train_model.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "train_model.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPZLdL9EqwQ3ZVbSMl1RFUa",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/theevildoof/3D-Unity-game-using-MPU6050-and-TinyML/blob/main/train_model.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Plotting shoot42.csv"
      ],
      "metadata": {
        "id": "WP6xyHCE5m8m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "filename = \"shoot42.csv\"\n",
        "\n",
        "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
        "headers = ['aX', 'aY', 'aZ']\n",
        "df = pd.read_csv(filename, names=headers)\n",
        "df['aY'] = df['aY'] /16384\n",
        "df['aX'] = df['aX'] /16384\n",
        "df['aZ'] = df['aZ'] /16384\n",
        "#df.head(80).plot()\n",
        "df.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "uijwwtyVo1W2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        },
        "outputId": "4f656eb3-5969-4fb3-f942-ca9322b243dc"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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8Z18PPzPe/VDGjgpH44QuJN3YbSHdmaBtuLXSEjcjZbyEA2DP7fbraMB/QxrMW8eR7wN+Vx1HiqIoa4kDjwC7dwBffr/cNr54LnDxj8mNryjHOm7MhsQD8CbDscUcRy3POCInGRkdlDWLCkfjhC5W5IjQDJYs7sVcS9VWH194G7DvAWBL3KVg/iDv+NRVDbACkp5fiqIoawc/bhysD+UURY6M8CLd9UwzjsYCVX1QtIqyZlHhaJyQSh90rSNCS9WyuA4RLVVbfTx2k309Ke6oxh26R+HYABD01HGkKIqylvAD+6rCkaLIIS28iIdjN5lx1FbhKK766KpwtNZR4Wic0IXE79iFrU5uslDXOQAYCATuKePl+B8Evvc04DVn2u8lhaPOZPZ4UhRFUVY3XjzFbetTfkVpA9IZQXT+er7MOskVi9yIDE5ov9t6LdJSNSVGhaNxkhGOOuo4yqOOo9VN2AfWHw9MbLLfiwhHcRlop6fCkaIoylqCFoRSizWpRaaitAnpUjISo4IJmXDsjHAkFY7d8q5qFBfSWzfe/VDGjgpH48QVjvxu1u6pZBf6Ei0+lfES9q2wM7HBfr94mHHsoT2/KHi+MwmEKhwpiqKsGUjYkXJzt9U9oCicSIdL0/idnoywkxGOhISd1mccUana5Hj3gwMV/GuhwtE4oQuI37G1+G29oEjhOo60VG31EQ5svpeEcETHDjmOgp5tzawoiqKsDWiRKSYcabyAomSqJUQyjpxGQiKOJkcsklqHtT7jKHYcrQbRRat7aqHC0ThJHEcB4AXtvaBIoaVqy+OKdwKfPn3ce3H0DBetoNOdssc/Z6kaudUyGUcajq0oinLMYAzwyNcFc0XC7Cv7+CocKUqmWkLEcUSlai12HK2WjKO2ltq5aIflWqhwNE4ypWqd9l5QpKDFf29DWl+rFHngGmDPrePei6MnHNiJgOdZ1xGrcESOIxKOJvRmoSiKciyx81Lg8/83cO8XZcanRaZYbok+uVaUxrqedYSaCDWacdTSdV4/np+vhnWqrgVqocLROMkIR/7qOCE5ocX/9BbNOKpiMJ9+3bb3KOxb4QgAJjfKC0fqOFIURVk+8weB+6+RG//5++3r3AGZ8SPpUjWdsymKeKlao+HY0hlHLXXs0IP8tgpfLlqqVgsVjsaJKxxpqVoRulBNbVHHURX7H0q/Pvjk+PbjaDHGhlWTcDQhJRxRxtGEZhwpiqIcDVedC1z5TuDF3TLjL8aBq1ItnpOuakLC0WpYgCwcbtfcQTn2yJSqCWYciYVjO6WyIsKUkXU/vrgbuOH/A/bs5B+bkO5Q2STqFK2FCkfjxM040nDsIrT4n9yki/4q3An9iy2a/CVhhyQcbQAWDvGNX3Ac9dRxpCiKcjS8+JR9dZ2tnFCnnomWCkerIePo0/8ZuOB1494Lpc1kHEfCGUcijiZHOJLsCgfI7P89VwLf+Uvglk/xj03Q+6IZR2seFY7GSTSM3UaeOo7KIMfR5CZd9Ffhvi+H9oxvP44WunB3HOGI03HkdiwErIAULvKNryzN7H7gqVtkt3HwSX1arihS+IF9lZqb0DW/Oy0zvvTDuNXw5Np1LSvlPPFt4Mr/t71lRtJIZxyRWOF32xmO7QpHkhlQkmvIVSUcrYLr9hhR4WickHAExI6jVXBCcuI6jsLF1dEGkhtXOJp7YXz7cbSQcBRIC0dBup2hCkeN8rc/AVz6E7LbuOB1+rRcUaTw4uunlABDjiOpe7v0wzh1ia8N/v5s4P5/AhYPj3tPjk0i6YyjeG0UdGXHB2SFnfzX3ONLrpGkS9Vu/Rvgwh+WGTuPOo5qocLROInCVDjyfHUc5aHytImN9lVP9iKucDTfIuGIPtuga1/ZhSOnDBSwjiMVjprlhUfHvQcKM3P9IS7+xqMIIxXx1wR+PEUUcxyRcCTVAlt4TqVPrtcGlLG5GkoTJXDPA4lzuVHhSDp8W3D/Jd1AJEpJ3Quu/WBzc0ZdS9ZChaNxEg3Tha3f0ZtSHno/KDhTy9WKuOV8rXYcMYdj082Nnph31HE0NtRJuWo4/4aH8MfX7cJX7n5m3LuiNIEXTxHFHUdC40uXVeicbW1Ax5HOIcqRLlUj/I58qZq0MCXZFW41lKpJzRfdcVXwr4UKR+OkUKqmjqMMZH/trbOvetMuQmLaxlfa1sltIRGO4q5nExuB4TzfBT1fqkYZR1ru2DzqpFw1vDhvz8/FgYqBawLpUjVpx5F4qZoKR2sKzUksp6lSNb/TbseRdEaT5Bqyqa5qUm4g931Xx1EtVDgaJ65wpOHYRWhSRh1XVDgqMoiFo/UvbVepWlhSqgbwuY7y4djBhL3x6US/eaTecxUBGyeKS9R83xvzniiNQMK71ES7H1/vxUrV1HG0bPR6ujTqVCinyVI1SeHFC4T2Pz63pEvtmhCOpNepUveaSIUjLlQ4GiehhmOPJMyXqqlwVGC4YN0009taXqpGwhFT+GRSqhZf4qh7G9cxFA6Bv/gB4J6reMZbzUgtrih3QmmMKJ4Aq260RqD5idhTYOEFjzqOlo863pdG56DlNOY46gqdc7Gw43fkHUcS+99kqZr0OlVKnM04jlQAroMKR+PEzTjScOwi0RCAB3Sn7PeacVRkuAh0JoCpLS0rVYsv3B0qVZNyHDmlagDfAmjxMHDkWeCrv8kz3mpGanHFmYmlLIuQHpyqcrQ2oFI16Ym2WKlaSxc542A1iWBStNWpsHAI+OhLgUe+LjO+dMZRxnEkKewIl8IFwhlNjTiOpK+p6jg61lHhaJxoxtFoooF9f2jRr097iiSOo63AwovtOYbES9WoqxqVqpHjiEl8TG48au9fEqljckFbIzdNUqrmqXC0JqCuatITbakyKen74WoSW/TB5dK0dQ6670E79/nXP5IZXzxcmhxBQpUZpkHHEcD/NzQaji21jXhOIZUjpo4jNlQ4GifRML2QaMZRERLWyJWiwYRFhgv2/UlcWS15j2g/SdCZ3GhfucSAQlc1ZvFxMB9vh2e4VY06jlYNoQpHawuvKeFIS9XGzmr6WzgJnfelrXPQZP4j5NpfLeHSgbRwFD/I5P4bmigjk3Y1JWXRQqJOJHyMriFUOBonGcdRR2/cecKhdaRQ5y0tVSsyXAA6U+l71JaJDd0c3K5qAKPjiG7UJBwxZxwlx6IqR0siJhyp46hpKONoqHl8awNPOBybEAvHVuFo2bTFrdw0fWdOMhQ8Dw4/Kzc2rTPogRc3GeFIuKuatLAjIjY74dgA/7m2GhxH0o0Y3P1W4agWKhyNkyhMT5Y2hWMvHAbuv0Z+O5QBRY6jtrhpmoQyjtr2HlWWqjGJAUmpWj7jiNtxpMLRkqhwtGog4WgQ6nG/JpCezBNNZBxJCCOrqeShRcJRGBlcfccePPOikBCS2VgDjqN7rgLO/wHgyZtlxqd7sNTDV/fYEc0IEu5K5ndl5nTu/gOCjiNJ4cjIbkP6IYX0MbqGUOFonLiOozaFY1/zPuDKd9q6aUmolE/aZttmKOOodcJRrlSNO+MoX6oWML8/ruPon94H/MmJPOOuRqRu0lJPT5VKqFRtGLbkIYdSj6YcR2Jd1YSFo9XkOGrL/BPAzidewAeuuAunn/8N+Y25n7GUUPjkd+zrc/fKjE9dzyQdRxS7IdnOXtxxJJQ1W8g4arPjSOjeTw8ppFx9GcdRe651xyKdce/Amqat4dgHn7Sv/RmZ8e/+B2D98U44Ni36NQm/QOI4almAeFKqFt9Iu9NWPBXrqsYsHLmOozv+Lt5mlIbJKilSi6u2XC9XEbFuhEGkjqNjAmPsf1LXHb/lXdWkuz2tpmtQi0SwhaE9Xmb7Dbz/7vsiNb+izDjp80Ay4yjo2jm7qPAi3JVMWpgKhDKO6D1vc1c1aXdr5l6gD77qoKuccZJxHLUoHDu5yQmN/6V3A597qz3RA1c4UsdRgcG8DcZuW4B4XjjyPOs6Yi9Vi88vbuGo7Fic288z9mpDakHSluvlKiIpVRvqxOuY4H+/A/iDLXLj072+taVqwouFSEvVxkGjjseogVI1CqEX6y4Y/w1ijiPjOI4EM4JoPsfelcx1NEl2hVsFXdXaWqrmvjctutYdi6hwNE4owwdol+OIbnLSwcAhOY4E3DQ7PyMbRtgU5DjiLsWSJl9KBgATmxhL1aLs+FQSx51x5J4Dh3bzjL3aUMfRqkHDsY8xHrpOdvzVFI6tpWqjadHfMmzS8egeN1Kud+k5deIYFBrfhKmbRtpx5H7PPX7QFXYcSWUcCecPAQ2GY2tXtWMdFY7GSb6rWmueoAvbaokk44jZTXNoD/CV3wCu+K/2+8e/CXzqx9vZ3ruQcdQSV1a+lAyIHUdSpWrMOVk0jnsOHHqaZ+zVRhOOIw0pbwTKONJw7DUCLWjbWqomnWuRvC8e/9hN0NLyjbBMONp7L9Cf5d9YE44j6Tm1tCgonnEU2WtRUu0glBEknnEkJK41Eo4tXKqWPKQQOse0qxobKhyNk2jolOq00HEkvVgjYY170U9ukfmD9vXbFwLP3gncdzXP+E3S1q5qeUcQwFuqZvLCUew44npiSMeQe0we2sMz9mpD6rqmT5Aah97ygYZjrw3oOtpWx1EmHFuiVI2csy2dSrvzhTY7jhaPABf/GHD1r/BvLJNxJOU4WgXCkZSbhsb3/HQ+JyW8iGccCXdVEy1VE3Y1kagm5jjSUjUuWnq3WyVkHEd+ew5m6ZscEQ2t/dXvAPD4RJF8vs6Gl9nXR27kGb9JhvNAZ6p9wpG44yieKHlCjqOyrICFF3nGXm2ICUfD8q/XOCf+zlfxns/tFBl7EC++h+o4Whskobot7aomLS5TxpGkcGSMfajVn+Mf2xUE2zL/BBDmRcCZ5+3r3rv5N7aaMo6kMJFc/hCN7/npfI69VM3JIJL4DEw+o4lbOFoN4djkbm2iq5o++KqDCkdN8/wDwKf+E7Bw2J7ktHCWCseePwhcfBpwxxf4xqSbnHQwJGUceZ5d+HMt+unCRMIRTTrmW7jwz2cctSUc25Q8qZ3YYM8LDvLCVPL+MN2Uyo7FgcDEfjXQRKmaCkcJxgA33P+cyNiLAzvhGmjG0dqAJtitdRxJd1WjBxSCpWoP3wD8wznAt87nHzsjHLXnGloQrucO2NcpgaB4dzEudR4kx490xpEQrnAk1vXMcwQ2SceRZKmaOo4qkc7Tk+6wuYZQ4ahp/uWjwLN3AY/dlHMcCZWq7bgI2HsPcN+XGAdtqNOK+/50JvieetIEiQKTj8Qh2VxlUk1hTEnGUVuEI6emnOB0HCWlakJd1cocR1IdS9pOE+HYLVr0tJnFoX3P1XG0RqDzSlw4knIcCZcnhCQcCU6ln7pZbhvu59qixVQh44ge/k1t5d9YE6VqTWYcSThq6CG4J1Q5YUwzpWqBdKmaVFc4yjgSfKAj7jiKP1upc0wdR2x0xr0Da47EqjjICiNSjiO6oU5u4hszadErvFijcGyA13FE4gEJRzPx03kutwsA3HU5sO3fA9vfwDemyyVvsl3hTBQLRwKd5yQpy4aY3AgsHGIen0rVmIWjUsdRS4LJm0bqCZV7vZS+FrUEI5w7tziMHUeacbQ2oHO3teHY0qVqdN0RdBztvce+bnwl/9iZjKP2CEeFjCOaw00LCEeZ+4xUqVqDwlHkdEDjwkR2riW1jimUqjHf51zHkWg4dpsdR9Jd1SjjSMpx5ObdtedadyyijqOmofKocFjiOGK6aRx6Gnji2/ZrKp/hFEU84VpUIhpmw43ZMo7icfyO/RxIXON0HF39XuDT/5lvvDzP3AHM7LVftzIcOyfsANZmHi7yOHeSUrX4WPU79riVyjha/7J2lapFUXqNEN+WlOPInQiocASkwo70+NpVbY3Q+nDshkrVJBdsB5+ItyHwHrmCYIsWU67jyBgDzO6z30xu5t9Yk44jsWBg13Ek7AiSdBxJdVWDk0HURDh2m7uqiYVjC5eqqeOIDRWOmoYU52hgRQs6WXxGpf7C1wOf/Sn7NbUnlSjDks44crvOcTqOyBkS9IDBLABjbxhc4lrT4k3XDcduieuFFv1uqRrZzOdeqD++CVNRFuDPycqPs+649rz3AHDzX9lrRBOB8Jpx1BgLA8UbXVkAACAASURBVNnFHy3Yhuo4WhtEDQlHUiUW0qVqjYbSSghfrnDUnmuo6zgKI5M+/JPImmoiHJs+W6m5o3QjCRPZ997z5YSXxrqqCQlfND4g4DgyMuNmtiHsOEoyjhroqqbCUS1UOGqapMY15zjyAr4LujvJS4QjpuwYwClVExaOhovZjBruYOOgm96o1x1vJwUcN26axDRFq8Oxc44jwAa61yUaZscGmAPWc8d+d6pdjqN9u+zrkb3y29KMo8aY68sKRyQYFUpF2syj/wI8dIPM2ItHgM/+DHDgUZnxpZHOtchvR3JckW5JTYbSCjohgJZlHKX7PYxMOr+VmJM20cabSq2lBFppZ5kJ01IyMeHIE+yq5gpHLXQcRU0K2FL3gvg6Jy3OAq1yVx6LqHDUNEkdZy7jSMriKVGqJm2rJRaPOMKRgFsk6KZfr3tJus26kHDUW19/rOXQmYxvSF57StXypWRAmk8wz+A4cjsWEt1pvgBrEwITG52xp9qVcZR0AwpG/x7ntriRdhwdfgb4yCZg9638YwshLRyR46i/mhxHf/dzwN+/XWbsB78GPPFvwL9+TGZ8QtqxI9miGhDMdhEuVXP/BrFgWkE3gfu+M19D/8+Pfx3nfvY21jGJguMoKaMRuA9Iu3WA1PnVREcpMceRb+dzUhlBXkNd1SQFWvGMowbCscXuNcIdPNVxxIYKR02TlKoN48Vt/D1XqFz+ot2PhSPOUjW6eEuXqvVnUuEomOAPNva76WJ//UvtK0c4cxLUuK3+WMuhM+GUYgkIR4sz/E/MTVgULahUjcNx5LaHJbqTfMJRFAIbXuaM3TLHUSLcNdAfQerpjvSTYMqAuuVT/GMLIV2qNtRStaOD7jXUvEAK6VBdkafwrnAkFaAvHIjapGNHKjsmGZ/3M3720AK+vkvGfR06GWvDyDglg9LCkZTjKF4si5WqOXN1KUeNLxiOjYa6qjXmOJLqqibovJZ2VyblmlIZR+10Vx6LqHDUNIErHOUyjoD6F5TDT6dfR1Gc4QPrpOG6WDVVqrY442QcTchkHNGY64+Pt8kgsDUuHE3Fr4wB4i7XfhD4yx8GZg/wjVnmCKJSNY6Mo2hYbF/cmeI7hkyUir5ALBwxiVIAcPtl1u0i1S2MJhh+A7eARhxHAteituWGoTnH0VDDsZdHIhxNyG5HejIvuZiSGh+QD0RtwjUlmV/ShHgnwFgcR51JuXuZdKlaIxlHkuHY+a5q3MJLfDwFQsJREr5N+9/GcGwqmRV+ENhE2bKWqtVChaOmqSpV85guKG5JWjRMM45grIOHg6SrmkQ9uXNyh4u5UjXujKOOk3F0nH3lKOmb3W9fqfTqyZutCPD0d+uPXQYtSjqTMvXBLzxmX++9im/MMsfRNKPjqLRUjdlx5PvAL1wJvPvrvKIUANzw+/a1z5hN5kLXmUYcRw11VfvC24FL3sQ3fts6FQKY69v3WiIj1hiTLNgGTWYc3fo3wJPfaW57nNCx01rHUcuFI+lSNbiOnTY6jtrZmdLtqjaMIifjRUI4isfuTLS3VC0Udk25wo5USaXnO6VqkhlHgueZL9xVrc3h2MlDigYc6lqqVgsVjpqm4DiijCMq/6p50uRzP/pzQHed/Z6tXI0cRwI3ufxFIxGOevwZR76TcUSiBcc2aBJAwsiur9jXx79Rf+wyaFES9GRsnpteZV+fvZtvzCgqEXam7N/CkXGU76pG43NmHHkB8B9+Etj+Bv5StaTtrNACvdFStYYyjh6+AXjmDr7xOy0LnEdaqtYL+G/trlY0GDY48br2g8Bn3iwzttT5RTTlOJISLSSzM5p4AiwdiNpI+UNTGUd840uXshYdRxSsK/EwswnHUbzfbe2qFrmOI8muakzrpLLxgeZK1VrpOBLOUZIO+JZ2n64hVDhqGtdx5C5uudo0ZiYCA1uqtiHO71lkdhxJPt0hMo4j5owjE6VjUtAxh3CUV+bpfQp69ccugxYlfkemZIcERw5BhzBReTDzxEae47S0q9oUMOR0HDnjc4djSz1ZI6TDsaMGFoVVGUfzL/KMT+9NqxxHsXDU4b+1DzOdjFbJxCtx5AqhjqNqpDue5ceV7KoGCC54aHzBEhqAdT43J5y1lumqFhrZhXMiHE0IZhxJh2M3VKrm+YLXCsmuaiYeXzDcG0jXM1LCF4zgtVQ4HFsdR61BhaOmocUmLWDzpWp1L+ruSd2ftSfIFKObBkAy2WjUccSYcUSTeROmn8Pkpuy/1SE/iUmeJgllpXTjjKOgK/PEjcr3OLKHCBOW19P01vEs5kodTZN84k6+1I4cR1w3bUlxFnAcR1LCUQOdaKq6qh14hHf8FmUczccLtgkJ4cjJNRo0lXEkLdpxNo0oQzOORoy9CkrVmsg4aspxxLj/s4uyZW9Fx1ED4diSjqNI2nHUQDh2IhwJnWeZUjUB4SUptRMUmKUdR0AD7lMpYachYQrQjKOaqHDUOPFimRawhXBsxlI16hCWlGEx3ZTo5iliC879/Uk4NmN+D5UrRY7jiFM4inLKOTl1KPuIm8Rx1JWZ2Eg4jsoyiACgt54ni8uUjN9hLFUrcxzB8Imp4sIRjSsQhpMZHw38DbmvuToA0pgtchzNk+NIoFTNXawNmuqqJu0I4si0G0VjjiOpklbBrmqu20Va+AIayAgSflIu5RRJtsM3/uyicHfHQlc1WnRKlqoJZhwljiOhhjNRxUMWLsTDsRvoqiYqfOUzjoQymgDBa6lwOZzkQwqggby7tYMKR01DJ0WV46juSeP+/yQccTuOJIWjguMofl8Cxo5hGcdR/J5Mbo7/jbFUjW4OR/baVzHhiDKOOsKOI8auamXh2AAwwSQclZWqdRlL1fKldtTZjivnSDKAHiiKm+zjNyEcOdc6N9uLqwkAjd8ixxFlHHVc4ej5B1jGdgNpG8vGXhQKh0/Gb8hxJJ0l1kQ5KDeNO46kXVPC19KWCF9zgzk8x9mBtYSC40gyHyUJx24g40gqT8+dR7Q2HFuyVM3JUJLsvrgqHEfSZdHC+5//WjlqVDhqGjpgk5bw8YWEK/TN/f9pwU9tzrmEF+rQIPJ0J3dC+47jaLjA82SVJvORKxzFjiMOx0je0jnznH2da8JxJJlxdJDvSUml44irVK1kfM4cIuqqlowdi3dcjiZpx5H40x3hLi5AdoLhduLjFsglAueFoBIyn4xkD3wZ+OSpwH1X1x7bzTUy0qHSBJcIWEVTjiPpiap0C+PVEI7donDp7DYEF1SGP+PorGvOwq9882dYxqoizOet0ecgGY4dCGYcJaVqbc04CoUdRw10VaPxG8k4Yv4MmnQcSbtDm87EVI4aFY6ahg7YQZXjiDEcexAvwJMyrDY6jpyMI4Bf2CEhYVIgHDv/Wc/uqz82UBTPyHHkCziOosg+9e9tsH/X4iGecavCsbmEo7Kuap1JRsdRzjFFnwGXONtUxpHYTboJx1GFcMTZOQ9oleOIxJ2QrhHUCXHfQ7XHzjqOGhKOuBo6VNEXdjS5DykkkQ4UlXwKLzV+flyRz6CBcrvEcdQOx9SemT2Z7yMBe2Ix44jmXJIZRw2UqklnKAFyAqofxI6jlnZVEw33jo9XqXBsaVHEGCTXOmlhR7o7JSBX2r1GUOGoaeikIFFHMuOIFuAkinDlr4wr4wjgD6+miX3SVY1x/GThGY/J9XQ7/74HsagWdPkv6v0jAAyw5QT7PVdAdt6xQ/TWM3VVKymF607ZY5fjuM07mjiFTUC+VK1Rx1ED4dhu/ha746g9GUeU/ZGsMel4pOsow9hAg6Vq0sKOtKDTesdR28OxhbfRSMaR4JP+BvZ/ccj/vrsi9rAx4WhSUByUFo4ayPoSLfWSLlUzTqmd4HWiraVqTYr8TTxE0IyjWqhw1DR08JKoQwo0vXI6jmgbnK3mAecJ2BgcRyzCDnUpoXBsz47PlaNU6KoWL9648m/y7zsJMH6H/zMhsWvz98TfM7U6r8o44grHLhOmqPschyMlv/8k3nGdY9RxTjpYus3CkbTjiMZvkeOIStWSsrKkzKK+cDQWx5F0OLa4cBQfO9ITVenzuK3CUaZUraWuKdGMI7dUTUo44h/XdRxFmYwjCeGIMo7a7DiSLlUzsqVeaKKrmicfjh20NRy7iescncNS9wLH9aUZR7VQ4ahp6OToxyJCvlStdsZRiXDEWYYFFAWRuy4H7vtH3rEJWux3GBfm7lPU4YJ9kuR5cSmToOOIaxHkulp+7db066DL71ChfV9/nH3lCquVzjiqKlUDeI6hKMo5jlpaqtbmcGwTWrEXyAa3c1/nWvR0KilVKziOegxj24mX58mUn5RC7kNPaKoi/dk25TgSLx9oq+jSRAkHfS0t3gkvCIWu0wsDAcdRZVc1QcdR0GtAOBI6j6XDsaMwdQSJhWNLd1Xz0vG5H4zku6qxC1/CAnALs9z2z+/HAwecxiBuzpRmHNVChaOmSRxH8YQ4cRwJlqpxlmEB2VI1Y4Cr3wv8wy/xjJ2/aJBgRAsfzowjKlWjbXQmmEQFJz8mimIXkGcdRxxqOoWT/9SfA8d9f/pzv8s/saH3e3qbfeUSjiodR+vs+1U3JLKqqxrA6DhyLp+cjjigQeFISABo4Ek2oijtZjcnUKrWIsGIIMdREh5LCwaGrl7kOOoGfoOlanSfrO+YKkVa0EkcRy0VXpoKx26t46jBBZX0glDoeiftOGok48jv2K610uHYrXUcOcJOG8Ox846mmn/DIBzg8l2XI8wL74njSLBUTbqkVTpPj+m9eevVb8XZXzk7/YEr3rVwbncsocJR0xRK1eLFLZcFMxOOHbua2B1HjnD0wmM8YyZj524ItDCUEI5MmDqOAFtuxC1MUXtV6mzHUa4WVSwGA4lw7Hi86ZfYVzbhKCp3HE1ssK91y9XKHE0dxs5nVRlH3MKRVMaRZPlDflzJLhzUzY46//kd3s55LWMYkuMoXljR8cORcRRfmycCv8Fw7Ph6w+CYKkU8tJruBQKihXSreXcbrRVdWr6gMiY7X2Ef3/0MuAUFe40QcRxluqqZ9L2R6qrmd2KngpTjiO7HDQhHYo6gQNBx5GQQAUKlanzC1GX3X4aP3fIxfOmRL2XHE3McSWccxeN7QsIgwO44OjLIr1WoVE0ox2oNocJR0+RzM7gdR+7/T4vvXrwY53YcRQNgz8705xyLiSrHEWvGkes4WuR3HGWEqXh/p7faV44yrKrFoN/lzziibdH+s5WqReXlJ7119rWucGSiorDWnbavHJ3VCl3VpDKOWhqOLbogoXHD1EVGWVxTW/gF8hZBT+IT4YiOnzJ331GSOI46fnNNSaTzpZp68ihxnmUWgxqOXYp4C2ZhZ2Vm/4Vda+zj232XchwFvr1HhlGUndNxE4XywlHiKmvCcSRcSibV/c8tJZPICGLMUDoSN3U4RF2IE8eRUFe1jLNSOKNJyj3bVDi2lqrVhkU48jzvDM/zHvQ87xHP884r+fdzPM/b53nenfF/7+bYbiuhg5dcD/mMI4lw7M6EddOwZxwNsqG07td1xyZcNxDA7zgK++nTbO6MoyhM93eKhCOG4OdEOMo9hQ+66ZMrLvKlalyd4fKlXgSJO3UFtmhYHJ/cKRyOlILjKB475C5VE84gaqJERHKyTY5EchxNbuYLx85MxtrRvnUQO46GeccRw2RymJSqec05jpJ7jVBnO/EJJDVikFjQCi8G3XElPu9GStUiuU5M+THFxcGWOY48u7/rdn0R+MgmnvlhTBgZTHTsPXIYmlRIkHjQEg3tvV5UOBIstQPsfcAXKpMCssKL2HHqpQ/U2Luq5TKUao7fidd1w2SeRW6XJhxHgtc5vwPA8N8PGnGfuuHY7ZjPHavUFo48zwsA/DWANwP4QQDv8DzvB0t+9QpjzOvj/z5dd7utJW/HowuJSMZRXBbVmeATRYBsqdqiIyQc2Vt/7PwFlRb7nVgk4fgb3PT+cJA6dzrMXdXKHEeSpWoSXdVo4dmdtov0RSbhqCocmytkurRULRYZJBxHAePxCaRji5Wq8dqCCzTSptotVYudcKyOI2e/OQTrKuYPApeeARx4tPZQwzjjKBF2aL8ZFiTZjKOGJl5JCUpfXryQQPIpahOOo/zChxPGMq8P/OsH8LZr3la+jaQFdsuFo7ZlHMXC0XEPXGa/3/cQ29BDRzjizji6be9teO1lr8Xjhx5Px0wcR8L3S0lhilzRIhlHYSq8SDlSmixVq/k5d7y8cJTPOBISvgBZgdkXckwJll0XxbtOc07jVQqH4+hHADxijHnMGNMHcDmAn2UYd3WSP+FocUsnZN2TpqxULejxlWEBjnDUzwlHzzKMvZTjiEPYcZ4C06SAtsVZqhZFJY4jwVI1ia5q7rYmNsiHY3OVJJaNzxmOXdlVjatUralw7CZKROK/YfYAnxsIiCfD8fvenwHg2Tw3rm24f4NkydTDNwJP3Qx8/X/VHopyiAqOI4aJHolSvcBPu7ZJk/kMBFxH4sIRlQwKlzFJ5YokjimJ98kN964nTN341I148OCDaWlIMm4k7LTg+xvKx2+oBAVgv9d4sXA07FD5OdPcAeQ4svffTMYRw99w3ePXAQBuffbWdEy/E5dhtdRxlBFQhc4DP7DzFulSOPpeYnymjKMg3s8wea+dfB1ARviSdpQBcsdQxqHOO3Y/eejnfAZaqlYLDuHolQB2O9/viX+W5yzP8+72PO8qz/NexbDddpK/ICWlakwLRXfy4paqsTqOBumrKyTM7q8/dmVXtfiCVbfbFlAsJSO3SNCTCd8GnIwjhlK1xHHURMYRtfNmFo4qHUdMAqErCBKt6qpGGUfCmQdNZhz92b8DLnsL3zaS7AlyDE7KOCsBnutOFdS84PAztYeirmrGAFFkwNmthxxHvY4PQ/eZe78IfOevao9diXscSZSrSU8gJQVaaceRdPi2QFe4W/femttGJLfYzI8p/Rm0LaMpEY6Yys8dhpHBRLfEccRQqu/H9/UIjpgjnnFEArOkcBTPc8WEHU8wHJvXEVQc38CWwvGWqhW6qkmJO00Ig4BTasd8rRO81wxoDuS6pjQcuxZNhWN/GcAJxpjXAfhnAJeV/ZLnee/xPG+n53k79+3b19CuNUyVcCRRqkZlUcFE7DjiWlBR+cDQCgkTm+z3HGVMVV3VOlIZR26pGpPjyG0rSe/51Gb72mcoVaPJUZATRiQyjiInT2liA1+pmps94cJVqkbW5tKxBTOO2iYcSdeT07ZoO3tuY9xGLN654fbdKZ5SRBqfCBdZFz4Z6DrNIByFbptqYxzHUf3jiNxMmVK1q94F3PB7tceuRFq8yzzpFBQWmCbz77z2nfjojo/ab9yHBCL7Li0c8Zez7p/PPbwyxnFzS5d6tVG8Eywp9uy5Owz4haMwitKMI+ZSNQ/23mtct6CbcSTiLHOcfVLXoUQ4kihVc8OxJYWjdnRVC+L9HJqKUjX2/Xeuc5KOI6ltCDorU+FIS9W44BCOngbgOoi2xz9LMMYcMMbQiurTAE4uG8gYc4kx5g3GmDccd9xxDLt2DFIoVRMOx/Z8KzCIZBz1rXC0KTaYLbxYf+xKx5GEcBTlStUmeB1NFL4NpOHSLKVq5ALKhWP7gVzGkd+1zgiucOwqxxFXVlAUAn4+HLtNjqN4bKmMo+QYFcqqyVuPOdyIeejcpclYd8pe5zjCz2l8Yu+9wB+9ArjnKp6xXRZjFyKL4yi9/oeRIxwxHEdhJhy79nDLI8qJd5LjiwgLvOHSd+67E1c8eIX9RtpxJC2KMI0/cO55M3lHr4mEF1T8rqkM4hlH7v7zju95cdkslaotMritAcwOZjGHJ5JStTCKnId1fI4jA8cF5HcaDFnn+RzefvF38PaLv5OOHzQRji2VcZQvVat3PZ0fzuO+/fc545u4axuPcFQMxxZ2HEUhu6Psy49+GQ8djHPJ8l3huO+Vgs7KpFRNHUdscAhHtwH4Ps/zTvQ8rwfg5wFc4/6C53kvd759K4AHGLbbTqQdR5mMo9lUcJHIOKJStelt1hk0zyAc5W/8HYFw7Eypmus4YnqP3PETx1FTpWpCXdWCrg3I5nRzlHVV43IFlTmaWIWj3Pj0RJI940gqHJsmNE2EYw+Bmef4t0HiY9IVkdlx5D753b3Dvj5wTfnv1iERk+uLC0PXcZQpVWPIOBpnODYgn3Ek+aS2lRlH/MLRHc/fgY985yPWzcE0/mHHBXtkkC+lFnYcQVg4ku5OKdpVzY43YM44+tA3PoR9G/8U3Y6dm2QcRyasLSokpWqui4kyjuh7bgQ+h9ueOIjbnjiYjp+IFgL7H1E4tmTGkcdWqvZ73/o9/PxXfz7NRGMuhevG73UxHFvoWuQ6ypjG/t1v/S7OuuasdHxAttQu+bqJjCMVjupQWzgyxgwBvA/A9bCC0JXGmPs8z/sDz/PeGv/a+z3Pu8/zvLsAvB/AOXW321ryJwXdjNgcRznhqOO2mucQRYzjOIqFo4mNthRr4dDo/3c55C9ItNhnDcd26o4jp00pVzmf62hKwrG32FcWxxGVqpWEY3NbnUOnVI0zfLsy4yg+Xus6y9wuE8nY1FWNo1QtKu5/Z5Kv+5ZULT/RdDj2zPPp91zh1RSAnojjU/Yc5nIcudfSmbh0Op+bxQFjaOzQdRwZI9JVzWYc5f5RaiIm3dmuKVdNSzKOHnvxMXz3ue8Wx2Qa/11fexe++PAX7YKKabHgBmIXHUemuYwjBuG3QOYzFnYcCWUcDZgzju47YJ0ina59bzIZRwCbMJIRjrxAvhRIsiGG60gRyyAK5DKOgFwpWb1t3LP/HgDAHJWJF0rheErVQpObZyXCC/O1yESpKNVIOLZkxhHvdbQf5RxHQVdL1WrCMgs2xlwL4Nrczz7sfP07AH6HY1utZ0nHUc0TMh8mOhnnDwVdHreLe1KHA5t5M7HBbodDOKoqVUscR8zh2MakF8NggkmYKnMcbQbgpXkmdUgcR7nTN5nYDAB/ov52gKzjKGDMyVoy46iu46jE0RTEAZdspWq5/Q96jI6jeGypUjWiqXBs13F05Flg67+rvw0S71zHYGfKfgZkPa81vjOBP/CwfZUQL9wFVTgsZpcdBRSODQBhaFIRjSXjyO2qlpvcDeaAifW1t1HAPY4kHEfSrp2ITzjaO7s3NzZ/GdPP/pNtiHvPL92TE3Z4JvOe5wHGLqi6TGVeLy6mTueZ/gxeWHgBWye3puNKtcCm8cu+rsEVu67AG172Brx686tFSzgAiDruqKtahPhexlSqRq3Oex17/AzDnHDkushXQFKqluQOmdRRDMg5jmj+IDZ+E6VqfkOlagIZRIzCVHWpmqDjyJcMx6b9l+pqx3+d8+DBwFRkHKnjqA5NhWMrRP6koIs5V5vGQjt7ygjq8SxC8zfoxSOOcMRRqpY7oUlICJicKEDW1hz2c+HYnMLRMBUSOpO21IvjqRvdjPLCEf0dnGJD4jjq8h1DQLmwA/BlHJkSRxBghQUO4agsQ4nL1QfIh2MTYuHYuYmAKxzNHuDbhuenx0x3KhaYDc/75r43+x60r4eeLv/dOrjXhJrC8tC5fnK3qQ7jsXudklI1jocSZYg7jhpamNe8rz8/9zxOv+r07A9bmHFEwcOhCXOixcrHJ8eR7/m47onr8ONX/DgeOEBpCNLh2Pylah+95aN42zVvs98IhGMPo2Gx2xPA//54dO2JX5muEbQo7wZxhpKbcQTUvtYVuqpRmZS4cESuekFhCpDLyhIPx+YrVSuUIzILUzR+KhzF1wkSpyS7qomGYwtmNCXb4hmbrhMDWrO44p10N9VVjgpHTVPlOPKY6qfzE/qk1TxXmZFrbSbhaD0wyVSqVlXKxxqO7XTLEC1Vc8KxOxNAbx2T6ysePy+8JBd1RuHI7arW6fEF1JaVegGMXdVKStUAvgycMscRV7g6IJ9xROextOMomLDXNLcbH4frDnAyjpzzN2AMKXevxSSKHxYQjtwn8TVFzaHjOIrcHBkOx1GYZhwVDChMboIC0hlH4l2reEpCr33s2uIPmyxj4hKOYkG8WKq28vEp1+jl69IozUcPPRqP6wpH7RDXAMcJIeAq+6G/+yGc+U9n2m8yiynujCM69uPXRZ6SXFoQBoEd1xgUHa41KHRVy4sKUgvzQFKYcpz1IuOHTji2cPg2ba8GlcIRkzBFweppqZorHAm8RyZspnukWFc4/gc4dJ0ohmMLBbivIVQ4apqCcBRkX+ueNIVSr3gh7nd4FqHu/g/m7E2ot46vVK3q7w869qLLLuwMswvPaFD/M0g6fDilagEJRwyLZvcm5JI4jhgnBnTR9clxxCSMVIZjMy38oyrhiKnrVllGE2cAvXTGESFV600OgqBnrxHue84lHJF418llHAG81wkXjgYAeVwxeVDPkTjIO47oe+lw7EYcR2s3HPvu/XeXjC0dzOx+xkylalWOoxr7PxufMy+dfmnyM5+mtm7GkXSpF8NnYPLnlVCb6icOP0GD2he/y/7+kCPI0DWI6d5IC0I/Fo6ignBU7+8gcTPtqhbPVSQdRzCOI6j++P1h7ljMOFKEHE0+OY6kBFqP3RFUKRzVLM2lcQulap4n48oy7vEjKJBL5XwJOB8Tx1Gy7nVL1dRxVAcVjpomf8LlHUfspWrkOGJa9LtOAqI7LZdx5MKVQZQIO1HsOIo/A65FZ3IRNOlYieOIoVTNvQm5uBlHXORL1bgcNVXh2JQlUPdzrnIcdaQdR8yLW/GMI6HuWHSMdmLhyH3P2R1HTle1DmOIftkEO1zk/0z6vI4jn6oc3dBYhmtCknHU8ZoTjjKOI+FSNZGMo9wT5xXidg5LYCr1qkSiVC2+Z4WUL5iMv/L3PhGO1jnCUbIAFM7+gHHmbvWvpSYv0Ak4jrIbzAn8jHQ6tCjndbcmwpFv99c6K0O2rmF07AzCMO3+5zWRccQn7Mz3wppmYgAAIABJREFUc8eKCRsIx6aMI+HxgdrXu2J4tcmWwtU8VkkALpSEJo4j7oygSM4NBKTnsFQ4tvswnOs64eUdR45wpF3VaqHCUdMUSrEEw7GBVOAJujxOFDr5Oq5wNJUKR3X3f9TkqMMkXGQcR06QIrmzOEQLghbMQY+vVI2odBwxC0d+195U2R1HJcIRwBPCXVmqNlk/44iO8bKualyOI8YF/7K2wz5ufB7TgsT9PNm6qsUTejruu1PMpWq5a9FE3GiAWyRxxeSajsRBaDDZjYM/uTOO4o5t1nGU+0emjkkFohCIXSps51Zm/IYcRzUn84f7SwhHLSrDAvgdRx2vg22T25KfJcJRJuNI6D1iHD/MHyfu8SlagsIfGBv4VEqWyzqqO248b/C9YTx+LO4wCSPkivvEPz+Iv/3W4+lcQko4ShblfBlEs/3cPjYVji2WcWRYw6sLjiPkhaN64yeOI5N3HAm9R+51SDTjSOhaKiDqJKVqUYlwpKVqtVDhqGkqM454LljFUjUn44izVI1ucoB1HE1ttv9Wd1FF+/9fvwi85xvZfwuYMnZce2o0TJ9UcQYzE4OccMThtkjGzzuOBKzImfBwKuVjuOhWOY5oO7U/g4pSuO50feGCjtEyxxGXsBbxLfhLYSqhWXL8IC6BGMwDU3GnI45yTQBJQHnGccQYop9/7zd/j33lFkn6czYjDmAJx57o2OM+06aa4Th6ev4h9I67Ad0gnnS76hFTfkmBKLTnLCAfjs0wmfyrO/4K9x+4vzhmzbFd4WiCxFHJYGN3fMaJNi3KMxlHNZ/Azw5mMd2dxrruuuRngdtWO1lQCZXzMS6mCqVqdN4GPbkFOSBSqhYEuWOf6RjtxvMRL3EcwX62TI6dRHT0DL5wy1MlwpFQmQ5jqdpcmXAkFWxM4zeRccTcVS3jCGIcn4LVyx1HAq4sZsdRsWS2oVI1v8v23lRnHGmpWl1UOGqaQqkad8ZRrpSsF7dI9rtME+8RjiOgfrkaTe42fy/witdn/y2Y4O0MF4XFrmoAQyv4MuGoy9dVLbF15oQjClfkdhzR+5NMzDg+gxGOI46sIBNVh2/XHZvO0XxXtYAx44iOIYkOK+74Uk9e6D1KHEcLwHQsHHFnHCXCkes4YvgcTJheEwBg86vsK7dwFPat8A6wlKqR4ygrHNWfKF3+9Acx8ZJ/QTew153IGPueA7Klar1YOBIPx673Hs0P5/Gpuz+Fc68/1xmT5/13S9W6fkm5gKTjiLG0IilVMyGSuURQT7SYHcxiXXcdJt1zlW6NbsaR1IKWsUV1lB8jEY4mZD/joMv+kCLw88IRT1k0laDAp4yjnOOIqeMWYGxWUF5UYHccOZ8B0/hzTqlaUrLsB3FHL4E5BeVAMZYaZSiUqvF8xmmrdt7xSXhp1nHEJwwWSmZdtw4gcC11HUe8wlGSM5VsQ8Ox66LCUdNUOY64TkgSXiY32tde/BQu6DGVqpU5jtY5wlHN8NjEzVGWT9MTCMceZB01QP1yuEyp2oJ9rzzPinisXdWqHEfMXdWSznycZUAVwg7A49ypLFWbqh+OPcpxxLW4ZSwxKo7tCApipWqOgB0NY8fRFvszrlI1cq2RULr+eEf85XAcRfZ4ITaRcMQskoT99PpZNxw7TB1HmTbVjMcROQkig9ThxeUiyxOF6Wcg4jjiK1WjtvA0Yc2MX+M8C6MQRwZHcMLGEwAAm6hkknHfy+G39ifh2JFTquZ3aokKJBxNddJzNfOkv6aw88CBB/DgCw+W/2NGmBIQjpKSX35HkB3fEe+YF4OdxHHkhEwzkAin3iAd3s3wqRuOnaqOWBxGSFvNS5Wq8TuOZhfT96AfuuIXj9vihYUXkutd/AHEOVBS4dgmdTQBtf8Gchxlwqsz49d0HJlRjiMBV1YUsgqPxetQTtyUyGgCWEUd+oyzjqO4HFG66cwqR4WjpqksVWN6mkEXpIm8cNThbWUv5jgiN0eJqMAVjp1MZIbIhCp2mNwKeccRTQi4uqrRhD4vjPhLO44OLR7C3NE4PsK+IxxRGRCX46ji8rOEc2fn3p146vBTo8ev6qrWmazveKk6RjuTfMJRsuAXyDiSLnFxx6Un2cMFe53oTNUWRzLb8AJgdp/9ftN2p1SNKRzbKX/Bpu32ld1xNHBK1Wo6jqLUcRRFcBwv9SeTXjxd6PgkHDnBwEwdz7703T248rbd6Q9MmH4GEo4jxlI1Wki5JVNpOPbKz7OZgRUqz/7+s/HmE97ciOMoMhGbsOOSlKqZIdtiIXEcBanjKPOUmZwEK1wsnP2Vs/G2L78NC2X3JOaMo0rHUWdCzjEFxKVqvIKIH18nkq5qTPsfJPfdITwPTsYRz8KZXHHwDPrDWOD0nI5eYsLRBNv4bqlaP4zS+ZAXsIz/41f8OE67/DT7jUCr+efnnseuF3alP8h/BjXPNXIcpeHYOccRV8ZRoauaoOMoyfgSKJkVL1Xj73hWmnEkWU65hlDhqGkKpWrxzY67VG0iLlFzS9XEMo6m0oVPXeGoys0BMIZjx9ugsajEKwnHrrkN9zMcLqQX2x5XqZpzE3JZRvjhaZefhrf841uWv63Q7TrHuCivKiUDYudO9Wfwy9f/Mn766p9eevyyY6g7zSAMNuE4yi34L/ox4Ip38o6d/5oTV2COQvued6ZixxeX4yg+hmb32+83vpLXFWfCrED+ku+zr4vcjqNFx3G08vfGGIMwMphIwrGj4nFUAxKOPFoQGqTnMFN57P+48i781hed1vMZx5FwqVrNe++Li9Ztu767Pv0hg+OIytQ29jYi8IPiYqTm+GVkHUECpWqZ8eu5XeYGc4VStUwJCjyWxcK3n/528YfufYZDOEJeOHJLyQRdZUGXzSlCi3I/yImmbOHYdj5ivAF8z4szjhzHEVNwMmBit07YUMYRn6Np1ilVS8vtApmOUhlRhMfN8ZNX/STe/uW3uxvJhlfX/BvoMy44jhJhqp5QTqVe6XXIiZfg7qpGji/G8PPCdci9VgP8wkumZJbnvaEHLBnHER1DWqpWi87Sv6KwUnAcxRcqrskH1RqTYETBokHPjj0qlHg5lDqOptPvW+E4it9jEhAK4dhSjqP1tsta7c+Axs+XqtHEY/Qi7vm555e/rXBQdBxxdayqchyNyDgKnZviIBqkT9/zmLBYygcId1UTzDh67l77HweZxbLQDTSfcTRYsO89m+sOdly/A8zGx/PGV6SlsizHaDz+f/kIsHE7sC0WjiQzjmqMPQjttZlK1SK3JJGhTDkRjjwnW4SQcAMBdv9JOOJ4aFA2fvI1k3DUc4UjWjyvfCFyeJAKR77nZ5+SJ9vhPY8H0QBdVzgaMgtHble1mqVwM4MZvHTdSzPCUbogNOmCsOZ7dHDxYMlPmwrHnpB1n/odNicNucp832S3weU4IuEIA/heWcYRUzg2HNHFDwQdR/muavXHHzjnayocebGwI+SY8ngEWsDJBnK3wViqVikc0ZyRKeMo7ZLouLKYxDVnY/aVUdSpLlXjazRw297b4Hs+Tn7pyUAmf4jrOmGPlUS8g3MvkJr3rhHUcdQwj+3LtdWlCxUF7XI4jrwgXZS7pWoAw5NhuslVlKrNc2UclQlHXI4jumg4T9sAmXDs4WK2VA2oXyrlWoNd6O+o+IznhysQTERL1aocR9UlX7Q4A4CHDj40YvxRpWpcXdVy43cm+XJYqibbswf4xs5/zYnrTIxCK5gmjiOucOx4Mkzn68ZXOK5BJnHT7wCnfQB43dvT85c942iQlhbXODaH8WSIStWGoWHNOPLj89XAjhkak44r4QYCUpHd78o7jphK1UodRzXu6zPx8ba+tx4dv+MIR47IwOyCsKVkdJ8Jaj+BJ0q7qtUUjmYHs5juTGMqSDOOsqG3K8+1cB9UzJSd95kMpfrvUZi/3me6qglcq93rNLOLIPBywhHTMUrXocgbwPO8uLsjr+PCYqybyc0HAgTdFnzC0dA5Vgb5jCN24ciZD0mUYQHO/vvp9zVIMo6MIzDDcTRJZxxxfgYFUYchHLuyVI0v4+hd178L53ztnNz4fOHY9JCiNONIHUe1UOGoYWbmKya/TEp6YqslQcoNxwbqP7WiE67jlKr11vF3VSvtiNVjymnKXTSSrkzkqKkbzJwrVaMJDbm/6joW3Cc8LkuEY7tOo8IThSrCQXpDCjjzY0aUqgXVHQAPLKTCSRLOWEZVKVx32ooYdSb5Va64oMfnOHInHO6+criOmFuQlzG3aD+/AwsmdRx1JnhL1UgkP+erVtzpTDiuOI5w7DDbOS8RjgQcR52JWDBd+XtDjqNeQI4jOIs2PscRYhu7iZBeryXcQEAqMC9Rvrry8Z3jn6lULZNxxFCqRpl067rrrOMovxipOX4ZtpSMPxw786TfOE+Za7z3ZaVq2U46Ky8PoXwpADgyOFL8hYxwxFCqVnjSH78vnQn+BT+QKxHhGZ/KdPwg7zhiOoZA1zfrOErz9Hi7qnmu8MUYjm2MwcV3XYwD8wfS8QHWcGO6FwDIdYYTaEXuOhOl8mPcB4EM4cZFx1E+fLvesUrnQLGrmsfqqsmMLeo4Eu6qJnCvob8h+VuSz9iXOUbXECocNYyfb3OY/ANTxlFSBkXCkZNxBNR3iyS22pzjyA/sU3O2jKOSQ5O7VI3wcxlHtR1Hzmc8mEsnBPRZ1F54VjmOyFVWPvFwhaODC2W2+xLcrmpUjsgi3o1wHAW9SvFr//z+5OuRDqqqUrgufcY1jqPKjKPYccTxZNjNhXD3dfFw+e8f1dh85TlVPHvQHuMPHeinf0N3ygYdszqOfOCE02w5GcAXcA8Uj1EJ4SiK7EIhmKidkTUM7ec60S0pVWMUjgyG6fiMjqOFQcmxSPezoCfjOMqIqDzCUVLqEvGcZ3NDe75Md6YReEE6EWZ0S+XJOoL42xfbUjWexcL8cB7T3eklStVW9pTZfThR7jhqqFSNKRx75IKQ6Uk/bcMXchxRiazBEL7nwUS8wotfEMh5haM7992Jv77zr/H73/59xBuwr0zCFwDMD+eA2BlqO8OFEHG7ADk3DTl2eByKmW0kwlF94cX3y0rVXMdRvfFLw7Hd/WctVeMVToERGUeMrqbcBuwLo7BZFI4iR7hTx1EdVDhqmCB/QhJcSi5NlIjEccQlHJU4jqgN7uQmBuHIuQnl4QrHzl/0klI1JmEkk3G0UCxV43IcFTKORjuOnpt7Lvl62TlHbjg2vU8Sbg4Xv1N5nCZP6bCEcERulDx0rNZwdlR3VaPjh1HcNFH2eFkseep9tAguOInAs+MOEFvjh/NWWGMvVcuLp4ziJmUcEX5gj58+w2eQbCM+zoNu7DhaueA1jLIZR2FksgJkTRLhyM04SoSj+uWrh+fTMfqU0UGfAWfwvAtj3tf+OStqczuCEuGoO42O3yk+xQbYBWDODCIXKlXLhGMH3RWPPwgHGJohpjpTFeHYTqjuCs6BjHA0qCpV4xOOiqVqriOIITsmLxoY3vFdYcpPutrTvYznGA1pQQgbjm0KC2emrmoxpuA44sm/OUL3keRhLJ/j6MJHz8bkK/8egFOq5jcRjs30ALx0GxTrUX/hn5SqVYZj85SqJbhzFabraT/spx0FgVTUkRCwBVxN5ePzCdjk+sqUdtfssKlYVDhqkCgy8BEhNCWhvR7TBTf/lDwJxybhqO6CqsRxRALA5KY0nHbFw48oVWNzHOUuikk4NpNbIZNxNO84jrhK1VaWcfTC/AvJ165zp5Rn77LHIuW8ALyL8qUcR3WEI+oyMcpxVKdcapTjCOALDwdi4chZsHAIR4zlOVXQ0+Y+4myasB87jrhL1fI5U3xd1Rb6A/Sj3LW6N80X7g2k51LQi/O3Vn7tGZDjqCwcm8NxlMs4st2M4nEZ3u/DC+k5P993jn8vdhwxbOOm3Tdh4F5bGB1HTxx+AoBbnuCKUvVKsQDrOGqqVG0QDWSEo3hRbjOU6o9PotpkMJnJOMqUqtUI7T3UT4WjI2WCsTGsXdVGLtg4QocrhSOejCNX+CqEYzPda8IoFY48LxZ2gPTaX/PvIHET8T3M5EWFmtdSahNeCLmn+RWTI6i78T4A+VI1gXBs+lwZ29kXcB+IM5aqZT4Dd//rioP5ypKMcFR///fP78fJnz8ZX3jgC0VRh1kALoj8AP8DR3q7/I79hsGxVnAc0ZpAqpxyDaHCUYOExsCHsYupPFxKvYnshYmemtC6Zwk3ylGND2QdR8Tk5nY4jgoZR/lStZoLFPczzDiOlleqNjuYxYe//eFqV5Db2tPFH/3EanaQbpcm3KU8fTvwqf8EfOt8e4GlYzPJOGL6DKq6qo3IODrcT0u1FqoEvlHHEAmpdcSLyq5qjF3n6DOOwpzjiLtUTchxRO1ojfN0sDNZ21WTUCUOMrq+7njiAO54OrdY5Cy1A9LrGQlHdRxHSVe1ODw246bhKFXLCUdRlE7AGN7vQ47jaLYf7y85Ezv1HxrseHYH/vu//Hd88q5Ppj90n77XuPcaY1LhKCpzBNV3HE11ptDxOlnrPcEsAGcWC4yT+VLHUQ0HAd0DprpVjqPYqbDCbZDjaOvkVswOZhGZCJ++59OOE8nwZhxVlojwtKkuOJoypWr1rxFZx5Gxmh2z42gYH+tD04cHwEs6ePKHYyfjeR5bqVqp2wVgDcd26YdRKryIZBw5IfrMjqNCPg1tp+a5RuWIxa5qPEH3Ix1HDMLFniN7AADXPXFdiajDKxwVHiIAQo4yZ3yOa2k8RlagpXsBcynlGkOFowYZhtZx1EcubBiIRQCv/klfle3CXapGJ/j6l6b/xlmqli/DApaVcxFGYfaJ8shtxPi5UrUlFv5hFOK+A/eNHp/GHJaVqo3uynTJ3Zfg6keuxjWPXlO1AftSmXFU/vdnhKNRi98Dj9rXfQ/aSQzdTDvMwtGocOyKydOR/pEkfLbacUTHaEVXNaCeeDGqq1rdsfPbKDiOGDp6ZUrVZG6gtFjoG6fUqztlHV81XDUJla47PvEu8EKEJjd+b5o34yhxHHXrZxxFOcdR6AoL9UvJkifxiXDkHEcMgv7h+fScn+s7rh0vsE/jV7iNQTjAocVDicvy6Zmn039kKvd6fu755HqULEaYSkLnB/OYCCYQ+AF8z68oVeM9j7MZR3y5JYlwlC+FW+FChN7zfKlaMfR2ZU/56Z75snUvw5H+Eex4Zgcu+O4F+NgtH4vH5y1VKzat4M3+KDiO3M6yDItBtwsdvAiB56XvC9NDilT8CuH7zvhMGS+pW8QNxw74hKN43lN0HI3OqFwuedfaIIzSdQFzxtF3HtmP/+tPbrTfkLMPYBQJSzKCVphX5kKfQbb7Ip9jqrydvVNqx3SM+nDeC0bh1HVMlQpH7A8cc+HbjJ3hsuIjlS0LNBpYQ6hw1CDDKEKAKHUcORMdADytLGmi/f0/bb/fcqJ9ZROO4hP8Za8FTj4H+G//kv7b5CZgvm6pWsWCEIhL1Ubv/2//22/jjX//xmo3ClDiOMqFPy+xePvMfZ/Bz3/l53HPvnuqxw8c4YguhonbZbRj4eZnbgaQa+ucH7+MJVxlM4OZxCY90nFEC+PudK5UjdNRM8Jx5Fc7jmYGM9g8sRkdr7O0cFTqOIrLGeqIF5UZR9QKnjGHy4SypWpCll0qH1h03ZUMncPSDVR8xp7HVtYUIMIQuc+4O83rOHJL1bpTLF3V0owjnlIpouA4chc4DI6jmUVXOHKymfygluPogu9egNMuPw2PHHwEQPrEH0D2+K8xGX529tnk68KCsObYc8M5THfsvSPwg3LHkUTGUX4yz7FYiNdOVvyqH469EMaOo2AKE075fHZBuPKuanSPOW7qOMwMZtCP7PmaPHiRFo6Ysz+KjiOnzIW5xMWDge8KR0zZOvQ3mHj8NBybx7GTCC9UqlYIx+YphUuvzyTe8ex//hhKS9U81gwZAPjT6x/EAon8AhlHhfBq2g57VzWnlI++r0Gx5DTvmOIRpnzPd1yDfBlZlY4jdldfTF485XBNocRxJHAOrEVUOGqQMBrhOAJ4ai/pAvgj/w34rceBba/Obosr+Lk7DbzlAmDT9vTfGgnHHr14uP6J6zGIBrjxqRtHbCPMZjTRxcrvAPCWXKDsemEXgDTTonR8uogP5ldUqgakYZyfvfez+ImrfsIZf2UZR7ODWRw/dTyAJYKlaVLcW1cuHHGJj2WuMtpOxTZm+jPY0NuAqc5U9d/g1tznIXGnzuK/KuMoEdY4HDXO4pA7HNu5xoShkHAUfwZ947xHnalYOOILD3/yhZLPkbrb1SRAiCh/i+ytY844onDsHkNXNXte9TolOQ2MXdWiuKuayQhH9R1NkTPZnl10hFMvFo5W6Dj6t6f/DQBw5UNXAnC6ngG592jl5wLl33T8TnmpWs2Mo+n4oQOVqkUmyjqAmJ8AZx1HfMJIki2SL4Vb4diu48j9XLMZR769x6/gGE2Eo+njKrqqOc5ZSeEokM444nE0ZYQpL7JrfeZSNco4ghfZAO4kHJtn4VzuOOLLOCqG9vIKX/ljaDERjgKeh9MOM4t9eK4DnjHvC8i1s+fsqlaaceR0Vav5HhVLTh3hiOEzoM/Y87x0LMb8oYxwFLqOI6lw7AYcR3QvYCrLXcuocNQgw8jA9wwWTa40iuC4qEfxRMbzgOmtzthcavQIR9DUZttxqI7VdknH0SJGWea3Ttq/+fCoLBgTZd1e9N543rIWb/T094WFF8p/wZj0Ig7n62WWqtHTUsrz+Yvb/yLzRDsV1/IZR6Ot1LODWWyetG6dkaVqGcfRMH0KkwhHNRf+oz5jIM44Kp/kHxnYUrWRwlHy/pSUwpHra4S4M4yGOP/287MlLS5LOY5YhBHHcUHlab0N7I6jZ15kLLvKbMLu/yLcUrXJNBy7dtmL/f+v2FnyGa3QcfSZez+Dxw89nnzvwyDM3yK708BAqlStXsbRIClVk8k4oukCOY4ywhHDMe8KR0mpGt3PllGmXMVi/P+RuFNwHHn1nzKTyL95YrNIxtFU3A0ys+ARzDjKPGVmXAxWlqqtcCEyH2fVTebc28WMo+ry51EsDBfQ9btY312P+eF8uZMgEY7ql/KVjg+wPSUvF448thKmjOPIMwjcUjKucOzkWIngeV76ntH8hK3MKC8c8ZSqlbZqB9iEr0Rsoe9DkxW/GBfNc/3FtFN0ptSLyV0W5YQd2k7dUrV8zlQSnMyz/+Wt4PkymjKOI4EyL5d+1Heu1bzCYELhIQWf+zHbTIIyjsL02vql9wK3X1Z7e2sJFY4aJHUcURevnOOIo3sJPVnIw12qVuYWmdxkX+sE+C7lOAJG/g10IyALe+U2XNHO/RyCiSXdCjQp3X1k99GN350C4C3pWCDHUb6LS8HanH+PliEcre+ux1R3KpN3VICEo9507J4ix9HKJjYH5g/g5/7p57D7cPx+jfqMgXiSPMJx1N2Aqe5UsmgoMLJUbemuanc8fwc+c+9n8Me3/PHRjd9h6srnbsNEqdC44WU8wpEzsegJ3QESx1HkCEedqfg9MmxZa1HZdWgFzp25wRzOv/18vPv6dyc/82GK40t1VaMyvhollEk4dpcyjmQcR6lw5HyGDKVqbiXLbNJVzXUcHf170w/7WdEdOceRiViyUehavXlic0UGUQ3hyHEcUTaHdRzxjF9G6E6s6fqf7xS0AsrDsTsrFl3mw9RxBAA3v+NmvGTqJcWMoxH3lJHjD+cx2ZnEZGcSC+FCebckRkdWdSmZgCMIyL0/3I4jKlUjAYbLcUSlatZx5NFnLZRxlHRV83gcR+WhvWDb/zD3/4eRKxzxhmPPDBbhwxEV6CEju0jI69gplqoZcDqmivk6jvDF0FUtEY7glKp5PlhycoGSUjUnCw0QKPXiL4umY6cQsO4KbOEAuPty4Mvvr18ts4ZQ4ahBhpFBgAgDys3IO444QrtMWHSiAI5wVLdUbYRbhISjhfKco2dmnsFXH/vqEuNXuGkApx189SIlEY6Wyjhyn1C6HeKWUQ5HLeGPWjjyvLjUpVq0McYkbqC8NZ7yFdKLau49WkIcnBnMYF13HdZ11y0z42hdNhybLrhH6Sj75yf/GY+8+Ag+e99ns/tfUalm3QX90sXEzGAG63vrl3AcjSpVizOORhwf5Drxq4StKkcTp+MociYc5A5b/1Kmrmrp+9rxZMKxKXdiweQcR8n7XzPnaJRwtAJ3Ch1L7jHlw8Dkx+fuqsboOBrGYdi9oOSpqUTGkXuvYgjHdo/EhYGbceTHTq+jP2b2zOxBZKJMXlzGcRRFLE4F13GULNwy4dgrH3t+OJ9mHMX7nhFeao5fRnk4NoPjKL6vD80wuxhhKFUDkNwbsiUuXlyqtgLHUbiAqU6an5Tcgwn3QZ1EqVrBTVBvG3lRgduJkt3/WNhhdhzRNqxw5CV5emylarmMIynHUdYJAbZStbw4OIxM6qxkDsee6y/A85w1AXM49s/+9Tcw3w/ZHTtEwfXFFI5tEtExdwwBLKV2NK7nZoh5HlsponseZ+8F0qVqJM7W/3zpPSpmHDnH6GHHsf7c/bW3uVZQ4ahBwrirWpKbIVGq5tbcu3C1+hwl7CSlWOULqw9/58M479/Ow1OHnxq1gerxkwyZ8kVKZKLSBWB2+Hj8riMcHaXjaP+C7c6TtuTN70iYlkQBaYYSEAtH1aVqi+FiMunNO44WSZCoEu+WKEecHcxiXXcdpjvTo0vV6N/oeKQJ0wonTt14v5LygVHljsDIpxozgxnrmhopHOVuQpmdWTrj6P4D9gYSlP3/7n7lu7aRALmEcDQ3mFviHAAypWp0PE5vZc84EgvHplK1fMZR8v4fnUAyjIb45J2fTJ1yiXBUkWN1tI6jWEh1P3PPvVYTYl3Veit21RCDSNpxZK/JETmO3DE5HEeOoEnuqcRxNLHevu+DBWDHxct2rB1cOAgA+I/Qsv08AAAgAElEQVTH/cfkZ1nHUQgOi/9MfwaBF2B9b71IqVpBOMqXqnE7jqISxxHjNjLCl7fyeQ/dA9xStY7fcTqr0lPm7socR4N5THWmEmFqsXBdMazvT6mjCWBrtT3IvwfJYorB7Y6sMOV5Ju56lhNI6m7DKSXzPS9dZDI7jpLsHupIxlQKlJSqGcftAogJR0mOoR93hmMKKbfbGsJ353PM4djPHJrDo/tmcsJL/VK14mcQZfe/ZtlpUqpGbix3/zkyjlBSqkYlpwxzOrdk1hhTvA4xHkN2I/zCFL1HpRlHgD3PXnQe/h95pvY21woqHDXIMIrgw6ADCjPLO44YTnq6yeVJ3CJM4dhlws4SXcM6nt2HG568YfT4VYLCEu3g5wZzyU3fFRXedf278Dd3/012/13Hkfs5HIXjqLLcK+9ocoWp7uiFpzvmkYEVCWihQ1kdlaVSdNMbEY6dCEfLcRwZg6SrEbBi4Yg6uVU+3clT4Y4zxiwvHHtkqRodo9UL9Gdm7A3k+bnnK8YnR1OV42j04v9z938OP331T+MfH/nH6l9yLc70eU5u4nG7MLUJH4WJ36OM44jKsYCjFkhueOIGXHTXRbjwuxfa8ZNyhbJStd5RX+foWHLdKKWlauJd1eo7jkozjhjCq5FzHJmQd3x3sjqkiWk0tNedXiwc3fop4Gu/DXx3eZkElHX36s2vTn6WEYSjkGVRfqR/BOt769H1u84TTle4W/l5RuVSgNPKO+84Yp7IW0dQPneCwXGUyThyBP4Vjk3OYhJ2gHxAuQHgjczNG8X8cD7jOFrMC6TugzoJx1GhY1LNMqbCMe5kuzCIy9nxIwSeB48Wz8yOI8DAVsLRfJrHcVSaceTziSLVGUcy4diJmEddwziDgb1hLuOI13EEL7QPFDLCC1+pV7ZUjS8cu7xUTbirGqfjyAn3zpRFCzxEiAfMjs/omsqWhHrZdcwhRzg6nC1pV6pR4ahBwrhULbnQijiOQtmMo1FuEVqUVwgjNPl67MXHRgw/QjhaolSNygWArHB0297bcOEddsGZvL8ZYcdpGU4B3COg0OoVCUdLlKO4TiByHPV8+/8XhaPcotajENDiZ2yMSdw6091lOo5MGD+RzwtHR3cMFRxHVaV2RDJJzm5nfjiP0IRJOUKl+JVMlMpEBRIuqsteaNzn5p4bPX4hHJuOz9GixZ4jewDY47KSyFl8hn37nvTW8+TrODd9w/3kiEgyjpz3qDu1YuGIjn36bKLYXVNeqnb0zp1EOPKXEI566+znUacBAAA8fTuw/xGnq1q3dle1AXVVi0vVEuGIqdV20lXN2H02dH52p5nCsdOv6W9JwrHJqTlnRXscfHJZY5L4/j0bvsfZTq7EKylVW/m5QNfWwAvYHUeLw8VUOKJQV1fYqTl+GVJd1ZJSNXd8hlI1cmQB9n6TcXMkjqOjP2fnw6xwVHhYkQnHlhSOeBbko0vVeEtc4FEpDXPGkUkzjjy3FI4pHJsePvq+bKlaRlQA+MKxc/9/4jhKnGV8LmPPH6YZRwKOIw9RnNEUC8AAS6kafcbS4djpBvOOo5r7H59TGccRCXfM16EIrnDELAwSAveaoniHonOQHEeeDxxR4Wi5qHDUIMM4HPvO6NWY2fQfgNP/IPsLHCf9UqVqTKG0pYv+Hrk5yhflLy7a7CMSXqrHrxAUkvDh8oW5K+RUZhwljiPXZeTmEXVH5nUMwkFysxkpHHUrhKnO6FI4Er+2Tm5NhKNu/P+nTztHdZ4rf7I6iOx+k+Oo0q0DpOKEicozjo5yUkD7nwpHS5WqlR+rJBqs66zDRDCBftX76JZA5OksXSpFn+u+uX0lmRPu+Ln9D5YXjk1/R2VXPncbFOAX9Oz5NZirbaNuolQtiiKExkPfvcV0Jp33f2UZR0ndejwZjuAXOxGtoHU7CankigQAHxEMvOz4iWOtZrnaNb8O/OtHc6Vq9TrOkUun16Gnps61jjEcOylVG8bHTne6vpMV+VI1muzFD0J66+w5sf8R+/N9Dy5rTLqGvmrjq5KfZa4bJmKx35MTMut2yQlUK2QxWkweHlSHY0tmHPF1DWPvqjacR+AFiasVyJWqmchOJ4JOej/51ieAB76y7PEng8m0VK3gOOItVStdcAJsobT5jlvZcGwBx5EvmHFkojh8m7lULT7OA3rwVAjVrZmhhJLsFcARXbgdRzlHELPjKCnp8zzHccSUneiF9iFCoVSN5zMudNxiyjgqlElRSSjAsv/ZcGxnTcbgxgKAQqla4ggSCsdmFsiBCsdRxlU2BOZfACY2AVtOAA4vv1QtMhHeff27ce1j19bezzaiwlGD2K5qBjOYwrdOvwZ45Q9nf2EFJ/2OZ3fg9KtOT4WAqMKxs0K3SIFRi/5unHFU4WYh4Sif3VMYf0lBYWnHUWVXtdJSNdcRNNpxRIv+Db0NmBvOVQsLo8Yf8XSeRIvjp49PFrPk2EkdRyM621U8WXWzIKa6I9w6QLoojsK0VARY8cSm0nFU+TlTWWXRcQQAU92ppMtNKaPG930r8IxwXNF2QhNWCGwV58Ayw7GpfIbyV0pxb3Zh3y4cutOpA6kOgiUu6bghIvjoR8571HUyjo7SoeLl3GPkpongYX6Qu2bWCMd2F6CejV9N3S9AKo7XdX4N521eVT7jqEbHuaSrWoecQVTC0eNZLJjsuJKOoyF9Q+HYvTjc+pk77OuBh5c1Jp1rr1qfCkeZnJcoZMlVODI4kjqOaHHOVBLaD/uJ46U6HDu3UKvpiCsIO4Cc46hGvs7CcAGTncnM9aHjdRyBJCeMDBeBGz8CXPGLyxo/X6pWeCBlomaEI6bsD9eNkoqPTjZKjQX/niN7cNl9TgmplxN2mLuqRcgLR0zh2Es6jnjKBbPllLCfAYOAl3eVGboWMAqECV6YzkI9PxVH2ErVItsogUrJAJ6MICpVyzgT3eBkHkdQIV8HYM04yjj6POc8rknGcWQiR9iha52QcMTYtY3O4+xnkCtVWzwCTGwANrziqBxHhxcP45a9t4x++LuKUeGoQYaRKV+MECt48nb+zvOxd3YvHjsUl39VlXqtsFQtjEJc+eCVyWT7/mfijmmlGUdxzkBFqdqyHUeVGUdLOI7i7QZesHT+TVnXMyAuc6lemJOYc9zUcQAqQrhNlL4XQDrpo22NWPiTcLRtcptt/2sMekG+VG2U46hT+hnThHeyM7l0OLb7lCRyJsZ00T3KiQctdjJPgav2H3AEwuz7lPwNwSR6fm+E48ip6S9jiSyZucFc4jzJd7Ybuf/J8bm8UsdK4cgNI0yEo96SpaDLxhWLpMKxjSkKR52Vd1Ujp0LSrST+Gww8HJrPHe9M4dhUqtYPnfdrCXF82dAiNlOqtrIyPmJAGUfdOIsoZBaO4ulCknFEk7vuVGUXxKPBfco5KHMcAWmA5Xx55848h/uHMd2ZxrapbcnPio6j+k6F2cEs1nfXo+N3nKfYzvuxwrGNMVgYLmCikxOO8ot8d6HzwmPAH24D7v3SirYJ5IQdxq5hieMoKhOmjv74cUU1oht0c64vp4T72buOanwSpqhUkO739HeIC0f0kCLgFS2Sr/Numhp/w/v/9f344sNfdH5Cwo4jwDCQvke2VC15T5gcR4mboyAc8TqCSjMfGYSdvKtsmJSqBSxlUi6e55SqwRFe2BwpkX0wlHEctadULe2qZnL7z+OYKoRjMwmD1RlHfPeCLPyNGModRzkBePGwbbwxvRWYW74IdGDBlsy784q1hApHDTIMo2QxMiy7eK/ARkrByekFKqxwWpTnxizFlx75Ev5wxx8mT5I+9A/xxKtsGzS5LylDiUy0TMfRCOEoEb9GO462TW5bRqlalSNotFuBJo4kHFUKC1UZSst0HG2b2obIRBhEgzTjaLhExhFQmXFE7hyy3Ve+P/m/IxpmSx/9cmFq5DB0kzb5idJSGUfZc8EVvyY7k8WyAXe/gfKSTcAudEeUSs0N53D89PEAKsoRuYSjxRHCkbstt1QNqC9aODdlwz4BiIlCRPBwGE53QbdU7SiFnXy3ocT1As+263VZRsB9nvJw7MgKR0PnPepxiXehPQZpP4P/n713DbotOcvDnl5r7ct3O9eZc0YjJEYCcTPX4EBxiSlsEhfY5Uol+ZGKnTgEU7hilU1ZMVQiCoJNoEwEdorYYEFhU1YglhXAwhCBI24WQiAJSYMuo5FGo5k5M3Pu5zvfZd/WWt350f12v92re621916fKKPv/THfd/ac03td+vY+/TzPO2FsrM2AI2LpkMeRfbfFeGs2gQ6SqulxaU+yx7sA1PYJFaMc2apqZM5PawvF4rBXAnS0OsKFyQXPPLnBOBrAHHtezbEz2gmkasxjasNxVskKCsoxjjIOHHEAmP1+84/1zz9+20bfSd97Fpt5275nvr15srmSK8topfClauaUOS80C+vF9+vPdx/p1T4xjqa5Hpu05tj5iO9XBpDndDKOtpWqsTFqwTthJC5btF/KEp94ELIAFbIMzhwbGAS0sFLZEJgayFzaStUyw+qAdGyaAaReFlRAAKhZ4GgY4AvQl2yra1ovq7NkHA3rgSMs4yiUqg0D7DQA5oHMseNV1YZjTBEYclbm2J5UDVyqNpx5tf+FwSHCgH5rUrJ3EJpjL08042jnkt5T9AxiGl2ZXtn6Ov9DjHPg6DMYlZGqASLBOFp/0BNwZBcLXgWLhwVd1ls0CBih0vN2E9BasaqZVB2vjiGVhIDYQqrWbj5M4MiVnSstjCM6JU8AR3m7BxExEx4xG8/TKpJAytpnHG3QPk1I82relKpxTXkY+Sj6jkPQZV63MT4Y3VgF/WkDo13qm2UIOHUChP7fp/e7U+xgnI+xrJdNfxugm9FUTJPAUSUrLOslHt01wGAZAwYTUsGs0N/ZkfiTfGZezROMNfZ8Zc2kamlgdq0YqNoTj9PyFL/4iV+070OpGjUy3FcX3F/KCzfu1ryH0PCTNgMSwvPG0d/TbXAfhvU4YlK1TCgoZD5w1FE5snfIWvcTT6q2JXBkGUdmTeCMI/rOLcKZYxPjiIAjIyPboiKcbtf9XtrNXsA4AoBHvlCPcbMmtcXx6hgH4wNPyuQzjupBns+8nGO32NXAUQiQb2H+THN+XKqWkMINwPCIAjsDAEeU8GhW1vbAVIxxlCFrAjt0oELm6nxNbolFtdBStSIhVcOwHkchQD60RITLmCyTYAD/Hqo064epqjawp54DXiQywdocAADW7ZJUjb6QHcYOwOhIgoMDATt8rRxlme9xNLA5NjjjSJwB40jU+mCIA0dnWlVtIKlaKJNqMKaGuX7NfDxjc+yoVG24QwS//eHWmqY5duhVVjup2vRSbxYz4Oa7q9NzxtF5nHHUUiO3EsKdqPLYYNDThtifoCLA0YY02xCYypBImgHDuBBR/w9KwB/ffxyzatZIBG1wZD7aPpJSMtrUXZpcagGOzPVzRlDGhkExXkuqFpV8tTKOxq0JFr8H+nNTqmaQ81hkRSfjaJpPUcnKP3nnwU0huTk2sNHGhpKF/h5HBBz578H6NOVTTPIJpJJNs0/AgSFJqdpu8h0QcEeMozijLCEVFKKzal4taxyXx7i+ex1AQq7mJYEEHI2HZbvEvmuL+OE/+GH8wLt/AH90+4/sd0gI3FMH/l/csqqaBaZsVbUMdXgLHWM4FjHGkYCCVCHjyAAYW7+DygBHManaZn5Bq6oGUFuPI5dQETCyrb8drTXk4RMARy2G833icHUL08d/HhClXh9pHGc5MGb96NEv0D/nLR5hJo5Xx7gwvuB9tpIJc+wtxsK8nmNaTP2qaraq3RYePmbebgBHbYwjei4bfCdJsLRULdzMD8eo8T2UNk/4V/XKro8UmciCkurCFY1YGJl8j9NlpZRlHO3k+iCoWVVNDprsfCbNse078BLmzdonNrkXQvmMIGBYJoEixtGwADmtMULQdXN/mu2Bo8ZhlwccbVb9jwfvQ3kmXHXNMzDHFmfMOILgUrUBq6rRPgLBOz4zqRoHvraXC9Ia4zGOBjTHTkrVBvQgotD5QchoGk5u1zDH5rnw8ljvX3Yu6cPGngea51K18/iMBTGOFBCXqm0w6DP4wM7QUjXaSDqEu8VfRwidWEUGH8msHtnRTJ0064iZ4IXRYY7NQZe1pGred/Qzx6b7OC1P8daPv9U3hVTSP9EcBXKdlqSWEgULHNULyziyZtBtrKyElCxkHAFM+tYI8/xlbRhsjoWRAqbaghbPBnCUikSiy++BEqnoPXQBU6M044iAQAscRRlHLVK7nlXzXnWgzXqjG+4Q2CGp2lBsF7vxFltvkCjuzu8CYECqkpDI8ADDAEfEErEnecwcu5bBRrwDvIsFN0SncB5H7H0MxjiqNNASYxxtyCj7v278XRx88RttVTXygRpMwkHP3nocmfYmxDjajgn3O/d+BqOLT2K0/7RmT1mvsoBx9OgX6Z89gKOT8gT7I319r//K1wMImI98ftsGODLVt3yPI0a/37Bt6vftwFGQnBOrZoPvpIOiuAfRcIyjODC1AeMoIlUTQjDGkfIT8qXZd5SzTqCzlCVqVXuMo0ZRCS5xGfD56EtXkXcwnFRN7+kip/AbBEk3SNIHGEZQJnyp2sCMI8HNsbMCgNgeeDHXm5FUzUv6t5eS1eEz4AdRQ5hjs/aLDJAVA46yYjCWsQ7F3i9Pyof6DgMcEQAMYJCqauSVyD2ICHgBBgOOvAP9Aa+f3vFZmWM3q6qZGNDvjsL3UBqGNWjbZT+bc10FrE6AyQXNOAJ6s47uze8hFzkuTi5ufZ3/IcY5cPQZjFrKdnPsDQa93ehZVFUNKlWzHkpE322TSQE6sYpI1Qj0oIQ8BRxVdY1KdTGO4oAHsRIuTS4lK25Vlb5/GdDb3Xesxzg6LU/xD97zD/Cm973J/SW+0QD8pKej4hPdA01Ii2phy9lbiUUbKyuPn1hRu7y0MD2jG8c38IO//4O+USBg2gn6U6L9tmgyjlrAR8BN7AmpmgccxZ5lp1QtbY4dAkdreRwBxlw9nZCQv9Hj+4+3tJ+Sqg0FHJnkDdtvYChEwIBThnFUofD/Ikk412SnhN4iBBypqFSt3YA+FvTeuYyJPI6WUcbREFK1OWMcjbdmHN1ZfQoAMCmMOTYlODRvbg0c0UaMPI5M+9bbblupmm6vyDLt12QZOxGpGgDMuoEjkhoBwHd9xXfhGx7/Bp9pOYBUrZQlKllhp9jxq6rxU1oPDFbAyZ1ebVO/J1ZN1OMoK2DnbMABR8sWSXgiiMHstT9gskASU6/9kPF14/3Ax36lV3vLehmVqjXKYBNTdskKc3SwjnglUvqOBsPYHuIMA8LzJM0CO8Bg3h9cquYYR9z4eUPGkXmWX/7ol7NPtZRM8OcyOOOItW+rkm35HfTIiXHUYIucJeNoWOAoy6VjHGWZOZwe0uNIMcYRL2c/ELAgaiwaUrXhqqr5APNwHkfukCWQSQGDXL/HOPLMsYfxOPKkaohJyQZkHMnatT8QaxBw48xjHCHCOCKPI6C3z9H9xX1cmlyy+fFnW3x23vWfUFQ1Yxw19BXYyuPILkZcj+39Rdp4rMk4oo2kuS7RCRztRJMq2gB3MY5+/5N38HBR4/5pJPFLSJgo5tUcmchwMD5IMo5+6QMvAAA+9HLidLyDcWTNsXcdcOSFMkZy/B1MGOuiwxx7US08cGdeza05trunDsZRZGPAN8HEOKL23viuN+JtT78NH7z9QXYPcM85NMfe0OMoWkUkFpZZFmcc8fLIceCInbDFYjRNgi90omzNzzdhHLW8395SR/u7ikjVhmEcVRjw9JHUjfYkT6KOLS8WHFmPnUKADvUhyzhSEeCo4x2EoZTCMw+f8b4HgJmrMx84avFxi8Uzh8/g63/h6/HC0QvBl9aMcWQ2MxYY3w6AmSQZR8Nshmkj1vQ42o5xRO0XWW6kaqb9LNdVTyjWkKrNq7md7wBdccvzOJJcqrbZ8+FMyFE2glTSnKJSwhZ4HH3kF4E3fT5w432dbXPAHwg9jhKMptO75uftje4HSLFdhmPURBlN0oyJn/nzwL/6a73AtbIuG1I1IUTzlJmkahxM6+g/tGbuFDt2PW54GlJCOBDjiCdsreDahsFBBd/jaLuEkAo9vP6rXo+dYheyvKBnTyEgvGIPAySE4IwjNs8NDLwIU1VNNJL+YRhNNux+wrS/5uFuGBwcLPLal6oNVHXLhfRVCBY4GuhASkjMV5VrHxhEqibtIQifJwb0OLJejxx85FK7YQDgDIE59kCMIw84ksMD2Dz8eW649mkcpz2OOHB0WX/Wk3F0vDr+rGUbAefA0Wc0aqms4WoVyiuAjYzrrAeRRbYTwBGVUl+zIlbIOBIc3Y7FeC+alHM2EJAoYw/g7vEcEgKny8jilnczjqb5FON8jFrV3gJKUZb6szuLFBtl0s44MsDC5YmeaBrMJrsZZmBLg3HUIlUzpZctuFMzxpFkjKPU86cNcqRdwABHuQ8ceafY/B6ondDjaM0+ZM2xGx5HLfcAdHocAbAG2T/+/h/HJx980m+/tapaO+Oo1Ry7Ta7ZUQo+BB6j7XvshNpI1QZkHEkCjoYxUgSajCMhJVQrcLQeq4bGmZUmeh5HEXNsVffegH/ozofw3pvvBeDGmJTKsENTVdX6vYO3fvytOF4d49ef+3X/f1iPo6WeE4RwbKwtgSOqqmYThoGrDVFVNedxZOa3DZlSFDRPFHmhzbG5VG16EXj9+4BvfwdwoNl6fYCjRb3w5DPjbBx4HG3POOKAtp1LvVPUYF1/+Un9swerpsE4iknVQuBoRsBRzLC4X8RPmYcDRpqMKdP+nJVEPrnV2d6yXkY9jmxYCQqTqtF61tF/+HsdZSMICLs+2PnOegRxr5HNgydsvpzvDKuqgSXMG84RDxYPICDw5Y98Od76F38TcnUVCrX2IGJAyVt+/9ktrt5covWPCTyOBqoqReuJk2CFUrXhGEE6zk6qlue1qyp1JubYEvtjGm9nYI4NiUVJwBGXep0BsMOrqg1kXt3wWgOGYRwZVqsn1RyyqhpjsOq1IASwB2YcIZjnBpTbJT2OFg/19072nVStJ+PotDrFbrHb/Rf/lMY5cPQZDGIZKQBljHEkmoO+khV+7VO/FgVBgKZ5dUMm5f3leKn2tgg9lAg4kqmuM9qNA0eVL8FKlVLX9OAIiwBwJ/IJ4GJRLeypL4Co+fPlHX3dR1UL26XN48jc2+WpBo4aHjsxUIRO5OkeWhIsot5zVhAlC5Zx1OpxFH/H/OSag1IAUAi9cXd9LGQccY+j9aVqzapqHVI1a8Dnfw/d/6SYWM+JZb3Ew+VD/PMP/3N8x298h2m+j1Qt4XFkgMGD0QF2i92EOXZL+x2l4Ak4IlO9uFQtMBO1jKPNjZmfvPMkfupDP+Vdf4nclxFsEQ2pGmMcyW/+PuAb/67+H1mm72VNHx9iiVA/pr4arapm54l+QMbTD54GAHzT53yT/Z5aKStV86uqkSyrH3BE17sKwWJZ6c3RauaudyDGUZaxpBYY3OPInvhTQjIeptoftTu2jCMmVQOAR14HfO7XOQYnlx0lYl7OscMqXI7zcVBVbTjG0U6xY6vyVapi1x8wjuh53f5YZ9sNj6MYMJUFADCxalYn64MZRFz2fCcI2NkeGGn3OFL+iS8BYC2xkivLyKUQEM1T5rxwjKODx/T/6xjDnKUrhMC0mEYYomfHOIpXGxom4XTtYxCPo8PlIS5NLiHPcnMoqiU0eSa8NeYf/8ZT+helgPf8VK8xEAZJWqXxOLKMJmJObc3mMHtdoX9m/DB2ACkcl6rNVpW/nxgaOMqkq655BubYgMLBNPfbB4YDFkSNRRkwyAesquZLyRiosC0wZddKZdibbM8+AGPKMo5CqdpZV1UTbK4eKKLMygHNsb2CA3yuI5CIS9V6Mo7m5Ry7o3Pg6Dw+A0ELklRZvKpaBC3+Z0/+M3zvv/9e/PYLvx1tsyFVUzLNtNhg0SOpWuhxVKd8iEY70QSCQAru3RO9RHPKH52XusyxzelyG3C0a0pVPywTz4jMjRMT46yaYZSNcGCq/DQYRzJY5AAfOOpgQyzqhVfFZVEt7LP3qqq1sXUibfNNMJfBAS4Zcd4cbcDR+hubNOOoBfzi329iUS9QZAVG2chjHFEftcBU7B3wGE2TjCPOzNof7a/vcdRhzGwZRzu+1PE7f+M78W2/+G1++/Q7AUfWH2j9BP2v/tpfxT/54D8xbZLH0XCMIwo+D0kDJtXf+AbgW37A/aUNzKup71uvI+Zx1Kyq1s5MDOPZh89ip9jBqw5e5YAjU8hAIvOBo7zQ76IneHfj+AYA4Lmj5/z/QWNoeeQ2S9Yce1uvIO394TyOhgGOwDbDAHvXtIHaEvByjCOhi0eEHjsUxUTPER0ePrWssZIrO5cCwCgb+euCrLeuFENgM1VVAwgYYZthLgklD6KHNzrb5mA5EHgaphhH1O+pIuOmcQZSNc9bpNF+7Z/4nvYAjupV0+NIxDyOzIHK8hjY1/51XfMol6oB+tCF3rXzRuGMowGeD2PnxBOq7RJmXsXT9zjazMqA4nB5aPd2tVSAEkaqxpk7cKXb3/ezwDu+F/it/23t71IsIcwEWD/KBwFGajokFcZ2APClagMZGwPA3/+Vjw4PHLE+kmUyIlUbbs0XULgwIeAIwzOOBGMcWXPpAauq2X0+A4CBrdvnYIWd68RwjCPqQ15VNTFgVTV+/YqNAzIPH1yqNrwULm6RIdx3EEg03gdIdtbjMArQ+/Zz4Og8PiNR15TsQFPxw4i47b/z+XcCQNKEyzOzBNzgiEW+hVTNDGwyDIwp7QAkk0Jr+jw2wFHCvJqStaiUryMhJJkXUddjwBGdkh+lckoLTsU33JzVJCCaAFgs2eFStaID/KoWHuNoXs3ts+c083aPo/WkanRK3gB2qFKuREMAACAASURBVK8M5HHUrKrWVT2v6XFESSAlC5w90AC+woSTooiDm4Bf/npvvNfhcZQAjlqSNUpGLk8vIxOZbf89L78HLxy/4LcPQ8O3UrX12C6pIG+aEptXewojBJihapBtZpMRtDlwRO+HxnFcqtY+hsN45vAZvPbiazEtpk6qpsiPTjQrYCZYlbF4/vh5AAFwxNtbHrvr3bDiXBiLaoE8Ew44ss9jKFNXkoqY9q2EckvGkWm/yJUuHsFNXXkIoenlMTYgC8uyZB5H43zsV1VTNaPHb3aKSn2SM456eRD1YdQEjKN4+0Eixe9vA3YikGIcbT9XeDKdqFSNM466pXaremWl3BQCrKoaeZdQUYflEbBHwFH7OONMMkCDdw2mNJe4DHAKz9koFRWnAAZjcvzujd+1vzuPI6EPU4CNQWtuQq/ny8xVVWP9Jifg6Ll3b/x9vjm2QBN42VbOR+1JVwyG9kADADv8Hb94OPeuX2YFTubbSX5DqVptGUf54ObYeQ5MCiYhG8AjiD8fIWosrMcRfThcVTXHOAqkaluCaw3GDgAHfA1XVc1jHNHzH7iqWpNxJAb5Dr/9YRlHzSIDYKwys97QwdNo11WG7VlQYlbNzqVq5/GZCSev6M84+sSDTwAAljIh7TKv0JUAXl/G1BahFI6kaslpIyHFok1YKFWTSuKN73ojPnbvY+Z+NOMoKuXrSAjJ44gYR6t61ahgQTTno1ViYehRuW2aO+p6Gjji5thcqtbu8ULtczlZFDlvk3lFwMFlvUQucoyyUbdUrc0cO48DU23RrKrWwTiyHkf+93CjW0qkFtXCea/wU+a29kdpqRpJD4lxFAeOWny+8nFr4k/9ZbfYxV6xF2c0cSNCzjhak+0Si1rWFnSpVA6RHslrBUnVnEm/RK3Iayf4yy2Mr1RQAk0/pQWOWqRqPQGYF45fwKsvvBrjbIxKVsbcGNbjqDEVjfd7exxREYDDJUuI+aZoEWEcbQsc1Qs/oSJGxkBV1exprZWqDcQ4Mn2xyJWWdXOPozDGB8CyHTjiLEuKUTbyPY4GMMfm3ms0l1aqcu3lI79tAkRm9zrBhtDjiMaZ9Z2IyaQ4uLEhyOwDR8N5HHkn/THgaAPGUas5dnjKXM4Y46ifVI0zjpo3lHgHGwZP+uNVzzb/jmW9xJN3nsSrDl4FgPooAUfbgb+LemHXZH2JwnoQOV9MzThSSgFHL+kPDp9f+7vcPBQwjgZi7EjyOBLKMaQsW2SA9lk/efRg4l3/iw9XeO+nbuPuyebgEWcc5Rmbp8/A42hcAIXdBrFy9luAd560CBJlFUrVBqyqZhnSyjEHgcEYTQBnHA1nsG6rqoHPO2Iw83POfPQ8jgb0UaLwDsQH8nKLAneWHWrmUmIXjXcdi7njMIritDzF3miv+y/+KY1z4OgzGDXzOGqckgOtaPE8saBbajwvAbymjKkt7EY1BI7WZBxRwkfAEW3KXj59GW9/5u347t/6bgCwp/xxDyhDOW9hHE2LqT2BLGXpmbwBLuE8WSYWBkqyWsAp2qhO82naHJuDFqPAHLulfboHzgqiSdwv85x4xwkPIg66hFXV7Cl2wxzbXKMIGUebSdUc8NXX4yhgHNWLBnC0qlf2+bjrZ2aZsRjt6HuLLE4e42i0l/A4arn+nubYO8WOZjS1eSgRrbwuXb9Zg+0Si1q5KitaqjacVh3gfbR2UrUhGUcVMY6cVC3KaAJaTe4plFK4PbuNx3Yfcyb09cpI1aRhPwZzxXi31wZDKmmBQQ+A5ONn+ZAxjobxOFpWS2SCMY4GkqrZuVQEwNFoII8jYrVmtWactgHAk4POd8CZQBRFVviJiZLxzepHfgm4+ce9rtsyU0bOHNuTqoUeRwQcheXhIxFWVfMYwEngqHRjYM0KjA0ZIjBYMgWwinyIyIBk7RhHIu/NyIpJ1fyEkEmxAGD/uv7ZMc7mdQAcFTHgiCQuYpDn0zzpJybE9oyju/O7UFB49YVX6/apWpLImAx6s7VlWS2tnFLLTPURYC58xlEmJFa1BI6MTPPw+bXXIC5VEw3G0RDGw87rMQv76ACMJj7/rCrpXf9CCuSQ+L1Pdvf9VPgeR/ClagNI+XgfzTOgsN7YwwAvHitRSKzOQKoWNa+mcTwAo4YDL87jyHwQ8bJdN3zmJpeqDQPqJKVq1kdpaMaRaT92iPPSB9cvyBNKfnWjPgjPGUeA3lN0HEZRzKv5OePoPM4u3v3Su/GWj74FgPM4UiKLAyMtgz4l7bJSNRkMjlgkZExtEUpQHHCUSMoTibP1OBr7jCPvBBX6lEepwJDWa3+SBl3MqRf3OJLBAqMMcLaUqes3SVYLI4g2qiHjSMsHIv46XGrRJberFw1z7IZUjU5HYpGQI/LqQkmPI7uhIMYRSdWG8Tiy0QUcpTyOKneqaRlHjJHlGFPBSXkYLcwOK+nLpzgYH3R4HEXeQTHp5XG0U+xgr9iznhmx9hWdDtYrt6Amqhb2jUpWFlDQ5tjDMo44K05aNuR2wJFSCs8f6ZNpx1Qkvx2Rlqr1+I6j1RFWcoVHdx+1JrsruYK0HkcRYKoneDcrZ1BQGGdjnK5OWTLLnvniiIGCw1RVm9dzI1UjxtFZexwNc92UEGaZ1Otj2zie7HeCLnTYwhP+XOT+CSc/haT3UlfAv/7vgZ/6xl7XbYGjfMc3ibdSuyDZnN2HzSI6WDUpxpF/ii385LtauioxUUZjOripa4MRhPUS/Fj4HkeBrwVnHF15TT+pWsQcOxNZ04OIy9kIOOprjp37hxWAew9DM474WlnKkgFf2zM57szuAACu7+r79xhNoU/Z6b21kjViSgN6vrc1KQU8xlEOiWVZAUcva8C5mgMnt9e6D14tSdcBCICjbZN+xjgSDeBoe+DFe8cVk5yKDJPxBAVq/MGz9xP/ujtC4MgeIJBMhyfqGwQ/jM0yxYCjYcyxfeCoxqpi10/fsy0jKFjLvMPYUPq7QTQZL8rvQ3z+2yBqe3AWA3XOAsDmcrhh5joKy3wEmMeRGWPHN4E3f5Nej9eIuFQtYJ82gKP9XlK1WtaYV/NzxtF5nF389gu/jZ/80E8CACqjNS6ylFQt7TmSKl9PJ5BOBqSQZKMkZExtESLzdAIjk8BRPHGmDTCZSpMkKJS4ULK2igFrQGs5e2Lr0EayrEufMqqUZRwlGVMdBtz8hHOSTzxAz270gDRo0cVoqpaYFlNkIsM4G2Neze1C6gEjKeAoVVXNtAug4XHkGbpS+/waQ4+jNVlrTeCoBXgBmFTN/x4O2nmMI56MeO23SNWAKENiWS+RiQxFVmjGkWGKfPs7vh0/8YGf6G6/mLYyXebV3EoGU4yjO8f6uk5K810kVaNrX5NFwKNSlZOqnYE5tutDtQWOZAjsJAz0U/HLn/xl6xVk57k2qdoaVb5uz3TS8ujuozY5X9UrU1VNz6VxqVp3Qk595/redVSqchIpj3HEpGpZofvUlmXtF9XCl3BsWW6eojG+aIM/HsjjiAowZFKvj23jbLzfeTpoGUfMHDvP8qbPTshUuPv0WtfNJXE+I4hOUYN1ffEQuPp5+vdZe4JI6ybNd/Ygp8E4YmOgXgI7uupn11xx6/SWB47TermoKvzCH3xaf3gGHkf8+Xz45qlrf/5AG5VOL3W+X6WUxwCm8Kqq2VNmBhztPaJ/dshlCXikqnxxxhEBj8NL1XROGMgrtkjI7801EHdtV0v1PEYTZxx94v8D/vfXAm/973q3zaVqlTHHBqSuqsZO/3NIlEe39R7lFV+uP5w/iLSYDmUkrTGPo/vzGp+82a8yUiqcOTYz8/YYR1sCR+x5rHh1QQjUyFCIGseLzb/DN8d2e15k+SDmw3w/l2UKuSdV294cO5SqrRpSteGqqjWkavQ9A1bO88YZMMg7IGa3D+qcjTl2XKo23L7RMh+BZhGAe8/on0/927XyDn79npKCs09D4GjczWIG3Hp/bo59HmcWo2xkkymawLM8S5tjs0WJLwBdwJEbHC1slA0WPWo3BI7WZRwtK53051muARFDA49VbdMeRwlkp6WcvfU4YlI1vkjrpNmAMColkyK2QlqqRhuknWLHAmCAPv3sBC2KdjYE34CRGWfTHLuFVZaQI/INNlHKKbEihlazqtoZMY7AFrrUPQANcM0D7QpXVa3RfmdVtTRwRM9fCKGrqhmA4H233oc3P/lmc/ldjKN0Aj2v5tgpdlz7EUYAjbGlMpuAIaVqsramxhUKV8p42zCPgoOPNTGOYh5Ea4AjvKJkbccv+cUlgB2g1yaATuGv7VzzSp1LqSB0wecm8LVzqVeyQ/5GdMJvQUK+seOMIyH0/LklALOsl8gyRrcfiHFk/WnOuKqayCRKqdrHcQ9z7JjHUSEK42HFTiFDU9GXP7jWdYdeOABttolxNIJ3wlwtgAuv1L93sGpCqZq3XtprD2RSdemAo5a5YlbO8C1v+xa84XfeoNtUyr7bDzz/AO971lzbAMDRu196N37kD37E/pmflP/su1lRgMVDYHpRg78d4CzNNb08jnK2hk0vmnHWPo+GwGPU44hXYwrBwRvvb20/FpzNYZ+RV/Vs8zF8d67ZbTQf2aTTk6rNgWd/W/9+88O92+YHU5oBmllgh68xGRTqhzf1H64Y8HRtVhwd/tUGOHL7iXsziY+//AAPTjevJkgMVgFm5j0kcMT2/qX02Rw1chSosSw3T/49xpGAK2LgMdc2vwfeR3PBgKOBGEecESoEA47OoKpaA2AeqP1mVbUAmAK2Y2V54BBnAw1kjs3esQfsnIFUza8QGphjcw+0k5u92/SALxpvoWx58VD/HK/HOKI9+zlwdB5nFkVW2FPyupNx5EvVeAWPlMcRAUe9jJMT/jdtQYOuv1QtzjjigMi0mFrAxSH+5hJ1LQ6UKalaC+OIfHx4lTCPFlyXTi5Ii9DVz29eP5BkHIWsFwLAAOPjxGnBX/pfAtf+THD9JFVrZ01R+xwY6edxlEcZR5zSP8pGKLKiwThqSL2sxxGX3W0OPtroAteyuMcRr6BD7yAKHNn2W6qqAXFmXOUo98Q4Cg3WvYU6jNFua+JPwBG1HwOOlLn+UuWMccSkatuYY6saqj47qRrNdUJJO8YawEuRNicPQymFD935EP7Sa/8S/vqX/HU7BlRNjKNIVTViHPUAjm7NbgHQjCNrEq9qyziSEE3ga/dqLxkNMY4e23sMgNtweONH1W5OADo9svqEZrUJt2GiOW1rqVrA7OPADskPn/514Me+WANia4aVqglpzLFbxlkPP4KwKhYADxzUX8oZR+Z53f+U/pkVPpMnEWnGETG+yLdB6u+QJXDhcf1Zh4/Psl5CQNg1zfMctP46AWhRLTW4CbTOFe/49DsAAL/34u/py2PJQi1rZIIxFej6N4hSlviuf/dd+Pmnft5+xhlHBDBDSQ3mjHd7sfpCNhaFL1WLMI4mF3rJZefVHIUoGmsOuwn9M/YOfv1/AX7mz69t/tyQuPD+CWwnVZvfQSYyPLKjGVdRqVo5A178gP799E6v/g/4+7taKpDHkZaq1fb555CQM8MIumjA0zXWMw5uao8jePuJChkKSHzghfVYTDzsfkVwjyNeVW04/5uyYjIdIVAj13K+1P63R/D9VpYpyJrttywIvPk98P1QFnocDWDi7u3nRI1VyfbUAIaoStbwOOJKjQHYg565dFSqhq36kXegb6/1bDyO9CHI8KwmCj0PMXYu4No/ZNVoD1/o3aa3lnmMI9ZHLePI7A8mB72AI7KXOPc4Oo8ziyIrLKhD5th5XjQNV4EGkstlUOny9THgaD3/G4qf/fDP4gd//we9zzxqOThwlGIETXWCErBeVvXKJuTTfGo3fY454DOaoh5QQCfjaJJPnFdJUFWtlKVlHEkI4H++AfzN3/Mb6QB2PHNsBoDpay59UOS/+lngf3x38/qBVmCKeyp4wJHncbQeOFjWpXcyO82nNuGhpKTpcURStZBxtJ7csQG88IUuFlYuGABHDPyie2kHjlKMIyo93DxxXtQLy2baH+1DQTV9iNraH+3odhPjY1bNLDDIpXAUUkkoyRIqFWMcbc5I4R5HlcoBbLdBirUPoJtx1LOq2t35Xdxb3MOXPfJlWmZE2n4rT2yRqvVISO4tNAB0dXrVAxVqaV06msAUAUcdSRUxjgg4su863HRx/5UNjMMphNLjdFEtTBlsYhzFgdh1w/lCmE03r9ZTmEp57/rHwPFLwMfevn77xGrN6h5Ste5NHq2ZHuOI5joVHLTwZGHFAL4eAKH9HlNtU98Lu37O2KF5/0D3Ca/8fCSIZUntWmDKYxyxayefPetxlGbVfOpQA2R7oz0t4/bo/czfxQJHm7ETqWIqD844IkkrZK370GjHAOTtwCBJP0ccFIIG19yaY076+Ro2OejF3OQl5gG/H3keUFTGm69D9F4/8kut3xFGsxqTSWgHKHN+d34XlyaX7PPygClKnlYzx7ir5n6Vu5bgB2p6vtRV1fJMIFPKrl85JGpq8+AV7jt7RgisCW6+bRg7OWosyi2AC8Y4OnOPo9r3ONLAV41ltXliztvPc8U8jhgjaIt78KRqIvQ4GoBNE/zbsqpc+8Ag4EhYNMdjBA3gcdQqVRuQlfXW9z3vviv06tsikubYltU03PPR3rAB44ju4QEDjh7e6N1+tKqaZW8GVdXIq2jczWIGNFMXwLnH0XmcXYyyERSUkT/QxjiLS7GCCZEbL6ekatYcO3SOj0XC/4biH73/H+FtT78tOuiaVdVSFavM5ioARnhCPikm9n688rzQC5FEtpHHEW1eUlXVdNJMTAVhNpAB/bzo73EUVlXTG9mWU3Kgtzk2tb+sl/YeGsh5LBI+Viu58jbY08Jdu02YG1XVIlK1fP0TtybjqOMZ0cQeAkes9PIoGyEXua46ty5wRMlABLzgwN2+kTw1fIi6gCNiCUWCM45iUrVKVrYKimUcQcHzOBrIHLtC7lW82SYa5tiSVVWLeRz1BEc+9VAnt6+9+FrkwvnTcAC4CRyRVK0bOHq4fIhJPsHuaNerUCmlpuErZM32d6/qjTdRnRNB/eax3RbGEeDeLdBprt4WAnp8L+slcsHNsYdhHLm5lLE5AMY4mjsmzSff2bvdn/vIz+EtH32LY7UKaSQcLeOMpGotYIaVkHGPoxi70oIv5jM+3o9e7Lx+AhiEEL55tQyBu9q9291H9Hd2SB4XlVs3ATfOnMdRAFrQvNODcXS41An8aXmK27PbfrIjpYP1t5SqfeC2ZrB80ZUvsp9xxlEFBopUCz0/92BWUqXWUKqWicz3/kBgjk3rfpfHEatECkSkag3GEeuLu1f0z56V+Sj4WumqMQ1jjn20OsKlySXf3oASZmIc3fuE7v+v+XPmH73Uq20uVasM40jCSNUgLZMgg4Sam3mT5oo1pGrh3jQT8ICjCjlGqLHYSupF7SnkIpiDhpCqtQJHxdaMIy71ygT8qmoD+OuE5ti5YONsCDaN92+lfkbUPjColOy9n76H9336Pry8aYAKiQ3gJQSmgO08jtghb21JCMP5DyXNsS1IPgzjC6A5jxhHgVTt5CZw7Uv07w/7szfjHkcGhOceRyJ33znp9k0EzhlHwDlwdObhyabMBJhlmabihxFMiByUSAFHcWPjNlAhvujxyfrGsUN2/fK53OMo/hWuYpUPjJDHEWCYOgHjiEvhWj2OWoAjYtXYqmp1IFWTpV1E61TX7zKvrl3Z2bCq2qpmHkfJd5BuXyqJSlb2OY3zcZxx1AkOxj2OONV+mrtrJ4mOM1iHf42hOfaaG6dQAtEJ7AgRfc8cOAL08+Hm2O4L6fSiw+MoMqZ4P90faQCiISdre8cdbBd+ir072sVpeeot0qt6xYAdDtgNKFUzG4sSxXDAkdkUEZNDKGWZBI3cfg1WzbMPnwWggaMiK/T1K2XZKdtK1Q6Xh7g40ZUefY8jAswTjCOgk43CzbGBNuCIJbVrgGphCDDGkXAMHguGb00v90F+274QWl60mrlEs6fh7VP3n8Kb3vcm/MP3/kOc1LdMcz0YR5MDfT0tY8FWSIwwjhw9np1C0vPhDIgORhBgAIbAg8iTEGRMqkZM1tFUs4I6GB0rucIkY8CRCICpkHFE624PjyMCjgDgheMXghLG0hkDbwkcPX/0PC5PLuNLH/lS+1mUcURStdF6wFFSqsb7Dz/8mF7oxdycVbMk48heL9AE7wAn1Vxzrm56oxCwuT1L4WR1gv3xvt0zOgmNAdayAnjJyNRe+83659HLne1WskKlKsY40ntQBWWAI+VJ1SxwZBlH/Z8RB9aaHkcZSvII2gJ4cQcFCiMuwwIwRDl7/o5XAUBuGUdbMKZ8qRrcAYLIBwEtPKmaQOBxxMbyhsGfz6gQzu/JAjvbS8n4Ici/++gtv70hzLG5RxBonDEPJWCre+ByypozfwcAdYCI1M6Tqm3P+PLXGiZVy9ghC6AP5y48Duxc2YhxlIvclyOG5tjjPTe2JxfOPY56xjlwdMZhjYdlpU9iAIgss797EWhHuQyqyxy7n4wpLTN68cSdrH78wcft72szjiyjxk9+vDL2jKkTVjdw5tiJSTUhVZNKolIVRtnIL6sdAEeUlKtU17fm1emqZ6mqatocu4txRO0374E2wsSYIoDNlp/1PIjWkyM2pGoM9OLgpmsfLVK1NT2OpL/Z66yqBkQBsLD0MvUjGcqtekvV4l5cXEoGAMdlsJi0veMW423AMJpM+ySF42N7JVes6hlrfyBz7EpWzBw790olbxIvHL2Am6fOtLA0fU+ghXG0JnC0N9rDtd1rASPIMQcbjKDRjn43PRKSw+UhLk00O8PzOGKMpjRw1F4RywJHZI5t/nzvOHh/IeOop4wvDKH0vDGv5toc2zJeBjLHtn2FNmJsnJF878hs7npswADgj279kf29hqm0mZHHUcs47mGAHjOt9g5aPMYIo/jz8bXs9mriLEKSjuukn54/8xWhfl9Me5msh1XDfI8jzpYK5mySqrXIgB4sH1i/m3uLe002h5WqbQcc3ZrdwvW965Z5Z8OsYzRPKFkxqdq+ZqK0nJ6H6yWPRrLjgbN7jiHXEtxvEIh5HHHgKGApUL/pAV57TcYkLgKDJPwn5Qn2R/s+w5j6EKDXlpc/pH8nxtHJrc52QwP3WgIKAkrVjhFknn8G6Z4NyTU3kaqp3DKO7HwkMlSqQCG2ZBzZZ6xQcFAEOHvGkcqQbyFVe9N734SffvKn7Z8zoRjAz2Q6W4AL/PpFJtkzGqb6n5URAxjlorlfHLCqGoTSh9SeefUZS9UGZWUpa4Gi54nt+ycQAbC5kiIbbX8IxbZU3mGy9Tgy90DFEg4eA4675yIKun46bNTfaRi6tJ5VC7dfB5xUrUOSTVK1c+DoPM4suH+MMoMhE1kcGMkKpDyO+gNHMr7RpvYTkwqVuwb0CSFFCBz1Zxz5yU+jjL35/01Gk55gk8BRgnFEoMc4H/tSNTYJaBkQnXJGEkKAMYISHkRyacGLkHHkexytzziieyCwcZyPsawc48hjBK0pRwzZOjvFjmfsba8fYEmI+bNnjp1mrfE4Wh3hje96I+4v7nuLkO6nHeAaYNhxPRlHYXLRVVXNStWaG9aYVO00BCDM/fw/H4jQ+Eftpck5gErAFPc5KmvXZ2swphdnHA3kcbStOfanHn4K3/ZL34a/8Rt/w0nVmHeMTHkc9ZCJUNw4uYFXHbwKQgiPEeQA4EhVNSF6mesCWqpGwJEHTNUEHCWkakAn42hWziAgbHJO/eh//TeBfMUDjjb3OFLKyQXzjG24N5Cq3Ti+gTe+643+umOrqtEfGfNu9ypwetcxFHoALgBwe3YbRVbgax/7WvapqarWyThCK0BFczOXejWSZmrfYxydODZEhxwR8CVNvjl2cIrKJaz5RLOCOhhNXALktW/ZKLkPWtSM0VRMW2VAh4tDfN4lXdnq3vxekOzEPI62AI52r+MV+6+wn3H5BgFHVS01mFNMHWuwBSRfSmOOnSUYR2DAEfdByoynT8c8ygFBwGccefKKmDn2howjT6pG9zAQ4+h4dayBIy7X9IAjc6+7V4HLrzHX3w18heOskhJQWi6YZz7jyAJHoz2dEPb8DgqXBGrZsuB9nzGOtvI4YuNglAV7lQGkQO3AUY5iQ6naH778h/i5j/4c7szv2M+0OTYzlx7C44gd1HmMo4Gkah7jKOdHpMNL1WClXpwRNKwUqyFVG8AHyoFrzPycZFgDGFfHgS8TiQI860SDcWSlagE7en6o54m9R4HT273bp3yyyIrA44j1UcDt1wEtVetgMQPAaWUYR+dStfM4q7CyKVlaQ2yRqqoW0GBpQd4f7ff3OCJUNRYJ/xvAGbkCwIOFOwUNGUGiEziKe/hwjx1uKm3bZ1I4CYFVauFMMI4I9BhlI1+qxitYyNJO1klWk73+OONoVa/sBpKbfNP/6wRFLOOomRyGng3UPt1D73esZGNzE/U4MtdAz94CU3QPUcZRP6r2r37qV/H2Z96ONz/55ggttYMRRPcR9NUYa4o/Hxu2/URVNStVizCOKt8cGwCOyiAJNmPhh37tqUjbrDpNJDhjLQYcraQDwpKMo9Vp56lIKirlfL4ajCNZd7JoeFA1pueOnrPzBwewKSGMVlWrl7024C+dvGTNpan/arkdgRii2T7Qy1wXaJGqqRZgak8DQV0bGUo86T2TNv7uUcg4Cs2xN62qZg4RVGUkHKHHTv9k4Yfe80N4+zNvx7tefJf9LDTH9hg7u48Adz7mNpQ9q6rdnt3GtZ1r+OZXf7P9TGS1qcy0JXBUL1BkhTfvEatMM444Y4QlI6sZA46678MzUTbTslSy3eOoIOBoPcbR7WPdN9777L2AcWTeBfWdfGzminap2hMXnkAmMtyd3/V9ISSTqm0prbh1qoEjzjhywI6wsvGyqjSYM9pxJZJbiKet1gAAIABJREFUNvG05qc9jlhCNQ42+ZsAR8zjyGs/BhxRv+zhmcGDS1ycwfowCflJeYKD8UHgccSYEASMPfKFJolCL+Zgk3GkoCEi5nFkrj+HQrY80nLBfKz3FmswaF0f1e0JqMAcewhzaTfPNYGj7RkdfN/pA0cCJTLkYjOp3ScOP9H4zJMsex5Hm9+DX1VNIedyviFlWACK3OUcQ1ZV4+b5lVT+OBjAHLtZVQ0++AgMwzgSChWv5LxB8ZpYeFK7GHtzQNadlxNwc2ylHONo/xpw0h84SjKOuMcREABH3XsK4NwcGzgHjs48OONIkBwri5R4BhraUVqQL04uJoEjmgD7+d+kFz1KXouswP2FSx7Dqmc0iVcyJVWLM47KunQSrIhUjUvhNvE44hVWaCNZyqbHUc3KeEflgraiVzN5U0phUS1s+5Ni4nscyRU6QZGEBxRdHwCvchiXqvnvOPH87cagaSyd8jhqMpoCxtEGHkcEgt2e3falapLpmVuBo3HjHpb10pOqhc/HRqdULS0n44wgAo4ehqwD5fpQuu0EcMQSQWp/xv6uZhzFPI6YOTbUxqyUmqouQTOaPI+jP/xp4EdfA9z6aK+2uETt/bffr6+ZSWYVSdUa5tXt4BqFUgovn76Mx/e0iSqXGVmPI5WYS3t6QXHGEYEKUkk2T0SkcCSxOL6JtiAmCvUnO+eF4H2DcbQZo4wYR7qUOhwwR2D4GhtVMiX/4O0P8m8w/zU/ubfC3lU3L1x5bW/G0a3ZLVzbvYavvPaV7NNaJ1cDSNW4MTbgg4M+44gl/uXMveOeUjXLOPKkauFmWLkDicJ4HHUAR+G8feO+7hs/9/ufZsCRQAPsz8eGnRgfY5WscLQ6wtXpVVyeXNbMUJ7sgJtjB1XVpATe9h29DNCX9RIPlg9wfe86vuraV+FbX/Otvnm1EFY27gNH3e+X9kchcGSrqvF15tVf554L0As4CqVqDcZRK3C0vceRe0bZIAn5yUpL1RqsuJBx9OgX6jkjH/cCjmheo36qE3GhpWSZQAYFRVI1IQ1wdFH329F6nn0vn2pGY1YfmPbcOKuVQIXCmGNv/pwIGFcKGGeBvGiAxHzJGNve4aXIUKoMI9TO12eN4Ae+FHkWVFUbwhybrYdCKBRkji2GATj5fnGcCyeZ5ebSQ3kQCWUOKQJG0JassmZ1RAZMDcAe5MWQ7MGZyDYqXhOLZFU1Al5aqnP3iaT5NpeqlXM91qYXgf3rwOmdSEvt118IxjgKPY6AQKpmgKOOA0c6AOSHCp9tcQ4cnXFw4IhMzISIGLoCDQomLciXJ5c9gIIHTSCex1GrOXZ8wJOM4tUHr7YlqgE3AOl7uqVqacYRJf0ccHGDWv+gqmqtUrUWfyDPHDsiVQOTuEQNyluqnlWygoLyJHccmdfm2GyCTV0/EJeqEWuKAWzcHLuBnEfbN0lKS0UyIGAcmWumZ+gShFhVtfbKfBQvnWgZ143jG94zqhQ76U/dA30nuwellO5D7B4m2QTLehmp2tYlVYuDm0BcqvZwFQeOokOgg3G0qle2/ahUTZZQtWME2bBStf4Vw2Kh2Tr6+axUoU+DKZ4z7JLf+z96tXVrdssunjT/cHBTKnOynTSvbr+H4/IYp+UpHt83wBGTGTlz7AiwQ9/RcdqvlPKlapkDpiQDjpoeTRMt5+ioOESMhTzLMcpGbs4LpZ5MSpViVPaJUKpmEwY75/Tb7EklcWum/QQ+fPfDrn3q8ZaFyhJnku8BwKNfrPt/D0nr7dltXNu9hi+8/IXuQ2uO3QIwW0ZE+h2H5dQBxjji8xAl/lyqNjnQSW1PxhGBCnFzbGYYaxlHY8046jDH5lU2AfgJsQUVIh5HxcSxEyNxtNL3dXFyEY/sPBKVqiXNsV/6I+DDbwN+7X9qvXYAuDPTm/1Hdx7FKB/hR//cj+J1l17nybCsVK2qne9Ejzmiu6oaY5TlI+DvPQO8/n3m+XSb0IeMI/4eGoympFRtPcZR0hx7y6pqpSyxqBfYH+/7ButcqkZ951EzFnuWpyb2ODF1LePIeBxlSkIxc+x8daSNaIG1iz1Qhb6i/HwAGriw1fkUjFSt2srjiJtjFyHjKB/3mtfaYlUx4CgAsCuVG4+j9YELbnZPkWVwIEg2jDm2L1WTCXPsYaRqRQ54oAV9z4BSNX2AzKVqQ0rh4IHkAAYG1yQq2x9F74PdrvCuH9JfiweQw/H2ZyuWN3FzbDqwJalaOevN4KS1jKRqfhVStq+mfQT/vQfjaJpPbW7/2RjnwNEZhw9iOOAoKlULkHRKNC5NL3UzjhQDjtb0vwF0kiYg8DkHnxNlHNVSVzOyjKOkOXba4yiUYPH2LaPJMBVazbFj5s8yIVULJnBic9Qqi7OaWoAdumYOHHn32MscOw1MEWsqZBzRs+lngE4TbwAcBVK1nWLHApP0DhqMI7rGhjl296JBZuu3Zrc8YMc3pW0BjvKx957p3j3gqJgkGEe0CHVI1SLgDpeqkYa5uSEj5sUG5tjSMY4IOOIeSrxKXKUiUrWeoEsqtMeRA6Y8xhHJWu58rFdbN09v4kuufon1NwJcHxJKOivlcCj3YBMAwMsn+nSZpGrcm0NZc+wsIVU76Naql6eoVe2kasIBU1R9MclMPHi8F+OIEk8PqA0Tj4Gqqlm1kpWqmQe/pjn28erY9sHbM04Pp2dOABKjyO8+4v7atS/WP3uwdQg4KrIC37L3fwJyooGjoNpQI8bdtPKwnDrQwjji5tirmR5n0wvAstvjaFEv7FyR8TkhRr9vmGMftp5uh4yj2colPFFz7IozjtKVw6gv7hQ7uLpztWmOLVvMsT/+/+qf1/9M8ropCHS/PL1sP9O+NNSek6pV5Uo/n6IncCTjVdWEqehlE07qP3uPAJc/V//eA6ANgUfuleXLN0LwrnLeUttUVYslOxsm5Cdmrj0YH8QN1gHgq/6aZma97j/Tf54cbC5VU/od5EaqJk0fyiGRlydOFjJOg5uxePLOkxjjEvJaA9VKSNC8VEq9pg1VVU3FzLEj3ovrhisvD1ShVE1l1uOosa/piIfLh3jl/iu9zzKhrOx6KHNsn3EE5MQ4GkhSyc2xC+5xNCCww6uq1aFUjcu8N4youbQIGUeb3wMB/xCccTQccNSUqrk+qrICtx6erN0/U+3/6/c/DztX5wngaP+a/r2nzxHlTATuuAqSAeNozIGjnoyjcvZZbYwNnANHZx68YpViHkdxxpGv3aWTnCvTK0ngqAkqyHRCnqeNjU/LU+yP9nF1ehX35w444qXgpXKMo+SUlwBGSun8aaZFuqoalISCwKrVHDvtccTNsVdy5U1QPOFUgPWc6nP9QDdwtK05drSqWhWRqvHNXqN9YhwFFclCxlE+tX2K3oFlHDUSQ26O3c/jiICj49WxZ169nseRe0YhqAbo5x9lHHWZY+dj/f8iBs2r2jHj8izH3mgPD8PkkbFdGmETnm6PI5KqhR5HBDD75tghcLTeSTYFN8eukDtWAQAcPqd/3nuGMefScWt2C6/cfyWuTK947QMAlHJV1RpStX7g1935XQDAtV29aeCl1H1z7BTjqB24IMoxbQJs+9JVVUt6KB08Bhx3M44IUOBgeRb214GqqtFcV8kAOLJStX4byl/9yDMA9Lpzb+GYKHarbedq84HInO8TAFwxxrodz7+WNWbVDAcGBBrjMoSaApCBx1FknNlNXrs5dggc8cp5SXPscqbZOpMLvRhH82ru/G+4x5EF7mLm2IZxBNX6nEKPo/nKSRQcqBBhHOVjzZhqkcwCeg69Or2qGUc8WYBMm2N3MO14kMyXwFmAATtWqmbmCZoPPKlaD8ZR1mQcOX8g/Y2N6CEJ3djjiPrk7lV9gJPwS4xFPOHMtk7ICTjaH+1b4EjxPgQA/8kbgP/hHcBVbZiugaMe5tiBVI0zjoQwb9uMuwwSWc2qGbXIKWNx4/gGdsUrIEzyLYTzOKo4cLQF44jWXw0chYyj7YGj2rNP8OehlWEcAUjvgRPBqyRSCKEcMM0lj9t4HLF5QgjncaRoLgK2AkV+4gM/YX8vcjCvteGkapxxpGXRASNoMGCKzxXDMI4W1QJ/fJcKbCirZHEysoEZRwS6mO+4dVLj6Zce4FeefHmQ9u/P5uyQhUnVPMaRAY5O+snVqH06LPfeQZbBvgvaRwBuzekAy0+r089qY2zgHDg68+DUeAcciThoETKOzIJ8cXJRJ8iRicbKmCgZlDVOVokJqSXpP14dY2+8hyvTK7i/uO8qOzEpXCXdBFKv6XG0qh3jpa2qmiKPoyqRuKbMsZk/ED3zUKomlbSnSRIJ1lcLsNMJHMkS7pQzBRwVenFdw+OIg3cA2sHBiMeRUgqlLH2PozZz7HDR9BhHabkjD6rsUcrSAz39k/42xpFvwBcrvTzJJ17VORtd7QuRlCpwgBPQrKAG44gBR41TlxY2k1LKSwR3zN8lAIO+nzOCbNB9TwaQqpnrL1FY3zVICRy+YOQtJ8Bx+6ZAKok7szu4vnsdj+4+aj/nfdQmhA2pWj/GETEfL080W4EYQZy9KSHistnpxU7g4rT0q2PwqmqQvP3IF1x4hasgloiQcUTjIBdBf214HG0oVWOHCLqqWsScGQDe+zMaHIzEqpL4vrf/AQDgVftPYF7NWf+kOdpcPweWX/U15vp3XLWkDtCF1jd6/lIpQGWQqKFtJ1oA4D5StboJHFk5YkOqZhhHUuqxO97r1YcA/z3HPY6YrwhnHE0vmQbSPkdcOgsAM1rbydulwXZh5tgtbA6aTyf5JME44lI1BnwBbm7rUXGOGEcXxxe9z7k5tpW0Lsy7HO0wyW83cMTXBEAzmhqMoDB6MI7apGo1mbfqL4RnUE7A756ZF9cA+aMJ5wBV1Y5LnQxxqZoH/MZivN+r/9MBJ421Sioo43GUZ6bgielDBWrkHDha0+Po5uwmxriCzKwtQkgfOFI5ClFjsYU5Nmej5DGp2oDGwJWUngdRqQQKM+7WZU09XD60ayVFlinfnHkAc2x+/UJI5DYnwNb9VCppi24AQJFzPjNnBG0H7LhnokwewKVqQ0rhiDkYtA9s/IyevPOkY3bjjBhHKQ8iIbCQAiNR487xpkU8gvaljMyljHE0uQjsm7n05NZa7fPDRu8d0DiIMY46wPJzxtE5cHTmYUvD16Ud4JnI46fkWeEzjswmkDw4lhGmjZO16Mni/skSb/9QQkLRIlUjxtHl6WVUqrIbDVvhSVaopbKMo06pWnBqHlZVK2Vpqhf5E7RQMl3xDEibY7NNpBACo2zUqKrGmQr630S+owXYoefPGUE8Gr4HqcgnrVXVuMfRSq6cXJAZ4rUaoAMeuGMBqdDjqF5AKbexINZWg22ypjl2WZd4uHxoT7848KL7aYecDzAAlXvPIWhHvy/rpbfZ1tdPm4KEVA0wJeGbJ86hpO9gdOBdPz/JVjETd5vwNNsmjyxKBClh5sDaql4lgCNiHPUDXVLBfb5qZM7jaP5AJ51PfKP+8/1nW9s5Xh2jVjWuTK/g0R0GHLEysQQcNcC1nj5NBBxd2dGMJi4z6pSq7VzqTGwJECHJoFdVrXZStWj7+9eB2d1WmVFMqqaUQh7yNXcdY0sDR+szjriBZa1qZLqcjv6fOWMcLY6AX30D8C//82g7T986hsh1fzzIPweAY35Z01jLSGTjeOcy8Iangb/5751/SUfSSf2eNmFSAQI5YE7cJT8pD2O0qz/vMscOPI4apcipfSqzTaAISdX6Mo4CjyOP8cKlXhXzINoxSV6Lz1HIOJqtXFIrZZ2WqhWmqloH42icj3F1ehXLeulVVq1VRKpmGVlmvuoDHBm25gXqE+CMIAUlBGqSTtGGvZh2Sn75PYQHOJnIjC9HywECjbMEs7KUJSpVeaCd53HEDtGsQTl9H+2xCBhcp9w8259YVtYAEiACyfdGexHGUWIdnhz0uvYm40hCM45cVTXJPY44cLSGp1sta9yZ3cEEV6zBt/aupoMvvWZua45tpWoqMH4GgKyA2pZx5L1DZQsxkDm2ZRytCRw9WDzwmH0A9PPnDOwEI32daEjVyCJLgfXTzZ7/C8cvAAD+29f9HchqH0Xm7DF8qdpwVdWWJfMIou/Z1nw7Vs5+II+jGyc39D+v9gzwZa7f+g8Nyzj62Xd9Cnyuk6JAjnorqZqfl7m9i3cPtB5NDhzjqK9UzVy/J1Xjcx29A8446sFiBjRw9NlcUQ04B47OPLg5tvU4ykTcN4O0u4FZ8YWx3nRxZgJFyEYRcCf9jWiRqp2UuuIGLTxHZtPPQYuKnUImWbRW6tXucQTAY9M4k2zZbo6d2GjwqmqA3hCv5MqbALV3SQfjCNCJVgSk46e09B08Ok857T20V4azJuJUjck8S49x1GWOzRYPC3gFHkdSSa/yHH1/YzMtAuAIqnVjQObqr7moJSvcXLqRsKUi8DiKlV6e5BOs6lWTiddljg1oZkSQlGg5pvQZR2NfqsY9mqKSyhZz7LAK0LSYQkAkq6qVbcDRmmWeKWpZ2w1LyaVqdA2Xn9A/mVw1FlTB5dL0kpWSAWwe4lXVkubY7ffwYPEARVbgYKQXdF+q1sEIml7UiW1LP6XnHjKOalUz77WEFG7niu7HLR44HnBkpGrLSqJA0F+p9DugE9p6ufbGu6zd5ktL1QBhGUfM44hO7I7jJ3d3jpcQuX4u9UK/VwKOKBSbq/37uA488jr3fjuqVtHzp2ekN6I5FHQfknXLPCGE9jlqoZUvqkWyqprvtUbgS+3GgZWqtYMjVGnTVlWjilUxxpHncTTR4CbQyTjyPY6Y+byMMY5IqjYxxsNpk37AMY4A/z3XkldVCzyOCOietxt7Aw444owjAyXYP1F1SrUkqdpuZ5EBoMnQ5e2rMBkJY2QAoQQIQKBmyuPIlzqGckGzbtH7XYNRwxMqj6mwpS8K3c9e4RKehlQtjMn+hh5HAJRAbaRqGRRq844042ip11/AzXc94s78DmpVY6QuQ1gQwe25SimMOXaN5RaMI2ufEJGq1WIEWS7x/f/mw6l/3qN9vp4oVlpdS9UKoUHJTRhHdMhMkWXSr35pgaPNwS9fqiZRmP5TY3svro/d1/6Kn3fhSwEI5LnQlfP0l+mfA0jJeJXoOc2p3INoQMaR/i4DAFP7wMbPiAoOqOoA4IyjIc2x2Tz08kMmJYOAEhqcje6LekYUWDPtQxjlDc2b4z0nhe8rVSOPIxEyjoK5jptj95SqzarZuVTtT/oC/rSHJ1Uj4ChVVS1AoskYkzYvMZ+j0P9GIOG9ArSWEj1ZnWBvvGc3eJTs81Ltde0gqZSSLFVuvqydBIiXp7ZSNXMflHC2ehwpl/za9pk5Nv3USXh8glJACzg1jvoS0DO2zKncZxw1NpOpSMhRQnCEnhO9d1dVrQfjKCLzCj2OqO1QlthYNLkUIO+mOlvg6IIBjhrASx9Wll9VLeVxtKgXacZRyhwbMCbE/niKPaeQcaQN0B3bpQw3d8VE31fMeDs4mc1EhmkxjUjVzPuIVlXrb4598/QmfvfG7/qVBc08JJVO2DI61aYk/4KuYIZZO3BEz+Ty5LK3WfWqqnV5HHWAX/cX93FlcsWyOOxcykB4laqqNr2o31MLOEXABZ0eWZBfVVC1AwejwBSxhFqe07ycWzkiSdUqqeyJso39x9zvNqFdjwau50u3FuRCOICnYPJbkiAmxsbt4wVErvvW7FQzyUh2ioBxpFIgeYtck4f1mGJSNaFyKNCa0AEAT/Zb+1DMHDvucSRcMkLjYLRjzLHbGUfkoxcym/wSwyT1Uqzq2dQxjloAmGW19ACL2VI/EwE4xhEYu8zzONpNSr34XHd1qoEjSkgALaGxbMTQUHcNxtHh8hB7oz1PTubMsfVG3gJH1uNoqmV2QBL4AppAPG/fe/4pjyMgye6jwxref5IeR2FVNQscmfe7BsgfLeMtwPaGmyWFFiQf7Tpw07LiUsBRT48j86xcVTXNOAJ0Yi6gUAsnVSvkws1zRbxKbixunmom/QhXkCHicaT0mplvyTjypGoWtNDft1Q5cqHwlt9/duPKbdzjCEKhtmbZAqWxgFjXp2lezbGoF7g0vYSf/gtvwer+1+kWBQP6RZYsnrJO+FI1WGCnluQfg43ZNM8fPQ8AuDZ9NaCEqdgWMo6GZQQ54GhAqVoKAAa2Zhzdmd/RZAI5hg88Cqda2YINZK+ZglUuhBCWcTTMGCOJesg4CoCjfKQP63oyjkKpmmeODbj5f8wYR6Md/f875rzT8vRcqvYnfQF/2sOXqumBliUZR772lUrY06Z0EdnkhIyjzNhaRiNP+9Oclqc4GB1YxhEl+77HkUJm/DlSZJ0Y40gqiUpVNumn++H+NG6ilVAqIgGy9xCvehYm/aNs5LFpAGN6yxLO6Dug74gZcAfgVJRx1EeGlU+iJz5h+7QRo/fueRC1GaADUala6HFEbVt2hX1WHVI1oHXjcW+ugaMnLj4BwJeq+d4QHYwj9h0xP4txPvaqkNnow2gaTRtyyvD5A2iYY2sDdGKtRQBOIUzCFpHBBYw1QCfNnlRNrpw8lE/Pa0rVlFL47t/6bvytd/4t/MJTv2A/J9BFMm8RnTCbBO2Clie1sSAAn3HEZSicFUcJYYM8YynB3VI1kqkBPiMIlhGUkJJZn510ckvyDQJ3uIxJdrVvk/70cwoZR4t6gVoq62Fh4+C6+91KfdvZOmGsKqk3eDCMo0y4inkFY1cQ0ygh49SMozmgBB4c6vd6aKRUtNmj8SZS4ywhVw7DsjrM89ePOYc0wJFNqFLjeHqxVeYV8ziijeTTtx768wQlI5yx08Mce176zJRWxhH3OLLm2Ej2IaUUVtKvqnZKUjURMo5C4GhkPI56SNUM48gBhNor0UrVQo8s6pvLo05m3NHqqOFv5MyxNTva7ldoPih2WiW/FDGgHzBSOKj2dYb2KYk+GmMc8e9prGM82aR1i+bFNaSnUVPaAcyx+f3YqmpUZjvpcdRPqhZKBvW+ijyItDRXkm+jKFGo0r3fNaS5xIjL5UU7zjS4SYxpzaLVUrUBGEeqWVVtpfR7GKHCvdPNWDucIS2gvHluYdpftzIc7VEuTS7hdZe+COUDDRw1qqoNIFVreByZ7mMPk7eQkt2Z3cHB6AC5GAMQyDNnj+Ezdtj43iDcoYfCfEX7TGI0bQ8cceDFsuwHqqp2b37P2EAIAAqyZs9nAA8rAMGe2mdvEqvv4XwY8FFyWTcd4sjKzT20592/Bpz0A44op6F8wTso4m1yxlEPFjOg1TnnUrXzONOIStWSHkdNxtEoH9nNb4xxZM2xlV4sM+Yt0mw/TWMkFDWUqnFgil9zp8cRO0WyCXnuzLEBvbF3EjXzlxWZY7dI1YL2gSZbZ5yPNXCEYCMmXdJfJVlNkyjjKPQKChlHvT2OEqdsIThCz4nYNp4kK8k4ap4o2XYZIGKBI8bY4XJBv82i+Xsb42geSNVSjKMNPI4444h8mnhVNf2Oe0rVgvEUkz4c8BMJ+IwjBRH3IRjt9JKqAfoEmEvVVvXKMi1qFZGqTfoBR88dPYeP3PsIAODnn/p5+znJvCRP2DjTYveK/q4OqRpnHJGUFuDMR7ZxSlZV65aqcbPPuMeRiMtmyV+kBTgKGS+2fcU9jpqMo2VVoxyb9tsYR4HH0bJa+qbDFHtO6tdW1bEtdD80wJHSUjWb1Ge5fqfVkjGO4mPj9vESk/EShZjihbv674Tm8O60MDGO+zKOAqmgTjcd46jV4wjQVatanv+iWjTmaEo4v//tTwbAkUl2uJRsekEfILS8C2IR0nu2/jFJj6P+5tixcvOzJfMQsx5H3F/H/P98pI2H62UUbFhKVlUtIlWbryrmcZQwx1ay0w/i4fJhw3dFE6RMMiLYPGRlglN9/dmo0xw7F7ndY1FYg3J+Eh9GB+PI+m8xSQLvS977TckFCSDfBjgiX44t5S18rvPMsft4HHWAg1aqVpBUTcEyjoReaWrTh/bB+j+wlscRed5l6sCrqkbPvZTCVVVbU+bFw1WR5IwjfT8ldF8rUOPBhsBRmJTXbJ5bSt3+GNVa90Bz9KXJJV1YgAF3WcjmALZiHHlSNThzbJsebFH17O78Lh7ZfcTYSAhkGdtLhB5BW4A7Li9QWFjGkfloCEYTe0Zv+YNPg1Y3AFuzsu7M7+Dy5BH9joVyDDaR9VIE9Am/j/rszaXMUEAOCBwFB+6ZWYtXp3oNKMzed+9R4LSfVM0yjgT3OGIgOe1BJ/7+XrOMO4Cj1YmtiPzZGufA0RkHl6rBMo4SUrVgc0D+Bm1SNZoAK1nheFGZs7wUcDQCoKIT1qLWm+yQccSBqbJ2hplJj6OMzKXdZikELjiTxpW9NlI1w5iKykOAJOOoj1RNV7aj72thNRUJxlHdg3HUi00TZxylPI7s9a/jcVS3S9XI+2NROfDOAUch42jU/L1l0aME5IkLTwDw+22jGk0qAj+uGGtqnI8NE879vYZ3SSoi5tix5xSeLOi/08I4ApIn/dQ+T0B2i11PqqZBEQMAxKRqxVTfVwdb56UTXTL7r3zeX8FzR8/Zzwm4U8xbRCe0JNHZ1ZTgLsbR0jCOJpe8xND1UQUliHEU9Kd8rOeJjns4XB56MjguM+JStaTHEdDKSGlI1ah9WVvQIgSmylriL/zY7+D7fuNF/UHiOZW1NtfljCOSqjU8jgo2jxDDYU2D7JJJ1WpZ66pqHNihOefYFE6oltET2zvHS+xMJCb5FEdzhd2CM+7oJJ5Aig7gqOMeqN/TM5JKQaCANAbrsgsA3rkMzO4l259XTipIUdV06stAfmuOXfvm1ZPu6nB0DzSmrTl20uOIMYJGU/2+E32UmKYcyD5dsQ131OOodN9J9x4ZZ3yuuzS5BAHhMY4kHLu44XFUzmHXnw5G1sPlQ4+RCHDGkU6m7DxE8zHN8QnmJr+J9pDxAAAgAElEQVSHcA0G3Dsg5lo7cBQHLWJStSbjKAUcmTlwS+AIgFvrt2Qccala0xy7xeMI6AT4F9UCAsL2U+2FSbIfZaqq6f+3DyYFBdaqIkks10ztIbPsDdjKoJUEKhQYidqBARsEr/AbAkeccbRp4swPujypmsiwkJltfx2pGgeONKipn0+WsYMKj3G0BXDkyZhgn5E9TN5C6nVnfgfXdq7p/EgJ7dXXkKqZ79kC3HHjTLrDPyslGw0KvPzSH93wQYstQeC787u4NLli3rFiXoDDMY48+4dAqqaBo837P+D3IY9xxH2aVqcO4AF0QZKejCN6/gtzifNy5c911O44AICml1r3jLWsMatmjQPlz7Y4B47OODypGvn4pICjYHNAvkCx6ksUHNg5XpTtwBGh0ZFFY1EtMCkmlj1AHkfcHLuWrsJBmWKJCtGgH4cJOYEW3BzbAkfG4yhpvJY4kQ9BlyIrGubYUknmh9JWuS1+ChaCU61V1Vo9jsbJUvC8/RA48j2OWlhlgHeiRKfLIVsH0H2K9yHdfhvjyPTRlo3HvcU97I/2vTLt9h5kDYQbgVjkPuOozadp0ehrfYCjZlISk8PtBwsLZxwl+1CimhGxEzwAr9hpAGvEOIpWVbN02vbN/K2ZliR962u+1ftcMx/1GFN8A8a9XXYudwJHh4tDC2p7jCPlTPopgWuMZSGMcW/7PRytjrykkxhBpXSAsITYXKpWGamaAS54qXbJAGbe/q9/5CZuPJjjHZ+iHUmc8RICCtNiipdOX8L3v+fv2apqP/XYDwL/zVv9f5goLtAVS844kpVOrDjwQizH2V3XfuRk7c7xEuNRjal5JnvFBcY4cgmV/iUBABP41SG3C6uqKaVgrHQB9GQcJZ6/VLJRyh4Alua1Ca/qFjGOJLxy9tPu6nAhwGBlQHwtyBljp1ro9YWe2c5lYNYcax9+8SF+5B1P6r/CwK+lXXipqlrgr0PvPBs5n6DIXGTn02yMIitweXoZd2fcBJ3tIjIGMFN7u1fN7+3v+HB5mJaqmb0KAUeC5kEaA+PdJLhc1hI3j088Fi1vH2DA4wYeRyGoCfjrfWOtj0rVzNqxBnuwwZAeyBx7Vs1QiEI/LyIcWQPxxF6ip1ksHXBawE4qT0rGzbH3RQAcEROyRzxYPsDeaA9KFhaYIkYTYKRqBtgpy+2TWr+qmv6+JQOOHsw2ZRzx9Uoy4Eh47a/FOFr4jCN6p0Kwt8s8jv7pbz6FP77R7VEWv353XUJI40PEDpO3MJe2jCNJjKOUVA0bAy8AAy4EUNbBPDGAwbRU0krfT8vK37NvCQIfLg9xMLpkrpd5HH0mpGqMcXS0GIa1lvY4mvnAzv613oyj97z8HgDAx1/W8/jHbx3rewgZR2HsXGr1HKQ947lU7TzONEbGFFCzXQzjSAhUMfpvcLJHpcHbPI74IqcZR2gxx44b49WyRilL7OQ7GOfaU6nBOJJUVa2DcQQ06MehBMgyjuqF3SjxE4BW4CjFOKp9ORxJ1fgExZkKEol3ACSrntF9EDU+Duz0ZBy1SNVCc2z/+jtOCWMeR5GKZJ5UjZJw+zxCxlHM4yi9MN2d38XVnauY5JMma0pV6AWuZSOvn8b8h+h+moymPuBd01sh9h0hJVV7HEnU5nQtLVXr6XE02rU+KYAeBzRP1DGPI6AX6HJzppklf/b6n7VMGsA9H4kgGSkZ42j3SjSZ5fFgqUv/CiE84Mj637BFOsoI6gC/lFI4Xh17bXOPI3pGnYyjlk3AvJxjmk/teI6Vapcq89r/xC19zcfY1al1QioVyjcokXrXS7+FQuiN3rP5a4Ev+Iv+P+xIaFPheRypCjn3OLKMo6X/zCOAyOG8RFFU2DHXMcmcOXwoaVUpqZo1iF+vqpp+pZk78bdlhhPjePeKfv6R9x9jKALAgoAXETBGMiNPoHm5mPQCH0MvnKbxMPx1vS4dMAIAe1cdmGdCKYX/4iffjX/1vk8BCEyZbXKm9Bho+OuYZ5blWqoGRMGX0JfmyvSKxzgykKmZJwJpRTl3wFHkMIvH0eqoWelJZCYX0W+a9iuiDICjxDwKAH/n//4AfuXJ5wHVBI7sO+glVVuDcZQFjCOe0MZ8pgj0XsOvTLI9iccIGsDjaKfYMVXOuA9XyyGU9aLrZhxxA3fthWmkZAQCmzFgGUe8qlrPue7+4j4uTy6jZu1zGU0lXUGJegtGDT/MJFCkCRzVOJxt9h1NqZo5nIXAUpr2xYZSteklA0wRcCQZ40jY/eHTLz3AP/3tT3a2e+v0Fv7yL/1l/O3f/Nvsivl8q6zHkSXwbyhVU0rhzuwOHt15VMv3VIYsc4fVZyVVW5bBOkPAxRahlLL7CQe8bA981bLWtiL5PkBSNXrwAm6t2cLDCgj6KPnpAYAQWNQZClHjaCCpWlVzpYaAq6p24g4/AC1VW510MtWlkvgXH/kXeOLCExiVXwAAGGUk5zbv4HO/Qf/cveL/4w7fxBMzF54zjs7jTCPqcZQlPI7sBk0PejrJafM44sbGx4vKmGMnXmuCphomORcnFxvAkVRSL9hWGtd20zutjCPOFKnDydN4HHUCRwnGUVdVNZ5wpg24O8yr8zgjqLOSC0WRaD9RVY2HZnQw5DyMCDgYejMBvjm2Be9oMR3A44gq9YQTbG+Po8DIPQTtAOaVFRixp3ym/u2TL+GF++Sj0UxKYpXbQuBoVa+MR5DxPIgyjvaiyULU4yiUqjEpH/kpAPAr2/UAjm7PbuPK9AqmxRSfd+nz7OeV1AC2ApDxDVjJnsvO5W6Po8Uhrkz1osulas44WXkn0I2YXuw0rq5V7bVN794DdpCoqkZJW8tzCqtj2PZVbenfIaPp0/dOMR1lkMiwKg6SzKxl5c+pVBEIgJ1D53Vkjhi1J7SpKIOqalrKQcBFbsD8le9JEzEGPpytkGUl9sc6sSvApWo+40jwU0IeQkSrFoYRraoG4ZQIil1/LHav6s13pB+lKm7NadoV0mc0WY8jBhxN+jOOGh5HnlSNJf2y9Mfy7iPAqQ8cPXdvhlUlIbKV1zZAxsPmG6LAEZOqWcZUkzESrslXd656VdUAhQvj3PhosHmirvTaRRvuFgN0pVTc4wi01uh1jADyjPoLvbPRXpQtNV/V+LU/vgkhKixWzTFk5YJt64xl9sX7aMwcWzCAxZelC3g+U9tI1ULGEa31QgAQG7MsZuXMMtfsvGy9RTqAo56MIwq9TySplNmfipBxRB5HU31PPRLdB4sHuDK9AqkcowlCWcZRWWtzbACoyyHKzTNZsXlmHNg53JBxFErVaK0ppVvztcfR+lK1i5OLhsFBjCzGHGRStZGo8OhBc38ZxgfvfBDPHT2H33rht2wxCb6nFkJpPz2wnEBkG/XT0/IUK7nC1elVVFKzETPeNa08cTuPIIDfg+8xBcCZM28REpKBmwFAuwUIbJnMxS6gNHdT8nluKKmat6dSHituIQWKLQ3oefsrGYDw1hw7lKoZL8gOudrTD57G/cV9fOeXfyfqamzugLE3AeCbvgf4zt8EXvEV/j+eXmrdl56Uej95zjg6jzMNAhlIIgJoj6NoRa+EVI02LzzBpLBsEaWpg1lwHuC3H59UwjLhF8cXo1I1ztBJmmMDDcZRKAHibBcZsH4EFCSyFjYQKy3NIlZVLZSq1bL2JC5V0uMobo7d8GqKMY76+OskDCFTVdV4OOClS47Y9AfioMt6HkcRAKMH4whoAkc86W8F1wLgiLxzuIyMnn/aQ8m9g9Nlhdf//AfwX79ZU1hjwFGMmRVK1UpZ6n5k/hw9FRztRE1dQ4AW0IkJN8eWSjpz7BTjaLLfeepy6/QWru/qal2P7z9uPyepoEQGYSUotUsARzsG1Gn3LnmwdMbVMcaR3n4bj6PYMOsAjo5WR422ObDjzLETVc8m3TKLWTXzzG/phLCSFauq5jOaPn1vhv/o1ZcxygUWWRrAC+fUG8c3AADXdx+3VdUWMeBo06pqMeCIg9jFxMjT2PUGSbNSCoezEiIrsT/eRZEJQO42gKOGiX40MW96iIUxr+YQEHY8SEUyJvNuu6qqUcW9iM9RjN0HOKkaIPFwtnDtE/hipWoTB7y09NMGcGRBCw4ckVRN6XWLj+W9RxqMoz98VoO2r71mDlq4RMru1RUWqzLNOMpHDvjqAaxdnV7FccnGilCYFPAZR6p2fYaefYsBegz8BfQzouej+QQGZKgD4+REkYFn7ug+nOU1qqrZNwhUsNWkWqVqcYA2BhzxaPU4slI1Ao76g8BewqYAz7x6C9NhPtcJ/jxMMnXraNFMBHsCR+SPSVFJCWGlaoahbs2xQ8ZRf2nug8UDXJ5ehlTuHQuhLIC9kk7ereoyffjYEW5P7dg0tDdfSFf17MFAjCOSVFZKYGWAoxFqLNcod364PMT+aB+jbGSmfTOmAAuscanaCDXunnT3y2cfPmt/f+r+U5Hrd+bYtqrahv302BxqXJhcMO9OaGDqTKVqkfYHkKoppTzgSKmaAV+bM6YIvJvmeyCpmjwLqRr8PqrzMX39C5mhQI3ZaguPKdb+qgz27Nwcm++/qYhIh1zt/bfeDwD4mse+xoKZZS0dexPQ3/HKr27+4w6pmmUcjc4ZR+dxhkEykVKWdjIVIoNSkZP4YEJcyRXG2diim7PIJoqzRU6WZI6dYqMkgKNg83txcrFRVY08jvoxjgKPo4Tp87JaNhhHQpmKT6n28zhwFIIusapqtXKmt6pNqpYnzLEj38HDr7SSuH7bftoc2wJHWRM40sDLeowjC7pEqqr18jjiJ+QW3GxhHC2oXGgEOOoLruXjKOOIpJ9AHDjyvSdc+5RsvHjINq7BZjXmoxQyjqgP0RjbRKrGGU27o12rm+btA+70FEAgVdvv9Dg6XDpG0GN7j9nPSTKruOGqUj7jaNJdkvRweYhLpioUP32hPpSSqp0uKzyclXqBbqEEx4AjDuxwyWlUNltM9FhYg3HEq6op06gSPsj/3L1TPPHIHq4dTDET0+RzCoGL7/mPvwcA8Dl7TyA3p9iL2L5ri6pqwkjValXrhMeTqpk5Z3XiJEwBW+R0peXIECvsFFNcvzBFXe44jyNBsuiQmRhjTu22slEAvZ5Ni6kv7zKbYd18BzOR5FIRuWAfxtFDYgwkzbEJeOlhjh16HPFKNNwcu44xjnzg65m7JxjnGb7sc3TfHAlfBmQaw9M3H6JUAdvFehwVTmoXYUyFFckI6KfIBFAIaB80fqDFqy8CrQk/9Rs+hgECB/UpPJeqFRY4Yh5HkXn0k7f1mL52IUdZ5w3Aw0qxejGO4tcf7onC8E/kA48jWtsp6elg3lG887l34i0fe4v9s+tDLOHcgnFEc53PitNMiK/94Xfiu/7l+/1/1NfjqFp6h1y1hDWvJllu3WAcBcBRZD8UBhVLqJmHkuGEAnBV1QANjETX5h7BGUcEilAfWkh9X3u53Fyq5u37HZtDM6YIOFpfqkYArfT6DAdGYOeeAhVuHfUDjmgN++i9j5orZu0xxpFU2/VTWvMPxgf6UNcwagp61Q2p2mbAIOBL1RpSuNy3SdiofSWR0f5NKAuEAWBV1dYHdwhc2ykMcCQUZO2uX5lnc/+kvaJpV4TgZlU7AHslM+SoMd+CccTbX9WBvYQ1xz4JGEfGM7WDcfTc0XPYH+3j+u51Sw5Y1YbV1JZzAHrNLE+THq7EOAoPlD/b4hw4OuPgUjWSVGTmGKPBOgoYR8t6iXE+xjgfY5JP/BNBE1YfLXXVM4EWxlFCqtZgHCWkapV0tNd24CjucRSaSnO2CwBTqlq1gzpFXKoWskVSUjVXSh0tVdXijKPwPoqsaPrH9PE4SjCOVrX2tKJT61bG0ToeRxHGkcf6onec8jji99JxorGslzheHTekarTR8z2OWp5RVkTBr9g9pIEj94zIm8YGVVXzKLM+cAc0gSOlNLWckp1oH0qYY8eAqd1i155i2OsnjyPFvaXY7+P9TqkaB0U84MiALgqwp8JeQlgQcHTUujEjvwlAMwh+7Jt+DJ9/6fNtX8rg+ijfKP+nP/47+Iq//xudlGACrmPm2LWq7RypVEKqBnQys0LGkV9VTbefZY7RVNY6WXjswhTXL0xwpHaSSVU4p379K78eX3Tli5CJzJpjz2NDyBpLr7fx06fHIeOIjTOac5YnmuUCNBJakl5IrDAt9D0uV1Mcr449U/tOc2xAj68eUjX+/EmqZv/cVVXtQDPqcHKz8b9SjKPZ0kgphdSMHbp+K1UzQEJfc2zznolxEfU4IhaokjpB5obOe1e1fJCtB7ceLnD94gSXzJ55vnT3z9fdDFrW7fvr0D1lrR5NYUUyAvop8kwhz1RTqkb9crebcUSs5RjjaFHWxlxYWGZlLtmzB/Q8GqlO+YnbxygygYu7AlCFkx+z9gHef86KccSlahw4MgN7bJK7HiDwU/efwht+5w3eZ4pMYwdgHM2ruRtrgTk2zZ6/83Rwkt/T4yg0oa+lRG6umUALiQyVynCAUKrWn3F0vDrGwfhAM4E8xpF+7iupLHCUbyGl4R5HRebv5+a1bv/6ntjYHLghVZPuMNYHjtaTqtF6LBWsVC0THBhxUqYRatw66n7mnz76NL76+ldjb7SHF09eNO0HjCPrrWc+2rCf8sMiAlqUUBhb4Cjzfw5SVS2Q8gGDeBxJJSGsz5dyFTABN59u8B3EOJpku6BDlpod4PzuJ7V0/pff/9wWV++AcaUyCKr8Z+bRlcow2laqBp6X6XkIAAOOiHHEgCPLOOoGjj73wudCCKcqWVYETrWd6EPvS4Ek64j26mFe8NkW58DRGYetqiZLi8LT5rJZbShgHLHN3cH4wKLNPHjp0KpWhujfZY4dZxxRIn5h/P+z96bBlmVnldja+5xz77n3vnvflHNmZY1SqYQGJGjACLWaQC2ioY2bgFYY24SJcEe0wzTG0YQJO2Si6XC4zWAguoGgO2gDYcYWasBCHRoLyWhAEqKkKpVqnnLO916+8c5n2Ns/9v72dM6572aWqD/K/SczX2aeYZ89fetba30DK1UjGq0oPMZRE+YC4NiqasbjqPSBo1Iqvfpic2zKUAXAkcgRs9j0bcITxTjyrl+aIFN5HN0m46hGyuSCO4v8dSrvUMc4Cg7z7mGMwAwDvATB1LM3h/j1T74AyaqMIAO6OCCX6zNFm4R3GKbGY//gzevBR2p72huHApFBMvCe35OqLTKvDlhZofk5YL+DK+G0vg3w+uiFHXv4nWSFCtCJAbDgHr2g+oJi3pVmjtVmNVv1AU8dMNWJO95BUknV9EHMZRy5fdXqHStVG+djwwQ607XAkWuOzaIgIIxTlQ1rDwDI5opGIscwGxrGEQC857734GL/YlD5r7rOXT9U64JMBwspwbVSNQfYsZLThgqVwLHMrGk+9dhSXlU1PUYjx4+Oquis91o4s5risGw3BlWhxxGgMv1CSgMc1UrVlixlH7YPf/WmGSKlKMG5I1Uz5tiacdTTmbuAEUQZ9BIZOnEHZ1c7GE/bkJA4yo4QmmObg1htYN5sbEyNDHupCallTMsyjlbvUb8eXq38VR27D3AYRxC2ZLdhHDlStThdinFExvahf0ytObYoq1K1rgZsHJ+jm0cznBmk6HdVPxxMbP8aeTUxCUgmRWueKOyavQA4Cn1pCOinxhlDBB1WGamacBhHVFWteZxS8ik0x2ZgePzqAT781es636+uH1ekavUA/PWDGU4PUrQSASlivLIbAEeGUbNg/BgvsfrnnxZTcMZrq7YBwT5jwDu99tG+FSXa6+v4ufyB5z6AVtTCr/y9X8H3P/D9+vmlnyR6FdWqJsWkwYdLWqZI2IxUbTFw9MT1HTx3c2aAiEJYfzsyxy6h2EC15tjAsX1EZbBXWiueObZbHbEoLeMoZiVmtwG8uM3wjaS0OzABR1qqttHhmN6hVMdlwTPHY0eAOcBRedtV1VbTBsYRc4JywzgqsX00D5hz1bY328PJzkmc6p7C9kQF7BVzbNp3zHTg1XPkEs1jHBmGjkRiP4K9PvD1karBemRZRtCr9zhSug9u/mQqYNL1gTt6fmK8tLnyOAKk59X39LaaR8RqvtNm93gOQCjGEZ15NeMoL2VzDHVMc8ddKYUuZOB831rgiBhHi6Vql44u4eLgIgCbaMmLUk3s4xhHHb1XNSQ17zKOVLsLHP0tN1eq5nocAaiyagzjSGdQlgCOXJkRVT1rNscm/5sGc+zIN8eWUvqMo9Ki8+VteBxVTJ812DIv54G7vrp+6Cviv4M+yAWMoKzMPDZKEtUAR8KvxlQ0LXpLehABfkbbN8xcxDhq1R6UcpHXVg1z76lAoCrl8r/5v7+AX/zos9ifOwFE+NxRVarmsr48Q1dqrr+R++eGbMmtqQqAQo8jCuCWrzyXqHcgEEU2g1/NVdXs9XeG9nteP5g6Abr9v3Xm2KGWWTGOSpOnqjfHrpdY1AFTrlQKIOBIH4Rd4MhtS5hjT3LL5njnhXfiTZtvAmCljhJ2HTJlwqlPjvG2oICQMpzUOONmjWOwwUPdXD7CimJaNJii1krV9Pqo1tJ6DyKvtVZ8M+ighVI1zjgYmFontHyAcW7A5v2x+n4b3RZOD1LsFe3GoKpOKsUZV5lIPf5nda9Oz3MbHkdZIfCp57YNpT8XOThjjreF43HkAkcVxpF6v0JmSKMUZ1ZTDMfq+ZXsKGAcoQpg2/dYDBz9+idfwFevb3v9TyMHJL8+DjjqrKv+qgGOmqRq44zWntJhHJFHjStVa6n9uLWyFOOIPON8qRoBa4G5tCtVI/aX43O0dTTHqUGKXqref3/kZGfNciPBGVU9Y8iLAvf9L/8J1/ZGFtyneVwDfGXCT1JUpGqacSTArbTCBY46eu4vYBxRifAK40gHhCRKLKUDHDFuzykNHkfbwxlODdoAKwAZYzfwajEeR673R9iO8RIbZRN0oo5niO22esYR7b1kUJ6oeXeMZFNKiU9e/iS+6/x34d33vhs/+siPqstQIoq9+oDWlar50lCJxtDP7APN4//K3gQH0wnGM4Y/+MJlAGo9ijh5HOl31MBRr0mqdgwri+TcK8mK53EEh1EzF0DuVD27HY8gt0nnPGRBF2IcqV/7sVAJqDtoIWNHGIYxQyY1cMSK2/Y4ov1YSgmpz+eswjiywFFWChzVbkK2kbn96e5pbI23qs/PhOkjg9PdoVTNeBy1BsZTR0qBVhQARl+PqmpUxMMzD//6eRyp69sx6knVXgXjiBgvaaSrujJhzNXBGDKq9pvduTk84ICbUiUliHEkpUQmI7SYOse/Wlaf/bPLrCSpWuBxFLcUI2gB4ygXOW6Mb+BiXwFHpAiYkxxuUbIacBhH9UVPDHB0l3F0t/1ttohHYGCmmhEAY0pbyZQHSDR5HAELGEeGUqh0qJ6eOWw1/jeADbzdqmq5yDEtpr45dmn15MWC2xzncZTwBBGLKlXVhJS6KtwxxtVAhRFUyMIDXYxUzemPUpY2a45FVdXqPYiWA46WYNPEaa0UrhBFrQ8RYAMge2D1r0/AyKV9fd0aY2kXWOOMox21MS2nZpMw/kluqwBHiz2OdmfKr8MwjnTW3jWJX7qqmvMeixhHTVK1H/n3XzA/d0uH3hplNuOcNzPj3OenplhrYjHjiAKeoC9NdTsHmAqlEKUszcF1Hw2bU7u/kHEkpcS4sIyjfquPP/yHf4h21DZSNQFuqNTKHHtis8DHBAwUELqMI0CNqTqPI5J6uX21k6cL70FrnZvZIY8jFxxknDdnTW9TqgZohpH+xoCqPEfr9N6YGEcJ1rstHJYpZAO4FoLxgO4fURrW5qxW5nj75thfuXKAWS7MdCpkAUU4cgKGuK0YXlJYsCJkHGk6Ti7mSOMUZ1dTzObqeaxBtvZvYFCmtE3rXNJcZrsUEr/40Wfx0u4+isLOZ1mRqh2zTjAGrF4ADq9U/qpJqjadUZ8IzPKQcVT65tiAYh0tYBzNihliFpt1qSJVM4wgaIZjwDhK/QynlBI3DxXjKG2pubTvDGF3uWEgKRnHVINgz1zfs2s2j/Tz3wHjiAMRs9cHoPuHjJ/1uriAKUJJhFAGx5j6yrRGGI8jMbf9DjQyjraP5jjdT1HKHJBxRTJkWV8LpI4LAIsbh1N84LGXMMsaqt8iZBwhYBzp54mSpcrN35rewvZ0G99y+luC59cSDnr+oGDE7bQ6c2zLOGr4T0v4xH3y2W2A5UjjFH/+xHUAqupdW6PYEXkcyYBxRMBRtJxUbZw5wJGor6pWlBKFZuzEeDWMI3umjpnPRiHgqBfLpc2Bp8UUH3vlYzWWAOr5qQgA9REAdPjtS9WI2ae+pyPlc5lxVBGYq7Vvf9wMMOSligEGrQFOdU9ha6KAowrjSP/OStX4nUnV5lWPI8CVqgUA0quRqoGAI/jAGvB1AY7G+RgJo70/kKpxR7qcT2s9+pqaxziqkarN9ficv0rgyJ6pOMC0OTbjyEuJgmSQkHfsc1Q1iHcBct3/ecA4AlRltQUeR3vTPQgpcKqrZW1ugncZ4KhHvom3av96lI0QsahRwvyN0u4CR69Bi3lcqaoG1HgcBTIjj3GU1ANHftUzlSFpNMdu8DgiWQUxgVZbKkN4lB15EzwXhdWsLwSO6j2OQn+aOqka1yTP46Vq/jsUojCMBMBWVat4HJE3ykIfpWbGEWfcu49XhtZh03zhlQM8faMh4Fhgvu32kQsweIyjBebYL+/rfjnGHBvQ38CRqvlSO91C4OiYqmphsECMI/rOhcMiqs0Em/v6IKdhHDnPQ30/cw6dClRQv//iK1YKdTTLsdpR19wdZRYkcUCnOmAnDDwlJMpSGMZR1sQ4gqwchuuYX+EG5I7RF8T56rUByzhqGL/E5AvZTDGPtdRRBYS+VM1hYbWby3gDqqIaUGUcRSyymTyICuPI9VTYIuCowSA7LNVOz4OdsbsAACAASURBVA9ogFOQlGyRVK23UGYRMo4AxWhTUjgLTBG+Q1K1jV4LgzTGGM3AUehxBBDjyJqVzurQ9ztgHP3Vi7veAbgUJSLGjPeHkii0bPWxhYwjiaycaY+jFLJUz+MyjpR/g8oGNzOO6oN+AHjy2qF+rAxZZuez8jjilgNhAv8F68Tg/GKpWsA4ykriNQnMPcaRlgHRuk/AQroKzJu9uKbFtCJHBFyZEfcz5BXgyJeTDecFpnmJM4MUpVTPMpraPjbJZdi9EoybMcVE4fuhNVQvzMrMW+dCxlHEVEAoPMZUiUrFsAVsmluzW0h4UmuODVg/QwsczWy/A42S3+3hHKcGbQscBWZhlnG0IImzQCL1H//mKibFFHkR4+NP+f5Zf/Zf/Bneef6dAbuYWakjUAMcLWbTvHL0CgDg/tX71eXqWGuA2hPvMKCdFlNrjh0AUwvPcu2VhebYz94cIooK3Lexhpd2xjic5BjNC7RiNWZoXJJUraWBJNP/BsBbHOiSv+dKawWllCaJAAhdVY2ZewDKI2h2x4wjSi463H09psY6MO/GYmng6Def+E381P/3U/iDp/9AXbcuaIYvVetGcmmpWl7mGOfjWnNsn1Gj2IkFIqy11U93FwBHrkfZ6e5p3Jre8mTi+ukt4+hVmmMP8yEYGPqtvt7TOSQTSIhxFDJ2XoVUzWBFqKuqljQyoZdpuchxlB2hE9H5SCrSQChVEyXw+/8Y+IX7l7628TiK6qRqDHNBjKPbK64RNkHrjss40vYehePDNcvucI4F4GPpAWuRSvhJUQMcnV5YVY0S12Y/IwZWsaQ5Np2NGu4xykfoJb1GJuo3SrsLHL0GLWKR53nAdRmCRsaRsB5HFHgcJ1WTUiodJ7w8WHD9eplRSLenDehwfugxgvKytMHJQqman2VrKqUeMo6kgPFoapSfNJhjF6LwQReqqhZ4HNFl5ULGUb0HUSglo/cwz+9841/62HP4B//60w3voIGp4B1LWToHInXAo+tXPIKchcvNGr2wq/vlGHNsQLEh5uXcAx8ro6dRqlaf+dydqoWbKnoRcETgzm1VVXPew7wDqwJHHuNICCNRcL2+DqcFHjipNqHd8byW2VHHagqbMk62R8p6xlF98G+uz5ulamqMqv4ZoSGrQSychsCcDheufw+g1iFifEkwK1UTpRqPdJg/jnGkqyWtp4FUjXPjiQYJY75NjCMXODqU+r0bfI4m+QRplHogrQGOnD6Koqi+qhpwrIn4pJhU+4hHpvIcXV8EjKONbgur3QRDdMCyUZWlh3rGC0nVDHBUt/5EiZpjt2GO/bkXb+FN51YN4FKIQrE6XIA5bluQbkVn4yoeRxnASggI7XFkgaPD+SHA7F5jGUcNczhOG0GFx6+q52BRhpkLHAkKanXgdhzjCNCMo+WlamVJTIXA48hI1eaq/2ncpYsZRyFwtJBxJISuquasqR3fjJPW8o1ey7zDgR7CUkrLOGKWnQvGbdZcBFK4dLWxqprbN9W5zKqMIynsvpJ0jh2nu1NVXTM8ZDPGQBIjIWHW0ljmPnCUdNU+4+xls7zE4TTHqX4b83KOmLeqjCMXeAHqx0/UAlBvXP3lywfopQJMtvC5F/2Kdw+uPYgH1x60bCB9R88c25OqHW8STyXP7x+oANKwaST8JJHLhPj0LwO/98MLxyY1KSWm+bTCrjSMo0UJnHZ/Ifj+yu4YUVTg9Irak564doBJVqIdOR5E8Nk0AOweuaTHkWtK6zOONAtey6QLMlqHwPwO2RDW/N+qNOkbTAoNHEXLA0cfeeUjAIDff/r3AdQBR3T+AjIdlHd4uTTjiAAeY44tYAJmBdD6AGouI6zpqb+3ADhy5eKnu6dRyhJ7s73K8xNwZOKZOzXHnh9hJVkBp0qmUvn0JX8bUjXTJzVV1V6lxxExslO2Zu4h3CSLy0B9RccIR9eXuvYwU+BazDogNpAtPsKMb2KW3RkzkZqS1DO9/qtkKRgBR3aO3SnjyGeJE+tOPfukAGYjLRULzmfonQRGW43XbWK52sptxwA+NZ6Dbhtlo294mRpwFzh6TRpjzCuzzak60BLm2BTEHmeOrUx7aZNukG80BP0U1BvGkQaO9uf7QdlEyzgqjvU4sgeBulLqnbhT8TgiqdqdmGOHwBFJ1cbOAkpBP0BSNXvvWV7ilz72rDqExq16xlG5GDhyQZGFh7GoDUBWNqfwHQAb+FAArb63LxFxs0bXSdbggBZ1UjVAfYNpMb09xtExVdVuTW9h0Bp43lyABSeXN8euStWa2F4ecASBuZagOLk2HE1z3LvRBWPAreG8FtypM68Om4ACpmh01jOO6itjZSLzDNwBVA7zCviyY7S2URamQYY10fcNQRGmNerQUjteYUIE3ihNjKPZ8Ywj7vjfhFIvADgg4KjBhND15HCvD/hyx8jxIKq0dr8ROMrKDIUoqlI1FnkeR9xhNFFQv9ZtYZAmGMtUHTprvkO4pgIqoFU9r3X3haxfpxs8suraLC/x5csH+M4HNz2Te84oaNNjyAVQFjCOOloe1Y7aOLMaMo5UU++gvYjuwOPo6v4U7ZgjbRUYz+x8tlXVCDg6pqoaoAyyR1uV9ZrmcsgYJHUaWIl57jCOjDl25sulGqRe1EKDb+pu60/D4XscLWYc7WufqfVegmk5BZMJDjSjxt8SNWOH/HUIZCNzbPf6NeBsKFUL1zzGJCKmQQU3oWXYNC01To+RqoUHeMACO4ypYNlb50KpGuCNI5Jkn+qnyMscrSjxZMiAC7wsCGoYq5WRSSnx5SsH6HcEeq0uPv/Sbs1/ZQZ0MdeqNcduNbKX3Xbp6BLSKMXp3mnv54ZxZKRqse3/R/8l8MLHge2nFl4bUOevQhb15thYYI4NAK3+QsbRK7cmYLzAmYHaMx6/coBxVqClHY15IFVT78XtXnNMdTtqrimtkBKRTr4yQDErNZvTY0Pchrn007tPY2+mJEOux1EcgAqZ9lDqRgLTJTyOZsUMV4ZXcKJzAldHV3H56LJnjm2rqqnCCZZxtLxHE+3HdebYFcYRlHfiQE+zRVI1ko6ttlex0VGJwL3Zns8WYZaVZUHtO/c4ImuAkjyOIJE0SNX+7LHLx5p7N7X6qmpfH48jGkctpt6l2+I6ERUwjtz98fqXl7o2FT1RHlYh44gbKeWr9ThSKQNu7kHfIyuFNaBHcedStcBZTQgb0zx25QgH+xq4qZWqLWAc6cT1Zrrp+UopqdoSjKNWV4FVk+q6D6h16BvdGBu4Cxy9Jo0yzbQhNVZVc8yxpZRLeRz55tWOYWwd8NIgVQtLCp/sqMBiZ7LjMYIKUZpFdrFUrZ5xFMqMXGNmQG0WTD9/s8cRMY78hbGQhcdGIanav/zzr5mfqXuRlMa/x6NPb+NX/+IF/B8felodXkVekQLVMo4aqqo1GZS//0tXcGWoN6XgsFSKspYVBNig2d7DZdPY77lDe1EdcNcgVXPH0PEeR4vNsfdme4ZtBKAiU/DNq5cAjhypWlPfhx5HkzmNDQc4muVY67aw0W3h1jirzXQ2yVvcJqTwGEe188wAR4FUrcwrbKY6xhHMwZXhi+/8beAH/51/fdq4GkARMhINQRGuxSFSZ5mZ0dpLzYTQz5YeI1XTB9W6aknGOwASTB/uqYvcg/x+ScBRPeNoXIxr/YcA3weKR80+JIukagSu1cn5vOvzyLAfD6Y5eq0IrZhj0Ekwgv6/Nf3U5HGkGEdOFr5p/BzDUqD2/NYIWSnwtotrpu/JHFt6jCP7HM0eRzlWdSWvNE5xqp+CyRQMXHscuVI1LM7gLXiHK3sTXFjvgPEMo5lNckgJLVXTf16WcQQAR9e8HzdVVct1Np4z6XscUbBTzO0eA6i5sMgcu5j5jCO9LnhSNVrnpFDrmbu+tPoAmAGODrQccrXTwqyYgaNlEgOFEIZJsNFLdFjFNdtCz7sQOFo5BYx8uRX1TwiquY0zIGKhVE06bJpYs8qaGUe3prcqEjj1kKqHQsYRgIBxVAXgqS82V1qYizlavF0x+CWG07GMtRpQZ3+SY2+coZWUGLS7eHFnXCmAoKojCniMI5dlQTKXJauq3RjfwJneGXMurLLWXKlacC5pMHF1W7jWhddfLFXrNxYYmOUlrh1MIZFj0O7iwZM9fOXKISZzl3GkWikZCg26ZKxl38lI1ZZjHPWTvq6+Sx4+aq8B4ygFkJugdvly4VJKvPdD78W7/sO71Dld/1x5uflnlbn2d+lEApO8PBa42JmoIPcHH/pBAMBnr382SHRYfxchgVybY3cisbRU7cb4BgBbPVVIadYJxlzGEYcQEjki9PVWv0iq5jKOKEm0N9vzpWpSAcyAU1WNR7Us3OPaMBuaRGMhJK0Q1uMIPnD0q48+h089t7jCVl0Lv1m1qtqrA45ILpVAAXmDTqSlWIHUbucZ+59ufnWpa5NUir4xg9QVyQAwyzgq8ldpjq3l6CSHIylZXkoHOBJ3XFnQ+wYBIytHjDXoc1sIHPVOqvWoISnlStWUGuA2PY4A5XO0QKp2l3F0Fzh6TRpn3MtQHetxJEsT7LtStUxknp8L4EvVSiNVawhIGsyxw9LRJ7saOJruVBhHxohw0Z4WVBJplKoFHkeFNo5tBL4AR8J0vFStEAUu7dnAsZQlpCCJC0fuHMAIfPn08zs2cAjkanXAkQsy1AEv47ndgD7x1BZ++gNP4ENf02j2MXI79/r0cyEFhrMcf/nCHq7uT/Szq+c8sdLC3kSXmncO202MozTSwBFVMaplHAWVvegaDSadh9mhByiEwFEucgc48pefW6M5fvaDX8MXXtq1Y1V/g7zMK8/f5HE0mReelFIIidG8wGonweZKS1XhMUHJ4qpqYaM+ojxVLcBpQKlAqlYzfmo9jhzwcfvkdwBv/S/967ePAY60VC0ERVzGkSdVk6VmKizHODqYH2AlWamAYBGPHONPC1rQQdmVDtwq9XsvkKrV+Q8BPmstcoCdSlsgVavzUAKsnI8OY9yRqo3nBVZS9QyrnQQjqb9zzT3m5RwMzPve5HFkwHew+uAgTpdmHD27pb7R60/3PR8xzmEkHOqaTkDe3VTgeA3jaEV3RxqlaMUcm70UCVvxq6pJqQK2hVK1TqNU7er+FBfWuygxQ1m0MJwTo0baMYrbBI4cudosL/Gxp9SfKx5HhQTAkcQSmWeOrQ1di1kN42ixVM2dw55/DPWPZ47tALSAum+6agBUqmy33k208XYbe2O1T7gZ1O955JSVqoHZDH8IHA3OKxlEMEdcNjO1U51T5vecO36J4fMDGhRpliMCGjhKq8CRNUCXmnHUABxR0ODsZa6ULyszpHGryjgCrTs2oPqTx67iby4FIEuNjOzavvozjxQYUgqJK3s+OKbDNV9yTR5ZgDpfsQimmuExVdV2p7vmzEXXBygr78yxSHuvuEDOEsARJVaMOXYwRu/U4+jm4QyARAkle3zrPWt486XfwR/Of9wEfpH+BoXDOJrDmZOm2MniQJcYR72kByEs+EXAkSTGkQanYrZ8OXsKNgHFPPKrqum/0PebCSslkxLH+ihtT5WR77ee/lZcWLmAz177rB2X+i5knFwKyzhKb0Oqdn2kZE7nV5Qnovqe7i5jAc5Me9SkkUCacLO21DUqiLDaXjXJwP3ZvhNzqDQv9VEuCBhhdyZVy47MebEU0syzJqkah8SL24ury9Y1vypcE+PIef7Z4W0BYcQ4iqV6lwdO9JAXpWKHOs/vydOGVXC/ro2ykeMBpWVkjmcoAUd5Xn8+X7ZJw1pjABNWqla4jKPlwdmwVeSajlRtijZSpp8/ZPf0FkvJdqe76CU9dOKOZyORlUt6HAFKrrZIqnaXcXQXOHotWoVxZKqq2YH9qWe3cWOoN09RVtgPRPmmDAY1moCuVK1R6kXeCoHxW2jk2kt66CW9CuNIAUeq2d/VtDj1gJ06f5pO3MG8mHvXz0VhDquNwaCpwhEwjmqkagAAZt/VZRJEnHtBP4Ew1w9nmEvqJ39TrWOMuIwCNwtJh+Er+/bQ+bXrOgBpqAyXy9zrI/f6xDiSkNgbqe9F/gsEet232VMZ66RTC9xVrq0Nyl2Ji82i6hb6/RwjVTuaH3mVyCqMI+HcI1jEf+0vXsDvfO4V/KsPP+MAhIV5hwqoxmuqqgmBaZZ7wchwXkBKYNBJsNFrKclUTTnmOjlc2AjYIXlFKWoOjg2Mo0xkFeAoBC4UuGmlarXzmAKqY9g0oVQNsEwICQaus8KipIBW92+ruYw3oCSsIdsI8KuqcUjjcUTvQIyjzV4LO7nuoyapWkPFMwCeBxGPosVV1cqs1ni1CVwLq6q5wNQ4K9FrqT4apIn1oKphpJAUyPV3YYxByNJksSVYs0fWkh5Hz28N0Yo5Lm7Y9yhlWfU4Cit51QT9B5MM/VS9K4EhZ1dTcNGrmGNzdpxUrZmNcmV/gvNrbRQygxQtbGvvK5KqkVeTXEqqVgWOPviV6/jIU6rSWsiqyUoBpoGjmTHHZpZxVGY+eHEc46icGW9AIJABNZljh1JYx8CaDNjXuopxlPA29kbEOLLjnDE1x6RkIH8XAGCyDICjc+o7BMy+uZhX+ua+1fvM7zkDIpIxGYBZ2HWfJwvH6VF2hL3ZHi4OLlb+TgX9KmArJUPpHkPdcUrrqGOQTf2z3m0hL3OkUbvicWQZNRZ4/Ofvfxw/9Buf8x+khnF07UDdSyLDaqrm1Cu7vhSVM66mgsucDaVq9B5LVFXbme54kj56/k89s+XLK4gJ4QI5DcC72wgk7yR+koKkak3kbgALPY5uHs3M+SqNU7zt/Ap+Uvwu7mc3sC7JAN+yUQxwxJxxtyzjSANHFDRHZBejJZvEprHm2MsHtVeGV7zfu1IsYtNQUEuMo5Srbz8+Rq62PVHA0anuKbzj/DvwxZtfRC4yDboAYNLImEohkennV8DRcsDXtdE1tKO2GUOuVA3EyAIAxjHPBXJESFBis9dWFWYbGjGO+q2+BY7m+07/qIR4ZOwr6D53JlU7yo48xhEx+6xUjX61Hjs3DhePm7rmy6QEKlXVotgm1y9/Afi5i8BzH1n6+sTI5kIxjl53ugcpBYYz2s/0fkDgBI8XGj67jRhHpfnGvjn2QsbR8Cbwxz8GfPbfHHuf3dku2nwFBJOTVC0vfeDojj2OvDhDqjGr+3+KmuQBNfIgapCSuWfTeVka5l2+rMcRoFhNx5hjf6O3u8DRa9A4CDhqZhz92G//Nf75B55UfxCFYT9QsHy2dxaApaVSE052hIxpb5dxlJUZOONeYH6yc1IxjpzAOHdKSTca0gLqsCSFF/S77wLUM45yUSiJC1vEOIrVAuOALofTHF98eQdC2OFMATpj9l1dDyLOIxTOS1w7sADCtaFeDIvjGUdVjyP6Hqrtj+39h/qAOyp0PywhVSPg0FSKkaqKhQA3BwvKUt93oqcO1oG/CFVrC01K66VqIePo9qqqHWVHpiofYD2OzDt6UjV/+XlxRx0OH79ygP/xj/VcIMZRTd+TeXidx5EE0NKnS8pID9IYgzRRVXgIMHAllYHckdq9g3vt9Q1w1MAaBJoZR0tI1VyAuREApj5t8DgiqVov9jc4Yj5KqQJC67WmqyVR/0ax6p8mc+zZQcVMF/A9jiAd4ChgHG2utLCfx2psNVVVy2uMqx2PI6oYxqNFVdWon6qBDwVTdfcohQXvOOeGcTSZF+i21TOsdhKMJQFH1evPipknY6VrK9NJaZgi9cBRsz9Q2J7dGuLBkyvWxBWacUQeR6EkBAA664oRFDKOpjl6HfWNiH16ZjWFKDvK8FMHUZL4dtL6EtS+g8tQ0W2WlziY5Dgx0ACLaGHrSK2DfqbcD/wb2+Cc+tXJ3n7w8euA9lbZPvLXKVVdhSHmDFnuAFMkNSrmfl+1B2oNamCNhFI1I5MyHkfMPj95BIVS2M6aI1VT/bXaUR5H7SjFOFNBcFnagJAzFTALA1ro8VphHFH/+OeG0BwbAN64+UbnPWA9jqiPROn49ywuNR8aPruN6Uw5h/AMgQH4kkqam85cIJ+0QUeZ2KdJu1JVjRoxOxrj75rnv6oZRyUybHTU/V++VQXHDBtIv5FfVc0xKD+mqpqUsuIFRWPoA49d9YMdrgNaF9C/HakaMY48cPMYc+wFrM2toxnALDP+27uWNUF7r2Goe4wjFzha3hybM45O3FEeR4ZxJI2fnpCWzdRGtrQ59uWjy+b3V0dXvaDWqqSIcWSBHQDHSnUMcNQ7hXecewemxRSXxk8CkjygSKbDPI+mlC/vcXRtdA1ne2eDannU/07VMMYwL0sUMkKCAmdWU80aq290ruolPQzaA0Qswu5019njOSRKwzgqiHF0p+bYDuNInc1V3BQyjjJ9nwhi4fM3Nun/oVpVzZGq/fVvql+vf2Xpy+/P9hVZoFRj+/SgDQZgQt+TEgljXVb+5CMLDZ/dNs7HxiBePbYPHE2IcVTofVdKCzT/p58CvvanwMd/Bth9ceF9Xj58GWvxeStV04yjrBQeq29Zg/iwuck+Bu1nqM23x9LZAypSNQKO6hlBw2xoxlBWBNWPl/E4AoD+mUYG2CgboZ/0a//uG6ndBY5eg0aMI1tVTQedpZVAAMrUGgAgSwO20OHuXE8dAK+Pffd9wzgSpZrcWMBUaGCL5CKvyHNOdk9WPY4cc+zFwJGfRaorQ96Oq1XVFD1VTe5i0Q3avmHjBx+/jv3pDLsj+17mXg7jSAgblEdRhNzpo2v7U7zxrFpwLh3q/xMygkQ18HeBI1eqRsCCK1Ubai+Gw0xvUGWVNRWyXSgoIUBJgsoY20CcGEf3bnQxywVEEBQWouoPBKgqetNi6rHWjjfHJh+u+sP64fzQmKsDqNA6TSYeQIj+v7Qzxvd+02k8dGrFmPwZj6MaxhGg5gcx5gANvAjVSySRoox0P02w2klUf9VUVWu6x29972/hJ972E/b60h4tb8vjqGae1UnVbDngYxhHDd4TU/1OYYaZIZSqaeDIMI6cMdJuNkXdn+9735gaZ9xk8ziE4zWigSPDOGpjNC8V8+UOzLFd5mDMF1VVo36qBj6GcRRXPY5CRpNlHBXoasZRmnDMOAFH1X7KRIY294EjpoMDtYaq8V0rR0i6x8pbqD2/NcLDp1cCr7hSMYKaGEetXgPjKEenpd6VmI5nV1Nk8xQHgceRuv4CxlFc9acBlBwVAAZdkvW0TLU9BYtwwzhaqqpa0lH3cgLop24c4cKG+k5fetn/NnmpMtlJxHxzbJIahebYZF7dAKKGUrV6j6MGE3r3HlOSqmUYpDEizjxQan+SaZDaXTOl2m7oWwNVqVq/CqwBVXNsAPjxb/5x/OTbfxJydp9vjg0ALMJjl3axta/7MyLGUT3AScDRA2sPVP6ODNAZ1DmiQGwq9Xj+UmYdtQD5/iRDxBnSlhobnWQB40iPn1FTcJNUQZ2r+1P0WhEyMccg7aKTREa+Zp7fSH5tQA6aD4D2sXKBo2YQeFJMMC2mxlcSsMAOSA5H4GyUqHV6fpvAETGOyBzbAxh8qVro54T2oHEf2DqagXELHN0/t0bdBBxRorEQzHzjOauRqi1hjk1lsIWTlKAVA0xV4p1q4ChFtjRj58rwCjjjGLQGuDr0gSMWeBzNSjWX2xo4Oi5w3pnsII1S9JM+vu3stwEABEqIXDF4Ig7jH+NK1dpcLC1Ve+XoFVzoXzB/pu+pfKBcRg3TjKMYMUqcGaRepdOwTfIJOONIeALOOFbbq4pxZEoTR1rOFySTX4U5tss4ooR7YtE7AMAo0+xKCNw4XC7B4jY6o0hpwTX1mwA4khK49bz62ZKeg4BNnhaFul4cQbN26DX0C41vqXc6+XpgtL3UtYfZECutFU+qZiTdYJgaxlGuvtNX/gD4Py8A//qbgWc+BLz9v1X/9MW/aLyHlBIvHb6EfnQeAFdFDAywI78ujKNQLkg+X4fTHJNlGEfjesZRCBxRU4yjBYkut/XPKsZRjR3HXXNs1e4CR69BC6VqUeRXVbupF29D2RZlxdCYKm4sYhyRObaENtIMmzHHDrKwNX4HZ7pnKptoLkpDPS6CePaDj1/HP/3dL6mDR3AYqJWqRdWqaqUQlna8iD6drnkU7ee3hgATSGP7DoZxxH2pGh3u4kjpdandGs3x0KkVnF/r4NpQeM9v338x48gFB+nxRw5wRL/fJ+BoCY8jur6RqulS2CHjqJ/G2FxR/7aM2lVApIZJQ1I11yfL820Amj2OaoCjXOQY5SNPqub2lzEVDe8BxUS4fjjFG8+u4k//h+/E33+zOghNp+o96syxAV8qCKgNTmopGQX8dLjrtSMLHJnA9njg6FT3FL7v/u9Tr/1qGEc14yeNUidQ0DIjfeiSktVXDDMeR/WMo9DsnprrzSHAzDokRFkNOBcEDON8XJt14Yx7DEUYSa764zwvwZjyJxnOi8aKT0C9OTZjzDCCDAgfRQuqqul+qmEEEbh2HOMo4pEB+CdZiV4rMs/C0mZGUx3jiEOZGHMI43dQzziqyryklPjSK3teYDec5bh2MMXrTve9DJ5iHKngvGKOzWN1eArAZSklDiYZ0rYaexRkXljvIM87GjhSTWXIoasZLWAcARVwiqQRvVSPcdE2jCPyTrKByRJSNQDobgCTPdMne+MM9262Acnxtev+t8kKJVWLI5jqi8aHSAqV7PDMsanqWTNwVMc4ssbGrkeQqGccOXPtYJpjvWcluF39HXZHmedxpLxdyLzaMo4gCys5BRzGUdU8PASO0jjFP3nzP4EQkWZywABHkkf44ku38Nuf1oEUJ4+j+oDqpYOXkPDE+K54zahorEzK+N64z9SqVlXbG+dY7ybmTNGJ25hkpVOS2pWqUWKlIbipYRzdGs1xepBiXsyRxilO9FsVH5jPvUCVpRymghssu3LEY6qqkfVAnVRNvYQzxyigdcdi6WaXeAAAIABJREFUA2PTbZ7H0ed+DezjP6surfcCV6pWAULamnFUc568eThHRwN4aZwiObxk/o5YIgS8lGCGTTNzPY6iJaVqTqa/FBIRo+vbZKOU0shcOixbWqq2P9vHamsV96/er8680h1L/lllqm0MUqi14zip2jBXgSxjDL2kh1961y/h4f47MN/6zwEACWdGqqaqqmlGEyuWAr6G2RAv7L+At5x4i/kZzQXGiNlnx+m8UFK1WDOObhzO0CT1JlCc1rSNdAN70z0PeJGOKYBJxN4B4ygXOabF1Pc40gBtQkdQ/RxDPUZXWvyOGEc+Y0oY2aMnCQXU3KMzUAC8L2qH80MM2gMzr+JIifpMzERn6vmR2l/6ZxVwtISPkmEcOVI1iiMLAWRadcGlljoSQLT/MrD5OuAf/DzQ2QBuPN54j53pjroPPwcGhohTEqcqVZvdIeMo9DiiOXA4zTGV7h4Qehxpz7wFjCMCH/PSJuhUrLck42hwVv3bgAU2L+fIRX7XHBt3gaPXpKksiTCpgFCqtqUXP7MES4Fco50UyLaiFk52TuLGyAeOCNgpZakNxtR1QtPe/+mPvox/9G+/oP4QSNXqAto3br4R29NtD6jKy8Kg82G8/PMffgYf/doW/uiLlyuMo0IUegFySqnHValaKUrjjVILfFHrrHkHppd2xlBHkzqPI1+qRptqFHEv6B/NC/TTGK87vYIrR0FZXfP+S0jVQHIObq5LjTKjY521Cq9fyrIC8BjgiNuqasQ4mjmMo9VOgvWuerac+wf6OqYUXds1x3alfOZAV2EcNUvVqOrfoDXAP/uDx/BDv/E5HE5s/3Py4qiRoFzdn0JK4N7NLvppggub6gCxO1TgSJ05NlA1v1WMI8WooVehw3C3pYCjaV6qyi5AhZlVdw96dro+pDAeBa+2qhpjzGPWqKptlrVWy6YxTJp64Cg0u7c3swGtALceR0VRZUIsYByN83GFDQSEHkeiIlWbFQLtmGOlHSsmXuf2GEcAnFLYBOwsI1Wr9lNT5bmIK3NsCgI5t8y18bxAt23HR9Rurj5Xx+ggRhbXvEEA9cFBjVTtj790FT/8b/8KP/9hW4nleW0M+vDpvpnDCU9QyAKK0eEEnWsX1a80bwPT3qNpgUJIdNs2EASAezd7kGUXh/MDkzRQ4HVgWFr3DkAFPL2ly6l3U80YiWzWW5hqSXr8OxT8ha2zAUwVcHRpV0sQUwmGBM9v+cBRXirQK46ArHDNsUmqlvlyKfONq+NUSolxPvU9jgg4avQ4qgGOHDnQ4TTHIFXzcFbM0GupayvGkc0sM6aYBCp+sMARE4HHUf8MAFYJfLKy6rcGqPVMSgbOAM6EKdWuvoyAIAlElGjwsT5we3rvaTy09lDtemoZR5btklGW2WMcEXBkQdSDSYb1bst4QHapsqYDEnhyQQCHs4bgvsa4en+SYbUbY17OkUYpNnvtSuUpMtmW7vgMq6p5jKPm4HZnWgWOzHrGgmAnZBy1+rcnVdu/BHzsfeBf/l3nb33GUUV6taCC59Zwhs2+erZ21AYOrOSrbRhH6uK5sInRWnPsGh86t43yEXp63yuFNGdoJcUiqZpExtTc7bL5scbV1A7mB1htr+JC/0JVqsbsnAOAaRlBgKGlz5XHSdXCvfI9970H/+jc/wpZqL0pimBKkau9nkHwBG22nEfTEztPQELibaffZn5m8BtwKHmxBb/mRYkCESLNOJrmZaUqIbWQTbmRbviMI0qEEIHe+DY5RvFLNjo7+h5HKuEec3+vGc7V/R/YSLE9nB9b2S5s7vMDQCcx5kn6xw6rnuZaIPVd1AzjSH++mJNPEN3GScZ2N1Xly2LaeN5ym/E4EsTZlIaQkAuXDVSoc+/VvwYe+QHgJx4D/ulfqn353DcDN5qldxTzddhJAAwRp6pqSlr/9fc4ojnAcTA5hnGUrmlPqHrg6Cg7MoygrBBm6N+Wx1Ff2cKEcjWq7HiXcXQXOHpNGnlbEAXfmmNr4Gh4POMIAB5YfQDP7j/rXdv1p6GDZeiN8oWXdvFnX7mOrZFeuQIKXp3fwVtOqgzGoXNgzkWpFkDwRkPFxy4fVHTrTUwd118HUOZ6VAkoDAYnWYH3f+mKYhcFjKPhLAdjpaGeAg6g4ErVHBlQxCIve380UxWTXndqAXBU9x7x7TOOMiRe/5j3X8A4IkCJmGsS3EjUDqc51rqJyVRnrLUU46gTdzArbMbJKzFMC3YYGC5gHB3pTbafrOJDT9zA31zax4efVJtQwpNK0O8GhFQZbk2DXxsDdf/dw7F5h1q5XSD1IhmTyZRLianOCnaSGKv6+ofkMxWYiC8LHNH1awHOBsZRJrLaim3uOyjwjgBgy5ryWquZSQMA01Ldtw64cPufR06VsjCgbfcb5TnjfFxrEOh6HJFXGWeOVC0vkSYRVtIYo1nhVZMKW505trou8+YZeD3j6P/9yjW8/wkFJtRJ+iiYCuV8XNeqItCCOcCUyzgCAN5dHji6fjDFtYOZBkdsMFgPHFVNh3/vCyqb/4dfvGxYSs/XVFSz3m5SmWPTQensW/17xG1PintLsyrSljW7BYD7NHCUCftvBYSaugulalUpKGClau0WefmsYFvvf+psysyhcqmqagDQXTeMo8u6AlanLRGzBM9tD73AwjKOuF9VjcyNy3lgJK6/cQ3j6Bc/+iyG8wmevGbf0VTEMh5H3K5z5BEUBWtMq2cC89FMJTAAxRxc0aybvXFmkkEczFSTElT1jIBUWUC6a32UACunK4yjOmAT0MkIyQzjiHpOsggcAmlU2usmfvXO4SzHC7q/n9l7Bo9sPlK5vttHZI7NGCyQ764rFHA75th7YwUczfXY7bTUOHOZH2FVNQKOOknAnq0BdfbHOda6yiC/HbVxYqVVYyBMYJoDKrisLxeEP6by3O5USS5c4GiSOWuCO8d4ohlH+ky2fu9tSdW6z32cLgqAxii8s1wFrGg3syr3RhlWu+o/p1EKHF5FoUHUxNA4tFRNcuTaG2UmnfnFmK7weLw5NjGOpIQDXGvpPlNJFjLe7vNsaanXYabk9edXzuPG+AaEtOdjc0JxkiAFa6Et1Zg4TqpWt1dSKXUAiCId+DOboJA8QZuXSwFfj20/hohFHuPIeKkyxRn0PI4KVVUtlgVOr6q50yT3mpUz72yynq5jf1YnVdPgIA0k7syFJRudHYmtXpbq/CAg0AqkasO5uvY9620UQjZ6nDU1VegBkIVaXzp0rDTMPic5Suv+8PYZR7R9JTEASOQ0z9wEXXcD6OlqlscYZBeiwLSYKqmalIBUKzSdVeYljP9QxAQmwwPg4BJw7m3A5oOWwXn6m4Cd52pZhACwNVZMm5ZcU2c4R06ZOYyjbiTuHDjyzmzSeBwdTXPfHDtMHjKmwLYGxhFVnQOokpr2fBLi9qRqQCXZQgb9dxlHd4Gj16SZgM0xXAVs0HnzUJfbNYwj63HkBstvPvlmPLf3XKX8OKCZCkaq5ptjf/r5W4g4QzvVEzI0x64JaN+w8QYzQd5+6u3qXmVp2C5usHY4yY259Cu744pUrS4g78RKquZ7HKnrc171dvmPf3MVP/2BJ/C+P3uywjiaZCXARL05NvcZR2TWGEWWlTUvSmSFwCBN8LpTfUyIEVRjjt0E7AC+x1GnnYCxqscRZ0BGVdtCqZpcIFXjtqqaYtRYI9WDSaYZR+obzuGX2q57bsBK1WiseR5HJPMJy+RSNqasbtaHmTrQ5rntky++vIdP/PAn8Og/ftRo1k1zAkICwVY7BByp++8R46jhHcJDmZTSA47mhagwjgDgcC7VAcHppzrGl3ltc3BUrCwy3btdj6O6d3ABEiFc8JEZ3zKvRYk6bDeYls6LOWIeV+5FoIuUKuCMPHPswq/21MA4ElIoCc0xjCMqkRxxC37NcodxlJUQ6XqtVC0rMxSiaLyHB36xqpxvPC/wk3/0Ffz2l/ThogZgazLHpopJ0gOm7HXJ4wgAOp2eWrNrvkMYmP/Ar30GT98YmjWOpGr1Hkc+40gIiRe2Rzi/1sE4Kw3j4dmbI3SSCBfWO+YgZgHzoPwsVR+jFre99Y2YQK1Ym2NHxDjqQpb+dyDGEVsEHCVVmRFggaNWotaPzU7fMce2JZjVD5aUqnU2TAB9Xe9DSVyiFbVwMMm9wH9eCDAwxBzLm2MDFWZcXgr8zudeAuMFvnxpbJICRiZV63FEwFEoVVsxrLihAxxNiykGbdWPu6PM2dMV9GLcoBg3ZvERExDhGjM4BwxtxlxIgVzkYKgC8Qo4UF/B9TgSYIgg0CYGhpGqqTUuKwR++Df+Cu/+5b/Eh556GgfzA7xh4w2V6wPEtFZJIgmGhHMLHLVqgCNnDB1Oc6x2E1M8pJeobzWeVxlHNCeIUdFrB/1SIyPbn2QY6NumsWYcjUKpWbD2u1X5AL/QAFWYbWBFEOPI9TgaGgYIrXOBVI0A/cG5xuSB2w5m6t+0t59xnp76R1qmCGoSIQQc1ewFe+MMKx31Xu24DRxeBdPMxjMDXQ3WsJmtVG2KYPwfYyAOqICQ1urSYTwyRh5His1c8AQAQ5/nSzOOjuZHinG0ckHtb9IGpVHgcVSUEjlroQUCjhaDFrXAkSM5dWVAlGCRmnF03LUB4MvbX8bDGw8HrGX9yOAqgeMyjnRVtUgWuH9TPZdi7FfbNPdluBvpBnZnu7YqmeSGAQ8oA3S6z+1K1Vy2OmAZR1JKh3GkWV9a83V2oMbRrfHisRO2rYkCRkShqm+lMbfPDdjkaDa2yZUGs+S6Rj6ftF7HkRqj5ihHhQUAtXetaODoGINs8mVcSVb03PU9jrLAf2h+qJ+5f8a/0MaD6r2CZAI1MnSPsQ4GjohLyFJL1QphpKb9uDiWcdfUvMp2TJr3GWcFJq5Ujdfs/d0TtR5HhSgwKSYGOFJJOQ0clZTI+Towju4CR3eBo9eiMTAvKLfVjNTCQkGzOIZx9KYTb0IhC4915LJFCHlWprp2Yn75yj4eOdvHQ2d0Ce0g6M/LvMI4akUtvP8fvh8/8x0/gx955EfUv9NVzyS45ylAJec3ey0lFaBFsWwGjgzjyHlOqjhEHkfuPZ7V2fUbh9MK40gBR6UHHNkAygJHZJwM6KpqZJ6pD2orbSVVm9OBOjDHXsQIoutbDyWOlVbsHAJVRvaeja6lateZYzM/K0qMJvq567Fz4DKOOi0jVZvCZxw1SdXoUOCZS9OGT6yWkEK+gHFE7LSDobrX2dUUX3h5D6d7p7Geri+UqtEcWNPg10ZfHWoOh5ZxtAxwRPPMraYwJuCoHWFAwNE0b6w+511PSPzqo88bcJd8oAzjqI56t6CqWjjPAL+ymmJMkdyRNZdKdlgKYQtLhFMzXkpSAY+RzgoLY459vMcRMXXCim2AGqOmLDjUQcAFduaFZhzpAK5orxqJkdvIkyNkkwFW7mjuw6IKePcLH1EB0gj6O9RJ1fIxOOMVHyhAH2qEBaaUfEdikpXoOoyjQSfBGN16xpH2SKF2a5Q5B20LuNR7HHW9DPyNoxkmWYkf/c/uRcwZPv28Cjaf3x7idadXwLkFW2id4Ez6wA5jwA/8GvBff0D9OfIZRyTHabX8qmppEmE9XfMez8KmC6jfic86dfuh345RQt37RG/FmmNLeFK1paqqASprq8fR4TQHZ4BEgVSvnW7FzLzUwFFFqpaogL9oYBwF7Lsnrx1iQlLsIsEnnlKHflOxivziXI+jMlfvVidVK2ZAWWA0L7DStlK1QbsLzhSgQeOcvEuM1Iv8rKACBhHsIRic87KnJPP69b94BU9c9YHbGY1H7fcspApohQ5CW8xlHFlm3BNXD8we/XN/8SgA4JGNesbRo0/v0C3UOsSZLdHuAUdVc2wC1kjK3yPGkZOgscCRepdJ1rCI1jGOJhn6Hcui2VxpYW+ceWcRisMLswdqqRqBQ55UbbH5863pLcQ89ooNjOa0JjhjCFDrc5mr9YZFqmx0g1zZbR/+2suQkkFeU+dGsu0hcNN9tSw0rzTAUQ3jaJKhl+q+kgwYbyNaV8BRJ9ZecMYcG8Yc22McAUqeuATjiCQiyuOI1gQryS2FVMBt0kWPL+9xdDg/xGpr1RhMCziJVaNi0l4pQqDgLSS3wTgKEyClhGHHx5w842yCxQJHi68tpMBXd76Kt516W/Bzl3EUehypqmocpdo7GPD0jeWM/9fTdQyzoVk/FHRdWuDIIFa3b44dStVKIYzFRxJI1QgjPrWi5thuhRG4uN0cK0BA5mpfq0rV9DlIs1jRP6vWudDP7TO/Avybt1fOyCRVK6n6m2aHels97akkVQOONch2gSPyu1N7AAFHwpAPIgjkR5rB1D3hX2jzQfXrXn1lte3JtjJEFz0AHJzBSNXyUhpgZy1unmNP7DyB7/+T78cL+y/U/n3ocSQ0oykvBcaonsm81qtnHBGw02iOvazHUXdTnQeGDYyju1K1u8DRa9EiHnkyKR75Hkc0+QgthiisobQTyN6/ej8AVQWCmmtsTJXIQsbRV68e4i0X1nDPiYG5vtvqJFgAcM/gHrz34fciYYl+XmIc+YwgCvrfes8a9sYZxsJn1NRdvxN3ICGN1whgzbFDbxQAxqvi+sEMoq0lLsb8uADgM45MBRFuF3XlXaKBnTgy1FrKFvfTGA+dWmlkBJWyXAgcuR5HEVeSHPdAO5oVuGe9a8sP3445tuNxJDVw4UrVBp3EgC5T0apKsOrMsXXQPHHkBhXgKADPzIF4AXC0c6S+w3/1bRdx7WCKK1o+Yry+amjMhxOfcRQn6l2GE7VZN43RKg3cehwBwDwXRqrWbcXm+kezKnBU1/+fenYbv/Tx5/BT739CdUcATNUyjoxMxz8MZ6LeV8Q9nLn9I5wsZKU5LIWw1RkzA7DVgLTEhaRqoiz9LDnQKFUz1cga/IdcxhEYV8CRWec040gzKuaJNscOstzEqKx4NOnmMvt4xLz/LqXEf/jSFfzQ2y/g77z+HvXDGoBtkispHAsyUBaYImaFkqplpUAhpMdaWO0k6pBTE1TNy7kBCe3hyqmqtkiqFvvm2C9oL6NvvmcNb7+4jr/UwNGzN4d43am+7RP4+wULD0pv/1HgdX9f38NnHBGrItLFBNx17f71097jCakr5i0qb1vjTwMoxtGJftusOWf6q8anQlVLYnZPM1K1AAgJW3dTMY6EwMFE+b3lIrPAkVMVKyvVs8ccyF2pGnnrZON6j6NAqvblywdgTPVfGrXx16+oIINYoIY5yJjtI1rvQxDfqf53NMutVK2YoZOkWO+2sDu2HkcMzPiKSC2TIsZRjBICdcCRzS7Pcg2Cixjv/9IV75/ONeOIM4lI7/W5EIZx1OKa/s8jD3ghv63/7fsfwc78JTAwvH799ahvFviSYIg5Q0n7k3soTzqq75z5dTRTHlAkVVvRwJEbZIdSNSqDXQlyAqbLNFPyoJXUsmg2V7QcxqvcRkkDh43isixcqVpc7/VF7db0Fk50Tnjr0Gim11Am4WXJCdzMJmrMON5YTW13NMfXtrYA0cJ6sYty9aLBQuaFYs+6yYlKVTUji/bHv5QS++PMmGO3aR/t+2uFLabSYI4NaFbW4uD/aD6EKNS3FlKx0un6VKVSSCjT7FYXPZ4vXVWNpGr39O+p/B2Hf42ilChYG7FYHjgKGQqGLQLFOJLG40gDR1ELbaaev3H/hxo7s3KG+wf3ez8XJqlC80w3xo1HTSRypEmEB06u4OkbDdVZQ4+jtqoEtzfb0+9BUjXdN8Q4ugNz7GGunoH6SjGOlFQt4Rb4AgA9PXDSAEe3yTjSUixhgCO6fOBxRDLQdd2/EyfJlU+BT/ysAl/IgBqKvT3Mhsocm6TFXH0DD5PtEHC0oaTEwLHAEYFrpqqalhTTuMkKyzhKUKAYaXClu+lfaEMDR7v1wNHWZAunuqeg7AAZONfglAZ2JhrYWY2yRqna+z7zPlweXsaHXvpQ7d9XpWoWmCKpWlGT1FPvc6LW4ygEH7M6xtEyHkecK5bWXcZRY7sLHL0GzZbBJlBBH2xMmeoSacJt6VspaqVqZ7qKckiIOQCTaS5lqSQnUAGnK8M6mhU4t5ri7Lo2Dcv9hbauqprbuMm2lOaw50nVNIDxpvMqa7Y9oZScNccOA3LSMrseSgUBRwEjCwBe3BmZnx2xFXXQ0IeVcVaCsRJlaRcFCxw53hxSmP6KOTOHpKHDOOqnCforxLapAXYazKvdUueAYnP02rEBpUohMc5K3LPRsR5HoTm2aAam3KpqxBiZzAtIKY3HUSvm6LUijGTiBWxNjCPqIw84kjqYMlK1oCSlYRxVS1UeZepweeswwlo3wbvfqDbEz7+0a/sIdh74jCN134EOmigrn2fNrDWgam5MUjKaS1lppWqdJDLGs0fTvJJxrrvHnzymAq7nt1QfmSztoqpqnGvfhuOrqoXv4ALMjR5HwMKggYxdw0YHMQK+DBgpSj9LDiimxXxYkVg0SbwAzTiCYudQieSIM0PRnhcl2rFlHM3iVQCy4nPUVBUOcKVqJUrJPCkcAOyMlCnqWy6s4vX3KMrxfFw1Nl7ooQRhQAvGlIfSZG7ljtQGnQRHsgNZA7C53+B3PveK+qFkHqsSWMA4EoWZeyS/urjRxTtfdwJPXjvCizsjbA/neP1pNU9D4EiZJy+gZkct3+NolKl/yhW46c6DR06d9XpIAUeaTXCsx1G1atWJlZYZR2f6q8gKgcNpboAj43G0LOOos67W3fkRDqY51rR5ck+znq67jCPtcRRFzLk+syygbOgbNBvGhf+Nrx1MkWp21tnBqsna//tPvwwAePrmoQ36KRChtaaOcQRAzEcYzQsM0hilKJGJDJ2og41eC3sjh3EEx1waBExZxlEZ9tfgnJLaaQDm+Vs6IJIx/vI5/wA+y4XyX2HWu6QoJUrJEUEgEoV9/kSbYwuB57eUbPLHvvM+rAy2EYtTteCybdK8RRQxI2ky+w6g+i5dNTJBIaTpH2I99Oo8jlw/OgBTbS4yzUs/YIlTb43en2jDbWLRRClOrGg5jMdqIH87CwgbjywgkKotZhztTHY8mRpQI1VzzbFFofb2pGtZpzV7RCkkru5P8Ogz2wCbYkN/i1vpvSZ0Uvuyb46dhcBRg8fR0UyZ6adtAo702O5sOD1kGUe5tIyjqQz2wHixx9GjT2/hYDbEn39lD8/eHGqAiMyxYTyOhK7KiKSDHpsvxTjKyxzjfIzV9ipOdk5WGN+uzEv9e4mCtxBrz7fJfLGcbJJPqqxoV6oWAVIoMJbO1CJOkWop3CIPmesjxYg4u3LW+zkNB67FrPQNyDt0jha4Br7ecmEVX7q0Z0FQp4UeRxv625IvFzFoCbQ2ysCvA+OoKKWp0kpKMtrL5vqcf6Kr9qhb49tjHG1NttCJu4BQa0c79hlN5oxLbOj1+9SvE0cedeMJ+/vnPmJ+O8pHkJAYtAYoBHmhqfOQt9Ubqdq6AnYYB8bLMY56Sc+rqkZrWlZKo5ZooYAkz6ReABz1zypAe++l2vtsT7ZxunsauQbvOAeElqplpTDATp/ntVI1KaWJUT97/bO19/AZRzA+X3kpDKMpi6pnTPU+J2oZR0e52oMJ2MlKvZfBKfyzjFQNUH3U5HF0l3F0Fzh6LRp5f9BBNayqNssFTvbb4CYod6RqTjDXTbpYb6+bDQOwHkdSSuOH4jKC9sfqOuu9Fk5o35jxpMqEqDPtpWa9UApEzL8+YIGjN5xRi/4tuvwCjyOiE+7PrLljIRUwxQLz8GlW4tYowzseUgvgLnluTHZRlEIFX0ygcBhHhq3gAEfeN4hsmW0DHGnQYnNNZwOCbHkhCq8yHOCYV/PYq0rGuQqQCTgiOdyF9W6zx9EixhEBR3qjkOCYZIrOnJfSMGnWui2MyqQKiNQxjnQfURAHqG8MwGbBwwOvM0bDRgaHNw8YLm508fDpPs6tpvjg42q8csZ9xlEgVVtpx4gjf/POHOCoDnR5+rr/fGQeTsBOVghMsxLtWPntrC6QqtX1/3NblI0jhhExjqD/3ADs1JiiLiNVUwcxWx2xuWJYr9HfYlbMatk6hnFEwJErVRO5X42p3VffKQgYjFStBjjyfKB0FpgzmwGd5QJpwg1wNI40myMweCXGUROw41WGY/5adFWzS+7Z6OChsydQSI69/aqB7KKqba7HEdeMIwpMe47H0SBNMJIpxKyasZ2VM7SjNj72tZv4OVMJjeyMj5OqkURH9fWO9h86sdLG3329CjJ/+7MKoHj9GTKM9aVqIHPsRmDHZxxtD2fY7LWQiXll7Lz1nPVH4oi0xxHMQWyWl7i0G7DfzDuEHkcZTqy0jRzx/KpKNmwdzbVUzcqulgaOTOWnsfF7m5dzdJI2+u3Yk6oR4yjituITGLdVJOdDvyQ8j1T1qoBxdPNwhpMDtSZcXF/DMzeHEEKi11Lry6W9CQw13jCO9HoQrmN6rZ2ODyGl2oeIUZPGKdZ7Si5F5wXGuMKjjFSNayN0JVEoEaz1g/PqV+1z9NhlFVB8+/2ncXlv4mXsZ0Vp2JQE7BSlEqQwSIjCNX4mNs0Mz28P8eCpHuKIo9O7icnwjPHiqja6voIIY84tcFRXRUcDy+OsgJRAP00McDRo6+SH63FEckEN/k508F0KaQ18gYrH0Z4OQLsaEGxHbWz21FjwWQ16LyjJI4ukavod3EIDQaGQsO1Md7DZ8QO7eU4yWcCTV/BYAfz5RPV9e0UDzNXA+bc+8zK+6+c/iZ/+wBPopDlO0Lhk5w2oQ3PYYxyF6xEBecFes6/7qp2of5+SgblmN3DnGwNAKZiZb56HCXCsx9EvfPRJMF5Clil+/ZMvaEmacWpSAKcGjiLOgKSLLsus7HJBI1/G1fYqIh7hdNdnTPHQ40gIlLwNXs6RRMyMraZWL1WTJqCNuN4fmU2wyLiLtlRr1iJGEwXnZ3s+cNTbG1yjAAAgAElEQVQoVWNKiTBBG1yf+d7zxjM4mOT4/Ev1knFX8r7eXgcA7M4IQOEQsjTjyezDPGo0Xm5qxOaoVFWDQBJpYbQk4Ej9n0Fb/fm2GUeTLZxIT5nKuJ3wWEnrGzGMNohx5ABH219Tv66cAXatHMuVk9F6LaQAZ9JPMhKw1t1Q/dU9cazHkWvOTBX4wHxzbEpKp8ggyQcolKpxDmw80Mg42p5sa8aRqoyrznDECLLATr+BcbQz3cGsnGG1vYrn9583e5nb/Kpq5NOk9hoCpuZNwFH3hEomBEltOpsa4MiTqgksLVUDNOPIr6R31xzbtrvA0WvQQm+XKGDUTLNSsSH0IQWyNBr+MJA90ztjyiUCFrlVpeZdqZr6/a42jtvstXBqVQ34ycweYqZZiWduHmCWNSOxFIzkUiBisuK9QsDRwzqI2ZoQd3WGraNZbRl7Ao6owgGgMoqqjDdt0uomFDi9+bwCdK61NdXy8uftxs1KFLWMI3XAMcbMwnoQ5YIYR+r5iY2yQcBRIAWqk6q9/fTb8e6L78Z9q/d5EpokcsqOAxjO1T1OrrTBtKFnxUNJNjOaXKmaYRxlhfUGIlPpXgvDUjOO9LM0sXWIEeEalFupWr/2GY0RaJ1ULTtEP+nj2n6Ge9a74JzhvX/nHnz6+VvYHs4qVdX+xZ8/bTJdh9PcgDrqhYlxZCvzhe/wVy/u4qtXqsCRC+zMixLjrDBMEQMcTTTjyAlsQ3PsUkhc2p2owygc01sd/sfczrNKizsYjvyKTk2Mo7CqmjTzGM1U9dYCqZoGLcJm2ToqDxnFWqomhC+vAOxhI6AEu1mvsLk+XFwfhuOImz4yjCMN0A5ZPXBEoEIj+KXfQWpGk8t+JODownoXD58dYIIUR0fVALbuQO9fX88DrgISw1pzGEernQRjmaKsqbhFlSp/8aPP4qFTK3jf9z0CV6pGctz6qmo+6LIznBtG4ZvOr2Ktm+D3Pn8ZgKqoBlizSVonlMRiwUEp8n1FLu9NcM9GV8mjAn+sb7143vyeM3WYt+bYDP/7h57Cu37xUziYOAFsUi/RUYwjJVVjYDi/psbA1hFVnOPW42tZc2wj9Rob9mUmVP+fW+sY4Eho4IDMsbmTiTdjXwrfHBvwWC/UbhxOsdFX+82966uYZCWuHUzR1pW7rh9MLFuEhYyjYA3QrI7pSN2jnybeHNjstbDnehypBzXsXzDFk1tpx4pxVCdVA4xc7fFrak5/y0UFQj570wKf1hxbaK8otcaVUrGCpMghaR2OLXC0dTTD+bUODueHOCq2kZQX8FufeRlhE0KqYWmeX62jFjgKDuVO35PJdT+NjTn2SrvKOKLzA82JaW7XBy/QIcap9BNIiTaIV1I1tQ/t1rAa8sIBjjypmuMXl9Qz76hRdt9thTMs4VZGjLRULZ9aqRpQuw9QsqbbinDvSYaBUODfU7MTJtDvthSw4JJNqoyj+sqRxhMt0X1Fz6CBI8s4Un1aSOBhfhUA8JS4179H1OxxtHU0w3M7ary+/Z4z+Lj2EqPkKwzzUa+tjAFJBynLtOxycaNk12pLAdhner6RsCvzArRUjSs2cbcVLzQHzkWOTGQVP0A13BzgSPu70PwWSRctofpjEWvq+lgzjirAkX5kDRy5rKlSSIxlG1wH2e96/UnEnOGzL1YZHNN86lUd3UhDxlFkzkOAHbce+27JNsyH4IybZFEphImbiBBUUAKqoCQJsN5NbtvjaGu8hY22KjUPAO3E8QEEahhH9/t/BoCtp9QZ+YF3AXt2nXOrtRogUBLjyImx6MxCMrKV08BocVU1txw8gY8MFiDPCp2WYgnaLAef7qkkSAjGA8DmA7UeR1JKAxzRXsm5NCy5vLAeRH1ez+ojK5V3X3w3SlnixYPqfVwPXjCpwVPFOEqgrjnjDYxVYlBNfINs6ns617lStcIUnVmScTQ4V5GquVLBb/R2Fzh6DRoxLRo9jrRp7GpXL9IN5tiA2iQ8qZox0pWmqporVTOMo24Lp1dT5DLCZGo36Y89dRNH8yleudWM2hsmQakZR8z3Xjmc5og5w70bXUScYWus7300xLf/q0fx5I29StBPZpAu46jU2QsWSPl2dEbh4TNqwr6YvF4tuC983G7crERRNEvVIq7o/yYzzy3jiFhBxITY3FDAURFk2erMq8/0zuBXvvtX0It7nscR18ARXXvoHHq7Hb0g1jCOGhlNGtAgY2ABjnFWGk8NyzhKcJjHapHUmcjjzLHdVsqQcVSzKfO4KmGDLUN6bX+KCxuq/9/xkAIgnrhyiLCU+vv/5qrOzFufJtP08xZ5ZvomnAufeWEHEH6QR/NMOowjZWqs+q8Vc3SSSDOOfBPiEGC7fjBFVgo8dHIloLzqakBRMyPosIjwia9ewseeslmkJsZR6HFk5zRfIFVbYI7dxDjy2DoMUaSBnjJX38R9NvKqCLJgizyOXIkI14d57mRSQ8bRkGtwcuJnOxcCR84YEvDNtwEYP63zax1VhQwdVZY2aAulapq1BpCJvjQHJLek96ATY4gOZA3za1bMMJ5xPL89wn/3Xfej244AyWDMRA3jqKGqGuABRydXCEBmeI+WgLZijnOr5PvhS9Ukk+BSmOptlRb75tiXdie4d6OLaTGt9PuFtS6kUHOPI9JyO4CAqSevqcCefG7U9auVBfNSeRBtaqlaJ+7grC5htXU0Uxw1XYJZvZSf7W9sJoAe6kIBiQHuzq93jMcRJQo444h4IENxwaIQOFo5WSmVfPNwhjW9RN6zrvaLV3bHmOYWJLXAEUU+5HEUStXUhWYjTbVvx55cc4MYR6XPOLLm2IoNtNZNtFQtAI5MeWGVcHryujpw37uuQIFnHOBoXpBUDaaCaqFBB84kYllC8oBxlE8Mk+yZPcWu++4H3oYPP3nDY3sBBEz4jKOIMwvihUFOxxbCMAmejvU4Wk2JcVSVqkkdvE6d6lqzEDiSwiRBaK+OYvWrkqpVGUfEVLDBD8PCqmpALTAyLaY4yo4qwJHxRiFZtxvQlrllHFFfBaDO3jjDV68d4n/+3ofxxL94D+J4jn6RYa91DleOLEMkjliVcRRWY3DmltuIcZRQX+nKbRY4ckFOJWN6kCmg40si8L5awDj6/Eu7AFd99y33nDXAX+Sw4rgGIEuhQcOkhw7mt804AqqyL9dYGlBrWBm1gGKObivyPCzD1sTO9aRqKvIHaG8GIJMeWuJ4xtGN0Q30k34lkDWMI8Nwte9QCokJUnC9j3daEd54boCvXK7ukRWPIwKOPMaR3oul46vKuGXfLdmG2RC9pOclja05tvo35KFEHkcQJTZX2iY5vmy7ObmJ9fYpGOCIlkvD7NM/mIRSNeecsvMMcOoNwOZDwNFVs1fT2aUbd0GERJKn5x7jSPePlv9h5eRtMY5MZT5mZfVzAh7jNlJkiGa7StZVt39uPADsv1JRDhxlR5iVM5zqnkJROowjY16t5HASDCtsXss4IuDoey5+DwDg2b1nK/+mDBKuUpQAU1K4p+S9+IT4VvzpxffVdwSBbUFSk5QTdK7Lnb1GeULdjlTtjJKnO2e7cT5GGqW1yd9vtHYXOHoNGgFHhk5OUjUdUc3yEmkcYc1hHNV5HAFqY7s+uu5VUwOUhKZwGEcU0BrG0UoLpwYpCkSYOoyjjz+1BbACkFVGCqCqx+wOddZIlIiYWrDcgPlIB/1xxHG638Z1nXy6tKVAoUu7Q0QBk6aOcVQaxlGk7+czjh462QdnwN60BM69Ddh51mysnAnkZdUcG5pxRFIy0ntHEa94HJEp6alNtTAdHflMglKUjYtGHaus145NmWADTqUxUgMc+YfJWqlaHDCOjEeNAkWIXr+qK6qdWGljN9MbX+ZUJKuRqtVVrTJZfuNxVLMpU1ngoB3OD9HmK8hKgQdPqv//TecG4Ax44tqh7SN9kHGlWMr01HlGHVwVuTVYD/vm+sEMq23/0ERyRApt51qq1g2YIofTvAK+hP3/8i3Vfw+dWgFtQC5okUS+Cf2jT2/h08/v4NLuGDcnDCkyfO4Fu7llIqv3aQqqqrnm2I1StXb/tj2OAAUwMw18kTRWkueZ+2wrDcCRNrOvq6oWeouAKTZBGTKONHB0AA0cBZXVFplju/NMGqma/fu9cYZuS809zhmKuIv5uMoIqvOeMNc31GkLMBMzyGQnQYyjDpgTuEkpMZ4XmJdzXN1TFb6+95vOKNNWaB8OCAOOL8U4Gs1xsm/BjH/23a/D+bUOfvm9b62UHqd5zhi0R80C4EiDwlkhcP1giouacRT2O2MMkVzRv3cy/TpL+ICe61TAQL0DMS2sDJYywyRV68QdnBqo99oeznXfOAEUZQiPO+y1XalabqRqbd7GubUU1w+n5j3Vo9dJ1RwwJ2TrrZwGRjZZUwqJ7eEcqz31/+8l4OjWGNO53Y8NcLSkx9FsosZpP43NHOjEHWz2WtifZIYNYj2OtHyDcXAIBRyx0hbZoOYwjvbHGa4eqPF6YqWHjV7LYxyRObaSAKm75KViHHEIJCgqwFExn2B/4gNH//13/F0wxvD//NUr6t9+4d8B/9fDKJ/7uO5zy5hKogXAUbpqpGruPm2lasQ4csyxDXCkrjluAo7MGNVeiQQcRRoMiVOsdxMwZj2OXGNjU1XN9bGSMpCqNXscUdnr072QcUQAIewYArQ5dqHMsZNOI+PoqetqHH3zPWuII45RPkJ/Psao/wBG88LKx/RevNAcO26rfSEEpzS7kPqqTR5g3Q3v3xmPI8Hwy+JHcNg+ixti1fs3oWTQbY9fOUS7pf7uTWdtP9EZ2phj630h4gCSDjqYL8U4Io/Ntbaaw+Qjap6f2b0MUN9GcOXJ1GlFC6VqFOj39l4GvvKHBgj//9l78yi7rrvO97PPcOdbs6o0T5Yt2/EYmwwOiQMk0AkkQICkIQQCPCDNA7pf0zTjY2jIY+phhWERIARCQoCQkNE4JG4n8RDHk2x5kGRJliWVhirVeOfhDPv9sYdzzr23SgqrX9Z6He+1vFwqXZ17hn32/v2+v+/3+4tTc0gZD2upmgWOSviRAY42BqZWu6tDMkdI9gJHuIC0BuXGgLtNHpFipN+6a4LD59aHYo1OlAWOxvJjuMK1jCMhncRTMi0Z/1eYYzf7TZsTgMkFVN5kPI7Mre5YC7CY6XJuwH9MvZeDHjrpv1vuLDOVn7XFwMJGXdUMy3RcS7XTDJfVF5TJ9NR+9ee10+ojGrwoekVMTchEoxnGkbk/xiS7MjdUnBgco7qqgbRAofk+6RYoiAC/V1MeSqPG1FWqsFzLNkewa1JpzhqUO0LHQyIF/OfKlERvJLB5tn4WV7i8fNvLKXpFjq8dH/pMmJkf0r4TYSTp4/ML/i8y7+8dfe5l04UuG5sOMo5UEST9fZvEQ4OjqvfMFOvIgJsvjheBo6/JMPT+OAUqQNbjKO87bJ9SgYC8DOOoHbatEXFsk8wEeY5JElpTGZos5ZTpJi6dXrJJH7lYR4iIekeOlMV8xx89wL//+8MABDJU6PMAEyItM9o6XuB8Q53HwqoGhUREEGZfWGOOnZZJhfFojyPDOJobyzNRUtVX02LYBHvCiYmiJOkwibORqrnCy7A5fNe19ygN6gBsnx4nkoJmIytPCOUw48gM42OVGKC7VAuerZKa/1cLPuVSRQX3A8HYlXgcGTmc8fAxSdFEUQWqs2N5LnX1MfRCOgp0gdHAkX0eJoAftQG73miPo34dYrVo37JLbYilnMfemTInFhspqVQCcJpAvtOPMh2rzOYdBYG9N4Pvwvm1DpPFwWpbDHHi05EwjkYAR/lK5hkM3v+Fmkredk2VbJCRBo5yXpZx9GMfeIx3/OUj/MrHn6FHjqlczKFUJe9KzbGvCDjKlTeUqo1ijQDW40ilCwJft0yWo7o9bdDp40o9jgzjKG2ObdY5AxytxvrZDVCODdtiUDIFmjVFijXlZOV8Td2u2wyZqyJHSMk2YxxJKW2QbwBmM08LacZRwadJESdIAJMPPXyWl/z6PxPJiMVaxLVbx5gq53CEEedkO0duaI4NWcZRCjjaPV3igV/4Jr7jpu3JdeoIyZpjX1aqljCOzq93iCXsni7TjUaz1ao2qE8SNpPUzupze24hdZ9TMiYzlpuJV5PxmCr4LmMFT0nVYgVMWf+DdNK82dBrVdRVXcnGtTl2zs2xY6LEejug1Qstm0LoebkhcOQNADuV2cx7sNLsEcaSqr7E7eNVCr7D6ZW27eAVxsn9sdcQbCBV0wBAMAI4Mh5HUsKqLgIJobrpCCFVWq49jiaKOVxiQjlwz/yi8gpqXOTQ2TWEkzBqDs5VObaYlqoZsE4DUxiPIyUn80REbNZIDRzVG3WkhJlKjqOrR5krzXH93Da+7SVz/P0j83TWFuGzvwTNBYqf/klyhBjgyzCONpaqTSRStU6yhxrgqJov4jkiw/wwHkdGut8JYluUyFTIzXum19GmjSWS++O5ju5q10vdHzWSooFInnEcZaVqqa5qUko+9JUzvPuuIwp81EnabGk2c8kmAXQscGSkal7KHDstVcsWEIxR+3Xb1Dtb79epduvIqQMqddKnrTr/JY0kYARwJITusJn9DlOwchxVlPI6NXVOXtIsRP1fvw9S8Ffiu/mrb/gUsRyQYA80qUiPp86ts3eLWnNnSuPs31LW98bMcVVslFqGZaRqedm7oq5qpnBp4tFB2ZcBXWK9L0SxJHKVf2E5521qjm3ZuV/+E/jEu+DIx9WxdEcsdXy05DeJJWSujKcBiM2kcLVezQJe6ZFI1cwbnABHYSxpy4L6XdCB1VO8a/4/c1P4dLaJQBwQxmGmAOUIh4n8hGUciUyxNCXb/9eYYweNjHeMYhypvcAAR4lCw+wPkSqUptiAy51lXvP3r+F1//g6PnTkQzaPSv99LGMmcjMYEMHaFg5K1QwYWhhT61B7hRNrJ/jk8Y8p2e/kXhjXnfhqSoaZZhyZ6ZdI1VJzflrbbRjz+bJmHG3EMEcBF45wKHpFYik181HaHNAcX3oFym6AH9TUeY8a5vsHDLLTa1IQxTgodmusPYjs+uCXKIseca8Dx/8l42l1rnGOreWt5NwcV09ezXNrw4yjMHOdOt7SHkpCQDm/iQzUAHmpTqGQ3HuT1/QzjKMrZC+bUdUAckOxJLtBRLPfelGmpseLwNHXYDhkTYE9L9FLg2Yc+S47p9Ui0mx37YI3mPCbjc3I1SxwJGPbVS3NOFptqW45E6WcapfteLR0i/NuEHF6uYXjRESRY/1yzDCbu5H9RHHicTQoVTMyo23jRc431HlcWF5n/0wZRMQgm7TiV2xwYb9PqqTKVJMMOLXU6CGE8u+Z0tVXxnZAa4lu12x2EeDa5MB1XIT0rDm2b82r1afTjKN6NyDnOeR1Ir11vEibAr325YEdM1zhDj3jct6l1VfyuHS1dKKcoyVKQ4argx47kDXfBrUJCe0xAnBOS3OMF8NctUDdyLdSjKNRgEW6wmPGkMfRqLEJ46jXy1PKuZZxBEreY/TSsYwzXlwmuGv3w4wMyCRyThzQDaKR9/78eoct5ew1RDJSsk3LOIrUsUcyjiqZgHgQYFuoq2B2+0QBs1Qa4M5I1cw7XGsn784DJ5fJF8vMFaVtpQ6Xl6r5jp9hHLnOZaRqG5hj96LeaI8jTeoXA1I1Cxyl50hpWgWAG0jVLudxJEAxjtw04ygm77kWIFyLiuo7ByptabbF4DDgl9CMo8Guas1+mAEg3WKVXNy2rEUzNjPHVgb0WtakAWZjWJv3ki1zrOjTpIAbtGzA98y5GujE8+JayO17J/VxUVK1VMc5R1yOcaTebeMLNHie6THUVc1JKvEjh5fXctbQGlvvmdaMoxFstR1VJTk1rc4d6y3iJMzQtEmp6SyYYhwZ4GhLNZGqAcyNFZRUzTKO9PoQXylwpBk7LQVgpKVq6t1Va4UB6Rzh4DhywOPoMoyj1pIFyy9qQLmsO0oVvSJ7p8ucWWnZYNd6KlyJx5EGvoKO7iw04HE0VVbndqmugSOMO5AkloJYs4HGSz4e4TDjCNT73Fnj8TNruHp+5twcB7dWObHYsPt5N804wiSEkkgKfEfiExKLLChSqxsGU55jK8e4dupaAH7wFXuodQJOfPGDKpH8rvfidNfZJlb1dah11HMcXFuwGAjMM1K1pPOm8TjKuTlKOTdT+R70OGr1Ywu8ZirktmPYIHCk1nLD9p0u5yxbTnkpGWBqwOMI1HXGo8yxexw+V+NXP/EMf3H/Cxw6u8ZiW62twx5HJtHX7Nw042iUVG0AODpysc7WMTVvYhnT7DephAGFbeq5mJUjMrLl1BYzEsjOVYeKXGutPnnPIaKv7lNnNcM2St5awzgCxxGaeUl2X/NyIxlHUkqOLTTYOa2OVvErtiBlr0IYDx9BLNHAUYmC7DDbOzt03oOjpn1eNpKqGeArlomML9aeTMWBeTc4rFmvRN3DB//QHstJMaYMi81Krv0SrmYcdYJI3ZsRXorrvfUNgCPDOHI02yUpNEZSWo8agjZ89pfZtvwgv+/9Gc8vJoXSwSTcjMnCpPV6EVbMKrNFrn+FOXaj38gk5QYEVIwjLRM0BaiMVC2X8R+758w9NIIGa901fu/R3+NPnviTzPeYvCkNHOVdMycNcKTXZxOfe0UoTSNby7zlU2/hVx/6DUKkMs02IIZm7tj75hdtbJhI1VIn8l1/Cm/7UCKDq8wpBlB3uAOsGa2gZeV8acaRudfWys3LU3ZCckE9YTQNjikNHA0YZKeBozCStkhhzLHDSBnQi1yJIj1+s/8H8OG3wuEP22PMN+bZVVWA2jWT1/Dc6nPZbpYMS9US822J7ziUcu7GHQXHtqtrr2WBo0GpWtrjKCMrvpIxljCOnj5X48bf+BeePHdpQyb/19t4ETj6GgzTVtJqyzXjyAAXvTCm4Lvs1sDRSrOzKeMIsAbZsd3YYuZXVQAkU4yjejekkve0wS/Ebp5OR33u1FKLWILnxUjpWfqxGSbQRxrgKMIjS6sFFdCZit628QJn6uqcltfrfM9tOynmBJ1+duFwhGM7KJihpApJNd5o/VeaPaZKOTzXYaqkg7jqNkAS1LRRuIiR0lHeEnoI8onHkfAI4zCRqqU9jroh1VSyOTuWp0OeoDvC48jZmHGkkjcNXLkqQY5iSTeIE+Ao7zFRytGQpUyLZynlSPNts1BlZEASm/QbM+DJkgaOxgq0McBR0573KMCr4g+DQ0OMo5EX643s5FLr1Vhcc3jl/mk739S5C9tqWwGcCaPGMDm6QZwBd0xy5RFR7wZDxuFhFLNQ77K1mqW9SykRcWwZR0Ek6QTRgDeNr4xW82OZoDuSUYZRtljvMlny9b9NM45UoKRAEfW8jy5kQcCZyXGKQnWdaPdDpJT04/5oxpEGMDzHy4CPjusMsQAfen5Fg15VxRgZ4TXVC3ubgi62q5o30N0vndA6rqqCDRgEtoIWAjHy+BnGkVDP2xXJWtQLIgq+o0Fah2Y/0myOLHB0WY8jYiBOPHEGGUepd7lQHqdMN9UdL7mOkcARWR8u13GJYmmDmDTjaLzo05RFlbjo5PP8egch1DPphx53XKW7DAlBkiqrNS7vucNmtJBhHCngM2KytLmufqirmmY2yc3MsQGiHmc1+LxbexyNYmLtnlBGypW8+ndCGOl1UoVs9gYCPb+Y8ThaHpCqme/ZMVnk7GrHJn7W2v6rZBwZc+mJkm/B052Tap6mgSM1L0lV4gcZRyOAIxlbZpwBjkqmFbmbZ890iRdSUrUwNu1/013VNvA40lK7SO831YKXkTyYzl6L9YRxJKXhrynjYVdIJks+HjGBHAUcTUF7lcfPrLF7JmfP+9qtVdr9yO4j3SBCma4mUrUwjgmkoOip9dgCR1rq1dTeTFMVjzP1M1w9eTUAL983zZZqnv7zD6jK/AHleeFYzqMGjtJStVHG5FEPVp7n1V/4Xt7sPJhhHOXcnJaEpzyOTFgrE8aRAd8yXcMG/HtaPc2oln17f0B1pDXAUbsXWbZIYFm3iVTt04fPqTXZehwZqVqXf3j0rP3qzz27wHx9HoEYMmS2IUyKzQGo9VlGWqpWykg00+PoxTrXbVN7e6PfQCIZi2Mmd78EmSrXqQKOAh9N56ohjyMYKYtebfWZKueSIkV7VctiEu8hAMeyIRTLzzVJ+hUwjpaaPZq9kMmKuiEVv8KtuxUQb9Ys43Fkuqo5DjB9gMlgkX8IfgY+/q7h6zGjsUDtoffgSEmlpva5IXNsfSFRilETu8qTqbxZckuqyLL9pfCa/wQXn4TaOSIpk65zQtp1wpop+xVrXu1degbevRU+8Kah46/31i3glR4WvzGMHWHuFESpdur0GjD/MNIrsNtZonXyy/YYnSABQNLD+BypI7oq3NXxhJ07/wrGUbPfpJqKR0MtVYtkhO9oKZa+P2mpWuSfpdZbt3vQfefuY+/YXg694xCv2/06Pn7y4xnQwoC11z37t2xDAdh5/ar2zPmbGL9XV++Z40BpihfaSSy04LkK9KluVderQQwrl/JKRFESMw4BR8UJuC71TCtGfpVleGfuUdC0rKxI770yxTgKDBPLK1B2QgphY2PGUXWrYggOMI7M/ZktzRLEUhVZNLgphWoo5DoCchXGwxW+UR5S//Cx99tjzDfn2V3dDcDByYPU+3V7XDPSUjXH0eCpMcd2BXnfzXjTZYbrq/PXLC8z2kEbz/Gsn2s/jBOgOt0B80qGYRzVL/CJJ88TRJLztQY5Z7gg+/U4XgSOvgZDCEFkDGNJkv4g43HksHtGLZxrjU7icTRQnTQVkd/9/EN88snzA1peAyIlVf5mL7TSEADhFQh6HbpBZJMpx4lAulbWZsYFHSC7Vt8d4Ti6Fpna9w1jCpRUrR5o7bAIeNNN2ynmJK0RTOTBTTqKtYzDeEDZrmeJ/GSy7IT3w9EAACAASURBVCeMI4DaBZRQQ11DumImpG9p58ocOwHv/AGPo0pK3lLKeXTJE3VHdFUb4RUEKeAoxRYxCWyzF6YYR74ysJbFjIQm1KbUgwCPYaiYhFDzvWzb+nNrHap5j5xmQsyN5WmbilJ/c6naqUsBckDWEBsm0WAAnx5ufohxJKWk1qvT6ub4zlt3ZP7OtGQ3AX2cAo4Mk2OIceS4SBw8EVLvhEOg3Vo7IIolc5Wshtt4HBkD0yCK6QVxVmJU9JTsIV9RAXFsgtsswLZY7zI3VtAgmEhABRTbxU91DDPGwH/2jtv4ve+5kenxcfKo92ml2bfPdzOpmmEcmTjHcbyMf8+DJ5f5/r/4imrvvkG1GZQ3wSjGERhJk8wwjmznq8E5Mr7TavfNMIDLIOMFUuCmpQVrRpABjjTjCJQBcL0bJhTt9PlvAhwZjyMpGc046mXf5XJ1goroZAyAYxnTCTsjWVNWzieza7VJTNOMo2rBo4UOrPVzOLfW5mX7dQAce7z2oAoI1ZKm2DSmfXTOc0ZX+C1LoWNZoONDPYOzwxQQ7PwVWMbIyJHyXjm70qbgK8lZO2wPJQvAUGU73SrcrKNDRrF+MdNVLS1V6wSJf8Y1c1WeX2pqmrpj2VvyioEjFUz3tNRroqSAhbybZ/uEBo7WOhakc3D0/UkkHBl52hBwpIN6DaIuaHlwXrdtL3gF9s6UmV/t0Oglrd+tzGjI42jgWep5GHd115a8l0hCvTJbtQH6ubW2PX9pPY6ShGqi4OMSEYwK64qTyPYqh8+ts29GXZ9hHAEc08B3T1dppQV2dCcp6VBwhWIcDXgcNZv63XLrhDJke0VVa11H8JqrtzDXPIrcfqs9FaX+UWbeinEkOJNXYNMw40gnqnf9HNP1I7zV/WLG4yjv5jdmHFnJr8O4lnJn5CLWXFq9u42uYisa421TtJks+ax3tB9YlHxPZBbnFOPoF/7xSWSmq5q6RzLo8KXnlnjjjVt5+b4pHj29xsn1k+yq7hoC4c1XRMQJ+AjZhDZXGjp/UAzbk5eaXL9dMXGNrGhLFFHcdh3Vgj/AOFIeR2bvHZKqgZZ0Zwsjq60+k6UcvVD76RnGkcgCR0YXF8RqzTDskSxwNNrj6PSyfgeK2kogV+GV+9V8qJhsX3scSQ0cuULANd+aHOTsQxvLfw79DXXHYTyOcZ74IDBCqpaKqa0UyE26qm1mjt2qKaCwtOuVcO23q18+d7fqHiwSxpHtCmfuSb6EE/fxCNly9m61jpx5YIiNspFUzXocaaWDI6RtkhDGkpbU+8vSMfXcXvtL9PCZOPtZewwrF/c2Bo7yIsJ0OCXDOEp1GATlB/S+18G/bGB2jAJF0oXkMEp1VXPMuau/62iARMYRn1r6BUr7/5vNXZ5ff57rp69HCMEdO+5gtbtqzZpBdVQDuO6Fu3ido0APkx5ZM3XrcVRPijilaZZ6SSOf856ngCPHVUXsAala0Sva+WKAozDeYB5Csse0NgGO+k3LyrJyR8tYS8m/vAIlJ6AYNzdmHAmh/JlGMI4m85Pk3Jwyx8ax7OVYqr3AdxSrb2/jcaVA2fENcPEwhD1qvRq1Xs0yjg5OHQSGDbIzwJHQ7GIEYaRym6Lv0N2Ezcf4ziF/pkH7gX4Y4+n4LUr5bl7RyFdVcbZxMWn64QS0elcIPP1vPl4Ejr4Gw8iYLOPISNX0QtLRwMtUVS3o3X6wIeNozJ+EuMAL9VO853+e0MfVRnskEiCD/rdTrcgB3FyRAgHHFxs8t9jAdwWSAKRndetmGM3zTEVtHpGMMA0401X+NHC0bbwICLrS59uvn2b3dIm8D70g25kE4KaZWzJ/jiLFVDA0XkO5VdegFvOpcl6dp9WgXsQAZkgnK/2QSQLgCWOOrSvzXiKxaPayvigAgVtEDlTyNpOqDXoceW4iyWn2Qpo91Xmu4DtMlnzqcYm4U8scGxjyUDLJc1aqJu2COL/WZqqSJD1zY4UkMLiMVO34YhMZ6e5zaSkWJMj8q/798MW6/hDjqB22iYmQUYnXXD2TvTcaPDCMIxklkkrzvDpB1ocIIHY8ckQ0usEQG8h4Rm0pZYEjw/oygVIQxZbRZ8ZkScsdBzwihoGjHlvHC5Y9JazJvfY4SnVVW6x1cR3B66+b423fsBv8AjkNHC01ewSaGTRKqratvA2BYLo4rX0njOG7k+kY9uFHVCB6eH59w2ozKMbR5YylYxw8k9yYznmDCe2Wg7CcNTZsh+0R7YUlvTBKAUeGBSUscBTFkn6kuqqBYX0FKmAaCJZM0DoK/DJSMiFTjKM0cNTNAuWFygRV0eV4uuV42EUiRzJrLFshzgJHRsaSnke+6xC4+hg9Jfe5sN7lqll13u94xQH7eUcIJVUznhOOYl0ZhuRSo2dNbdPm2MbXZbw0PG/SY9A/Txix5kYVNjMPwx5nVtvsnlJgYDsY7f00WVDvWSJTMMCIY/eaZncgifIK1qcJYLnRo+irdbERJNKEa+aq9MOYlVY/xSjjq2Yc9Tu6tXYxp9h9rs9stYDnCC6sdyy70dHeH1csVZtQ1VPWXgDgYr1LznUyJsp7p8v0o5gXltT7mDHHtoyjDcyxHQf8MrLfVP4OOS8jCd2hwS/DssAwjoSaTYE2XZ0oefhEwx5HAMUpguYK3SBm17T6/pyb4+o5law9t9CA0w/y5sd+iAJ9SDGO2v2IWAoKLvjprm06qeq01PrZk6oRwPZy4r112yzsYoHG1I2kQczpSo6ip3y/XEfwga2/zH8o/27Satl+UEsqTn0BgD3OJQq+a6VqvuMrxlHKRHgIwAbL2MsAIwNraEsX2ez6owHEyVLOdi/th0YiAqFMGEfmnrvExGFvyBx7eb3OhVqXVx2Y4cYd4xy9WOfE+kmumrgqe73dGqWOSkKtf0xaqgZqv8qYYyfA0YnFJmEsrb+RMTKeLm2B8jQz5XzCODJ7pcSyfUcCR4UJaK9lfrXa7jNdydGNuuo+tVc1yJddb0y8FWo2oW0MM8g4GtGE47RuTlHIq3tf8SscmK3ysX/3Sn781fv18VXcK9NSta03cXj2u/l09ErFElw/O3RsAI58klpllnG3AMfuAhhiwTspjyMrPXLztKI+Z/hbWsFouThAa+koAOWdL4OZq2HmGjj2GQVwOYlHkwVe9D4m9HpWosfspQeSA55/3P7YDbt0oy4TIxglZj808YonEruJWMqksPjC/epz+17DUf96dq4nx99Iqpb243JJ5lDaV3WIcXTsM3DuUXjojzPXkB6jpWqbm2N39HrqeG3OrTfphB0uti6yb3wfALdsUfnF4VOfs5LFxfYiRRzGYskFqVi0Bf0FXaP1Sptj5xLgaDXVWfBcvpT4QI7vtH47abmUBRo1CL8RgQbY0PA5PTKMoxiMVM3kYmYfwC9QEV0Ksrsx4whgej+sDgNH5hmHkWEcJaUEA+yY+9KTPt1b3qkKyZeOcq6h1q5j53zueuoi10yqDoqDPkdpqZrrJEWifiTxXdX5eDM2H+O7YP1M5leD9gP9KMZ3zV6QYode6dDehicXG7zp5u34XshaaxPw7+tovAgcfQ2GSZjTMinIdlUr5lyKORVs9ILAJpqDQMXzSy3CzjaqYwucrj+f+YytjqTQ/1YvyiRS+WKJPH2eOLvOicUG+2bKRHGIlK5KplPDmANPl9VGE8WRCiZF1hS4G8R28TXV0R4+e8fVdXpujJQu82vZ1ryz/nXqfPuqimFkUmLAPLzViyjrnpmz1TwrrT6BNs4Nui0QZlHIMo6Ik0TYE546fwMcOW6KcRRk7hFA6BYz/hxGSraRVM0V7kBXtcQEuKUZR5WChxCCiWKOBkWiEcDR5RhHRrNugKOLta6l4QNsqeavWKp28lITYnUfHe2LYRlHwoHfqMHr/8uIi80NAUemO8lseZKJgSTXEQIpE1ZWwpJTUrVYy/nSSbn5Ho+Qejcc6mhX10nqlvIw4wiZSHSCUOpuXslSt6Wap92P6LpZ1s4gwLZY7zJbzePpIC/tVWY9jgxwVO+ypZLHMRI9r4gXq2B4pdnfEAgGeOncS7nn++5hV3VXxuNIOAmjCRI/q+OLDdpCvWd/fs9TmU5BURzRj/sjtdgmKRf6+L6RqkUbJLQz16hAppMYfA9KvI4t1Hnl79zLwV/9LI+frulzSOaQkfOZ99IwjiZLPuvtvgqYBujZ3bBL0SumDFAHrkGb3Juuamm5vGJYpu5xrkKZTsa4eVALP/AFQ8xBc1x1/tlzkibR6DVYbvboRzFTFTUHXrU/qV47wogqtHeMZhwZ4PQN77mfN/7h/epZWqla2yasE2nGkZTw8J/Do3+Z+pUGrA0jUqj9ZkOpmmHVRD3Or3XYOVmy92aUhM9IIkxSjaO9RURaqjbIOCplgaNmj5mqmmOtfssmaQfnkmTNyin5KjyOHBe8ImFHvcfjRc9KaFxHqIYN652k3bqjn4PtNnQZc+yZg4CASyoRPL/WYet4gW7URSDIOTn2Tqu1xGw/UTrpvxxwBJArI/pNKjnVDdAa6/olijmXqXKOMyuacSQSj6NICuttMVFwFeNoFHBUmoKOSv63T6k5knfzVPIeu6aKnLy4An/9RrY1nqEqepbRJIH1dp8Ih5yWqkXoOaY9goJ2DdcRrAfqPTaMI4Db8yq4P+4eGGKjuEId33MdAq/M0851w+c9c9D+2HbH2CWWoL1KL+qRc5Rv42BbdNtVzcZDDtPaIywjxTLvrl7/DTu7F/XwhGfX6vGSz3o7QEqZbfGcYhw1+nrNJkZGYUqqptbhhRW1hh7YCsWxU/SiLmfrZzgwcSB7vX/8Mn7qyA+r87dzKCVVM8Mvjeyq9pVTCigykq7ltpIBz8zeDMB0JQGOFCuODONopHR2YrdK0lIAvWUcRaMZR1aKZWQ0Wqq2IeMoyMaGAGdWW1rept5l3/Xh2U9w2z/dSfHSE+gvsOtQHEv19UJw/7W/wvvCN6jPLD4zfE3LJ2HxGdYr0xT9SZVAr6m5uif4WabC16nDY4CjJF6XXoG/KfucCT9HK/fA8LH1aK8pGdDpWAEZXPvtcPoBvH7DxluOkKoUmy4SaQbipGgw1TgOL/sJ9fsLT9hjG1PvkVI1/QhdkWIc6b9T5th67T99n1qL5m5gvnwzO4MXLKvJAkcDDSquGttnfzbMx4RxlALi00qIc48qULE0Dff85hADTEqZAUUASmEtJbVTn+/HppCsPrMWJqDdoYvPcbZ+Folk7/heAPaN7cVHcOJLvwX/4wZ44X4WmxeZCwIEEOh1zISrprGBfc96dfssKE2xHCb5wPnKZPJeju/IMI48x8NzPAt0mf1s0yZ/thnJxp3VVrurTObVe13sXmQcbU2i8ya7tnkFJmMN9BaG54cdU1cpRnmUrJ1p4CiI46QRA4p1F8RSyVpLCuB/Ru6lNq0JAAtPW3bXRx7q8n9++BDdnsfOys4M4+i+c/fxO4/93/bPjjDAkQKmfFdQvIwMlNnr1bmnPMxGMY78gUZLXw1uRHmGsLnEhVqXa7dWqRQkK414U5bh18t4ETj6GgzDRrEyKc9s0opmaIAXoZP7fpAwjgalUc9eqBN3txN7F8nPfRrAorqOMIyjJKFNs3UA/HyJMS/k0Nk1ji00ODBb0i3ePVZbWb+Udb1Cm0RMsT7UJpGu8nfDyFasrt1a5dVXz1AslnF14hxrGdngC7fVfzmd+XfQu6Q2eGPubatSKdaUYe/MjRVUh5m+BgZ6HTDXLd0M4yhOAUeu49mubaAYQeb4SgqXTeilX8JNySwMqLWRVE3JEU3LR8VUqAxI1QyraaLk0yDrcWSufRDgMQbWJpkztFcDHIEy7zSj4Lt4Bb0Bp7qqjQIsTl5qknd0m229iUbyCpB5109YKnqs6ZbJ18zMDn/ceBwZTXYcWyPCXhjT1ayLQcYRjodPSL2jPI7SoJ1hHM2WsxtjkvTr+RHHqptXKuGf0y3Aa1FK64+SC5r7H0Yxy80eW8cK6KJFwpjSHkd+yuPoUqNnW4sD4BdwIwMc9ez7PIpxBKqSl8gdk4phOo4/v97h2q1Vwljy/odVgHHXYyf4H59PWEFGZpEfITUUQmdqEmLp4JoLM89yEFzcopO2pWTTNwaNoDbmn/7wExY4WNHrRxAlwJHxOEq6kqnvnCzlWGsZxtFSxkyzE3Y2NCFMs6akUF3V0kmISv5S8yhfwSPi9KVVW5kbbNuaOb4Ohq1UzUvAX3X+2Tkq8glwZEw6yzrWTj/rxOMoxrUeRwo4ml9tWxnX/SeWM4wjAxxlpGoXDsHdPw93/Ucrn7KMoxQrT4HkGwFHRg7XZ6XVY6aSQ0pJO2iP9K8yAau9bqGTQpFU4luDraP9rHfJcrNvTb4bQdLa9rptVXt9ieEqV844AsiVrUeQtgSyjLUdE0UurHeSduuOg/HYUV86CBwNzL1cSRmhXjoCwLGFBtfMVS2zTwjB9dvHdB6RMuO0wJF69laOM4q1misjgpbdI1ph1oR+x0SRTqC6FRrw1EGb9upXZ7zo4hLTj0dL1XJRiz3jHsWczNyfg3Nj7D73aftRR4N3jm6EUesExAjyLngiIhRZ4Cjs1pks+Sy0ld9gWu6zt6fWpifDvfbeCJTEwjCaPG2aPFLJUUn2ky+Nf6f6oX4+02ignPO4rfEFeOJvM/80lobZmuyRYXpBtVIvtf43eyrO6IbdzPo5UczRj2I6QaSB/AHfDASGbOcSI+JhqdparY4jIn72gbfy1y/8ErmpLxPJiJfOvTR7vc2FhBE02BnRGQCO/KL6uxTj6EvHl7h6tmJZastLas7O7H4VANPVBDhSCa3yODLrmvVJSY/JvSpW6SSsI+txFPbIuzlVXCim/W/MUPe7HxvGkZEdpZ6DX1brxIBh7sX1LlvHCrRCDSqEffinn4DaWZzlk/Z7RFqqpo+f91zOa0YJ9QvD13RMzffzscOpVT0PTisGTim6gbw0NgpGbqSSZgC8gpIqAb2QIR9CM9ZWFRD19vcfVWz7a78D4pADtS9bOaUQUnnFieQ4Iq/O5xvzp3CIYO+rlaQ7JRt/9KwCKoakar0mtx36Rf4f732265lLUkiLohTjaOFp2HojeDnWZl6KS4w8r+RbG3kc7U+1lLeFHR0PhWmPoLRU7fwhuOqb4M5fhBe+BPf918wx22GbWMZJs5Zzj/HR5jsYi2sZc2zbVU2/w+tBApg+v3qB03V1f/ZpcMt74T729Hucmt6tgJm//T4WztzHXKj2VFM3yOuYxMpdTZzZb2YYR2siQkqHyQhW8ylJ7dgOxTiKY7t/JubV2GJRsME8AZQ/2IhmJOmx1l1TzN8o4CceexM/7H4OSNg7BmcRfpHxcFkfdzPG0VWKKVRLGHmL7cUs4whhG2EY8NRzHHipArefjvex7G9X++fKCQscGTLAl44vcXDqIMfX1D4QxAHv/sq7M6fhOCBjSeJx5FDw3UxBdGjMvUT9XxdzgCF/xqxU7V/BOCrNEDVUnL17qkQhJ4kij88f2fgZfb2MF4Gjr8EwkhNDjRdCBUuhltEA5H3XLlj9ILDsh0EvkWcv1HD7+wlkD6/8PDdVvpNv2/tt6rhWqpYsJmm2DoDwCkzlJZ988gLn1jpcv129aK7whxhHxl9DkLx8JtjLMo4SqVo57/HBH3s5uXzRBsqSEHCtz48Zl2p9wuZLKGumlZSmq0lWqtbqR5RzBjjSRqEa/I/6bWxOJbOeITJKJ26u8pnSu4XvuZlKeXWAcYRfxosS4MhKyTZhHKWZCr7nWq+VZlcDRxqAmyjlqMsSTor6aj2OBoCpXdVdvO9b38edO+9U16t9oPwUEJJmHAFUqnqzSEnVRjGOzqy2KXsq+BeG0WQ7xWyyNIxgHD27oBLYG7dvG/q4EGSkanEUYcyru0FkN+ziIHDk5vCJaGjGUToprmu+8ngxC5DYZ2CkamGsGEephH9OS0JXQ33fegnjyHzHcrNPLGFuvGCBTMdITjdgHM1WUwmnV8DR7IyVVt96cowC8OzlCjcjd3TdxPegG0QsN/t8+43buHHHOPedUXPzxlmPjx06l/gIDfhzpIdtZa/thz0d/IpohDk2wDZdSUrRy1VgVCKIYt73wClOXmryB993kwL9pEma9XssEqlab5BxZLojVrep4CXVWa0bjm4Jn70GwxxMKP5SyiGPI8MqcPtNzmvpbZrNMXT8lIG4OT4kbJqcm30vRCFhLZj1s+Crf5u+BtVaWx3btR5HiiE5v5pUMu9+5mIGODJr8ETaHPvUF1M/fwkY9jgSIrbd20YOnXTLsMtKs890JU832ljCNyiJcFIdnwxLodULs91TvGKGSbDUUN3hojiiE3asGarnOnzTQZXkWVBEkGVbXG7kykgNABhgxLxrOyaKnF9LGEcq4ZEpjyMn62s0CtyduwHmH6XT7XNqqclLto/RjZIOdONFX7+2qcQ4DXwJZ3PGUb6CG7RsAaMdtMm7efs8d0wU+T3vz3ky/+MJm0PLjEKdzFV8B1fIRLKQHkUF/N2x3bVrhLk/126tcrCVvOOu0MxEFHtZAUcOeQdyhAnjSDNeZKfOVDnHUnuJsdxYZt7nFp9knq0cXR/cNxNgynXUf+EAcKAuUsAN3wPXvYlDnvZJai0pxpG+j9Uc/GLr9+GTPwWXjiaMI7MuIGzX0UzyNiBVM5L1wa6URua21g6UVM2sczKZPz1DVkBq4MhI1dS73GjU2DHTs2zH/OxncfC4be625HzayqzXzksGfL7c1LrmF9W9yVXs+bf7IQ+fWuW1+l0CWF48jCclYweVx87teybN7Ve+H1LxsvK+iyM2kKqZzk9aGhJEqtnHVFlL1YSnDlhKpGoWlNXrUjjAOAozzK+EYZkeF2odto0XaAW6DfbJzyeSNvvPpQXITScuUAWKFapIxxsNHF14Eib3cbFToxHOsCTHaB27V9/zxIPIStWkyDCOFgxb123RHATM1UHotBdxYwCPjz5+Dra/FMZ2cNPK3QnoYsyxUzG10O/VHd4x9ZltN6tnsPqCPfx/+MjD6j4GA2vJvb/F3vOf5ge8e3F0MdPVMTuYrmqptW67Bi633gRAd/5JQPkkwrBUbf/yaftzplu0SOUEwk0YR3Gs7v/EHnjZj8NN/xa+8NvwwbfAF34Hlo5b+bOVqj39jzhI8rKfkaoZTNM0sF1NyQTP1Re494QqcD19Rv+D+/87+6XPqWIF3nkXTO1jIWoxVzR7jRpFX/3UMdTN9Pqc8jhacV2csMh4FFL3U/HJ+C4VD7eXLXgx6Gd0Wama44yU7ZsRy5j13rrymDr6KQA8WzDXjCbjbeUXcHU+0feHOyeDAinfa4h4GoRt9BusdlfZWVWd4kzMnmYchbHEcwXsv5Njr/sAfxC+jVov1vPzFGfqZ/DkGC/ZNkPRd3n6fI2Dkwc5Uz9DO2hz/7n7udDKvo92rydhNBU3AY7mV9v8H59Te2lvPmHhXZFU7UrjCVCyab0mb58oggio5ov84b0nsgWIr8PxInD0NRhmgbVTVks40m2eC75rA4RAM45GJZkX17vsyCdGk4X+balNKKFmb8Q4wi8ynU8m/Y071WJd8nJDHkcmaZGprmqmepFO1tJSNTu8vA2UYxmBdIakDKY7TV4HRObldgZ08O1e4tM0N6ap3229Efa7VAr6zko301UtipJNz9UeRybi8HTSL6XMsIHs5wtlCrJrz9kg1hsl/oNsEddJPI5a/VDJ4YzBd8mnQRG337Sf30iqBvDybS+3QXIYK8ZRMZ9sbnums54z1TG9WWwgwTJjsd61ndUMdTqRGW2ywHr5IeDoqYuq2nz7zh1DH3edRKqmukBI48BCL4xtC+viIJvD8/EJqXWUdGIU42jwudlnoN+JvgZn04yjWT2HVgIj6dOMoxTAtlhXc3NOe6SASmrNHIqlkhqZYGlpiHFURAQdqnmX5RTjaCOPLEjPoYhIqiq8ec8M6LFzqsjf/cQr+I3vfRkAb752jOVmnyfnVTXYtLIf2ZFMCHt/VFc4DTJogDfCta3ZARjbBuO7Yf5h+6t6v8lTZzv84Pse5o/vPcm3Xj/HN187Z6VYAKFmHEnh4DmO7iw4yDjSQLXxj0kZHXajTYAjC+yoFsPprmrdICaKZVaqplkRZdFVPi4kUrW0OXYYxdqcWQFTUiex5h41uiE5z0mkiHq4xYRxtKYZV/mclrWlkk9HG6ybhDktVVvTkfANO8a458gifemBcHjfyiE+dvY9IPpZxtHpB2HLdYqGfuZB9TtTDLfzK+laNXJooKTV7hDGkulyblMm1jds/QbecvVbePt1bwdUICysx5GpeMqsx5yfBY4WG4pB0NQBf+XR98N7boaFZ/jWgxP8gfdeHO0jlPY9uKKRr0LQopr3iNDPwTCOJoss1LvWLyqRnqakFWnQdFRjgBveAo0LnH30M8QSrts2NsRM+fFX78OznQXj7Pk77sZd1QByFbyobfeINLMP4GXTHd7mfZEx0UGIhHkaSWETkoKr3rH+COCo6ao94ZYtMtORDODg1iq3OscJC0p+4ArDaFLBfK0TKKmaAx4hoQHwHVexRfoNJks5av3asHTmwpPMF6/l1HJzSKrmGKmaBo427OD9ve+Ht32Ii6FOLFvL9KO+Pf+bgyeTzz7+gVQH0sRLz0rVRnZVU/Ox1Qsp5xTjKA28G9B2vd3PgFthlOyVpqGgS4Qjo4Qd5DjgFek062ydUe/CVePK12havDSbmGuAXqRAEVIMpwxTzbClcmV7/l85tUI/irnzGs3SkpKlpWeZkQ5iYpe+FjNfhTaMVaa3niMyDUMyY3KP+r8GLowR8aTuqlYw51dMpGoWk9U/GKmaSeQywJE/GjhaqHXZOl5Qfmh+BU7eY/9OCMPK1QJgkfI4QnnoSRzC0uxQZ1AAlo8TTF9DQINd47N8Jb4eceZ+kMqPL+k9p74nkolvaOyXuagLzNMCJwAAIABJREFUII5XH/Z2A6ifpyf7+NLn+m1jfOG5S2ou3PZOrm48zJ08oe8PVqpmb4mWAd0ZfYV1Z1LtkZP7rJRutdUH3S340OnUPevW4fEPANCUBWufYABaUGBAnVS8uEMBR9Oz27kgp+ifOwxs7HE0dvJe+7NhJhpOjQVl04yj7rryO6rMqof15j+CV/+c2u+/9Hvw3lfR0M+1kquo+X5EASMO2hxbP4pAKzTa+navp6VjjUX++ehRZJTnNz9xisbCSTjzAFfN3cL51gV6xTF6P/RxLnk+O294q773GmTUr5WVqqU7Chv/vNIcq45DWfqMxxFr6QLyuGnUc041l/CK6j3SALNhL0eSzQGH8pYNu6o1+g0iGSnG0XPKxHxJKhDYrHNhinFkRl0Md04GuOvpi/zxs3kiKWie+gqgjMUBK58NohhHCBwhsB08o8SsXBz4FloUFSt6aj+snubY6nMEnTlu3zPJ9dvHeOZ8jWumrkEiObF+grtfuJspr8y9Z8/xH1fXKDolxTiSqsgVhHHicbSBOfbv3n2Mey7kWJCTnDn0efv7TtjJzNd+mAKObEHrq2EcTeP1VgHJzski3ajL7bvnOLXU4h8em7/sP//febwIHH0NhiMc7Q9kFg2B76hN2sh0Cr6itEc4hBo4GpVkrrX7TJYqvPd172V/+POsrM4m1ZEM40i9KM1eZAEMALw8FS9iupyj4DtcNacCpIKXH9oA6/bP6vhHF2qa1ZQkaxnGVHp4BRsoRzJEyuEOFBd1d5rYVPCirMdRcg1ZqRrAQkuDZEGHcsGGovZ8pJREQbIBGI8jtQA6qjMACpwaYikAbqFKRXS4pAGEjcyrzRgCjjzXspgamnE0pr9jvORTl2V1L7Vc7XKMJtvqXF+D4ySv7oHZbCeamfGq0m9v0lWt01dMHkN1NqyyOJ1MbTRcf6gN/LFLir55zeywVM3RAIi5RzKOMGaN3SCyWuZBxpFwc/giYr2jnkGajVXXwNHYQLcp6xEkEvqxlFmJkWWt9fTxepsAR2MFCxYY4AttzOzpKnkQKWPf2Woq4fQKgGS25LDeDjY1xzYjYa2pOeqmpHDGb2zbeJFK3uP6vSpYuXZaXefheeVNYDxoNmMcGe8bx8gddRX3riPL3PkHX+RTh1MVoV0vU8CRntcL9RqtrsfDL6zS7ke867UqCRIC28kuSiVUmzGOukFMt6yDrhQNfzOpWtanSWQYR42eNlFNv8uaVTDmdHlCg2uWcZRi1vzAXzzM1b9yN0nnPMP6Uve31QuHwXHAL2mQttdgVTOO8p6+1jRwNCBVQ0vV+mFkOzZ9/8t2U++GPPTCKp38GO+pP83T9c+Sn/lSVkq7ckJRteduUJ1xSKRqSVc1bcK90Xus52GtqZLOmUreJgujGEe+4/Obd/wme8Z0Emm9RZxMEphZ4/3EHLsbRKy3A+bG8glwVDuvnvtHf5TXzf8R3+fdx4HwlL5fWGDqikaujBO0GC/5mY5boKqFsVT+gOoeOXoXSEvV0oyjEcDRwW+H/Bi1Qx+j6LvccWA6wzgC+KWpL/LkdX8HqP0n49EknAREG2T2AeQq+FEnkaoFrcxzuNN5yv7skHgcxQhMfF1U9Aa6I6Rqz7fUNV0/EdKP+njCs3Pl+rEuO8QKlyYU68AVjiKToUCXdj9SQLMT4xERyvT7VcXpt5gq56j364ncBJRfR22e9YmXcGqpZUkipquagypyqe/MsphHjfOBAY6W6Md9+3z39Y6pGGL/a+HIJyzwYirxMSKRqqXRKcdVoIWRqmkfQmv4rMdEKcdWVqi1esj2KkW0BD/l1dfTdIic0Pti+hnnSkS9FuWS2uvf/ep3s02+AWf1u7MXOP8IQMLoMsxKA8akiz/GuyRXtozZh0+tkvMcvmGfZhU98zGOxi2u0p4v6lRTIjLNrAylWkdzrjPa42j6gGKRLD4LYNe5qVJOgafmc8VJLOPIgoRGqqakiYYpnfkeAxylvJqklFysddk+UaTRa6h5dfIe2PON+rj2k9ocW7P69dQ3Pou94hw0BhhHUQjLJziR244QMa/cs4dnczdT6l6CxWcVAOVkzz8mNXdyFdqmK5pfH2LSA3DhSVqOg+eUePXVMzx+Zo12P4SXv4uV3A7eIT+j71NsJb8mppZaIl6RTeX7JYRidNTPQdjn8Ll1hKOewbPnU95QRz4JYYeliVtUjCgcYmLV+Yok3m04KXBXM462TxQ4Eu/BvaRoKLazaXofXj8LZx7kezT+7ZHPxENZjyO9KBkgpKxZcF4OvuXX4KcfhZ97DmauoXnvbwIoBur5x+3zcoWKRw3JN4gVeGSw31Ut5xU4nG8uEog1pgtzNHohz37xowDs3/96YhlzunaaC1EHiWSnbhVv1onCoFQtbZCu5+aZaJo112W3KxmLY5ZT3RWTDs/nFOPIL+k9Ud1zs05IKZLObaNGZW5DqdpaV8Uuk7lxxbwjeQekNcfWYGqKDbXujJaqPXRqhSYljsg9tI7fByTAkQG2w5GMo6SjswXUO32Y3Ed/9RQn10/Qb+/glt0TXDtX4dziEjdvUf5qXzj7Bb44/0VeHzpsiWJ+pNaw5tumyBLG2hxbexxlGMyorpGfP7rIj7xqH0cLtzC38oiNTYc8jqKYnGuahZi9/quTqrkyZMrtsKWSpxf2uHrLJDfuGOcjj74IHL04/j8eg92RLOMoShhHJqGKhUsQhhuyRNbbARNFn1fteBXXT97K/Grbggo3bNetGnGy/kDphNwr4oRdvvxL38z9//mbcRwDXOWGPCoSxpEJBmIanQCZYkJkGFPpkWqxejnGkbk1Bjk3C1OkGUHtftJxa7qcw3MEF+t9cPPIoEs5b5D9xBy7H8XIMAFUhHB1eKECMfMd9Y5q6z7oceRVtzBBk0s1Bb5sxgiCdFc1LVVznIRx1As1DV59x2Qpxxm0hv7SsSs6vqmOGKlaWsI4CBzNjeVpyTxxv0ksYyIZDc2lSw1177eUZvS900G2YRxt6nGUG+qCcnpVSY1GmTWqCrn2OJLK4yjNODIb9qDHkXB9Sm5MvauCpCzjKMQRZOc2iVTN3B8DhqYZR5W8R9F3udgxwNGwifhiQ13f3Fg+xThSALCwHkcOUSStD03aa8rIjeZKktVWP9MFaHAcnl/n9t++hyCSmtGk/HsMWwfSrcz1d+hK2JjoMlPJ2XbahnE00uPIyLy01M4AR45OtJ84rwKx934x1Wlj18tV58LaOcIoptlvsWN8gjffvJ07r9nCrbsM8KjuDySySyEcK0EZ5XEEsJbT70Gq840xxx41jMeR1ElzmnHU1mX/Unot0qyCW2c9HjihdP+jGEePnF7N3KOEcZR0VRsCx4FcychCm6zrSrzrqfPIAkdmHU0YRwo4iu38edPN2ynnXD77zAJfqar3yKNIbvIhIqkT0rCnjDin9isPqkvHNNA4AByRtKkeOfT8aDTVM5+u5BLT8BGMI3sd+hlbjyNEJgls9VIBtV8CnYBcqpv3qUBTMyQqMwfh7R+F5efIHVJG39tmVYLxVTOOcmXcsM1EyU/eNTeRqoEylYcEAN7Q48gfAVp6OeJ9r2XP6pd54w1bGSv4Q90LnRfuw104rO/PAHDk+CngaLQ5dj5qW1+8dtDOzM89jUPJ95jujkJJT0yhvOioH3ojCrVH19TcPVDpZ2ReALsj5Zdy1lWgoOtocFab6irgyMETqqtaQNpDrIoXNpks55IE3wzNoIm33UKtE9h5roakoKkE82sd1Xlzo7bpelzo5ohwFXAU9RMpYvckp+VW4hvfCo2LOJoZkwZ2jJw7Y44NmrGj3oFGyhw7nTDvXLiHrxR+hpd85jt5zcdfxjsHvEUQgk6ormU6b+QuyTofeyW8uIvw13CEwzWT13DH1A+zsDawF5xTwFHf0d8tpDWNHTxmAhwlUrWnz9e4bmvVxpKte/8Lz/s5btqbak9vh143ZYpx5G3AOPKLyoz2gpqDhpk+ZRhHBvArJR5H5q0dNMfOuVpCnvGaGmYcrbUDemHM1rEC9X6dKkLtEQe+RR3fgIOGWal9FF19r0wzgVZ+FuoXs9ezdhrigEf6CiC4dcculnb9Gzrk4Z9/nu9rfZiZSMUz5tYrtogGdnJlOiYm8Go0e9kiGkB4/gmawiHnj/OqAzMEkeSRF1ahMMaKvx0fQw9RV6EYYLpYUUqS/a/E16ofJveq2LI2z/OXmmCBo16SXB/+O5g+wNLETWo/1lI14+gGSqLkOgLe8j7Y/UrV7Q3Fyjwi91BqnIKgQ7s/wuPoS78PjsevXfMO7pq/QJ6SZf/KVM6RsTIwEvRyIp+0ozoHb/5DGn0Vu1RzVTjyCfvXhiHt6Yfdj5SfaqRn13rYxhUus4VdCK+O469z3Zbd7J8pI84+CGM72bfjFQCcqp2yHb92aSmWWf99ffy2kaql/Yv03DzenaTlCLZGTapxzFqYeuaGNb1+xnocpaVqacnspr49lTlobAAc9TRw1LhkvcYscGTfMfBdkQGOFsJsbmDG4fl1XnVgmied6znaPcoP3vV2/unEP1H0iuyo7oCwz1i4aoEdh1j56aUYR4YFXesEMHM1J4Tqfhx3d3Drrkl+YOm/85D8Ica/8F+5aeZG/vKZv6QbdXnjhZN0NatJzVPjKakabXiu8lyL5bBZ/1PnavTDmFfun6a/6xsZlzUa808DI6RqYWzZxcKQNoRhPF6B1KyscqOD1R4IqYoVXp5ve8kch8/VLKng63G8CBx9DYZB/tMVTkML7mvkOueZTiAOYRgqqdqIyuR6p2+Trq1jBVZafUvx9txkgQrjmDjWoMsA44iwS95z2VLN2+pswcsPVU4GgSNFazaMI/WbDGMqPTKMowhHDHscJcCR0V+rgwqRAEf9KCaMpQVhHEewY7KoWhN7yny1lDf06KS9dS+MkVESeJuEU+hN2gAJJgga7KpWmJjDFZL1VVUxuWKPI8NU8FxKORchjDl20rnNdx3Ol3QHmfOP2XsEw8CRlJJPH75APzKUaXUNQji87XZFP98zlU305sYKtMnTa9U3BKQWdSK3XZuPhlJt3jbYvqzHUbJxzq+2qfcbuHgjmSJKhpDyOIpjG8j0wshSUkd1VSu6MfWuOtesx1FAtaA8wHbmbkdGSec/I1VzHTGyG5YQgrmxPOc7qfbGqGdgWE2LtS6uoyQO7iDjSL/NvqcqJMbbZnIEcDRbiFlrb95V7VOHL7Dc7NEL9P3X98ewdSAdrGswwtCp+y2u3TrGMS3DMv4lg91QzPmbIrY6vq7G6H9zalX9/8jFOmd1Byd2KUkc8w9zZrWNdHpcNTPNH37/rXzgR19mATrHEfY9Dq+EcaTXsJUgpyQOlwGOfuj9j/A7dx+1UjVTpXVSprrmOzLzSEvVbt/m89T5GhdrnUSSNYJZY4Epw+CxwFE0vMYBpVKFSArirmIcVfIekTRratrjSEn5LNNFCGuOvd7uU/Rdxgo+N+2c4MRig/mCuv5rvHeCq7wBAHWfZKyMLbdcB70aNBZscGrfEWE89TbyOFLzqKlbqU+X8/a+bATaQcIkSHscpYOwRjqJ8goQqDV+QQdZW8cLNHUyUZm7Ca5+Pdzxs3C18unLa0DfdVByh68COMqFbSaKucQgPiVVAwUclXKulbNkpGrpTmrlYdYkwOnqLcyJVb79KnWPO1EnAw5SO5fxp5lfbSbn7/pgzFxHMY7yFfKyY4sLrTArVfPWEjDXqCUFMmPaW9DAUTcafuZPLKvzKIb1IeDIX1ceF8cj1Q3NE4n5tmIchcpMX8T4IrTdiABkvko+ajFVUoyjTOHg+GchV6F61SvV/dNrijm7at5FIjh5qYnnXJ5x1OhFtPxJCxyZa5htn+SI3E13z53q+OceVedGwoY2MughYCRXgV4DKSUt43E0AAjOPfGH6nxrqsizQ6jOZUlLaUFX78+7qsNG1oFbpEiP0FllrjSH7/jqPdAFJUAZP2vGkWNvg8zIrjOm7QPAkZSSZ87XeMkO/fvmJR7qXUIKuHkusTZIrwe2lbpUxTrfFaPNsQF23Kq6ekk5BBzlTcxQTDpNJRGjYUOoNdBIRzLdb808T8laL2hp9vaJAo1+g7G27ux59eszxzdSNXCIZbI+mf2l7s2owkd6LCsvnAfr6hntHJvl6n17+P3grcj5r/D29oe4vqMBYMM4kqm545fomOt02ylmfjJ6Zw+xLApUchVetm+KnOfYwoVEeWGp4yfP2Mx/Rwj7fP+2e4cC+Kb2qQOvvcBys4/nqnW23hIsN/uKDXbmQbjl7Zg2JEaqNsg4coWAm74PfvSz1ld1ppznOPuVzPLSUT5+WDE/bTz31EfgiQ/CK96FM7GL3WGopaZy2OPIy6vfxVHi2VMZXlPvfvoin6/tpLlHgTuVXlv59+gOY562+PCEiSsUc9WwFDtxQMkvsW9iB9Vyg/GxJtsqW/mma2fZ23qaaNcr2Du+F0c4nKqdssbNOysGONIFZ0yRXYM6XkEx7PSzBrjQEtQdj7FejbE4phWnQIPSlGp7v/pCyuMo2XtNLBFfDjiauRqaC9ZXB1CgcBSw2lG/m7zwFDgepyu32OQ91uffDxVbx6wTbZnn5NowQNIPY55baHDTzgkuTt7ML89McHj5KZ5afoofueFHVJz4V2/gi+InFPtUM46M1M68wwXfJe851NoB7LydZ7V9RkXsYU88z/UXFQjoP/Kn/LCW8d+Rm+HWIGLlmrfZZ6BiRy1VS5ljA3T72fN//IwCzW7fO8X0DWotWDysgHwjE0xfp2lElXiuCd53/ykO/MrdNr/dcOii+oFyLxNTfOPVWzLn8vU4XgSOvgZDCKFbwScVKgUcKX8gSCW2mnEURMGQUbKUkrV2YCmCW8e1T0XPsFwSqVoYSysByrAy/MS0GrAJbcnPDTGC7Itl2vtq+YNMbXKWSeCNYhypxVUxXrJStX4YWxaFSTil8TgyOvhYJiyC1DXsniqpxFZ37SnnHXueJnnsBTFxCm13cHUwrKpTppPCkj6HQa+c8pQyeW6uXLTXABt3VbOt5k13NNdFCEEl59HohtZ404zi1A6W3S1w4vP6WkebY3/huUv8zN89wQe/rPTtah4pEObd330DT/7a6y17yozZaoG2LNDvNO1xN2Ic7df+V5FQ5/0Pj6nv2ZTS6foZj6MvHV9CuF0queqQmbu6N9p/QHdMSjOOukFMJ1DnmPHiAnA8Ck5EvaulainwK+1L9U2Tv0D35K8DRmpnzKsFDQscZefn7FiBsy1933TiEMkoI1XbokEj1zKOhDWvlihqfxSnAulSKvnUG9hMQf39ZlK1+44bY2jdtU2zaYwUDhRw5IhUW3a/rBKKXp3rtlV5bqFBGMVWqnbPkVU+89QARd96oyjunaP9e4yJd60n+KnXXoUQ8NHHNRV37gYVPM0/wnOLNYQTsL06zCpLexyZDoFCOCohlMMeR1u0rG+p2VMeGingqBN1MolbN4i47/gSf/alUwlrCgN+MbwWpQEeYzS6K4eU8Nt3HWWxqWR9pjqVBj7SrCxQ3REBmr1gaA4BjJVytCgStGuKDVrybZCRftZJxy1ppWq5FOPIrOlbqnmWmj1WvRyehEL/Fpy4wr3z2ltiRQMIhnEEsHRsqKua0KmC3Og91oyjdkcl8xnG0QhAjbAHn/m/cExQm5KqBZG0puFZxlHicbSQkn62lpTkpTJ7g/rct/4WvP0jUBi3AYlqfLaJ1G5w5Krk4s5oqdq47jDV7FPOexoAThdyRJYFpCuNg+OJumLTvGJKAUCDAAO1edUhCQDJpXonxRZJHX8EcCT9MiXZsVXcQY8jVk/ZH0WqCBJLYTtU+po93BsBHD2yoM+rs5oBXdSNOUFP5DnWUdfnOsnxjVQtQvW7yxERyOQ9iPwKZTpMDkrVeg04+mk48Dr2zCkmShY4kuQ9BTbv31LOgOSjRl8zU3u5KetxlHfzEAWMdc/zvNxO05+B4iROSyfo+lmUcp4ydGXAWweUn0x7mU4QEUvV3KMbdRNAMArwVp7jT8M38Vd3fI7a2DXMS11siRPWiMEOtldSQKE5d5GnRI9YtKw0fKuR3OviGecfV4ybsZ2pJGcAOEqzNoxZfU55TC3Uu9S7IddtG7PH++vxMXYVtvDybS8fcUd1Z1wpiTTjKLcR4wiUpKmzBmsvpDyOfCVVM4WCEebYBngJB4CjkYyjlFTNFBUt46i+oNqHG6PuFPBimJWxlsMBTJS1obk7Db06b/iDu1WCC1be+3BdncN0cZpbd03wV9EbuP+7HqJNMQUAm4Jd4hvaz+WJDXDkdGkMJqBS4l16ilUnz0ShSsF3uX3PJA8+v6KPKHAQmO6CgqxUzXUE/Njn+Z+v/ADrcYlTy63kutdOs9zsUS7oWD/Oceb0CbjrP6l9+rZ3WuDIxKSmoQ2ovdLEM+nhOILlqurOHJx/kiMLK0jp8vS5ptqbP/WzsOdV8C2/btc01xbSVDHWsmzM3A97oN/FQcbRYr3Lv/vbQ/z43zzGszOvBqD6gTer77r536pzsowj9W+CWAEJJnYMpFJl7JvYQ9eZpxnU2Du2lzt2eMyJNS4WryLv5tkztocjK0d4duVZpgpTTBdn9NxRw+yd1uNIiIR1pGOES40uDcehEsd4skxIO8VoRHv8nLI+O2mpmoklLss42q4BXs3s48H3wO/sgv92LWeeURLonc9/Efa9ho5TGWIchfo9Nnt7U5Q4canJ4Di31iaMJVdtqbCwbYKG6/Anc6/jn978T/zkTT+pfKZ0Qdt1hH6ndOc8Y46tx0TJV/Hv7Es4WihSjF1u2bYfcehvkI7Hbd0/5dzBd/Ktx+7lE+cu8J7jTyBu+F56hVl9qwWuQH2nUD5ixhwbEmKCGScvNZmt5pkq5zh47fWckbNw+gGklHSCDjJO9jUlVdOMo9Ref/czyvPsgw+d3vhZgDLHBvYWO/TCpOnMNXNqboy6t18v438JcCSE+DdCiOeEECeFEL844u/zQoh/0H//sBBi7/+K7/3/y1BslJRNqTXHji0VzzKOHAdHRnTD/hDjqBNE9MPY6reN30+za9rYq8/FKAmNkZ4NMY5SlR1D6y+N8DgaZhyZYFtY6V33CqRqYRyS87wMMLVY72rvGQunWXDGdLGK4+Qa0j5Ne6ZLysTXK+CEXUo5c34p4CiMBqRqJhgGEBboWmqMBo5Kk0pC06st2muA0VKyv7jvFEcvNolkZKuQxhulnPc0cJCVw+2YKPIR541w6gsw/+iGxzdMErPfhIbV5Lh4rmPnQnpsHS/QokDQaWxoymwYR1f3lzK/f+SU3ui/iq5qD55cplToM1kYBhTABADSskWkTEvVIjq6qjBojo2bI+/ENIxULc046ibSvzTrJN3lw3ecRKo2wBaZGytwvh6rylKvMXT/Fxs964WUAEeO7aoWa2AqjCXrmnGUeRaaLjxTiFnbRKp2fr1jNyBBIneU2vjZJFMrLcU0tObMjqOSh/Yq124doxfGnF5pW6naXz94np/+8BMZw/usVC1pNe9ooCPA5aadE7zm6i187NB5lXi5Huy4DeYf5tiimhs7JrKt2dUzwJpBhqnOfK6jJbkDjCMjH7qw3lFU7wHGUTohPzy/nlyDNfjWcruUxGXwO9QfFONoSy7gJ+/cz2efWeAv7leJgwFIjCzRHD9hJqY9jkYzjsYKHk39rq2YFtUjOtu5jlD3R6Slaq5iHHUCO3e2VPMsNXqsuC5TEmptSZWDPLagAjkLIExdBbOatbh0bIRUzZgbby5V62tQdrzo2xbMI6VqT/8jPPZ+HG1k6oisObYBvrIeR0UrVTOd47ZPFGmsnACgojv5JCOxpHUcnXRuwPAcGrkyBdlhougPdQ0r5lz2TqtrquY9K5nNehyl3t0NvvOhFXWMUlsBshlJU68B3fVM0u+QSvrTe/kI8Dj0SpToMj7KHLu9qkxmJ5SUzPp8IYlIuqr50jCOsuDISrPHCw2IhAft1Yw/kPrA86zm/1/23jtcs6ws8/6tvfebw8mp6pzKsSOdaLqBRoIygCBpQGUUdRg+Rx3DBK8Zx/ETxzAzOvI5pg8MjJ+CoiCKgyAg0HQ3TXfTRcfqrq6qrnCq6uTw5rDD+v5YYe83nKqeS665LsX1R1WdU++7w9p7hed+7vt+5rlSUXOFJ2JbdYnyw4tQ+xJPhHQT71THzVOkxVjeo9qpUs5o4OKB/wHNdbj7XzE/liPlCs5txFIkE1bdsneMj/3g3T2S02HNsDr93KT1OEo7aagtI5AsyQmdZBIWqzOBXT7jxYBFvwN3aRZqK3adGJCqrZ9GRD5nnX0s+wU6qZE44EwwjnSRz7jwSOJ5t8iQEx1CWrZylNm7GS89VQpewL6X9YIWMsEaLCaBI73WZhTjyDBEDft4dfGrPJ7N8NYjb+9d+y0jKPZyCyXWuHqoxxFYE2Uun2BTswfG8lqqFvrqPc+MxECpGVqGDRFqqdrVPI4SUrVl7X85URL4kU95y8jUDFvQ3A84Ioqlanp9LGU8XEdwrqv6qb15mRMXNUNg7Tk6+VnargKq5gpz3Dg/gusIHlkRNEXO3oa5/pAYdOx46tlOekWEE7LV6jX1ZuscmfY6VcdjXBdPuHP/BM8uV6m0fPXuCwXsiERVNYu7CAFTR9l/62sAeOT8JhRnFUt06zwb9Q65rFpjp2Wd6//qjXDxK/BtPw/5cTu2DPDiEDOOwkgOJBptV47uoyLKbJ26X3koRSm++OwafPlX1Afe8gH9XqtjeU5cbMOoHNQNqLml0mjy6MnniHBYbPcy0T/26CX774fWVP+VRRpu/i64/i36GSeqkKI8fJJSNT9SiT7ruwccGDnArQW1TznZVXv4W6dv5cTKCR5deZRbpm+J/bfsMFN9We8Oefe1/HK12qIloBBJyMyAkNQ6iUIiEwdh8/k+c2z1X2ZtVsDRVSTq//V6AAAgAElEQVRSu3QV2wsPqoTy534GDr4SZm/kzLkvMBNBefMC3PA2+4z1DQDQDTXjaEyx06bZ4vTKILhxQa/F+ybybOcukY7gltNf4fDoIcU2ev6L9rOuXr88Ia1cM5XwV909mmNxqwmux8niGMc6HV68Ow9P/Amdg69lgxHuO/hv4N8vcvDNv0v2zh+CN/x3+64LhDa6j9nLyuNIs8r6DLLPrTfYP6nWxVI2xbn0UUa2n+Hk8gYRER95cMWCc90gIuUMMo7M95evITULMmqfO59u2IRsxsuQT3vMj+X+ETj6uzSh6nj/JvA64Drgu4QQ1/V97J8DW1LKQ8D7gf/6dz3v36cWZzjjjYanAypD2TUUfYSLQ0TL7w4E+8YjYMwyjtRkXDPAkZWq9bJ1ej2OshD5tuqBYULk09meTX9bg1SgvIPUtRnGURI42kmq1ss4Sju9wJHJKL2+eIZbo5PqcwZ00YM9iKTNYBcSbJS94wWq7YDQzeCEHfIJxlHXAke9UjVXuHF2RMRUyPW6kar1BvRCyxW6BjiSw82xu0HEL/z1Mzx1uaaYNPoejClbMevZrGLStHf3WI4/btyuflh92h6//5lf3lIbqFmdNbceRztJUFC+PC0yhO36jsDRarVN2nNYqJ7vvW/xAspWumlFrdftscVtynm/198i0RyBLpWbZGVp4MiPYnPsAeAoRVaE1DpaquYkgSPfmo07jiCSwprQG819ynMSUrU+xlEpw0qti8yUoDvYT6vVtq2+Zj2OhNMDWqQs40h9d7wwyDgaz0Q0uiHN7iALBZJso/j4xkPJVF4EFfyZktK25cehtcmxObU5fWapyuk1XT60rH735yfUBs2UGI49IRw8vQE2wFGAy2QxzetumOXydotT2hOGhTth+UkurKqAeTw7WKlDVSPTgK+RMSakasMYR54jYuCosmjNzvrNsb/6vLqnG3ePWNaa2Wy7PVXVhsxFJnPYqfEfXnecP/+Xd1P3Gzh4Fpi/tBlv/E1QbgwnTVW1ejsYyjgayaVoyBxhu6remVLGbjKSz9qYY4OWSOk5qNkN2W52LZNsspih2Q1ZFzAeRlRaPlPeca40rnClfgU2z6oALT+usri5MVh71rIrzPsrE+zQoU1fW7fTIu0qv6WGNhsdKlV7/l7VP+Vd+heGcaTo5UYa0sNa9XIKYI5Cnl2uMT+mjN2rDZXxK40e6D2HEFamY0v0vkAzS5kukJNt5XHUxzgCFbi91nmEu3lMewJKy4ZAONc8T9sP+eKyfic1yNkKEsy4ymV1KHsv0j5n4JrAUUvk8UTEeMZkvxN+DaYM94TyhTABldAyI4MTedqYuV+q9sxSDRCEmTHLOOqX2HWK83b99xzjoaR2Lc1uQISDICJFqKr+mX4ReYqiRSEbEchArQGdOjz8QTj27TB/O57rsDCWt+ChMvdWAWc25TJeSOM60F/COtkMAC7zU9BYi+V2utT6shxXSSYhCAIjL1J/l3Lp4dW8QAFH9WXLTC1lvd5qeatqb7KcOcBW01dyKAMmJDyOTKWn0bT+XSJB0JAZ8rTpRk1VHQzYV32EX0v9Bp3zSp7GuS/D7A06UJUqWSfoYxwl5D6mIpw2x17U+4QFDRzdt6ZYC6/Y9619PRkDO6GpTmkYRztVVQPlceRm4MrX2Wx01NorQkIZkgm6ah5yHHt8x44ndbyuVOt0zDhKPIeE7Nq0K5U2KVeQXvkKAOWgCze+Iwa+7NcNM86x5cNBrUejuRQPrmlbB7HJ45d0AmLtWa6k9uKmtxjNjJJP5cmnPY7MlHhscdsygmxHoYyBTRKnq8fytKuue6MZJzYAOH8/AE1HMKaBoxfvH0dK+Nr5TRv0C12tyuxJTQLEJIf2TxaYKmX44rO6ItvYXthUUrVs2ifrZflP2T/F8+vw/Z+BO/65vVa0VC2UoZKqGblXJBPPprftGsvzmDhGbulh5aEk05xd3lLyseveBLoyn3kGFkDQ83TscaT65yf/5GGeOnuBiszzH//yZM+5Hj63ydGZEt9+0xynN65QSpfI/IdFeMv/S/IdUubY6uduFIPYAIH27lwoLdjjHhg9wFjzPACP1BWz6I7ZO6j7dS7XL3PbzG3x8fV3zDxRSSbOzbtYVODTcr0GQvnydebUmHpuLeFHNH4QKou09Lyt5rJeqdo1GUfZESXZvu+/w0e/R425d34YvucTnBmf51C7pfZiN71TVSnW76b5OwhRbCDtAwbwyIVNnrjU+35eWFf3tneiQFNeJtctU9p4VskRAR78TftZ11Gjy3Vic+wkY23/ZJFz+ngXBBz1W3zPsz8IzQ3St78b1+zx0nkFCP6TX4RM0fa5AjjRnpKCbijxHMfGAq2+/np+rc6BqTiua05cz1S4zEfvV356ra7H3zyt9hdJqVqMZAt7zNYwoDDR1iI1dme8RmzpovelR2ZKnDb742/C9o1gHL0YOCOlfF5K2QX+BPiOvs98B/AH+t8fA14thmla/oE2gbDyDfWLhMdR0Ms4wvHwiGgHwYBsacsyG1Jw/n4WFj9JioBqy/jjaPqulpINNR02G10N6piAuZjOUO8GNgirJum3CXPshdEsMChVGwj6tcdRJCMiGZHxvB5Gk6qoJvnV1k/zw/yZOo0GT0zFsDCKVCWKvns4rKmC9dAjJbuMF3SwRK9UTfoxM8KwRUzobKSB6ztI1Qy1VtbX9LUM9yB68PkNe4ZuGBLqjZenJ6xCxmOpqjZ15cQ5Dk4VuRyNETkp2Dq/Y9U2U4a9kErZPhFIhLPz0J0sZmjILHQbV5GqdRTlc135WxQi04cxMr9jSzCOVqttliptUumuMjcc0lTZ1t6gPMk42hF8dDzSIqTWMZnwfqmaYRyZ8zixz5RQjKCdGUcZVbUhXYROPQbujMdRtW0ZR2ajZd4hQ9tNuQ5BFPWOS9M042gspe5tq6WeY/9zuPdUAjiSvcBUv8dRDzAFyhuoucmh6SJp1+GxxW0+9aQKan/zu+/k+FyZzzy1rLI0/+GvqbWDhJmlIJ1Wx3P0XBDgMlHM8MpjKkAxngzMXAcyJKzodyUpocH0PQOMI2OOPczjyHUEsyNZBYyO7lXzka7A0u9x9NA5NcaKGc8ygtAAtnstxpEJsLQB+s0Lo4wVJY6MgalLWzED03gcmYDH0LK7YTSccZRL0SBL1K6rMVXODlStUn0BVsahGUflnEet7Q9I1QA2ZMhE0KXS7LIrpyQEJzdOKsbR+H51QCFg6hisxsBRUqrmJEbzQDOMo06bck71a62rNkJlNweNjfizUsKzn1L9owEHIbASCz+U9vrr/YwjAL/Fc8s1js6o+WG7qd6rkVx/xZcE4yjBaHohrevkyAifsYwYChy98vAoH0i/n5+v/98a5OxjHF2lfeapZf7TXzzFRpAlSJcVyIliHNlzVBRA6ySkar2MIzN2xVBGU1Oo93EirdbdnqpqhmU2kaxgmPCd0OPO05nzVi9xmJNLSprpFCegtTXgcUTlErI8b98VV3tOmHtRUjUF2aYI6ETx9TecIqPUSafUHFJOl5UXSnsbXvrj9nML43kWt9VnHH39yeqXrhMHzsOakUeJ4hTUEx5HVdXvV+SE3u8IvnBSBXTm7R/NpXEdxUQaAEZKs9Daoqm9vgrpPqmarvZYLyyw3fSJEu9oj8eR9gYqaWP8bsIHqhKmKTo+zaChgKMoYua+/8h3uF/hxsd+VpWLX3wY9r8CEDrG0Xyv5BhImvaa9V97HC1uNhEiZnLe27rMLjxbWru/CcsaV3JH5XHkDJqHm+amFHC5cZbNpq+YlUa+4bfVWtR3fNVUH4VSSVKMdKTX46iPcXTlMd705I/wh5n/Rv3j36P69dC3wcId2Dl0gNmn9hhuIqwYzad4vKKOfThX44lLFSWJWT/NU91ZyqUau4u77edv2TPKY5rdGrO+Yo8ju85oU/dZvZeuNVfg8++DCwrk4vTnqHgTRE5g18pb9oySdh0ePreJlFpKhvaP0f4uSakdKGDp7bfN8/lnVhToOrYfti6wUe+QToXknQxv4H4+nX8T7L3Lfk/q/jFrpSPi6oVhFNlEWH/bPZrlS91jlJqLjLoVcl6O9NIjSqJ4/I2JT+r5Rj9LqfcrVmqq55YnLqxz1y4PkR3h/tNrll0XRpITF7a4fd8Y33J0mo6sUE5NWEDKjFvXSNX05XZD2eNx5GvgKPmOzxXmYP05AjwerSq22av3vJrrJ65nobTA2w6/LcG600/YAEetRIxmisSUlN/SakPNoYUXv5epOWVYfmotwdafvQFkZM2xw3YNj0D3T5zQvyrjCFTFufwEZMvwtt+FVJZz1fM8F1S57rb3wvd/GtyUKgxiH0cf4yg3Bq/8aZpv/hCTxQw/9Ykne2TAFzab5NMqSbjeucRGZz9LI7fAX/wg/NWPw9m/RQqHrnSVbBlJylFJTD/slaodmCqwUu2wWt+mIduE/hilzadg9+24h1/NbDlrY5hkM5W0jfl2knGU9oRN7CeBo0rTZ6vpW8YQQH6vYkKefEqBtTkvy706GdsJYqkaiYrmbR0XXxXEAy43BE2ZYULUYsaRXhcOTxd5fq3xwky2/wG2bwRwtBtI1qa7pH839DNSoQMVYOIbcO6/F821Fb36PY4iG+wY4Eg4inHUDQdLqBvp2ITchD96O4VP/TC/l/plpKZMWsM9R+mxjT60pxqQBY7Uom822cVMFimhqQdT0jjMDPKJYopbFsokjfBMecmBikNeBsKOlZ+l3dQA4+h6cR6IzSCtT4djaLXxxJEM/G9ZUIDQeluQoct4UfdTgnGk7j1hiIyh36tl1TKOtEyl3xyb3Bi+SFFsqY3pTubYj13UaL4U+FFIFBr2lzp3KRMzjpLg1CuOTCGFQyU92wMc9T9zYxJppqcgis11d2op1yH08oigeRVz7LYqNb96ii9cvMTr1xW9tb/6wNCWMMd+/FJFf7y1I3D0ls3f5Vs7n7XmzFKq8s6uo6i7QwN+fZ60CGloxlHyHqotn3JO/Ww2i2qcRTbgTLnOUHNsiKUCvleATtUCg67j0vZDtpo+MyXNOHJ76f0m7Ey5ahxsNbrk026vXFMDH6Mpdf7tlnoHksCRH0Y8cGbdLoRCJKVqoscwdihwpBlHGc/lpYcm+OTjVyzjaPfICK+7YZZHL27xC59S2b5aO9BjQGV30ikNHGmjRx+P8UKamXKWsXzKli83/gpOU4FSw6RMSUZNEMWMo508jkDJlq5st3uqkkAvcNQNIisxMHJHK0dE6M2x2pwNBSBNye1uTCseK0qCMGU3dItb2tsn7cZySlNVLfFODoDjKMZRTeaQnRqbjS4zpWwvYyHZP4kiAwhHV+aKWKm2e6RqAOuyy3gQErRrzBcP4AqXZzafUSCCBhDUF45pj6M+YFszjnYcx3pzH3RblDUAW+3o6jb3vR9++QB8/D1qnTh/nzV2NkezEgu92TOMox6pmvYu6bZqnF2rc2RWzQ+VzjYlKQaN4kUSOBL/Wx5HTWLgZZjH1GuLsbm00IyXocBRvndbcmmryY985AR/9ugljs+VcUd2q0CfPoBTAxjJgLan/w3jaFhFNVBAPzDqdYlkRCtoxQDt5vOAsONQEDMHIynwDXCkA5XWEMbRbDmLlx+HpgaOHH0d7Qp0KqTG91g5iytiKZxE0OgGCjCRIR4hXRn310ZqjqJo44XKC7CcKqiM9Z67dKCv2p7xvAVoPcf4lMVZedfhqlK1DQ0cpcrTELTwhzGOOoEGEAxLRI3hsgY1hwIjmlHQ3VbPtKjNse1zrVyC/AS5fIntZldl+s1+JVlVTVdkKnvqGTSC+Bls+R4lp0utW1NStctfw9k8w73cylT9FPzazYoFfuu7ExeWBI6uksRJF6Fb59JmnblylrTncKFynq+KLvfkdg96DiZ+7vc4SrliZ8YRKMBaexyNF9JxMBW044pqlhEUjwPArvcpjQL0ehwZxpEGjj7+HnY3T7FXrFC7/s2qX29/T+/1W6mLYnBKFPCYzKcdmCqyItVe8daxNmfX6mqc+g2+WpvCS2+zq7jLfv5FC6PU2gF+FDO6zelChAUKO3p/Oi3UGFpY+nO4/1fhQ6+DK4/B6c/yQPpuEF07hrMpl5sXRnjoXMw4MszHJOOo33/oO+9YIJLwhWdXYWwfUnscuZ5PTntL/U77VT3fsYwmy6yJEwhhxMA5TNs9luMTwUvpkGa/d4V8Ks+++tfVvLDv5QOfT+njRFJJBXvMsYG08NlT6JItjcf3AJxarlHrBNy+b4x7Dk/ieDVCPwZFY1AhwdBF2TW0/EGp2q7iLj7+po9z7zvvVX26fprN7Dxn1ttIKcl6Wf7w9X/Ix974Mb136T2+Weu3h5kl6/lhXQNHxVSR/ePqXT+3kTCxnr0JH+W7lPfyHP/QcT6Qer9+HvEYuBZYwewN8GOPw48+BjPXE0YhP/uVnyXrZXnj4e9lqaaZl4mvCCPlk1hGH6/4d+Rf9FZ+5tuv46nLVT780AX7+QsbTfZOFGiHbVaay2TkHL+167/A7I3w6Idg4hCVG78fQex3l3IEgWYcpRJSxwN67/rIomLF3pv6p/DW34Hv/ig4LrtGszaGSbYwMX5Fgl3sh1EP46idkKqt1EyBjTipePRmBZjucRQEcXxmiq+cUUkvP4ziuDruLBsX97OZ+tvZtTqblBijGoPkOn4+NF2kG0aqSNM3YfuGeBx9o5oQ4r1CiK8JIb62trZ27S/8PWkqGIkSL69jZSjdvqBZOC4uEZ0gIIoEn/h6rAU2sq095z8OQQv5kh/mHvdJ5itfB8B11bEcvZk3g67HuNqUatR+FkngCOLy5b2O81rn6mJlQGaN2FmqpoyrTUCe8XrNsddqHV6Rekbdl940R3oz4VipWkRniIfSSD7FwakCSw3ICt8yjpTHkTYI1d/7ltF/i1+9UXscYeUV5noN46ic7QtiHIfLpZu50X/CGifDIGPkycsVJosZVFWP0Er4zD0UMq7drCY9jqZKGe7YO85ZfwK5dYGKBhZOXunVzS5XmrzH/RSuDnwjGWKqql21pfJ4QdMyyvqZTKu1DvvzbWisMhVGOKYQVgLc3LElzLEfX9zGdQSdqD5cqlZb5rVbH+Hftn9dBf1ESF01LJ926YZxqfZ+VhBuipQIaQaDbKxa27fPzFC7BUJt5nUGL+061Nrq/gelauqd6zgKVEgys5J+LJCQqmkPotjjyFRV823gbJseZyM6kKi2NeMoIVl5bHGbWifgW45O2eOb6zeMIyPfqLWDwXc0pwJBgO940W7Wah26Ueyv87obZpESPv/Mqu0DwziKEKQ0i83VgTaOZ1lx+ycLnF83wJECFdO+CtKGM44EUsZZTXVDDq7jDPU4ArXpOLVSI9KbM2rL+JFPIAO7QD95edtm6SIpe6RqEY4FDSO5A+MIlM9RJ6YVl3IhYZBWpqPQE9ACCSkceAmgONdv3o6SJzbIEbYU6DJdzvQyURL9Y+ZRyzjSfV1tB5axM6nliJWow1gUUpY1JvMl9o/s59n1k0omNZ6QeE0dg/Y2srmhr9dLnFNa+eBA05v7wO9Q0jK5ardKMVXAe+zD6jNP/hl89bfga79vv2ZmBZEwx+7uxDjSBr5XlpcIIskxDRxt+XVGnd7+MUe35tjCeJW9UOBIS0NTvvUT6zEnP/mX6h8LL7EAtvHOsOf4wQfghx/uOe6fPrKIBD73E/fwiR+6G5Eft1VvepgpmnEUB8yxJBGIAaMdgKNapI4z4nRoB20kMiFVex5G5u0zM+CpYhwJTAwuNJjfCuIsNygJ6/G5kspEt7Z6pWpaYlec3meBo5QxxxbK39DIQwQSr49xtOSqIhJO6zwA5StPKEbWS3+s5/4WxnO2qqoCBbHzNCiw6mpSNcPqzI5q70G/pcCv6hXCVIEqecs4Mu+o8VwZyaX1fYnBDHFJXX9QUXNbsd8cu7IIIwuM5lNst4xUTTVTBRZiqZphHCWBo82OS1Z0aPiacXTxqwD8ZunH+OjED6kx/PpfgakjGjyVOjKMQYUdW24MkGxurDE/nmelscK7P/29ZGXEd80NBvtx02slfR5HwVWAo7F9sHWezXqb8UKalvYvy3daCcZRL5tDWJmO8uxLW6laknFkmIlNNbY2TvNH3lv5pUMfoXq7AtPipJQJ+u0J9IrgqPUhsW+5be8YTbJUnVEOOoq1011Re85T4SzNaI15XZod4NY9o/paha4aGY/nKIrHma/nlxnUOJitfgVmboRMGT74CgjafEzeBUL2rJUv3j/Ok5cr+BoLFEL5uwjjcTRERrZ3osD8WI4HzqzD2D5Et0YhrOA6HXKdOlfGX8KTjVE26rFPX2QYTVqanlwHwj6pUbLtGs2xTYkPB6+iyAajruAl4hnaE9dDgh1qRqmRqqkuis3DDUg+moZMUCdTGmf3aM4CR1+7oObP2/eOM13OUsg3WdpI2b2aARUssKOfRcuPaPtJc+zQ7sePjB1hPKvfwfXnaJUPUG0HVuKaclIDCa+0a9b7KHH8PjChOE3bD2noxEkxVWRWFwe5uJ2oqjW6h1pa/T6nY55XuU+o4+ufJWLA7Lm/bTa6+F4e0nnafsjPff4TnFg9wb++9d/xLz50irt+6Qv82dcWtVQNfVztMRUOssm+/aY5btw9wicfiwulnN9osG8ib6vMzeYXOLkZwff8BbzhV+FdH6Pr5FCV+TRw5EqCSBKEsucct+0dQwj4y6dVwYujc0fhpnfYAhM2OdjX+j2OpB4DvmZN5dKDjCPjRztVjPcOc7v20EmP87IZtf86PDXBcrXN2uYW7/X/iKI0547XeuOb1O+f1N+eWaqxRZlCsD3AODqi2dPfrD5H3wjg6DKwkPh5Xv9u6GeEEB4wAmz0fQYp5QellLdLKW+fmprq/++/t80RDqFMehypSdcPI7qaoZJkHLlCMY6eW2nyEx993C4KBngpLz0Acy9CfNvPA+AZ/x276+5lHOWuIlUzm+xSWgNHupyyAY7KWc8Ock+JUUEMq2Q03BzbAC7ZVMr6CIACbF6SUiapddTi2m+OnfRG6c/233Nkig5pMnQZK6j/80TS40h972jpbtqX39UjVUMIG1waj6NCZpBNsDH9Eo6LC2ytL+8oJVu6fJ735/8njlSBramqZkzlkt5JhsFi2jvuWOBMZ5Rga5Fz62rie98nT9n/l1Lyiu79/HTqwxw/9//pPlGZYOcqUjUAkSmSjlr2uv/oq71DcqXa5ngq1mgbTxfRH0wNa24aNNjw+KVtjswUqfm14YyjZ/4KgItiNw7G40gBF/m0SzeI6BjgyBsEjjwCC2YZtlcUSWqdwAbervRJ41tNv2EEea6wgWw/sDmtZWgtkVNStQQz68nLKrt0gy5tbKVqRsaU8DiSEiqtLuVcH6ijJVJlV/VTpT0oVbv31BquI7jncAwcqTEQEeHgObEktN4JBllx+XHQgMGbbt7FO26f5/Z9Rd2XGQ7PlCwopY4fM6YQAqH709OLYimfsxnqfZMFzm807HlkdoRspCRGw4AjE2Sq55OUqvWO4yQ4eMe+cSotnzMtfbz6ijX3Nlryh86pTebxubIttxybVws75w3zUep5FgngKJP2IcrYcqqXNONISuxm22wm3R7G0eCYmC5laDuKcQRKAjkMOHIdEpJfde1JINl4HCkAMqRLSCmK2M06I/kUx8aP8ezGSTX/jicYR9OKNh9pSY31OCL2oxva9PVF3bYdR5VOhbKbVSyUd/4RHH0DfP5n4elPwE260o3+uiCWkgVRRMZzyKfd3gILOthYvKLYKEdmShAGVKIOo8MMuK3nBwkp3AvbomyFGnhL+4NStSiCZ/+X+reXtgC21z/Xzd4wUFHt0YtbHJstcXhGVUcyLD8pZa+JeyVO8JhqSU6y/y1wNFhRDaCqgaOy27FBSsFLMI7G95MMyg1zMJISW0Fd37cfCWs+3AlCzqzWVbWt3Ci0t3urqunrLs3stwGl5yS80FAJqwiBEwUqqZWoqraIAnJa2iuv/NQnYPKI8upItD3j+R5G0yDjSPuj7QAemQAwP6qkI/YeKpeIinNAPNcbRtBmQ829Bjjyhnn4TCqZS3pdsTKLGXdQgjgyz2g+rRhH9op7AXJTkanoqjmoqvNubT9kvesRSbUXKqVLcOkRGN1LZnSOj4g3wP91r/WnqXcDG0QB9JhjA7zt9+DNvx3/rN/XxtYKC2N5PnXuU2x0tvidpVUO7B5WTU1fsnm6MiKUKD+hq1VVAwUcBW3cxkoPcJTr1GOmnnWVTrArUWCGAaegT6rmZdU9+k1YU/ufE60Z5kZURTVIAEcDjCbsPBdJeoCX73jRLg5MFXBmr2O3f45IQu3MQ0gEZ7N5AulzZOyI/fzBqSJTpYwCjuxvI/un9TiS6r6nI3MtFbjxbfCtP6fu+PZ/zgNN9Vx6gaMJwkiy3fJ1UO5iwEEpdq54duf+CU5c3LaMw71ilXznIvmgS+fm7wXidVL1uNDJRRL2DKoFkdxRqmYSZb8RvJmm4zLVvMztzikujvW+R77uh5SVqoUkVQhmbTk4nkK0K4jsCK88NsUDZ9bpBCGPnN9ippxhfiyHlJLIqeJ3i/zN02o/aq2SesYArNW7eo1XNUMDooECQoS+mi8n1XO1e5hk0+9IOsGYAiXn20gUEwEgN8ZarYPQ+7hiumif6ZVK7B200ejy1a4CofN1tU+6FGm7C9371zLH/sC9Z7n1P3+ON/76/Ww3u/zUnz/JR5/5JDLM8SdfnOTMah0h4H1/dZJOGBMRTEyjZGS966UQghfvH+epKxX8MCKMJJc2W+yZyLOuJeN7R+c4s1pH5sbUPDS+X/mFIS07VEnV1PuTZBxNl7PcsjDKF888B8AP3Hlrz/l3jeZYqrQG5nUj+xRCV23T7GI/jEi5w6VqphK02bubltl1PXOeIpocmVLzUOuz/4j9qYsAACAASURBVJn38Amuqz+o+yghVfMNUHh14OjUco1uZhzRXLcsZrMuHJzWldW+SX2OvhHA0SPAYSHEfiFEGvhO4JN9n/kkYHi4bwe+IJMpsX/gzXivDDCOEubYFjhyPRwi/CigpecwU8a23gnI0CW7/CjsvyexiKrPecIwdhwdSBm2TuIx7+BxVM4a4EhvfDT6P5pP24DQxFAyYeQXZ/n7g/6MZhzpwL3P42ij3uUGqYAju8UwwJGbAI6C4cDUG26co02KLD5FDfp4jpeoqtbPVIqlalI4PYyjXModXmliWnm8b106ZYGFLzyzbv97vd7hx1u/ycurf8VusYEktJlexzXAUXzd/RPeXQcnqJFHdGtsasYR0rF+DttNn0OOAnx8R5tjyz4JxA7NyxXJyjYrVYWIf+1cxVb/anVDau2APW58LzZrndAC73zwDMiIdqfLiQtb3LSQJ4iC4cDR4kPqL2dXoqpaiMShkPYUcBSowHOAVu8o4Aht2G38hxrdACljBtfbTnwfz2XfHXscJaRqZr3qZ6HYioTkBqqqPXGpQi7lclCb8HlOHC4rYMd4HKnr3Wx0e/yr1AkV+6qI2mRWO72VnqSUfPqpJW7bM8aI9UaKq7YlGUfGr6zYf478uKpa5bdwHMF/e/vN3HVoBE949jy/9+47+Pi/NP4HZr5QwBRC4OPiaZZSMR9TgPdPFFiqtG1Wxi/vpeSqjZINaJOPKsGoMX0phFCMox6Po/i9vfOAyhB+/kKo3uckcKTnqYfPKQ+nyWJab2ZMwKOCBcdu/hLn6AexM8UeqRpOF1dkOKGBo/PrTXsMU3ELHRSm3PhY+SGMIyEEXrZMOlTHmBvJDQWOlK+OCfzV+5mUrhrGzlg+DY56HvlIssdZYTSngKPVzibrjjPIOAKiLUVFN2NEGHPmncax64FwiYK2BT2r3SplnUVn+jp47S9AeV79+55/p7ouIeEw4J0fKPp6IePZKpgAZJVMZG11CddRZdepXWHLEYymh1VgjNkiSsXxwoGjlba677lcOChV2zgDDc1g1s9Ylam+OkgeRpLHLm5z655EFUHtK+ZHPhIZm7hb4MjIXGImBHBNqdp2oH5fpE0z0NLJJONo/IBd7+0zQBJKQWCkY5pxFOLacXtxQ5VePjJTUgyw1nYfMKKyzu7YAmNaCuslGE0SEctDdL92ori/zgWThDjUtpQP08jaKbj7R6EvsTE/lrfBq6na1sM4Mreww7Zws9FlJJfCLemiFZG+h+oVZFk5IzQ7ATIBPm4Y4Kig7jXlOjbotW10LxRnGVlX5qrplCSSkZp/pFTPdXQPk8U0m42uAicMGJI0x9ZStZJmmFY0AeSJSxWaMkNL6Kpt6SIsPwG7b2W2nB2o7POJrytmgK02lOgjgM7xt/ALl19kWbEGsJGNNRbGc9y7eC/HM1Mc9X0bPPe0HqmaYXLGoM6OHkegwUsotS4xlgSOWpUBwNWAd0Lv6YxUbWhVNSE0K7QOa4oRdDLYzdxINvZds2zm+N1XTVqpWr9H0NxIji/8m2+hOH8jI7UzCCLk+fs56x5gZrfaCx0bO5a4DMErjugkTgLkD7UxtmGT+1raPa2TvjXHgbmb4fbvh59eo/6a/2rBpSTL5ba9Y3pNR0t0FMCs7kVL1YYA/cdmS6zXO1TLhwG423kat3mRXHaUvS99J8WMx32n472cgR0d4+UmYo+jZOW5/mb8sTYpU8lOUGhtkRIhD6Zf2vO5bmjYuAmGLgmZo57j9o2mVBIiO8Krjk3T7IY8fG6TB89u8JIDEwghqPt1ulGHUmrcmhobACpmE6t+Xqp2YkaQ4+JH4aDcees8RAHZWfVcFzcHZVLW3Dvh0WSaZW695YNw0ztBCFZrHYSjnnkhVbDA0Uq9Yr/3v55Y4mmhZI+ZTSXpPyn36uPHwNFOYMVmo8v/8/nTzI/lOLNa5/af/zx//th5sqPPkO7czIkLdf7Fy/fz2R+/h0Y3YL3uJ1b2uP/TCf+hlYYC4m5eGKXtR5xarrFUadENI/ZNFNhoq6TjkYldVFo+awnWmsF1XUcVFfIMcBRGPR5HAL/01pu4YW+Eg8Mtu/f0/N+u0Rx+KK2ywzQjRxQItVQkpGopNyFVSwBtlnFU6mMrz1xPs6rWsetm1fideF4xjLsZA2ibCSmWC16NcRRGkqevVHDyE9DatFI1s24WMx4f+r47eNtt8zse4x9y+zsDR9qz6EeAvwGeAf5USvm0EOLnhBBv0h/7PWBCCHEG+NfAv/+7nvfvU1OGqxFJGdCAObaexBwtVWsHPugN4QWNmje7AXvFCiLy1ULVv5FMmGMHkbQDIzvMLFZXDTBV1cpZtWhYqZqu4PbPxKe5paNKQXtmgBNXMjKLRbofONK0+tA3gWBKbUD195q1LcYjlSUxYzrqA112BL+A2/eNc/O+GXYVhWUHpFyvp6oaKJaA6Xdp2BYkPI7qnUFjbN0KMyob2Vw5awG2//nARfv/T12uMC/Ugh04OaX1jnpZUybYH8unBsCvuXKWlijghW0qDZMZcXl+XQW5l7db7BVq8m9mVGY31Bmka3nLp7IlPEIeeX5J37tnGRYGuZ+V8WbDbIalfUevxjhSi/X9p67Q6IbcfViXuh4GHF3SZcS1P41Eaqka5DOxVG2AsQbgphWbTvQyjozkwTy3qboqr+5YxlFkx5hp/cBmMeNRSLvUoqyqqiZ1VTWhGEfX7ypbMNG1HkdawqGlZOb/t5p+D3tEnVD1RU4a0Le30tZD5zY5u9bgn94+z8jl+zif/W5S3br2ONJVzxzlq2Ay6QOMI1NlR3uugKr0lPTXcR3B/JjZvA5m+kNcUnojnMvGjLh9WrtuMnat7DRppy+gTTSlU9fHNIUA9D1EUtLxwwFwcH4sz8sOTfL7X1lEFqagvhIHI16OMJJ87fwWL94/bg17Y5mOmofM5rKH1dQ/F6VL1hwboBk0Gc2WOHFxi0rTt8GbZTQhbWCS9Dga+o4C2eIIBdoU0g5HZkp0gk7MRNEt6QGlo4YelprxOMqlXTJpXRBACvaKFSZLGa6bUCD2M5l0r8dRcQayo0jtDxV7sJnA/yrj2Msg/W7scdStUo6kqgg1ulcFiv/6afiXX1FmnfEd6EnbZAlVprOY8WziQd2MYhytrq1waKqowNvKJSqOy2huiMWhSFZVM6axL2yLstRU9z3mdSzjyPr4XHpE/a2DbGOAbjwBdzrH5a0WjW7IjbsTIJfeSLa01DtmHGmbR2lkxIaxo3vMBDg7MI42ffX7HC3LOMqn8irwaq5rsDBmc8RBP7HnkAZ2Qhwaeu031Ut3jebU8/AbdMNOnKmvXALHg+IMU0V1L66pqpZYZ4RwEHrz3E5I1dbb8EjqdqoXlDlpuTCrpAp9bc9EPGe49vrj52sA4LAf2NFtqdJmtpy1RSu6UaDuoXoZZ0QBR41u2MMI2qirex81UjV3iFRNCNh7F7PrD5KhS0oDPxk3o0yBu3UYmWeqlLFy2JhxZN51gS6sScFV39/SeNBXn9+gKbI0TJl4J6fkphOHmR3Jslbr9FxTsxsm3hs54HH0iROX+Z37zvErn9XMZA3YjFNlYSzPc1vP8SInr/Z5WobXd8P6tuM9XChVJaNrehxpyfIuucx4Pk1Tm1nnIt8+l/gsZj+hz6GlaraqWr8kLqcq/rF2ijBV4AoTzI3mrO+aBY5ssjSeSx2dDNwRFJm9ETdo8gbvUUbWv86XOkcYH9sg7aTZN7Kv56MGOGp2fXv9EuXTZxlHBjhqqzWl6jgwe7M6gKcARqHB/2SSpZjxuGPfGHongSOU/NMwE6WMx0GyHdLFYE51xmlnp/jJ1EdpIclNHcfzXF5xZIrPPr1sn52qMKt5U1J5nxo8Ngh3Bo6yKdeCQd1skVxhio9m386X6r3BsQGOYuBF9ngcSb3HmcwDrW3IjnDXgUnSnsMHv/w86/UOdx1Qc/GVugJKj07u4cSFLWULYUALehlBy7VODLwIF1+GA96drCvmy+ie6wFigHVI62ccSUTMOLr5nfDWDwIasNDAUTEVM44qnbot3vPwuU2e1ezL/JnPA1AnqxNR8fE7OwBHf/vMCi0/5LffdRv/+c03QHqJI9f9DSFtfvX138cX/s0r+KnXH1cscv2Omj27YZAHUWT3pPdduo/XfOw1/O3Fv+VF82odfvzSNs9phsyByQIbLQUc3TavBENPXoqBsCBSM5Cn910pF/xIVUP0+pICR2dLHJsPmS3MDnjA7h5Va0q/QXZk13mh945qLQi0+fZQxlG1QzblUOrfB08fp6nXvulimaPjDoWuim08YTyO4nXFAkdXYRw9s1Sl2g4ojU9BcyuWqiX21q88Ns1cwm/pm6l9QzyOpJR/LaU8IqU8KKX8Bf27n5FSflL/uy2l/KdSykNSyhdLKZ//Rpz370szUrUk40gt0nKoOXbGlWrh0hvCmHEUclBorerk4fgEtqKOBl4chzCKhkvVEuWpIfY4GjXAkZWqBbzOeYj3Nj7AD9Z/C6QqD26ywCYz6PcBX7bpDXWoN8HZVK8HRrF+HoDAydjqLbJPqhYk5SdDSmHPT41TcPyE/5Cb8DhSf9956pc5l/1nIA1kpP40waUfyh2Bo/HdCjgKNi+wXlcTn8S1G72nr1SZFZv6mj0kkc0uCM1UGNfZzmH7YccRpApqUm9o8z2kY02Jr2y32CuULjykt6ratQKqbEFttJ6+eMUed1Uj9itV9fdksAK5cToiYxfp2Bz7KsCU3hj80l89wa6RLEfmVP+VM30eR81N2Dqnf5BWqiYjxXjJ9zGOBs/j4coAQxc3MkHDhuuXh9mKWHoRSr6TA/5JKNbRVpiBTt0GAQKHk1eq3DgfB4sGnLBSMu1xZDZZm42uNeq2zcuA4+F264zkUhY4Mhmyjzx0kVLW49tv2sX0U78DQLqznaiqpkCfIJRWojrwnury3Kyftr9qBa24GpNu8aM0Mq/ISmhUnkj1bz6XYBwZ4Ej7AFVTU3gaOLq2x1Fsju1qX5GdnvG77tzDer1DKz0BtRg4+i9/fZaf/ounqHcC7tw/jiPU5j3pcWSODyr42ZH92Odx1PSbTBVKPLdS55HzavwenSlZxlEk43Gc9DjqqU6ZaLumJ0mJkDccVwBXO2z3Vq2it+qcGb89jKPEuzyS18xRb4S9YoWpYobrJ64ng8OXSyO9Bs5CwNQxIl0iPpbS6kz8tcZx2LHvbrVTZSToKsDITbxrCdDLMgmEZsYJgR+pTGcx41FvJ7zxcoqps72+yq17NWuncokt12GkMDv0kgznSGG1L5xxtNjQ66ffGpSqXTmhGICTR3oAbDeRhRzWjPFlEvQgPw5RQKe1Hp8jiqxXEBifEtP//R5Hw4Gjy03V3063YQPyQqoQV1RLsMwcM46lZhxpyYwpeBHi2ASQKcwwN5K1nlOdoM+bqbwLHJeJkvECiseYMKwC4VqWcjuK+2uz0eXj4++lks7hSknhjb9uk0bJVs6mrGTMTssJGVYSAB7Wliot5kYVcBQBXRmSFSmoLeOOzuM6gmY3QMpYZvTsigId9uq5zLC8B9od7yHvb/Gu1BeRqPc35+ViFtnIPNM6y90OYig2SiQCjTl2Tqjvb7bVz/edXqM4MqFYKUDBb2q56QFmylkiGcvlIZYZoUuqJ0F+gE8/pZIEp5b1fJZXwNGEqDFZltT9OrPtugKXr5FcMgGzMUxOuU4vE6i/jSwghcMesdLDOMpHERSnbV+QuOIYQHL0OdT/DDCb8hPQWIfVZ6iVDgLCMo5yXi4hSeo9PsSVcsNoh4TaDW+DkQV+w3s/Kdnlo+ErCb3LHBw9OAA8vPzwJFIK65EpNLtYyphxZICjsfoaroQVpwCFeE5eryeAo7618vU3ziFRwauIjw76+oeBOoeNLGa1wcqIAqiamSK5opJtvuWW3Ww0unxZV5MyPausxLRkzXoc7QwcAXzih17Kd9+5h4Au2cP/hAf2/ginV3vlXp3AAEd6btDj2HgctbWUddTtKkZ0bpRc2uWuAxPcd3odzxF8y1H1viw31Pt8y9x+Nhpdzm80CaxPqDm+2putVDu2UjTCwScaZBxp4Cgze5SpUqanYmqyRYiER5O0v2sPYaGs1do9z9MkzoTTsaXoH1vcZmtSsZwKev5W+aFYKCiJE9r97UvPrTFdynDD7jLH921SOPA/WIru587ZO7lnz10cmCrad/stt6oKmFHSYRotVdN99hdn/gKADz/zYRbGc4wX0jy+uM1jixUcoWwY1lvrZN0sd+ydw3UEX78YS++CSCVvbFU1oSSELT8cKnVcaiwxO2RNN/LHfp8jK1UzzEridyjpcZR8Hmv1DlOlzOAYn76Oln6W+VSet47E++EY5IrX+tYLAI6M9HN6Zhd0a3T1M7UMY4Bn/1olAb4J2zcEOPrHdvVmUOekztJzlDfEQLDjeORcaPldmy02qHmjE3DM0+wCHTRGUtiSW2YjbKuqGbbO0PLUGjjSHkcjGjgybI6guswvpn4fgHPufn3NaJDKsZWM/L7sg23WfFWzGTy1aax3AsJIMtFWGfLN3D6LnId9bJ1ISju4h2b7vSz47bhymzfIODp07o90j2NLGCOcHjnLRGGYUStMjI+zIUuIykVOr6pNKNLhgn4eZ1brjAmVdVK+EJGt0GA8jl6lS5tXhlVsAPIlFVC1WjV9HI/nE8DRHs04MotbGEW44toeR/miYrycXTY+Ri6rVQMc6dLJnSUYXUASZ/qTJnI7Nh0Ebdfq/Mwbr6cdqestp/qAo+Un4n9LaYEdKXs9jq7GOHIi34JZQxlHCUBACGE9jhBxBRcYLjOaLmfY9NPQrRFo5t16LaDlh9yUBI7sQulY4AVi2n2l5Q8aV1v6fU0ZKPuxSeNmo8tnnlrmbbfOk0u7pOuKrRB5BSuFMx5NYSQt2Froz7RMHVV/680SKFCknxEkEpvtiEglsvXvgkTZ6EJukHF0TjOONpwJpOvjCHdAhmVuF+txpDfdwsXVleF2esZ3H5zEEbAiR5VUTWd2lrcj/vjhi6Rdh1cdm8YRgigi4XGk5HxmEyEjhrKaAOvtkuyj3SNq3H3wyyowPz5Xij2OtI8VQMq7NnB03T6Vkf2Pr1F/d8Nu7waDXsaRcBRwlHxnRhPm6sWcDuhS0xwWl5kopsmn8txDns/mswSyb8MzdZRIM46SHkcmE79Tk24GN1ISINCMo26zVwpnmmG3JrrWSLGkVP4xhYxrCzgAkFVjKBtWuU0DR+2tczQdh4ly0hbRniQhH0N7KF09+P3UE0v8j789zTk9PdNt0Ak7CEQcFG6cUYkW7SliwEFXqHnomsDReGI8aRPgdl2twzkvp2RwkW9ZRY5wuPvghA1ogWtK1RYbwl6/lap5+V7gyAblcdWzUEpbVS2WqjkWXDdsuulyxjLA/AEPH/UsJjXjyGSZk4wgHMcCU+0wHgdbTZ/O6CGqL3onpewo4tCrh94fwG7NfHT1GO6VqsUA8LB2ZbutgpBUlq5OUKSDLiARI7vJp13txZQAN/V3J/R97QiM7HsZl/LH+U73i71eFhY4WrDyiE4QGjGnZewEkaRp4ln9/c22ZKPe4dELWxyc30VD92NBFzNg/IBiUEGfXC2Wa8asvvj9NHKNZ5dral1IMI5GSuq9maltwEQisZhsiXcorj6nkoLpYR5Qyeal6RZ2sVesMpGUqkmZkKr1AjuGwRyhvEyGStVAfb+5AWunWM3sA2BhLK+8E1MJJrO9/vg9MfYDUjJU6kU6D+/6GGcnXsn7/O+hVj7IUussx8aPDXx0NJ9mJJ/mullzTgNKYUHHULOTM7UVSpFk0end92w2ulZuXEj3AkdvvmW3BQcd4WjJL5bV1G+ODbBrJEc+7XJ6tcbn5n+U9wXfSytTtAmiVxydYryQ5s9PXNZXbObqmFlpekuxy3aeU2+cH+EX33IjraBFzstxZKbI5e1WT2EbyzjSSYpIA+QmodrU88M4OhmqAevvvWsvac/hXXfuYXZEvftXGiqx+fID6n199MKWTbLGjCOjbkgwiByXQA4Djk6rSmjZEebHcrZi6rBmEotGCicRMTCVaKu1Do4bS9VSToqUkwany5nVOqu1Npe3Wxw9oBh+WSnsM1ZxR+yhlPT2+uzTyzx6QfnlPfT8Bi87NIkQgj94+g8oeAU+8K0f4Nde9Wu6+l7cvvX4TAww6yOb/jdx2NMbyqz60ZVH2WhvcPP8CI9e2OKxxW2OzJQoZDw22htM5CYoZFIcmy3xcMIny0h6PV0owXNU/2w2ugNSNVAA4FxxkOEYA0cxgCel5P7Tiu3UyzhSrCnXEWT1PNFvjp00xrZt6hh1/U7nvTwvl1+z/xXnEC2cao85DCQ07fHFbeZGspTHVPzWbql5266bnTr8yXfBE3+64zH+Ibd/BI7+DzRVJlwmNgRDPI4M8CJcch5EhCAddo/mrDFkoxNwyF2B8m5bwlQSgwqOY/52dzSkNRIa4/lhJFij2t/ELBAvu/hb5EWHCEeXvxS4Lj3U6UjGG4BB4EgzjswmOJ2yx99qdtkrlpEIKrn5uDqAYU5ptk4QxuDXUEaKl4YoyTjq9TjaL5YSHxbaclhdf1L6NlYYngV2HcGqM02mcYX1hp74pMMZ7aRvqjKpcytacHwPqo/2TxZ4zfEZfvaN1w09R66sA6q2AkB2jxZ5fk0d/0qlzYSomc4BYnDtWlXVxkbVcQPN+CplsracpWEeZZtXdNAQL0Ipu+t2qLT84eVDdRCUQpVUNT4EA1K1pccB2EjvtrKHiAipPXwKaU9L1aJBQ2MAJ4WTkKoZ/5aqNW5PKU27+bhwe0q1Jym1w0qpT5eyrHXTICMCX/X5xU3VNzfujquIxFXVYo8jKZweMGrAHBsscDSWT9HotnGFi+u4fOzRRbphxHffqfTgaV3dwoQMygNK+QOFkbRA2VBz7Pwk/O374JM/CpvnaASNAcZRvE8UKg7RnhAAUcLsvZiLF+VixmOymLGMo2U5TkM4FNzsIDATRXyh9h3cUVUUbTMehYPWxis20DDW10g+xXW7ylzoFKG+YtkWx2cmecONc/zU649RyqaUT0NS7mgqz5mYWTOOhgKQubgSFkDDb7BvbJSpUoaHz29ybLbErtFc7HFkGE28MKmaYXGOuCawbl+1qpoJyJOMo4liDCjks7oSX2qew+ISedT8//pGk00heXi5t/IX08eRWnocZ9BjA/GdWuSmyQhVrS+SEdudbcrtulpf+puZb5JSssSqlrJStYTHkePScYuM0OBlh1Rguaa9cCZLcRns+BzCypbN8a8GYFdaPj/8kRP86uee4/EVfd5u3Ron2/d0I+ERZABsJK64upTv4maTtOtYPzTAsr3a2jOpF2DYrceXCQWTHkdXZxydq+nPdWuxOXaScTS2D8v6EmYcK8aRbxhACamakZovVdpMFtNKJmgYR/3m2CMK8JzUm/KUI+w8atcZEQNHrYTH0aYuzV7t1ikP9a2K2/xYwV7/oDm2AZ0HgaO2H7LZ6LJLB5udonoGWZ2UojxPIe3R7Aa6opRpveBESld4HNYeLn0bR7hIR7+fGS8Tyw9HFmwVzrYf2fk00AFhy5dERi6o+2ijJfnK2Q0iCcf2L9DWX8rVtdfW+H4bPBtWWNsPLTdBJUmkHm/xHW01Y6D37GodvAwtp8DebJNmqIKx2epKLyN9h2YC8lCqeTrlOvjB8P4xrVHYw16x3OtxFMlYqta/NiTYHI6IWR4DAFV+AjbOQn2Zc2KBUtZjNJ+i2qn27SsGGU2OnodCKfuttQC4WL3ITz7z+/jf/V+Ze+1P8N+/8wBbnS2Ojh8deo/lXIoRA+qLyLKZQrsH036InTojUcCS6F1vN+qdoVI1UHuWW/eOsTBm2L0xM7Tfo8k0xxEcmi5yZrXOuWCcv8y8iXbUVaA1au59401zfP6ZlcQ7lACYRQxgh5EcKodLNimlBY4OTau+P5OoHmViFrvnlxFCCAs21AMt8Q9WeceuWf64phJbrz4+w8n3vZaffdP19lhL9SXSTprbdi9Qzio7BStVs3FG/A49v9Ygm3IQwsEfBhwtPQHTxwEFPO7EOJJAxlZVM6NuuAfRUqVNPhuS83J2fS2kCmTSPvedXlcV74CD02pO/ZXpX6OSjfe8Nj4TsRT0qcsV3vuHj/K2336Qi5tN1utdbt07RiQjHlp+iNfufy1377p7KLs7l3Y5PF2ioPefZu+uKpKpe6p2q9w5dyeRjHj7J99Ofuo+zq41+PJza7xUr8UbrQ0msmoufc3xGR65sGnnosD6WKm1Uplkx2t9soVRyEpjhbnCIHBUzqYoZbweqdoTlyo8p9+nlOOoFdICR+pcnqsUA73m2B07D/e0bJl6bhQXyDkZDm0/wOlI7WHS1mYifsYvxBz7ycsVJVHPq0RRp62AIytNN+ty0jbgm6j9I3D0f6CpySOyzBrrcRRFdLWLvJ3MHYd8Sk35rnA5NF20pWjrnYDdYl35T+gmiRlHjojs+RToEirigzcEONKeH1aqljPm2AEEHW6s3MuX0vewlFLBrZSGYh5XigkjaSfCVD8KbaVqxhdFTfC1dsBGvcsMW3QyE0ROOjabHFJVreOHpD1n+GLnqLLwBkxJe25PVbWXOzHjZXGzSaMTWMZR2nXsHme8MDwLDNDxSrjdGtW2yQq6XN5qIaXk3Fq8mKZcAUIiZaQ15vH1/u67b+f7Xrp/6PHzJS1Va2pa/VjRAlKbG6v2cyIyi6h+xtdgHE2Oqwkvg9rAjOezlnG0Wm2T9gRO9TKM7iFZRSR+joLX/9p9HPtPn7HZa9t0ULxQVuBCpaMySwNStaXHYWQPTa9MMtMvoxApBTlTVS0IB0uoA7gpRBQA5r0YwjiyEhFwbFUyFZibBS7jOUPp2TPlDMsdtfgGmrl0caNDIe1yYDJesON3T2/ENGhRlTHLWwAAIABJREFUSDBQBsyxQcljOjVmylkanQ4pJ4WUkj9+eJHb947Zkp5Cb0Ttjk8qYMeALvWdpGoA179FVVM68QfwZ++m6TcGNhsO8BbnPhwZqfxpomqPAY660qWc6x0H+yfz1jj6UjhGwxEUhjEmtKHpS6p/o/rSgpuKcRRJzTga9oyBm+ZHea5ZQNZXWakpZtDd+3fxm++61Y4bcxzzDqkTxM/VAOVDAebcGPgNCDr4kSrXXkwX+fHXHCafdvmBl+2Pj2/ZEHpeewFStZjFqeaDTjBojq0MIM0mRgEixYzHq49N89NvOG6DdoB8VlPzxV7FIl09CaHPy9YXyQmPLy1+qff8U0fNoRNSNV1V7SrAUeikyOBTzqVYa67hRz672g0FgOzQ4mGkwLXIbiZVlbhap3euqFBgb75rg+T1qmJGTeWGVU2Ng/5kpZWdmsmQzo1kGRnRQG+3QTdKACNBRwEAthJd/Ix7qp4NaYubTXaP5XrnDr2RbOuKNFkv2wMwmOMLp08qaIGjwfEjpWSxGhLhKsZRj1TtnPKqSRcSQbnQMilJJME3Vc4CtZaHuDHjqNKKgS/NOOpEvpbYhVC9bIGj6bIORJNSNXNO4YFen1uh+p0fRlRaPmP5tGKrpfvm/762e7yP0SQZYBwFQ4Ajk6022euOBu/SxvC+vIt8xlUeRzIJBfZKET1XZbSHtac9xT7pLKtkR9bVz9XLQmHSjs8kMGXYxS0/tOPAyPnWGhEnLm6RTTns2z1HW19DtrGu1s/ClH0uhgG8XGmjvPOMx0cf6wsF1L14v3oHTSnoM2IPr+IRlutqLZwJg1jGPNCSjCPNbJRqz5XyruFxBGzl93FIXGE8l0owjqIBj6P4invNsR1HSby7/ZKd/AToBNTTwRx7xvMIIah1a737CsN8tIbD0jL7oh0YO1+4+AU+ff7T/N8P/gzvvecgMq1YLsmKaoO9pNn7eq2XUlpQM0IDR0ApilgVGWuRAKrC1k5SNVDlxIsZ1zKOzBmvJiM7NF3k9Eqd8xsN5seyNIOmBY4AXnV8hk4Q8dXnNxKlzrHznJGq9ZdTH9b8yCeSEflUniPaX+m5RPWoTt+eXyVxYsZRzVe/f9o/zTOZNL946TMWDPfcXkbwlcYV5opzeK7LrXvHODEEOJIJRtCZtbpKAmrgqEdq2K7A6tOw5yUALIznuLLdGpC/Kta7IGXB6pgVNyxRenGzSTEXUEwV7e8KqTwzo/C5kyt86IHzjBfSTOjX9Ll1R1UqdETPOHOcmHF0/5nYX/QjDym50617xrhQvUCtW+OmyZsGH0yiHZ0tUbT7EfWO+qHyOIpkRL1b5+apm/mJ236CjfYGX974n7hZNT+YhOVGe4NxzaB98y1qzf+NL55WcZ1+Bp5OIqQc4iJJfe/PWmuNQAZDgSNQ83YSOPpfT1zpSeoKzay07GX9f9mU02NgvVbrDBpj61bPj1GQIJa+Trq9zucjVd3NPGNTLdrg4vm0S5CIX5Ot1vY5t95QwJFhGOsYx+7rNs6ov3ecZ/9ht38Ejv4PtLiqWszmSLkCP1CMox5/IOGScwERkUulmSikexhHs6zZjR4YWqpBtPX5tAzOBGs9DAFrjh17HDnCoZDOkPYcap0ALj5IXjb4euHlOkurjWid+N+gMgHdQAFfAywELU0LtIloPh1L1dbrHWbEFkFhVh3XUqa1JMmYY+uAcxhbRH0wBVFgy3+nE4yjth9xt3PSfvTCRpNuoI2TUeCa6ferAUdRukQqaFBpmapYHkuVFltNn7AdL6YmkxaFod0kvZBWGlGbYF8zBvZNlrmw0VCLsEG1SfoRmKD86sdPZdWGJe0Y4CjHmmYcrVTbHC51EX5DBTsi3gwbUkiIsJP9QMlJnTXfN6bBwKsxjuZuQjFdBqVqBStV24Fx5KYQYZdSTmew+jyOStkU1NQmMJCOHWeO8TjSUrXcDgH/TDnLdqA27wY4Or/e5obdIz1AZcw4cogiU/XMIZ95IYyjKrMjWRrdNik3xYNnNzi33rCLt3WtTPxbIom0f08YSetXUswMOcfrfxn+1Ql406/D0uM0musDUrX02c/w/vRvU2pesqa0RsIUaeFFgDdwD/snC1aqdqFbpu44lMSQa7jwFQCupLV8VgNhEnFNxhHAzfMjXPbLCBlyfqm3OoZpd9X+hpd0v2rZIo5mrfVXVRvKCsprf53Wtg3K86k877pzLyd/7p/wjtsXEGhzbMs40iy3BBC14zxkfON0INsJOz0mitBvjq3eTyEEv/d9d/Cel/dKw7LaHPtCpN+Rladh+yLZKORobobntp7r+TxTx+mYwFQD9nFAtfMSH4g0aXzKWY9FzXpbCAJVSa2/WVPa+MckMOU5gnLWs0wX01bDIgvpGGBfqysW6GSutwqTOai9WiG1VG3n6zdFIz7zY/fw2Z98nfqllqrZDd7WeUD2MI5iqVp01f5Zq3Wst41tGrToNBW7wwIMYNflq1ZV68+QA9VWQLMb4Xt56DZskJXzcrqiWm9W00kAX0EEXcs4MsCRY1mZ6/VuvNnOjRECgQyVcXhtWYFB+rpv0dXjjHRbEtl1JkxcdzNQ8/i2ftbjhZQCjvoTB31tQTOO3P9NxtGS9WkywJG6zqwxvB/ZTSHt0egEWkTcp1VLZMq7OzCOTkULdEnRWlV7hoybge1F1TdCJTlM5UMLzeo5otmNNCsbyzg6t6Urju4excuP0hKGcbSuPKWEYKKQJuUKK1Uz663iJprxFjO8W92QThDxooVR0q7D6ZUaz6/V+ZP2XUyEq6zc+0sIYCYILetioPXJHQHr13dNjyNgKb2fomgzHq7GHkdSJHzXehlBZm8qiZN/qWGSuIRv2yONGSsPrXb7GEcJ8NT8aJh9irEzuC9abipZ6WJtESklpzaVsfhOjCMSiTQ9CpQ5tt2nhrhCMSWKUUTVcam2eisGp9NqbAwDjpLzUMxM3FmqBnBkpsRytc0DZzY4PJO1wI5pd+4fJ+M53Pvcmp2TrV+c5dSoPfW19qbmuWbdLHvG86Q9x4KUEPtTmf2z1IyjSKrxW/PV778eXLHfeXr96aHnWqovWcDhtj1jPLdao6L3O6YvwoS5tPKTTKmqav0eRxe/qtbthTsBVXwjiCRLlV7WUbUdIBFkBqqqiaGVthY3m2Qy3Z5nWUgVmB9XkuAnLlV49137aIfqPGtVZeGRdoXdr4Aq+mPGlyEDOAI+8OXnmSlnODZb4qn1pwC4YfKGof0Vt1glYJ628gcSNP0mEkk5XeYHbvgBvvSOLwHwr94An/2Je/5/9t402rL0LA97vj2cebrzrVvz1HN1tdQtNa0epJZAEwIhgQImMo5RDAEEyiLECzsrk5EFRvYKWXgtZAhxgskKwWArIJAFFtBiEIOklrp6qqrumuvO95575rPPHr78eL9xn33OvSXi/iH1+6NvVXXVPvvs4fve93mf53lxeoHylZ3BjtqHT86X8aGHj+DX//IGHv74H+KWWItkE993dV8zPYFa5g5HqtkTxlYaBUuq9tWbezg2R9eSCamag0QBnlIKV857SgEzDGO0BuH4fiyiW6ihGkfAi58GmIs/jh+i81a5u2ZlAWJ6LbJZR3IdPrlQ1oyjoA2XuRqo3H2VfmbJ+r8J4nXg6DUIkqoZwBGIikceR7E9kcxxkXM5wBLUC3nMlHNqPHt/OMJ8smMBRwDAY1uqxhhJXAZhPF6QeznqeIlCOUoitfhW8x4VqesXAAAbtQdUJ4eAI1hdYMk4GpOpAaqzGgv6vASOegI4WmZNsOqyBVrIBVwyS+RUtUxQAVDJeCTHL1seRzHud67pa8RBxQhdIABaZjdTmgwcIV9FPumhHdA9WK6WsNoa4up2VxljAxolj1MF7X5Ra1DClGf0HU7NVxHGHNd3+yiI7rz+AqYMaEIRq06IkmxXmHXOV0pKorbZCXBvUZiCyGdJ6soF2JKeZmCFuLdLZfq7CjgyvQiGbULlDz0k7rE9VS0BQ1FK1SYyjnIAjzFXpmsrF22LcSQmiu2gpqRqTBQ88rksTSj4F2sF9CCAo5EGjkx/I8D0ONLeImAHYRxVgVEXy7UCQh4i5+TxG39zE/Wij/eeE90ZUYBSaOo3FOiSKMP6StZnMEZ02bPvosMNm2P0eO/6FwAACfNkb1Yll5JxFMEdYzSdmC9jqxOgG0S4NKih4zioZm0ZN74IANhzCexR4KZDxQLnNBFyEuPojcdmsMXpmq9tk+zn3GEbOPrO7V/Ft48+B+nNwcU9SE9Vm8g4Amgalix20nI+JHARG4wm6tKaev5JACRyNosziIMMjyNAl1PTmTRlwTh6ca+BGC6wd12ByGcap3G5eVnR3wEA1WU083TPJfUcLLEYNV+4tIWnfv6P1RQYQAJHEWpFXwNHYTSBcSQ6/cZvpbcIQO9IvZRDJ4hU8b/XH+FGPIeFRHRXkxhbAVG+F0oHYBztI1W7ttNDo+SjXvLJzNvNE+MoHumJahLUaRwT3yEtVZu8Tm/3AsynE9Wi9KSjtb/gFQhgyNfo/3HtXeJAM7IU08gfn8Jy4bbwAsmVgaCrPY584XE0K9mqRtEvGwkARrLukVI17qIt1sjd3kh7+BUaGInnIefmLA8fQK9zsmAzGRyc6bUhBK3bsviZKR+McXRUgAEke+C2x5EqEseBnduKcSSkasI7KzdoUSMsXxMeR5HFnkXK/DxzqpqIdshwK3cSgSgIiEl2y8q1zi5WwKHfAXkPXlhrK0aHZBy1R8DXbrXwhuMNoNAwpGqb6piOw7BYLWBDAGM3d/sCShPXRXocifu+K673fCWHUwtlXN7s4jPPreG3krei94Yfwvqoibkohp+rAAvj/j1mMGjGFHBAjyMA110Cs6utSxhEA3hg8OtHNDCaAphNqZq8xznPGTfHLmsg+W+aZTWcYQw4UmesPkBLvTgypV5rAqzujDrY6G/g4u5FrJRXJj+vhmRWexxpxlGMCJ7jA9/2T8ArZ8HdAHt9bXC+0wtQykdgYBYryDx7+hgGMDkdi6Rqk0AdKfUFgJNCEmUeu+C7eOz0HJ65uKXWHJlvOUyvQ/uZYwOwJpt6roNT82WreajMsSXYCw1uhkmCtmAcbfI+7gtoTXpu2/C7NGK1t6qBo+Mz4Bx4fpXWQ0+tQ/RMlkXjrFbwAeaQx5Ep/f3ab9AafOwxACRVAzAmV3txta2PA+3D5ToM/RSQEEQx1ttD+N4oxTgqw/NCfPpHH8enPvxGfPTtZ1RTiic59EcJcl6KccT0+9XsjbBUy+Ox07Rfv+/BFTgOw9XWVbjMHZv2NxbpZ5TR2uY5jsrH5fnOFedwpHIEN3ovK5Z7nMRoBk2dLwD4+Hedw//6fQ+hnPPwijBEl9NsfdeUqtnPz60O7SNHq1m+hcQ4ksARjblv47gYOOGAKZ8veeVlo7ZW8FWTeLtLz9EkxlGnUEUlToC/+EXg1FuxuERG3TqjoOsu90ppT5Llc2Q1KiTjaNS1WeQ7VzQT+JswXgeOXoPQhq4G48ghF/xRlNhFM3ORdziABIcbZTLWHcUYhjFywy14iGzGkeheAFDm245hjp3ZJc9XtFQt0Ul2WXpUbLyALczArYjknnMhs5C+BzrJI13tFOBIJFJlyTgaRtjujrDImvAaKyLBplDm2K6m1Q6jCcbJgOreJsKnKe/5mjI87OAo20IsCkRtEKyLNpmjTmMcOYUayryPZp8WvsVaCat7A1zZ6lnAkTlhwkyS9ouZWUoIfAEc3btEhcmzN/ZQDLRUTT46XBkP73N8wXj4wHk6/ny5iK1OgCThxDjKi3Nv0GIv5YLS46g30gmkBJxkJOJ5WRR5y/jkE5C8BgCWz0EVbGKqGgS4JqU/3WE0weOIipU0cNQehsh5Dj0XHUoKY9qCECdU9JtStcKEgn+xmkcX9CUiwfgKI4ZzRxrW31OJFk+f/8E8jpbrBTAWwYGHP7m4iXfdv6SfacOjSTGOBPVbMo6Ux1GGwbeK6hIwdwa9DHNs7zZ54iROTk1jUlPVpFQN3pjB98k5PVnt4h7QcjzU0lIPzoHrBBw5qiMrn1FHJQH9UTyRcXRmsYKoRCaEu2165g9VjXvQ20Yj3oaSGYEL1hezxnhP9jiSwFHTlgEZ8aHn/ys8n/+IOr68x75Bqc4yWAdg+MZRwjaMhloLL4J8aWRCPx04KgqPo5t7Dlr5QyRX2qGC9uzCebRHbWz2jbWBMTRnTwCgJJHCBgh//nMv48ZuH1++3lT/LGQecghRL/q40bkBFwyHoih7jHdqvXGY9BaR/5uhXvTBuQZ2r273sMrnUA3W6Tlp38aWA3hw0Mg3MBZMm/Q7DslEpjOO+jg+Z9zHXFkDR8rDR0hZ64dVp98RJveu4f2RFTvdEebTe0OhATAHQUCSSvI4uqm84qQkl4DyDMZRYbxY/Ztru3AY4BUJaO6HfeScHPxwCHQ3NHCk2CKA3BCSBAil55CQqvm+h9YgBOcc291A+2cVGxiJr6vOG9D5hJQBSVAZXEmiE2Ntj+BiGCaKCT1bytFEvvx0jyMJHGlzbF1wmu9xOtbERB4pdwwEsFnYu0l+XIxhppTDXj8E52YnXjfqAGruTPI46g4jbOWPY9im54WYZNo4HADOLFbp7oprKL1XPvkHlwypGu2VoRg68IajM0ChhoF4jgutNWIciThUL2BVMCJu7PbJU0o8o1IOKj9QNhBnSjmcXari8mYHn3luFeePL6H8/k9ivTJPMrWVNwATG0u6CWJ6uyiPownXR8ZldgwJGNjaV8kHh0P4b6WPL48jAU4tK85kNh1/HAAQVI8hSqCaN62glblWONavCeRPeLZ/z1pvTa33l5qX8Nz2c7hvLttzUn8HfR0S0TyVMsokEWPgH/8YvPnzYM5Aj3EHgbX5XIiSX8rO05heJ5SkWABfk0Cd+1dqWKpRTnf/YXoP0s2Pt921gCvbPdwW7wsDlNJBDcNIuGKRTAoJXEtg6q4lmkAqoz20Jx1zY52OYo6WWGQ6PMSxMMKR8iG8tPPS2OeM4hG2B9vKVPm8YNL92SuUmyrQWjRLF8X7Xyt6AEsxjlq3gJd+F3jw+wCf/t7RWTp/Zagt4sLtPXAAsyJnk/mK73tjjCOypQCYG1hG5yW/hF7Yw/mjDbz7AZpKNogGAiwsgIP8dUyPI9dxlCKi2SeJ7//8nQ/gZz94Dv/tu4j9dq19DUeqR8a9m8ZCQyKMkfRO1mKdUABHOQ10nVs4Z7G+mkETCU+MfIEA3fc/dBi//l8+ipzIoxzx9HiMqZwx/Yze6t6Cy9zMqWoAAUfNfoj+KMLV7S76oxhHZwXjSJy/9Oszj18v+mqokKxBFmsTGEe5AiqyWfTID+K951bE8e294CCMI2sSqWQchV07p9t9dYwJ/M0UrwNHr0HQwOvY8jjyXNIEj6JkjHE0X/ZQLzk4s1hTD/heP6QEHLCSGQ4mVRVgjgCOXG2OnVlI5SpKVjGKR6rgr0hq4MYLuMiPChNGufBJ93s9YjhJuPBoyjKuphdcA0dC1hREaLY7mGdt5GYOA2BwVQIjkX9bqjaJqaDBKcE4cly1MDe6pEENZk3KNtH75WYu9/SZKcCRX6qhggHW2wQsLFXLWN0bkNbcMYAj5csU03c6IONocYGAnZwwwL1ruQ6HkQ54AXtjf1/SdvfzOJIeU9KDcbFCtN3d/gib7QDHXFFA1o+qFAaAUeibwJE9SrOT0L1cLNDfyewK7l6ln3NnKKkw/GOksbEEi9rD0Jpyp0LcX2GNoaVqg0iDHIJxxEAdnYhH9J4xRx1/kjfNUq2ALpfAkUyMHDx4OMU4isnMXXb6GTgSRlOkZGSCj/kqMGzR9BwnQhgRE+Bxo3toAke6zInBhVQtSrhKZkr5ScWAiIV70OeRDYpwDnfjOXWN6KdOJLkA4yK4aiy7jLvFZJk/e2Ube/0QbddDNUr5Xe3dUHJBGdKrjDGm3uVeMJlxxBjD6ZNE+W22NwEwe5MWDEjJ5qB7AIA5RnKJKYwj2vwxaCoZkAWuJQkOt7+KIhtBrXeiYDMLkX2laoLFOYyHmVPV1DWHLgazQkrVkOQwrByhZ2T3CpCr4vg8FTy3uresf7PbWEEpSbT5LqSIma7HkjCVNIGjEfeRYxFKOYbfu/J7OF9YhA8AYsyzHTblGxAAJAzGkUjEZbJ3baeHVT4PNx4AgybQvIZN18N8vj42KUZ+hmYc7W+OfXO3b088y1XGpWrtVTr36iGogpBRsTDN42gUkX/PXHqKi+MAxRnleVD0ivQONI4pYIopAMb0OBLrVYac60vXd3HPcg2uYCj2pE/ZFklqNHvEYBIoBirDSE1Voz2kmM+hPQjRF9KmObk2uT5GYm2wGEfKDN0EpqggVFMLjUImhIcgjBWQ0Sj5B2IcHRPFwnwlhzGpmsEcTMfq3gDzlbxqsAWi2ZHbeBGYOQ6A9vBmfwQpaqH/phhH3mQpVieI0CydVCaoeThAd93KtYhxxMDlORoSGi1VG4prROf6xmMNwPUx8HJgAHKdVct8/shMUTEibjYHqBR8UUxJcMFgHEmgrpzDXYsV3Nwd4NJGF99xngrvjcoslosLwGMfzfyO5rWgR1VeJ+Fx5BJTPeseyFgb5nDFOQlc/wv0wz6KSWIDR/LZV++VBqfkn+XcDI+judPAR7+Mz57/lwCAc0caGEZDdMOuxYoQH2I0YRPtcTRJqtZbx9NHn4bLXHzu2udwu3sbDy89PPUaKamgED8miX42Ix6qwn62UANzh+pdAEgemsuNxpi/5vkrZiI03ExStUmnxPBvf/gt+I8/+RSOzdM+nWYzfc8jR7FUy+NWUwJH2p4/URNPtcdRnMR45uYzyudUxjCSk5Dp+GcX7clqNwV7RO2Hhn1FGCfYE8BRGwnqSYKzjbN4Ze+Vse+03qPcbaVMRX457+F9Dx7CC4JxJFd++R4viD2sVhBSNc61dOhL/zsADjz2Y+r4h+pFMEbvlRnP3WoBTE/uksBRznPHPI7kZM2EDWzGkVdGL+pZf1f6TsnJedp6QFpwaA/WZm+EmVIOZxYr+DtvPqbqtGvtazhROzF2rbLCBEUSMPRHEUo5F12Ry5o5+en6aaz2VtW93RkQ03383SLZ2o89fVYcmykWv5at2XvyjfYNLJeXJ4JdR2bkZLWhYtcen5dSNTlZkCupmjx+reijJSSgcprkQiXDHBtAN+yheuwx4IeeAe55H94jGP0PiSE3slySUmWZr08yQ3eYYDf5JcDNIwj7KcbRq8DcN6dMDXgdOHpNwhEjDaV5tWRDhDEBL2ngiCUxGCPjt1lBqdvtjQzgyPQ4gsE4Ej+ZNsfOBI7yVcscW3ZnKwUPnWEE3ryGV+Jl6iAzSbXUnTZLqhYlyrneCnHMSGxK5Ty9dL0gQrAniv3KEkypmmn8TGyLBIMDSNViyTjyfbUwz/QJuAhmhQEiH0/E/s+//2b86NtO41tOji+e6lJVGnAZhy9Mpo/PlrHRDvD87TbuLmn6bk52ZoV/zyStejpKxTIiOHAdIUfK5XFyvow/ubiFRdZUCTs3ul0AJhReRgjgLowlUk8L9fWdPjpBhCXWJMZWac66B3Icdi/UyWNaqrYzos16Pk/nklk0NK8BYILRlJKqCfBRauTbgyi74Bf3V3iiYijOqTMMtTRMMI7o+GSuJ4EjCbpmyuBAjCMlVVOAQk7RaGU4v/Vf4Jn8TwKwO3gmAyVT7lhdAXpbOFlnAIuw16dn8y2nTeDoqvoly2IcxRz9MFYd4WmR1I+iz4CSmVAax1fnb4C/3JCqNcbMscuYK+fwb79EzISuy1ANbRAR1/507PxlJx4HZBwBwDsffVAco4u8U7CfbwkcCYiT2JvEppGXZPpUNcE46u/ao85lbFxQv2Tq7o6zUSauQ4Y5dpRECJNwusfRPoBIzg/BEx+AAz5zgkCjnVdoEpPozm70Nqx/03RdzMQJHDE2liO2gAtJ+X7uVkv9mwDEOLrc/hrWemv4u4WjJHHNol/LgtCqxbVUzWFQwNHegNb8280BVrlYW1u3gOY13PZdVSiMf4YBbjJYsuis2OmNNCgCCMYRTVXTwNEtAsJc32YcCQnHJMaRLNLNaXcqirMYCpBQeeE0NMBAvg22Ka2SqhVsUDqKEzx7Yw9vOjGjGFP9SLAGN0WXPuVXY0nVOMdIMo7EXlvI5dAehtjpaqBBRlAUMi8JHBXqYywoBRaJNRUAuKOPEYEaNFI6VcjTZNP9gCN5LF/kQyabRkpCM4Gj1gCHG7pgCET+U+AcOPpm8R19NPshHTIFgMlf+c5kc+zuMEK7ckp7hYn3yLyvj54iAFqa6comDu0INuPodz/2NH7lBx7BojDAHvp5FMFoEIKRvx2ZKWGtNUQUJ7ix2xf7mtnKgbpG8h2uFX08YMipv/MhAqLWRy0s3fU+4O53Z35HM0wJjWIcebr4nxTNXojLxXPAzb/GYLiHUhxZw1rU8SW2pnyUHLVW+94ESdz8GfzhRhVLtTxW6gXsDKm4HfNDY0ztNYTBC48jjjGmd5iEaAZNHKsdwz2z9+B3Xv0dAMAjy49MvjjQRTmH9jhS0714rACL+XIDzAmx2dUgwm4vgOuOLIZK+vz1Paa6QAJf0xqOx+ZKOLNYtaRkZlTyHj714YfVs0hLqC1Viwxw7TNXPoOP/tFH8ZHPfcSSPqvjC1nt2SV7strNXTsHSAC1ToeCcZQAaDGgzhnOzN6FG+0bYwDVao8aTisVvR/8+DvOqvPXjCZ6VuardD71IknVLMbRq38MHHmT9b7mPAeHagXcaqYZRy1ao+U9Fscv+C76KcaRBJ3CZDDmcSSbUOZ1K/kl/NQ770Yh52GlXlC+ngCxKuVzv9sfjTUbE57gRvvGwYAj4/wZozqwP4pRyruZ1hHH6/SO3uiQEffEd0uEfEbo2LRWS28j0xybc45nN5+d6skkhxrcavaKs6aOAAAgAElEQVRx4VYbBd9RfnWUFWUzjmpFT3n1KeBoklRt1EGlOAesCGsMKaEXpyoVIXLyn2IcZUjV1lsDLFTzlG8zBpRmEUTGpNxhC+hvv844ej3+04Zjux0Q2u1T92swisfMscFjxGJzkg/4bm+EmVDIE1Lm2NrbTS5Q7nR/IGHaC9DGanocxcM2WNDGGp9TjCNIxhG41V0gqVoCP7Potz2O8q6Hgu+gG0QIO8LzorwAxpgCvHhiMhWYkNvF2WwUQANHYkPKudocux6sIoaDyDBso04e1Cb31F0L+IfvvmeydwmActWeTnZ2kRK2Zy5t4VRB03eVuacapX4w4AiMwc2VcGa+AAYG13Hx5FmSCC6gBVQF/VOYKd4p40gCR8tVKpRlN2cu2aUuvCho5SYkD9szxmpvdgJ85UYTj37iP+KVzQ62h3S9ZnJ0v5rDJmYKM/bnN69RZ9XLWwWblHoBDDmRGAwmAZyu1LTTb3e7AqgaRtqPRzCOHOjr4whGh9yYx7qbIsp5D1x0ZaRU7ehMdZxefumz9JMz4/xtxpE0TrVCjEReDG+jlOeIYw/3LFftzc+YCqdGYwlQxDMYR9OeURmDuujcmbXXrS+rXzIuHRs0eCqBo5C7mK/aiQxjDI+cmMGrWz0ACXqMoxrYyRKufgEozaPPdBKbGHJKydjpTmEcAcBDp49g5JawXE9QzacSboNxpKVk9B2UgeY0jyM58ae3mc04uvyH6hpAFOWca+Pkf/6h88h7jpLKjEVOm2MH4n0runZST7WC7qFOA0SYMwJP6BnJr5wDhnvAq58Hlh9UdHBp+CqjGfYwG8eqUw5AdeIBAnEAm7YfcA95FuHCzrNwmINviRy6Vpmgt04k6acthXPYOONovT1EJy/Wr73rQPM61jwPhyf6N+i9gAkp3KTrFMYJOsPITr4F8BLEgZbNtlcNaZAs1ISJvvG90iE9FZQ/kBmlOQyFHKAQBkDQEh5KgJTkgtnXX31Oqph8aa2D/ijGwydmVUOnF/Y0cOQVgcYJcQjJZNIyo5g7CKS8SIAWpQLJtnZ64jsY4NdIyCpJqmZLsfTxKRKupWrcsT2OhgbjyHWpkNzPHNuU2qUZR6avUjpomo4BHOXo3cpzDhx7CwAqBOTIdF/dUptx5ImBJOmQfpD92mk1/Sy/J9hYhvnpfYdqxM6Ra+cUxtGR+Tq+7T7N3Bv6RRRiUaQozyrqxscJx3p7iFu7fZpsKdgoYCqxA6CLnKLv4m13LeATHyBPknqRGF+9sDdRLqJD3gOGMNH8LOlxBEwHjnb7I1xqPAFEA/TWv4YST4DDb8w4vvidAa6ZUrWsz4jiBF+4vIW33bUIxphmRRTHGUf6l9rjKOYc6bSoLfLcRr6BJw4/AQA4v3Aed89MMsam4+tP0KCOPOWYRxo4KlE+KKeBcs6x2xvBcfdnHEmPI/ojYnsdpOEo5dZZ/klvODaDH3jLCQC6uSgZKQAQJ4kq/D9/4/MAgK9ufRWf/NInFcChpuQKIFhOVru82UUYJ8psmhnvgcyZoiRBL3LQdRgSxlB3cjjTOIuIR7jasptY0nvKnMZ1cr6M3/oRki3KSYbyPZNrQCXvkacPONUuwzaw9lXgxBNj1+PIbAm3djXjqNUPcX2HJKFpVpzveWMMlJu7feQ8B4O4ZzF4yn5Z3QcZ/ZAYR3OVPI40ijg+V7IAWsfRjKO9fjiWM6711hDEgQJ5pocx0Mal9yuIEpRznpKqmed7vErHvC58Uye/W/Lwep0Q7AT4Hj3z5M8b4R/96T/C9//e92Ojv4FHliYDsXct0nm8sNrG87dbuPdQTbGXGKQ5NofcxiTIUy/6Cjja7ARk55nVyAHQDbsWI0znK3LNoT+V6/80qdpaa4jluvFuFQk4Uix4ObRo7nXg6PX4TxhaXqETbUnzbA3CMcYRkhhxEsNjnkqMV/cGWMY2Aq+a6hDq7ouaGOZQUjCdcUSLS5iEyuOoUvBQGlIne43PCemKlBcxUXnqoidJMNnjSEnVKHl1mYtKXjCaekJOUZqzgCNpjOkIpkKScASTvgOgPI4U48jTwNFscBubzoL6OwwAlPzhgKAOgIV5QuTzDiWEdy9rvf2xvAEcycRXGD/vQw6xgvkllPNcmYJ/+4O0kZ4pdcFk0cMTeo4OOFVNXn/J+DpUo0X1qzcowanH2wqUMvubEkCSjKPTC2Wst4b4P/78GjbaAT75uYvYGNKXm/Xpuu8OdzGTTwFHe9cNCjsBU/I94MJjx3zuMwt+BWjSuWx16PM6QxohjjgExLPExLdIEmle7Uylo8ooVinxiwQT5fjsuBGnDJO2S1Rn/VxmspoEcITty2iUGHji4W13L9p/p61lXtpzIhFSNQcxJ+Bo4ih4I3oVOnZpZHQEty9a5y8LtnGpmofZDNbUO+8ThYhDMpDqsENjvAFaC65+ATj5FDgcgzEl1yH3wIwjxhhy9WUUc+GYd0OacSTNq8GYAdhOYRzlSsSsaK8qxpEl53uFEugd1KASDsMH6nsePoKLH38PTfHLCtejAj/o6Ik0aY8jx2AcGeB1VgziPhbLVXzqw2/E/Nk36/9x5BGU/TIqfkXR/GXshl00kkQBRxyaGRfFiZrcdKs5UAXCIPFQZCGe3XgWd8/cjUq/aZnUWiHXG6PuNqeGZQJHrSEGNVEk77yCcPcKNlwPKxOmr5iGn4zBmiiVDjnRa8ZMvnMlIOxjlJiMI8NTxpCScSELMdo5VuxMYxyVZhGM6DkqyL1MTKeUx6f1KBkb047Uc/HSOhW2Dx6uK8ZUP+pT0bnxPLB4j0bzjWRYgxbAIJaMI9prq6UCdnojzZoywK9RgdY3xTiyBm1oYAqwzbEVYwoEsA7DBDu9Eap5D4OE9sH9GEf2p8BiHMn3OMpgHHWGkXq2AChwNvfoj6jR23KtDxPdZTbFvwBJUbIAC/m8YvYEhi6tH4VtMblw6X593ozhybMLODJD91BPgGNYaoj1ROQ76el5w3yFZF2AJe06Igx8L6536HoWfQD6GRIfTMeINDOCMYbvf/QY3i/YRnJS2JnGPuOhjYJQGoWbHkcApvocNXsjbM+9CSgvoNtdRZUzBd7Zx7flgiYLO+c6GGUAeBdut9AZRnjyLlqDtgfUYByT0zDthQbodYhnTCVrjQgEqefq+OHzP4x/9uQ/w88/9fPT8ydm5tTS40iDmjGP4Amz+BmRi2/0KK9qDyOEMQdnQfZENXWNtMeRgwScp963KaEGPKS8DGUcMopeJcnlusHiihfkK5tfwftPvx/vOvEu/JsX/w3+6MYfAQD2hH+b9JY6NltSU/xe3eqqd1TtNSmPo2HM0BR5Rd0rKj8pOTFMxmpvFQwMSyVbGj0r1itlLSmue13kJzHniB0yuPAdH9i+RM28lTciHUdmirhpMI6kVErcArpG4r3M+xlStZ0+jszktXxYRMkvoR/1x5haKneRe4EBHLnC2ytJOPb6ozGW+vUWgToHZxxR+A6UzKuU04wj0+PoeG0CcJQhVRMfIP6rPR9rgpG+0R7ievs6PnPlM3h+53lUc1W89chbJ55qveTjxFwJX7nexNdu7ZHvm9EwkB5HkWIc0bNUL/roBBHihGOrE2C2lMusNTnn6I66mdMX5TohVTHSgUMqedL3G6C85VDN2KdLsxiaOcXON/dENeB14Og1CTnFhcALuuSSQbDXD+2iUDCOIh7BdVzlv3Ntp4fDbAf9om1cysGk/6CiBTuOnqqW6ctRaFAXGympWt5DNZDA0ayghI4zjkxz7IkeR0qqJoAjx1UeSo5YtKhIcdTLzQ02jWYcJShOlKpJVpMAjlwPI2GOPR+uYsM9BF14yM0aU4u2dHiS2i88iI7P6MVpHlr2ITf8KI7vSKpGBy8hikeK+fWmE7P47R95CxbZnvIb4Qm3CgZn36lqQoIlrv9SrQzGgD99hZKxcrAN1MSzZBRsUqrWFd3New7VcHtvgL++Sn5OL693sN6n61d1NXA0W5i1P795TSfIRqLEwYEkBodjAUeZz6l8LsX+ut0hFlR7EBLjqEvPKhdGoqYHEWAARxl0VBn1agMJGAYDYqKcnE8BR2YHXJhjM07p3r6T82ZPA2DA5ktYqnt46Og8/pt33mX/nfYquEw25EeJ980T5tgT3+NU9MuUBJQCDWhi+xK40ZmUMi/5XkjGEXe8sTGrAPCuB5ZRyXv46DuoQKnFEdAVzMedV0kqePIpdXfpMyTjSBeEccInSgZVVJYxiGxKOMIhJYaAAh/JHJuu0YGmqgHEfmuvqS6hSvCSGFh9Vh1fSuEAzaw8UOTJN056CKSBI9eQqu3n3dMP+5gtVfHuBw5ZhSuOU4G2XF4el6pFXczEsWZDKODIwSCMkXDgcKOIQRgrUGSQeCiwCLe7t3GyfpJA2HLWtDMY564LKjIop3AcZDKOao1ZWsO2X8FG81UkDDhcyZraRkeVV8VRwFH2MyOnGDXM5Ft491nm2N0Nw7PJXofkNKNpx8+UoJYXMAh7YGDItalrLiW5qiAUUjWeYqKkp6pd3+nBcxj5QAiPpn7Yp+dz7Ws0lVJdHiOZV+sSw0DKisU+WCvlsdMNFL3fBL8CUUxoU28DODIYQQAV/Y5I4j3flqoNI2IczZRzitWxP3CUPr5+D8x1Ih1qvZffQexphTf9A2UCLdf6KNYeLumpajlXm9OaIQG2mWoZQzEWPr/xMu1feXs/yHsuPFnQMrneAb/4d4RnjrzPqf154BdRlNRwg+V1Yp7WoWcuEQApizNii9jAVyCKnDSL/LNXP4sf/NwPAgDOzZ8b+35ZIaWm9F+mPI6AyYyjJOFo9kdoVErAt/5PNGVz5qQyIzbPVf3k+jMUcOQ5eoiJEV+6RvLAN5+gXELKabIYR/ZUNQL5sxg7JuPId3y899R7LWlUdjDrGZX+Q9JYPeKRYjTKZ36nT7ngjmAqJmw4EdiRjCM5fZEB6vwPwlSfJFXTh9fvWeZUNcbQHXXRClo41TiFn3vy53Csegy/9uKvARgHjjzXUVP8Xlprq6aT6iUYNUEYU8N6R+Syda+M47XjqOVquLCtJeEAsNpdxUJpwR6qYn6NVF1Q8GkNCKIEIZOyKU/7RBpMPhlHZ0pYbw8V0+drt+i7kb+UDW7mPXcsV7y208PhWcr7zPWt7JeR8ETdC0B7HImzBzW39PFdhxiPvVGEhMMCwwHgapsYWSfr498j+/oIppTLlIdVKedlDgAp+SUsFhdxrXUNAL1beTe/D7gpgFOeAJxjXnlMeeo4n3jiE/id7/odZXA+Kc4fbeDzL28iiBI8fHxmrCHkgEPi6ibjCKD1f6sznChT64W9DKm0foMBQKaeEieSeUNamggQcGSxy4szCOJQ+1ZKxtHMwe7TN2K8Dhy9BiGTAIZYvTCSrbDTG9nAkeOCJzGiJILLXDTEy3N9p48Vto1ROQ0cweiOaKnaVI+jYgMY0AJqGolW8h4aQg63hjnUizm1tAKEDJsyizgmqdo0jyMpI3OZKzyUQnjCgJL8dUwTPFuqFif7TFVzaSNJpLeD76vEcCFax7Z/SGldmaBbOtCb3IFCJI5FV8jhPB+f/diT+MfvvQfVeE/5p8iCLRYyrANL1QDALyFOQtXFAoCHVwpgw5aacESACDNGne9zfOVxROddyedxco7Gqxd8B15/w5qelEr30A3oOt67XEU3iLDeHqLgO1hrDXGrR3/LiwcIkxDtUdsGjsIBAQoG4wiQnXLJeHEsiWY5nzGxSiQUBY++81aHvktnKMyxhUxtWFxSgGDCpcRFS9WyugoyluoFDFBAs0tdmvsPpZhT/R3rtybjaN/IlUh3f+mziPgI86XyOMjavo1Escroh2SKyHegP4pRnDZRTR5KJPC10DCD3H4FWCCwigiDHOASbIOaXIcJyVsl7+Fr/+M78R1voOtSTRJthi0lfCefss5f+q/AYBwBmMo4og9bRC8e2gnx1kuANNvmJrBD/jrpqWoTZa3VQ0BnVQNHMqnfvQJEA8TMV89+AkqU+B0AzJLFqYrasalqUFJEbqyhWdGP+hrYypWB7/5V4D//LWCB5BVLpSVrqhrnXEjVTP6MLqjkmnhmkUADKVfrJ+RxtDXYwkJxAehtTwaOUjImVfAYnUNJvZcSpvVWQMbwc2eBzRex1qKEa1rhpqRwjr3XpMM0ClYhxtkHcUAs2mgEDHY1cCQls1KqxvhExpEEvzIlqLXDCKI+Cl4BTBpMGz4v0tjYEqjLdzL1XFzb6ePIDI29VoyjsI8yQM2dQ+fHrxHEMwq6/n2pKhZrfb1MU2zkCORFQ+Y1ytNzlYsjOn59AvsLsMyxC0X9TkbwEIQJdvshAUcjARwdWKpGPxND9q4Zu/Y/SRKO7ijSnnYwGEcGC0oBRwkUsKPvrAlYjIMiTQMkDEqz8Djg3f5y5rU3myySqXBqsYJ6WVzjKKDcJ7U/DDyfPJkcz1prDzeKKOdcfP4lep9lsSQn88nPBHQDJJ0P/exf/az6N41CxrRC+wsAEGOwjeyOGEeiKz9B2t0ehki4AFPf8GF06odROfymzL+r39pEFLU6J6oKL810fOn6Lo7NlpQv1ERWhMEIgmL2kcdROi2Ssqv9Jv6lw1xHlVRNMo4SLVWTLIedAX3OtvAVi/hwclEuz5vpacscDmKO/ZtRGJ96Nuns5V7pgCMWfxYJc2zTX8hzPLzv9Pvw7Oaz2OhtYG+4h5yTs45/dqmKSxsdvLTWgeeYObXcz/TxgyjBjqgp6sV5MMZwbuEcntt+zjrLtd7aZL876Hsg84liTk5R5ohEQ8F3fO3jmOG1dXS2BM6h1sILt1o4MUfT7jQwJYCjnG8BCWGc4MpWD8cW6Ews4EjIEOW9ALTHEZ28yTiSdZmHIE7UZ6SHndxo30DZL09hAdlXR14f14WSeZXzLkaJqFUcu+lxvH7cYhzNi3sz6fj0NTRLvVbw8fs/8ST+wVOncK19DQDwtqNvm+iTZMYH36j3mTed1IwjZtSVUdrjqKAbUSRXzgaOJPt6qWww1+Reo+Rv9DNIm2OngKPOMEQniGiimozSLIY80vvNzqvUiMxNAoa/8eN14Og1COvllGNZc1qqZhWFzFFTiVzHhec6qBd9XN/tYY61kZRTUhdIRhDAmfx3jvI4yizWCg0y+EqSMeBoJiFQZ4PPYL6Sg16gZKWgu4TK42iKVE2COp7joZzzsN4OUOctGgNeaIDB8DjSZk2KbXGQqWqRkKoVPA+jOAGPAtSSFtr+Qip/M20DDxhiYtJ3nCNgxGUu7j1Uww89dRqst6WKEkdR7b8OxpFfRBiHSqoGQLFplJxMFDxyE2L7FbWMAW4eURyCgcFlLu5boY3vnlkHLGhr/yTjHmhz7AS+y3BqQdNd33nfMkZRggsbgo4fDrAnmGsWcLRHBnwSOOLMkKohoeqA2fK0TCmWSLA5p/u70aaf7aHoQAtj7KC4qNgiauKW4yiJxjSp2qFGEX2ew26PGEcPH09tgsbUM8k4kqPaDxT3vR9Yv4DRqDfeWQsHwGAXSdVmYHABikjQpTMMDyRVa4r3f3YkitQkJlPleQIcVAcS2hybCfCV/H2yw3UYdofEOGskCcnrOKdJJsceA+ZOU0dZmodmeBwBmOpxBACoLKGfhHanVsjU2v487GSbwLv0VLWJBta1FUuqppLidUpmd6r3gNGbq5LtO4pcBQgMxlFqqhozGEf7Akdh3y46zn0PcPbb1G/ninPqfgCUsAZJiJkkhrzCyhwbzjhwJPyOOnEOoTNCEAdYKC0IxtGkJDC1crLEeo4cxlDwXVQLHra7I4yiBDu9AEu1AsmtVr+C28KzZbI5ts18nOZx1OxnADsCvFPm2FJGVpF7ps04cqeYY0spXLorDACoHcKQMRQcn9Y6r6iGDEgvN/JtyJCqZTCOjs+Je52rAGGfPI4k0GSBF2kAnmQ0CjgSMql6mT7jpfUO5so5i9kZiHcrJwpdy+NojBGkfSdKBX3eI5AXSLM3wmzJVwyFeu5gxblmJmZJ1WzQojuKwDkZQqvvEI2Ds3L6XcxN81YbeMl7jmIkm2GCkEF1EQWekKn6iSczz14dXdyDnOvq5zQajsnUAGDo5VFIOPCuT9hHYwxnlqq4vTeAw3Qn3DG1NOITh1EMNzUkIYzJ/Pn9p9+P3/7O38443+xgxvE5HPI48qYzjtJgbSfsjU9TVQWbzumk/5Ncq2tFXxl9y+Cc40vXmnjkhG7cbPW3MJOfyWCkMCuvU1PVOB8DXqRUbV9QM/Ud5F4mzbETzsXUNmIcySaf/P67gnEkJ9COkv50NocAFZhiJtI1yOrBpkNJ1dKSbvP4MAyOwRVxWhpwr3YJODpcptzj3SfeDQ6OP7j+B9gL9tAoNKy65a7FCm41B/jcC+s4sSAnYsm9V5vojyJiHG14dF0qIj9+cP5BvLr3qmUovdZdy2aqML3OAZqx894HV/Chh4/gJ7/tLoQiV/Zdn3K0ylJmIS8nekm52oXbLZw70gDANMg4Yara9Z0eRnGCQzP0+eYzJHMU8/sMokGKcaRtSgCqy0ZRovxDy6lm4GpvFYfKhw7W2Lakakyv0zmPagnm2vUESK6mgKPhznSAKsU+lRYl963UkPdcXG9fx1xhbvz9nxBPnZ3HT7z9DH7tB99sNTJIqiY9jgQ7SACTcp3Z6Y2w0Q6sfycjTELl95jl7ybvsTLHFmubzBvSTeUNIem3GUezCHiMgpSq7b76TS1TA14Hjl6TkGPETVPagiXTsT2OJKtEjfws53B9u4cZdOCUbEmQOfZRsUYcB5HwOMqUuBQbADgQtAg4EiBPpeBhjrUxdMsI4VEyJrX2grFjSdWSBGE0weNIbPaRwTiqFjxc3+lhFm2M/AbgOMQuEhuDOY1Jsi0GoynFoCM7ELQQF3wfnANhm7p3PX9OJXRMAF/S/+bAITaIOB7BY55e1MMhGYyLDr1rXJM7MscWnxEZXSwAQEcCR7SxSuAoUVK1AxzfKyBKQngOnfeDYhLLU4di69gSEwQg0H+iAxc8F4cbumB4x71UgH3lVgchfGDUUwWsZY4twRYBHDHmKFkITQwTjCPjHchkHDn2M7TZCgUVOiG/GcE4CorLFnBErDIHM0LHvNKY1JkDzh9pIICPna6eqmbF7lXrtzGPxTNEV+wfvvtu/IsPZXSmZYipP0HYs8d5AtrfSI5nVk1UwVoTm103iA4kVdsVTL7ZgZj2t3cDiAOwBS2P01I+inlhmj6aAhwBuqtzKIrIN2bjBWLrPPT9dMpmIaKkas6dMY6qS+iDo+QY12n9eSBXQTN/GEqOiESMgh+fqjZRDldbAbqb6I06KHpFPbVt/XnA8bBXOW10OEUX+E4ZR6PuZI8josSJ3+0PHE2WORBIuzvcVYWregdj7XEEyKlhWuJyWoDAcspMK/aw59DaueCVgSQ0QJZUpDp4jrgTUuoo17uFah6bnSFuNvvgnPwxcOptAIBVzwMDm2Lga5hjAypZzQrJErEYR4U6MGxpqZoE31OMIw0+To69fohK3sve22orGDCGAvNEEnlSXB/xDjCIwtCQqk1gHN3cHdA1AlSTohf2UBp0iJ2yeJ9xeTRbREuAgGEsvolYJxuC/fLialuxN2QEgnGUl2vPNKka58rvplzSx4ngoj0IaWBHOaeYIbPFlFw5HRlSOFVgGV5lZkhz1Cypmsk4Wqrm1VqjJ2vZwEveI4+RdJiAyLC2gryUy51+e/bXUEenY3meYwBHQSZ7c+B6KJ58K/DoD4/9v/sOUUF6fK6s5DjS+8P8wGGYWHkjoOVcDy0+hLMzZzPP1z55A1Rg+hnyLKlaNmhuvnNREqEf9a3JTebJ6tpXs+7kq1Qr+GgPbMbRtZ0+dnojPHJcP0Obg00CtLO+g2RzIFHTC5MMqZpsbN0Z44iZLwFpBQTjiCwUIj1QRhTOe0EbnHM1gXYYT1vDBYDN7AmedyxV86czjgDtcWROVXMdhttdGsoh2Z8n6ydxz+w9+A9X/wOaQVPJ1GS85Qw1FK7v9HHuMOV6innHtZJCMo5aDoFLhQqt9efmzyHhCV7YfkGd13p/3TLGTp+/8rESa0LB9/DJD53HYq2AUFwnz/HEVMtjGcchxhFA3n7b3QC39wbkJwcNAUv2Zt5zrSbjxXWS/M/X6M/SUjXABo6UxBiwnlEtl6KpaopxlGoGbvQ2DmBur0Ne/7yvpzqWc64t1TbiRO0EmkETraCF7cH2Puu1XKvZ2ARMgNadxdKEXCHraIzhJ995N566a0H+gfEpYqqaWJrlOi5Bv8sbHay3hzhhTDtOeIKPfv6jePo3n8aLOy8CAJZLxrVLAdhy2RylGUcp4GitRcCR6ROG8jwCxpAHA+II2HhxbNLpN1u8Dhy9BqGKFKY7qOaUJHOsNxwPkQBCJOA0U/IRBz3kWQS3YneECc/h5u8MxtEkqZoo8gd7CKIU44h10HFqyHsOyjlX9WdVUmwk83EC8jjKnKomOoASOBIeR/1RjDnWQSwXLaaNDiXTCoy8S6KEYzjJ8BYwwCntcQQAUZuK3H7epGLS+TvguCOpmtj8o2hoI/g9IRURhZYyFFXm2HfyGUXESajuNwCDcSQ8jqRUTcp29vM4AgAvj1AARwDw4W85jn/999+EH39EsIiUVG2ccRQmNDb37uUq3n3/Mn7hex/CqXnNPhq5RSAcKMmMxTiSYEvKHBuSESTGwVvAUZYUS03Nk4yjkaK41yTjiLkYFebUNpeITQiMIe+5+NSHH8avf+TRiZfo4eMzCLgPR7B1LPAOSDGObGo5APzo287gux+eLPfAwj0AgDAajG/mqniTjCPJIqBEUjOOogNNVZNFxExPsFG2L9PPeSFVU99Dn38hT+/p2ZXpRd9abw0MDIusAOxcBr5Cfgg4I5kwhoRDmvQz13oPDsQ4chjKZkm/9TKwcDek+bZk3cl7rKeqJXkCQ/cAACAASURBVBhFE6ZIAuJZ5+gPduxO8PoFYOEeJG5egI+OSubvaHvMVYCgg2GczThyGNNSNWYnYemwvRLGY7Ywi2E8VAVEUwKGcawNRQ02gRoYUPYxW87hppgy04p87IhqbgHiud/X4wjqO5jTeuTnLlbz2OoEuLYtPMMWysDJtwIAbjdWsFhanOhpYTKO9CCD6cCR5UFUqANJSFI1N6e9uFIeR3qqGhWcWbE3GGWzjQCgdpgYR8wRSeR96vy1d0lKqnb/B+jnivYsGoYxWoNQdzdzZXAAg6iPcn8XWLg35R+jLpQlVdOsJipaGxV6dm7vDbBUs8HqUBTQ+c2X6Q8yzLFNh5dQJPOlok7aQ7jYG4Ro9keYLeWwM9xB1a+OA+MTwu5iywJQvsf235XrvWlMH6hJrfrzPNfBSqNI62b61TIYR0GUWIa2gOFxVMqRpKzQAL7317On5hgyKQly+Z6rPY3CQSZwNIyGKExgvfz4289gsZrHR544CZOpMMY4ysjntvrEqlsoTnpvx76AOL4pVWNYqOb29Tja6errJAvm/RhHcioZoMFBOWbbvA/P3qA17OHjNuMoEzgygBcwCGYlGVin867WqAWHOamJS/uEkZOCpRlHzGryye8/4n10gghb3QC+GyNMwsmfaUg2Nacm26MpK/phHw5zxqRIWceXXm6Wx5FDE+tc5lp523tOvgfPbT+HF7ZfGBt28sZjDTx4pI75Sg6PCRDJBAcl4ygSHkcj8T7kRI4pvbekXG2rv4UoiaZK1eRCoaTvxrUJxa99xyc7gTElBsVyrQDPYbi521fG2OeO1NVaDZhSNXuq2sWNDhwGVEvCO24f4GiccaSbFICeqqYYR6lm6Xpv/Q6AI/3+FnxHvWOlvIdRMhrPY2EbZO8M9mEcyU9hcq/RID9gW5x8fWG8AwKnlVI1z5XAke3/dnpRv09X9q7gmVvPoBW08IvP/iIc5qTWCjtf0YwjumZqqtrIXuvW9iRwZOy71WUCjnhC1glhDzjyZnwzx+vA0WsQZiKmPI6MBMBKBpirwAEJJMyWc5gBsQhy1YzRpIqRrReoMJagywSpGgAM9zCMh2oBqBY8zKKD3aSKuXLOklcAogOWGr050eNITlUTMjKPeWqhnGEdMCWJMKRqRqLkujT1YzTNt8SVjCMhVRPduqhFEqZhbi4FEpGW9o4YR4L+GsWhvRgrGQQVJbKbFiUxTCPIA4VfRMRj+/jdNONI0F4TbYC+bwjGkeyOlXIenr57EX7fPra5IcjNKIopmS/4Lj71dx/Gd73hsO6MA+BeEXtBC//0r/4pPOapyRkASHOeq2rZC5NThsxx9rC6+Wm9NwANHIn7u9YKlfdIteAT86W6TMw1UfSrqWpiaXv3A8uTx6iDGBLlcgXzFfr8ceDIZBwRcMfuxP+mUAPqxxDEo/FEL931Vw1mrqaqAcQ4OohUbXe4ixIcFLvi2ZSTgeb16GFB6lcTw6THUaU4+RoBBBwtFBfgHzoP/PUvA3/9r4B7v0MZrAs+Gf1ayk0cTTsGDuJxtIQ+c1AyC7vty3T+gtFkToZjBkAru3iTGUcEzvUGuzbFf+N5YOkBcbpSMpCkRqkfIFLm2Gngx3F0V9D0hMiKfjRF5gAN0kqgsBlQ0TWTJHCUj1KipFKSjp33XBydKeJWk6bB7IU+tsQUqQXJsthnqpraDRiHwxMFQMr1bqFawFYnwFUBHJ2aL9M78LHnsLp0zxRjbDq6PD6ZY09eq/f6IQq+Y++dBQJFQilVU4yjRf0duC6opknV2oNwCnC0gsBxUIgjoHVjrPuYVbDh3PcA/0PTmqgl2QmL0rshV8WIARGPUWqvZ3js6KJfFiPWKHgBsC9U9fO9lKL3BwVKvnPrzwPMBSrjhYrJqJEWEMWCPk4MF5udIfqjWDGOJo51zgibD2QwYDBujq0bBTZw5Du+bsiJkPuTXmZs4CXnOeB8fHJbszdC0XdRzLkYhAMUK0u0tk0I5ckogSPH0fI0HmdL1eLhGJgsY6VRxF/943fgw99yXH+GKVUT33MYjjfRtga01s+X9vcZsb+DPj4Hw1KtoD2OJgBH0r9noZrPnNwkTlb8VyLYGpyVTLB60ccoTiy/qYsbHSGN1+veVn8Li8UMQMCUepmMHc7HltVW0EItVxt7VqaHLUckUIeeTc9hCM2cyiuBwQFzB9hoDbHZDjAnsLTJa7gGmGUzU0rtDso4KnrF/f1pIGVkUObJMafv0At7KPkl6xjvOfEeAPRMpb2yGGP4f37oMfzFT78D80IWak1Vc3RhPgwTjMS+n8vRNWgUGjhWPYYLWyQ9X+tRjj5VqiYef556DwAgcox8rb8DlFLelCJch+HYXAkvr3fw7PUmHAbcv0LTU/U9llPVPMvj6NJ6ByfmyhjExDwyWWvy3krPRADojrooi+8rLr6+PiBwexRlM46G0RDNoGmzZqaFAWDnPc0hL+dca1K2GRI4utK6gmbQnO5NZNyDLMaRkoN/vcHkD9nQT5TcTuaMxZyLxWoef3yRGkDm2vDCDjHXJPDYyDfs3D2Vr8i0cLU1gusw5D3yWJ3EOFoymbrVQwgYQyEKgZt/TX925JGv95t/Q8TrwNFrEJpJYjCOfJNxZJtjR1wyh+jPl+sFNBgtXqW6vZGaUjVwDSoEUYw44VOkagAGe9YCUBaMo42orDwDtFRNJhom42iKx5FDuv/IZBwJuvkc2siL78GcDI8j5sBzHPTEAjtRpuNoYMFlrioaEyHzCgoLemNUEovpRdtYSMZREqQYQbZ/hitepURI1bw7YhyVECWxSkYAkAyLOZoBIAA7JVU7SCLk5RGmJXCA8gZS/klGh01emiDB2H2tG34iLFfCLw+u4Hb3Nu6bv8+mZe9eMeQb4u8D6A5j0aUl4MUyx85iHEmpmgCORiFNuQCE50VnDaiSJlxunZJJwA4CrIlYnq2jWhTdDjaZcSTxEIY78DgCgLlTGPEkQ6pGdHHUJHBkAqjM8jg6mFRtFzNOXt/fnctAcZb8V6CTAItNIzvlGcWOGWu9NSxXloHDxsjb7/ol42/odSjhmnHkGaBy5j02gpcX0XcYSrGQMQzbZMQ9fxbjHTx6hmQx0lfGsZM8jihBHQz3dELf26ZrtXwOSE1ZYXe6TuSr5HEUZ09Vo1upxwBMA697YW+yfwU0cCQlalqqZjCOJPjFNOMo7zk4MlvCreYA/VGMLs+hLd7BuvTFOiDjiFoKGniRhf9iNY/NToBXt3polHzl2RLVD+Ol5svTx4UzQ6qmPI6y78Fuj9guVhTq4ACBtBbjKOVxZEjVpnkcZRpji88Z+kUUesI4X02+E0kwMz2OTBm6fc+lH4qSk+XK6IvnojTqjgNHRjIs90oOhkg6WwkmzsqsTrDPLNqFfSAKm9zaV0m+6Y4n21pyyhV41qjoY+byRVzdonV4rkyMo7GpmhPDLNig3oNJU9UmSdWyQJijs8Q40sW3valJhmvaIHu3N9KDFOLh1HePvoFkhkqpmgt4xrOYJVWz2AgZx5TXXknJHDBmMy2GUTwGvsuR9fOFAwJHKf8YgK7SYrWg9uNwgjm2OaVPAkeTPE5MLo2WqtFPCQLKewsAlze6ODVfUTlHlETYHm5PYRzp7yCZg+QRZL/Pm/3NA5n3Zn+C/AYE6kQJeSiZjCPGGEpeBcwZYrU1xGZniNkqPR/TPYjks2lL1Q7ScLTGvk88vgCYIc3DKeKYvkM37I4xog5VDqkc9/GVx8cOW8y54h2yzzFBAib+XZQkCKIYtwskHcvPa1D9wYUHcWH7AjjnymMpm3Ek76sEpsYZR5FkKjIP6O9SnjMhHjs1h7+6soM/uriJ80cb1HQ0gBcJTBV8YgTJNejSZgd3LVW1+b/BOJLXXzKORvEIo2RkXFO9F8jjO46DME7QG40zjiRz/84YRxDnnWIcTZCqHakcgctcfHH1i0h4sm8TB4CSU5qkBwCa1fu3DAZNeIgScU+NnPHYbAnDMIHnMJyY03vQizsvougV8TOP/wxc5uJHz/9o9vmLa3/XIv3bv7neRNF3wRhDwXfGPI7W2wPMV/KWGgLVZQwdhnw0Am58kZotRgPomzFeB45eg2Bqs+bqdTcLHAs4MhhHsog9s1DBLKON2qvYnT0O3X1UU9VcR3XqpkvVmhbjiKRqXWwlFWOEryFVk4wjI8kL4wkeRwDg5q2pakeE18ws68CtyITApH7rDcJhQH8kv8Ok40vgiCbQyaSKC+AoLs4rCi2xE4BHjjXurPvk+oDjIR5jHImiRFBkdeIbp5LXA4RfQswjG5jqbQnDVfGdErkJiaL8wIyjLOBoHfDLxqjhbMaRP8Wp0cuXcTmmTfPjj3/c/p+7V2zzOFGU/+nlHay3B4BgKpiFWbY5tpzMJxNMhovrImEtePQ9qsvU8QPd4wRfhxxRXCd6RlLnYXgcJQlXidgdgQqVJYzAs6VqhQacvNgQJVtEdHdco4t3EKlac9jEnF+hSVLDtmDr3GWdq/I4SjGOrAIyFZxzvNJ8Bceqx4AHvpvA1HMfskZVc3EH6NcS3GSoGMlRJcvHyohRaRYxYyhFtGZgx5DaMUdNVUuQCPNSbb4t14qJjKMqJajS4wiAMt7G8gMKfLTNse/gHkupmmAcpUFCS6o2BTgK4xBREk33OBJJ8u6AACMtVUssiYUDMkVVwJHvYkkwglqDEEOeR1esI5VA+GLtN1XNYLcywxxbPquL1Tz6oxh//so27l3WifbF3YvohT28aTl7CpM4qkpI6LQmS9X2+iMFSqko1BGBCpmcIzyOCg3FfjWZCgkS5QGVefzBFOAIwCBfRiEe0Rp1/HHr+BRCyscnP0MbgnGk5GTVJQSSkZzw7KleAJhRjFBRK+mu9N4wA7h4+h77fo6E9C2fJBnJrw0OcnA8cKSB3/+JJzFjsJi8YlUxymbKOewOdw/OODLkiJzrdVTtnykZWScQMpGizTjKKlruX6mDgyEQa4Fe9ugXcm1ITw3b6gaYF6yv/QAeyVpT5w8hVXOnA0fDaDgGJk/4AADZ5thBxqCQA/tLZRzflKrlPEdZDkzyONruBpgp+fBdB92QGpljHkcK3NTNwMT6Tvpetgzg6NJGB2eXNJCxO9xFwhMslYxJSeZnqIlVmh2aBbxs9jezjzEtDFABSMC5kKoZHkdmTlXLVcHcIa5sdbHWGmKmQs/FdMaROW2Zmnd3MlVt6jNqsL5oL4PygJJT1cYGMIj42Sd/FkerR/HOE+/c9zxMxo5SIQjG0Y0SNQhyK29Qf//+ufuxNdjCznBHTXWbbo5tNpTt6yJZlm4SEmBemrz+PHl2Hr1RjOdvt/HkWV13KD9AydwRioVhGGMYxrjevoZTS3m0gzY85lnXXJljR7QOSgBJXVNTLijNsV0CpvoB1XcmcCQ9JO/I40j8LPiOesfKORdhHGauj77r43DlML5w6wsAgGO1bF8o8/wd8awidQ+CKDjgejb97B31OYkiTDiM4xe+/AtY667hsdN0X+9erlq17LX2NZyqn8KbD70ZX/z+L+J77/ne7PMXr/G8qGfNRlEx545NVVtrDW2ZGoC4tICQMRTCAXDtz4Hjb7mz/P8bMF4Hjl6DkECFw3TBMFGq5jiIuO23cnqxghnQRj0NWdeHcKxiYSzkMQa7FuNISdV4VdPnmbkNQWhSNONoFE1gHAGAl0Ms/Jo8x8NbzszDRYwZ1tUsCAY9CciaquagG2SPn1WhPHAiuI5mHPHeDtq8iHyhmJrPyrFYzU3t9meGXybgiGVJ1YTHkaTac+qwHci8Wh2/iDAtVRvuEcAnjpuIaT2JME4/KOPINHJU0RESL6ODLRM9pjyOsgHB/+wRYsd4xTIuJgN88OwHcbJ+Uv+FOAKa14lxJEMlwQzDMBJJGbPGa2aaYwswQ/s/MbyySe9BrWAwjhzJJBD+N2xyYZ4ZXh5xEo4DbOGQGC/ifYk5p+MbHkEHiag8j5ghGziqHTaeFV10pllrk6Rqu8Nd/ObF30Qv7OFq6yqWpWFh8ypJ1RRbR+C+4MpYGoAGjqYwji41L2FnuINHDz1KjKOfvgF84F/Zf4kxOJIFITp2zHEspoD566zo5WjDLoViat+WkNotkFRNTuYzGUfyvduXcVSaBdw8jbqXoIwEjpYk44ji6zbHjgYYhtmjkh1D9jsNOJJT36ZJ1aQ3gWQa7Qx2UHByKInzlqax8jsESqrmYK6SQzeIsNkJ0EceXeag4OTg9wl8mpyAS0aELipNKZbMo84fJTbrjd0+Hjqm5Q7P3HoGDAyPLE+heBugAsAJHJxwnciYOfXMFhoYiRNRUrVqOhE3PI7YdMZRvTi5oxr4RTJRPv0OkuLRFwCgC0IN79hx4VYLO91ATXBRcrL6MQzl+XMAyw9kfjaDbrJw6CLqa3yI/6tWAZiD/+V7z+Nb711ShugylISEc8tviQ5s7fTE4HBoko4JjBSLJcX8nJVStQONkBZHl3uaAc5K4CiZIFWzGEcTipZ33LsIDqAXyGIgm3E0Bhx1AixUDggcwWRIC6ma6ylPRwBjaynnnKRqBym05GsGY+qTZByF49YDe8Eeqrnq+B6/Tzh6OVLvwH4eR1udQMmUJFg9bjptg49yLwNMxhHdSzlZrRdEuNUc4O4lDUJN924S+71ITh0kSJiDhKfSPRBwdCcmvvL45o6cCFAqTojRFKZyhUahBt8f4uW1Dq5t93Bohq7j1Klq8vzlOsEZTTwzzr8f9sf8uACQnHI/cFOdv2h0gfKXWLzT3bCbeX7vOfke/P4Hf3/q/mOBChCZHdPPThAlcJwELnOt6yTN2y83L+N6+zrmi/NTPycLYJaRiHXMHQmpWGlyXfSt9y7h8TNzODlfxt97TMtB5QfItVRaXQzCGJc32yid+hf4vZ2fxM5wZ2zKXFqqJoFUi8VlGLgDJFULTMaRkdNNmwyWGQwpqRqdWynnWVLKdNw3d58616PVo5l/R32AiATJmFTtb804UseS74JmHO2MVvGrz/8qPvzZD+MjT5zE+SN1/HffbsvBV7urytg9+12w16HEYOh2hcdU0XfHpGrrreGYtUUg5Py59irVA8ffcuff9xssXgeOXoOwgSP6s8IkqRpzEavxjfTnpxcqaAjGUXqB5GBKQyOpzXlPL9aZEpfyPMAc8Pa6PVXNCVFiAZq8qhLOcXPsRG0SUqqWG3OjFOHmrKlqp+bLBBoBgNDkMzg6EZOEWjFVTZrITWYcCUYKJ2BBfte430QbZRRznsE4EgVbagE8UPhFhElos1G6W+TjIyZbuOLGqqlqdyiHi3liAxcDCRwJxpGSqomifBJYZ4ZXQMjjDOBonWQKIjjTnX551qOEwcv4jE984Bye/e+/DXt+Hk2W4GwjNcmlfYumM1mMI5FscwFMiXvgW1K1yYyjKAnhCtDu1S0BHHkhgWvVJZiJXqwYNXewtPlFREk8DhztXaef4rskiZYx8Tu4vyNRjOdSo6bRvg3UVtQzqqtMet9M1tokqdpPPfNT+Jm//Bl86Hc/hLXeGh5ZEoX56rMEbhqMI71VG0wOxTianAT8wfU/AAA8dugx8Xd9LXFTYcgFjffYNLWt7AMc9YXUphQIw8ntS3R+MyegEgwlM6L3QT5Cg/08jhgD6ofRj4Y6Wd14nphI5TmbcYSvQ6omvD6GARlwjknVHByIcSQT0WlSBDnBUAJHW4MtzOfqKo13mSvM9OmbyCZCwXdU5+3iehsD5NBxHJTdAsm6ijOZbAkA+hmyGEfjReFDRzVY9PAxOk/OOT79yqfx2Mpj+8hG9DPk7GOOvdcPbWNsACjUFXCkpGrmlDjBVHCYQx1/A/gyg3OO1mA0lXE0zJVQPPU08IFPpf+1wSSwj885x9XtHr7jX/4ZfuI3nsV6e4icZzAvy/MIBCOoUD0E5FJFlVGwmbwmKYf7gVKAn5ubxTCJ8IE3HMH/9vceGWNeqolknCtvr3Tootlg3RnrQ6OUV6yUWtFFe9S2p2ruE+qMuM6H5H6Z9h+aJFXLKloO1YuYq+TwxmONsf8HQEmxgsguFjY7ARZrGjiaCvAw2/8GoCEStB7KL2M/N2ESIuHJPoBU6mNM4AgSOBo3x26NWqjn7mBimGR4MeKhAIY31L4eRxo4kt5KY1Ky1F5DWZ3NSqynGEeXRTPoQvCv8QOf/QG0gpaS7mSCPoacT75naQNugORudzr9SZ68WTZL4+2Ea6mamVPV83UU8kN8/uUNRAnHgsCRD+ZxBEgxkOlx9O8v/3s8/n8/jl+58Ctj/3oQDaYyUs1Wr7wyCXc0+OUQQ+aODMMzj09hMo7CmFOjwhlnvUiZ8uXmZVxrXVOeOxOPz4z9MrVOx+IdU8DRlIa65zr4tR98FJ/7r58yLDgw5qEkm+yDUYwLa6Ra2B2t4csbX1YghYy0VE3+TEvV6FbT8V0pVRN1jTkUSTKODs6O03ul55BH2ad/7HHkPAejZDQROHrjkrYamGqob8mipVRN78V/a48j4xmSsm659sdcTFHub6Je9PH/fvQJvOW0zhs45/sbiadl1+qnjkIKOIoTjhu7fWuSNKD3zMLWRfqDE0/cyRf9hozXgaPXINQGwaBePrMQtIpCZ9wce6VRxHffJ3ajgp0kcIM6LX9RMBakTNDFcUk+0yG6qFwAZhxa/PZQMWjDkmkkVloD/Z/qcQSQVE1OiHNIV/pXHxNdzrLoUDIG16A1qz8zgaNJxaAjGSkxHOYoOU/Sb6LFyyj6jpYJ6iuG9Ca0b+RK44yU3iZQWVDHkpcgEdTsO7DYIeCCafAJADBoChNz2RakqWryGh2YcZRmMgGEmhudeM71QqAYRzHPND33XAcz5RyaYqzzWCG4e4V+GsCR9iBS+P8Ym6OUxThytBTRE0CFZBzVQ+EvUjucLTO6Q8ZRlEQZ/kYCOBKSjiThxjj7gx9/JMDevJRgyWivCgBPd/jFLwDGLK13McMfKOGJMpu82bkJAHj0pKCYv/S79DNl3JsYgAIADRx52cBRK2jhN17+Dbz96NuxVJ6c1HAATAAjWnKaYhzlp3fFJdumFAhwefsSMHuaCjFRsEmZEeMC8Dwo4wgAZk6ilwQalFm/QP5GdLIqgf+6zbEB9IN25sSbgzKOZAI6edQyrdcVv2IxjuZl559D+RJIjx3tceRirkxr/fO32xjwPHoOQ1WyczKMklWkJCiA7eEj70PBd/HT77kHH3vHWbz9HirYtgZbWOut4a1H3jr5+OIz9DqEqQDwbn80Dhzla0rqpRhHFfOZtbuok+7xIIwRxhyNSebYAAbxEIXqivYLlCctRzDLqWrinQiiGN/3y3+Jp//5nwAA/uLVHVzd7uH4rGFQyxgCMUUzN3My41PNZD4R34MhElctL+7NK53rE887iAJ4zIW7dA449fTE4wOwmywGGGKahleKVPwfeNy56S3C9J4g98ssc+y851iA8CSPIwCYKxcwrwA/m3Ekpewm42gUJdjtjRTDel82B/Q7IBtdOc+lz5CSyBRwpManHwg40kWzw+zzH0YZwFHQuvNR87ClcD/0Viro8xM8oGRsdQPFEt7qb8FzvLGx7epTDLaIZMTJR0l29G816bpc2ugA4Pji1u/i2c1n8Zkrn1HAUbbHEeg9Y0zt9zE3vxfF9mAbCU++DsaRMQpegL+JAF2kObbFOMo34PoDZR4+U91HqkYJtTi6Zs+aUrt/d/nfIeIRfulrv6Q8dmQcSE4JbaLvCG6fBo4cZY79dUUKjOacK/sK8jhKwFg0BhzNFecwV5jDy7sv41r7Gk7UTkw9vmaLjO8DsTi2MxJNpilSNYBAS8u3xgBe9FQ1em8HYYwX1jfU37zZuTnmxeQ6LopeUe3X3RHlLNocW4ODErTwXBecA+1hBN+1z2e9t45GvnFw+ZcJYIPDc1zVtJnkcQQATxx+AjP5GfzI+R/Zx85Br0NcEAbM/TNIgslT/e4g5DrEoKeqhXyg/r8c/GHGXkBDnaZO5JPrnPidZu6ZObVreRxd3e6iP4rxwGF7PVVTPDknmwZj2Mw3a0xvAb8e/7+EozZOnSiZCYDlX+J4iERSaG5O5xdd4FVfJyfW8UWIl8NEsieCLtVlDIWJrgSO8hEtfi1expkFQRtmNE1NWolKSRBA1NepHkf/H3tvGmbZcZYJvnHOuVve3LMqa1FVqVQlqbQZlWwJLdiSZVsGG4NtMC1jMN2mYVoghsUNmKE9Aw/00NvQDbQ9DzA0S7sxyzQYN5vHy8jINrJsPJZt7SqpqlR77pl3v2eJ+RHxxXK2e07epH7Y9f2ozLyVGXHWiPjeeN/3M6RqBIK5UpNPjCMhcRHfRsbL7TqaUpgtVRMDVyQ158TcYv0NbPEmJqoe2ICAF7nQ2xbjaAJBlOZBtEvv4EEnzdthHAVg8MzJsb8hkn5qh2uJBVCiqtowxjjiXHkDUYTcTAglcMSRyjii2KxPA/2UhCEFOFLgI7FGeIQ48JLKqDE9rBxXGLF2hvAchomBnNin94M5GpgSSX80YlKMhVdPB9jIvFpWPdPFwpLAV14MpadY1e/rD4OhAB+nr0ouxJgtwwKAqRRg7Xz7PPphH79w9y8oqciRxW8CZg8BJz4pfmn/K632NWOKGEfyayPJGOgFPbz30+9F1+/iR4/HzQfjwdT4w43KfyZwNJJxRGybvmDtCKnd9ap9ExwU9HvNyuqM8jgCgPkj6C09j2ZlQsgQV54Hjr1JNp/GOCoBPkrGUXsgzLfjz19R4CiV8p52KvV5VVVtubeMo1W6f5JxJIERQDMsap6Deck4evL8JnqoC8aRUwU2LqTIupJhexwlzbEB4KH77DLmp7cEkHF45vCI1vVimDGIcSLlOoURx2bPx1yzCOMoDnZquSNjSGUcbXQFGJLLOEr1rJHjm0rcFIcWn3x6CY+fXNNHwYFPPXMJr7/RPr5BcwHARdTTFqfK+yO92ZvUFgAAIABJREFUqtrhgOOZCsMz6y/glr2vSj/usI+GNwH8yGez26djBPT1d6toM4YvNOrK/3DfTB0BZLGCanqp+ZRObMaObJ8q6eg1gIitfmCxFoERMgnLn8ZOFjTjSAMjqx2RFOwu6nEE06OJpGpyzHGreO/8JA57Pfy48Rfke5YFdsWPHxCsMv1KiW96wzABjG8NtkoCRyIcI/Gk9mnd2JXrrnistGzG0a7GrswNLL1s0YUkaE20d7qO6bqHZ6Vf4fMXW6g1VtXfPr36NPY298JhTobpuga9INkKBByZLN2XNsVaJN8EOPXoLVCBKrYFEtiJexzN1GYAR1fXmpkY5XEEg/moveiIccQ5x4ubL+La2WtxYuMEvnjxi3j9oderP+0G3WxAzToLqCIAEZiSIHoZ5tjFIz5OcJA59iCIBGONBag5yVzltsXb8LFTH4Mf+bbFQVr7eVI1twKEgEvAUcr6Jf8UtMcRV1I1zTg6vb5s/XqccQQI1tEoxpGqJAzAlePPemdo5WgARjNo0k4httFIMQyzGUcHpw7i0Xc+WqBxPQ5l9TGWx5Elixb2EsQ4GkYaOLrQvpAYA5Q/VjPFHyvevmKVaWk3RbPqqRwTAL56Vqw7v+lABnAUceDuH0sUufhGjCtX4DKEWkg6eqHkWv4lZmUTVwFHFlAx7KhdbTO4McmRVK1RM/wIskx1p/ZhKMsVK8qhTNhuve4QDszR4ilbqhZEHMNcxlFVlVJXE21PIshyoGcm48iQuHgG4yizjLdLVbcCwTiSA7872MQmmmhUXS0DokiZhEZGpSFZL6aUbF3KBu3EKeTCTLGcOXYDIQMqFuNoU14jzUYRCUMZc+wafKR4JwV9YEoPuqHBOKLD9gOea469URPPx0x8cbB2EvAaNntBmmNzuRNPO2xmpF4v4/56zFOL+/2zDbhtWTls+irQ9CMmaWnTXJpxlMbMugiAqYQ6kh5HUD0Wi0FDJFVVo3SrqnxmMI6MPTYAzCplnwa60ML46OxR3H/oftx/SDIIjspF5swhyezTk2jC+JlYUCk7dn/+wp/jCxe/gJ+/6+dxbD5/l8Uch7gaj5gF5IwyxybgqNndEKXF115SwBEzdshpl5YZjKNeAcYRnzuMDgMacIDlZ4AoUIwj5miPI865lBWXeIdr4h53BltJw1jI96qAVK0McGRJ1Wjnn2sTfSbho4GvGUe7JOPoqXNbqE800XEcTDoVCSbnLMQAwEpmOVyLcZT9Vyc3TwIArpnOShSoefOtypacbvZ8cA7MxYGdSh1DyQCqRgHgd2zgKLYL7GRURyTgaCaHcZTHemEyVQMAItAQQPGtN+/Bh3/4TvV/hxfsXf/+K38AAFC76a2ZfWtunC1Vmw/FO3Ayh3HUD/o5wIg9DnFuStUq+Ne75vETe3bj8F7xjHYGAbYGgg2xHfDCNscWnyWqqvV95YlDkXftU0dmAhNTGDVL0qB8UfpM9cLRbA4zYQaM6qNuFZ9oTuD/ctrYlJJVQDOOyphjpzKO/CixEVheqia+OAbrhdqnOaadAhx1hwE6w9BiHC02smVkJngXr6rGGMPRxUl8+PGX8dWzG/jK2Q0c3CvGsn3NfXhq5Sksd5exUF9Izsl0DsTsA4fLuHrPaHxa6a3gP3zxP6Dm1ix5TqEw5hraaok4Fx5EKebYs7VZdIMW3n7bPvzee+5QjIlcqRr08dNGTiirti33ltEatvC2a9+GhtfA4xcet/66KOOI6aNHBEcx7dwcc+xCoUAFEbQ2BaDW7EhhHAHA7Xtvhy9zgnv2Z3jFKOCdPkiTqom2XV+CDI105lvuaXA77yClRs8PcbG1Zv1uGrulWWkmPI4sc2x6Rrk9Tqx3hwnPyovdi9g7UQY4MgF4O6cJovRrXy70MySAL30POOfoB/0x+7DBRwYOGpb9SG+wXuhcSPzlxbaQ9aUaq2e0T+v2H7jnCH7tQaF6mW54VmXHTz5zCbMTlYQvoAL+3/grwP0/P/LMvhHiCnB0GYIAIJaRjDRi5thhCuMIw7ba1bbDnORE1I1BKTORmtqLvqQDK+CotwEA+J8eeKXWiqutIwKOdKnzMJQeR1kAg1tFEGMcEThFAz1jsQFQnpLjMLUYyCxFTowjHgqPI3neFX9LStW074A2/Mz2zcgMyTiyAZhNISVTngHiaxQKWnApc+xqEwGYMglHFAIDu31OjCNVsaog44hze/ehJQZdk13gMNs1AwCGHNmAIIDNinhmZgPf/o+VFwTbKAZsiXWqBBeMhOTDP3wnfuoN1yM1yMNKMo72yLLVB+cbmg00tQ/McRW4KYSCUbldgSzGUeu88EghSWSok4VSjCMpO6oFA/0hHf/0fgMvsnc5TTAtDXR5aUMAR0dmjtj/8U0PAjMHgde+T/yc0Ksbxz/YwhnPxWaKNOqjJz6KWxZuwfdc/z2jT9KUoBC4GbtGNlU8GUqq1lkFVl8UwM7uY/J4maqWR+AXh6MZR4MRHkcABnOHEDGG5qADnH5MfHgVmTUzUf4dmpVVanqUBsmt4ZamqxvBDMYRckyfywJHg3CA1rClpWqKUZP0OKpVHMUWGYYRpqZn0HYYJpkrjaRH+CswvQh2GGAy1/KA8tNbp1F367lSRwpiNDkOy5ScrnelJCQuVQOU1KvWl56AMybbQM+VERdwS4r3LDZ6ov0sc+yIRwK8iAMBlveK/F35DJHJ829872245+guBXpdt8cGGYfSe65WS2Pw6LlMyUEBBHLmGMhzW+2vJf9URjfojgQwLGDEkKotSWbNoUUx5t9+eD61VHV+43HgJbbxkiJVm2psk3GknNZF22lV1ZZaBBzV4EeiomFRqVoYGVXVAIsNfmLjhPq+H8rEo8QOPYOTYBwNgjBR7GRjsIHp1Gclu2XxL8NVc3Xrs6ZMnOlZNWOlJd4J8kgjxlF2+yI454jLWQHgzmvERsW//NOv4KtnN7E4J67RA1c/gJNbJ3Fy82SOxEy8x+RxBEAzjhjDMBziwb98ECc2TuDeA/eW8pai9vUbLKGXiCPkYpyLmw/P1mbBwfGLbzuK+48tKvZJphTMALABwxybi+M/tXkKAHD93PW4cf5GPLv2rPXnvaCX64Fnp+PcYJ7S2lEwZLYNHKXcY8oJ2vLZ4Uiv7PXA1Q/AYQ6OzBxRnkeZoZQIyTU7eRw5tBlX6h0wj16viZQ59jDEcleMoQ8ffxjHdx8XhUFi0aw0E1XVEowjpkH+akUc81JrkCgUcrFzsdD8qA9fj6NmkQEAGEbD8WVkzHiGOLfWLEEUgIOP53FkMo6YWKvI/S0MQs04Ot8+n/hTApNyGUex06A16auv24233SbWBNP1Crbk87rcGuD/eeoSHrz9YGItoxhHC0fLbSZ+HccV4OgyhGmCZw6Av/vPbsd33rof1y4aSQJzEcKuqgYgEzgS4gq9FAP0AgDIkXlN7cNQVsaIM45sHyWDccSIcST6G4YReB7A4NUQ8hhwJHcoaaBngME40gs9s6JU5jkojyMhIyPmVj1sYRNNTFTdhMdRlFLac2RUJgSwYHrg9DbldRJt0fGGcpe/nFStAZ8ZwJEFrmnAy4FjyYBGhleDHzfdbguwEE29KJuZqOKbrxF0UNPjKBc4khP3zLBv/8elp4A9N9ufKWBKTqY8ApfHf8/RXfiJN8QMtinkcZNM8FZJIZ1pVGQp+xmgNgkGCSpAgwrlpGo1BDyyGX4AsGVXnxMleSW4UKL9jvRnmjA9jrbkhGgxjihEwma+A2lV517cfBEL9YXkbv/VdwM/9SRw2/fLD4xFkmIDyQ/6W3jzwavwHS/8rtWEH/p4Yf0F3LX/riKnaPURKVZcufdMAUdRCLwsgZ1d18njJdCRSZ8mcRKKceSPMNIH0JHspYmti8DJRwXAOSsri6iF2DbNsWsCAOj4nVTGkexEfslum7wSJlM3CXTMN+ax1lvTppo1yRjjkcGo4YiYo6RqVddBs+Zhv/QYWZiZRdtxMBn4AqQrwDgyEyoXutR23vt2ausUDk0fKgB2G1I1ZJtjbxBwFJeqARhKM+xqT46h0weM5nXCxiU9PkpZAm2OkKqpHchUqZoMbjOOtvo+qoZXz3/8J8fxc2+6Ad91my2jIZAhdVFuyAfSGEcKOOqtJv/WOPZMAEPNleZ8TMBRFdNy7gnQwV/9z6/Gf3rwuGLWlJGqWb4TinGUBRwlGUejjFkTT2KCcaR9LZZbWqpWjBmkgSk6VgKOQlcfZ2vYUt/T89JwCwAYhj9NnHE0iFVVi3g0llTt6G67dLjrMExUXc0aMWK5Lc5h91QNnHNc6FxIT3RT/G/ojpoJ2U89cB3+1ZtvxAtLbQyCCFOTwqz5jr13IOIRnlh+Akdnbcmr1UesYlVoAJBPrjyJpd4Sfub2n8G/e82/K3pJrPZNcFNUVRMehw5DulQNAsQDRIn2qlPNqXQnAWymNykiQHocAS1fPDuztVklVzOrq3X9bjGPI1AhCTHOkek5ZwNw8O1L1SyZESxzbGKrcRakvqOLE4t47Hsfwx982x/kzBlxYCqpEgg9wxzbqagiNWXOIe5xRIyj5fYA3VDMw++4/h340Js/lCqznqhMFGIcUftVOU5c2upb8tuu30Vr2Nq2VM0cRwEpVcsqclEyxJPKLaWGAlLGMsfW7QNi1VWUcXS+cx51t57pryYa1pt05Itp9yjyCDLof+S5JYQRx1uPJ2Wtyhy7iNT4GySuAEeXIRR4ESsT/rob9uA3vve2mMeRi4Bc+M1EdtDOkKpB7SjQDlu9qhfU2cDRXl36Nw84MgZY0Zs+B5KHVLKYBG4VoaTPq4pk/U0ATO8QML2QXJGLE6qqNvIcVFW1UJjVVVzUMESVDwXjqOomktf4IFsoKg0Esg8AmhHUmDUmaWo/BEf+Dnxq+8yQqpGcL8Y4YswYAIsyjhCv1iZ3o5t6t9BhwD5J1ad7PQxgARfx2GCAxzkmJEtNtL0hqqrtucn6XWYCR1QtqQh4p+6vWKjdeUQkx30/UqXsZQcAOC5sDrDVH4qkMw4C5UXadQKkfGe/utZhpKVqvMTQ2Zbg6aRvAEckVZvaZ01yAC0IGFyDyZdWyv6ljZeyF9dmGM974vhl4rcud84oTm+dRsCDYu1DEpm5vRArdQ9gGENHEfDSIwBYzOMIagePQHjCNtsDkqpl99mti0XdxKm/B174OHD9m/R/qgo9FFEpcJCAo1aOBIBDv8uZjCMJHE1Vs8AnEQv1BawP1nFiXTAbrqZFJ9eMI/LOGAQRqq6jWJAzkqlzx/VXCeCIKtOM8jhi2t9FywaLMY6yK+iY7cNii7CMsXqtIxZ7CakagKEc16pyx5j8yVQH0F5x2rbUDlpMZgFHmQtnk3HE6PqIaPUDCwC5/4ZFPHTf0YSPXP4ildYR+h2LoD2OevIekPdVWuQCR1YvgFn1zASOlrpLuOWqGcw0KppxVHTHnzGdcBrAlAKO4h5HPT8x9vWDvqoEm3P00FdfrnO8pDn2UkusOXZN1tDzC5hYG+uVMLLXPwPjeTCBo21J1cDUJs5LK2JcHAQRqp6D9rCN59aeQ2vYAgfPT6BSjp/a5ynJ1GTNS5WqEcC2a7KG1f4qOn4n29wYmjkYmXJWY4yoeS7+2bfov6/VW9gzsQc3Lei1w/VzGUxkA3hRIB7X78YXL34RDAxvvfat206gzbmMPI7CDKlaAjgadvKBf7Vm1IwpDqakaiYwfe3ctWgNW6qKXcQj4VOWC5QY4wTIi04/9wEX7W/bHNvqBeCMg8m1cUs+O1EG44j6na2PTvrpceFWbyIiCco5w65g+5ZmgiSl9Q3JOHpxqQ3mijkxD5RtVpqWObbLXGPskJukxpq9WiHgyGYcXeyKzZ9ywFE8L9PnH2fEbStickezj50BjjTQS3JNxTiSHkcHpw6mS9U6F7Fvct+IzWEN/Yr1EH2s/2a6UcEwiND3Q3z6uSXsna7jxn3JdRe9j9lzzjdeXAGOLkPQTqvD7Bc8NZiLAKRFjnkcpUggrMW8fDtMdsJ8Cp0fgGAcFQCO9BHLyZpHipbalzt3eR5HAQ8EI4QSpf6mAI0cMgwXkyfnDO3+UJ2TDRzlexyFkZCq1SsOppkY8OMeR6yAv0hmVCcQmowUYk0ZVc+UVC0SuztOmYlMmmNX6D4SGBPzODLNsQsBL14NPmJSta5MKqzypfFJCBiEUTYgCGCTccyEEdiX/yuwISp6Yelp8TVe5plBsUVI7ljoHiiPIyEju/OaefzzV1+D93/7jaqUPQDFRllpDXFpq7+Nqmp1BIzBiwMdrfPA9D6Y19r07ykaRGdumubYrYuiQoPBWlN9SIDZy5Gqcc7x0uZLOQaTZsg3mCeldryvvThIVgoAJzYFIHHdbAYbLNEFUwB2lCFVGxW0CGtyLqrCLVyrABkCsIXfBPnfaB8o0qrHvQPMUB5KnWWAh8C9P60PH3T8Bju0zPRIjKOwn500FBiDWn4LDnNGSBGAq6evRsQjfObcZwAA1ygPBoNRAyElG/iRSpoB4B2vEmDKvTfuQ4cxTHbleJNXVQ0AjGSWKQ8fe5EfDz/ycbZ1NjfJNNs3vdacDMZRrlSNKhiunwKYa4NhsV1gBxnm2AQcZUjVFIMkA2CwmBDy+rRSTJ7z2s5bpMY9jgg4oo2gld5KdvthP5v5EmcSmAmJ46Ei1xdU8QqAAo5K+eyYO/0jGUcBpmPXLZdxZIKPsfNKqxq21BpgbqKCqucUr34mmycvSmIS9AyQwqyElc1QSzt+nVDRFPMHj72MkysdDMMINdfBTz7yk3jHX74D59pC7jxXL2kMDLmaUyCtPc+0UhlH4p1bnKopz7L0d1qDFoB4huLm2BQV18FnfvZ+fPZ992Olt4zFiUVLnpbpq2cyB43qgoB4jk5vncbe5t5tMbHoHGz4UYwXgaxIFnC7AutcTVz/jb4YRzcGGyP6luOQTJrJa41zDpcx6zkkOdeLGy8CKChlNsFBk3EUEBOYGKjblTPZjKDIYBwRW43DHwNY0OsVIH2jJZLvmjdsJypNFw1tji06qknG0anVDpjTRd2dyAVgml5TsaTpnpsVMsWZGIwjY1Nrql7BR098FI+efVSxhkt5HMWtAYzrk1dVrUQHACSwo3CjHQSOYlI4wTgS59MPuvCYh0PTh1KBowvtC6NlajHGEU/Jm8jDcKvn48svb+Cbr5lPXdfvJMPq6yWuAEeXIVRNKVYgoXU8EJHaNsfOlqrFk/6GkWRmVoaZ3KMZR7RI7W+IZNYqzS3ZIlzujhiTBDGOMj2OvJrwHzIBsP6WNdBrjyOmjh+wZTqZHkeOCzBHMI6YkKXtqoiXvM0bmKh4iYGAb1OqFnKjOhkBO/WZxMI3UqBfGeCoAZ8B6k71yUA8xjiC4W1RBLjw6vDBbSYN7cRPGMCRMQlRYtjzgUrOOWyGfcy4VVG967fvE4y4S0+J/4xJ1SzGkWKtFTh+eb3p/nqug//1LTfhyO5Jo5R97BmSZbBLyaQkcFQx381gIEC2qf16EcCZIVUrwTgi+dHAYPVsndcyOL3Khv6GYd6Q4sTNsZe6S2j77VKMI5Es2KWWe8bO+Mutl9X35LNQiCkSCwWuyXvwNz/+GnzkRzOMMI1oD9vwmIs6h6BG7z9u/K9Y5gn6vQZ2iGFELJHMYgAwpHBzR4Hv+f3kO2DwT4RMqsQzJBlC7bA/UgKQa449bKdWZYsH3ZdPn/k05mpzmCGGkpJihSCLbOGNovv7wW85jCf+twcw1+TgjGGyLSvIFGAc0SWi1ysyEt20ONs6i5CHBSqqwQIfaRcyFTjq5EjVpKdR9YX/V7CNzLnH2AUmKV+aOfZaZ4ia52RuWPSkB0OSFWQk/QawAwjJ1ShzeEAs+oF8qRqDBmdlKQBw5qAvr9XGYAN+6Cf/HkWqhsUTNnl93Cp6sv1LXV2qenOwiYbXKMHsMGVAUPeXQIVUj6M44yjs5yzi9bV3Yh5H1RTG0XJroI2xZcI+yj9GexyJryRV63kZwNE2PI5MkJZDPD90Do9fFGbJj559FEDJhFNdfQ0+muuhybqXLlXb6oMxYL5ZVVUSr55JmRvUXKkeIg0cpbxOB+cncGBuApc6l5T07W+/62/xE6/8CbxqT3plQPUepwC0DmPoBmMYP8tzoOOPJKgTRhwR53CcCBGPrOedvJ6I6bcx2FBgUlb75sqdQVjph7KqmgkcHZwSUuozLbE5R9LQfJlOzKFJygVJqgYm7u+2WSnGOAToTU1AexyF3B9bLqXbT87FgRzXnd76NvyNYAMvMXPsUytdwB2M3LyZqOiqaqlgIYGDBEy5ei6arLl4/+fej4c/9bAGjkozjmQ3sfW0H/k76HEkcxoDnCIgZafMsWmEIMZRP+phojKB/c396tqYca59roC/EbO+VWNdjHEEACeW2riw2U9UU6PIlY9/g8YV4OgyhFmed2Qy4jgI5e9YA/ugrXff7dbVTaSWJ2r67zITkKl9GMiBwGIcxdF7YovQQoMDZulNII9xVEEYxbyB4n3QIpszvWKNSdVyF9xOBSEPlefPvCcWWB3UJeMoNsll7GLnRqUhPHCU3I4YQWmMo0gyjsq0PwGfMXhxxpHBaKKEMErZJcwMr4YADJ45iHZXgdqMYvPIxqzlJAD0gpxqeRDskMnZa4Bdx0SbL3xcAEeNuRSvFBPYgSizXQS8cxyAuYJRZiaAwVB4NU0RcGRUbZPAVOmqaojtiCop2V7rWLXXQPEbrIwTTeDIqmKVAhwxhgNzeuHSjJVvfXFT7EAenSkiJbMnafGDXOjd+B3qt862zqrvL3UvYb4+XyLZYZBFHRPm2Dftn8Zth0bvirf9NiarUxrAOXS3bj3GOHLkNSIWAbFQ4lWHzFCmpW/9IHDz2+2jV+MQMY5QbpxwPaAygXbk58gU9LucZ45dxHuCgJjV/ipuXLgR5ghHzESyih8EkWUazhjD7ERV714TmDgKOLLmGhO4yAaOVJJZCIDUbTDGcxhHPiouQzMFJBxIaVrVbwMH7og1L5kKkNeHpQNHy60Bdk/VMufOgTS5T7CCYruogKhYCaQDIGmRv0g1d4E1qAAAnLnoOwwNCWZkydXypWrM+mIBnG5VSeHMimGlk3RmJjx6HlAbLwZbyA8j9PwwwdTKZxzphPBbrl1QnwEGcBRq4GipNcDitGhLSWXzZECGVI38Bqnd/k54HBljNT1OERwlH6sac/IjZx4BgNKmutR+mnxjsuap5N+MM+s97J9pwHMdvLjxIupuPQOwovZtqReQPUYEUYCV/opiGx2YOoAfesUPZQMbBnMQ6j2TfciKYePJsMyCLQJcJ6maIyc589gWGuI5I6bf+mC9FOOINkHCCJZUreE1sDixiJpbw8tbYlOH3r2R7UN7oYlxzjEA0xQP1VJB7VMIc2zGtMdRyH3U4hV3CzcfX7Mn8yZiHLnd9W0yjpJrOpKqnVzpgLEQ9RHSJFOqtjnYjIF5JjgoGUdV/cx4VQ0sn946Dc/xynscya8Jc+wdZBxpxpTugzY3dsLzx6FNHBYp9vIgEMDRvuY+rPXXFJAKiHF1fbCOQ9OHRhy+kTfBSV23E+PoMyfEe3vrwXQwlub7Kx5HOq4AR5chmLkgGwkceaBpuxjjyNQCi4lholpgQphYQMsTv6cSlTTgyJhEsxhH2cBRDQEPYoyjTVWBSDSvF9tqGWxI1Wqek/CBsPuoIooiBU7NemJQSwJHtDAtySQAgEoTAbiWMilJ36wah9QOPJfDeCmpWkNK1QhyN6RqJCkijyPFOCroccRgM2m6qzbTArAW23TYvSDKve7doIvGxALwI38vdnxOPiqAo8Wbk9eXxffWSkjJ3CrCuDF5+6JogxhHjs26c0oDR1KqZg6HVH1uep+xkNkm40gm6BMDvVhA64IGjoxJjr5wxqxy4HEGG8kFjsweGX0ABqMpXlWt8+qfVL9mVrC42LmIPRPFExJuLOIVcFSmsh3EomCyMgnc+i7xwfF3WefAjIUYk/eYmDQbXR81z8mtZkjJXKqRL3Ng/2V5ZuKwNoUhopHm2KMYR6OMsQFxDvN18R6/9ehbdXsxc2wOhmEQoZLCClVMuIiLsWaUht8cJ0iqNsLjiJhrhaRqjMExxqEsc+z1zhBzE9XUMXYon7ka58DBeCUcuZhnhlSNJ9tYaQ9U2fG0IHAnCQSYCZst5Wv1k149aTEIB/CYl1GGXM+VUYzRBOagzxj2SuDIBHfM6AW9AubYIrhR/RJeFT1Z4bBj+KEVYTAlulHt6z7p+QkIaYOu7mV6Q3HOCzCOzOPXPRJ42ve1Ofa59S72SbN4Gh9Gye60D5f4UpGAkQkcbRljfSmPI7XJqGVYgGZy+Ezf16dXhTS8zDituzEYR8Y71szwODq12sGheQHGPLP2DK6fv95e18WO35Q7asZR+hix2ltFxKMS56HfY1ozBgYTcnTVsdGhrgiXIymHYhwB9tq86lYxXZ3GclcwNzf7m/nyQYNxROuVCAyRIVVzmYuKU4HDHBycOphgHOUCRzFmomIcBQT2y3X7mIwjikiOExVHA5wBzzewH9GB8a+omhyfi0M5PjrdVTufKNyFyTgSXz3XxUKzimEYoeKGqHn54Mt0dRq9oAc/9AXjqGpviBM4SO2bmzc9dlp9/4ULX8DBqYPlgDxLqpZkHO24x5Hhd7cjjCPFTISai2mc6Ifi/d03KdbHJuuI3oNDUyOAIwN2FPN9UqlB6+vPvrAChwE3709/jpRU7YrHkYorwNFlCFWvp4jHkeMpxpHtcdRO9zhCilStWmDQcBy0GmKgU8aWqYwjM+mXbA65OO/5I8yxvZrtDZTSB5V1hqCiqHNyZR8j6f2uh4CHiipLwFGX19GouAkAgdKeUiGBHZf+rpdkHHmGpKwMqCDanxBSNVqQ9pJSNZGiOYiiMsBRTTCZzPPtriWBIxO0I8aRnyNBhLE4cz3g8Kt5aHBQAAAgAElEQVSBJ/8cOPcl4MDtyV8mqRrXC6XC18itCGNy8xlSFcm0OTYDrPbLSdVq4vqn9TFlVz2LVGJbvP2O30EdDipU6YlzCRzRDpN+duQvYNQzemLjBKaqU1ioLxQ4AmMhKRNaGpO6ofZdOt+xgaNSO2AsVi0JUO9w0Wj7bWEK/Z2/Afwv5+xKKQZwZHocmYuxPH8jwACOUqjtjDF7fGYoDm7S8dcF4JPNwJD3Oafttt/OAZ7s+KNv/yP80j2/hDcefqMFPrrMFZVuILzjwoingsCKcRRFBSqqieNnagQt5nF0auuUkNIV8hsxGE1ScoqU5HStO0z1NwL0bmj1pu9OsMrii3kNv9ix3Bpg92T2InEUEGAmtNR+u6DH0SAcjFygMhgAMO0CMw8BY1iU00MWcNQP+yN3TpVULbbT35vcDUCY/6r2Cphtx4/ergIrn58UxhHJs8zr5kfis9yqahontz4g4I5krZtdHyvtIY7uFu8tVbPKrxCn7y29C8rjyBjvLMZRKamaMVZHmtXXGUomh/RwpJivz5dM4AxwM2UXfkoCR8MgwiAIEUYhnlh6AqdXOzi8awIRj/Dc2nO4cf7G/F5k0xHSGUePnX8M7/yrd+ITpz+hpI+FgSOTcRQbh1wpVRsLODIYfbRRFEbEOJJzW8wPcVdjF1b7q+CcY32wPsKwnBmSYmIEQZlvExhLa4wDUweUjFwBR7ngpgG8cIA8jpS3lzOmVC0G7AjcyEHFZQrsDXm2Ofbo5m3wESlFEgg4cgdb22YcaY8jDSrsnxVrjlo1Ggl80Zy2OdxMkaolNxtrhuWGzzQj9MnVJwt6ANrHb+V9xgbzzlRV0+OE6EH3sZPm2GaxE/Ip64Xi/SU52oW29jki4IgknNnN62fHZH2ZzxEV1/jauU1ctziVSbi4UlUtGVeAo8sQllyqgMdRgnEUDIFwmFFVTU9ytKBxHYarFyaEiXBOtKT0TSUqGYwjyKSfyjISGEM7d5kAA0nVTCR9sBnTJNtJv/hIGwOnlSG3wqkgMmRkM65IHHi1CddhyQS/qDGzGZUGQgaoI+mneByRVG2bHkpCqiYnsN4G4DUkA0CDCkGkE/9CfXj1dKnaRAxsYHoSNZf0uYwjsyTsTW8V95WHgCF90s3HwEeDtTYy3IoAH80E0pKRmUm/qGaUJXHJjLTrRH1YjCMzYSvHOGoyTz83/Q0g6CvGVGKhlELNjsdza8/h2NyxYtfRYhzJb0mqJsEDwJ6gL3Uuld7JpoXMds2xFdvGrSTHOsMniww/BcDMFJsm0wtNBvmOpFUsY7Fss7TBOoDNmgCMMkESmdwQdJcWrWGrEOMIAPZP7sfbr3u7HF/NN1d8dZlYjPlhlFoh0QaOCoCEhsxI3etY4h+P01uni/kbUfuG11oW42jZkBfFQ+2GvuVXAQl0GB1AvLlUVc02xw4jjs+/tKqkalmRaWDNzC+2hIakapxz3PvH9+I3v/Kb6ccfDHLZNICm9wMAl+33pX/GHim13BxmMI78Xo4Uixbz9LMNYBNgZjKO+kGO2XZqF2ZSrse5NI+jrZ5YCbX4aXzwiQ+i43dG+00YoELcw6fiOphpVLDWGeKp85v43c8J1ua1i+J9I5ZQbkVDAyCne1yR405PgpYV5igQCjCelzKJlpRHiV6YYhxxiLbINHl3I/6Mj24XoLksuQs/Wfew1fPxQ//1H3DbL30Cv/iZX8e7//bdaNU+iasXmjjXOoe238YN8zdkdSCbpInGAI6MMeIjJz6Cp1afwt+89DfKbL245E68xyYDOzA9jnZEqqbZKBFzNHDk0Bo7CRyt9FbQDbrwI79ApTvNOAIE8BVFHIwlWYGHpg7hbOssOOfqvS7EOCIZELTXHQBwTkqB8RhHGlQQLP5axVWgrB+NL5fSM1pyLg7l9Xc5hPXCdtpn+h5Tj8Q+rHjRSJ8guscb/Q1sDbbse27JKcVHtYrOZVzXZvUVK3JiHbwB3OlxOuABOPj4HkeqGxNcE9/vKOMI2nqAy/WcHwnQUQFHhkH2iY0TYGCjgSMVmmEsO1b/c2BuQq0ZX5HhbwToee+Kx5GOK8DRZQiLcVRAqkaMIwW4yGpASNvJNhcyalXv4O9+5n780GvyZSytWgMNbkwg/Y0MxhE1HonBMM44ypOqIc442rKopaZxMu1igzFlTDqacVRV5skAMO2KQW1iclo2ZSfl25KqVZtSykTnYEjVYC98uTRTLBVeTZgzE5uovyErqkEd62Z3gJeWO2jJibk44wioWMDRWhI4AhK03QhOrsdRT+qQAQA3fLuQqN32/cD+VyZ/OQYcZZnepob0sLKeISUjE8CLY7l8SbvYNBp9Vng1BAw2cNReAtyq7TMFfX3KlGrvDDuYdGsCEIxCffwxxpGSehEIBuCL/+oN+Lufea3VXhAFeH79+ZzFezxMUNAGvkijP12dVlV62sM2Wn6rFOOIG7u/yhzbLXEPIHb8s/x9mHEWtENFlRmJdVQfwTjaGm6h6lTTFwAJdlT5cWKjKhLoXGNUyDswpsdRIowdNtrJBsR7TDvZib5MqdrN31WkE+jZQO70K2lN+rU61z6HqyavKnoS0IymbPAujxE0jEaYS3NoqRrjFnD0W4++iHf+9uex2hliVw7jiBbOWVI1U9xN7feDEBNVFy9svID1wTo++MQHU9vOlWFZ9H561+TfOTHgKIVxFEYhhtFwdFU1lfPHGEcEHPm2VK0c40hfH7Nqm6qqlsI4+u3nfw6/+ZXfxGfOfSbfPFy2rkGF5C7zQrOKF5fb+Pbf+Cx+/VMvAIBmHEmW0CjgNj5Xku9QXz4Xi96UJVXrB4Ll5RSZ82IyI9EP0B6ItVbERB+vO/Q6AMBDtz40us30jhLAGgBcs6uJrX6AR184i264hb88+ScAgNquT+PaPXU8s/YMAGQzjlKeobSqaiRhfXL1ScU4Miuq5R+6mZTb5tiMYUcYR4o9K5/RSHocuQQcpTCOlrpLWJeFTfLNq5liPoqZWHjRhYZUzZR/Hpo6hH7Yx3JvGRsDsfmUxpo1OpD/2sxKspYAkx5HbDyPI+s9Zgx1z1HAUTCWXMrexEzbjI2kLNQBT2HQF+kiJvUCAOYodmOzNhpYI/DuUvcS+mEfs/UUjyOmZctVgx3tOCHMeOPhN5Y/hRSpGhVFGJtxFJvPzT6o+u7YcjjQVSJ3UgEckafp4sQiHOZYTPjPnfscXrH7FaOB4RjjKK2okOswlcN+683Za91e0EPNraVLc79BY7sjx5UoEQq8EBntiF92FONIAUdyxwqV5AKNw5SIlKi4BaDl1TA1NKos9TdlomwdkJGqSbaITLIG/ghzbK+aZIsMO7bkLiGFE30uNMXCcJT8BK5nyeEWq9IXYXpWNm8zCfRiqURIqZplXu141nloxhFXvh9FgwPwGUMlCnX7DXkfTLYaGIZhYH2eG8q7x4g0xpGZsDF9fdJ8UVQzgcE4qk0BP/r3mb9L6SaXrDIx4RX3OAp4ZLPWWhcEqBMD14iWzaBZcYWC7q95ur01oDEv2lbX2kxGSjKOvLo4wO6aIYOzPY7UAsaYpAXzwU6STm2ewiAcSFPkAqGOn6s+6CNKAu/Yewc+febTONM6o8oKl9sFYzpZkABoFpiQFe1hO3u335A70g5VKN+KesVBe1BMqpa94CaPINmd7LNMrHtVIEBsAZnsQwBH6dem43e2BxwZ+7O2hAPwM6RqxIqYfMMvAce/r0AXJiOI2pc7vynnE/EIy93l4gCkwXwEI4A5uYDNYwQpqVrqjistT40ZzfA4+twJXcZ+z3Q2GJJZXt0YJzTjSLBo/JCj6rp47Hz2OEnHP4pxxGLAIAAMJEi7Fx6AYSpwpCj3o8yxZZjADqCBo67fVZ57vaBXPOGXfWg2B9Q1U8CR4XG0JVk2bV+cy0Z/I5vtpZo3QAUkx+qFySo+d0LLRN5+21XKu2druIVmpTnCayTm+QidEPbDAeABi7VZXDKkauXANXMnXjOOqNJZBA0cvfvGd+eMNSPaZ2bCrM/oriMLAEI0r/0/4Hgt4YazcS/Y7KMYVp7EibXn4DIX185dO+L4IY89WVWNc65M8y92LuLp1adRcSojAXe7D5tJQMARSb121BybgCPO4UngKA4CXj19NT526mPqvKjSWu7xq3FIjNME8Mfln8SueHnrZWwNxDOam7THwEeCp0ghoDyOdrLqGZiqcAqISrjbNt9msWcoRaoWyfW+CwDNvGud2Yn6zsyb6J2bqI1mmBA4eGrrlPUztYUosp5Rx9icqlUjVJwKfu3+X8OTK0/i5gW7EnGR49esXz1Ok5R3fFAn+R7TT6FkrI0HpOgNJx4RuMmwOFVDyEPUnBo8x8PixKLyODrTOoOvrXwNP3b8xwq3r8G7JEgOAL/81pvxwUdexGuPZTM3d8Iz7estrgBHlyHULm1ZjyPa1fClq3yGCaW5S4vYd3nRcj1MhYFo36vnexzRAptHKiEczTiq2h5HwQCIfMvkW5VS544+bOaoxMA3KqBk9oEIVdnH3gmpJ56Yku0bVZJAk1B5D6KAAS4ttIiZZYAKmnHEi15+FQEXi0JPIvnobaQAePLZYcnFcGaQBIvGTL8P+J18c+wCjKOIR+gH/eKDqQEO0g5YYTaHBAZrccYRlbIHEn5GDmg3r2AQ48u8cd01DUzR+8sN4LHEM7Q13MIksQW7KwbjKFZVTf2UP058deWrAIBbdt1S8Ajo+JmSOipzbAkcvemaN+FTL38Kb/7zNyv5w9HZIhXbqAu92CbnmLLm2O1hDtuGJc2x6f4T42ikVG2wlQlMJZ+XsPgzKmPDqwDBaMZRBGQ+P2WkalaYO2zMAC7AEEbpUjXyqpm87QdSGFepnajxwVHjhLEpEou1/hoCHpSSPJrjkMOTUrWtXoBhGGUCR4NwgIpTSX//Jaigq87ZjKPnL2nZ5htvzj7m0R5HgGL2cW1KW6s4yqMBENeHDM4p8o2fZfuAASrIv5NJ2gzzUHNZKnBU1KTZ0Y+SdWPp70Meoh/20fAawjOpDOPIGCdgsH+VVM1gHG31fRD0AIhqVYUZR0iXJ8w3q+rrl97/Bus52RpujfA3kscfw1uUVE2y3RbrCzix+YL6k1LXyJJwGFI1qlbFBHDW9JrbAI3s9tM20Y7tmcKuxRMYeAL48jCF9YsPYHb2cXxt9Qm8tPkSjsweKfSMimNPehyRpOu1B1+LT5/5NB55+RFcPX118TmbmIMwpWr0n9GOJHoa3BSgSBhBSsnSGUc3zt+IiEf4ixN/AQA4Nn9s5PE7cjOExiHOhZwvzjg6OC2Bo9bLWOuvFZDB2Uk/MY76yhx7TMZIAtgRn5kePhEPx2Zo2F5r9jwQmFK1FAb96MZj5ezFh/i5N92AY3un8MnN4lK1Z1YFCy+5QSLZLilrxmado+bWcO+Be3HvgXu3d/wpzFACdbZfMU+3DxhyRCNvCuUGdyEG5Yj2yRxbbHUxHJhrCMaRfJb2Nfepoi1/8NQfoOpU8V3XFWBHmwxsab1tfS7j3XcfxrvvPpzb1HYKQHy9xxWp2mWIsh5HRGLUjKOB/CA5WVuMo5JJ7ZYDTEVcJLLDtljIZVZVI8olVzIg5XHkZUz4bs2uRjaQC/OaTt4oyaE0RH6opALdoU3pTIRTERRfeUy7qj4C7qDlO6otACpx4tuqqjaBEAyuqnpmMrNk+0xfpTL+N4BB/QzluZpSNYgB1TSXNvvNDSVVk9FbE18baebYFDoh8TIYR/2gDw5efDA15IiaSVBcqhakeRwZZr4aHHRU+6VAC68On0EDbIAwKCeAzXxeSppjc87x0uZLONSUcp3OCtAixtFeu30qZ4988/AvL30Zs7VZXDN9TaFjSGMcIQYcvfqqV+P7b/x+XDt7LZZ7ojpMcYkRkJawOSUWjhGPhEwrAzQhSSsHlMyI7ntNmvPXRwBHrWFrJHDECCBn+rkqGusSaM1M6GTbnLHU538QDuBHfr7HSlaoqmriHmi/KYYg5KnAUctvgYEV351nDI6RoAEkURQ7/R898VE88N8fwKNnHwUgfLKAMlWfDA8lMseOXafltkic8xhHRWRMogQwh4FTYLPr46Z90/g/v++VhaRqSbNMIyknJgSYAo6qrqOkLABwrnUu2XaQY46dkvTT9ffleFdxXMxUZ1I9jrpS8p45bsdkRvEyz2ZCTuMGybCKRzxhkwmKw+Qmvb4hrX4AONq8f6O/gW5Q7BzAzPWQPgeqpHP3kYXEGL41zAaW046f3gFVrU3u9i82F9HyWyrBKn+NxFUxmVkEHEVcXI/xGDWUECavj+Mw/PPXibY/8LoP4JEH/wZP/uJbcOvizfjSpS/hy0tfxu17UgpgqAOnZ4jGH65k3cQqI+nJXfvuAiDGIfJsKhbGexxjHIUQ4N1YiZ4pY4LYZIkiwTjK8jgi9u/HTn0Muxq7RrDw7GfUARfMxAyp2r7mPtTcGl7aeKlY0Qoj39BJuck42llz7EiO0zWjSE6iEu42QgPYKVI1Od654MDEdhhHUHOZuSbaM13HQ/cdhR+NNpgmqRrJN/dP7tf/aTAf0wDsMBrDPFy2lQbA05gTBza3077+186bCKwd7/7SO0AZk2AcHZibQMAD1fbBqYOKxffZc5/Faw68Brsnivi66VkGTB9zobwpFpaf65UAcAU4uixBr7hb0OMoiDOO5E4f0kwtmU4SSkvVeIjpKBJ+Lsq3J6uqmhxgDWPjkYwjr4rQPA+ib5uMI2NfxARFKDHo+SOAI2meTOj3pDNAF3VM1GjQt3c080phZ0ZlQphjq6pnSSmZw8yBqtzgRPRST35Fb123L8/BWArIj0afQ+hWwRnTx92VFP0Uc2wtQREfRXCUd0M8aOe56OJVm1dDHH8Z1pdklFmTFDGOjPZ1CFPgUkk/SfpM4CiNcQQYCVux9i91L6E1bOG6uetkuyvAxstisaPeZ/t5EQBz9jP0xNITOL77eAlWlb17JI5ffE9J8IQ3gfd98/vwWw/8Fo7OHMV9B+4rtWvF5TNklpEuI1Vr+21w8Owdf2IcGTIdeoZop3MU46g1bOW0TzIyYrxsw+OIMdSjCI3MJJHGIKQ+/8pjZVypWoxxFERcgcDr/XW1EOv4HTQrzRI7h8zIeah98bcOY/jrl/4aFzsX8dj5xwAAF7uCWVfY9JYxxWRiDKkA84XN0cBR5oJcZFLKE41Byx2HQYRhGOFNt+zFm1+RX2Eu0+zY2omnxBnKlLZWcbAx2FAJ21p/LdH2IBzkgAzJcYg+C+Uc6zkVTNemUxlHZA6fXZHJThbED3qX2Y98LDTE3EEg1PY8jkTEJSguE88qRavvg7naT2l9sK4Aq+zKhdAJWwowstQS493bbtOg+EpPSBRzxwfr+G2mTlX6rfTk/L1bmrqS+Xw/6JdIPOQ9YHqX3DTHDrger7cXBuyVktACwNn2GeyZ2IP7Dt6H2fosJmsebl28Fc+sPYNe0MOde+8cffzq56Q59prcwDIZs2XZraIP7R9D5tg+L7c2yehArbio1LzwOIKS6MYT8z0Te5Tv022LtxU4fnscimT1S8dhgs1n+JB5jodrZ6/Fs+vP4nznfIENHRtgVowjn/KDMVkpzPoCgKRq8nwYF76U22UcKbaI/JJTVc3ZLuPIBLBTJJv5GxAiGl4DVaeK59efBwBl5kztiyZtgPb2q+fw9tuuKlTdcvQZyOM3AHglIxsXOIqzyow+SCExFuNIhqOeUbFBftWsZBzJ479u9jos95bxzOozONc+hzv23lHq+BPg3TaO+QrjKBlXgKPLEJZUbSTjyNVV1Wjg9eWuW+pOJIMTM2ssiqq2oiGmokgwXLKAI3X0MmHjXGl1+6M8jtwqQsa0/wWV8TW8gZhjeBwZHPBdk1Wrj8xwK4gMYGFvPQSrTeIXvvMm1RYAeA6Vq9xO1TPyODLMq9V1soEpc6FUNJShXZguVaNlMKBBvCJJLdF5K6OAIxgJm+J+sVSWAqCBo6KDqfaZ0ntUxYEjL8Xj6GKMcWQuNCjxLAMc1RAAqJgJQW/NYBxp820lHyjYPi0qrtv1CvFBZwVYOQHsuk7/kjHJAUCUI2ld66/h1NYpHF88Xqh/q31wwyRQHH8QBXCZq67h4sQi/uJtf4EPvP4DxdsXDUJTsyVwVGLhSMkbJabJUyCfLEiPo0hdItrpHOVxtDXcyix1H/dCGyUXTIt1FmE2ivQ4FwsaF7KAI2VWPa5UDVrCEXEI4EiOf+/663fhLR95i6jQM9gslCjrPmBIyWT7KimEMrklYGo7jCNH3YD06oiPvbgK12G4eX86+DEIBzk7uZqpIEKmVRFHV5Y7H1nFE0Av7KHqVFMSI50s0EI14kyVwa55LtYH64pdsdpfRTwGYU5VNVrMG7kIjVhqB97xMF1NB45GVmQy24e9y0wJCckzTMZRKRBDY49qxqFwHGZL1XoBmg2bcUT9ZgMDehziRlsUP/3GY3j3XVfjdTcIRsgnT38S9//p/fiz5/8M6/31/GpVgAA3Y1VsqxKw9qMADueYk4wQAoJLgWtGwrYwqZ9jYhz5knE0biKTl0ydaZ3BoelD1mdvOfIW9f3d++/OaTjOVEiaYxNgutjQrJyRYEs85CYFzZnEOAoiaVw/LuPI6IeMq8MoUhtg8aSZMYZ/85p/gwePPYj33/X+UR0oSbEUqYGsvdIYRwBww/wNeHrlaSx1l2IARfrxy15UBVKTcRTtMOOIZEzE+KUhdPvgRQpoEbvekVwfu+Db8ziSjCDVvtXjiA0I1QRTLKP5+nzKM5cELf77j9yD//Tg8ULtjzp+y6Q/Nk6Pb+Rsr31MqRqtLcbqI/aMOnLNe92eSQt0JED5T54TJv25bMfU45fSdJQjVZjRC/IqkX5jxhXg6HKEhdCPeHAdN1lVjcyxUyZDghOAdOQ8K4IowNJgA7vCUDBcRjKOZDLCNZujX8TjCIBLj5mSqpmJEXkc2cj8LrmjPNMYXVUtoEUEAMfvYGpqBotT9kLNNK8uPXhUhceRlyZVo3tlMo5KJpxaqhYAwVD4EDVsnxQlVYsbLOSEL5+fCh13HuNI/aAn0YqXfl9JLrAdjyPGhDl2YbaMW0UILUXEoA0MtjIYR/r6lJWqWYwjziXjyJaqiXMoB85++NkPY6o6hZv2f7P4oLsKrJ4AFkxqfgy0yHlGn1h6AgC2Bxxxk1Gjd4/GpzXL4JxWAqKPDOARAE5unlRlmAFgpSuAo+zy0nGPI4CmLwKOGjnAEeccy73lHGCKdn+N9zgHHFzrrynmCcUq9zEXRsCglfFXIrI8jigpzgK3ioVtDBxyhiDUHkdn22cBiBK3aR47+aFl0SbALH7WZXNfbr0MQABJnuNhrl7Q9JYxC7hzYxstm10ff/XVC7j96jklOYpH7k6xIR8QP4u3IYi4SsxHVvHECDmZOnq6/lDAUdVzsNnfVKbzWYyjkf4xXLdP5tiqPLXjYao6ZVU+o6BKXyPBQguUooQ8sP6243eE111ZjyPjDYti7FyXMUuqtt4dYqIhNil2N3bbjCMvg3FE99icE4y45aoZ/PLbblGyqd998ncBAB944gN4ufUyrp6+uvDx01xD5tjh/BG4AKabAhAhhlcv7JVgF2i2yN4Z8RxwMLQUcCRAhXHZHGKESE+mXt56OVHu+vq56/Hw8Yfxwdd/cASbRx+/OHYt3adrTs/9fGMeDx9/GO+55T24c18eiymtDwJmxRqUPI78nZLyxZLyKOKSEcTluSSv/9HZo3j/Xe8fPabGGEckVRPtCjA2DirctHATWn4LEY9sSVReN3ITh3EuGUcSOJLXbKc8jmhNXZfvQa0Sy1+22T4tH4j1ZUZIQDlHymZ3oU7UHJZm8TGMhoWuD7HmDkwdiDWvxyEFWhjnUGScz4/4OGr7D+0U48gx3uOdlcOZ4xCH5wDf/aoDePMt+xBEWqpGTP0/e+HPMFOb0cz9gsevqy+WW7ebccUcOxlXgKPLEIqSWohxZHgcsRhwlFJVbdQAmBWnt05jEA1xbDgUwFFPei804v4c8R08cQ6ew1R5zyxJE9wqAotxRFI12+NIs2l0n9P1Cn7l7a/A77/nm/NPxPEQmcBCStU2ACAMZLtStYAxuGlVzyiFZcREyfenSQslVQuHgs0E2PeB2BbGgqnIADgk3wv6k65MVFKovWZrkdy9q2SAL2UZRyZjSnRW4h6QhxVNUm3BYrAYR46Z9MsdwVLAUU1UtaPJZdgWJu5xE3EjYSsCfPWDPj537nN48NiDaNZngeYicOkpoLNkA0cW6Ci+ZrX/wrowXb1p4aaiZ6e74UYPxiJgbCNFwFoMjzLH9kMf7/gf78Dr/+/XKyCMGEeZwJExTtAuKrWvpWrZ59HyW+gFvWx/CMdYIMnvslhrlzqX8Lo/fR3u/qO78ffndJWs0/4mDvp+NnBEHkdA6vNPVc5yZThZYS6UDMZLKCUQnsvUgg8Anlp9Cuv9dcwn/M7y+2Bqc4IYTaLfXtBWZWvPtc7Bj3wsdZewZ2JPKSlcHJgyr9N/e/w0Xl7r4sdel+2HMozydnLlM2oUTIjgIIgidGS584mavRgOogB/+eJfKgNUAAkpiW7e3kUFiHFE8yTD+mAde5t70aw0sdpLMo76QT8HlNI7UFoyK0IlUsxDs9JMB45IqpbJqkljEtg72SZwlFldbkRYmxTG/fUcW6p2arWDuSkxN14zcw3W++tKIpfNyoutV3LG6SAK8Nzac5iqTmGlt4IgCgpKpmwmEzGOgusegOfVMSWvLzGO4lWyigQzAHjOdVW1YTiubIKp9nnsM0CMzav91dRx8qFbHyps5GtWfKJ+SLq82l/FZGUSNbeGh259CO991XvLn0JMghJGtBGS5T9WugN1/GAOIi7Ym1lStdIhN1mo6lmgMDyGIAoS/jqvvurV6vsjM0dGHL7xHnOCsVM8jrZdVS0JDoI5qNaxykAAACAASURBVFVoPha/Ne410gV+k+tFGo+c498HbAdEZabxcxJALSJVAzRgdN+B+5IdqHGIPjKAqYLt54VlIWJsBAI76HHEzHXRDvZBU5lcqzDOsXuqIVmnmnG0t7lXgdi377m9nKxeHrlVVW27jKMrUjUrrgBHlyGU8Srjo/N90+NISdWoqlpyMuTMAI5KGIA9t/YcAODYIBCgkWKjxGifErRQ8gdZ6UaUDZU7F1nm2F4NIctnHJnAURz4etedh3BwfgTS61ZtYGHYBazdJnktlXlseaka9+oCWIgE48qSqjF7Et2OxEWV0Ax9AUoBllTNcVxcv9iUiXFxcHAof6eqGEdkjh1nABiQHdMLvaz7Sov3ort6fshhLGUwis1hhVsRHkcEbrQEq8FmHOm2VIXBUlK1BgIYjLJuzETc2qUlgHB0+1QNQiUju48Bz/wP8f2iAfzEpGowdmnjca59Drsau0pPZFFikWRI1camNWuei1gIEJU5/Rweu/AYhrIC0cOfehinNk8pQ+5RUjW9DNbvmS9X3bRDnxZU0jXLb4cgC22Onf2Mntg4gZCHCKIA/+KT/wI/+chP4tTmKZwbbOCIH2QCR7ceEO9dljk2SdXGMsemhZK8ByFn8MMInuOo5xEAnl17Fqv91dKMI8XjIGBEfrLUE4DubYu3IeABVnuruNS9VKqimi0Dsp9TADi30cN8s4rXXJdtjjkIB9nVcBJslCTjKC5V++2v/jZ+/rM/jx/+xA8r+VfPz5Ie6bnALPdAjCM4wvx8rjaH+fp8qlRtGA6zk16NG6mEmUbWUF4n161gsjKp/HXMoOOfrmX7iBndGCm/3mWmv+34HfRDCRyVSdKZWQ3Inosdx2YcnVrpYGZS9Hto+hA2BhvoBFKqlrUDbNxjPmIuPtc+h2E0xD+96Z+qz47OjACOGCypWsSZ2jgLGYPrVBS4ti3giCWfIQ4oj6MhLykNzDwNYxfeSKbomcxmfo5qWB4/10ktzZXEIFnrlWU6JjoBAcB0jcjjiCS0Y22GWM+o6EFI1TgcRv59Y6ROzAAVINqkIcJ1mGUOTLF/cj9eufhK3HvgXty6+9ZRHahuqAIp59ovNBxbqka9mBvWJuNInsvYUjUjr4m9xkou9Zb/uM0+4sePBHBUREr2rhvehffc8h68+6Z3xxpnGtxMaT9fUl3k4I1NHBPgj3ZIqqbeY+pC9xFFOyBVo24AI6/U52A+Oz94yw9iob6AH7n1R0ofv5bu2xvurWELH3r6Q9ZmWlZcMcdOxhXg6DKEcgliGJ0wOx4C+cxbZeyBVOBIpzwmG280cPH8+vPwHA/XuBMx4CiNjWIAOyop1IyjPKlaBKZlXGkeR0zi/pyBdrFLocJuxZYyBT3bRFwxjuSgV8aYWUYgB/gqjwC/C0RBoqqaaZjJCxz/+fZ5/M7Xfgeccy1VCwYG40iDO4wxvOGG3Vho1lBOqsb0cQPiHtdnADe2qDImOdqFB7Lva9GyzhTDUFwfM/UvI1ULYACDiVL2MCY5vVNYSqrmelKqJq8TVZ9TjCNjMV/CZI9kQQcmJY15t1Gi96Bp8keTHH3J3ik/3z5fmKpuhl7C2M9PyMOxF5CyQcQX81keR1+69CV4joePvu2jAIBfefxXsNJbQdWp5ppXM8YF60uWUqd7sNYRINS+mezJnYCjvRPpjCN7Z02+zxn3gKRYf/X2v8JDtz6Ez1/4PL7jL74DETiu8X0hpUyJD7zrlQBIqpZsW5ljb8fjSD1DkQb5IR4pYhyRWTUg5Chr/bXiMjJ5zAmPI5mwrQ8E8Hfzws0AgOXuMi51SgJHJjAVq9oGAMutARYzTLEpClVVM6CRCA7CUHscmVI1P/TxJ8/9CZqVJjYHm8r0e1TZdpvxBVVVbcjF/Z2pzWChvqBMgs3oh/0Rxx8HFeS8ZngcNatNBUKasTnYRN2tF2gfsm39DtAus2IcBZpxVG5RrcdosVGu769reBx97ewm1rs+phqi36smr8IgHGCltwKHOTl96vbyxlEAeGnjJQDCs+enXvVT+Kbd31SAcWRL1TiAijSeJxCerhExvMqZY+ugqcZxXItxNJYMKwWYMq/Zcle8x9sGjmLPEEEXgC1VGws4MsFBTubY4r8i7IxUx1HvFwfgGFI18f/jVgwjjyZiHJkeR0EUpAJfv/dtv4f//Lr/PHrtlLjH5HFEY6p4lsaWkpnrFqbNsZXH0dhyyiTbhWJ8uVSs6I/RfsQjBDzI3oAwYq4+h/e+6r0p77deD6XJpMaXqiWBOzp2YAeeTwN8VH3QZuOOsJr0M0TPqNm++Wy+4/p34JF/8giOzR9Layi3/SzG0SdPfxL//ov/Hl+4+IWRLV1hHCXjCnB0GYPlmN7qX3JUpZdCVdWQYo5dIKk9uXkSh6YOodKY08CRVweqsUWJLIOtGUfiBXcdbfqZBxwFAFw6Z1rMxqRqIsw2tgEc0bXy+7HrJIEjMzEsSVf0ZRJTiULNCIpXVVMDbTHG0c8++rP49f/v13F667SWqgWDZPvqHLhkcBS/xwN5bNXIAI5SK1DIhIoxtRgGsiWIVIkrVa6RErum6nDAcZwYF+BAUWDHqyLkxiKEGEeTOiG1mC3K46j4pMY5R0CMMiCTcSR/W342+vjPtM4AMPTvu28QX6cP2Kwvy0MJAEPm4vBs+2yBqirpkUabJnPssYPpHWxKmrNYX2daZ3Bg8gCOzBzBQ7c+hMcuPIaPn/o4dk/szjxvk5kYkVSNpA8d8Tzun81+Hsm4OVOqZoGP8qMMj6YzrTOou3UcmjqEh48/jP/yrf9F/d8Nw2EmcES71Fw0nvh/Yolsq6pabIfN3In3Qw7XYQqYmq3N4pm1ZxBEARbqZSrSMNUNATuBHLep7WvnhIxsubcsGEdFK6rJc9DVHWWSY1ynpdYgs5oaRX5VNaYSNhGiLz+KVGLerOoF6xPLT2Ctv4ZfvOcXUXfr+MryVwAIAGYmzVfDYuxIxpFhjh1wwdScrk1jtj6L9cF6oolCHkfG93HGkecIxtEwGmIYDq2/2xpuZbONMtqnnyhRI5lb1++WliyL5nTFqnhC6DoMYQR86fQ6vuMDnwUATNQDTHgTCmg41zqHCW9iZPIsqjvmz8Vk4n545jB+8JYfxB+++Q8LbYYoViskDGmA8B7zFGOQPKVKeRylADuOoz2OBtH2QCjz6OnfKEWiQ8zPXdsscZ5grRnm2FRV7VL3UsGS2pmdwJIjQjOOONshxpH8lgziw4gjiCI1Lo1XUcoGsBm4Ar4cR0rVUjZzHOYU7Ne+x4xHiMAMj6OdMceOy/nIHLsqm90+eGE/Q2mbvWNXDzO0mnFJK42b4zKClBwxxUtsRxhH8ts0gH/HGEc0VhuFBv4xzLFNJUiccSR+vVzOZq6HHCTBu/Mdwb5+/MLjI5u6Ahwl4wpwdBmCdPsOkgNgIhxPlH5njn5ZcqqqWfunJaRqp7ZOCZNOBRytZZa11NMbV5RC10iqMj2OvJqgb9PxkITDkqpBOerfdojkXyUeSycGHAU9m5mlZH+UtJWXkqmJJAw0IyhWVc0cxIvImCiRPds+q6VqwVB7TdVtjyNwLuV2yd2LzOOWv1tV1doy7rEYveEo/F9K3DLMsVU56lyDWB3TjQoWJ6u4emFSnk62f0wi3Jp9f7urgONZhogEXN64bxokcckzZo4HTbaacSTvQYJxZIg3Ckxk59rn0PAaOjm/6W3APT8OfPfvxH5TTs60vsgYJ4IowMXORc1gKhEc4hnSTIWdlapRqiMW81RVLQP8ap3FVVMC/HrnsXfi0NQhnO+czzdIlQA23QVmgI+rknF0VQ5wdGbrDCpOBbsa6QmRYqipjansyn9nWmdwYOqAGp9vXrgZf/yWP8afv/YDuVI1nTCL84l4hDv+2x34w2f+EMCYwJExAsWrDYURh+cw1f5NCzeppLnUzr9Jj4dm1ABAyxcyKKoY9uLGixiEg5KMI52U045/ZIxzKwWAo3zgxdgFhrjHHOL6tKXHkck4euz8Y3CZi2/Z/y24aeEmfHXlqwBEdbL0kva0eWBLBQcyYQsggJbJyiRma7PYGGxYf805F8efNa7GF9vQs0EgE2WSqgFI+ByNrKKXKk+QMiyZqBEo0vbbY3gcyWNnsMZRlzGEUYTPnRB+Z7/5/a/EbDPCZGUSczUBtJ9tn81n3MQlIjnj9KXuJTS8Rjkz+tg7YDLiyJujWWnCZa7FONqODxSN1a6xvgp5OqhQNkjGpHsTQV5zu+rbBI5iLZrrLVcy8S52Lo6uDJbbuLFJQQC2nDs5H5NNQ2G8XxGEx5Fljj2WvwszGFNCdq2kagyZjKNS7UPfA2WOHdCYFICBjQe6GO2T5JS8BmsurbnHbT8pxaIIeQhmgLbb6CT1GQWgZPRjATsp4GYcnBrPhwuGXNwYpyXAPx6wafQhv5pFhXbSHNtaVRuMo52rCifBu5hS4EJbbEB//sLnc1vxQx8BD8Y22/96iyvA0WWIyASci0jV4oN6TlU1sDitFolBNh5BFODl1ss4PH1YAEfdNQkcpSQRTCeEAmkWg5RZqp2o2olQVdXk/w/bgFOxADCzVLtaH5WWqhkDpd+LmYiLtpQ59jaqqilgJwqM6nM240gpyAoCU4Tan946bUjV+lomZfkQGeCXGm8LeBzJ466G4iu6q5pFY4WY5MDEYr4o46g41Va0r8G7qPg98OoIwPVCqrchro319/IeG9ekzMTpy+vjkd45g3Hk0HUCCl3/1d4qdjV26Wd8cjfwxl8Gro6VM2bGJKe+Jq/PUncJIQ+3xTjStbaI0aF3qManNUNfI0Oq5rrJyZ9zjrOtszg4KQwPK24FP337T4OB4TuPfmdu8+ZCzzEg8/1SopYHKjy79iyunb02c0GupGrGzloWuLnWW8PixKL12c0LN+O63a8QP2QBR4r1CIA56Ad99MM+/u0X/i0A4XG07YpJxg4boMeXkDMEUQTPdRQryDRWz2RgpXeigR054AXSlHZLlnq/ZuYaMDA8ufIkgGxPqaxz0IwjW4rFOZdStfzFdhHGEQWHYAQFhlStaZhjP37hcdyy6xZMVadww/wNeHHjRXDOsTHYSDeYNnZpySA+4hzDkBhHNnC0FWOmUcKyHala6IlzdpyKkjrGfY6WukuZwKnZPtSjZPtOACIhb3gNdPxOackyNW7zvQzgSDKOLm31Md+s4ttu2YdO0Eaz2lSSyrOtsyPM442ELdZ+PFZ6K1icWCyZfNoVSLnxP1QNiDGGqeoUtoZbCKIAfuSXuEbGOCqfVZNRG/GdAhWMid44/5XeChhYptdc0fbpHkTQ4K/rMFGNMuxvS25tdAICgBXjKFIpruhrzKRWrak5B5OJ56iqamXa19dHyK5DskFjkrk2FvCVspkJRwHYEQT4OA7oAsB+jxlT1U3nJsmof0y5IOFGKeuhiEc7J0eMMZpoo3gsKZkFYKsP1XdjM47Mlg1mJQH8Y6/pYuAgWLKPnWCqOwwJYC2NcVQ6tMbOmi/phKgC7NOrTyvvv7SgCtJXGEd2XAGOLkME5L/FCoAWknHkmrcmKMg4KggcnWufQxAFODxzGJhcBDrLmTImkogwSgjl7gJVyGAMFvvICllVTQ1h8YpniCdnxdk0uo8KIhNY8Hs2wMYIOJKgBS8BWtBhywV9JQxSpGT6OgCQVdXy2+ecqyTu1OYpLVXjEbB1XkxicSkT5/KaFwcu/ARwlMU40otJBq48jkYxjkrR7zm3FsCFGUeeBB9pIumt22ws4/hNKV8ZjyPFOFJV8+LgHS3my1VnWO+vq53y/NCTnPompf1z7XMAMOai25ZK7VhVNRgLpRyp2tZwCy2/ZZWvvf/Q/fi7B/8Or9rzqpzWiXHkGFXVxDX604fuxu+/547McYhzjmfXnsUN8zfkHD4BwMZuZ8Yz2vJb6aygmmQujGAcRXIDgcyFKdp+uxz7Ida6CNv7I+KC8eo5TPnemBV6yJOoWBfMrnQDIJD9toZbmKpMoebWMFefw1OrTwFAaY8jJfmNjXObPR/DMMKuyfzFdv6CXCec1AcHSzXH3hxs4snVJ3H3fgHyXjNzDTp+Bxc7F9EatnIqk8F6B0I4GEhvkWGkK4LN1GbQD/tqLAUMJucoqZqxg/q/v/0V+PAP3YlQnrPnVBSwQoyjJ5aegB/5mmWc1zCMJ4npn0xfi2alia7fVc9veamabB+w3jHHEed1aUt7WXX9rgLaALGQz2XkGRKRUZtES92lbXn5mKmguVYxqwERcESbLOWlappNQ/Om5zD4kT8m4ygJPprnsNZfw0xtZkcYO2ocYnr+pIRtJxhHJruVpGrkcbRT5tgRInA4UqrGd0aqZm6ycAH9+iQWcHbm+AE933AuYGxTqrYj7SvcQtxjygnmm+L53H4fNoCdJVUbVyqljj+2kUnA0Y68Zxlr9rE9joxNFtMrbsfMsePgI9cM7B0Bjoz1lpby6fbHX5PqWcbczKTPL3QuYF9zHzg4/uHiP2S2QqBS3nz/jRhXgKPLEIEyFC0mVROMI+P3fCm/Sl0Exc2xRye0pzZPARCLYUztFYbDneUcNoqxGOY246jiGpK6eFDSTz8P2jq5Us3rAbaMR5MKp4IAxkQepHscuYwWFuWlasRIqYR+UqpGiwBjLTkKFNkabqnd2vOd87p9zoHNs+I+WMAHJTzmJDT6HGjRWg2k10V3NZ1VBqiFmJhGRduZwFFYTqpGx0/gHUO2DCgRbg0BMybC/kbM/4naF7sXxFRgJSY1xfgyGUc1w0Sc6WdIcYIKtL8x2ChmPmzsjsgPUq/P2VbMbLtEcJgLJShwc2xavAoCmPPfY/J9ohKrFCOvkwSwOYeENrXc8arZBl57bDHzTy91L2F9sJ4LHKl3ll6rHJC/M+ykG1i7FQFap3kcnX8Czqd+CYBkiTAHAyp6IKM1bG3TGBv6Wic8joAwFO9e22+j7tZxfPdx9WflKNgmj0MymuSaz/TP2dvcq6S4cWbW6KCXgHbHxXl1ZCGGqXr+szqMcsyxFQBP91qMdWEUoTsI4Tp61/yxC48h4hHu2ncXAF0Cm3yOcqVqxnmEEVceRwQcNStNtRA1dztHMjmNhJDu7+L0BO65dpdiHJlStdawhadWn8K7//bdeN+j70Pbb+cDR9SNJVVLJiTNStNmHJWVXKhxiFnvmOc4CCKO5VYfe6ZFm22/jWalaY0Po59Z8x3InieXe8vlvXaYUfkvtklk7pRPV6fRGrYUeJfPkrI6UN/FGUdVz9nB8Rqp4/TmYFOBdNsPzagR/ZBxO8NLm8KQfCcYR3ETegCI+E4kzgarjAOcOZpxxHZAqmZusoCDQVdVI8bUzoCDIsjYWFVV4yEq7k6AInb7K20xfi1MStnsTknhUhjqYRSO7TOVZi4N7JDHkWw5S6q2M4wj6uUfgQ2UAB/T54IxOtDdxPyHdsR302BgmwAzfb7aW8V9B+5Dw2vgsQuPZTZDPoTjj4lfX7EzM9CVyI0wpGQWGAlaOI7yOFIRDDIqqkElVEBxNs3JzZMAIKRqU/uAyAfWTwI3viWtA9jm2CLpd6U8LdPfCBD+NMyUqrWAWGLEzMVwygA7MtwqIsiBMoqSwJEyDTUHwHITjtI8h75mHMVYLw7Tw3gR4IhiY7ChgQsCjuKsoHjCAxQ6BzUBBgMBPvrd0ebY0PKHLOBoEA7gMrf44kZ6rhBwJPLmcowjRb3trVvG2KI9CexAM46y/HXSgq6/xTiaSJMKauCOjXqPIXZvr5+7vsARGM8mkAlanO+ch8Mc7J0sIy/SfVCLETRQEvCdMcfmDGqc4LGFgBkK/JoqCX4xx5Kn8QLvGcWza88CAG5cuDG7eWKhGIyarPYzGUeAAMbTGEe//+1gYRc4dEAxLUzGkR/6aA/bYwBHtFCKrB22kDP4UQTPZQqYch0Xv3rfr5bvy9ilpTnHN6RqtLg6PH0YT68+DYc5I6RRae3L91ct6kX7tFtOBqxZMQyHOeOSAbxDJCQcwjy874eoe3oT5OOnPo6F+oIC2QhweWL5CQAZO5Apc1nEgaGkHA8iASJMVafUtdoYbCg5n2KnZMqaksCUWszLRNB1q5bHEXk4fOL0J6zzGN0+9WEnJB7z0Kw0LY+jslXVbJzcBI4YgjDCpa0Bju2dUuewu7EbU9UpeMxDwINCbBUFYGesJTjnWO4uY7FRFthkBvCVIlWToM50dRpbw63yvmXWRpoI8jhqVNxM4+Tihy83WTLWW5uDzfF311MATkDIW3/1H34VB6cOFgIwc9snRpMEWnw15chKv2wHS80zUZBBMI52QKrGbOCLQfugYocYU4ABvPAIjOmqamP7ZMVBBTlObPXEBqgCjrZ9jezN2H8UqZohWxaMHZsNBOyQVI0ZjBrjHHakqppZjMTZSVAH0HMBbbjrz8hfaidYd2kysrHZZGZj8c1MA5xqVBq4fc/t+MgLH0HVreKWhVvwpmveZBEhaGPnCnBkxxXG0WUIJVUDRif8knFkA0e9jIpqYmFtV1UbndCe2jqF+fq8WCCYSfhcymTONJNAexwxxeDxsvyNAOlxZEjVBm3LGFt2oP5No06PDNfTUiYl6UuaY3tqtVpALhgLbV49MDyObMYRTUJFSs0TcNTwGtgcbBpSNQCbZ1LAHXF1LMZRgWukAK9goH17sqRqEpmnPTAgGxQsbfbJGMAjg3FU/B5wVxise0qqtpGUqilgx5CqlfE4ousfGZI+k32nqOXGRyOAL/JCKcM4CtXiMf09Ptc6hz0Te7a16CNzbGpdeaPsoFSNAdZiPo9xVJY1RZRv04w27x6fWD+BFzdeBAA8s/YMGBiOzWWXc417HOUZlPeCXjbokgUcDdsW4wvMUQtUAFjtr6Ljd3ZGqmbssJnm2K2hBrzeePiNuGf/PaX7IECHEquQMzhMGkbLhJOSwqnqVMlnK9k+FRog4Kjm5S8ocxfkTCT98QUvsYIIlOr6XXzm7GfwhqvfoBawuxq7MFWZwpeXvgwgi7rO1BcN3DmKcdQPu/AcD1WnqhhL5iYCMdBGM46MTVp6jx2Sh1R1Va/hVoKGnytNTCSc+jNzJ5ukatvyODIlFmZnEKBgdxhiua29rIhx5DBHAWyHpg7ln4PlLZI+z7T8Fvphf1vVvbKkaiYIP12bxtZgS8lDy4K0JvhIjKN6xYUf+TsyXjMQ+5p+EmG+x2MFJc0ciOT71gu7WOuv4cFjD46ZNEvghTYzoT2Owp1gHBnPqLhGQqoWGlK1HWEcyTU1A4evqsLtAHAUS/ohgQUtVRtX7mj2oqVk//KNx/B9dx7CXUfF+mxcnx09DiXn4pCPzzgiWXR8w11tJI59D2gupo+0PUAQBTsmVYsMRpYpKd6J0OmNvgch3wEPImoftnF1xCNEPNoxj6a4fYJ5nTzm4buv/26EPMSHnv4Q3veZ9+G9n34vXlh/QTWz3heMo2KWE984cQU4ugxBNFqnSMJMHkeWVK2f6m8kIr0sY16c3Dwp2EaAYBxRzB9JaV4mhAabA8xRfiK1DFYKAMCrCpkRvbQpHkeh4YeiB9gywNH/z96bBuuWlGWiT65v2HufPZy5Tp25BmqgqGIoJqEEpQoExAABLa/YoTahF7WNMCTsFu8V22ilQ9ru6MYWBbSvjY3R0sgVbaLwdhHRQHd5S0CaQooqiipqOPO8529aa+X9kflmvplrrW9a7z4/7tkZUefb31d7Z65vDZlvPu/zPG/bnK+EAUclUrVdc2ahzNXkjCOSkrVTK1WbWQJcYEIZPNO00iNLzZMp6rHFY7jSveKBKWhTbj6Wk9mdwuJsC2V66ZHHPegZmRpQIVXzGTCWUB3KOJps0TP90z2dT8AWcZl0+qC7HBmHIwR2SKo2QeDozcktcNSJjOIVmT2SuTdGnv9O2kEv640HHNHmj3Q/DLR47NJj+NtTfwvAeBxNS/HXKpzsHeNIqqoaAcx8W1XyHJ9cP4m9s3snrlKhlC9ebP7NQySPtSeuPIG3//Xb8e7/590AgMcvPY7jS8dHV2NCOJuWAcAkPRnKOOqWSNXgz39ux+P+NpuDTawN1iaQtEQtAMY9AJZpYJD5qmoEKtQaAwCUz/QnSmG1t+oqdhEjZBhQV9W/M8e24KMHjsz72Za/iz/z5GfwB1//gwCAG2SD0VXV4AHsHAkGWY7uIHNr2ZdOfQndrIs33vBGdmgKN+68Ed+69C0Aw72bAo8jrdG3wFEn28BCawFKKbc555XVxs90F73WUvsMJ42Wm3OudK/g5PpJvPXmt+I9L3wPPvL6j4x1/YN4ggHMgJWqNUOp2qTGob5//s5c2wtrPWS5xp55I+PY6G+4Z4LOy9GlUOZa7N0yE4ckiS5smrLzE0spuVQtArI5CL/YXsRaf22KSonFRBoBR3PthoBUTdHX8OgjO0UrvaqKgZOOUZQLrvbNvS7CaIo2hAQcUdKi7jnyLH4zn+a5TezY+KI+28LMQ1TowS39SgC0sMfmLSwMW50A7LR2ZT66R1miSylcv3MWH3j7Xa7ITd2qagiuQfgc5zqvDaB6Vpl5Ry2VqMxnkxShdD8Ed+rKBcsAbAJSa8d0FA+5IVihBEFGUIKQDSQC/ALBPWRYX34MAqdaSQv3HbsPn//Rz+OhH38Iv3T3L+Gh0w/hHX/9Dnz0kY8C8OvzrkKy+tpu28DRVWgpIUfjgBZJExlYCXvAACJVwZmqrg5Q1QKTzEUme9lTwjhCzDgynxFwNFQ6YNki7jf66wWp2o62mTwPLM0ypsIEwFHSsj5KiZFjAZFUzfT1qpsM04ZKh07SnMl02q30CeKbzFFBxYqtQHRs6RjW+mtuw9CiQK4gVTOg3UyzgRv22Y3lGF/BS9W6DDgazjgCRptj97LeZL4WdhElyr25n8ZbGALgKM8M46vC46gxZTDnMkzkORMzjlz/5p2Reg2/AKSNHitTQQGFjR6V8v3fzSsekQAAIABJREFU/9n78Z7PvweAAY6mqahmB3GIoDFn9kGASFU1Nk9olkGK24m1EwV/o7F6J0mu5p+VX2/a3F/uXsbmYHO0MTbry4PX5eDmyI1gFeMIbMOsgJhxtJluYr1fB9hhTCy2oSIpWbORGCnc2BvY8jGU+8lv2JJEYWPgN/ivOfIavPbIa/Hb9/z29N9BkdTLfNZLQ6lalmd4/0Pvxx8+8of4ytmvuM9SnVYH5Ew+AHipETGOqJz0Jx//JK6fvx53X3d38Oc37LwBgMnmlkptSuj3ORR6aY5GorCZbrjzT9R3ymgC4wBHRVDBATsJgdsNLLQW0EpaOLd5Dhc2L+DQwiH84kt+Efccvqei3/JG9ykQStV2tHZgY7DhiyRMWVUNrH/AXNsL1idlcbYJrTU2Un9fESA21HA9kDHRIMV2fvM8AExhjl2+YQPCDZWTqlnG0diAcMD6MuM0G8Q4SuqbYyt6KTfHFpOquefMg2vErhMDphgDm8ylcwnGhVLBxkgjwcCWRnZV1eoyLjRfK7U7fg3/nE3dlLvIAMJy7QCQ1WWtUaJO+3m0DHiZ/hx5UMH1H63FaZ7WBu888zE+P1KsL0pSRHN1LnONXTxR4j9UP6YjgLl4jev7SyGY57z/UOITFEKMJrL44DFpLOfbN7cPS+0l/MxdP4P/9s7/hnuP3ouPPPIRnN04i+XeMpqqWTNu+v9f2waOrkJzwFEQcFQ0lSBVscfRcMZR4oLU0VK1ld4KLncve8bRrmPAXfcDB+4ClkrkI45JkASUQpcFGwocWX8a+rsSc2ySui3MNEsDmVFNJ00DTinFpGrV5th8kv3oIx/Fxx/9eFCCu6y5KguDXrWMyXUxGrzjjCMNjUsdA+o0qY/52BdEIfYuGQcgdObYg85w4IgFYty3YaaknDpgpGrjG2P7/puURWDAyKhGpq9NrZlMsKKqmgpZceM2zziyG/nOlYhxFN1DwEipGl3TPbMVZuRBI8YRD2TC87PcXcb5zfNTGWObPgMujWNyiJmtuuMtGhHydnLt5OT+RrYvxeY3hbwSOFruehbHV85+Bac3To8NHEGTmr+crUAbwUqAZ2ZpCHBE11cBSgXA0cZgA+uDGsAOYxzxeaKfEWshBHemHSNmBKVGBYHNdNMxT/bM7sGH7/swDi5MWDkpYHOEjCOqTEasIDLZBYDT66fN74wFvHAmmQHJ01yjlxrG0bOrz+Kr576Kd93+rkLWk/zKMp1VGJvyYNgzvnpphnYjCUzV99g15FL3kvtr8ryqBGJ4sB19lttAu5mnUEph9+xuPH75cWhoHJofk6Xo+udSMgtq2zmykRhgan2wjm7WRVM1JwMyFAOwWf+AkSFeWCPgqIVO2kGuc3fOfuue38L9t96PO/fdOWwAOvKhVdUudKZnHLkelQ7WgSz3IPxSewmDfOCu7/iAMG3Y/GaHAE3yOBIzx47kG4N8gPXBujO5n74xxhG7Bms2YVY7e1/COCKPIy3hEQT4qmo6h1LKsQZpXqotVWOMrASaeRzJMKYAuAqhGnl4nyITYRw5YMoERL7/uj47kWTW7DvC5zi38fD0rdob1s11Eh5KKpRiAR5Yqw2+lABfYn3H18DGLABkpGTsevJ5yCUopCr9unnIx6TOmqJkjF2zu/Crr/hVpDrFZ7/7WVzpXsHOmZ1j71eulbZtjn0Vmq+YgNEb2qSJVEWMo0G1xxHPAo/j3+OMsW32FEoB7/yjIX/BvEvcw+fNpmeGAUfNtvkuTqpWNMf2wfZwpkJVy23lq0RrY/4MAK2ix5HfKvhJ9ve//vsAgOfveT5ecfAVQb9PXHkCT688jTfe8EbmcdS1MiYOvsTne3yPo+NLxwEAZzfOAgBm6PvvviH8gyBQKhrtVTXHlOp3DBgCVDOO4O+kUYyjbtadgnHkzbE19EjghVpqJ/eG1r6iXSxVowyVMr2bjyYHjpqDDpANTFWsUsYRywOP6J82Jvt2jGEOzEFN91nY/8NnHoaGxuHFGoyjsg2hTjGbTFgVqaJ/hXyoD1c/6+PsxtkpGUeJ3ZCb91pVg3dc/vOpJz4FwDzjw/sPg21U3KNrfQMKVQIwYzCOzIY5CaRqVGmxflW1PJgn+na6aDWUeW4nYocUBmEeRKalOkFDGWnmpPLDsv4dm8Mef5U59jcvftP9FZX4dsBL1dxUIkfUMImdXppjppng4dPGTPq+Y/cV/vztt7wd//qr/xrfd+T7RvRv+gZM1bl+mmOmZara7Wiac9RKWtg5s9MBzADc/TAO4wjRpj8lcNtu2vbO7sWjFx8FgAkAvHit9O+4x9HSjKkY1kk7U9xP1ebYXIa4NNssyEKPLh7F+1/1/hHds3hiSCKNGEcTmbfTEBV+hqn2sl8CX86sm3tzUsBWwXsQzbTMGjgrYY7N2Bw6+ozmttqMILoGLhFlrqss4wgBC95OD66qmgRbBDDrjFaJA44SRcwjAWNg5X1DB26PYM29JcyrXS4hBFlSIcaR9+wL9x00V9T1UeKFKuLHuLbPjlIIZ+rwOQbqH38o14Q7R1JVyQKlCST7husvWAuk7Q1gZO48GS4C2lFj9ySf6zh7tqwdWjiEW3bfgofPPIzZxuyYdhPXVtsGjq5Cc1XVSspKFlrStFWkIsZRxYZC8wlkDLYLBdnjMheUUlBKh1pUlbggb3aYx1FjBhmAhMCOEo8jx9hR3FR3fHTXmYICxgsKKGUcuQmQTbJUVvjhMw8XgKOff/Dncb5zHi/e/2LGOLKSr32sUhYdP/vbUUHFan8V7aTtKPen1k8BABYsHRp7bo7+wgYyik2Ak1RV6296xlFVto9J1WiMVoXxeS+d0OPIMoFCc+wJPY609uBXLFXjjCMVLtLjNAcMDjjAVs04Gqf/i5sXAWDMqj3hPRryg0z70skvAZjcVNr3iMCcOfA4ElqkiRGUs3mCt9Prp6Ghp2IcqSRBghzaATt5JUC73FvG/rn9mG/N44snvwgFhTv3D2MpeOCIVwEaJlWrZBDMLhngsaQl7PzHUjXayNbyIPK9OxDSM44S9LMhperHaQqh5wFMUiRJMuQ6n9jrptg/q6qmaE2zHkeRVO3J5Scx05jB3tm9nnGUjqpKBsfIMn0bGU2a5+gNcsw0G/jy2S/j4PzBUnBzqb2EL9z/hZHfk/ta5Fo5UKqf9YPru3d2Ly53L7v341YpK5MZZTRH2aB49+xuPHb5MQDA4fkxweYCsOY/4/KNxfYiMp3hcufyVNc83Ixw4MjPQ4uzLawPzLmZmCXnZEAAKqbpi52LWGwtTgF2cqmaRpOxcrM8Q6tp1iu6zqc3zL05uVTNJ9La9ryQObZURaw8irdEKwhpb169d2EGWAd0YoBAEfNthM9B5pJeAlIXxnykeHHgZOTm83qMCw7eWY+jLTDHJqlXnFDWOhcppe48lIBgra+/+a9O9lKTMGgOrvEWMY7KqsyOAi7G7d9HQv74Rfq2/QN8vQf48YsxmjQCCxQxjyNqEQMbSgXs2ar2yutfiU898Sm0kza+72hFougabttStavQPA0VozfMJL3iEU/aDSuF8cb02HpYpGSbCw7GpQu77EXiH3CVYEfbZ8EqW6NlKmJBA2kfyPpDqqoNL+Nd1cjbIQFM9Tkg8jiilyJbhBbnTzz2CfyHf/gPbALzFck+9/TnfHWybACsny9lo3jfhtFsmtXeKpZmltw1OLl+ErONWbhwcO/zwj8oW4TGAEbouFsDCxzN7gIaZQsKA6a0zxA2q6qqZZNK1QDo3MkbgRxJhbFx3DJ7vE2tTUU1oBL8Mr5bkzOOHHU1GwDr58yHAauJM5qMR9Aoj6bznfNIVDKeVK0EfIRSwf34uac/BwB43u7o3hizhVI1uPOT5RJGhwA9YQmSAhuC2nNrzwHAVIyjhBhH7luoSuDoSvcKds3uwisPvhKA2USTcXPl0ZP/lmbh8BDgaCTjiLPHHEPB9QyoxDFkAODcxrnh/Y5qTKrGgYu+zcQT40iimpH5yWb6cwXVMPMMsWnq9B8YrsJS5FE0x35u9TkcXTyKQwuHCoyj4d8xBGU1lGUcZZhpJTixdgI377q58t7aOzeOsXtojt1Lc7Sb5npzidveub0B42ik2fQQqZoDjjITFNO8M9ecm5ilGFQ9s+eK+5bQs3Ru89zkjCOl2GbEZ/2BUPa+NFdkHI05AAzcSLLlasbRNBXV+IbthUd3Oq9HIMzE0zk6s34Gc825CYCAImttNmIcSVVV8/O0eaYoNqwP7NiZWpmn+YZ9i/j7X389MggBRzYe4t4lxJKWkaoxGZPdlDupGjGOpEqRB8+a0PGr4AW51kEyM4cEW4etZ5FvaO3Nf8SYykt8SfO8Pvjlr3GY0JdiBAE6vE9EGUd+nubznBzwErHW2BtJqVqwzIp7HFHEGCo1nDXFEAD+3mP3opf1sDZYGyGNvjbbNnB0FZpbc4YEMq4lTaQAmvz3Bt1QfhU0erJVgTJa1ig4GLWR4v1TtSSODM/PeN199Z8qY1yttTHGBoDKjHrIaBq3ZQkBC8ozjkqqqvlF1C8S/ayPnTM70Uk7+Hdf+3f4iyf+wv0Vfddzm+dcdbIWtAHxStgo1DibAzCVf3hWGTCMo6X2kjNOPrl20mwYKVhYiFkqfhGa1OOohQQq6xtApNTfCCEwBe02a8P6rSNVAxQw5sKQKpKq5YxxFFdVs0BXTY+jpgawbMrFh9fYvJA803jUDO//Yuci9s7uHXMBjwIxa6JP0gHAbNwOzh+c4LmNh/DbzWBDWFv64PsfxTh6/PLjAIDn7Zoc/EosKJjlPqAfJlXbPbMb777z3Tg0fwg/8fyfGOPwaR6lybrcHHvTymErQZLZnYDOQrla32yY/PUFoBLHkAHMPAMAi6265thmnqD5q2eBo0aiBBhHyrGmnDm2BpLEAEeSjCNFUjV7XXpWizLTNM/Ts2vP4vjScRyYP+DYWsTgGipVC8yxc8s40uhaxtG5zXO4fv768r8f4/iBENhJYWQuM81G4fzvnd2Li52L7j0BX9XnkbMGwmcstZ+TVI2+w57ZPRNscuO1TLmP+GaH5qDzm+enk6q5/hGsn1yqZhhHExpLU3/cW6QiHrqweWEKY2zTiKnQbiSIN8y0oSI51qn1U5MBX5HMCwDa9p5vJhqZlvGnMfdomKgTA45YPEEA0t6FGaz0V7DQWhAAvtiGkLzQ4o1zTWDEgyJmLe47xpGUx5F5pWugnR+RhMyL7/aLjB3JcupumBLgZXpwIWS7mHx4+BzXZr2wtSZOuItVVQPsPBQy+0TuUQ58lZhj176+ETjIC6qkeVpPqhn0HybDRT2O2HrPEy3jnP+7r7vbJV/iIhnbbRs4uiqNshV6rKpqSdHjaGhVNT+BjGWO3V/BXHOuwtyzuv/AuyRgHBld6oe//mF8+olPF/48UwqNXPuNVMw4YtmFSdg0rn8qQ4zcM46aRY8jzyPw56if9XH/rffjgbc/gBt33uhYHSu9FafHX+2veq8gV/WsmnGkmBHhqfVTeP9D78cnvvWJ4JhXe6vYObPTBWiZzgy1/Re/CvzkXxe//xDa67A2yAaYIeDi0neBhapqNAyY0mGJ4bLWTSf1SjH9O+BI5WMvPAPLBGkGHkflUrWEJ7CnAY6ggeXn7Bgl19htOBnQELWvnP0K/uDrf4BTa6fG989wtF2CdMxix716AG/OO12rYByJBZHkheZGQHyPPnbpMRxbPDaVHCtJyOOIAo5yYAcwFe12zezCoYVD+Jt3/g1+9q6fHX30ioGa1H8JK86xQqo85+i+6fhqWfSzC8IAFBhHFjia3uOINgt+wwZ4xlFDGWBlYqZgOEiYpYWpZpQ0zPxYeU4m6p8CbpJ6kVTNM46yPMPJtZM4tnQMu2Z2uWIDo6t8xVlgA5Jn1hy71UxxuXsZ1++YEjhy946fp3Pbd7thpIkFxlG3yDgaaY6tQs8GAMhpDrRJjh9+3g8DAA7OT2BQHjMJ2DsebNPze37zPOYadaVq/hkOpWpNbFjAdTIWHgcVquOhC50L0zGO2LMVA1Op9rJfOkeXupemZhHSUj9rYy0R/x63oVWsgqQFjqx5tZgHEV0De407aUeAlWi7154hDfjqi9qCd3XNbAPWnVKulD3NS7UYHdyewTGmQuBIxIPILQk+3lIWyJBgGXulQ154DoD6rJcgZo/W+lzn9YEXFs+VVlWry6rRfB7yY4gwjrj0kPctAkoBHGB2Y9BaU/vch6M4ySxjA4kyjlS4bxpmjk2tkTTwl2/7Szzwjgfw/L3D/TGvxbbtcXQVWqfvy2yPBEWsx1HgpzKkqpoJjWyApEcDUxOXW7XZl7CqmsJ82+vuH7nwCD7yyEcAmICVT4iGcZS5rHvB48gBL0khGB6nEeOoAWVMxIGhjCNC59M8Ndm7RgtHl47ipQdeigeffRBaazy3+pz769WeB45adIDc8Dja9AOexkxG5F8+++XgmFf7q7hux3WYa85hpjGDXtYzweWeG81/hcYmwAkYNf2sjzZlrs4/Cjz/reW/OAXjaDKPI9M/SdUSpStlcHFzHlY6HyJVM8cbVD2b4B7y11cDl58yH3KQTZX0XwF8/Zuv/hs8esmY0r7h+BvGPgYguutV4kp1/9BNP4QHn30Q73nheybqjzcNn8GLs0dS2R2lrONaicl9rnN84+I38JLrXjJV90limExkA4akGjha7i47n45xNxDUlzPfrgCmRsqJCFTuXAZ2H7c/m+vovegUuMfRfGveSdWmBo5YiBdUG8pow2MZOzUZRw7ctDfTIIegVI3WsuhcgZljNxs4vXEKg3yA44vHcX7zPNYGa8jybLRULWBCmGvsPI7SHLqxAqSYnnHEhwFJ1azHUSvBRjRvXrfjOlNNr7+OhfYCNgebSFSCdjI8qaM0Y4tQprnRQlNrKJuYOb50HB99w0dx086bJjly9q9nxgGRVM0aP/fz/uQsM57pV3w0Dxw1EoVWI8FGOoVULc4ylzz/Wut6UjXO5OCMozxzcylnhu6dq2D6lg/g/qVrTFK1wRgSi0lGqWIc1a+qBvgNG+TXmgI46IGXTEsY94bJWKUSV9WRJLp1K3rRvzoqAiAltQPCcvYUr8w2G0ae3pSTquXBOwHWSxRTmyRF+BxzkLbWGFCVwJeEwToXX5eB8HX6956J/vyISdXY+TFj+M9qn3vbM2B9vli8KOpxxNZ7zoJ3ieIR13fP7J4xqyJfe22bcXQVWmfAgaNxPI4iRG/QHaOqGpU+Hd79am91ooySslNfweNoxuvuv3PlO+73KXMOmAAtU8ps+qukamwR4v2P23K7IDZ0Xg4cFaRkBjgi42gK5G/dfStWeis4v3neebHsnd2Llf6KN5mmCY6bYzs2ih+BFulnVp4BYCoAkV8DYAK0pfYSlFIOxBu6YST6PYobhmGtn/fRok2IzkskcOF38FVQRgNHE0nVIsaRBtBqjrcop3aBcubYzbmibJOAHds/MTrGbYFU7dJT5njnOVvIZwjp+MtAhUE+CMqEv+bwa8Y7gCgQo1Lwm6mRRf3orT+Kv3vX3+Gu/XeN+5UKLbymyh2/TBBg+0R5hg0A/vtz/x3nN89XV6Qa0YzHkWbAjr8evGV5hpX+ysQln31VNW6CWuy/k3bQTIaUICcZ5SaTpxJwxI6dpGqzjVnMN+frS9V4VTUGMHcz+v/hfDflID4Mti9prpAoOala4qJscx1y+726gxztRoIkUQ7YP7Z0zG1y1/prY5hjewCevoSGr6qWJQaYPjBfxcwcffxmFM9KySJzbH7+iQ1EVTW7WRdzzbkhYKefp2NWX7r3ZjSSJnCvrzr26kOvngoECxlBdkNSIlUDpjFz91XVctY/AMzYQhtUlGHdxgzzhWTT6KMfxjha6a1gkA/GLFxQbP45DhlHmfZ+cfy8TDSOY0hzqRrN1aMz5WMMUOjfMY56K0hUUt+gn4F3OWOLDPKB6IawzOMoR14fnOLgoDZrfd8B8AJSNUXDMKnaVjCO7FvNknZz7YYAyzjsHxEjSMrjiF5j82rA7BUkytm7e5R9m3HMk0c2DmBHSgopcMQBdwyclfMIiq+xcu9EGGvsHuXzEC/CUL8x8E4XxxAz4L4G2zZwdBVah4wmSkzeCi1pIoMKPY7SzlBz7HDDNrz/lf6kjCMTYgRVz+AZR41E4YkrT7hfP7F2wv3sJsg8r5aqlQXDE9CMPbAAw8wConNFgZJpdI6c/MwCKyQDevTSow44umPvHRHjyB7fXlb1zPGB7YvyG9pnVp8BYM7DZ5/6LD745Q/i6ZWnjceR3fCQz9HwrKo5NyZQoo/GZBzxjWIVcMRpr1qzylXlrZN2JpO8KGOY7IEjheaYGa/U/k0rz41ULZapmQEAAPsXzDFNChy5Mt5aA5e/a7ygGgwYKGEclXk0PXnlSXTSDt55yztxy+5bcO+xe8c8gpJ7NFpERbKoEf0eCLPk9bqvfo4vbF7A+/7H+7B3di9ef/z1U3WfJIaTmLtNm4IqOSdr/TXkOnfP1fiHT8ALu/crGEdDmTVlUrVuKDkkxheZzO9o7XBzjIg5NrwfnduQKBMM12cc2R+ZVE1Zj6PJK1QVBoAHRIqMoxnrgfPs2rMADKuGQIyV/soUjCNAI7FV1TLoxKxR+2YnL9Hujx9BoGpkcDnazUaBqUnAEZl7d9LOcEDegZsorAOZzpE02iXr6ySH71JQhe9E91NTNQPgaOJy9iqOUPw7YhzNW2nWdObYAG0W4mpS1M53jCfWtFK1wFsk2nCSvKWRNNyzvG/HJOeoeA9R5bY0k2BC+FFi2TsltGpvyAPwzrctYRxF81wuxIbgVtJcskxMSxnGkXIs/q1gHFHT8NX/5lqNAOCcrvuIEVRRlayu1GtYtWgZ8IsVShCXqtmY3Zn0+zGkqrYFwJ0omwlREiSSw+US9gYMOGKgjmN71TbfRgAwg81ENEZLCXh7XqNtW6p2FRoxjszzPWLBUQ2kCnCPZZYCeVoNHNGjrRBkd6raSm8FN++Ky72POCQYMCRlwSoFebnWeGr5SVw/fz3ObpzFybWTrpqRm8QCxlG5xxHAH+3xgaM8YYyUIYwjnn3hMhHynLhr312Ya87hoVMPoZt1cWDHAezfsR+PX37cMY7cwxKAJuGmn2dfzm2ew7HFYzi1fgq//Xe/7X5jfbDuWF8kqRkaHFtTC24GOQ4wsjnYxDzPHs4PyXxqT6vV1b8FrfWU5ti+qpoG0GqMCRyR8bXOjFQtNsam/gHM8D4nAB879r6Zy3PgytPAdS+IBwDAqd8o9b+hsuA/etuP4jdf/Ztjj++P1QeRitN2JRhBLNDIAcA+N5LBfJU59sNnHkY36+Ijb/jI1KyUJEmQQyPL/TUoq8x3pWcAm2kZR34rVT6XdtLO8O+wo9rjiNVrc3PQTGOmJoODmr+HOHjnqw1ZoHxcb7uKMfxW0ANHaG6BOXZketuzBtOAqag215zD/rn9Lgmy0lsZbY4dbxaIcZRr46GUmL+fXi7ovoZ7BnIo9AYZ2gstDPJBABwRG+jspmEcjby3PFWhwBbhxsw1jpyPEjCCeBaer1UTA0cAk3ohmKep0MbeBXOPrg/W0Upak92zsVStJJYgQ/Jpjp3Po8MYR4BJSm1gYypmE2ej0NxEjKNaUrUg3ioyjupXVEME0Pp5VDRJETGwSaqWa5kx+DPAK6jKADumJcMYRzVLtQN8RfAVcufapjKfJOMoTtTJMGqqJaGAQFU1g1h48LEE+JJgHIGtBbLgTnmRAZFjt/37f6O1QIylThGFPz9b4XEEILBZkWU1XZttm3F0Fdqm9TjKo0CjtCUJUjBzbGLRVFVVc94i1Rk23iirNG5TxGiKpGpUYSrPNZ5dfRbfc/B70FRNnFw/6f7WPaB5PsTjyHYJTiecoKoasUHAgKMSxlEIHHmpGgWl7UYbrzr4Knzp1JfwzMozOLp4FEvtJWeO3UpaUN/7XuD73hefIAAxcGQ+G2QDLLWX8OO3/7j7v+R3RIwj2uAOZRpYxDzO4I1qq/1VLMyyQHCEOTbRammz+dzqc04uQC3NU+Q6n5C54PsHzCI0PuPIVpTJrcdRKSAQLXKW0TFuI9+aHXT/xcwsez86xpFCqVSNNoCTm+uG2R0FIzeSpNRqKM+KY2OmWqi8s2M++hFojC+f/TJ2z+ye2t8I8ObYxDjKUS5VI0PxiRlHFtR84Btn7Cflc+nIzT3dn0PMsQk4oop2NAe0k/b0wE7EOCqUeVZm0zmZxLQ4hvNyI48jrTzjSMDjKHF3Zwh89QaZq7r17OqzOLp4NJD6rvZXR5tjBxlIADBz3SDN0U9zaGXmgckZLqx/hGvZIAf6WY5W0zzL/Prun9uPhmrgzLq558YtOuDDYXpns8Bb4WtRstlpJA0X2E/O2vFHb2aLIuNoz7w5RxuDjSmuBe+//BletgzAaf0rVABaMOAoysQfWTwCYEKPo4j9C8AZG2di3ishBEyfrfRXBIyx2Rgk02EbThEmAbE5mFSNV1WrPUYETIV+hgKMo4A5SAC5aXSNJaqq8UQFZxzVNjcuAFOhkkJKLhVWDdsKxpF5iQFmGdaLT1LEUjXH3qwtR6Tzkxf7rv0MBC+BH520VC1n+z5RGRmXtLKYlNjd21K16ds2cHQV2qYtbRMj21XN+ALZN05+NczjyAQwVRk23tYH65Nlte0ElQRsF+Wy/d18A5e7l3HTzpuwa3aXM/QFmKFmngI9C0DMxGPbRU5xpsL4m34yx060rarWnAv/vhAMm0Wonxc9P1575LU4u3EW37j4Ddy1/y4stZfQy3pY76+bgP/1/xx43a+VHj/fFGqm6W832vhnL/9nePBHHsT9t97vZH0E3hE7iyaz8qYAnZuXCcC1tcEaFjlIePQVFd3bCdbSaunWe8tfvgU/+Tc/Gfyqk3VNUlUtlogooDWhVK2Zp9VStega51ATgY+is1R6AAAgAElEQVTkJTRL02EMsDmpmnmrK/o/u3EW7aQ9+YbE9jXT4Ku1MOMILBBjY9bPPvreDV7H5ZTm+5xZP4Mbdt5QK9imqo46IG8Wj5vmn6k9jtwcNCXjqNk2Pm6Bx9Gy7ZuO3dw/VFLYyVVrMV1Y7yyT7b0/QqB82jHcKuOAEQ8cSTKOYiZBN80csHBi7QSOLx0H4OfRld6KA46qZbTEgDDvcm1G2bTG27kyfz+95I6vBZTpBHqDHM1m0Zy8kTSwf8d+5281UgbJkhRljCOxeaJC0krHDPiS7ZNL1coz5QCQWuf7vfPmHF3qXJr4OQ7ZuUWmAuBZiZOCy3YAD2pGG9qYvXnP4XsATAqo+nuIptGDO81z9bIbzDkXM8eOYgkyaZdpZErr+yegvHZjrLI8mifyujIs1zwwFXiOSXgccWAtOn4NuVLwjrGj4MywnVRNkHGkIyWFSEl1JovmBut8jPqSSu2L8kTPMSBwDXSU7JWUqiFiMLNEICDJOCpfCySrqoGtZe7eEQOYgdAcW8lc32u8bZ+5q9A2+xkwV67VLWuZUv7COOCoqqoazyANZxyleYpe1psoMKbtvmEc+YePsv1rmWFZUGlkXkLcBZs6A/rW46hCqqaCUGn8lhGwoGFNxGNAI5wAc5sdcYwjVsHmNUe8mfE9h+7Bs6vPAjCleysr3USLNJipbj/rY6Y5A6UUrp+/Hrftuc39GW14fuSWH0Ge53j14VdXf0kT5YXI+Rjg2nrfgoSv+kVg6ZCX0ZQ2T6vNkSCxX4gbnwMYQw5S+QXcQm8yYGOaY9uNbiPtGubGwRdV9B+aV48CUHkjb5FkbjeweTH0sAr6N51XgRZnN87iwPwBVJvbVjQntWN/lyjRChMazHhYeaBEhKlAfTpWXHiPdtJO/Q2JZTRlLBguO89TM47svelYXyzDxtvmYHM0QDK/F9i44N9HjCPaTOW5yfwS0Hhgx5SmzLY/AC5Yjb0zci3EOHJvvFRNS5ljB2E2sXTNiL2BMZhO8xQn107ivmP3AcBkUrUIwLZ8AmxaD8IMXexo7ph+Q1LCOMq0kdk1G+b7xMDdvtl9uNS5BGAcxlExSUHfpbZvCe+fA+TRhoQC+qX2Ei53L08FvvANLZ8jHrv0LQBeqnZq/RQOLxye4jsUK3rxdqV7ZXoTaM66i+KtWMLxnhe+Bzcs3YDXHXvdRP2bb+Hn0YO75vCV//MeXB48g//rWRlQIVFF8HEz3ZzS96lkDM0BbHsPbYHHkWeXEUAuIFWLNv1JwDiSMMdmG9ponk4SATZK4Tn21gDtZoK1umt+zLJX0XMgAoxwE/0iAJzrfGT1yeHds3s0SuhLSe0c+BgxsKn/uj5ZHrjz55/2XLVBNXeNWT/OT08AOKJnQPF4MRGU2iG4xiybKZ6QvRbbNuPoKrQOMY4qMmBxS5XyHkcDkqpVBOWKeYuUUDp5m8ZskpbPoAoHFBqWcbSeGV+X44vHsXNmZwgcaSZV660DSbMEAPPnYzqpmi3xnmeecRR0X5YdKUrVAFMe+QPf+wG87ea34e7r7nbgzpmNM0OkZMVgnoKAft4PFjdeGvnQwiF7eAo/dvuP4eji0SHf0gdKsX/MsLbWXzPB8Rs/ALzqnwzpngVKWuPGffP4X79xX+mvjs7qV/QPv9RplMuMylpqA6jmoFctVYsCmTiDNKo5FgmZGB99ZWn/DRaIlYEWZzfOTlnK2/RFHh9mO5vI6r0Vy5Qb5AiApHwgYdkpjYwtLZ1slHfLOM3cPaPMsWn+Ie+wsXtPCDii/lF6D3XSDuYqK1zatnAA2DjP/sizj9xZ4oyjWbP5ruUvwqVqZZlsa45dl3HkNmx2uEEGKGXm+dpsArYp9/cSsTc1mo0EZ9bPINVpgXG02l9FN+tCQQ05Dr7hNL3nUFjvmXOToTO9TC1qdP7TXKGfZmg0ys3J9+3YhwsdAzKOZLMpemEAuSRzMForwYCdmHH0Cy/+BQAYsW6VDsJMb/1oH/zyB/FnJ9+L49eluO2m7+KJK0/g9MbpKYAjGqWacbTcW8bO9s6pNyfBho31H3v4NJMm3nLTW6baxCmweAgK+xdnZJgccaKRfdZNuwLzNPVX9DgSA46ieAXw81wmwqANz1EgSxc0x05K5ukZO3WJ+FixtZKkahpalJ0I0LELAy8qhPcLjKPaCS9/j5ZJTgEh1pdSKFRVE+mfA/D+GZPxuis2fo1l2F6mKc2kauKgDksilIBTIuzHa7RtM46uQtvskb5iTMYRlKkSBhgwBBhijm2C7HGqqhFwNEnlnlyb/g1t13sc7d1hNiC6dQmqq3B06Sh2z+x2lcQAlnnIUuNx1J4vZgCDDFv42Tit4HFUwThK2DJUZo5N7a03vxVvvfmtAPym5NT6KRxZOFJ+ABFooVj2hbyRqN20ywNHHEQa2Xim3J+koX+S5dkEssRwgk2SBhK70QEQ0LWnYhxF93yV1KuspdYsstVbAwYbQ6uqealaccxhbXOwaVh4x+8Bnv4icPilpf1zRlPoe2Da2c2zePmBl489ru/eAkeMcaQSwQoZsBtwF0gCShmvg1wLlC8G0GiYJ8xULdYOPAWM+Xh9GVOCROWwahbrcVT8teXuMmYaMxOPF0vVtJWGxq2TdnCoeWh4ZwvXARcZU2/dg0gKxLRIHEuEQK5658jPb87vDh7EhmUFTSQxLQyhHPORbqaBBpQyEpSJmXbFAVDFOEqzHK1EuYpqx5aOATDB93xrHiu9FTRUA7PN2erjcGwLDjErbPbNXJfqzQlLvxeP3wwTfgvDOLJStQhw3ze3D9+48A0Alvk4wfXRfkhhqRrv329IAD8XvfnGN+PNN755is7LpWok4f6xe0/hd772h8DXzO9MDBwF96jvn7cr3SuTS+D4EG6zH/Yvw/oyjaS5YGO46q5CGx6/oTUvk95/lY0BnJz1leapTP8lG0IHHEkwjgCE8VDIOEpUUm+uC5iJvlIxALStR4UEOEjro0ZoDSADulQnWWSqksEzpLUuLPa1wYuAcYTgORZL2EWy66q5dLoWMY4YqCMzB5VdYw981X/GaK0MmY+ixtVs38TVMttStfptm3G0xW2tO8CFdRO052OYVwNAqhiil5qNeiVwpEhKBowyxybgaBqpWhJJ1d5wxwF86H97MQ7uXcP189djpjGDnTM7A48jR8nMU1NVrRTE8JvyuPoAb4N8wDJwvuV28m3kuZWqRd8tOh9Eex1kJggbZvJMBtZr/bWRUhuuBXZZ8mwQAFPc+2ayyb0cOR/WNlJzrRdbYwBHscRCJY5ZBJhsPjXHOJrYHHs6RpBbSGjzPaSqGl3pacyx55pzwP1/CvzvXyyWtHaMIwYcxWaNeYYLmxdqMY6o3LjJsDVkTBRtM3c9y/QrocyXbbvn22gmwEonhY6Ao242nunv0GbnuWyUx1HvCnbN7JpaLqg0XWuU3qOjK1/BMI7Wz/n36+fAwc3c/kSbfZoLagFHV41xZENWe2/2MwAqq9kvdR/JgMCBI41mQzn5MDGOAGBne6djHA0HtKN5Ahq5VtiwUrWBrsk4YrJlWqvSXKOf5Q6In0mKwNGV7hWkeYrNdJQMsiSYJ7A8lwCAw2eG9y/Ddgkb7/+6HaYgwR8+8ofB7xAzd5qeyyQugGEcTedvhGAzUsZUEDFmti2Oh8S8V0ARhfsQgJmnZRhHKJWqDfLBFmwICWCmym0CrKZow8mTRBqSpciHVFWT9DiCN8fWWgBkJgA+AJgZ8CLis+Pv0CqpWn3zanYNouNPVCLAKosL2oRzqRTIzIEvMf+hOJEGBMCXFLs1vIcSf+9IMo4Qsitlx7g22zZwtMXtN/7qUcAtCmMyjgKpGjGOqg0/vTn28P6nkaoR48gYEXrGkVIKb3vxYZxcP+Gyv7tmdmGlt+IrylhwppVnQG+tuCEHiqCF7Z+3tf4a7v5Pd+NPv/WnhT9PbSaiobWVqg33OCIjP2LOtBrV2Ttefa6SpRXJsBSMJwFgPI7iDdVv3fNb+NgbPlY5ZuUYOpoAR2yM16yn1Ng+Dtz7Qylngg3AmbcC3hx7OqmaaXGmdlgbWG+Wxpo9hiFV1fxCr8YGpgAGBsztAg69eEj/tAkvAkcXOheQ6Ww64Mj2O9skuZR53qRLk4YSl4boAtpIEuxoNTBIdQE4GgtsGdmMxCXP7UZZoRQcWu4uO+nXJK1lyxXf/zLDcJhtN+oBR50rBvTXGlg7ByweBEDyBAC2SmWiEmcwfOe+Oyc+bt88nFC2oSJz7LoeR1Ri2DGOcgUkg3p+E34AN08TgJQ7qVqOZpLgudXnsKO5A3tnfaWqnTM7ncfR0HkpknBQooWkav28MxEbt+z4aRiap7uZTZgn5YmK/XP7oaFxuXvZS4tHHH9ZFlikRHLJhpOzRQCJuaKccUSVLQHgp+74KfzkHT+JN93wJrz2yGsn7L6aSUDtcvfyxFJWNgAAWAa2719rba6BmCmtYrYcoamuRMWtOJbQWjuvv/rNJ7oCc2zhqmqKsbK4OXb9MXj/sceRFvR38TIdB5BLVs5j0x0xjgg4kpDalRknA0JV1QpStfB4Cdyp17jBOgOOcoH71CwCpb6kUufHJ2IjxpEY6OKVGkESIc+iZ2L6/ukZo/5lq6qhwJDeZhzJtO0zt8Xtl19/K+69K8P/8ZXwAQeMoed/fvw/42fu+pngJk4BNClqIOZHJUvIbKi8c0D1hnxzYKpHTRIcEySVKAXPqrXMCK3x7OqzeNMNbwJggKNUp6aMbnvBVS5rZwMDHA1h7QTm2FGw9+knPg0A+MgjH8Gd++7Ef33qv+IfPf8f4Xm7n4ecSqXnmWUclXsckckbGeG5qmrJEMYRA45GMXdoGp2fbWCHFarHUjUA+OHn/fDQfsobC8TG8IHK8sxl5qeRqsWMI84i66XTmmMzuWAFm6OsuUl+zZiwD2cc2eAR4/cPYHSm38khTTPYY9g/gWu1PI6aCXurhEwUaQjlqdMW+BKlBUOhkZghtPbAkdiGRNHGwAerZcHLld6VqbyClA22Xnp0D3AeMHZTxbl0ZOUrwEjVAGOQPbNkAO3F24G10y4H5qRqqoFXH3o1Pv6mj+PF15WBlmN/AfMaAcw+ky3scWT772UaCplYtSS/XaAy1cQksIyjtWdxfOl4ABoutZew2l9FM2mOSIpEGyoLMJBUrZ9vYqE1DcMlHsWfn4F1c08S86zF559KtZ9eP41O2hlRDj2c58wbOj9bYY7tPxObixirjGexL3cv4+adN+MlB16Cn77zpyev1uYHQJhlLgGXe8t40f6yIgvjtmL/BNRKVhuKN5wkVZOYr82eymfh+3kfuc5rVBTknfNEFwLwUcz0FvDgIPw8JwLeMUmrRnjPaytVqzmA+1frcJ528U4d4CJiz/Iqthq6vtSoDMBmz5mUFMuxUUqUFHlesyQ8u0djCxG5uTT04eIgPyAhVaN7R2/dM2bf8kIGkj5KYRJBupIwA5a5j5Jo3Htttm3G0Ra3Y3t34PkHTTCoownqc09/Dh/++ofxzYvfDP4mU8owaADAgj1V5ti5SixDYbQUbn2wDmCy8rA5vFRNI9RjP7X8FFb7q3jBvhcA8OauZFDrNPnDSqkzMCE2a6T24HMPAjD+Ov/27/8tPv2dT+PPv/3nAIAUtKnPzbkaxTiyXZeZY8eNgy7VUrV4EfXBZD/vy5afRZH2WtY++e1P4j0PvgfAmIa7nJpt+yZGFuDLFwPTMo7Ct5MAOy6Qoqp8Qz2OJu8fGIdFEmdHVAE4OrthgK2pKmPZfmcavuqcSmSBndASGPKZF6XQUPBVz+A3OzIbEsp2Uf8osL6AGjKUmJpd4keX5Rl6WW8MxpEFD1fPeMkaMY7YZirP/Sbk7gN31/dsMEfuykib72HPmwjjCIUM3iADdJIOZW5O1HQITFEmfpBpNJMEJ1ZPFAyZl2aWsNJbwWp/dfh8V2DUmGu8bqVqvXyzHuOIy4CiDaFKKsyxLUDy9MrTAMabr8s2bKIeR8Ebn2VuqubkEtCS3v3xKzfapc4lvOi6F+Gfv+qf1wCNECURNOK1R2s9NSvR9W9Zd5r1L8MUQfH47TtAiHHkQBEVfEaJIlHGkbsGwubYAItXQi80sefAMYF0tNbXBCwAfw2gXExNV1quolcIALuKthJStTjmjRKBZNRfd65QigMj0Vos8h0YABxJ1aTkjmX7Ggcy17yPYtCF+pZkHFHT7GcRc+wKFYKojIyzTznjSAuAs9d42waOrkJT0SJN7Vu2/Oz5zfPB72cAmkTvGVFVzaxvk5ljT1IaO7f9hx5H5rZ56PRDAIBXHzKl5In+vdJbMYdupWrtLB1ZESumZg+yAe76+F349//r3+ObF7+JF+57IQb5AI9ceAQA8MzKM+b4El5VrZpx5LIvdkM4DnDUSBoug12ZyY43I9qfnzKp2nTNLnKMmj0MGPn6ha8DAF539HVjshh8/5TdqWQcWUBprjGJ9KgkQzWpxxHdG4sljB4XiLH+K56DB777AD7/7OcBGDnfz33+5/D45ceHg6m2/yaj1cZB0Ym1EwCmMHNlxzrLGUdKvsJEwjL9iunJpeQDiTKeMTwQIwlKfcaRDYxyD16XMo66V6aUofANGwrBJOBB05HA0d6bzevlpwBiyi14QDG3gbZckEdNATpHmcdRrkfPd2P1TxtCuz6lUFAQ8jgqmedIqpZmOZqJWStjVh9J1VZ6KwFLtLx/vmk2xrcrm+bc9GpX/1Pu1anh3CaunPG1f86UP39q+Sn3Xaq7r84Cy0rVGCPINhlpiGm+jLcZM9c5rnSvBPLDWs1tFmgQ39YH60h1Wl+qhiSIt0TkJ6x/Dj5uBeMIOvRQonlaxOOIM4KicyRj7M1jxnCekBmDgwohs1XG48iPQ5eYH7+CEkkiKNc33PqpIedx5Df9KlgrpTxwAoA/eo5rm0DT8api/yJStege4mOKmIdbKRxQIlXbCsYREIBTYubYwUeJi+/qS+God+2Yg/TZtlStftsGjq5C80yFEDkn4Ih7yABGqtZwwNFwxhHldXx2pxo42kytVK05iVSNGEdFf51HLz6KwwuHXSBPWbyYcdROB0MYR6Yl4KXmFZ5cfhIA8LFvfAy5zvFLd/+S+92bd97sMrSZ/ayZ57aqWnyeKIhhlEWlKquqxY3+/2jGkc9Q8UBPyjS2wDgacp1X+6t4/p7n4/fu/b3xgqigfwscMY+jZSpTD2aOPRHjyIJ7blM+fnOTPFWOWChh9LBAFQg3VLxd7FzEr/6PX8Uvf+GXsd5fx+ee/hweOmXAz+El1u1mwT66BngJF+fvXPkODs4fnAiUjY9/tuXnBgUla6LIToeGAhJfllQq0GgoIM+NwxEFwmIbEpKqMcZRwfcgT7HaX52OTaC8vxRAz3HYP0l9R36X3TcASRO4+ARwxcxT2HMjAM44SkTL2pqDV16OGJepxuhiAOP2r5Ryu5JcJ9AqlfE4sv0bWXFUVS3XUI0eulnXgS3UyBx7ubc8AngJXpBrjaSR4MqmOTeDvF+/6hx9DScjsKNVeByRVO2plafcdxn5BWzjjJ3a0g3Wv98s+A2hjHwDwT1K7NbNwSZSnU4lMS0ZALTClElcaC2bmnFkeg6SLIA84wiqyC4W9ThSHJhKPMAvUvUMnhGk4c+RFOMoYBKY5hlHQlI17ZmbIXCkxaRqPKZ+/R0H8B//8ctlNv5sHqLxdAzsCDzLKgjkWP9CUi83D7F7KBhDoOqZ9ypjUjUtUDVMIbiHzGfe6wuoK/stPz8yoJfpH4gL2vgxxMyxoz2BaLKU72vYNRCNe6/Rtg0cXYXmvFdY2cRe1nNZxnMbHjjSWiNVtkoYwDyOKqRqMJsdRRPUEECBGEeT0PHJHDthGQuaAMlvghoFfiRtIlZPK+sC3ZURjCPXOwCFxy8/7n7l8MJhvPz6l+NNN7wJb77xzfihm38I5zvnsTHYQEYTkLaMozjwoTgsQucdqDViw0MT2CjGUWBUZ9kEaZ4KSdUSzyQYw+Po9PppHFk8MskACDL9KnFeRoDxn6BGgNtEG9BC9kINPX7eXEAOGO+YUklMnGEr7/8LJ77gfn7w2QeD90Oz3fbAG+wujaVqT1x5ArfsvmXINxnWLHAUSNUaglnsMPdFQYBspSQDHGltRqENs9yGhM+hftPJGzEdp2ITFJiDeeEeou8yUnbXaAG7bzTA0aUngUYb2HXcHTHNoVvCOArYp/46pHkfzaQpUummICVTqSjjyBwyAVMWhM9y5MpUdySwhdrOmZ0Y5AOc3zw/GfCiNZpJA51BBkAjFQL6eaBKUsEkMXdsLOmbacxgsb2I7y5/F4Cv5FnecXUWWLLSDTUuQalfxcgNgsAQVSnZMvMFUCH8ThSbTM04KiRxQhaBmFxQM4lLxDiSkKrF5tiijCMWTwT+K8Lm2AkSBpQrKCUFToXzKJf1aQg8B1zSaq/B9996Hb7/tuuE/GOitQzA0T3z+P7b9uO33nanAOgSJeqAIvAicI4cwF+SxJGUqvFkLyDlE1RciwtzRU3GVJU5tpgnJsDWGpak0BI+X2HLlXIxESDk6xnPQwCgthlHEm0bOLoKrUz+8MTlJ9ymmEvVXAluu6lzjKOKBV1rMzUplG+mACPJyfIMa/01tJP2RH4UZkrywBHRXrXWeG71ORxbPOZ+N5aqeeAoNdKGoR5HoVTt21e+DcAAO+996XuhlMLvft/v4l+99l85H5mLnYvI7N+PYhy5ilh2ERqX9v09B7/HfG/nDF5+/IE3CgemJCUcnJVV0bTWOLN+BofmJzB5DYJJ81Mn81VuiEEGYEovhOoNz6gWMI7m95f/UplUrQRAPbtxFgoKi+1FPHzmYXz13FdxbPEYfvDGH8RP3/nTQw7fMqZsl1qFwFE/6+OZlWdwy64pgSNiHDkDSwBKykTRDRKefySyVduUsueHKnqFwFF9xpF5yXP7nCkUrvGZjTMApvSZKswTbFDbJvou+28Dzj0KXHwS2HOTYSDBP8lUenYrGEecmk3AUS/r1WMbsf45gJ0jgYYUQO435QEwBSDNNNLEzEP7d4TzAJVyByaVemk03HOcI0dekznFN4R2DPvatlrbsvO0f24/Tm+cBjCKccRHKWaBpQLhcJ5gWWahDG0AYMMH8jI+WdGGLZojSHY9lQ+a6x/2GfDgshwI7+ehKsaRlDk2f0fruphULTDHpsqIA1HGERSYx9EWAKjKxr8N35+GXEUpV7AF8PdRLucfQ00DaDWb+I//+BW45cA8NGpWhoskrXGVXKm5Qmk+i4bfqTZAUlhrfP8ibKYSVhwH4YH6FgF+nvbAWp5LyMh871VJCmmpGq1lokUG2DXmstxt4Kh+2z5zV6E5ZJ4xgkimdnjhcCBVcwFIzj2OFFAhDaItGq+IxVuWZ3jtJ1+L7z38vVhqL2HP3J6Jjj3XXqpG4zUAXOpewvpgPWAcLbWXoKCK5tj0zJaWUjeNZ1+gTB9HFo7ggXc8gNhPhvxoOmkHmU2rJHkK9DeAdsSmin0b7DUY16Dufa98H9qNNu47dl/FgRezO+TRBAhnUfmWpGLRXOmtoJt1J6/uxTeEjHF0cP5g4HE0nTm2B6aAailZWXOTPACc+2bFb5Vs+kvOz7nNc9g/tx937rsTDzz9AADgvS99L+47XnFto/4bBBwB4MbMj19+HKlOnUn8xM0BRx6cbTaastkX5asZ5Rb4kq6qRsBarrXJIIEBjUKMo4yAI6BwDxGD86ZdN03RfRTIlJhjTwQcHfse4PHPAuvngZu+34OP8CWqZeRFvLFNsw6lXiLAUcA4IlNXBWnGUWIZlgCXquVILeMolqodWvAg+XC5E23Y/HrcsCw/VJhXT3b4fJ4Lga9moxo42je3D99dGYNxFAXb/LNMZ2irmtfAHX/xGRMzHWbzkHnPkjgSbJQKRhA1xzgaEouMbqyQBAPuAIEND2ejULIqGkOkVDvCeKsz2BrGEd+Ui5pjBxxa85xpjfoVw1z3BMBzcNkwjqSZfTmABsXXWk5yGno+miZqvs37jxhHEl5ffp5G8ZzV9tnx92i81ssoBfzxxsxBlxCseQ3CWAWubzHQBXA3T+CnlwskvMqSvVDIRGR8bhD4eMhfA7fH3jbHnrptM46uQgty/faBeGb1Gcw153Dr7luxNlhzv+sCkJwxjlpzlRttkpKZ9Egxw/atS99Cmqf4wokv4FuXvoU9s5MBR8+7bhGJ0njJUfZ3KnEsqYMLB93HjaSBxfai8xGgkvdtemjLGEduAkkKqHAzKa/iQsFNJ+142mfaBXRWBI6iwFErcw3GpZYvtZfwm6/+zUKWO+7fbZptltN9d7ENFYGD9FH5o7tmq49N5hfhJ1iiBRNAdMPSDTi1fsr95uZgE62kNeHCSsdv3k1VVW3/84E3/suK7kNgisyH43Zu4xwOzB/AD970g+6zVxx8xRiHb4Ej6h/evO/RS4/iv3z7vwAA7tp31+i+hrSZhge+9i7MCFYyAsJABuASEcmqatDKse4AJu+aoJJjVf+AZxyZz8Jr/NTKU2glrULVrUn6D4Ox8LyTR9xYm6sbvte89teBG18b9E/3p2QlLNO5BVwU2IbKnCNRxhG7l3IoaAgBR0pZpRqX2lm2QqYx0IbJGlfd4uzKoebYJdeYgCOlJBiifNMfSgWbzWqQ9oalGwAYUIlX8qw+fg6QE6Aq5EEElHqXyN2rxeqOLsEkxjgCk12Hz7DzOJqWcRQwCUKJCCDhm+Gvccw4EpeqsRLVW2KOHTGOpD2OuH+MA5hF5HA8HgqTRCLAUVmii4FrkuAjEMZDFPdKmG+7Tb/iowl5KDnQsVyqVhu8KNyj/vjFwBcHWrhBAQjJWtn5iSWzMutAuK/hY8hI7MvWsmRLGEfxfbLNOKrftoGjq9ACc2z7oKz0VrB7ZjfmW/POdBVgaDQBR2WVwljj5thl1Qf+7uzfuWyDjbMAACAASURBVJ+fXH5yYuBofqaJ2WaC3fMmoM4t8kxMgnhDuGtmV6GqWotCoNIsnwcVOCo8LMggI+POoOMnmu66+Z+xf5PL9JtGm1qSiYiVlYwYR06mJ8w4iiutxG11YLLylZ5MI/qn93R9b99zO05vnHbfZ6W/Mrk/RHSOzJvwvGut8aGvfQj/4v/9F8Hn7nn4+b8FXvVPqgZg/1ZLNs9tnsOBHQfwA8d/AO++89342Bs+NnyjFvXfoFUUyh3/r//PX8dfPfVXgUn8dE05RhMU0GzISpnC7b4JhmWrtsFL1eA3/M5MvTZoQVRs8zZmEzy7+iw+9e1P4cadN04ZENA9Sqys4qZzos3V9S8CrrdA4gveUZiHKEjaCqlaWG3IfAdRxlEQ1Cs5c+yS/jNNAbFGinUkKimAQxzUj/2Piv37ZtgE9l5R5lmof44A7qmg3dxhPY5K1gNiKu6e2T3W/VCW6ZfxRjG9x8AOILvp9/2byEU+kOcbtvCar/ZX0VCNiXwew+YTXTxRJ+1xBJQwFYSlarwYyZaYYyvlipEAkowjxiSIAGaRMXg8pCPGkWgp8nDTDEhvyotjSsmkTP9sjosYOxLgnZ8ndOH/ipwnukejfZPkPUSsNfNZKGut69EUnJ8tYIYC8NWo2WeSCa94raFzI8k4gvLemFBKrpDBNdy2gaOr0AJzbPtAUAWYHc0dbtEGWADiPI46wBAzVm9eXUTOAQ8W0YM+KXAUo7ZkPFwlQdk1s6tYVY0e2vkwU+z6R3GRGwocMcaRq1BgmTYjpWr2MxEtOTvy0OMIW+NxpCw9HigAL9TW+wZAGw8QKfZPckdiHN2y+xbkOnfl5ld6K5NXv6GKVSUZNmrfvPhN/PE//DE+9cSnHOAI+CBkKOsmyoAhCmSond88jwPzB6CUwi+/9JfxqkOvGvP4owwbfBZyubeMe4/ei4+/6ePj9TVkjGBDZVlxYlImBSQMTFBKWKqmjFSN58AA/xzIgBaecRSXAP6Nh34DSin82it+bcru6RpTiq2mVC1JgJ/9AvDex4GF/eD3O0lcxBlH9jnmwerWeRx5bxGNwZZ7HA2yHBk6WGgtFOYCPo/ffd3dw/sHgoC7SYyjRGC+ZsF2Hp3/YcDRbXtuA4AxzPWDMDvMNIvfSyX9izGa7PHbJNRWmWPHpreAAY4W24s1WZx2M2IGBCAI6gRSNfchAIgys/wTZt7JzdO+dwXlDNazPDPPm3RVtZhxJGZsTAAwkDCPo1yEcWRaUFFKclNemOfg1jIRmVQsY+KfQY5xFCR7o+dVxhwbDhwUP/44pgaKIHPNMZIoWQ3IMkOB6FLzMaQq/9m3xIrbKo8jDt6leQoFJW7wfS21bcjtKrSAcWR/XukZ5saO1o6AcUSIa4tL1YZkgXwIqYxRYPQwnFw7iefteh4udy9PxTjiQYAfz5drj02Sd83uwoXNCwC8OXabIpS9ZYGxp1lwxtQwyjFt3DbTTZ9B6RJwFINs5YuoWJWYiE1DtFoCP2TKVKM4AZYwagAvVZsIOFLKBwGWkdVLzUbzpp3GL+axy4/h5l03jy55XfkFPLhWVvXsscuPuZ8vdS859s54ngU+0DP9o9D/en8d64P1WsbJDeWfAZK4bAw2cHTxKA7MT9NvOIZbRO17uUpGpj9qFOi5zIsQUyFhz2/ODFEBgU1hJFXjgUw37eJr57+Gn3vRz+Fl179s2gHsv4weHz1jNE+PrKpGrdEElg4Gx58gnIO2mnHkgKO0N5kvWfkAcGuB8v1rZLLGxkoBDJgCgDTXSLFZOa995m2fwXxrfkRAa68BPcfaP8ftlhlPpKoa25XT+c9g2INlx3fHnjvwKy/7FbzlpreM0TFby5T/TAxkVsXqi65/Makam6cBWT/AgI1C731b7a8OlzOO7D7ajBCbRqyQAQOO3GbHvIh4QQVsF7+hpWsgCuyA4gr5tcZHviFwJGPca3om6X4SMI602KaZrqvxA9wC4Mu+4xWxRKRqNI+6/hHEW1JzRZjsLXq31jIpLzzH4fGLVM4LvNYADsID9aVq7voyawDJdcB2bl6ie0iaFUdztbs/axvQU+8R6wvDSQnbbby2DbldhVbmcbTcW3bAUTfrugem6HE0XKpG5tU++xIGSifWTuDo4lHnvzLxAx8xjmgSdxKUaDNSxjhqUeqsUfKw0oZKqUDLPDbjiCqy9IxEC+1IolXIvpgJMNVSVWLiRdR8B/I4Eg2GedZlhMfR9Iwj0/cgNyyCW3ffiuNLx/G7X/ldfObJzzjAc7LDp3NkN2yqePwcOLrYueh+HqsSSwzelfRPnlxTAUfsHuX9D/IBOmkH8wVfrSmaUgVWnGQlIyDcECqVyEpELOMIOgSA5XyU7Lnn58h+9tzacwDgQM7pug9tGmubYxf6ZxtCpRxwJM84QpDlFJWq8bWAZfpzMY8jevHAVA5zLYxUrVMpwb15182jpaIFWbFG07IJZixwJCJVA5fQmDbIB5WbEaUUfuoFP1XwbirrmfrnfQNb6UEk708TRCi2uiAgD1qUVVVb669NuDYWBkC4GQk35GKMI44+MlBBQclUrAJjNG1JvIIgnpBmt8YyoIBxJFIRi45fBVK1HBL+N1E8BLjnTGRNiNkcrH9JY+Bw0++bVNUt339xX1NfmuvBuxhglpnriuCmbAXGLZaqxUkWQHaMmOENHxMBkoyjcD0mtck2cFSvbQNHV6G5QK9Cqgb4TYlDozMTTDlz7IpmqqqF/jTUNgYbuNy9jCOLR/D2W94OIKxAM+7Rc8YRLUK9zFTdihlHO2d2OuDI+fy84j3A/f9pxCgqqJ4wKXDU7FjgqMAGiBZRu+kXy6DGwJSlvbosqkQmvoRJEAfE1Ag4WogBtFH9w/g2OCmfpaO2Gi186HUfwpGFI3j/Q+/Hk8tP1mAcmVYmqXzs0mNuU8iBo/EW8epFjtrZzbMAMCUziPqH618lCTb6GwCAxVadjYgfg+emyDxZzONIqYIPlwOphQBU8jii8QDIPQcUtGRuODeXPrdqgKNjS8dq958Ec3V4D9UzkOVMAvjrK5JZoyE8oOM3VKb/ftYXAHfKMv1GqibjcQQnQQHrf5CZnwd6s4Y3DeA3tHYoMKma9TiSkKpR34A5/oWZJgbZQIiV5echE2xLMhUQADuaMyHEDGNRAMi3hHHkroUwcMQYOzxekdkM+pbw1YCxN6WqPYXsZUFmqGtc+i5ciIHFpJ5Z6c2fpTb9CRSggIQ9V1qQJVoWD8kkNMvircgcuy5bB0AZMxGQAu/imDpiHInERgx85B5NEteAg5uafQZPDpDzrwQ4uCyzDgQvZt8kzWpijcv3ga2oquY/kzHQv7bbNnB0FVrs7ZLlGdb6a9g1u8vJHjYGZhPqGUcWOBphjm0YR+UT4Mm1kwCAI4tH8JLrXoIH3v4A3nnLOyc9+IBx5Myxs2qPo07aQT/r+2DhTb8D3PHWqgHcv4FUbQzgaDPd9NlKa8hd6XFk31rmtLwWOOg/2YKqatzID4WFlNr6wHgczTcn3GDpMNDjwNrNu27GH/3AH7ls/OQeR3GmPzz+QT7Ad658B685/BoAwIXOBff/Uj0GcFR6jcMNw7mNcwDqMY6arM8kabhzPRFIN2SM4PxACRre2jmIeYuoRMludhRJ1QCttAvk5TYkFrjOScIEd12eXX0WAHB88Xjt/hX7DmWMo1bSmu58kc8XPPguzjiyEq9EJY6ZRZn4btYtgPzT9R96EGVI5BhHQaBnr7NWSO01H+hqqdp43TPkF1Z2YhlHOex8XQsAi8BB+7reS2VKPEfHz5kEkvdSWMTAbxbkNv2m0Twn7nEEAnaKz3BtqZobRhXiFUBOqgaEhq40hhQwpVRoji2f6DLXgO5RaXZrLAMSrapGa6VSQQVV8//kpGpXi3EE5T+TYRxF8RZL4tAYEuBXaP/AnwvLSqnr02TvoTxKEkmZe3vJbPgci7BqlIpUDr5vyZiirKCNzN6pJGaH2hqPIxVeg22pWv22DRxdhRabY6/116ChjVTNMo6o1LOj9AaMo2pPDQpdzIYkpHQScETlqY8uHZ1isg0zeGTc68yxY48jK2Na7i2jn/fRTtoYx9jYL3KeGl91rM2kiVbSChlHA3M8BakasUWiz8TMPikIcBs1cw2cObaIx1FSqZeO21p/DQuthSm+G8/gFUGLHa0dePn1LwcwTdBBmf5yRtB3l7+Lft7HPYfvARAyjsZjhoX3UJmH0rlNAxxdt+O6CY/d98wZR4lSDjgSYxzxfSGBd0KZnUQlwSKtVcM/O1LVmFhWKt5Q1d80l1RVs59d7FzEjuaOegCeA3bsPVoi+90YbEzPeFF+HuKML1mDxpJg1TY5xhECqZqGQi5tjs03CVCOcdTPN2uCtDQPmXdae8aR1gLmwFyOaM/Pu155Az7w9jvF2SJAlGkeB2Afc4yASUBZZrH1EoiZCmJzBDX76JYlEGSkauwsRRtySdPY2M9QhLUWJXGo/0E+gIIS9SDi85Bs5Twfk5ZK1cQYO9YcmwFHkv4u1LjJukzRlvJkJiB0n5YlAtl3EvEIgp8n6B3vH5AAF3it2bB/KcaRk2uy/omRVc+gP/aiEzSutv37f/1cqrUWNceOfbLkGUcEYPu5VNYC4tps28DRVWixOTb3oYmBI8egIcbRoDvUHJuqqhmPIwRr0sl1yzhaOFLn4FmW2S9yxDiKA21ioyz3lscMdPzEzTMLaZ6ipar/dq45h86g41lN9D9ic+yKLK2k2af/10+A8maTeZDpH+ZxNPHmirNRbN9lk+vP3vWzAIDDC4cn7x8c2EFw/F848QUAwIuvezGW2ku43Lns/t9Y2YGyDF4UnJ3bPIc9s3um2zzb/skcO4cCksRVsJP2OHJySsFKSUmigiociVJi1T0AuONvkBcaSdWkzbFtRopf427WnVI+VuzfXQP2GbV6bIUicCTPOEIJ8GINxIUZR37DlgPQ4owjz2hSSDNzzfv5ZqXH0Xjdx/OERssyjjpWei1ijs3Oz7teeRw/8crj43m1jew4Ar7YG1HpdcAM9f1LsR9DN7EtlDFFiTTArI+1zbEBz/5l5weQNMfmUjUGDoowIUJwk6RkraRVczNLQ0QAMPexkipIQpXz3HztN85S5tgkF5xrN/FDLzyI//sXXi0jkYoZ0grhNRaszAcUgSlAxhy7qtiJlNTLS1pD5qCUuXTIsg+PX+o5A0JGECDnEeSAO7bxk2FLoXiP2leKv+TATbsWK/ORKOPI9AxefXGbcSTTts/eVWiBHaRSzh+o3Wg7qRpV7HEBSJ6azXx/o6RSmG8UIvlAyT/QJ9ZOYKm9NIUnTXj0IeMIIMZRK2kVFghiHK30VjDIx/C+oGBeqWACHBUAzDXn0Ek7/nzRxFDYxJcH22IBRrTh5P0Dcv4xXo8djhu36TKqUQavArS4+8DdePBHHsT+uf0Tdh+fI7tKwHgb/fE//DHuPXovji8dx2J70TF5AIwp8Yg2hBZ44e3cxrkpK6r5/hvsHkpUQ55xhPD8SJr4KZUE/askwUALVOnxIwDQSJItNsfO2Xt7X3XTbkEyO23/YQYsvP9XezWAI3Y/5kq5OULeHDv0/viX73ghFg7ehl/4n78j53Gk/KZTK7lqZKEvhJeqZbkGoNHLN8TYIoAJ6I/sMevFjftncRZ1zbHDtYa/kWEc2S5LMv1yfmgR85E2JILFJPyGWblAHhCUqnF2LrsWvayHXtbD0oyAVA2UbPEbNkDO44inQIJNoaBUjbOXB7mcB1cB/GLXeGvAQVozc5lKpAyAJ8bR77/rbgBA/mguxhz0nox+LZOptEnxFmz/AJfCAUKV+bxxTAiMCLGyXJXcSEomAhwNAXbknjMes0fnR8jg3owCD2ALrgN8DC6vBwRixjJgyu47FLv29caAjyfcZ7IJ2Wu1bTOOrkJzoIsuypiqzLGbWgNZH+itAkOAH8vi95OFCoGjI4s12Ebm4M0LD2WUCcLKMtgEHF3pXkE/64/NOHI55jGruBBw5DJZ9D9iKYmTkpm3VPpUTCbCMpAAYzQJVq/wmvui70Hc1gfrkwMZhWC7GrS4fv76KeWOPlACA3b+8sm/hFIK73/V+wEYFh4xeYDJPI6oxYwmwDCOpjPG9n1xRlPSSKYzIq8cQxW8RVItJ2VKkqhaEhJxxhECxpH3OGomzfqBAD1fgceRGaNqLpqm/3BTW/RHmRqEL5GqyWwSojEoE2+v8qtu3o+7juyUO0eOfWquQ2ZvWkljY8DLdDIoDHINqAE08nqMIzeKX4/n2k184zd/AD99j2FRSphjK12UGYl4HEXBPJ9HJUHmEDz1TAUpRlNcZlvWmJknukLGkWN61wL6/XrPN5wUh0j608SmuiLgI0MFue9HP+sLGmObATwrK5GXI4JDkCRVs5taIXNs9y8HFSTW5LKYmjGCpDflPMni7tNaaz7Fc+Ydj9sBIbmU4uCgH5P6ByTiFgMqcEYW9S8jVTPXmCxKgv4F5Y48UZfrXDYh7sZQLiYFpBLiHJgy+zJZFnYxnqC9n+xcd+21beDoKra4VHu70XaeGQVzbAAYdID+OjBbnSHTTKoWm8idXDvp/I2mb7ThCTf93bSLmWYxO0slkc9snJko0HHyBBYkjQUc5SmadJRJE2jGgX+8iGKLUOcwuyBDCaZWvYjGrRbjCJ5xJFlFp0ouCJjN+J7ZPa4U9UJrAWuDNfen40k8wnu0TGZ0fvP89IwjFQZKUACSxD2z9So9UZ+hB5GTMm2Rx1HCwU3BLHAzIWjEPseZFNPCBta2qppml7eTdkrnosm69+bVQLhpprbSW6nNOFI6BJdFtfbKnPvYkFNrjV7WE5KTsUIJWkFZxpE0W4Q2gVonSLMcqmGk0SLm2LaRAfrSbAuNhkBVNbdGqtJNv7QEJc40iwM7Kupf0DsD2CKpmgtTVOEZXu2byqtSVdXKJEBSzEqgHHyU6j9RoV+i6GbKol48XtkSc2wmQcmRAErANJn6B6BUUmAv53kuUAmzLBkr+Zz5JEWhf4m41D1TNt5S/mcaQyRhytkiHHiR+g68UjGXqok9Z1yuKQ9Mxf5AgFBFOzMA+5d+EDavZv1zxpFYMo0zmNln21K1+m0bOLoKjR6EQqn2pOUrhFmpmgOOtAY6V0wHM9WBzly7CVNVrVjl4/T66frAUYHNYTLxVZ4ZS+0lLLYWcXLt5HiGrKz/PDr+UcBRN+ta4MjexvMlEqqKYFsMmadGi5ANNEQqP1ArMIK8KfDfPPM3LvAGangcgUxvAQK+5EqF+2AVCAOZjX4oP1loL4SMo3EWQhUGSrD3KLVu2sVyb7mGVM20JsO/GipxktPa/joA2FYHpMYS9RVJElf1LFeGMSVqjk2Mo8SMogk4ktgwU/8oBhqAEOMI1f1TW+2v1pC5RPeonYPEzbHJC83tOc11znVeX84XBNu5XQu2RpJLx5/BmGOrxABH9RhH0YaKSY3oWa4nVfOjeOBOspR62LjkVxLYCbLMfD2WqvDossBwgTwgVNELcFSdOMmy2jPAkZRUjTOOZOQzcIdbJksXMcdmw8QeRzLAsusdrgy2dFU11n/u1kyFG/eb+U0KtPDwdbjpl2YE8USapIcSNQ7siEmNgII9AzUZWSu/h8qlavUrw1UAOxLsyiBmjxhHQuxNN0/rcB6SLPoTX2Ox6pGFmN18ludyydLCPWQ/E02KX6NtGzi6Cs0ZS1tQgTOOKFNOn7lJEQA2L5kOhgBHLz62GwcWZzDTbNhF2ox1bvMcUp3WM8a2R+//9cFYL+2VbkSUUjiyeAQn1k+MGSx70GIS5HymMYN+1rcBrf29MuAoGMUv0nLIPPXOKigoQeo66z+xjAK6xn/22J/hn37xn+JDf/8h95tTSdUAL4Wzi5xkKfhyNof5bG2wFjB2FluLTlIAmGpQIzdzQwIxwFdUm16qRveo718lDfEy0oVFWnCBi6VqSdLYkmC+mYRSNbFM9hC2hYjHEZMZAeE9dHr9ND7w8Aew3FuuwTjyR879AmTNsVkmngEXcqAIn+c0MiRw8hBJ01soOkvIkSDNc4CAo1qV86rvIXqWxaqqxWyRLBXd9ANFJoGkKWqhf1FGE+ufMY4kpWrGJyvccPKiJPX654wde321vMdR4R6SKjUf92+LecgxjoixY0YhYAqQZCbCx1vmQxzfa9YAUdACCDf9IowI2jSzRBqEn2PEAK1dj+19KmGOXcZ4AQSBFzuUVqHk1DGO6iQ2GXMwNtGXkxWXA9hSc6lbBxhOKF70J0j2SlY9i2J25fuXZhzFDOxtxlH9tg0cXYXmtmw2w8n13hSo9jMLHOXM42jDliUfAhy1Gg3saCfwUi9zSU+snQAAMcZRSKutZhwBwJHFIzi1dgr9vD+2ObbLgNlTNcq8ut1oO+DIBQplchXXfziJbwklEknBRE6u0g1l1vw1pkD449/6OD745Q/i7MZZAakaxEGL8uyF+Q4bg40A6Fpoh1K1bjYOKFCyCLGF+vHLjwMAbly6cdovAMBXVSOpl3Q1oCAQUIko6ytJvDm2ec+yR2KsOFjGEZOqiTEtVMlHwhXDUB4Mf/zRj+PPv/3nAFDD44h8slgQJlJ6ORgEcSae5mpAADjiUjKtDSNFycsdzaU2x59CIc20jFSNjeJGYKw1oO7GNlwrzRvB56CCdae1FvVDUyWMHSlD12CeA8AZ2NIyppgtQutlvapq9BIyIeSrqpnGwbs0lwAflXvloIsYM5QaL0W+RT5WJtmoXZLiDS8wiUMRcE1r5sno7yFJsN8p+JV/I1q1jQO09jMRJnwhnlOIgRERqZeNqXlCHBBkTTm5Y9i/SOwbyKSKjCmRqnP2xwLjSGrPAYRVZuGlatLAC601sizsKKFvP5P0A7xW2zZwdBWaR23Npp9AolbScvRgClwdU0WDMY6GBDqFLLMZ68z6GQDAwYWDdY8eQFFmVOVxBADHFo/h5NpJLHeXMdcaJePhGTD/fhTq32600ct6YRau9PfLNoTSkwefoMwiKhdIUv8IAjEAQfWxTzz2CXzy259EprPppGoRrVaeMsoCJRZorPXXgnL2C60FbAw2HLW0m3bHZhyVbfq/dPJL+JUv/goA4Pa9t095+PQM+O+jGiZL21ANIZN1hFVKLLgpJ1VTziBeA2g0GlvicdRIlIn5JDfMQGHTzEsAD5uLJhjA/muDYeX7J/8toM6m0wfz1Le4z1oZ4wjKrTdbwTgijyPJTb9ji8Dg5YMsd1K1Wn5iBeDFz0O9rId20kYtE/c4CQK4e0jSn0ZFn4nKoqGiJJHfkIjNRQ7UNP9QzCNqju1ASH+2RDyO3DAh40jMsLcMHGQgvBwbhTOOlLCUkgHY9ho7ewYJ1l0gmdVQKsHfvu9e3Pd8M09L+dMAqsBeljN+juYhZnIv5nHEJwo2DwESMi8ezyE4R3Jsfl7pNwR2AAnWFEuy8P5zqQqSFaw1oapzfhTfv7QXXbDWbKFUze3LJGOiIInAGEfbUrXabRs4uorNZdhyv4g2VRMJkxN4c2wNbBLjaNhmxQfz3BR4ubcMANg7u7feQavgxbEhhvmK3L73dqQ6xaOXHsXB+RHAVcRoGjfQnmnMGOCI/16j5Pfj7MtWbNoc48gvEnKVH3z/sTn2en8dt++5HX/yxj/B4YXD+MrZrwCYJjD29xA18fMDfw2IlgoY8Iv7liy2F5HrHJup8fwaz78mvIf4huf3vvZ7AIDDC4drBMamr2bEOEq1ZHUGVQgkJc2TE5W42CiHQpJsjcdRK2kUNjsyEp2yLKpli6S9+j5TpVlaz2gCgNt234YX7n/hlP17uSafI7aKceQl/X5tqe1hEknJAkNaUUNOn0bItEKaM8aRREUsmifYPDSWJHaCUXTwTppxFM5zkr4lJpMdAtiAsFeZk4OaeW5LGEfRWgkIMY5cIiryOMqlqqiq4LXAOBJkrfF7dLwKuBOM4a6BvcaijCMgkAGpBId2zckxaAvniMVFIizR8DkOTNYFPZTi54z6B4TMsTXAWerU5KqSlXsE0XwnZY5tP3D/S4QxxZM4zEsPGLNS8Dj9A4aRxQgDktUvAX/U9JyJnHvWs1/LlOtfnHEE5nGktquqSbRt4OgqNGeODYAzjijDSX49AMtcBYyjIcEy6b2jCfZK7wraSVvAuDfMb9JCOizQuGPPHe7nQwuHxhwlRP7HAY6cxxGxDe78kbGPX7aikc9uGlBka6qqufuISdUW24t42fUvwx1778AjFx4BMMXmKsrgkQeULCMrzlCZscrMsQEf5I/FJqlgo2R5hm9f+TbecPwN+JM3/kmNww8zeLkCVGI2PGLnSKmQFmzvITlavAIdqVZbxzg6umcHkgSYmzFzg9g5igMZtunvZB0hNg2gVHgNAAPQLrYX8Rdv/QvcvOvmOt0jgXHvIQN08apqLvDyjBcCjmQMxD3AzM2x5eaK0JMgQ4I001vicZSzN2MVchg9gBuHszkAWXNsz4oz72RLJBelZIC0+Tbf9JtzI8bcZJmueEO71l/DbGO23nWme8hlsf31BeTLVAcgfDZAsyw5NkWLM/1bwziit1vhccTZKBGbRmIuIuYjY54CQgm1iG3BP5P0UCq7h/JcgiHKU1w+5qUmx6gpKimof0DiOxTvIepfBgAO7R94/2Ky4miek2PTxPeQAqCEzj3KgSkoWd9HxmAGG01Odn3ttm3g6Cq0IEMI5YywaREl2RXgJ8UWNLB+wXQwOwbjyGWZzVjL3WXsmt1Vj3oPsEWOZ8CSoYHGkUVvyH1ofkzgSMEtEOTZMMrjiBhHreYc8L4TwEt/asjxgx2/EjUhHMo4EvQ48plyu6EdrDvpxm27b3O/XodxxI9fmnGUcBc/pUxVPJ2G5tj22Kmy2iSMI3eNbSBDz9Rd++6qKdksPgNJoyEebJf5cEkauDfsCdIwXkRusyNyjwLQGoszbcy1pO3cBwAAIABJREFUG1iaNZszeY+jcB4CUGnUP1n3lhGki5/FrLgpB3D95wAye5XlpWrmR+5xtCWMI60N4wjSUjXAmeoCyLVCmhupmoKqJ1WLgmH+WS/ryZwfwJ6VEDiSM1z1ja9lwNaVSAYkTVeLmwX5DDAHH/05W+2vysjUwOA1tuEH5CQcZeBdqlO0lMw9FF+DQT4Y7Uc59hB+jDKWvcAAAKz/DYCYTSO36S+CjzIb25BtwRnYuRawCIiLkbD+RWReLgOo2anx50iSUaOgkGsE10CUNYXiNZZMmvqYeuvuIT7Pidw/QGEecglxMXNshP0Dbt8hzTgy/XtSgrif2zXYtoGjq9BiZ3qiZlOgOpN4xlHgcbRiDK4xLMsao6p2rCu9K9g9s1vi6Nm/nlI4LNhLVOIkavt3VFc648frF+lkrIpkM40ZDPKB11NXgmvUP89yKlEz0QLwAvX/sfcusbJt13XYmLvO537fe+Tj51EmKZEwoViiHElm3IlNwJDU8ieBjcRR1BAMB3LDDbUCxEg6btgw3EjPHSMdAukksRsJEAFBYjkNQQlguWFQsUzHIRkRAiXS73/Pp6r2XiuNNedac62qc+85t8Y8AHNqwb51qh61dtX+rDXnmGOMGSBVS/UiGOPIG0t/6c0v1f/5W+dvvd5hHOuLisrXe7O82CZxsb0A0DOk7G/zb7pVx6y94GAzBWZ13DpxwMv0imfgdY4xghY8rX2Z35+faTWFsOJGs0leVzULhnuJwpIWbNKGZ459g4H7YYBFm2uqgUwZIVI1uwZAAVBnZRwd+hwMVdriccRK1tz8jnGU0MyxH62eUJKFfcAIR6rmEsLcf0YJVm8AFSKKFEBjNAEsw1vAMyvtPTWQH6VqLmH7aPPRYYy1cgA9TGPnAiwWRJt/HxuFYo5dz4ePSYUoKdah3kMmwwpjHLlrQGMc1WdgP1uEJ4XrC8oAyR/ohmIp4EzcD/oN4v664Rwx1qLBYL3OzwIINW/yzEErWjOldn5+gAusAX28xSuI7weYeXnNkJcpMBXBOBrBNUp3ygc+jsDRPYzeUwE7m+g+xtEKGXjv28Dq7OVStRFVHRhHh3/5/cHqq5gEf/fP/F184fkX8NW3v/qqA+i/bQG8TRDmGUcvXYTt+2f3/SFc8+dugSrAGrWrmkuogEYC/3jzcQ2Ef+LNn6j/6zvLaTrqNyryz1tcLSkv7+wYJkfrzLGdVC3njOvlFubYQyXegKnrWYEjikQHOHUdzqaJ3YlGqkzKnjFuu3aBzVQYR6v67BzMSgT6hNNRv9nm2GMwXGVYFFCkvXj6/Yvti8OZCtJW0CSCJUcxjrLzPUB3jriMo6RrHd8cW9y9NGdRc+w1npwcCN7dwNgBSIwjd5QdqdrCSMz3J5zU7ojYL1XjGd4O8yNIJlVZa+2aX86XhzMHPROiHg882e++Sr8HH4nm2EDwNUDb66s5NtEAHej3mtsUHG8/f2kIsw+0oEnJhkKazU9LyvcUQah+aCZVc/MDLH/Mco2n2ofUAVMU1osrUmRgZK0xpXblbQCwBuzKNRmgV5m4vOwpZgJMc+wewI5gHJXOdu2YR6na4eMIHN3j8DIvwDGO1OgZcFWTDOCjPwCefrpbdHaGYEj6FThaf0BlHPW/4dUVqq+98zX8xl/+jVeDVx3jqGwQdg5eFmScr86RcsL1cv2KYK3fpOOAEb+JErsP6HyeVZa10naxvaiB8Beff7H+z++eRPfAFCC8DQjYEwwXcM1Ydo9XzYfLGEcfbz6uks7bM476hIrNOLLvP2fBxK7SOsaRVfppVX6df3LPwDTFPAPjJs2XqpVhz7Gtm4e3mldG0ABuAkU2SWMc5TK3SZnCGEfuuGyPI/NQWjABIDIr9zKOgDllYLrGE1LS34GPel9tEoFx5KvA9bMW0LM9jgCpADMQIVWT+o7mcSS7wBSbudnATXSx09X2Ck9Onhx6gPrvPn8dXrckVyRy4B27M1+N5xYicFSvQWMSRDCO9iWEAMtvrXx/Dw4CJJnREE+U55g/v83ZMZroUjXp1gkAnI7FIhUvGruemU/TQeuRL1K4+akAcMd8jADW0Owx0J4Bpldcr5YBca/Zsw5FFfSNmWjPANW/9WGOI3B0D2OUqlnCbDfv2eps1xzbgsOnn8LLh0fO2wL4/vr915YsDV8ewG5Szqt+tQpelardgnJsevzL7eUtGUeaiGggQwdGjPYqQDjjSARX8xWWvFSGzqOTR3h+9hx/4ct/4TW/v12DEgwzqyLjJmGf7fM9sN/zYvuiMoZuyziq5tUowJRJdFiggm3Ri0yYNOFhAi/ikmV7DpjVF58wn6zIBugjLdgzjlgtmDEmPI1VRuuqVivZUn+DB2gPOECdP4EsL6qHGK4B0AFHLMYRAKSc9TnjM44mt34mTIVxtLrGU9o1KMMAbKBI1VgeRK0I0j6jJOY3sGepJveCHSkZwJRAuGdM90o2c1M3sy6hAgrj6PHpoc1CyhitAajS9DZt9xsorLUBPLXPYhhHBmC0mJfpcdSk9QN4R5QZlfeu1Tyxlfe+rmocZt+edUKve41LDwVddOYp7Bzt5gU2OHvnML87/wDRJ0t6mRRA7DoHdISBlBMyMlWG1cWk7L0GAIZ4i8848vdQW6uPXdUOG0fY7R5G66pWkHkLlOzzvYyj06fA8jHw9DMvn3xEthVAsk5Ahw9boMo7A0Y41HsMC2CuoA7w8sXbkqCL7cUrWE1jwlmuAbOzQQMu2jWgdrrpqiNAlql6APmE9rd/+bdb28m7HQBdsC1kY+Ybkn4DjvwmZL/n483HTWp2S8ZRx9jxHkckqVrreiaYJmareaAwjvwmyr8GVaomgml1wvVQ8gB2fc+UVwz3kCb9do15/jQ6P1CDVW9C//rT6xqhMSTbZLIeQ73Q2iogIV3VMtQcm+pxBPhvDgBLUo+j6RrPTj972NQ7lf722XpZ4+nBUjidEp5x5J4DFltkKERR2a2QvaAFr9DiAfI+HqIMJyXzyQJQikwHM44888HdqzSD8n3goLRrwJaqmRSOFs8Bu0kt4jyOyvsoc2zRfcZdc0a78BviIZufBSrs8zjiASOorLK9XdUov8GxygbgBWDE1oGd+Vxe5ju0Asyuc3qn6jNM91XF7jpEi1tqPOT3siCPI+kBZuvieRyvP46Mo3sYnSeBVl/8Bmqt5QG3KJ6r2fOzVwBHaAss9OGY04wlL4RkCl0g5j/jVqgqdAHgdp4N9tsu5otbMY76ClupaLO7qvlg1So7TONhG9klg+M1fi2/Gqv0uy4lXFBBD6OvxqjZ53vw+OQxVrLCi+2LOyS8A7ipb24NPL3yi/f3UIJgFVCllS5pLvcQsxLvpWqracWVqnlaMNA2aTLAbOMm2e+h81ug5H0bmObYUMYRW16kB4H5QlQAmc44QvVQSlkgUR5Hxu6DdlVbXRNZX2X4+5Rijr0XmCJ6fQ3zh3S6cc/Zji8ESXY9Mpoo0hY/qoypr/Rfzpd4csqSqvXeKNu0xSQT3f/Gf8YpVEj3akUKdjxXQQVlEtR1mtK5zRcp+oQQYCX90O8PeLYLM7GtLH4HvDBlTGORxeYHGGuFFRujpFhwktNeqkYBaR3L3gM7XPPnXXDTjsEs2FX7DXJ3zTJ7GXYP8Y4x7GX6LsLjaB+r7ChVO2wcgaN7GD1wJNgsmy6I32eOfWLA0aukaiYfkKYFpnm76Ldv/5bfkMH0JXDIuQO+gFebYwMqVXtp8tulCZ0HEZttUTo0SAuGA4ApoDCOqBU8V8muWmMq8j+0hy0H2/sbRATPzp4VxtFt2SR7qxdNxnR+QuyWhBIMi0nVmB5EQ3WHZ0hb5jP5awGO2OBgC5S8JwG9q1p3jojPwd57tHy2XtY08+0plyCsdrSbiFtwB9414MiKEhxWVvMMWLTxPMCV5Hpz7yVL9TjiGRuX4YPJcU9+zQPsnT/lRKXHj/NzvV3Qm+qiSSBoMiwfD2myEMZ8ZDOOdFRgiprww92jfcwIgCONvuEZiJKq+b1+konOwO6MjSkdwwAP3o1sF86eefM6xOyqNnYgBZw5NtvDx+7XnEnejG6vAXaAF4AhVdvTcSuAcQSY0qEMCgjvnuORDcRch/rohHgMm9/j2FrQ58W8qEUERKzVD3gcgaP7GFbp14dj3KQ7qZpJnC7fL//x2Tu3mLxfwHnSBOwJZAQLCsjD7JbUgozbLd6WBF3Ot/M4Gk1v6VKszgwyQqvbm2PTNrg6fHVn4laBb7gGNyX9z0+fF8bRrduI2ybUA0e052BguySUDY9qKNpCgI5JEOFxlACcnExcrfce1hrAN8eehmCY161nmN8FMhR2oplja5jK7W5TD4J+LwAXQPXJQjapWgzjyBhTOaNK1Z6zWqnrO19ppnRVk+6lA4ABXqv2nozC9svaNa+2hJxtcu/n5xZZgJG/mXLC1Xx1OOOoS9hawslmTY0+VgBL7gg3Y1/EiTDHLu93Y94DD6D/9q3OuTHR7l4GsM2x+3jF5mex1rDnHrJzxDpGNWceGTsHnyN7cUUQHRTWlGe3ZrTvn8hyR4tJPWOKaY7tpHxcn7XdmLfba1hAf8fwjmEcAUCy5BJHxhFjHIGjexhjhW2bth1l15tjV5nWqQb5P/0fvmLyAfl3Ep3DmRbl+7Z/ywO+1cWDZ3RYwWEAtwu0DTh69SIwsEWkvOO2ZPRsC1Tghd4dwO6jicw4spMvjTbNNIFsFTxLyqUGq8DudX5+9hwvNi/uzDiqxr06/9V8BYDXqr15c0xYTfxuQJL7dYIN3lXzcNcVjnuNXdLPBo72VcqpjCOdvwbbArsGAMlwFQByb47N9zjybJHy2XpZY5KJ1oK5/Nt7HDG7qtX5cylSXG2vIdNyuGffzjVGvU8pUrV2oDY/iP4u9fv34Cnb26LOr3uBfX+2VK1K0+l7je5lrsp8PV8jIx9uou/iCX//8GS/je0CtCJCzrnsNySpWmc9ALLP1HiOQO7aBsAA8jI92ePIFwLtPRqbhi1HNJY6AA5bp7I5doEpLsicFaeV3fkZrKzcx9Q2aKwp+Oe4B9Zo5tU17yBL1ToAWwAh+qz5+ce9hi5V6+cP8Tgy8JHNgn/A46AnT0Q+CeC/A/ATAL4L4D/OOb+/53+3APimvv39nPNfOuS4P2qjmWMDViX31U3PONosG6xkhZNf+R+Aqw+AN37sFbN7NkpJ2Kq3C5VxhPobtsxq+VjBk6myrk7l5ofbn79bdVXzVQs2MKInp1aowDY2LtfWm2PbBsfuUmJ6cqp8oCbN/kUaW2T4DVWqdtuuavsCJdzsA/W637/630gDXpjB9riJsim1q5qMCE4mMni6A1q0KjnNdNXN29bSArjTPI70rc1fGaC09rkZWUD2QLNDlHWi+buUz9bLGuerc7yW/1k3v1TqdwGOBCJENkp9jidlNAlSBi6XCwDAG+eHNnuwhM1Tg8rfFMbRkBDusOIi/GkcuMkCLmR4z2Y09aa9cUUWvw5dzpcAQJOqNYC8JSNUU1p968E1gMdQ9NcgISPlRE+mRORGlv2BE7t1CBVUqOeIJJMC2vcHSB3JgLbO7WEEcZq27Ev6FcAgS9UwPGfctcjAwfacAUzW1G7XM/Zztk+qxu7GOxYQODHpnr2MuRfcELNHKTXGe5Tt3/rQxqFX6L8A8E9yzl8B8E/0/b5xlXP+Wf3/Dwo0AobFQwSbtOkebs84ul6uS6L7qa8AX/j3bjF5S9iMjlclOlSPoxZsxzCOGvJ/F8bRq/53u94lwke2AQ1k+kWcugDqhg+U32DJCFUi4jchlhlqOQCA3QrYTZX4Z6fP8PH24xrsv7pKbIFYD7zYc3B4lbkMH2yLMGVYZcId01gyeGeB6gKpjCl2G+wWzLeEigsw2zUuaymPeWfzWxv4ckyaf4yr4CVmANYfBMip+UIAHXBEmV+D+ZQL847rcYS6DiUkBY4yLrWD5JuHAkc7SXmr9G/Tlg4w1/3MCiEsj6MOmGrzs/ab8fzwvGNs/p7RFOE5MTIJrraFfcqTqkk1dAWYvhkjI0i6mOjgmGuP7Home2R5xo6toxEeShDz9ew7YjH9V3zCyWtoMCTlDpyi3Ec3FEEAtlQt70jVaN2EnZTMXwOAdB1czOsZTTTGEfprMHo0MVlrFVymXVvsBzepe4HtlT43nkhSTTuEv4cK+JhzLt0pj1K1g8ahV+g/APAN/fsbAF6hq3qYY2yfu003M47W812DfA3m3cPBa1GNvZvQrCETtauaA13u0lUNuN0G0lqpAwC7k4tLqFQmRe2IpbtD8ziKMMfukXmOwaFNv68C9hKPI5WqvXv1LgDg7cdv32p+GxYImFSN3S1piZCqdYyjxiRggndVqqbAEb+rmiVUrULIa/M8BBoabG9SAdxp9H5vp8Cs4tn8QEl4jHEUYY7dsbKEBxy5QAzKODKpGq/Kab4TGRkTcgau5sI4Ohg4GoJ5S2pzzlgvax74KP1nNJB/3zoKMrCzhzlIrcKL7MhBIwDsMeHkMY7sGu96uzCr2F3SDyfrpjEhdH4BZj0K36DcAfy0fQDdXtNdAyYAVgtp0l1jgNeKfFynecbSehh9tecMIIJfHhxUABhgyqUGgNadcw4L2O01Ll5h7/etoU37TxTGi5vfAHhup9ahUCflHmJ3g+1Z9kEWIm6doMlZH/g4NGr9bM75+/r3HwL47A3/u0ci8jsi8n+KyIMFlywn2SybHXNsYxytl/XdvIn2sEVubyp8qwPUwwDqccQ0y9wnVbtDV7VXfo+9oEUJhtnI9iRtk5sTcX63AAIa7CViFXvPPcTt6KXGwAOAetNveHb6rABH1+9ikgmfOP/Eqw5Q5td3PmE+kROaKa09wYv+FqpUTcaEdiLLKaUzlj6ZhFx58YEYAJUbzZncVU3fRsmA6jVQYIpXxda7UxlHtHn7g6BbJ/T17sWIV8yvRYrFmWNTuyVBqhQupYwrlaqFeBwpMJJyonkc9fdoBCuuTzi5wfAeySyZcWTDf/8IXws4KRlbqjZV1ktjKjCZlTbGvTLCHHtmJ1OCDsA24Cuua1vPFmGZY+sV3gUVKMbJw37vknIeMFXGyGgC4trNc4EX75nYnouUCEUXD7wA7ftTzbHRkwZ0cAp2FvM2gJwKnN60DrGk+zfco6GMIx93HaVqB41X3mEi8r8B2Nfa67/0b3LOWcz9dnf8eM75D0TkywB+U0S+mXP+f/Yc69cA/BoAfPGLX3zll/9RGn6BGjfRs9UZ5jxjTnNp/Xwnb6LGFpn1/dVCYloAe4PtKlVjtoLH3SqcnnJ+G3Psya+DQci2X8RDTN5sE5KbjaVf8wD1xVhr/BbJaJJKrZDUhGqPx9GLbWEcvXX+1qu/h2dzwMyxi9cXBTwdnoHi7cL279mtjqScqNegehxhwqSMqYiEzQJhOriJPcCR3kO+2cDrzd/Bjp3kFOBRs8euahHm2LZOJJkwoSTNT0+f8uZHkZAld7V5xsBmiJqRZCoeR/NHAIA3zt8gHGOIiWWqRRseM9FVmYX8HKA9A9Bgm26OfQMwFVJlBnsvLjPvMI62Kns+PVC27BNYNz/N4wj71rmb/QDvPn0/f1mnyVI1B3B2MS+VcdS6zNKNn/cU0vz8LGBn6p4zpkdNXyz13SOpcr49XmLUgoh1aZU2P0AE8PZI4WojAKJ5NRBgjm2H8cVemh9jmbn9iy4mBRhM6X6vtHuUayHSYuqk/hLsvfihjlc+eTnnX7zpv4nIH4nI53LO3xeRzwH4wQ1z/IG+fltE/ncAPwdgBzjKOf9DAP8QAL72ta/dBEL9SI5JpAskve+KBaybZdM8jm479tB2uYwjPYz7a0vb4LAX+b9N5ejpSUuEbmWObUm/bkKUFtv+GDlDZGpd1ei+Ddn9FbEAtiAgRZwf4NZStTfO3kBGxvc+/t6rZWplZvdvm//Oz9Ir5jfwMUOwEn5XtdrJRcpGyr4GdjcugmqOHSYRCZFTDklnQFe10SerrkWMTj0oz0Cm08rrQfRfAy5KcHc5X5J8vjy4mQFZwRhHdOZjNcfOuFg+AAB8+vGnD58f4zokFThimWPbMIkIvatanR+1CALwgZ3yZqJXssfzz5fM9vMD4DVKcEyCHakas5uRBxVuWUy75QF25p+Z8Vwd9+BxhN7jiFdMs3WuBweN6cL2v6leYnQp3O5nXJ+mXY+gCEZT8eDugRfg0PPkv3+AVM0xggCTepVBsSCoTK/dfYAif6/xUHlb1yF2PNRxscjm2B3AnDtwlu2p99DGoVfofwLwq/r3rwL4H8f/gYh8QkTO9e9PAfj3AfzLA4/7IzdGYGQ0xwYKcLSe7yhVs03U2CJoQRKzq5qvjsQxjnqp2svm9xX0ly9iXZiNDAVeMqtCaMcojCPzOKJ3JXMVNu9xFGGOvejHXKmdl6oVRlCtou6RqgHAdz/6Lt5+dAvgaIcRVI5J81XYAR9juqp56veix2JeA6nBtjTGEfseNU6NB3WY10Df7gBHZKma3aM0mY5J7XIqzxgrSRiP4RhHdszL7eXhpsCAA8jtXp1gHkc8tkXzWsuYkHLG1fIBkCe8ef4mYf4hKXcm+qzOfCOTgJvQtmEhN7vr2cgIYley93Y4JbNbRyaEeaGxWGV+nQNABuHHe4hojq2jMiFAlr0Dbp1oEpTtwmwkgZ4tMsiM+P4xEa3sx3WICQDv2SsdI2iSqe0Rr30IH7dLA15Yv8EDwNKOB5A6w3UyJtRrzGNkdS/wXdU4ILM//+UvtmQZ8MVSdMALrRGDB6boTYsGcBNspcbDHYde/b8H4JdE5P8G8Iv6HiLyNRH5b/R/8ycA/I6I/AsA/xTA38s5PzjgCC6QGYEjC2bWy/ruUrU9tFqaKbB+X/+SBJh14eYmhHdjHJ2uTuvi9fTsJTKMPch50t8SISWrC2CKWQCBAlxEmGPb91/0nFFBBWDHW2SbthDIznl6dlaAox9c/gCfevyp2xwAwO4mR6tyuqQfKF3JJjrjaOqkXoueJeY1sJkypDCOmAboNrOrxHMNXe0e6pNyY4vwGEfo5mdX+ksfssY4opo0CgDnEWBVzsv5kuTt4hhHOQNTYRwJJmonlzK/66qWPgCWZ/RKvLFPr+fSTILF0B0ZQXGMo5YMAkSpmj0DmjSzPY56USi7CUCZuYCPjUlQWWWHSlp1tIStDJ5fXF+JN1NdusG6AwcXEH3KdHa7O/1ez2YctQ6emvQzTdy7Lrk9G4W3DjnpPoiSUOlWoO4cURNzPUfQ7w+4a8Bi7EjfSh1gdYZzMXVu8y80/1a9xlYsDZWqtWI1QMpr7B7q7CVIoJ2b3w6TrFAXwDhql5jMnn3A46Czl3N+F8Av7Pn8dwD8Z/r3bwP4mUOO8/+HIe7mHY0UvVRtvazv6EfhgnkNlCrjKMDfJQPYBuhEa5Aht0f9bRF76/ytV8zsAyXBooshG9iZKrINurFxZzZ5S1bWXee3BTvpcXhJ7Z5KuQN2xurX89NmgvvpJ7eQp9Sk3zZptOeM7AEFtPPDraIKkFMFUA3cZF6D1lUNtStcnESEaVyNnWDYfKx4SXl1yNL5wU2anbl3EpeEMLuqDems+SpEMI4SAJkmAAsm6jpaRmMcAdfpfUyJ4W+0uxdABBfbYr7t5c+HzQ+dv7yLYotklwwCTEaQzg90CQmT3Qo0r7sIdu7IOKKxyupe0Jv2LomU8AxEELtHLSE/Fb7B+pZmCGyH6I9h3S8Pf77c/L57pJS/eElhW0eNeQqwZV67ADPdT28oggAgFovajdpJ1aiyWS93bM8W5TrsFKx74Itn/tyKvTaYUrUJUj2guAB/K3QBu3sZK7ep8+teEME4auxQNnv24Q5m1HocLxkeGR6rUxbMGOPo7h5HzigQguulVFCZjKMKQCNIqubYOnetWrwUONojcTEpFl+m0/TeKSdiUqjgoJN68c2xTcYEzHqyeOdHu6rpW1+J3/f9jXEEAJ9/9vnbHEBfmhTL6P1MH64WiAkgOagrmUkp+YyjBo1MxaMp4Pv7CiEX3Czf/snpqvuM3bFqvEdp9O96D2UAQR5HY0I1NY8jOuMIGTKtIEJuAgDbCzKyMpuu04cc4Giv98fUgKNDDcRvklPeIMl97cMMx+NV+W1+v44yWXdl9n3AGrdI4avM5WhsA/SasPmualTGUQN2AKI5dneU8gf7/gGA6tcHlL1+CZB1V+BoYBwx2BDd9yf79zi5I9wxqDIvuOdY7ROAJlU7eOwoHRRAZZ6jrljqgBcWs8Z33BqlajR2ZYvZbTD9T33eFME4avGQVGAHYEnVZEeqRmccwZ0jF5MeGUeHjSNwdE9jZIvslaqlNa7n6zt6HAEWKBlosZ7XOJkYbcjRBUo2uObY+pKB0ePotvO/efYy74t9wFEM40hEijxE9ep88+1WYaNWsbsgIGMR8vmp17ivNN/kQXRn4GivzIhJj+8DseePT/HkrHzGN8fWAAxsEz/BVBPCxjiK6ao2eBwRr8F//R/9SQB9QrKSFc/XYriHeIFkX6EN8TgaAWaZkHPG1faKyjiadF6ZVoAwZUYuKVdz7HmZcZV/iFU+1N+ozT8m5RU4epnk+Q7z29iRbLLo/ZXZ19guAC9hMDmofsCXwumfXmJBb8E8MI54Buh2mCKjtPnnzAS/RvCRaI69B9zkm2M3YMeDj+y90n6ESXLnNEMghHvJrUPuPduDyIaZ6PMS/z5eKW/YUjUrFEW2sy8+eh6Y8sc4bD3y96i955tj75OqUbwlXV5mBvTU7pr1HlXGFNCBU7wiRRn2nHEZR+jyGg/OHruqHTaOwNE9jbrAYpcJ0ZljH+JxlMv76+WaY4yt39ePBAliHPVSPuAOwNGjlyQVQ7CdpHSVusv8rxx7GEfcYLh0BdjncUT1j9F71IyZ2e15J7f5v8yDyINFf+z5H7vD/OWdDySpnf/svJysyKAIUAMx9AblTGDH7sZmbSnGAAAgAElEQVRFBCLsNtiNcWTHo56jAcD2awXVx0rfmkSBR11vrLssbEq/HcPWocY+3aYt5jwHMI5QgCMkTGyJS2UcTfj+/M8w4wJPtj/Lm79rUz3hYmZJ1brDVAkBmxXnJTpAsDl2wL1q57+8mYK7O5ZzxJOqtaPAzc9bh3pgx44WJneE8H0/RsbOnpj3wAPAJChAS8q599HNjCOWx9FN7NaQIogDRmiMlOEaA07qRWxn74EdgLTeDcVYm57fNazF7DaY4IjPKyNiin1+dOW4HNZaD5CXvYCr1AD2+W7y4t6HOY7A0b0Nqb4ZrzLHvhud2gfzpQJ2PV/TjD73ehwxgaNRa/wadMLbMI78AmgyIG7XsFJ9sU2O6tsAqf435S3ZPwaAB6aqVI0sQaneFpqU3wQcna3O8MZZkaZ87unnbj1/63rWqOtMcLNWOBHQncGqqLpOVB8u4j3kzbEBYrIDuO/ft2AGWPdoA5jbMYp3RgSrjG6mOATCcV3VUg2Gkwgut5cAQGQcoSxHyCXAU3Ns9sjISCL4KP0+gAmPl58izDpUgcsbXGzIUrWBfk/vWmX3qAFHTG+LfcE8tcq827WNKd3o44nGCNosG6xkRXyOB2NmulStDM+sBIhMCH2X6FJEm33Xk5EOTA1sDmqhyGRMgnrNq7yYxD5t1wCwhioAr0gxPscAie1SZ7e8QzAyjiisKSuIO6kdwJLDDevEIFXjmXuXdwaV55xJPlMOiNLzQ5WcDuCm96MD+H563uIjhgVf5uevdQ9zHM/ePQ1fvRhpzaM59p2kal4+oO/vDj696pu7VuoCzEb3YyaE2MM4uuXDfSuPI0fvT2ypmiZUvjMcPRj2gRKI1PU6f/v+dA+ofcEwXt6V7B//pX+Mb733rVtWiIdKvH66XbavIfvcN70+A5YQ0mVYQA3EJEhOKT5ha9XBELmmvqey4m5Iym+SO77u/GOgQUuaO5+vII8jV/8Fyn16OStwFOBxdHpyCpGFxziqIP+EnAunYMlbTPkUZ6sAGZAygi7mFwAIwNGwzgHSAags0KLznQDR0NWGb4MNsiHqDjDFLrJgrzfKZtnQ2EY2bXLAFJ3d6uItMPf7HUZTgO9HPUauwEsE42j0OFoyyx7A5m9FEIDfqr1jYINp3NsXQfxvoCXmgsY4knpIMsic2znyXclorJc+XgGIHkc1Xtm9RwEma62xaahsoJ2YvVxkdqOEbn62bNnFpPae3SH0oY4jcHRPw9PlbpKqXc/Xd5eqdcE8AJleY46XfvF6FCCScfT6Fc6XB/w9U8En5XzqtDRkntVlxc3vJQpmNjl2JDtofpOq6ZzsKnBPzb6ZcQQA7zx9B+88fee15k+uevR0YshPhgohQJcOjN4cEffoSlwgCTK138mkPKgDsAHm3N6+4h56vZE741t2FxFg6KpGZRxJlzRnmXA1XwEAHp8+ps1fPI6AL336OX76/BkuhJSQu1x/QTHHXvIGglOcrAjr3LBO2GcX2wsIBI9PCOcILukv7wKkamXkIaFlPWcjU4EdbHdedxrMxwHYZayXNQk4GuOV8v6mRg+vfRRjz+oxosyxMxPY9MN1X7SYl8puhQfXyhO9TVsa6w7w8FEDXQDGmt3TUKpHDa2D555CnQMueB5HaEWWEXhhGHwbA9vNDxC7qnVFojI/rRkGxnsU/fwsRpM7P3ZeIgt1XHDKmoWgxnN0xlFKTtLKZJQ97HE8e/c0xC184yZq7KCPNx8DuKMO3xZYaYHq1XzFYVrofO1fBY7o1PvXC2T+wS/8A/zWH/zWy8EThxhZUk6XqllCNTXabsqJb5zsJCgRMiML9GpHL9oCvp86vU0ktsje6ghRqjaw1qgsgnYQ92/MPVo9ju6DccSW6OwEw8IFjuw858b66oAjlpmlmj5zu5PUg6BUaS1QclK1AMbRarXClz/9GP/qPSbrzvbK4nG0YIbgBKcU34N+nzDJ7MX2Ak9Pnx4OwvvqBBqwQEv6xZ+fts7xZEwABI6diy6h5XVVG+antQiHSzh7YGeTNjifiOxTW03vQ6oGwTaz2Ju76yg/mWqQS4gcEegA8uSSfibrrjaEccbSALHDpl8uqF2xbK8R99adIxrbIrDz3A0ALVDilsNN0HfjFSCAcaRvk51/tl+cJySw/KXcaJ14UddqgCdVs+Hn58ZEuR4mue9/NMc+bByBo3saVQs8rW70OPpo8xEAHMg4khDGkQ+Gt9T2rUMwfAdz7K9//uv4+ue/fqv5K/VYwJequWtg6P+cZ5wLE7xzTALc3Mr+0PkzgFk/5fkn2TUuZ8fYHLykv6+OWCC5Xchd1exRiJCqeV8FODllQBDguzGxKy9+HYowxx4rYJtlQ5aqJXj25pJLN6bDkwUvVWNT+u0YPcCcZcIPr34I4BVy3lvPj75IESHJhd5DuXgcpbyB5BMq46gHRgpwRPGAGtcJnd8C+iiPI3b3wu5Me4N4loeSN8cGubvjGA/pr2FL1SDYYVow22C3ayA9CE8CH21kJtPFH6OyZxvAH2GADoDvceQgr06qps8BK7FtrDJBAdeIbB0ATaom9TMau6+yT6W9B7GrWgXXei8xgCS30+qQ1GvdnmOAxw6tzTxGYI10jT3jiN1ds8y660c3ycRROog0CxSdP+XEL+g7E/1qjk21CHh442iOfU9DNNDI2K2wWUDz4fpDALibsXW3SReTt/W85plj2wLoguFQJoHwPRXKxM78mS0DEpvfmbylRA7E0BZrtkRnkLhs9TA0A7lR762fzQuXETQNCRWtRbK7hwAF7pYgjyMNBOo9SrwGJ7XyUl6jDEs9owxgA8w+oGc+Bx5gbm2keR2H+uqaGaHSzbGdQCfLhG9/+G0AwJff/DLjAChSvqnsNdOK5zFV54cyHwvjKGEL4AQnK6JvwwDsXGwv8Oz0GWH6/etclLHxjlSNtBb1Xmjsbj2jr8XEZUE4GZNnKvB8Hx246ebnsaaGa6zHoLLK4JkEZL9EAG0vs7dkj6MhXvHGzFSfKfRsFJ4vncXU0t6KxJlvA/CMIB5bpN+LAWJXNaDG1B4ABkDqBrv/Oaax7xywAzipGg2kbde4mIczGWv9/EAr9rJlxWMRh8tMHABmRLArH+Y4Akf3NEp3gP2ghQU0712/BwB4dnaXIFaDeUPmIbhernnm2Hsol9XjKEBmlFyQwfPvATwtdaHLRNomYWaQIQtgZRyRO2J1RwkA1naS/laFZCb9lVHjGUdENoqfn9rBAujAxyztHmXeQzVZyA5YC2CtWQWM2lVtpxKPeg+dTQQmwSBVs89ohqWOceQ9jujm2NlL1SZ8+4Nv4zNPPnPHPeWm6Rs4mLRIsUkbzvm3+dHWoVJk2QL5FKcTYS8YgB377MXmBcEY202prwbh0RhBO6w76eaPMa9md1Xrz09CRsqJDFpYQtiYBDTGkUsIx25MEfIHi+l44M6wjrpCHd2DCL1sme4p6SS5AF8uOMESfgUHyR5EtkDUjk9MfyDserkBLNAFHXjngR1qVzWTwikwYoMnZ9ojVaPFddK9pBFYo7HKnDk2TSbY5p+6e1S4HkQYAfIpxHfTq1mO5ticcQSO7mlYMLzV9/sYRxU4ukv1c6fSX0y2aVI1F4jZW/M4opqw1Q80yCCzXbwRnpkDc1sy+msQ0GK48zhiU78Bo+tmAbYaClCNnzEGMvobGN2SdgIxdiAJlOqIzi8IZRx5c2xmJb4yjlCkQFSJiKOWl/dOzicRPlblmDSfLCdVm1wwzE4WVjmXNSjC42gIlBIE3/nwOyS2EVATNu16BlkFSFDUPyYb42gGEkmqNgLMKE/ct97/Fr705pdo81fgcWqmvUAE46i8GmjBbJQAtGfsrl1OXz69wHsQLTSWRT+aP0155Zlj67RDwkzvqqZvw32yJKgKnzMEuRqg8xlH7a1PytlywX3+PSxz7LFVO7vjVjWhBxDFOBqBHRp4YYU01y3aBqV7ntsrveSU2gkWrhu17cnk9W6SIKnaUOw19umcZ2pM6sr6LW+idnP2ktYIduXDHEfg6J7GjkzK3bgncoJJJrx79S6AOwJHY6CnjCOaVG2nylk8jlayIj3gtok6VJhtlllmrlvdHJCUm5li1auzKjvlAOgYRxJkjg1lHGWyTGpklenrNm2poEINxNhSNUA3OfvmAebYg2dABY6YjKMKHPEDGA/9hnQC2ptQTXQfKwNQa3dEcpeVCcWcPIxx5NYJyIQPNx/i7cdvk6YfixQT1zvGSTcSMrJIkarlE5wwzLEHYCUJ8P+u38N71+/h5z7zc7T5R0aQFUJo3iiNLgKA3NFrTJpBrmTX58AAcjKzstEFu4Rws2y4UjXDLhx4x2a7AI3xwgd3mqw7xhy7gWsLgIwcwm4F2nPG9uxrwJHOT/anGf36qvk2m9kn7R0NOHIxb30PEEHmtg6NXdWWtGA6eD9ooMIoVRMIzxzbrrF+fV6jgbZOjMbVTAC774TM74BZcwIBKuOISRoYCml0duUDHUfg6J6GLVD7ZEAigvPVeWUc3Yk2v4cWzNPzl5ndYapMKkojmsFvbVsmdkl5iFQtN6YC3TQWA+Uyxhx7Gu5RHuPIZED6opsEXUrmPIgAolStHMQFYuSOYTq/9wxYMh/cbB5HAYa9XcJZJBzUhGTozGeBBluCYsGwl1gAjApq+f6rbNeX29a2HKMBOwBq+1m+d4lK1abCOOIxOfq9LGNCygocERlH3vDzX1/9IQDgp9/+adr89uLNq6lsFFvnXBtyaiBsEhR9xqieg+UAylRoezEdtBB0CSF7nRj9b9h+es2Xo3zGM0Bv3x/oq/B0hjRM+l6uMbvQ5SW5ALNLqN/LpF5jugeRi6k9s4/1G7yPlfeB4gHAjtHkgCmAFbfknecMYJlj20srsgAB3RH33KMAs2ub6D7T7h9OTDEUe10hjblO+L04sxlNO4wjYjz3wMcROLqnYcj5Tf4xZ6uzChw9P3t+x5mt+0AGRLjm2EOlP6FI1SISTkCTWjow5RIeaWwOOrItDjlntpWUqUho6nwSZI5tckpyML+3esGU2433kFaP2Iwjz7qL6qqGQapG9ThyEhFyW9i2DmkgQ0122vziwUGZsE5rrscRsks6mR5H5fuvkLFIrubY/ACmD5TobJTs/PRESle7IPDRGEeZxjjSF8cI2up14HRVs8O08w8U6TgHXOvBM5O4RPjH1CMJueuWPly1g2cmr3N7GFMAeOuEA14SmocSu9jVsVECGEe+w2Yc46iMRV/DTG8dKMJu2NKBIqw9c2CjJE38qfLlISn3rKlQOR/zHOV+HbJB+w2VPdueY7bk1BhZabiHaOxTNCkilcW8T+4ItpSseSgBQIrYC1xXtU52fTTHPmgcgaN7GtaadM77qy+PTx7jerkG8LqMI0VtM7hSNTuM+3vL2qDdzD7YpgNHo68CW6rmGEfeRI4dzNtFMANxbjcjXyEsgy9V6wMZGvg1ypjYlX6dvZp7S4BUrbsGTk5J3kSBoZMOW+JiHaUyGVyT/h4qbya6BAU51bWa2lXNmWMviGIcTT01my1pdQlbKVKseObkdX4tgmQgaVe1nE5wyvQ4clNRAVqd1yflQOmW+olHnyDMf/M6FwVgg+4L0fayuL3YMwn0HC1bIgu74l+ANL84ZhGkSskg3GuwI6GJSqbaPbRls8rcXgY4aXpisRX65yzK46hnlbFN6GVHCgeAm/jnxlIf5XwcPzdtxDAs/Zzf4IrJQP3+dMaRvrPfUOWINKlaO/9cqWNf7IU7BrupEKAs7BtIFYfN33vD8qwHHvY4Akf3NET/qUn58HB4X6MnJ3epfraHLwNY625B76rmNqE58xlHk3tPZYqUSeGlWHQ2h9N7W8I5p5nIOBLslaqRGVOA0UUV3CRL1Ua2CC+p7e8hb/7MNPiWGqsGdaKxCpsESNUc4ygBAfITC4bLO2O7ADHdF73HDmV+O88puWCSGcwr4ygPHlNMjyORCnyV92QQ3jGO7Pxw5aB6GCjjSM2xl7TC+QnP46hW+sH22NkP7Ly3fg9vnb9FmN8fpQFTfHAQFdgByIyjepS+wynX6wvNu8QYRyxzbCcRKX+QE/4RHNTPtsuW1Gl2WKeD97Lk4okIYAqIkKqV0eSamniy7tUb/GOoUiNx/jHlAwDqD0STMrVio5d6ARFdw1xXNYbPjpN1jx5HzELX5NYJgC9Vm7DLSmQzyoAmd2Q3LrLzU/LKAL87DzD7c3SUqh00jsDRPY3G5tiPqhpw9OTkyd1u6mGBXevH9K5qtTpC7GTk59d3WanxEYyjFqzGMI5EekpnmBlkCOOo3aO1qxrFuBruHvWMo4nPOKreHxHdExz1W8it5nV+XwFLAXJKD9zRmDR1fnux6g65Q8mepJ/q51Z9uJZyJQQ1UAIYgbAxjnLHOAoxx3ZrdQTjaDIIclphk/hStbJSFKlaxhbLssL5KQ/YsZEF3EYJA6hgCe0H1x9wGEcY1tEQZiUweovQJRBVFi18jyOHuPiEk9dVrV1j2+u5jJ3hHtJPqc+ZG+aDBkQAO/0zFgFgAw44osmM7CX3bBSyF9QoR+QWE6R5PupeBpA6kgH9czzIyADSeurWCb5UrY+p7aLTi9bGNNK3PIuAlpeNjTyYHkf2HNtax2YcNUaW8BslVMKArRPgg+QPdByBo3sbL6ftPjsrwNHdOqqVee3fDOBa5z8/YTOOTKZTPI74Xc9asB3ncaTBaiDjyDyOIhhBdQFEq0DyRjNENVYcDRSpbI6l24R4AGRfRfWMGirjSP/MyrQA+MHwCDAzwU1LOJ8+Pg33tbBzxKmSu/lrpRwwxguNSSATkBZHv2eaY5cvfpIL45HqZ+GP4ZmJUwzjSET9XXSdY5tj2/mvjKNlhUdMxpEDsGMYLw2g/Uf/+h/hW+9/C584J0rVcr9nUllfA7DjExJmR6/aZZZ+/ts64ZkEPEkrduaPkD/0aRtwub28m4XBjRP3ALwZ0gIx5tjA/k7CBx4AfSGtfMo1fi4xrwcfzZeO09Frdy+jXgeRjlXGl6q1a9BJ1ahdw5wUzoH+FP/QHUaTrkdBHkcGrrELRqWrWrm+1GJgvXlUSWHgFL1zYWMELexOv3uUGjEFu4c3jsDRPY2xY9W4sD4/LYbYBiDdeojNX6rA15qW8xlH5V0G2Ry7O0rz5QhhHInEdKyqlXjnCxHiQdSYBBG+FrYY8M2x9TznBY3+TWylbpu0822gsl3KQeomlwB+V7IhULJ7lCl3NPD3ydlJmMeRN3Cnsl2q3LG8tXuIxyQAMJ00xpEek5YU1kByYBxRKdM942jRZITffdGkaqswc+yEjCwTMkpXNSbjyEtEuL4KI3gq+Nv/x98GALz1iCFV250fYFfJe8YLvavaILGwKjNV1g1brZvpbUxXtTI/t3tkn3Da+8v58o4WBjcewP3bCnWUFuR7jvEylv3rT9/iOaCXqlFY0u4aFPirT/rZPlPVF5PaMEF6Y2MH7LCkcMi2VqPGeFQpVi7P1yhVo/mHdlK11qEysmELbd+X/hnr5mbLftHAO6oc1Nk/RKkEOga2s084mmMfNo5n756GLbDWReQmxtGb52++xsxtATGPI1oyNWxy9IRwTzC8zUS2Tp29MWroVeZB0w/HtmDObyepStXoreCl7/zHugaOceSNY3ng15gQBhh+jpvcEtNVzcBHS6i4wFcZoR5HdgwJADeBGgwD5Y7dJCKTQFaAJlGVTUD1dxGtEGZ6d5UyfV9hm/Wcce/RVqSgMr7KAfRfqVKjjBk5nYR4HBW2BZF9Os7vri3PQLwN43TwfaacdwlKlZYKLORcEmW3F0cwH+0ZzjkT14kR2GEnI41rBLSEk8Y40jHVWILdlc9Gk7jYMxZh0g84ADXAHNuDCmxz7HYNCjhFZa6J7HgoAUSpWuMk9ueILcVC//0BkPxD2z3kPaDYz0JdJ3Tw9v1dxlSYVM2BayknAuOuHaMVYwP8hyq4KTvHOAJHh40j4+iehj2G8w1sDgOO3nnyzh0nbgtTBpA0aKVXIOsmHdDFBX6BjWMctaScLFVzjKPqe0CvAu8xx46SSdHNsY1xlGDg1IJifxvRVc1YawDXg0jan2Fd1QDTe5NZcQPwxfc46gMkq+7QAWYLttESNlpSPq3UHNsA4PIcTzLRqrSx5tgTkFNdqzcmjwvwWkvQ5yygUUJt1S5TQWHIjCPPnuU+Z/1e2VYk4IP1B4Tp7fz0Hkf0a1C9SwCTQND9ANHvNdQiDvxqLdikDQBiMU2PY0yOCMaR3+uBwjh6fPKYN78HT6MY3ir1CmMc1YTQ+feQE8JIc+zagRSAZ7dyEnPvaVjeA0Sp2g4zrgfXOOeoMLDN/sFGyolnjo1YqZoHLWx+gACiOuZm9VVV03CKNYDbJJscTqVqNAuOnjDAl0SPADPZr+8BjyNwdE/DWjzfyDhSb6NPPv7knWcGUFHhRZ9EKmoLOI+jid7m3I8QjyNLqNDT4yO0tFlKu+2UU4DvRFsA+Ul5rr4NW3agNzCOitcX31DU/gqRqnngBRPfZG8EN5lMiHKAxtYJowX3mn6qib7Fp0bvF8FmISeEsgLyUn6DT5ppSW21la73J5VxNADMWzZwZPeoStW2ek3ojCMprKyNebplLuMILqFaaO2R3WH0NQvwxedfBAD89a/+ddrMI6jA9buzXdLJrplFkEFikajAnT+MfX+0dYIBMDvgpco3AqrYrt4PgO9xZMMSthiGtwJTQYW6JqdsSTlXTtl7HPHkxbsAdsduZfyGaeWahQCeEUTbc5zvqe+qRgMvXMzrYzyOXEqvsZ0LtsH6cI2Tu0cB3lrR/IcmcldBvwI1qRrFX8qNxoqbuPc/4GLq3hz7RFi+mw93HIGjexzFeHg/48gSiTsHB50eu/hnAMyEpGdz0LuqSfdS2BbUCqefXWKqnHUTiva/adeU6x/j7yFpBu60ZMF1rBI7BvEcuYTQqiN8qdoEkeYZULuqMT18cmOt0TtMiOuygoAW2wPrK2dwDeLrOtTYFuul9JDkeRytgLQA0rq2sbsjnijwtU1bftVr8P6gA0duHSoAc5k/inG0rVHlCR5Ru6q1YLhK1YhVeFSAWXC2OsMv/fgv4XPPPnf4/DraLqDXOUISKk6qxt6PXULIB+7aOmSVeFsnqFI1J9+IAY4ayA8AF9sLPDlleBzZ/GVYow2q1LEWuspvmOlyRDtMK6QBIBr37t5DNj9AiK0H1pfvxAvwgKNJz3vncRQtVaN0PNs3f0v0U2LJpZQ9K3a8OHPsOj+tYOfv0cIGSinR4zlfEDc5HLdhix7GFzPZTX9snUBAx+4HOo7A0T2NV3mXvNi8AHBgV7Wq142gfpeRhd3RawSmIhhHVik3NkeMx1FJ+oXvESRT0eoaZRpkqZqrZFv73Ekm3gYxdFWzewggScmk1S3KbyDPXw4C0fvG2DR8Q1Ev4WBX4msI1oGb7Htosk16WvG7PaEF23CMI5rH0TR6HE28KjZQwDvHOOKyjYBdxlGZP6arGrAB27ukjEl/x2zJQQDjyCq1CxIEQvWFMIDZvOjoxs++0o8Aj5rcJ4TUZ2Bko0R00kHby/w6wZSqeYlLjFStjCyC3/23v4vvfvRdkjk2dubfJKLBfXeMvktrlFTNexxRr0Hda8gyLNsr9d3oUUN5FqYTiN6XY1c1juwatVCXITXGo4HMXRGhfX+ABH4N7NnKWqOxK/vneGQcHW6O3V488MgG4EuhaCikUVn8ba+MYhzZMKUGm936EMcROLqnYQ/49obqy5/67J/qXm8/sV9gc5WqsRlHbTa2TMpmtSCA2B2jDhesilR6PN/7Q2VYugBypWqpvuWbY5dheuktm7redVWzc0Rm7ABOjtiqF7T7SLDjC0H97jUpHyQctE0UbpMmd0oCXEVQwU1hs+LK99QwDxlT9S6hHiM3OWVNmmlJ7YSVMY6WKMZRW/vN44i7ThTqd5I2P7sRA4DqoQQAOU8c4MjzLMSkajkEtAB0r8mJDhzZz7CQOMJLzHf1orLuBm8RvudEn7B5xhG3q1o7/9y9ZriHIPjl//mXAbwGG/0lw7PWaB3n3JwWD5VmG7HeJcl1VWOuqSPbxTyODmcc6Ys9x1IYI1yp2gkmnc97HKVE6kj2EsYRDXjJ7R7yTzQH/CrfvHVCblK1CN9NAzfZPj71LFiRgmVcPTKOyodcqSOkrnOJDZzq/F6pYXnTkXF0+DiewXsatoDc5HH0iz/+i/it/+S3XrurGqAJJ9sbZdCC8hPCIdAL8Thqm1DH5iAm5ZVxJMCsPybaHDtCqmZd1ajU9Y5xJL15dYRUTfhacqCxRcD276nD7iEJ6TZk3z/EHHtkDrLv0XoPKf1e2BIUOHPsFkzyqPdAuQZlhFS+qpdbuQobW4eCkn7zQuMboJciSK6Mo4kjVes8jkQBWra/C7quatz7R+fX1wy2LwdclVZqh1A+40gLaRLQVW0EdujMRLtHW2dBejcgAHBrtQ2KOTaABks1rzhq1z8nVeuabdAN3IMYR/UezfUZAEDcM43RZOAg6l4D8IAj6H3ZeRBlEgPSsTlGc2nec7DrYwUUAO9goNN9/1JubN+fw+wbGEf6WuNSmlStSe2oe420XaaxvsoxuMzNSutrzxfTT29YJyL244c4joyjexpm1vgyvffdQSO0pF/lA0t9H+RxFNQtyYaBClxUuAEvXqrGPUe5MnboXcmmkhBW5BwIkapVqV1mVaVs+tZVza4El3HkN7mI+VHZHICysqhyTWAX3CTfox0tOMCXY9D0Z1mRgaPyPUWDay9HpHocVVZcSRgoHVxsyISV3kSbtOFL1YyZqI+DeRDxPY70GdBPuWwFlXVnIFu/agQwjtCeM26F0+c4ZMaRzVqBqfIa0r0QjVHD9bUA/F7MbZIA9OAjAJmCpGrNOyZCqlbXURcfJcc6ZhwDaFK1EMaR3kD0rmoDk8yqNvMAACAASURBVMCuOS0p9OCj9PMDvD25tSIv77hStRWmZOxcdMAOk3Hk2bkA+RrkvhW8DU7DipY3RXZVa89xA/kBwrNQ528yspQTvQjSfENRgSOu76Yexnkc0e0fnMfRkXHEGUfg6B6Hl6DwzSCV8qefsun3PpAJMePUt8ZUoAaqygiqbaRvMCinHAY3yxFff+LmvQIUcJDetQ1q7i3AFuQNaOiqZowdgOVxNNBq2cF8OUgN9GyT40qAKlyh5tgBXdWG7w/EmNICbp2ggacGHFkwHGCOXZ+zVqWldhERqVK1zbLhV760yjx2VePJNQXey808jmhshU52Dcc4EpyfcM2rrRHAgsz3A3TBML9FeHuO7WnjS8dN1g3wOwtaQljebnSdZoOPQJPoUJmJO1I19l7T2C5Azzh6f/0+YX49ipNd06Vqwzmim2PvsOBb0s8sRE31MdPYmuWNObLs9TO2VK15HKECL7S1whW6PKOJBzK3c5T6y00EL7TRg6BeE15BtgHYQAP5eezEBhwZG4jL9rJj9Abi1L3AraIJcR5HI+Mows/toY0jcHRPo26ilhBGmEH6+YM8AwzY4bNddH4EtoeVKKma20QhrZ096ze4bk9Aq/RHVZnnTJaqua5q0KQzinFkUjWbnxmsTi7Y3i7kZM0l5Z3HEXGdqIwjd/7pXTh0GDOR3ZnPfBuglXKALVVbOt8DKuMIvVSNzjiaTgAHdG31koR4uUmbn2lA347ipGqY8OiU7XHU2KdRFUiThFKvs0gHTAFsqRp6XwsFmSMkrRnAWp/hKPDRrxNMcMSaAFgbbIC034/go/tPtHUO0vnr8D2O0LNnw2JSSwiblIzaHRF9R7LKiCCbY3vjYc786IAjL7djg2vNQHxV56c+B+gZUwAJONJkoDIHEcM4agX9/h5iFuw8Y4291xQD8faey8Duu6qx/Z9GxpHlBUep2uHjCBzd05iUCUHv6FWR7bI4hXVVc8FqJOPIkPOQrmqVchwnVSvm3mypWkkITRNv3iW8a6CH0ftny6a8DoyjrutZgMeRUVJp85eD1A3UNqAIOaWBFttM1ns7poL5WgDAo9Uj2vyAYyZOE7ermjGOnMdRlaDQkk4vVQOMms1jHE1Y5dZVLZ5xVD7me4sgpqual9AAncfROdnjyMCvmQwMdoehA4/tGGX+CMZRK7KUt2TGEYBydctqtFnKOs0ERezfEKlaOzExUrV2IADlGn/x+RcBAL/+879OmlrcXVTiOarHUQWYc7EeCPSxAspznHMmA5zlDvVsHZ459lhkKUejSuGmE4jfyyDIOZO9GfebY9OKUbWQ1oAv3jEcmwZo4CA596gFcb3kNJ8sJ1WrsQq91fxwjlCKCExWUzs/bR0NYxxFdOx+oOMIHN3TsAW2SlACpGQZWftX8D2O7CVDqxYBVWaggF9RHkdASTjpUjW3QIUk/bWjVBnbGwzWDzhAnT9LpMfRotTjOMYRgI7RxGUctfmjuqoBqObYAglhHEGcfOOElLDVYL79Bqqcz85Dbi2G6d4lyjjywXBKRA8cac/wvBDbtNuo318BZv2Y7i1i6xwbOLJ1SEyqZgGf0D2O7E5dmB5HO0UWstSxP0z1v4lqVlE76YR0VSvz09lAOzIgt9ZNLHAKFXgEvUhh4KOxQ8s99Be//BepXdU8o2mzbMgMY73GuTfHjvBkBNo5AlhJ55CUW8FR2YMyAD+HzA/0if9KVoT50e0FRUrmOs2SpWoe2OGBzA208NfAjsEC75rUSxlTmcSYGvIav1YDPIN1Y9jzG3lgKBRJi4eC7BNiuqrBecNGgGsPcxyBo3schbYbxDhSZN703rwqeXmZXDBMl+m4Yca9Ia3O0RuUs7W61RybDUzpQmr+LnTGkQ4LJteZCQxip6sagDCPo8r6imAc6V9mTh7hcWTBKjWh1fnrJg3BeiZ3JBuCYYAs5xs9jiTA48gF2z5ppjKO9M9NivM4sjXbPI7YSb/doxsFIvlJvxSpZpW4rkhd1fTVSUKXAMaR9wOkM446ySkqi4AaDA/dkiJ8LYxJsE5kg/suHgKfceSu8Tg/cy8bGd5RPllJgPWyJu4DZf6WKgd1VYNnHJH3gnoNcg+KsM23nXScnvjrXuDbtRvLm2mObexTf45oUq9uHWp7MM0EunpitvmjpGqm6GObY48Af4TH0QQpf0pA5zZn/8DrOOdHE/uat+dRqnb4OAJH9zTsAU/mr0P3OCoJ86ILVRj9HuSkeU8QEMU4MmCHLlVzCVWCVMYRT6YzAEdBEpGVvm7YHlN7uqpRNwk3f70GAYwjyS3Ypgfz3T0EzPRr4LuqBbSyd+Ad0FhlvHtUnwGlepsXGkA2oXesuAiPoypVW4I8jtKMSbf1KMZRAXYEawXII2RGAJBXUj+P7KpGb5Jgj4IwjVzr7N1e+e0Pv42UEz7//PO0+btKv3r4hDSSELTOiFSpFCAyNY+jAKla6/YkuNheAACenT47fP7xGdBCGrdZiLiENkCqNiS1S1CxFPU5E7x39R4A4O1Hb9Pmr6wy80ih7QXtHgJc4s/yaAJaEUHXagBclrdjo5T3DXhhrndj1zM7xjQduh/0OQEdOKpsF7136D5Z7ShJgR26pNgV3KtUjboW+WKsM8dm5sa5dV+03PJojn34OAJH9zTGTTSim1FC66p2+MJq0/fVkUUmZGQ+ndACmQhUeNC6WicdCiW4HAA1GRFHzaaZY9s8mnTquyiD8k1eAhlHCiosTMZRM98u1yCmq5qdnwVkUETnj01odf5cAg26sbQdpTKCJnJXNZVrpsY4onfhqObYOjRpZlbYbCZ650gAtSuced/oxxGMoyTgA0dDUp7rcz3hdEXYz7zHkWiwCq7ZZ5lfX/Qepe3Feoy2awn++R/9cwDA1z77Ndr8nQQFZMbRwCRYs9chB1oY+EsHyXVYwv9i+wIAOFIy6eMhY6Kw22x79mmMOTZ0r4noqlZefMz4vRffAwB86vGnOMeAY3M4Ng0F7B9i6pBW545x5E30Aaak0nkcTQEeR8ZoEjteGRQAb5DM0s3D9zAHbX6AK1WzdYjPptlllaWcqAWv0doA4CtBfMdxKjj7gMcROLqnYdTmOYhxVCUuEtXBooxF/6Cbb+tbY6OEJM1iMqAYZH7KuQuUaEmzeRwFM47sGvAZRyUB8cbD1OpXBaZSnZ8uVZOpehzxfb7QBzLCDsDG+QXX8zUEQr+HRrNDamdBAKIsI6+J5zEHC+MIiAqUmk9WnFQt1UCJLmmdTlFW6KxStXKuIhhHCUCuYBHZry/K42hkiyDCHBsdc/D33vs9vHX+Fr7w/Aus2du/ggpccM+R9zgiM0OHawCgMo449+mQsMmEF5sCHHEYRzZcQhUQD1X4UcpaFFMEybpOl9/C9t20a/y724/wN/7XvwGABBw5YMezURJtrRiKpXoMqizagCORKhqMYhwZmwYoiTmtq9oeRhMAIkCSG6Npcl3hiIyjnlUGnheXA6ZMase7P/tjTNJky1T2qbROxSaJBgK8Z+3+tE6/R4+jg8cROLqnYQkbv6uazV+C+co4Ysqw0Dbp2dpis823dWmd2b4cQL/JIcY/xmivxRw7yuNIk04EmWPrIr6JoHO6VucQsjl2ZSYkTFk6822qVA1aRRVwW80D5TfkpJ3tBDPVhBDw96jJN85X52TWHTrfhoiuagbsmH8MwHzOTso9KtIF87zrkBvjKESqNjCO9NLSzo9eyykV3uxaP+YbrNv5188zdy+zqa2IwGtiIP6lyim517n9hgzgYnOBN8/fJD7HZeZWiScDwMM1pq9DA2MnQ3C1XAEgexDBJCKFcfT45DEVVKi3foTnIxzjSD2aqIyjIelP7HhliEm/t1zU//T2Y65Uzb+nybDGdUJR2sRkGdtegAbsUH0lPTjoPuV13WpskVGqRinmuHXIjJ+BAI8jPTnJ3UMnckI1WK+MNRZo50f1hi3FX3YhrQLkcNYDVDVOA45MzXKUqh0+jsDRPQ6rcAIBjJ1sUrgyIqRwgAN2AgJJoHXqiWoraeBdXPeB4k8DMKVqPXBkEpQotsg6zzhZkTegjs1B7kSzw2iKkao1TTwZFAH0/LSEjS5PMLodyve/Xq75yQJcQjKtuJu0Pa8aDHsDdF6VVs2xs2McpcSTGuWEVQVn48yxw9bSChzNxSdL5+cbrOtToOf9yRk/GJ4gVVbMZwTpYaSkVXSvspr0A5fzJZ6cPKHOX6RkvccRtdCSW8qwobeC16EBSxLBu1fv4s3zN6kJg9RsuQBHz0+fkybuE84Qz0cR11WtFRHYw+IVY2BHMY7ecN/9E+efIExvhbTcyZjoMh13DQygZTOOLOYFGnBEYwQBnRQOCADXgA7YAcDrjOVk1xBBzpnu5zZVcNABR8z5YaBUAUX4RQonFxS+bLl6rTl7Ca7HUcsta9x+BI4OHkfg6J6GBUozEqmlp5+5hHlJBEulF7I9jsrbWT9mV8trm2q2DAtwbI4yIhlHSQLMsc0YWOfdgNylxBI2vdabNONUohhHg1SN6YFj5ttCpmUDDhzMSAJ+5WKaGiiCQI8jlE16s2zwaPWIPD+cb0NMVzWkVFvoJjoIP1Xw0d5TpUY5YzJmJTNJsGHJwuBxRLsGCjSaQfmVrkfsrmoQ9evT92884gJTnlHD3wt2iyzsYN4bG1/Ol3h88pg6f8c4QkxXNTtH62UbAmCbQXwG8IPLH+AzTz7DOkD914yTX2xe4OkZwd/Iz19ZaxOvU5U7hs0/SylSUIsgAPw1phfS9Hmy58BiRoDZyhsAcmWVAcRuXi5mBxpjhLrXVOCoqRCovpJAiYcy3NkHF4TsPIjaeeGwOId1Tiauyf1QEPfAEeUedcCaMbLo/j1mwYGegc0GvoBWLAXiPI5qIwC2n9sDHEfg6J6GPeApZ26F00xjdQG3TYLu2yDNHDtkfn3ly7CgCWGpoiaAa4gK7Cyw1eOIBb7UVuTlbcg5QqA5NqCMmlSp03xgZ6rAVEKAx5E+wSudn165UEZW66rG76RjwEVG6aoWwjiq5thkcM1YP66KSvc4MsYRNNATttSol6qFMI6Q4yStjnEEANcq46PLaLIGqupx9Av/zjukiS0bbxIIenthNODIijh8YKrJQS+3l3hySmYcYUhImB5HVaZTJMWbFGDMDAcRysQFjjomRHlPZRzZYfR11j8iutoBwEb/ondV0yILEMA4GrrMGkD+V3/yr3Lm19HAwSZjorBPd+SUZVCTcpNdA+37Z7Y5dhnOiYgYV1gx1ooJ7RiUNdvu0couXuG969KZ7xOPCKw1O4y+2jmieyihmYfzgM3+GN6AmxsPefbsfXRVC+iG/EDHETi6pzGhmXHSQREUSMRL1fiMI134JGh+fWtBABdcm1pCCGAJ8Y9pweTMZhwNxsDVHJvGaOpZZRump4UNdw0A11WNKWXKSwVG6FK1adphTFGfYw30DLSIaOPdGEclwHt0wmccVfDRWHHU7nzWYrj5xwDMrmonlXEUUgVWA32g3D/UbltABddG4IjNOJqWBhxxk/7GfMwATk/L7/lP//RPUOdHBV7YzL6eRUxn/wKF3q/XFyK4mq+4UjVgqPSXdvNUKZObny+T6tmzWZRx9JjFOGpHsWTqxfYFp6MasLMXb/WZ5kvVygHWemvyn+NdxhG1iQEagGqMo7/ylb9Cml/vodz79/D2gj7mzR6YohZBSpGlehwxY65aiDKPpjJoz3OVzJpMqp0XznVwe40IIFMDjhhyxxoPKVtNrwHbgsCb9EcVG63gbvEQ06bEyzUN2KR7HDnW11GqxhlH4OiehgUaM72jV/O/SXCMI3pXNTOvjpkfQxBAT8pzS/oXBHQfsK5qItiyQQt3jQHnXUL2sWqMI3YXF1Rgx4ALOuNoWnWBhplX80xX9fvn5tHElao1M8sCbpLlCc6HK0sc48iuwToHSE4dsJPFSdVoFaqVtjBunWioFbbsGEcpinG0W4mnHadK1cr6dpVnbtI/sF0MZmab6pYqpOuqRm9UUcasf7EBYN9eOFKqZjKs7338PXzlra/Q568eRyHrUHmZAbx7/S5dqlZXBO2q9uyM1VHNGFnl3YbtKanHsHvIDO5DGEd6DYzhTduLHcseaDEjnwXfexzRijk7PlblNUyqpt+fG3PZc5yr8TMAotH6/msAEOVeai9R/hK8f/0+AOCTjz95+NRDQdwzjphStamen8LYifA4auAU2YerrkJRjCOUeNS2BGW4HoGjw8eRs3WPo7TZ5hrstU1UW5/qJhrFCDLeDnt+Q+ZDzLGldRuKSRbaAgugehzFmWPHdCkx/5VNCpCqVRlQ6WLB73rmGUEBhqKO+p1QgjC+VC1Vs0O2SWMZWf9fAY4iKv0NtIh6jts1tkCDW6VNEEwxwbwzx+Z320IFjqqPEjuhqlK18uxe5zmEcVSBI2O3sphZrvtix+xjy7D0rXkcsWXRPtgOkapVRpDg9977PQDAT739U6T50TGO1mlNNsfuGUfvpQ1STqRuW+iucZWqbV5wfFG6+TUeMuAoSKq21vlDmIMwdiW7WNqeYwDYZnIhzQFc2b3nrdk9OGjAC5VlrMDRhFVlNFFjLvcc+0GLK2QALaYVfvP3fxNnqzNs0/Zwf0a3zgGFEWSMo0+eE4Cj4RrnqQFHTKlgWYcEUAY2v6GKNZJw9yix6F59viSAQV7zMvO7E37c/kDHETiKHt/7Z8D733FVVLZUrdd7G3DE823o5591QY+q0ob497huSaUlIzuQEU04y9iYvw5dqtYn5XRzbH23gK2VhmMc5U5rzGMEqQF6bh5H/HvIKngRUrXeX4fWncSGp5ZDsJ7JUjXp76GN+XyxGUeDnA+IMMc+7RhHvEApY+WNXIMYRyaHs0YGbMaRSdWuGAG8H3UtkI5xRE2mgAYcgS0d6Nm5FfgiA4S+ik3vqob+GvybD/4NAOAnP/mT1PkrMBJkjm2/4krXIR4ry4MKgo+WDX549UP82LMfI82vR7EiUQRw5MDHyjii+0y1dW4mJ5ujdJ/PONLDmPGz66rGZRw1fxegsIxpIHndK1cd2wVgM478lY4yxxZAJvz6P/31+p/OTw49hmNWAkjThPfXhXFE8TgaWGWWHcyZ3HUuu45n7OdMpIKzCaXrHFeq1liDBnwB5IJ4zjXHyBD+fvNAx1GqFj2++d8Dv/GfK+UyoBV89bVQYEc/pi0gA9ul0u+DOtGEMRVyqoyjFNBJxzOO1mkDgOmvoxIU9BU2dqXcLwZ0touyOUwGxDeXbh2xsgRUFvQeMnPsUKmaBEjVfKAngYyjNPhwBXaeW3JhsEWYYycfzNOkaql7xuKkaj3jiPb9R6laUIcSk5FZsE0FBgHnk1U8jviMI713IhhHaIaiWynrEJVxBMCvE9fzNQBSp6E989Mls7UIUl6v1PWR20HS2pAD/2L9Q2Rk/Pxnfp40cw98bRHBOHLAkf5BB+9yM+kPs2dIA3AUYM9QQJ22FzDjRi+TAtR3kHWfdvHEIFVjFDSdAXpyxb/1siYVTAdgatjDWIyjNmvxOHp88phUUOuZj76rGrsrWe14FsHsywmTtHgLYBZC2l7mG9rQGUeDOfaRcXT4OAJH0aNKUJxMiooK98AOX6rWA1P0Kqq0TRpovhxUxoszZk4IkKo5M0UAzeOIhsz3gRIfXLPqRQsA6Iur9zhCMGMHUYyjpRpmbtOWK+fruqoFmGO7QC9EqrZjck/2HwKqxxHQPI64IPxJB0wBZPmAk6oBRAlWnbDJloG2TrAZO5OarF4nsseRK1J4qRqdcZSWth+zg22g89cByNfZGYpe6oGojKNOqkZONvfMzzfH7se1rhe0Y7h4JQP4v9b/FgLBVz/1VfL8ZZjcMUqqttU/+N2YWle1SHsGIAA4GhlBbCnZ6HGk81PZg1WqZl23IjyO0O2VOWdsEtccW7J0ne1sHA7u9CB/kowP1x+SjLHhcoLytt5DtILgeP4DYkbzhs2lkMb3lHTsTWkNbai5a071rVlk0G04HuA4AkfRY0ho+Ywj3UQNeMkxyYIkk6qBO7+FMLU6VY7DZxw5UIHesQqdXvp62WAlq0DWF9scWw/jSMd8xlEB74BYRlCYB5Gr4C2IAKZOqpwyRGo3mJPHeRwFBfMARvNqPjW7gXf2exI56fHPWJxUzdinpdpGk4Ma46gCR+Sk33VL6jyOyG28q+QUbCmiPgNiUrUoxlEZF3ocLuPIJySCzbKBQALkfCWQ55np2vTGOCrnxqRqh0tb6gHKvypjulTWHZ/1VUaVqpG9Syowpa8RzUIMGAnZK4HKHJzZCe0gObV6Gt/jqGejXG4v8fiUJKn0RRBjHC1kX0lkBUbK9zdgirMntGtQvMT6a8thZrUupwmCjzcf003u7cVYWWyp2lTPT8Ra6llrEsAI6oE1k42z7SuaX1z5+Mg4OnwcgaPooRIaS2j5tF1Nc1LvccQOtkVbJZrvBN0ce2ghHcIW0bd8qVqj1QJFqkZdwG/wOKJL1Rwbgo7Ku6TczKtDpGqOERQBvEyIkmG5e1QCzLGdz1dMwmbMRJUPsAFsQINhZ2zM7iKickqgVWmprKbTxz3jiG2OLUMRAcQmBsAOcLROWzLjyCS56KVqNADePI6WGkzOTI+jgUkQYo4NwGrMF/qO2lXNM15cFxpaMA/A75X8Ljf9NbjSuIUtVTORRWI/Y3X+MiojiF3Iqfeozs/2NIQz6Wc3AoiWqu340+grOW5sxsDAz3zjZ/Ct979FZhwtXWRK9ThScBDIda9cL8Uxi2d2n91ekLv/cjDjaDDHzjLhxZZvcj8yjtjm2MWHq8gpr+Yr7l5Qm4WUY1TGEZE04MHZMJWArj3riLj9gY4jcBQ9OmPmQKkarMrMlmEZLTiWcVT9exDHOALKJh3WfcBakS+bIAN0Y5Wxz1FfYQMCAsnO/DmIEeTazYd1VcsZGwQYPzuPpoQACc10ApMPhDC+pn6doIObwI7HEV2q5kB+L0+gJT2nT+/ZHJvcxGDoqnbJlhk5ZmWSgL3G5nEJFX0/RvPXqVI1atLsQBH9gw2KlHW07Mgh5tU6v63T3HW0l3qZxxGNceSkakkEC/hsIKAlnJsQ4Ehc50UyOKvzA7mBU3QJTXmePLMS4INrdo50OeXtyWLf3/aCBsrSmGvGkM6N7UKVqlU2R5OqGXDElKrZynmd5+4/H77mlW9ei8nWHZHGOLKjmBSuvGf7ZFXgTv3ouA1PnH2Cb0ZCLFh7g/ir+YrcIXTVMY42+vHRHPvwcQSOoscgk0r0TdSqL6YnJ1fAKi3YPJT0Y7bHUep9ObgeR8bmkGqIyg3m2yYKFN8GaovhanrbB0rsCpufjV7h3ONxxPUIksrYiTOvLvOvAzuGmcfRnOYggLkMuvl2ZT6WFYLOfAR2PI7oUjVXpQ1hHJ09jTegh5MLsveC2lWthGDXbGZlZUz1jCO+VM3uITZA24MW0ebYlkpFmOgbeMo3E3W+FohqAtCOcp3Y5tjDNc6Z7FXWyx1DzLGlJbTGaIry0wOAOcUUM6vnYwATAmjA0aKFIloRYWCQe3NpGmPEeRzlEOBo5RjempjrvsDZExoklSC4XDbdf6UwjtCe4wzhMo7q3tW/pzHhdd4pF6naFhlzngMYR71vKEBmHNWOZ8DF9iLk+9u5ClEKPNBxBI6ix+S9V0or+IiEbXKtSWO6tun8EYEGGtvFPJpCuqpBq8xs1N9M5PQ3XC/XMVK1ao4dwMqCD+kDFldHe02I6KpmwFSUVK2xUTYR579WCLMyE8msOHuOUQLVECkcUKVeIT5cXnNvzzEbhNdg254GKuPo7GknVaMzRfZ4HFHP/+hxxPbJGsyxLaHidafUe6WyyvQ5Y7b/LQcA0NgcdHNs/dOKODFJf0k4N8smwEy0tdmmeX7YGJpt0M2xddgVXdjxVr2HemCHv9fHg48NwCYXQWo8VL59lHTf1moDsGmtyO1+GRg7ANHovvM4GqRqjOfZFbpGxhEl9h1M6C/TtvvPLAahsUOTCC62F3Spmp2c2qWVFtf1zMQrPT/UmKLrzBfAOAJge0GC4HJ7SWYcacyu8dsROOKNI3AUPXwVVYKSHXg2SowUrklQ2NTmXk8eAoq4rmqlkk0KAGyYaa/Ry9n+MdX7Q68xG1wbfKaoc9djNClWZRzRpWopzly6Sk4zNhGMo9HAPcIcG6imriEeUAAmpZTTW8EDTi7YAhm6d4ZJWvWjlIjr6dnTzhybSisHdoCjLRIXtDCpmgJHm0SWMTm5Y0KA1KtK1WaISIDnoCU7mqiFFVnKsGeM6z/UjmHrBJU92wFTbHPyNuyOqR5HrGetJoQGvJDZNHaY2hmxHC+K9VXNsdkxaU5oXdXYvp7tOQZcPEQ2cK/GyXq65jxz1iKbo0rTI6RqJ/Ua2PzGOKLs+5WNkqt5uDGOaCBtLsBOFuAy9Yyjx6tDmSm7jKMIc2xjHJlBOY1J7iWzAK70WaCZqwO9VE3PDwA8P31Omr/JEbMIt6sg4O5Rk6rFFNwf4jgCR9GjMnZyQBcXYJ//TUTr0yZB0Y/ZUjX03ih0fxo1RC1JOZtxZGyaxjiigwrwwWQUNbsNepW5trMP8jiSqVXAQjx8GvW7StWY58iSfgRJ1bzxcCiAretEiDl2T52mexzZc5xzrdKyGUcn98A4qkWEHORxNLcgPgZ8LOffwDt2h1C7hwDwDdbR2BwhjCAv4Qg03za5Jp9x1Evh6OtQLUTpXgw246hPOOmy92H+EMaRY63FeNGtumdsTmRWmQHM1Ry7rBTs59gAeGNapEQC4h07d4JgOzngiMY4srW0gRYfXH8AgASwaTzkrKxCpGrGPr1UNpONgxlH1QC9XONrLNimLd8cW6NqO0fsguCUi9falQJrYVI1Ad6/fh8A8Ob5m6QDGO+0nB86cFSLseVa2B3EZ9A+vHEEjqKH63STouQVaAvgwk4Wwy9AAAAAIABJREFUhmTEWiTTq7QqcanGzyESlwbe8ZkQc32Y1vOaDFr0nfO2EUk5GusLCDDH7qRkEuBxZJLQHNrOfkLGWpOREClZTq0SHxFsI2PJQEYOaZE8pcZ8BAISEmNlmccRvVLe0++pxzh90m24fMaRJVTRXdWCgKMd9ix5nXMeRw18JF7fwTcjxOOok6oFsPpqFViQUbqq0RlHaPAXVSo4zA8Alymmq5qd8S1SyPdv85fB3o+NHW2d/+h7pcqugbIXc+WavVTNGEdRnX6TA5A4UrXGOAKAdZTHEVTqJYIP1x/iG//yGzidTjl7spN1m8dRhDk2oP43A3DEMcdu1/jj5RoA6IwjGUB+tlRNcuk3d22Mo4OZWG50hbpyDwHAW+dvceZ3932WIlV7evqUMzfgmI8944i6nz3QcQSOoof3bYhICKvHUUvYIlqf2iYXxziK6hiGjrKYhahV7+af6ybE9zgazbHL96dJFKo5dqBUzYzqECRVM4PyHCT1UjbKlIMYR9KSZqvER7DWgKjOhboemO8EO5gHakICtKQzYv5WByOv12dPOzloGHAUtRdUqVoDjiKKFObXt2UDI24va8AFU843sFH0DzqjyZJ+fc/viGXSepWqsbvQ5AzoXkxnowzX4FrXCJ6s216CDOgHuWM1ryZf4xpvhTQjsSYDDTgKKbI4xhE1HjI7hj3AEdMc2xq2bNz3pv2GGjOWvOM7H34HAPA3f/Zv8ubXQqAxQ//a//LXAHC7VlkRZ2QcHQywDQDtRwYckRlHXgoHANczKTfYkaoFMI6sWKqd+T5YF8YaDTgCmlQtxONIY2pdhyxqOXocHT6OwFH0cDdvaf8bJFWzSn+EfAONSWAVMDbjqHkGxJlj280+R3RjyksN6DfLJkiq5gzQg5IFG3Q6p7sGSYo5doyPVY4BpiobJVdwM6advTKm2KaxBmAjsHMh+mAeCJCcuipnSuRqf0fNLs9EYkpRzp52nQvDpGqIkqr1XdWAGPBxqntBAV14ydQEQBQcFCQRrtxxZBzpa1RXNXoRp47WzYjexKCTJ0TEQ/1edpVnnK/O6aCC7fULO96qRzFgp4woqVoI+GjGzCatT9uQYmZjHLF9PY2Nol3P3CvlWg8AtmccbZft/v+buw59Zks8IfjDiz8EAPzZz/9Z0vwn1fNxHDzgyBknj1I1kvTUzvzHOj+P8WJKCpU56jW+nC/x/IzkEQSVdaMBR9RilIuHEhpwRJeqZalSNa7Uro8n1ggo+D7QcQSOoodPCEXbz4ZIXFob7BCPI6u62MdsWrChwvo7IkAFoCyAC9uXQNS/J6yrWm96u4mi9+dUPzqVGI+jFYrxMJ9x5IApBEnVlmJVeh1yjzZWmX3/iE40E4JYfYOJ/pwDfCdqJbuwIWhmpTZci+Fqjs1MDE+f3Ls5dgRwJFEeRxV8bH539KTc3UNAAGsNqDrHkKRcpIEWNn9AVzWr9PMlxQ1cSwhg/9ph9Bxdp5kP0MKxytjPWAUtytuNBBTS3AgxcHcdt4DArmoKstDXOfQxqXkc0UDO2t0xKXDU/lNC2vt/8rrHKB5BDTj63NPP8eavHbdKXlPHLpZ092Em+rUzX39eDr8Og8cRW9JqbNPhe7/YvCCxaprULovgaonwOOq7RX+4/hBn0xnvGEMHz3DGUUTB94GOI3AUPZzhZ4LwN9Gx6xm7AjZUd/geR3qY6ssRlNTm3teCL1VbGrK9rLk62tG7hF7l3GUcRXVVm1ASnjnNAVK1pZop0uefVkDaYpUbuBnBKptyBiTC+8MCyajOhQp82TrB9qcBXAWsBMNUNhCwQ+8H1DyZJWX66l/uzLHZLcJHnykgwGNKJkyu+htzjzpmJR04Mv+VAlxk6jE0GbF7xw5JljKNjCZuV7WySxozlM6eBWqyYP46EexZSxau8kxr3V0mHuSIVKljm9n8kmM8jnYZR/xC3dxY5HRz7H6voTOOdKw03sr6O2hG+lXW3TOOTqYT/Pkv/fnD5wc69mkWwfcvvo9np894bJfBN3Tt9oQ//ok/zjgAKjNRgCQMNGqYHg2gpRfTpPclTShKhE3acORwg8XHZQTjSBzjSIAP1h/grfO3+OxNlHVukzZ4ekL2OEIDBzd6ro4eR4ePY1+66OG6qmUEdHEZqrQz3fh5NCwtg7dR99WdEHNsA3Zg/jcRXdXmGoyt5zW5Sluu58rMFHPCG9GMI3ay4K5BCOOoGuE1bw46MLKUa2wmexFSNWMc8ZmJTqpm5uoRVWAXzAMBwJFW1swcm57wAJiQqicBlXH0uX8XJ//VHwH/7dcAkKuDQMdurR+x2TSrs25+eudC9Kw1+vdXZqJIM6+m+/VV42EAOabrGRBgHg50wEgG+ObYDpgKYbsMwM51mvHojPmc9Qnbgkxu5NF7HFm8FdX5j289gM7/BgC/IUwtZpZvT7dnqM9xYxoBxGJUlaoV417jb/79r/99HuPCFUGSFMbRO0/f4cxt86elekoacPS3/vTf4pljozETzQD97/yZv0NqBz8AwOxmHgO4mURwsb0AwJLD9TH75XwFIKirWm5StTcfsWRqNspe8LGU3xHCOMrmcVRej1K1w8cROIoerrtBsmSH3TEMDtjJbN8PnUs9fOjB6gBaGHBEZ2UZG0WvAZ2p4Cid64XdVa1cg9VgBkkbFZhqH/EZR+UarHJhrfElEFNlfZnUi84ISltMmLAOkap54EgCpGrtu1b/oYh1aNF7NEKqplXOaWqtvGMaAeTOHJt5DB9UxzGOmmyADlqsziC5+XBEgJutzTbbyw2dVK0yXtiMI30XwjgSqczQMI+jnNVJqXgcUWXXIlXKsgX7/Ldh4OZVnvnfHz1Tge8x1eavhToyMNLmjygi9B5HfMaRAvwd44jtwwWscgKkeRzRil2dOXZjHHFZ6gbCl4L1xfYF3jh7gzv/wLIHmIwXkzHl2sQAAP7cF/4c1yPIZEy65/DyGt3LVE6ZRfBi+wIA0YAbbZ0zDyiuOfYE5E3Zb6RcY2rXNpWqrQC80Ovw5IQIHE09cLSOKPg+0HGUqkUPJyWzTkAhlf5aHQnqqmbBth2Wdoym1QUccESXuJR5jfUV2X42I5M9jno5IhAArAG1mxEQgMoPjKMQYMcYRzmiq9oELNsacANRUrWyTtDNsc142Jl7R7B1bB0Kk8NVs0YyGwjonrMsRaLAlTL1g+5xNFTigQBQYTqJk7Qavb96NEVI1abKDk1VWsaUeu0CR2Hm2CGycSdVQwAz1IFrlXEUYGxcWVnsQlodbf6QRhX6MwzYiZI7xjGOkitmxtgzmG8lvdmJ9DGpMY42iSTbFEEBRkyqVj6OYm9miShEqRxRpWrXc+lKxu3AmGu8lYIK1s0PkGw/UBlfrQvs5fYSAAk4Gu7REODIdUdMED6L3wBaABd6fbmy4t7jyJj2UX5xD2kcgaPo4ZgEBlqEJIQpiN5v+n1N2OjBcDXHbi2kgRjGUWkxLNwW24AusKl7mCKqRydRTIKhIxbA9lRABXZW0ISE3a1HJgWOigk9Xwp30skRgTipmiVUIYwmANtAc+9pkKrRZbPW5jmCOeiozQktYYhgFAARUrV7YBydPo4DjoYOnvxW52gymtykalFd1cLMsev8AaDCYFi6WTbkZBAw7xJbTUP8+iojiLzXj6yyMJlU6ywIsH2g2pgjzLetCJKaxCskXjFz7CCD9ZUVAq2oyWTf1b1MsNG7iVqsW7XzYd6qXHaoxUO5k6rxzKXbOlSkauy8QJ/gWrBeuPPXe7TMm9EYR0/P+FK1i/kKK1kF+HrO9Rpsl5hGCROAdYT/0NBVbXtkHNHGETiKHt4cO8KXQ/pK/0LvMAF4c2mrckYzjujgl2sryQeOSvWl8/6gLrDlu64cIyimDXZjNNFReb0GxXQ1AtgxqZr5WMV0VVsh6Bo7T4ItAoL5KplFzPy1Cqzm2JlcIQTUx2qpSW0IAAx7DqRKFKIYR3FStbl+RP/u571MIMZgPUiSCzR2KOL8YyobJYQRhJ2uamw2iv1bu6pRAf6WEIYA5HYY50FEZZQNUrUZbKmaJVPldSsx4OAOMBUA7CAHAUcjMMVmHNlhUu9xRGMcAR1D2hhHXJZ6+Z4T1J6B7uup9gyDxxFvT7MVSBthRDGO9C1d6VCLsQXcTILqcRTDOLrGo5NH5LVOC+7aLISuEgBUqiYVOIpg8VdwMMIT8IGOI3AUPZxhqUl0Is2rtxHthR3bIsSQE34BJ2uNgfr9LdgL2US1U4+NEOR8aQlhZKUfCEDl6yZUEh467VUDsUkrYCHm22kLvy3HVGlTkK+FrROOcRRhvu2CeSCAOZhmIDePowjZL3JC0kAJ4Ff7LbimS9UGg3IA5I5PAM7fCJSq9ZLZLb1jFSo7NMTjaDA2jgN2ykaTIhhHAIwRZJ2AuLJlJ1XTT0La2VePsoBCGhowNQexXSz/CzlH2GWtRfjpiWcchTRiMMYRm8XvPI5QJNE5Z8yJ6JdlXWYlSKqmz2xl7NCl+/sZRzTgyAG0WZrHEduPbhoYR7yuauZxZE+w4MVGGUcUc2yd1YCj+Sqm2YbulVmlanzZcvE4ugoplva5ccha90DHETiKHs63ISPAl0P6hC0kUKq0WlelZQX0FmynFogJhC9ByQvgDMojuoiY0R4Qw0Y58R5HERW8UMZR73EUwrzLC5BLlZnfcav4NoR5HE1tnagtmIOlaiE+WYtJ1aIA4HYPJbqfW2uha2s1wAfJLXDkdy5UxtESyzjyzMoYALsxjiI9juhd1XRYML8EdT2rXdv0I3rSnLPKuiO6qgGNkaUJeoBHEPTZXehyx9FDiS2XtYS2vMZ4HO2RU4ZI3419GtTEwO01Ed4rkwOOtgpS8TxwWlJuXdVizLEBIKgpT1pqt+gKHDE9apw5tj1nfD86M8cu9xLtHA3PQAKaVI3ZVQ2tqxpNJmjDGN5KeuAXe1H2mtykahFKjcmB/MCRccQYR+AoevhuSSEtpPsq7RxRpXW02jDGUUWFo4CvVGu1dINyY7s44IUaBOxUL6IStqD5gQrerdDaYvIN0Bc1f46QYpm5dBsRZpaSl6A21Q04sg000hw7ZJOumvvWHTGkq1dOhdEU5HH0a3/y1wCA2+UGcFK1QHPs8+c96y6kQ2i7h0Jl13SPndHYGPo+xth4CQEVtL6cXRMDtq+FJguxjKMytohho1SpWpA5dpPalUHvqmaGsSjAGr3LLBqDeU5sfx0D+B2zMgS82wWOeIwjW4ckRqrmGUcSwThqkt8swHqOkaoZcJQQc429UgNgehwZ606lamjm2BTgyO7RZMDRNR6fkhlH1sUWxRogqlHCCkEdz0Y1zpFxRBtH4Ch6OI8j816JYRyZoSg5mQI6xlGYOXZdwNmBGJpMCk7iEuCN4gOZCMbRynuXBLBFJAdK1RS8m3KuFTY+48jmJ3fIABqogCC2RTTry33/TY44P/0zEGOOfVIBbCCgku18pjzjiA2+/Mqf+BV881e/iSenxNazQPv+SwOO6MDLo0Cp2sA4Cml17mXX5tfHZs/WdvNl0D2O9DUKVLBjbCLahLvDxHgc9ebSfMaRP0oAuDlI7aK6qtkv2CLHxItA9Tha8sItZg6tzoEYFoEl5UtesFlK1EK7V53vpsVDXKlaeWbN15MvFzypjKME4HopXdWoUjUz6Qf4RaJBqkYvpg33aBbB1XIFgGUgPngczVd4vIqQqi1x9g8ATKp2HehxVBm6VlAOkBY/tHEEjqJHV8WOSHYGb5EU4XHUqgv0QGbH1yLi+0+NViuIMccGum5GXNpxu8ZTxOI3JGzA/TCOIjyOJIpx1FG/ywgBplIscAQA2xQgI7NN2uQDCGAcicqMcmEchcl+81LXCeBHiNps91CoVO3+gKMQxpGXXUeZVw9JP72rWk12gjyOVKpWgS96hbYwmkKAtcoMbVKykK5qLuGMBaZiGN7VowkB13dPIS2yqxoQAz5aM5JIxtGE1nCGW2xs5tgAQruqAajAGk8u1UD4otTI9HUUaAmwSdX45thl3iyCq/kK56tz6u8wqdrFfMn3ODKLj2D2aRzjqFxd6464iejY/UDHETiKHo7NYb4cEYGSuOpOLL2fHMjsJAuR3z9jUfJrhBnkWZS5tAWmaQv71tFd1biGqEDrepaDpGqFcSS5MWoiGEFephPB2IG7BnFStYDzMwRKcwrwUXJskRxSRd1dq4GAxDxqaFIzqWwAILJpbJy/UZNmIOgZ8x5HEUmtstZMqibdU33I6JMRe5L5UrXeQylEqoYoYKcxCSpwR00I9VxUjyO2D1pjZAGB/jo2f8Q17nyyAhhHw3MMBHjdIRCYGmRMKacKjFA9jnKCIzCTpWrtmiYpDWH4+32uBXFjHFF/A7JjDsb5GQLANqvHEY1R1oObGcDV9orXEGPwhr3cXgQ02yiNJOIYR2WvsYY5QAzjqIKDR48j2vgRiYh/hMfUkvKEsoBzabvGdonuqhZljt0HGSFStegqs8515gIlqkmgCKwd/ElUm3P0gVhIMJkXrHKuyD8d/FLj5Ei9tN31AglJeIx5BwR1usnB5tgp3hxbkEPNsc3jKMocO2wYcLRs2kcR5tjubUwXFLcX0IsI3hy7fER7Diqo0PvT8IApANLmC+naJgLk8huWiL3SdYWb9XdwfbL+v/bOPcqyq67z398591ZVdyedkDfpJJDEQAKShJDwBoMSSEIA0eGRsAAZRoGAiAyjMq4ZWbhGkFGWo+NjdGSNPBSiDjM4igpLnFEHRhAZefmICJLIIAiEpJPuuo89f5y9z9nn1E13qur3PbdO1fezVq+ue9PZ59S957HPd39/3186hxtxjd1VjZOvkz4jdji28yIasFjYIdxrkJeqEXKmyqxUrXYceTnJrSlVS/jOV6LjKDSLLBQH87x6rkkZR67CSHQ+AoTuhdae87p3VeuUjadyPj9XUBKYm3Bs/65qRd2NOhgwmXmHY6eMI1ZTobI1/vrQHOQ7GAlHbLIMomAEx1F3pd+7njxto3OT83McxfyeeIGdeOcPAY3jiBXIGX+HtcwtQulwEIPqAE4ZVpkJX5yMo6peunYcubdqn8SuYYzw57ZwRPl8wC9VqzqS8codrSsceTuC5tV5DEapWv3A05QVA0NyHMWHhdxx5L3vKwfawpF3+QPa4iNzESTd0fy20XYwsdr/Uru2ZY4XSrh35tip78WUVu3NdZTRVa35DjgZR+kYSuHVvt2k8oB1woNUfR6zHEfpXpmVqhFyS9L+txxHXg+2qaFK9pZrvEEr4yiWqhHmjBZmLceRdzh2LTLPJ5SIj7qpkHf5fqehTQBwD6HzmdXh2MRSNTRd1dznvbFULUF1HMVrtXdnvr3IQGbEAyYrf6BkHHU60cxYq7ShLRy5/Q4busKRMppQrRKmFsCMh/KVLFvE17KLukwn1etSwrF7yDgqQqhXyt1XmqOTIK0eUW5CgdA2FGgmYtlbjJV43gpnsma3hSP/cOwZrztiFuoaAMznA6uJNwOKESwTjtzvBZN72scooWTW6BlH07Zw4d0hNP6dhCNXxxGajlgsN0oqVUufj/u9IIXeUty/7WYbgH/GFJB9x4zSeiDrzEcI97b2EUlxeAMArZQsXidm5K5qaErVpvF3cRN3snBsgOBgjqVqVUMYQlOeziLL+mwdpZWO4dLdLDHOvZ5XqpYcR5XgGGA4MnV0HC3o/OdfqlbW8RJzsLqqBXpuaJmaVTDmE3sUCUdssm5JlXbrbJ3uOBWm8ykpHHvGeai1qsNHU6pGchyhEu8oq6jxO1jNhBd3x1EsVaszjijh2PHmyVDlU1c1VleyogRmUxQh1A9Ug3Ic1RlEzefDuE7kcMTH6hiaMcq88nBswL87YrZClVZpgYFZm8sVbqnaw5+P4ooX1S99xVkDrKhX+t1zLYBGfAxZVzW3Rg/t/BtW17M0PqW9cMogYnw+1QYABF65Y/qss5JfX+EujkkOxy4C6T4QsexhjdVVLS9VozSEoZeqZY6juXPGUZYbChDE2bifhqohjHupWqupTcDR2VH/xdKQC7Qc4SvNef3DsVP2bDXu3CrHkbcrKBfI/UvV0kJdM6d2v9+H0CpV4x2jVcbRYBYBdzgSjthkXdU41u/2TXpOaa/ahNLWbzk7CcpZs//+q8zpIh6oGUerVMdRVYqV1HPKBXaenDqEdpXRtVayJsTWLuUDSF3VGGMDG4QpgJNxRBXu0M4MMJi/4yhlHJnxOlSiWqUdXMYRAJTjVqkaJePo8ufXLxnORGqpmqWSWYaw0804io4j5zIjoHrwr8Ox3adxIZaqEUrhFnwWzK5q7uPXsyDSdTRugzbXqsfPPp8eMo44IfqkUrXk5qgF7BkmUaRycxp3FmPdj6EyCUfVIoh/J+G4vzHjiOVGqbPEvB1TnUzGSRzf7VqdPp/ZBEVc6HIVjjqOLMAxX6reRnOvTPESvk77lHHUwOmqVs3j1sOMUtK6F5FwxCbLOOLk65BXd4CszCjbrPMDWz4JoKwyo+04YogKK9kKGMU2OpvWE2JfUaFdIuI/EUbL9prwD8eetN5ilKqlGzUr44hXBrRgfGLYpPtED2iVGSVhh+U4CjbAjCMAKFdgM2JXNbSFEH8BddQqd/S/FzQh+jzHETG8GkASdtKVdFAZREBdqpZgNBloZRy5NiNpl6oBjPlWp5TM3YEN7vi1cNS4vjiOo8xZSXASpHDsEALJcTRHkQLiCddRAChiK/V5mHNK02NZt7+jKTkfG+GIMWdHVqpGcT7O1uv5yj1Tx65qaTOZ42j/aL/r2HU5ZdYJ2V94CfViOOAsTHUWxCeMLq17lAHNiAdK6qoGluMolnqx2ngDdZlRmmy4hzVa2QoFdj+5s3JBSovheMNZnTYTGb+QwEgMfx7FiyzjgTlZsymqfNZVLeEufs2YjqO4ehFf0krVWCUExcbxKV3bonjqnklQbyNNJo2witrkWM0QBuo4WgGmR2uBlpK/kp1lDOdd4zhiZBw17tlJWvH0zjiK5xglvLpuZ9+cyO7CRexmlO6VjFI1/nWONR/auNJPOcdYi3QRYzqm0nV0xso42ug44nzHGx1Hbk7yTm6o+3wi28/ULITiYJ6ThKP6OtEIR5Rw7I7jyG/85DiKwpGZc6layjjKOjkznjlCJRwdZTiOOp3zAM69oJwTn433KBKO2GQPhJQwSKCVCwEQVpnjSn/9kuAIKmiTAGSTycDJbUgZR9lEyf0iXoxixhHB8dK5iVJK1WrHUdY1jBCOTQva6zh2hleqttFxxLAFNxlHpDIjNKVkrFK1EsAsAEejc8e97JRJMQKmR+rjiJK/YkThqFOq5p61ltyzYDiC4gOntcOr/UvVQuv7ZYxvaBxZ7mVAfTiOAqurWtwMs9QL1qro83/YYTua4nh5ODbjXjYjjZ/ahKf4hDDHV458BYDjPbOzGOv+HaQOm2iy0Cil6XVXsinhOtF8PtP5lHIMtYQjRqON2bR2fTHCsW3eXIc4DXmqTsgTxnNHHY7dLLAwcjdb3R3lOHJBwhGbBd2SGMHDeakarZ09a/yiQDEjlqrVgZncVuejTPzyF47K2FWteklZwQvEUjUrUdlSiUF480lrQu8rjLQzjvxL1cgZRItK1ZgP/d7B1UAmfgXMrep6xviMRtFxdDRmBbmXnTIpV4DpEd61Gu37F+NeUHdVoxxDozpbJHgvItS5E9VLZkZQ7v51he5oaudAAZx7WcFyHC3IFmF9B+mBanhd1ZpW7fU23L8Da80ZmcHJXz/6dbzhQ28AwHMcscKxC2SOI0ZXtdA05XH9Hcpx3Qgjjc9xrcUypvnUeaExnrOz9SqgHN6lahu7R1LiE6LjiLKN1OGaMTbQLASyFqv3MBKO2NROAqK12UpePTnQuEVY7X+tRDEjTTKAplyQNpncWHNPEY4yxxFl9WXm3JJ00TYCSf2Pwto4L4FgdFVjZRwtOB4pJRzZWwxhpylVc17Bi+MDjSdiGjj29VEMHj4yOwKAcC4z6aNUjek4ytynFNdafS/L3nJ2HKXcknS3cV8oyuz9DDcK0C6V8t9GaHleOBlHbOGrwf1hJHPFAayuatkCBaOZCsBdzCxKYErqHtlZxPnCnV+o/5Ov46j5jv2vo01DmAljQbCzIL4+X/cfP2t2MplPSMJXchw5j29Wncez9bpLK6OrmjGFo06uJ2UbmUDOEo5az31yHLkg4YhNFriaYEyGc+GIskobWxgDnPatrXp1UsZRy77uWc5X1zNnpWojTsZR2mvXh9l6sp26qjlfwLNtFKx64zj+uCfHzuBK1er9Z2ZbZMHGLLcImlI193DsOH4Z28+uRyF4WMLRmF6qlj/0MyarRdZhkyIchVmrk4v3cVp3VUuOEddpVjsjiBPcziwl2+hoYnTEyt0ulHOA6TjqdNzyD7hvO454wczczm2trmrEDqq5cOTnOEoufkIZWb4ZVKHAgLdbpKjHByrhxV84miHJ79PgnUHUXiydUBa6qngJADgynyIguJeq5WVY/sLLxgV3/65qoYnfcB0b9ZxXGUf+SDhisyiUluA4KphdyWJbxnp89wylEc92DCxUnhluDtAdR+t1ODYj46iMxxDFzlnXlJNudPGYWWGtjmT5NwDjJpdu0s1bvsfoxpJZivMxyzxgZWeka+nMO4DbUvvWXeA4Si8JK2zcrmolv0PofNq6H7O6qk0ZDt1OoOhwS9UaKPk3NHdx3Awz46juuBXHd7+OskvV2qICQJrzzkiOo3hvT7EAt915W/2fXB1HYd4sxjKFI2qpWvXS/X6fOqjG+dxs7nyv78xHJ94ZTWkbcbF3PaT8UK9540aB3H1O2ilHBAhz0vm8Ps9oi7Gsktk9jIQjNrbxJuovvBRkW3Bsy8jIbAAAK+uOXgDpYQFoZRwxVi/AFO+KUcua7RqEl1xxsVxwXLIyjtr1xozsiTErQ6nvLNkkAAAgAElEQVQjALMyjvgPVNXLkY0IWWtFvf+cVuqN62uOajJJKVVDqMMsgWFmHBVERwq1q5qR8/rqwM8Gv/Osnd8ziyVZ/uHVzIyjtmgBsErVSOPXzlbWfCLuObOrWpxvMc9hale4BdcESlk0rew93Ys3lqq5ZhxlrjJW9kqVccQrVUtH5vps3T9TMitV42UcRcfRzLnULm0jdlWjfAdoP8BT9h9oVbO4ilNRHGTHPxSsEP09jIQjNotKUCgr/VxbcF5z7/9AWNTZKACxq9qc9BktEKbciTeh1OnGVTgq2jfRkRFK1RZkfTGEnRVWxpG1959Vj80r4WgL2KwAdNpED2hNVucGBATKZDKtgN09uRvAwLqqlSNgepQn8qN9/Wes0ubOUEYjCVrGUSofiGfZzPv4rGmEF0aH1rwsHSB1rMreopQUk1eZqdEDnTImTlc1ZsD9xkUQ/8+oAPJjlFKyXHHX5C6cvu90/Ny3/ZxjqVFboKU6juKDP0NcS3BK1RrHES3jKC72TrzDvYFYJVC5W9e9YyDqe01DHxlBDHGQ0ikayBZLZ9TMx72IhCM2C7JFGDdR7k26be9nuGmK2Poa4GUc0SyLpJt+exuVcJQu4SuFp3CUuojEUjVaV7XmoRzgiHdjWqlae4WNlguRvcWY6FEnqsUIaTYfEGjh2AUC1X6fJjKHp4cBAGvlAB1H6SW7qxrhO2aXdefdjBjbSE6RWQj+whe7VK3TJhzw/nyicMT6jpNAzsogSsIXy9kKbBA3OTll5IVGtIUjSkkra/zUyj47Rs/YfwaecM4T/LbRcfHThKMQMI2zRl9hJy1ENcKOu3AU5vVirHtZep1xlErVnIWptI3ZOgoErLs7jjbeV2iOHVa8RHIcxZcsxxR1G3sUCUds+nAcFSV9/NxWS6lXz8qwGI4moJN7QFx9oRBvQulboJaqMcKxFzmOCI4adsZRmkyyhCNjOaY6XdUolt3OZJ7mOArANAlHhMnkaNCOo2pfmQ+dnEDmiJWtawRHGJmSHCPp6I8tpBnh3lZUTgVaq/ay5S6mbANtxxGnqxq3VK0fxxFrfOOGe/fREMZK3vidBQSAcA+I3zFY84lIq5SJkJnI63rWFi2mc+8Oqu3Of+7CVNoGq1RtwUKjf8ZRqqRgCUdV2fiI1lUtfjrzaS30y3Hkg4QjNtZ+4AQ4N1G64yjMke5yjMl8HnTIag9LzzhiEjOOOKVqabIdHUeUjKMmeDjBEEZG2WTPt/NcezLs3VaVHl7dGYuSqWBkATv7DiaU4OFqrHQMHZ4cxshGw1ql6kweGQKhb5ew7uDEB8I4PuYzzoNzKh+wVKo2J92LmcJaEUN7SRk46TNitYNfEIhKEb6oGUHR9UV72Ol0VWOEAgO8UrK4Ddq9csEijqvDG8hcZdFxRMo4ormyOp/RZEZwHKERgCfzifNCYxKmSJ350jbiIsWkjoFw2kbtiiMtlAILTQ/uc/asjIzVVQ2zphu1Mo58kHDEprPSD3DCFLnjt1dpKY4pdlc4tC2XgxOOrARmR5GKCFwnMnXbynhzo5QxLXDeEVaac8eRa6hxJ4PIXThKE4HsLY7jiGiNL4p2tyr3JgDNtTSt4DHO4yRuHp4cxupoQB3VgNpxlKCUuXiXX+UU5EWQTl4fYxvpHJgTxq5K1Wa8e3EntNd/G9XII1apVOpsx3IXL8gW4cy3JlTXYGtzjHMM5HI4I5aqdTKOAJbjaM51AIP43NFZ6PIvVavmQ0ZzHKVngiY4mbJgHRfEWY6jVaZwtMD0QMk4ojmOmlK1dOSzBNq9hj5FNnUobXP2+ecelFxHU2eVlj0JoIVj0yaTzVgfXLkE02f8tN/YiViqRg3Hnk0A7MPYe3UNaMQpsFayq7FWWOdBFBB4jqM4Uco36RoaG7sNMa3xPZ3HZQhNqRojHDseo3dP7vZ1rfVB13FEDsd2p3Mvo7jWul3VvLZRu2ma+wzlXpyF6tJK1XJXk6cAnF+H4sWC0i2J9h1sdExRvoN8ldz9HLDW/vcRjs1xHJF+h3oRh1mqVsTzrHrZS6kaI4Q+vqRkHAGw2MZ+Op9SytKRN+VxL1UrqoyjsIL14LwoG4/RtR4cR/l57NtVLQpH8SRwn2vlGUesZ9c9ioQjNj1lHLFXd/Kae+YD4cyM5jgymj2+Geu0YgU4cJbf2PU2qgcGasbRnNMytBo8fQfNW4ywxjwc25X4eafHkf2j/b7jL+iqxigRSZ84Kxy7j4wjAzCJ3wQj96DOOJoOUDiKk8d0FDEzjtoFL16D95FxRCpVA6pGFVRRoeDmDXbyDAHvLLosXJoiHG3MOKKU2rG6gwK146huRuLt3OycuSxnKHXOW67wOv9lWXoJd+EoliOmKzUlVxL9ZSZO51NKyanNZ4Axxo/f8YztOJpU4djebv54PO4LRHFzgXOQ4TgqrJrLuc+1FjiOlHHkg0rV2Cwh44jywDaf1hcQmrATX7K6MdE62+X7y1qNj5/RjOg4SuWCXMdRAzsc25W40nI0Pji4O47MgGLUdlsQVkdGzJBAdjh2nnFE6arWPkYPTw4PTzjqCJxMa/aJKyf6D8rO64tl1/lR4+14ad1nvKdYaRGH1eG0LqHh3ivL7Px1dWAnR9Oc6PpCO+OI4zia1uIUpTMia4ECWOw48r6XjdZ44uaiUjXvOVFyHMWXvIwjksDZLVUjZxxN51Nn5+PGUjXKgnt0NE28haOiBGBYm/dQqpa95bqN6P5N9wKu46j6UY4jHyQcsekj48iKHibb83qyyuyWxByfNpHJbwYs4Shuo3YcETKOrJeMI9JEJv4OPMdRdVM7Er/ffWNn4QiohKPsJWMymT4fVqlawXQ+pgl9CJimjCNCyWkS1w5PDvvmZPVByXccTeJkmCIcdc4BXsYRz3FEDWauS9V4jSryUjiAVA7KEH6BzNmaPRASMpr6yDjidbE18kLjxvHcj9PRKr2rWj4ixQ2ROR8p9+Mn/gDsjIfULxnlfEmYWp+vU4SjJOxMw5SySGRZqRrFcRSzyibBORwbAMoxuVQtOYsb3F1rWRmZ/zkWz+DZpI4fUMaRDxKO2PTRmrRg50IU0XEUN8eYrKLJFuGFNTYw3C4bfvYkfkZzYle1FFQ38u5uAGBRVzVGOPaYpBulidKRovoC3EvVgA2lXowQ4vTNssKx8046lI5PSOHYDMdROkZjxtH0bn/7N5vkODJCSWvk4OpBAMCNF9/oPnb3XkZxc2T3MsDftWZMt4sV1SIObXzbUMrHuE6XtLzEVKpG+g7qUrvmLZZTgZZxhBQgPtD5FgCM1lqLRK7fwYKOVZxw7BnPZQ8A3/rDKA49on7pes+Pn0fdVY2VcRQdR/MwJwlHWamae8lpNl9hLMoWY+zLstzcu5LFfR2zxKliBEyP1o0SeI6jrJmEHEcuSH5jw84uAXpwHI3iClh10aAIU2gmGv4X8I0164wVKgDEUrVq3LSWTbGlxokMpd5+UWtPgr18DJJyFMOxaaVqAKrsifnx/9k2qB1HjJWXjluE5kwE6nBsSsZRfHn35G6slUNzHFUTetp1AsBJqyfh4y/4OCckm13uWLdrbzJ2fIWFspeMI5o7N4VjZ29RStWisON+HUpziUDKOIpQw7GLolVewQmjDygBTMGbbxlTAB6ttB5eKPk32VuUjKOsJJQWjp197hThKL70F3bivrJKyepnAmY4dvPccQ9DOCpH2Dch5bYC9Xecxz+4h2NPj6II1XbcO9jWGUeTWuhXxpEPchyxMQNg5DbVI3LNerUCxnMctW/UfayAMVaoqo1wS9WmUbhgBcmthYD9Y4KbZlFXNdfvoPp8eBlH1c0tCUecEqbQEjfdee47MX7odwIYaFe1VsYRr1QtTTLumtw1QMdRdS1K1wn3Vci0mcI5m6YeeIWXrwM0CzlzVofNgtjRC3U2Ci1vMJbQgDWf6JaqkRxHecaR73G6IBzbXfzqzLe854udRgnux1C8ZlLLljsZRwxRoZVxxOiqNp83XdV6KKHxLZNqC0cAJ3y7lUFEuA4Veama95wo29+Jd1c1ACjGLfHUX/iq5g55p2J3gXZ6pH4m8M8RyzKOyALtXkOfYh8UJX0lnuo46kxkaOHVtIyj5GgiTfZyEYdcqpbWUSnWaQA//6V/wrkX3+Q7NpCt9GdvEdwivIyjWKpGdRy1J2LuXHIDxnd+EgAvx4rbrSet4GUZR5Rw7OYYYn3PNOKqHdNxRKVc4ZZ1180qMmHB86writbDDjuDiOY4YpW+16VeBMcggN66qlEdR9HhXRAbGYRQCeTGyVBCucpdzOy4E9y/YytbrjVKGU2YwVAAsAE6jmI5X/aWexkTUilZFPIIjiZjCVPZNqquapVA5f0dUOeLcTF2lVUSWhQAK/MUaBxHs2m9GMhxb+499Cn2QTGmB362SoAYJ+BsnWf367hR+gjHdv0OenQcBVZ2SbzIXr4+wan7TvUdG1jYVc2VIjmOSOPX4dgkx1eEOhFAM7njdFUb8cRZYGG5o3eZEdDOLxmecFQ54VLG0fCEozG3xKUWHzPHkXdXNWY4dixV42UcRccO7WEhlapVn5GraJeNT/0O0O6qRllIyzKO/Pc/infxFeVe0HUEuQtHbcev+5y349SkBA9nWWKs63R+frkepwvKihjClNFK1VKESANLuCgDKeOI5CauicckbTE2VVGk6xEjKw6IjqMKlar5IOGoD8oxvZSM3lUtzIjh1e0HwsGVqo16cBx1jhn/iUwcnyZ8pewJ7k1o0KVqIdAvyOm44TiOyM5Hek5WNf5o0I6j9nE5OOGos8hC67qVOVJ82zzHRhKs4GGLjiNasDE5k7FTquYO23G0oFSNspA2mxBzrDqlat7OUAAox3V3SoBRqkZ0HAH1Q3NikOHYaJdpckrVWAJzOxwb8L4OJYG8eYu10JXPJ8bm6coi39sXZBy5Er/jCWuRq276M1GpmjMSjvqgGHE7xRRla5WW5giilZJ1StVIIXW0Lh9FH46j9risUjWa56UnxxFvdaTa89RVjRWazHYcpRsnZeWl4xahWb9Z19L0QDVkx9G4vb+DE47KldZDuXuOUt3mmeQ4KkpgNuUtgtQZR8Tx0RHWXM+x2FUtfv7u32+dccTa/1Rqxw7HJmZKArFUjVgKZ0Wrw6n7NjqOX/+y6Pb+UjIl501WWR+lapxw6eYtxiIOrZSMvZgMLHQwD8pxxM4NrXNbq5ecpjwjYKZwbG8kHPVBpxaVXarGWoUcsRxHdegtq1StLUwBhFrddNEjl6ol3IPk6I6jjW4R3/HbwhGlTTWAb7/zMADg5NWTfccHAASeIytCFRK6bhHSRIwauordkXGUYIVj0+jcK1kdPAtWKVNyHKWxva94RQmEUD9wsvIGW6VqhByxguY4Svd6Uvh52kw2Picce8qbD8GQuqpxxq8YU8Ox29c5f7dIezxOF9s55uRw7LxUzfV3iPMhXjh2chw14dWM7o59dYFNeIdjU6nDsbmLseluyWrY0ipVIzn79hoSjvrA2KVk7WwRVqnXiOw4ogZ+AtwHkuQAYl2YOvtLqwdmdErKxi/JqxdjlrgZufnrd+BjL/gYp/Mc+BfkNHkMIHwPJbtUbeNEjPHQM2jH0WgXOI76yDhiduvJhSNGR6z5jNeqnS28xPFHgZRxlBxTgRVQ3g73BkhuF6bjKA5MXYU3a7l/2RlHLIE54R+OXQBhjlmfjiPC98wWjniiSxNcnWDFP+Qlm76OI3LZVXymGbPWMuPxmBxHFPE0OY7SedZD98K9gISjPrCCrmz30Qabl3HUvkn08sDpvgIWhSNKm3bUv8Ov3/5F/KuHvZQw/m5xHMWXpC0ZiA/jIXDLE9A4UCjCUTHmlYMCC48hSvDtbnIcDU44YjeS2Oh48V3JrhxHdQaR93UodT2LL1kPzEYLD4+Or9nsOP9wi9QlLqz9jxlHtAwl8DOOYADr+M+2QS1V62YcuS+ktQVNSjOS+QwnzPvLXmFsgy0ctd4iNMLIp0G0UrXsrUE5jlKpGmOuCGBDxhHDHR07VKZrqTKOfNCn2AdWtJRtSsZR/tJ9BSzmErAyiOoWyXFztHBsZkB5vOjRhKNqfy9en+Dii57tP37PGUcsa/laCDhn7XS88qp/6Tt+T6Qjn7UykoSEOaNUhF6SSy6jSWNm8yRKCDoTdrchNp1GEjRHDc1x1EPXs0y08M+ASo6jGdL00F1YA1DSHEdJ2CE5jlJG04zZxruMga6Ezx+o3S60ckegd8eRf7kgO1Oyyiq7cDrFH2KMw5PDvuNHaBlHEV5uaLoOkdw6RQHAemnEUNIcR9Vc7h3jC3Hnt7zWb9wEvVQtZRwRS9WKAphN6xnF4OZzO5SBzSoHioEeGluQxwcay6X/+HGVk2XbXTAezdo85gpHG352Gz/uPzncOz30u5d6lY2r7H2P/wng0BW+4/dCqK8TJ66cSNkCt1St0z2SlnGUbVIZR20615/hZRyt9JM7kTlSXMUXI5cZFclxRLoXp3OM5tghlywDgBVEx1EK357UFyL/61z1sEPruBXdLglOxlFHOGJ3VWN8BxmUTMn5DBdOKgHys3d81nf8tJns92AsRtFEkT7K0osSBbKsMu/njig25qMyhKPLyhOBQ4/3G7czPl04ii9ppWrzSe1qci853aOoVK0PrOCuxHcylHilahUsR1Aq1Omjjbf7Sm0KW2U9aObfKUPcqTOO/IfOx0+/xQnjE3zHz2/I3quDPZI+fpZwVE9cGHOBYtyLgE291mHoGUcd4WiApWq9uNbS5ihukSnRcVRyM47SIg7L1ZQcO34jLthG9R0kKKG6sya0l3Kdm63XIjzlGApzblm0GfIrj/s2Ovd4VnfBxKETDvmOX4yAMMOj7jkCALj63Kt9x4+kY7O00n/OC6IosuBez86GdReOorjZEtcY3ZxZi73xHKOHY1MdRyNgeqTOUZJw5MO2jjgze7aZfcrM5mZ25TH+3bVm9ldmdquZ/dB2tjlM2JbIEbkMq71KyBKm6la3PbTxdieV/gzWcRTHZJW21GVG1csDKwecx8+Fo4E9LGek68TBlYOU8ZMDhVWqlsN66M9LyRgPPaMhO44GLxyxw7FTo4QQ/yaEM89nvLy+Ttc2WiOJuBDCO4fjl8xYqLCi5ZjyFY7iXGK6zhkfyErVKiju6DCr3a2sctYx64EZqBfq0uHj/zu0D8z7n3B/3+GLERDmOGOyjr84+ztxwwU3+I4fSfd7Vue8EctVtkA4cv+O2Qvu6bOPL0c28hXv0nyL1ZCn06nYf/xqv0+LeXeUTsXFCJiu153bJBz5sN0z8ZMAvgPAf7q3f2BmJYCfBXANgNsAfMTM3htC+PQ2tz0cuo4jQhcOtqMJYDqOqpHT5Yk1/ogV8gY01m9yODaADR3WXDCycBTHD/FAPTAiCkdDy3VJhFA/yNJK1Ywbjk3rggIszipjlKrJcbQ8ypVe7mX1qN7CRberGsMRNJvA4t2Y5bSghnuD7DgqyphhRcgISvvPzDiiZz6WAEtYq7HWd+y+jck9AIAShikC4TuozuCb7ncpzrvoet+xgeZhP8xgxBbh7iV2HXjBz/04jormNCaUqrUdR7QIDprjqJo7rLIem+L+v+arX8dlV96Mq866yn8bVgCzo3WpmjKOfNjWkRxC+AxwXCvzIwHcGkL4bPy37wLwTAB7SjiiBroWo15C3lIJh3/NfTskzV0VjuPTLJcAkMZmXZjy75Ri6ezHcXRP/I4PjOU4WsQRIwtHzK5q5Yj80B8favNNUsKxB+w4GnrGUTEiN5Jou0/dhZHYVc0KpqNpUu83vazbXVhL4dikzyduIxeOXK8Rdana0fot1nyL5ypLAe4kBzmwoSuZ+5wxCkfV8RP8x48Lga87+8nAJc/3HRvoLHTxhKO6GQYIDmO075VpUcqFPsrSC3K363jvTd+0vzCVStVIxw+9VK36PPaFgBvOesyGa4bbNqZHMVGpmit9ZBwdAvCF7PVt8b29g7VL1Si1urm9n+BoAhrHDuuBMIn//h0sqv0fE3WjplSN9KDJLlVL3ylrEhO/g8Px2HQPx94VGUcBd8bPh1WqVpcMkDKOuBO9+CBIL1VrGJxwtBscR9ScrPZDOauUrC4zYgTEz8gZShkUYQ3sjKOiLrUDOBlH5TTLOKI1ASDOtwKx81+1kdYr9/P4pHMBNPvuXgr3jduqv08+z3fcRMtBznsMqxeKSA//9IwjcmYitRSuk3Hkv+BOzjiK+8sWjjb87L2N6ZHGcVTKceTBcY84M/uAmX1ywZ9neu+MmX2PmX3UzD765S9/2Xv45cEOx+5cAGnh2LSuatV46eR2f9gpCsAKXq0u0AhHtFK1PBx7iBlH1TF/KHYReczZj3EeP78JDexhOSMJRyzHURKVOY6jFbJw1M6noWwD7VXUU/ed6j4+lY7DaIjCEXeRpf1Q7h4Y2xV23Eu9ouMouX9J5xhPtGiXqjECe6uMI1LXsJQBNWsyjnhdZlnjl/yuap2v1f2h+dLnAC/+XRQlwVWWc+qFnHHZ0QOR2nHEyDREHxlH3C6tBTMcOy5gFin82VvcjMc+vI0CHdgZR9XPROFolmUcjeQ48uC431YI4cnb3MbtAM7NXp8T31u0rV8E8IsAcOWVVzL9IT1jZOGInHGUVvrjS5YwlRxHFDthMSILR3EixnIctUrVCDeKdOEmZxw9bH0d73v0G3Hooqf5jt9yHA034+hwUZ3JJ6w4d52LpAdZTjh2Yy8P4F+HAJJwlP08dGsz7YGKRTnmCked/BhOKRkz46iMHbdI49cZR/Glu7DWLlWjYAUsNI4giuNodhTAmv/4wIZj1L3c1MpqvhK/WkZOHN1xZAY84DGwP47HE8spffAczrgt4YjVyrYRjigLRWi7f9kZRwzHUcl0NEXhKC3rs4Qp9kIpbTbdR7lmUahUjUAfpWofAXCRmZ1vZisAngfgvT1sd+dgBblNdVs5Z2ccsR4IU8tE91I1ALCSnHGUHEekCxM78DndfFg3oezGcM6Bs/wfSFqrFwNzWWR81x134hnnPAk3XnwjZfz0ubPCsQFip5s+7Otor6IOHYqjg0k5bq0yszN8KNeh+bQ+Rtk5X5T8GzTnsLuwloQX1vhxG5aHVxOcEHlXNf/rXLtZCGX8MCeXqrVhCdhp32kCOWsRquUg533+lLl0Rpk7dlxbzbdLigGOs49WagfUwk4Sp9zHT67Hk0jiZoQ2g2DntqZxs3BsCUc+bOvbMrNnAfgZAKcD+G0z+3gI4almdjaA/xxCuD6EMDWzVwL4PVTzhbeGED617T0fElbQAz97KVVjhSkWbccRRzgqMCYFBALIhKMeMo4Y1LZXbsZR9TNhopSvyrImS6/5DHD0Ls7YkZPnc/y7K38A8A4P70DJPChTEGdFH+HY7nluF9+A0f7TgK/9ge+44r5RrpAXWeKDf3rJ6Bo2n3JL4dCUcLCENXaGUsF2HM0b4YjTVa0RjlgLaTNW6b4VwHxeB7i7l9AAG8OxScJOOr/cHUc3fxhYP+w7Zk7P4dgsRn06jkhNeWjjp4wjkM7jO2IO1ykX+I7bF31lHKG5lirjyIftdlV7D4D3LHj/HwBcn73+HQC/s51tDRrjWy77CMdOyrn7+HHiFeLJzRGOrB/H0biHjCPK+OxSteyYYfwufUzEDp7NGbcmnWC8yV56yOE4jjoTMVKLZKq78nnvRAHgkt96Dm665CbfsfviaW8BPv1Ty96LrdEpVWMLL/7jW+xYVUE7B2iOprZwxCpVS1cKVle1IhOOKF3VAjEjKI6XtkARjljh4YnOAhqrlIzmODrjEt/xuvQUjs12HI1YGUEdgR/gLSIk/DOI2l3V3L+LHoWjh558Ea65wDtegtzwB9jwHSvjyIeBhoEMDCvoXdW4F9h2VzX2BXylIDmOeilV6yHjiEFdqtaHNZssHA2tPKcLsYV6elBjOo7ql4zJwI3vRnHrbwJf+XC1DdJ5ccvTb6GM2wtXvWTAwhE7YD0+kNDKrktgPqnPM1ZJLjVDCeCFY3cWoShYO/PR9YHWLAovjXuZFY49TaG65FI1yjX0ee8E/vwdwO2/UW2SJI6kmfXgstx6DsdmQcs4SnMJpvu0k0fqX6qWHEdxc97fRZrDnXK+77gLeNeTfwk44NwopA/HUeeYUamaD31kHInOuhpD2KGGY1t7suc+fqcTGefkJjuOErSMI3apGlk4yo8ZxiSS/fn0QTo+iXlWF59yMc7cfyZedcWr/AfvrKhRJvMPvhbFuY+sX/aRzyF6hL7I0i53pNwr59PeMoho47O6ti1wDbrT6WLr79hpfyb+DuweHEfzWe26owj8p14IPPlH/MftkITZwWW57YaMowdd20PGEbGrWicOwD8cuzpv06ju38VNtwDX/wSwdpLvuItYIUQn9BKO3R53jdX1eo8hx1EfWAHLRAvGZJXaorq2jZIme53yLvcuIgBghjEx4qiG1VWNHo5Nzjhi21IHHIi9AaLjaP94Pz7w7A9wBu98B+xAVICwSiiWSwjkcOx2dgatq1qozgVaRlB8yS5VY5VhpWwUygN/UfAcR0DtKqvH9y5xiffHefwlKMIXKwOqZ+rS66E1NDDyfChCdRw971cx/vrfAb/1LACE86yziMB2HLEyjlICrXslxWnfVP3pA8aCeOuZgJtxlKBUs+xBhnvHGBI9lKpRHUcde7z7TbpT3sUpVTNuqdr+06q/WYo224pNdxz1WKo2VFKG0lBFsE4HGlp5QjbukB96mLz9urfjLVe/Zdm7sQVCKxybJ7yQMo6KspVxxOpKlsKlWWVStWPKPZC2/flT6DQjcX94LsjXOUvNQmKorvdCQtEWjgZX5pXx2itfi5ViBSet9uC68KSn0nqqcFSUKFf21y/drxWdklN/x1H7ucP9s0pd1dL4xAVBOhSBv49w7PYxMzhn4nsvLGEAABp3SURBVA5lFzxtDQAzbuBnMWpNtt1XwDr2eHc6ajarVG3MnKz+iw8AX/hT3iSAfdPpM+PI29oP7A7h6MXvAz7/v3ktgOn000knf1Ab8kMPk8vPuHzZu7A1Qug344jUVc1YeYAdkWJ4jqOYSUPNOCpazULYpWoscW0WvwSGkwOzSfMdD7jM+2kXPA1P8w7t7YO+Mo7I88b8+sAoqaTeC7qZjO7jJ+GI1FVt6PToOPqm9XXcuiK3kRdDfUIZGJTeIQ3djCNSV7U0GXPvyNRV/imlauRw7FPO54bUrR7kjQ00YgVrokF3HA138ltz8rnAyc9d9l5snW4LZnInHeY2xJIoSrI7ty2MuN+YzYDZpP4dWF3heKVqaZGIJXzFvETfUTdsg5px1Jlf8bqqkR44LZXaxQwWie/901NXNXo4dnb/ZZSEGojdC+NnY6gyuP3DsdvCkcrqO/SYcfS2f/gSvv7SD3K2sQeRz78PrGg5gtzplKqxrNm8UrUewrHnU6wMrAy+xeqJ3PHpGUfkm4QsqDuOPhxHKlXbZZz3WNjjvr9+yRJGaMJLLANK93teuHTcHKurWtp/kpum7DMc273Ui1yqFoWp5DiiCF+zSb0QqGvoEuijFTnI4dhoH5v+lQ5lyznofpzG68IouSBJGUdlvGZLoO3QS6laNe6JIeDcE87hbGMPojtGH1jRCvx0pyMcnbjiLDJ07OtsxxHlZrd+mOs4YkMXjtilagVw3mOqnxkdGsQOoB/HUe7f1GRsl1EUsGte37wkhWOnjCD/UrUCeQ9pSoYSwCsz6jiaBlmq1nGtsUvV3InH6IzlVLCyXaqma2j/7BbHUXbs+F+L2CH31Xij6H90F75SVzWWCN8HD7oOOO+xnLHzZ5o+slWH+PnvUOSd64POBdCdomyFQa6VzgHNnRPOXTjqOI4oN7v5BCtDdqWwhSN2ODYAfNdvA//0t8C++/G2IZZHWllD1UqatZKdT1a1Wr67oTlq4svBlpIl4Yv0+STYGU2UIn4z8gMn+QEklarRuqoVra5wTOHoQfd7EP76a39NG3+w9JRxxO4iRS1VM6sFfoDpODIgMErVVpvxMVCB9qZ38cY+cEbzcx9d1VQq6IY+yT7ohGO7U4xalk7eKidpmbDjOGI9DMpxdAzqUjXiJaEogdMfxBtf7AjGMMwQaBMldcbYO9DCseNLVtczdkYQ2xHE7qpGvRN3FurY4po7RaermnupWgpwjy8ZzSoi77z+nTg6O0obf7D05Tgih2PnYgslxD27ULAyjpI/kRW+nTKOyEm3w2OUiZosUa2PHKU9iISjnqBmHLEvSd2T2vt3YbWw7zDonga9OY50cRVbJZZWxLhJlnA0yJU7sSXYXcN44dLxpbujqT0+e/9ZHVqpsK8PPY1fO468H/475wBTxVsbrWGtp/ndoGB3mY3QHUfZueB+rShK2Lx5yXIO1o4gWp4bafzdBOsc6KNz2x5EPv8+OHg2N+MIgV4KB/SXccRi0Ho/fZUzTU4H/SmJHUBKXOsjHFvsbnjhz6RSr+QIYoVjd0rtaF3nyJ9P/ZLhHmRfH+j34hiOHV8OUrwTx6YnxxG7k1d+fWCI5EUP4dgla75S5+jFhgY67/onv1ZrwdENHcl98LSfhH3LDwIgrQCEQC+FA5rJ8DzMj/GPt4BWpJZPKTVebJNzrgIAjMZV+DktHFulanuGwWUcFR3HkbcQ33EE0UvhSKvwp88qWeS7H/bdvuNn26DBXrmuHUexVM29K1w6hqoJnftCoDg+PWUcDfpeaWXr6unvaIoZR3Ers/nsWP9685x4FgBg/qBrAcgpvRRUqkZBwlEfrJ6I4pKnAwBOWDmBsAGy46inrmqjIWcQDR3ZOMV2OfFM4PV3YLSyH0A/4dhid8PKOKpLvShd1fjh2DTHVMddzHK77A8Bn3jgC/Gsi57lO362DRr0rmpROIovWV3h6vmc5l3905PjaNBY0Wr6457FFQXZi8YnASAItON9wOvvwPzQ5QDkOFrII17MHT+dZ1bUzVvE9tHTYk+klccTxgThKPRTqtZsznmiEcd//9/fjsOv/rjv2OK+UU9ONYkU2yM96CgcW2wXdtcz1vgJdgYRrdSONn42Hus8ppeqscevrp8hOY4Y4dhQUfpSaWWvcIXImy+/GVeeeSV1GxSKAmvZs4b7fOKbvxP4wzfiTU/8cfzf+d0468BZvuNHUoWGhKMFPP2nqj8s0meuhXFX9Gn2xCS2P6U4jrxLx7p0JqssTpvPcdrBB5C3Ajzw4APp26Bw0VN533VabRm6bnTSucvegz1PylVglaq5u0TEjoWWERQfSFgdSNNKObvUzl/YiR2AkqPJWyRpZU6QzmO6cESeNo/bpfuUblUZKlVbAj06jl5+2cup49OwAvvmROHo1AuBH/kaDgB4rO/ILSQcLZE+ukXvQfRp9sRdk7sAkBxH8cb/itXz8IRr3uw/fMfeP0i++w+AI3fgjw5dgdXR6rL3Zms8/xbe2PWFdcCTyB/6QiOAiaVRC0escGz2ir/YMTzAeyGh2/VsoBlEtPF7KlXb8DNrG5TxyaVq4/3tl6RStWsO341Prq7izP1n+o4vjk9PGUeDxkqs5o6jgWbUzEJVdKoS+yVQl6rps/dEwlFPnH3gbADAdedf5z94vLi+bO0BwKkP9R+/W6o2RHHh0CMAACcveTd2LLXjaIDfbWLt4LL3QKB52KQJR9Fv4f5QK3YMt9xwC87Yfwb2jZw7bqbWy/Elu6sao9MQAFgcn7X/bOGr+rmHFsxDHL/TZZZVqvbiO+7EP7v6TTh4QMJR77SEo0EvyfIwcqlaT8hxtERqx5E+e0808+6J8w6ehw/d+CFaOHYFKzOghzDFZ/xH4OTz/McV95Em+lyI7ZAedFgTpTQuu9WwWB6XnHoJdfwkvPg7jmKpV3zJK1WrfgGW4ygVRLO6qgEYruOIXqrGdhw1x+jBzrZET6jb0/HZJcLRdD4FMNz9HzT1uSVx1hPNvHuEIxplsG5A8SZ3wXqV03TxKRf7b+OKF/iPKYTonSTopAmTN+lhfKjWdbF82BlEdakXKZ+GHV6dWsEPslSNLeywhamO48j/GOovmFncC30IqEOnKFtphkO93wdWB0xxfAZ6zOx0JBztBh72HOD2jwHf9m8540eb32OPHMF/e9LP4YJzH8/ZjlgesksLJ2rhKHCFIzmOxFbhCS9txw5VeAFv/1MrePc8sV5K1cjXBfbDyKgdjs0KcK8G18PsUlDG0fF56o8Bv/V9AMtd2RPKOFoimiNS0F1jNzBeq1oa7j+FM352wbvwpPPVDntXEr/TIWcciR1BKq1gO46UcSS2Sh2OTcogmsZhaY4jVsZRFBWS48i/FK4PxxE746jfUjV3WuKdHmaXQo9d1QbLhU8CXv0X9cuhCi/PffBzcdnpl+HZD372sndl7yHhiIKuWOL46Ca3h5BwJLZHeliezCaU8eU4EtulYGUcJeEljut+jNYZRxX+4dWxVI01fmtbpAUoeqlaP+HYr/vKV/GQUx/iP34f5YLi2CjjaNMMtdTr9P2n4x3XvwOn7Ttt2buy9xio2LjTGeaZKPolb3E+0Iu3OA4mx5Hw4aZLbgIAPPQ0QodHZF3VJByJbUIr9YqXU/9g49hVjZXRFO/1teOI+VA7VOGI3lWtchzddOddePcN7/Yfv1DG0dJRueCmUaWD2DS6vlHQzFscHwlHewB1VRM+PPbsx+ITL/oEbfyUuyLhSGwJKxDi5c6/q1p1bM5ZjqNOh1N3R1C5AiDrqkZ1HLFK1ZzFug3jV5/Jh9YuRXjWL/iPX5L3X46j5ZOLIPoOhOCgOSIFfarivnHNjwLv/zfA6onL3hPBQI4jMRBqx5EyjsRWKFcRojTiHzycupJVL1mOI1q4d5xop/0fpnBEXmWOn8kJxQqwQpgPsZ0VEo52FgP/Dn7mW39GizhiZxIXQkDK29yr6GwX943HvQp47Peq+5YQYqmkh31NVsWWGK1ijnsA8LuS+WcckcOx47k1RR+latyuaj925xQX3PgbtPEHWwahUrWdxdrBZe/Btrj63KuXvQtCLCY1jFq/a7n7scvQzFvcdyQa7WJUqiaGQXJBUB9qxe5ltIYwjcKRd8xjCpdmiZsdsYUVGDtPXeGYrj6ycPT0SQmcSshZS9edoQavmvJ1dhT3O3/ZeyDE7mS/AskZ6K4hhADOe3T19xUvXO5+CHEfcS8DEnuD0WqdQeRfqkZ2HFnqqlYJ/KxSstQVjtrJiCwc0fIt0mc+VMdjK5h5oOLXbqEYaUFWCBYHJBwxGOidTwjhysnnAq+/Y9l7IcRxmYXqsVylamJLjNb6C8f2duwUSTiKLwuO+HLp0aMAgKvOuooyPgB+xhHr+lCPP9B11/xzl2tzeXzPHwIHz1n2Xux4XnH5K/DBL3xw2bshhoiEIwqaeQshhBgM0xh0qHBssSVGK3VBLi3jKJV6kUrVLP4CLMfRI48cxZ888Wdx8NDjKOMDGK7jqI9StUffDIz3ccZWqdrO4OyHL3sPBsHLLnsZXnbZy5a9G2KIrJyw7D3YlWjmLYQQYjDUwpEcR2IrjNbqdvO0rmppU6RStbTX7o6pjIPsSfdQhaM+StWufSNv7EJd1YQQewCVgVLQXUMIIcRgUKma2BajNaLjiByOParaC6e9pgbE09vakyb15Zg7fl2qNtAyL5WqCSGE2CKaeQshhBgMyXHEKtMRu5zzn4iH//0f49C+M3DzZTf7jl1Wwk5yNLkHuI+q8iWL0hc3vJp9fpGFHZZwdNtHq7/PupQzPhuVqgkh9gov/aP6vix8kHAkhBBiMJyx/wwAwMNOf9iS90QMkie8Fgcf+iz87mkX+Y8dJ6hTluNovAYgcxwxxR1aKdkYmE/4pWos7n8p8A8fAx7yTO52WKirmhBir3D/gQr8OxgJR0IIIQbDpadfinff8G5cfMrFy94VMUSKAmCIRkBdJpUcR/6latFxFGvtqI4jVhnTaA1YH7BwdN2bgSf9MLA60OBVOY6EEEJsEd01hBBCDIqHnPoQ7kOzEFshOo7qjCPvzn+9Oo5YwlEsG6ALR6RStdEqcMIZnLH7QBlHQgghtohm3kIIIYQQ26WTpUBzHMWMI/eucDm08OrVOD5LOJIYckzUVU0IIcQW0V1DCCGEEGK7dIQid+EolsL14jiilaqxhSMlMBwTlaoJIYTYIrprCCGEEEJsF7bjKLqAesk4Yo0t4Wi5qFRNCCHEFpFwJIQQQgixXdjCUSQVkXEcR3F0WsYRWzgac8bdLRRyHAkhhNgaumsIIYQQQmyXsi1ajEkiRpq4URxHSexiuVHqjCNShlLab2b+05BplarJcSSEEOK+I+FICCGEEGK79OQ4KmI4NlU4opeqsYQjlaodk1wQVKmaEEKITSDhSAghhBBiu/QkHCW4whG5VG025Ywv4ejYmLqqCSGE2Bq6awghhBBCbJdOqdrISI6jGI5NyThil3qN1qq/p0c449fCkUrVFpILaxKOhBBCbALdNYQQQgghtkvHcVSSSoEuWV/H5adfjpNWT/IfPAkLc5IjKH1Gs3XO+HIcHZvxvuZnCUdCCCE2ge4aQgghhBDbpSMcsbj86Drefv3bscLY3rVvBMYHgLWT/ccGenAcKbfnmKTPH9BnJYQQYlNoaUYIIYQQYruUu6AV/KXPqf6wGEWxa3qUM74cR8em5TiScCSEEOK+I8eREEIIIcR26clxNGgOHqr+XjnAGX83iHdMVKomhBBii2hpRgghhBBiu0TR4jVf/Rp+76LHc7bxkg8AX/s7zth98PjvB048C3gYydVk5HDvoTPKhCOVqgkhhNgEEo6EEEIIIbZLfBB/8R134sU3vIuzjXOvqv4MlXIMXPHCZe/F3qXMu6pJOBJCCHHfkU9VCCGEEELsIuQ4Oi5yZQkhhNgEEo6EEEIIIcQuICx7B4aDhCMhhBCbQMKREEIIIYQQQgghhFiIhCMhhBBCCCGEEEIIsRAJR0IIIYQQYhcQy68K9X4RQgghPNGdVQghhBBCDJ9DVwCPejnw6Jcve0+EEEKIXYWEIyGEEEIIMXyKErjuTcveCyGEEGLXoVI1IYQQQgghhBBCCLEQOY6EEEIIITx4yfuB0eqy90IIIYQQwhUJR0IIIYQQHpz7yGXvgRBCCCGEOxKOhBBCCCGE2At8+88Dn/+TZe+FEEKIgSHhSAghhBBCiL3A5TdVf4QQQohNoHBsIYQQQgghhBBCCLEQCUdCCCGEEEIIIYQQYiESjoQQQgghhBBCCCHEQiQcCSGEEEIIIYQQQoiFSDgSQgghhBBCCCGEEAuRcCSEEEIIIYQQQgghFiLhSAghhBBCCCGEEEIsRMKREEIIIYQQQgghhFiIhCMhhBBCCCGEEEIIsRAJR0IIIYQQQgghhBBiIRKOhBBCCCGEEEIIIcRCJBwJIYQQQgghhBBCiIVIOBJCCCGEEEIIIYQQC5FwJIQQQgghhBBCCCEWIuFICCGEEEIIIYQQQixEwpEQQgghhBBCCCGEWIiEIyGEEEIIIYQQQgixEAlHQgghhBBCCCGEEGIhEo6EEEIIIYQQQgghxEIkHAkhhBBCCCGEEEKIhUg4EkIIIYQQQgghhBALkXAkhBBCCCGEEEIIIRYi4UgIIYQQQgghhBBCLMRCCMveh4WY2ZcBfH7Z++HEaQC+suydELsSHVuChY4twULHlmChY0uw0LElmOj4EiyOdWw9IIRw+n0daMcKR7sJM/toCOHKZe+H2H3o2BIsdGwJFjq2BAsdW4KFji3BRMeXYOF5bKlUTQghhBBCCCGEEEIsRMKREEIIIYQQQgghhFiIhKN++MVl74DYtejYEix0bAkWOrYECx1bgoWOLcFEx5dg4XZsKeNICCGEEEIIIYQQQixEjiMhhBBCCCGEEEIIsRAJR2TM7Foz+yszu9XMfmjZ+yOGg5mda2YfNLNPm9mnzOz74vuvN7Pbzezj8c/12f/zunis/ZWZPXV5ey+GgJl9zsw+EY+jj8b3TjGz95vZ38S/7xffNzP76Xh8/YWZXbHcvRc7FTN7cHZ9+riZfcPMXq1rl9gKZvZWM/tHM/tk9t6mr1Nm9qL47//GzF60jN9F7Czu5dj692b2l/H4eY+ZnRzff6CZ3ZNdv34h+38eEe+lt8bjz5bx+4idw70cW5u+B+o5UnS5l2Pr3dlx9Tkz+3h83/W6pVI1ImZWAvhrANcAuA3ARwDcGEL49FJ3TAwCM7s/gPuHED5mZicC+DMA3w7gOQDuCiH8ROffPwTArwF4JICzAXwAwINCCLN+91wMBTP7HIArQwhfyd57M4CvhhDeFCcp9wsh/GCc4HwvgOsBPArAfwghPGoZ+y2GQ7wP3o7qmHkxdO0Sm8TMngjgLgBvCyF8c3xvU9cpMzsFwEcBXAkgoLqfPiKE8LUl/Epih3Avx9ZTAPxBCGFqZj8OAPHYeiCA/5H+XWecPwXwKgD/B8DvAPjpEML7+vktxE7kXo6t12MT98D4n/UcKVosOrY6//0nAdwRQniD93VLjiMujwRwawjhsyGEdQDvAvDMJe+TGAghhC+GED4Wf74TwGcAHDrG//JMAO8KIRwNIfwdgFtRHYNCbIZnAviV+POvoBIr0/tvCxUfBnByFDeFOBbfBuBvQwifP8a/0bVL3CshhP8F4Kudtzd7nXoqgPeHEL4axaL3A7iWv/diJ7Po2Aoh/H4IYRpffhjAOccaIx5fB0MIHw7Vavzb0ByPYo9yL9ete+Pe7oF6jhQbONaxFV1Dz0ElRN4rW71uSTjicgjAF7LXt+HYD/5CLCQqxg9HpQoDwCujjfqtyaIPHW9i8wQAv29mf2Zm3xPfOzOE8MX48/8DcGb8WceX2ArPQ3sCo2uX8GCz1ykdY2Ir/HMA+Qr8+Wb252b2P83sCfG9Q6iOp4SOLXEsNnMP1HVLbJYnAPhSCOFvsvfcrlsSjoTY4ZjZCQB+E8CrQwjfAPDzAC4EcDmALwL4ySXunhg2jw8hXAHgOgCviPbXmrgKoXpmsSXMbAXAMwD8enxL1y7hjq5TgoGZ/TCAKYB3xre+COC8EMLDAbwGwK+a2cFl7Z8YJLoHCjY3or1Y53rdknDE5XYA52avz4nvCXGfMLMxKtHonSGE/woAIYQvhRBmIYQ5gF9CU9Kh401sihDC7fHvfwTwHlTH0pdSCVr8+x/jP9fxJTbLdQA+FkL4EqBrl3Bls9cpHWPiPmNm3wXgBgDPj8IkYhnRP8Wf/wzA36LKobkd7XI2HVtiIVu4B+q6Je4zZjYC8B0A3p3e875uSTji8hEAF5nZ+XHl9XkA3rvkfRIDIdap/jKAz4QQ3pK9n+fKPAtAStV/L4DnmdmqmZ0P4CIAf9rX/ophYWYHYug6zOwAgKegOpbeCyB1HHoRgP8ef34vgBdaxaNRBe99EULcO62VL127hCObvU79HoCnmNn9YnnIU+J7QrQws2sB/ACAZ4QQ7s7ePz2G/cPMLkB1nfpsPL6+YWaPjvO2F6I5HoWo2cI9UM+RYjM8GcBfhhDqEjTv69aIs98CAGJHhleimpyUAN4aQvjUkndLDIfHAXgBgE+ktooA/jWAG83sclTW/M8BeCkAhBA+ZWa3APg0Knv1K9SVSByDMwG8J3bfHAH41RDC75rZRwDcYmYvAfB5VCF7QNVx4XpUoY13o+qQJcRCohh5DeL1KfJmXbvEZjGzXwNwNYDTzOw2AD8C4E3YxHUqhPBVM/tRVA9iAPCGEMJ9Da4Vu5R7ObZeB2AVwPvj/fHDIYSXAXgigDeY2QTAHMDLsmPoZgD/BcA+VJlI6qi2x7mXY+vqzd4D9Rwpuiw6tkIIv4yNmZKA83XLogNTCCGEEEIIIYQQQogWKlUTQgghhBBCCCGEEAuRcCSEEEIIIYQQQgghFiLhSAghhBBCCCGEEEIsRMKREEIIIYQQQgghhFiIhCMhhBBCCCGEEEIIsRAJR0IIIYQQQgghhBBiIRKOhBBCCCGEEEIIIcRCJBwJIYQQQgghhBBCiIX8f3aqzbGFAIMMAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Plotting noshoot42.csv"
      ],
      "metadata": {
        "id": "hqUV8Yvy5sLh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "filename = \"noshoot42.csv\"\n",
        "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
        "headers = ['aX', 'aY', 'aZ']\n",
        "df = pd.read_csv(filename, names=headers)\n",
        "df['aY'] = df['aY'] /16384\n",
        "df['aX'] = df['aX'] /16384\n",
        "df['aZ'] = df['aZ'] /16384\n",
        "#df.head(80).plot()\n",
        "df.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        },
        "id": "VABIW3sA5sgC",
        "outputId": "4dc42c53-cf2f-4e5f-8c87-492eb42ee937"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "\n",
        "SEED = 1337\n",
        "np.random.seed(SEED)\n",
        "tf.random.set_seed(SEED)\n",
        "\n",
        "GESTURES = [\"noshoot42\",\"shoot42\"]\n",
        "\n",
        "SAMPLES_PER_GESTURE = 40\n",
        "\n",
        "NUM_GESTURES = len(GESTURES)\n",
        "\n",
        "ONE_HOT_ENCODED_GESTURES = np.eye(NUM_GESTURES)\n",
        "\n",
        "inputs = []\n",
        "outputs = []\n",
        "\n",
        "# read each csv file and push an input and output\n",
        "for gesture_index in range(NUM_GESTURES):\n",
        "  gesture = GESTURES[gesture_index]\n",
        "  print(f\"Processing index {gesture_index} for gesture '{gesture}'.\")\n",
        "  \n",
        "  output = ONE_HOT_ENCODED_GESTURES[gesture_index]\n",
        "  \n",
        "  df = pd.read_csv( gesture + \".csv\",names = headers)\n",
        "  \n",
        "  # calculate the number of gesture recordings in the file\n",
        "  num_recordings = int(df.shape[0] / SAMPLES_PER_GESTURE)\n",
        "  \n",
        "  print(f\"\\tThere are {num_recordings} recordings of the {gesture} gesture.\")\n",
        "  \n",
        "  for i in range(num_recordings):\n",
        "    tensor = []\n",
        "    for j in range(SAMPLES_PER_GESTURE):\n",
        "      index = i * SAMPLES_PER_GESTURE + j\n",
        "      tensor += [\n",
        "          (df['aX'][index]) / 16384,\n",
        "          (df['aY'][index]) / 16384,\n",
        "          (df['aZ'][index]) / 16384 \n",
        "      ]\n",
        "\n",
        "    inputs.append(tensor)\n",
        "    outputs.append(output)\n",
        "inputs = np.array(inputs)\n",
        "outputs = np.array(outputs)\n",
        "\n",
        "print(\"Data set parsing and preparation complete.\")"
      ],
      "metadata": {
        "id": "ZTbA0Zd1o4_V",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2fe6cd2e-9290-44ab-d2a8-94135173dbea"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Processing index 0 for gesture 'noshoot42'.\n",
            "\tThere are 42 recordings of the noshoot42 gesture.\n",
            "Processing index 1 for gesture 'shoot42'.\n",
            "\tThere are 42 recordings of the shoot42 gesture.\n",
            "Data set parsing and preparation complete.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Randomize the order of the inputs, so they can be evenly distributed for training, testing, and validation\n",
        "num_inputs = len(inputs)\n",
        "randomize = np.arange(num_inputs)\n",
        "np.random.shuffle(randomize)\n",
        "\n",
        "inputs = inputs[randomize]\n",
        "outputs = outputs[randomize]\n",
        "\n",
        "TRAIN_SPLIT = int(0.6 * num_inputs)\n",
        "TEST_SPLIT = int(0.2 * num_inputs + TRAIN_SPLIT)\n",
        "\n",
        "inputs_train, inputs_test, inputs_val = np.split(inputs, [TRAIN_SPLIT, TEST_SPLIT])\n",
        "outputs_train, outputs_test, outputs_val = np.split(outputs, [TRAIN_SPLIT, TEST_SPLIT])"
      ],
      "metadata": {
        "id": "tUmmFetlo9gc"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras import regularizers\n",
        "model = tf.keras.Sequential()\n",
        "model.add(tf.keras.layers.Dense(10, activation='relu'))\n",
        "model.add(tf.keras.layers.Dense(10, activation='relu',kernel_regularizer= regularizers.L1(l1=1e-4)))\n",
        "#model.add(tf.keras.layers.Dropout(rate=0.2, noise_shape = (1, 60), seed = 1))\n",
        "model.add(tf.keras.layers.Dense(NUM_GESTURES, activation = 'softmax')) \n",
        "model.compile(optimizer=tf.keras.optimizers.Adam(), loss='mse', metrics=['mae'])\n",
        "history = model.fit(inputs_train, outputs_train, epochs=300, batch_size=1, validation_data=(inputs_val, outputs_val))\n",
        "\n"
      ],
      "metadata": {
        "id": "o4wmLbkM9DLK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eaeaafb4-cab1-497a-e617-ea36a8ff7c63"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/300\n",
            "50/50 [==============================] - 4s 26ms/step - loss: 0.2366 - mae: 0.4831 - val_loss: 0.2118 - val_mae: 0.4556\n",
            "Epoch 2/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.1945 - mae: 0.4361 - val_loss: 0.1842 - val_mae: 0.4211\n",
            "Epoch 3/300\n",
            "50/50 [==============================] - 1s 13ms/step - loss: 0.1512 - mae: 0.3798 - val_loss: 0.1434 - val_mae: 0.3653\n",
            "Epoch 4/300\n",
            "50/50 [==============================] - 1s 13ms/step - loss: 0.1068 - mae: 0.3123 - val_loss: 0.1101 - val_mae: 0.3095\n",
            "Epoch 5/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0720 - mae: 0.2479 - val_loss: 0.0883 - val_mae: 0.2603\n",
            "Epoch 6/300\n",
            "50/50 [==============================] - 1s 13ms/step - loss: 0.0504 - mae: 0.1964 - val_loss: 0.0697 - val_mae: 0.2204\n",
            "Epoch 7/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0336 - mae: 0.1539 - val_loss: 0.0601 - val_mae: 0.1874\n",
            "Epoch 8/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0240 - mae: 0.1223 - val_loss: 0.0523 - val_mae: 0.1646\n",
            "Epoch 9/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0181 - mae: 0.1023 - val_loss: 0.0455 - val_mae: 0.1471\n",
            "Epoch 10/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0138 - mae: 0.0853 - val_loss: 0.0422 - val_mae: 0.1320\n",
            "Epoch 11/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0105 - mae: 0.0702 - val_loss: 0.0387 - val_mae: 0.1212\n",
            "Epoch 12/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0085 - mae: 0.0608 - val_loss: 0.0334 - val_mae: 0.1108\n",
            "Epoch 13/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0070 - mae: 0.0527 - val_loss: 0.0319 - val_mae: 0.1032\n",
            "Epoch 14/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0059 - mae: 0.0459 - val_loss: 0.0299 - val_mae: 0.0971\n",
            "Epoch 15/300\n",
            "50/50 [==============================] - 0s 10ms/step - loss: 0.0052 - mae: 0.0406 - val_loss: 0.0285 - val_mae: 0.0923\n",
            "Epoch 16/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0047 - mae: 0.0366 - val_loss: 0.0288 - val_mae: 0.0890\n",
            "Epoch 17/300\n",
            "50/50 [==============================] - 0s 10ms/step - loss: 0.0043 - mae: 0.0332 - val_loss: 0.0269 - val_mae: 0.0849\n",
            "Epoch 18/300\n",
            "50/50 [==============================] - 0s 10ms/step - loss: 0.0040 - mae: 0.0305 - val_loss: 0.0273 - val_mae: 0.0828\n",
            "Epoch 19/300\n",
            "50/50 [==============================] - 1s 10ms/step - loss: 0.0038 - mae: 0.0282 - val_loss: 0.0261 - val_mae: 0.0798\n",
            "Epoch 20/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0036 - mae: 0.0263 - val_loss: 0.0249 - val_mae: 0.0772\n",
            "Epoch 21/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 0.0035 - mae: 0.0245 - val_loss: 0.0239 - val_mae: 0.0746\n",
            "Epoch 22/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0034 - mae: 0.0230 - val_loss: 0.0234 - val_mae: 0.0730\n",
            "Epoch 23/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0033 - mae: 0.0217 - val_loss: 0.0233 - val_mae: 0.0717\n",
            "Epoch 24/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0205 - val_loss: 0.0230 - val_mae: 0.0702\n",
            "Epoch 25/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0031 - mae: 0.0194 - val_loss: 0.0228 - val_mae: 0.0690\n",
            "Epoch 26/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0030 - mae: 0.0185 - val_loss: 0.0216 - val_mae: 0.0670\n",
            "Epoch 27/300\n",
            "50/50 [==============================] - 0s 10ms/step - loss: 0.0029 - mae: 0.0176 - val_loss: 0.0209 - val_mae: 0.0654\n",
            "Epoch 28/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0029 - mae: 0.0168 - val_loss: 0.0213 - val_mae: 0.0651\n",
            "Epoch 29/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0028 - mae: 0.0161 - val_loss: 0.0217 - val_mae: 0.0648\n",
            "Epoch 30/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0028 - mae: 0.0154 - val_loss: 0.0207 - val_mae: 0.0631\n",
            "Epoch 31/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 0.0028 - mae: 0.0148 - val_loss: 0.0204 - val_mae: 0.0621\n",
            "Epoch 32/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0027 - mae: 0.0143 - val_loss: 0.0207 - val_mae: 0.0618\n",
            "Epoch 33/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0027 - mae: 0.0138 - val_loss: 0.0200 - val_mae: 0.0607\n",
            "Epoch 34/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0026 - mae: 0.0132 - val_loss: 0.0201 - val_mae: 0.0602\n",
            "Epoch 35/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0026 - mae: 0.0128 - val_loss: 0.0200 - val_mae: 0.0597\n",
            "Epoch 36/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 0.0026 - mae: 0.0124 - val_loss: 0.0196 - val_mae: 0.0588\n",
            "Epoch 37/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0026 - mae: 0.0120 - val_loss: 0.0198 - val_mae: 0.0586\n",
            "Epoch 38/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 0.0025 - mae: 0.0117 - val_loss: 0.0197 - val_mae: 0.0581\n",
            "Epoch 39/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0025 - mae: 0.0113 - val_loss: 0.0196 - val_mae: 0.0576\n",
            "Epoch 40/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0110 - val_loss: 0.0194 - val_mae: 0.0572\n",
            "Epoch 41/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0107 - val_loss: 0.0192 - val_mae: 0.0567\n",
            "Epoch 42/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0024 - mae: 0.0104 - val_loss: 0.0196 - val_mae: 0.0567\n",
            "Epoch 43/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0024 - mae: 0.0102 - val_loss: 0.0190 - val_mae: 0.0559\n",
            "Epoch 44/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0024 - mae: 0.0100 - val_loss: 0.0183 - val_mae: 0.0549\n",
            "Epoch 45/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0024 - mae: 0.0097 - val_loss: 0.0193 - val_mae: 0.0557\n",
            "Epoch 46/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0023 - mae: 0.0095 - val_loss: 0.0198 - val_mae: 0.0559\n",
            "Epoch 47/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0023 - mae: 0.0093 - val_loss: 0.0195 - val_mae: 0.0554\n",
            "Epoch 48/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0023 - mae: 0.0091 - val_loss: 0.0188 - val_mae: 0.0545\n",
            "Epoch 49/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0023 - mae: 0.0089 - val_loss: 0.0189 - val_mae: 0.0544\n",
            "Epoch 50/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0023 - mae: 0.0087 - val_loss: 0.0194 - val_mae: 0.0547\n",
            "Epoch 51/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0022 - mae: 0.0086 - val_loss: 0.0188 - val_mae: 0.0539\n",
            "Epoch 52/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0022 - mae: 0.0084 - val_loss: 0.0187 - val_mae: 0.0536\n",
            "Epoch 53/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0022 - mae: 0.0083 - val_loss: 0.0187 - val_mae: 0.0535\n",
            "Epoch 54/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0022 - mae: 0.0081 - val_loss: 0.0194 - val_mae: 0.0541\n",
            "Epoch 55/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0022 - mae: 0.0080 - val_loss: 0.0191 - val_mae: 0.0536\n",
            "Epoch 56/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0022 - mae: 0.0079 - val_loss: 0.0188 - val_mae: 0.0531\n",
            "Epoch 57/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0021 - mae: 0.0077 - val_loss: 0.0188 - val_mae: 0.0530\n",
            "Epoch 58/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0021 - mae: 0.0076 - val_loss: 0.0195 - val_mae: 0.0537\n",
            "Epoch 59/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0021 - mae: 0.0075 - val_loss: 0.0184 - val_mae: 0.0524\n",
            "Epoch 60/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0021 - mae: 0.0074 - val_loss: 0.0189 - val_mae: 0.0527\n",
            "Epoch 61/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0021 - mae: 0.0073 - val_loss: 0.0196 - val_mae: 0.0534\n",
            "Epoch 62/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0020 - mae: 0.0073 - val_loss: 0.0193 - val_mae: 0.0531\n",
            "Epoch 63/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0020 - mae: 0.0072 - val_loss: 0.0186 - val_mae: 0.0523\n",
            "Epoch 64/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0020 - mae: 0.0071 - val_loss: 0.0188 - val_mae: 0.0523\n",
            "Epoch 65/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0020 - mae: 0.0070 - val_loss: 0.0186 - val_mae: 0.0520\n",
            "Epoch 66/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0020 - mae: 0.0069 - val_loss: 0.0186 - val_mae: 0.0520\n",
            "Epoch 67/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0020 - mae: 0.0069 - val_loss: 0.0188 - val_mae: 0.0522\n",
            "Epoch 68/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0019 - mae: 0.0069 - val_loss: 0.0191 - val_mae: 0.0525\n",
            "Epoch 69/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0019 - mae: 0.0068 - val_loss: 0.0183 - val_mae: 0.0516\n",
            "Epoch 70/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0019 - mae: 0.0067 - val_loss: 0.0190 - val_mae: 0.0522\n",
            "Epoch 71/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0019 - mae: 0.0067 - val_loss: 0.0182 - val_mae: 0.0514\n",
            "Epoch 72/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0019 - mae: 0.0066 - val_loss: 0.0182 - val_mae: 0.0513\n",
            "Epoch 73/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0019 - mae: 0.0066 - val_loss: 0.0179 - val_mae: 0.0511\n",
            "Epoch 74/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0018 - mae: 0.0066 - val_loss: 0.0186 - val_mae: 0.0516\n",
            "Epoch 75/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0018 - mae: 0.0066 - val_loss: 0.0184 - val_mae: 0.0515\n",
            "Epoch 76/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0018 - mae: 0.0065 - val_loss: 0.0191 - val_mae: 0.0522\n",
            "Epoch 77/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0018 - mae: 0.0065 - val_loss: 0.0184 - val_mae: 0.0514\n",
            "Epoch 78/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0018 - mae: 0.0065 - val_loss: 0.0189 - val_mae: 0.0520\n",
            "Epoch 79/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0018 - mae: 0.0064 - val_loss: 0.0189 - val_mae: 0.0519\n",
            "Epoch 80/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0017 - mae: 0.0064 - val_loss: 0.0187 - val_mae: 0.0517\n",
            "Epoch 81/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0017 - mae: 0.0063 - val_loss: 0.0180 - val_mae: 0.0509\n",
            "Epoch 82/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0017 - mae: 0.0063 - val_loss: 0.0185 - val_mae: 0.0514\n",
            "Epoch 83/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0017 - mae: 0.0063 - val_loss: 0.0189 - val_mae: 0.0518\n",
            "Epoch 84/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0017 - mae: 0.0063 - val_loss: 0.0190 - val_mae: 0.0519\n",
            "Epoch 85/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0017 - mae: 0.0062 - val_loss: 0.0189 - val_mae: 0.0517\n",
            "Epoch 86/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0061 - val_loss: 0.0196 - val_mae: 0.0524\n",
            "Epoch 87/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0061 - val_loss: 0.0198 - val_mae: 0.0527\n",
            "Epoch 88/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0061 - val_loss: 0.0186 - val_mae: 0.0514\n",
            "Epoch 89/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0060 - val_loss: 0.0201 - val_mae: 0.0529\n",
            "Epoch 90/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0016 - mae: 0.0060 - val_loss: 0.0192 - val_mae: 0.0520\n",
            "Epoch 91/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0060 - val_loss: 0.0197 - val_mae: 0.0526\n",
            "Epoch 92/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0016 - mae: 0.0060 - val_loss: 0.0189 - val_mae: 0.0517\n",
            "Epoch 93/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0015 - mae: 0.0060 - val_loss: 0.0197 - val_mae: 0.0526\n",
            "Epoch 94/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0015 - mae: 0.0060 - val_loss: 0.0200 - val_mae: 0.0529\n",
            "Epoch 95/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0015 - mae: 0.0061 - val_loss: 0.0202 - val_mae: 0.0532\n",
            "Epoch 96/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0015 - mae: 0.0060 - val_loss: 0.0203 - val_mae: 0.0532\n",
            "Epoch 97/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0015 - mae: 0.0060 - val_loss: 0.0192 - val_mae: 0.0522\n",
            "Epoch 98/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0014 - mae: 0.0060 - val_loss: 0.0196 - val_mae: 0.0525\n",
            "Epoch 99/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0014 - mae: 0.0060 - val_loss: 0.0200 - val_mae: 0.0530\n",
            "Epoch 100/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0014 - mae: 0.0059 - val_loss: 0.0205 - val_mae: 0.0535\n",
            "Epoch 101/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0014 - mae: 0.0060 - val_loss: 0.0201 - val_mae: 0.0532\n",
            "Epoch 102/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 0.0014 - mae: 0.0060 - val_loss: 0.0201 - val_mae: 0.0533\n",
            "Epoch 103/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0014 - mae: 0.0060 - val_loss: 0.0188 - val_mae: 0.0520\n",
            "Epoch 104/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0059 - val_loss: 0.0203 - val_mae: 0.0535\n",
            "Epoch 105/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0060 - val_loss: 0.0195 - val_mae: 0.0528\n",
            "Epoch 106/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0061 - val_loss: 0.0200 - val_mae: 0.0534\n",
            "Epoch 107/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0061 - val_loss: 0.0191 - val_mae: 0.0524\n",
            "Epoch 108/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0061 - val_loss: 0.0212 - val_mae: 0.0546\n",
            "Epoch 109/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0013 - mae: 0.0060 - val_loss: 0.0199 - val_mae: 0.0534\n",
            "Epoch 110/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0012 - mae: 0.0060 - val_loss: 0.0193 - val_mae: 0.0528\n",
            "Epoch 111/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0012 - mae: 0.0060 - val_loss: 0.0193 - val_mae: 0.0526\n",
            "Epoch 112/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0012 - mae: 0.0061 - val_loss: 0.0204 - val_mae: 0.0540\n",
            "Epoch 113/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 0.0012 - mae: 0.0060 - val_loss: 0.0187 - val_mae: 0.0521\n",
            "Epoch 114/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0012 - mae: 0.0060 - val_loss: 0.0194 - val_mae: 0.0528\n",
            "Epoch 115/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0012 - mae: 0.0060 - val_loss: 0.0190 - val_mae: 0.0524\n",
            "Epoch 116/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0011 - mae: 0.0061 - val_loss: 0.0176 - val_mae: 0.0510\n",
            "Epoch 117/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0011 - mae: 0.0060 - val_loss: 0.0183 - val_mae: 0.0515\n",
            "Epoch 118/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0011 - mae: 0.0060 - val_loss: 0.0184 - val_mae: 0.0516\n",
            "Epoch 119/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0011 - mae: 0.0059 - val_loss: 0.0175 - val_mae: 0.0509\n",
            "Epoch 120/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0011 - mae: 0.0060 - val_loss: 0.0189 - val_mae: 0.0523\n",
            "Epoch 121/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0011 - mae: 0.0059 - val_loss: 0.0184 - val_mae: 0.0516\n",
            "Epoch 122/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0011 - mae: 0.0059 - val_loss: 0.0173 - val_mae: 0.0504\n",
            "Epoch 123/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 0.0010 - mae: 0.0058 - val_loss: 0.0198 - val_mae: 0.0530\n",
            "Epoch 124/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0010 - mae: 0.0058 - val_loss: 0.0171 - val_mae: 0.0500\n",
            "Epoch 125/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 0.0010 - mae: 0.0059 - val_loss: 0.0167 - val_mae: 0.0496\n",
            "Epoch 126/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.9395e-04 - mae: 0.0059 - val_loss: 0.0178 - val_mae: 0.0507\n",
            "Epoch 127/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 9.7909e-04 - mae: 0.0058 - val_loss: 0.0182 - val_mae: 0.0512\n",
            "Epoch 128/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.6535e-04 - mae: 0.0059 - val_loss: 0.0169 - val_mae: 0.0496\n",
            "Epoch 129/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 9.4973e-04 - mae: 0.0058 - val_loss: 0.0165 - val_mae: 0.0492\n",
            "Epoch 130/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.3501e-04 - mae: 0.0057 - val_loss: 0.0174 - val_mae: 0.0502\n",
            "Epoch 131/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.2169e-04 - mae: 0.0059 - val_loss: 0.0184 - val_mae: 0.0513\n",
            "Epoch 132/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 9.0838e-04 - mae: 0.0057 - val_loss: 0.0176 - val_mae: 0.0503\n",
            "Epoch 133/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 8.9308e-04 - mae: 0.0057 - val_loss: 0.0172 - val_mae: 0.0501\n",
            "Epoch 134/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 8.8069e-04 - mae: 0.0059 - val_loss: 0.0188 - val_mae: 0.0516\n",
            "Epoch 135/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.6555e-04 - mae: 0.0056 - val_loss: 0.0163 - val_mae: 0.0489\n",
            "Epoch 136/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.5204e-04 - mae: 0.0057 - val_loss: 0.0161 - val_mae: 0.0487\n",
            "Epoch 137/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 8.3844e-04 - mae: 0.0057 - val_loss: 0.0177 - val_mae: 0.0504\n",
            "Epoch 138/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.2437e-04 - mae: 0.0057 - val_loss: 0.0191 - val_mae: 0.0518\n",
            "Epoch 139/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.1164e-04 - mae: 0.0057 - val_loss: 0.0200 - val_mae: 0.0527\n",
            "Epoch 140/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 7.9801e-04 - mae: 0.0055 - val_loss: 0.0165 - val_mae: 0.0489\n",
            "Epoch 141/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 7.8297e-04 - mae: 0.0056 - val_loss: 0.0168 - val_mae: 0.0494\n",
            "Epoch 142/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 7.7079e-04 - mae: 0.0055 - val_loss: 0.0154 - val_mae: 0.0478\n",
            "Epoch 143/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.5811e-04 - mae: 0.0054 - val_loss: 0.0150 - val_mae: 0.0472\n",
            "Epoch 144/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 7.4617e-04 - mae: 0.0054 - val_loss: 0.0145 - val_mae: 0.0465\n",
            "Epoch 145/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 7.3255e-04 - mae: 0.0054 - val_loss: 0.0160 - val_mae: 0.0483\n",
            "Epoch 146/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.2075e-04 - mae: 0.0054 - val_loss: 0.0167 - val_mae: 0.0492\n",
            "Epoch 147/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.0822e-04 - mae: 0.0055 - val_loss: 0.0173 - val_mae: 0.0497\n",
            "Epoch 148/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.9881e-04 - mae: 0.0054 - val_loss: 0.0145 - val_mae: 0.0464\n",
            "Epoch 149/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.8403e-04 - mae: 0.0053 - val_loss: 0.0160 - val_mae: 0.0483\n",
            "Epoch 150/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.7327e-04 - mae: 0.0053 - val_loss: 0.0154 - val_mae: 0.0475\n",
            "Epoch 151/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.6140e-04 - mae: 0.0054 - val_loss: 0.0185 - val_mae: 0.0507\n",
            "Epoch 152/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 6.5115e-04 - mae: 0.0052 - val_loss: 0.0157 - val_mae: 0.0476\n",
            "Epoch 153/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.3800e-04 - mae: 0.0052 - val_loss: 0.0168 - val_mae: 0.0487\n",
            "Epoch 154/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.2586e-04 - mae: 0.0050 - val_loss: 0.0138 - val_mae: 0.0455\n",
            "Epoch 155/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.1648e-04 - mae: 0.0051 - val_loss: 0.0124 - val_mae: 0.0436\n",
            "Epoch 156/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.0267e-04 - mae: 0.0051 - val_loss: 0.0137 - val_mae: 0.0453\n",
            "Epoch 157/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 5.9119e-04 - mae: 0.0051 - val_loss: 0.0130 - val_mae: 0.0443\n",
            "Epoch 158/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.8572e-04 - mae: 0.0052 - val_loss: 0.0138 - val_mae: 0.0449\n",
            "Epoch 159/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.6704e-04 - mae: 0.0049 - val_loss: 0.0138 - val_mae: 0.0451\n",
            "Epoch 160/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 5.5651e-04 - mae: 0.0049 - val_loss: 0.0172 - val_mae: 0.0490\n",
            "Epoch 161/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.4749e-04 - mae: 0.0049 - val_loss: 0.0191 - val_mae: 0.0508\n",
            "Epoch 162/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.3954e-04 - mae: 0.0047 - val_loss: 0.0146 - val_mae: 0.0458\n",
            "Epoch 163/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.2699e-04 - mae: 0.0050 - val_loss: 0.0158 - val_mae: 0.0469\n",
            "Epoch 164/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.1778e-04 - mae: 0.0047 - val_loss: 0.0140 - val_mae: 0.0447\n",
            "Epoch 165/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 5.0809e-04 - mae: 0.0046 - val_loss: 0.0100 - val_mae: 0.0395\n",
            "Epoch 166/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.9845e-04 - mae: 0.0047 - val_loss: 0.0161 - val_mae: 0.0472\n",
            "Epoch 167/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.9099e-04 - mae: 0.0045 - val_loss: 0.0110 - val_mae: 0.0406\n",
            "Epoch 168/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.8181e-04 - mae: 0.0045 - val_loss: 0.0135 - val_mae: 0.0439\n",
            "Epoch 169/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.7329e-04 - mae: 0.0046 - val_loss: 0.0174 - val_mae: 0.0485\n",
            "Epoch 170/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.6194e-04 - mae: 0.0044 - val_loss: 0.0123 - val_mae: 0.0423\n",
            "Epoch 171/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.5614e-04 - mae: 0.0044 - val_loss: 0.0127 - val_mae: 0.0427\n",
            "Epoch 172/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.4977e-04 - mae: 0.0043 - val_loss: 0.0129 - val_mae: 0.0427\n",
            "Epoch 173/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.3687e-04 - mae: 0.0042 - val_loss: 0.0129 - val_mae: 0.0429\n",
            "Epoch 174/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.3107e-04 - mae: 0.0044 - val_loss: 0.0137 - val_mae: 0.0437\n",
            "Epoch 175/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.2524e-04 - mae: 0.0043 - val_loss: 0.0088 - val_mae: 0.0365\n",
            "Epoch 176/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.1423e-04 - mae: 0.0040 - val_loss: 0.0135 - val_mae: 0.0434\n",
            "Epoch 177/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 4.0466e-04 - mae: 0.0044 - val_loss: 0.0130 - val_mae: 0.0427\n",
            "Epoch 178/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.9615e-04 - mae: 0.0040 - val_loss: 0.0120 - val_mae: 0.0411\n",
            "Epoch 179/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.8734e-04 - mae: 0.0041 - val_loss: 0.0108 - val_mae: 0.0396\n",
            "Epoch 180/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.8020e-04 - mae: 0.0041 - val_loss: 0.0139 - val_mae: 0.0435\n",
            "Epoch 181/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.7476e-04 - mae: 0.0040 - val_loss: 0.0124 - val_mae: 0.0416\n",
            "Epoch 182/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.6846e-04 - mae: 0.0038 - val_loss: 0.0136 - val_mae: 0.0431\n",
            "Epoch 183/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.6015e-04 - mae: 0.0040 - val_loss: 0.0098 - val_mae: 0.0379\n",
            "Epoch 184/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 3.5335e-04 - mae: 0.0040 - val_loss: 0.0119 - val_mae: 0.0407\n",
            "Epoch 185/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.4592e-04 - mae: 0.0037 - val_loss: 0.0108 - val_mae: 0.0390\n",
            "Epoch 186/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.3925e-04 - mae: 0.0040 - val_loss: 0.0142 - val_mae: 0.0433\n",
            "Epoch 187/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.3192e-04 - mae: 0.0036 - val_loss: 0.0091 - val_mae: 0.0362\n",
            "Epoch 188/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.2359e-04 - mae: 0.0039 - val_loss: 0.0102 - val_mae: 0.0376\n",
            "Epoch 189/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.1704e-04 - mae: 0.0038 - val_loss: 0.0156 - val_mae: 0.0449\n",
            "Epoch 190/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 3.1171e-04 - mae: 0.0038 - val_loss: 0.0110 - val_mae: 0.0385\n",
            "Epoch 191/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 3.0482e-04 - mae: 0.0034 - val_loss: 0.0092 - val_mae: 0.0362\n",
            "Epoch 192/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.9493e-04 - mae: 0.0036 - val_loss: 0.0108 - val_mae: 0.0385\n",
            "Epoch 193/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.9237e-04 - mae: 0.0036 - val_loss: 0.0101 - val_mae: 0.0373\n",
            "Epoch 194/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 2.8507e-04 - mae: 0.0034 - val_loss: 0.0097 - val_mae: 0.0363\n",
            "Epoch 195/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.7725e-04 - mae: 0.0036 - val_loss: 0.0076 - val_mae: 0.0331\n",
            "Epoch 196/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.7413e-04 - mae: 0.0035 - val_loss: 0.0055 - val_mae: 0.0291\n",
            "Epoch 197/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.6775e-04 - mae: 0.0033 - val_loss: 0.0166 - val_mae: 0.0456\n",
            "Epoch 198/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.6428e-04 - mae: 0.0032 - val_loss: 0.0063 - val_mae: 0.0310\n",
            "Epoch 199/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.5841e-04 - mae: 0.0036 - val_loss: 0.0087 - val_mae: 0.0345\n",
            "Epoch 200/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.5571e-04 - mae: 0.0033 - val_loss: 0.0100 - val_mae: 0.0366\n",
            "Epoch 201/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.5036e-04 - mae: 0.0033 - val_loss: 0.0100 - val_mae: 0.0363\n",
            "Epoch 202/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.4708e-04 - mae: 0.0032 - val_loss: 0.0102 - val_mae: 0.0365\n",
            "Epoch 203/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.4311e-04 - mae: 0.0031 - val_loss: 0.0090 - val_mae: 0.0346\n",
            "Epoch 204/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.3733e-04 - mae: 0.0032 - val_loss: 0.0081 - val_mae: 0.0331\n",
            "Epoch 205/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 2.3325e-04 - mae: 0.0032 - val_loss: 0.0094 - val_mae: 0.0352\n",
            "Epoch 206/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.3144e-04 - mae: 0.0031 - val_loss: 0.0098 - val_mae: 0.0357\n",
            "Epoch 207/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.2651e-04 - mae: 0.0030 - val_loss: 0.0099 - val_mae: 0.0359\n",
            "Epoch 208/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.2212e-04 - mae: 0.0029 - val_loss: 0.0072 - val_mae: 0.0318\n",
            "Epoch 209/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 2.1910e-04 - mae: 0.0031 - val_loss: 0.0073 - val_mae: 0.0319\n",
            "Epoch 210/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.1742e-04 - mae: 0.0031 - val_loss: 0.0060 - val_mae: 0.0293\n",
            "Epoch 211/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.1145e-04 - mae: 0.0029 - val_loss: 0.0074 - val_mae: 0.0317\n",
            "Epoch 212/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 2.0863e-04 - mae: 0.0032 - val_loss: 0.0061 - val_mae: 0.0290\n",
            "Epoch 213/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 2.0479e-04 - mae: 0.0026 - val_loss: 0.0063 - val_mae: 0.0297\n",
            "Epoch 214/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.9971e-04 - mae: 0.0029 - val_loss: 0.0065 - val_mae: 0.0300\n",
            "Epoch 215/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.9724e-04 - mae: 0.0029 - val_loss: 0.0103 - val_mae: 0.0360\n",
            "Epoch 216/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.9296e-04 - mae: 0.0026 - val_loss: 0.0053 - val_mae: 0.0276\n",
            "Epoch 217/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.9111e-04 - mae: 0.0027 - val_loss: 0.0063 - val_mae: 0.0294\n",
            "Epoch 218/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.8797e-04 - mae: 0.0027 - val_loss: 0.0058 - val_mae: 0.0285\n",
            "Epoch 219/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.8619e-04 - mae: 0.0028 - val_loss: 0.0071 - val_mae: 0.0306\n",
            "Epoch 220/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.8253e-04 - mae: 0.0026 - val_loss: 0.0053 - val_mae: 0.0275\n",
            "Epoch 221/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.8105e-04 - mae: 0.0028 - val_loss: 0.0060 - val_mae: 0.0284\n",
            "Epoch 222/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.8105e-04 - mae: 0.0027 - val_loss: 0.0068 - val_mae: 0.0297\n",
            "Epoch 223/300\n",
            "50/50 [==============================] - 0s 2ms/step - loss: 1.7540e-04 - mae: 0.0026 - val_loss: 0.0086 - val_mae: 0.0329\n",
            "Epoch 224/300\n",
            "50/50 [==============================] - 0s 2ms/step - loss: 1.7235e-04 - mae: 0.0025 - val_loss: 0.0059 - val_mae: 0.0282\n",
            "Epoch 225/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.6943e-04 - mae: 0.0026 - val_loss: 0.0078 - val_mae: 0.0316\n",
            "Epoch 226/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.6632e-04 - mae: 0.0025 - val_loss: 0.0050 - val_mae: 0.0266\n",
            "Epoch 227/300\n",
            "50/50 [==============================] - 0s 2ms/step - loss: 1.6434e-04 - mae: 0.0027 - val_loss: 0.0087 - val_mae: 0.0331\n",
            "Epoch 228/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.6145e-04 - mae: 0.0025 - val_loss: 0.0051 - val_mae: 0.0269\n",
            "Epoch 229/300\n",
            "50/50 [==============================] - 0s 2ms/step - loss: 1.5856e-04 - mae: 0.0025 - val_loss: 0.0071 - val_mae: 0.0306\n",
            "Epoch 230/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.5639e-04 - mae: 0.0026 - val_loss: 0.0056 - val_mae: 0.0278\n",
            "Epoch 231/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.5345e-04 - mae: 0.0027 - val_loss: 0.0063 - val_mae: 0.0289\n",
            "Epoch 232/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.5037e-04 - mae: 0.0025 - val_loss: 0.0045 - val_mae: 0.0253\n",
            "Epoch 233/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.5078e-04 - mae: 0.0024 - val_loss: 0.0069 - val_mae: 0.0301\n",
            "Epoch 234/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.4812e-04 - mae: 0.0025 - val_loss: 0.0064 - val_mae: 0.0289\n",
            "Epoch 235/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.4526e-04 - mae: 0.0025 - val_loss: 0.0073 - val_mae: 0.0305\n",
            "Epoch 236/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.4293e-04 - mae: 0.0023 - val_loss: 0.0044 - val_mae: 0.0250\n",
            "Epoch 237/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.4136e-04 - mae: 0.0025 - val_loss: 0.0093 - val_mae: 0.0339\n",
            "Epoch 238/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.4121e-04 - mae: 0.0024 - val_loss: 0.0113 - val_mae: 0.0369\n",
            "Epoch 239/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.4063e-04 - mae: 0.0022 - val_loss: 0.0039 - val_mae: 0.0237\n",
            "Epoch 240/300\n",
            "50/50 [==============================] - 0s 2ms/step - loss: 1.3820e-04 - mae: 0.0024 - val_loss: 0.0040 - val_mae: 0.0239\n",
            "Epoch 241/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.3554e-04 - mae: 0.0024 - val_loss: 0.0040 - val_mae: 0.0238\n",
            "Epoch 242/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.3277e-04 - mae: 0.0025 - val_loss: 0.0063 - val_mae: 0.0287\n",
            "Epoch 243/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.3075e-04 - mae: 0.0023 - val_loss: 0.0048 - val_mae: 0.0254\n",
            "Epoch 244/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2798e-04 - mae: 0.0025 - val_loss: 0.0060 - val_mae: 0.0280\n",
            "Epoch 245/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2855e-04 - mae: 0.0023 - val_loss: 0.0055 - val_mae: 0.0266\n",
            "Epoch 246/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2621e-04 - mae: 0.0021 - val_loss: 0.0062 - val_mae: 0.0280\n",
            "Epoch 247/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2297e-04 - mae: 0.0021 - val_loss: 0.0040 - val_mae: 0.0236\n",
            "Epoch 248/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2189e-04 - mae: 0.0023 - val_loss: 0.0067 - val_mae: 0.0293\n",
            "Epoch 249/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2140e-04 - mae: 0.0022 - val_loss: 0.0079 - val_mae: 0.0315\n",
            "Epoch 250/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 1.2059e-04 - mae: 0.0022 - val_loss: 0.0046 - val_mae: 0.0252\n",
            "Epoch 251/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1812e-04 - mae: 0.0022 - val_loss: 0.0066 - val_mae: 0.0289\n",
            "Epoch 252/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1754e-04 - mae: 0.0021 - val_loss: 0.0054 - val_mae: 0.0264\n",
            "Epoch 253/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1603e-04 - mae: 0.0022 - val_loss: 0.0080 - val_mae: 0.0315\n",
            "Epoch 254/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1654e-04 - mae: 0.0021 - val_loss: 0.0073 - val_mae: 0.0301\n",
            "Epoch 255/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 1.1328e-04 - mae: 0.0021 - val_loss: 0.0043 - val_mae: 0.0244\n",
            "Epoch 256/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1467e-04 - mae: 0.0021 - val_loss: 0.0033 - val_mae: 0.0218\n",
            "Epoch 257/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.1272e-04 - mae: 0.0020 - val_loss: 0.0046 - val_mae: 0.0247\n",
            "Epoch 258/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 1.1097e-04 - mae: 0.0020 - val_loss: 0.0053 - val_mae: 0.0263\n",
            "Epoch 259/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 1.0788e-04 - mae: 0.0020 - val_loss: 0.0044 - val_mae: 0.0245\n",
            "Epoch 260/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 1.0736e-04 - mae: 0.0020 - val_loss: 0.0048 - val_mae: 0.0253\n",
            "Epoch 261/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 1.0621e-04 - mae: 0.0020 - val_loss: 0.0049 - val_mae: 0.0257\n",
            "Epoch 262/300\n",
            "50/50 [==============================] - 0s 7ms/step - loss: 1.0452e-04 - mae: 0.0021 - val_loss: 0.0036 - val_mae: 0.0227\n",
            "Epoch 263/300\n",
            "50/50 [==============================] - 0s 8ms/step - loss: 1.0587e-04 - mae: 0.0021 - val_loss: 0.0028 - val_mae: 0.0204\n",
            "Epoch 264/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 1.0289e-04 - mae: 0.0020 - val_loss: 0.0071 - val_mae: 0.0299\n",
            "Epoch 265/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 1.0409e-04 - mae: 0.0021 - val_loss: 0.0069 - val_mae: 0.0295\n",
            "Epoch 266/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 1.0065e-04 - mae: 0.0019 - val_loss: 0.0034 - val_mae: 0.0217\n",
            "Epoch 267/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 9.8946e-05 - mae: 0.0019 - val_loss: 0.0066 - val_mae: 0.0289\n",
            "Epoch 268/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 9.9794e-05 - mae: 0.0020 - val_loss: 0.0101 - val_mae: 0.0348\n",
            "Epoch 269/300\n",
            "50/50 [==============================] - 0s 9ms/step - loss: 9.7979e-05 - mae: 0.0019 - val_loss: 0.0036 - val_mae: 0.0225\n",
            "Epoch 270/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 9.5958e-05 - mae: 0.0018 - val_loss: 0.0031 - val_mae: 0.0213\n",
            "Epoch 271/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 9.5329e-05 - mae: 0.0021 - val_loss: 0.0044 - val_mae: 0.0242\n",
            "Epoch 272/300\n",
            "50/50 [==============================] - 0s 6ms/step - loss: 9.4716e-05 - mae: 0.0019 - val_loss: 0.0035 - val_mae: 0.0220\n",
            "Epoch 273/300\n",
            "50/50 [==============================] - 0s 5ms/step - loss: 9.2013e-05 - mae: 0.0019 - val_loss: 0.0052 - val_mae: 0.0261\n",
            "Epoch 274/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.1744e-05 - mae: 0.0019 - val_loss: 0.0079 - val_mae: 0.0313\n",
            "Epoch 275/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.9435e-05 - mae: 0.0019 - val_loss: 0.0054 - val_mae: 0.0267\n",
            "Epoch 276/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 9.0467e-05 - mae: 0.0019 - val_loss: 0.0045 - val_mae: 0.0245\n",
            "Epoch 277/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.8170e-05 - mae: 0.0019 - val_loss: 0.0071 - val_mae: 0.0299\n",
            "Epoch 278/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.7279e-05 - mae: 0.0019 - val_loss: 0.0088 - val_mae: 0.0330\n",
            "Epoch 279/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.6440e-05 - mae: 0.0018 - val_loss: 0.0030 - val_mae: 0.0209\n",
            "Epoch 280/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.9524e-05 - mae: 0.0020 - val_loss: 0.0049 - val_mae: 0.0251\n",
            "Epoch 281/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.4313e-05 - mae: 0.0018 - val_loss: 0.0045 - val_mae: 0.0243\n",
            "Epoch 282/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.4179e-05 - mae: 0.0019 - val_loss: 0.0047 - val_mae: 0.0250\n",
            "Epoch 283/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.2100e-05 - mae: 0.0018 - val_loss: 0.0059 - val_mae: 0.0276\n",
            "Epoch 284/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.2354e-05 - mae: 0.0018 - val_loss: 0.0075 - val_mae: 0.0305\n",
            "Epoch 285/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.9401e-05 - mae: 0.0016 - val_loss: 0.0031 - val_mae: 0.0215\n",
            "Epoch 286/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 8.2760e-05 - mae: 0.0019 - val_loss: 0.0044 - val_mae: 0.0239\n",
            "Epoch 287/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.8844e-05 - mae: 0.0018 - val_loss: 0.0042 - val_mae: 0.0236\n",
            "Epoch 288/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.8140e-05 - mae: 0.0018 - val_loss: 0.0037 - val_mae: 0.0225\n",
            "Epoch 289/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.7701e-05 - mae: 0.0018 - val_loss: 0.0087 - val_mae: 0.0327\n",
            "Epoch 290/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.6877e-05 - mae: 0.0018 - val_loss: 0.0046 - val_mae: 0.0245\n",
            "Epoch 291/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.6095e-05 - mae: 0.0018 - val_loss: 0.0076 - val_mae: 0.0306\n",
            "Epoch 292/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.4688e-05 - mae: 0.0018 - val_loss: 0.0061 - val_mae: 0.0276\n",
            "Epoch 293/300\n",
            "50/50 [==============================] - 0s 4ms/step - loss: 7.3189e-05 - mae: 0.0016 - val_loss: 0.0041 - val_mae: 0.0235\n",
            "Epoch 294/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.2531e-05 - mae: 0.0017 - val_loss: 0.0036 - val_mae: 0.0224\n",
            "Epoch 295/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.1726e-05 - mae: 0.0019 - val_loss: 0.0069 - val_mae: 0.0293\n",
            "Epoch 296/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.0963e-05 - mae: 0.0017 - val_loss: 0.0045 - val_mae: 0.0242\n",
            "Epoch 297/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.9969e-05 - mae: 0.0017 - val_loss: 0.0119 - val_mae: 0.0377\n",
            "Epoch 298/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 7.1707e-05 - mae: 0.0017 - val_loss: 0.0033 - val_mae: 0.0212\n",
            "Epoch 299/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.9561e-05 - mae: 0.0017 - val_loss: 0.0041 - val_mae: 0.0233\n",
            "Epoch 300/300\n",
            "50/50 [==============================] - 0s 3ms/step - loss: 6.9456e-05 - mae: 0.0016 - val_loss: 0.0066 - val_mae: 0.0283\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "epochs = range(1, len(loss) + 1)\n",
        "plt.plot(epochs, loss, 'g.', label='Training loss')\n",
        "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "id": "uh5yoylrCyYp",
        "outputId": "14167858-3808-4f90-c104-efbcbb6ad3ca"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "SKIP = 100\n",
        "plt.plot(epochs[SKIP:], loss[SKIP:], 'g.', label='Training loss')\n",
        "plt.plot(epochs[SKIP:], val_loss[SKIP:], 'b.', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "id": "n9AgKB_rDcQ7",
        "outputId": "309d9750-2f0b-46fe-80c6-a6c4721fd12a"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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+xStekT/7sz/L7t27kyTbt2/PP/zDP+T000/PRRddlMnJyRx//PG55JJLlrz+sccem29/+9tJkne+85158pOfnJ/6qZ/K7bffvnef97///TnllFPyzGc+M7/wC7+Qe++9N1/84hdz9dVX5zd+4zeyZcuWfO1rX8sFF1yQT37yk0mSrVu35qSTTsoJJ5yQCy+8MD/4wQ/23t4ll1ySZz3rWTnhhBNy22237fP+fec738nZZ5+dE088Mc95znNyyy23JEk+//nPZ8uWLdmyZUtOOumk7Nq1K9/61rdyxhlnZMuWLXnGM56RG264YV2PrbCJNZmaSt72NkETAAAAG2N+fvDFF3cv1xs4/ciP/Eie/exn5zOf+UySblXTL/7iL6aUkne+852Zm5vLLbfcks9//vN7g5qlbNu2LVdddVVuvvnmXHPNNbnxxhv3/uzlL395brzxxnzpS1/K0572tHzwgx/Mc5/73Lz0pS/Nu971rtx88835yZ/8yb3733///bngggvyiU98Il/+8pfz4IMP5g//8A/3/vzoo4/OTTfdlIsuumi/rXqXXHJJTjrppNxyyy353d/93Zx33nlJkssvvzzve9/7cvPNN+eGG27IoYcemo9//ON5wQtekJtvvjlf+tKXsmXLljU9pvOETQAAAMDQG8T84IWtdAtb6P74j/84z3rWs3LSSSfl1ltvfUjL22I33HBDXvayl+URj3hEjjzyyLz0pS/d+7OvfOUrOf3003PCCSfkYx/7WG699dZ9ruf222/Pcccdlyc/+clJkvPPPz/XX3/93p+//OUvT5KcfPLJ2b59+z6P9YUvfCGvec1rkiTPf/7zs3Pnztxzzz057bTT8uY3vznvec978r3vfS8HHnhgTjnllHzoQx/KpZdemi9/+cs54ogj9nns/RE2AQAAAENvEPODzzrrrGzdujU33XRT7r333px88sn5+7//+1x++eXZunVrbrnllrz4xS/O/fffv6bjX3DBBXnve9+bL3/5y7nkkkvWfJx5Bx98cJJkYmIiDz744JqO8da3vjUf+MAHct999+W0007LbbfdljPOOCPXX399jjnmmFxwwQW58sor17VOYRMAAAAw9AYxP/jwww/P8573vFx44YV7q5ruueeeHHbYYXnkIx+Zf/qnf9rbZrecM844I5/61Kdy3333ZdeuXfn0pz+992e7du3KYx/72DzwwAP52Mc+tnf7EUcckV27dj3sWE95ylOyffv23HHHHUmSj370o/npn/7pNd23008/fe9tzs7O5uijj86RRx6Zr33taznhhBPym7/5mznllFNy22235c4778yP/uiP5rWvfW1+5Vd+JTfddNOabnPegeu6NgAAAMAGmZrq/+zgc845Jy972cv2ttM985nPzEknnZSnPvWpefzjH5/TTjttn9d/1rOelVe96lV55jOfmcc85jE55ZRT9v7ssssuy6mnnppHP/rROfXUU/cGTK9+9avz2te+Nu95z3v2DgZPkkMOOSQf+tCH8spXvjIPPvhgTjnllLzhDW9Y0/269NJLc+GFF+bEE0/MIx7xiHzkIx9Jkrz73e/OddddlwMOOCDHH398XvSiF+Wqq67Ku971rhx00EE5/PDD113ZVGqt6zrAKJicnKxzc3NNLwMAAADo+du//ds87WlPa3oZrNBSz1cpZVutdXLxvtroAAAAAOgbYRMAAAAAfSNsAgAAABoxDqN92mC1z5OwCQAAANhwhxxySHbu3ClwGnK11uzcuTOHHHLIiq/jbHQAAADAhtu8eXN27NiRu+66q+mlsB+HHHJINm/evOL9hU0AAADAhjvooINy3HHHNb0MBkAbHQAAAAB9I2wCAAAAoG+ETQyNTieZmeleAgAAAKPJzKYx0ekks7PJ9HQyNdX0ah6u00nOPDPZvTvZtCnZunU41wkAAADsm7BpDIxCkDM7213fnj3dy9nZ4VsjAAAAsH/a6MbAUkHOsJme7gZhExPdy+npplcEAAAArIXKpjEwH+TMVzYNY5AzNdWtuBrmVj8AAABg/4RNY2BUgpypqeFdGwAAALAywqYRsdyA75UO/hbkAAAAABthoGFTKeWFSf5TkokkH6i1/t6inx+c5MokJyfZmeRVtdbtpZSfTfJ7STYl2Z3kN2qt1/auc3KSDyc5NMk1Sf5NrbUO8n40bbkB36Mw+BsAAAAYLwMbEF5KmUjyviQvSvL0JOeUUp6+aLdfTvLdWusTk/zHJL/f2/7tJP+y1npCkvOTfHTBdf4wyWuTPKn354WDug/DYrkB36Mw+BsAAAAYL4M8G92zk9xRa/16rXV3kquSnLVon7OSfKT39SeTnFlKKbXWv6m1/kNv+61JDi2lHFxKeWySI2utf9mrZroyydkDvA9DYbkztQ3iDG6dTjIz072EYeP1CQAAMPwG2UZ3TJJvLPh+R5JTl9un1vpgKeXuJEelW9k07xeS3FRr/UEp5ZjecRYe85ilbryU8rokr0uSH//xH1/H3WjecgO++z34e71teSudHwVroW0UAABgNAz1gPBSyvHpttb93GqvW2u9IskVSTI5OTnyM52WG/Ddz8HfS7XlrfTYggAGbT2vTwAAADbOINvovpnk8Qu+39zbtuQ+pZQDkzwy3UHhKaVsTvKnSc6rtX5twf6b93NM1mg9bXnmRzFog2gbBQAAoP8GWdl0Y5InlVKOSzcQenWSX1q0z9XpDgDvJHlFkmtrrbWU8qgkf5bkrbXWv5jfudb6rVLKPaWU5yT5qyTnJfnPA7wPY2U9bXnzQcB8ZZMggH7rd9soAAAAg1G6c7YHdPBSfj7Ju5NMJPmjWus7SynvSDJXa726lHJIumeaOynJd5K8utb69VLK/5HkbUn+bsHhfq7W+j9LKZNJPpzk0CSfSfKv637uxOTkZJ2bm+v33WMRM5v2zeMDAABAm5RSttVaJx+2fZBh07AQNtE0M60AAABom+XCpkHObAJ6zLQCAABgXAibYAMYbg0AAMC4GOSAcKDHcGsAAADGhbBpjBlYvbGmpjzOAAAAtJ+waUwZWA0AAAAMgplNY8rAagAAAGAQhE1jysBqAAAAYBC00Y2pUR5YbdYUAAAADC9h0xgbxYHVZk0BAADAcNNGx0B1OsnMTPdyX9tWyqwpAAAAGG4qmxiYpaqQkvVVJs3Pmpq/vllTAAAAMFyETQzMclVIi7etJmwa5VlTAAAAMA6ETQzMclVI661MGsVZUwAAADAuhE3s11rP/rZcFZLKJBhPziQJAADjodRam17DwE1OTta5ubmmlzGSnP2Npggm2sXfJQAA0D6llG211snF252Njn1y9jeaMB9MXHxx93ItZy5kuPi7BAAAxoewiX2an7s0MTHcZ3/rdJKZGaFEWwgm2mdU/i4BAADWz8wm9mkUzv6mPad9lhsuz+gahb9LAACA/hA2sV/Dfva3papghnm97J9gop2G/e8SAACgP4RNjLyNqoIxsHpjCSYAAABGk7CphcYtFNmIKhitegAAALAywqaWGddQZNBVMFr19m/cQk4AAACWJmxqGaHIYBhYvW/jGnICAADwcAc0vQD6q22nF+90kpmZ7mWT5lv1LrtMkLKUpUJOAAAAxpPKppZp01m8hq1axsDq5an8AgAAYJ6wqYXaEopoCRwdbQo5AQAAWB9hE0NLtcxoaUvICQAAwPoImxhaqmUAAABg9AibGGqqZRh3nY7AFQAAGC3CJiCJUGMYDduQfAAAgJUQNsE6tCWgEWoMJ0PyAQCAUSRsYuytNTBqU0Aj1BhOhuQDAACjSNjEWFkcLK0nMGpTQCPUGE6G5AMAAKNI2MTYWCpYWk9g1KaARqgxvAzJBwAARo2wibGxVLC0nsCo6YCm3/OihBoAAAD0g7CJsbFUsLTewKipgKZN86IAAABoF2ETY2O5YGkUK3raNC8KAACAdhE2MVZGMVhaSpvmRQEAANAuwiYYQU3PiwIAAIDlCJtgRLWlSgsAAIB2OaDpBQAAAADQHsImAAAAAPpG2AQAAABA3wibAAAAAOgbYRMAAAAAfSNsghHQ6SQzM93LNmr7/QMAABgnBza9AGDfOp3kzDOT3buTTZuSrVuTqammV9U/bb9/AAAA40ZlEwy52dluELNnT/dydrbpFfVX2+8fAADAuBE20Vptac2anu5W/ExMdC+np5teUX+1/f4BAACMG210tFKbWrOmprrrn53tBjEbeT86ncHfbpP3DwAAgP4TNtFKS7VmrSbE2IiQZTWmpjZ+HRsZ2DVx/wAAABgMYROtNN+aNR+UrKY1q01VUeux3sAOAACA8WRmE60035p12WWrD4sMrO4yS4lx1JZZbwAA0CSVTbTWWluz1lMV1SZmKTFuVDUCAEB/CJtgkXEIWVY6k8osJcaJ1lEAAOgPYRMsoc0hi+qNwRq24fKsnKpGAADoD2ET9Nmwhw2qNwZHkDfaxqGqEQAANoKwCfpoFMKGflRvDHug1hRB3g+N6mukzVWNAACwUYRN0EejEDast3pjFAK1pmjD6vIaAQCA8SZsgj4albBhPdUboxCoNUUbVpfXCAAAjDdhE/TRasOGUWw1GpVArSnasLxGAABg3JVaa9NrGLjJyck6NzfX9DLgIUa51WgUQzI2ltcIAAC0XyllW611cvF2lU3QkFFuNVK9w/54jQAAwPg6oOkFwLiabzWamNBqBAAAQHuobIKGGCYNAABAGwmboEFajQAAAGgbbXTQIp1OMjPTvRxnHgcAAIDmqGyClhjls9v1k8cBAACgWSqbYMistSpnqbPbjaNxfhxUdAEAAMNAZRMMkfVU5cyf3W7+uuN6druNfBw6neEZ8K6iCwAAGBbCJhgiS1XlrDQwcHa7ro16HIYt3FnPawcAAKCfhE0wRNZblePsdl0b8TgMW7ijsg0AABgWwiYYIqqTRsewhTteO9CsYWqrBQBoWqm1Nr2GgZucnKxzc3NNLwNoGR8ugWT42moBADZKKWVbrXVy8XaVTcBIazLw0bYIJMPXVgsA0DRhE7Rcm6tvVBMAw2DY2moBAJombIIWa3sYo5oAGAZmpgEAPJSwCVqs7WGMagJgWGirBQD4IWETtFjbwxjVBAAAAMNH2AQtNg5hjGoCAACA4SJsgpZrMoxp83ByAAAAliZsAgai7cPJAQAAWNoBTS8AaKelhpMDAADQfsImYCDmh5NPTLRzODkAAABL00YHDMRyw8nNcWLQvMYAAKBZwiZgYBYPJx/lOU79DjAEIoMxyq8xAABoC2ETsGGWmuM0CkFAvwMMgcjgjOprDAAA2sTMJmDDjOocp34POzc8fXBG9TUGAABtorIJ2DDLzXEadvMBxnwl0noDjH4fjx8a1dcYAAC0Sam1Nr2GgZucnKxzc3NNLwMYYWY2AQAAPFQpZVutdfJh24VNAAAAAKzWcmGTmU0ADJ1OJ5mZ6V4CAACjxcwmAIaKs/UBAMBoU9kEMGLaXvXjbH0AADDaVDYBjJBxqPpxtj4AABhtKpsARsg4VP1MTXVDtMsua2eYxuq1vZoPAKBtVDYBjJBxqfqZmhIy0TUO1XwAAG0jbAIYIfNVP7Oz3aDJh27abqlqPq97AIDhJmwCGDGqfhgn41LNBwDQJsImYCx0OqqBYBSp5gMAGD3CJqD1zHyB0aaaDwBgtDgbHdB6o3IGN2fcAgAA2kBlE9B6ozDzRfUVAADQFsImoPVGYeaLM24BAABtIWwCxsKwz3wZheorAACAlRA2AQyBUai+AgAAWAlhE8CQGPbqKwAAgJVwNjoAAAAA+magYVMp5YWllNtLKXeUUt66xM8PLqV8ovfzvyqlHNvbflQp5bpSyvdLKe9ddJ3Z3jFv7v15zCDvAwAAAAArN7CwqZQykeR9SV6U5OlJzimlPH3Rbr+c5Lu11icm+Y9Jfr+3/f4kFyf59WUOf26tdUvvz//s/+qBcdHpJDMz3UsAAADWb5Azm56d5I5a69eTpJRyVZKzknx1wT5nJbm09/Unk7y3lFJqrf+c5AullCcOcH3AmOt0kjPP/OEZ4LZuNTMJAABgvQbZRndMkm8s+H5Hb9uS+9RaH0xyd5KjVnDsD/Va6C4upZSldiilvK6UMldKmbvrrrtWv41xsy4AACAASURBVHqg9WZnu0HTnj3dy9nZplcEAAAw+kZxQPi5tdYTkpze+/OapXaqtV5Ra52stU4++tGP3tAFAqNherpb0TQx0b2cnm56RQAAAKNvkG1030zy+AXfb+5tW2qfHaWUA5M8MsnOfR201vrN3uWuUsrH023Xu7JfiwbGx9RUt3VudrYbNGmhAwAAWL9Bhk03JnlSKeW4dEOlVyf5pUX7XJ3k/CSdJK9Icm2ttS53wF4g9aha67dLKQcleUmSzw1i8cB4mJoSMgEAAPTTwMKmWuuDpZRfS/LZJBNJ/qjWemsp5R1J5mqtVyf5YJKPllLuSPKddAOpJEkpZXuSI5NsKqWcneTnktyZ5LO9oGki3aDp/YO6DwAAAACsTtlHIVFrTE5O1rm5uaaXAQAAANAapZRttdbJxdtHcUA4AAAAAENK2ARAYzqdZGamewkAALTDIAeEA8CyOp3kzDOT3buTTZu6ZwY0rB0AAEafyiYAGjE72w2a9uzpXs7ONr0iAACgH4RNADRierpb0TQx0b2cnm56RQAAQD9oowNYpNPpVtlMT/enravfx2uLqalu65zHBgAA2kXYBLBAv+cImUu0b1NTHg8AAGgbbXQAC/R7jpC5RAAAwLgRNgEs0O85QuYSAQAA40YbHcAC/Z4jZC4RAAAwbkqttek1DNzk5GSdm5trehkAAAAArVFK2VZrnVy8XRsdADBwnU4yM9O9BACg3bTRAQAD5ayMAADjRWUTADBQzsoIADBehE0AwEA5KyMAwHjRRgcADJSzMgIAjBdhEwAwcFNTQiYAgHGhjQ6AkeBsZgAAMBpUNgEw9JzNrD86Ha1sAAAMnrAJgHXZiABjqbOZCUtWR2AHAMBGETYBtFi/g6DFx9uoAGP+bGbzt+NsZqsnsAMAYKMImwBaqt9B0FLH26gAw9nM1k9gBwDARhE2AbTUaoKglVRALXW8jQww2nQ2syZmJwnsAADYKMImgJZaaRC00gqopY4nwFi9JmcntSmwAwBgeAmbAFpqpUHQSiugljueAGN1zE4CAKDthE0ALbaSIGg1rXCCpfUbhdlJTbT5AQDQHsImgDGnFW5jDfvj3WSbHwAA7SBsAkDF0gYb5sdbmx8AAOt1QNMLAIAmdDrJzEz3clg1scb5Nr+JieFt8wMAYLipbAJg7IxCq1hTaxz2Nj8AAIafsAmAsTMKrWJNrnGY2/wAABh+2ugAGDuj0Co2CmsEAIClqGwCYOyMQqvYKKwRAACWUmqtTa9h4CYnJ+vc3FzTywAAAABojVLKtlrr5OLt2ugAAAAA6BthEwAAAAB9I2wCAAAAoG+ETQAAAAD0jbAJAEZIp5PMzHQvAQBgGB3Y9AIAGE6dTjI7m0xPJ1NTTa+GpPucnHlmsnt3smlTsnWr5wYAgOEjbALgYYQaw2l2tvuc7NnTvZyd9bwAADB8tNEB8DBLhRo0b3q6G/5NTHQvp6ebXhEAADycyiYAHmY+1JivbBJq7N9SbYf9bkWcmupWmWlvBABgmAmbAHgYocbqLNV2mAymFXFqyvMBAMBwEzYBsCShxsot13ZovhIAAONI2AQAq7S4PW65tkOtiAAAjCNhEwCswnJn6luq7VArIgAA40jYBACrsFTL3HzL4eJASSsiAADj6ICmFwAAo2S+ZW5iQnscAAAsRWUTAKyCM/UBAMC+CZsAYJW0xwEAwPK00QEAAADQN8ImAAAAAPpG2AQwZjqdZGamewleDwAA9JuZTQBjpNNJzjwz2b27eya1rVvNHhpnXg8AAAyCyiaAMTI72w0W9uzpXs7ONr0imuT1AADAIAibAMbI9HS3gmVions5Pd30imiS1wMAAIOgjQ5gjExNdVulZme7wYKWqf3rdNr7eHk9AAAwCKXW2vQaBm5ycrLOzc01vQwARoyZRgAAsLxSyrZa6+Ti7droAGAZZhoBAMDqCZsAYBlmGgEAwOqZ2QQAyzDTCAAAVk/YBAD7MDUlZAIAgNXQRgcAI67TSWZmupcAANA0lU0AMMKcMQ8AgGGjsgkARljTZ8xTVQUAwGIqmwBghM2fMW++smkjz5inqgoAGEedjhPI7I+wCQBGWJNnzFuqqsp/uACANvPLtpURNgHAiGvqjHlNVlUBADTBL9tWRtgEAKxJk1VVAABN8Mu2lRE2AQBr1lRVFQBAE/yybWWETQAAAAAr5Jdt+3dA0wsAAAAAoD2ETQAAAAD0jbAJAAAAgL4RNgEAAADQN8ImAAAAAPpG2AQAAABA3wibAAAAAOgbYRMAAAAAfSNsAgAAGtXpJDMz3UsARt+BTS8AAAAYX51OcuaZye7dyaZNydatydRU06sCYD1UNgEAAI2Zne0GTXv2dC9nZ5teEQDrJWwCAAAaMz3drWiamOheTk83vSIA1ksbHQAA0JipqW7r3OxsN2jSQgcw+oRNAABAo6amhEwAbaKNDoDWc5YjAADYOCqbAGg1Zzlqp05Hyw0AwLASNgHQakud5Ug4MdoEiAAAw21FbXSllMNKKQf0vn5yKeWlpZSDBrs0AFg/ZzlqH6dJBwAYbiutbLo+yemllH+R5M+T3JjkVUnOHdTCAKAfnOWofeYDxPnKpn0FiNrtAAA23krDplJrvbeU8stJ/qDW+u9LKTcPcmEA0C/jeJajJkOWQd/2SgNE7XYAAM1YcdhUSplKt5Lpl3vbJgazJABgPZoMWTbqtlcSIJrXBQDQjBXNbEryvyd5W5I/rbXeWkp5QpLrBrcsAGCtmpxpNEzzlMzrAgBoxooqm2qtn0/y+STpDQr/dq31jYNcGACwNquZadSm217MvC4AgGaUWuv+dyrl40nekGRPusPBj0zyn2qt7xrs8vpjcnKyzs3NNb0MANgwbZ7ZBADAcCilbKu1Tj5s+wrDpptrrVtKKecmeVaStybZVms9sf9L7T9hEwAAAEB/LRc2rXRm00GllIOSnJ3k6lrrA0n2n1IBAAAAMFZWGjb91yTbkxyW5PpSyk8kuWdQiwIAAABgNK10QPh7krxnwaY7SynPG8ySAAAAABhVK6psKqU8spTyH0opc70//2e6VU4AAAAAsNdK2+j+KMmuJL/Y+3NPkg8NalEAAAAAjKYVtdEl+cla6y8s+P7flVJuHsSCAAAAABhdK61suq+U8lPz35RSTkty32CWBAAAy+t0kpmZ7iUAMHxWWtn0hiRXllIe2fv+u0nOH8ySAABgaZ1OcuaZye7dyaZNydatydRU06sCABZaUWVTrfVLtdZnJjkxyYm11pOSPH+gKwMAxo6KleV5bLpmZ7tB05493cvZ2aZXBAAsttLKpiRJrfWeBd++Ocm7+7scAGBcbVTFSqfTDSimp0enIkY1zw9NT3cfg/nHYnq66RUBAIutKmxapPRtFQDA2FuqYqXfgcqohjYb8diMiqmp7vM2aoEhAIyT9YRNtW+rAADG3kZUrIxqaKOa56GmpkbjeQOGxyhWtcIo22fYVErZlaVDpZLk0P0dvJTywiT/KclEkg/UWn9v0c8PTnJlkpOT7Ezyqlrr9lLKUUk+meSUJB+utf7aguucnOTDvdu/Jsm/qbUKvgBgxG1ExcqohjaqeQDWblSrWmGU7TNsqrUesdYDl1Imkrwvyc8m2ZHkxlLK1bXWry7Y7ZeTfLfW+sRSyquT/H6SVyW5P8nFSZ7R+7PQHyZ5bZK/SjdsemGSz6x1nQCMLr+lbJ9BV6wMY2iz1Ot4qW2qeQDWZlSrWmGUraeNbn+eneSOWuvXk6SUclWSs5IsDJvOSnJp7+tPJnlvKaXUWv85yRdKKU9ceMBSymOTHFlr/cve91cmOTvCJoCx47eUrNUwhTZLvY4Tr22AfhrVqlYYZQcM8NjHJPnGgu939LYtuU+t9cEkdyc5aj/H3LGfYyZJSimvK6XMlVLm7rrrrlUuHYBh5/TntMFSr+OmX9udTjIz070EaIP5qtbLLhPgw0YZZGVTo2qtVyS5IkkmJyfNdAJoGb+lpA2Wex039dpWMQi01TBVtcI4GGTY9M0kj1/w/ebetqX22VFKOTDJI9MdFL6vY27ezzEBGAPDOHunzczHGozlXsdNvbbNNQEA+mGQYdONSZ5USjku3UDo1Ul+adE+Vyc5P0knySuSXLuvM8vVWr9VSrmnlPKcdAeEn5fkPw9i8QAMP7+l3BiqXQZrqdfxRr22F4eIKgYBgH4YWNhUa32wlPJrST6bZCLJH9Vaby2lvCPJXK316iQfTPLRUsodSb6TbiCVJCmlbE9yZJJNpZSzk/xc70x2/yrJh5Mcmu5gcMPBAWCAVLu003IhoopBAGC9BjqzqdZ6TZJrFm17+4Kv70/yymWue+wy2+eSPKN/qwQA9kW1SzstFyKqGAQA1qu1A8IBgP4Yl2qXcZtLJUQEAAZF2AQA7Ffbq13GcS7VuISIAMDGEzYBAGNvXOdStT1EBACacUDTCwAAaNp8S9nEhJYyAID1UtkEAIw9LWUAAP0jbAIASPtbysZtADoA0BxhEwBAy43jAHQAoDlmNgEAtNxSA9ABAAZF2AQA0HIGoAMAG0kbHQDQCmYSLc8AdIaJ9ypA+wmbAICRZybR/rV9ADqjwXsVYDxoowMARp6ZRDAavFcBxoOwCQAYeWYSwWjwXgUYD9roAIBG9HNui5lEMBq8VwHGQ6m1Nr2GgZucnKxzc3NNLwMA6DG3BQBg9JVSttVaJxdv10YHAGw4c1v6o9NJZma6lwAAw0IbHQCw4ebntsxXNpnbsnqqwwCAYSVsAgA2nLkt67dUdZjHEQAYBsImAKARU1PCkfVQHQYADCthEwAMgX6emY3xoDoMABhWwiYAaJjZO6yV6jCA8eMXVIwCYRMANMzsHQBgJfyCilFxQNMLAIBxNz97Z2LC7J2263SSmZnuJayG1w6QLP0Lqrbx9107qGwCgIaZvTMe/DaatfLaAea1/eQQ/r5rD2ETAAwBs3faT7ska+W1A8xr+y+o/H3XHsImAIAN0PbfRvND/R7e67UDLNTmX1D5+649hE0AABug7b+NpmsQLSBeO8C48PddewibAAA2SJt/G03XoFpAvHaAceHvu3ZwNjoAAOgTZ5cEAJVNAADQN1pAAEDYBAAAfaUFBIBxp40OAAAAgL4RNgEAAADQN8ImAAAAAPpG2AQAAABA3wibAAAAAOgbYRMAAAAAfSNsAgBomU4nmZnpXgIAbLQDm14AAAD90+kkZ56Z7N6dbNqUbN2aTE01vSqgnzqdZHY2mZ72/gaGk7AJAKBFZme7QdOePd3L2VkfRqFNBMrAKNBGBwDQItPT3Q+gExPdy+npplcE9NNSgTLAsFHZBADQIlNT3UoHLTYwPPrZ9jYfKM9XNgmUh5uWR8aVsAkAoGWmpnyoGRU+iLZfv9veBMqjQ8sj40zYBAAADfBBdDwMYo6aQHk0mKHHODOzCQAAGmD2zngwR218ee4ZZyqbAACgAWbvjAdtb+PLc884K7XWptcwcJOTk3Vubq7pZQAAwEOY2QTAKCulbKu1Ti7errIJAGAZggAGzewdgLXxb/RwEzYBACzB8GYAGE7+jR5+BoQDACzB8GYAGE7+jR5+wiYAgCU4ixAA/FCnk8zMdC+b5t/o4aeNDgBgCc4iBABdw9a25t/o4SdsAgBYhuHNALB021rT/z76N3q4aaMDAGBghqntAoC10bbGaqlsAgBg1VZyyulha7uANnMaeAZJ2xqrJWwCAGBVVhoiDWPbBYMj7GiOYJeNoG2N1dBGBwDAqqz0lNPaLsbHfNhx8cXdS22TG8tp4IFhI2wCAGCfFs9dWmmINN92cdllKi3aTtjRLMEuMGy00QEAsKzl2nNWOrtD28V4mA875l8nwo6NZZ4OMGyETQAALGu5uUtCJBYSdjSvTe9J879g9AmbAABYloqV0dLkh/Q2hR00x7DzhxK8MaqETQAALGscKlba8mHOh3TawFksf8h7mlEmbAIAYJ/aXLHSpg9zPqTTBqopf8h7mlEmbAIAYGy16cOcD+m0wThUU66U9zSjTNgEAMDYatOHuUF8SG9LiyGjZblqynF7PQreNta4vb4GrdRam17DwE1OTta5ubmmlwEAwBDyAWNpbWoxZPR5PTJIXl9rV0rZVmudXLz9gCYWAwAAw2JqKnnb29b2waLTSWZmupdts1SLITTF65FB8vrqP210AACwBm3/TXibWgwZfV6PDJLXV/8JmwAAYA3aNFx8KebFrI22zMHwemSQvL76z8wmAABYg7ZXNrF6XhPAuFluZpPKJgAAWAO/CWextle7AayUsAkAANZouVO0M57MfRkOWhmhecImAACAPlhvtZuQZP20MjLsxuV9LmwCAADok7VWuwlJ+kMrI8NsnN7nBzS9AAAAgHG3VEjC6s23Mk5MaGVk+IzT+1xlEwAAQ2tc2g3AvKf+MLifYTZO7/NSa216DQM3OTlZ5+bmml4GAACrME7tBqNEADg4Hltov7a9z0sp22qtk4u3q2wCAGAomb0yfEYlABzVD3PObgjtNy7vc2ETAMAAjOqH3aYs9Xitt93Ac9B/oxAAjkogBtBmwiYAgD7zYXd1lnu81jN7xXOwb2sN4kZh3sgoBGIAbSdsAgDoMx92V2dfj9da2w08B8tbTxA3CsOXRyEQA2g7YRMAQJ/5sLs6g3i8PAfLW28QN+zzRgYViGnLBFg5YRMAQJ+NQvXHMBnE4+U5WN44BHH9DsS0ZQKsjrAJAGAAhr36o0lLVYgM4vHyHCxNELd62jJhNKhAHB7CJgAA+mIl/8lXITIcBHFdK/1gOg7VYDDq/PsyXIRNAACs20r/k69ChGGxmg+mqsFg+Pn3Zbgc0PQCAAAYfUv9J38p8xUiExOjVyHS6SQzM91LRt9KX7PzpqaSt73Nh1cYVqP870sbqWwCAGDdVtpmNKoVItoz2kdrHCxvFGcfjeq/L20lbAIAYN1W85/8UZwX1I/2jFH88NZmPpjC0kY5XB/Ff1/aStgEAEBftPk/+eutghnlD29t1ubXLKyV2Uf0g5lNAACMjbXOXZqvgrnssrUFRaudDwTQFLOP6AeVTQAAjIX1VhetpwrGfCBgVGgxpR+ETQAAjIUmW0N8eANGiRZT1kvYBADAWGi6usiHNwDGhbAJAICxMK7VRc6CB8BGEzYBADA2xq26yFnwAGiCs9EBAEBLOQseAE0QNgEAQEs5hfnadDrJzEz3EoDV00YHALAK5t8wSsZ1TtV6aD0EWD9hEwDACvkQyigatzlV67VU66HHj37ziwvaTtgEALBCPoRC+823Hs6Hyk23Hgol2scvLhgHwiYAgBUatg+hDI4P+ONrmFoPmw4lvA8Gwy8uGAfCJgCAFRqmD6E8VD8/FDf9AZ/mDUvrYZOhhPfB4PjFBeNA2AQAsArD8iGUH+r3h2JVBwyLJkMJ74PB8YsLxoGwCQCAkdbvD8WqDhgWTYYS3gert5oKS7+4oO2ETQAAjLR+fyhWdcAwaSqU8D5YHW2H8FDCJgAARtogPhSPQtWB4c0M2ii8D4aFtkN4KGETAAAjb9w+FKuigOGi7RAe6oBBHryU8sJSyu2llDtKKW9d4ucHl1I+0fv5X5VSjl3ws7f1tt9eSnnBgu3bSylfLqXcXEqZG+T6AQBgGC1VRQE0Z77C8rLLhL+QDLCyqZQykeR9SX42yY4kN5ZSrq61fnXBbr+c5Lu11ieWUl6d5PeTvKqU8vQkr05yfJLHJflcKeXJtdY9ves9r9b67UGtHQAAmrKS9jhVFDB8xq3CEvZlkG10z05yR63160lSSrkqyVlJFoZNZyW5tPf1J5O8t5RSetuvqrX+IMnfl1Lu6B2vM8D1AgBAo1baHmd4MwDDbJBtdMck+caC73f0ti25T631wSR3JzlqP9etSf68lLKtlPK65W68lPK6UspcKWXurrvuWtcdAQCAjbCa9ripqeRtbxM0MZw6nWRmpntJMzwHNGkUB4T/VK31m6WUxyT5f0spt9Var1+8U631iiRXJMnk5GTd6EUCAMBqaY+jDQywb57ngKYNsrLpm0kev+D7zb1tS+5TSjkwySOT7NzXdWut85f/M8mfptteBwAAI8+QYdrAAPvmeQ5o2iDDphuTPKmUclwpZVO6A7+vXrTP1UnO7339iiTX1lprb/ure2erOy7Jk5L8dSnlsFLKEUlSSjksyc8l+coA7wMAAGwo7XGDoaVocBY/tvMVehMTKvSa4jmgaQNro6u1PlhK+bUkn00ykeSPaq23llLekWSu1np1kg8m+WhvAPh30g2k0tvvj9MdJv5gkl+tte4ppfxokj/tzhDPgUk+Xmv9H4O6DwAAwOjTUjQ4yz22Btg3azXPwUrOgAmrNdCZTbXWa5Jcs2jb2xd8fX+SVy5z3XcmeeeibV9P8sz+rxQAAGirpVqKfKjuj+Ue2/k/NGclz4EglkEZZBsdAABA47QU7d9a2ww9tqPNbCcGZRTPRgcAALBiw9jWNUytS+upbhnGx5aVG5UzYA7T+4WVETYBAACtN0xtXcPWurTeNsNhemxZnVEIC4ft/cLKCJsAAAA20LDNkBqV6hYGY9jDwmF7v7AywiYAAECbygYatnBnFKpbxsFGvAdH8X3e9PtlFB+zYVBqrU2vYeAmJyfr3Nxc08sAAIChpE1l4/kAOzo2KgQa9HtwlN/nTb1fRvkx2yillG211snF21U2AQDAmBtUm4pAZXnD3rq0nHF7TjcqbNiIVrFRbkdr6v0yyo9Z04RNAAAw5gbRpqIioH3G8TndqLBhI1rFNrIdrS2hZNMtfKNM2AQAAGNuEDN7VAQMh35+6B/H53SjwoaNmJu1UbO52hRKmme2dsImAACg720qKgKa1+8P/eP4nG5k2LARrWIbcRttCyVHteW1acImAACg71QENK/fH/rH9TkVNqzOcqFkW1rrWBlhEwAAMBA+pDdrEJVInlP2Z6lQsk2tdayMsAkAAKCFxrUSieYtDiXb1lq3UuNczSVsAgAAaCmVSAyDJud9NRX4jHs1l7AJAAAAGJimquyaDHzGtZprnrAJAAAYCePckgKjrokquyYDn3E8e+NCwiYAAGDoLVeh0GQAJfyC4dZk4DPuM9OETQAAwNBbqkIhaa5FZtznscAoaDrwGeeZaQc0vQAAAOD/b+/uYyU76zqAf3/dttiIAgIhhW7dKiUGFAs01NVAGhAlaKxoQ0sIb9ZgkTdjorQaIgJJAcVIhWDAYlpACuHNhvBWSosYt5TyTguGAtu0pLwL2kBaujz+MWfb29uZ27u9Z+bMnPl8ks2d+5u5Z8/Jc88+d7/39zzDZvv2JeecM/mY3NahsGvXbR0KswKoRRjy7wa2b+/e5Oyz1zf0GYrOJgAAYKnM6hqa1qEw1BKZdd+PBWArwiYAAGCpzNrUd/OSlCGXyAy9PAdgmQmbAACApXIoXUND7omyzvuxAGxF2AQAACwVXUMAq03YBAAALB1dQ+Ozb58AkdvzPTFewiYAAADmatam76yvIb8nhFzzd9jQJwAAAMC4Tdv0fWj79iXnnDP5yOIN9T1xMOR60YsmH43/fOhsAgAAYK4OZdP3RdBpNbyhvidmvdsl/RI2AQAAMFfLtun7TgMHy7B2bqjviWULPsdK2AQAAMDcLdOm7zsJHHRF9WeI74llCz7HStgEAADAWtlJ4GAZ1upbpuBzrIRNAAAArKSdLGe7q4GDZVhw54RNAAAArJyhlrNZhgV3TtgEAACwRsayufWQy9ksw2KzsdxXfRE2AQAArIkxbW5tORvLYkz3VV8OG/oEAAAAWIxp3UCr6uBytpe+1H/uGdaY7qu+6GwCAABYE2PrBrKcbViWjk2M7b7qg7AJAABgTdjcmr5YOnYb99UdCZsAAADWiG6g2XTqbN+QG7QvI/fV7QmbAAAAWHs6dQ6NpWNsxQbhAAAArL1V3uR5377knHMmHxfFBu1sRWcTAAAAa29VO3WG7MiydIxZhE0AAACsvVXd5NneSSwjYRMAAABkNTt1VrUji3ETNgEAADAI7/62c6vakcW4CZsAAABYOO/+1p9V7Mhi3LwbHQAAAAu3yu/+BmxN2AQAAMDCHdxraNcuew3B2FhGBwAAwMLZawjGS9gEAADAIOw1BONkGR0AAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2AQAAANAbYRMAAAAAvRE2rYh91+3LOR87J/uu27etOgAAAMAQDh/6BLhz+67bl8de8NjcfODmHLnryFzytEuyd/feLeuX7b8sJ+85OXt37731GJtrAAAAAH0TNq2Ay/ZflpsP3JwD7UBuPnBzLtt/Wfbu3ju1nuQOAdS02qGEUoIqAAAAYLuETSvg5D0n58hdR94aFp285+SZ9VkB1F0NpabVdE8BAAAAswibVsDe3XtzydMuuUOQM6s+LZjaSSi1iO6preoAAADA6hA2rYi9u/dODWA212cFUHc1lJpW67t7qo/9pwRVAAAAsByETSM0LZjaSSg17+6pne4/Na1mqR8AAAAMQ9i0xrYTSk2rzaN7aqf7T9koHQAAAJaDsIm7pO9Qaif7T02rLeNG6cIqAAAA1oGwibnabvfUtPoyLfWbVbMnFQAAANyesImltkxL/VZ1TypBFQAAAIskbGK0lmWj9GS4Pamm1QRVAAAAzJOwibW3iO6pIfek6juoSrYfTAmrAAAA1o+wCXZg2fekmlbbSVA1a/+pRFcVAAAAE8ImGNAiuqr6DKqSz0cc8QAADTNJREFUWP4HAADAloRNsKKGCqqm7T+VLP/yv1kBlLAKAACgX8ImWEN3Nag6WFu15X/J7ABqEV1VwisAAGCdCJuAQ7Zqy/+mBVV7d+89pADrrnZVTasJrwAAgDETNgELtUxB1XaXBO60q2oR4VUirAIAAJaDsAlYGX0HVYcSYO1kU/V5h1dDv0ug8AoAANhI2ASshWmh1Kx6311V8w6vkuHeJXBarY93DhRgAQDA6hI2AWzDTjdVn3d4NeS7BM7jnQMX0X0l0AIAgPkQNgEMoM/w6mBtWTqtdhJebbVxe5/dV9NqAi0AAOiHsAlgJJap02on4dW0Lq15dF8NFWgl/QdYQi0AAJaJsAmApVomOOvr+97naohAa6ebuW+3tsguLUEXAACbCZsA6N1Owqtp9Xl0Xw0RaCU738x9mbq0htxfS8gFALC8hE0ArIR57HM1RKC1k83ct1tbVJfWUPtrTavN610QhV8AAIdO2AQAnXkHWgdrY+nSGnJ/rUW8C2Ifxxyqw0twBgAMSdgEAAs2li6tofbXmlbbSci1VZfWMi9lnFYTnC1HDQDWnbAJAEZoEV1a0+qLCroW8S6IOznmUB1egrPha7PCuWS5ArExBYMALB9hEwDQq0UtR+wz5JpHSDZEh1ciOFuG2liCs+3Whry+eXTe7fTrl6m2bOcz9msBbiNsAgBGoe8urZ3UhuzwEpwNW5sWkK1ycLYKweBYgjPXstrXcijB56z6WGrLdj6rcC1jNNewqaoen+TVSXYl+ZfW2ss3PX+3JBckeUSS7yY5rbW2v3vu7CRnJDmQ5PmttQ9u55gAAMtgiA6veRxzbMHZUEs6VzE4O5TaUNfXd8g1dHDmWlb7WsYSnO2kNqbrW9S1jDVwmlvYVFW7krw2yeOSXJ/kE1V1UWvt6g0vOyPJ/7TWHlhVpyd5RZLTqurBSU5P8pAk90/y4ap6UPc1d3ZMAAB6NJbgbBG1WQHZqgZnqxAMjiU4cy2rfS3bDcNWJTgbezC4TNcibDp0j0xyTWvtq0lSVRcmOSXJxmDolCQv7h6/I8lrqqq6+oWttZuSfK2qrumOl20cEwAABjOW4OxQakP93fMIucYUDLqW5Qw+lz0422ltTNe3qGsZo2qtzefAVacmeXxr7Y+7z5+a5KTW2nM3vOYL3Wuu7z7/SpKTMgmgLm+tvbmrn5fk/d2XbXnMDcd+VpJnJcmxxx77iGuvvXYu1wkAAADLtg/Q2Pc5GtO1rLKq+mRr7cQ71McaNm104okntiuvvLLPywMAAABYa7PCpsPm+Hd+PcnuDZ8f09WmvqaqDk9yj0w2Cp/1tds5JgAAAAADmWfY9Ikkx1fVcVV1ZCYbfl+06TUXJXl69/jUJB9pk1ari5KcXlV3q6rjkhyf5IptHhMAAACAgcxtg/DW2i1V9dwkH0yyK8kbW2tXVdVLklzZWrsoyXlJ3tRtAP69TMKjdK97eyYbf9+S5DmttQNJMu2Y87oGAAAAAA7N3PZsWib2bAIAAADo1xB7NgEAAACwZoRNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb6q1NvQ5zF1VfTvJtUOfxyG6T5LvDH0SDMb4ry9jv96M//oy9uvN+K8vY7/ejP/6GtPY/3xr7b6bi2sRNq2iqrqytXbi0OfBMIz/+jL26834ry9jv96M//oy9uvN+K+vdRh7y+gAAAAA6I2wCQAAAIDeCJuW1+uHPgEGZfzXl7Ffb8Z/fRn79Wb815exX2/Gf32Nfuzt2QQAAABAb3Q2AQAAANAbYRMAAAAAvRE2DaSq3lhV36qqL2yo/VxVXVxVX+4+3qurV1WdW1XXVNXnqurhw505OzVj7P+uqr7Uje+7q+qeXX1PVf2oqj7T/fnn4c6cPswY/xdX1dc3jPMTNjx3dnfv/3dV/fYwZ00fZoz92zaM+/6q+kxXd++PSFXtrqpLq+rqqrqqql7Q1c37a2CL8Tf3j9wWY2/eXwNbjL+5f+Sq6qeq6oqq+mw39n/b1Y+rqo939/jbqurIrn637vNruuf3DHn+fbFn00Cq6tFJbkxyQWvtl7vaK5N8r7X28qo6K8m9Wmsv7Cag5yV5QpKTkry6tXbSUOfOzswY+99K8pHW2i1V9Yok6cZ+T5L3Hnwdq2/G+L84yY2ttb/f9NoHJ3lrkkcmuX+SDyd5UGvtwEJPml5MG/tNz78qyQ9aay9x749LVR2d5OjW2qeq6meSfDLJ7yd5Rsz7o7fF+B8Tc/+obTH2T4p5f/RmjX9r7eoNrzH3j1BVVZKfbq3dWFVHJPnPJC9I8udJ3tVau7ALEz/bWntdVf1pkoe21s6sqtOTPLG1dtpwV9APnU0Daa39R5LvbSqfkuT87vH5mUxGB+sXtInLk9yz+8eLFTRt7FtrH2qt3dJ9enkmP4AyQjPu/VlOSXJha+2m1trXklyTyQ+grKCtxr77oeRJmfwng5Fprd3QWvtU9/j/knwxyQNi3l8Ls8bf3D9+W9z7s5j3R+TOxt/cP17d/H1j9+kR3Z+W5DFJ3tHVN8/7B38eeEeSx3bfHytN2LRc7tdau6F7/I0k9+sePyDJdRted322nqhYbX+U5P0bPj+uqj5dVR+tqkcNdVLM3XO7pRRvPLiUJu79dfKoJN9srX15Q829P0Ldb64fluTjMe+vnU3jv5G5f+SmjL15f43MuPfN/SNWVbu6JZLfSnJxkq8k+f6GXzJsvL9vvfe753+Q5N6LPeP+CZuWVJusb7TGcc1U1V8nuSXJW7rSDUmOba09LJO2y3+rqp8d6vyYm9cl+cUkJ2Qy5q8a9nQYwJNz+99suvdHqKrunuSdSf6stfa/G58z74/frPE394/flLE376+RLf7tN/ePWGvtQGvthEy6Vh+Z5JcGPqWFEzYtl28ebJPvPn6rq389ye4NrzumqzEiVfWMJL+b5CndfzrStVF/t3v8yUwS8QcNdpLMRWvtm92E9JMkb8htLfPu/TVQVYcn+YMkbztYc++PT7dnwzuTvKW19q6ubN5fEzPG39y/BqaNvXl/fWxx75v710Rr7ftJLk2yN5Nl8Yd3T228v2+997vn75Hkuws+1d4Jm5bLRUme3j1+epJ/31B/Wk38WiabyN0w7QCspqp6fJK/TPJ7rbUfbqjft6p2dY9/IcnxSb46zFkyL5v2YnlikoPvVnZRktO7d6g4LpPxv2LR58fc/WaSL7XWrj9YcO+PS7fvwnlJvtha+4cNT5n318Cs8Tf3j98WY2/eXwNb/NufmPtHrRvLg+8welSSx2WyZ9elSU7tXrZ53j/488Cpmbx5xMp3Ox9+5y9hHqrqrUlOTnKfqro+yd8keXmSt1fVGUmuzWTDuCR5XybvSHNNkh8meebCT5jezBj7s5PcLcnF3V5wl7fWzkzy6CQvqaofJ/lJkjNba9vdXJolNGP8T66qEzJZQrM/yZ8kSWvtqqp6e5KrM1li8RzvSLO6po19a+28JKfnjpuDuvfH5TeSPDXJ57v9G5Lkr2LeXxezxv/cmPvHbtbYP9m8vxamjn9r7X0x94/d0UnO78LDw5K8vbX23qq6OsmFVfWyJJ/OJIxM9/FNVXVNJm8mc/oQJ923GkFgBgAAAMCSsIwOAAAAgN4ImwAAAADojbAJAAAAgN4ImwAAAADojbAJAAAAgN4ImwAAelJVB6rqMxv+nNXjsfdU1Rf6Oh4AwLwcPvQJAACMyI9aaycMfRIAAEPS2QQAMGdVtb+qXllVn6+qK6rqgV19T1V9pKo+V1WXVNWxXf1+VfXuqvps9+fXu0Ptqqo3VNVVVfWhqjqqe/3zq+rq7jgXDnSZAABJhE0AAH06atMyutM2PPeD1tqvJHlNkn/sav+U5PzW2kOTvCXJuV393CQfba39apKHJ7mqqx+f5LWttYck+X6SP+zqZyV5WHecM+d1cQAA21GttaHPAQBgFKrqxtba3afU9yd5TGvtq1V1RJJvtNbuXVXfSXJ0a+3HXf2G1tp9qurbSY5prd204Rh7klzcWju++/yFSY5orb2sqj6Q5MYk70nyntbajXO+VACAmXQ2AQAsRpvx+FDctOHxgdy2/+bvJHltJl1Qn6gq+3ICAIMRNgEALMZpGz7u6x7/V5LTu8dPSfKx7vElSZ6dJFW1q6ruMeugVXVYkt2ttUuTvDDJPZLcobsKAGBR/NYLAKA/R1XVZzZ8/oHW2lnd43tV1ecy6U56cld7XpJ/raq/SPLtJM/s6i9I8vqqOiOTDqZnJ7lhxt+5K8mbu0CqkpzbWvt+b1cEAHCI7NkEADBn3Z5NJ7bWvjP0uQAAzJtldAAAAAD0RmcTAAAAAL3R2QQAAABAb4RNAAAAAPRG2AQAAABAb4RNAAAAAPRG2AQAAABAb/4fZp8OEqbX7/kAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mae = history.history['mae']\n",
        "val_mae = history.history['val_mae']\n",
        "plt.plot(epochs[SKIP:], mae[SKIP:], 'g.', label='Training MAE')\n",
        "plt.plot(epochs[SKIP:], val_mae[SKIP:], 'b.', label='Validation MAE')\n",
        "plt.title('Training and validation mean absolute error')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('MAE')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "id": "IAtsu1SwDfVV",
        "outputId": "f6ad9e44-1a12-49c2-ba52-6d4307273249"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predictions = model.predict(inputs_test)\n",
        "\n",
        "# print the predictions and the expected ouputs\n",
        "print(\"predictions =\\n\", np.round(predictions, decimals=3))\n",
        "print(\"actual =\\n\", outputs_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hb0hB052DiXq",
        "outputId": "926eecac-3556-4884-89d7-dd24b2268ef8"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "predictions =\n",
            " [[0.001 0.999]\n",
            " [0.012 0.988]\n",
            " [0.952 0.048]\n",
            " [0.989 0.011]\n",
            " [0.999 0.001]\n",
            " [1.    0.   ]\n",
            " [0.004 0.996]\n",
            " [0.001 0.999]\n",
            " [0.873 0.127]\n",
            " [0.783 0.217]\n",
            " [0.003 0.997]\n",
            " [0.995 0.005]\n",
            " [0.996 0.004]\n",
            " [0.998 0.002]\n",
            " [0.001 0.999]\n",
            " [0.    1.   ]]\n",
            "actual =\n",
            " [[0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot the predictions along with to the test data\n",
        "plt.clf()\n",
        "plt.title('Training data predicted vs actual values')\n",
        "plt.plot(inputs_test, outputs_test, 'b.', label='Actual')\n",
        "plt.plot(inputs_test, predictions, 'r.', label='Predicted')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "rP43WwDFF_8y",
        "outputId": "4ad04bc6-6c0e-444d-dcf9-b41400f9a4e3"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: MatplotlibDeprecationWarning: cycling among columns of inputs with non-matching shapes is deprecated.\n",
            "  after removing the cwd from sys.path.\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: MatplotlibDeprecationWarning: cycling among columns of inputs with non-matching shapes is deprecated.\n",
            "  \"\"\"\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert the model to the TensorFlow Lite format without quantization\n",
        "!apt-get -qq install xxd\n",
        "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "# Save the model to disk\n",
        "open(\"gesture_model.tflite\", \"wb\").write(tflite_model)\n",
        "  \n",
        "import os\n",
        "basic_model_size = os.path.getsize(\"gesture_model.tflite\")\n",
        "print(\"Model is %d bytes\" % basic_model_size)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7YbZYXeMDldv",
        "outputId": "023e751a-ef81-4400-bd2e-95269874dc92"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Selecting previously unselected package xxd.\n",
            "(Reading database ... 155639 files and directories currently installed.)\n",
            "Preparing to unpack .../xxd_2%3a8.0.1453-1ubuntu1.8_amd64.deb ...\n",
            "Unpacking xxd (2:8.0.1453-1ubuntu1.8) ...\n",
            "Setting up xxd (2:8.0.1453-1ubuntu1.8) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "INFO:tensorflow:Assets written to: /tmp/tmpgk8ivl44/assets\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:Buffer deduplication procedure will be skipped when flatbuffer library is not properly loaded\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model is 7192 bytes\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!echo \"const unsigned char model[] = {\" > /content/model.h\n",
        "!cat gesture_model.tflite | xxd -i      >> /content/model.h\n",
        "!echo \"};\"                              >> /content/model.h\n",
        "\n",
        "import os\n",
        "model_h_size = os.path.getsize(\"model.h\")\n",
        "print(f\"Header file, model.h, is {model_h_size:,} bytes.\")\n",
        "print(\"\\nOpen the side panel (refresh if needed). Double click model.h to download the file.\")"
      ],
      "metadata": {
        "id": "khSnutyODzby",
        "outputId": "fcca11aa-9168-421e-a2ea-cf0f545ab002",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Header file, model.h, is 44,386 bytes.\n",
            "\n",
            "Open the side panel (refresh if needed). Double click model.h to download the file.\n"
          ]
        }
      ]
    }
  ]
}