqUrzM4GxyWaUaozVC2OIPuyhS0SBN0zRsFrCN0zz+7u5u6uvq0D39EyaMn0+ePJmUfWiaxu6SXSzK9UdszUX5Ado6Ojl27FhS9mCQCuGvAqqklDt6f36F8IUg6ZwJqJ4J7vZ/PnlUVlYy0aNT5A5SWVGR9PXNoq+b6lxugmUGhstRWuzQ64ZMhfAHAgHsFom9Vy3GW5M2Q9g1T0G/53VXDsJi48SJE0nZR2lpKe0dnVxUcMZld2F+ECFg27ZtSdmDQdKFX0pZB1QKIeb1PnU9kPzoBn0EPmLxO4HUuHpOlZ9kijvIlAyNU6fKx2UADc40wtI8BdTVN6R4N+ObM64eeyT+lIq7Ua/Xi8MSLjiyWcZfkzbDmtYHCD/CgubJ42iSrO2tW7ditcBFhWfcdVkOyfk5IT7+6MOk7MEgKuEXQiwTQjwmhPiaEMIM6/xrwB+EEPuBJcC/mHDOmIkEH42snl7hb29vT+o+enp6qKmtZ1qmxvTMEN093nHbOdCIT2hZk2luahy3fV3Sgch0OKsjcjeaKuF3WcM+aJdNjLt+/MeOHUM4PEiHZ9BrIXcBx44eS7iPXUrJh5s3sSA3iMfW36i7uNBPWfkpqqqqErqHvowq/EKI/wM8DxQAhYSDst8dy6JSyn29/vsLpZR3SilTMvwyIvBGAZfFDsKS9GwU41ZzRlaI6Zlh/+l4TYWsqqpCODPQ3Hnouj6uA9WpJiL8NkfE4k/F3WhnZwcea/gCnmGX424udemRIwTdBUO+pmUU4vN5Ey66J06coKa2juUTBrvJlk8Iu34++uijhO6hL9FY/PcDK6SU35dSfh+4DPhCYreVHIysk0jlrhAIhzvp2SjGreisrBDTM0NYBEkP9phFRUUFIUc2uisHSE1l5NmCYYBIqzNyN5oK0W1rbSWztxd/pi2U9DvisdDT00NVZSVaxtDCr/c+n+jv2+bNm7EIuHjC4JTcQrfO7GyNzZs2JnQPfYlG+GsAV5+fnUDyOxslgLa2NoTd2S+3V7e5aG1N7g3IkSNHyHOFR9s5rDA1U+fIkSNJ3YMZSCk5dfo0mjsH3R1OnTuVol4kXq+Xjz/+OGkZG4mgo6MjfDdqtSNt4a9gKkS3tbWVHEfYFZJt12lpHj91JidOnAiPW8woHPJ13ZWHsNgSKvxSSjZv2sgFuUGyHUPH7i6Z6OPY8RNJy+iLRvjbgUNCiOeEEL8FDgJtQoinhBBPJXZ7iaWlpQVp7+/306wumpI8hPlI6WFmZZ6xBGZnBjhSenjcBXgbGhrw9vSgu/PA5kQ4M1JSjg7w9ttv873vfY/HH/96StY3g9bWVoTDHTZMrA4QlqTfjXq9Xnq8PnJ7hT/PqYebnY0TDJepMWB9EJZwgPfI0aMJ20N5eTnVNbVcMnH4bKgVSXb3RCP8rwHfBjYBm4HvAG8Au3v/jFuampoI2Vz9npMOD01NyRP+rq4uqqprmJV1Jgg6KztEZ1f3uPOPG7EKzR3Ojw668jiWoliFERzv7Owad+mHBq2trejG57PXDZns2oiGhnBmVoErLPz5Tp32zq5xk9lz/PhxhMONtLuHPSbkzuf48eMJM7Q++ugjBEO7eQwmuHVmZut89OHmhOxhIKN255RSPp+MjaSChoZGpD0bETiTKaHbPbTVnSAUCmGzJb55qWGRzMw+I/wzey8CR48epaioKOF7MItjx46BEJHCGM1TQGXFAXw+Hy6Xa5R3m0vfrKiGhgamTZuW1PXNoKGxCc12RrA0m5vmJN+NGsZHYa/wF7rCyQf19fXMmDEjqXuJh2PHjxN05fdz5w5E9xTgbTxKXV1dQr5vW7Z8zJycEDnDuHkMlhX4eO3IUVpaWhLenXdYi18I8XLv3weEEPsH/knorpKApmm0tLagO/p3i5CODKSUSbOsDCt5Zh+LvzhDwyJIWmGJWZSWliLdeZFiIy1jArqupyRQXVNTjcsqex+Pz0roxsZG9D6uSM3uoT7JtRHGoJKJbq33b73f8+lMKBSi4nQFuidvxOM0d/j1RLglm5qaOHHiJEsLR7/rXFIYQErJjh07Rj12rIzk6jGco6XAmj5/bgfGX+RxAM3NzeiahnRk9nveuBAkK4++vLycbKfoZw04rDA5Q6bMPx4Puq5z6HApwT6+VD0z3Goj2e2ZpZRUVVaxpLdCsmIcVkL7/X462tuQzjOfT+nIpL6+Pqmxn+rqapw2Ip/PSR4t8ny6U1NTQygUjAj7cOi9ryciEcEQ8YsK+vdYeuGYhxeO9Y8vzsjUyHPB9u3bTd/HQIYVfimlMYl4jpTydJ8/p4ALEr6zBGPcwurO/sIvnVn9Xk80p0+fYop7sO9vijtAxelTSdmDGVRWVtLd1YmeOTHynLS7wZXNwYMHk7qXuro6fH4/8/OCZDpEyjKLxoJheFg763FWhIVAd2bi83mTWmdSUVFBkUePeEqy7JJMhxgXF1Oj+Zo+oDnbIGwOhDMjIf+mXbt2kesK38X3paLLRkVXf1eyELAw18ee3SUJ74c0kqvnfwghDgDzBrh5yoFx7+oxbv/1XqE3MC4EtbW1g96TCKqrqpjkHvyfPNmjU1dXP24aYhnirvURfoBgxgT2HziQVCvViJtMz9SYnhHg+LHEZWwkCqOgSIS8WHrCbsdUzIk9faqcye7+1mqRO8jpcWCUGL9Do6ZkJIKObNOFX9d19u3ZzcI+TdlGY1F+kM6u7oS7eUdy9fyRsGtnLf1dPRdLKR9I6K6SQFVVVXgwwwBXDxYbwpmZlPJpv99PW3tHJHDWl0KXRkjTxk2Hy/379yPs7kFfMi1zEu1tbUktRy8tLcVqgWmZIWZlhSgrKx93mT0RcRdnrELZOy4wWb/Lnp4eGhqbmOrpb3xM8YQ4XV6elD2MhZqamnA6bG/X3ZHQXdlUVpl7QT116hRtHZ0syIu+lbZx7N69e03dy0BGcvW0SylPSSnvHeDqGR9KNArV1dXgyobeGZx9CTqyqKhIfMWpIeq5zsHCb+RNJzuLI1727N1HIHPioOwJLWsykNxhEwcPHGBGpobDCnNzgoQ0jaMJzNNOBOXl5eE0RMuZr6juzAJhSZrryrCAp2b2F/6pGRrtnV1JL3SMlerqarSBht0wSGcWXZ0dpg5hMsR7fm70wp/rlBRlyNQJ/9lOefkpQo7sIV/TXTmcrjidcPeEUYWZ7Rgs/Fm9wbTxUB5fX19PY0M9WubkQa/prhyEw5004ff5fBw5Usq83HDc5PzcEALYt29fUtY3i7KyMkLOAb5pixXcOZQnydo21pma0b/RXnHvhSDdYyfVNbVRC7/h4jUztrdnzx4meCSF7tgawM3P9bP/k30JbXB4Tgp/KBSisqoS3T2070935+Lt6Um4tW003BrYra/vc6loyhUrhqhq2YOFHyEIZExi9569SfHz79+/n2BIY2HvLXOmXTIjW6dk186Er20WoVCIk2VlaJ7BudxBVz5HjyYnPba8vBy7BSYOcEUW914IknUBigdN02hqbECPVvgd5gp/KBRi3949LMiJ3cW4IC+I1+dPaNuWc1L4a2pq0EKhYdO8Epne1Rejva3TOlgQjefGQwvcvXv3IuwudPfQRSdadhEtzU1JyaffsWMHditc0Of2enGej4OHDo+brpIVFRUEA4FBg0MAtIwCWlqakxL7KSsrY0qGjnWASuQ4wpk96Zxu3NzcjKZpkSy90TA7m+/IkSN093hZlB/7qMwFeeHhLLt27TJlL0NxTgq/8YHVRxH+RDf4MoZp24f4X3D0jrkLpGjAdizs3rOHQMakiH/fWbE9koIIoGWFqyET7beUUrJ1y8csyA3g6BO6WVIYRNd1du4cH1b/4cPhuURa5uCRo3rGhH7HJJKyE8cpzhj8+RMCij0BytK4Ad5w6drDIW0uhNVmWjbftm3bsAjiEv5Mu2ROtsZft241ZS9DcU4K/8mTJ8OtBdxD5/dKuyspDcaMVE2bGGzxW8fJYOva2loaGxrQss+Uult6WiIpiGD4+T0J97OfOHGCuvqGQT1RzssOkeuEDz9M7pSjeDl48CDC7kY6B8egtIwCEJaE10a0tbXR0tYemQ8xkGmZIcrKTiZ9SHi0GFlR+hC/wyERAt2ZbUqqrJSSjz7czAW5QTLs8bk3lxX6OH7iRMLSys9d4XfngmX4XjzJaDBmfGmGyvG1iP7HpCuGFd9X+AchBIHMSZTs3pNQP//GjRvDPc8L+wt/+DkfO7ZvMzVrI1Hs3rN3yAwpACw2tMwJ7N2b+IsowPTMoQOM0zM1fP5A2rbDqKioAGHpV/k8GiFnNuWnTo957WPHjlFZVc2lI3TjHI1LJoY/wxs2bBjzfobinBT+I0ePEXSN0r/Dk8/p06cT6moxRHDo2g7Z75h0Ze/evQiHe9TqSC2riLbWloQNZtF1nQ0fvM+i/GAkI6ovl03y4w8E2bJlS0LWN4vwHT+rPM0AACAASURBVFR9xD02FKGsIo4dO5rQwH9E+LOGtviNC0K6ToorKytDunPPTNeLAt2dS11tzZhrPt555x3sljPiHQ8T3DoX5IZ45+23EmL8nXPC39bWRktz05CBs77onnx0TUtZylqUhX4pRUoZtk4zJo/Y/RAglJ1YP/++fftoaGziiklDtwuemxNigkfy7rvrErK+WRhxiFD21GGP0bKnIKVkz549CdvH0aNHKXSHWzQMRXGmhtWSnpPipJQcOXqM0Cg9egaie/KRUo4pttfZ2cn6997l0om+uN08BtdN8VJTW5eQ2NQ5J/yGJaMPM4rNQOttNpZIi2YkV48YB66e6urq8EV0qDTOAUhnNsKZkTDhf/vtt/HYz8wvHYhFwFWTvOzZszdt3RMA27fvAFdWpEp3KLTMiQibM6HNvEoPHWRW5vCWr90SbipWmoQgc6zU19fT3taKljE4OD4SxvGHDh2Ke+21a9fi9fm5cdrY5xWsmBgg3wUv/vGPYz7XQM454TeEfDSLXzqzEDZHUoTfMk59/JH8/RHcEhGEIJAxmT1795nuvmpra+OjDzdz5SRvv2yegVxd5Mci4M033zR1fbPw+XyU7C4hkF088h2UsBDInsKWrX9NyOejubmZuoZG5uSMXEB0XnaA0iOlCS00ioczn8tJMb1POjLAlR23cdLT08NLf3qRCwuCzBzGRRYLNgvcPK2bT/bvNz0x4pwUfuHKgt7h1cMiBCF3YgO8wWA41WukrB7jmHRk3759CIcnqiZYEC7w6mhvM70Z1tq1awmGNFZOPWOhDtX2Nt+ls6zQz1tvrk3LCVK7du0iGAgQyp0+6rGh3Ol0tLeNyTodjv37wz0Yzx9F+M/PCeH3B9LOz79z585w3GmYupKRCGQVsWfP3ri+dy+//DIdnV18epZ5CQTXTfGR54Knn/61qQbTOSf8R48dJzBKYNdAcxdw8kTiUtaMwLGRs99XrCwifDudrnn8Ukr27N3bL39/NEK9dwZmWi9+v5/X/vIqFxYEmdqn9e1QbW8BVk/z0dnVzXvvvWfaHsxi8+bNCLsrqjuoUO40hMXK5s2bTd/Hnj17cNv6Dwcaivm91dG7d6fPBNZgMMi27dvxj3bXNAyh3Gn4fN6Yrf7m5mb+9OIfWTHBz3nZ5t0BOaxw54wuDh8uNXUeb8qEXwhhFULsFUK8law1/X4/NdVVkdGAo6F78vH7fQnzCff09CAg4p4YKFZOm6C7u3voN6eYmpoaWpqbo/LvG0hnFsKZYWrfnnfffZfWtnZumRadlXV+TojzcjT+9Mc/pJWLwu/3s2XrVvw508ESxdfS6iCQPZWNmzabWushpWTH9m0syA0MqtgdSLZDMiNLZ0cSBodEy65du/D29BDKmxnX+7XsKQibg02bNsX0vmeeeYZgMMDd55mfLnx1kZ/iTJ1f/dcvTOsym0qL/+uEp3sljfLycqSU/W4BnRXbsfY0Y+1pxn3knf4Vp70XiEQVcnV0dOBxiCF9/BCu4EvXNgOGO2CoxmzDIgSBjImm+fkDgQAv/P53zMnRmJ8XnYgLAbfP6Ka2voH169ePeQ9msW3bNvw+H6GC2VG/J5Q/m9aW5sj/hRkcP36chsYmlgyohRjKdQawpMDHoUOH0qZT5/r168N3TdlT4juBxUYgZzqbN38YtTvwyJEjvPvuu6wu9jLJY753wGqB++d0UlvfwJ///GdTzpkS4RdCFAO3Ar9J5rpGUymtzwxOS08LQgsitCC2zroBFafh3PREtW5oaWkhxz78ByXbFqSlJT3bMn/yySe9/XlGmW40AC1rMm2tLaZUSL755ps0NjXzmVndMd3VLykIMjtb47nfPps2ffrXr1+PcHgibayjIZQ7HWG18/7775u2j02bNmERsGyA8A/nOlsxMYAupaluiHhpa2vj4y1b8OfNHrLd+khGXl+ChXPxenuiqvSWUvLUUz8lxwl3zIyur9YLxzyc7rRyutPKv+zJHvKCOpCF+SEunhDg97//HU1NTVGtMxKpsvj/H/APwLCqJ4T4shCiRAhR0tjYaMqi5eXlCIst6sZNWG3gzk5YLn99XS35zuGDSPkunfokjYCMlX2f7CeQMUx16QgYdwgHDhwY0/qdnZ08/9xvWZAfinTijBYh4O7ZXTQ0NvGXv/xlTPswg7a2Nrbv2IE/f3ZMBUdYbQRyZ7Bp02ZTLmChUIj317/H4vzAkEVwQzEtQ6M4U+fdde+Mef2x8t5776GFQgQnzBvy9ZGMvL5oWZPBncMbb6wddc2NGzdy+HApn5vVhXuILrtDUdFlw6tZ8GoWjrTZh7ygDsW9c7rRggGeeeaZqI4fiaQLvxDiNqBBSjliREhK+bSUcrmUcvmECbHl4w5HeXl5uBVzDF+uoDOXk2Xmt5+VUlJdXc3EEXp1T3JrNDQ0pl2At6WlhbraGrTM2NLlIFwdKezOMfeaee655+js7OLe87riieGxID/EksIAv//d8ykfdrNx40Z0TSNYMCfm9wYL5+D19phSkbx9+3aamlu4Zkr0FxEh4OoiL6VHjqY0u0fXdV57/XX0rEnontgKtwYhBL7CeRw+fGjEEYjBYJBnnv41M7J0PlWU+DvHiW6dG4u9rF//3pi9EKmw+K8EbhdCnAL+BKwUQryQjIXLyk8RGm3w8gB0dy41NdWmp1U2NTXR1d3TLxNlIFMzNHQp026wdWS+box50gAIQdAzkU/2x2/xnzx5ktdee41rp/iYMYZ86fvmdBPw+/jlL38Z9znM4J131iEzCqNOOuiLllUEzkzWvfvumPfx6iuvUOCGpQWxGRpXTfbjtMIrr7wy5j3Ey65du6irrcU/4QJTzhcsnIuw2nj99deHPWbdunXU1Tfwudldw8bpzGbNDC9uG/z22WfHdJ6kC7+U8n9LKYullDOBe4CNyZjh293dTXNT46g9ZQaiu/PQNc30AdfGKMAZwzTB6vtaupXFHzp0CCxW9FGK4IZDy5xAVWVFXIFrXdf58Y/+gwybzl1jzKCY7NG5dXoPH3zwASUlJWM6V7yUlZVx4sRx/HFY+wAIgb9gDrtLSmhoaIh7H4cOHWLvvn2smto9ajbPQDLskquLvHzwwfvU19fHvYex8NprryEcnrizeQZhc+LPm8369e8P+TnVNI0X//gHZmdrLI6j9XK8ZNglN07tYcvWrZw+HX9DuXMmj9/4JcUajDQuFGb7+Q8ePIjVMnKu9CSPTqaDhLfgjZXDhw+HRX+IAFo0aJkTgfBQ9Fh5/fXXOVx6hPvO6xy2j0wsrJnhZXKG5Mc/+o+UFHWtW7cOLBaCMWTzDCRYMAcp5ZiCvM8/9xyZDlg5Jb7fwc3TfSB1XnghKTfv/airq2PHjh34CubG/ZkciuDE+QQC/iF/ryUlJdTW1XPztJ64XI1j4YZiHzZLuHAxXlIq/FLKzVLK25KxliHcWqzC3zue0ewxc3t2l3BedmjEFgMWAfOyA+wp2ZU2XTpDoRBHjx4j1NvLKB6MPkixjparq6vj6V//msX5Qa6YbE7cw2GFR87voLaunmfHePscK6FQiPfWv08wexrYXHGfR7qy0bIm8fY778T1Odm7dy87d+3itunduKKLMw6i0KVzXZGPd955m6qqqvhOEifr1q1DSjlsUDde9IwC9MwJvLF27aDf6wcffECGnUGzH5JBtkOytMDPxg0fxF3Dcc5Y/OXl5QhrDBk9Bhab6QOuW1paOH7iBIvyRv/QLMoPUNfQmDZ+/oqKCgIBP1pG/MKPzQHunIi7KxqklPz4xz9Can4enhdfQHc4LsgLcd0UH6/8+c9JmWxlsGvXLjra2wgWzh3zuYIFc6ipro75YqrrOv/1i19Q4IYbpo7tjueOWT3YheRXSYyZSClZt+7dcMfSGHrvR0ugYC6nT53qF+TVdZ2dO7azpMCPLUUKevGEAK1t7SMGn0finBH+kydPorli689tEHTlcvyEebn8f/3rX5ESlhaOLvxLC8P+w3TpI29kbozW3XQ0gu4CjsQwNPy9995j164SPj+7i8IRMqHi5Z45PeQ6Jf/fv/9b0vojRYqNcoZvwRwtwbxZCIst5qK0devWcfzECT43q3PEu89oyHFIbpvezZatW5MWMzl8+DANDfUECs5LyPmD+bNAWNi4cWPkuZqaGto7OpmXm7o+WvNywy7ieA2Vc0L4pZQcO36cUBxNmwB0TwF1tTWmTW/atHEjkzxy2LF2fcl36ZyXo7FxwwemrD1WTp48ibDYom7MNhy6J5/mpkY6OjpGPbatrY1f/PxnzM0N9WvEZiZum+Sh8zs4dbqCF198MSFr9KWnJxyg8+fNHNYvHW3BEQA2B4GcYjZs3BR1K4qOjg6e/vWvmJsb4vJJ5rgsbprmZaJH8tRP/19SLqBbtmwBYYmqsV1c2JyEsor4sE+BmpHoUeSJz83iDQlcLhd33XUXLpcLbyj229d8p47TJuJOOjknhL++vp6uzs64rVTNU4CU0pQ85cbGRvbu3ctlE71Ruysum+jjZFl5wmcAR8PJk2XhOMkwd07RilUs7TB+/etf09PdzcPnJzZtbklhkEsm+nnh979P2KxTg23btoU7ceYPH9SNtuDIIJQ/m472tqib4P3mN7+ho7OTB+ea5zpzWOGBOZ1UVFbx8ssvm3PSEdixc2e4nmS0brtjIJRbTE11deQzYUw+y4wzuaAnJLjtttv4u7/7O2699VZ64hB+IcbW0uWcEH4jeyTWwQwGeq8/O54slIGsX78eXUo+NTl6y/XySX6sItyQLNWUlZeFXWbDEK1Y6b3TkUbLljpy5Ajr1q3jpmleiqO4Qxor983tQcgQv/zlfyV0nc2bNyOcGXEVwQ1HKLcYYbVH1WqgtLSUN99cy6qp3mHHK8bLksIgFxcG+N3vnqcugZXnXV1dlJeVEYqhzUU8GN1SjZ5Ilt4mevHmW3hskrfeeouf/exn4QFCUVb8DkSXAqs1Pv/cOSH8Bw4cQFjtcfXnBpB2N7hzxtxmQNd13lr7BhfkhmJq5pTtkCwr9PPuundS2lumu7ub1paWSKbTWJB2D8LmGDVo/fTTvybbCbdH2QcF4uuFYpDv1Ll1WjcfffRxwgK9Pp8v3KIhZ3pcrYOHxWIjkF3MRx9/PGIrcU3T+M+f/JgcJ3x2dvS/11i4//xuCAX4+c9+lpDzQzjeJKVEyzSnsn84dHcuwmqPBM7z8sJGS1sgPvl02yQ+n49XX30Vn88XdauHvmg6dPglubmxZSkanBPCv3ffPkIZhdG1ux2GYMZE9n2yf0y9+Xft2kVtfQMrp8b+Zbtuqp+Ozq6orLlEYQxKH6t/HwAh0JzZIwr/oUOH2LNnL7dO647pyxFvLxSDm6Z5yXTA7373fEzvi5Y9e/ZEPXAlVkJ502lvaxsxY2rdunUcO36Ce2Z3xiU60VDo0rl9RjjQu2vXroSsYWTa6THO1o0ZYUFz50buTqdPD/+/VXWZVzMQK7U9VjQJM2bMiOv9Z73wt7W19d4OxtmmtZdQVhHdXZ1xp08BvPrqK+Q6h58LOxIL8oIUZUheffWVlOX0G4Ek3Tn8PNhY0JxZVFYOn/P96quv4rHDyjGmGcaKywY3TOlh+/YdpldsQ++EKKs9pk6c0RLKCQ8gGW4eb3d3N795+tfMiyGgG+8d1E3TfUz0SH7+s6cSMvugrq4unKJtj/6OLl40RxbVvXM58vPzKZo8idI2e8LXHY4jbWFjZuHChXG9/6wXfmNCfWiMKXNazpR+54uV06dPs3PnLlZO6Rky93e0L5dFwKqp3Rw9eixllbxmC7/uzKaxsWFIUeju7ubjjz/iiklenCkwrK6d6keAqS2PDXbu2kUwc5KpVaYRbE50TyElw0zFeumll2jr6OTeOdEHdOO9g7Jb4POzuzhdUZmQ2QfNzc1Ihyd6d5kW6JdNgxa9ASYdHlpbWiJG16WXXc6hVge+FM3y2dPkZOqUIqZOjU/Xznrh37ZtW3gubJx9ZQyk3YOeUciWrVvjev/LL7+M3Tq89RrNl+uqIj+ZDnjpT3+Kaw9jpba2FuH0hNtVm4B0ZqHr+pA9Zvbs2UMwGOKSFFRGQtjXPyc3xLa/xvf/PRyNjY3UVFcTyo5iQH2cBLOKKC0tHdSCorOzk1f+/DIrJviZnZ34QDmE725nZ2v87vnnTLf6Ozo60K3RZ/OIUKBfNo0IxSD8NifBYDASY1u5ciUBDXY1Ji6baDhafBYOtdpZef0NiDhjRGe18AcCgTHN3xxIMGcaR48cibmNb3NzM+vfe5erJvvIjrLP+VA4rbBySg9b/zq2Bk3xUltbS8huXnWk3ltpOVTq5OHDh7FZ4LxRBn4PhRl50gAX5AQ4fuKkqQF1Yzh6VJPL4rRQtaxJ6Jo2yM+/du1aerw+7piVmIDuUAgBd8zspq6+wfT4VHdPD7qI3giRNke/bBppc0T/XkvYreP1hn93ixcvZvq0YjZUu+PO7omXjTXhi83NN98c9znOauHfvXs3Pq+XUF58AZCBhPJmIqXk448/jul9L7/8MiFN45bpY//C3Vjsw24hKUVGA6mprUV3mCn84fYZQ6X8VVVVMdEjscfxCTUjTxpgSoaGruumpiSWlpb2djYdPcMsXgvVyHLpm5Wk6zpr33idBXmhqAoHzeSigiCTPZI3Xn/N1PP6/YHY3GVWR79sGqzRC7+xjjEbQwjBZ+/6HGUdVo62mXMHHA1+DTbWeLj88iuYMiX+uOVZLfybNm1C2Jzxz98cgO7OBXduTIOY29raeOP117hson/EoSvRku2QXFvk5f331ye8yKgvmqbR1NRkqvBLewYIMaSwdnV1kWmNzzVgVp60UaBjFOyYwYkTJ5DuvKgEK24L1eZCuDL7Des4ePAg9Q2NXF2UPGvfwCLgqsk97D9w0NSLqKaFkHG0YIkHY52+WX033XQTuTnZrD2d+OCywcZqF10BuP/++8d0nrNW+P1+Px9/vIVA7nTzgmhC4M+byf79+6N297z00kv4/YGY8tBH45YZPixS5/e//71p5xyNpqYmdE0ztxGWxYJwZg4pBjabDY34LHUz8qQhnCsNxF0kMxQnTpYRijb9cAwWatCZx4k+/aW2bduGVZzp/ZRsjEy2HTt2mHbOsIsluT2R+wq/0+nknnvv42CLPSlWvy8Eb1dmcPGyZXFn8xictcK/a9cuvN6ecJMlEwnlz0ZKGZW/sqWlhb/85VUuneQfcdJWrOQ7da6d4uXdd99NWgtc4+5Cj7W76SiE7BnU1g4W/vz8fFr8ybuFHopWvyWyFzPo6emhva3VtKyokdBd2VTXVEeyUA4eOMDM7FDC8vZHY7JHJ89l7myJ5KY1iyHXvPPOO8nLzeHVsoyE+/rfr3LR4YdHvvSlMZ/rrBX+TZs2hTsfjjF/fyC6OxfpyWfDho2jHvuHP/yBYCDAp2eZ09ytL2tmeLEJneeee870cw/FGeE3t/Wt7sikumZwrvysWbNo9UFHIMlTLvpwustGZoYHs2Y+G3c2Zl88h0J3ZhEMBGhpCbfMOFVexvSMFOUeEg7yTvMEKC83r9+URCbb4B+Ey+XiC198kCNtNg60JC6vvzsoeLsyg8svu2zM1j6cpcIfCATY+te/hkvix1CtO+z582Zy+PChEd09dXV1rH3jda6a7KMohvYM0ZLrlKya6mXDhg/GPHg5Gmpra0EI5Gg+/hgzUXRnFq0tLYMyZy666CIADibwyzQSUsLBVhcXXrQk7pS5gRifF+lIvE/YWKOlpYVAIEBndw/5zvg+h2ZlSeU5dVqamuJ675BISdKUXwxt8QOsWbOGSRMn8Gp54qz+dypc9AThb/72b00531kp/Hv37o0+myeOlLlQ7gyklGwdIaf/2WefBV3jzgSmzt3WO3j5mWeeTtgaBjU1NQhn5qjxklgzUXRX2O0xMFA9b948Cgvy2Vaf/DxpgBMdNpq8cNVVV5l2ztbWVgB0u9u0cw6Hbguv0dLSEsmfd1hT103SWN/MVs2pqGAfqmWL3W7noYcfobzDyu6m0eMw0zNDuK06bqvOBblBpo8wdxvCd73rqzNYuXIl551nztyBs1L4d+zYgbDa0KIokoknZU5354Ira9gq3rKyMt5/fz03FHspcJlv7Rtk2CW3Tutm+/Ydkc6BiaKyqopgFBk9sWaiGG6Pga0RLBYLN918C/tbHDR6k/8x3VDlwu1ycs0115h2TiMHHGsS7mKsZ/LO7fbwY78Wn2CblSXl1wR2RwwplKOg60m0+Ifx8RusWrWK4qlTeO1UBvoov54Hzu9hRpbGjCyNby/r4IHzR3YFv13hJqjBQw89FM/Gh+SsFP5dJSUEMyaFxyaOQlwpc0IQyCpi9549Q1oAz/73f+OyhS3yRHPjNB+5Tnjm6V8n1AKqqqqOLigZYyaKYfEP1RPnjjvuwGqx8nZF4i3kvjR6LWxvcHLrbWvweMxzyxiVtDKKz+VYMdbw+XzY7XZysjJp8aeumySEg+UFBWMY2TkUydX9YbHZbHzxwYeo7LSwJwqrP1o6AoKN1W6uv+GGSHM4MzjrhL+zs5PKigq0rCj7nMeZMqdlTsLb0zOon/zRo0fZsnUrNxf3kBXnoIZYcFrhjhldHDh4KGHj7jo7O+nu6kxMNorVibA5qeltgNWXCRMmcOttt/FhrYv6nuR9VP9S7sFms3PPPfckaIXkRSSN+MSMmbOo7E5dlpSUUNnjYNbs4QfPxHdic0832jojxXtWrlzJlKLJvHXaY5qvf32Vi4AODzzwgDkn7OWsE35jopM2xt48o6F7wpbLwG6dL7zwezz2sCWeLK6e4qfADb9PUBthQ5SlKwHZKEKgO7OG7YL5xS9+EZvdwUsnM6I+Zaw+1L6UdVjZWufks3fdRWGhudapMcADmTj33xnCymMI1cJFizjVYcOf3KLdCA1eC22++LtJDoXNZk3S75LIOiPVdNhsNu659z7Tqnn9Gmyo9nDllVfG3X55OM464TdEypSe8SMwVFCyurqaLVu2cMOUnrj9oPFgt8Dq4m72HzgYGRZhJonK4TcIOTKprhm6CrmgoIAHHvgCJY0ODjRH5xuP1YdqoEv43bEs8vNyTbewgIjbSGiJL6Iy1sjICF8wV6xYgSZhf7N5bohY2Nvr/rj44otNO6fL5ULI5KSoCr03QD5KjGL16tVkZ2XyXpVrzGturXPSHYS77/78mM81kLNO+I285YSnzFmsCIe7X0rn22+/jQCuL05u/3iAa4r8OG2CN9980/RzG90zzWzX0BfpyKCxsWHYGMXdd9/N1ClF/O54FoEEWqyba5yUdVh59H/8z4hgmklmZvj3J7TET1ETIX+/NS+88EJysrPY0ZAa4d/e4OK82bMoLi427ZzZWVlYYuiwORZEb7ZfVtbIxo/T6eS2Nbezp8lJiy9+eZUSNtR4mHPebBYvXhz3eYYj6cIvhJgmhNgkhDgshDgkhPi6meeP5IOLJDRxt9gi60kp2bThAxblBchzJj/NzG2TLC/08dHmzaa3v21qakJYbbE1tYoB3ZFBMBAYtieO0+nkG998gvoewdrTiQn0tvkFL5dlsnTpElatWpWQNQzXkQh0J+T8fTHWMIrPbDYbN6y6kT1NzqQXxVV2WSnrsHLTzbeYet6CggKsIfOLI4dCBHpwuT243aN//tasWYOU8FFt/KnIZZ02KjstrLn9DtPqSPqSCos/BDwhpVwAXAZ8VQixwKyT22y9vrVk5PhKLZIqV11dTW19A0sKU9M/HmBpYYDO7u4Rx+7FQ3t7O9jd5s6H7YO0hW+L29rahj1m+fLlrFq1ircrPAkZeffC8QyC2PjmN59IyBcNYPLkcCtmi9+8pm/DYQl0IYToF6dYs2YNIR0214zdDREL71e5cDrsrF692tTzTp06FenvhiS4ziy+dqZG2Q2zqKiIpUuWsKU+/pbNW2qdOOx2rr/++vhOMApJF34pZa2Uck/v406gFBjbeKw+5OSEffsilGB3i9SRAR/Z2WFfvxHknRNH/3gwpzpydnao317MoqurCz2BuedGCm1398iW8Fe/+lU8ngyeO5Y5aq50LHzSZGdng5MvfOGLTJs2zbwTDyA/Px+3x4PF25qwNQws3lYmF03p55OeOXMmK1Ys5/1qT0wus7EEy9v8gq11Lm5cfVPku2IWc+bMAcDaE9t8jJiREru3hfPPnxv1W25cvZqGHkFZZ+xBXk2HnY0urrjyyoirzmxS6uMXQswElgKDWvYJIb4shCgRQpQ0NjZGfU6jR7XF127OJodB+LtA6pH1DF9/QZxl8WZUR+Y7dUSfvZhFIBBAJtJ1Jvr3Oh+O3Nxc/sf//CrH2mxsGeU2enpmKCqBCmjwuxNZzJhWzL333hv9nuNACMGc887D5m1J6DoAdl8rc+cMrvK87777affDxzG4IeINlgO8V+lGk4LPf978AOWiRYsQQmDtGJwKbCYWbysy6OXCCy+M+j2f+tSnsFmt7KyP3T1a2manM0DCrH1IofALITKBV4HHpZQdA1+XUj4tpVwupVweS5OsuXPDV2Vr1+BxfmZi7Q5fjObNmwecKeWO10tgRnWk6F1/qKKysWBJQL+joYjGxXLTTTexaOECXi7PHPHi+MD5PVEJ1DsVbhp7BI9/84mI2y6RLFq0CEt3M+iJy0YRwR7wdgyZOrlkyRIWLljAW5WZhBKcCdkZEHxQ4+ba664zNahrkJ2dzYIFC3G0VSTUtWtrPYUQgksuuSTq92RlZbHs4mXsbnbFvLXdjQ6cTkdM68VKSoRfCGEnLPp/kFL+xcxz5+bmMnPWbGwdQ+eFD0T35COtdqTVTihrclSTkQBs7VVkZmUxu7cgpaAgXDcQbyTfjOrItoBAl+a1ETZwuVxYEilUejCyzmhYLBYe+/rjdAZg7amxBXpb/BbeqvBwzTXXsHTp0jGdK1oWL14MUsfaNfpdD+MeogAAHVFJREFUbLyfTWtH3Zm1BiCE4KGHH6bZO7bgYzS8U+EmoMGDDz6YsDVWrboB0dOCpXv05m9x/T6ljrPlJEuXLot8x6Plyis/RUOPoDaG4kMpYV+Li+XLV+B0Ju7/JxVZPQL4b6BUSvmTRKxxzdVXYe2siyp7wj/9MjRPAZqnAO8Ft+CfftnoC+ghHO2VfOrKKyMFHeeffz4Ax9pTVx15rM3eby9mkZubiwgmrv2ECPoi60TD+eefz403rub9KjfNY0iZe73cjRRWHn300bjPEStLlizBarVia68c9di4PpuEjZKMzKzI3ehAli9fzqKFC1h7OjNh6bEdAcEH1W5Wrrze9OKjvtxwww243G4c9aP3+Y/n92lrPQ2+Tu68846Y93bppZcCsdVOVHdbafbC5ZdfHvN6sZAKi/9K4AvASiHEvt4/puZ5Gel49sZjZp42gq2lHBkK9MtSmDp1KtOKp7KtIbkZE335a72T3Jxs5s+fb+p5J0+ejAz6IJSY/HOLvwOb3R7TncrDDz+MFFbeijO9s9Fr4eNaF7etuZ2iotGb+ZmFx+PhoouW4GivTIx7Quo4Oqu59JIVw1aZCiF45Et/Q4sPPqxNzOf17dNugrpIqLUP4TqFT995J/bWU+YHzaWOq3YfU4uLufLKK2N+++TJk5k+rTim1uIHW8PHLl++POb1YiEVWT1bpJRCSnmhlHJJ7593zFyjuLiYSy65BFfTUfN9qVLiqj/EjJkzWbJkSeRpIQS333Enx9tscZVrjyVzAqCqy8q+Jge3rbnd1FGBEB6KAmDtSUxQ0tLTwozpM2La9+TJk1l90018VOuiPY689HUVboTFyn333Rfze8fKddddC952LAkI8lo7apEBL9ddd92Ixy1dupSLLryQNysyTLf62/yCDTXmNxYbjnvuuQe3y42zcpep57U3HUf0tPI3X/pS3N+pZRcv52iHM+p4yuEWO1OnTI6k/iaKs65y1+D+++9HBnqwN5ib025rPY3oaeH+++4bFIxcs2YNBfl5vHA8KzKvNVrGkjkhJbxwIhOPx83nPve52BaOggsuuAAAa1e96edG17H3NLFoUew9XD7/+c8T1GFTdWxWa09I8HF9WJjMmq4VC1dffTUWqxV7k7lptwD25pO43Z5RA4OGr7/NZ35e/zsVbkLSknBr3yAnJ4eHH34IW3tV2DVjBiEf7urdLFy0iGuvvTbu0yxbtgx/SFLWMboxqEs42uFg6bLEWvtwFgv/RRddxJKlS3HXfRLVcJWokDrumj1MLS5m5cqVg152uVx87bGvc7rTwpsJqjAdio3VTg632PjyVx6N1DGYSW5uLufNmYu9ffT5vrEG0Kxd9chQgGXLlsW8r+nTp7P84mV8WOeJKa9/W50Df0jy6U9/OuY1zSAnJ4crr7gCZ8tJ0E00t0N+HG2nWLXqhqgCg4bV/3aleVZ/R0CwscbNDTfckJBMnuH4zGc+w8yZs3BXbgcT2ji4KnYitCDf/MY3xlTQZ6SARuMFqOiy4g3Sz5OQKM5a4Qd49CtfQQZ9OGo+MeV89oYj4G3j0a985UyF8ACuueYarr/+el475eFwS+IDvac6rfzxZCYrVixnzZo1CVvnmquvwtLVMGrA3D/9MoKFcwkWzo0qgGZrLcfucLBixYq49nXzLbfS7IUjMbjXtta7mTVzxrDBz2Rw2223IYM+8yxUwta+1ELceuutUb/niw8+SKsPttSZk0HybqWbYALaCI+GzWbjW9/6B0SgB2fl0AOSosXaVom9+QT33XfvmCde5ebmMn1aMUfbR/fzH+1NzoilXiBezmrhv+CCC1i9ejXOhkOIEQq6dE/+qJapCPpw1+5jyZIlfOpTnxr+OCF44oknmF5czM8P5yS0j3ybX/DTg7nk5hXwne98N6H59sYdjr3p+KjH+qdfFnV2lLO1nKs+9am4B55cccUVOB12djVEJ1wtPgsn2q3csOrGhLVmiIYVK1YwuagIZ+Nhc04oJa7GUi6YPz+mC9qyZcuYf8E83q7MiNk9OZDuoGBDtZtrrrk2Kb79gcyfP5977rkHR9MxrG2jZ00NSchPxumtTJ8xgy9+8Yum7OvCi5ZwosMx6l3p8XYbEycUMnHiRFPWHYmzWvgBvvzlL+N2unBXbB82iyIaoXJUlSC0AF//+tdHFQyPx8M//+u/IRwZ/PhALp0JaIrlDcFPDuTSrTv4l3/9t6hTIeOluLiYJUuX4mw6BiYViNmay5BB/5juVNxuNysuuZR9LdEVyuzrbe080sU7GVgsFu767GexdDZgMaHY0NpeCd52PnfXXTG9TwjBffc/QGOPYFfj2Jrwbax24g2F42up4qGHHmL6jBlknN4aVxaa6/Q2RMjPd7/znVFbMEfLokWL6AlCTffwAWIp4ViHk8UXXmTKmqNx1gt/QUEBf/M3X8LaXo2t9VRc57B0NeBoOsZdd90VyXAZjeLiYv7lX/+N5oCdnxzIwWdiclFIh58dzKaiy8YP/vGfItXKiebuz30O/F3YWsrGfjIpcdUfZOas2WP2aV522WU0e6GmZ/TMiwMtdiZNnJASi3Qgt9xyC26PB0fd6Dnoo+GsO0hB4YS4ZgRfeeWVFE+dwjuVGXFnmAZ1eL8mg4uXLUva53EonE4n3/vudxEhP67T2wa9PtLdva3lFPaWMh566EFTa2EWLVoEjFzj0+QLD6oxjk00Z73wQ3h263nnzcFdtTP2Tn5Sx1OxjfyCgpiHHS9evJj/83++T3mHjacOZo+a0hVNfxldwq8PZ3Kwxc6TTz7JZZdFV9RjBpdddlk4gFa3f8yTj2ytpxDeNr7wwP1jdrkYgeHS1pH9/LqEI+1OLl6+IqVuHgOPxxPOQW87PaIrcjQsXQ1YO+u45/N3Dxt7GvH9Fgufv+deTnVY4p4ctb3eSZsPPp+wcZXRM3fuXB588IvYW8oGxVCGu7sXQR+eym3MmTvX9BTfqVOnkpudxfERhP9E72tK+E3EZrPxxBPfBH83zuq9Mb3X3lCK6G7msa99LS4/9FVXXcXfP/kkB1vsPH145K6So/WXkRJ+fyyDHQ1OHn30UW6++eaY9zMWLBYLDz30IHjbsDWfjP9EUsdVs5dp06aPKVXOoKioiMKC/Ejl8nBUd1vpDiQneBYtn/3sZ7FZbTjqDsR9DmftfjIyMmMK6g7kxhtvJCc7i3crY89GkxLWV3mYOWN63EF6s7n//vuZNXs2noptUbl8nBU7sGgBvv2//3dcF8+REEKwcPGFnOwcPg51vMOGy+mM2qMwVs4J4QdYsGABt9xyC46Gw1i8w/d974sIenHX7OPi5cvjuoU2uOWWW/jKV77C9gYnfzwe/yDmtafcbKh2cc899yRwEPjIXH311cyZMxd37b64UxFtTScQ3rawC86EYjMhBIsWX8jxEb5YQMTiSpZVFQ0FBQXceustOJpPxDWgxeJtxdZWwWc/+5m4A+QQdpGsuf0O9jY5aPDGJgtH22yc7rRw1+fuTos7qf+/vTuPjfo8Ezj+feb4zfjCBGPwQEwcB2ODTTjikIQAgWDCfbsJBG2OrpI0bFtF1YZWrbTbbRrtrtT/euxudrtbVdqjVdtIaVptW6VKu626mzaEJBASYmMOgx0bH/g24/G7f8xvzGBsY+yZ32+GeT5SpMl4Jn7yaubxez4v2Lt8jhzBhPsJXDg64Wu9XRfxt9dz6NChkdpbiVZZWUlzr4x7CU5dV4DFixcn/I/OeDIm8YO90BsMTnq7l3XhKDI8xOc/97lpf6APHDhAbW0tv2zMmtJ9nL9rsvhxQzabNm3iueeem1Ys0+HxePjMZ56DgW78LVPYkRIZIqvpHcorKli3bl3C4qqsrKStP7rTaTz1l33kz8hl/vyEXf+QEAcOHMADU5rrt5rewwoE2L9//7Tj2L17N+Lx8MZNfj5/1RgkLzeHmpqaaceQSBUVFezetQur9cPxyzmYYbLOv8WcuUVJXZSOVUqtH+Mg12AEznV7qHSwQ5JRiX/mzJk8+eQT+C433rCGt6e/E+vSKfbs2Z2QIlMiwuHDh1m3bi3/+XEOxy5Nvn7HqU4f3/0ojxUrlnPkyBHXe1XV1dVU33svWU3v3fTOCeuT4zDYy18cPpzQ/49YfaKxvlgx9T0BFi+pcr39RguFQjz88MPRHVOj2nOixUgZ7MHffppdO3cm5OBeYWEha9eu5bfNWQyOGsyNt/7UPuDh7UsBtu/YOanqqk779Kc/TVZWFoHGP435c19bPdLXzuHnP5PUapjl5eV4vZ6Rufz49mzo8jFsorMSTsmoxA+wd+9eZhcWErzw9oRFsqwLRwkGgwnbywvR3vKXv/wV7lp4F/9wcsak9vh3DgrfOpFPUVGIr33tJUdqxk/G4eefh8gVAhePTfo9Eu4n2Pw+a9asSfg8e1lZGV6vh/qusdunb0ho6hFHv1w34/HHH8dEwlgtJ695fqKtxlbzcTweD48++mjC4ti7dy+94ehibbzx1p/evBjAALt27UpYDImUn5/P4wcP4us8f33pZjNMVtMxFpaVTWsqdzKCwSB3lZZSZ38+49sz1lnRxJ9EgUCAp558Ek9PK95xavZ7+jvwd5zhU7W1Cd8fHwwGeemlr+OzcvjOBxPv9Bk28E8n8+g3fl76+svk5eUlNJbpKC0tZevWrVitHyKD3ZN6j3XxHcQMJ2WqKhAIcFdp6bg9/tNdPgwkvHJpopSWlrLqvvsItp6cXGHBoUECbaeo2bgxoQd+li1bRskdC/j1xRsv8g4Nw5vN0bpA8yZ5H60b9u7dS1ZW9nUL6LGSy08+8YQjo8AllVU0dF9/kKuuy8e8UFHSz+LEy7jED7B582ZmFRQQGGcnhdX0PpYVoPYmD8NMVigU4sUvfpGGLu+ENX3euBDkRLufz37u80lbdJqOp59+Gr/Xc8PFMwAZ6MJqPcWOHduTdq/teF8siM7vw9WCc6nosUcfxVzpx9d243MSVutHmMhQQnv7cLXKbEOXlzPdEy+8H2uz6ByAXbtuvla9k3Jzc9mxY3t022zcvRJW64fMmVs0pZLLU7FkyRIGhsw1B7mMgfruAEsqnd1wkJGJ3+/386naWrxdTXj6rl30kXA//o4Gtm3bmpSCZzHr1q1j48aNvHY2m+Yxpnw6B4Ufnc6huvoeduzYkbQ4pqOwsJB9+/bhb6u/4U6pwMVj+H3ehE6djRb7YjX2XJ+w6rp8LCi+PaVGTaOtXLmSkjtLo73+ibZ+mWECrR+yfMWKkQvHE2nTpk1Yfj+/uUHVzt9cDDK7YNbIhSOpbPv27TA8PHL4UAZ78HY1sWP7NseuFh1rHapjMHpwy+mRaEYmfohusfT6fPhbry3b7Gurg+EIe/bsSXoMhw8fJhAI8oP6nOt+9pOGbMLGywsvTK86YLIdPHiQQCA4YSE8GejC314fXV+ZPTtpscS2adaNmu4ZNlDfbVG1NHX2749FRNi3dw/S24and/yrGb2djTDYw74kVRfNy8vjofXr+UNLcNyqne2DHt5r97Nl6zbHtiBOR0lJCSUld+K3D3TFDnaNVWU3WebPn09OdhYN3Vfbq8EeVTk9Es3YxJ+fn8+aBx8k0NlwzSnUQPtpyssrKCkpSXoMBQUFPPrYAd5utTgX10u91O/ht01Bdu7a5Whp26mYOXMmu3fvwt9xety5fqv5fXxeH4899lhSYwmFQsyamX/dQa6mPi89V1Jr//54ampqCAazsFrHv0fCav2I22YVsHr16qTFsXXrVvrCcPTS2PVqft9kYQxs2bIlaTEk2po1D0bvlBi6gu9yI7cXL3D0++XxeFi0qJyG7qufz4ZuHx6PJykjtwljcfS3pZgNGzZgrvTj7Y5eMCIDXUhvGzU1Gx2LYf/+/QQDFr84f3VY/asLQRAPBw8edCyO6aitrcUjHqxPxtjXPzRAoK2ezZsfuenLqm9W7ITk6INcqXhwazzZ2dk8/PAGrI4zY5YXkSt9+Loa2bZ1S1J72suXL6dwdgG/H6dc8x9asqhcsiTlOybxVq5cCcbg7WnG39tC9T03fwfEdJUtWkRjj3dkU8fZbh8lC4qTupV0LBmd+FetWoXX5xu5+NpnXzTi1GIPRIfVG2s28VZLkMEIRIaj9eIffHC1I+VZE2HOnDmsW7eWQHvddTtS/JfqMMND7Nu3z5FYqqqqaO279iDXx5d9zMjLTdqicqJt2bIFEwnj6zx33c987Q1gDI888khSY/B4PGys2cTxdoue8LVTjY09Xhp7PNTYd1uni4qKCkQk+pmMhEcOVTlp4cKFhIeh2S4oeK7XYuEi5++FyOjEn52dzdKqKvzdTUD06HZRKOT41rRNmzYxGIF32yxOXfbRNQg1Nen1pdq5cycmPIiv49pkFWiro7yiYtoXWkxWrFf/cdzFF3VdASqrlqb0Wkm8qqoqZhUURJP8KFZnA3eWlibkUOGNrF+/noiBo6PKNb/VYiEiSd/7nmjZ2dkUhebht6v0Oj29Ev87z/V46Q4LHQO4smMvoxM/RPctS187RMJYvS0sX+ZMPex4VVVV5OZk816bn/faLHxeb8oUu5qsFStW2Mnq6lZET18H0tfOls2bHYujrKwMv983ckKyJyw09UpaTPPEeDweNqxfj7/rAkSujqAk3Ienu4UNCShsNxnl5eXMKZx93Tz/0bYgVZWVzJo18eVFqejOkugfTBFxZZqquLgYj8fDhV4vF+x1PacKs8XL+MRfUVEBxuDrOIsJD7hywMfn83H3suWc6gpw6rKf8oryaRXccoPH42H9Qw9hdV0cmZv2dZ5FRBJak+dGLMuibOFCTtsLaLFLrlP14NZ47r//fhiO4LVHowDey9EDhw888IAjMYgIqx9cw4kOi7A9J90+4OFct4fVDk6HJlIoFALgtlkFrpyC9/v9zJ9XRFOflyZ7useJ0dtoGZ/4Y1MQfrun6sbwD6J/gJp7hY8v+6ioSK8kFbN69WrM8BDe7mYA/JcbKVu0KOmLuqNVLF7CmZ5o/ZMGO/En8mINJ9x99934LQvf5auny32XL5A/8zZHP6OrVq1iMHJ1gfxEh3/k+XQU2048w8XzHMULSmju99Pc58Xy+11Zy3Ml8YvIFhH5SETqRORLbsQQU1hYSCAYHFnYdetmpvjhnhtDv0RYunRpdLG8uwkiYTy9rdxbXe14HGVlZQwOwSd9Hs72eJkfKiI3N9fxOKYjEAhQVVmJvze64wxjsHo/4Z6VKxxdq1i2bBkeET60E/7JDh/5M/LS9jMaK4uQm3v92RmnzJs3j9Z+D5/0ewmFihw7QBbP8d8oIl7g28BWYAlwUERcq5wlIoRC0cXc7Owc1052xu84SYVrAaciEAhQvqgcX08L3t5LYAxLly51PI7YKO58r4/zfRZ3laVXbz9m2bJlSG8bRMLIlR7MYK/jl8jk5ORQWnonp+zF8o+7AlQtvduVZJUIq1ev5tChQzz//POuxRAKhRiMQEO3n6KQOzWO3DhytwqoM8acBhCR/wJ2A1Mo7p4YoaK5nGk4zZy5c90KgZKSEl5++WXC4XBaLUSOtnhxBR98cIKc+jcwuFMbZ8GCBYgIZ7u9tPQJmx04jJcMsbbz9rWN1Jhxoz0XL6nkjf9uoCcsfNIn7ErRCqeTkZ+fzzPPPONqDLGpnY5BcW3LthuJfz5wPu7fG4Hrin2IyLPAs5D8HvATTzxBcXEx1S5MS8Rz8vxAsuzevZtIJEIkEqG4uNjRioMxwWCQwtkFvNsWxhjSZv/+aLF1CU9vGzLUj8frdWWKZdGiRfz0p4Z37N09bq2D3Sriy5Yks4TJRFK2yIYx5hXgFYDq6uopXlY4OYsXL067XR+pasGCBbzwwgtuh8H824t5551o/fVULhk8kVmzZpGbl8eVgQ4kPEAoNM/xE57ASPmSt1qiiT8VK8Wmk9tuu23ksVtbYt2YqLsAxHfBbrefUyphioqKxnycbkruKME7cBn/le6RPehOi42Y3m2zCAYs13qpt4r4UbAbI2JwJ/H/ESgTkTtFxAIOAK+5EIe6hcUnp/geVrqZP38evis9yEC3ayOX/Px8srOitaRCoVDanIBOVfFXVLq1mcTxxG+MGQI+C/wCOAn80Bhzwuk41K0ttrOntKQkbXegQHS0YgZ7McNDro1cRITCwkIA5sxN39FTKnJrm7Erc/zGmJ8DP3fjd6vMsH79el5//fWUvAD8ZsQffoslXzdUVi3l7LnzrhQ2uxU9cP99nDx5krku7SRM2cVdpaYr3Q5tjSU+8btZG+fFF1/kC1/4QlpcupIO/vbv/t7V35++Y2ClMkD89Z/JvAr0RkREk/4tRBO/UilsxowZYz5Wajo08SuVwnJyrtaUSbeKrSp1aeJXKoXFtvv5/X6dalEJo58kpVKYZVm8+uqrab0lVaUeTfxKpbh0PoCmUpN2I5RSKsNo4ldKqQyjiV8ppTKMJn6llMowmviVUirDaOJXSqkMo4lfKaUyjBiT1FsNE0JEWoGzbscxCbOBS24HcQvR9kwcbcvESpf2vMMYc10977RI/OlCRP5kjHH3xvZbiLZn4mhbJla6t6dO9SilVIbRxK+UUhlGE39iveJ2ALcYbc/E0bZMrLRuT53jV0qpDKM9fqWUyjCa+CcgIgUicsz+p1lELtiPO0XkA7fju5WISCSurY+JSMkYr/m5iMx0Prr0ISJfEZETIvKe3Y73TfDap0RknpPxpYubacd0pPX4J2CMaQOWA4jIV4EeY8w37KT0+lT/uyLiM8YMJSLGW0i/MWb5WD8QESE6LbnN4ZjSiog8AOwAVhpjBkVkNmBN8JangOPARQfCSxtTaMe0oz3+qfOKyD/bvYJfikgWgIi8KSLV9uPZInLGfvyUiLwmIr8G3nAv7PQgIiUi8pGIfJ9ocioWkTP2l1CNLQRcMsYMAhhjLhljLorIX4nIH0XkuIi8IlG1QDXw73aPNsvVyFPLeO048vkTkWoRedN+/FUR+Vf7u39aRD7vXuiTo4l/6sqAbxtjKoFOYP8k3rMSqDXGPJTUyNJTVtw0z6v2c2XAd4wxlcaYdDi57bZfEv0DeUpEviMisc/Zt4wx9xpjqoAsYIcx5kfAn4BDxpjlxph+t4JOQeO140QqgM3AKuCvRcSf1AinSad6pq7BGHPMfvw2UDKJ9/zKGNOevJDS2jVTPfZ02lljzP+6FlGaMcb0iMg9wFpgA/ADEfkS0C0iR4BsYBZwAvipe5GmtgnacSI/s0cIgyLSAswFGpMc6pRp4p+6wbjHEaI9KYAhro6kgqPe05vsoG4x2l43yRgTAd4E3hSR94HngLuBamPMeXutavTnUo0yRjs+ycTf7dH5IKVzq071JN4Z4B77ca2LcagMIyLlIlIW99Ry4CP78SURyeXaz2Q3kOdUfOlinHY8y7Xf7clM7aaslP6rlKa+AfxQRJ4FfuZ2MCqj5ALftLe8DgF1wLNE16COA83AH+Ne/z3gH0WkH3hA5/lHjNeOi4HvishLREcDaUtP7iqlVIbRqR6llMowmviVUirDaOJXSqkMo4lfKaUyjCZ+pZTKMJr4lboJdl2Wv3Q7DqWmQxO/UkplGE38St2AXZv9lIj8Dii3n3vGrnj5roj8WESyRSRPRBpiBbpEZEb8vyuVKjTxKzUBu1jXAaLH9rcB99o/+old8XIZcBL4c2NMN9ETndvt1xywXxd2NmqlJqaJX6mJrQVeNcb0GWO6gNfs56tE5H/sAl6HgEr7+X8BnrYfPw38m6PRKjUJmviVmprvAZ81xiwF/ga7WqMx5vdAiYisB7zGmOOuRajUODTxKzWx3wJ7RCRLRPKAnfbzeUCTPX9/aNR7vg/8B9rbVylKi7QpdQMi8hWi9dhbgHPAUaJ3BRwBWoH/A/KMMU/Zry8CGoCQMabTjZiVmogmfqUSzL7Pdrcx5s/cjkWpsWg9fqUSSES+CWwlugNIqZSkPX6llMowurirlFIZRhO/UkplGE38SimVYTTxK6VUhtHEr5RSGUYTv1JKZZj/B2kq6Mie93faAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bbWcL5cOoat4",
        "colab_type": "text"
      },
      "source": [
        "### Refinando o gráfico\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gKHwt0PboNbx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "dfd645c2-4f71-4756-c09e-2e9215ac5005"
      },
      "source": [
        "sb.violinplot(x='day', y='tip', data=tips, hue='sex', split = True)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba835b0f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YdVC6S0ko0WB",
        "colab_type": "text"
      },
      "source": [
        "### Stripplot"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F3LsmxeJoZr9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "158089ff-52ce-440b-c2a5-f20dda0e0aeb"
      },
      "source": [
        "sb.stripplot(x='day', y='tip', data=tips)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba8434710>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RmBb6_q1o3nE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "e0f2ab91-e95e-4744-a757-dc9b49e22883"
      },
      "source": [
        "sb.stripplot(x='day', y='tip', data=tips, jitter=True)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba82b6e48>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kZOR1EuSpGGA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "c518a1c8-2388-4ec6-901f-c8bf894311e5"
      },
      "source": [
        "sb.swarmplot(x='day',y='tip', data=tips)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba82c77b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "737LletepQRh",
        "colab_type": "text"
      },
      "source": [
        "### Como o violin plot é criado"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dv3sQWLCpKb4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "65f43597-f641-4067-d690-68b5fd91dcd7"
      },
      "source": [
        "sb.swarmplot(x='day',y='tip', data=tips, color='black')\n",
        "sb.violinplot(x='day',y='tip', data=tips)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba81850b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a6KfoMqSqhEs",
        "colab_type": "text"
      },
      "source": [
        "### Visualizando Correlação"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tbxc254SpSAA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "outputId": "1ed42f35-947b-494f-9a24-d8b97f1bba21"
      },
      "source": [
        "correlacao = tips.corr()\n",
        "correlacao\n"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>total_bill</th>\n",
              "      <th>tip</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>total_bill</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.675734</td>\n",
              "      <td>0.598315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tip</th>\n",
              "      <td>0.675734</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.489299</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>size</th>\n",
              "      <td>0.598315</td>\n",
              "      <td>0.489299</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            total_bill       tip      size\n",
              "total_bill    1.000000  0.675734  0.598315\n",
              "tip           0.675734  1.000000  0.489299\n",
              "size          0.598315  0.489299  1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aONIb63pqmnv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "3437119d-041c-4e40-a2e9-62c6f3ddc99b"
      },
      "source": [
        "sb.heatmap(correlacao, annot=True)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba8207f28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xer9-BxwqvUi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "a5cb67e7-6a54-4ef7-8d00-156191b0768d"
      },
      "source": [
        "sb.heatmap(fly)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ba810dcf8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F6zTYpIJqxVD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 746
        },
        "outputId": "ea239b4c-a72f-444c-fb11-a7b4a5659cc4"
      },
      "source": [
        "sb.clustermap(fly)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.matrix.ClusterGrid at 0x7f9ba85faeb8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DcO3i1tp5w/E5SbYustbmJC+qquOT7E5yz+7aR1trFw91XVJVV1TVdw+PdW5r7YolPq01JyADAMyWJyS5XZIHtNZuGNol9n43+rpu3u4khw3Hu3Jja27/netfT/LFJPcbru/srl2zz+O+LMnJSb4tyStu1jNYZXqQAQBmy1FJvjSE44cl+Y4l3HNJkgcMx4/aZ60vtNb2JHliko03scY7kjwyyQOTvHe5Ra8lARkAYAYM7yZxXZLXJ5mrqguSPCnJp5dw+/OS/GJVnZvktt34i5M8uao+keTY/L+7xv+htXZ9krOSvLm1tvvgnsXa0GIBADAb7pPkX1prX0ny4APMOW7vQWvted3xp5Pct5v37GH8n/cZf9YwfnaSs/uFhxfnfU+SRx/sE1grdpABAKZcVf1CFt5h4tkjPf69k3w2yZlDqJ5odpABAKZca+2lSV464uN/Msndxnr85bKDDAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoLNp7AKYLJs2bBy7hEUdssGX7Uq5evd1Y5ewqI01+V+TSXJITf7X5dd3bx67hCW5+stbxi5hUVevk+2lDZn8Pz87c8PYJSzJDWljl8AaWid/xAEAYG0IyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKCzaewCpsXc3NypSbaM8NBbR3hMAICpJSCvnC3z8/Pb1/pB5+bm1vwxAQCmmRYLAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQBgRlTV7qo6r/vYehNzz66qubWrbnJ4H2QAgNlxbWvt+JVarKo2tdZ23cw1NrbWdq9UTSvBDjIAwAyrqgdU1d9W1TlV9d6qumN3+YnDTvOFVXXCMH97Vb22qv4+yWur6uSqelG33ruq6sTh+CVVNV9VF1XV73RzLqmq51TVx5OcOnzee+0e/fkY7CBPmRF/5DUAMLKq2pZkWze0o7W2ozs/rKrOG44vTvKYJH+W5KTW2per6rFJ/iDJU4c5h7fWjq+q70/yiiTHDeP3TvLQ1tq1VXXyTZT0W621r1bVxiRnVtV9W2vnD9euaK3df6j7B6rq+NbaeUmekuSVB/P8V4qAPH1u1o+8PuLwraetYC0AwBoawvCOm5jyLS0WVXVcFkLv+6sqSTYm+UI3/w3Dun9XVbesqqOH8TNaa9cuoaTHDKF9U5I7ZiFY7w3Ib+rmvSzJU6rqN5I8NskJS1h71QjIAACzq5Jc1Fp78AGutwOcX9ON7cq3tu1uSZKqumuSZyR5YGvta1X1qnzrd7n7Nd6W5LQkH0hyTmvtiuU8iZWmBxkAYHZ9JsntqurBSVJVm6vqPt31xw7jD01yVWvtqv2scUmS46tqQ1Udkxt3f2+ZhRB8VVXdIckPH6iI1trOJO9N8pKM3F6R2EEGAJhZrbXrq+pRSV5YVUdlIRv+aZKLhik7q+rcJJtzY1/yvv4+C/3Mn0zyqSQfH9b+xHDvp5NcOsy7Ka9P8pNJ3nfwz2hlCMgAADOitXbkfsbOS/L9+xk/8QBrbN/nvCV5wgHmnnyA8a37GX5okldOwlu+CcgAAIyqqt6R5O5JHj52LYmADADAyFprPzl2DT0v0gMAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANDZNHYB3Gw75+bmtnfnW2/OYtftuuFmFbMWdm/YM3YJi7p693Vjl7Akt9p42NglLGp32z12CUtyfds1dgmLOnrT9WOXMDXWyz+e11WNXcKiNmbya0ySyf/XkZW0Xv6McwDz8/On9+f7hGUAAJZJiwUAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAgBlRVa2q/qQ7f0ZVbR+plqvHeNylEJABAGbHdUl+qqpuO3YhN0dVbVrN9QVkAIDZsSvJjiS/vu+FqtpaVR+oqvOr6syq+vaqOqqqPl9VG4Y5R1TVpVW1uaruXlXvqapzquqDVXXsMOdVVfWSqvpwVX2uqk6sqldU1aeq6lX7PObzq+qi4fFuN4zd1LovraqPJHnuav4irWr6ZhQ75+bmto9dBACw9qpqW5Jt3dCO1tqOfab9eZLzq2rfkPlnSV7dWnt1VT01yQtbaz9RVecl+c9JzkryY0ne21q7oap2JPmF1to/V9WDkrw4ycOHtW6V5MFJfjzJGUm+N8nPJvlYVR3fWjsvyRFJ5ltrv15Vv53ktCS/koUAf6B175LkIa213Tfjl2lRAvKUmZ+fP/3m3L/pkDuftlK1AABrawjD+wbifed8vapek+RXk1zbXXpwkp8ajl+bG3dp35TksVkIyI9L8uKqOjLJQ5K8par23n9ot9ZftdZaVV2Q5IuttQuSpKouSrI1yXlJ9gxrJ8nrkrx9Ceu+ZbXDcSIgAwDMoj9N8vEkr1zC3DOS/GFV3TrJA5J8IAu7v1e21o4/wD3XDZ/3dMd7zw+UP1sW2n9vat1rllDvzaYHGQBgxrTWvprkzUlO6Yb/IQs7xEnyhCQfHOZeneRjSV6Q5F2ttd2tta8nubiqHp0kteB+yyxjQ5JHDcc/k+RDK7TuzSYgAwDMpj9J0r+bxdOSPKWqzk/yxCS/1l17U5L/mhtbIpKFEH1KVX0iyUVJTlrm41+T5ISqujALPca/u0Lr3mxaLAAAZkRr7cju+ItJDu/OP58bXwy3731vTVL7jF2c5JH7mXtyd3xJkuMOcO3I7MdS1l1tdpABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBA56B+1PTc3NypSbascC3r3daxCwAA4OY7qICcZMv8/Pz2lSxkvZubm9s+dg0AANx8WiwAAKAjIAMAQEdABgCAjoAMAACdg32RHlPqVocdOXYJizp04+axS1jUcYfcduwSlmTP2AUswRWH3mrsEpbkiA2HjF3Cou50zFVjl7Akmw/fPXYJi/pPV1w7dglLsnnD5P8p/2wOG7uEJbnXDWNXwFqygwwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAIAZUVWtql7XnW+qqi9X1btWaP2rV2KdsQnIAACz45okx1XVYcP5Dya5fDkLVNWmFa9qwgjIAACz5d1JfnQ4fnySN+y9UFUnVNU/VtW5VfUPVXWvYfzkqjqjqj6Q5MyqOrKqXllVF1TV+VX1090af1BVn6iqD1fVHdbyia2Uqf8fwDSam5s7NcmWsesAACZLVW1Lsq0b2tFa27HPtDcm+e2hreK+SV6R5PuGa59O8n2ttV1V9QNJ/jDJ3vB7/yT3ba19taqek+Sq1tp3DY97q2HOEUk+3Fr7rap6bpKfS/L7K/ssV5+AvD5tmZ+f374aC9/uqHudthrrAgCrbwjD+wbifeecX1Vbs7B7/O59Lh+V5NVVdY8kLcnm7tr7W2tfHY5/IMnjujW/Nhxen2RvP/M5WWjhWHe0WAAAzJ4zkjwvXXvF4PeSnNVaOy7Jf8m3fsf6miWse0NrrQ3Hu7NON2MFZACA2fOKJL/TWrtgn/GjcuOL9k6+ifvfn+SX9550LRZTQUAGAJgxrbXLWmsv3M+l5yb5o6o6Nze9+/v7SW5VVRdW1SeSPGw16hzLutz2BgBg+VprR+5n7OwkZw/H/5jknt3lZw/jr0ryqu6eq5M8+abWb629NclbV6LutWYHGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAzqaxC2CyfPOG68YuYVGHbJj8L9tLd18zdglLcvsNh41dwqJ27rl+7BKW5BYbDh27hEW1PWNXsDSbbjl2BYu7cs/msUtYkg3r4Pf8sE01dglL8s0N66NOVoYdZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgs2nsAqbIzrm5ue1r9Fhb1+hxAIApUlW7k1yQZHOSXUlek+T5rbU9I9RydWvtyLV+3KUQkFfI/Pz86Wv1WGsYxAGA6XJta+34JKmq2yf5yyS3THLaqFUtU1Vtaq3tWq31tVgAAMyg1tqXkmxL8iu1YGNV/XFVfayqzq+qn987t6qeVVUXVNUnqur0YezuVfWeqjqnqj5YVccO46+qqpdU1Yer6nNVdWJVvaKqPlVVr+prqKrnV9VFVXVmVd1uCeu+tKo+kuS5q/lrYwd5nZqbmzs1yZax6wAAJkdVbctC6N1rR2ttx4Hmt9Y+V1Ubk9w+yUlJrmqtPbCqDk3y91X1viTHDtce1Fr7ZlXdeu/aSX6htfbPVfWgJC9O8vDh2q2SPDjJjyc5I8n3JvnZJB+rquNba+clOSLJfGvt16vqt7Owi/0ri6x7lyQPaa3tPvhfpcUJyOvXlvn5+e0rvegRh29dV99iAQBuNIThAwbiRfxQkvtW1aOG86OS3CPJDyR5ZWvtm8NjfLWqjkzykCRvqaq99x/arfVXrbVWVRck+WJr7YIkqaqLsvBaqvOS7EnypmH+65K8fQnrvmW1w3EiIAMAzKyquluS3Um+lKSSPK219t595vx/+7l1Q5Ir9/Yz78d1w+c93fHe8wPlz7aEda85wPiK0oMMADCDhp7flyZ5UWutJXlvkl+sqs3D9XtW1RFJ3p/kKVV1+DB+69ba15NcXFWPHsaqqu63zBI2JNm7W/0zST60QuvebAIyAMDsOKyqzhtaHf4myfuS/M5w7WVJPpnk41V1YZK/SLKptfaeLPQRz1fVeUmeMcx/QpJTquoTSS7KQp/yclyT5IThsR6e5HdXaN2bTYsFAMCMaK1tvIlre5L85vCx77XTk5y+z9jFSR65n7knd8eXJDnuANf2+x7IS1l3tdlBBgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBn09gFMFk21uT/n+mbN1w3dgmLuv2Gw8YuYUk2r4Pf7021cewSlmRn2zV2CYs69Ja7xy5hSQ75zluPXcKijv7wDWOXsCSHbJz83/MbcsTYJSzJ4Xva2CWwhib/X0cAAFhDAjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BeX3amWTr2EUAAEwjAXkdmp+fPz3JJWPXAQAwjQRkAIAZUVWtql7XnW+qqi9X1bvGrGvSCMgAALPjmiTHVdVhw/kPJrl8xHomkoAMADBb3p3kR4fjxyd5w94LVXVCVf1jVZ1bVf9QVfcaxv+uqo7v5n2oqu63plWvIQEZAGC2vDHJ46pqS5L7JvlId+3TSb6vtfbdSX47yR8O4y9PcnKSVNU9k2xprX1izSpeY5vGLoCVNzc3d2qSLWPXAQCsraralmRbN7Sjtbajn9NaO7+qtmZh9/jd+yxxVJJXV9U9krQkm4fxtyT5n1X135M8NcmrVrz4CSIgT6ct8/Pz2w/mxlsecbfTVrgWAGCNDGF4x6ITkzOSPC/JiUlu043/XpKzWms/OYTos4d1v1lV709yUpLHJHnAihU9gQRkAIDZ84okV7bWLqiqE7vxo3Lji/ZO3ueelyX5qyQfbK19bdUrHJEeZACAGdNau6y19sL9XHpukj+qqnOzz0Zqa+2cJF9P8so1KHFUdluiBb0AAB2XSURBVJABAGZEa+3I/YydnRtbKf4xyT27y8/ee1BVd8rC5ur7VrXICWAHGQCAm1RVT8rCu138Vmttz9j1rDY7yAAA3KTW2muSvGbsOtaKHWQAAOgIyAAA0NFiAQDAVKqqhyTZmi7zDu0iN0lABgBg6lTVa5PcPcl5SXYPwy1L6KUWkAEAmEZzSe7dWmvLvVEPMgAA0+jCJN92MDfaQQYAYGpU1V9loZXiFkk+WVUfTXLd3uuttR9fbA0BGQCAafK8m7uAgAwAwNRorf1tklTVc1prz+qvVdVzkvztYmvoQQYAYBr94H7GfngpN9pBBgBgalTVLyb5pSR3q6rzu0u3SPIPS1lDQAYAYJr8ZZL/m+SPkpzajX+jtfbVpSwgIAMAMDVaa1cluSrJ46tqY5I7ZCHzHllVR7bW/nWxNQRkAACmTlX9SpLtSb6YZM8w3JLcd7F7BWS+xSEbJ/9LYtOGjWOXsKjNtT5e/3p927P4pJFdv2fX2CUsyaEbNo9dwqKu+fIhY5ewJFuuvW7xSSO7fs8RY5ewJNfvmfy/i/ZM/j87SZLdqbFLYPmenuRerbUrlnvj5P/JAQCA5bs0C60Wy7ZO/t8GAADL8rkkZ1fVX+dbf5Le/1rsRgEZAIBp9K/DxyHDx5IJyAAATJ3W2u8kSVUdOZxfvdR79SADADB1quq4qjo3yUVJLqqqc6rqPku5V0AGAGAa7UjyG62172itfUeS/5bkfy/lRgEZAIBpdERr7ay9J621s5Ms6T0a9SADADCNPldV/zPJa4fz/5qFd7ZYlB1kAACm0VOT3C7J24aP2yZ5ylJuFJABAJhGd09yTBby7iFJHpHk75ZyoxYLAACm0euTPCPJhUn2LOdGAXn92jk3N7f9ANe2rmEdAACT6Muttb86mBsF5HVqfn7+9ANdu4ngDAAwK06rqpclOTPf+qOm377YjQIyAADT6ClJjk2yOTe2WLQkAjIAADPpga21ex3Mjd7FAgCAafQPVXXvg7nRDjIAANPoe5KcV1UXZ6EHuZK01tp9F7tRQAYAYBo98mBvFJABAJg6rbXPH+y9epABAGZIVf1EVbWqOvYg7n3Z3r7eqrqkqm678hWOT0AGAJgtj0/yoeHzklXVxtbaz7bWPrk6ZU0OARkAYEZU1ZFJHprklCSPG8ZOrKq/q6q/rqrPVNVLq2rDcO3qqvqTqvpEkgdX1dlVNTfeM1gbepCn1Nzc3KlJtoxdBwCwdqpqW5Jt3dCO1tqO7vykJO9prf1TVV1RVQ8Yxk9Icu8kn0/yniQ/leStSY5I8pHW2n8b1l/tpzARBOTptWV+fn77cm+67S3vedoq1AIArIEhDO+4iSmPT/KC4fiNw/m7kny0tfa5JKmqN2Rhl/mtSXYneduqFTyhBGQAgBlQVbdO8vAk31VVLcnGLPzo5b8ePvf2nu9sre1euyongx5kAIDZ8Kgkr22tfUdrbWtr7ZgkFyf5viQnVNVdh97jx2bhRXwzS0AGAJgNj0/yjn3G3jaMfyzJi5J8Kguhed95M0WLBQDADGitPWw/Yy+sqvOTPKO19mP7uX7kPucndsdbV6HMiWAHGQAAOnaQAQBmWGvt7CRnj1zGRLGDDAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoLNp7AJYFTuTHHtQN+66YYVLWXlHbJ78/9ddsWfn2CUsyS3rkLFLWFRLG7uEJTm0No5dwqI2H7Z77BKWaPPYBUyNwzZO/u/55vXxRzzXTf4/Pawgv91TaH5+/vQkl4xdBwDAeiQgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCYEVV1l6p6Z1X9c1X9S1W9oKoOuYn5T6+qw5ew7tUrW+m4BGQAgBlQVZXk7Un+T2vtHknumeTIJH9wE7c9PcmiAflm1rVpNdc/GAIyAMBseHiSna21VyZJa213kl9P8tSqOqKqnldVF1bV+VX1tKr61SR3SnJWVZ2VJFX1+Kq6YJj3nH7xqnp+VV1UVWdW1e2GsbtX1Xuq6pyq+mBVHTuMv6qqXlpVH0ny3LX7JVgaARkAYDbcJ8k5/UBr7etJ/jXJzybZmuT41tp9k7y+tfbCJP+W5GGttYdV1Z2SPCcLQfv4JA+sqp8YljoiyXxr7T5J/jbJacP4jiRPa609IMkzkry4e/i7JHlIa+03VvyZ3kwTt6XNitk5Nze3fewiAIC1U1Xbkmzrhna01nYs4dYTk7y4tbYrSVprX93PnAcmObu19uXhsV6f5PuT/J8ke5K8aZj3uiRvr6ojkzwkyVsWujuSJId2671l2MWeOALylJqfnz/9YO478vC7nrb4LABgEg1h+ECB+JNJHtUPVNUtk3x7kktWupQsdCpc2Vo7/gBzrlnhx1wxWiwAAGbDmUkOr6onJUlVbUzyJ0leleS9SX5+7wvmqurWwz3fSHKL4fijSf5zVd12uPfxWWinSBYy5d7w/TNJPjS0b1xcVY8e1qyqut8qPr8VIyADAMyA1lpL8pNJHl1V/5zkn5LsTPKbSV6WhV7k86vqE1kIucnCbvR7quqs1toXkpya5Kwkn0hyTmvtncO8a5KcUFUXZqFH+XeH8SckOWVY86IkJ63y01wRWiwAAGZEa+3SJP/lAJd/Y/jo5/9Zkj/rzt+Q5A37WffIAzzexUkeuZ/xk5dc9AjsIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgs2nsApgstzvslmOXsKijNx85dgmLOm7D5P86Jsm375r8/yN/8ZBbjV3Cktxx4xFjl7CoWz/7+8YuYUk2PejHxy5hUQ/Y9Gtjl7AkG+5w67FLWNTGP79q7BKW5C53u3LsElhDk/+vIwAArCEBGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAIAZUVVXL3L97KqaW6t6JpWADAAAHQEZAGCGVNWJVfWu7vxFVXXyPnOeWlV/2p3/XFU9fw3LHNWmsQtg5c3NzZ2aZMvYdQAAa6uqtiXZ1g3taK3tOIil3pzkt6rqv7fWbkjylCQ/vxI1rgcC8nTaMj8/v/1gbrzrbe532grXAgCskSEMH0wg3nedq6vqA0l+rKo+lWRza+2Cm13gOiEgAwDMll351jbbA33X+WVJfjPJp5O8crWLmiQCMgDAbPl8kntX1aFJDkvyiCQf2ndSa+0jVXVMkvsnue/aljguARkAYAZU1aYk17XWLq2qNye5MMnFSc69idvenOT41trX1qLGSSEgAwDMhvsk+Zckaa09M8kz953QWjtxn6GHJpmZd6/Yy9u8AQBMuar6hSRvSPLsJc4/uqr+Kcm1rbUzV7W4CWQHGQBgyrXWXprkpcuYf2WSe65eRZPNDjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAIDOprELWCtzc3OnJtkydh1rZOvYBcy6Q1uNXcKSXL8+ylwXDs/GsUtY3JbDx65gSdo1V45dwqJqw/r4w1NHHjF2CYu6+oZvjl3Ckuy6zp7iLJmZgJxky/z8/Paxi1gLc3Nz28euAQBgvfLfIQAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAAM6SqfqKqWlUdu4aP+fSqOnytHu/mEpABAGbL45N8aPi8Vp6eREAGAGCyVNWRSR6a5JQkjxvGTqyqd3VzXlRVJw/HP1JVn66qc6rqhXvnVdX2qnpGd8+FVbW1qo6oqr+uqk8MY4+tql9NcqckZ1XVWWv3bA/eprELAABgzZyU5D2ttX+qqiuq6gEHmlhVW5L8RZLvb61dXFVvWML6j0zyb621Hx3WOKq1dlVV/UaSh7XWvrIST2K1CcjTaefc3Nz2sYsAANZWVW1Lsq0b2tFa29GdPz7JC4bjNw7n78r+HZvkc621i4fzN+yz9v5ckORPquo5Sd7VWvvgcuqfFALyFJqfnz/9YO+9623ud9pK1gIArJ0hDO/Y37WqunWShyf5rqpqSTYmaUnemW9tu92yhIfatb97hp3p+yf5kSS/X1VnttZ+d9lPZGR6kAEAZsOjkry2tfYdrbWtrbVjklychTx476o6tKqOTvKIYf5nktytqrYO54/t1rokyf2TZAjEdx2O75Tkm6211yX5471zknwjyS1W6XmtODvIAACz4fFJnrPP2Nuy8GK9Nye5MAuB+dwkaa1dW1W/lOQ9VXVNko/tc9+TquqiJB9J8k/D+Hcl+eOq2pPkhiS/OIzvGNb5t9baw1b8ma0wARkAYAbsL5i21l7YnT5zP7ed1Vo7tqoqyZ8nmR/uuzbJD+1n/iVJ3rufx/mzJH92EGWPQosFAAAH8nNVdV6Si5IclYV3tZh6dpABANiv1trzkzx/7DrWmh1kAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAnU1jF8BkuXb39WOXsKiqb45dwqK+sOWGsUtYkus2Tv5fAVdef+3YJSzJVzYcOnYJi9r9nv87dglL86AvjV3BonZedNXYJSzJxs9/fewSFnX5xruMXcKS3OZLR4xdwpKsj1/NyXew/zrunJub276ShayBrWMXAADA5DuogDw/P3/6Shey2tZhoAcAYAR6kAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIyAAB0BGQAAOgIyAAA0BGQAQCgIyADAEBHQAYAgI6ADAAAHQEZAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAzIiqunrsGtYDARkAADoCMgDADKmqE6vqXd35i6rq5OH4kqr6nar6eFVdUFXHDuNHVNUrquqjVXVuVZ00UvlrYtPYBXBw5ubmTk2yZew6AIDJUVXbkmzrhna01nYsc5mvtNbuX1W/lOQZSX42yW8l+UBr7alVdXSSj1bV37TWrlmZyieLgLx+bZmfn9++0ot+29H/6bSVXhMAWBtDGF5uIN7X24fP5yT5qeH4h5L8eFU9YzjfkuTbk3zqZj7WRBKQAQBmy658a5vtvt+Rvm74vDs3ZsVK8tOttc+scm0TQQ8yAMBs+XySe1fVoUO7xCOWcM97kzytqipJquq7V7PAsQnIAAAzoKo2JbmutXZpkjcnuXD4fO4Sbv+9JJuTnF9VFw3nU0uLBQDAbLhPkn9JktbaM5M8c98JrbWt3fF8khOH42uT/PxaFDkJ7CADAEy5qvqFJG9I8uyxa1kP7CADAEy51tpLk7x07DrWCzvIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOpvGLmAN7Zybm9s+dhEraOvYBYzlkA2T/2V7Q/aMXcKS3JA2dgmL2lwbxy5hSXa23WOXsKh23eTXmCTti/8+dgmL2nnl+vi6zJVjF7C43TV2BUvzjZ2HjF0Ca2jyk8YKmZ+fP33sGlbSlIV9AICJocUCAAA6AjIAAHQEZAAA6AjIAADQEZABAKAjIAMAQEdABgCAjoAMAAAdARkAADoCMgAAdARkAADoCMgAANARkAEAoCMgAwBAR0AGAICOgAwAAB0BGQAAOgIy8P+3d/dBVtV1HMffn1zMUUQcxWcJNZ/IBxRUbERRzDI1NXXUtMbBhjGblBrTmmrCfHYy8aEyRmlqHB1TM2VK8GFELB8SFBZWEdEYk2gMM5UURPj2x/mt/lwXYnfP3XsO+3nNnNl7f+f8fvvZe/fsfPd3f+deMzPrIyT9QFKbpFZJsyUd1I0xRkv6bImZFknasqzxytDS7ABmZmZm1niSDgaOBfaPiBWpKN2wG0ONBpYBj5cYr1sktUTE+2WP6wLZzMzMrG/YFlgaESsAImIpgKThwM+A/sBS4KyIWCJpOjAHOIyiZhwLvAacA6ySdCbwLWA+cBMwOH2f8RHxF0kTgJ2AndO+bwMjgaOBxcBxEbEy9blQ0tHAu8BXImKhpEFrGXeXNO4rwOllPkjgJRZmZmZmfcUDwI6SFkj6haTDJPUDbgBOjojhwGTgsqzPxhExDDgXmBwRiyiK1msjYlhEPAZcl+4fAJwE3Jz13wU4AvgScCvwSETsTVEIH5Md92ZqvxGYmNrWNu5Q4MiIKL04Bs8g19nyESNGTGh2CDMzM6sOSeOAcVnTpIiYBBARy9Js8SjgcOAO4FJgL+BBSQAbAEuy/renvjMkDZA0sJNveyQwNPUHGCCpf7p9f0SslDQ3jT01tc8FhnT8Punrtesw7n0R8e7aHouecIFcUzNnzryyEeNuM3DPHzdiXDMzM2u8VAxPWsv+VcB0YHoqWr8JtEXEwWvq8n/uQ7EiYWRELM8bU2HbvpxjtaSVEdHefzUfrUOjk9trG/e/a8hbCi+xMDMzM+sDJO0uadesaRjwPDAoXcCHpH6SPpMdc2pqP4RiGcSbwNvAptkxD1CsRW7/PsO6Ee/U7OsTJY7bLZ5BNjMzM+sb+gM3pGUS7wMLKZZjTAKul7QZRW04EWhLfZZLehboR3GRHsAU4C5Jx1MUsOcBP5fUmvrPoLiQrys2T/1X8OFFd2WM2y0ukM3MzMz6gIiYBXT2/sVLgUPX0O3WiBjfYZwFwD4djju1w30iYkKH+/072xcRQ9LNizocv3Rdxm0EL7EwMzMzM8t4BtnMzMzMPiYiRjc7Q7N4BtnMzMzMLOMC2czMzMws4wLZzMzMzCzjAtnMzMzMLOMC2czMzMws4wLZzMzMzCzjAtnMzMzMLOMC2czMzMws4wLZzMzMzCzjAtnMzMzMLOMC2czMzMws4wLZzMzMzCzjAtnMzMzMLOMC2czMzMws4wLZzMzMzCyjiGh2BlvPSRoXEZOanWNt6pAR6pGzDhmhHjnrkBHqkbMOGaEeOeuQEeqRsw4Z+yrPIFtvGNfsAOugDhmhHjnrkBHqkbMOGaEeOeuQEeqRsw4ZoR4565CxT3KBbGZmZmaWcYFsZmZmZpZxgWy9oQ7rq+qQEeqRsw4ZoR4565AR6pGzDhmhHjnrkBHqkbMOGfskX6RnZmZmZpbxDLKZmZmZWcYFspmZmZlZxgWydZmkyZJekzQva9tX0hOS5kqaImlAhz6DJS2TdEHWdr6keZLaJI1vZk5JQyS9K2l22m7K+gxPxy+UdL0kVTDjVElz0mN5k6QNyspYZs6s7335WFXKKOkySX+XtKzMfGVllLSxpD9Kmp+e7yurmDPtO1VSa8p5VTNzpn37pH1taf9Gqb3S57ikTbO22ZKWSppYVsaycqZ9p6fjW9PfpS0rmHG6pBeyfVtVMOOGkiZJWpDO9ZPKymjrKCK8eevSBhwK7A/My9qeBg5Lt8cCl3TocxdwJ3BBur8XMA/YGGgBHgI+3aycwJD8uA7j/BUYCQi4Hzi6ghkHpK8C7gZOq+JjmfZ/Gbhtbcc0+bEcCWwLLCszX1kZ0zlzeLq9IfBYmb+TJebcAngFGJTu/wYY08ScLUArsG+Wb4N0u/LneIcxZwGHVvA5bwFeA7ZM968GJlQpY9o3HRhR5uPXgIwXA5em259of0y99d7mGWTrsoiYAfy7Q/NuwIx0+0Hgg/92JZ0A/A1oy47fE3gqIt6JiPeBRykKp6bl7IykbSmKzyej+Ev1W+CEKmVM47yVbrZQFE2lXn1bVk5J/YHvAJeWmQ9KfSyfjIglJcdrH7vHGdM580i6/R7wDLBD1XICOwMvRsS/0v2H1qFPl3Qx51FAa0TMSX1fj4hVdTnH20naDdiK4h+j0pSUU2nbJM3CDwD+UbGMDVVixrHAFWnM1RGxtLSQtk5cIFtZ2oDj0+1TgB3hg4LoIor/hnPzgFGStpC0MfDF9j7NyJnsJOlZSY9KGpXatgdezY55NbVVKSMAkqZRzN68TTFj32jdyXkJcA3wTi/k627G3tbtjJIGAscBDzc+ZpdzLgR2Ty8jt1AUnc08x3cDQtI0Sc9IujC11+YcT04D7kjFfKN1KWdErAS+AcylKIyHArdUKWPm12lZw49SMV+ZjOm8Brgk/a7eKWnrBme0DlwgW1nGAudKmgVsCryX2icA10bER9ZzRsTzwFXAA8BUYDawqok5lwCDI2I/ihnO29RhHXUv6lbGiPg8xdKATwJHVC2npGHALhFxTy9k61bGXszV44yp6LwduD4iXq5azoh4g6JYuoNitnMRzT3HW4BDgDPS1xMljemFPJ3pye/laRTPe+VySupH8ZzvB2xHsaTl+1XKmPadERF7A6PS9tWKZWyheFXo8YjYH3gC+GmDM1oHLc0OYOuHiJhP8RJm+0uAx6RdBwEnS7oaGAislrQ8Im6MiFtIswuSLuejszi9mjMiVgAr0u1Zkl6imHFazEdfvt4htVUp48ys73JJ91LMVjxYsZwHACMkLaL427OVpOkRMbpCGWeuYaiG6UHGSRRLGEq9WKvMnBExBZiS+oyjFwrktfwtehWY0f5StaQ/UawVvZWanOOS9gVaImJWI/P1IKdS20upz++A71Us48yIWJza35Z0G3AgxdKaqmScRfEq2+/TEHcCZzcqn3XOM8hWCqWrgCV9AvghcBNARIyKiCERMQSYCFweETd26DOYDy/cakpOSYOU3vlB0s7ArsDLaS3qW5JGppfhvgbcW6WMkvqrWEfZPqt4DDC/kRm7kzMifhkR26XfhUOABY0sjruTsZFZyswo6VJgM6D0d38pOWd7n82Bc4Gbm5UTmAbsreJdQFqAw4Dn6nCOZ11Pp/dmj7uTczEwVNKgNMTngOerlFFSi9I7a6QZ72MplvxVJmNaPjMFGJ2GGAM818iM1omyr/rztv5vFH+glwArKWZlzgbOBxak7UooPqWxQ78JpHexSPcfozjp51Dy1e1dzUlx0UQbxVKPZ4DjsnFGUPwBfQm4sbOfrZkZga0prpJuTTlvoJhlqtxjmY03hPLfxaKs5/vq1H91+jqhShkpZjiDovCYnbavV/SxvJ3iHH+Okt9Zpas50/FnpqzzgKuz9kqf49lYLwN7lP04lvycn5N+N1spirwtqpQR2IRihrY17b+O9G4mVcmY9n2K4sK+VoprDAY34nn3tubNHzVtZmZmZpbxEgszMzMzs4wLZDMzMzOzjAtkMzMzM7OMC2QzMzMzs4wLZDMzMzOzjAtkMzMzM7OMC2QzM/uY9g8wMDPri1wgm5nVnKSfSBqf3b9M0vmSvivpaUmtki7O9v9B0ixJbekjoNvbl0m6RtIc4OBe/jHMzCrDBbKZWf1NpviI5PaPsz0N+CfFR9ceCAwDhks6NB0/NiKGU3yC3HmStkjtmwBPRcS+EfHn3vwBzMyqpKXZAczMrGciYpGk1yXtR/HR488CBwBHpdsA/SkK5hkURfGJqX3H1P46sAq4uzezm5lVkQtkM7P1w83AWcA2FDPKY4ArIuJX+UGSRgNHAgdHxDuSpgMbpd3LI2JVbwU2M6sqL7EwM1s/3AN8gWLmeFraxkrqDyBpe0lbAZsBb6TieA9gZLMCm5lVlWeQzczWAxHxnqRHgP+kWeAHJO0JPCEJYBlwJjAVOEfS88ALwJPNymxmVlWKiGZnMDOzHkoX5z0DnBIRLzY7j5lZnXmJhZlZzUkaCiwEHnZxbGbWc55BNjMzMzPLeAbZzMzMzCzjAtnMzMzMLOMC2czMzMws4wLZzMzMzCzjAtnMzMzMLPM/a/c/RRIlxHgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eyLFP9-Fq1An",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "46714985-cc0c-4a55-b9ed-315266c1c6bc"
      },
      "source": [
        "tips.head()"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>total_bill</th>\n",
              "      <th>tip</th>\n",
              "      <th>sex</th>\n",
              "      <th>smoker</th>\n",
              "      <th>day</th>\n",
              "      <th>time</th>\n",
              "      <th>size</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>16.99</td>\n",
              "      <td>1.01</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>10.34</td>\n",
              "      <td>1.66</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>21.01</td>\n",
              "      <td>3.50</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>23.68</td>\n",
              "      <td>3.31</td>\n",
              "      <td>Male</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>24.59</td>\n",
              "      <td>3.61</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   total_bill   tip     sex smoker  day    time  size\n",
              "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
              "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
              "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
              "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
              "4       24.59  3.61  Female     No  Sun  Dinner     4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IsCz85ZVq78i",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "outputId": "2367f315-453f-4e56-c3e4-d714c8eaf36e"
      },
      "source": [
        "sb.lmplot(x='total_bill',y='tip', data=tips, hue='time')"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f9ba6bea5c0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 429.625x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "scw696kVq91n",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "outputId": "8a01e4e0-1d91-4e08-e1f1-73be7121a479"
      },
      "source": [
        "sb.lmplot(x='total_bill',y='tip', data=tips, hue='time', col='time')"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f9ba6b7a2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}