{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Time Series.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "fDKVhhOuTkAn",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Alucar - Analisando as vendas"
      ]
    },
    {
      "metadata": {
        "id": "yAYx3wCTS7Md",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "wGa33AeSTp1f",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "10ece125-6364-4df1-b086-8043798056be"
      },
      "cell_type": "code",
      "source": [
        "pd.read_csv('alucar.csv').head()"
      ],
      "execution_count": 2,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>63</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          mes  vendas\n",
              "0  2017-01-31      10\n",
              "1  2017-02-28      20\n",
              "2  2017-03-31      33\n",
              "3  2017-04-30      47\n",
              "4  2017-05-31      63"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "metadata": {
        "id": "6V7NCvK7TwAq",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "alucar = pd.read_csv('alucar.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "jE-QykNmT1Al",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5bd9b793-54a2-492a-ac47-72009b726438"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de linhas e colunas:', alucar.shape)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de linhas e colunas: (24, 2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "9AgLDL-HT2LS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c7ee1ec6-7def-431c-b677-c8992d86b197"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de dados nulos:', alucar.isna().sum().sum())"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de dados nulos: 0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Y5OJ9F7PUVGR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "3ea60767-51b2-44a1-9376-683cd66e456a"
      },
      "cell_type": "code",
      "source": [
        "alucar.dtypes"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       object\n",
              "vendas     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "metadata": {
        "id": "gUXIRjDPUg1i",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "2c2ca35f-a582-4b36-c2fe-f7e503281171"
      },
      "cell_type": "code",
      "source": [
        "alucar['mes'] = pd.to_datetime(alucar['mes'])\n",
        "alucar.dtypes"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       datetime64[ns]\n",
              "vendas             int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "metadata": {
        "id": "H2fskVHtUvjY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "outputId": "1c3decd8-f277-48a4-d1d2-e42a57e8e27c"
      },
      "cell_type": "code",
      "source": [
        "!pip install seaborn==0.9.0\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "from matplotlib import pyplot as plt"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: seaborn==0.9.0 in /usr/local/lib/python3.6/dist-packages (0.9.0)\n",
            "Requirement already satisfied: matplotlib>=1.4.3 in /usr/local/lib/python3.6/dist-packages (from seaborn==0.9.0) (3.0.2)\n",
            "Requirement already satisfied: numpy>=1.9.3 in /usr/local/lib/python3.6/dist-packages (from seaborn==0.9.0) (1.14.6)\n",
            "Requirement already satisfied: scipy>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from seaborn==0.9.0) (1.1.0)\n",
            "Requirement already satisfied: pandas>=0.15.2 in /usr/local/lib/python3.6/dist-packages (from seaborn==0.9.0) (0.22.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=1.4.3->seaborn==0.9.0) (2.3.1)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=1.4.3->seaborn==0.9.0) (2.5.3)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=1.4.3->seaborn==0.9.0) (1.0.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=1.4.3->seaborn==0.9.0) (0.10.0)\n",
            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas>=0.15.2->seaborn==0.9.0) (2018.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->matplotlib>=1.4.3->seaborn==0.9.0) (1.11.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from kiwisolver>=1.0.1->matplotlib>=1.4.3->seaborn==0.9.0) (40.6.3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "gs2XTy7hVFaF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f51714c7-b1c6-416a-9f0e-4a8fec716eeb"
      },
      "cell_type": "code",
      "source": [
        "print(sns.__version__)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.9.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "GGLc-oceVNGp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "dfb0b50f-d60b-46b2-f10f-866bb7576e9d"
      },
      "cell_type": "code",
      "source": [
        "sns.lineplot(x='mes', y='vendas', data=alucar)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fd4a67d5630>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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UeldLM6tsZgvM7OPgdlszm21myWb2rplVDcarBbeTg+nxRf92RCRSvl+zjV+98B92Z+bw\n1g39VRTlTGHK4jIgCxjl7puAVsBjRXiO24GkfLcfAZ5y9w7ADuDgp5RRwI5g/KlgPhEpAyYmpnDN\nq7NpUqca/7r5ZBJ01Nhyp8CycPdN7v6ku88Ibm9w90KtszCzVsC5wCvBbQPOBN4LZhkHXBhcHxrc\nJpg+yLRrp0hUy8tzHv1sBb97bzH92zbi/V+fRFyjmpGOJWFQmK2hBpjZXDPba2YHzCzXzHYV8vGf\nBn4H5AW3GwE73T0nuJ0KHPys2hJIAQim7wrmPzzPaDNLNLPE9PT0QsYQkZK2a382N4xP5IVv1nB5\nv9a8NrIv9WroYIDlVWEWQz0HXA6sBmoA1wMvFHQnMzsP2OLu84qV8DDuPsbdE9w9oUmTJiX50CJS\nSEkbd3PBczP5dlU691/Qjb/9qrsOBljOFWqnPHdPNrPK7p4LvGZmC4D7CrjbycAFZjYEqA7UBZ4B\n6ptZTPDpoRWQFsyfBrQGUs0sBqgHbCvydyQiYfXhglTu+2AJ9WpU4d0bB3BCG62fqAgK869ARrDF\n0kIze9TM7izM/dz9Pndv5e7xwHDgK3e/EvgauCSYbQQwObg+JbhNMP0rd/fCfysiEk4HcvL48+Sl\n3PnuInq0qs9Htw1UUVQghSmLq4HKwK3APkL//V9cjOe8B/itmSUTWicxNhgfCzQKxn8L3FuM5xCR\nErR5dyaXvzyLcd+v5/qBbZlwfX+a1tFZ7SoSK8v/vCckJHhiYmKkY4iUa7PWbuPWtxaQcSCHRy/p\nwXk9WkQ6khSTmc1z94Si3Oeo6yzMbAlw1CZx9x5FeSIRKVvcnbEz1/H3T1fQpmFN3r6hPx1j60Q6\nlkTIz63gPi+4vCW4fCO4vIqfKRERKfv2ZeXwu/cX88nijfyyWyyPX9pT58iu4I5aFu6+HsDMznb3\n3vkm3WNm89E6BZFyaU36Xm56Yx5r0vdyz+Au3HRaO536VAq16ayZ2cnu/u/gxkkUbsW4iJQxny3d\nxN2TFlE1phJvjOrPyTqjnQQKUxajgFfNrB5ghI7ndF1YU4lIqcrJzePxL1bx0rdr6Nm6Pi9e2YcW\n9WtEOpZEkQLLItgDu2dQFrh7YQ/1ISJlwJY9mdz21gJmr9vOFf3j+PP5x+n8E/ITBZaFmVUjtF9F\nPBBzcNmluz8Q1mQiEnaz1m7jtrcXsCczmyeH9eSiPq0iHUmiVGEWQ00mdFC/eYQOVS4iZVxenvPP\n79by2OcriG9UizdH9adzM20WK0dXmLJo5e6Dw55ERErFroxs7pq0iC+TNnNuj+Y8cnEPalcr1GHi\npAIrzF/If8ysu7svCXsaEQmrpWm7+PWEeWzalclfzj+OESfFa7NYKZTClMVA4FozW0doMZQBrj24\nRcoOd+ftOSn85aNlNK5VlXdvPJE+cQ0iHUvKkMKUxTlhTyEiYZNxIIc/friUDxakcUrHxjwzvDcN\na1WNdCwpYwqz6ex6MxsIdHT318ysCVA7/NFEpLjWpO/l12/OY/WWvdx5ViduPbMDlStpsZMUXWE2\nnf0zkAB0Bl4DqgBvEjq5kYhEqY8X/8g97y2mWpXKjL+uH6d01Jkl5dgVZjHUr4DewHwAd//RzLSN\nnUiU2n8gl79/msT479fTJ64+z12hvbGl+ApTFgfc3c3MAcysVpgzicgxmrd+B3dPWsS6rfsYNbAt\n9wzuQtUYHcpNiq8wZTHRzP5J6NzZNxA6LtTL4Y0lIkWRlZPL01+u5p/frqF5vRq8dX1/TtJBAKUE\nFaYsHJgJ7AY6AX9y92lhTSUihbY0bRd3TVzEys17uCyhNX88r6vOPSElrjBlUZvQp4ntwLvA4rAm\nEpFCyc7N48Vv1vDs9NU0qFWVV69N4MwusZGOJeVUgQsz3f1+d+9G6Ix5zYFvzezLgu5nZtXNbI6Z\nLTKzZWZ2fzDe1sxmm1mymb1rZlWD8WrB7eRgenyxvjORcmz15j1c/OJ/eHLaKoZ0b84Xd5yqopCw\nKsqary3AJmAb0LQQ82cBZ7p7T6AXMNjMBgCPAE+5ewdC58YYFcw/CtgRjD8VzCci+eTmOS9/t5Zz\n/zGTlO0ZPH9FH569vDcNtJOdhFmBZWFmN5vZN8B0oBFwQ2EO9eEhe4ObVYIvB84E3gvGxwEXBteH\nBrcJpg8yHbRG5L/Wb9vH8DHf89DUJE7t2IQv7jyNc3s0j3QsqSAKs86iNXCHuy8s6oObWWVChzbv\nADwPrAF2untOMEsq0DK43hJIAXD3HDPbRaicth72mKOB0QBxcXFFjSRS5rg7b87ewN8+SSKmsvHE\npT25qE9LHQBQSlVhDvdx37E+uLvnAr3MrD7wIdDlWB8r32OOAcYAJCQkeHEfTySabdqVyf+9t4gZ\nq7dySsfGPHJxD+1gJxFRKgexd/edZvY1cCKh/TVigk8XrYC0YLY0Qp9iUs0sBqhHaP2ISIX05fLN\n/N97i8jMzuOvFx7Plf3j9GlCIiZsu3aaWZPgEwVmVgM4G0gCvgYuCWYbQehMfABTgtsE079yd31y\nkAonMzuXv0xZxvXjE2lerwYf/2YgVw1oo6KQiArnJ4vmwLhgvUUlYKK7f2xmy4F3zOyvwAJgbDD/\nWOANM0smtE/H8DBmE4lKa9L3cttbC1i+cTcjT47n3nO6UC2mcqRjiYSvLNx9MaEDEB4+vhbod4Tx\nTODScOURiWbuzqR5qfx58jKqV6nE2BEJDOqq/SYkeujEuyIRtjszmz9+uJQpi35kQLuGPH1Zb5rV\nqx7pWCKHUFmIRNDClJ3c9vZ8ftyZyd2/6MSvT9fJiSQ6qSxEIiAvzxkzYy2Pf76S2LrVmXjjAE5o\n0zDSsUSOSmUhUsq27MnkromhfSfOOb4ZD1/Ug3o1dZRYiW4qC5FS9OXyzdz7wWL2ZObw0K+O54p+\n2ndCygaVhUgp2LInk/s/Ws4nizfSObYOE64fQOdmOjuxlB0qC5EwcncmJaby10+Wk5mdx11nd+LG\n09rrVKdS5qgsRMJk3dZ9/P6DJXy/dhv94hvyt4u606Fp7UjHEjkmKguREpadm8fLM9byzJerqVq5\nEg/96ngu7xtHJW0SK2WYykKkBC1K2cm9HywhaeNuBndrxv1DuxFbVzvYSdmnshApARkHcnjyi1W8\n+u91NK5djZeuOoHBxzeLdCyREqOyECmmb1el84cPl5C6Yz9X9I/jnsFdqFdD+01I+aKyEDlG2/cd\n4MGPl/PhgjTaNanFxBtPpF9b7YUt5ZPKQqSI8vKcdxNTePSzFezNyuE3Z3bg5jM6UL2KDiUu5ZfK\nQqQIFqXs5E+Tl7IodRf94hvy4IXHa+c6qRBUFiKFsH3fAR77fAXvzE2hce1qPH1ZL4b2aqFDdUiF\nobIQ+Rm5ec7bczbw2Ocr2ZuVw6iT23L7WR2pU10rsKViUVmIHMX8DTv40+SlLE3bzYB2DXlg6PF0\nitUiJ6mYwlYWZtYaGA/EAg6McfdnzKwh8C4QD/wADHP3HRb6PP8MMATIAK519/nhyidyNFv3ZvHI\npyuYNC+V2LrVePby3pzfo7kWOUmFFs5PFjnAXe4+38zqAPPMbBpwLTDd3R82s3uBe4F7gHOAjsFX\nf+DF4FKkVOTk5jFh9gae+GIlGQdyufHUdtw2qCO1q+kDuEjYXgXuvhHYGFzfY2ZJQEtgKHB6MNs4\n4BtCZTEUGO/uDswys/pm1jx4HJGwSvxhO/9v8jKSNu5mYIfG/OWCbjron0g+pfIvk5nFA72B2UBs\nvgLYRGgxFYSKJCXf3VKDMZWFhM2mXZk88tkKPlyQRot61Xnhyj6cc3wzLXISOUzYy8LMagPvA3e4\n++78L0J3dzPzIj7eaGA0QFxcXElGlQokMzuXMd+t5cVv1pDrzi1ntOeWMzpQs6oWOYkcSVhfGWZW\nhVBRTHD3D4LhzQcXL5lZc2BLMJ4GtM5391bB2CHcfQwwBiAhIaFIRSPi7ny8eCMPf7qCtJ37GdK9\nGfed05XWDWtGOppIVAvn1lAGjAWS3P3JfJOmACOAh4PLyfnGbzWzdwit2N6l9RVSkpak7uKBj5cx\n94cddG1elyeG9WRAu0aRjiVSJoTzk8XJwNXAEjNbGIz9nlBJTDSzUcB6YFgwbSqhzWaTCW06OzKM\n2aQC2bInk8c/X8mkeak0rFmVv1/UnWEJramskxGJFFo4t4aaCRzt1TjoCPM7cEu48kjFk5WTy6sz\nf+D5r5PJysnlhlPaceuZHairva9Fikxr86TccXc+X7aZv01NYsP2DM7qGssfzu1K28a1Ih1NpMxS\nWUi5suzHXfz14yS+X7uNTrG1eWNUP07p2CTSsUTKPJWFlAsbtmXwxLSVTF74I/VrVuGBod24ol8c\nMZUrRTqaSLmgspAybeveLP4xfTVvzdlA5UrGzae358bT2uu0piIlTGUhZdLerBxe/m4tr8xYS2ZO\nHsMSWnPHWR2JrVs90tFEyiWVhZQpWTm5vDV7A899lcy2fQcY0r0Zd/2iM+2b6DhOIuGkspAyIS/P\nmbLoRx7/YiWpO/ZzYrtG3HNOF3q1rh/paCIVgspCopq7882qdB79bCVJG3dzXPO6jLuuO6d2bKyD\n/YmUIpWFRK0FG3bw8KcrmL1uO3ENa/LM8F6c36MFlbTntUipU1lI1Fmatounpq1i+ootNK5dlQeG\ndmN43ziqxmgzWJFIUVlI1FixaTdPT1vNZ8s2Ua9GFf7vl5259qR4aulMdSIRp1ehRFzylr08/eUq\nPlmykdpVY7jjrI5cN7CtjuEkEkVUFhIxP2zdx7PTV/OvhWlUr1KZm09vzw2ntKN+zaqRjiYih1FZ\nSKlL2Z7BP75azfvz06hS2bjhlHaMPrUdjWpXi3Q0ETkKlYWUmo279vPcV8lMTEzBzLjmxDb8+vT2\nNK2jva5Fop3KQsJu4679/PPbtbw1ewOOM7xvHLec0YFm9VQSImWFykLCZm36Xl76dg0fLkjDHS45\noRW3ntmBVg10vmuRskZlISVuadouXvgmmU+XbqJq5Upc0S+OG05tp5IQKcNUFlIi3J3Z67bzwjdr\n+G5VOnWqx3Dz6e0ZeXJbGmvFtUiZF7ayMLNXgfOALe5+fDDWEHgXiAd+AIa5+w4LHeTnGWAIkAFc\n6+7zw5VNSo67Mz1pCy98k8z8DTtpXLsqvxvcmasGtNF+EiLlSDg/WbwOPAeMzzd2LzDd3R82s3uD\n2/cA5wAdg6/+wIvBpUSpnNw8PlmykRe+XsPKzXto1aAGDw7txqUJralepXKk44lICQtbWbj7d2YW\nf9jwUOD04Po44BtCZTEUGO/uDswys/pm1tzdN4YrnxybzOxc3puXypjv1rJhewYdm9bmyWE9Ob9n\nC6roFKYi5VZpr7OIzVcAm4DY4HpLICXffKnBmMoiSmzYlsGE2euZmJjCjoxserauzx/P7cpZXWN1\nFFiRCiBiK7jd3c3Mi3o/MxsNjAaIi4sr8VzyP7l5ztcrtvDGrPV8tzqdSmac3TWWa05qw4ntGul8\nEiIVSGmXxeaDi5fMrDmwJRhPA1rnm69VMPYT7j4GGAOQkJBQ5LKRgqXvyWJiYgpvzd5A2s79xNat\nxm/O7Mjl/eK0I51IBVXaZTEFGAE8HFxOzjd+q5m9Q2jF9i6tryhd7s6cddt5c/YGPlu6kexc5+QO\njUKLmo6L1foIkQounJvOvk1oZXZjM0sF/kyoJCaa2ShgPTAsmH0qoc1mkwltOjsyXLnkUHsys/lw\nQRpvzlrPqs17qVs9hqsHxHPlgDjaN6kd6XgiEiXCuTXU5UeZNOgI8zpwS7iyyKHcnSVpu3hnbgr/\nWpBGxoFcuresx6MX9+D8ni2oUVWbvorIobQHdwWybW8W/1r4I5MSU1ixaQ/VYipxfs8WXD2gDT1b\n1490PBGJYiqLci4nN48Zq7cyMTGFL5M2k53r9Gxdn4d+dTzn92yhvaxFpFBUFuXUuq37mJSYwvvz\nU9m8O4tGtaoy4sR4Lk1oTedmdSIdT0TKGJVFObIvK4epSzYyKTGVOT9sp5LBGZ2bcv8FrTmzS1Oq\nxmiLJhE5NiqLMi47N49Za7fx0aIf+WTxRvYdyKVd41rcM7gLF/VpSWxd7RchIsWnsiiDsnPz+Hfy\nVj5dsokvlm9iR0Y2NatW5tzuzbmsb2tOaNNAe1eLSIlSWZQRB3LymJmcztQlm5i2fDO79mdTu1oM\nZ3Vtyjndm3NapyY62quIhI04dYJGAAAKSUlEQVTKIoplZucyc/VWpi7ZyLSkzezJzKFO9RjOPi6W\nIcc3Z2DHxioIESkVKosok5mdy7er0pm6ZCPTk7awNyuHejWqMLhbM4Z0b85JHRpRLUYFISKlS2UR\nBTbvzmR60ha+WrGZmclbyczOo37NKpzbvTlDejTnxHaNtCWTiESUyiIC8vJCh9uYviJUEEvTdgPQ\nqkENhveNY1DXpgxo10gH7xORqKGyKCX7snKYmbyVr5K28NXKLaTvyaKSwQltGnDP4C4M6tqUjk1r\naysmEYlKKoswStmewdcrtzA9aQvfr93GgZw86lSP4bROTRjUtSmndWpKw1pVIx1TRKRAKosStDPj\nAN+v2caM5K38O3kr67dlANC2cS2uGdCGM7s2pW98Qy1eEpEyR2VRDFk5ucxbv4OZq0PlsDhtF+5Q\nu1oMA9o1YuRJ8ZzaqQntdF4IESnjVBZFkJfnrNi0h5nJ6cxM3sacddvIzM6jciWjd+v63D6oI6d0\nbEyPVvX16UFEyhWVxc/IzXNWbtrDvPXbmfPDDv6TvJVt+w4A0KFpbYb3jWNgh8b0b9eQOjrUt4iU\nYyqLfPZkZrNgw07mrd/BvPU7WLBhB/sO5ALQtE41Tu3UhJM7NGZgh8Y0q6cD9IlIxVFhy8LdSdm+\nn3kbtpP4Q6gcVm7egztUMujcrC4X9WnFCW0acEKbBrRqUEObtYpIhRVVZWFmg4FngMrAK+7+cDie\n5505G3hi2irS92QBoRXSvePqM/j4ZiS0aUjP1vW0WElEJJ+oKQszqww8D5wNpAJzzWyKuy8v6eeK\nrVudgR0a//dTQ6fYOlSupE8NIiJHEzVlAfQDkt19LYCZvQMMBUq8LM7o0pQzujQt6YcVESm3omn7\nzpZASr7bqcGYiIhEWDSVRaGY2WgzSzSzxPT09EjHERGpEKKpLNKA1vlutwrGDuHuY9w9wd0TmjRp\nUmrhREQqsmgqi7lARzNra2ZVgeHAlAhnEhERomgFt7vnmNmtwOeENp191d2XRTiWiIgQRWUB4O5T\ngamRziEiIoeKpsVQIiISpVQWIiJSIHP3SGc4ZmaWDqwHGgNbIxznaKI5GyhfcUVzvmjOBspXXMXJ\n18bdi7Q5aZkui4PMLNHdEyKd40iiORsoX3FFc75ozgbKV1ylnU+LoUREpEAqCxERKVB5KYsxkQ7w\nM6I5GyhfcUVzvmjOBspXXKWar1yssxARkfAqL58sREQknNy91L8IHTDwa0LnqlgG3B6MNwSmAauD\nywbBeBfgeyALuDvf43QGFub72g3ccZTnHAysBJKBe/ON3xqMOaFN0aImW77pzwJ7o/BnNyPf/X8E\n/hWhfK8CW4Clh43/5DlLKl8w7c7gMZYCbwPVj5JvRPC4q4ER+cYfInRY/hL93ZZEtnzTpxz8uUZL\nPqDOYX8bW4GnI5TvM2An8PFh422B2YReM+8CVUs43+1BtmUc5XVRlPe9Qr1vF2amkv4CmgN98v3i\nVwHHAY8e/IaAe4FHgutNgb6EXlx3H+UxKwObCG0/fKRpa4B2wS9tEXBcMK03EA/8QKgsoiZbMD0B\neIP/vaFEVb58870PXFPa+YLppwJ9+GlZ/OQ5SyofoXOtrANqBLcnAtceIVtDYG1w2SC4fvDNYECQ\np0R/tyWRLZh+EfAW/yuLqMqXb755wd9AqeYLpg0CzuenZTERGB5cfwn4dQnmO55QUdQkdMimL4EO\nxXnfO9L3dvhXRBZDuftGd58fXN8DJBH6BQ0FxgWzjQMuDObZ4u5zgeyfedhBwBp3X3+Eaf89C5+7\nHwAOnoUPd1/g7j9EY7bgVLOPAb+LxnwHmVld4EzgXxHIh7t/B2w/wqSfPGcJ54sBaphZDKEX7o9H\nmOeXwDR33+7uOwj95zg4eOxZ7r4x3/cRNdnMrDbwW+Cv0ZjvIDPrROhNdUYE8uHu04E9h2UyQq+H\n9/I/Zwnm6wrMdvcMd88BviVU7Icr9PteYUR8nYWZxRNqudlAbL4XzyYgtggPNZzQx8UjOaaz8EVB\ntluBKfnfUKIs30EXAtPdfXcE8v2cn33O4uRz9zTgcWADsBHY5e5fHGHWUv/bK6FsDwJPABlRmu+g\n4cC7Hvy7XMr5jqYRsDN4Iz9i7mK+NpYCp5hZIzOrCQzh0HMBHVSiZx+NaFkE/728T2iZ2yFvNMEv\n3494x58+TlXgAmBSeclmZi2AS4F/RGO+w1zOYW/mUZbvJ89Z3Hxm1oDQf2ltgRZALTO7qjgZoyWb\nmfUC2rv7h9GY7zA/+UciyvId6fGLlc/dkwgtUv2C0DqThUBuSeU7moiVhZlVIfQDm+DuHwTDm82s\neTC9OaGVloVxDjDf3TcH921tZguDr5so5Fn4oixbb6ADkGxmPwA1zSw5ivIRzN+Y0MfdT/KNlWa+\nn3PE5yyhfGcB69w93d2zgQ+Ak8ysf758FxCZv73iZjsRSAj+7mYCnczsmyjKd/Bn1ROIcfd5+cZK\nM9/RbAPqB4uwDsldUq8Ndx/r7ie4+6nADmBVcd/3ChKR81kEy/TGAknu/mS+SVMIbf3wcHA5uZAP\nech/tu6eAvTK93wxBGfhI/TDGg5cEc3ZPHTip2b55tvr7h2iJV+++19CaOVeZjB/qeYrwE+eswTz\nbQAGBIsB9hNar5Lo7rM59OfXEPhb8N8qwC+A+470gNGSzd23Ay8G88QT+v2eHi358j3OIX8bpZ3v\naNzdzexrQq+Ndyj5vz3MrKm7bzGzOELrKwa4+06O8X2vULwQa8FL+gsYSOij1mL+t/nbEELL+qYT\n2oTsS6BhMH8zQsvbdhPaTC0VqBtMq0WoyesV8JxDCG19sAb4Q77x3wSPl0NoJdZH0ZLtsHn2RtvP\nLpj2DTA4wr/btwktW84O7j8qGP/Jc5ZwvvuBFYSWIb8BVDtKvusIbaaYDIzMN/5o8Hh5weWr0ZIt\n3/R4/rc1VNT87IJpa4EuYfrbK2y+GUA6oVJJBX4ZjLcD5gS5JwHVSjjfDEKb4C4CBpXA+94rBb1v\naw9uEREpUMS3hhIRkeinshARkQKpLEREpEAqCxERKZDKQkRECqSyEBGRAqksRESkQCoLkSIys3gz\nW2Fmr5vZKjObYGZnmdm/zWy1mfUzs1pm9qqZzTGzBWZ28EjC3YKxhWa22Mw6Rvr7ESkM7ZQnUkTB\nITCSCR2/axkwl9CetKMIHfRwJKG9a5e7+5tmVp/Q3ry9CR3SYZa7T7DQQRIru/v+Uv8mRIooIseG\nEikH1rn7EgAzW0boEO1uZksIHSKjFXCBmd0dzF8diCN05rM/mFkr4AN3X1360UWKTmUhcmyy8l3P\ny3c7j9DrKhe42N1XHna/JDObDZwLTDWzG939q7CnFSkmrbMQCY/PgduCI41iZr2Dy3bAWnd/ltDR\nRXtELqJI4aksRMLjQaAKsDhYTPVgMD4MWGpmCwmdS3l8hPKJFIlWcIuISIH0yUJERAqkshARkQKp\nLEREpEAqCxERKZDKQkRECqSyEBGRAqksRESkQCoLEREp0P8HXeCijKD+5lYAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "e8AjViWaZSqG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "f752370a-5794-46af-e32f-e40ef04c7e2c"
      },
      "cell_type": "code",
      "source": [
        "sns.set_palette('Accent')\n",
        "sns.set_style('darkgrid')\n",
        "ax = sns.lineplot(x='mes', y='vendas', data=alucar)\n",
        "ax.figure.set_size_inches(12,6)\n",
        "ax.set_title('Vendas Alucar de 2017 e 2018', loc='left', fontsize=18)\n",
        "ax.set_xlabel('Tempo', fontsize=14)\n",
        "ax.set_ylabel('Vendas (R$)', fontsize=14)\n",
        "ax = ax"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wfft2FBQUICcnB4sWLarWJPj6+gK408AGBQXV2fk9PDxgZ2dX45SMyqvpd/vll1+g1+vx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\nIgoThm0iIiIiojBh2CYiIiIiCpP/D6OvtGyiUjXJAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "pWxGw7iIk5oj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "e4950e64-3939-494f-bba3-92b8abf90cfb"
      },
      "cell_type": "code",
      "source": [
        "alucar['aumento'] = alucar['vendas'].diff()\n",
        "alucar.head()"
      ],
      "execution_count": 12,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>10</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>20</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>33</td>\n",
              "      <td>13.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>47</td>\n",
              "      <td>14.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>63</td>\n",
              "      <td>16.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         mes  vendas  aumento\n",
              "0 2017-01-31      10      NaN\n",
              "1 2017-02-28      20     10.0\n",
              "2 2017-03-31      33     13.0\n",
              "3 2017-04-30      47     14.0\n",
              "4 2017-05-31      63     16.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "metadata": {
        "id": "MwQLDn5clFIR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "a1033094-be9d-4c2e-8df5-d2258dedd1cd"
      },
      "cell_type": "code",
      "source": [
        "sns.set_palette('Accent')\n",
        "sns.set_style('darkgrid')\n",
        "ax = sns.lineplot(x='mes', y='aumento', data=alucar)\n",
        "ax.figure.set_size_inches(12,6)\n",
        "ax.set_title('Aumento das vendas da Alucar de 2017 e 2018', loc='left', fontsize=18)\n",
        "ax.set_xlabel('Tempo', fontsize=14)\n",
        "ax.set_ylabel('Aumento', fontsize=14)\n",
        "ax = ax"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wdnbG5s2bLZZv2bIFPj4+eOCBBwDc7Anbu3cv4uPj4eLiYtHuoaGhiIiIQGpqap3tz5kz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\nSUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "wzb2RKM4leai",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def plotar(titulo, labelx, labely, x, y, dataset):\n",
        "  sns.set_palette('Accent')\n",
        "  sns.set_style('darkgrid')\n",
        "  ax = sns.lineplot(x=x, y=y, data=dataset)\n",
        "  ax.figure.set_size_inches(12,6)\n",
        "  ax.set_title(titulo, loc='left', fontsize=18)\n",
        "  ax.set_xlabel(labelx, fontsize=14)\n",
        "  ax.set_ylabel(labely, fontsize=14)\n",
        "  ax = ax"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "DuRQYL_cmJWB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "fb55c490-f9be-4adf-8559-f270799a5ec4"
      },
      "cell_type": "code",
      "source": [
        "plotar('Aumento das vendas da Alucar de 2017 e 2018', 'Tempo', 'Aumento',\n",
        "      'mes', 'aumento', alucar)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PjWHrMQDcvMnIpk2b8Mknn2D37t3YuHEj3N3dERoaiilTptz1j1yVSmUeorZu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\nSUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "8mpKkLSJmdCZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "133ff196-3da3-406d-b98e-38e59acb92f9"
      },
      "cell_type": "code",
      "source": [
        "alucar['aceleracao'] = alucar['aumento'].diff()\n",
        "alucar.head()"
      ],
      "execution_count": 16,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>20</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>33</td>\n",
              "      <td>13.0</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>47</td>\n",
              "      <td>14.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>63</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         mes  vendas  aumento  aceleracao\n",
              "0 2017-01-31      10      NaN         NaN\n",
              "1 2017-02-28      20     10.0         NaN\n",
              "2 2017-03-31      33     13.0         3.0\n",
              "3 2017-04-30      47     14.0         1.0\n",
              "4 2017-05-31      63     16.0         2.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "metadata": {
        "id": "UTPnM9gnmv35",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "59d68a76-6dac-4e62-8855-4db4e39247b9"
      },
      "cell_type": "code",
      "source": [
        "plotar('Aceleração das vendas da Alucar de 2017 e 2018', 'Tempo', 'Aceleração',\n",
        "      'mes', 'aceleracao', alucar)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vf7fc3Fzs3LkTGzZsQFlZGRISEtCjRw88+eSTXo0F/MQTTyAlJQUbN27Ea6+9\nho4dO+Lpp5/G2bNnXQJvAPjnP/+JN954A/v375fGtf773/8OpVKJ//u//6t3P6Wlpfj000+RmZlZ\nb3A0YsQIrFmzBvn5+fWOz/7aa6/hhRdewPbt27Ft2zb0798f7733Hp599lmXcwdwvIn54IMPpNka\njUYjUlJS0L9/f+m89uV8bCxfzgHAMcb64MGDsXHjRqxatQpWqxWpqano2bMnHn744Qb3J44zfenS\nJY9jXA8aNMgl8O7QoQM+/PBDvP7663j77bdhtVrRs2dPvPPOOx7TO958802X/z916pR0zjz44INu\ngbc4MtWdd97pdVGqs8mTJ6Njx45Ys2YNNmzYgIqKCiQkJKBTp05YuHBhg6krv/32m1Qo+sorr3hc\nx/m+oFKp8O6772Lp0qX4+OOPUVpaivbt2+Opp57yOL9Dfn4+jh496rJMPEaDBg1yGe3p9ddfR+/e\nvbF9+3YsW7YMdrsdbdq0wX333Ye5c+c26vgQQuTDCMGskiNBZ7VaMWbMGLz00kteD89FCCGEEEJ8\nF9E53qRhUVFRGDZsmMdRIgghhBBCiP9EdKoJqd/KlSuRkpKCgwcP+jS8GCGEEEII8R0F3s3Y/v37\nUVBQgLZt29Y5QyQhhBBCCPEPyvEmhBBCCCFEBpTjTQghhBBCiAwiOtXEbreD54PToc+yTND2Heno\n2AYOHdvAouPrf3RMA4eObeDQsQ2sYBzfqCjvhvKM6MCb5wWUlpqCsu+EBHXQ9h3p6NgGDh3bwKLj\n6390TAOHjm3g0LENrGAc39TUOK/Wo1QTQgghhBBCZECBNyGEEEIIITKgwJsQQgghhBAZUOBNCCGE\nEEKIDCjwJoQQQgghRAYUeBNCCCGEECIDCrwJIYQQQgiRAQXehBBCCCGEyIACb0IIIYQQQmQgW+Bt\nNpsxZcoU3HrrrRg7diyWLVvmto7FYsHf/vY33HLLLZg6dSouXLggfbZq1SrccsstGDlyJL744gu5\nmk0IIYQQQohfyBZ4q1QqrFu3Dtu2bcOWLVvwxRdf4NixYy7rbNq0CS1atMDevXsxc+ZMvP766wCA\n33//HTt27MCOHTvwzjvv4LnnngPP83I1nRBCCCGEkCaTLfBmGAYcxwEAbDYbbDYbGIZxWWf//v2Y\nNGkSAGDkyJH46quvIAgC9u3bh7Fjx0KlUqFdu3bo0KEDjh8/LlfTfVLFm2DiTcFuBglzRZZCCIIQ\n7GYQQpyUWovBC9TpEwhWuxXl1rJgN4OQgFPKuTOe55GTk4Nz587hzjvvRN++fV0+1+l0aNWqlaNh\nSiXi4uJQUlICnU7nsq5Wq4VbWnfeAAAgAElEQVROp2twfyzLICFB7d9fogH7/9gJM1+N6WkzZN93\nc8Gyiog+theNF/G/P9ZhepcZ6BDXUdZ9R/qxDTY6vv4n1zG18BasOvFfDGk1FNdp/xLw/YUCOc/X\nzy7tw/eF3+Oh3o+4dcpFIroXBFYoH19ZA2+WZbF161aUl5dj3rx5+PXXX5GRkRGw/fG8gNJSeXuf\nbVY7Cs1F4Hm77PtuLhIS1BF9bH8vOwMAuFiqQzyfJuu+I/3YBhsdX/+T65iWWktgE2z4o/RPdI/u\n2/APRAA5z9c/Ss+imq+GrrgYMWysLPsMJroXBFYwjm9qapxX6wVlVJMWLVpg8ODBbkWSWq0Wly9f\nBuBIR6moqEBiYiK0Wi2uXLkirafT6aDVamVts7fULAcTb6Q0AdJoerPjbY7JZgxySwghIvF6FK9P\n4j+CIKDQogcAGHm675HIJlvgXVxcjPLycgBAdXU1vvzyS6Snp7usk52djY8++ggAsHv3blx33XVg\nGAbZ2dnYsWMHLBYLzp8/jz///BN9+vSRq+k+4ZQcbIINFrsl2E0hYcpgqQm86QFESMgQA8JKvgJV\nVMfjV6XWYlgFKwDAxFcGuTWEBJZsqSZ6vR6PP/44eJ6HIAgYNWoUhg0bhjfffBO9evXC8OHDMWXK\nFPzjH//ALbfcgvj4ePzrX/8CAHTt2hWjR4/GmDFjwLIsnn76abAsK1fTfaJmNQCASmsFWIRmfhEJ\nXRa7BSXWYgDU80NIKHH+Imww69Fe3TF4jYkw+prebgAw0ps+EuFkC7y7d++OLVu2uC1fuHCh9O/o\n6GiP43sDwP3334/7778/YO3zFzXrCLYrrZWIp8Cb+Eh83aqAgnp+CAkhJr4SDBgIEKC36Cjw9iOD\nWQcFWNjBw0j3PRLhaOZKP+PEHm8b3TyI7wxmR+DdKqYtDUtJSAgx8SZwrAYtlAkwUJ63XxksOqRG\np0HFqCjFjkQ8Crz9TM06xiqvtFLgTXxnsOigZjmkRqfBSEW6hIQMI18JtZJDWnSaVIdBmk4QBBjM\neqSq0sApNZRqQiIeBd5+Fq2IBsuwFHiTRjGYdUhVaaFmOfCCDRa7OdhNIoTAMaqJmuWQqtKiwlaO\nar4q2E2KCGW2ElgFC1KjtTWjgtGzk0Q2Crz9jGEYqFkORgq8iY+sditKrMVIjU4DV/PmhF67EhIa\nTLwRHMshNdoxlC31evuHODxjmkoLjtVQUTmJeBR4B4Ca5SjHm/is0KKHAAFpNT3eAI1sQkgo4AUe\nVfYqqccboPG8/cVg1oFlWCSqkqFWcpRiRyIeBd4BoGY5SjUhPhMLtsRXrgD1eBMSCsRxu9Ushxg2\nBi2U8VIhNGkag0WPZFUqWIYFx2rACzaYKcWORDAKvAOAo8CbNILBokcsqwbHaijVhJAQIl6H4nWZ\nGq2lVBM/cBRW6pBW8xaB7nukOaDAOwDULIcqvgq8wAe7KSSM6GseQAzDQKWIBssoKdWEkBAgXodq\npWO42DSVFuW2MiqwbKIyWyksNYWVAJxS7KjjikQuCrwDgNIEiK8chZVF0gPIUaSrhomG1iIk6MTr\nUJwgrbbAktJNmkJKrxN7vGu+2NB9j0QyCrwDgFNS4E18U2QxQIAgPYAAx2tXOocICT7xOhQ7VVJV\naQBAE+k0kd7imLEySZUMgHq8SfNAgXcASDcP+tZOvKSvyRdNi64NvNUsR6kmhIQAI29EjCIGLMMC\nAGLYWLRQxkvXLWkcg1mHFFWKdFxVChWiGBXd90hEo8A7ACjVhPjKYNYhVhELjtVIy9TU401ISDDx\nRqidrk3A0etNPd6NJwgCDBa9lLYj4pQ0iQ6JbBR4B0BsTR4gBU3EWwazDqnRjsJKEcdqYLZXgxds\nQWwZIUScPMdZarRYYFkdpFaFtzJbKSx2s0t6HeC479HbYhLJKPAOAJZhoVaq6XUZ8YrNbkWxtcjt\nAaRWOr7AGW2mYDSLEFLDxBuhVl4VeKtoBsumEN8WpF3V400pdiTSUeAdIBqlhnq8iVcKLYWOGSvd\nHkA1Ff50HhESNIIgwGgzSimEIvF6pYl0Gsdg0dcUVqa4LHcUlVfS7JUkYlHgHSCaqDgaEol4Rewx\nc8t1lGoFKN+RkGAx26thB++WahLDxiJO2YJ6vBvJYNYh2amwUqRWamATbLAIliC1jJDAosA7QDRR\nVBhHvGMw6xCjiIWGjXNZXlukS6kmhASLyWm6+KulqrRUYNkIdRVWArUdDkYbdTiQyESBd4Boohyp\nJvS6jDREb9Eh7arCSqC2SJfGtCUkeMTrz2PgHa1Fma0UZrtZ7maFtXJbGcz2ammqeGccpdiRCEeB\nd4BolHGww45qO00pTOpms9tQYnEvrAQABaNALKumBxAhQSRef5zSPfAWA0fq9fZNXel1AE2iQyIf\nBd4BwkVRmgBpWJHVADvsHh9AAI3lTUiwXT1rpbPU6JoZLCnP2ycGsw4KKJBcM2OlM3HaeBpSkEQq\nCrwDRBPlyNelwjhSH7GnzFOPN1BT4U8PIEKCxmgzQskoEcWo3D6LZdXQsHHU4+0jvVRYqXT7TKVQ\nQclEUYcDiVgUeAeIRknTxpOG6c06xChiEKeM8/g5jWlLSHA5Zq3k3GowRGnRWuhpSEGvSYWVdXQ2\nADWT6FCnFYlQFHgHSG2PNwVNpG4Gi/uMlc7ULIcq3kRFuoQEiadZK505CixLqMDSSxW2cpjt1XWm\n1wHitPH07CSRiQLvAFGxKkTR6zJSD5vdhuI6CitFHMtRkS4hQeTo8dbU+bl4/RZSr7dX9PUUVoo4\nlqPhBEnEosA7gChNgNSnyFpYb2ElAGmaajqPCAkOx3Tx6jo/F69fPRVYekUqrIxKqXMdNauBkYbj\nJRGKAu8AohEpSH3EgixPY9mKpEl0qFaAENnZ7FaY7eZ6e7zVrBoaVkMFll4ymHVIUiVDqXAvrBRx\nSg42wQorzV5JIhAF3gFEeWqkPgaLDtGKGMQpW9S5Dk0mQUjwiMPB1pfjDTh6vWlIwYY5Cit19abX\nAZC+6NDgBCQSUeAdQGoaCo7Uw2DWIVWVVmdhJeA8bTydR4TIrb4xvJ2lqrQotZbAYqce2vpU2CpQ\nba9GWj3pdYDTtPE0sgmJQHW/6/Gzy5cv49FHH0VRUREYhsFtt92Gu+++22Wdd955B9u3bwcA8DyP\n06dP46uvvkJCQgKys7PBcRwUCgVYlsXmzZvlanqjqVkOFsECq92KKEVUsJtDQggv2FBkKUS/+P71\nrheliEIUo6Icb0KCwOht4B1dW2DZOrZtwNsVruqbsdIZRx0OJILJFnizLIvHH38cmZmZqKysxOTJ\nk5GVlYUuXbpI68yZMwdz5swBAOzfvx/vvvsuEhISpM/XrVuHpKQkuZrcZM5pAvGKhAbWJs1JkaWo\nwcJKkSNliXp+CJGbeN15mi7eWZpTgSUF3nWrLaxMrXc9tTh7Jd33SASSLdUkLS0NmZmZAACNRoP0\n9HTodHXnxO3YsQPjxo2Tq3kBQWkCpC4NzVjpzFGkawp0kwghVzHxJjBgEKOIrXc9NcuBowLLBhks\nOiQ2UFgJACpGBSWjpBxvEpGCkuN94cIFFBQUoG/fvh4/r6qqwhdffIERI0a4LJ89ezZycnKwYcMG\nOZrZZDQUHKmLvqawsoUyvsF11SxHDyBCgsBoq0Qsq4aCafhRSQWW9RMEAXqzrt5RnEQMw0DNaqjT\nikQk2VJNREajEQsWLMCiRYug0Xgeoumzzz7Dtdde65Jm8uGHH0Kr1aKoqAizZs1Ceno6Bg4cWO++\nWJZBQkLd468GEssq0CoxBbgICCpL0NoRiVhWEfbHs/iKAa3UrZCYWP8rbABIrIzHuao/ZPmdI+HY\nhjI6vv4XyGNqKapGnCrOq+23r2qLg1dOIzaORTQbHZD2yM2fx7bMUoZqexXaJ7Tzapvx+hYwM1UR\ne73QvSCwQvn4yhp4W61WLFiwAOPHj3frzXa2Y8cOjB071mWZVuv4lpycnIxbbrkFx48fbzDw5nkB\npaXBeUWfkKCGpRJQQIGiilKURlGqgL8kJKiD9nf1B17goa/So2/8tV79HkpbNCx2C/TFpVApVAFt\nW7gf21BHx9f/AnlMy6vLoWY5r7YfJzjqj04bzqJ1TGTkefvz2J4x/gkA0PAJXm0zGjEoNBsi9nqh\ne0FgBeP4pqbGebWebKkmgiDgiSeeQHp6OmbNmlXnehUVFfjmm28wfPhwaZnJZEJlZaX078OHD6Nr\n164Bb3NTMQyDWFZNBSLERbGlEHbwXuV3A1QrQEiwGHljgyOaiMTrmfK8PdObdWDAIEVVf2GliGM1\nNG08iUiy9Xh/99132Lp1KzIyMjBhwgQAwEMPPYRLly4BAHJzcwEAe/fuRVZWFtTq2lcERUVFmDdv\nHgDHMIPjxo3DTTfdJFfTm4RmryRX04uFldFpXq3vHHgnRCUGrF2EkFp2wY4q3uR14M0pOahZTrq+\niSuDRYekqGQovRxaV81ysApWWOyWgL/pI0ROsgXeAwYMwC+//NLgejk5OcjJyXFZ1q5dO2zbti1Q\nTQsojuVQyVcEuxkkhBgsOqgU0YhXejfEpDiUGX2BI0Q+1fYqCBAaHErQWZqKCiw9EQQBBrMOHdTp\nXv8MpxSH462EShE+wwgT0hCauTLA1EqORjUhLryZsdKZ2ONGI5sQIh/xehOnL/dGarQWJdZimsHy\nKpV8BarsVV7NWyCi+x6JVBR4B5ia5VDNV8Eu2IPdFBICeIFHoaXQpwdQjCIWCiiox5sQGdVOF+/9\nyAjSDJYWfUDaFK7EvHdvhhIUiRPQUY0UiTQUeAcYx3IQIKCKJkAhAIotRbCD9+kB5BjTVk2BNyEy\nEq83zoce7zSpwJICb2cGix4MGCR7WVgJ0LTxJHJR4B1gNCIFcSbmf/rS4w2AJpMgRGbGRvR4c0oN\n1CxHed5XMZh1SIxKRpSXhZUAoFJEg2WUNLIJiTgUeAeYlKdGQROB4wGkYlReF1aK1Eo1nUOEyMjE\nG6FSRHs9CocoVaWlIQWdCIIAvUWHNB87GxiGAcdSjRSJPBR4B5hYmEO9lQRwTBWfGq31urBSpGY1\nMFGRESGyMdmMUrqDL1Kj01BiLYbVbg1Aq8KPka9EFW9Cqsq74VOdcTQcL4lAFHgHmPiakoImwgs8\niiyGRj2A1KwaVXYTFekSIhMTX+n1GN7O0lRaCBCowLKGwdy49DoAUCs1VFxJIg4F3gGmVCgRrYih\nb+0EJZYi8ALfqAeQWOBFRbqEyMPow+Q5zsTrm9JNHPQWccbKRvZ4U6cViTAUeMtATXlqBI4HEACf\ncx0BqhUgRE6CIDS6x5tjNYhl1TBQjzcAxwgvCVFJPhVWijhWA4tgobQdElEo8JaBY9p4el3W3BnM\nOkQxKsQrfZ/2vXZ0HDqPCAk0q2CFTbA1KvBmGAapKi1NHV/D0IjCSlFthwPd90jkoMBbBo4CEUoR\naO4MFj1So72fsdIZTRtPiHzEL7i+TBfvLC1aixJrUbPvqTXaKmHijUj1Yd4CZ9K08ZRuQiIIBd4y\nEKeNFwQh2E0hQWIX7Ci0GBr9ABKLdGn6ZEICr3a6+MYF3qmqNAgQUGQx+LNZYUcvzVvge343QD3e\nJDJR4C0DNcuBF2ywCJZgN4UESbG1CLxga1RhJQCwDBXpEiKX2uniGxl411zn+mY+kY5YYNqYwkrA\nedp4uu+RyEGBtwykqW9pBq5mS3wApTXyAQTQmLaEyKV2uvjGBd4aNg6xithmP7KJY8bKJKgUqkb9\nfLQiGizDUm0LiSgUeMuARqQgBosOUUwUEqKSGr0NGh2HEHkYeSMUYBGtiGnUzzMMg9RobbMf2cRg\n0Tc6vQ4QZ6/UUIodiSgUeMugdkQKunk0VwazDimqxhVWitTU402ILEy8EWpW3aTrNVWlRbGlELZm\nWmBptBlh5CsbPaKJiDocSKShwFsGHAXezZpYWNnUBxCndATeVKRLSGCZbEZpRI3GSosWZ7As9FOr\nwovB0vgZK51xNBwviTAUeMtAVZOnRt/am6cSazFsTSisFDmKdHmY7WY/tYwQ4omxpse7KaQZLJtp\ngWVTCytFjmnj6dlJIgcF3jJgGMaRJkB5as2S+ABqSq4jQClLhMjFkWrStB5vDRuHmGZcYKm3NK2w\nUsSxHCx2c7MfE51EDgq8ZUIjUjRfeosOSiYKCVG+z1jpTBxai84jQgKHF3hU26saPaKJiGEYpEVr\nm+2QggazrsmdDQDd90jkocBbJlQg0nw5HkBpUDBNu9ykSXToPCIkYKpqZhlu7BjezlJVWpRYimCz\n25q8rXBi4h2FlY2dOMcZTaJDIg0F3jKhESmaJ0dhpd4/DyAl9fwQEmjiF1t1I6eLd5YanQY77Ciy\nNq8ZLPV+Sq8DaqeNpyEFSaSgwFsmHKuB2V4NXmhePR/NnVRY6YcHkIpRQckoaSImQgJIvL6ammoC\n1AaezS3PW6pr8UOHA40KRiINBd4yUSsdaQKmmteYpHmofQA1PfCWinTpHCIkYEx+TDWJU7ZAtCJG\n6gFuLgwWHRKiEqFSRDd5W9GKGCjAUqoJiRgUeMtErJCn12XNi8Gig5JRIrEJM1Y6o1oBQgJLDPBi\nmzicIFBTYKnSNrshBf1VWAnUzF6ppFRNEjko8JZJ7esy+tbenIgzVja1sFJEk0kQElgm3ohYRSxY\nhvXL9lKjtShuRgWWJt6ESr7SL2/5RBzLwUgpdiRCUOAtk9oxmClNoLmwC3YYLAa/PoAo1YSQwHKM\n4d30NBNRarQWdthRbG0eM1iK6XVpfurxBhxvjOlNH4kUFHjLJFYaCo6+tTcXpdYS2ASrfx9ASg5m\ne3Wz6T0jRG5G3uiXEU1E4vXfXPK8xbSaFD8UVoroTR+JJLIF3pcvX8aMGTMwZswYjB07FuvWrXNb\n5+uvv0b//v0xYcIETJgwAStWrJA+O3jwIEaOHIlbbrkFb7/9tlzN9hsFo0CsQk15as2I+ADyd483\nQBX+hASKyebfHm+xwLK55HkbzDrEKxMR7YfCSpFaqYHZboaNZq8kEUAp145YlsXjjz+OzMxMVFZW\nYvLkycjKykKXLl1c1hswYABWrVrlsozneTz//PNYu3YttFotpkyZguzsbLefDXVqKhBpVgxm/xZW\nAq6Bd4uoeL9tlxACCIIAE2/0y1CCIoZhkKpKazZDCurNOrSKae3XbXLSJDpGxCsS/LptQuQmW493\nWloaMjMzAQAajQbp6enQ6by7ER0/fhwdOnRAu3btoFKpMHbsWOzbty+QzQ0IjuVgolFNmg29WYcU\nVarfCisBGtOWkEAy26thh10ahcpf0qK1KLIURvw8DlW8CZV8hV/f8gE0bTyJLEHJ8b5w4QIKCgrQ\nt29ft8+OHTuGW2+9FXPmzMFvv/0GANDpdGjZsqW0jlar9TpoDyU0FFzzIQhCzYyV/n0AqZ16fggh\n/iXNWumHoQSdiQWWRZYiv2431BjMegD+mbHSmZhzT/c9EglkSzURGY1GLFiwAIsWLYJG49qrkJmZ\nif3794PjOBw4cADz5s3Dnj17Gr0vlmWQkODfG6j3+1a47TvJlIBfKwsQHx8LhmGC0q5I4OnYhprC\n6kJYBSs6JLT3a1tbCDFgzjOwR1kCcgzC4diGMzq+/ufPY1pS7uiR1iYkI0Hjv79T59iOgB6oZEuQ\nkdDJb9sNNF+P7cnqYgBAl9SOiFHG+K0dKlsqcBEQAnTfCwa6FwRWKB9fWQNvq9WKBQsWYPz48Rgx\nYoTb586B+JAhQ/Dcc8+huLgYWq0WV65ckT7T6XTQahv+Rs3zAkpLgzP0WkKC2m3frFUFO+y4Ulzk\nl8kZmitPxzbUnK48CwDg+AS/tzWWVaO4sjQgxyAcjm04o+Prf/48pvoKR+Bor1Ki1ObHv5OgQrQi\nGmdLzyNd2d1/2w0wX4/tubILaKFMQHWlHdXw3/ETBAEKKFBYWYJSVWRcP3QvCKxgHN/U1Div1pMt\n1UQQBDzxxBNIT0/HrFmzPK5jMBggCAIAR1633W5HYmIievfujT///BPnz5+HxWLBjh07kJ2dLVfT\n/UZ8XUZ5apHPYNaBZZRIikr2+7bVLI2OQ0gg1Kaa+K+4EnAUWKaotBFfYGmw6JDmx2EERQzD1KRq\n0pCCJPzJ1uP93XffYevWrcjIyMCECRMAAA899BAuXboEAMjNzcXu3bvx4YcfgmVZxMTEYMmSJWAY\nBkqlEk8//TTmzJkDnucxefJkdO3aVa6m+42Un2szIlmVGuTWkEAyWPxfWCmiySQICQwTb4SSiYJK\nofL7ttOi0/Bj2Q/gBd5vs2KGkmq+ChW2cvSKc6/d8gdOqaHBCUhEkC3wHjBgAH755Zd615k+fTqm\nT5/u8bMhQ4ZgyJAhgWiabKgyu3kQBAEGsx7dND0Csn2O5VBkMQRk24Q0Zya+0q9DCTpLVWlhB49i\nS6Hfi65DgThBUKB+N47lUGotCci2CZETzVwpI5r8pHkotZbAKlgC9gByTBtvlNKyCCH+YeJNfk8z\nEYn3g0idwVKaMMzPI5qIaFQwEiko8JZRlCIKUYyKbh4RTnwA+XOqeGdqJQcBAqrsVQHZPiHNlZGv\n9Ot08c7ilQlQKaJhsOgDsv1gM5j1aKGMRwzrv9FMnHGsBmZ7NWz2yB4LnUQ+Crxl5uitpAKRSOYo\nrGSRqPJ/YSXg9ObERucRIf7k7+ninUX6DJYGiy6gKTQ0OAGJFBR4y4xTcjDxNIRQJDNY9EhWpQas\ngKp29ko6jwjxF6vdCotgCViON+BINymyGsALfMD2EQzVfBXKbWUBe8sH1NZI0cgmJNxR4C0zNcvB\nSJXZEctRWKkL6AOodvZKegAR4i+mAA0l6CxNpQUv8CiOsBksxfSZQPZ4c1QjRSIEBd4yo1STyFZm\nK4UlgIWVABXpEhIIcgTe4n1BrAOJFGL6TKrK/2N4i9RKsceb7nskvFHgLTOO5WAVrLDYLcFuCgmA\n2gdQ4ALvKEUUVIyKAm9C/Ei8ngKZahKvTICKUUVcnrfeoqsprIwN2D5iFbFQQAEj1baQMEeBt8yo\ntzKy6S06KMAiKUCFlSK1kobWIsSfpFkra3pWA4FhGKRGa6GPwB7vQPZ2A+LslTRrLwl/FHjLjALv\nyGYw65CiSgn4zHRqlqNZ3AjxI5PNCAYMYhWB67UFgBRVGooskVNgWc1Xo9xWJsukQGqlhmpbSNij\nwFtmHA2JFLEEQYDBopflAcTVTKJDCPEPE+8YSpBhmIDuJy3aUWBZEiEFloGeOMcZRx0OJAJQ4C0z\naUQKunlEnDJbKSx2sywPIDWroVQTQvzIyAduDG9n4v0hUtJNxHz1NFk6HKjHm4Q/CrxlFlNTIEK9\nlZFHzgeQmlXDRkW6hPiNSabAOyEqEVERVGBpsOgQp2wR0MJKkZrlUG2vBi/Q7JUkfFHgLTMqEIlc\nBqmwMiXg+xInk6DziBD/MPHGgI5oInIUWKZFzNTxerNelrd8QG2qptFGk4eR8EWBdxCoKT83IunN\neiTLUFgJAGqlGgAo35EQP7ALdlTxJmla8kBLVWlRaDHALthl2V+gmPlqlNtKZalrARwpdgBoLgwS\n1ijwDgIaCi7yCIKAQotO9gcQnUeENF0VXwUBgiypJoBjIh1esKHEGt4FlmKvfSBn6nXGSbP20n2P\nhC8KvINAzWqopzLClNvKYLabZX8A0ZsTQppO7EGVI9UEANJqxrzWh3metzSiSXRgx/AWcUrq8Sbh\njwLvIFCzalTZTWH/mpHUqn0AyRN4Rytiaop06QFESFOZeEfOsFw93glRSYhiosJ+6niDWQcNG4dY\nVi3L/mIVajBgaFQwEtYo8A4CsTCuiqcCkUhhMOuggALJAZ6xUuQo0uWkgIEQ0njiEHVyBd4MwyBF\nlRb2I5vozXpZRnESifc9GlKQhDMKvINATXlqEUdv1tUUVipl26ejVoAeQIQ0lZiyJVfgDTiGHQ3n\nAkuz3YwyW4lsb/lENHkYCXcUeAcBTRsfWeScsdIZ9XgT4h8m3ohoRTSUCvm+OKdGa2ETbCixFsu2\nT38qNDsKK+UaSlDkmDaenp0kfFHgHQS108ZTb2UkqLCVw2yvlv0B5Jg+mc4hQprKZJNn8hxn4v0i\nXNNN9DLXtYjovkfCHQXeQaCuKUShApHIEKwHkJrlUGWvAi/wsu6XkEjjmC5eI+s+E6ISoWSiwnbq\neEdhpUZ6nsmFYzV03yNhjQLvIGAZJaIVMZRqEiGkwsqowM9Y6UzsoaMiXUKaxjFdvLwBpIJRIFWV\nGrY93gYZ5y1wRqmaJNxR4B0kVCASOQxmHZJUybLmhwI0ljch/iAIgmzTxV8tNVqLQos+7AosLXYz\nSq0lsqfXAc7TxtN9j4QnCryDxDEkEt04wp0gCNBbdEF5AKmVNHslIU1lESywCTbpepJTqio8CywN\nYmFlEHq8OZo2noQ5CryDRE093hFBLKyUcyxbkfhqnGZBJaTxxOtH7uJKoDZwDbd0E3Hin+Dc92g4\nXhLeKPAOEk7pCLwFQQh2U0gTGCzB6/mhXEdCmk68foKRapIYlQQlo5TuI+HCYNaDYzVB+bISyzpm\nr6T7HglXFHgHiZrlwAs8zHZzsJtCmqC2sDJV9n2zDIsYRQz1/BDSBMGYPEekYBRhOYNlsAorAccx\ni2XVMNKQgiRMyVYNdvnyZTz66KMoKioCwzC47bbbcPfdd7uss23bNqxevRoAwHEcnn32WXTv3h0A\nkJ2dDY7joFAowLIsNm/eLFfTA8K5tzKGjQlya0hjGSw6JAahsFKkZjXU80NIExiDGHgDjrdlBRU/\nwS7YoWBCvy/MYregxFqMrlz3oLWBY2kSHRK+ZIsWWJbF448/jszMTFRWVmLy5MnIyspCly5dpHXa\ntm2L999/H/Hx8Thw4ACeeuopbNq0Sfp83bp1SEpKkqvJAVVbIGJEEpKD3BrSGIIgQG/WoZO6c9Da\nQKPjENI0Jr4SLMMiWnx1zAEAACAASURBVBEdlP2nqbQ4IfyAUmsJklSh/ywoDGJ6nYhjOVTyFUHb\nPyFNIdvX67S0NGRmZgIANBoN0tPTodO5vl679tprER8fDwDo168frly5IlfzZCcVxlHQFLYq+QpU\n26uC+gBSKynwJqQpTLwJapYDwzBB2b9UYBkmE+mIaTHBGMlJpFZqaDhBEraC8l7rwoULKCgoQN++\nfetcJy8vDzfddJPLstmzZyMnJwcbNmwIdBMDjoaCC3+1D6C0oLVBzXIw2qhIl5DGMtoqg5ZmAjgV\nWIZJnrferIOa5aTxtIOBYzlU2U00eyUJS7InphqNRixYsACLFi2CRuN53NQjR44gLy8PH3zwgbTs\nww8/hFarRVFREWbNmoX09HQMHDiw3n2xLIOEBHlnI6vdt6LefQtCLJTnlOCV5qC1MVw1dGzlUm4q\nBgMGndM6IEoRFZQ2pFgSYS/jEROnQKwytsnbC5VjG6no+PpfU4+p+XIVkmKSgvp30eq1KOYLQ+7c\n8HRsiy8b0JprHdS2ptiSgFIgihPQQhVax8xbdC8IrFA+vl4H3j///DPWrFmD33//HQzDoEuXLpg9\nezYyMjK83pnVasWCBQswfvx4jBgxos79PPnkk1i9ejUSExOl5Vqt47VWcnIybrnlFhw/frzBwJvn\nBZSWBmc67YQEdYP7VrMcSoxlQWtjuPLm2MrhfPkFJEUlw1huBWANShsYiyPgv1xc6Jf80FA5tpGK\njq//NfWYVlgqoI1qHdS/SxKbip8rT6KkxBi0lBdPrj62FrsFhdWF6BTTNajHS7rvlRTCHh2cwvam\nontBYAXj+Kamxnm1nlepJvv27UNOTg4uX76Mm266CTfeeCMuXbqESZMmYf/+/V7tSBAEPPHEE0hP\nT8esWbM8rnPp0iXMnz8fr732Gjp16iQtN5lMqKyslP59+PBhdO3a1av9hjKavTJ8CYIAgzl4Q2qJ\naieToKG1CPEVL/CotlcHNdUEcOR5WwUrSkN8BstQKKwEasdcpyEFSTjy6qvi0qVLMXfuXCxYsMBl\n+ZtvvomlS5ciOzu7wW1899132Lp1KzIyMjBhwgQAwEMPPYRLly4BAHJzc/Hvf/8bpaWleO655wBA\nGjawqKgI8+bNAwDwPI9x48a55X+HIzXLocRaFOxmkEao5CtQFeTCSgBSniUVWBLiO2nynCDmKwO1\ngazeokdiCI9sIk4VnxbEwkrAdVQwQsKNV4H3n3/+KQXLziZMmIB33nnHqx0NGDAAv/zyS73rvPTS\nS3jppZfclrdr1w7btm3zaj/hhGM5XKw+H+xmkEYQC6GC/QCi2SsJabxgTp7jLCkqGWxNgWU3TY+g\ntqU+BotYWOm5PksusTWjgtGbPhKOvEo1SU5OxsmTJ92Wnzx5EikpKX5vVHOhVnIw26ths9uC3RTi\nI4NFDwYMklXyz1jpLIpRQckoaWgtQhpBvG7UbHADSccMlqkhP6Sg3qwL6jCCIgWjgJrlYKL7HglD\nXvV4T506FU8//TTOnj2La665BgDw/fffY82aNZg9e3ZAGxjJnHsrWyjig9wa4guDWYfEqOSgjWYi\nYhjG8QCiHm9CfFbb4x380Q9SVWn4pbIAgiCEVIGlyGp35KB35kKjvspRI0U93iT8eBV4P/DAA+A4\nDmvWrMGbb74JwDEhzvz583HXXXcFtIGRzCXwjqLAO1wIggC9RYcOsZ0aXlkGNHslIY0TKqkmgCPP\n+6eKH1FmK0FCVOjN0Fxo0UOAEPT0OpFj2ngKvEn48SrwZhgGM2fOxMyZM6XRReoag5t4j6P83LBk\n5CtRxZuCOnGOMzWrQbG1MNjNICTsGHkjYhVqKJigzCXnQgxo9WZdSAbe0oRhQS4oF3EsF/KpOYR4\n4vPdRqPRUNDtJ1QYF55C7QGkVqrpHCKkEUy8Eeogj2giSlQlg2XYkJ3B0mDRI5ZVSyOKBJta6XjT\nZxfswW4KIT7xeuT5/Px87NixA5cuXYLV6jpZyL59+/zesOYgllWDAUNjeYcZvUUHBgxSQqjH22w3\nw2a3QhnknHNCwonJZpTePAYby7BIVqXCUDNWdqjRm3VIU2lDJv9c/AJQxZuCPsoKIb6os8c7NzcX\nO3bsAAC88847WLx4MTIzM3Hx4kXcfPPN6Nq1K8rKyjB58mTZGhtpFIwCsayaKrPDjMGsR0JUUtAL\nK0W1KUs0CxohvjDxlSGR3y1KVWlhMOsgCEKwm+LCareixFoUMm/5AKdJdCjPm4SZOgPvf/7zn1iy\nZAkAYNOmTXj++efx8MMPQ6lUYvr06Xjrrbcwa9YsaQIc0jhqltIEwo3BokNaCD2AKGWJEN8JggAT\nbwqpwDstOg0WwYIyW2mwm+KiyGKAACFk6loAQF3Ty01vjEm4qTPwXrFihTRpzpUrV9CnTx8AQExM\njFRgOW7cOOzZs0eGZkYuNauhG0cYMdoqYeKNITGWrah22ng6jwjxVrW9CnbYQyrwFu8roZbnrbeE\nVl0LQNPGk/BVZ+D9+eefo2XLlgCAlJQUlJSUAABat26NH374AQBw9uzZkMn3ClfU4x1eah9AodPz\nUzttPD2ACPFWqEwX7yxJlQIFWOk+EyoMZh1iFbHQsHHBbopEnL2Snp8k3NRZXPn222/jwIEDAIDr\nrrsO+/fvR2ZmJqZMmYJXXnkFO3fuxKlTpzB69GjZGhuJOFYDE28M2UkTiCuxJypUCisBIEYRCwYM\n5XgT4oNQGsNbxDIsUlQpIdfjbTDrkBodOoWVgONYxSrUlONNwk6dgXefPn2k9JIXXngBdrtjyJ7c\n3FzEx8fj+++/x8iRI3H77bfL09IIpVZyECCgyl4VErOnkfo5ZqxMgkqhCnZTJGKRLr1yJcR7tdPF\nh07gDTjSOX4z/hIynTE2uxXF1iJ0VHcOdlPccEqaNp6EH6+GE1QoFFAoarNSxowZgzFjxgSsUc2J\nVBhnq6TAOwzoLTq0jWkf7Ga4oWnjCfFNKPZ4A44875MVx1FmK0VCVGKwm4PCmsLKUCooF6lp9koS\nhryaQOf999/H1q1b3ZZv3boV69ev93ujmhMaCi58iIWVofgAomnjCfGNiTciiokKqbdXAKT7i8Ec\nGuN5i+OKh1JhpYhjOSoqJ2HHq8B73bp1aNWqldvyNm3aYN26dThy5AheeuklHD582O8NjHRqGos0\nbITyA0hNDyBCfGLkjVCHyCyMzsQCy1CZDt1g1iEmxAorRZxSgyreRLNXkrDiVeB95coVtG7d2m15\ny5Ytce7cOezatQuCIOAf//iH3xsY6WgM5vARioWVIjXL0QOIEB+YeGNIpvc5ZrAMnQJLfc28BaGQ\nb341jq2pkaI3xiSMeBV4p6am4ueff3ZbfurUKWi1Wjz77LO46667YDab/d7ASBeliIKKUVHgHQb0\nltArrBRxNUW61faqYDeFkLBg4o0hNZSgs9RoLQwWfdBnsLTZbSixFIXUvAXOqOOKhCOvAu9x48bh\nxRdfxOHDh2G1WmG1WnHo0CG8/PLLGD9+PAAgKSkJGzduDGhjI5VaSWkC4cBg1oXwA6hmFjeq8CfE\nK0ZbaKaaAECaSguzvRrltrKgtkNXpYMd9pBMrwMcqSYApWqS8OLVqCbz58/HhQsXMHv2bLAsCwCw\n2+0YNWoUFi5cCADQaDTQaELzJhbq1CwNiRTqTLwRRr4ypCbOcaamySQI8ZrVboVVsIRkqglQO0GX\nwaJDfFRC0NpxxXTZ0Z4QTK8DnGqk6PlJwohXgXdUVBSWLFmCBQsWoKCgAADQo0cPdOzY8f+z9+5R\ncpR1/v+7Ll09XdUz0zN9mQRBIIKwwHIRgouJyRJI9GfCAlkvBw4eF+HoIpf15OgKXlb5Kl5gRdyD\nu6uyZ2FX5SAIIkQXNMhV2biugiiyCIQkkHRV93TPTF+mquvy+6OmemYyt+6Z7qqnqj+vczxHema6\nnn7ydD2f+jyf9+fdzbH1DIqgQGWkno+YH+/fh9WMtzKVuaPAmyCWpulayWjGOy1lwIOHpudxjHJc\nYOM4UD+AON+HfnEgsDEsBjUnIMJIS4G3x1FHHUXBdhegjhTs4wmdWM940zoiiKXxAjXWenh7CJyI\nYSkTeELmYO0AchKbwkrAc69MUMKBCBUtB96vvPIKHnroIbz++utoNBqzfvalL32p4wPrJWRBgek0\nYNgGk8I9wj3yTcWGIPHxoIcyLyIfg8THaQMiiBbwfBNkRsWVgFvn/VLtxcAcLE3bhFbXcOrgGb5f\nux1kkUx0iHDRUuD96KOP4uqrr8YJJ5yA3//+9zjppJOwb98+GIaB008/vdtjjDwzywQo8GYTTc9j\ndd/hQQ9jURTSChBES9RMN1BTGM14A25nkz9UfocJcxwDsUHfr19sFJgWVnrQfY8IGy11Nfmnf/on\nXHXVVbjrrrsQi8Vw00034ZFHHsFZZ52Ft771rd0eY+SRxSlhHN08mKRm1VCxKsxvQK5tPGV+CGIp\nalYNPHj08Ymgh7Ig3v1GDchIxyuvyzGqa/GgUk0ibLQUeL/yyit417veBcAVWtbrdcTjcVx55ZW4\n4447ujrAXqDZCo5uHkwSrg2IjCQIYimqVgUJQWa2dhkA0rFpgWUQaHoefQK7wkoPRUiiZlXJPIwI\nDS0F3oqiNM1xstks9u7dCwCwLAtjY8H2GY0CCpkAMI1n3ZxhVFjp4WW8gzbdIAjWqVlVpstMAEDk\nRQxL6cCs4zUjj9XyaqYfToBp87C6ReZhRDhoqcb75JNPxq9//Wscc8wx2LhxI7785S/jj3/8I376\n05/itNNO6/YYI0+c7wMPngJvRtH0PAbFIcQZFVZ6uCJdEw2nAYkjrQBBLETNqiIp9Ac9jCXJSiN4\npfYn3wWWlmOiaBRwTOoY3665XKY1UhVmnUgJYiYtBd7XXXcdqlU3KLz66qtRrVbx0EMP4eijj8a1\n117b1QH2AhzHTWUrKfBmEVXPY3XfYUEPY0m8TadmVSDxwwGPhiDYpWpVkYuvCnoYS5KLj+D5ynOY\nMCcwEPOv5KNoFGHDxmp5tW/XXC7TvbyryAY8FoJohSUDb9M08fLLL+Pkk08GACQSCVx//fVtX+jA\ngQP4+7//exSLRXAch/e+9734wAc+MOt3HMfBDTfcgMceewx9fX348pe/jBNPPBEAcN999+Ff/uVf\nAABXXHEFLrzwwrbHwDKubTwJ41ijbtVQsSaYF1YCs13cUjEKvAliPmzHRt2qMdvDeybefUcz8r4G\n3l5d+Sp5NcB4BYdnG0/CciIsLFnjLYoirrrqqmbGe7kIgoBrr70WP/7xj3HXXXfhe9/7Hv70pz/N\n+p3HH38ce/bswcMPP4zPf/7z+NznPgcAKJfLuPXWW/H9738fd999N2699dbI1Za7GW8SxrGGpqsA\n2HWsnIlMWgGCWJL61H2W9RpvAEjHsuDA+S6wVI084nwcKSk4u/pWIdt4Imy0VGpy/PHHY+/evTj8\n8OX3Mc7lcsjlXHFaMpnEmjVrkM/nccwx0zVku3btwgUXXACO43DqqadifHwcqqpi9+7dWLduHVIp\n9yawbt06PPHEE9i2bduyx8MaiqAgP/l60MNoGcdxYDlWINc2bROmbfpyrbx+AACQldgWVgIk0mUZ\n27FhO7avaxdwnf1YF8f5jff9CEPG2xVYZqDqB31dN5p+EBmGHStnInAC+vi+UHUFsxzT93sBx7mO\nqETwtPSvcNVVV+HLX/4yrrnmGpx44olIJGb3PvUC4lbZv38/nn/+eZxyyimzXs/n81i1arrubtWq\nVcjn83NeHxkZQT4frJVup5EFBXW7DsuxIHBC0MNZkkcLP8UfKr8L5uKv+nu5QTGFuNDn70WXgSvS\nFUKzAU2Y47j7te9g26q/Ri4EpTzLpWJO4Lv7/x2m0/B97R4lvwlbRy7w96KMU20G3smAR9IaOcmt\n8/7mq1/39bqnDa719XorwW0pGI5Sk+fGn8FjxZ8Fcu1zs/8fjkueEMi1/cByLHz/te/gzKG34fTU\nKUv/QUC0FHh/+MMfBuAG4DOfgD2l9fPPP9/yBavVKq655hp88pOfRDLZ3RufIHBIpeSuXmPha/Nt\nXTtjDgFlIKY4GJCCGXM77Nu/B4fJh+G4weN9vzbHc3Bs/1rmHZE8Aqkk+/8mAJB8LQlT0Je97ttd\ntythb/FF1O06Cs7reHPqaF+uGQSvjb4M02ngL3JnQY7Jvq3dlydewmu1vRgcTIQic7lc2l6zVgMA\nsHo4jcEQ3Gs3Jf4Sq8o5wMcuoRzH4aThP/f1frASBgsDqFv1UIz1wOg+JGP9ODN3pq/72NPqL5E3\n9+OtqTN8u6bf5GsHMdoooC8hML12Wwq8/+M//qMjF2s0Grjmmmtw3nnnYcuWLXN+PjIygoMHDzb/\n++DBgxgZGcHIyAh2797dfD2fz+PMM89c8nqW5aBcDqZuOpWS27o2p8cAAAdLBdhxto+DalYVE40J\nnNJ/Ok7o87+dZLtzu2JMBLaO2iXByyjXxpY9Xj/n9tXyPgDA3vH9OKEvHPO7HPaU9kLgRJwm/wWG\nh5L+raWGiFcrr+LVwutIxYb8uWYAtLtmC+MlAIBZ5VGuhWHdxXFC3P/7rFUFrJgdinuf5CSg6moo\nxvp65XWs7jsMZ+Xe5ut4X5b24LXK66GYo+Xy0oR7pKhYKViW/2s3m22tRWlLEV4rQe5SOI6DT33q\nU1izZg0uvfTSeX9n06ZN+M53voOtW7fimWeeQX9/P3K5HNavX4+bb765Kah88sknsWPHjhWPiSVk\ncbolEuuoU0KfMAgOew1ZkDHWCIfw2BOMFaYErFFFM1SkpQx4riW/so6RkdzmakWjEOnAu11qVhVx\nvo/qXSOE15zA737n7TJp1VGxJpAJQDOUjeewt/4KTLsBkY/5fn0/0PQ8YpyEQZHt+13Ld54XXngB\nd911F/bu3YsvfvGLyOVy+NnPfobDDjsMJ5ywdM3Qr3/9a9x///1485vfjPPPPx8AsGPHDrz+uiso\nvOiii7Bx40Y89thj2Lx5MxKJBL74xS8CcGvIP/KRj+Dd7343AODKK69su66cdZodKUKgzPYCJtad\nHHsRWUjiQAhEurZjQzNU8BAwZpZh2Dokxg2KloPjOND0PN6c/DPfrz0US4MDh6Kh4U3Ksb5fn1Wq\nVjUUwkqidRQxCRs26nYdssBmeQHgPoQDbhDsNxkpBwcOio0CRuLs92dfDpqhIhvPMf3wBbQYeD/5\n5JO44oorsGHDBjz99NNN+/i9e/fi3nvvxT//8z8v+R5nnHEGXnjhhUV/h+M4fPazn533Z+9+97ub\ngXcUCVMrOM3IIxUbgsSTOyJrKIKCyRCIdMuNEkzHxDHKcfhT9QUUDA2H9S2/axKrjJllGI4RSB/4\nGB/DYCyFolHw/dosU7MqoWglSLSO0mwpWGE68C5MBd6BZLynrqnpaiQDb9uxUTA0nNTPrqjSo6Wz\nz69//eu49tpr8Y1vfAOx2PQRxZlnnolnn322a4PrJbyWSKEIvPU8lZkwivcAV2e8J7x3anJC/59P\n/Xc0y020gMuy0lIWRUML5NqsUguJeQ7ROtO28Wzvn5quIin0IxHAw0G/OIA439fMukeN0UYRlmOG\nokNWS4H3iy++iI0bN855fXBwMHJGNkEiC0nma7xrVg0VqxKKxd2LhEUroBp5iJyIN/QdgYQgNzNB\nUUM18hA4AcNSOpDrZ2LZqVIeI5Drs4bjOG6piUiBd5SYto1nu6VgwVADK9HkOA4ZKRtZTU3QSY52\naCnwHhwcnLdv9h/+8IdZ/bWJlaEISgie2MOzuHuRpomOyfYGpOl5ZKQseI5HVspFNguj6SrSsWxg\nZT9pKQMAGDWKgVyfNQxbh+WYVGoSMRSRfY1Uw26g1BgN1IwtK+VQbBRgO3ZgY+gWmuEKK8MgJG8p\n8N62bRtuuukmHDx4EBzHwTRN7N69G1/5yleaQkli5chiCAJvYyrwJmElk0xrBdgtNXEcZ0oE4z68\nZaQcSkbRVxc3P3AcBwUjH0h9t0e62dmEyk2AcLlWEq0jcCLifB/TGW/vOxhk4J2Jj8ByTJQao4GN\noVtoej4UwkqgxcD7ox/9KN7whjfg7LPPRq1Ww9atW/GBD3wAp59+Oq644opuj7FnkAUFVbMKx/HR\nKaFNNN0TVkavA0UU8GoHWd6Ayo1RmE6jeWqSjY/Aho3RRrREgOPmGHRbRy7Ah9R+cQAxTkKxQYE3\nMNO1kgLvqKEICtMldl7SKshuYNMCy2g5f3vCyiAfatqhpa4msVgMX/3qV/F3f/d3+MMf/gDbtnHC\nCSfgqKOO6vLwegtZUGDDgm5Pok9IBD2ceVH1PFb3vSHoYRALIHACEnyC6ZMTdaqsxNMJzFTb5+LR\nKV1jod+9W9eZoc4mU3jfCyo1iR6ubTy79z1NV9HH9yEptGay0g1SsSGInDilqTkxsHF0mlJjFKZj\nBnq62A5tOQi88Y1vxBvf+MZujaXnUWaUCbAYeNetGirWRGgWd68iM64V0HRXWDkUcwWHA+IgJE6K\nnMBSM/LgIWB4qs46KNJSFi9W/8i8uYgfUKlJdJFFBaU6uyUUBUNFVhoJ9DvIczzSUjZympqwac8W\nDLy/8IUvtPwmn/70pzsymF5npjJ7GMF0QVgMr+VbLiSLu1eRRfaPXNNTwkpgKisbj57A0hWQZgLv\np56Wsnhu4hlUrAn0iwOBjiVoqlYVAidSqVwE8TLeLD5gWo6FolHEKYNvCXooyEo5/F/leSbnabm4\nXbJioRBWAosE3kuZ3XhE5R+OBVg30VEZqFEjlkYWFJQMNjM/rpOjiuOTs91us1IOv594FrZj+26t\n3g08AemblDcHPZRmZ5OiUej5wLtmViELMu1bEcQt1bQxadcD6ZO9GKNGETYsJmqQM1IOzznPYNwc\nw2AsGg7grrdILjR7x4KB93/+53/6OQ4CM1oiMRp4a3oeg2IKccoWMY3XlpLFjEa5UUJjHifHjJSD\n6ZgoN0qB9bzuJK6wcpKJ06HpwFvDUfKagEcTLDWrSvXdEUURXROdqlVlLvAO0rHyULyOZJqhRiLw\ndoWVKk7oPznoobRM248HhUIBth29HpAsEOMkiJyIKqO9SLWAW6MRrSELSdiwoduTQQ9lDtPtKGev\no5mbQRRY6HMGgcTHMSAOUktBuEGZPOVySESLmbbxrKEZKmKMlEIMxzLgwUfGSMcTVrKQ5GiVlgLv\nRqOBG2+8Eaeddho2bNiA1157DQBw00034bvf/W5XB9hLcBzHrDBu0qpjwhwPjXihl5GbLQXZW0eq\nnofAiRiOzc5qp2LDEDghMm2uND0PHjzSjGTv01IGBepsgppVbX4/iGjBsm18YcowjIUTSJEXMSSl\nm8mBsNMUVjKQ5GiVlgLvW2+9FT//+c9x0003QZKk5usnn3wy7rvvvq4Nrhdh1b3Sa41GVvHsw/IG\n5AorM3Nq8QROQDqWjUxnE1V3P6fAtdU4qmukpazbPz1iJkXtYDkmdHuy+f0gogWrtvGukZbGlDYq\nSm7BWsiElUCLgffOnTtx/fXX49xzz531xHbsscdiz5493RpbTyIz2ou0eXTOQI0asTgyo/bJnrBy\noSPBTDyHgqEybSDVCoc6c7JAWsrCgYNSo3et46um6+bqfT+IaCHyrnsla/e9MbOEhtNgor7bIyPl\nULdqTJbltIsrrMyGRlgJtBh4q6qKww47bM7rlmXBsqyOD6qXkUWZzcBbVzEgphAX+oIeCrEE05kf\nttbRmFmeV1jpkZVy0G0dE+a4zyPrLBPmOHR7kqmyrMyMzia9CvXwjj4yg+6VXhtelu4HUdHU2I4N\nzdCYSnK0QkuB9zHHHIP/+Z//mfP6T37yE5x4YnTcj1hAFpLQbR2m3Qh6KLPQjHyg1tdE60i8BJGL\nMfcAt5TJQVQ2A+90iKWyrAExNeVY17sCy9pUCQJ1NYkurm08W1lczVDBg2eqW1NGygJA6AWW5UYJ\nptNg6qGmFVoqQLzqqqvw8Y9/HAcOHIBt2/jJT36CV155BQ888AC+9a1vdXuMPYUn/KlZNQzwgwGP\nxmXSqmPcHMOJIWrX0+u4WgG2NiDVyEPghAU3oHQsAw4cCoaKNynH+jy6zqE2hZXBOlbOhOd4DMcy\nPd3ZhDLe0UcRk3h9cn/Qw5hFQVcxzICR1kwkPo5BMRWZJEckM96bNm3CLbfcgqeeego8z+Mb3/gG\n9uzZg3/913/F2972tm6PsadgURjnfTnDtrh7Gbc7Ti3oYcxC0/NIx7ILbkAiH8NQbLh5NBtWNCM/\ntdGyIaz0SEuZni418UoQWOvxTHQOWVBQNavM6ESaeg+G6rs9slOamjCj6XmInIih2HDQQ2mLlneG\nt7/97Xj729/ezbEQYLM+d6kSAYI9ZFFhKrvpbUDHKscv+nsZKYfXJvf5NKrO4wpI81gjs5exT0tZ\nPF95bqqlXu9lfWtTxiphEmER7aEISdiwoNuT6BMSQQ8HVauCSbveLKNjiYyUw5+q/4dJaxJ9IdVu\nqVNtGsP2nW5ptLt378bu3bvnff1Xv/pVxwfVy0zbxrNTJqAaeQyIg6H9cvYisqAwpe4fM8swbH1J\nnUA2PoKqVWHqxKcdJswJTNqTjG60bl0nSw9kftKrDxy9BGstBb2kFUsdTTy8RFpYs95um0a2uke1\nSkuB95e+9CWMj8/tNFCpVPClL32p44PqZRJCAhw4psoE3HY94VvcvYwiKDAcAw1GRLqtnpp4R7Jh\nLTdhuebQqznvVSOdmkl28VFHET33SjYe3L0yzfTUQy9LeH3Fwxp4lxujaIRQWAm0GHi/8sorOO64\n4+a8fuyxx+KVV17p+KB6GZ7jkRBkZvprTlqTGDfHmMzgEQszfXLCygaUBw8Bw0sIDptq+5BuBk3H\nyhh7G22fkIAiJHs2412ljHfk8TRSrGS8C4aKodgwJF5a+pd9RhZkKEIytEkOdWqPYKl7VKu0FHjH\n43Fo2tybdT6fiVnFJgAAIABJREFURywW6/igeh2WhHEstkYjloa1wFvVVWRaUPbHhT4MiIOh3Qw0\nI48hKQ2RZ0tY6ZGWsj0ZeDuOg7pVo8A74rB239N0lckyE48wO1hOCyvZadPYKi0F3uvXr8c//uM/\nYmxsrPlauVzGzTffjPXr13dtcL0KS63gSFgZThSGNiC3Fi/fcvlFWDcDx3Gg6vkFnTlZIC1lMGqM\nwnJ6y/hs0q7Dhk2lJhEnxscg8XEmMt6TVh0Va4LpwDsTz7klG4yUJLaDZuSRDqGwEmixq8knPvEJ\nXHLJJdi0aVOz5OSFF17A8PAwvva1r3V1gL2ILCjMBB6akUe/OMCEQpxoHVn0jlyDD7zHzTHott7y\nw1smnsNLtReh2zrifLzLo+scFWtiqoMBy4F3FjYslBslpvqMdxvve+B9L4joojAiLJ9uw8tu4J2V\ncnDgoGgUsKpvddDDaRm3e5SK45MnBD2UZdFS4J3L5XD//ffjgQcewPPPPw8AuPDCC3Heeefhf//3\nfzEywu5GE0ZkQUHdqsF27MCf5lRdZTqDR8xPgp8S6TKwAal6e4JDL0NU1DUclji8a+PqNGE4HZq2\njtd6KvD2vgcy9fCOPLKQZCLhMG0Vz27gnZnR2SRMgXe5UULDMZhOcixGy4WIiUQC733vewG4td0/\n+MEPsG3bNrz22mvNYJzoDIqowIGDSbseaE2ibk1i3CzjhP6TAhsDsTw4jpvSCgS/ARUMz8mxtVo8\nL3DVjHy4Am9DBQeuGdyySCo2DB58zxnpeN8DT3xHRBdFUHBAfy3oYaBg5JEU+pk+Le4X+xHn+5pa\nrrDAcveoVmg58LYsC7t27cI999yDp556Cscddxze97734Z3vfGc3x9eTNHuRmsGq8JtHZQxn8IiF\nkQWFicyPqueRbsPJUREVpsqtWkXVXcdKkWdXcC5wAoakdM8JLL2aXxJXRh9FVFCrue6VHMcFNg7N\nUJkuMwHcBE1GyqEQMjG7pufde1nIHCs9ltwJX375Zdx99924//77kUgksG3bNjz55JO48cYbccwx\nx7R8oeuuuw6PPvoo0uk0HnzwwTk/v+222/DAAw8AcIP8l156Cb/85S+RSqWwadMmKIoCnuchCALu\nvffeNj5i+GBFmU0dTcKNG3gHKzLyHCvfpLTn5Bi2zcBzrDxSPjrooSxJOpbB6yF2B10ONauGGCch\nxvBDEdEZZCEJywnWvdKwDZQbpSWdelkgK2Xxu4nfwnKsJbtOsYJmqEhL2dCM91AWDbwvvvhivPji\ni9iyZQtuueUWnHnmmQDcILldtm/fjksuuQSf+MQn5v355ZdfjssvvxwA8Mgjj+D2229HKpVq/vyO\nO+7A8HA4n27axTsODTzw1klYGWYUQQn8CHHCHIduT7Z9apKVcthX3wPTNpltzTeTqlVB3a6F4iE1\nLWXxf9XnMWnVe+a7XbMqTXMVItooTffKamDr2ztRCkMpRDY+AmvcQrkxyqTRz6F4SY43J/8s6KEs\nm0WVe7/97W9x/vnn42/+5m+aQfdyWbt2LQYHB1v63Z07d2Lbtm0rul6Y8QRAQZcJqLrKtDCEWBxZ\nnBbpBoW6zFOTbHxKbd8IRy2yGgJhpce0dXw45rYT1KiHd88wnbgK7rRvukyT/f0zEzK34DGzDCPE\nwkpgicD7nnvugWVZuPjii3HBBRfg9ttvn9dIp5PU63U88cQT2LJly6zXL7vsMmzfvh133XVXV6/P\nAuJUL9IgM966rWPMLIV6cfc6suCKdOtWPbAxNJ0c2xQceptBWMpNNCMPDlwoMkbpGZ1NeoWg9TKE\nf8gM2MYXdBV9fCIUYt5UbAgiJ4ZGUxOG7lFLsegZ7gknnIDPfvazuPbaa/GTn/wEP/jBD3DTTTfB\ntm08+uijyGazLWexW+XnP/853vKWt8wqM7nzzjsxMjKCYrGISy+9FGvWrMHatWuXfC9B4JBKBdM+\nShD4FV27//UkGvxkYON/dcL9Eh49/EakBthqwbXSue0VshgGioAgm0jJrc1Xp+e2VCggm8ghPTTQ\n1t8NOgnED8Qxzo2G4t+6VCwg05dBdnjx+yELa3fQSUA+IGOCKwc+lk7QypzWX61iWE5F4vP6CQvr\ntV1kSwT2A3bMCGzsowcLOExZjaGhhR/2WJrbEW0VynaBmfEsxnh1FAInYE3uiEVrvFma30NpqXgy\nHo/jggsuwAUXXIBXX30Vd999N26//Xbccsst+Iu/+Itl1XwvxM6dO7F169ZZr3l9wtPpNDZv3oxn\nn322pcDbshyUy8FYr6dS8oqu3cfJGKuPBzb+l8f2AgDkRiqwMSzESue2Z5h0v9758ij6jNYekDs5\nt47j4PXq63iTfOyy3jMdy2L/xGvM/1t7n/PIxNFLjpWVtTskZvB65QATY1kpS82pYRswbAOCKUXi\n8/oJK+u1XSROQrFaCmTslmNBq6t4w+Dpi16fpbkd4tN4ofI8SqVqoJ1gWmHf+H6kY1lMjOmL/l4Q\n85vN9rf0e227sxx55JH42Mc+hsceewy33HILYrHOqcQnJibwq1/9Cuecc07ztVqthkql0vz/Tz31\nFI49tr0OCWEk6FZwmu72IE2Q4URoabalDKjWsSmsXGa5UlYaQdEoBFqj3gpVq4K6VQtFPadHRspg\nNARz2wm8kj0qNekdZFEJrNRk1CjAhs20VfyhZOM5NBwDY2Y56KEsitclK+wlsMtuFyAIAs4991yc\ne+65Lf3+jh07sHv3bpRKJWzYsAFXX301TNMEAFx00UUAgJ/+9KdYt24d5BnH4sViEVdeeSUAt83g\ntm3bsGHDhuUOOzS45ieVwHqRakY+9Iu71wm6LeVKTQ6yUg6WY6LUGGXaZVFr05mTBdJSFqZjYtwc\nQyo2FPRwukrTPIe6mvQMipAMTFwZBqv4Q5npYMny/WDMLMOwdeRCNLfz4VufrptvvnnJ39m+fTu2\nb98+67UjjjgCP/rRj7o1LGaRBQWmY6LhNCBxkq/XNmwd5UYJxykn+HpdorOIvIh4gCJd1RNWxpYX\nNGembq4FQ2U68FanhJVhynClm51NNKY32k5AGe/eQxYU5PUDgVy7YKiIcTEMiuH5XqWlNHjw0HQV\nxyjHBT2cBYmCsBJYRqkJ4Q9ediaIp3avrVCYMnjE/MiCglpAR66akceQlF52H+6h2DAETmS+zZWm\nqxiKDYfKnGU4NgwOHAo90NnEKzmgwLt3UMQkqpbrXuk3BV1FRsoxXys9E4ETMSSlUWC8s4lm5MFD\nwDDDiZhWoMCbUWbaxvvN9FEZBd5hRxaSgWgFXJMDFbkVZCZ4zm1DGIbNIGzfFZGPIRUb6ole3jWr\nCh48+vjeMAsiXBMdyzFh2IsL8DqN7djQDK15WhcmslIOmq4G8rDSKpquIiNlQutY6UGBN6MEWZ/r\nCiuTTSMfIrzIghzIGqpYE5i06ysOSLNSDgWD3c2galZQs6qhPPpMS5me6OVds6qQBTlUGUhiZcgz\n3Cv9ZKxRhuk0QiW09shIOdTtWuCO2QvhCSszIUtyzAcF3oyiBBl4hzCDR8yPIiioBXDk2qlavIyU\ng27rmDDHOzGsjqMt05mTBdJSFuPmGAzbCHooXcUNvNk3MiE6h2dc43dHp0KIHCsPxRODsmqkM26O\nQbcnV3SKygoUeDNKnO8DD8H3J3bDNlBqjIYyg0fMRRZdka7h+BtcqbonOFxZLZ73AOgFuKzhWcWH\nSVjp4QksRyNeblK1qpBFOr3rJZoaKZ9LNb0a5CEp7et1O8G0dTyb99qVdsliCQq8GYXjuEDKBApU\n3x0pvExfEBvQsJSBuELBYTqWAQeOWYGlZuRDJ6z0SMfcwDvqAsuaSRnvXkMOKOOt6SrSUjqUNcgS\nL2FQHGJWU6N5XbJC+FBzKBR4M4wiJv0PmCLSrodwCaJkyRVW5jty3CryIoZi7KrtNV0N7XelX+x3\nHf4iHHjbjo26XWt+D4jeQOIlxLiYryfGjuOgYKihPP3yyMazzJaaqHoeaSkDgfOtC3bXoMCbYYLI\neKt6HoqQJLOJiBCESLdiTaBu1ztW95yN55jcDKpmFVWrEsr6bsA9VUtL2Uh3NqlbrmU0tRLsPRTR\nXxMdV1C+fKdeFshKI5gwxzFpTQY9lFlExbHSgwJvhgmiFZwrrAzvEzsxmyDU/Z0+NclKOdSsamAW\n0AsRhZpDr7MJq11jVkqVzHN6Flnw1za+6X8R4oy3l61n7YRxwhyHbk+G9nTxUCjwZhhFUDBp12E5\nli/XI2Fl9IjzcQic4GvmRzPUKWFltiPvx+pmoIVYWOmRlrIwHAMT5kTQQ+kK3rqnE7zeQ/E5ceXd\nn9Iduu8FAaudTdQQd4+aDwq8GcbL0njHpd3Gu3FEZXETnkhXQc2nNQS45UrDsfSKhZUeGYY3g6HY\nMCReCnooy8Z7OCo2olnnTXbxvYt736v4dpqjGeFzsD2UhCBDEZIoMCZmnxZWhtux0oMCb4aRRX/L\nBKaPyijwjhLukas/Ge+msLKDD29xPo4BcRAFxtpcuQLScH9XPOvlqAosyS6+d1HEpK+tVD2r+LDj\namrYu9cOR0RYCVDgzTRNYZxPQZNm5CELChSRWm9FCc9Exw+qVgV1u9bxOsesNMJUxrtmucLKMNd3\nA273hwFxMLKBd82qoo/vC2V7N2JlKD7un3Wrhoo1EQl9VEbKodwooWE3gh4KAE9YmY+EcY4HBd4M\nM90Kzp8yAU2P1uImXGQfA++msLLDAWkmnptyLtM7+r7LxTsdisL3JcqdTVzXSsp29yJ+Csu9Ms1I\nZLylHBw4zDyMT5het5jwz60HBd4MkxBctzU/TAAadsMVVoY8g0fMRRYUTNqTvoh0VcNzrOx0xntK\nYMlI7WFTWBmBzSAtZVBulGAykuHqJFUKvHuWadv47gfeUeho4uHFAKyI2aPQPepQKPBmGIET0Mcn\nfMlWFgwVDpxILW7Cxc9e3preHYERa2p71cgjFRsKtbDSIyNl4cDBaGM06KF0HMp49y5eJxs/9C2a\noaJfHECfkOj6tbpNUuhHnO9jxi24KayMhbdbzKFQ4M04ftXnTvdeDv8TOzEbbwPyZR0ZnRVWesiC\nAllQ2MnCREBY6eG1P2PlaLlTOI6DmlWlVoI9SoyTIHIx3xJXUSgzAdxOWFmJHdMyzchjSEpD5KMh\nrAQo8GYeWVT8OSoz1GYrISJayN6Ra5fNJKpmBTWr2rWANCvlmMjCTAupohF4D4iDEDkxcoG3buuw\nHKu5/oneguM4KILS9VJNwzZQbpQilbTKxHMoGgXfPEQWwnEcqBHUnlHgzTiyoKDmg/uWt7g5juv6\ntQh/kae0At3O/HTb5CAj5VBqFAOvRVanToeishnwHI9hKYNCxASW0z285YBHQgSFaxvf3fue98Aa\nJfFfVsrBhoVSwOVnFWsCk3Y9MkkODwq8GUeZMj/ppgmAK6wsRm5xEy5+1XhreneElR7Z+Iirtm8E\nGyB6Yp8oCCs9MrEsioYaKet4b73TKV7v4oeHQRQcbA/Fy95rAXsnTJfARis2ocCbcWQhCRsWdHuy\na9coGporrIzY4iZceI5Hgpe7XrKk6XmkuujcNr0ZBFtuoul5DIpDiPPxQMfRSdJSBpP2pG9tJ/2g\nSq6VPY9nG9/NB0rNUJHgE5F6wBuMDUHkxMA1NWozmRMNx0oPCrwZR262FOzehtjtEgEieGSx+yJd\n1ch3dQ31iwOI83EmNoNchLLdwEyBZXTKTZqlJiSu7FlkQYHpNNDoontlwVCRieciVabJczwyUjb4\nJIfhOlaKXUrmBAUF3ozjPUV3M2jS9DwSPAkro4zSZa3AtLCyewEpx7llLEFuBlETVnqkpzJKhQgJ\nLGtmBSInQuLC3/KRWB6eC3O3hOWWY2LUKEbytDgrjbhthgMqP3McZ6p7VLSSHAAF3swji1PCuC4G\nTZrutoCL0hM7MRvXvbJ7tY5+mRxkpByKjQJsx+7qdRZi2igjWhttn5BAUkhGqrO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ARNnRJWUq99Fwq8Q4wsKKhbNdiODcAtERA4AcMkrCRaZFqk6wYwDbuB0UYxEmUmHk074xmbgeWY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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "-g4oznHvqGC6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "outputId": "be881c5f-1340-4246-8e64-5fad99960534"
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16,12))\n",
        "ax = plt.subplot(3,1,1)\n",
        "ax.set_title('Análise de vendas da Alucar de 2017 e 2018', fontsize=18,loc='left')\n",
        "sns.lineplot(x='mes', y='vendas', data=alucar)\n",
        "plt.subplot(3,1,2)\n",
        "sns.lineplot(x='mes', y='aumento', data=alucar)\n",
        "plt.subplot(3,1,3)\n",
        "sns.lineplot(x='mes', y='aceleracao', data=alucar)\n",
        "ax = ax"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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tVlgs9nNricWiJm3kXJgj58ccuQ7mynUwV86POXJ+zJHrYK5chzPnyt295asj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\nAADAKARdAAAAAIBRCLoAAAAAAKO8A3NpNLsbUqmJAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "TrJ-KKaVrYPw",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def plot_comparacao(x, y1, y2, y3, dataset, titulo):\n",
        "  plt.figure(figsize=(16,12))\n",
        "  ax = plt.subplot(3,1,1)\n",
        "  ax.set_title(titulo, fontsize=18,loc='left')\n",
        "  sns.lineplot(x=x, y=y1, data=dataset)\n",
        "  plt.subplot(3,1,2)\n",
        "  sns.lineplot(x=x, y=y2, data=dataset)\n",
        "  plt.subplot(3,1,3)\n",
        "  sns.lineplot(x=x, y=y3, data=dataset)\n",
        "  ax = ax"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "r5n3yiexsGdf",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "outputId": "f0d0fa03-5928-4c80-8d4c-0ade8d82e113"
      },
      "cell_type": "code",
      "source": [
        "plot_comparacao('mes', 'vendas', 'aumento', 'aceleracao',\n",
        "               alucar, 'Análise das vendas da Alucar de 2017 e 2018')"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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QFRERERERkQ5Fha6IiIiIiIh0KCp0RUREREREpENRoSsiIiIiInIRK6k9wrZj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\nMqjaVoOX+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dBlOjURj8OQp3IamqzaIl60hluwPP8yVS4knEPvg1YUGAvTfnwimnxCchB9\ncu/Q93C6VduXYF9oN3YFm1DjuFCVDJmg0b8desGASuuZ876kw+D6yt5wK8o4UzaRpqWs0K2pqUFz\nc/NZt/nCF76AL3zhCyM+d9lll+Gyyy5LRTRNyzMUwCAY4At7MNvC8R+kjkb/dhgFI+ZZ0z8ZFADY\n9Q5IOhO8YQ/mWReqkoGIJhdveKA7qvNkIZNuBcYiTM2Zhp2BBiyyL4EopGW+0IwSigdxILQP821V\nMKm0DGOR0QkdRHgjHha6RBrHRcA0RifoUCy5uLQKqSYQC+Bg737Msy2EUSepkkEQhKFxukRE6eCL\neCAKelV7kSyy16BP7sX+0D7VMmjZzkADFCioStO67iPR6/Qokoq5HBRRBmChq0FOyY2OaDviiZja\nUWgSagp8CAECFtoWqZrDJbnRFetANBFRNQcRTQ6+iAfFxmJVhmsMmmKahgJjERr99ZyU8mOiiSh2\nB5tQljsLNoNd1SwuqQRtUS9kRVY1BxGdHQtdDXJJbiSQQHu0Te0oNMlE5DD2BJsw01wBq96mapbB\nCWF4V5eIUk1WZLRHfapMRHU6QRBQbVuCrlgHjvd/pGoWrdkb3IVIIoJqe43aUeA2lQz8m4nwOo1I\ny1joatDgRDycvp7SbXdwJ2JKDIs0cCHhlFwAwG78RJRyHdF2yIoMp0md8bmnm2WZA7NoQYP/72pH\n0YyEksCOQD3cUolqk4WdbnBCKl+E3ZeJtIyFrgblimbY9Hb4wrzAp/SRFRlNgQ9RapqKIkn9dasl\n0YQ8Qz7fB0SUcr6T4y1dKt/RBQBRELHAVo2W8DF08I4hAOBw3wEE4wFN3M0FBpaDsupt8LDQJdI0\nFroaNTARDz9AKX0O9jajVw5p5kICGHgfeCMejlUjopTyRjwwixZY9Fa1owAAKq1V0AsGNAbq1Y6i\nOkVR0ODfDrvegem5M9WOM8QllXBCKiKNY6GrUU7JjZAcQigeVDsKTQKKoqDRvx15hnxMy5mhdpwh\nTsmNcKIfgbhf7ShElMV8EY/q43NPZxJNmGedjwOhfZP+OsATOYG2iBdV9iXQCdq5bHWZStArhxCM\nB9SOQkSj0M4nBg3DiXgonU6Ej6Mj2o5q+xIIgqB2nCGuofcBuy8TUWr0y30IxP2aKnQBoMq2BAoU\n7Aw0qB1FVY3+eph0JsyxVKodZZjBcbq8q0ukXSx0NapIKoIOIrsvU1o0+LcjR5eLCvM8taMMk28s\nhF4wcGI2IkqZwR/StDDJ0elsBjvKzLOwK9iEaCKqdhxV9MS6caTvIObbqmHQGdSOM0yBsRB6QQ8v\nr9OINIuFrkaJwuCC5LzAp9TqjHbgWP8RLLBVQ6/Tqx1nGJ2gg1NycUIqIkoZb9gDAQKKjOpPwvdx\n1bYaRBMR7A3uUjuKKnb466HDwORcWiMK4sA8EryjS6RZLHQ1zCW50R71cUFySqkd/nroBT3m26rU\njjIip+RGR7QN8URM7ShElIV8EQ8KjUWau2MIDNxldkul2BGoR0JJqB0nrfrlPuwN7cZsy1zkima1\n44xo4PupHTF+PxFpEgtdDXNKbsSVOLqiHWpHoSzVG+9Fc2gv5lgqkSPmqh1nRE7JjQQSaI9ymQ0i\nSq6EkoAv4tXc+NzTVduXIBgP4FDvAbWjpNWuwA7ISlxTKwF8nNtUMvD9FPGpHYWIRsBCV8MGv3g5\nPpFSZVewEQnIqLIvUTvKqJyckIqIUqQ71oWYEh2aWEiLpufOhF2fh0b/9kmz1Fo8EcfOQCOm5cxA\nvrFA7TijGvx+8kROqJyEiEYyrgF5vb29AACz+dxdSDweD771rW+hs7MTgiDgs5/9LL70pS8N2+bl\nl1/GL37xi6F9fu9738OcOXMAALW1tTCbzdDpdBBFES+++OJ4omYFq96GHDEXvogHC6C98SmU2WKJ\nGHYGGjEjtxwOQ57acUZl1pth1dtY6BJR0g1O+Og0uVROMjqdoEO1fTH+2rkVnsgJlJimqB0p5fb3\n7kF/ok/Td3MBIEfMhcOQxxsSRBo1pkK3ubkZ99xzD/x+PxRFQX5+Pv793/8dFRUVo75GFEXce++9\nqKysRCgUwtq1a7F8+XKUl5cPbTNlyhT85je/gd1ux1//+ld85zvfwfPPPz/0/MaNG5Gfn38ep5fZ\nBEGAS3LzAp9SYl9oNyKJMKo1fDd3ECf8IKJU8IW9kHQm2PXa/bEPAGZbKvG37nfQ6N+e9YXuwLru\n9Sg0FqPUNFXtOOfkkkpwtO8wFEXR1PJ8RDTGrsv/7//9P9x77734y1/+gjfffBP33HMPvvvd7571\nNcXFxaisHFjzzGKxoKysDD7f8DEMixcvht1uBwBUV1fD6+WasR/nlNzoiXUjLPerHYWySEJJoNFf\nD6c0MNGJ1rkkN0JyEL3xkNpRiCiLeCMeOCW35gsUg86A+bZqHOk7hJ5Yl9pxUuqj/iPojnWh2l6j\n+XYBBgrdcKIf/niP2lGI6GPGdEe3r68PF1100dCfL7zwQvT19Y35IC0tLdi7dy+qqkaf1fWFF17A\npZdeOuyxW265BYIg4MYbb8SNN954zuOIogCHQ5sT6gwSRd24MpaLM/B+99sI6bvhsmt3nMpkNd72\n1Ip9PfsQiPfg01NWIC9Pm7NZnq7cMANvd72JoL4LpY7ilB4rU9uURsb2zA6paMeIHEFXrAPzCyoz\n4t/IcvMyNPj/jr3hJlxZdJXacc7L2dpzV3sDrAYbakqrIQpimpONX4VUhjc7gYCuA9Md2v/hOBX4\nOZt9sqVNx1ToTp06FT/72c+wZs0aAANja6dOHVt3kt7eXqxfvx73338/LBbLiNu8//77eOGFF/C7\n3/1u6LHnnnsOTqcTnZ2dWLduHcrKyrB06dKzHkuWFfT0jL0AV4PDkTuujDkJBwQIONR1BIWKdifL\nmKzG255a8W7rO7Dp7XDigozIb1Js0EHE4a6jcOGClB4rU9uURsb2zA6paMfj/R8BAOxKYYb8G9Fh\ntnkednTuQHXuJzQ7U/5YjNae7REfPgodxcX5lyLoj6iQbPz0ihlGnYTD3UdxgThL7Tiq4Ods9tFy\nmxYVWce87Zi6Lj/88MPo7u7GnXfeiTvvvBNdXV14+OGHz/m6WCyG9evX4+qrr0ZdXd2I2+zbtw/f\n/va38fOf/xx5eafGyDidAwu3FxQUYOXKlWhqahpL1Kxj1BmRbyzkOF1KGm+4FZ5IKxbaFkMnZMbE\n66KgR5FUzPcBESXN4OeJU9LuRFQfV2VfAlmJY1dgh9pRUqLBvx0GwYh51oVqRxmzwflUOI8EkfaM\n6Y6u3W7Ht7/97XHtWFEUPPDAAygrK8O6detG3Ka1tRV33nknHnnkEcyYMWPo8b6+PiQSCVgsFvT1\n9eGdd97B1772tXEdP5s4JTcO9TZzogNKikZ/PSSdhLnW+WpHGRen5MKe4E4klETGFOhEpF2+sAd5\nhnxIokntKGOWbyzAtJwZ2BlowCL7Uuh141o8Q9OC8QAO9jZjoW0xJJ2kdpxxcUkl+KD/XUQSkYzL\nTpTNxvQJ2dXVhV/84hc4ePAgIpFTXUl+/etfj/qa+vp6bN68GRUVFUNdnjds2IDW1oFfvD7/+c/j\nZz/7GXp6evDggw8CwNAyQp2dnbjjjjsAALIsY/Xq1WeM351MXJIbe4JN6Il1IU/D68mR9vljPTjc\ndwCL7Eth1BnVjjMuTsmNpkADOqMdKJJSO06XiLKboijwRTyYllumdpRxq7bXYLP3eTSH9qDSljl3\nPs+lyf8hAKDKvljlJOPnMg2sp9sW8WBqznR1wxDRkDEVunfffTeuvPJKvPnmm3jwwQexadOmcy77\nU1NTg+bm5rNu89BDD+Ghhx464/GpU6fi5ZdfHku0SWFwQXJvxMNCl87LjsCHECBgoW2R2lHGzSUN\njFH3RTwsdInovATifvQn+oe+XzNJqWkqCo3F2BGoxzzrgqzo6RVNRLAnuBPl5gpY9Ta144zb4L8j\nT7iVhS6Rhoyp/19PTw9uuOEG6PV6fOITn8C//du/4f333091Njopz5APo07i+EQ6L2G5H3uDu1Bh\nmQuzfuSJ4bTMqrchR5fL9wERnbfBzxFXBha6giBgkb0G3bEufNR/RO04SbEnuBNRJYpqe43aUSbE\nqJNQYCyCN8JxukRaMqZCV68fuPFbXFyMN998E3v27IHf709pMDpFEAQ4JRe8vMCn87A72IS4EkOV\nfYnaUSZEEAQ4TW5eSBDRefNGPNALBuQbC9WOMiEzzRWwiBY0+rerHeW8yYqMHf4PUWKaguIMmhjs\n41xSCXxhDxRFUTsKEZ00pkL39ttvRzAYxD333INf/vKX+Pa3v4377rsv1dnoNE7Jja5oB6KJqNpR\nKAPJShxNgQZMNU1DobFI7TgT5pLc6Il1Iyz3qx2FiDKYL+yBU3Jl7MR2oiBioX0xToSPoy3iUzvO\neTnUux8hOYhFGXo3d5BLciOqRNEV61Q7ChGdNKZP+MsvvxxWqxUVFRV49tln8eKLL2LFihWpzkan\ncUpuKFDQnuFfaKSO/aF96JN7M7Zb2KDBcVC+iFflJESUqeKJODqibRm1rNBI5lkXwiAYM/qurqIo\naPRvh8OQh2k5mTcx2OlcpoF5JLjMEJF2jKnQveeeexAIBIb+7Pf7eUc3zVxDF/jsvkzjoygKdvjr\nUWAoxNScaWrHOS+D3dr4PiCiieqItiGBREZORHU6SSdhnnUBDvY2IxgPnPsFGtQabkF7tA3VtpqM\nn1TLrncgR5fD4TVEGjKmQre5uRk226lZ8Ox2O/bu3ZuyUHQmk5gDuz6P43Rp3I73f4TOWAeq7Zl/\nIWHUGVFgKGShS0QTNvg9mumFLnBqKZ7BpXkyTaN/O3J0OZhtmat2lPM2MI9ECQtdIg0ZU6GbSCSG\nTT7V09MDWZZTFopG5jK54YtwogMan0b/duSKZsyyzFE7SlI4TW74Il6+D4hoQnyRVlj1toycff7j\nrHobys2zsTu4E5FERO0449IV7cTR/sOYb6uGXmdQO05SuKUS9MS60S/3qR2FiDDGQvfLX/4ybrzx\nRjz22GP4yU9+gs997nO45ZZbUp2NPsYpudEn9yIYD6odhTJER7Qdx8MfYaFtEURBVDtOUjglNyKJ\nMHpi3WpHIaIM5A17suJu7qBqew1iShR7gjvVjjIuOwL1EAU9Ftiq1Y6SNEPjdNnriEgT9GPZ6Npr\nr0VlZSX+9re/AQCeeOIJlJeXpzQYnenUON1W2AyZt6A6pV+jfzv0ggGV1oVqR0kalzRwIeGLeJBn\nzFc5DRFlkt54CCE5mJHr546mWHKi1DQVTf76jPlRMxQLoTm0B3MslcgRc9WOkzTFRid00MEbbsWM\n3JlqxyGa9MY8r/6sWbNw5ZVXora2Frm5uWht5RiEdMs3FkIU9ByfSGMSigdxILQPc63zYRJz1I6T\nNHmGfBgFI38xJ6Jx82XR+NzTVduXICSHcKh3v9pRxqS+YztkRUaVLTPXdR+NXmdAobGY43SJNGJM\nd3S3bt2KH/7wh2hra0N+fj5aW1sxc+ZMbNmyJdX56DSiIKLY6GShS2OyM9AABQqqbIvVjpJUgiCg\nWHLxfUBE4+aNeKCDDoXGYrWjJNW0nDLkGfLR4N+OWeY5mp54MJaIob59O6bnzszKXjkuUwn2BJsg\nK3JG3F0nymZjuqP705/+FL///e8xffp0vPHGG3jmmWdQVVWV6mw0AqfJjfZoG2QlrnYU0rBoIord\nwSaU5c6C3eBQO07SuUwl6Iy2I5aIqR2FiDKIL+JBoVQMvW5Mv/NnDEEQUGVbgo5oG06Ej6sd56ya\nQ3vQL/djkS2z13UfjUsqQVyJozPaoXYUoklvTIWuXq9HXl4eEokEEokELrroIuzatSvV2WgELskN\nWZHREW1XOwpp2N7gLkQSEVTbs/NCwim5oUBBe8SndhQiyhAJJYG2iDerxueebrZlHnJ0uWj016sd\nZVSKoqDRXw93bgncplK146SEyzTw78sbPqFyEiIaU6Frs9nQ29uLpUuX4u6778YPfvAD5OaeffIA\nj8eDm2++GVdddRVWrVqFjRs3nrGNoij4wQ9+gJUrV+Lqq6/G7t27h57btGkT6urqUFdXh02bNo3z\ntLLX4Lgib5jdNmlkCSWBHYF6uKWSoS/cbOOUXADAcVBENGad0Q7ElXjWjc8dpNcNzGD8Uf9hdEU7\n1Y4zoiN9h+CPd+Oi4os03b36fFj1NlhEC7+fiDRgTIXuz3/+c+Tk5OC+++7DJz/5SVxwwQX4z//8\nz7O+RhRF3HvvvXj11Vfx+9//Hr/73e9w8ODBYdu89dZbOHr0KF5//XV8//vfx/e+9z0AA+v0PvHE\nE/jDH/6A559/Hk888cSwdXwnM4veCoto4fhEGtXhvgMIxgNZezcXAHLEXNj1Dr4PiGjMBj8vBmdu\nz0bzbVUQBT12aPSubqN/O6x6G+Y45qodJaVcphJ4wix0idR2zkEqsizjK1/5Cp599lnodDpcd911\nY9pxcXExiosHJnuwWCwoKyuDz+cbtizR1q1bce2110IQBFRXVyMQCKCtrQ0ffPABli9fDodjYGzh\n8uXLsW3bNqxevXoi55h1nJJ7Ulzg+2M92OLbpOlxmLoWHRKJhNoxhgknwrDrHZie5UsbOCU3WsLH\noChK1t4ZAIBgPIDX2l7B5YV1KDAWqh0nY2xt/z+09B/T5HsUAPKM+Vjt/Ax0wpgXP6Dz5It4kKPL\ngVWfvcvz5Yi5mGOpxJ5gE471H1U7zhlCchCX5H8q6//du6QSHOzdj1A8CIveqnaclNnhr0ejv16z\nn7NGnYRrXGth1lvUjpIREkoCr7dvwVzLfDgclWrHSYpzFrqiKEKn0yEYDMJqndibtaWlBXv37j1j\nAiufzweXyzX0Z5fLBZ/Pd8bjTqcTPt+5x+KJogCHQ9vrsYmi7rwzTo9Mw6HWAzCYFZgN5iQl0553\nj/0FgbgflXnz1Y4yKkEQoCiK2jHOsCB/IfKt2f3BPj02Dftb9kI0x2Ez2pO232S8R5Ppg5Zt8EU8\n2NX3IdYUX6t2nIzQ2teKfaHdmG6ZDrvk0Nx7tC/eh4OBA+jSeVFu55r0Y5GM92V7qxdTLFOQl5e9\n35sAUJv7KRi9ImRFVjvKGYyiEcvcF2ruczbZyg1leLvrTQTFTkxxONWOkxJROYrtx96H1WBFiblU\nc5+zgIKdXTuxP/r/2bvz4DjKM3/g356r557ROTOy5UuWbZ0jyTbE2LGDwWYT23EwUEnYULsObDYJ\ngQTvVYSwRxJStdQue5GtTcqphBzrSkIAA+a3EMwuYI44kqUZnb5lS5ZmdI2m5z56+veHDuzYJrvq\nMQAAIABJREFUkkfSzHRPz/OpogrP0f30vOqZft9+3+fpwu2lO8UOJi/0TfbhfOgMmsobZXOOppV2\nUK/XY9++fbjtttuuWZv7rW9966bvDYVCePTRR/HNb34TRmN2L7x5XsDkZDir+1gqq1W/5BjNQgkA\n4MzoBdkWJI/wYbgn3FhvrMXHLXeKHc6cMtGeWcFDmnFlkCX10Xmw1rA+Y9uVUptG+Sjax9qhZFTo\n8XVjk/E2GplOw4mRE9AwGuwq2Yvy4iLJtOcMXuBxJfhD/M5zEqWCfKfRZtJSz8soH8V4bBxr9TWS\n+3vIPBVuM98udhBzCgeS0FhTsm4HrWCGklHh/EQ/HMwqscPJii6uA1E+ik+VfwY19mpJtmcwGkHb\naBvqtRuhVqjFDkfy3h96D2aVBeVCJXheuudoWVn6N17Tmjuye/dufP3rX8fmzZtRV1c3+9/NJBIJ\nPProo9i3bx9279593fM2mw0ej2f23x6PBzab7brHvV4vbDZ5jogtRpnGBgUU8Mo4IVUn1wFeSKJJ\nZsXkSeaUaMqgZFSyTszWE3AjKSSwq+xTSCGFroBL7JAkj0twOBc6g1pzIzQKVuxwbkjJKFFjqsel\n8AUEkpzY4RSEkdjUNYVcMy4TaVEySpRrbLJNSCUIAlzcKZRrbJJe8+40tyCWiuJMsFfsUCTPEx3C\ncGwIjeYWWS0tSOtI7r77bnzyk5+E0+nE3XffPfvffARBwBNPPIE1a9bg4MGDN3zNzp078dJLL02l\nm+/ogMlkQnl5ObZt24YTJ07A7/fD7/fjxIkT2LZt28KPTqbUCjVKNGXwyHSdbjKVQBfXgZW6NSjS\nlIgdDpGoqQuJctmuV+cFHm6uHcu1K1BlqMYqfRW6OBeSKaqhPR83dwoMGDSam8UOZV51pkYIENAT\n6BQ7lIIw0+EoZ+03eSUhmWHXVmA05pXld/blSD8mEz40WjZKOkeGQ7sMpZpyuLhTEpxaLS0d/jaw\nChY1JukuF1yMtDq6b731Fvbv34+HHnoIANDb24svf/nL876nra0NR48exYcffoj9+/dj//79ePvt\nt3HkyBEcOXIEALBjxw5UVlZi165dePLJJ/F3f/d3AACr1YqvfvWruPfee3Hvvffi4Ycfnk1MRabY\nWQdGYsNICdJb/L9Up4O9iKQiaJZx1mCSGTbWgdG4V5Jr0ZbqbLAPIT44mz3baW5BNBXBmRCNTM8l\nxkfRE3BjrWG95BMOmdUWrNStRk+gU5Z/v1LjjQ2jRF0KjUIjdiikQNjZCqSQwmhcfvXe3dwp6JUG\nrDWsEzuUeTEMA6e5Bb7EOAajl8QOR7L8iUlcCJ9Fnckpu+/ItNboPvvss3j++efxwAMPAABqamow\nODg473s2bdqE06dPz/sahmFmO7d/aKaTS27MxjrQGeiALzGOEk2Z2OFkjCAI6OBaUaYpR4V2udjh\nEImzaR3o4NowFh+dra0rB1PnQRuK1aVYoVsFAFimrUSJpgxu/ynUGOslPYoulu5AJxJCAk2W/Fjy\nUGd24jXvS+gPX0CVoVrscGRLEAR4Yx5U6ekzJrlj105N6R2ODsGhXSZyNJkzER/H5Ug/brVuhZJR\nih3OTVUb1+N93ztw+U+hcvr3lFzLlSczoRYjrTu6KpXquozLdJElLpt2ap2R3NYnXopcwGTChybL\nJvobIzdlm15v55VZvcLB6GWMx0fRdNW0MIaZ+hEaT4zhSnRA5AilZ2qq9yks065AGZsfOR1W6lbD\nqDShm6O119k0mfAhlorO/m4Skgt6pR5mlRVema3TdXOnoGSUqDM3ih1KWpSMCvUmJy5FLsIXnxA7\nHMmJ8hH0Brqwzlgjy2SXaXV0165di1deeQU8z6O/vx/f+c530Nwsv15/PrGorGAVWtmtT2z3t8Ko\nNKFK4tNhiDQYlSYYlEZ4Y56bvziPdPhboVcasM644ZrH1xlqoFXo4OJOiRSZdJ0LnZ6e6p0fd3MB\nQMEoUGtqwED0EiYTPrHDka2Z30kbJaIiOebQVmA4NiSb9aFRPoLTwR6sM9RAp8yf0jP1ZicUUKKT\naxc7FMnpnk566cyj386FSKuj++STT+LcuXPQaDQ4dOgQjEYjnnjiiWzHRubBMAzsrENWHd2RmAdD\n0UE0WlryYjoMER/DMLCxDlklZhuPj+FypB8N5mYomWtXl6gUKtSbnegPn6eO0VUEQUCHvxVF6mKs\n1K0WO5wFqTU1gAGD7oBb7FBkyxsbhobRoFhNyQ1JbtnZCkT4MLikX+xQMqIn0ImkkITT0iJ2KAsy\nM3DcG+xClI+KHY5k8EISbq4dldqVKJXRMsirpdXR1el0eOyxx/Cb3/wGL7zwAh577DGwrDTLNhQS\nG+vARGIcsVRM7FAyosPfCg2jQZ2pQexQSB6xsQ5wyUlEeGnWe1uoDn8rVIwK9aYbTwurNzmhgIJG\npq8yGL2MsfhoXi55MKiMWKNfi75Alyyzs0qBJzaMctaed38bJP/NlLOSw2AsL/Do5NqxTLsiL3PD\nNJqbkRSS6A1SpvsZZ4J9CPOh2aSXcjRvMqqbZVb+r//6r4wGQxbGPr3eaCTmQaVupcjRLE0gOVX7\n0mlukWztSyJNM+eBNzaMVfoqkaNZmlAyiDPBXtSZG6FV6m74GoPKiLWG9egNdOPWoq10vmCqLIJO\nocc6Q43YoSxKndmJ8+GzOB8+i/XG/DwGqUqkEhiPj2Kj9VaxQyEFqFhTCjWjhid6Je/P7Quhcwjy\nQWwvvVPsUBaljLWhQrscnVwHnOaNsqoVuxiCIMDlb0OJujTv+xDzmbej+8UvfjFXcZBFKNdMZZn1\nRofz/o/U5Z/O+JZn02GI+Mo0NjBg4Inmf0e3k+tACik4zfOvlXFaNuJMqBe9gS7ZrqtJ19RU74u4\n1boVKkVahQQkZ7l2BSwqK7q5jry/GJaa0ZgXAgRZZWUn+UPBKKaX1+R/Qio31wazyopVujVih7Jo\nTnML/t/Iy7gYPlfwuWAGIpcwnhjDHaV/JOvZLvNeFdxyyy2z/x+NRjE0NIQ1a/L3D1xuWKUWReri\nvJ8SE0vF0BPoRJVhneRrXxLpUSvUKNGU5f169UQqga6AC2v01bCo568bXs7a4GAr4Oba0WBuLuiR\naZe/bWqqt9kpdiiLxjAM6sxOvD/xNsbjo3k5LVCqZjoYlIiKiMWurUDb5O8QT8XztkapNzYMT2wY\n24pvz+tO0Sp9FUwqM1z+UwXf0Z1Jeln9B0kv5Satq6O33noL+/fvx0MPPQQA6O3tvem0ZpIbtumE\nVPmc0a8n4EZCiKNZxmsESHZNJWbzICWkxA5l0XqDXYilommfB42WjeCSfvSHL2Q5MukKJUM4HezF\nBmPdnFO988UGYy2UjBLdHCWlyiRvbBhmlTWvMsQSebGzFRAgYCSPqwO4/KegYTSoMdWLHcqSKBgF\nGs0tGI5dwUjMK3Y4ohmLj2IgegmN5mbZJ39Nq6P77LPP4vnnn4fZPHW3raamBleuXMlqYCQ9drYC\n0VQkbzP68QIPt/8Ulmkr86b2JZEeG+tAQojDl8jPGnkpIQWXvw121gG7tiKt96zRr4VRaYK7gEsN\ndXLtSIGXxfRtnVKPKv069AV7EE/FxQ5HFgRBgCc2PJsQiBAxzCakytN678FkAOdDZ1Bjqs/bO9JX\nqzHVQ82oC/q3cyrppRp1cyS9lJO0OroqlQomkynbsZBFsGnzO6PfudAZBPmgrDO+key7OiFVProY\nPgcu6UeTZXPa71EwCjRamnElOoDR2EgWo5Ommaneq/VrYVUXiR1ORtSbnUgIcZwN9okdiiwE+QDC\nfGj2d5IQMbBKLYrVJRjO03W6XZwLKaTQYG4WO5SMYBUsNpjqcTbYh1AyKHY4ORdKBnE22IcaU33e\nz4RKR1od3bVr1+KVV14Bz/Po7+/Hd77zHTQ3y+MPPt8Vq0ugYtTw5uEXaD7XviTSYlEVgVVo4Y3m\nZ0e3w98Ks8qK1QtMplVjbICKURXkyHRfsHtBU73zgZ2tQIm6FF0BV14vR5GKmYEvuqNLxGZnK/Jy\nmVkylUD39IDizXJH5JNGczNSSKEr4BI7lJxzc+0QIMBpLozkr2l1dJ988kmcO3cOGo0Gf/EXfwGj\n0Ygnnngi27GRNExl9LPn5QX+legAxuIjaLJszOvkBkR8DMPAxtrzcmbDcPQKPLFhOC0tC04qpVVq\nscFYN10LTx51hNORElLo8LfBxjpgZ9Ob6p0PZpJSjcVHMBIv3PVjmeKJDkPJKCm5FxGdXVuBWCqa\nd8trzoR6EU1FZdcpsqqLsEq/Bt2cq6Dql8dTcXSnmfRSLtKqxaDT6fDYY4/hscceS3vDjz/+OP7v\n//4PJSUlePXVV697/vDhw3jllVcAADzP4/z58/jggw9gtVqxc+dOGAwGKBQKKJVKvPDCC2nvtxDZ\nWAc6/K1IphJQKdRih5O2Dn/rdO3LWrFDITJgYx24HPkA8VQsr2rLdvjbwCq0qDEuLslHo7kFXQEX\nujkXNhdtyXB00tQfPg8uOYktxdtkN0i23liD9yfeQTfngq2MSuIshTc2jDKNTfbJVoj0zQzIeWJD\nKNaUiBxNeqbqrJ5CiaYMFdrlYoeTcY3mFrwcfh5nQ315n2QrXb2BLsRSMTTJIK9FutK6fXDw4EFw\nHDf7b7/fjwcffHDe9xw4cACHDx+e8/mHHnoIR48exdGjR3Ho0CFs3rwZVutHowvPPfccjh49Sp3c\nNNhYB1JIYTSeP+v0JuLjuBS5iAZzU97WviTSMnMhkU+ZFCcTPlwIn0W9yQn1IgepijTFWKFbjc5A\nB3ihMEam2/2tMKssWKOvFjuUjNMoWKwzbsDZUB9ifFTscPIWL/AYjXuprBCRBKt6anlNPiWkGoxe\nxkRiHE5zi+wGFIGp+uXF6lK4uFN5N6V8MVJCCi6uDQ62Iu2kl3KQVkfX5/PNZlwGAIvFgvHx8Xnf\ns3nzZlgslrSCOHbsGPbu3ZvWa8n1Zn7I8ykRz1TGt/yufUmkpZyduvuVT9OX3f5TUECJBnPTkrbj\nNLcgwodxLngmQ5FJlyc6BE9sCI3mhU/1zhf1JieSQhJ9wR6xQ8lb4/FR8AI/m6iOEDExDAM7WzFb\n1zkfuP2noFPoUW2QZ51VhmHgtLRgPD6Koeig2OFk3YXwWQSSXMElf03rKkGhUGBo6KOTc3BwMGOj\nO5FIBO+++y527959zeMPPvggDhw4gF/+8pcZ2Y+cGVQGmFTmvLnAv7r2JdU2JJmiVWpRpC7Om8Rs\nUT6C3mAX1hk3wKAyLmlblbqVKFIXo4Nrk/3I9NRUb1bWU83KWBvKWTu6KSnVos38HtIdXSIVdm0F\nfIkJRPmI2KHc1GTCh/7IBdSZG2U9626dYQO0Ci1cXJvYoWSVIAho97fCorJi1QKTXua7tP56v/GN\nb+D+++/H5s2bIQgC2tra8O1vfzsjAfzv//4vWlparpm2fOTIEdhsNoyPj+PgwYNYs2YNNm++edkN\npZKB1SrtjpNSqchKjJW+SgyGBiR//ADQMfQ7pMDj48u3wqqVfrzzyVZ7ksWp9FfiHHcWFotu0YNx\nuWrTE542JIUkPr58G6y6pe/vY/zH8P8GXkNAPY4VxhUZiFB6fLGpqd5bbFtQXpxeIo18PUdv4Tfj\n1cuvIKAewwrjSrHDEd1C29E3OQKj2oTlJTZZTrvMd/l6Xi5FtXI1fuc7gaBqAnaLtJdd/G7wHSgY\nBbYu3wKj+ubtlM/tuTG6Ce95T0DQRVHEFosdTlYMBC9jJObBXcs/ieKi9AbW87lNr5ZWR3f79u34\nzW9+g1/+8peora3FnXfeCa1Wm5EAjh07hj179lzzmM1mAwCUlJRg165dcLvdaXV0eV7A5KS0M49a\nrfqsxFisKENPohuDY14YVdKteZxIJdA62orV+iooojpMRqXdXjeTrfYki1PElCGcdOHy2PCiMwrm\nok15IYmTIyexQrcKmpgRk7Gl769SsRasQov3r7wPs600A1FKz7vj74EBg3WahrTbKF/P0QpmNVgF\niw+HTsJcTlmDF9qOlwODKNfY4PdL/+5ZIcrX83Ip9KkiMGBwfqIfpcIyscOZU4yPomOsA9WGDUiG\nFJjEzdspn9uzWlOHD/A+3hv8ANtKbhc7nKx41/seWIUWK5XVsvjtLCtLv5+T1tTlX//61/jTP/1T\n/PjHP8aPfvQj/PVf/zX+4z/+Y9EBzggEAvj973+PO+64Y/axcDiMYDA4+//vvfceqqulPfIlBR+t\n0/WIHMn8ZmpfFtoaAZIb+bJe/XSwFxE+nNHzQK1Qo87UiAvhc+AS/oxtVyqifAS9gU6sM9Yseap3\nPlAr1FhvrMP50JmCKh2VCRE+DC45SdOWiaSoFWqUasowLPGEVL3BLiSFhOxKCs3FoDKiyrAOPYEu\nxFMxscPJuMmEDxfD59Bgblp00st8llZH96c//Smef/55VFRU4Gc/+xlefPHFa5JT3cihQ4fwuc99\nDhcvXsT27dvx61//GkeOHMGRI0dmX/Pb3/4WW7duhV7/0a3x8fFx3H///fj0pz+N++67Dzt27MD2\n7dsXeXiFo4wthwJKSa9PTAkpuPxtKGftcLDSHc0k+atEUwoVo5L0evWpkg1tKNGUYbk2s1OMZ5K7\ndXLtGd2uFHQH3EgKSTgLqCxCnakRKaTQF+gSO5S8MjPQJacay0Qe7NoKeGPDSAkpsUO5oZSQgptr\nh4NdhjLWJnY4OeO0tCAhxNEb6BY7lIxz+duggBL1pqUlvcxXaU1d1mg0YNmpupTxeBxVVVW4ePHi\nvO955plnbrrdAwcO4MCBA9c8VllZiZdffjmdsMhVlIwKZWy5pO/o9ofPw5+cxF3Fe2nNFMkKBaNA\nOWuX9B3dy5F+TCTGcWfpJzN+HphU5qmR6WAXNhfdBo1Ck9Hti4UXknBz7ajUrUSppnCm8RZrSlCh\nXY7ugBvNls30vZkmT3QYDJiCulAn+cHOVqCT68B4fAxlbLnY4VynP3wegSSHrcWfEDuUnLKxDtjZ\nCri5djSYm2ST0T/Ch9EX7MZ6Yw0MKoPY4YgirZa02+3gOA533nknDh48iK985SuoqKCRUqmxsQ6M\nxDySHSns8LfCpDLLsvYlkQ4768BYbATJlDRrynb4W2FQGrHWuD4r23eaWxBPxXA6KJ+R6TPBPoT5\nEJrMhbfkod7kBJf0YyBySexQ8oY3NowSTVlBTtMj0jYzy0CqZYZc3CmYVGasLrDMvADQaG4Bl5zE\npfAFsUPJmC7OhaSQLOjlgml1dL///e/DbDbjkUcewde//nXce++9+P73v5/t2MgC2VkHkkIS4/FR\nsUO5jic6hOHYEJzmjbIZKSPSZGMdSCGFsfiI2KFcZzQ2gsHoZTSam6FklFnZh11bgXLWDpe/XRal\naQRBQIe/DSXqUlTqCi/78BrDWugUOnQFOsQOJS+khBS8MQ/stD6XSJBJZYZeaYBHgut0R2NeDEUH\n0WBuLsjrtCpDNYxKE1zcKbFDyYhkKolOrgMrdKtRrCkROxzRLPgv+ZZbbsEdd9wBjUYeU+LkRMqJ\neAqh9iWRhpnzQIrrdDv8rVAzU0mjsslpboE/6cOlyPxLTPLBQOQSJhJjaLJsKsipu0pGhRpTA/rD\nFxBMBsQOR/J8iQkkhDgloiKSxDAM7GyFJO/ourl2qBg1ao2FeZ2mYBRoMDfhSnQAYxK8YbRQZ0I9\niKTCaC7gu7nAIjq6RLpMKjN0Cr3kLvC5hB8XwmdRZ2qUzZpBIl0GlRFGpUlyidmCyQDOhU6j1tQA\nVpmZ8mxzqTKsg0FphNuf/yPTHf5W6JUGVBs3iB2KaGpNDRAgoCfQKXYokjcz0EsdXSJVdm0FuKQf\noWRI7FBmhZIhnAn2ocZUl/XfJymrNTVAxajy/rdzZiZUqaYMy7SVYocjKuroygjDMLBpHZK7o+vi\n2sCAQYO5WexQSIGwax3wRKV1Hri5dggQ0JiDkg1KRol6cxMGopcwHh/L+v6yZSw+ioHopaxO9c4H\nFrUVK3Sr0BPolGwOBqnwRofBKrSwqovEDoWQG3JMr9OV0mBsd8CFFHg0Fvh1mlapw3pjHc6EpkoA\n5qtLkYvwJSbQREkMqaMrN3bWgcmED1E+InYoAIAoH0VPoAvVxg0wqtIv8EzIUtjYCgT5AELJoNih\nAADiqTi6A25UGaphVltyss86UwOUjAruPC411OFvhYpRo87kFDsU0dWZnAjxQfSHz4sdiqR5YsOw\nsfaCv7gj0jVTDnJYIh1dXkiii3NhpW4NrOpiscMRXaO5GbzAo5tzix3KonX4W2FUGrHWsE7sUERH\nHV2Z+WidrjTKDHUHXEgKiYLO+EZyzy6x9eq9gU7EUzE0WTbnbJ86pR7rjTU4HeyRzMDXQgSTAZwN\n9qHWVA9tAU+lm7FKvwZGpRFdAZfYoUhWPBXHRGKMpi0TSVMyKpSz5fBKJCHV2eBpRFJhOC3Zn22U\nD4o1JVihW4XOQAd4gRc7nAUbjXlxJTqABnNLQc+EmkEdXZkpZ+1gwEjiAp8X+Knal9rCqn1JxFeq\nKYcCCkmcBykhBRd3Cg52GWysPaf7bjS3gBeS6A7k38h05/RUb6d5o9ihSIKCUaDW1IiByCX4E5Ni\nhyNJI9MDvDMlXAiRKjtbgZG4F7wgbhk8QRDg4tpQrC7Bcu0KUWORkkZzC8J8COdCp8UOZcHa/a1Q\nMxrUmbOb9DJfUEdXZjQKDYo1pZK4wD87U/uS7uaSHFMpVChlyyWRmO186AwCSU6UzIclmlIs165A\nJ5dfI9MzU73X6HM31Tsf1JjqwYDJy4GLXJg538tzPKBEyELZtcvACzxGY+KWwRuOXsFYfBSN5haa\n7n+VFbpVKFIXw+0/lVdl+gJJ7qOklwpW7HAkgTq6MmRj7fDGhkU9OacyvrWiuEBrXxLx2VgHRmIe\nUZP3zGQ+tKqLsEpfJUoMTstGhPggLoTOirL/xegNdCGWitEg2R8wqkxYra9Cb6BL9DtBUuSNDcGq\nLqKp7kTy7BIpg+fi2qBVaLHeWCNqHFLDMAwazS0YiXslWQpqLjM5OXKR9DJfUEdXhmysA7FUDJOJ\nCdFiGIhcwnhiDE2WjTRKSERhZx1ICklRsw4PR69gJO6B0yzeebBStxoWVRFcXH6US5ia6t0GB1sB\nu5bWWv6herMT0VQE5/No4CIXBEGANzpM05ZJXjCojDCpzPCIuE53qvTjOdSaGqFSqEWLQ6rWG2vB\nKli48qTUUDwVQw/nxlrDOpjVZrHDkQzq6MqQfTZ1vXgJqTq4qdqX6wq49iURl00CCanauVZoFTqs\nN9aKFgPDMGi0NMMbGxb1oipdF8JnEUhydDd3Dsu1K2FWWdHFUVKqq3FJPyKpCCWiInnDzlbAExsS\nbfadm2uHAgo0mJtE2b/UqRVq1JoacSF8FlyCEzucm+oJdCIuxOm38w9QR1eGitTF0DAa0abEjMVH\nMRCZqX2pEiUGQswqC3QKnWgdXV98Av3h86g3O6EWebR8g7EOGgULt8Tv6gqCgHZ/Kywqq2hTvaWO\nYRjUmRoxHLuS1zWSM23mPKeOLskXdm0FQnwQgWQg5/uOp+LoDXSiyrCOSj/OY2YQoCsg7TJ9vMDD\n5T+FCu1yylHwB7LW0X388cexZcsW7N2794bP/+53v8PGjRuxf/9+7N+/H88+++zsc++88w7uuusu\n7Nq1Cz/84Q+zFaJsMQwDG+sQrRi5y98GFaNCnYkyvhHxMAwDm9YhWkfXxbVBySjRYG4WZf9X0yg0\nqDXW41zoDIIiXFSlazh2BSMxD5yWjVAwNA47lxpTHRRQUlKqq3hjw1AxKpRoSsUOhZC0OGZn3+X+\nWq0v0IW4EKe1nDdhUpmxxlA9dbc0FRc7nDmdD51BkA/Q3dwbyNqVxIEDB3D48OF5X7Np0yYcPXoU\nR48exde+9jUAAM/z+Pa3v43Dhw/j2LFjePXVV3Hu3LlshSlbNq0D4/ExJFKJnO43lAziTLAXNaYG\naJW6nO6bkD9kYyvgS0wgykdzut8IH0ZfsAfrjbXQK/U53fdcZjrcnVyHyJHMrcM/lRhlg7FO7FAk\nTafUY61hHU4HunP+HS9Vntgwylk7DZCQvFGiKYOKUWE4xx1dQRDg5tphYx2UByENTnMLYqkYTgd7\nxA7lhmaSv1rVRVilWyN2OJKTtV+EzZs3w2JZeFkIt9uNlStXorKyEhqNBnv27MHx48ezEKG82VgH\nBAizdQVzxT1b+5JGCYn4ZurW5vo8mCrnk0SThGrAmtUWrNavRXfALcnO0WTCh4vhc6g3N4k+1Tsf\n1JkbERfiOBvqEzsU0SVTSYzFRmjaMskrCkYBG+vIee6ES5EL8Ccn6TotTXa2AuUaO9ycNEsNDUUH\nMRofQZN5EyV/vQFRF1B2dHTg05/+NMrLy/E3f/M3qK6uhtfrhd3+0fxym80Gtzu96VlKJQOrVRp3\nT+aiVCpyEuM64xoc8wJ+xRjqrOuzvj8AiPNx9Fx2Y711A1aWFUbmy1y1J1kcnWkN4AEmmVE0WtNL\nCLXUNk2kEugecGGtuRqryysXvZ1s2Kq6DT87+xwGUufRUiyti5wPBv4PSkaJrcu3wKjO3Dkl13PU\nIlTjhK8MfeFO3FZ5q9jhZN187TgYGkQKKawpXiXLtpYjuZ6XC7UyvAIfeN+H3qSCRqnJyT67R10w\nqU1oWeaEklFmZJtyb88twsdw9NJLGFcMY61lrdjhXOP18XboVXrcsnxjRgeJ5dKmonV06+rq8NZb\nb8FgMODtt9/Gww8/jDfeeGNJ2+R5AZOT4QxFmB1Wqz5nMVpUVvRPXkYtm5s1gm7/KUT5KOp0TZJv\nh0zJZXuSxSlWl+KS/zImdem101LbtJtzI5wMo17fLLm/DZNQglJNOT70fIjVyvWSGf2N8GG4xl1Y\nZ6hBMqTAJDL3ucn5HN1gaMC742/hjPeC7BOQzNeO5/wXAQCmZLFs21pu5HxeLkQRyiH7I0sdAAAg\nAElEQVRAwNmRi1imy/7A6Hh8DP3Bi/hY0TYE/LGMbVfu7elgVkGvNOD94fdRKkjnRs5EfBznuLPY\nbN2CEJcAkLnZWlJu07Ky9BOoibaYxWg0wmAwAAB27NiBZDKJiYkJ2Gw2eDwfTTP0er2w2WxihZnX\nphJSDedkqsVU7ctTsLMVsGul8yVAiJ11wBvz5OQ8EAQBHVwryjQ2VGiXZ31/C8UwDJzmFvgS4xiM\nXhI7nFldnGtqqjcl0liQ9cZaqBhVwZca8saGYFSaYFAZxQ6FkAWxT0+39+Rona7bf4qShS7CVGLJ\nJgxELmEiPi52OLOmkl6qqETUPETr6I6Ojs5eeLrdbqRSKRQVFaGhoQH9/f0YGBhAPB7HsWPHsHPn\nTrHCzGt2rQNhPoQgn/0sqxfC58Al/WimC1UiMTatA7FUFP6kL+v7uhS5gMmED02WjZK5W/qHqo3r\noVPq4fJLo9RQMpVEJ9eBlbrVKNaUiB1OXmEVLNYZanA21IdYjhOuSYk35qGkOiQvaZU6WNVFOeno\nRvgwTod6sd5YS8lCF6HO1Aglo5JMmb4wH8bpYA82GGuhk0jSSynK2tTlQ4cO4eTJk/D5fNi+fTse\neeQRJJNJAMDnP/95vP766zhy5AiUSiW0Wi2eeeYZMAwDlUqFv/3bv8VDDz0Enudxzz33oLq6Olth\nypptOnW9JzoMk9Gctf3MZHwzU+1LIkEzCWo80WFY1cVZ3Ve7vxVGpQlVhnVZ3c9SKBkV6k1O/H7y\nA/jiEyjSZPczuZkzoR5EUmG6m7tIdWYneoKdOB3qRaMESlnlWigZRCDJUZkUkrfsbAX6w+chCEJW\nB0i7A53ghSSdK4ukU+qxzrABp4M9+FjRNtEHCzq5dvACD6eEkl5KUdY6us8888y8z3/hC1/AF77w\nhRs+t2PHDuzYsSMbYRWUEk0plIwK3tgwqo3ZS0jliQ3BGxvG9pI7qLQDkZwidTHUjAbe2DA2mLJX\ntmYk5sVQdBBbi3dkLMFHttSbnWibPIlOrh3bS+8QLY6pQbI2lGrKsUwrrcRd+aKctaFcY0M350KD\nqUmyMwmyZaZOtk3ma5SJfDm0FegLdsOf9GVtMJYXeHRxHajUraSZM0vgtLSgN9iFnkAnWqy3iBZH\nIpVAF+fCKn2V6IPVUke9EhlTMkqUa8qzXoy8w98KlmpfEomaKuFgh2f6gjhbOvyt0DAa1Joasrqf\nTNArDVhn3IDeYFfOawxf7VLkInyJCTRZqCzCUtSZnZhIjGM4dkXsUHLOGxuGAgqUacrFDoWQRbGz\nywAAw1ksM3Q+dAYhPkh3/5aoRFOG5doVs3dTxXI62INoKoJmM82Euhnq6MqcjXVgND6StRNyMuHD\nhfA51JucVPuSSJaNdWA8Ppq1+rGBJIdzodOoNTdCo2Czso9MazS3ICkk0RvsFC2GDn8rjEoj1kp4\nqnc+qDZsgEbBFmRSKk9sGKWacqjo94fkqSJ1MVgFm7XBWEEQ4PKfglVdhBW6VVnZRyFptLQgyAdx\nIXRWlP0LggAX14ZyjQ0O7TJRYsgn1NGVOZu2ArzAYyw+mpXtu/xtUECJhgJcG0byh13rgAABo3Fv\nVrbv8p8CAyav1kiWseWo0C5HJ9eBlJDK+f5HY15ciQ6g0dIi+aneUqdWqLHeWIvzobOI8NIsB5EN\nKSGFkZgHNkpERfIYwzCwsQ54snRH1xsbxkjcg0ZzC82cyYBVujUwq6yiJaXqD5+fTnpJM6HSQR1d\nmZtJXe/NwhdolI+gL9iN9cYaGFSGjG+fkEy5OiFVpsVSMfQEOlFlWAeTKntJ37LBaW5BIMnhYvhc\nzvfd7m+FmtGglspcZESdqREp8OgNdIsdSs5MxMeQFJKzv3OE5Cs7W4GJxBhiqczVtp3h4trAKlis\nN9ZmfNuFaKpMXzM8seGsXFPcTLu/FSaVWdJJL6WEOroyZ1SZYFAaszIlpotzISkk4bTQmg8ibTql\nHmaVdTZxTSb1BNxICPG8LK21Sl8Fs8qS81JDs1O9TQ1g82Sqt9SVaErhYJehO+DOSc1oKfDMJqKi\nji7Jb3btVJUMb4Y7ToEkh/Ohs6gxNUCj0GR024Vsg6keGkaT87u63tgwhmNX4DS3UPLXNNGnVABs\nrCPjF/jJVBLuQDtW6FajRFOa0W0Tkg1TCamGMtoJ4AUebv8pLNNWooy1ZWy7uaJgFGgwN2M4dgUj\nsexM674R93TH2mmhMheZVG92gktOYiBySexQcsIbG4ZWoYNZZRE7FEKWxMbawYDJeD3dLq4DANBg\nyp9lNflAo9CgxtSA86EzCCYDOdtvh78VGgWLmjxIeikV1NEtADbWAS7pRziDa7fOhHoR4cNooru5\nJE/YWQfCfAhBPnM/SudCZxDkg3ldA7bGVA81o87ZyHR8eqr32jyc6i11VYZqaBU6dAcKIymVNzYM\nO+ugdWok72kULIo1pRldp5tIJdAd6MQafTXMavquzbRGczMECDlLAsgl/DgfOos6uju/INTRLQD2\n6UQdmbqrO1X7shWl02nWCckHtpmpYRk+D4rUxVipW52RbYqBVbCoMdXjbLAPoWQw6/vrCXQiLsTz\nenBAqpSMCjWmelwMn8/pXQYxRPkofIkJSkRFZMPOVsATG85YcsDTwR7EUlE0WuhubjaY1Ras0leh\nO+DKWkWHq7m5maSXNBNqIaijWwDKNDYwYDK29oNqX5J8VKopg5JRZuw8uBIdwFh8BE2WjXl/HjSY\nm5FCCl1ZvhPICzxc/lOo0C5HOWvP6r4KVZ2pEQIE9ATEKxuVCyMxDwBan0vkw8FWICHE4UuML3lb\ngiDAzZ1CmcYGB0slaLLFaW5BNBXFmWBvVvcT46PTM6HWw6gyZXVfckMd3QKgVqhRqinL2J2sDn8b\nDEoj1hrWZ2R7hOSCklGiTGPL4HnQCp1Cj3WG/M9kaVUXYZV+Dbo5F5KpZNb2cz50BkE+kJeJu/KF\nRW3FCt0q9AQ6RSkblSszaxltNGBCZGImIdVwBqYvD0QuwZeYgNNCJYWyqUK7HKWaMri5U1lNAtgd\ncCMhJGgm1CJQR7dATCWk8iz5wmeq9uVlNJqp9iXJPzbWgZH4CHiBX9J2JuLjuBS5iAZzE1QKVYai\nE5fTvBGRVARnQ31Z2f7MVG+ruggrdWuysg8ypc7UiBAfRH/4gtihZI035kGxuhQaytpNZMKsskCn\n0GckIZWLa4NeaaAbElk2VWpoIyYS4xiMXs7KPniBh5trx3LtCpSx5VnZh5xRR7dA2FjH9JSYiSVt\np8PfBjWjRh1lfCN5yMY6wAtJjMdHl7SdDn8rVIwK9WZnhiIT3zJtJYrVpXBlaWR6KDqI0fgImsy0\n5CHbVumrYFAaZZuUShAEeGPDdDeXyArDMLBrHUuuzeqLj+NypB/1JifdkMiBauN66BT6rJXpOxc8\njVCeJ70UE3V0C8RHCakWP1L4Ue3LRrBKbaZCIyRnZs6DpdSVDiVDOB3sxQZjHXRKfaZCEx3DMHBa\nWjAeH8VQdDDj25+a6q3DemNNxrdNrqVgFKg1NeBypB/+xKTY4WScP+lDLBWdPZ8JkQs7WwF/0ofI\nEqpkuLl2KBkl6mQ0ECtlyulB70uRC5hM+DK6bUEQ0M61okhdghW6VRnddqHIWkf38ccfx5YtW7B3\n794bPv/yyy9j37592LdvHz73uc+hr++j6XI7d+7Evn37sH//fhw4cCBbIRYUi6oIrEK7pJFCN9cO\nAQJlfCN5y6g0Qa80LCkhVVegAynwcMqwtNY6wwZoFTq4uLaMbnciPo7+yAXUm5ugUqgzum1yY7Wm\nBjBg0BNwix1Kxs38jtnYCpEjISSzZtbpLrbMUJSPoi/YjXWGGuhlNBArdXUmJxRQZrxM32D0Msbj\no7JIeimWrHV0Dxw4gMOHD8/5/PLly/Hzn/8cr7zyCr7yla/gySefvOb55557DkePHsULL7yQrRAL\nCsMw0+t0F3eBH0/F0MO5sdawjuqxkbzFMAzsrGPRd3QTqQS6uA6s1q+FVV2U4ejEp1KoUWdqxMXw\n+YzeCXRxbVAyKjSYmzK2TTI/o8qEVfoq9Aa6wAvZSzAmBm9sGGpGgyJ1sdihEJJR5RobFFAs+jeq\nJ9CJpJBEo4VuSOSSQWVAtXE9egPdiPHRjG23w98KnVJPM6GWIGsd3c2bN8Niscz5fEtLy+zzTU1N\n8Hg82QqFTLOzDkwkxhFPxRb83p5AF9W+JLJgYx3gkpOLmhp2OtiNaCqKJhnezZ3RYG6CAgp0cu0Z\n2V6YD+F0sAcbjLWymuqdD+pNTkRSEVwInRM7lIzyTK/PVTC0+orIi0qhRilbvqiEVCkhhU6uHcu0\nlSjVlGUhOjIfp7kFSSGB3mBXRrY3Hh/D5Ug/Gs3NUDLySHopBkl8cs8//zy2b99+zWMPPvggGIbB\nZz/7WXz2s59NaztKJQOrVdoXUkqlQrQYqxSrcHLyfYTUkyg3rU77fSkhhc7BdqwwrsA6G2VLvZqY\n7UkWZ61qNT7wvYugygeHpfS65+dq05SQgnuoHRX6CtTYqmU7jcgKPWqDtej1d2HXqjvBKpeW1dY1\nfBK8wOPjy7fCqs39uVLI56jFUoN3fUXoi3Rh8/L8vsMz046JVALjF0dxm21rwbarHBTyeXkzq4Ir\ncWqsDSYLu6BkUr2+HgT5AD658pOwWnL72VJ7AlasxgpuBbqCHdi+YtuSB+LevdQBFaPCbcs/Br2K\nfjsXS/SO7ocffojnn38e//3f/z372JEjR2Cz2TA+Po6DBw9izZo12Lx58023xfMCJicXv4A/F6xW\nvWgxGvipqZbnxy+iiLel/b6zwT5wCT+2Fd8u+c8318RsT7I4upQVDBhcmOhHmbDsuufnatMLobPw\nxSZwS/le+P2RXIQqmg06J7p8Xfhw8PdwLmEKXCKVQOtIK1bpq6CM6jEZzf25UujnaI2hHh/43sWF\nkQEUa0rEDmfRZtpxKDoIAQIsKC3ods13hX5ezseKMiSFJM6NXFpQZvEPhj+AWWVBaWpZzj9bas8p\ntfom/E/wZbQPdaLKUL3o7YSSQXRNdKHO1IB4EIiDfjuvVlZmSvu1os776evrw7e+9S3853/+J4qK\nPlrvZrNNdcJKSkqwa9cuuN3yS6YhBlapRZG6eEGJeARBQPt07ctVVPuSyIBaoUaJpnTByT46/K0w\nqcxYo1/8j1e+sLF22NkKuLn2JdXePh3sQTQVQbOZljyIpcZUDwUUsik19FEiKsq4TOTJsYiEVN6Y\nB8OxITSaW2hKv4hW66tgUpmXnJSqk5tKeklrrZdOtLNhaGgIjzzyCJ5++mmsXv3RNNpwOIxgMDj7\n/++99x6qq+V/YZkrtulEPOnWyZyqfeml2pdEVmxsBbwxT9qdOE90GMOxITjNGwvmIsJpaQGXnMSl\n8IVFvV8QBHT421CuscOhvf7OOckNnVKPKsM69AV7kEglxA5nybyxYZhVFsooS2TLqDLBqDQtaJ2u\n238KakaDGlNdFiMjN6NgFGg0N09dO8e8i9pGIpVAV8CFNfpqWSa9zLWsTV0+dOgQTp48CZ/Ph+3b\nt+ORRx5BMjmV+fHzn/88vv/972NychL/8A//AABQKpV44YUXMD4+jocffhgAwPM89u7de936XbJ4\nNtaBvmA3uKQfFrX1pq/v4Kj2JZEfO+tAd8AFX2ICJZrr1+n+oQ6uFayCRY2pPgfRScMafTWMShNc\n3CmsNqxd8Psvhs/Dn/Rhd9keGiQTWb3JibOhPpwLnc7rv2FBEOCJDWGZtlLsUAjJKru2Iu07uqFk\nEOdCp1FvboJGsbScCmTpaoz1+J3vfbi4U7iz7JMLfn9vsAsxmSe9zKWsdXSfeeaZeZ9/6qmn8NRT\nT133eGVlJV5++eVshVXw7NPTvbyx4Zt2dH3xcfSHL2CzdQvVviSyYrvqPLhZR5dL+HEhdBbNlk3Q\nKDS5CE8SFIwCDeYmfOB7F2Px0QVn8ZyZ6l1lWJelCEm6HNplKFKXoItz5XVHN8gHEOZDs79jhMiV\nna3AudBpBJMBGFXzr0fsCriQQgqN5uYcRUfmwyq1qDHVoZvrxJai7TCoDGm/NyWk4PK3wcY6aCZU\nhhTGHDwyq1hTChWjTqtGWwd3CkpGhXqqfUlkxqouAqvQplVX2sW1gQGDhgK8iKg1NUDFqOD2L2y9\nkTc2jOHYFThpvZgkMAyDelMjRuIejCxyOp0UzJyvtuk1jITIlX1mne5Npi8nU0l0cS6s1lelNUuP\n5EajuQUp8AvOjXAxfB5c0o9mKuWZMXQFUmAUjALlrO2mCanCfBing91Yb6yltVBEdhiGgY213/Q8\niPJR9AS6UG3ccNNRdTnSKnXYYKzDmVAvwguoO9zhb4VGwaLG1JDF6MhCrDfWQsWo8joplTc6DCWj\npBqhRPZKNWVQMaqbTl8+E+pFNBWB00zTXKVkJoFrF+dCMpVM+30d/t/DrLJgtX7hy4XIjVFHtwDZ\nWQfG4iNIzpOYpIvrAC/waKIvTyJTNtaB8cQY4qn4nK/pDriQFBJoKuDR1UZzM3iBRzeXXgeJS/hx\nPnQWdabGgprqLXWsUotqwwacCfYhloqJHc6ieGPDKNOUL6i2KCH5SMkoUaaxYXieO7qCIMDtP4US\nTRkqtMtzGB1JR6OlBZFUGGdDfWm9fjh6BZ7YMJyWwkl6mQv0SRYgG+tACimMxkdu+HwylUAn14FV\n+jUo0hTnODpCcmNmne5IzHPD53mBh5trR6V2ZUHfQSrSlGCFbhW6Ai7wAn/T17u4U2DA0HoxCao3\nO5EUEjgT7BE7lAXjUzxG4iOwsTRtmRQGh7YCY7G5b0pciQ5gPDEGp7mFEv5J0HLtChSrS+DmTqVV\n6aTD3wZWoUWNMX/zKEgRdXQL0NWJeG6kb7r2ZRPVviQyZmPtADDnevWzwT6E+VBB382d4TRvRJgP\n4Vzo9Lyvi/FR9AY6sdawviCnektdOWtHmcaGLs6ddok5qfBGveCFJNXPJQXDzlYghRRG4jdeV+/i\nTkGn0KHasCHHkZF0MAwDp6UFY/FRDEUH532tPzGJC+GpmVBqSv6aUdTRLUAGlREmlfmGHV1BEODi\n2lCusdFUGCJrWqUOVnXRnOdBh78VxepSVOpWihCdtFTqVqJIXQyXf/6R6e6AG4kCn+otdfXmRkwk\nxhZUo1MKroSuAADsWuroksIwk3TtRut0JxM+9IfPo87shEqRtQIqZInWGWqgVWjh4uZP6Oji2qCA\ngmZCZQF1dAuUjXXAc4NEPP3h85hM+NBk2URTYYjs2dkKeKPD13XeBiKXMJ4YQ5NlI50HmBqZbjS3\nYDTunbODNDPVe7l2BcrY8hxHSNK11rABGkaDrjTXXEvFUGgQeqUBRiXNFCCFQa/Uw6Ky3nDWUSfX\nDgUUqDc5RYiMpEulUKPO5MTF8Dn4E5M3fE2Uj6A30IV1xhoYVMYcRyh/1NEtUDbWgSAfQCgZvObx\nDq4NRqWJal+SgmBjHYikwggkuWse7+BaoVcasM5IU8JmrDfWglVo4Zqj1NC54GmE+CDdzZU4jUKD\n9cZanAudQWQBmbTFdiU8BDvroIEnUlDs2gp4okPXDMbGUjH0TlcDoI6R9NWbnVBAgU6u44bPdwXc\nSApJ+u3MEuroFij7DdbpemMeDEUHKeMbKRgfrdP96C6lN+LFQOQSGs3NUDI0JWyGWqFGrakBF8Jn\nwSWuHRgQBAHtXCuK1VOJq4i01ZmdSIFHX7Bb7FDSEuHD8MUmaH0uKTh2tgKRVBhc0j/7WF+gCwkh\ngUZzi4iRkXQZVVM3j3oDnddVeeCFJDq5dqzQrUKJplSkCOWNejMFqlRTDgUU10yJ6fC3QsNoUGui\njG+kMJRM1yq8esDn5MiHUDEq1JkaRYxMmhrMTQCArkD7NY8PRi9jPD4KJ031zgslmlI42GXozpOk\nVN7pzOjU0SWFxj6zTnd6MDYlpODm2uFgl6GctYkZGlkAp6UFcSGOvkDXNY+fmU16SaU8s4U6ugVK\npVChlC2fvcCfqn15BnXmRmgUrMjREZIbCkaBctY+O+ATSgbR5etCjakBWqVO5Oikx6Qyo8pQjZ4/\nGJnu8LdCp9RjvbFGxOjIQtSZnfAnJzEYvSx2KDfljQ2DAYPy6RkYhBSKYnUJ1IxmNiFVf/g8uKQf\nTgvdzc0nNtYBO+uAi2ufHVycSXpZoinDci0lvcwW6ugWMDvrwEjMMz1COFP7kr48SWGxsY7pWoVJ\nuKd/hJx0Hsyp0dyCWCqG09O1WMfjY7gc6aep3nmmSl8NrUKbF0mpPNEhlOvKqewGKTgKRgE768Dw\n9B1dN9cOo9KE1fq1IkdGFqrR3AIuOYn+yAUAwOVIPyYS42gy00yobKKObgGzsQ4khSSGo1fQQ7Uv\nSYGysw6kkMJw7Aq6Ay6st26ARW0VOyzJsrMVKNfY4eZOzY5IqxgVZf/MMyqFCjWmelwMn7suKaGU\nCIKAkZgHywxU7o4UJpvWgYn4GIaig7gSHUCjpZnyqOShNYZqGJVGuKcTOnb4W2FQGlFNSS+zKqtn\nyuOPP44tW7Zg7969N3xeEAR897vfxa5du7Bv3z50d3+UGOPFF1/E7t27sXv3brz44ovZDLNg2dmp\ntR9vj79JtS9JwZpZ9/fu+FuIpWL4WPnHRI5I2hiGgdPSgsmED73BLpwJ9qLGWE9TvfNQrakRAgT0\nBDrFDmVOvsQE4kIcy/TLxA6FEFE42GUQIOB/x96AilGjxtggdkhkEZSMEg3mZgxGL+N0sAeD0cvT\nM6GUYocma1nt6B44cACHDx+e8/l33nkH/f39eOONN/Cd73wHf//3fw8AmJycxLPPPotf/epX+PWv\nf41nn30Wfr9/zu2QxTGpzNApdPAlJrCMal+SAmVQGWFUmuBLTMDOVtCdozRUGdZBrzTg7bE3kUIK\njbReLC9Z1UWo1K5ET8CNlJASO5wbmknCU2Ggji4pTDPVASYTPmww1kKr1IocEVmsWlMDVIwKb42+\nDhWjRi0lvcy6rC6o2rx5MwYHB+d8/vjx4/jMZz4DhmHQ1NQEjuMwMjKCkydPYuvWrbBap6YPbt26\nFe++++6cd4bJ4jAMA5vWgf7wBTTT3VxSwGxaB4KhAJ0HaZoamW7C73zvYY2+GlZ1kdghkUWqMzvx\nPyMv41XPC9AoNGKHc53xxBhYBYsStgT+aETscAjJOVapRbG6FBOJMcqjkue0Sh3WG2vRHXCj3tRE\ngxY5IGrmEK/XC7v9oyyKdrsdXq/3usdtNhu8Xu9Nt6dUMrBa9VmJNVOUSoWkYtyETTBNGtDoqKXF\n8IsgtfYki7OJ2QitT42migZq0zTdZvwYRpPD2Lnsdlh10v28qD3n12xpwLloL/zxSURTYbHDuY5a\nqUJd8WaoVEpqRxmh83JhbkneAn/Mh9Xl0pxxRO2Zvh267QgPBLCjchvMGul+ZnJpU1mlyOR5AZOT\n0vuhvprVqpdUjDZUwmathN9PI+WLIbX2JItTigp8wloBzh+lNl2AT5beDcSAyZh0Py9qz5u7q+TT\nYodwUzyfonaUETovF6ZKVQOoINnPjNozfQxYfKr0AFJhYDIs3c9Mym1aVpZ+4lxR07bZbDZ4PJ7Z\nf3s8Hthstuse93q9sNmoMDYhhBBCCCGEkJsTtaO7c+dOvPTSS1MlKjo6YDKZUF5ejm3btuHEiRPw\n+/3w+/04ceIEtm3bJmaohBBCCCGEEELyRFanLh86dAgnT56Ez+fD9u3b8cgjjyCZTAIAPv/5z2PH\njh14++23sWvXLuh0Onzve98DAFitVnz1q1/FvffeCwB4+OGHZxNTEUIIIYQQQggh82EEQRDEDiJT\nEglesvPJZ0h5zjtZOGpP+aE2lRdqT3mgdpQXak95ofaUHym3ad6s0SWEEEIIIYQQQjKNOrqEEEII\nIYQQQmSFOrqEEEIIIYQQQmRFVmt0CSGEEEIIIYQQuqNLCCGEEEIIIURWqKNLCCGEEEIIIURWqKNL\nCCGEEEIIIURWqKNLCCGEEEIIIURWqKNLCCGEEEIIIURWqKNLCCGEEEIIIURWqKNLCCGEEEIIIURW\nqKN7E8PDw3jggQfwqU99Cnv27MFzzz0HAJicnMTBgwexe/duHDx4EH6/HwBw/vx5fPazn0V9fT1+\n9KMfzW7nwoUL2L9//+x/LS0t+MlPfnLDfb7zzju46667sGvXLvzwhz+87vnvfve7aG5uzvzBFgAp\ntef9998/+/5t27bhq1/9avYOXKbEaM/HH38cW7Zswd69e695fK59koXJVJsCwE9+8hPs2bMHe/fu\nxaFDhxCLxW64zxdffBG7d+/G7t278eKLL84+/i//8i/YsWMHfd8ugpTaccaXv/zl685bkh6ptGcw\nGLzmu/rWW2/FU089lcUjlycx2vPBBx/Epk2b8Od//ufXPD4wMID77rsPu3btwje+8Q3E4/EsHLH8\nZbJNn3vuOezduxd79uyZ81oImPv69uc//zl27dqF9evXY2JiIvMHuxACmZfX6xW6uroEQRCEQCAg\n7N69Wzh79qzwj//4j8IPfvADQRAE4Qc/+IHw9NNPC4IgCGNjY4LL5RKeeeYZ4fDhwzfcZjKZFG67\n7TZhcHDwhs/dcccdwuXLl4VYLCbs27dPOHv27Ozzbrdb+Mu//Euhqakp04daEKTWnjO+9rWvCS++\n+GKmDrNg5Lo9BUEQTp48KXR1dQl79uy55vG59kkWJlNt6vF4hNtvv12IRCKCIAjCo48+KvzmN7+5\nbn8+n0/YuXOn4PP5hMnJSWHnzp3C5OSkIAiC0N7eLni9Xvq+XQQptaMgCMLrr78uHDp06LrzlqRH\nau054+677xZOnjyZ8eOVu1y3pyAIwvvvvy8cP35c+NKXvnTN448++qjw6quvCoIgCE8++aTwi1/8\nIrMHWyAy1aanT58W9uzZI4TDYSGRSAh/8id/IvT391+3v/mub7u7u4WBgQHh9mfnkRsAAAhkSURB\nVNtvF8bHx7N96POiO7o3UV5ejrq6OgCA0WjEmjVr4PV6cfz4cXzmM58BAHzmM5/Bm2++CQAoKSlB\nY2MjVCrVnNv84IMPUFlZiWXLll33nNvtxsqVK1FZWQmNRoM9e/bg+PHjAACe5/H000/jr/7qrzJ9\nmAVDSu05IxgM4sMPP8Sdd96ZqcMsGLluTwDYvHkzLBbLdY/PtU+yMJlsU57nEY1GkUwmEY1GUV5e\nft1rTpw4ga1bt8JqtcJisWDr1q149913AQBNTU03fA+5OSm1YygUwo9//GN85Stfydbhyp6U2nPG\nxYsXMT4+jk2bNmX6cGUv1+0JAFu2bIHBYLjmMUEQ8OGHH+Kuu+4CANx9993XXSOR9GSqTc+fP4/G\nxkbodDqoVCps3rwZb7zxxnX7m+/6tra2FsuXL8/m4aaNOroLMDg4iN7eXjidToyPj8+ezGVlZRgf\nH097O8eOHZtz+pTX64Xdbp/9t81mg9frBTA1FeCOO+6gC68MEbs9Z7z55pvYsmULjEbjIo6CzMhF\ne85nKfskN7aUNrXZbPjiF7+I22+/Hdu2bYPRaMS2bduue1065yhZGrHb8d/+7d/wxS9+EVqtNoNH\nVbjEbs8Zx44dw6c+9SkwDJOBoypcuWjPufh8PpjN5tnOlt1up+/fDFhKm65btw5tbW3w+XyIRCJ4\n55134PF4rntdvvx2Ukc3TaFQCI8++ii++c1vXtchYRgm7S/aeDyOt956C3/0R3+0oP17vV78z//8\nD77whS8s6H3kxsRuz6u9+uqr2LNnz6LfT6TVngvdJ7mxpbap3+/H8ePHcfz4cbz77ruIRCI4evRo\nNkMmNyB2O/b29uLy5cvYtWvXouIn1xK7Pa/22muv0W/nEkmpPUlmLLVNq6qq8NBDD+HBBx/EQw89\nhA0bNkChyN/uYv5GnkOJRAKPPvoo9u3bh927dwOYuuU/MjICABgZGUFxcXFa23rnnXdQV1eH0tJS\nAFOLx2eSKhw5cgQ2m+2akROv1wubzTb7Y717927s3LkTkUiEfrgXSQrtOWNiYgKdnZ34xCc+kaGj\nKzy5bM/5LHaf5HqZaNP3338fy5cvR3FxMdRqNXbv3o329na4XK7ZNj1+/PhNz1GyeFJox/b2dnR1\ndWHnzp24//770d/fjwceeCB7By1jUmjPGX19feB5HvX19Vk40sKQy/acS1FRETiOQzKZBAB4PB76\n/l2CTF0P3XfffXjhhRfwi1/8AhaLBatWrVrw9a1UzL1QjQCYWj/wxBNPYM2aNTh48ODs4zt37sRL\nL72EL33pS3jppZdwxx13pLW9Y8eOXTMC6XA4rhn9SiaT6O/vx8DAAGw2G44dO4Z//ud/RnV1Nd57\n773Z1zU3N+O3v/1tBo6wsEilPWe8/vrr+MQnPgGWZTNwdIUn1+05n8Xuk1wrU21aUVEBl8uFSCQC\nrVaLDz74APX19XA6nde06eTkJJ555pnZTJQnTpzAoUOHsnNwBUQq7Wi1WnH//fcDmJrO9+Uvfxk/\n+9nPsnDE8iaV9pxBM6GWJtftOReGYXDrrbfi9ddfx549e/Diiy9i586dSz6+QpTJ66Hx8XGUlJRg\naGgIb7zxBn71q1/BbDYv6PpWKhhBEASxg5Cy1tZW/PEf/zHWrVs3e+v+0KFDaGxsxDe+8Q0MDw+j\noqIC//qv/wqr1YrR0VHcc889CAaDUCgU0Ov1eO2112A0GhEOh3H77bfjzTffhMlkmnOfb7/9Nr73\nve+B53ncc889N0yg0dzcjPb29qwdt1xJrT0feOAB/Nmf/Rm2b9+e9WOXIzHa89ChQzh58iR8Ph9K\nSkrwyCOP4L777oPP57vhPsnCZLJN//3f/x2vvfYaVCoVampq8NRTT0Gj0Vy3z+effx4/+MEPAEyV\noLnnnnsAAE8//TReffVVjIyMoLy8HPfddx8eeeSR3H0YeUxK7ThjpqP76quvZv8DkBmptecdd9yB\nH/7wh6iqqsrNByAzYrTn/fffjwsXLiAcDsNqteKpp57Cxz/+cQwMDOCxxx6D3+9HTU0N/umf/umG\n7yfzy2Sb3n///ZicnIRKpZotqXgjc13f/vSnP8Xhw4cxNjaG4uJi7NixQ7QyYNTRJf+/nbtXaWWL\n4zD8i4p4AZYRxETSCEkbsFNSxkJtrURBvAFLEay0iY02VtYGKyvFO7ATJKURrSzs/IqnOvuwb8Ds\nPed5qpli4L/KlzVrAQAAFIozugAAABSK0AUAAKBQhC4AAACFInQBAAAoFKELAABAoQhdAAAACkXo\nAgAAUChjwx4AAPhdv9/P+vp6Go1Gbm9vMzc3l+Xl5XQ6nby8vOTg4CDVajV7e3vp9Xr5/PzM9vZ2\nFhcX0+v1srOzk4+PjwwGgxwdHWV6enrYSwKAH1X6/v7+HvYQAMB/+v1+Wq1Wut1uZmdns7Kyklqt\nlv39/VxdXeX8/DzVajWVSiVLS0t5fX3N6upqut1uDg8PU6/X02638/7+nsFgkImJiWEvCQB+lB1d\nAPgDlcvl1Gq1JEm1Wk2z2UypVEqtVsvj42Oen59zfX2d09PTJMnb21uenp7SaDRyfHyc5+fntFot\nu7kA/C8JXQD4A42Pj/96HhkZ+fVeKpXy9fWV0dHRdDqdzMzM/PZdpVJJvV7Pzc1NNjY2sru7m2az\n+aOzA8CwuYwKAP5C8/PzOTs7y78nkO7u7pIkDw8PmZqaytraWhYWFnJ/fz/MMQFgKOzoAsBfaGtr\nK/v7+2m32xkMBimXyzk5Ocnl5WUuLi4yNjaWycnJbG5uDntUAPhxLqMCAACgUPy6DAAAQKEIXQAA\nAApF6AIAAFAoQhcAAIBCEboAAAAUitAFAACgUIQuAAAAhfIPD4OtD1WYMqsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "WyvwrCKQ3LED",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from pandas.plotting import autocorrelation_plot"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "4OsUJsO434Qk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "16a8e727-694f-46cc-d996-cbc33692bd26"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação das vendas', fontsize=18, x=0.26, y=0.95)\n",
        "autocorrelation_plot(alucar['vendas'])\n",
        "ax = ax"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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v34H06NGTwsJCkpK+qrN/0KChdO7cjby8XDZuXFdn/9ChI4mOjiE7+xIpKRvq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\ngg==\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "_6O0QLg73-j0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "43f8f8c2-9e98-4259-bce9-d087681ffa3d"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação do aumento', fontsize=18, x=0.26, y=0.95)\n",
        "autocorrelation_plot(alucar['aumento'][1:])\n",
        "ax = ax"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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dunHffffh7e3NI488UuvYsLAwPvnkE15//XVWrlxZ88VDw4YN47bbbmvSc3bu3JlPP/2U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\nAAAAYAhhHAAAADDk/wNgJZrzlReRowAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "cPTnnIt65NIy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "0f74ce1a-ffc0-4923-f961-d66f7ecf20ff"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação da aceleração', fontsize=18, x=0.26, y=0.95)\n",
        "autocorrelation_plot(alucar['aceleracao'][2:])\n",
        "ax = ax"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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dO3cCAIYNG1Zv8ZqWnDMsLAzr1q3DRx99hK1bt8JoNEKlUuHFF1/Ez3/+82YlyVOnTsVH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\nIiIikgjDOBERERGRRP4fzZTaIdU7DQMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "Tk5pRWhA7sAa",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Alucar - Analisando assinantes da newsletter"
      ]
    },
    {
      "metadata": {
        "id": "BHfNbUWP5c2z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "ffd0f5c9-69b7-4b21-db62-5f32ea770633"
      },
      "cell_type": "code",
      "source": [
        "assinantes = pd.read_csv('newsletter_alucar.csv')\n",
        "assinantes.head()"
      ],
      "execution_count": 35,
      "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>mes</th>\n",
              "      <th>assinantes</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>49</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          mes  assinantes\n",
              "0  2017-01-31           0\n",
              "1  2017-02-28          10\n",
              "2  2017-03-31          21\n",
              "3  2017-04-30          34\n",
              "4  2017-05-31          49"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "metadata": {
        "id": "UlgzPuQ97-TJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "58994b57-2021-4e0d-f0ef-f8afe12a416b"
      },
      "cell_type": "code",
      "source": [
        "assinantes.dtypes"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes           object\n",
              "assinantes     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "metadata": {
        "id": "0_zLTst-8KSQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "a028977c-1b5c-497a-c0c6-bf6a0c7cb4e1"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de linhas e colunas:', assinantes.shape)\n",
        "print('Quantidade de dados nulos:', assinantes.isna().sum().sum())"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de linhas e colunas: (24, 2)\n",
            "Quantidade de dados nulos: 0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "m1lkjZ6B8Z3q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "a37a65db-7890-4fe7-c214-e49562056a14"
      },
      "cell_type": "code",
      "source": [
        "assinantes['mes'] = pd.to_datetime(assinantes['mes'])\n",
        "assinantes.dtypes"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes           datetime64[ns]\n",
              "assinantes             int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "metadata": {
        "id": "LpBDVB-68kVN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "2fc63f97-7d85-4615-f029-0a93ca237efb"
      },
      "cell_type": "code",
      "source": [
        "assinantes['aumento'] = assinantes['assinantes'].diff()\n",
        "assinantes['aceleracao'] = assinantes['aumento'].diff()\n",
        "assinantes.head()"
      ],
      "execution_count": 39,
      "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>mes</th>\n",
              "      <th>assinantes</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>10</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>21</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>34</td>\n",
              "      <td>13.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>49</td>\n",
              "      <td>15.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         mes  assinantes  aumento  aceleracao\n",
              "0 2017-01-31           0      NaN         NaN\n",
              "1 2017-02-28          10     10.0         NaN\n",
              "2 2017-03-31          21     11.0         1.0\n",
              "3 2017-04-30          34     13.0         2.0\n",
              "4 2017-05-31          49     15.0         2.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "metadata": {
        "id": "6vEwgd3P84l-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "outputId": "055bc2ea-d27f-4841-8fa6-e250e457136d"
      },
      "cell_type": "code",
      "source": [
        "plot_comparacao('mes', 'assinantes', 'aumento', 'aceleracao', \n",
        "                assinantes, 'Análise de assinantes da newsletter')"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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KSkpITEzEYrGwYsUKXnvttXbna8GCBcyZM4e1a9fyySefUFpaytNPP83111/P4sWLgejO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\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "YCcH31Ke-ihO",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Chocolura - Analisando as vendas"
      ]
    },
    {
      "metadata": {
        "id": "Ny7VA00L9Ngk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "149e829b-2e35-468e-be23-6251c65fa22d"
      },
      "cell_type": "code",
      "source": [
        "chocolura = pd.read_csv('chocolura.csv')\n",
        "chocolura.head()"
      ],
      "execution_count": 42,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01</td>\n",
              "      <td>210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02</td>\n",
              "      <td>185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03</td>\n",
              "      <td>209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04</td>\n",
              "      <td>280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05</td>\n",
              "      <td>211</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       mes  vendas\n",
              "0  2017-01     210\n",
              "1  2017-02     185\n",
              "2  2017-03     209\n",
              "3  2017-04     280\n",
              "4  2017-05     211"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "metadata": {
        "id": "03UXNe8L-vuZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "bd550a4c-334d-4300-8f03-a0013dcda857"
      },
      "cell_type": "code",
      "source": [
        "chocolura.dtypes"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       object\n",
              "vendas     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "metadata": {
        "id": "bVw9spvo-0Zk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "14bfadaa-2587-4393-928c-5adb2f57c386"
      },
      "cell_type": "code",
      "source": [
        "chocolura['mes'] = pd.to_datetime(chocolura['mes'])\n",
        "chocolura.dtypes"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       datetime64[ns]\n",
              "vendas             int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "metadata": {
        "id": "GMuPFhgC-9b5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "d1401ee1-d790-4e63-f99c-23f3d3df5c28"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de linhas:', chocolura.shape)\n",
        "print('Quantidade de dados nulos:', chocolura.isna().sum().sum())"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de linhas: (24, 2)\n",
            "Quantidade de dados nulos: 0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "uVfkvLW-_IUL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "1b7db464-9cb7-4ee8-a272-1c06381f5a05"
      },
      "cell_type": "code",
      "source": [
        "chocolura['aumento'] = chocolura['vendas'].diff()\n",
        "chocolura['aceleracao'] = chocolura['aumento'].diff()\n",
        "chocolura.head()"
      ],
      "execution_count": 46,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>210</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-01</td>\n",
              "      <td>185</td>\n",
              "      <td>-25.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-01</td>\n",
              "      <td>209</td>\n",
              "      <td>24.0</td>\n",
              "      <td>49.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-01</td>\n",
              "      <td>280</td>\n",
              "      <td>71.0</td>\n",
              "      <td>47.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-01</td>\n",
              "      <td>211</td>\n",
              "      <td>-69.0</td>\n",
              "      <td>-140.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         mes  vendas  aumento  aceleracao\n",
              "0 2017-01-01     210      NaN         NaN\n",
              "1 2017-02-01     185    -25.0         NaN\n",
              "2 2017-03-01     209     24.0        49.0\n",
              "3 2017-04-01     280     71.0        47.0\n",
              "4 2017-05-01     211    -69.0      -140.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "metadata": {
        "id": "C6djXlIO_Xsk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "outputId": "55eca092-67bc-456a-d349-2166c5878f22"
      },
      "cell_type": "code",
      "source": [
        "plot_comparacao('mes', 'vendas', 'aumento', 'aceleracao', \n",
        "                chocolura, 'Análise de vendas da Chocolura de 2017 a 2018')"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Hjx7069ePe+65p8l91TZ06FBWrlzJU089xUsvvURERASTJk1i3rx5dRKCKVOm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nROnuHM5El6k1PTATymarZ47mCpYwW15rqix6AoCq32AK32ANHMOEcnDnFs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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "8lcOdGVVBmlm",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Chocolura - Vendas diárias (Outubro e Novembro)"
      ]
    },
    {
      "metadata": {
        "id": "_q6ezMzA_oWs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "a42a56c2-e287-42a0-8844-c6dbde0dbf19"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia = pd.read_csv('vendas_por_dia.csv')\n",
        "vendas_por_dia.head()"
      ],
      "execution_count": 49,
      "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>dia</th>\n",
              "      <th>vendas</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-01</td>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-02</td>\n",
              "      <td>48</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-03</td>\n",
              "      <td>56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-04</td>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-05</td>\n",
              "      <td>51</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          dia  vendas\n",
              "0  2018-10-01      50\n",
              "1  2018-10-02      48\n",
              "2  2018-10-03      56\n",
              "3  2018-10-04      50\n",
              "4  2018-10-05      51"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "metadata": {
        "id": "PY-IDJO9B4D2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "23ffcd74-7444-418c-bb44-71893d37fab5"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de linhas e colunas:', vendas_por_dia.shape)\n",
        "print('Quantidade de dados nulos:', vendas_por_dia.isna().sum().sum())"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de linhas e colunas: (61, 2)\n",
            "Quantidade de dados nulos: 0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "iB37cX86CLdw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "27577d69-4c73-4632-ca90-18fb1dfd44c6"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia.dtypes"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dia       object\n",
              "vendas     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "metadata": {
        "id": "cArCVibECRNr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "d49dccc2-a615-4a66-cbe1-5e8eff95443a"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia['dia'] = pd.to_datetime(vendas_por_dia['dia'])\n",
        "vendas_por_dia.dtypes"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dia       datetime64[ns]\n",
              "vendas             int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "metadata": {
        "id": "783AYnXhCceM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "5ba291f9-8299-4f17-f3ba-4076cc2980f5"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia['aumento'] = vendas_por_dia['vendas'].diff()\n",
        "vendas_por_dia['aceleracao'] = vendas_por_dia['aumento'].diff()\n",
        "vendas_por_dia.head()"
      ],
      "execution_count": 53,
      "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>dia</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-01</td>\n",
              "      <td>50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-02</td>\n",
              "      <td>48</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-03</td>\n",
              "      <td>56</td>\n",
              "      <td>8.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-04</td>\n",
              "      <td>50</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>-14.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-05</td>\n",
              "      <td>51</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         dia  vendas  aumento  aceleracao\n",
              "0 2018-10-01      50      NaN         NaN\n",
              "1 2018-10-02      48     -2.0         NaN\n",
              "2 2018-10-03      56      8.0        10.0\n",
              "3 2018-10-04      50     -6.0       -14.0\n",
              "4 2018-10-05      51      1.0         7.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "metadata": {
        "id": "GgT2Cz5FCqlv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "outputId": "cf08fa83-b043-4a23-ed24-0a09038f5a7a"
      },
      "cell_type": "code",
      "source": [
        "plot_comparacao('dia', 'vendas', 'aumento', 'aceleracao',\n",
        "               vendas_por_dia, 'Análise de vendas de Outubro e Novembro - Chocolura')"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fb35+fvTp0wdJkmpM5+Rswnvt2rUav+nhhx92tYIAiI6OZvr06WRlZVWLG6Bnz541anUd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fdXuGPHf+Eo5RicM3xh3zWdltPC85VnsHn617C5hVUDp+Gs8jlUp9gHbv3y43sfhcUtnD98MRla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IPXJ9/guW3TMJJmMtCwuQ3SqN4+jhSdxjF+OGyT7LSiCaoAAgQiZPBqxCRBIt4nMzzfmIUO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\nRK5CYII=\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "oU3Tten4DUGP",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**Analisando a sazonalidade**"
      ]
    },
    {
      "metadata": {
        "id": "njLEP1rjDB58",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia['dia_da_semana'] = vendas_por_dia['dia'].dt.weekday_name"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "2Sc0qls7Dvj_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 254
        },
        "outputId": "ceaf2fa0-3f4c-4551-9f74-8f07aa955bc7"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia.head(7)"
      ],
      "execution_count": 57,
      "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>dia</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "      <th>dia_da_semana</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-01</td>\n",
              "      <td>50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Monday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-02</td>\n",
              "      <td>48</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tuesday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-03</td>\n",
              "      <td>56</td>\n",
              "      <td>8.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>Wednesday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-04</td>\n",
              "      <td>50</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>-14.0</td>\n",
              "      <td>Thursday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-05</td>\n",
              "      <td>51</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Friday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2018-10-06</td>\n",
              "      <td>18</td>\n",
              "      <td>-33.0</td>\n",
              "      <td>-34.0</td>\n",
              "      <td>Saturday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2018-10-07</td>\n",
              "      <td>20</td>\n",
              "      <td>2.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>Sunday</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         dia  vendas  aumento  aceleracao dia_da_semana\n",
              "0 2018-10-01      50      NaN         NaN        Monday\n",
              "1 2018-10-02      48     -2.0         NaN       Tuesday\n",
              "2 2018-10-03      56      8.0        10.0     Wednesday\n",
              "3 2018-10-04      50     -6.0       -14.0      Thursday\n",
              "4 2018-10-05      51      1.0         7.0        Friday\n",
              "5 2018-10-06      18    -33.0       -34.0      Saturday\n",
              "6 2018-10-07      20      2.0        35.0        Sunday"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "metadata": {
        "id": "z5lI7ULUDxW8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "ec845fdc-ac60-4dfa-eed5-e5d846349788"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia['dia_da_semana'].unique()"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday',\n",
              "       'Sunday'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 58
        }
      ]
    },
    {
      "metadata": {
        "id": "A_VLZ6DYD7P8",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "dias_traduzidos = {'Monday':'Segunda', 'Tuesday':'Terca', 'Wednesday':'Quarta',\n",
        "                   'Thursday':'Quinta', 'Friday':'Sexta', 'Saturday':'Sabado',\n",
        "       'Sunday':'Domingo'}"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "hSPqCWHSEP_n",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "12b958bd-2c65-4f6e-887a-1e9dc14698e2"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia['dia_da_semana'] = vendas_por_dia['dia_da_semana'].map(dias_traduzidos)\n",
        "vendas_por_dia.head()"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>dia</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "      <th>dia_da_semana</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-01</td>\n",
              "      <td>50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Segunda</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-02</td>\n",
              "      <td>48</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Terca</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-03</td>\n",
              "      <td>56</td>\n",
              "      <td>8.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>Quarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-04</td>\n",
              "      <td>50</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>-14.0</td>\n",
              "      <td>Quinta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-05</td>\n",
              "      <td>51</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Sexta</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         dia  vendas  aumento  aceleracao dia_da_semana\n",
              "0 2018-10-01      50      NaN         NaN       Segunda\n",
              "1 2018-10-02      48     -2.0         NaN         Terca\n",
              "2 2018-10-03      56      8.0        10.0        Quarta\n",
              "3 2018-10-04      50     -6.0       -14.0        Quinta\n",
              "4 2018-10-05      51      1.0         7.0         Sexta"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        }
      ]
    },
    {
      "metadata": {
        "id": "ZiZoVqwbEclw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 462
        },
        "outputId": "46b9c6de-b61f-4d22-8c4f-2fd165432e9d"
      },
      "cell_type": "code",
      "source": [
        "vendas_por_dia.head(14)"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\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>dia</th>\n",
              "      <th>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "      <th>dia_da_semana</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-01</td>\n",
              "      <td>50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Segunda</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-02</td>\n",
              "      <td>48</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Terca</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-03</td>\n",
              "      <td>56</td>\n",
              "      <td>8.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>Quarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-04</td>\n",
              "      <td>50</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>-14.0</td>\n",
              "      <td>Quinta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-05</td>\n",
              "      <td>51</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Sexta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2018-10-06</td>\n",
              "      <td>18</td>\n",
              "      <td>-33.0</td>\n",
              "      <td>-34.0</td>\n",
              "      <td>Sabado</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2018-10-07</td>\n",
              "      <td>20</td>\n",
              "      <td>2.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>Domingo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2018-10-08</td>\n",
              "      <td>50</td>\n",
              "      <td>30.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>Segunda</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2018-10-09</td>\n",
              "      <td>53</td>\n",
              "      <td>3.0</td>\n",
              "      <td>-27.0</td>\n",
              "      <td>Terca</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2018-10-10</td>\n",
              "      <td>56</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Quarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2018-10-11</td>\n",
              "      <td>40</td>\n",
              "      <td>-16.0</td>\n",
              "      <td>-19.0</td>\n",
              "      <td>Quinta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2018-10-12</td>\n",
              "      <td>15</td>\n",
              "      <td>-25.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>Sexta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2018-10-13</td>\n",
              "      <td>14</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>Sabado</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2018-10-14</td>\n",
              "      <td>17</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Domingo</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          dia  vendas  aumento  aceleracao dia_da_semana\n",
              "0  2018-10-01      50      NaN         NaN       Segunda\n",
              "1  2018-10-02      48     -2.0         NaN         Terca\n",
              "2  2018-10-03      56      8.0        10.0        Quarta\n",
              "3  2018-10-04      50     -6.0       -14.0        Quinta\n",
              "4  2018-10-05      51      1.0         7.0         Sexta\n",
              "5  2018-10-06      18    -33.0       -34.0        Sabado\n",
              "6  2018-10-07      20      2.0        35.0       Domingo\n",
              "7  2018-10-08      50     30.0        28.0       Segunda\n",
              "8  2018-10-09      53      3.0       -27.0         Terca\n",
              "9  2018-10-10      56      3.0         0.0        Quarta\n",
              "10 2018-10-11      40    -16.0       -19.0        Quinta\n",
              "11 2018-10-12      15    -25.0        -9.0         Sexta\n",
              "12 2018-10-13      14     -1.0        24.0        Sabado\n",
              "13 2018-10-14      17      3.0         4.0       Domingo"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "metadata": {
        "id": "rAXkaaQ0E0xo",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**Agrupando os dias**"
      ]
    },
    {
      "metadata": {
        "id": "SGcpS5xYFWYW",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "vendas_agrupadas = vendas_por_dia.groupby('dia_da_semana')['vendas', 'aumento', 'aceleracao'].mean().round()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "cGkMe7-3FlPO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "edcb4170-642e-4e2e-ec9c-0521551a5d76"
      },
      "cell_type": "code",
      "source": [
        "vendas_agrupadas"
      ],
      "execution_count": 64,
      "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>vendas</th>\n",
              "      <th>aumento</th>\n",
              "      <th>aceleracao</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dia_da_semana</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Domingo</th>\n",
              "      <td>19.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>31.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Quarta</th>\n",
              "      <td>53.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Quinta</th>\n",
              "      <td>51.0</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>-3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sabado</th>\n",
              "      <td>16.0</td>\n",
              "      <td>-28.0</td>\n",
              "      <td>-20.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Segunda</th>\n",
              "      <td>52.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>31.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sexta</th>\n",
              "      <td>45.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>-5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Terca</th>\n",
              "      <td>52.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-34.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               vendas  aumento  aceleracao\n",
              "dia_da_semana                             \n",
              "Domingo          19.0      3.0        31.0\n",
              "Quarta           53.0      1.0         2.0\n",
              "Quinta           51.0     -2.0        -3.0\n",
              "Sabado           16.0    -28.0       -20.0\n",
              "Segunda          52.0     34.0        31.0\n",
              "Sexta            45.0     -7.0        -5.0\n",
              "Terca            52.0     -1.0       -34.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "metadata": {
        "id": "uxtfcdNxHDmW",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**Correlação das vendas diárias**"
      ]
    },
    {
      "metadata": {
        "id": "UX_pHOaqFnKz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "2d6cac56-6cd0-493a-f08a-577cb25be055"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação das vendas diárias', fontsize=18, x=0.3, y=0.95)\n",
        "autocorrelation_plot(vendas_por_dia['vendas'])\n",
        "ax = ax"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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eBgJiAFafJWLyZkiuIhcG9hrvlM1vhV/0w+BrgifoSXQ4RERElCKYjKcBi8+M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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "VraPLX2fHf5X",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "270f3e3d-a98f-4c0d-fb38-3ee509b4940d"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação do aumento das vendas diárias', fontsize=18, x=0.35, y=0.95)\n",
        "autocorrelation_plot(vendas_por_dia['aumento'][1:])\n",
        "ax = ax"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ERL5Tr2vKs7OzERMT4/o5JiYG2dnZHsujo6ORnZ3tjxCJiIiIiGpN6u8A6pLd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\nRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "pRDzR8Y9HvGf",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "e50ad270-c870-4812-dc5e-07aa8e114492"
      },
      "cell_type": "code",
      "source": [
        "ax = plt.figure(figsize=(12,6))\n",
        "ax.suptitle('Correlação da aceleração das vendas diárias', fontsize=18, x=0.35, y=0.95)\n",
        "autocorrelation_plot(vendas_por_dia['aceleracao'][2:])\n",
        "ax = ax"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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MnDgR27dvr/P4zZs3Y9KkSTGMkIiIiIioaYmWjJtMJqSnpwe/NhgMMJlMtR5b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\nAAAAYAhlHAAAADDkH9xlsXGsOuqrAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "rkv19Yq9LWdT",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Cafelura - Análise de vendas"
      ]
    },
    {
      "metadata": {
        "id": "c2ZMzIbBLN2p",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "22f71218-8307-4f3f-a4c0-7a4e577f893b"
      },
      "cell_type": "code",
      "source": [
        "cafelura = pd.read_csv('cafelura.csv')\n",
        "cafelura.head()"
      ],
      "execution_count": 78,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>880</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>1600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>3240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>3840</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>5670</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          mes  vendas\n",
              "0  2017-01-31     880\n",
              "1  2017-02-28    1600\n",
              "2  2017-03-31    3240\n",
              "3  2017-04-30    3840\n",
              "4  2017-05-31    5670"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "metadata": {
        "id": "wt202OEZLf0a",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "410ecf32-82c2-4b94-db56-c6dca0da8e87"
      },
      "cell_type": "code",
      "source": [
        "cafelura.dtypes"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       object\n",
              "vendas     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "metadata": {
        "id": "0QU2_rYWLh6L",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "985f70f4-a55e-4690-c31f-f68ec9037c26"
      },
      "cell_type": "code",
      "source": [
        "cafelura['mes'] = pd.to_datetime(cafelura['mes'])\n",
        "cafelura.dtypes"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "mes       datetime64[ns]\n",
              "vendas             int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 80
        }
      ]
    },
    {
      "metadata": {
        "id": "sfqcjUssLqXa",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "d6fc1bed-6789-477e-8543-82668801785b"
      },
      "cell_type": "code",
      "source": [
        "print('Quantidade de linhas e colunas:', cafelura.shape)\n",
        "print('Quantidade de dados nulos:', cafelura.isna().sum().sum())"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Quantidade de linhas e colunas: (24, 2)\n",
            "Quantidade de dados nulos: 0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "w8efCRznL3bQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "934d63f1-0fe4-4bea-acbc-6770f0e95968"
      },
      "cell_type": "code",
      "source": [
        "plotar('Vendas da Cafelura de 2017 e 2018', 'Tempo', 'Vendas',\n",
        "      'mes', 'vendas', cafelura)"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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MQRAajashtUV5eXn5HfvdzthcNKb2fV29ejVWr17dYJ+77YjRHN26dWuwXa1W45NPPsHu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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "1YPsVOzKMJdc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "eed4ff2a-d74d-4b99-bfc6-224d782234cd"
      },
      "cell_type": "code",
      "source": [
        "quantidade_de_dias_de_fds = pd.read_csv('dias_final_de_semana.csv')\n",
        "quantidade_de_dias_de_fds.head()"
      ],
      "execution_count": 83,
      "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>quantidade_de_dias</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   quantidade_de_dias\n",
              "0                   8\n",
              "1                   8\n",
              "2                  10\n",
              "3                   8\n",
              "4                   9"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        }
      ]
    },
    {
      "metadata": {
        "id": "s_aXNXdgMmVG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "30a56c4b-8c5c-4d41-e7d7-10beb76d3362"
      },
      "cell_type": "code",
      "source": [
        "quantidade_de_dias_de_fds['quantidade_de_dias'].values"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 8,  8, 10,  8,  9,  9,  8, 10,  8,  8, 10,  8,  9,  8,  9,  8, 10,\n",
              "        8,  8, 10,  8,  9,  9,  8])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "metadata": {
        "id": "aiyGCX2uMrzG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "88642d12-f59f-43b3-9967-4ad225e92304"
      },
      "cell_type": "code",
      "source": [
        "cafelura['vendas_normalizadas'] = cafelura['vendas'] / quantidade_de_dias_de_fds['quantidade_de_dias'].values\n",
        "cafelura.head()"
      ],
      "execution_count": 85,
      "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>mes</th>\n",
              "      <th>vendas</th>\n",
              "      <th>vendas_normalizadas</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2017-01-31</td>\n",
              "      <td>880</td>\n",
              "      <td>110.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2017-02-28</td>\n",
              "      <td>1600</td>\n",
              "      <td>200.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2017-03-31</td>\n",
              "      <td>3240</td>\n",
              "      <td>324.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2017-04-30</td>\n",
              "      <td>3840</td>\n",
              "      <td>480.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2017-05-31</td>\n",
              "      <td>5670</td>\n",
              "      <td>630.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         mes  vendas  vendas_normalizadas\n",
              "0 2017-01-31     880                110.0\n",
              "1 2017-02-28    1600                200.0\n",
              "2 2017-03-31    3240                324.0\n",
              "3 2017-04-30    3840                480.0\n",
              "4 2017-05-31    5670                630.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "metadata": {
        "id": "f_5MVWzCM_NW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "5ff505fd-cd07-455d-9d62-6e8c0898273b"
      },
      "cell_type": "code",
      "source": [
        "plotar('Vendas normalizadas da Cafelura de 2017 a 2018',\n",
        "      'Tempo', 'Vendas normalizadas', 'mes', 'vendas_normalizadas',\n",
        "      cafelura)"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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06tULv/zyC+Lj4xEeHg6lUgknJyf4+Pjgq6++Qtu2bSudixfx8/NDWFgYNm/e\njH379kEmk8Ha2hqtW7fG9OnTtd5s/KzWrVtjw4YNWLduHdavX49mzZph9OjRGD58uNa+6PJU9rgp\nT9mjz7ds2YK1a9fCyckJb7/9NszMzDQ+C2tra+zYsQM//vgjjhw5gmPHjsHQ0BCOjo7o1auX1iuC\nzyubZSguLg5xcXEar8+fP1+t337YsGEwMzPDd999h//+978wMTFB3759sXjxYo0Hyzx69Ahffvml\n2lhkZCQiIyMBPC06ny/Cq3pDJlAzx1RZPpKSkrTe8Ovj46O2LldXV2zbtg1r165VPSCqU6dOGo+s\nB55eDXo+H9evX1cdG/Pnz1cV4WWf7TfffIPY2FjExsbCyMgIHTp0QGhoqE6fLRHVPZFQG3f/EBER\nERFRuRpdTzgRERERkb6xCCciIiIiqmMswomIiIiI6hiLcCIiIiKiOsYinIiIiIiojjWKKQqVSiUU\nCvVJYAwNRRpjVDHmreqYu+ph/qqH+as65q7qmLvqYf6qR1/5MzbWbZrmRlGEKxQCZLICtTGx2EJj\njCrGvFUdc1c9zF/1MH9Vx9xVHXNXPcxf9egrf3Z2Vjotx3YUIiIiIqI6xiKciIiIiKiOsQgnIiIi\nIqpjLMKJiIiIiOoYi3AiIiIiojrGIpyIiIiIqI6xCCciIiIiqmMswomIiIiI6hiLcCIiIiKiOsYi\nnIiIiIiojrEIJyIiIiKqYyzCiYiIiOilIQgCskoy9B1GhViEExEREdFLoVhRhAhpOH5P+hm58lx9\nh/NCRvoOgIiIiIioujJLMnBIug+5pdkYYDMQVsZWkKFA32GVi0U4ERERETVo9/PvIjrtMIwMjDGy\nxTg4mbXSd0gVYhFORERERA2SUlDiXNZpXMg+CwfTFhhiPxxNjKz0HZZOWIQTERERUYNTpCjC0bQI\nPCpMRKcmnTHA1h+GooZT2jacSImIiIiIAGSUpOOQdB/ySnPwik0APKy76DukSquz2VEePHiAkSNH\nqv50794dP//8M2QyGaZNm4bAwEBMmzYN2dnZAJ5OL7NixQoEBARg+PDhuH79umpde/fuRWBgIAID\nA7F379662gUiIiIi0rN7+bcRlvw7SgU5RrUY3yALcKAOi3BXV1fs27cP+/btw549e2Bubo6AgABs\n3rwZPj4+iIqKgo+PDzZv3gwAiI2NRWJiIqKiorB8+XJ8/PHHAACZTIYNGzZg586d2LVrFzZs2KAq\n3ImIiIjo5aQUlIjPjEVk6kHYmthivNNraGHWUt9hVZle5gmPj4+Hs7MzWrZsiejoaIwaNQoAMGrU\nKBw7dgwAVOMikQhdu3ZFTk77x78wAAAgAElEQVQOUlNTERcXh379+kEsFqNp06bo168fTp48qY/d\nICIiIqI6UKQoxEHpHlzMToCHlRdGtZgAS6Mm+g6rWvTSEx4REYHg4GAAQEZGBuzt7QEAdnZ2yMh4\n+oQjqVQKR0dH1XscHR0hlUo1xh0cHCCVSl+4PUNDEcRii+fGDDTGqGLMW9Uxd9XD/FUP81d1zF3V\nMXfVw/w9JS1Iwe6/diFXnosg52B0s+2m0/vqe/7qvAgvKSlBTEwMFi1apPGaSCSCSCSq8W0qFAJk\nMvXJ2sViC40xqhjzVnXMXfUwf9XD/FUdc1d1zF31MH/A3bxbiEmPhKmBGUY5ToCjUQudc6Kv/NnZ\n6TZFYp23o8TGxsLDwwO2trYAABsbG6SmpgIAUlNT0bx5cwBPz3CnpKSo3peSkgIHBweNcalUCgcH\nhzrcAyIiIiKqTUpBiVOZJxCVFgE7EweMc3oNjmYt9B1WjarzIjwiIgLDhg1T/dvf3x/h4eEAgPDw\ncAwcOFBtXBAEXL58GVZWVrC3t4evry/i4uKQnZ2N7OxsxMXFwdfXt653g4iIiIhqQaGiAAdSduNy\n9nl0tuqKkS3GwdLIUt9h1bg6bUcpKCjA6dOn8emnn6rGZsyYgQULFiAsLAxOTk5Yv349AMDPzw8n\nTpxAQEAAzM3NsXLlSgCAWCzG7NmzERISAgCYM2cOxGJxXe4GEREREdWCtGIpDqfuR4EiH/62g+Fu\n5anvkGqNSBAEQd9B1Da5XMGe8BrCvFUdc1c9zF/1MH9Vx9xVHXNXPY0tf7fzbuJ4ehTMDcwwxGEk\nHEwdK37TC9T3nnA+MZOIiIiI9EYpKHE68wSu5FyEk1krDLYfDgvD+jurSU1hEU5EREREelGoKEBk\n6kEkFT1GF+tu6NvcD4YiQ32HVSdYhBMRERFRnUstluKwdB8KlYUYaDsEHa089B1SnWIRTkRERER1\n6lbudfyRcRTmBhYY02Ii7E0b33TTLMKJiIiIqE4oBAVOZZ7AtZxLaGnmjMH2wTBvBP3f2rAIJyIi\nIqJaV6DIR2TqQSQX/Q0v6x7o23wADER1/siaeoNFOBERERHVqpSiJ4hM3Y9CZREG2QXBrYm7vkPS\nOxbhRERERFQrBEHAn7lXEJdxHJZGTTC2xUTYNcL+b21YhBMRERFRjZMr5fgj/Sju5N9EG3NXDLIb\nAjNDc32HVW+wCCciIiKiGpVVkokjqfuRKc+Ad7N+6NHUGyKRSN9h1SsswomIiIioxtzLv4OYtCMw\nFBlhhONYOJu76DukeolFOBERERFVm0JQID7zJK7kXICDaQsMtg+GlZG1vsOqt1iEExEREVG15Jfm\nITL1IJ4UJ6GzdVf0a/5Ko3n8fFWxCCciIiKiKksqfIzItIOQK0sQYBcECacf1AmLcCIiIiKqNEEQ\ncCn7PM5knURTYzFGOo6DjYmtvsNqMFiEExEREVGlFCuLEZ12BH8V3EM7Cwn87QbDxMBE32E1KCzC\niYiIiEhn6SVpOCLdj9zSHPg2fwVdrLtz+sEqYBFORERERDq5lXsdJzKOwcTAFCNbjIOTWSt9h9Rg\nsQgnIiIiohcqVZYiLvM4rudeRUszZwTYDYOlkaW+w2rQWIQTERERUbly5NmITD2A1BIpujftBe9m\nvjAQGeg7rAaPRTgRERERafWw4C8cTTsEQVBiqP0IuFp20HdILw0W4URERESkRikocV52BgmyeNiY\n2GGI/XCIjZvpO6yXCotwIiIiIlIpVBTgWNphPCpMhFuTTvCzGQRjA2N9h/XSYRFORERERAAAafET\nHJEeQIGiAK/YBKCTVWdOP1hLWIQTERERNXKCIOB67hWczDgOS6MmGOs0EfamjvoO66XGIpyIiIio\nEZMr5fgj/Sju5N9Ea/O2CLAbCjNDc32H9dJjEU5ERETUSGWVZOJI6gFkytPRW9wXPcV92H5SR1iE\nExERETVCt/Nu4o/0ozASGWK4w1i0tnDRd0iNCotwIiIiokZErpTjZEYMbub9iRamLRFoPwxNjKz0\nHVajwyKciIiIqJHILMlAZOpBZMrT0aOpN3o368unX+oJi3AiIiKiRuBW7nWcyDgGY5Ex20/qARbh\nRERERC8xuVKO2Ixo3Mq7DiezVgi0GwZLoyb6DqvRYxFORERE9JLKKElHZOoBZMkz0VPcB73EPmw/\nqSfq9FPIycnBO++8gyFDhmDo0KG4dOkSZDIZpk2bhsDAQEybNg3Z2dkAnk4av2LFCgQEBGD48OG4\nfv26aj179+5FYGAgAgMDsXfv3rrcBSIiIqJ6TxAE3Mi9hrDkrShSFmGEYwi8m/VjAV6P1OknERoa\niv79++PIkSPYt28f2rVrh82bN8PHxwdRUVHw8fHB5s2bAQCxsbFITExEVFQUli9fjo8//hgAIJPJ\nsGHDBuzcuRO7du3Chg0bVIU7ERERUWNXoizBsbTDOJ4eBQdTJ0xwmgpn8zb6DoueU2dFeG5uLhIS\nEhASEgIAMDExgbW1NaKjozFq1CgAwKhRo3Ds2DEAUI2LRCJ07doVOTk5SE1NRVxcHPr16wexWIym\nTZuiX79+OHnyZF3tBhEREVG9lV6Shl3Jv+Fu/i30FvfFCMexsDSy1HdYpEWd9YT//fffaN68Od5/\n/33cunULHh4e+OCDD5CRkQF7e3sAgJ2dHTIyMgAAUqkUjo6Oqvc7OjpCKpVqjDs4OEAqlb5w24aG\nIojFFs+NGWiMUcWYt6pj7qqH+ase5q/qmLuqY+6qpzL5EwQBlzIu4WhyJEwNzTCl/WtoY+VSuwHW\nc/X9+KuzIry0tBQ3btzAhx9+CC8vL6xYsULVelJGJBLVyqNSFQoBMlmB2phYbKExRhVj3qqOuase\n5q96mL+qY+6qjrmrHl3zV6Isxh/pR3E3/zaczdpgkH0QLBTMvb6OPzs73R58VGftKI6OjnB0dISX\nlxcAYMiQIbhx4wZsbGyQmpoKAEhNTUXz5s0BPD3DnZKSonp/SkoKHBwcNMalUikcHBzqajeIiIiI\n6o20Yil2Jv2Ge/l34N3MF8Mdx8LCsP6e/aX/U2dFuJ2dHRwdHfHgwQMAQHx8PNq1awd/f3+Eh4cD\nAMLDwzFw4EAAUI0LgoDLly/DysoK9vb28PX1RVxcHLKzs5GdnY24uDj4+vrW1W4QERER6Z0gCPgz\n5zJ2P9mGUqEUoxzHo6fYu1Y6Cqh21Ok84R9++CEWL14MuVwOZ2dnrFq1CkqlEgsWLEBYWBicnJyw\nfv16AICfnx9OnDiBgIAAmJubY+XKlQAAsViM2bNnq27wnDNnDsRicV3uBhEREZHeFCuLcTw9Cvfz\n76C1uQsG2Q2FOc9+NzgiQRAEfQdR2+RyBXvCawjzVnXMXfUwf9XD/FUdc1d1zF31aMtfarEUkakH\nkFuagz7NfNGtaS+e/S5Hfe8J5xMziYiIiOo5QRBwLecSTmXGwsLQHKNbTEALs5b6DouqgUU4ERER\nUT1WrChCTHoUHhTcRRtzVwyyGwIzQ3N9h0XVxCKciIiIqJ6SFj9BZOpB5JfmoW/zAehq3ZPtJy8J\nFuFERERE9YwgCDibegYxydGwMLTE6BYT4GjmpO+wqAaxCCciIiKqR4oUhYhOj0RiwX24WLTDQNvB\nbD95CbEIJyIiIqonnhQlISo1AgWKfAS0DEQHY0+2n7ykWIQTERER6ZkgCLiQfQ7nsk7BysgaY5wm\nwc3elVM8vsRYhBMRERHpUX5pPo6lHcLfRY/Q3tINr9gGwNTAVN9hUS1jEU5ERESkJ48LE3E09TBK\nhBK8YhOATlad2X7SSLAIJyIiIqpjCkGBc1mncTH7HJoZ22Ck/TjYmNjqOyyqQyzCiYiIiOpQjjwH\nR9MikFKcDPcmnuhv4w9jA2N9h0V1jEU4ERERUR15kH8XMemRUAoCAuyCIGniru+QSE9YhBMRERHV\nslJlKU5nncC1nMuwM3FAoP0wiI2b6Tss0iMW4URERES1SCbPRGRqBNJLUuFl3R0+zfvDUMQSrLHj\nEUBERERUS27n3cCJ9GMwEBkiyGEU2lq003dIVE+wCCciIiKqYXKlHLEZ0biVdx0tTFsiwD4IVkbW\n+g6L6hEW4UREREQ1KL0kDVGpB5Elz0RPcR/0EvvAQGSg77ConmERTkRERFQDBEHA9dyriMs8DlMD\nM4xwDIGzeRt9h0X1VJWLcIVCAUNDw5qMhYiIiKhBKlYU4Xj6UdwvuANn8zYYZDcUFoaW+g6L6jGd\nro1s3boVUVFRqn8vW7YMXbp0wbBhw5CYmFhbsRERERHVeylFT7Aj+Vc8KLgLn2b9MdxhLAtwqpBO\nRfgvv/wCsVgMADh//jwOHDiAzz77DO3atcNnn31WqwESERER1UeCIOCiLAF7n2wHAIxpMRHdxb0h\nEon0HBk1BDq1o6SkpMDZ2RkAEBMTg8GDB2P48OFwd3fHlClTajVAIiIiovqmUFGAY2lH8KjwL7ha\ndMCrtoEwMzTTd1jUgOh0JtzS0hKZmZkAgNOnT8PHxwcAYGxsjJKSktqLjoiIiKie+bvwEbYnbUFS\n0SMMsBmIIfbDWYBTpel0Jrxv375YtmwZPDw8kJiYiAEDBgAA7t27h5YtW9ZqgERERET1gVJQIkEW\nj/OyMxAbN0OwwxjYmdrrOyxqoHQ6E/7RRx/B09MTKSkpWL9+PZo1awYAuHbtGoYOHVqrARIRERHp\nW1ZJBvY82Y7zsjNwa9IJ45xeYwFO1aLTmXBra2t88sknGuMLFiyo8YCIiIiI6guloMTl7As4JzsF\nI5ExAuyCIGniru+w6CVQ6XnCMzMzIZfL1cYcHBxqLCAiIiKi+iCrJAPR6ZGQFj9BW4t28LMJgKUR\npx6kmqFTEZ6Xl4eVK1fi8OHDKCoq0nj95s2bNR4YERERkT5oO/vdwbIjpx6kGqVTT/jq1atx7do1\nrFu3Dqampli9ejXeffddODg4YO3atbUdIxEREVGdKOv9js+KRWtzF0xq+QYkTdxZgFON0+lM+IkT\nJ/D555+jV69eMDAwQJcuXTB8+HA4ODhg9+7dCAoKqu04iYiIiGoNz35TXdOpCM/JyYGTkxMAoEmT\nJsjOzgYAdO/eHcuWLau96IiIiIhqmXrvd3v42Qxi7zfVOp3aUVq1aoXk5GQAgKurKw4fPgwAiI6O\nRtOmTWsvOiIiIqJaohSUuChLwI7kXyGTZyHALghD7UewAKc6odOZ8FGjRuH69evo1asXZsyYgZkz\nZ+K3335DaWkp3nvvPZ035u/vD0tLSxgYGMDQ0BB79uyBTCbDwoULkZSUhJYtW2L9+vVo2rQpBEFA\naGgoTpw4ATMzM3z22Wfw8PAAAOzduxcbN24EAMyaNQujR4+uwq4TERFRY5VZkoEYnv0mPdKpCJ8+\nfbrq73379kVERASuXbsGFxcXdOrUqVIb/OWXX9C8eXPVvzdv3gwfHx/MmDEDmzdvxubNm7FkyRLE\nxsYiMTERUVFRuHLlCj7++GPs2rULMpkMGzZswO7duyESiTBmzBj4+/vzjDwRERFV6Gnv93mck51m\n7zfplU7tKM9zdnZGUFBQpQtwbaKjozFq1CgAT8+4Hzt2TG1cJBKha9euyMnJQWpqKuLi4tCvXz+I\nxWI0bdoU/fr1w8mTJ6sdBxEREb3cMlUzn5xEG/O2mNyKM5+Q/pR7Jvy7777TeSUzZ87Uednp06dD\nJBJhwoQJmDBhAjIyMmBv//Sxr3Z2dsjIyAAASKVSODo6qt7n6OgIqVSqMe7g4ACpVKrz9omIiKhx\nefbst7HIGIF2w9De0o3FN+lVuUX4vn371P6dkpKCoqIi2NjYAAAyMjJgZmaGFi1a6FyEb9u2DQ4O\nDsjIyMC0adPg6uqq9rpIJKqVL4ShoQhiscVzYwYaY1Qx5q3qmLvqYf6qh/mrOuau6upD7tKL0nDg\n4QEkFyTBrakbhjgHoYlxE73GpKv6kL+GrL7nr9wivGwGFAAIDw9HWFgYVq1aBWdnZwDA48ePsXTp\nUowZM0bnjZU93t7GxgYBAQG4evUqbGxskJqaCnt7e6Smpqr6xR0cHJCSkqJ6b0pKChwcHODg4IBz\n586pxqVSKXr37v3C7SoUAmSyArUxsdhCY4wqxrxVHXNXPcxf9TB/VcfcVZ0+c1fe2e/SfBFkaBif\nJ4+96tFX/uzsrHRaTqee8K+//hoffPCBqgAHnvaFv//++/j666912lBBQQHy8vJUfz916hQ6dOgA\nf39/hIeHA3ha7A8cOBAAVOOCIODy5cuwsrKCvb09fH19ERcXh+zsbGRnZyMuLg6+vr46xUBEREQv\nv8ySDOx+su3/9367YlKrN9ChCW++pPpFp9lR0tPTIZfLNcblcrmqh7siGRkZmDNnDgBAoVAgODgY\nAwYMQOfOnbFgwQKEhYXByckJ69evBwD4+fnhxIkTCAgIgLm5OVauXAkAEIvFmD17NkJCQgAAc+bM\ngVgs1ikGIiIienmx95saEpEgCEJFC82cORPJyckIDQ1F586dAQDXrl3Dhx9+CEdHx0rdxKkPcrmC\n7Sg1hHmrOuauepi/6mH+qo65q7q6zF1mSQai048gtTgFrhYd4Gc7EBaGDXvebx571VPf21F0OhMe\nGhqKJUuWYNy4cTAyevoWhUIBHx8frFixoupREhEREVUDz35TQ6VTEW5jY4Mff/wR9+7dw4MHDwAA\n7dq1Q7t27Wo1OCIiIqLyZJZkIDrtCFJLUtDOogMG2A6ChWH9nQ2D6Fk6FeFl2rdvj/bt29dWLERE\nREQVUgpKXMpOwLmseJgYmPDsNzVIOhfhjx49QmRkJJ48eaJxk+by5ctrPDAiIiKi52WUpCMm7QhS\nS6RoZyHBANuBPPtNDZJORXhsbCzmzp2LDh064Pbt2+jUqRMeP34MuVyObt261XaMRERE1MgpBSUu\nZicg4f+f/R5sH4z2lm76DouoynQqwtevX4+ZM2di9uzZ6NatG9auXQtbW1ssWbIEvXr1qu0YiYiI\nqBHLKElHdNoRpJVI0d5SggE2A2HOs9/UwOn0sJ6//voLwcHBAAAjIyMUFhbC3Nwcc+fOxc8//1yb\n8REREVEjpRAUOC87g51JvyKvNAeD7YdjsP1wFuD0UtDpTLiFhQVKSkoAAHZ2dnj06BEkEgkEQYBM\nJqvVAImIiKjxSS9JQ0zaEaSVpKKDpRv62/iz+KaXik5FeJcuXXDx4kW0b98efn5+WL16Ne7evYuj\nR4/Cy8urtmMkIiKiRkIhKHBRdg7nZWdgamCGIfYj0M6yg77DIqpxOhXh7733HvLz8wEA8+bNQ25u\nLg4cOAAXFxd88MEHtRogERERNQ7pxamITo9EekkqOlh2RH+bV3n2m15aOhXhbdq0Uf3dwsKCT8kk\nIiKiGqN29tvQDEPtR8CVZ7/pJafTjZkffvghDhw4oDGel5eHDz/8sMaDIiIiosYhrTgVYclbcU52\nGu0sJZjc8g0W4NQo6FSE79q1C0uXLsWaNWvUxouKihAWFlYrgREREdHLSyEocC7rNMKSt6JAUYCh\n9iMRaD8MZobm+g6NqE7oVIQDwDfffINDhw5h9uzZKCgoqM2YiIiI6CWWVpyKXclbkSCLR3tLN0xq\n+TpcLdvrOyyiOqVzEe7h4YFdu3YhIyMDkyZNQkpKSm3GRURERC8ZhaDA2axTCEveikJFAYLsRyLA\nPohnv6lR0qkIF4lEAABbW1v8+uuvcHNzQ0hICC5fvlyrwREREdHLIa1Yil1Jv+G87Aw6NOmISS1f\nR1ue/aZGTKfZUQRBUP3dxMQEq1evxubNm7FgwYJaC4yIiIgaPoVQivOys7ggOwtzQwsMcxgFF4t2\n+g6LSO90KsKXL18OKysrtbEZM2bA3d0dFy5cqJXAiIiIqGF7UvAE4UnhyJSno2MTD/Rr/grMDM30\nHRZRvaBTET5u3Dit4/3790f//v1rNCAiIiJq2BRCKRKyzuBi9jlYGFpimMNouFi46jssonql3CJ8\n1apVmD9/PiwsLLBq1apyVyASifDee+/VSnBERETUsKQUPUFMeiSy5Bno0twLvZv4wpRnv4k0lFuE\nX7t2DaWlpaq/l6fspk0iIiJqvORKOc5lncKVnIuwNLREsMMYeDl5QCbjtMZE2pRbhP/+++9a/05E\nRET0rKTCxzieHoXsUhk8rLzQt3l/mBiY6jssonpNp55wIiIioueVKEsQnxmLP3OvwNqoKUY5jkdL\nc2d9h0XUILywJ1xX77//fo0EQ0RERA3Do4JEHE+PQp4iF17WPeDdrB+MDYz1HRZRg/HCnnBdsCec\niIio8ShSFOFU5h+4lXcdzYybY6z9JDiaOek7LKIGR6eecCIiIqIH+fdwIuMYChUF6NHUGz3FfWBk\nwM5WoqrgN4eIiIheqFBRgNiMGNzLvw0bEzsEO4yGnamDvsMiatB0LsIfPXqEyMhIPHnyBHK5XO21\n5cuX13hgREREpF+CIOBe/m3EZsSgRFkMb3E/dBP3gqHIUN+hETV4OhXhsbGxmDt3Ljp06IDbt2+j\nU6dOePz4MeRyObp161bbMRIREVEdyy/Nwx8Zx5BYcB/2po7wtx0MGxNbfYdF9NLQqQhfv349Zs6c\nidmzZ6Nbt25Yu3YtbG1tsWTJEvTq1au2YyQiIqI6IggCbub9iVOZJ6AQFOjb3A9e1t1hIDLQd2hE\nLxWdvlF//fUXgoODAQBGRkYoLCyEubk55s6di59//rk24yMiIqI6kiPPwYGU3TieHgVbEztMbDkV\n3Zr2ZAFOVAt0OhNuYWGBkpISAICdnR0ePXoEiUQCQRAgk8lqNUAiIiKqXYIg4M/cy4jPPAkAGGAz\nEJ5WXpyGmKgW6VSEd+nSBRcvXkT79u3h5+eH1atX4+7duzh69Ci8vLxqO0YiIiKqJTJ5FmLSIvGk\nOAnO5m3wik0grI2t9R0W0UtPp+tL7733Hjw9PQEA8+bNQ+/evXHgwAE4OjoiNDS0UhtUKBQYNWoU\n3n77bQDA48ePMW7cOAQEBGDBggWqM+4lJSVYsGABAgICMG7cOPz999+qdWzatAkBAQEYPHgwTp48\nWantExEREaAUlLiUnYDtSVuQKU+Hv+1gDHcYywKcqI7odCa8TZs2qr9bWFhgxYoVVd7gli1b0K5d\nO+Tl5QEAPv/8c7zxxhsYNmwYli1bhrCwMEyePBm7du2CtbU1jh49ioiICHz++edYv3497t27h4iI\nCEREREAqlWLatGmIjIyEoSGnSyIiItJFRkk6YtIjkVqcgrYW7eBnMwiWRk30HRZRo1LpOy1KS0tR\nUlKi9kdXKSkp+OOPPxASEgLgaQ/amTNnMHjwYADA6NGjER0dDQCIiYnB6NGjAQCDBw9GfHw8BEFA\ndHQ0hg0bBhMTEzg7O6NNmza4evVqZXeDiIio0VEICiRkxWNn0q/IkWcj0G4YhtqPZAFOpAc6nQl/\n8uQJVq5cibNnzyI3N1fj9Zs3b+q0sZUrV2LJkiXIz88HAGRlZcHa2hpGRk/DcHR0hFQqBQBIpVK0\naNHiaZBGRrCyskJWVhakUqlaH7qDg4PqPURERKTd48KHOJlxHFnyDHSwdEN/G3+YG1roOyyiRkun\nIryscF6yZAlsbW2rdLf08ePH0bx5c3h6euLs2bOVfn91GBqKIBZbPDdmoDFGFWPeqo65qx7mr3qY\nv6pr6LmTFctwLOkobmffgtikGca5ToCkqaROtt3Qc6dvzF/11Pf86VSEX79+Hbt27UL79u2rvKGL\nFy8iJiYGsbGxKC4uRl5eHkJDQ5GTk4PS0lIYGRkhJSUFDg4OAJ6e4X7y5AkcHR1RWlqK3NxcNGvW\nDA4ODkhJSVGtVyqVqt5THoVCgExWoDYmFltojFHFmLeqY+6qh/mrHuav6hpq7kqVclzMTsDF7ASI\nAHg364eu1j1hJBjV2f401NzVF8xf9egrf3Z2Vjotp1NPuEQiqfZ84IsWLUJsbCxiYmLwxRdfoE+f\nPli7di28vb0RGRkJANi7dy/8/f0BAP7+/ti7dy8AIDIyEn369IFIJIK/vz8iIiJQUlKCx48fIzEx\nEV26dKlWbERERC8LQRBwP/8Ofk/6GQmyeLS1aIfJraahp7gPjAx0OvdGRHVAp2/jp59+itDQULz5\n5pvo0KGDqoe7TEVnol9kyZIlWLhwIdavXw93d3eMGzcOABASEoIlS5YgICAATZs2xbp16wAAHTp0\nwNChQxEUFARDQ0MsW7aMM6MQERHh6awncRnH8XfRI9gY22KU43i0NHfWd1hEpIVIEAShooXu3buH\nd999F3fu3FHrBxcEASKRSOcbM/VFLlewHaWGMG9Vx9xVD/NXPcxf1TWE3BUrinBOFo9rOZdgYmAK\n72Z94WHlpffHzTeE3NVnzF/11Pd2FJ3OhP/rX/+CtbU1NmzYUOUbM4mIiKhmCYKAm3l/4kzmSRQq\nC+Fh5QXvZn056wlRA6BTEX7//n2Eh4ejbdu2tR0PERER6SClKBknM2KQWiJFC1MnDLcZCzvTqreH\nElHd0qkI79y5M5KTk1mEExER6Vl+aT7OZJ3ErbzrsDC0xCC7IEgsO/IqNVEDo1MRPmXKFKxcuRLT\np0+HRCLRuDGzY8eOtRIcERERPaUQFLiacxEJWWegEErRvWlv9BB7w8TARN+hEVEV6FSEL1y4EACw\ndOlS1ZhIJGowN2YSERE1ZI8KEnEyMwYyeRbamLvC1+YViI2b6TssIqoGnYrwqKio2o6DiIiInpMt\nl+FU5h/4q+A+mhqJMcxhNFwsXPUdFhHVgAqLcLlcji+//BLz589H69at6yImIiKiRk2ulOOC7Cwu\n55yHCAbwadYfXk27w1DEh+0QvSwq/DYbGxvjxIkTWLBgQV3EQ0RE1GgJgoB7+bdxOvME8hR5kFi6\no2/zAbA0aqLv0Iiohuk0i39AQACOHTtW27EQERE1WuklaQhP2YmotAiYGVpgTIuJCLAPYgFO9JLS\n6bqWs7Mzvv32W1y6dCHw5dMAACAASURBVAkeHh4wNzdXe33q1Km1EhwREdHLrkhRiHNZp/Fn7hWY\nGpjiFZsAuFt56v1pl0RUu3Qqwnfs2AELCwtcuXIFV65cUXtNJBKxCCciIqokpaDEjdyrOJt1CsXK\nYnhae6G3uC/MDM0rfjMRNXg6FeEnTpyo7TiIiIgajaTCxziZeRwZJWloaeYMX5tXYWtip++wiKgO\nVfo26+LiYgCAqalpjQdDRET0MsuR5+B05gncL7gDKyNrDLEfDleLDnzaJVEjpHMRvn37dvzvf/9D\ncnIyRCIRnJyc8NZbb2HChAm1GR8REVGDJ1fKcTH7HC5ln4cIQG9xX3Rr2hNGBsb6Do2I9ESnInzz\n5s3YuHEjXn/9dfTo0QMAcP78eXz22WfIycnBW2+9VatBEhERNUT/N+VgLPIUuehg6Qaf5gNgZWSt\n79CISM90KsK3bduGTz75BCNGjFCN9e/fH23btsVXX33FIpyIiOg5acVSnMw4jifFSbA1sUeAfRCc\nzFrpOywiqid0KsLT09Ph5eWlMd61a1ekpaXVeFBEREQNVaGiAGeyTuFG7lWYGZhzykEi0kqnItzF\nxQWHDh3CrFmz1MYPHToEFxeX2oiLiIioQVEICvyZcxnnZPEoVcrhZd0dvcQ+MDU003doRFQP6VSE\nz5kzBwsXLvx/7d15dNT1vf/x52Syr5OEZBIgAgmL7ARZZBMIBS3RCgLt76L8KtZSrJUrVLrZervh\nqdZWWnuOVy7ueutpEbBXPMWa3rIUhKIEMAJCQshGJpBkMmSf5fv7A8nPiOiQZLbk9TiHY/LJzHzf\nn7dJ5sWXz/f74dChQ0ycOBGA999/n/3797Nx40afFigiIhLsyppL2Vv3v9Q768iKGcTMlLmkRKYG\nuiwRCWJehfBbbrmF/v378/zzz7Nz504AcnJyeO211xg3bpxPCxQREQlWDU47e+v+QWlzMYnhFhZa\nFzE4Jlu3HBSRL+T1LQrHjRvHk08+6ctaREREQkK7p5337AcobHgPsymMacmzGJ80EbPpmrffEJE+\n6pp+W9TW1lJbW4vH4+k0fv311/doUSIiIsHIMAw+ajzOvvrdNLubGBE/imnJs4gLjw90aSISYrwK\n4SdOnGD9+vWcPn0awzA6fc1kMnH8+HGfFCciIhIsbG3n2FP7v9jazpEelcGX028nIzoz0GWJSIjy\nKoT/+Mc/pl+/fjzyyCOkp6drrZuIiPQZjc5GCs6/zYnGImLNcczrdwsj4kfpvVBEusWrEH769Gm2\nbdvGkCFDfF2PiIhIUHAbLo40HOa9s+/i8rjITZrMJMuNRIZFBro0EekFvArhQ4cOpba2ViFcRER6\nPY/h4WTjhxyyv4vD1cDQxGFMTZyFJSI50KWJSC/iVQh/6KGHeOKJJ1i7di3Dhw8nIiKi09fj43VB\nioiIhDbDMDjVdIJ/2fdjd9aTFpnObdYljOs/Cru9OdDliUgv41UIv/vuuzv999N0YaaIiIQqwzAo\naT7Nwfp/UuesJSWiH19O/wpDYodq3beI+IxXIfz555/3dR0iIiJ+ZRgGZ1vOcKD+n1xor8ESkcyC\ntHyGxo1Q+BYRn/MqhE+bNs3XdYiIiPiFYRhUtJ7lQP0+bG3nSAxPYl6/WxgeP5IwU1igyxORPkJb\ne4mISJ9R1VLBAfs/qWqtIN6cwJzU+VyfMBqzyRzo0kSkj1EIFxGRXq+6tYoD9f+korWMWHMcs1Lz\nGJ0wVtvMi0jA6LePiIj0WufbbByo38fZlhKiw2KYkTKbMQnjCQ+L+OIni4j4kN9CeFtbG3feeSft\n7e243W5uvvlm1qxZQ3l5OevWrcNutzN69Ggef/xxIiMjaW9v53vf+x5FRUVYLBaefPJJBg4cCMAz\nzzzDli1bCAsL48c//jGzZs3y1zRERCQE1LZf4GD9PkqaTxEVFs2NyTMZm5irjXZEJGh06QqUtrY2\nDhw4QHV1tdfPiYyM5MUXX+Qvf/kL27dvZ8+ePRQWFvLEE09w991387e//Y3ExES2bNkCwJ///GcS\nExP529/+xt13380TTzwBXNq9c8eOHezYsYPNmzfzs5/9DLfb3ZVpiIhIL2N31vF2zQ5eq3yR8paz\nTLZMY0XWvdxgmaoALiJBxasQ/qMf/Yg//vGPADidTr761a/y9a9/nfnz57Nnzx6vDmQymYiLiwPA\n5XLhcrkwmUy8++673HzzzQAsXryYgoICAP7+97+zePFiAG6++Wb279+PYRgUFBSQn59PZGQkWVlZ\nDBo0iKNHj17brEVEpFdxOBsoOP9X/rviBc40n2Zi0hT+b9a9TEmeTlRYVKDLExG5glfLUXbv3s3y\n5cuBS+HY4XCwa9cutm7dylNPPeX1chC3280dd9xBWVkZy5cvJysri8TERMLDL5WRkZGBzWYDwGaz\nkZmZeanI8HASEhKor6/HZrMxfvz4jte0Wq0dz7kas9mExRL7qbGwK8bki6lvXafedY/61z29tX+O\n9gb2Vu/lSG0hYaYwpqRNZZp1OnERcT12jN7aO39Q77pH/eueYO+fVyG8oaGBfv36AbBnzx4WLFiA\n1Wrltttu47/+67+8PpjZbOaNN97A4XBw//33U1JS0rWqr5HbbVyx5bDFEqttiLtAfes69a571L/u\n6W39a3I18l7DQYocRwGD0QnjuMEylbjweJxNYKfn5trbeudP6l33qH/dE6j+paUlePU4r0J4Wloa\np0+fJi0tjb179/LTn/4UgJaWlo6z2NciMTGRqVOnUlhYiMPhwOVyER4eTnV1NVarFbh0hvvcuXNk\nZGTgcrm4ePEiycnJWK3WTmvRbTZbx3NERKR3a3E3837Dv/jAUYjbcDMyfgw3WG4kMSIx0KWJiFwT\nr9aEL168mLVr13L77bcDMH36dACOHj3KkCFDvDpQXV0dDocDgNbWVvbt20dOTg5Tp05l586dAGzb\nto28vDwA8vLy2LZtGwA7d+7kxhtvxGQykZeXx44dO2hvb6e8vJzS0lLGjRt3DVMWEZFQ4/Q4OWQ/\nwMvlz3Kk4T1y4oazfOBK5qYtUAAXkZDk1WnsBx54gJycHKqqqli4cCGRkf//CvN7773XqwPV1NTw\ngx/8ALfbjWEY3HLLLcydO5ehQ4eydu1aNm7cyMiRI1m2bBkAS5cuZf369cyfP5+kpCSefPJJAIYN\nG8aXv/xlFi5ciNls5pFHHsFs1k5nIiK9kcfwcLLxQw7U/5MmdyNDYnO4MXkWKZGpgS5NRKRbTIZh\nGIEuwtecTrfWhPcQ9a3r1LvuUf+6J9T6ZxgGZS2l7KvbTZ3zAtaoTKan3ET/6IF+ryXUehdM1Lvu\nUf+6p1esCYdLdzYpKiqiqqoKp9PZ6Wu33XbbtVUnIiJyFTVtNvbV7aaytYzEcAs3p99GTuwwTCZT\noEsTEekxXoXwM2fOcN9993H27Fng0j2/PR4PZrOZ8PBwhXAREek2h7OBd+v3cqrpBNFhMcxKzWN0\nwjjMJi05FJHex6sQ/uijjzJ8+HC2bNnCrFmz2LZtGw6Hg5///Od897vf9XWNIiLSi7W6W3jPfoCj\njkJMJhM3JE0l1zJZm+yISK/mVQg/evQoL730EvHx8YSFheHxeBg3bhzr169nw4YN/OUvf/F1nSIi\n0su4PC6OXTzMe/YDtHnaGBk/hinJ04kP9249pYhIKPMqhHs8HmJjL+04lJycTE1NDdnZ2WRmZnYs\nUREREfGGYRh81HSCA/V7uehycF3MEKanzCI1Mi3QpYmI+I1XIXzYsGGcPHmSrKwsxo8fz+bNm4mI\niOBPf/oT1113na9rFBGRXqK85Sz76nZzob2GtMh05mYsICtmUKDLEhHxO69C+Le+9S1aW1sBWLNm\nDatWreLOO+8kKSmJjRs3+rRAEREJfRfaz7O/bjdlLaUkhCcyP20hw+Ku1x1PRKTP8iqEz549u+Pj\nQYMGsXPnTmpra0lOTiYszKtNN0VEpA9qdF3kQP0/OdFYRFRYNDNSZjM2cQJmk9d3yBUR6ZW6/Fsw\nNVW7lYmIyGdr87Txvv0gRxzvAwa5SZOYmDSVaHN0oEsTEQkKVw3h99xzj9cv8txzz/VIMSIiEtrc\nhpsPHEc4ZN9Pq6eV4XEjmZo8k8SIxECXJiISVK4awrOysjo+NgyDHTt2kJKSwrhx4wA4duwYtbW1\n5Ofn+75KEREJai6PkxONH3K44V84XA0MjL6O6Sk3kRZlDXRpIiJB6aoh/Gc/+1nHx4899hhf+cpX\neOSRRzouojEMg1/+8peEh2tdn4hIX9XibuaYo5BjjkJaPS2kR2Yw2/olsmIG6aJLEZHP4VWC3rp1\nK6+99lqnX6gmk4k777yTf/u3f+OHP/yhzwoUEZHgY3fWU9jwHicai3AbLgbH5pCbNInMqAEK3yIi\nXvB6s57Tp08zZMiQTuPFxcUYhuGTwkREJPica62ksOEQJc2nMZvMjIgfxYTEG0iO1MX6IiLXwqsQ\nvnjxYh5++GHKysoYP348AEeOHGHTpk0sWrTIpwWKiEhgeQwPpc3FHG74F9Vt54gKi2aS5UbGJk4g\n1hwX6PJEREKSVyH8+9//PikpKTz77LPU1dUBkJKSwsqVK/nmN7/p0wJFRCQwnB4nJxuLKGx4jwaX\nncTwJG5KzeP6+DFEhEUEujwRkZDmVQg3m82sXr2a1atXY7fbAbBYLD4tTEREAuOKiy2jMrg55Tay\nY4cSZtIGbSIiPeGab22i8C0i0jvZnXUfX2z5oS62FBHxMa9CuMPh4He/+x379++ntrb2iosxDx48\n6JPiRETE9861VnK44RBndLGliIjfeBXCH374YY4dO8bSpUuxWrXxgohIqPMYHs40F1Ooiy1FRALC\nqxC+b98+Nm/eTG5urq/rERERH9LFliIiwcGrEJ6cnExCQoKvaxERER9pcjZxoH4fHzgKafW06mJL\nEZEA8yqE//u//zu///3veeyxx4iJifF1TSIi0kPq2+s44niPk6Uf4tLFliIiQcOrEP7ss89SVlbG\n9OnTGThwIOHhnZ+2bds2nxQnIiLXzjAMqlorKGw4RGlLCWaTmbEp4xgVPV4XW4qIBAmvQvicOXN8\nXIaIiHSX23BzuukjjjQc4nx7DdFhMUy2TGNM4gT6p/bDbm8OdIkiIvIxr0L4gw8+6Os6RESki9rc\nrRRdPMYxx/s0uhuxRCQzJ3U+I+JHEq6LLUVEgpLXm/W0t7eze/duysrKWLZsGQkJCVRUVJCYmEhi\nYqIvaxQRkc/gcDZw1PE+H148htNwMiA6i9n95jMoZojWe4uIBDmvQnh5eTkrV66koaGBpqYm5s+f\nT0JCAi+//DLNzc384he/8HWdIiLyserWcxQ6DlHSdAoTJobGjWBC0g2kRWkfBxGRUOFVCN+wYQNT\npkzh5z//OZMnT+4YnzdvHg8//LDPihMRkUsub65zpOEQ59qqiAyLYkLSJMYl5hIfrlvIioiEGq9C\n+OHDh3nttdeuuCtK//79sdlsPilMREQuba5zvPEDjjS8j8NlJyE8kZkpcxmZMIbIsMhAlyciIl3k\nVQg3DAOXy3XFeHV1tTbxERHxgSZXI0cdhym6eJQ2TyvWqEympczS5joiIr2EVyF8+vTpvPTSS53W\nfjc1NfHUU09x0003+aw4EZG+5kJbDYWO9zjVeAIDg+zYoYxPuoHM6AGBLk1ERHqQVyH8Bz/4AStW\nrGDhwoW0t7fz0EMPUVpaisVi4Te/+Y2vaxQR6dUMw6CspZTChkNUtJYRbopgdOJ4xidOJCnCEujy\nRETEB7wK4RkZGbzxxhv8z//8D0VFRRiGwaJFi7j99tuJjY316kDnzp3je9/7HrW1tZhMJr761a/y\n9a9/Hbvdztq1a6msrGTAgAFs3LiRpKQkDMNgw4YN7Nq1i+joaH71q18xevRo4NIOnU8//TQA9913\nH4sXL+7i9EVEAsflcfFR04cUNrxPvbOWOHM8NybPZHTCeKLN0YEuT0REfOhzQ/i+ffuYPn06ALGx\nsXzta1/r8oHMZjM/+MEPGD16NI2NjSxZsoQZM2awdetWpk2bxqpVq9i0aRObNm1i/fr17N69m9LS\nUt5++22OHDnCT3/6U/785z9jt9v5wx/+wOuvv47JZOKOO+4gLy+PpKSkLtcmIuJPze5mihxHOOYo\npMXTTGpkGl/q92WGxo/AbDIHujwREfGDz72655577mHevHk8/fTT3b4LSnp6eseZ7Pj4eLKzs7HZ\nbBQUFLBo0SIAFi1axDvvvAPQMW4ymZgwYQIOh4Oamhr27t3LjBkzsFgsJCUlMWPGDPbs2dOt2kRE\n/OF8Ww0F5//KS+WbOGjfR1qUla9kLOVr/VcwImGUAriISB/yuWfCd+zYwZYtW3jllVf4wx/+wIwZ\nM1i2bBl5eXmYzV1/s6ioqOD48eOMHz+e2tpa0tPTAUhLS6O2thYAm81GRkZGx3MyMjKw2WxXjFut\n1i/8C4LZbMJiif3UWNgVY/LF1LeuU++6J1T75zE8fNTwEf86f5CyxrNEhEUwPnUCk9Mm0y86zW91\nhGr/goF613XqXfeof90T7P373BCek5PD97//fb773e/y97//nddff50HH3wQi8XCokWLWLJkCdnZ\n2dd0wKamJtasWcOPfvQj4uPjO33NZDL5ZKtlt9vAbm/uNGaxxF4xJl9Mfes69a57Qq1/be5WPmz8\ngGOOw1x0OYg3JzA95SZGxo+9tN67Feyt/ptPqPUvmKh3XafedY/61z2B6l9amne37/bqwszw8HAW\nLFjAggULsNlsbNu2ja1bt/Lcc88xceJEXn31Va8O5nQ6WbNmDbfddhsLFiwAIDU1lZqaGtLT06mp\nqSElJQW4dIa7urq647nV1dVYrVasVisHDx7sGLfZbEyZMsWr44uI+JrdWcfRhsMcbyzCZTjJjBrA\njJTZDNH9vUVE5BOu+R3BarWyfPlyVqxYQWJiIu+//75XzzMMg4cffpjs7GxWrlzZMZ6Xl8f27dsB\n2L59O/Pmzes0bhgGhYWFJCQkkJ6ezsyZM9m7dy8NDQ00NDSwd+9eZs6cea3TEBHpMYZhUNZcyv9U\nb+XViucpuniMnLhhfLX/XdzR//+QEzdcAVxERDrx6kz4Zfv27eP111/nnXfeISoqivz8fJYtW+bV\nc9977z3eeOMNhg8fzu233w7AunXrWLVqFQ8++CBbtmyhf//+bNy4EYDZs2eza9cu5s+fT0xMDI8+\n+igAFouFb3/72yxduhSA+++/H4tF99EVEf9zepycbPyQo473qXfWEWOOZbJlGmMSxxNrjgt0eSIi\nEsRMhmEYn/eAqqoqtm7dytatW6mqqmLy5MksXbqUW265haioKH/V2S1Op1trwnuI+tZ16l33BFP/\nLrocHHMc5sOLx2jztJEWmc74xBsYGj8cs+mazm34TTD1L9Sod12n3nWP+tc9Ib0m/O677+bgwYOk\npKSwePFili5dyqBBg3qkQBGRUGIYBufaKjnacJiS5lMAZMcOY1xSLplRA3xyUbmIiPRenxvCY2Ji\neOqpp5gzZ063bkkoIhKq3IaLU40nOep4n/PtNUSFRTMhaRJjEyeQEJ4Y6PJERCREfW4Iv7w1vIhI\nX9PsbuIDxxE+uHiEFnczyREpzE79EiPiRxERFhHo8kREJMQF5+JFEZEAOd9m44jjfU41nsSDm0Ex\nQxiXOJGsmEFaciIiIj1GIVxE+jy34aak6RTHHIc511ZFuCmC0QljGZuYS3JkSqDLExGRXkghXET6\nrCZXI0UXj1J08SjN7iYSwy3MSJnNyPgxRJmjA12eiIj0YgrhItKnGIZBdVsVxxyFFDd9hAcP18UM\nYWziBAbFDNGSExER8QuFcBHpE1weJ6eaTnLMcZjz7TVEmiIZmziBMYkTsEQkB7o8ERHpYxTCRaRX\nczgdFF0s5MOLx2j1tJISkcrs1C8xPH4kkWGRgS5PRET6KIVwEel1DMOgorWMY45CSpuLARgSO5Sx\niRMYEJ2lJSciIhJwCuEi0mu0e9o52fghxxyHqXfWER0WQ27SZMYkjtfGOiIiElQUwkUk5NmddRxz\nFHLiYhHtRjtpkVbm9buFoXEjCA/TrzkREQk+encSkZDkMTyUtZzhmKOQspZSwghjaNwIxiZOwBqV\nqSUnIiIS1BTCRSSktLpbOd74AR84CnG4GogzxzPFMp1RCeOIC48LdHkiIiJeUQgXkZBga7Gx78J+\nPmo8jstwkRk1gBuTZ5EdNxSzyRzo8kRERK6JQriIBC2nx0lJ0yk+bDxGVWsF4aZwhseNZEziBNKi\n0gNdnoiISJcphItIUDEMg3NtlZy4WMTpppM4DSeJ4Rbm9f8Sg8OHE22OCXSJIiIi3aYQLiJBweF0\ncLKxiBONRThcDUSYIhgaN4LrE0aTGTWA5OQ47PbmQJcpIiLSIxTCRSRgLi83Od5YRGVrGQADoq9j\nimU62XHDiAiLCHCFIiIivqEQLiJ+9dnLTZKYYpnOiPhRJEYkBbpEERERn1MIFxG/+P/LTT7E4bIT\nbopgaNxwRiaMITNqgO7rLSIifYpCuIj4zGcvN8lisuVGsuOGERkWGeAKRUREAkMhXER6VOflJh/h\nNNq13ERERORTFMJFpEdcdDk4efFDjjcWdV5uEj+GzGgtNxEREfkkhXAR6TKnx0lJ8ylOXCyiQstN\nREREvKYQLiLXxGN4qGgp41TTCYqbTmm5iYiISBcohIvIFzIMA1vbOT5qOsHpxpO0eJqJNEWSEzeM\n6+NH0z96oJabiIiIXAOFcBG5qtr2C5xqPMGpphM4XA2YTWYGx+QwPP56rosZQniYfoWIiIh0hd5B\nRaQTh9PB6aYTfNR0gtr285gwMTDmOiZbppEdN5TIsKhAlygiIhLyFMJFhBZ3M8VNH/FR4wnOtVUC\nkBGVyazUPIbGDSfWHBfgCkVERHoXhXCRPqrd086Z5tN81HiC8pZSDAySI1KZmjyTYXEjSIqwBLpE\nERGRXkshXKQPcRsuyppL+ajpBKXNxbgMF/HmBHKTJjMs/npSI/rpAksRERE/8FsI/+EPf8g//vEP\nUlNTefPNNwGw2+2sXbuWyspKBgwYwMaNG0lKSsIwDDZs2MCuXbuIjo7mV7/6FaNHjwZg27ZtPP30\n0wDcd999LF682F9TEAlJHsNDVWsFpxpPUNz8EW2eNqLDYrg+fjTD40eSEdVfwVtERMTP/BbC77jj\nDu666y6+//3vd4xt2rSJadOmsWrVKjZt2sSmTZtYv349u3fvprS0lLfffpsjR47w05/+lD//+c/Y\n7Xb+8Ic/8Prrr2MymbjjjjvIy8sjKUn3JRb5JMMwON9ew0eNxznddJImdyMRpgiy44YxLO56BsZc\nh9lkDnSZIiIifZbfQvjkyZOpqKjoNFZQUMDLL78MwKJFi1ixYgXr16+noKCARYsWYTKZmDBhAg6H\ng5qaGg4ePMiMGTOwWC6tVZ0xYwZ79uzh1ltv9dc0RIKWYRjUtp+npPk0p5pOYHfWE4aZQbGDGRY3\nh8Gx2USERQS6TBERESHAa8Jra2tJT08HIC0tjdraWgBsNhsZGRkdj8vIyMBms10xbrVasdls/i1a\nJIi4PE4qWsspbS7hbHMxje5GAAZEX0du0mSyY4cRbY4OcJUiIiLyaUFzYabJZPLZulSz2YTFEvup\nsbArxuSLqW9d11O9c7Q7OO04xamGU5RePIPLcBEZFsmQhGyGJQ0jJ3Eo8RHxPVBxcNH3Xveof12n\n3nWdetc96l/3BHv/AhrCU1NTqampIT09nZqaGlJSUoBLZ7irq6s7HlddXY3VasVqtXLw4MGOcZvN\nxpQpU77wOG63gd3e3GnMYom9Yky+mPrWdV3t3aUt46s521JCaXMxF9rPA5AYnsSohLEMjs2mf/RA\nzKZLP86uJrDT+/4f6Xuve9S/rlPvuk696x71r3sC1b+0tASvHhfQEJ6Xl8f27dtZtWoV27dvZ968\neR3jr7zyCvn5+Rw5coSEhATS09OZOXMmv/3tb2loaABg7969rFu3LpBTEPGJdk8bZS1nOdtcwtnm\nElo8LZgwkRk9gGnJNzE4NpvkiBTd1URERCRE+S2Er1u3joMHD1JfX89NN93EAw88wKpVq3jwwQfZ\nsmUL/fv3Z+PGjQDMnj2bXbt2MX/+fGJiYnj00UcBsFgsfPvb32bp0qUA3H///R0XaYqEOruznrPN\nJZQ2l1DVWoEHD1Fh0VwXM5jBsdlcFzOYaHNMoMsUERGRHmAyDMMIdBG+5nS6tRylh6hvXffp3rkN\nN9WtVZQ2F1PaUoLdWQ9AckQqg2OzGRybTUZUf8JMYYEqOajoe6971L+uU++6Tr3rHvWve7QcRUQ6\ntLibKWsppbS5hLKWUto9bYRhZkDMQMYmTGBQbLa2ixcREekDFMJFfMgwDOqctZQ2F1NRc5bKpgoM\nDGLMseTEDmNwbDYDYwYRGRYZ6FJFRETEjxTCRXqY23BzrrWSM83FlDYX43BdupA4IyaTSZYbGRyb\nTVqkVRdVioiI9GEK4SI9oNXdSlnLGUqbizn78TITs8nMwOhB5CZNvnTGu59Va/tEREQEUAgX6bIG\np53S5mLONBdT1frxMpOwy8tMcsiKGaRt4kVEROQzKYSLeMljeKhpq+bMx8G73lkLQEpEKrlJkxkS\nm4M1KlPLTEREROQLKYSLfA6nx0l5Sylnmos7Ns0JI4zM6IGMThjHYN3NRERERLpAIVzkUxpdFylt\nvrRFfEVrGW7DTWRYFINihjAkNofrYgYTZY4OdJkiIiISwhTCpc8zDIML7TWUNpdwprmY8+02ABLD\nkxiTMJ7BsTlkRg/AbDIHuFIRERHpLRTCpU9qdjdxrrWKipazlDaX0Oi+CEBGVH9uTJ7JkNihJEek\naH23iIiI+IRCuPR6hmFQ76zjXGsl1W1VnGutpMFlByDcFE5WzGCmxE5nUGw2sebYAFcrIiIifYFC\nuPQ6Lo+LmvZqHCwDRgAAEjRJREFUqlsvBe5zbVW0eVoBiA6LITN6AKMTx5EZNYC0qHTMJv0YiIiI\niH8pfUjIa3E3XwrcbZWca62ips2GBzcAlohksmOHkhk9gMzo/iSFJ2uJiYiIiAScQriEFMMwaHDV\nc67jLHcldmc9AGGEkR5lZXxSLhlRl0J3jJaXiIiISBBSCJeg5jbcnG+zdZzlrm6tpMXTAkBUWDSZ\nUf25Pn40mdEDSI/MIDxM39IiIiIS/JRYJKi0uVs59/HFk+daK6lpt+E2XAAkhlu4LnYImVEDyIwe\noLuXiIiISMhSCJeAanO3UtVWSWVLOVWt5ZxvrwEuLS3pF5XOmITxZEb3JyNqAHHhcQGuVkRERKRn\nKISLX7W6WznXWkFlawWVreVc+Dh0m01mMqL6M9kyjf7RA7FGZRIRFhHgakVERER8QyFcfKrV3UJV\nayVVreUfh+7zQOfQPSA6C2tUptZzi4iISJ+h1CM96lLovnSmu6pT6A4nIyqTKZbpDIjOIj1KF1GK\niIhI36UUJN3yydBd2VpObafQ3f9S6I7JwhqVoU1xRERERD6mVCTXpNnVTEnTKSpby6lsregI3eEf\nh+6plhn0jxmo0C0iIiLyOZSS5KqcHie17Re40F7D+fYabK1V1DovAJ8I3ckzOpaXmE3mAFcsIiIi\nEhoUwgW4dNeSy2H7Qtul/9qddRgYwKWNcdIjrYztN5YUrArdIiIiIt2gEN7HGIZBk7uxU9i+0F7D\nRZej4zFx5njSItPJiRtGWmQ6/SKtJIQnYDKZsFhisdubAzgDERERkdCnEN6LGYZBg6ue8201nc5y\nX972HcASkYw1KpMxCePpF5lOWlQ6MebYAFYtIiIi0vsphPcSbsNNXfuFjjPbF9pquNB+HqfhBC7t\nQJkS2Y/BsTn0i0onLTKd1Mg0IsMiA1y5iIiISN+jEB5iPIaHiy4H9c467M56atvPc6G9hrr2Wjx4\nAIgwRdAvMp3rE8Z8vJwknZTIVK3hFhEREQkSCuFBqs3Tht1ZR337pbBtd9ZR76yjwWXHbbg7HhcT\nFkO/qHQmJA3uWE6SFJ6MyWQKYPUiIiIi8nkUwgPo8lltu7P+4zPbdR1nuJvdTR2PCyOMxIgkLBEp\nDIrNxhKRTHJECpaIZK3fFhEREQlBCuF+0O5po95Zj7297hNhu54GV32ns9pRYdEkR6RwXczgj0N2\nCskRKSRGJGkpiYiIiEgvohDuQ7suvENJ8+lOZ7VNmEiKsGCJSGZQ7OCOoK2z2iIiIiJ9h0K4D0Wb\nYz51VjuZxAiLzmqLiIiI9HEhG8J3797Nhg0b8Hg8LFu2jFWrVgW6pCtMTZ4R6BJEREREJAiFBbqA\nrnC73fz85z9n8+bN7NixgzfffJPTp08HuiwREREREa+EZAg/evQogwYNIisri8jISPLz8ykoKAh0\nWSIiIiIiXgnJEG6z2cjIyOj43Gq1YrPZAliRiIiIiIj3QnZN+LUwm01YLLGfGgu7Yky+mPrWdepd\n96h/3aP+dZ1613XqXfeof90T7P0LyRButVqprq7u+Nxms2G1Wq/6eLfbwG5v7jRmscReMSZfTH3r\nOvWue9S/7lH/uk696zr1rnvUv+4JVP/S0hK8elxILkcZO3YspaWllJeX097ezo4dO8jLywt0WSIi\nIiIiXgnJM+Hh4eE88sgj3HvvvbjdbpYsWcKwYcMCXZaIiIiIiFdCMoQDzJ49m9mzZwe6DBERERGR\naxaSy1FEREREREKZQriIiIiIiJ8phIuIiIiI+JlCuIiIiIiInymEi4iIiIj4mckwDCPQRYiIiIiI\n9CU6Ey4iIiIi4mcK4SIiIiIifqYQLiIiIiLiZwrhIiIiIiJ+phAuIiIiIuJnCuEiIiIiIn4WMiH8\n3LlzrFixgoULF5Kfn8+LL74IgN1uZ+XKlSxYsICVK1fS0NAAQHFxMV/72tcYM2YMzz77bMfrlJSU\ncPvtt3f8mThxIi+88MJnHnP37t3cfPPNzJ8/n02bNnWMv/LKK8yfP58RI0ZQV1fnu0n3gGDq22W/\n/OUvyc3N7fnJ9rBg6t3y5cs7nj9z5ky+/e1v+27iPSQQ/fvhD3/ItGnTuPXWWzuNX+2Ywayn+gfw\nwgsvkJ+fz6233sq6detoa2v7zGNu27aNBQsWsGDBArZt29Yx/uSTTzJ79uyQ+LmF4OrdZatXr77i\n+zIYBUvvGhsbO/3cT506lQ0bNvhw5j0jEP37xje+waRJk/jWt77Vaby8vJxly5Yxf/58HnzwQdrb\n230w457Vk/178cUXufXWW8nPz7/qewYEOOsZIcJmsxkffPCBYRiGcfHiRWPBggXGqVOnjMcee8x4\n5plnDMMwjGeeecZ4/PHHDcMwjAsXLhhHjhwxfvvb3xqbN2/+zNd0uVzG9OnTjYqKis/82rx584yy\nsjKjra3NuO2224xTp04ZhmEYRUVFRnl5uTF37lyjtrbWF9PtMcHUN8MwjKNHjxoPPfSQMWHChJ6e\nao8Ltt5d9p3vfMfYtm1bT03TZ/zdP8MwjIMHDxoffPCBkZ+f32n8ascMZj3Vv+rqamPu3LlGS0uL\nYRiGsWbNGuP111+/4nj19fVGXl6eUV9fb9jtdiMvL8+w2+2GYRjG4cOHDZvNFhI/t4YRXL0zDMPY\nuXOnsW7duiu+L4NRsPXussWLFxsHDx7s8fn2NH/3zzAMY9++fUZBQYGxatWqTuNr1qwx3nzzTcMw\nDOMnP/mJ8eqrr/bsZH2gp/p38uRJIz8/32hubjacTqfx9a9/3SgtLb3ieIHOeiFzJjw9PZ3Ro0cD\nEB8fT3Z2NjabjYKCAhYtWgTAokWLeOeddwBITU1l3LhxhIeHX/U19+/fT1ZWFgMGDLjia0ePHmXQ\noEFkZWURGRlJfn4+BQUFAIwaNYqBAwf29BR9Ipj65na7efzxx1m/fn1PT9Mngql3lzU2NvLuu+/y\npS99qaem6TP+7h/A5MmTSUpKumL8ascMZj3ZP7fbTWtrKy6Xi9bWVtLT0694zN69e5kxYwYWi4Wk\npCRmzJjBnj17AJgwYcJnPidYBVPvmpqaeP7557nvvvt8Nd0eFUy9u+zMmTPU1tYyadKknp5uj/N3\n/wCmTZtGXFxcpzHDMHj33Xe5+eabAVi8ePEV7yfBqKf6V1xczLhx44iJiSE8PJzJkyfz9ttvX3G8\nQGe9kAnhn1RRUcHx48cZP348tbW1Hd+YaWlp1NbWev06O3bsuOo/D9psNjIyMjo+t1qt2Gy27hUe\nYIHu2yuvvMK8efNC6s38skD37rJ33nmHadOmER8f34VZBI4/+vd5unPMYNCd/lmtVu655x7mzp3L\nzJkziY+PZ+bMmVc8rjf+zoPA9+53v/sd99xzD9HR0T04K/8IdO8u27FjBwsXLsRkMvXArPzHH/27\nmvr6ehITEzvCaUZGRsj9PHenf8OHD+e9996jvr6elpYWdu/eTXV19RWPC/TvvZAL4U1NTaxZs4Yf\n/ehHVwQRk8nk9Q9pe3s7f//737nlllt8UWbQCXTfbDYbf/3rX7nrrruu6XnBINC9+6Q333yT/Pz8\nLj8/EIKpf9d6zGDQ3f41NDRQUFBAQUEBe/bsoaWlhTfeeMOXJQeNQPfu+PHjlJWVMX/+/C7VH0iB\n7t0nvfXWW33u915f/rmF7vcvJyeHe++9l2984xvce++9XH/99YSFBV/kDb6KPofT6WTNmjXcdttt\nLFiwALj0TxE1NTUA1NTUkJKS4tVr7d69m9GjR9OvXz/g0sUAly8A+eMf/4jVau30tyabzYbVau3h\nGflHMPTt8pvRggULyMvLo6WlJSTemIKhd5fV1dVx7Ngx5syZ00Oz8z1/9u/zdPWYgdYT/du3bx8D\nBw4kJSWFiIgIFixYwOHDhzly5EhH/woKCnrV7zwIjt4dPnyYDz74gLy8PJYvX05paSkrVqzw3aR7\nSDD07rITJ07gdrsZM2aMD2bqG/7s39UkJyfjcDhwuVwAVFdXh8zPc0+9byxbtoytW7fy6quvkpSU\nxODBg4Mu61198WWQMQyDhx9+mOzsbFauXNkxnpeXx/bt21m1ahXbt29n3rx5Xr3ejh07Ov3NOjMz\ns9PfMl0uF6WlpZSXl2O1WtmxYwe/+c1vem5CfhIsfRs2bBj//Oc/Ox6Xm5vL3/72tx6Yoe8ES+8u\n27lzJ3PmzCEqKqoHZud7/u7f5+nqMQOpp/rXv39/jhw5QktLC9HR0ezfv58xY8Ywfvz4Tv2z2+38\n9re/7bjrwN69e1m3bp1vJudjwdI7i8XC8uXLgUv/tL569WpefvllH8y45wRL7y4LtX/983f/rsZk\nMjF16lR27txJfn4+27ZtIy8vr9vz87WefN+ora0lNTWVqqoq3n77bf70pz+RmJgYVFnPZBiG4bej\ndcOhQ4e48847GT58eMc/Kaxbt45x48bx4IMPcu7cOfr378/GjRuxWCycP3+eJUuW0NjYSFhYGLGx\nsbz11lvEx8fT3NzM3Llzeeedd0hISLjqMXft2sWjjz6K2+1myZIlHRfWvPTSS2zevJkLFy6QkpLC\n7Nmzg/bWScHUt0/Kzc3l8OHDPpt3Twi23q1YsYJvfvOb3HTTTT6fe08IRP/WrVvHwYMHqa+vJzU1\nlQceeIBly5ZRX1//mccMZj3Zv9///ve89dZbhIeHM3LkSDZs2EBkZOQVx9yyZQvPPPMMcOmWekuW\nLAHg8ccf580336Smpob09HSWLVvGAw884L9mXKNg6t1ll0P4m2++6fsGdEOw9W7evHls2rSJnJwc\n/zSgmwLRv+XLl1NSUkJzczMWi4UNGzYwa9YsysvLWbt2LQ0NDYwcOZInnnjiM58fTHqyf8uXL8du\ntxMeHt5x+9rPEsisFzIhXERERESktwipNeEiIiIiIr2BQriIiIiIiJ8phIuIiIiI+JlCuIiIiIiI\nnymEi4iIiIj4mUK4iIiIiIifhcxmPSIi0tmIESM+9+uLFy/mV7/6lZ+qERGRa6H7hIuIhKjz5893\nfPyPf/yDH//4x+zdu7djLDo6+nM3NxIRkcDRchQRkRCVlpbW8edy2P6sscrKStasWcOkSZOYMmUK\nq1evpry8vON1nnjiCe644w7+9Kc/MWfOHHJzc3nkkUdwuVy88MILzJo1i6lTp/LrX/+aT563mTFj\nBk8//TRr165lwoQJzJw5k5deeqlTjeXl5axevZrc3FwmTpzImjVrOv3lQUSkr1IIFxHpxRobG1mx\nYgVJSUm8+uqr/PGPfyQxMZF77rmH9vb2jsedOXOGffv2sXnzZp588km2b9/Ot771LUpKSnjhhRf4\nj//4D5577jl27drV6fU3b97MqFGj2LZtG6tXr+axxx7reIzb7Wb16tU0Njbyyiuv8Pzzz1NRURHU\nW96LiPiL1oSLiPRib7zxBrGxsfziF7/oGNuwYQNTpkxhz549zJs3r2P80UcfJTY2lqFDhzJt2jQ+\n/PBDnnnmGcLDw8nJyeGFF17gwIEDzJkzp+M5kydP5pvf/CYAQ4YMobCwkOeff57Zs2eza9cuSktL\nee6557BarQD8+te/ZuHChRw6dIhJkyb5pwkiIkFIIVxEpBcrKiqipKSE3NzcTuMtLS2dlqRkZWUR\nGxvb8XlqairZ2dmEh4d3Gqutre30OhMmTOj0eW5uLk8//TQAxcXFDBgwoCOAA+Tk5GCxWCguLlYI\nF5E+TSFcRKQXMwyDcePG8dhjj13xteTk5I6PPxm2AUwm02eOeTyeHqnLZDL1yOuIiIQqhXARkV5s\n1KhR/O///i+pqanEx8f3+OsXFhZe8XlOTg5w6ax3ZWUlNput42x4cXExdru94zEiIn2VLswUEenF\nFi9eTFxcHPfffz+HDh2ivLycgwcP8stf/pLKyspuv/6//vUvnn32WUpLS3n11Vd56623uPvuuwGY\nPXs2gwcP5qGHHqKoqIijR4+yfv16Jk6cyA033NDtY4uIhDKdCRcR6cXi4+P57//+b5544gm+853v\n0NTURHp6OtOmTeuRe4jfe++9HDlyhKeeeoq4uDjWr1/P3LlzATCbzfznf/4nGzZs4K677sJkMjFz\n5kx+8pOfdPu4IiKhTpv1iIhIl8yYMYP77ruPu+66K9CliIiEHC1HERERERHxM4VwERERERE/03IU\nERERERE/05lwERERERE/UwgXEREREfEzhXARERERET9TCBcRERER8TOFcBERERERP1MIFxERERHx\ns/8HFT+yQ6vEX84AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "4jlybakoNRMk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "outputId": "83ffaf1f-fda4-41e5-936b-fbeff0af7a32"
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,8))\n",
        "ax = plt.subplot(2,1,1)\n",
        "ax.set_title('Vendas Cafelura 2017 e 2018', fontsize=18)\n",
        "sns.lineplot(x='mes', y='vendas', data=cafelura)\n",
        "ax = plt.subplot(2,1,2)\n",
        "ax.set_title('Vendas Normalizadas Cafelura 2017 e 2018', fontsize=18)\n",
        "sns.lineplot(x='mes', y='vendas_normalizadas', data=cafelura)\n",
        "ax = ax"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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423KK7UVEh4yjhZvF2SHJD1SMi4iIiFyCzLJ0lpxdxPHCo84OpU7shp21aavJ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\nv1cliNZEAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "Zsx0Va9WYfPK",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Statsmodels"
      ]
    },
    {
      "metadata": {
        "id": "4Q02O0EeRHRe",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.seasonal import seasonal_decompose"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "xA531nYOYouQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "774de895-cf25-465f-bd7f-c3550d55389c"
      },
      "cell_type": "code",
      "source": [
        "resultado = seasonal_decompose([chocolura['vendas']], freq=3,)\n",
        "ax = resultado.plot()"
      ],
      "execution_count": 130,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ePZw5cwaAcePGMW/evIwFJgiCIAxvKQ8WKwiCIAh9YWjf8CMIgiAMWiJBCYIg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\n",
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "NhXMTleyY8kd",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "observacao = resultado.observed\n",
        "tendencia = resultado.trend\n",
        "sazonalidade = resultado.seasonal\n",
        "ruido = resultado.resid"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "X0JQIn8wZlPR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "41c81d41-2ee4-44c6-c915-e9f1e938b630"
      },
      "cell_type": "code",
      "source": [
        "data = ({\n",
        "    'observacao':observacao,\n",
        "    'tendencia':tendencia,\n",
        "    'sazonalidade':sazonalidade,\n",
        "    'ruido':ruido\n",
        "})\n",
        "\n",
        "resultado = pd.DataFrame(data)\n",
        "resultado.head()"
      ],
      "execution_count": 133,
      "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>observacao</th>\n",
              "      <th>ruido</th>\n",
              "      <th>sazonalidade</th>\n",
              "      <th>tendencia</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>210</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.603175</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>185</td>\n",
              "      <td>0.396825</td>\n",
              "      <td>-16.730159</td>\n",
              "      <td>201.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>209</td>\n",
              "      <td>-26.793651</td>\n",
              "      <td>11.126984</td>\n",
              "      <td>224.666667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>280</td>\n",
              "      <td>41.063492</td>\n",
              "      <td>5.603175</td>\n",
              "      <td>233.333333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>211</td>\n",
              "      <td>-35.936508</td>\n",
              "      <td>-16.730159</td>\n",
              "      <td>263.666667</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   observacao      ruido  sazonalidade   tendencia\n",
              "0         210        NaN      5.603175         NaN\n",
              "1         185   0.396825    -16.730159  201.333333\n",
              "2         209 -26.793651     11.126984  224.666667\n",
              "3         280  41.063492      5.603175  233.333333\n",
              "4         211 -35.936508    -16.730159  263.666667"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 133
        }
      ]
    },
    {
      "metadata": {
        "id": "mbBQEo9FZ8Ix",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 740
        },
        "outputId": "1902bbb8-8b05-4a4d-d831-699879e2ba02"
      },
      "cell_type": "code",
      "source": [
        "plot_comparacao(resultado.index, 'observacao', 'tendencia', 'sazonalidade', resultado,\n",
        "               'Exemplo de Statsmodels')"
      ],
      "execution_count": 136,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wqmjp/1Z7RvpJMCiHv0ZHun6NDiN2Nn8ApV6CXqkPWZxE48H3YIpVHp8HfZ5e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\niIiIiGggcIJLREREREREA+H/A4K0ilHlHu96AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1152x864 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "d12tdVuraYsl",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}