TF2_TRANSFER_LEARNING_WITH_DATA_AUGMENTATION_PT1.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TF2 TRANSFER LEARNING WITH DATA AUGMENTATION PT1.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMOztLnDVcrmzQiIt4BArO0",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/CristianCristanchoT/TRANSFER-LEARNING-VGG16/blob/master/TF2_TRANSFER_LEARNING_WITH_DATA_AUGMENTATION_PT1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NyvZX7F6fAXY",
        "colab_type": "code",
        "outputId": "d457193c-5421-41cc-b4ba-3442845843a0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "!pip install -q tensorflow-gpu==2.0.0"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 380.8MB 46kB/s \n",
            "\u001b[K     |████████████████████████████████| 450kB 45.3MB/s \n",
            "\u001b[K     |████████████████████████████████| 3.8MB 52.6MB/s \n",
            "\u001b[31mERROR: tensorflow 1.15.0 has requirement tensorboard<1.16.0,>=1.15.0, but you'll have tensorboard 2.0.2 which is incompatible.\u001b[0m\n",
            "\u001b[31mERROR: tensorflow 1.15.0 has requirement tensorflow-estimator==1.15.1, but you'll have tensorflow-estimator 2.0.1 which is incompatible.\u001b[0m\n",
            "\u001b[?25h"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N-2JxCFIjB9r",
        "colab_type": "code",
        "outputId": "b5d12f56-18ae-491e-c98a-1b2344adcb9b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "import tensorflow as tf\n",
        "print(tf.__version__)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.0.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9laML2TbjbmA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from tensorflow.keras.layers import Input, Dense, Flatten\n",
        "from tensorflow.keras.applications.vgg16 import VGG16 as PretrainedModel, preprocess_input\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.optimizers import SGD, Adam\n",
        "from tensorflow.keras.preprocessing import image\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "from glob import glob\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import sys, os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NMLyxxl1k5IC",
        "colab_type": "code",
        "outputId": "993050a7-392a-416c-df98-1ed4eec7cda9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "!pip install kaggle"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.6/dist-packages (1.5.6)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.24.3)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.6/dist-packages (from kaggle) (2019.11.28)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.12.0)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.6/dist-packages (from kaggle) (4.0.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.21.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from kaggle) (4.28.1)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.6.1)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.6/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (3.0.4)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (2.8)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nrrj1jdEl75o",
        "colab_type": "code",
        "outputId": "3fa0a9ea-8bd3-4142-8de5-c769b3c859a5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!mkdir .kaggle"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "mkdir: cannot create directory ‘.kaggle’: File exists\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4ECYmDkAo5fl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import json\n",
        "token = {\"username\":\"userxxx\",\"key\":\"apikey\"}\n",
        "with open('/content/.kaggle/kaggle.json', 'w') as file:\n",
        "    json.dump(token, file)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MQriwV3_pA2D",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp /content/.kaggle/kaggle.json ~/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WEv2gZAYpFHZ",
        "colab_type": "code",
        "outputId": "da346261-6d54-4910-afbb-b1e778a6ae42",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "!kaggle config set -n path -v{/content}"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
            "- path is now set to: {/content}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DzLhYhDxpKpw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!chmod 600 /root/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QNmqZR4SqSxQ",
        "colab_type": "code",
        "outputId": "7a96f81d-0820-401f-ab6d-e124bcc3c3e0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        }
      },
      "source": [
        "!kaggle datasets list"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.6 / client 1.5.4)\n",
            "ref                                                         title                                                size  lastUpdated          downloadCount  \n",
            "----------------------------------------------------------  --------------------------------------------------  -----  -------------------  -------------  \n",
            "kimjihoo/coronavirusdataset                                 Coronavirus-Dataset                                  20KB  2020-03-05 01:57:50           3743  \n",
            "rupals/gpu-runtime                                          Segmentation GPU Kernel Performance Dataset           4MB  2020-03-01 10:04:27             51  \n",
            "shivamb/real-or-fake-fake-jobposting-prediction             [Real or Fake] Fake JobPosting Prediction            16MB  2020-02-29 08:23:34            302  \n",
            "tapakah68/yandextoloka-water-meters-dataset                 Water Meters Dataset                                982MB  2020-02-29 10:59:49             55  \n",
            "imdevskp/ebola-outbreak-20142016-complete-dataset           Ebola 2014-2016 Outbreak Complete Dataset           101KB  2020-02-26 14:36:31            326  \n",
            "imdevskp/sars-outbreak-2003-complete-dataset                SARS 2003 Outbreak Complete Dataset                  10KB  2020-02-26 10:25:22            252  \n",
            "umangjpatel/pap-smear-datasets                              Pap Smear Datasets                                  448MB  2020-03-02 07:17:58             38  \n",
            "shank885/knife-dataset                                      Knife Dataset                                         1MB  2020-03-02 06:43:53             49  \n",
            "anlthms/dfdc-video-faces                                    DFDC video face crops - parts 4-8                     2GB  2020-03-03 01:22:58             18  \n",
            "brunotly/foreign-exchange-rates-per-dollar-20002019         Foreign Exchange Rates 2000-2019                      1MB  2020-03-03 17:43:07            257  \n",
            "prakrutchauhan/indian-candidates-for-general-election-2019  Indian Candidates for General Election 2019         133KB  2020-03-03 07:01:53            182  \n",
            "gpiosenka/100-bird-species                                  110 Bird Species                                    757MB  2020-03-04 14:00:34            146  \n",
            "sudalairajkumar/novel-corona-virus-2019-dataset             Novel Corona Virus 2019 Dataset                     326KB  2020-03-03 06:05:19          19623  \n",
            "jessemostipak/hotel-booking-demand                          Hotel booking demand                                  1MB  2020-02-13 01:27:20           6352  \n",
            "tunguz/big-five-personality-test                            Big Five Personality Test                           159MB  2020-02-17 15:59:37           1829  \n",
            "arindam235/startup-investments-crunchbase                   StartUp Investments (Crunchbase)                      3MB  2020-02-17 21:54:42           1491  \n",
            "brendaso/2019-coronavirus-dataset-01212020-01262020         2019 Coronavirus dataset (January - February 2020)   53KB  2020-02-06 18:09:28           7053  \n",
            "jamzing/sars-coronavirus-accession                          SARS CORONAVIRUS ACCESSION                            2MB  2020-02-18 15:49:34           2021  \n",
            "timoboz/data-science-cheat-sheets                           Data Science Cheat Sheets                           596MB  2020-02-04 19:42:27           3099  \n",
            "brandenciranni/democratic-debate-transcripts-2020           Democratic Debate Transcripts 2020                  565KB  2020-02-27 00:07:40            476  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OQnRgWVzqUr-",
        "colab_type": "code",
        "outputId": "7a4174f7-3a44-45d4-acc9-2e2ea24a1a2c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "!kaggle datasets download -d binhminhs10/food5k -p /content"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading food5k.zip to /content\n",
            " 98% 837M/853M [00:06<00:00, 153MB/s]\n",
            "100% 853M/853M [00:06<00:00, 140MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5-ICQH4qqkcr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cd /content/"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GPcYBKtNrbJG",
        "colab_type": "code",
        "outputId": "faeacbd0-f678-48d4-a53a-4776247a895d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "'{'   food5k.zip   sample_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "btG-4J3Vre3M",
        "colab_type": "code",
        "outputId": "6b833bd3-5064-4b3a-e322-2c4e507871d9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "!unzip food5k.zip"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  food5k.zip\n",
            "replace Food-5K/evaluation/0_0.jpg? [y]es, [n]o, [A]ll, [N]one, [r]ename: "
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kkZ4C4VSsFR3",
        "colab_type": "code",
        "outputId": "195e52e7-c4aa-436c-a70e-252959c945ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls Food-5K/"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "evaluation  training  validation\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c7o4Bi1-sLBN",
        "colab_type": "code",
        "outputId": "5dcb1f5f-230f-4a2e-f7eb-63488f07a274",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!ls Food-5K/training/"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wAczI3Djtpol",
        "colab_type": "code",
        "outputId": "2dddf5b5-b409-414b-8f3b-7789cbdcb9b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "plt.imshow(image.load_img('Food-5K/training/0_808.jpg'))\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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aZwoqBcSPv8pRfeGaLQDBKlxgY9dvNElLcnRDuP09rK5N9U04YUA3mUMVasXlP6VZ0Rjn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\n8nq8Hh8zXhvI6/F6fMz4/wCSGD1olQtwrQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "76lcgFiSt5Lk",
        "colab_type": "code",
        "outputId": "0858a959-9328-4316-8700-e7d219ea58c5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "plt.imshow(image.load_img('Food-5K/training/1_171.jpg'))\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OINbPyHuH1voMAC25/eKt/MiPvIXeRX7xF3+Rzz/yKLrSdF2HlGqDKcQYMZVECGjbFucC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\n42Y8NP4/CvgfLWC5UecAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ElMx9Ow6uAes",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir data"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WwWVYTAvuDSz",
        "colab_type": "code",
        "outputId": "7a05346c-663b-4241-f994-56dcb2f194b1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "'{'   data   food-5k   Food-5K\t food5k.zip   sample_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9nS3wiNEuFWK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#directorios al estilo de keras\n",
        "!mkdir data/train\n",
        "!mkdir data/test\n",
        "!mkdir data/train/nonfood\n",
        "!mkdir data/train/food\n",
        "!mkdir data/test/nonfood\n",
        "!mkdir data/test/food"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OpZ_LQ6yuau3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Ahora se mueven las imagenes a us respectivas carpetas\n",
        "!mv Food-5K/training/0*.jpg data/train/nonfood\n",
        "!mv Food-5K/training/1*.jpg data/train/food\n",
        "!mv Food-5K/validation/0*.jpg data/test/nonfood\n",
        "!mv Food-5K/validation/1*.jpg data/test/food"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "suPMW34PxZkl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_path = 'data/train'\n",
        "valid_path = 'data/test'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-oGElR-cxn16",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "IMAGE_SIZE = [200, 200]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iuSkDcT2xz0H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "image_files = glob(train_path + '/*/*.jpg')\n",
        "valid_image_files = glob(valid_path + '/*/*.jpg')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1lIaIQT8yFXB",
        "colab_type": "code",
        "outputId": "f39619e9-a903-475a-e1c7-e3f7463dfb76",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "folders = glob(train_path + '/*')\n",
        "folders"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['data/train/nonfood', 'data/train/food']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tOagXvEQyWMT",
        "colab_type": "code",
        "outputId": "699c3513-66a1-44a2-fa94-6d5124b63d70",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "plt.imshow(image.load_img(np.random.choice(image_files)))\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PtQbXdRRxFPKCiWmOvAXygil5djjbYY8sX8V31yQBzMqHTXmlfBnriDHT9zsk\nFZzRMHOaZ/ou1KCYZ9sPagleJJ6+8Lz8wPI7v/kFh7ePyLnHOccQPPf3B/ywgSq8EyMpz1gBSiY4\nw9B50uwh1Uo43jHGiPWOlAuD78jFLvMd46yRbJMXz6ThoJKMWqSSNb0vV/y71MwqY0kSKy/TVNZB\nwSKVEleIKeJwkJNa/laVn/WWlLSgh3cd3qmQWBSI8bUwTcAglOzoO/WwdI6UzpWNpgRmKsZtm6Ud\n6XrDNN9gg2VMM8OmAzo2dsvtzad87ZuPuZ1/wpP3Bybzhst7y80NzJN6An2/hXLHs2cvOWwyn390\njTFnQMeYE+M4EYslzRPGQMmaAEEu9LUISkoHiu0fCMgGQzzwisqKvcJKgWvz4d2AEJGiigkMwQbu\nriK3lyNvPr/i07NLvng5s9tt+PBrH3B2ek/f9wTn2W5PODs75fz8nG53xpvXXyAEHp8/5f7uRuGV\naOjtwHSYvrK8+oUQmsYYxBo631GKx7qaqVEtyixgndPMBuNrfq8gBYxTV817zxzHuglKddczpaj7\nnmJeOGiw0hLW/PCyYDNKC9ECE5IruV0SjegMmRC2NddbJ3uaDvTdbsHwrDE4fyClwrDZkaLB2U65\nKgi5HIjpDmG7LKKcI+Ir4fnIzRTJuNDI+Y00rkGT9kzOOUpaszqadd1c/tacNxWWaAkDbbHq51o9\nxyxWgjGGGBOlrPdt46kMA6s55aXgnQrSkoVs1rS/lDRKPMaZzYniRzf3d3Rdx7//V38N4w78i+//\n35zu3sPM5+QE0+Ge272w2bxg2mc2J4H76Rof1oIk3m2xMpDnAOaWWArWdUxjwXcKGTgMaVZ4I5dI\n32/YbFZvJeW4rAcdB6WuKD1HYSCtnuUVkyupZohZDB1SHMEFSolgIrmMYDK4UDf6KgwMLGPiUDig\npVr2fUtyiGgJWksDcXVOFY7KomvL1pxiYzyhRqrnaSIMDufVy9n1O8ZDxprAR7f/hOcvd/y5f+8l\nn7yO/PCHlzx5+oycHgOBvr9FiKQ40bkTPv/0jmkvOLtDCVCl1maoHpRR2pQ4Q8o1QBdbYNAvaxJW\n7L+NRdtvS6DyS7KgeVi6V9V6V8+iVRbztT+AJG5vP8FI5g9++ClPnz3i/Zcv2G4Hnj9/Rt95uq5j\nipGLkx3nuw05JrbbE2KM7Lbn7Pd7DofDV5ZXvxBCU2jlpTzTHHHikNwitSA4LbuVBcpcix5IFWAB\nKOSasqjZLZWSUavNGNFKRM0CbXyz5kY0F6O5EYJaCGoB1A2VdaN2Xa8CtdSCGLUfzhmoBUKKVCK0\nOJxtKZ5aX3COUTHOWjCgYJPEfb8AACAASURBVBmGEw6HW4ZNYDzcqzBCqTwtqwRYsMO1z92Cnyp3\nsCN0jhgnlPCuiwvWxSqsnElgsYJ0gVYhF9ODSG6rHtVynFugYiX7a56vGqEabdZ2nPu8lg1rwn+e\nZzAjby8/JQTLON/w4sMTUj5w8QSePT/hsI/EdMdmO4AJhP6ceRLimLl+M7G/veHm8p50f4KpwaU5\nabBLshbBsCYTPBRzSsqRaRqVeO7W4hUp1swmq+Og3Eyj5HFp/N2M0ZAPhYx3WlCjILhO87Wt9Ti/\nBRMWD6IJTCOaVAlQUqblfrNk08wLXq9WcSbYWt9T1C32zjGOMzDjw0BJibnyV70fyFHoui3TNJFq\n3n8pib/+H/4pTi9O+N2P/gVihc2pZYoT0/4N3gZsxXJFEtOh43ATMKWDbOg7YT9e13WVybEc8Wy1\nJoRYhaGkcjCPdfUSSPUrfq4GinlgtBwzQNp7tiZ7KNdzxtpVyceYifPEMKigvbmeub35jM8+fUPf\nB56/eMKjx6ecnZ0iaeLFy/d5dPGEUoT+7JSNsTx+/py7qysuLy+/srz6hRCaxphWqm8Nqpi8lJXX\nQXIafLCN7J2xTigyq2ZHuWgaoFBLE1MoOYN4GmH3ODvmGIec53m1jCTSyOk5q7bUbBipVCclPQuK\npyltZY3Ya3EHAfFYYyi55SLHSsCmbkqNSDcBFaMuCn0GkKQCqQUU2oJSjMwtAmwNJNkvLTypFlVh\nLXa8WgAAyms+CkZhMTbjagCkkcq107JATk0Itv4c92WJ8jpViNa3IirqMZiKI2IMpxcDn70eaw8z\nd4crQlfAC5+/ucaZLcVOxMMBH3pcSVy+vUHE4IfASW+ww8z9Zxtubu7AenywxDljalTamKwBhZSX\ntNUYp0WoeddX3NAvqX7Iao1aa2hVsQBa6UBMIpsIRCwdsdbDDKYjW8jIg6MRFiioWppi1ILSykOy\nWPiKg2uRiaUGt4CriRwt+UGDdYZULhET1J2tFaFyiQwngcN4ycWjDedPdpQSGbpzrB+Yh3uFCbqI\nKS19NGCNYX/IICc1600oJSKiNTiFqJxVu3oqiKaQWqPZN8qgaIp6XZ/Hz9+CX8fruu3/B7+LVqXS\n//LCQADwfs0ua4q5UegOYSKWzGGeuNuPnO0sr9++ImHYbnYMJ6dIEQ7TiO0Cz9977ytIqnrfr/zN\nn2OTUuisIU0zwXbqXhq0zmMAGxwmHnC2I4Seaa8YGt5jWj42UPKIs4GStKJOjgXN0rAaMCgJykwW\nrRvoraOgWQpdv8UI5DnSDV3loUHXuHZErFXsKufEIR8UrwMMHZpunlTjisP4HRKtCr3QU2RSK6ZE\nQPFVbx1lSpB1c6mFoFhZCIEx73GdI5ZMMYUsGbHCMPQ1TUzZBCFobUVbKzWZUjOBjEEan7RVCDKW\neZrWxWkMmXgkDGf6fiIenmLtQCl7jDtgTQ95hw9B0xP9G6w8xppNtYwSWJ0XiZ7AOZL2AFhvmGXG\nB4fb7PmlX3vBi69bLm9+zKu3v48PFm8e03nDPEW877l8rS7ULMJYCqcnG+IUuL7ac3b2lJQTKauS\n6k8e8eLPz3zxieHzjxPTnSeEAe9HQMhzR5FTip0p1pFyIi958445zbhaW9O5gZLTgtOGUIVUccwT\nONfh+8zhMOFswNke6xIp3bM72XDYR3w4Y391zXa7W2CXmKN6OkZd15QzUS7xpkMEgtOCIaFivc6u\nNLqUW1554HCYFo6w9wZJgjWPcQ7meA0UvDtn0w/c3+/pT2d+5d95yvV8x+FwYJaZbegJHuI8c9Kf\nM0+Gki0Oy83nFcLKd6QM4BEJlKTen7eBw5hwTulax7illJUGhyQa/9JQCF5LCXYVFpvrem3wkHO+\n/k6FX3TvrvBRg6vMYq1a26iCraBIXAJmdraM456rN1d47znZPebx44nHT295+uyUN69/QgiBvu95\n/Ogpof83XBruZ21NC4lohLFUzdH1gSyFaZroO8940Eyehj8p71IWS8eYNSJ5zI9MMS3kdiNa1brx\nDpUrmLGiKVbOQ8oHOt8I3HHB/1LSSbU2IKKUmBb8cEZzraVyzgS0EMBRtFjd+FCLLSj22A9KEA5e\nF0RX85nnOS2ZSoHVslP8NDIMG8V3UtvsuhEfuN5mzRdXy1LIxWitxIYbCeoCmpXYP0+erlMQ/sNv\nBDanE3d3X/Dy5QfsD6/ZnRoenf0K//wff8brL16T5xO8HygFDVrJDNxgZFwse0GwLjAfZn7rN3+I\nce/xjW99j09f/5gQBs4vBn78o0/xrmeaoBwSUi26ZAsnW8/hMJLyRMqHo4K8lt3unMMeSnZaHGOz\nWQqgQKiV2M1iAedS6MJQ3XEhm+o+I+Tccr01aJRSYpq0hkCoLjOixHQplRKWMi5MvP/Nx/TDjv3h\nmun3rikcyMlh2NF355qbbjMiCWsFb04XHDjnQppGQgiKn6ZmJbf00nWvDP12Xec2k/OoXE0XKMlg\n6MjFYF3mg68/Qvye168+0ed1hv19pB8GLIE4zVgTuDscFNfL7+F8x1QFkClo4m+Fb475pN5rYesi\nuVLsjHpWJVVPq1qZ1pNroZNW/ENxSqVnrfvjIaNDLci1Bm3DRlvCSDstQL8vFaaqFK6yFoE2Rrh8\ne8Pt7R0ffRw5PRt48vSMzabn9PSUi4u3nJ6ef3V59YtBbu/k5Pz5Sj+peb2aC9uE14Hge8XOlqBF\ncyVb9ZxWqFWzO1oet3ddxdys/q3zxJTUtXCKr3TOUXIkx4kkib6rJbkKgEVoRHG1Hm0QSkoavMmF\nzletaNTSFOuwtICOf+A2N+EEqIUwz7iW1lcDD8H3S5BgP6nw0aM8RvparLlIwlbsMqVElrTQPxQ3\nqgR0syoZsQ6ygvlqEay526aou1ScYJ2wPRH+xn/2Xe4OHyGlIyfoB8/N/Sfc3h+Q+TlvX8/8zm/c\n0plHNDK884U473H2RCENI9XVVMy4Hxy53BHzHd/78+8xbCx3+1ecn5/z6vNburBbBGDoPHMeOTnd\nMs8HTk63GuGvQZM4Z2LM2Dxwdx15fPE1rt6MWOuxxVGyFo0oRRC/JiME12hWVCpWq5XZyqFRP19p\nWLHyXrEGoQOpGLm549kHgh/eksod/S4y3z9ifydYsyPwnMvXginq7uYyI4x4t1PvhwIm40yrgyBI\nVtgoJo3qai53jfLTyvqp8LKVq2zFaRk0K4hLPHkP/syvP+P68EPEnSlxviQePXrCFz95xWY45+46\n8+qzkdvLkZyFXfgWoMyLUo9dCZ2umdvbW8UijR4nktPKwYxprgV0aiKArOwKXZMrvt3I7NblJdOp\nFdNuLr0xUq/dLcK0/e3xdZqwhpW21oRtg/qU7gbDMIDJCBFjMv3Q0XWe8/NTHj9+zP/+D//RVyK3\n25/2hT/OpjiRbmidgIZvrN1snL9hGJYB/P/jHB6/PhZWzcKE4wmgBmdqJsKDKuoFkVXrH0ej27XV\nVfILJtr6WWpBh1KKLno5KgZMqZp2LQrRChnAGt0X0QBZy55p1nXrL/W4h1QLUDSu53K0Rs1Hb81a\nq/n9D8Y9Y8q6MLenO+7GN3zruy/J9p7NacB3Pd1wTpEeH86Js7DZBt57+YxuEHXxMVWzWw2O2EDL\ng1aLwdGFDfd3M8gGZ8740e9e89knB+JsOBwOK6VpmS9hHBPzpNkurYzePCcO+wjSI6Vjv5/r+Uoj\n03wDaA57a96vZwq140+o+PQ6oWVZdw1/az/Xo1O0GEUlACk85BJdp4EVrBCzkJg4f3LCcOJ4+uKM\nOd8gNiLMaE1TreavTIZWf9Qur1VYHPXZr4kAXdfRdV3dB1ukeHLyimt6j7EjJ2eGZy923N2/UXZD\nghyFs9PHHG5HHj16xuOLpwS/ocwGpKfzp8v6tF6twVrvGjFOjxIxHUVG7u+vacVytAiKq+u9sjOs\n0YCZATGWLKJemPWIcZSjGEb719Z4e+Yvr4Xj35vgPI7KN+bIsbxQbyHXMpNqxOSkMZIUhbvbA2/f\n3PL5Z2/5qu0Xxj3vuqFWl26pgQnnevRogJUi07JixnFUEriswZE1ZU4P+2p0lzhnttsTtbaiIUlG\nTLPQpvpzVOwlOE66C+a5ldjXvGXjvKbbVcE2zzOhgvJaIDaqq2Et1MwkKxp9NRioloxmpxWmeaTk\nmTRv6Pu+FnH1CMJu1y3EeoDQbevGnSsIroGwIhEjMPSdHjmQ102lliVLCqJq36IVtp2en2QzeGug\nZLJR6rgBXr+65D/9z/8GZ48y3ebH3Ny+peteEsdMyiP7wzXWPOLyao+UmdAVTnc75tExHyYde9Mh\ndqJIImYtu2ZiB+LYDI5SItYI++tH3N3c8K3vDnQhcPbeGeMhc/n2Duchl5Gz03NiHAmd5e5uJKWC\noTBPBtcP3N/c44wjMXO3f8Pjp2e8ef2G0+E9DbRVjNtYv1TDEWkOeU3tM6o4GrFdrWarRVusfu9w\nuMd5AwyAHpbng0HMyN1+JJrM4Abi3hN6z+vLz9luznh19SM++PCM15/doLU6LTlZnHFg9FypmDMx\nlkVwzpXrioxVOBhyenjC5d3dnu12SxcudD4B+sQ4XfHtDz5gzl9wdTezPRnwneFis+Pm5jWPzs+5\nvbrizasvuHoVcX5D1ynFydcwf6z1JftNT5o1KNUNO3xX+LN/7lvcXB/45//0t+i6LdZ0yxoTafVg\nZcGN10y6lhm2wmdtX69BtlJlwCobmnveaIGa085i5ba8fYXtmiHTArn1zKWQOYw3SFFZY0wg4ynF\nctgL+/vrry6vfhHcc98NcvL4A6VvSFywSCsGZ3sNNISa3YDgzAo4+67XM24yGK6wJhD8Rt2soBhS\nllwr3KiJPo4jXWjV2Ws9yXbSnjGLa9JoUDlrLc7WjDEPTn6UGgGXJTOmWra+uh6sAtzUknIpV4vD\nnjzQqLlyRY1p9UXzklt8TN/x3pPyuBRrzjkiRk9E9L7DCooFDwGLsD9oxoPisGs+fnPlj/lzc4KT\n0z3bk8KLDwx/6jsvOaSRcZ4YoxY8CFzw5KliyffXG/7x//URf+2v/iU+++wzfvv7r8jTY4ytlWOq\nC1pKIc7qbm42m+ou1TTE4TN+9d/uKSkwzcLp2cD15UiZX3Af31BKofM16QGLt1rU5f5+oiShyEBM\ne/rO8eTJU+JUuL6MBE4Ay3QYCZsBaspkkaRZNakWVa7KMPSaovrl/PyWAVRKwfYTUgYoG5z1xHLJ\n6dOZ5F7jO8PubEvJvZYsq0dDnJ/pgWfjXtiEU370wy843HZsN2eUJKRppgtGT3CsGHMhLNCKHkkR\nj/qiyR+rkVG0IHYQ+pN7nr2/ZXN6Rzb3YC2Pn5wTOr3+xr3g8lXH4X7md37n+xA3dObbSB4o6R7r\ntJSdKUIXduSokEKRiXke+Yv/8SMur3+C5z1e/STxu791S+cNhQkplsAZOV//IeuwCbYlR72eekpp\nEXdB0kqAbxj08TVaacD2WkQ0oo8aCPqdloFVlhMfhHmhui04e5Uh7aSDm+vLP2EFO55+oG6waJVt\naKfoKQ3CuJr9YGDoQhVCM7EIodMMkpwOWNvhnUbqnAfvQdDr5KSVyRs+JSJsNpvqyi5+yCKc1BVe\nQellsaIcseZCtA2Xa6SvFXkwQXOHJbc6hFI1ecG6zDjuiWktWhFCIB0df2GpArJbCxMP/XbpSy6R\ndt5OLhFrAl03LDnB1qxHg1hXMbLqchZJ6z1ribwmSNPs2G0h5ZFxvmR7Yvnwl55ih2vETYgZyeNj\nuiHTeeH0bMOLFy/5/d/7EZdvb3j25Jv8s3/yQ6Y379Eio6rwWA6Ss9QKOSWyO3X8u3/l21yPv4nz\nipednbzH//PPPuJk+z778YslIKIV31F3MDnirJWNxnLD0FmsM3RuS06eeOigbNh2J3qyplnduCKJ\n4OqJi7UAhzNmwS1Vca0psS1ia4whmRs6u0NSrUXpbnj2gWOSS0xnmVPm7Lzn+mqPITD0p5yendAP\nhcKBEFQYBF7w4x+85v6uYOZzSEF5iChRXqwgJSzHJbfjLdoBZ9bBPE+q+I0nhA1iJ772rQ2mP2DC\nKzYnjoLl0eMTchYuTh7xez/4jPlgefvmGpM7xvsO0jmGHmq9B82CMog4xbrLnsI95xenPPnOpRLs\nOeVi95J/8Pf+KdN9wNkBK1bnO949EG6tYMkDodfskAYNWShxzWFfT1NY6WzNemzzqNddiyIvB9NV\nOlT7vrWrS79+vlLkvPfs72//BGGadfC8sQQblpxdZbMpxtmqYoMK05TmiiMqmG9MJcPLSk5ux0Ys\n/yxLCTIVeJDLRC4TUvmWy4FVFhpDtwWZ2jETDdtsmGKr59tI0Ep/zg+ieV3Xsd3sFpxMN6pOVgi1\npJ1bXx9n+rT7tL4cA+PN1dEiD1/C4WoQQc+/caTI4r4cW1BKVNagk8FiXVrc2M6fMx88l29HclIC\ns+L4N8SYETMwzZbPX73l0eNnWv3JvuU7f8bhugBO8d5hGNjsdkpxykIWwfeB5+9bfvnXHuGGOzZb\nT+gTj54M3N7f6DznW7wNeOsIvpWIoz6fnoYpxiqJu26M7e6Up0+f4ipGFktcuItNWRiUJ9sEphaS\nzoTg6bqwZJbFpdoVNcECzDxj8wjxHp/vebS1/NKHz3FlhjhBzEzzDUUmisycnZ3hXaAUA6Yn5cA0\nW7K54fkHpzx/cUpmxPdrwK7h0jFpuqIWMFFaTeNqtuIt3nXLVtIq7XPdF/W0ShcwxdD7jsu3I3GG\n+/tbvV4yzGM7gsRUHjQV99OjpDOCuIzrhUfPTvRYET8wzyNR9nznV76m1Z/QA9RinI/u7R6UITz+\nuWx/s5Lcj4Va+9n2QjNejj8/znlvArPtJa0tsdYv+DK2f1z34Pg6P639K2GaxpgfAbdowfkkIr9u\njHkM/A/AN4EfAf+liPxL6fZKX5yxtRqR5iubyslKNWdCBZ3kVDMT9MA147T6dTk6cMs4cBgtMUai\nxFkzQzA4OuI41Srajv3hVgfZaDVyxCJ2PUSqabI1+qfaqu+PCd064I0K1bJ4jKuVexJM88wcTS3G\nCjnrOdyHaXXHNXX0D1v+pRaEcE7zURYrGLV0ui5gbUayZpr0vWI+fb/h5m5PzAXnN3jvGce7WrhY\nq3U7Z1esOKniKVwSwoAxnmnMGAl8+vE1xm24eHYG3JG4wmVHzo7DfM2TFy/47ONrprljnBz7MfOn\n/7KBFLi7uyfOhfv9Hc9OBoahox80c+nb331C6GdyHrG3Fzx58ZLr6ys++vFrNtvnvL39gov+MeiR\n6Yz7Uc/gyZrT7Vq1INezGZRWdnV1CzKR06DHHUhWon2e8MZjS4IiGOuwpebhl4wAcx7rWKvi8sEx\nTXusdfW8dUOxF8QZrI8YA64rfP+3fgMZLKdnjynujP3hD+iCVh23LjOXkS445jhXTLYjExFrOXm8\n43ka+PzjS2zxGpByAyYX5nLAWKnpr3kNzMh6NlPXrdlHek7Wlq4zdNsdMe+xrifGyP4+89HvHTg7\nuyC4vWKV6YTd5ilpnrk7vOV0c04qCmdJrZ8hpmB85sM/9R6nZz2XcQucgbnh8uYzuo1nins25gJn\nHRJG0lwerOEGAR0XKFn2T03DNPbhgYjNMq2yZvl5bCWu11shrOPC1+t76YGVe/ydL/frp7V/HZbm\nXxORf+vIrP1bwD8Qke8A/6C+/inNELxlnu7xvlBkIpeZlCeGYSCLkOJBAWC/IbkTDqWHcIGxG7w4\nOuOwJuLcRCl36LnLIyXCZtgSvJDzLVn2CAeEkZTvOT3rMSYvldLV3VY6ibPd8p5zWtqt6wacC6Rs\ncH7A+oBxFuuNWqw1UwlNKFNcskS6XukYxhuMN4gxuLBhuzFI2ZPTns1gGYaAtULfB7IkQt+Bc2Rg\nP85Y35EEjA+4rse4QCrgQk+xhiiA7YjZsB9num6gHzqKTNzdX9IHPaCr9z3eBEoU+uCI0y0pXpPT\nFQ44HO4rdmpxXtiGDVefTvzBb1xjb99nZy8oSYvtWr/jdn9glDdsH0WmOUN8yRyvkf6O4ekdZx9e\n8+y7M+bihtjfcrXfgzvj9mAI/ROevjjh/W84fvNf/D6//f9esuleYkzg+bNv4HcdYgqpaJZRzlGP\nFYkzZZ7Ydp7OXlDGE8bLLWZ6jp9eYOMWTyLKT/jenxn44Fc9crJnspCk09oCdsIHVVxDf4qVAUuP\nMx6KQ5JjuzknBMUuv/erz/m1b/4FvPXM4YZyccezP/sI9/KE2Hfc12OVnzz9ZbYnX2Oze8FhKkyH\ne8b9FbZEtp1j13fEG8dPfvQZP/j+b/PF5z+pVZiU2pZTYn9/R+8szJaQnmHLQOgn5nSN5IxnQxdm\nnBTyNGKlENOBYddpMWQDZ6dPkegReZ/PP0ucnm+5v7mEtEPmE7xzzPMlWGG7O8d2W8iFYCAUMLMB\nk+gu7ti8/Iz95p8jIkzxCh8a82TmL/+VbxLtp9xPbwn2CVOc2T16QsLhvAZedqcnmqwyQDQHcukY\n+hM2uxOSzBTZU+wBP2SwB1yY1cq1hiRaIT9JwXhHGHqKgWG3fYBT/lGC8Dja3ir7L0WVjceYr24/\n/ithmtXS/HUReX303m8D/4GIfGqMeQn8QxH53r/sOs4FOX/8Ej2jZc17Vj5XPbqgzFirVIWG62EK\nDgjeKoDcaTpl0zpDGDgcDjWXu+IZJpBLJGe1VodNX09vbGezBKzvF2zL2LK4ao0+ZK2n6zUrJ+V5\nqUDeaEbN/XadwgzjqDzLFFeupvLLAp1vhYvXs4IApknZAYfDAd9rNL3vBw77WEvHqfAAhQUaDLC6\nMKt7r1WHlPc57e81vfQIo2uV45tlXUrWIwDK6v6IJDAzRRKnpyc8+/aBGCf6bc/21DOcONI8Mx4K\n99cQ3BmH8Yqut7gug6tnS2eHoWN/UyjZ4WyPcQlr7rXEF2cEv+P+PmI74ebuFc56nj15zOXlJcF3\nzLMeASK5I0WDMQFvNLAn0WCNPmuxiWzf8uF3z/jGtx4TKWz7gfFQ+Oh3XzP053z8ezfMe8E7rQg/\nbE4oJS/FsLtugxFNePgLf+lX+d4vfxuTwIbE//FP/1f8Rvji9hNu7+84O30EeILd0Q+GOOelkDAm\nk3PkZHNOyZ7LNxPjpXA4zMRZtF5scnhTAyVF2RFir9EaBo+Y55ndSWB/nxDTYei4P7xi19foeVf+\nP+rerMeSLT3Pe9YYETv2kJk1nXno5unDbjZNibJpEPAAw5BsA772rQEbEPw7fOW/YP4Aw/AggfaN\nYcMwoBsBNCCTomiym93sPmPNOewhpjX54ovYWadBupuiQBwFUDh1qjJ3Ze6MWOtb3/e+z0s0r/mN\nv3eF9ieyuuXy4oraP+IP/uDP8N5ztXvI3as7wqCYxkwYLZv1Q9abK1JK3FyfGE+a1fyaIb2muRz4\n6NcvOYwvqSrHdOy4uHjI9fU1kHEe2rU4a0ox/NEf/gs++HjL5fo9vv78mn/6Tz6njPDk7Y/p+4H9\ncU9d11iXzwyAnBJxyIwDlKjF0qkdqdx841i+LIZvIhiXwfCbFeibsiQQN+D9EOqbqaZLfzBMp78V\nCHEB/nclTbf/tpTye8CTUsrT+e+fAU/+sk9USv1D4B+CHJOX6aQxBuPuhzIpi0ayWC07TpiYzElK\n7wxF63Mvz6XlyDJ/+vzGpShSIOccMS1HXel3auXk44skVyoJipl91iKJWHqVIAu40aIVPE8BtRCF\nlqP5MnBZjkzLxzh339iW90DaAeLb9SgrgWzn5MJ5EVuOGAuTEJjlWfBmhMCbAys51Sx9pXz+eNkI\n9NmnW9c1MX7TuXR/3fMuU4JSjPh1u4mxSygrLYVhDMKoNBVGZ2Ca5TmOkiGOiaIzadSkAEYrjKmI\nIRLGQogBb70MZmKkaSKFiKsUTdb0XTwDnkNI5GQga1TxpKgEp6ZmCVGGpWhYXsPVieN0IwMKNWDr\nQHPVs11d8NnPJpRZoXVhu10zjN88pkm/WNoyDx9eCdauhSH0FCL7w4Gmqjj1ndgksxYqPJZSRiAz\nxYR1Beu05OrEyOlwYjptgRajQCUHqBn0rEFnVLFMwciAzxmMMgy90JoSE598+h3+/C++QmeDdgVt\nI5cXG6wHjGyip1OPUYlVW2Gto+uOWF9zuDtSuRVDNxFzYLWpsNYzpCOH4wDTQU5+9R1vv7cl5SPO\n1OSgcTajcmJ/1xFjpF07jt0dxSY2mw3f/cFbvHx6TVsrPvz4Y/7kj7/geFf4rX/rbT7/8sdsTgPW\njXzv+9/DzUfm/jjys588JXSW7jTQH6T/m8Ny0jP3balf6HNq/c0AxTdnCW+6435xmn8vdVL8dY7n\nf9NF898ppXyllHoM/B9KqT/7hRuuqF9kk93/3e8BvwfgXFWMdmJpSyOa+5wdibRVZG2xTrzbloSz\n0gh3tiFEhXUVKQRMJSzCkkVysyyiauEWlkjlK1Ja9JYSeavPb2AWhh+BBYCRI8I/nHNJYpQoVMFU\nLdSee52ZVIyVMD/f6KssrwfLQlsw9s10RSEMxZip6oqu62RRyyPWWcKUaNuWw2FPVTVzTEGaRdnz\nYGAeJoRJepvD0AP6nDOeUqKZieDL11vKm5EEi493gRxLg70URykWbSooiuuXE2+9syFMJ7JX7KcA\nSUj1jW8IBKY4C52jonIrVloz5DgvwKKzq6w4dpz2kAtGZ8bhDlcXbq9P2DmN8Hg84l1F3weJCMmG\nOGVS8Fhbs2j7zgM6FQnxxIOrBuMivlakaeB2PzDFkVf7A7fHO97/5EN++sevsVxwd9vhVqLBdHUl\nab2lEFPA6MRus6akkRdPT/jGEgdDzjX90FHCihzEfrprt3THgMmGdlvTT3dk3XHqj6RJM3WJ/pjp\nbj113cjPf07iXO57ikEpS1N9QkoT43BAU0EGbW+p24kPf9jx8HuP+PpPM+MYePb8OesHj8WfTqRq\nPEo3EBusqbhYX/DyazuF4wAAIABJREFUxZ7hFFDU3N52VKuWbCdO40t0trz9a57HH4j6JCfNevuQ\nFPci+h+kcta6MIRIu7pinJKc1Irn5bPAzas9YxhAj3z29U9x2vP9v/MBRMXzu5/y6N0tD9UaYwvP\nb58SQyCEQOwKm4sHpKal0NHtR1A1Wt/DtpdruZeXqnG5h5diyRiLUgsEJ8xziemvHET9VX/2V11/\no0WzlPLV/N8XSql/DPwO8Fwp9fYbx/MXv/yVZkeEWpwjavbg1hyP3ex+aOm6W/xs1UuTCNkjGWfX\nFG3wRmx7KQ9AxhhxFhljIJc53H4iRhF+L04byVmZpTg5zsO2cp6wLTpMraQ6tNYyjMKDdGcm4BID\na2aplPQh7/mXM0puvvRcIcc0yUDDGIZesHdN0zJNE1eXT8RD7RarpWGcetpWEi1FVqXO/Rjn3Ezn\nFjnUOI5zJRnvZSpaf+Oos9yQb0prFnL8vV5x0bvJ155SZjq1DJ0mFIWa9ajerUgliEMp9VTVBQbF\nYZi4Ox7wxrNabwkpcTge8d7irUUjkRCKzDjJQlnGCqceULsdp/CU2nvGYaSqGqIy5KjoJsnatlYT\n8hFrLCqLUJwExhk27RaT7zhcHzBOMU6Om7vMFFtCjjj3gg9+bcNnf3Ji075F0AP9cBTbLEBUVLWn\ncmKzHYeE9zV/9If/jKdfv+DqyRVvP3mLr15+jq8Kmp5XN7fstitKCJzGgq08Xd8xjorD60IePJfN\nh2yfTIzjyDiIdEzPNmGl1JybXtMNt1gTwdySg8PbS1xT8e5Hl/ThNUMI1A++YudbmoeKx49rXlzf\ncnG54XC85p13HvLq+Wu2q0fU1Zqcek6HHpUsxi0e9sC+ey0Dn+Yhyt1QbSMqwRhXeH1Ff+oYhleo\nEpjMBf3dIK2Rksilx+tE33XnWOBxeAhWcehPPH6o2A/XGGN4fTNStJJ7vW1muZGmWmtKyuxPr7k7\nnlC+oZR4jvR+Eykoyg6RCy4nvjeP4svw6E16WSn3Pc+zrvqsRPmmi/CXXf/Si6ZSqgV0KeUw//4f\nAP818L8A/znw38z//f1f9lqFRNETIS3f+EIzn2gaR0mR1B2oNSgtWTWZLCQbU8liWxSFDmZLZM4Z\n4xpQhVM/iDzJ1WgNWWmUFZtXSYlEwWhNzIqiLJWppSWQmSfWhUQiZXmwF/jD4lVGySLsZseDQqgx\nCkuYovxM1Ci91yLyqRQ0TlWM8V6eofRSIQVySfSDVMpxUmgqCjOQo9ynU2pVz9pSRTYdyiiskYCx\nFBOlzJSeuc87liAtCiPun5Ck0k5JoXWFMpaQxHrmvJXGu9JkJTBoAOtrCprj4cTmYscw3NDuVpzG\nXhbxRmO8wok2iapekaLAY/th9qErR0nzg6A1ygnTsm2aWRmQ8Q5KvqXyNaeuwygIoaeut0xDpKo1\nYy9SocJG+r2VxTWZXAYev7Om2kYO056SBnTXEsIJlSHsJZ3xrlM8eXzF+7+u2O8/Jz5dY4vCzJW7\ndYpcOpxvcLZGUdBqz8tnd1I1jide39yy3W4xfk9VK1b5giFO4C0OTTckxt7z6tk1u3bL5aMrhtNz\n8JocoBhFCg5dNFZnUpCvLU6JdXUiJ8M4PsC4hkP+mo8+MlRXkZAnjqdbtH3EXTegveZ2eEm7Wwn7\nQO04HAuvX5+o1ol+f8LYyMWVo6129CfptWcS1aJf7m7RVkOsZCHXCcoebCYXS+VW3B0jxIqL1RVd\n13E4jJBFjD/lgq8tdSWUsLox3O73pKRFWKqFt+C8QSdPin6+PxXXdzfU7Ypfe/SI43XkZz/6gsa2\n5JLR1gLq7G/POTMMnRRbVmO0Ji9aag0536es3musF8ngwkO4xxiaedj6q1x/k0rzCfCP54fXAv9d\nKeV/U0r938D/oJT6L4HPgP/sl72QHE703Ouaj6tGLFGlgNKWyqszqED6covVKlDI5LK8oQsoDtKc\nN6S1CLVLLHhXz8f0RRyrkcJL4/1MBDoTUgR2Km++laOClqQ+beqz5IOZGbj4k+XPBddvbcM4nVBa\nE8bT7EbJGGuhDDTtI3HKxBGMRTuBHyyZ7rEUnPNzBOySQChDMWWFdbj0dXLM6CLTRoVivV4TYxbY\nbxHQhLOG8oYH3hg3B5BJnrj0j6TioSyEItGvZiRzO8eexl4wnCRTfn11Sd+dMLaQQoBmRRwLzWr2\nMRvxxE/jSJmkN5mL+OddVc2620gp9yT6mKLAKVJCFUVbN2ijGLqB4+GAszXNyrHbrHn69UtUVrRt\nhakKj97fsN3tGPKekYKrW4pecbgZUMoRQ8Cv1nTHE+u15rMvf0Tbbqi2nhUbXry6RTsH2tEPE85Y\n3n/vI6DQNI6b28T13Z5Sg64KIZ9YVTW+sVirIBj6/cRud8nYTzDBcHfior1it77ieHvgxfPXrOu3\nMbompYi1DVZVjEmE90pHVOnZHxLeeYz1xDLh6sRm27DeWIbYCcRmtKzbC4xVDFOPsgqnKzZtzc3L\nO3abC45hzwI8DiExMm/IaSKViXCac5YwtLbF4FEorLbEKTD1A05tiFNmPI14veL5V9cztFvJQMdl\nnHeMfU+p1Rl+0q62dF3HNAWsFW94KYVhvKFki8kOVTTbdUN3PPH6uufJg4+wa0UaNRhNzGWGPIvW\nmDmB1hhDzEIiEy1sRqHQakk7Zdaz1ucT1nJqk8TNZZL+q1eb/9KLZinlL4Df+kv+/DXwH/51XkvN\nx3NbiZ7MzcLd2aiNXnKRZ7wZFMiCZJN/U96MnO8N/+dK7PwQ3kfxwpvi2Ps+x6J9jGGYm8SyKFaV\nm4+pC2jjPrBMqblSLrOWrsS5ErV0QydpiCXjrD4fnwUWMhOvVT4LivVMpVaIPjCEpScqwFVhG5Zz\n1s1i61N6Rs3JN4ZRb9Kh5qxxPTfS03Du/Sx//4uaN2sXYMX9gGnZtZd8JVSmJEUYE0Y3wIDWWTJx\nMpSsSXO1HsIiuM/4WnzxKQTMbBEU15J8vcsNLdq6LKJpLTnshDcBDzD1A9V6xTvvPiaOI1PueOvd\nBzRbRWAgq8jd3YFmvRIVgnbzcUy0jZOV+IuyKkzTQN+f2OpLiu7JykvLx3tKGrm4uJC+o8pUzRXo\nBufnL1sbYsis1jVVZRhGizEOZzxjSYRxIk/g6pr9zZHjsaMUzdAZVisv2t2SOfVHnJFNNycwFtrW\nE4NURikNbNce7TJZRTCFqmlIWdpMGEh9OrMZNu0FTZOo3IrucJR2UMxQLMMg8dYxJrQTfiUIKSnn\nTIqi4e27MC+aCUUiB7kPhmEiRlGbhEliXZqmop5JXEtB4mxF27bnjVEiPiQPyVqD0ytAEYZALIXK\nt6Qkm+lmt+P0Wk5XcZwwTuNrxzSMUkypeSCq7xNHU8rnhFppPcj9sgwSl4SGN+HH35yk//LrWwHs\nELq3Ywm3SkWhjMPZOapWaZRKc1b17Ouef8icHTwFjZMj9Lk3KsJ0GQQ5rBEg7MLWhCWY6h5jVSj4\nyp4ta/IxzDT2iZRlYdBq+kacAQjoQX52lpSgWcnOpzHEGDBUeCeBU0aJhW+YXs0/SPnexnGQEPs0\nnT3rIR3PU+8UFyeRLD7eL0SliJ0XXZT0YUtM8/HFkKLctE5LdaiLvD+gMV4E4Nbfpwou1CYJnbMo\nIwuBvPmZfnyNr1eMQ6Q/TKyuPDn3VNZCsazbhxyPz0Qkbhz3AW6c3/dpmtBlcWPIQr24OUKcH2Ql\n4WzeSjrk0E9YbSg506wq7m6f0TQt2R7Z7baUKrHvBfs1TJqSK0KXyEMi6FGqiqxIQaGS5XQTKMWy\n8i3KKbL6gicf7Djd9RwPCe8uAM3jJ49QemLsew6Dow+RR9sW63tMpUiqp2gHSIvGaC/vzWni+vkt\nZVT0w0AuhjCIB921ipD3+HXB+cynb3/En/7JF5TkIDlycqR8K8WB0yhz5K0PdrhqL7rgPmHNDu0C\nMY4i2VIZVQrrtibHiSePrzjtR3LSTGNkHBKGhhQV/TCCiqwrT14KjzKiqbHGUPmWU+hofMXKZV4+\ney4nqhIZjoE4esZhEv5s7fGVZtSZq8sdr27vSLEw6oCeaVeScy7RLE1TMUzzM1SE92BUJqkBZQqH\n8JTv/sZjfvLPbtjv92gr2tV+SGJMUAoREiaMXc8qh/vn8U1KVZlPayL+n8E6qFmpskBS/vam5/9K\nLq0sjbskpg5tMkpJCktMsqCllIg5Utf1+UgpkQDCIYwzy8/UBYP08xaqs1ZuDkCTQIViV5T5c63T\nDMdOKijnSUpwZmGuNLWWqF1rPDEKrss6PTeiwxmgIMMW4ToqHN5XsnCWcaarJ1QWQPGisSzKME2F\nlV/NX6dgyupqRZmR/jEHjFakMFOTjCYWSVJMaWQcemkHzFrLVISmlNN9st6qaohBiNmmajj1Ce+a\ncxUJM9F+zjqqa8dpKhgniX5owzB0qALVDLNomorD6QbnPCTN9csDyhguH27QHpq6petGShQZ2TgM\n4uBBU2kvAyqE0E+pKLNG1VeWGCfGscd5jZ2TRLMKKD0fr1TBVJK00zSabDS7yxVOrXGVpcz9qjR2\njKc9203DcDpic2QyCZLB0xB62Jg1WlsOp1tuxyNV5cjhEar9gtWucPn4CafDyPcfPaa+/Zz67S1d\n3VOmjnY7UleXEm27uiamO1T+Dt3RUlea2+d7KlO4u+nJqWUcIsVADIkYNLbsoCgu39aU6pq3PvY0\n6g71o4QKFSUq3HpC777it/6NH5LLij/8f77i6tG7aCc/4926ZhoTX49fsNlcMhyAXJEnw4uvrqka\nK5VoJdKuqc9YbSnDiE5gSmKKE/1oWO12sjGbEWPXxATT6UjlNbevX1DZljQ5UZsYKFkspjEEmmZF\nmKKYLlKgKM1q5elOCa0801ioKkUuI9vdmpwl1ldbSxxlHqCVZDkZZCEL/YGgNT/4nQueP8v85MfP\n+OQHH/HOuy1FHcXhdFR88dk1p5d3KO3mOYEQyyrvSEnMICFEwjRKP7MASuFrP2s89Xmw9Kte34pF\nE2CcThgrR/Fl0mutJQWR0wiZuswMwkmqP2cwRgsJXRf6fpztgAWlZo2kAmaQRkoR38wVZokMXTpT\nj3RJkKFosZDJcVdjjZ49v5GYIswe+Bwrmmolx9Rc8E6dhe0S8TvHvCLtB6PvJU5S/c39WxJqMdBn\nmYBHpSTtbz7613V13jG9r8/Hn7NcRS25Qctx916T2Q8Bazwh5llPqc4En/PUUReYj/rjOOKdE2F2\nFO6kLQY3u4a01sSxp11d4r0j9COXV1u0OTCGI9MwgG5IRBFs5wJ5jrdNhljmFsAMXemHRClQ181M\nA6+kwi8FivRgtauwxkKJFB3JqeCcpuuOtO2KcTpRrGJdX5FI9GOce8qOacyU7DDW4y3ksZCi5qMP\nv8N3PvwOoPlHv/+PUA6iLmhzLQ9QvGKYGsbbl3znh5omfkk+vsPUKX761Qt0dcDUW6Z4pMbgq5X0\nIoGSW3Suef36gC6esQtUtpVj7hSZpkBTN+Q80J8C66ZCZ8/t7ZH1quFumLANHKcX/Cf/wXfJueOL\nL77gw08ahvA1jRfLYUyFrh+42l1RVQ1Dzty8OhHzwMXF9qycePrlc4ZeQVL03YRDYNDOV1TIvaeL\nhFMplednUU4y19d74jShigWVMAayUsQYUMpTVZWcJpRocEtJHO4S60tP5Wvu7g70fUc/TKw3DU3T\n4FzF8dBJ/xtpLdTOk3IPKgl7Ihu5F9SRR28b3vv4feqqIsdMmBq0r7EXI3/3yVv82R8EXjx/TbO6\noD9OOGtJKYKxTFGkg4tphFy+AQJRcO6NdjOK8Zdd3w5gBwuQYo4Hnb+p5c+lhJ4T64pUG0vmuBBO\nRFJzNv6rOb63RJaM8oXgrrWmxIiaF1KjFsLNbHNUCukdLtR2uZZ/R5w7QayWmNlyeY+WE/mOwlrp\nay62uEWDt4h033Q2yIKnyNyTrpU1qAWdpeWGLkoRcyakAkaff2WlyG+4IRZgidGV5NjMPuo3RcJn\n/Jx5s08o1bUzYGcSkTcW5wzOFbSeqKqI9T3f+eSKT3/whO0lNK1sFCka2tWO/b6XvmuCFGHR0qEV\nTVPhm5opBWKRvpLIvt7QjWZ1fv+1tuSkSHPUyL1g38xZ8gFjNc3KknUgI86bkNPcUpGHPCdFCZpx\nkOzuD979AKsdta9RylC5WibZJBQrpn5Nv69x0bBSe6r4jDLdkseOMR753g8+IJU9zkN3GHGunoPP\nNDEoSJY4Qhohh8I0SBZ6msK5L9g2K8KQyZOjMQ95sHuP00lOCVPquXp0wRQDwzSACsR0IhLQthZ4\ncBIe5PLzTimRSuTx24959NZjxE0/xw3n+48xzuIqTyZRlCwabduybYUGtWymadbd3ut1RUfibHVu\nlUnEjJk1yJqcFNMkUSRXV5c8ePBgbpHJoNb7er4XxZCgiuDgnL8HLlurheyF9LhzGdG2Z4p3UDSq\nNGhWjENgGI7YqggMejakYLQ079Q9PQzue5d/qf/9X7dKsxRBpckD4GaGpfAsjdWEMOG0BE5Z42bx\nqjR3V6saW/RMhREKzb0ONoG+dwoopSQJMWesgcoZpmnAzimXKoEWnRGLE8jYQs4JYwR5BRqKLKop\nSntA6yXD555EJD+wdu6XSO73Moi616QqwgwSQCucFldIiBE9yyoweiY8mbMNrJmrZfGGO8GepUQi\norRgSZQyxJzPFsyiRYCvsiWVMFe4ogR4M5faWssQBlAGMCQSw3RHtS783X/zLZ68vUWpnmqjUAxc\nvbfj1fOOp08rwqg5JcWDh7/G/vCakjM5Fax1TGOP95ZUJpq1pW5XPHv2lHX9NlpZTqfTDJK+h1II\nsq8Sn78BbcSNFeIgCDgvx/mHjx6iVOZ0OmGcBSNgFKU0cZzIc8WdkmLqAq5k1m2LQbFu13R3B3Ju\nZAHJW6akSOOWNDi++/aH+LufsmbipEZRBmg4hVdsLwTw/NVTxXCI1M0JZ+HVdeLwskONiq4fMcUz\n9SPZiOrGKQ15YOwyv/s7v8vjty8YY4eONeH0E9nM14kf/L3f4Hh8KsRx3bC+qGibLZqaEjVDd4fO\nDpMrCOIa+t733iGTGcNELooXX98QOoGj5ChGiGJkUm6VFdWGKlACIYqmcegnfJYpV8kGawyHw4mp\njwzDRLveyaa8BL/FEUVCRfBGk6JoKGOaWK0qPvjwbW5uX84DTUvfTVAsYRzQqiKVRNdl2rVHO+Zn\nTBbgxrWUkhi7gFaeVDJhTiWwZkMOgYtLRdc1vHp2gzebudjRxJREfqTyeXNGl7OWOeeM/tXXyvP1\nrVg05agxnqugZTAgVVqibRtSlKjVqhIocYwT3jcMg1jVlEJ6iSwT88IUZEJYiiy81noOhwOb9YoU\n5GZJIWK9kWA1kuzcuZBzFF95UYQ44l3NNM6Voa2Y0jBXMpEpjNS1iL/vS38Fs1UzZpmYx5DR+l5U\nm1LEuDcE78YwDUKmTjmQKdLU3+7OkbPOyQKjlKJqpM+ncVhXMU1Cpi7kWaAvgy+B1WYK4GwzZwTJ\nIE3QY2reEGTolYrGuxatFOPY88Pf/nXe/UBR7Jf05SUXVwan3yPGnropxHxAafHNa6fZH15i3MR0\nkqz0qhaB+OF0x+PHD6kqy+F4x/ay5u7FDaUULi6uuLsTerZUB+L3N0YxTdLct3PIhJgdLF134J13\nn8jwzDnqVUsGYr+nKNkUQ45oozAWiBrvHISCKgGjPYrI1YMtaEUqBRMruuMrmqZBeU/tGny0kBS3\n4w29hVQcMexZu4au67hYP+FirYl6j1aZw74njpEUFBZDjElo7en+Xv3Odz/kN3/zY07TgdPxNQ8f\nXfHq+YGrR5bdxZrdu57b7sfsb8DYgraJyyvHGDoMojiwOhDMkf6gWD26JMaBKRSUynRdz83NkdvX\ngdhX5BzE8rhZifwr9vPPq1D5ikJkHAZM7ZhKZuhF0eBsQ9tUfPX5j2l9S12tcLZhVB0iyIfVqiGr\nAdyE85qYI1BwzjCOgf3hFqUK6/X6POy7vRH0n6sMF5sdykDXH/DOMk2ymGpTMUwvCZPGcCULvTsS\nOaEwbFbv8volXDyoOR6P3LwcSDHgXY2rLH1/QpuZODbrNslLjPeiWNFzRf23hIb7V3aVQrPQg8J8\nHFd+9qRrhjEKKstAKpFcEsZDYZqP7RprZ4BryaQMYo2siSlRtzWh9BQLvpjZGTTrFK0DbRkm0SCW\nHGdqkaNyXqRNpkUVhXVy0g46olyhn+TGM66hKEtRmaIMKcvgyeRCTKLxHIPCVWsZuBBJOWBNgqkX\naoupGKcoKoIiDhyjHVoVxkUC5URs3ux2xCkQY8KbmjIlSiw4e4WiEOMwk8kNw2mkaVrGYXZQlWF2\nKc2DtGLIueD9/YZljUynlbVU9Ui7vSHmO0yJOLVivGsYqxPb7QVj6Dl1E6XMoVpTQDnLNBSsVThb\nESZxUV1sLTmNnI49cUqsqi32SWIaI6fugK8aNMtEU+KS4yga0ikkcrZYL3lKU8ysNlu6acJXjpUR\nxUU/BJrVTvqz04S3lhQ7dltHWFumo2ZXX1D7ClWg7+/4T//jv8//+Pv/K6kYvD5SqhXZNOSU8aEn\nJMXPrmG62jIdoV1brq9hcoZYBpS5JbHDpkfcXB853NySo5ejd1IYU6NUZByOPHy45tNPv8d2u6X0\ne9Z1Tb3d8Md/9uf8iz/5Q548vqRXrxlvEyMDKgW0qandJWm8pHaWlAfW6xUvX77kwdV3GWu4PZxQ\niLMojIUUPfsX0B0TKexpWjGGaBQhWKyqiENA6UQX7ijlJDbmoEAZchJp0jhqhn2kMWscFmss/fGA\nGOeE7mXqjNGR3dWO42nPptmiTOBuL9lPOTXkEhmnjpvrEzEY8ujJuaberVCq0A8nmW73GXSF1jUl\nAflD1q3j1N0x9kfqYqmqK2KMvL5+znq7RRXFBx9+zJef/ZHYnENPigprxKrs5ujfUgpZyUA4LYR4\nBZjZNTj+/65S5+tbsWiWsrAolyrD/cLKX4hpoKr8nHMuYIsyU4VEnLpYE+O5Z7GAWpeejwhi78k9\nizhdjr73ukbmN7hkJdyO2SopAxtRi4q0aOZvFqAs0FNkev8GfFX+Pfk7zgMeeV2UnuEOMrFaJBOL\nBawUwIprB6WF1kSkpBGjLUvyZk4JlOScn792taRzSkZOjPff93Itlss3tWoKg9UGjaJozTgkVq2m\nkKm8wjqF9jWff/YV+/2RcYzEYHF2/v5KwltkE3gDhmudQ6Ztib7rWdUVzsliPk0RZxd6+ux9N4DS\npAghxHljtGidMdbMQmkZDnbDRN2ILEoBsUSUtbNNz2OcRxVDMoVf//6nrNcrtILN5hGnsWez2TDF\njNctQU9oAuSIcZ5IBO8oxjImIapbb7BOczxNwge1DadDYhqhZGnjCNdVFiCjM1Wl+ODDt3nwcINR\nGQgcTkcO4w03N895+OgSV1lShikMFKdJcaKqqlmSJl3Kzbbh9vYG5wx1XXPz/AV3d3e8++4TNIY+\nRHS2pChoO2scaT5RaOVJacI5RVU1jNOBdr3BusI49hREH2ytQFHCHC+jlMI3lQTbBakwFfIeGKPB\nGZTO5JxwtSGlYVa2ZGIKWGNJcbHqlvP9kEqmHwdZA7yhWHkey5zKmtIIygNJ7LVF0ffjLOWbg/ti\nwpiCNoolYGapJJfrzbXBGIOaObILkCXzr1lPU3zSgZLVPI1bqjUZKmsjav/FIw6i8aucP6cMlgIh\n9rPcaPFTm7OHWivph01TJ/0NL2VjzpmYYMlf1lqLXizJVFyjZ32iiM6XfrE1CqOLeMzTEmLmUJh5\n8ov0kWYdmODYEirf07G1thjrRfuZwFeOmBPWWRZCt0YR1SiLbBIBuyqwqqS3O46jLPIxY0wix3RO\n9UspnX3s3nsBeISJIcj/g8Z6aSeEJAl9aIPJhaJE8K0MvHjWYX3F7sozhkS1gj/6o59yfX1gs94w\nBcdhP7LbtTjj5x5XFJ944Oz/XbUtx+OBUiAGIzEPNqKUoWlrai+SpqIzRAVzrnhdbbAuEOLcotAK\nVQzjMOEqL9pXM7cW5njfTKbyUnlutxeMcST2iY8/+oDf/ju/hUkJVRJh2vP0y68Y+j2Pn7zDh+//\nEG1PdDdH+usTjx477saBm5gZpsBgM4fTgfVuC0my5ne7S6ax8OVnL+hOCZUaQgiMQ8A5TS4BoyI/\n+P6HfPT+Q1I+4V1FSgdCGrk7DpyGG7phIFJjraVa1UQLuXSsNzV1Y8lpwrpqtnZGnjx5wt3tkZRG\n6tpCKdzddTz74kDJnsNNkCFQiVw+2jCOgWGYzsOWEAZ2uw0hdoxjQBCMFjOrPvKcQBBywjaaONOr\nijE0dUsIiSEOtHZFu21IOrC+bBljTwqRyo+knJhCT4rivIsBaVdQqP2SfqBmB5alpHm509KuMjag\ndcBpQ4kilgfhH+xv70jxgFGi1GjbiuNQZl23KEKWVliI0zxP4PxMLsmp94PnX+36ViyaFGTK68xc\ndUzzxCvP07xIURusUSy52lIhLUSemSs5Y9JKglIWirqIzo0WBJ3Wkh++LJhL9ZJimX3Qlim8lmGK\nFsdDKUFaBzmSCyijmeaAMCF6u3NSYJjlPjlDijMdek60tFbPwWaGMCVKnsPsjVS6aa4wx1FITwqD\nNl7iKpI4gHSBlCWeM8ZJ1KcJtHHEdMLbRjSjU2S1WtMdjlS1uDSAWWDu5hxtCeyS9Mo5MzpmlIoY\nnckxUduW/U3Pel1R1ZrthePHP/5zXrzoqfyGcayIo6E/BRqnsa2TeAqjKaVBITIV72vGcRBGY4g0\ntfTHhgy5JBSZKY4453BLHGzWeL8mToGQwhxXkdHagQ5M40i9qmd9ofABUIl21RAn+f9SAto15Jhw\nsfDv/tu/iwmBPPRYU3j97AvW3vMf/Xv/Pp9+/4do8xB4iYsj482R68/+kLrd4S7X/OyuMA4dqTWU\nbOj7gfV6R07dFViLAAAgAElEQVSK0+HE4XAiDgqn1xgLSi15N5nvfPw+b711waZdM4wd3nh+/vqW\nn3z+Oc1mC9bQtCvG7sRI5tHjD+imEw/e/whrPd1p5MGDB1Test/fYIzheBj42V98yYNHNVeXO25v\n9uyvR0r2TH1EKU3tpejIZaIw0awqtFGE0FGvNFPcs954lJINS7EBoynqXhxOSdTOM/YDxtTkLCxT\npR3TNDLmA41qYB4OdX0gJ0+YeqS36TB4pknUJ4VEvTKsdxtOJ/GPu1Kx3W3Pkjw5cWrCNLJEdlgv\nLbsvv/xyfq4Vp27PulWQNVcPLuhv97MxYkYFLiqVuZCSE55YJ8VibSlZSfHxK17fjkVTKVzt6Poj\neoZSlNkLapShYDBWtJslS1Z4KZCLHH28F5dNSBJsH8JILgKclR9UPmcM+aaeH1zp7Rkt3tWYo8RA\n2IxDvL4AQ0ygIJRJIjgQoVEuI9Z4UhrnCf8grocZ5pETkCesczijSSFDmqtNpXBGo7UEYuUs0o6S\n50XdiIhfGSg6wlxhKSpSAeclEiGESG1WlOwZx4DVBWcb2SBUkFgFK1N038gOnaPHOnN+IGIZiaHg\nZldQjBNRBUgPsOYKUoZ8wLgTP/v5Uz78+ANevphQWGr7EJVqbl+fSMMahRdevYXsE/EkUAlbKfrp\njmmK1FVLLpYYEomJFOWoLUc42fjG2Iv8Smv60JHHGmMEIReHiG5qKJl2sxL/tdGsVSPvu4YxDCST\nCQT8GtYm8vbVlh9+d4e9/jl5+4jbwxFjHLko8pT43iffRelM0U+JKWGvbzj85M+42vXs7YR9+Qzf\nN6h2gzOi5MB0tO2KME68eNoRhoamaekOe/LwAG+VDKveWfP4ynJRKW6ef8Vqu+P//fmf8mIf2D14\njPERb0b2+0gXFM5Ihd7YiKNif31Lu11jfeIwHOn6nqZZ89Mf/5yLzSWXV29REkxD4LjvqZ1hKD3o\ngPKaIYysVy2hDMSSsHiwhj4ELi43RCZhdJZEDHcopdiuN3hnub6+pqoqjv1RKnhdcL7MqaIjmwvH\nKhua5t5ZE6xiCAVlRhk4FsMUNJoWZRIXVxshIzUjzu1QytJ3Iy9ffobzMtDVtJKOOUIqic1mxTiM\nZIpYYMOAtpa2qjnevsLZwjjWDGHC6TWqaCjjnOYQCKnFWk0sonKJ5+JGioWqdnThV1uuvhWLpuix\n4lkGofR9ep1SBu/t/TGX+x7Zcgxf+nbM/ZJFPrP4vJdkPanw5BjiZrhHDLN2EiO0oCz5REtCpZ57\nHzGK7IiUiSnOx3KpLpev8/z9zKAPZc1MUooYXyHT4HlxSuLj9Vp6uQtNSfzh4rtX82vpORVRK7F3\nLlfOmTH1c/66As2siRPZ1uLjFj3r8on5LPZfNKHCAhVPv/c1U1QYDSULOKRyLTlq6mrH0M8VaZI+\nZB4HYsjU9YpxDLjazqzRI85uSFnPgJElZEuGQpPOhDDNR6Oll3vfcy2zPMsZT/EOiRFx99NQgJgI\n8ykjloyZZcchBAIR33pSCLx6dc27n35KSJl61eDqmnzXYRD2QNPU5/7W2HUYFDevnjN2J7Q9oNq5\n47UcW0uUz42FnDT7/YG+71FKNlprLWMMRALWiWUQYBgGxpiYbm+5udtTtRf4WvSmOUdKiqiiSVH4\nmBcXq3MFpLXhdBwRHIXn+vWRccisH19QkrR6jscOZyzdoaNtWq67a6LW1L4mRfCuQSnFMPT4puKt\nhw8IceR0Gmk3glU8HcNscV0C5cqsPLFnyVxVrVA50fc9sUz4SnTDrqqkXzlE4qFHl4I2hTTrMEvO\nNE2NNoVVs4Jyoq5lg7A2sV6vWbUO5zwpOIxuGXXmdOq5u7sTtKJW80m0QmvFOE48fPwEq2r+4sc/\nxZgLaYEtlSZ6JvD7c7tsSVm4B2x/8/n9Zde3YtHUSktesm9RZdZQpSwymGIYxwlX2W9w8haf9iJg\nzTnjZldOVVXnI3DOBe3uc6uNceQk1aq1lqau54nxMk2Gqt4xRiEkGV0oJVLygK1rii2MXU9Vtef8\n8ZTAeU9KMwxkdlbUjSeGfAbLLsH18j14vNeQJaLYWH+msfT9acbbRZQuFNp50RQZTmYghoCrZDpY\nmKM5kITNGMaZPaix8+ue46O1xDig1HlDOOOzmMXKqgKzJ5UBo2uGU+HV04aLx4+F9j38BZYrhkNm\nHCaMFmeSdYa6doR4YLPd0t+NFCaUzmf76NKMD3HevFxLzhFnxFs/DB0xZnnQwyQPiFakGKWNgOb6\n1Q1V49ldbahdjU4KVSuyEi1npTTeNgLASJrL3WPeffA+qzIwYfm//s9/wvc+/Q1CCjO/VDa0OA2s\ndMadem6ef05Je/ruRJVhGAvHMpKKxVvNNAWcXhNGx+nQkZJitaqZ+oEYC+gT1hbW2zXrixVDnFBd\nIJA5HQZs2+K3Blc7StHkUyH0kRITq3bFxfqSnPb41UC7WRFSIEZLKRWf//wZOcOvf/qbHO+OHO9u\nefr0OXEIhDHj3YoXX7/k6uEDUkkYZUgxY63GedjsPEM4Yf2IMgWltqQobaFSRC+bVUIbT7P2TNPE\nZrdmGIbZVBDZ7TZUlRXdqS8oLUaSvh+5vn7Ntr0C3HnTjiVxebESlUTdEGJg3Vxy2I/03UTXH7h6\nWDFNg9wjUZCP09SDTpQihctwmNhstpRSuLm54cmTJwz9NSVnPvnkE/78T59BSQLCKQaVPSkX8gzs\nqKrq3KpaOLhvEt5/letbsWguX7Boz5aIh4VzZ2mahlTiOaJh+XUWQ89OgpDmnHAjk1LKhNEyeFEz\ngzLOyXfaiKA95UDKae53yOt2o8FZL7rNacQ6gV+MowxnsBVTLGjtyGiyysRyP4HLJZNyYjgOc3Ul\nAm2ta6ngSiGXQEygtXxPeV5Ql2qrBOSYaA0xJ7RWsm+ahRzvAWluV94iYVwTKQnGzc7JifJ6mrpe\ny8Bt2s9N8nuHSCkJXymRdw0iHKdotPbi6Xc9sfQYu+bFi68ltbIoxk6iJ4wycgxTI0kprIchHoQa\nzn2kBnPUnNEaCNSNE1/+LMMiZXYbwYjFmKicx1sFOlHhAZmUrpsticTNqzuuHl1AVnRTT04Jq2Qj\nsJVnXW+xIfPJB9+l9TtS0iRd89nT53z/t36bynl0mAghUNsaZTR9d8Pdj/6cCzcy+ISpHbaHVyUy\ntpZcw3qtefb1SMyeGCJTZ/C2ghQZhgGVK64etOyudrjKYWwiqcR+6JhKJBvF+sGOoDpiNsSpMJws\nodd4nbnY1Pi6sD90KHekasCZFmcv+Of//CeEkLm6uuLU7WlazVc/H1C5RasgQX2lsLloSSXQrBtS\nyWy2G0pJdP2BU3ditam5fn1ivd6yalZCYI+Rxm+FqWBmEI0uVI2njx3aa+pVhTeZGCaMlxOSVMua\nVbNmmwqPn7zF6e6OnKQ3PU0DD65aQjyyahWogPc1L18coHhi0DTNiqrS9OMJaxPW1gxdT8yFnDUx\nZcZ+mDOiJqZ+YFXVPP/6K6xfyb08TDx5+zHPv75BZakyjVUQ7yOEQ7hPf116p2860n6V61tho1Ra\nCYjBlFl3GUgpIiqYfLZhpZS+kQu+yAikoSsVklYNKRpSEjukUkoCqhgpqsc6EToXIjGNDOOJXAIp\nT6CSBKk5Sz9O80RRQ1asVzsqsyJHR11dkmY2p8LMvc109rAuv5av84zlTwqKQaIMHEY7YpEFKTNR\n1aJDnCaZKDtVkSdFJlNUJis5tmtrCCkSU5kHQIUxyPtV1U74lW9krysl2TkSS2DQyr4h0wLrxFyQ\nysBqbVBmgFKhyxZrWt5+r+W/+K/+AdurgbvjVxhj5yPhcvMlxqlje7nBe00fjmDCzADQhKkQJtEs\nHo8yqbXWopDKsu9PeGtYtTX9cCKnRO3Fb59SoV3XVI2n647EmKRVgixUqihZKI1mtVqxWq3ouo67\n2wM3r25wuuLR7hEEsL7hv/+f/mf23UBWjhAzVVWdRdfjKBsk4wGjB6LqGOLE2E+MShNXhmgFcLzZ\nbIhB/O7kCq8d+/1+9nreZ73Le2wpWvH8+hVJR6IO3HXXTHHg2HccjgPHw0R/GnjvnSe89/4jjscX\nKDORQs3htqDLBV/8/MDUr/HmMVPfcPN64Mc/+jn9UFC64dQHtPckHXEry+ZBQzIjuo6sWkdMI1pZ\nNu0TVN5B2qLKipxlWGldYbN+yNBnSjZns4arHdpBtTIUHWhWjin0OKeoa4/WYIxmnHqOxyNd11E1\nkQ8/eof33n+LuvFM4UiIHcMoxK7nz14z9orr1wdyVjPkpZutlp6cI9M00feJmMDZmhgQfWsMaA3T\n2JHiyPGQePXiQNfJBuicRVmQ2Jo5b2p25MnJMJ1/75yTwL+/xvWtWDRLSRg3UdSEcqCcQnsNFo5j\nRzYwZYWp1kzBkNFoZ8hlwFg5go9jRBOxOpJjR0k9zUoTUkcp4rEtwDB0LGFkcjRr8K4mTJlpTJSs\n8RRMzjij5ipRE6JUkbW35OlEbQ2mZCpnIAeqyoMWEEXIiWQMJVsUnjAllEr4qlAYsE50ZTln8uRR\nqUGXmhgksdFVVoT8OqO8xRgvts0USEl6rUbXOLvFqDU5SfgWZUNODdauqOqWXBTGWTKKou5JTlmL\nS7KozBSD9E/nFknJFqMvsb7F1YrTOPHBdz7m+eGf8vr0OVMGTDPDnGu02uL8hqb1WD9i3ERjKy7q\nJ2S16P0K05CIAzhT421F0zT0YcBpQ1NZUPKQhAmUapgmi/ENdVvTrjeiq9OWVAr1aoVrakIJmNqg\nPNRloK3lPdLaUllP7gOXqzWZjKosP3rxnITiYdOyLoZWV0xRyeYTejZM2Kc/I7SRQ2Mxfo0vDaN3\nBJ1RuaCdJcYaYyu2lytO4ZZUjignm8PpOLFuL/Erh7eW1reszIa71x2hZLIpTLFH50QxFcfTa8bu\nwHhdsb/rqR7eEqunVKtLrN4xlkyYiV/XNy9I6UDOB1IS6VZKLeSW7piom5aiA74x1I3j8mJLGI68\n99YlOQsd63i6JtIzhj3okaIlWE1rg/cNp/452wtDvVI0K4vVCkLCFotOljIpcp/RKlE1sNoaMJFu\nOJHTQEoHKjcQoqcfI/tjRzdMVH7L0Cm83dEdInqW7603jnYH6wtDu9mSY8vxTtEfIk5pjJ3BPUOm\ndc3/R92bxdq2nmdaz9+OZrar2Wt3Z5/GPrZjl+3EwWUMcQWqBNUJyEVBaAQUjRQJiXu445ZbJCSk\nQkIUNxRcoCouuAkRBZSSQkpiVyqVzs1pd7/2WrMb7d9x8Y8593Yi4ZMSAteQls7Zc6+91mzG+Mf3\nf9/7Pi+x6SmEwiSBHyC6ktB1CBeQURJ7AV7lOI/JkQeRYWiwVk+g8JqimEHKBCatqtyS+ozHT8X2\nPKvFc1UWXN7exon6XM9KnBsR0hCjQmmFc1N0rgxobSClyQaYpu1wblo3TTsl+VV0Q09MCWMS3uct\nuhsnqEMMp6pQCMEYfB7ipMC+aajrmhAdg3enHmpKI64fJk2gZDw0lJPzRukii95lHoAURf5Axskz\ne7RtCSGwtj6Ju3O8gHyj6sl8ROeG15V1GE74LCjhjXaFkAPejSQCOr0B5iABgZgihZ1xpLtADl8T\nJKwxp5+jpCeFESEcpVZ8/MNPWd2VDHsQTiKEmbY2Ryhz5HC4xZZ32GxfMV8KilJibMIqza7vJ5hv\nnBZbz27XggKBRwlBUViGYeT8/JwUFbc3e5wfWK0WWZIkMud0aB3D2GOLgrOzM9brJcpIpC24vt3R\nNj1aKG63N9xbnfPowQOsgN3tDd/97T+gbwXD0OSet3MYKwi+J44HRud49fgHlGXJ2PZTPzrQYYjL\nFZ1zRKW4vLScLx+weTVkMfluoN02rBZrVg/OqKszUtzS9z1VVfHJsydcv/qEB++e4eOIrQrmizVj\nnPFit8E1gba74Wtffx8pGjabHRrB2XyN7xxGVdze7hmHjHY7VrCbzQbXJaweESIglEPrnES6WNW8\nfPWCz3/hPYZxR+8EgUg5q/F+zIQsEen7Pju3rCLEgNaCcXQM3XjaMdWzGib2gVKK9rCnKmdoVRLG\nhJEVQwjockZh1cR/0Lx4cT1da5onj58hZOKwf0WKCmNKxq7jwdtXGCtpmh3j2CGSRCEJCTbbHQFF\nCAOFqCiUpulGQsjKEDdmb3yKeXi137WEQU5uwtxuiz7LisREi89fgZQyAU1rxRGy/VmPn4pFU5wm\n4JMjSFd477FW0fWHvEUoJN45BEcHj8YonRcaoachjJrI0Exb+wwfjQFIWdxudD5RjNGMbsiDD5kh\nx5mEPkF8BTmSQgr6cci9ESmmGXMiiYjSBqksIkqqssT5mHsr7hhi9jrt8TipPpKOzLRIOR9OvRUh\n1dS7TZmdGRL65MXPJ1+Y2JfeBY6B98YUk2i3nSRXuS8qxGtAcs5GT6RUkIHJQAKjNT44jtR451zm\ncyZHCh1az+maxIunPYcdyFTmCAo1Us9L+nYgpIG79+coPVLWuWd1c3ONMfXk8Bkm0F6R4xXC5O6Q\nCaM1xgrKWcEwdjTNLn+ObkQrQVkYnBsYxp5xzKmcUkpsITk7X2ILTdsfIFWEkBMc52XJndUZd1dr\nFlVNivA73/0dDrtE8prL9SpXv0OHUhoZHa7raA87KqMJ/ci4cwQEHZat0Xhd4EaPFgo/Nly/fMoH\nf/SS4A3dtkdLw9XVHeoiU+LbYaAbB548f4xLHfffuyTZLMZXytB3niefvKC71eAFuthy+eA+0lTc\nuzxHhEBsYL8ZcIVivxsJLhKFww3dCacWR49Ie6yF+bpCm8hyueTZ8+dcXFzw5MmnPHj7Dj6O1LOa\n3WFLWc4YXJ9bE8saH1oGt0eIhIqWsiyR0+BkPp/RNA2zxRyExwfH/HzJ7asNIQqqoqZpOpzTOK3x\nrsh9cTkQQ46R6LsMS7HKIAggJOMQWZ9nBkQ/eISMDF3A9X0mG/VZkVGWS0iCphkY2gZEREsFGKSw\n+KBIIZtAIlCWhqGf+pZkQEdm73JqoeXjeF1GpMjYyc96/FQsmhAIKScAimg5hZb5DAVumj2VyBg2\niZ5sWArvMwAhq1Yk4yBy5SQ9MXkQI85nYbrShpRGpCgzIk4orMml+3ERPVoJtdb0fX9y/8CPI/Fz\nX0TgXMx9H6kRKes3cwaQy5q/ZH5ssYTX1k7vPUVRkBhJ5EpZa804yBOhB/LrMqqcmJcJJQyk3L8U\nE9fw+DNTzAtyihJknsofc1rUlC0foszvDRn1NYwDQoS8eKiElZKQLJF20lwqBhfZbEaMNWhTI02k\nEAHvPEJC1/YUlWUYM8morDLH0Y8FVlUEv8UajdEKF7LIer6YUc5L9vs9ujDTQMEwtAk/OEbXsioW\nGCnYT4ASITNF3pgssZIShiHHVEgH/aHh6vyMRV0Tnefq8grvJS7AposMo0Mj+frXv05VFSQc4HHj\nCEEivOR64xj2LZWc4XwiLGoGBSOOqoTSBozQ3N7scD20u5aLs3tcnK+JfiC4PX488PjxS979/LtU\nswuiHYimo6gtSmq6buTJxy/wuwrXgjXwc9+8R5LXXFy+z/6woWtfMOMhUmQNbggBq3OOU1XXmbs6\nDijpsSpHOGgRmc/nvLq+5fz8irIsOL9zxYvrF8xmC0IaKSuLG0eqepbVAyFPvoXx2Uo85lZPUdjp\nJppYLtdIrdjv9/mGXwearqWyK/a7gXbvIAq6/TbfdI3EFonFfJ7NIVGddnRFkcE11WxJ8gOb7S7v\nmmROZ3W9QyRBWdZ5uOYyb7VvDkgj82DU+9zKOgiS06SJln+0EpVlTcZF5liN17siTtfi6zicjJRL\n6f/F6bkQ4r8B/iXgRUrpq9Nj58D/ALwLfAj8ckrpVuRn8l8AfxVogX8vpfTbP/lpKLQ+p+/bXAGO\nY36RQmRyUUhIOQeytUvIiNKSEIoMwxiPC5LJguh+QAgwExVdmYIQIoUp8bHJ8o2gT9sIrUoEWfoU\nkiOFMnuWBVirGcYeKSymyFs6P0ZEIZEyz8tD7HIMr9AIKUmjQsmKqGpkzMxPIeUUTDa+hib3A0VR\no7WhHxxJJOJRg6oUhEjwI6PM4Avhs0tHpCELfIeWsjxjHHPMhjWK4DlZS51zzKqarmtAqTy1lkOm\nyEeBkAJrMwcxpIRCM4wDhgOFssS4oBtvOb8SbLYHBIq+3ZOCRd+Faj5QRFCHjmbcUaY1KlniGJnV\nM5oh0DZ7TF1PHm3J+mLBMO7BdLjQYMyMQptsHAiGoe3o+5G6mqNKxa7fYKSiaz3BK2QBagaH/obz\nwtKPI7ayFMFRnJekCho3IrpEFWuMi3Rpx+3wIcacc17VfO7dhyTfUZoscu5dT1VIun3kummw3iB8\nVikUc0EMO1wUDCkytoql/DJSDYztB9y/usvn7j+k2bzAFg4vW+7MR6x/hyRGVC0xZ4rOa3Qs8QfJ\neBAMLaS05Wt/9nO89c5dNrsnuBTYb1/gPbhhzSfbLZb5JIVrsBV4D2U9wyqNWCkIt0iVWK0rhICm\n2XFxZ85ud40tZoxDw7ws0CYvNotlSXPoyTv8ghAcdy4ecHv7ivbQktIeJS8JXqB04uzS0g3XeAdX\nl5cc9i1FtMyLM25vDgyDY7mccXa+YrvZM5td5l2dDRwOB4bhgPeO3W7H5cUVL549y5Ws1DgtiD4n\nocbeo2TB2XIJMbLZbOjbATHpcmNKSG/puwBJU9qKg9uRkueYtHrU+uZ00jRBk0VeaJNFHp2D4qg1\nDviQJp2z+cyL5mcZBP23wF/+Y4/9p8CvpZS+APza9GeAvwJ8Yfr6FeC/+ixPQiBOo3/gJIR2zjEM\nWYPoXLbRZdeKP0kHTi9Eyjz9nuIOEK+HPZleJKZ8kHiatistTtO0N8PFUgoTnDfDjnOY2Iib9I9p\nClU7iuiPMJDT61FyErDnpEyls7whaxTT5HPPjfdjlXgEEWeN6fG55r7nOI4o0kmwbmyJC35qK+TQ\ntaLI/z7DROKpws1bpdehZePgMz1p0mZ2XccR/gxZyydUpHc9w2RrvLi8RKqUwQoMVLNIiANC5oFW\nNatyZZKNiyd48jiO+CkcrqoqZrPZj/nijxKuGLMV9Kh7PYKklcpouhgz2C4DJzRtm3uk280eLSUy\nSZS2aG3p2452f8h8ZqWIAppuoKrnlFbx1qP7pDgiVUQJ6NqG2hpc19K1e+pYI70Gaxi1YJwZxLIm\nCYMRM3Qsca5hv9ucJu8hZjBHpRQzJTiziqJO6DJRlAKfckuibXtCEHiX8C7y1rtnnF+VaOPwYY8t\nYHQNXb8DMRJix263m2I//CkU7Bj5orVFCMN8ngsKUxZTFniHUortbnfqkccYmc0yh+D42WQ2a9bY\nVlVFURQUtiKlfF3UdY1Smq71aFUw9J7ZbMlsNqMoCtbrNVdXl6ff2bYt2+2WoigYBpd5EiHH2WhV\nsHl1y8X5JVVZ07U9IeTQubzrqphVucgZhqmHr6f+qNCnNttxXiGE4OLyLDNiT3OGHw8IPM4ojjOE\n19d3OrXEjqyLP80E/SdWmiml/0MI8e4fe/iXgH9++v+/Cfxd4D+ZHv/vUl5N/r4QYi2EuJ9Sevr/\n9DtiSlPUQT45rDbE6Cd2ZpxsiznAV2s5+cgnuVHMmec5nXIkEREye09jTCiZL7KyrOn7SVKSXrt5\nYuyA3BQ+6jT7cc+R4t717WnRiTEjppQyeQIqNVk9KXJ6oMnhX0dmppw4lvkEDRRlmclB6RiDISF5\nUkwIJU+Lak7Ly95hIRKzyuJdD8kwny/p+8wJFAic7zL1SZlc5aaUdaIpIhKUVUnftygpsWUBaZJY\nCFCqYLGoiNEzjN1Jw0ohIUpk0sQkuXm1p5otKMcdUkNRRRarasLQ5S3u+Z05bdtmOZWsaXpP8JlY\nlfoWpfNwyPnuJOIHz9BnwXdd2elGkeHCx8yg3X5EyRqSRYqElrnil/IY7yuZz+c0YyAMLXOpcEPL\n5fqC5ari0LX8/e/9Fru2x6aOP/P+t5HxQOgTWgpKMaBGx+HZR4i2YSGXjGbg+vaG1Z05q3m+KTzr\nejpZMwaJdHt8u+Xnv/FnWdTnvHrykvPlBVW8ZjVfk7pnvLjXI+eWzg3s2xGrVmxbz/7Vhs1mR72Y\n8/Z7M8qqZz/cUq8M6/WSjz96yjhEhm7A6Ao9k7TdlsWyzNXa5WXeVVjL5mbPwwdvsemeMz+b8+LF\nCy4vzxnGlFMbg/6xvvp2u0UpxfxsxTGWOqU4cUyzW03pbKQ4SomeP7tmsbjKxKMQaQ4H4jpy584F\nXRsIITK6Lg8yZWK/31HXc4beM7Th5KYr9ZxqUeXrSCR8kiQfOF+dA4J2P9C2PV3XISfaWd8PFDaH\npgWft+neO2xh6PotShkWK8v2ZnK8pdzaOiZPSimIMVuDsyNPTBCcI7Aj4VxACclyueTm5eYnLYf5\n536m7/qTx903FsJn5Ax0gIfAJ29836fTY3/iEEL8ihDiN4UQv5kmcfnJD+39j1V/AIWVxDAy9j19\n29I1DdEHJCKLlDnGzmaAsUARQ44CyEgph9ZM8hw9kV40UgrKypCmVERjDEWhKAoz9c7U6bnl563w\nPhKDJ8UMNdXSYG0FKGLK2S1JxKx9DGOWTZhMPcrbB4dzA25yUECe5B8hys5NFVjKgAMtspwKEYlo\nTFGjTDX1bCJaOhQjPsWceX7UihpN07WnE6TrukxRsiYPuSZyvAuRoqynnJvsEVYUpAiKBNFRWs3Z\n+hwpCobBMEXfIVTCVoogHdIIdKFASar5DCkKymLObFYhZGAY9/gp012rkrJYooynnimKQuXhU0oY\nU2BNzdAHjCmzcD+EE3E7t1ISmkBtFdvra24OOzSJZXB86/OP+HNf/xKlHnCxoXc9SQq+9OgRBYl1\naRFDB2NPERzdi0+Y+S0XZuT8/XsclKdcFLh+4CpaLjc9j1KiGrfYdEsaNavZOSYpxn2DjGDKiuet\n47sfPgxXynEAACAASURBVOH3bx1yaRG2oBkTTaMgrBkbycvnLwlp4Gd/9hHSFhzakXGQVPaCZ49b\nrp+PdDuBETOSk2hNruZrxcO37lDVihBb+mHPYmlRxrO+WPNq85IHj+4x+AFdGoLgJCdDS25vM+y5\nKPKg5k1DyXK5PP1dURRZEmc6fNxR1yU3r/bsdy1SClarJXW15PZ2z3J5xmJ+RvAw9IEYBHW9YL/r\nCGPATkPS5DOVqGs6RFK4wWNtiU6KdtvSbhuiiygUpalQyhLCMUAx90OPO5RjtXisLne73Wl3cozo\neBNmfkLBTd9/PI6Pl5Mj8P9TCHFKKYljl/VP9+/+BvA3AIwtE+QXUtc1KUTCMcAsRrpxQLgc11kU\nRZ5up3R6k5wbpm1uXi5TVAipgcjhcMhRummgqAxDpzlmC0GccP855/nIsQwxTVvjNC2YEa1KqmpG\nitD3I1VRktmZ2aImSIQUMVbjp56KtQXReZwbkTIyugFrckjb6BxVVQFZzG6L8kR3ytuFDqMytzED\n7CNhmuwbU+N8hy4s49AhhaA0liSqU3shigwXsdaevN+mOHIJs/Uz+JyhPoaR4DNJ5sH9+3zta5/j\nGz/3dc5WMy4vQM82/Nd/87/kw096QrD4YDPlW03PLaWsQy1zi2Czu2W1WpGSoGk6TGE4tHuKsj7d\ngI4idSFHlBFs99fTDWXS0pk51hgKW08T97yFr2cFo9syupGFVhz2G6qqpEuCsW04X89Z68T1R3/E\n/P4j/re/+6s4kXj/8+/xjfe/xvlixf7VDckHXOq5fvIBfveccmwoJXz4fc+ztqFZzrHLGc/3I/2r\nl7x/dcZ7qwVaa/7PW8HPf/3nSH1gVS/55HDASfiDl1ueb7Z88zvfptQdnzx5iSoW3N5sObzcsHl+\ng9bwuc9fsTz3RCXRpiL4xG63Y7c7nOIXtrsbri7vUNdnJAK2shwOe+aLCqkCVSGyLEjDq92eu/fv\n8fLl80ke5+nHLLGrZlns/5WvfIUXL14QIxwO23ydJYG1hpcvX/Lw4X289zT7lnrhcf5AJLLbe2yx\n4OHDB4TYMwwdpBVKljx9ck0Igd2uxYcBa2q8C6SYQTPHFkCMET866rpmt9uwnM1z222C24BkHLKh\nJfipdWYsfhho2t2kIRakAGU5w7uIUpma5B1EHMd8KzXtQI9yO6bYmj+29px2qkKoUzvhsx7/uIvm\n8+O2WwhxH3gxPf4YePTG9701PfYTjgy1ECJnqsCU2ZOmmIPCoPQM54Yccq801axmt9tlvp5ShCRB\nrUgEhO5ARtzYYiuDkJbkCvo2y1vGsUeqEm0UUWhCCqByeNsY3ZSDHqa+J4zdSCHk5IX2FLbM1WSa\n5Azek2RAq7zlVslDErhxk++SQuJcorBzhjECJv9uElIY5DQIMVJNxKMcgzG4gcZHKmNBKKxVDMMt\n48iUdyKRU1BVUAob9BSxWxFCbsSv5iUxiExOioJWHZBC44Mkpki/H3jrwR2++P4jHjy8x8///NdZ\nnYFKDtJI7HraJvD+W9/k8dNfwxYDTXtNIS8RwlNYQ0w9Wir6bsT3MC8v2b4YcAGMyY6p8/MrhEhU\nVXE6qccxb1u1svRuBBVxaUAJh6kMSQyEGOlGw74/UFQSl24xlUBLizU1wkPoLS86wUMVmanIpWkx\nSnF49n2+tVZcrDT35hv8s99Fp3vYwhKUJPaBtHcUrsDMLLux5R+9CBTnM5Jq0JUilDOepzlPP3I8\nvFQYlfjhxx/wZ774VWZyhh+h1pahv+Vw84J3H66Q/kAwWb0wbLao1tHsA2Fcc/HgksuHd+jiM1Zz\nph6toz84whhYLM7Ybw/cOb8PSSBMojm0KFNQlWt8L/C9QhYVMY20ruP+5QPaw4H53KKM43a7AaHy\nAjNAu+95np6hlGK321OXM8ppSNq3jlk1p9m3LJdLRL0nxcSsXJLpwwe0lfTscCHgomcuLa+un7Fc\nnk3FikOREGlACTi0B6rlFYPzVLbAu46qsByahquH9xldwBOJ4w0h2GxMOeZjjSNKFMixQIaKYdhk\nTq3QSDEyuj1KgxIlh1cDhbkkhISYol1SGDBGT9VjxCjDMHoqk0HeR15FVdQnNyFAURiaz7j4/eMu\nmv8z8NeB/3z679954/H/WAjxt4B/Gtj+pH4mMFWOuddnpmjXTC3PW2z5RjZxUVR4n0EOZVkjhca5\n3E9Rmkw6SnnBtaYi+HFiOhqEyFvf48CJJLIFMrpTw1zriTKu4RiUVtc14+Ah+NeNZjHkLX0UJHls\nOmt8DEQEWmq8l1MaY57sH5v5uUUqGcceW+WhiRRZCpTi0RIq0WZqcAt1es1CCJTOcpvja0kpRwOX\nSmELQWTAR4e2CWEjxkh616GNZq0X3L2/5lvf+ioPH97j4f0VRRkhOmJwxPiSdm/xviEFn28UYeTd\nR2/z67+tOD+bo8oBYzW7/Z5+GPB+5OLsipvrHUaUBC+zu8UqOhexRmKMYrFYTP0zyeGQ4w2KpSIl\nQd+Np5ZJnLZYw/SzZ36iuXtJnOXsHmEkG7dFG8d6Oecrw5ZVGvjanUfE6x9iyxkLND9zIdCypxoH\nGn/Lqw+esnzwRWLwxOHAvYee2ewB3/+44w8+HHLMhUrUa8l8XZNqw3JY8upJx/PdwOXqjD//5/45\nrDb0fYcsK17ur7ntrpldlaweXLG4POfxx59y+6rHdbA/OIbxCd/5899A2IFD+5Q+gOtG5vMCKeYk\nAatlQdv2LFZzZouK4D3D0DKblfi4xWoFMlLUkXo+Z7dz1NUC144YoVFmxr7f8PaD9xhd4tWLLcpa\nFtU86xGlpixqmmbAjQ2z2YwocrEwm5eZhyAzub0dAqSE0WtiJxk6zea6JcbIs+73GPrIy8d7UkpY\nK0k4omtRyjCrV4xji8TnBXLsQRgePLzP/tDQT6FvMpaEUVDqmrbt8WFAS4EUARc6vBfUs4LgYwZi\nT3zb6CW7dkCK8kRHg4l+9sZakVIeTRZFgRvfCFcD+uG4ROZ24NEw8FmOzyI5+u/JQ59LIcSnwH9G\nXiz/RyHEfwh8BPzy9O3/C1lu9AOy5Ojf/8xPRBmQCj/1F7Jw+5gkKYgpcoymSEnRd/mFxpQHP1JK\nRrfHTL2NTIoTVOViuuuMp2m61oq+H3E+L7Cz2Sz3EWWOBmin5ESJnGx5crIaCqSWEyIsy9zz81Ig\nBEJJClUwDrlPqGR1ErGH6JjP6wkhJk6T0CEdp38SwuTTCZHkIxKBEJCUANR0chx1ZeEEUz6i7pKz\nuOgxVqCkRpeBYej40pe+xHe+8x3u3b3L23fnON8SQ0dMjqF5RbdLyJgRdeMQcfoaMQ2ShFBoVRFk\nz/07l0gb+OFH13SppaoNRmn6Xpwso0Mfefn8OWeruwzjq+y0UhEhEy9ePmaxWONdnMDNMAwjSmaa\nd3ZyCETKGVFaJYJPXItIKwUX63MqY6nSgB0d71wtEOMzHq0i76wumVlB3G6wumLYt8xsgQ0JpTVD\n2yFV5OpyhvAv8f2BmYEoEx++uOZ//4c7bjvLoq5owoZZWTImx5ff/wqvXv0+3/zmN1lWZ1it0TQY\nrWiUI6rAH376Q2YXlqt37jE7W7BtD9y+3HJ7u8WaGZ/74kNs7YjFU2bzit4HXjwdKaqAfVRQliVv\nPbjL8xdPUVYxn885bHfMlzNCCJRVwc3NFl0V1JXh1as9L1+2FMWC+1d32W37nGigPMqcc9gPeAd3\nLu/TNQ1KaDaHm3wuRolWlrKsiDFwdrbAh45Ez2Z7i6lkTjAdBWPvGZo9fRNodi3eZa/+vh2weoY1\neVDrh9ynFhTEINlvO6JxaCWmXQXMZwuePnmR+9MTbWwcsm23GUdETIQYCSIQ40D0OQnBucn4oUa8\nl8zqNbutgzAnhkBV2ZOZY1qvfowDEU8gjtdxOsehl/cjcQqBG8bPWmeCOJan/38expbp8sG7mRU4\nyQScy2+61Xkg4oMAZF4MtM5bWylxvp9kB4mIptBZk5nfHAkx6zoT7vUkbdJkKaWznznkSvRIcxda\nv3YLSE4LcUopV5zkQYTU2c54RPD3E3fwKA3Cqwln5uiH5pSwmNIxm1xgdA3kPotPGZZcliXDkNl/\nIUW0zL1CbWAcO4w9ZjlLYsgeXoHCVAuIA5VNfOH9d/gX/8Iv8O6jK0jZXpknmSNN0xGDmIZaufrV\nUwxx1zWYWR6kiZRPaqRAmIE//OD/4qNPfp9t85Sn7UAIicJY7t19i5fPtjz+9Jo4JoLXGaJrRYaw\n6EBVZ2xc34/0ncN7kMJMg7eCGKDrHId9QznJrsqy4HA44MSKsW+5dzanDHvev9Bc1oIvrqEarqnw\nWG0ZfGJMBucmalWIxCRIytCOjuXyilQOyFlHDOBGzScfC773o45PKBl0gWj3fOkr7zBwg9SCR+++\nh+8M58sLxsOGqtQUyytChCDhk8cf88HjP+Ts7oLZYoYUin6ETz78lLPzOfWipPMHuiHQt4DX9G3O\nJGq7DeuzFefna8pKMww91y+fA7BcrAG4c3HB4XDAj266Ljx3zi9wztF1LUopbjeB8/M1SQSiiBya\nnEoZvSCmkdub5yQGlDLU1RIls05yNqu4fvWYu/eXhHTAGEW7N8QouL054LqQvdmy4PLyirrON/3O\n7+m7hO+zg0ybXFyMvYOkMbpk7DuUzZPs+TxXksYUU+8yoYWk7z0C+xqiEbKkLYQM03ZjPA1UpQpY\nXXLYQgo1SmhCHChKjRv06dzWMk7Kk9wvFZNS5XhOHAdARwbv8bGUEtubp7+VUvrmT1qvfiocQWla\nAJWShDgNFmQexmQ5Uk89W2ceo8thaumk3Qwn/2ju+04MTalRKusYM0Up+4iLMld+GcOWcWpa22lg\n4vM211Y4P0w/J0+jo3OnDyK/0WmSDOXeSQgeRLZqlWVJJv9MGetTAFbeCoRpG5p1hUN7zELK+P7j\nQpwESJ0HWirmLf0x3uPoaogxT6GVzK9pGA/83Ne/zF/6F36Bq6s1ixIIB8Z+R4rZK986i9aZNxpC\nygtn6PHRIUTA1J7gTVYciPwlyNvn89WaZ88rTK8py/yerxdngOBwOGTgRudJ0aJVOVFkBFK7k/Z1\nGLqciigzud7a/N6PQ2QYDqfXd8wVSikhx0SJopYw07CeC65WJbVpWEoBLWjl6X0kIjCzPFRbLua4\nEOijzNHHvWK1qgmqx0gNsSSFXMUjEkk57l5dTNWu4vLyklmxwEeFEQJhIiJ2eWDS9pi6ZLO5pa5r\nlsvFJJlLGCGJPlCUEm09Q3dDCCWHvaDSNcZKUhxRRp/0xsMwUNcl5+drjplZs3oBgFEaUxlub/bc\nuXOXcRhx081uf7hFqAUheW63NyzXC1zwhBip6gV953OMRu+I0XM47JBiQErNfn/L/YcXSDUy9CP9\n4BDuEiVLXNdw2Duqcslbj95Bodlutmy3W0a1oTsErJlhjKEbOwqtCcnn2JcJ6Cti3iVKqfP55iPJ\nJwqTb4ZHO3QOJ8wOnmMJd4JxT8zXoz4zBIHVluD8xJfYUpjLH1tPckExSa3i66LwmAuklJnYDxIl\nC4IfT1v8z3L8VCyaQgjUUcA76azMBNAFsIXMeSRDjswVExjYFhrv1WtPaQCXBoxRjONAjAVKFkg0\no3MIqbAK+mGkrGb5jiZ17hlGQGp0ERmcR0uNFJ5CGeKQq9QkyC6R2Qx8Ru8HIikplKmRKSBkwrmB\nrm/QMn94aYrLVUpQFDNcCCRhaVqPUSM51dJMd+nc65zNDV07UJqaMN0Jg1AU9RlSa5QKRNei5cBf\n/ov/DF/+0s/wzqN7KAl93xHHls3ukDOWnJt85waUnHRsbmJqislqpkgxqwdQbrJqeoQc8SGhdOL8\nziPe7gea7wd2T36P86sFw7CnbT1dO7Kqr9i6Hd6NyNTidYWLApMMi3rBoduhSktd10Sn2W5ahBU4\nmXBWIoymdJ4qBVQKNE1DEz2LOlGGgc+vBD93d8a52CDHG2ZJ0XrBEDW33Zp6cYEu5+w3z7FV4s5V\nxe2nn+KTJcgCih0ddzD2G3RiRpMcd75aYA7f43wQHAaPWLX0SlKaOVW5plA1i5XGDSNlucxyuDGf\nb//gH36PZ9cveOvzb3PoJWVtSXg+efYRV29bBt+g/QrtrzDC0qsdh/1zQnCcna0oizoDTTZ7VuuK\nZT2j3W2RCc4XK4wp6LYDIBjGkYf37/KjDz/MMdYxYquS2WyOP1xn0pZOvHz6grPzBwzJcXv9iqZp\nCONAWdWM3UhpZ1hlKAvB4mxO3+8YHLS9oekCNga220+5c7Hi/CLbNU3R8eL5LU0zMHrP2GU5UQoB\nFyB6SaTIOL8pv2s+r7M0L0a6Q08YI9Zaco79sX9tiHEyjEQQ8jXsIyZJvZjjk0OSC5VuP2JQORQP\ngUYSkyVMeV05ejpzNHMrLkfbZI7uiJSKmAKexBj8tBCPCCNw8Z8wYAcpy3i899R1PfUtOYUs1XV9\nurOepAUTQNeaeqouI8HnTqNSCmuh63qSEqcIjRjjqf8RpvjfGD1IJnF97qOWBVlypGUGaEyVq1AK\nEQNu8GibwSBqci2kyb2TM28khapyz1FMPZXR4SKU1qBFrhTLuoAJtR9D/sCl1syrJfvDTa5ExxFj\n18ToUFLiugOzueHdd9/i3/zlf4U75wsEeSD0avMc78LkzX1NZMpth5yrJCYnxI/F9ooc2pYTAjJD\nT8iMQIgRtNQIZei7DQ/uPeK73/0tZiuLVJbDYeTx41sEJZUVrC5XPH38hOX5OU3XIaKgLmoO2wNF\nKaiKEj+GzBVQirNqnv3o4xYhD+hZiVeSodckrzjXKz5vX/LVd+7wpXWkOnyMTdB72KY5z8IZH7w4\n8KoZ+We/8yWK0rDbe0oGnt1uQSvSmPWdcnVOsCWmWiBEhZWB0SW2zRZVr7hYLKkeCNpDx/LOBXfu\n32N/c2DTN/jRn9w4uoIfffgBrR94+wvvEpWjWpX84R/9I2TKQWS3G8fl+SP6LnC2esQPv/+MtjW0\nLRhrWK/XbF/1+D6zXBf1nCePX3HvXhafHA4th4NHlRYhBC+vX7D3Di81Qlrmdc49l7om+pJ+MGw2\nW/oxUA+OJ0+e0DY9Vku01GyvI/PFiu1mR1HC2194nxAGdLWiaRK+dUgXiHrPW4/unaRhVbng5fMb\nDruGpsnuPEINaIj5PJEpa2et1dNODPr2ACIym+eWjFSBrt/hxjyQquuaZt+emAzH9ldd10iZ46ub\nQ0s9t6eI6gS4GHIBkwR2qiitycvY6RoWeecX3whps1pilICYI6YLo1DqGNudTSif9fjpWDSFQGt7\novZ4nxeBagI/jKOfKv6UJdXTSLosy9NEOZfzAlsUDENPTHlRK8pJqwXTNrClKAqMLYBcrruQTgLY\nlAJD12CKKoM8bIUus1tFS4nSEZkSYhoUCRRDDCBidjJJ8mBKgPMDLuSWgDQSo/LAKIvCBSF6SmPw\nKWfVSCWnLUeHLYos7g0CaxxN0/D2w3v8u//WX+et++d5eOJ62ubmZDf14bUuTkmTUytlblscF0Qp\njh95OrVB8l/mbUxOpcypjilFJJMnP4YcHWxL7l5c0O0/4vbmFqXnlHbOxeUVwY9sN3ve+9xbfPjh\nR5R6RYiR7eaA0YnCaubzJd2hJYlsXTw0HSEOhHFEpAycdeNAgeO985LP3ZvxVjFDxi393hOCQuqC\nPga2B4G3Ci3gvE5ovyM0ijjsEUUeUGgEq7M7CFnQBImRFbWZ46kwIkLq+at/5S/xv/76b+Bjw/W2\nz8qHMNC1W6SILBcF221PNS/ohoGPn/2Axy9/xOpqzWF4yYO37/P97/8+M2spbcXt9Q3WXHL3/D36\nzvPrf+97xJAv8POzNWfncwig1IAQCaUjSXSE0CPUks1uh1QaR8+nn+ahZO8Coe1YLhfc3F7n862Q\nSBUJGBKKbsjXyvf/6IcYY0keRgeDH7G64NWL59x7eA+fWtqhRSnoh46hjywXa6RUJCMILhcXbdPz\n7NNrxi5vq5PLQzUhJFZlPTIpsVoscivNe8bR5dAzEkoL2mafZXDlAjf4zGdA0+yGDEphUp4gmC8W\ndH1DWZYIAudny9wSEYm+HbO1Vlu0KAk+4kkILfHHTHeZNZnGWLzPcb3HfqkQ8mQvPSavxphO8rc3\nhe8/6fipgBDDsfKLf+LrKGDnCLuYDPmZYpKT5Y5/tlPEJ7z2jXs/Mozd9Nhrj+owDNkb/QZH7+hC\nMqaYHAmWJBUond02RCAgZN5OhCSIQp6AAfm5ekSKON/jY5z88pNHXeX882OlF2MkTp/V0W/vY0BM\n0ptMoTa4fsvP/+wX+Y9+5d/h7bfOUWKk7zccmg1N09D2Q57WJ4MRBVJYMjgm95KOv1uo7JDK78Vr\nl8SbX1JKksy06ywKTtljLhJaCfqhxWjN1eWKuiyJztO3Ay+eP6XvD1SVpJ5ZtBS0Tc84+ElvO9lH\nQ56cD8NA2/R4AUlIjLEYmSuYFOC8Nrx7R3JlbzH9DZd1JnqL+oxUrjCLc1bzijt24IvLyKO1RDXP\nkO0L5spzVmmUyE3/2XzFbH5GLQOh36HTQKEDRnkUPeu14dvf/iqP3jlnc9MhgmVzvafvAqWdIZM8\ncSFTEuybF1zdWzG4HWfnc8ah4bDbs5yvUWisnhF9wQ++/ynf/e3fRWtN1285v5hji1yJZUq5PvEQ\nhmGgKAp2ux39xB/d7XYUtqI5DCwWK4QQfPThj/DjQNtsKQtNYcWJzzCbzaZdlqVt20n8nfBOEFPP\nrLYsZhXOBYTULNdrmnbP+mzGfJ7wbnOaKA/jmB1k/ujj1hitsxtL5crMWoMx+vXn2bZZe2tKQki0\nTT/R+49MhdyrHQePEIZwjJ6ZvoxVJ/3uMRlViDTpKeOJeRtiIiJAZO6m9/6EXDxe23+c0p7CpEZJ\noEQeEhLT6bE/jT3np6LSTDEiclMDgaQsZoQUGUMOjI8xYoTEaJOjXSdsmguCJA3WFBMJJRABOYF2\n3dBPwxKLEJLoQBfLk1Uzk5CAqUckZJYkFeIOXX8gqYQbW5IYkWJgGIYJM1eg4uRbtbmXMg4ebSRa\nF4TokbLOiThpkuzESEwTGCBEFvM6L0ClZAiOopjTDgFbzDPBadzz6N45f+2X/iLf+Or7eO9puwOb\nm1v6iTl4TL0kTal6Uy/nTYNWCqBNgZwWy5COmlR/uusepV3HSltEgdQeptjk0WkUhkJpEpGfeedd\nfvV7H3H97CWrswtI11TVnKurBVVV89GHz1ivl4x2zuh6Rt9TacNwiOykx2pNaSpiuKVtPEYE7qzX\n3N4+QxQFSihmM7jUI3f8DsWS5DRyYbFVSRgirh+w3jGrJb4MPBhrxv4J+2HP+bxGjBotCgplCJsX\n9N2BruwRYsHNhwfuPXiPQgoO+2c8+WDPfi95Z3HJ5uwdfvTRh5TvvEtZrSiqmusnT3BtT1kY9nuP\nXeeEzqW+z7xe8lu/9Rs8vHsXGT39OGR9cEg0uw6iwQ0Dd6/OuHOvoGn29ONIXd7BpU+RcSASKeyK\nWV1SlDXr8yuePH3O4GC32XJ5ec447NAq8eUvf5nvfe93uLq6QkmL0ZJDt2fFklcvXyJFiQyaVXVB\n33kO2wN1PacJLVImnm+fYyrP7c1zCit5cPddAJ4//TQPVgeJHxV9JxgHS/SJEAPzeTUVCx7hJNbC\ncl3RNA2Hw3OKWUV7E7JHXBmcM4SYJ+tGWXbbDu8UswnukWKHrRJFkc9L7wS32xbICpOiUjjVIn2F\nNjkBdLlcMbY9ziVUyrlfMTSoSQEj0JNMTmQUZMiyOS1NZjNMvc04id69H7OG070ubD7L8VOxaEol\n8TFQFiWHQ4sti3xh+4zFN1KCzAOibKOchj/W5sVKW7QmcxWlRE/syHTME0p5f5pSIvqsCc255hGZ\nspC+rucnUf0+PM9AiaTQes0wOlIwFEVOexxdx6yqT9tiyO2FNC08fqqmwjhSVZlIJJRkGHpms5oU\nAsPQU1UlKENILVpIZrUkpY6rizP+7X/jP+Bzb93BjwdevnyZiUR9g/fujUU/93ePI8djtXqsprOu\nNRKjP0FCjlpPrQ0x+SnqNJ30a0IIJHbqV+WtkZx6Rm3fs1ov2H7qePz0CYNzHA4H6vkSWxTsDgdc\nCJRlweNPnxMGgTGa2WxG221JVqL7xCDz+yhVBJmo6wUvb2+pq4oYYqbGDx4jKzZbwB5Ymgv0VBXc\nPn+K8olKahIFWpTs7X3mFVyJHd3mCbgBoxzCG7wALSSX/px+CPjQcP3936F3HeXC8HCWeHtdEuNj\nFnfO+NqduwxBcBEPrNSav/V3fpVv/4Vf5OMXO4IwLM7O+b3f/SFf+fI/xa5rePTe29TzxPWrl+z7\nFhkrXKcyxgzJaj3nvfceMYYWo/P5SoqkABdnl1l6Jgu2N3uWS8HmZo9Kgrooqe8pXr58zKO33uV7\n3/td+k6wWp7jRs/t5hVCLRChZGiAWNCPYRosBg6HFmksQiu0Jscxl4rVenbSJifvqeuS1WpFjJHR\nKV5d7xAxUhrLEKeBiY/YwiKNxZo5o+/48IPHqCnTJwvEs2d86DsIJVJWiCTwLkxIt7zr0VpnI4qs\ngKPkJ5LIzyVGT1mqXDTZiCktzntQnuV6xs3zgDYFfd9SVmuSTxgziduLmAedIkdixxQRBEQ6Tt/D\naRqfUjgtmMeJ+2c5fjp0mkWV1vfeyRKA6Y4QQsAoiTxpMNNJWyU4GvIjs8WKpmky+mpeTb2KaTAU\n3BTS9AbFPHY/BgfJMofIYrFACEHTNNiyIqEZh4A1CwQFPnkSIwiPsRCGjJJS0mBMyaHpqOs5Qgja\nqW8a+0MeHFiLCx5ls9Qh+cC8nkGMSFWBiPTtll/8xW/xr/2r/zLLecnu1VO6w5YUPDfbXFV6n6Ms\njkMcIbKekjcqzPz+qZO/Nvcn4yS/SgSft/6JMC2Ux8iKibwk06lyFUKgRMDTkbQnycSHH3/E//S3\n+nYItAAAIABJREFU/zZ2MTI6xaHpQCnqeTlt2+DO5V0+/vATri6/wqePPyHGEZKntHkLdrZacjgc\nsrMqWbTI29RCWUK7Y9jc8o13LrkyLeeF4NIc8MB8dYeb6w3VVMm5UFJffo7V5TtUiwTDho9//ze4\nLAPJOXCB3kEfE0kpSlkQZcKlgJty6ZWpuLi45HDYTyCIgSQLXrUBdImXNbcu8HvPPmb5pbc4uIEf\nfHLL+fIudXnG4XBAGY+1I/3Q0LUjwVliWzIMPZCjZcfRU8/mPH/+HO89Z+drtO0IznN2dkbftkjy\neX/E/nVjh6401lQ8f7qjOWRAytvv3qXpdhSFIYTE9Sc95+eXbDd7iqLk5uaGrssqEp8ii8UcYXts\noakriZC50irLmjjCxfma281L+r7j1fXI1dUDXr7Y5EUuKKwt8zXos5+8aSNj31DPbLZQTtti77Ie\nUgiBiCucb3JUSYIYBFJaYhgQIuumkSn3elPmSlRziTb5d1hb46NkfTFD6Ug/bNGiRLgVTz8daPd5\nAh+TB/d6JnFs6R2vjzBlex0RjMfBrBJ5t/VmL3Pz6tk/OTpNyEJz7+MJAJFCROjc/xFCEqfwp1xh\nJZRUFIWlbw8URiOlQcSEEECIEOPpTYwxV7N5echwYZREKomWWe/pY8xTZJlI5LTGorCQYAyZ8HLU\nSWZcXaIsa3wE50aqqkJNdys5apz3yJjFyDn4MQ+NrDHoIg+nBIL+sEcbxS98+1v863/tl9Bq5Nnj\nD5EpsN3sEYD3b2y3TwzP11nub07B3/yeLN49vuqJ/iQyqzJXp69/lhDi9b+XHoXNG3qRf0YQA7/5\nD77HH/3g+/RpxE68Q60NvQ8YW/Lq5inGas6jQ2pBtZAs1sXE1FQomSBE3n73bW5vb/noww+pC40U\nEe8F3dAhxwElE/PVksO2ASJrA9rW9E2k2zuKlQUkpq4x9RmpWCPdB1y/+IDVvGBobhAhIaIEFErk\nbE7nAZVweMYYMapGULDfjUhhUOL/pu5NY2xb0/uu3zuuYQ81nekO597uNt3tbredgBObOLJxwEok\nMMEoKBgZCAqKg5SIL0hIwAeQonxj+IKEFARCfAAUJBCEITEWQpEVQYTjxG67u2/fnu6955w6dWrY\n05rekQ/v2nXPNSbdsSzU3lLp3NpVtavu2ms9632f5////ROkkRhHKjIpeHIeqKXic59+zFXoaayk\nrWouLi64vR7ouoGcB5brstswWhEnWCxaJndgsahwYX+vXYwxFu5AHhldoLaWbhgJPiNzgbws65Yk\nEigYpzJMbJoV3eEOW0l23XWx4Npz+kHM5KKefjiUWBaVWZ8tyESGoePkrATqxRhwYeLBxTlDN9DY\nht4XuU50vlCdHr2FFIYcQUmBj8V5tt9s7wEcoEvAXAIpig02hjLMjDFhZI0PAz44IBUheixKFUFG\na0VMoeizhQahkTLRtophuiZlj9ZLls0ZpjLENJTfawNDv+Pi4RlKRzabHdE7jGqJohTrBDNGsuQC\nJVGMJMzzCqXkvIuNn+jl/77LPc9kshRUTYMbR9q2xbYNMRXvs1QCocEnhzSykMdzIuUi33CumPDX\ni9PS85wLibW2NIUR6JmJqe2DYqucB0BSKVaLmmEYyClj6yUqt6ToMVYxuAPKxJJkFwsNSaIxVpdk\nS6U5ObngbrMHOb/mHLHbVDV13TC4iaqu2fddibgQEgEsm5Z//ud+lh/60hd5cN5yc/sB3nV4P9Hv\ne8gVMWtiGudmuSbHj3F5aSZBGXMMkpo4UvsFEqULXT6mQM6+rOR1VVa/+uhymi1o4uPimxiRSiOz\nLO9BPvDX/vpf5Wq3ZT+MUGVCdExTpGobDrc7cs6sViu0UcQYaNqKbz/7TdaLJS4caGaX08XFA77y\n3lfQQvPo8WPytMeHwOp8zYsPLjF+ZFlpbnYbTpoV5vyUqzDw7INL1LDji596F51vITtE2mLSLWKo\n6e/+L1oR2Pd9eQ+kIuearBQiBfzQo0ZDUgNmJRmmBLFHogihQ3JAikSXLEKAFAmRMzZrzu0Ft68m\ndPuQ28NAu8gMXc9qsSK4AhceDp7z8zO0ldis6fYHfuhLn6OqBbe3r+gOAW0WHJ0rSiv6MVAvliht\n2Wxv+cLnP8/V5QuSkCVOoqnIuYFcpGbrkwW67pBmoLWCkCVhWnB+Jvjoo4/QWhBTiWEOYUTIyLpR\nTOEOjAIF292Gw37DyeoCTmDoesTJCWdnZyyXC7Ybwa7bE3xEGM3JyQm3r25nl52k7wfQYQ78KyoX\njWIYBiq9RKGLoH4l0EkWI0oQxCDwrvxcVZX45ES8n6YLEQlxxMeeZtFgrZ6HhxVNU6HMDHLRiqkb\nePRWy+mFpO87KnlSmA7Cst/1XL3czDd7U3KCkIh8nNSXwVGOZZh1JJv9viuaIEE1CJGoa0uKjihF\n8UgXYQHWnpf+XOwZupHKLrC6IiZFu2xQSuJiKS71olgTldIzmy9QVXPaYoAxHmibslJzTjKNpkTX\nGoXSARE7tM4FrVUpRp/JyaCVJMdYaEF5oFksSCmxG/YFbjwLZCuhqbRByUORUbmCYLMqsl4sCH7k\nx370S/zCL/wp8nhNjFteXn1EdzjgxyL2LRO9HgkkNRPZCxkOmLfOSsJ8Rw0+Fv/vDGAQMs4/I+Yt\n+zFHpThxjl2ZMl1P3C9WhUBEg7GiOEjilr/xK/8DH/UvSVmC1KgYqGuDEBMJj9I9bfMYH1tS9mAd\nzWlg3MHt4YrK1AhVLHfPPnrJql3Stku++fVnaKGQ6cCjs8SUanJr2PTXPD3VvNtmtLlExIbzp2cF\nhuJuiH7E5EglMuLwdfrhGyxjAlFhpMHHsmOYphGFwR2g3wq0cuhW44eiSogpk1zGEWmqJTl52jCw\nDxVxLRkGhxwXLELHMgfef7VlKyO2TZysW148u2EaHbttz+Mn56SUQUZUHfj80zfuL9ACaxnxbsdy\nWXZUEsGD8zVaSxpr6K1iv7tDm1KAtNagNFlHpMxcPGm429ywbNfksKCpGy4vrzhdJi6vHElIZE5s\nb7tiTVQtdW05bG/JquPkYg3A2ekj6kqhhGAcD6ACWQriaFk0Zzx/8Q0mlzg/P8e5wDhFdF1Ra82h\n22FahdUNu+0ea2umMRBFwQxO7AHmWA6Fd0VPWehgHmskda0Raio57F6TRWmXNYsGnzSL5TugJKNI\n5LSH/iXpAG29oq5OMZXC6IixCjfBiViQ/Ahy5GS14sHhEYe7TIoCxERUDkRFGAt2McxBhgWT+HrK\nwffe0/z+KJoCSI4oCvD2Y56mom6XxVYXi0MnRY2tGipbISRIUabm3gdSlBgjESkSQyKlwqwsYWJm\nZm/2hCRR0ZAFaC3IaaRdlH7oNEViKAH2CUnbrOctSFnhClFiUrUugyMoB97a4gWXUjL2RQ/mYqLW\nmtPTFjclWlPxx37ix/nRP/wjfPazD/nww68Rh1JM+kPpyzrnSoSDlMRULq7jtr9sn/P91lxpSQwJ\nREYqMVPrZcHqiQL7OMo57leRqawYjlvz0o/6eIuulEKqChe3IAf+7m/872SxR+CZJhBB09ga5zc8\nePAmzke2u+eM0x5UICbP3caXeN1FjT17zGHTIbImjJ5x72CKnFQtrpNsJ0ct16g8sWh7qsnyhU//\nAG+uNixtZArvIE5OOFGZ/vYj5OhQsTBTpxhR9AQRmWo9E6IsIqSi4wuJYRyIXiNtRZCSmB1q7gsr\nuJeELXRLbVv6MFDHx1x1mbvDLav1ittwybWTfPWrz1i/cc5bn3+A1oJhKGAMJVvWqwtM5bCVwFjJ\n2I0lImJKjD1cXDzEuZ7FqiLnAvt9fv0t3nrrKcjE2XnNOG2p64bdvqOtFhij8CGx3W4QpMKyJJF8\nKAOXyXN2WtEPhTZUWY22CaJgu7vBhSXL0yXXmw0XuqKkIRiqOpU00jQyuR43RfbbwHtffY/zC42p\nNZu7K6TUhKSKHRiJcx4Q5DhRGU2KHiUAEUjRzyqVMvgRIhN9mq26M2fBWkLyuNGVqBnVHMeQjOOE\nbaoi2UsJoQVKSmLQaKnwY6S7u2WxbMjJs1g0OD9RVZqDK2oUH4sH34cPSxSwTGQ/lZbJnF4pNTND\nwt0PUkvawe83nWam9BhSmvVSM21ZzWL3VAZExQs9k4BymSAjJTNkaNYeFjO+Ngpr9bxN1/cgjbKa\nLNG7Slq0MhgrcWPHMB5molEF0s46xzKRLimX89Ak53IHjeXfo4f2qB3NORKjp25W9IMr+lECf+CH\nP8ef+Jmf5HOfeZvry2eoHIpubfSzGLe8llBm7hcVoMjrBPujCuB+ZP5avs/xUQrlbz8Jjq6HTybv\nvS7sPWLvtDLYSjOMB4bxMFvRjqqEiA8d1mqCTwx9IKeibLCVxJgyzHCuuLukUAzDRPIgoiZ4icoW\nLSsOuwGBxdolKQuMkjw6W3BSwcJo+iGzPH2KsGeEpCB4rMiQCsXKx9mxpAphKpHvKdwxRlRJn0Ir\nW260bUvVtCQBYcb85XzMjwqMLjIo0OunHFhz4y3XSXOoz3g+1By8QNUtu92BaZpmmLJH6xIpLARz\nJlW4P4ebZkGepWaT62chdoG8NPWS4DOH/UjbrlguTnBTIgZB06xo6hXOuaLDRBV7YQJrW7yPBJ95\n9uySzd2elGAcR/q+5zDs0FbSLgzDuOfx4wumaaCqLItFwzi6mfeayEkyjWXSnuZzbrvdk4kz3yBA\niqTgIKZCI3KFlxBjKO6ceNRQlr8vpyLBSwlyLm2kY2aVMWYmjemSVaXM/Xl3Xw5y6X1H5+8/ciyx\nFGGKTGNJPHBTibsOobQKQgizlnpWfcw5UUf6++v8zCND4vXPv9fH98VKs9DWNdKI2biSSTkUzWPO\nJYVHBGIod5YYBTFEqnqBUgYfXSHx5JoQgRCRUmBrwTjuZxrS0fhf8pAFFSkBYkKqwGKpUcow9iD0\nG0iV5viFESEd3iWsaWmrlhgkh+FAXdf3PVXvygXsvWexWDBNE9s9XJy9gXM7/uJf+Bf57KceEf01\nLz/8gMOhY7PZkcXxpCmFUAhVonOlKDcIIbivfznd9x6LZGKWbyhxPy0/hq3dT8PFJ3WbUh5vMB+v\nkqVUnyicITsqDZvdHUbXKHGCiIlVK1DLTGNB2oapbwhuT12dMY5bFicVxio++/YXyKkM6YZuQCLY\nbzpIivP1Q6JPfPnXv4LVhQ2A7Ah4zqqHtOaap08awl7x4M0/xkadonJEpwGCQ/u+QFuEJFcNujYo\nnUgqEqZIcBGdiwh6SAGhDTEqgsuoui4gFFURYiHeW9PQdxN3dxNCjPiHD2DxkNVbS7pV5Fs313h/\nxq9+/RrTniOriecfDdRVmnkEE4+enFM1Eec8h4PDTYn1EvaHwH7rOT97k8VScXXzTWxV0GzbzcjJ\n+iFVVXG3v2W/67i9veX8/HzOSJq4ud3O9lpNzpJpLMF3IXvWq1OMTrjJ0y5qtDYMwx31ooIUaJoa\naTznZ0uE8ayWJ1hbF2ti/ZCbqw3JZ1KqGQZH01RcXJzx3je/g1Ith8MeIQJ6pl2JkJC+3AjGUKb7\nOQWU1jM4WBF9KgMtqUihOM2U0CQEq2WLtpoQ4+zEcdRmVc5FVZxNbvIgjjSizDB2tLUgh8g0TAhh\nCFPRVE9dh9KZqQtok3HSkX2myrcIWVa4REkUCucSlS415RiKeASAhNlcgPh9tj2XAqwKpJhnGcAs\nIciSMHqqSlJVkt5JtFyiRCYQmVzGmEyMJfPHmD05aaa+CNoPm552YYh5om0XgMD1gcoqECNCF96f\nFjWhTwijIASE6eY7ZMntibGsULMQZKEJ2dEsKqQUDFOH1cWBcbY+wadIzBnbLnHR86mnT/hzf+bP\ns24mtptL+tHR9RP9YaJWDZOb76w5zNSfo1BXlSZ2kiR5bGJrjoFvx6RKqUpUqbEfy4SOrE8hKNv2\nHDnmqii1QL62v0g5IvWxYBYPsUqSLB3Lc8vh/VsSIw8v1mzvtmhtudtvUTJgqpH1eaZ7cUlVWdwY\naZsl56tzvva1r/Pg8TscdhF36BBO4beOJMp7Q8ws6xVe7qiCQLJkypK3LxR6eI41F2yHPfXS0JjE\n7f45lY2MfULoGiMrIjAOB9o13I0RIpy3j4h7CqJu4/EpEwmgFV13ia1bTLVEokhxwlQRoQ1Xd5br\n7cgPvv1jbPsPGdOWpV7y5b/Ts1eW7XDHP/lHvkQYDlwNoJLg/HRFEgsePjrFGMHkAkO3p2kNMTym\nqgzrpzXf/uZ3eFo9pakeIJPn4sEZKT4Habi83DAOCasvePT4bRI7VOWY/JZXL295cPqUd994g+98\n+AHBJxZtU4LZmuI8E0TqRUOIjsVixcX5ksPuhqqWNCvL5Luy+toOWFuzWjzm2++/YOrn5E8hGPcd\nN9dbCpGoJYVIaxdzVlfGTwGBJqWysJDMXny9Ki2QbqBpmhkMvuDu7g5jVPGM54C1hizLSnBys1vH\n1mQVyJQAtDKc8VirgIAxgqwlKRW2rpSFnTBNE9bWcz9fkBOkmJk6RbWuubkpWUhNfYYPmuh2mMYD\nihhC6csLSUjzzlRJtBb8g0T4fl8UzTij0KBMno1R8wWuqWqLUopDt6Gua0IcESi0lhhV/vxjsH0W\nhpAEVW0xpkLoUlCk0rMjQFEv2yJIn/NJfIooaRAGVNWgCIhZeiNQ5WvMolylUVKRoisi9ynOW/ya\n5bLE5TZNg5IZYxX/zr/5Z3n08AIx9Vy/fMHmbsvu0JWtlohE0SHkCeSylYQSrap1Sbksq8JMFsce\n5VF7WXBbR4nQcZVathjivnCWYqyQomRYC1FgzjkLlJ5fJ38sbJeybFmkyOy6Ld/6zjfRxiC95/r2\njrEfOKsMUkKzesTly+cAnD98ipAFNffo0Vu8fNmRYsvt1Z7rlzumIYIrNsrJO1SrETqRtCv9LiJJ\nBkZXJl1uSiQd0Tg21x9ys7mkFRPZDUif5/z4TDASLRT7naOqFLVes7sauXmxv+83C6NJWpOApVF4\nP+LDxHKhkNbQdQekOeX2sOeNdz7HpDzJR6a9BxHIdwPXfc+bX2w5sGNMOwY/Uasa6QIn56dIlfDB\n09gKfQpj31GvLcMw0aiKprU4P7Bctty8esHz5yMQiM6w33Q8eviEuhHE1FPVlhiXXL/as2ze5jsf\nfkTXdSxWK4ypOPQDT568Sd/3nJyc8ejiAb/2ta/Q1oaL8zN22zsuHl0Qk2caR5brMxKZu1d3hDCy\nUVu6naGtTum7nvVyyfWrgejrMthx3WutIIkUirZZ0HcjSmm0rkjZYUzF3e0W5wLL5YppLIVzGDre\nePMh09TPu6H5PJTiEzOALMW9SSNngTFlbuDnfqjIinHwRZ5HsYMaIzGmureNGmPwfiKlMhS1WrC7\n7TG6vp8PVFVDTAM+ln6sUmrWIcv7ayrGTPz9RjkSM4fSGD1j38qH9yNNXYgnQjJrJUu/rjAsy13H\n+WH2rto5wqKaBymaqjbzKstAFoyuJC/mnJGqpAge/bEhgU8JMztgjtveGPOcS15C5ZtmgakkfV/C\nxZz3JVZYJNoKnr71kH/lX/p52mbP7u6b7O82uC4ydhEla6rK0m2u+Nzn3uJbL/p7p4IxBilKOh4y\nUuy1ct5e53lfDaDuEyuPvRlg7uCJeTV6LK7HbfqcLT9bIeX8uinJGXQgELIck5gGvv7t9wg5stlv\n6KYIQhBIDG6gcwfi8ArbgHMTu27gU5/6NFpbmlbz6vqS9UlDmipkLKv7xtTs+556UWNbybptyCri\nncYA2QioBEIYRDRUWOKw5eaj93lgIou2JbqIRDPMnv2cIUbQuibcGr5zeUcKlhwrtDVMYZgHDrLQ\n20eP1KU3LUWG6GgXhuveYZdLTp48Zh96NIkw9Cgh+Ue++A7m7oo/8FM/SNIj+S7xhU+9w/Pnz2mW\n9ZwYWoaRXVekVY8fPOYwTIzTnmHYs1hWxDTQD46cE95lTk5OOXSSRw8eY41g8hu0lnz04Q5tl2Ra\n7rY9WcHpg7O5167ILnJ7e83jx29gheKjZx+wWCimaeDQZfbdlpAmTk9PWa3P7v3sldIsq5rLF3do\nuWCzvUVrydXtC1btgpQzg5vmcymTYgkUDD7AbLmtqnr+fy2raqRiddKWHnhtGYaO1WlDN2ypbOG0\nHnuVMaQSt30/kCwAnQLqkffFkyRRRiKFxtpcYDEhk4MnixI6aHURpkcf0NKQqPDO8+rS48dMjhkl\nS6JDSgptGvIcg1GC2zIhTJRgOTvvbL/38c73RdFECGKh4JUhC6VXl1MkCYjkMmCfJ785l+1p05ZU\nu7pui+IfT/SR4AtUVGhBzEU6VMTuepbbZCY3zI36hig8UhxBxiXy93V6krUFGVcGPEWkG4P8xDbX\nGMVitUSkwJ/6uX+KRS24ud4iUsQNDuciLmbyPP3W1jKNYR6cyHl48HFSnlSf7Ed+AqzBxzDk4yQd\nZjePEHPBPPYuj1+fjx1HSAJzLzPPGs+j+F2QZeTZs484edjggi+60hkGG3MBoyhdVldSJYxVkANK\nGIIfyDEQvKPWFUZLKquJwRdvv1VkkUkiEKIrccQ5gxZEkT8eePgAamK1kBhR8Gnkkr2dsyTkWOyB\nqmFzs8X4gterqzW7XYfzDt3oYrvVokxa7QIfIsEPLJZFqiUFKCNZnp4QYsmzUdoRfM/Bj2Rd8fkv\nPcFWkVebPWPv2Mo9ee4rn52fE5On1pY0hQKEjuX4al0sgk1Tk3Nmv98TY+TRo0eAQOaEtIpMoKkt\n213PYnUBWbHd3KIsnK5PUUqx3+9ZLZaIZUHXpeSoFmuUEjS6ZMKnHGkWLaenBWQcUmRpDEPXo0gM\nY8/p6YpxyNTCUFUGGwordQoOVWlkyvPEO9+rL0JIMwxHzKmNcj7ni3vPz5CPui68zLqx5JheW7HO\nFl+jZodeohuGT5SAFIu2uGhkFQXyrRi6OF8XZfqdYqkFAkGatccFplKiX0q4WnytaGaMrInpCCHO\n9+6gouc+apW/9+n590fRnAcaKSWMKZNqgKSYe5UGqRRtW/os1tRoVXiYTbMoEgcyU/Bz/rgkBEeM\nkXZR4yZPipmcEqRAjplKl1VamEbqqsK5gNGafpoQMmCsmQns+X7qdsxXDnPeUNMWt0vMGVMp/vif\n+Mf4oc99hkcnis31t/DTgruba8JYaEfaVqCqmdqkuduMJFX6ilrLOTcn3x+UnMsKRumPiUTHoU2K\nYl5pmvuTMzO+VjDLjQVxBBiUvlDKRzBH2RrNCxjyHPURo8cuNNebK8zqAf00MrqMoKJqarSGIDxj\n58lZsmpPUVKyqE+4enFVtuCdB6NYnHlIA8uF5fpyS9vWLNctLkxITZlu5yKVkjqgbY2LDqUsacpM\n3YZaeZCBrvMs1IrBD0ijqZuGrCVXL7ZoFHf7Ee+K2DmExGrVULeSaTwgQpmO7kNDjIIcFcLUSCHp\npj1JWharlmHqWaB49eIZvesIEj79I494aQJXuw/44P0NwjfEJ4F+HHjr6duAZOg9mIybEsSIjBHd\nGOracnJygpsmjCkrsXq14nDoqOsWhOdktaDrd2zudtT1OeNULujExNmZYXCR3nW8/am32G639IeB\nN996i91my83tJQ8fnfPNDz4EQFWW8wenjM6xOjlh6MpwSeSMEhalJClUZSijNSl7Xr7cY02Nc4c5\ne97RDxPWLGYtb2mFlVQEX9pjsvTwjSkyvr7vWa9btJFARIrMNFJUKlKSc8RUhmHo8EdHnyke/HEs\nJKy6rlGzIUOITN8fSkF2ar6eA26a0FrifYndNkYz9ANNe0LwsL3tMKpCikTGzYjGkn6a5hz1QpRy\n9+aO4+P3dHouhPjPgZ8FrnLOX5qf+/eAPwe8mr/t3845/y/z1/4t4F8FIvCv55z/xnf9KzLoqJEm\noaUkTR6hNJWuSVGVJbwODKMjpgkhZ1F3NpAsSk1IJbDyFFKJVbDKAhrXJ6RuQCZQEq2XpBDRZs4L\n0aWfYSuFMZnViUaYRPADXX+grpeklAq7049kJEoHTLVm7CdElpyYln/tz/xp3nm6QMnIy8sP2W0H\nXF/8zDFLMgYRMoSxeMGN4pDSfXSxlBIX+lk9UPq5xy220OZeGpND4W7W1pRDLKYyFcyZRhUMWLc/\nYOsKbTJ20WKaBX1fepnGWnIK2KpQXqQokhGhyg0hJ43SAj/Bh99+yYOTR1xvtmjToLWh73tSqMg2\nMO4DdaUQGL76zW9SNaU9st/v6UOP7wbSpOi6hLILHr99wZQONEoQUs1+l9DCM5gKqQ2rzS0yawaV\nyXaiqS2TWqMPO8jQTyNCK6xpcC5xc7kjCoWXgm5aIEhgPKszizKZPg2IuiGkyDR5JqF5cA4PT1eY\nqIi+JiVBN/ZoO6FkzWH3ij4IPtjC6kkLUrP3mqsXB+CMYRxZRcvF2ZL9fk9KmYuzt9ldO77zjVuu\nLj/gwcWSz3zxgnfefIvDbk+/P1AtW1yILE5PGPsJUpH8KNkiiTx+fMb17TXCJHwYePi4KEPGaUNl\nNK8uX9AfBup6ybMPnxFjZFE33O23rM8WhJCYvMP7ES0FYRwI08j+5g4jDYv1I7bbLZWtqGxFu1rz\n7W9/G0Rd6OdJcOh6ZDCQlyRhSSES4kDbVMQ4EHtDDhJdQVs3c96WYL2WVLWjrhXdYcK7jKxqQiwJ\nAE1T0R8OgMS7zDQG2rr0SWMOGKOIydNPE7WpyUniRo1WBtfPK8MgSEKQlSLnY6/UksPE7rpM3Gvb\nwvy1kEBpSUqOGAbEHKzmvUPPxVzrEtQoZckr+j0rmsB/AfzHwH/5257/j3LO//7rTwghvgj8PPBD\nwJvALwshPpd/e1r7b3+IjDCiQHPTPJiIkRK9KzAq0u9GFusKqy11ZZhcKTw+BqTWIMEPA5W1ha1p\nFM7NNi+jS8KjKHTpbMWs8cxluDP7UZ0rroGYBdYIMBQaTJgYhgKDDcGxWi24uevKkCdGfuEu42SV\nAAAgAElEQVRP/0neeecR3e4l43Cg3/eMhz0h6HsN2ie20vljORGqKkQWIdDiSJLO5KyQokT5Egu1\nPUqJ0BUJTz/1nDeC937tVxh3V6wWNdfX16xXZ3RduSP3U08gYZsTfuQf/gkePnhEJ22J28iy5K0L\ngSCD8EgEqMS+H9l2HYM78ENvf5aw2RbOp4chBHzwrNs1J03Lernm1dUNSlpikJysTjngSiLh0JeM\nI+WpTisG32Nrg7KGB+s1Xfct1ienPGw0b8UdX3p6Sh3vIBX5iPCCekj4IaGUpdv3GLvg5eUGITXN\n4hQFXF3fYaoCJVHS4EXBmfkkSS4VK2o2xFAC1WQ2DH1PiuVijSkgkyPlAdmc413k5FMnmPWCF5sB\ns1jTHxxgaE9PiWTOL54SQgEs2wcP+PA7f5fbqx1n64ectmu+/t77LOxipmHdUc/b+c1mx6JpSQHG\nsGd7MHPI2sBqeVr0rfXZjBCUnJ0+IISAnwIpCKIPLJu2AGFywE8D6wdLdtsDMnhqo+n3A/vO0e0c\nD07fZrPZ8er6kuVizenZkpeXN3z44TO0tohkuXq+w5g10XsEJdQs+GPSatEKBzeVayuHAuJIgvXJ\nel6BKqTK7HddyfCxDSHrEiWTM34AkRcIIPpIDjD0CbJDW4WWooA9UsZNscRwe8EwOowqEBw5Xzve\nlbYSQIqKFAxKzmYPpfE+zjEaiWmc7vWgIYQyMxFxboFpim5ZkJKfd3/f2+O7dj9zzn8TuP0eX++f\nAf6bnPOUc/4WJcr3x777j4kZ7wshFUvWESBqrSle5qbBmrpoLr2bp2Yfr9Lg2JeLHyPNZt0icP99\nx631UZJzPAJHN4xQBqk1tq6RWjO6Cec9tjazgFoQM5yultQavvCDn+bddx8iZGAaRqbJ4V1knHNL\nXjuOvE5fef3j+PuzFJ8ornn+OTGncALk5BDJsV5o9rfPuHr+DXTsWelMYwXrpuJ0UbGqNaetZl1J\nUnfL8298mW/+1q8ShztOFxY3DUxD/4nfD4UpmpnKDUunkoAZe3zoGfyBKfaEOdmwqqr7PlHpeZVc\nJyksQuiyuhYKbQXCBCbfM00TY9eX4Vi/5yxveXeZ+ey5ZhU7WhEwhfCM8o5qDr060reHKZKymt8H\nUZCCtUZXCmlAWEkkEim9bB8zAZDW0NaFM8BM3jEzKV8Azk/ElBgnz6YbSVXF3TSx7Xr6fiS7wPn5\nGct1Q9MUqdvNq2turq8Zxp6m1axPK6pasj5b8/jxW1xfb9hu96zXp9ze3tI0DXVd432k63ouHp6z\n2d0xeTdzEgqVS+RM0ywKTPgwMfaRzebA5naHtRUp5XKDV0Vq9+TxW5ydnSMwJJ/QsiIHybJZkBLE\nAG+++SZKC8Zx4Pb2et7m+iL9apZkX2RaxRVXWltSypLnNNPAnBvLlLoq2uDSUtLz+1OgLFpZlDJo\nFUA4IBCjJ8USlfvxsHH6hMD8yIo4goZf7z1+TFdXGGPuSV5lxiRnUEgphFof5wPpXmxfompK9LbU\nCmUsSEEWxSSDkKj/n2yUf1EI8S8D/zfwb+Sc74C3gP/zte/5aH7uuz5CFEhZF0lPCghZUVVF9C2E\nQNoWnz26Ks6bujFopSBrpmEi50zdmCL3MRU5xOLSQJBFGYJIpeiG/b0rwRgDqZBZpFD38RnkYxM8\nzzTpGjcFchIsF2fkJGgZ+Pmf+1kuLhZUasfLF1fc3fVMoy+yCdsWB4VgFufzWoE/ai4FSZY7XCIi\ngSwLfUnM0/2cE0FUpCyQeWBpIsPmOb/2t34VGXqWJmFtRT+NNKu3CUljbYVWGTd16DggfMfds69z\nm+Gr7/8d3nz3B/lDP/kzxKxxQBKqNOHn4dPSLMgxoRBM/URjG8aQ595xcVodowWGoWdyPcJKMuVC\n9D4yDoGcDXYBzUqjK0nfBZLLSBLBH/gnfvwP80frV9SLknl/dxPpLiXSC9oEUk3IqujwXILFxSld\nD8P+Fo1kbS3RR5ICX2kkqbRZUukPH6aBFDIpRoJ0tGKktuCmLYp2JvcnslL0nUdaz+HQcb3foAdD\nLyLnDy4Ih55337igywPL1QLfd5w0Fc+CQCTL3/u1v0fKE304YJLixa0mi45VXXPZXfOZT7/JZz7z\nGV7e3WBtTSAzRY/zE8vVgqoybDY76rrFWo21mv1hw+GwQ/AANw7U+pTTt54wdB1CCsZpxCjD2Dl+\n9W9/i3EcUQjcpockCmVdC15eX7E+PeGj589pmoabmxvOzte8vLymrVeMbiInjVU1ylrG8UAMgsVi\niVCCrtvRriqqVlFXTVGlxBEpNePUYa3F+4nJDWjVMo6uRDjnvhC+skGpmXur5l0XCiFBzTlDKSdi\nLtvjknygsJUhh4SbV4BiBpQXSEjxjedUPqqqmotrkZMdC265wZSfkVrOmWPlahNCzHAbca/K+V4f\nv9ui+Z8Af4miov5LwH8A/Nl/kBcQQvwi8ItAsVLFwpwXIs9WtFQKJJm6rokiIaRi8qVpfETsx+BZ\nrS8QQjL2dzRVS4wl/ldohVSKyQ1Yq8gCTtcNwUeMVsW5wEw+SR5kRNiEiYKcB2IKqKwR2aJk+Z3O\njzSN5Rd//p/j6TtPCMHx0bPvsN/1TGOxdXnvIUT8nO6olCblXFw+8jjNjmilEVkfjwcfL/zLHTHO\nK2mnJJpEnfbobsOv/8r/StPW2GrJcvEGIpe7fV2VxrrRhrHvSugWmfPzhtvrS6QU6EFwePYe/9t/\n+210veBH/tBPcPLkKVE2KGMZvMd6MLlh8p5+yuhFw/blCxq7JKXMqjlFWcO0zzz74DmLpuHiZM31\n5iWrh4p+uOH0wQlSRoxe0FQrtHXsNy/QwTBOgT7csVy9g1eWb9x1fHk7sH11x888eci6P3AyOQYP\nV7lk+dgqgdjRrg1vthe8vNrxarfH5kwtDUZKplCGU6K2qMYixcTaWpSUjOPIWllyUiDXBJEJGfAr\nVLTohSarwLaNXJw85i53VKps63RzimoUIvQMQ8/Z+h/iq+99hfNHJ7zx1mN+69evudsM/MEf/UHG\nac96fUIWj7m+ukRpxTYMbF/sePftp2zuDky+4/S84eD3LJdrcs5cnD2isi2Xzy6RCF48u6EfDkhb\n1Bpn50uaJvDGm6dMrkOpkxKZUdfs9h5bS5bNimGf6fbgouZms+fxWw9w8YbV+ZrkE0loNocRYWrG\nFBDG4AZNPwlyNmQpWZw1SJ3Ybu8KZ1ape0h3jJEwGYwtMcshZhCGutE4N2LqTAh3SGlodE2MiWl0\nxXacyqTbKI2SFSEPTN1M8BIVoLBVRcoeW3tiGhlfLalsSwwWo2vIIynNHvz5mkqpQUpThkOUVTCp\nOAi1ErPFtYjvkZmIKwms4mMbtPp/2Y7/vx+/q6KZc375WvH7T4H/af70GfD0tW99e37ud3qNvwL8\nFQBdtdlY/RpANBOix+RChe66PdLWGKNpmgrnRoZhmN9IQYjFN4vOTHFEimLJPB5YoyusqQBIqWex\nWOJdJMZMXTf3Wstit3RoJedtREBrCaIiC0HwE+u25U/+03+cz3zqHV5dX7Lfb+n2HdPgmYYykJGU\nQU6aLY+/01b848/ja8/l0kO6lzoVXdxSC8iJE1vzS//dX+fzP/A2XdchpCwZNaNHShjchpwd+12h\n+CxXNW7KVJVlcoFMxLtCE9cI0uh4/zd/g8u/+SvoeoG1NT/2438E8fYb/MRP/RS//H/8z3S7K6qV\n5MQKams5e/SQfu8YdomrD25oqxVXL69wuWd5WgLoTtZrhNccDgfq0zVu6pnYYRqIWRKcIXPCb753\ny1fYMnUjj6sTfuzsMafZY61g041Y3bK0Nbq+o6oq+kHTd4nt7Y5W1FSLmu3mhoOIiJARWhGHiIgS\nP01oBdk5hFEsa0utHUJ4BGUFE6NA6poxwM4lQsrYBzVSCZZUJKlIWbJeVhzutkjvMSLx8uUrTAVj\nn+ljh3OOJ2+cs1rXtEmw3QxFUWEK7LmpW4J3fPDBR6xXp6VIXlyQ7gQnyzOGYaB3HcPUg3WsT9fY\ns6ekHBj70jZKuRgqrq5vCSGW4qMbXr3a4L1muWh4/uwScubxxZsFCOyKSNyNBkUgRsBZbG6xpshz\ntvtbILBoyk0765aCTCvBhVoX9oL3071Sw5pmXvGZeesuyBFSNLNkSM+4Rg/z12Kk6IoSMOufc1ij\nZYnZzXLOP7cKazRCJNq2ZbCCmBxSWrx3CFnSVUtfsihgEo4YZp2zZO5PCoTQxASTCyRG7Fxj5vpD\nTL7UCqkK5vF7fPyuiqYQ4o2c84v5038W+PL83/8j8F8JIf5DyiDos8Df/q6vN/+r1DE5sfAyY4xM\n04C1lii4l/yU/ORywJwLJRtZKtTsQBCKe1F3zmLWbxV5gbUV3pUDLGaOXlMvSlHJxYssvC8gU6GL\nRIfyBtVNzdmq5Yuf/zQhjoxjz+QGvPeMo5tPKkEJgDtuBbjv2Rz7mh+7ekqP9eOjIGfNmJrlQIWh\niR8Q2fP1r36Z8/UamWG5XBJikTJ1/d1MYw9IkdEGSA7n1HzSeJAKKTR1LfAhYaRF24qp6zlvF3TT\nxH6z5Zf+2n/PxbtfQNqJ82qJzQ6ZBEZZ2uUanzN9iIShwF0F8r4PpZTi0BdaEzEy9Z58IsjZE8OI\nlJkpRxIKY1qGAfZiYqkUbyxrnlYZ7W/QMjEZ0FXGCIc2xchw6D1DLzDY4mkOmagUYTYvjN1I1Vgq\nJYnO07S24PpSJGuNMCXNVHA0UECSiv3kmGxNEJLzJ6fsXeRue2C3PbBenzL2HTk5QvT0hwM+tKxP\nllizoHcRKTSLZc04HRAzqPoYGR1jKuRzoK1qrq6uiDFRVRVVVULOSj8OFouakCdcdnTjDkiMY/ne\nEAJVVTEMDoGhqloOe8fYC+qmpq4W7NMdbVO8+M45YvREF8lB4YaJnBTJK/xU5GbeT3gXMFaWAgek\nrLHWkHKJljm6b443fCklwZXXv+9Jzi2uGI6BgQqrM6BASlJIxBSLESdLchKknEkxEe8jKBRClPdZ\naUEKPc2ihLEhM8E5cjJFaK9fDzIsXAooZLTjHKPMBBQyS5QsjNfyt/GJ609RIn2N/L2VHP3XwE8D\nD4QQHwH/LvDTQog/SNmefxv483Nx+E0hxF8FfgsIwF/4rpNzAEHBZi0WINKc2VPTLqrZ/zrRLC9Q\nSjGNAWtrqsbgvaedhcNKKbLUBb9vyqotU0LClFQwU6JzyrRtw+QGonNYW9MPBxaLFUoptpsDy6rG\nJ4dQBmTRd4Vp5Kf/6D/KD3/xB2jEgRcfvuBuc1NWvX3hNsYSTVIAGzmidXV/oh0jAY7Z7SWD3aN1\n9ZoGk3nQVYTgMZUC+6gd+fCDb/PiW7/Bw9Oa1aLF5UxElShWLbGVYuo6kstYbQvJJ0DdrunHAdus\naZqGHBOTD3gXCEnQNgvu7nYsmgXZFVnS7ivvk5XjTbfi7sMb1Nqy1mecPXjM5fUNlV3iple01rDb\n3mKswDaaqq2QSVNXDdevtoBk7CdMI1mtT3C+ZzceENFia0VdBb74oOVhU/Mk9iz6DVo6jBE0Dwra\ny08bqlRxvZ/YdxmtligF0QUmodiKM75+9YrOF++/dYLmkDldnbG5PrBsBYu2xGksXBlG5JgYfSRj\nyUqyDSOpWTKqzN2Lb3Hx8NN8/f1LUpK8ujrwA+8+wPue203H+vQMPbVIUfPRhzccdh7vMhcPHuPT\nC5RQGL3mMO4AWK1WVFVDfxg4f3jKs2fPOTs749Wrl5w9fMI0TTRNxdX1K7bbu3uzRkKz3W6RSbB1\nB4y2XHYbtKoZ+p6cBw77ASk161OFthpTG05OTtjcbpGiIofMYVewcdvJlSwtuQQjSXnASsVicUKI\nvqz2EqhGlptDf2CxaIqjyszGhlD843HS9xI85ydiTKRYtthyBl8c9j1kSh7WGLBmSfLMi4qytRc6\nMLlxdt4VkEecQsmZaj3aGOpGsdnsaWwzL3YsKft51iHRyiAYEarwO3ltkJpSQiiFNAYdytDQx4Cm\n6JRLmcwEP9LU7fdYMr+Hoplz/hd+h6f/s7/P9/9l4C9/z38BRd1fNyUUvkzhCpHEuXEGAWRiKI3b\nplndOxG0rihRn8XmleQCZVIhmFOABlKBUgUEolXRZcU0sVy2CFUQ/Yt2xXY3EKOibVsaCyIUNqWn\nAD6+9Pkv8JM/+aO0OnH54W8xjIlx7O+neyR1P9wRUhYXEh9PzYH7KeQxz6TkPZeQLfg4e3yxbHj1\n6pL3v/Ee19dXfO58Ynd7w6feesyD9ZLJOXxMOIrfXUTHdrulFZKqWdIPE0Io0Kb47rVhGj1pLDY5\nnxLNeo0Qiu2+Z3n2gCwMj88e4UPEPdozHRzteIp6uaRJDRLF5a+/5J3lgiQDL5Y1H929Yr1q6H3P\nxaMzxqkrLivbsGwyu27D5AKL9RlmHhrJ4MqE/8Tzuc+s+Cnv2XUbqrOaKUkqtwQv0Fkw5ImgIN/B\nOGrA4HwiB08K0IuGr11OfGe/Iq+XfOP5hjdOTniyrDFyBYDJgYtVixQeETconXFhIudC7e/iRB9G\nlEn02XNxsuJrX3ufHAzOZS6eXGC0YZp6Ti4eYGzDsjlluVxy+8qh5ESUDqkCRD+vCBtUBckH1us1\nu+2BEBIvL1/x7rufpqoMKUT23Y5hGNjtdtxe35AShdojB4Z+5sPacp5sp54QEotFRfYFNff44hHX\n19dUTaJuM1VtuL7ecLgJtLVEyYYiNx8QsiVlxcENWCVZnWomNxDchFQWvCaESGMti2WL92WH53xZ\nlR7RigAyC4bxgDEKROnhxyhL6yUkxsETnWQcHDGW7TzBkHLZuksMIkuiF1hlERKSn11tRCY3oaTh\n+qVH4rHW4HxPZdc452d1jCCGhE8TtVZlZyh1ibqZzSBSCzKB4CN1s5rpRhLvxiI1i6W/qrUk/Da1\ny9/v8f3hCAKST0y+R5hYBiZZIkRFP0SsaVE6FwKKKIXQGM00DRhbXAQ5O1oV8cmThC+SI2NQQlHZ\nBUpUECHqTdk2yzD/jjIksDMkpLIWnzq0mAtzyDw5rfnHf/KHqeTAYd+z7xT73Z5+LL2fkDVCZyIj\nEoGWApE0QhZqUGFQFkhrzIE8ZzILCVFn+sOBN05X/K1f/iXe/9p7jP3EarUiTR0nraaqGp6en1JJ\njYuw7Q9Yq6lkJKa+0JhixOsE3iJnx8bpqWEarhEpUInMNEyYasHkJyqzJAPGVCihqRuFEI4sOsLm\nGu0DGnh8rhn9/0Pdm/3Ymp3nfb81fdOeatdwxm72yJ5IipRIUaQm+8aKoRjRhQFdBAlgwEj+lEQB\nEiQWjBhxLgI4QAAHCAxHkaVEigEHMGLJGihxENlN9nT6DHVOTXv4pjXmYn1Vp6kkBgPEQOtrFE6j\ncM6uvXftb613ve/z/J6e3gaO1wtCEvRj4Na4oK4TXniujGUeNEMniCoRtcfXHdJWFEVExGdc7gKD\nMMilZrGALx9WvOx7drFHNxK6kSZkzJizASkNzgt224C0I0FCWUo2+5HBFthQ8J2nF/xoFKT1Ice3\nVyzXBafvf8C9o9tEJTg+LlHeI6UmxEDUGqwh9YJK91hGnlwFzPoVdilyOVzwa7/8H/Iv/+U/YDk/\nZF4GFnPL6C0xVnjXE0NLM18xMzNWzQEHM8m+Pc+bZjokCrB0yOg4PFygtWC/6VCMrNcHVE3WBV9u\ndzjbcXHe07WOsS8QE89SGUWSLUYbXBL0+7zZKW3Yd3uGfqQsa+pZQ3wa8b1nM7a4fcnlaU9Tzanq\nGV2/ZT84pK5IcUAqBWkkItm3OU1Am5q+H5FGoIQnGUnv9whNHqAqzaxq8G5ERkdtNEOaQTBZGlWW\nGOF5+viCcRgAPVWWVXYhZQcybkpgMMowhogsarzPUTTZ9pjQErzPfAHX1QSriGEgRoWS1RQWlwul\nlOLk+An4TzE5hRDIEG7aYEopVJREZ5FC4FxAiipXvlN0jJBZpvaTXp+RRfN5+JeSWc4iRKaRyAks\nnPAoVeG9ResqN4pn5dTz1AyjA+FIeLQq8qKkcih8zjP3pBAQU0ayMZle5H3IPz+STfsikgnsuXiX\nKvLWG28yb/JU/upqC0l9KmRquq5D3a5ZluI6KfK5B/z6iC4QObA+JnSAo8WKb//xH/Ped3/Aaj6j\n0QUhOu7cPuBkXZHkFvCEOOIsiBjodgPl1NvVUpFMwvkeozRJ6CkDBdxoqeocsVoU1WRVzZT5lARG\nGrxLWAnELOcYui3tvp96VhqlC7QK6CLr24RUDINGWwkeSis4//5D6vUhzWyOVpHT/RUmCUpt0KVg\nSD0yemrhWejEqhCkdg9FzqpPHpJXOBsJXjLYQELjo4AYMNrgg8Z6QTQLOh/Yuy2L4zXyoEYXEoSi\nnsHx0YyDpsLEfjISAEnThQITQCRBjAKMofMDsgZdGkww/MEf/QFCBGIaca7j+Og+++2WZb3EjXOW\nq4ovvfOzEDX3b79CURRcXD5i1z9lcJIo4tRHzgPIfbvNAwcVKSuNdT0iKrwfafcD3oeJwm4REWbz\nirJUdJ0gBj/lYOWPmFK5jyyVQKlMjhfCcPZsm80FVpFiBu7mnmZ2fikp8EyD0DCSVI5WjjEXKEoJ\nZrNFthuqgEiBssg6TJkizo9IDAmTpYGqZDYvb6bnm6uO0Sasy60wKSTEiJ+0nlLm+zAJOd0zEYkk\n4Sb0GyghJumfzhEvKVuFY8xOOKklQmTAd1YHySn76sdPdNc91nzfXUdZCxDX2WF50JxSmL6XKWvi\n3/b0/P/vK2f15IxwKTTB58WzKCqcD9R1SZA9RQmJgCnElP8tWK0WhOipm4JSG9phROsGKTXOB4pS\nE9OAjy2FlnivKUyZhwBTL3QcHU1T3PRt6npG9NlD+/kXX+JnvvgFlpXiR++9yzgGri5b3Dhm33RK\nGKUJ6VqTCTJDArFhAgZLdbNw6mtVUfQYJVmXih+++x5/+Hu/z3o2w7iIJLE+WjJ0j5nVJ8wX87xj\nShj6HUYapFZ0+10mC80a6qpie2Unq9yM5XJOiI7lcsnl5QZtGjLJSTBrava7FiELnDPsdx0pRHyw\nHB2umFclxZTSaUeLHVua+QLECAmqRtEaz53jE4J1dNsSU9ac7fZszh5TVBVvHx/z9OwRYWyp1QHO\njqxM5HajOWkSa+nQvkeU9Y2lsN0Hxi6j4bRpGFyiqE6I+oogG/Y7zdZJ9qnmwe6c3cKwvFMT9MDh\n+phhs+eVF+fM64Fot6SUe237MYGsuNqMLNlzt4YkGnphaG5XnJZ7zrcDpipJYWS5WtDve15/9XO8\ndP8+6zfWLOuXSE4z2hZvr/36HWnoOFktWM9KxjjS256r3TMWzS2cHTg5+Bw//NF3efW1F+mHjqJp\n8D7yyeNLVEr0nWcc8gaXFzJP2w4YY5gtl2y67fOAwAAhONbrFTEIHj86zSF/6YAwJvyQGFqH669Y\nrmYUpWYcepTRpNDc9P6zMF3j3EhZGsaxx/k+FxOxzIMYG3FjS/SJ1eIWhVoiRY2Shs1+YOgtzoIx\nBd1e0O0TyymPHZGIsUdLeZNo4ENE64IUHd4FbOpRRUIQJv1lRCQ5KQ4kIuYFTUpNkilP77XBu+za\nE1NhJaWeKGUKrQxSZTjLNegmpYS6STvIlxD58YCbKGvzVy0jSCDRqiF4smpfmBsHQsAiVJlflEgs\nl8tJx5n/bY6cgJCgd5aUQGmByj5/ikIixZIYAoSIFAklzY1BP6VEVT4nnUsRkDKiTWLeNPzMT79D\nXSQ+fv9d3NgzdAPD4DKHMuUpoJISsrHg+WtKUJhq6nGmKSgtZUE+UGjFs2fP+Ke//d9Sl4ZZGWk0\n1FWJT4Enjx7wpZ96gaKyN7rVGMCPnvlywRgchYogdJ5aihKf4I233+KDDz4i6Jwb1FrL6uQWpZlz\ndnaBliV9N7A8WDIMlrNnZwiRjQJGCobuCj96UoQQJClKBIax7Z6TlYyhNgXzsqaPoFZrxnHkeDHn\ncAqbU9Lw8vplQlLsBsuJmjFXiUOTUC7QdgKtFsjNnmA9+60FKxFUlFXNCOhlQZSCzp/QXnV0O8fG\nK350/oDiaM1ydcAYR8qoWDWG9vGWV06WVKmnrgS4RBcln5ztCaqm27bcfqWkFBuCL9iMlqAEfWqZ\nNSuW89ucfvQJb7/8Jl9+5xcQAkzRs5qvaKojNldPKQuBtY6h3SJUPm10m0RRHNDUJxR6JAbBzl0x\n9Jd8/NFf8Mpr9/CxxVSK86tzhjGQpKJUBbtNHpjN5zPcMNLuM/3HjoHksgW0dxFtSopKEaTn7NkZ\nzkYO1/fYXu0JO493kULOECnS7naQLHfuHUyVp6EPHQhoZte+7UAzLeCzZkXfjxmBqFL2xLOiKgqq\nZUPf9+z7jsvLh/R9j2TGYrFEyRId4a3XPs8HH3zMfjuJ3XEgdK7mYq4AtczaSZ8CiURVNwy2n9IC\nI8RAWWapUkoJbUqMUgTyEDfGAESUJuuXk0BNNk01cXVTSsSQbjie1zDz6C1Q3Gw+kOOWs3MoV8Le\n/RU7ngslCTKiTS7Nm7okTdEORmcJhPMGO0jKYsluv6csNd7vKUyNtwE8yGZB8lnuE2OkKgu0njBT\nSeNjIOeq52bAtVQm67pyw7usSrCR9bLii1/4PLfWhuQ7xt7R7h19b0E5sOUkXcgf7uuTfR7u5ON5\nYsBaz3K1xtlEUZa0FxccrpZcfvyQ3/sn/xMHjaTbXGJ0QTv0FHXBMO45XjdUSlKoOVI7PvfCC/zZ\nn36f27dexjtNO+6Z1SukSmy250g6FvNjLi9yw/xwfcjF5hlFEQjOgvY43yELUMoQoiREWC6X9L1D\nUdLtOoyuqdixmdIGY5KUZUW776kXi9yzGx04yUW/RymJNpK6bhiG/kYLJ6WCMRCtZSUkLihEVJxt\nRryXOZNnGCiSpq4XFOaYeQm3lproOs6efEIxX1LOl1xc7eg3W4ZQ8eGgKW8fUxSeUslx1xMAACAA\nSURBVD/jQiouizX+wQ+4v6o4akpmo8cojdUFj7cD3/rRM4Q54G7XM3/7mCBPad0A9Zq7h1/mztE9\nZqvDfANrQ1VoZLQUuqQpbzGfz9nsL7nsPmG7u2RRrmkWNe9//DQrLJLmeCbQBpTXHDVHuO6C0+6S\n1996BVNK2nHPfrfJraIS1gcKtyuYzVZsrtrsiTeaZBNFmZUIWkn2m+wKG/eWg+WKcfCUiyMKNLs+\nARWXZ1ljHOuAFwlZFTSLJf3osb5jWdfMqzkh5SGk8xEbPCoZpBAICct5QfAej0VIhx32IEvUqNlf\neYKNhMFw9/gOdoxI4Vmvsp6yKFp+/W//Kv/ov/8nOCcw+gCEw4eRYeypG4NzFinTFKUtcUOPUrmX\nmGRCFwZPxOEnsbmiG0YEGdE4m80YrCUJOdklC2LKYOvkc15TVRus7REy3QytrB0oi5qQagZnc9Ud\ns4YVKgqjkDI/15/0+kwsmtcaqhBCJoVLmWMYpGQc885T1xXGVIx2oK5nCBnRumEcLdHl7O9Pl+DX\njeG+7ydb2CJbKaWk73uUuaabDGgtb95kMQEsXnzxRW7fOmE+n/PkwYeTni7ccPiyDux54LxSE4qN\n6/5KJgfVVZnFvXEkJZkznJXgW9/6M7yHq9YhRIEpGoK3nF9e0Hc7Xv3aO0iVWK9XnG8ecvrk2c0O\nal2e/nddJn0zcS7FFK6VouLi8hRZJHb7c46OjrjanXGwntHtgan/o5SimRmMqfFj1h7b3jL6QN0s\nJ4ucy1W90hR1PuLXNWz2e2ZNg9AKazs02fmkZIH6VKCVMQVaFTiXw9aEUEgXQFqSUEQrCabh6dWG\nrlTUZYkfIJoGjOF8t8ENkdVyTRwE2AxfLivBwbxmv21Jw5b1vGJeCqJtETLgQ6SPiZAii+Wcq95x\n+2WB1XvKckk1v09Z3uXOS19lV8hM2hktQ0g01YyqeJ6CuNnsaIcWhWI2m5Fc4uHDh3jv6dueH7z7\nQ15/9fN85YtfIsWspuhax3JxSF0tGdweKUqMzuYCJQSmXCBd4OLiiq7bY0zO9UH4iYa+RE5BbRlU\nkTeZYRho1kf0g8d7S3SZZxpjngmE4GmqipQCptAU1Zzlckaymm7oGQbLMI4s1wcZZE2mOeeTV7yB\ny9R1gxT5niiKim7oqaoqV5pCs1wtSclydHTEV7/6NbSc8Tf/5q/w+//7/5EdQIwUhUHKGud6rlMf\n872uQTBpLLNqxDk/Qbj1tCaEqT+Z72fnso4009oD3luELLKOcwpRu6ks43PgscDk06gcycfBzHQo\nynxa9X7Imejirxi5XU7Ca60yceTp01OOjvORr5nNsWNgHC4oyxlFNQPIIIGkcaOi0BVaajq/nRLv\nipvHNaaiMHnyBiCUYnmwzBZM55nVFcBzsa5IzBvFF995nULnhXHX9rTdMGUm516KMp/Sg6V8nM1S\nqGkihyKlCpJgHAfqRhH9Fq0Ev/VP/xkffP9DhDM4U/G1r/403/vzP2VWFRwdNNSNRptIVWsur86p\n6wVPn15QlTMePXpEUy/xPnJ0fMzp08fZi9/UjIOlapY0TYN1A0p7VLECIWjbFmMKpK5zZZ9AF2U+\n+gdBcFA3mssLD8OSYRjwI0hZoivDsl4xujz17/ueaj4jkEjeZ3eKUSwXx2hl6LqB3a6lNAoRszTM\n+pamrG4AuW3bMo49x7eXoBp+8ANFsAV//v4zZArM6xVxsCwOj7lza8Hl+TM2+y2dj9w6mLOsLS/N\n4YjI5VCi0xX36gVLHbCtpbXwrKsYRcHByQIzDqj1QD875v7n/1108zqyOuDcX7KsO2pqPJFOBBaz\nBlKO9t3sN1jnGceBB48fcnn1jMvLTR4eFFlEfXR7xqY9ZdfdRwmNHRzrgyO2uyvGbkQWhq7dAwYR\nS5Sq2F7smTcrLs4/YL+zxGg5PASpqqzdLA94790P0UVJXdc0zYzoc7+wqgqsd5hC0LcjUuXok/Vq\nRddFbt+5hRABsEglCN7ibXyeAmnkTaxFXswyQLooFTI2hDjS7XvKUrNeH/Hk0UeUqqQoNULAfFZz\ndLTiF3/+5zhYriiKEkTJweEdvvLTX+I3/rP/nLKYsd/vUUrkY7zJjNs84c6Lm5y85Cnk3qgdw03b\nLDNgFW58PvMQSn1qEJQyxNoYQhyy3dheG0LykDNFhdFl/v9kkSKRYs49ikwpsoUhJId3iZ/0+kws\nmiFEnIvYcWTeGGbzmrI0JCtwLjGbFSjpqCuNtSPFsqHr9oQ4MJvNKE2BHSMHyyVaFbnHGfLCFUNk\nCAPLZdZpJQFd12U5gpTs93uaukSTqExeEL7xCz/NQaNZreZ8/y++zdV2Q9uPyJTR+1IlxonSIoRA\nKIFUikCYjuZ5tzYaYnTMm4oUHYKCv/+bv8l+s6cplyyaBu8i3/rWn3D/1gGhf8a60dRHB4Rhy/Lu\nfc7Od7R7RwyGvXUIDLP5kmEYeXR6StPMOTo+5vz8HJFqYihJqebWrTu8/8EPODg4YbMbePGFn8kU\nHePxMZBkwHpPaWT2DBuND57D44YwFNjzM7TOFJ3CVFSzhqurK3RdoiUk7fMwTAjKeYN3nti32YEV\nIk2lkSh8sgQ/4u2O5BxjO1IaQWUkt45mjO0P6JzkjVdfYd8X6BePs+yoG/Liu+m5jGcYIkKXnJQV\nR0VBHS2zcWA5K5nrgsascf0GXwqGVKLmay4uHWdd4AtfeY2v/uw7yP1dZgdgRY8tLEk8pW46huGS\ns61GsSLoyINPTvHC5iAwH/jOd97l9OljvBuI0fLGW29j/cijpw+o6xJ0oixqhM5OqKZp2PgtZVkQ\nk839w1qwawcKXeNdjzGKP/2jH7HdCur6MBN+lCbhkCiuLhyEFYXJfeW26yhMnoyXlcGMglFG1odz\nFsuacXBY26KMR0nHZnvJYlEza0qWy4bz8w1CwjhalM66YCEkMgrEpyQ7zueK7O7du5A0Dx48oCgM\nAo82AqkEr3/+RX72Z76a00SnE4UQCVLHwark7/7dX+cf/jf/mKqqbjbIlKsNruM0nLMkoTFmiqYJ\nGdOY/15+LsPQUWqTVTVKYYNl2PcsFwcopen6EcggbuCGenZNQLqumrUyOJ97nCGAkJn4n52CMSsU\nTMlzPPC/+fpMLJpKZnlRfpNzY3i/3yN1QVUUjIOlqTK4o6w0wVtMITBCU5QQ/IAuVD6qmwgpv2la\n5SAmpQSj7RFCMIzuZjfSWnOwWuCGMYueguP4aM39e7eYzyqePM62eSk13vfPMXPpeW7ytZwB4nTE\nz15cIQTSDNi+x7mGUpb8xn/6X+K6AaXKnMVeJe4cztlsLgntE+4eVeA2DHbk4PYxm/MLgouMdhIV\na8XtW3c4v7xidIGjk1tsN3usl1TNAZvNJ4TBUc0kP3j3I05uHaGMYTGv2G56lotDkhoZ2y1NM0Pa\nzAmtZyVucDRNmY/3FcwPagDafZ/tdL5ltqzw3nHnhWO6bmAcOlKKGA1BJsoiD6ySn9wdXkCMKBlo\nyshqppBEmsrg7Q7fn7I9e4H96Hjh5JjDwzlX20uaco4IDZWN1J2j0CDals/FgtPtyPbZx8COM72n\nWhnEwV1Er6mrNTZ2WDVj2ybONoJf/hv/HvdebDDKkeYbLt0ZzbJk81RRigOGNoKWbPwFSW356MNH\nfPDRe6xvL+nHgU3bcXnVc3J0RIGkaQ652uxYrGuKSmVwdhmZr2rOzp8wL1fcXq/ZbpfY7gIXJUmO\nOEBGhZAFjx4+RKaKJAYOjxrqup4WrP0Eq1CcnT9ksTqZeuOZFyClZHt1yaw7YBj7zJoVCuc7EhE7\ndhwdnaANLJdzXn3lRR4++pDHT64mWdGcr//cN/j2d7/Lrs00oDBGtDQ5mz4khLA0s5px7Lm62tMP\nlqZecbBYsjpoeOvtN3jp3guUlclaZmDsB4qqZrGs8d7z0it3+MVf+nn+8A/+iK4bWK0OsHYkBId1\nDsinM2Wmo3TKQvWchslkr/Q0TYMbRqTMEr8kE03TMAwDUlqUNtnZI4tPecoF1wmWxuQia4w9ZSXz\nBiY8SpV0/YDWBaYsEHiygfEnuz4Ti2ZMEakCPljENRw0SGRMSCep6gppFI+fnXHr1nHu9agSqQuC\n52anqa6BAkWN8xNAFQ0i08Vj9Agd0Wiij0it6UdLMgWzSpJGy1d/6i2qWtHtW4ZuZNg5+m2XY4OD\nQ0iBlxKRnmegSJn1ZM6FSVCb2ZLCDRTCsKgW/Ff/xd9HRMPJ0SrnUpeKWgBl5OjOAUW3ZaEUvhMg\na7ZXnpNb99k+ep/D9X2ePn3KK2+8zI8++pAvf+Vn+ONv/SlHx/eYN7nau310wMGyoWqWPHr0mPsv\nvEnEYwrFkyePWa/v0bl99mGnQAqW0uS8oeQ8pSlu8l/KsmRo91g7UJmEihnmOowDPga6vSKhQOTo\nU2kUSWbeqIgZLguBIpwzLxV22CN0YNyOkDT9BnxcIeUR8mDJQkguLi6YRcF6lXO/U7AsomWsA1HU\n6OMVzjnubDuOjl9h7Hri2LPpWthYtsZRVAVCLVgdHnJ0VPGlr9yiWY/0wXJ1GWmahLWSvuvZ9y2f\nPPxT3v/4AZvWkkTWvNaLNfuQeOnoFpcffcTTJy3tLnJ8UHB423D67EMOF6+glOFk/RJdv+dkfcSD\nD9/jhduaZb3gavsMpQs6t2EIG3STUGpGu1fsL8/ou47bt+DwWNF3ll3bMg6BF154gWfnZ1gXqKol\nPkBKHu8di0WBd/kYevlog5QaGyOiDJwsasbRIpcz5vNsBzSF4IOPPsjgDJlft7UD/+vv/gucTdy6\ndSfTw7TDuRGp+rwomZplc5cffv8R45jTExZVxYsv3OfrX/86lSkoZImRkoxYS1SNwJiAFAIjJUaW\n/Nrf+hucPX3Ge+9+kAsgI4jXp7OUqUOBOFWHASEhxYjSJQqJDHmhVCb/XgjZbefHnBGVkpwqVEdQ\nE5NTCqKQIGD0DiE8qhCUWuPHCBSkpIlBTlHBEH3OGQrhJ/ee/+QQuX+rV4aTKmluyusb7iQJ7yzO\n5tCqa9ioEGoy6GedVgxAynIlrYsJAJCPyiFaEAGlJUonhnGL0iBkZBh7UrQw5eMcrg6o65K+b7F2\nuIEdX2f2XH/Bj/Mxr48C1w31LOCNzOuG73332zw9fUJTKGQM2GFgbHMGipKBykTKMke/jqOjay1/\n61f/Nu99/xG2L/CxpZ5JPvzgXUoj+N5ffIcX7t7jz7/9LZrFnIcPH7LdbvngwSO0qbh3/0ViElxt\nN2x3O+6/eB8fBlLy2GGgqgog6zJFmkLXZMr9J6Vucpqy1ClwHQf8PEI4o+2qsswwilQhomHWLGjK\n/HyFaCmEIYye4CSbqwEfK2yqcWIJ1RGxPKYoFxTVHD1Fs7bbDf2+vfHpV1XuSZdFTVnMqJo5qigx\ndUO9XFEvV6SmIqmGSI0LmvPLlqenV5w+OuX86Sl2v6VR0F9eUZA3uW997zv82bvfY+9HfIos5g3z\nZsate7dzvCyGfgRvFbuNpS7WPH20x7cFSiQuLi5QWnB8fMjTJ4+xdmC+miMUOXZaSmZ1w6JZIFP2\nVvf9jiQDh8crYowcH90DFEqWzJolm80u48vIi56Qz6sfpSb4LhrnIsFD9Pn3st/vsTZvbFk/muja\ngWEYaZo80LkWfmfYjeDZs8d03Za23bFvtxiTVSqL2R38oLOJAkNZVgihePnll1kvDxBC/rgNWFyD\ncdLN97TWIEa++fNf4+h4NZk6chtAYKYi5loupG5MH9fV4vXjXjt8rq9rG/I1oPzm38RsWJhuO+T0\nn0gCgswF2LU7aPq6vv4ygewnuT4TlaYEDBKhRE6TA5pZLvUlnnlV0bY9i4MVdgxUZcNms8MUBcaI\nyeEiGPqQq5SYexWZTp2R+jH6KeExUtQaLeHq6ozD4xOEjLTbS772U19iVuVArKvNBX0/0g/tDQpf\nTA1ocR1DwSSeVXLq/+XKIKc7OlLwXJw94Z//7u/QqIB2A4aCsjSUhSJZjz03CDPlk0fLYrmgqEse\nPnlAOYenTx7i1BVSaE5O7vLw0Rknt+5z8fSUuij54Q/f5fjuCWO0vPHmF/nhjz7iG9/4Bh8/+JDl\ncslmmz3N8/kBIIlR09QFm+0ZWgt6O6CnbPeykKTo88CLSEwBYxR1XeZFrKgJKefMWzsdj6IhJY0y\nhrHrCLGnLDyj3dL3lhQFbT9QL5eUzQpRNAQhoahou55arwh4ZoVi9CNKQkwO75lSHWsy+EkQIyzW\nh5i6YbQ9Y9dCXRC7Ejc6uq6nqhq0zMTv3dmeYT/SDS3NvKEuFjzbb/j48gnNrUPu3rtNkBpnBUZU\nvPH6m/zBd77F1abl//yXf844OoZ94u7tezz55JS3334D5we2+48JKfHCvTdIKfL+j77NF774Bl1/\nSVFI0pgo9JqTozvsuw0fnW7wouVqe8obr72N9xE/jCyaO2wuHfvdwOnpOXVt0IXOvbc4YMriJvrC\nWsvQDmjRELwiJoG3I9WqpK5zX7Cqsqay3ffMZjNMUU2ZOAWJfnLgRFYHTc4fGjqaZkZVNTcg3/PT\nDU9PL2jKBqlguVTcOl7y2iv32LeXrFYrhNfZwigBsg755l6eFs2VGvnZr73Dy597gf/kN36TwYUJ\nwOwhiSzUj+Gm6Egpt98y9i6zJKqqIoQcbPjpx04pywWvPfFpMo4Efx0WqGGib4UQ8A6S8DcLcaZt\nT89ZpOxIEX/FBkE5AyQhpMJPOdxNPWMYW5ztsX1kPl8zjnmi13abTOwRoE1uAGfOn5qOIuNUIWmU\nyiTzEPI0VJmSdr9FGsFisaZrW6SGt954lc+//gpaBS4utgx9ln7YMU5YOYGYgBw5hkJwvTnlHW+q\nCkTMGe1Ccvn0lN/57X/G2F3x+v17VLJgv91RFCWDHVks1ixKTfADxnukCpQVHN5a8OTsI7rxiqpJ\njL2lqTOl/N7JPdrWcXl5xWtvv83h3WPOLs64ffcujz75hOViyb/+wz/MC3gcaWYNi9kBRtTECE+u\nHiPlgkRmMlZlDkuzdmBWzTAKRn99bEooIwkxU3AQikBuUyhZIbwnBEtMAiVhdB3eDSgpkanBN/Os\nxVwfIHSBKGpUWZFiQBWCpZnRtglTlJhKUEtNb3uC8wSXULoiRbBuR51qutGCgn27m0LhIqvFjEJL\nuv6S1cEBQ2chPDcWJGBWKypTIVVkZiRfeuVVnu02FE3NxkW+/fFHvPjqG/z5e9/n9MEDCIq27QHJ\nfFayXAv+/f/g1/jjP/lXDO2OstDMlwuePn3MgwcPeOcLb9IPO56enlJWhigjtw5fp+33zBrDvN6y\nGc5YLOYkkaul27df4f33PuTRo0fEcB1novHOUVYZIpFSwtOD9miRc62aYoFNOeivquBgWTJbNJNJ\nI/9p1iajKwPoKZSvrgv6vieR40JW8zVaGwq9JAbD9779Xo7mqBfMZwtSyiGHQgi+8Y1vIpJhVi6J\nViMmBOF1MqpUz6tAyIsbwmPHntVqwa/8yq/wv/zO7xIJRAJGF9iYIz6uK+tryeG1alBMrzefLHPL\n6DpWG7ixA+fvhec/l2uqGbkVFWKmKE1zjGs783XC7DWC8f/L9ZlYNGOK7LuWuq7RMpfW7WY/8e8E\nqagYnJ3exIBQht1+4OTkCB/dDUU6iRlISWczDVqoXHbbMdB3gbKsqLjkYD1nP0psEsyahiq0/NwX\nv4iWkcVizsNPPqTv22xdExGhFd4lZMrmcolGCzPtXgmhcpyG0ho3DhQVeL/j4aOOoVd8/uXPYcYW\n2/YYUVDqinbbsT874/DlNVIFZocVWkgObx0Bic3FjlLWYATL2RxrHZcXO2ZzjQ2O+XLOs9NPuHVn\nThw3PP1ki8bcNN5jAGcVd27d59GjR1SNz/ION3B1ETk4XGcZUlUgZR6ahRBykNyly0g3o5ASBpuH\nQcNgJ2nHgCnNFI2aHVhESfB2kmAZxsEyXuasHjWP+DiSgqIRDWJaEJTMmkghBEYYhr6jrJZYBlIK\neNeilMRUNUIbSgTDOPXFYs7zNqlCxJrK9NOAQLBrd/koWhpSCjkSWgZUXVGiESFxZ3ZMQlLg+fpr\nbyKbhpPbt3j4cMt2c0FVOoyO3LnT8LmXjvjt3/ofeP2tzzP6mB1Is4rzzZailDx8+AAfet5+4212\nV1tu374NYc/MrFiXa5bVq/zuP/8fuf/aXcpGcvjCC/xvv/NHbC56qnpOZQr6ocUOHYXUdJd7Tk5O\nckzHVe7buzBycnJCwhK3O3p3wWqxZmw9s6WgaRrOn11lJ1ES1PWMvhupqorN5SWmzJSk+/dewo2G\ny1PDbpu4PD8jJodWUJviJt+8Khpmsxl//Zd/mcXsBCWKGzWFVOOkocxTeO/ijw9GAaPm1E2AlPj5\nb7zDv/7Df8X5xQ5iwNOS1EASc0xZTPd5JLh4o5eOMSITJOUhSewEzxZCI5UmOoeQJqfKBjud7gRS\na0bnJu21QkSLKRQuMfn8s4Y3twQiTLn33tv/t+Xp/3Z9JhZNIaAoBdqkSWibj7mgss4sDqRQTX5Z\nR1lXE4DYEkkolXe5azdKDl+agsKEJpHdRTG5XPmoXHWlJBAx90a0yAiBsjI3i/P1V4wTQORTV+5r\nRq5xbjlzJIOEYwSBwtoti4VhVmucDVg3UFQzhBagFUE62rZlNs+07MVyyeXlJWVZM/QjzmenxLbN\nLQKlK1wIKKOzrrU2vPvue8wWNednVxyd3KEwBW3bUpUNMflpuBYRBMpCsQsBF/NEHzLT0xidj8Uu\nTjs3N3pT5zymLG5ek56iCmxsp6wXiZRFllqlghQDo7WI1CDUQG1m+AkkAvlUEEgTeDqDy7wP+Xec\nEtFfw6KLqdcESitMaTLCy3tAk0yBHUa8y7087/N2VpTFj0EatDYUpaaqSjAlKVqiS0hhSEJhY+Sk\nmbOxPcP2CuM9jRI471GFYX6w5HK3Aa3YbDZoqfApse8GpFYcHh4y+BY/jIxuIBDp/UgdE3VhUFow\nK2a8/c5btOFjttst3gm8txRK40dL78MEKW4Yh46qqtFScb67IqUs+j44WqBNYrsd88R36sM1zRyi\nwA6ZMZmD0PJntCh1dscUAiEM4Li42LC5tFycWcpiQQgSKcJNP/T6SxvJfNFQ12VOLyCSUr4frgu5\n6wXyLy+Y2QYp0WSK2Hwx45vf/Cb/82/97o2axUVBDFM17ScQcfpLPcYQp3vqeb80H6/jzekuTpEy\nQggmTsdkwY7TyTt/ZiJi6ocapNTTY3lifH6P/6TXZ2LRTAiQGjdRmK97FQBlUWKDpaJECKYXGKee\nRkSofNMqJfKiOA4Yo/AexvF6mm1yY11YYshvvETkBLrouH/nCKkyW2+wPd7H54uqUFPE7bXrIC8o\nUgSSvKam5A9LjguVkBxl2TBu3+fNV5dUItAGyX6beHrxjKRKIpF5rbi4uqRsDIvVijffeoX3fvAu\nWV4y9WqSRJYeLTVSKKIEZTKA+fbJXU5PH4M0nNy+R9dZimIiqRPRMnD65APm84arzYOsT40NRWUI\n3pGiyxk0PhB9wnnHOHSE4CirTMjv+4Adpz5RMtgxL55JW2KKxCk2YlbmBUkKRQyCpqoZNgEfI0VV\nMF9WjMHfLI5yutGc25BIE1JU4EP+QNdlmSk8QlBXhqLQuACdH3M2jhKslgV+tCgVUSrHddR1TV3b\nvDhHz3xREIJnuZzTWY1KFZZxSk1ULJua3bAnhIHaw7/z5Tf5s7/4Nr1ULG+tSSZysd/y+ddfZX91\nSVNWBN2w60buvXSfzf4SU5Z4bdi6Dl1qdmNPpQYWS0nwAwTHrcNjHjx5QqUa/OiZzRTWmRvnCzHk\nHKPlkna3p21bjo6OGPyALhV1I3HBgxFZ01jXWB9JSqNlxdAPSFFM6QGeYegnqV2LLiNGrjEmYkdP\nVc7RepujVJoGHwQpDAgRMUawnNfM53Neeek+y1WDVhnbpqZjOEkiUAj1PF01K0gm2c/14FDmyUxZ\nGX75r32T3/v9f8G+Gxh6T7NY4IOYMn4iUk/9BK6J9y6zGrSexOlpeq9Epu/La+ddrkAjiZASBJgt\nVgTrQMQcD+wDUgukzFJE7/IGkJ973iyqUrL7Cderz8SiSRKZKE3Gs6WUkEJAguDlTdUxjmPOiul6\npBxZr9ekCN4FnI0UhbuJlXUuTGl0+QhtCjntNHWWKwgwIuGHPV/+4teJwdIsV3z00QdZgzi6yQH0\n6Qbxp0TB0pAmqcR1zs91HGyMIXttw57GHFILxcZmOpIQB9ghi79NCIRU8tEHT3jpc/f46MFDlNH0\nbZcJSShG69Aq96iUyc4p2w9orfnw/Y/ydDQY1vNj7HiWKVFjoPc9wVliclw+e4KQeaORymDHET2k\njDHrOoxS1GWD0QXdtiVMi3bWp0aUzmmCQuQG/sHBin0/Q5JlJDdYLhUI0VFUHuvPqBdrEA6hHSjH\nqmnwUeXKwies80ilSYD1jqLI/bIYEs4rjE456sENRBkpCoWaFyxnOvekvIMqY8eGAEIUSKFQqiRG\ng/MWkiIEy3bbouUMQkAJmXtyIhGjozYKI/OmrNIlf/2nX6cNnr21PN1ecvf2ffy2pQrgdi37/cAb\nb73JZXtJCJ7duOHo6IDSNIiouNoNaHdBWTZ4B4erI3SAigO6LtCPA9FBjJbFckZKiWEIlFIxuhZT\nSz730j0ePnzIbJZNGefnOSepKmYZpmID1o/UZUGwI0Yqiln+PcXomc1q+rFDasUwjkjhsc6SRKKe\nV4hnHpUkKUVmdUNVZq2orhLL+Yxf+qVfZLVaUWg9wbuzkgU+FY09ZWBlW3EesgI3bTVTTGoYCWWA\n/+g//jv81//gv8sDIRumSBCHVHlwey1qv84lL7TEXo8KxHPE4vXkPKWsuQ7JI6dsrSSmVl3KGlY7\nerQ2jHaDMeXUI80Q5Ovr+kT5k16fjUVTJIQOeXcRkjiRzI1RWO+RFNi2YLVaenpwIwAAIABJREFU\n5R345IS2bdGqIJImeVFOlgshYXRBEDlyV8ki73gpR2Bsd3tObi0RY0BLgSo0dWEoTKBpKnRZMAyX\n+egfnh+9gZsFNKVADFVmZ6YsYbmWGuU8oYgPI7eO7iPIk9Ld5cDh6g7ONozSUxdg0hZfHhBMzfe+\n9yPefvsO3g5EUu4bFg1aSYhZBKxLw3I2Z7PZMHY968Njbt++w+npKX5uJ7mQwYWR4Kdjj8tU+cJU\nDF1HVSWQ3BxNilKilGCzuczDNFWgRUW7z9nnWhXIKdhrPdGMtrtLvHCkIFHSTItgQVkcsN1uidFg\n5JzebhDSsWgUPoxYJ4mpzOQdmYXwQlZorZAiZ9mXtcF7S3AOHx3W9qQgkGKGKRp8sIxugJgoC01M\nnkikLvWNxz23C+Tkm4/U9Yyu6zBTBAo6sw28cwglMYVBRkFT14SwyS0JBDOleemF19gMPbFQnHdb\nVFmwPIhsr87Zd1eUsxw/Mg4DyWq8kzx5sOWj9gG/+M0ZIglmZcW8WvLy/TdJn3zI2J/iBoGZSaIK\ntO2Ooix45+0vsNlcsu879r5jcbIgXEmMMlRSsLvaE0KiLjMXdTGfY5Rgu8ux1CKorGgQmu12S0g5\n0TWEhJpFghuYNw2zyiBV5gdplZAJmnqBUoL1UcMv/dIvUZZlZr4mkEIhYRr8yBty+nU5kY/n3KQV\nICKCkhQDUuco7KKUvP76K8zmFbvtPsf2ukzO8tce9HR9H2VbczdaTFXf3HvXU3PrR3JbTEzoObIJ\nQOQ/hdCkGIlCEhG5JTeTjENLUVQZriO4qYxB0Pf9T7xcfTZ0mpNPVAiTAbRdopArFDOM1gQ/MisW\n7K72VFWFcwNFpWmHDYWRbC+vKJRk155h3Z7RdiR8tmJKAUri8QidiT193yMKGNNAtTAEYWmamhQD\n7dWWGC1KCYS8FrA/r7yue5tReYT0SBwijMRoESrigs0ZJPsB2XuGix7igqq5w27bImVLVQ7MV+AJ\nmNDj9xtCbzGigWTYbTuU0fhgiQGGbouWkRBHRtvSDTtmi4qqEfzwg+8itOXDBz8gjJbbhycQJftt\nR9cNHJ4cknRk059jZgJhNEotKNQtVrMXEKEGl5ApUhcGkSKmKCmKknbbMStmmKipy5qrq4ucSVRJ\n+n7EjwOaxKxc0FvBbhQkXaFUIoU9UipCEAxtJA4GjUalQIoDzg244OjaAec8/dBiCgi+x2iRuaRR\nUekZpiwYbcANCcWMpjikrg7QqkAYCSagdETpLIMpy5L5fI7WmuVyCeSYCG1yyqiRAhEclZaIaCEO\nVEUihi4PxbSkrEtMqdEqUauA7i84Ti3r4YI1jltackc2lFvHYZizFAcEX7DdO8aiJA4HnJ3uMLJk\nuzsjSUeKiuNb91iu1ugyEsaBrr3i4LDm+MU5j7fv48sWp/asDmsg0oWWnd0zhBHvoK6WXJzvEBQU\npmFwOcsqCYWpa/rBYq2lLHMvUhKoC0OKkluHt0leoWJJKWoOmgOIntlCokzPyZ2an3rnixgpqQvN\nrCmpSp1bU1qD1BmyMvUVIZCSn6yiCUGBFCVKNAg5qSjQaKEodaDrn/Dzv/C1vLmrJUYkRO42kgIo\nU5AwRGEw5ZJyfoxSNUqXJMQ0xxhQIptLVIqI4JFyPrE+cyxL9Fm76XwAXVCvDvGDoS5WmacgMo83\ne9o93oHUP3lGkPjx4+f/w18Q4kXgHwG3ycv7P0wp/T0hxCHwj4GXyeFqv55SuhS5LPt7wK8CHfB3\nUkp/8m/6GUU9T4cvvD31HSdxOwrvLWUFIQ7MZ0ckAc0iZ/sgRLZVmoqj9THDMICyxJiYL9a5JxgB\nkRj9SFkpvHfoJFFlMzWaPW+/dp+vf+E1jg9nDMPAg08e8vTJeQZ6hETevuSnZAnXURUFUgRE8kgV\n0UVFUpky3qjA2YP38Y9+SJjI1purgSePL6h0zW63Ybla5IrKZiG5C3tefPk2Uo95Yu1GyrLCu8jJ\n7eXEAcw93JtBh8xV8OHhIYvFgsvLTCTqO8s4jqxWK/qhw/sBU0zPX1kW80Pa3R6p4PhkgR32Ux8p\noVWFMsecPn5CVVUkH2gWeUAljGYcR2aLOZdn7STKV4QUSaZE6YYUAlhLHHq0qTJxX3qca0kioFSG\nzJpyhpCKtoNmVuH8gNKR5XKOtTYP/MoJQjLTmTLlE4WuqKoKpQRVbRj7HVIKhCrwwaJUjmnwPkcu\nFEVNDJoYEn7c5qpLKfpxmHJvJChx45xRSk0hYVlMPlqfj44kRt/hvUc4hwuJoszwGCs8Q7S0LoEq\nePK0w9874uFHH9AUhq/91FdYqDmGBpkyZ3L0PR9dPOLp+WPaYU9zWJKEp7c9hEhpGrZXe0rW7HYt\nfTdge0/XdaxXBywWM9YHC7p+OxG2sgA+BmCidxlj6MeessyGj81mw7w+4PK0RbicnLqYLbh99zY/\n93NfRev/i7p3e7V9TfO7Pu/xdxpjntaxdtWuXbWrUlVd3USLtokmoGAwQb3InXeiIuRGLwQvDP4F\nufJWCHihIIgQwQheKEIQO1Gxk2rbTqfThzrtXXuvvdaah3H4nd6TF887xly7utK1BQPVP5jMtcaa\na84x5nh/7/s83+d7sFxfbFGaGnZWzhQdXTF1aYHnx+kzmVNq6mkrEZeypcbjVt5pyaTk2B0M/8Pf\n+Z/4zb/3fWKq0mSlxWxDCY5/SjmVvSBULLMS6CkVphO6kbUW127Ow1utLFm90x1SyfhxqhCSmGtr\nY6oPp5YM9ly4//h3fquU8i/8ok3zi7TnEfiPSyn/QCm1BX5LKfU/A/8u8L+UUv6mUupvAH8D+E+A\nfx2J7v1zwF8A/vP6+Z96iRlbAqXIRVrCUsnpQh4Xj0lfuVrWOdAyqLHW8vb2FcMwsN+PPHnyhBQi\nIQsNYdhuZKOrUzRdcRaDQhnDtz78hixS63kY74lVDpkztaV/Vz1wIsImcgqyGLUYCoQoGt5SIorM\n1fXAD3//NW3bopi5umwIY8e6FJ4+uaHERFiLkIg19MM1b1+/4cV710AWpyal0Nbx6vWO58+f45zj\ncDiISQSPLcthF7h7+4pvf/vb/MEf/CHDsKVvHff3d2ht8K6jb3pCCPgODg8zOWtiKLx+dWDYdJRs\n6dotyyyORVfXT8g5cz89oENmc3mDUoYY7lnGgsVhVaRveu7HW7r+Att0pDUxxUIoq7RyyCYZwozW\nFc9MkRBl6r0dLiklS4YLhbBMUNkMJSYaZ+V37S0YaBuH1mIxto4rznqUKuRs8MajTcB29syj1Upu\nnJAy2hqyk3YTxAlrDSsWjTMVl82OoR84TpLz7a1Fe01MBYrDlIh3E8sSSEEwtc5kGq246BzKdLx8\n/5LX61u++eGXefv2jt//+7/JxdU13faGb37rV0F59nfwtfc+wDvHtIz88JM/wnSKeVmZp5WuUewe\nRsJh5erqirZtudw4tH6Cs5JDrrS09s+fXlczmkLOwusVY++WvhEY5M3rN2yHK4g96zixHVpKXrl5\nMvCv/Mt/kb67xGgHzFhjxOhXPRLKQWAo2RBPE219Vt4ppata7uS4Xn1lyTijsVozTiudb/k3/42/\nzP/1f/4WS/R1vqDRJ/MbTpujbHohifY8ozHVnLztRBLd9xvG8YBal6ogExckyVrSFKUoOZBTxGoI\na6B1Qp1K1RyZaiSe8p9ePL57fZE0yk+AT+qf90qp3wO+DPw1JNoX4L8E/i6yaf414L8qUsL+70qp\nq5/JSf8TV85ZNiAnWSnjuKNvL8hZ7KGMthgrmGUMGectpWjWJaEGsWiPMXNz9UTUIyrirCVTGI97\nhkFyzX3le6pY2DQdOSQG32PVRFwD67pyOBwoGXIqVRp5qn4LxhpOXpniCJ1YidgqT9NafiZIzneM\nB2KMDENDXgqNT7KgVUPje8KSSHFkXGeeDVdY39T4jUjSCovD+Z5hA8dlpleK4WJAF4gx4pzFWYtz\njv1+zx//0R+RU+Tu9rUoPy6uGEcJXlsXeHh44CLfoHPD5cXAtM7sD28Zhi1ad6Rs2O0n+nTEtx1z\niNjO8+xLz3j96g2ffPRTvG8hLbSNYv/wgFEK725o7DO2l8+BwrG5ZWxuWcYJ5xrefPaKvnEsqwzq\nrNfYxp9ZDMoYLi82oqYiS4532zMexVQhU9ByNEl1rxK6REpOFGXRRuzNrHao4tG6FY+AFCRbqES0\nCVBTm0opGAVZgbNaMnRKJudE4zpKVnhjMRSKjUhWdsG5hDGFZV1pqtgAVVjnI21riWEhLCNOb/nA\nRFKA682G9/stC5G340/5yR9MXF6/5Kp/D10MH7z3AdZrMon/5w//Edc3TxkawycfvSGHjrbTHI6C\nWc5LxHuPdw6lLClqLi9echzfULKiaaSStaYlJYWhAwpxDTy9/goxwJufjlxffpmnNy0vXl7xve99\nC+80xmhyzWM3RmGdOa97qSbFE0IoR7JhgjoPYE7MErFuU+Qi/EuhBsnve+haJiwlFn7j1/85fvO3\n/4iwrORSsI1H5VKFKoi0GVBWsFNdlKigEjTVIi6kiLYi0QSFUZZlXVDanv00dTmp9yJt68+kdmNE\nap2zqgS4Ly6j/P+EaSqlvgZ8D/g/gBfvbISfIu07yIb6k3f+20f1sT/t+xJj5HjcY50+O6qf9Mda\na4l6iJmcy7nsn+eVeV5ofMe6rhyPYrcPp424OetbT9OxEMJZBaCUwltX/102yTU9/tuJz3X6+2kR\nnbTn1lpa7yst4vOv54QpGSOGASLTKnRdhypUDmRAm0JKgYfdPTEK3erE+dRG2qoQR9rOUHTAOc20\njizrgXk5sCxH1nVEKZGf5SzmtG3riSlwOO6BTNdVZyVtOBx3HA57VAlAIivxZixFmAbTNHF7+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luBiu2AwXTNOEsw3rHHDOk1IgpBmCRhXNkhPLPKKNxlrPNK+oeaW7iBznt7T9Feuy8sHXPuR4\nHNntVi62N4zHwLR8RoiFrndsL1tev37NdtswHmdunlyQ4kpjv8603GOUJpcZnUY+/cmnWKVhzew+\n+wF3H3uKibRjYdhYhoseYzPz/JonN89QOmGHr2CM4fhwTwor83qs4WGacIh415BKpmktt28+FjFB\nUaBanO1B9ex3E4e7Oy4vblA0pCVgnUxalzmwLPc0fktOFu8GFJZllomrMdL2jaNYEbaDwxYPja4e\norFSaOJ58q5oibHgbEsphXFeBBIiUmJCVe+EojQpZ8Ky4q1jnatG3FhULmhVByUFgRRQhCwcVbSi\nFE/II9YZ1pgYeolUttbXNkfj7EaqKN1i1QLKEkrixdMLou758off5Svf/BUUW2F51I0mR+ExY5RU\nWdVIWCMdTEqpwhOPi/sMVSnJtXfuVHGWM4Z5qlIpJyewdxzez9Q9qbYvtx2/8ev/PLe39xxXSEnh\nfUsuK2lZMPpx6t22LWuYq6NVrN2mOJ0531Zno7mKPx470dNBFWPEOAtakYPCuAanFMZo0hrekVT+\n4uuXQ0ZJJpcR12SaVibIvhHlgTIj6D3zdMBoJYuxiF7WIKqekA6gF6wTkrzW9nPRAI0f2G4vz4am\nJ2foE3B92jB/njrqpOc+XaevObXyp4UiGeiPXDXIXD55jnUtS4JcNMYKvlqyqBKsMbimxTeWYQtX\nl4muCfSN4qMffsKXX3yN65sX7O9HnG4pwfDyxZe5fXPL/e2OTb/hsD/ijaV1LYNvWaYZg6LEQtcN\nONfgbEfXbem7LW33FYbt+6TYYt2GN2/estu/ZV5vub3/CcZP9H3PsGkZpz2H452ossqM86rGfySy\nukfbicyI1QFrFJvmgs5dcHy9Mn6W6fRAkzt86WDV7O9nri+f0nVbacF3UrG1rWz6/eAwNsugQQvd\nTDJlDMfDPZ+9+iP2u5+SQ6QE0KXH2BbtHdY0pBQxNpLKSIhHrGnZ7Uaa1hLS7kyb6vuezWbDxcUF\nSim6Tlx9uq6rLVs6rwmj3Zk6o6oZSMpafAFch/UNbdsyz2MdMETh6IYFaxSN0ZiSIUeMKnTO0njZ\nvKwKWBVwKmENOKsEn/ca7RTGaaw2GAUpyPo2Fry3uLbBupamu0BcykUgXTL2AAAgAElEQVT91NRK\n8nLoMOnIZ3/8fX74/b9LWu5pzErr1blLKkqdlTdGaelWtP7cRnnSgp82Pln/4u51ogOeLpmenz4k\nQkVMPcz5Pnts4QvWRH7lOx/y1a9+Bavkd72GRE7QtB2hpHOr/a5d44l6BdVCUEesKygt993pHhVF\nn3jhKivPpxSFdR3ODkBDiki1uv4ZC1ZDFdZwJGVT3zT5hUhQvOQmL8vxbHWfQgRjCGJtwUXXY1QU\nWZazlR7EGbtcw0yIC8Ya5nlm0zRnNyStC4/4zSmXxHAyBJDvY5CEuxPeYyo3UBZR4dFzM+dHJ2jv\nb3DNE1w2xPEe6x3eeOY10HaeuMw8PIjrynT8lLbx+IsNQ3/JOI6Mx8i8ivt1KYqL7cD93S1t17C9\n2PD2s9d86cVTjuOetpXqoTGWsAjXUZsEJmJcQ4wFbQsmZ9Hue8EtrTPsDjsa18o0FcfhcMQ3DdM0\n0fQnrqtI9RrriWtgDm+qU0xLLp3wANNMDoHNky3DfcPtxz9le9Fx+WxDsRPXT59yu3/Ls2cv+PT1\nJ1xdbXn9ox+QUyCFiUMW70jvWy4vrjkcXnF3P3F1ccl26NntX2Fw5CLDsbtpod14XGvZumtSnlnj\nnqbrSbHgXMOHX/8GH3/6I569uOC4nx4n11HeP+u0OJoXweW0hVwUrW/PN988z/Tdpr7HCttKlyMV\nihykjWsl0fFkO2gUyzTL79hajLMoLY5MOWRULihdB1RKDtyEOd/YpSSMVTi2hBAYWkNIgt+vaUYV\nLVh6yhRjwBjWOoBrK056WeRwXm4/44//yW/zlfc/4EvvfZWiLRnQ1j1ilpRqsGbO3OZSKXY557Mb\neiki35XsrSqhxH4e88+IL8M7ajpp6+vtrmSDszZyfXPBn/+1X+EP//gTjHGEOFE0pHd8ak+HJ8qd\nObzyXGS4Vlhr4VKJ8PqEG3vWNWKMQ+tMSOLYFZNQqzgZe6BFgfcFr1+KSlOhcLZD4aBYGj+Qk8Xo\nlpItzvZ4bzFn2oI87VMVOI5HQlhIWXTb1hmct1Vza2tWSMAYdcZDTqeXYCP5nVZbuH9QA+eLbBYn\nkuzp83mRqNNkvXzuMyrjmwHnvHAXYzlnlkjLIZM9axq86+rQJb9D6vcc9qJ19t6zHSS6NKXEZiNa\n2+12qBlGgeNR3ACPx8O5Aug6cYg5Rwooyxr3aBO5ut7S9Z7DYaTvtqjSQulQ9GcqiqqGytvt9iwW\nEL2vxxqHokHhSVGTsTRdQ9aRkPdsbjSX15bNtcW4FWVmUp6wTpFVwHjN/f4eU2KtxBJawTovzOPE\nw8MDOcOLl19inmeJGm49qmTaztP4U/UvDjoppYrBrThv8d6TYubhYY/3Vj4aw7KOPOzuOY4HlnUW\nWCOc9M11gFAeDVrk0rVzMSgMztWgMmdpW3E7Px22VjtAi0vWO8FgYZH34AQraVRNfk5nMrYunyeK\na61JQXBFEQSY8/pVRvThp+gGtGLYXtA2PTFGxnFmu91CLuQQefv2NQ/3t4Rq2qzMqVCohcDPNFnv\nktdPf3/XaPj0Wn6W7P7u/3vXa/ZMJtfCSlBK4b1laDuur6/fkWpKVZ9SIis+d7+ensO7ZPZ1Xc/w\n2LvhaY8hh0KEz+rxdci9putmKtLeor+4IuiXo9KkUOJROHlaE+ORNcxo2+Eax2HcY11DUpq4Huj6\nBq0VISlac4FWdXP1G/a7I01TT9ymY1kWlqocmI4j2XqMFqdwYyMpZoy6wCiDURrKSokWb5xoV0sh\np4y2uuKjikTBplwpG1aS71Sp1YNB5SQ8wli4fHLNT27/CVY1xCWBO9J1lvkYKSyYbJjmwHHumGPD\npm0Iy0LvA69e/ZAPv/E+D7fiH4oCa+GwewMUQlxlMSHOPnNQuG5LyhplRDEVc8G3DZv+WsyYbaRk\n2N0/AJqh3RJTIJuVJT6g3Yw1A2Ga6b2HVFju96R1ISN+ps5q0rqiTGElEdHECVrvaJRh0Z6YHE+/\n/g2axmB8IhaRI44PD8RlxPpC32rC5NiPd2w3lrh6unbDNB348Y9/l699/VfZ3R+5f3jD0yfP+fTj\nT3nx7Mu8fvW2avoL65QZ90daL6R66x2H/ZGrqysOx9cM/QU3l8/Z302UImYY224j0R5dz35/R9/1\n5OgAg21ERWS043g8MC0PogPfz3TtFc72xDyQc91AtMXbQlbSlqtSX6s90dEk4xsF6xjQ2pBTIcVC\nYK0m2pK6WeB8iLeNlwPWPOCsgqKxKrHGQoPwFDOaNa3nEEKFJqyrvM81wqEd5KB+Zh64//Fv8/v7\nPd/7l/6K8BxNxDhpzUtQeNez5iOiIxfXsVwNTqQCFv9YYxM5SVKCKH+qUkifqsOaqaVEk366Ug4Y\n6+tGmiVORmeev7hiTSvabnDKkvJKSSO+qbCG1axR5gii/EqgE5qAb0wlshuctWeDZMlQz1i1YlSS\nQWDjCXGh7Q3TdCcMmrpXNubP2iCoZLSJrJV7ua6Zpumkzi9FDATSQimapnVnqaT3TnCszmIajTYK\nYzVdL+Dv4bin73tsMWfXZ22tqA7Uo3uRRGW0Ys5rLUVHcq0gUdVsFWnWdbWlQp9oTe9UnlUqKVcm\ne8PFk2um3514vtlAXFlSJuWE89dSdWhLVppjMLw9Rt6OR55ebXCdISw7dN7R9oL5TZPkKLVNzziO\n3N3vef7sJcf9kfE40fdPCSFTyDTWYb3m4XCEvFCYpRJXnpP/6qm9OZmDiF7XUcp0hi1yTkzjoZ70\nBaVXtGkx1pJr9nTbeJKOHA4PkCNNY3nv/Rfk6FAa1rDDe0vfbTC2oxu2BDLH454SF6xrOU4HNr7H\nKsXN1QXz9JaHz94wjR2bi5d8+tEt2+EplIa0FJIrKJVofcOqC43fkEqRiXd2Ij4oC31jef3pDwjL\ninMBa1uMsrjGMo4jvmt52O/oh2up3n1H127Y7/csYeXpk2ccjnckIv22J62Fh7u3bPqhVn6OeTxi\ntWIOC6iMdZrWVrefKI7spRQMjhQSqk6hc7BYJQ5MK4Fhs2Gaj1J1awglCLZpDGDIStNaLa5NuTBP\nkdYP5LxgSh1coYX2XSoWiUEbwzLtKBn29z/mH//f/yvf/t5vSFJCbslKDKnXnM7V2YmXqZU6b+Ty\nuDpT8pR6DBcEUHU7kXvh1EbXXF2o3YsRmpO2NC2Ms7TofWu43z9gvMOZQiiJdVlobCtkdy336yme\nQiGDII3G2ZOBjewlsXYNSltO8cB9359ZAmtcK5dbo0oUzDjOX3i/+qXYNIXS0dWIBot2YjIg2vFM\njIm+qS86OpapbnZFc3GxrXpt8C7SNh3WuJruBynmM6YkRFnBHZclsK6B1nWkJA7hx4NM7/T8QEpr\nxXYcTW3vS5KQeiHPBpF/YWU3Pbf2pUYFK5LqsB1c3DwjHxNpHdFmRZmWGAopC7fTe9j0tiZCGlru\n8CoRy54x9vT+SxhjJIGzFMZpxDnHkydPuLu7wxlX1VEL1rdyo64rcR1pN55+2xGItG1HqUB6Rvhx\nxrVMs+TOOF/bICMLvuRUM3jAakVKEVUCJSmyHlBkyIWwHliXCUMSnmRZWKcVbCaHSOO0mGsUjdZX\nrGFDd3lDOxjW4085Hl6zTJ8whUi7MczLjlwWNluPM46QVj788AM++slP8LbgGyhpxnVWssHLxP4g\n6YZPn79knGbGw0hOmbevbnHaiXlxyQybgbCItPp4DNw8v4B8ZOg6wpoIqbDs9uSsubx4irGKyyvL\n8bCXhMqi2W4aVA7M44GwCPbnnSRqKqVBJdZF0fcNSidyFgw5h9OQIgOBrm1qeymQzLpMOCPT61IK\nrXeMRUE9lK2VlAKtK22ySCREDgnvHG3XiDmJ1hJtYpx0aLHQNAOFzBiO7N7+kNcfPeXZl95HZUMy\nCuUKqQRKFMXcaQ0ba4lxFuexKiwwWoMqdWM9fdafI7wLDSlUfupJsy7wlqh1xD3fe0vKmc3QMC2Z\nVBIpR8hK8PMaTYF2ZOIZajth0CnFOvg1Z9qTHPjUsLSqgVciWlFamCspJkn4SglnQZUvvhX+kmCa\nGrKDYghrlMB3rTFW4a2mcYaUZ1QRvag2pZo1yBAmpllMFaqa4XicZGjRdMQohgiyST7SRk54zOkk\nMsZVLKtWlvrUbmRKyXXCSI14yI9fo34+pqOUIhZHwnF5cfP4WqsbzBms9pG+1zy5sFz6xKUpXDqH\niQann7Cmpzjb1umwAPF9L0OJk9mFMUZiL2p2eEYyUZSVRZ+1AaUJVUWRckDy2RXaFIyVQc8JGzJa\nn4m5J1zuXYOL04BNa0uJYpPnjMQa5Jq90m0GjBkopaFkW1tGwT2VzaSyEljphidcPXmJ77fCcVQS\n9OobzbKMGFsYNh5rM9uLlt3+jsurjUQ3F3GT0iaD3mH9xBJusT6yxj3bbYM2ieP4gLMiPzW2pRs2\nhLXgfcdxJwmh48OROIWzmcgyB4oSKZ7CYWzDMgdSKqQFcjJY00FxUDxateRkzhh84zeVq+iwpq1x\nulYMMow5syxU3XxyDGfhBrlmfReFMQ1y49taCJx2zIwxMshUmDMOqAuEsNacKCWYZhaVWliCWOWl\nlY9+/EPm44hWXoZK5THG4tQ+n8LU3sUMZSjjaiUHp+77EesUE5dHzP90D70DmlbRQU5gq66964YK\nhVEVeVRjclVZC49GKz97n0m0kDwRid6Qzfw0qxBqmTrjpjFmtPZYK7Q1rRqM7r7wfvVLUWnmnJnW\nEaPAWDmpvXekUlijON8M7YYQM5dDzzgeaC87jCqUmDDZMvgNmkTK0HUD+/2Rh/sj109umJYjm02P\nMoVWw5ISb+52ZNWwhoQ+7OmbBm8tRTe0dsu6zsQUcV6m70MnKX8Kcdg5LRbJkV5R5XSKSuulMBiz\nJRXHs6/8Oj96+PvoklDRYVDM6TNUnkmlQ2nFl142tE1LYxu0sozjgtaecDDka8WyRFr/hOW4EM0R\nAG0i3Waga58zTQvEA6jKOTOG3l3TNhaLRlvxG1S6J6QD1ohsrmSN1T0qeZxS4Aq5fExJRaRqQW6I\npu3xzpEoHHYTl7owHhcxC249oWLSqmhS0KRVYfxAYxu8LQybht3hFu1bvN9AsqjSkl0kF003vEfb\n7FDsRG21tDWaoLBOr3l7/Iw5Fp5/+RnHecJtWtYwYS0sa8DpHU+urzmOEylLNLC4Iq1cXXfsDw9c\nXXzIYT9xse2gBJTK1cJvFdtb7bn/TPxK0zKyu13Y6ULfb9gMT0lxEZu4nIk5CTRkFC9ePufh4YE1\nKLbbLc42WK9Yw8Qyr3TbjvF4TygJV4PPjEKMl6t7UVgLpgDZyNQ56PpnjaobQGMdOWQOhwM5Jpqm\nES5iJwYVuXpHllLw3jOvEWUKpijwGdd6WmU4jAsLr/nd3/l7/KW/8oQQFFa1GDSJmTqaFX12ERu4\nXCJGP1LzBM/XdR2ejLEfpZYhLyitz0a/qFzlzFCIoApJRZYgZhovX7zHjz+6lz2g5kbFsOI38r33\n+zuGfsu67LDm0Yei32w5zoVARiuHdYoQVkLKxAR9N7AsC9reEKcdpUS8VazrhHEt2hhQhZj/jEX4\nojXKNFByBZod8zRjvJcY0kYGNN5ZUpzoOgOsKArzNPH06VOm8QHfXLHbP0gF5zT95QZtxFpqnkWR\nMa8LKYoD9jiOXA2XgEy2Raki7tfWtECVHvqekrX0dEoBFkorFaPS4vdpqtQMsQ/TprDGI421dJdP\nePL8fd58NFJyJsUAWizucvXGbJqWly9fsIwzpciUfzrO7A93PI0NxirGcYetyqQUwbse73zV7W6w\nZURbGMcZtME4j7YJZSAVaXkcvrrYRFByI6ASMow+DZcKKYgTkbH1BCec5aLGKJY5orUM21wlkpcS\nOMUSWNOwllms73Lk4f5A0w7MxwM5aYZmW70AshjCoolZ8DLtOoYLxbpqcoxcbDuRUZbM69evePri\npZCbtaqyVdC8YD5KVO9xGlnWlTU8YDAssUA2HA93KGV4+/YTmsaIZ4DKeKNRKlNKwBlDygv90J4n\nwykldvt7Yqha8zLSti3WiQv7OO5Yl6OQz9dRFCZNy7YfcFoxjvdorAxfikKhiDmTkvAks5bKc5xX\nnCtYW7BNEe3/GGvwGMQk7v3XVxfVSvGIc+JjYLXFGsOyTPjGVi18QquIqlQ7qcoKOhcO+wOEzGG3\nw3ZXVD76GdMEaan1z5ma/+xk/U8wRwCrBUqS9IRq2qFlU5VvUs5MhBwN24vhbAsnPNAVbRdi6FFK\n0zYbTpr9k22cdZpl3eNMi9KFeZ6J6UT5shjTnDnd43grZjokYoo0zQatHGssGOtx/otTjn45Nk0U\nyjZYA5RAKgrtxChgXVdiyXRDh/OyKNrWczzuub6+IgTBEENcSClzc/3kLPKfZnF7P2ltT7Iv4yyZ\nxNv7O57dDOSU2GiNaxq0lVNsnkdAoasWWhRHlZ6hTqTeLIbFGZTKGHvSrhcKCquF9D6vha9969fZ\n73fsb39IKYG2ZoWbbM/xDtZattvNWfHQd5JE+NmrN1xdX6BtJGcx1h1sj8IzzoF+Y4hxRNy6G66v\n+rM+XyKSNDks5KJQjVjF5VJzxs2RrjWs66H6FmpKlkAtuS+SaKDjKL6IRtN2DTkptJIWPYZ05siB\nTFnXMGJa2XyNVjXIbCZHSFHen3ZzwTQvUEptTTUlW2KOGLPh6tkNx0Ngd3zDxfUT/BLZZtAUurZB\n9x33D3eYpiPPsC6ZcT7iO4kQmaYRVCauYglm1QpYrjYth+ko1ZOrhtKpgCos655te8nd3R3etWQl\n3qg5JxrvUcYwz7AbH+i8AzK3b/dYo+icZRqPZLtQcmYZBapoXIO3jnk8cNpXSik03cC6SnSG1h6K\nJAAok0lphmWhYGWgUTIlZ5xV4oKPoW9bpmnG+a62oBZrh7pBIq891T8bg9WaMhcao0lFE3Lmk49+\nwte+dQlASgFr+Fzre4q6PV0CZenPfc27aprzY+U0Oc8oZavH5iNFSZRqloaGtdLoRF8eKTV+2hhF\nLIoYTzCGyEvFZCViXcO6LiidyTHRdp7TU7GqSPWd5NDxvhDigjaQs8AQqVbMuWTW8MVdjn4pME14\nVBykJDGwQiOQNrhxllSgYNGmwbquenAailKkSlSNAaz1Z3OOZV7P7YH3Ld71xPRoILwsy+c4Xd77\n6sBeT031iOs82lzJ4+IwLTfayTjjc1gLBmMzKQe6dsu4wAcffhvbNOAMymga17zjJF0D24oY4IrZ\nQME6xTwvNXu8kPJEzqsYteZQMclILkcKsSpG5HVY69G6hl3pFqNbVBYYwVoxTzacMqXDOxK5R6VH\nLhFI5CySwhMOJ1Zh+oxzvXsJ8B/OmJLgx6kasSws845lvsfZiNEzWq0oEt5o5mmtz69lXSRIzPpO\n5IFJbrpUb4Z8wtsMGFuwVqKbGz/gXY9RDpIY7KY4k1NimWY5VCuGJxu2fBQ0beMwprahJEqMLMuC\n8wZtCjlJG2fr8A3E2DpF2fhb36Ax5LAyHY4s40RaE2nNkoyKwWiHs01dN4+mF8ZJcJ/ghbJGtMry\noSXwzdiqu1S5rlUliZJKJspiOFQoOdO4ltY3kE8KGTGxKCljlMaiWKe5Uoo4v+c/j3N5fm9/Lh/z\nT37tCavVWp+HSif4ShynHu+X0wF/VhMhAhcZHOUzHllKql2Mp/Ed3jd0XY8zLV23JScxK7fqsTJW\nWsyihfuaIGVOlMxSCrre//xZ42mWUiSW0+maAKgJMdG0immZMdazxBaMEZ6bailaMwfN9uIpb++P\nPHnyDJ0N0xiJMbPdXtJ1MuC5v9sRgzrbwMUYSEnz9u3bOi0GZTTWizxL1chRgGWZ8Y0V1cY5+kKq\nr5+VXYo2F05AuFYLXdtzGBe2/QWNj3zju9/l7tVPuPv4p5SQuby8ZFkWcXrJgWVZa+SA3KBN09C1\nW0oR1xs5VGa8G1jmBWVhWo5oB7lMGO1Zwogxlq69JoZSb7gaS6A8Nks++BJnrq6uGI+hhoxZChGl\nGuEbhrm6ysjlrCPkTIgTbbOpkSCniSUsYa52bDJ4WlcjfNdYTYePB5TzKK14ePiY+90nWCua47Bo\n2rYXru6aiUWhrOBva3AoCuMUuLkYGI8H1nVmjQv9the1WI74dkApjdMD8zHQNU8J8wPD1rO7G3m4\nvePm+jnzNOGbhhBnCophu2GeMzlrnCsc9jtePn/GcZopuarKUiSlFWOVhM81ivHwwLquXAwDm67n\n7vaWtm1x2pFLRit15g6aeriM40hKUXKSyijWflqT63TZOot1nhyk6lKqeiCUTEGRYuQ05Agx4a1F\n6RWlA/MykSJY51GIeiaXjPcNUxVzbGzH8TiSk2IpkRxFAjtFYQBQPq+4MbaGqdWDXcjl4RdurKks\nkjBpDDnUtr9UiKtowUx1ORt1d+1QH29QKqNKpGSDcTIgC1HsAHPOxMqIGY/1uWZPLEled5Z4DaUy\nGqlq1zSzHjPDpiWkFWcdpaQa3eFk4Gz+GTi3/7O8tCqUeYfRPSUrxnHFGsOahQKRYqLYqutNi6RK\nWk/JkXkc6TvNbvcZ778vQVZN0wpNwnrWeeHpk0vWIDG7kZXOSULh/d2RFGHTNYzHPV07YLRsUmGt\n4Lu3KMTpWQFZCe4aq8O8nJTibKSV+H/KoKigVUeK0PpAzrckNMPNn6e/+g6XNz/mzY9/j/E2oE1P\n33WoEhmPD1htSKVQtGLNBecylMy6eIy9oMTAGmaUgbZpMaqTm4ievtkSTSalIJQLHQgpoxCstpg9\nKI9SjtZ3HA+3UtFqTw4FpRyxLCgWrI4idysarKMoT9s2oJ24UXnhuI7jSEwiUxVGw8rt3RuuN+8J\nJmYtMYJx6jxIaEqBkkhrhJjo7IDOI/O40vYDjYdlXonBoHIhpIApkWV5YJp3aGtQtiEXx8XVDcf7\nHzIve6xXTMtnWOsZp4QxjqxbsoXOwn4ccY1jLQL7GGUZx0jb9pAVqawo7TiOK0oJHeZ4nOn7lpQz\nrWuZwgNxlrC+ogzjcWUZF5zXKJOJzJKXdDzStu3ZOGK3u8d3nnE84lpH37yQqjdI9b7OosUvMWGK\nQidDMhHIGN0SgwYi1i+cPBTSkrGlq+s2URBoZ573FCV8yBgzRollWwoTSksX0zqHbyRvx3uPxJ0I\nhefzSh9JLUDJxm2tO0+/KaCqZr2QOEXBON2QiVDAGV2Nb5QIQYqmJAhJkdaESYUShNmxnv1pE5SF\ndYy1C2xRylQVn6OURyEAHOSJFEXWkRPhXqp1i7MdJY4kHNr2JGXIKDAZ7RJKZdZ1+cL71S/FpkkB\npxw5luogrbGtBDxRb8yu1+QycX2zkdxyZbi6uubN61tunjxnf0h89tkbsb/qN7x+/ZovfenLpBS4\nf7ijaVzlOkr7VJJinBaWUJjXgDIQUqQberquYbeTdtxYfSZ2n7ToFFWxH7HCMlqhSz6RLTBK8jWN\nBlUKpmR0UiSlyEoBjuHqBbdvXsPxo0ovSVgytpd2xhbN/0vdm8TalqX5Xb/V7e6cc9vXxIvMyIjK\nchauKhtVSlUlC0sMkBgjZjCACcIMQAiJER4x8QyMGCEZMUECISQzMNgIwQgXssumXEVV2VmZzi6i\nIuJFvOY2p9t7r5bBt/a5N5LM9ENCKGtLL96L+97p9tl7ra/5f7+/T1msHAyknJmmxHo9YBpzqp3C\nAggpVUhe56hJNbUO0sXUpfap7GmxLwXarqle8UKLijFhVY92oKwimomUA9ZYqfdqK4uumdFoclU8\nlCKGX8VKWnZ9OWDVMpOsKoUm4JqF9F1BEVrIQ0Z3xJjpmwZTDNMxoIoh+gAq4JxhThN5Kot9DSUm\nnNLs3r6lbde1LmyY58DxOHF2dsY47tjtX4tMygrAJETDZriGPIsagkAIO6KfKUrmpGPMiJumo2TP\nPAVimslJ6qQ+zJha2xYDPqmLxqAJYQZ9Lxa640jjOnbbI84OeD9jlCKnzO39DV03nBiiKIM2MoYJ\nmVQKMQhkxNlC37cULPOcThF90zQ01nE4VEWFskQ/05pBnD9jojEdVgVSlpKGaVo8GtO09JsNrm24\n34vgWy1z5KXqLpdpt3pNa7V0yh9Kaj95PAjgFxmQohRzaqRKQ2p5nKTOMYwoJW4LFCGwW92gmuHU\nwFqg0str5ixZdbZaYMpOo2JEGcipGue5huAjGqnTu0akjc44Gb0OEddohq7n7TsuV78wNU1Ta2wC\nbBDUvnHV5dFIbW0YOm5ubkSbaLVANwynrtrV1RXzJB1v51oR+Gp5Du89ShXmqoebg+g2Y0yic0Of\nCCqLqRZqKVx/FZEFVNyUF6HtaYGC0wSEklQ9U07az0UPqo2hYGiHc6acGUMkoijGkEshxEhieV15\nThkfi4zjWEnloklN8cHQyhktDQ+tcFYE5UbEk6iCUGxUi1ainaQ4SrZYM0BpTjpDcqFESXNKtQ3Q\nxslmoEERax00oUuucFlLDIWYBPrQDxtyLqSUSSmTK+z3MV1qMcxa5v0VBqOs2FoET0kBlfNpU8g5\nE6qWUWuNs5o3r1+iS+R4SJTcQJFfihatGpzrUcqRsyaVTNd1NI3AWqxrCUFcSP00M/uxUpyW71aM\n6nKO+CBz6ikHmUgrMoki4JflMz3of+V58ok14L140c+zl/ORoG0GKIpUIKalUy/MSFWlSDkWckyk\nECU1z2L00DhH9IlSyV2nOWv0KUpsnJEBhBKQpsCjcpIyYDTXT5+QkXvkZFddHmhHP1m7fHz85KL5\nVQLYg+7zVE9cuuhKxPNk0ZGSk5ClyIhLdl046/lYoCjLJODDe6o9Bt1RVINCfkEjGzvNSUcrC4XU\nPHN6qMfLLftwD73L8QsRaRYUY0oyIraMSSXpkg1tg84Zcsv93ciHH33En/7pxzx79h7b7Za2bbm5\nfUvfOz7+8Sd885t/jmmaTpCJ4/GIdYph6IjJkxUk43BG6DhffFYV5ZsAACAASURBVPmWy/MP0MaR\nSubsbM32raNthQAjC7L4sC+QAIGXykk2giSULz0h1AVZ5fG2l+I8GasMVmmZdgCMcTx58oyu+W1u\nb2/55Eff5W7e8+L6guP+DucsVksRvNSRtBgr5dqLN7x0MR/Ex6UCNqyVsTujw6kgv0xQWBt4cBqk\nSjcUXSuTUUZbjA5o1WHMCp+ks6qJlOJReRKxf25rSqbQRbSMc5BRtKILU/BoZJ5XK2hbzTxPaGWx\njUBurbX4MEIRmYh1MhWljaJzSuprMWNb6axeXz1lf7irnzMxjztWXUMKd2RW5FrPWvy5b+/e1nNd\nRwOtweeZYbNm9luUVpQ8Ms4jBmkoJnUk2gRYnG3JOdRoUhZMP4/kZIih1gRzJoSZYhfylcE1kk6K\niFo4sNaKV5VrNG3r2O+3dMMV2/udIA4xTPPE2aYDMiEG5uxp2x6tDSUvciKN9zPjOPLk+gV+Vozj\nvkar+dSYKzlhdGboC9N4jy4bZBLHMMdIsJmvv/+CJ0+fc3s80HXneO/pWnMSny+Lk1ZUx4PHzFl1\nWhxPi9jCqlEKJQJf+X+d0ErJvWBqqg9ixJcVKQdynMhxAu2gjvfqIuUOarNIutxzHWyBlIUpQd1Y\nMxJiSnRMPW9eejxK2AKpJozzPJNjonEGXTJhfrAn+WcdvxCLptKaYbPGMLO9/ZKvf+0FL19+Rml7\nsrtmWF2SmNAK7t7e8N71C8b9yOVVS6M1ORZaBasnL5iPoyTRObJZDYzTjhhnkjJYYwhZDMRU31BS\n4kd/+gN+9VsvUFmgCXMtXq/64TQ3vNi75vJoR1JNjbYW3mDlEyrEiVFl2gQgpvVRZTQRZ2UeORdo\nmjNWm0Tbix71s08+4+OXX0BWXOmBs43M4WK2HA4H1s0F/iCk99XQcjzupLZjV5UVmshlBL00qQpg\nMVp0aylVl0g94ZzAXJsKdbU1xZnnCa0DEUeICqVkQgYMqlhU3d0LmXAaNRUPeIkQFCppGuWYyhek\nqOjaCzRyfl0jHfqUPDrLlqJ1g1ItOYFzLdaC0pkQPMO6YcwRazrOzp5wGEdKnthPd9VLvTA018S8\nFa6q0ZRcUFgKHTEYrq+vZZabnTTxTGLOs+Dyqn+NUooSMhTLOAbOzzYY49je76V+XqDrVyilCJNE\n1/MUCSEwDD2uFVlWJJGiJ4WRxm5AOfphIwLt/R1KJ2bvAcfdzYG+WRFDII4eFTWHsAdd6DfV9rls\nCD6hSDjR1tFqR7tqmQ5HihYHyJQyKUiTIyHYNx8CxwCuv8QExTzPYrHhHCorPvzGtyi5o3PVUbVr\nJCpVGW0WfSY1VbeniR2hxGVSnh8WTpY5dHFwLTpIzRONVjKea61MfMmiKp3+sSTmrHj5dgexO3W6\nRX88QY6kSpCaZ+j7nmk+ii5YJ2xrKb4a3KksQnsSRmtS9vjqK6ZLS8maGIsY5MWCNZqSA7o1lPRn\nTKeZc0KVmVRmmq7lfrvl+skzQpTQPM6JWIu+ISlud3uur6+5396zORs4v37C3f0NfTPjXC8SkBDJ\nRzmZw/pCFgWt0UFOXAziZXOXDkxTqIuBwvQrrq6u2O/3tH3HPEuBeA4BHu2wMeRTR/qhRgen7ZYl\n/M+YChvQVNlHkWiIotBujTWZ915ccH7+gi+uP2O/veWzz37Iq5sD1kBnOlarK4Jesz5rGPevSYeZ\nvu3JWZNjS8kQ8o6maSk51dlfkV1Z2wBJFtaaDnsfTr83TUNKhcZ1+FkkRhJpgDYKiJRaHxVfHBnh\nM7VWKa6B1YBLq1Pdq2vXZKewupXn04kYx9oUQGpkRsoIiaNc6CWRsqKkSIqenEasy4TJcth5nl4/\nYZp7tOoJYSbmyCEeMVrYiKGWLhY0XnQw+71EO9aijWO/nwg+V7SgjCkqVU288rnUOH0h6hltEjEd\naNuB4AspRUHR5UzTGobVinkeyVn84I1R9ENDCQ0xyYJmW0NKE20j5KkQJhlfNFJCUkU87v0csEVT\nYoYjGCc2LFpD4yx+GsVDvRHnTH8YUVlxthb2aQ6Fad6TSiJGISxZU2itYTzKAucayzhHLp6+x/nl\nBXOcwfaokqulxJJeL2R7J91spSo/damhc4oyf7J0pbWm6OYhA6ocUjErNGgt7EutHSnKxrPfb0VT\naiTyLDGhbRIDQrNsDDJcoZWQqHKKzJPY2cj7sGilQLcV6mFY9wMhRooSQlPbOpyjygoTIc7kbNHm\nz5hOUyvw85FV18pkzmqQ7hbIjew9VRhYrR2EnZjqrvTy5UueXD8jIz7gyoBxWryxG8dxGilKM4fI\ndByJPkmn2zZo03Ic58roK6gslrALHVqZB7p7UYpFxltqCsNSQ9IP8htOf/cIoX/SfH71y1FGtJSp\naJp24Onz93jv/Q948vQFrl1xfxh5/XbLzd2OcQqgDE0/UKwmZGmQGFsoBE4MmVLQRWHQWK1x2tS/\nKzy4JprTRZ8zUu+pO/pyEwgFyZ/UAMvEkzgALsBoXcX+DyDaXKEL1rbiGll1n6d0T4tOlCKTKykH\nShqJaRTxchZnSAFHFMgHyFv8eEeOM6vhjM36CqN7YgHJynSVe8l7scbhXItSIh8rJWKtOJnGCs5Y\namXOmdo9LcJudcOpHomSMtHC3QxB6p2LmZ9sRrF+/0sNM0KxNE2PVuIPlHPE+4l5HivPUckES4yk\nkuV6V45UDDErYgCNGPWFEJimUSRMTsZwtdYYJaAKrRIle5Ya32rVI97vmb5vCd7XWqjMdKEy/XqF\nda5u8Q8s2ce/L9fAV65hlb/yPS5Bw/JrqenK5JN+VApSj55rqWE/vM48zzWllnS+EKQpBLUEIjIn\n7wUxuEC/S1E4Yx84mspWuVYRahcOsqkEKDBWESuvQJsskict1/W7Hu9i4fsB8F8Dz+sz/41Syn+u\nlPqPgX8beF3/6V8tpfyd+pj/CPi3kOLFv19K+V9+3muUnCkhcn+/w3WW2/sdzjmGYUDpwGrd4HrR\naHW9ou969tu3VUisK2PxluF8IHpJAxrbMk1H5lHqSdu7W2kCuELRhhBFU3iMkR/++BN+8zd+VXba\nEGh6x+binKIV3fHI4XAQjWY9r6kUDKZOzciXvnTYZSESzmbOud5MnG6qpSG0aDlLrXuZ1hHnwGZ9\nwdBvWK02fPnqUz7/9Mfsdx+zP7zh8OmBl69XPLlc46zi6dWG43gHWSRaSq2qjlMweIsw2FjRtikN\nXdMS/PE0Hiki/4nGtUxjZZqWctKkatPIJFSBXLJYCuRG7HWlXi9U74IU7zW1C5qwylK0IcUsE0Fx\nxFp1uthLAZ0btIqgRnJKOHMBxZCzlRRee8iGtjFM4S3TzZGufYJxA+fnV8IfQEzhCqK/y0mRlcbP\nifX6jON4Jynj6OtNTRVL15tRJzZnLeOYUWXRBQozUilD45xkHm2Layw+zAwrx/G4IyYtm0RStK00\nxHKSRuDd2xu01pxfrDkc75jmHfMYMLpFJdm8fJDMIyGynxSSoNqCx98faVpV2Z8OjGZ7dy+SHwzK\ntKhSuH97KwJxI5Kv/XikHXriHLHKchxHun6QzzUdmGNgc3VOIMIyNamygHHqwruoHpR6UIk8dmld\nsit4gM88rm/msrh1wgK8oZg6bGFI8cEu2/vI27e39Xk4XRvJe5TqKwfWklBoJag7ec/yHS6AYmnc\neXJR9TrO5DihDbhmdepxdF3H7PcnUX0IEvC86/Eu6XkE/sNSyj9SSm2A31NK/a/17/6zUsp/8vgf\nK6V+DfjXgF8H3gf+N6XUr5Qlpv8ph9Yaqx3rszWxeJQxOKfxaeTDD17w6aef0nQJqxX3N6958eIF\nN69v+PBbv85udyRNmU13JpMCrVzgAU9rW6HhZNEUpjCyWhligXGONE3LerPi4z/9hG//hX+OMc8i\nSQmBs7MzQgh0q4HD4XD6YuRiKjgtHERtZKwsRl9vGmqts+Ds6ZwAqc7eyn6fc0YXTeMS5AjFYBpL\nnDONdTRnF3Su4fmTZ3z6sjCOnvu3hjJvePN6QhF5+cnnfO1Fw7OrGlmUVGlFD53FnBN+FjuApmmY\nwyg4rrRQdTTWGlL2IuInnwrrIN1Go+1pZlqR0CoTvaVpexYZVowBkE4zKpDyTNOegZYOeskRY6gs\nAFEfNE5IQDEdKCWwULktLbooUpEO8jydY1TEtjuMhRz35JRQqeNs6DkcZ6Y01Zl6yEmijP3+yDwH\nLi433N2PGJcZVh3b7ZZcI5ecPTlGchmZ5iNK3UJpsGaDtdKBnaZq7tfJvyflR6oJ6fpO81HE22Tm\nKWH7kWElE1+3dy8RN4WItYbgZewvKcVYn7vpO1FNJPGQb0wi+5GYpLeYciKHCCUzTxMxFS7On+Jj\nolEW1Rrm4CnUxpOB68tLjvuRzg1EHx6GHGzgGx9+CEYMLpwRF0xfYu3DPCYeCbBDjvwzF8vHFHe5\n5htyErbr4+670ZLlBJ+wVhHCgWmcOR6nU91U06KtxXuFa1yVY8kU1jyHU9RqnJWJvyhz9Zi60Vez\njNnPNI2tGmbxgIos1CNzet8AtjI53+V4Fwvfl8DL+uedUuo7wNd+zkP+FeC/K6XMwI+UUt8Hfhv4\nez/7IYamOSP4gHXLzR1YD1f8+OMbKGf42BDCjGuu2B0LH3z0K3x5e8vZ2TlTEI1Z0zfM3tMOFbyR\nIyiHMo4UE123IceMUpn1ACEcORwzhMRnb+55/uyS2e+wzQWu6Tg7vxSwR98xT2JYpqtwNhHENfDE\nB+zE6zkXlElQIjnVNFdJ2lz0khIbqYsoQBkSqZJiFGao5YesUP1A2w58aP9llFIcdje8evUpX758\nS06R1vR8cbsl0nJ5+Yw2R8b5NdZ6aa7klZCWlCdxTywBW86JXlHQUv8p+YHOLTwdlF6f5CmmZEhj\n7X7CiQfWtYhrp6SvGY8zoFQLtGDWZJZUPMpceXGUIDxGIW5Lw0Buzg0pRMHSqYSxDs0ZxhrabiIE\nhTPX5ODo3EYgC85wt39Ld75ho+A4zqBbKPVGM4UwHnn12YGmcWQHfo6C2csTUHANeK8Ic4OhR2NB\n55ONhNYT2ggFKSXJIhQrvFfYOkET4gFnGlKSxzRmYH/0TD7Tty05GLaHXYWXVOlUnphjpmTD8Xik\n7wd82JPSiEITiqYfnpLSAbRkJK1tyGHG4li1Fh1BZ4UviVRr10oZWtPjuo7tbqZfneHzyNAKtKMk\nOOvPOexGrlbPcXaF0lacMRFyVilSzJEyk61FSWGAKgUpC/Mz5gVMLYHEA9DGnCI3haGcPLs0hUxO\nmZg8KWu2x5n9FNgdJkJJ5DJjVCH4iFXS5NWIjtUiC2/bOrz3lBIpwBQOlCzIxNmnqsWFpu0EyNJZ\n5v3IdAxg6qht16GNpRSFtgZf0/d3Of5fNYKUUh8B3wZ+F/jLwL+nlPo3gf8TiUZvkQX17z962Kf8\nlEVWKfVXgL8CYF1LKQJEmP1OpB8lEqPQZlLK9QKupmlFuoVCPPE0rUObwHSshKOuo6TEHDzWCadv\njjPhGBjaFf16YJqOdP0GPyXO1mf86OOXdE3L8OzslD6vVis2mw1+HLmNkeTDqS6TSRjlaioh0eZj\nGAMoFsZfzkUu/CLWAlA77FqK2QtEdTGNWgzkpE6X6c42lJJQ5pLNxYZv/rlf4rDb8uknP8S0a3bT\nkd2Xb3hx0TD0AyFkVExYFTB6wuRZ2ItAqHAReYvpNFZavxMhuTcOayTqlPqx+IFLo6d619RZbrFA\nqL4vdcFT1Zwrq0KmUKxECSVJOpxKJpVMyAGbW1LOrIaOHI+EIF5BBrkGcg5gE1kbjF2hsxX6vT+w\n3mx48uQjpnFGmx2NamncQIjiHfP6zRdoVeiblikE/O09bduz2Zwze6HkxBSISWbfKUKjl/KElc0g\nSSd5KavkknG2I8VIzgVjLI09x4dIyQ5QCDNXNLaH6YBByOHb/RZjGozrSN6htUdbA8WSUmS/33Nx\nscFYhcKi1UDIO4yGkFLdaAvzOIpErPq1y8YXSQWsk+kwiYZhaNcED4e7rURjSnMcvZynXKVoWUom\n+lTHzCidUVpX3kCpkz8CKNEVxPFwrT8cEnlmhNy+/N3C9OwR5bI0YaIHPwXevnpL46S5M49HYkqo\nXHCNY6wmc9Y2zGlCW8VYATerlXzWvhEX0bFafFsrgdd+HE8lj34tIJMlgk4VigNCG7Pqq5/j5x3v\n3AhSSq2Bvwn8B6WULfBfAL8M/AYSif6n7/yqQCnlb5RSfrOU8pvGWIx9REspCmfb2jFLVRpjRLRt\nLJSCnwJWG2IIaFVI0YOeUcaTi5h45TKhdCDkI8pGTJMRbWIUH0vvT89/d3fHze191fo9pCFt29Yv\nwp7S86+CCgAevNMfX0RS4C8nE6uc65RHfmgILa+1fPbHj1+CukwCreiGnqbrKTQMZ1d881d+nc3l\nNa5fYVzHbopMQWPMBm1WZCBlaXBozKn7uTSvSq4YN7s0cqpIm0DME6kEcRXUmaQCKU+yiKlwqnWd\nmkH6p0+IPE7fFp2rqg0NmbFfZpsX4yyZMFK1+5/L0nhRp/E+5zTaJGZ/ZJ5nUlLEJNaswhbUuK7l\n8vqK1foM0ziZttEP9s2mesLM80yMnhiDNB+UqoL2GnlV4IR8lprK6YwzAupYgLYpLjVug206EcdX\nkngphZCEqB7zQ93OmlU1tHOkqFE0hJDxcyFFi5/FaC5FOc8hJVKWplGiPAokHhm4hYCu11rfOvaH\nHTkGaWgqud5yzkx+frj21HK9PQjjH5o86ScWRv2V6/9n3NssMBvZNvOje+dBB1qy1Lvv7u7kM1RV\nxYKjk2uxWoNkqVem4IW5qaAkEcMvwcaqb0kpME9HGUZYDAW1NP8WyPMix9NFfL0We+V3Pd4p0lSy\nxfxN4L8ppfwP9cR8+ejv/0vgf6r/+xnwwaOHf73+7GceuWSMhZg8bbuqHVVF4zb4ObIaBny6QStL\nygqdZJRqmjLD0LFabQCI6SgXfUrkouj7FQrH2WbNOE9S05g8qQgZvGRwQ8s4TqgU+NGPfsRH33iC\nazRaS43j7OyM6XDAzzPbEGvJL7Mg9SUaq4tHrf+UnEEvC6lkuuJPoljshVGaonQlEdVanm1OF8Ay\n8ysXr0RuwReM6xg2jczfu56/8O3fZru9Y7/fcrjfs7u9oc0ZawqrPpHCPa0VekxK6TRVEaMsDn6O\nEnE9oi093AyKghHMFxp0NWqICmoHmKpzEDqNvA5Lp1RVaVEppJDENqRSlUytkNreYUIm5SPaVB8n\nnepTz+QSKcmL0HwWaMpx/wWYSMmW2+nI0D2haENrW2JOZC3C5m7TQxrIMTKqCR1n5imxu91jnSHH\nQqM7Yp1jtsYRokUB1vQU/cieogSMrsCXsMPahtYaQDGNga5bUepUmY+zkPNVoV91YqnsA30/cL8N\nRMDZQeC4Wpo3KQXOLwZQM8YoUpxwTcs0WllQrcW1HcFPomlWGnJEJQuxiNmEVZScsA5SOqK0IqeJ\n1WbNejgX36Os0E7xnT/5I55Pnov3DeuzC4qtlsBF1ym7dGqyCKm9sguKQn+lVv/TNkkeZGU1XZdr\nw5GioNkUjjAHtrdbvvOP/wnH4x7tlBCdjKb4KE1ct64lgShIu+xxFT9ostDttbH4acY2RhZORIOZ\nO4fKhaLEP8lZ4dKSkpSitDh1plBQ9t2T7nfpnivgvwK+U0r5649+/qLWOwH+VeCP65//FvDfKqX+\nOtII+hbwD37ea8iYoaLrLON4wHU9eVZo05IJaKtoWTNPgfX5OV0nxmlKR7qh4ZPPvs/V1QUq9Bhn\nOTs/x1fKdkpidbHbjkKnMS1+9myaNSEF/DSjVUS7hre713z8xef8qvsatA2ograai+srdvt7TKNI\nIZDTTAmKUOJJ6pDSDEaTokRMXd+QcnNKx5dZ4YU6mWqXz2RBsRnd1GhDnxZjAQ84SpX62MaJ144G\n7WydMon0/SVdd8F7z3sOxy23ty857O94vX2D1WsujENlkVgQ5X0Y6yilCtsVFG1E+Kw1HnCul51c\nJ4qS5o1F7B2MGoj6plJiACWRYabO4hsouWDwWNMSvK7MSk9hlGZNUTSuIeQjRUnK7lwj455G146+\noyQDRmqUzmUSSRpuxpFi4aw/YzpGpnBk03c0quH+6EnGUdyKbCKNnWkbze72LbSFkO7pV5dobZkn\nhXNrQOFDhWPUmxPE/vhxRKyUwramjuUKZb9pM+iDIOtKoetWxNyRQmROk7AuaElRs163VW/8Vman\ntUx25WTwoxCKSCLun6bXhHjE2A7rHGEWp0mjLClmvM84CzlL2lmibDbDcMWb17c0bsA1mnl8i1aW\nyb+l6IlMh1Idtzf3+OYHuPYDXH4fTA96EtWAFh6mc/Y0Cio4O9FLikWNOGCKvAlKkWibolB6scYW\nzx5rTd0MJFr3YWK7D3z3+z/gi1evsEaI64Uo2EI3ME0eHQ+ip9X13sIIYFtLw8/7GVqLsoZUDIej\nXN9jnGg7SwxHuUaTqAecsWKaqASfVxQY0xLiI3ngP+N4l+X1LwP/BvBHSqk/qD/7q8C/rpT6DaRw\n8WPg35ETV/6xUuq/B/4J0nn/d39e57w+htnvCCnh+h6tCq7RHPc7ms6x22/ZbFY0RoPxHKYjbduy\nOj8jlcJm8wKte66eXDLNR15+8Zrz8zOKFrjpdr/j+uqMpjHsduKnfRwXjBtcXVxw+/oVl+fn/MEf\n/Am/9PwFai+RqSmaYXXG1ZPn+CmIngwDeRGvl5p2AtW3XOQZBUUgF0iV+F2yzL9K6iE+7sXJfHfI\nGqU01jWEFOSiralJSTNU2Yeu88EpJQwyy76MCaa0Zr3pWa8u8eHIj3/wXV5//iN290eGRsoLnRNJ\nkKsRbkRhspJxTd1SGgdhpkSDta1o2NSMKh4xysqoolA60TtbgSZBTN1MlV8FcQPMSjMHqf1aa5j9\nePq+laojbboVCQ4TpUSa1gmkg0xKdeIkgdaZEI9gNMZJo0HqWDuadsWUPHf3r3GmoZQObQvKGHSB\nvjW8efmWGBR+LljXMB5lU3327Bnb/VFuBisIQGliLEMLcr4kXV8iKy3nTwkZPGWZjOr7AYomBmmy\n5QV0oR8GIHyUWyFnhXEe0b0KqEMpGRDo+4Fp2ouMqVOgJ/aHGWcNznZEP1IA4xLb/R6dZcJGRvgV\n43Hi+vqa2UfGcSKXidXwhL7boLPjZsykYlFJc3u7Yxju2Tz/GjlGlKNGvyIaf0j91Sm9lfJOrqrP\nfLqPRGGoa9Po4VjScgli5L5LUYTqP/zBj9nvjlJySIm2E4LR5EeGYcPs96QcCfFhRFTAI1JbbVpH\nVMtUngQo/dDVRtHCKbBkBGgSoqu6XKnnd62Mu5b800sNP+14l+757/CTMbgcf+fnPOavAX/tnd8F\n0A49h+MdDunU2YWUTmLo3SlNUkqDySQCOUcpyidHwfH6zS3rzYpvfPARMXmoKv/DYVfnVaXhcBzn\nR9M80hUdhjVNN3B/+5bxONF3AyEmGTlThq4dcE1Lipmo7alJI5msZpmnlVNValqz2J6CyqrejFoK\n70WDbeqImKpTEkIzOsnhlKrAj+V5l/9WSVCFrS5+00Yh00454WPGx4Tr1oRpy/0o0yT7/WKUJjfo\n2dkZIWdMKRjT0NqBhip+BxZSfFKSjisrzMcYVPXQqnrTlE4pjlYFZzU+g7EWwdLJIlfUIl2qWgTl\nQBWytmhyjcI82urquyRRsJyUzGnMBI21jjl6Wu1QOQlCMGXhYOqWp++f42Pm7dsb7u62tLYQQ6Zp\n7WnSJaV0Kk+o2vyVG3w5Tw8TLwIHLpRsUdqheGgaxSQaUIomhEjbtyyhQqld53z6rjUoQ0zjw/eJ\nqq6RYh8yTZoYEq4Rrx5nBTsYfBQuQyUrSQ221k1sqvX3pg5rSOSpNCQPpWgEXCL621QUucA4zw+D\nC7WJWbKqQvYFTCzZw7KRPNzrP7k0/JTaPHVgouovS4aUMiFEXr15I4uxNqQi3kslV/AJ0hdYdMMh\nxQfCVS0DKBQlP/yMrEh+pkQZOLBaY5RingXTp7WRDavyPYUEJW6073r8QoxRam2ZZ8XQn6M1jMeZ\nzaZnPm7pejHrUirifaDvLli3Z4SQmPYBOgc5Y6zhyYvnvL15ze7VPUoVnj2/5ubmlidXz+uoYGKO\nM/MkrM2m6Ygpsz+MtI3l5vaey4srvvf9f8pv/dZvkb2n7VvGaaIbeq6urti5HSlHjvNOOsZI80Kr\nh8J4zkBUkr6o+gWpQo7iAFlyYc4CvS22wxqFtZWSU6owXRUoi+3tQ7dSiCwSFZ2K17nevBywJqOt\n+Cz98rc+4nvf3VNsA5PwNZtmDWjmKAvG9svbWmJQlezzihDuOV9fYk3D5mxF20HXDnR9R0qFY4DV\ncFmpPzL9ol1PUctkSBZobLtCYfCTpF3a1fl1pRAiTUtEI46HGmVEKC40JEfJhhgLTrfM8ShIPBSp\nWLRpsMYS7R2+7DClTh2VzN3NLRHDFCF6T9jfcPvqM7z3vHjxglJkDttazdubLxk2g2DfcsaoNdqo\nkyoCjEQidRHQyOZbigwRABibyHFmniMKS9tuxH46C+k+FUlfU4wY26GUwsdITnNdUERvmGOhZM+b\n11+wOCg6cy6jqiFCkrTXKQFSN9aJ0ZhVxBiEP5oSx1FkN9oamtaJhtRkdDH4EDF2IClNSGCN5jhu\nOexuGNozlO4oSqRnFEV+pLMsyzW4jAvnxbV0oXg98DRLVY8s9W6tnDgsFMHiTWPmx598zqsv32Cb\nAUWh71ek5CVqtoZxrBG1seKZNY61iaSwtrI0CxjtEJ6ByNdCHGVxLyIJnKdA3xtKjsQg0jlpnCva\nVubP+X8s/j/7+IVYNHMGo9d4v2ewlsvLFU4bxsOWrm8Zj/c8v3jKzeQhAKVjcC1N59A2kPIejefm\nttB1td6VkshXtGU6CF8wzYkpRs42V1XmtCCrIOZAInG/JchFXAAAIABJREFUu+O7rz7mww+/wbP3\nnrLb3bM5W2Gt4/LJlbjd+ZEctl/pfOdcxGHx1PmT3VU4kpm+Nbi2IRePphBTYPYznbZAIVWqtTYF\nVYpIPtRD5xBkUda1w1yKDKLJa0sTx5YerRsBX1gBMHz7N/4FvvziY27ffok2EA+RaRI+ZDYZY6z4\nrChZuNvWcIyRfUzoELgfb0l5IvgjTdPgbM/5+QVdV1h1cg77znF+fk6J0rhJVRJSgkTiTdcyT1Iv\nxIh3vK6RpqKIcqIoQpV0WWuZfaGzPV1rmKci9HoTSFiIDdb0TPNYv+sdzq0oKZMLOGvpXE8pkb41\nzPcjX3//KXOAt2/f4lpD1zXE5GlaxTTv2Gyk5jUdxChPqwcVha1ysMUqNqQDjeuAIrKkGIhRACAl\nG5xdURCxv9K5znPXbrJK5CQb4/n6nONhElxZjqii8dOBUhJd68glMs07QEzkINNYzezHWkfXhLQn\nJ5HeOGcwTjPOAtYtsRBjBmVRVh5vraW3A5OfcZuOaT7SOsfs96zaBhjkWlZVV1kVAI+VI1LD1FVS\np0/RY37k8aNNIxNip8ckcrLkJLSuaZr53j/9ASGLC2cqhei9gJyVLKwCMTZELxNl1om0KMYIeSF6\nWYzSGGsYg0cb0FqkVDHU+qg2JGSSqG0GvM9YUzm5GgqRmP6/rWn+/3AkrMlYs0ZjCDMEFbFNj7Yd\nTa+4uT0yDE8ouQetmMIO04nJ1Go4Z7vd8+QFbA+3KG1p25aYQVuxHNje3+C9R1tFnD37wx0XFxfE\nuJdITktnzWhH7tb8/ne+x4f7kV/56Buko3hgG92w3lxzmBJhHjnuD1AKmqXbKwX0ooQ0noKkdMY4\nfMxYqyjFCojYOGzbE+LuUV2yqc0BVVNT+aX1kubXSDZJlz6VUjmXBlImLxIRJQ581ilKcbz33jd5\n+vTDmuYkxnFkt72TSSfvSdEzH0diksXuYlgzT0nGJDOEtMY1a+kMp8yrt/cYsyHnIyHOHMOeiR2j\nP9A3Pe+fv8f711/HrkacNry3voQgDZwcZ0zTcjxmGtfI9FC1cnDdpQwEpELTKDFnU6CcBmMxuifN\ngb6BUo4UK8zLxq3IGpR1WBzaHQk5kA8Z1Q+Y7inbmLg4W/P+6glKRzCK5mR/MpJxzPFA0wVRX6Rq\nLqczRXnQSSQyWQtcuYhToyqGcYrAQOtE5eDTgXg8VGpTg4+glaOU9hSdqRKJk61E9UDOx+pxI57i\nwc/EvKNvrwHR92afSSiiN2StsV1D41akLGn2dBBXU5mimkGJztQ0ijAnsrHMCVLTYs1A8mIal3wg\nlMIxFlo7Sfak5PMbIzQvKdVIiUwUIQkhvT+eURcTOLknMko1lKzRpZPEiYQPkWlK7Hee3/17/1DY\nEtGTtcW5gewDWiVcAWsLObcUnchaHAFEIB8E1lwyWhlCORC8RltDygqlZOS67XqZ2sqZnBXWWLzP\nqLrsLdGqc4YQ/6yR21UBJV/AYsJUinia991K9HABuos1fpbdS37mcE17MkjbHvasVitx9Ks7UkmA\nEiG8Uop2kMguxiiUnBhZr86w2klkkRVN03K/23Nzc8P0/nPaxtFWOpExhtVqxdg6vBckWk4PmsuU\nRIJjG1cL6dI9NItOo9Y8pa4n6ZpW9tQkktHHh9lf0GQtoo1F6ylLjOjZTgupQjqaIh0WAjmyAGPA\nFAERZzLGdvT9inEcSUHwWeP+wDzPTNNECPfkIvPcKRZskYgqBLn4Yox4jqA1SWWSUczFcR/hLng+\nffUJzfde45zG6sy/+Jf+eZ6dtxh9oGhIIdK4DUYPpPAarRNKQZgnrF6Ri5D1FR1GGaL2lGqBq4wG\nLakWSqNNCypjtGMOkaYuXAaLcS1Wietn4wzZWpmeCTMqgUtKrHyTCMwNTiLkbNBKutrWWWI6nqKt\nknWNwh4Wi6URt6TwMpgg89Wqsj9zWXSfS3NINJeS7SiWW3GZ+5ZrEWBhuEoKnLOq1CpIUcAeqpiT\ntjEGYbc1TUvB4P2RohR0BmnLiyysKJGy5VRn3fODZni5/5b3sRyLvnGxcy5UfoB6cAJ4gHdItKuN\nPkXZMQb8nDkcjtzf7TgcdvJdlizRYBa7DaWoKpNMjMLAVQqUWaJdXbMw0aVSJ5JMnapbjpTDQzbJ\ng/De6Iy1zUmPK82+P2PpudYa10jTIeNPY1d937Hfj1jTc/ZszZvbz8RAzWSeX1+y299zmCaMzVxd\nn3H0hmkO+CkIur9GAzLZIV/3NEWcM7RtK4DXSh0fx7k6NDpiycQ58IMff8bT6yd0HzQYCt2qQ2st\nC/PVJSEnwjQzHr3Ic5bzXgopxNM8a5Tw8USMXrqw8tqSphYsSjUYq4UCr+WiTBRKokojhM15ohAB\nMcuNaYwh18K4XkqdgoKRLv1SmFdWllbjWLmh3hwPN/sCddjv96SURP+53zJOW0yQRTnnSImtEGd0\npjWKedxCO1Jkb6fYkeHyW/hj5G//znd4cnaBiVu+/Rc/xOnABx+0FBVRxyJNFD/SNQ1x3kExWNvX\nhoWi1WJr7H3EGHV6vws9KeeMagqmeLTJnJ8VmsYQIxyPI2fna9ANe+9x/YbcWKbjzGFOND7SOc0m\naoxpMVoWvFOToS6KMgjQEMPDfPUi1l+aitMkEGbnGsg9qQRikGhf3qeQjpbmXdutmCYBjKRkoCRi\nmkn+SNc1rFdP8GEv32VRNEZu9FRTXOp376ftaXigaRrCfDiRmNrOgdLsRg8mMZXETCbbhMoJbTKN\nczjdYW1bCUyPFpFFV3w68qnxuByPF9iFql9KQRkpbSidiTERo/gthdnwD//BHzInkbvlEmi0FkCH\nURQFPoUKIYbGWiY/o3TDeBQJWEb86Ut+IBTJJlCqpCjXwYMaONCc3msuCR/Gk4A+hIDW7p3Xq1+I\nRRM0JTUoXTBG0PeiAZRFR+GYZ8Pm7BplAKW4vb+na8+wdsC4idlHUjGsugGjPKoUuqZlmib61Yr7\n3Q6tNY0dWA0Dx/lI8InJe9pWVZK4YjzuOb98wm66w1L4oz/+Dk8vLzB2g5kC0Wa6ruHp06+Ti2E8\nHClJxr+Wxg+AKuor6UsI8UQQWtAyJ1waCmrKk8vSGa86TVSdkS2kGi1SO5pW6bow1nrnTxSza/9J\njmXRrDBYXcW9pUhUWkpBVWGza9aszt+rZKNImEYOh1vG4xbvZ47HPftpj9oJUi/6xPnqjKBmMglv\nAk47xtsf07gVXd9we9jRtg1/63f+kJgmvJ/46KMP+Ut//pd4cvWE1VkghYl2JdFPipmiIsYpZp9A\niShbafBVioTR5ALaWqY5o1WPIdM7SwwTYc4cD4V+0wv13AhWLRbHat1TstSIB5fI5YgzjuPxHq2d\nSLuqPvU0JaMs1ioo4StDCLmI3Urf99UGJVJCZLUSh8Vp8lVjqFC5ZlEqcwj3FX5rcbYDFeh6RyGw\n2x5I0eJaVeuXidGPgMaoZaJLSP6WlVj3lkDwYpXS94MoAkrDePCUMqMbRWlsFeHL6KsugvYrRVOC\nksX0UdS1sDoeT8KVNLDAO0pVPFgrtc5FTqa0w+i2dqszMWTRok6Gm7d7fv/3vovSUo4ySixWdC1D\naCXZla02NSVJdqWLwjU9Cw1JK0s28RRELNYviyJigc6IJlNVnOGjLPQ0iadP0fu7HL8Qi6bIC4Se\nI1owxdnmae2eRjabht3ujrPNNYfDgWFo6FtH2ypiNJS4JvjMZtNx9+UdZ+eD1KKQWtQ8z+jiGJo1\nqMA0HSk5MB2F06kKpx0ym8QubIkapjlhZvjeDz7hL/7aN9mctez3W4bhGXM0vPfiQ+5vb4lzIseC\n95PcQMrI6GO9oMRX+mE3lBhGUvK4zHQrYTPGIF4oIYrPdSGj0sO0TikK5yQiEABIFV1rS0zbiqST\n8bCmjvNJ9pLqzupOFzZFupCLi+ASjRrdnN53SgbdW4zr2Zy/AGQR8fGew14zjjMvb37IzeEP8U7K\nHWr1hGlsWeuWyc9cXXXcbO/RLTha5n1gffaM73/6Jd/7wUs260sGt+Z6veLXfvkp7z+/pjVbNm3H\nNI+YLNGcbQSS3LRSSom1ex2zUMSbboW1LdprUjzgugSHO6bjFzi7RrnnxDziWo+xsujlOVfx+JqQ\nJlxjBO2WPUa1tRbWk4mVVC6pf9MaxmkPKuGcIcYjMaja0LMMXY9GVBCNM2QtXfhcSp3dhlm9RbmA\nMZZx2tKYjnmqUbSSxaFr18TZ0+iOQIFcTsALq0W4Far52mI61lkoKRH9jC4WkzeoZsJ7OJZzjrqB\nbkbFiEsDvbnCqRqgFM0yV1lKIcUoQxSVlWCMISaho1NHJJc0WVJmyaKsHbDW1ecoBA+7feCLN7f8\n3j/6v7g5vEXZgmssILxL6yy5IE2ZYvBTqfXJQudasePoG7wfTxG+q7xbYwzKKEKIEt0aQfrFGCkI\nE0FqmHLum6Z5pC+NJ9j4uxy/EIumruljztJJbdvmdAMrpfB+EsnBdKBpbWXgBdq2MI4H2ranHzrG\n8UjT2qrflGhunmfW6zOp+RjYH/YMw0Df97J7zzNt23I4HARW4Vru7u+52lxWD+XMd7/3fT764Bnr\nVY+zLfv9Htu0lKLphoFhGPCTeISf/FOqWHcRNauTM99DR7EUIZcvn3P52WMvokXDuRw/OadeylID\nTlULx+kxC85u+fNDKi4XtqqmdKgHYbBSQqt5DA1eMFqP34NxPcY09H2P7r+Gu3tLfHuPUob93pJT\ni6PDNg2BGcyML55UEq41jPNEzoX2smO16VHB8nq74+///g0vnl2ybgvvXW14/8V79M5TrGYKCYwl\nTwFrxSc9pUT2E+thw3icGcOMn45M00i7Eo1tKYaQFLZMxDTL7HjTYLQj5lQlYRGUUHu0zBFWGY3U\nlReNZi4J70ccD5uVEIE0IQVKSdh6vh7XOJfmia1a1mmagRYwlCTd+pINZsGt6YhSmsNeuK+tkwU4\n5Yiu+tHd/kDftqhFroYI04pWTNPMsBrwc8a5gpC5H9VLk9QcxddejAFTljrnV5o76quaSzHbS6f6\nILUG//jaPkExUnp0HjTjeOTNmzd8/vnn0oDR5lFJQ+rJ2iyMB9EzPz6Pi2Xvg2526SNIs0dleU2t\n1Vc/A9T+Aqfyg6ns0SVjWFL8dzl+IRbNUmDo14S0xRhdU1WFn2cuLtfENKO1RGDC0xsxWuxRL6/O\nmKaJab7n5DwZjsQkkzmXVxfM81gbHzs2mxX7/b4yEhuhGFWnwBgj3bDi68+/xqsvXtL3PTe3r7h/\nfcuzP3xKP1zQd5bVADpHUlL0Q8v182eEHIk5EPxEiF40eU7S6wWqKvRw2Y3lAtM83hyW3x/bByxi\nYxCRsDQGRNicUqwFeQvI45a6qWGxUf2JC6gKlh8kJMtivujrpACvtYjxlZZNbRHSQ71Qs6ZpRKXQ\nbd7j4lpVawaLY6a5OEfllins2fnP6Z71fPHqc1KYsU1HyC2by3PsamQ3voGwYdNdkxJ8chMJ45Hv\nfwH5j7co/YazzYrWKJ5envG1Z1cMveHZ0EKeKaohhZFN3/Gnbz7D+wnrNK9f37Jan6N1h4+F+fiZ\ngDp0y3wQ5JnCoPOEsnuUjkJhr3TyQibmiEFE0bE6UxazQ9kVqhhK1kyzJhbpOKPySWfIUktWMq8t\n+Lg6VaMzOq+kfq81zhqSD8TqlqpVIsRA9I6msQSd6FpFyhPzLEMSw3BGmDVosW3WypBzIUaJvMbx\ncMLgbedM0YaxLUwxYKumMcVA17Uoq0ilUIKoJpa6sbWW4NMJqCNg7aaWkNKprCQjvXLfLjyFGHN9\nP4ppjtzf7fjf/+7/wfe//wNs2xDCRNM2GGPqBM8DyDhnEZ3LlFYFt6RQu+OlPj81FRdrliX6TKlI\ngysLRNoYR6OtNJPUwksQH/gcA23nmGf/zuvVL8SiqbQSZ8Ko2GzO8D5C0QwrSYO2b7ZsNudiXYuB\nIkZfpWTGcTylJ2dnVxwOO1ar9UlKsL3f0TQNt3dvatF3rlQfGcXb7XYnXJjWmnHyOCxhHpmnLev1\nmt1dw//4t/8u15fv8+E3ntG0HXmK6L5n3o1sNmueqefEPHM8FNRRhOkp1ghQCWbfWveoMxrrlNLj\njuCycD5QkUop5NqlNJUkJE0FsbWVXXWxGHhYYEEu+CX6BXlsJi/jHaBU7VhKw0WpmjqmUi+wx7t8\nebTYF0zTk5OMehrVo+J7/Maf/5dIWeQ1KdWuvY387h/+zxzTFtuvuX7WME6FFBrefPGK9XABrWX7\n6sCmWxOnWcAefUbrHcZatuMFRa8oTvP52wNffPkjrIauUTy5vODZ02ucHtkMhve/+cuMhzuOh3v6\nM+Eu5jRitOF6OMP7iXHak5T49FjrSL4QpgNNa2jcMtVE5QZoXKNPHExjHFZfA8gimgpzmLCNw4cZ\nrWHoe7EyLg81NmMMKReMNais0E4T/SQa4brR5ZJQJmMNNNYwzXMVUEQBFOeC1VZoRKkwB2lwKnMA\nNMauRXNeIRYaCDESfGB0l4RYmJQmKE2axR4latlwgxeVh2Q16bRxh7CUbh6PAdWaMosESRQARpsK\nPhFwSqkR+Dx5bu8OfO/7H/Mnf/JdlHFM80Tb1Fpkjf6W6HSBhLT/N3Vv9mtZft33fX7THs5wb81V\n7GY31ZxDDYwGQxMl0xL0ENixgyCADSNGEAhx3vMPJMhbnvKSIIEAA5lhyFSk0LFky4MkKxQ1kJIp\nUy1STXY32VN1V926955pD78pD+u39zlFSVQLUILWAQrddevec849e++11/qu71DXjL6fJ7BTdVYq\nN/m6qQpPWQQVdd1IR0oh1WvxzAypwyhTMq8ktE8W0Oak23x3j/dE0dRKFBrnZzcJIVBXLYdDDyqz\n2224fecGQw/LxRqylQOZtCQshsmPUnHY9+ITOErs7uHQMYZI01gqJ2OmbMqOMaTr9RrvI+M4znZh\n22tZGhltePz4IZ3XjEHxv/8fP8eP/uj38ZM/8V3cPj9jNIa6rjj0e5pFy/1n7nP9pGKrLjjkiE6T\nQ3qeZXYT9QkkG/uUYjWfECnNY5yYfBzH99liDRm9bVkuTTQl8bQUnHYcJd9HimeRBc7nvhRXczqW\nI13DJA+Uvx+3xXDsiCWPRQo8SdNWNbW7AUDXdTTOMoZrnDM8e+8Ztj7weNPjXGK5EKOF1bLi8X5D\nbVbcX6yhy1S2kYtlrGgWS0afuaMyVSXmIrWuaM5Woowi8XibeXz1EK0DpGt0ity7uaR2mfc/c5c7\ntxYY5dhuBpxRYljLIw79hojGmjUhSFCeURZdm/kzRh1hkhgzVVUTQ6Y7VMQ0iHrLZGwdiKmjXSzR\n2hID2EKlmezk5JEYhpPzADENHgfReTe1ZRgGcs4MXSTGBuyOkJLkFnmDa84Yux0hekiBrCNaj6QE\no1fkWFHXLaFIgH1Zzmw7JCPLeZzWaJ3xMbKsMzGIU5OtNEZP2Heeb5rSvcX5hh1iKLEmT4/NrqqK\nEbKo3sZxJCXFoRu5vtryL//lr6CtJWdomgZFmO0Zq6qScz4eBSMhh0IHml5Lzn9tpKufO19VnJUK\nEX+alygQ2Th4NBLlUlUC/U14p9UVu/2e1Wr1ruvVe6JoZjLaFXCbRFtVAn63S8agOfSWVVOhtUj9\nlBYO1nK1wtqaYeyE0DtuqBoZiQ/7a4xxLJol+63crayFulrijCVOQHaMjP7Aei0SLu0g5h3NssFg\nICx58+tfI4w9Q1J84Xe+yI/80A8QF4FsPUMYWa4XjP3Aor2Ju7dkHEd2fov1QJZscWc0OiVi4ZUZ\nC8Y5iIJVyXgxOZdLOJrCoJJDOaH/pFyjlCUE6VxUonheRimBqipk3kDWGlvLiTHEgCpGxzFHocWe\njNqlbJajIUusOe4gHxUdk2wQc9RRQ8IooRkpJOK1qkX2acwtQvQ8f/97eeONM/pxgY4XeLVn1K9B\nu+dO8wLZK5SuSclg9AKjDFW9LDxUj1kktPYo47FaoVVHUuIAH4dI3dSEraOqGpJWvPNEju3F9sCD\nu5oHDypULW7xJjWszt/PYbcnxszm+oAyEZ17lBrI3ZK6qsBYtJP0SJQwKxKgdMarh2jbkIMmJSMF\nx2n6KDfbum4ZvS8LFAkCC+WmNuGGmQpXawY/gk34cUTbFlPC5lTWqGQY4w6NE5s05VDZQ8m6d0XV\n5oNwdJOqULUllqJvNERj2cbEO6wY80itasbtnmVays3UK8hCwRuGgVxFNBZn6iJhdNI1kzBkVJbj\nTFJlCSSR1MYIt1KrJN4DqebQ9yjtuN7ueHx54K2H78go7odSaDXWGHFAUpq+PxR4ymKdZLfji8Ag\nynldL1r6fsTZCqfFZSowEFMoC0yE0G8MTStndtABVRIqx+Al1SFHlBEloGsMPv0lWwTlnFDWEGIk\nac3F5iCcuKgJ0bJanhHSNWM/UFUN1opl/e6wI+URYxTohhg0fhRelmjLZWHknGKxWJS2X7bprpaI\n0WHYYzVsNteCcaSEsjKOxGS5vL6iWtSM3vNkt+Nqt+dn/sH/xn/29/4mzzx7F+tgs9lxdnYGMVJb\nx7PPPgcqsrm4wiAGCWPZQhrRbZGSJo0Kq3wJ9y2d4qTvNQjmpiJWOeGlBRlPnK3lYlSFG1q6QnuC\ni05FcTZzLYWyEJzmTlJrPTtR/3Hw/JgyeLoQEp27Ls90fMh2VSg4KSXxPSRDqrl3932cnZ+z9xv6\nsOftJ3e57i44u32TOGY2bx9QxlGrJSpr/BjQVswVbBT6j/cjKYxU1khXkRTBJaxO2PVS3lPRFKuc\n6PqRN99+wltvP4QUWS9XrM5q7t4+Y7W+S20d5zdGxsOGQ6+IYaCqFsXcVxN9xDphEoTgGQbBG21d\nMXQBZ+UGuV6fM/otMYIfMykkjCtRvGhcbcsIqueuLGdPTEjutlFUtbiip2JKM9Gr6DXa6Dm7arfb\nkHIixIR1ImWcKEhTNG6MuUT4aoZsOXjY7Q9YK3xk5xxPnlyxXq+F96wt+71AXEkV74My/vpyA1U6\nz2N0Zd1TSZHGCKPDOekyh97T7w9Yu+TiyTX7/Z7PfOYzwroYx3kMN2bqIoWuNJtDZ0Xw4qieVH90\nijdwOOwwxuFDL/4EoS+JQJM7E6L7z5mu64rJtiQ9WCPHUnxBZalljEZhRBTwLh/viaI5jZ1VVVPV\nLdvtlnaxRqNondAnYgw0TUOKU87xZJWmiTEwDB3L5jZKQQg9SomKxTrFMMiixznxpsw6lg/dlMiM\nSBhHVqsVY+zZ7jZYVeG9pAQqm9jsd1RWSMpf/do3+MV/8dv8jb/+kywWmlu3mpJ6WZGUoqlX3H/f\n8xhlGIaB3fWGw36Hj0FiC5SVJZGWPKGJu6lUnsuQ5E572U5GR05yYuYEuZIDrbQGXTa8Ks0Y6OmY\nPy2WYjwJvvqWTXjmCBEAqFOFS+kyj5xSRBlVQrDk+EGIT49SikxtJIsoRc3NG3fxIXOjdN631y+w\n6695cv2Q7WHHrfYOVBXf9bHvJqXEbrPj+vqa6+srbJR86lpb9KJlHDp0iSXOdVW8VZsSj5GwyEJC\nG0PfjdSFivNk63jr8SUvfuUVrIq4yvDRF17g7q01TXubGKULYRwFyhkGJmsxwdNKIelHKtMQC4zS\n9weRYmPIZJKq8EGKmHOOyjjR/fsB773c5MmMviPGVEx+tchjC4UmldC25UoMO6Q7U7hmgmPAzcVO\nokW0FqlgDImoLDFbolowJMEDxfRYMwzDzCnNOReHp2KEgSLrhM7HLbPg3vIcSks+vLHHGN/FYo01\nFeJmJQbEzra89fY7hKj4jc99nocP3znS+spIHWIvklQySdhUM0SWk5gqu6ael0LONcQ4zLxVpSIq\nJ7RrynsR+7mpMFdV9VRBBmbn/ul8n/D+Pw+u+Z4omjklbq5u8OTqEoXh9s1bDOO+jKuJylqCbUE7\nQhl7UBCzGHKs1+tSMIIQ49NAVTkg4n2iqRf4UeyuduMTMZ5wTvwcs2EYRtbLc4wyjDFQ5Zqh81RV\nw5PNFYRMpTMpBrrDgFWW//uX/jW2qvnOT3yIT3zsAfZGKwH3rgKlado1zz7/MXa7LZk3AMthf126\nvkgoRXssru/TkihrXU7IJBppFRjHTaFMtGQcFWdobdA4jBZ3dWYJ5ZE+ZK2bt7VT96TtcXM+U0TK\ncZhH9pNOc/IwPKWdaK3RWbh7E7YqJ2U6oTCpWU0iaiVJ8GxNTUot6+WCrlvz3J0XCCGw3x1K4NUS\nozSr5TnPPPN+8S8Nif1+y2F3zf5wTfDilbjf7or+KFDpihAyUQXG1EEUvl5SIynIOOmzxuiK5vw2\nYRQPzT/4o9dxxnLj5oKqcrzw7FLG56iw1eKERpZEpx0jzipGH2kqucD7kEiIObRCEgFiqshao7Bs\nBlHeqJJvlWIip4QxoJ34aI4jZGVB6TkqubKW6KXAVA5SHgh5YOh6tLYk06CMwVtdNsaeKmXi2AtH\nNHmUOW6wJ9qNcIXlZ1YrcQyT1ACx/5PuK5Vmxhf4KIqMNYl7Uc6apq2oCnVLKUPwuRStwPWTLbtt\nz9defoXPfe7zMwtEaH1G+JS2FsuGOAW3IWbeiONVzIHDQYQDtRM5dVWt8KO40hNBGz3NZqVT1RjN\nfDOYGqNpQjJGMFXZGaj52jDmL9C5/f+Ph9YV3lvaZkVTG3IccEruusY4+tGzWNaM40Bdgffb2f8u\nxsxuswFgUT/AuojGk1Xg0A+iEjGWlEX/fe/WLQ6HA8umFTWFNrhlK/QJBdZltt3AGDz96Knahv1u\nB8oxDj1aCcewqs74p//8V/nyl7/MT/+n/yGuuktlocqRhakIB8X5+Q2W7S0UFY+rN8g2sd9dE8aR\nRV2RR8+IdMDayJLBLhb4mNDlrqu0RbsJ1k7kNNAdHmNtxWp5DkFwRzH9FVcXMVRVjFF8HLUBY0Vp\npGlKeuDxTpuUZB1NZfF0234k1U9jVIm5UAF0LBwWTFWoAAAgAElEQVTbRG0np+6juUgonE+yQ2WR\n1MXo5464rSWmJLtEW1eFME15/+K1aV2NItGsl9yMD4Qr6Ud8GLm6esz15pLry0tc0IRg6YeBJlfg\nLEZramPZX3UsFg02DseLtxD4q0WNSpHLqwPRB8KwxWbFsBdO8PueewbdaM7WZ4T9lkTGuDMqLVxR\nDOS9xbgFg89kpRjCSBq3bA8Sz6uMw7mKGAPOCA85xJ6QtuRYY1A4swYiIWzF7ccuCL7FKwUxYEwm\nhQOGETdh2MEL6T3Ktj14YWoaZ0uR0CRjeef6gsRCjpXKmLqCEvG8Wi1wWpHGrhwf8Rn1vjhfOVO8\nULMwIlSiriuBDGxN5Woo9KjoLeSKbg/7A/zul77M5z73OWL2JC2SR4XCd4If5nZBKBxObRQqlrA6\nMloH+r6nae6QY5YpInqSTphKzjXbVLLYzT2T5VwqwhFXOXIUW8nsM4d4oKmXKFOhtKXb92L0raU5\n+TN80p96vCeKJiphbGIYPbud5HJbM3lURsRFetIdpxkbca4uROTyNMoQwiBZNglguugLSRaRuNV1\nM9t87fd72rbFVYa+l9b/3t0HvP32BVoZnuwF3O86GYO0Nhir6foDbaP5xmuv8Qdf/gq3biy5c2tF\nKr6UrjZcX1+zXq955pkHbHePuXF+Cz8MhUMpY4wuOTNTcToGPz29sVZzoJUma/n9feXLaGdLtyed\nj3RG+vQTLt3F8cQ45YdO2/zTr512llOhnMaaCfyf3uIUWDZ5fk6jvC5OC9OYP0nltD5mTisz4a1G\nLvKUinRPsF9dfPBEICDvtW4dLhSX83rBslmxv3rCfh9QUeAHpRVp9KQ4UrcZ5zJjr6YPg8pYoskQ\ny1hWuuKryw2EyLDryVpxcd3z/Ic+wKO3t7zw7PtZthVXm9fIKjKmSI4ZnwZi0JJGqRzWNmh/jSIW\nK7SR4AtH1lqMSfgxoioxCknlM84EoQvpkjduEnVlyFHoZMlDzsW4GYFctEnlXBIajlZHPbU0tgpr\nDPuhjKUl/0cWimJaE1ONddXsXzBtoIEy0kNV2aeUbVP0xcTckPMkk1PA+8ihG/nyl/+Ah+88kolQ\niY+C1opkFVZZoqy8yUhypka29ilnMVQp4XsgctGmaRiGrsSP5OICL510ShGHRRuHD3JjJilcCTWs\n61oMpMtSy7qSdpACow+E8S/ZIggV2fevcev2A/pODEcpGchKB7I64L388tY0tPVCvDJxGO1K3LL4\nTKIc2raM4wFrapyTD0ubkRA94+CoKjMTsStXi8ee70nRQoar6x0qN/S9mMQqlblxc8GTx5eMo2jI\nmwZyyoQAv/DZX8eZW/zgD343Z2tFSgfWbqCyt9lePwG15qMf/TivvPoSKSWG/kC/2xH1SJ6I1MmI\nFNIXGs+k7EGBbgV31FZwQw3agrKGrAopOYsdXE5SlE5pVZL5QuGsyeJtGofUpDbKU/ogTEup6SHF\n/LgUilEcxafgrZwS2hSMlTIaxZLnIl+Zn2tSa0yLi5gnGWnhR+pjhxt8wjmJW61McZNPIkd0uqJe\nrWAFt26MmA+OHA47un7H5uoJw9Ax7jdsLy+lMMbEzfYm3nt8DLNOmmzJUdgGKUZ8PKCNYX1+i5wN\nXYAv/f6bVFXDi7//b2htxf37cP/BLW7cWZIZSb5DG6ElkWAIhuhrUfekTPAeVQnZO/SjmHgkRaXP\nBY/GEFScj4M2Ff0o23yFSAaJFpUtKTXFMF8xsMfohDOZyecgZCBElDaQhae4bJbsopguu9pinBMH\nJ2vLDSoT4xS5K3ETaLnRGa2wIr0hJulkV+dnLBarcpNOkDM5Qd8FYkhcPtnxa7/2W7z0tddRyuH7\nHm31CTauwQlXeIp1kWI28USRHCxdsdlcoZRisWzKUtcVeqDBh5G2lSyrEBNK1ygsdWtRxbpO60SK\nnhBBRYPTDg10xUPWKI3TrTAl3mW5em8UzSxO4F3XSU6I1oyD6HxzstTuBpWVky6HjNYVlRG6jtay\nhEApfLpmuWrwXizhrKtQ2TJ0Pa5K1JVsZWNSNE1buIu52MwlqloMAiq3oIRRsrm+ZhgPdP1h5pKN\nY8AZMXfNWRGi4x/93D9lu+/4/u/7BM+8r4VsMfaC5XLNfrtlt888uP9+2mbJYbfhyj7isNsSRj+f\nSMFLqNdUVIQjJ1k7U0c4bcONlSWL4JKToYHkbk8mE9IdFhPjSYHE9G9x5repYhcmRHs9X4AT5nm6\naT/li+oiSoAjQfn0fTIbu57Y2qVITiW90wit5vg9pkwAkInYiXBvDHqyNMsaW7BEXXLZlXMkHE3V\n0rb3uXXzBdFoh57t9RP6/Q5yRFtZhmwPO66vL0khEHxHHgOKJLn2uiWO4A+ZHAOLZYtbOA7bDWeL\niMoD24vbfPOVl7lxq+bevdvcf/99bGWwWjrFmA5EYzA5Ff6iZHobbRkOXkLnVE03BqwFpSNaRypT\nMQyFfxgztvIFprFoaipXFdOLkmOvW7LRqKEnxIS2DSkbog4s6gZdWBt3bp/xzv4JKcI4JCotEsiz\nsxXONkhUtnRsSuvy38zkBTsJJ+q6xlot0llti3WdJuZI33mGPtN3nn/7+1/h1z//24QU6fYHbt0+\n59Dt5VwztRw5Jd6qRwVcsacrE411lnEcWa4WpJTmgnmMetYs2mXp0HPhYLYMPpEDZFTRpUfQYJKR\nZZVSpDhiyvY/Jk8Y/V/sIkgp1QD/GhHKWuAzOef/Uin1AvAPgdvAF4G/l3MelVI18L8A3w9cAH87\n5/zqt3sNYxpSWKHNgG0G9odL2qZBqwpFQ+UWBH8tGErVcHUpHMwQRs7OlwWkjmhjOXQ9OSeatkUh\nVl5G13i/I40jlWvQOtP1e9pmKfG9tWK5aucRM+OlqzPiqG2M+HcaVc+UiJwhhojWhm7Y46zl//yF\nn+fzv/nr/Oc//XfRz9/n7n3F4bCjbVvGIaFNZL0+Z71eU9eOyyePuHosJzOoOWVTRotMLhlH2ogD\ni3TS0+ZcEdI0TpduLeunAO1v1bnL9xoyglGpyUcwF2VHksCskyZzOgfm55v07OKMpI4drRHrs3yC\naU4bWPl5UUfJTUGX5/I4W0m3lUU9YrSeRy5nTZEtFmwqZ+mACNJV51gWJooweqrWEpIoQ7JS2Kbl\nrLrD+d3bxHEg5VEWF0bT9WKfdthu2Dy5YL/d0B86cj4nDZFc5eIw3mPzyOKswqUeQmQ/vsONs8y4\nP/DaqyOvvfqIjObW3TssFgvquqFZRlI/ygithCLnXEN2TkQZY/EFzYEUEj4PBG0glGVTZen7S1xc\noqwTbrJSDONeFm1KY1xDCLCoLHr0eGUlY2ht6Q47hr5nN+y599xHSK9elhFVE3zm7t3b3L/3DG2z\nJgZf4pd0sYujCCpEFTWxOtbLlRhJl0lGFj9Cx7q+3nJ5MfL2wyf87M9+hlA5QvAslg3Xm6tSGI2E\n0aFRqqZ2ApfprElKojWckRtMiImmXYjRN7BareRY2Iq6NDc5S/JAP1yjmhafill4WYD6KNfRerWk\n6+QaGLpOcNrsIRWfB8Rd/90+3s23DsBP5Jx3SvLP/x+l1C8B/wXw3+ac/6FS6n8Efhr4H8p/L3PO\nH1ZK/R3gvwH+9rd/iUQKF2Ky4VvOm1t0w2NYbNEm41lhbSaEkW4cwCgiAdtWHEaPdsX6Pop+VQKU\nFH2/Kbk4lSxDlEPFwOgTWTUc9hFtluz3Iq3sDxvqRjOONdeXe6FAuSWpAq02XF1Om/caP4IpWeIq\nSedmdOLR22/xu7/3e9y595O43Y62qrHWUDuHjhKJoLVmfX6bQx9Yn3u6rhNlRB6L4QiEiRjvFVVp\nxkTDLqRgibSVomKdKXijFqhC6MdoYwhJnshYwS2t1qQ0LV0SMUQptHnqIjXGHHPQZ2/EsiyyxQgl\n5R6ybHe1dpA0zkonENOIuM1PiVeyrZ1+dup0p4JbgjvKqBolIkKLMQQqolIxsiXPncZkZ5ezImZI\nWpcibihw1XxDUCpjGgtK/EN9lOPe6CXVzXPaxT2BTPqe68dv4n1ke7WT7CmjsD5Tm4YURjEh9he4\nqqJyK1JUDINgh/2wIeued66u6XPN93zyE+w2GwwjQ7dD24SpZWM8jANZS0ekTYXOipxH0AdyDFjd\nUi9u4tUFwhmWczyPmcrWWK0kcypnOheIRtyE6lQTgwSQ9XlksVqgTUAbQ9f3rNYtRgfqKrBeaYLf\nopUYh4SYsUYMXoxTZdEV8SmxaFco1xDQ2ORQQaGiR2eFCpqhT7zy+uv87r/5ErFRhK7HWEuIUSYy\nLXJFZ2Qy0sYTB7FsC1moW5U1DN1YqIEwRFmk5RwZxoPIR8vNv64d/XhNXdXUWRzws99T2wqnsxg8\no8A0hMGSSrT2YrESXNRJ5tCk/jLfwjn+do93k0aZgV35qyt/MvATwN8tX/+fgf8KKZp/q/w/wGeA\n/04ppfLpZuGPvYYm6iWRhLMtYzC0q/t4rtB6SXcItA7GIMB60zQYYwkpEGOkMRVJB5rqjN1ugzUV\n281OpFpO8nqCLyFnKtO0FYf+gHKGmDY0y4rrzXVxWtHElGhawzh2oCLbrURSnJ/fljRKD4qOmLLo\niVFk5UoMheKf/fKv8ejxhn//b/4Yt2/e4sZNWC0SdeWY8sEra7h37x7DqqHvey4fX7Db7cgI2bEu\n9mcxRkIQMwGtLdNyayIIpxQLkO5xpkLsuSQVUelc4MQoBsVKOmbIBdBX8/g1KZFkTHuaIP8nSSqF\nK3u6NIqC6ZXCllLGzGR7UWmduoDL12ULL8VP7LxyOtU4q4LLHUn7p//9k96XjG5HtVNlLJRFg3gr\nUkazWjJEY6SuW8z5LeFDPnjAYdfNGuiLt9/k+slbNNbTuFscDjvqxQ1Ski40h0gbE+gK1ywxWnKU\nvvSVx7xUXbLfXaFyz3d8xwPWZws22x3GaLJWEGQsVAnJ99EaY9oiUZVj1ViRjMZRQuysU8TYkbzC\nVpKI6bu9HPdcsdteimVe4Sm2ZzfoDh5rNJVrMBqsrfjQCx+W60iVG68RCo61cnOTKSvjx8jq/Iz1\neo0tdLXkE1EpfBCf2EcXV7z8ymt89rOf5dGjCzLCWvCjsBW0AZ2T2BDGQRJYMVinS766eM+CYblq\n5JxPUaCC7Gf+r/BxLX6Uc6xpzzjsdzRVOydlynJL8GrnBMYJvkPrFSF49vtOILlxnM/xuq7RmRLy\n+2c/3lVTqgTw+iLwYeC/B74OXGX5TQFeB54t//8s8Fo5mYNS6hoZ4R//ac+fcsI1mZCvBXRWNTk7\njDXsD09QNOz2sj1r2rq03gFnRGGTopdt8jDinDghGeOIUWJp/RhomqV8SEnc3ZUWusQQRqpmydAj\nXWXUGLeh7wYJ7tKiE96nsYz6jeBfaSsndznoMQiBNoREP3i+8Ht/yDAMfPjDH+RTn/orxNsr1quE\nqzQGIb0nNFV7TtOc0y7OePL4gs3mihRGxrGXg6kUylWkmEvBA6VsKZi5APkTBy/MhXVScExk8ynf\nhSTREOTJXssIJjyN6krUUN861p/e86ZNvWJSCE0phYXyohXTwlze3dNuS/Ick/GCL1hrFD6gntIq\nbRnbNTDO78GcdBvkqWCW7np6G0r8QsXlvLh3G8l/OlU56UwJHIMcZdRbVrepKk8qYoH1jXOs/Rj7\nzTs8fP1V6mZFu3JsNo9wqw6lE348oFXFfh/ZdQd2+8xzH7jBoX8ERojbL7/2kO4w8r777+f8fM31\n1Ybz5TH2ua4X1M4RoqwjjIGcTcmAVxitpcjkhKpkmSceogv0MGK0Q6tEZSpce8au77Crm+xjzWtv\nXVE34iS0XJ7zyU9+krquZjxaqYyr5HOQL0ViVFRVxXK5oF2Kpn7C/Wy2HA6e623P6COvvfGYn/uF\nf8KjRxflGggMw16w6KLSCeOIq2tIscSwpOLBOcl0M9pmvI/SkdZN4U9OcE3AmJoUYb1e0vd92XsY\nukHI7HXtZrwzRl88bRE3+Fg09CkWP4jJmUmOc/J/weT2LCSmf1cpdQP4eeDj7/oV/pSHUurvA38f\noG5WRJ9Zrhxp9KhcM+4D2ERjpMW3zVI2xUEuCPGIDITgcSbjtGFMPdY5Ugo0bSVEdKvnD0eoL3vR\nZZuafkxYu+DROxtqpxhDh1aJ5WLFbrvH2gpnGt7o3hYTia6j7w+YItkUlU2UZU1K+CQj5/nNWzx5\ncsUXfverfPVrr7PbdXzqU9/L88/eol1Y6sZRuaYEOsnBrJol9x/UtK24zR92Vwx9B4W2opSazQZS\n2WLmnJ/CYmLWGBNm0wRZGglPc8IajdIleriM2amEtCVPmpVW+uR1jtvsctzmxVUs5si60FjS5Jik\nT+SWc+HNTz3PXGjTomz2j+mP5ayDP2FkOo7083l0fB1J7ypLLYrRhJfEwSz4tJwDeX7qVKJysxJ3\n+NFPjjvyHMuzc8LQc37zWW7cfAbvPYdu5Jkc6PeX7PcbLh+/SfSB2kSoAjQS7dAs1+Sc6caBmGBV\n1zx8/CaPLh6iMVzsJK6DFMkP97ROc/vGUgQdDqyJuFK8FZGmFeNoH4K4LbmWfkycnd0Ao+W8jJZk\nHavFkl2oePW1K673hrqFFz7wQT7y4Y8SY2TRLoRONJuuCE0naoVWFe1iQV3XrJbn4ox18lkfDnt8\nUFxvDrz++jv8o5//LO+88whrnLiIOUU2hhgFKIpJUTerst2Xm9gQAnWJM845oy1gpDBb25CzomkW\n5Fis4bTHGkdSmu12I9dDIzCUq8qyaBRPhowiJjOfBwqhXQ1DP4sxpqnr9Px5t48/1/Y853yllPoV\n4IeBG0opW7rN9wNvlG97A3gOeF0Jj+QcWQh963P9DPAzAOvz+3kcEuu1Ezu1lLF6waHbc/PWmpgz\nfRAR/jG2NpHThIt5MrHclYRTKAYTHqhxzjAMvujKt1jXkpRswbUVv8KQeggDi4Xl+npL2y5JKbG5\n2gr5XNWMdSpqhExta0IciUq2m8ZMcqzEodtjK4ezNVeXG37/yy/y/PO3Wa00d+3ZXLSMkfxuweUy\nrnK07VI+oLSg73ZQRg6tNXUlndJ0sCcD2KnQTFlAf9JJMH1PTFFOpjwVBwmaO27I1dzBvYvzYS6I\nsxro9OsFd/zW0/H4cwjVSuic5DwcX1cl1MwO+OOd7p/2XqbN/PQ1rcX9fpLwyWQgWmZZJhVLsjAC\nCmdqYk5YYxjL4ku7ijgKp1Mrh2srKqNxzrFYrrl79x45Bp48vmB/6Nhu93RbxXYv2T3LVU3X7xm6\nA4uVwSgI40DvGypbIXJAMXIZQ6KtZOubc8Y6g/dyrtsSe5Kx8/s2RowzclKEFNCupm5bAoZXX3mV\nRxce0zzg3r3brFYrUpbCcjgc5k4TNTk5ic+BsUq4y7aeucNTt5dSwoeB3S7xxpsP+fIffoUnTy5n\nma6cQ5rBR5xrUUqTipdnmv/dgo4nRatIOA0oNFoZRu+pqwafJq7udN3r8r4TXbdjfdY8NT00TSsW\nkkq4pBOcNcVDG2vwxTBkUgwJW+EvkNyulLoL+FIwW+CnkOXOrwD/EbJB/0+A/6v8yGfL3z9f/v1f\nfTs8Ux6Bm+sVQ/cEbRPWjESvWZ/fYt9fUjeJPERU09KPiMNMzmhTUVcC9Ksc0ObshPIClTsWT2NF\nq9yNZ9TtgjgOosqJgVW9BrXE+4HsR5TqGHoviwVkGXB18YQcNUYn/LhHa7C1kczmNKCV0EFEFpYx\nOtAFyEbx5ttP+Af/08/zH/ytv873fs/HOD9bcue2JUdFuyj+lsYwRoVZLDlfr6n3K5pmwdXFI4ZR\nimEYhSZktC7UkCKLKyNtUINoeH1giiYwWqOTmiMWsoEwJSMqI5K9wpPMQIwJpwUnnUb4qficdngh\nHPW8KQd0MaadunrhkxaXmSDmvc4ZYhJ/RihyTDWZHx/J+ceHOINPXd/c/ZZtP3AE8bV0yCJsCPPz\nQ3k/yqIQupMyQgbPSpG1dD/KSRc/ZXqHEERemiQORGuHtpV8/lEutKatUYtyMefAM+fPEZPH+4GU\noO9Egtl3HVePH/H40UMOuytyTPjQYXMtm+OkiF6RY8Q2K2xtMcYDI9FW1I1G5Z4+7FgvGxZOMw4B\nZSxRwfr8jhQgs8C05+x6TYzw+sN/y+r8DqaKPLh3l8ViMX8uEwsiKfksrQPXWOpmzXp9hnOu5PVI\nLnnyidVixXa75fI68fWXv8k//sf/jIePHosvQpH+xpRIPmJiKy7yxT4v+k6UUbYhK6hcRVRDgWJA\nTDriHFJnteOw69AOUlIYXZEzNIuamKTYJtvSjYlK9WitsSrTHbYz5a6uxRdAa40yAWcVfhil+40J\nWywUcxbHsXdrQ6z+rHqmlPoeZNEzCZx/Nuf8XyulPogUzFvA7wH/cc55KBSl/xX4XuAJ8Hdyzi9/\nu9dY37iVf+Cvfpo80UuzJQZbSOd76sYQUy+GFSI6A+Ti8KGncrIdFn7hcTQU3EICrw6Hg/j2uVu0\ni4p+2MgdcfAs28m0WBVCfU1KcH15RUrw6OEjrq827DZ70Ue7Crwm5YGcPRlx0taqFseUOILyVKsF\n3geIhtat8OPIp37k+/noRz7Id333d3B+o+LOSiy6qmWLsRZduyMJOMN+s+Xq8pIQAofDDl3oQlPn\nNOUG5ZjApEKHkk7MGLHc0uaIL2pbImBPYxxUGcv1dFIcOzvBL4Xgf9pJkI6Y53HL/vQCyYfd/D5O\nR/Wnu0Y3v4fpQp4ec3ccxWhC51OCtCiM5HkNUyb2dP6AGGDMcRXqGMWrjZqJ/wIrnNKkKKf5kfSf\nciimFiAdtbgL6bKxn+MW1BQFkRhSEIw1ZXm+mIjJc315yeh7rq8v8X5blE5mpjc9efIEUqCqLPv9\nlg/ee4B1htpl2ha2m8e0C8H2YtK0i3NCWspnpSuyrvjKy6/x+htv0oWMrms+9vFPcP/Oc+IhMAtB\nhCKmnaWuHavVCmstTb0WapI5FRgI1e/th+9wGEa++IWX+Ce/9ItcbbagRUab8aicEP5cwtkFYxS4\nxtUV4xDQRXUUy3GzRs/8XqNtUflNfrOyyBrGg9yctYLSkYZ0LK45ZwxHMxpVMNCmWdAPI1rb4m7U\nzyFtct13qPS0Cq/bvvPFnPMPfLtaJdfHuxjD/r9+nN24lf/KX/uJsugQ0rSI82smwrNXHZWxVLYm\nhIjOYOuqqEpKSFb0xRDAzUVTJFfHTsXoBSF2KO2JUTz4XLWiaVog0/VbslKMnagOHj9+wsWjC8Zu\npO9Huv1BxovBEWJHZkSbiY9o5+UIKpBmKzDwvTjLqNK5/tUf/yE+/ekf54X3nVFVFYv1Qlxsaifv\nd+IzAjrJSH59fcX15oLusClFNVFZIbTnPOU+l/MWLYR3TXGnkc9aF/t/iixzGnUmpZFSGX0ygEwb\n8sk1Sl7HlBeZNt1TsZILzVpX5JBhLkjiTPP0lvt0C36a/TJ9bXqENIgRnZpwWApF5IRJ4PuTQj8d\n74JXoedOeSqaU/E9hRUAcph+r2PRRE3GuAW31VFGSo4G0JLoeMzP8SmUG1OxAUyJzGQIHfBhwKpO\nbqocsVqthR4zmfP67ZUYWMceq0bRrA8R4ypyrHjp69/kah959tlnQRle+cbrhKwJKXHnfe/jgx/6\nEFmBzs1TMkpjxYGpbluWyzVt28p5kWrB/Yz87j5lYoDtNvC1r73CN77xDX7113+TzW6LUuDL5KBy\nxKkiDUaUXmhRJKWsqKqGMYYSv1uckpSef/ecTj1amY9tVU/HqrA/ohRxrQzjGLCmEv9TkElRpTkW\nx1ULUpQmQuteJp5QEjO1HOsJ57ZOs33y8F0VzfeGIkghZgMlQhYyKY9kFDmJnrR2deFDgqYsK0KE\nSlzJk4JldUZOvSgnUiKnEaNrWQaoEjcRI3EcqJeWcfSzu9BhL5lBqBoftnRjz7JtS4BXQ7/vBYe0\nlcTzmpqcR3K2ZF0uRiVekkpLaFNTrRjHEQhUtRZJaAp0vefLf/ASd2+/n8Z8gLZtuWcdVa3JSnim\nKiZSGTmVNVitWJ6tyXi0isXObpgxP8iiUVbmZJkjmdARNYnxxZzhZMEzLZXKYUBrUWXMX1PirJ/J\nMyaVcmaO8cqTH0Ax/cgJpVwptuYEE6OM+2r+M2/Yc56338fC+TSGmbJCpcSUopmUwkzOTkUu+PQi\nifI7yOInFb319HxHdsDTFKaJiH9cQqkChaTS4RrQIhdMOZcbBSTCyWtnVCqFteCnIQSquiVnOVez\nMiKPVcItFglsYUQoQ10tUcDjzRMO/YjVCeXEvHjX77l66x2214FhzAw58dpbD4VxgMbVLefLFc8/\n9wGcqwgp4lRV5Leli6stVeVoFotC4XNz5yzHRnC+YfTk7Li4vOTFP3yJl156ic1ug1IZn8oW2ukS\nkXI8vjFG6krEIKMv2HsqUA0TvKJPMPjjDXPy1fTeo5IEsEUk1jrHQFCm8EknC8RR4CQVyMqL6o2B\njCFlRU66OCv5WRRz+vjW6efPerwnOs3V+e38yU/9FFkdcJWoEkKQjJ/MgDXiUh28aL0VokOuqooY\n/dzCO9sQg2BjtXVsdxec32yIfiQEaY7amzK6Df3IpGVumsXcoUq+9EO0qiAprq92WLPgxRe/ik5W\nJJpZkb3w5gCUmnLaKVr1MiJngRFUlnhipY5gs7aOZrHiez7+Eb7jOz7AJ7/7wzzzzJqzpWWxqEhK\ns1zdIESDKhkVzsqia+i2bLdbusOG/X4HJfrYmhugRrRKCE2lJoeMsZkQO2L0NNVqBsBPDTimIuKc\nIzHxQjVTxopSR0pPzhlnJ+22fN7iKzmiVdkII4Vueg2Jj5AiJlBAlq5t2nbnabkhxc8YhQ/9XNBO\nN+/TY1pQGGPQSVgTmRFOPmeFuJNrbSHFsknP86JF3l+BdBLHDPiTjjinOI/gOWfyKK5ao+9nvNTV\nDTHIYstaR9JuZhPIxSojuFZy/sWYSHnPnP6FOekAACAASURBVA2kMrn4PuacZZzFkMbAbrfj8eO3\neefRQ2Ic5xAyX2wSzfocpWTbvF6d0SxXWFOiJ4rfwEQpM8ayXC5ZrFYoZeYxV2vBtMmu8ByFBnTx\n+AlvP7rml//5r/KVr369GIF0UtxxoOV4e++xlfA7h6HDGlnoJCQvPsaMMvK9IQp1TiSkBd5RFda0\n+FBYDmpEGzk/jJFpMysxYw4h0LRiKr5YrDjsnwgFrohNyApXWfb7PVVlS8CcpM+SZNLIWWKuJ7y9\nqip2V2/95RnPV+e38w/8tb/B4K+oS5bPOI6oDDH1aCNcSaMdWlekKAsQuTjjkfISJxK1nPiLRhHz\nAQrmmLNCu1XBU6rZJ1KiQ4VgvNttqO3ED4TdrmM4BB6+dcFmc8CXBVHOE72hEMvLnWzCY0SNImOi\n5tiZzdgempATOVWsFy3f+Z0f4cd+5Hv5+EeeR5vE/bt3cU6KUb22891QogFy2YDu2Fxf0vcHvPf0\nQxRj18llSNWoZGREt1KsJtL2jAGpY2GbxnXZMh7xTjiO6NOjmuJ/T9yX0sQBRToKXS7I6bOciiaA\nNrKNzZH5op26tqmYTbSkmPxT4/Xx/RyxSZMlYCtlD+rIucvJzK5AU1SKvN/jImlyiSKrgk9/C3E+\np7lAA+SxZ/DjfLzrupZFlpZtrdaGrNy88AphRJsjxYWCg8YoRXzq9lMY5yKWouQ3hSACDmMM+/12\nNhIWFyiRzWa9mGGCDCW2XBPz0ZTaONk6L5dLqmZRGo48G95MCjCyoTsENrtA33m+9vVv8i/+1b/g\nG994BW1SyQ4PiDt8LIbVxS+hmMDknHDWnhRNSafs/fH3U0qVjq94smJQNGVSUigT0CaQw0R1Uhgn\najmFRluRco7jSF2Z8nlmFoX1klIipjBzMqtKbORSiYoZxx5zcg4B9NuLvzzjuQLC2GO1YCJh9Dgn\n5gApa6LvqFxDCImh92g9dQdizT+OwvJvlyuCh9o6EeHngYRkquQg2FZjFnKnRuFjJARPu3CM/kDS\nlqbRuNyy3V4L+I9ABm3jCGNNqmr2u16yiYaunJSWYRifwlJjzFg7GV9MW2j5bVPKoJJknuuRznu+\n8KXf4eVX/4if/PSneO79Dzjse27ebLl35ya7aylsVVVJlAQQtdydV6vbLBYSSDeMe/aHK4auLxeQ\nJATKjUG6x6pyT22pT920c5b0Qbmzq6JwmjbYwvkEOYn7Ic1fm0xGUlZM7ait3LEzy9P2WmIqlEI8\nM7M4ostnI6qizERMjzL2JokrnuI1cikEc4AcQpFKKoksMZ1svShDYOksxLw6HwtMfpqeJNTQiSFQ\nvi8HWbKBUHtyxjhHbQxVvSjFQuCB6WaEUUQvGehKKWIaQani21iWU9Jil3NZGAJ5hhgokEDAtRWq\nqFxMXdE46VRBk5OWCBTG8rllihtf4UPKEqZdtSzbO08tDlGiyBmHkmFUxtih67h40vPmW1d89aVv\n8Ju/9dtstpe4uuKwuzjBweXTzeSiq3dFEVYyxbNEb0jLkOdOHSZT5BGjFzIZoEGncq5N5h2BEEcW\n9flMh5qaIecsMaendhViIJIYhmEe7Z2Tc9Da400qhpGcy5RV2BJ/Ho4mvEeKpsBHQfTRORMK4J68\nJqaBfjhgXF3GCRH+Q7lYdYIgCXUS1you6Noa/DgpTIxg8lP7DvMHboxs0uqmoqocu31H9F74m1as\nr8ZxZAwDPo7FnmvqUgSbqZxE1p4uIpQqudDT+Ju1WPiXO1vMAQXEcCjZQY7Lyyt+54tf4uLymrZt\nMBaapmKxbCFnPEBVURe1RNYaU1VYpTBhYhBEKNhRDBO4fuyufDqSe5VSYDRZKVB6/t40RzLI4kIr\nXZYaU4Hj2J2hivLqSIg/noSTnlyJ4ieXJRkT1hdPVEXH7lDpXIyIYWICzP92OjafdJ2nXNOJuC/d\n9JHDN1X9lLPkyig5/lNeHIrZdm36eenmptcqBTZId5qLA3pOCa3E3i3lXKAYyBxJ9NP7SgXrBFU4\no1LAY0yk0u1N3T+KgolLBDRKSwZRKp9XlniNyancxyB9vFI4azHO0rQtzWKBK9i9UqaIGIRRMMl6\nU5TCdthFrjd7fuO3fpNvvvYG225DUgkfAlqLpZy4n4uwY8p9lGtJbsbWlFx0VPn3YzGdtvYT62E6\nF5TOxOCPk4CSz0tg+eInWzDsqTEZShxJCMyLoonNMC8BlSIlNU8tct6WBqD4Hjx1kN7F4z1RNHOW\nrOcUR3L2KJ1wRvBK6zRLuyituCdFEd1baxmGjhQmazUYg0itDnsZA0LULGtRZQyj5DCPJbM5hHLX\nquSinaJTY8jUTUvjluSY6IcdfRy49+x9uq+/Sc4K21QY5Ur8gZ/J51Pn4tzk1FI8+4wqB1zNJGBV\nuIcOi8mGMBqMbfnGN7d8/eXf5cUvv8KP/9j3812f+BAP7kv06I0bt6hjxPtAXbdFKSSbdhQs2nNx\nVFqvGceRvgvsrnfCIy35NjHKgmj6zOT9aZFr6nLB2pEQ0tw5TdimimY+ZlrHkpUuf8ZBjoPRQrmK\nOWC1KU3f0zSiqXAK7imdaC6b/iMX1BRqVEIiECavz6dx0mmRE3MxRZarroy4UUxLgnQTOssFPBWl\n0yWEKl1fClNRn7b5qZg9nCymjBimaGXk9bImpExWssgboxhpTL+n4Key3EjRlPfg8PEwfyZKS6Gd\n8GDRyyeaVjjJ49hDjJA8KguJXylT9POm4IKOpl1QNwvqxRJTVRhXgzLiml4WWXH0+FGwvH6MeB+5\nvpLR/9Wvvc0v/vIvcXm4Zowj2WZC8Nhs5iC5yeXLOkdEYjsUFmtrtLZobYhBTH1VGbe99yh7pHhV\ntSWOgD7CPqLMAsUURa3EDnK6+aU0w0fT8V+v1/hxKp5h7jJnY2wl17Y1DoX40WYmk5hcBANSgN/t\n4z2Baa5v3Mo/8OmfAsSJGo5t88Tct2rEWifdI9WR+6dlEZOJdGNiuVzOQVGnF8Z0MdY1+FFMGo4d\nY6E0aLmo+v2As6JxP3Q7tM7s9huuLvfst4EUWhmBs2yX6qYihJFcohyg3CXxhTrVlCRJKSLTIsJY\nhVaCt8aQAOGU9X3Par1gHHs+9rGP8Okf/WHOzlbcvXeDO3fPuHlrhTbQuIq2WUsht5aYDuU1pJv1\nfsSHga6/pu+Lo8uhYHaljhljnuo+c840pi7UlOPCJOsjVqswaJfl4s0Zp46LmpzlxE8oTI4FoJ8w\nXv3U+Ct+ZKXjTccuHcopXU7NSUMv95nS4RT+pbgz6ZMO90RtVCRzc3FEYh5knp+WeKUjKRBK1CcS\nzRPjZU6UV6efy2zmjCFn6YxyNgTdP/XzKjN3QLrgtpO+fSoAx8/wFE+dRn4ZuxPigepjZL8fyGja\nSjDgxeqcRXuOsQusa8hJEUt3H5MnRXCuYnN9oOtlfN1sDlxtNrz44ou89tprfOkPX2G3O8zKO5Tw\nT6PvZ3iGwq+c+L4xC1VKOtcTu0ArJjY+yk0+xyAFK5ZFX5bJUQgGYkyjEcf24KVYRhTWuHlhV1UV\nXScLtIwsi4fALKqYHtPxkcIbcOXmKvjykd4kpt2SWjvs3x1P8z3RaUIWHLMSxn4Inqq28sEZqOsG\nP/qCaShQabrGpJvQoqE2GvzYzx8WBVNK5Q4F4EfJHjHGzNtH2WAGcsjlLphFPYI89zH0KbI+W9Dt\nFV03SNHMWfJRYqBxVZFwKUDsvYyWJMSsA21bSVCYYra5ysnOmIxShpg86/W6yNwcL/7B1/ijP3yZ\nBw8e8EM/+P189GMf4PnnHlA3hvVZU1ysNa6ShYfWaR6dq6qlrhe0zdk8yvjFY/q+p5v+nqY7+dTh\nFFXMVLGUYIHphCeZE9I5TDeknE5wLgnFQim5wFOccU7nxNlZio3coCay8VQodKnmWU3UFxn9hWA+\njVhHoxBV9ObHUf10hD+qmASnfdplSQqoYMyab9mYZ8EHM0hBV8xYqUppfm9Hx/vSUaLKzbTgmEhn\nHzMzQTukRMoJUj9jyjIkC/6ntJpv/KSxwDuyPKyrRnLvtaM+b6nbJXVbobWlbloUtXSzxgrEkQTu\n0srhw0i37TgM0HWK/eMtr732Br/x+c/z8ssvczgcoBLDFYEFNKRQLP3EZV0akMKqSHLtzsbYZrrx\nFiw7yc847WQh44MYMhc4wRogB8IohPjJcSthS/cqklM5frIE2u/3AtEp+flh6DBmTW0bQhzpuq5Y\nJsaZhZHiiHGt5B5pgTeE2WCeKrTv9vEeKZoyjkzuOiKvsyiby4kvW75UnErm7qAsWSbDDK2YW/Np\n5J5MLo7dp505aVpL56O0QufjhRtjPy83xPQBmnqBMXskh2jE6paIJyUPWegVklly3BYrO22VpRj3\nfX/stGbi8yRjVDNFpR92GCt5LJOC4o233uI3Pv9b2EpA7KY23I+3SGvHYlGXyVRj7WS6UYpPWbg4\nO+UlLVHGgpabRoyyZEjpqMZJhDL+qTIeS5snjZyM9c46KAXXcszElrt36SApXVm5w51yQilYVyrY\nn5q6q2nZxMkGW8lyZJqJQszz7yjjvUcMbgULO2KbZbej1Anylsu29kRFMgXATa8Fx5sGEuOsTwYy\npdKxVQekAz/tQFMZAUvny0mOT+EmxpQEi1THP4lcvAHkhqOVxAZnssQ1KJHtKm0x2lK3S9p2QXYF\nW1VWut0CM8jryHJvjAHvA30f6brMO4+uuLi45MUXv8LLL79KPw4oI5BSziXiAoiFbqaVKgMtMyY6\nKbgmjHAqQNZaovIF1zQoI7JIilmHQq674APa6fm6FFjk5KapFMFLOqW1sjRMxasg5Qkvh2HsSjFM\nJ/jzkWEhXOGSZZ+kERLPBWnCpkymdzugvzfG8/Mb+ft+9Mfl5D3FjoqiZhwDTetOFENHJccpz/C0\n7Z4oFBMGMvH5QjG0NUZhncZ74b3VdVOUCYoYrzG6EazKq7ngXV5u6TtPDJari60sS3I84iQxnGyM\nVeGGeVIOkks0dvK95d9lg1fUJlnutiklFosFXTdgjcg5B78X4n2CGBWf+MjHeO75Z/l3Pv4hnn3f\nbe7cOaOuHe2yZbFoqGr53KydgHYz80dDDmUjPBYcqGfo9wzjXqgaYSSHSU00kYcT2gpRWcZQhXZx\nLnSWU4lkMQhW4oV4mlkUS7EDMQaZOHqnSx17QkAvpEkyElkrv4M9kVsWwnOOQlcBptIqz3c6rmX0\ntCAiolIso6eMaPK2NKMKJ79L2bDzLX9PQYp4Sc2cHsITlaKZijJo+kxEMGBR5WJNKZPD7qnxfDpv\np99fqDeStGhMTVWvcXZJ00o+j3ElasQIl1YI5AadDbn4EvR9z+Fw4DAGxnHkycWOb776Nr/zhd/j\n4uKCt995SGRAm9JYpMLVTbKMU0wqphHZaidUkTpO/FNbHVkjQJFCGgZfimrhZ+biCjbxUY1alHMg\nCR3MyrUsUk9Z2uoCt4gtXGaxWAkfuBRpYUSIAcdud5gbIsXECJHnHPstxpbxXMtCaZpEjHH4MRL6\ny79MPM1b+Yd/8t+jH65xlaauWrpDKLQdjbEZoihqfNiglBYSsRGTDVN1aBPJsZ45bNOJaP7f9t41\n1LItu+/7jTnnWmvvfc6tqvto9dvqdkuWu61Hxw6WFJtYFjjIwiT54A8xgThBIBIScCAviYBDAvlg\nCHEcMMaGBCcQ7CSOTYRIsGXJRoTEcvRWS+2WWkq3+t7uvnVv1a2qc87e6zEf+TDGnGudarlv3ai7\nq27lTDhUnX3O2XvNteYcc4z/+I//8L5laHPOnMqo5Pf+BVwRTseJ87MzsHA8LSe6/hbVI1mWifk0\nItLx+pffZJkLcVbq09XxgjhP7A89FxcPOewsXLY+0Aux4apxXlRY2B6aCk9kim3kLe2hQgrVaLlO\nT/Va2nnYDSzTxG438If+4HfyHd/+CV544Yz3vf89fNPLLzHsAl3n6YfA0PX0/a7hTcXFtrgr7pOS\nMhe89zx69Ii4nBjHK6V5FBVrzVaD7J0eQjE/0vYNWY2BN8OMZY4dQmmneWqHgg7LQmdMMGLFRKuH\nU42ViJCEVtFUxSa0q+WKAdYGdSsHMLb7V4fLG9ERyc2wKnXNFJUcsGnjMU2LRTe+JcYWYzxU5R0S\nbX1hZXw10gHN0M/zTELbSIMyL3yGJU7q5bvas0l75XTdwNDvcTuFd3a7A8PuHIpn2N/W6ppcoARi\nMb3RWEhjAgLjaSYBl1cn7j96yOtvRN58800+9alf5tc+/Sss0xUh+JYAxaIhLUPcs8xrElBV/guV\n/yr+tjkkriVcQggslvzZ7XakIg1OaYk7UyqrNebIquCl9z81VguosZ4N2xQGixJV4s0HTZ51nWBs\nOiuwGNn1g2H6apzncaRYEqo6WdvSzFrYcrr/+rvHaL5w5+XyXd/7z+P80pq4p6inuLYojUga8AHE\nRdu4omR2ycR0hbhE8LuNwalZyaI1qbaoXXdmD8ZvvI+Miu/q4nXSt0oBQPlcUZjGzOm4cPnoyMXF\nQ6M4VQGNSOd1Y3nXqRRdzS5vbrFzWjddqyhqr+9rCYuN0RQRLSGDhrmWpJntPjhSmnn5pTvcuXOH\n7/z27+APfPvH+ab3vshu1/PSnVsMgxKaqwHp+56uX5NFulE3BikvZkiVFDyerphnFTsQowHFmMEn\nlaLLq1fkmt3P1pjrYHOrCbs12aN4oBA3fYRyzs171ftui5pyTfauiplcu1/mGa9Qx5b6ZO+XVkpU\nrRHXkC+29wKa11fLJmdT+a5lf9o+Vg8CTfYY/m0e9xInnNtvhDyEstEYzdW7TlpEUO+3CukOqri+\nP6MLPb5XqUDBIaGj5Kpury0wYkwkGSFpN8jptBAXIS6Z+29d8Mb9t/jMr/86P/9Ln+Hhw4dcXl6A\nRNIyVYhW52TJujkuzdPUH9bkXY08MkmU2VAjs8r9bDxVtB1NFYSpn1Fy1ThVsnntKrkyIb5S1q96\nscX0MXXfKDYpzvZ5dtf+djqNzfiqh5tMccmy7haqV7iolvpOj95FiaCSEz4UvK8EYfDOQlsTSHDd\nqMmfFMh51hPKZ23EVRZIEGevddstixqJdtrUE0WyWKXFQgb6XWCaZwOPtRJjd+jtBhsJvQjjaaTr\nB6Dj6lLbYZydnzOPE2+99ZDdbscyanKFoMK2Z1aeeZqn9hDnWUvIak8feaxJ/eMLB9Roi3jFf1gN\n3ul4pOv3PLycuDjd5Quv/n1+9ud+iY9/4tv44Affz+/55g/w8ku3ORx6Xnr5RVN7Gtnteq2wCtUw\nKO2reuYxo+WQAcK5CpnEZWKeR615jxHtU7RQXCKmGZez4ZG1yZsSvMEOiqAbroZG2/kBDT+uRnN7\n2JSSWxDcjOEmXLZ30ARVXIVlt16LLTTzWqy2OmeWtPWAQYprRl15uCt3UucGJQoOR/CF4hPLPEJJ\nFOvZ3QfHo/ER+/0ZQXpAq2Ni1r5Oug4mumFoavLeq9LQWgNuh4HsDEYpMIsJUOg9yTExnmbmeKGd\nJhd4dLHw5r1H3L//gC+8+kV+7dd+jS9+8VVwPdN8Yona5VXRSTV4ta+99odaVX/qs1MowqEN0Txd\nr+W8y1Iz1Fp40lpHJ+j6jqr23qKma7mIgvMKxxW0tHFt+Qy1wiwtmrARyXrNRVonSUHIMVsZqrTr\nrvunerHBOc2a5OtJR4XuUvOUn3Q8E0az0vh0kirOq5iEtMWaylHFO0Q0S+whphNdP+AypKgPoLZ/\nEFnB3io6qhnOaFn4BKWQo4WfeaW7xMWy9GjIkFImptHCL4cPiXiayUUfbNd1Vis/mNFP5slYVpCC\nK5nipFUpaEgJndtiYqvhgtWTqnqSysvM5v1EbVxlySPvPGmZ+fLdu8wx8oVXv8g4znz0ox/mm977\nIn1/Ii6F3hJFVe4/dJr13FI2tmGvevWJ0A3Ne88lMs9CitYtctJ75ErlJQIrl3yD7T32/hnlV7Ie\nFrW0TalNq3dQfcZthnu7AWqvGcmKl+qlXI+i6rs0SoxUGphr75njmjho0YklCupnB2+tZB1kw7F9\ngN7r81dqj76PE09Ojly8Ur2zB1fod9pltYlliCeEXbvWXAy+cQFcAVfM0y/kZGtlycxzZIm6dy4v\nZ964d8Wrr73Ja1/6Ep/+9Kd5483XiXEhWdNBV52MUmyOicqlbPcgr+Ij9QDRe1WTsKtAi8raaZuV\n2ppimkd2nYbIda3XKqFt4lOjnIWqbVAfsnKaK7VMRbL1Wqx0U1R4WbKF1v3QnKKUEsFdPywVt1Rm\nghdUzi4nJTOQIUcc16GcrzaeDaNpNBeta1VQmKKZsJQXxumCW+cdSwwUDqp2zkTwmWlMDP0tdl3P\nNF+SsyZ2lGRuLXdRikQsEecWPanMszqdFrpuzzhZ6aY/ME+Jrt/hPRQWptMjdruBaZpIKSNuJgQh\nxmT9nD273Z40mzhqLsQUOSZtdO+suVc9BLquI5mnU2uJNTvo7bq7trErNuOcowumE5kLw7AjWTJs\nHI/kOatgsgRef+Me9+894Ld+8/O8/Mod/sAnfh8f//i3cXa+5+U7O1555RXOzvbaK3oIDMPA7dsq\nr5VzRvwmaVLEFGxKkxVz9vnhXBfrMu9amVrOkOZEiqZU1TLKa6KgenbZqDzVOG1DV+fcyo0MnvSY\nQa9Z0XrNqUSrVHHNa3icTtI4oM6R0gpPsOFL+uKueahdt2K/AOIg0FmjPi2pRPY4svatdz27fk9w\ni4bSBIZuj/c9PvTs94NJ0y24fteSSUJHRtsYl1IQX8yz1wMg50JaItO0MJ9mliWxTAtXV1c8vPeQ\nq6sTn/3cq/yT3/xtPvPZz+vakYgwE+NEH3b6HinivKPkpXmZ9V999nZfXNkYUEfwnWHjnlOc6MxL\na3XeabEiCsf5CwPToiXKXdfRdZ1CHKx6qKUUitPMeC7a573vdqiyiFLwcoHQ1I+yUr+yFizkrFS0\nqs1Zjf5+rxzquj6894zHI/0gLHFGXI8K3ERjYWB2Z3lia/WMYJovle/65/646lLKAtZvBtTwpTkB\nsXl01YPU72eWeEJE6INnSRnf7UkZhv05p6sL+hBwomjxkjabknXDVk/Le29lZYCFwk4yyzKR5gUI\nXF1E7t67RymF4/GoSumCZQfNqyyFOY/tOpdlackYVblZO0rqJtWTNcdIMJwLK1Xruz0xZsQNFAZb\nnJDyTOc8xQRMcrmiti4QEbrQW+VKz61bWi30sY+8n9//8Y/x4Q+9l/1h4M4Ld3jhhTPODh1IJKaJ\nW7de0aZuBtDv9koK10PDtEtb9QpNE7LePzDPP1+2+xtjbNhgfe1xo1ax3lZmR/VAt6Ty672G6map\na6L+XoUJmpfklapUs6klV8xbpcUQTcRIHtp7Ng+ZjdK8UxwZaPhvfcbB91RdBNcd7PfXCiY9Idba\n8TkntsLJ2qq4qvRrYUKePYsdSKdp5HSceXQ5Ms2Z+/cf8huf/Ryf+Y3f4nS64u7d11niiZim9jxK\nNhFow2krP7l1arTQtP6b06jepc5YISSL0qroxfbeVmihepPa1NBD6Np9lLyWs9ZnmlKi33VNsakL\ng9XNq0cbs+0Lw4yrnNswDM0GFEuYTfOx7bGGr9saqa8t8UrFlemaxCTAvBzxTjs9XD188O5JBJ3f\nfql88ru/Tz24LiGuEJejJQ6q2o6ql/T9jmWOVKmt6p0555jjQ4Z+zxSTNY0KvHDrjOPxEi+aENof\nXt50dZS2Ia6X1ennUowjKlHbE4QeiuPqMnIaL3njjTfoguKfFw8vFQOzZEmKmSInQKswWsmjhQE1\n2VBSVa3Jm17jazVTyotWqxQB2ZGKGlgfwHsl/7nS4ZxnXq4MA9bNMPQ7jseRs90ZxUKj4iGEzO/5\n0Pt45ZVX+Ng3f4wPf+DDvPTiC+z2gcNh4Oy853A4GJ3EI8Fz/sJtqpjE/uzA+U6TPMfjkUcXD001\nRw1PNYad0DZLyppYUxGWaEkAYVpmJWDH2HBV2TyHrXGsm3DLCV1fq+s4P2ZQ14SQd1pNo8Nwr+V6\n1v2xUvcVHrAkhIjgQ2qRgYhYrbXHu16fcXFk09HU96jYX61V189PVqxRioadOdFCzJQK4zgSY+Y0\nTYynxMMHI6998Q3u3r3L/fv3+fwXfpPXvvjbOBmorZ6V17sVodA5b8t8K2e5GrqGZcdITfjoXB3j\nrF1gUypNNq/zm2IEY6vUA3Oe1fhKF+yZptbKuZREb8a0lMK8CLvdXv8/z3a3XHNcnHN4poazVppR\n5WeqQ6NZ+2o065y2eHeMkd7yCyJCnGZ2+75JJM7jSaXhHr757kkECTSgWBfo9VBMQ9uVu5VLIkgw\nUrsC9qWod5hSovcB19O8PinJetMobcIH5ZiVvCYL6s2OMRLnkd1wjjhPtFYHVVxBtQAV0O/7nuA8\n01SzqwXxyhErOSpXMWcrCVOC8DYJonMuLUvf6mXrCS8F6LSyoqq4S226ZR7VJpyt/EgppfHUvFTs\nSjd+ytrQ6rVXv8Qbd+/x1psXPHjrxO/7lo8Qguf2nT2vxFssJgAyDD14x7wkgjXaEjpevn3GBz7w\nQcbxxKc//assy0RMsRmqvu9XSFES3gmSVaJMcqAzwnLoBjMaEUpqnode++qV1HsGSuGpv7MSomvo\nvyaadK9u8TrNAm83nR66oXl8JVQM1bfN3XW1u2ew51TaYa3vYXqRKBSUItYfaaVYKQ64cnRLLsS4\nwhLLrN7kPMdWbnl5ceJynBjHmUcPT7xx9yGf+3++wOd++/M8evSAi8v7uh9E8XYV4l1hC1DVMCjN\nm6zrblWuX/FhvbcWDTldb6FCQkSc1Gz4hsUga+VWPWBCCOvTcA7vlHJVi1AqRFXpRKuR9pv3tUPP\nIoLKX72O9ycTf14/q86rwg0hhBahplToOm2FXOGkKnhc6VFPMp4Jo1mA4g2yyMpcLD6osqEAqRBc\nT8mJOSqxdZqPm4fuydkhftDsdFZ9XTdTNwAAIABJREFUTEfh6uKID4EpJnzfMS33bcNZWJSVxtF3\nB5ND87gMpKyNt1ImeAEvjOMVy5yQcECWgSGccTqduLqccK4nhGx9adR4eq/SXapZphuqldtlyBLx\ndFal4Mil0AUVQk7FNwPaW6fLnFRgZBwnvIOYFg01jLKBC5Sy4PzKn9NsptE5pOBYKJI4xpFxDDy6\nXPiN33qNn/6/ztgfej7woffyLR/5KO9930scDjteeeWcF8732pJj2ONdx6V/xPFy5OGDC6UljZqR\nD50ao3k5UljI2TdDp0a7Q6Msj5deM9Wod9MF9UoPhwC5NIFnTVi5ZjyrR1O/b1nmvNHQLIVWE77x\ncpwonhXjjBi8oAaj9oF3iM/Nq9Sh2eBtc7f6vtmU1rMlJLyvkI+QJ9fw2kY8L8WqxlSMIy+BlKKF\n3kdijIzjzHGcOF7NvP76G7z2+hUXFw959dUvcPeNL/LGG6+zM9k9/QBPKaMWgogjx2Q8TxVBxuCN\nyhmtMNQ2PK+enBrLsHFehG7YtXBee/U44qgR1OoBrvhhnV+0YgER7dU09OpRFotW5jnTdaFJFoYQ\nSEVbihSr/sq5/gdEhuZN+uDIaVFlpJQIdJQEJYGXoKIrRTRCs6aCRTpC3yl0YQY3hGpktWT7SceT\ndKPcAT8NDPb7f6uU8p+IyF8H/hjw0H71Xy+l/KLoKv1LwA8CR3v957/aZ5QCx0lPuV5EO9qlRHCa\nuex3gVO8ZJmFzu3xodNwO14CMylamLFoaOB7NVA5Z3LxBPH0oSPHzNWsHDFnlScl6wnXwrOS6KwC\nQlVSOooIQ7hFKkLxC7t9QPwZjy4vePHllwjB8eDBA03wuMzx0ip4ooeUcFJbC2eVEat4aizMWbPj\n4gukSMFpNhWPOCHlE0KvmKZkFcEoBYnCMOyZ4gnXKRDv8x4vnmRUkKHfM81XTHHU8jK3ILEzdXUr\nLSwjWRyXVzOPLjL37t3jlz/169y5c4d9P/ChD3yQb/vWj/HKy7e4fetAH+CFW+cM9x9y7+492yxC\nF1R8wXn1xBav2f0tlcM5h+s04ZRSIpZCQCXQsvXU0Y6bHid7SoHOe6ai3QYzKgGoLUWE3q/4aOhW\n7t3jkFPjXBpEMXTXPSPN3G6EXfLG0xRnIhlWElsKnThSTIh0itElUWpMCU1oZpyubHG7RtOqYXf9\nfhrh8kIFpB9dTrz14JI3793n4uKKL3zxNb70pS9xdfHmNSHiIQzKjaWWMRZNbqB0q64LQCJmTYZk\novLSg3r0s6mm52z6ol65svocgyWwVarOOe1k2gRuEng8SIcPsCQNh0uyIo4MziseKs6KAayl8rxY\ntwCDs0op7FzPslzp2g2JaRnxrtee5a7TVjVFxVo6H0jRFJIIeK8iOQFPJDMv6kx1RhbOKYGthy4M\nXJ4etSKPYG1oxAUoC+KFeb54O1PYxpN4mhPw/aWUSxHpgP9DRP53+9l/UEr5W4/9/p8EvtW+vhv4\nK/bvP3WIQBfEFMdVJgy0CMQ5uDqe8L26+c4nckzEslDQjLuCy47sE9lps3go+K5HxKHaKroB+u7Q\nhHn1s436wKJeQ1mYs5XthaIGrwgpT3TBEWTgeBwZpDOsR1tz7PfqdQLs92d6sueJUkC8hjA1DNTP\nBAScqPRXTCpoHIJnmdWDcc6oQEmzvCKuhSmgeFwIPTGqMHNhpvalaepQXiktjcAti1aS1NBRsono\nKv0iZyCOXN5beJQzX3718/yj//OnufPiLd7//vdx+/ZtPvShD/DhD77CSy+9hLcSubP9jv2+I3Qq\njReCo/O6mSs7oO97uq5CGeYFhkpGT5vXC0WKZZYTxScVAi5lE/CaFr4llJT8Tvu69hloa2IxZXjn\n7OazUqQ0MQTOqeev96iYyIcjoowLEWHO1cs1WlKJzZOruJlLwrJYyB0z8xK5Oi0cx4llWXjw8IKr\nixNvvvkmV5cnXn/jTe6+eY+33nqL43jCWS+nQGqJtDbXTfitsJRGKtdFee13qqBIRtfFhk42niYL\nX/treLFWNK2Z8cPh0BI8FTpYO31qT6vWykNq8Vam76y1dIz0nXq4Ka7qZYg6ICoAAl3YKe2qCDGp\nTqsL+ly2MoDLMrfDLhtrQvHlQsmxec8paePBZdFqPJGq6A6hE2I8mbMhnJ8fuBgffDUz1cbbGs2i\n1uXSvu3s66tlj/4l4L+3v/tHInJHRN5fSvnSV/scR9bTPmtCACqfTn9aSsF5CE65fSUnconkHDTz\n6ALOJKpyrhhl3TS1p3YmTlGrOCxZoXKUHjWtBSm1bE7FS1NeiDHhUCUZJ4IXR9+rNl+MhWEYuLio\nYh4Rh4XLedtWQj2yhn9KhkID7SsOE2Ok7/ekpPhbNq+7LmrtU+7aAg5ew0pNAMzaS6WosEG9h2LN\n1kD7BamXVzOgpqUplcyvh1Jx1sPdEikPHl1ydfo8/a7ji3fv8uoXXuSjH/0Y5+fn3Llzh9NuYX9Q\ntf2uC/RD4IW9Xrdm4j2Xl1dqUM3T1ooP3bAq47YeZN5ryOyc4jaZFdh3QK73wyqk8rUOlNBIf1Rv\ntOBakqiG0RX3tN/LjtnuYR0prTXK1fusdCXFlpXc30osl0W5i8eZyfDJcU5cjhNXx5kHDy85zRP3\n7z/gwb37fPnLd7m8vOTBI9WzjFmpOt5rJZhDVaSQDILKF1booaqIlLV2f8suqEyNFfe9Di9sk1kr\nC+E6zlmTptsESz30nTgqE6CYnqnuv3jNuG9J5/XatMFapCbuFN+v+HMt4NiKWgsxqUK8dgzVqKMk\naaT564yLtT3wsiwEE5DRjKwp/5fIfuj0WjbOyNuNJ8I0RdN+Pwd8C/CXSyk/IyL/FvCfi8ifB34S\n+JFSygR8EPjC5s9ftdf+qUZTKHgWE1Eo5vEUfOitTnUgzgu5CDHUVgdCFzqWnJRInZUPmTN6ugLz\nZK0bcqL6KLnMil81vEmTSXUjOeeYZ+uVQ1JP1iT4hUy2JvOn6T6hy/jgCG5HCIF7996ilMTQBa0p\nTwOW5tJaXq89x7MldhCVA4O10qXrepIJADsnymErGuIrEB+a96Ant2hfnuLIeTQ8zuNk7c6oB479\nDQXE40ySruo11rJR7z19t7O/040a00xnxOvjceTq8ou8+vnX+blf+CzOOfb7Mz7w3vfx4ou3OZzt\nefnlF3n55Rfpe6WJnR0ODEPHrfMz+tCZ5+noQ0B8h1YMidUyVzwtWvJPoKP1qG6Z7o03mXOBmBo1\nSdfspnoIe9ZGEXKtl82KOeo69EQXyWlTsZTUc0opUYu3UvbGS5wteTNyOk3EpTBNCykWro4XXF4c\nmeeZtx5dcO/+W7z14JK7b95nHEcuj0eW+WIjd7duxaFXIyQlM08bpsfvADtUtsVK4RJ2u90qqlt8\nW4P18KieXsU3VRi7Xgf2t66txy0GWhkUehhJM9zawli9ymWJhCCahFXlB63c2zgRvfcmxN21ez8u\n2uVTaisQDy5IYxU079lUo9SxqM9SOajB0ZyPGtVpmxildzmnYtfzrHTAZUFFZTbdMN9uPJHRLFra\n8kkRuQP8HRH5duBHgS8DPfDXgP8I+M+e9INF5IeBHwYYdjviPGk4XPMzVh1TnOc0L5z3d5imBbK3\nm+lYypWdZr1ugFmNxG6n3ss4z3gHwSnpGTKLX1RmLmdSLsSF1gtcN2RA3JlKjlF1Ja3/ilXf5BKJ\n6Qof1IMajzMvvfQSMc5cXGSWZcSHjHYqKLUOBee81gqn9UGXomFP13csy8TpdGI3nOO9ZomXKNbi\nY/UAktWe17BKRBe6M6HWktVLaVlRqTzKxJS0LUFooVwmxVE92Cz4IMzJI04TCl4yfR+gaBM0V7TH\n93G5YBf2pFw4Pbzg0dWbeKGxGw6HHXduv2zE+du875vew4t3brHrlex82PUMw8Bhd4b30lrKdt1K\n8A+ht+SDbrZK+ndmCL33TdC3iqNs1tdXejjmefT9KuxyOk7EuHJGF6e6jy0MXVTHM8ektKCcOY1K\nmRrHS+Z5VtrVoyPTSQ+V49XCm5df4v79+0zTxDRNHK/Gx/DdwLI8ohonl3UtlVLIs0YZGFyzHg4m\nzJseEy8x7E4z5DXpZ1lwOyynqNS2rVSiwkE1u7yWO9Z7Uw1cTZhpFNQbL3dVvL+6PDEMgyXClE0Q\n47RpNMiqiLRRHUuLsiwAxmkiDL15/rovNBRfFNbxgdNpous8EoLpq2qCKrY8gYeSOBwOhvf6lR9d\nvFX9qIZrcJ6+V1ihIKR3kAh6xzxN8yyPpZT/YvPa9wH/finlT4nIXwX+YSnlb9jPPgN831cLz89v\nvVg++T1/DHEr3jXPysuK6UToMmk5tPYSzhcr/Fch4MrfqtJlObsmK1dKIWVtB5pzUrEKAnHRB77E\nEyt5GoQO3+0ZJ21F0Pd9U5quC1SgLTKKY5oWpmnmrfsPKaVwdXXSMCUu5u14UswEp1J0OWtGPqWF\nIqtgQPV6qgchol5kiiuGs+Wf1dK+uqCl0+zwPM8EqT29vVb3mFClymOtPL2uU0GKSlxOqdaLrxlr\nMS9kGAYwzzSX1UOuo4ox1I1Xw9xq8JY4cTgo6fv8/IzD4cD57kxbebz4AufnB/b7PQCHw4EQ1LBC\nbnJjfd9vqqcg5aqZuh5EVVhae7+v9JiqmaoGw+7bkptnEmNkjEdNmEyZGNXTi1GLG47HI9M0cXE8\ncXV14vLSuoDOCxcXF8yxyu3NBInN062har2eem+rUO6WQ7kNs3XU97AMfsUoSVZokK1e3goDWGus\nM/b8nWsE9Nohsz7jLQ3IOcc0JVVDn06b59pTiuCdGtyMNtxbpRhVmSnFYr8LFCPJN7qoo7jVW85Z\n+5k3qIpacmkaBPjW5K9yf53TXkKViK8lzlUWsJhzkDb3zuOkRwjkshL+Wy38ar8QEY6Pnkzl6Emy\n5+8BllLKAxHZA38C+AsVp7Rs+b8MfMr+5MeAf0dE/iaaAHr4dngm5lo71sloZ8fEEAacz6S5akJm\nSo6NflJIxBQNc+naJlHNREGcUSOM21i7LDrn8S6QJAG1UgVKua7mXCyz4NwqDQaYocaEgsXKxawG\ndqkUoIoH5fb5zlW8SMPKCjW06y5cw46cc8RaTIJmjZ0JwDrj1ClFCXzWboveCW5TGSRIgydEwrWF\nK3Id19JQXux6FSoJvoZ/0SgjKxi4xciuZaPX9UMphXE6knPm8vISKIzjyTh8B0IIHA47drue3V69\ny7OzM/pux35/xn7n6brekkk7M6BaAuc82jJhcz1VgWeVBDTuH3oIVA/IOcd4mlpybZ5npqi45DjO\nLLMKNF9cXLDEmeNRPcvTeMEyJ8ZROaW1/UMpCZzgQyEva2nm+mxXI6o/49p9r9dfn2lNUtoWaWsR\nKrZtHMlcTINyrdFXL7RsaFArGb2ubw3Du2scyGz80a1RKW39q6c5LbOyL6oWrEEnWZTFkTP0pvVZ\nYbDQOZa0Hviaba+FD6tObsWPtXdPscozTe5mEc2mOMg4FfBxa9UQpmW6rknUDmiR+bU9tV2f2/X6\nJONJwvP3A/+drOUs/1Mp5cdF5KfMoArwi8C/ab//v6F0o8+ilKN/420/QcS67QGmot2kotCHuztE\njqf79FavO4/qWXp3jljV0DJfURXXgSarL1Jxi5550n4lQlDlmKK9XRDtRVJyUP6jrOVYTkwP0a6p\nC4E5nqgd/VwQJItWz4gn9AlJgThpb+za8ClZDyGxypSCeqrbhVSlyKrhXGbVDsRoL/XBlywUUXqW\ncx3BB2CglIR3DimZvhOrKKr8t+vGbEsCrt7nMAykvHqi6oEtbbNTQfa8rQhZw2Gg3aetB6Pv3bfP\naRoDrsCceXhVBU7W91TvyuGkoyaHnIQWYjrnGHaKieqfVI9N+9XUFgmgz7/kYzNIFWqpz6eSnTGl\nrbhsep1LJufZDmDz+iz0K0VwSQsRUo6UmCg5sh/O2zXCumHra/r/TS/1ZlhraWI1+JWEvoboIkLo\nAjkbQbvr2/3GaRfKglaMDbsD4zg2/YLakkJELIxdWnjeSilzbvhhCOt7++BUSDtoUkZEDAZQRoIP\n+ntDr1xJNfh6OMQ4UwyiqlVR3q16mnXOygaJjXGRxYE4Y9TU1jV9g9c0Cz/hvSNGhQxUSaoeTlrY\nsi1WWEn51+/7k45noozy7IXb5Tv+8Peg9b+ilIOlhpPaCreFxtWQuVoHvCEbJ6vU8CvdRIVAgvXm\n8cR0xElP32lZZuiEnGfr9+NUsd2EQpoxo3qGVVoMxNsmQ6kl8xQJQUPce/feQnBMV3VDFhVgFaHW\nbhdrZB/z0rCubUlaS3jgmdJpPSGLa6GliGeZt7JWJuQagJTJRY1B57WqI1n2sXoWCvBbrXgrTSyU\n4lvoX0ohSO3RE0mLLXKzv6uBy1TlJFhDcjUKqxeVTLW7GhFKR1U7r+IZen+E/f5MjRn1+QdSXKtC\n9PrStc2wvXcrTqdei5f6O2sjOe9X7FNbMNQaczNaSZ0Z71XHMaWE6w8r/kfF7CbT01SWR8m+GaF6\nOG17FqmhyNeue5v1rpBNbdOwEsXNALvS7lmRldolYqWgZdUWrQd99YbrGtBDY7qW1Xa+0ok0sqvU\ntdrUzjnHtJzo+4G40NZUSonQbZrglR1ItFYldnJ5D6XXwo4MwaWvCM9r2XSKWnbadb4d3lq5o95u\n1fuMMRI6e04bL3obAYkrLY+xhUzq+JqH59+oEYv24hm6wJImfGcNtWIk+IB32o4ixog3TlpMq2Cu\nc6rwnosqp6eUWOZFuZR50mxnGjl0LyIe5uWKUhJR7IRzChPHeKQsO+vRozJa8zwiwbPbHUixMM8L\nvXhCqL2fIyKdheWFV155iftv3UV8x2E4cHFxQb8buLq4VNEAKeTiyVFg8WScLQ7LLlY+XDbSNx5n\nMmMpa7+aFCN973Chyt1lQkBVX2YVcqYEOtdbK1sTBMl6AFQ8E2jE6RXHXGk2OYkC79mBDAwHo2Ol\nR2s0YIt1N2g9uvJDPSXFFk7WTe6dg5IwvB/nK6e0QhOWqMiRcdSqr1RUJrAYNtj3gXmem0xY13Xk\nRXvOdF3HMmvrZy/S6GMxJqZ5oet7+kFZGZKyhaIbgpJUipIdIo6GRYpoC5E4K78xLTPODoY+VDGW\n1dPuzANMKdOFnXlrmnVWLM54wClrzyUgGRtkXqyOXJSCo3hxQYIwn65wnRUV9B3zvEn6of2BlJK2\n0HVCzAun08m8t7412dP5BuPx1kPPkyQjVnaJ82RvOgDJhIXDwJIKoQ+Esum1VQTfDH4ihI45LsqR\nxZMzdF3BBYFkIXXx1talsBs6Tqejqhi5kZwX0nJAXKaUEzAZVr7h8+YRyjnO1b7qelgfj8frh4EU\n5mWy9QCh843POU2TYedPNp4Zo1lP10rSzTmu/XNyJieVe4tpoeDV6DTdPztB8ooF1ROlhiX1M1DG\nX6upTSjG5UJH5bNl1LjU8MIHJVJroqSWztU2ACutp27gCt73fbBQyhOXhd1OieigofkWAtBrXluO\n6uu+eTgt43iN5LvgbJO3E95pF0Ld/JpZ90E3nnOVyrR6h2tSYu25lLNmNZ1zJKm8Qd2kzhWWZVY9\nQqdk8RijHk5xfY+UEu4xPcvrp3vZGKj1Hm6vA65jcfXn4zg2D6d5Icbxcx6chfXbZw/apxtonnY9\nhHMuzWj6TTi6fa7b668HxZaH+Pg1Kse2zl8ZF9qBslLbVppLKZDSWhdeISXnhBwTWGSRTKFLrGRx\n7Re+XodIMXFpEBeo/duddQKth0EVWKnJIRGa163vs02YeOO4bqCvisO2+dLuTV2n1yJD8avHqVdi\nkVPLFF2DdVrDs/ZkKm0M659erq21rVetjQLXctucMwlNimHSivq63eO8FXx5+/FMGM1CgRJxoour\nlELvA0uc6TprcRt0AwSTuHeuENNshlZP1ZKVw1isI2StfnBOi/RzhlwmrQwxoxVCT1lU2LjYgukH\n9YpSWVVThIqbqeFdwfuyWRh6rafTifPzc8arpNfFpHPxPT4YLWdTzlY3RMUyoYLyNYTWzV5D3lBb\nE5i4RfWmUprUa2ChlOtZUd0Mqh24XXBfmaxQpL0aDVXOEXJRj8GjIrpdPximB6HvwTmmqNy3vu9J\nsSqe2zNOhVy2904TVKTrNeXr4q0A/dr6Yxt+NcNcYZo4k0tmWbIlM9b+TDU7juFk1Viugi25bc3H\nG5ttP7OOYRjas6rh4lZ5yTlHLhMpr+IU2WhiOtTgLslKP82AlJxJ1bA4wGmi0DUcskIHgz2TZGF0\nxeZ0X4TgTSAjmLq6FlKooQ8Nw9ZkjmJ+dXjRw9Jt7p1mptdqJ8Kq9yob3PZ6Uqti1jW/UJokW31f\nH9TxqJ4y5JbUK1nY7Q/aEhtwvrNrcvig93uJJ2PiVTGU1WgrdltWJ6E4gu+pPFNxCqwIXl+/3kDh\nq45nwmgqrhHx4iip4ErZCBDYqYC1/xQhN8MYlE6QtA1ATRZoaKlZvBiXVmngvccTQRxLykjxdG4A\nqnq1PsRpPtIFLcHUmz2QijQa0uFwgKT1rtoUyzw9y1Dv93tSnphdYrfbM00TwfecrkbDacJGdaYa\nkbWCYvWQgwHnsXlUIto3WxWCPHHWzKO2LtWa+Wrwaq+XSojXuvDcjG2tKuqsu+DqSVVRC2mdCGtz\nMdBWDWCeFbTTfb/ft/epghEt8VLK2u+lepUlqThLWTdTNXQ1GeAtzN9ilbVffcX9xnFkN4glbCoz\nYE1EBd/jXceSl8Yjdc4RWtY7b8Lz67Jijydw9L1zM75wPfG1XdPXFXlWg1rxZVygiKNIJqMdK7cH\nWcavLUmcwwl4p7heQWu8szFCtEoMMxSLQT1V/m1oXTCTJbZCUApY6LRkcvU6rydGdO7rfEQ0i13n\n61ixfljveS4JsYoub/Q6rDJN/9aq+bCEKKopUEnyIoEUHWHo7XcdMYsKkEsgozXWmYVQrkcC9SCt\nUnFqkJfNdaLX4rRlsvPrYfkk45kwmpSiqudGbPayklpjjHQ+EItviy/l6nXttYpj0RPXhbRpoeAY\nhl57/1gSA0DcwjwnDmd3EDwXl6fGAXQWnkynGX/oFdPMwjxpVrULByCzzNrUbAva63Vg3oceW7ud\n0mnu3HmR1798j/e8573cv/cW2EJXqaquJZTqfPu+53g8tmz6aKoyzinpW0pp2fzBcLMq8JtSZLdf\n8ZkYF0rpaPXoaWzZ53UTK90GqgrOmsDIGfr+0LL8zjn6rke8CZqguJrSnlaPJifVPgXI+aQGLhWq\nXpwawIBY/bK0KKyq2694YOWQ1q6BVXFnm/GP8ZJKFA++ioKUZoBLKWC4lzidb8pri+d6TfXfreGo\nh0vddNqjW1kd9cB53NjkVFpSbJlNFd4HiywghM7aSVv/GxEg0ffDNQ96yVftsBC5DmPlqM+u7wal\n3sVZMXBZD5+ahT5Nlw3TVC/NkoEJVNuiQyX31lYX239L81Q906Y4Q2xN1vLhlsQqlROpCbDdbse4\nzM3b3urgVh6mwmQaNVUV92U5UluLOBfICfOesQ4ICbHnXNdsrYYSB12onrXiobvdwDiORkNaPVFx\nX0dy+9djnN26XT7+h/6IhhXLJV4yBe2Z7WXASa8s/k7Vyp0zGkgxwxNUEUf8iRTztXB0t9uxLBv8\ny2TtQ1Dsr2aia4ZVcBa+q0hE33dN+r82SLs6Tbyw6xqWUk/pmEZSinS9nqy7/j2klHj44ILj8cTx\naqSJARdtaZri5bVw+XfarI3wnsVCwUrYxuCMVW+yvk8lNW+xOe89OS7a0mNeFM8pI85rkkN7swSW\nZZX+2hLvt9ieuIyTgaoQtSwnsmVmnQzMU1Ilfv2LTYht91m8ZkiLduRs9B62XM8qibcJw/MmY181\neYoqD21Jy4//fzU81ZMzD4l07XedhXD1OnTuKxVKaT0Kl9QDwKP9tPtmQBNLzJt5QKV7rcwBp/UG\njUbWtSoeMZiqvle9h8rNFVyrs1eyuw8rFlmhmq0gb51DnWNdV/X/W1m9uagebb2v23LVZB5+Npiq\nvl8tBa0hbgjBWhLXrqP1c61kUoTTaWQXoDhPLoU55Q0LRLPp1YutY/v8toe+WLVfZRqoPI+zQ3Yg\n5xWv3UJB+n7rnrl6dO9dlD2vhsQ4XfqaM+9I2wukknB0IEqpyGhdtvO91rCWSvdYSbdd16+GLVad\ny40rXxwpRSNDQym1p3bFNBPzsiZBgleSuLfmZDVMrB6iDwMxekrRDno5KWbS9z3jOBkVZcVdxBVr\nTSpmwKJitYY3VZA6mygBYCGXbWQRU42pZGbzYKJWRtRkgRoIuz9u5Q2mlDdeiZiiz5oc2uKeW1Bd\nD5ft81vr9qvh995TNuGajpo8UXglloWucy3BAXWDVg/HrkN/ULWv9FrtlogoNpqN4J3r327+nymG\nl6snLCIUytpSQVay/ophrt8rSXybmNrOKVPJ89H67pSN4a8Hcl1z3YZTmUVJ4xVn80EPxirm0hKc\n5mVqB1F3LeGGGezm4Vq9fghVbOM6Br+t2lqLNdZkmdu0VBaRRjHTq9GvlFajowd6pY+ta9sZfFBL\nLQGqsjwIKc1EHHh9tlvcHlBu8eagXvFVNp9tiTNbt1WE2SSdDAtW2KCWlwLXcG2NrFJ73k8yngmj\nqSHURJGoizMLTvYansRLCjMu7FisI6TvO0qBmLTXdu2dzTyqZp5awBbWeb+KjDojQVctQsV1XKsq\nojhK1+Nx5u0qBpajZiNLKQSXSWRwiUxhWszTywXnO0SUIL8k1TTshsCtO+eIN+rLNFFmfVCesxbG\nePFM88lqYi2Ukcww7FcshhqiBeal9nc2TUm/J8VF2y9gyQ/Ua6rZQk27Jc7OtD43JiMfm7p8FxRw\nrxnIea5CCVUT1NH3HbloJJBTIeeZfhiY55G4KI2k63bNeNRNW1u+qoq9UYFyVrwzBOtFs6rzNA+5\nltgBvlcvqupsVSM+PJb1fnwiXwWYAAAPtUlEQVR91aRU22gmoaebRecnotqRtMz+yjtcBSx8q+PW\nex/AVZ6rta/tetym2qcO73tSTVjgmKeR3a4qh8d2wJds5HtHq79fFqUJ5SWRzLOrntkWZtkedrre\nne2B6tF6o+itvZAqVi0iBLKeIZjEmwLhSKW9+UCOEUEjhZZosaw91Gx21zxqxdwNq7b+SoezHQ4h\npkIy2ZrqVapZFcS51mKjGvxtcq7i3nEjN1e95pw1J1CLFnxwumYsGZlzrYfvbD12T2Kq9L4/8W9+\nPYeoYMNpekAvPb4MJE12avjEFZ3vbLOopiXW9qELPUVq9cJtQLmNpWQLUVLD63Tj1ptf6LpAzr4l\nLPQhZ8aTYS4IIXQk48x5CUzzRNfvOM33tIzR6mdD6Js3qx00I06OtkiVfrLbB8aT2ILT+vRpvGwb\nXZMTPWv1jp7kS7nUB+/6ZnBSci0RVkwqr/hJYQVyC41q+FwFDLRkVBvCqUJNhlQTaBqi199dyemm\nRym1f7waYifeeJaQ0tTug6ANs3yYrXGZ/n7XW5gXE84k7ZakSkpL0npwVZfS48RWOVk6XHA48752\nu32tj1FPLBftNFpDLrhmrDBvLRpjYVlmgu90gblgEYqtIbludNZ1YUpXIuy6fetnIyJgrZlL0buf\nMvgKTVTIxZR01HN0OO84HB736GtNtXlNpTTcNMaoHF+nhRHVq1dPc2nwRaX11HYptS9Tsr9RRkq3\noQT5FnUVwEkhWfKwmNSiE/29mIUiwRKyW0UqSyJuKGYxHZXJUWgqRaodoL16UoQkC6kWanitS3ZF\nj3VniaWyCau3BrPuF6XdWUtl0AO7D6aWJOSi4uaVIkeFZUq2+7Din086ngmjKSTSdMUg50gUlpwY\neqt2KC9AOnC6vOBwOHA1jXinGUJxjrypJljiQ8Uw56WFVQKQVS4LYIyjbX7tbz6Nif0h2GJTLyy4\nAEVbhcYUER8oHq6mK0QKwTnOD7e5ujxCUJxtGa1/eomIJILPlKL9rH0nJKc9ZOJyJIQVc5rLgg+q\nmp1LxGWnRsmZRqgIKfUUIktSQnpwlZgrZGvM5qS0eaWop+la+aECJkrHyqqA5KpQiNXgp0RKM87F\nZnArz3EF7NdQSbods3l8GvJptlfDzYjfOYgaKaWYjf6ilJIaojvn8LlyVJXoLtY6WPDW2jURdia0\nYfesqt93XYcraoC22e3tRq5haE0gVTWoiq/VbHb1ZChugxNnOq/RSug6pnFGUJWksum3E2PEd45k\nyZU+hBXDNM0CTI6sCnekGMGrUG69t7Vip5RCZ6WC/T60EH1LSQPIuVLu1rJTkc4YHx1jrC1hEiUc\nSFjxyDLhvLUUMY6iq56a1h4TTec1pZkgASERPKg+3oKWH1tGPhXw3pgUKgTeb1pI1KRdZ83WdBRy\nXOiMBZGWE26DVWaRzUGw9vLKOesBZBzm4/FI1+n3zntcyMxVW4BALsYz7iKgKlD7/RnBV4Ea1eVd\n0pMngp4JowkKEi/LQug7NVpSWmvYlvXL0Pc7RBzByqski6mnJONaOn2gWUgWw/Wha0ag32nPE1Vk\nCZyfn+uDrFldrm+8aiiqGKuGqXCcLsml9mvfsd8dGMcjUjr91KLGCHQxpxRxkjk7O2NZIj6coPiN\njJWwTKpvqd5NpBJxnVu1DxU7lbbJ/AZHFCoNaCX5NmzK8KAqq1azxtWorOGNEps1pC7t63qGe6V2\nPD7q56SUCCLXNrXqZdYNvmJU+tmrcUspkbJWdm09vpbU2Hx25WAWl659fuMRGl62rV5qCQRLmFRM\nT++hV0yR61jYduOO48gwDO31Wj66PVRqZr9+1Wuvn1sTlUor05rwSkNThf9VkefxRNb2mW4PM5Br\nh8qW2ypW5z5lTbyFDddS9RoAWYtJaOLFhlHKaipy0txALvp7XdeTSmVGONhoLNR2H9X41bVW79N2\nfvv9vjkTTbPB2qNs6VvbOe92Oy2BlkxMK3VKRHCds73SUSS1z1FtgXFdK16fz/QVq/l3Hs+E0cy5\nUBB8t2btlmlsC7GwIO5AqoRly5vWTHRwvZ1mgThnRGqpYqILkMmUnLR8clLPS8UONBBU7MPItb0n\nlfWhVo9BM/QrnaR6OvOk2N7pNNpJ7+j7g4Y3lYeWo4W9ma7Tv7t16wXGcSRnlUqr7Vq9rCdrlf8q\nrYpkrTt/HONsGc6UmrGpfMltl7+yyZTWBM92U1ZcqApFVKOpnnjN7ieI2mpX56dtWoMPjTKlyty5\nLX4tU9tKn9XEUWjYayOaSy2NVXhmGeN1/M6vGpOuqunQ2f1ZFeur5J+ujUkjgCa8u1ATJteMph0Q\na5ir9yTF2hUgt6RQNYK17cmaTa710avR+51I81pCqO85TZrMGYZBo6ZlNkdivmbktx51fd71+dUk\nS7Fr2BqlvjfszsGyrPXgSgkyxfOsdCoVfVFPPAQtWVVDbknBsNPkllXWLHMiZW0945xTuCTHRscC\nscy6JjBr58+dtYGuxut4HNuzq0pVafMcKlS0lTZUG5ENjgCR0BycWjFYaU8xRm1Lc5w4Oztr7xHT\nfI1B8HbjmTCaznumRb2qXW88Qd+zLNo5Tqk1hd3uwDhdMuwC03Ri1w+kBGmZAYcErRiop05wTv8N\nK0Ackzbp6vsdVQoLWG/uIqoUH1U5vOFstjiq5xJzIC+C83tCt+PqSmk6Kc0U8SzxxNApJBA6xVWq\nYlD1RJxz5HLJfnfGYnJcXjRsEOc0OcNa7lcNdW0wpXXW60IrVFaAZoVXcY6VdoRhWCWv7IJaYaGv\ndZrwcV67cYojZiNnA6CvKY6Zm4GvnRkLKhQiriBlbakA18v9ailbFdzQREFimlTbs+81q1mIqiTV\neqAXXPDmLcT2/nFe2nVsNxhAjMlKWGctNLCGb5qZ142sUmW6+VKKrWKsyvDlpLxgZ9BQrdf33rdi\ngZb5leuVVlsvc5usSmnG+dxaH6cUWZZqABXjrMayvtfWk6rvux1qYFdoQiqzYsbUy/X5Beud47va\n38fhQ0darq7tk3mJWjEkuXF1ixOCZLJli7q+I5RATot6oagQTDVaFTf1oW+OUM6Zq6srE5teO2Ru\nGRspJWVB5HWdOeeIy9z+ZhxHo7apiplz3hS/Ck6giLJLUoK+O0AJeK9aqcVIE1tD/kT26ol/8+s4\nUiqEcEbfneHEutBFofMDXRjweLLAFCckQIwju31gXo7kMuFdwbvM8fSIJR5Ryk9mOAzt5o/TwjRH\nhl2gEFXEI09cHR8CygEN1hO59hmqp7gzEWH1bJVc69hDGfBux+m0sNsd6DrP/rCjsOA9+BApjEzz\nI3IZ0fL2SN8Hdrsd+/2BW3cG5uWSs7Mdw9BxdnbG+fktTYRJhzC0k7Nukqq23bKtZe0LXYUHHg8d\nm9dett5XvPae1avwbsC7AaFTjmz2UIIuSvvS7otoP6QlMnTa53zoenJMjd+38i+5ZlQqVasZvU3j\nsJgWFVfo1PMcQodnvfZqOEII4BxzXDFIpVVh3qBWkaW0cPHwLUqR5t1o+FgTPUlzQo6m+lNV4jXR\nUNkDuYWb3hgGW5yxbu5tj/H6VedXs7nqLWqLESSx23d0vcN5be7nfKEf/LVnCWu1yxpG0+5hfd41\ngqjXpdfb04Ud+905np55ygS/IyUVFxbXERMgidAJhUghkrPSwnQ9F0IHWbQKDRQWOZ4ekeLIEkcT\nDV/hDDWKrhm5JU7ENFNInJ/fousGS5RimHy912s9eD045nm+hrMD3Lp1ixAGgt/hXIfQQwlQOlLS\nvEWMib7b0fc7TqcT+/3h2v2sa/FJxzNBbheRC+AzT/s6vs7jFeDNp30RX+fxvM/xeZ8f/P97jt9c\nSnnP2/3xMxGeA58pT8DEfzcPEfnZmzm+u8fzPj+4meOTjGciPL8ZN+Nm3Ix3y7gxmjfjZtyMm/EO\nxrNiNP/a076Ab8C4meO7fzzv84ObOb7teCYSQTfjZtyMm/FuGc+Kp3kzbsbNuBnvivHUjaaI/ICI\nfEZEPisiP/K0r+f/6xCR/1ZE7orIpzavvSQiPyEiv2H/vmivi4j81zbnXxaRP/j0rvzJhoh8WET+\ngYj8moj8qoj8OXv9eZrjTkT+sYj8ks3xP7XXPyoiP2Nz+R9FtP2jiAz2/Wft5x95mtf/pENEvIj8\ngoj8uH3/vM3vcyLyKyLyiyLys/ba12ydPlWjKcpk/cvAnwQ+AfwZEfnE07ym38X468APPPbajwA/\nWUr5VuAn7XvQ+X6rff0w8Fe+Qdf4uxkR+PdKKZ8Avgf4t+1ZPU9znIDvL6V8F/BJ4AdE5HuAvwD8\nxVLKtwBvAT9kv/9DwFv2+l+033s3jD8HfHrz/fM2P4A/Xkr55IZa9LVbp9uqhW/0F/C9wN/dfP+j\nwI8+zWv6Xc7nI8CnNt9/Bni//f/9KB8V4K8Cf+Z3+r13yxfwvwJ/4nmdI3AAfh74bpQIHez1tmaB\nvwt8r/0/2O/J0772t5nXh8xofD/w42h17HMzP7vWzwGvPPba12ydPu3w/IPAFzbfv2qvPS/jvaWU\nL9n/vwy81/7/rp63hWn/DPAzPGdztND1F4G7wE8Avwk8KCo7Bdfn0eZoP38IvPyNveJ3PP4r4D+k\nSlXp9T5P8wOVqPp7IvJzIvLD9trXbJ0+KxVBz/0opRQReddTFUTkHPhfgH+3lPJINmK/z8Mcixax\nf1JE7gB/B/j9T/mSvmZDRP4UcLeU8nMi8n1P+3q+juOPllJeE5FvAn5CRP7J9oe/23X6tD3N14AP\nb77/kL32vIzXReT9APbvXXv9XTlvEelQg/k/lFL+tr38XM2xjlLKA+AfoOHqHZEmKLmdR5uj/fw2\ncO8bfKnvZPwR4F8Ukc8BfxMN0f8Sz8/8ACilvGb/3kUPvj/M13CdPm2j+X8D32rZux74V4Afe8rX\n9LUcPwb8Wfv/n0VxwPr6v2aZu+8BHm5Ch2dyiLqU/w3w6VLKf7n50fM0x/eYh4mI7FHM9tOo8fzT\n9muPz7HO/U8DP1UMGHsWRynlR0spHyqlfATdaz9VSvlXeU7mByAiZyLyQv0/8C8An+JruU6fAdD2\nB4FfR7Gj//hpX8/vYh5/A/gSsKC4yA+h+M9PAr8B/H3gJftdQVkDvwn8CvDPPu3rf4L5/VEUK/pl\n4Bft6wefszl+J/ALNsdPAX/eXv+9wD8GPgv8z8Bgr+/s+8/az3/v057DO5jr9wE//rzNz+byS/b1\nq9WmfC3X6U1F0M24GTfjZryD8bTD85txM27GzXhXjRujeTNuxs24Ge9g3BjNm3EzbsbNeAfjxmje\njJtxM27GOxg3RvNm3IybcTPewbgxmjfjZtyMm/EOxo3RvBk342bcjHcwbozmzbgZN+NmvIPx/wIZ\nWUTJVwEfcwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Td3wp3A0ynG4",
        "colab_type": "code",
        "outputId": "95721650-fe3a-40dc-cd73-558db11ec54b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "ptm = PretrainedModel(\n",
        "    input_shape = IMAGE_SIZE + [3],\n",
        "    weights = 'imagenet',\n",
        "    include_top=False\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "58892288/58889256 [==============================] - 5s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9pJLgmvly9cd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "ptm.trainable = False"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_aLsVWj5zK4r",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "K = len(folders)\n",
        "x = Flatten()(ptm.output)\n",
        "x = Dense(K, activation='softmax')(x)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1s1BBxzRzmm_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = Model(inputs = ptm.input, outputs = x)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iWf-wCluz9r1",
        "colab_type": "code",
        "outputId": "72a4b976-385a-439a-bef0-ff8d85d1bbf3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 867
        }
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         [(None, 200, 200, 3)]     0         \n",
            "_________________________________________________________________\n",
            "block1_conv1 (Conv2D)        (None, 200, 200, 64)      1792      \n",
            "_________________________________________________________________\n",
            "block1_conv2 (Conv2D)        (None, 200, 200, 64)      36928     \n",
            "_________________________________________________________________\n",
            "block1_pool (MaxPooling2D)   (None, 100, 100, 64)      0         \n",
            "_________________________________________________________________\n",
            "block2_conv1 (Conv2D)        (None, 100, 100, 128)     73856     \n",
            "_________________________________________________________________\n",
            "block2_conv2 (Conv2D)        (None, 100, 100, 128)     147584    \n",
            "_________________________________________________________________\n",
            "block2_pool (MaxPooling2D)   (None, 50, 50, 128)       0         \n",
            "_________________________________________________________________\n",
            "block3_conv1 (Conv2D)        (None, 50, 50, 256)       295168    \n",
            "_________________________________________________________________\n",
            "block3_conv2 (Conv2D)        (None, 50, 50, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_conv3 (Conv2D)        (None, 50, 50, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_pool (MaxPooling2D)   (None, 25, 25, 256)       0         \n",
            "_________________________________________________________________\n",
            "block4_conv1 (Conv2D)        (None, 25, 25, 512)       1180160   \n",
            "_________________________________________________________________\n",
            "block4_conv2 (Conv2D)        (None, 25, 25, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_conv3 (Conv2D)        (None, 25, 25, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_pool (MaxPooling2D)   (None, 12, 12, 512)       0         \n",
            "_________________________________________________________________\n",
            "block5_conv1 (Conv2D)        (None, 12, 12, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv2 (Conv2D)        (None, 12, 12, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv3 (Conv2D)        (None, 12, 12, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_pool (MaxPooling2D)   (None, 6, 6, 512)         0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 18432)             0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 2)                 36866     \n",
            "=================================================================\n",
            "Total params: 14,751,554\n",
            "Trainable params: 36,866\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4NfqupiH0Jiq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Instancia del generador de imagenes\n",
        "gen = ImageDataGenerator(\n",
        "    rotation_range = 20,\n",
        "    width_shift_range = 0.1,\n",
        "    height_shift_range=0.1,\n",
        "    shear_range=0.1,\n",
        "    zoom_range=0.2,\n",
        "    horizontal_flip=True,\n",
        "    preprocessing_function=preprocess_input\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GmeMWfs_0rCp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "batch_size = 128"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "se9CXrst1Eqz",
        "colab_type": "code",
        "outputId": "0ba73baf-9a21-4ffd-ab26-a821531bf207",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "#crear generadores\n",
        "train_generator = gen.flow_from_directory(\n",
        "    train_path,\n",
        "    shuffle = True,\n",
        "    target_size = IMAGE_SIZE,\n",
        "    batch_size = batch_size,\n",
        ")\n",
        "valid_generator = gen.flow_from_directory(\n",
        "    valid_path,\n",
        "    target_size = IMAGE_SIZE,\n",
        "    batch_size=batch_size,\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 3000 images belonging to 2 classes.\n",
            "Found 1000 images belonging to 2 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ciqm4qE1rn1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.compile(\n",
        "    loss = 'categorical_crossentropy',\n",
        "    optimizer = 'adam',\n",
        "    metrics=['accuracy']\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U1lmps5x2BjA",
        "colab_type": "code",
        "outputId": "e56caf3b-1ac8-4376-f371-fddc2ff7d286",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        }
      },
      "source": [
        "r = model.fit_generator(\n",
        "    train_generator,\n",
        "    validation_data = valid_generator,\n",
        "    epochs = 10,\n",
        "    steps_per_epoch = int(np.ceil(len(image_files) / batch_size)),\n",
        "    validation_steps = int(np.ceil(len(valid_image_files) / batch_size))\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "24/24 [==============================] - 161s 7s/step - loss: 0.9357 - accuracy: 0.9160 - val_loss: 0.4897 - val_accuracy: 0.9620\n",
            "Epoch 2/10\n",
            "24/24 [==============================] - 118s 5s/step - loss: 0.4018 - accuracy: 0.9677 - val_loss: 0.4307 - val_accuracy: 0.9670\n",
            "Epoch 3/10\n",
            "24/24 [==============================] - 118s 5s/step - loss: 0.4064 - accuracy: 0.9700 - val_loss: 0.4575 - val_accuracy: 0.9640\n",
            "Epoch 4/10\n",
            "24/24 [==============================] - 117s 5s/step - loss: 0.3595 - accuracy: 0.9737 - val_loss: 0.3618 - val_accuracy: 0.9710\n",
            "Epoch 5/10\n",
            "24/24 [==============================] - 117s 5s/step - loss: 0.2319 - accuracy: 0.9813 - val_loss: 0.3166 - val_accuracy: 0.9760\n",
            "Epoch 6/10\n",
            "24/24 [==============================] - 118s 5s/step - loss: 0.2255 - accuracy: 0.9827 - val_loss: 0.4254 - val_accuracy: 0.9670\n",
            "Epoch 7/10\n",
            "24/24 [==============================] - 118s 5s/step - loss: 0.2298 - accuracy: 0.9833 - val_loss: 0.3450 - val_accuracy: 0.9700\n",
            "Epoch 8/10\n",
            "24/24 [==============================] - 117s 5s/step - loss: 0.2590 - accuracy: 0.9810 - val_loss: 0.7115 - val_accuracy: 0.9480\n",
            "Epoch 9/10\n",
            "24/24 [==============================] - 117s 5s/step - loss: 0.3512 - accuracy: 0.9753 - val_loss: 0.3197 - val_accuracy: 0.9760\n",
            "Epoch 10/10\n",
            "24/24 [==============================] - 117s 5s/step - loss: 0.2736 - accuracy: 0.9780 - val_loss: 0.3030 - val_accuracy: 0.9770\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4bsmAIzf2ztr",
        "colab_type": "code",
        "outputId": "b3e2965d-7d5f-43a9-ba5a-c933e41529c8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        }
      },
      "source": [
        "plt.plot(r.history['loss'], label='loss')\n",
        "plt.plot(r.history['val_loss'], label='val_loss')\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f63bcee10b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 80
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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217+P8GxNjfCXgZA2Hi5/xepqOqbwK3j5fLjsJc8YQ+8CSqlVWuucNp+TQHdC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\nSUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r26CqJ0t3Fxt",
        "colab_type": "code",
        "outputId": "074b4f6b-6f7f-4012-d64f-a6e4659b44e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        }
      },
      "source": [
        "plt.plot(r.history['accuracy'], label='accuracy')\n",
        "plt.plot(r.history['val_accuracy'], label='val_accuracy')\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f63bef4d4e0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 81
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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L7UKZ9rIdfdQSRTnfdcXsXQ1lh+z28L62td5vrC2xG9zGBdU//pUtKHdXhuct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\np4leKaU8nCZ6pZTycJrolVLKw/1/KeDJEcJhMYoAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}