LAB2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyNvEK37n8LdVK6eUK2A+f+b",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MorgooN/ML-Labs/blob/main/LAB2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XQiXP4hSn5Z4"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import tensorflow_datasets as tfds\n",
        "import matplotlib.pyplot as plt\n",
        "import keras\n",
        "import cv2\n",
        "import numpy as np\n",
        "\n",
        "from keras.preprocessing import image\n",
        "from keras.layers import Rescaling, Conv2D, MaxPooling2D, Flatten, Dense, GlobalAveragePooling2D\n",
        "from keras import Model, Input\n",
        "from keras.callbacks import ModelCheckpoint\n",
        "from keras import Sequential, layers"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "batch_size = 32\n",
        "\n",
        "# image size\n",
        "img_height = 256\n",
        "img_width = 256"
      ],
      "metadata": {
        "id": "uPugdI8JoBBF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!gdown --id 1B-OdkkVOTLx8k5iERDOG8z4wUfIhsBYr # downloading saved dataset from google drive"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Ndx65FhsL1n",
        "outputId": "ed45340a-7030-4ca6-87be-ee20ff1195ae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
            "  warnings.warn(\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1B-OdkkVOTLx8k5iERDOG8z4wUfIhsBYr\n",
            "To: /content/archiveFaces.zip\n",
            "100% 614M/614M [00:07<00:00, 82.0MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip archiveFaces.zip # unpack zip files"
      ],
      "metadata": {
        "id": "wwYNzmBit6DI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2ffd5ad7-9355-47b2-f599-42bc65b305c9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_ds = keras.utils.image_dataset_from_directory(\n",
        "  directory= \"/content/train\", # path to test data\n",
        "  label_mode = 'int',       # correct answers as numbers(Label Encoding): 0, 1, 2, 3 etc.\n",
        "  color_mode='rgb',         # each image as RGB\n",
        "  batch_size=batch_size,    # batch-size regulator\n",
        "  seed=123,\n",
        "  image_size=(img_height, img_width),\n",
        "  shuffle=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nY7XtflwuNLO",
        "outputId": "96b54e2a-5786-4def-b7c6-9dea6da30d8e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 11220 files belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "val_ds = keras.utils.image_dataset_from_directory(\n",
        "  directory= \"/content/valid\",  # path to val. data\n",
        "  label_mode = 'int',\n",
        "  color_mode='rgb',\n",
        "  batch_size=batch_size,\n",
        "  seed=123,\n",
        "  image_size=(img_height, img_width),\n",
        "  shuffle=False) # disable shuffle for a val. data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zrleL5RyvagD",
        "outputId": "6824fe5b-f3c9-453a-ee71-4f54fed21d88"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 600 files belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "test_ds = keras.utils.image_dataset_from_directory(\n",
        "    directory= \"/content/test\",  # path to test. data\n",
        "    label_mode = 'int',\n",
        "    color_mode='rgb',\n",
        "    batch_size=batch_size,\n",
        "    seed=123,\n",
        "    image_size=(img_height, img_width),\n",
        "    shuffle=False) # also disable shuffle for a test. data\n",
        "\n",
        "# minmax normalization for a dataset will perform automatically\n",
        "normalization_layer = Rescaling(1./255)\n",
        "normalized_ds1 = train_ds.map(lambda x, y: (normalization_layer(x), y))\n",
        "normalized_ds2 = val_ds.map(lambda x, y: (normalization_layer(x), y))\n",
        "#normalized_ds = test_ds.map(lambda x, y: (normalization_layer(x), y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gYXNtQHqvyMR",
        "outputId": "14e9204a-931e-4193-ddd0-202b7dd05ae6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 600 files belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_names = train_ds.class_names # список классов\n",
        "num_classes = len(class_names) # количество классов, чтобы указать их в последнем выходном слое"
      ],
      "metadata": {
        "id": "CQjjRXnOy6bY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def createModel(input_shape):\n",
        "  input_layer = Input(shape=input_shape) # input layer\n",
        "\n",
        "  # 1 st convolutional layer\n",
        "  conv_1 = Conv2D(filters=32, kernel_size=(3, 3), activation='relu', padding='same') (input_layer)\n",
        "  pool_1 = MaxPooling2D(2, 2) (conv_1)\n",
        "\n",
        "  # 2 nd layer\n",
        "  conv_2 = Conv2D(64, (3, 3), activation='relu', padding='same') (pool_1)\n",
        "  pool_2 = MaxPooling2D(2, 2) (conv_2)\n",
        "\n",
        "  # 3 rd layer\n",
        "  conv_3 = Conv2D(128, (3, 3), activation='relu', padding='same') (pool_2)\n",
        "  pool_3 = MaxPooling2D(2, 2) (conv_3)\n",
        "\n",
        "  # 4 th layer\n",
        "  #conv_4 = Conv2D(256, (3, 3), activation='relu', padding='same') (pool_3)\n",
        "  #pool_4 = MaxPooling2D(2, 2) (conv_4)\n",
        "\n",
        "  # 5 th layer which did not improve our metrics\n",
        "  #conv_5 = Conv2D(512, (3, 3), activation='relu', padding='same') (pool_3)\n",
        "  #pool_5 = MaxPooling2D(2, 2) (conv_4)\n",
        "\n",
        "  ## In general, we have 4-5 convolutional blocks (conv+pool layer)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "  # flatten_features = Flatten() (pool_4)\n",
        "  # ffn = Dense(256, activation='relu') (flatten_features)\n",
        "  # output = Dense(num_classes, activation='softmax') (ffn)\n",
        "\n",
        "  # Global Average Pooling\n",
        "  averaged_features = GlobalAveragePooling2D()(pool_3)\n",
        "  flatten_features = Flatten() (averaged_features)\n",
        "  output = Dense(num_classes, activation='softmax') (flatten_features)\n",
        "\n",
        "  return Model(inputs=input_layer, outputs=output)"
      ],
      "metadata": {
        "id": "0zWt4BX3zwFi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def trainModel(train_dataset, val_dataset):\n",
        "  save_callback = ModelCheckpoint(filepath='best_model.h5',\n",
        "                                  monitor = 'val_loss',\n",
        "                                  save_best_only = True,\n",
        "                                  save_weights_only=True,\n",
        "                                  mode = 'min',\n",
        "                                  verbose=1)\n",
        "\n",
        "  model = createModel((img_height, img_width, 3))\n",
        "  model.compile(optimizer='adam',\n",
        "                loss='sparse_categorical_crossentropy',\n",
        "                metrics='accuracy')\n",
        "\n",
        "  model.summary()\n",
        "  model.fit(train_dataset,\n",
        "            validation_data=val_dataset,\n",
        "            epochs=30,\n",
        "            callbacks=[save_callback]\n",
        "            )\n",
        "  return model"
      ],
      "metadata": {
        "id": "kJzattaa1bfh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = trainModel(train_ds, val_ds)"
      ],
      "metadata": {
        "id": "-n5PXGZG8deD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# graphs for a training parameters: accuracy and loss\n",
        "plt.figure()\n",
        "plt.plot(model.history.history[\"accuracy\"], label=\"training accuracy\")\n",
        "plt.plot(model.history.history[\"val_accuracy\"], label=\"validation accuracy\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.figure()\n",
        "plt.plot(model.history.history[\"loss\"], label=\"training loss\")\n",
        "plt.plot(model.history.history[\"val_loss\"], label=\"validation loss\")\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "id": "6vBN1SARrLDw",
        "outputId": "47950aaa-0e63-4a37-9a1a-22930dc94020"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loss, accuracy = model.evaluate(test_ds)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uFeAjXNArWWK",
        "outputId": "72f10bbf-3a2d-49fa-eff6-8a1cfb208eb2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "19/19 [==============================] - 1s 41ms/step - loss: 0.1706 - accuracy: 0.9250\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for image_batch, label_batch in test_ds.shuffle(buffer_size=10).take(1):\n",
        "    image = cv2.imread('/Donald_Trump_mug_shot.jpg')\n",
        "    image = cv2.resize(image,(256,256),3)\n",
        "    label = label_batch[1]\n",
        "    predictions = model.predict(tf.expand_dims(image, axis=0))\n",
        "    # Get the predicted class label\n",
        "    predicted_class_index = tf.argmax(predictions, axis=-1)\n",
        "    predicted_class_label = test_ds.class_names[predicted_class_index[0]]\n",
        "    # Print the predicted class label and true label\n",
        "    print(\"Предсказанный ответ:\", predicted_class_label)\n",
        "    print(\"Правильный ответ:\", test_ds.class_names[label])\n",
        "    plt.imshow(image)\n"
      ],
      "metadata": {
        "id": "KSkc48u2rnaI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "2ae24fe4-ef26-41ca-e708-4b0a3eff8577"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 53ms/step\n",
            "Предсказанный ответ: savory\n",
            "Правильный ответ: savory\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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mu+vwXcwEYOsGvCefPbAsmvdxn6Lld0HnKotUFOPFs5Xf58AAOFuJ/pDpwxZcD0anXvAN6uCJU4+Z54YMjDGztNBihYEeYMG1/P7Ah1NcdOdxjONGw93HKMYBqbXVCK2q0RchcJ5rhbk0CD0c12Nu3urqPOaKXAg1+Wh9JtdEdHU/Nt+tMeJH1bJvcLOujeH2c/447+jYHD3GknjUWjkUJWGu+ByglYBBJzFaj1z8YP6PPMdS/32PcbUPWnA9vobdXH81psNzTWh2Ds8Oay9JRLDGVuGVc0bKCcaYml34UMOW2xeXYZVc9zL5D1Kq7zLERsgsra5KZ+4/OX/2iZzeuCYOrn1PYnXXVWtptbhLxjJ/pMntcjji9rhDWmrXS6virJjlXebgwDXJzXMf3GHxOx+s/1PvdUXPOnr4qUsde8yH5rFrAuuhGXqxumZuap5fn/R/TCtu5KPXLeeepnNq3s561gec+w9acP1YExc9ebm1jAouD+9lQVprYI2740I/uX0B8IPED1p6ALlVqbUmPlR6LG27dcO9N6/PWjyt/ar+1bo+5a3S4nP9Eqvua+Ag3HzTOjsZnj7hInnodzUlfADtXnzIdVHj1WZxvYfw0HyA9EELrod1kNxDaEyqkPyrPp6ij8/GqaEnYwycFWFlzIRdCEyur/PGdGx7NwJthfmsa4XvZwPMPJt3dHvxwSQfuq8eUuDObnpybvnAKlnLeFzSWW/+lnN1Vwa39n7qlY5dk098N43o8NdVOXfCipg5Raa9eNxN+DhrXLbYw3Ck9fdKcn2d19Zy54Vmel+Lb0pqu9nqvRU9IMP+oAXXe6ET3G9el3R8sxBUcDmZ/uIylGtwFW63d1WrpssrSICtS2nls9vQQ+79o66221zjRCp4K1xWs/HuQWsjXkIjHeg2mDOWc+e/DH35zm5/rZuPmZdOrL+faRsUJaG9g3C84z2hbvcOTltWx+mxsuzW6cHVoqPXn5XNoLwnroedu6/PGm2NO6+sgfb+7zje9SS4zqYzdA/mabOe8QLNShZYjVvgvIXVFo4antxKJf5wTP61i//2aa0PLLwe2NW2yqweetA33PdAcWiHcfQooeUo54pGeRQ6EJKP5QK728n4sfQBf8hutTVB0aaqt3+/63G963n9wAXXzS/p1ITOtIT2UrR0PTVut0VIaZa+LRdtDjoCwElHOlGpn9yYEmotAz36CPPE44PW5eW5Vnox3TtNuLUhjrtj7rKR7qO9HVg8K2O65RVXEzCPBeRn58k/WLrEjrlGj45wNp/lovP5b+64sHAWYLZ3yKw5YEyFaa4Pdvouq5V4NDtjuuZNr+fUu7zNGquJDndYl0eTYG459rsULJ/aUxPfmb6/KXGHALAmgh0qSpP19hj0ECLuAxdcp+l85tw62HnOWQDM3uBSoK1i5XBN954YTbtJ18fTMhgshenRY5djLUHi6VnWXJXnWx/T2NdOeWwN751pcmcZ1OcJ1PLK29fZ3oJoimAexIyWQyjroChHixdP7dK9kc4TWreZ81YE0cpgDuN7sjfkd8yOOx7GEldYy5DLONcVlfnLXGaqPmiLFFpzha5QlQWHz3AOMQ6WQvPlYeFInSsczo8IrXdb9fjQrsSPF2T30RneCsc4sHj047vw9jvJg6Umuv75h0IPKrTe8RRkrLtpW6HV0tHXzWtXma8pueaxB3y8Bz/U4W++333UHGZGbjoolHKHZdnD4cyf63h/WLrP+j1QCG/JRJZzcsqN/dj0GMrtR2lxrbkS1hbRVPA6/Xc6qT0Qx/5YfHam9nTGi5ShnbreiqU3c3G2bobT1yoIFXdxI92HjmbU1c9bV8c9r8/ArEfTwvVyV/2zuGlOuqTLeBZ/683rd9x8WY8t1tpNVt48O2JGD8FAZ9egdqG11z7T8li8ltlXTTJNvapaFFkPIi79wKoZ2gxtJRWE7rZ+zqGz182Rw9bcgUcL74tV2jwjt4sGK+/rxHPfd6e/z3jhRym4gHW/cvn9dJHrmtNm3ZFzGDdaHrt+3Dm0XJBy5YXP6eCkte/W3TLTKSq0Gvfm2vnz39+dzjZnOHNt4hgyybpiMJ+cg+y8W8ZLj7lmyrWqzt8o+2I8zRlzO6OnsqnL9c+J7xxT1JautmN0qqB5Ov9xmNakd82zYFcthuoOa8bXXuvM573XeM+IV50TZ2+PW8Kerbr6pyscXOeLQB+vq7Ch4y+Vigpz/Ptj36xnXZx53BnEPHk87rkmbx7Cabb9vvSqu+7Fc9/NWWO443drt1taF2c9oL7/k7b3bZITzron3zy2ibe+8/WxjF3TQglo6UNj6ETSobr+GIVGw/u1cH7c6KO1uE7R3E203H4r/rfZ54dWyWMU8baMbQayqT6lGVKz/r2+sPmIJXYePeZWuZGprBu69YNTG3lN026t2OX3NKm4p8cxv9iUx0eH7rq1kGftsLaSlHH8tvICV91KZRxHgt93svaPjedg4bejux8tBfkxS+lYwtXSRXisVOAxmP+52X+tgF2b42pRr7hJW1/y6X3zxRBuX0jBVagwMkmHLytjzR137PNDa2aV1x6ThScHd+ScGW9sFviKG2l2qVmQvznvxmA6N0e9B+31zFvO4gM8/2z1sidchQdqyAlmNA2Sjn60yoDrq1ix0leuvnQxNt8c3GOWCt0u3Vsy7ZPCkHn+bo5x4yXVbUaH5y/ufbSEo7q/D2eKpl8Psg/fpdCSIczXYqnPnLeuWbqMT8dbJbuyOXtVIH/8wusLKbiWKcXT3m5332IXNmvheFIBAJ68r/OWk0cvtz7GxlJabROxCJavuxLkTLRam47z6OZo4xfve/0v5MGpuGX9fBEfuOnyKLdotAwujBXHp2B55Xao3PzNKwfPVl8TRK8uodmxjUW1kniwvPhBbeLcDLm36nFgqdZf55bCUWqFFjX77QazbVZoe+T9Hn1XC6H1zjxuzfCm9HSgjd+ZBnuwJAmtvaU2S3BZnzVXWs/VID5s+kLEuE5rWq2guve2PvOowp7aH0y/V17GNw5pLYuq+bIKvg9/Mb+j8Z8x3+Wwoy41HLzRoz8ASTtUOjy7LUNfT68vzOvEQB6L3tOSYkhK/MHnJS3+2HmPnKABnKGM3qRIMddGl+2xmbn+cD59DfE0vm+N8/Hpg7e4jvmRl9QynPpZ89/VlK7q1rj5+gcXbzbRcjsdaM/UuuJoZh1NLQ2mjsFlYK12RuU+1Viasq1YtWRODFMWtnZybhJrUW5cm1Y0/xTLoWXI96Yj1lR9gtn3828PXX2HB51Ezljz8R7xfh3asfN/ywCXllSJTYoFVzpyT+DL8hoO71LfKBOYymtZZ8pcRtmsp1mt2MFjriOByHntk09rr37My9lZjOXUfJ9DvHgtxc2GhYegLN/WxL1hRc4txSOINjcNby0D8JaxsyWqxTxbsrE+m/vVtc2H67Hla9Rc/xSV72sPwJVnnFuo50/WseLwh6YPXnAtae3FzT5rF1/FCjzU4GRxU7NKbhZY3MaRZqurYXZcD5avlMkUkbWGdciz36TeSu7EdbNPnq5yvqlnMBEyAzkrg7OAIE2z1MQ0V+fKCglFiPJiu9BK1sGBu+4GOqoZ12tM/73xWu0zzILy0xWXQe/1sXAjr/WpF++h/Tn1HMSltT3NTyiioAithbBcXk/en16nuRTx/LlaK8+0415YA/LX4XqfX2F+zrQSoGumakcH411/b2vif/60RThN73E672j8trn5gXBtLI9zSgjOoWPMfHZ15vXPV8a/GkPkQ0W3PVaON7NnE7Yzrddjhcdr83CgAC7ckXe13h47m/OjE1xrdHs2+vCm9jHt/didCJi1Yp/choyc+XBhFcVbf2dkFJsqswhEMgBpei3KYm/OKYwj6x3nIzzGfB6eHuMubYfphxrFqa1JmPzwa8etqSVrd+BVNrbyNprkjaKht6y1CONjxWK3Q2A/vhbqffS+68+3fv48lnuTanA/OoevvmuPWxu/A9o9f8N5NLeilytmLWP2NrM6Twa5xYmPSF8IwXVyR64ph3e+gfqmqyyZ65+TJQPgCKMofOWYt74o8Qd5fuU8vUBxS02Mr4yLkVmYKmeGhVhkpXHq7K4tk6s86JgIfiAqmuOyYd6Npx3OV0l+mx1z0/ulQwbSXrC4Y/TQM5YLLy41Z+pnFT6Xs9q27CsehAPGxGXMugKoxE6O3LNJFFk+Q11fszscV7taR3l7fOvqPibSpt+5Wee325g3W/3nXG/55sp7P7RQbnelIyNaJpE06/BUUfjBSixW20L3PFDPz5BC03qh2X66ryW2jOPdlr4QgutB2OxCGM0vPi2qyX1Hi9PVmllovLVGS/9qswlzzfDjJgmD1A0yLaKMhXbPrWY0MY5JMInwWoqgZUo4o8BATZ9M48Ti2MPf70OTWL7fm7u1r/3ELe/8nCcbDJ6+Sn0PXJSSw9IEqn8ymuUj/zKmerL6bK15Ph9LI+YORnFw9LGhV8VqzWqaN0GUb1cEAhjtiny3kLBHqHn5t2a6Zy7lpWvvLOFyw4fn5gGcGlPhN0dLbs4V4A9ksn0hBNdjGgiz2yz3ahF2jSChA/bXXqD9w9QNkhkAS2IFiGAkSAVwVtDRluSaJYoxC0cttBwyBHElrqSXkg58xl6OLNrGQHmIqRZhPpO+97ve+/JvTObz7b5bkk5qFViT0V4VomNC4lzxSs3bpRmm4/I1LK9/m7nlg9d6Ig9w5X7lnh8nHaubm33Ga3P2EKriaXqsOri70hdDcD0EqfWzutGWe7n9d5VmpcPNZUQ9ZgC+9yBrEVMCUgLnXNOAZ8kIOqYMVI6wxuDka1LBRzBkYI0Bp6zCkadj2/Maj1Qd6aob7czPbiRqjdgHo7Ozvk59xocOsNNXWryA1YHdblQzFBUsbd/lJQ+Ff5sKNH+p83sdE1ZTyrle54jnquAZztaeXmv6Zn7yfG+11n1jkd0wX+cum7tmypW/TyFkHI6JwHSksLj5aM3CWiKj/LgIkGUt2dnnoXmeJ1fh49I0v0d3afPncVO6aMizc1f2PwMwzsN1HghBsgJTAueJcRQNWRLTFveklimos6lknhkLawyssbBEiIhy7cLDlryBG6ZxZAbWpuTudMQaPXXGMpPrWCrvzXyv3nc5B+cLrNURrt7nHP7Tuv0mP3D5/cgFaN2xVgtg229n6ctlTMUyWn/nxZUogmSRXl99Sqefq42nLt2By9meyj5OW5C60pdPuEp3ia9UhfEWQgsovoojI2qVkGOZh21a/JHjzqGHPu9OMaoHMg6fBNd9qQn4H2nHpV/KP5NwmA7OKvxYrS0mwHmPbrMBWQsKASklxBAQc1JG2mi+VQkXDZsBMIzurywCiwjGGljn4Z2Hs/Lq024n1hyKYD38mVhVfYJHJSo3ew+K5dot7y60Tp1xuwdcGkB08OFNFzh2sJZNzBqfFk0aTYyz3rr+N899mPUIJszKPABMSUMkzs3ceATKJZnmCPtFUJdzmNJxAYAiSs+Ihp3LcI/M2btalucmMBxD23hUWo7rHVuBH53gOukfxvwlV+ywFT864ZhGcYYqWeiE+74IKNnlBplFeDAz2BjAOhjr4Y1BYoCJ4AyBctZFw9hd70CGYIzF5cUWb96+wTgOuLi4gAGBDMFZAucEQ4ApNT/WwHgPQwb7MSCFiASS+h/9MchSi7S0DHjOvMr8zgspp1m6yaVyYCG1U3di4x7VAvW8g3ERQLzmWDu8wjnYdqd1/yNXnlmGc2ZztHB+NrLDb2b2ME3HzbJXZ16Z1sSnSYmaOQ5aLQtNjJYaU2l+TPtc01WkdIN0LRYYqpmFRdPRWPUeEWoQ9aac/Tquxr14Q3LOycSFtZjTYdDvRrpNcfJtz11dp/qKTxURF0Nu7fLVtl259tH9eHKUK8ffU9B98ILrJqQM+b1hiAtrpybuHdDjqvzi8psGlll+mAhkDJgZKWekWn9ESDnXeiRDBmMMsM6icxbee8SUMQwBfZ/AxsKCQNYixYCk+uhm2yFmRhoH9N0WEiMjZGUKxGq5ATDUzAKj4So3zE1xZx5hGrPqeuCAW6191tJdURnOfZ1zTXeB4HHDOKbTDoXSAUoCT9/PmMQyj38lTX3uEtOyh8zN8dpssVjxjYEjxemN2JxZRzJRBWGj1gvWYbSbaQH42vxnKrSvg6z7jhvB10TBMKclwzy/GHaWRn9EMN3Fy3Xz/Q/Vmdsia6xd86ZT1wTMzfed1vdS6Wz374NQXb8LReAe1//gBdd5NGlJh5YUrzC1WwqtWwV6Ub2LZRSZM2LhLESwziGkhLTfYxxH9H0PZuDq+hrMDOccvPe43u/R9z1818N6jxAjrnc7dJsO1lp4eHg4XO/3iDECAJ69eIk3b6/w9mqHn/wJi8gAG4eMoMxNoInImMrImAnFlYnGHVnnczkdR2ZxySxaATaLp5zJVR6rOn8eCG+sl4aK0G0txnJ8vQ7OW0WnGA+rad6qDPUYhYQiADkDKautZQgtusJcuBAMHArk12SlyZtsc0cTpzJAsdaNKDNVWK4pHDOlcBJKRsdThNYkFNvnXc5BvX3z+/EZvR0bPL12zrF0jl1zbV0fv9Gpr9YtzKOxsJO3OQ7eu2ZlPiS1/OChbIEviOD68SF5eWpVGYPELAzHObiug/cefttht99h9/YtfvCDH+BrX/sqyBhc7QYwM/qeYZxDZkZMGWOIiDlje3EBMgZdv9GEC7GmYsro+h7Pnz/HH3z/+3j16i32Q8BXvvb/wcX2GZgZ12+vEPZ7pBTBHGHJVM2dU1T5zhN23rnPyzOH2Gzd3nUNn0obfkyqiTG3um9hyAwig7agU6+q154smmWUhiHW+GTtMAAzuXQAwEiZBBtxCRfBxRBYryxpp2AmZBgRRGCwuqjLWCWWBNW6J824WG2ZUV2HYrnNrcPpt1LOIR3IMhOMjlnEYy4ebwUYPmTSswQRJh3z8Vl+XB9JO67jbuTHhjp6CHqvY3ygl/SFEVynXVYPdpeZS4aBWVyFWDVbdf0J4rPUXFnvYbsOru/k35Rg3ICYE8YQ4L3HZrNBjBHWORAZbLYXMMaArDAE13XoicRtGCOsIZCx6LoeXdfBdz0yA/32AptLC9t1AFkgA77fIqWMzEDKGQwzCZ0T63x1HS5cYzU1mhrGv8rsyumPA9D5bjfsmuurtVOXCeHls7mLp6B9VGtGJhBtJhDXKmNZaxmkBlVJ4uHZ8W0rEgapB4CrO7BksjGm2BRXQafvkJv4Z2NJtS9zclWSCE4zsxcn12OZB57H6uT55xbcsb3aCvHHEl43AciesoSOKjsnBjxHv5g8Ru3fN8aBde/xySL4ZiwPQDfts4fYh18IwXW67mIJIXunOxxcDyhCS/3tXPL71E3IjMiMDGEKpvOwfQfb97CdRw9GygnOe4Qk/z5/8QK7/R7GEIy1ePbsuRQgqzvLdx2MtbDWgoxo1dY5bC8u4LyHcR2s6/Dll8/w7NlL2G6DEBIyGK7fwoQIZIBTqsgaYHUdAmdL+HWQz2mWa1JM2dTNuct4zzmB9Ye2vA7iIre+wOLkmZ9vwYCqoGq/o0auT8IFRelprl9cz+UixYphziqQpPbPaPZgTZBoXISz4RLAuSgYBrZIszrHUk9YHXs8IVzWgD/aYer9mJHqexVhaEzJaNTJUcVOYtKTBdbGGw+Z61wBmhj78riHo4N1W+dmsp7L3/ddm9OlFqn4RSk8doJa5hNk9jr47oEQ5omDtd/dJ8FkccDBM9yFvhCC6/b0eKu+IFWElBAyQN7Bdh1s14OtQyBCSBGWgK7v8cd++qeRUkLXdXjx8iViSggxYjeMSCkABFhrYZzDeH2NYdgBRHDOgRjYDwOeXWxhXQcmi+effBmJCVf7APiMrBoxAyDfw4HAmZHjKNmIzHDKaMT1dJ+5ORReHzMVYUMzbjrjLPW31SQFLoKlfDbhm2RMTEJB/2eWPrO2slGXIRkLggGYkDMjlWQc01o5yqSsBYGRc0JI0glMBI3GbMiiBvDr6DXhQ5FcmAEyEJQXSA8tqZ+XuJY1hJwWU4LJSmuVpEmIzQVEmbm5yFrr9PA4dPgmH+Mm654JegDmL6cv2wPx0e/uTY0Se1+r66MVXLzYDJOWtLC86JEXXrkXJoVb3DmQtHTn4PpeUDIAcEwgykAMoJyw2WwwjiOICPthQEwJSX92+x2MEddgzhnGGBhrEWNEjBE5Z4RxBAHo+4yOga7fIGVCzMDrN29hnYcxFoYMmAyMdfBdh5QjkLMyINMIrhue86SFVGZC6Ni8ryEU3GR5vYt4V7GUz8KP41YWTEymMHoxnpbiiuq5xUs0PbXEHEvbd85ZhVOemgxygrG23i7nLOuMCNkwLDkQDJjN5BpkgjVa80dynbJfMqSxYRmJKQoMAKtCFQCMnWJ3rSWNTIDRZ8gqYNTNyfr3NKdFQBHIFmFI7eRMZuLBymkEGi0k4RFaisDb0DE34XJ9TwkotDAHb3+fpZA8q/CZAVLYtnUvyMEZtxvg7F7r138st/9HK7gO/TXlUz487GBB3dV5uMRiE5/MhHUx7StpM2JgvQgKWIOUM2LKstjGAAvG5XYD5oyUMq6vr5FSQs5ZC5IjtO0Wcs6SSegkvpViQkwRwzjCQFPpmXDxrIN1DpyBV2+v4DuGsw7GODgDGGPhfYc8DGBK1WU0ubLO2TCTe2HNRTvVz7VzdTjfc00Qc+3zFsLqTigJWGFud9yAjMVzoLFU1p5B10exXBgAk6lWRxERDImRJpZeaylnuJJNSPo5ixWUDMNbU8VBzmpFAbBW0wUhwm/Si0mL4/XvkrXYCBRDpojAMqI6ZgKAPD1HFUZqubO252HWljuknaCZUAT14g2csPhnTrG54lr/M7/W4d/TFeQB5t+dozytHsJQyKc1WttTfPg7H35Tr9CuocVNdMfNFPb3Tg8gxz5iwfXuqW74aedjjrXN6qYR14k1Hs4ZdN5ilyLGYcAQRljn8Kzz2DgHZy2o77Hb7fD5Z59hu91K7MoY/LGvfVWsr5yw3+9xsd1is+mRYsJ+vwMxcLm9AADsdgNevXoL+uFneP7yEzx78RI/+eUvY7ffYxwGhPAWzy8v4b1H5zziziBnAtjAtC1GHkh5qoztTH/LeSLz/tTeIwMgllRwxm3vz9VpVR18TVIKq1C3C8El9+HK/LMKD65CS46PIMlIZXEVWuvQbTx856uFHENAjIK6klNCZHU8ckZISWJYsDCwtTlkTFmTcxiGDEB9fTcxB7X2AyhleGfhrUVXEkOYESMjpVTfby16JxKXtrEwVrIREyfB3+QEm2SdkZGsR3E+UvWIcDtBB/NVEDMYBlnPnyzAU+/o8O+HZ/AnIZ9Wjj757SPFdeXO72qX3Z8+bMFFDNARf+nsvbbcca6KUfXP63EzzWZu8h5eb34f07p6RGqBms0nKc0ZhoDOGGSOQBzBYQDFjDzsgBDw5ZdfBXJAjAN21yOIxKK63Paw3opL0Bi8eP68Wl/ee4lrEfDll19CevYCKUWM44gxRBhEGBiJre13uAZwcXkJD8A4QtjtkYNBRgQ7B0KCAPNkMGyjsOaqNdeHrX4xmjrzNtNTrav5zMnvVDRwTG4mmpBLqiZbjp0meO6SKBZYmfPF9+dSbb+pSQRM8lmeZW9RtSRkWBNzlriSfFPSt7Pk+ekzTJZoBpBykjR2oFrW0zWBxIzIQMw6Q2RgjEXIQGYDGIvt9gKbzQbb7Rbb7QbWWRhDyDGq4JJ/c5LSixAz9ru9ZJFmxliejYGYCCFKMbOxBt47WGthnYMjRh5HpGGPEPcYEsEywwmIJnLOGPcDxmEQqz9JEKs8b9dv4Psevu/Qdb0UvWcDy7IfHBsQm+oqBTOMgWTOGtJSjTLnJd1e9pVhee+GLKzuPyKGIa77T9xm6vps4UTq8pV3bmCRkTVJJavHwdSC/Lp+9T45c1XuFgmz1fUqMUHxwFDZFIB4ZNS6mws3HZQeP7GfZR8HbkIe064rZQhU1uu5rXWo2buNZnkXVI+Da7efclY39N3ogxZcyp6wNjnrkzo/jtrfCle5UeM48f3sGlNQfvpXGAIBgsyu2ianAEoMkyQZ4qJz2O9HhDDi+voKzgkwbtd7OOdhrYNzDpu+l1iEugnLM7utAzOQUsLe7mBtgLMB1hhgGGAgtVlh2KPrxEVoKYNyBFJxa+SaGVYsj7W5m3+6LrTms9JO1Xohc/l94l8Lt+BK3OucLXRqo1UxVJMOpoty879y39l0FEEL1NY2TGgy0NvMVZq+YyAyo5R6T0gpprKnkDNCZgRmQGNRhg1CEj3eWAvqerjtJTbPnmF7cQHvrSY/JHCOyDkh54gQEmJK2I8BsAYhJKSQAJJAFGeAYIFswMhIDCARMhmANFvVGSAwEiUkzoiZETgDLMrVGBN2+4AwjhjHEdXnQIDvE/pNQhcSuo1YdJYMemOkQJkNbKNEMmvTU2ZQnq+J9q2XsmkDAJnULpUJnlx0RSFplVKe+pVxKzaKUGvvxgCZSblqxqjLpsmY1DXSXA7EuofapBZM19dxtCtU1uBSKM2p9e5wVbiaDw92XisE50Q3fH8unXP+U3LGvS3bhzONcxYNVvADJ7bNRdtqmB9A8MbCAsgpwcBg03XoAeQYMOz22O13COMAsAd5j77v8fLlC1jr6kK2hhQwV7RCAMhJLCVrLZ4/f4EXxmAYRlxdXaEb9ui6DtY7fPrpp8jJw3uHl88u1UEDcBolI8xIoXTOLNAMYDhrZ898gGV27ny+g8V9V2rkTdXqqf1m5e/yS/t5VgimKXNP4kGiqBfhRxi1tYxozmJRZzIYQ8AQIsaUkMnC+h5kgJQjQswgY+DJ4noIsF1CnwmeGTlmWLUANv0G3jl0nUPOGTEl7IYBF5fXCCEihtIqRyydnBkhZIQQ8fr1a1xfXyOPA2xIuLy8AMPCdFs4knHknDDGBEuyVowDYBOyYUQI8kaIUouIfYJ5uwOsBRPh+fNnuLy4wE88ew4HB0MGkSycavoZGTkF5BABMPq+q+8jpQxoSr2xFjlN82lL0gvVq4hFDsh3VZOU90CVvxeH47SuCbZa0y2trs25fFhfWMeWdLVuaOXz29zkQ6H7PcOHL7juSyyLu7WQ7kpkJr88ANUYc72usYTOegCETAKOS0aKick6IGeEGPEHf/CH6HsP7z2MIVxq7En+NhUZYRiG6jYUq0SYUE5Sa+OcQ7/ZIIQA33m8sC9grkXwZAXrZXXz9F2PFKMgxWeGNxbsxRXFKQHQFOgbzPuzsoiKhfII++++QWiJjigzk8VR36fyOTVNpuJbNG7EmoEJIOYszDPpYYrBn3MTw8qMlPXiZGCNQ1QB8vZ6wBgjYmbYzoogoKz1gAbE4tYb315jjBnDGPFyfI5eEVj6zqLvehgnsS8Gw+UM6z0IhGEfMJgR4xDF2ksSoypF8uQcmAxiChh3gxTKm4LIYQCIi7OmurPCglkP4wGbgXGMYEMw3iBlIIFAmUDeYrcPyOkalgn07DlgLZztYHpxeTswMgd1e2V0XtgVZ8Z+2Ms6zwxrDcgCyBk5sZR46DYshdhEBaFDrNlanFuFyYQKU1fQLLEIOC51yvFnLLDlMTf9vfb5yjAedCu1ro8HpYe74IcvuM7x7t1Ih2/qlIZ1iMas2llZ9Y2LsGTkERGMlYJgkEEG4KwHjAEbCzJWPmfGMAzoOmk94pxD13VSQGxEK04syO37/YDEGZwz9rtBio+NUQFn0XWMvs+CU0gkGYyKqiHQUT2cd/DewTsn0EAQq8npxs41s1CZcQh1Pkplf3HlnYuhRiu/3XTOuXRKHz33ui3QcOvWaa9N9fMSn1vUNVER4pO7M7MIhZR0nhmKVMIiKAyQNSU9xITrISAkSWl3JgNZEiqMc7IWYBAzI6cMIADYwXmPnMRANoZECLJk6DkrkE/WGqS4ASDrKUZxxZXi4kLWWFjnJd0+R4QQEQiKkZhhDEBk4RxJQkZS+CjrQBkwLoOSZh4aRgyxzoeDkWfLAZb26HwHGAvXA85YOGthLMFRDyKt/bLybnJO4qLMgwpO1HSOohyg/hfT28lT2yBj9F01L7V6B0E46DOGRQyqWmRlXS1cf2tMqbIZWudZt/187dKnDzuL7nStW2uhTxbXA9DpSTwAE13EXKYlq6yLpmJNa6haRcYRyFpI0xCg6zYAGXWoGFiSmIUxRlLbO7GyrFdhxxLM5yga/mevX+Pt27e4evsWf/iH34P3HtvtFj/1Uz+Fy8tnuNheAKoxO+fQ9T2cc1VwffLJl+C8hbUGDjJOTlK/ZYnAKSMhIEOyGA1NW5dZkD1STAeZTjfVXlWA2gfOjCoC5D6bYqbYFoakz2GaqDpB4jJiPU/KO2mGHYhgjWaRpoL0LxmlMTMyxG2YAUQtxCXD4JQwxohhDLjehdrZ2uQAMhnWemy9A5MVt15MMMaCQ0LKezjXIydCygBZiy4wnGdsGPAWmsVIYN6KxQ+jVpZiVGYgxiRWt+9xsQVG72GGAbtxj3EMCGMAiHFxsZWEkE2HYRgQw4jMBOsMGA4mExxknJQzhnCNoHVnxBKDG3PCMAQwGQyJwd7DbLfYOA/f97i86NBpgkgOexAgSRpkZV5jRE5qdZFkJdb9aSTylRlgJmQW4WoM4KxpAIPLm5+UldV8r2ZxmDMYdaPD6uI0ze8r59/28+XNHoxuebHZXB0/t53TeVLc7elJcN2R1uqIGJIQYUnSfiWBopNsPyNaXGbVBY3B5eUlMgNjSggxw/sOF5ce/bbHOO7BYFw+uwS0NscYg91uh9evX+OHP/wRfv/3fx/WiEX2jW9+E2EcEULAH/7hH8IYqzGxT/DNb35d4iYKHbUhgYfyzsJ7GVsaJXvRaAaZN1YKkLtOY3AiaIrFllJCHvJsPkrLlXcNfvuQVFMDSnC9CK/C16oVXSyr4h6maq0wM5A1lZ3FlRaiJF4kzggJSBBBto8Ju/2oaegsLr8QMYQRzAbeS92dtRHed3COwCYg5T1ylvV0efkM1nhY73E9jAgp4XoYsA8B+yHh8mKLnF/iSy8d+t6g98AWBGdlbYIc/D5gGALMEPW6jJgSuu1GLS7GfhxwdXWFV69f4/Xr18i7AWNkPHumBcVGsDaZGSZmZONhopRrxJhw6TaISRJEhmFAZi1c5owfvn6D1/sBr4eA1/sBFxcbXF5s8cmLZ9hsOmw2Hi8uLtA5BwLguw26boOwHxDHEQAkjsUM0iw/QwSyjJySoICMI0IcQYknVyLJcUWIkeEmhgl96WdGbj+W8NMHQE+CiyZXUEsH1sKUhzs/fWZ5UY035ZSRTarHGGMAYlh1CcIY+R0MCyDEye3W9T1iCmJdsbaS0GtcXV3h1avX+Pzzz+F9h00vadDPX7yoRclX11cYhxEpJXz66af48pc/ATNLg0ljatp8jBFkCFYZiIxfrCur9TacBTaoxHGsteIWUkF1k+V0kPnXuljOfEXn0OSuu6e11WqFPMu7OIgz8MH9SBJ0VOhlSCwx5YzY/BsSELP8DDFhN0aEmATpPzGGEDCGADIO2WR4YiTOSBxhk4LoqhVvrRO0DGOQmZBiFDelMYiJsR9Gcc11Hs5tkJIDthalpME5C991yFniVsWSSxkwKYFiVMGVkUk6DWxDxDhGaceTMq6v97C2pM0LaLNxGZ4BMglIEZlizSIEWaQMhBSlvixlhJAw5hERb8FE2MeIkBlkLUa1Qg05bHvAOwvXbbC9yHC2w2B2yCloQ7sMw2IdG0NwXpKLckoyb5nBOSFmPabE84qhrAuBqjVW4pfq161W2YQSMl8a6yv7seXZe5eXt3AViov2ZvfnKfqgBdfZGWx3ufbZqdaTR7gkZ6QUESE1INF7Bb2VjdR5L+5CI+nrxFqnQiRpy4HheoeKaRiixKy0Xu2zzz7Dj370I7z6/DX++Ne/jouLUsNzUVPiQ4z47NNP8dlnn+H3f//38YMf/KAKLgJUuBq83e+RWQpJDahudmGIRhtRCqMsRaxFMBdYqZJxVbbrZKXcbo7POfZkK4ny3ULAnB3XQmE5XB9kErHNpbmJW6mko4o6AcTEVViV+q/SfiYqMsoYGUEFV0iMISSEmBASIzAwJvmxRDAsayonIMQAIhFy24sL9K5Dv93CuQ5EhJQyUopi7XtJCt+PASEmjQMxxosOOXXovJZPEMF7K8XmZGGsF5dmZowhg40oQBwTjGV0/QaXDGQm7HY7DMOAN2+vsdls0PfSF05ALwwcGTBFsLHIZBHzIKkRlNEbBx72SHlE5CRZgjGIEM+MyxAwZkmC2Q0d+t4jRsazyy0utxu8vLzA5uIZvA8gYzDsduCUQJxhSYUSGXR9B4CQckImknkPUtvGhiqWoxSEcxVaRVkUzEbN+kTW5CSe1jqmdc90qAJPdYjnpQ3N3Gk0/5xOrOsjevWDSLTjEFcN76s3O37DefEL4bAm7Xz6oAXXgxDPBeBtsLXEzVFUsxLnKUIoI6eEt/ktYozwncf2YoMQAxAFxcC5rvblMsZo92MLIoMQIoZhD+aMlKXAGDD4oz/6IcZxxJe+/GV85StfQdd3onUbWwUgOYdnL57DOHH7/eAHPwAAfOlLX5q0Z639ijGCc8Kz7QWyZhUWPLyUE3KI4DhZWK/fvqlCa8q+A0Cl6BE4J2ZYkCAOhNy51ttq8sxc273pPR5ASkGGI96rknACdQOivmtW958kWBgQTdmCIYwVCDk1lleJbyUGQoIUEIMA69BfPINNGSYlcEiAY5iN1HM542Csw7br6/wYQ7i4eKZJOA673b6pJ2IARl3F8llKEcPnrzHud9huPJ5f9NhsenjnYJ0HGQ/BPTQAGXS9CLWeGdu4QYgJ+2FAurqCB2rPt91uj+ura/zRD3+I6/2A3TBiMwZ432l2pQFZD2scYB1iBtI4CjIHA871IP3u7e4awzgijAP2MeLNbofXV9e42u3x/PICl9stXr1+i5fPnuH5xQXilzOebTdwzuPy2Qt455FTBHICOEtJCEvxtrGSvet7QpcNyEiNGSNrgXlB+IDwUoJ4IoyBswIenHPCOI5IIaDoNmW51izF2Uqafj0nRHUOrWEXll+q3tYoeA/hsi+F6ZVW7nPw5Rl037F9FIKrgljegc6zEE4w02YVV5QMdUEwiasoREVxHw28WjGk7rdc3Io5a2+uhHA94urtW4xhFLBbTPU1u91OW5o8U0BVo4xVAtUsEwJjHbp+g2cvXuCHP/gBhnHE9fU1+s2mgvSmFEVDJ4IzBoZFy8+kLieesORijAgxIoRQK95bhIr5plrX0ITro8qX1ePWPuDTQqvet2i3hYljvumOZYqWzzNEYMl7yXDGNUK8xDoIUo81ado5KZJ6DNjvBQhZ0tgnANzEGtskApMDk0MmQk4lcCboENZJEk9nDKz1ggRhDLa+h7HFuiX0/UYUFUj2YPVm6XOlJHGloswAUk+FXUaOAde7EU7jmcaIUgQQMhs4Z0EKy8RENZZW4pcFugkgWGMxhoCr6x1CCFI4H0UpstaB1OXsfIctpIyDeY9xGLUGy8B0DtlIxu1Oa95SYuyGEfbtNXJmxJhxsekBvkII4g7l/AKX2w2ebTfw3kzpLsX1GALGMcjcM8DGw3VbkBFhLUX2UgBOlAHOYP1R7UVc59bCkoFzujZy1rKRXC2z1fVYlNm6qteOa5SnKa1Rno+X8eJi2S/3zeF1pzq0mwXETUJkptgfjHdyqd5EzGWPHvKM29JHIbgA3NMkXgYw7nZtYZSMAkcD3QApaqzLAGStZg9qL6IsCAWcJQAec8abt2+w2+0QUwQjo+vE3RHjiP1+wMXlJbYXF+om1v9lRtB4hLVSNGmdx2a7BQwQU5ReXmplhRDEOohBNPhND28syFpwFmYlhqQssBAj9vt9jW8B04I/20KduQqOHNNqcifmfRJOqP8eRBdazXj5XfmcaHYNYVx6bXUbcUZt+sng4kcCULICxcIahj12+0GFfELIqbrdorqEjbWwXgp1mQgxC9hyadjoTEmQ8fB+U+MwG9/BOav4gdLKhiA1e8aQvidB37CKTZRSqsKGSECcOSfEwDAUpjiZ8VUBAqwmg+h3zouw1VmSWK1UQ1nr0PlOAXsN3l5f4fp6h5QzjLVwLoOsR2c8vJUUd4Yqc2Oo89H1Tmq4vFdXtyhHY4i4ut6BMyMl6X7AOSOEAALDq6fh2eUltp2Ds5I5iQzsh4D9PiDkt0hRMxnJwvktjM0iuCiDOEtsNI/gFJFzBFJSZHxBvndWYorWeXUVxsZ9SOoqntbQymptVmFZv4dnzPfRvK60IGLclO24XNvn0H0L/VuV9eY7ag0jl64Dd6OPR3D9GJBoEcJIqGrmak2NWawnMuh6oN84QC2yGKXA1zgLDwfnPLouw2Zx2Vxsn4GIcH39OYZxgOscYo4qEKWwM6Yo2HMAHAhhFIDV/bDDGCN6zWjrL7aIV1fYXQ148+oVLraSnUXKnMSastPzJAHw3V1fYbfbSQzjIebqPgepw/8gxqB/rzhtqmCbbSw6TJ5nYypXiXqiJIurdYWSCQcV6Bn7/YBhHAWwOARkdVsmJiQACdAGxRYw4p4z3ktxd4YUnxsDByn4ts7BeY9+s5VaKrKSHm5FcMm7miyE7XYLp8kRYwjIKdWC4pIgUmqyJNuOEceEPCZFvwh1PghWSjCcKDF9H3Q8Dr5zKIzHkpUEHmPx8uULvHj5HG+u3uLTH/0Ib6+vMY4Bu901XN8hswiEi43Epy63Gzy7vMD19TViShKLen6Ji4sN+s7herdTa2nEMEbEeIX9OOLi4lKEc2JwvgKYsN+PyBn4ypde4HJr0XWEfgv4TY/NZQ92Ha6vR4xjRIqs0FIZsB7OSNyFkJDCDiEM4CB1lJwCDGR+icQKlYwNi1IrNoutrqy/ZqGtfro8b1IIJ8F2aHEtz3pcup1QK5X0R6jgQxKLovTjJLj+6T/9p/jud787++xnfuZn8Lu/+7sAgP1+j3/4D/8hfuM3fgPDMODnf/7n8S//5b/EV7/61YceyrsnTRtGbQOCmqUkX8umEA094dnz5yBjpGg0a40XGVxeXKLrO6mTSuJ2AQDnPbzvYIxFjFkD7hJzMHCAkYyqAtAKlEQLEYa+69B1HUII2PQb2E8I222Pbd9ju70Aq3uwUIoR437A/voaMUTMMoEW2uCpmq21eQIWrvOWAaxYdKuo2Gv35PWUncmKOxzPTAAaKdItLhkubj4WC4kJWpeVkBILJFMIiDmDjYXvnVpqEvgXgar31PglrKClMBk4I++dNeOONEvQWuk+7Iy4cZ01mu0pTNTaAmvEeHb5DJ2+2+IijDFitx8Qolh9UgA/4VmSlb5vhjMslxooiY2JQFIroyTq2JKNKtZmKfgFCI4ZL188x3bb43K7wWeff443V1f4/NVrSTiKQCJGzh2ctZIVaMTzEMKIqF28QUDvLVLymlxBGMcg7yIzrnd7XG42cJ0DyGIYIt7gWuJTOeNq43ChP9ZJpqWxFr7vAeMx7KMKdi7OEBiSAmkyHs6JKyyEUeK7qlSOIShgsLrjFfBYrE+C5pAcLK8SwSCafz7fK3x0KcvnIgyWbvDlvjq3+H92DlomdR9SMGJMlnm5KM0YICRx5wHu+ygW15/5M38G//k//+fpJm66zT/4B/8A//E//kf8h//wH/Dy5Uv80i/9Ev7W3/pb+C//5b88xlDePdHiV5p/EGOUDLMkGVqu62CcxAtI0+S7roNlK+nTMdYF6xVFg8hgHEfEGGG8kyJnsoC6+CRWAa2fibWmrDAeZ+U6fd9h23foFE4qMQM5a4xBUuvHYUAMATnJ58VHvVx157glDjbSirC66VpVyz2yKZf3aOvK1oQj0FhopP1zCapRZ02sKMj+svdikrYgMWUMRWgBIOfFlSfcUN1vmqRgCKXHVGZShBKSgmV17Uo8yCoUmNXSBFI8SomzWGvgvUXnrUJ/ES62Pfq+R9/1Yh1GWTfWGuyHgJS0RxaVKBCDLMEYSa4Rt58WyRehpYkp1lEVXFLzJ+1HTC6YixJ/NZsOfe/Qd51EAo00Pt3v93JHTVZil0Aw8NaAOw9HwJBUeBlJde+cQFLJehMsT2bGMAb0rkN2wiZDTCCMsIbgnccYPIbRYRw9fCdWIkjcoMYSYBgpB4lXlhetr8VZJy58Q/ChA3JCDlljyxHJKDp8Lq5kEew1Vsvz9VWW6HwlT66+8xS94lZbCq1Di+xY5t8pmoClTx52Ix2qoXr/+l/G8leNQ9z5no8iuJxz+NrXvnbw+atXr/Cv/tW/wr/9t/8Wf+2v/TUAwL/+1/8af/pP/2n89m//Nv7yX/7LjzGcd0ZkTNsABLO3pC+KIRtxCBJj6LcX2F5ewti+MnIpirTCJKxFTBIj6/sez58/x263x6effgbrO7x0Fl0vrr5xlMJg6xzGMOLq6i1++IM/grOCWeesRQiSKLLZbnB5cYEC+1pqtEAETgnXb98iDCPCOMJBtUZTVt69VbT7uQofmMQq0t5WgLwuY6UMIGdEZOmhVtqCJCnOTTkL6olzqrWLAgKUBvIkiO6aoGBUkFXXJgMpQY+RGIp1HkQl9mTgrRSJbzqvjNWg7xw2mx7WilXSd1bcXpzgOq/p7R7WGvSdCK6UM8YEhJQxhgyj1oVRpccpXJj8rUzPKDSSAaw3tUuBNUaySXOxSNUlSQTTe7x88QxW/HD49NNPxVphQoh75DRiNAa9k+Jn2zuYmDHEAEPiOSAAMVoEJzGscRwly3Y/4pqsCgQC9aIoxARc7/YIYcSwJ+yuSevbHHx3UbMXE0tzzZQBYqsQbWIPO2/hrLhRvSNcvzUY9gZx3CMESWASdI5iMTDEpZ7mvHhGE6du5cq53okitNpzitK4FFg/DkX/GvGrfx16N8pOE0zL+2zvRxFc//N//k/89E//NDabDb797W/j137t1/CNb3wDv/M7v4MQAn7u536uHvun/tSfwje+8Q381m/91ocvuFTgTDh+7WIDACn4zJmRQsBut6/1Pc+eGfh+I1iGgBRUQoRV1dII+NKXfwLphz/Ejz79FNtn4lIsBaQpJYmv5ISr3Q6v3rzBp599hm9+/et49uI5NhcXsE7cVDknjGFE7520WNGUd84ZOUYM+71gy6UE23UicGOEuC2AsiEPXBbN7zOHyMpmPbbp6rGVSTzMBp1lPq78Lo131VICIWZJuhjHiJAScpbswpgx1VsaCyYr7kCWJIKszBwwWr8ngMdSvicZn1b9R86pm84Wq1gR0CEuLG8teufw7PISXl2I3htsNxuBLQJEgBkBbfadjCVlRkqSDFH6blESsdCxUTR1rl2IAU3XT1nRXiyct4pHKMqNWGIS6QNEkSEmJDBCHCVBJUSMMQDIuLjYIIZLDMOIYT9iHAWoNxkDw4wcg1gPxOicRUcWKUscL9gM76Qjd8lI9RpfHUPAFRiUE8AM33nYMSBlRfAAwcQIIovdmGHsCEMORJ1ky8NKlzlrQIYFLYNIQKk7i4uNx6bvMFxf4+rNKwzDrnZ+sHbp5prMn1mWHelccXF1L05bW59oheIRp0K93Q1uwBPu+/aYB6F2L4EboQpIPKt1+Rd0GalbvSs9uOD61re+hX/zb/4NfuZnfgZ/+Id/iO9+97v4q3/1r+K///f/ju9973voug6ffPLJ7JyvfvWr+N73vnf0msMwYBiG+vfr168fetgPSK09PC0O8XfzZDXr55kl1TzlBJsTKIsbMEPhk1DiJXLey5cvMYwD3rx9i73CP8WYpB5GLbqUM67evkUIAduLC7x8+RLPnl1KU0DFHORE2A87WEAyHaFtWVKuArBtxlIfolAxvBbPszoTVfLeOF3TZ2u0VG1nBu3kX79RINa/579zcRFC5mKvTTiHQdyBWV2GbEqrC21mmGWmpCSBJ8FFGYaFSUt8jBQ5IoOL1cKSgSe1QGLNFOZEoBrrcdaI+8taOG/Qd9I925JYCaVw3HeSrGMy4JwFM8GQwEmxsVrQbJBIGHFCAuekZQDS+bhk8BHETSnTWJKOxFVMMzcYazwoYgwCOZWTrF/vvcwzU7Xsxb2YAWKFZZI4HtSilExLC2vRCF7NnoQoVzEGjFrU349eMylLQb9VJUEUMkoBREXwlt5jZQFPC1CsXofeiQXbOQtOASmFWgZSIKLqvmyW4vqypbIJgDUro3UvFrfjbHkvFjuLItGu3WNC6l1aYe3WXFqHj0EPLrj+xt/4G/X3P/tn/yy+9a1v4Zvf/Cb+/b//99hut3e65q/92q8dJHwAxZS++Xxa/nHARx9mcpmBzEl/n7roUrP2otZaGbLoul7iW8YgpYRhHIAw4tXr1+j7Hl3XIYagwLyy2X/qp74C34nm+X9/7/fw+eefgyHdjK0Va+/q6gqwkib8M//P/4Ov//QfQ9/L5iaWuhRY4PVnn4FdQHYez7YXCCEjxQCOUSw/FnDYIUotGZoeY2VDMsrGOZzwyY295jJQ7XLpTZ2+btwOLajpdA5xkxWoTOQmLfNIPoeea5BYUtSHccSrN28xDCP2+4BSv0VGLGMyDgU0NWrae0y5WVviPjPGwFlBjshIcCzp8xVwNQPOeUH/t07WDZvKGEkXedY0d+cNnBMB1TkH5yT24gzgnNQIpgSESIjRwZC4N1NkmESIGRgzkAhgZAWejVPshhlDHpBihCHAmk7rx0zF9DOl6ly7QIvLU1BBYogYFcsyxASG1Jxtt5dAZunIPQbsdztREkhqwcQ1Lm/cO4mtZY3/FfVpHAdAkTdyBoZxAOekSBmM7AxSIgAe/cah8x7M4kpkTiAT4KwXhPmUapxQsmkJpXB7szW42Hikyw0sZYQwIKWEMY6iCBgDZya3YV1SzRqWUCzVtdDorCfW5lxBnAlDKg135JtzONaJkPK7pdba1HVfYfDuSI+eDv/JJ5/gT/7JP4n/9b/+F/76X//rGMcRn3/++czq+v73v78aEyv0K7/yK/jOd75T/379+jW+/vWvF5fpaVpNJz1mAay92Vu87ZLRVlKkmMFUAD1lVRtyDQxQQuectBdxBlf7a7y9usYPfvhHeP7sOS62F7i43IrnWNuVxKs3QIz4qZ/4Ep5te7y5usKVphUXjfWTT/4YvPPYbnt86eUl9levEa4Vg5AsDKQe5vrzV4qWbRCePceLF8+x2VyCc0RQjDsmA1jt8ZWkkSQVIULyrIcbRFXyZu7mRZhcN+FMOEFSZIulN6FyYNKU9b3NCyupHt920D1NqlSoZcEAEhOuhj2udnv86LPPsdvva40SrCROOGNBbJGjKCkFeVyYsLiBWS0LcYUkEAIYoyRbkNE6KWkGyszo+w26DIAEeslokkbvOzAMYsx4/eoVwjig7z22l51YUZ3DljpsN5KNGkFwKM3pC4vT+sAYMY4JIWWEqHGpnMFJ295kEbrEkvqfRkIaBwydU8Elgs5aA6/dt0sBNGfAGA9vCdEDCeIqzIiA6UAw1YKDjSAXkNnpewTIEkKK4JiRkNFttnBehPlen7nrHV6/ilWgW0NwBBBljGGPEB3IdCDrcTUydnmEGzK67kJapJBYn+MghQ2WgHEMyAZIBrAbpzFOg5gBbwiu8/jky5+AkbB90+Pzzz7DOI6NcGIdjwgVMKa1S9OqL9mF5YsZrF/DiqiU0dSfSTEsb1QKLIr2veRNt5FM5x57joA5ZkEsPR7NN0QH39+GHl1wvX37Fv/7f/9v/J2/83fwsz/7s/De4zd/8zfxC7/wCwCA//E//gf+z//5P/j2t7999Bp9L1lTh3TGw0+raPr7wNfUfnZf4bX2N83daqCabgzSxVogZpy0NMkpIYwDgrfwXQ9vLTrvAWZYzTzsvMdms8GL588FG09TZ33XaR8vj4u+B+VckGyQU8YYRsQxzpa/4BxqUTSjQvYwJXWFYfYMreWzTmtukfm81BlvXQoqDFs31CQoD3EAhPmXDV/yklsVrx1ycSiKdl3WjyZTYswRu92Aq90eu0EQIECCeUcw6u7THlhZkzkYKJhrTOpKrNK1mSNmKew2LK7D2ilb5l2sFkYyGSBBMRGXl51SyDUztKalQ3tTJWHgUtNHSAlIUdqpSG8udQumJMW4OYswAUn2RQF+ZnHdpVJcyyxu6AQwZ8QUJCvVWcQxKjqGBdhII0lNPgFrjQ6b6QWTgTEOFtJHzPtcGb8xhERG6hyTotMnRrYSG9xuN7DOII4Dck5glvXsSnmAJhWV3mYRDMPi8gYlMFttgMnVJSo97TISAdaIlVeAjmOUAnGyBN95XF4+AwBx4VfAXhYlRpk2FS261Yl5UtMmKX24F2Yua8LBGp+54aqaRTq186NPuwcXgqRc48QZ96dGeaWm5QzmBda3pQcXXP/oH/0j/M2/+TfxzW9+E3/wB3+AX/3VX4W1Fr/4i7+Ily9f4u///b+P73znO/jyl7+MFy9e4Jd/+Zfx7W9/+4NPzKg0+cdmNPEvYWilfQgZI4zEGPi+wwUBz589Q1I8wDgGXG4vsNFaq0HdgSBCTAkvnj/X6n6HkFJNgS81ON4aaQoJiJV1dY3dOGJ/vYdzDmwlFfji8lJclpkRgqAakDauzJwkZdrY5mGOSa1ibR0jnv13trFn3x0/9/B+BQrJ4CBGQJjGI2qtCrkCcSSWZIwZuzDireLjBZEGok1XUGQLhkFQJAaJeQmnKdBQpQaMAI1XFaEKlNR8YzSt3DpxFxurcy0C0bJo8dZJ48/Oe2w3Gyld6Bw2Gw9nheHmzBgGgUACCd5gEVwxyvhyUliqJMFxZtbUd4IDIWt8tIw5BMlE1CCc1B2GEcOw03MJe++lNtB5dP0GTFPfq6IIlE7PMAoya6xYxGzgusLwAWcJKVnEFJHHASFIjVzMCf22l55fF1ukEDAOe8QYwFm8FdKax8MaSUQJSWuKEsGaDDYJmROcJViCKhAJKQbkKJ9Zw3COpcygc+hsV1QadJ3D5bNnsM4ihoRhGDEOA1KKUuaj1wPkoWVrcNUI675vVuUSI/NQUK1qv++NCsTbKVorZ9H8I7RP+FBZkA8uuH7v934Pv/iLv4gf/ehH+MpXvoK/8lf+Cn77t38bX/nKVwAA/+yf/TMYY/ALv/ALswLkj4fWrLhpeZZ27pZNtbgSBOqJjEW32eLFJ5/g+s0bDNc7/OiHP0QYR2wvLvD8xQtst1vZqNbi1atXYhmxuJY6U5pSRnROA9aQ+q9xGPD26grXux12+wH7cYQHY9Nv4bdbuIst4hgQU0RkBpwFJdVkY5LuzYY0qL223cojn/huMU+s/13T+85B/peny3rmijuDUN0yefkFtE9WiIghYYwJV/udWlqx4uiRWhEJos1nlrhNVmuLYcCcdIeW4mX9M7MmKSrGn5n6tBUsP+ecoFro353v4bWuTrLeZAylG7ZzHs54eKup6sVdNo7YDXtwFuR/idd0MFbS471l+H5TG1nGmBVmTJK6jdabGUuwPin6hkCDQQUQw2gpmmQthv2Aq7RH5jcgK8IXxmBUXMthGAEFfzbGIrqpFYjMkawp3zn05JE5o4s9dvudFngnjGOAB+C9x9d+6mu4un6L/X6H/fU1LE0teEqiBDMjqqrAGTApI5JWzbnS7sQCLiPnJAXFKSDGPWIcENMA4ufYdAbRGwAOvXfoNxd4/gnh7dUODIO0v1Y0ePGWgJPMTZHauooXi/VwifIxsdTaWdNn90sifyQ6OqSlq5Drv/eFmXpwwfUbv/EbJ7/fbDb49V//dfz6r//6Q9/6x4Tmhn37e/VXk2j8RuF9jHM1TgICNpst4jAixwKGm7Df7RBjRH75srpOvbqMCm5dWSYWBMsAMiOlgOF6h2EccLXbIcQIGEK/3YCshd/2cJseY86ILK042BCggtUYo64yTGn+R6zKw+c+PUsCnKNWEjFMdbhwvVI5duncnd9Fz2oswSnGMx9b+bs0R4wpC65gkMJwItLEFFQXc7EimLUIW2ux6ntlEs0bDGkiL3cmTKC4RThNgksElkA1iSDzvsOm24jg6jr0XScIE8YgxYQwBI1FJSRHsHZKhRdsSavMe8pWhY4JkC4EDBHA4xAqeK6zVlxURr4rcGWl5iwzV8xFhtSueatzxIRxHAGTalZeLunfVKwvluSIKlLEFKnwVTzFO733cr8UEXOq10gpwRtT4dA4pVosDy54gRprZI3JqfuwoOKVWLE1QEcWnBNyHJECI6UBu/0OQIIjRtx4bHoP4g7EvWZsdthePENMjGEI2O2DeDRsqd8jdQA0CBKzwM7sH/maeOYQmI4vrrTmbzwszduM3OtCjVdh+ngqA5jszpxLMXVWsIS70RNW4YMSV6Z1SKVdvWlcUA7Gehjn1M0iLkDRujskP2V7DeOIq6srGGMUdkb8/yVAXopBOWfR4rLgrI3DgKurtxjGEUMIyETo+i2875GY4foe1HkMOSKxuDyMIVAWZmCtQa6C65y2JetAoEvK+mMWAkZ5YSPqj7lTigewBLJaMVasufZkUibItcNvFVwKkhuTWL0GZsrgL9ph0Rah80w03QNTQWW7cQu4rcSqXI0JWTsJLttYUp3vRCHxHTrfoet7SXcHgJwVsV/adrCXLMKsMVEGwTkvOH4skEZhjOJ+YwLgYL1XwZWxH0Y9Fui7XguNJWHDKTSUtLtH/SkJHWCB97EkDDslKaMgdQlmtT4NSZYm69pOSJqAY0TYOE2MyRmZSsxP4rcpWxh1fTNLB4VkJZGo8x3AGTkEAb3lImyLb46qbZJRBLnuTrWke28BTsjRIBBj2A8I4whOAY4YKfaIoZNYJASpxFqHzfYZxpBwdbXD1W4HeHmPpAlZBEaJpdYFwcfXMZolfBCBmi2oH0NLq6HaAgit2/DQspogrEzDT25PT4LrwWnp1abq65Y9JZuHFHuOjGBXhJgmd5YRPDvbdXAQN1BKjMiMz169wuevX4EAXF5cwCrqwfMXz2vXY+87GCLEGHB19UZQ4Z1Dt+nB1sJ1PWzXA8wYOGvfLxZLDYTOSADesIC9chhrK4cWh/GulJrZyVXXnn5vZ285q8vPqLoK7eq96nmmZA6yto/PiDFjGANCiAg5KZObGEWBZWIiGFsYsLY4USUDZNCiAJTEG2sNeu8VV9CpkmEVEcNWYdb3fRVkznmJAzkH33W4vLxE77R2ixiGpIbK2Cx1SoZU4IiV6JzDfh+wHyJ4iNhxwH4MiJHBcOC9QWYWbMUo4LbGWJSsP0BS9YtTwFgrySfaYNLaDEZACiN2Q4CjJMLXe0BbuBREGDIGruvAoUHbZ23YqJMlQlCtI+YZTqYhwWc0xqoFlxFDlpif67HpN4jDTuq5FP9TkDEMEtVtBtKmntIzjZGQYUnibX3XwdAGxJfY7zzCuEcY93hzfYXdsIN3Fv2bHi8un2G73eDFi2dw/Qbbi4SLIeDq6q00A41ZY2UE6VkksFZQRXJScD5eOocn/Fi7Cr/QVF9eY0XMrHFNC7CS2u58BzYSL6h1H0aC3MY5OPTQikpYn+BiV6vNDaSNeoJYD9Y57N+8wbAfcHkJWGsQY8AwSt+jEsR2fY9EgoMYitDQ+Itg2mUQk2SxMYNSQiTNyNLFlh9oG1b3zYoz8JwYFwgoTtJGsUXrSCRCFW1JOxAPyrhDlNYZKWoNEmeJ/zBPGnq5frUBNTOtJl1oQXfjEizxMWttdRFOgstq408F1VV3WYnJpJgwUgCBBLMSwhC9t3COYC3BewggrCFolUB1QRehQwZw3qBjD/HqOTAk+UYy/ErdFhBSAiVRmwQkWj2FXJqORkTNpGOQdDQubVtSkgQQZv0eIOsUA7GUSmgUUhNjiATlhTOQVamTYmNSPCagrkvrxOIkwDAr7JSoORYSvy0x3DFK1mQqxcplXOUnZ1gWqzumhA4TBmPfv0QMG4Rxj3G/Q4oRKTN2+xEpvdFM0z1675BCEEhZ68CcEVKUTBmWZA9jjFjFXKJSLfTsYfnI2s4ou+G4PHgIx+HDOR8LfuNZd32AgrIvhOCa9XiCMsVb8N6571loCYZ58FvhnbN3NKVAlwB9AiboE2VkJT4AowWanYfJDsZljOMegASlWYPArNpxzAlDHNGnHoAIp5Szav5ONr1zYr3FhGRKd1jB05NeWxkmAfBO0QsEbQMFl++mHdVM7XnrUxHOZh6/819Oe+RMeNVYg/xe4jSSIaf9smLCGJJi+XGTgDEh0BVGO3/gRqCplKhuQVusKqMWzfRTYlzl71KbBhahxSSoFdBY0DCMmoAAoDOKlydCTLqiUM1JyZBnFEgp1ONK25ucLTIMKEuMDpQqSkpKkxCrXoEs16go6doyp7i5mbTXXEEUKcyZxPUn6og4g8ucURFc+szSIwsgrWIgUhcvTfNawH+JRCg4axVBIwnSibXS+BIAm4iIgBCKZi97P2v7l8ylYFrQ/RkOpEqBt1uk6BB6B2dl7uMYMI4RUdvWjGHAdiOeihwiyFhwkjko1jDV0owp0tl6EWapSNTMOTcebWUeNG2IBWlRBx1Hiz+HbsJMXPYHO0YzJI9GeScsecCkUJZj7kpfCMF1QA9gMCyF4WmauL0E5EVwTexvOoogmGm7sMNu2OHNm9f45JNP4HoHChGRo1pQDsgCjOudBxvAOOnpNaagQg/wXYfNpofTlOHr3Q77EDEkRnd5Aa+oDQCQNFsMOSElwdNz3iF5JynEeRrnQ7k+qP7nLueWWEZxxrSWlvqKAGnWmTJCjNgNA/ZjQejP2A2DQgoBsA5MxeW4YjVD3KTWTcy4fE16zyKgnBVgXSqtTFTTLvBQgAiqrO4kY8SVZi2JJZIYnN8ijiNC70EcsNl4dNnCuA2st4KY4eTmBcW+21rAAa63cCNjGNWy3GcgqZXmPJAJkaO2QSmNEeWp1KCE7xwyCjSUPiUZkBPGwSmJG5VKH7cyLVP8T9A2VHijCOqmvbxy7iJYksYfUbL/jJGkDOukGWW1uBKQo1g2SOj7DpsQ0Q0BdCXlDDknybLMBtkQMjsQLABG4giw4EJCEUl8Z7CBx+W2xzgGhDHg9esrvH3zGsMw4Hp3hc9faaoLAX1nwVovlmNGymIduyxCtoifjNJ7iiahrCuHUVypPOMFOjOi0dRpnQuUlgdNDUOLBnie1+Jmpfxmkte15hBdXKf044JY/fehL6bgui3d2h/LqkHpUiyuD9WqODPCMGK3HxFzwpgSmARKqOt7eNvhVRjx9voKr96+wT6M0tLESwdWq35/Z6zUtoQRe41T9VtFHXAOOSWYFHF9fS2Mwzl8/vYtXL+F316AU4IzAh203+2RRolfhDDChBEdETwADlHqd4BJIz725Mfze1HO4pOS7/RcLzeVaa4rZyvjK0XBEGtgTBFjUMBcLTQNKeN6GMEJAIk7lVlT52vcippXqO+TU7XCGIJdh8aqsuomLMkzJX6Uc2FUsgYKjBKQJOkmZTjHldHL3TM4R1iTMEapM0o5IOYOXe+wgYPvpmc1huGsLFljGNaKizdZiROlXK6r88XTv0V4lTINZtQu20Apmpfu3ZSkmzInyQ3NGuPKLOn2WS2dpNeQfmClSadaClwgsnIV6KTJKHJNxjiMiCHBWovL7ba6Vr3z8J2vmMgxDHBjANOAkDJoHDEGBqAKV2SFq8rIzqLvHNgwpJOQFJYbo9iJBGy8xIRhLcgwxmFAGAepI0sKk8WSB6upS+ryl+fLdY/QhIhBRW4XYa2WCusqJelzZiBKJ6u70ZwQCGsKdC30vUEjXCLPl3PX9+CxfXnMgiIc1HOW+9zsB72RngTXg9CkQRXNukZumkVFhTlA0AFGdeUF6RFeex2F4MApgSCIFlFraZxi2eUooJ+d98r4gCEN8L6Dd04Yi7WAAp/GcQQgbsFxGEGuQ6ebB1lSi0VoBaQQwSFgjBGZJPXB5FjUqqpJnzMdM2tlxbNKi7/rZzo0WppjtLwUzTZnYZziCpYfecSs2HkRQwgYQqrp3YLmrpZu1XLnukpxN06u3ykqR1Rqraj2x6pxqyLcWEt7NBuPGWCjhQBU0LLF4jIkTRWzpqWLN5AxeADkAGL4YOCD1Fxlb4sskJweW/R2U1CcABCSY80ilM7IpcyCFWG9aMLFziwYI6UEomFt8k8tmVBt3womRs6MHFMVajlJfVM2E2YJCJNblwrjnHxlwjt13hJXEODgotbEWXinDVKtIOwH6aiKDCCkWDztSNpHjiBlBDnL3qvoHq3bgzSTVoWhbmQwRwx7h2FvAcoI44gUEmJOkuhBbQYjgzR2Z1AAealmymbOYkTVBIXyhvQajMmFqMIt172AKgBv3IT3EArn6+mnDmzi9i1RsQ6XbsTb0ZPgelAqK8pOPK4RYgAQxgDmIIucpIeRxBQy4qBCadyDDOP5xSUuthu8ef0GBMJFv8F+v8Nuv8fV9RW2/Qbb7RZ930uX1pyRsofvO5CRthyvXr+GLe1eWVAyiBkpJmz6HnkMGEJEuLqSoHNKQEwInDTgDjiaIKHycYOqzsGsrUFhhXnapPXI6i6ippZlYnCESVMFICnHB/tgEl6ZM/LUCUuYtAbixxix1yLsfdTsSGORmziYQDiRwjg1yN912Fw7SpYMubYA1ijyfrG0c2IQ5Zn7hiAJFcWVK/Ea9QhZgwjtTGwMiEtvLMYYDKyzsBkC66TIFEnHVrD7srXILJiJrgPskGFHcUeFkJBTxH4nuIUlxsWNCWx00RYBx+IsBOcEmbYEyip1kqwrYwysdzDGCRIHjeDIQIpICuBLBHADK1aEBRdro0gxAtq4WLFQckrY7/fIOSJFcZNueynU7ntJXHHewXoDYxn7QRpKDk3av1gzqawWMCctKGegpuOLxVkAi/tLh37rMA4jrq+u4V8bDPs99rsr7K538n5ssagziBkhMyyRdABQRA+oBZoVLqzEp2vTTkA9BSqoyr5pZGtRUsteOebSW7OkbqLZsa0eXj46KWUO8Gr0Mo2yctZ1zqcnwfXgtK4OTSJNXTpAhT5gEujMnCJyigjjToBNnYHzDpd9D2MNLjYdvCHpXeQsOLP4/Y2RzrOCs4MUAq7HETEE9H0Hy1OsodtuYJ0gKozDiN1ur3BA2iwPipFHRn5HhikbYRLHD0atp3t55dLKh7kw1MM5FT47bRxrXNWcxyR9tPajQDm9vdrh1ZsrJGb4bgPfO/h+I5BIrEKz4jWWZ24MEhQECUzNFjHXULPW3eWUEDUmRjr34ho0sLDVfVaeeibE1ackGjgp/qD+RMEijJHkJzCiqwbxZMmoCcAxIY0R427AOETEIBBXKUYBTmaGsQ6OJvdg5pI3yvU9SP1brH28amsPiEVIbGFJ6ttK4bpzDpwhcV2nnZX1GdkUDEhZ/8xJkyZYMxuFoTvrFX6MpKA+AuCMwYzYe0G/977HpnfYbByeocMYNhg1sWK3UwipLDBSBKrvRLJuRVgZ09dxdw4gW6tS4JzDZiN90LrOIowjhuESV6/fII4j0hgELCArGHVMitBh4J30GiO16DjTZEVBFCAqk1zWQllk1WqZMjRLBJZochO2sa/qOjxHZtF0zv1p7RpH+EWzd+5KT4LrAYmbfwsbatgrCKLVoTBJTG4SYQCidVlI8SHlDA5R3BEMxHGUxo4M9E7Qxb3W+VQdVWNW4zjCANhuNkBKlSEajSEQMziIC5Ayw2bJ6C2jleoeaMo2N2gIqEz1rDk5sp7nM4MJXHSm5TX7mQ+3wPJvawygME0MyfYSVPSA6+tr7PYDQowg6yYuD/EpUfG15eY9MtRdVg0tnQOaxflKUWVWF1AVVC1jMaI8ZGIYw9UNVG62nCZuFhNnQgjQFPbYZCVKzy3vWZ9fYyOaGcmRBXdY45POWGn94SElAAwg5+riBE2ZfmBG4qyxK0mJTzx1+zW2sXVbVxtpHZuz03sjoxb7ZB1PrlWdzwwkloZnVF96Oaa4XkUa55wRQsB+vwchwTmCd50AVDuLzgPBG4TOwxmLMUTEmCSlv+An6pMISHFESlYSkixNNgIJ/jDUKuqyA2iDrpNYoyXCsNurUjCCeUTKELxQziBkxMhIPtXxk2JFMliFG5r5n1y0qOtDswdJ4cMgFrjBXGDdiY6ddqfLHZ7UPA0ma3ra0E+uwh8j4uJ3WigbVTstgXqgBrRZYVDIlFbqwuiYgTiMsN6BGRj2e7mWMeitg/Na2God2E2YcH3fI8cIshabrhNEAO2CyIq3R2DwGCRFmwxguOKlQ9G3i9tL+kIpHNRNQotwKKzKnCzIVJcHKgJ8RRxo5qyFPzzA79UvJT+iAOIaQcKIEeM4iovw7VvsxoCUgb53tfBb3ESmxqpYOx1P77LEJVFdiKbuOKrNBYnmvzNpjyl1B3JGBUvPuRFe1brANLeqZcsYRCCOY0bKAcMoz1VyG6yxAv3FBONKTE9iQylI0oMBobMO6AyckfT6nDIMRcRYhEd16tY3lWJB3siSPq7uNEk+MXUepDRsEn7GGul24CZhZY2VtZSF0RojSpEkVwgwMDIhmwIFJG42zQ5R4H+ZC2bGMAwgjkjRg4jRdxbOAZ0T123uLFKUBKZBE3JGLYMoymJWdJkYI0KU9i02ETLbKSGCimOE0PUO1hpw8sgpo+867K522Pkddlc7SFxxwIDJRYocMY66Povw0XlyOo+leSjRtEtq4oYKcqkVlPVu9N/inl6mxZ8jyJYWDxefZLPHeOW421HLBLkZo/59NwkJ4ElwPQI1Zrpq51MDHnHRlOOkQFUOS6xdlGrShLzWDqhJAw4k/nS1FkxmXLgO2+12Qp0gRTzoe+z3e7x+9RrOiYOBM6PvHMbdgDBGfPL8ufrbGTXXjEVbzynVGIwxNLkUqIq3dTpYi4fHVmFUv6XZt6rwN2ZYc921W5cNpy6SnBJ2ux1ev36Dq90Ob693uNrtkRiwXQ/fdYCxwpBLrmQGYgpa1yUYihW4tWy04pIkVNReaURYfHSozARGOhtX8UvqalUtOqckx9dMO4BgVJCVZ1HYpSyMPYyaNh8Z3gVB//ce3kbsOSFr25GCL2lJlBJvLNzGo++kqeJ+zAilrQ0HQN11gDyXxLOSZNLFIK5DjbtZb7UVi1iamSW5xSSdFFUIxE3mFZJproCUuJ41pXzAwLrSJaHE1gpg8QQZJaHgpG7FiCFLd+KcA6wBQuiQc4eLrShxzhO2WwfrCDFa+OAwaoYsWmZvxNIcY0BGgnXqNixwjFCL2Yn1yE66V296h8uLLcaXCddvrrG72mHYD7i+2mHYDQhjwDAMGPc7TQqJ4nVRq9RrbaVzQOcNKKuE1vXBXNBqiquf4M0kAK02mC3XO7kvF1RcijNX4coeu13Zz/n3vq9z8klwPRq1ZsKkSRdVeuaXBqPF7TJEaKGVOEoAWRolyoZmViDScUQwUvjabQQMdLfbyzkpq5tIHTSGwEk66Rov4pB04eactBiZ4GARKwBV4yZsNKainc8lS8nKa5cl1XOKkKrupXrYwjxtPl8z3mj5gX5a+kilnLHbD7i6Fjy5690eDEGzMNZqp2JxERpnVDgk7IeApEl2FQapWpB0MNw2VlHeLZV3yqLRG4JmhZn63FnRSVqmMWWYHTxhE2PT+TMOgAOzRYrAbheR0ogYBvSdQ9d1grThBVqMiMAJCJlAkRGYYB1gI2kHZenHJckmCeMoHX8lfVzXqrEa9yluHrUi2CCpYJKM19g8L2mjTkHNMCCxrFlWgRRqyxgkjpdgCtYiA7W/V6GcYdQNTMZVNxszYQwJbojSvkT7a9mynl1Brs8gS7XZZ/FeEQDWzNmUMlLyis8ogt6ayUoSBHhZDa4qkQYp9QARnPfwvsOwEffh7nqHoZP+ejmrtazu1wRZHJxkPNZA10WeINZyVitLvTEqRNuFYeqGuh09TGxrtgUPR3HkFq2b/C70QQuutcDiDCHjhPk8/U3VdBXtbjqOZgvikBkDPOfRhRs3/qz51022XEm3hVb254wSIyhuw8LoQwpapGoqgrqkHUcEM4BYuui67RbGWIRhkBT6GAUyCBPjFBBV0XIlFVrGkXPWNh6AJSmanABmJxHSsG+0yRrc+BdKArUmAqNkTZV/p4lpBBPl6i4s12p49Xw2qYq/+imrj0zSoROu9gOu9Wc3jID14kYkK61lhHXCGiPZdSwMW2pzDMgIU5gyQks23GJrcvPsC+GbU9bYFgA2s6VUAJHZTILrkJFMwkzQRUQQGQVnBixSAnb7gBhGhDCIi85DinY7C+tkfWszZknTDgyyDOMIngVxXZDgSecjIsUkLixnVVCQ9j8BSrFpibNMzF8QKVJFAEeFtyoWYI1yMRQOi+CdASWZZ2NjRX0qbkSdICRWxk0FOkuElCGDFBnjmGCNwEflTq0YKziTUldAAqmWMxi5SRYBwigIIUjaKDKRWH7KAwoyxuQ+k6xDS2KRdbkDkYHvvHRv2PQYxxHOW3RjJ3OaEob9XtzYIUpbFUi/tMQMbzW7UF29UEBjQwxWAONU5kMXU2EjFRG/Wu/z5ThbVTznk6s0Uyyx/OM4LQ476Pb8QMbbBy241mjNtD2tWXB96Ycv5+DtTd8smWn9ffmmWqavL5Lab1TzM7W8FykLinYpBjTa5wgoKbOy8DrvwSljuN6DQLh+o0WeKSEOA3LO2HZdZZSACjEwKqiR8AGI1yE1faYmIVEexdA0H+oYQotcyGBwhX+ZxqnOlimGhnYOGkG1CGAd7i09rmZUU+06nFhq4hiEkDOuhhHXIWFIANtOQJTY6Lxqaj+A62EvyBEqZJwCzzrrNCmhxFwyCpszxqnlcZgTybVRpf6o4WqdnfWNAjOYE+K4A5Fw2wwGWwNjS8Beav4YDLKlcaND13fo+y18J5BFw3CNnAlkevj+Eq7vYDsnTFGlOgMYmRFyQkgjYEb4ntD3HfpuixgyYkiIQ8S267D1HULeYEwjEicpM3DQWrgBu7cjOuvhrYexAn2UOWthbkZkxoABfb+puI19t5F4apkxC3GVWgNCgjZ/BikGlMxjRI6s8UOryULiZu86D6eZt8aIoLneJYwhwHeMrmdcPu/kXREQOCMhgSzDWULnjFoxQPadWkUZyAlhYMRoQM7CGemYYJxRQSk/oeh9luE2UuCfswEnh23ukGLCs5dbvL3aIYwRIUT0Y4Ebixj2I8YxII5Sl+kStFQlIscRQIahLPE7ELwhNf/M1LhUs0F1SaHEiKmUWSy3UNmpR12APHmF1lJ5b0sHir2QgcSA70ofneC6C93OhUuL4+fCrbVIUBn9tIiOiULRltasuzO0I0DT6Eep3wpRgrpFYcdcYCweR5no6WDplK49jbAK4uWIZwKoYJYdPhsfe6x6TZ7dsCQRFJVdqoyodiNOWZAaxpAwjKNkkuWMDEIISVqxe8LGd4g1myxpLywPeAJlU2MG0h+yKA9ioRXrPWvQXOrMqA68WumkQqt5xpK8kZtiOCLAOX+jciU/YikkTggxAMTqztKkECPtTRIDUQAXpZSBxBUdk7SsNz7j8vkGyGJd5piBEJBzBHOAc50ImGwB65GyReKIkCOICRYWJQMODHjnkJglCxYMsJFi5DJ6dcHF0qBThVLKCSDAMtVu4GwMgL3gJ2ZVeLTouMS+ypxmLSBnFmFpDMNYIEYgxowQpAGq6wR+q6B5ELPGbUnGagjWW7BVayxxbc3CmWo3A06NgkU0M6JJBZu0A4JYiFrfdQEgdglhTNj7ABcTfEwwxoNoD7B01R7HATlFcA4CQEAZ1jB8tmBL2geugACUOOC0zGoGH7O6ZKc9TdSu02lVlTV48IXyhZI1dNLeolvEwVrnxD3k4kctuG4XVLzrsWea0M3RTbYvqtmDsoDOs6eXBYM5Z3EPEkngfzrw6DiOXq+5MK0+6kKgNOMAGiG3uGTb/KMaZTRzGM7vUzZPc81JaEFjTITSZSSlhJhZuxqLUMpZmFDSTD7RRsUqTVFcYs45eM3cRKL63CWs0eLAEUgTKFjSIpsJmvZ6q6IUbXhyCeaUq7umQjupsDy6ZLWLL6tFPsYggpuNgrzKcxU0kJjkugaT4EqcAcqwjuBcB7AI530aAUoAJThP6DsjVmUimEQIKYG1/ouTMEVnps7N3nsYRYHJkLhp7bWmySvM0tjSqvdAIK7kYaM18Fa7eJNBihmgiBSktxyMJEOkVBATlU2rwpKzxI8MAdYRssbLQozwvUWPDla8oRo7k3WgqwhEEmuDYeRskNW6njpcy32qq99oWUNV5qiEusRSNLJGycg1ehCczbBWoN2cTYgug1msxJgYNIyIUXquMWuTTCrvO8NkA5uLkFIXdkkewrSHamuYBX+YLSWi5Y6bUUnHJxVaN1J7yJH1uwQDvm96xkctuN4PPYB5fds7kjTzSzHfaUEsK+1PCfwS15rbVJgJolvf+9g5y++o/aqk5nNtchhjxhjF2gohVq2drQAXk7Fgre0axhHDfqiYgr7rMOyGag05K3VyZDD1NM5ZIXnUc1sevDACKgkZgntnC+oec7W2iuACqN676zoVnr4mPcxmt2gAhsFIiIlwvbtWoeEAiOsrw2I/BGV2jK4zUo9nCIYk3mVgpE4QhBQSxhSR8g7WEy61vUffORAZ7PYJ19cjrvd7jOOA4XoAM8NYg+1mi77r0HmJ6YQkFqwZDRKz/OQMsk6UqhgRQkAiRRuxFkQJFEgs39wLCkbXg8gihiSNMIMgfHDmmvot5RtTTIdZAHVBBJNFSQnSy0CyFZnQs7R5sVRQ+8uCKu5f1H8z5BkqtijU6tBCdTCDFAy5JNmKzFKRqsooG4DZwBqP5DNciIAK5pQSiIzu24gdij0tWpi4p5NCVkmWZ84Z1niNc7aKXLNW6mOJ1tVUG8621rvkUqtK8f3k1pPgqnQwkTf4sep5C846NwyO36p+15xf3ExnvtUlOvQBWCZP7qm7pbSekETF23XqsotHmZRdrjz/ptucvCBKIS+qRj8GwSOMKU3zwQxrBK0ixggeBunfNI7YbreCEkKT5UOYMv7KtTlPnZN9Z1FiMFPdVnkPpmEWJZEmI6ZUBRxB+qUZ5+D7Dq7zktpshAuymntkTK33AwI4MQwbxJzgtJty5iz4hCSdm8cY1YqVeiuprzIViUWK57h21qaY0G2lw0DnOzx/1iFHQk4E50nQInpJCRp2A2IURPjOevSdl55hTqwUaTi51fYw2qeKrDJpwqiYmUtvQUwJCFGyGp1AR1kvmY6ZQy1+rhqDZtEaq24+21UkDyAjhkHXmaKEhIRopDGl7aTI2BiNULLkQMjVqbrN5V1O+0jWQa7rLWcS7FHWOr1izfG09wXeST0BISKOAWkcJ4zMGJFjkGaYYZAs4ZQEOzQGSFxVkE3IAMYyogIFMOsaaTJZW9t/VuMFngrJVfGo6BrHhMqt2EWrUZ75PVON/96FngQXgJoxcUDHmPbSfzZbMtPHOPh1/cpV2M3dS7emJV8/XwY+KLWuwqWr8V7DKZbhka+k11ZACKMW6U4uRSk50K7GMSpG35S2XjIISyxgKryekAsKB5PzJBGkZpq14yI0ioK4M0k5HqMkXqhQ0W7BoBKh0KQEKqCrU88rBirTKW0bTRFaLDiSMWUYk0ExwScnCRBqFRZ0BnF5Maw1cF7Q7Dvv0XmPzcYgDEAkwENgpmIy6LzBpvMIWpvW9x26rkPXecCQWAqZYCFQYVHjXZK2PsUGi8AUpavEZBQgObOMvxxb/bXqvrVao2ZJM+U1+1aTP8TaETR9ygKXxQrDlGJGjixxzPKe9f0wC+xiLTousZ3q5p2UIxES+rxU9YCpYweAZqnIuoxJi5wDYozyPhV2q/6o0IoxIutngMTiUi44mlBwaAi8FhpvR+MFaTNuW/inuYzSfNmFwqszUpW3c0jebVHcVg5oNNRWWb0PL/ioBdc5VgbPsgsW1s+x7IEZMz52zmnJVRdZtbKaMdDyqGM0H98Ss0w+E3fVTYtwjpt3w20bFx5Pu2V1TEcuADUL5K8jrVBoEfOZp4wXNl+eL2MYBuz2e4F2CgGJZQsWhs5EFRC1XCdFEXYVkqgpsDbQ6Hsu2rgIjBgDpCEkwzIqOnxJxmndM0W4lX5VRKVgGShoG/U7PdaoIEtZeojFHJHASOxgktRdsfZQs1lSwwuTDCFDmiwSbEwK+yCtTqhAehnNjOyMuicVxUER3CtUMREyIoAIYzIuL3swCMY69P0GvhP0FhBgRkkSKfNNWfABrXPwIKDvMXiPMI4KNC0xMSIC6dwzA+OoeftVEIiVZZyUaRRQWmPUomISNI76OaHzHZIifoAZMWQAUQW1UYxEgLTrMnPpeJ1nW08sFShMVOmdpgXAWd8VSWFwMs0ezqgZeTlDEDuGEcOwQxg07pozxnHEOA4YR1mv0jolCPp8GqVI2Tt0uVPwZ4OYkmb2Myybij5TNmKxPPNkGk77qfIamu23Y+VC53ppSnG4Xu28cwCcKRdX6aMWXLejFRfg6js4oVLwxLwOjzthd6lGfPrYwzMna7/oXKVyakp3NUaz2M6gdu8dpRNCWLTnmxf8NOYJyewcKvbWdM50n8yM/X6Pq7fXuNrvsdvtAesFIYOKG0UmLEfBX/K2gyEreHPDCFKYIWsdtpstul5qc5iMWHJjkPTlkhW41E1YuFaJg6H225qYA5djtNVKzbTTJA1jHApqRAgjxhSQOMNvOu3ay8jExbcFE0xlrKWQPAQLFwQuSVxVghrbAbX2idXdxMywFuIKJUgrEpY8OrIG1kW4LmF7Qej60g/LgSFlA8YakJOMPaaIGLUhZJKsvv0YaxzPe68u14wYskKbUX1/yFkSJDR5BVkR3WsXZBFe0npElRpFdC/QSY5IoclMjY0lhXmqQqZz6DYOHuJ2K/pJ8XgUK6dYgNP8avJJVTzkPKNu2XIFIoW4UkHR9x28Neg7j9AVVP4M7wYQ5FgwwxmD/X6PawKGQd5BBlTxErduLUcjhssCImAqy2H1HEhReMqx7hJjReGRhJG2AvMd0CN4fj5KwXWqKHlJ05ye7ypcagrVRbC0Qm641mxcM6ODZ+96dfgl44cXrH9+ydtRzZJSEXHkAsW9MzNSG1kym3+er9sDrMEzqEXBLoHyZria8CBJGcMosSspMk2CTGCAisCgUsVqnMR7j2KxxSjR95xZEc2d1iA5KTFQssaqxSUMlWdjFAaWWdxxGVwD99P8TvPGkLhbcdlYI80kAVR3JsCwrlh1JYuOkJJBUuDdSWnJVabuh0EMgMySas4Ea0sdrtSJEUnmXtKuzqWtCUgyFb0HiCyMJXAuEFYGglxGjfKua7G07tCaqKAuW6MZiBKTshXKqLgCi25FzFOj0eK2VQvfar86QwTbWF7GErx18jkxkI0KEovMrXUrafLSChpiQTuCr6aoCJ4KcabvqFjFWWFVWpAAaPzTmskFKYggXOHSiCWd3xoAnRHcyixzAigCPglE1m63q81IMyeZAi1zKDEzaWejcSuR3tLbjadqw/Z91LVnUZvBFr5BzX49yPy7hdWFaWVX4sIoMGMPi+/vRh+V4Fpzh62ZwbOXQaiv+pTr7Zx7Hvv94J6YmG47vlpLxVncOY0gXFtAjKkgWRaZmZ6Aiqvi/Aho0cLOWVAzoXXyoMb+bITzFBsqE7F2vrpwOEtWIJW6lbLBjHpDMkJM2A977IcB4xjAkExLBoMNw7qu3sIYqpmE24sLQQiPETFeI8WERKKp930vyQLW1hgMM0vnXW38SaAaTyNrq+WUkvQCKynhMFOjSRmDwiwxpGmnjsG7Dl2XmzkWRu87r8/KiDmBUgLBIFKCoVzn1lqjLjRWq04sO4AQgqlJCc6KELOWwZ3cjByBHEF6UzEMMbrewPcGWxjkTIpjyQgjISYIhmKMSDmqQM21SWVOCSEIILAxoQp2aXdSMmCp9kRjLuj0VLsGk64DsQxtFQbWyDMUJHrvHAxLLRmcUUFB6i6e1leKWS2piJwtOi+xMesnZBQiEYYyOqNQTQkxBI1zUV1DSeNXgnDRdsFWvERn4agog6aCFBMRuq5H53uM24DtdovLyytcX1+j6zy6ziPGgJhjZf0pi2s0qdsyaQYrmSbeRQUMmitkVE3OMgSwpPej4RuH23by4CzpmCCbPp97jg4uv3rc7emjElxLOsiyaz9XtXfG6B/YnH1sWocIenwHQLEYllrU40xh8w7RBKCpxI6Ece7HQZDTE0+NILMWwZIE6J238P0GYwwYxxHDOKLfbOB9h853GAYBbC1dlIe9FMKaMQnCPjOslS2Ts3T5JTKK2IGK+1hmpOLbFSHdrMEM6W+1H/aL95hAJgp6h4KwmoLEXOaDgZxIXHtQYRYldlKAV0FiBYRREBr2u1GtREHw2G4cOmfgPSFFIHcZuTPYWAtrvcy00YaWmpmYGVojlmGchRkJw8AYryW2GEJEZgNWBu27DpFRkzOK1ZK08FssIUXlx+Qu9N5LfFGlmcBGqTUEblZBKRYHjEmSHWosNr12Cte1EZOklYcYMY6SdWktgTkhJwuGB7OrbX2ywkQZQ+h6AkMsIs6EOIySRJESct5VIUCQeJRT2KZB52MYBjhbXNWMEIJ2RjbovAOJOwApJYzjiBACak83nlrzSONJQbsXlJ2Co8lw1sJpw0rDIiSJCzq93Dsjw3CuJReyWe+R1ncPuluG85w+asEFnLCW1IopbKZk2BwcNPv3kA7fAa9/XpAGgBqlIUzazXQMsKrr3FImVQ/eufa4umQOROHifAE5nbw87dCOhgUfiJajE2Y4tS9JeZ6EUmJ9XNyG0QBGMruypjaPw1DdPzUuCGHUMSVkHmHUjyWgrZq9F8W6KO6euXU+uVzaz0tpAoDaLDDGOLmXrJXeajMvgbrSUum1UmWhhDS0iwBySdXm+hJYsxaZikUuMDvWdjAgZM9IqcBCCQN1HoIdaKBjmmJJxc2bwZBmXjKg3PSYEje3uvMs0Hmp/K0JJIu5IcUPrC1mOKtgylVBslYsF7G+sjJc7WCcjbzfbKTDsrFwVIqepVOCiSQuQpq7X3NixMiwIcNZ1jiYGCOWS3G4uJXJicsvkkGMCSbEChWWVQAwi0AxxgvAMTkABikNSFkyBUOIAIuAGfaDZjxqNqwKrv1+h5QFDYTKXFlT95gItIQQURtMGlcdhFCzGCWUYAjgJNwmmzylw9+BTvOTZQ3ifa51mj5wwXVP/b6xvBaVRXOiw0m+7YuvqcjFJwLdxK3cKjsVcmwbO5Nj52b4qXHcelHwJLinU9ev0Qr8VlIdCOIbbld/P5JVuCYFl88lSQBRraVcT6zp7yxtTgR1O2pKca7+/XEYKoBxcalJHEX+TplhGOi8FAlb5zCMEcxiNZCizi/jAqLUNnVeKqgYU3p9EWaTW0n7q5kG4FhjFSkJfiUgy8io+4lZkO4zAUDCPC3ZwBQUlZzVQhSrwFJB2TB1bCK4WF1eJWsOKlwmsWQyAE1TkHlkdW0bjSmJm9uShcck2KUPHKlg0yJaI1mFtbi7CiZlyATFjpREF9Z+XJLAkcFZkGLY+vrcUpyrzjnN0Cz/EhmNWUWdf62pSupuNZJRyazJIApsbQzBdgbOOCSXYE1EMCKIYoy69sTaBIm1bC3DOo/9nhFGRtb1x4kRs3QqH/dSU7jb7WT/5Iwxjno91nie0XchccnMGTEzKGqjVxAS5bIBRZAn6bkny4Bqun6BKqvaz8o2K2DX8709T6RaerMK+7iZ70y1kfehD1xwPQS1AuuIEFgRasfiTufd7wTd6pJ08/V+zKkK71PPvZL1Ug4PMWI37HG9u5bmfcUkKQpCLsJC6maGMcA4h77vsdn2cM4jjmKFDTFis72Ac9IuvlhD3ntcXMjnUvS7r5ozUUHlKIKvjG8eW80KeU5EsAouaozUT1kVWF3n4WyHUvgsEEcMkxjWm4pUjhL9YUjmOOday5kLzyHAwQlDY61fY6tp5BbX+wEuGjhnwGyVqQHMATk55N6i74t7TpM2qjAGUgqIiZAyYbPtYV0nyCVjQogaD8zFJSdjMiTWpCA6c0WdkIQCifchS7ue8hqtc1Xo9tseZUQpATkFsdAoiSVpjLjlTK5zlEEwmvZus20ElwGgLX7IqjuzeEUEhQWcMfKUdFGTQ4yDtQ7eA+MYMAwjdrsd9ruAnAe8eX2t9XEWfd/Bul5wBkkEWzYJnMWaylFigcYYxHFAygkEwHtbl3zO2mVAXaIywqToJAxDWdPfdUflCY/RWSsuycb6TymLULZTq537UFHWzkHe0TPud0N84IJLeJNOVuOuQfM5cGIiy8dUrJkTE7p6CT76eatQFG1lqbWsrxpe/NsKydMvvGg+03nnLqTDc9b+LmnAD0XnWGfUCC3ha3nmjkgxYtgPuLq60iQBgFldRTpeQsEXLNlmUBci0Hc9osZgrvdDheJhFk3c1bbxVC1vIknwMNbCOVtrwKYsLJq9qpJKDSoM0E6fN8cIruJkbXBxwZkMY31FzycioNQW1eA9RFrRNLNRrbWclR2TMLQEIGYDlyx8tvBuA1NaS1GGtTJ7hgjQ3l3MIgBEAjbCyABkSqdn1gSOXC2fuA8TCKyBNGhUjwJQCsMBp245sFrBul+sui2ZE1Ia4Z1k3PV9D86uug0lvmTgnSSgTOUBEyhtWXVF+ABZuh5bqe2Czr3ErOScnGQdiJIiGabyjo1k72vHcSJCjKmWOEicKgFGatZiigghYQyptiuhin5hJotQ16zRPmZlHRSSz6c4X9MgWqxjFvewU7ezd/IzrbGCeXm7jVzm75ildPC57rvZR4S6P+6O5iP0QQuuOc3V9rVswnUqm/BMLaDe4vD4pYttFqaY/S1jJVo5/sB1WK59mJo6uRZno1iM5Xw6JbQWX0y8uT3kruvwJr2i3BZTfVqZnJSkkHO/3yPG4r4icNPABShCReJUKU91VNZadbtBmTzX9Odi+ZTHzJrCXRQJYYBqRdAUE6njp+lcLvGtkj6vx2Rua7AyEmVJWCARtkW4OZaEAwIBhTFTya9kdc9pwF7vkMFIVNxeXNHMM0GtJQuGQ4ydpG+T/IQhC6ahLe5IaYcj41XFgMszqrWkfbCszTDF8CQDRpi6OhcXoRYeSSdjGX91rTb7wtCUAk8klph3Ivg7L9aT2FJZ69NIYnIoKBNl9gtx3TPlXYngorqmlks+s9SBZXWPOktacC7zUMbtXAdjJgzCECSZp0CPCeIF69aR9HhB/tB/qdSAoXELylozrM+pFiGVTgX1JUzvohQgO2vhVXA5a9AWurd7ao1a/9O5Lr2SlNTq1/qJ/l7+MpPlfg8t+CMSXMfpdD3CbTk8Nf89vNYku5b+4Hngcn04LeIFHb3LeTS//0Nk8hTBAToE2ZX74EEtsvm9199UjBHjMOB6d40MJ2o9BOMv1jYY0tbEeoJ3FmFISOOIGAK+9PIl+r5H1/V4e70TgNYQAOjmMqJFD8OA0hBxHONRDMiSDi+vsW2CqMjiOcNkcW8xo6J2GCjsURxhrRf3o9XEg+ISVN2aMiFpjKloENY6GIeqIWXORcqAFdpJkhmkwNgQgcmBkma6kfQqswSMg8ZISDosS7dkwHei2YtVO1miUqtV4hwT4n1GYU7reyznjJQF0d8y1xIDK2B8TcKKxMxyCoLvZwDASpdnK0XEpgAPikmoMOoEdgBBC8G5UQ4JWlsmtWrGFADdVl0iAEnjYEUFMgplJlmPY+ml5Sycd/C+g/cOw2gVPDiKlan1gLS5gCMRsjmMuHpDkkghC67etcTVagILWBXeVBUbA5au5aVHmXHqLrXotCC7JPoI7JSs6/skZ9xIJUOrkX6T8ojpu6M9jc6jj0ZwHfLMootOJu5SwrdC4pwXuTxGlMWlgDq0dormVH5vvqma2/wJ7mAu3UDnWp/Vi3Pmtbj5KR/UzLnpqvPzy09dyMdveOCeZPm0XCPmKD23slggYHnnUTvxZoVpKgXIkgwhrkBDEsfqe0Em/+STT7DbDYipFM0aWOel5UYNkhukcRS+qJq3TsrMncvqkpKdS1XbLYkXuYAPQvpZtXVqzhh4K6jvWd2WNXGhXTM8MYVSt2VceT8NwggpltxkWk5jZ2kuaXOEyQaOLcYoiRI0JHgm2ASYxEhZa9QykGMBkWWN7Vkwi9ChmMCQGjJreWonUkbF+tqzkd5XCixLpBlv1ZWkGaxkYJ2BswBIarCGIYHgQN7C9w7OlscTiKsitwMBgRghcQW3Zail7MT9KUkiADKpAJ6sr8xGWueA5fMkygcQkDIqhNU4Tt2eyTDGMCKmiJgCihlSXL/yfgXTEcbAdb3EUK2RuWjc4USY4VzKUpMMx6lHnCaFGMmqNEYaTSZmBfgNiCEgZylo7qkDmdtBOtX92JxzrM51zutotr9TyY5V5Pu70ocvuFp3WtnGVJjjYkKxEF7N12tWUXuT6fOlBjn/+9DVS/Xfw4VCwMHxjyG21scGLNyRYE18PL6gj3kGzfLA5vujU1cueNIYbgSCbvwybcyM/TAgaG8qQFEO1E0kQmsSIoQ2SUK00SpQiNB3naBn0GSl1qwympweKUUY67Q9h6kCp9RxTanvpmrNwFTALOn5ml0HgrMOzjqAhYk676Q5Y44zl2HpxAyNPRXBJcdAhXGzVnWepIEiz7LFJI1eYmpZe2klTgg56bwxTBCsw8QEk6d098LQhRFL4kRRDMTNJe47zhFGQX3F+GPJAiSBHyqaNxWhTNroUS3bMq9yV02Ckb7OwshzElnOmn5PpB2KJ7T2yWHMSEY7HBOBLFWQXjZ1+KpkEJAxW0dZBRpVbaG4/8Rq5FwSJUQ5CDEgpYiQorwP7YkGAGwInE1N2zfWwvc9QFIfCGZtKCnzS9MtZey6Z6S8QQQXZk0mSZNjpNYwjiK0pOartNpZ6INNXIOK5lol5XIjL+kEv7hLzOIM+rAFl8XkfG+oeQWnz1e1nWcv8VCjOKTGopj+UzXd5VEVMYEOHSft0bLAJwa55PK3WQQ0l0jVDlh7lqUFNWl7ZjXouvzzYJYalevgu2phEVoOW1J32+NLfZAxFiknacsA1o5SQOKET199iqvdFQCxoEIK0toDBrC+ols4DVCnFAEjCAzUWD/Mspm9ooyXAtCCNWjUbJb6mYCLzmO76dD1XrPxJJ4RYqxB+t4QrJUMxZyj9EtjSLt7J8zZG4fOdYomwdhe9JpKbXB1HUBGfGH7MVb4JGDegFLmWSwCzlTT69uYWggJlgEoo06cpJiIGbETi4sSgYNYBJENMgGJvLi5DDCEVN138kxBYycaH9PGmpYEqNcgS92Qct0YpfElAFjbAfBS9MsBBGGu0qU5wRiG8wbsCUHxDzebDs5IZqSlBEsJVHpWsSgSnSV4FR7MhGgFSd2aDGlpLYKZLACyYJLnJALYyvykgbTtiIw5ZhVcmTHlb+pSJwaMoraXrFJmBEVDEcVBXXRGknoyM0LMCjcpgtR2HYyfsAf319eIYUTUwndWT4NRS1w+kJoxY0RDSUk/ZzGJBWU+ACmqC9Ggcx621Wwm5lCeaFJwT1hkc8sLs2tMXy2NgbmF9pSccR96QBNn+QLr9Ve5+yk6FFofE03W8E2KRePuAmkwPksNTErYjXu8fXuNcRylDohKMajaBpxR2jilYYB1Hl3fI2XGOAwYcsZ2s6l9ot68eSvBcis1VVCBVrAPS3t5p3VHKQT4y0sMwyhArpnROwdixn53XeMgXWfEmqOEnCR+4UizERnonIfvPAioyBdJwV2l9YfAIwngqmjuUgIlC8uaEm9CRaFI5VxmjRspBFYu7jqWgt0y11SSDkjdrKk2NnQ1e1JS1pklCaO8Q2cdnPGgEmTjDtY6WBexD4MUcscsKfRRYKKIg2L0WbHQ7IQBOYQgLq4UEXOAczLn1jAuth6bzqLvnRSKl0LkpCnjsCXbXlaOBfrewHrJUPSRERMQYoGDygiBtEhbFZAobUdyEgFTis2rO5gZnFnLJQyMdTBZummXrEKiycUpvWVkXVIFwoVkrJbdoFZaLSiHuJWdgEWqcpWVXU1ZhTGqKOWMZAjOENhZ5BhROl9aI5BY3knj0ZIAMqmz9+Q1vPyDjvxdfr8/b/tiC64yh9XlMtcG7mLmHmgRTZJFGw95Z/TAt7pVoocmcrTn3mpIpC5WdbMWV680ZozaFkKERnt9ybwzs/uUMRek/PLqBalgj6gJGK7rYMnXAbQWGaDIITxlHlYXoroAXdcBAPquE+uEpAtx7zsYTsgkGXuGDCzZilBRbHFxZVLd69yMv8YOS2wBLQOavq8xLgZgjCSEGPWdscD/gBlsGov6IH6r8REysxcmzJ00DV4bORqpTSN1fbGboJiYGCaJyzPFjJwkJjkOO0QTYEiSL3wnblfrPBxnpDy5cXNmJBIBkqJBcmIeGVPQ97l5JwCzLYsHBLFyLAFOrUjSRIycc3WxpjRleJbYXbGk24w8g+LyzAgxaA3YPN28ZKsSiZKC2vZGyhcAvRfpe4W8Jzk/Kbr+JCyn1HiqGZlQ4cUpSYw3RSQCkjHgJLEyAmsCR+vIPxQca7xutsdXtnvLB/jIMWukBRAofeHuSl9swVVJNn5JmZ5e7lJzuIlKBtDiU7qfWfzx0uk5beveSIWYuOsELWO/HzAMpSuvEUBR0BSg1h1FRjKuoMkYLQjqOI5gFuimECNgjSA5YNpkJZOygKbmlCrTJx1n2fyi2TpJ/EgJzjpJ7vA9HMSNyKx1YKbUBclYU5JOWGQKg2pcqYrpZxrFao7WMa3h8lkhYww4cxPHwfyYZm3mJnU9q1VRBKEodhnMBs6J1eicpjiDUOu7jFV3oYXxVjI/nbjLODPCGLDf7cGs7lJnccE9+k2Pzhr0ptNsw4zaphisQMSEEIDoCb43MFZmKXNATIxQe4/ZqgAIj5TUd69DDZFh2CJDW58krm7P4m0rQqyimDDACr6bSzcBTorsYetxk/Ir17AS+BOrK6vQylljfTp1kPirdChIGIMUV1tdd6yWnnfSDZnB4CRF8zEEjMNeIieWEKxYchbQAmuHnC04G01OKrurCJ51ZfQm5X39O1oIpMXf3P7yJLgegCaX1N1N2uPur1pd/hG7AB+DBCqI6w8zFPNtxDAM4qbLkuIrrckB2SwFKV82voCVSvzr2bNntT9UjBExRBAi2BjshxFjlFiVWA0Wznr0fYeNAvK+fPFC0rSdQ44J277HdrNBzsJYrHP45MVLjGMAlDlnZgw8YkTAEJIUtiLDWGC/HwCCusaSpFY7r9aNxEnIWEmCgGrgZkq1Z7UeCqNZi0uK61SnRr0ABXR3SsIuAnhC4Ge1AMrJ1gpUU6/z6krq+5QkWUDIAQC9EeHmHCHnhBQCwkgwJgi4bzZg4wF4cE7SDVghuYw18J3TOicGIJmiMSaMIyZrzQn0EUOTTBLglOFLsTUQEzBG/T1P88HaOVrasMhz5CK4stg1kukByF8F9YNAJiIMA0LYS0F0O/c0zUfxFBCRuFC12NtbA04JWb0Hxhp0poOBtklhhiUj85akS7IUvotKF/IkeJgZiQXyq2YcEoHUck05IWWCBYG1+3aNbZxgSbf3PJ1yFbafPQmuB6UqYG7jEjvnmo31wDcsFj3rQe4tdPo5Wg/0OXTuQl5d9MoAhBmv+SAO78U513hLQbSICkwqFoGkIBdkeIaBIcnyAhm1NCSw3RmjLec7zVITlHBmwY+DCsgYpf7GsjDIgsBOFLHdbnXeSC04JzGYTtp1GFHJ0WmfJZBFCEHulSHxHk5TPKNkt6lWTySxjQI7VVq/J80MK3EWauaImgzJWbKNxmNKNl1hqKaZ+8y5HmOM1czMYjUwWMGfSYt2yYhrLcWMCNJaobkHXB6FYdXiJSdCxhrAGhYgXy6F3gnQ+I0xJDEhRSaxzur4ct0/JZVHYJkkqcZ2Rt12Wu2m48lQV2MCUhRLSwQZIWZJaCg/xUUIGJ0P1OeaUCemVHVTMvnKemlcuTWl35QiZS0qVqR7o8kSKQRE1iJz7SnmFKqJWHq5DeOgbWIyEiUIKn7ZY6iegOJwtqQta4imzNdaCoFqaS3XysFW5Kn32M10NvdY/NyNvvCCayZEStZfI7z047PCUse0EwIdB5L9MaDHGtZS+J8V45IXMJ0D4Rys57PGgURwibUE42CKq43FJcPQeAdlEDGME+vAkMFms6nuQhEmRrIFk1g0YMkQNEXh0JhDCAFgxqYX6yprIB5dhjUG236DcRhEwx0D+n4DaxykkFeEjqCBR5TmjhYArNUuv0Urt+i8h+86DMMAxoj9OCoqg7TAcKAaI1nOdbsEhRHPBZeaXeVRZUw2wSRhcgVZBFDrqQhKUsDabJAiIxIDnLSD7xTHrQDCnAUct2HUzgLOAl0nXX9TlGuwJtWUolkypvY3Y+1tVqGdS7POLHh9xIy+s5ooAQiOH0ApI4MEAT9LIsMYJDkjZRVcWcYQ4ySoiCaLK2fWFjSiuIilSpWhixdFcCVLJqcICklTl3KJacqt1UQTK4gWkaFNNcUac86icxacvLi+FS4K6rpNqVjdYi0ZIplj72tfNgOogiDxR2OtAiUDVYqCUNPzuWQSTtbRLMR1VHDx/HcSoT/9XjZ0ObK1Qdtjbk9feMH1kFy7LPryx5qr4IluQSSxCUapTyJNRiZwYoRRrBHjnLrSpvYaBIXbgQGZjM67WiDqvReXnrGIFJEzwSRCSBmRS5FyiXMJpZzBcUKEL9R5D44ZiSLslvDs4gLDfsCrTz+HSYDpt3C9A2JGHKRlxbAPIGthvYfrvD6bxLliinDJIzOj3/SAMsbr3X7mCswsSR7F9Vc6LwNTbAWYLIWSml0SKsrxnBnjEIRJ+1xLEHT61fJiBAAhZnTRizDMFikK0+x8VwF0jRVLLKSIYdwjX3TwvUPXSZ+sHHuAGYYsrt/usN+NuLraYxgkuaPve0lmgNUu1QaOxF0onlKqlqogXxCcA5Qrg0gQO3JMSDmAySOzRc6ElIFhDAoCbBHV0oqRBUNQn1qAh1Hr55K6jsdhgAtTjDQp4gVp8NAoPmDXaWdOXT1GsLPAyAoBJbzCWQvrHDoGtv0W3pmKfJFVz80at5VieKdlB4LHiEyAtdKXzUzSllOSRBcj70fwHg1gBEcypkW9n9K8nGf68ma+1QihgvfYfNeqoYAoNucmcxyjD1pwrfrzz6CDGoQ2Do5GR2gn9xYTXbTccq+SVJCbsR6uhbmmcy93XPNdobkbh1d/r6m+zLXGae24c8Z0znm8qImpLozq1VA3TIiwmhbcWsNhDFLDY6WGiWp6scRvvLGQWher/ay0nfwwSqq7c9WVVhl9Lm0tGF3XTVp1SurWM9rUT8doDfpNj+1mi4vtRXVdxYsLcJJsL04O277Hvh+EcYaEyBmUk6TdU0l35ppOHVMCp0aISCWArqMMwyLEKZeaLmWSZGrMo8SspKhWkwRY4zhae8UV/SLDmAzXusaUAQLqToQIPpsyAomFEo00onTOwxoLSkBMQfpPpYQQBhjLQCf4gnnTyTPEjNR5cGIMg6S/j2HAbnctgkuZuud+yihlsWwCMVxgOHKAJWXkUpsl+1mttASMMSAjIbNBCIwYktRmJUbiYsVwrbETCSM9wWqGoQqxnBmBtZ4wi5Av2X8FRqnEHktyzSzZiwgxJCQkxGIpgapFmhIjJ+nLlTQ5gzVT0lqHvgfAUdd4bvbKHIKtuiUxZcVKUqOp66J4MNbY2loG61lEi39XSJTKhu/ekT5owfUwRFO21exTzCb2rDlWk7t1MdaTGdU0X8chPNR0HoSqC+DY98X9shAy94nxnfEorYt2us/kqmgp5ywuNSIFlBOGU1qLsDJjFCVB0baNKUCskhzB6mqLIVRdRWJLwiCwENSGClOcEiEKlfNLLy+nbp6S5cuXGddXV1UD7roefdeh7wPGEJBCVOtQ07L13/qTstZyJUVbJ3XDyTrKTBPE0WLuikLXKgKcpfAYrO7wLAp7ievUjLiCqKFp3QUaqihj9v9l729iZVuStED0M3P3tVbE3ufn3syqzMoGnhgw6BEtNVIJiQGIkviREHT3pCQGqBuBhMQAMUBCapBALbXU6gEqJgwBCcYMkRAMmCAESIxgAHr19F6/11mVlZn3nrN3RKzl7mZvYOa+VsSOvc8+P5l5763rR/vs2BEr1q+7m9tnn30mpruYq0AqIESQYPJHgQXMhCIFIsWZd4IkAQRFSgEqlmg9HxekFFCL5RaVauSZeT6BYwK3OJvDbsymzSfiRIrqDEZ1ViP3XuXXbfT/7GSPKsCSCblY2RXLf2KoWF5Zre0e2A0zVHVd1GjvZ2vBTnXljO79ng2A1aM58zk8llhhOocxsCuuNIJIhVZjChpLVt3mGYSsLSa4LZp6Abk10d42psUVPZSa9snah1uvuZRy+iDD1a6xz3/bcY2L995vMXzZvjVcn7qdxWfWafirzSZ8aDA+RXb7x7Tt3WpK3iuB1wZ5XhaEEKGwCUkBD35HcEwIwRJiq2y8c2afkC1wzkq+qjVyQAiWe0VsScMpJqSU+rmICMZx9MqziuPhHl/WL7HMC2KMePXiBaZxwIubPb4IAXkp/Xi73QQKARQCcHfAkjO++PJLTNPkNb0InYIPQc4LlmVGXhabii0S370zVYBjQGiwH7B6A349HEK/a+oWnjzJWUSQsymTaLT9LYuV4ejGj+vq1TND2Vh42RNfCxQ6FwBzj7eY56MAC7gAEPFcLQIhQqp6/prBcvvdgMNxQa2CeZ5xM45IQ0JMA6pP6LUCkU3WibyiMnMAiFEFKAVuhAQpOhEnJBzmE46HI46nBaesEA2mMZgVoAgFQ8WTsxsMWz2tguw6pK5jwT5XSMndQ25VR6wysYCqglbdXEAa1GfEIKP1F3z55g2okVKIUPMCqcWuN2f0KsbweJUzK+FkFjTJre7FtPNkrCaqfdpen9P1H7QeA/uAdn3d+TNp3xouYANNfYp9rY77V8FU/SLOoRvpzcHPVnRn2216u3L/7noXvXaSf5+DER3mZcH9/b3R4DujjvuzZGJbiZMx2Rr0SNQgUTi9nHvhPQBdBy44UafpFRLQGX6n47ETPDgEHA4HnE4nQIFhGPDi5gbTNOE732Hk7HWYimAgAmIEYoQy4+7+gJ98+UU3WOM09oA6VFDKjFoWp0HDpKpUUbJ5YOw/DXchv+eBLRayXdCSM+UUft0K66sEpJSMnk+CpS5wR6bLE7WV+0gBgFcOztnVO+yYVczDG1LEMEQQK5TM24lDwFKKGaMYMI7AMIyQ3JQuRtR6j9Ns5WmGabI0hLT2IfMCFbWSa0x6dWs1b4mgUFZoWHOuRBVZ1O5bGkClouaKnBXzUsGx0exD90y0Kep731yhe8sPNI6VpV2UUsxYe7y0GbZeYVv90fjvXMxQw4+Vc0bN2SBZdq6kqqUgiPRKxgBcfovAmkFd9teV8KHe9VutLgCoZwOwGSwDGS0x+Rq2dxYdeSIMsbaND/cMAtqnWgh/a7g+4dTeuoyHih54W+fP7Npx6ZH3nzzoOzd4su9ddKQHSalX4lxPdb6rrMpNbMreWM+tn+PFd7dH4E0NKyJylYsFh+PRkU6buHv92gZ7YZM/A/KJel1RdljXd74FcJs2oUnRWRxCmSGoWBbzrpgZHIyuXXLF8XTyqsUm3RSmCSm5ZND9EUIEZYGGgCkvWEoGCBYP0gCQyfOY0alWxkOcceeCvVbQkQ0i20A67T7b367i7rWgtHVGha/Q/V56bMVgQYsBllJcu88m2VZZV6EI0WSgqghqXswDYvODzXjASS3Un66CunHRDnkZoaNEgVQznuNYLNfNPVTLW/LE8v68xAxkhdXIqgJhl2sSbZVMAHjen3jsk121nVopFYsbQVodMB8jDgc2o6cu/LveY49heW0udQ+4FYG05G3bv3XtRieHky4VIk5a9+dSRczDKl6NGQB0hYvVn6HB1oSgAiZTxQBJDzt00mB/0Ovoks14WJm9fSn3YLw2m/Y8o9UudQtCXm8tR7B96Vuo8CvTtOPNa2dfg6jruv+RB/agD/1iYDoAq8Hqk8aHd7J35cSteW7iBqSVkbChwFuiCBHysuBwOODLL98gjnv3UoIzAm3VWlARwF4osKlou9HaWih1mjWhQ25E5EQGm8kY5pU0uvN8mnvcK8WINCRXvVjXn6rGGospYQQw58VKgVRgADDtJ2St2B92ay4TBBytMq+UBdVmUBCZuG/gBGLXM1TaTARrnwsxIkbLHzudTshLtm1c8UnEyoIgZyM/DKmv/ktL/u3MtWR/q0GX4FUhRGpGihFDNGV7hXu5zpYMbJNjGgghJqejWw5XjIRpnLCcCkoxSaIXL27N8/MYVp5ngAhp3HnNKVOTL8WgtCMpYjRjFBsd3w1P9Xw+EQJTQGAgBvEcL6OWU4gAWh4W4BGtdWSqo3FY49JEMEUO81+R2vCgFp+svggoUEj32DsE7JhidC3MxhRUVeTjAmmGS6rvq5rmoD0+V9kQg2DZKig3BCGQ65e4tiVkVe+vCq8BB/NIwd3gtWu7GJF9kfG8cU9XvS3VPn20W7oZdu/2zp5q3xquT9k2DtMVhwVPgsD0js9/Du1jjNNz998p3T2g3FZtPvm2d671a185zvOC4/GI+7t77BAxhRGBg01Y7TpUTR7JJ6Utds9osXxfaTs9lxW2oiZneykAXxFHZtMbvLnxSdg8gtM8A2QKD9N+BwFwnE8oOWOMa3wpDhG7ISGJ4u3xhP1+h5AiFIov33xpHkMt0EIQJlQhp4XbuR5ztmKLXmaeOIA9EZUc+FG1/J4Ujfo/z4tN5E5uabGvWhVVChJZZeVaC3Jp98IlsoJC4QZZrfhkh5tUTd0DBBA3sqMvDIJ5ONHOMQ1m7JZcwaeCIVo+VyPNtMKD42jCvKCAt/f3qKKYT7Pl5bUCk2zFJI3wYiVTaklQGSDRDBQH0wMUV72IaeoSWuqeYZW2GHJPzb0zOJRm5V/sO1VWYorde7hUVwKl1JOjazGl/FIKlnwyb6l5/F5CxbQVFVJNI3NI0Tx6YnCMkJI9ZlZ7WRM4MaePkqhnY8Ug4/NhYmtkc/O2o6strM43/BTtmfPG2fT2cQf/1nB9SjvRjdb1nT4L313xxfc76Du26RPLlXO5Rnun65b3g9tZUrevznTDhqIOSTVPp02Em/MEbJKo1cup+2unJLe4D8irv7pmYWcFYrNy3oAkzRluigz9PVWoT0ZSBSkRxmEEh4jj8WgeTSkOu9kquohBhodScDsZlZvAmPY34KYekd34xIDbcmtFBz25ucFL7IoHtgJvsRa7LyEGq2flV8EUevxi+/xocy1nTLH2v0/cpn6+qYXFBCCgVpMKMtajYFns/FQVMZmXVZ3MAC/YuZSCuCyowmb81OJSrQglNEGEUOqqC4i+kPHincwQtXIlOWeAjN2IaF5Eo6qv0k8KHhI0MiIxSnZBXgFGjaBgRTo5uMQVYaO073JVrZ83iI8BqMdJXXZrO74bdMfKEJZ+X1QVofrz6PXXzhmeDahb3Jvvhsb20hPASdf8Re6bnJf/WfN8t8/f9muOUPPKGuLQzNgKrbdrumzvtZBVoMWYW9v2tvPt/PdHVEH+1nD9jNrWzT53mTdu2c+4bY+//fs5BvRBrOv80yuv3uN8AJxReDdQjVGD3TPiVt1VOyZequfOuCGsUk1FoxRQTD45RaQ4gIMlJl8abKatAds4Y+492NkAUMtlWmTGMo4YhhFDShh3+66kocvS70GI0anuGce3byEvb03GJwSwV1nmGBFTBMeI5B5eLpaYnOe5X/eQIsZxMNkqEcTqAX8nAzDFdpYIvCEXtJhWe3zMCGQSQlk2RlGtsKTFnjw3ScU8T2YEEYQQrSSJrhT5Zlgb4F08FkOueK96QinZ9QmBwBUxMcYxutoIIUXyUjAmNQVYFebqKQAcgheutHhiExiGWsJx8LL0IoIle8FKrZgwIIQBtSpOpwXznCHKGKcdOERjiA4JVYGaazdYejaBuvdNlrCrGj1m5f6Kd5pGTzczYGVjmMk9TQVnXhdVaAbS1Usc08w5m3q7P5/WGjHDnlXonpr7tt3k9MUMsD73RtzwZ0TsRjZwh7r7WCQ3Xd2YPWJs3tk2sOMDQ7VJdD4zhB33+KD2reH6ObVLvPer1FYj+7gZehYxo+3vXQfswasrq7HNKZiEDyM74aEFs+ecIaKIMQEwuaalZKSQMISINI5IcezeUxuS3Vh5yYlutDZnzE4GIPc6RAHUitNpxjjuUKri9OUd5iVDlDCMOwCEYRiw2+1MZX5ZcHc8gqHY73fY729wd3+HVApiGmwV7QnBN9MAvHqJ05hwf3eHWgrGccB+v8dut0MuBVwqlE3pQZvh8tpXoooQoifJGkkki1UlViKEZEOcYvRyvgAxdXHc6hqACvW8qwwQgwqjYkPs4IBSi71kRi6tgKNNyslVSUrOuL+zeB0gePFiwm4aAGEwCcqygKngeJiRZ6s/FWJAlWykmyUDHEEx2jlm6dJPzIppHDEMCfsxgVBB2hTazUMdRsYwTohDQDotyLXg/nAw+JcHvHxxg3HM+MmP3wBk07wS3GNcva6WCyUBYMFq3PomLvrs3RnECClZqgEZvMm1gF0pw+DYjFyzkTDYxHNLNcr7kIIBvs3rdq+JSTEEZ7gqTIasKU8QbRaAisYkbMvDpqgSgj3vreFCX0TqQ2PzNWhfa8O1dZkfNF0f4fl3rng89MiUrf3j551Pw5Q3v7ffV92CN5dH3E6yDbFoxuKJs6CVSXf19B8YJDv2CjevK7B1Hyte+XC35+/pZnPx13Q5FPT87Ntx15Xu5UE2q0iHsNoKv6rieDrhtMwdNFEvXW4hF08+jrQKp/rkbigibbFBoMcP2sl196v/JgZKFZyWBcNpRhpGtFLpi+eSNQabQaImklu1qZEroq4xphBjf9oiimlIYFVorTgeDoBaDGQJ0T0h7R4gVFFLAQ+xe1PVlS/MOwJyrT4h+71ROByITiFvsZdWN6pKS4hWh50U87K40bKYn+d+QxVYckEA2XkrwMn216rxNsIDwZTfRSLmkyIEARMgylAKUFJjW0bT0/P6yAaJ1tWotglaxLQeM1v5khTcO3WqPREQImPHCSkFHOeMvFjxUdWKQKYF+OJmhzlXU9AQgUiT03IyBgNEClZTqVenuKs6e9Hvh2qDWLEmFze1DVCvwA1qz6NBhmsyCFStMjfZMWPwXDUAkYDgXpStOozpaJ5xKyZq++CmHONduyELjbxknpv1u96f6HLuuDbPPJSHerDFM0hcje+0/ftD29facBkCff3qG7x02Yjg8MT6hrYPrrR33dsLkAFdyaAbPXpkJ4/suVuu85PfGq/HKOd9Fys2eGXbFoC+PI3HOtzTntbWLPY9ULsX6HlRZ4dyo0XXMO4NO0lhjCgRMS1C9zAOxwNO8wwBzgRZbaVrsAgxmeSSU4uDf94C3dRXrCtc0fpB00Q09LDVMwLmOeP+cMTrYbLnrIRlzkjJJHlqqab0QIRxnEAiUJhhCS3mIdLjFcbOK0gxgDEAah5JFcEyL+79OfGiNvkfM8QxjQ4BRSz55IoQxZKJa0URdTUH6mr3XXtPrDy81dOKACnEKzgred0tUixlMWKEqimPUzNKiryYF8y+kIkcTNCYY1dNBwEhjGBKUElYFu3qGhxir1GlrGb0oEi+CEAFwMaQE61dZkuqyWWdJGM3JQzRRJPH0SsfA6AAjCliBIMj40ALdLGyIFBT8n9xu0c4LlhKwbJUFGoiu7YAamAAs9W4qlhluSyuRb22lqiAFBCtxoiU2r0xK+LYysEEKLPHDZ3d6B5fS1I3BqTljLFavlXwKs9mVGsfSU1NhLzfWr/ytAlnETKRFTMlj6s2w9Vjyno29SnOEYjNwHw48B/56OGGbd56xz7fo32tDdcnaV9lDK+3J+A5fUSB/anAqnfYpvq97VH00Mr8HG7PNQ+0IYqWFxM5QGFU7sPxiNlV2FOMpqAAQvIaW8xWxLFUE4+1wpKrqje4qXdv86BoNWYKU0cQ0+qLKWEYR5RS8ebNWyxzwTSNCDFi3E04nU5Y7oxV9vr1K8QYsdvtfRIy43CarYR9koo0JACuTVgMfgsh4NWrVxjGAYfDAff3ByuZkpJdX61YFttHiBHjtANpQCkZb+/uHPIjxBAR2ERsqxttCM7YcyICIQAiYI/dtIkWDTprKxutKxvRY2SBAwZa76E9qxXfoI3CuyihCHnJDYJSBIIV9eRgNbTAtesMNkTT9AMrmAVW0RgYQ4S2nAItMA9ErUBkimBWCBX3gk3rcJoSDI0j3M0zpM7gkJDi1On3GZaQHT2hfCkZtRS0PK5G/mkL3krmtXJtcJv9NI+2L+aIna/QtUugMYGUIWL6kuILafWKxS0RXmvxHDrThYTn8zGL740A9ThnI904aYRAPW9tTVL3M1Wg5fKFTzWwN4vTZ21+dUH9fu0bbbg+minzFWp22rr5+/z1u4zX1et+4NXR2e/zz9bDX7uDH3ZXr0OFV4/PVr+plIJlXqz4IxGGIYGizXqNPaja8pJMrijFtLk2dIN1hvl7a5ThluTLRF5Kwox9rRWHoxmVlBLimExc19vhcPAikwG70Wp+TdOEODTBXEUuuXuArcil7T+YwQsRKQ2mxcjmIeZaEFMwarUXF5S8eL6SFaYUOFFDFEK2IJHidO3msSic2AKQVpRKXsre6dsNSnUoqnU7tRofaN5y11d0yr7CvQ+gMzkNhmyLA+rebMttMjKHQYxKFp+hhln4IqJVC1ZVFFUMMSANAUOaMCS22BA159mM6pwX5LJATwtSmqBCIGdhzvMCUIEMxnRsXnYuS4c3i1anGrrhKo0B2fqp9GdH7LWuutSWsSwbkQVAV+NYF4mWX8Wwc1ay5HPW2sy77VfcmG2GSruVIEcMe5y43QQ/r76vvvmVkfbp5sLL+en8M33w9xaW/ZD2jTVcn0rM8avQzqjk65tPdrtneV6bfW+N1nUj+GHn/o6D2y//81pdydbaKdVSkJfF6mU5BV1DcImiVo1XejJtK7exHnK93v6DTWDeJ+eesKzkuTUrhLnMM6oXd3wxJCvFAWBZrCozM1nplGTlLGJKGGJAzqUrQrQJJoSAXFykVgTjNPT353lBVTM6IZgYLbtnJSrQarDfKs6rEI4gFlf+aEbN2HoKQA3hAot5NlQBVjLvrHEq28NukyPcQ9cWP9Hz/ke0mYxWaLkljpunJ17eY51gWxyHgit0wGj1jvhC3Sg2lfSqAh4CUkq42Q+IwWC8Bn/B4UwRYPGSNzkTCNFiWCDkku21BICisSJVndHoaQGkm2t0BQt1A7SxIKKKAFfk17V8THse6gU6tbtiuvF8GlOx32o7f6xqG0TU73+7tnZvuPfdNjio2fq+/fo/zo7zng7S9fYAJHneBHG2mP6Iw39jDdc3uV1ztS8N0Pvu70O/+7Ht3HQBl0NqazjN2zlafKtWNw4JyhGuH98pyLkUELETBrjfsyZx9PS1+rYh+PyixrZjE0k9HWeUMiOXgnE3dZFcEcHhcA9VwbLMUGe7jbsJ3/+l76CK5SXd3d+7UVGEQK7SXpFPR1QVRPfkOAUsOSOXggkjaHGK9cYY1FxBDjkuc4ZWRYwDoitD1Cx9UjZiNvoKgQXg6jERB7jMszZvodWdslLxARrcqHNAZEsrsHihxQSLikFaTkIgVZRlQagV1WFc85yNAh5C8BiSS0K59FTwc2QQKpkAruQMjhZvCwykIWJIlpTMngOmDvECAaUAh0PG/eEOIQyWMEwRpQIlFxwOb5xsEtzj8Vig1DOli1qLO0ot58z6KBFZaRxVUCUoWj6hQdTV2YKENaaJ5j26gVMp/lsQUBGgAKMrxrcKyM2IMTUlGIuZJQ59uDSb6BSmPqpaJIRAKzRILqPyCT2un3f7xhqu84TCTbseTvnKt8fgv7bubau+9/UunwOnbv9eV3gf3x6e6XluirgBEVevyDnjeDwi5wUKxeDxLGW2CUhbrlFTN4iea4MOS4gAm5SZ1dPESvJoNZpMYd0SmRWEyBYDmaapw4fzPOPu/t7U3bFRZIDi/v4epWYcTwcIYLCmSzGJWiHE/W5nHpuvmpv+IUcr404xIHr15CXnHkxPISD4JJqLa9epoGSjmFeulpjsC/sqgmoiUhCHn5rYeI+B+C+VAkBNgWOaEIgxxISWH2YSXdtnxh7jsXpXqs5A7PAVe72v2uFbM9qeZM1NYYQ8tGZ7D07bV7NsBsfVAilGHZ8GQooWK1pyQS2CqqZvyGFATMCyHFDKPVQJKU0ALK3gcJxxWjIUVnl4nHaWRE6W5CxiMa5t7A6bc2vNSC8C9VpvqmrnIPbM0Ap4ovlT4rCrK8tXM16i2bxeInAKCLC8LZW61voiI2QEdrLFpg5bk5jylcSZ17yOq7W/2zl9molwJcKt3nb/7Eo44lMgYN9YwwVch8nOYCF742vTLo3Xudv9sNNcbvMcRY+rtPpn7OO9Wtvd2eB6elMrGWHGq3lMZix8SiDq7zeYqv205NyGUm3b5fW0oLaVjGjb2LkSW/XkaZqwLIurxXvtJKzU5BbTyWVBPVYsOSN6nldTYgeZrFIVQYzB6combcTu6fR9ESFEr0nlc1JTrI8KRLaqubVVbRaFaPXzWCc3KLwmk/cWr721onc2wZk+nna4sSfI6hq/MV3JtQJzm7tqK3CFtj8GUUXlVlereozLSowogEF58xzZ76O9IzE2aQuIlA4dQtXll+wBUbExILYiACi6bBVjWTJKEZRMiMNokl1VkHM12LQKOCRTJPGFxyrSu50tHo6TBsUqNoLGDhGK12JrhotBrsjhsKHDvOqiwsFFc4XhuooGVa4QIXWlDcLlsNlovjwyrHp87JNghWeH3sw/j2yiax+z7R4kzbxX+0Ybrsfa2UR95d51nL7/7cPoIx72h6wynkr6fQwqfG57LnHl08QH1/iQ/bVRiX5HM9zeij22GlyAq0sMg1OqHUospU/8McZODiilrAQBtAl1JXM0KZy2X1OusBhTE0wQhxmtIOSIL774EkteoFmA3RpzqF5rykq7RyzLjPvDAW/v77Hf7TBNO7x48RK73R4gxnE+YSQgJcJuGDGOoydIOymkFrByJ3yIx+BCMCI0KUFG02pMIWHJtcdkAHgBQUJQeD4cutRWV0DXNeeHCC7hpBD2GmVESMxQqchaUUuGQhBSMBJLo+y3idhhUJusqHu7Pe8OBKAiRj+PGpDcsEVenw+pIjKjpIRaM5bTCSnZtVscUwFSMMOIK65HmCsBiODAGIYdjoeCnAtOpyPGCSAKUGKEmKDV5KGOxyPSMCAmEzlusN95buNDFEc92dtdUe8s6HJkUnI3WpEZXb2S3OMR26bkBRwIiAygESsapV09F6uFyNpzowd2qPdyWsfO2WBqyxZHax4gKGdG6OkF7Ye2c+mpD2vfaMNlOTvb9dLDydoe/PUHpMB5cdF3rFRW0uvHt7Z6O4Oy/HqecrevuebPPd5ztt9CDfb3Zh9+po/tX7H1Stp3+vLgwXd6ralixfpELB8pxggKTSV9RUcE6Aw0OBzFHHqtpLAxaFv9wvWsaXOuVo69Be5FM06nEwiEzz//DnY787i+fPsG87KAmV05w4VvmVAhSExAjFjmBffHE45LRi6Cm1yx2+/wMr7C3d0BMS7IRfDdccKQBqQhYT6ZBJSKYhgGLIsphtRSDQ0SNSgJwO3+BsPrEW/vDpjnxbwJaQt7y+lide+LTUVepKK4B2teHqMWE6h1UqL1f4FVcU4JEYyghLfHEwTcNNBRfZJvWoMqgmWesduZskgpFSpzJ9eklMyLVcWJBRIDIhskGYMzFb3/j0ME04hlmjAkQkyMlBi5KHItIC873fQmiAOkKHIBSiXz7NQ8r9Pp3j3YCHL1EeJgydvzjJwXSIPzANt3DyTBC04CUPX+ty7KRCznrAnudtacG/NaK6Sie84BnpTsidehFcqEGWz2FVmMEYHaZwLq5JGVsEHEZwaLNwttQw61w9s2hvWpqeyD2rWpY51PVpRIVcHCHzVRvrdY1L/+1/8af+bP/Bn84Ac/ABHhn/2zf3b2uarib//tv41f+ZVfwW63w6/92q/hv/yX/3K2zU9+8hP8+T//5/Hy5Uu8fv0af/Ev/kXc3d19+FVcac2qb9ljl39vV+FXm77nvbUlzqclOdD5z3MMy/n1Pf0+8PRq6n1IG375T7az+EgfdI98b3O+Fii3AHiIESlGT57Fg/vSYl3bmF/zpB67Dz0k2hXUaze2zYOopWBeZsyLGZQYbd2Xc8ayGJ06RIuD+XwPE/w1g8lekXnOGXeHe7y9u8dpnk3t/jRb/tbhiNN8siKFHBBCtNIo42gVmVPquVkMo38TAKlmEJgadMj9vpo3aKv0liQrGwPfWIwhxC7eq+qq5RT6fWMYZDgmqwwdPMjfvOGSC+Z5xjzPHUq1ybr2BYVUY3zmnJGXxX9yF022/rEuIKQUlCUjL6XnZrWyLjlXnE4Z94cT3r494u3bA968PeJwzFgWQa2AqLEMa3V4sApysZ9Sayeu5OKSTE6GKZu/l2Uxxuhi19VKwLR+Yq9rFySGqt93WF6WNPjw4kfNKDJZrI/cI2rfJ4cGA3ndszZWsPW8dO28fQyubNlLw9Hu68Mh/9hc+PT82GHJd4z7dRyv7NOfq8d1f3+PP/gH/yD+l//lf8H/+D/+jw8+/z/+j/8Dv/Ebv4F/9I/+EX7/7//9+Ft/62/hT/yJP4H/9J/+E6ZpAgD8+T//5/F//9//N/7Fv/gXyDnjf/6f/2f85b/8l/FP/+k//eALudY+BkP9kKabAKW/s54JrYPxOW2b7+J7eBTKewgHrNf+qYKh2+MBmzAVsMrY4Pz6tne/rVvbYoE6ZLTd23nr3iYTJFefTNzjIsYwJJSlXp4hOna4OYctPHj5LLbpBjYWyVJ4yOId5s6Ztyeq+OKLL/okGmN0o6W4vb3FMEwQiFPfzfgRM8ZpQjMIuRS8efMWh+MRw2BiwEaLL1AQXiwvUKviZn+LmAaEGIFW80sUb754g8ARgSPGNCLPGafjEfP8Brv9HkS2ei9QNGUQcvirONwXNvHAEBNiTBbHEiCTCQfHkJBCRPRjMRyiHQNECbMosq6r+Zwz5nlG9IXFOE1Y5tny3VJypqN5imasCkoMYBo7S7FyhYQ1reF0OqEsGaqKz77zGpZDRhCtmOeMJS84LScsy4xaFUUI0+6V6RXGBNWAIjCDVRXwqtiW9Fv6gsg8bGegEmBU9orqSewrMYW6V8nMtgioZTU6Hhtk7zsmJeXem49KVTGCjCvdB2KEIQGtZIuQ78e9M2dOkvuUrV+rdn0XkEgr2LUZP+eD8CwEYjt4t8XBNSP3sJ2N9WegNx+bhPzehutP/ak/hT/1p/7Uoyfz9/7e38P/+r/+r/izf/bPAgD+8T/+x/je976Hf/bP/hl+/dd/Hf/5P/9n/PN//s/x7/7dv8Mf+kN/CADw9//+38ef/tN/Gv/n//l/4gc/+MEHX8wvvn16HPjJFU876nvGtz6mnXW2S8/t4rVgrXt11p62V72JWGZRrRWn0wnH49GlkMhV3xmixrRDC3pvzo17DaSVrPEUlGlQrE8s0la3ZuiULNhes0DlgMmJFtM0YZ5nQBXzPGOcBldg2GFesq3CVcwwuMqHYsGSK47HGf/P3/x/4fPv/hL2uz2maYclf4n74wlfvr3Hdz7/DlKKSClgN5ji/RCzxVCKICTFGCNkt4NWxXJacP/2rhtfYktsBdvDCAzTNcwFWrXrOuZcUZMipQFjGhFuzYvbjyPgBRwDWUzRmIiC3RQRBChqx9qlydTal8VUJ2CViiOF/hO8mmXzYgMbfFmK4O7+gBgYQwy4ffHCC1QGjMOIQIxaC96+eYuYQodj53zCkhfTrjwcMeeKeamIwwnTbo9xnJBLQRUGhwlpCJ0XQWSVtEX8nkgFK4HZRH8bMaOqotRq8mFVIF7pmYgwz7Mx/NhKnzT4LaYGSUdEJixeoiSAME6D9ytByTMqmYoJCVyezHP8NIKZEKlVM3AIsHXxJltH2txqkPLqcV3F0tblJrUF2de0fdIY12/+5m/ihz/8IX7t136tv/fq1Sv86q/+Kv7Nv/k3+PVf/3X8m3/zb/D69etutADg137t18DM+Lf/9t/if/gf/odPeUqfrK2COE8/7PNVxHk8x16/R2fZwuuXngxRXzE11//n0Q/PbI2uslF67fNHGrXt9Bws6CXU+55sy5bfsxro1WNiDpBGDtjAFpeQ4CWU+Cg55YEx3tz35qGE0MkYLYfLL8cVPRhxGEyM1+EywCArwI4RQoKqJcRawUdCLoIYjK4NMO4PR4xDgtSIRGTGBoRAAXnJkGJVcIdhAL+4xZBGfPHmrZVWqdX7ifQrCIER1DXrLDoOEcW8ZJQsyLFAxhGDe0zMAaVUsAKS1BRIVFG1ALXFUmziBwyS3E3TxjiZN9E0RcOFzFYTfW0eW6v6OyyL7ZushlYiQnCiiwkZe2hJuf+IsstSEfJpwZIVIcw+TqzPhJBQSu19y3T9THuw+n5FrQApuSFg9QKW7tlItcR2cYgwBoOCjcVjTJ5YAoaUrNQJTF/RCkaSw4BtUeV9QpzmXysYJvgLi9atHpf3+sb0BK39tcOHDRbGw3nqbIRuxl1DGtp00ofe5vNHm16+PPe03ul5fcQ6/5Marh/+8IcAgO9973tn73/ve9/rn/3whz/EL//yL5+fRIz4/PPP+zaXreHmrb158+ZTnvYna1u4efusPgqquyRb+M7p4btn238MfvxU60anHw/vrgfXr4HaV4CV04QGsax243yQNfabGao28ekqngtGdct1vmxocCv3d+w4K/HlzKD1c13zyVQByFqGHcRdD5GJnHywwlrLsgBktOuURhAFZCqrKoOYcntMyT0ixrIU5Cw4nRaMw4gqACggDUcjS5SEgT1pVIEYE+a7O2S12NB3f2mP3bTHyxeMpRTIvaKIJUCL+D3xvJ/AwcgT3QAoliUDyN1Qvbp9AUpmbkpeQFVRBjGoT5uMlInEQmmlfDP3OFzzaMqy2HPxexgb1Z8I1J9vqwVmzznnjECM6OkHHO241YVj1+4eQaQgqgAV2ycT8mIsQVMciZjGCTElL7hpcKvdEusbjAByEVt1NiQTAcwIGoBg0J+QoJYKLdJjXKHFE6FQtaTjEBh1MOg1BoYWI9AImfitLTY3Y8NjhCJWDqZWgmPV3biz9+ewsTCqq2B064/k8OKVQQhcmRNWmHw7CLafX9nV1bZueGmwPmWoorWvBavwf//f/3f8nb/zd37Rp/HOdrZq+ch2NQfNoSxa3+im4MxRufL9TwUlPoXyPXnp6mfZPbTnnM+6TZPRAYDiagaggDjtobotsQ7oJWyI5i21c7luvNSNpF0Jr/p0gjNR3mVLyXeGYvW6Sz/96RcAEdL4BtP+1th6nBDYqiPXaqtypgBOCcO4w/FoZIzTacHptOD+cER6c4fD4YSb/YT9NCGfZtzsdkgh4rvf/SVAFHd3d/jpT34KqOL168/w+Wffwe/5b36At/f3eHt3hx/9+Mc2IaoAzMgFyLkiz5bXxCEixIghDkY+EcHbN/dgZWgVDC8jCIxaFXdvD3ibhp7PVZaMSgxxNtuyLOaFLAv2u50RVBS4e/u259cNw4BpmjDtdri5uUEcktH6WVG0oEsgkUlQLcVKrbSSHNO0OxP87bGmAHBUJFSAjQFayxE5ZxwOC06nbHG3NPh3zfC03DiwOmzYqj0rGp1SatksgCx3EOp1zLwP1VoxJCO2NBiQYHmFBQLyZ14AHA9H86ACmeKHGtU9poi5LlYFwGNslvy+eluOCPZYViOybOPhtFnUXmI/5+jG1xcmBD6x4fr+978PAPit3/ot/Mqv/Ep//7d+67fw3/13/13f5rd/+7fPvldKwU9+8pP+/cv2N//m38Rf/+t/vf/95s0b/N7f+3s/5al/svbc/Kj3aZckgqvHxUd53s9uzXuhdl5+Oo/JZer2lZ5/53q8afsN9RWl5TQt2bQAS7HVPtcKEoF078GrBCs/uBdbw3Vm/DdHbZVn3edCY31tc75aPah2fmCDDtW9wlKy1+4qmAs6gcMYkAau2XlYYvTpeOr5YTGNWJYFpznjcJyx5ILD3YDdNCIfjygvX3ku2ISbmxfuERW8efPGdfkyXr5+jXFIwO0NjqcD5pyRnZSx5OJkAksvUFKo6EZKCCAK0KrIs+U+RWaQS1X99IsvrVzIYDAn4GUzkhE3WmXqPC/OZ1nLzGutyPNs9kAVUxowxIgQGRpc1kmNfCDdyzavwoskQ5zwIioupARfADEILujLgmEMAAVwHHC4P0BEPT1gAZEZlCVnoHiusosMV4cqqyuHmPdTOtkihgh1RfgQQofuAhOGFE0FZBOTMlSgglitjBZguW7u9QvElPxd23KZ/ZnoSsJY+y/6veymida/1rQZ78+XLhSds3kfaw11eJZhe8ek887Y+0fYzk9quH7/7//9+P73v49/+S//ZTdUb968wb/9t/8Wf+Wv/BUAwB/+w38YX3zxBf7Df/gP+O//+/8eAPCv/tW/gojgV3/1V6/udxzHLmT6i2jbie4yj35rk/TiSZ7bK73y3uPtIWX9fD/v+/2PbZde3kpmcFhgC9N1nN3bBqVoxsD/uHKAi+OSSSOZzl/B7Ct7NGHTupYp74N1Ewvrg53Q31Nyo6jneP9K093AHViJHeaB2Yq/1AJke+bJqww3D81o0gsKjs7Yi0YyCJaw2xKMRQym2+2stHwgRs4FIgXLUlDlgGWecTqegFJBatJJRAEpjZh2it3phLvf+RFKrcglY5gmxCFh8CrKvMwIpWDOGfPJVCsYBoNRi5coXFmdDSKUJmacEccBCjMs9/f3qKORCzgOHbYLxKCYHGrMllLghtykotb0AkChzsRr2d2kzvKTpg8oYBJUtomdnNK+5NLzxaxciEGe5mL7gopNmos4IcSEUhR5WYxRWaU/x+JqF0BT32gFJStQBErnah1MARLFapw5lMgu82UVjdfSOa26tMHbzYtcgXIVEzQ2z2xlITYIvC3y2pCgi5/WL9f9blQoNmPAFn3b+WoLi1+ZRy7G6Xo+6/fOphX/6OkZ6dLv217Uh89R72247u7u8F//63/tf//mb/4m/uN//I/4/PPP8ft+3+/DX/trfw3/2//2v+EP/IE/0OnwP/jBD/Dn/tyfAwD8t//tf4s/+Sf/JP7SX/pL+Af/4B8g54y/+lf/Kn7913/9K8kovLY633729Naf3gdSh9zoshNcHHmFvz7hebzjRtC1zS4sdV/Rwb2aJ0DDRl0XnzgtnyZD4BJJIRrTi2xlzgoo0SqNczbi2ZmIq+Ft0GD/W7oZ9jG15jiB2CYaJYzTaIKsVVB1NmDRJ6vd7gYjACHG4bSgFKdszyekZPGf5EZMFWCOqEouDitIaUIadrhlNu9yWXB/zCA9YJ4rfvzTN5jGn+L73/8epnHE6+9+D/dLxtu7t/jpj36MuQKvXr/CzYtb3Lx8hVQycsk4HmYwBuSxYBkriBilCpZsSdTEjBgTbnY3pndYC+7f3oF1j+j09FwEISqKAvtxQFVCVcVhMQp8SFb/qj1fJsLNzY2TMuzpN/FagLDkI3I+gmK0e+nebI4ZKSWM4wDZEVI0r3apiiqAwgRmlQIqKqqaur7AmJQcEwIISScgJsynU8/HqtW89ZQSlqzuYbmyR1N212qltLwPmLCxoBbxgprcYUpRdVWOBSoVRGL0f8/L0lrBqMYOjAFGrFTzemuGFEVlgMcEVAWLeb5MhACrgNxiXEzo46WhAtfG5blM1dOtIePXbMi58brWngocXD1aj2+fLWw/oL234fr3//7f44/9sT/W/24Q3l/4C38B//Af/kP8jb/xN3B/f4+//Jf/Mr744gv8kT/yR/DP//k/7zlcAPBP/sk/wV/9q38Vf/yP/3EwM/6n/+l/wm/8xm980AV8ksAf9f+uHwO6QmEXh6OL994pXPmcp6WXG9LTixNdf9HZtXxCALFBgm2QXyGNbM32Y+a7JSDbtqaebdvT2ekKrGREg/AOpxMOpxOqqiXyBitoXkqBaWgzApkx4xhMhLbDg+Kl0S3OsmWxAVsjryCr2W5Qk5MxBAqoxR6I14rZChfjnRf/XrsOBgXGuNsZ7FXteFUEMi8oVUyt3MWBS5F+R4isvhMJwJwQE0ODQCliqYx8qnh7eItKEfubPW5vbhD3LzEioFDET97eYRbFzZJxc7NHSAkhDHj1eo8hHQ0CPOUOxYkA0xCN1FEFiSyfCWyq8BABxYBpvweTeZdxHDHsbkwRXkzY19RI7AFKNVyMAiENpqNo0GHtWoeW0O3e61EtWdglo5gtR+6YZhznimGwumaH49HuTwgYR6OuSxXkUlevmxhZWnkWAMzgISGSxaXECS5GojD4ttYC8Rw6aEAM0SBEsoQO5egcCtdCVHiRTjuI+sKj5AJoRS1AjI3tp0hWNxOFpKu+WzcxGS2tCslG+iAxAssQouXQkXlwTS1D9BL1obYcwDbe1SpGr+jG5UywIWRs5ozLeaapyLTx2QUEtjHjd0xquvkfsBw87ZD5h7X3Nlx/9I/+0SeNBRHh7/7dv4u/+3f/7qPbfP7555882fhD2+WketauIFpPff/Bc7jyYN75rM6ctuudyc7p6VXQ+3haz4MVGxT3cJ+PGS3y82gdvbd+bo/si9yz9J0Wzw9asjPZPIhQvWhfM9gcYi9VTu2sVN3ACIhc2WDjjXalhrZ4NUyxB8BXwk1zKz2etrkUW7Gb0QvM3dWL0aAsCQosMJadCMq8IAQBc0Qcpu79Aa6QgFbQkWF2NLgBZago5nnBT9+8xVwqBIwYAziNSGPB3fEIOs2oMJr67maPaZqw242AAIkLCkVXmieHCV+Y2kXO3Vtq8KE9E0JICbEpgMQETskmSpVODABgRsAn5+oeAtzgs1oRypZ6hFaORBRatdeuqkIQLSiqEJpRRRFixWleQBTAQQAydqRUwbJkK/UCsuTvLfzrLEHtJBw3cIDdX/LFCrh3OEsXWAs4tj4grcyo718AhyrNE3SBDFRRaPGEYa/QzGBUqJUu8QVOg2pFBSVbfTUmKwYanf3JvTu2Hq09vtivsnfNdYy9K/m39f/toLwan/dxurVxbdHZ2MS0+f+RA57v8TL+9gHta8Eq/Hm0a7fw2d7cxsB9jPu73dfFcujZbRtDavDMz6PRI68f3fhd6IM3reqEhRk5W00sklYsMoN85dbIFAqnV9dqSZkACAxQ7aYyxGRQVqPJu/GKIUCa4bpKslmh2m5YL066iA1qhnYlhgBy7T9FrcU1BxeEELHnNQcMZKXuWT3R1CdU43SYlJSx4oCffvEGb+8POJxmvP7sFUJgxGGHYTSG4vL2gLdvD3j9+jVevFTs97cYhhFDGKCp4osv3vS402evX2FZDEo7HE9YZosJNeaCOlyrzFAOUI4ARYQYEIkwDJOTUgpqzijmPoGK4nRaIINaEUxymC1EcDANPlXCNDLm2UqeFPd8lFwwdymoAnBo2osFKFYkkmC5W3kxuFb8PJe2sGgxtVZuxAtBqgK1NI+EQWTJvuKq85Z2Z0YHZPlvIMspo408IcHy9krx6gAxguCajzlbaRRUL6DJoBCRnNRhQ1M62SeXGQMrUvSCobyJebV4KxMimT7kVjoJuDRa9vd2nXkJHl6f2rZzh8evdfNZWyGSnkGVZ2vtZ7aPRcq+NVxf+fZB3eIDvvPVbKKC4/GIw/0Bx8Oxr6BLsfjMOOzWgobwFTZb2F1F+9BiFmgxkdSonk/E7OPRVpvBg+3w9bY6ZHvpUcrZmOvT0GrUKmzS8niKwZ0G8wRijKPJPzV5g6YQoqIg8bLtzGCOttoGodTS2Y23t7fI1UgQp+MRP8oLdrsd9vsbqAYXIxbMywlKb7HkCkLAGCOGEDClBCIrjrksVnKlMQLJSQdChJwz3jorD0xI0Qp3TuOE73z3u7i9vcV+v0dMEaIFtShyNnUJrRY/evP2gHEYMI0DdrvR1CQiO9MymXQWIubFyr+cTiec5gVFrOJxEViytcxd7d9qsNlzVYcdczaKIIfknq7DzFrRSrswRwsaUWMqtpprAmUFqm2vIgC33ChFqStpB6CuOMIhwLPAIDWDdI3aLqVJQSlEzUCrKIRdtaKXf7GY3zLPGHYGiU7ThJgMrgQqpHmomx73bJztkUXiiiRsjYht3GXi6NrX9b2nlzXJeTWKH0se+9ZwYbs6+/iVwM+mPXZOT7kt5xpjn5hk+Oz2dBKirgYH54Nk63jmXFzYtGIb1lVZXVz1YzS2oDG6WtKuAmDzxkRBtfbBY7AVuQdGgG7V4HA2TtuCc4MagrDZvi+O7UWnPatHIKjVCAsdvuoTontkbdVPqgiui9fSAlAsSbjJCQm7DFGXLbISkU0lXZWxzAXAjBTvsR8H7MYByet+kcektsLCORczGtUMren/VWgFqppHWYUwHU7gkAAKiLlgmY0AkfOyQo1gnE6LCdm6txOjJSCnBIgyohA0mAILOeEGVIwcAUZwtl+nyzsDD0qeSO1QJgczXMwAc9cXPCt56dAgE8BkJIz1vnsNLvWFiXhOX4sVEfq+SBWszgsU8+SqKljX/tGqVDNaiRNFISdptI6iihahyjlDRpuO2WutnY+bBlFr7+/b8YWz7S8G+4X1eVy/dJ0zOuN0cw4tj7TtcnPQZ+M6n8p4fWu4gD4zXT7Mr8LE/3i73lWuxaG2Mkk/z7YdIJeSS1jHRTcIl8bLN+7iulUqKCSfFFsgmrvIbzNapp4uAHlQGZ5rBYtT1Fp7nSolcqaYT4gwRXH0c9ouADbv6/p3P/Z6yv26W8IriBCTq0Zw6B7YKlqs63uABe69rheRlZXPJYOIMOiIYRicjOLUbI4oVS2nzRmUIYzIWVDKAilvkG92kBvBbjCvJKXoLDt4rbPsihM+SXMAuWK8EIDAqMyYBbg/LQAfjBihwHI6OWSm2E0jYoiIgXF/uAPzgnEuyEs1iSRXz0hDQooRQxpBHKEww2j6h60SNJnHg4qcq5EbQKhBnERhla5TXGFNwBYNAlgydfvnSb12w6mTLUo1w1Ib+ULgGpMV1aG+HvvsXglAZN5ZU71gZyIqA6tyoXqVZFMciWisVzNc7H3gtJxwUxNExaWgbPFiScorPGn9w1iZW8Ho7dhqEk4Pcfet2Wnx23UUvmvNrrDUhDU00n3Qp7+4ObetwfrWcH3bvnGtwWtVBHkpsNpDwSZRGN4fggWqzVBIl8VhtQqyRmcwg1Q7LtJW2Lbv5MrsJh1FawkKbSt2WLKrbvzCzUpUfYV+Hv/y91v9I8D1DdljcVZiwzwIm4bEA/y1OmyoAAfxAH1TRLDfIjOWJbsHwUhxwLIIQBkhBgQekVLAfh97CY5lnnE4nEAiGBiYxgFMjN20xzjtEGJCiAOqAHfHE0qpCDCKebuKONp2MSQIMe4PM473c4fcAEUMAUfNYCq+iDDvdllmzNm0GCPb/R6G4ooWFUrwlIeMIvb+OO2wu7nB7YsBty8AIssTq8UUOgwKdm8Z7CVMtIvn9iRrf94irTyNe5bFSpGU2hiCBtGaoLIaKagIypy7R9oMRgwRMQZU8VI7MMMVmDCmaF4vMaoWHI4zCLZNZGe8MhnV3WUxmjhxY7rW6onLbGgBgLM+2TrhFoLrpWrQjMIF8ejKOLvmfZ39vf3Se0KEj7VPgWp9a7i8PfnwgM7k+cp4XtSXPf2t7Rlvz/8XKe9yDSpsMMRT3degP0GpVjepQULdNfMYkUg1L8MhO/LXEJM5sgCBgGo9f3iOMjI3tXGLd4mvuqUbIOorXIDOGI9mXK8YLrvg9Vp9pa4iqGpeX4vVCQz+FF0Ndd+fmwwlg8X87hn02CjnBKiWFYZ08V4RI5sMQ0CMTae/oFTB8TR7/MZIB8uSzSOMCbe3LxGHCUXEPK77IxaHDzlaUm8IyaC5Rm0vta/ylS3+CG2Mz9V4lypWR80LeooAMZmXWJ2okHNFcO/JErS9DldgDGkw9Yok0GGEqt18Vbh+ov1AqVPO0fuFPZOe6CzrAsPiVtTPU1QRIkAhADGCazFWqhfdhJNAqq5eigCQUmFEb0M92h6NQl+hWlBdt5BAgHuftClu2sqltMThnjQvnpTjsDY2Bmf7+91GgWDEk3MU5nx8bgziA2ywHWszts/29LCdQY2qZz8f2r5RhutD9fn0yurlecdrx3n2V97zHB+BA9/5zpUtPsEq533bY8e89naf+DrRwWGcUlzlAH6jvUYHAIBQimu7uYqCxQwECHo22FEt6RZsiZ3t+81otdwX06tbITu7Bu4jswGxZqjIz9PP1zdobCyCY/lsRzRvyr05YigaDOZMN21woVOeG9QZ2OMn7d6QB+zNoIoU0z4MQHLdRlWFRMtbM3gmouZ7CCrmJRsxwqGmnCvSMCLGATc3E/a3TighBvhLHOcZx3lBHIxcEUJEpAhFhUhBkYyG94qs99GqHpfeD1IWDKlaiZdk8Fx0eNMMthE74mgCxArycxUkTRgTDB5MjOhpAyqKmgWHwwlVssOB2EzwsHgVmQvmIUQX7SAQ2DMfeHWqVUzYlwnJob5aqxeRtBpeDX5EU7j3BRakgklc/qnRQuCwZEUtBfbk2Z4rB4SUMIwJMRlTMwRPdqftM7f/KFCfcC4N19Wxt8Xet14YHouPXfxNl/Obr9zOg1znn1+0rcFq++2Q/ge2r7Xh+lST8WP7OY/LfJJDPb8R8Lhb8sTJNFjgq+IZPtLaRL89TdG1I4tYwcVlWbyDN6MFWP5NWxmKez2CSmqkMVd6aLpwxLYaBqqREpR7pd8mvSS1OMRkq2hyKrhR5r34IAitRMYaPd8MPr3sJ7ROOESNSWxGwSFBgDp5oZEr2mzRJKaCWo0nE1FdCy3ZqhcABVAIYA64v7ck3cABgGn2pZSw27/AkG7BKGBZMB+PEMl9AmE+gjhgGCa8fP0Zdrs9xt0eVQjpcATogNvPPrc8LiLUOYOKAFEAAZbZJvV5Nj3AWivm+YQvf/qFwWfTiBcvXqJWRQgCubeJOQTGtJswjmP3Oua5AAhIg1WNnpcFb+8O+K0f/gjDYPJvr25vcbvfI3BETECMliZApaLFQOEQK0dy8WSrPSbV+tA4jlDYfV9KtjvPbBqKKYJi6ILNIhXLknE4HrpeotbcKxO//fKnbhANqsw5g0kxRlO5z1lwvLvHzThCJUIlIBIwRUIaIr7//V9GgkHKooJpCEYnkmr3jAghRIM+8bw566mxpwqEsPlOQ8Ev96utO677bd7p+zTe9NsWt/2Y9rU2XM9tz0nGe9d3Lnex/V5bw3wKW/HAWF5izA++cPXlw/bzd7iebrRKL61vrbXFmrqCAKaw7rEo8TjUFq5rExQ1irInAVuVWQW5OjnIIJdGqQ4+ckVakN1ueP+3gUIejmfng/kqtntiWG91G6oqsiGQEETNg2MQlAICBKaM4JBnX1FzX7+YEavuZcG8RLQEZT+OwqjoqKikoNPszEABJi8PzwRwQBonZyRWY2f6NWtVnA5H1CJYlor5aKLGTFbUMPiBpBSwC8fud3vEED0P7OC5TZavNk2TQZYeU1MxqJTDWmYFyq7sb+oixrYkVLFnkL32lZQKkdmgSFGUXK1uGBGOh9lqm5Vs5BRP3rY+Ih7javeODHL090otJtMbo1VqjsmqbjIhS0Wt5vUXJ6I0Io9IyyFcqxc0NmvzmJoxqFVQsqmTIGLVJvS+OE0joipiDP1ZKvlzpiZJpavhwvm4eX/Cg6cCdNje4c2Lr7/rb9/VuVN30c7OyTfsDNoPbN9ow9Wgv58FTGa71BWSAM7d8p9F66v8n+Exfg6NNjfsDNLoL1qNJhtOzcgwhy6z0y0EUScpcDDDRcwbI9LYWesAJY8ZBTZVd1NMFw+Lhb6/RnXvtGq3IqqrsfKz6W1r5HSzgl0VO1wMlsg8Ol99VitJu0KlsLLv7bZIXQe5GWmj79PGWlrytZoTSOYhwAVqQ0iIMcBEgwNiCpAgrpkn64QiwHJaULKx+JZ5RhUnvtiKwibibKVlAgXzlrwuVc4ZEEF1Mslut+vq+Nt4Z3CCBnNwersbZ1KgVFRRLNkhOT+3wCYy3D3Fqk72YMwnS3wuahJVljPMfYJsRmrLbDPhXYMBk4shD8OAFBOEDLqFi/62+6G1GZSOvPm5uECvVMvnIhd4YYIW7cVQa6mQQXtfaj0+pWSGKzj8rKveYydfqHng2Iaetp6Qb/vc+e5anGkLT7aT0zMDQ/3X2XT0yFz7s5p/v9GGC1iN1xMbfNA+t9/vK55mzL5t79G2RPJ1dSptUKlNtOS5RxBxujdZEF+Bpg1ITgOHkx06Rs/AGqTyMh5sk6aWirJYqQ9yfT52SM7DHW5Aq0OUFrVobEZr1K9k2+x7K83dVD7UKOyNEELk0AkajcC9SUukFicSiJQ1JkBeQTkoEMyoxZSQvF6WuMHMJSOXirgsPkmNGIcImhLSkMCqxmRD7e5rFTNkNsmKK1lYH1/u7yxHSoHlZCVKAghjDNjvRoTbPV6+uLX0hZxNTX5jcEvJ/RqYVy/a8tLMoFdYzLCWglJnU4oPBne++Pw7xgSsglwK7soRTe2+5GJ3nwFGQggKEuoGS1ynsLFJl8VK5IiXsZmGEUNMGLyaNUSg1YgnZc527l0lwxiUQ2KoCqoU1JIhxbQKoYxAMJ1Bj581NunhcLQ+wApSxhQJEkbEMSGR2PYwRiozg2LzSlcP5QES8wFNL+aqbSzt0ni1sdjfI4CunMBT6NX5nPlx5w78LjBcn6I9yEGyV2cPc5Vn+VRH1Y0Hd7nT9znIVzfYpe6xQuEr0uoraunJpDGgr4ZDCKhKSIEdcjOFgrb8bfCdTU7a4UPgfGB2L0rXwLuKYojGtFvzuRqNuiUQK8Ab4gbISRToAfgGYW7C97Yvcl+LnPigLjAsLW5m0CHQ/jTmGrN5UNUjYs0DWVf5GSKK5NfAIbkhDGaYqsFXS56BQ8W8BBxPjP1k0B3D5KWMph2xv913mJSYTRVdBEstqGoQF8eAXYzG5KsmY1WrFT0ch4SU7FmVkvt9VgAThvXc3fuRWiHsMCYxggJLNQOnDt1KFSxazqG6lsTtz4KCVUMWWMJ0lYrtkFS0+7VCeiFwr8i8G0fTfASQvaZakVZixaBFJkJeTliWGTkvGD57iVazlNRzB7WClS03EGxC0eQVlUHdcAUGAiJyiSg1QDWscVB//mj91HsGdyThYcLvmg/4oSO++3A2r/kptGd15tn1ReE6ps5OqNu3c1LG+3qET7XfFYbrqRv1nFv4zvv8M3CFfcfX4cfnw9hXvvyLb48NvuqxjFoFIQ0O/9lqO7lEUNWKQNG17BiCbPshU49YjY2t1Nvta5OBOs24TZpN6ghYPWc6M0QbNpThQqvxA7AqbazXJm3//RpXw0rdTqljiY2qTv0cyT8KWI0igUyLT1cKN3qMpkFhimEAYnKFCvZJQs1jK8VILLna+5HZcqoAIBACKVIcPKGZevFLq0acMS8ZxGyFI5lRckVZii84WvFFv88Oz7GLFYNMMqrdpXleXMHcE3LJJm4lAMXZfl7fqla75pyLw7h+jPWpgLktXKwSgE2+GzTEIa/GCAxxlY8yej57rKqi5GxiyBs1+ECMmGybWirm0wyI9vInLZaqKj1Jmv0sOxpOZEaxFBMjFu5GVNwQsCuadB1A1a4QYwuKzlO8Oq62dfGeQprWe/hwUdz693p3rx3o0V0/2ewZnycif0j7XWG4nm7PMl1nf1274epP+2fi31zu9Lm26Gcdc/vAtk76PiXbHOw1k2xgJwWGYULg6OXe91iygEIFmuFyWrgC9nctqFl6SYft4Ghjjb2GUi0VGdmSSj0Gxp7sCzh13Q1CWwAoNwWg0JUZ3N9+cG2Wr2WN2byXpkLeJwVVQMgSTe2EvQ+RlWTp+WU2Sa/l4r3acFNtKAV5XiBywLTPmHZ7jKMijYNDcG2p0OSMgPtTRmRCYgYLUEJBTRX7cYchst33NGCaRhAzslQc55NNrsFYjPNscNvhcMCynFCPxoBjZtRacZpnjF6SJKWE3W7qlYNTPPmCwSDUwLHHpKqoxZFCALElUediyvcpRlNPDz51eecRv8IignmZjXSi6rWx3ChCXZnC9SKbgXGvvOQFxWnvxcWMBXa9HBgpWf6aimA5naDV0xCITWNSjXLPUAQy1QtSYwZCFYHXkivkcVurJmCq+pRGN6TsjEJLGSDRXmkZAWdx9cuwxXOMFvo2zSu6HJ1Yy7/gPNTSFgErIWhdrDx23IdENzfMHzE3fWu4PqI9fEhfQSvxVW9kkBtaUb5SMM8z5lyQUkaMA5QtaD7tdlDOEGU0Pb5RFUIu35QXm1hrdXWNYJ6Olz9hp7cTLG+ISgFEeoXj7h0I3IuobludDq9qRQY9/tXP/ep1OWuSqBvN8yG+/mbfoBWrdTEFK8/ixksVnUxSqifburcSQ2OiVSzLbBN4yZhkQstRI7YqxTFEDNMOrOrZ03adWQRUF7z54ksEMpr6OA64ud1bBfJpwi4l9yhNsb/mBbVk82xUoLWiLKaULiKoecHb4wHDMGC33xl5wSe9lIwEwRyczLBCf5GDMStprRYdU0IRy4GzopO5PYCeIyVaUcSU1huBAsGeVSM5NKJP5OBxL4vj5WXBfDrhNM84nU4ooqiKHluN0eqfpRCwnybUvPen11LfK6AVJNUMF8hraRm7NcaA/X6PhWByXdy56A5PN3xtRQTOe5ZrH57XEvnE7cr8RecM27OtPxBp6oSZj5gvv9aG65rD/NGm4wpWe/Z+6zdnWK3jwro+zAfJfc88s4csu/X4j+7hnVDmI8fA5Xm+jyv37sM9Y813/ppsyja5ngqRBaUIOI3mhYSAEBWo7m3B1B7EIaaqK2tMAFiZkBacV/dsqHecJhnUvC1gJUZIdZiox52oT6zK2j2+K8PZYR2b0ponZTCOfU5Epvm2uQMm9rs+ZFIvCaY+AbshFJDp13Vfz+qPwWs+FY99ZWSfpLmrzZN7NT3w74AWB7i0lNHVi+s5FlfEyM4gHKbBrrCROopT6d2Kr9JD2skdDd5LuaKIeUJQxbQT1GR6g0QmLqVtwaDOwGTzZNCuX2lDOQeaur6K1TqrNSPXjFKzS4KFroJipA30626wIVxto+QFy3zCcjxgPs0oIr2isgIWY2VFTAFDDB4jNLDNKmPrChMSLO+qG0tfXKQEVPMA2T1Fah42h/681eWzAPfamHu/2sbVPyaX6/L7W7LG+vWeqvxgv5eHfuyQj2kpfmz7mhuuh5GSD7kljz3mtgK+9KQ3jvPZ+9tV0nM62FOfdVf87ABPdchLl//iHC+NF65cHK2Rg6vn2t37zcRJm2NsTvXKIUEPXrTtbb9M0X8Cci3IeQGwII7SNe8CBV/fmncUw2gQnuvLAcZYM3VuGDXbYSMA4LDmRhlIRX5MBsSqHZvsUxPbXb2wMzKGL+kbCNevlZoRoq6a0FhZW2oztesG+mRH4pNZ35ec9zVi9DNSskRqfwYxECgxTnkxFYpcsKjVvGKvTtwMg1TFbrezuA0Yw5AwxoQhRESQeVI1Y54XLEvBOC4oWfDy1QtLNVBTM2+kFqtpFUCsYE6uPiLIWSGVUCshZ0U5zciL1fo6njLGNDjpJgFoEk/Zkn/Z7xVbflWIrlPZKkkrHHr1ul25YCnFYcKMECOGRJBqHiKBoA7JkhteM5bmKdZ8Ql2OKMsBdbHilc1wlZJRQkCgglevXiIOjBQmgKwwpMKFEd2osi8mAhlJI3AAxQYdJqTohsu1vRjAmFKHFm2RapAjsyUKN00Y4HLOOI+hNRhOL7Z7ciF9MXGsYlX9iGhEi01v3LTtrHF+zLNzpafP6X3a19xwfRpw7l2371HDduW9d9Lvn9m2KyBcvFzfu/BYnnkzzmDxB6us7S6vWaBPhFF0fZ2AhrOnMAK7gJQmVKk4zSer0TRbcmltLDOxQoC5KOI0dmPKHBEDAK3Iy4JSag+usyfsArZyD0Q+wQREiogUADDmbMmmdkOiXa8SqrqxAowS7jey9cF2H5uxAtDjLu0eGjEAUFJUNegyUuyMs/X/tgPP2xE1PbsGG8aIQNHylop47Ms8yJEHFFh+UpkXaK22wh8T4NWJ5yJAKYgxIYUE4QAkAgYCYsKwu8UIYFlmlCVjyYo3b2dUsVw5IsJSi6lKEIEQ0UkrqiBX64hhZ+U6RLEsxngcxxEAMOcZb44np6Nz92xEBfu9536FACKPWdaIOAUMMbqPA6fFW2Xk02nGnBfMywnginEAAkdjhLbixur5cCRrKkC1H5QTxqhItyO+++rGikJyQC4Vx9MJpRYoCVhPCByQBsJSFpuy1aWIpUKl9moD5AsepqZPmXG7nzANCbsxIZLiZpywH0a83N0AWsAqiKSAZpOGapBnhwlwZbBujFd399fUiafbKp+29lxd/9dzA7QmLL9799dUOIhpTYnYqGm8b/taG64H7UPm1AvI5mPamfOyfaJ08eFz9tVG2nafK7Dk26D/bgSHq8e/aJfbXhzk4cl2N/LyjcvX72qXsOSqJ2c1kgIiAxSMPTUOHuhX4LSYRlyt6kUkFXkRKAdwZFD0laYrgJdc3dABzHFNdN1AhZfkjVbmwgas+zYOCa7nb4aMHqwTmhjv+drToMgW7G7YvqmZK5MzyDZ3R9fJYyv/RK1Ol5eaD+45moKDMzKzVX1WNfWJLGJklVoBUnBQj/tZeQqtCiSAWFEoWFIwKQqJeQucEJKDnmSxJarmX2apQDA4LwZ258HrgMHz3KAIcQSa8oXYxMVMCJywaMaSC+alILr3NYyDkyAs7qO+0DC0sPmb9qwWJ/McjiecjrMZaylIQ/AEcy9iIp6HB7K+BRtfJTfosmIaE4iscOcQYq9avJSCEKyQZ5WKFIOrjxCC54mZb9ZiXbraGPVeUastPogwpIRxSPabCeMwYEiDQdWV3CtvPadzC30BJB312KI564LhwitrcOSl59O7bLd2eDDm39HOSRnvsVj/FJ4GvmmG6xfcLimeHxPQvDRcD/dlHcbiMFtP78KJf1aHUrSF2oNGZ5tcxfuuZctfbXR57efQQyB2poKxyjiMiCmiKHB/nKFqVPklV+RFrJQHR0QEhxDdG+vyPBb4bnWbLL7BfVLZnocpt18j6cMNBxwa3JiZRsDY7lDtb9G2jcOG7Kv9ZhjJakX1ScoNm/blbDuOl1RRyxFShTPMzNAHN7B5ydAibrh4FbtVsdpQWsFRbHJmASkDYpAjB0XhgMARgQQqxZQwYkRMQ588xcVzqytUIFp8DHAGntqxG727Vocq1SZjKwsiAFnyMcCmVn88YRCAOGAaJ4zD6E5DK/3iYwvt3ipKLp1McXTDpTD6fQoDUgjmaQLo4roA0KBiKHKZARUEJtzsb7zIpccM3auLxd7LrmXJgfs5xMBWcNO6xuodUTM19qyN5GP5YGkwhmVKCWNkjIMZ6stoaWP8NXhNIVfnjma07PX5763RepCL2sd7S8N4vJ0byQtYceOJvS/S9DGxrm8N18+qnTlc1/Il3vH1BwbwfKUFvHvx8uyORB/gEn5EaxOQrcyryxa5jJFvoUSgkBA1IotinBaUCsv/qSaUKtXjNsVX1ExAZZBEMKVeuHEYhovL3chEORXaCj5uvJyzs20QyTozXb1bio3huXLdZNcIdZJAKz8POffTqHklrkpPCpEFSzUmnQnBjogcwcko49OY8OJ2wuE043RSqBRMKfXJptaCeTk6LJfAYsm+SgFFAzJVkC7Qukpi7XY7DCF6dUSgqNHva6koBJBLUp0WSzS2xQ1hnivmecb93X2nwg9DAkAoxQRoo9Pad+Po5ApFzRXzcQHU6loFd5DnakocKSWUUrGUgvv7I+bF8q0iM17e3iIERkqM3W7YQI3Wx1o8q2Z4Lp+AIRjGiJv9Dt/5zmcgsjyu5XgyMo9Yb0iBEUIC8QhqhksEx8XqaEnNRjwNBGV2BffWwwnVvbrIFn8FzCgHDkjRflTF4m5SoKwIrEYo6ejIdiH7cHH6mBHw1PmrfRUdhvy49lyjtfbFlj/5rVbhV65d7Szv8326nmV+xgTCNQMHNAXxxzrTgxVYx7S3k+5DfNqP0qGW923bM3f9CDTyt+o6sTNZGY/2nRAChjQgJ0WMAKGgxcOhARCCCrn+HQFg7Ihdvok9l2l1HXvdo2DHa5EqXzv2nxVG3NxH1a5ssYX11maTlsus2qcehI9+TFOsMKOZAqMnCZtrtK7eg+eAkSnIa7ZkaalkahPsbLRg8ZxWs4tUQDDPqbEqyckPol4XrBRkxzsji+chKSCu3h3IKw6bEbVbYmkBdg2wE2xitk3DsFUT9orC9TSbooeX/zCijFWgjszglFArsNwfMM8zWBWnkxdaDIQ0JFO4iKHrJtZihiilgIGTl2RJXoFYEYJuIDePNKoZMC3mLYoWpEgYhoDdbkRK7Ncgzj5V93ILVK1KNDMhBOoJ5tYBBU0wsucGs0lXqVqtNfaFUgweW3XvkTkgxuDJ4grposC6GpUHi8rriMpjY/0xKvtzp6dLL6vPa3T+97ti+5ee2bcJyF+htn0412jx7zPZXwEZz0kVui6ZtkbysY78lAFs+18P/Mh56tmv92/bBWODKvp9sv/Yk225qQrAvJMUE1JSxFgd7mu1lZyW7pqGkRhMCg6xJ0TZnLsOMFNkYE8MXhXp7Tw2UGD71cMWbuI2MOCZMe6TjF0goxURXAVTbfUee+5O5AhjpSkkqMfUDb5puolG3mBTp6hehFIKRAjQAKKIGCx+op4ES6TQWkz+qBIggkB2nFIVJWeDLasd11KjXaRICQTxJG3XbmQzaPDFBcG8NfU+qApX8fAEYn8epVgitxWVVFSxWGUMwVT/KSAEU06vpYJEEHLzOIFJJgxDBCFhOZ260SAoUgyIacDuZo8UB4v/aYWqq3I4xAYyA1NFoLVApKBKwW6czPgNAUyKCjOqoOrPVKBaTMeSyFh+wR5xM24trkXU4DfyCsor6YHYUhWCE1vIjVervG0Jx2LMz4vBtY1Hny2G1w77YI5pRuSxxXOLhT1nPro0Wk155tIgPoU0XB57y3780Pat4foZtGtU+Pf1UM4z4td++iCe9MjDf/ocHo81PXlOtpPz43/gqqkvJnEOZ9hAtcTN7HkxzXCNSTHE4tR1gmZBXSqACA6MIU5oMF4WT4RVQZHiorZmy4LDcLEH6qUbJDcxj5JX2opYu4Faf9nLHjlAU5RvNP1A5iENKXXVhBRM2Lfv35mEfaWrq3UcwShFMc8VeTmglIBSF4zDBBr3iEy4uZlws59Qq+Du7g739wccj0e8zRlaMmpRlApIrkbxDhExZFfQZ0SOXXoLsPhMgzVDcFYhB2P1Fe0KimWpPfeLOGIYI4ZhdOUIgUjB6Xjv8RVFStFIK6I43t/jy5/8FAAwffc7uNnvAShqzVjmE1QipBacjgfzwKIVs7Tn2AgYJjlFKCA3QFZU0r0urRAtEM0gEvO0pmSeFgruD2+9fEk2IysWk1zyglosST2BPXUCQGAMQ4AIgd3r6h4XjEYh6vyV7uyrJbxTQEwR42CK/cwMlWoLAwYg2WOYj43Xx9uZh9QM6RPe0PvMS4/CjpvPn2rN2LV4s8q3Ma6vTOvsniuG46OaL+ZbTGZrzM6P7x9inTAvu9p2m7ND9A1XWO2x/ZPDZe9D/9/utYGTVnLCpnnenKn6KpYZK72YzFuJnMCNxFEJUoDKCoYryJMnI8PYe4EbXAPPi/G/2dl6MFIIw4kNPX+rGbLG3LIT1+5Rq1ta+MpX0Qkb7pUxYIm0/f7avYvRCzyOo8fijESCFgcQo7Tr1mPxyfR4POF4OJlifAUICUxWeRdaQGBEBl7c7jAOCct+h/044qdv3uJwnHF3PyM6u4/NeqDmjIWOVnCTyFl1ipSsgrKoqV6YmnuAUsRSFEupuD/49+AsuZh8wrQy9SUvOJ2OuL9/69fOSCkgsusigpDzYvN6LRhSBDFQC2Gejy59VEAAYhgxDBEpDS65JahlsUKapAAqAkn3gKobTdUKqtkAXAZS8mvXipxnS3iHQMWNtpBPrLZ9i0fCy4owAUOKqCUYpBkY1XIxEFLw7/rY8Pw8FSdoxIhpHDCOFosjNjX4JhmlIpCGSGwQFHPot3qV65giasnZRtgK4Rz1OU82bu9f7OSpsXsFwTmD/561k/Pv/q5Vzviqtq3x+iSN0Flt63vbCfL82A+//36d6uy9bvy2cOTTu7p2DgZPtM+B1W9xA6SNTt7gNqdJEHWIxbA56iVJiKppB1YFVTNc3EqwC6P5A0aF9/hZoJX95RfTF7bUKMir4WpXvhUv9avw89E1Je3ivrSJh7ffbBaQLGYSU8DgK+8Uk1PAzaCXnFFzQS1WYoNggrMWIzGFDCLGNEXESIAWSFUXrLXKuzRERDaV8ir2Wa0K0uBlXNjIFssMqdWgWGcUzin2ZydSkWtxAkQEhQlLqTgtBW/fvO1kAyY22JZgXgQIy7LgeDpimRcoKgITpmnAbhx6SZdazEOq1VLLg5eqyb7YYLYiloGByIQYzStWMuPTkriZTCcQ7mmtUsfmFbGqy2RRJ25IEYjWft9NvxIGmbpHR6usRX+OrR816Dkyr6mVvrCzLmJxNnKPO4WIwQkrMbAtwggGw6mnPPSFU+tYban3sD3GNuyIxtV5aNOf34GibMMP75rTHhv77bMt+vMtq/Ar1D5F8rHvCO8DEbx7d5eG5wKf9lfYemMXk7ERBppf9H5Q6LlnJj2u0xeyCosv4DwL33JfBgQugNoEZ8KmAdCAmr1qLiICD5bgqIpaZpRaAVaM0+ieFiPEACmLFaqEIvIq5dQvmZpn6+ci5PGTVmPL5zVdPdt+23wyo43KRbeLDTarBTUTCgGlJJ+EbUuOXhCTI6RGU18vFahGsFBR7KcBn3/20idCU1w/Hk64u7sH2OJGTMGfkhn925sJwzji5csF+/1b3N0dbWImxl02OLGUit3+FuM0ARAc3laLjcUIheLNm58CREbl3r9AqcCSK+bTwZ5tTIAKTqeD1+oCsipOpyNOhwNAwOlwwDKfkCLj9cuXmEaLTUnNllC8ZCzLgnGIYCYMMWAYE8Yx2f1h6ydMipgiFOZdBzb1kMHhXythUkAQMFuCdjTnEiEAYwoQoxgankcGK4uTR8wCmQHvw0ErTJPZxHyrFohk6xsMpGRVlUspXl3bUwBKtirQacAwjpimETv/CTBtwzgkk9YiWAy09T43lK0UWxsT7Phj87LWMWqVAZ4zLt81VV0nfj18733adh6oUt+x9ePtW8P1bbvSaPPr0xnP7f5tQvWVFxm5wtC1jW/XAs0AYjDacGiQiAkaIheFLEa/nk8LQnQRnmIGDVUxU8YwWnIpC9BI9xZ8d3KGwNnutPm8Xf7joMaj73ss58x3I/IYEXdo53Q6IOdTn4xiDBjHAeM0Yr/bYRgSaEggoa5vtywLFlekEDWDTkExjHFzUmJOBjf2GiMOAWkw+aRpHLxSMuP2ZofTabGKyRTtvklGGhOGxAY7ARhjxJIXnO5nnOYFHAcQJ9zsLbbIIEhdALEKx7tpQs4Zg0aojhCtkDqASDyvLSNnm+BNUUOxvxkBeA4eGOMQXfJIMA0RHAMoMAILoBnrqid4n2IwKsDmwYUApBAACqhCKAVQCHJezNDA6rpZmZE1thhdABiimF2mSkQsOToatKtSUbMJ9DYyCHm/tTIv5nWST9ZDTNiPI8ZxREqDe6VOWEHpntnZSOlezrsXss0DvITxHm7Xlp7aPcPL7T/ZAvzKcT9F+9ZwPbN9DB77lW+6Xt9551rxBgvpGItKrwyid8Xzrnda6jCobg3WdlXnv1cmYKtArL0ceqnFVszVmVl+6hCFkIJqM1Dw2AO16BM6CNrx/kbP7zoI/bp0+8a6DPf7tMIz6soazWi1a+fNPerVjLVCQmh6sVgWIGczTCpqdcg4uJqDTcwRJvckUvqEa8m9FW2Ca9fLLZ6gxmBLibGn0dTclQBi1GnCbtdKypj6PEAYxxFDZDSCSQymO1jJY04O2cYYOgQqJZtSRAgohXtMS4eEUmEMQbJyK5bMnEFk74OsEGVTm2/5ZExWDCalgJAsjknBITj1OCg7sw8CQTFvSGtfiNik7pChxyxFBVS9eoAfr3kyzWBYSZXcDVdDrENgSLHK2VotlqfdIKxwOEBWpDNahYNxHDAm0ysE7BxUKlTNcD2mFeprlt7O2X6tN9LZ55fsZtqcH2jtl4rzOPU1aPAplvTldy89wMfat3T4n3H7ZLGqT90IIFx2FPv9Mafc9c5oCwXiDEZ8CjJ4V8c9GzBYy360EbhNAzbnQTyHxqC+dgzxfKRmuLa09vVkDE4hhamLa1MIxxrNco6z+JHPCRmrOsl69et1dtiwv4ceo2BcTBiWBmVJvGrlWCophjF1tfhlWXxPb3G8PWKaRkzjiJc3NxjYymFwU6woglxnS4ItCq1eJVcJUJ+QxSs6q8FZISbsk+nkKdjjhRG5CEquOB5PaMR4DsHzsiqWXBADQRODYGomxALmaikFzoYsuSAvBQsBNZ9w++IFUmQESlZPDQNSJFOdkIJcjBk4TglMjHFIvqSw8vYxsnmubB5lGqJXAhbkYk8sEiNEU81XVFQxhfhaLV9MKYCVnMxS/FlEM7Cw82YOSIPFnRSKXCuWnHF3PPQcNaiiVEKIDKJkMlYuNBxajgA5Sd47NDFhjBG7acTNfoeb/Q2mKWFIAQTTNrTFRzZyDWkLr9ld2ECE18aXj6htBPpsuydzq7YhgYdffyR29nBsnx1Hcf5ex8nPv/NtHtdHtk8cSvrGNNpYkucBFe/ZNmG1BztWQEmNSAHywLl5XSlFF3A1+nCtJwCN7WY0c5P+iUhskx4YiDG50XACiA9AhnqAPKz1orB6mP2UGiL1yCk/uDzVs0kAMG/PpHvMN2I2ZfZajGTBgTGksd+E08kKNb4l4O7tW+x3E6ZxxLTbIaSAKYyIQ0BeBtNYrOIrXlMUKdlzvmDxJqBVBhakwU03ASkGTGOEKDCNEVAjPtRaXcjXesA8ZwQtUKoIMRoLTzNQqzMyAUYFUzEtwVNGGSNCjF7lWFwpghGiS0NJ8TFYvfrwDB4CVI00AgVCJC/gmG1B4CLFUFfsYLKkbIjHqZZea6sCEDXjbeoWK3eVYcQQMDBEp6aDcZpnLLVgqcVz0rxUy5JRsslupTQAaqzVyBExxN4nBIpWvXtMCTcp4sV+h1cvXmC/2yMFy5MrJaOUjFoKAgTUDBeh05S6QFUDBPp/j7fHjEJfhJ7t4qIn+2KtC+A+07Zci6k15uDWgH0quPAbbbiuQU8P2lfVm3qPdu6+t/c+ZD/tRd/b5sMVTXuf87n+XluWtYTLawwjy99SIhN39dVrcKWBmOw3AV4q3Qes+1Imsup5MawIIdpEWQuYjGwAVVSoSQthLVnypFl6ABXC2WBY75t/JCpW+M8nknbMbrNbaXgYfVtkVXkQN3ymBkGAHo2qnTMUinEcLO8qRVMG0Y2HWBVSFNCMKuoK5ebB2A/MSwK8w1SPDRlbT4p6HNHJDagIEJMjkgzj4BPa9BqiyTkpqRsX6QooIsWEeYkcjsOmo7VkWd0ob2QQBYf1jNwQQquObPAocTBDp0bo0OoIbzNcWtA8ZiK7z0ziJWzI30S/z6qCMuf+7JdcUFRQVDCX4hOvETIAp9hX2bhFcC3ElqCu4GiahykmjMOAMQ0YUksTMC9WilX71lqMQEItoXnT3fTita8gz8bTdtzS87yZFcp82Nc73HexWu1ITN/H0x7Z9eM+5Tk+v32jDdfXv13MhFc+2TgP9ueHQIW0gg0XHj/OyBKPjIWnmUtXjBi2k+YWhvT9tex8tm1FCkCxkxe2P5Yn46U/tJ2krRg5WjxEWa1GVzUKufI2L0uhgczLEFNRb8tai1O12W/rIq7X3ca/bgc5mTHVWiFND7GvdtdVr/jErLqSQUxF3byPmAaLhQTGqcyopWBZFp8vFcNgk2EcEozFSBAXGC7Z9oOiULbiMSEQKBCCS0k1JX1FhoqRG5iAqgaz1WLkByMYFKAulujriib2QwgpACBUFdQymxFkI4L0HKo2GTK5F2EGoz0v0ep6kRXBc+1AttBQJUt61goRspglxJmIFbnUVfeRBIqKlvdHIEAFQoQAhm6qDbfYYCkFx/t7lFI8VkjQQBAmVCakEEHACj1qk9FCN4BNELjHfVx2KsZobEKv+AxVhxcX1JwNupTqff7SRd+81PX3UzZpHcfvoq4/jRs0JYxLdYyPUbvYqnV8S4d/V3s359M02r5t5+0Cm7bXhF7u46NbizLZ6y35hdCMV4PW1PKHIiEG7dp1wzAgRvbJq/hgqJtTJ7QY4OH+gJytLPvN7Q1C8IqzDsh0dsTZIoBa2KKztdomD3rMlXmnXZkX5zi7RsA8siW3KsD25ePxhGWxuNUwTtjtRkyjUeaXnK28hgrm+YiUohWBHAfspgm3e7uumCJ0HDCOo8GFtXmkLjkUGASvDlwFeRHUurjGGxXCQwABAABJREFUoFUutt/FytiXjJyzJd3GAI2MuRhNvyoAjajVKiUfD28wpAlpGBFosGeoVrzSMm2BSkCIwT1lW0GQuuyUMy87TFy9D4iRIPJSURgAKZbF6rQty4KQIkKK5omnAY1FYQa4oGbBMi9eg0ugRfDmyzc4nU44HU44HA8oOaOUipQGhGlAmBKml7e4vbnBmBKmYUDaWa0wFfWinHZ/pUiXSiYmL9ETkdjEfgOZp5VzNohTFpBaNejWv5qwclO5JIIVF/UO9q5p6gzTeOfGP5sYybvIGX3h9rvZcL2T6ddu2jugwufcwMttrq0+fhYU0ue0cy9LL85lgy/0dn4tT+LmW2z9ynbXbh09tvHl0V11nKANvUEDXMhXfIpVOYMDWXwkADECMSlCBJBNVcIEc9GFZa3WhqCI4P7+HvN8wvF4MAhnSAazsYnOthIgq9fW7yQaXWM71i994bM77LfcoJW2rxVGap6axWsYJZd+36LHg2KwIpZaFWUpYDFoTolQVLFUgcQCWYp5mwKgAjG490UMwBKM1UuKdCOqcGiuMScVRUyuqThJo8k35Zp7LSpyL03d4Gm1WiFldmp+rWAyiDa6CLBLNULEKPDtuqUWVAlAbd8Ti1HJgioZrGzbs8WzllqNcqleCJIJtSx2bmVBYJgosZLtU9TTDY44HWcs84LD/RHHwxF5ychLxt3doUN+wzCAaUBKFg8FM1QZpVQcDifkZN7Y7c1Nf+BNzYIc4muVDZgCUrAinYEsbkYgEzKuphRPWi1R2tWkY9ekBGi7iKLm+WyXd9eMznmP7MourQ83miu2Y3kbYrgOGV62x7a7StS4th/FRxst4GtuuNpNANabc3XS/BQe1aavrCvvSyPx/u0p+vjaFZ/a/xkIjYZdbQAt0INp9vL1esyHBvra4a6d83YQPHJu11oXJ23Qm0FIhHbd2uMSTISUGDGSGy6AggAO/cHlsHrsopgaQq7VJq3jAcf7A6ZxAtT2G1L0ifhaMuR6H5vR6uO/Gyd0A2uvN8ocvurvIKM2GrZCvbBgCOxwod2HGBM42OSfcwWqoqorhMBiRKVWUKmQGCA5GPRWrCxI5AHEBtXFNIK9snDV1WiRCkrxqslKXpizYFnccBXzJGoRlGr5cFXV1xlixIdqeWIQoCzF9iViorlNfR9kTM0+WUkfK+KJ2ASFSDX1CFU3XAtIbD8CQVFAino15QqoIEWG1SerqFKsgnMFUAhSdIUA7+5wuDvgeJzx9u0d7u8OmOcF82nG6bSAOWIcRgxpZ7E0DuAYoGwPsVbgWGfkXLwi9Saeytv+IN2jZTBiSCZN5maLFa6+LyCtIIiVLoEZcs+Bdju1XRI7zV8VjwaZaeXmqg/Axne1xdPFmG59d4MSvMtIPclO1PU6tsjCZUxsu73aivWD29fbcF20DzIg72PUnvCuP7m39Qj09O4vbV839+DipN/nms92eQ0/XNvq+V3Z/+UpbF5RQx9VXTOugpS9ACF7bpaVuh/HiJsXAwQFuc4AL0AoIIqgwJ7X1aAuV2MoGYe3B9zd3eHt2y+x242IXn02MQPubYVoA63fuQtMsE1StP283xF6uBHaRG+vW+J0o9gTYHJV7m7WIpgPd76dgpiRiBAZqAGuCG9GLqXYiSoyF8zR2HtVgMWTr0McMO72GMYR4zQ5Bdtib/eHA06nBad5QV5aGRKAOSFGI37UYqwHYSvOeTpZoi35HBpgUlqa1a+RMITB1DzUYorFc+1Mb9FyujgwSslYVMCBESNjt4soNaOUe8wLoSKBEcyoZ4Mw33zx1ogMAF7e7rEbTScwBEE9Feh8QnXdvwYfH+8OOB1OmOcZ9TCDc8UAIAwjbsYbhJAQ4gDQYAVK6wzigOFmsnpeFTgdZ8slU0/mHgYMYwK0QD2puZRsiheOIiQ2w4VCoAqQWE4d12K6kqgYmgfsXaZX3yY3Q6SrgkaTg+rd7tJ9WjusxcH0Yg7Zjrj2mSMen2juem6uq4g40vLhx/1GGa6fZTvXDtu8/wwGz8cctf//nENsO6pefvBgt1c/erjhY5DEw4OvAeR3d2CFkRO4gUfNYzYAzQgNtI4vqeIDkrHfTZCqWJYMDq5lGCJAtqpXT34xA2Erb3UCB0Q9cVT6oCWHfZgDKqQbUeAcHuxvPPA66eK3fX0lbKzsNWM2OrlBFHnOGJIVupRaUZbc74PUglPNIKlY2OI8IhW5LF6t1/LadsedETWGAXEYoGR5WDWfcJKKvJwgNUO8thUTYUyD38OCu7svcTwuWJaCKsDLFy+RhhE1F1O0UIsnHQ+HFcaUVkmaenXhln3XPEgRQZbqlZPt2qsYhFg9p4qZUCsb7FcySp1RNAPBcqGyK4SoKObDbGVPmIAyY06MGGCpEdQqRJee21eL6SfWIkCukDxjP04AMZZcEeKEEAfEYQI44jgvwLzg7v6IyoooCTRYdemUghW/DH7fQ+iU+OqJyFCLH04xQKug5gIFYQmKgRWlADGumYLAWnqFO2VlO37UqfWrgbs+svQc9usL1k0//RmGMRr092AevDJ9fKxkVGvfKMN1efOei6O+7+37ecWyPgYHJrd2j+HJ/RrOENV3HI/O5vSPPEft/69qHO0YDS9vW3BnABKZukKZKsZp8MkbCBRhQ9YmAvJBq1tYjm3CaZOqSO2Ga7uA7Ve0MVLaP7wMkm+8UFUXfV2PfW2fCnRiRFkWyzFy4yy1OsTCqCWj5BlaMoTd6EnB8XRwWjuBI2OeTUZo2u2w3+8R0ggOCapecj4vkJIxx9jVR8ZxgopaXSxXI6m1YJ4LjjH1SsXs1zzPR5xOR/NCBoA0+L1thovs2olA7hVWjy+KK55XqRC1cjLq8Kc5KHatJgG1oMCVUCBdQcTStgTsC4KZgDILmCoCVZAsqHVBKbPdt1qgVbDf34LJpjmtGUPcg9t9CBHsqiUUGMMQUVUgbzLKQhBSMNjSGii5ZmZwrUxT89dg5BoRAaRCEHzRUS1JW4ESFSUCUhkUt/3c+0+LRzVoWfXc5X/GdPOUxNPPq12bf79Vznhmu5Q6ecYXPgyV+xm3dz30r3traLj9ccVq+HhWWGxl+9E4JogqbpcdhjE50XFy21FXOSVa9z15bSibYi3oPp9m4OVtU3kyGG9VgkKfP2CTpTts9neLx22uaY0voCfAGluMvapw6DstZTaViZzN2yMCqiURG6GhYJlPKPMJUjI0AkTG/ju8+QJLOUG1AiyIkTHtJuxvb/Hq5Svc3r7Cbn8DjiNqFuRc8OPfnnE4nLxkOvDd734Pr19/js8+/w5+3w9e4P5wxN3dPX7nxz9FqQX38wnH4xFwtfbj8YD5eDQSAwAoQySgSUuBvKQMLPnWwznrvYQglwW1ApXJcsn8sUv1+1GdHk7rd9jL0xATpv3OqPhSUcuMw+EtpMyo5YQy32M+3eH+8CVKPUGKgJTw+vPv4MXtC4zjBCAihlcYx4RxZOSsmMuM+XjAsLtBiAP2uwlMglIWQCsiEqZxwH6a8OrFC4wxIVIAqUk5UUzQKCjZtDNFgP0OWOYFUOsHA08Yg6LWACBiKy11OSZWZ36b44azxdVXrbX59jnz1adSIfrGGS7g092c5+7vuUHMX0RrYq7t9WPtfe/Z++ZuPb6dMeX8ZfeGLHnVamWFIVhFWYHVhYLlJA1jwn4/gYNCdegGjtw4kVrOUAwRiAJVU6WoUpCXjDlyr4QMUmQpgG4kezoC6FbrjKm1vRcAoF2rrhlMFeplMhRA9LIfIUTEaKoQLV7U4hdEFi9Z5hl3b98iMWE3Dvh//J4fgEiwLEf8VlD89MtsVO77eyz5hCExpjHid0IChxEUBkAD0rBHjCNSHHGaq8edgC9+/CXGcYf9zQt89vl3Me32iHHAmCICWZ2yk6p5fKrIi3kylYFSAlSjxVEouuFq2otW9bmRUEKMZ0FBhbM+qyVbMwAKxuwkWDK4TdJOL/DkcFICakaAeWns1ZgXqVjmE+bDHWo5IlHFi9vR44TAQAWJKoYAjOOI/RgxTgkxTSgS8Pb+gNPpS/z4Rz/yeOAO026CEkPZfnbDhP0wIVLAPC9mYOqAcWi5b7YgkWpVlBm8Qttrd/AXJl9F5lSjufJEW6N1MU7OOhsulkvn4+1D5r53fec54/ndogOftn1jDNdHwWrvu/1FR/lFuOnXdMbe5/gP2IPvoMO21eBWD/Axg/2sldcWYsM5MmL7Pj8P+1FHVNTlnwKmMTkhAzBhN7kY6E2x2/fBDC3rMwvBpIAeFmOljZe3fng5ufQkZDTYc4132WTkSgliZUnA5LBlgAaFkLHkzsMSRqAoOSOmhECMF7cvwCyYTwFfDqPlBjG5sbbE2BTM+tcyoy4Zp2PBfl8wTTcYbxJITGVCKyComOWEkgW1KF68fIXdfm81wMQ09KBGcDHjm9FjMmL1q8hzjsTcVTt/aaR79PhkC9KaRqQCECvW6B4Fg83b9W+qOF2xAcgOH1vel3mnkYAAy/9CLWCoV8FOuL0ZzJCI1R1LgZAYGJPVJosEo+vHhJwHDDFC5YiyLCDXdQyBQTEAIVhxzGEwSLAlsUsbBw6PEkNRPQ5Lvd9ZTCz0KtIdSqCHUtXbvrS+Sejkqv75+fj6uqIzv2vzuD6J6/wJnbNP3YE+1nN8zIV/ymg9iVHrRnHiifbc874+DLelHLkbAqtWbNqC4ivzMUXsdiOWPCMXkwNSWU+wMfjUc3paJWHxSrRNOkpUDRIjerw7tFmmb7CZZAhnxqsFMIgCyDkhVRRGHvBE2xgRAWQsHtPQft0tERdqE3Mgxs3uBoEVAbAcIQ6oMYJ3I1KseHF7g9evX4EoYFkK5uOCHx2/wECEXYz47MULBCyYWZCFsL+5RamCeV7wox/+Fo6HI25ubw3OJH+GUpHzye5dWdw7VYPEAHOHmoeqZF4XGVTYJnNi6vFWULTv1pXazlCwBjBVmGRTgWo2IguaYruRTcgFg5lMmJcgpiIvil2yoowpjXj5YuzhyflUEWNCYsaYkmk2ikBKQZomTMOAFze3uD9kVAXmeUHOBVOISCEiTRP2uz120w5DGnufNOHi5okTmD3Gqk4vYsulm8bRCkam4OxYj7s2Q78dM30tSlgXQE2dpQHTG6/+fDBdff9jmHvPbR+C1vyuTkD+tj2vvVfM78kd9YX1R7ezTDPdGExfXbdKuhb/QVdZICKENplxwG5KePP2hCXPxh7Utlr3shlN4aEKcqlYlgUcCNM04eXLlxiGEaf5iCIFaBNLmyC2UKGudqtVTWor5DOjtVk1C8GqCTP3Wk9FKlhtxW8kiQEpBE8KVsiSkUJACgH5dELNBfd3B/zw//fbePFiD6BiiANudzdIgZBrwOlksbG3X7zBbtoBykgc8Wr/Et/75V/B5599F7/0S7+C3/6dL/HFm3v8zk/fIh9mTLsdPvvuKxxOJ3iFRmgtKM4KDIE3ZTfEY1cWZyswCFAJpv3YvSqYWG2IiHFAitHyysgPUa2y8+FwhGpxUVyYrJdWCDJEF8Bjm2kckEJEYMbhzQEhJHBK2E8jqO6RSKDLwatCF5AuON0fLME8DhjjAKIARsQQBoxxRAwTiAf89He+wFIEtQK/97/5vUCIqAr8zk++sFLLgRE5YO+qJDf7W6TB6sIxRyxzNqULCkhxRHUxYkd+EZiQYuypC0QwZihX836D9B6laljBtoLbmst54fF/Rdsl8vQYEtWN1kdczDfScF1O0h/qBT2blbjxbD51fO19Wj+2T/5bXbCzz69954l9NoHY5/Nd3r3hdsJf1aONCr8F32zhXzcQZTMd5gKNg9U2MhixlUiHF/azzZvRqKXgeDzis89fY9pNmHY7g7vYWH1VBEoOUNHqXdpPWyGqxa8aDuYDsKFGW+O19Se35VvI/2MipGFAUKDVlhqnAYwRwA20Vhze3iGfFvzWD3+E0/EGQwpgSpjGve1nrtCUHZZipDCgOBR6s7vBq9tXeHn7Cvtpjxc3iloZd3cZd4f7njcUnUbPMeA4n/yy1DUTjX0JGOuwU7lDWGFU0n4fY4yIg+nypWFEDBExRWfkOeU/LzgcD7i/e4u8WHIvSQG0QLSAA1zOKlqeWq2YjzPuvnwD3e9hyogTxjSAZELd7VHKaYUROSBwBCOguNQUBcYQJ0QeASHcH08oiyCEhOn2Bq+/+0sQIiy1IhegQoFA2O13eP3qNfb7PVJKrm7BECUEVzepWkAUEOLg465BhNFjmsG/Z2kRVmvMWKJnPn4bp7SmIFOP266Lp+vjqbtr562vBx/Oge8T23qfOP+79rkta/Sh7WttuH6WbvCZOsbGI3hMzqQZrWcbrisd6l2Q3rPbBlF4ymg9OKVHDPy6j77lR53rapYajNROeY2BqLbEXbUJbTtwtUGAgmm02kaxQUdtby22hdVwFTdcP9h9H7v93oLwMBiSmbHkBY3u1q7H0r88D6udez9pm2DkYgh2g3UG7zTdw81vn2QlF3fjFNNuciWHBFbFT4TwZvkCv/3DH+F4uMfNfsLr13uMwx4EoOQFlKrnV1k8RmuGQHB78xIvX7zG7c1LRB5xuyeUQthPR/zOj3+M4/GE43zCd7/3S6Z5OE04LXNnvJWSz6oC11oAdaX+jdRDo5NbUcloid3DgGGaEDlhmibsb24sZ0/McJ1ORzNay2yeixaHUjPiLlqsar+HasX9acb9m7f48oufglWRmFHLHilGBNoBUnB/b4uZGCISr+Xuay6me6gJQ9wj0IBcBXdvDqC4w3Rzi9ff/SV855e/j1wrjvOMXIAiFQiEV69f4vXr1xiGZOVTXCpL1AptlmL1tECMFEevh2Z1z1oV5cDB5a6qQ6CWsiGiq/o/tQWQ9bLNEO6vTJXDusqT4+ssQHwxT14Zpu9a6D8nBPLY55+SELZtX2vD9XNpX2Xf/Gvatt7W423ro1jcp32PSHpFiWFMmHYDpimhSgZgcRABfLVuRyrZEnt3kxfzG0YQEU6nE6pYqZBhGKzA4zZI7k7VNpLe6OstV6l5jIrVMAnWCYPWXa1TyGbQGkGEgOiUeTdqNy9fgJSxm/a4G9921fRcgVoIpTCkBCyzMSMlBkAZQ3qBFzcTfvmXf4CXL14jhISf/ORLvHl7wP3RaPi7acKSM5bTCf/X//v/g5evXuH21Qvs9hOKAlXsgpdsZevzYkrshQNqAlIYwRRBISAMA0JKCCFhGCYM04SUBozDhGnc9+RorRVWAZOw291gGneYDye8uf8Sko+IAdjvR9xMe4RAmE8zvvjpT3B/d4fT4YQhJpSccX93h0SEF7d7xMAYpj0Op3ssc8bhMKPmU690fXPzGrv9Z5h2L5AL4/jlERwGfPeXfg9efvYd3Lx8jZeffw4KEW/u73BcMsbdDiOb2G9KxlA08d2IcZi8MkE0Uk85oVRBGqdVpzEN5nmmhDSNCInBbDG8RrSgZqxI++JYz3rLOlY+qmnrw89Xdld8nAr8k/tW7Yuhj2lfa8P1nITZZ+zlbNLZ7vPy9SeFAh/x4h7b/1MEisfe/1kyjc70yD7B3rol8r2u1mLdBC0C4IOfCRiGgJRMTLaWDCajxVvshbx8RztXdiX2zrl2CSUfSM0LduPzrGdN1DXfVgjEd6VXpqJ+mDWmx8zg/rGJyuZawYEx7m1CZLHrg1bfSQTzgBh3qNXiQYEDYhzMeAwTFBFv746o9YC3b+4xL1bJWKRiN+2QhoRcCw7zCVUrlmVGSAwKRiTgwODKvd8bqSWs3rxDnhSCeRip/Qz9J7TSMg65Nkw1pcFU2EMyuaksnr5gFHOtilIz8rxYheEQsBt2Bj3GCFCAIgAUECJjnG4cVyNwsLpXIUS8fv1dvHjxOXa7W4zDDUAJaZzw8vV3sH/xCmkyJfu3xyOO84KlFOz2O8TBipISk+enmYxuS1rmENb4HAgpjQhsDEKrUh29uvRFQUbawH/UbojXX+u94KLDQHtf0r6vx8fd2TwA7UarG6R3DdmLofep26eYl77Whuux9r43pi+oHzFa2/c+tTH4mKS9a+xA2kyI721kn+qwDUJvk3TbNV3etxVJe87xdD3d1aVSODtrez5bI7AOwBSDVTAmIC8ZQ4ogiufXrnYgU5gP58Fhaq9XnbhmOImMgm2dwzyQq7doe6JtMaLbc26GeHOdm50ws5MLYFRzqSgwTyymiAAGCmE5HY2WrgWsCSEAKZm6OQHmIcQBMY4IcUSpwDyfsMwZd3f3UHCn/Y/TiKQJSSoKTG3d5LGywa5ekZkCgyqv1+gJSOr3ichyqoJ7GGfGKw4gDrZQgDMPvQPFmJDSiBhN4cPUMciYmMoQLVZTrKoZhCFgnCYX8Y1gTma82IzIOO3tPNJgTEwOSHHAZ5/9El7cfoZx3COEAWncY9rd4NXrzxDHPTQwKgGnecFcMqoKdvsbjOOIGKPVR2udmowQRBygxBBP5lYlhNRIJKH3Mwrsws/NVV9LmJyRdTf/b9/V1nU3/Vi9L74rPtTnlTZu+zl82GLzU+R6bbezxeGHz6XfSMP1TW+/MAKIbn5f6XMfdFr68OV2UK4I3XkUiZxunaJp30EVy7wg8ABmU0qvFRtdwlXV+zTPmPKEvapNRrTJUQM9cP62cW8FPOeobb85s+aRt8HZYnZtmay6Gvy+AsBmJjOadK5ArhWhmtAwExDHANCAWhlSA6ADIIJx2jmtnDy+YgK7xyzIcmo1NhHG0dTP4cUmxepHJRKkXfJJlrqmIhROtkhQBWIREFVPnk4gCvDgFkI497Is4dk8KoPPohMVoslXKTAME25ubpHnBT9JI3IuGAJjSCNEzMiRMm5vX7hhD8hzQYp2/JhGgJLpMgbCzavvIKWIaRzw8tVLpJgQOSKECaQBxjJlvP78OxjGHTgmZKlYSsFcMhbNoEQY04jpxuKMgSN4ycayhN0PUUXxki61VuSqqCBQSGAXOmZiJM+zs9Cs9LHR89o2CzLtUat1YPmaagMlrp1QP3y+70d80mj8DL0tAC5xRh+Fg35ruIC+2n6KcHBJ8fx0h358fx+UBf9JIbyL1ifxpkD9kLm4bviOpm0AwVaQZwiGr8w3x+ufkBsOXlf7KUWM44DjwcrGQyynqxZ48NyUwq0khsW7aimoLdGVPC+HLd9KZDWVss4X/VRawUD7fMN2dAPkvkiHBIlMQWPd03qPOgwHV8l3dXGoWvkSr+wcoEDwQc/RWZPm6ZC2vmnq68Up7WCDD0FArNXi/1UhuUKWpU+Y0cQeu/KHZVCpJTgzd4/KxI8NnmuixMEn6xBiN1DtvZgSAns+VEpGhQchiyLFAbtpj2U3I6URlWZPdUh2PsQIgVBrbJ0FYRo8vsgQkBkMMIQihICihFMR8HHBEIGUCClVhFZAkxinXJH1hKonnMqMooIKBUXCOIxAJMTRKPwgmMENEWBCTMk8dphaPdhyAHMpFtP0ax49WZkJ0JqBTUx2Zcaq3+mLMX45dPTi9zWX/ZH2KGr0HLjwE7VLlGqbw/W7lpzR8Fvg3Oh8aCzqSSjwfL754PZUPOuMKvoEbPnsGNf7dtD3vLb1fn2EMb82BhtG0hZl/nq1Y5ZUbBN56Aoajca9MrfWc5RWXgPVk0yzFTDs2oS+d13vqV6cUsdIdeNt6bpUaG1dVNPm7+srzBY7IjbG2Op5WYVk89JcUYI3fd2rZppHFiwHTBVxGEFSQLWgoponBUADgapCPSOaA0HEjWxw6M8dv3NWWistY54NkUF/9p6rQjRlCI8dsn/GHBDdkMUYoexFIzmAImEYJozjhBQHzK5vaGXR7Joo2J1vHm6IpsZud4ihMB6p/fjjE8VpKRBlVAQoqrP6BMyM4zwDS0aRilNdIL5YSDdGoghDMAmqtnZi6tcYhwFE7GLBxcvhAEUE5EY8DSPGydIASAVlEVdLuYDvFEZ73/b/M7z8AZa4xmH13eP6WfT1n5PxOjtu+/e7mZzxlWwfOY9vjc0vMifsars8nU/Q8a+vBzZuTjdBOLsvCri6+4BpHPHyxS1+53fewOSVqiXPChAiHO46WZn3vEC0YtwlvHh1g90wGsQHKz5Yq9ON+xzj5I6La29G67Hr6Aigf3DGirzYR22LjLAG5wVqX2YzXgViwhQMdCFFJUBDq+do9OohgRERoZjrjJwzqpgRC945FWpeFHtnZaCqoOoKaYHY4zfNWJqxYQ4gjgBHUEzgaAQLe99rAPskHVrsy70xkKKGAAkBwT2wPC/Y7W5w/8WXyHnB3d09YrpBGgJCMMhQYQYxxuTP3xd3ZPlUpQLKQCAggrG4gRYUVMkIrGCuCEHw07t7VFXbmAFOAWlMCJSMyEMERYtdMZgiQkpIw4Bp2kEVfk9NN7OKGdtpnLDbv8DNfo/9ZDJdUgtOkj1Z3oWFvRco1qrd75oyGlRIDSd8D6P1WPrOL7p9LCL0jTBclyGJj3IAPtZYfPTXnQH0CTxGhXYY6cqBvG2iSO97yIa3P/N7fbMWb9p4JJeYiFIjQjiMttm+ka/I4cYY2UuckNdhUsRwAwYQKGAEIeYZi1aUZcZyuMfw5YBhN+K/ufmVXvyv5NqPIg77NTac3RsCELCaIFvzn4eq1vwxe4+aI4emYbfeBkXVJu+ELk7bWY6yem/cvDxdvWkimAelBIqEEAPmMttE554ER4+JVYE6HIrIqGqUd4NLCeIafa07mMdnhkGUAWIwRzd4EXBiRQhW5l6U/HwJAtteYYLC7QcqSMnhPiYUFaRlh/3Ll6Af/w5yznhzmJF2IwZVhAirIBwMNpxzRq8yzGHzDBSRIygG0xdkQNiMfa0LggoYFWNkKK8SYC3xephGxGEEGCgK5KVYkjACxhgR3SuutQKqpsSSC/KcUbOAETFNt9jtX1iiciRIzdBqi4SAiqiCKGqeHy48LcAZhuI93kSird9Qr4q89qqLMXhlAF7OBddQmkeNh5/b1TmI2q+H53G1bfbTYV5qY+bDjdfX2nCdxRLObtzTxe4v27Pm3efscLuji+2fm7B7Da5sVNYPadpIAI9eQLM+Vz958M4aZD4D7c865zX4tuWqrHs+T2JuLLzOoqILuI58H41+7u9B1BQovLBiqYKqFTHArisAPEQM+wkFiqVWnOaKw2nBT7/4Et/5pc8xTe4x6FbHQH21v1HQuDCxl4OPSDuVnnQz1Tg7sRuv87ti++3HaJ5YO9AKHa7m0o1k+5Ifl4lRtKCdFXuZTjsRN8QE9yr47FjifayVbjHDRZBqv5XIvCwOoBDBIfmPQYdKtEoWkRkuMDtF3BQwSN3v9GdJIYCHhPFmDx5HYJ4hNaMomVivoDMcDQ4Uu6++QGhOp4k7OlTJZNJd5F6rVqiYg1WlQn01wC0lgsgMut8PEdNRBMwjHQbuSelWLBImgVUFWhUQi7MlV+APMQGeXNyKZ9rdthItAV5JubPqtmiCttvj4Gdb9Kxk9jaOV69dnzRerf+970L4MaPVF8IX3sJj+3/KOH2M9/e1NlwmvXm9PfmgtquGJ6il70+r1+0fT8aznmoPEvSeWJ08/xwf+f41o6gPXthfZ5d3nZn0aJxQ10FmB24a4lc2dNLA9cC1Wm5NOx8VV0Y3ksaSZ6MvMyCkECaEMeGGXyJMEzAkyJeK4zLj8Ns/wmff/Rzf+fwz3OxHixXpVl7KfD3VVe28eV7b1738eptUce5Nrt7YOvH0mmEwgke/Hv9WI4BA4Qa1GTe/K/4dIemeXUUFgC5EW12yScVW8EpsVYVVUMEbiNFpAkpdk10UqKoecwJAJjVlEGFESIPR3mMCcYCQe4AIgMOJRt5IpsoxGE2dguWJzcsMCQykiN3rVxhubzGXgroskDCgunfavFFV9eRlvy9s6h3kmoJKayFLsHnsFc1o2XeWvPTYHIcBAqBWRc4VoSqgBo8ejwXEipQCbtMAjgnEFtuiqtDipBmxZ0MaMMQJIQwgiij5aHBiXqBSENQ8rqQFXvrNa5q55W1JyfBFSF9trDNcXwbZ2u1ixFyP9ffPn4rdv0+78BLP3r84XjuXx8gZ2+0+pH2tDddz2lN4L3B9pfLzOvbXsbWg7lVD2ufax43X9vUZ7f1sVUjXv3Rl4JjgBGEcIm73OwABKQs4BhQP6gsB025CiMmJBMCbt1/i/u4t/q//6/+LGAPS8B2byPrAciknXU3pCl5i4xKtygfGq/CVMgXTEXdjRfKMVW+7vtVmra83Ht/lnVHY3Nc+bVw1VddfbN5f86Zg75sOoUJ8xSyqyFVgrAizwDFawjaxMQPPGINeyt7SCZr7g+7JNAX+lBIGN1wKZ2KSJy6nhPH2Bi9evYKI4nj/1mJngRAjIQ6mSE8whXpiBgcCu3gvuUq7sR3JWaFwKSWb+JmikT3I2YJgSAVAAVIJea6Yy50bbIWQYpgSKCRQGkAh2jUJoGT14zpc64/M7pPVepuXE+pygnoxSitbYwuVlsr8oO882iEesxZf/XbNaLXf35IznmiXRmll5ayexs+D3n7NVf+Zroy2+zz/73ltxSGe2CkcfdpQ4tFWjg6pPXZvtXkv+nD1eGa8tt9/xJjBEnhjJOymEbUCRBVF1RXJG33aEnrHcUAuk1XjLRmH4xF39wfsb/aIERtYcD3S9px6n3pwbeaxbMFRYjdajz7TRzxTPwHdnISsLt7Z8R94fZsdNXKFeDKXJTcDpVh9MJWLjDltNGVTgg8pWS4WGyWcXNHeDEaD6B0SI7i6fjsp7TE9VXWvDwb10lr2g5mNjTdNGHc7lJrNKAX3qBggVjAIwsFrWplhpF5G2WORG1aNqqvzq6KwQIgsebvDggKKEcq2r0IwuDEETPsJMYyIwXLYqqKBoOC2f+pmByAgRHaGqtUwqzUDUsANQCXt8ObVx94++tQ26orde85c9M7dPjJXPRjzF8f/VPPtN9dwNTz2ykMzuOXn5w1d6yhP0dh/BmeA56zaLrgDT2Dj6+g7m/g2Fk0vII1zmNHeaHPxe1HqLzYjIgS2hM/9boKFITLqySC0QAYnLdUgxXFIyDJZvEMFP/nxj3B3f4/pbsLr17dY18Pn92try/vZbr2ujvjQ5sJXo3UW+9vs+7Fn319vJn5gm8Bs/6n/Ju/v3GY/xepRVaOhixj0V4p2DccmaSRiD6yvhgNhGAbsdntLXOZoxg6balFu5KRUd9K4n2+DMpvhlFoNynNPpVPo2WSUht2EcVkMjoOYl8Vk5JNG1Q9hNdjrDYSS1zuDpQeAyKBLqBuz5vVUf75GHKGUHGIEKghhSBgmxpB2GNKEGEeokuVskXn3RI15aMdUX6BEN1x2zAxxhZNIApDHuZrbew1F8FzGawuitqh47jx11s/o/L2ntn+qXVO6eO5cdc6+3eRxfQTa9c01XM9ovygo752Z61/RdnaPrpy+VYF9Zmf+uDNZ96AWKwsM7CdX65aKu/sjIAYPBQYSmVQPx4SlZvCLW0y7EXM+Ys4LvvjyS3z2+Su08iLbI20Xye3IK615fd9Pp8ectnl5AB68foqgoxujeOYCPnIfbBMFiI2FpmoJv8UgwVqqva5mtEzSyXKtKASP2YjLGxmEt9/vsZv2IGYUEdSl9OOST7JaKhAZhIBAjMD202SsWl01qQqQl/Ug0xFkXu/u7vYFOCaM+z3m0z2kLJCaMdeMCEYMHnerBSoCLoRpHCzHKkZILl7ikRDI4OAmv1SKMQGXpUAqUKrgtGTEacQwTtjd3OD1dz/H/uYWu5s9xv2IOI4Ig9X+ssR1L5djiCGKVMx5sUTtFBATY4gMIkEMgFABNCMGRWABsa5rms4g9D7UFnnXvBWs76+LvOe1SwTkF9EezHWfaF3+jTVcl8m3P6/cho9h8Pzi42B04SVdw6jbEm7rdZztYbP99pr0wbi0L2xNQvP6mlHabPOY09gwIq0YUsA4RCw52qqdCEpWOiKCoAyATJcvUgAHwstXr0AEhOTxDzk3SW3on58Qzt598j1t13jmZ/llX05UqxcKOPSl67HXiAouVuer56W6rT9WHR5UP6bHi6hN6ubxuCsAIsaAhJBGxGHoen3wybpVoQYZnX1r1UNgV01vycjuJXXVCj8GrPaZnYfLbTEjDINNRmwkk7oQUIBKFeyMUYUAIka8UKBUhcCo7o2lxwCKCpgqyGN1JVeUXHGaC0QB4oA0jvj/s/dnsbZt230X/OvFGGMWq9jFqW/lG1/HiRMH8oUoviChEEcuQDxgv0SKwIEIJMuOBEYCJeIBE8ACISGBQnhBhgcsJCQIUkCBkGAiwFTmi/iC4+JeF7c4++xylbMaoxffQ+u9jz7mmmvvtfc+DpyYfs5ea645qj560er2b8en91gsjzg6PeHo5FiKViYke920yWQpgL0qCrK7Dx4XAs57fNLglMooLgqjNG2r8TvJ1bI6oouZsCpIsjf/UwvFPqGvFv8kpPZu7VVmvVfRnRE8+jYBqjrnFWbIT4vG/V3LuG4NzzwgAX9a5jlVEdiX3vMWIvzb4eOq731bu+2ZNyMOR8ZWO1izhgE31/WdIjaLOe1wL+rIq72by48oyOJto4Vx9RajIiFFl4krRKXgC2Fc4rRXHJ+c4LxLhHhkWuNw1T68SXeraax+qoqaZ6YVsyBVrb29FIQxkpHiZyvPTopXxlQsfcm23aiq67MvS0pxjJ0WpoWWvuiEgEEal1yDS2lDO+to2o6msWgjYeIqxoSFeJPYCbqExppUNFEnk2WM0/FJzEUphY7ZX2ZAa3TbYpVCWY0ddghLCqjohHFZifgMIRBdTv4Vc5PHo5P3SZQZl0LvxTPlBo93gX7wRKVpO8vR8QkPHjzk6OSEk3unNF0rkYpagIqVbcCmCEliCq6RiFPvA4MPxUertEyQVmAttFaz0xFCkDxnRWJc040/akTj+rqxBWpV/k00pwOX/T9HUH7zdls0+a3tb/yNv8E/+o/+o3z00UcopfhLf+kvTY7/qT/1pyZmEqUUP/RDPzQ558WLF/zJP/knOTmRIm1/+k//aa6vr9/qRW5r+xEs2TFc//u0W96c+6ai/7vaq/jymzLuPLYhX/8G7yv5Ry9hWi/drMlUpiJaRxazhqNFx9GyY9ZZusbQNYbGSj6OMRDCwGzeYhsDwNHxMUdHR8xmM67XG4bBjfiEOfCg+G0kgFwY9bTPRW8sY7BvYJx+zv9N1Bao3WbyN6rkVvmQC1sWJbMwuczoQogMySzW71xJMDamoetmzGdzFosFs9mctm0xFdqF1oq2a1Op+bwvkq9Q6xJB6L3DDQMxhpQ2lVEyTPLzyIvEEBgGJ4m76d1r5mWMlfIm7Yx2NqddLLCzObQN2PRPa4LSBG1YHJ+wOD5hfnRE282I2jCEyG7n2PUD213Par3l/OKS5+cvePbiOeeXl5K4bA33Hj7kc1/4At/5la/w+//A7+crv/srfOFLX+Cdd99hfrQUxPzWYJtciiVVus4J1RH6wdG7gcG5lDMmYxSDQ2sxE85aTaNF69NKwInlN4l5VRP8adnO/p/aDrzep0EXX1vjWq1W/D1/z9/DP/VP/VP8yI/8yMFzfuiHfoif/dmfLX93XTc5/if/5J/k0aNH/NW/+lcZhoF/8p/8J/ln/pl/hp/7uZ973e7c2g7lEOT2qSTjvUFfbrvnXYMz3rwfd2POh4IDbj5TVYtx7HepVlwdumkNu8VsMLF+7IuI1cGKociRAJOqyYI92DaWo+WCq02P8+IDc94JxA5SyTeXpY8JIBWtcd6LWSf3Je73AYgJ56+Y5pKOljSiEDNoL8TgJ5s0n1u+U0rAcqvxGZeCrpgmFJinrM0XLUwnJqqS+VbK0WtlUjSgSnXJbGEy2fcUYhRcPheSmbI2UUnghXMQ8WIqVBLBaYwpNREVEgBDCFIoMl0bQqQfBhZdHN81OQBVwlkMQRJ+lYR/QhAG0c7maSkEom8R3xjiA9OGtu3wszlD3+MGR9/3eOcEEYOIaRs6Y2lsw/L4hOPjUxaLI05O79EkfMTl0RFNJ3BfLnqcH8igwz76wrSigxgDKgaid/S7Ha4fIAZM0uSNVoTQ43qFjoroBzRSOFLFgEmmwoBPY5YkDUWKkhyX2dS+wd5fsZyTadub0IS7giHc5dq73GOf1n0aFq7XZlw//MM/zA//8A+/9Jyu6/jggw8OHvvbf/tv81f+yl/hf/vf/jf+vr/v7wPg3/13/13+4X/4H+bf+rf+LT766KPX7dKt7S5c/bYF8DJ77tv05W20mzd/OHd20Ao9flmS4Jj8O/Vn7THibCabduPAnaonp2tqc+T+Vfm7OO5gMhWPhGSu0XRdw6YfEeCl3hMpUCCU8OwQvBBsBd5LWHfWpkr/9mGcMokfVZ3J2KEk+VkRbmjexUyj9c3xOCTAlNcbTZn5MWUMc19T9IAEAhi0ieU9lNJoFVNumdTuUlEAfENI2jMUhPhIgqBKqdAhmQoz85KoTHl/pUZFQpV1I5GEeRSVSmXvSWEJGd4qj4U2oGW8rG2IrSd4RwyDwC8lhmcayZciBqxtccOAtg2uH8SUFwKN1bRNy2w24+T0Aaf37nN0dMzR8Sk6oX9oYyRxOSZ/lXeiWCXhQ4B9hXnpbH51DtcPeO9QRBnDNLfe9fR9BA/KDwLrpCIq+spMGNhbLZV5eZx3VS+2ve1XGTcOC78H5Mz9ls8NE6Fp7z5VCyFM1vDrtBycsU9n/x+Zx/XzP//zvPfee9y/f58/9sf+GP/qv/qv8vDhQwB+4Rd+gXv37hWmBfDH//gfR2vN//K//C/8Y//YP3bjfrvdjt1uV/6+vLz87ej2/9tS++0wXpS8n9+GZwgR9MUMbAy0ncVuFM5HetcTUtKpOPSFkFtr6J0jeCeSv5KgA6VGvFulRUORdxg3dikPqMak3kxnsitjFH6mFOj1EjArolZYqRq/noyrQimTYy2ml0eR7pVS2HyCUqiETJ/7qZT4sYL35VmZbWdCN5qIJR/MoiRwI/ncBGtRQudLaZTsY3QeFzx98EnjM1JQMiQUD+dSCZUOqzWhscTgpVSNClhraayltba8V35NpVJV7EbTth1d17E4OmE2W9A0LWgrOWxeIgIZSFWMU3Kw1mitElOGGEICFFYQA24YGIae4CW6cjbrhMHFyOr6CrdVNCayaCJGBZQFqzIQVmCy6is+U6bopWviphD3Om0/uu/vZABZzawm5ve3oAKfOuP6oR/6IX7kR36EL3/5y3z961/nz/25P8cP//AP8wu/8AsYY/jkk0947733pp2wlgcPHvDJJ58cvOfP/MzP8NM//dMHj92W8HvbsVfd420kgbtce9cFkMvNv8VaTTeSH58qo3jTm9XvHEUqv3lzOBiIceO86l46MwiRDI1VLBYdm12PD7Dpd6AaVNSkqGQgJPm3knxJxFlFBI1BFU0iR8oVwXbPFFrMNzElxSYAjT3rWxmGOvijBFhkJ31hdsk0mBXY/cWQbZqV9qaUKlrVfssumYxILlBTo3g/8riEEh/y32IaVbVdKwXEqBgxCoxWhdmLtiIlZEICpjVaE3V6ZoxITlW+f2LkVfEzpbTU5epmBDcQwoBR0LQNTWNpm5asssVICQoxRoJ0pKBlA8bigOAlQGPoXcKzHOujxRjlWmUxSqWixWkCg8c7R0hwVCTtTzA5QhFQ+r4n9A6nI93S0uqIUYpUwvIm45pM4r5aRVok++fWdOrArV7WKr53MJd1Kv6Urt3m4riLe+MQjfu0/P6fOuP6E3/iT5TP3/u938sf+AN/gO/8zu/k53/+5/n+7//+N7rnn/2zf5af+qmfKn9fXl7yhS984dbzX4f5vIxp/fYkA9+9jVBCWeJ/c4nppc+5671ectorGfGNsa3ut3/pnV8tm8mEG8UQUxShom0tbdtgewcx4P0gKOcYFLo8XyHQQFHHAvG0T0oq5WZkCEVDqc1j++85amr11+IPu/m6t4USKyBm0OFYE5jcqcxQsk+34pgqayMqmQohI9iram0VDTFROFl7I1q5+HzCqHEqSfy2Zj93qxovVEmCHt+t0hqjzJmYbsPkHCmYKX0VZpEYpLHiwzOWYtKOCPBvQsMXE54hohlClARpBT4qBufxPuCCL5GUkGMsEvMsWqxUgo7OEfwgmlZMQL9ZqCmSizCCGDwxKFSKZp0YhPeAo1VeaVkKiky2xPTsaXuT3Kwb64tRWJqcV0tje9e/jlJwKMbgMxMO/7t+1+/inXfe4Wtf+xrf//3fzwcffMCTJ08m5zjnePHixa1+sa7rbgR4wGGm8ybE/dB5b8IYPlVm8inpSOUun1rfXm2yODQHhzaNSPDxwC0n3KH67nbJTikYQkinGNrOMpu17HqHUpF+tyWg0XYmjCoRPaNUCvlWUqJdJUlbTx+dmVamdcU8qDLRSdJ/RX2mvrqbYzMZH+LBscq3TuxZzoy5e5mTqtRlXe41Pk80QKNV8btoNWqomYmOz5x2XiRzVflDxPTXJAzCpmlpUqFIbXPZE12iEH3yHznny/1LpeVkNhqGAed8eoaSqs1RFOmUgUcM8g7G2lQY0ox9iqIVZpR3HwWDUMVIdAPKRNAeMHgv9dr6wdG0TQpUgeBFOIgF4T+BQKdq2sE5ghvAJ42rnAOoKL63GLFlwkTLMgkof6Kek+czjhUJYrVF1WGiPy6al9OHQ4LubecdQsOY3Lvq023M8mW5W8W3VZkqs9Z1yMd21/bbzri+9a1v8fz5cz788EMAvvrVr3J+fs4v/uIv8of+0B8C4K//9b9OCIE/8kf+yBs9Y5+BvVZ2+f/NWtVt7dOKvgHSjvgUJJ3becd4yoGxrzWRmMxTUUmpiTvd9BUtqJhge/xYNVgZ2rZhMe9YLmY8P7tkcBHTeNrZUpJQtQFtU34XoyqUiExQNb2Zysk61QvziYkUw9NECpeox3pc8jhkhzeA974w0htjtzdEsfodE7VT2eSn9o4pScjNTE6nYoYSOalKH1wcUTNCzCHr4zvVz86RiW3K82oSuGxiveVdc6pJLi4ZY8Q5j/Pi43JezIjBC2TUsOtxXqCZxC9mpBYXAWVsYhIeayQZWWupCxZJSlLy00lhxwip5pOLgRhdMneKxoVSwmiNJprkgQqOmDQshZGI0BCwSpiRCmIO7PttygNssfM5GdJ43nWoaDA4jNqhgpeIQi0V3G5WQojl209HB6nu/Bo08KAGddt2fMOOjsn8IjCFIMLD22z712Zc19fXfO1rXyt//8Zv/AZ/82/+TR48eMCDBw/46Z/+aX70R3+UDz74gK9//ev8C//Cv8BXvvIVfvAHfxCA3/t7fy8/9EM/xD/9T//T/Pv//r/PMAz85E/+JH/iT/yJN4oo/LS0pU/j2k+7vU3Y6uu0u9xXGGlFmIuF6e7S3UFz4Wgou+XCQ19UG4EsJUoeUgykvLJUYLJrOTpaMOsaQhjwrse5Btt0GGOF7IQ4+hRjvnOs/zzUEZFCoxpLsJO1LlVMR0odjsiqk3mLz+HQPKRnj5pXPj+Zekq3a9KYjXFZok7sK5fPUIm5SLwc2kto/GghSkS1CDwJ7ohYgHZtqmystS4AvipElFXlHGOMBFM0UtpEawPOER2oEBIjFSYXk0nPB4dubE6dQsyGom2ppO0JuG5ChicV/sjLIvsWkTysEIQZZxeaD6KlGhQ+KehBjSZiGR8vZY2jhLSH6AluoN/1hOAk1QCQqFHRarVWKA8lwS5FEhbB54bGlTp9gHMdYjz7GtbrmgpfphXd/SZjP152/Q3r14Qnvl1QRm6vzbj+9//9f+cf+of+ofJ39j392I/9GH/xL/5F/s//8//kP/qP/iPOz8/56KOP+IEf+AH+/J//8xNT33/8H//H/ORP/iTf//3fj9aaH/3RH+Xf+Xf+ndfu/KsI7mubCu84l58GA6lxxOrnv2xBvvlzD2k1BzSjW4+87KyRuN369AqmZlzwijjK9BWSzeH7HPIdURN+JcwgkJz/eIw1dPOW03jMydGSEFZcrTa4XoiobVpiCMl8JL6xXNZEpXtKQAHoGMm+iGy6GxXGBJC6x0iJQVhH7Zc6qJEmxjXJhcuScH5ejnyIo1kpAkoVv1dI1+gSoJF8RckPFhG4JFIEYFTZZCvmxhhDia4klZbPGqhSSYnRkmzcWItNQLnOBymsmMLZzR7T6rqO+XxOCAHT96idog8eg8HEKCVBEM2z73c0RvqdmacyumhZKo+h1qBMMXfFJIBkZJCY/JgxksL9kSrPyeYbMJLQnQayTF+MxOBQwaOjJ0ZHGLYS7r7bYI1CYZKQFDA2oYUQRbPzjogHW1c+qISSwszSnimLqJw62Vq37qrbNmm1fF4WWPEyf/6taRlvwusO3DcLVH9Howr/6B/9oy8loP/1f/1fv/IeDx48+FSTjd+0fdq5Wm/ah7tIT2/HLH9bDBIvOXaYkU0CEgrlzQde1b9DppZRN4oxlTEhMxdPk2CIGtvxhS+8w9FZy+MnkfPLFX7nCQq0aTBCwdC6FRTzGKV6rxE+GkNMzv7Rf1/3IqhE+vak6onPYvKGCp9zY4pGVDjR3msqcvKxRDgqYkpkZaIFS9NKfIclfyzjBqKIyhA1eB0lPTYGXFRsnStBC0opsbdlLVFVAR/Z7mig6Rq6psVqyzAESH6nVpmS/DtvOlptaK1lPmtpWs1217LZ9QQ8ZpC0gxgj23mH947V1QCLhUBSoQjB470Q+zbXxUrEPmqTtDtDjIHoIfiI9zHVG0toI+Ldg1SqReYmMDhPLgdjtSJEhwsSzm+UVC0Ovme7usalMPh7x0fYpqWxrZgTo5gC/XYDYYdmwLQBYzKwbgD8uC7i2H/pR7ZYpGP1vL/Flq19S/LF7eeVz5Uw/dvV6rzGeIuQepf2mcYqfNsAiqkjXd2Jib0q8vDOKvie+lzMTpXU/mm0G073Yj460J0bKteoHZUT1N4p6eq9URk/HhqORJ9jilqbCp2xMiGqScfq7mUyP2EOqeZ8NoUpnBiStObeyULMTSri/XN2vWOzOse2C4jiTYlOgfNiOtQKo23lAxh7ESpNRL5JEn/WTDIzLWJJ9mXUkWgZ8Kka40rLGl84nRF1NuCh8ucyCBycM5XLhqgE12QAA0ELcQ4ovAoMEVwU6C6tdHGaG6OF7mqdKpbkh4VUysPS2g6jAyEqUOI3bJSh1ZbONjTWYlK4vkIlHxk0RhFTlKcLkflsRt8PlLD4qGTuohbzr4JiP8yRMir9rQ0xJBDlEIl4YtTJtGnL+IeEMgIpuTokxoXcJuSa0DHgtZgCve/ZOfHFKQQQWJh08r/FIAEcbotRDqM91oI2AaVEC41Fy8paczVXaTFXltqMurhnSr8pGB1qr2JUsr5ugi7s08W7RAm/VbSzejsG+ZlmXFAN1OsMRJyS2rsibNy8zYHv3pDh1Krzm/bnbi2bsW58PenNHe9yy/Wv1x+Yag2HbjbdWOXL6oSxdAZU5skYUGiWiw5rhQCvVlvOzq7YrNcQFUY3KG3FXOdSCHRQ0OZS8WIfFI2revMKub3SHzP7KX+Pa1RPxl4xRimOV1WvVv4YmdzI8qbMnFivm5Gw5/IlxlqUVQQdCSoQgxKNRGk8Ch9TrhaiicUoId9aBkOYCLH8hwJtDLYRKCmph6UxGGxiYG1KFjZaTyQNKUOjaIwklA0R5rMZm+0OEFT7kMB3hYAnIh6zdirvFxPjikqBTrW6clRoHiKdi52MaycSU+Kx5JhpIipEpG6Xl2CXFGHoXM/gHDFGGp2eo3RKTNcoJDkaP2CsoMFbA0onxlUhwt+kT1kVzxJQFgxrRpDOLFMuWvC+H+lVvv5D/vJXXXubWfvQ/W6jWfvPmJge36J95hnX35H26Sg/L3/ES+zPn/7D9p/9ljd4wzZd7IfueffnVFu0/CxENkokXWM1x8s53/WVL/Hk6RmfPH7O5eUW77b4AdAt3ictyRhMbDBK8oJCTGgKE0TgSiuMWR9KCBBRUnCnY5sZgCpEyNrKd1WT13Q8Zl9IZmyZsJWQdmEaxiRizsgjIKFBGINpLJg0JjEU4musomlaVBSDVupmVqwEoT0rIkkbjmhc73DW403qm0oaEjnHSxAxFoullAkxFueDJP96L2VKlCWGSIfBR8um26Ji5PzsBfPZjJPjEzHjWWE9Qy/MQRups6ZTcU0Mxa8YU0Sj+PNUSd6W95JI0RzcIlWghVm5EFDRIyUlhQGGGOj7DWEYsFozn89pUlRjLgypCKjgMEZhrcLamJi9J2UGctgZcMjqEfe05+pYrJbdZ6xNIoo/pZf4TDOuvADzPi5NjcdvfDm5wXjoZarzoee+zvev2+7KvN74eVno2RsftSftTc4lS4OfHlPN73nbwq6ltdukRwnhrs0bI2pElfmED0Pye3gWiyXvv/+QxXLJkycvePToMVdnlwQMtpnRdB1Hx0tsqtEVNfgYCUoVJavwk0SYylipbA48vN5KvlbSkOr8KMVo/ovpvSljQ3k/CfEbF309byUMPQ1CSNEJKplAvYoS/p5uqiIYlRDYowQcuF5AiKNPSPhao03SslIUZQgRHyLOB/H/RRn3EGNhUC5EhmFI2pGUPtHKYG2Dj4L9p2MQYGSrsVqDDzx/8pT5fI6KkcV8hoqNoFDYJuVw6ULfFYgPstrLQenkNhy10hDF3JhxCH3wKSRbTH0xZLh9QXoPweGDY3BbGm3Q1tDOWkluJhKCR1st4Lt4rEAfYrQC5YsIo2I9PwfY18TxS1nvt0bh5gjW16T/ByMVX0E/XsVoXkUvb3OjlGCkt6Aln2nGNREtqbVuNUqwRf1mFGSrz+XQvipbP+YNmNgru/4KNf51rn/tZ1cDcacFnQeqmMnennkdSnwsv5PZdz9cHA4JGHI8xGJZIms0ZWMoJE8nmYCaRmPMjLZpWK1WhNCzXp/jg+bo5D5z3XK07AgxA/Vk85hKZdunZr19fS/moIuRu036W38uAKblzKn5UT5WRsJDEhqMIe66CszIhCKIlhOiaByBhKARs7lSl/nIYenOO0jI7Tqb+oRkE618DlEYuhhUxYwXo+S2eeGXKW/Ko7RP1yukwGOeLJV8cFI6RcXI9eUlfug5ms/oGktjjEBLGYM14reL2c/FvtCq0vTvmajSiIZUq8wHJ5BfueJ1TEUqgyQaOz/IOcHTzizGWklY1tlUl/PwRLjQ4kqVmmfpaSoLCFn/35u6SUTxZI0cZggq78H02Bt7YULgpm3/3LtCNr3KZPiq9tLz3oKMfLYZV1r8owQitnApXV6ZWOoB2vu+kpd/57R9vhRHbeXGqUmrIEl7n2o3XiYQpGfuM63960WuzeY5KixCEvEWn0qIEWN0igbbJWYQ2G0vuDj/hKePv4nzMOss7f0jHtxbcnm9Yhg8LmklJemYKuGYqdY4NinWWELjD75vHSadCFlam5nQjnebmgzL9xWDym1f6wJBwfeRxHjlHYR5JQab/kUf8YPU2wrKpTpbFmUlaENHhWoU1rQp0lIRMShthCFpS8QQoiai2e4cLih81DRNAuaNnsEFAbyNAY3CKIXVmsYY+ssr2PWsFktOj44wM0VrG+ZtJ1WJlSJEKbZSpW2RLHQpI3xkXNlnF0LAe6kP5p0DAiqZC6NzeCewTsNui/M9EU/TGNquZT6fMZu1yScZSg06jSCRmMS4lCqronyOMZD9lNVk39A49oWzV/nsJ36qT9ES8jbthpa4p1nsW1netH2mGdeYYJkHrNIH9oSPcRPvST4cIih3a28z+H9HfFm3Ppy7STufkiP14K3vcNOX5aHkJvJKlt5jtQ5SnlgkgcqmmlMxYkxD8J5+2PDrv/7LPH78Ta5Xz2nbBcuF5fR4zqIznF9scc4TE0FOD0fSVxNziekfN9ebIs9zApdVqoxpYWakmyRillFF9r4WZIh9Qpa0jrqScE7Ozf+mPE3WXCCAjyXnLaQ8LNI/qw3KSJCENooc1b3b7IgB2nYm4eraSIi9SlqUsqAsLkS082x3OxaLJaTaX9u+Z8jajHcFXsnaBgO0xnC8mIMC5wa2my1h8EQn/XO9w0ZQxhQLACBQTenPgCom3RgjPnp8CPgoyB2D75N5NiSBxkttNjckpuYYnBTJVFpJDtpsxqxrU06clClRKmErKp8YlwRjiI/Ml8DHvNKncl9EhZcwpTTv4QYIdVojN+WXV+7Rfc3pdf1NLwvkqI/f+L4IY9O+/I5mXBOzcTwwqEWafbXkUm75ls7Du17/soXzOlLJm2fAv+KE/LPmXYVxvP4jJ3c/8F4HzRGJERWGVfVu9PckAUZpyBu92M/TdZmqAUqLWcfvdqzXlzx79gm73QqlPFoHjpYdJ8czmkYRg9R4Egk/FHNYXnaqmKQRbSW/VpG61WQJxniT4uxbuYrQlR+SL1FjWH09BjlXKyNQlPIihdDkR1ZEKyDh3TFpoz7XK4vi10paa/QeZU16aylJEpuIQmObBmMT2G3RuCRfKgZhEn3f03VztIp4JXBcGfYJYgoc0TRNg1KezloW8xnWGkG8cG4CC+WHAaWS2GCStUXFsjbzjMdiLsw+UAl9D1H8WiFBS6ns70o4hFJc1BfzrdZS18vaRopnlnmSNSRrI6B1TDBaWfePo0k3W3ViTY5uF1pL7tWBwzGbHj8lE9HtJsmRSb1uqPtBelSMCp+esP6ZZly3Ee0bTkHGRXPjvOpgvaD2gwTeJHDjZUzl0II4ZPb5NNohaUmNB2+cf/j14t7x28fgVdJZPpY3xl19fDXZjxWX0DksOgoxEc1KOhpVTKk5IUEViT9lu13x7OknPH36bWKE46MZWisePjzhnYen2FZBHCB4tGlKVVx0GJllzMxr7M/UvCc/YrxF8jzwuxCm9Ickzsq/0ZIQy0CUXC1jJFcrMfSs5cl8ZKaYvvcRN6Swb6RysYDIClGP3hOdx/UDjW1QGckiCDO2tmE+X2DamWA9BpVQLaSKsRs83oNSOxq7w7cB6y3iY5LoTNtY2q6laSxdN5PKwvOOeyfHLOZzdtsenJf6Xf3AYGwaKCkoIkgaCWewjOyIxRIgaV0C2eSjgOV6P+BSmRKpauwL4yIxciJoKwy1m82xTSN+tehTsUsxDZKKRBoTRTpSoyaXeGdRx2OZstt9TfW63t9DE4sR7Fmabl5/2/3ftL1sL2cmf5dz73rPV7XPNOMqwm55/30/wAEJd/+acUW9tvpct4w99zaTUaMlvw5Bf1XzqaR6uV/WVg5pqLe+f21ffL1+vMwB/bIxq81+Wuuxy9U1UUmoelAR5xy5Cnx+CwVYrYkKAd1dzvn440f85q9/nb/9y7/MZrUiAm3X8eUvfJ533rvH6f0jwGAtOA+NVWisoI5Hqa4UE3OUIRM8vQji0I8SdVdMAmlM8+YOIY5BgcVHAT5BRE0FbnmOi06Oqco8nkp+xJBymjIcYawr7Y7z6fOXWqGNEfPY4NA+4Jxj6HfEYWC73dLvetarFdoIU+xmEg3YNG0q0jhHNa3ATPlI13YY00A0rFdbhsFxcXVF086kL0oxDD0o8TWenp7SdRZrNCFELA36aIl//32+/KUv8fTJUy4vr7g8P8coTdu20CuMdcKoW1OiSSNI7a803p6IjxI5GPM6Sv+MEmeUzwxeKzAKNwgTUzEyn8+ZLTq6WUvbdYzgBGPEagwBbWOptaWzyVDlEilBGFmsJzOxrjtYgG7z69bnfJrtZc+JFY3UdU226rpcHHLSv0xuCstOmvDvdFNhJh7SRqZ1wyyzpyHcGLNReJ/c+7bQ7MOhqi+fjDdRue+qubyqTc5RFOy8WB1TJBNLfW6shk5VX77G814VNfXqljZGcnDnb8as/dTPmE00CUQpgbJWVjMGN3B5MfDJo0c8efIJL148JybHPTFwdLxksZjRzSzDMKJYmwoDTyldoJeybaoQzxir+6WejqoteXizNJ5HXm4zErjIOMrZL5YhpWSesuN+uqYEGml/bOtzZMBUFCzDmJik9yGZ5Dz9bsfq+pqh77G2oW072rYVPL78T8tvgZOSqIgRpcMwm82w1uObICVkkPlRKuEctlJypm20mG2HgAMaazg5OuL9997D9QPr1ZrdZstusaPfDXQzjfce7UUTi0aBVsnHpcp6FvNgJqSxrAGtFSYhcqhoJK8LRQwpvTqtHWsNjW1obIsxllxAUymV9L1YEEBKvbDUg/Efd9kqN9q+NnbDXAevFQ5/I+DjFjr0KiG5CEuM9zt0r7hHP9LF5dpPC07qM8244HYimJ3ikInCy1ZRrU3cvPchs2HNvF5XQnpZaOpt17zKJHDnFm9hJhwywzES0wnzv/uz43jx9Ps7Mm9I0lyoNkwO+ZYvJLIspjLxKiXAmqo6VSrPvt1uuLi44Dd+49f5+ONvc3FxJqgPifAcHy+ZLzrazkoQQXA45zBWfDIl+RcyaUoCtUSZ+VT5d/JqEyJTa7y5b4nxpfGteSIk4lhv9kwEChMbhRvvfZFtx2clYa7MxYjCoZGx84lpeedYr1dcXpwTQuDDDz/H0dGSdjZHa4tuxKclwREp0VfpxLTkvsYY7KIVs2FUEFSqfwbWSKmZbtYy6wzFbRQUnoA1iuOjBZ/76EP63ZYXz5+z223ZrjfMZnNsY+UdnUcNHvF2AWZk8KJpxVS8MgszpKKR8tZRRQya4LXkkyFrJgez5EhKY6yYQFVad1EYllR8ZqxxlkvpJKEk6yRl3lSasD3zXl6/t7V9OiNC2hgOf5d2SOA+JBDfNejida+vj43Cpnqpn+8u7TPNuF73xd90mLLauy8t7DOv/N2btkN+kPrev93tBnOcfIjwmq/2tv3OptP9+9S1rIIClSrx+mQqNCmh1Q2O7W7L+fk5jz/5hOfPn/Po0cd869vfZrvb4rxnNpuz2W5QSvHg4QOWRwvarmW9dRIAkJJdQVAspHZXhiFSQMD7Mcx71PCSKaowkb21k8coM6v0X6g0L3HUj9pxCUtTTO6X6xSzJ9Gq6nfuh2gC2Qcj2oEbeoZhoO93XJy/oO0ajo+O+fJ3fpnZfIkyBhcVdB3GNqjGsN5saULENC1NI2jpgl9oaO1MAjV8xKRozBADRmu6tmXWtRDBOREoFQiKBxprGr70xc9DCFxdXvO1X/sNdrueftczmwswbtSOMAhWoI4ak2uqBWHezuUQ9MS4UsCEVqBMGkufiHAUpAtrNMoIA+u6lsY2qe96RA1RsVTZVtV9Ywr0UMm/BTWtyJLLAU1HvZn+cdd9dSstiqPm9Cbtrf1otUnhDdtnmnG9umWmUn0z0XSAyQK7fVFIRM8oMYz3mEo0+9fst5dKGhVz/LQ0rIPXHZTYRtXgNo1sHMiX9yXuEd83bdNgkqxiyHc58ACtyEmkTZMk8BC4vrrixYvnXJyf88knn/DkyWOurq64vLzEDT4hOBiJqIsRbQwPH74jPg0jWp2xFqU9znlsm0hVdlukf0Gg4SuzlCrAtiHkxN7RjJXfK+/dekRrHESJDMyJzwl6qTAeioijYgAj5j9V7FOqCPkj86tIaQigs6VAcpskHHzADTvu37/Hg3cecnxyTCbHoOnmc5QxKGPovUMFgwoaYlPkGpuShIkKFz3WiloVgiqmtRgCQ+8L85RSIQLBtOnXWGM4Oj7ig/fe4zd/45t479hstyx8QKeQ/eh9KYpJUARF0rRCWi9ZHKD0LQ+Pj5HgJWeL4MUvZWyJzGytxSa0e0mqFo0/5BD48i8FY2QhII5mvBE9Jev9t+/pl+2RmISMmFTxqOpVc3s7ZNUZGeYrL7/Rr5eZGQ/1+bZ7QLYwxAPh/ndvn2nGte9Xun0B3OZ/GpEIDh3dV4VHWKHp80pY8isW4Kvaqxjf22owh4NPhItNTYF7z5vUDnr1MzLjuo1Jvw4zi1HCpmsbe7mlysRInmeNJjhH3+94+vQJ3/rmN3n+9Bkff/tjzi7O6Ice5wKzboa2kjy73e0IQQjXvXv3adqW7IQy1oBWDL1DN5n4jKCvMeY1mN+LBL6ao6ySVpaHkVfM4Z5AITQw/0wUsdr8o/kvVmC949lTSb8OzxfNgWSCDUEKOHrvCN6xPFpy7/49ZssZ600vGiVRSoJoQ9QaFxw2WEwME5OcMWKmzTTJlI6NgL0hOIZBY3QqEJkYVwiezWZD27YsFgveffddurbFec96s+HEObRvJPAheIIXs50KoeBDjmw7qb6VsJWZWYgSah+9K2NnGjELWiP+LWOsBCJEVa4krzVG5iURhFlQS8LLKAPW8uAbt2TwScE4d7vfbb74ur3Mh34wPeUN6M8hhldoxFu0zzTjepN2U8p5tcH4kC13316cI8ZeNbl3NSn+dpkHa80xfcPBRxWmVX68xkOqZ72N6bQOUMnCRx4/rTHWYJsUbUhks7rm0aNHPHr0iP/v//F/8PTpU4a+p7NSyHA5P5KCk8oKpl7w9MMarRpmzZLZ/AilbYF6MrYhhDUvLi55aI8xphETWEJWD2UTgghBUtE3h6SPhGFkIfVIZoU/ZmJUtCYKccpsamTceYwTkVbJpKoVpgRC1NzPi6amJNpOJfOY+LUcIQrxLuXUm4ajk2NO7p0A0PuBbT+wcwGvNLaZ0c4XnOgkNaiID04CGIKQEzG7SamYvu9T/4XwCtMX/1Y3m4mWrLIPKrDrt8QYaduWDz/3EQ/fe5fHT55ydnbO4viUI6XoQJDaY8QTiT6xpDTuBaIqQiQkBiYChPAiMemZJGBYY2hti9EmBY+0YBpQeozELKbB7MFKeXCqAq+qNK5638T42jvoRvvtRPi5zed+l+CwfPyu+7wwrrekb59txpXN2LUVSVFNsBpXzUjzqA9P/7jJoG5rr2PnPcT49if7ZdLR20zyIa0018Ga3vtw/+P0B6/agvuBKoc2xKvfZ8rcs0lBNBqTiHVk6Hs2m4Htbs31+ppf/9rXefL4Cefn51xfXUltqNmCru2YzWaAVDjebftU/FHCe2fzOcujo5SrIz0wbctisaRptgzDhZTt0EL0RYtK5o4wahsolYJIfJIobdG44t47iQkPCL6YrLXaG+VKai9mwrRMJwxwf1zLTUZtrTwXwSnMUYTRp4KHyV8zm89oZy3GaNa7TUK68PTOse4dTeuZK83gBqw1aCdxdgqNU5qh79lhMFre3Q09kIIfCBijkVyntvQ1BM8wDDgnaRur9RqtLEpbHj58wMXlJWfnF1xeXoLRMneNRilhgDqYlJCcbpgEnGwKzagpIqSJf7RrGgHKhcS8NCYlROfUhoCarH0RQGQNkEyHuaLxiLxIeVaeE2Gq43zehtP5qhYjZa28jE8c8rvvB1Uc1IKq88f1csuDDqzp2zuUfqupdep3bHBGaUV9joxl1Jns7n1TWIRSGaIe99c1bR3U4NKzanW4sljs9SJdM/m8f94BpvvKdogJj6aiSnQv593GWGop/zbGdZtpYV96q28YDzx7ei1JWpZfOvmPYvA4P7DebLi+uuDy6oKz8+f82q/+ChcXF2w2WxotZeOtMTSNhDVHIDqfQqVVmfhZN2O5XFao41IkMSefhiDmJRVEpE50ayJJxzQ+KhMqspmv0qjSL6V0WSYFDUNNtao9xWtkXFPJjBxdOdXHbloR8ryXrZFMfGWOknm07Rox9RHZ7XoG73AJpLfvByKaph0YhgFrjJhFlUGqejn6vkdFjTUBrS3ODRBJ5t4UNJE03hACziP4gINjcI4QAterFVpbmqZjebSk7TpQkdV6RTufYdsW6wSSCS8I+8bqUXhlJMQxSHqySubMLATYxhJcspYoCSyhQh0Z5zXP5p5zk0j2rRaBQo1XZAYWq3We57ue2GnC+mhd2N9mU0ZSE7a9hZLOqZPPD51a00MZp5oqTdfR65KemnyU3pZlOxXW37T9XcG4pu8fD3zeI7iVGUY2E7wtgOzoFK6dsTe7Uis4+fMhbTEeWJsHv7hJoyaniHltnwweaodNhuN31Yat20ts4fs+wHyfkCXiaoPIOfX1EVRG3E7VeBNxXa+2nJ+f8e2PP+brX/86L1485/z8jN12gy2l4meSe6QMRhsG1wsDChHbCPitj2LmOjo94t333qFtG3LZwc62LOcLFrMFjW3wLhCjByVlLELMxGEi9QgyRHpPpUYkC9GoVDVeqgDECpFTo+Wgmis5rhLQVDXsKKaSca2g7fUrzx+Z7orPKgBBRaJWKGvQTYPVUg150++4Xm1wQaIoCVGAIVwk9AOb1VreN9X2AkGLD37FTvdYbbGmFXgleXuUVjStBRPY7nqcD6Ld+IAbBoZ+YL3e8ujxI5RSzBdL5scdy9M53bLj6vqKbrnAdjNsP2BUlKrOIAEeSknidwCXStiEBKab166sJ401Fq9SxQBItbJzIIosPAn4CCg8GqnVFaOT1AvkXyqIXHCKgyKh5WchR9ZxhqEaZ2I6L2mjFPk7z1X6ev9DNbv7jKVsouqaet3lwKZY1tTNfV8JuC+jGTeE9Ze0WN8tpSW8Nksc22ebcWlQ+wyniD+jnJMjsyanlRVyuxZxlzY1/ek9RiLc6aC2tM+Y1KgByv3u2oH9/uyfcJtKfvt3U0loKntOxSnJbZk+TcpTFKkxS76lf+MzjM7o6SIZh1LBUO4t0ejJPxMcu92W5y9e8Gu/9qs8ffqMp0+fsl5dS3g8keV8Ln4KrcVpHyPgiSEJKAQp15HmSRFBBY6Wc+7fP8UahdWyqbSyNKahbRrapmW72aCtQAFlYpCJkaBdhJvjHAPElHOmRyaThRoFOROJkVhkOSNt8XSemg6NaAhKV8LBOEuq0JGcYDElZrIfVCGoUSmUtdi2JfSBbb/DbjapvL0ieo8bHAziy9I+lCCYnLfmjMPoBquEYcnvnmFwRC97wFpL01lsa+mHgaZNGrGyrFcbVqtrnr14wpNnz2i7hmgix6f3uf/ufT7Ybbn++jdx3rPrd7SJcUUlgkjTJp+n1VgMzii8UwwEYpTIQO8dMeZ5M5hGj+Nc5kiDkQCUSMThMHhQUeDCSAUnvUfpkAJxFBL3GZIpUr5XCIahizkpOpeQSXuHLKy9nuahstQby18THlPWV6ZFaUHEfFklz4/PP9CHm4rf2IdXmRIPtTH58PWv3WufbcYFt8x53Pt9SDGIB757dTsYKr7vW6Cm7/sq0S0PLYvk0FK5W0enfdsjVpVp4Lb2+vkYsSTA1hKeUplkpnOq8w/1N4sZE/t9um1I4KhXV5dcXF7wjW98k9/8zd/g4uKC6+triAFrGhrbSAhz1kKKWQeiHvNtQvQpAm/UT2xj6LqEDlFpMG0jEEe2saw3AyoYbEzAsnpEU6jY8h1mamrsUUlHr7Usqs85zFpkr5FY5fvsCxn7hLDMu1LJqDDV5/I9tNHoxmKCxTnPru9FKg6CVjH0A24Y0Ery5bxzqCExbqWJJmK1J5pWkFm0ANgGF8pUhKBwDmEiIdAMDdZYGtVwcX7JanXF1dU1Womp1jaWbtZxfHLM/Ydb5h8/BQWDc+IPswrtlfjHvJVcMK0FEDfTyFjX4PKIGTBpu6qqXVbVMcNkATSvTIkczPXCiBLYgpWK1qMyNQrB2UioyiTESlhS5e847pR0VTWfewrNGPgxqmQHta3J3E8F4ol9O3ej0gb32zQlhbS/9xjPSxjchCIpxER/oK+v2z77jOtt2p4mfNfw81vD8NX0mts+F5PAS57xpu0wY737tbc5TUcT516SdJHi02GEIKRTp1pa7e+KEtmmTR67ES1cay2h2Qm5YrNd8/Wvf41vffvb/PIv/zKbzQalBHtQK8us65i1M+mHDwU3rQShBDGLZb9OCGMkYkSQEprG0lhLJIP1RmazjsV8Rts1nF1ci0kIQ4tg8lF8YqGmKrKhlRrJ2B5dmBCRiXlo1LL2Rn+cn9osUxOxNL4KJblt6bxYEblRO8xar/zIpjMQX5Bzju1mi7UNEcMwOHbbLetNj3MRrS2z3U502OQf8dphtUV3SKkTIj7Kd0qNMFEhRtww0G82JeRcRcXjjx+x2W2I2vPw3XdZHi9YnixZLo+IaJS2PHr0gvW6xw2OYRjQjca7wG430OwsoDDaoloJtVdaohu995KYnIqJRhCswSSoZLiqwrh00sAyWktiJxJ6n4JJ4g5a0Z401bVJ+y6m8CQsyPUakwMTij+5miMl67X4dmvLUTonRA7Sjj1SNn6f9tkkEAyKb/RlbRqdGidMi31LTiXwvex+k0jht6B9v7MZ1xu0TyOU87erfTr9um0LyLH9J9z4OwaCF5SEYn5BiZO80NAkjRZThjxRSkdEnBs4O3vBk8ef8PTZU37zt36Dx0+eCMMCjpZHWCtMLoaI0UIQow/pObGYMGOykWidquymfoREdLM2kpmQc44QBHG86yQ44N7JKc+ercrc++hSdIYWzL+MpJC0ncywIsUiN/5dfa5HWlEXpxy/I1ZaU8yaaWI+glU0XhODCA3ZJLPXJvRQp4TZhCxvVRQsPyWEebvb4lcbnA84H+l7R79z7HY71us1W9dzdHrM4mjJvJsxKIF2GrZrNroBpHRKvxtSsndD281QSFKvT8+OPrK6XvPk8RNms46vfPd38rt/91doOouPHhcii4UGGn7X7/oK3/zWx1xcXtEPAzY06MSIgqekKDjvi6ZFIpZa5/IpMjA++DIuIQaij6Xas1aCZE+qlt1Eg9UBrWDWGBoaGgLLucWagFSv9BDEnxZJZVGgmK2zpXffqJG1oTEV9/D+Swb1hDGZ5zNW11HtJVV9MTLHoo0XOftuWs8NreutWrwByPsm7TPNuN4iKCXfoaj0lbaefr3BwMbDn2/6PqZ3v20S72K6m0pd9UNfeWl9l7prlbmp9s/lrbN3/oG7KSXbN9NIIJm148TkIRFpKhGZyHp1zWazYbVe8cknH/PJYwHCffbsGbvNBkLANg02aWVaqWK3995D2Mv1Sh0UA0ye42kyaQ5yyCbC/JYxSqRa17UslwuaxuKCsJcYPFGn1RN1LReThy6W7yQQQh8as9FiJOMRp8xNVedOxz2WlVvMtZWvtZ4VpTLzLr0rEr/SKehDawT3L6KwDEMqBeK9VID2UkdrDKpBAmEa0VhMJLkNFQ7YImkBzntcL2EPWjcY2wrjUoKyT1R4H1hdr7i8uESp04Q8P8M0huh2qGQK7maa+w8e8OL8ks22Z3BSydgEk8yQAe8D3nm8zpiROXk9m8OSdpUGpjZJ75vBssZutcaiabTCKAmtD94xuC1breha+adMGAUDhGnpSqvR1RqRKZru1SKM1BagPYIyndmbZ0y4SioAtveYvdNklb2MiYzraRwXpfZXZrX+br3T9J6/oxnXa1LnO9zt7e4nBHIkgJlovvSavUnM5wsw6d3682kwr5HwqnGx7ptRVSbD1c3VTQZbyGqMI9FI52ZqnDe2VgrvAm7oefbsKc+eSdDFb33zN3n+4hnr9Yq2aWlbKeZnjCnmrphKh8QQJJosTh+TzXU5SKLe+qOJRoh3MWEUphOwRtN1DUdHC2azlu1OHPAhaVxRGQkO0tWm1qkHkZRwK8gMOYIwVgUGYYq2ki1/e56OkUSo/HcY11lCzY9pnEPMcXGZUKtxHeZnasQPpRIMk9GpGrHkyHnvpIowER+EgUmJkKSRaHBDz269QYVIo7LLLxKc5GOFdJ0kXSlCkMTjGA1giFjcIAxxt9nhvWOxmGOtlXmLCU4L0aw73XLvPpycvGC13rA5P2dwA9ppmiBRn057epXiA5UwU5MAgfPYpgVLY/VoEkwHixkRiUgkRhqr6ZSlVQGrA3FwDNsNw/oct3acHHXooxlNK4nXpvh4ZQ502k8xwXeFxLRU2idkmlHM9LVOPp1/lCoCoayvat/umfCLuXnP7nzI1/86etThdKG732M04/+OZlx/55tKfoS7MLnXZYT7DOguiX23PuMNmNYrz0sb8M53TPtPW4n4knDlIFBDPrDrdzz6+BEvnj/nk8ef8PHHH7Ner9juNoQQaNqGB/cfVEm+I6EPyf9gdJJl96XYauwiiRhn4lRScsQ8po3GaJPMZonAeNmQbWu5d3rM6ekSdbVlvZGQ6MyeJck4m10EUUNMcaOSE1TSuG6YaOLoG6jE4YkznUoDU2MiaSFglWacCUIOOrBNI8kZSuOjJ5NKhUTChYq8FuYYg1T9NYam6Wg7l4I1nNzTNjRtl9BDAq7fMmwN3Uzyv7SBbPhSytKaLvk8DT7YFOyh2G4D/XbNdrPh+mpF24oZr206GXut0NrSD46IWGZnsxkPHj6g956zq0tB5VDQtA3bdWToHUM70De7hPBuir81Jt9dDCEdE7+ePEeNARze4ysoKKvAqIhRAUPk+vyMi2cf8+Tbv06ndnStZjY3PHhwzOnJEcujJafHR3RdhzUSfIIWehEJ6bNMqA/CyEKqn6aUJGOEsmrrticcqgOn1Gtrai1M85GT2FW1Bu/SptpW8bW+vd3wjdvvaMYV9wf+DjQ5S+WjZrInhdwiSezbiffPOpTt/rJ2q8QS73jebe2QqF/+uCkp3drPyhGb4bC89+x2O7abNZvViudPn/Gtb36Ti4sLzi/O2WzWUo02BKy1Kcw4w2kdGGvGIpkRiCGM+9WYMZRcqdHMta+QJu0ya0ej9UhMRVorulnLYj5j23t2vceFDP2Tw59TKHsxsWYmrxNfqhz11XCVcOj0/SGZIEdb5vWm9hgyWbNP1wpyfkywRxGVox8TY48KSbT1JFNr+lf6JD/ymDdYqa5srTB2bdDaihaVzLMCK2UxKkoSU7qTMRqbBlSYT0i+RSWaXHBJo3Mo3UrSd9elRHDJCxucR2mLMhplIoujJSe7HU3XCPpHZjiOtFZkTPL3rmnQCVVDa41tmlK2RAvqL3kZjL7XhDdJFLMwA5iA1YroBvrNmtXlBXoWwUf8AL6/5vJFQ9taFvMZy8URs5n8XhzNsa0tkZJKmxKIJGHy2d86RuJmwSRCYRK1FSGv0XpB1Tl9xfpwIChjPOnVbWJBYo+OVYEad21vk3Rct88045o6+8d258GpHfg3Dr3BPfck5dfowuQ5t0Yj3rj2Lpw2nVdL9C85ORPYG++bzRJ7Elzdj0N4jfl9nBNUhYvzcy4uzrk4O+Obv/UNHn38bTabDf3QS5Sg1pLv00iUW/ZT5PvGEAoxHk0OqjwnkvwJyfcz4k1k7WaEuypGmaQZFrTqzE2iOOS7rmE+7+g2O9ZW4XsxJ8kdJE9oNEelNaVG0lKbfkbmNOFgpZZTzd+yxjb9gvG++UesPqbnFwd4nF6cXD3JL1Z9Ua2LPK9aK6zSKaGWhJYuTFpFLdWDQ0AryVfSegJHi7VZG5T3D9Hhg8J7hXO+RI5GFbFtQzvrBJ1f6zIvzgfReJAgmNlixvFwxGIxZ7VaiZnYh1II0jsZzBglcGcYnDDfsq6aVBRTF2DimPsYpf9a5xASICQNW6UgINfjdlv6zQbVNZI87R2Xm56QgjOsMRwtj1gulpyenHL/nQfMFjNm8zmzrsO2DbZpReMr/tWIT0FBeYIrKiBrPE6FbVUvmKpFOJhfOU5wOi8eWFjVcUUey/r86pw4tQLcpWXm+bYM7DPNuOAw8b4r4S8mKH3rKZP7ZFPXjXtOhJjDE5KJ70hc9hdWhem9N7GHwvT3mcXL+57RC3JHR72C6pmZyERiKqA39iGkiO8Mj6MUCYlidIJndIvcP+cc2+2Oy8tLnj59yvPnz/i1X/0aL549o99t0UDTCCL3ydEyMSsKAypj5XNMVhw7U8YtvUUYJeXyXcFkTD6sPYaqkFDpJG4z9D3GNoISLoFxGKNZzmecnByx3Q1stjsg4lJYdN97bNOiTfLL+AgpOi1G8fGI5hXG/imFmczB+DIyDcJUhBFStEFMoTgH11AkSnpBlPHYbtYFqb5tO2xjRsEo3UN8Oalv1mCsKuMBolCJllTjfCh0VAiMrsIYJXiH0QmAbeLOPjiMVQQfGIaBzS4QgyF4w67fse039H6gnbd87osf8eHnP6SddUQ0IYIPirad4UJg2/f44LFWc3J6xO/+rq/wtV/7Va6urrm6uOD+6T0B0PURryJBR7wKqM0WpRbM5g3L+bIsf2PEfB1SYrJzCQw4rR8VvQSGALOmodOeOOy4On/Obn1JZyMPTo6wJqKVw/sdzjmcFwHt6uKSixdnfNt/A9tZmrZlNp9xfHLMcilh/g8ePmSxXNLN58xms6QZZpzEWGCxanMiniJsTAKKYhhDE1UF+VQWFkVQyeg+ea9NluAtDOW2VKFYxuxujOjTisj+zDOul7VxkOrBUnvHmOB0ydlTTSxHnk00l+kF6Z7TZx1aBLcGlE/5yGEz5KFH33ZeZVqQ8umxMJQYRq3qtryKUDMHNeIviP8n4b8pTWMSg1MK7x3eedGsLi7EBHh+zpOnT7m+ukrVda8IwWMbk+oeZYe/mmyGSqVgEk8VqxGsNm5+5zJjWZgkb+xKu8rfpbOdF5DXGKWKMUR8VKJhKDF5zecdXWcTtFCQPCE1BnyIiU4CaqSae5BE1qqr43hX853fMTOsem6Jo8RbHRJtaUwvGNEzbpqFjBHBwFojgQ8Iw3VI5GCIArqbiY+smZFxRaJEO6ZSLsWUqCQO0SgpTZJw2hMOpC/Ch48Q0aAkj2sI0LuB9W5DNDA/WvDw4Tt8/otf4L0P32e2nBGUQDa5GCVIRCkyArHSiqYx3L9/zDsP76OIPH/2gu1qTTef0dlZQqeQd8nJ0t4ZJi+QzMJSdkXT2CYlu0cBPo6JhUQvVY6DZxi27DYrwtDTakWjxP9FFNxEbTVWWxqt8E2q2u0jITHyYbfl4syxurrCNg3Pnz1jNp/Tdh2z+Zyjo2O6bsZsMaedieaZC/o0Wvx1QSt8CPgYiV4CZooJMEk6ee/qKjet7P1iDpU5PdiqPXKnFqEEbR245EbwVtXHN21/1zCul0kOI0O5KRfE6mf+uD9hN+rgHDhnjPIaNZjbmE4xTdzS9xv9q+554/gt91FIqPi+llGierKGovXBvmZmLtrXiBKho2D8EaPkAqX+Dans+3a7Zb1a8+TZM148e8bz5895+vwZQ9+n0vIKY6VqbWdNtlJV/b8x+hMBZOIDrJhYzMwKRntcrDEJKMy6RG6l651z9IlxEcW7IAECAZRBaUU3a+i6hsYalBpQSESeiZpQhIJUizhzyJjD7YXJ64p5je8zzk01k2QT71SEKldN1m2shJBaG88oElKG3iQtMGtSGWS3No+Ofcn90am0vSq2oVisizkqVGUXZHrv3IcASVWXtehjYHCB3eDog6Pr5iyXx3zwuQ9554N3OX1wD9NYehdS/lggKFW0j6hkzRmlODpacP/BPYa+58XT5wy7HdYaVOhG6aSsq4Ti4b2sZV2GuIxTtAbvSabBJGhEUASB5YqBYbdl2G4Jbkjh8RGdKy2rKD5DLcnPmPI1Lnp8lMhM3/cM/Q5QrK9Xkt7RNDRty73TeywWS5bHRyyPj2gaqcRs2wYMGKtHvMsY8XnyAVUmYUTiUFDOn+7vWwTwfKg2R95yWn3+dK0yufchpvX/RhW+RptoQy+ZjYNSRmZaL5FExu9uai83+/LqiftUVOq0PkP0hRhlfMBQIr8OL6zcai1BfmtMJkwxJkSFDU+fPeOTR59wdnbGs2dPubq+pu973DAAYBvLrO1StJVKNaEGIcLF/Hrz2bW2dRuTzvF1Mk3jz/FIlkpHyVRlUFsF2+2Gq+urpDUpqOpaKSVlP06Ol6xXay6POi6vV/mOWGMZgmhYISoUyRwXECKvYyr6MRL6G5M0vnAhHDFpByExgCivkd49/xjvIXwyiKkyJiuBES3LFsYlILSxmMecmAq1Tgnj8pyC7iCsS6R4L7BHESScXgUhWIkpxawZRjGNxkxETYMPisEHzi6v2Gx6dn3Atgve/9wHvP/+B3zlu76Lhw/foZvNGaJjtd3RO4/zEYxJQR2S5KuiwRrL8mTJFz//OWZNw8XzM1YXK/rNlrZtCQMoIybM0/k9GttIcnQvpViMMVIeJyY3gVIom/PYIiHkoCKFjuKr033g+vqS7eqSMGyZNxqLh+gIYZBr8/ggg6RSzbJGGxnGJAAH73Hes931bK+3OO/xIfLk44/RWuqBHZ+ccLQ84t69+zx89x3miwWz+QzTzgTxQxsabUT7CoIdSRJErRXYrmJS/hQYxava69z+0+jLZ5txvcScVpvQamIci3J9uL1MU9q/b33N2J8DpsiX9O+lTsqaQN3BhPyyMP2JqS9FXMW0SUtgQeJ02ceVoZCMtkI8gmDWbdYb1qsVj5885snjJ1xeXnJ+fs5utxOzjPfEGGiMoTUWY00BFw0ptBoiRo8Mf39ca4fvq8ymtchw47Maz7kxJ1Hy5dbrDednZ+x2O2aLhfgaEtGJyfTVdQ1Hx0vu3TvlydMz+kGiH7WxI9ZgJAUWSAKuTsUOCYJinq1Uo4Y5vkNB8ch9rd6tZtH5jFDdQCWNIORABSWJtkYLaLDVKb04Ma16DYTgidlMm9di1gqTxp4LJuYIR0ofQtL+9DjoSoEyifkqfFD0g2e7c6w2WyKabjnnoy98kc999AXeefgOi3tLgg1s3ZbgYLMT9P2oDDbhA6oIzg+YrMnhOT09wiqF+64tv/xLvyYJz7sdi3tHmCZhHTaNMOIYwXvx4xWrWgCfNMYQS5JwJEp15qhoUDRJU91t1rjdFh08XWdQ3qNNxBqNIMensPeqyCgego6lHleuv2m0ZtF1xK5L46kZhkG0Muc4f/KUs/iEbynF0ckJy+WSxdERJ/cfsjg+YrE84v6DB3RNg7IKF2rtWYNJATpezIrZjK6ygBLz2s5TntJ81D59jEy3nZr8KnvpQCvmy2pj1u6Jt2Fgn23GxU2idps57WUmvDLATAnmoee8/H5qQo1exrzyc15q4qyMQnX4/Y3zsya4t+gqi5RIzdmkVZP3WqOqrs1+J4Dtbstut2O323J9dcXVxSVXl5d88vgTzl6cCQTQdls0FpFoxbcmBHTEQKdoV6kmFrW2elPYuFOU5TgElORk8tywx84jpRAkcv/tZsPl5RW73Y5uPi+E34esBXqMscy6lqOjBV3bSJmU6NGpKm5yL0z7mROfE/NCZSiqar1VrxGraycjMlmO4xFhltlfkX2XwoB08s3V85jPGdduJlh53Y3Js/vjO4nVV5kQyzsFlddn0vARXTeg8QGcjwwuAet2HYujJe+8+w6nD05ZnCwFJUNFQnAMTkzRMWuuUIJTJIdQUDG8H5h1LcfLBR+89x4ff+ORaPm7HYt4RNtIMESGeRLFKqFmxLxvklgwgU0XzSkza5OudcGx22wI3mGTUEYM6BR5OvbzsNBR8Xt5RswmVwnIEMzGgPfJLzh4MWE7x8Xg2Fxf055fcHW9Ynl8wvL4GDcMLI+OaNsWbWzShDXoiDWGoMQfJpUXxr0lyfqKlBtR74yyfzhAA/P6ONRuE8CL57Ra74d8sq/bPtOMK+79hikDu9X/MxmwWDSNyb1vk+731O6pX6m6Tbydcb2Mad0WvXOz34f7eYOBq3rBBrItQ5C0zSQSMPtBjDElGbPvex4/fszZixe8ePGCR9/6Ns+fP+fy6pLNdsOsm9G1LbNuhvMpSdWk6MDEKIN3ecUCORJSQfSFhtdEO/vhRuJy+F2px7uYC+OoQcbx3hI4kBM+c00wGaer62uePXvGarVieXxMW0qpxIJEobViNm85PT3h+OSYnbtgN2yTGbaKpsz9zEwiPz/5epKaN27mEFIQ4chec3+JKVBsulwrRl0x+sS0SkBG00ghTStzGnwkRI8ETqRgggRXJcwt+WbGmUvaWYZPSmmxudsqonVI8xcIUSflUgnhTbzae3A+5WMZy+L4mIfvvssHn/uQo+Nj2llLTBGAUu4rELWVMTVakEpCIMQg/lgtmkLfb1m2M2Zdy+c++pBH734smsrTJyz6Y07v3ePe6T0EVNkRiTRNU97fKFU0jmyMFV9YpBpa8VsFz9D3XF9dEZxD20hrNGKTjAnuKmufqqRhRJTktWXtXQkSSfTibwsx+0C1+MZQNKZBNx3H8wU+RWNeXV+zubrm/MULwuPH2Lajnc158M5D3n33PU5OTrj/8CHL5RLTWJQxLI6WBKSemPMeF3wxKxZfcwY5roXlzLRivcIqa0Gxgkx336G9WUf43mh7e/t122eacY2qxu0DkH0n07/vwAT2b/nmwsGkDzGO371K4ngdVfp2hpclO4VGIruMljyWGAU5OjOKYejZ7XZcXlzy9NlTVqsVV1dXPHv2nOurS1arldQhArrGspzdS/Z22aaNSVJ7ku8yqnYshJBRsk3SOmHsZzbfEWMR8m/44O46Hun50tSoWaR7lwRbaxn6HdfX8n6DG+iCIBwIqrZGW8kpaxrLcjnn/fffpR88fe8kClElNMJEFEnasST9SphyDCHBKCW0j314jKrXd37XyXKVsh1t09I0DW0rv8ccOCdRn4VwyRhENUY5RiSBNySwYnQyKSbCHggFKgp8SpKNCIRTLMxX6l/JDYVpCVDv/OiYew8e8OCddzCNxcWA8gM6WAiBkApAxiiCjcrJ5YlpNtZA9MTgQMN2syKajpmZ8cUvfh7dWPrgWV+vOLMvIAbu379P27QYI3Y6rUwuxyYrQ4m5WOZDQwh4HwW1N4opsN9uWF9fcnVxhnc9mLyexD/rBw+ElLunUMqQdwKQ4LIiMdXpEqQWXdEAmQMBN4l4N8h+VZrFrGPWtYJu7zxb59l6x+AGHn3rGzx59G2atmV5fMy9+/fp5nPmiwX3Hj5gtlgwm89ZHi1pjMIaI3ibjUnrTAskF2XbkffhVGBOwVl5wPaXYWFyibam/RbyXiva1ihc/o4PzqgNX7lNNB/ygO2dl8VxpjQk3vhQ37U+fvNwYUq3XH+jr1n7AVAjFMx+u7FUysKqCd1N7U0lzSqJqbljBO9wLrDdbtlut/R9z2azEVSL7YaL80tenL2Q4zuJEtxtd7i+pzEaa1Kxxj1IHZXVnHqQYv079zNpJPUCjrFsnPGtKzMoB46r6rxqbGOSZCWiKn2bk/VU2j5KfBrWaJyLBO/ZbhNyR0wmvRiS2U3uaZSitZrT4yVnyznX12uuVr34uVK0XfCeTBljjKgAUYtGFFKibj0eN9hUZXZWWYMrR7MkXwkEYbxOawlIMEa0JxH0s0VhjCIspshk4hvNOKKRlvrI1RyVntQ2r9xXXc3TCKhIjKREY2Fxi8WSxWLJfL4gEHHBE51GDS4tG4n4NIk4hoTNpRVoI/WJRQ4I+AhDHFBRYZRlfrzgXn+Pdzfv8q3Hj9lut5ydn7NYzDFmhrKNmP6sHV0Def8pBYQKCFcgugxgYmS32bC+vmZ1fUWTxl6CWqbzlW5WLG3jTNXrNs1jHvvKPBuSqXGSNkHSXIyV9Azj0V7TG41SSbBwA5tr0QZNIzljV5cXLI7EL3bv3j1BDLG2RDFKSRedcgMzg82106bCvopjfttUWhopWoRJUYLRd51+ZGtDHE3Kb9M+04yrbOpMMAFIYeBlkwlHiXngqusKySsF4w7Q3HTOVLpVk7/LnEzntDqeTYBTlirfqPIbRmkkSyk5bEJVNy0/8wLb42xKU0wAkooUExCtmB76nWhWz1885+rqkuvrFc9fPC++qtX1mt1um+6lsNqKo3/W0ZTSD9USjVkqzsx9an4tyzut3+JSCIzn1wS7SBTVHOcNVYjNeOa4zWpHcoScz6OrOUoFjXL3rdWYQaFiYLNeJTy75OcgISkgfi6VAF/vnx5xfrzk+uqay8sVSjcopbFGs+s9SkVsYwuDUFEc5ZKrloIkUqKZ1lTAq3nAxnXiY0JVSnMhDI0SnCGQRDLyxkgfrFEpzyyNTEiDHWNhXmWI8xjnJOeQmFZdZEVRxoK8iiuZaQxOyktUzg4RCTjwsjaOjo45OjpmvliKudZ5fAAfJeFYKYPVDcYKcnxwgeg9trU0xhLDgHfyDpIaJjiGaE1z1HCq7/GRUTxfXXN1ecn16pp7p8c0rcG2As6cQXyHEGR9qLTzs+k4RmxiWlaBJXK5uuLy4oyry3PemYdUL25ANTnLKutX42dZ/rHs3aJtHKz+O2qxqBEijUjJKxQGp2kbqSA9j5GjOGdIoMZ9P3B9cV4AkdvZjNliwXK55P7DBywWC+aLBSenp+IX6zp0owqGKCpXi6aYeUc/cwItrrocCRXSDILBmPZk3ssh5j2pCvPKSkIWnN60/V3BuKh+T8OhKYNacir3TWrUQmSmbtMTIvWkqRv3uNGvg8fz8lXTfmfT5Y3rhDmE6EuyXh2Ro5RG6VEaVkphG5sQ1DW7neSLbK7XnD9/zmq14vLqkiefPOZ6dc16tWKz2RQzobHZLyWjt5zPxhyvIIwvBqkerKpopHrs86da6oplA4/jUMkT5MRWGYtxqOrNPjLH6QNV0bjyOZWUmASYfK+Qo+6Co4Srp3voGMA7rs7O6He7FC0ooHs6plLtcZy540XHew9PCc7x/PkFPjoiitlsQWCQexeU9rHPxVxYGHAiCnlFxEz2xiAbFSVfJzDmqcVIgrQYhRejDY2RKDyJa/TEkE13Ue4QfdkZsZ4rlYULSUqGjI9IkbVqzbDk/2lV0PCDj2Jii2Jq9B6GPnB5cYUylvliyb3je5wcnbJcHEPG6SOhwOtGAmBmczrb4foBt9vihyEh1yt2my3DsCMEj7GKrgviuyFIIMax5d3Zu3xxvebxJ4958fw516srmlai/rr5HDUMKGNAi2Dh0rqObovyAyoMWFzCrw+o6FidveD67Bm+X9OdLmms+L2MTnum5NImqaz8Wa/HvPtHn9JNX3s9X5U2nINK0kRoJDjGKEXbtcQW4nzG4J2Udkn5as571i+e8+KTj4vv+fT0lOOTE+bLI5an91ienDKfL1geLWnnM6yxGGMhp82EICVkcgWGslqTOd/IeT5ms3IiudoIvqQSDbqQ3kDZl2/TPtuMq2zkPdKZJ/6QD+mQjbb8GH+/jgm2JrwxQ7NkCUPVhHnU7G4L9VapjyqpednZfqDHpUQ5iOlit9sxDD1XV1ecnZ0lH9UFZ8+fsdtu6fsdm/Wm+LXyvTP4aJawQgVWOz5vjynFKTuqD46kMZZFnmTG8ei+fLB3s3GLFL14/2nlOaN0m7qxN7ZFdyg+hXxOtW5CSGZTkWBtwnzKc6nyM1TEasVyOefe/RNOT5acX20Z/ECjI11rcT4w9E4IW3LUi3YEqFC0L8h5VWlsixRVEz9GxpEiE2NC2CeGkmA+5oiJRhKEF5fBrbELs+9xOqcjKLJKnSlDpEBlAUMpVCxGLqFCQd5RTLPCkPAePzjwCdX9/kMe3LvP6ckpR4sjgoJd3+NCkLwprVKFYE30juAHoh+IbkDgBz3B9cQEURW9wjtHxBOik+stGDvjwYMHeOfQKuLcll2/QxuFbRuUTzXEEnp/jrKL3qOC/AvRJ3Okox82bK6v6DcbWmtEo7UKW1HOjEs5lc9iGbs8kRMd6wYdmv49zsU0MV1VZ2fdTQIDRSsKOuITFmMbI75t6Lq2gFevr6XmnTbPsbPHzJfHzBYLTk6OObl3ymw2Zzafs5gvMAnXsbUGH2KZf5GbMhyVaO9m7w11ol8isEV8zNWdc1DMaKF5k/aZZlwwqrP77VWh5vlaGd+RebwsmvBlf+/3p1IeqoN7X6pxssv91JSoioqeixUKY5RF49FxNKttt1uurq64ur7i0ccf88njx1xeXnJxccbVxbmcrxRt09A0LW0r/3KNK2tMkqqk/EPwYoLKycH7wkFkbwyymYCsaY1MazQ6xSkCen35Qafv9KQb56RDJZ6r0kin95neYzw+OpBDCGw325Q07YhtjRQ/eWuUhsWiw4Uj7t074Xq7Y/AOhadpG2If2QY/TQPIV6d8G4GNJYXcy8vq4qivbTIVc4lJ88xaQsjO7zHBOSZzYPAURHgYIymz1WGCKRLTfsljmMc6+wNj7oFKmmdmxum7IIzNJGgnFx3Rgx88VhmO5kvee/guD+8/4OTolPliiRMQRNQw4BLuoVUaE5UwLecgODSe6CMuavk+VTVGqRQpKeH2SmnaVqNnHScnJwQvjOvJk48Zhh6tYRGW4D1GabTNe1UIawgRFSI6SFh+iB4fBtx6xfrqin6zprUm+Xg11uZ1JcJAmaXJWhuFgsjo+8prcl/AqgXuyVquTO814yof0n2s1gQNOkpkcE7riDHS971gKF5fs7m+ZvAeF8F2Hd1sxvHxMQ/feUdwFI8k8Xm+WIjJcTYrJmBd1TcTopS4s9YFUWcibkbxw/ogAUHGmCzh54X1Ru0zzbhexWjukicQyyC+3nMPfz9qIrXmd0OwiBUBTZMvRE02klZ+jMgx2Y4uTKsfdslPtePF2Quur6+5urri8ZNPODs7Z7VasV6tUri72MTff/fd4pcq8E2I/dw7hxsGhhQFFKJIn0UL0NOIokD2k8Riw5ZjeiIAFB/M+MqT97/rkL/stEPHDjGu3KdDx1XWMn3g8uqKzXrD0PewXEoJj6T9irKcfQCBtm04PtZ87vPvs+l7np9fstleY5o5EbAmCqGNEYMt4wiplpjK+VepH+XnqGfmIxOdMxGCHJRRtOZEqLKEG5RHhb3KTgcIRk0Ac+2u4t8r3vaQfFCqMDHlVTo39U6JzO19xPeeYTfQbxwfvPseH33ui3znl7+Lew/epe1mGNPgdUQ3ih1DQcgwytAifr3GGEGKUFmDdKz6HtyQ0joMKhpICd996Am9wvXQtkuOlwusiWy3VwxDTwie7W5LoxQmRnwgpYLEseAkkhjvewduh+s3rJ8+5uzJI7ZXZ5zMFY3SNEphgWHYSURtWk+hXmPV2gvV+pN8tKx5TBnWKLxOBbA87iKk5FmLxeRc3yefE7wnKoVOaRhNQlCZdV0KkQ/0zrHud3gfuDo74+r8vDBg2zbM5nO6biYMrO1ou5bl0ZLFUjAVF4s5xyenQlOUTsElIgT4VJhOK5VAp20RFO5All/ZPvOMqxD9A9rVIea1b5p7KePak9QPXT+ekCTqgtuWzqPSqmrUtxhGP0s6ro1IsiXTn4j3jm3f0+96rlfXvHjxgtXqmuvrKy4uL9hsJDl4vVklxIrI0XKREoBFErd6tKvHqn5VSMmJmdEUNIZau8pgmPl9cjJoWqCJC0NdC4vRPJf/lo2WyXL+XpWxO7SWJwrXnmmvIuUTM+GkZWk1ToFHYzU32WQaY2S9XrPbbgvgbh3ZNTF7xkQUjOL03gnvvHefqBWPHr8ghB2gaTvDbh0gOIICo9vS7yyF5vyteix0dmCradq0Kj0mrRFZaEIXFKN4Q4qIvG1cYj3y06+FxhQEe52WQj1jWdRWaFnsSesKXhiy6z04haVh2Rkenj7k4cl9ThYnzE2LihrlkDHCopXCGVlDWmksmpD8Z1LcU/bAMAQ2OhBCzzA4wi5gTCPQTVoTXSQ04i/TukFrmM86Tk9PuF4J8+r7HmUto7HUpLEIKO9QMYx1y9yA22y4Pj/D7Tao4Jg1EpxkkFpdPki0pDK6BNBERNPNYkpmYmUZl6Hcm5ts/Ul7VuV5zHSsEnBU/hH3cgfz89S4Uuq5FUFYIoKtiaWgZkiCUCTiM0ZkDLjdljAMbFarUj/MNg2NbWnalsViwen9+yyWS+aLJYujZYpeNJhiORiZeoQCZ6aJh1bhndtnnnHVZrm75gbUmlrNuF42jBNT2R7zKpJoMZfVDK/u00gws9knL8Jsz0alMOBUiXW72XB1dcVqteLs7IynT58K41pdsVqvcU4Q2QOhkqpagXYBcsmKTMBjCNPxSswnL6zJhsqcI+4T7sQM8p32xq/I9InIjVpX/YxR3chRTQcGfW9SbpmhOD1exrVsdnX49D0Jud/t2PW9MK6QSoQcUJfFrh9Q2rBYzrh374TBeV5cXLDdDSgMxlh6JYbSGD2RQHbMZ81cFsyoYYWIMIusOVXjWII1oBR/BJUYl67eN8/FaLKZjJzaW5NZ9kDGTJNLw6Q0ACKSVyXC1jieGpB8rRgh+kj0keAiGoH6mhnDvaNTjuZHdLoR+CPnCNERkEKUMQexGAkqMSrl7GqFMZBCMnEZF9D1DH3P0Du0tigluIOuDdjG07iINg1tJ8nXR8slzvfEKHluIfhUskQTcjBW8OgYMMWEGgluYNhtWF9dEF2PVZHOWiQdLO2EPEfFypLWX7Vk4t7eeJU1YJyTWASv/f1VVqWSoJ18bmZ802R4Us/UyPCSUIKSqNYinMQoycrOMyRXAd4zhIExWVte0BhD27VcXV2yPDri+PiE+w8eMF8u6eYzrG0wpilBPPV6jmSc47vR60PtM824oNrce0wrS8z7i6IwuwgQqlljXA0ve94rmGOxmJWOSS8L2Y9hsphzVVmIqWy4p9/tWF1esrq64nEqaX95dcnV9RV+8BijadoGa7SUP8gmwKrruVSFNpYwDCnfQzZuftkSHYaU9gjF/FTepnox+TUFfVWTcS+MbXxCxbSYLtMY0a8Y67u3SjOq9ntNIzK6hTFSgyvPgNaGpmkIAXbbHZvVis1qlZz7TVHs6nv5KMgDSitmnebhw1NMo1ltVzx+8ozBSfHDptF4L4wuRIemKZqTMJWbplQfkhalxwcWT2bKD5MupZ9ZQ8ovD6iJvltpYipLurntzVZM5uSoy/vmiHrZKmpyxxIynQDSCQqLpZ11NLZlPlvw7r2HLGzH7nrDtVuz2/UiHPj0bCVmqfl8Tts16EWHNpGgA2HwuLCjH3b0/Y7d9ortesVmu2Oz6fFOkDl8AGsamm5Ot1hy/52e45MjlkcLjo+WxOiwRrPabMo4iWyQ9n8K+NAqYpNpa7Pbsrm84PLpY1oVmc9blnOL0fKyIfiUnjCaCIswwci8JqLPa9jIcsrEjcjDWK3tPZNknf/lfZjsTaV1MleLpqOS1qOT4BTyXGiL6trU/+TNVFqiN33ADY7tbif+svWKy7MXsha15uE77/Dg4UNO79/nwYOHHJ+cSLDHYoHRYoXxPhSN620Km3ymGde+jfjW4we+u8FAym32pJ873HfCHLPkO7lcVltMom0GnDXGpOeKmeri4pLLywuePXvG429/zNXlhaAdJEI7n81QM4G9Kbb1CjRVa1W+lwAL8WGZxJxUjIlRjUxc8pbChDiXcO00FvmaoKnCyPPOnJoC8lWKbC68OVbZ9BHgAFr64XG+PXjjVU3mJJs8Y2QayZfNGRqcd+y2O0m2HlxxcKNNfSspj5ESYr0PtK3m+GjG++8/4Or6gvWqx/uBpm1Rg+D0kVDYKSYqksSrq6CJkeCVd5v4N5KwoSQJN5+UwXxjCIlpZzBcRannFZM6p8Z1GmNiTEznW54nzw05mgxKmY4il4UoWkuEYqxUgBdN0w+OfrOj3wz0/RMuLq+5Xq1ZrzfshgFjc1KtZr6YMZt3nJwcYTtFUB4ferb9CuckWna1XeEGnwJaLGCJQeEcGGXRtsG0HavthnffewelHnJ6esxiMZdCn5BSCwJ9v6NtGjGNItgfOkZU8Phhx251xeryjNXFCx4ctxzNWmbWoKMjeidFLRtdTOZR67KHplt/9HmHOGVEmd7s+19jNQ/FZF2uEYiwENU478Ri8s7/dKoinVtJbcn3IKJCSOfJfhSkmOSqUDrhHIpPLnqPipHWKNrFgjhfJFR7mQ8fI2634/HHH/P4448xtuHhO+9w7/59PvzoIxbHqdbYfI5zntba37mMC0Z183XMhJPzM5GuFtSdgzr2zo0TAlCp90V9D6P8GyP9bocbenbbHc9fvODs/Izz83OeP3vG2bPn7DYbjDU01mKspbE2wdNQ7h+LyU2eHUOUZMAkFXrvk9NdTtEZQSJLyzUDj7egy2eCGqvxq949lhcdCe7+XfaV0P3fkxNzLyab/IBAke3/uT83e363llS0EKQM++Ck5EfjG6IeS5wUqlR+iaxqjKHrGk5OlhwfzQk+sLp2pZy90RkFIkfEybgTlJjtysCMTCIwmvRyFJ8uyN5mnIv8/mkNZAtk0SryPPtUEUAntHIZ1MK88roKSqCrQpqLmNZUsVLkfoaEshGyGUjQRiSHLf9WXF1e4obAarXh7OKS1XrDdtszOIdNjCsosI2h6SzLozl2lnIUlcPHAYGXCmx3G7bbHW7wRCzWzFDKQtRY06F8wITIZr1ms1qzWcxZLmcilxgBGxbLAmLiNJKZrtXItKJ3RDfQb1bsVlfgexrdplI8ASmYmfEbRzScounfWM5x/4u9v6ch7rdKY7U1qJpjEtNR+xuw1sZqbproXd43Jak85mR7VdD4dUyaWCwlzBJ4s7CN1pqUziCMawie3a6nH3qGwRODZ7cVLff0/n2WR8ecxLSH20agz96wfbYZVz3j1XyPGsN4/FYfVaxuow5FpMVqLYyaSkjSCog049ww3q9aNEqBzVWCk6QdQqDf7Xj29DEvXrzg6ZOnfOtb3+Lq8lICBIYtR/Ml8/mMJtcPUknCYvQxSWfEcGegVHDNSrhK5qrM52KMSXubRmMqrRIhCmVP1OMR0xgUk0g1jjdAYKvPNZPLhDIPSu5TIBaHeH0NCnHOJ+bkc3BFNoum+2Vb/qu2QJ0LV8+j1jpFqYnG4p3H9QPb7ZamaTCpirEPIZl1NdYaslPJWi3eK215+OCEq/fuo4HN6jkhDhit0Vax6x0qSkBD9ElTUR6bhSaVyYj8JxoyaMY1Nin6mYSO4EMN95iGLpY1n9eq6weGMOCjZ8AzNgn0sMZijS1MLkcu1mEfOmmeea2EoFIiNGOBUhdLePwGzfpyza4fWK23XF+tU18V2lqGEIkMOOfYDRt8cHgGmpmlnVkWy46T+8fMlzNm3QxjNVeX11ycX7JZ9yzmp7TtnK5d0Bx1BVxYRdhtNlyendO0Gt1IsU/nB3a7gRgVxjZEP4DWkuNFIPoB32+J/ZbVxRmri+csOkNrQEdZF1Y7lA4oAz64ZL4Vsp7XcqjWo6qETF1PEkn4qUzC4548xOxUYrKquAFABI6ouGF6m/rfYyq1MlodpD9K8gHTerMVYkf0Xiw4qTadVmMgDkkAj0CrNVgtSd1A3w3shoGrq2vWl5esr644f/GC49NT7t1/wAcffcTx8TGKB8wWc960fbYZ161i+2s0NWoh++H1dThqMb+lDTqCl4q5jQSzlK1BSqUtr1XKZndsVmvOz8+5vr7i+bPnfPub3+T6+prNaiXhxlqxnM84WqQM9lJ6e9wAo5kraUt5CAoGXaVFHVBxynn5+7Jv9mTDSnp8mSazJzPcre336xWq0iHTbLFUMmokIljWnLPqWxKJiwmNPf9BBO8CqyuBC9ptt8y6TiKwrCnPKE2V24ikqqHVlocP7qPQeBd5/PEF3oNSlsW8JURBQumdx9g2Ea2xLEpR5SZDlSoyR5XVMDFXVkw7M92YIjt9Avt1qTZa8IJI7lWUQEBzU0gTnDpHCJF+uyM4EcyMGhHEffBifh7EgR9CSkpO4LAxRnQUIFutNFoZ1ustw+AZescwRJQ2aGNprS6VCNrOctod081bjk+XPHj3AYujGYvljOXJgm7e0bSW9WbNxx9/wtMnz/jGb32by7MrVtcrLvw1y/WG2XLJ/PiEZtYyDI7trufq8pLZcia1uVr5vh8c2/WO2Fp0Y1Gqwe/WNNHT4Hlx8YJ+dYHr1yxMpLHQNGBsAnrXEHXyD6lcxmVvOceJweD/nnbL8/dc07dfEPJ7xenRyvgAjGvPGDpraa0UjXXOSTJ+8Gyvr3l0veLRt7/NfLHg4TvvcHrv3hu/2mebccEoZVaBGPLF3S5Xh67Nt65s0vsMLUvqmdkZpRMmXuEQElLaO9arFev1mueplP3qWojj+dkZbhgIwUuV1iRVQ+XDys+OMdUsqgJLKmaTzX7ZvlOiJUvNq3yoiqgE9gPM0gveGMPaJLvP4F7GucZh2zupEP1bJuqWeybXcvEPjLdTNz7feHYs1hWg3r3p/BDZbqRI5m63S4TfEbyAko5Jt5UJOAkKRJGGF/MZ/tjTP3BcPF+z8TuGYUvbdvgA0YckvaZ6ZEGlMieg9Ejt8qyNpkN5joqVHySOrzCRBSKlLE1OkcjmMrRCNbrKURsTisUcKZQ4GJ+/Kc/xyWfqnMMNSdNLeRQhhAJDNQoSml3vRMNpNLPlnK6T3KCj4xPatsPYBtNIhFo3bzk6OeL4dIltLbbR2Jmlaa0Uhuxm+Gjo5kco3fJk9pSrqxVXlysG54ibDQHF7GhJN5uNzHtwSVOX3EZNxLtefLYaKSYZPCoOKD+wuboguB1WQddaTMb7zKbCtAdiHdiQ1lPZDnv74pAZUebqwAZUeybx+tzaZFjP+YF7F59j6cOUlsVq/U9WXVlTsfqdhT0grYly//yYbLpEim8qa9E6oDx4J2VV3OBZXV3RGFNSc96kffYZ16fUivSw9/2EYSG5JXlh1flBuVSFEJRENIaBy6srnj19ytmLF3zjG9/gxYsXgofnPE3yW83mc5qMFZjMeSPhypFEqeJszH2KTBWGkWGVaKn0fUwLLWQGWL/f3iDc2GDl70pLmwzQy3jXXqZGba4tI3p7qxlsfeHkDdTITGR/qQP9zDl97NVbEszCxDaIMbBer7m+uiqo+U3T4HygtQ15MLKwUxhIDm4xkjsk0EWWZ4/OGbY7rrcrjo9PUgG/iNFaKg+HmLByan1ujOjL8wwKHxU65LD3CoFEFQmgaF8ZJjeW4yl/xxqpANxWValzCY5iXQC6WPAp/SC1o5zzMMjYh+TcLwOpQKCXJHI1FpRxJDS97ZjPFzx4531OT+5xcnLKg4fvslgsadoO21h0YwoDi9ozuIHdsKX3juACRgVmswXvvDfn9N47nJ4+5PT0Ec+fveDRx494/uy5VDPoB7qjYxbzuTBwH3GDE5N91whqvkZqxHlNdICKmOhQfiD0G67PnxOHnlmjWXYzrJFcLzENukSodWFaoQyDquQhGZcM4xXHqShCZPXX5FNmIjlu6IaAkhmFGv8m3ryH0IRKCN3bGCVhmrwGpy2/hxgrYtlbuX+ZnQlCBwkLNLE5JSZorQ1GKVwyOUYU16sVu/X6Rn9ep/2OZ1yRijlNoncqzSRpXsUXlCbIGI1NuVORgHMDfb/j8uKMp0+e8PTxY37lV3+V3XZD8AFrLPPZjMWx2OM1JL+Ko9/uktStaIwVF3AVMTg1Y06XuPwKe8fqpgqCfrzdTlCk9lKKvnrKKFkeVmb3evQyJWxyQl21udYa8jPruZn4wSYSqQQKZMijCeJAPiON3yFJViL1NBBYb9ZcXl2yvl4xHJ8wNC1t66BpUwmINEZRoaNU+c24gahAozWm62hOO777u75M1xjW11f86q/8Le7df4+j4/tI6HVDVIJWUkccjjiCUGo8VVoXkeJDHV9FAuBDlOCSEFJ+lFKYXAFYSR0oZbQAqCqTMstIzx0j0tp5g1ZatKtecC1b7+nmM3IuoApj3qEkwibmTUxmQo3WltOTe8wXS5aLI+4/fJfF4ohutqBtF6LFKoWPgU2/Y7vb8uL5Oc/PXrDerFlvN9i2EWTz5YKj4xOOlke07Zx33z9isbjHR5+75sMPP+RrX/91Xjx7wfPnZzx7/DQFnCga+5AYPcOgaZwV3zSRRWtZtJZGgQ4Dx23D9uqaq4szthcvmDeK+XzJwjiiX+OjQ+MkVF/Je4411nJYQ4bRzWt3b1PctgnKNNYqV7XGs+0xC1uQ+nD73crz987Lwk3xT6fZT+ns5awa/DpdQoyqCLb1PcUUnYCZixafheZ0VyPr2xiDinOOj4+ZL49uG5hXts8047otkvA209/hm8iG3yd2+3lf+8EYWiusFWRkwQC7SCbAcx59/G3Ozl5weXFOv91htUVbkUAUSEa8OD9QMSFbCPiZTHUIqexFLL6MV79/vKmNQLXoszoVR1DQ+pTpnSaf95nYgSGcMPz63Jvy5IHrb1PZ9hmUqnA39plQHCU9DvweT4sHv8+bzrmB3W7HZr1m6HucGxIzCEmyzCHFiREiBDIoXTatUQplFffvnbB6+ICL80u+/egT1qsrIopudiyAr0qVqtQ5Dyopx0najhWKRh6jUXjI4z5h7vU7aVUCOsaXFCl41DLlngL8LTW9dn2PQrSVDAmhjMam0GkiNyPZokEpaIyl7Voa29A0HSfHp3TdjLad0XSWoAK7YcemHwo2Zu8d15s1682Gs/Nzzs7P6QeHC57j01OibtCNx2x6YEvnooSyG8NsseD+w4e8v1qjjcUFxfnlivV6xflZw/HxnFlsaKLFGPHTxeCTj2bM4/JDZHN9yeWLZwS3k7pWZrSiKGKKw5A5EuuHiHkxR+oieztX8ZBry5GpVFdVJr/RJucd+L4+XGtxZYkcsKpUFpjx4CiIhf1n3frQfE2+3/Q0EfCFzoVs5ajg4AgBg+yR5gZ4+N3bZ5px7bdD/qhXt7yARoZ3iNjVkEGZyEkJ8YHr62seP/6E87PnPH/2hG/81m+y2awZ3MDJ8oTFfI61Jjm2B6JP4cZKJ6RqnaBXQgnJzgRstBGM4ED7zECAlvc3wl4ARtlMNzWucfGpKbPJ9p7pYBy+dq+NhLXq74GTqz188NiN51WMJ5YxqX/e3qbrQk3pfPKBeOfo+x3rzToB7krUmw+S40K1xopEq1IpEZW1EJnT46Ml77zzgPV6w9/+lV9j6Ld4H7Gmwzad+LRihKCIWoBxddJAY3khVRGivBZI5eGzVDt9j2xjUhUzFQEka1VjfJvk1I1UK6Lwg0sVAlTRnqzSiSDJ08ZwkkjwiYFrTdNaFss5Xdsxny1SDpXUK+uHHX7X43xkuxvoB0k92A6SzLparzk7P+fqeiNj2DTY2YJu8PQuonYOH7fsekfXdcxaSRM5Pjnh3ffeBaXZDZGL6zXbzY5Lfc5qdYzSC2GqjSF4VwpUFqT56BmGHauLMy5ePEN5h1EGoxVSljjNsyFFZwgkUi49mbWQnN6bhzNmeZEpg7lhtasVrWz1iYg1IpZDh9f0Ld/FLMTu0bPRV713TSUUieac6WkVVV1mv2J+aQMXbavkl6bglXSeqVwrkvz86kjgl7W/qxhX3V5L6wLKZCgKQcwLThsDZgxl3217zs/P+OTxYy7Oz3n27BlXVxfsNit22xWdtdw/OaFtW0FdT3Z/q8C2DSQGRQgQmISol03lGaUY9rSumpCVPKAxwiwvz5FYvdVQVuPz6vG8ob3lTVB9N8F1qMumvk5vapMgjODB+0JHqBj6hG9NRcxM4Id+YLNec3lxwXq1TuCiM4bOASrhPhpIBSFJmJAqVascg1fENPzOw/ss5nMGH/jVX/063370hLOzZ5zESNstwCQMw4Q7530smlI6QBYDsv8ASFhweSxGn2auxwZj1GGegxAj3gWGMFASrxWokFcKKFcF9gA+lZv3saoJFWMJktfkMhVC2Hxw+Oix1rLaruBM41xg1zuuV1v6wdEPnsGl0isReu/Y7HoG53He082lSvJ8eUw3X6JMiw+K7W6QtAIlALmzrqVtLLO2YbaYc3r/Pr2LPH12ztBLiZrrq1UJrGhaw+AGQX/3g1SKtgpjFc+ffcKTxx/z/PEjHi4NjYkYSWTCWHlTose5AYn3B53SIkZdphjGCtMaF2Ia7r1lWP8xRZLJJ07X6N7tJq12FoSR29zUjipmOOGfFYMqJ6DKSWXf7r1ATqsnxlQB3I/3qPufNK3BexEgwsCbts804wph1IQyeVRpsLMkOkrl0mI1awWTLcMgJSl6ZFqZmHicc1yvVlxdSGXVF8+fc3Z+znazYbvdoqNn0TYsmhOBUsllBUJAJ4Y0JaL1YsoMa3yVWB3LZqmREKUTK2fUuJbyu49mAF0xnAymWbe7JFzne6uqZ/Vza+mpVvQq/a98J33M86Wqa2J1lZqY/PP3o9RH0gj2tsjEDzY+r9xifJXxujTPRmu8E8SH9fU1u+0G1y/Ae8HYU5qotVSNrfuYRG4x81ZzqwO21SzMnC996XMMw4Axlm9++yn9Zk0M0M012ib5M0qwSIJ9RRldJOeY1mixIhUfhETzyZrKNY8ov7O1VaNGf0zpoozRiP9fB+CkMidRkksFfigvNkFXZ7wFObjE94G+d2RTZN87nPO4wbPrfUoJkBUTo/jmfASDIF/MOsPR8THdfMFsvoCoBGaIrUAWlTmMrNYC4dWlulE778BodKNQQfyHm34H64jD0y5anOsJwUEYwFpyyaDry2dsrs7w/Yqjhw+ZWYXRgahCScDO1RPyetLVNlJ5VSeBSPAkx2SHWK3nMY2hLPzycdxhObF8nHQVSYU7K9qRg41ubOF0x8z/DsickdEeUjQ7lXsga1plnh2zprh/I1kzIeQBmSaOjNHOFGEppHSNqQj7eu0zzbj2LVnFCqb2iP1EqI+MwyuLjRgwajypSOchpjL3W7bbLWdnZ7x4/oKrq0vOz8/ZbjepLDm0jcEawQ+M3hVTkoQwV8xrIvWPxp5MSCKUAIp9BpOZVjkSRyJVloBKFvlK3Cv3jty4Z93U9IIbYw0ZomnUAGvin89TB67Pb5CJ3D4nUUW6nMqStVmlDu+tiWWZx5uPK2OczR712072ejIVKiSpd7vZJGQTqQEVnCNqQ/QGZQKCEZ5D8yttt6YSOqCUpjGGhw/vc329ZhgcT5++wLmeGBVtN4Mwlj0J6UeEqlKMLPS88fOqITOrtBHqKMRxhCYviSIxjkKJqMyO9ZyMgpIiJYpnkhopJXhG7SuFSCetLvqA95Httic4+ewDoI2YVo0VpHgkUtdoizIW2zYs50c0XUfTtATn6elxPgewVJYJYvE1z7qZYOlFL8Rdi4+udwNqBxjFzg14PxCDg7BLb+bxzrG6fEG/vYLQM280jYkoFQgZrDFEfBSBIS/DwvsjqFx4Mx9UFMZVBx8VvbWsE5XmPQcpVaJh2hN13mK5psx19XUR06b7IT9rsgNucLOcxnCAB1LR1vzC1Y1yT2Igw2miq/Nz4rMwQi3+wbcCfPqMM67sbM4tj+WNKLwokpCp8qSkYOIgyNDe03YdNlUOHYaB3WbL6uqajx99zNnZGRcXF1yen5eSF9ZaTuazUkE4Bi91rLxHqsBKRGC2+I2MJTOgsc9JAM1A7eU8VRbtSEyKQb18M/ovxq8VIV2ik1R7WFrKw3M42u7AmQe/nSgy6nAwiTr0OU5+3Thv/E5NjtUS3cvaTWPFy8+1SuG0gRBZX13TbzYMux4/DPi+x2uNMVqYFwghTaVosqlWitGqVJ4qEqMnRs9sYfnww3dp24aL80t+87cesVlfcbQ8xscBZUBZyQ52RLxzMMjztM6FIqsOlyTzm9GkmSdNB0KNdDILfOkSr6K4btLpolVkJPiY6GQsz8yWA0lAjoIMnwRoHRXBJS3FRXQ0GN1IoAMp/D6ZVbU2YnY1jZhMtUFpAXolwLDr2ey2EpGmdUoZC2NVgvRaEuSSmJjWeBUYgmNwPYswx0QjZew3a6xVEB1+EBSP3W5gs7rg6eNvoncbjjrNzIDCExkIyoEKCbYflLFlgIOP4pMc1ZVxDkrnRuaV6cCo6VQ+I5KWXb1YnHxO6yszoVrIhhuCmdaqCM91lPB41tQSNbLW+g32d06cKAdl/1ZCaO6Pry0f9R1yKsVdNuVL2meacWWIotpclCXTWPm4csCqmFSElSgkAspYy9wY3G7Ler3m8vqKF89flCTh58+fi5M+gdXOu04y/q0tJiY3DIRhKJJGloJjjBlCO2GB3ST9WdEL9cpieuI0NP829pEXZSLy2ayYJKkMzXSbMlS2SdoYN0+rTa9TuawoBSK+jxrIrS2m/zNLvaVPB5jpaH+fznkhFbdETCpV/3WwR4BEvIfoJZdrsy3atk1RbMYYvDZiAooRq/T0tlW/xlIQwniOjpfYpuV7ft/vwUfFJ4+f8eLFY45P36XpFDpahtATlZH1pS0C6xRTYnDO7UkadYyVZl37vEaCkecmxJCAYJVcPyGLooVlST2jq2SmleWlELN5XkLkU2wD0Y+LUgdFcFKYMwyB1fVasBzbGW07l/cJURKGA0Sl0U2LbjuUscJ8fJfC9hWr3VYsEMk3YhqBdVosFyyWS9q2pZvNUkAApb7ci2fPuDwf2O22zGcWaxTBDWk/OJR3DJs1u9012/OnrK/POW4My8WCGB1aeVRi6EGNwsC+66FeZ6WO1t6RcWvXm/vm55jNkNNFmz6q6qubwmHNwMZwdEr9qywE575mf+yNd8m2ZfJzbhd464vLeoqjIHxQgD0QKPIm7TPNuPbb1LtzWMrPaNjZrBJiZLPbsbqUcPYXZ2c8f/aMzWbDdrNhs16XibDWilamdMrpSoUYE3Ky3JmRaZV/cGOODjCogitG1sr2fVv5R5r0Pf9OefahR8RxId+wr+Z2i5Q0Hk73rphAbUKIKa798Nbeu9fk0wEG9QoNcCohTvu7n791p3tm2qsghphKafQM/YBzQ4FOypGfOoRROErjUe5eazXliBTum8873nvvXd5//wXD4Li6+pjgB4If0LaBmBBY8v3iKDmPRu78btUzcrAFIPlfTCa+mBbVuLbqvo6K/LjmyqCo1I/qmblwZEhYhaMWXMv0ac0EOVdgogLOeXb9IOcqjUGizlSK3HQqiH9PK3b9ILW6TC5kaGlnLfPFnOVyQTebSaXkBPwafGAYerwbCG7AuZ2kNAyaMGSfkzAu1zvcZs36+pIYHNYY2iah/imB8dKoUrF4otRU2zqWAXy55eI2Qn6TCaVVo6Zrdlrb7/ZWLCjj5izPellfbjv2yiC3A+88DSbL573GPV/RPtOMS5Py1ycbe5QqpCz7iCRmq/Lmu53U+NluVjz9+GMuz864vr5OvqttAlO1HC+PUonvxFRSQMjQ98Tk3zJKagoFH8QnUkmtwEQjONxUCh0Nxd9AqII5CjHJzOPVkz4ujIqQ1Mx1PFF+7S3ycl698Mt341rNEv+UeU3fba8b6c/DG3xKgKdvelOave36N22xSO2D69nutmx3gqDhUykL7xzBNkmjzYKSylahkTEkh75KOX/e+zRIhgcPT/nKV76D2XzGi4tLnPcMwxalDU23JKJFm/GSX6iV2JGjrnyh9fqq+58HKjGc4peAtBdUyeMrAQAHWE4JXSZbBfI7KlQCixaEe0oflZJ6XAEvWH54To5P05pQ9H0v6OH9wOA9TdNimwarIih5HxchbB2pFDNBa1pr6RZzjk9PmS1mtF3H0XJJ07bCyFpLN1sIEwiRtmukrPzxkt/6+q+xvr7EbTWdPkV7AI/2O1z07DaXbFaXzGcNXWexFlBSa0tpJRBbB5jyuDBlM8QgGm3RYmr19yWWg0jF7DKZuG0Jx73De+dNUkX2L70jo3gjd8LeO97KIONIy/Lfb9pei3H9zM/8DP/Zf/af8cu//MvM53P+/r//7+ff+Df+Db77u7+7nLPdbvnn//l/nv/kP/lP2O12/OAP/iD/3r/37/H++++Xc77xjW/w4z/+4/x3/91/x9HRET/2Yz/Gz/zMz2Dt6/FRwfOTz/taliIFEkSdGFvA73Zsdju2mw3Pnj/j+vKK9eqa82dPS02q1lhmJydFm1ER8V3lQc8MJSVnZul0yGHEafVNDAFFnD08U2rvUySOMCqxzsmPCSFhuoAVI9DnzSekYI2qPwf7cICpHSKLOcO+RJNP1mXe3urw5qvOnxyuNcebCuDk8kOfJ318hdT7qlbzzdX6ivXmOEWiSWSp1lJnS0dDrgycnrx3H4VOFY8FkyPig1T/tRbuPTjCNB+hjOZXfuU3uLxcs15fctrOiEhishvApFLokTAJwqoJwH6YdEwvUrTBvEcqrark/ZXrbyFYFYRPTma2GlRjsSYSggiQkssm68KjJWjJK1zogYjWhnY2Y350jLUNRycnnJycMl8smC0XmMYSFAzes95uGbxjCIGgFd18TjebYbtWysJbQ9s2NE2bNLEcdCJwV8YY7t0/5WjRoeOOqxdPGbZr6De4YcBHh4k77t9b4MNAv75g0Si6RtE0YG0sVY61IoGiiw+qjGviIhkgQBkzMntjRmFV6TFY6bXW5RjhWfKpGK1K+fkH8QcTIykarxx4jWfv9eTO1x7aoYfWVh7UN2+vxSn++//+v+cnfuIn+MN/+A/jnOPP/bk/xw/8wA/wS7/0SyyXSwD+uX/un+O//C//S/7T//Q/5fT0lJ/8yZ/kR37kR/gf/8f/EZCcpX/kH/lH+OCDD/if/qf/iUePHvFP/BP/BE3T8K//6//66/U+Bkrpb5Vim/LCiiHVIPIE5/FOEoXX19esVmIS3K7X9LudOMJjrjVjJgUeY/BF2xEbSY7iEpgflTW9tFBv1YYycT6k9ZCl9VFUzgtSiN7ItBRTZ+uN+8RpD+KBcw+Zz14m6NVNmFaNYDG+3+h0fcmd1HRJ37h/zCaRzAT3GEL5ORUOpve4+X53ayIIZe1hu92y3Wxwg8N7iTb02VzoPSoBLeuskeT3iyq5kipZXSEENoLWka6zwIIPPnjI2dk5Smv8ixVu6FEajGokd1DlQTnQW5XHa5zDapBujNr4fWSkiunv/HtPaasvTMkj6WcoNcNk3yUmHaXgqAqgVBCGYxu6bsby6JiumzObzVgeH7NYLOlmHbbrMG0DSuFjZL3b0jvHzjv64EUraxrJm0oJrrYxY9kZBd6lSF4C6IA20LaGdx7cY6Ycu5WBYY3bbdE4uk5xNG9wKwWuR5uA1gGtc+CDjFHtM6otDhOBLTEstBSh2bd27FszVHZsV9Mhv6aayNSMWP+Ot/PAytUw+czBJTR5h0OfJ32+7Ro1ZUQvpSVVh97GWvhajOuv/JW/Mvn7P/wP/0Pee+89fvEXf5F/8B/8B7m4uOA/+A/+A37u536OP/bH/hgAP/uzP8vv/b2/l//5f/6f+b7v+z7+m//mv+GXfumX+G//2/+W999/n7/37/17+fN//s/zL/6L/yL/8r/8L9O27Z37E4IjegmS0LlMAoKd5X3A9TuGvqff7dhtNjx5/JiL8zOur69YrzeopNnM2lYIEaLF5Szv7L/Kksto4I+JaY2zMJLZajYqJymI5iSAnHteoNqskEmdGkPcDeN8Z8ZcKg7HOMXRZJ/opFvfMoYTDaUOeMj9mahA8pQMKjq96Sjav4oJFqf/gd6Nfpu8KfL4Tnf6JP7qTXxaNzslhFkJCKvVhs1qzXolCBohIa0r53CJaSmlCMYkLS3Xs5Ehy/ldI+NSCUJI5q9rNda0KH2fL37xI9q2Y+gfcXW1wjaBrmtou5YhBHwIaJs6ORl0Vc3dTYFeCF89avXarKcgUHqqxn9Kj1A9UrXbVOOefEG5RlNRVbUENWhh0EcnxywXx5ycnPLBhx+xPDpmPptj21YifJUiaoVpW8EuNJqdcwzesR0GrrdbWetZ64kCh2aMprGNQDDFyBD6FE0sCO7EARUd7zw45d5Ms1vNePHJNzm/WqO1l/LyxwvcdSOo8DGisBIlqLNGmoIzxiEbc7HymKbxyWbVmIWZquyRSu+pqmvG5PlxIm7zLdVBZoD075YdNgqUB6J777AfDjGtMRn+8PHJfoUkZo8DtS/Mx0N9e832Vj6ui4sLAB48eADAL/7iLzIMA3/8j//xcs7v+T2/hy9+8Yv8wi/8At/3fd/HL/zCL/C93/u9E9PhD/7gD/LjP/7j/F//1//FH/yDf/DGc3a7Hbvdrvx9eXkpnU/IwxowMaK8ZN7vNuuCfvD440dcXFxwdX4B0dF1LV3T8vDoiGEYCDFijWZIkVLeC7MKCfx2RGoXH5kxIvXpEHDRFYaWaHpFWlRZaNm8VutatxlnJuS5WrgTf9nEdzZed/tSiC87+JotM6dDmtDkibe2XHDP7JmoJtGIScu4W+D727dEF1FGo5SmjZH1es3q+prdbivOfmsJ2uB6yfiPxFTPKWlqeoq9ZlJ4t1KK3bAl5+M479DKorVmOW/4ynd+iQf3H9B1C/7W3/oa2+2GfjdwdPwAbSzaKLyiZH7kCMA8WLqKZc8Jsq8iDLU0fwi3Uda4mMBU8iZnHDKJdATnAoPz7DYbAKy1nB6dcv/eQxaLBUfLI95793262Zym7WjbTsYtwhA8BhkzrS1KG0IE3zt67wlorJ3RzQwZiz5GJkwlhIEwyD5VMaCCI4aBeWeIWtDq/XZFawK2U1zFng7HyaLju7/zC9w7anCrZywbTaM9WnlC6AlBcsO0GlNJbluHeW+q5N+6wWzeyuc6eVIxFd7ZPHJLey1oPKVefX4czcn5vP2gk097PN6YcYUQ+Gf/2X+Wf+Af+Af4/b//9wPwySef0LYt9/YKhL3//vt88skn5ZyaaeXj+dih9jM/8zP89E//9I3vDWBTLSPX79htd5yfn3N59oL1asX11RXXl5cpkMLRNhqbGB3JxKhjJDgvdYRiJp4RkgSli2RE0cKy6UAr8T2NrodqRU3yHMZ7ZLS3UE/23sTL5aPZU5iiGs2A6fMoQe1JNLm/B0fzcFP1AoViJin33Fu0rxs9NbkWqvGZMt9y19phnT7kscq/9zr00me+rP9Tc8y4wfphx67fldpc1nuMlbysGDUxZOlaiGkklIrFhXkkymcyxiVgzQjuEwi0jeX4eMHnPnqPi/Nrnj+/5OxsRb+7xjYzdNOgEMzAYh+cEC/5uyg/e1pB/c4qmXQzenwe+GLyTkD3tQmYbCRUWsq0B9jteqJSGGu5d+9BekfDcr7k9N59loslR8sjlkfHGGOJSEHVMYcrodRrQ1Qa7wXo1wWImAJUq5SRpN3EuCMhMU6H8qTkX1VM+T44fL9DB4dRA8FvWa8ucOtrZg18+JXv4IP37vMHfv93c/HiE552Eiq/vr6iVQuWraQgECUcP5vqtVJlv9cjq5MvqcaxDJlGVGZGrXU1pDcFiwnRH7+sz2AiLlbM4ba9eFcmMdHhq74VofwA47pN86qBCGoBajxWI7e8ORN7Y8b1Ez/xE/ytv/W3+B/+h//hjR9+1/Zn/+yf5ad+6qfK35eXl3zhC1/AkErWe8fm+prLy0u+/a1v8ezJEzbrFbvNBgU01tA1LV3bYnTyF/lQylGEjF+TJyr9Vong1K2WqmTRZtd7piUjVEthWAfMVyor1LcsYJ3sxlFVjARGe/mhRZkXCYeXxA1CJg+8cV7+/m4MaAwTfhmS/X5P8lMnW3PSl2kOSXZQ52Rfpcar9zfe/uc7myWy0BJFi3EJcHe33TEMA03riDSFeI7RnskLGbPpLJGZEMjcKtdrk9ygkTAH79HasJi3vP/eQ1bXO4y27LY9q/UGVMTqgNJtMedJJNrYbb+HTJDfvZiT099KC3GNZOiielzGtZ8T4YVZUeZXayPvHTz94Gjajq6b8e7Dd8mRha1tuHf/AYv5gnnStGKMDIMHHzCmwViLNhaURmlDRONTeL0LEYwR4a7uuxJMQcEZlHOVQAZitMEHR4wBHRz9sMISMHiiW7O5fIHbXPPgeMb3/r7v4ju+8Dl+93d9if/f37xk1hqsVayvL1k0mni0KHObBYDMnLIGNrGrJIZVcqeyBpYFwczwUgkUnTSzut3GYPLs7SfgF0pzYF3fmVlNbMhZm7u5Z0rAycv2UtmLBQitOldVv8vjJoajN2lvxLh+8id/kr/8l/8yf+Nv/A0+//nPl+8/+OAD+r7n/Px8onU9fvyYDz74oJzzv/6v/+vkfo8fPy7HDrWu6+i67sb3Kng2l5d84xu/xeOPH3F5eclms4FUgmI5n9FaMckoQMVAcKJN5QmJsiMT4xkl7zKmL1Fdcjh0Pk0SfacaRM1EDjKOvXMONcklyRGGTDb12Jd8UzUJ0LjLMh4F99tXUl6bE4mwmEPzxrrbSiyev+y/Sr4grccFH8I+E3zVKH16LUcCoiLOO9ara4ahx7kWN1i8k4q6Xin80ACgg0SzlfD1KhtVVb9rhh2Bxmic8ygkYOM7vuNznJ4e8+679/mlX/oal9crVldX2PmSpmklMdkYIJcrUalMWFJJ1EhABMS5GrMcVKNAEkmmKynfRmQ1hcZgEzRThvNUSmG05ej4hHv37/PgwUO+40vfwaydYY2FKIyEGMXsHsEXPD0tASfGgjHJtKoEaHfw4jpWOfhH0F+0ViWlYLfbJvR8EVh1ShC2Jl3vd6j+GnYXbLYr3HZNf3nOcWd58PmH/JE/+L384f/P7+PBvWO8Hzg+nrFYtMxmNgXOxDRmmaqOZDj/04qJf7k2pdUtW0qyAJGZwr6GVAfba6UTRZnu7pJyUe4t376t2e2GrykL1dXvuwl9t/fjNv/W2/q5XotxxRj5M3/mz/Cf/+f/OT//8z/Pl7/85cnxP/SH/hBN0/DX/tpf40d/9EcB+JVf+RW+8Y1v8NWvfhWAr371q/xr/9q/xpMnT3jvvfcA+Kt/9a9ycnLC93zP97xW5z/51sesV9d8+1vfZLNe452jswarm0oWjymcPY4RgYyaiXwI0+Gt5qEEuNVcZm/Qs49DiPre4owTGaSQeJVNZUpNogTrLpQweinKJHb0LMXvMRCJ6BtNiJnB5G4WDW/Sm+rHAWY3aoe551P2ruoNld8/E+eXMPwylPldiElTGJ26Y4TinlJYh3GnLX0Xp/Or2mRFqDGy0HvHer3GOScF81ICsg8BlUrZoyCa9O5BgVGYA4w2B3+MAo2MYHZRaQXLRYtWxzSNYb1e8fjJM56fX3K5XhGjw4SGpmnQOmkshStm82NVG0optIplyUdFYQrg0/NzaY7KT5sECRXrtVAROhUx2mBtK+VZlE5wTcmsFyM+o2PEMZhIaSm6GbPfWIkdNUSFD4LeEVRERS+AwKJOSQ3CNJoxeGJwRNejlDB8XMBtr9mtL1ivnrHdPCf6AUPgc++d8qXPfcjnP3yPP/gHvpsPP3zIrGvYbDbMZg1t12AbKQZrEjONEUkDUFF8lGQIJZ1q5SlUWgc58KJuRVNMtKI2twHsM696vuQldbH6jOszTUasoXEzjYhvtAde5gqoGcttDKxoZZAXFzf2cOQGrXzbwAx4Tcb1Ez/xE/zcz/0c/8V/8V9wfHxcfFKnp6fM53NOT0/503/6T/NTP/VTPHjwgJOTE/7Mn/kzfPWrX+X7vu/7APiBH/gBvud7vod//B//x/k3/81/k08++YR/6V/6l/iJn/iJg1rVy9qTx4+4vrzi4sWLEsreWotNYJwStuxSMmhICcMyaFo4AwAZODNv3Ju60rgubqr5+XfSPapFVC/QLDUJD4pjOY/bFl1mThPmNS7U/dydgghS9zozt7KoDrU4MuODa7+KNitfTbXM0WxSPbO8Q3pGOS2zwcQEsxkhwYyObzEd2/GVxmfH9GplXD6VluZJybsFH9hsN/hUx6lIi4lwhRBQ3oOCELQg8SeTYyUeFLl9ZAZ5QYnGJLpPxBiFXnRYa/jow4egAlFHrrdbnNsRgsNoMT1qVXpbeG5miON3sTxndLsmMaZUn64JSx5LdaOOxURSLucodjuHoic2kdY2BC/aliBl5DxCCaGPPqDxSfiTvoSoCMrIeem28jnNQ4FjDAkg1yGM14N3ONczbK4ZNle4zRVqWNM1muWs43d98UO++ytf5ouf/5Avf+lDlosOYiQES9NabCOwb9bYEXc0xgRHlfO5RoT3UMyCh9fbGGCk8v9FOzvECFQNEqkqofIGcZfxyoUqFVlQZgQteI22v6cOmQgPBVQcZDoxM6mb0mqs1k5+77/jGtdf/It/EYA/+kf/6OT7n/3Zn+VP/ak/BcC//W//22it+dEf/dFJAnJuxhj+8l/+y/z4j/84X/3qV1kul/zYj/0Y/8q/8q+8dud/49d+Fas0R/MFs7lgCPbDgB+GxBASGrOGGBTo5Bgsg5t9U1qSC1ObLIL9FbFHD2BfM5kqGxqSmS8rWCrhdcaU0FgtQKb3fJkTt04YVun7bJGJjCZFGYZIjWqdZfKQjhdtK9xcqFkILDx2v5/VG+txmd4cpEmLk2MxinEkel/euw4Wqa/KUmipNxRj0jxuedRrthxuo7QUEgzes1qtcG4omy+k/qoowQCJ6xCiIpbE5EhUGTY15W9Rr5WR2Vht5J7e49wGpTXzhebL3/kBD9495cOz98H+Cr/1W9/k+mqD0fc5OlpgjMU5wd7MjGKsyJvApMswm6zgpBfNSRZ13JwwJMljVPiQUbzLCiiQTZHIerVGqQt2214KO85mPLj/QEyFCPzSbtuDUhLq7iNKi8aCVskcLCwII4C7xhii0QmfUMMAyuUQKIfBY1SgbSH0O/rdNddnz9hcn2PoOZ3Bh1/4HB+9/y6f+/A9ft/3fDfvvnPK8XJOaxXDMOCjxzQK0xpsa2m6lm4+p+1mNKaRQfPJCpOZQpo/k8bi1djmRSe6oXFNzsqCXvKHpS8P+5Sy+XHvKW+z9A89Zz8y8mUBINNeHOhNPHy/DIT+pu21TYWvarPZjL/wF/4Cf+Ev/IVbz/nSl77Ef/Vf/Vev8+iDrdWGxWwmxRr7AZe4eHCp3kscVf1M8LIkXS+Bg5rGvhSzr+7q9N3ekEyuyh9jLA7escBb7oU6POWVZgFJsi5MTiVpe0xGDq+Ym1zGp05+VLU5otKUMpnafw3FWN4iVgenut+r2sgc9xlzzbBuOLGLJvPb0+p3yHPSNA0xUqIKYwhS5LH0ZwzqiZU2FmJABS/mpXRHlCkmO1WpsDLW4qsxOsqcaPj/t/emsbZl1XnoN+Zca+3mNPfUrdsXVeUCbAimceLgevX8QtAD0QRFduwfjo0SHEUgSCHFTRDCcoztSCEiUhQlspx/Jj9sJ7FkgoIcK2AMCLuMbQwPA3aFKqA66lZ3697T7G6tNcf7MeeY3Vp7n3PuvVTlUHtU7Xv2Xs1sxxzdHHMMUgyiBqORxmnaxN94+UsxHJR4+ukrePbZXUwOdt3e7wjiIGSE2IrjiBHm6GZO6Y42YM3KMgjBLEZkx1+7PGEGQNtIKhFgURtMZ3MYs4fpwRRVVWE0GsF6P9q+GadVKVJ2X46UZ5UgGx0eRGBSIOewUVIFXdhoGNAEY1q0be1yaC0wKAClGaapMZteQzufoNQtLt11EbfubODi2U3cfn4bp3e2sXNqG2dOW7Or1nZuyoGGMkA7q224qMEAw9EIZVG6PTfnbMUEiRNppzgTIF04KLl3qAmMOXmuYzERnIrrWMG84vvXA7HGE2tW8bpc5tK+rDxvTelrd8TIExPjdcKJjlWoSVlvLXZSoLj4skuuBwabzINNNAhKLMUABIFk4zXUk2gZmQnPev2lxBdSmvA1orRcCqwqj3QRQ+yeThAvJ0KevVfa01eWSIuCUF66ixhVIvVF/cyZl1XaODwPx6hdinHxdluKkJT8Sb+JhhVLntK+ZeV1SrlxCBqqdbawGkaD1gWI9e3xC1/MHkIMDNiQi1tn3OLPiVrY8I85vyJyapkzNZKBLoDh0GZSns9mKIsCi/kCjAZNQyjLEqQK2EO/YlGAZ/Tey5HEkSgwTGlL0rJY21YSJ9GaTKW/sqdrTIu6qbFY1G4P0GA0HEEp5UKWKWhdghXb/UDTojXGCllaoShKKJeyhFrXbkXgFiDYYNbMrXVxbxfgdo5CWZNj3c7Q1lMoarC5NcQdt1/AxbOncPvFHVy6dQMb4xFGwwGGAxXmCWwD9rr2F2WBsipRVRXIOYoYtqlZZFxiIuvnkBy+Zme3DmMkscdhopH1QMfawEJnsr3r7Lnj7iGtevawPbDwPaJ56DK7PgYmlp7rhZPNuLRC2zRo2sYHvBVpkcjGe2MTZ990dFGibztOFhSnlPDHCrBAbO4RrYsjHKSUCjgkCzsesg+UmBooaF1SmHImqdhUEadG6Wuba4Jve/qlC559hs2kpIyYiXRZvP1FPnpCOGKtDlnAtpsusrjUny2S5BMzUT+PKVuNvTtDK1dIiEvuCYFSxqAoChsAt2mxqGs0UXR4UgrEzi1buf60jNZGcYUywrCUIyYGJK6GjCB8ENnYl2TP+ihlz3a13IKUsamgSGF7a4jqe27HrbfegqJQeOzbj2M+rzGZ7KGqxlCqQFkWMIa8a3k8EpIP0SGS38fKhRACwK2LTkF274cBNLDh08AKSmmUJTktCqgby7iapsFwOERRFCiL0mkylQ2NxYzZYobajaMuS7tOFdnxI4PGLLCYzYHaxiMsqgJEsAGO2wXQTqFBMNSinV1DwXNsbQ7xkjsu4Qde8zJcuHUL524ZYmNg09N45whxYtfuDBsA0grVcIDBeITBaAQmhaZlzOvGmjodSnq6wJE3IYJVoJP7z9OVICALXgWGk3kWktTBvuwuVgY633X+crVRzlAyHM+tSD17Y/E7Ibt8f3nLmddR3uHOs8eBE824Fm2N1jjy61ypW26gIIn+4MfGI45DRrH0GTCa8NhSM9kyCITSGZiUXGFPBGPNpo85UEcqQUZQLPg4jAjOzNawYZmacuVZrcGhBmWed9FCilGnI4F3tKNurw+/tvy+ZXNOI4nbJOY2dwAcrs+qh3mlElushWYa6ZGbJosfaFqDajgAgzCf15jP7VkuW71EkiCfskOKYRtcAoYYStn0IlbA0XbGHMOS/SRRuDwvY8kvp51wxVCKsWgabFQag51NVN93FzZHA1y5eg3PXLmK+cweVB4MxjBKO6HNndcyJAYIsGm8pqDd1lXIDq5kQXj3bVUQlHHmo6KEau2+lGF3TwOkATZA09SomxZ7B7s4tb1jc2ZtbqDQzusQgNIKTdvAGGM1RW0rr9FgYQwWbYPJdIbZbIGiKDAcDrC1uelc4A3QzDGdz0BmBm0OcPbsNi5dOIWXvfQCLpzbwNa4gNJO6k+mXQiBmEUJhS5QVgMMByOMx5tomdGwQQsGtIYhQkNWU7UYxZ52yN5wIqPG9bmpVbABDhQRiI2fa6EA5MJjeRSMhOsUgjdnbNrvPBh1epkm5R9xVhf569lJZD7MNckg+7D/Hb5ka25ZG4jAPfTuuHCiGZdBC4K2EqS/BgDsvAYBT4gdxEzEUA8S9pipltE9z4Ic5Yk1hz6NiBCYV6xhxQQ6eTZvs7SPw+FI0eWsw4fbNYuQ0VC0pPo0IXk2EhPldJZXDmLC7i70sq5DNK1g+3a9iZgWIHPhtCx0WVHeB/HklAl0041gil3SNk41LhLNB/Dao2E4gmsl6sXCpo+3bY/OS7mGesuccUzLsEtlnnniCQES7FHRJWm+uKzbH9bM5/JVamhsb4xx9tYdFNqaya9e3YMxsFoJlSDSUFqjgELTOhckI0Nj043I/gwhRHMR5YTYMSsDmwWBbNAnMctb3GIoMiBqURZ23JhFO2rRtA0WiwWm7cISaJfJQSlCWWpUhc0S3nKL1tRoiWG4BbmwS03dYEEGTWUjW2hitIsZ2sU+iOcYjgxObQ1x+tQY21sDjIaEqiJo7ZiMx2E35o5LyxEOIgWtCpRlFUJRAS6dirICCFnBD7K23NEC61iVruWAS3YildNeQ2R4uScSAzzdioVGO98ZzrO8H2gGu7IjsbhLcCKIaUnnDKjQAGFg8ff82YhxhvYJPneDNXTgCNaYo8AJZ1xWGgUiQuSIlp9QwYxsDGWh5pqHQDK+S4UDcZuOXlAB62INy0s3HUqMTHMIze6vMX1dzCHSxcCA0oC+9rFQT4JUHW1MxpT8Ggt15w7URwOS8oDgDOMZmSPskbTXXwh1v2daV3pUM3/dCQd9EkVSSuq8Y5gxcxqXmGnErGaFhDBIhm1EB+NNoc7dnTloWWA4e3V3HTsBKJTPcMmAbVgkYowHBc6fOY2N0RDDQQlNGnv7E+wdTEHaQBcDaGWzKPPCegYqyN6UPSclAorNN6W8MG8MQznGZQmY8RKBlvlzcaEc60ZVWC9GYwCCQVMvMJtaU/3e3sS+qzW2NjcwHg9RFgNoZdDWC7RtjaadwxTWM3RYEtrSmU+bBZr5BLrQgGLUk300811oVWNjZwtnT2/h7OlNbI41BoWxMQm1jtZ1whIsxdbe3xaFtqlRquEQ4n4PpVz2ZbZMi4KDjTAtMRtKuf4slcwfwscPrAjRLieaCEUJsXcm3M6GhTAtL026dWKcxEPwcSxXMYaYGfU5iAiNyL0JcwcqL1j659zLh/haJuMUvX89cKIZVyytxNOlst9HLaPDvI7xLoCOd2J+5qrjmQSRgPxR2kSzIETIYws4vEM9kDPmDiIetRzO2njMNhxX1upuUAfhJCiBdN3j0gdSh1LkU9QDwP7eHqbTKdq2dWGQ3D6H2+tQLqWFFVhsEFpD9qCtIUQEyeFDjjxuQ8XqNv4itJP+TWODOhtH+MajAcqyRDkYoBqM8PQzz+KJJ57B/sEcaBswKxtuqQS0IrQNe0Zk3HFG577kTNBhZsXJxMA6psTSS4yfbCwDVJqcBmVNiQeTfewf7MO07B1b2rbF5uYmtrc3sbk5xmhQWTMBAUVJUK4sgDAYD8Auhcxs/wpm9RymWaDAAqMK2BpVuO3srbh462mcPXUKm+UAA9IojihU2aEnDIYDjMZjjDfGPhYhkc2ybImwjTQfm8qyURCkWY1T8g9H1hC3Txp7A6tsXSbfncnROOYa6kzFSgHt8oP1meVMtu8fj0veu5zBxe+F8rtj0Gd9EcZrjPP6vi5KYuG7jHH1TAT1TYfct+SUKH1XpKhwWJQ7RNdLWlmtgbZGbq+RpNMjYCcaQLzpylE5nTLTysIzWU/j38tUd8ruxd84G9nrRbW8XZ2Myz2LNpm/7H4icETmzlXMcbWEF5s+AHEHB6zTxLxeoF4sbCZjRDgiBM/rSHBmw7BXB4qDrKZaZTxvoICLebdtaCN76NjmMLWEtVCEjfHIJm5kgnr6KmbzBnXTwLQLaCqgtAKxy3wQaQZRd+E4GTpDHu+rSEspJHGVvRxD4pTfgk0rYUBRFvY8nD2j3aJt5ljMCZpaG2aJnJmbjJ8BZptfa7FYYDbdB7c1FAy2b9nEzuYAO9sjnN7awEZVYlSW2BwOUekCGgpkZE2t0jzspyxKDKoKo+HQ5fVyeOfN6+4Trz+Zp0wvysfU/gyHXYR5MYLzkmFO4pj2eSfma17e5eh+9LDHyRiWCb75ms4F3Lhdy7YBWNTbbOUlNCtDNu99+0LXuCgjruGBiMCRbMxGhIKduZGUS4oXyhHC5BX52DQgNZL97g/0CjHK2ijahkSaliuxeZNcHcum0jPonJG593LvJTEvHJZpNGFssrKEcMVmiZWlHBEiRpvXnbepr315ObmpIy67+0r6Tp+7cdJEd1COyEqv9WJhPQtd0lFpnd/LcEQ8NuMYYyeB2Jq+WKXRA2JvQ46aHv46omfsvkehFVgRqGXM6xpsWhAxRoPKBrgtB6gbg6vX9tEezGDMAmWhXaxOirIZKyfxRqMneMJswxgh8Kx0PzD0VaIdCUs2kBccGyfCaFg5Bq6toMg1mppRawPduvcbA8OtJ2aMFnVd2+DGiwkKxSirAreeOoezt2zillMbuGVzjHFVYlQWNiapKgByB64zpOnDCGZGUbhzXMORPSDNcgwhFmJd3jEEQUXM/rGrvJjkY82UEJ2RQzA+G0gQ7VwoSNuX4yoB9phF5u3nLTsOG2McW8UcOnd6ze/d9hwHOgKxsyt6oe464WQzLoazxwN9OoEwi/h3DOKFZ3qe83sM7hlbdLqZGmRs91ukIwTEjbW1nKERhLBxkBJ7kOY4psK47qOznK4U7n9Tz3PXAZ2iEASEZZLeMrf6eA5uOkQFW69HoCi0JaTTGWaTKQBO5t4zrQyM9dQAEcMod2zABEIkHqIARzjMji4GoqU1eTOSMQxCC8POpGgYpBlUaRRqiEvnz2JUVbg62MO1awfQqEHE0KWCptLm0Wrh3PoDcZNwVoYZ2jFsz0wl3qHXypSlucZqfdDw6VwU7AFhImVDsFX2fJlCZbONtzNMmwZt4xiFadHWU6CtAbALtMx2cRPj/M4WTp8+hVtP7+BFl85hY1hiNCxxy+YAW8MKG1WJodKB2dvmZvPY0QfAbM/pDaoBNjc3UVYV2CUMDURa5iaYIMUBK5hYA/PxWlCGB7FAKB6yxv2Nn+/TuHJIBM2IMVn3fHfujrGSafVFqHcFJjRm2ZmwfqYYt3kJnYjee0F7FQpqxXEHZdIsAqdb9blexs6RQqJayFOxdpP6yaQleOaTiHfxM5F2J9qfI1acJU3qMLfI7OX74xEpPB0TQUKkYMWryCs60ir21/KNVntN3k2X/DIGcxTwzSBE4xDdj5h2LMl6s2CUUda3+waQv3u40pYlOZeIDYhsZAdFNvTTYjHHdDqx2gpJbqm0k4kMFWqQisCRtBlMjcq/m1gFvOnHXrfvWOJeFQWUC+JnuHbHBwy2NoaAMdBKoZ7XaGoDYxZQukRVFGhdYsu2VWBl91oMG+tha1w8TzZO0woHriUGpyXcJjBa47gcWWlfE7lElxYftSpsv4xB20zRtgsYblEb67SiiFFSC6UZmgBdEIbjIYbDCuONIc6cuQWntjextTXC5kaJghilbjEoCeNhiUFZwEXnDZLqSqnGiXVOXdSFxmAwQFVVqJs2aMPCPDOcEXF2lTAZBOHVal/OUOPmL2MDMdOKwyZZL1AFg5B9OYd8r33V1kHSznxdZmtvufWCnawT05bQ7heuqdBJuslQE7lQRoF55CZAYS7GfVUIsccom7iE7VF6jYAO4iYIF1OxWJpiTl6LeU2+x9Xps7AAQmLKC04Wqcbptbq4ELdi5EDlsRHoOtSdoIFG15aZ/PqYWva9b/HcDC3MH8J16obQLmNa1PUCs9k0YXSdOinFMXlOBASitO3MbM8zcXSIOtrXIGH0DnkZBMtPLfIbZhRyMFrZfRs2Q4AZu9dKHLRTmNq41CAFSIn3HMAu35sybOMFgqAZ0fiLY7nwJnFpFybrBCBufZ+11xQF/1pbjrGBeBW1UGQsk1KEQgGDSmOgCpSFQjUosXVqExubI2xtb+D06VMYjwYYDAto581YKIOqUhhUBaqyCMN8DFOWtE8rjaqqUBYlWj1fymuEyXghNLLrJtjq5eeYLQX7R/xet02U4LEIe3LOMzFNoqtxrfap7ULfuo9xV4RhMYv2Pi+qucfzrG2Ocd2ohpXDyWZcACgjieHXcoYi350l30tIMXLm038jRJGyvwLiEHusKc01qmWPRRJhPhqxCYCjlC43h/QfAt2piRsWCOJRIOH+N6ft5HJRccvQFDwBTWuwmC8wmUzA3DrZwd6z4bgiwiRU0TYymEeoayoJ5mXuIIhd+OSFK12UrkQJqMt2z2s4QFXagLutITAXYFNiazzEfDpBzXOYunWRIwqANTTgAtkSoAoU7DQvE++PBCEJsOnstbYmQEXaZkNuDepFA6bWal1KBaJCBm1jx4tNi63NCsPBBqqyBMi66JeasDWucHbnFLY3x9jZ2cZ4awxdEEgzmBcuw8McBINCE6pBgfF4gPF4iMGoAg3y80Or0SE27SqtMKhsktl6qsFtC9mHsQ/n74ZDzJ5m90Bs8DgqJDRqxX4TxR3I3s/LWGXqO7Q9mYZ2tPeDpyGbQFtSi84L3FQoIHZmr2GgyyxSjSOSXMSe7aXbWGrJxS/qIEei7LEjY6ItZXMTm8PEzi3lxfJZLpH78rodzy9Yk1K08a7cSWzjVPTcFZacTTxZB14TC52Ibf79TVluOohaB7E3EpbvYelYis20srgFfmFG+0F9LvSrzRqcvGui8Y4JE7N17Z7P5zCNAVeZuYMAYoNS28C8i7axgWKZfPZbUccomnslbURw2Oi21f118TeNOxRNsGHPFAOtM2lOZwtUmkCjAc7euoN6MQNzi+lkDq1KKCJUWttI9kjnmGEjbtgzRoy2tXtVzNYtfj6bghSh0BoKGhKIVivtQzcRMSRaPxFQlDa4LlhDE6PQNbRibG6MsbU5xsZoiFNbG9gaVRiUBaphAaXseTnTGhheWEEBBjANynKAotIoBiWoUIAOu41i2Mz1YYoWGLsUP3KkQSkFXRQYb4wx2dvDdDIBb9lxsftRLuKFW9t2/tibb8mpoEKkY9wEUYhlKjRKtCpma9ITPIi0bI+PAEDKhdpyeGLCOvYerpnFoiN0CwOK8B1IQzr1OS0tY3r59/A34BIAe06fxbIjuaOdO3yPoHYcONGMK2EjkYjj1flw6bCCgubmvveafxE2avvAqvWAx2q5Hs1RovnI7/hipCGtkkpy70L455eo/whEPGcCwXpx9ACdCZ+TsvyXIxWRltFj9vPXepiXr3eF6aUXHKNb2k8ZQiE4UR1t22KxWNgFz+JQkS5kEirnCuG4PocIzJzkbUtLWdH0SJqVLktgXQvKxugrbHzEjfEQGxsjLOo55tMZuK0BRVCqsPtqvkyn9xOgtZ3A1hgs5lMwWwJZ1wvMFwv7jCKQ0dCqgNYFhqOxzcwsEUUcwbZBem2ZisiaAosCVVni1PYQO9ub2BiPsLUxwqBQ9jnNsP6JxloDuAWj9ddIE3Sh7KFkFzIqdpxNxtEjCiXoEcbPMq6iKFBVNi2SccyAnSYdr91Em+nUla75vD198xuhWgIx5RJhXIS+PucGv08t7cqEseNAn3bl25VpYKnlZokW5QmD9Jkj0eL6ta6TzbgSW7P9R6Srjtrc9z5iBBSi2Mdijg7L7Madq5lWFphIV/KR5315saaRaxTIECqr+0iIvOQRWUS+7a4GwU2h44dV4W8vMYcsYyrCdJcznb6zNWFhLdO2bFMc4WHpk5jMZEyBtq0xm07Qtg3AcfxEYUrWvV32hTpN8XVGDLkzWMGrMMwxhIy69gS8l7ZZUBgMKjSN3UcajUqc3tmCIsbsYIL9gxmYG5SVjdputQX4XGMgoKpK1E2Den6Apy4/hr3dXRsY1x3GNmxsxAZDGA5HGI02cPbsOQxHIxupA2w1BMDFMRxgMKhQDQe4ZXsbmxsjjMdD7OxsYWM0RlWWKAoCmdbqkswg76FgnOeh9XoEAaQVdFmgqDTIHQ/gTIA4CrStHeOiKFwusYE9tAugNQY6Cr3UnaH0Ouc3O5NP4sLsflrmTtHHXvY7rC5jzvH2oMXxQSnVYTIMd24sqq/PuzBhiFFXlgnKuet9X1v7NLu8ruPCiWZcyCZdID97tQqcntXBt2Ua0pEhQ4AY2fPvMeHva7HsVyVayFKwpcSE+Ho2R4/Evpcw6aOUHQsWx2lZv1R3tJmx+0yH7eSFI9dtI4eNbciiuq6xt7eL2XyGjc0Ne9ZLwmW4GYrNtB3DciS+pxJzPLdd7cAQoDlmh6LZERRZ4iY4X5aFj1peVRWGgwFObW+h0ApPPHEVBwcLTCcTHCwWbujIm54MtyBF2NwYY6CBrY0hxgPtzycaNk4wURgOxtjc2MbGxia2trdBimDAWCzmLuag9RDc3BhjPBpiY3OMc2dvwXg0xHBQoSzk7KLV9lhbjz4DA8UUDtqyPQJgjEFRaFRlZRnNaAhdartv59PqHA1k6LXWKMvSJ8EsCkcODVsHGFlL2fupwBsXHP56bT1/O5eoI/XZYhF7wdsX57R1BctUO96ElGIaixkyqSYV4FYJccnz6Aq7Pr1PxqxWMa/cRHkjZ7iA7wLGlazyfDLk8spC3Oa6aGzurRABJ9ZmlrGW8ERatGhVAaPzSU3NELH+RwmRi02U+W+5BmemEm0haoYt84imqTAKsVJkr0gCS8r6lpvxDoO4L8sfWs1kcs+udKyPB378ovZJeCXJL2XaFvP53JsL7T4GkneAdGyTfkYKJiVzGwhdp11A2F+JS3XmyKBsScYA62pk26xQFgUKrVGfOQNwib29Ka5dneDa7i7a1h76VRpgTQDsYeWN8RBlWaAolGeoTWv395RSKIsS4/EWRsMNDAcjDIYjMFmm07YVlLaOHGVVYGtzjMGgxHBYYWtzhEFZoiwUiIybKwaI/eFlNkIEg3YvAlihbLqUqrRegFopu4cbjV+Y/uWYI2RDQnXpokBZltA2Qq8z+R6eVTtnLp7xIDCsZN4T8Zijd9wVY8Au2aaKUIuk0VKPy2kWMyGvZfU0etkaW+Yev5SJcerKnj4v+7RZRAw3SOESh//4+pnXdw3jioeaFQWmATto/ScbBCmi4uQdoMfkwwlRPxaJjCdTiH1UjmhIHuH9oc9wz39HYF5dpAwSuyXkkhU3vO/3W/wrWZlRv/PMyiRl5dcjyfGozOswLTAv50gOIHm7DpEss7ej/T6AG5d3SwGkCE3dwMxmmLmYhUHatX2OD5T2naVhrJZK+/pCBMeYlXPNZ0eow1kqAqx7u2JwIwdbCVoVAAhVWaEqB9jcPIW9vSmeefoqHr9MmM9tfixSVqMUDWR7exuDgd3zKasSbdvg4OAA165dQ1EU2BhvYHNjG0QFbHYGe36IFKMoNcYb9hzWaDzE5sbYxrVFC+IWzC1MWwMwPj6g0ra/9nA1+8FiZutx0QLEhEpXGFZDjKohhmWFUmsXX9CaEY1Hy8MxUCnnmKE1Cm01Oa21DLx95gjlyJza713xw/gpc/Pm177VzsmHAnNrjY0TZFRHOEWiHaeOHEqpEOA7bt+SNRMfuYif62NaOePqfLeGSPfNpKOQfHXehg4PXriMqxe6Zr+VihL1mwPsraM7KwBwCE+rOZrQ9xVNkieIuogk7ZL68jZSX/U507pB6Jgx0GUQN1zHTS7vuup29heiYLpq2OBgcmBzc4lpTwWTjS8jej9AkK/zzfU+1+PUqzD6ziaSrMP4K61spmKpAy4+oQHKUuPW06dwy6kdXDh/Ht/70hf75I+WiLjSiLF3bQ97e3t44olvg1kiTFTY2d5EVZYYVIOIaDJ0QdDlAEWpMBgUKAeFjf2HBovFAbSyQdlLTSi0ZRpaFU64FB3RSZdRuhU5K6KgQUpjc7SJjeEGxoMRCl36A8yxvSKS8VbMr33aexVqjYEzFRKJKUwtWUxdYMQzG+bU1bLkne6ZK/E+1ZLrJjQ2EXikHqst6nRPK6u/v/9LhLkltCYXtmJTpZGIzbRaGItN6KEf10+LTjbjiiVXL52w/B/ZYxAlzEshDbQb3vGaxQoC2st8cnUs0q6SZzMzga063gCFqGKQTfrE7CQPxZJSvN/H/ZHcYwLZhzac9LlHS8z327IFdhR2I2PbV3++Z5kvxEQouUHmljOJZczS3gu/F4vamdkg6R5dlHg529O1AsiFpUtVtKmeEXQYGjkhEPKoDl47sQ321xWRTWQJRywVUJYKha7QtgVa0/pMzq0xmM6m2N29hqeeeAqPPvYI2qaF0hqj4RDloLRnuVQBRQOU1QBVNcT2qVPY3N5ANRjaw7ylsgF0lUvJosglg0zxKUjcAb9VtGYBWJOdskckqnKAqihR6sJrlU6R8S8sw0KpOYip6dwXRQGlNQBCy84Ul5SZlrPse58gJ1qz1eiDANJxVIgYUGJNcnSue5TFRl1RkvEdgcGIxt9xlV/CtProQf5sLvgmjCohZL6HANI9sbg/L1jnDN/tjND65R9ja7ps7OWU5iZybc5UfJ09pjOT/Aq2bo/EwqS8ZBM1LmNwaUnS9C4jWkayPXsjciGvontBUcs4aY518oB3xA3AWdui5odpSMtbRkYM0vH2xrV8cS3528Nee2GZdtvRVqNCxUyXExpiRl0vHOOSs1juGIVoXg7XWmkc5WPVF7C0e46rM3CJAtAlQMzG782Klshk3eWNYWuis37q0Nomd1RGQVOBpm2BRY3pZIYnn3gKjz7yCB559FHUixpKKQwHQ+iBiwnIBK2GGI03sbm5hQtNDVVYrU7rDRSF9oyrKJTbr3Ejws5LkAAxYxsA1l5ow8RyvPjICgfamfPKokShC6uV5EPh3usoujl4Is3erFuUlnExERq/h9QtPqmTY+fuoEX0OWSk2nj0hGNQlreR36eSvzHTihlXvK+VM0D5xEJmbsLPGYdfI5kgiuj9XqcL/07M6HtW/BJT5PXCiWZcWhF0bNflkMbeQs+B4fg3CRL1D+YywrjMMsvMLrdW+p5ht/nsvofJ40QKT6WeiFFx9EmeCO2MzYeOS4IYNkKCO+vjnycZGUZaovwSudRtJ0daY2e0ZHH5dnIg1CJFx49HTUwJMSyRxdGgI4T45lDvdd1hFOF5LxwkJbt9A7LhnkQAZmZMJgeYz6do2toGZ3UdbFuDotReEbaZhcNZHBURmdQ8aGCciUwX5EIrOcIFBnPb6Vcfcsohc0/MlDtzRYS2NVgsWpcLCWDSMOxSpBiD2azG7rV9/NmffhFf+9pf46mnnoFCYfdgDOPaswdgktBRGoQDGH4aIMZwXOH8+fM4f/4s/sb3vwy333EJ2y5sU7OYgsh4K0Droo5oBRC06wIDJmBJkqqJAZCC0hplWaGsBiirCsraHHu9RPPdxT5cYbaCqyKC1gobm5soqgoNGAs2KNlAgeCSO4PZoPXR6+1/rTv6IGH02R0MZ5KgwwS49JuUNCZa52JNkX6437FQbthqw3LgWPBI9gh9uW7N29dSTWvpeDB7wTphXszL6Zxb84Jvcfyfw/aUl8VRPC6caMaVThx7zSRAcG1OSGJu1opudTYnszpFc+pzAkiiZsTPZ+/m9eQeenG9Hd0j1rxEo3KagGWCadtUsrADoyKvhXJudfLLKmVrPcvfMR5BZE7vhjh/WT9yxpdcd3MYS4p9z/p+yOcQk273IvXeM5GKJFhjmYEE1GXs7e1hMpuirhcYjsbO5GWjTQRTq2NX3gTWH/01mH1hCR9SE4+MqnHOGLHQ1e0neacDUjbiQtvY95XSlimyTV5YL2oQCuiiQD03uPzEk3j4ocfwv//3N3D16gRto6HLIYg1ZPPd5x1jG/2g5QbMBtODBk9efgb7+xMcTCa4+uyzuHDxHL7nrttxansMwKBpFta0qgubB9G0aJnDXAuzZaedESAhp5TWKKoKRVVazchpRxSZC0Xed1PUP+kUiLPgjHgWVlXlMi0ThBRbTTC8HPSrrHyKNC5Z3yQiCyNyUQ5r3JkG/XYHURA6XA430dRaYRKRABnjT1R6aFKfECg4JQfoPc1IQWiL/xutSa8Bihbo5hDg4HGcmTiXeSneCJxsxoXUvMQcpRqIoIPDPeqwv9VXkSAjlkyG4CcCq+xjULkVeeX0+QUdCGhi2upjnJFaFbFFxwC6po+k/VGbes1nHD8RL393bYl5L14ZQsS9ATOoSb3v5sxcyuiFFYshIYw9IJ6U8Rs2CgTCAvZaKrC/v4fZdIraHdxlt3B9OZnJLz4qEEvVafPZEepI+PDjY5lafEQC+RhKTEOlbOJIUmjbBq1pAITrAMCtSfBjb28f3/72E/jGNx7G5cefQtsQCCUUDcAufYoiA0UhfYjhBcAE5hZN3WJ3d4qDgyl29/bQNi0mB1OMhgNsjG6H0uQU8WDaYmKATfC6I9sH+52CHApAFdbbsSgso9VFAdIaYTgipOfV+A2SsQqu5Fq58ssSSmurP0SMI9YmZF4oQ//+6iJBhuN2BtrAovEIExcTX9Q+4+JICpPyZr+ILvWs+C5Dy4VqKY9dWfEner5vb0qYFzvnDOkiSbmZ+TL//oLe41oGx/Kei6V7uZQ9YgCvUeQDzogQRyicL5qzZ7Kql1zva4N3uIj6liCmQ/a8bUsdTrkHsQ+Fnn1Cz9lCefmmbT6+QqNuFG5CET1lUphGJznE0jkR4amnn8a1a7uYTWcwp6w+SWSgtYZpWyhtNZyYYfdB756BcWZlZRlVcImWZ5dQy6gHirQ/k4TaMkLlUrSwMTBNjfFgC4t5i71rU3z2D/8Y3/jGI7j8+FOoF4RBOUKhKwCF3e8xDEBBkQaz3S8Dl9aUCAZgwzI1dYP9p3cxO7gfjzz8KB5+6GH8v2/4f3D+whmcPr2DqtJo2xp1XaOsNFShwWzQLBpLbN3AS0QHdhrIoKywMRpjNB5h4AIKF06B7Q7t0bFCK4XCHQEYjkb2MxzCNK03I3qm5T7atU3yacXxRhPjQFSPaFLxrkbsfGTsoPpyOntPzP58Wwd6hPAgIPY/L4koyb/eX7and/JXGFbPWa5g7Oo/piNCaLxf94JNJNkHfsJWmI4EREPxpjqsZiZSQ5iYTL1Z+iIn9w5jFjHxT3I+cdq+3nJyc+khdG4ZgsfM0Zfr28BB6su0te5iEOYdTJa5GSzRQHqkM2Tv5d9XaVtHhcAeRAq1AWalHYTgOj2bTLFYLOwZqHiRCiFjtulDlqzLPmk0cYc3VhOxIYgCYehrdVwmkUJd1zCtGGdtXEJ7X1vtyQCaC+xdnVkt64GH8JW//DoO9ucwbYGN0QiKbAR5ZgXiNqTVUMoLPAQV1g630AWhLBlVMQDzApPdGt968FF8rvxT3H77Rdx11+246yV3YDgsUBYVAGP324wd51iz9y7YsIyiqgoMRwOUpXWzVxEHCEKR1aKOggnxErEJLwsfZaQaDDCd7cJw6de4OL5IjUFrOEJlgv/MLnVZjzch22iM2u1r5ppRaLdzAupbc3Hn8k66xiZC5SGNl3bJ94RR9WhLfgkzEi0zFbEDDblRONGMK+X46crO1/lKDSxjKp0nY60iQ5r4i0gVadGcfDuUxy1pWv58/Lsj4cieF9Jx6GVSnFib3JflrfP6aS7piZR3E5jI8w3sVlzgpQHHJJxS09ozUMuAsm+itfVtXud7Au6HZ5jBxphVkIy14KdzxDHsiIl20n6B1hBMYzCfGjz+2NN4+FvfxjceeBhXr+yDjYJSFTQNAFZgKIi9jGTz3UQNYYRYwtDObM/QStl62hqTgzkeeehx1Isapm2xsTHC6VtPYWt7A4VWICNxHS3TjeU76a52QXCFaYmziR87AMGqS554rgKO1qvMaVEUKMoSZVniwNh4jEHT6CY+DEwtjH+fZp1bRyhjTHFzAz3pMi5Kyrfeoun7UYlHENr9QPSMVWoxyRlUxgDjAU+K44igkIv+ElyV+pH66HDiGZf/DvgJW0lAM6Sww55KcJ3v8Rz4F93Ax5oXUuSLmVU82TlzjBE3l5y6hsy07ciZVvY+LAk6Wt4vy3mDySIuh9N2+DZz2LztB4r+jd85rDFYuQA90bpJEBxSAjGKHU5iIkdEaF2Kk+huplGubp14DeYgjiA2DJkLmBp83BE8aSiheswGxlgNwqYiIXcGq4BSGoWuwA0wm0zw7YefwR999gv49mOX8dQTT0PRGEoXIC7QLshhjIJlSAwmG8eQW+FlCrIRRKRQaref1rSAAspqDFUymBpcvbKL/d0DfPvRxzE9mOBlL38pXvySO3H+0q2oMQfaBgzjskBTYhZTRCjKAmVVohqULg6jdvs+YbUQi+NLr9jZP98Mj7NaEcqyRFVVqMoSdescR2CddTgzaaVmMhFqROvI5lSIuZsubzaU1sZmQaU6mcETiMyL0lsxVSYWEIrK7TEleobl+c0x95viNougJGtFBDGWlvonIYdrLH7bz/XCiWZcNwOCWauf0CRaFS1fGtZeGwhW4kiE5e/FxSf3c/xn656ah2BKoMfcFheXMI9lRbhy+kakj4nG48fxgokK7HotYtWQp21ZAUco4vjAsYDR3ddULj7ebDbD3t4e2raFUtpmBSayxKdvsyO51tW60j4ZkGGXsoT91c5ARpUw26SOWtswTwSC1iXKogRAONif4rGHn8IjDz2JL/9/X8cDX/8mTAMMB7egqRnWNV2jaa3mIvEObbUaNhKiEWprEZwJNosygaBBpKCotMTXMIg0Noen0Zo5pvtTfOkLX8NTT17Bww89hv/r/34tbrllG8PRAFCtE9yDowIpgi40xqMRRsMhBoMBqsKFeVIxnqe67VHIL7kpME52IFIoywJVVaKsKpfaJBNGuXuoV4h2WnKmoaBnHbm1nOejYyt59GpuwbCRvSOM02lay5wiPEPxhXW1rRjPvWYl7Y32tYzkHouZY0cbDe09ls/BEeG7h3HFJpdVj/X97kgH0X2KH+zRlmLpi6IIC1286J+8pY2lYJXJ1XOgy6Qi82CihUX7Ba7U3ip90USh6giJgZhupu3wZD5getSFNOqEEAH24mFol68/Rvy8v3m7IYTo+lmYeIq5XoS+ROMfmmEvLhYLzGYzx7isxJ+Ycli0sOXejN2+yHhHvyl9IpqcqIH2q9UGfUvd/pZCvajx1JNP4cEHvoVHHn4S3370CcynrU0sqUsrBxsFNgTZu2LA/nZaHjnHDGvCBIIoxDAth7NnDOu1SE6yVgQFA0UGk4Mpnnj8GdSLFqdvOY27Xnwnzpw9jY3NAYicA7rDV8t4tWMmpQ0WXGgot8dlaW96TpOz70shHlOSw7zax2sMWpQ1cVH0nL8u7VxibDhszjvr2dWRvyumZNvGPk1+ybrI125cdo8pckkhvoyOY0bc/iNYP2428zrxjCuemO6G4RJm1Lnef/BV+BnHRJmAOL2EbLq6gpGjRF+bUqTOJbRYcknfWzXxMUOydCWcXVuFLn0LL2YW3TrZCdx95EK0lEgKjMoUZujlhB5G2z1o2w0KfGQm1ZFO0e2slOfmGVJVNKf+rxcWgPligcl04hZyt05vz4+GJzYP9kniaUtzrY0BDik8vNTs/ipSNsWHdYEFM1BojbY12N8/wAMPfAN/8RdfxpOPX8Pusw0G1Ra0KmHaAgpA0zLaFih0CUPs98js/lHIaGz3e8QrzT7TmgaaCr8G29qAiKE0oWGGLiqMqgFmc+DZZw7w7DO7qBc1mtoyzM3N20BorGTkGYLVuKpBZZlXWaIoFHQhBJy7ZgQQVtmgE3Tw2haiIMOFY1zk/5PoI2D25j3vbk5BI7ZluX3FZbOaCWRBVgyakDApKcO4+2KijmXsWFA6rD53YenYLH0vYlreIzCjRU5ZDqbKToFp2cHJ40jN6YUTzbiMMWCZUO7f5D7U5dIP3nLmJQchhRyHe3L+hwHSabtEWhGimE0esCICR/7JECXQ1IyZRf2Pn8tzFRGsB5MRtYKyRY1MouppX0LIl/XDa1YBsYkj1mbgOWffifpV3nd5e/KxXNWyTq+Yk64EPDKW/UTSNQAUZYH5bIZrV69iPp+jqioQwUVat2kytAsfRNEnDER/68TcYzUK5RmfMQytUi06NuYqpcDGajplZZ0rjAGuXbuGB77+DTz0rUfw53/2BTzz1AxtXWBQnUKhSojXpDHK1QvYs6mxNmVHjGVcyB5uliO6BLaR6WFgjNWEtIslSARoZ/bkBhhWWyhVhaZd4PJjz+KvvvIgJgdzKGKcu3AKo1GFoiht5H1FKHSJ8XCM0WCIQVWhGlTwaJIT71jYOCIQufQvSvv9rcqlOGE2aJoapbYOIokAw8buG7PzIHWCgvL0INLSfHOXC9GxA0efsGgdghzekNP4FIX8YegRkDsVwQs0vVHZMwlWzmh5RtNTptwTBi/4GP+bt4ENUC8amHa16HYYnGjG1eeh1fd3dSF2oQrqhFcC8U8Ylte60L9QMgbT14bVraLlT0TEr4+RJUWEBnQuxYyeAW8CTBYXZ3990ygsT2ZLyNzN3sXJkf7g2xz1sYeQH0WjOsz0ENfUd315wYg0mrQ9gW9Yt/PZzKYFEbOgOIzki7zTm6jP/d6wPeZFBqBCqJ/UTd4xfnd2bLFYYDZd4NFHHsODDzyIhx56BFeuXIUxA2hdgEi7FBjkNCYDGAKzchE+bJnM4mJOXvLoStU5ogjDFXOe8v2ysTNbaAVsn9rBcDiGaYEnn3gK1YBh2g1sbW2CiOz5KudNKEKN30f0h+kpGei4bcuMV54+c+gMkYvCo2xoKQKsxmkYpJ2edQi+ybwnRzbieUYX9/oEqARvYmEHDBC7PVRrgvVl9JgFE41GVKIjWmzEnIik/tUgj8faaLjH0TPddXU9cKIZF3A48zrU1uznt9/U2KHf0eoQ01JetzzPGSJmNiVfVFdWopUaT28/ok8OAQ+Dy3os7/hWci4ZWiLhtVFXBmdlY5kJQxZc1qjOOa6bAL3zzZGmcNPAMo/WJZWs69od0E3nyxj22oEQl+tuhyO01vlBmFokNTspXKsCTd1iOp3i6rO7eOihh/DgNx7Etx+7jIODCTZGY2hVgKxngD3szOwOFFv3d3JxLaVM+LYzAOPoPQsniuZWvpNjCvYvg6HYYbtpAVYoigq3XXoRTu+cQlVWePrppzHaUAC3GA4q6IJQKIWqtHtbWllpwqJahjMM52XhR3r1UHp5KTwrTjUSKstqEmISParnm7PKRIIiR+b6o0As+CzDFWkjENGYiCkFphXMcbRE0E7pS3ozZ7QrLRhZu2MLQx8N61ghrgNOPOOK4Xo2/4Lr5pIyD6tTNLOIYQozTNAiM9/ZytN6Yk/EFXrX8ntysCZnFJ02R1pXXP+SGv37bqySDd4jmAvjkm4mC/F1YPXCuqlAQFkWaNsGs/kMs9kMxtio523bQnvzDfcz0+utFARuAUOc5P+S7wDQtg2evXYVV56+imeefhbPPvssFosFQBK81zKflmssFg0IGoo0irIC2Job62YOhQKgoGmEOe5SQPLSVzAVwQeYhQ2nVGiUlca13T2MNyvs3LKFl37fi7GxOYIuGLP5Fezt7qJeTDGd7OPipQsYj4YYuv2t0XiI8cbIakCx5cOZogN+RkN2VFJAgNI2Wn7hzIRAiO6wDLcOpwvHx0kGfESO/Lp8jIszKPthuUUFsGtOAvJafr5ay1lGq5Bd8zRMYhQmZVi6k+/hC50Jj98YwxI48YzLm7wSxpFKU4e9H097riWFvSpXXsRdYu8akarj78n7ebkxLejR7JbLQukzHHAXkvEojkQnvYvHyHpLMUxsMoykJgFyZcp397Itx2tv6F2hiUOFf8gRwpuoaQnIYYS+Pb/Y2xI9tR9HugRsRIvWETbRuGTjOn3f9jsZY8cIjr50ZbNeO2HBEgjvQciMpm2wWNSYzxbY3d3DfD4HEeH8hfNgJpza3sE3v/kwJge19QCEgdZDl8sJVhMyDCiFotT2HBXbEWWIxs7p2iLY81MUtDUrmNgzYP6X89Jr2hqj8QBnz92Ci5fOYOf0FsqKoLTBaOMUjJkBMJhOp9jf38NgUGJjY4ymXgAYQRcx/sRzRslY+W898miwfgkhdSVE2ZDLooA9BweY1tgEl5EwaZyyqZLv5NecXxMy/8sSAfZBj9k8lCRu6Owdo3xaE4R1bhkbHC2y76Whw2KLB5L5TJiTrF8OnoRx9uV0b46SchHVExgZR+QgXS/XAyeacXUGuufv4RBLiq7cvJyIssVakXsgYTyxJJK3z0W189gdM53D2t65Eqw4ofnZQ8sIdPwXlGpenfcyjSnUJRoXgrl15dgHIp6UcxOhUyuHfTzX1F6WeTzpmFxajwbGsE8qKfMeiUwJcQSyhX0sU4nTuPw38sSgbVvMF3PMpnNMJlNMJ1M0dQ2tFc6cPYOqHGJzYwt7ewd4fPEsZm0LRg1NhSOSrg1OwVIo3KHbMDpdwYlBfg+LAHb7Wo5xeZ88crH90KBtF9g+NcatZ27B+YtnsbE1AKkWShHKcgNto9A0C8ydFjuZTHBwcID5fG4jlLALwSUKIFOwlh5DDgoyjIu2TqK9WsZlsyCTX9eIl7/7TgzvJi9MSxiZkIvQrlRoWtm2uIFJm8M1MUsjYl5eIOPgUOH3raWPvWMR0afod8cZLGNefc/0anL+drzybo7QeqIZl3gV9u1Nxd9XEYhV+yy+nBVaBSOakiUMJ9WorATkhKJOuddj7jwOxCjU0TRiE2AviBSW9lnGoO9wtDBHWfAnHazCZPcY2qbF7u41zGZTjEZD+0BiFnHu0dlG9XFNJZYgWU2PNEFrm1akbmpMpgfY399H0zRoG4O2bQDFKCuNW3ZO4+yt53DbpTnG4018/esP4cknr+Dxx5/BdLoHZgKhwHiwDa0raFLgtoHzVgBYSzd68NI6c/g5ZRdtgzSUc59XCjbIhmnQmBledMftuO2Oczh38RYMN4Ci0CClAdNgPN4EmFHXNeraHu5mGGxujjAYVBgNRtjYHAU50zNNP9TSrGMMrC2DXGLNsiwxGAws80L7HV+LvbBM4/LWHSRqXYJLYt5khkKKcxJhI/be9YwISDSuPutVfC/2mg5NTusD0vObds2YmzamJ5pxiS3XqsFO6uix+1jbOJIjHrmpgaNPp560Uj9HRn7DMiSZ2BiZ/JkHZwYgopAWPLJndEyKS8xaeaMS00T2sO1zMJf5s1exSSJaANJ25RdJnwYVmWXzj7uuxBxGFPKBMXxGZsZqgeG4kC+GG2IUHQTK74dy27bF3u6uTXGyuYXBYODGwcC0LciFJ7oeZgXAj1v4AYAZTdNiPp9hsZhjNp+hbWx09bIsMZ3MbOQHtokHi7LEcDTEpdsuoqpGuHhpF2fOPoHHHn0CB/tTTCZzgBowFGw+OQ1ShTX5MUUSvpPfiABoH0OMmZwXpvN2c6lLlJNUpvUEGxslzt96ES+64wLOnDuFze0BVNEAmkEaKEijUNaFvqpKNG0BBqNeLPDkk09BO8++S+UFFGxjFqZ705SOkXw/BMWSPUiyZ7lsahN3LiArKKcPidDaU25oy9GcNGJzXlJO4Fbp1oCsN6X8x+8pmYjuxNYACuGmjDFWQ0OgjZ5BuUDPwZRI/l7aFUIIEmdDjTHc/LNlWHaqGHIeEHC4Eh0hOi6caMYlydU6xr483IUwp67Q6P6GyUiI6hLkT1HZTl3nsRijOShtqZbG6eMrtJ2+pgSmxeGEPzKCl5mwgjLQravXxZyzNmbvdxg+wTMtghC6aKdMiIW8EwkdyZkcGbG845nEmXeslz+wVC2MOGprVpz9LmavuLwIy0TrZIPJZIJFXfvNcIgAAzkozAj4x9l4hLH0QgyF+SNKFQywAbd2T6ue2+j0zaIBt8aFnXLEzVjCA9OCyLrKb24MQXQaw9EQRaHBzHj2yjU8e2UX9Qyw0nDjxtBFj2BEgXQpEnaQT7j/EMGm1wGDuQUVLTY2N3H+wq249cwpbG0PUQ01SDcgZT0vC6WglXJ7bgRdutiHbY3JdIKr166hLAts72xhxENUVYWi0FH9EfJHQ9rBgWTOXVs93ijnpKFd1ud431yQ0K70kGhSBFC3riMci4Gyv501sKKpobyAu55WUHRAGvAOO8yM1h7A83KYYKGJrT9+Daf7T5Ickln6GPhfWO9hwMkxrzjoneW10i5piOtVbKK+TjjRjKs1QV9SbpUzBwdWoX9WoAoajD++6VRc7xno0RKBgJCQsADuZIvduHVlKsBlAhapxRGqQLKzie8S0BQZwl/Zp0nU8/i+u6xcGTZPkPFtgLQtHhffhtWSoKCYaJcM9hojw9r1EwSNqK2XIBmwJ2RdO8khOcteSH5+KHJwIdkxiVoUpsj9TRdRAhzwIA+q4JN+xv3lhEWhU7ujAApAaxj7e3tYzOZomwZt29gcU6IMCJEky+TExIisDgDWIYIoMApHcBS59PIATNOgNU7bms/Rtg24bq3DEDPYtNAMNKZ1Thg1wHNX2BSb4wqj4RZObY9wemcTTzzxNB579DIefegpzKetDZILAhmJek9JlHmb7sRaDMTfjmS+I85veGGzI5sFzp3dxKXbT+Ol3/cinL14CtUA0IWxZ87cDGitUJCLdagIhSrARYm2LdC2Na5ceRaTyQRFVeLsuVuxtb2FjY0NgCU6fBBUOagOHgfdHTcXbjaNzUrN5OIGFtoGJNYaVBQwTY2mNTAtfB8tdbCfhlu0UaoTqDCHMvVB/ImQMYPkbrxG+7T0HqGSmcFtCxD5YAx+TlyVrCLPPp/4MTqOwxI0wX139YhiwPIdQAuye3mRsB5Q1gZLJtj6lMsCHbYIApM9Cu1ZBSeacTHIEx/jKIUVXFNC3yEScPgl5z8IMBFhPQyC/BUtCFew8dJ45l245LO8b12ZJK3XgkIIbpv00zM7n5RiRWWpFOb/ZoySALTM8ZrwQoJxddqFY+/apIj2PYmkIMptvLCTfubc9YhwmPx21OJSWSKQHs+AHTEstIYiRlvXMG1jXeIpjqQiAo4tSeIZCvg07Z442SclkoNyWggbRls3qOspmrZB27aonYZnTOvORhmP88owiA2IWyi00MrYw7VoQVQDBBS6xamtAWB2UBDQTFtcvbKPvd05mkUD7yFIhSU6xp5z0tBBxIuRzVhmCWJUWgFoUZTAeHOMV7zipbh42604e+EUygED1MCYxqcnCSPiZH+2Ao0iBVVW0EaDYTBf1PjWtx7GweQAp2+9BbfddhvG46HNrgwbaUNwybSp0BqItjgtBMJOTvonpeymnCJL6D1tUSI9WuQ17M5U+/juALM3qTqFOsLvhIccCQ+XmpadipgK5hbjvPu7Z1zR+047izUrMNv8X2L+y6BF2OZo2Ya18x/kQrhl6YqUo0PG7pdm7fSMNgobdr1wohkXYtrqpT6RALsCSvIiyGtOCMux8+Qybxlymoe/IH9iLSe/LzVkZUqzk3p5SXt8613L83hODkSrUUpZptztWCQlk12QCO3O2x5eCy2Qpeuve8ZFwS0XwrQoWnAMCZCaDkJPM3u+dSFlN4i6df0yXc66QlWiSRMBTd2gbixDATmG1BooxXExaYnZ3HqzKgIjJyC4Hzct6vnMOmC0rWNazsvLEYH84LWQFEWAUuT3hQhWEq4qjY2NIUx7Crfs7KOeG9Rzg4nTMhKhhTrihbMCsBcC7Zy6uI1koAuNze0NnD17K3Z2tlENCjAagFvYUFHal2u17W75SpOLkG/TqsxmM1y7tgsGYzgcgvkWDIcDlJXVBD0zQiT/iEArXCzBKEmzQT7qP8khZATiLA7nsnb9PArhX4FlYdwk3Ue6f9xhMIhojpiQo/thby+lMbEgFHsaxu8KV3XKaEc4DeMXaIO0NezhI7sOPy4xw/XXe+hITievB04048o5eu8eDdIB4ui5sNi591m531dubBPuqyupE/1MKOlJL/+Jr+ScrftILqnJQcZOrMKo//EiWsWw4jLFpBF/wqHJWIaWlU8h4oNhFwpH2hEWhn1bxjxmi9cLdqHGhOx6IGGLzC7Omm3/fDHHfD63B30BNE1jzdW6AKl0PBlOage8OSXGsTglijCttrEJK+cz64RhjPHSdRg3G51d9YyZJEmsqsq2jwx0SwATNsYjlHqAa2dnWCxa1IsWTb3AwjBaY5lvaJ8XmgOzctSdlD0I7aVpGOiiwunTOzhz9lZsbQ+hlHFu+gZaO8ZEYtoSxhWNBbmYjbLLzwVmiyl2d3cxnU7RNDWMabGzs4OdW05ZHBeank24N2G7cU+8Wx0eSrgnpbUV+ihyrJK2eWtDTBdsXR7rM0QLuNOPhcalMgltDUyLqSMuuH+DNcdwiB4v/TCOSSX0S9zk4/KztS5HdfxzkXAbKwgsfv9LQY5KcCog94zL9cKJZlxAyrz8gHMfm+DsuUhy9ir0jQ5nyhQgdUUtWEZE82sMkyySVSBeQL6OSOrx7VpSb9K2uM2RvT1uAYvJDynjMtGDwsjsQWenPbAEJE1r9j+9JHd8DzxaShaOD6lMLnPGyVUGQ2sFJsJiscB0OsFsPvMEwrBsaVswxlgzFAzkDJYnNC6BohCvtrVu2HK4uW1amLYFR5qWNUt5mTYIHsqedYrHr/BBY+0zWlumV5PFLzbAzqkNLKY7QENo611cq5HsL0QAADSISURBVCdo6hZKA4UiMIuAYZBoyo74KRes1jJSezZrOKxwy+kd6ELBmAaLugbpFlq7Z411ILBOEYLvjlEZa/pES9BwcfmIMKgGMGz7/9RTT2OxqLGzcwqXLl3Czs4Oqqp0sRhTx4tccekwNuUSVrpkkkVZoHGChTHG1W/nXZgZWaROEaXn5yq/Of+KHFyPXdWR4qHwXtkaEI0l9mSWNasAd/A70CPlAgWzGwyWCBw9TIV6mI1ngojM28LwIlxWRD7FjceUJczrRuBEMy5hRZxdzDfhg9wdPc3B3AHuMq6YuMjvRCNBn3YVkMfd8A2IiWtiyvCqVtoP8v+EN+I25nV36uyF2GyRPUqxWSN9WvoPpAyqv2S47BTuKKpIXpGZQaTBmyUs+DKj73G7V2u73XKArIvZ6wR4c1LTtpjPF1jMF94EE0wtnMxTol0JbkXCgolSxLdti6ZpYNoWpjXg1vgIHcGNO2oRh0wIzFYqjs/b2HEwIAKKglz+LUargOGwwnhzjM1pg+qZiSvXpiYhCuWzt/E44qSsYOKvW9KO4bDCxqYNmAuy/SI2TqC07WlbMdGlYxM6IGjDfq0SETRpSCnz2QzXdq0buzEGG+MxxhsbNlq/si7ZnZnn1BxHrm/KHUD2h5BdzEbDclCAknG3B4+zonsRyl5NeFxu6Yj7LTMa4UoOxNRbFzM7pg9AB5bZsTB1OPlyIPd+EO59oclT1uTrHK28+TdqlyM4cX9uZOWfeMYVIwBgmVbIbk4RA4iZBbxkEu8lsZiwOma5VIuLiUf63VYWmxZjLUaa0mG00ZWUKOXI1Vdn/+aqMESDgKSJJpET45zYZ+0X8MYoN7bOaOXSlcDXoxDMgyG2WQg/09eGGwJnWpH603tRww4Bz3i6FcDPYCTQtG2L+WzuYhZKBtt4XoI07OtIhCKW/30qCW8mbFuYxmlZrTtzw7HJh3x9YONT3ltNgZ2GFgs41uWg0ApcsD1rRsBgWGFjY4T5rEVZPgsiBtgyOeWIbEtujiOpUDnOYFrxVGMABuPxCFtbm9ja3oLdCzYgY6C0JX7GuesniS+9fMbCJ90YEgSF5UwQyAoOTWtwsD+xZlpmLE6dAsim+9BKOYcNuBxlkRwYzaZMqZyDEuallIIh+DGVNoZ1KeMu60Han2ONe4YyobcHw1ZBbgmwzUilT7/fxQyVMYnu9ggS5tO3Fr2gTRT1PWhkMmV2bhzzAnXwvWMBI5IE2tcNJ55xGQ7fASQHbYOGE7SdeABbp/Ir9DOWmN7lTE/kS7/LsIIKM3ff7+tL/ruXfGaMaqlZjdM+dXgxwuY6p69JwUkd/rlMSozpTlyOOK4o34bMQYPD+zfKvzqSa8+93kG4vtos8XVMoW5q7O/vub2XCYbDIYxSaJoGGgWUJmgiS0jFlCIYycJkjGc2xoWPsk4Z1hnDtAZ13XpzMGADw4pwAAUwK5dy3rqrN8ZgUTdo2hZ1Y9C2lqkQrNWyKAimVShLYDQqUS+AxcxgNLI5rww7LzUF630LN2ecekoqAIu2DuPLwM7pbZw+cwqj8QCLZg4NA1UaKNSwwXw1Cq0jzdC2TZFoT9HBEGqtlsWEsizQtA3YGBRaoyoLGNNiejDDww8/hvH4Cm658iwuXrqIbecyX1Taxwv2Lq49IMkky6JAVQ0s40Ia99NNv8gLR0JcoRNeHZf6cmIOEfjc/CIwK4ru5yAm2qROp7H7WIbelOdMhIED+eftX4eP4A6dQf477p+7x9H+bfye9NdWmZkRrxNOOOOyWNQhvD2EvQ/HROJNzX9H1qK9iThscoZWeQIvD0XtXTZnKWLQintpH3LnkVwb62pvwZvKv+NER2FoofzwTnyH4vvclQilbptBI0TQUEQ+zAyL+HwURrwCwsLpjoV7AD7HyI2sF3ZiEEUedSA0TeOC7ZqEGBg20NBAxLj8gpU5ctELWse0bNxDaxYUZwyJgpDjlYTrEwuD3SPhqA1B02KIh6GNH9ia4FShtUKhFcqywGBQ+dQeFB1aI19RSJsRE2Pt9qGMAcqqhNYaTVtDNTWYDLQyMNw4mZxdNBu7x9Xo1nmiE4pCQ2kCGeucoVmBWbQz9gxGuUC4ALn4gjaR57NXr0IX2h8Z2NjcgHbHC0Lo30zjcoghDhpah7NIhq21QDnTazjPkRH3JRJpLNQ695xgIo6IebwX3tGs5J0Mr/u0KJkbdk4aCumaSupSKux1RUJ4JL26MluIV6HHvVBhWq/QHD/K4XrMRG+UeZ1oxgXH5VdpOx3i7L65u37wUtNYWKC9hPC4zezUfbgzQd/9vB3LzHvJ/QixU6Rc1la7MC1jgycO3hsuYyzxwqKo/njBAnY/JHd6TkwRPf069rCL+eIIzE+YgG9h/k5cead98ONIRGhbY/ejTCafR8qeUiEQbbypLhqXaU3i6m5cyCbPtDhqUzw+nUEK+CxaXJgGKzTZ7Qd7UTbTlVbQhY3Xl+CVApLTFN4Ob5yQZxmMsielwcwoCgWlCW1bo1GWcUExwC0IxuKJhmVi5KK+FBTijpJlqGK6UzqY8cqygC4sI/LBAhxRlTHb399HWZYoigJF4RwuNEBae+ErJpoixMWmQlA2T7H5XIh8xMA7spLMBcv3QLwT8TRiPk5M6DCjPicHopTs9+6/GwOjVJodIWOA5K4fSuOEP3tGvUwjcx8/VkdSTI8NJ5pxJdJMj8YRI0UILnn4MHJE4eV8xGF7SlKfoFkc5ys2py0DQaBkA3VlPf2QpApwphdRalpjYHD4Qeuw5+dLtb2KpCR2kr2cjyG2BxrZtUEkPR/sUzQifx1o+foROyWuGnCSccyIvEOJaEI5bzp+rQnhIYKV7psFFos5mBlNXQMg5+GmAyGEuLiHdA5i0pHr4XtgYrI/Y5m/6sy9PzdPDDnU2TQtmiYcVBb3eTkcb5h8pARSNvwTKYVCIkeQSNVyrNk6doj5TNYHswEbQlmVMFyD0drYg6VCURJIMepmgcY0aNjucRlFMFpDDTRGwwGqaoDhsMRgaJlSWZYoSvu9GgwwGg7dGCpUg9IzsrIsbHgmJ0VYLdU6tDSNjfwxn89xcHBg1+Fg4M83JSPolP6i0CirEoOqQlUNQFrZPRilbFQNAlyACrjhhmK3VZELORS0XU/MHcNvs3UdWyos82VPq2TPSL4joIJd2+RooMOXmC5JDFfl6osTUC4D2c/0oZtINKZDVqkTdNkYa0XJBOaErsEGi4ZSdiyuE0404+pLuuZt7REwosjlCXEzTno2nnHIn3jj0BNy+SuICXkuefi6CGJUfdTq7KlDNImOxgVEIVbYKU5uYYlm5aTFZYw596709m95FmGsYqbRMWHYwr1FhaMOH9Vg0NX2pG8muobOd/JM65gehp0GSHkKitht3NtMyNPpFPP5HBubmygLm25ecJPdeSzj0sHHwgWLKdAd2A7fIwJHhDg5Y0wY5b5pLeEG4M/xgFzgXE8eyQkw7ML2uN+tDdy7qBvsH+yjbmoYNmjaFkq5/TcAIAN22Y2Nc42XMo1pYdBCFYyi0qgGBQaDEq1xEeM1UJSEQVliWA2ws72DzY1tjEdjbG2PsbE1wHBQuliKVvuzGlbp8mVZk6ByrtZh/8aNo2NebAyaVsxfNvBwWTgm58bbLgT5Y6m/eBOWVYWyLJ1Jm9G0rZgFwvC7Na7IvtsCniB4nUzWVWQuW4JOnd/sjgOwsuOd4n2uL9q2CbPj6CnbLPYMkaI1DhZnG1nv0T52qhMij3LRJ7wTENzhw4O+U16Tzkq/XjjRjCsZwIgIxvPMCOq3/I6RSO7LuyB4zcAS5MCJOpMqD1FA2ly7CtpaOmXLPIyOSsSPCnGtFDExihdXprWmZtOIYURmBs+0IJZ7X0nHhIlIKk1kzRvubP945mC1JPKEKtaEO29Je5cX5t4NRLNe1JjNZlgsFiCn5QphFROKOHOIS3ssZYunIJgjRibELjCrGLnZ46VtrNXYnCCGQNhTIcHNeSvz7kL4GOMZ18F0irptnbAn7gkqzLFMmzSNYnwQd3ubkLIoNcg4EuMcQqqywmAwwHi8ga1N60BxamcT26eGGI4HGI9HKAoxYdrAt/ZcEGwetBjVYk4i/eQwxjL3dm8xe8e9IAKdchpnWZY2C7Jjzm3beuuC4D+7Ku1hfF99oDU3QpplXRk37hTOpnZAzPPxOo0E82Q9R4JQ/jsajG4V4e5qyDVZ16682TeDaQEnnXFFsrasaY5Qsys9yAJzSB0EgkiapvAWr0BBr2k5dBUm1otf9jlnWIvaL5JIuMBRG44MR8AG31Jn7pN6KXfTFVUS6X6RBIh1WXW8MODHOGNW3gbfw6CF4d1UNp0zy7i/nvEi0QQToeWIY26HxoQstKQwm82wv3+Ag4OJY1wqkTRbZ7oSD7rY3Ng6V3I27A8bi7kwdCj0UXAmfIwrp3WMyxJ8XYjZL3PcAWBaBreEtrXa16I2mC1qHEynuHrtGhZ1A4Y1LcOFrrIRLNyHrVejLDql4Q6XWweQotQoqwLlQKNEBUl1UZYKg8EAo9EIG+NNbGxYxrWxMcLG5hCj8QCbW6PU8mAVx8iELv2PhJVYdiXljjBl5n1pPfU4M4G9dmdNhRVk77Kua+tIoiNsZafHKgVmBYPWT5IXEuW3l88oi/4dptZPr+yRsggNmdegYwaynwiELYlVWxjeYSLGqYxxHdVql+9r2YZHhkwpt0/ohaz9Y1baAyeacYXk4oIA4vmWsy6OnoyExeeqoV6KXzJRGQ2PJfJjwQo8IIR1I1dathvjShY5W2ZuzYFuxIyNbedOFTspT9mcXUZMrK7EQ2zo0gaGT+d0U2HV0YCbNtls3YXFXFUUBWpjI8NPpxO/sE3bogVlkmgQbAJBCs4ZVlNYlmyPgoYAiyPiRm+nRZwLlHWgpBJlWfhnyZm+mBmNs6Q1hrGoGbP5Avt7B7h2dRd7+xPUTYsWdg8SJpzP8mZHp73lXmKKCLoAdEEoCoWyKlAvDED2MHNZlhgOhxiPNjAejzEajTAcDjEYVigrDV0SfAB9E+33GMu8gtYpyl4m8YFiWgqikFZL5DGPIiLJRfNRuH21siodc3OJGWPOmK1NRdZjVKKnW2HXafd+z0HSWHBSd+ys1IeeIvjFJj7RxojJO8PkFhJFhCbaR/UD4J7xpkJp7yEMxFsDlj7n7lNoT0xfZfl5QT1u13XCiWZcvVIGyRAteSf6K3ivIqxJJPKo7GVEMZbeMkExSBmi3YCWT1jOvNCPzMtejf/md/2I5EOF2CU10k8thiGgGxKlSvomm7lysRMpL9JYc0HhZgsN8XinTRCN9ubUGAiNI9Y6JO9bLBaJNtC6iPGifUqSRd8uRNIyIu/BzkyGWSKiDt7LVzEPapd+Ximd1YVgrjSEtmXUTYv5osbBdIa9gwPMFzVaZ6ZqjTAdAKycdcOKH0QBf4xTK6wDj+MGZHNt2RxhClBAVZUoqxJVVaIoShS6cJ5/1lPQaqqMhNI5gYnBwfc/RsRYAehZNWJl65v92J4iJt6yKNyemAr1dtZ3WpqEYZIzpKJhWcXDhsxa2ogMyDE9pUIIpbTRUasjrbNj1k9eSQMExNeD1uPtUL3t6rzbc000WmlnGPy0zBtlWsB3IePqbBp6iTC5ap8V4TEm3yIxHMNc13seIbJLe1OBmA04iiyPaAHxCq1hdQPC36U4kY0VWSlWQeLQqZAM0QtpQVJXimHTnIskyU5rSNtgIyVEBIGT251mHxeFk+p8ncEcyNQjhTJ76SRZWL4hhKi41UChPtEyyKVwmM/nNq4gS1T3YO7x0ccz4SWYeeC1LdEOfHsFfym7no2IRKIQ9/GYcRHIMS3rjGEaYFEbzOc1ZvM5dvf28eyzu1jUDVpn8raMt4GLfmcdOlyqe4no7rUKxT6RpWTWBay3HhSgNGM4GmLoPAmDx2WBsqxQFsplOpaJYBdkFyBnrjS1EwD90YxIivd4ZtvVETpJLA6UaluEYCp0rvNlWdmYh0rBePNsLBxxEO5yIswxToc5yh004sDX8TqQQ9iS9kVlWOnZDCcV2XejqPBklmnuXQgC0+Hr0a+tnM5G8QkT4UwE+97Fdf0M7EQzrhj6GM4qJpDsw2Q6S17WcZlJnzQiE+e9jJY9dwOwjBF4BQqBGSUSPJELeBooo5QjoZoAdokz0306iQeXjmDfj44svLLNh0FHthYCL/cjjeYo83d87TZ4a1mvwRaz6RSLxcJHiG/bFgSCMgpFUYLAYGUJjg3ECwg9k/npJKCRPTrxooNlcDZNOnt3+NBFgiIbmSLRzgjevGgMo2kMFvMas8kC0/0Frl3bx5Vru2haBkHbIwZ2AP3g2FiKIgjYxjIzYKyJkGHQNgaz6RzT6Qzz+QJlqaAVodA24K/WRTCTEvlD0HKgNzFJiRZnbXDwmd4D9c7mLnzj6LnDpp9AIG3d+gfDIQbDAYqydO72gt9RXSKTCo4BHheM5ydxq5wmGemsopxS9KQIQmVZotBB6BCTfOJs4/6ayLTsTYCunPhITtoiJOskPEOup8ejdyThsno1K5EOgiCZ0tzrgxPNuBLG75DcW7iAiAiLPbdTAkSU5WSA8ymmFFvkclwe24shVbbDSmYb8yyv2j2Xy83XM6FxGfnGs9fiCBB7uxiugnM4u/2CaDUhYkgOuW2k7H63WzFhBO0xHihAHAviNveHCo21iriYiChRNvx+cmXhReU6idoeiIo0b8GXrOaYmMQChq8x4RLWBdveMphNpzYrsXGu4llGXDssDLA1HzHYa0HGMFphYu5ZFbXPb5dE/SIAUOFsnGhlynnh2WFx7vUSF9AxsKZuYRoD0zD2dieY7i/QzFsoaFczBY3H4a8mBRgCs4qyVzNgGFpZ7QkA9vYm2N2doF7YKPpKmBRpMJGLn2ldq1gOqknUebeO/PcI0chHzRUcE9ySAQ73JRBtzBjsE4EpJjhirKYq5++gCC0k66+bSpn6BCfJ1uUH3LU1Y6IU4U2EgtETiH5JuhL5Lu794lkZzhMSFIwLTBX4uWNgiYYXuLj/Ho2tF27y0XL4KtKvXzMyDrnm56ckpSPikaAAaLKfeIvmuHCiGZfh4HBAGYr68RQNg6IbjqEoJckQw7sUIZdHsORQV5h0UY0D0UYIHslynoZTKdqvOXKEuV++EWKUvHpE1b+7RyemLQaLice3hVMCYQvwXw1cShJ3ENvn+IoZidjPRcLqQeSeS35PLO5lYD/oUB2O64zYU6Al0UirmPXASq0U9h2EmVuew77tftxTOpT0QLn7LJHP3WBOJwdo6xrctlCkAxMksqYhw0kfjLGefczWiUDOV/nKXaRty4UiguuYbiCQ8SF79kxLOTwXoUOKAuy5srY2aBvGtSv7mO7P0c4BhdLV48JUaVk7LvwSKXBrI8tLKK+mrVFQiVJrNIax++w+NjZGWCwMykpDFQDDnudiOOcfsCO4rRcqbH8cuxaBS4gqyGZi9rMU4VIqpzhc6fCmCHd8Fz2vY7bMt6xK6KIAE9CC0bA9NGzA0BlDJaWc84dlzBL1PUZ66mlbIrTma5pC0ANbmE2iKaG/qjKclcqZl3FjFZvyOkxSHKqkG+4dE3NmPzD+KLJ70DFqgidysjacy5KdPwqClKVvovWzdewi2Pid+vo514lmXIDjQyJtRX+WPu/+ITiPIwLEtC6QF5ET10PbBLs4OwE6gaB9BQGog7vXCymhhde+YuXcoV6wsSf7A4EoxF5/wcvf5dRaZXs5Ql+kHVHy86QPkSDY7Zz7ztkDR5mf5WbDiGkdoRzxrwNbwq0UoW0bXLt2FZPJAbY2NzEcjANhEm2VyCsJ4uFnXdKNNzOJxyKRsinkleSjcv10uE5aBsK2w9MbISzx4IgEDoaCsV6irUG9aDCd1Lh25QDziQG1JUoq0Iortnau/VAwTCAqAGgYtpE0CrfXZY97abQ1oWmAZ68coCgrPHn5Ku74nrOoBoVjqlabY7LR5g1atNxYjcLoSEDMpJ3rCSN+lFdECHCCgS40qqpCNaigC6d1MTt67QQ2x/1j3BTsSUUp903MeJ5GcfZE1BzptscXW7oRkzQYrWkA1lEkoEhATRhWKrj5+5SPbYQp3eYHZpX0L/REhEEb+5KhwW7/U4U+mVCkZVru0zMGR4XV/ssZfOhDH8JrX/tabG1t4dy5c/jRH/1R3H///ckzr3/968P+kfu8+93vTp55+OGH8ba3vQ3j8Rjnzp3D+973Ph+m5TiQnOMQrSfM3ep3s3L8PHKg5QYSdSAQ2KPwmKMcQAyEZnn74vMZR/lIwYmLsg8TFElS0gb519udyS/kRCrr6VMyFtmeGXq+rxyL6JNXklyXbvhrrmX5OPgCwzj0whJkic2FebsYCNHbfWoOQmsMDg4OsL+3h9l05omOEKG2bS2DciGY4o84MxgTwnERwSddTJw7iLJryj8X79vm+7M+cK87qFy34ga/j/39CepFAyFQNn2IslojaSjSNlCtd+BWUCgA1mCjUNAAbDTaFjAtMJ822Nud4Oknn0VTM4gKlMUAWhVQSgdzlytNsvNa7zfE1mqkCxOhjb3/9eNUd/a78+69Ct05LomgkSzSyASbC4mdGrIqfOsi3pyuxHTd5m0T7RYMfzA6x5/Yu1mEn/jcWmcPMZcQifoGC+LpKDRJmF28DmU9SKLN1GAfccTroA99cCyN6zOf+QzuvfdevPa1r0XTNPiFX/gFvOlNb8LXvvY1bGxs+Ofe+c534ld/9Vf97/F47L+3bYu3ve1tuHDhAv74j/8Yjz/+OP7xP/7HKMsS//pf/+vr7kiuFeXCQy4h5c8m7qIEL8UepdI+hhZLMUdhZN2yl7ivHgL97rDunn3A2dtlFCwWWkJi9waE0fkxyQZMxgtSnlwTDW8JciaSYfZupx/oWVc9YyINDEVGxxMoJQ0rQZhvVgGBwp5adE/iH2plDUhsDKbzOQ72DzCbzXw3LcFwm/JuP4xZmB9CShNnSvFtcYTHBrANBw36iJptWzg/00FcEimeYVpG29gQT7PZAvv7E0wmM1i5UTlckPHQQXpmDXhJmgBWbugJhS5g4xYCzApNbTA5WODK09fQNAxCgUIPoJWCVoVjYCEixrL58JCEHDpkDRyVFlL2VRGUhH1y0TOKokgEau+h6r6bmDvFyJGoMBwuccwbKGNeIsxSZ814z1K5ZrhLU+SdTGCRMvLylo2i6GkJ011SVqIYM0f4zm5HxhKOYPnJ4DrIosCxGNfv//7vJ78/8pGP4Ny5c/jCF76A173udf76eDzGhQsXesv4X//rf+FrX/saPvnJT+L8+fP4gR/4Afyrf/Wv8P73vx+//Mu/jKqqjtyeo2hAyxhYRLa7z3B37R+lLfm347+74pnrtidm7qmdu/LFEUo24BYBubN3lhJHX8yNR9OP2xZoQD4pnE7m0ud8w5KfHQab/e1vT6A0xjECpdjFJVRo2gbXdnexf3CQJCC0JsHWuyszbMQM9jEDI0IUES9hXr526mFcnT2SrmelFN22NqzTfF57pvXslauYTKcgVNBKe0NWSMGiLMNiBWYN63TiIkYYgJhQFkOQM45rpVDXBvOpwZNPPGtNkKbEaLCJQQUMqxKjgXU7r1wcwc509U2ClyquX0pPC4ulOQviil4NBhhUA1RlBTOfJ2/G+O+1HC/gCU72tDMmOP2KzWrrAEU6Zc/yiooOgg9cctK+/QgObcwZWYo/nGpbK4BZ3g7l+r1Ykr2x9JnrhWOZCnO4du0aAOD06dPJ9d/8zd/EmTNn8MpXvhIf+MAHMJlM/L377rsPr3rVq3D+/Hl/7c1vfjN2d3fx1a9+tbee+XyO3d3d5AOEBS/Mh7P/ZNA7NoT4L6xE3Hcm7LjgcTbihh3JaBXzuMmwfBGgY1rxObPIRpGW+wmrWDE+8aJbZvK4GRBN27KG9D/vb8eSvCU6yTUSqZg8o/Lj4P5JzoKxY1zanriZTA58BA2JyB3GwmGpmAZdRPN4XJXbN1Iuf1fcrc74LhmCnMh4c6HTturaYDZdYHIww/7+FMQaCgUIBSxJ0P6vjSRPaI3dEzbOI9K0CsZoGC7AXIBRAVyBMABhiLYpsb9bY7JXo60VymKEQTXCaDi2n2qA4XBgo2aUhY9JGDIocvSRSTgEn/wkyST2f+wTAcNluZLTurTWNnWKVsH0xdFBfrg4hRnNSJa+MLFEC3GUibvnuuSVpV2LzHjL1pbXzERQdYNC0TvxPc76Rj38RPTFo7Aa6hlbWS9pc4+icqyG63bOMMbgZ37mZ/DDP/zDeOUrX+mv/9RP/RTuvPNOXLp0CV/+8pfx/ve/H/fffz9+93d/FwBw+fLlhGkB8L8vX77cW9eHPvQh/Mqv/Mqx25jIPdRzMRFgIgnkCOXKc/nwx2h8szSP64X0fEZE+Nj/A7GDBTSLpKO+HopGkxN8qWkJcckXProl973lZQ+pM5EMU3tG73c/An0mVLnn3qHoYsKwo18BdSKvKadxERHm8zkWcxtBQ+kCZEJGWSAQu7BPxk5YIPfJ9qsSmnt0QaB7PkcC6rI9azWvMZ3OMZ3MIXtagbC7RIoA4NzK2eX1YuMYF1stDNAwRrtYhnZ+FFUwDCxmM8ymDZoFQ1OFsiRUVYXBwH0vS+d+HoLpCpL4mfX0uiNx9sMRhsgzlgQhXd9dokobKFlne6eR5kKZIJchtpvtwKwIXtDx5TCQOj10zdy91hISdhRdcnPX0YyyZ2O8yNhmqEvaKoJWpHkljM+zxlCHJMLxlft6Qz2+5Bsgj9fNuO6991585Stfwec+97nk+rve9S7//VWvehUuXryIN7zhDXjwwQfxkpe85Lrq+sAHPoCf+7mf8793d3dx++23Z0+tNiNwdD9/kqNnVOfOqjIjaXwFcLISjwiZyWepnflohXki239XqlQghMOOHTOUPMfhEHN4t48xhH57qRZHH4qlSlVfOX3192gdvfX0MeFc4iH4s0Fg+CgYUjYRQUFhcjDBdDoFM6OqSnvYt5bkkPASuATFNYZhjw1Z5le4JIk+E28krcZNNCZgbdoZeEIjgXpFCGEDNA1jsTA42Jtif/cAe3v70MUGwNr1Vf66s2YuknzbuggrBuDWMi2FEoQS9cISe1LWmalQQMsF6qbF/rU55tMWmgYYFAUGVYXBoERVMgaicRU2crzS1I8gN3LgZxl0kMsRZm0ZaqELaJch2JgWhjXA2o4BhfieEXkPWhbYM3ypyuKY7B3Fnr6hIYaNFRki5kDorlvyWkzAv5hhxczPWw0iE34oj+FDdIXCnSDHUZJe10qKcDDqqrxn8+tZ1iV5x6wwmLFISe/zXDOu9773vfj4xz+Oz372s3jRi1608tm7774bAPDAAw/gJS95CS5cuIA//dM/TZ554oknAGDpvthgMMBgMOhcj4nhKmCPKJwiU/YcZc/CS0PLzTIrQYp5fhUvpCJsCl6IpECgvc2AyB00TR19E1PFd4Cm+LYh04qwZEhvokmyTxDxAqgDOYjdtw84n80wn81gjEFRFO6MGFDXkkrGSb0+YaSxmpb8R8qbq4JHKEDRgaCwYW81oK7omnubOsEF1tzXLFoc7E+xfzDDdFZjVCqACSGTih0FA3Jamv2w9dd3busaQAFQgZYJxAWUsfthpa5QoAIRMJkYzGYMNhpFMUBZVCiLAlXVonDxCYsSNvq6inDquV4zBOfNSD5+otLahkFz9F0oAhg+xNFKIdITm6DhrERVtvRHtLuEaS2tx+GHZyQRniCsV7i/kmByVbs5/sKRxpVLngwYJ+jaoyGC2wxod/4T7thLxExvBkk81h4XM+O9730vPvrRj+JTn/oU7rrrrkPf+dKXvgQAuHjxIgDgnnvuwV/+5V/iySef9M984hOfwPb2Nl7xilccpzleyhCyyr2f2NslJXrhPvsJil05vetncq87JvE1/z2yKXc21Pv6whmxSQiPa2ms5guRSQqmtAxfdk7oERFKivZhUmlO3K2TgpLqVu9lHcruezDYa1OC6FJPdC+5fp1MKx9vzgZUtlf8QMefqA3SfkXWfX0+n2M+n6NpmsCIonGM8Sj0MRrvZI8rNhVS9knHwI9FNByBWMDvmTHb5IiTyRSLRQ0bMFc8BZ2W5ccEkJQkhgEfwEEYFynYg8UFGAWYNZgLaDVAWYxQlWNMpzVmkxr1wliGpm1Sx6qqrEap7HmxMI8iNMWD/B2C2A7rL5EL+ms9H0VIUTr27AzPBhyUsrqNFrNyvMYE+tZrdNP9TcuS90JbctxIzczS1rzN+doJtFBc64XW5L+DD4GnkcLYouSiCaH1FCcO83/9cCyN695778Vv/dZv4WMf+xi2trb8ntSpU6cwGo3w4IMP4rd+67fw9/7e38Ott96KL3/5y/jZn/1ZvO51r8OrX/1qAMCb3vQmvOIVr8A/+kf/CB/+8Idx+fJl/OIv/iLuvffeXq1qFQgBMJHpCkil9NikHGMAQ7h2JA25vyIpWPOPTEwoM0F0IERDiCQlO0kMENLcSlJjIhl1kTZ/Ju93+I4OAqYQtEd5zpojpN8q0lzZpiuBixIgpiawD5oawgfZyAoyFr19WGZq9OMVrsUMUtyMPRO1L/nyYmlL1koSVWOFSTQRMvLnMvOneyiKxyFuvvCe68YYFI7hlGWJyeQAe/t7mM1mTsK2zEs76b3PEciexQoOAUrb3/kgibm34w1J5M6AuTl1/Qh4FyWWZGBRt7i2d4D5vLEZhknbiCpEnnhRC4CMVYUYACsX9ohgI3qUcMdNUdEAEoQXDGhVQRcGBREO9mbY251iOqkxqEYoS0JRAONxBa0NiIztqyeyHPhWomYfVUY/nCAma1jwykjVNlZgVZYoCjtnhdYoihJoajuOsPhuU64YGDeH1ssQKd9lBIamUiHMz5fDB+3Ot7mLCQ3wDE9wIOqn5ZvBJUKgb8QkhqHU6x13vFCWr2T28RCZw/GNWGAXKxWzjK6jgEkCT9dGpUDufCDT9fsGHotx/fqv/zoA4PWvf31y/Td+4zfw0z/906iqCp/85Cfx7//9v8fBwQFuv/12/PiP/zh+8Rd/0T+rtcbHP/5xvOc978E999yDjY0NvOMd70jOfR0ZAsW9YUgYU3adVpgullUfv9K7wXoSgZ1AZUQdiRZoLr1xcMbgzn23WChduLFUqDNJOK5rRfNW3OROeb7cY2pughM2ZFgw5xVKo+YaTV3j4OAARLD7JAw0TYvWtGiaGotFg6axWYa1tueFRBMRrUvaZZt+TLyJpPi2baF1C601DNvzW5PJzGpcdQOQhtKWAdmOOecRe8WV5+bFHTwmFC6JogazQuM0UytPa2g9wmCgUJRD7O0+jmee3sXTT1xB27wIRNYZA0rydtHqiU2Y1/GG4bqA4B1klNJWKBD8hMyJbUhCxHu1JsdohBkYBpTxPJg4F0LZC6LxPlRCS64nishKiFWjvntSMZY+JyVIhB0bAjqE6nR+O57hg1bXehQ4FuM6bAHdfvvt+MxnPnNoOXfeeSd+7/d+7zhV3xB0NjedGu3FOpF85H7+fvxuz+8bB4qYY6oVHq+UQ94R7YWP9HQKfh2JK2+oc7XhvqeRCJqfj8uGIAES0AnmK+3PJe8j9yBiisvxmDrf+p70worgkQM5KNw0DabTKdqmARXkGYh86qZxfbWalWhZqTdhzkyP0FOiJApFH1FtDWOxqG3erbYFURFpzTI+gdjavROxITgzj7j5G7cVz16nt6ZRx4yrqsCzuw0O9ie4dm3PHublIssxlakofdNxLFRdtoqzJ8Q6ki9mcvQhM+9ax4msHObEXb7TeOlWxISEOYFzRzDXMo41IdnvAnwAVCDTq5aDfy25SEl7Dof8Ge6swb6nY50iVsQSz8UbgBMZq9AvQnaZQNkd/4gWILAcdYP916EOh8CTsnko7qW+nIhQ59K5igiv1G0oYpjZvob8lXdMHyJ4OzI6uNPHiH3bo3tiexcVXpiCSph1iCwtbtutseFPDUsMPU6iBNg07QZkACaVjEfuvdRZ0EINQZ2xCOPbOxydMfCSHrLYilH9abkExO9Jf5Z8AITMtlE7JPCwcoFPWy9C2zIX9QJ7e7vY29tHVVUwBphMp5jPF5jPW8zrBQDyLteqVi7NiYEyOjEV9u0v+L/RnDAH9/r4nBizQdPUKKsGs9kcs+kUBwcHmE0nqBtCqQoYNLZPxvWXG4sVxoBIA8Z9fAI7BYMCjBbMCi238AFWuQRQO40UmM0nuLb7LJ568jKuXXsG5WADUAM0AAalQVEAusj3uTLoEVh6IZVylj/G7NUBIklSaYP+LuoFJpMJFos5mraBMQaLukahQ5Zj5cZ1tlj4Kmt2h30Zjp6Q2ycNcQatUTEcWhZxIJjrrINDyKuV6iXiJRj2p6P3qScaRmw+B3fWpT1DaDXA2MNP1pOEcWrcXxHAJHVLXJ+cA2WGpxeKXGDuqD2KGbVpUbcNFnUd5uOYQHwC7VePPvpojzv8GtawhjWs4aTBI488cqh3eg4nknEZY3D//ffjFa94BR555BFsb28/3036Pw7krNt6fPphPT6rYT0+h8N6jFbDYePDzNjb28OlS5dS7+UjwIk0FSqlcNtttwEAtre310izAtbjsxrW47Ma1uNzOKzHaDWsGp9Tp05dV5k3FKtwDWtYwxrWsIbnGtaMaw1rWMMa1nCi4MQyrsFggA9+8IPHPrT8QoH1+KyG9fishvX4HA7rMVoN38nxOZHOGWtYwxrWsIYXLpxYjWsNa1jDGtbwwoQ141rDGtawhjWcKFgzrjWsYQ1rWMOJgjXjWsMa1rCGNZwoOJGM69d+7dfwPd/zPRgOh7j77rs7iSlfKPDLv/zLnaCsL3/5y/392WyGe++9F7feeis2Nzfx4z/+4z5p53crfPazn8Xf//t/H5cuXQIR4b//9/+e3Gdm/NIv/RIuXryI0WiEN77xjfj617+ePHPlyhW8/e1vx/b2NnZ2dvBP/+k/xf7+/nPYi+8cHDY+P/3TP93Bqbe85S3JM9+t4/OhD30Ir33ta7G1tYVz587hR3/0R3H//fcnzxxlTT388MN429vehvF4jHPnzuF973ufDTD8XQBHGaPXv/71HRx697vfnTxzo2N04hjXf/2v/xU/93M/hw9+8IP4i7/4C7zmNa/Bm9/85iQx5QsJvv/7vx+PP/64/3zuc5/z9372Z38W/+N//A/8zu/8Dj7zmc/g29/+Nn7sx37seWztdx4ODg7wmte8Br/2a7/We//DH/4w/sN/+A/4T//pP+Hzn/88NjY28OY3vxmz2cw/8/a3vx1f/epX8YlPfMJn+n7Xu971XHXhOwqHjQ8AvOUtb0lw6rd/+7eT+9+t4/OZz3wG9957L/7kT/4En/jEJ1DXNd70pjfh4ODAP3PYmmrbFm9729uwWCzwx3/8x/jP//k/4yMf+Qh+6Zd+6fno0k2Ho4wRALzzne9McOjDH/6wv3dTxohPGPzQD/0Q33vvvf5327Z86dIl/tCHPvQ8tur5gQ9+8IP8mte8pvfe1atXuSxL/p3f+R1/7a/+6q8YAN93333PUQufXwDAH/3oR/1vYwxfuHCB/+2//bf+2tWrV3kwGPBv//ZvMzPz1772NQbAf/Znf+af+Z//838yEfFjjz32nLX9uYB8fJiZ3/GOd/CP/MiPLH3nhTQ+Tz75JAPgz3zmM8x8tDX1e7/3e6yU4suXL/tnfv3Xf523t7d5Pp8/tx14DiAfI2bmv/t3/y7/83/+z5e+czPG6ERpXIvFAl/4whfwxje+0V9TSuGNb3wj7rvvvuexZc8ffP3rX8elS5fw4he/GG9/+9vx8MMPAwC+8IUvoK7rZKxe/vKX44477njBjtU3v/lNXL58ORmTU6dO4e677/Zjct9992FnZwd/+2//bf/MG9/4Riil8PnPf/45b/PzAZ/+9Kdx7tw5vOxlL8N73vMePPPMM/7eC2l8rl27BgA4ffo0gKOtqfvuuw+vetWrcP78ef/Mm9/8Zuzu7uKrX/3qc9j65wbyMRL4zd/8TZw5cwavfOUr8YEPfACTycTfuxljdKKC7D799NNo2zbpMACcP38ef/3Xf/08ter5g7vvvhsf+chH8LKXvQyPP/44fuVXfgV/5+/8HXzlK1/B5cuXUVUVdnZ2knfOnz+Py5cvPz8Nfp5B+t2HP3Lv8uXLOHfuXHK/KAqcPn36BTFub3nLW/BjP/ZjuOuuu/Dggw/iF37hF/DWt74V9913H7TWL5jxMcbgZ37mZ/DDP/zDeOUrXwkAR1pTly9f7sUvuffdBH1jBAA/9VM/hTvvvBOXLl3Cl7/8Zbz//e/H/fffj9/93d8FcHPG6EQxrjWk8Na3vtV/f/WrX427774bd955J/7bf/tvGI1Gz2PL1nBS4R/+w3/ov7/qVa/Cq1/9arzkJS/Bpz/9abzhDW94Hlv23MK9996Lr3zlK8me8RpSWDZG8X7nq171Kly8eBFveMMb8OCDD+IlL3nJTan7RJkKz5w5A611x4vniSeewIULF56nVv2fAzs7O/i+7/s+PPDAA7hw4QIWiwWuXr2aPPNCHivp9yr8uXDhQsfRp2kaXLly5QU5bi9+8Ytx5swZPPDAAwBeGOPz3ve+Fx//+Mfxh3/4h0mCw6OsqQsXLvTil9z7boFlY9QHd999NwAkOHSjY3SiGFdVVfjBH/xB/MEf/IG/ZozBH/zBH+Cee+55Hlv2fwbs7+/jwQcfxMWLF/GDP/iDKMsyGav7778fDz/88At2rO666y5cuHAhGZPd3V18/vOf92Nyzz334OrVq/jCF77gn/nUpz4FY4xfgC8kePTRR/HMM8/g4sWLAL67x4eZ8d73vhcf/ehH8alPfQp33XVXcv8oa+qee+7BX/7lXybM/ROf+AS2t7fxile84rnpyHcQDhujPvjSl74EAAkO3fAYXaczyfMG/+W//BceDAb8kY98hL/2ta/xu971Lt7Z2Uk8VF4o8PM///P86U9/mr/5zW/yH/3RH/Eb3/hGPnPmDD/55JPMzPzud7+b77jjDv7Upz7Ff/7nf8733HMP33PPPc9zq7+zsLe3x1/84hf5i1/8IgPgf/fv/h1/8Ytf5IceeoiZmf/Nv/k3vLOzwx/72Mf4y1/+Mv/Ij/wI33XXXTydTn0Zb3nLW/hv/s2/yZ///Of5c5/7HH/v934v/+RP/uTz1aWbCqvGZ29vj//Fv/gXfN999/E3v/lN/uQnP8l/62/9Lf7e7/1ens1mvozv1vF5z3vew6dOneJPf/rT/Pjjj/vPZDLxzxy2ppqm4Ve+8pX8pje9ib/0pS/x7//+7/PZs2f5Ax/4wPPRpZsOh43RAw88wL/6q7/Kf/7nf87f/OY3+WMf+xi/+MUv5te97nW+jJsxRieOcTEz/8f/+B/5jjvu4Kqq+Id+6If4T/7kT57vJj0v8BM/8RN88eJFrqqKb7vtNv6Jn/gJfuCBB/z96XTK/+yf/TO+5ZZbeDwe8z/4B/+AH3/88eexxd95+MM//EMG0Pm84x3vYGbrEv8v/+W/5PPnz/NgMOA3vOENfP/99ydlPPPMM/yTP/mTvLm5ydvb2/xP/sk/4b29veehNzcfVo3PZDLhN73pTXz27Fkuy5LvvPNOfuc739kRCr9bx6dvXADwb/zGb/hnjrKmvvWtb/Fb3/pWHo1GfObMGf75n/95ruv6Oe7NdwYOG6OHH36YX/e61/Hp06d5MBjwS1/6Un7f+97H165dS8q50TFapzVZwxrWsIY1nCg4UXtca1jDGtawhjWsGdca1rCGNazhRMGaca1hDWtYwxpOFKwZ1xrWsIY1rOFEwZpxrWENa1jDGk4UrBnXGtawhjWs4UTBmnGtYQ1rWMMaThSsGdca1rCGNazhRMGaca1hDWtYwxpOFKwZ1xrWsIY1rOFEwZpxrWENa1jDGk4UrBnXGtawhjWs4UTB/w/bC+nLDQSMjgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}