ML_Bangkit_Capstone.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "ML Bangkit Capstone.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FUQGAzsL6rCp",
        "outputId": "c59235d8-8028-498d-c874-d42bf04d2fd1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2021.10.8)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (6.1.2)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.64.0)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)\n"
          ]
        }
      ],
      "source": [
        "! pip install kaggle"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! mkdir ~/.kaggle"
      ],
      "metadata": {
        "id": "WgM7Y-o-8v2X"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! cp kaggle.json ~/.kaggle/"
      ],
      "metadata": {
        "id": "1l8RmFAo8zCk"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "_xn65WcX810r"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Downloading and unziping dermnet dataset"
      ],
      "metadata": {
        "id": "AP4YKuaPUX3N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! kaggle datasets download shubhamgoel27/dermnet"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HnaONJ1o818X",
        "outputId": "98af185a-d317-424a-deba-0444be78dfe3"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading dermnet.zip to /content\n",
            "100% 1.72G/1.72G [00:13<00:00, 187MB/s]\n",
            "100% 1.72G/1.72G [00:13<00:00, 137MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! unzip dermnet.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YOJ4r9JzDouF",
        "outputId": "ef288dd1-5427-4e14-ea0f-f2d43462b74f"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Showing some images from dataset"
      ],
      "metadata": {
        "id": "WPsl17YLUgDE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib inline\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "ELVo9-MYEJ36"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator"
      ],
      "metadata": {
        "id": "nt0Grkr2HJ5X"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "BATCH_SIZE = 64\n",
        "IMAGE_SIZE = 128\n",
        "train_path = \"/content/train\"\n",
        "test_path = \"/content/test\""
      ],
      "metadata": {
        "id": "p9eSwUjfHCKA"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def train_val_generators(TRAINING_DIR, VALIDATION_DIR,IMAGE_SIZE,BATCH_SIZE):\n",
        "  train_datagen = ImageDataGenerator(rescale=(1/255),\n",
        "                                     rotation_range=40,\n",
        "                                     width_shift_range=0.2,\n",
        "                                     height_shift_range=0.2,\n",
        "                                     shear_range=0.2,\n",
        "                                     zoom_range=0.2,\n",
        "                                     horizontal_flip=True,\n",
        "                                     fill_mode='nearest')\n",
        "\n",
        "  train_generator = train_datagen.flow_from_directory(directory=TRAINING_DIR,\n",
        "                                                      batch_size=BATCH_SIZE,\n",
        "                                                      class_mode='categorical',\n",
        "                                                      target_size=(IMAGE_SIZE, IMAGE_SIZE))\n",
        "\n",
        "  test_datagen = ImageDataGenerator(rescale=1/255)\n",
        "\n",
        "  # Pass in the appropriate arguments to the flow_from_directory method\n",
        "  test_generator = test_datagen.flow_from_directory(directory=VALIDATION_DIR,\n",
        "                                                                batch_size=BATCH_SIZE,\n",
        "                                                                class_mode='categorical',\n",
        "                                                                target_size=(IMAGE_SIZE, IMAGE_SIZE))\n",
        "  ### END CODE HERE\n",
        "  return train_generator, test_generator\n"
      ],
      "metadata": {
        "id": "pi0HSH7HFx81"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_generator,test_generator=train_val_generators(train_path, test_path,IMAGE_SIZE,BATCH_SIZE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "StsNCopfGXOL",
        "outputId": "c665d2f4-27f5-4e25-a265-4ed0e837114c"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 15557 images belonging to 23 classes.\n",
            "Found 4002 images belonging to 23 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#ploting versi image generator\n",
        "for _ in range(5):\n",
        "    img, label = train_generator.next()\n",
        "    print(img.shape)   #  (1,256,256,3)\n",
        "    print(label[0])\n",
        "    plt.imshow(img[0])\n",
        "    plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "J2hFPGnC1VXL",
        "outputId": "59da14e2-8dc2-42a8-f870-d99330d99973"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(64, 128, 128, 3)\n",
            "[0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(64, 128, 128, 3)\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(64, 128, 128, 3)\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(64, 128, 128, 3)\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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Pp0uX+921Z7cksv9XrmbXH7ErCr2yMHvKR64WW1P/Xv+cez2hu+naswHm/vfYHzFikAWHdg/XYUtMieCCaNOnHi7ZVQaPc/vcxtrTkoGdo9GVYYhAJxmJAXfd82pm2S8Lt9/4ZTFfcuqyz+U+VTt3w59L8n9ZYLPvMFfDzh1CwNKwweNi2TkXzdOeQYTbwwGAr15+TWuNbdl2SXps830oXbO/J2ToXM8rdaJP33/88jcBf++2/n0OL4rll7H+T39DvhkHuB4fhBKwMKDx7PkLTg8PLMtMKZUQmhOCjKm3rquBYh7398WsqqxLT08ZYWgYRrf6ZjH29F3oSgHM3bsoAu2yrfrkwbF/T9OGNLPc6krEeAMGIPZjSqnElEk5OVAXqNVBJoKFLzRiipb6urnl7u6O+4c7lod7Wi1ILVStNGmE0QL/zc+hCudlZtkWQooEIk2F480th8ORmAKtVe7vXwNGI26On6zLyUDSdeVwuCEPgysvqEVRCUTJhDCYtwN7KAGdfNR8PgOlVOpuoRulNUQiQQzADUEY87AvzK0UB+HE0pdFGQbzTEKqlE1ZT4WyQt2U28MzC9nWlezPthZbE/V0QlWJErg9HJjGAdWf8ubunj/4B3/koYENUwQXowDySAAvr1+N3aOzELS/ff2p97n+wbMi38f1/67AH+y5prev4YkC+MfCE+hAUIrmfg7jyLoslFKB4rl8d5FbZZ5ngB3Aw9216DP42O2/AuCurMLTn7uwdzCvh5XaLurZXrjYh6AQMKuNpbG4Dg/w2Nu0BTHm3a7UYnRkqY0ipuDKthlaX4qFOVqorVmtQtVHSgwcAG1CDJmcB443zxjHkZjinuPPedpz9q2ZBxVDMqpx6N5W2z2TEDMpDcSc6bH0vkh3khY7AckEpLp3c3meoDRRtG7GFqSa4lSlqYdL6mpYL/Mfo5Gb0iCUzojUjdYqMZlXUjwzYqChhR1NGoFAksTzm1tEhE+fP2deFs7zwiXDfpm/91fQXin+d/zWvZ4L7KAXj/NKycjlr8t37uHIxY94uh7fO/RynDx+aX/lqcB/mwKAD0YJNLbVAKlhMJbYMs9s28a29WIeczFrbdzf3RFCJA+DxdEhkGJ+EutfLL5cq+9Hs3fRwRcL4CLuC12rHRMC++IXd51FAvi1GWNPILrlFNPrgWhxMMIwjb4slLkWWmn7Ai+1ss4ztaxo9dek0NTeo1q4MBwHTAFUVIWmplzG6cinn3xOZ+2d5hOqME03xBhIUZjnE4WVlKxGI5AxRmDb+RDDMJLySBwGtro4n8CuOoZEq6uHa+6R1M7LMGIVAq2qKR4HGhWlVHffwYlSbpdFLulgLN0qWYAKoYIo63b21OmRWhvnZSb4NaUQaCJUtcxFjBbyTdPIeZ75+tUr5nUFfVyg1dNwXAmlrZceODwWs4ZFKE98w6v/XsX+V6He1Sp/5PpfSpu+n+t/sf5P2BC/hPD38UEoAYBaC/O5Mp/NvTudHwz8W7aro+zODocbR7+jx/hht/YGtunFpe+egn98180dAPL4tGHEpA7SXKfBRAzE6kumtR71t90CtKBoEIY8XCi2PU6unjlQ6eH1Tv5pvVgJ2Mpq91wXaqtsWizVFxMhm5JrzVJ8SQ7EKRFz4vb5C1JKnOY3u3WJYURE0NYoWijFFFdMA9MUKaWwsnjcrUg2QDCm0ejFCG1zj4RgeENKOKhhhC0nZgmdUpzs+5tlYRTdV3jT5hiGE6fkStRE9znQZtc5DiOBFaFRpKENQrAUMjVdypybMSqXdbH7BQ7TSE6JH//wNzhMB8bpwD/68ktO55lwJbjXVr6Hh/bn25bb/gqPPtXT2YbC2Dp7zPrT/Sy2Jn956x/efuny96+gAOCDUgL1ir1XWVcj9ZRtuwKXTLCGNDjFNjxSAF0JdKzgomcfO2X9PdHuz3m9QegEjUtBkmEFslsIVS+EQaEaWIdA3d1As0Q5Rnd5+z955H527KBum1nbVimtUFultO3CYMyBFF0ARWjFKNAhZFLO5DGTxxEBtjLv9zuNpgRq9XSjVveWorvcQogdcATxrEBw/KQLpNZmi6rH1qbB6GQmK9no2YRwmUtRV7D+sUdPYfej0X5cu8yTzWEyrCWBFEWkEaM/ixaRYJRwUUVKtcpPf8ApJmKIPLu96a4gr+/uWdYNB2P263ksUNfr5Snvr792HXB7qprruP/xKru2/teK51tj/yvX//pnVyHvE/R3vq7KN+mFD0IJ1Fq5e/OaWpwIo0qrFeiIvlmQnp6LV2W8j5AagOoPRC3FKGAu+/XjVugPLIjs6TytzeNit+BNIURExcqaXGF0cFIVNNhCRgOigW2zVF5yarMCVRVqoT7ck3NmHEfqtrKdTyznM4jFwpVKUXN3FRiGielwy/HZrZXnOs+BoLTc0GBhwXx6Q4qRacw7O1Hrg7EnN8cVSmUYRiTYNVZVNlFySMQYjVAUAzFH6jZTtgUJEEkEiag21vmBsq0XZh7gpA6b+tnLrnUxixhM2Qhi6ctaKeVisUsPtaLQPM4PwejNdbN6iKCNGBWJwu2zETTQikDLaAueARDiFndD0Jl203hgHCd+8OmnBBG+fvWKf/Czn1FKMXAXd4TEU5tdVK5+WFpQMSp1f6OTrWz9SA81dkl7v+v/fYG//Tq+6fD3Sfi7qIzvGB+EEujAYKv1ogHdbYy+qK8tftfu13HXNZFoP4er+0sU52DUlXLfdaRe6YarWW3VahR2y9Xd1t2dlZ2chASCGhU05gytXurm1bn/3jdhW2fKtlJbcQ5DIkggiZKr5dRTtOKlXjqtCBISIUVSHvZ6BhGvkdAADUJQL64yz8qAVQNXRc19RqxIKKeBFJO75OyTsPddCGJAYjN8QgiIqM+hX1dVT9NWJzJVmmBNR5rQi3DU+zKEDtK25j/NonYKdieJmcJPGGvUvBoTjdiDHmK2rMlQBuOP1OrcAuN4qH/385tbtDW+fvWSeV44z/MeEuoF1+urpE/E7vI/laS3UYPLb1eZ//2d7+ShP7H+l3GFQnxXV38Pd7/90A9GCWzbhjYDeoI/fPMC/BJF9kYeeuXe9Di7K4EYo1mV7rYie8nsTiTzhW6WwFw8RWgewobWwR3dSToEa8qhKCF7Hl2MoZeHwVl7MGAg5fTslnVeaPMMq/MZRJnPC9tyYiubMRlVzU0fM+MwEmNiPN4Y1XndLBX4cMY6d0Wyk2MOx4kQGhKUnDaUxlpmolgDE5qh/lbZZ8psC2WnOOecON68IB8OxJR48/IrtFW3bIkUIi0YfXlII61GShE0mlAL2w6U1lLQBqWsQMPMrKdyqwnipRDrEl5FnMPQrGYkxkxKE6qwrCspJcYxmydTGw9vXpvCzJnWEkLi5vg5WUdyHnn95jWn8wPjOOy06daU0pQffPIJz49HzqcTL1+/4nw+XRkHHglsf8VX2KNXHysLLuSiPcaQ/fXv7Pr7yfqpw+Wlxz+/S+z/Ha3/9fgglAC40CcHjkTMCu5An91t6IDVk9SOvWsPoZbuTXjsLr3a0JTEpb0UV17HRei7kuiFQirBM3xOxw1qzUSCGGAXIylmCpb7TtOB4TAxTDdsBSor2zpbLC+N1iz3LymQJDIMmZitQ0+vNjTuQiBNE0hEJKNOVx6m0Tn6wTr6pMgwCq0W5vOJHBMpJupWjQpcTfmpmvB0NN7wgg1dGmET0BWaUrbKthpLUZzVuEm2PEcazbKGasKtDZqSHKSLJdJaYdvmXfHYqB5CuefmadtGu9CbD88Yp8POGSm1gkBpjZiy4TXhbMYgCNqMvbisd1ADZW4ElMN0sPJvoGwFQYkCIRuj8Eef/4CcIuf5zMN5Zt22S5wvV0iAXougOfKXDFL3Hh8LnIU5F6/xbYTgHeMdxz71H76b8Pt/9Ml3/uPiCVj4mC4FPPRClfDohmJXCFeuaI/mOsan7RLd7ZZf4PHUXHkTCsTrnK738RN3+aV3DxIkuiULtpCDV90FiWb9aKRxJI0TKU8QForCtq20bUG84YZiJbkhRfLNkZQSQx5oVdHWzBIEIQ4DIQ6EMBCSuBLItAalKMN4YBgGxilTy0pZKzln68ugCyCEuNmdBXGvykElEQNhdTOfsVkpbinCusws88I4TUjKtNSQEEnBaMlaAxrtWlGjGscYiUEoNbBti6UvG+yVeq0SHFsRJxwpisZADIlxOHA8PGNdz2yyeVhgOFAeJguF4gkRa0BSpYFWtu2ElkBZlCDJsgrJ+AzVwcKo1lMxInz64gWqyss3r9lqZSnbW4JyIRBdnH7Zk3PXEfrTaF2fuN/foAL08VHXge37LP/7Xuvy8L7mJt+miD4QJRBcg+dL7QCyczK6hvMeFpe0n1xN3k7euMRywc8TQ9wxhBitm818OhGj8fmbGoTXuw1tZTMwR6ypKQGSL3IrmHFQTAKtKec2Q21uLxRa4XT3mldf/Jwv/+TnHIZIDBYCEwKSInEYLMUpgRQS0zhwd3/H+XS2Bp8xEfNITJkQE7UZFfr08p48ZA7HA8ebicN0YJ7vqdsKHr6UYl5BKVZ+7C4MMVluf1sKOWWGnB3vaDzMDzsnP8bI8fbGwpNkoGFZVs4PJwM5EYY80VTZSqG0xlYrt8dnZFUgW2+BVjmd7qi17HhNp24bdiOIJEIYWJaZ2jZKszAjDZHf+u2f8ju/+0/y6ec/RTXyt/+Pv8Xdm5e8efkFQzb84bw2KpWGUcdpm2VLgqU1W/Uy7NVbxonw/PaWf/Z3/yJ/9PN/yC++/pqXd3fU2hAsRYyoXX/HmK5wI+ut8Gjxck1E0+5lftN4j+v/SJ38Kbj+u2fxLVrgA1ECJqi9cuw65vcj9t8U9lzsU3qvxWL18YPrIYA/QKu7lYvn0P/tf+uj1xyOM0qwyI74K85hR525hgNbdiV1mWnLmbbOaDqgEnyhRbfMYc/H9/N10k3Mnv4bMhKcjow1Xi2lEmKwQp5m/2pZqXUDbVRPtfV6g5TyXr0ncdeqbjzU6jB2AFPt+p1wo4o39nR8wbMKinCI447DXOo9esPXtM9lD6IlXBq8dkzGyD2W0WjarJTZTkAeRqbphpvb59zcPENJfPrZ54ByfniN1g1tlZQrEIhjRTehbdCJR+KZHYJC641NrdPTcZp4cXNLKYWHeWal7PdqINNlri7jbZxArtbZ5bW3EYZHH3/rE5e/vp/1fwL8PfEu3uMYvDU+DCWAzXkr1dxWb+rRhbVPUM//h+iFOKp795levtq2ZmKrgMrew95qzBs6HBAJFG20YiJf3fsIsbf8wlHuXuNuHYWtBZmx24IEEiMiShPIOZFTYhxHaI3l7iVpW7iNmLAV5eFcCIOh/okIIdGCUrTyMJ/ZmqBx5MVnnzKMmZADpRjqnoeBVivn8+wdfU+8EWV+yFBXKzQq246Q53wgTSO3N5/udQ61boYDuBu/bg/c3T0wzyvjaFiCFV0lGpHz/b0vpsyyFE7LxnI+o6rkz0YQwyLatlJq4b5Va3Iao+0ZsK2oVxjGdOEQlGK1DM9vXxBTJsZEKQtbrQzjRB4mnj3/nJhueHgorOULYsz8+Cc/ZZwG5tMrHu5fsy6V4/GIaqDeKOXcKHOzcEWFRkRiRWKhLAtsuodcjcZPfvNH/PiHP2Ktldd3d7y8uwN6qXekE6lsUVya4Co8liyRHTAM+jiH/5SafJ32e3qa70z62fkt16+9fd7vmkn4IJRAR/7N0+wa0aP0jvzvhB3rUqteWNTjtt7UQ/ouGwLRCS21miveOlO0H+CIgvUPsBi/K4DWBNTQ8pQSt8+eU7WxlkJveV6LuZhaK9kzF29efk2rhfPDPfO6soVIzgMxRA4pE7O12MpDssYinfQUI4djYsK6F5VWkCIEiQzjQMD4FNM07F5A3WwfAC1OM962XaENg+3FIMHmppbG+Xyi1s0yACEQotGEUcvjxxi9t59a2bbzK7ZlYZ0X5nn1eg7l4eHOmZFCECXHgFYr716bNSmx3hAX5mb3eqQDrSJoqyzbZoVUw8Sz558QYuK8zBzOZ+bzzHi4JcbI3d0rHu5es86zUYMPR/JwQDE6+SIrsFLORvfWxt6BSVErbZZAC2L1Twgiyo9/8DmHYWRZFrbqBVCAvgc31EcAACAASURBVCWq165+90bt9UsGoPul/jmRtxTB5YzfA/i7fNl7rf+jK33bQXnv+ECUgCH/5o5du/7uSl6xAcWFsrXmBTRciDuY29knPWW/Peum7XUAHU9wly/IjrbL4Lz8WqBVPJ1OypnnLz6htMZcNrZ1pZaN+c0ra/i5VabDBAKvvvyCsq5s20YJgRrT3pl3TImYI2mMiBgvHu9MFFNkmCZSdpCvFLQKh+nANA17r//jcWBdYVlWWqnUph4OVCcqgVX6mUtPsO4927rx8HBP2VZubm69yCoyjlYTgPdPTDlbWrEa8QdVttmAwvN5dhxGubt7TUqR49GahYYYmc8zZSss87Kv1JwvezLsyhznfWCK7XyeuXn2jGE88OLTT2kNXv3sTxjHA8fzic9CJMXE66+/5O7V18znB6bjkWEcGacjYB2SUSs2qkuFauSv1iq1bEAz8lOMBE8XN+9t+JMf/ojb6ciXX3/FaVmoa7W27HAVPj0NBbRD0v3/jjtdwYdXYat98sn6/q6uv1/HN7n+fbTH+Pd3Gh+GEnDQb98rqzNxHEG5nrpOLOrKoOeoO7HLGpByYRSq946TQEp905BAjpfuvs3ZgaEshBQ43Ayc5zPrshFCpqC8Pt3bwg3COj+wLSuijRggZnj1i59Rfr6Rj7fk6chnP/ncynXrhlZFgjAdJkP5I8zrQmuVm5sb8w6GbKkvbR6SWtGPtSHriywyHm5IeWAY0l6ncPf6K9BGiILiTUAQtm3l/NUfe+gkJFHSkEG9WalWJAhpzKha9iWnyLYoZV29eagye+3D8XBkSJEg8PBwhzZlmRcWrIPwcl52L0lcwQ4h7fiCgmVvglGmT+cT7upZaIHw+vUbz/rAfD7x5Re/4P7uDhF48+Zraq0M04TERMOeaW2VZTnTKMQcyM8SYVPqm4au3pbeeQsxR6gBqKytWkqzNYYc+ef+qX+Gn/3iC372iy+YvTWdrTm4Ru0vOP6jJXyhSXeF5+A1IZoSUd09h7dE4FusP+9QAI/8FHnXWb/b+DCUAOwT1xfF3qzC9e11nXd/rzcH6V12d119FToYoQUPOWxhyh4CXL5escUiTUGs5UVRJYsBglutRG1EhG1d2NaZrL40xFD5dZkJx1tD3m9ukHWBBTa1NF1KEYlYzgpTTtbG3BB5Be+P2F3mfmXquX5vXx4bopY1sPt04C+YAkCsE1CtlXU+ecwaELF2XJfmqsE5+OJNTNg7Mfc2bwo7hbt7D71gpvdN6OcrZd0bpmgwOu3+cP1Z1NYIogT3bHqdQA8Ptq0Y6BoshbnMJ07nN2hrrNtsFOc8OmDac/cWvoASIqQhgCghKaHaqup1HBIs1SuKvVct/Isx8Onz59ydHjjeHyi1sbXyluC/d3SPQTAasVx9Yl/b7lFc4Vz9M+8al9qWfZG+58C3Tvm9xoehBMSJN3IhC9Va6Iwe6bUDHSA0tMkWS4pEohW60JWFHbf6Lj3X5cWK7o06FO/g425vrQ0KnLaFpVa21sjHTBhG8jBRt4Xz/T0PL79iPZ/IMZgVHyee/+jH5OnA6TwjMbAuVhcwn07mteRITEdD6INYbE9mGAdjyw3ZmqaUQnYqrDbviygrW1nQpkQZjAS0rSzn2TZL0QnDGRsB6+s3L7OxFGuA0JCwAgUIUE1JlNa8pVm0Hoa1cbdTjJU0TCiwbmdXnHD35oFai1FyVW3fQ7dyRqjS/dm0BvOyERPc3t6ylcq6zEyhZ1Ki7WI0HRkPB4ZxojcVGm8GAzLLA1+//Ip1WxnHW/IwQRg53o4cppGynSllI0iDqD3CI6VATiPL3cpJ4XR/ohZ71kPOHD95htwHZJ5Rnw8QfvOzz3l+fMbf+YO/z+v7eza9lDl/W+7PPJ2241nWIbnjWZfw4NHx7zzRdwP+2i8p9E/HB6IEMP79VdZ0t+S4Fdu1vliNPj01Zzq2GqK3F/7bPOrV+ewc1Tcdad3nFKHvAhS8IrDFYPx/CiLGQR/HkZVKWYScE9TB4t0YIVo//5gyIaygyno679uZjeNAHtJlc5Gg1lsgiMfTXflhTEW3Ir1uv5WKekv/qm1vrSZE38or7Qi16Ia2zeoHlH0HotbcY8AyL0rnYRiIR+/9v7c2a9TNCUfSe/4Bar0PrVGp+2raz+NKG/brqbWh3hjGdjqWSwfnEB5VgqIYQQko20yt1iL+MN0wTjeIJIZh4ng4kpPRuEvdrP5CjPwdriPKhhVbeQcnkYA4ftFUIUZT4g7etdrIKcEIn3/2GXkY+MWrl0Zbbt+kAPTqv2+/Km6me4r08TFXn7py/eVywDvO+dZpfmkvAD4QJdD5/UGCo7nuUnagJYQ9dy0SiP7Qaue64xpY7cGb6+ytxzoOK5aXXteFWsreTDMEi8UJWEeeIGgIsMyETYie+7+5ORClUubI4XhkzNmYegrnilFsRUghULfC6dUb49mnwPH2yDBmxFl/ROF4PDoIWNwTMlqyyKVDT2sNSnUCjaW96maFQFvZOBxtj4Hm+x2GEGhFqWWzRiYiVKTvA0LDugUNgymcFIz3X1s19SCKilBpaCvWwBRhnEZLkwbrRWh1ED3sCjtHoLaeh7ccfQiBbatItRqGIMKYo2ctLBSxzUplLyd+9uwZqo0vv3jDssws88xv/OZfYBgP3D88ME4DL54/pzbjRqzrbJwIMY9ExLoNqQpaKiobm27kMROIhOQtzW1vNeIwMkbfiJbNNnKWwO/+9m9zfz5xNz+wrCttu7R1ux4XIb5sI9dX9aVpqTiw54pAeoOTq/zDlfV/qgAeYQ/viv1/RY/gl1YCIvJT4L8AfhO7rt9X1f9ERD4D/mvgd4H/B/grqvrym09mZb8xBKPpejzbsYCuELpmrbjludKyPe6NUZwl1x/CpbS09Zg6Xfb4s2YZ3qq7KwGBIUVamzje3hJT5O7uDbWsSIxsQMGINcTIFBNb2VjWjfP5BM0AQxHfwmxI5HEkjYmYrPItpuTtzrNbxeiMSa/0q5W6eJpLq4UICPO60lqhlOr592yLvVXW7Uxrm+8grAQ1hmNA3HXsWZGOtwRUrd8hzcDC5bxQysbWuxuLXC1U0Foci9FdmFK0rcSS+l4RveFLTMS4+GK/7OeYs+07gARSjOThgIREa/D665fslF+FFLMvciVGQAvzck9xgtRWDJRMXsdhHpWXMEtjqiO3pdFm0Oot4kMieVNSQWnFtqC7u3+ghY1aimVxYuQv/vQv8OWrl/zsiy/cm7Jr2T3NKy6BcIWDdEzrCb7Vh28vciUCV+9fCf9+9qfC/z0E//1t1Gz8Kp5AAf6qqv4tEXkG/O8i8j8B/w7wP6vqXxeRvwb8NeA//OZTibub0WvzdS8S6nv2dR9pd/DF/nNxxDyNGC9IdHOFssd04NtxmbUK0YQx5islADRRYshA5jAdQOD+9BoDngIaAhqE5qm9OCTODyvLsjEvC4JymAZCsEUfYvTy32zlu+NAXyBm/e3eMxlQK96hAIvxAbSSU/ZIp3gH4ss94wzBUqyBCKqdl2hWMdgcdaal8e5dAXi5L81c97JZrv+yR4NQgpUlt2rZBCvh6MvT5sRaw3vfHldOKSXb5Ujrjsn07eNjTK5krtmJjdP9A9Yf0fZoiL63gLqVb1rZttm2Ua/Wcr4bCmOdxqtsRGUYE9PNwNoabVMrhIqRIQ87i1FLYYsb52WxvRzVi45C4IeffEYphS9ffm17IzQrRntqj+WpVHa5v37hKtTv+uQtWX6PvP66FAD8CkpAVX8O/Nx/vxORvwv8BPjLwL/sh/3nwP/CtygBgb1NmG0W0nZ4XEL0HHPfosx71flGJduy2OajvmW4dfYt3jI77B1rUjJG3zAMqCqv37wmxMh4mNjKyrqtrA9mBZdl5vj8luPtLVuZUVW280weR/LhwCc/+KFTbVdfgJFxNJT7/v4NMQSON7eEbLX/awNdK5IgD5np8Jzo7MRtW8CBrG51T9XCghACb97c8/rV1xy90CioxdLjkFnO96zzw06aEuccSEikYQAR2mYbsJj/bvjAcrJYXySxLRutVMZgG20MhwM6izH9nETVNFheHWxLMIGi1tL92YtbelZnWxZ62XWKvf3baOCsGOsyDaYAVbGdi+pKra8vXA+1Ks1pmpiORw7HGyRYL4Hz+R6lmnL1HZxs/wbLGPTf+3zEANNkyqgM0IpQz8q2Vh7u7tFoFaJ1K94sFkgBJFnbN5SbaeS3fvBDboaJP/z5H/Py7g1l63tbXqekXC76r75m95ZyXLIA15mDp55W7+vQj/92EX73+C7C38efCiYgIr8L/PPA/wb8pisIgD/BwoV3feb3gN8DeHY8OrDUNx7ptArZe813S7IP7a3A+vkCnZGGl/3GmFDvtNuVTN9B2FzSZAukbtbzr1bvRdAbWgS2xfL5zbfmstMb8ttbYfXFZ6SiFwBu+RMxGy1WunXSHld6mOOoc8/bt9o4PdzvOySLWNchgb1DUncdW/OQqTc+7fPSvKv/o3XgffsVA0L9GppaG7Makp2h7zkQzHvpwKmoIs3KdUVgiD2kifSNXzosuDdE7gCvXCkUbwvfU5jSHu/cpKhXG165wdpZfxUwUDfgQJ8Er0GI+4YuvRNx//4YhTAltAhb9Y4/M+wi69/dC8hEmq879Z4GA8/aDc8OR9Zt4009WSr5EUrX/9aLtHch7iD0Zek+WsvKlbN6pVTeCwJ+y/g+CgD+FJSAiNwC/y3wH6jqmyf5fBWRd16Rqv4+8PsAv/nZp7pt25VmD9bqKwTvLGOW0VxgE8Sey95BtWgEGYuV7TwpWdpxSGnftajvLHz77Jkz5BLrMlv3Hm+9naeB6TBxOB74xT/8Gdu2GoiXo1XzbeamR2egDdPIMFrF32/86DdY1pUvv/qSPE1MhyNpGO2e8K7Cy4LqQIjRUfPK1gqn0z3z+YGvvvwSQfj0k084jAPjZ59ifcwu3Xu1bbuADclKhJtnD7RVtqV7Uwa21lIYhgMhJobaOfRG2tnaQsD4Ag2hhYRkJQ7ZAUtzyVG1jIE2nr24QRXWrTEv1hk6+Y5BtnegKTT875AirTbW0+zPv4O3goTCMNpuSk0aRKg0Sl1ZV+glVuY8eWo4RBf8TIrm4fUdi0rpG9F2foNv0U5iESNVbWvx1nDQsjFQ6xrYltU4Id61idyYYiDHyG99/kNupgN/7x/836ztslfhlQHfDYVLhwUy8m7BvDTI6cbLnufeL+N7ugHvE/5fJyaAiGRMAfyXqvrf+cv/SER+rKo/F5EfA198hxPtbj7YAonJtufeto3evdd6C/bwwbcJv0ZQPUwNMTiS7e5WDCRXDMuy0rT5hqdKLWbZc0qkeGMkIRrDMBGjNfFUTOnMpweW9cyQo7m2KXv7L8utI5VWDc843t6QU7T+eLj5b5W6zswUtN4YT1+t+ce2zqznmXWZybF5T0VsR9+QvM2aMGjdiUlXMNXFB/U0X7NmCLtxCRK8f0DzMlkQbLNRUef+N3ZANkrclYhtZtqsvbjPd/WtkIKIdS1aC/l4MEZmNEJSq40csoO+CdSo0p3SfPvs1nCA+Wzt45N5bgQh50BMBkCixlwM4F2Jgs/JZV761mhWJ3LpAdm3rzeexcrD7Buv+vbDglgXJSoVV7De+JWmiBYSQh4HPvvkEw7jxP3pxJvTA1++eu2zaGtYVA2H6ivyHe58N5JPf14W/5U78B09gF9W+Pv4VbIDAvynwN9V1f/46q3/Afi3gb/uP//7bz0X15NhP2OwXO62rKTkXYViIIq5acHTTP34VtwFdHJQ38SiEzVCMqjs4eGBUjYOhwOCNQMN4gU0aTDr1pr13o+ZlIe96/G2Lmxl4fbFM0YZkTAC4v38bG+A4rTf6XggiBJ7O20XPttgxMg3OU9oxNp/LyvrulDWlRy93TkGGEqI5JT3LdDX5WRbgsv1hmd4wxIPk1q7WBgHR60mwq4XtV6BOVqzjYA16tDaPJVlc6tgBCdsi3LTM4Gmcd8CrTWllopIvOzE1NT7M/at36I3GWlISMSUePHiU0otbLWSsjWV6R2Uco7E2D1ApyLjQY9YanFnGnIt+Jd/cCn4qXWlFOW0LmjBQ5wALRDzdfWoPyv30KQWCxuHzIuQuJkO3Hsviq/evH4sryJ7U3L/9ouwX0n0NaP1XcJgrM7vJsC/qgKAX80T+JeAfwv4P0Xkb/tr/xEm/P+NiPy7wB8Bf+VbzyRi6bGr0EnFUOcXh2d7LL9tG7VZjG/Aif1i7DdrK2ZloL060ETE+gTacdM00FrmPJ+tz97RiCfZrV7Thnq3mW3brBNOTAyHiXau1PlE2VZCsOvrJKGtFkQCw82tdbFJGW2F0grr+Q1BxBZ9mVnmkyHtEthqR7aFSGDME8JACJEhH41E5R1Jam1ULVSFOE6mEEUcWa/7fSJiVXSY8Nfat0WzsGGZN0fqrfai1Yr69mZpiFYPsCy0xT4fT4lpPHBzcwujKdlPPvkUmrIuM7qtZFHQlVqCd4myLj+tNepmDUprbRaGaEO18PL1196YZKNoJZTAze0Nw5g53h6tNLqsTqXWvTtS9LSq0nw/BZByWfSql30pbW6s03hTmA6JVpQSlOVhpiyNiVvzfrp36b0XjIxl3toyW59HVfjRb/wG0/FAUeWLl1/z+u6OoXskj8T9SQbhPYL/1Ct4W5m9Pf40hL+PXyU78L/yfoflX/k+5xIwcomdGNOh3qAiXrWi6o0rQk8N+uv6FvbyaPr7JhnamlF05TK5HSy7WAE8z2wpMwlGMIlBqGXd8/pgG6aYtbZNOVQu8aDxZgSI7G3U1RSVEWwqqoWyeWjju+qm5Ew8CcQQL/GkW7qeGoxpcK9ILJuiYmk1EZ+/tntGPUPSqgGpVoAViJHdyu5gaK/4E7f8cMVpMPCwdweC5tTfaHsfinLpxmZeTC1e7UkxUiKAWhXfVrY9Fu4Mwo7ZBDFuww79ioO/oXMdbF6abxP3GDPujVUaXjuE34qRq4KCNpYHdXp6c0A0ONbgYQlKir5lXG30Mr5pmrhtjU9ffMLDPHOeF38+b6/t7o0+efUtcPBdv/9pKYD3eh0+PgjGIB0QlOA5cCveaNqQ1RZjrUaIEQSZpt2lsk06GleQNL0ZiPh+M9V5B00VqvXwG4fsJb4D59OZdTOCjMTIcJgoDdga43hA5EAMyuEwcryZUC0olXVbsQaeByfMRDJCK43zfGaaBsZxQOtILRuvXn7JMBw4HH5A2e6odSHFigRFQuZwc8s4HiwGVqVsdp7z+cQ4Rmc2Wp1FjsPF76wVpBLVkHkRWHShFcv7izriXiq1KufTggA5Jiz0l13ZhiAcpolpGLh7uAcRPvv8B+Q0WF8EX1APD3eOHVj/A6Iw+b4GTkyw2nx/dg/3Z5ufaaR4P8NDmIgheKPVkWHMe9XkMp8sBFDFmq1aitHCgV7zcVXfr5fNXvBnva3V2aPmHYQQOBwyEGgHYTttrOfFsKYQaSKMRyvpXhabo9ubI+uyMD/c7/0RyAMvcmaaJoYhc3M88Md/8ies69YblNENFLhd28HBXhAXdkXwiFn4SCwu732Thf+m974x9PDxQSgBs1ImDObNyqN/3cT33nSW8jO2n6HHF5S172svHg70MEDVe9c3a0deakNC9VoCcwVqMbae1mZueLCOOCFYp/swDEQqy3qm1AZqLD67RPM0lvls4YgEaoEarQEm0YSjNTifz/judm51bRHW2ljXlXU9W8qwVJZ1YV5mUOtJcHz2DMsE9Ji331vzjku9LsJ5ExKp20bZVutS5D6tLYzmqbZL1UYtxelsxogMMZJzQtSaiywOKgZPKSqWip0OBzoSVlVtP4OcqclahsfeWHVINLU9C8eDZ01UiCl0HNLnRH2DEMcnBFDPz/fdiugC0PNrNvr9hBiJePrPFV3yTU2rKDfPD5Yino1IpI4PhZwMLfJsTKu9mtAVTLF9IYaYeHFj4ObDw4mH89mfbfd49hXu/70KFrr38khBXOThXT/fJTfvG+8FHt8xPgglgDpLLl+2ELfmoFcKwZt8Bt+IJKXIMJg1LFL2aq3rLINVHvZSXPMCanH2W7Hml9u6gnf4baUgaqmsFAMxGGAYAkTVXrFrTTxKQTWCWn09DvzN8wISSMOBGpRNGjmZxQuSWdeFh4c3DGMmpUgKXgIs0arstsL9m5cujBbXbmWDdmRU4TjeULUyL2fflPTSOy9GoW7QSgMiIQppyMx6oswz62Zu7S5kqJF/OgFLlW3ddm+iE36GFNm2wjLPhhW0xu3zT2xB18YwZqY0Mp9nb3GupJy5uXnmSreyFtv+PEQr85UgHG+tIUitbf/O0BWBPUBULy9o9T0gtLveRmoC8Z06e8m0gYU54WnmSM75CjC2+Xrx2S36IvDzP/x672+YBmv+QhyorXJ//+Dl0h5W+W5OQSyz8umzZ0zjwMPpxHB3x7xatedFC+iVClB61+IritDuzbxL6K9xgbfL6d89vov1vx4fhBLoHHQTdOMJDM54q63annShpwidqOMNLXpLrR5rp2TklWveuzZLS43DQDgc9tfxVJCogXKHo/UfHLLz0GNizFY8g1bWuTCfZ+7v7624JiaaFNbZtg9v2og4Qq4ZLUJBQDdntRmqnophCLVVb3Ri3Hvbj7EYuUihYp1zh+lAHmzHoVevv/YY3rbsCjHy2Wc/NDqzKq9fv+b+/p6yWlpt0WL78r341NOElS+/+pIAZK+ss/ZcDqz2sMBxGEHYlo2YEs9ffMK6GgPRPLJAGgbiYJkbWTcCgTEZE2/ezozTQAqZ2IwSjTgZR/DuzZF8OLBtqym7HuJ4/O/UALPAHRvS3ty02obGWDrRMkg9ZLDOUinbLtd5MCxn22aPnvoeEJBvAhobp9dmENSfg6peWtmhDqzibEKhqHlFOSV+5yc/4e50omjj/nTi/uGEOI1arijW+5rHcJxHfQau5OF6PBXqy16bvHXc9c/vOj4IJQAXkCd4HB/cE6jNFgwS9805esynvolp3/3H9osLj5DVnlbq6ayck6esDPBZFwfTAr7vgbul4Irl4o42tSaZWymUbSOLKZhahNIqVRshjwjRXNZmve5a8IpGd/2MONTcrWW3avi1xhCxUzRnwyXviATrMrN3V8UILcZpCPvx0KssDY0PQ7ACnxRprZFyJoDvD+hekk2yhQA+V8HJU7XWPV2qCKH0jWLNO+p7inh+6wKstoKE0fZYULtnbdU3H3HLH4SULHS6br+1PwcReo9nEdwzcIynNSt+shUDosS+I5VYmXZ2JZByQgRq9f0QUN83EeIgxCp7SNd8XSFYlicp0as9VUG841JvABMk8OzmhhAjz5/dUmrjdJ4Nl+pWnn5/XeDl6n7f7f5/H6H+ZRUAfCBKQEJgyNl0ZVMaxfvC9Zw2e3ZAwQtsunCHPVQQOp9cduEytzA9QthrLczzuqeSUohEiZTV8v1l7Y0kQIPHiDFQiWgaEBJooGwrUs26xjwwpIlpugEJbFshEiEowdtpv3r1kpwS03SgVKMjn8+FmCKbNoaUSDki4WZv8W3usXHnW7POORIiMQ2EOIJkvv76jc9j5Xxe9oaq5iErbds4bY59iPDpZz8wVD9Gzg8PrOuKdSa359A7M89nKxPe1kptC1vpyrWxzrOHIgqOnyRJNG3Myz2H44HDcCSEgRQzncxTarHrCtbNqKwrZVn2sCbkyWL3GHe3ve/F2BWENqEWS3u2Zs1g1vmBcZoYpskatTjYmJIBtsUbxJZiNGkNha0W1rWRp4EUI0kTdTN8IB9vzCtKab/2+7t71mVBdPVMlTegVyhrJYnwF3/ndzhMX6BNeX13x7aVHbHYe2bud9I9m2t84zLenVl4G0z8ZQT/enwQSgBcg+lFbXbKZ3PXc/+HewlcJtI8Bm8qIUZQgX68uGWyff+02sKqvYmGfd3em7CvtY48l1ZJGhjzgJZulRNBkqWXmiHQw3hkHA+EkPZdlSUWQotoM09i9HqFGK2ldRNB+yaf+N4CyMUVDs2tJagmmlbP93vX3KZAcRafWhdiVYacLTPQDNjalaP3WFRvkqE+t+YZyJ4GrNX2Sdy9FOnp2WJelFhasDbDUToYm1IGIKZgVOrBcI/gm6qKWH9B81RsTwOxh22szpjJg2V+rFWZEXZ6+3m810JvzmKZiO5lNY+6eSvVSLfw7UIos+5U1oREVFDrygbF0qu1VgM9UydDFfomr4h3Tuq0deltxoUcIsdx5PmzG87L4nUV9Wq97iu+L3Uei/43j1+GB/Bt48NQAvo4hhfYUfvamvO4DUTjqvQU7VbCF7sj2raZad+q2qyUdeOp+N7le7oGMb59xxSibxO2aaOqspYCKXJzPBDUGnCmNFFSYTudzaWUyiefHnj+7FPmbbU+/GXdG29E7yB088knWDRYCXVEXUiDeyIgtsOPWOckiepdfezaams8nO7ImkiDKSHbRNSU5rJuHA83HA5HWjHX+345ESWQY+JweySlzJs3b3xnHmU6HpkmAy57wVY5b7YfoQNiKVomQVt1bCIh0Tr8LpzJQyalgcM4GY9/zLa1W7T9GESs1ZuERojsyqV3+9VWmfLIME4cj586IPePrONxKxyPB1KMVNTLwCG1HvYUWmhIdI6Ch3UpeT9EJ4ypWooZB/hatXlNGUoPy4I9y0plXZrVWeSBsm483N+x9opML4Yq62bAcbR7bGL39OzmgIQf8nC2mpR5WVxZdQGWR4J/bdn734/F420P4fr3/194AteFQ3v+32mi3ZXfqbAer3fCSn8vdMFWq04rpe7VZapO5nRtLbDH2L38NohY5V6z7bz7foChNdq68tWXX1GLnXdrSmlCk4xS0VZ48+ol8/mMhkTMiWcvfoB4LF/LSvE0nake74IE+zWm6HUExbrkqFrLNFVBxTcVRaxEOfjGrKVSayFFC4tuDkdun6yD5wAAIABJREFUb26YDocdNE0x7z0NbKPRQnPXuNXGti5oa+TBug612ijb5ki4Z1aa/H/UvUuPZNmW5/Xbz3OOmXtEZOSjnoBa/R2YMEEMocWIEQgxQOopEkKgnjGAASNgBGqJAbOSGPEN+gPQajECCVHV6u5b9968mRkR7m52ztlPBmvtYxZ5I/NW3apG0Sblwz3cLczsnL322v/1f+CjZ55mamuUupE1ucgg3VU1wusovdJS1Z0aSs2HCYlgDuE4CQ/vSGcs1gVaN/zww/dyLLCOtCeu141Wxbo8BoexSCfizDFa9SESwqTU76AyY3TnN3L9+9BwiBQ5hkgxYnu27xu9W6ZXZ5q5shdVlZbOfrkKc7Q0gnVEFbRV7+WeU3zAWntoG4J1eGMI1hAcJCPCrJ82Efjps/xfZSLwUzyDv+rjsygCcBMEHX5zsmHLea5W3fU6xkpensXoAr+BgKP1alVlqtZKqzfqrjFqqmMOPbpVhPogHtGhctiWWYBaubxc5MbVC9qMpVuv3Wjlerlwva74aWY+n4nTgnEejBX77t7IuUgXwpDY3jkcWbEB60e7KTr+QWds+rqnaQbGbqoL1YDxhilGpmlijtPNYENJWNY6ah6jrnqMu1rJlN5xXsC8smfdoeG4WzuHVDpvqxp6qInrQFAVrKWJH4Q4+CiL0aovox7NBHhE5MoqBpLW3oiVee+cH8601kmpYMxOKQ7nZhzDak6PA0a6whjvCroWnabApjwk9WiIWr11t0LXMhhPOEX2lDCroWcZReY9UXShC6isXpVOgM6yJ8Wo9MhlDN5I1xpVfagnmQMT6KMg/WjR/i6m4I87hh8/ft9i8FkUgTHf770rkOOl+jZZOKJ8Q3jz42ddPxCWrhjC0LUfNt5BRDejWFi1lzJKgvHeMU0y3973xL5LuEbQEaFzjjBNOi607OvG+nLhfDoRY+TyYmklU7PVkZIEXVyfn/nnf/HnBI3UOj2csTbw4fkJ7wMxTgfYZWzFOUMuu7x35wkx0oEtF+0Y3C3+26pgqWbmacbMIgyy1mJcYN0S25bZ00ZthRCiHqvuUnKMxbqOc1baey9YRWuVRmWaJmKcSCkfjMzeO5fLVRBz66BXvPecTguKVrLtmd4Np9MsBi7+FuVVu5rA5ML54RVxmjHWs+877979wKtXrzidzsxRXIbT+kIMnq+/+prvv/+B60Va6xg9yzwd+RHe34q5DjjUFh22bT0k5aMB905kw8KZkKnCw/mVHhsrb798zZdvv+TdL9+T10RbK9FZpjiRa5bjn0qV4yRGJr4GLk8vtN4J0yLXxTn++A/+kIfzC89//k9vhfVWV4+G4FMg3/2k4KfoxT9bEO6e/3c9PosiMB5jR4ZbkRzDlLtP7KPd//4hs2eVEN+NBVsfSce6wX3UPQyDyPuUuBsQOUaXzrjje/O0EKOYZ1ZrcVbdcQd63qq67EiBmuaZ7kWq2/Q8Oqaaw6e/NQTt7hzuO+b4IIzwCYyh1Sz4Ri7EKLu90fyB1jjm20duoxV0u5suhQRdLHowGWYfH3VUKO1aCy4aitKO45i8nhA9YYoCvKLjXGv0PH5/zeR3xjURM5dAqQKg5rwfzLwYPMVASsLKM3YE0Bq2TZyLQgwENYkRZqcUx/Fx2fF+1P77Zr4izzdAyWGQat04CkkxxRisN1hvabYer11Uh3qOM8PlYDRNt3tGOjvLeVnovfNwWtj2JBqDW1P6iYc5/vz+8fuc+/86P/1ZFIHe5TgwzfNxA49FOxY15hY1dRuyDIRVHW6xuksp0Kje+Pu2y1OggCM6tquFlDIxROZ5PhYQGCWIVK77Lm34eaa3hg2eN2++wDknwJUKUF6e37Nt4sk/1HulCMruYyTEKNLhDmkASvbGNO/dcV13IU05menTRyFznOYz1hh++OE74bJfrzw8wDRpkWmdfSsaOirYhjVW23D5lM7LCecc27aKjXYVNl/rjZoVJ0BMQtZ9J3oRNcVpYliRtybeg9PyiA+Oebml60xLYAiHSsps237gLqPb8CEwTSeCn3h++p51vZK3jc0/4Vrm1esv6b3z/kMm50LadpZpwjvPr3/zLctpProX78S0VDo7q2d+6K3oiLSrfLsdC9R1R62dWuWoUWojBrkOOW3kXMm54t0Ddnaw9+PYYJ3BWE9tVruanZwLtRTCNMk9Zg0jYe714yPn04lUK7/5/gf+2V/+UjktH+/TH+3ux7/0zj42OsOPl/bfFBAcj8+iCIz30tRTf7izjIJgFLgbRiNDTaY/xIGyHd/SXU1TdMaH2RoklaYuXpiD1miYSeU4NjASeiqK6qp9dRXyz+VyASOz6tYavWqsdTcHmGaNRGbTRH1oNNNQdPNBF04j5TEi9ARvcK5Rklhfnx8fpZWvwhkYRJZaK6UWIQN13S4d2AClV2rlSCfyPh4pzyEKdTeXLFZh1lH1eWoR7oW3Tj9IexQqdHxqnBFGnoEQJdC0tQ6mwSA/6Vi3w8Hek5FdPOb/VWPF5yUClfUapIjtieenD6rcXHBkGgmDGJt8+dVbIXnpqE7m6/3YqfsYx7VbdoJc/dt5PGsEea7DNLSRkvAU0i6ZjrVUnJHMibAEWm7Uvcl1Ugyph8DEJDLoWsjbfoCt0igIyNpb52FZ2B8eePPqFS/XKynn272r/elx++paN/rHt8n5fTH4qXX0rzgwyADmNEXWWWkxW2vSDpqhJxjg3q21vy8CXYG3MX4CFLeStj6VRKexmFln8EaZYyKLFTFTO35+iIt6aQeYdnm5CBJexULrVmwGcNMxvencX3IAjDXHtGM5nZR+m7VtBQgqU4acV6wxnE9nMRzJmU2twKv+nbVUtQiTG9xYiw0GShLuvpepwzzLeM1ZcfxpveP2HdO6pqFJLl9DSFlOY8mMdhFGjwK3cavR0dpA4DvGVgyDPAN0C1YpvF1ZmFa8FkP0pLRRWuV0PmNoTBq7vu87KRV8iJxff0XHUruIeoIxzKeZnBPXdT2KwOjHDSJcqlXNA8ZxoMv9ULtoI2rRX+kcWFOpkruY93QwULsvwl04zdRN4tcH5+TmKenJNZNr4VmnKrXe8ge6Wridl4VcCq9fvyKVImPnfqP+9uO/spGYMcUy4yhwf0b46YX++44LP5siUFsl7/kYAR5vRgsAiK7dGENJScd1+XYO0/ZZztj2I/deGJ4CjRC87B5yiJWLZseA2Yk7bLf0IlV9WJ5XleSiBBfTxevehUAID/T+itoqv/71Lyh5F5ttZM7vbcAZ8TKspbDvO0E98abpLOO+WuXnNOsP4Ntvf8O6blyvK8uy4JylFvFEePPmjVBaDeSSBNNQ1N15p3kJHmf80Ujuuxw3tpQJwXM+n8hJ2u4RxeasBrT2pgpKqzbu0k2FIGQn74XxVynHGXmZ5Ay8blk+x2ZJuVJbJn144nw+88Xbt/L5tsa7777HWMvbr77mu998z9PTB7z3xNKZlpUwzSyPj+zXZ2rNGNuZZgl9uY2UAboalkgcutH3Qu+aHiRAYK2d1qUghugJ6mR9eZb4t5KTFDlvsR68NyzzxI4hbYnoPNa4I86st0YvDVMk2sw7xzR1Ukrsezpo2intnKeZL1+/lnswRj58+CBd7hFI8qlV8ak/+O2O4G/KFfgsioBUZgXgGK3+AeMdZ/zj5/Um7XpUYABYZuxaWgDsYAwibrnmNlasii8MbsFRbaUCqXjFMjD1sUiO3D04xoveB7BeAku9BIh0NTy9xXJzsB9d90eXcghIxhGk2aMHTHvWqUUixokhmXYqsDJWnrjWJkpHzXP0mtRkUMmx7pClFBl3Md6jPYRZzgmW4pzDdpmvS1KQcPsHMDiYeDeJdz/GicMU1vsGxtPxYKTbKaUIdbeWo8jnlLHeMTG6DBF/yfGk4GOX7kyvubM3IdntYnH3+XW9phyvqR/vXbwUMEbVpbdnkKODKDINUhgk961iJLmNbkXwJTRfGHb2QyNiGONJqwKrO4s4YwjecZpnphAI4pv2ETJwd7f/Xo9RCO7/C797rAifSREA5OLg1Kve3to9bkDhOBaIo4+csd1oe5eZUivPl5fjDOyPObTMoAUZ7hjtFlDkuekxotKOKzHNojVPaZd03yRJN8ZIq48M7kSCrGfB2itxWrDWUjZxJTLKga+tYHFM08wXX37Ntl0pJZG3KxiLc4GtZDG2CFFdfj0hnlhM1PfQaaVhfWRZHvSGFA+C7rrIk42l+cq+brKYutEx5k6I0pLPs3ANLtf14BPEOAuWQdPPVM7ehq4eAPWgv3Y6xoongK1CW24dXJhwTgJGO5bWLfayknPCmIp3lbT+wLQ84ELA+khOmV/95a9ZTg/80Z/8a3z//ffUWrmuG6WJ4/C6rvTeeD0/ijFJcHf3xw0DAkX/G7ohWEoRtqKMOzvz5LFGY9ZUEZnSphJr3TSaYd9eyG7FhkiqlWoa777/lrJlvvnqD4XcZcSbQu0XkEKoGYlFpjiyKGGZIvM0yftLmxQZmqQ3m6Em/PSu//EalrHmODL8+HEI534H5+D+8dkUgZs+QPTgx1jvrmqPVJxBAhHzEJAPvcpN2wGjM3juxBW6QxhjjlAHg5E8OjXwbMNw425EaJ1SeLWyS16iLnw9U5qmr7c1vPMKsN0867Luog3xL7i+PJNLEpfhnBjZCgKvGfAOi5Xxmy3ayYhxaJwXvIqtBNSr7Pt2M1LRHfrgVyjKFGI8rMNG+35kAQDDjqybm7IxBOH9Oy9JRUU/RxSkNXiCc9otWYxSn41qBWorTFMQUZQRi7FSKzYnbO3KTQAQHKO2RpwmLTb9sBKLUWTIYibDQXEetHJGZ9hvi0aET4mUM2nPqFRAzu3FYLN2D000/tYgEff6PbqMcXNawXjm80xZE9k6IX/ZQnFej04cr6PtsiE41WjcL0pjLW/fvAFrWXO+0ZD5qS5ACsPdLfyTa+fniEL/SnQCBmXomVvoaG0ZutAxR9ues7SW98xCER5B2vfDr32gqfd/LtOCJjN1NXbACNrtNEx0L7tOH24fpFOxklVqrnfDT1Zm2UYLVdWi4L1Yljl7IjgIBn54eVaqLmzbhZL34wxfa9YF3HXBGugBawOneSG5hLOQUgKQRB4DtVdSFiPO9foCWHIqh2w2JyG2WOeIMajNWT5uSntQdTX0pNfbzaI76RJPOK+YiC7MIbENPopQyFkZS+DYdpHPOiy1iT/Aw/m1/F1GRnDb9kLrG84WfHyg47A+CSEp7SynBXpj21YxRfEilZZr2Q6HIGNUA6ATkiEgAhgmo5fLKrFquRC8xxqjmQ8ymTF63AnWCT46wEQFW+lyvablgfOb17gO6bpz+c2L3GPWaaydVVZh08wD8TKs4n9+FE5rDX/0h3/A26++5Lv373i5XFgPb4B+t7vfL2T5enQUt+/d/cT9iPEnFvzPFYLPogiIhNWTslZs24nRAbKzCALfCEFUaqPylVI+ohvTGqbeKQ6VZUdruksKT13QM6docVF8gCNMstVC6WKjPW6s4CcanTx4/02AKIfD2ggIRVkWa8dOAWs9LjioH+i1Mp0mpZ3e/PAGpde7IMEhvR+A576tYC0hTqRSqLXwcn0hBM88TcynB6CTFNWWm1gmBm/ffiFqRyd5A0U9EDqG88MDQ/O/p5VaMut2FWqst8zLQpxmMQxxMkM31WKNI+eNw5e/QjGOkhO1dC6XJ1qrquSU1nylqmnKQu/gWyMn2QUn0w43pYBTAyEhHJ1Oy/F3y0UXgVBrjX3buGF/Y1TYDkPZWsVg1FmH8QZrxFnIgJC4dId2yjaUz27kFhQ1FgWsZbIBM0niEq/O+HkWs5itCKOwFno1t/AbnWZZY5mnhRYa6+VFupac6NZjO/zJH/8x7z488c9/8S8OEdztcQ/0/dXQgh/jAT/uCAYV/1OPz6IIgLK8lOHV+7Ch0iLaDTRzA1qs0Qt9G7Pct/BGMYEDdOPWKo3zVzOGw0RCb4pgpe0cs151n8AYRN9O0/ZVn2+MqPS5ZTO5G0siO4pwCeohubXOQm2SpWTs8b1eoemoTRZuFkGMSnTlJq+SY2gMIciEwfmAqeWjz2CeFkndsYaUxLtgRJ4Nya9kDLQjoUiKktMJg0SnyfajrsvqhNP1dcgCkqNYyYVtW0VubCB4kSWXsmNbJc4npWJH8jhLK5ZSasV5wzjrWlVdCmreGc4cBgEoS7lhNzqTpGtCVT06AymwquqR4q+g7mj3zWAP9Du25FEIuhTrKn+XRXIkrfeU84IxiboXFSk1jBufFQew7K2nt8au96vwFoSB+PjwSC46Cr87yozHxwv555H/47jxiQLwV5kafBZFoNbKy+VCaw3fG91ZqqLkBiNBEK1LS6duu95zMNno0BUPiE4ulFVATuihHE66Q1Oeq7RtA2yUGzsfuwtVzqQDh6gK+BhkRyJYTkxyG9XbzPo0L9TeyWVnXa+ULOw+uVEuLOczp/ODaPE1tMM58UssI1oNKX5538gpCfW1iGnF6eE1znvRN+gU4XQ6C0uwVJbTWdR+tVI2ea7Wxc0Yk2itcn1+OngW23olpURwEaPAlkhwG+u6CQxlwaikORfJZbQuHeCWIONwvYqB6tsvzpLo5J1iKoacPmBtYJnPzPOJ1hqX60ppiVyuLMsrpikyz1HTpmQTMBhyTqJU1MUio9tbiZdCVA5GLzptwArNt7XK5XqR6QyiDXGaQN35GAtyRo433YmDkzESPLtvK3E+Cfvzj75iv0gCVLpu5D1Rq6QjPzw+HPqUPlSeh6sR5JwkKi9nPHLt1m0TcFcLGnx8zv+rgHv3heDHD9nufvrxWRSBsdgHEOe8P4AW/QHZIdxd648YgUgStyJZ4+eMXMzWZWcdSrtulCAyePAKCh4fkO4O3Yyi3o+Pr2tXAAr0ILtl651S1LCidVzQYAwXhN3HkDwrGaoII611oy95jATv3JDUREM6HcEKrH5OWdlmwbvjdcgnxC2MBbT1F23AGLEVPfrI0x9v8ubdaMShyVmrm69cEx8CaFyaYDQOunRFphmsleTfOAn1Opcm/AhnsMbTjRUgtFdME9luV5zGGkkglsShoTuQQNkxQJX8BT2qcVMGdjj0GGJwegN8u05S6giZrbpjj99t7cgNvS08+exNNxg1gjGmMcbC0iEWarfUXukBZApqMCoIq7nQhoJSg2wHKGjasLuDKUaWUjjNMyUXEumjJXFr7T96iccXP17UP3cM6McY99OPz6IISAxYJJdMnMQe6nq9HsYXxyw7RHXt1cANdb9pfXy4Or8HHIIJUA29ZipdJMBdUPNaJVrbhXh4FRqpKKL71kOnV/1BpYvrVhfqsLGGeJropVD2Vc57teDtg2QYztMxHbAGxR4yZc+sL1e69aBn1d7NYQdeaj1EOVUjwQDCFAF4+vCOZVmIwR1JTE3DMbqyGE2SMz50pmk6UPT1cpVUnjodRxBRUsbjDO9VpktD+f6Bx1ePpLRxvTyLKtFXet0UCGvMy0QIM2+//JJt2/jw/nv6YgguYKcZjKV1IeOk/EStjt6FXxGC5+uvvsKahrWdSUVRw+gFOLCg1gqtW6oxhw+gaCCEft37KIICAud9k6JbC8PBWMRFjZyH54GMphmFUe+gWmUE6lzHuaYisUxLhXXfKa2SpgIZbLW0XZKWLutFyFTutrkY546jorgfd744PxJi5OW6ysToegU+XqsfdwA/jw3c/6z56L3I7/7coeBvI5XYAf8H8Ive+98zxvwd4M+AL4F/DPzHvff0c88hlbwSQjjktMLTFxGMRapzzZVmxMN+kIVqKYf7rVxki7WVrp3AAIGGsqtXq7TXRc7mjITjgjNou6nFYJwZjbgRH9a3umP4MBGmmXg6c31+Im0rVlmNrQoNeYoz3gq34eXlSXjrKUnoh4OuN3jvotmPmj1onZUFN5KTYsQawytnWJaFx4dHnl+e2LZNQC7n8GGmtca2X8kl4bzn/PBwvKeX5ydhJmpac0dm6bWCD1JcxZd/cPIrvcH18sLleuHp/QdisHgH3kq6rzNALXS7MwWHMzPWvGUKQbz+4iKajfSkkuThGi0ybhUpHh4AtSZ6lyizjvAPxhGu300w2hi7drlKzgVNeG60JB1PWjdGAKvzw2VIlsNQmBoMmFtAq9CiG14JZ87JOHbPK8bOgIigbJNA1M08k2sScLB3opqbBh3jNkaSdKHXplH1DlolWstXb78gF3HMfnp5kTwLfXwsHvpxS9DhJ5a2DiN+9mfuH38bncB/BvxfwCv9+r8D/vve+58ZY/5n4D8F/qefe4IBNEUXNWX25hg8ZsUGQy11lPMD4GntBhAaDN3KDd+MBH0MxpzhHhgUHT3oTqptuvH2NiaSF3YbRQ7QTcdKRgE5Fxx+CuSaKC1L94GB0cEES/OiKHRXpzt3xVCxenGlXecwGOmKLvtpohdxG3KK9C/Bs8wz0zTx7n1hW1fx1HeWGCc2Nf1oveKUnIQWATuAQRUXyVFYvPsH4805x82LT3bbbauslyvPLxeWORCD5TRZPXcbNSkpqlHwOP+g2ILHuMDIDBzy5JEwPUXNmaDqqagL2t6NMgXlBq5tiMpuUV/i9ttl90eUi+N61zwCZJP2f2JJhpGcQeB2X5l74Hh0V1Lo5HjqBZ8pu4C01hFcoDto1pPMiwjQNAHaO09QzwgpYsI3sK0jpDAPeo96a3jz+MDlemXddi7rVb0Nf8zy+3EH8Lsxgo9/9ucLwd80mvxPgX8P+G+B/9zIFf13gP9Qf+R/Bf5rfkcRMMbglfK674m0Z1GzWXcnJYa2iUzXe0FdS62cF7F6fnl5khFPqWx1J5l0nOgHqt6ayl6NgE0wpg9NQkDkxYhFtrINxxHLYo6CI2fGTt0TJXUuL03mz8Ywv36QUeF1V0VkJe3iKPTHf/Kvs28rz88fSClRktCBnQuczmfZ9fswAe2sz5djx9tzOhx51suVD++fRP2mSHdthXW7Ms8zj68f1V238/27d1IAexeiURQeQ6uNmnf8FHAxMJ1mQvBMU6CUrADWrjbwhvNp5uH8x3x4/wNp2wnG0ZVD4JwUhMvlgxi+Wq+KycBe3uuotRI0MGakFFunXYDzWDUfSVum1U5qOyEuLPNCvTRKS1oMxCClK+ArxcrQseIolcXlKadEzRtObcmsXmzBdhqdirNRxsgMmrl2YVYWqtH7rnfJGnCxEybLMkt3s6bC8uoV1gXSb54oqYgUvAUc5sCW5POJWO+oOSmwao+p0eNpob59w/PLE/QmXgpjLKWPm+/F/YJuo6/5rbLQ2u075u7fn3r8TTuB/wH4L4FH/fpL4H3vvejX/wL4k0/9ojHm7wN/H+D1w/kQhIwKP9iAxt7IOUbHPcf+qTuLHe7CwGAYyr0hYE1rI9YaMaGga9jGYBZyAGPyWdnb8ypCffz+HRgnVVtbZ2N057OI9DXIa68WWzMY8HGi1KLU0ps0uClgZ/TCy5HcHJMPY4x2SObwCugt67k+HuNQY5A04GnG2Uwphet6ObASY4Y/g/49VhKGxJhTxolZx32lVBj6g1KEGBQ8wftDqIMB59uBso+CW3MWJmbweo5veG8P1H/gJMJVHKCoPEMdkxYqbvj/d/2Uu2YF1BEwq8Bg79TS5XXnrAWwjpObTkI646/DjuPH6A61CGjgjLNew2VvTMSh5jPH9wA61jt8jJTgsLVjclbMqYqSfBSe495UYLLfxszeWeYotufDHVlXyf16+cQqGhLk/rOn/t/VC/zeRcAY8/eAb3vv/9gY82//dX+/9/4PgX8I8CfffN2nEInTLDPn2nRnuCuGBiLytvU0gDUoUaVI+200N0+R79Ylsnxbr3LO7Op404VhOHrLECeV3vpDFFSK3EwuaObena/BuClqSnJ2j+Jzb8auYcCeT3j9gE2a5HX0RrWWME0S51UaZd8oKfFyufLw+MB8OuFdwJlhgy7g1ePjI8YY3r17hzEiSZ6XGe8963oFI34B03RiigveBnZ2WnqnU4Rhs42GiTjOj4+4aLFeKMo5JX7zm19re1/5+ps/xDnH0/oO3yvGVB5fPXBuM9/++lt87UxqUGqMY15esefMy4cfcFPAR89kVZFoJMVY8g+FTNS6GHqKL4Ms7MHo816OEHtKWgyF7z+cgnOuUjAK5JR5+vB0mxJ1cWD2U0QszptaiYGxDmesdAHGARYX1OfR+0OLkvOdxTg6cmxyXHn+8F74LNra28kRXp0xfiftOyULcAhjIqUTJqCWrDiWGuT0zuQcfYp4OyzSP+4CdL39eP3cfcGxyu/HiuN3PsIIP/H4m3QC/xbw7xtj/l1gRjCB/xF4Y4zx2g38KfCL3/lMHUW1JeX3tq+ju7UuuqoOxLPw82U2LDuFVWVZH6NCrdjjDBycI6iZx/AOADU4NRb6zez0yLMzYgnWjYqX9OeNrvbxgZcsacbCmc9gDMYUQhSvPjsFKp09JZIxgjI3yV90PmOd5AHQBQxtGnHeAO/Fjx8dqTnVMpQmxiIomDl8//d9Z902UNAUOBhsY9IgDDsYoS3eO4J3tGqP7mosBu8D83KmlMTlelH0XsBJ7z3TfKLVylpWcpVWPYZZdtMubD1UxGUOwo4UYqddVNXZnlFwdHyuw1viuBV05wdJj8opk3fZ/WtOep8IUelAyPu4J0a3Jiaz1lkVaYl4yti734FDz8EdrVeeTEQIOlMgm65u0Eq9rpqwZG9Yz03+cvSTt/tWO1sHvH54AAxr+kHqA5+a8I+e6/blbQRoPlrsP1be/tTj9y4Cvfd/APwDAO0E/ove+39kjPnfgP8AmRD8J8D//jufi64Lo+F9OFpfGOhwOxxfrJUgyFH1R0yZ806v0bhY6nrTZdeMIRJjkJ2l9sOF198JPW6MOy0C1t6ipA4nW2HCAYfkNeeMazL+yaowtBgWLyjxfD7TjeHp8kLHkHYpAjknfJi6XsLyAAAgAElEQVQwxhLsBH0EWkgZbB0J5BjTEtNxzlNaIdeMK8MJCbUSC3x4fubl+oJV70JnxH/PWUtVLkLrmk5k5bwanISOtmIVRJPCMECu5Xzm5blwub5gzIkY5HvBB6b5zPPLeyFGVWHZzcsiqHrnYCD6Qf4xspMPk8XexeFZ+BldzuOj9a+F2iSXwWgabG9SgGsu5H1nvVyVe3FzdwpedvkxO2/ttrE6p0nTTqLOrXPiDG0NtRXGZGRI041OZwwq9e4aCIOMoQu3IlCVF2CxmN4UkgTLDdfCqIDtDrC2veMwvHl8hbGOX717d7fW9YWbTxWDj//9qf+9/3t+6vEvgyfwXwF/Zoz5b4B/Avwvv+sXepdAUqsLqDtPsOKXH62nGENGUnesEUPNWuUfY+Vmn5f5aNclOCMfJiQueHEdtmJv3Xpj20R5F5zIhVuVY4PMce8JRHrWZaQiCWgjcmfZxUptYkzpHK4K4FNy4vL8Qt4zr1vHT5HTNDE5y2mKtG0VkYlajw0REx315rO6mGSctm2b7IwDg8BRcqUVSVDuyj6M3vOwnHh5Eb2C8RMSje6IYQFjWNMG3hJmEQFh4enpA713vv7ma0CKxffvvpOjg469/uAP/pSUNpm790bumd5fWNcr276L8YkXubKzHoNjmoKGoxT9FOU414yYnIxMv7FTDa+AphwQiV0UlWLrwlhMW2LfEjkVPW93vL/tsqdFgmX3vB2WdTF6ZSEKCDQCbay7sQer0nglB9NhOxicFPpWWNcNzMbDq7c4KwYjwaoI7RVk50kfrtQmFm4jI9PGKBOaVsUQp1WW+aTjSIPZd0g7cxaNyGma2HNlL3W83GOC8fHY0DAUs3eL6Vj89z/5c/OEv5Ui0Hv/R8A/0v//c+Df/D2e44a+m3ZUr+Mo1MRgwliRtd6UXirzVWARDNgiYzZt0d1o7boo/uxAg+93fsQv3/QmZ0UFxTheg16KPl7r+PC11R7jx9GRNQGq6FBSUrpzpOskJERJ3Nlb0ddy17rpVn0cPUBNMQpK97sBoOO8aswhsfbO4Z2VHXa8Ls3Vwxjq3nEH2CW/P0RL87zIx4204yknooEYJ6ZpJqVErR1nBbOorRxyWskUuDMdwRx07T4atH7cvodm47jBf3yrDgaTFqVapdDlXJTbUW/PZ83dr9149KDmLwcT8e4f8zHNtt/9/rjxxhFDAOZ6fPZDhm36cFC2FG8Op2Y5usgzNo2+G6vVGitcA6OdgiuMHMgpRmIIlNahVD5evvdHgYH5G7rRI9bdT7T7ymD+JZOF/jYe1korm3M+3mOTqy7hoevGvu68fvMV3sdDJy/uwrfKXWtj3VaskXZuUcvn68sFujRnVRdvh+P8L4vGkUsSFD/c4s3F908DMxSwERfhgqELYn5ajlRiEOfjGIL6D0BNO6lX+r6S0s62XsU5J0ToZ3qv5P0qBh8+qG+9vLaq3nvilyDTAuclm2BYWhmEPLVu4mVoreOrr/5Ivne54IIUndqh1Ma+7uRto+4rX3/zNafTQk5iPfZyeZEjmQ+8ffs1IIuztcZ1XbleV0pOvHo9C7OwQ5xmrA3kIot6WoIAkK2yJWHbBSf8id4HtnLLmjgk1BhJaToAPolnG232y/NVgkhTkej12m6q0CMvsbOuF2T20JjmieU8H7ZoR3c9rmcTO7AOctRwHuM8pTRKLnx4//5YWdN8IoQo0mOMahl0DLxeWC8X3r/8wOQXlnCmIq+npl1clpeF5XTSQmI0ASrRK5huefPqDXGa+eLdO3h6Yt1W+cw+WsHmt/7fMo4Yt0I6PtvxU599EZBqbohhuoE5Tfzvh/EDcOxWLghpw92BgSWXAzWXtr0d/gOlluNcbO2dRz6GphRga+6iyYzF2rvOBEV35F47eOhdxz9VAUoZbSrAZzVKDOEzdD0L0kVrnlLGWMui4p+0rbRWyWkjzHIGlp1dbrgQIkHPzbIDIedq0/HBUlun7jLKw8gcviP+gLU2yiqefbdduh9MyVolY5BiSeVKqY3Wi3we6JQlZ/Z9lxHlmM3rG/J+wntxIrJWwj5cUCPOvFF7xShIeevuunrwDXhg7Ioaamqd5CuoJl/GgE3Hl0Xt3qXAyE0wNlppDUSJKDiQOFA5HQuOVq0zgLTBHRGiVCNtSWPdhT/SdNcYvyt+h1Y5BUY+b+9xMTK9OhOqyIWrTnaiE5dpEWbJfVS1qMs9Kh1cb8LJePXwQM6F63UlKZvwRgP+uBMY/z++GutHX/AND/jkiFEen0URkHOiY5pnsrqtjEnAiMySs/5Gb5XHZUZuYq/x1I192wnBs5wW0r6Rc2FbryrwKfgYZHf2EYzRtrZRc8Pi6NbiXWTo1rtID0m6MznrdUdQgAjASJhlSYluDd1Y/Kw8d7Uba6qXt61LTl2Q1J4tJXJvPDy+PkDRkhMp7cQoi7XkfCQozfOsbbXkJewpiewY8Iujl0YpCWOCBn/occd58nrler3w9qtv8CHi1c+gtiLjrBSYzw/YXLisK7lUehcatzHSBm/byvXlBRi7jFi20RvzfCLECTHaAucMy+nE6XTi+3ffsu+FXOS9eOeOEWEIkdahlHaHpEuBn6eJfd9o64WCEWejIgYheU9H3oM1g+SlLbeR1+eDuDr74PFx5BOqF6VWjDb4B4i3oPeRfdvYtlWfSqLdWheNgjQAnZJXUbJGcXLGWNJSiNbw+o++pj8l+LBTlHvwcD4ffpAo3pRSIpfEtm+MyLaaE6Z1vvniLbTOum28f35WB2OjwOqdqOijh4rn+q1zuF/2/9Ixgb/pozdIW9LZrObU61grxig7i+7grY/Qh8y+b4fnnFPEft823a0ghElsxnMht44tFVNXhsoM1D7MCG2F1nFOWvlcJLhzaNiHnLXVqmfL4cor+EDwgRgcb794CwYuTy/klJS5ViSMI+0ifz6d8NZzmhw2RhzqRFMKrWS26ws+RKbzIyUntn3nfH44svBKFg/BdZilKMh1fhDmdqfz7sMTdGFXhjjzOkzkXV7P2y/fkvLO5fLEumVafwE99pxOwjastVKySI9LkeJUSmaahJsgzEmkENYCRbL5pMM2GO1sgpvxS4Quc/dahExDaxhTqKWxbTdcYZ5PeO94eHxFKYVVQcCSCvtWKCmR1o0YvaYyaa9uLCEqHXmZhSk4TToKdOpGJBRnQEDkPuq6jOzyvlKKMPq8Jg2rg6BgGCPURZwlqdmA9WCEYxIDzGan2EL1Fq8Lck/iuNRqxYZwtOrWSnEfylZaxfROcIZ5ijyeH9h2kRjXQWXXK/yjFXT839HojHvcfGxo+qnHZ1EEAJF9FhnRALKTuRubC2vFQ1B3JmljyxF55TQIQ+yzVX7rHLTbWKwCRpmCZvAB7ABUuk4CDNZ6AScZZ0du+fS1Yk0A5EIONxtBKKRogSH5JN2Aq1TtbvZtkzO0F0sq76WlNN7jQ8RsosxLaacDC13Q8CS5g8JpkADOVqug411Aw2AdcZqpTQCzdV1prfNwPhNDIMbA89MHWqu8fvsGa2HbvIRwbI0lJbwPeBeUkHP7jEsRi/dDiDUsyFE6taoyuxlya0POQG/EeJJx4eFAVA6gzfRGbfWgODcg3k0JejfkLLRr8QZslKwRbOqncHBrrMEH8VmY5ig8hyhA6C2haIwBEeBXj1WlNUkk2rKc8XvD+BF/ppuF4ZjtC0hoMK3IsQijTEMn2Id3NG9xTY9S2tKXUvFdWIbD+MbHeBzJMAL82m6IXjIXvffYnA886LdFxPdff7zUjRaAn2gdjsdnUQSsNcxLIKcsF8cazudHOfMbIwkvJTMtEedFFGOdpTaJ5TZ9pMio663THXOEdbTGPEfevHnNpnLa4QTbqUe4pVM3m1SLGnFYVds15SgIK897zwifEBBXxDmVxv/7f/8/OOd48+oLnHUs88LljrREa2yX9ZhRBx+I3rF8/RVZCTldd+CX92BDZA4T3hm8k6i24chc1ALbhwmrYJ5FLMOzCmhMa/TziRgFTKy18MO33xPnyDff/CHf//Adl8sLtXwnx6l55unpiZenZ5az7Po+RPwSmKZZF0A7jgrC/6m3aYkckSlqQVZrPWjN0lUMOi5klf+6sMi8tzUuzxcuzxd++P69jEArbNeNfZNCNKZBad+oGU6vFnzwxDmov6KoF4015CadnOlWuzoYi7q3rtfbsqWVfd/58P6JeY4s8yRCKGcPubYamOkxUIRR1k8SAFMbpglLcf7yFTZOGBfZL4meCj0nHA4fgx7rzeEOZaKhFCc0bbpasleWKfLmfOZX9rsfdQE/foxCdT85GN8fNfnn+oDPpAjIiM+q3FPQ/mmKh4Hjwfk2N+ORgewDx/ncoMQYJ89RahawbvDVnepW4RgNjZtaQD9p+3qpSiC66waMOUCv8ffXg6hjDkBGZMgCHvXaDwHQMPjAaBaAWpjJzakyVyNjPKfz41KLRFsrVa6ps/DYkYO+n3EU2vbtAMCc8zQn4GUtVTz+rcWYQKUIS7JJ4pD3gW3bSUla4X3bhDad/THCc9aphPvunlKAbegs+iC0DOLVGKsq6/JgAqrbT62yII119FapRdHyDt6HI8arDTuwg81pGJ6CwEF6GixAFSYoKn4z8pCXdhtImtaOTtAaS5ykkIQYxErMGnqXFr2r9Vk3BmcnjPU4F6ELfmKQjgPv8LHSpsD6vB1OUcYJyayODkpB6CEyEkKVEz5KaZIt4T3LNLGnzGXdPtEF/OSK+q2vPntMAGPEkNMKcOZdYHk403snvTzLm7dGF93NbXi07xhzRHdboxJW61jTRqMTp4gLXs+rTaKtFMU3DXK5z/XTs584iGi+vFByZZeZFA9oXF+eFbeYdD4Oy2mid9jzpiDTTpwnTc8VmXAzmpTb5GxvrKGv0sXM5wdiVG+6ywu2ZlyxtJwktefdO0KMnB/OhDjhQiDOM9u+8Ztf/5pXr99wPj9yPj+SQ5KQzZR4zpnHt2+Z5glnRBS0PV+Y40yMkX/6F39ByYngxSrMWkPaE+zi5rOcTjw+PhKjdFm1ZgFJESqzRKC3g+/hbMD7iDHDpXicxcWyOxdp7501ROcoubGuO/t6ESD09SJR4LXpAtMcQzq1CLhnrLhAYYy6/gpId0tPVpcpC70LA7NWLUZGCUxGAOhpijycz4fAaZrEb3LbXg5uiPg8OKblEWM8vXuyTdhajlu5WYeJAXuG73/5Hdu6Mc0LLgbCPNOzvCcJMO3qFCV5D3GKwo7Nheg9PTa+efMFc4j8xS9/JRviJw/4R4n76A9vG93//4zBv/5jzO2dO/wB1+163FDDtHEk5ozG53CGMUIGQXefbd8opWKt2DiJXNey7/kwnqjtaC+UVORuNyoQg1h3Dwnx8BKQ0ZvuYEZeSymFXJui1bduJsZZzC5ao1ftGpzs0qUKc2xbV4wTEcsUAvM8YZxcsuW80HKl5cq2bxjrWJYZrGVPmXVLYAyPb17Te5eFvyV+uH7HvMzYaVZVXWbLmfbuPXGKvHn7hURzpSTOSwYezg8KqN7cgiX7Ueb9Mch0xWm8m7WiOnReaNdyM7fjetZS6FXGl5jOnvKxq0vjJeYl9cBxpCsJfhLnqCIjwVrqIeSRXV3CUGQjgGmeCJMsMPmemJMcE4Amo1rnBjlnWO5a7TCKgIXWYghqQtLZk4xfldCsYzwpMr0Pt+t8EK5a0zmDGsSmvNOVBXtaZvw04acZ672QnAxH0GwtmV4KRo+oMs4exVj+EV3p0DHcqGU3stPwVrhbVv237cY+9fgsisDgjA0k1zjLtq0Hgi/ZACorsmpDbW5yUKyCgDL0JefEel05v3okhsD5dCKXTEpZW/wbmGeMO8REqUhVdsYSfWSeJ0aGvRlxZEbHhx0pAgqiZc1HXOYT3sqfxSjdyfVyFQQdGPHpxchFSqpENCYyTRPTPFGoGGsJy8R+ubK9XNk3yRs8v35NqY11T2zrRq2SbedjZJ5PPP3wjpfnF06nkxY3T2mZLWVqfSZugVdvJBMv5YwpgIVlEfPPnHeGr55XHkZt5c44VNtihKcRpoltvZDzNrpwJK+vUqkYp0nIScCt1rQLwyqLsFN6lXOydXQrYqmaGyW3A9PpI5DEdELUrAgLcdLY9xhvS+POgUj4JhXnJuVcqOgKdbduGjdmYFBwmwKWGHQqdcs0GKi7uB4L3jEa7sEqLLWSa4FWsXTmecLFCRfDccRNRVWkpdByodciRx3AmcG0BHfInm/HmvbRmYzjdX2q6T9oxj8DDn4mRUBVhGMea60YYlrLHCeMlzgvCZvstJJx1nA6n+Qc20YctPQC54cHTqcTtQ+zxlukWYzitLOtF7lhrdHRluHhUXwNgvfkJCBdCOL359UWygVP3rOQZ8wOTrIBLYbq5MyekiHGyrKcmGaRRxtr2dKurebE+STR6GnbgI5xhlorl5cXrtuKsYblfMKFwPT6Fam8o5aqsmFZBPu6sa0b8zwzzzOnx0fODw/My0JJCecc33zzB1yvF56ePrCvK6U2nn94J/hC2jV0pB0Ua2s1SKWJm5FzEt5pDFyvz5zOj4QQZDEbS/CePi2CQTShSTsMWYVV+bICujiU8ps17LWWxjLP/ME3X/Ly8sL1mnm5vCioWQ6uQ63SZcTo8M4QgoqA9Pg4+BN3bF9B353qO6qIe6wxzNOZkhPXy7NiRaItsUpJF9yu32i3SoU21rPtG7WtTDPQDaX222cUZhUdwRwiZVmYWqDsFdsc+2Xl+ZffMj2c8ZOwDo2tIjjTKdMosKZ1LaiGNw+PxBD59bt3XLeddd8PrGUUpGG8C3eL/hNr7Kcen0UR0KmSgFhNOfzjz5T11PsIjYRS4N4EZBhOjGezTkpoK+VoZ2888iEbdsffPeb93J2hjn+0IZTQkBsnXYgtejY1I64MMJnDaEQBuuFKbKs4I+WcsSYcz6mNjXoVGHUY0jGadbgQ8FMEI2w5Y5HkXDXpkETdQs1ZR4+OtMmC7FpUp2mmpEyr+XAiHozH3jsyNFfCiRGI3wcxuhCVc6V2yderCsiOkeno2LTOqthKWvEynl93zpyLWI3VTsmV4Oot/EVp0lnZiXZQwmkY0w/Q12tnOBaxTB/G/TKm+iiI2O4AZCnYTe+pj3dHffHG3C2ycUfdrnurMvJFRU1SePQ16NEU7wFDXCaMKeSXTM6ZbV2xU8R4J1RfNcsdr/g4ZnK7v713hOqP93y8pk+Qhu4xgI8f/0qMCOUmTftOrgLSzfMiuz9CWS1b1dZNfl6YdP5oE7NSiq0RgNEYo0EmnW3fBS1WvoE1hmURum5O+XCjGceSWgrLNDNPE93eIbe9k/aNy3Yll4qPUcCxWiVYEkecJwEqnReP+iky0fFFFuj1cuFX338vAKh3TDHqe7GcHx55WBa6sXQDp8cHiU1zjjdffU0the9+9SusdQQ6b968xrx5w3ZdydvGc6tqcOIptdBS5fmffeD0+MDj6zdybNnTcct556hafKNapTe6GKRYx5s3b8TKrVdK2cllY9+vbGsl+AVjnaQf6cI/jEC7yoBLZdfQz6rMzlJHXqOhpsylVH5RM8ty1lBUtWavmd6EhWl11/dBJiLeS3y4cRYThpjHDq3R0Q3IGVko1EMrYBGqcfRBGJ3qDmVtO+zFDt8DOaQecJvX7ImUN7yPzPMj3ke5D7UINjMUqI1mhDb+cn1mXVf2knA505yjlUSrmZx3MdK1aidvhCNwZFHsuxyBrCXY29H1/kRwaATMbfL140Lwc9DAZ1EEjJHEmTqcfJTeedg+YY60H2MM0U+371u9TKqus8YqYeamoPPOa059VSGJo5AYfGxjhGhitK1yKv6pByBlDv07GILKfq2T17zVXaq3RTSycCyEnHayjt6sMYrsP6ihhfzdtTdKSviUBP8IkdIq79+9l/l/EH+63hrGe0op7M9PnJYzIUTh4HeJuRpIvPd+IErUUknbTvTiTSABSIWSlYnWGlm1F+gm6TzHyLD1rOBcl5SkjnrpSdFsOvYqNWPoKiOWwlbyKje3YlpOHXp674efQ4yROE3EGJnmWbu+ouCkYEXeiSDMOU2istykuGbso/fDQAY2qEDfTmuNKYpK0nrxaBiTIquFxFqv5KZ6PIHR69lVT4AqBMeOLUEowzNAfQq8w8YNWwxxFupxqQXvDY4u907vVL3HLQanPILhYuW8wxU5nj6ez9QOH/R49Vd//Jg/8NuPz6YIhBCopTBNEyEETWQZFe72c9a4G2mlVqnaI6rKyMy57tIay0xfDEVSlrFUiGL0Qes01+QGC57epE03hsNxt5ZyC+J0RWbl1hN1Lo+1bK2SSiF4tTTXlzOmBmnbSHuiN9lhZwX/mpHFk9NGzY097djN0wzE0wMlJX7z7S/w00TUEdMwNNlT4vn9Oz2rGkIMtFLZtv0QNMXHR6z3JGOoubBdr5wfzhrvJYYmvTVyUd2CApey48p0YF9XkjW0ng8ad29yZCm9YEyn9bEAOzlvGGNw0WFVxJRTYdvTsYsFL9hO6x2v8tllWViWmRAn5tNZL3jGmo4zXcVAjvP5LO7Gw+CDJrouYwa0zACHAT0OdXrtYj6aM/UsHIShCTBVi5YS06wL+DgrEt9oTbMLldsgbsjuKA5Wj09DYdpAGIHBY6PDFsdynrFuhINYrGlYH6gGSnLqGWCIGhm/b6t0n9bjfSH0wJtXj+Qj6vy24wPH9OrTx4DG73p8FkVAdhMh7FjVvXu6Ui0FIBIT0kY3nW1fD2+6GIOagAxWlbR4MHAEGd0ZwFsrFt6oEhA518tuV4lRZt2yc2lopY4lp3lBdllYZuGkp138787LxLAi91645cFHORL4gJ0X+bvGGdZZPnx4ouTMm6+/Ie0777//DS7Kju+9I1fLnivdFLzLfPHFG0KMpLTJrvTmDet65Xp54e3bL4U8FL0CcomnkcVglBoL1CzZBTEGMrDtu4zlFjk+1FpIaT04/r0VncZUlmXh9HDmcuFwzJUZ+00deD6/EksyF4QoVTveeoJtUrib5haWImlEdNJ15/3LB7765htef/EF8+xxbsa5E61mWsnqcuSoyC7cui5+a3B+7J4wlI2TzuD3dWNfV66XK0kNRrbtKlOYyWGdYB/Wa2pUE41IqV0o3UgOguAARTMBrPBOrBcau8aftd6OrsM4h3Ge4COEzq+//UsBRFtTmzVDqeIL6cOMc9JNDLdpLCJrVis1awyneeLxfObt61esu0Suw20M+OMN89YB3HMIPv34LIoABxA3QLp2V8z7cZ7v2vZVPXuKp/tI6dGRkP7bjC90VjxYbK0WalfyiiLIw79QcjeMElSkFbylBnv1MWiHQYWY6srxAN1JWpfF5+44Dz6ofLk3mUc7K4YcvQuuYFST79xBTKEL/dk7h1frdaf0W+c80zyzX6+kbSel/ThnjxuWLrwLP6TVhWPi0rzTdKdG9P6wS7uRfUSKXcpNKDXN8nxoaMmQt47zs7TGDmvkKNC65ir2YcIxWIFVXYPEjbe2xr4nwWRa02NZp7dIyZ1MPUDAjxhzek/cg34HqUePBaMrSkms02Vj0L9bt/HDIAQtJE2ixlqTjmkYoDa9F3ByXYyxB/iJaWKu0jQnsTqsbTgXxUZ/XVVOLkN/Ywy1SIipj5MeDaG0m6x4nGxGIQ/eMwXRE+RSyRog+9tL6b4Y3HcHPw0KfBZFYLTOJWdedOf34ab/lt3Fs26rsOrmgDPiGpuTuLcaI8y1eZpIKZMRckovlXS9Clus9+P5e61M88xpec31+YXr9UrZ0/Ghjw8vWhGG9KOQwJYS3UDSOT3dEq10JO9e3guRJFRCnAhxwk6R2hrvvv8OlJ9QsoSfPn3/jnme+dM//Tf4zXe/5v2Hd8Rtw/vA3/07f1cAxBj4y1/+gm3fOZ0WQvCcTye264VcMt999y2mg1e2pHOeh8cHnJO496apw5fnfvAw0LNwCHIWL61irRc1owpafBFGXiqFFzZqf5bduTXKumOsIyyOkTD83bffC2YTI/u2s60i/TZA3jspZ7brzjQPzoFh8p63X33Fq9evOZ0Wag3UWrC2k3PAZY/tXVH/chRkWSFikiKFvh+4xaAKSzGUuHVjxVdwOc0HmIdVOfExWgDnrRR8vTGtk6i44DwjFemy7orMCwtRjpKD1FQVyypYK4SsZ8SObdJ4zW7sESZj6DJabV1MShGi2tjEOhVnENGU90whYsyVWyJ3/9E/4+F+9PXn3gnoRbPWqlPrUH2h4ReACnxs79JyBbnZLIZqx9ndqL+AtEFDuGKtLPreGrVplUVHWDUfxcPq2GV0DvDxeWso9GpOdDolKXg1SDRKZJLI7aoLvbPEgLeG4OXs3muTC63n9eYrzjrmeeFcMi9PLxRXeHgQm/FW5c+9E6ONZu1xE45/Ol3sx/Q7AkTe7MmGhqC3TrCR4cfYqgSnHF79GD239uPrI9CzVB0DajyXQV15NEyVMS6ziiEY+t0MW+5DnecP4Ct4fPRyZkadenrT6+fxfsIclp1V3+t4T+PtC7FGiPj9zuffaN6ixzjUAOTWyRx7pDaSgxl4xLhz24kFG26MvEN5fVpc7qzNAHVpjkicmiXEQO8Fcj+OUYtOv4Q8NJyq9Ph2/4HpmNo6Q4ie02kmXgN2328iuN+aBNyq2q1H/sw7gYH6+6C+717QtdYaZc90I0yxaZowwLqtTDFyOp+oQXT/13UTpH7fGYj/4SjsHX3foSQZ4XSDoVNaYdtWpimyKKmn5My6rkcRSDnjWsPHQKmFbd/UYUcownGKPDws2q4OfEOOF6Ws9A7n84kQI68eHsQkc905n08453j3ww8UL8Xi1avXnM8P/J+//Cf03vnqq69EOtsq8zQTfOByecFgNIUJwOJ8FIvxtmObgG55F+zAxelYFMOZ6XReDqPN67rKFMCIjNsaYaxhHaWqz3+p4rFfB7POEoeHEoIAACAASURBVE5nUtq5vjxhlNI9Twtedfz0juldlYLq0Kt02OFF6HWcGYID06k6Mqu1UStY1R/Qhc7c6kiN6sewxh1cAWhWQkj0g9G5esCoUYwxhorKy3M9PAYE1JNj5xhtGo1q8079DZvQhIdaUrQMynA1Dmt2uoKE0zRxOp3ZdgmYeXw4k81GzislSaE+fX3GOEeulZQz+56Z56jYxDgeN01dqjhvmeeJN184PlwvXLaV7TgSfKrl1wqpLMSfmRB+HkWg9UGfFdeZsRsPj79R7UrOgNBLSy48vXtP8OHgjPfxX0B6OY4K3ug0I7vx6DIGGNSMgDrr9UrR1tlrOGpHcIenDx9w3ommwHuGmYj3XsZ3yM358OqVOhbVWzClug/FOFFrp20bLxdhLM4+iKNySipuqnz55ZektPPrX/6lCJdiUAMNy2k5U2vm5elZDEw7zMsMvQmSn7JQpNcrvRainpsHq0w477Kj2y76ADkOGN0FEyPlyTkvjEjv8N5IurPOwVuTVniaFuZ5UY9ImTjs2yrkpd410i1wWs7ktHF17gD1ehNTkZS03dcOSs71Va+RiHhBPhuDXONh8OFswHSJUm9FjFAGuSN44TuEOGFGmM1YGygsAAeQLA9zsPVgmHnITxdNf8ZYTO+U3nGtKrdArO18DPQGLy8vXF52tnXnsq10FQr5KNcxl4TtYnsWFRfygzHY5bOoVX0qjMV1CLazWMMSIvM0k9MwW70PMdV3cQcQ/hxHAD6TIiA+gFXQe233m/rnibW3JtR0aQelLW6seYWFA9gaQAoMQFHEMQocA9qqKUV2MMCkaHZREypANUwqZFcqbNuNnjvKai71OGO3KirE6f9j7l1CbcvWNKHvH48553rsvc+JyMib94FZ1RJEEEREEERMG2KnOkUhgpRakr0qsVfYKRs2qiFItZREkWoIaVkI1RBEENsJvkAoqYZpVWbeujduPM7Ze6+15mM8fhvfP8Zc51bEjcwMEs6CiDhx9t5rrzXXHGP8//d/j8MRtVQsWDDY96/XK3LRHnKhIti2FSgV0/FEwUxKyEqz0tP5DD97/PynP8U0jTjgSAzEO/gYsRTO/ZnaTCckKHXtW86oWVHs1I85ASHSYRlWqdh75olmVUVWVM3Qus84XZfkckxXq1meW9tEfkfkdRlHXC5kNHadgNZOq232aDxNMxTm01gVtfDv90JYOaKz0S+DZBo4p/2e6W2bVqA2kpE5AdlmtfNNjMfZhGO6z/mrCXp2PI7MSRXBnkBk+Re1WuuhZizLSPsmNY8xYF02LMuK2XwQOH5VeOOseLt/IQVeuBFExP77nWqnvDfw0wmzCaIIBh8whAFObqhiLNO7luCeSPTHeXwUmwDtlgekmoFNUST38Z0beIK1nZx/JkmoqjDX3Q79zi5p0wStdiIMAAKgZMk1um4p3FzCxJCNfKaz78vLCwYncOOAwbkuZyXHYMC6rTZOSwjjgNEfcJlnLOuGH/zgh6il4vn9C8vynKGFXoNffvUHGKYDHt884na9Ia0bvnx+jyFGPJYHbDWjaMX5idn1cPzAxxBxu95Qtg1SaWJ5nE5o/XWTHguAwzj0fDsBjHdvCwg7CFvqhpQSHh4eMB1GKAKcGzA8vcV8fcF8e4WIhawUc7YB4IP5PNT988i5okbFNIzIzuF13ewkq8YdgFVxXLBVydIbQuzhJx4AlJUeoPDemKHeVHtSUXw2/Ktg8AysrSWhZHoWQBxiPKBUui77IfTNsZ+Qhi5A9sSpUkDeCCppyub7IMIRZCNTcYotCKZVSDlj23jIBCeAFry8u6EiomKAhIjxNOI3ph+hLhnldYGAJrK+2b+bh2a3f3cOwxCJJ20bXIxc6JtVRKoYo8dpCvhSaWK7m5DuD24K5rv4HQ3BR7EJ8KE7OGM3guheDonbA0DbQ5wDmutvwwHs9G8fdKsL2pQBYr/jLvTCsK4dlHRiAF8hsGVbNEeJBc2FuJQCyU0Yk7ClNuqiAUbJxSKo6VMI5Qk9324sH8eIsjGlt6qaIxLoqKPcoNROHdp7G9DnPSJo6Cl2UldtqLg03xS+r1qIYJfaKbEijeTSMVIriamp8N68AOw6aHW9LZJa+u9R+1lnp2BF0w9YJdHBNEA7uNdOuN2MRRogV9A/fX5PG5l26BhNQ+Kwh7VA+Xu83EfI8cUptOGFfM2yLwexsr8RgRSUC3fNwl1VuacC82+qcVha20oLIuOYOIedQEgcpIigWpwd/Sk4aWhRcbxdm27BPj9V80NwKN7BqevVxjgMGIcBACcH7Rk+WE+/vL6+5fFRbALsUzM/qHaSa+N6t6hwh2WeuXMWluvOqLGqtU8BvDOfei0WN87dFk4QxmgL01JjbdNJJUMFyFqgokRzS8Fyu6FOE6BmPFJIxGkbQk0JSRXXV4fbhSk8z+/fIfiAcRoxXy6Yr1c8PpCp9/h4wvuXV/z0H/9j/OTP/Saenp7wdH6g//y64fz4gGGa8Pu////iNt+QUsJxHJEPI6ZhhBsoyyU/gt4D3nu8vr5gK8ZmK63O57V1UGyZ5JLpcLS8giNEzIvPU/Z7u13poDuO8HHEOQ5I28zJhBiCnek3CAjVmKDRSwy0HlvmGSlVc4emW4+yRMM0RtRKk1hSt6UnRKttqNXKawAQ5xFqRNShn2eoHloq0rYytNU55gSIwgm1Gd7Rcl2hXGCyu0Jx/TY/AeG9Iy0bku2JDwM9DXw0Uk9GBe8ZM3Hm+ygJt+XGTVErsh1CcBEOEeIiijpoAcq8oMwr8nyDH49wkYSjqorUnIeUxjhOBDWT61FSRoCjhV7wcClDKvBwPEFcwHVLuFxv+PrLr/uh1xb73hJ8mzvx/vhem4CIvAHwXwH4Z+23//sA/gGA/w7AnwPwDwH8JVV99yufBxY/ddcHBSPf0OiS2302NJSmG7ZBOKq5WhqxAChb7Sk5AHqp1coiBWmyYj9fCnf01Yw+vSc5xxmfoCG1lYhYtwkLxgM4Pj4i5aYzAJrWvFj/m7YNUMVwOGA6HPD2k7dALpgvV7LbbLxWqpGWzPBzuc0YHh7w5s1biFUhz8+MC3POYRwitQWu8QMGwBuPPxFJF0daqhYSTAhmXo296MmnAEE1rYrr64uJmwJaAEsz9WjqRgGMm8G2Kq0rZuexmVhIvGMFYiYttCA/cGPevBml71VaA7bcvV2cEW8ymhMx74FqG7yqo+uctvLe8iul3RM2cm5VXHOOQiMVVZS6ACq91XFxAMTzc9Bs9w5JVarEW6BqFGBgGg/I20LNhggoVgrchFrVWCqwbijbhrwliM+mjFQr/UdmQ+TSWzhRRXEZLTNDFahCzkvRPWVKS+U/aLDWvvlz8Wtbp79q+X3vSuBvAfifVPUvisgA4AjgPwbwv6jq3xSRvw7gr4P5hN/6aKW6mlinj8AAywdg2ATsQxZX4VtpDOIDwzBCBN3TbWd5ta7IUFK7HiWXLuDJpQCgvl5UcBjI9GqbAEvBtiC0q75CiBinCeeHB9xuN6RtY4lalc66ha41OZs6TGgUGkLEOq9YLlf6KppSreSC7DJtwmMgoy8OePP0pvvhX69XAEw+quVsozdvPIIIdYA66vmhFByJksraqMFyQ88XLAbCinNALbhdM8ZptM2pvWfzSazok5oiBc6RcLRtK2pV8wekdDlXEo7EuP/jYbST1mNNO1hGmED3iQH7n86+Q82G0CvHgHZiV5Apqnq38KVJe/fEaVjrke1zFLnb2MrOCHTewccBcI6tWGkhtTap6jqLgqDEMsZxhOYNBV1wboQithjFph01JZTNou5zBjzTsUWEFOTiUYLxYQzodBsr3NZ+wgDMXJm1EJwzC/x7du0+1bCVhfaUv2of+FNvAiLyBOBfAfDv8hfpBmATkb8A4F+1b/vbYEbhd28CzmFJW29dqu2UEjzGISI4Z4AcueeA9Dgu5xzmm3Hea+0n+7ZRN19LpUJt5FRAlLRdj0ZsYQtyau46Zsrp1Jk92YDz+QHrPOP6egXDSRTLeuv+hE4ET09PiCEYRyBDR3oLHi166ssvv+wS0VISWX4VcEGAOOD19RnLbJxy5/Djn/yEM+aieHl9xbosGIc9kfnrr76AfO1wOJy5yQwTmifuKmaFbXPrYZw4rlTFu/fv4AvFM406yyrMITgPFEVaE/0bOFzlc4VoLRbMuruaOOeCqop1tTzDwwDvBeM0grZ/gpfnZwCt4sl9Q6BWZOB0JKW7G5p4TzEwjGCvEYzCBFWKdRr/wDlyQtA+T9zJy503fj+ssqtk6cExMGYcjFjFkNd1SZwgCR19ikXMxcgevKSNVd71YoSgCdmUhfnCvyNGFQA4OD/AHyImT5MY5+kv4UEA1wngnWA1Ny0fIiR4hDiSamx4j2aH0WjKVfbcixao8k+U/R0Y+4av3T2+TyXw5wF8AeC/EZF/DsD/DuA/BPADVf2Zfc/PAfzgm35YRH4bwG8DwNvHByvRrOxTzmcdSPj4wN9PAZj4R4HO7W8nSs1tX97RsXaCFwNx+jhFpFcDAE9HKQVFsvkXsmdsoyYYEHV/PbnZrPzgmsWZ9blMwonwtvhybiVmh6pZobTTNW9I64o4DnCOSUXOUxTEQNLSMY++GSowjafeIjFw9T62CmgsvnEaAQjC5dLlvFxJd+V5dYzaBqyc76OXPnUR4dxVDXkvtbkqE6kuZXclcp6fVLFqqFloWVG3Xy+lOKt9bBW1X+jOojOA2FnJ3oxg1K6pirL1kZ1s08DEduK36qb9rJh8uI+WG1ehTZhEO9W7zxZq3UtxYQ5mVTJSq9HBuQkopwEaOOs3JaiIM/t0WOr0HoFGhmyw9SsQH+DAsBbnKnEvZUzeEAO1FgKoGcJ8MCpsa+2bFuDd4/tsAgHAPw/gr6rq74nI3wJL//1FqKrcz/Y+/NrvAPgdAPjJD35dt7Sh3RD3r1qrIpWEtG6IMcIFM3lo5BdhmfhwPiGnjMvlAginABQHoS+a5XbrSTdtYXjfDEpb2eQwHBziSHfh68srlrVgnlduME7MS9/h8fERqoqtZKRlRlXFMI4oJeN6fcV4PGI6Hrk51Irj6UDue4y2oTAKrJjbj9SKaRwRB2YIRO9RUsLrTM2E85Rbl5wwzwvtwn1AEJafy7IiDozaHnw0l6YCrSy9n96+oRoyDqxqnp+hOXNTbZtcSp252WhXzF7gRCVbiVys5885M+oreIzTaNr9BRoE4gJI9W3GpXsenx1wDEpZyG6EVS4kj+1VwTiNFO14Yh8xROTEMW3R0sNPvI9wTlE3e92NC1JpdVZLhTirKlyASIQTKj0BGO2a8mXJq91fFAtFN2BdL8hlZa6iBGB4IH5QFbXQJKSkuW8yNUWgenidEMcDwukATRmaC27XZzjvMZ2POD084HCY8PL1O94H4pFywVoLMxREyAtxxKsCFCMEP/zBDzC9vOL59RXNUPVufcEQbP7Fn0U7AOCPAPyRqv6e/f/fBTeBz0Xkh6r6MxH5IYBffPdTCcc7Zg2tsFFKezO2aIsBTc1rEAKU7O9SZJoRBJ9TjcDTkm5b362KnkgjbcwE9NPTe0CLItUNNbPkrVL7SHFXeXEiMThSiqvSAgvwmA4sv71nqKc4j6enN/QY2CxLr9KCrB161U73OEQEi6Ja1w0pkZmo4rAtM6ijaKnE5iJUmUXog0OA76MzhfSbclkWhrOEiOl4pJHLsiBvG+bbzcZslnBkIGeviMx3EHDWv7uOs2itqJkbKETMl1FQUqEDEEsME/fwBJRqU+yq9nMAVPsm3ao+BeBtsWplMMyyrHREBqc7MFyk0ZHF24jXwlNZlZkXIfJezYA/o3b9tbZ5JFsAqHIDdc54/oIgI+AG1AraphfiBcEJG8ywb9RaTOfSw2cchniEA+BufM8NC0spw0eTRVvIijcjWxXTM6ha+nDtfhfVqsF+gLY18w1r7Nsef+pNQFV/LiJ/KCL/tKr+AwC/BeDv2z9/GcDftP/+ve96Lo6+Sf1sr/8+PdhZ31oMqWdpSSahE4fqiyHwVmKyPmQ3a2EazgQrTBBWDH7c58StAOllpzezy9TjtwDspA5zMWK14TE4j1xclwo7J3DncxeYlEoK7idv3uDy+oIvv/gFRUjV+jm7oXNO2Ewp6L3H4TCCYaCKIQ6o3kw8XEAcPaZxQPQe60w347ytGGKAaOxmGvDcZGplus+6ZTx++hmmwwHTMGK5XrDeblhuN8BeD5mU1LU7peKtarKoLEDU9dOzjczoz2Ay58PBTt+MQYZdWCVcVF2111F8YzxK5eJREGUHDwXv2B7lkrCsG14vLzgdJoxDYHvgHbyjWSgNQy23oVmblYzj8QE+0OqdHIXQN5zaWpsOHDQ+CEd14k1dOJzg/AggYEsrtpevuzDtfDrBeYeEirVU5Ky2CdiGqoxnP5/PDDgZaT2ea7VE6Q1xGuGyx/Z6s++PlCgrx79VK1mMut/X22auVviwTbVV+kFb+G2P7zsd+KsA/lubDPw+gH8P7CD/joj8FQD/CMBf+q4nafTdpixzFvlcSsVqxJquTvMOp4czZ+s23wVo/tF2/Sby8IFa/nPzAtAKmfxeISn6+IfVkzNhSEQILIOL5e4BMBNMIIbY/eZqLUgW+9XahMYUpO8A8+6rKt6/e4f5dsViAiUngmVZMAwDnt6+wXSYkLbNSvGK9+++piw6pdbdm2HG3psrFAWCCs7M1y1RSVloYTUdD7QSy6kbeD6/vOLh6Qk//vFPLIdBMT2eSXi6zfRtMBwGZrNmtBv4Vj0JqxvvCHJW5UacXUFBE/UEQ/YrnDPs+k5VyMuqvUpDW/yKHioCsRSqnLGuC1JeQV+0CC0O67KyrD4wh8A5hYih+VvqU5x2oORcrIJrJqlGNdYK1MQKEwrvI7yPEGF69bJUjAL4WnC7PUNLgVfDQrTg+vps1YQgb4qSAyQzujQ6B1cV27ZiXiJyrZDITXSbZ8OtmHBda0WGoopdg1whtSKIxc9nqwBKwel0RAFwOLxi3cgFaUSsvRpo6NmfQSVgi/f/AvAvfMOXfutP/mS20E3swnKQ+XFqlE6WlY6ad6Hay1lJLubSW2zm3FoK5xwkOOMbZMTAGW/uZVRjD/JGdADUoy+CD2asbQ7d4q5a7weztS6ltzDMlAPHiQYwrSl3i3RvFUPOHAn6EDCOIx10jDizrqvNsE3jcDfNoJ12tfGRgziF0wA6I2WWv8JkIF+5sebEm+dyvSJ4j7wlC0ult2NnUPZFSeCwVG5u4puJZmuhyOoTcMRazQhWU2YrFDxUjRYr2jcttLOrswn3EpDXql1uqvRKMml23qClUBfWRr1tTl7VJiMCgYF0le1Nx4+wv69q7U21adK+CfDVBR87D0KLMCqxKICKbVkgqAjGWEUtSDmZeHFALQIohUIerovcajEbt+JsY3J99AptJDA1+TX1E2IVirdpT2tZVElqGxKvs8t3ku0P6gLFt9UJ7fFRMAZFHIbpAOcEW0rYtg3nh0fESIXa7XrF9XZhbw7y8EUcpuMRj4+PiDHi/ft3ZqlNZpe/700Ls+LaBqOA+QlSaTbnBVuyEFLhjL1aDPm2zBSd2Mkr3iPb7ipGvmlYhcAESo3s1DYZIzltFlbx+Phk3QSnGeuy4PPbjMPhgGEYMM8zFECweX0YBlzfv3YVpQKQunskjOPElkoc03sLX6EPHuMwwoeIEAPmwxHLMjP/cF3w9R/+I2zzwg1xinDB4/T2EettpmFKzkTHnaPtGQI0c9wG3ROkuXlzaqFSgJoxjkc8PD5hnZ/NObiSO6CFyj/rd5sZSK80Akd9PnhET5OT63pByRu8VAxjRHw40qbLAd5PEGGwa6sEk7V84j1UqA0IkQfLNEWkvGFZLt2a0ht+VktFrQKtglpmqChy2dDs19d1NZ6IB6oipRUpMbfR+wmAhxaP6EfEOGHwjNR7eHhEssCYqoJcFWkxPwDxGI8jhhgxm6+mOM/PNmVcEu/FYEpV2UxTEQJGAZbVmxak/tKa+uWN4NsfH8Um0JsaaUqw0ufvjXTRbaObpbPthslAvxb62U8wbQYOuxLM+9CDKIptJO0kESFrTpxDgM2eJaB4b0otuvIQ6IOdJiwHi52AAgMtjbTSSCYNe1St9PSLgy0M7YAYGWYZORlxCuitTS0V67Yhp0Tvwhjoh7japMPMU2y8AcCMUTKTf9jr7tcghggnuOO+VyBx43AjkfgQA+pm4y6tQDWX4BakKq3ArB+ODoFuqLKtSzcrcc4+G3F2w1L5166jyt2NIFb9lWyhYabcE79XYfa72inf7L20tnsB3RPASUunsjGf/lIX3e6X2tpJdLxCxPNMrgU5WYKStZbNfMSJh0NgVeQHBBfNOSh0WzRTqCCvK9TyIRqCv6s+zNSmmOisAZtKslPXzlj168B7ZRyGHmn2q8/8b358HJuAcsyiQruoLWfoTEOOdZ4xDBHDEG2fEIiyv0s5IaWNQJ2VqA1faLLPdlFiJOlnWV6wmlFjqGo3ChCCx7IsBoSN3YIqOGEfVjI3gRiZKFzawi3YMk+6NjtvrsAMBCkIzCWDQ0X0DqfDiMs1YSvZSnuaYjSLtceHR0AEl9sNpazYtoTX11eknPHm8Qk+eDw8PkBfAF1WSpmrIpXN2hJyF1pv6JywMjpMrKCmA0EvVagXCDwXfFXIQW0U61HrK1+TldqkTmdocfAIUKdQVz7gcdRaUfKG24XkJu8VzsPwEW9uySR9eWP21YbHiLOxIlBzZlWoFSF6+Eh6ON2G7+jFQh7Aus0oubH/IkexjiGlLaKutzoKeAlQFED3jbYdELVWuDDCuYAoA7GSdaF+v7LNBLjBOwnwYYCvIzwC4nCEjU8gJkJa1sVwqorl9ULA9HRiAnUga3NLTN/WUpjDaRqZbPLttCx95MuW1MMrrcjePnFUTUMd/RPvAh/FJqCqKCmZeYUHNKI7BYvSY/6uB2+IaBAh9zp4erjngi2XHjDSnrvqTtTxIWIQh/UuhaedYGLjl3Vd7WTfgyZpGBoRhwHL9YacMlJauZub/l6Mm+B9YLS1OGRHvjlpou3UolPQZF7727bh+f0LT2wo5mWx0aUiOI84DHh6eoNS+HNVFV+8e0cjklIhZfdiHMcR3jm8vDxzEyoZyXrqWLmRDXHsZJ3mizdfb4Aq0m2mHbqw324tUuM0aCYJqgo59C40y/c2NoSN1oj0x8jEZk5ZWtvk2U+bHNk7sj+pomyjGm8VTINiONIjgcbdnd61X9thtPAQO5WHcTR/gxbdxfXJSmXlQtOKrkRVQfAHuDiY2WnFvNEnEUqyDj0BmxeFIG0UbT1MB/gYMY0HEnx86O3atq1WPTn4YYBEclCagrJhoE1BGYOnJ0RVTKPlYWZqCEQLYuB1yGvq2Ral6WpkNxFpAaXfODG8e3w8m0BJgI6938mZ0de91OyWzHQYCs4zTCMEhBipxjJAq5WmrSxsXPFcQKWc28vJ+22zeQnmRN9B3x2Gm/bcG7nIlGSb5RS0RGSR/j33RicNhBTT7pZaMcYBMXiM0wQnDu/1Gc3td9s2NBdcZ7LT4+FI8Y8n9/71doFTwLXoMMe+uIV4zOsChSCvC8edKaFIRQgBp+PZymouuKqkWJecUbYN1TlUcxlurVLrt4nm0/Jb4cxaDIDTDuwKbFEV4xWIJy8CQJEK7+gu1ARGMAwlhIA+tHeMcNe+ARi92TQdFAPtoiAxdmaIA7SwqgiBpqUlb31BeLe3Ky2MtOlLFALnBoR4RKkrtBKfElQ4UbpeiZnbK6DVIW8ZZcuQQeAQWEEGskTTtqGkhJRM9xKoBgxCn4Qmx+5DPFNReifUMEhh5amKxTE+TUCKvXgHXbb+Xqrd//dDgMYk/K7HR7EJABQKrevXHVVuqHp0jhe/FPa1huaqbRCjETHm2xW1VgTvelvQxiRsJXj0FVOTnU4nwFD9piEfxqGXiwIqGMUA4FIz8lowrzNiHDANgdWpY4AGwJs1xsY+I/EnpY0bg+kcqtJ1t93IKVPz8PT0hGVduLFgN7VY1gXzMmMYeaKuywpxDm/OZxRDlNOycPMqCddbwbwIBgvzuCk3Ph9Cj127lVdWR1rx8PSA6TDh6e0buj1fLnbyKoZCu3Lao1ekWhBtSqObZRIUnt6kX+/XXW2hLLeZpfkQIXB0OLKKqFo5LkWhhWYejQsidxgCDUwq4sDpQsst4GZkPbmLiHFCjCOWzFHi7fqCkhNVftQ0I1t/X8oKaAbHlwcoPEp1yHUF8mwknAInZlCbM0phZeIkAuoRJGA6HOEmZ8argq1keOcQqseWmL24zCur0wG0dgPw9PholS8TpZaUiBfYdCuXjJQTBteuFXb8wdqcLV+wbgnrtnUL+DvCvD3aiPDbHx/NJgDATsIKrcYyE0ek3wC5YuVVq2Ur1BSAzXZcTJxTbPa7A4XaqoNi/OwuurCRoiqtxQ0gAozk4Ry8KHJup+AuWOmo/N3su3PQ7zaipk8QJ0Dh6IppMi2uQOg9lxMgufPLnfMQAwcB9PfrQZ1DK2MhzQRFqbqDQDzR8mKtzBRoKtoCRZxqkwzwdQSq38IwmkJPgUC0PJU96KKq+fI1F2hTIDZqcbtG96M42M3LtsL07a0GhlB2XDKK9A4BvQQRGkXuWpD9M+s+AVYhAM0UlLP0lDZoyTZetTg58WgvUM2EUtE0H/Q9rDWjZoss10RZc1Vo4et3Zj/u3QBXHT0OHSPnWeY7a6U4Ag1xaL0i2MmYZL7f97p7KtTWctR+L4oBpZ2ObJsi20fyIJwr/d67f+z340c/IhQ61AKmBMz0V3cO8I4KwGHA+3VDLhVxHA0HVFxuVyvNKqZxwpunJ1xvN47ZVC2DsLKf92SMlVLp1+c9xnHoKLn3bRNgpaEAxmGwG1DtdDbtvvM4vT2i5Iz5duUbuas+eo6ibRLOWxhGqci5IpcFDzxIFQAAIABJREFUTgTnx0ey0UKArAsqFIdppBddiMazd7jdbti2DUtJ8MYc2zZarXsfACGqXA2wzIUg1rwteDyd8fbNG+QvfoFtEzy+fcO2xIgy65ZwOEzwMeD0NCAVCpbUe9ScUG7WmlWatSoESBkIgISBeYhDRLJgV3oINkEPN8ghMt2pmgK0JTbTbyGj1Ay3CUIcTRFo/b0Tc1ASxlEbFhBiMH/HSETdHJ5KmbEuM0pOyCZthkmI6YnoUNVBHS3VKAzn5hVcQc6KmhibXktGTu8A9RAd4HGAdxHDcESMIw6HM0riyFoViOOITz/9DNfrFa8vF05FvMMnn33G3ItSjZ6ITm1ObSwIOluXnCkst3unZXDmOwerlAtVhKUi+Ii3bz5BxXusaXc60l86/X+Vp8BHswn4SKaYV29jL4+qFYvNzJ0l+oTGU0HDCQy1LpwWXG9XbOb3vw8NWXpTU34PBraMgNrjyxt+0E7uWlhmOTNxqDmhQgBXsfb+ePfZbx/CvqubO6/1yG0kp7XS7cjccAQEPxu1We1IpNFIgQ8Bh2kifbgYQ7HmftOwjRSmHPuINW1wOSN7j5wTnl+e6ZOnavFpii2nDihpyhimCae3b1Dt9y4Xh5I3hOOIbd0w3xbAFHqbpfiUTBNWsRZHoTYlKKbdyJAG5to1H8IAHzzbgaJm/W12Z3bd/RBtHGYbq7Vp/NxpoMLId0BB1l5N2TYa9vvs9QXqWiXSwE5bi8LqjnhUZbBKMY2EjTGdjJwAYILHAO8ioh8xhAnjcMRSZoqYqiKnjOvrhcnLFuLSYu3aBIL5mKSYq4HZjbQkqvt9ZNVBi7pr4TdOnCVoNUCT7TENcWtfG7+Mdf2qx0exCUCkW4u3MWAtgpITrrcZcK4r25x3WA2QE/Eks4Cle0oJlytP5bbwKrAvTvBDaaeCAH0DKH2B8gI3Zl4xOnNwHlkpFa0QqPNIOXP8Zg7Gzjmsy9LxgF6q225ejMXGGTPL5GCehhUcLbpAZp/Y5rOuK5Zlw6effkriUIyMuTbTkpITglSWmjGYI/IReH3BBsVQA1JKmOcrVOk5vK382WVdiTrXyh4fguPxBHhPjnrJKGXAdIxY5xkhvJrqMaNsi4mWbCMRmKOw64lNjecAx4CTFosWQ0QcI9a8QpWnJTFT7YIlHwfUmlFqar0FWhSYkwDvyWeoRkRqPH9WQwlQirlUaY9OezFBzhtl0uoAZX9e8mIAW/OzEADFiEQjvAyI7gAPY2H6ETGMGIfJotmtfE8Zry+vCMOEMDCivpZMBaBxXmKga1Uudfe+KKQwCxTe2iRRTgdyWXtkHJQYVKMNa1VoLbYJMCuxuSqx9fnjzQo/ik2AWvuEquYGLB5wCh9oyMG0Hod142hu3TZWhaI4n04YpwneaLTLuthiYwXgHEdFbS8MRjo6HY8oJWNdFl4rbQo2O3kt+kyMzJM2zuCz0gyCpy9P8RCCEZxSdzZqBh7sCTnS0ZJsnGWhGSK4XW8QwIJNNqwpIZpv3rIQ2S85wQvDr1++fodcC4I40Ld/gx9PpktnSGpKBfNMl983b56wzDMuVzXSDLAlJiw/Pr6Bmn9/ShuW2xX/8P/5+/jkN34DT599hm3ZDNh0iMMJn/3oDV6+/gLz7QL2pMRexEJe0DT1gG22VB/mXJFfX43kROvxsFEQBCic40iOEAD787QuqCgoWjjvl6bk8zTlAKCmiSg5I29c/HR2Jnjph9gnRLnsQR0CQfRAShk1V+REB6ia24Sp+Ss4+DKSN+In1AwUFWze7O9lgcJjPJxxeXmBOMU0Bgs6VYiP3DTG+/NZkfIGVEUQIB4nbMuKVEtvRwmqmoNBm0AXGubkUtCtXgrvjbRuJLqBGweE43MWwd+9EXwUmwBgs8yGLGvjwzPQgTZfBE7y3Ym9y4yb1mAHTqrdhBB0ZVxDk5snX+PIt59zzd5a1cA/6a+pu8q23UTu/igwTXvpvzfeefSRNKKQaj8hXJCtQoFWG1nVD/kN9judzem1WHko2k01a+DkgYuwPZ/2F+adsexa26GCIpV8gXFE3oBidOSSM263Kw4PDzg+PNqJU6GVYqBhmszYVQ3zaJi1msPxjug38FZ1b4UAwMmGtHk0izBOFjyawShfOg07KrQDiB+Af434YyV2+0eLMRobeNzuLQ4trdK0BWmTJq32u9qfte7yZggNQeCNXNRGzrSvSznbqJW8AEj7Gh2eSTjyzEowgUAzNRWVPsr+5rVgN9kdwExgtt7ds61FkE4IqzwdOwNT/hgbwUexCQgE0VH8knNGqhumw4GoewgM01wW5Jp3sK5dvKpI62b3HWfDceBNuK40hshW6uV1w+F4ZNneymmt3XvvdH4CrabRy9li9lrixAJAvLkcSy/JJFMIVCy2KwSH6XDoCyDlZC2H0YirIg4MvhwOI1sSBd6cHzDEAV+/f4+UNqSSEUPEdDjw/7cNKdP6LDiPp6e3fVMrOeN2uSFEympPpxFVK57fv1IgU5sXoUM4MhlpnEZ8/v49Xl9ecTofoaaAfP7ySyyvF1TP9KNpnABxmJcVr9cZt9uKYTqT+rzcutQboPJyGA9dA9LovAIgbRvbJS2I49idjiDOotBTz+drJiLOeYRA/kjOdhrmBT5wAaXVAldTNczFhFwiwGYApQKCYBgGCTYlbcZOtOCYkpHzAi1ALQLvz+QM+BHRTRjjBIG9F8M+shbQOMnjzSefopSMd+/fGzCa8aMf/yaOpzO8+TDebhfyCooiioNmRV4X5LzZCNIcs2wxkwBXP2hVxXtUc8zWysr2k6cnWwsVr/OKVCtyZaXp/xgVwUexCXDxkzEI+VBuKnbiOvANQ2jN3EZiBEaUfHDhRlCNC8ATC7YLwyinBP6Wde7qQYaJkhgE3XfnPlKsFZrZw9MgpEDUQkFNsAJpsV1MRPLeY8uMBEs2+w6BZWyuVqXYze6cNtCbCyeTwjsNY78WW079iKi2cSUj4AzGPjucDsipIKUNg2fA6jBGpE05+ioZVUhqUQNPRcijiMNg4NgArYp1WQBPx+Tnr76EiwGIATVzDj6MEYIB0+FgC6ugSVhqYVBrGMi7II079+tXSoFLCTpEMhMzxUiNfkwJ8z4mJajnAKn7Nai07+oVnpj89q5SaDP5dqqy/6+oRVEKNQByBx6TaWghomGC9wNiPMCHCDgPhVV6yt49BLoEl5QhxiylaC3CeXDDSxkhDsgpYVlmAwkr4uFAHMs+a1YQ5nrsIxetB1LjXtjb2NF/A9SdQ1DgOI6o54pUKiQlrKWNlQUNJfi2x0exCdRaMa8rTuFojj+7SIjlDggYefNqsx58y8ly9RRa7cOLHnklQ64lDfVAzMDNI5fMntm5zjh0jq7DUivLa5s+7Pptc0K2eXhjEFbDM5qRZwMKXfAoG4k+9PN0OB0OzPIr2m/2pnQcQsTl9YL5dsO6bvDO4fx4pM1UStgM2XfgzDiXgnldkEvBw/mMw+GATz95i3dfvcPlcqPlV4w4nY5YnKAm6iWKKnxgSXmd6cNwOh0xTRPIlQCWeSHBhfMPvH71Bfw0IZ5PEKkYgsdhOiKOA6bTCdfXZyy3m2EiGWld4OKEcZzghKSrbVWoSb5rKUiqRs6imtAHyoZ9CDYaJCmmmYQwGObO4EXVuGPN7cnm6SLNF6Tbyou1JWSDWslfyAkQ2DdD4HSEdxHORxyGE0IcEA4nHgbKKomiNoafDEPEdd2w3GYUT1u2w+loprYDPv/ZT7EuK6ZxX/DOCXzwmA4H5FxwvV7tMFEeNCII0UMFKKqALNR4QPqItbXOzZ9QVXE+8jNctw0C6khUgaK2dn5FR/BRbAIiDuMwMrpbi/U1RNbdECE1mNnD/lDrv7zz9v/c6bKVVcXm/mJ4goDy4vZ3w2gsP8AQbxDNrRW324wQ6L0v4hDiAInooRA1w078CDiBR0DLLWhc+/l6AwDO+60/ozV33RVzVXF9eUVLsymV8/8WUTWv9LP3VlnUWrHOS8ccHp5+ndesvVdeCTDnj8Dl8XRmaQ2Bn288hcPAU7GSkzBEBp5u64rX6wUF5Lg3EpRqJGPw9ZVjNuewKH3v5nlB9AxKRWR81sv7ryjwWm90R4ZDXpcOt6k4pkMjcLGmxMUeArw/WNKv6xulQq13TwbgbRjGE1yIZJDm5iLEqq3BItol3mIQgUWYV4/qxIhEGeuNIazRTYiHA8bpCKiDgpMOF+hDyOzHxINKBbfXK9LKicL5dLI2M2HeVlxfK4ZhZJq0jxxbz2qtk+Ddu3f0V5wXtHFec8KoqsiV+FfjsLQ8TmeCKYD8k7YJNObXJ09POEwTylfvsJWCragRsD7ySqCJX5yjlzoMIRXA2HNM0mnMueaG0362gUAtErzefa1pCFqcU6sOYmj2Us1Pn+V+NaTcXplNK+w0KXcz67rrGpxzKG16YKOcLLBU4gBtoyprC9DYYqb8yzb35wnoeguQSkFo8mURSK08yS2o9ThNmKYDlmXh+y8mdiL5rbco3qqdkGwziJGbVWXc+2iUZKrUDD839R0BPwfdViZHQ6DOIYUN8BlIG/zphGEY4OIImP9h3VaUnOAmM1WFflCW7wBfYwk6iAQqAM2LoXHq+Fmb5NmiuskrcP2pS18oBDIbsNom5hwJC4tjaxtVBaiCmthOuoFOSSFOKKn21tSbeCzE2Md0qoq8WeSc8H4SJ32ik3OiJ0aIVg1ZSpZQM7DMMw+rnHHveA3s7E/So2s3G2lfFxHTMQhQYa5agHeKo41pp+EVugG5pJ2F+S2Pj2ITgLH/5tutWz65EGxWb72clWJcpPnDTcBOE14wIETGgLX04tvlwr43jJgGI5mMI1LOWNcV48Ad9XqbISKYpgMa46994NfLlaVcDJbvC2sp5E5cRHdd5xzGcUIjeaSFvnbH4xFFFakWNCJsbLiAp1kpI9TUKped6NFu6pJpfJnF4Reff85SOsb++0Uczo9vMI4TAOCLLz6ntVhOcGCq8fl8pvvysvAkXNVYaRnHw4FWVdvWCT6Hw2gIPvMapFZcXy9wISAeRlz1inVZsG6fQ5zD8fRAR6LCqoqmmCsnLwjYCp2EYxwxxAGHwyOm44hhGjCeTqi14uX91za+zDg+PLFNUE8cqHrM1yuAK7b1ahMR2OasXd3p4WwWXzqu0CdFtSC6AWGYcHx6AODgjK1Yc0XwZCQGt/9zfDgDCkRQXbqZaWwuGbeVlnE1J0TvMU0DvE1cLvOMtCWs84Lj8Ui2o1UrXtgiiQISRrufApAoTHLGkdE2naoVVNMI1NKQJQSIFDibPjkZ8cNf/3W8vF7w5fv3WHNFbrjYNzw+ik2gLbYm9xW0hcH/lrpbQbVkIX4f+qhuPxmk23UF71GkMOXH2WZioyq1+X8LiGx8AOgu+QWa660aV97GbZTQIZcMZyPKZnjiHLqKUGulS7HVpw2wrHXPBYjeOBEC5NqMVW0DstEgWY2mh+AFQ3Mp5mnPliilhGh02myTim3ddejDeKTdmHEqmKxLhyTnvWnV0X/34Xy2bL+dtdimJjlnehRUQDOnG9Wsv6DUK8Q4ICWOQJ3zKEV79DsE1C8ALBLM5k/umH1ayN/P29pR/5KLBXCyOihNPQcxEZ72BaMGqjVSGKBWlSlqznCe13Ew7wg/TDYSRscnxtHAWTVpjlVXUhVBgeJ3izK6LpNC3Czq2j3XUqy4IUonDxG3rlYR8UArDdSsdxoJawfb+wGoIK1GsnLms+Ad780xRkzjgNPhgDovtJb/lsdHsQk4oYBm2xJ7MEfrMFYDNPugNr4hwQ29N9KNA0SiMQsHtMjpZuesdrpmLchmXNr871uoSFuctaq54FBfHi3xxzl6C5Kzzsu23QrE+Z5MA+yTgRAG61JomVUKY85odlJQrcwfx4FgXwHqxinJ6UinYlQLT83ZWH70VAye2YvDMNgE4ICUEt6/f4/mvnu73YxPvwFgzNfpdMJhOnSHmmzGHaUUHI4cabZNMsSIn/xTv4kYA774xecc4xUjTSkBWYEzmzNukpx0cNwXQ8A0POLlYtdxFJR5xry+8mT1AYN3cEJLePGUDp9sFlRS6fyD5frCde4HlJyxbjMtxwUdb7FyEZrvDF+kWkspPXfACU/6tCSUkBHDgOHTB/hxxOF0hjb+vgsIw4DHt09IW8Zymzs47IYRzvFUzs6hiOzOxim1E4ltlnOdhOS8N6OZ3D+DNsWgurV2kZg2wNJWfIihj5i55ZnNunEFIA7iYYeYYIRCTieMwwD94guqS79l/X0UmwAAY0g1zjTHXDCvuJRoX11L6qQJ+yGIixClqQhKgepmPZbD48MD1NHKvNoJEgYaTqj1xBC1PDflVKB+iCeI/XkYWgRVtorDGbNPdpqxc4g2rsu5vdbKGDIoY6tRzXOfgpwy8JSYl8U4BrSzdvb87WaIkfmEAlY6jStBp6ABITikdOzYitzhAnxtwO16wbosTBhuegkTqV6vV/a2cQCEm8/z8zNZjfOCMY5486M3eHn/HvMyo437WgqPiGCIE8VQkWBl3hLm6xW5JJxOZ8jUkADe2S/P77iJjiOmesKoisvzKwAbK5YENVYh5+cUfh2mE7SJvIygVXNFSsUqDaCtnuYynY0d6B3lzON46Np/0m9pOCPiMfiCZMzD5/ev1oYVnqaV5rGwamVdZmzLSgKac8iAKVbRyW1NnwEFGrufJYCRmO4+JyjbrQ6htI1AeVj6GFENLCQRyHWfpTbuhoGFbZU8nR8wDSPe/+Lzb1x6H8Um0CEPsTGIiTFUwA+2ccN76dfkqhWhBjgHAw0NPDTgp2UMAiDjcMtwwVOrrug7cfsvqwJ0ZL2x9wCCfMWShmPlyRqsDG+CpGYr1uf9Vga+edOqk2dzolVoURQDjHLO3To7hEgqswiC2W8DasBTMxnheKoBXjFS0z9N490mabwJ1xR7jiajlb4DtFYP/fovywLvPabjwdprxevlFVCSfE6HIz799Nd4qkGQE4k5ajcsNycKg2II2LYVOSXTUmS8eXpDByHDf0ot+OqLZ0AEYzn0TfdmtGFy+TNy2sjcBP0HZBwxDCNKdqBRDBcwBTSKlKvpEPioJsDKqUALqzzxHsMwwUfairfD1DlvhLCAPJN+frleexugG/kADeGvANJq0XGnM1rikd3MWBNNP6rZnPd7EX1d74u137O8DxvdGar7eE84XtRqLsQCM3WyobqAFQEU1dErUwA8nI6YxgH4qDcBSsHw9PYt5+Tbyt0UgjHSZSiZ4IYnAuWlzg2oRbHmDTlnQ0Wph1cFtmXhji0VEgRhinYqKOBgbraBJp45I5eCECKeHp/sJOJpRr6/g2pmPLXbuPOLt9432gy59ApgXZd+Yy8WfkL0n2GSre9fDU1e5xmPb97ieDpTd9Bspqugqu9gZGWSCaPL1xUpZ1wuNwqClgUtgINKRwqbYgwYh2h5BBVbWg3/YKkcg1BK7APGacK6blhls/64wgeHLW346t3XuFyvWNd1pyGL0K9DgHW+wscA7x+wbcnGhwOinbAAx3dxHDA4h1/7TLCtCy6XFzxvN7y8d5imUx8LttV5fHxEiBHFFgQZoh7eBQwPJ6gqg2JKNubkO5S0IW8ZKWdsW8LgRwwx4OH4CEBQc8U0HDFME5yjZHu5znQ4cg6bKf/CaK2eotO/182mRwL4IeAQ7DXb5tsi2qoFqQyGa+W8x6y3TYDqVgLCMUROrnxAEQaTEBZoXAYu6hACqne8N6vFxKncAyuk29t05DAMGMK3L/WPYxNQRY8Qk/tSXAyQYSkkgXz/CpY9PYLLFHd9ZmqPagCUokVxO2zrahx/Em9K2QGX+4mDd1x4bU7bgMW+e9tODHttVe8VgtpHjoCzOTiXsfMOsTkdAaiZ5W4fEdmJpNQqklWoQOO0t+GpNKJSKWaFXdEPoTZ7EIHzbGWOx6ONrzJ8ze1SowW1MDKNeEaMETD78loKRHiTLsvSXaB7sKh5AvaRXGZfXE2y22jYjWKNBsQ6kr58prqvVmoJaslkY8oO8LX3JuZK1EZtzlNMRN1H7aYzakcrVYaAE8UQRwwhmlrVwDThvF9sbNxwoYJ2MFEWTVMRG+82XQo/+H6sNyl6aRqEui/axve71wDYR90XN2BGLUZ6a1WBGtEJ+LAicNJGyZZbAO2fe/s5pxyLV393f33D4yPZBCpuxjjjm2DfWyv9BOg34DFNE8QIGd6z7Mym3Mvmz54tdQbeWT4AAHU4Pj7g6e0jfvaHf4TtsiLnDVkc1rx2dJjlNbBuq0WST3RwrSZoAnddCnIdmvMQFFR5lYIampCpLRT2jcSvBNM4YjxMRjoqmG8XOAH8yaGWguv11aiyFIF47+Gdx7wsJh4ROgQHjwIg5YLrvCAEjzdPT3DMCMKyku03DAFvnt7g1z/7Nfz8F7/A9crIsuADDtMB18vFTnZiCQ6Ch9MZIQ54//xMy7O8YksblnXps/HRDdxE+hybTkO1Ftyen1FsEQLcjC+vN3hvVmzqUDOQtoyqgsPhZN4PgvPDGU4Ea1rMcm7BuqwoVRHHIwYfcTgc0Zx8czU/iFxwfXnB9eUZ3rMtOz++7Sq7x9MZ0UfMywInDtNxRDbAbzxTIBRMxUdkXiFwGMJEi7J1M2PXYqxGLtZtW0kE4o0GLbXzUShSo3/jvVgNd//lmJh4wpoSIIVj7DYqbGQhNHNVo6+LGPZSeM/b3zHXsonlds5JbTZS3/D4XpuAiPxHAP4DcFP7v8EYsh8C+F0An4Jx5f+Oqm7f+iRgLxQHkjHU1F3NjV219oWXc4FIbZO8D7AEhlYIR0T2lWLy0ZQSrpcLZ+xVMcbB0rZ5orYgzRbxta3Uf+dQethnOznGYeynYCMbsZwzMkt/Tbuv/3GaIC1gsyhBrJU5AiUbuanZiRk4RO08mE8PGF+CvPttWfEKWnpn4/J7R3982hMKQuRH673Dui748ssvsdxuyMlEPIHuSO39Ne/FlBIUHEk5Jwg+IIYBKW07wAWCXm1i4sSR5lrzftIpCV4+0ldxnjNUheVtE/kJW6Rg38PX225JGpR6P/QWZxhoGz+Mk/nwMw1o2zbMr69Y5xtqzghh5CZwPiFtCQuM7l2pG2ArSRtzF1iduBDw8PSIkjKygb9alSSwTIkyEXnjruguL99PcyvzlWCzeLMevzuFd0XrXgHYu0VwFoxjrW0DG0lUazoI87nSfSzu/O7f0HgzDoJqUe2t9fy2x596ExCRHwP4awD+GVWdReTvAPi3APybAP5zVf1dEfkvAfwVAP/Fr3wuJximkS7D22ZCHu56aj7rIrD+XCDx3gvQdkVLm2mZBI1YUyoz8rZlweu7ZzyeThjjyMRXAGq0Y5KEJuSc8XJ7QS4Z3idzCiajzIeAMY49pLSPHksb+TRiLB85J2xpw2GkmKfYqVVTxjov2NLWP03p5a1HMVusKgInFMd4EfLiU8aaSHJqbU0MwRyPrcZ3HG0CzNCY5xue33/dF8JyuyHECO88Uspmwcb3tC6rTTmo04ghIA8j7a1KZkkOMa9Dz0wA42HMKx1+oDyRnALDcUQVYF7m3gNL5bwerqUNmewauku81cG5gBilV0PjMGIcJwKDy4JaM5Z5xnK74fmrryC6u/OEGHF+eMC2rEAh4t6uv3Ps74Pfx8M+BDy+eYNtWbHOC4r3KCljuVx30w9pxDDXN+PWru7RadwgilaEYIvPWlsR7H4LxgG5v1+C9yiVGFc0notzDtLG14D1/iaTEromhRg4dqzNLMcaVwWRQwuz+bbH920HAoCDiCQARwA/A/CvAfi37et/G8B/gu/YBAAy/m6XS7dRShstqubbwsy1aqWwAloSkXkjxkBAl5xaUFIxy6aK6TRZ72T2Ul6spy3wA6mpXSWoinnmJLWjs5aFCKHdec0Fua7c70VwMNFNtVNRVXC9XuwdMcRjHEco+HtzKgihTRI4CZivF8A5xGGE8xSPxDD131dKwWW7mRAKKFYd1dRwEY8g3jAMYL5esa4bBTegzrzlMLaRZ7AqoCX25pyBBQA4srreZmxb7i7KyJnBmmHAOEw09UipLwBvjEkqMB3iGPnac4ZmUnwHG3eKnZKoIBIfHKZxREM7QmRb5sLAzXvbUHPGmmfkbbMUqNij358eHnCaLPIrMDnp7SefcNRZHWrdGA5rVcfjp5+YpJruwAp0MtYXP/u5Ub0j1HmoM+2+bawArF3Iu32cHVAtK5LpUdorBQDWWkinn997RjRCEK++wDtgMJetZdswBOZXBE+2ZLafg6q1qawGYLTlksgxcDCPBq2gRduvXsR/qoeq/lRE/jMAfwBgBvA/g+X/e1Vt9KQ/AvDjb/p5EfltAL8NAG8eH9jXb3vX0HjgpRa44lAMXSczrBpvWi2PQvqFR7udmn+92E1qIz+1stdD+o3XerWmQ/d99Mdce8EO/NTCcBOB6/3IfWmXC0E3GpnS36CWvW9msjEvj7NqRFSttOMoDzYeqnYdci7wwWF/d/a+jHDkbRwqYJRZSpvV23ZtjDrLzdBhMhPXbqKhpNs2C/VSK+q2dt1EywfwRowKISBDrbwupvC0nARrJRqnvoFZoTHeDLhTAcQ7OPGU6jZQ2LdzkSOHqkA2H73N/CEAI0yZyMs5h8PpiBDYUh6OZwTvscy2CEEQ1znhZus8BH6/lrYY59sNejjAO9+nQ+17xE5uxe4f2XQg9kvsX61X3bUu/Bz2P4juQN0/WREIvDjzLWwKSX5ucJUswf66+VwNTHfOo7gK1PZMrNu0VQTf8vg+7cBbAH8BwJ8H8B7Afw/g3/jj/ryq/g6A3wGAH332a7per6SlKnetJVEK6UJEVWBNCY/nCd57o8dGyl8NoD0ejnyzRgwp2U44MaWclZK327U7thKVpy7cuQFvz5+iasV8vZETUCsOhwPVYfPSBR8s7TN+8YtneO/tewBryY0e3oQtAAAgAElEQVTJ5uCoB7UkYkUIHuu24vX1Fcfjie/hcLLrSYAoisdlnnskmQhTmZI5yeZSEGPE4XDANE09XVhrpUtzCPCHCTlb7n2mopxVBunUx8PBXJIXiJK6PE5jj1nbLKxknAaIAq+vL2ShjSOmif32KobGJ4UMDi56HMOZvIdltclE6OSlEAJSTozkspvemXsPNznfDTgBcJbvPYZpRM1H1JJxeX0hbTgXM48ZkTZ6ORyPZ9OCJHz++ecIPuDhdAYcyAcQs61TbmbT4YQt2WjY2oScmLC0zQuW2wI1ARf5/PQiaJRpTiR8B0ZdDFz4XcnYaUF98qDYzVQd0JWv9xVBq6zEvi83/8Zh7BOlUvdpivVY3HC9MDS28r2wFvQAyp9NJQDgXwfw/6nqF7yJ5X8A8C8DeCMiwaqBnwD46Xc+k/VNe99jMl37EsHCnTPdTu1kqGwLxwAIiDgRuObxB4JuUECzSUsdi6UmUYWAyTJtd9cGADVlXe2pry0sFHen9z7eY+lB3XoG4l69cFRp3ZqdbG18xB937M/LvT9i44K19wEM48hNy/j/5e6a5EQNwBgC6rKyJK8VLaKdL6IlAbfy8z6NCf0UE6BnN5TSGJFihBQy1yBsNWBlNY1g1TamDXlNZuSC/vq9Z9vSwFsH18U9H6r8eFKj2baVQlHWyL54OpwQhxGrBa8QQrJMwZyQXcIYosWvF8RxQPDBRun7SHMfK9b9/SkMYzIQrqptFDufv5F/mjENLGKtC33uH1Yx8H4UoBndfktFwOvP07/SABPFRGfeAGZ+lDamNihIlRtrtYquxbXblvOty+/7bAJ/AOBfEpEj2A78FoD/DcD/CuAvghOCvwzg733XEzlhCdlGLQoxGzCW/DVnaMo2irPgyKa1VvIGWgILOevjTuAxT7aSC1JmIeWsby2l7L9TWwYhF0EwMGrZVm4AVa0cDlQxQjEMBNeCUF3HtUsmW1pXUFZLVxqxG4ClvJDcIhYEYupEKu4qhnFCswLLpSBbdLc4wel87jdfyhlJleSSWrGsG84PZxyOR6SiKHWlY1OkRbeCoOm2bftG5zmTVnAWjgxOZ1Sxpc0Yhgw8cQZ9VgHiNEES1YncRCzI1HsMw4j5csUNVxN+7fHtLYMPAFLJxEZ8sDIZ3W0XLpgTL0FUrQWPb98ixgFxZIS7cx7bSo+BnC0rIBcs8wIHYBCPbUtI84bTeMbgR9tQap8CZMtKEJA23Cjhh8MBUMU6z5R6561HfTkzoC0w+XrOH8h1G3i4uwDx+jRGrMJsv6wiqNhxqPvWgH4O3GS2RBxsHMZ+cFRrPZrXoHAXgBcPDUaHz9qrim97fB9M4PdE5O8C+D/AW+f/BMv7/xHA74rIf2p/919/13PRdaXAhciMNmd9sZEdxsMR8THYCVqg22rVQKZa0HmMNhKDKtZtwXy7oFl4NU9A8QGaNqObUjHXfOAbcq5g75hzxpY3Jg7bB8gW5ICcL5ZBUABPJRk9DirGaYJEYBwmG3sO8OYjUKsSK3Cuux7XWhFCxPF8wrJQs1/tZBtiZG5idhjCYCevpdLejX3IH1C44LGljHq9IhtlFUDXYjiTPQ/TAR4CFwXbRkdhbmoDnp4eMM8L5nnpNvDNJoyRWgtCyjie6dU4ThQvpdXYayaYKYVW4lUL4BTBnI4B9HEqSUkc5TqYiQgI1q5p6ZvU208+o1DMpNIAFYm1Jhq0qiK40KvAEJhgDQU8HKKP5sbE8FCgYNlWQJhWLSBpisY+LQGomN9DtmqwTXEM8wAgViGJD71CuCeedT8Ls61jNWTVGO4qSbsubZLQqw01QpO0aoOtpTeiHNWtas5DfL9if6bJjFUZ5Ruqk7vH95oOqOrfAPA3fumvfx/Av/gnex6m4Qw+kkXmPEpKPBmcxzAOGKfJREWJYYyFJ0wwIG8YBpautSAtC9Z1sXhxD2HWlzG8zLChFrhgeQEGgBW70Arjrt+ZP4bARRtC2GfBdro1XUMDw7z38ANHX8GIJVWr9eeARO2BlDlxE+Dsm0BosqrHGYHJOTWdgmDLlo/YnEMEXV4tQspq2Uo/VUTuXyuR7DYt8a09KAVm0YhpHGnrbgamCsBFmr3WZC1YrdB6sL7fQ7cNJVPhqM51QM15qgxRpfP/BU3UQxBUARQtZvsOekXWirJtkGGAjxHH0xkhRvbsutuKdfBN1d4TQbWm6Wh+ke3/a+V4soI2XT3FqHi2HfY6OgRbtfMn2nluvUo/sR0EcM7aWG3rgt95DxqKoaG2EbDVkQ7qCWDsQP3g+fkpS+cm5Fq6Xb2zw7IKgbHepgLm02it890E4pseHwVj0HmP4+lEok8qyJpxOp/pU2+OtBVgMIYA0zhhSxvmhUy5rvcWwRAHuBMwDEPvF3m6FCw2V+eotaKFVK4Lx4vBSBdpWeGDx3gY4QuZVw+nIw1KrmZiYT/XlF/JiD/LPCPGiPPTE8aJi6SBlJfLpZ8QDTCDAnWtyF/n/5+6d4e1LNuyhMZca+29zzn33ojIl69VtJqWysGBFia4SBh8hFQOaoHFTyoHfLot3JawkBBIGK2mHRocBAZIICTUDm20MBAGoJIAVUFVZ1VmRsS95+zP+mGMOdda50ZG5qO6QbfOU7yIvJ/z2XutueYcc8wxsB07jhTZEpomwDvkVLEnnrQCKNbBwNNovTpDH1NSWTSP5XxR2rRx2omeiAh8BY5jw+3lhvP5zBJDMYjn5xtisjJFLcScR3IA9wrVjY6NZdJtWxn0AjsHtdJtyE+0Z/fe6ZSfuirVouPfPUDVSieeDKUzi8PD5RGnhwvODw9N2y/HLhdmKkrzdIIAmKeA5Dyy43gw+RsFUGKQTKraFKheFbed+zJUbNdbu6fivR4ypWFR5B10u7r1Ruk4cV11SrSfD9xnA8A9QahPDQBARR5bh/pz4/CQPaxFWEtmuxkZs7Uy9TVLLahF63+l0odJpdB/JhC8iSAA8Maa+4yTjmTbKS1CfQBDYO3Uraic605Roz4/klOjCrvgdpHGlk7NBWmnvJcZnwjfDEyFJijPQJzjvHqtrYU4zZOmhw6+UFXIgCL23wng0SAjN5UkAO1mSxUUKW24h0pBTiWpFAvwTl1y0aTD+sbmhzGEueSMjN4R8qrr74PHsW8NFLMFZtJZdqLuR2zqRll9A1l+8JQnYtNP9dam9Fae8HMFQLOdSpFgEX1TJLM0spfoNKZtoGwaADoyVanVnwvLL2uXEZdTYFOBYuOY2KUZyT0iXby2av1MuTJ7LgwgMcjQK4MAjLuvqQlEFpab+vtWLoxqUF37Yphrsb/u8eS7n20/1jIC0WTWtfKvKVAZgFxAazWtDSzcOHGaOf70420EgVpRc8Y0zbg8PGA5LUql5beXecF5oVPLcex4/v5HXsDZo6igBS21BfO0YJlnasKpIEhBUe+BhLDoxq1A3g+sxwEERn93WiAhYFIlHHEOi4p+si3EQaIHnXTzU2e6oVZV8tlRC5D2o4N3xw4BqDZcaDSSWyprunPaERCSZ8QJ9p2n7Ol0wjU+o+SCRWXTbYgnBKHwaaEDcY4R9TiAXHS8+Izz5YLL4yP+5LvvsKcNSUdbl/MJy4kMvOOIald2ax2AEm+tThXH1wpKzzZW3ul04tSmKBEocezbCRWUk4iO00aq+hT0YKVCJOfLGaa0tO+xdWjSHnHLV6zbhpxLA2tnU4j2Dk54PdfrC8xlOEcGi2lZMM/0V7jdVpYTuWiZKSoTnrHMM3LK2NaVGyybR0Rtw2nV1XY4mOgrlbA8AN8HxGxDWmAaSgP7vRHVBwi0UsZcA+lPZQSVn46qUSyfo2aN8zxBFP9BNd4LSwTzerzrAL16vIkg4BztxqZ5hgucjpsmYgOzKtg+f/qE9UYbMlGaqun71VoxhQkpJVxfXoCHR0ZMhWxDmDpxw05IHa0MucBNAeI5DEJGWMSynLBMoQGG67q2esvYd6SbqozWcbRpQSMuZRv+qNpi82bPXTnaKeQflFywazvNqakJa2kGxtPphP220nylFrjgMYcZm2rXVaUxe5AvXgFqIerps+8bUk44DlKNj+MwvBq324pt2xuByWt5NU5lUo2ZHImQ+D2v2cU8zyiigXY/mvzXtm4wU01mRlFnEeiZCCUreVXy5c9ykXPNC7kcpsJTKyRMOuU4KxZScGw7Si2YpgWlkj/WfPuEngbrNbPkS5mZYoWCaQlSXJufAPTgrUW1EtA2jxnIjhvd2sVF5wrw6iT/2pxAzwrsxCcOUPT0Hn//i9Kgqp5BdUiFGUHS1rcNQNm1BHTysAD/n5CF/kE+xAlO5zOFOxSE4eBKwHk54Xnbcf38jJcrW07z5aQnFDSFJyKcEiWcl2lBCTNHPh0jd9aRVR64mkb6SpmvwFNl3W7UBMg0jGiDQqViUxFS54yBRTt15xxOp4Unmw5+VNAhtuTMtNJpKuc5aOMrhUid88hHpDT0cWCe5y6JBkBqQXAcWgohsFxQxHhZFmzXG0/+3DkSVcFCr/ZtpYIafc34gvgF02qPNVJoxDQEH58eSRpybmA5VlVEPmDTA84JpjLBe+rcFVQVLs0oqfaTUGF6dgMC3DzBIQCOp6yNAyMXZKn0GKgmqkrcg5mIAn/apk1qyhmPgxng+UQEP5v8nAKlmc8RdyVsLb61hHPmDjEDEIXnNNXXssGFVj6J3ndB53D0UXMtC6RbfYxlwWuwsKoITtWyxqYMmQ3ii4AyBhITy8maVSQlNfnGGCx3I8iotR1+P/V4G0FAVGvfCR6WE6YwIW47bp9f8Ic//H6zGA/LBAjbP8YTeD6oMvzuwweczxc8XJiqQwS+sJ73Qvff4hwmT8pszBxjLQDHNbPQqUFvfooHttXh2MgqO/bI1sw0kd3mHHIu2Ladp7jWmd57in4E1Y7TRUlPwAm5RlXhJbhUUOGngKenhzZABHCjh3mCDxNSzJjDDIFDzgnr7YbPnz6pqCXTyFoKjnS0urSkTNbdtJDDUHJb0N6IOeKwbcwOwsSgOwWvQq0ex8GpyzkEnJcF0/QBL58+0Q8xZyRU7LZgBaiRJ7AZuvgp9Ll6z85KmGfk4wBqhqecMrbjQCMLiQZMFzg8hqJB2mOaAzsKpSBFTvcFG9sVna1H3ziWEXgXUHyBE6YHohiTkYxQuXFKKVgeHnE6P+L6+SNfQ6nkcGZgYs6/XUnK6O21CBCkofMO9x2DMRB01WMNBKIHdm8gcMbASgN7rgHPmTxl82NO1ECole5czr0aQf4z0B1obTXvlWrLUdtj37HtG8Q73XhcbDklpY8mWnxBHX1QOzMO/TTka5jlFwNEUm06o24yUipKCx0jTep6qxuZst6+EV662UVm31+HdizsOjE12HbG6GdVMRTrPfMNtuymdY80HYxKOxYFu0qh1Xd7XtdnJ5oUlp6m9j7EU22oam1pzSeShFROzRmzrANnBrZxlNqANlGk2mYSusozKvR+BVVc7kGAAc5MRYfNWkrnh1QdxHEOycAsA81qbe5FKUW2ke2zGpo/AGJ1KAFbz9xAOKcCqQ1M5H1E5T3xwWjAu905WHrdnsPWS0vbVVdBM0i7t69P8wYYDriAFQcNL9B3fLc2huewfWPPXxWQJTahQ0rCrLRyQXx1/72JIOCcw+PlgjlM+Pj9D3h5fsZtXQFUzI9nwwfborveVgJstWA5n5XFF3HsOz7+8BEPDxecz2d8eHwHiODl+gwfPM7zjKSttI8vnzmeuiw6yCLwtcLDY9Z6Mx1RyxKB1+GUeWHvGqj4+OPnLn/unA7/KPJdyWl3zvEUkYpj3bCcTvjm23f4/OmjOhYVpEwWH5WKgw67cFMcR8SxHY0ffn44wwnr5lK56LsqE7UPnQjHfjOX0TzNOM0zYO5OQOsfWxAz0grFWTKSE2yqcEzXYm7dSS22Nq3192PHNC8I04QPv/4GALBeV4RlRlhmirmCQSRnCmwUK1+G7k3QDGTb+D2m/NRIqJlcgi3fYCQxZkFFlZ4FWHeqUwfVh6hsO7Y0Xjs7ZD86BBeQjkh6dyEIGGNGeXnGvu949+FbyEWQv/9jZT1mPq9TMo9waMqBKkhmK55S4ni6drUgcpcRNKdpw11cd1iujlvfsAFAswZeLAYszQxGsHAJE2LOSCUBGToCPjE7SRUFKtf2lcebCAKorLmf90/YtpV6/sHOK+O6F3W55entpoDFOUzew8Oci8gABJgtHMehi1t0gq2nVc4xuzgtC2u5CmTplk/GATcdf+MD5JiUHhvw9PSI4zhwu1711JReP0LBM0cnoZrZxnTR4TiYkUzzjHhEOFUeph13bq0jAKqjT6FMAU8o1tIBpaTGD7fXbNJbjgo0zpGxdhwRCda/7ifINE0taBRNG70j/7zNUug9soyrtxULUsmt/DLPhOV8oqOwkLDCEzVBD2pYbmSiLwBHtVO0rAtIsaqxqbXyQJ3J2ucoTAxG317fTENbzb7WPksm1dcINpa6Vwicy/o+DuzbSv2IywXpOHDsm76OzXpopqEZgWUDbmiTYgBYodf79Yl+30IEuyx6cvd1oICkaPla6/2sgX4vqORc0TkIAYHYZIIkX3m8iSBQCj35vv/ujxFOMzkCM2v/WigOEmPCdV2Ra8HpcmmnstM6vuQMV8GTXUuGbV15Ojuzn86A54Xy3qv7zbnVg7tKcmUVEgGsD05pcRJyIs7nE6bgcT5/wO12xVV1EAr4MwL1PVTJrpgIOOKwAIGmNcCRVQC10HugVgUSpSXOVcG8quUAHFPvlGoTOOWC9ghWtugK994Tg0gJ8JYm8+uzn+BPC0qZ8Pnz55Z+Fkv5q1m66UIFDUx98JjrRHQ69THimGilfrk8tMANPenyEVsgFlAg5dg56ivicKhy8axz8TVT/190Uq4WIMZDT08/nKQ6HCYEv+g5wHXlnaAU0Xq9tkEhY/iZAIlzDtVVlEwDlhwT1tszpmnB04dvcbgr4rEx0GuaLZVrUzTTEziY2nCpFsCmlspbsAHQQFN+9iEwWIeC3+ilm+EDdie0s9IeVe8LHLZ4oIBahcab+SXW4JsIAjknrNuK07sHmC9bUQHRVVtAuVbMF471Tp61vos6YWbjp8Hj6ULVILbaCNhs66ajuan5AoQqqEfEyw8/YtaBow/vv0FKEc+ff2S6mTO26w3iHKZlbnP71+crbtcVp8sFOWc8nC86iBKxqDptOg4Kogqn0aoi1c5Jc+ER6L9Be3DL8pwusnUlf/7x8RHTvKBWNCGTXKhHmEvFMnHMtGYVk6iCoJ5+l8uFw1MxYj84N+E9693j2NvJGrxq0VWO1UqibLWAGMbptOByOeNIKqWuIUNAzYQQAvZtR/IJ8zTDJMusvVdq7jLiKbZSxjmvpqqm2dhPUtMOdCqZNuvnJF+fcwWzlgNFxUCLkooAkOWnIqlFKjKYUbym99rfYZ4gSZATWtfl9vIJznk8fvgW68tnal44Fjit1WejvCKA95BSVAuCLte0CdNNrFTfkR1ov3vXTcCQHbTMR2XDMAwc8RfuwEK2DRNMQt8Oo6893kQQqDplFpa5gTQ5ccgn5tQio9mLeYBQau6iGFSvdazZHTfrrgw5MvZKA7PgCDzVXEhxFR3qCUHBRQ8IT/aonAD2z8mCS02HT3X8nEOqtTHOoDfOwDpLTqHp+DiSajc7hNDGiA0EizlhccyMsiLZpifX0391Zq5Ake6XIE416rRWdZnlTC0VEix1Lk3KTVQ5l9cT/JrVtJ71+rwsOHJEruVu0VqnwdD4nHJTX266hM4Q8u4hYRZnLasVo0zxWe36GWxmNnPG5jQPyPHaov2OtFIBYvcDjWv/msnXEHvnUJxHyQm5Jhz7hnk5YzmdaYnn1BpcFX2ljkAfgyL/qZmHvZ8hI8ArivEXrMIGFurm1xKqSgcD735+eLjWxTAWqfIK8MaDgHi2w6B1f0xM/SGC5XxuslGuAFKggh8csZ2XGUsIOJ1P8N5hckEXckHJETkdqHHH+fKA88N7XZQFUjKOfcf1OLCtN+z7htu2tUVWxaEis+Wni5PtmAyn2ngp0Wfg2LrB08vzVafrphaBJSqAc7oAhQpKhuTP53PDHI59R9RuhLWFoktAEnojxIQ/+e6PEZzDrFOTkwSkw7RmKk6nE86nM8xS7fpy5UmYyawrpSiV2LV+e87mc1jbKCpHmVkKPZwuyKXgxx9+JBegFvzqmw9IKePYo+oU1obHXF9e4CezdmfLz3uH4h05/DszoBwjYjzYLlV69jwzq7icljZ0pFEJuST9T4EvJDWlSPwmqr057wuxnX1bmwgrOz9AQqV/5LD5+Jy1Ebpm7xF3qknt6w0lJ9SSMZ0vWC4P+PzDH6PmCvEWtESDd20AsU2iGmnMsJQR6BszEXZI/BfvyQ5AypzrANirrOFuBFkDxjKxXNvjgXmaGrX4px5vIghAa6SkgzapsDcsxjBzVOmpVtuBVMgpUMI6TKFLYWnamQfHonmZ1YJ7xjWS2RdgtXlQodAEV+nZUrK1B1ObzoMYwci09OxU01JEF3vwHJqZZ7IUTYe+OQpXYhOmfdjNRBOOmBBTxGkhGeqIka61YH1bnQCFp2yS2oQooQBYKZZyH8ilqhiGGWZ2CmspKg8uAGD8di5nr4AeJbiYTlofPMX+HHFg8o2nF7TzZX6JHdjNDbSCtixdZl/fO08uiJKWBEBKpNgKFHOA6StCwT+0Uxhgeux1E6eciAvlCkHpJYSg1cbmOzFmAiPX32l5VBPLknjslBr3AdN8QjHdRueGjADthIeBhbWqsarJsstdy+/1pge+POEtk+D7BvkOeJXN6D7SW8DXB6cq6S2R8bXHmwgCpLbuuK0bQRbncH564ElawTaT8gIKOFBDTviJSruO8/ml0PQzJtbnxox7eHqH5XTB6XzGj9//gPV2w0l5B6fzCc8vL4gp4aRp+LFzRuGwE1sEQUGveZpQFHk3c9QQuJGdUDff+4AweVzXG7Z1Z0urFOylT8EtM2XD5jDhiAkvL1dsx46UEr799lsE7/H8+UVPDir5JHHYA5Vu45EQzmcOL7mgHQC6C6W4dyTecTM12S7FJlivSjPeoAmHdgs0g6mZm9uGinJOlOgC8PJya6WodSRK5QYOE70Sz+cT1grKim0RqWTEkvtg2AT4EhA8T/KUmR2UlMiFV4GPECYGO+0eVHVPtkcnVnnl52fEWAEwQymlYJkXOAmtLZozAcKxPh9bdz4EONcdobd4MHuaF5yf3iHtO+LH7wEEzQgYrEupDdcyw1ArC0pKQFDdA+020auhaxFYWcKNMfICuiZmLzl6efGaXsyDgxnJnuLbBwZLqdhjQlhIm3XeI0Ag2ZyCeZqFEBA86/7gCShBa68tHsiFbcGiQpCX8wWmXHPsB67XtQUGAQGdpESZ4ENLpYLzmC+PcI8O1xupykZ+CSE0FRlaayn9VYAqQi16lxAjbaKQqvoTalo43ORcKtb1hmgeh2HCMi/U/oP0+fmhTbeczqhqNT4ti24Q1v0heOzrDdu2t67G5XxCTAnbrgHNCZ6eHpFzxrbdYO4+0zxhmic8vXtHElZi35mt2a2/71Zm91OopIwjF4hjwDxq72gwsyr0OtBgVFLmyV1V5GSetZjp7ctaG7yiAiIVVfvdlNYuLeuoIPlLErOxfd/vFn2F2siLwzLNyDljrxRSoYbEQLq5CwZUQjIkP+67UsM94ATnp/eIx07Skg8tI4ABewBgA0cDFlSkUm1KsZvXzMIxu4QmWWOWUFBbZ+N1i3IMBHafgpZJX3u8jSCgLYzltLSTXbL2fBX9z6VgDuqrp0i9d66dakfcG0+8VhJE5mlRYAyIccPz8wsjNaCMONXBB9t5drhwku+EeZ6J+uc0jMz6RggCDJjNjd6RU0QRh1pB9SJtx9VakdG16ys4gHTsO5IyD1nazDiUhmzlBssatL5+rR6upEYucpouh+KwryvNK8RBvDSZNSeCjAoRh+V8RowH9oO+9aVUzPNCu7LzBeu+IZddPx+R5vbZoYCV1qcAWlngVWc/FlNVjphnmqTGGFvLkVRZpu5wFAHJ3qEUzszfNbUrUDLrbaisO+3CKoMO64NhAIiTm2bEYSlzzgXVVZxmGsy45BooOpYBr0sD71URsdBynSPikc7Q5wtLz4P273y7yj+otVGUTfyjDkFGjHosHcAcGZSWkRA70muuIiRWHhgeYffB/BCgGa2tZ5bTX99/byII+ODx+O6JthalAjnT+FNYm50mSnVNCnAERwHQ7djojJMTjv2AOQSdTtSge7leVSprVfCktIueYLp6BS5MCFqf11JRHOfq94MEFyceIdAKvJSKZZ4ACD5++tRuKBWLgW3bG4goWv8VcocxmQSanlxV63YRwWleEI+MY33Rmlw4Eh08ZJrx8nxFTBHX640lQAgoziMIMGOCyXSephPcA7UWa634+P2PHKdzDvNMrOH7P/mhpbyTp6BrBZBSwcvzFUkzjaxp7LTo9F6YGulm/DsrBjPNZ4iwn2+Lfds3iDj4eYGrVETOidhFCBQTjRqISJKxmjwYHoiiFupSrQRjHZ4BJDVHXVRZCkDrwIy9eMsgtuOAdw4P5zO2Y2/eilVbaa+HfgwsnMRBIjkHt+dPCPOMh8f3mE9nTPOC28tnuhSFSU9j6AmBpiPZSzHVRlADFnEObnjv9jdbyg5GFa+Arhc+vRalTV/BcIhxTgFAs1L/2uNNBAGrKUXJHHWoq6wzwADAtK2ZZsTYxnW9WlXZKGrSkdaoQpKGlrONo9OA2r5pWYGSWZpmvi4MALDpMFQKjhqoV8rr+YP+YL2uijB1aCG2nxVrXAH2nqpr37PRYwPujGgjYAvUKxhmmnhxj0pvtR42VKWWAcrQZltcQaZh0VsgSEzZO70PzplhRs9Oql6zBmwpQFDBg6iRhdRBybnQMIQuwMmfq5HAbC6lZTyW62GmkxAAACAASURBVPcFXVHrqJJkl613bgzos3p7zA6g3yu1aNnnYVZfzGT6c/Sn7i1Q82So6LTlGEn1dtq6LgP42jICJTGJvtd2bzTPv2svDiDhCA52BqS1OhWIhAGG/fO1+znel194vIkggFohyguw0+fywNbgsiwIjlNi9PxL2I5Vx0wPQOvK9+8+QITp0PV6xbqunahSKGRqPX8nHuHE07xKRcqRo6wqN1ZKwfl0xnk5IUYGplSUnw+OLU8h4P0T5xD244ANs08LM4aMoh2JBdu602Hpdm03zkqVqLz8XKgyHELA7XZjrXw6NWAKYHfidKavofMOpzNHjNN+4LZv+Ht/+Ec4n84UJdFo41UURUCPxYKKoHP5TgIXKYCqen97TKgloRQSm4gDMiXOhYSjrIIlRvSxgaKYzMJsQgXBROunH+mAufUmnXWooPgn5d14nU/LiR5+fFe6eyxYQwVJiqpNqZ5BKdgPtsIm7xXU4+cxfGhMtVEr9gpMCsy+rLdGFYe8EnEdwbopwBUl+aSE54/f4+HpA06XB5weHpFjwu3lE/0tvQ5PWVogbD2zAnLKAFXjOqcuxMofqMMfC2RWUtpQVEUvWzJMap/g9J2fwZ+VIMBUjWyxZZ7hPNN6KvOKott01skla+ovlJ8Oc7uoWQdxbMYg6QKIibx7DgNNCN7jtEwq/int1Jsn0nhvKweU9nQAICf+aqIilQImZS5IkeKhOVaE4OC9tM3nhMNEWe24WjsNYDahwJ0tBm6kjJyhvoJCr0JeIGoRVBKFQvA4nWfknLClg+zGknFWnYVYEiZ3YimSasMwvA8IjuPQJuMGABAVpADYUpT+OYB+shv/AigscSB9VNoHQNuBMSYlqRhYVZp/I3RjNDacLlJKr6nmQ6G5KdoJ6bTMbShZm5mw08/At5gSgnOtL9/W2FD7M3MoyIUEHCtzYooEfYuNC/cH25UAHKdRi2TUXBud+HS+wIeAeTnrfUwqb2cgZ8/4RPqmLoVzfs6Vbj5rcwhDaj+2QrmONBOzroHw0hro3bIKNwwcfeXxNoJAhRo4BszLzPrfU9XXAYiVaf0Rd1JgjwPzNGNeWP975/Hx40ccx4GtmVHU7lx7RMzTxFmB5cRNNHMOPDkTrQTOlwdKVSm6XI8IHzxyLZxqLBUelf6CtSJFPn9JVPuxLoCp3HIYJWkgyP1U0NqtRXe9QaUWIHfFmiPGlvY7A+V0OOS0zPj88lm9EhhIz+czjhRpra3ThL3MKZjmWWf6p7YBbYM1VRpHJeAeA3r9Ulo2VDmCXwupuMLSxb6fWsbltMNALr0tRmoHuF4zAz1V1jQ6a4vQOYELOrpdUi87DAlXXUjOSGTEnOHnuV1fXjMCzCMAWEpBBmXD5sDW4ZGiavn3fv+Yllvg9MFDMrOSeByIx47ldCHR6HTCsW9I8YA4r4M+pWEdrHREOzoFOUfFPVzrrggGVSFbG0NGcscq1IGjWhkIvBWMjKXt8//c400EAecED48XouPaHciq937ESEeZpP59zuHbb36tIEnBp4+f7ur+nDNbbpmjn1483j9y3HieApbJJKqsHhbc1g3HEbFtK0rJmINnQDkinp6eMIWAX71/h+CsLWlGlpGchsu5CW2mxNPbS6DCDtjT503k4EcuFCMJIbfFej6ftVeeG503HVEl08mIRAUO1dt7eX5hC7EwqNQqgBO17hY4zxPndF6GQENgK66d4Wgt2XqwFbnvB2A+Bjq9wpMrYJ4fsOocBmt/Q6a5wIOfWvpuGxsJKJV6gtCTLyghKap6sDlEAUTx7XdzyThSwVTqsBlr8zU0wQ/RIGlpvJV9i95jEaHWoaX86PhAzWjB53I6kbSVIlDQhovuSgPcf00UgHz+9APCNOPp3Tfc5OJUB4JiLoan8AIZNsDSyTpcQH9NW+sAvgBi7TM1zMOudaXMm2jXwQF3pcHXHm8iCIhIN5fUD2PgX4xHG+v1jkYjNhmXhvTfLlLOKr1c1RTUeSzzjEnbi9MU+imhZBRxByCdtDFNgSWFlhOUteL0nFeOf/ODHxYET11N2wwM1JOYwzGAbRjTRrBHu0m1NnOOWjLbSq4A8LzPmhanlAdJLGuYK7vOZtS1c+FgAUpZe20j9CEW+/wlJ9jxXKtoKQB4bzLpHs51APDupDSUWgMBaucTKApmN1wzpb4p7PulFn1ettBGPn2pdhrydwykdACq60IerzeHs9JHBK95cwzmFALx3iM7U4Wmo5S83jxibTk9zUtFdcoB0SAr4hDmmQrYma9S+6dUcRiGStvQhgWMV2QE+kYOwz1TsLZMsDEHFTyEPu8IOP7U400EAWvxCIAjHeTjHz31Py0nPFwescwnVFR8/vSZ5YEy+kopzBhyQcwZyzTjvMw4nRaabc7sp1O4YuICU+nmmDMSErLL5Ch4j1NYkFLBetuwbzuic8r/VnDH0Q49Hiq24QdZ6zqyvwBAyB3QDoZ3jq43jqcfBUAPPD8/M1hNk+oTVEwhoCAho2LfVu2NOwSvtF4xEwrfTgFmSBXrvqJWiqyeTgtOFyrullQ4qu1YvhzKg3BFpayrBoEKQO3GgT4iG1RLAXctQu3QmDOxOFSjN8dEp2aV9vZOsw/xKGoLxw3eQVwRh+W0YF6YGSalKKctEazUQO601VoKJc6b7oOWNtu+s8RUi/Wic/VG4246gTnDqT9gUIvz27rphga7MejdAjuNfWBgluyY8eSMTz98h8vDO1ye3vNQihH7tvLAaRwTZSsK7k59ZrNoQdAGwSwQ2fW5mzzEq6DX/taA+Soj+KnHLwYBEfnrAP4FAN/VWv+Sfu1XAP5TAL8N4P8A8JdrrT8Kr9K/B+CfB3AD8K/WWv/HX3oNALqQsqbEFH70xtzznJLbtrWBf0nTsPHkd87j5AOWiZtpmQgC8vRX/T4hUScmLv4jMpNIhQQbD0ppTzMxB6vF7cT3OlFnNW9rlVn7soyRuwynl2ttT/td/ozXQ9w1dR+r+0zGuhZrPbEuT/XeVqpYXa1gUQW5DVAasIggRQ4RoVSEiUNR2VR5ISiqZDw+L0tZaalzipylqJWzDACpxkXfX85qhOL6vETTEHAj1VVaC68nQNwcVmKM9bA4bkMflHSVcmufmuhmMWRfrz1EGjnHMAqvtX9tr9dHgAlOZw0u5H1Qi6DANVPPtid6iSUkFNkodCmFRKz1qu+RvhOtRTz8fmtA6ga1WQNmJvfZzS9nBLjLtAx+qopB/Fwu8JtkAn8DwL8P4G8OX/srAP67WutfE5G/ov/9bwP45wD8I/rnnwTwH+rfP/sgy4vAXzoics6YAslB79594EbdD3z+/NxbK5WEkF0zgCnMqk58xjwpL3+2E2/StJ+oe6kF275hjzvW/QZtT8O5gCCCMM9YzmecY+z2YuBNCiHcqQKXopbW0KueO9ssF7bAWrQforcf0tRcdG7fqXKynmQ2D5FThgXylCgqeahFequJxYw4+FmCJz//dDorRTg2ua3gA3KpOI6oHACHnHeexooxMK3mhhRP6u+R91bLOjVeCRBd5AUpWc1sA02dU9AmKsmvbqWb4QdFW8NeA6y1RotpT2pgTJHEsEmsPJEWgHQxteeo+jw5Z5yWhYpJxTQo6k9mBAH8vLMqJ910mpWBqD/sPdo4M6cIM2oqiPuGFHd8+Pa3EJYJOTK7TTESLHQC5GHwTINprYBUzlGYx70pBDVAED1AjvwH1H4A9JwAqmnh/v6CQK31b4vIb7/68u8A+Kf03/8xgP8eDAK/A+BvVr67vyMiH0Tkz9da//BnX6MUyorFA/O04Hw6I3gi2J8+EfgbwT9jmOVSEPyEZep1v7HsgtfN7xxE1Ec+RawHga3tUC57rricL5jnBQ9nipakzAGklLoenpUKIYS7wSKrUb3u0nikRtN16JJPdvJx4yvpR+vL4L1u2s4Oa/6GDUFXarCn8o6ZYgJUKeJ1tIk+tgPt/QKKtqv+QVGR01qy1qUqPFGdipbakul/U2/BkSeQEpyChdM8Y5lPCC40gCvndAd2EY9gMAxT0HoXHXiEgWG1twX1PZd9Vwdi03vQlDwXxBwxzfSGMDLUHVho7TRdM1kDh52ghvnckYkKqc0GXp6WRfGnRA4+hpNc/841UwjXOAS1oOaK6/MnhGnG+eGJ6tXX53bdoQG7pfYteKqCcVWFK9VM5KXqNOTX77vhUmiRQA1OpJmffu3xp8UEfmvY2H8E4Lf0338BwO8PP/cH+rUvgoCI/C6A3wWAD0+POrPNxcjev0dKCeu6thFj66uyBKjthJmnCSc9necpNMTbq+V1qVDeQMJ+bIgpIiof3zlaaZ9PJ7b+Cs062gLRGtVprSvD6dKELYIZYKKBmNVqPkvfgJaGth+2JS0dcbagUusgQKl7w6pTc8GxdLRvdGX6ldrr4369YcKefF6dJITJY+lp1ETNOhqPWnXTdiYeHZDY+vJOnXnrSHTptSu0buWJhRZbbGHaOSXi+rAUyODDQPZxzqH6Cl895eK0nBC9zrYmDCy0z2/3rOq1su/V0vn89jDMoDrW+94H4iQZHbirY7dCP4NzFJ1xnjwH0HmqloKHp/fwlePxVTUdREFe7bDyfSrAywlOVcOuGhz12r8uC6BrqpU1RiYSvs+mU/gzXcK/b2Cw1lrFaGf/737vPwKtzPEX/6HfqpfzIx4eHrGrPff1+rG3/XTT7UdUwGzGaQpY5gXLRMBvnjjH31J/Bf9yyXhZX3DEA3vksA6Axgh89/Suac+ttytijLjdbkgH5ayD5+lTM0lHx16pX2DmHqUg7QQpbUpQxMHuHdFnDTiqrU8mWVXh09oEP1qtCu00pNJqxBC092ukFUGz4mpiFb7XuqVkxByxPfcJQGIi2plIlC0Pk288BAt2XqXJjmOnjkBKTSkIYDA59oTkCkpWPCfn5uSTUgTULcL6/uNpZRhCq1W1tnciQCNVdfn0Qw1GzpqpzdNMJD5nxCOSZLbMBCvRWYIB6OYz+rzHccAmF6MIRHUsXqfXKRPtnyeyQ52jvgNp2OhBSTegBappniH6u6kwEHz8/juczhe8+/bP4frpR4K8WSnkjsNmtRTVTbBg3duApRZgmhieFSi0zLMFPT1EevZTFQx8XSB8+fjTBoG/Z2m+iPx5AN/p1/8vAH9x+Ll/WL/2sw9bIPGIreU3Kt5YIDBN9XmaMAf2/KfJUv+g0dismLgYDfwzxZ5JJ+/OywnzRDFTExXZto1IdFS7LwPwALXbRktXASCqSagMdSlbj8bQI723qqBGPwTt/6tarOu4tO5+5wPaockXbRs95azDJv1EsM3ZWkHSr2tbBMPGykXNLFW5pwo0QGgnAAWl3v9uKTQbMSA0F36ekddgI9+1FkDuU1DLCNAWOdpJzoe1HfviNgNT25x32ZdSi5NLWjpYa7Fz86y9O7bJTK3XxGLa/Ecpd1kIX98Axy5aAthw2E9nBFW7DM57OAVas+IBMUY4HzAvJ+zrito2qF6ryo37OsgAil9ILzv7Nb3PCkags7+pviZ+6vGnDQL/JYB/BcBf07//i+Hr/5aI/C0QEPz0S3gA37gDquD7778fhn34Z9PTv1bgcroo+Dfr6e/bPL2l/gBr+pgjnq+fEXNqXm2Aw9PDEyW4loXZxb5h29YuHV6K8rBdA7NqrUh7bL55AIGy6/WKKQQ8XB4AbC1QoXLIZFlmnC9nlEy15FoL020xWq7o581NcBSg4IiBZ9xMFfPMmYRt24hIazCqlfPzIpxp0Kdt77vZmmkdWkGRj1rpfGSZS1BcISUTAj1aEDFfA9GavUKQCuCqYRtVA59iAiWpxJa/4yTYa1G4xOE4NtigUdHKwxt/Xod6gK65uGvL73TijEVxpQmjHvtBpmkIrZsyqinZ2LKpRcXIcWBvp62WE3iFvB8pInjOGCAArnBOQWoHi8dN2DOCSdeBejOWK1KKeHz/DU6XR3VQ4r036XRKmFeVawdq7cGSNORXHSbg7nXvMgIZMgLNSr/2+E1ahP8JCAL+WkT+AMC/A27+/0xE/g0A/yeAv6w//l+B7cHfA1uE/9ovPT/ACP/y8qILkGOpdsqaWGbwAScF/ZZ51tPft355BVtee1zbyX8kynQvy4kjxkoZdoBiDRHbtlEIJGWIpuxNrFPYSiyZRienZcGHb76henFMeKh6blrfWAEbakABdByeEPwMKm1KuxkpZ0jWhaTqOXrFESPLimmZdFMVbg59Dauta1Xdw2jdA6FTr3OWQthNpAiF6xkIVA/PKffh0LQ6ePbvm/1WJbpcSqHsGyEDji5rhtC6FK0FyPQ2Nd0FvgbxiI4VeD9BpG9U1M6qa2q8hkvoeyk5t2BgYGEWw2+4uZ06J1sQaCPFA1Xbsssqctd9sKzgrgVbKo5Es9ngPUpgNyCrH8LrQMDfIZW8EbcA+hncrshzxHJ5RE4R2/UF1trFcO3QrmcHPSuor+k9S1271oZ9jF0DrgF9vl8o1n+T7sC//JVv/dM/8bMVwL/5S8/5+lFKxqqcf5tN50ZwOM0TlmnGPM1K+qHIZj/99QKAwy/bvmLXIFA0iCzzgofLBU8PjzhUwuvYNxwxYls5kVhLoZ6fbjR7JKUgl0qSzcPjY1PVNQQ7pdhuho2Tss4DBB7eBdRGuimt/cW+uImaiH4Wwb7v1EZYPHIGXWWaQIVmADAkWNqGdU7BN7nP/wgS9zTT2nJGfhJh4LEJQN6T0pB4bmA9acS3abWGbnvfMhthGY82cKTf8V6vyQAekmoNLSNYrui0dwuoUvvQFQz8i7GVR15fu3jVNUgFS9AOgJUWpY97+xAoVF0rRDebtWRbFqcBB3q9mG0Ai2aGnEmwwbT6k3MG0PUAEWSX22l+7BtKyXh8/w2c89hv14YFtfKsVF0KrgWC3nLNKI74UCsH0MuHkYVqeIt1jL72eBOMQYBp6BEjDM58OD/w9F+M8mtjq33ziwiOFCm2sV6RSk/9nQv45t17zEoaKrXienvBdlu7wi2PUmVm+bYYYuLAUtTNLdoi29Ybvvuj/xslE8x7/vwCCNuHgEqiq9Lvtm00M/n0UVVyyeu3OfaYSd4xQw0ablJevKPq/eaWqs+xTJqYq2yU94jaHbCBmVaXQz+iBh0I9LR3ujldm7asQJsdcM7hfDpR768URGXOTROvvRNBGeahrGzKme8jFZVw0zqalFx2Dwga8j0x4AimaVHPRy0BKj0CbJPnnA0xgGEHhhudTpycnGUmO1FSy6Qo9loasawpDIs0zn5SJR5nX3NODWoHEVW9DzFFiDhV7yXHwa7P6/ahfUYDC3POQIRqYFAZ2YcJT7/6NbaXZ+zrjaAtjCoNOizr4eDcgJdoFgMdrGrdjqFbMAqSWDD42uNNBIFGHKlGoCECPAW2/ELwmII5ATEVqpVKuj31PxrYE8KE4IMyBkdbMgqImt8eKmgo8gqJzbpojOo7gjTxOFCr6Fx7ahfaQDWr13iY1KZ8PNI7rcWYh7Szo/pdenoEyXLm7AFHignM2cNal2SulbsgYMAauxS1nazWYYCdKLpGcuF0etMTHN6H6QrwUO7DLcxu7KSy9F9a/Qpp2Xz7/Py7X9u7dLwyw5FRVbcOPXDR64/76TrnHXz1X6D9zjKnEUmHblh7LkfFKgs8zRdiBP0ANFal2DgwAKM8A3eovQUEU4pynq0/SqRz0GxeFjh1cc5ZadROumgIxgzuniNgpZNlOf3ncPce5GcCAPBGgkAuFUdMOC8nJf1MOM1Bp/1CI74Y5beUgj3uuG1X6vFnqspOYcLTwyMeHx5xOZ+w70z9b7cV+77TADRnHQnuiw/gBb+tq8pScVx30te1WtAuZooHSi6YndcZ8oVaB6ki59jQY++4MSlTpixHBQHN/2CejNAkJCHtO969f98BSeNIJNb0y6ULjZDsUzEpNjIvMzGOmNBPMNtovU0GgZ7O5MrL5FRmKyOmAylb9sPfNfacTXWWUnFazsRDam4mo1EnKCe1ErPNWhUoNVAwpX5aO9ffn3MeMe6tlCg6wNQYfSo5R1SD4OG2bQ0sHIN1KQX7fvAAmSbVOCQBpw58fReo6TACfd5zFiMXlYlH31AAsMeDmhTzgl2ONjdgJaJtPAtQVfGXaZ4hyog91huNXkUwzQuW8wWfv/9jlBQhMrftXxUxFe/avQQ0u0uJGXHzd+hgof2xjtXPBYI3EQScE5yXE07LwtNbbxx74Co3LUyhc87YI2XFd+2tex/wcDlxWGZZICCSvK0r5a6t7s9m4NDrfksJubFMxUXBwWHzWwTm/HhUQgpNocxlp2UBtdJog3a4jZ4KTAoECmm3+vnH56+KXI+CEl4BJrPoAoyCjPYZijL0SiWBytpdloYTZedJbgg51AjVTnubXRBAeQys6Yue5s57+AI4Z1lLRcomFTa2E8m1NxzDTmEDBntQSlqLd2zCgoKVdbUa4eUn9PM0yJioqZ3inPfvZKuUiJl44SxAqRWSc+u7e+2a5FJQnSOlW1umjfz1qmtQCh2inDjKxiuISZOQ+4GjsaRwXmcd1DTl2NZ2zefTGTlNiMfO1Ml5zQh4P8baHzAPhQ5M26Rkw6eGbGbMaF4/3kQQ8OLxcL5gmQOm4IdpPx360Ro4pg1HPPB8+6wnK3Tqa8L7d++HOfUD27bidrsxWKyrVsCKrrtea5JFyPoymHagTvvZqdBAl0RySjwOnahTcUvDDoRz/KVWGkI6AFDkOvebCDUUNUUkq5+lkgjEeXgCRF67IGznqYIxDCgERGrTWay1NuEQUSAthNBKhBDMPpugZGptSRq5OghNXoaalhtYN9cUMAWnJyoxjTb/PzxyzrSK08/KE41ioYamswvCrILXWYOzp4PU2N4zcLEFytJpdnbaHceB2URTQkCRPiNQYsQ08zBpZjD6/hygupTaNsS9jkCbYRhwGoBjzTFVzCo1lzQzy7nAO7aCrRwYDwjnKSxK/ktmEHCcvpzPF5SUcGw3VSN27bPXIViLZnGthMwcqKoWCPDlwfLmg4Bzgst56ZoCqsAKgJoB6cB+7Mr4y0iJvvRP5zMu5wuFPmpB0onAfd9x7Ady0mlE6Sc79ILQT0Dpr5VGjkFvEEddpaH9uRTs2w5rWYkLCE4wq3z1eJMnPzWWXwWQiuDh8Yn9+SMpFlm1RWjgU4G04R00hLfYoIsElHr0RaDiIft+tLaqiHon6O8dkWksTv10zi2AOJSi9a0i87d043ux1qBIA82W0wnQABRcgBeo6aey5Ux3QWnJIyffK1Iv/l78UzRA1Upj1BBK0z5k2TB3bKYSCm2uTeI77tF4GVmDSmkB1gJESqpwLKWBvxZMa60tYLX3EyNZghZEFeXvn7PjIcaSXFTrcN03FOBuYnBM4ds6mQJKcYiRisk5Rlye3sF5j4f33yDuO459peqyuO62ZPFPOtEpK86Qa1W9wi8Hjn7u8SaCgIhoBsAaXMxnXVMuo/w2koun+jBpw+QObNtKVZh9p6ffEVsK5Yeeata6vINHGFhovk/joQNyRReSgVQu+LuFkFO6q8vshlX9Oyza+qtR1YzBU7EdLPyshnuN3I6qbLGk88Lkvpu/nqWaxv23KUIdUoE0lLvZqQ3XnL+vn8GozYa98cXvavLSwLkONlqBUmFAWD+hq2ZEpr/fPpEBdkN6b+2v1/TXdpLZa9h7F7AvrG/CTkQADcex0eN+IgM+dEYhN1VpI7tOs0ObQahD6t1mDdo1R8sUqt4X8z3kAXA/4FNfXf8+WUrnpqy+lgHUziw5wx1dcLVlBJrhWVnbTnsljphe8thd+jMBDPJkO/Ek0RrytrOVd91e1EqqsmMwTfj2w6+YDgOa+idcX8jIOvYdxsfz4lSEwzdrblMhsi6Ece+NFmoX7dgPRDUBragQbU2GENqM/qdPn5BSwr7veHp8HGzDE27rjbMBxSitxg5UvT+1QYM5FZfS0Ph5IVhYbViqEACrAB4eHhQonXBagCnMyNn68up2XEobXNrXraXly7LAxCuI6FPM03mm+M5JsxUvudAU1KvfgAZE8ixym9EPWjuXQuEVCFr7zf6Ins4QQLxnadBORbSSZd83AGgirH5Q5rXOjUAanRteuxlqoWZljz2HsSzJTjy0JcuOzjxNmlV22Tqn6bSbJpLVUsJJr9mkFPMRLOx4R8ER6XtxOZ9Vmu4gF2EIBGN5YIfOtAiySq6vz5/hQ8DTh28R5gVhmmmHniJcULCwWmlgGg11cLQ2WT2h9uIQxN58OSDaQ8pVbcRL1mm/hJQL9e2moCKhrI3NXGLfOBWYIqWwyfozkIRp2Z77eKulsObT5rT+txvEOje3Ohu64IJpC1aCjrbgBGiqSCklpMCTwItDlgKHqu0gE5IQVRPm4rHpM3GcOQDQgMHgpwb+ESQg0JUTHZWrENiSQmoxcRKTPsvaTXOKpI+nksqX9aflYI2wI1JKaZlYRW6TjAYGwmr1BgJqiaH25kWzk9cpaWsZgvemt/d6a7UbhnQRkpERB1jWMawd9BNy/LlW/vguOtoYgXqI+CHjGHkEY0nUgoMJl74CKEWkAa32OacpNMB4bAP3ezC0L71DhSf/pFTs2w0hzAjTBD/NGmR7O9DMT+/BQgHgehZTe0bwS9nAmwgCAABVYLltN2zHRuXXUlAKcF5mPD0+4uFygROHfd80A9iw3m7a4kFzYbX0PquTzk3lwgE04xCbAhx78nbyr7ebgjU259/17VNK+PyZ8manZcE0sSNhmgdeB1umEOByRq4Z2761TCZME5Z5bvr9IbAL4oKH9aBfXq4QETw9Tu3yjOnxsRP3OJ3PnM9X7j7HrLO2q3Kru1MhW82uQck2LGN9eGC93WBefVY+xKQYRRosvYZNYrW1OUdX5xvPwjm2H+0UB8AyxsoWUNdAau8MEKw1zwPf7qP3Ac6VO2cjm8gcNQNMiCMPtbtpKtjpS2t10lI36QAAIABJREFUAKpO5D2nAwEDdj1crY1ebDMGNlthG94Aw7HeryJASgje47wEXA2HqTqgPZQm7b56Ixkx8yu14Pr8CefLI6ZlwXw6o+QJt+dPvFdhYhCsVj7KncNRbSP3fSbBsLCvPd5EECi14OX2PNhCZUx+Qlg4nBNUXebQE/h2u6q7EDX3redvJ3zKiSi+Du1YvWyb/m7zg1qBVveXUuHDpAuEXYpaK8eLtb8/qW6dYQfb1sd1jf6aki5853VevjYFnlK4AEOYAEe9g6Jpqjj6INbKLoGRjSzq11qYRvqA4KmclKqd1sUKdNRiDB1pX4t7bBLorTZ3xAIuqmZsJqIAmvdDnfj1kbM/BiWz3+YGcrreqvIteiuWD9NEQMMwskq7jbyNGHctv0wx2A2dg44T3Emy4b6NZypUQOf3M5hntiA1K2lekdaR8F6p0KQZVwB7jG0dGv6Q2qk7tg4zqNLIzkHwHrt2k6wzYqWaYQoAmrWcWJv4OPD88QecH57gw4TldOkU9YEw14AkAKYzYVbwELQuyJvPBEqt2OKO9VhhwpYhTFiWBU+Pjy3q7krl3bdNgZTEk0XTtZGkYdNwvKcefkj9G8sPBv6lJmYJUIvOCEoWuU19OOeMy/nMWhhoXwvq9GOWY2ZRPUqKlVKQdaEu3qvTTpfiIqjI1+94QFF+Q9VypABwg8qxbfLa/+ijth4z/2QFN2tD1AhSAhXzxGCXUk8xvU5SiveN3dgAwQF4sq8F/VoX+DAArKfDxuO3wFzBz1e9ymtJH8sWHVyyjgGnEgGRccCn98arfX6tcUp7nt6S9cGDuzSrngN5IezkdHzGa0fAPkvKNiY+gIWlT7u2IFArUAuk0MvBVYcdRwMUx+s34gPMhGyWwumhdGBRU5MwL0A8kOLOAKCIrAG4ehn0vRXt/vC9VOkmLD/1eBtBoBSsmqY9PTzgfDrjcqK55bFvTWPgdr1yo6rU9iS9j59yQoqcMLNFZ4y34Htq2U4aTf2PfW+RNUwzlY3mWVltEc/PzyiFE4Qn7UNb2wngRb9cLs3oZIts5U0aFCAC7wIEBcG1QhbWVThKp70eB6O3E1P3GRaNbvasLcF9O7CcM09KqA9CBdtJyh/gxc0EDFFQsqX/JiHGrkBFwTyfFSQkKFgbAEZzjtNCy7Pb9UrzFwXdoKh5qSQhOT1tU0pIyArmdfAvpQRfK6qnJ4RAVJWoIJXI8svq25Kx7xnzvMBckV8be2bN9LwTyntZpwVoYOFxqBfEoDsBAWcNUoIgtBLR3qPdW6dKRPBePxNwUrkzQDMcbdEBfXM3Poc4XE5nxJyofoyKKh2EBjrXwcBpe96cgOvnT/DB4/2v/hw5Brp2c6IdOiAqfS/aQeBhF0Knp/N9jQqJ9483EQQAqL8f234cyOFJuO87oqH6maw/AjXWXmGbZ5z2s9P3deuvtXQKbbF4ujEVE609AQX4VNOwgYi6oUdwx8JvLqVlAKIqvAWg8q6iuF6knd7ie3uu4352MuhsvRiog57pAKBaEimtJWdkDK61rczvqV9WGTGrEU3Pn+VAP50wXDMD90opkCw6fCRNvKViAPVE1LYMLWBZqusd36sBoiNCTj9BHXcdMtUvwTPLkvo1t7bYWF+ba5JA+uShXuQKDJvBSEleg522T9VbQYbXNrBwzAgqoNJqvYyotbJH/6ruNrDQO5LYgvd6bQtccyT6sn1oLsXVOeRakDM3vghFcKnMxLZghd7vqsfGkKHddyS+zhV4E0HAOYf3797jm/cf2B1ICetKwO92vXLDZtb+XjqVV4QiGzGx/oeg9WpfU37ZRi3Y15UmHLkA4uC17WhtwhgjPn361Oiijw8PtNjStH/TU9AUbXPKuK0bTJprWdgmPAYQawmTBiSPMAUl+qycIdDa2HuPlBNqrjqFBxVKRUvL2dqaeV2UCl2y8Q4wBA7XBmNiYks0ackijqdJ27TKHLZU3KTTHSyAcPGEeaIW4/mMKWe8PD+3GtuAp0Z7VnCMn3PnKK4GghBCU42ye0NePDMYfh0IYW7rgxOGgmXpQCHQ3am5CUtn+gGqdVDbNbHXtIPBdBmdd9jXnRmYozSdd6+Chh4kop/z0FHm0zy3n7HPPxKCclZfR031L/6Mdd+aN+ZPOhzJiFcJaoqopeD54/dYLg94982vwWxuw7GzbSw+0M9AS1DDW+x9mHDN1x5vJggs09RS/xgPrLcbL2LKkFoRRHnl0MWZdUS0ZPUo6AizV4CtDZ5ovZ/Vi551P1H5YGaUCnxZPehM+rpW1CE9pA+hLkAl+ISmagQ1EVUTC+8J3EUlCUkhYKk3tqI2mmcpqlGgAFg/kXiNmO5Xgky5NMvzggwx8NEOk2r6fF2ExK6HiGtoecq5EW5SPBikdFMrYsASJGcgah3vHSZ1i7bUeQQK+fKdGdiCazK4rIN0FjR6Ww5tpr6UpIFVNL0nsOqc+T68os5qJlQwjGFbRmCvoWj/WBYIBHnmGkoxKSDs2uRhthmD4WQteroeKcGBpY5Rme31xtO9p/rabRK2HmutkDpkAANOICApzSvSX0pBOg5cP3/ENM1YLg/8us6M9BFk3jPLSA1L+Tlg8OuFwv+PD0uVjmPHtq3Y1hXruurUnxpkaB3VBnlSxLqtjfjS2kFaOzYAEKyj43HQAjtbECDyPCkgFmPEy8sLtm3j9GIIWOa5DagYgDNNlPDKhe67uZTug+fog5e1bbZMMy6nU1ccLlzI621FTKTrWoei1gGQ04k6QPd1qx2B46BWoslHWZ9eNAZQ5EJTP+Gm5ecxXESoruTd3cJOMXLSD/30I1aCFkBTjKy/vce8LGrJptdGpP0BGLCygnqUCmc7iwu038dG8GllAMsVe95xZNnah7bBnHsF8urrWulAoBUNPQdMPq0PfPnQA4INkqH232+zA0NmYJvdZi+6urX/omwEoOUig35Q8lW1ksvAQivL0HUNvQYkY4fmFLFen1EBTMsJIcycGSiM5HWwn9OKEk4nWUeH5tePN5EJlJLx/PyZp3/iBXcVEPF3AMqmUuA2YTapVr8FkTYRVohC326rsqhY84Zp1kESRsYYIz5//twu/od371o0NfDP3IbYWi7YjrUtkJMyBFPuDLL3j0/c9KViXVeWFvr8RkuNOSGgtptrTre2qIuSeWwqsOQy4Ag2Vaez6M7daeOZA/KRIoAKCYPssRjLso/xOiG4Z4t9W28IymdAYKsxV5MxYz/dB49lWdrCSmoJF1QRd0TCU6Y677IsSMrvd7xY8CEACih67+HhO6FIOQc1HZr+u7v03+YMLJPjOtKxZcMrfDeIuSP2FIq+mIlMAwvBgLerXqFz0nQZv5Aow/0E6tg+lMIBpddkoiNGrlnncFpm5MzDrHFbdD+MWZLTAFPRuQm35084thse332DkjOun35U9aPBDj2XLiUvNtH60483kQmUWnHsO1KMOidvYp89Ve401NJOTUux7NS3E9dce+znAc0kNI2stc/pl9x78GP3wDY6MHbgeJrrrW3v30grBgAJCKbl4dQZflhT0/uWURfjeHVL2s9pml17b76/jQ4Q8WdK+5pJiY9p6p0qsH1WfTkzDakGxmmG0zoaCqpCT3+OfJvvghF5hms3AI/dcVfaaTv+TAM38eX3xq/dZRD69Z4VtLdiT9Q/n32t9oGqzlrsnabWlan3mZq1ONuttJJhuL9W/vxU+m33z7JKc7Lm+rq3R7Oft3Vo5ClAWmZrjFaWcB62WoeP2f4t+PL92ONtZAIp4/Zy5cZ3bBkFz5PgOA4ckeO7dnLZhNd4wW00eF83xBi7X53zCvyR83+9XtXX4Epml/b8ReSLVpL3AdtO7f2cS0uDzcLqtt4QQsDldMYyzfDO4VkFU8f5dr4PnkweATMwBIduZmKgXmqiIFU9Cjr/wDT4G0Ku7S4GOT0xVA/Rh4DTwwOv4bbpzrCFWBAjW4zjMFLOmVZwKeF0vnS6rXZe6DEgkFXgp4DL+cxr5xyOfQcAtg/H0xkAEtVyl2XBse8saTzLjqAnX4wRkwYLK0cqrNdfGnGLAVz9HDBrmTa31p4FOB6GfW0A9wHFOkDmZzDNk94n18xmTydau6OU1iWBXv+g/IlSCvEBx5mEFgBSapu+vWZOBDnnmdoCs/liZgR0XokFAFsX0zyhZCNXZaR44PPHP8G8nPHum19jffmM9eVzI6vB6eRh1jXi3ngQAIzv36f9jnjowkioNnPu+oz/6ONeS8EeYwMLAWmMPFtMNuhDkK7grLW6oHPNe91E5eKUjwbS3Nl5aRF+OV/0OSgOagt0PF2ILN/X34CCSeqNYEHAyg9bAGEKlBSDdoH05LWHBUHo6RVTQgFUk7/3yPmeW6IOJxV1HFxC7yN3Gq72/QfMo4KLqqXHupG8c1jmpY3ajiPLQG8dtkyhDR3dt+2cI0kG2lK1rKnq/4pORo6KwfyaYQQCwPfMS1+3Dq+Ryzi9yUezSDMFYx9QfLkTJCENvbT1Vuw5h2tWimr/SR9LbsFjfIiqTQuB26qtw1orMr4OFloJVVOlHkzKSLJjW6+ACE4Pj9hu15bd2ufmYfL1vfcmgoCItsGGvuuupwU54KLIqm9Tge3GJJ7S621twgtOZb8mJbRwQm3H7XZr4OHjw0M7fWzRUghUNANJbHUNHoQpJcRBevrp8oBayeVft62525hoSbMsf1Vi2HuvtdLwJEXNHFw71cIUMC2LzhS1BA9OUXmbmyeLjarI27ExW/LqC5gL0rrdadVTx3EcCOJzdbv02gCrdBw0NQ2BQzNAy4IacAdgPi2Y56CDXLEj8L5vSAP/CqyN67Dt3MBOyVo2gGPpsjDFgZUPJpXlfWhtr5SspWatP9/LBe2d5kqpN2NtVrumct8xsFaxiCAUJYXF7jdh6XzONIAx3MFay8SNMj+f754LozqRHQJmVDvNM6hoIOwsFXY4xgBqa9gOBl5TLTVLwU0+4/zwiPPjO8R9b+QtEVFm4ZcchvHxJoIAtL1xHEdD1/nhdRDHMgDdUN5xbHXbVTRU234usAXjdXNwgzEDcI4KugY07pq6inT77ph09l6ttNkOZHp921ZMnql/8GS6Xa/XPnNQa0v9nevyVPITf/jgTaFtejcl7f6JFS/PLzATD0P8rYSAkCNRa8XDw0MnjYiqMOngTg9G9n6gm13gYfW1aQBK+zlYSp0ZkCnbxeVSRZoXYFSdPJ8Lzqcz8jzj+vIC4wuMWA309aD3wLQL+XP3Y692OnuYfDgaOFZr1DXRuxMAdNBIDT1LRUrHgKUoWj5kEWgYem1goSkT1amqqCsL62M/GAy8a+09mxJ0FvAwzkgMmZoF1uG92gm/H0frRvVsIqOWrnA0Ykq8pw7OzY14FPeNrc6UsVweMJczrp8/6sZXdaKvVwNvAxgE0JDklFNH2xvg5u5afs0SXANG0brHqQR3i7YD8w+1NgR3RF8tANnGM0FQoPez9Q22Gt9ESppb8pD+kn3oh7781wIA63JLCS3bmFScQiANvDQmpE3otb5xSj1wNkbgyBIzM42KO4ZZY+/ZzyswZQsUaKCsLfa71F1xCAKapQmneu8aq1BE6az6iUegzN7bmCXh7n31+9M3gDVAcQdoQv/bTn9rKxonQgw4rfz00lqpehv0ilh20wZ6DHTWTCu3oNGrCQMKu1nIfXvUsIO2Jn9iJxpr1dZBK7sMiBxAwjuQdVhfJRMjiMdG3YvQM5pqIPHPBIE3kQmUkvFyu7L2F860h+BVEben/knFF7bbqvUOTwMJDssyo2rK+Pz8jG3bmlzZrz58aN0FA4/slM+lYN1YNxvSHTwxhO3YMfmAKUz41bsPbdN9Xl9aTSdap7mfSf1to/Gzso61k7rm0tK16iqKaBCqoJhHIcHo6d0jvHdYry+6mGmM6oJvAOXDwwMxEDjUMzfvtq16mnk4D8pxNRfirpXfJcFiy2hsMZackCqDSdC2WvssKQ84CKfu3r1/j3Vd+6wHdBqv9km9WmsLlKdloXZESgjBQ6QHMCt72rXV3+1gIUlTHDMuqLVPHlKiLKHWriJl98bSdWYmYAY1lIen0wl+ItDqsgMOaGs661pTDGZsPzp372cAlj5muyYiX2gMdLAw01nL8I9Mx6eA3v143WUK8wRXPLDbTEnUkmHG4zffYr/dsD5/RPUB8jPn/S9mAiLy10XkOxH5n4ev/bsi8r+IyP8kIv+5iHwYvvdXReT3ROR/FZF/5peeH+gB2dIfr0w7u3C1Vp7oMVIkExoANEVlvZ4b668Op/5oRwX0NmBWkcxcem0HGSfYpIlIekfx0qjvoQw33YC/16f++N92ElmfO6dE3roFAHQAB2CNSpOO3qK09yvagjQ9QqCfYlHB0UY00Q6Hnaw2NzGWiPcZgabGesKJjGh1dx8e5wY4uGIZQe5uTs5hOZ3uUnzUepddjXWyiXbYZr2j01r6fpcV3LfTbJO0FmdlUBpbf2NGYE9DnATtuVtKroeGrUXTSgSox2CZTHsf7dr2drMdMgbQ3WUFX+yBTrsOShISEXo7fy0jQA9oRo1P2kkrucB5h+l0Vt7K12nDv0k58DcA/LOvvvbfAvhLtdZ/HMD/BuCv6hv6RwH8SwD+Mf2d/0DkF+YY0dNPS4en0Ot6p9FzW1ds24ZjP+BcgA/ksi/Lgnmesa4rXl5e8PLyAgHwcLlg0VPLsAGrF30IOGLEHjmR51W3HmB6tu8HvHN4ONO+fHIenz8/k1GoWIJJW3t9PuOWjwHAFIEt9Y/xaJLlNSeg9CzAkOZaC9Z1xbpuvVyBYN8PbNsOOPovmOSa6d7lnHG9XqliVHl6ztOEZaFsW5Mlz8PwiQAQG57qfnxVB44sKHOxV2UNHkgxtk1rdudF1YvjceDYiCE8PT3dtRgrcDfKbe01gJnCNE3UVigV5jFpv0sxzR58LUvJ2h0wND7G7mjNzNmpaS1LA+MAFLBsMI8BFVBkpqFdlQZwTuEONGS2UFqregwaJtQaQmgjyNbPbzMqA3tvPN2tVbhM9N5oRjO1fDUQiAjCzBa4dx5x37CvV+z7CjiHh/e/4n3VEvunHr+JF+HfFpHffvW1/2b4z78D4F/Uf/8OgL9Va90B/O8i8nsA/gkA/8PPv4o0ocZ2UicuRJIi9HTwAU4NLGzh01iUHzAo1VdwPwCyLKYKjOZyLM41LYJcckN1l3nGO+0cEOnullRWD3sbePFf1vzc9KLYGsG15rRsC9kmfkRaxjKpA00uuQFbWdl2AqDmjJyBktDGdlupZBJitTYNxfP5rIYXXaKsadCZ76G2Ei0bcK4CMFGKApFu0QXXN2QtFcn14AEoWFi6Kahd8NP5jGmem+Nz0c8znqJ8T7yW1lHIiidY2m4/52pvuUJr3tJMTAUiQenFBTZ7YJvdOacaE7Vjghjky/R5IF3sw0Dl1rp1gnQkDThMvyejT2swcLU2azBoIHDOQQZMqoGFehCI2Dg4zU8FQnOT41CFrGFAasikbI1zTQbUyHWw3a6Yl4UZ7fmCaTl9dff9gwAG/3UA/7X++y8A+P3he3+gX/viISK/KyJ/V0T+7rrvDRxrN6TQ0nnfdtXJR2v92QSfIbqryofZJm4nmv6xgRNuntwkuq3OtBPF6SI8Lyd4cZzb33fsx6F1OIkkMrb/vggC96d/l7xOmv53broRWYK2M/m+e8liQ0Yi2mbKyoQ0sLB0gMwYYYZblGET+UEeyzgAbSNA/5Ixi+FXbVO3dH24ViWnXjK06wjVQEwN1JwCpyYtEjXQdbheRns29J5EqH7q26ODf4BtVr3SGN2MOxswt+cxh6MGhLaiYChRjFTAC9XA13G6zyvxC5Wya3zuAcyzskA3rTjXZwdqB5eta/L/tHc2MZZdRx3/1bnvvvt6ZuyxjaPI4Ig4UoTkFbGysAWCiPARrCgSu0SRSCRYgFjwsUC2vEAssghCESAhgkWEEHIMIURgeROFkC2GREBwEqw4CgJHCbElMuPp7vdx7y0WVXXOeT3d9tjjft0wt6RWd7/Pc889p07Vv6r+Vbsh8TvwhMzi5Er+aJ3BlltQ7R9B6Ner3P68mbXMF3vHbl64SWBQRB7DeFqeeK3vVdXHgccBfuBNd2ucKOvlir7fOAgjNO18K+ynqly5ciWbiF3XcWHPLlBHM6ULAYVt/IPDJUHZ3PmC7IfeynDVEofmM2OT7fuBl156qdTTu2mXZmae1jH344C/QKpr4E/Hbd9fnPnXrtkwiyvfu5rZewSLa89SyZuo8+zDhTBryRp7qgiM5Ay7/f19ZrMZly5d8jBrFKH0TmTqJ1AsahGsPYtg8EhgKaWWvyho68SUmuuJPIOrIXACsA14+fJlVqsV+9euQWyCCuyKEJqFNBtaf3/fD04OQ96Q9H0OxUpqfMMOSFIS5dQOOjQo9SLRzyAKzwbEE5McLFTHasIFqoDMYJq2ebRGNEPv4KUDqXUfxKhEbT0UulyvMy3drC01D9EQJdaHKYKe0dvU0bYcLC0Ppne8JQDduB+xDtu2ZWxGAzLXG65t/ocLl26n9R4Zx8nrVgIi8mHgvcC7tTg23wLeUr3sXn/slUXJ5nIw9ISZ2sxKGmamnq7COHFKRejEXmuvD0ILjaCOONmHq4SmERIW8otklKHvsyaGAP9ky9/368+b3xT6dl5+mM21Asj5Djl84xZPhSZvf7bkkzNMRjt1lORWgo7biwDV7CqJSIm3p1RRopX02pQE1MFGiZlzBmQ/de11VoQS+M2gkTTUIzIrhT/2RpuLwUrBmcGsmWe3J+5hMOXEws9+LsWUjnun1eviepWUC6v8eM8WWz7xNVKyi9VWK6AaKBQRRD3BBiU4vMIViUMopYQ2JY9AR/UIA/kejKOzF4e16Pc2LLSMt0TeQmXi5/s+jmhS74XRMDISVZT1fMTY43eEqiPnIDpBnySvSwmIyHuA3wR+XFUPqqeeAj4pIh8Dvh94O/CPr/Z5qsaPv1paxpukxuiWGyOmCHqxq1evMgwDly5epG3b3GiyztPf29tj42ErIxqJluAmKyf7uLBYeKnvHvv7+yyXS5bLZVxfxTZULIB47ujpD8Xftq7FATQV0CelxHxuBCbz+ZyDw6V3S1rnG39USdSx8lj4Xdd5ppizC2mp6Q9gDffpozx6sVgYGch8TuMbMKIUNjZFW8E6AXv4EIGGjGmoel6bA4lh/q6XS+g6Zq1hNpbiaKw9gdU0g538bTOjvXyZq1eusFqtmPs8bjd7GbKfbS67WJhvVFqn/wrMQVVpJKyrqBgcaNJ2GHC9DjA3OlwJbVuIRqKfQcZ8HJOwdj/Jm79s9zOIA2iztjyUoCYPfCB3OGoaY5XyUzpeu9d1GQwPDKuPYjaJQ8ytniTsLSyMergcvMp0ez1m68PH1batF3rB8mCfm2IWEpEngXcBd4vIC8BvYdGADvicD/gfVPWXVPUrIvIp4KuYm/ArqnpybMIlgKBUmf3JTeFr165l03/hAF9NBx3/4yfrar020B2yHxw53wCLeZe7DA39wNWXX86xYfH4eRT8RAgwn7LVpNu4oyV3aWWu8eVaTqSaoddCmQeeGRmm9ja+cFwYKCQ21nw+N6rsofiiha1HjG0YW1zrALBaW7zzdk4vkvsJjOMIg/PUSWXpJIGxVFbaaQiC+bMjeLjVTqd2XuYsPPlRFQYrSkqzhkZm2RWKgq2gfx+ra83AYEqoxga38db9FWWQLcptSPl0T1JyTGoeggKEFvdGNbo0FbwmFF0N9MY8hJLRmbszw2BZiR4JqFmJQ7lkS049m1IcCA1XSovfH/fA1pjVsghWeNQ7OU50Um6kFByV9yZSozQ0aJ+DosfKjUQHPnDMw594hdd/BPjIq33ukfcYO9CsLa3IxEIxBwcH+US9ePGibd4q8SfCLhFLX602OQmlnbeglpoZ0i32aGcNvTfw2D842DITC5XUK/v+5i9W/n+AflX8Pj4zTo6oH18uV9e9psSyy6KM5/McVWZpmNU4kBQMSBZlaVApee6s1xa7b5pMpIIUeq5hVGQcgJSJSsE2O8kWUgBt2S1IxoMHxY1qZjPjfkxNjgKMm54BnBk6TtKOWdtmy8svtJCvVNdp1aRWczAMA0kiYhDc+pL5CRBz36yfAVBFb8zFHHNqsf0Ui8vuqHUUNo/S3QuNgiPvgDyO9KlkeDYzC5GuAj8ZTQk3TZPboadwXysl0Pe9JRJVXAbJFWbwIYCTpFBqEjrvENUPI9b2VFHdPjzCkk1ekxCdsE6Sc5ExKCkx7xbZvF8ul7b5gblnWzUp5Rr90MKdZ5qtneFHEFo3/ZXoB0AmL22bmTcrXbF2sz2nX77i5oc4DSAAqiEXcNSnPxTTPwBKYwMyWrGCVpcS6JB68x+VWDxxAkYMu2ka1JubBCquav5qUymQzWbD4eEhs9mGxWKPtp0hcoH1ygqYxqEosJRSzu8XxBUBvmFMGQTLcX2arpcrUpPoFnvl2nwj5SYkqhbXTpZHsOmt2Uso/+gIFIj6RjWnjeMnfO+JME2TsquS5zSRrchh6PNmTylwpXUVJRBEGmazil8gzOqIljjYan6/R2DqhioRPuzs1N+se7QxjCkfTl5GXcZYgNTlep1TrQFrfkpJWspW2FgS3tpZy6yZcbhaYnQZ41a0BWprJQHW/PQkOTe1A6GR41QJ07po7VS/2Mx/MlBuP/45FQ6YfU6vScsFPzVlWIT70gmnv0fqK+CvSrwZy+aJhV/zHChm2gbgWZukx7kAJ82NHLnJNY7QVItcx4g9Q4Cr8fpCreXkoY1V5CUn7kRL+DDAJwQ/HYOp+GiySrFmSg5/nVch+X1hmUTG3cwtP6kWPsdcZ8xBHcqTUgGQN4yNqcxZWR8x56aQgrXpKBaTv7MKIGZFaE/k69iuVago4aSY9TH/W+FDX6y5jN3nWaHUm6S0tcbrOR/dMsl7QshErkdRtlalAAAJhUlEQVRfG5sgeAZPkvNhCSAZxAp/7PJttyEimf2n32wy1/2odhofHK7yhuu6zkuANzmd9Y7bbidJYrNec+gZh7HAGg/53bjp7y7IxotpAvxziUSnPQ9X9v3A4XLlfq9j7pVCi41fV53diNQWQWj7rutMqS2XmY6s99c2syAkLQVXARx1iwVdZ6b5wcE168PY96g2pEYd6MPmR1NVVDTmfoltas2MrxTZ8uDAWmjNO29PZnMYiUSqSjMMdIsF83bO7bffzuHhIevVqrAXUzZbX415GEc2uvHEHqpMwehYHUVkYREYZ4PVEySscYmVlrft3PGaKjvR6eiiHbpZIGLRGFcyksw1sM9os1uQmtLPYLPZeM2AZCLS6LmQUqJprbdlI5Jd20XX5byVKMwax5J2rASTsyXW7XUL+mHgYHlIBElIaSviEiSn6bz3HQjzdladoGFuQdk8o2+80Hq1H73pjSSzbc0nblyBMBq3WwHNUmb5KSfVSZufHPLLabehALSMrT79ey9HDuBPlWxhHM32OunkP0lqgLD+nJirQJ+DgXlktNbg1F2BtKD2jUVirMhlzpCsfZuqWn6DGE8dfhqKKwQ0WZ4BbGX71fnyo9cyREWhnfaGao+q4AlUwb0QpbT1wpVq3FTXOWsay56sEO8wr+M+s9X8NOrxLVXY5l3dpSPH/uO0NLBUcwZf3lRgDMZ2yOe1G/0pMljo9N86jgwqGbiOjWmAZilAi14BNeAoWGRB4XpKM7Wal0irN+LS0bEEyBbIEbDwJDkXSmAYrbvwxQsX8kYJnz37ikH1NYyZxXY+n2ffcbVeGdFHdykX/Vx9+eVM9ZVPYc/xb5qUb0xsqJIDALHLsyUSSTrj9oTW/r9IYt/JUjfVwqhDf7Xp+nqlIN7bZBXz+bzgBjqigzDIkOPG6v553Z59PjfW4K7r6DeFHn3AS2E1gYNfgpCkQRnBw29xylpKt0MjIjmi0zQXs5kbbMM2PiWtrUa/22vBIwbX9vcNN/DkqBFyf74Ax4IheswndqEQyyef5xCE3z+OA6J4lSIMQxQbjVuKHEJBO7eEkqNJjIUHMO5DXWgUn2NPwnq5ZtTBUnqJZixj/k58PabR0qk3Hmbc6zqGyo0YKfkFEso8cjeSsOiswe162JBGa8xzVAG80no7F0qgaRouXriwZR4bUGIm0HrTM67WRIx6PpuZ6b+xx5IId95+2X3+MTcPjU3SeGx4q8a/8sch/O4Sq44FMvaG+ua4I4UsIvIPxlFZr5dZQdWAY336x7XdjAKopXYN4jsiHLlerzP/QL1oG2lyU5EgJRnHNvvni70LVoQTGY+qBjCGReA+pqfq+PWYMmiaWQ4Pxrg2KwML226RCUsZyPRlBc02pb7n8fK1sxrVOQShPKJuIjWN5WWwDbbGvZtJmzELkcgALMByXJ9RvA3GriTWB9Pua0lTHiiVkzoOW4lJYK3d6xyCtm0zPrNZOxtVOyvW0jBkHsaagl2x5qdB4prXTWAHFabU96X7sxUzGVDajyMzKaHceM+J6+gNWY03KZE0AWXiU5zWGMnmetNnyqTIjx6GUnyxmHeWYun+odGTWfpq5HAH6LJNZFEUgElJzokogEaFWfX6uNFNM/N0UYvH12DRdYDT63ABTpLjgMIMUlVu0haIV70v3ILCuIv7r20xi7OlUQhYcBP7KIFJJh1h220ZomhJqDakOKClGQi2nACvDfENQbXg4xNLPF9y01C/bWa5VIqxuG3xneKJNlrNXc2+XK2vem7ZBkG3gMIAC8fCrQhVCXOydZrLzyn+eoCEcT/znMW6rUFxn4N6/YyepwKld0eAmuqo6I2sN3mjFuXNiIi8COwDL531WIC7mcZRyzSObfm/PI4fVNU3HX3wXCgBABH5oqq+cxrHNI5pHLsdx7lwByaZZJKzk0kJTDLJLS7nSQk8ftYDcJnGsS3TOLbl/904zg0mMMkkk5yNnCdLYJJJJjkDmZTAJJPc4nIulICIvEesT8HzIvLIjr7zLSLyBRH5qoh8RUR+1R+/S0Q+JyJf99937mg8jYj8s4g87f/fJyLP+Jz8pYjMX+0z3oAx3CEinxbrKfE1EXnoLOZDRH7d78mzIvKkiCx2NR9yfJ+NY+dATP7Ax/RlEXnglMfxhvb7yFJnlJ3FD9AA3wDeBsyBfwXu38H33gM84H/fhvVPuB/4HeARf/wR4KM7moffAD4JPO3/fwp4v//9ceCXdzCGPwN+0f+eA3fsej4wdupvAnvVPHx4V/MB/BjwAPBs9dixcwA8jDFtC/Ag8Mwpj+OngZn//dFqHPf7vumA+3w/NTf8Xae9sG7gYh8CPlv9/yjw6BmM42+BnwKeA+7xx+4BntvBd98LfB74CeBpX1QvVTd8a45OaQyXffPJkcd3Oh8U2vq7sNqWp4Gf2eV8AG89svmOnQPgj4EPHPe60xjHked+DnjC/97aM8BngYdu9HvOgztww70KTktE5K3AO4BngDer6rf9qe8Ab97BEH4PI26NmtHvA76nqtE2Zhdzch/wIvCn7pb8iYhcZMfzoarfAn4X+E/g28AV4Evsfj5qOWkOznLtvq5+H8fJeVACZyoicgn4a+DXVPVq/ZyaWj3VGKqIvBf4rqp+6TS/5wZkhpmff6Sq78BqObbwmR3Nx51YJ6v7MMbqi1zfBu/MZBdz8GoiN9Hv4zg5D0rg9fUqeANERFpMATyhqp/xh/9bRO7x5+8BvnvKw/gR4H0i8h/AX2Auwe8Dd4hIlHrvYk5eAF5Q1Wf8/09jSmHX8/GTwDdV9UVV3QCfweZo1/NRy0lzsPO1K6XfxwddId30OM6DEvgn4O2O/s6xhqZPnfaXitVufgL4mqp+rHrqKeBD/veHMKzg1ERVH1XVe1X1rdi1/72qfhD4AqXH4y7G8R3gv0Tkh/yhd2PU8TudD8wNeFBELvg9inHsdD6OyElz8BTw8x4leBC4UrkNb7hI6ffxPr2+38f7RaQTkfu4wX4fWU4T5HkNAMjDGDr/DeCxHX3nj2Jm3ZeBf/GfhzF//PPA14G/A+7a4Ty8ixIdeJvfyOeBvwK6HXz/DwNf9Dn5G+DOs5gP4LeBfweeBf4cQ713Mh/AkxgWscGso184aQ4wAPcPfd3+G/DOUx7H85jvH+v149XrH/NxPAf87Gv5rilteJJJbnE5D+7AJJNMcoYyKYFJJrnFZVICk0xyi8ukBCaZ5BaXSQlMMsktLpMSmGSSW1wmJTDJJLe4/C8UquON+NDs5AAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(64, 128, 128, 3)\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#class names pakek image generator\n",
        "class_names = train_generator.class_indices\n",
        "class_names"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-YNg_3udA0-9",
        "outputId": "44542ed1-4efe-4ea8-a224-f361b6b2b8fa"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Acne and Rosacea Photos': 0,\n",
              " 'Actinic Keratosis Basal Cell Carcinoma and other Malignant Lesions': 1,\n",
              " 'Atopic Dermatitis Photos': 2,\n",
              " 'Bullous Disease Photos': 3,\n",
              " 'Cellulitis Impetigo and other Bacterial Infections': 4,\n",
              " 'Eczema Photos': 5,\n",
              " 'Exanthems and Drug Eruptions': 6,\n",
              " 'Hair Loss Photos Alopecia and other Hair Diseases': 7,\n",
              " 'Herpes HPV and other STDs Photos': 8,\n",
              " 'Light Diseases and Disorders of Pigmentation': 9,\n",
              " 'Lupus and other Connective Tissue diseases': 10,\n",
              " 'Melanoma Skin Cancer Nevi and Moles': 11,\n",
              " 'Nail Fungus and other Nail Disease': 12,\n",
              " 'Poison Ivy Photos and other Contact Dermatitis': 13,\n",
              " 'Psoriasis pictures Lichen Planus and related diseases': 14,\n",
              " 'Scabies Lyme Disease and other Infestations and Bites': 15,\n",
              " 'Seborrheic Keratoses and other Benign Tumors': 16,\n",
              " 'Systemic Disease': 17,\n",
              " 'Tinea Ringworm Candidiasis and other Fungal Infections': 18,\n",
              " 'Urticaria Hives': 19,\n",
              " 'Vascular Tumors': 20,\n",
              " 'Vasculitis Photos': 21,\n",
              " 'Warts Molluscum and other Viral Infections': 22}"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "NUMBER_OF_CLASSES = len(class_names)\n",
        "print(f'number of classes : {NUMBER_OF_CLASSES}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OnOSnH2SaUlw",
        "outputId": "4561b232-12fd-4b9d-c3a5-eb25062e7bd5"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "number of classes : 23\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Creating model"
      ],
      "metadata": {
        "id": "YRSTA_URwvTM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = tf.keras.models.Sequential([\n",
        "    tf.keras.layers.Conv2D(32, (3,3), activation='relu', input_shape=(IMAGE_SIZE, IMAGE_SIZE, 3)),\n",
        "    tf.keras.layers.MaxPooling2D(2, 2),\n",
        "    \n",
        "    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    \n",
        "    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    \n",
        "    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    \n",
        "    tf.keras.layers.Flatten(),\n",
        "    tf.keras.layers.Dense(512, activation='relu'),\n",
        "    tf.keras.layers.Dense(NUMBER_OF_CLASSES, activation='softmax')\n",
        "])"
      ],
      "metadata": {
        "id": "6L8v5TrtZPJh"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RlqP7rcCZtKG",
        "outputId": "0f236f69-98ee-4846-8ddb-49c765148e93"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 126, 126, 32)      896       \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 63, 63, 32)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 61, 61, 64)        18496     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 30, 30, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 28, 28, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPooling  (None, 14, 14, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 12, 12, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPooling  (None, 6, 6, 64)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 2304)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 512)               1180160   \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 23)                11799     \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 1,285,207\n",
            "Trainable params: 1,285,207\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#model compile buat image generator,karena ga bisa pakek sparse\n",
        "model.compile(\n",
        "    optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']\n",
        "    )"
      ],
      "metadata": {
        "id": "IFjYk78wHqDU"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#model fit pakek image generator\n",
        "history = model.fit(train_generator,\n",
        "                    epochs=100,\n",
        "                    validation_data=test_generator)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mpVCaowH79JD",
        "outputId": "d5c1f267-fd81-49fa-b914-32a6c437c1cc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/100\n",
            "244/244 [==============================] - 597s 2s/step - loss: 2.9273 - accuracy: 0.1205 - val_loss: 2.8665 - val_accuracy: 0.1387\n",
            "Epoch 2/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 2.8377 - accuracy: 0.1584 - val_loss: 2.7853 - val_accuracy: 0.1619\n",
            "Epoch 3/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 2.7668 - accuracy: 0.1779 - val_loss: 2.7142 - val_accuracy: 0.1884\n",
            "Epoch 4/100\n",
            "244/244 [==============================] - 597s 2s/step - loss: 2.7095 - accuracy: 0.1937 - val_loss: 2.6810 - val_accuracy: 0.1982\n",
            "Epoch 5/100\n",
            "244/244 [==============================] - 602s 2s/step - loss: 2.6582 - accuracy: 0.2092 - val_loss: 2.6524 - val_accuracy: 0.2139\n",
            "Epoch 6/100\n",
            "244/244 [==============================] - 602s 2s/step - loss: 2.6102 - accuracy: 0.2232 - val_loss: 2.6210 - val_accuracy: 0.2299\n",
            "Epoch 7/100\n",
            "244/244 [==============================] - 604s 2s/step - loss: 2.5764 - accuracy: 0.2283 - val_loss: 2.5634 - val_accuracy: 0.2439\n",
            "Epoch 8/100\n",
            "244/244 [==============================] - 598s 2s/step - loss: 2.5550 - accuracy: 0.2393 - val_loss: 2.6374 - val_accuracy: 0.2246\n",
            "Epoch 9/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.5134 - accuracy: 0.2443 - val_loss: 2.5995 - val_accuracy: 0.2479\n",
            "Epoch 10/100\n",
            "244/244 [==============================] - 602s 2s/step - loss: 2.4872 - accuracy: 0.2554 - val_loss: 2.5686 - val_accuracy: 0.2456\n",
            "Epoch 11/100\n",
            "244/244 [==============================] - 602s 2s/step - loss: 2.4612 - accuracy: 0.2616 - val_loss: 2.5222 - val_accuracy: 0.2636\n",
            "Epoch 12/100\n",
            "244/244 [==============================] - 598s 2s/step - loss: 2.4306 - accuracy: 0.2716 - val_loss: 2.4805 - val_accuracy: 0.2666\n",
            "Epoch 13/100\n",
            "244/244 [==============================] - 597s 2s/step - loss: 2.4109 - accuracy: 0.2772 - val_loss: 2.5162 - val_accuracy: 0.2726\n",
            "Epoch 14/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.3857 - accuracy: 0.2840 - val_loss: 2.4194 - val_accuracy: 0.2824\n",
            "Epoch 15/100\n",
            "244/244 [==============================] - 601s 2s/step - loss: 2.3595 - accuracy: 0.2899 - val_loss: 2.4848 - val_accuracy: 0.2871\n",
            "Epoch 16/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.3220 - accuracy: 0.3020 - val_loss: 2.4641 - val_accuracy: 0.2896\n",
            "Epoch 17/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.3043 - accuracy: 0.3034 - val_loss: 2.4132 - val_accuracy: 0.3003\n",
            "Epoch 18/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.2804 - accuracy: 0.3118 - val_loss: 2.4714 - val_accuracy: 0.2931\n",
            "Epoch 19/100\n",
            "244/244 [==============================] - 598s 2s/step - loss: 2.2689 - accuracy: 0.3129 - val_loss: 2.4272 - val_accuracy: 0.3033\n",
            "Epoch 20/100\n",
            "244/244 [==============================] - 625s 3s/step - loss: 2.2258 - accuracy: 0.3199 - val_loss: 2.4201 - val_accuracy: 0.2909\n",
            "Epoch 21/100\n",
            "244/244 [==============================] - 594s 2s/step - loss: 2.2102 - accuracy: 0.3278 - val_loss: 2.3860 - val_accuracy: 0.3136\n",
            "Epoch 22/100\n",
            "244/244 [==============================] - 596s 2s/step - loss: 2.1906 - accuracy: 0.3344 - val_loss: 2.4025 - val_accuracy: 0.3071\n",
            "Epoch 23/100\n",
            "244/244 [==============================] - 595s 2s/step - loss: 2.1775 - accuracy: 0.3380 - val_loss: 2.3893 - val_accuracy: 0.2979\n",
            "Epoch 24/100\n",
            "244/244 [==============================] - 594s 2s/step - loss: 2.1486 - accuracy: 0.3490 - val_loss: 2.3794 - val_accuracy: 0.3161\n",
            "Epoch 25/100\n",
            "244/244 [==============================] - 593s 2s/step - loss: 2.1468 - accuracy: 0.3465 - val_loss: 2.4130 - val_accuracy: 0.3168\n",
            "Epoch 26/100\n",
            "244/244 [==============================] - 595s 2s/step - loss: 2.1218 - accuracy: 0.3533 - val_loss: 2.5262 - val_accuracy: 0.2919\n",
            "Epoch 27/100\n",
            "244/244 [==============================] - 598s 2s/step - loss: 2.0891 - accuracy: 0.3629 - val_loss: 2.3872 - val_accuracy: 0.3183\n",
            "Epoch 28/100\n",
            "244/244 [==============================] - 593s 2s/step - loss: 2.0729 - accuracy: 0.3703 - val_loss: 2.4305 - val_accuracy: 0.3123\n",
            "Epoch 29/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 2.0592 - accuracy: 0.3696 - val_loss: 2.3356 - val_accuracy: 0.3333\n",
            "Epoch 30/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 2.0536 - accuracy: 0.3719 - val_loss: 2.3349 - val_accuracy: 0.3301\n",
            "Epoch 31/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 2.0083 - accuracy: 0.3884 - val_loss: 2.4507 - val_accuracy: 0.3183\n",
            "Epoch 32/100\n",
            "244/244 [==============================] - 587s 2s/step - loss: 2.0027 - accuracy: 0.3875 - val_loss: 2.3545 - val_accuracy: 0.3196\n",
            "Epoch 33/100\n",
            "244/244 [==============================] - 586s 2s/step - loss: 1.9988 - accuracy: 0.3850 - val_loss: 2.4053 - val_accuracy: 0.3253\n",
            "Epoch 34/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.9871 - accuracy: 0.3904 - val_loss: 2.3393 - val_accuracy: 0.3428\n",
            "Epoch 35/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.9542 - accuracy: 0.4019 - val_loss: 2.3281 - val_accuracy: 0.3446\n",
            "Epoch 36/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.9473 - accuracy: 0.4010 - val_loss: 2.4249 - val_accuracy: 0.3223\n",
            "Epoch 37/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.9340 - accuracy: 0.4084 - val_loss: 2.3557 - val_accuracy: 0.3458\n",
            "Epoch 38/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.9077 - accuracy: 0.4145 - val_loss: 2.4031 - val_accuracy: 0.3208\n",
            "Epoch 39/100\n",
            "244/244 [==============================] - 585s 2s/step - loss: 1.9193 - accuracy: 0.4098 - val_loss: 2.3138 - val_accuracy: 0.3488\n",
            "Epoch 40/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.8989 - accuracy: 0.4197 - val_loss: 2.3200 - val_accuracy: 0.3428\n",
            "Epoch 41/100\n",
            "244/244 [==============================] - 593s 2s/step - loss: 1.9011 - accuracy: 0.4188 - val_loss: 2.3750 - val_accuracy: 0.3421\n",
            "Epoch 42/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 1.8750 - accuracy: 0.4238 - val_loss: 2.3292 - val_accuracy: 0.3493\n",
            "Epoch 43/100\n",
            "244/244 [==============================] - 595s 2s/step - loss: 1.8652 - accuracy: 0.4276 - val_loss: 2.3055 - val_accuracy: 0.3528\n",
            "Epoch 44/100\n",
            "244/244 [==============================] - 593s 2s/step - loss: 1.8372 - accuracy: 0.4352 - val_loss: 2.3156 - val_accuracy: 0.3593\n",
            "Epoch 45/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.8291 - accuracy: 0.4359 - val_loss: 2.3746 - val_accuracy: 0.3461\n",
            "Epoch 46/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.8355 - accuracy: 0.4325 - val_loss: 2.2601 - val_accuracy: 0.3618\n",
            "Epoch 47/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 1.7942 - accuracy: 0.4437 - val_loss: 2.4803 - val_accuracy: 0.3246\n",
            "Epoch 48/100\n",
            "244/244 [==============================] - 589s 2s/step - loss: 1.7850 - accuracy: 0.4476 - val_loss: 2.3215 - val_accuracy: 0.3583\n",
            "Epoch 49/100\n",
            "244/244 [==============================] - 592s 2s/step - loss: 1.7642 - accuracy: 0.4513 - val_loss: 2.3984 - val_accuracy: 0.3518\n",
            "Epoch 50/100\n",
            "244/244 [==============================] - 587s 2s/step - loss: 1.7859 - accuracy: 0.4446 - val_loss: 2.4445 - val_accuracy: 0.3488\n",
            "Epoch 51/100\n",
            "244/244 [==============================] - 587s 2s/step - loss: 1.7558 - accuracy: 0.4503 - val_loss: 2.3431 - val_accuracy: 0.3696\n",
            "Epoch 52/100\n",
            "244/244 [==============================] - 591s 2s/step - loss: 1.7447 - accuracy: 0.4616 - val_loss: 2.3663 - val_accuracy: 0.3556\n",
            "Epoch 53/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.7546 - accuracy: 0.4592 - val_loss: 2.3018 - val_accuracy: 0.3646\n",
            "Epoch 54/100\n",
            "244/244 [==============================] - 591s 2s/step - loss: 1.7250 - accuracy: 0.4657 - val_loss: 2.3765 - val_accuracy: 0.3571\n",
            "Epoch 55/100\n",
            "244/244 [==============================] - 591s 2s/step - loss: 1.7351 - accuracy: 0.4641 - val_loss: 2.4110 - val_accuracy: 0.3388\n",
            "Epoch 56/100\n",
            "244/244 [==============================] - 585s 2s/step - loss: 1.7062 - accuracy: 0.4692 - val_loss: 2.4294 - val_accuracy: 0.3493\n",
            "Epoch 57/100\n",
            "244/244 [==============================] - 586s 2s/step - loss: 1.7136 - accuracy: 0.4673 - val_loss: 2.3789 - val_accuracy: 0.3613\n",
            "Epoch 58/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.6796 - accuracy: 0.4746 - val_loss: 2.5078 - val_accuracy: 0.3331\n",
            "Epoch 59/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.6678 - accuracy: 0.4800 - val_loss: 2.5045 - val_accuracy: 0.3373\n",
            "Epoch 60/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.6762 - accuracy: 0.4820 - val_loss: 2.3700 - val_accuracy: 0.3691\n",
            "Epoch 61/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.6605 - accuracy: 0.4833 - val_loss: 2.3621 - val_accuracy: 0.3663\n",
            "Epoch 62/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.6523 - accuracy: 0.4819 - val_loss: 2.3721 - val_accuracy: 0.3641\n",
            "Epoch 63/100\n",
            "244/244 [==============================] - 586s 2s/step - loss: 1.6531 - accuracy: 0.4847 - val_loss: 2.4473 - val_accuracy: 0.3553\n",
            "Epoch 64/100\n",
            "244/244 [==============================] - 619s 3s/step - loss: 1.6451 - accuracy: 0.4856 - val_loss: 2.4460 - val_accuracy: 0.3516\n",
            "Epoch 65/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.6349 - accuracy: 0.4923 - val_loss: 2.4009 - val_accuracy: 0.3593\n",
            "Epoch 66/100\n",
            "244/244 [==============================] - 587s 2s/step - loss: 1.6165 - accuracy: 0.4935 - val_loss: 2.3737 - val_accuracy: 0.3723\n",
            "Epoch 67/100\n",
            "244/244 [==============================] - 589s 2s/step - loss: 1.6269 - accuracy: 0.4935 - val_loss: 2.5367 - val_accuracy: 0.3466\n",
            "Epoch 68/100\n",
            "244/244 [==============================] - 588s 2s/step - loss: 1.5971 - accuracy: 0.4996 - val_loss: 2.3909 - val_accuracy: 0.3746\n",
            "Epoch 69/100\n",
            "244/244 [==============================] - 585s 2s/step - loss: 1.5993 - accuracy: 0.5004 - val_loss: 2.5331 - val_accuracy: 0.3361\n",
            "Epoch 70/100\n",
            "244/244 [==============================] - 590s 2s/step - loss: 1.5806 - accuracy: 0.5067 - val_loss: 2.5312 - val_accuracy: 0.3493\n",
            "Epoch 71/100\n",
            "244/244 [==============================] - 591s 2s/step - loss: 1.5835 - accuracy: 0.5067 - val_loss: 2.4320 - val_accuracy: 0.3703\n",
            "Epoch 72/100\n",
            " 42/244 [====>.........................] - ETA: 7:29 - loss: 1.5231 - accuracy: 0.5342"
          ]
        }
      ]
    }
  ]
}