{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "Name: Suraj Ramesh Babu\n",
        "Id: 2513205\n",
        "Module: Applications of Michen Learning"
      ],
      "metadata": {
        "id": "8ZEW49Y36SXe"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "IMAGE CLASSIFICATION USING CNN ON THE CIFAR-10 DATASET"
      ],
      "metadata": {
        "id": "sWx2NT316-ZZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras import datasets, layers, models\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "from sklearn.metrics import classification_report, confusion_matrix"
      ],
      "metadata": {
        "id": "R7oQw8mDAhMV"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "DATA PREPROCESSING"
      ],
      "metadata": {
        "id": "69eH-6we7jWt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Function to load and preprocess the CIFAR-10 dataset\n",
        "\n",
        "def load_and_preprocess_data():\n",
        "    \"\"\"Loads CIFAR-10 data, normalizes pixels, and applies one-hot encoding.\"\"\"\n",
        "    (x_train, y_train), (x_test, y_test) = tf.keras.datasets.cifar10.load_data()\n",
        "\n",
        "    # Scale pixel values between 0.0 and 1.0\n",
        "    x_train = x_train / 255.0\n",
        "    x_test = x_test / 255.0\n",
        "\n",
        "    # Flatten label arrays for easier indexing later\n",
        "    y_train_flat = y_train.flatten()\n",
        "    y_test_flat = y_test.flatten()\n",
        "\n",
        "    # One-hot encode targets for categorical crossentropy\n",
        "    y_train_cat = to_categorical(y_train_flat, NUM_CLASSES)\n",
        "    y_test_cat = to_categorical(y_test_flat, NUM_CLASSES)\n",
        "\n",
        "    return (x_train, y_train_flat, y_train_cat), (x_test, y_test_flat, y_test_cat)\n",
        "\n",
        "\n",
        "def preview_dataset(images, labels_flat):\n",
        "    \"\"\"Plots a 5x5 grid of sample images with their ground-truth labels.\"\"\"\n",
        "    plt.figure(figsize=(10, 10))\n",
        "    for i in range(25):\n",
        "        plt.subplot(5, 5, i + 1)\n",
        "        plt.xticks([])\n",
        "        plt.yticks([])\n",
        "        plt.grid(False)\n",
        "        plt.imshow(images[i])\n",
        "        plt.xlabel(CLASS_NAMES[labels_flat[i]])\n",
        "    plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "P2SzUMDNAqIK"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "IMG_SIZE = (32, 32, 3)\n",
        "NUM_CLASSES = 10\n",
        "CLASS_NAMES = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n",
        "               'dog', 'frog', 'horse', 'ship', 'truck']\n"
      ],
      "metadata": {
        "id": "zOfevRh7QOL9"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "(x_train, y_train_flat, y_train_cat), (x_test, y_test_flat, y_test_cat) = load_and_preprocess_data()\n",
        "preview_dataset(x_train, y_train_flat)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 826
        },
        "id": "hMu4UPN4Qr6q",
        "outputId": "485af611-b92f-498f-81e5-d5b3d40815f5"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 25 Axes>"
            ],
            "image/png": 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Sa5b7cTMlt8tmGA7d214pQR/v98NJULt9PqEyYsMMnnT995XQXzQURVEURVEURek5+qChKIqiKIqiKErP0QcNRVEURVEURVF6zqY8GkN9GXFXxdhFDzVkGdJN2o6p38pmUfvGGkNTQ4a6bj+kJCe+qdOOE/xbQtrwxEUNYM1HPV8U4Xk0yYvQzZtQowQvFxbxmB4lByrV8TyDGdSrt5bNZGbbhyi53Ahq/qwiJm3rLKFmul7HOi3XTI/G/DLqXE+fw2NGG8SMrN3bCtJpV9LpFd1n4KA2uJXF5I2nqnguIiJPP/gYxIsLqJm9MH0JYo+SJPJ17ISmX4e9MuPDOMRmZzDZWYkSTdUqqE8+euoUHm8cEwGJiHgeljFOSbQmKD47g16UI89hPDJOvhIROX2WPBUBaTlJhx25OLYzlJQr7Zr63VYbP1MqkS/JXT9GwsmLlK8C9j7gdbhw/jzEp85iLCJy7vhJiIeKOB6nhlDPfvEsjoPnHv8yxK98Q9koI0e65y4S9294bInXtP1+B+fwiDwBoW2uVZ02ri0umauqlUWILdLIJ+RduHDxolFGXwHn5hytudUOriusFU9lcD4LOFEqnaeIiEV+zpjvLRxO8ErzDy1nzZZZRiqNPo4UedtyGeyQaZrbl8njt1zBdhARKWSwj1vkodk4BnzyYW4FbT+WcNVzyusOD8ikS+LhRPBvFl0Xzr/nB9jHAyqymDOTNteq2Mer7N8hb1MqhdepmCIPrYOvN0Kzb3Ciwc48XttKBe818gW8Fx4fR5/lnl27jTIKvIZSvdm3SEu0JIJ9qVtSQB6LfJu30fcRJVf/+KCrtaIoiqIoiqIoPUcfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/ZlEdjbCgnqdU9vEsp1AcWcqgXs5Ju+9wn9B7SvLdQW8f7TA8WUb+Yz2MuBRGR6jJqyftI511rY73OXMD31zuoY0uRjG0y1yV3h0fehoUKxJ0Ej+mRELGP9iK/58ZXGmVUL5JWtknHGELNaaeJ9azX8Zky7Zka+W1jWI+RkVGIL1XX9ZJhFMvZ502t9rUkmx2RbHZFJztbwf53/Bz6DF584Xnj8zZpSqMO9oVWDX0sDmmcWx30T1RqtN+7iNQaqMU8ff4QxPkstvGBPQfwAOT7eOiB+yDesWuXUeb+A/shHhzEcZImzXNfCbWedoh60kbH/P6h1URdaquC+9BHEWppM1nsX7xvfalLro40+bx4D/nmhrwmwXXQJ5uwxvVqTAObNBYkHPIfuuSzsXh/+yt9n4Tvj2NsW9bI15qmv+v8JdT2X6I4ijCnw9QI1unwl9E/NTI2bpSx/1V30V+wX9u8rz/byKgZki6Xgtekl+Rq39djLEnW8hWkUnj+rK8Ou2jkO21cq/qz6J3xbGwU18Zx3PZpfUyba7DfIW9lFefVFOnTWSNvkf8zIk18lnKBiIgENFcUS2WIMxmsp2VRvizKcRH4Zo4KizwZfEwhjXyH5szIxw6Yck1/QWkA8w/xPFdtbJgDr0MejZbfXsvh1QnwfDiPjdE+YkxnxhiMadBy3KD1NZM1B3Ga+0+A72lTbrXQovwUVGaKc1p0nU4phwjlhONj1pp4HsvH8D5hfsHMM1Uk/87UJPp0+ykXRyrN44Tm+dBcQ0Oa1jhvSbTBv9fpeo/fHf1FQ1EURVEURVGUnqMPGoqiKIqiKIqi9Bx90FAURVEURVEUpedsyqPRX8iu6d9cvwKvpUn/nqM9p0VEOi3e5xc1YuUyasxYc+pH+FwUBKZWOFdA3eP0HOokT5xBPfpcDevQJNnajixq7d71ulcYZU6NY5n/6wncU/6R4zMQhzFqWF2b9HuVOaOMZh3Po1gkj0XE+kh8PUX695xlejTCCE9++zbc27m4uK6z94NIvrjFHo1y/6Bkcyua4uPnjsJrF09jvomcZ+51vdxYgrhenYXYov21KzXUUVZa2N/ctNmGQ6OoRc+Sr2hy520Qb6PrcuqZRyB2LOwrQWTqcufmMWfKLbcchHjvPtyTexvlySi85naInz181iij00a9bcejPBqCnos4wb40MzMNcSqNemcRkb7+EfoLartbrXVt7deGR2PzuWSSK3k0DBEz72tOsZjtYHgyDM8Gx+YRNrJ9506Ic138NdUG5a2xsA7Pn8OxlnXx+ruUf+aFh+83yhicRM9Y/xT2aytkDyDt688aZdu8fl3+1JXrkEZIRERs2xZ7NWdEEmMlsnnUZLct00eSyqMnI2rQPGnhOj42im0eLtCJd8kllKf9/js0j/aNoQ9ho/eqG0OjOF916maZDq1nHvspSK/ebmGd0il83U6Z/ollaqsgwLnYofWzTX5QiXGuz3bxMLjkV2kHeK5z8+v3Bt1yel1r/CRZy79gUfkxrZ+xfRV+tDSNUcrrEtvYpi7dsQa+mS8r5WK7FrLYpk0f1/GQ5tAOdfEOzStp27xtdihHRUJzMN/rhpSfxqY8MDOLOF+KiEx3cJ0/fgbX6eFhzLE1MbEN4gLlt8l08Vcl5EcJEvJobLj/6LTN+++XQn/RUBRFURRFURSl5+iDhqIoiqIoiqIoPUcfNBRFURRFURRF6Tmb8mgM9w9IZnXv7tYi6rNs0nbWm+Yeuy2f9HYW6sGapHnkp6AW6RXL/aZW2I9QT3fyPGrDF6uUj8JF/Z5DGsFSBt8/4mI+ABGRzCJqN/eVxiC+OIDHvFRB/V2nief11FH0H4iI2LTBcZCnc+9DLa2QjrCvDz0zxdgUGbdpL/LExzwRO4fzG9679Rr5U6eekPSqrvXwiePw2vTFExBHlBNDRKTYh/rkA/t2QnzzwZshvjiH+s8zc3jM4TFqcxHZsQfzXBQH0XdwaQmPkcyjt+Qs6S7nKqjLPHijUaR82370ZDTqWO+YbB2JT3r4L6EvZN+BVxhljE6WIf7SY1+EeOYS9hX2ULRbWObSkjmOsgUsI6ZcBY3metuF12EPeZPNf09j5HYg2IMhNE7jBM876KKRN/ISGIWyd4Ffxnm5vx+1v/d+yxuMMp97+jDEp0+dgTii63XcQd9aZif6waIjx8wy7n8I4le/A7X72Rzq6sm2xlaVrm6Z8Aq+m8v+luvV+y7OV9fWKO4r+Q6OlwLNdyIibcoPUXBQpz05jj7JdA5byUGbm/RT/iwRkXIOj1kcw/7TISPMUfJvlcu4tnXIW9dmI6WIeHQeQZXmnw6u0TH1cYdyL9Tr5vwUkh2A7zWGy7jGDpSwLY/V0Ls5SHkPRIyhJyXy3cTBus7+euTRiJL4JXPIRORDaHdpQ5dMFjxGXRvnM86z4XmU56XbLSx5RXjSLaTQzxPSNB5THNDxwsicc23ypCV0vxbRjBE5NM/wGt1lGrLIhxQGWEZ1GsfJmYunIU6ncIzkcqaPmnOfpGkt8TbkX/M7pj/mpdBfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/RBw1FURRFURRFUXrOpjwa5cEhya7mDugv0L7TNurHKlUSc4pI0MC9q23KCRALas4Sys1RKJAOU8x9gA+dRH9Do4Oa+EyG9tdOYRnZPOrW+h3UHT5x/JJRZujjMTp96NEY7sd6WpRzIAjR79Lssjd0o0k5RUKsl0X+FRYge7SnNe+XLCLikX4yJF1rskGTmkRbv5H8lx/6grirfcIdPQCv7Tl4C8RZ39SRHrxxH8QH9k9BHLVpL2wbr0ND5iF2PbP/OU4Z4iDE/taoLULcR16XkNr17CyOo0zhglFmH2mBd+/ZCTHv6d2q4L71hx99Gt/fMtvu5re8FeJbbsUcBq3H0aNx4vhpiHOkn+8rDxplsFC1SnNIp7Ne768JjwYLiK9i23gjLwZ5AvgQIeUjOXYcvQutlulFuuEgenbSaezXNpsViDjB98e0TNzz2tcZnzl7Cvvlf/3D/wpxSB6ds3MVrGMOx8m+AfM7sCMPPA7xMOXRuOG1d0HcpP3xPRJfp7q0w2IT8yx1fJwDL3tNajVTf74VdMJYLsu7FxdxLsk1cR0Z4DVBRDy6lpkC+jjaTRzHdfZDUJM5oemX6NSwzYaLOPaPHENfWiGDa24hi/cWHdKC949jHg4RESsi/XoT65ChO51aG+ePNOUUmLmEvhEREYmxXoW+MsTtFs6rYYCexyzlTCrmTX/LIuUcaXfwmhY35AnjPB5bQSfw1zJGWDR+YvKTGX4zEQnpWrY62GYe+Scc8j6kXXw96ZIrxuL5izwWCZkW2a7apHwoPt2X2l3unXxqC49z+NjksbXJK0x1sB2zDLHIF01TJLd2TPOdT7ljqo0u/Yf9Jx38zMZrHnWZX14K/UVDURRFURRFUZSeow8aiqIoiqIoiqL0HH3QUBRFURRFURSl5+iDhqIoiqIoiqIoPWdTZnCxXZFV07fleS/71nTGfD0naDxz6TnHJndLQCacdLYP4vkZ05DXnEcD6e4BNHmRt0oyZP4+sGcS60QfCB3zvNi06jpoKCym8LwH+/dAvGffdohPnf2yUcbho2i2TLlk1E7QtBOGeGltSkzIpisR0zQVk/PP2mDMsqytf0adu7AgzqpJ6vbb/hG8lk5j8q6BLl6q8Qk04S9WsP+cO47mSj9Gg6ptoXnKcU0jWpTgdRG6DhGZ4ZKIk2xhcquFOpp97ZSZhCs2THec9A3DQgbbYefENogznExIRGzB/nXLzZiYsFwuQ/yJ1t9DPHMRx8jkCCZoExGJyOzm0WYQ1eq6UXUlIaCZ2HIr4XbnvHjdzJAJGQ2NYUSmwnMXMIHj33z6kxBXqzjXiIjcM48JQb/19W+EOJ3Gfs3nwb065D5aLArz9ne+HeLjR/Da/MPffhbiKiV0PHwBE/j1W2i8FRHJtLGxvvQZ7GPuIJqO7dEyxI0KtpXHmSxF5GL1PMTLNfxMu73SR1vNq09W1UuG+wviuiuTW9jGMVks4HVNuiRzdFxsw2wW1wXusk0y8fuU3SzNLmsROXhgL8QzM7iBSqeDhQwN49wdRmiijgXXqlzBnAP9JvZRJ0uJBsl821jE67pMmwD0lcxkwHXakCWKsZ5puicKyCg/uR3nWV5fRUSWqnhNeU0uD6y3lR1sfdLcVrst9up84LIbOaa+wInzRKTVwL6QSmGbDoziBi1ZGqI2zZ9O1jTUJzZel+UlTHrbquOGBzt24cYytQD719IS9o102kx0F5Ax2hI2nNPAokvHr3fbaycleF42bVQUBtifIs48yEkFO+ZGInHlHMQLFzDJpCTrx+C++XLoLxqKoiiKoiiKovQcfdBQFEVRFEVRFKXn6IOGoiiKoiiKoig9Z1MejXY7XEtSZQWsUUW9WKNRFcYP8LkmtNE/UW+iZr5K8eQ2rG4Smh6NHUOoU9szgbrJZhtfn9x/G8SpBHXiS8uUdKdborEFNARsGxuHuNJALdzuGzBxXKk/RzEm3BIRWZrDc11aJr0xafftBPW6ASep6SKvi0jzSTn+QHPeTX9+rcnm+8VdTSroUfGVCurS0wNl4/PNEE+6TX6dbD9qz9MxNQAleUq6jJ52gAmIMlnyylio5YxtSko5iN6FVIK+ESeLyflERJIUJSiysA5WRH3DwTI9ShyVLZi617CD/W/hAmptB/Oos37n294C8ePPnIa43jL14+3OHMSdFs4x5WJ57d++j+Py+kACYtLALpE2WERkeQmvp+VgH5uZw378yOOPQfzEC89AXF2sGGV0SC980y03QzwyjD4gh/pDtYb9p1LBMnZOoY5aRGRiagTi9/zID0F87sIJiB995lmscwP78LHz6NkQEcmN4XsWnn8e4ub/wffvee0dEC/VsQ83m+Ya1bEqEPsBeq4uJyVrt8iLtUXk0454qx6Ng3vQ25fN4TrC41xEZObcRYjDEM8jX8DrWKnjJOlYODdYXXwGtWVs57lZTHQaGEMX1+h6nXwKCX6g2TS15fUq1rOUw7ncJ317YpHWn/wGpS4+pGwO2/OyV+YyxSLezzj2yyeOO3UW9fAiIhZ5KVOUuK22ISljcB08GlEUrbcdrcH9afRVlfKml6FFbSi0Hnp1nPMz5AkaGcH+2c6aSXP9kBMlYj2cHNYzR36cch7v38aGeA4wb57adD/UpPfMzOF6GTQqEHvUx11K4iwi4sTYVkGA48x18DxjSmjN9xrSMu+fq9OnIe4sYb3r9fW22Mw9oP6ioSiKoiiKoihKz9EHDUVRFEVRFEVReo4+aCiKoiiKoiiK0nM25dGIrEiiVR0y7wfPeq1sxtwHvVBEDdn0HOrxTp1HjbZLQvzUpWmI25fw/SIi+0ZQ7/mmN6Af4sQF1EgXJ1FbPjQ4BvEsaevKZXMPbzvGMlOkzZydwxwYbqYC8VwFdbMXLqJGVUTE87DtyiXUALZa2FYJ7ZdukeEi7rKHvE17+FukW+22t/NWMrZth3jeioaV69Zuo976UtXs2qkyatODkPTGtA96i7TCQYJlui76YEREQgf/xvrPkcEKxMkijgGfdLdWzPvem+OKupvECR4jivBa2x5+IHGwjHrD1G5apDlNU/tXaZxkcwMQf8vdt0J85MQZo4znX0Rdfr2KWuyUt645vR765BU6q/91GUMkV1+uojZdROSBhx+E+Mw05m2Yr1YgXqJrYZOfJtMx56PZBSz3gYcfgHjnTtzPn/NqXKB5OPBRG9xqYh1FROo1/BulQJGDr9oN8dPHn4PYr+Hkcr5i+idyKaznVB9qkE89/iTETpryNE1gn1wO0YsiImKk30mwvTudlWvfuT5pNKTgOeKtjt98Dq8950bqK+P5iohQeglZWkAf0QuHMP9JSPNPOoW5Sgbypmds+gKudwvz2B/bIV63Knk6jP3+SRJfqWBOHhERsiWJ38E/5HJ4ZQcGMScX54XqhOb6mMTYR1ttyokkqOUPKY/G5b5zmajLGpzNmeN5I6633h+T6/E9cejLZXNGH/lgyuS/uHARcwCJiLRoDHc4r9AMrgu7BtGTMbIN85wdnsZ7QhGRhLyVuQZep7489r/nzqHvrTCG604hjePq1NEXjTIjGgflfbjeFSYwt0zjzCGIHcrtUUrMe8BmvYJxDf18KQ/HZrWNfT5bxnvdQZ4MRKROXiZe0+C+K0lEIrMPd0N/0VAURVEURVEUpefog4aiKIqiKIqiKD1HHzQURVEURVEURek5m/Jo9PXlJZtZ0QiGLmrr6rTfdhKY2q3lGuZ+OHOW9+hFXVo2g89BF0+hjm00Y+73Pzm5A+LyxC6IvRoJPjOov5u67S58eQb1ptnQ9IVEgufeaGA8nkNtnB9hHaw8auum8phLQUSkWEbvSG0B9eyzl1BrG1h4Xm2f9n23TcNFPo3aRb+F12OjBjjqsn/6tSaxHEmsFd0ha/SbNdT5prt4GWpV9Of4bWyTZhWP4dEpFvOoLx3uNzXQpQHU2A6XsR6Ri9rgVhrPY3EHXvtOhP4dCUxdeRRSbg7SqEY29TfyaJQHUF8aR13KoPbu68PzSlnYnyqk2U8C7EuvOIj9WUSkXMT2/eQn/x7iuUvrWu+wi4Z6Kzh05DkpFFbGq+viGGMvwxLlnxARqdRxDjx7EeeXvhHM0zNA7Tw4hHPJ3AnqHyJy6Hn0P3z2Hz6LZZTwmA7lA+j4eC39Ds5nn/k7c493j76y4rwauSFsq9tecQPETz14BOKmmHvVH10gHxDlh+kPUTN+/EtPQFwZxvlt0TbL8Hx8T8jzTLO5+vfrk8dlYnRY0qmVZZs1/v1lHMeOZThOxBvC94wNY3/73BfuhziOaa4oUt6Xi2ZfGO3HNiz34fpWmUXN/PwsrmXlfvS15cmX1Eevi4gU8zgXF/twns0XsP+FlKPn5HH0BjiueW/RJN+HT+Pd7+D1cMj7ZlGfzmZMj19E63ZA/SzobMyjsfVzoB0Fa/m1xgp4XS8toWcgKJr3CC7lJ7Gpj4YB+m923HETxEvUhn6/mavDsSh3VQn7Y4XW+Rp5bWLyoHXatPaVzNwd5+jetTGH92M7ymWIJw6gh6PyIt1DXjA9jEuX8G/VBpYRUc6R5Ra2f7Yf147iNoxFRELKLcT5guwNhtDNpFLTXzQURVEURVEURek5+qChKIqiKIqiKErP0QcNRVEURVEURVF6zqY8GvXlRQnbKxpC12c9Oz2zmPJQcR38Y5P0yv1F1NyWab/j1hLqx0YmUF8qIjJ56+shfv486iiPHsf4nnHUdlYq+ProntsgtsXUr/sd9G2UaePv6ixq6bI+6i7HB6gOkand9G5FbW2Lcm889OlPQHz+HNbJoT3WjQ2SRYRScUhAz6H2Br1o+3rkMQj9tWq7MV4n2lJftvWZ53fD7jLEBcr14lAfblBOg3YT+2s2b+q0D+zDa7ltxxTEtoceojrp+LeNj+PxTqHutTRg6kMHSLPskr6Ytn+XhMZmJo8617BtXlu29Hicx4T2kB8cQv1uvYnjplFBXbaIyOQwakbf9Y5vh/jjn/qHtX9frzwajz7xmGSzK9egRXk+8hmcv97+9ncanw8THNtPPHcY4r4ijfMYtbsTI6MQB5fMhA7LDWzr5jH0P/RTfol8H9a7QFreTB7ns76yObn3Ub6YUgmvf7aAfewNb3w11nkex9bzz580yogCHNNnK9g2HuXBcWewj9SWMA6LXXLSZDHXzoVzOM9WV695fJX7x/eaJIklWV1f0jSnsycgaGD/FBFJO9iGCRnRIsqbYdtYhvHNZGzOgTt2oC9yiMb1FOWJSlOeghL1R4fqPDuLviYRkXtejd7KsQn0uoUJ9pXqAq6PS/PoDViomG3nOjgJDg+hDySmiZb7SB95GpY4f4iIJJTvym9hvTd65aLr4FPrLxbFWR1nQwX0W1QW0UM1kOF7DpE09Tf2QI3sOQDx7nHM+fPCWZwXymnTSxNSUpWRsTLENq1NDco5ZhfxmEtzuFbtGME1XUSkmSJ/XoT9Z3EJ+5s9vh3iqRtfA/GF87guiIi0WzivezyWKdGZQ2OzU8F7iTkx+19I67RNc8pXOu3pLxqKoiiKoiiKovQcfdBQFEVRFEVRFKXn6IOGoiiKoiiKoig9Z1MeDdsSuSwLiyjHQkKaf1tMDXVEeyYvkbyzWkWNWUL7Vo+TdvNV3/qtRhlTB1Dr9n8+8v9APEY5KxwfNc4XTp7A9+++EeLM4F6jzHyCWrfmImrhsjHqrn3S2s3XMC4Po8ZVRGRwbCfErTpqom3aWjxKobbTIu1nQDpGERGLNJ9WgnEYrneXINrEJso94rV3vUKyq76K3Teid2b6Aup2JyfMHBf79+2BeGwY9/p3EmyjGuWC6FAOC25TEZFCnvTuBfRUOCnUhXvkNWk1UMt5x83o6di5f6dRZkBazIS+PwhjHIsJaTsdD6eBoG1e25i0tDbpWq0MtQW93qH94F3H1O9GfgXiYdLS3vu6V639u9XuyF994gvGMa41p8+clvRq/p7lWdR179u1D+JsFvuCiMj0NM4NZ06dhbiQx/5h9LkqzletShevCvXLvXt2Q7xnGLXlRfL4zM6Sd24Ar+X4NvO8alWsZ4rTFVE+hhLV4dveinP5IvnxREQunce2m+9gIbll8vCRb8SlXC+TRXOOyI9ifpcLp09D7DdX5vo4NnNwbAXnL1wQbzXvCc81tRrqwrvp133BcRhRLpgc5TnwW6ShH8a1LG2bHqE9uyfxPVQP26McPOTRyGbJF0L9OWmZ2vJOFe9Hgj6s1+A49jc7xNd3bEPdfTpj9r9qowJxKoXzpkv5GzjXCueriTrmGuyQzysJ0ftW2JAvxPdDETlkHONasm20X7zUyvX87u94I7x25uROiGttvCYiIp02nnPYwf61cwK9Cwn5XpIhHJ/LXe5jGk0sd2oI1/mQPLR1ynuWUH6TQkL5aWLTqDBK+Y4as7iO1y/g/BjQ3JUfxf43cdPrjDLiAOfl2Wm8V23WaVxQPUt57H+umGM3oSeCoInH2Hifn2wikYb+oqEoiqIoiqIoSs/RBw1FURRFURRFUXqOPmgoiqIoiqIoitJzNuXRsJKV/0REItIfWrSvvtvlESZp0WdI5jowiHutj+VQv3fHK/dDfPAe9GOIiCzN0h7dIeradk+hFi6mSoyN4J7fnFOgWTE1gX6I7wla2KyRoNb8xIXzED/3/OMQ3/Mas4zBMcwZUq2hXtnDppOhnaj1jOn6RL6pMwxJM7o8V4G4U1svpBNs/R7et9+0X/KruuSbbkePRutm9F/k+8i0IiKsqk4s8hWRb2Agj3rQhPp0t6d01m7zPuFC46bTQZ3knr2oUc2m8Dq2GtifV+pFw5i0wglp02PSVkbUDrwfvIiI38J6RjHWy3bZo4WtU1tAjeqZU+eMMl577+0QNwPUnOY2+ECsxPTHbAXN6rKEnRWNcrONbZLOoR9nuWZeqzPnTkNcpn4akV7YaqNG++LMcYyn540yLBs/84+/57shjuuLEH/+wfuwjs+i32mwDzX2M8fMtp8kbfVygHvqi4fz1cAg5gO55cDNEPvvMpem/+eP/xTiVg3barpCmnDKJ9PxSZs9j/mNREQm6HqkyC8wNFIWEZEoiuQ82mu2hGbLF291cY3JF+mTx25g2PSgxOTXardxPtq2DfMWvPg85mDxaJyPj+F6KSIyTD4Oh9ZYSnciqTRe6xyNI86jIS2cl0VEWlX0VCzOYX9LbOwrWfKUcZmlojkHVps4bpII2y5LeZks6n/siyxladEWkYjat5TDY3gbZfZdcpVda4pOW1LOyvW8+w4c83fdhN6cWhPnIRGRgBbRIMR2DpvkQaP5b5ePZTQ75n1IvYHH8MiDuER9JbML27jVwTKTMuXWmcHcOiIix8hrd2M/+kLOzmHfEfKsRRn0RhV23GGU8bo9OyFePIcejSNPPgHx7AyO3byFnkLpmLli2hHWy6L7GXdDB0ySRDqRmUenG/qLhqIoiqIoiqIoPUcfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/RBw1FURRFURRFUXrOpszgcRhJ7Kw8m7Qo4UiKEuG5rpmQy7HRDLV3DE1jmSw+9+zcgca02+7FpE7jB241ynj6kY9AvH0bljF20y0Qp4bRROzmMLFPk5LOtKpmsqBL02hsXbqEZu+Ikm5li2g8GxrCtjo3/ZRRxug4mqBCSkqTtNDAZDXQ+BMlaJBig7CISJYSJ6XGMK6m141qbX/rzbiZfF6yq2bwAiXVyeeoK7umU449zhabwdkUTYl94oDiLglreFOEkCzonOMvsfD9hTIaOMMIPx/FXRyAMSW0EjTIccIriTDmpF2JdEnEE+LYtSgZUJrq5UV4Xvk2vp5cMpMFzZ1EA/HUAdy4Yd7e0OftrU8YKSLi+22R1fZtkpnu+Ck0av/Vx/+38fkH778fYja1X6LEY3NncG7xaEeDoEvyqNQYzmEPffEBiDtVNJC/eOwoxI1LaBiuzGEZ5UGcv0RE5mbwM9VlbJv+Mhpl/QjLvO++JyHOlnDzCxGRfkq8NR+gmbtJyb8ukFk8SZMBeNk0QzpkIi4PYls6zso8EwSBPPPEc8bnrzW244rtrIwlTn6WNszvphk3ncFxadOcFlEC29pSBeJmHY20u7bj+ikikqV2LuTQ6NrXj30hCCmJYITn5ThY56EhPJ6IyOws1vsimW+feP5ZiPfSphuzc3he0xcx4ZqISCjYnuUS1sOjuT6dxnES0prUaWP/FDGmcskNlCGu1tfnh+g6zIGNpYr4q27+86eeh9emJjHR8OQ4bvggIuJSX4hp45LqPM5NlQrexwwO4LzQaJlm5GYL+0+jjuO8VscxfYASmjYa+P42bYQynMV7DxERr4P1uPPV90C82MTXT8/gRiG+jX0lapl9Q/px44WJW7G9h2/9NojDJVxPFw89CvGp579sFDF/AudlO4VtYbvrfTxJEhFfzeCKoiiKoiiKolwn9EFDURRFURRFUZSeow8aiqIoiqIoiqL0nE15NDzHFW9Vo7pUQ99B1EZxYTaHOkwREYc0hSOUoO/cxQrEe+54K8RTt2As0i9MUENNWV8R9XjD+18BccNFTfwLT6FurdPC41WrWEcRkfkLmKzFIY1pJoPNPLkL/Ra37t8LcehgMjQREc8pY5xCbZxLes/mGUy6FVMyp7DLI2bdQQ1pbhDrMTqxro9stbc+YV+h1C/FwooXKKHkek1KNph0TH1yp/Py2k2fEip1SHcZhqjBDQJTn8hJmZpNHCfNBnp8QkqIUxzA/lrsK0NcLmLyIBGRTAq12VFMCR8t1K7bgnGRPEMLs2bCyHYLvQNxjGPPEqxDHGH7l4qoa92x3dTvtpp4PRJKLtZXXO+PnnMdslWJSKm/JOn0yrkGNIaqpF9/8emnjc9fOnUKYpum4Bz5ZVI2tmvi47WxxfRKTZGfa6CI12qJkmLt3nkA4jMR6qIri+iFiNJlo8xLlGiw2cT5obKIemGLrl+bkklVmpiMSkTETuGaEjvUNik8ZpM08xGN33zKXKMKfZRsjvwBcbJyXsFVapN7zejgqKRWE5ClPaxbLo3tkc2ZfSOktckj41opg2NuzySO0zKt6xOrCQw3UkjjdSjlcX5p23iMVIz1ri5jHTJ5fL+XM/2fM3M4P51bxHn3yHHsfzOz2F+ry/j5IKDkjyJy48FxiAsZrEfECerIt5aQpy+TMs8jonXacnB+CKOw67+3ir5MTlKr601tYQZeu0hr2dCY2f/66HzyxTK9AT0cjoXjrEhDtq9g+nUSmjNDWpMPvXgY4uFh9D7kcujfadJ9wm07cX4VEXn9KzHBXosSETbpUu3bhtf50gLOydMzlOBPRGYoye3ZCMtok/8lW0aPY/lmvH9+xYG7jTImT6GX6dmHPw3x3Mz6+pUksYiYnuVu6C8aiqIoiqIoiqL0HH3QUBRFURRFURSl5+iDhqIoiqIoiqIoPWdTHg2/3RF7dd/2XBo/amVoH33b1A8mpCnMFvAz3/n93wnxPd/xJohLQ6gXvXTykFGGQ+VWarhf8dzpIxBP11Ard9/HPw5xIYs6ynbH1G6OjaKuvlREb8Op86it86mOAxM7Id5/y51GGRKhxn2xgrk6muSRWWphGVaC16vdog35RaROGtKkjjrWg+UNnzdl/NecT336s5LJrOh9Iw9zAyzRntH1ZdyPW8RMvcCejUuX8BgR6ZcHhnEf//4hc6//NGlQG4sViI8ewz67cV90EZFtu3ZA7HjY/0pFs8xdu1BTOrVtDF/fTZp92ue+SFrjuK9klCGkqQ9oLDsufmfhUBmjO9FbkimZe5EHCY5FkuDLwMB6vdJpU9+8FeT7S5JZzeHi0jj3F1DLO38Ux72IyLYCzhUW6YlrtH96m+YKK4t697RlelXmLlEOgUefgXi0iFreBcqVsEz7xtdpqmjNoxdltWYQuXTxsh7piclrMlfBOkS2eV45FwXanLPGzvBnqOIJ6r0bDTOXS7WKf+sfLNMhV8+zSx6irSCxbUlWzzuTRY+jR2PQS5vfI7Zr6CMIAhxzfUUc+694BY5bvo6eR4NURFyXPWN0HWzs4+kUzpmFAvmUaC5JYvO2xaO+8OJhXOcblMdAIhyr7MdLOeb8Yts4ZyWcd8nGtqzSOKo18bx5jIiI+D6O97CDn/E3eA/9YOt9kmP9fWseNYt8SouXMAfNM89iXiERkaeex+syOom50l73+m+BeHIY58v2EnpvHNf0WQnNqa6L/WX7BPqwsrT+pVPYl0opHGdSNK9bEOExa5Tfo0W5qw4dOw3xUgfzttyxG30jIiL1ETyPUxfRI3PoDHpPnjmJ7V8jb91Qic5LRG4cxXuFV34L5uZ46pHPrv07ikKpdbnP6ob+oqEoiqIoiqIoSs/RBw1FURRFURRFUXqOPmgoiqIoiqIoitJzNuXRiBNf4mRVbxnTfs+0R3mYmPuMW6RrzaRJD3onehPSpE9/8emnIF6aNvda75CmsbaEeuVzx1+EuJ7QHt0Rfr7g0p7gGTPHxXA/6ggvXkLtXEj5Fpo12vP7FObhEHnBKKNex/2KMy62ZZhG/8BCiG2bJW13jjekFpGsixrUWhO12OGGvAZhvPX60C888Ki4q3kGylO4938SYZs+9fAXjM/vmMJ9pYcG0e9w4TxdNzrH3EAZYt82fS6XyI/zprtwr+pX3HoTxE3qr7ZHOsyzZyA+eszs8889j+Oi3FeA+Hu+97sgfu1N+yFOJfh9w9Q46mZFRHzyaFg26ZPJ3xMItp3tYpwuY38UEcmSzjp2aM//Df92NzVz9Y7YsyVe1fAmpLtNUc4Fr4uGensJ8/aE5EWoka7bKeG1tFPYbq1L6EETEelUUMdcW8C5Yz7GelY6+P6dd9wK8cwc5tGoLJllFgo4L7YpJ0rgUS6FDmrRWwGOJds29+DP0LkntMd+RJ4MhzqJTXvbx+wdEJHZuQrElNZA3NRKvbrl0NkK/GC93WoNvG52ETXXrYq5x30QYr1zWcpbQPr2ygJe6w55NJbrps+F9eoJXWvPxWvr0RhoUg4emkrEb5k5ktgzOjNzEeJOgn2n45Ang3wljuH3MXPDhOQzSlM+o+U2ts3MAuaKSaRLLqAE28aysMzshvN0roNN6PlnnxBvdVwlC7g29Q2ir+CJF9AzICJymLwJr/1W9OH+2Z//KcTveNO9EPdn6B4ya+bRcD0aB20cJ8ODeK8Up3HuWuqSg2sjlmN+Px/Qd/YWzXfHz6Cn9vf/ze9DPD+L96mvfg2et4jI27/v/4J4ZAzbOx9if5sIsS+9UMH5Lu7io56l+419lO9q94Eb1/4dBr6cePEJ4xjd0F80FEVRFEVRFEXpOfqgoSiKoiiKoihKz9EHDUVRFEVRFEVRes4mlc6xXN6bPA5Rn8i6uIjFrSLiC2rCRvtQy/l3n/gkxAOj6FUYIe243zS1wp6HPoNCHr0KLulB8+QDGRtB3X6rhrrKrGPu/78wh3sJBz6eezGDfgifcicce+pxiC8ePmqU0SH9nXh4HrzvfH6KvCR5vF52Gr0BIiKZGK9Pv2C9D960a+3fzVYgIrg//7XmXd/7A5Jd3Ts+PbIPXmvW0F9x7DmzbuNj2H9s8gRkM9hX/BjbfP/NWGb/OGo9RUSaQ9in3/4db4aYvTEN8mjEJE0PE9RVtkPzus2SvvPMqWksM4fnNXMeNfenXzgGsd02yzg5g3uk3/Xtr4R4x84JiDnPhp2hvcc9c36wqP8J6ZNT1npbpLzrk8dgebku7dX8K50mjqm8j2NweAzbRERk4Qy24/HTqImdC7DtBwbQ02HTXNKIcX4SEYkC7ERhEzXH7Q5pzck7NzeD81mjjhrnJDDbPpfG+d+nfCBWGufNsI11SuVxvkoi0z/Rprw3MSXG8WlNSlOOh1SG1oYc+l9ERLL0t4DO9fKckYSmh2QrWKgsi7fqG5ygtYo9G2FsjuOBQexPtSp9JsS4Qz4ESi0kh4+fMsqwLbx27F3aTnOFXcDr0m5g/4yoDqFv+kLSVAb7iI5ewHG2a3gc4oEi+izdATOXUKOBvo6lEMtwKR8I58RZojhOzO95Lbol8yycExvN65tHY365Je6qX++wh7kfnFlcV85eRJ+MiMi3vOkNEP/LX/r/Qfzv/8P/H+JP/c0nIL5hEvu8lzJ9LnnKBRNF2E4DfTgGhgfQh8B5N1LkvbEt87a5TuudTzlt/tMffgTiFw8/BzHPVX/1if9plDF14BaIb9mHXstsGn0hpQTrNEHTXeia/a9BvsPEx3l6x+R6zi7/Cl6WjegvGoqiKIqiKIqi9Bx90FAURVEURVEUpefog4aiKIqiKIqiKD1nc3k0YkviVRF5ivJLZFzS1HbZBz1xUIcb+6h5nJ9HnX19DuNsgHkd4i77UA/0o4avPIF7DYe0R/eFaSwjEdbkYhP5obn3sGOhzyOfQb0ypRgRh/9AGunIN70nNon3q03UZvtp1K0WJ/A8G9kKxLUYda8iIu0GPncOlnZDPLRBE9xomJ+/1qQ9W9KrOQyOHn4eXqsu03VMTB15QFrfeh33+rcsbONMGq9r0MR96ZfnzDIuncU8Gn/7d38L8VKNjlHHa10sob60rx/1pPmS6RE6fx49GSNDkxBnSugleeBTWKfFY89CHPlmjoDjM5ewzAaex76D6F/pK+EY6KNcM9mcmUejL4/t7dFe9rnc+rn7PIa2irYnkqzWkySqoYU620aXbfIvWvjHi3QedZ/Oi/IYOB5q6JtdckEkNFe0aM5KEvK+kD74AnnOQvJLWGLO7XNL5BWhsZSQTtrLotekRDrobh4/HtMOaYyzgv3H5rwmdJ4WlSkiklB78p75l/XZnBNqq7gwMyPO6trqkU+PvQvbto0Zn2+QX6daZ48GtTHnuCAfzKHjJ40y2Ac5fQ61+kMD6GPr6ytDfOzYcYh5Tf7Of4S5iURE0gnOm/1lzK+QreKctlCpQBzTuOO2FRGp1nFOa3Rw/WhS+9sp8p4E3LfM2y/O7bJE68PQBo9flGy9T2hi+27xVn2tkeAaEJC/LJU3PVDj23BtSmgcbZvAXFf/8Nf/G+LaDPadXNZcD9NZzhGG7ZR2cZ5gr1Yui9eZ58dMysxBlpD/a66FbfPCIczf9uY3Y/6Q215xG8R/9F/R0yEi8sgXcd3ePVbGeuawz87P4D3RM8fQ++vlzfMYLeExoxblcUmtz4exdfVrsP6ioSiKoiiKoihKz9EHDUVRFEVRFEVReo4+aCiKoiiKoiiK0nP0QUNRFEVRFEVRlJ6zKTO4baXXzHCZNBpJEkrGlydDjYhIvjgEcZPMQ4NFNN24dEx/GQ2psW2a+ZoeGlRGR3dBHJMh+MCtaD56+AufwzITNMt5lmnAapGhrkQJY1KUAMYhE02dEqSdumgm4apUsC06FhrRhvfjM+NkmZIEJthWS/NYZxGRVJtM7ZQcp9VcNwa1WlufLKi2eEnC1sp5ff6vPwWvnZs5D7EdmEmdnn0WNxNgw2rIRn+6Tp/95OchTnmmEe0Vt98BsZ9CU2K1g+1+8iwmcFtYOISfb2MdpmdOG2WeOo2feeXtd0L8k//fD0D82JcegThcxkRL1S6JeFpkyDz5OJreH3gCDZ95F82XnFjJSZttVyQz+NSOnRC/83v+ydq/m83rY8Z1LVfc1c0fAjIn11vYbotV6m8iskgJkEIP54YkxHZqc+I7SloXJKYhz+bknX04HzkOXQuanziPmGHCdkyjLP/Nps1AKDemxPQH26iTeV5RjHNOwmUYdcAyeLMHsczv2WIqg6eEy3NE1GVTkK0gTBK5fDkWltEoXKINFtjoLWJea95QpdHCz/B1SyiJaTFr9oXZRTzG089hsrx8FhO9ddq8+QQl/KNNIQ4dw+OJiIzm8N6C55KxMXx94QwaZS0X+8bsHNZRRGRqCtfDiDZd6JCRvkkbZoT0/ig216hiCY3JPmVIbGwwrQfXYUOMUCKxVr+fjqhuKUramTdzHhp98tIstvP8It77nJ/BtSkJsa/wfaiISECJDHmlSNOcm6dNXxza6CibwXGVyZj3trGD1/bsHN6rChn33/Vd3wXxPffcA/G5c3g/IyLyV5/4G4ifemYHxFEb14alSzg/+AsXIHYjvDcREWmGmEz65BKu87n0+n1kGJibxrwU+ouGoiiKoiiKoig9Rx80FEVRFEVRFEXpOfqgoSiKoiiKoihKz9mUR8NzLUmtJklqko7byVAyPsfUYDdJN+94qJ5LUyIUz8NjpnKY9KuvhK+LiMyQNq45iR6MkW17Ib4wi8mpbnrVayGuz2EytJNHXzDKbNQrELsOnmcfaaQt0qBevIBlnD3TJWFfGs+1NIo6weEBKoN8H9Yifr5/ybz0kyOYHG6qjG13/MV1XWvL0NVee8ZGRiWXWzmPfTvRe5NQm7q2qV91LNZ043N2wppT6tPioVZzYgKTD4mIvOEtb4G4mKPEdRlMOPTi889AfPT4CYjHJndC3GYBvYg45Id6/uhhLOMoJurJ7TwI8fQ01qm/jLGIyAglN8sVcKwuzqBueuECJt2am8dx2Y66JFQkDfPFCvbRe960/nqrtfXJqkREGrWGBKsJDatV9Ek16jjuGw0cgyKGLUhKZRy36S4JqODzJJrPuqZPzaNEYeyf8EijzLr9iJKGmckvzWvHb3FY3M9JSSP2QnBSwS79g94TCSfww/N02XtCx8xkzKSRrN9OyLORXvUWsf9jqygPDIi7ej1LtP5lqO6LVfQIiIhkaa4IfDw/nxIluh6eZyqN/c2PzHVgdhHLbYd4jIFiGeKp3eifCAK8ztVaBeLT503/RGqYkjUmeIxCjpI1juAcV8riOKxXTH/V6TOnId6zfzvEPunw/YjGPy1J7OEQEdlO63g2g/XutNZ1+FGy9T7JheXFtXEVhHh+Lo2JpEvSzaeexUS7t9x2J73+HMQBfRfuu+Q9DUyP0MWLeE/X7lAiQZoXODcjryxeihLJeua9U5Sw7xbXgoGhUYiHBtHvUyM/39i4mWxzcQn7/d///achblMC4oUF9Fs0yJPmdllrHOrD/aOY8HpkdL1em/Gp6S8aiqIoiqIoiqL0HH3QUBRFURRFURSl5+iDhqIoiqIoiqIoPWdTHo2RQVtymZVnk2AB9zduRahRa6BcTEREEpv0n6SVK5VQt5byUBvXaqCOLdtFKyc+/u3xhx+GePcB1IqfP4/7afP+7zneY7mL9ySbRa0sa7VbLYzDEPc7LpBW7p7b9xtlZCg3R+iQXjnA/alb51CXaNdQjzySM/dQvn3/TfieMuoKn7h4au3fbX/r95Ffml+SdnbFG/SaV+O+0/e8/vUQp9OmdtMlTwbrrGPSWTq0xzzrmVu+uU/9wvlTEC+Sl2VxfhHik+TJmJ7F/lgYmcAC0qau3Eqh7toP0T/12fsfhHjHnlsg3jaAXpOMbY6rHOUM6bRRX3yyit6lAvXXiDTTM0uoHxURGRraCXEzwOvx+fsfW/t3EOAY2ioWFhfXNLvcH9q0j7nvm3X0MqT3JQ02zxXsI+IcGcKxiCSksw0jbHvbJZ9HDq8t+0DYgMEejm5wzgrLUD4jzSaOJfZwiIi47J+guZrrzXUwfR9d6kRvyWRQE77m0eiST2krqDdb4qz2iTjGuWVidATiVJdcVk3Kw5LPkbfPxXa3HGwQL4XX3grN7yqblGMplcU5qzCIuSICG/tn6GKcKeN5xC6OIRGRGuVn2LcbcwyEMzjfhA0cZ8t1nJf37d1nlHH+3DGIA/IgWHQ7Va9inWL6XreQM68Pe0kaDTyGs2HdjoOtX4MjKxZrNb+U5WBd6zSGW3Vzjp+Zw/vGf/vv/wPEZ46j169Oc+zxC+hTYF+liDl3BHRvakXkL6brwnOVRf05scx2N2YDmmuyeSxzge6f0+SBrC6bHqFOB8s9fRpzbVjUH2n5lITyf3TLRJXysB75NI7VZmO9jG5z9Euhv2goiqIoiqIoitJz9EFDURRFURRFUZSeow8aiqIoiqIoiqL0nE15NKamUlLIrugj+yzUXR4/h/q8S3OmAsyPUAtcKGDxjSbmj4hi1Pixlm6R9H4iIrU66tjaAR7TSTAuFnA/7UszqNU8T3vhx4mpzR0dRm+JRdrZpcoSxOk8tkO5D/0SKcd8/uuQVlFIp9ro0H7TdXw9H+Pre7eZ+zRPjOF5nDuPfpaFufVr3Am2fg/vXC4tuVU/y0IVr8tTzz4B8ciImQtidIT3a6frtFTBD1AuEpeu6+Qu8k+IyLZ+vJYXjl6EuFFHrebGfalFRHKDZYidDGqomy0zN8P4OO7nPjON2s35Bezz4xNooLJIT1rvdMmR4mKfDTi/APmU0qRh9xdo73vb1FmPUs4Qn/TkG6vZJc3ClhCE/npOCMpp4tKYTHdJiZHOouafxb0WzcicA4MlyVGX+Yi1sw75OJwUxjbnSqDzYG9DN21ut7wXG6HuYvijyuUyxDw2RUQ65HmJKDfHlTwZnKsjDLv0cyMvRPdz71a/rSCby4q7mi8kIq9fh+rkcoIAEfFIg839i7975GHqelf253RonrQov0muD+tQq6HfK0tjZG4O12TXNf2F/Vmsd47y0xQy6MkYHcacXPMJrtG5nDk/jYy8fO4DXqJtzpnTV4a4WKK5QESqyxWs1zzmhEjsdc182CVPxbWmf6BfvDXvLF7XFuVx6ORR3y8iYlMuhwqtuYPD6DPqG8A8DiFNgHFi+uDCANdYzvcQ0L1LHLz8/NahdSjuNteRv9OmcVShvvLQww9B/K3f+q0Qv/DiIaMInnZ9agv2lMbU1uxVibqt8z4e89yZc1hGen3scY6hl0N/0VAURVEURVEUpefog4aiKIqiKIqiKD1HHzQURVEURVEURek5m/JolMqeFFa1i6059GT0j5DWM2/uET1/CbVzbdLcuinUVfI29HHA+yPj8URElluotcxTjop2EzXurTZqIH0qI6I4SUzdK++XXSLtZamEetBWC98/v4B1LhRQ7y7SZY/4ELV0KZf2e6d0CynSZe/cu9Moo9XEY37xiy9C/OzR2bV/h9GVtbq9Ju3Gkl7VCHfaFXjt4Yc/B3ESmF6GUg7bKKB9yNuUw8Cl5/AdO7dBfPNrbjTK2LMdfRuVc+iXmFnC/pai/rlnED0bc3PoU7rlwM1GmTfdcgDiv/izj0HsCmqiA/Id+T7GSTftbwbbyiEDws5duyGePXcEP08+gWzeNDAcPIj5Y9pNPPdt4+v63U7HvL5bwcDAgKRW9zy3BXXcUYTjJwjNMcK+gnYb+5zl0B7upLONKYeF32UcOrE5R8Hrhu+D5lWq95VyYKzUE+M4Zn8E6aKprRzS8bOfYqVepLWOKT8IndeVPBumP0HEfglPxmUut394nTwamWxqzaNhW5SDxcf1MN2lH2TT+BlLsA1T7Oug/ljqG4C4XUX/l4iI79K6nsb+1KL5xqF8DCSxF7+F1+QirdkiIgOTmAsouDgLcZbGXaaI5znch96A+YWzZhl9eH/CBpY65S86MI5rQUz3Ds2m2YeaDfzbAPk6Ni5ZYbj1uVwiicWWlevJc5FLfSudNu8BOXdafz/6JoXnCZpHeIyHXXJZxRF5uWiO5Hqz5SKk+4J6A9ehTse87+S8TlHIPg/8zCc/9SmIn38R77Uef+JJowyL+ltE83LIXjryjSQ0r8eROcfyXzhvUyZZ759JcvX3gPqLhqIoiqIoiqIoPUcfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/ZlEfDybjiZlY+kimhHm+gQHvKt0wdm5dFTVd1iYqP8BjZDOomI4/3Aa4YZaRyeEzP5X3DUTfYIZ2ZH/De/aSZ7raFMmlOI5KPe7QvvaRQn15ZQo9Gyze1m320L7hLng2bzrNJartL87hX+VLd1OfVGqi3/Yf7DuMxNsghWTu5FTTbrfW8A3T+b/mOt0Mc+7int4iIQ9rLmLSbCek/HWrTDPmOZiqorxcRqVWOQrzYwjKtDJpnjjx9EuKFRzDfxO5d6L941d59Rpk+5dbIUv9KSE/OuThsB8dM3EX622I9Luk7d0yhR6Ndxxw3N5bQd/TYE08ZZUyfQV9Hq4HXMGmujxMep1tFsViU9Ko/JY6ooSivRqfLOK6S74RzHTgUGzkrKPRs87uiMGYtLumeyZMh5AOxODfHVYx13lveGFv0nVbM824Lr2e3PBUx+Sc4UQHX0tBi0ztyNBZFRFLkFbHJ53FZYx508XdsBSnHFnc1z1Iuh/ORkT+FO4uIOOS5iChvSEi5ORLK6VSrUe4Eyg/QrdxMBucXn+bhgObI5jLeO7D/sDhQNsrkNTVo4tzspMjTSH6CxMM6dstxkaa+UaYcD0kV831YNrZDu4bzWatpXp8MXVP2GW00FLDHcCuwLEcsa6UdPMq/w/4y4flRZEMOjlVo0CZ0vmkeZ/R6qssdrCU4rtlzEdG8wCYN9oEMDqEvqVu7s1/B9IXgtW400Fsycwlzlu3cucsoo9bgdZzvP8gXdyXPBreDmOfO+Y7sDXNuHMfSquG960uhv2goiqIoiqIoitJz9EFDURRFURRFUZSeow8aiqIoiqIoiqL0HH3QUBRFURRFURSl52zKDN6ou2LFq2YepwCvFfJoMPWypoEwT1nk+vrQjFKvtihGg0ydzFNB2zRTFVODEGfIfBRS4hTXxWetFD16eWlOAmU+m+UK2Iw2tWpIxtlUFt9QKqMBbHERjdsiIjUy8pQG8DybZOI7dhrNuIefOwfx6AAlHxKR0SlKsGNjmUN9xbV/R3EsZ5a2NmlaPu9JLrdi4uuj7lUcxmRv3ZLqZOi5OkUJr5IsJT3M4etxG428tVoXI2QO23VkTxniPTlMNnXs1Ak8gIX9zcuhyfHCRTOR1OBQ/8vGfgtNiJ0Omv4blMCvQ4ZlEZGgg+Y1N4N9ZXQCjZFnLuLYvXQWz7NdNxN9nXjhaYgHB8ls2b9uykuCrU8YKSJiiS3Waj+yaGcInzKNtTvmZgGc2InNd7zJQ0KmQp+S1nW6JFe0yCTNyT7Z4MyGv5iSgfJM3i1NGF8NNnWyATOxMLZdfL/nkGm0C+xZ54R8nEDR8LR3SThl8/xO7wlXE7hG1ylhX85Li7e6YYBLV4JXpkwXs3u9jmObkxamKBFnljbAMF7v8lVla7kC8ejIdojbZBYv57Ge3jDNy3SZAjHndl5js5T01qO5nDtxQP11aBjvb0REUjGu2w5t8pKm+5skwXrmcnjMLNdJRISuR4sMvxvjIOiSWPUakyTOWtLihHYN4cSe7GMXMTdoMMzh7ssn3eS5i98vIuLQfObRwOeNJowNN3heoc87ljk3cf9jDztv2pEtliGe3E73Gl024Gj5dP/Lm9tQ21q0kQPPj/x+EXM+4LbZeF8VhqFcPHfGOEY39BcNRVEURVEURVF6jj5oKIqiKIqiKIrSc/RBQ1EURVEURVGUnrMpj8b0OZHcqgyxU0E9YnEY9WKZbJekcyR7HBjA4uuUxKRSwXhpIUWxWUcnRo0ZJ5Iy9HiUSIWfvFjv7Lhmk7Uo0WBC+Vy8mJIiNTGxT9TC84w4wZ+IVOr4HpLrySL5W04fx8apLKBO32+Y+s6xvjGID+6YhHhjEUEUy5On8TyuNc36cZFotd/FpMO0sHNdumR6AI69eBriDCWCSvWVIR4aQa/DxFAfxKynFxEZ7EPvDEnspd3CBDcjI+jpmJzA5EAXZ2YgPnr0kFHmTh+T+7A/pVbDtmg20T9RXUavSTePRuRTAqw0aqBfeH4IYr+DXoSRkVGIJ2+92ShjZBjfMzSM/TGzocx2Z2v9QZeJ43hN29rpcJI5jH3frCO3Cycv40R2rHtmDW2GNPMiIjbpliPydVxJq2vZpJNmL0CXfp+6QgK7dhvbIqQ6sa6az1PErDf38yYlaWN9N3sWuEwRkdDHY7JnI5NZaW+ri79jK/AkEW+1HWz2/lHiTb5uIl38OHTtU+xpDFkHTut8lzbsK+JcTEuoZFLo+4hpMcsV8PWAxkyb1ksR06uUo0xuHiX0azTxGJkizsMt30zK1qJ6eAm2lUPjxnawv9FtgjRbZh+qVHB94PZPpdbvgdgjthUE7UiS6LJHjeYm9rd26Rvc3/h+yqK5i5NsctLObp5ZmzwUXhbjxMH7sTRX3IASgyZmu/N1CnzsKzyv8/ubPif8M+/P2iHW20jmSAkTEzoGJ+jb2Jcu43a5v93IxiSh4SZ8avqLhqIoiqIoiqIoPUcfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/ZlEcj8gYl8la0jkHqlfBaJyZta4j5AkREMn2oISsPo4ax30bd2kATNWWVRdTUV+ZNHW+rgacUhaRDS3jPeCyj3UItMevYnC77NtfaeIxWnXKKJKjXK9pFiGMbNfJBYF6WdB51gRkPNaflFJaxW8oQ33IbauoP3HqbUcbOvXshvus1qGM9P72u3e/4ociTp41jXEsSvyOXLTg2PSO7AV6XkmfqX5/40v0Qz1zCPmpRm951150Q33s39vnlZdMH8uyTj0LcIG360bOYz+Tk6dMQt0g7nFCygEwJc0uIiFSrmHeltoTn1aii7peV2y5pO/uKlE9FRCZ2oQ+kf3Ac4pEJ9FNM3H4LxAMl7H/dNP2GLp9yimwcu24XH9NWEAbhms6dPRmsu5UuWl5DA2v4IRBuE9bYJyyAF5GA6sFlsv7XIt2zQzksbK5jlw3yWbd8JT0wn8eVPBwi5p77V2obPk9D754x/S25NPZ9PtPL597Np7IVZDxXUt7K9eTzS8hvyNdRRKRUQi+C4c+ha8uegYQ8Gn2Ue0hEpED+iIR8k60O9T/KGRAHOH8V8+j56DKshBXtDfLaeAG2RauFr4c2+nvml81cVvUFXKfLZfSlLTSwrTKUZCRJsF2WFk2vSY3m/yy178Y47JJD51qTJNaGNYly5XB9LLN+afKUmTktMPZSeN24v7pi9vGIfG+UFsj0qNH8Z3MeIhoTnJdIxMy35ng43/ExeOzyeQWh6X+waezFPL9R7NC9Q3wFr95L/Q3qsOHcu7XDS37uqt+pKIqiKIqiKIpyleiDhqIoiqIoiqIoPeeqpFOXf05pttelAq02ygYsD3/q4W3wRETsJv6U4zbo5yEbf/pp0PZvjRa+v9k25TGtNv0sZlTjCtKpDv2URz8/OV22HWt1sMy2j8dIEoxdkoi1aSu9jtl0IrSVnZPgT3Ud+rnQp58xPXq9SddPRKTeQPlCi9qis6Gel8u70k9tveByGa32+s/dAV3HkNqj3cafxkVEIvp5krc+5i0rWYLSpu00eXtTEZGOz1uc0tbGxnaRWCZLTlg6Fcdm/4vl5bexu9I14pe5TiJXlqGwjIi3Hm13aNtp+6uTTl3e3nYr+t/GcvwN19f3X146Ffjmz98B/Y4fch+k98e0P7IpnTLrGtDYN362j7m/0JwZ8Xa2L388kStLpyLeZpza6mq2SuRSr9QnDWkBtV0YmI0X8PaZXIfVc78s+djq/hcE6+cUUd/gmsSBuZDQdGKMde5f3JdYnuUH5nzkW9x/sGY+dVqWTllUyQ6NI94SWkREaKtfm+bEDq2xXO/4Cq+LmG3B9eDXnYDGBJ1XN+kTX1N+z8b48r+3cg0ON0h6DElRQn2ly/a73L9YfsNbADO8TSxvf7vyJtrm9QrrIdeJpVNCW+h2m//4TzH3aXoDz02GdCrqsnbQ2ONjGHIs6m/JVyCd4nl64/W63Beupv9ZyVW86/z587Jt27YrHkz55uPcuXMyNTV1TcvQ/qe8FFvR/0S0Dyrd0f6nXG90DVauJ1fT/67qQSOOY5menpZisdj1aU755iNJEqnVajIxMXHNjZHa/xRmK/ufiPZBBdH+p1xvdA1Wrieb6X9X9aChKIqiKIqiKIqyGdQMriiKoiiKoihKz9EHDUVRFEVRFEVReo4+aCiKoiiKoiiK0nO+6R80kiSRH/3RH5WBgQGxLEuefvrp610lRfmqOX36tPZn5bqifVDZLG94wxvk/e9///WuhqJcE/7kT/5EyuXyy77nV3/1V+UVr3jFWvye97xH3vWud13Tel1rvukfND7zmc/In/zJn8gnP/lJuXjxotx8883Xu0rKNzC6kCrXG+2DiqJ8M3A1N/Zfa3zwgx+Uz33uc9e7Gj3lqhL2fSNz4sQJGR8fl3vuuafr677vSyqV2uJaKd+sJEkiURSJ637TD03lOqF9UPlGRddz5WudQqEghULhelejp3xT/6Lxnve8R37iJ35Czp49K5Zlyc6dO+UNb3iDvO9975P3v//9MjQ0JG95y1tEROT++++Xu+66S9LptIyPj8sv/MIvQCbaWq0mP/iDPyj5fF7Gx8fl93//9/WbQwV4z3veI/fff7/8wR/8gViWJZZlyZ/8yZ+IZVnyt3/7t3LnnXdKOp2WBx98sOvPpe9///vlDW94w1ocx7H89m//tuzdu1fS6bRs375dfvM3f7Nr2VEUyT//5/9cbrjhBjl79uw1PEvlaxntg8rXCo1GQ9797ndLoVCQ8fFx+b3f+z14vdPpyAc/+EGZnJyUfD4vr371q+W+++6D9zz44IPyute9TrLZrGzbtk1+8id/UhqNxtrrO3fulF//9V+Xd7/73VIqleRHf/RHt+LUlB7xmc98Ru69914pl8syODgob3/72+XEiRMiInLfffeJZVlSqVTW3v/000+LZVly+vRpue++++Sf/bN/JsvLy2tz3a/+6q+KiMjS0pK8+93vlv7+fsnlcvId3/EdcuzYsbXjXP4l5JOf/KQcOHBAcrmcfO/3fq80m0356Ec/Kjt37pT+/n75yZ/8ScjIfaXjXubjH/+47Nu3TzKZjLzlLW+Rc+fOrb3G0ikmjmP58Ic/LLt27ZJsNiu33Xab/K//9b++whbeGr6pHzT+4A/+QH7t135Npqam5OLFi/LlL39ZREQ++tGPSiqVkoceekj+8A//UC5cuCBve9vb5FWvepU888wz8p/+03+SP/7jP5bf+I3fWDvWBz7wAXnooYfkE5/4hHz2s5+VBx54QJ588snrdWrK1yB/8Ad/IHfffbf8yI/8iFy8eFEuXry4lm31F37hF+S3fuu35NChQ3Lrrbde1fF+8Rd/UX7rt35LPvShD8mLL74o/+2//TcZHR013tfpdOT7vu/75Omnn5YHHnhAtm/f3tPzUr5+0D6ofK3wsz/7s3L//ffLX//1X8vf//3fy3333Qdr5vve9z555JFH5C/+4i/k2Wefle/7vu+Tt771rWs3bidOnJC3vvWt8j3f8z3y7LPPyl/+5V/Kgw8+KO973/ugnN/93d+V2267TZ566in50Ic+tKXnqHx1NBoN+cAHPiCPP/64fO5znxPbtuW7vuu7JI7jK372nnvukX/7b/+tlEqltbnugx/8oIisfOHy+OOPyyc+8Ql55JFHJEkSedvb3iZBEKx9vtlsyr/7d/9O/uIv/kI+85nPyH333Sff9V3fJZ/+9Kfl05/+tPzpn/6p/Of//J/hJv9qj/ubv/mb8rGPfUweeughqVQq8k/+yT+56jb58Ic/LB/72MfkD//wD+WFF16Qn/7pn5Yf+qEfkvvvv/+qj7HlJN/k/P7v/36yY8eOtfj1r399cvvtt8N7/uW//JfJgQMHkjiO1/72H//jf0wKhUISRVFSrVYTz/OS//k//+fa65VKJcnlcslP/dRPXetTUL6OeP3rXw994gtf+EIiIsnHP/5xeN8P//APJ+985zvhbz/1Uz+VvP71r0+SJEmq1WqSTqeTP/qjP+pazqlTpxIRSR544IHkTW96U3LvvfcmlUqll6eifJ2ifVC53tRqtSSVSiX/43/8j7W/LSwsJNlsNvmpn/qp5MyZM4njOMmFCxfgc29605uSX/zFX0ySJEne+973Jj/6oz8Krz/wwAOJbdtJq9VKkiRJduzYkbzrXe+6xmejbBVzc3OJiCTPPffc2ry1tLS09vpTTz2ViEhy6tSpJEmS5CMf+UjS19cHxzh69GgiIslDDz209rf5+fkkm82u9cePfOQjiYgkx48fX3vPj/3YjyW5XC6p1Wprf3vLW96S/NiP/dimj/ulL31p7T2HDh1KRCR59NFHkyRJkl/5lV9JbrvttrXXN87D7XY7yeVyycMPPwzn9N73vjf5gR/4gatpwuuCinC7cOedd0J86NAhufvuu8WyrLW/vfa1r5V6vS7nz5+XpaUlCYJA7rrrrrXX+/r65MCBA1tWZ+Xrm1e+8pWbev+hQ4ek0+nIm970ppd93w/8wA/I1NSUfP7zn5dsNvvVVFH5Bkf7oLJVnDhxQnzfl1e/+tVrfxsYGFhbM5977jmJokj2798Pn+t0OjI4OCgiIs8884w8++yz8ud//udrrydJInEcy6lTp+TgwYMisvl+rXztcOzYMfnlX/5lefTRR2V+fn7tl4yzZ89KLpf7io556NAhcV0X+t7g4KAcOHBADh06tPa3XC4ne/bsWYtHR0dl586d4J8YHR2V2dnZTR3XdV151atetRbfcMMNUi6X5dChQ3AP2Y3jx49Ls9mUb/u2b4O/+74vt99++9U2wZajDxpdyOfz17sKyjcZ3Ods25YkSeBvG39+vdobtre97W3yZ3/2Z/LII4/IG9/4xq++oso3LNoHla8V6vW6OI4jTzzxhDiOA69dvtGr1+vyYz/2Y/KTP/mTxuc3SvN0Pf/65R3veIfs2LFD/uiP/kgmJiYkjmO5+eabxff9tX6wcY7aOD99tXieB7FlWV3/djUyrl5Rr9dFRORTn/qUTE5OwmvpdHrL6rFZvqk9GlfLwYMH1/R2l3nooYekWCzK1NSU7N69WzzPW/N4iIgsLy/L0aNHr0d1la9hUqkUmMdeiuHhYbl48SL8bWM+gn379kk2m73iNnj/9//9f8tv/dZvyXd+53d+bWs4lS1D+6ByvdmzZ494niePPvro2t+WlpbW1szbb79doiiS2dlZ2bt3L/w3NjYmIiJ33HGHvPjii8bre/fu1Z2lvgFYWFiQI0eOyC/90i/Jm970Jjl48KAsLS2tvT48PCwiAnMU5+zpNtcdPHhQwjCEvne5rBtvvPErru/VHjcMQ3n88cfX4iNHjkilUln7Be7luPHGGyWdTsvZs2eNPn/Za/e1iD5oXAX/4l/8Czl37pz8xE/8hBw+fFj++q//Wn7lV35FPvCBD4ht21IsFuWHf/iH5Wd/9mflC1/4grzwwgvy3ve+V2zbBrmVouzcuVMeffRROX36NPwUzLzxjW+Uxx9/XD72sY/JsWPH5Fd+5Vfk+eefX3s9k8nIz//8z8vP/dzPycc+9jE5ceKEfOlLX5I//uM/No71Ez/xE/Ibv/Eb8va3v10efPDBa3ZuytcH2geV602hUJD3vve98rM/+7Py+c9/Xp5//nl5z3veI7a9ckuyf/9++cEf/EF597vfLf/n//wfOXXqlDz22GPy4Q9/WD71qU+JiMjP//zPy8MPPyzve9/75Omnn5Zjx47JX//1XxtmcOXrk/7+fhkcHJT/8l/+ixw/flw+//nPywc+8IG11y/fXP/qr/6qHDt2TD71qU8ZO5ft3LlT6vW6fO5zn5P5+XlpNpuyb98+eec73yk/8iM/Ig8++KA888wz8kM/9EMyOTkp73znO7/i+l7tcT3Pk5/4iZ+QRx99VJ544gl5z3veI695zWuuKJsSESkWi/LBD35Qfvqnf1o++tGPyokTJ+TJJ5+Uf//v/7189KMf/Yrrfq3RB42rYHJyUj796U/LY489Jrfddpv8+I//uLz3ve+VX/qlX1p7z7/5N/9G7r77bnn7298ub37zm+W1r32tHDx4UDKZzHWsufK1xgc/+EFxHEduvPFGGR4efsltPt/ylrfIhz70Ifm5n/s5edWrXiW1Wk3e/e53w3s+9KEPyc/8zM/IL//yL8vBgwfl+7//+9f0osz73/9++Vf/6l/J2972Nnn44Yd7fl7K1w/aB5WvBX7nd35HXve618k73vEOefOb3yz33nsv+CM/8pGPyLvf/W75mZ/5GTlw4IC8613vki9/+ctrsqhbb71V7r//fjl69Ki87nWvk9tvv11++Zd/WSYmJq7XKSk9xLZt+Yu/+At54okn5Oabb5af/umflt/5nd9Ze93zPPnv//2/y+HDh+XWW2+Vf/2v/zXsBCqysvPUj//4j8v3f//3y/DwsPz2b/+2iKz0rTvvvFPe/va3y9133y1JksinP/1pQxq1Wa7muLlcTn7+539e/uk//afy2te+VgqFgvzlX/7lVZfx67/+6/KhD31IPvzhD8vBgwflrW99q3zqU5+SXbt2fVV1v5ZYCYtwlZ7QaDRkcnJSfu/3fk/e+973Xu/qKIqiKIqiKMqWombwHvHUU0/J4cOH5a677pLl5WX5tV/7NRGRr+qnOEVRFEVRFEX5ekUfNHrI7/7u78qRI0cklUrJnXfeKQ888IAMDQ1d72opiqIoiqIoypaj0ilFURRFURRFUXqOmsEVRVEURVEURek5+qChKIqiKIqiKErP0QcNRVEURVEURVF6jj5oKIqiKIqiKIrSc/RBQ1EURVEURVGUnnNV29vGcSzT09NSLBbFsqxrXSfl64AkSaRWq8nExITY9rV9XtX+pzBb2f9EtA8qiPY/5Xqja7ByPdlM/7uqB43p6WnZtm1bTyqnfGNx7tw5mZqauqZlaP9TXoqt6H8i2geV7mj/U643ugYr15Or6X9X9aBRLBZFROT3/ukPSDaVEhGRVtOH9zgOPtFYU2PGcZazGYhvKqUgPv/CsxD/7WMYL3dCKtN8suanbS+NZfYPDUJczGC990xhgr17X3MnxFEQGGUuVBsQu8UyxEdPnoX4vgcewwO4WIe0Zz4dllwP4pQbQexTvcKQ2iaJsQwnbZTRSvCaLrUxxYq9oYgwiuRzTzy91jeuJZfL+IO/fZtk8yvt8OgXZ+E9hfR+iHM5s16ehd09n8M2HSxhny3nJjEulSCeWThvlHF6/jms+wT2jYFxjL10C+JWYxniTAbr6Fhlo8w4wnERRXWIy6UJiNOpLB5T8P3VGvYDEZHFWQfiTqMP4mYnD3Ei2HcqSzMQt1pmGbU6nnsi2McrS+v1DDqR/NW/eXJL+p/Ieh8c27F77dsbO6Frk8U2mtxnzoH8ZeDZUxchjmPso4VSgWKczwopc64YHRuFeLmO13dxuQJx/wDOiUEF+2R9dhHichHrJCIyug37WCNsQ1xdxGPU602IHVqKgg5eexGRaq0KcbaMbRHQOAhoTowSPGYSm2WkXKxHNoNl+P5Kv42iSA4/cWjL+9/P//nDks6ttH9E9Y8oJRb2zhVS1AEtB9dgP8bX6wFeR4e7W7spTDGLa0uxgHGIl0nqAY4bm+oY0DwQJ13W/S5/6zWcciyRmN9Ar3OKsquo45Wymm1om06zLr//7nu2dA3+qZ/6MUmnV/rM8qVL8J5OE/uKm8qZB6Jvvnft3gXxzl0Yc5tOT1+A+MiTTxpFnDl9GmLq0mJ5OMbTWVwP+wrYnkVa90slXPtERMr9ZXpPP8TZAr5eLOAxM3msQyZntl06g39zaB2PqX9R75Tkan70iqgPx3gUa8ME0GjU5R1veeNV9b+retC4fPOeTaXWHjSE7rcdulm20uaNbIcm7XwWJ7lsCqdGz8EJyHXwpPnhZmNd1z+Dx/BoIUnRTX0mjXUo5LDOIU2KIiKtAGdOjx6oMtQWXAd+0PBc87xSNDhSLk9a9FDAkxo9aKQc89KH9B7PpWN2mQS34mfUtf6X9yRXWLk+qQxNFhnsS5ms2f/4QSNLDxo5Gux5Guz5At5M59r4fhGRTBPLzeZxoOSKGHtp7DuWjXU0HzTM24c4wmsQRfRAVcS2SVN/dAVv+qMuq127ice0BY+ZuHhMXmTbHXx/3KWMToTnllAf9lpmn92qn/Evl2Pbttj2yhxgJ3SDxPOV162+GPNnxMLYobmCj+l65nyUSmFbezSv8jH49cTDPulSHTzX7INcpm/jXOJ6VAc6Jj9oJJF5XR3n5dsmtrBPxTSfGfeFXbqO43IZFMcYb3X/S+cKksmvLOzGgwbdFHR90KAbPX7QsOmuLPDpOvHS1EUykcnxHEhrKD1o8JrKDxrO1+mDRmzkQv7qHzS69betXIPT6dTa+pHmeSPA6+TSnCAiRn/J0D1hjm+wqQ35wT/lmb2c7xsj6qK2e6V7QjxmOsXrp3lemQz1eboHzNHDDJ9nNo9xtweNTBbvP7biQSOmOcW+invubqgZXFEURVEURVGUnnNVv2hcpjJ9Rtqr34a50ct/+30h6RifP9bCb3NvPbgb4tjHz4wOoYwp22LZkvn4z09XzQ4ec3lxCeK6hU/hnTbKBm6749UQB/TzoIjI/AIeczRDT5o+/eSfpqdGevYc6SJNuHn3XojnZvEnxFarBnGd5BJi01O6S18ricjEGP4kGKRGID7+4un118Ktf0Z10iv/iYjkh/D8nn3iYYi3jd1hfL5Iv1i0ffxmo1XD69IqY18KLZQJ9E+Yw2ffNvxbK4M/L9fiCsRxlb4tiUiCRH0liEypgutgfxko4bjJpegYDfyps9oYxzouYH8VETl79AzETpq+L/FwbJ6/gFKpYgHPs14zZSthyN8U8bcrG/59JYnBNSIJEklWf9rjb5RbEbbBzEWcF0RERobw+mbo10vbwj7q0TfonSXqg8PmN19ToyiFymexTzarKGOSDo6lgwdRMjh2zw0QF7r8WpgmeUwnxl/JOh3U8FYrOF/xr41z03NGGafO0K+yAyg/cDL0TaaFdciW+Jdm85vJYgavD3/bGa92vE7blxcee974/LUmcTxJnJW5nL/B5K8NWx1zjm/TL0UpGkiWTYoA+oXVivmY5jrAvzg02iS/srDdLVqb2Fhq/DrPX9WKiHU1vxZsgm7TC5+pQ21l0y8vAX3DH3Spt1HulU5j4/2NtfVrcHlwXDKr39YPD6JEc/vUDoj7B3AdEhHx6Rd5y6VfxukXjDbdjx0Y2wnxnhtuNco4efQoxMtLON9VSMZ59swpiM+dxZjFI6y8ERGJfJyXPfrVJJNBKZVLkv5MEeedbJd7wPLgMMYDKFftK2MZhT6cH4sUZwum5MlJkzyLf1Hf8GuR3cW68FLoLxqKoiiKoiiKovQcfdBQFEVRFEVRFKXn6IOGoiiKoiiKoig9Z1MejTOdlKRWd4ZptnArypRF3oXI3ALMJm3m/BnUrz8xjduFHp5FjXNCmtNubnfexSAISQvOux6Q3rjSQiHlY88dg3h80DyvDm8lSwrPNLWy57285vTAnj1GGTu3o/6xXEQt3czF03hI2paw0I86/Mgzd0zKpVGrPTGEOsFzznqZVmLqf681F+cWJbO6+9HELtQjOg7qDQcK6P9ZATX0F06dhPjUBdxqdHICdZeNBMvod00Nflg6DLFdWIC4E6C+s1bBdhxw8bqmyF9R6jO1m8Us6t87tK2nH5LnIsQOt3wJtZ9LJ81p4ejjT0Oc34b1ntyLfp5MHs+TtybttLv0H9Lvzi+gTt/f0Ke7bX+6FaRT7tquU7wzUkQ7dkho7gg10o+65fYi9rFWHdsl47z8biUHD6B3S0Rk3/6dEC/XyQ+R4W1YsN433oKf37UTtcB+B7doFhFJbKy3TafOu07FPunXG+in8Bvm1sCvaR+E2PJwrrdz5NFIBfQ6Hs/meVhEUtQHeQekyxryZr0t/+GXjY9fc4IwFmd1/CbU3/hsbL4Iq5/fSBxTG7E7gXeZIW9mKmX6dULaOr1JuzJmaadH28Vj8m5zQjvfsI5/BT573nWxy0fg7bRjT2waKvh+wyaPhLkrFcVX4Svrfm7dX0+irV+D9+7bL7n8ip/g2BG8N5pfxnkmVzTvldJZHF/tNt5z8O51sY8ejUYH58vhEbyvERG5e3InxBfOnoa4Sdt73/3aeyG+eAn9rykP+3O5i7fh+We/DPH9n/s0xNEs3mvY5O9JeKe1Lv4xbhuHdojz6HWXdpfkXTX7yGMjIlIcwHuJ/v4BiAcH1/1/rRZem5dDf9FQFEVRFEVRFKXn6IOGoiiKoiiKoig9Rx80FEVRFEVRFEXpOZvyaLQcS6LVvXMXbdTYWhHmqxjk7NciUqC07O0G+jwqNTxGtY360YTKjCJTp+3QZ1x+lgpQA9mg3B0F0kg+9syzEO/fa2qib9izHctMoRh45070XDRi1Cleuoha9Gqti/aN9nd/5bfg/tFPf/l+iFuUfrUWYJ0WGngtREQGWujrmHRQc9mur2sCA8OXcu05frwuqeyK7njnbvQV7DqA1+DksePG5xtN1IPmyedSI9/R80eeg7gwsQ/iwSLqykVEQsqIfP4kejQkwTL7U6h/T4Q0+ik8z4E+U1dZX0Zt5uFDeIz+POrdiyUcE8EgarkbF0x9/MylMsS7pvAzuQIeM4zxPH3S4rop8zuOpUXsb80G9seNSbO7DP0tIdfnrmWodmM8h2KEnoEs7ZUuIkKpHSTn4nvabfSyNOvzECc5LHN22izjKcq10qY5bnAE/TTjU3i9xycof1GZsvEaJYqwpDiTwv7BfoKgQXmWsniATpf+kXQoS21Ea0wa56TsCGrEwyzWocMXQ0QSzi5OWv21bONdMmJvCUmyptO/kp6/G5Z1Bb8DZVXm19mnEHTMtSol2K4p6uPdMpbDMYU9G8hVJcL+ij708nBfCLht+P1GKuYrJ9K4UpZlKHGLstJvpFwsSn7Vo7F7L66H589hrqXFRfTgioiUyLeRppxjKQfbNE/zQKuNfYt9ciJm5vm+PrzX8anPhhEecxt5ZLOZMsSFHMYiIkPbdkHcpL7x93/1lxA7Ib6ecnBUeLE5N8Ut/JtNeZva5PuIqX/M8bg6jh6blYpRHg3yeaU3+D7CTSzC+ouGoiiKoiiKoig9Rx80FEVRFEVRFEXpOfqgoSiKoiiKoihKz9EHDUVRFEVRFEVRes6mzOBpa0lS1spHxnPouCmTxWug30wIdypBs2c+i+aUNBnxchZWL8hjApIgRDOMiEi7gybDiJ6lspTwKpXGeo9twwQwE1PbIJ6vU2JCEZmporno1a++C+LFSzMQf/f3vBbiT3/y7yB+5OEvGWVsv/kOiN94650Qn7hAyecewgQyyz4mmamHpjHt4KuwjFaACemGhtZNfX5gmpWuNefPR3I5d04i2ObVwXMQ+zYau0VEIhf7S5mS0ew7gIauS7N4jAYlQXz2BTJ6i0hIGxaUh9AwJzQGvDQes38A61TIoTG3VjXNb/OXsM/HPo6bTAmvfdVHc9xzbUxu2BkYFMYeQaNfLoPnvlRZhPjiNJ5nSMk2g445juoNNEKHIRvj18d/7Gy9EVJEZPsNI+KlVto33cYxFNZw/rpwoWJ8/siz2G52gteqU0UjtxViP7fJEH3qcbOfn03hMcMEPzM0imbwJTKD52PcaGKkhInyxsbNzQJyaUpSSnO5Txtc1H28tn4V55P6adwgQ0SkSglc/Rr2oRYl5Bzaj3O3TWtSZsRMfmmV0fxokcHSWzVHetfJDB5IspZUz7qCGbnbCOEEhAEl03McPn88z0hwfuN8fiIiOUqESHnCJGxiH+9QJsWOmIkGoU5d/pYkvJ69/DF6gZmg7+Vf7w3WS/x7azjywnOSza5c0NIgziNZFzvD0sKs8fkWGZpHxibxDbR+BmSo98lEbcVmG9v0N8/D+bC/vwTxQw99AeIiJXG+8Sa8n+uQYVpEhPKPSmkY58jAxUGwtIRzWY6SVuYcc8uENG2wZLlYT24JbpqEc1gaY0ZE/Bq9Bw9Sa67HUZekli+F/qKhKIqiKIqiKErP0QcNRVEURVEURVF6jj5oKIqiKIqiKIrSczbl0fByrqRW9W67i6jP20Va476UmUhKls9DmCujxqyRQu1m7KHw7ZWvQA/BKCWeEhE5eRwTtZ07ewFim7RvSYg63wxpBO9+NZY5h1UUEZHH7r8P4iNHMHlc1KIP5VEjX6HkVfXAfP47fhG13Y2YkqyFlMirgsfsZFCPvG8H6vJFRMqjmDxubgHLfOMbb1r7d7PVkj/+1MeMY1xLoo4n1qr2tjKLWs+giZrHdN7UbvaPof8hSaM+eWQvtlE1xiRzddKXZgWPJyKysID9qZjCBEUTU2WIA0Ed63KMn28sYsK2jIPHW6kXxsUSjqswhW0z28Bx8+m/wvOKk2mjjD0p/IyTYP+bn0Z/hd/G9ndcFIi2A9NflZB+vEDJnayNIlObsjJtEW9++92Sza3MbY3TeO0e+Vv0VjmdhvH5ZpWTjpKHjJS2fTmcr/I0Jw520QuXc9RHXNKrBxjbF/DaPf3JhyA+8/SLEL/h2+8xyrz5hp1UTywjtYzXy5rH81g4ix6f9uGLRhmNGfRttCnx1nS1AvGZY+jbcgexXXLbzaSlN37bLRB7OfIFRiu65KBz9frkXpJY61prso+IQ5p91mSvfMZ+2fck1P9c0rfbVIbjmPNsEOG1btdR912fxms7tP9m/Dx9/8l2wriLLp/Pw4qpLegjV+NnMcrgmD0aV/JkfEWWDRbab4i7aeyvMUvL89LqrMx/zz/9KLzm0YUa27XD+LxP78kVMBFxLoce2eQKfaHZwr4lImLzdEcJSw8/8wTET9739xBfTkh4mfFhrNPoNtN/nKJxcsuNt0Hs/l//AuILlNxwuYLrfK2K86GISJ3mt0YD15dWC+fDgNZYHtuWZd5npshLkvJw/clt8DiHUSRyxqxnN/QXDUVRFEVRFEVReo4+aCiKoiiKoiiK0nP0QUNRFEVRFEVRlJ6zKY9Gw/ckWPVi9DmoYwvmUQd+roLeCBGRe2+7AeKWjxqzSdLfZXKoKXtNGcu8cRhzDIiINEm/OZ9GjW1zGesZUToIl/YR3nH2FMTZiqkNHxguQxw8/xTE7At55MVDEB+ZRk18O0RNoYjIhbPob5ldQL3yXbe/BuIdZdxD/t/9t49D7Lcwt4eIyBNfRp3gpUsnIL7jTevXz+2YdbzWpCxXvNXcKkGL8k+M4b7VFy5dMj5fbWOfTOyjEN92836I734L5RdIYT6KoImxiMjRo5TfYwmvU5b26I5SqFU/Xz0L8WARdZYT/SmjzOIA6Srp+4MG7T1+4jzqQ08+iLkY/BpedxERaxu+pzmLuv7xHegVyJapnjZeL9sxzyNHfgSfPDHexv32bdPjsRXceMuE5Isr7X28hWNgeQm9WIM5s3+EpJudr6HGdZzabW8Zj+FSHgPPMqfw/hL641JZnDc5t1Amg/0nn0fF+vIs1vHIJ3HfeRGR8gzl3qC96sM2+YB8yk/RojwcXXT4TdIxC60X0TK2f2Ue5/LcHK43QcXUd3duR++asxPbN1q9fNH1sWjI9Jnza9fTsbASHnlxrJS5F79FiS/SHvY3O6b+1cH3x7SXf6ZbPpsQjxEmWEZ6bCfES00cRw3Sjrs0VySW2Tdi8itY1MdtzntiJBngY5rnlbAHxnj95eGcLF2dIZQ3gnX1sbU+f0TG8a49xVKfZLMr88upJnoY52dwzW3F5hxdHEKvn0W+vGwG567BYfSNui726Q77X0Ukm8X+cuwo3m898uADENsR9tfKPM4z0+fR65UumnmmUjn0d5b70P/1uje8Ecuka9dq49zUbJpzU6OGa/AlWsdPn8J71WPkV2bvyRTliBMRGRwchfhyzpTLDGzI89VqteSLT73fOEY39BcNRVEURVEURVF6jj5oKIqiKIqiKIrSc/RBQ1EURVEURVGUnrMpj8aQk5b0qt9gUlAPWiqhlvjpJfQUiIgsdVBjtmMM9yf+3tldEHtV1K0NHsNjpk+Ye61HpAvcSTJGL8I/2C5qAiOLNICPPQlxXxf/RDxEGmje7Jn2zi85qOfr0H7IA7QPtIhILiHt/wzq8yYPor+gmMfzumvPJMSzy2ROEZGZOuodm03UZp88dmzt3y1/6zXy9UpD3NRK45SGULu6UMW+kCmY+tV6A/01AWmJD7+IGseLF9AvUSxim46OmhrHkZ2oD22ewWt7bg79D9ki9pXBYdS295fI22Cb48qlnDUpG/MFhD56meKA2iZG39LBW3CciojcsAv/VszhOOgfxvNoNnFM+D62S23B9NBEPh4jm6IcEdGGax58RZvSf9WUSp4USitzxPw85pnxbDzngmPmElqKKelJgtc3RQkBthfxmNk0Tg5+l6+KOj6WUSPvQiqLc3XiYZk5C+s9MoT9J+V28U+cQ8/XxVn0JoVkhrNt2oue8rK4aXP8shepU8U+mEtjvRfr5Cu6hPNZX9HcD79gkYeK8rX4q6ceJNcnj8sz52fESa+OiwTnL/YheF32yXfJF8Cad4/8D5QORdp0WUb6cL4SEdk5gH8by+BtRiGHfbrVxjFgUY6opSpex5aP7xcRiUK8Hg55T1IpvK7sfXDIe9Jpm+u8RW1nk7+g42Mf5zq5lJMgmzH7n02eKx5pG9Nlddo0l2wFbkrEXWnLcj/mkbp08jTEmS7+iep5XFMvkZfyiSfxfutGykeRy2Pf8jtmX2DryrNPPgbxMuWjCOk+II7Y74N0y5cS0P1QPcF1P0dLWdrDa5+l8+rrN3PEZchzlbIxrtI8/8Y37oF4dBT9F4WiOXbdDFY0jrEtMhs8NJzH4+XQXzQURVEURVEURek5+qChKIqiKIqiKErP0QcNRVEURVEURVF6zqY8GvsLOcmu6sTyC7jXsGOjlmv/1JTx+dol1O0K6ZEnSR+aS+HrDnkGrC57rbPzoMP7Z5NW0yO9nUv+Co/26w+KpoEioX3Aww4eMyKV36iNtXwj7XPvW2aOgWgC9XWZ06chbvJHyDNz0w17IR5vmh6N8QA1pfv34B7We4fWvSWNVktE/qdxjGuJFVtixSttabvYpvVWBeLRUVPj6Ah6F6an8dpWE9R4V5ewjdwM9t+FBvVnEekr4v7ZmQJqMUuDOC6yaRyCo/3j9Dr3N9MbEwQRxegdSDwcA9WlYawTSTXf8G3mPuFpmYV4fAx9Rimq59HncBwtUo6JdtXUFyekle0bwjKija/H1yeRQTaVkuzqHGJRfWtLFYjtLh4N18Lrl4R4bcIQzzkIUIebz9H85JjfFdVqqJ1NkRa8WMB6eSm8do0G7o8vEfbRAcpnJCLSprw6tDW9BB26/g2cy2s1fD2XN+fA/gK2zWwVx2eG9MVJjHvRt0lHfe6smUto1zkc0yM7cbxGcWf1/6+PR8PK9YmVWW1/Wrt4Nex0sTHxrB/xp8h7kqM1NoiwDfNNUyOfFHCNLQ9g/xkv0rpexus6v4z998Qs9o3jC6Y23HJ4nsTPWHRvkabcVp5N3qcu2n+yZBjaffZoBJQzhz00nL9GRMS2sB4J5QfZOFSD9tVr5HtFJ4zFWr1HStF4Y59LGJj3GAnlepmZxnXlxCnMWfHII1+CmHOSuY55Czs8UMY/BHgtXZoya1WcJwaLvLbhXGTxPaWIRJR/JvYpHw15hvrKeJ/AvpB22+x/R49gPpCH7vs8xKdPn4R4YgJ9ufNLdF/QJY+Lm8G5nX1FG/NAdTaRS01/0VAURVEURVEUpefog4aiKIqiKIqiKD1HHzQURVEURVEURek5m/JoLM2cltaqxq4Tor6r5dA++n2ocxMRyTZRs9g+hDkFIgd1bWEeq2c7qPlLc74KEbEE9cch+UAi0nYnpEFjWSvH7shuo8xiBZ/X2iTN9negHq8/RA10vo3nFVZM/W99lvaEn34I4ouPPwNx6SbMq7Ewg9pjP4d7YIuIhCSbby5gfoWqt17PZhcN4bWmUa+Ls+o3cBrY5kUP+0rQNPfwtkm3m02jxtCm/AHF/jLEkYPXpeWbHo3mJbyWuyZvgrgvi/4IzgcRLOO46c/TBtyeqXttslbXxXrGpGM9eRz7fP8oaqrvuNP0aGRlH9Yzwj7cbuA4CwPcH91voQ427WCZIiLZPP6NZdfWBh9YnFwfj4YE4cp/IuKRD8Gj723KfeiTEhHJxdjHzlGuoA75IWpt1vpiH3bTZjuyNnpqG/oM+gZx7M8voHY3oM+HtEoEvtkH06RBbrfIs0F76jcpB0Z1sQpxEnbJcTGM82hAnrJ6A9eXZoe8SyGOtfY89kkRkVNHUSM+dDf61NzVxBIuJ5jYIhLfl2Q110JC/gmLTASxsXqJGM4CNh4IjqvQon30OXdHF6/KzDIuJDG953QF+0KH8mZU6DouN/Hzzcg8ryr1BZvGIreVa/MxyE/R5TtYi+YcI51CgmMgjiknBtebPF4rx4z4D1iHDZcr6my9T6hvcFiyq0khLh1Dz4BLE3a7Sx4NSWGbeOS1ZM9inf2v5HuJXdPLVa2gfzii9bGvXIbYp77BfrN6Hde6br6QOuVdKVGOijjAvjM/g+tjo4Fz0ZGj2LYiIo9/+VGIT548gsegep46g/fXHt0jxYnp0bAdbE+Hrmm4ITdMxEa8l0F/0VAURVEURVEUpefog4aiKIqiKIqiKD1HHzQURVEURVEURek5+qChKIqiKIqiKErP2ZQZfLGxLOnVBFHnGmgGDsnwlbLGjM/n+ocgXiCD6BgZRLNtfA6KqmgE6vhm8jIZwjLy+zFRXZuM2PV5NCGmY0omRMagzpxpIJQ0mhQtSkDkUrKguIptl72JDOYp00ifm0WDXePCBYgrh49jGWfRbFQcQGPqYtk00y7MYNtcnD0P8a7UejK5Vsc0hF5r7JQlTmqlT7TaeO3rZ/C6dObNhHAjE3gd8lnsb8uU9K/o4rUfGEVj1NycacR1Ikoy1yGDXB0NcmkLE+TYThnixXky/+ZNA9ZCDevZIlOYuHjMcxcogdYUbjSQKeCYEBFxacOCVouSo3WwjKlJfH8fmdpnzpjJpvIFOiYltrQ2eNg77S5jfwuoLlYkDlbau0GbJfTncIxlUmb/8DtsZsTr2bSw3y51aNODEiUaM8y8IqU8GqnLfdiuxQIa/pYrWIeFKvYHR7BPDw+YJnemTeZI8XHs+T7OP/U6zol1ThooImlKnBXZeO7zNZwDlqgObTJktgMz4dT0BTSSmtdr5Tzi5Pok7IvCUGRtUwoyClN7xN2SWrK5mJKPWWQWD2ntKtrYVzJdvqqcpzmuTUknbdo8pUl9I+PQeVAfz9vmHOhT0tIoosS8bA4XSrDGZXbZbCIhY7zxFjLXslk8NtzjXbBefjuajWXyxjZbweTkdsmvJs48+uWH4bWFZZw3Wkvm+JrauR1im64tJzXk6Y0TGHYbhyEly8tnKREvzRO1BtYzS3V44sknIT5NG/OIiBT78B4wn8N1PWXhGDh69DDESxXcWOb06WNGGUsV3LQjoo0DeMMD3veBzdvd9lNJYu7DeMyN1yfukjD7pdBfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/RBw1FURRFURRFUXrOpjwalXZbUqsejZkmamgDSjw1NEqJyUQk2TYCcboftb7pKurt3GlKMkfaz7qYIrOogPpkbwdqAl2L9HtlPGZw9CzG5ANp26Y2vPgtN0LcpIQxcgT1eBLS891FfH8nrhhleGOYOGrs9a+BOJ1FL8DiUUzWUm7i6307TP34WUoik3VQg+dtSMoVbEKf1yssicRa1QwmlMhsuITeHKfVRbtZQ51kTMmB/DZqN+fnsU8nHmmFPdRhiogMj+B1GhnEeg2XcQxIgNfFo4Q5gYPjrNowkwSev3QK4pnzeB0XMZSwcyvExTIec2b+RaOMPgt1/rkU9vmRCUwQOTGJY9sKUSdbO2gmZPPJPxVZlOSts+5faDU6IvJp4xjXmjgIJV6dE4Ia1m+ggOe8XDG9LnMt1PcOcTLPPPbRmfMzEJfa4xCnXXy/iMjgQBniQg7b3qXkqqUSvj59Fv0SjcaVtf911uVTwsyYLF1L5FOr1PANcWJ6wNwZnCdTRRx/dfIJLocYd0hD34lNf0ubkseFNM9Fq8kMo2DrPWoiIrZtib3qxeAEfSxoN14XU3NtHoND8kkmGKftLn3BxbFdJW9MPouFuCmsU5oSiy23cM3Nd0mWWKBEcKeX8Po06Tw88mTweVrdvoJljwU3Ly+J9Dofkq+FiEgSX30StK4i+2tMzslIzlmZL8a37YTXAvI8hh3zXqlDfpwKzQMBjVGP/BVWhOccsRdMREKbkjCT99dN4+suJfbsUB9//hj6JRaeeNooM5dFH1vKpWSNdF4tSmYYs9+iy7V1HJ7raRxQEkrDX8GJBh1zfuA+bvbRDZ/ZhEdIf9FQFEVRFEVRFKXn6IOGoiiKoiiKoig9Rx80FEVRFEVRFEXpOZvyaExOTkhmVT9pn8I8DllKWxD5pv4wTXsJLzVQw/zwOczbMEGa+RsEC+mWR6NF+SX8J1Fv3uK9xycnIW7vx/wfzRC16bfuQW26iEjDRn1ea/o0xKllyjlSQh2+f5Z8IZfMHAPeyCzWaxS1/t5AH8T9b7oD4sq5ixCXh0yd6x2FHRB/9kHME5Aur/tuojae05YQtOXys3GKtOkFylngRWbX5v21rTSeQy6Dx1iYxf4V0Skf3L3NKGNycBfErovXut2gPAiCemaLdJN1GkdHTmFfERG5WMG/2bSnfFzBMgcSHEf7+/H7hrBpXlvfRa2sE6BenvfjT2XxGKND+yAeKqF3SkSk2sD+1qE8B3l3cO3fDfIEbBWu2OKu9kHPIo9PC+tbrZm5IFoJ9ql7v+0eiG+6ET0YD/45+lDmL+C1G+8rGWX0FXE+8n28Fh3yLsQR5SfiHDmki15YXDTKlBjPnbXmjToeo0JzYmTh2LO7eE9mFnC9GC/TuedwLNViyq0TUz+3zDnQyVEeHMMGkcD/bz2WXNZJd9Nxb6SbB+CK72FPCnk42tQXwjr5EUUksXAt8tLYpqO0/mUdvC47KBfWrhFcg/NdkneQ7UgeOI7epvuOYT0XfcqXxfcFXfwtYcj6dXzd+Iyhd++iiSeuZH3sUq0tpV1vibPqYZicwPWvUB6AuHXJzGW1uIQetUYT542Q5ibh3DA0V8WR6cX06VouVXHeSKVwbuH8M5wjrN6h+bNL/p0wxPnO4bwtPI/Qesn5RLr54Lhv2FeYg6LoSh6Kzc8PG6t5VXlhVtFfNBRFURRFURRF6Tn6oKEoiqIoiqIoSs/RBw1FURRFURRFUXrOpjwao+Mjkl3Vt9UuoOYx188iNDNPg0dauIvzCxD/12degPjAIGo7fzKD+6bnujwmJQ3URS8+hx6NxWHUj57soB+C9X0T+zEvwvZ+/LyIiH8RExUUyA9h8SbyNWyHtE37jrdM/Xl08iTEyTRqUJeK2N75A1MQT+zaA3GbcmaIiAznsH1vv3kvxNt2rR+z3jT1l9eaUiknbmrlomfy2GaJSzkuyth3RETCiPWgeO3ry9juTp32d6f94aVl6silhfpiy8V8MlGI9Up7GAekQV1G24Ik1YNGkdkAtbHZBOuVdtCHNFN5HOKdLvp9pjI3G2UElD+mRXl0ln3s8/EianGtGHWy5byZYyK2sQ/Xqqh7TeXXc04Ena3fQ15EJJ1kJZ2s9IOxYRxTT0Q4ppbEHMcTN2Fb3/MG9HzdcBDnm8EcTtGf+e+fg7haMX0gzQaO48V5bGufNMaJixNprcM+Ibz2/S1To5wWvFYRaa0rlHPEJ727l0IPUDsw/XdLbbzmHvmXWg555YTndvx8MzTbzqF5NJfHekWruuQovD79L4iCNZ06L382JX+4Go+GIfpnXwEVwtY3T8w2fGUZ2/C2O18J8UgJDxJTISkbvTPbhnE+s7vkmghD/Ix7YBTiags/83cnKhAnlMeA8zWIiLjk6Uls1uFzW9IxyE8QdTkPI9cG6+g3iv2vg02o026Ju+qpcSkvQ38JcwKF7S73CFTnZgvfk3KxjVvkBY1pXnC75ILgy2BTfol2G+ciHjd8AN+/cs4cHmtGXgyuFHkwriZ7ilEGNaZN99fdfEabLcOYD176pZdFf9FQFEVRFEVRFKXn6IOGoiiKoiiKoig9Rx80FEVRFEVRFEXpOZvyaCxHFfFXRZpughpsz6U95R1TwFUJUY+32ML3hAkeo+qhJv6Ch/tpl5Mueyjb+LckQT3xcoz6vPOzqOMt2ajJXSJZ/icufMIo8wDl4tgzgMcYTGNujsZpzPURtbAOSZe9oZeW5ug92HY+5YAIltFD4z97DOJcF4FnJ4Na2B033oTHnD6z9u/wOuTRsDuJOJc10ha2UUD5CZpd9IPNOrazl8I3lSzsX2nSCqdC3Lc/72DeERERp4O6/biFWuGsV8YPRPisb0Wo1hwvYhlj5dcYZbYizBfQWMRxdmr2DMT9Lnqh+hI87+0jeA4iIodmTkBsW6jH9Sxsf7+D59EmjXSr8KhRRpQir1Ibx1Gtsu4DaTVMn8BW0KwFYseruYTS2B86NFdM7DDzrLz1+/H67T2Anp5UFvvkTfeihyOkGfvBP/obo4ynT6Cfy+rghwx/QQr7+SJ5MAb68Tq4WcyDICLSqmIfrC2jdr9BMmeH9N2dEN+w3GV+adJ4PHQB58Sz83iMGunsed/3jpga5tIQevAKeRwbi6tzSCTXx6ORRLEkq+fFuu/EvrJomjXYCWnFLWqThM7T4Xw6xZ1GGRaZJzsNvFdYdNFDVMzhMY/Noafoy4crEDcWpo0yc2OYv8imBChBE+engo3n1Y7pvC3z1sjQ0dOaE3HuA9bUh5QDokuuBPYccA9NNt4jXSGPyrWg1aqIZa2MszOn8Z4im8F5oVwqGp/vkMfCruDrw4PoN2R/RKtJXq8uXi6fPGUu+T4cytsSBHgvwTkxrnRdRUwvjXFpOecFj10jX4U5Nxlj1d68B+NKGPOD+YaXfO/Lob9oKIqiKIqiKIrSc/RBQ1EURVEURVGUnqMPGoqiKIqiKIqi9JxNeTRSSSypVV2gG6MObshGfb/vmD4DN0C9XZP2RZ8cxpwDU7tQ43yhTvsyd9GIpchnYJGo2Y9Rfzw+iBppl6pdncN8FcmiuTf+9AJq/5dzqFXc3iFd4jx6NKSFhdqh+fzXopwPzQjbMiFvSa5FOUsunMfXu2gAG7T3fbmD8dCt+9f+HXeuvLd0r0nmE4ndlWseZ7Hv+DZqulNddOQpbxBi28djJKQTj6nvjEy8AmIvOmCUMTeNQn32LoVZ2kvdx/7YamEdMlm8rnaXEdtXHoc4VSLN/TCeZ4p059U2Juu41HreKKMwhn0yE6FHo9PGHAZOhPkgElIbzyw+ZZSR9lDTOzBwK8R2sF5GM7upqatnTC/OSq694od6+LmH4bXhPajv/8c/+t3G53ffyHlWcE7rcF4fH/XCN9+JeVTOPIneGRGRf/jLz0Oc8lETH5B/JiavW18Gr9W2cfSgGXpjEalTP+acF5UOesh4hvM8PGbNMz04Xhn77bnzmIdppoafGdqOOUumz6OnIwxwnIiI2BbOG9Ul9J60w5Uy2u2tn/9ERByxxFkdS8a++qTh7qahNjTYV9KG8+sxrq/nmmYuocPLuN69uHAO4r4BHOcx+Q0ryzgmgvOYC8tdOm2U+a4fRI/G3AX0cezpwzFgZ7AOD5/BObCLxVT6UjjnFNPYf9Ip7DuWg693fM5FZOaZWG7j2JzrvPQ8Fye91+hfiSeefFDS6ZWxfOHsKXjNc7HRGvWK8Xk3g+tjoYDrxtQ4rmXLi3iMJfIwZrNmvralCn6G0p1ISN6tFnlkHaF7h80kjFjFuL3iP1zBo9GNzdaCx/KVxv7VkKhHQ1EURVEURVGUrxX0QUNRFEVRFEVRlJ6jDxqKoiiKoiiKovScTQmds+2cZFfzaEyHqEceIY18f6tiFjZ7EeKwhrrIgzeiznL7gX0QLz5zBOJxy9TYCml9vQSfpbKUS8El5VsuhxrCoydOQzzUMJ/Ndu/EvZ/Pp1CLeek4nne2tgixFZIONjLPq02eF5+Eh34DX1+k3Aq5HO75X/NNDXSjg/VYvHAJYnf7ej6Qpm/uX32tOTDxCkmnVjTBUQ61mZGHWuHxMmrhRUQyfdgGFu2dPjd3FuJFalMnsxfidrtslNEKcBxksriHvO/j660Gen4aDeyfEWlSoy45VkpF1BtnC5R/Zg77W9tBrfvFBmrXCwum9tLpx2MG1dMQ52zUtfZnd0LsprCtw47pocmn0UMzNYbj35N1r0C9ZnqltoLRXROSX23fsIA6/Ve88jaI996G+XNERKIE80sEEfYHP6JxRfvqpwo4ZW+/BdtIRKT+V1+A2A3welYpB0nKxbnkFTfshnjnLoyXG3gOIiKNWdSbz1DegktNysfgYL92XJyvCmPmHPjat92Dx/ybxyCeDlCX/84ffDPEX/z8IxB/6X7MLyMicoF8HEFnO8TW6ppjxdfnOzonWc8lFNPalaLcJGGXPAudkPNM8VinmNZPi7JJdGLTJ7BA/pwU9eFim+Y4mtIKbcwB1U4wr0bQ5bzCJVxjZ87hvUJIPqS7v/WtEA+RF26kYHpPtg3SPEv3Gpk0zmku+fM4H0PYMdfgUzMViP/rg6chvrjBw8F5ObaCU8cOieetnNfiPF6n3bsx51Oa2lREpO3TfQyth5778v3NId9BrYvPJaF8O2nyhYQNnGsSWmP9GOsYG8vhlb0x/BH2S1wp3gq+Eo+GDfed6tFQFEVRFEVRFOU6og8aiqIoiqIoiqL0HH3QUBRFURRFURSl5+iDhqIoiqIoiqIoPWdTZvDlRiD+qgHqvmU0zITo45TXxmZCo+wsJr/LBGjovP3ON0I8sQ3Nt3/z2HNYnw4aiUREIhcNUgEZxrOU5KZ9HuvkDKCxe3c/morbEZp7RUTcPJrAbr33LogXyfO1+MQsxB1yG8WumYSmRfXO56nBs5iQqJXC844HMcFaW0yz5QyZhpcraPZaOnxsvc4hGqi2gptvvley2RVjl92Hxjy7gOdfzqDhWUTESWO7OoKGvxeOPA7xwlk0w5+awf7quWb/yxawXVMBGc8C7CsNSk4VJmTUTWEdm3U8nojIydOYtK2QwTKiGId5nRJnztUw8dmeYKdRxuIFHFdnTx+C2PPxvMsFbLuJnbh5xHKIfU1EJKaEbAMemdTT69c8TEwT4FbQN9ovhdJKPf8/P/0eeC2Vxe9tAtu8VjaZG22agrNZ7NdJgu8PKeHoxA7TcL7/IBrEzz+H7ZhEeAzHQ7Ok76KJ8+kTaJqerZhz4MwcGsTnlrGPVWketh28foUM9q9Xf+vrjDLu+o5XQ/zIM5gwrHkcE8PlyzgO3vHd3wLx0Rf+yijj6ccxWeUb3oFtObZzZR61InMzg60g5bnirJpxLRv7Rh8lL2uGplmzVcU+yd80XskfmnLwE5yIU0TEJbP29hLW68bRMsSLSxWIl2mjhyDG85ytmpsR3Hf//RDf/Mq7IU6ncZz1F3Cu2TaKyYKHu5jBy7QBiW3heeZo3rWprXzaQKVSNze0OHIONzSIaHMRK3Y2/Ns0xV9rFqanxV1NRBhHdO1pncnmysbnZ+cwcXAhiwn7anXcIMijTUTabdpMpUvezCxtfLO8jMdMyESfo3unaosSmtI4srsatyk5Hhmlzfx9mzd/X8m8bZMJvhcJ+l7OtG51Sdz6knXbdMmKoiiKoiiKoihXQB80FEVRFEVRFEXpOfqgoSiKoiiKoihKz9mURyOoXRTHXdGBHV9ADXaLtOflKTNh2m0eauOKLvo8dm3bBnGpgH6JToSCvE7TFOilPNTXtRN8T4oSi6UogUxrEbXjNiXdiR1Tl3ZpAX0eS4dehDiXQe1cLUO6xCzqRTsF1GmLmIncckPYNouU+KZGHgo7QE30xRlT52pnSKtIWv58dV2b7Udb79HYffMdks+vtF3ioY6cvTmug+0lIuJE+Bkri9el+Tye04Vz6F1YbGNcLOB1FBEJZ0j/mcb3jAyMQDxYQu9CvYn15oRGQdvs8/UKJrRqU8Ihm/xS9TZq2ev0/mpsegssmxJhWqMQv3gcfSJ9Q3iMJRf7tJc3k03Vyc+ysIR9dNfoK9f+3aybya62goZfF6uz0k/yA9ifYsFzYn+FiIhFuu2wgzrrJDFU8xD5pNkuj5pzxTu+5zsg/ouZT0DcrLC2G8fBgo39ZWiE+mhoejQ6AR7DzeOclqWEoyPD2H9effeNEL/mzXcaZVhlbJuJXTgHxjHq6o8fRw/HO/4ReucOHBg3ynjiSUz0dv40JoLbsXdCRETCTa2cvSOXy4q76j9zaC1aJC160zfXqiiiv1HiV0M7Tn4Lm/wSUWwmEL1jqgzxt+yj69TBzyxTW0Yh9r9mDftbgeZMEZHb7nwlxK98zb34GfJX+B0sw2bJfNJFQ09/SpHnLwhw/J8/jX6ELz7+DMSPXzTn2UMVbN9lH9dk212vRGJU+tpTa3XEWZ3DcrQGVysViN0uCfty9DePrn2njfN6IYfn327jfUzSMdeRgO75EupPbFWI6A9hxPMj+xTM7+c363/4SvwSVzqGQ2M5ptc5+e9XQrzBFxSbmQxfEv1FQ1EURVEURVGUnqMPGoqiKIqiKIqi9Bx90FAURVEURVEUpedsSmn6xm15KazmZ5hbRO35l0/hntCfPW3qeLO7UW+XK6DGseigrjeooR45slBj1uiSRyPj4ClFpIkW0tfFpGtbbKAuPGmjnjTVMMsMKqQBPHEW4hw9z/m0z/NzIeoST89jng0RkQzJBlMxahW9DJ63FdD+0xX0njQSU9vt0t7hkYfH2NFfXj/edcijkS31SW7VFxHG2Ka8pbd4pnY4TrCPZijnRdDAfAOXjqHXJqFcHcNjNxllHD+C+6C3LMxRYDXwWruTvN82xhfPnoa40UQ/hohIs4l91iEtppWQXyVTgTDx8Lqfm0EPh4hIfx+e+7btUxB3OnieLR/r5HcwLg6Y+9S3ya/gV3EOScu6D6TdMLW5W0EU+hKGq/vIG3YKbHc3MHPVhLy3OU3BSYJxEOJ8k9jYRqFnelW23boT4uwY7St/6ALElovXYturd0H8nf/42yG+eAl9CyIis7MViGt0fUILx+PkOHr4tm9H75Lvmtd3qYUeqakdqP13beyjJ4/ieea/D9vulXdgniYRkaeePAZxq4FzexTE8P9bTa1WE8ePutbB5738bfN7xNQVVnze/5+P4NDe+XtH88L84OtxXlymNXNpuQJxP+W4uFDHcX/rzejfefW9mG9LRKR/APNEZalPpxPsT/0l9ApkqGFStrl+LMzj+vDCYfTzPPDIlyB+6IGHIF5yyxAP3PN2o4xmiPWO6Z5HNnhi4njr1+CWH6x5NBzBNlqcx7VveNTM8TM5geM8k0bP7OIC5u6an8MxH0fkgbTNeSJF+SRGJrAeM/PYv5YoL8uVPRpX9sa8XP4JkWvj0Ygor4p9Bf9VN88Gf4bBPBpXVc2V4179WxVFURRFURRFUa4OfdBQFEVRFEVRFKXn6IOGoiiKoiiKoig9Z1Mejb3jrpTSK/q3f57bDq9tS6Me9vNHzDwNnzuNerpX7JiAuH4C9z2v0HOQQxq0io+aexGR4Rx6D6KEdPgx1mGO9gmfz6H3pE25PoqW2WT5PiwzptwcsoC6+nQada3naW/oBd7rXETGSEefy2M9i3k8ZtJCXey8j2W4jtl2ziL+7eYE9ZOF2nrbOdfBo2E7K/+JiCQRtnFAOT/CyPTSxCnUs8c17AtWHfWgYR1zxfQPo3a9M4evi4g0ZtHfEMYoZAzq2BcW6BhOGvtrq1Wj2PRo1JpYb8emPupgW0ztwtdHxlHDT1vOi4ipB20EmDtm106cD9xoEuKm/wLEtot7zIuI+BH6PPIF9IFsHLrx9bFoiLX6PxGRkPbNd128dnEXGX+ziX2QPRki+KEoxDK8DM4DfpevirJlrEdhogzxTAP7VF8fXv+RPah379uJc01mYodR5l4L/xa0OHcLjT0av7bNviKz8dIOdsyh4UGIi6S7T3nkCSxi/oXb7tpnlNH/V/djPamfZVf9BLF/fRJp+FG05sFKqI1cl3Thjimi5tQuIa2xKdaS0zw/WsA14bvu2m2UMVXG9zRJAz9axvWyn+a8ofzdEB88cBDiUh96c0REfB/7V9qhPFLk0VicRZ/RmdOYB+ixx580yvjyk5gH4/iJkxDXaG6PKD9N/6vfBXErMvNMWJTzwWOP6cY8O0bOnWtP2K6u5e+I+XvqiDwBielzcV3ss2Pj6J8YGcL8On974tMQT4zjPWPWtPpJk3JNNQLsCyHlf+DzsCln1NXYKa7kyWDimPMnkVez6+fZ3/fyx7yS36Lb6/w3rtdX6i3RXzQURVEURVEURek5+qChKIqiKIqiKErP0QcNRVEURVEURVF6zqaEph2/KR1rRXc4kEEN2d37cV/0+YapsX3iAu5ffOjSEsT7yKvg097WCW1cX2ube8gnHdSHcn6JhPR5QnE2jbrJWoL69up21BCKiAzedAPEDp36c3+Hut9tVO+p/mH8QAc1hiIiGdI2LgfYVo0F9FeMkddkYgj1zCnW8YuIt4jXZ0cNtbXbyuW1fzfDTWyi3CPaflucVW2034roNWyPKMFYRCQMMZdIKNjOzWXUrttpPEc3j21WmTf9EvMX0XvgU/8JI7xOhfI4vt4mnT/5kJot3MtdRKQdYd4VK4XCVdfDPj40hWXu3Y/ek5kF03uSQhm/WDa+x29g247134IfsFFbmxTMtjtyGOeD8WEca/n0ep6dlmOOka2g5Sdi+yvt6ZB+OuVi/wgNFa1Ik8Z2q019ztDN4jHyDo7ryOqms8U+Vx5Hz0XoYP+wPfQ+DFBOgoD8FL6YBhmbcgFZ/B7yYPjkqbIS8gZ0abuUQ56xEs5p/UN4XuOT2OciyrMxuN0sY/sePGZCCXrcVe20s5lN5HuIJcmGXDt4XayEc0GYc3xfDtuwQzkCwhCP6ZC+faqA/e0A9S0RkRZp5K0I+0Y+g9dhxy7099i70d+VTmH/jHxzbq/No2fsiePHIX7hBfSIPfUM+i1OnCS/Rc2cnyJqm5jyEDjUnTKDOH8Vh/G8krBLrqcY/5YI5+JZvw/olgfhWrNtMCvu6rw3OIB5z8r9eL4e5QsTEWlH2DfmKGfYjsk9WN4kev+Gh8oQh5E5F02/cAji+QrOsT7dn1lGvgmeFzbvS7iSl8H0YLDHo+unKPrq8n1082g4DvY3ng++UvQXDUVRFEVRFEVReo4+aCiKoiiKoiiK0nP0QUNRFEVRFEVRlJ6zKY+G5bhirWq4LNLkjpfR23DPLtyzXESk6qN2+HSF9Oe07/fItm0QOynUBLZDUwfXrqEezyWNacrDvfq5luEl1MCXSJ/cqZr5JxYD1MqV+1G3WiYdtdfGY0xSDoxUl+c/K486VYv2iLfrqH0cdbGtyFIjdsfUdzap7foo18ae7evXuM65QraAKLYkWs1LwVabTAr3Zg86DePzfgX3Tl8MKhDnBssQv/7bXwfxdBM9BOcWMXeMiMjwHrxOMV37KMA29QV9MPkS6spnz2Gd277p0dj3CtpXPouNs7CMeTbKIzgGxEJte6tuajsHhrG/hQm2xdAojqThYd6bHD1clRb2TxGR4TJ+Ju3ge2an17XZ7eb18Wi0QxFnVRZs077lAXl+gsD0kLH+N5VGzXxEeQti6uht8ni0WXAsIgHN6sU+9HU4KdThehnsD2kPr1WniWWEtnlecQf7tRuT14imm4S9AQHOJ82WOc92bGyrxUUc4y3yM+XyeF7z5EELA3MOzFOujUYD39Nsrlz8Vuv6JHJJO544lz02JN/fPzEC8Z5x8v6JyI4BXKcrdWzDZYpTIa7ZxQDHvd8227DTodxTRRzHuTTGFnXhfB7ruLSEOv4vfOEBo8yHH34U4kOHMS/G/ALVm+5fIk560yWXFWv1HQcHGt+feIPoL7DodTs25zCLjsm5UpINuSmSZOv74K7JQUl5Kx0vV8R5xcuXIT4zPW98foG8L80GeTa2k9dvEv2Ec3PoxTl5GvNWiYhcmKE10sKBknBMc+yVvA1fCezZsO0reNK6JGEybR34h5iS5CRGnhXu013O80qnbr3Ev6+A/qKhKIqiKIqiKErP0QcNRVEURVEURVF6jj5oKIqiKIqiKIrSc/RBQ1EURVEURVGUnrMpM3iSWJKsJlZKyN2XitFcdeOAeei5cTQPNTr4mbCFxrOhQTSzZQpo1KuwI1hEAh8NUiHFHQfLsMkYVKJHL7SlifjVZTFo4zGTGTSvTZFrxnPILNfCY444ZNYVkSUyzqeLaDiPA6x42KxAXCWzZhcvuMRkoB6/Ec2Fu7avX49qe+uNaH4Qi7dqfrWo61qUzFGiLgkJM2jUzpTRQF5oYFw7iUazV96E/XHPTZxMSURsTFrkt7BeX/4iHnN+Ho3Y2SLWodlCs3jfAL5fROTWV2HCq1OzR/ANRex/E9vHIO7vR8NdIY+GdBGRVogJ+mpNHLtxgvU6P/88xANlNhibm0X0ZSlRHCVl7GxIdNnpXB8zbtMPRVY3Qggp6ZzrUULRWsX4fJGMrsODlCCOkiuyiZCTobWaZvKyiDKGRpQEzE5hf6jU0aB55hQaZ/vHsU86WeyTIiIJJc6KAxwbNUrG2vax//B5BoF5fUNqm7O0UcIyGU1tuh7VOtbbTtBcLiLSamMZx47jhg/L1ZV6NetbvxmGiMhrb9oj6dVkrOUc1nXPMCZIy3dJ6NbnYr0DF69TK4/jOGzgmtBp0jzbJemX0IYHuRRthmLj6/X5aYyn8Tp+7tGnIP6z//Upo8j5WTQAs5c2pu9UY1r3bTJWJ0YyNBGLElumyNSe4kSpI5igT1y6m+AdEkQkFkp8yQ5gMPxufR/MlfKSXt1Mwk6X4bVmRG3smH3DtXDMZdM0TzTwXqhBm6ecPH0K4sVFM7FiaNwXcqI7MmIbyfXsl329WzK+KxrIaUxQflJxyRwed0kSmFCnjo0EfVhvTrQa0cYCdpcq23RfZdYj2fCvq09kqL9oKIqiKIqiKIrSc/RBQ1EURVEURVGUnqMPGoqiKIqiKIqi9JxNeTRiy15LQBZxtqAQNY59rikAu30b6rQXapicxb+EmtuA9KEpSsDUtsznpICSlNgx1iuiJE1WRImj6Ji+x+dh6iItSrIVOaT9JTFcFOIxEvJ4ZCJTh5+QHnwmU4E4oMRfMcpJxSPtbbNLwrMUafiGScufcdfL8Ltc32tN5EcSeSttHVGbuS4l3XFN7XqxhP0nalUgvnD2EMTHnj+On8/cAHF7AJMHiYi06DoNZjFpkx1jvYf790OczmJivA4lg+wbKhtlBiGWWathoqTJKfSWWBHW4f7PY7IrL2fqk0e2kyfLwQ42M40aaT/CJIGLdfR9DGRIvywifQXUmIcu+Y42aFRbjeuTsK/eaEgkK22R8nDMpV0cY6kUDUIRsS3yFlHsU1LTZhM1ygEnmesik+U/BQnON04G27VSQU/Gpz79DxCXBt8G8c7d6LUTEYmEvHERJ+BD7XmN/BIhzYleypwD7Rj/dvES9jGf5mE37b7s65FvJh4MSQc9fRb9AwsLK/VuNfA6bRXffecOya+Ok1Qar/SZizgGH77fTGx3EyXrtKgP+6QlP3EEvVZ79+F8ZXdZDysXMFleYwl19zMX0cN47AS+/9w8Xtcwh+vQwOQuo8yE5qOIEsqGdKvQoXk6bGKy2qyx7ovYlBCt3cT7kyiD9zfZfvQ4so8p7OLRSITuT0j7H20YV3GX/nutKQ2OSCa9Mg7PXsQ24/4XdfEt+C28Lu0WXocKjSvLwzHcofmvi01XXJd8BnSPF7PXgZc7ziBJdPNo8N/41F3yq8SciJE9p565diQRfsbhhH3kyQoj9paQp8NI6GeuRxa3hbVehtXFx/RS6C8aiqIoiqIoiqL0HH3QUBRFURRFURSl5+iDhqIoiqIoiqIoPWdTHo1UNiepVd2rk8E9pP0Kam7ZCyEiMlHGz9yyjHq8QxXcq39m+izE1RbumVw3xHUibdrX2yMRX0g6SzvBJmiQ7q1Juja3y7NZ3CHNX4d0hrxhMdWp7ZLuMDR1rw3+TJr0mTYeI0MavzhCLWQ+NvWde0dxv/z+FJbZXKis/7uz9Xt4e14onreicw3qqF13U+gZakfoUxARmb70LMSHH38O4qKD2vN8gPueH7rvaYjTO00N6gJ5R3J7yhDvnMIxcP4SXgfWFrsp1FCPbu+y93qCYy9u4mdyNvaFU0eOQfzwo+chnrrRnBbiIo2rEPM/hFUsc2AYj3H6FOqwDy+jP0tE5Nu/9XUQj02hnrwRrmu3Xbk+Ho1MKiXZVT9UJoPnnKK8DZl+M1dI2sXPtCh30HJlmV7Hfl4gHwvnMxIxfR08ZeX7sA/e/qo7ID59DvvHH/3HP4X49d9yl1HmDbdug7hvFPtckuD4dB0cWxZp00PfnF/mlisQHz9xGt/AqXTImxLFOF5bvtmHsgXq5zVaH1Y15a3rkEdIRKSVuGtr1iLp2Q+TZv6h5180Pn+e/FeDBRxjfR62WYny+mSL2KfPXzTn2WNn0GPxxNNP4uvn0fdSa9M67mLfeePtN0L8toO7jTLJdiQZ8kddmEVfyPlZrHe1jp6+oy+gN0VE5MgTD0PMmvjU+D58nX0jTZrzLDMPk02eGdOjsV4ml78V+JGItdpFzk9Tm86QT6+bgYLyXfE4z+XRo+iGlBMoIN9BlzI4f07COVVi9kcgFk0kdrdcMUQcv7xHw+JSyNMR0bV0bLNvWFSPFOf7cF4+P4jhTYnM+2f2/dice8NZP+bVOzT0Fw1FURRFURRFUa4B+qChKIqiKIqiKErP0QcNRVEURVEURVF6zqY8GmI5IqvaMcvCPc1dlHpK2zY1rB5p/rePo1b41HnUzPod2qc6pj2XQ1NjO0/7ABcd1LpZxn7HqGtbJuHZjE+eji65O5zk5XNK8Cc8ykFyiXJ9LIupvaxTvSbJ91EmT4yziHrdURc10Xduw73JRUT2bMOLmGuh9r+zwefhd9FQX2sqwXnxg5U+43dQU9sgWfqlCvovRESml+6HeH6mAvGYdxPEg6ShrVLeDW8G9fIiIinaJ/x8dBTiA2/cAfFCjMdcmsb+OzyO1/XWV5n9L5PHazs/j7k75uZQG5wvoO764MEpiEtT1JgikkTY3lGA9Zy58P+y9+ZRklz1lf83ltwza1+6el8ltaRWS0hCEhK0bGEkMAY8tsEY/wBb2CzGCAMjeQ7IhgM+XjA2M4ztM4gxsgcM2GDwgsECGQRISGhfW+p9requ6q7Kqso9I+L9/qjq6rr3Rdcisqta8P2co6P+VmbG8uLFi4jMe9/Fc7U8ShkG5FsqltCLICJydCvOQ58r4Dz0QydOe2zqlaXXJ4uIJCSUxPT56ZLvKe3h+WNiQi6MpZPF96RSeCyT5NHJUM7K5CSeoyIiYYjHL53FZQaUfbDpfOyT523rh/rrX8Lz5qv/cK+1zleU0edxxQ24zMjF/hBwnhGNqzznu4jI8DBq/ydL2KfWrFtLr+MYeGwYNeS+a1/+2rvxb24C+2BpOtupVln6DAMRkQeHipLOTbVdvYbbMHQc9zeLl1cRERmlvIj9x1Bnv7KAPrX/9jr0TV24bTvUyQyOJSIi3QPo1+m74Hyof4auHX1d6PvoyOAxaM/gjqTS2J9FRHL0twTp2Ut1bKtRypEaKmJf+l4vjkUiIlXS4Q+exP5oPPI0jqIXheIcJJO182gMafP5/mS27j4uz+FsUy1XJWpO+ySbeN/C90ZhM85Hh+Mf50t4tE8UjyVJoeyIlJ03wXk5IjyWsF+C3k1vd13O4bBWacGf4cwJj+7xXNoIN7RzejxaZobyQnyf+w7WQZOzjuJ2hO/babtn+UDCOA/OGdBfNBRFURRFURRFaTn6oKEoiqIoiqIoSsvRBw1FURRFURRFUVrO4jwaxp2ZB7lO87uzT8HKjhAR00D9V57mTO5pQ03f6AjqRydJTzru2c9J95HfoZNkZG3kLcmRIK/p4gcmAsqviPFP8J56PN8x+USy9ieg8h1bO5el7YqaqHNtkAA0Q9vZnidPRRMzSURESmO43ok2bCsnON22kzE5KWebYvm41M2UFrc8cQxeC6voESiWMLdBRCSqoc+gPUua2vE9UOe68Li4lGGQSNsa27Ym6o3dftQXd/ailritHY/boeeKUDvUN0aP232+HuCc8P0r0HNx+CieqydPYFuZBJ53fbYEWlIpOr/pvKlTlszQLuxfuQQu9LxLN1jrKJFv48QYHp9E6nSf43nHl4qgUZNT1rCgQXpimvo8myXjmogkaJ58j3wCSXqdddisy48adju4IZ63QR3f02ySXn0MtebXvGwr1FdddwXU99/ztLXO/Qcxi2XFYdROp/J4rrS3d0HdID33xAT2URGRScrO2XLhJqg7OtB31taJB6Q4jn0ybq76tVtWQV2r4PlWaUxtVz1Wf372KY4VJTWdYcRxS06I176kg31JRKRBmTorurB/rd58KdQbt18JdaEDPRlxGQNteRwb+rvRo5FkDTzN1c+ZAw5dL8M4b0KIfbpB+Qsu6dWzSTxH+tvxPLzqCuzzIiKpfAfU//5fd0N9aPAgblKE15uAxkDXw20QEfEFj5k7h2eD/V5LQb1cEtOY2qagivvnhOxDsI9TGGKnZR+BobHJ5/tIKk3KvlgFhvsCrtNY91+0jeyjo/62EGsMe8wiWiefNVkf15lN2NvYlsVzN5vl/kT3keTh4HPVcMCI2P4U9tAkkqfrZhDK7iP2fWQc+ouGoiiKoiiKoigtRx80FEVRFEVRFEVpOfqgoSiKoiiKoihKy1mURyOMzMzcuYbm0HVIy5X0bX2oqdIcvaR168vhZx558imoTw7iPOiBY2/+CGnhJihrI0s6wixp0lK0HybJmkn72Yz16r6P2suQtHATpKUNaN7nOO1ckldLHo2IttulCagjmh+5WCpa6/AMLjPloh7XiU63d2kZPBrVyeMi4ZRO0fGwLyQKOO90Ox9YEanvQ79EoRfbpNmDeRNOAnXkK7suhvrIUfSJiIiM70afwYWrLoQ6n8fjsmY19s+Tg7gN+57B91cnbF25l0XtejKD2tn+lbgfx46gp6MekR4+RoTK84C3daBedMOmTqhH9hyGOmiinnRi1M4hODaEes96WIS6u6dj5t8hC9SXiEo1EDOdEdQMqP8EeA42GnYfzGawbS2vCWl7PQ/HuJA8GU0eU0WkUsK2OX4UPRj9lBHQ2d6Bnyed9LptvVCP1bAWEUn6lFtA0t2mi9uUzGAdkhfOT9khEP2r0Hu0fiP2Qc724cijRhPPnfEJO8sll0dfTSZN25WdGtsDWXp9vIjIiraspKe9jU3qO02nA+pUDmsRkUN02iXbsS+89GWXQ91FuRrNgPXr82c+cd8o2LcGgE/ngMtZCzH+T+tgR3RNjc6cRzH1Byw72ux8kPM3oa/smecGoD56FD0aAW0De4LismKsiAfyC8x+OVoGn1oU1CSa9lV0kYfTJ59BPWaINhEe/AT5VJJ075SkNgsjfH085jqQTlBmTxrbudHA7QyadK9E/Zc9G3H5Jewj8ihTJemTZ5ayr/opS6Y9Y9/bppPkGaXziu9D+drB96X8fhERh7zAHvk+vFnnYr0RiAj6Ws+E/qKhKIqiKIqiKErL0QcNRVEURVEURVFajj5oKIqiKIqiKIrScvRBQ1EURVEURVGUlrMoM7jrJ8SdNtokyA/jcO3FLJrMS2G5BPVAAQ2A3Ql8f4IC19oi28xSI1OYS3VAhqUyGX2q7PMh47YXzG8EcsmAzuYh43BAEZJwbMNvgtozQ/uVp0fGnENtZ/nGbCNZnULv6PBI1j19fBrNpTdD1sZ2idSmDE1eCl2NdWrTZMEO8hm4aCXUTTK0BylsxGgcA/omhtF0XSpiLSJSHcI++uSDu6DubqMQnQSaLa++Hs+B9Rv6oe7qtU3UbX1ois10U5CPi0FmJ46iqXF4FA1dUeqQtQ5pUrgUmfqSWawd3CQp5MlEGk1aqyiRiTkgA3E6fdqoW68sT2Df+ERV6kF83w9DPO8r1Zhwzwj3qU5jGhv4Umk8lskkNmypgpMgiIg0aYwqdKGx9ZodaPhdux5NrW4Ct7HQhcGql16JExyIiGST2G/b2vDcqQvtJwUVOmRsTMWE6bFRttbAfW82caxOZ9DYXShgOyRT1ElFxEvidjXqeL6d+kwULs93dOu72ySbn9qPMML+VqRrW4VM/iIiWzpx0oZNl2+HetWqtVA3qE09j0zVcRtJf4wiDjyjYDE2e9P3n3b4r73W+czdTMShbLSNKU7fFJE2CkjbvBbbau++fVAfGcUZEYxP47JjB/axQdelfZ89Cc/csXNnB0eaMxOD9HbhmN/bjfsTRTFhooLnHI8DjH2caFKSih2cmUjheMVtWK/hdjXokjqf+TvODM7BiskE9uFMksKqOXwvg+OnFxNGzUHQLp2L3Jauy/2LJjqKO0ms1dJnZvc/Z+ETsugvGoqiKIqiKIqitBx90FAURVEURVEUpeXog4aiKIqiKIqiKC1nkR4NT1x/6iOeoWcUDpmL9WhQwAtp5/IO6u1eRpr6cdLjPXoIg8dERE5QSkyNtJd1UjZGtJ0RPXuF9HmXzSgiwrknrju3QNQjfwVl60kmRreYJb1dwceVFlxs/25aRJY2MiG2vi5J221CastZevLaGXTqZ5P+jC+Z6SCbSopCEgX1r8a3n6GTnagTb4yhZrsyjO8f24lBZ8kS+ina6t3WOgLSZtYN9tkoRC3m2HHUmU828f0bN2CgVr1pH7fRw7idbgl3JE0Gng0bUJfdvwq17GM1W7s+MoKeiqiB7e0l8Xhsv2o9vh6O4eclxt8S4PFx6JjODhPiYKGlIpKkRDKlTU5QAJLQOVoq4/6IiIQkCC6X0BflUb/t7KDAJNJ5S4zPIJ3F7VhBvoNcD5qvMgUe82h8inAdfqetLc+RLjrh4zqbVdxvN8T+EpBfamLSDtOrU9uxr8On/eRLUipN+5Gw96Ncoe10yRMzOXW+1qu2V2op6M6nJVeYOl+bDdzfUgXHhuzF6MUREVnTg96Z8zdi+GKSrn8uhZ8l6FqXiLHSsL2BPYy+w9dUer91PaVtigns4wBhQx5EyqKVJv3B0DI9sXcsl8G+cMm2rVDXSfN+1w8egnp4HMd6NyYwje8N2IkBHo6YwOKzjjEzga4+n39UJxK2TzLh8Xg1d5AiB5pyKGecx6PQhtfYiK7BjnVssXZcXKdj3fPFBN2xt4Zr6/1zf96x+kFcIB+OXxwIyR4Nx2EPR1xgH3uw+D7/9Ou+b4fFngn9RUNRFEVRFEVRlJajDxqKoiiKoiiKorQcfdBQFEVRFEVRFKXlLE7kl0yLJE/pvlAr5/Dcwr696CBATVdEq2dPwABK7eTV21dB3Z+wfQJ7juPc1cfLuM6xADVotQh1bXXajYDmCjYx2jnXIx011VZOBulJafpzycX4W1K03hTlRrR5qCvsJA9HjuZlTifsdbC2luelr8zK5qgug0ejK+iQXDClj68PoNZ4+EiR6uPW54Ms6qr9RjvU7lFsw/QoCXtJry0BboOISG4zZcFswmPt0TpluAjlsX243eEYehn6NtDnRcSlPpypYy7C6Dj6ABIh5mR092NWx4ouOychrB2F+vBR3M5MHve7sxfbKqihXtdnsbeIyAnyU43j8WjWgln/Xp4cjUbTiNuc2s6Azo9qFety2fahpBI497zn56jG9xvK1KkHuN/10D4Pmw083qxXT1GWS+CgdrxBbRvWcR31su1PaHiog2b/yolR9A11dXZAHdH148TQiLWOWgPX0TOA+TAhaZhHJ9AXxOEKbsw4OzRIXiIaq8PpbIBGzZ6/fykwYV1MMNX+Ncr4yJA/7KLNmPMgIrKyE8/DDOnRrbn5WZ9OpRuTKcAfYb063ysYOpUj9grS+4OYDBPW8jdD/Ey5gX24VMO2q1IfD43dN6p07oWkkR9YvQ7q7s4DUJ+cOAy11bYi4pCxyDE8Ts6q2YS0BDiuK860Z4bvc5JJbI902vZA+dRm7N/hnAw+roZezybQXygikqA+HNAyHPKzcmQFexcc8gjxNk//EeHThnPmLB8S+Sti/DvC956WJ4OXMc/rrn0ecU6OGN730zWft3Ohv2goiqIoiqIoitJy9EFDURRFURRFUZSWsyDp1KmfLidrp6UBYWM+6ZT9s2BAU8+GDfrthX6LiUieVaL3x8l36vRTd4PqJkuj+GfZeV6Pm1STfz7mqfasHz+tSHt8vRnF/KRKP7Nyzftdo6ZJhNZv3tY6eMbikNZhZrV3ZXp5/LP22eDUOiqz5AoNmoayWkUpQ61mT73GMjienY37Z537J8kMJGaq2TpLCmsknUrgSnm6vmbA0/nRdLk1e51BROus0n7wlM8VkvyUse0CY8tCajR1ZqPKkgueP5KmTGU5TmD/7tqgThuRNKBeOf2Z+vT6l6L/zV7P7GlN3bif0GcRNwWqafK5j+1AagTx6Q8s5amFdjs2WW4g/B46dvSTPB9blk414vaLfnIPSQ9aJ6lRjZbB0qlGzPnbIKlanc55L3DnfL3GU9d6cX2QpqM+o3RqaluWuv9VSqenma7Q/lXquD8JkumJiJR9/Ezo8XlMMmDqGx7tboP/IHYfZhmIF3sVnf1+kmtQbU25KaePyylYOlUh6VSZpVON+aVTNRqzKk2cvrpWwWmjgzpKEqMmT89sr4PVVLZM53QdNaeWv5TX4MasaaitQ8/HLWb61JClOTy97TzSqTpNgx059vUwMvNJp6g/zjN9sq2WX7x0yqrniURYmHSKptDlZdDHrdd/TOlUrbHwMdAxC3jXkSNHZM2aNfMuTPnp4/Dhw7J69eqzug7tf8qZWIr+J6J9UIlH+5+y3Og1WFlOFtL/FvSgEUWRDA4OSqFQsEJDlJ9OjDEyOTkpK1eujH0ybiXa/xRmKfufiPZBBdH+pyw3eg1WlpPF9L8FPWgoiqIoiqIoiqIsBjWDK4qiKIqiKIrScvRBQ1EURVEURVGUlqMPGoqiKIqiKIqitBx90FhC7rzzTuno6JjzPR/+8Ifl0ksvnanf+ta3yute97qzul3K8nH99dfLe9/73jO+vn79evnkJz+56OVyP1KU+fqaopxLLOTa93zHR0VRlo6f6AeNhdzYn2t84AMfkLvvvnu5N0M5R3jwwQflt3/7t5d7MxRFUc45dHxUziX0C754FhTYpywd+Xxe8vn8cm+Gco7Q29s75+vNZlMSicQSbY2inKbRaEgyaYfCKcpSMd/4qCjK8nNO/6LxzW9+U6677jrp6OiQ7u5uefWrXy179+4VEZHvfve74jiOFIvFmfc/9thj4jiOHDhwQL773e/Kb/zGb8j4+Lg4jiOO48iHP/xhEREZGxuTN7/5zdLZ2SnZbFZe+cpXyu7du2eWc+qXkH//93+X888/X7LZrPzyL/+yVCoV+bu/+ztZv369dHZ2ynve8x5Irpxvuaf42te+Jlu2bJF0Oi033nijHD58eOa1+Z6IoyiSP/7jP5YNGzZIJpOR7du3y5e//OXn2cLKuUAQBPLud79b2tvbpaenR26//faZtE2WBjiOI3/zN38jr3nNaySXy8kf/dEfiYjIn/zJn0h/f78UCgW5+eabpVarxa1K+SkniiK59dZbpaurS1asWDEzJoqIHDp0SF772tdKPp+XtrY2ef3rXy/Hjx+fef3U2PSZz3xGNmzYIOl0WkREvvzlL8u2bdskk8lId3e3vPzlL5dyuTzzuc985jOydetWSafTcsEFF8hf//VfL9n+Kuc+8/WfP//zP5eBgQHp7u6W3/md35HmrIT4M42Pr3zlKyWTycjGjRv1+qgsiiiK5M/+7M9k8+bNkkqlZO3atTPX2dtuu03OO+88yWazsnHjRrn99ttn+uOdd94pH/nIR+Txxx+fuee88847l3FPziHMOcyXv/xl85WvfMXs3r3bPProo+YXfuEXzLZt20wYhuY73/mOEREzNjY28/5HH33UiIjZv3+/qdfr5pOf/KRpa2szQ0NDZmhoyExOThpjjHnNa15jtm7dar73ve+Zxx57zNx4441m8+bNptFoGGOM+exnP2sSiYT5uZ/7OfPII4+Ye+65x3R3d5tXvOIV5vWvf715+umnzb/927+ZZDJpvvjFL86sf6HLveKKK8x9991nHnroIfPiF7/YvOQlL5lZxh/+4R+a7du3z9RvectbzGtf+9qZ+mMf+5i54IILzDe/+U2zd+9e89nPftakUinz3e9+9ywcAeVss2PHDpPP580tt9xinn32WfO5z33OZLNZ8+lPf9oYY8y6devMX/7lX868X0RMX1+f+du//Vuzd+9ec/DgQfOlL33JpFIp85nPfMY8++yz5oMf/KApFArQjxRlx44dpq2tzXz4wx82u3btMn/3d39nHMcxd911lwnD0Fx66aXmuuuuMw899JC5//77zeWXX2527Ngx8/k//MM/NLlcztx0003mkUceMY8//rgZHBw0vu+bv/iLvzD79+83TzzxhPmrv/qrmbH2c5/7nBkYGDBf+cpXzL59+8xXvvIV09XVZe68885lagXlXGKu/vOWt7zFtLW1mXe84x1m586d5t/+7d9gbDQmfnzs7u42d9xxh3nuuefMhz70IeN5nnnmmWeWYe+UFyK33nqr6ezsNHfeeafZs2eP+f73v2/uuOMOY4wxH/3oR829995r9u/fb/71X//V9Pf3mz/90z81xhhTqVTM+9//fnPRRRfN3HNWKpXl3JVzhnP6QYMZGRkxImKefPLJeR80jJm6sW9vb4dl7Nq1y4iIuffee2f+duLECZPJZMw//uM/znxORMyePXtm3vP2t7/dZLPZmQuoMcbceOON5u1vf/uil3v//ffPvGfnzp1GRMwDDzxgjJn7QaNWq5lsNmvuu+8+2Kebb77ZvPGNb1xIEyrnGDt27DBbt241URTN/O22224zW7duNcbEX0jf+973wjKuueYa8653vQv+dtVVV+mDhgLs2LHDXHfddfC3K6+80tx2223mrrvuMp7nmUOHDs289vTTTxsRMT/60Y+MMVNjUyKRMMPDwzPvefjhh42ImAMHDsSuc9OmTeYf/uEf4G8f/ehHzTXXXNOq3VJewMzVf97ylreYdevWmSAIZv72K7/yK+YNb3jDTB03Pr7jHe+A5Vx11VXmne98Z+s3XvmJY2JiwqRSqZkHi/n4+Mc/bi6//PKZmu/flCnOaenU7t275Y1vfKNs3LhR2traZP369SIy9RP/82Xnzp3i+75cddVVM3/r7u6W888/X3bu3Dnzt2w2K5s2bZqp+/v7Zf369eCf6O/vl+Hh4UUt1/d9ufLKK2fqCy64QDo6OuA9Z2LPnj1SqVTk537u52a8HPl8Xv7+7/9+RlKmvPC4+uqrxXGcmfqaa66R3bt3gyxvNldccQXUO3fuhH53ahmKwlxyySVQDwwMyPDwsOzcuVPWrFkja9asmXntwgsvtMamdevWgS5++/btcsMNN8i2bdvkV37lV+SOO+6QsbExEREpl8uyd+9eufnmm2G8+tjHPqbjlSIic/cfEZGLLrpIPM+bqU/117ngse+aa65Z0PVVUXbu3Cn1el1uuOGG2Ne/9KUvybXXXisrVqyQfD4vH/rQh36s+9GfFs5pM/gv/MIvyLp16+SOO+6QlStXShRFcvHFF0uj0Zi54TfTWnYRAe3mjwsbbB3Hif1bFEUtW+d8lEolERH5+te/LqtWrYLXUqnUkm2Hsrzkcrnl3gTlBcqPO4Zx3/M8T771rW/JfffdJ3fddZd86lOfkg9+8IPywAMPSDabFRGRO+64w3oQnn3zqPz0Mlf/Efnx+6uiLIZMJnPG1374wx/Km970JvnIRz4iN954o7S3t8sXv/hF+cQnPrGEW/jC5Jz9RePkyZPy3HPPyYc+9CG54YYbZOvWrfBNx6lv1YaGhmb+9thjj8Eyksmk9a3w1q1bJQiCmYFs9rouvPDC5729C11uEATy0EMPzdTPPfecFItF2bp167zruPDCCyWVSsmhQ4dk8+bN8N/sbyKVFxaz+4yIyP333y9btmxZ8M3Y1q1bY5ehKAtl69atcvjwYZiY4plnnpFisTjvuOg4jlx77bXykY98RB599FFJJpPy1a9+Vfr7+2XlypWyb98+a7zasGHD2d4l5QXCmfrP84XHvvvvv39B11dF2bJli2QymdiIgfvuu0/WrVsnH/zgB+WKK66QLVu2yMGDB+E9cfecyjn8i0ZnZ6d0d3fLpz/9aRkYGJBDhw7J7//+78+8furm+sMf/rD80R/9kezatct6sly/fr2USiW5++67Zfv27ZLNZmXLli3y2te+Vn7rt35L/s//+T9SKBTk93//92XVqlXy2te+9nlv70KXm0gk5Hd/93flf/2v/yW+78u73/1uufrqq+XFL37xvOsoFArygQ98QH7v935PoiiS6667TsbHx+Xee++VtrY2ectb3vK8t19ZPg4dOiTve9/75O1vf7s88sgj8qlPfWpR35Lccsst8ta3vlWuuOIKufbaa+Xzn/+8PP3007Jx48azuNXKTxIvf/nLZdu2bfKmN71JPvnJT0oQBPKud71LduzYYUn1ZvPAAw/I3XffLa94xSukr69PHnjgARkZGZm5sfvIRz4i73nPe6S9vV1uuukmqdfr8tBDD8nY2Ji8733vW6rdU85R5uo/TzzxxPNa5j/90z/JFVdcIdddd518/vOflx/96Efyf//v/23xlis/iaTTabntttvk1ltvlWQyKddee62MjIzI008/LVu2bJFDhw7JF7/4Rbnyyivl61//uvVAvH79etm/f7889thjsnr1aikUCqo2kXP4Fw3XdeWLX/yiPPzww3LxxRfL7/3e78nHP/7xmdcTiYR84QtfkGeffVYuueQS+dM//VP52Mc+Bst4yUteIu94xzvkDW94g/T29sqf/dmfiYjIZz/7Wbn88svl1a9+tVxzzTVijJH/+I//+LHzCBay3Gw2K7fddpv82q/9mlx77bWSz+flS1/60oLX8dGPflRuv/12+eM//mPZunWr3HTTTfL1r39dvyF8AfPmN79ZqtWqvPjFL5bf+Z3fkVtuuWVRIVRveMMb5Pbbb5dbb71VLr/8cjl48KC8853vPItbrPyk4TiO/Mu//It0dnbKy172Mnn5y18uGzdunHdsamtrk+9973vyqle9Ss477zz50Ic+JJ/4xCfkla98pYiIvO1tb5PPfOYz8tnPfla2bdsmO3bskDvvvFPHK0VE5u8/z4ePfOQj8sUvflEuueQS+fu//3v5whe+8GOpFZSfLm6//XZ5//vfL3/wB38gW7dulTe84Q0yPDwsr3nNa+T3fu/35N3vfrdceumlct9998ntt98On/2lX/oluemmm+RnfuZnpLe3V77whS8s016cWzhmtslBURRFURTlBYjjOPLVr35VXve61y33piiKMs05+4uGoiiKoiiKoigvXPRBQ1EURVEURVGUlnPOmsEVRVEURVEWiirBFeXcQ3/RUBRFURRFURSl5eiDhqIoiqIoiqIoLUcfNBRFURRFURRFaTn6oKEoiqIoiqIoSstZkBk8iiIZHByUQqEgjuOc7W1SXgAYY2RyclJWrlwprnt2n1e1/ynMUvY/Ee2DCqL9T1lu9BqsLCeL6X8LetAYHByUNWvWtGTjlJ8sDh8+LKtXrz6r69D+p5yJpeh/ItoHlXi0/ynLjV6DleVkIf1vQQ8ahUJBRES2X7NdPN8TEREnwmnknDCCOm6WuXQuC3VbWxvUUYTLKJVKULsOLjSVSFjrqFcquM5kGupkAp+8UjlsgqSfwuXVA6hrtaa9zkYVan7iz+XyuM4UriMIcZmNhr2OVAr3Y/TkONTDwyeg9mg/HA/byot5Am0GuK+NRgPqYrE48+8oiuTEseMzfeNscmodf/CxP5Z0eqodVvdh3/ED7Ctpz27DtSsH8D3ZHqiHJvG4feeHT0BdHpuAOl/osNbxrZNdUHsXXAf15CNfhnqH/zjUb3rDr0JdzeA6TFS21unRaTx2ogj1nf/3c1BPFLHv3PK+d0O9bt1aax2PPvoo1Bs3b4I6Q/0zl8vhNo2NQV0u2/vR29s752eSs86bcrksr/qF1yxJ/xM53Qf/53eek0x+6t8mDOb6SOw3fzwsOuLwH+Ze5k/o7J1LMi0prcKYyHpLU/BvAV3npDlV18qT8vuvvnTJ+1+7E9+vRMS+6Ma8z5nnm0de9nzfVC7kuPEyF/uN+EI+z3+L6C3zbSXvx0LWcTa+2ed7IN6uMAzhtWK9uaTX4F/9yD9JMj11HxeZEN5jtYYT8l8kJLW+EbwvSdCRcsvHoM42hqDevsW+wR0fxXuh+x94AOpGDe/XOjs7oT51jzGzTXSfmU7jvZWIyPnnX4Cf8XEZHt1/2QM5HvfYa4d1rlFbuXP3R+5bs/vSmf4213lRrVblPe95z4L634IeNE4t3PO9Mz5ouHyix5zZvo+r4wPIDcHv5weNRMLe/JDXYa3TpZoeNKxtwv0KQ3vHwgiX4dAB53UkkrgOh+5X4gZvbituG8/z5qydeV4XEYlovfyeuIvOUvyMemod6XRa0pmMiIhks/jQ6gd4gmQ8u2/k6UE3QzfDE3Ss0+kM1EGqMefrIiJ+CtfhZfAk9OjBN+UnaRtxm7wsPqRG9r2R+HQaNyq4nfP1nRy1ZSGP6xQRyWZwX3k7M9QWeVpGs2k/+DH8GX7QTcUM8Ev1M/6p9WTyBcnmpx5yo7PwoDHf7uiDxo+zEiyjmAcN33rQoPc0578hPRucWo/jOAtfZ8z7+Dp9pvUs9P0LOWrL8aDBd73zPmjMt7wFbsePDS3TurWc9fqpnrmU1+BkOivJzNTYH0XP40HDmedBg8YBN8RrU8rF62eGrl0iIo0qXov4+sdfECWTyUXV/EWxiEiGro/JBNYv1AcN/szzvQdUM7iiKIqiKIqiKC1nUcng9UZJvGjqW+4UfWNsfxtuy5qM4NNSuTIJdSKBT46ZLMuYSKLk209S+Xb8VjTp0i5GDXodn9ja8vjEXC2NQO0a+ykwk8Ht5O/JGkGD/oBlNotPv44b8/0LffuWL+CT/IkT2BYsg/L4J8uYbxD5W+e5fmHi15aCS84/b0aSk6DjNjxYg7qjf5X1+cjq7tgm3R0ox3r1jTdAffzIINRHBvFnXRGRzSQhKiVGoe5fh+sIh7DNf/Cje6HO9OBPw+dtsnWy+c4OqO/d+SOo77nnHqgdOnbfuusuqP/bL/03ax3bLr4I6lqVzkX6divpYdsWqI/nM/a3Qjl6T9JDaVuzOevECeb/heRs4HuO+N7UuRbN9z3NAr7psb8FdOZ83V3IaXcueDXn+QrZWDqm+Tfa+sw88K9F/Hlj7OPn8nWMtiua/kgwz7eHZ4s5f9F4Ht9sc7Nb9TyrWNAvGlTbv6XP/QnDbb2AXwrnO4+eD/avJvTr1rytQfsV0+fn+3Z4tsrAWYYUdEcCcczUvYUb84vgbPhcmvo8EtE9IV02JJnGe8KEj9eIb9z1DWsde59GOTLLdB2HFCjO3ON4QNcaloyJiKy8/4dQ33DDz0F98UXboW406SaQf0kN7Lbley6PGos/E9A94EJ+Nbbub+mANWatoxnW513ezHIX/E5FURRFURRFUZQFog8aiqIoiqIoiqK0HH3QUBRFURRFURSl5SzKo2EknFEh0my2EtRRr5VO27MBeBH6NjIZ9FPwdLcl0tY1AtThp7KohxcRySRQ++2RLK1eRQ0az2Q1XkRNfURTz/IMBiIiTdKxsXaOZ2/yfazrDdwvXufU30grTO2fSqGWMaiiPm8hngrW9PFnZutHlyO0Z1Vv98yMSCHNHBFUsQ0d1+5/PGGY4+CxzFEbOtQ32jeiX2Ltyj5rHZsTOFXesyfxvOhci16H/Ai+PjSEnqAKTdVnVq+w1plKoW51zboNUK9bi9PV1ss4FfC2bZdAXavhFNEiIpkUDhUFOveCAPfj8P49UOfyOPsWz+QhItKs4fnukUA0iE4fcyeae8ans4XvOOJPa8Yj0lgvyewvC/lq6BzwaCzWnbIgtbmlaV+cRt0sYCoingGQdfDR9LFfLo/GXLSi/9lNMveUufPp22M+Ig59vznfVkfzzMQUu85Fzub2fLCXuUjPxAJ8SfY6Z12DF/3pH5/Z4998Doy4GfI88iK4DnoVJoYPQr1335NQnzyyC+pgYthaRyHNMznitafRnHsK14BmsLRm6Ixsj8Y+ut6V/gWvsbUaXh/5msszQUaRfQ/I53doRUrMvV/W8mI8NjW6NzgxhvfDw7Puj+t19WgoiqIoiqIoirKM6IOGoiiKoiiKoigtRx80FEVRFEVRFEVpOYvyaGTS2Zlk8CZpzlyX5yaOUxDSPMA+PudYkfYk8svkUBdu5VOISDLBWjdcRqGjHWrfQ1Hu4FHMRkhR0rMbkw/i8NzDHu67R2nkTdrucgl1cUnXnmk8wd4Tars2yg9pBLjMegPbPs5rwjpB1uDNjpqPS5U824SNqgSNqbapVDDHIZPGvuHHtCFrFh0X26BRRY/A+OgY1P196MlIZ+11dKexDVdlcB1pOi2iwnlQr+7BnIxx8p5EdbvPB3RsL7oY9Z8vfelLoe7pRC/UjTfdCPW+fag3FRE5PjgEdYEybqplzMQZHcO2a+9A7wp7bEREfB/bij1DlVn60QrleCwVnnt6rndbg3z257X/qf5mqMWidM5+EhGJqM+5IV+Tps75+TIEzhaROKf9B/OlyMf9bZ50azvXBc9Jl4MOYlYShdxLcZzknCifshQsLw1tY2QlVYm4Dh8n1q/P3Vh2qvJCMi7YvzL32Wl1t5hNmm8VJjr7Y8xc+M7UfyKn/UozUBvHhEiL76D3YO9TD0C974kfQF0ZPY6rqOH1r7cT73tERPr7BnCdaU4Kx/44OTkBdRBytgfuSKNpX3si+sxYEZf5b1//V6iPDB6Fevs2zNlob++w1pGkezar+Q3naOD921hxHOqR4+gHFREZPoZZYWPUNrVZ/mHOXZuLn+rrlqIoiqIoiqIoZwd90FAURVEURVEUpeXog4aiKIqiKIqiKC1HHzQURVEURVEURWk5izKD+356xjAc0SNKrg0NN1Uy1oqIVGtobGUTjkPOp4jNLRTSlcvhOkWmQgVnk6FgMY/M4iE9axV6OIQN3z85URLGuGS0JsNc0+B2h2Qe7+nvgToptsk4onCWiA5As0HrCDl8j8LPgjgzLu5ro4HGq2z2tDE+jPn82eaJZx6XbGbqmFfLZMgKsH0yKTsQrq3QAXVXBxqwqhMYTnN4L4YDORQYmcvaoYCZRIneg33U83E7/Y5uqBN5PK61Q/uhHhw6Yq0z27kK6rESHrfzzz8f6pt+7nqo28h41t2N/VFE5PiRQ1AXR9A01kbnokt9vDJRhDqTtc/dRhXNa1bo1jkQ2Oc6rrjTpk/DBlTLDB5rx13U+vjdlgEwdnnzGEYXaWLn42Cel+n9x3dyzxu6Nk/z83abmOCtsIF9sFnHfub4yen3LdwI2VI894wNYRu55zc0uw5da8j87STo+ulTXbDHihXbXwJ1rg8nvDg6SvcBJ3BMc4/vhNofwzHQaaCpVcQOzY3o+sdmcStcjmZ2WFjA3yL7NK0j/jxicz4b46MzvHNpcF1PvOmJVvj+jO9bvNA2TT/32Pegfur+b0NdK6FBmW8zfKH+6dqhzd29/VAXuigslibSGZ/IQV0pY2BtLo+vx01kwkHRbPwvUvh0pYqTpzz66I9weTGB1z6Z0nu6u/AzdK87TEb6wSEM/x0btyeWqdH9sOfjfqUzpydTcnz782dCf9FQFEVRFEVRFKXl6IOGoiiKoiiKoigtRx80FEVRFEVRFEVpOYvyaIiTEHGmPpLPk3aLwrbiAuGaEWrfEj4HoaA+1grqId13OmPr2DhIsEzBXuUaLjObx8CXiIIHyyUKhmvDwD8RkUoZtf3CIYFtqBGsk/eBvRBx4ULJJLZ3nfwu6Qy+HpH+2KOgwTidIa8jlcJ6dkDLcgT2HTl6UNLpqW3y6Rk5SxrJetnePtcKWKLgKApW9Ei+bPuO7HWYBB7L9jTpckkDbVLk4Uhi/1uzbh3U2TYM2xMRkTT1rxEM13vRiy6HutDWAXVI/p6VA6hxFRGpTayH2id9boraivXHjQDbKuHbPiSrT7HQddY6S2XbA7YkuN7UfyJiaDzyhc6pGAm2mSfUi+FQQI/GhjBGTB4t0kPhUACaHV3GHg0bXue8wXB8Ks67lTHQMtgXZI1wHvsT7PO3WUePVQOHWUmlk2dY+BIx65yID8U9zYLalIJNT3lQTuHRNSBb6IX6/Bteby2y/bKfgfrkMdSGpxN4ja4WNkNd70HvXJ08G+nD91rr9Cvo8wgdChQ2OK66EY/L6LmJnIUEMlomIHzVNs3M9elYeBx1Zun0nZjAybON6/jiTt8D5mgPwhp6Ap5+GP0YIiJPPvRDqKuTJ6E2EY1FdF336XqZyqF/QkRkw8YNUHf2dEDtkS+JQ52rdM/YoODiw0dtn2SF7hNX9eE1NEVeh0aO+icNiOPkXxYR2blvL9SbN2+Fur0T/VJDxzE0d2QMx7Z8G57LIiKdeQzWbWvH+932Wfcf9VpNviVftJYRh/6ioSiKoiiKoihKy9EHDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nIW5dEIwkjMtHaRrAxSo4wB19jzjEdNfE+ddN4JS6+OetE8+SmcmLyJMKQNYx01acPHizifsROidq5WQl1boYDbICLSlUcdmxOhTt/jDAuSBlcq2C7lmIyKjnbcbpf8BE1aZ4Y8NJUSHg+HJ+QXO1uDpIsyezeiZZjE+9KLt87kUljaddJdxulXUynUczqUf9Lehcdx8/k4/7tPvqMEmzhEJE0nBvuIDOW4OPT+hMHj6uTRf+HkcO5sEZGTk/iZi87rgLq3G/tslTwZ9Sq2Q77N3q9Nm1FHHVbIA0QaZ86YCOl4OMbWQEfc7+k9zqw8molJO4djKXCMmelbDn1P45j5v7dZrKqabAXSKNF4xW8QkWQG24bbnn0iZh6t/0JyM9xWf2c1f8SApXHnj1gZI3R8jLGzdqplzGioVVB7nUpMfyYk88YSEUXRjDfDdRff5rZXhvImIrz++Q62UVsGP99TwzwdEZHkTtTmV8dxmeel0Gc26eG4fDjCsWQowDGv1Hu9tc50A30cydFnoU7U8byJ6AIS0MXOiTXhzNPjrJyMuYk7flE0jzdkOcIzZpFyp/4TEWmMoTf1e9/5MtSTI5h/IiKSTeEOZNIroM7R9S5DGRYu+ckKCfsWtp/8EZkc3gtlkrjMdArzJ9rJl9AMsD9279tnrfPQXvxbZyf28WQd7x3GJ9Cv3KB747EJOytmlO5VN593IdRr1q6H+ocPPAR1R89aqFevwVpEpKsDfRt5Oh7+rHueSmXhPkn9RUNRFEVRFEVRlJajDxqKoiiKoiiKorQcfdBQFEVRFEVRFKXlLMqjYYwRM633rTdQd5lNoQbtlJZ+NmECVYsuZTv4adSzHxvB+bcrddSE5bJ2pkA6gXq7oFml12mXI9RisnY8k6C5opu2NjdPOvxGlXIyKNvDI59ImjXVMR4NVm5mc7jOWh23q60NdfnlErZlJm3PP20ifO4MSbcKutZl0Iqev26jFKY1m9yGhnTosfpXS0OPy8jScXR78P3s0Uj69unjhnikWAvMm8DZHh5ppoXmtW+6dnZMcBL1nLkc6ipTnFlB58jJUfIlTVCejYh05LCPRg6eV46h84L2Mwo5w8A+Pi7N6R+F1P9mZUhEyyRW9qUhCZk6v6OI/DYOe1tislxofGEdN/fb8RGcm/7ur6IOupC3PWPnXXA+1JlO1BznelGHm82jBj6krA5DmQJx307Z/hTOQIn50FzLXMDhZW9JaJ3zNCawV8XY5+/YScygObD3Kahfcs0rpz7bRO/eUuHI6aaxfGjUHvHH6czZNCIiJsRrV7OK8/mfPI7j08lnbU/B9Zdug3p1G2YBTTbxWjR44mmoK/vxGHgBjlfVrS+11lnsuwHqxr4noM7u/jrUyUnMJHCb3C52B7S8SpzDwsZB6/DQeRXjI5wvGyXuM0tJZeyghNWpa8EP/+tf4bXxUTyunm/fA65YsxLqZBZzG/KU22IE+2ONcm76Y3KlAsoIo1tVGT0+DPVll10GdUc7XWPpmKQzOL6KiKxagWNopYl+in3HD0Jdc/C8mhhHv0uUxc+LiAyswev6eVvWQH3Z9iuhNiHdv5Dn2U/Yfc1zsf35ejQ76yrwFpI1M72cBb9TURRFURRFURRlgeiDhqIoiqIoiqIoLUcfNBRFURRFURRFaTmL8mik0xnxpz0OYQM12R5lCnAtIpIhPbGfRD1Yk8IZEqSJNyFqIifHitY6fEM6ehc/k2vDdXoONkG1jnMm9/WgvrnG4RIiEoT4Gdbys38iQ/M2++TAcGN0mgHN5Tw+TtrFGq4jkUA9nufTMyXrSUXEp2wOj3TXzWhWWy6DVHTfzt0z3p9khjJW2lG/2NPbY33eJf1hOoVaTJ9PB8sqw/Ok243A/hor5yBinTjlUdDyPO4rrn1etefwPUnSThrapiMj6HV67gj6LdassrW1bXnKuPGx/wl5UzhjwnM558T2L/CpZdgjFJjYfy8lbjQpp+JXfIfyc+i9juWssvsMa649B8eO4oljUD9x/3fx8zU6DiKy/wnU7ratwnnl12+7BOprXnoj1I6D/Sl0OM/Ebnv2P9hwTgHlOVjvj/sL54Gwl4T0xA3s58cHMfOhvw/baeoz6Hc6sOdRqNuyUx6xem15cjRcczodxLpOcFZN3OetHI151kfX3KiKGvkDhw5Yn5kcoOyq+iNQl0fxWhZRW15A2v62gQGoR3rsjIH7aPw5mtgItdPxIqxrY1B7AfYNY/mtRIyVDUbn9zxt2Qp/xexlLIdf46EH7hb/1L2Fi9eNLRehN6fZsM+RiDyIQRPbtESGiqCB/S2inLO2VausdeTIt3FiGMfQXTufgfrAIOZ95LN4n8peruPH0DcnIlJrYC5GlMJzYPfxPVCvXI9j8ro1HVBnsjgGi4hIFe95yvVDuJ0Oek16e3CZ1QZeK+IyW0yI+xHSPZGBf8dlzcSjv2goiqIoiqIoitJy9EFDURRFURRFUZSWow8aiqIoiqIoiqK0nEV5NLLZzIz/oFhD/WsQsPbYXjT7NlhiWKmg5o/fnyZPhzRtjVlIWjknge/pb8d5nPeTbrenA/V9nZ04z/NE1daWV6qoM2ySn8JPou6atzokrVycdq5axbZJ0XzT7GeJeA5l8mhEkb0fnovHLAhI0zdL9RuZhc+h3Cr++atfk+T0fp5/wRZ47bLLt0Odi9E45rLYnwLSBhvKm+D8iZD0ym6MD2m+6f8NeRVSCTyOYzTH9+SxItSFlRusZU6M4me+8Z1vQT1exRPtpFkBdaYDteorV1xsrcOjkzUgLW1E8++zfjikeeqj0NZ3mpAzbbC9zaw+F9bxfFgqjh19VjK5KZ3+wBqct5zPCfYUTP1t7u92uA3CANu5PUVZCaG9jvLwEahPTmAuwUhxBOqMj2PeJS+6FteRYm+SPXY4i7uUiEsnCp83cf4nvmAY8vSxD+3Iweegvv+e/4T6xS++zlrFob2Y6TAyiPPfP1iZOh6sLV8yHMea1//0S86cdexn5q3JN8m2kMhuh85u9FhsbcNr0/cexWtuNoP9j7OFmhXU2Kce/2drnRdnHsNlCo6ThwXXUSng9SJDuQde0/aBcNtEVtYGeePYM7OA48OfWe7cDGbs5Ih40/lRa1ejd2ZsHH0v+ZichspJPJZN8g+2FfA49XegDy7hUOZYTK7Z4cGj+Acal326xzvp4D3jnr27oN5/ALe5eBzzQkRE0nT/lchydhVu58Aa9JD2jJ+Eulq1czSqZfSrHHrmHqi9ANc5OY5t296B97KNGno+REQybdi+fppySmb5dp2Eff9zJvQXDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nL0QUNRFEVRFEVRlJajDxqKoiiKoiiKorScRTn4giCYMaKxkalJYSATE3aQlNeGAWmOy6ZCND5lMmhMaVbQtNPTheYWERHPRwNMggJIGhNosqlOoqk0J2jOHRlE42SxYpvfXApVS6TRZMMm0ZDM4lUK9EvGhLLlKewwN21IPcUE7VcygW1XKeM6xsfRWCRihwImkrgfQeN028aaNc8yjz33rPje1LNxrgsD+i41GEJWmkBjmoiIBHgcPAfbJJulUDoPTw8+boEV4CTiUHAUeaDl+HgR6uETuJ0V6o/5DJ4zfa4dpvf5//f3UN93731Qh/l1UHdsQhPsZVk0plVHyUwnIs32LtzOk3heNJo4OUQUoYk5bJDJuWGPD2wsZWP0bGNkicaCpWL/nmcklZk631euQkOpS2F7caZdyz7q4Xc9QQ3bbdfjD+M6mrjffTQuiIgcGEbztzg4VkTjE1D/179+DepcAt9/4WUYxBXEeIwdcnezTzak8MWQjP6+i+3gOPZ3YC79zaMxKKjjfj332A+hfubR70NdGrf7+eAhDMEqksH1VGhpGNiG+KXAcZyZ0D0rsG8BZmP+m+HjxseB+idPmFGNmf5i1zHswz9HE3W8yOmA+sgJHPMOHUcj9skqHtdGULTW2emg8f/qDE6Q0ZvvhXqfj2Oe62IfNycwqFFEJApG8Q/WrvOEK3NPmBJn9Oa/8TJmvx4tg1E8aULxpk/u0QN74TXubtl2e2xa2YV/a2tDs3dvLx6nTAbvx2o0CcjwSTRRi4g8+SQG6mXyOJ4dnsDXy2S8Lh/Da9vQKJq/fc+eaKY0istwT+CxSfo4Xvyg+BTUuRQe5452ex2ZFJ57+WNoUn/60X+CulLGa+wqCm49OWpPyFJP4PG56tqXQD0wcHoyJZ6gaC70Fw1FURRFURRFUVqOPmgoiqIoiqIoitJy9EFDURRFURRFUZSWs7iUpVmwR6BeQc1/ENhBKo0masbYimBJGkkf2k56vibpmUVE0rRQU0NN87FDh6Hu6MDQmVqpCPU46ZlLLLoXkbZ+CrpzcUcaFErjp9D7kKS6NoF6dxGRtjYKHCKNeiKB2+BR26VSFOgX2fo8DtFKUtBgOCusJXTsz59tao4Rz5lq/yY9Ird3dUDd1Yb9U0Qk6XFADWm+HdRRliZQK1yjgL+4OCwvwmU2HTwu/3H3d6G++3uoI08kUSN5GQUTJlP3W+t84oknoe5bjZ6M9LproDbtuMwTR/dAff/d6AsQEfEv2QT15EgR6hyFILUVsK098l/EBfZJOPd7ZuuV65XlCeybODkiyfSUbjis4djgZ/qgjpNoOw4FG7p4jo2eQG353icehLqQxP7UTsGdIiInT6DGOCBfUFcFN6yzB3vycw/9AOp9Ox+HOt9he+O2X/4iqBMZ1BhHpP3nk6dJAaL1qu3hqU7iNaZURH324YMYtvfMQ+jJiEiLPXz0gLWOSVpHOoceKdefajtjxa4uDb7vz3gz5guAc7jNJcbXwe+hiwCH5nrk0XB92zP26CG8Rj6TuBDqF//Gb0C9ZhCPY+oR1K/LwQNQBg3bnxXQsY0m8Ty6NIUhlutyeO/wqOC9Ralm+wu8El4PmiG2RWTsPvvjYnlqljnAryPlzoT/dmaxjVYOYBBsLsY/1tODXj/LZ0K1n6T7ObqeNur2feZzz+H1TMhreXQMQzjPW4Xn+GUr0b+zuhdf3z1oh+mNDJJ/hzbLJ5/u8Aj24YjuRRyxAyNdweujSx5n36PQQAoRzDy7n95v3yNxCOXhwxhe2N5++jofBAu/B9RfNBRFURRFURRFaTn6oKEoiqIoiqIoSsvRBw1FURRFURRFUVrOojwaYRSKE01puHx6RPESpN30bO1wk/wNGfpMmvTHHvkOTBN1bpNlOwsi8ljDjPq6ShXFc2OHB6H2SUuepnmcs2l7vzp6cO7n4ydxnmYrc6KJ2jqWzfoJO0ejUinTe3A/M2nURJcmUePns2cjyX4FkUYD27deR81pKnlajxvE6H/PNsl8SvxpjXDPQDe8lvCwEX3X7tqG5uF3eM5yweNSrmAb1suoq6yVbK3w0WGad99HneSDP0KPxaG9u6E+Qd6DZ55DfXzCsftG/yr0ZAz0Y328hvvZ3o31s889BPW4a2tQN3Si/+CRhx6BerRWxG2inJOLNm+E+tJLULctImLCOtXY/2bnmCQWoQ9tJWOjRyUx7anav+8JeO38i14KtROTeZLgLAjqg4cPHIC6WCxCvXYA9cNStrNcLNkzeV2qZezXnZRHVB9HfftTD/4I6mTSPvfH9mA/TZOHL5OntqBcjeII6vSrk7ZP7QhlXJQmqZ8mKasjwPPTdXB8C1y7D+VT2G+rIecaVKf/vzw5Gpu2XS2+PzW2sb69STlBYYxJKKKcn7lyGkQ42UqEzTWu5XsTKUX4nv/3dfJ8dW6A8kUXY4bFS7rw9Q1jqH+vTJIeXkQmT+B1vHQCs2TMOPqWklns84XaKqi/da+1CqkdxmOeqGG+QmB4bGZ/xdxtvRDc2dfdZfBrXL5ts6Smx781K9GTEZFHYHLCvo5kszguhHQecf906UbTaeJ4V6nYvpgD+zEfp70b8yM8H/vs5dvQn3NxH/aNbz+M1/QC+WVFRAo9eF/ZLOGxIduupAyPTbTAuLCiCNfREBy/6hHe62bbOqDecvEaqLeeh+ediMjxw5iNUiY/Sy5/er+a9qXnjOgvGoqiKIqiKIqitBx90FAURVEURVEUpeXog4aiKIqiKIqiKC1nUR6NoFETMVMfMR7Px41lZOkVbY18lTwAve2o38sXsD56FL0PYcLWsYXkPQgyqFtLZlCPN7oTNfJugMKz/ixqi/Nd9tzQIbViMovrbNJ+SsjaShTw5VjPLCKTpEf2E7ifzQD17WETa4fm/PYc+xmz2cB9D0gjn5g9Z/oyTCPf1dE2kxfS24s6StMgfX/c9vl4oFyezJ+6LHuEktTnkxn7OH3vEGrVH372OagPHsC5rBPUxlGA2vTj46jL7Mx0WOs8OVaE2hxCvXJqFXqIki76QJ4lH4i/GvXKIiJVB3WpnasxV+Our/4//EATt/vZZ1H7uWY9fl5EpL8P19GsY593Z/mM3HB5cgwataKYaEqLPHj0GXhty/mXQl0u2VkfAfkfWINcOoFjXJ36dZ00zWOUuyEiMk6ZRqyL9n3KW6D5/0PycPTmUHvtRXZ+0dhezHKpV1GDHNB4xPLyTA7H1a4CjqEiItHJfbhM0mdvueAiqNNJ9BWVaJsOjtha/2IT287JoQ46XZg6Xo67PHkGn/hffy756XyCiHwuTbquNJq2B6XRYN8TvicMSTPPHo6IPSv2Nka0jNFRbGeeq/8E5aEYytPJJvH9w5O2N/PwMdLRU8ZD1IWDO58jK/L4+e1b7fHpYeo/9REc2706nduUyxQavl9Z3kyM50N3Z17S0z7VtnY8R6t13N8G5XCJiKTI41qn/shmhib3R6olJo/JEbw3Mim8jlfpPueybeg1+ZmLNkP92X/7KtQTjp0jlM1jPkglxLHfIe9vKOgFC9lTGuvRwLbxDeVokDeqQDkmm+mau27NSmsVY0XMmwkMemHbs6fbNm58ORP6i4aiKIqiKIqiKC1HHzQURVEURVEURWk5+qChKIqiKIqiKErLWVyORr12WuvvoeYxkbDn02ZY7xmRFrNMuQQN0vUGLAj1bB9I4KDusdxEDWBPJ+rV0ynULxvSrxsyI3gJW1dZr6Pes9mgZZCO0Hdpu0mw3KCsDxGRNHlPfPJYcFZHwL6QiHJO2J8gIj5lkAhtZ616er9Yy7sUZFPpGY9Gk9qIJdM8b7UIbv/Um7ANQjJ2FEvoEXBq+PkVXagBFxHpWzEA9RP//DWoUw7qVleuwLmtRw+gDt2hkJV8BvNSREQM9be+DtTO5rqxjz/4/W9DPVnE+eAHc/Z59Y/f/DLU1191BdSbBnC/D+xHT8ahQZzb/Olnd1rrWLHiGqhd2ndvlsfGjzn3l4JGtSRm2pR1aP/T8Nq+3bhPKQ/HGhGRPT/6LtSFDPYHl3SvAWVBPPDEo1D35m29cJW0u2EJx6eePtyukMbIcqkIdXcHriNsxOiHKYNHqrgfWTpB/TSOZwPrUSftBXaOxtE0Xi8m6lhHpPcu5LHfr+5BvXFXocNaxxe/+S2o+7bgOd6xasrjFyxCn9xKxo4+KY3c1PltaPxKJtEz1t1NmSsi4hVwjHdoPEoksM086zzDdXKWh4hIELCuvovegcscPobehvEieoRKdF8Q1m3vU3se+5NLvo5HH8dx9fHH0FPk0TU6mbH9BZkIx94oi2NePUW+wSpmeXhV8qLEXIPnc549n+yNVpJKpiSVTE1vCx5njzwpbkzWTEQe2Ijana/B7EMSa512e3BGWD3E8c+4eF+ZTlAgRDQBZZK9wIF9lHzKjfMcHItch/YzonwQOvJxMWXsTwk584a8d9UIz5PJBnmMInuMdXzcjpMT+JntW063bd226p0R/UVDURRFURRFUZSWow8aiqIoiqIoiqK0HH3QUBRFURRFURSl5SzKo+EEzRktWUD6WF5SMmUvOpGhLAefdJCkyXZIy9nRgVrPkRP2POhZmn89ScvMFVDH2kXLLBdRLxpQHkBpAnWWIiId/ah5LpJnI0XehwRpayPS/JXLtkdj1Uo722A2J0ZGoE76qFNMJbBdajXUwYqIOIbmeqbtchPLo4s/RblUEt+f2oaRYdzfgObGLlHuiIjIDx97DGovhf2vHqCuslLCNrrsgq24zpiwjq4u0syTl2aygrrJ3jzqLJOk9UxTjktnAeffFhGp0ZzwDerDxeojUI8ePoCbSHN8jxYxy0FEZGiE9mNiHdQp8ghFND9/iXwkR4+jflnE9v24nPUyq71jXAJLgmuMuNPa2OLoMXjtGPlQXnr5hdbnt15/LdR7n8EMk9JR9Mv4LrZJUbBd21P2OTmwCY/N4Z3ol6nXcBmJLuxziRRq0Vn72wjsdTpJHF/qgjpnj/x4aQ/Hp3ySNM5iC4B7OzADaWQSx+ITRcxCcELK7qjjNg102x6adp7nv4LLyEy/3mSf3RLx5MMPzOQYZNt4LMDj1BOzf1nOeCKvSY7yTDKUFWQlQcSMgezr8Ok6n0rRmJbH92c87H9Hqnid71vdYa0zmcB9Zf9AwuB+Pke5PscH8Vw2o7YPRMgPALlSIuIm0QMkWTw+QYDXk4C8UbGcY1EbruuIO20gaDbZb4HvZd+BiO0HY58u+3gd+i6cX68HtlcqpOu4U6UNo1vTuofHabKB/bVGY4CXsQ9Krg3HjYjuG10KW0tQ5oWhcT6dsO+fcynyISVwncUy+imSPvmVS3QvW7LzaBIurqOdcueuu+70eVauNEX+l7WIWPQXDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nL0QUNRFEVRFEVRlJazKI9GMpGc0chHNC86z+8cRbZ2LpG056aeDc+/nU6hnpT17j299jzhLmmYk2nUf4YR6vd82o/uzg6ox8qkdx9DHZyISL69DbeBtOb5PGoAQ/IT8FTQuQRqP0VEykX0HKRSqM+TABeS8rCtJ8eLUDdqtj60SdkbocH29mZ5TQzPb70E1JoN8c3U8RynjIvJKh6XI0dsD8DjT+Hc6YksaoErNVyGQzrfLevXQ90M7T6ez3BOBvbRRx/D7IUjBvtnQOdRVw7nte/ttHMTxgLUE08MH4J6qLQf6vokajV9Omeynn2eJpvYNvueRm/B6AhqnAPS55bquM5KzCTcPIe6T/6q2X1uueaTD5ueuNPesbpDnjPS1QaRrfNOUn5EWxY/M0CenQ29OAamSTOfKKy11rH9UpzfP6rhedyo0fGnSdsN6ahPkOdnKM4bl0Vtf4r8XkLZB+kmtsP4KHqunKY9zqZoXGzQOFpp0LzwPp47Y2PofymRx0ZEJOngMt0MLqOte2obmvXlydHIpHMzPhGSt4vQmFwr2V6/jI9jXiaJdZ103hny+mVzdE2OOQ85+8f16DwOcLuCJucU4DIdg69nUvb1cdWqlVBPjqN/J5/E84wtpK6HY71j7O9gm6S759qpFvED1DTWPZETk5rBnhe6OXDg30s/Bk6WSjPejEqV+hvdUzRr3EFFEl4R/+BhO9c5Z4OOPfsia+wVFpGggcell+47j03gdn/xy7uhfqDjMNROEseA/nXkxRGRnr6NUO9/7lmox0awPwaTnBGF2+jk7Vy6gfPOg/qCLRdAfd93vg/1yPFBqA8cOAJ1adL26TYcvC77dB6MTZw+TyrsfZkD/UVDURRFURRFUZSWow8aiqIoiqIoiqK0HH3QUBRFURRFURSl5eiDhqIoiqIoiqIoLWdRZvBEKif+tOGRMuikVkMjXjOwjZBVMo+4LhpgOPClWkFzUboNTdcDq1ZY66hX0eBSqWEoSZ4CmdLohZPJkxjqxJkzTmg32fhJNCY3Kmj6mgjw9UwCjT4+tUOlRKZGERmvFaHuJFNwyqXwljE0bJ4cxTCrbM42Fadou2pNNvuYM/x7aWg6Rsy0Oa5Ehq8T47h/O59FM5aIyOAIBtF19/dBzWbwk/T+vYcOQJ2jwBwRkRU0McAvv/YmqI8MYahbSKZSL0GmMAp3DGNM1EGF+peDy8yQqT0sY1u5ZFLscsjwKSLZcTwvxhu4HVWaAKFCky5UyWCcSNpmN8ZQOBMYwJcpyMpIUsz0sFkp40ZUa3gchk8ctD7v8/iTR2PrZVvRVDh0FCcPGHkCjf5rNqPxW0Rk3QBOQOBdgst86L4HoJ4cp5DALJofwyoe+zEyGYqInKBLSTtNipCm8KhcFo9/sYzrqMYEbpbJS1tuYJ8KKriMQDDELZ3Gti6fxHNRRCSk61Z7Wz/UmfzU+egllicycv/+/ZKaNreGDrZ5hiYIqcQEch0/hgb4fB6PdYImNGjQeNNBoYkhX7RFJEnhi7zMIMBl0tAhuWwHvR8Nv889Z4/tIY1hExW8hj62C8/FEydxbA9q2Hei0D6+HBbHE1JweCG/376ZiBvE+G9UO3O8tgREUTSzX4bCHrmvSGhvH3m7JaJrk0v75JJZnOdfCULbUG/oTf3tWXod1/HAAwdwmy5F03X/eTgGTBbssM4rdlwM9coNuF+DB3E8LI/ivUaJjPOlmEjaow5OcHP8AI7blTzWkYvLHKfJMryUPSGQ5+G425bG7X541uWovogJMfQXDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nL0QUNRFEVRFEVRlJazKI+Gm87PaMhLFQxYcpOo10pnYhYdoJ4uSdrNkAL5qhQAMzqG2nInRiebTeMyxifQqzDQh2ErW87DoJ+nHsb3VyYpIKZp6w6bAWphUx5q+CbJcxFQW3EgUblih1W5FKrlRFgnSNvf5FBA0vx5rq0z5DzFRsD76pzh30vDeKUs3rRm89Ax1InvH8QwmhMl8tqIyJHjqE/2KbBv05bNuIwTGFTm0XH1Yh7T0wk8tldctgXq6156OW7TIezTQ6OokRwfK0Kdqtl9IyS/SsDhUySl7GrD/W6Q1j0Vo3tNUxjY6AS2zSSd7+MUpMRhfDnShovYQV8hibfNrJpfWyo2XbBZUtOhe2NFPBbVcdR9P/UEamZFRH40jO2WqKIn4APveRfUv9iG7dTRfQ/U5RN2MGVuGAOozstj/9hLvrQjh1C/7q1ZD3WTxoF6TJhZaQL7bbWMx5KDLF0PN2KSfG2jRbvtyjSmFcu4XzSsyt6DOCas6UZ/QSJhj4F16vs+jZMmCOD/S81Xv/qf4k6fJz6N+b5PAauuPUZbYxgFhfnk08tQQKTDhz5mDPR9HAs8Higj9jJg/8pkUFMfkuZ+dNwe210KFnSS6JWrRxTOSsNojfyg4izk+sbjpJmjivnLAsIO+Tpr4F5h6T0aHW0FyZwytkZ4/qXofq4WE9iXpoBI9vhwbTi01UUfiMMXNxEJI1yvR16Fbauxzx8cov41egDqsVG6dm3AoDwRka5O7LNbutE7V9tM20S+o8FR3Iav/qc9rq/dgD4QN0NBq6s3QJ310Cv17M5Hod60yVqFXLkZz5uQQpwPHpjV57yF9z/9RUNRFEVRFEVRlJajDxqKoiiKoiiKorQcfdBQFEVRFEVRFKXlLMqjEbmehNOa1VQWtZvpHGrpMgn7GWZskOb1pnmYhWTXPkloWUten7S1mhkPNc0BaczKZdyG9jzN954hrecEaqiDmLmDXR//lqN5m0eGUL/cnkcdXLWM62g27HUkUrhdk2VcZjaH6wxI2xmRuNbEHPkkzcse8DzszdPLWA6NvAmNmGldapIyLBJZ3P/JwJ4jukY+gbFR7D9uhPvf34F5BGna54xnZ1ocKe6FOszjOnt78Tg8/BDlBwT4eipFute6PTe+oRMnCvDYj06iltbPFaDuG8C8gdFR+7waqaKmtNrA/XJd3IYq+bEypM1ty8Z4NGh+8zr5ocJZWu5azBztS0FXf6ekM1N9r68f200ibPcJynYRERmZQO3t5FF8z6Eh9HCs7EEP2St23AD14ccfttYxOvg41G5vB9QDPZihs2fvTqjp0FljSalqZyQ55A9okH58vEq5K8fRg+HR+DRZxzwkERE/i+e8Q76PMfKJlEu4nfUqeuVW9uatdVQoOyhF1wNvej+9cHm+ozNOWsx0W/Hlk/X85Zp9nELyRwR0sBu0/5wNkSQPh+PZPpeE5dHA90ScPyHs0cB7C4+yZxocxiAi4tF4047LyGZxzPNcPO8iGk/cmOujbangjAvb2/bjwp4NR2a1ZYzH42xzfGRMUtP3Iu05ykFz+J7D/nxEbRRSjkbAQRm0ix73lbSd+cT5MoeOoSGn7OO1rJDGvuH4+P5kGndkvGn7xx56+hmozTB6SIcPHsbXszh+NNvwHCnV7b4UDp6kZeB2BdQf0lnqxA6eu7uGMJNJRKRaws8YCi8qVk8vI2gs/B5Qf9FQFEVRFEVRFKXl6IOGoiiKoiiKoigtRx80FEVRFEVRFEVpOYvyaHgJR/zp7IpqCbVbHunEUzQ/t4hILo26bJd03kJzKLs0z3khi96GBAc/iEiK5uzu6eiCOkuavkoN9evlCupafZ5n3J4aWrJZ1L519+J87cVRzOYwQjkaHmrtGjE5Boa0jJ5DWQmCGxZxrgbNqR65tr7OcNaGT58JTn8mWgaPhiOhOKc0mk30YCRojv0sC81FpCONPoFyDf0OJ8YwG+aUFv8UlSppwGu2jnzXSfRouDWaM97D/tYMUDc+cRK3yYlQ214gr46ICMnjZZLyBXmchPQAAOqkSURBVOrUFoUc6pfXrcE5v+u9fdY6nnjyWVxnAc/FgZXoVyg+h1kOOfJkdLXh50VEZL4+5Xjx/15KnGBm3UawDxo6JzN5W6TcvwrbNuPieNSkMbBEPg/H4Hl95c/9srWO3U/3Q11vYh9KPoi5GZk89geeu744XoQ6iGIyJJx5MgKo9puU80PjU6YHt0lE5LKrLoG6tws9VN+96wGojx3G8/noKG5DqWZ7rJo0Fue68fhEHv5/qfEybTOZSpxXkUzh+Ja2ch5EGjTmNevYBhkyfhjB/pYqdEDtxIQJuR5dl8nXwR6NiPx0KbrOux6NeU37uPkJ7C+ZzhX0DvIC0Klp2z7icjTmypUSEStfhpcxz+cX/J7l4z+/fc+M56azgNfHti70fuVz+LqISEcb+qLS5MfhPLAU5aOw8SO0sr5EHMHPFKvouRhOYV/wK3hOdAueR4kmXqO3b7XPq+o4jqk7D+I93/EDeK9g2nEdKbqX7Vxlt12Z8tpq5B+u0+ulBq4zaKf8kJp9vd21D5eZq+Pxqs/KsIli7rHOhP6ioSiKoiiKoihKy9EHDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nIW59EIajPegDTNex5MoN6r1rRzDIImzXXt0Zy9pE9kBVkyidq7traCWJBOurMD9Z5JWmdlEnVsEc0bzjpYP2Hrk8MI22JiHPXHrot6u94+1LP7pEMcHH3UWkeCcgg8mkO+4VCWB2khc5Sz0WiiblFEpDKJf0vR/OW1SuvnCV8MftqZ8Y2kO3DbJkiPKJ59nPw2OvbUw46HRagdB/vwYIj5Ej2R3Ya7J1DPObQPcxPcOvbZjVtXQd18Ej0eQ8dwmzjTQESkK5+m9+C+d3SiZ2jtAOqXs6Svf+k1V1rryJNX6Qf3ox4+m1qNNflh+nu6oR6gc0BExONzbw55srdM0mU3CsSdFug3QtSKJ1I4DlTKduZJQPvopfHc/9q//jPUl21Ev8XwMPbzvq0vtdaR6cTPPHTff0F96ATOA58toH+mTnO457Jz9y8Rke5+PL4uZSd41H+S9PqqVdgnV1/EGnuRngEcy1M0X36xiB6q/xz+PtRNMlZM1u1O1LcO19u3Fj1+TnJqTHCi5clx8TOdMxr5BHkfMikc411ja7DrnC3SoPwI8hmkMjhe5TvwPI8c+xaCZfNOknIx6CNBDcdMnzwa7O8xYnvjIgevB56P64wiHMutXCkaV82CMiq4/8w3KC1k0Dq3PBnM8PHj4k57uMIqjhtHjmJ2hLj299geeXra2/FY53K4zI72Dny9DV9nb5eISMrHY7dxAJdx3c/gtefY4eNQj53AvhIE2GFf1GbfB42ksQ+Pbqb9WoljZpXy2CaFvFMxXuDJCP/IuRk+/W5gyMvUpAwTJ2V7nLN95B8ex7o5cbrmTJS50F80FEVRFEVRFEVpOfqgoSiKoiiKoihKy9EHDUVRFEVRFEVRWs6iPBqmWhYzrVdzSURmKPuhXLXnuvbIY5FJo44yJP3yRJ0yLRK4uVFka8SiEPV1o5Ooq+8gz4ZLc8Z30VzQDdKwNnBxIiJSqqGObcKjucmzqJ0tThShDklr52XsrASXPBn1GJ30bHya694EpL3jee9FJE/z6Y+drNE7ZrfV0muUuwa6xZ/OVhlNYBs/MLIH6sCehl/CDXhs3RDb5HCAGu9kAvuG0yxCfXLv09Y6dh9F/fu+Paj/7PSxTXdc+TKoV/ahBvofv/wNqAPXnsCfz4IrX4R5AxvWroO6n/0RVdSXbu7HfAIRkeyVl0F9/333Qb1vD3pLWFc90Ivr7OnssNbhUZ9KsP521hzqvrM8WuZypSSBmRpjKjX06HC0R6mM45eIiBgcw0LyfH3zW9+BemjnSqiHSWMfPU3tLraHol5HTXuyC0+OxjHM6qiUUNtfNbi8XvItiIj8wq++AmonjcfH9Widk7jMFT14blY9e6CtNlHHnM3guLpl6yao773nQajrkziGuml7kDjvovOh7uvCfa02p8aIelyg0hKQyXWLN21y8JPU4Zo4fh0+uMv6/MQEzu8fhnxdwPcnyGcUkWexZ2CztQ7Xw+Mi5NdKk7ek7lDOBvsrqP+5guOViIghb4lL3pGQrncu3fpY40nM8GKEs6vmy9F4PsyTozGrXI4hsL+zY8ZncdEFG+G14gSOMzUOKxGR5/Zg3sT+/c9BzT7cJN0LZTuwbxXy6D8UEVmzEv+WF7xXaBzGMfQ3f/lFUN/5+R9APXgM7yk7Uva5P+ziOkYNbneFL2V0fxY08BzJNXA8FBHJU/9q0LnrhuhfyXAfD3BMDev29Yl90s0Qj2nZnB4PFuZjmt62Bb9TURRFURRFURRlgeiDhqIoiqIoiqIoLUcfNBRFURRFURRFaTn6oKEoiqIoiqIoSstZlBlcgvpMIB4bNXNZNK+EMUalukFTTaWKZpREEs16HN7CIVBsXBERySQpHK8Nzd/pDL4+OopGSI+SwLJZNPWsjgkJfPYAGpzSFHDVrKOhrtrA/Q55N2JCaCIys1HujRWeElFYE78/zuzG7ZtK4/EozzKihqEdBnW22bJpsySnQ2Z2FQ/Ba5Me7n+y3T5OfR1o7HTruA+VKvZPT9gMjubfA3uPWOuoU1hjewODzDIRtqlXRXP46k40Yq/o7oP66DCay0VEettwvy5ej4by7jYy0HkU9JMjU+wknhMiIr1p7Bs3XH0F1N+4H423k3Vsy0KGzMAVO+yw7lIfJvNlNCsAKgqWx4zrJ7yZSSkMBVhGdEo4jv09TiKNf8tQu2y5+DyoN3ZhoKM7MQx10bWDUfu7sQ9luzdA3axgnxsbRBPx5GgR6oDC6cbH7SDCSQpd82g+iwbNouGEeB4cp2CoIMkTUdhm+zEy24cU1JUtYL8fH8ZtDGPypsZOFKE2TWx/L/Sm/7884aVXX3GhJKevcSZAA+qP7rsH6qBun2NJCk4MqYtanmiqa+PY/xp5Mn6LSMfKC6A2aQyP9en65gV4Ta6T6TUQ3GaHzeYikifTcH8Xjv+NAM8TM4b3BaaEdRTZ40sYUZ/k63bEF1UOGqRXY820c5vSlycm8jTt7QXxp+8T2ikI1vFxAKw37HuEiy/YAvX3x3DsqQf4GVPDPu5N4CBQLZ+01nEhhZz20L3AkSEK5Kvhsb7xepzg4GtffxbqYyPWKuV4iQznEzium0narzz2cbptFd+1+59xcD9SEd5nGpcmLkpi56HMSvFrdmAfDwirPZzEpeqd3vnQRLJb8PidCf1FQ1EURVEURVGUlqMPGoqiKIqiKIqitBx90FAURVEURVEUpeUsyqMRzNLP5dpQg9ZsokYtigkWq1OYXoZEt6z7D5uog62HqFtry6KHQ0SknTwUKdoO0yQtMGkCUykUy6UpbGiyaQcRNiPUCjtJXEcbBfY1KriMygRqntsKtgY1kUYNqpdC/V2D2rZUwqCVVX0r8PVK0VpHo4YaVA7PWW6isapE0227IYfawRz1pXSAx01EJEVyzlSA3T+VQZ+RT30nqKPOPMjaGseIjr1LQWTpJD7bOxSmxku8YGAA6hKFPYqIvOTSbVBfuAY/41IwT4bOesfDtWYS9vcPTgLPi+uvfTHUj5NPafIA+lc6CqjTrpZsnb9DQXOuj33czAoLa9ZsDf9SEDQaM36nPAXG+RRmVovsUM2wieON6+JnOqm/TFaxz23avhaX12aHzvGYN1bBtk5kUVvdvhJ9QIMHsE+uobFjaPyYtc6hQTy5elN4vCM6tu3t2HYemcj8LH5eRCQk31kqictIpLGPrt6EXqWjeynALrL7+ZFDQ1BX6+g3SOSm1uGY5QmM/JXX3jjjXawVMXyvfALPuYmyHWxXo3BOifBa5NA46lF4Xo78FtdchJ4iEZFrfuY63I4mfsaldTSr2D/HySsXklGkVLbHjtUr0Kd20fkYvNggX+R3/guP/b0/wGU2G/Z1PqRrbMSid8PnNq7DUCBxENjjQ0T3QNEcPo8wikSwC5x11qxZJcnE1PUiIo9JTw/p+at2IFxbAa81He3YN4bHilDnyae7bSuej37Gvs5HVTRRrFqFfePBh/dDvfdZ3M6LL8J7yB4K9ty3y74vinrR47NjzcVQP3rgUagPjhyA+rztF0HdnqZQXREZ3o/+zIkGjtNeD45/OR/b1qnjdq9KY5CviIhLl9Ubtl0L9VD+dEhxo9GU3T88YC0jDv1FQ1EURVEURVGUlqMPGoqiKIqiKIqitBx90FAURVEURVEUpeUsLkfD80WmdcgRzdkb0LzTxlKby8z8y6dI+qgZazRR89ho0LzAIWoaEzHz1PudHVCH5MnwfMqKSKHGz6H5i3N5fL140p43eM161NO5lFOQoywOIa1mbRjnO8+3oYZaRCRF2+36uO/pFPkJUtiWyRRuQzqytY31Gu4be2Zma9AdnmB9CeishJIKpvbbaVIb07ZmHXvG8aRgGyXoOTtfQI1jknwJzQruczqJenoRkWSe5oh3SJ9M1iVDun7HQT3oQwk6Z6xAFJH+rg6o+zpQL+o1cZkeeTJCPo9i9Od+Aj+zeT3u+8Z1qPfcfwS17hvWroG6LW/7q5wQtbKsT643TvfpxjLlaBg5rZPOkveKczNKpaL1eUfw3PdpAvVsG7ZLVweep1nKyCiKnaPRJG+blyCfWR31592r0aORKKCGeft20rs/EeNTa+A6e7oxP8Z4eLyySdzPJoUJRYm46wdr3vEzadJSb966EeqnHzgMdT7G48fHJ6RMh46OqbHZr9ptsBR4ifTM8exdgd6Zn7/xFVCXqrYH4MDQINR18hy6dM615XAs2XYeejJ+/TU3WetYuxXf0xBcRpaOU9hE38hwEa+HDcqnqFZtj4ZHGSpr1+Kxr5BPafj4VqjHx9HsUK3aHjCPxuoopD5Ang32OLL/pdm0j09Af4si7I+zr7vNZlP2Hfl3axlnkxUDfZKa3q+jR9ETVK/juZLL2F5ToUye7k48B4sT6DuIaFwIyDuzeRN61kRETlAu0PFh3E6H8iWOn8R7h210r9XdjsdxPFhvrbPh4Licr+Ay/DKOf/VRPK7lHI53bsbu4xOj6IMcH0Nf3Hk5vAYnKYdqcDdmj0lo+6jXteH1qPjc/VAPdJw+B+r1hV+D9RcNRVEURVEURVFajj5oKIqiKIqiKIrScvRBQ1EURVEURVGUlrMoj0bDiJySDLoe6ixTKdSYNeq2djhNGRUZmgN58iTq0hzSp6dd1NZFNXue5iBADZ9HmQDNBmovO9KoIxyj+bbLlJFR6LPnd0/Q/MQ8fX69gZpT46J2rrsP53luxrQdaxubpBFOpLFtHAfXkSDNc30MNYJTGzZ3dwAdbIwH4myzJpmSTHJqP9g/4lHfSLj2viTYI0S1BHicPI/m7c+xn8LexojmTnfIryO0nZ5foJdxmyKX/DwNu2+E5F0qtJPHJ6SMghRlL9DXDWGMv4riP8SjP3S0437ksriOvk7cJi+m7Urk8+J52k1wui2iIKb/LgGBIzM5GiEdS5+0vcmU3Y51yjZIZ3EM7OpDb0OaZOAe+YYM5XKIiGRIA+/RgMTa8NXrUet/YD3qjdv7cRsv2m5nJ2RzuM5CG+ryK+T/atA4HNI2Oi5+XkQkJL12tYx6btb+Z/I4Lq/cgPu1dt0qax2DRzAjZOQErWPFlKa8HtjtvhT4maQkslN9IEHXtg2b8Li889dtjfzxk+hFGBrHnJbJEtbrBrBvXLQBNfH9vejvEREJE6i7d2g8cem8qNP4ZOi8Yr9PGNl948QJzBio17F/BeR1qFOGxSR5OCYnsR1ERCLyhTUpn4gv/AnLo4H7xdcwERGhMY8vMslZ1/FmTA7H2WbVqgHJTGeL8XVn1y7MqSlGRevznJdTyGEbJcl7OjGJ1+Rndu2DOsP+VxHp6cB+36Qxsr8H+2eDzuV8HvN3tl6IY1epad937h/F7I6xMaxfcimu46XtOPZ859uPQD00Yfe/m16DWRsdaVxGjnzTbZ14Td7Xga8fPmiHsPzqL1K2Rg3vecbrp/ejUl34PaD+oqEoiqIoiqIoSsvRBw1FURRFURRFUVqOPmgoiqIoiqIoitJyFuXRqEehhKc8Gj7qdn0hHXCMz8Ah/SFrDJNp1B+znj0pWJ/S68+GNYCGdKylcdTbJULUbkYGt+nQsRNQd65Ena+ISKOG+rt6GXWFjo+vs9aYtd1OZD//BdRWjQDbl3Wt9TpuA889zpkmU+sgX0cSj3FkyrP+vfQa+YTnzfgsXGFPCon+Y/ImOLOC5+pPUn9K0zz7rLn1EvbpE9F7eDsSPq4jRX3eo+Oy4ThqxNeMjFnr9JOoTW/vwj7arFGWDB9Xmm+7FtgGChPNPWd2FJHOtYBepnSa1hnZ+mSXs2KEM0lOtzdrrpcKL5MULzN1jCshnoMpH7c3325ryT3KKWiG2K4OjVeVSRyvchHl4dCQObVQ1Ke7dK72daFfJshiu190OWr9PerSGzsxE0VE5NAIehvGx7CfJijHp0lZHkGI25xNxXg0aHwqZMgLQPuZy2HjrNqEeUdrt9j+ggnyfUxMYPtXqlP67EYtxke3BKSSyZkcAzo9JJlBTfbqDaS3FpHN2y7Fz9AldP9e1MAXKNOpM08dzo/xc2XwPQ3yYCRopfU6vj+fw3OknbJlghhvQ5H6m6G+kCBfyCR5HA8NDkNdGrfH2Qb5OAx5+oyZe4zk3Je4a6iZZ1ybneXBGRtLQTadmfHWbtm8GV7rbMdspYMHDlifr1XRo7Yhj33UuDhOPPMsZvqMjuMxeOixp611XHzhBqj7e3C7si5eLweH8Nj/v88/gdu4Hq/zv/Fr26x17jyAJ+OePTiObL8Aj/2Fl+I2vOn69VA3AjvnrNCJ58n37sVcjJEiekc2rcL3//IrLoO6THk1IiJuGse1555CH8d4ZdZ+hOrRUBRFURRFURRlGdEHDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nIW5dFIZ9LiT+vSJyo0Hzz7KWgefRERh7IXWGedokyLenPuefVTOdRuioiwarFRQS0mz10dOTQ3Nnkf2godUJvAbrI6zSddJ817ZwbbooPapjSObTnepMnzRaTRwL81yLORonnsuzoxm6NWQw0060Xj1tFsYmvO9nXExCCcdfKdnZI9pfV28Bk5SX6JdNrufz7luLjkp/B9Xgb5kMg/4cT5XOg8sHIz6DMu526Q1yRPeQR9PagzFxGp0XGqRzRfO2uDyRcQUn8NYvJUIjpvHPKe8HmXo3Mzm8VzO67/sWY5ouwYJ/Jmvdf6+JLgJqb+ExGpk04/qFC7xuRoeGnKYqGcFI+yg/xsB9Q1mss/mbBNGg55RbyQM2Zwu5wENuZ521DjLKyJj/HwVAyOYU4D96u9DY//yQrqiZsN3AY3Rofv0Tib8Lif4jI42yPXjud7Tz/lzYjIqjU4btZpLE6d2vXlGABlykeWnB63EjS21Bzc1mqMZaBJfsIsjRUJn8ZNB/tXKoXeq0TG7n8RHxcy+Tgu9nEeC3yfPRy4zc3YDBMeu7G/BTTG8bjL/sS4A8xjd0ReSmPoderDVkRGXCdyeJn4odk+JR4fl4JkIi2pxFQf8Slnat1aHPPXrMPMFRGROuVANai+9DL0Daxf8zjUDz76DNRHj6OHVkRk9370iyUomyPtUy7GBJ4ouw/hNgxNYh9/8X7bnzVJkRSmies8OozjXe2HOJaVJvFYTlbxfk1EZH3iUqh/5ueuwnVS/9yzayfUt3/sq1BnMvb988atW6AeH6PzP3E606a6CJ+a/qKhKIqiKIqiKErL0QcNRVEURVEURVFajj5oKIqiKIqiKIrScvRBQ1EURVEURVGUlrMoM3jC92cMs2xDIr+hVGIMzVky3+YKGDBUbaBBhoPrQgoNq9RttxsHQ4VNWiaZbVMU6pQI2IBOBuDQbrIKmWKStA2GTFvpNJrdymQa8zzb5OV5ZPCto9mSjds5MulVSmhGMjGhgFFEoYtN2i739DLjzLxnm5Vr10tuOizIUA/kILw4AqpDMlPyLtXoDy4dR9eyQIuYOhmYOVgwSX3a2ip8f6mIxrVqxQ7ZOT6CTrRBCvXLpbDPunXsCxFN0mA8NFKKiKQc3FdDhs4ChdNxuCEHaMWZLfk8YWafu7FGyqXABCLGnd6euQNI640YQzOdxzwBQUjt3CRzaIMmyKgG3H9EwpCD6/B4NmkZPMlBqoBjhxUMFtj9fvXGFVCnM3j8yX8umRxOtJCg5MEqhaOJ2KGlvotmRpfazvVwpStWdkOdzdpG5o2bMIxweGQE6tSpQMVgeb6jM+KLmb5se2S69pIUfBcT5lghI79DfaWrB9vIz9J5zcfVtduhTkbYgK65xsHjGNBpH9H7mxSiy5MdxP3NHkkoNDBB++FQBzX2fvH5ztcLE/H1hO4d6HphJM7UPjcwBi7DEOj4vjjTY5Yv2GYubVAUcxT8BE8ugMeWTfwvve6lUF94EYbO7T540FrHj+6/D+oTw3gNzaTxuOQLOBat2YCG6COHjkP9O+//prXOCk2kw/eNboT3iDwpUZ1OAte3jdo7bsCJGFYMoGG8VJqAes9uNIM/eP8BqC+/3A4ebFtBIaZ0HiT80/fskW/f458J/UVDURRFURRFUZSWow8aiqIoiqIoiqK0HH3QUBRFURRFURSl5SzKo+EZR3wzpcPzKbDL1h/a+jyHglNC1jg6FLpDwXZGUOdWq9t6dZnE4CjhAD7S5U5WWFtHIUg1fD0R02SGNMwR71iCw4FIo0reiJ5eDI0SEcnVUfNXP4K6wYgztWgdjQbq8q1gJhHJkm56tidDRKQ4drotliMvzSQ8MdOBZk3y3oTUho26HSZTpr+FdKyrNWyjKoXmJCgU0HNjAvsoJcuQ9tLy73AgE2mmh4fwOJ8cOWmtc5h00/sPH4W6PUvrDLFP87nqJGx9aD5J52YG63KVAonquI5SCc/LMEYfH9EYwn6qYFZgG58zS0UYNCWc1rkbPs/pJIwNNHJJi0seDCtIjLS8JeqT7LeY2jAsCzXU9uazeHxzFKbIgWk1Dq1L2n6oZsjnI26XS4crU6AwPQf7aK1qj7O8ry6HxCZx/HJorF67YRVuY0woYKaAbTGQRu+JeNN91Fsej5DjpMSdDtELaGzxKUwvk8ZaZMpiBO+hsEa+boQ+tmlA133PscdAslpKk80MFFLJY0WSg1X5XiPGnMBeJx7T+Lxqb++A2mOvFPuSZPEZjfZmkj/Gsb/n5evBfPVSEwRGmtP9jvePr49uTIvxsXMTOJYkfDz22TS+P5fHkM3uPvteqa+rE+pHH3gY6maE16pMDrfhwMHDUD/7NF6DGzHHrU7Bz7Um+kK8iPbTuoMiH5J9Wsk/feVf8A90/8L+vyx5UdasWQl1Pm9f5xu0nSnyzlWC0+dqLVCPhqIoiqIoiqIoy4g+aCiKoiiKoiiK0nL0QUNRFEVRFEVRlJazKI9G1vElccpHQRIzhzMJaJ5qEXu+/gbrQSPS+JEG3pBwzU3aOm9LR09zjUekgS8WUfPsJnAdmTRqiWPkeZLktiDtNs/5Xyctt0P690zG3q+TY+NQZzOor0uR5j0M0b/i+yT6c2wNqli5EKSZP8O/l4pKvSHOtNaWtes18lewJ0DE1syHlCXCHo1aDfsGe3FMbCtQ3kkw91zpdt4E665RM7lx/XprGZs2roO6px+1mCmPRdO4nyH1R+PZ/p2wiW2xa89eqMtlzD1Yswb18EePHoG6cRJ1ryIidYc0n6TnTcyat71aX7g+tJU4UTCT7+OzkJa298QY5puIiKXtL7RhToFH3/2cHCtCPVnG48DadBE7I2CCzgXux032sbWjDrpGc8QHke0LCWieeENje5Kyg1Kk008laayPbJGy6+Fn2M/E28WePj5fGzF5IJy94dP1JJDptnCXRytfq9fFnz6+uTQeZ/ZA+lnMqRIRyVN2g+ti3ZzAY825Bok0eTRcu//5ZMiplXG8cSl/wffoXiFi/yf2BfbniYjUaGwPcrhf6QyuM7Q8RVgbxz6+/DfD11CHruvzXiTnv4rO5dFYDr+Gm0yKN33N4nwdvtIlvZhz2JnPp2KFqkDpsV8nYbfB9osvhnpNL2bjHDmB165SGf0UYYQexy0X4r1VOou+JRGRJvWFCnl7Q7qXSHicbYT7UaFtErF7S0cnelE2b8b8j/7eHqi7OnBcz8fsRzqH57NP/mIzy+TFHta50F80FEVRFEVRFEVpOfqgoSiKoiiKoihKy1mQdOrUT3TwkyX9juPQT8lG7J83I3quiein7iCiKekilk7RT/bG/gm/QT8nevQTPk+h2aC5+Fz6PP9C7nj2sxn/lOvQT4oNkmNF9HMhb0O9bu8Xr4N/anObuA7+aTho8s+69s+2Acl8DP2sPns6yFP/Xoqfb0+tY/bPkTw1JU+RGCetqVK7snSq1qDpkxskxTgL0il+lZuzTlN6NgP7vKrTdlfoJ83Qkk7R64b2y43Zr4DbF9dp9U+aerNG76/ESPcaDk0Hy9Pbzjp3T61/qeQDp9ZTr50+HizvCUiK06jFTD1L0qlGEt/jUds3aRnNOkk84rpXSMePJEYNkrs4NE1iPYHHul4lyaFvj4EBya8MS1HoOCUMyWcC3KZ61T5/ue9bU5BSf+EpTg3tZ7MeI52iaxBfAIJpOVa9tjz9b7ZEMQpQctSk/peKkf9ElnQKP1Mt0VSzJKtsNOeXTpWqeJzKFZKgNrGvlEooE3FIMt2IeAy0Oz1LN9Mp3K5mgMuoVlFaHHLfipn6mM8jq//FTIm7aKg/RdGZ61P/XsprcHXWNOZ8PXR4am7P7hs/rnSKp82uR/Y44YS4XpZA1+la1GjMfY1lmTZPAS0iEtD1jK/73J9c4ddpmnvOKxBbOhXQPV6Dzqs6SV75HilmGBdD57MfzCGdmm7XhfQ/xyzgXUeOHJE1a9bM9zblp5DDhw/L6tWrz+o6tP8pZ2Ip+p+I9kElHu1/ynKj12BlOVlI/1vQg0YURTI4OCiFQiH2m3Dlpw9jjExOTsrKlSutMKRWo/1PYZay/4loH1QQ7X/KcqPXYGU5WUz/W9CDhqIoiqIoiqIoymJQM7iiKIqiKIqiKC1HHzQURVEURVEURWk5+qChKIqiKIqiKErL0QeNWVx//fXy3ve+d7k3Q/kJRfuXspxo/1PORebrl+vXr5dPfvKTi17uhz/8Ybn00kuf93Ypyo/DgQMHxHEceeyxx5Z7U5adBeVoKIqiKIqiLDUPPvig5HK55d4M5SeE66+/Xi699NLn9fCqPD/0F40lpEHBaory46D9SVlOtP8pS0Fvb69ks9kzvt5sxgRjKsrzxBgTG8qnPH9+ah80yuWyvPnNb5Z8Pi8DAwPyiU98Al6v1+vygQ98QFatWiW5XE6uuuoq+e53vwvv+cEPfiAvfelLJZPJyJo1a+Q973mPlMvlmdfXr18vH/3oR+XNb36ztLW1yW//9m8vxa4p5zBRFMmtt94qXV1dsmLFCvnwhz8889qhQ4fkta99reTzeWlra5PXv/71cvz48ZnXT0kBPvOZz8iGDRsknU6LiMiXv/xl2bZtm2QyGenu7paXv/zl0A8/85nPyNatWyWdTssFF1wgf/3Xf71k+6ucW2j/U85FgiCQd7/73dLe3i49PT1y++23zyQOs3TKcRz5m7/5G3nNa14juVxO/uiP/khERP7kT/5E+vv7pVAoyM0332wlQivKW9/6Vrnnnnvkf/7P/ymO44jjOHLnnXeK4zjyjW98Qy6//HJJpVLygx/8QN761rfK6173Ovj8e9/7Xrn++utn6iiK5M/+7M9k8+bNkkqlZO3atTP9kQnDUH7zN39TLrjgAjl06NBZ3MtzEPNTyjvf+U6zdu1a8+1vf9s88cQT5tWvfrUpFArmlltuMcYY87a3vc285CUvMd/73vfMnj17zMc//nGTSqXMrl27jDHG7Nmzx+RyOfOXf/mXZteuXebee+81l112mXnrW986s45169aZtrY28+d//udmz549Zs+ePcuxq8o5wo4dO0xbW5v58Ic/bHbt2mX+7u/+zjiOY+666y4ThqG59NJLzXXXXWceeughc//995vLL7/c7NixY+bzf/iHf2hyuZy56aabzCOPPGIef/xxMzg4aHzfN3/xF39h9u/fb5544gnzV3/1V2ZyctIYY8znPvc5MzAwYL7yla+Yffv2ma985Sumq6vL3HnnncvUCspyof1PORfZsWOHyefz5pZbbjHPPvus+dznPmey2az59Kc/bYyZuo7+5V/+5cz7RcT09fWZv/3bvzV79+41Bw8eNF/60pdMKpUyn/nMZ8yzzz5rPvjBD5pCoWC2b9++PDulnJMUi0VzzTXXmN/6rd8yQ0NDZmhoyHz72982ImIuueQSc9ddd5k9e/aYkydPmre85S3mta99LXz+lltugTHx1ltvNZ2dnebOO+80e/bsMd///vfNHXfcYYwxZv/+/UZEzKOPPmpqtZr5xV/8RXPZZZeZ4eHhJdzjc4OfygeNyclJk0wmzT/+4z/O/O3kyZMmk8mYW265xRw8eNB4nmeOHj0Kn7vhhhvM//gf/8MYY8zNN99sfvu3fxte//73v29c1zXVatUYMzVAvu51rzvLe6O8UNixY4e57rrr4G9XXnmlue2228xdd91lPM8zhw4dmnnt6aefNiJifvSjHxljpm70EokEDFQPP/ywERFz4MCB2HVu2rTJ/MM//AP87aMf/ai55pprWrVbygsE7X/KuciOHTvM1q1bTRRFM3+77bbbzNatW40x8Q8a733ve2EZ11xzjXnXu94Ff7vqqqv0QUOx2LFjx8wXysYY853vfMeIiPna174G75vvQWNiYsKkUqmZBwvm1IPG97//fXPDDTeY6667zhSLxVbuyguGn0rp1N69e6XRaMhVV10187euri45//zzRUTkySeflDAM5bzzzpN8Pj/z3z333CN79+4VEZHHH39c7rzzTnj9xhtvlCiKZP/+/TPLveKKK5Z255RzmksuuQTqgYEBGR4elp07d8qaNWtkzZo1M69deOGF0tHRITt37pz527p166S3t3em3r59u9xwww2ybds2+ZVf+RW54447ZGxsTESm5IF79+6Vm2++Gfrpxz72sZl+rPx0of1PORe5+uqrxXGcmfqaa66R3bt3SxiGse/n6+rOnTvhen5qGYqyUBZ7r7Zz506p1+tyww03zPm+N77xjVIul+Wuu+6S9vb2H2cTX7DorFMxlEol8TxPHn74YfE8D17L5/Mz73n7298u73nPe6zPr127dubfOluGMptEIgG14zgSRdGCP8/9yfM8+da3viX33Xef3HXXXfKpT31KPvjBD8oDDzwwY6C84447rIsw92vlpwPtf8pPAnpdVVoN9ynXdWd8QqeYPfFAJpNZ0HJf9apXyec+9zn54Q9/KD/7sz/742/oC5Cfyl80Nm3aJIlEQh544IGZv42NjcmuXbtEROSyyy6TMAxleHhYNm/eDP+tWLFCRERe9KIXyTPPPGO9vnnzZkkmk8uyX8oLl61bt8rhw4fl8OHDM3975plnpFgsyoUXXjjnZx3HkWuvvVY+8pGPyKOPPirJZFK++tWvSn9/v6xcuVL27dtn9dENGzac7V1SXkBo/1OWk9nXYhGR+++/X7Zs2bLgB9KtW7fGLkNRmGQyecZfymbT29srQ0ND8LfZmRhbtmyRTCYjd99995zLeec73yl/8id/Iq95zWvknnvueV7b/ELnp/IXjXw+LzfffLP89//+36W7u1v6+vrkgx/8oLju1HPXeeedJ29605vkzW9+s3ziE5+Qyy67TEZGRuTuu++WSy65RH7+539ebrvtNrn66qvl3e9+t7ztbW+TXC4nzzzzjHzrW9+S//2///cy76HyQuPlL3+5bNu2Td70pjfJJz/5SQmCQN71rnfJjh075vxJ94EHHpC7775bXvGKV0hfX5888MADMjIyIlu3bhURkY985CPynve8R9rb2+Wmm26Ser0uDz30kIyNjcn73ve+pdo95RxH+5+ynBw6dEje9773ydvf/nZ55JFH5FOf+pQ1E+Rc3HLLLfLWt75VrrjiCrn22mvl85//vDz99NOycePGs7jVyguR9evXywMPPCAHDhyQfD5/xl90f/Znf1Y+/vGPy9///d/LNddcI5/73Ofkqaeekssuu0xERNLptNx2221y6623SjKZlGuvvVZGRkbk6aeflptvvhmW9bu/+7sShqG8+tWvlm984xty3XXXnfX9PJf4qXzQEBH5+Mc/LqVSSX7hF35BCoWCvP/975fx8fGZ1z/72c/Kxz72MXn/+98vR48elZ6eHrn66qvl1a9+tYhMaZ3vuece+eAHPygvfelLxRgjmzZtkje84Q3LtUvKCxjHceRf/uVf5Hd/93flZS97mbiuKzfddJN86lOfmvNzbW1t8r3vfU8++clPysTEhKxbt04+8YlPyCtf+UoREXnb294m2WxWPv7xj8t//+//XXK5nGzbtk0TohVA+5+ynLz5zW+WarUqL37xi8XzPLnlllsWNR38G97wBtm7d6/ceuutUqvV5Jd+6Zfkne98p/znf/7nWdxq5YXIBz7wAXnLW94iF154oVSrVfnsZz8b+74bb7xRbr/99pk+9Zu/+Zvy5je/WZ588smZ99x+++3i+778wR/8gQwODsrAwIC84x3viF3ee9/7XomiSF71qlfJN7/5TXnJS15yVvbvXMQxLEJTFEVRFEVRFEX5Mfmp9GgoiqIoiqIoinJ20QcNRVEURVEURVFajj5oKIqiKIqiKIrScvRBQ1EURVEURVGUlqMPGoqiKIqiKIqitBx90FAURVEURVEUpeXog4aiKIqiKIqiKC1nQYF9URTJ4OCgFAoFcRznbG+T8gLAGCOTk5OycuXKmUT1s4X2P4VZyv4non1QQbT/KcuNXoOV5WQx/W9BDxqDg4OyZs2almyc8pPF4cOHZfXq1Wd1Hdr/lDOxFP1PRPugEo/2P2W50WuwspwspP8t6EGjUCiIiMiv/tUjkszkp/8awXsc41BtL8e4Ef0Fay9K4qv05Bw4IS4v5sHaWoXMHXw+fyy6M2c5tZDFhqsv/tsHQ1tqxNpRfN3aJI/qmB0xvA5sb8c9/ZlmtSRffvcVM33jbHJqHY8/8eQZ1+c42KZxT9j8N/5mxqHXjTf3cY37Zof/4vF5MecSbeL6+HxEEfaNCA+jGD7OVPPnY7fLWob1jnlKex1RhG9qBLjhwazXS6VJecmVL1qS/idyug/+xq+/XpLJhIiIrFvTA+9JZ7H/jE1Qw4vI40/sgfro0HGoG/Um1J6fmHO7uN+LiER0wLmf8ljizfNtlGONHXHnBXdUrvEz9rmH7w7DwFpDENI1h17nfhsEDXw9xHaJ6+fcr3k7T30miiLZv3//kve/r/7DFySXzcZum+vhcYodn/gz84xIHi1zId+cc7vO16bz1rT8RMw2eB7eysy3TCbiMTDmmh7xmEVvmW8dDrdDZK9jMXcSpXJZdrzm55f0Gtzd3zXTB/p7u+A9ibAC9eaVndZyLjp/AOrLL70I6mf2HYP6C1//L6h7enHMXd/Xba0jncT7yJDGjV5aRsLHvhNVcQzecv6FUI817LFp39Ag1F4Cx+01A/1Q93XgNqxbdz7UB46esNbx3ft+BDWfVxs3rIO6ODoK9VNPPQV1dxcePxGRVQNtUF926YtxO9deOfPvUrkkP3PD5Qvqfwt60Dh1AiUzeUlmTy106R80XH3QmFUv74PGzN+W4GfUU+soFApSKLTFvocvgPqgMas+Bx40+HVj4h408G9zPWicYql+xp8ZA5MJSU1fyNLpFLwnk8H+U23YDxoJugD5Pp6XYUBjojf3eRv3oMFNMu+DhrUOXiO9HjPeOdY4+eM9aMRhjUe8Dbyfhm6853n/1Gd+vJvis8Wp9eSyWcnlcrHr5uP4k/ugYfdX32/tg0b4AnjQWOh6W8GpdbiuO9MHuG94dF+TSNjHKZ3C8S+XpTE0jfeAnkfLpPEymbRvYVP0N37QSKdwHdaDBh3mbCYNdc2zHzRStEwvifuZoWVksxmo8/kcvY4PbVPrwLbiPpvJ4DJraVwnX3uS9EAmYl/TstNfapzeTvuhYiH9T83giqIoiqIoiqK0nAX9onEKzzXiudNPURF/S0G/NsQ8w0SCT1T85Ujo4jJc+io2Z8kv7Of/gJ6AQ/o2LjD0zbfBp1PHWibXMU9v1s83cz/h8Tc8C4O/AZ7v2/b5Ph/3IV6F9ZXNzD9jftw46wRBKEEQTG8Kf3s597f0cVjfzvE3cfwtLH3eLOBJ3tCn5tsq6/UFtPN8+27M3G013zeQC1lnK163fomhMSYKndh/Lykmmvk1xswjUTpGP6eLiOzeuw8X5/AvHPiNkpfA2kTcn2K+lXfnbvtmE6UBDslOWErF3dzE/OI137drfGzDgL4VpF+44k4tj3/2oPeEIe5XkyQO/Hr8LxpY8y9Op/bj+Y3hPz5BEMyMgc/HADzfLxr8LbU9VmCf52+Lp96Df5vv12Zrm+h165vzBfxSM1897/Uirv+5dLs077g736949kpY3mcpGWaNiSH/VL0EZPzTv2j49AujT+NIuWb3jckK/q1ao3s+Wuaa3g6oB3qw7oy5hY2qeN4PFkegTmSxP61YtwrqiRRuw646SpBGi1VrnVW6v1rZkYe6vR3rVAK3m3+F8WJObY/6S9DA8SykvhNwX7IUKzZdXR1Q961EyVcj4cb+ez70Fw1FURRFURRFUVqOPmgoiqIoiqIoitJy9EFDURRFURRFUZSWsyiPhu97M5pVa9IYngbQsWccSJBWPBWgsz7horauu4B1V2Ic6uPHUHsnIrL7GH4m3YNTfqUKffgBFzXScfrjVsOaeWvGlhh4xgvj8FSPi9Osx0uM+Y80i8ks7Wzkzz1TzdlmvhlXFvQZl/fPmjBzzs/HWzTmnjFlPm237QOZ//O21nzumdIWq1+OY35fyNx13PGad7Yr5wz/XkKCZiDudHuxn4vHjkTCHl5zOZy1o9LAZSSTOFOI5+LMINwf6jQdrohISALfVAqX6Xqo3WW9MHs4XDov/KR97OqNOi6D5OMOXQ8c2kbH8ufYM7u49pSCtA5sS9/DsT1gX0hMJ+J+ybMZne7GS6+PF5nS7J86lxbrCRCJm3mL67nHBrt95p+5az6Pxnxtbn0+bnyiPy125ivu43H+F8/qC3N73Vgzb9jPspCxfA7753IE56UTjnje1HrTafRhOeRhGanZbfjQPvQ37B9+GGoT1qAen8Q2a0vhOewl8P0iIg0ai9rz7VDnPRxTT+w/jNtA+5FwcRpYd8Rep1fBv+VzuN0FGotyOZzNqVbFdmmjWahERHI8+1Xd3g5gkbO9iYiUaT9qNHOiyZ3+TGMRF2H9RUNRFEVRFEVRlJajDxqKoiiKoiiKorQcfdBQFEVRFEVRFKXlLMqj4fqeuKd0ijSPvW9QF+cGJevzXhPnI+50sE7X0YNx/gqc3zjto3a4su+AtY7kyBjUtcnjuF2dtMy+zfj5XAfUkUNp5THyUGeRGRcstDYLyOFwDT8T0jrn02suYA5lW5t/Zt1q5C2q67SE2amk8+lTY5PBWRdu6XLZX0Ha4AWlzc7tj1h0ZsU8Guq4ZVg+D9qv+fTKcdu02JyS55MzYM2Xz56NWUntfmJ5cgxcicSdPveCZgNeCxqUohxzljXJJxAE2PYNB19Pefh62MTXGzVbpxv5lABL2vJ0ErM52MtQmkS9cCaLY2CKtNkiInWa071Ww7bhVFo+O32X8xtsD0QQzK395wRzP4Hb7TSwreL6qJ0jYb1lWXHEgZTm2XAbx/rWOIrEJ48Q6de9CD9QKaOvcmwMr7ciIhMT+Lfi2Emoq1VcBh+HU8nnp2hra4M6n8NaRKRQQB1+Xx/O/5/JoCa+Sf2VM3vY7zO9pfQefp3Hdq5J7x53MzEPs5OyOe9mKQjDaKYZ0tkeeK2zfxPUDds+Jm4Kj+1Tex+HevTYIaibFfLlDk5A3VOwvQwdnehlWNuJGRZs9XIb+IeAzon6JB7oWs3esUYSj8VIA8fQ7Em8Dy2090JdreA5Yee52RkjLt1Hcm1nLlkLtKhVyWtXxTGze2DWtaOJ750L/UVDURRFURRFUZSWow8aiqIoiqIoiqK0HH3QUBRFURRFURSl5eiDhqIoiqIoiqIoLWdRjt6MX5eUP2UOyUVleC2Y3A91ummbxNIRGnlWrcAglHoZjY4dGdw8h8xPyYxtShxYSQFXFHg1Xj4I9eT+Iahr+ZVQZ1ach+ssoIlHRMTQ8xp7WDlMzyFTWERBhY5l/Lb/Zhx+j5m7fF7ZPmx+Pm0ujPylN4OL44pMbwPb713e1phHaJcNfhx6SB/y2GwVt1AipIPPwWTJJPZHDkfjkCc+jrEhXGzm5jdY5m9eBZvJYwzn85jv2eT+fEIA2dyaTKCZNZxlrkz6y/MdSblckmZj2nRruuG1JpnD41qMQyLtjEgaCzxst55ONLWWy7ZpujgxCXV9HMfqKInLCMnwa8hUXSnhfkWBbYas19EYaE16QP06JFM8nSYSBPZ+cQAir5MJeTt5XLVSZ+332CFsUezfl4NDh9A4e/ToUajjAr1SNBFAmgzzhgye1Qpes8cnTkA9Uce+JiLSqGK7N6s8xmHb8ZjIwZc1Os7lqn3cc3k0iA/QRDIXXXQR1JdddjnU7R0dUHNAroht7uYASK55DPQ55DbGDD5fv5q9DG8ZQnM9LzVjQs9TmwuNbfUa9h0RkSpNFBAZ7BteikI2m3jOl6jN0mm7Ddo60Pwd+DjelbxOfL1jNdQZmoxA8mTcjtC4PbUQ3K5mE/t0o4HjyngZx9RUEvezSmZyEZFqDf/G9yPW/AVWPU+wr4gk0zg+uC4upHji9P1yuWRP+HQm9BcNRVEURVEURVFajj5oKIqiKIqiKIrScvRBQ1EURVEURVGUlrMoof2WxJBkklOazGyIWs1SEoNVXJR6iYiIaaL+LkU6fyeN2rh8ATWAzQA1askUBrOIiDgu6jdT6TTVuM520rEWK0egLu8fhjpsRz2fiEi2ZyPUiQIG2QQOBWSRXtk4qDN0YgwV/JfQ5TAg/gQFrD0fj4Zh38Pp51IOv1sKgiiSYEbDyv4R8hnEaV35PVajsVeBjgst04vxqbgUkjVRQg3z4OAg1D092FcKhQLUPq0jzusQcX+aZ78Yq2vEHVr2qywyLIq9JwsKBSQ97uyAvKCBGtelolatzmj/mw0aazKoy02n7EEwQf3DJ5+QS5rltSv7oP71X/tlqEdHMAhKROQf/t/noC6TRr7aQO20MbidIV0WooiOXWBr5DnwbF69OvktIuqFzabtLyA7k9UHWd/Oniw+lyw/lMyvuzdyyqOx/El+fL6wZ+XgAfRwiIjUKhiSmzR4HU962CYNCogs1ah9PLuPlyfxQA0P4jq4TVevQl9kby9q4g35JeoxfSMsY1uU9qEv6clnnoL6/gd/BPUv//KvQL15Mwb5ith+OoYDErnPsz/Lce0+xH2SlzG7ni+09mwQBKdtTCdp7KkeH4GaxzIRkRRtcoE8aStWYl8oldBPUSV/zooVdv8b2IDX0E4KxxtJoLe3HnRAnaThLZ3E/YoK9rUnUSWPRQ7fM0k+uBPjuJI03adW6nbblevYVr6L99P2VX+eIGjHvn+ZqOIyT1BY4UDu9DIXE8qrv2goiqIoiqIoitJy9EFDURRFURRFUZSWow8aiqIoiqIoiqK0nEV5NPq9Mcl5U9qzIE3zHzs4V7ET2Tq2qoP6L2seYAf1iR5pcA3NG80636llzq3dNqRTS6dRr9dLkr98A/dzknI4RESKJfRxJLvXQJ3rXQd1ItMOdeCSDj9mfmOH5vBOCOcUWJ/A1xcg57Q1d2f2aISJZXhG9TyR6T7AelnW85P0c+rjZNtgmwHbOlzKceD53icn7XnCdz77LNTf//73od6zZw/UAwMDULM2+LzzMMdlw4YN1jo7O1HHytr1BvkZ5vVLxPlADPc3s6iaifWa0AHg7X7woQdn/l2pxMxlvgTUajUJg6nztTSJ/hvHQ51tM24oitiHwscC+/XqVagvXrsaszuynt0Or3jZZVAPHkNd/u4DqDkePIF69pCyhzyPa3swYd19k97C3iUeuz0aT5yYiIAGeRCSSZpzn30h9PmQsjkWYjPyPParTK/DmrR+afB9f8ZrMt9Y0Wzag2CtijkGlRJez04OY31w3z6o9+3D3Kl6EGPGTGF/aWvDPspt2k65B0L3AbU6fr4ZxejXS+jbSPi4DT7Ve/bvhvpL//hFqH/xdf/NWscF518AdUTX5Pl9a5xnZJ9HiUTC+hssYda4uVifXCsoFDIzXpQwxDYvTeJxMnU7Z6GrgD5ch25Bq2j1lXqN+zC+P9lm979UgNvVP4HbUTkf71XvpT7v0nlzFeWFrB6y98s7ibVZgWPVpIP3fFnK1WjQPWDFtiFJQBk/Cev4c0AWXWusJdqDbCnCc3HvcfRFZ9tP71e5NneO0Wz0Fw1FURRFURRFUVqOPmgoiqIoiqIoitJy9EFDURRFURRFUZSWsyiPRjadkey0p2EyQD1YkvTVzcCeozwiTVhEWjhDy2BNGesX4zSK9tzBc/sOItK9RaRrY11+e4yuskDbPT66H+ri6FGoc/3r8fMrN+EWplETKCJiOBYiml/vCZ+f89VT72GtPpaOe3odUWLp5/B+bs9uyeWmNJ6rVq2C11J0nFy7+1nzmHssUTT4oaFBPG7PPbsT6l27dlnrKBZRZNrehsdy+/btULPXZB9pop955hmos1nUl4qIrF27FuqNGzHXhduqo6MDaj6v4vpSFGIHnM/nwTX7L7heyDIymdN+qrjPLwXF0oT40z6h792LmSi+y8YE9H+JiBgHNcqpLM75XiPtbhjiGBmVUAx86JkHhUmUDkPd52E7Jvqx43e3dUA9NI7bXWzQWBPjn3AC7MeOj33Ko8yjJvWfyCUtNmnqRURcun5Y+UO0TisnJ0JNcVwUhkvH0GVj1/Rmm3Dpxz+RqXPz1Pnp0LWMPY3JmLGiQHpz07Me6hUr0HfW04OeMj+B/W14GP0+IiI18tK0t2Ofb5L3iv07fLFLUGZTW9bOzypVUUteo3wsPtZeArX9B45ifta//ce/WevI5PC8WLMavZg8biaoP/q0nwv5lneucZRzYZaCzVsvnLlejJ/AfJThY8egXr0SM6JERPJ57JOHh/F6WS6hX6w8gXW+gMet1rDH2OMl7AvVBHpoj5TxOBz18P1eN65jxMX+2nYA7wtERNpGaZ39HVCbLvTWeQXsG5k0eiNqNdukEXGP4esN3bCxh2g+D66IyCT5Cg8N43jQ3X66rlbw2MyF/qKhKIqiKIqiKErL0QcNRVEURVEURVFajj5oKIqiKIqiKIrSchYl8uvq7pV8YUpLFp1EPd4EZQqEQYyGmjRiCdLVG3fuedB9b27N49QqaL2km3QtCwfrwufWko/uQf+FiIhPfpVcZxfUedLFTgyjDn+0iBrCXB/mboiI5Abwb04Gda9Cmmfer4h19zESY2tqeMujcbq9o5gMk7PNpz71KfGn9aFv/NVfhdeuvfZaqNlDICIS0sFPUJvsJs/FN/79X6B2qEHWrbOP09YLL4Q6RzktlreBPs/9rVxGHeTIiK2JZl/Hs5Tlkc+j/rO7G/WiPB//hg3o8RAR6epGva1H5x7rroNFejji/uaQBvWiiy6a+fckZVgsFfVGVYJw6vuZQgq1vOkk1n7S1g8XS3h8q+R9CSLc5wOUu3Lg2RVQjxyyxyO3SvkuZH/YsKoP6ldd+zNQ//Pd6At6fBf2OT9pz11fq6FGOUXDcL69A+pisQi1QzktfsrW4YcB9aEQ6yb5RDinqUR+FxPaORPznY8z15N5PHFnC8fMGqet/Bsq43xQQl4a+qoxk8PryqYtl0Cdz3dA/dhjD1jrODaEGvaAvJisP+cxjsll8TyK82amyGc2Rtr+iHIKmnTeNUNsl6efw3NARORLX8asjf/vTW+Bes0q9Gy45CGyPIKWxn5+bxssfxlyNCaCSBLO1DZNTGIb93V3QM3eQBERj47TiTJ50AT9Pat70X8Y0cAyNGlf5yf78P5rTzuOV8Ua3nd2ta3EBaTQR7KvirkZpQtWW+vsS1DeWoDHuq+Mfd6bxP410ImfjyL72DYbuO9OinLmaADgjCaG/cgiIj0d2Har1uK9QUfb6TyQpGdf386E/qKhKIqiKIqiKErL0QcNRVEURVEURVFajj5oKIqiKIqiKIrSchYltHecSJxpfZ4hTW2dcjNCygcQEfFIkpjKoBYurFag5qcgy0MQgzvPm3iZEeva5llniuYIFxFJkXZuvI77kV6BWsX2Ff1QBzXUVJePYl6DiEhpEn0cXSvXQ53tGqCNYg8Haz3tdrKajv8wSxMa+kv/jHrs6KB403OHf+Wf/xleS+Qwj2DrBeiVEBFJ0dT8hvYv34FehosuPB/qtZsw76SN9IwiIgHpyFklmaJ1+h5u1MQJ9D655CvJ5VGzKiKSTJL+mPpoeQL9DKUyzl1+97f+A+rOHnv+8/UbtkC9YgXqWrvpM/kctiWLwQMrGEaEjUMu+RUgN8Asj0b+ZS+5SlLTHSlD5wDPEd+IyRK65348t8eKqFH2abfqE3isHrzne1AXUvZ5mEmgJ6xO+REDa3CsSLfhSlesx3PpyT1DUHuOrc31+fhGNP7XUM+dCClLgT5vYjx+ruX7wfe4tE7j4HnBkuQ4jXsyiRpyvox505kk4TmQo8Ea6/mybabAffbYpGFdA/D1vl70CPX303VHRGpVPNbjlC0UBNjnOccnfrtP45JXU0TEVLE/RRScERlcZ8jnJo8nnt03nnrqKai/9rWvQv3//dqboe6i60OjgetM+LbHdL48rNmvz/fes0E9aEg4fQ1LUUZUVEcvxL6jmLMhIlKjEypBGT99OTxnu8hfMZ7CNjvRHLXWMbQffW3tBbwWteeKUHsrsH9m1+N1P9mJ19xSh93nn5QxqFfUcWzqSOC14cBTe6EeL+MY3c++ERHxyLfhO3z7zv6euX2Rcb2nOob3mYdreF6taL9s5t/NQHM0FEVRFEVRFEVZRvRBQ1EURVEURVGUlqMPGoqiKIqiKIqitBx90FAURVEURVEUpeUsygwemVAiM2VoajQ5YATNL8kEOW/FDhThwD63jqEmNmQWjTFDcaga12yYme/9vAY3xsTqsim0Dc1HdTK/sWmPw4b8mP2qldGkU3wOQ7QmuzEsqGvteVC3tZNxOcYIGXKoGr0++yOR7cc761y0doUkp9tqdAJNYF/4u7+H+tqrdliff82rXwl10sPu30lBZKu7sc1yGQwRmyzb/bVSpSCoJNbtCTy2mQwaa0+eQANdOkOGQdc2EOYLuIzJBm6XaVCQGS0z7VBIZRMnMxAROXr0MNTPUbhhgtqurxcnPNhARvre1XbokUPfe/g0gYE3q38GzQXMDHEWSPmupKfP9zQdyyjE0DoOLRQRoS4nHp2HSTrruimsrHLyJNS5DjRui4hU6dzkrSiVcTtHizgZRY36S7mK73eq9thRp8DGJo3lE+NouOSwVdfFjW7ETLrBkzcYh8P0sOQ8NI8MvjyhiYh9HWMDZTgd8hcXCLokzDKDLybc7cxwm/DrNHkFBd918HVFRIZpkhdDplQ24ecoJJBfHx/H/nnkuG0yLlWxv7k+bmeC6nyeDOjUeYIYqywbyB95+BGoM0nc7ze+HkNl29vRPM2meBE7CJUN37Pbxo0J/DvbDB8bEm/axJ6iwaydjmPKvlSJSwZ4n+6dUrRLlRqG5Y2WsC9sWGmfh2s24f1X71q8FnW390JdPon9afDkD6AuhjgBQiGDtYhIfxr7eHuA/XHXUTROr9iEYb/dyU6ow3EcT0VEOJ+a5+ph83cYE0iKC7D/VDyBYZsjJzFY8LzzTt9nVitqBlcURVEURVEUZRnRBw1FURRFURRFUVqOPmgoiqIoiqIoitJyFuXREGNmiTgpTIv1/TH6L9Zesj6ZrQm8CNY0Npu2jk3IQ+EY0vBZMlYSurEHg152YnSwtQbqiZMZ1NvVJ1DLNnH8ONT9FILkxGgb2fPiUVhLcwKD3kZ3ou5wshc18X1rUCMoIpLt6IA6Mmc+xlFi6TXymzsjSU97HiYz2B57B9FD8O3/+Cfr8xddgME711xzFdTVCvbHhsF6Yhz1ouk8HmcRkYSH/SPnot6do84OHtgP9fhYEeo+D3W9fow3pp2OW7mIAX2uj201chz9LZ0Oamv9CP0WIiKdXRjI5zi4nWlKQzxyAAOJmnXU+ec72611pFIU8sdjzKzxIorxGC0JJhKZHlMcCjNzSb+eStvDq8/eNQqZcyhYLEsJfskm9q96GfukiMhYswh1KDigTD6J4+bVa7dCvesZHEuiEDudExPWGVHwZFNwvzwaSFMJ7GO+h3WtaWuvA9Ic+yn8TEhjvUd+pjTp9KuxoZH4N/ZiRNPHK4qWyaMxi/mC7VizLSIzgbsz76H+JhSSydc/PvL1uh3MW6mgPp3bkO8DuC6X6Xo5ibr8ZMoen9b0oO7eunfg5EW6jldqeA0fL9s+tQQNvk1ayXe+8x2o2dPxpl97I9RdXfb1I2RfGgnzZx/zeQ7/WWF05PjM8fLIIxJ04rVqoK/P+nw2hW1YqWEbTdTmHg+TBfK3ruFrhsj4KrzKjnfgdg6l8Fq05WK8L7iSAk9LRfTFSeWItc58Ar1K//Eg3o/sPI79a/2VV0O9eQOOwSefRA+kiMjxQ+SLprORPVpBwOc6Li/O4eM52N4B+TVnW2xi8ibPiP6ioSiKoiiKoihKy9EHDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nIW5dFwXXdGn5eg7IdEAhcVhbb+da45oWPXR/rE4sQY1EODg9ZnWE9sCRlJl2tPGz73POp2LoetjYt4GaQtLo6h5q/ewPdn8vbc+Jks6lJZp5ogfbhhvd5x1BUOUQ6FiEjHipVQd61CX0eq0DHz76ixCIFei/CiCfGiqf3spPyJrSs7oH7uBOp6RUSGnn0C6rHVA1DvPopzSP9oN+okA+rTToxhol5H/Xt7hBr63nb0JmR6MV8iS3ORN8iHFCfL5fOE9cdZ8k8kKWghk8D53yPXzsBxHfYW0LzhOVzGOJ3aR/bvhvrwMPoARETyNL95bzfOf56blSlRWcQc3mcLwxkEZK7yaV59EZFCgXTZg5iPk/RwjCxksd0H0t1QJ5L2eThIWSwjI5STQb3o/nsehnr0KOpys+RtiDx7fnZD408QYJ2mOfcT1D9YG5zhCfVFpEaieD9BWRzkqXLJYxaSxy/u+sO+G77OnTq1li1HYxa8/Xx9deJU2Jw1Qp4yl1JXXPL3DB3Ha+4TTz1mrWKiiP0vsnwuNI7SdvM1t0DXw3bPHp/YT8jXv5pQn6Xj7NA2ejHHN0W5XyaFfdon0foPH/wh1JOUCfEbb3mrtY6VA3hNCinTxsza7vB55ab8eHR19M/4RriN0xk8Tk2DuVMiIrk0joldBRoXyENUKeFxrXYO4fLW2n3c78J7o0mD14rJCK+p++j+a4R8lb0rcMzuy9nZMaVJ7PPdNdz38/rwfqUY4jYdIa9Kex+7OUXyA9Se5CnlmwPuHSG/PcajlkrieLdxPfpXRgYPzfy7VkOvy1zoLxqKoiiKoiiKorQcfdBQFEVRFEVRFKXl6IOGoiiKoiiKoigtZ1EejUbQmNGMs7w1QXrFZj0m40LYHzG3xtCh113SCudytgaw0kQtpiHNqSENoB2jQdtIb28m7Tm8m1XcV6eMcyZ7pLv2aH7jiclxqEsl21+QJD1y/0r0U6QyqO1ni0wmhdrIoInbKCIyfhCzDzxq/zXbT2sVo0bcLMxnl+FGJKnpbUpn+LhivbHN1jg29uD+3Xvin6G+bz9mWjxFPhZDvgTuKyIiEel0k6Rj7GvHeb+vvB6PW18b6oAd0h57nn3KsubZp/nNTxwjLxNlM3g51NZWJS7DgL1KuIzyOPbhQ3vRk1FpYDscLtr5D8bDtkilcbvcWedAsxE3viwBjjsTdGPIy+Im8NhGYmvJhf7Gc9FnaBxta8PztpNqNybTwklj3/c99IQFHh7L8RPoTcrTPPJtHvaHZMber2ITlznGPqEkZYwY1EH7Do5HUTrGoxHQvPH0lhKPwx62VY29AbwAscfqkITNrjOlYXZeAN/RmRhHl2PI0xOSr4i8loNHD0D90IM/gHp8DDOhRESCAI9tGOB2sLdkPs+GS3ko1aqtDR8fx+wgn+4VkuSvGKfxituqGXN9TFAfbjQwL4Qu65ImH+GDDz4A9bEh9BuIiPz6r/061Fe/+MX4hlnXoPk8rmeDN77+rZJO29dWERHPm9szICLi0LEkC5AkffxQFZtYnp28B+q2lSPWOsIcjVcJvI4kKMsjzx5GQf9EaLAvNHw7u+NkiGPsyvNxneMe+t6OPv0Q1M1BvNfo6kJ/rIhIuhuvjwXaTxPRvS95Ufh+erJkX4N9Oj6pNN5j79399My/Gw37HDkT5/5oqSiKoiiKoijKCw590FAURVEURVEUpeXog4aiKIqiKIqiKC1nUR6NWrU+oxFv0vz+SZp/t1G39VusxWScgObwbpKOl/Rj6YStFXZovuzIsI4tLolg9uuUiUE63kSPPYeyyaKOrU4aU48yL9ake6Cu0RTfcRkB1QrpQWl+bc/F1+s0ZzxrVp0Yi0WC2jsd4jJzs7Tajrf088h///FdMzrQjnbUieYTlCuSsnWUu0ZQT1wPsP/k1m2GekXvCqhPHEIte0TtJSISULvUqP+U6vj63/zNX0N9/TUvgvrlN+zA5Qf2Ol2yKyQc7OMdCawrpD9OUFZDWEY9qYhISOuNmrgfAfW3/jbU+R8+jn3a4XwbEQlI1DtZxe0ws6TZQUzbLwmOdzovw8U+VxzHdt19cJ/18aOD6L/yaD7/FOVi+OTB8FJYT8Ycq2oNx7DVa1bhMtLkEaMxsqeB506ajlUzsHM0Do1hJ+zMop64PU/z52dJC+ySR8PY34E1I8rqELzmHBumnKVJPPdOTmAfNMYewxLkhYsiuiZNLzIM7TZYaua7nsZCpx17vo4PHYb6R/d/D+ojh7FPx3n9+NRu0nU9RdfDJp3LJdKOt7d3QF1v2MdtbAyPPfs8slnK+SGPhnU9jImJKpfx3G3QGFipUVtQF06T3n1oyM4S+vSnPw31QfIN/vwrXzXzb26npWByYkQa9en9oOPskkeDj8HU3/A9POZ7PrZpsYz3IJUUehk6/JhrMHWPrq4+qDOU95GisaYzg9eubBo9QYFgJpmIiOfi2FIa74A6CvE8q1bQW2LacRsTefvWfLyM5/uJCmZ3rKHsocCwZwM/HzeOJ8kj6LB/apbPw4kWfg+ov2goiqIoiqIoitJy9EFDURRFURRFUZSWow8aiqIoiqIoiqK0nEV5NKIomtGFBiHpLskD4Hm2yJHnfbZq1pzWURvnOrjMkMMiJG7ucNStsWzQxGjF53r/RM3WRDdC1Am2d3bjOsgX4lAGQMZHrbFLelIRkWwWddPsuWDNME3PL2ET2zKK8dB4pJVNkoY5Ozsjwo8RsZ5l3Cgh7rTGsz6B29a/th3rTZdbnz957DmoyydQVzmwBueu9tLY5pxlYqp2lkOSj4tHWTD0aL9zN27TyXHUAdereJw6Y3IT0tRJG3QcvQCPfXt7J9SGvU4N1C+LiDg0lzhH4Lh0vnsVbJtsgvIf2FgiIiHldyQosyY1az+b7tzn7dnCuKmZ/IyhE6iR3ncIPUBjEzHnmI/eohSdRokUnceceUIfcGLybDyfcwmwP6xehf18kuZbT4yjLrpZolygmK+nLtyCuT5r1m+EOgrIY1bFfh7VsS1DE7dflJvkYb9d3Ye+kCf349z24+PDUDc92+OXJP02b4cbTbXl0qcIzU+cJp7h8ac0iTrvRx6+F+r9+3F8Kp5EjbyE9jpXrByA+vjxA7yhULa349hdp2tTtYLXXM6rELGv+z6NR0nyhRQKqMMfn0CPR7VqX+f9BF6nE6k0vY7rHC+Sb8TFzyd9O49ichLPiy984QtQnxg5re3ndloKojCQaPp+x8qVYl9VzL2VQ/7BiO/PqD+NF4tQV/J4zU7H3MG6Ll5HwjLlrjh4jid9Ggdq+Hn2i/me7f9c200eIA/vASsVHN+Oo/1TKtSn+/K296Q8iv1rKMQ+HZawv7kh+d7oHHFjRjHfJY8GHcJwli8pbKpHQ1EURVEURVGUZUQfNBRFURRFURRFaTn6oKEoiqIoiqIoSstZlEfDdR1xp8X/Luks2esQpxdlTwYT0pzcToDa4dBBjWO5irpfEZGIvCP+PLpV3m7WehrS6CZjsjtGjqPOdWIcdYQZ0nK2kYEiIsF7I2FrN2s0sbdHXgA2Zfgp3E6X9jOYtLM6kqT/L42hpjkqntagR6VJ6/Nnm85sSvxpb0hHAfXYK7owm6QtY/tcTBt6E8I6tvPwUTyOk03MzQjq2B+DEmk/xfYqdfV1QN3Rgdtw1VUvhnol6ZtNDdfRlrb1oYbyHEbr2BdGJnAZiY5+qNPkEarHaKDL1F84n6ZJ+uQjpE/uWolZDusLqJMVETk6UoS6h+Y/LyRP79dy6JNFRAZHijOZQfvJk1FrYhtkcjGZO/Tdjk9ek1SavCsuanUdD49tZ0+HtQ4Xu5ilQWY/TcrF8amDuthYgOvs7cVjKSKycs0aqAt0ftYqRVzmCdTAN3w8X+McOBk6pxs0Dzxnq2wYwPPixCh+fs8xuw/Vmtj5g5C0/2bq9eeVYdEKjJm5ZvE1ln2RTsz11qeW3bN/F9SHjuyGeoy8C65D153I9jIU0rhdHQXsUAePHIK6sws9Gg6NLZVJ9IzlOjrsdVKukkPXy0m6XlVIt9/V3Yufj7lVGR1Df4phnxpnlNA1t1Enn1JcjgHlQXHuxNf/85sz/w7Dpc+yGh8flWRyajyx7/k4RyNmAdRIST6PPNz/Y6M4xlaoDbMRHjcRkZVd+J4SbedYmbxatKF+Aa+PPpnSUi72VxGRjhyaLrJJHP8OljCfptQoQj04iPceq/vQ8yYikkljH29SWxyn/tROWUXJDLZtTIyQddDS6RS94XRbcsbTXOgvGoqiKIqiKIqitBx90FAURVEURVEUpeXog4aiKIqiKIqiKC1HHzQURVEURVEURWk5izKDe74v/rRxlAPj2CgbxYS1+PME9iXIwGzI+Mjmt65u22w5VkKjj+VHomVYr9NmG3J8JZNsjhFJptFMWSGjaprMRFGT2opMXbWabRIbq9PfKDDPT+Dx8JPYln4XmqaaTTsQxk+i2ejw7qfxDbXTxqxa1TZCn23yWZGEP3WAclk8cokEmZjEDoTLk7Gp+/xNUCc70IhdppCxhEuBfYHtpmLDX7YN2zSRRON1fz8az9o7MUjq2BAaJwuBfco++NzjUE/mcJ3bNl8M9f6TaPAsGaz7+myDnaHwzHVr0fyW6kSj7WTxAqg3bsK2PklmcRGR+kNPQd2kPn/fkztn/h3GGCmXgn0Hh2bGPj4lM3k8dhGnHYlIioLDMjTmZZPYzpXKENS1Kva5dB5Nh1N/w+MfUbBSnSYYqFKAaIGW2bkBz4velRjGJyKSoDFwdAzNjUkaAzncK5tDw3DcxCFsnq2UcYKCOoWpZsmseMEGNFgOj6NBU0SkQuGrbGg9FRIbLpMZPAzDGRPwfAF9cROhBBTsOnoSQw2jkCa8aFBgaAEnaHBS9nHi/pWiiSI48NGnUMqVAzgmHtizF7cxZrczNLmEQ9+hZjN4bk6OF6EeG8V2WLt+vbUOnybNOHjwINQ8QcXAAJ43Y+Noauf7BBGRKML+ZyK+B/Jm/dv6+Fknm8ueHsPmmwAoxlHPExSkKaS1QRP+TA5ifz02jMF3Rw7awcEdbXiNzFPOZ64XZ8twaTs5yM7QLV+YtNdZpfvEIML35D28PqaauM4ToziW7RnG4EYRkU0rcYxsurTOLIYE9vTjdbwtMwJ1cd9+ax1CE4OIQ/fks465HY59ZvQXDUVRFEVRFEVRWo4+aCiKoiiKoiiK0nL0QUNRFEVRFEVRlJazOI+G54vnTX0kCEijyno8L0ZA6LFHg3T2WdSx1Si4zlCAXzplb75H62A1XcS6skXqHNMZ26Oxeg1qf5ukiWa9qOXRIL1vumH7C/qofQMKEmTto0t+giBCrWOD04ZEROqkDyV97rNPndbQN2O28WyTb/ckOa33dVN4HKsh6oKdYVt/GHl4XIaGcf9OTDyHyyCfSy6H2nVuYxGRZBL7ZKGOuspsFvt0g9pxcHAQ6sceegjq7/mkoRSR0Rr1hVwH1KnwfKifem4P1K6D7dJZsPdr6wbUTV98HtapPPa/q695Eb6eQu1tPm/3v2d34Xr3H0Odan1WsGUoy6SRd9LiTIeWpUn8m2/vgLpUscPMUuQTylIIXWkcteImi/28VkEPkMPBnSKSTGM70jArVVpGrYrnAb+/s28d1JWavV8+h5ORfymboRBSh8KkKNTUiw13xe3mIC32u9TLuJ397ajjX91jh0YeGMbPONRvI2+q37nB8nxHF0XRgsMC4wLdHDpOSdq/DvL3BKRnP3kCNfLprD0eVeg6EjbwuLXlsc+nyW/YTh6hFeQZGyvbQb2FLI6zpRJuZ4L6yqaNq6E+Qb61Y0M4DouIdHVjKOyKFehTGxpCPxUfp9Wr8D5hfMLW4ZcoGJXvs/xZbbUcXTDhJyXhnwrsm/u9HOAnYgcpOi7el1SpzcZp/+suHue9h+2xaGAA+09HJ4cw4zXXS2J/jOgaW3F5fLTDjsfLGAiZkQ6o1+VxrEmTwa9ON6JHJ+x1eD763hIuLrPo4jXZbL0C6uyqA1BPDB2x1uFQe3Mo4/NFf9FQFEVRFEVRFKXl6IOGoiiKoiiKoigtRx80FEVRFEVRFEVpOYvyaARBMDOXeYNyMzLkXXCbts6b51nmukH6vHITdWyGdNlxGmhLU8Y1T/Vszf08t2kjiMmfqNG84Tz3dUi6t4C1s7ROzsAQEUmRjpUjHKoNbKtmgPsdOlzbx6dO2xlVcZn9Hac1qpwXsRTUooqE0dSzcYo03KUmahrdEDW6IiIJypc4OYoa2R/88An8gId9ur0d9crjJVtjy/3p+hteBvVVV70Y6r37cI74Wol06HU8RY/QfO8iIpNl7Ayr+3A/f/gA5mzUyRdSK6M++ahnt93GVdgnTx7fB/WqHGYrpFyaf7uB54hr7HWkCtj/Bp/Yhevobp/5d7PpCqW8LAmB8UTM1DHxaPis0zmYzdseAD63IxqQWFefIQ9HOsmZGPZ52JnEzICAPBkTY6P4Acq0qFpjKPvxrFXKxARqlNvIr+J7uMxsDtuGrx9OTAYJD835HLZNgj6TjKifR/h6Xzv5RkRkkDwITdvmsKwEQTBzDfLIn8N9pxmTNcN5JmnKhYoCyoLoxayqSgn7zskJ+xpcdfEaWaDLGcVmSEjeywZ5gOpVHNtrZTt/okE+ozL5HzwH+/DKleQxI6/KgcOYOSAiUiwWoV69Gn0e3d2YY3D4MOa0nDiBy1y9epW1jjz5AIeP42dmX3eDcOl9alE09Z+IiInm1u/HncMu34dQFkQpoP6Uo9yhJB63Q0NHrXUcOoR9vEl9I9NNnowCvj9M4HlTrmH+SRDR+Ckiffl2qJNN7OQuXaMd8r9mO/A8K4X2IHt4EDPiXBxyxc3gMsafRc9pTwY/30HZVyIiMoljylz37HEenDOhv2goiqIoiqIoitJy9EFDURRFURRF+f/be/Moya7qzHffIeaIzMipMrPmuVRIaEAzAktu2sYPMMbPrx+2eQvULSMDS1gYGwkbAzK2u2mDLMD28lp2txG07Qa7n7F52MZuMAghCRBIQlPNc1VmVY4RGXPEvfe8PzIrM7/vXNWAozIF2j8v4doZEXc4d59z7o3Y3/kUpevog4aiKIqiKIqiKF3nojQa7WZbWv58bRnXg7pUM+95tgaA38NFt/UW1q2xnwR/vFyhIjURiax6Yq5147pB5xyRHUcx6wrzn0LSmvBnuLSR28XE1L4ZeiY05IsRUT0ul2/ymt4RizxEpNnE9q+cOQPx1NGl9o7TqlxqStWa+AsFvkMZXE876Z+/DTsh/m2A6o83bUGdQY3aI5nEOl7XltJY13J4CNdedyj/Xn755RAfOoAeF+VBrLefrsetvV6CeCaFtZiejwcaUE10uYwajWuu3GLtY/Na1KecnsF9DG3YCbHj4D7qZVwDPIjsOutMP13DbAnfkFzWGx27/nwlKPYPSCIx354ujS3VGtaSJxKYLyIiSaqJr9FnUqSdSpM3RDqN/TbhxNRp059aVKPMseeQ1qSJ165FeqxCP/oHiIg4CczrNPlmeHRQg0NrIOac7LRt7YlHOrViL/aNThrbqunjPmfnsO3Svj2Wt5vYv+ptysmFsTzOo2IlMM78fyIinYDGYMpHE+O3ERlsw1QPtqHvkK8G+QJtG8VxoHHU7oeT5ElhejHnc7TPcglr3vvIb2LLplGIM5P2GDg7i1qGiVM4dxXSOLZnfDym6QZq31L27YvU6ni/Ua9i7f7atXjctRrW7Z88hd4c+w+gPk9EZIC8Onr6ihA3G8s0GjFz+KXGmEjMwj3WeT0WYjQafB/ika9GtYFavkaE40Ayj7lTHbd1Bgf3Yb9waGzJtTDfikX8fCqHfSDhk24yptmjKo6pDTI5OXYAPSsmxjGXnCzmSob7toj0J3GbR88chzifxmNIeHieE/XTEPsxWqcs+X+0OrjP5XNa3L3wC6G/aCiKoiiKoiiK0nX0QUNRFEVRFEVRlK6jDxqKoiiKoiiKonSdi9JoZHMZyS2sXT5HtcVcm275U8S8h+v1JMSaL4/qlZMJPNxhqvMVEanWJqy/nfO4qM6M6w5ZT5FK2YX5LulRWi2sr2MfDWljkV9IdfvscyAiwkuiB7TAe0g1zbwWOdeTlmdL1j6mJ7HOtTqHn+ntXaqHjFahRrk0ZeRsUyccqlUfxOtSY0GPiJTL2Eb9a3Ad9JtftQPiVgfX1G9TG8fV4DctXwO8tqVZrF+uVXEfX/jC30I80Idrs7djcoNr19sR5p/bxDiZxPfzeueppH1eUUg+LSQCclmw4nJ+4D4aVbs+tC+D9d89VOfve0vbNKzFWiFcZ/4/EVuHlvSx3eLkE57Lfjj4pgznLY0/vodjoB/zVVHQwOsdtVmfhRsNQsopOsYO1YK3O3YOOi75MdC5J6htUil8f7WGY40T4/Nj1YTT4Mz6J88jTZXH80tMDXkH+2+rye+Zb/DV0mhExizWRlvz54VtAML+QfRy2LbtSogr4+iXM9SHfXJNGe8DRESmS6RdovxL5/G6+Ik0xDMlrF8fGsRxYd1mjEVEemu4jcE1WMvPqeOTH83gIGr+Mlm79r9N9ycO9ZMW+WmdPo018SG1fZzPTpO0jwnySklnl9o/ziflUpP085L059va6o/n8ygTEYe0dR7d07XJP8LP4HU1NI6EMd+VHz5QgjgR4nXasRs1ZgEN1IkK3julSOvFOiYRkaiD81mphvP61FHUSzgR5meBfDhGB2yPnzWUPycaqPGphqiD3HcazyPTxLbfQn5LIiJ5GpdDfkSIltqyY2KETC+A/qKhKIqiKIqiKErX0QcNRVEURVEURVG6jj5oKIqiKIqiKIrSdS5Ko9HpBNLuzNd5tdoteg1rC+NqqFNJrOOuzNF62FTz57lYr5dMUE10jFcH1+lyHaGhOjf2k4jYn8LgMTRb9vrG9TrWZnJdNX+Ga5xDqn8PYpYnzma43hi32QqxrvXEkX0Ql2dQGxA27HXqqxW8Hi7VT0buUh2r5VeyAky0W+J689djdvIUvDYr2B7Fgl1/GNK1rE4chXjLRvzM8CCuaT41hRqWnTt3WfsYG8PjOn0a104fGkDNxakTuL52JoU1qbN03SSmPpRpU990qJbb9bAO0/OoXep23XWK6omzVK+coK8smlT371PfTft4niIiRTq3neuxXrxdXzrOea3KE9Y2LjWl2WnxF+qEc1n2csFz8iL7exzWVnFX73RwLGg28P2zIfZbx4v5rsjF692TwXrzJF3/Cl3vyMWjmiujfqJ/0zZrl8l0nv5CYzONw3Uaf9jDJ2jZGp4m6QLbdayDblHcbOG4XKFh2o1puwTpnTyqKT/bsjHl5yuC4ziLte+sEbJr4uPWuffoHdgGW3a+AuKjNGYeOfQ8xLmU3YbrR4YgnprD69Zo0XhEx9Qm3VJzAueldNbep0PbSKRxLA9pvDozhbmSL2AfWTNs18h3aBtlquU/cwbnhwSNB36S9AdJW+/J15Tvq1rL+sVq+Gi0o444C3X6rBGyPMhcu5PQVCNt0lrW6JwK/ajDTfTiPGRKJWsfvW4O4uPPj0N8ZO/TEO/chfvYRPqeoR7cXj6L46eISNTCnOzUMVeSpMlIJvE80uQPksnY8+PMoRMQt2YwhyP2ESKfjGwB72dG1tvjeD+N45YMZ9kYw/5K50J/0VAURVEURVEUpevog4aiKIqiKIqiKF1HHzQURVEURVEURek6+qChKIqiKIqiKErXuSgxeKPZEnfBMCqdREFMu01i8BgzoWYD1XgRfSYIKQ4wrlZRfFIpl+x9kCDQCVB9FHbwuCxhtiGxJpmSNBu2WVWdxJRtEnzOkSlbrYIC37kSmrls332FtY+bXvFyiE8e3Q/xvgk0b2lXcZu5LAqFSjGC3w4Jf3K9KOrLDG9f/HcYtEXku9Y2LiWFbXnxFlTHnofXsWYot0LbzChJ6V6bQYObPc88B7FpoyDLoefyr/7vr1j7iCK89qzPfOJxbLO+PjSfKvagcc94DU2f2ExNxBbSsgGWT8ZkkcG2MUKGbHFtl0FB3HAORWMhiXc7hoRoJEj2Ivs8ToyTwL+O4sqgtdT3Ou2VN6sSEQk7ociCQNYhoSyPVy4r5MU2euMFMjpVvFahiwL5gBZ9MA27H3sJ3GauH0WAYQ+ZSNZxTAscPO5EtghxJtdv7ZNzLgrZ5Arjch3Pg7/yMjFC0ohyP3LJ7Is2QocgDp1XnQzWREQCGgTZIDFYUEcaszpq8OVicF7ohMXgnmdP79b5kOmb66BIdeNlKA4PItzHOInDRUSOnUTT3KkZFHOzeWOS+oB9XjjvF/K2UDageb00i8fAYvEUCWd7Ctguxd6YhWbITHN6Guf1chnzqUFGhZwyXtLeB18PNrYs9CwTDbsrPwa22q1F1bclBqf8uxDT5jadb4XG9UQW70E6ZOiXT9jmjTdesRW3OYjz/D8/9M8QP/LNIxA/34v5VaSFAgpZO/98Fk3T4FOhcT/YMAzxIJnVJps0PorIyeM4P1YmSxB7JFIvDOM+dm7fCfH60Y3WPrwGtr/DCzQtGz+aMePnC6G/aCiKoiiKoiiK0nX0QUNRFEVRFEVRlK6jDxqKoiiKoiiKonSdi9JohO22hImF+soW1vUmyPxormHXb5kA69YKA1g73CQTp8E+rAU+fPQoxKdOoRGLiMj0BNbjpfJUc0a2Mi2qqe9QzWCH6pfnplH7ICIyOXUG4okpfM9MCevtmnP4equD550usPmViGOuhnjtILZNqR9r+3uvvwbi2Rpej6ejY/Y+hjZBPLL9KojzA2sX/x20m3LgX//a2salJBV5iyZoJsB8i0Iyq4kxS+N6UC/AWmGnjW10Zhyv6+i6dRDnsli7KWJrk2qkGaqR6ViN9DvDIyMQs2ETG0uJiPT0oNmPoVr2ThvzyyPdUrEX863dsc3S9h9GDdDAZZdDHNJx1lpoZlWi/HM920zsmaNP4T7HUDOTSyzVoLLx3UqRSKQXDfvEpdpyIf1XaLdjgQzhfBqCZ0hXUHdwH71D2O/NbIzWiurRHTLeDNNYY9xMYG3vVdfdBPG2qzB201jHL2KbdWWzeAz1GurS2oYM+xpYx+/HmLGm85inLukE0z1Y5+y3sW1OnMJjmKBxW0Sk2eY6c2w7T86OIauj0TDGWBqGi9wCRGyKy2axLplS7roC55VUjBazQnXefgbnuzM0h/LYIKS9qdVxLJkhA0kRkUIONWTJFPUB6puei30zl8F+5sWYHdaq3NfwPQUyk3PqOCaWq5jj5Vn7PITa01Ctf2PZfBGyCGkFcLykON58W/l0/gnWUEX2GO3QtS3T3FRu4HVp0v1ch4yC14T2OFGew3yZJC2mn0IzxkSA2wgT+PoJHmMnyWhabFNcIa1vhwyXN+8kA9wkadxa9j4qpCf2hvCej90QUz14HoVB3Gfk2ubTPWQUmKG2Wm4o2WjYhpMvhP6ioSiKoiiKoihK19EHDUVRFEVRFEVRuo4+aCiKoiiKoiiK0nUuSqNxaO8+ySzUcLVp3fzIJ41G1a4/dKmutTwzjZ8pY11aFsvaxKGaXC+mjrc0hetnZ2hddPYcODOJ758uo56iRvqKOXq/iEiFai+Favz6h3A94wb5hSSo7UqzJWsfkxOoR9m5Cbd51Q3XQnz4FLbt2POoyejf/DJrH6kiahCSGawBdJfXYDor/4w67G4Rf6HG0/MxdX2fvCMoV0REkvQZz2A824M13Jn0AYhHRlE/kUzYNYr1BtaHplKkCSJtU7VK62VT6fe6IayrvOHyLdY+DzYHID5Wwxrp+hTmQtLD/Ns2hPWkbhLPQUTk6cPfgrhWKUGcd7ZB3InwvCpVPO9kn10fenAKNRmpHDZGZ1kpd7A6Eg3xXVf8hbXguQd0rJppe537GvnXBKRbo1DGp3Fs2T2yBuJkD+akiMjkLF6/rIN9wyOtw/WvRt+eHZfh2FAjHxbj2I3fQ9tskk9GRJ8pFLCm3g+xVjuu/twn/4W+PGqT2HOgVsG2PniKNFgz9lr1oUO1/bTuv7PgI8Fav9UgzqdgOazvEhEJyKfAo1uAgPyJDNWaZ1N4DYY3bRdmroTjTYFsB9b143U7PIZz6uQcXrcNG3ZB7Lv23DMzhZ47vTkcm0eonj2fxvPOpDBuNuwxME3zh1PB98xWWMOBbZnLUT/07fuXiPwWfNI9ZJfpAoMwFBH0VrjU1OpV6Sz4BXXIb6lBfkzVwPYc65APy6kSjm+TpJM0pOFIkg7hTGDr4E7sQ28XM4f93GEfKQ+POyL/kwzdZzaNfdscJvC4fNL89I2MQhyQLm58CnUkawr2/Utx3WbcZxr7GfeLQdJA7zt4GOKhraizFBEZKhQhdukex1mWj45/4T4u+ouGoiiKoiiKoihdRx80FEVRFEVRFEXpOvqgoSiKoiiKoihK17k4H41mc7EKr9bAekQ/j+v7p1N2jVmL1sOemsR1zEuzuL72kw2sQesfXQ9xrRZTY0trDR8/egTiaapXP3YEX/cLtDZxhPXJ1YqtPQlpDeVcL7ZFJod19rUsajiaLVpTvmXXvpVn8T2HDZ7H3hNY53piFmsX2y7W8WfX0HmKiOPhcbtUH+ouqwHk11aCq3bfuFiHzbXTySTWDid8O/+4rro8h9cyn8Xa4YE16FnQbmObGmPXkfebIsQuHWdAXh4h1bk2W1gvmnGwZrXj2jWpjSQeN5fQBy721fQA5p+TRf1OMm/vY87DWtojM2MQp2pFiGtzpyH2yXvBD2z/h1aI44PrkEhrWVsad+XXkBcRSSZc8Rc0VR3KB+uIYr7GCahu3hh8U2iwX3G9+rEZ/Pz29bZmZ9cu1FoNkEZslnwINm3BbVRIR+STd0sybXu5HCNPo+pcid6B2yykyeulieNsnb0VRMT3qZY6j/lRojFyjPQtT+49CfF0xa4hF/LNYF3hWW2acf4tXhY/OK7rLo4prNHgOIzxMQhJAyDkf+WS9s4hzQrPdfl+rAMXEdmxGzU+zz2O9ecTYzh27BhB/5Nd2zEfq232JorJjSKOL2ny0fCpbdIp1Evk8xj3F3FMFTmriVhimPSes3PoiXSGPCAmZ3B8a8XozFpN7N9NB+Pqsvub1fDR2L3jckln5ueP6Q6OTXsmsH9NlFA3IyLSJqOW2Yg8nny8ToU0zlUhtXm6F3NHRGRk7UaIh0hTYWjOrTg4DhjScEzN4jhSihnYm3S/2z+KY+7Ldu6AeHwKc+XoSWy7HsfOv3X9OK63prAf5DzKaQd1c1NlvB4mZfu1DW/YAHGSxoPlOrl6Dc/hXOgvGoqiKIqiKIqidB190FAURVEURVEUpevog4aiKIqiKIqiKF3nojQaxZF1kllYx7l0DLUNxV7UAKxba6/vXpqhGjHykzgWYXxoL66rP0j6iYyxixyNYA1gp4V1bIUcrt+eSGJd28b1myAmiYYcrNp1aWEDtSKuhx9qNLEO0aHac4fqFGNOS546iHoWL4GeD4FDHiMZXG8/k6DFzOM0FlQf7jqs0Ugs+/fKGxkU+4qSTs+fB3uosBbCc+3UdqjesEU19okEXpesg7mSyWC9aDJp+2jwcbXIb6bRIM1FgDkfdjC/fB/3MSZ0HUVklv4WzKF+p13BGlMzgufZzmPtcMOPyXEP61bTtJ65L9g2cxO4jVwC274nY9f5O2RHI1QT7Zr4f68klXJJ/IX19HMFHPOofF3cGJ+foMN11XgibXrddfH6f/8QarHqEelYRGRTZi3ETxzBdeVPHEdNzk/8e7x2O3ZgPXHH4D7+6Utft/b55PeegDhBHgEZ0mT0FnCftTLq8zpt2wPC8/A4UincRps8Ik5O4Bg5Vaa+xxogsb1QPNYCLVyuGHnWihAEwaLOy5iL7wT8CdYHhg3sc+xN4pLWoRPj5ZFdgxqLXdfg6+3gYYjHTxyCuJ/0FekkjhWlMzi+iYikaPzPp3FMDEkbNT2D+VatYz8rFFDzISKSz+N8UDiPFrNA3jL9g9jWM2Vba1Ii/dQ06VbnKkv3GoYHnBXghhuvl/zCebVID3sz5dJc2z6/Bl2HNnltlMmfqUmaxlQGr0E+b2tN83x/VSMNbIPut9L4/rkOzoeHT6PesBzz/fzpCt4D9hbxuAazGB+dPgrxhh7MnZeP4BguIvLyzTshTlz/YxBnqC8mSQsc0Zw9mLN1IKMF/FuatK/pZfdAlQpP2C+M/qKhKIqiKIqiKErX0QcNRVEURVEURVG6jj5oKIqiKIqiKIrSdS5Ko+FmcuIt1Fan81TfRTWSXM8uItKhGsa//7u/xdebWNNXK2Ot3NFDx/H9jl0DPVvCGsc21fqGER5nlmrSOm2sGQxpHfVUyq4tb1PNn0R8XFQz6GE9aECXIUrY+ygHuI0e8nxIpbEe1HHx/ZHHz5Qxz5ikYfD4M8vqlaNV8DHwfX+xPr5Onixn/36WfC7GR4NqGFmTkSHdgN859xrycRoNrps2BvMvSVoZl68TlqCK72E+Toq9z8jDc/cdXN/cIw8DQ2uzBx7mb8exfVyiAM898jBuBXg92oJxxsPxoBPY+/AoJ9n3BLxbXLs2fCWYnhoXb+E4jGB+JLNcLxzXx/C4I9IEROyrQdqr2Qa+//E9p6xdPEp/Y/2ST7W6V81hXf5ADXP4H7/8TxA/8/Rea58d8jrwyGciIo8Uxy1BHArlg7Gvr0MGMc0mjvUOtTf7HoSCbWlidGbGIQ8Z6s/O4v9fHZHQxJkzi3Orpfei+veBAdQQiYg0yYeA8y+RwPElSWMke1hkSPMoIrJ2La7F37NxN8RX0rzSTx4Yhw7sgTiVw9zYvA49CkREShXUhGXSeB6Oi9c+Erz2DbpPOD1t1597dD/CipcwwG2y71KTrk+nY+efR2PvAPl7DGaXzqsThrLvJOqQLjUJJ5TEQj/kNh7uIz8n655DxFC/TtBYFJFOt0Nt2qHPWz43IuLQ3MCtzFpNl8YN9p+ps64kZlzvkPeQ0H0kz5e3bd6Ox0Sir81FW3uyJoeeIZkUtn+ChIs8HkgK+7Ifcwtn6NwnZ1EP9fBXHlv8N48/50J/0VAURVEURVEUpevog4aiKIqiKIqiKF1HHzQURVEURVEURek6+qChKIqiKIqiKErXuSgxuHGWNHqDQ4PwWppMdiKxlSYh6eeeeRZFhWzylM+iOPdfv/U9iEfWrbf24fgo+iqQ0KzZQrGVP4cisrkaxmwSlUjaJk8sPmqTaDhB5niJXmy7Deu3QjywaZe1j2L/KG6DzfR8Oi4yrCMNfKyU0SWRlJDhGAjjY8zILjWlUmnRQIqF3TkSJboxYuFOB689i7n7+lBsxe8PAjYRs/cRkZjKRPiegETQLBhs+bQPnxYj6NgLBQRkGJnKUA67uE2fcsOl5HAj2xSQhbgOOVkmfTyvTAbfn0iTQC/GbIr0w+JSlnrLrnmMVnhFGFkzuLjwwJlJFMoNpXCscXjAE9tULqJ28EjYbwkbXRbIxx0l7tf1z91Xv/rQ4xA/8q2nIZ6aJtG1b5uZuRGLpukCGcxzFmJHDoni2SlVRAxtM3B5YQVeTAD36ZBBrOvFCUnx+rDo21lYAMBZpQRstVqL58nny+Z6kxNo7igikicjuu07UZTq0TYDEklzzAZ+IiJpn8YKek/P6GaI19KCGH7vEMTHj+2DuFzG8U5EJEnzcouMent68bx54Y88CbPLVVrgRUQiyj+H5sA25TTfazRquEhHHIP9KOAfoDkpl1m6xs12R/75CTQ7vNQc2P+8ZBfuy7JkCMeLqzgxg1OCDGh9+gznn0/3NbzoCxvkLuwY95nkbdBxklzcpQUg8jQxJRP2Pr0s5hfffoS0MEUQYm6UyZgx2aFFKUTEp4UqPBqb9jyPiyh8/etfh3jLVjTS3LEdjVlFRFp0z3NmEk22Z5cdZ7Np95EXQn/RUBRFURRFURSl6+iDhqIoiqIoiqIoXUcfNBRFURRFURRF6ToXpdFoBx3xFurUe8lQhM1DgpgabK4Vft3rXw/x3Cyazxw/hgZ9w6Ooydi0FetLRUT2HMCaxVqDjFPaZLJj8JgCMjBi7cOGzVjnJiJSbWBNvElh7XB2YA3ExQHUWwwMogGRH2MK6JHJn0caDYfrsKnWMaSaYhOjoRH6mzFYr5dYXngYY+p2qXEdT9yF8+7pRXOgZBLbnPUVIvP1zcvhuknGpzblelCurxcRCQI2eLQN9s51DKwbcaiGtVO1vxsIauMQF3ox5xNk1FOkmtVEh+pknZjzovrkiOuR62hw1XGxftOhbXrGrnNlc0yfcrjdWtpmEKy8YaSIiETBYjcpFNAkM+J8itFosHaNNTtpMkwzlGMRC1lYVyV27a7n4DDPRzU7h/niUt/2fDY/s6+dy4dlWC9B4yrphNjbq80GWGJrNJL8IToGj/RNTe6vxh4juK7c0g0ttDcbj60UrusuajNY+8AGXbk85qeIPYY9++yzEOdJ6za6BuemDM1tca3QJrMyflOSdI/9w+sgrtVxPu2p4tjipOzzmp3Be4eIzDQnp0oQ12kfuRzqDZIJ+9aI73lYB9n0qLY/1w/x8GAR4jidT44MhOdqaBJ44PjSWB83x11qjInELJjLVavVc76X81OETFdj3sOxS/nqUxwz/Nmw6Sb3cdon6+jYCDSuX7FGlLfJRngB9ZGZadRC5DK2TrJRQ20S6xxPT05BXBxErZND4/iZ6RizRxpTU3ReV1x19eK/axegOTqL/qKhKIqiKIqiKErX0QcNRVEURVEURVG6jj5oKIqiKIqiKIrSdS5Ko+G57uI6x7U61g5WaG3rMLRrqGcmxyButnAbPi0+PDKKWoaNW7ZB/Oh3cP13EZHxCVzbPpvDmseQ6qY7HTxOP4m1mmGENYEzFbsucmjDyzDehOsTZ/tQW5JMY90brw2diPGASNB7eE3vIMLjOltHeRbWdPi+/YzZU8Dj2jRchHjL6NIa341aVb78B9YmLimZTFbS6fnaRa6bjDUGOQ9cR8mai/NpOHgdexGRBNX2cpkq10jz2uO8RrebxtePVe38K7roc5DL4XGV05jTeaotTkbYR4zYa3gbOXc9ZpXqqEMfL4gxtFZ5TNMaytE21SDXl3nchMEPcMG7QKvTWayNTWewZpsPiddjFxHpkA+BRzWxnFOs+0iShiPOb4LtIVijEdBx8dr2vMXIYD2xidkn/8mjHDMk4ojY64M24MWMgXZNO+ntWINB++T+7nv29Gf1ed6ke1ajsTrf0bU7ncUxxNB1ZG1EJoP9XsRuA9vXB7fRaKAfRT6Lc0Scj0G7QxoNqsvvRHwdsB593Rb0kUr3oEfB0QMHrH2Kgx4itkcKXteJyTP4frqcuazddjzn+j4ed4KOwSN9J/f9SfIoEBE5MY5/MyRCqDWX2rYTrLxGI5PJLOZVnEZxOXH6HUu7QPcpPGHawwDpSGPuM3nHllbE8NyELyesMZn8xGI8Lipl0gJT21inQfNhOsXeHvZ5Vedwnucxt7eI8/jAAGqEuK2jmPnJ0JjK7/HcKPbf50N/0VAURVEURVEUpevog4aiKIqiKIqiKF3ngkqnzv5E21hWLsU/7UQd/CkornSq2cAlL3m50aiFPy3yz7hsec7L+YmIhPRzYkDv4WUxuTQhImt4riMIY37SN/xzNP10HLTxuF36OdSEdBli9iHhRZZOWT8f4s9/JrSfMdsJPNlmA3/Oa9SWfhpu1OdLafjn+0vB2X00ly1vyiUOF1L2ZOXbeT7zg5ROcXvwNrhUgZco5Jx3aVnYIGZJw5BznJbniyjnuds4tPSeEfu8A+sn63OfV0A/DXd8Om/P7ru8tLShssbl5VJn/70S+bd8P8uvp8PnzN/bxCwDG0T8sz1+JqD1VCPah8s/f8eUMVkVRpTngZy7dIC3aARzMm7ZyoiHTZf7Fl5vh0unuAwqpu9x6RTnHM85fAzW+2OWtw1p/LcqOxau19n3rXT+LZ8Ded8da1lZ+zpxGzRoTuVP1KlEupbGEkpeflREpBOcu3RKuHSKjzPCcbpO5VuNll260uRx05pDMZ9aNAjy27mcWSSm7Iz6e0Bl2S7FPHZzaaiIXQ5laB/LX+8E8+e0knPw8nxYmdIp60aGDuziS6fixi/c5rlLp+Lmfd4nl5eer3SKzyOudNSn4+Azt5cCpvLVLpROLV9e+GwuXEj+OeYC3nXy5EnZsGHDeTemvPQ4ceKErF+//vxv/Deg+ae8ECuRfyKag0o8mn/KaqNzsLKaXEj+XdCDRhRFMjY2JoVC4fxPg8pLAmOMVCoVWbt2bfwTfhfR/FOYlcw/Ec1BBdH8U1YbnYOV1eRi8u+CHjQURVEURVEURVEuBhWDK4qiKIqiKIrSdfRBQ1EURVEURVGUrqMPGoqiKIqiKIqidB190LhEHD16VBzHkaeeemq1D0V5CaL5pyjKDwO33XabvOc973nB1zdv3iyf+MQnLnq79913n1x99dU/8HEpLw2MMXLnnXdKf3+/zpmXiJfcg8b5BjVFuZRo/ik/quiNnXIpePzxx+XOO+9c7cNQfkT58pe/LA8++KB86UtfkvHxcbniiitW+5B+5Lggw76XEsYYCcMw1rBHUS41mn+KoihLDA0NnfP1TqcjiUTinO9RlBfi0KFDMjo6Kq985StjX2+325JMJlf4qH60eEn9onH77bfLQw89JJ/85CfFcRxxHEcefPBBcRxH/umf/kmuvfZaSaVS8s1vflNuv/12edOb3gSff8973iO33XbbYhxFkfz+7/++bN++XVKplGzcuFF+7/d+L3bfYRjKf/pP/0kuu+wyOX78+CU8S+XFiuaf8mLnXDl17733ys6dOyWbzcrWrVvlgx/8oHQWHJYffPBB+e3f/m35/ve/D7mtKBdCEARy1113SW9vrwwODsoHP/jBRcdhLp1yHEf+5E/+RN74xjdKLpdbzM+PfvSjMjw8LIVCQe644w5wUVeUOG6//XZ597vfLcePHxfHcWTz5s1y2223yV133SXvec97ZHBwUF772teKiMhDDz0kN9xwg6RSKRkdHZX3v//9Eixzaq9UKvKWt7xFcrmcjI6OygMPPKAVDAu8pL42/eQnPyn79++XK664Qj7ykY+IiMhzzz0nIiLvf//75eMf/7hs3bpV+vr6Lmh7v/EbvyF/9md/Jg888IC86lWvkvHxcdm7d6/1vlarJb/wC78gR48elYcffvi839AoP5po/ikvds6VU4VCQR588EFZu3atPPPMM/L2t79dCoWC3HPPPfLmN79Znn32Wfnyl78sX/nKV0REpLe3dzVPRfkh4jOf+Yzccccd8p3vfEe++93vyp133ikbN26Ut7/97bHvv+++++SjH/2ofOITnxDf9+Wv//qv5b777pM//uM/lle96lXyP/7H/5BPfepTsnXr1hU+E+WHiU9+8pOybds2+dM//VN5/PHHxfM8+Q//4T/IZz7zGXnnO98pjzzyiIiInDp1Sl73utfJ7bffLp/97Gdl79698va3v13S6bTcd999IiLy3ve+Vx555BH54he/KMPDw/KhD31InnjiCS0nlZfYg0Zvb68kk0nJZrMyMjIiIrI4iX7kIx+Rn/iJn7jgbVUqFfnkJz8pf/RHfyRve9vbRERk27Zt8qpXvQreV61W5fWvf720Wi352te+ppPvSxjNP+XFzPly6rd+67cW37t582b59V//dfnc5z4n99xzj2QyGcnn8+L7/mJuK8qFsmHDBnnggQfEcRzZtWuXPPPMM/LAAw+84IPGL/7iL8p//I//cTH++Z//ebnjjjvkjjvuEBGR3/3d35WvfOUr+quGck56e3ulUCiI53kwbu3YsUN+//d/fzH+wAc+IBs2bJA/+qM/Esdx5LLLLpOxsTG599575UMf+pDUajX5zGc+I3/1V38lr3nNa0RE5NOf/rSsXbt2xc/pxchLqnTqXFx33XUX9f49e/ZIq9VaTKoX4hd+4RekVqvJv/zLv+hNnvKCaP4pq835curzn/+83HLLLTIyMiL5fF5+67d+S8vwlK5w0003ieM4i/HNN98sBw4ckDAMY9/P4+WePXvkxhtvhL/dfPPN3T9Q5SXBtddeC/GePXvk5ptvhhy95ZZbpFqtysmTJ+Xw4cPS6XTkhhtuWHy9t7dXdu3atWLH/GJGHzQWyOVyELuuu1gjepaz9cgiIplM5oK2+7rXvU6efvppeeyxx/7tB6n8yKL5p6w258qpxx57TN7ylrfI6173OvnSl74kTz75pHzgAx+Qdru9gkeoKPPweKko3UTzq7u85B40ksnkC35LspyhoSEZHx+Hvy1fX3nHjh2SyWTkq1/96jm38853vlM++tGPyhvf+EZ56KGHfqBjVn500PxTXqycK6ceffRR2bRpk3zgAx+Q6667Tnbs2CHHjh2D91xobisK8+1vfxvib33rW7Jjxw7xPO+CPr979+7YbShKN9i9e7c89thj8OXfI488IoVCQdavXy9bt26VRCIhjz/++OLr5XJZ9u/fvxqH+6LjJaXREJmvLf72t78tR48elXw+L1EUxb7v3/27fycf+9jH5LOf/azcfPPN8hd/8Rfy7LPPyjXXXCMiIul0Wu6991655557JJlMyi233CKTk5Py3HPPLdaJnuXd7363hGEob3jDG+Sf/umfrDp65aWD5p/yYuVcObVjxw45fvy4fO5zn5Prr79e/uEf/kG+8IUvwOc3b94sR44ckaeeekrWr18vhUJBUqnUKp2N8sPE8ePH5b3vfa/88i//sjzxxBPyh3/4h3L//fdf8Ofvvvtuuf322+W6666TW265Rf7yL/9SnnvuORWDK13hXe96l3ziE5+Qd7/73XLXXXfJvn375MMf/rC8973vFdd1pVAoyNve9jZ53/veJ/39/bJmzRr58Ic/LK7rQrnVSxbzEmPfvn3mpptuMplMxoiI+fSnP21ExMzOzlrv/dCHPmSGh4dNb2+v+dVf/VVz1113mVtvvXXx9TAMze/+7u+aTZs2mUQiYTZu3Gj+83/+z8YYY44cOWJExDz55JOL77///vtNoVAwjzzyyCU+S+XFiuaf8mLmXDn1vve9zwwMDJh8Pm/e/OY3mwceeMD09vYufrbZbJqf+7mfM8VicTG3FeV83HrrreZd73qXecc73mF6enpMX1+f+c3f/E0TRZExxphNmzaZBx54YPH9ImK+8IUvWNv5vd/7PTM4OGjy+bx529veZu655x5z1VVXrcxJKD+0PPDAA2bTpk2L8a233mruvvtu631f//rXzfXXX2+SyaQZGRkx9957r+l0Oouvz83NmV/8xV802WzWjIyMmD/4gz8wN9xwg3n/+9+/Amfx4sYxhgrBFUVRFEVRFEX5gajVarJu3Tq5//77rSqDlxovudIpRVEURVEURekWTz75pOzdu1duuOEGKZfLi15ZP/MzP7PKR7b66IOGoiiKoiiKovwb+PjHPy779u2TZDIp1157rTz88MMyODi42oe16mjplKIoiqIoiqIoXeclt7ytoiiKoiiKoiiXHn3QUBRFURRFURSl6+iDhqIoiqIoiqIoXUcfNBRFURRFURRF6Tr6oKEoiqIoiqIoSte5oOVtoyiSsbExKRQKaqeuiIiIMUYqlYqsXbtWXPfSPq9q/inMSuafiOaggmj+KauNzsHKanIx+XdBDxpjY2OyYcOGrhyc8qPFiRMnZP369Zd0H5p/yguxEvknojmoxKP5p6w2Ogcrq8mF5N8FPWgUCgUREfnox/6rpDMZEREZXLMJ3jNTLkNcqVas7Xgu7i6ZwKegZmUOD87DJ2dj8P2On7D2wU/b9XqN3oHbmJurQtyoT0EctJoQr1+70dpnPpM61y5kcM0IxF4C339ybAziSvmMtY9EgOfRqGFbTc9iHAq2zdAwHkM7sO1TXDqu3r4+iPftfX7x3512R/76f/71Ym5cSs7u42hyu/Q4noiIhNTkTiukuB2zpRZEkRNAXDeYCxnJQOx5RdxcLm3tIaKcdbKUs7hLm5Cui0efp/MWEYnqHfxDK8KY+00T20pCfL9jYg7SxfMK+3P4mR6+ILTPMWxbp1GydmGExwwennoW/zUnkWyRsRXJP5GlHHzDj98gCX/+uDIZD97TP4r95fjhU9Z20l4WYoeub7uFOVqtYr/PpjHnalXs9yIiJsR8uGznDoh3bMRJ4fiRAxDPVusQH5ssQTw5a+8z4+F409vTA3E7wpzKZ/A8BgrYdr6XtPYxOY3tmcngPvsKvRBv3bUb4m9+53GIDV4+ERHxPOwL2Rxer/LCPNcJQvnf39y34vn3np+/VVLJ+fw7c2YS3tNTxGPNZO350aWxIJPCdk4ksVH4m8qAcqvZobFERFzBbaQTeBz5HMadTgPiJB1TsT+PO4iz/qKLWa1jvk3P4T4qNGaWK5jznSbfN4gM9mKOZtI45k2WZ2mbOJ5lU5jzJrDbrlrD/RaLmNOd9tJxtzuhfOYfn17ROfi2f3+t+P58W5smjlUJB+fc3VfguCMikvCxzdavHYW46eN1qJRxrJk6UoK4VoqZ59uYXydOYT955thBiAtZ7DfFPLZ5H41lV1y2xdplwsd7hZkynsdcDe+Pp+emIfZpuMuk7IneFbrf6OD82Krh9ejtx/MYXluE+IYff7m1j/QO7EeRj/3Ezy7dB9SrTfl/brrvgvLvgh40zt68pzMZySw8aGSzeKPR6OABdUL7ZoUfNFIJGukD3EaCbtoiGiTdC3jQiCK66aKngFYbjzOiO1hX8PPptH1zmaFJkx80spTI/KBxtk3P0mnZSZYI8DhNgJmZTGJbhIKvpyhxHe/8Dxp8rsmkPfmvxM+oZ/fR43hLDxoOv4fjuJ/y8G8RvccX3EiGYo+36dh3KhHdkDs0Ucce1nJ4Er2Az0cu5bh1Tdxzv0x/cIT7jP2e0MVzdzxqC37QoLZyYuRhhg/M8EVd9hlzdrsr8zP+2f0kfF8SiflxLEnjV4r64Nn3wd88/JtLDxomxJuPhO9R7J/zdRGRiK4fHxffXKYS/AUQxj7tw/Psa+fT3xKUD5GDec3Hbe3Ti2k7/sx5tpHmm2h6f/yDBuYTb5O3sdL5l0r6iw8adv7554xFRDyaQ9Ocsym61jT+WM8Vrn3+rqHrYOUfxr6Lc1syja9nMzTvXMCDRhjhcaVbuI82nUeqhcfshHbbpZOcX3ic3N7W9aFcimJS53yfcYw9Nq/kHOz73uK4FtE9SYLG+FTKvj9L0D1bhr6kdXzcZqdFYxXlUicRM1cZyi8ai1xqL36Y9uj9PP7xMYiIJOhJIZmge1l62OZt0rAeO3dwv+LzjHxM6mSC8xOPMZvF+04RkUye+hHPPzk71y4k/y7oQeMsqWRGUsn5m+Z6Hb/p71DPdV170z0FfDIs0DfCphe/uchTQ7h0MU3MzQonyewsfssQBJiYg/TNd62KT2fV8gzEPfR0KyLCz0sV+paxTL/28Hn00Ddx9uUXmRnDbx1T1DnyaWzvKfrWcWqcbj4y+KAoIjKyDr/pXNNfhPhQetkDU8z1vdR4xhFv8eafbo6p7zvcKUXE4VmS5itHeADBb8F48vHa9j5Mlh46E3zzzMdJL9MkauhB2aEfL0REHN5ohvZZw9dd65s0Pgh7H0IDjkvfSjo+7bNN50FfPDhif5tnwzeGS7FnHLmgTXSZHVsvk9TCDezYqePw2rNPYR8dPzNhfT6bwTGOB+lqFX/58ej1kaFBiJtV+5vXtYP4nm2jWPJw9BT+gvqvzz4DcbG3CPFwsR/iTh2/ORMRyeRwPEnQZFyvYV8an8D48GH8FbeH5gIRkeFR+pXEwb5x4MRJiCdq+I3y2Bk8bzfmhmFwFMd/n+4Ge3rm+3c75pv8lSCdcSSdnB/7c1m6WaGfS/mXBBH7Ad+nXzACunkMaIDim6yeAn6JJiLSqOOc2qYv8xJpvI7ZAs546RQ9jDvn+yJFrC8l+IY9Q9ts0i/6CXpImIv5ptwIfbtL83gY0nnTvUUxh/N8Ty/2KxGRlI/3K8ZgnqWTS+e5KlqJsCOy8MWWT/Mlz02zY/itvYjImfETELt1/FY904dtkk7hr0h9NCx4AVagiIgEbez3V15VhHh063UQR3TcczM4BufSmONJ1/6Gok2/7vTmMcf76deFa669HOJNW/GXncOHcC4RETm4H+ebHTvxF9sohccwuh3bMtGPOZ/dbI9hYR630WzgLzPtZdUS9bY9D7wQuuqUoiiKoiiKoihdRx80FEVRFEVRFEXpOvqgoSiKoiiKoihK17moQvvp6VlJp+e1GSmqA6/R6kzTM6j0FxFp9mFdbjSA9XcmwJovh+rVadEG8RK2OJlrnMulEr5O2pKQauBdqsPkOstGA89BRCSgx7UyrZTA5bz5niLEHgukYlYzyuaxBro0jboPQ5qFRBK30e5gnezpKaxnFhFpdLAtqiSgqy9ri3Y7blWnS0tkjEQLAgIWlwqJlJy8nRtCmgqnhufndnAbgcH6947B3PFbJWsXbhtz2smR2C2Bx831oYb15nSexrPrciO6FE6TNBkt2oa9hfPEIlGKxN1prlOlffDKVgEvDhFX485HRuL9ZQK5yISrotGozM1Je6FOvUor1lVKmC+ZtK22arWw5jUk8Xc+j0XIQwOot+C6+94YQV8PLdRx8PAhiMdKWDvtpLAGucY19b14HTatW2vts0XXrtLE84zoddcn8Thpm+o0n4iI1Fq0ehHpA9q0wEWTNFbrt+LKe/WmLXjK9WB7Gsrb5sJxdVZJo9Fs1cQs6M9yNLb4pJMaGcbcERGp1LBdmy1sA16cwKV6dFvUb49HTRo/Oh2c133SeaRp9TBe9S6KzrdUnwhr9gyJpnmFy0wa54daAwdRL0bfwqth5UhbkqlgDjfHUaPVaGDbrxkYsvaRoOOcnsZtmGWDnlmFAdA3OfGj+fzr60HdQcJgGxZSdm6s270L4oE8aqJqDcw3XjxyYB1qGUY32m3YaeP9V1DHcfr6DB530sHrmBQcV6IQc2GmaZ/X9Bxei2MnT+MbaGwqVfC6VgIcL9ftxmMUEbn5etR1bNu1DWLXx31kinjczQhfPzlm61uyAd4jDfQNQ9xefpwde4x+IfQXDUVRFEVRFEVRuo4+aCiKoiiKoiiK0nX0QUNRFEVRFEVRlK5zURqNYrFfMpn5+jU/WYTX8lS2lsnapnNsEOLQGtG8PjZ7CrCegutnRURq5KwZUA00b9Mya3GwSdpkRFivYy2diEixgDXRvE3WjUTkDxBSraXj2DqQpIvHEbE+JcRt5sjwhbUpXozEotbBtkk3aU31ZS+zgfVK4IQdcZz5tnJrlHBN8ptI23WUpo/WfC9gTa1Tx5z1WuR+3aaaxI59naSC19oytOqhemQ6TocbltfsjjFadNpUV90gz4qAPSxYs8GajBgzR6qjFpZosNN8nXI6ojimvpj3yj45zjIDKMe4IhdeIto1pqdOL5q4tWiN8VTi3OZTIiJrBlCDwTqOYl8R4oSH25w4jXW1rZi1zCdY60YtG1COFdO4zyR5K8ySq+2mYfTbERE5Q1q4UhU/kyZT02IvxpU5bMugE2NESP4vXEefJbf6ZA7bv78f68EzFTsH203S8IWkN1ioc+5EqzAAioibyoq34PlgDM4Jns/zpz0GJshPokUmuWwum6B5hnOpyWOiiAQ0Tw8M4nr+7HHBTvasrwhp7HBjTAItn1PSkrDZnqHzqpEPmB9jTssmpKzf5ONiHUiH+mW1QXOF2H4ehnzB5uaW9Aer4eVSyA8vms+xKSdZeUmzhX4WIiIRaUVTHulTk9hHS1W8jocnUX9RHLTHiV4y2yiRRmM9+QTVZ/E6nqmgho0tuaodW0ObzqIeKlcg1/hJ1Cyv2YxjaIF8N9o1e3wxPvaLI8+OQ9yYxnvfmSk8j1ID225s2u67v/yOt0DcS6bNU3NL848TxTievgD6i4aiKIqiKIqiKF1HHzQURVEURVEURek6+qChKIqiKIqiKErX0QcNRVEURVEURVG6zkWJwa+86hWLhlJtEg6TX44l4BIRiSxBKJnl0TZcSxzO27MFM31FFJ7xcZC2TxwyyzMRCrZau15Gr9v7TJD4mw+UzfIcEpWxCZIxMUrtkAyFHBTiOC6J9jy8tGwwZVuy2eZMPoktg3DpPOq1mvyvz3wmZiuXkKQrcva8yfDL8eiMOrYZlzTw2rokzDU56g4lbA/XZ3F4zD6mUHAlMyiIM4YWDiiSsIyEuBGZJkozRgze4I7B72DxNy2QwDLsOI0XKf0c7puse2bDPhJ4XpjZFF5js0xEauISeAUoV0qS8OePo7eAAr4UmUSyqFpEJEPGdDzoTU+h2HviNAr6eP2LdRts87yQDM7qdRQJblq/EeJmlca8ABc5qJOItUzbExFJkWiQRcMFWgiEuq90sthWDVvjLgnaR5NMQ5shCsoN9R2nMoP7iBGDuwEZhnVwH+HCeQXB6hj2hZKQQObHZY8cbA25f56eKFmf99PYcXK5HL0DX49YmE0TKJvNiogMjaBpqdCCLJ0GjokemZDy3GUvVmF/P8rzMt9LkA+hJUpmEbzDc7qITEzSQgx1bP9aC/tNsY8WHyAT3cDY80fE0xjdWOWLS6LjVvtCjAy7SxQmJFq41+iQuXFI9ygjI7Zh5JH9ByAOOph/w2SYKQavixfgnD0zYZvO1epk1pjEfdQjHLdnqjjGnhrHcSLVjzleIUNAEZGZE0cgbtFCAXMlFKTPhtgHyk/iNiOxr22WFlg6deoYxF6Er2dooZmRHdiWb/nlX7b2sWZtEeK5BrbN1/7+m4v/bjUv3LRZf9FQFEVRFEVRFKXr6IOGoiiKoiiKoihdRx80FEVRFEVRFEXpOhel0ZjHWfhfrCFzSXcQa6pDugLXJfOy8xn2Ua2nF1NL7lPNKB+FodpLQ8WbUYR1lIVerDe16tlFRAKqW6W9+j7Vt59H08F1sPN/Y52H3b64Sdzm+fZ5sbAJ4UrgrCuIs3DRHT4dl2p04+pXqW6SYydP9coZ1i5Q3Ndr74ONnk7PYlzC+vaIje7IdEvqVMdr7Jpoh0t9udDXylnaBwseUnbHctJcN02wZqvDx8A17TH5RwZjrGUyy82sonPn/6Uik09LYsGwb3AYxwY2ImvW7Brso6dOQzxdw9rcFI0V1QbmaLEf95nKcI29yNSZMxAHpM+aq7OZHtb2tkpo5OSQdutMuWTt06PxJUfn4ZLWQait+odRW3d61t5Hhy55p0kmfxHuI5nAsZwkHRK5dg52SB9XpzHirPEgjz8rheulFnURrNOTgIxia/YYvaYHx6x8YQ3EE9NYO16toe7AIT2hn7AbIqA2DOu4zbSP+ZigMS+ZwVpyP3Hu+wIRkbZlnkrGhJQ8pTkyK0viPrlPiIg4NMZ1aJxNUM5HpC1hY95mjOFr0Dq3C+mGdUv6qmarIyKPnfP93aY8N7N4j5XwUEg1UMQ23LTd1o8dOb4X4rkWjn+5DuonyE9SSmQ8HLl2e03N4N8qFZxzr/2/XwlxLYHH0Krg+NgKMHfcNfa8P1XHMXd8DLUjTTKwDU/h5wMaH/Mx+bd+FPtqSNtskU4p3Yf3Irf8xHUQ73o5bk9EZKqG89PD//JNjP/XI0vHHFy4UFJ/0VAURVEURVEUpevog4aiKIqiKIqiKF1HHzQURVEURVEURek6F6XRiCIj0UJdItdJWvEFbC/gReEJ12XdB9Vsx9Rqnu84ogBr4aZo3frBgSGIm03Sorh2/XqCPStIT3G+82TOp7+4ILgdwotf9/1cmpnwIs+pK6TdxQXRWXPikCbISZNWQkSkQ54pTa5Fx7c7/ViLaUpYy2liahSdIawxNQk8DjON9Z9Og46BdSRchx1XHG51A7r2znlqKfnzftywwLoO1mSQJshwvpHGKGaEMOybQefqLDNfcGL8bFaCTZtGJZWcz6PaHNZYz0zi+uuD/fY68qyHaTdxGwHruxKkdaA8r8ToJXoKuNY81//OzqBuKJvDtevT5FcxNY1rqbO3goiIR8c1OFiEuEF6gTXrhyGeaWEddSJjj4GsTqrOkreQi8edSqB+pUH+Dcaxx8QEaawSNGakF9bk78R8dkXotEQW+nO2B30aJMUeLeRJICKJFI5P1SbWgpcbrOch/yWDdfmOsQ1PDh0ew/d0cIzbtWUdxEnSYKRp/kzTWJ5M2zo1lmxVSds2OYP51yYfFC+J748C+7yyGWzfDPXNiLZZI7+ZNpkNub49R60dwLr5gLSGKX+Zl9APMKf/W2mHpyVamJPoMkmphJqpMzPj1ueDBLbz+ARqG1p10kMItvlMicYiz9bBNanNNm/eDfHAwAaI9z7+OMQOndjcBI4bmYI992zciGN9nXQh5ekJiDsRzut59nGJ8aHLk+Ys7WH+lEjb278ec2nzLvRPev65Z619PPzwfoif+Or3IA6mlq5PEF74far+oqEoiqIoiqIoStfRBw1FURRFURRFUbqOPmgoiqIoiqIoitJ1LkqjYYxZrNNnLUREa0rH6ScuFt7mhWgX7OPA10+eOgbxvv3PQHz9dTdCPDFRgnjN0Ki1z8HBAfyD1TbcFudum7i2O9+5W69T/IOoPrpxDbuK4yxpFLh+nz0XWNsgIpIiPxP2GqHScyeNdZMtH2uNay37Ob2QxP16A1gvLz24TXeW6sZnsbZTqlj36oQYz/+Rzou/P+CaevKrMC6t8d2060OdEtYse0NY/23YN4M8DUQssw9rH9b3Hnwa3tJxm27omH4AKnOz0lqozR47gfXFPmkE1g6PWJ/fsQXrZH3yZjk9gbW8vf1F2gI2SsK3czCixedrFcyxkPQFVartza0hjQfVPMd1rSzpQhrkB2DIK6ESojZlYm4SYj+yd5L0UE+QoBr30ixu0yWPJPq4JNP2PtIJqv+nNfRbjfm2DYLV0Wg4QUecs/4f5MOQSOL5jgzZGqEzZbyWjQ75ZlDfb7cxl9grph3j+TQ5i9e+VccxK50nbw6aZgI6phblUi6HY6iIyPAIaiur5N0xV0NtXD/50XRIK5VO27dGbdLPFdKY8w75ZIQJbOu+HrxPSKbsvlvswW12SPvWbi+PV35+3nbZoCQX/IyOH0LPhbkKahhPT+JYJiIS0ng3QZqLmRDnGcPeNxHmI+vJRETaJK+5ave1ELdq2O7NOTzuqI1zcCPA/BvK2/mX6Ue9VK2Cx8n3J2MnUb8SUl/umJj5jTShg2kc0K65GrUow5eTJuNJ1E5995tPWLs4fgCPw2/heJhylmLP8sZ6YfQXDUVRFEVRFEVRuo4+aCiKoiiKoiiK0nX0QUNRFEVRFEVRlK5zkT4a0ZIG4gfwzTgf3fCP4HXmuTbu6NHDEB868BxugNamzmb6IV4/vN7aZ4fqWF2Pj4E/ce7zvBB/EPYU4Qtg2EuB9QgxbX0+TUZX/D3+Lbje/H8iInz+7G/ixRSS82foOgTW+ePrnQzWZn59HfpsiIhcO4vrtW8Nsci0ncB9hP1UON5Da6ufwvOoz9h1r65gTWla8DMOaTgMORI4gscQcJGriHgVimndb2FdhyFNBvsOxKQaZ5dxOGfj/72SlOYaklioUx8YRr1WpYSNdPjIIevzm9athXjnRlzTfcNa9JeYLGNt+eQE1jSfKaEnhohIJonX06GW7e/HMa2Qx/pin3xUNqzFY6zUMcdFREJa971Sw7ZwSaNROon6Fpf0BUGMTsjkMK998rxwydMhbLPoCsNEwp7+InpTvYI1y1Ewf5yrpdEwfkqMP99/Da2jX23idZlr2F5HM0085za1WUBaq5D0PiHb5wR2R+7tw/X7oyK+Pk4aDo+0NKyFaLdofiXNkYjImQqeaydgjRie18Q06guSlAprR0h3KbZvRZs1MuQVNDpShHjj1i34/pgx7PQ41u4nkqhBSCyb19w4T6VLzHPPHxZ/QRfmRdhoSR91exu3bLU+P0oatRNHvgxxeRpzuDKL+p4ECa3SdbsRN6/bBnF/L17L73zvYYg98st6+VW3QnxmDsfcasi5JZLOo2fPwChqhtoGc76Yx35z5iSeZxTaXjE9WdTv3LIbNRnZIp7HMycwl848jXNJe8r2cSn4pJHxKeebS/caQYyf0guhv2goiqIoiqIoitJ19EFDURRFURRFUZSuow8aiqIoiqIoiqJ0nYvSaDiOs1Snf27bBsu/4uznz8X5NAIX4utg74M8LUhPsYbq2kyAdZfZLNbKnTyNaxGLiKzdgDXMhQLW61l6lvOeh91O1mmdrz6TdhGF7EkS9xHWgeCb3GXPpY6ld7j0GOOIWVhfmpvQoWMVzz4+9tZwXEx/n2pwO3XMhT0NrF98zNh12pUG6iWyVPOcS+NxFbjWm9bKNnms0c207drhch09CKYjPIYMaTJ6KHfmHOwTp127Bn9zCxvcm8KaU2mR14K1xjbnfMz14feE3DbL4mh1auSPjc0s1pSnEiV4rb/YA3Fv3l7j3SOzlhTlYMfFNpgrowaDa+Y3b8KxR0Rk3QjqQLKkLZqYmoE4SVqHk6dOQuyS/mntiL3PyVmsYy5VMQfbbbpeFOZCrL0uZMh/RkQmZnG9+2QCP9PD4y6t2c9DnmvsGmXfwb/lMth3Wq35McDSyK0QgZORzsJa9iaFNfE+pdvx4yXr85GHbeRSKbgx2I+jEPONNRkdWwayOEafJaS5x1A+eSls8wRfN/ImajRwXBYRqZLXBuvOQjrOBmmIWKPRbGI9u4hIsRev+ZYt6JPTl8eNFHuorV08iIEB1LKIiPgebuPQYeyLs6WlWv5mi72JLj1PP3Fy8R6rvxfPb/MGHHdYGyEisnHrJoj/+Ytfg7iZwVxpTqMeohVhbg2usceigbXrIH70u49C7GdwHs9suxri3T/2aohfsxU9V/7u//1f1j6np/ZBvHYYr22ng9eqQdfZaeCcGzbt8SWbwH7ikX7n+Djqjg4fPoAbII+gRMK+Dx3dimMKycCk0V46rk4nFNlrbSIW/UVDURRFURRFUZSuow8aiqIoiqIoiqJ0HX3QUBRFURRFURSl6+iDhqIoiqIoiqIoXeeixODzcjpn2b+XvUIC01ix8UUawp1PPL5oHniOz3hk3LZ+HQqFTh14CuJWC4VmJ0+jQdqWna+w9rn1sl0QWzJVOibrqKldoshuJxY7s3mQ3Vb0fnqVtdMiIsbhz1iK8mXHuPJiXCeZEWfBTMyQIRyfHwsS5/+If2vXcBuHmigofI62+iUf4/E5u/s8N4MmOU81UMz2ijSKXHe5JIS01JWUGxl7n5MeLmhwIiKxJb2/l4yWznRQHNcJbJHhT0X4nh1tPK84aTcSnfPV2L+SIZBpB8teWh0xeBBFi2mUSaJwbrZKZlNzMWdJ1yZBpoSFHhRu33Lz9RAPDaHIcPdlV1u7+N7j34P48EEUBZamUGCey2FOTo7h4gIDAyjqrJVQ6C0iUp5CoXY+hducmp2COJNCIaNDiyZs2IjjtIiIS2LIySkUoLs0sLZCHMt9g1maaNpjRCqD5oVhCq+Pv+Cy1umsUv612+It9BP2pNuyHXPj5FEU/YuIuLTYQJKMFNl0MiDhdZauW4pV1CLSpn4gNE+PUj45Pl6XRgf7SLWKZmbNmOvGCxYkfTIhPc9XqhGJ4Kts9igijWnM+xOnsR9tv+VqiH0yKW3RNmfKtKCGiBw6fBzjg8cgbjaWxub2auSgScvZe4tqBRPwzJkSxE8/8bz18a1b0Eyvt7cIcYvGgauufRnE69egYXKzaq9GUC6dgjibJJH6mp0QH5jAPrGxjLm0JUSD01Tfy619Jms4vkWdEsYRJmDPGjR7rU6fwGNmFbaIlGrYr774r1/BfdD4lsxhX3VpPj1dwnFeRKQvxPkn34/jYaqwtOCJ245ZCeIF0F80FEVRFEVRFEXpOvqgoSiKoiiKoihK19EHDUVRFEVRFEVRus5FaTQ8z100q4rIOIX1F3H6ivNpLs4Hfz7ONImPg/UOo6NY++uT6dGTTz+J79+wBeKX7dph7dNzsBnZx83SjVhbIDM0+w3iUQ2qkzhf++NBBCHWU7KBn4iIQ8+dToxx4PJXV5xEQsRfMJ2x/ODofOL0QA2qiS2h7uAb9RLEnytijWNIdecR1yKLyMQcGj3tb2F98RNkjrcuizWR6RSZXZGhXytGPyFZzL8giUZKDhkVshSi3cLP5xt2v6qTeeEbA6zJ3+3geURUC+7Q9fAu5DsO1tk0l517jFniSjAwWBTfn29PNg4rzWGbNKtURC8ikxOYHxtGByF+7ev/D4hvuPEqiCcmUTP23DP7rX1873s4hs1MYy1ufw41PS2q/R3qw9eLPVinOzlt1/a267iNgRyeV57MpQaK2JcaJWy7dgW1AiIifZTXx6aPQmwEa4Z7hnFsZ/2LG9oDbbmEuo9GG8eIdG5+G+Eq5V/WbUl6QYySIJFGaRyvgR/YxnaRYO13p4Ft1qphfgZNPM8szZfFAsYiIp0WXjsewwpkLOiRkVi9hloIl+rb0769T5ZsdUhrmcqgZiOZxoMoVfC8Xd++NarVcDx6/InDEBey2G+2b8Z7jclJ1HScPv2ctY/T42jQJ3SfVcwt9UXXiVe6XUrWDOQX77vyGZpnyBVx4sQZ6/P1Cs6Ha9bgODFVQl3RwADuY9dW1FscO4jaBhGRzYPY7qwd+Zd//jLEbhEN+QbedBPEx0vYr54/gWOEiIiZxOPOtHGcThg8jwbdj7k92AfGD6L5nohImnLYIcPE0jgew2gP5nhPD/ab0pw9/rVLZAI4gducaS6dexijJX4h9BcNRVEURVEURVG6jj5oKIqiKIqiKIrSdfRBQ1EURVEURVGUrnORPhpLsD4iJF+HOM8M9rQ4n2bjfL4bvD0RkU6HatipjrEdYB1hg9aiTqWxji2Txrq4VIx+IkHnEVIRvE/HyW1nSF9Qq9n1yROzWCtXoRrmFnlAuD6e17p1wxD39eGa6yIiUcgaGNKeLCuEjdPHXHqW+bj4VOjL7iQtW8sQlbE+NDWHtcDpANuwQjXcHtUON2aw5lZEJGxhTXfSx20ECYzP0BryHrVrk4qP6w277jrnYn1njmrZE+fJPyeB17mSxO2JiHyD+lF9DutW/x86zlHB9uduU3Bihh7qB9boUFu6fg5rclaIVqsl4UJelMtUz05jTz6HmgARkZSH5z1H/fjA/oP4ehnrgY+fxJrk555FjwwREY/WYN+8eRO+HlEt9QRqLrI5/Lzj4vvbLXt8SngRvQf7yratmyEu9qFGI+1hTtZnbK+OkMwQdm3CbR6dOApxLtcDcb2GfTOXtNeq52HNIU1Vpz0fd4LV0WiMru2TTHr+uGtNHM8qdaz79rM4d4mI1Dvko2GwZxZoLGiRP9bsDGpppk6PWfsoDA5BHND4dOQI1p9vWIdzUS6BxxjQMbdj5p6I7j9aLczZDnkMeD6PNdgOvmtP9OxT0Ohg/vzj//4uxEP96CNRyOL7e/N2/qXJl8SntuvrWdKBNC/Cx6Bb7BwZWLyfCdrYHtynCwk7/9oN7INrRtCjYv8hvNZhG/vfd773OMT9ObyvEREpz+L41KninFno4Dx/+Ahep28+9n2Ik3SrtP/4IWuf/hhq5V5OXjEF0jLV0+QR1Y/Xvb3BbruN69BDpErD8DT1zWyB8svBffpJW+vkeJhvHnmH3fTKy5aOsR3IoaN4PV4I/UVDURRFURRFUZSuow8aiqIoiqIoiqJ0HX3QUBRFURRFURSl6/zAGg3WV/i07nSc/iKKqC6NNBiWIoP+wDqQmRlcq1hEJJ+nOsEC1unOzJYgHp/AGuh0Fuvb67TG/Hcee8Ta50/+FNYZ1qkO8dSpUxBPTmJN9DjVuR4/YdcATlIdNWs0QlrDWhzWaODa0rfd+pPWPm668ccgTlG9qLhL1/Tf6onygxC1OxKFC0lB2hnhetCY+lCHfRmoHnHbFObnSBnrxMey2KZcPyoi4ri4D4e0I2FI9cbk7ZGi8+JWDmN0S4027sNL0D5JL8H1x+zREsZc2iCF9Z6PUVuk63gePxZhvfhm2mbBxAw9DrcnaUk6S/1q1TQa7baE4fxxsUYsQX4AvmN/j5Oktk6Sx8nXvvYQxJs3bYS4HWI7b96Cr89/ZhvEQ4O4Vn2rWoKYS96r5A/DKbdlywZrn1OkV4ro2s2SpufYMdS3bN+E9ccv2z1q7aNJx31ZDo8jsQfb8ug4agEa7KOTthM9mcRtZDLknbM4Ka2ORmP9+gHJLaynPzlTgteq1Ad5HhIRaZRp/f4EeqSsWY/5VJnDfWRS2O+mpux+2DI4ViRy2IZTrL8Zw7lt43qsb28GpJfw7H5Vo3k65ZBfSMTXmnyo6DRqc6h/ERFpNvBvfD+TT+G9w/FTUxD3ZPE8Bq9A7ZSIyOAa9HRwSReybePS9ak3bZ+eS02705Iomj+PTAZzx5COr9qi/iYiZfLb6SnitXYi1A00anhfUy5jm85OoC5BRGQgh14buzZdAfG6tdh3N9O1P70P9bAT338K4mLK1ta0SngtEuvwPU2SPbZoks3n8LrPpWJ0upM4ng31oxZq904c5wtp1AieniRNIZvPiEhhCOfgH/t3Pw5xbsPS9WnW2/K5z6pGQ1EURVEURVGUVUIfNBRFURRFURRF6Tr6oKEoiqIoiqIoSte5KI2G4yzV5nN9olWzH6fR4Jh0BQmPdB8UHziMa8afGsOaNRGRG258JcTtDtapPkX1dqzZ2LYNa4OzVDP/zNNPWvscGx+HeGoGdR9Hjx6FuFbDWs8gwLo4x7Fr5zyqS02n0+d83VD93TFquy/O2rWNo2tQx3HFFddC3GgvHbcJV75G3vi+GH++2DGsYv2nF1Ddb9pO7chQOw9iPegrUnj+HzqDtZrfpZR+KGmvY/5kQP4m5NvikEdKgrRNbfJiMNTPUhnbm6Fj8FrXqDY2ZVg7QDoBWjvfFkvZfTckD4JvhFijeqKJn3g9bWDEsXeSpnrkiHxcHLO8L5vY47zUtFstCRf6muVHQmNesxXjebJsHXwRkRuvuwHi8iSOHS5tsyeFn9+4EXNWRGRqGsfFkyfQeyNq4/gz2E8aszq+nqSa5CBm/f4ErfefTGP99tQE1mYfPHAM4h1bsV59wxassxYR8V1a0D6J+3j0aVzLvlzC8+jrR73e0EDR2scs6R46bfJZys6PGcasvIeBiMhAT1LyC34MmSTmQrmC+ehHthdJs45amlqI82O+iFqZTWuKEE8eQz1hpW6vxc/jj9BY4ZK3UJs8SRoNjE+fwbp8P23vs6cHdSA18jwydB3Zu4pFGp1O3PUlLZxr6FXyz0rgHF2t43gwV7U1NNdftwviNLXVxtHNi/+u1W0NxKWmZ6B3cc6q1fB8fIP3SqfP2Bra4xM4NqVyOMbTbY00mjhfJsmLpDKNugMRkW0DqMm46ZbXQPzYd74NcWsar0OlRFpBzpW8PQfX5/A99Sa2TYPzy8V9Zuhet78P9RYiIqdPYdv55Mn1Uz99G8TPPXUYY+q7Xr/dj17zpp+GuGcQtSNHJ5e20WpcuE5Xf9FQFEVRFEVRFKXr6IOGoiiKoiiKoihdRx80FEVRFEVRFEXpOhel0YgiY2kzXoi49f5DqjdOp3D3YR3r7Z7f+wzEx45jXe8117/K2kcqiUV+FarxS+WwjvCWV70a4uE1WH83QR4X01S3LyLy3LOo2yhX2eMC28Kj2vN0FmuNvRh9i+vhNhJUn5ckzwuP6vCjCGtOUxlam1xEqjVsf66l7dSXttFh344VwE2lxD2r0fCxVtNMkubkZMn6fES50OpgHW+SPFhu6MOa7is9zK2fcXHddBGR/7eB1+m/R1hXOdvG2s1EG5/1kz5qHTLkB9I7gmtni4hUm1iL3ixhjvrk79BqY31ohzRCnDsiIkGA/T5BmqCAamefo3xLtPAYXy52ffE2oQJdnxYfX66xMSJi25hcclqt9qIeKpfDsSKXxbjcsmuwO6TBKc1in8vQ2ud10nPNlFHDYXuPiPT04HiSy2G7hlQP3NODdbgTk7SO/GEcd1nTISLS14d5mckWIb76KtS+bdq1A+JX/9hVEG9eR3oMETl9BtvqG9/8HsRHDp+EuKeA51Xsxf6dzdnr4ZfLmPs1qqsvzc2PM8EqaNRERArZtBQWrmeK5gCWpRVS9veILdIe7BsnTRjNPb1FzKXBNGppKuSPIiIyR/4lSSppdzs4VtPQIs027jOZwvydrdj7pClV0mkcO3IFPIjZGTyGiMbApG+PgeKwtgTH6ip5eRg6Md/DfDseM0edPo05fsXOLbjPZvy/V4q+gb5FTV+N5tNjp7D/VWJ8GiZpbhrJ4Ry6YRv20dMnUJ8TkN7w1VfdYu1jfR9qNP7uH78E8WNPfRfiRHYrxP0j10M8QNrVZgN9X0REOuT10iiXIK7Rtff6sJ+FlFuO2DoQiYq4zRqOw998DPVXpRnsRwPr8X55/W7bD6kW4D3P3m+R/niZ1q7TvnAfF/1FQ1EURVEURVGUrqMPGoqiKIqiKIqidB190FAURVEURVEUpetclEbD9z3xF9ZQNqTBuBAfDf7b9AzWuj393Uchrpaxnu/yq18B8ejG7dYugghr3TKJIsQ/9bo3QpxysI6y3cYayf/9T/8IscPFoCLS14f7SJD2pNnEWjYT4fNdKonrGZsgzkcD2ztJ+8jlcBusC2F/hs3b7LbbuBnrQSNa+7m1rOa8FVN/fqmZ93GZ/7efpvrqDSMYr6dYRJwKajKc8TP4Bsq3Vhn9B3wf83dtAdexFxG5sx9ry3vKqLH4VBs1P7O0jn2bfDdyWaxhTeZsXYg0sFi32cBtJmgde5ZZVVqYnx1eB19ECqQ/SGcw3zzKFdfB9+8l34FHY+o7Nzm4TYc8RiRc6jcxErAVIZXKLGo0uAY7pHZ3Ivt7nDqtnV+poAbD76G89rAm2fMwn5oNWyuwaSPW5m7dgn2hL4t6ikLPMMS7L7sc4rGTRyG2fFfE9gRIF3Ad+FxPEfdZpGtN3kHffgJ9f0REvvL1b0L8/PPom5HJkLcQTUHcL8Zqdq1/i/KS9UvBwji6WhqNduhIK5w/sXwP1mjnC0WIa7UYryTyHxqbxjGvL405OzeLc3SK+t32GL+Tdgvn0O070JvjZAbzZ3KyBLFP+eWzD4dnj0+lMo7tWdJoFIt4X1DsxVr0VhO3Wa/ZHjjsoxF0MGebLRzjLJ0k+WzMlO3zOHEC23u0vwhxKVrKx3pz5edgk6iLWdCD7rgSx5XwOM6nW9fYXhCRi7kxU6I5OYttvPGqAdoCzn+33vqT1j6e+vazEE+YJyAe3ILXoV7BeTyX2wnxyDDqx8YP432qiEhvBvMtH5GGVHBMniGPnzJNh2Foa4QcH7UkE3PYFsbBvtvXj+N8XwrfH9gWJPLkKbw/iVrkbdVc6jdB58LzT3/RUBRFURRFURSl6+iDhqIoiqIoiqIoXUcfNBRFURRFURRF6Tr6oKEoiqIoiqIoSte5KDE4QEI7z0PxCovF5/+IQp9yBQ1fegZQSHv1tTdAnCNTqErbNo3LkGtR1EbBVoIM0FwHjzNL5mbXXIuGMHNzcQIuFC46JGr12eiHjruHDLU8blwR8X18Jsxm8TxYgD5LRkrZNIrfrroa21ZEZHgtGrhUGyhYyi0XIq+GGjcMRRYET2ws5bLyk4XEIiIDKPpK9JOYu4GKrHAKzdHMGTSiak6RmFxE3B4USP3CehTYz0zhdfzTKpochR02z8P318q2gqtM5kBNMpLKdLDf9RTQFKlaRUFep20L0dIpFLcl6DsKQznrpTBukBHdNzq2GPw2ite5NKYs6zarJQb3M654C32xXcGxICBRvRj7exyH2q1ChnwujRXDwzjmOR4t0EB9VETkyOEjEBd7sC/0ZjHvDx/eB3GVBOo7d6IIMREjBj94CEWE2SKa5UkSz+voUcz7cVqY4btPPm7tY3oOhcupLJmU0mINHLfp+tTrdtslSUScJCFydmFxhiAIReSU9flLzaETk5LNzB/T0ACKwXNpmhMSOA+JiHTYeDPAHE61UEDeJlfM46fxGvQWWKwrsn7zZvyDizmf78Pjbgb4eofGrxYtTpFO2wti8HAQkJvd7FQJj6EHx8BiEeMotIWupTkUiHdatACGi7kT0gIYhu410nSvISKyZhjbM5PFfnNo3+HFfzfbK+9Y2vbaYhbGoPVbUOD86qvQKK930Db2nKb8qU3jdUo62CYbRtEgMpHFe8QzdF1FRNwctnNuCPPr1Azuc+3myyDetfsmiI3Di0zgfauIvTjNvhkceyK6XwnJxZIX5Cj22UL6RpMWI7DeQQsbBZjDrqE5uWkveBAYWvyijZ9JLFsMyXFjTC1fAP1FQ1EURVEURVGUrqMPGoqiKIqiKIqidB190FAURVEURVEUpetclEaj1WyJ78/X0HWoljydxjq2VseuHwwM6iVGRtHsZ3TtunPuv9HCzzuObZrUCLHe3I2oNk6wrqxJxd6uwRrBgUHULWzZtsPaZ3kW65ObVItpyNjHp7r7hIvH2JvH2kcRkWQSL1UyhefB9cj1NtbnJbNYM712vX0eEaWDcbFWdvkenNV4RA0jkYVr7lL9q4RkcujFGN6Q2Zl4WFfpkOGXux7z0QxjHWWCDf9EJDiNuZBJYi68NoNamX+u4TEcphp8KquUVNU2GdvRxHMfpxxvk7lYgtqG5S3ZLLaDiEgiif2Ce57D7U1vCKmec09MAh2k+tD1pPMwy/umiURsmcclxyTaYhY0GiFdK5/6T7Nu13m79N3O5DTqgIq9RYgTSTbmxHwpzUxY+2A9Vhjg9XRS2A/m5lAvMTw8CvGWHdsgnirZOiE3Mwvx2k04bj7xNJpm/eOX/zfEM9P4+WbbroPO9eBxsy6o2cCx37NmN2z7dkyNexBhX8oXcCzuXdCedDp2hfRKsHfvEUkv6PEcOQSvsXZm3Tocr0REpmZKELuUwx3SaAjlXzrDY4Mtluoh/UOZxqzj41MQN6n2PEV6xCjCfXgJe+xwyUjXujOg+aJF149lR8PDtvYkIE2GiXAbIe2VNRTpJObvukFsJxGRDaO432oF+9rE7NKc0+rYxr6XmqMn6uL782P50HY07JvYfxziV46gvkxEpNHE/KrOkclpA/t0soP9b3oMdVUl76i1j75B1D9M0ng1PoP7XDOCFz/Tizlep3mmUbfHptmjqN8sJ2iOzWLO9pNOshHhTgKx9WM+6U4jct5N0j24EcyPuSrONeNjOO6LiCTzbI6JbVldZigcBBc+AesvGoqiKIqiKIqidB190FAURVEURVEUpevog4aiKIqiKIqiKF3nojQaXiIhfszazyIiQYD1ik5M7WaaaoPZCyGgNb5dKrJNkA+HRHa9+tix/RDPTWN93rbtuNZzohdrIj2hOn2DNWs7duKayyIixw8/A/Fki/wnMnjeDfJraNOa352AtARir6/dP1CEOKJ60Ra1bZXqYBv1mDWUA9bA4OvO8ppofnEl8Pylwmt+RCb/gbijMxHXZJOWhnUDHua6U8Tad7eXfDhExC8WIQ6o3riPdEZDtM+JJObfQIhnssa3tSf/Vx+uNX6wjDXQf9nBPlCp4rVnf4FETB83VCfNPiWGNBptqh/eRv1od8qu3+2lz0Qu7TO3rF9EoQiW5K8IyWRq0dMmSuK1C+p4/Dwmioi4pFVhr5pWgDk6fhp1QLRcu6xbj3oKEZEEreffaGA7fvvb34P4jT/1UxDnspjnJ09PQnyKdCUiItN1HIuf/P/+DuLn9+IYeeoMbjNo4zEmk/Z3YODjIyJp8kyaI18mMexfhNcnTd4uIiK1NvaNkEaS0tz8PnisXCnCdntRC8Dz51wFr0G5Ys+P2TzOLckcem3MtbBTJQTfn8tgArbr9j7qlMM9eRwnR0bQC+HAYczxdhU/32xSLXiMtibfg7X8Pb0Yt2iMm6ujVmC2hLkzOkA+MCLSk8e6+laA22hQf+/JY74maY56xW70WBIRyZH+ZM8R7CcnlvUb9kRZCXqz2UUt0PrRjfBaabIE8dQh9MwQEameRn1EeRL72+w0fiZfxFwpkcdPvWNPAicncPzrkPbv5ZejfiyXwrGnVcNjcn3MhS0j11v7fGPxGMRfev7/g/iJEun1fNQnJ13ye2va83w+ifnH13+OPJkCug8NmthWc2V7HDcV8rzpwXm6vkyXEQYX7uOiv2goiqIoiqIoitJ19EFDURRFURRFUZSuow8aiqIoiqIoiqJ0nYvSaDTqNXEX6kJTpLdwqF404cXUeXNNPJUYui4999AbHJ/WqW7aOoN2gH/LFbFWM011kz6v/0/rbUfkz9DXjzWDIiJXXHkNxN+cGoc45fF5UW1tA2vddrz8Smsf119/HcTcVm3yzcgePQjx9779bYi/8sW/sPbx2p/+vyDeugv1LNVlNdDtlu0RcMnx/SVtgKURweto7JXUbahe3vikyaA4Ir8T/ryIiDOKNY1+B3N+8hT6bExTneMr+lCL81Mu5u/Jhl2TumYUa6Cvy2J8bOYoxF8ztGZ3m9aUtw0IrLXsQ5JPpEh3dEOItdw/O4RagpelsR+KiKSpxtTUsAba8Za1VbQ6NfKNclu8hf7skK4gbKLWyhhbp+aSxiak8yjPoZ5mYNNmiFu0hnu9bq+3PjqEY9TkFNY9Vxq4j9Nj6MUxvAaP8fP/64sQH5vGNeNF7Br3Rg3bIpPDnPIzrFXBWn8nsueP0gy+Z80w5vmGjZhjM9OYP60p/HwY2mNEKoWaBfbLaC/0ldXSaBQLKcmk5tuGvWuabfK8yNkaFPa3CkLW7mE+ten9xb5B3Kdrt2GS/CImZtEj5eRpzJUa54qLOrVCFsdAE7NPn/RcmSweQ5r0PXXSRYpgvk1O2l4JqTS+J037aJRIk0U5snUb+pq8bBdqBURExs6cgvjgKdTb1ZdpLVdDoxGU50QWxrCJgziXOS289/rOY9+yPt+s4HWKGjhPVCu4jfpGvE47d2Kb7T+JXjIiIk4C8/4VV+G909QMXtsO3UaWajTHZnCcGV33cmufV1Twuv3Lnq9D3EPeHLs2oo+ZIf1Pp2bf286VsB9FIc65Y2eO0euYf0m6nzExc6hD8xPfuqaWGc6Ejj2/vRD6i4aiKIqiKIqiKF1HHzQURVEURVEURek6+qChKIqiKIqiKErXuSiNRhiGEi7UfTWpHtmndfUtvYWItNtYU8af4Tig+lCHCsaymaK1jyuvugniKHQpxho0l3wM+LhbLfIHcewm2/2yqyH+/uOoh8gmsA7ROFgjmKb6vZ983c9a+8hk8D0dahtLM0N19vuewXXs2w2uURWZncL1zM1O1GgcH196vV5fBRODKJr/T0QM6SMcrhd0bP0Eez8I1RKzJoMrEA3VPLqdmHWkqaZbKP/SVLf/ygR6FryqZx2+3os10SdOYl2siEid/SdyWNO8tk66JOqHIeV8ENq1m40manLWUvr8VBa1Ja8dwfNYX8Q6V8+3nU5MgO8xs1gvL6Vl9cqrpNGozNTFXdDqJGjs8C6gZNXSbZDW6MwUrpufy+C1HOjFfMnn7fGob7Af4kIPxnsPoNfQ95/ZA/GtP4a15HzI5RJqH0REanVMiLkyvqdcxXpyruPP5fFa91LNsohIRDXvY+OoLfFT2OcLPdhW1RrmsGfbFUlA40injccdLTRGFKO/WQk8JxDPOXssONb4tBZ/2LH1OwkfT7pFWrsOaf08qtkulUoQn5m0fTRSGbx2c1XMjUoZ9+GQ/iudwpxOkndHMm2P7dt3boX4wOEj+AYXz5vvTlz6Sz3GZ0p8PE4vQbpU6ssZGuMu247eCe223Xbj0yWID4+hvmr90FJf7nRWfgzsRDkx0Xz7P/UE6iPSRcy3wREcd0REBrath/jgkycgbtWwv02Mo0Zl95W7IL7+erzfExGpVHB+O7wfj7PRwPybK+Gc2gmPQxwm8P0lx9bvrB/Ca9vsezXEThM1HKdnSriBWbyfatRQRyci0qjgmBqQ50/QYd0sCymxH3kswBCRFGmrO6RlCqKl6xOG6qOhKIqiKIqiKMoqog8aiqIoiqIoiqJ0HX3QUBRFURRFURSl61yURqOnp0fy+fma4SDA+tCQ6rq59lPE1j/wNvh1h2JjSE8hVMMtIs0a1udxKW0qxVoSfD2KsEYwQfoKy75BRFoB1b75WKM6sAbXtZ8q4XrHV199PcT5Atbli4h0yG/BT6Jmo0419MUi1lmnyFshm7NPJEE6kEoDay47Zqk2NjAxGohLjZcUWagh5NywPC1iNEKGahQdH2OhNeVNgLnksv4irkybczaJ+bZxHdaovr2ANfi9tPZ9qlCEOBnSMYjI35XQ1+D5SdTalOg8BnLYb+ao1rsdU3v5igTm9C/2b4H4qjWYb3kP88skyBchTmNBncspUo3v8m2GHREspV0ZjCz64CQy2I6Gxo6Ub69zH5LOoN0mXwMaE0+OY21vgrwTsnm7Drrawn288pqrID5+6iTEew5hDfOV16Iv0Gtf8yqI/bTtcfH95/ZCnEuiLihXwPw5fhxrs33qv9kYDwiuCa6T98bRI5j3+V48ht4+PIZE2p7+zkyiRiairuAu6LhW6xu6ZDIpyeT8MbQoV1J0Pu0YrRVrMJIJbPeN61Fb1aEx8fQEruVfq9hjxcws1pJ7lAs9OcxZN4vHmU1g6/pJ9gfBeUpEpNPCGnfPweMOQzzvQoo8kyinE47ddx2ffAmo7ZJFHA82bcAxcW6uBPHjMR4Qpyaw7YzBcx8dHVn8d6sdiMjz1jYuJZuvvFqSyfl5szqHfXh0HV63DZvx/EVEUm4R4skTeL61CK9T2+U+j6+PzWB/FRGpzOJ9S/kM7mPsOI6pFZJcpDah3sL1MN5z6glrn2tuxXu4665+A8Slx/4G4okSXntTxfNi/ZWISJsMP8IO5qhP+mHPJ30yDWaJhC1SSyewb7XI26q17PqEMfciL4T+oqEoiqIoiqIoStfRBw1FURRFURRFUbqOPmgoiqIoiqIoitJ19EFDURRFURRFUZSuc1FicMdxxFkQbDok3PRIpMixiC32ZtM5NvSzDwDDRMI2dfI9FGSxRtghUyOHjN3OayIYxIh06G8OmRy16Dx7+1EMd81110Fcb9tCejb6SpC41rjYODky6eotoiA9aes5xaNt+kk8j9GRocV/12q2EP+S43giC4Iny7CPxd+JuNTGz5gmLRxAomnha03XwDJfE7ESzpCpW6oHRa5DCRJsch/ooFItn7GFkH4dt1mYw89s8/FaPdpBE540icJ+dniTtY//MIKGWFsKaIYWcVvW0XDITaKhn/Hs6+PQggemziq9ZecerMJiBCJSKPQsGh3x2MDjWSj2WNGiRRt6yFQunSZjTlpUY+/+5yCemCpa+7ht6DaIp6bxWmSyOG42aJGD4ydRLLn7MjTJuvKKl1v73LhlO8SPPvYdiMcnULRZraDI0HN5HLYHqA7lbbNBC2TQ9ZieRuFyoQ9FyXNztmFalUSZHhm9tYN5QWYY2mLhlcDx0+IsjNMN6mNOiONRJmsL6nto/Mhk8D2Oi23Ii4zMC5CXqNqegDI7RwuqJMmwlgS/UQevQ5LMZ0dHcXEUNyY3JibR2K2vFxfZYJO2TUOjENdreAyNtm3Yl8xh/kRkkJZysW0GaJ7fdwBNBKfP2MZvU1N4HMWBIsT5Zdc04V+4YVq3mJiZXrz3SEfYZzvTONdVcnYbtmj6YlO/ZgLnkRQtuHHo0FGIMwV7Pnzm8acgLqYwf9bk8F5o4vhhiIOBZyHuL2A+O9MHrH3u+9Y0xI3+yyBOOjTeVUsQVys0FiXsxXraEbZNMoXviWj+DAMyvkz10ev2YhGGTCB9uj9uhktjsFExuKIoiqIoiqIoq4k+aCiKoiiKoiiK0nX0QUNRFEVRFEVRlK5zURoNY8xiXXpI5lRcr+7FGKaxvoF1HlYtp2FzKzJiKds1igUysKpSLVy9ieYtA31oKhNXG7ycVox+ot7E+rqRdVgDONCLZnmJLJoLJTN4GSKxtSoRucNFHXyPT/qKKKIaPxdf7yliDauIrSXxyfAlvaxcL1yNEvkoWjJ6I02KIbOaWDM9S/9A+UMmcqaJNeGG3RrTtuGN42COmxbnPJlSkvDIodrgsIq1n30xuqS7MljnH44UIT5cnoE4EKzt3rUWTQR/dggNikREkhm84JaRGfULE1H9pkcGWR07xx3Wt5A+xVn2Eeci6kO7iYmis3591njGGrNUjCFShmqOeQxkXJ/yg15vduzx6KnvPwPxqTE0slszjDXLXhKPaf9hNBTtcO1/HsczkRgNGYnAKhUcd1NUhy80Xs2S6ZuIbQJLQ4D0FHD+SJAh58xMCbcXM5aLweNu0hggC/17tTQamXxBsun585oq47xTncN5pbeIuigRkb5iEeJCD84Dp0+jloa1C7kMtunG9bg9EZHEJBm9BthWzTpu0/h43PkcXYMG6i/SGTv/0kkcV8sV1OdwDXyyg8foOjj2p2JuA0K6/2DzzFEad2fLOH6VazhoVuv2JJomPd0aMp2sVZfaivUyK0F1enxRC5Wj6zBdwbmr1sJ5RkRky2Wo5TpzBuemuSq22UgG57tTY2MQX3El6sdEREbW4v1XUMOBYq6Kx9VpYM6bWdTSkAe01GtoeCoiMj0+DvHUHLrJ1klPFVAfiATzL+B7ExFJZTEpf/J1N0Fc6MWx6onvotZkahz36QvqlEREWiFpSkkCk152YxWGcTdZ8egvGoqiKIqiKIqidB190FAURVEURVEUpevog4aiKIqiKIqiKF3nojQaHSPSXqjFbZNGo9nA+jz2zBAR6VBNs081jryGPBckt2ifXAYuIjJLdbh7Dz0J8Zq1RYgHB7Be2VCNbqlE9XwB1pOKiJgIa+OGR9ZBfMXLrob4+ef3QPzM95+AeNfl9jr1vM58xJoYev8ErVs/MIDalUKPXetfojrqhGB7+8vXYF+VGnlHziaFYW0DF2xzLCKmTRoMWgTeoTWk3Tx5haRYBxNTp23ouMjPw6Gcd6jW26SwNtOlGnxTm7B26flYx+v3FCHe0Yc5/n4ffTL8POaCG8X4uDTxOF0f+6pxqV4zh8cgpEVwYjxIDH3G4e9BqsvqecOVX0NeRKTebCzqz3i86iUtls8mPiJSrZzbi4XHzR7yw4kC9jWwtS4T05gjp85g/XByP+b1zBSOFWsGcZ9Hj2NNcrtttz3rl/oGsE56zRqMJ2l8SiVRs9HbW7T2Uaaa93aTdUHYf0PB46yRd0cnsteRZ81CoQfbqr2goQpi1qBfCa5+xSskn5s/pt6ho/Dageeeh7gY47mTS+H5lEs4n9UbNK6TdiZJPhvtyO7HOQ+3kcphTtdJB5lwUWNWyOI+DOknfNc27/DTVOPewvcECdZH4OtN8gFKpOz5o9rCeb6ngP2k1cHPjI1hjh85ehrigaw9PrxsN+rjPDqO05NLfbvTWfkc7E2kJLEwp1WmcFwZGCLtjGOf39wctiEPX6P9qBfsy2Ebzzo4BoyfQM2GiMjQMGqTvv8E9otKFY8hm8B+spby0zh4X9Ro2HNwi3ydMm3SYPD9Mmtuaf6Mu7cIyO+Ifc5u/T9uhPiqW7Atn3oc/UK+8VXUkYiI1MjaxUQ4XnjL47gb8BdAf9FQFEVRFEVRFKXr6IOGoiiKoiiKoihdRx80FEVRFEVRFEXpOhfno7HwfyIikeGabao9j1kfPuGe26MiCLHmkPeR8LIQ+ym7Ruz5Z74LcSGH9XfrR7E+vd7Aej2Pnr2MwTibxXp4EZFmA9fszuWwVjGM8Lw3btoG8feefBzix775qLWPm2+6GWJepz6kes0Tx3Et/JG1uGZyNottKSJyktaobtVJd+MttWUYrI6Pge0kME9E9drSsGvXpUa+GB5tqw+1Ck4C14xnYtOZNRi0DUOvG8pxyZC/AHkWOA0qohQRQ2tuR3RgHtW/++RXE3l4DCF7koiIS/2CfSyiFNa2OxnyaWnQ2vkxX3E4VP8tvagtkfRSfWicD8dK4Hu+eN78wbNvxtn15c8SxNQosyaDx0n25pibw3YT+ryRGL2Ewb955LEzMY1r16epbr9Sx37iTqGXix8ztk/N4DZPjWMds11Njn9Zuw7riSsVWwsXkD6F65g7pB1J5zHPC+QhUanZXh2+j+2bTOE1zOfn6787nUBEDlmfv9RkBtdKNj8/dt+4eSu8NjiItelH9+21Pl+u4pjeoPSp1PEPXBeedPG6eTFXtr8X862vD+fMdhtfH+jD4y7NkAdGlXLB2HNPgrra6FAfxOkUbsN18b6g0cDzqFEfEBFxPOzfzRa21ZHDByCukCYoTTX1+YI9PqQymH/1Jl6voL10XKuhE+o0OmI688eYJC2Nn8brsmXrBuvzJydwLEnncG7qoRxmHUx/Btv05GHUHYiIbH3VDojzCbwXMh7OTdkCHvdIFl9njzJp2mNTtcn6YRyreBsu9ZsOzWdhjAaWdY0Pfx39kra9bCfEl12NniU3/nu8l+hZa/vRPPwV8mDahxplr7X0mVA1GoqiKIqiKIqirCb6oKEoiqIoiqIoStfRBw1FURRFURRFUbrORWk0KuVZiYL5WrJUCmvrHKrXCsOYqlyqqQ06514Ln5faz5BfwIGDqG0QEZkrYc3elZtvgzghWH/n+XhMjnNub48wsmvDp2exbn5ocBhiQ+vpZ/K4bviNN78S4mPH7PWNQ1rzPZfEtqjTuuCnaZ36jZs34zEODVn7GBjDdbEnqZZ77dqNi/92/YtKne7guPP/iYhDfhUyQ9qFqu0FIUPY7m4vtiF7AZzd1yIe6RS8mOd0/hNv0no/aTY8qsFPkWYoQRoOEXECzEmX1rbnpe4jqu2lsmvx/BhtAccksnBJe8K+GVZbdmI8SGh9fMPtu2wbhre3QjiuK86C1wVrMsTDOtxO3DmyL0HSpZfJV4Xakb05Wq0YzxO6WinfPefrmRzqtdIp1DaUK9i3Cnk7B/m4gzYel0NTzdAo6m8aDbz2ceflkqaqHeBnEqQ9Iosa8Xw87kKRdEQiYhLYl8o11AtIY34fq+Wj8Q9f/oZk0vPn8epXXwuvrVmL/k3fe9yeH5ttbLMNW3dBnAvxOu3f+xzEPWnM8Yw9VEg2h38cHMBxt0PeQJk0XreZKczPTkC5Zey293zcxvAA1vob0prM0XVNkndCNebeJJfFmvbS+BmIyyWcL3n4yudxvknF9KMy+5FRDvcv80hqr4KPRnY4seij4adpDkjidcv1xGj9psivhDSvZfI/6V8zSDH22T377fux8hxeu3XrN0N88hTqRFoO7jNH57Umi9rNnpQtzixVShD7Dms2sC3YL8lz2F/J2oVEHfzjzBiOy5/9ky9C/PP/6acgvuHWKyG+6SbUcIiIbCb98Bf/5msQP/nwki6NNdTnQn/RUBRFURRFURSl6+iDhqIoiqIoiqIoXUcfNBRFURRFURRF6ToXVWg/PXlaGrX5et5CAesuJyZw3XQ3Zq31Yh+ubT09jbVyhjQc2RzWxuWHsZa4Rmvzi4ikUljzl8ngcZro3EXzjoM1f0GIcT1mfe25Ktb4rd2Axxla3hzsQYL1pdu22bVzrHlpUC1ns4nHtWHjZohTVGdYrds10Bs2Y30eFwpOLtN91Gv2WtKXHNed/09EJMBjc9nzYhTPV0RE8qi3YR2B41IyuFyAzGKHmEJKLq5k3wOq3XR4E+SjwGtnO+z9ISJCPghC6707pN/xaiXaJulEItqeiDjkzeFQxzFcU0/HIBnyn4mpLzbsjRHwuS6Lg9Xx0XBdI647f00KRRxbhPxHytO4BrmIiBti/XCrRd5BEW6DZR4O5Vycnw3r56pVHBva5DkzN4d+Em3SpbFfxWzZ9p/IZXDMC5p4nuy9MTuFNfLsaWPpX0SkSZ4COerPCRoDynN43uOnUbdGU4OIiOSHKM9TeByt2vx5sd5wpXju8acluVAjP5TGfhu1sWb71NHT1ue3XHEdxIMj6HUwVcJxfWISdQfFTRshPluvv5yQ+mYygWPx1CT2ixNzU7hNH69rrUF6Hx5bRCRo4hjnCm6TBTs58iuqtzH/4jwC6iXcx8Qk5nBpFs8rlcbj3LAZtZu9g0VrH2ET2y6bw3FzZnrpnqcdpwG7xKTXRJJMze+3SV4P+X7UxQS+fXysuyv04Gc8uk85OYl61U3rULOxYQfqkkRE9h87AvEVl6O/xNES+mpkyWvNz7AOCa/jtvVrrX2O78F72ZB0SBHNbayD9Ggf6STdq8wfGUY0ZlYpH//qT78EcT6F93eXvfzl1h4Ge/Ae/U0/i4Pk7PhfLf47CEIZP4I6pRdCf9FQFEVRFEVRFKXr6IOGoiiKoiiKoihdRx80FEVRFEVRFEXpOvqgoSiKoiiKoihK17koMXgmmZBMcl4o06iiILCQJQEhuyWJSIcEW3kSZGXSKEJlYyk/i9sc3WSLpqvTKBBP5dCYLnBI5BWhaKdWR/Hb2KkxiNevs/d5BYlqEikURhqHxbb4+YCEZ25kC2XZ4IXFkoUCGtlcdvnluE8S77LAU0QkT6J0n4Rby43gkmSOtRKYIBIj0eK/ATKSsmKxTeeE2sCh525HyDyNL1ycYQ2LwdlYjkITnceoh8WWcSaBHl0Lyjc+L0MLB0QtFKo5A/a1NSQwFjLNYlNKa5GFFI4PJmeLLYUWd3DIFHC5eZ1hJ6sVYrA/J/6CkK/eROFsvUUC6JjRNZdlUzlsh2oT2zUMsSFdanePjRJFpMMCcUqqXAavhUs516jidXDp2nbathDfCUnkmeP5ANuGzZ6adN4xSx5YY1axiAZq5XIJYntdBtxqq2GPs7kOHrdn8HoFrflrHvL4s0JsHx2S9IJhWHn8JLw2OYkLsgQduxXLFZyDp2ZQwHxqDAXkPolUI1qUpBbThq6Hf9u3/wTEVVo8JaB8Hein+ZLHr5imT6Vxzi3NYd9M03xV6BuFeKZGCyLEfAfr0hi4+/KrIX75ldfjPnrwfmZkFIW2qZy96IZQf49aeLKZU0vXuNVui8hT9jYuIa1Oe9Gc06XxmQXMsw3b9LAaUpsMbIV4eHQNxP/y5T0Q99OiIlddjUJvEZGHH3oYYj+Nx7F993qIz+zBRSLyJMDPtfA8rxy1xeBjMyiKPkYLHTmGJgMai0IaqzqBvVhPgvThHUMCc+oYvEDLH/7hRyFeM4oLO4iIjK7HfvSm//MWiF/5Y0umf61mW7791WesbcShv2goiqIoiqIoitJ19EFDURRFURRFUZSuow8aiqIoiqIoiqJ0nYvSaBhxF+slParn5/rZTts2tos6WIuZo1q4DtW9snahVsN6Ute3n5MKZBrTaGE9aCRYP5oik6fKHJpCiWC9aCJh1/6nsngehmoXLVMtq9YfC/Ti9mHoPazR4PYPDZvRUVvFmB5FpA1xSV+QTC61RRjY9ZeXmqBUlcCbbxvXp9r1JJ9PjJleirQH3CZc40ht7vJ1izXtIs0FXSc2uhPSgQgbD6ZJGxGzT8N6KDYSTGDdpTO0CV+numth40IRkSQeh8PSgAb2M9OmGtMMGjE5vp3j/L2HwzqQ+lLdtbsK+ScictmOzZJc0KlVyUisTvHpMdvMyER43LU6jjdtOq10EscW1yUDOTZKFHtsSFDMl84hM72A6oN5HMil7dpyn3UcZOblOHgt2agwkcBthqGt4eH5grUjdW5LzhEyyRopjlj7qExjHkuC9AILZdHGliasCLlcJJkFw7RMBq9rvq8IcdXwXCZykjSHjQ7NKzQmDrEJW4jzeppNUMUa0WRmrgSxMdj32y281g0ylEySvovvPURE2mQAmiTNRm8/muXletHobX0Oz3v9Lhp3RaSnB3WQWzZugTiiOXd2Bk0DWx3UjcTNHuwTuHYNHueO3UvXq1avy/3/7XMxW7l0NOu+hMF83iVcPNjyLJ5fKmOPExma344e2gvxs09/G+KI+vT0Mczfwct2WfvYuh5NKJ0Ac2PXOpz/Sk+MQ9wpoUatZxC319eLeSAiMjKARoLlJrbNFJmHujTHJniciZmCO2T2u3HzZoh/5k2vhXi2uQ/i6doBPMa5o9Y+zqBcRf7q8/sh3rZxqS24354L/UVDURRFURRFUZSuow8aiqIoiqIoiqJ0HX3QUBRFURRFURSl61yURqMdGPGD+RrBgOpf2edBXHvTXIfGOoIGre+foJraY4eOQzxDNZAiIhvWY/3dwQOzEEcR7rOnpx/i9fT5NVh6F+s/0WmQD4bLfgyIR6/zOuEh18zH/I3jFK3xzdoT9jXhtctFbN8M1o4sP/e4drjUVKrVRW2JtU5/DWs5nQLW6IrYlhasUzHsScAL8bPvRsyC7uZ8ug9aMNshnwyOjUdaBhOjTaBraXlzkMeB01vEz5PexRIKiIjDug2uoefzbpBGi7UEMSYThuqq+byc+lLtbGgZjqwMg8X+RR+DfBbbaWIK106/8vIrrM9PTKNPgaHY8TCPW3XSvhjM0bh+zJoLrrsXh/KD8uXs+S1+nvpJsYD+FSIinQ62Rb2F52E8PCaPNDq+z1o4Oz/6+tCHoFrFmvBt29DjqB3iMbDPSTJpjxHTk+ijxL41zsKcZcI4p49Lz9jkmKQW9Gg++RZ0AmyzWfIVmQevdWUGz3doGP0l8nlsowTViYeRPVZU6LqwdsYhbU2O/LRY0xi0ca5rNHD7IiKlKo4vGzZh7f7WXddBXOhFLwQ3iRqy6RLeN4iITM9gAXudfCIaNRzzjp5APUGugBqjyWn0PRERcSJsm74+1GhUl81z9YatwbnUjA5vlOSC1rFWw/uxZpuuS2R/j12bwfGsVK5AXCjgdYgi9IoImtg+szP2ddq8Db05njnwPMQ9G1Gv87JXY26MHT4GcWYY8/NMw94nDyXb1qH+q1FDL5km+Qp1SNPhxMyPrO9MeNiXkxncZiFF9xp5vB59I/b4F2xBXc1Jun/+1sNLmpqL8RLSXzQURVEURVEURek6+qChKIqiKIqiKErXuaDSqbPLfDaWLWF5vtKpKKb8x6XSFI/iJpVOdejn9Ab9VMjvFxFpUKkBL5nLpVO+jz+L1aq4tBlVIcSWDFmlUlyqcJ738zKq4tj74Pbk0ikuXUgk8CdHu3Qq7vpw2Q+9vqx8plabbyfr2C8BZ/dRWbb2n6GfHh1qDydm+VMn4NIoXs6WF/6kczM/SOkUh/RzJi1yyAUZhv8SxpRO0bW3S6doqeMOlTFRn+DtiVxA6VQH800CinmfMeuDGn5P8MLXdG6hHVYi/5bvp7Ws/KZFpThtWr7b9+x27NB7AhqfwvDcMedD3HhkbcOlHHM4KXn84S2ef+wIqP8F1nHTLiNefpuuNQ+8ItLhkpqAx0B8vUPLdfP7XdcuO+O2Y8423dn3rXj+LSsjCoTbAz/DS74ubAmikNZTbXHZJC+bTnOTcewcb7V5m3RtXVpSl+4DfFqAuUnb49wSsftes4XjD5dvuQm8T3A7mG91uo8Qse8/avSeZh3vR/j+xPX5fsdemtoxvGQz7qO+7B7s7PGs5BzcXjbmdei68FVxY+Yq/kxAOcqvd+j1tkO51bL3we3K22zSMuTNJuYK94FG69yvi4h0Ah7/8PXoPEvnW9cw5poa7ovU4fm8W1TW2OZ7SCdmHOf5ifru8nKps/++kPxzzAW86+TJk7Jhw4bzvU15CXLixAlZv379Jd2H5p/yQqxE/oloDirxaP4pq43OwcpqciH5d0EPGlEUydjYmBQKhdhvmpSXHsYYqVQqsnbtWnshgC6j+acwK5l/IpqDCqL5p6w2Ogcrq8nF5N8FPWgoiqIoiqIoiqJcDCoGVxRFURRFURSl6+iDhqIoiqIoiqIoXUcfNBRFURRFURRF6Tr6oKEoiqIoiqIoStfRB41l3HbbbfKe97xntQ9DURRlxTDGyJ133in9/f3iOI489dRTq31IyksIzT9lNTnffd/mzZvlE5/4xEVv97777pOrr776Bz6uHyUuyLBPUZQXP/fdd5/83d/9nU7UykXx5S9/WR588EH5+te/Llu3bpXBwcHVPiTlJYTmn/Ji5vHHH5dcLrfah/FDjT5orCDtdluSyeRqH4aiKMoihw4dktHRUXnlK18Z+7qOW8qlRPNPeTEzNDR0ztc7nY4kEokVOpofTl6ypVO1Wk3e+ta3Sj6fl9HRUbn//vvh9VarJb/+678u69atk1wuJzfeeKN8/etfh/d885vflFe/+tWSyWRkw4YN8iu/8itSq9UWX9+8ebP8zu/8jrz1rW+Vnp4eufPOO1fi1JQfYqIokt///d+X7du3SyqVko0bN8rv/d7viYjIvffeKzt37pRsNitbt26VD37wg9LpdERE5MEHH5Tf/u3flu9///viOI44jiMPPvjgKp6J8sPA7bffLu9+97vl+PHj4jiObN68WW677Ta566675D3veY8MDg7Ka1/7WhEReeihh+SGG26QVColo6Oj8v73v1+CIFjcVqVSkbe85S2Sy+VkdHRUHnjgAS1HVc6J5p/yYiAIArnrrrukt7dXBgcH5YMf/KCctZjj0inHceRP/uRP5I1vfKPkcrnF+fmjH/2oDA8PS6FQkDvuuEOazeZqnMqLE/MS5Z3vfKfZuHGj+cpXvmKefvpp84Y3vMEUCgVz9913G2OM+aVf+iXzyle+0nzjG98wBw8eNB/72MdMKpUy+/fvN8YYc/DgQZPL5cwDDzxg9u/fbx555BFzzTXXmNtvv31xH5s2bTI9PT3m4x//uDl48KA5ePDgapyq8kPEPffcY/r6+syDDz5oDh48aB5++GHzZ3/2Z8YYY37nd37HPPLII+bIkSPmi1/8ohkeHjb/9b/+V2OMMfV63fzar/2aufzyy834+LgZHx839Xp9NU9F+SGgVCqZj3zkI2b9+vVmfHzcTExMmFtvvdXk83nzvve9z+zdu9fs3bvXnDx50mSzWfOud73L7Nmzx3zhC18wg4OD5sMf/vDitn7pl37JbNq0yXzlK18xzzzzjPnZn/1ZGFMVhdH8U1abs/l29913m71795q/+Iu/MNls1vzpn/6pMWb+Pu6BBx5YfL+ImDVr1pg///M/N4cOHTLHjh0zn//8500qlTL/7b/9N7N3717zgQ98wBQKBXPVVVetzkm9yHhJPmhUKhWTTCbNX//1Xy/+bXp62mQyGXP33XebY8eOGc/zzKlTp+Bzr3nNa8xv/MZvGGOMueOOO8ydd94Jrz/88MPGdV3TaDSMMfMJ+qY3vekSn43yo8Lc3JxJpVKLDxbn42Mf+5i59tprF+MPf/jDOrApF80DDzxgNm3atBjfeuut5pprroH3/OZv/qbZtWuXiaJo8W9//Md/bPL5vAnD0MzNzZlEImH+5m/+ZvH1Uqlkstms3ugp50TzT1lNbr31VrN7927IrXvvvdfs3r3bGBP/oPGe97wHtnHzzTebd73rXfC3G2+8UefjBV6SGo1Dhw5Ju92WG2+8cfFv/f39smvXLhEReeaZZyQMQ9m5cyd8rtVqycDAgIiIfP/735enn35a/vIv/3LxdWOMRFEkR44ckd27d4uIyHXXXXepT0f5EWHPnj3SarXkNa95Tezrn//85+VTn/qUHDp0SKrVqgRBID09PSt8lMpLgWuvvRbiPXv2yM033yyO4yz+7ZZbbpFqtSonT56U2dlZ6XQ6csMNNyy+3tvbuzimKsrFoPmnrCQ33XQT5NbNN98s999/v4RhGPt+vq/bs2ePvOMd74C/3XzzzfK1r32t+wf7Q8hL8kHjfFSrVfE8T773ve+J53nwWj6fX3zPL//yL8uv/MqvWJ/fuHHj4r91tQLlQslkMi/42mOPPSZvectb5Ld/+7flta99rfT29srnPvc5S1ukKN1Axy1lNdH8U17MaH5eHC9JMfi2bdskkUjIt7/97cW/zc7Oyv79+0VE5JprrpEwDGViYkK2b98O/42MjIiIyCte8Qp5/vnnrde3b9+uK2QoPxA7duyQTCYjX/3qV63XHn30Udm0aZN84AMfkOuuu0527Nghx44dg/ckk8kX/AZGUf4t7N69Wx577LFFgaSIyCOPPCKFQkHWr18vW7dulUQiIY8//vji6+VyeXFMVZR/C5p/yqVk+b2giMi3vvUt2bFjh/VF8wuxe/fu2G0o87wkHzTy+bzccccd8r73vU/+9V//VZ599lm5/fbbxXXnm2Pnzp3ylre8Rd761rfK3/7t38qRI0fkO9/5jvyX//Jf5B/+4R9EZH4FoEcffVTuuusueeqpp+TAgQPy93//93LXXXet5qkpP8Sk02m599575Z577pHPfvazcujQIfnWt74l//2//3fZsWOHHD9+XD73uc/JoUOH5FOf+pR84QtfgM9v3rxZjhw5Ik899ZRMTU1Jq9VapTNRftR417veJSdOnJB3v/vdsnfvXvn7v/97+fCHPyzvfe97xXVdKRQK8ra3vU3e9773yde+9jV57rnn5I477hDXdaEkQVF+EDT/lEvJ8ePH5b3vfa/s27dP/uf//J/yh3/4h3L33Xdf8Ofvvvtu+fM//3P59Kc/Lfv375cPf/jD8txzz13CI/7h4iVbOvWxj31MqtWq/PRP/7QUCgX5tV/7NSmXy4uvf/rTn5bf/d3flV/7tV+TU6dOyeDgoNx0003yhje8QURErrzySnnooYfkAx/4gLz61a8WY4xs27ZN3vzmN6/WKSk/Anzwgx8U3/flQx/6kIyNjcno6Ki84x3vkDvuuEN+9Vd/Ve666y5ptVry+te/Xj74wQ/Kfffdt/jZn/u5n5O//du/lR//8R+XUqkkn/70p+X2229ftXNRfnRYt26d/OM//qO8733vk6uuukr6+/vljjvukN/6rd9afM8f/MEfyDve8Q55wxveID09PXLPPffIiRMnJJ1Or+KRKz8KaP4pl5K3vvWt0mg05IYbbhDP8+Tuu+++KDuCN7/5zXLo0CG55557pNlsys/93M/JO9/5Tvnnf/7nS3jUPzw4ZvlvkYqiKIrSBWq1mqxbt07uv/9+ueOOO1b7cJSXGJp/ivLi4CX7i4aiKIrSPZ588knZu3ev3HDDDVIul+UjH/mIiIj8zM/8zCofmfJSQPNPUV6c6IOGoiiK0hU+/vGPy759+ySZTMq1114rDz/8sAwODq72YSkvETT/FOXFh5ZOKYqiKIqiKIrSdV6Sq04piqIoiqIoinJp0QcNRVEURVEURVG6jj5oKIqiKIqiKIrSdfRBQ1EURVEURVGUrqMPGoqiKIqiKIqidB190FAURVEURVEUpevog4aiKIqiKIqiKF1HHzQURVEURVEURek6/z++hD94IzDZKAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CNN Model Architecture for CIFAR-10 Image **Classification**"
      ],
      "metadata": {
        "id": "xSSsgn5q8AF3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Function to build and compile the Convolutional Neural Network (CNN)\n",
        "def build_cnn_model(input_shape=IMG_SIZE, num_classes=NUM_CLASSES):\n",
        "    \"\"\"Defines and compiles the CNN architecture.\"\"\"\n",
        "    model = models.Sequential([\n",
        " # Feature Extraction Layers\n",
        "layers.Conv2D(32, (3, 3), activation='relu', padding='same', input_shape=input_shape),\n",
        "layers.MaxPooling2D((2, 2)),\n",
        "\n",
        "layers.Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
        "layers.MaxPooling2D((2, 2)),\n",
        "\n",
        "layers.Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
        "layers.MaxPooling2D((2, 2)),\n",
        "\n",
        "        # Dense Classification Head\n",
        "        layers.Flatten(),\n",
        "        layers.Dense(128, activation='relu'),\n",
        "        layers.Dropout(0.4),\n",
        "        layers.Dense(num_classes, activation='softmax')\n",
        "    ])\n",
        "\n",
        "    model.compile(\n",
        "    optimizer='adam',\n",
        "        loss='categorical_crossentropy',\n",
        "        metrics=['accuracy']\n",
        "    )\n",
        "    return model\n"
      ],
      "metadata": {
        "id": "sVL74XIRPnP2"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Visualizing CNN Training and Validation Performance"
      ],
      "metadata": {
        "id": "ifjuhCAU84_K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Function to plot training and validation performance curves\n",
        "\n",
        "def plot_training_curves(history):\n",
        "    \"\"\"Visualizes model training and validation metrics over epochs.\"\"\"\n",
        "    plt.figure(figsize=(12, 5))\n",
        "\n",
        "    # Accuracy Curves\n",
        "    plt.subplot(1, 2, 1)\n",
        "    plt.plot(history.history['accuracy'], label='Train Accuracy', color='teal')\n",
        "    plt.plot(history.history['val_accuracy'], label='Val Accuracy', color='orange')\n",
        "    plt.title('Model Accuracy Trends')\n",
        "    plt.xlabel('Epochs')\n",
        "    plt.ylabel('Accuracy')\n",
        "    plt.legend()\n",
        "\n",
        "    # Loss Curves\n",
        "    plt.subplot(1, 2, 2)\n",
        "    plt.plot(history.history['loss'], label='Train Loss', color='teal')\n",
        "    plt.plot(history.history['val_loss'], label='Val Loss', color='orange')\n",
        "    # Add graph title and labels\n",
        "    plt.title('Model Loss Trends')\n",
        "    plt.xlabel('Epochs')\n",
        "    plt.ylabel('Loss')\n",
        "   # Display legend\n",
        "    plt.legend()\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n"
      ],
      "metadata": {
        "id": "2ai9J0t7Pr-Q"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "CNN Model Evaluation and Prediction Visualization"
      ],
      "metadata": {
        "id": "ZaGSVhu79iPQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Function to evaluate the trained CNN model\n",
        "# and visualize prediction performance\n",
        "def evaluate_and_visualize(model, x_test, y_test_flat, y_test_cat):\n",
        "    \"\"\"Generates text reports, confusion matrices, and visualizes individual errors.\"\"\"\n",
        "    # 1. Standard accuracy check\n",
        "    test_loss, test_accuracy = model.evaluate(x_test, y_test_cat, verbose=0)\n",
        "    print(f\"\\n Final Evaluation Results:\")\n",
        "    print(f\"Test Accuracy: {test_accuracy * 100:.2f}%\")\n",
        "    print(f\"Test Loss:     {test_loss:.4f}\\n\")\n",
        "\n",
        "    # 2. Get predictions\n",
        "    preds = model.predict(x_test, verbose=0)\n",
        "    pred_classes = np.argmax(preds, axis=1)\n",
        "\n",
        "    # 3. Print text-based classification metrics\n",
        "    print(\" Detailed Classification Report:\")\n",
        "    print(classification_report(y_test_flat, pred_classes, target_names=CLASS_NAMES))\n",
        "\n",
        "    # 4. Plot Heatmap Matrix\n",
        "    cm = confusion_matrix(y_test_flat, pred_classes)\n",
        "    plt.figure(figsize=(10, 8))\n",
        "    sns.heatmap(cm, annot=True, fmt='d', cmap='mako', xticklabels=CLASS_NAMES, yticklabels=CLASS_NAMES)\n",
        "    plt.xlabel('Predicted Labels')\n",
        "    plt.ylabel('True Labels')\n",
        "    plt.title('Confusion Matrix')\n",
        "    plt.show()\n",
        "\n",
        "    # 5. Visualise sample predictions (Green = Correct, Red = Incorrect)\n",
        "    plt.figure(figsize=(12, 12))\n",
        "    for i in range(16):\n",
        "        plt.subplot(4, 4, i + 1)\n",
        "        plt.imshow(x_test[i])\n",
        "\n",
        "        p_name = CLASS_NAMES[pred_classes[i]]\n",
        "        t_name = CLASS_NAMES[y_test_flat[i]]\n",
        "\n",
        "        color = 'green' if p_name == t_name else 'red'\n",
        "        plt.title(f\"Pred: {p_name}\\nTrue: {t_name}\", color=color)\n",
        "        plt.axis('off')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "xB9QT-yVS9HQ"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 6. Hyperparameter Tuning Notes\n",
        "\n",
        "def log_tuning_strategy():\n",
        "    \"\"\"\n",
        "    Quick function to list out ideas for fixing overfitting\n",
        "    and track what improvements we've implemented.\n",
        "    \"\"\"\n",
        "    print(\"\\n[Phase 7] Hyperparameter Tuning Status:\")\n",
        "    print(\" COMPLETED:\");\n",
        "    print(\" 1. Data Augmentation: Added horizontal flips and random rotations to stop rote memorization.\")\n",
        "    print(\"\\n NEXT STEPS TO TRY:\")\n",
        "    print(\" 2. Learning Rate: Drop Adam's step size from 0.001 to 0.0005 for smoother convergence.\")\n",
        "    print(\" 3. Regularization: Tweak Dropout density (0.3 vs 0.5) to see if it helps test accuracy.\")\n",
        "\n",
        "# Run the function to print out my notes\n",
        "log_tuning_strategy()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AYrPJiHFcub7",
        "outputId": "46ab7aba-9b1b-4fd1-a31e-612de726f030"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "[Phase 7] Hyperparameter Tuning Status:\n",
            " COMPLETED:\n",
            " 1. Data Augmentation: Added horizontal flips and random rotations to stop rote memorization.\n",
            "\n",
            " NEXT STEPS TO TRY:\n",
            " 2. Learning Rate: Drop Adam's step size from 0.001 to 0.0005 for smoother convergence.\n",
            " 3. Regularization: Tweak Dropout density (0.3 vs 0.5) to see if it helps test accuracy.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Building and Training the CNN Model"
      ],
      "metadata": {
        "id": "qX6MLPme-BdU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Build the CNN model using the predefined architecture\n",
        "my_model = build_cnn_model()\n",
        "my_model.summary()\n",
        "\n",
        "training_history = my_model.fit(\n",
        "    x_train, y_train_cat,\n",
        "    epochs=20,\n",
        "    batch_size=64,\n",
        "    validation_split=0.2\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ebOI1Fi7P7rG",
        "outputId": "6c07aafc-dc65-4e5a-f9ad-86d17358c50f"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/keras/src/layers/convolutional/base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m896\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │        \u001b[38;5;34m73,856\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_5 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m262,272\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m1,290\u001b[0m │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ conv2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ conv2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">262,272</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,290</span> │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m356,810\u001b[0m (1.36 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">356,810</span> (1.36 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m356,810\u001b[0m (1.36 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">356,810</span> (1.36 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m100s\u001b[0m 158ms/step - accuracy: 0.3887 - loss: 1.6590 - val_accuracy: 0.5158 - val_loss: 1.3516\n",
            "Epoch 2/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 153ms/step - accuracy: 0.5447 - loss: 1.2668 - val_accuracy: 0.6200 - val_loss: 1.0755\n",
            "Epoch 3/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 154ms/step - accuracy: 0.6196 - loss: 1.0750 - val_accuracy: 0.6682 - val_loss: 0.9401\n",
            "Epoch 4/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 152ms/step - accuracy: 0.6655 - loss: 0.9529 - val_accuracy: 0.6941 - val_loss: 0.8695\n",
            "Epoch 5/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m99s\u001b[0m 159ms/step - accuracy: 0.6965 - loss: 0.8702 - val_accuracy: 0.7114 - val_loss: 0.8314\n",
            "Epoch 6/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 151ms/step - accuracy: 0.7222 - loss: 0.7925 - val_accuracy: 0.7159 - val_loss: 0.8088\n",
            "Epoch 7/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 152ms/step - accuracy: 0.7441 - loss: 0.7300 - val_accuracy: 0.7296 - val_loss: 0.7825\n",
            "Epoch 8/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 152ms/step - accuracy: 0.7659 - loss: 0.6681 - val_accuracy: 0.7338 - val_loss: 0.7879\n",
            "Epoch 9/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 152ms/step - accuracy: 0.7846 - loss: 0.6164 - val_accuracy: 0.7433 - val_loss: 0.7787\n",
            "Epoch 10/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 152ms/step - accuracy: 0.7986 - loss: 0.5710 - val_accuracy: 0.7443 - val_loss: 0.7747\n",
            "Epoch 11/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 152ms/step - accuracy: 0.8098 - loss: 0.5282 - val_accuracy: 0.7428 - val_loss: 0.7676\n",
            "Epoch 12/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 152ms/step - accuracy: 0.8266 - loss: 0.4846 - val_accuracy: 0.7425 - val_loss: 0.8156\n",
            "Epoch 13/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 152ms/step - accuracy: 0.8381 - loss: 0.4525 - val_accuracy: 0.7360 - val_loss: 0.8768\n",
            "Epoch 14/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 152ms/step - accuracy: 0.8479 - loss: 0.4224 - val_accuracy: 0.7494 - val_loss: 0.8477\n",
            "Epoch 15/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 151ms/step - accuracy: 0.8542 - loss: 0.3976 - val_accuracy: 0.7435 - val_loss: 0.9065\n",
            "Epoch 16/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 153ms/step - accuracy: 0.8636 - loss: 0.3719 - val_accuracy: 0.7473 - val_loss: 0.8494\n",
            "Epoch 17/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 151ms/step - accuracy: 0.8727 - loss: 0.3506 - val_accuracy: 0.7468 - val_loss: 0.9103\n",
            "Epoch 18/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 151ms/step - accuracy: 0.8788 - loss: 0.3288 - val_accuracy: 0.7368 - val_loss: 0.9389\n",
            "Epoch 19/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 151ms/step - accuracy: 0.8853 - loss: 0.3150 - val_accuracy: 0.7418 - val_loss: 0.9768\n",
            "Epoch 20/20\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 151ms/step - accuracy: 0.8955 - loss: 0.2863 - val_accuracy: 0.7427 - val_loss: 1.0287\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Model Performance Visualization, Evaluation, and Saving"
      ],
      "metadata": {
        "id": "Kr0t6Ewm-Zzk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot Training Performance Curves\n",
        "\n",
        "plot_training_curves(training_history)\n",
        "evaluate_and_visualize(my_model, x_test, y_test_flat, y_test_cat)\n",
        "# Save the Trained Model\n",
        "my_model.save(\"cifar10_cnn_model.keras\")\n",
        "print(\"\\nPipeline complete! Model saved as 'cifar10_cnn_model.keras'\")"
      ],
      "metadata": {
        "id": "kW8m9QGaQ0-T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "633a48f9-5712-43e6-ff34-ad2b43ff54f9"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Final Evaluation Results:\n",
            "Test Accuracy: 73.63%\n",
            "Test Loss:     1.0617\n",
            "\n",
            " Detailed Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "    airplane       0.78      0.76      0.77      1000\n",
            "  automobile       0.88      0.85      0.87      1000\n",
            "        bird       0.61      0.69      0.65      1000\n",
            "         cat       0.53      0.55      0.54      1000\n",
            "        deer       0.72      0.63      0.67      1000\n",
            "         dog       0.62      0.67      0.65      1000\n",
            "        frog       0.80      0.80      0.80      1000\n",
            "       horse       0.78      0.78      0.78      1000\n",
            "        ship       0.83      0.85      0.84      1000\n",
            "       truck       0.86      0.79      0.82      1000\n",
            "\n",
            "    accuracy                           0.74     10000\n",
            "   macro avg       0.74      0.74      0.74     10000\n",
            "weighted avg       0.74      0.74      0.74     10000\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 16 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Pipeline complete! Model saved as 'cifar10_cnn_model.keras'\n"
          ]
        }
      ]
    }
  ]
}