{
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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Data Pre-processing: Audio\n",
        "\n",
        "In this recitation, we will introduce a few concepts in data preprocessing for audio (speech) that are relevant to the course.\n",
        "\n",
        "Here is a great reference to read more about speech pre-processing [Speech Processing Book](https://speechprocessingbook.aalto.fi/index.html)\n",
        "\n",
        "Optional readings:<br>\n",
        "[article on MFCCs](https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html) <br>\n",
        "\n",
        "[SpecAugment paper](https://www.isca-archive.org/interspeech_2019/park19e_interspeech.pdf) <br>\n",
        "\n",
        "[Torch Audio Transforms docs](https://pytorch.org/audio/stable/transforms.html) <br>\n",
        "\n",
        "Credit to Katerina (IDL S24 TA) from whom some material was borrowed"
      ],
      "metadata": {
        "id": "vw6X75RvqJxG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Introduction"
      ],
      "metadata": {
        "id": "ZiPnRoRqr7md"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Motivation\n",
        "\n",
        "Sound signals are pressure variations that are often represented as sound waves that propagate through some medium. In digital systems, these continuous signals are sampled at some (sampling) rate and represented as a $ T \\times 1 $ vector where for each time instant, a value of amplitude is recorded. You may think of $ T $ as the total number of samples for the duration of the audio recording $ T = F_s \\times duration $ where $ F_s $ is the sampling rate in Hertz.<br> (Note: we are assuming single channel audio aka mono for this recitation)\n",
        "\n",
        "Here is an example of a waveform corresponding to some speech, the phonetic (spoken language) and orthographic (written language) representations are also provided.\n",
        "\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "7nsex7E0r_5G"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "When learning with audio, it is often useful to pre-process the audio input before feeding it into the model. Why?\n",
        "\n",
        "There are several reasons why that could be the case. Here are a few that are relevant to IDL Homeworks:\n",
        "- **To learn with dense features**: The  $ T \\times 1$ ends up being of very **high dimensionality**. For a 2 second utterance sampled at 16kHz, $ T = 16 \\times 10^3 \\times 2 = 32,000$. It is sometimes desirable to compute features from the raw audio that are more information dense than the audio itself.\n",
        "- **Augmenting** the dataset to:\n",
        "  - make the model more robust to challenging cases that might be expected at inference time\n",
        "  - artificially expand the dataset\n",
        "\n",
        "There are many other reasons that necessitate data preprocessing.\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "x-yz4b3yu8og"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Extracting Features: MFCCs\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "E9LzfkR5nxkH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the homeworks you will come across, the audio datasets will be provided as MFCCs. We will briefly go over the process of extracting MFCCs, but you will not be required to do this during the course."
      ],
      "metadata": {
        "id": "-kzbm_xjldE3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# data loading\n",
        "import os\n",
        "import numpy as np\n",
        "import torch\n",
        "import torchaudio\n",
        "import librosa\n",
        "import librosa.display\n",
        "import IPython\n",
        "import IPython.display\n",
        "import matplotlib.pyplot as plt\n",
        "import torchaudio.transforms as tat"
      ],
      "metadata": {
        "id": "PJd01OXbl__G"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!rm *.flac*\n",
        "# Download some audio files from the LibriSpeech dataset\n",
        "base_url = \"https://dagshub.com/DagsHub/Librispeech-ASR-corpus/raw/2fead768d9690a42d186188ed77a6d4c63c949dd/test-clean/8230/279154/8230-279154-000\"\n",
        "for i in range(4):\n",
        "    # only take 2 and 3\n",
        "    if i not in [1, 2]:\n",
        "        continue\n",
        "    file_url = f\"{base_url}{i}.flac\"\n",
        "    !wget {file_url}\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J6ru8H5SmFR3",
        "outputId": "ae745557-87f9-4e9d-febe-517d08393c36"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2024-08-04 16:20:11--  https://dagshub.com/DagsHub/Librispeech-ASR-corpus/raw/2fead768d9690a42d186188ed77a6d4c63c949dd/test-clean/8230/279154/8230-279154-0001.flac\n",
            "Resolving dagshub.com (dagshub.com)... 35.186.200.224\n",
            "Connecting to dagshub.com (dagshub.com)|35.186.200.224|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [application/octet-stream]\n",
            "Saving to: ‘8230-279154-0001.flac’\n",
            "\n",
            "8230-279154-0001.fl     [ <=>                ] 300.04K  --.-KB/s    in 0.008s  \n",
            "\n",
            "2024-08-04 16:20:12 (37.6 MB/s) - ‘8230-279154-0001.flac’ saved [307246]\n",
            "\n",
            "--2024-08-04 16:20:12--  https://dagshub.com/DagsHub/Librispeech-ASR-corpus/raw/2fead768d9690a42d186188ed77a6d4c63c949dd/test-clean/8230/279154/8230-279154-0002.flac\n",
            "Resolving dagshub.com (dagshub.com)... 35.186.200.224\n",
            "Connecting to dagshub.com (dagshub.com)|35.186.200.224|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [application/octet-stream]\n",
            "Saving to: ‘8230-279154-0002.flac’\n",
            "\n",
            "8230-279154-0002.fl     [ <=>                ] 274.23K  --.-KB/s    in 0.009s  \n",
            "\n",
            "2024-08-04 16:20:12 (30.4 MB/s) - ‘8230-279154-0002.flac’ saved [280810]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Save the path to the downloaded file\n",
        "audio_path = \"/content/8230-279154-0002.flac\""
      ],
      "metadata": {
        "id": "W0gsBSCYmJUI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Play the file\n",
        "IPython.display.Audio(audio_path)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "fV3MV3ccmLVd",
        "outputId": "b823bd43-165f-4ac5-d8c1-ee8daa8ef31a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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mt6nUmDBRf9KpSRsdbvV6Ts9EZi69BXGstxJ9koTmxy2d4gu0Ut0vc0RJYoac8goSxh5H92z1GmZVLrtZqG8jl8lSoVCcehIgYDR0eU2VTshFpxVtUIPGelxYowPCknhhp3fXkLELjkqSZeShAvGeMTQTlzHb8pWWJpFWJ/a2l1Cf68ulKlmxoNmIZUFweA+AkP+qqGAGwHgqe2THA+BwGw4ZoUBkCgFQYESWfnB8MCKm2J5eOij9sXIHWpb11CajcufJNvE1uK2qllBHJAmSXWvU2eUW6yNeOFjidKUUG6OqXL0oiizMyLFJ9XoV3dnlL5xCAkRqBErVhYjFmeFNvkGNw4l11jtUhJkl8ZYRgsjKJUcaMaZFIRXwrMiDhLIFZqwotx+g4nXEFhFku5Kunp6kJwwS5lpY6OzF+ZNLCFwUeK0g12Jcp6mavBEFB4zIvaeYj6RVpOG1Bj5gTtGn4S0LACQSB/iwfYLYBpokINCY4Zcl4KJFHoQOQjKnWEkZtNOpLWizyviOe/iydNpirLadpYF6w9VWCeuJZlQepNhggoIIPDSAkLCj3BQNDQkkQDAYYSWFAtNShgYOQWaCRZfyQsUp9ZKNn1r/qL4/0uE6PzCPTLLJPPS4+n9E2pDWtsVrXNe7F7uvT+lbOP+E3T5266pYq1PKe7v+BPl5nRYsgXQFChEmeCR4NFwwFgWCw8KBgImwqVEAiqMHKiBVQSzKTq+NHrxy1FNfrcvJYm/rlSl37Wzs4zdTct3d8ZW3164YRY4LrLJL2Ei7W0acWYa15YxcySpZt8GLFqrTD9G3Y8DmsRyEpStFNBLmNf1rOca0HvRHNyvXHbpmqoTmFLTVwqWGkR0sPnhMIjwbHQSEQWDAYCg2GxANnhggNvGG3E1cz+bO9PyvI42Jq99Rmeb/lavT90H9SO9CVrOb051/3c57R/TLp5EiLiKibiKWnP31KQpy1eSlqsVpXtKOlK/8OZwxdu3P4t4Mct/bFvWuX7DLB5WKKzIgdDDoaJgSBgdBwIgbBsChQFAXCILJxg0KEAvNNVxWWykLIK0Ijw7F9YzLG/NW51vgjR8icvD1czctIx7I5jW2lXX3bq5MmVrv1ykjWleovrSiX4I0hfyjKcCXIS6rdUo5zCVYUy+i0wWpCeUmW6Vk0Cqt0SahhaKuDgWEQZC4OBYGAeAwDoNBYEwRBoJiA6SHVy5/lXujMe2LEvZ4ubCnDFl5e+McGPIpbvQ/JzVnNh01+tS3YwXE7lIrToULqj60Fj79UPbG81ZVGj3uyc6yqpaKnlVJId3Hp46f0mP/pZM8ejmtwcyl2t/k5oRExKYmgjMiobCgKQjCEJhqJBY/CAOzVQzlZ2Wu7nZkJi21vMK9Vmr+KzIaqWpZ94McghkN1+ziaRWen0eFw7WmhuCHrIyjpsWBgeP38Y6l0du9nbysloGn9IOb3yX2n3BFyTMEWKeJm+zaJFWLi31ds21DM1Lr1E6RE3MaEAfkQrsD2d3w6qJrNxsEc1BOOoul4Yh9bQjv0hqGZRhopwQ8st838J1WNMlIH84vcgud/L2MSbdhCZmCvz7lP8HmiIe27pRVJ99xMxS5ROyaNmJGkXOTDMVLV78r6SemKRp6oZbxPtisUN/DO92T0ezEmalQXXrX0P/fk/oFPZLnUJiGFRsischyDw0CIZR6EsRzgOQsnYIpuB2XCsv7oWwobEPmQiyXhjhITBFRMKwxE8WDnUFBSEWO2ZJdCPdB0uuMaIY1K0HU95Vz0QhT1JV21Lzv3nSIBnY0RDAWaDZGm4/dmNN+ypH9YI/02juBNtOQhk32qMesLOxEteFKHbMvHprJzBfA6W7fb1OgwCFpplVaknkZRqBAkmbzSH2f7dfMr8cLjxRg2NlK7rVczsEGPAQaDOMhHYekj6DpeorX2uH6BMFOVZOm4smtTnO7c2piyB9mfw/YR4jDeEerEAxm59Zieu7qCumFVQ2ym4oo76BREbZ1ZTHvL2sB5c8LbvKOQNRawFY58DZskiIFmi5V+peB7i+ogxS+KVGwzRAhpGGlWHtI1VhFXCQzGAHNbGgrUxW4XJBBZDST4r6gkekLsiw7pGMdCI28kQcxDUN3tZtoVdzZSyy2/dInyaysdbX2KPZ8zrY8SsJimqJawPKVe86hwRh8GT8bqwH6PP1yIYNEQmrNF5Pi5+WMVNCoJj2mkBRK+VvrqJC2K2RzBLBHBAhfhBAlz2NmITlBWiyj9j70pB+bdlkEs1T0f95DfOwYEKLZnKVQnNsQhDrVlYPx5QVks6c6DyEbUGiPZuL/gqz+KqsatpY7m91aXudVJvyTYgTcDgyCFYBLOteiAC0F+ko24po7o3qIoBFlPo7FC+HEbZ2RJ5ERaE/lbrUoRECYDBIBU9C9A7geTzCLiB0IsS9k5MTpvO2O/PoHohDi8vOc4eA8RQS12lfMQy87JokxbXH2ZzpaUsVlG/BrsSq+EfKWHLSgxhYDfmvtT1K0vqX+fdZFbwfkBSaS4hyiNr9zioONRVyM+OCDtzHLhENbExB3CMgz2Hc39/c/S1HMtjTd9rKweprlbwZDAN8KAmDJ8dacKOKxrrp9CSRoMXAOd9De3FdHgntH/xGNI2as/JnsecUy92yVQdfSsxYReebC9MlSy01MSJ8OtBnB9mXQU+PPz6jhJTOr8/GGS0Sf4oV6yqReZJuTdJy/WtURhSF3QuBaFy0K3x2kCdONTcb4EQHGK9tcNRSvB3gjSjbN0RN70IDDXtjpAKlCdl7tErAY8+1eFesK7c031vNHX23YwhMsZtdlLyxa5JTH/XWLVL3bpx3CUR1Fz+sFhFJcdM+AnIFPYcNDzhxmYC7rRbSTGEllMTLHTz+K0rg0gg/Rc1wZ6nj3fqtLJmLS4iR6Dyvsk5IYrS5dgSAJMEzQ0/3U3l53ZbC1OR/wWItO2X1vn5vt+GPop9am2Q5ReXsBjTHd9j3XI6ubodl+OfaXQXn+oTRW1nQ8pSU0C4vd0YwpdXc1/OcpKlBvZ0Z6negijjVGt6Ue5MwhTJM95mMkZGaZ5dZ6KOerg0l6Et5X5nGrDJDFa2khIK3HSIgTpKGynCPn8bn0JHsWkZ7WX96pJ3uxTWtUX/FfKxI9z1GhexlKVjY5BotTuhRRlFR9I7vKiEZNizp5C3Nbl7JfqqI9V0SO4ZStw9aVwLpFO8otkLihSpIpArdPq/nROOzER+16KOQMGPdPjONcSGAGDFXYGO/0unkJGNTW5NKXCCTBiDLVprrhEcYes46dyHWYrkdT4TQ3jlVTsWJrim1B8+qcjJX35XV0afm7Klsxu8C/pcioR63WMRHfmh/iJPflz/v0tkeXLMiP07hbR6GzWXHY8Zt5wcE9pngaobLWgr7FicihRbQyUftUCrBMDZrCA2u5/Q1wxGA+8N4DHIJW0qUkJgSQLtn7pPD6D9Jl7JCM3ExG7ltGXEcrV+kjKy+SJzCRxPeWggV8c4cW3Mzy44yEDUI7qC9595SraK7fSSVDL+kuhiP851l2bHuUaUAr8jkMrmGOIthUjsnVn4q794NVffrHv8pSmTeXgkzkcCDlOQy/2KYC7yJVBW/gmaFpGvS2wNQJmnwF4cdKLHhhJKxDahiy2UlKNKQxrsvlE60RWugkqcfbedM5tCcUOo53OB8ifxAmGtRpGjq9y9FMvSbA24ZVjLN5FqFKlNI5xa8+ZqYMJw1IDIR+WUS3awz0xFglR/e1pErtIiw3DGJmesf34my/Oesyio8ond9EkAC48P/4xQgCYVQHkgmyDOoR3xalGSsbix8CIkMlVSdYtKPWrfpv/JRGv4c39QPHoIIo0OwocPvB0ktAhYhBOpgCVly76hCp9Ib7YBO70GMlV/W0qlewrGi8TR0yS5x1ERSUkbDMnnSX/xEjRo/KilFdwZ/VERYBLZps1KN1ZuXtIlYstLammYDG+IRmKiQ+IZpk457bOfy8KPCl71ZQzox/KNgYcuHGuEPw2N+pqDek7VymL6mAJ710IQfTCTby8IC0gWWaJM/j8P8mdUuu2Q5Oy7Ou+tLeSXAtXqstBkOSpW1xMM40v3yC0P0knBYu43enSwUnyFGEfpXlOspEDz2WEiESq2JDRZjaM4HOs+Eu+jpyT94/V5RLpuO6OsmxpOMxmxi04SUZ6TlxqRzBPJgKOqARxSvZxmiIo6uRDsI8WVGWaKtICI7glxE2pIIuVsE/tpgNwav7OEpPTTk9m+ccrpaIDnc/ZLx5XztjxISnuL9UjtacuYnWMVAz3E9Ql4RjdsonygbZEitBBGIFKV5sOFkCbRBHHWBsiSFVFAm/REXS1uDWlxNpyHCsy9FDhMbe/wASDJHSUAeFejEC5lRdz5HOKJ9tUjjEve+K9t9VkBPp4VtRVFsIt8JljEjZpYxD948us0tND2NM37nsRwr42TobTTtFTaqdpQf2N0cyZF6JJAppusffBmAQr9yjT3W/eyCKYCXPyFp+G7h7pfshksMEoLWX3xGFGrKklibNROrJYE4CnCqFsGuU3sJICpBpeoqB2kBYKrLkYA2HWlzmkM/A6WpI0MWtKLzA+v4IRMUbSyIIjIrJZ5/iEj+1NqNPt7LYd40cXYr98q0Kx+eWmX/aywil1XBWXu0R4h5xcD5uc+pcDIlIP+4TLl+MulCWoRDoM4pQRQUa+YxMmI+dqUEsC5BhLlejad8gnuZSiOJFgap3GyaHxf2a24rdVbZfGiyra+l6f4m/gs1QpodZ972u1UaZDW8pzxWlTSsOK2lyYnheEhRA5CmEJZ35ZZ82QJK3jnliLeoi5odDpEzfWwQlIkXNgZJ3OUNdG72kowuEUtIsm0wjPCGMGzgjlUIbME8E91kpFqDXtYrRHArMFcahW7eXIyp1nBJ8QVbKeuiM6qSRm2adbkJu1v8CskwT+CYtglHm/+0xcVMjHCIe3mrsjHmoEdIcjaSPjfKtYkVo7pH1KIvfCbWewvwF7gZALurSDKXh0MzPn3RCy0bPqldFCEbFcBFRisKrfZc7VW9eyPg6gIKnEqzaLhtjP8ccSanTDvXa6akgT2hMCwuyF6SlQ02ZDqxHRlW5BYUqSd5u/HmLSECPHUoKuCC0KyxXccmSYqar+lFpiN67/TWLN+cgin6e/wKcdIldBxJRyoe9oy2DF238HPFof3e3TQrCZoiOOi5L0S0NzWy8nvPc1cJ5LeLvOFG/4nHBq41FT2ijEy8o7TXLhIjZPWzmRUB/riPiczB5yPo4kal35LRRG/co+KaIyLAUEyBhUAaMVBK/BrYjCohRJJy7AodNzGkjcsv4sKkOkkCK+OVorEWeNzIQVlVjsDA4sWICWk0oNOXCaglbmKs46JHNcQw7m1AJ0OnX11K1N2anVzUxZIN/ARJ41YvoLQKUZTPl2JwGVFwEKpEymLBIXBcTr6RxWf7vxfJzQnFBd/Lkrd9Mkp36owgGAHgPcez6cmu25fVqTpRNuz0GW8glCdu5PLCSEo1rBSx8R9CxIw/1nvPKmYSHnghzbSpWcMxvi+a1nDtohGtnnyVNcPdthtA2Da+aBmQvHGc6rjhHhTLrdxap6nLV4ryKtV+Uf/Eba+oRb+JMt3hkmXEfM9EZUE1/CkhbVPm8SNyWsWMsJZJ5qx28KuQxRrrLKLtl/7YTMCNib7Q+Mg76OdF16cwaGXM6pSd7q7h9ASdhb+0p4mzu7DSNAPRpvatj1hhQpU4bRypQr/jz0gZyYK8wSsFcu/uZDlSJVQf+ipWwtyQ5Cco5zdhOkg19K3kJZtQrQGoMA7J0k7I2RblkkZZ44/NsSwQgA1M8N+Teh+ubGdI3kRU/WeEjq2bCQnF7dpznq69izOvM5yK9MXS7hcE4ZKSLVE0jVUexDnMp4WpeaYFiyHtPOixVq3NlXaWG+0+4hhKey6Y85LmhKQPf/yWodeZDGQ0olA6Ygy+iMN/aVBJEF0Vj/pyKcdQhi1JgL1Bh2BzHgqjQxzIl2Bt2P26UCoBoz2w8nM/w6sELoIIGLIkmIZi/ScqMDMA4GeG3WRyNEXGSd7jMyc/AmIW+tix6xX2g85DyMtIoBEyls08ViZOZIwjWbnFx7Nw94FFFHQEEY0wc8b1aYilKZCFHBP/IMd+3+hnmDOsy9wWxwuH0lBpR6B2i/YqKuYxRRAJwEcRUn7Iu5DQmpgVYgRtgxqro+QAY46orP1MAXhcEvzCDaLD2FRJUbhd1J5kW0SbH6938boVwt7DpGjdbgSE0uo71U1Hvl4YjiylaUaQRJJrKnX0fHSyXrOV0ga3o32mdSUUFL41IVOJXNRQ6hiE4mUZuyN1SzlAThoIty9ttfh+DWdzocQ2g8gXQmTiqmI+/x3RvdFfAohAx6U/R0WBzIgELIOwwcj3d1JJr5CZtNzJ490X8wpOrEgJ1LzRsay9N7XGc0wec6Cpmlm7IRFOa/O4u94Emiq+suxBBPDPfJPzbzSwyZwWnIOZ0cHEON/UnKay8P0ZQISrKd6ToyFAFw0DB5mQuQjws2ksanlCYw9jaHOIInB6i5QtAinxiQNGLikwIkO0I+Z0TtRytFgIEbdMUwJR7V2HE/0jOvKGHpQyQ6VhF/VEgFawFRm4ibB4nzM3MnYrh3RZey4VFY7kUUq+AZDbTWkO9bVnleiskRl7KWbc+eMhRVwuNlWshMIbUqxn7ywirun/SnKNaHFSavs2t0U1CRrgxVUrf8YhltU/DSZZwglgsQl11xzChoQTEmZLh7AqiTi0irktCyeZtLHGHzU0rCVEUfRqEXPS7/RE8P80mlYHCwC5oyjNnkGAW1pVr/BFJe0JXb3KeYmmQtUKRqG/vL9Yonsg+/3Nf1WcwqspnlMKVdWxnzPo2LTBsGrlDbOfeyS9i9P5jtjCyh8zTRtAZxOY66ntY77ZswCdUJ3GkaQUwoRvhbopAdCHlB573nwGIYRn8QMjip4nEMxjTXhCnXromz8Uz1NmLfH8lhBCQJWpRAjWvu3LP3cnUNxjcnXMNPUvxcs92Jl0TtVKTgmlKdPVpJHcR/JLxq/Bce96V5hbkVQPEvji+y7ILuWcMSOYX5OybH/7TIrBCJPKykH2yYl3u6WQCwv4eNEOVqkSs94dQrnOJQyHoCxCxCVV+cxEIKHdJOfEBvnQSIkwJjxCukKpMIXosU8hiO2A1Vy8y5C9tnkEET7Qbj2U6CFvavYwatPNcEaIKoyOoLVeT1KVsly965tcnUKwCDol0419r/ur6ikkdfwoXOLfkLby0Jm/l+LUxvBqmNiatrbEI5qFM/bjvw6uoXmKxlKRuVl7pGUqoc8qvRZ62LVeIUX5LDVEM8BsD2BDDOUOwFbCgjWsq9IGGSz6CQA+YRYLupnGXc7TpbCJ863qc2HDaJ31rslC90PMVZXgbs0LLuBvuqGzw8CJd0SEeTJU19IIiDEwldIQmPAZUFMTGNA/mqQCYChuCjQO299ie36bMK9BsdTldf10sGOPUCZN0108Oj6LYc+Wdp+08c/Admasfh2FTPlRf8VXUZyqph4nIR4iTYJU/HiEUOANMPJytSz4BUSgnrxICQKaOg5ASMIEGTs9rnRvi1Jli3E+Z4tH6uylvsKmvyizIW7HsE4aIGGKMBB+ePBsYPRWYJjhTtNR8hHE4Wx5IrIVsR1jQ1eSmQfJT2l4c/XUOkwcfzvnlVZW+y5px3eWRiSEx2OEPcBzihAV8U0GCD0hgYZ6T0zYmu4k9D96T0Ra40haxdX2ai6+a5vsw2yLRmE+/jLLIRgVAcYfwQa9G1CRgDSxMJOf4BQCLgX58eDdAt9D15XD6FU01/W6BkCV1WnhlsVgWVPHRU46yGsccs+pGT19FEWsKYVxRJi2pY//1+UhzhE0Vj2aPrzvTsVQ4JtuXaNXBKXk4pccWyubt9E+VSzVNpthSObcdwOIyHw+cI+dV7zcy625PBkXnqg2G+x22xPLMPnUx99SwckusuwcH1kP9mEWzfXrwUBPvIwTyIIIM6BuDmHuC7F9ScB5wGHQYJiArRwnNAYIOaPkM+9/BlsBvPEIAw6jVYo0j8OwLa4jJicqwJaKQwmX8gUvMiOtOpKlnkcwaDYfcgPxVug/ibHIKZfE0bPT3nFohtbdL6Hylbk2lqOq2+FQdDa5uuJso0VzzXN8Opva1IkyE0xdkJKc9NRAZxKlJiwutB1NmhnzgKi9zbofu6HFad+iX2vKzFPkFZqD+pSJFzur7mwjLeYpYioF0IcdIlg4w8hE4QMA6IPveBFQEWI5pwO0GbCcBWTB5WagkytGa7NwnBWGDodDUlkGTMGmAiIrTlW3IBb4+JahrO/s/BNDdMk1JAU3S+a1acG4bhMoW16o6GbMNw9hU3QX8JfGS6HIq3bLbJNXNJcTUxdaNGT6Zri8LgVUFy04cIVpqg1Vpl4MUBrv8pzLxqm4p4KydJ2pnz3L9zwJsynk03RWvRvQc9MUyDv0PbtZFUbhb30dhrzKF+OKIQhumXTgje6ik0+D1Fgi6PzkPaijYC0NSjBL8WkheHqqiCj6O62J/kKxTUmGkSAsv4rn07+yoeBETpURlhDYOx/lznCb/xBOEUQfWm9kiImbyXESn9lzbULOpohdl9KsnEN/Ze0knKuBVMCveWkqHw+FY1acEqF+0QrU44TJKsaMnnpRUxyjStqRJOx1ZHWZ/k0nsaIyHLWtKJ5xq9BKHHkoo2+21QoycJYphQF2EuOEcgbw02skpdwC4p+TO7gEKSkfzlCun0FH9bOjmOAuAjB47lAoZX02JPVHuHDcVCRBOgbWjmUIM0K0o5wXYxCa/AwFKE60QadiFBPsgX0b3TZh+/JEBFOrnp4Jo094LVLfCLuHugZXm1rGFf91DaetMvZTbzbGGi4FrV98VrgFGbhBa+xKbyVVfcpulh2xS8g8GIvBIrCYF3UiqW2gE+kcPTa30arVDfLEglUV7OPsyShGKLUcwTo4k1cBLTThMVfTUigdpbMU6bBNh2AwaYVymP4IwQAMF9DLLSMor9L7brFUP9Bmdw7FeDnW7LYpGMzv9tZHvEQ6X/FBtH1TkK+pDDrebafUh/SQiUFGXs3O4mi9VwpO/q+KYTMlW5GAkYOhwwCVGaD1GqGQKw7jBKs4zdTOzEavWUAe4+QiS3Eavohu/jJeDPzVEjGIaUkFnRziiLo1NAiiYIw4l8XjjwH8G0HIMoFsGMpCY702EiJdM9IbwXRjLtx4QqfhoGk3n8KBkqclYLf9mVrpco9OtQOLWXMmx32VpA0kxnbd/Pl3sp22t9ZVIRDvb0fxXry40JTOqUv/zvtUQ2Nvp2LSNEgajoRc3or0qW+E2UfiSehdmT9QWKkSFwVekeu6BGnDGjdJ/daJnwcJG+azQGlLu5K7hlq3hvlg2nk+CCRxlGAVghBACMGgGkFwF0IRICkVZIW4+8cRI4jMXTGVezvohOX7ceRUXe76mep2UltlT25GxqZ0ct6/SZ9WCWEEzxbMhHjBVyXob/nTOu29XiwDcVkfDyy3TEtc9fMlo+1Ej0/qiC2O57Gd7mjPrCiB/MI+1RutIJNB7CCUSur7XNNfvU6Xq5efBwKDjWOfHVtIkkZKZF655cqCMNBhMD0WgoDIP4QxiHsKYEUOAXSuEFsrB8FL00OY+FVkUblrng0kF3feFrftGxJ/7kIqBZH8w8lPRdLIQxV0HEwr9sv+HPKOL69IzAyktTb1qMkZoCd+xG/RYXF701s7rYw7r8MrmXOaQSfoedqk7dVpwu2Ii5acIUr9efifdx65MkrsEC+7Phr6FmwWru9knEwVextqI8630VhAGBzQX08DiOYRF0+jAGEbQuBgK5gPKWJCiWTLxDGYmIZOdBcQUQlXe7IUDbN6uO5pzXRJbdsdJLtVfLZnTy2R8dPWKe3q6y56E0t+g10IdVMlaukuPGaL+yM02L/7WJFvynJ++vByyZLKCGHcf0waj88jiDSOvMHIXGkG0Xw3iGgsT2H+PWEkksPHbTt8EMwktqLC2iyvq2wBa1I5AdGSeQ3llWIohrZPEU+HwZhHKiwwm8zmxzZiUZ18TiYSl61kdAwWdjUOO4s8k8POh+unkvda3ckr+9Ky65VqXoyrvZSVcrMdlhUV/0mlWHT2KOtI/+0xqQarYrbMq1MjzCl8j0VqjLo4WdJeYLSsjPxbfazAMYZW3ifRDV10KZ5U2EIJ5TXp06kcHHTtfJTdmg6GIkqf2+J2YWioqqZ5PpNfxTEkQBJGUfz4/CoFYllZ4F49rB5HFUXbWJ7FmcpxddT3SDz+77kefbANBFdzTi+F8rvfULZPVSWEWdbO7Tn6vqHQdTawdKbD+m46hcUkFOIkZqoLHJGgPVK7YnRK3dLf+N1JLJdX2v4UXwSd9Unp8aDWL91USi0erWH24eSld9Mzt/JUdrSxMJYemXmKrGyCG3uJAGI+vozCIJY4jmfyoKo2iWYSOIhXexpPSW6OpsLRV//jFCANmSAeyBaIDpAHT/9y0oVbRgD/dAzjMNItimM4PJ1K4nj2K6aOogpKu3jKvzlGNCV982VUhwErKwFKDGpdvDY7dGpOYEbQgNHIiOBAsLU1su1KD1cnIztm+UCoXz697TXLldPKcsuWLn82PIp2lS6txaGp+9CL1JqZlqPgXV8prTmRSAWXYqGd3OYhCYXRDMYkCyM4ShaHAJZ0QRR+OQiOhpPrvLbkv98lfhsueEYLZM0j2+S5ppFKr1WtFOpMjYfL8btO+X7R7X7K4/BuffJMwUdybmvcSH1PVSyiLDOZ2KUCk3E50WGJI8VHzTTXPMFp+eRBSwuhBVQhsg0hfO4ZSW1hFKovjXQY2PWF23b+9Y+FIqqFrTcVhc9dmpAMR8Hh1lPZTKJYvCyYi6K5/HwexqF8dBCHo/iK1sxcHlfMLC2VOcLQJ3PfOasS1YZYneWLptVSv13p97Vt+Nq2vepIuVnmXX0HpqJuJxAJnWKtTM3EddTMNHalT8lXspkJbirtTr1GqFJKxjMxBaXC4jGoBNrbb9Dj/WkuRxse3qQz0jskd2hD0gRcawF2BjgJ+EHANKN0JwDDORI0V0d1GGJutZkraZacA/SBvtTLTnwERQffOG5lxj/MMw+fE9M+Sg+KXLCgtPkYecg1ucXEUNmnBsJYu08FIUgOtI789nTzpnYWW+kfOHHVQ9NaNFkIQJB2CtiFtujAVLuCbiw9wgTycRfSkmbuTfRxfV951sQ5ko7ZV54F0YxUEmg6HpkWzoJS08c0aJdzpEBJLJOFm1NyvjbcUvbpSRVljFpAsZI5ohD6ZGQqoYLOn/Yf+iWd9h69bAgGsarya/oBgLA+uxzHu8k6JLKrZHVZK06ZUH/XZliVFkMUYArhvxIBWCV0b9OgIdeNVMBDfj2OFBkLs5XMcX6IdEGwZ4BWBVmUUMm3/R1Z3Qp2DNGiyGC6E2VcH1FzdQyxFRR++2FEiRbLUv5j3/snaJRbdLbBljBUFV9zFYqnicV3V0FlIFq3R6qRtHKl0y3hI3jo7ydPO4qI1BLLKZVobWkY352WIFAvDYkJ1s0bg45J01L9ZLRX4gu67kL/FkXhHNOyQiHOr9imkYWDkH6hx/qheBRjNFA8ndCxLMDXFoFyDWBhpS6h/T4XBlIET0kELGjFwiZUleeaUK1NBSm9ZxkevaC2qucifi0ghAlV65r6iHfaxLmRxzq+Q+3fd4JpWf6pmxi1iLrVrA0KSFMK/Y1T4tDKvKV1Zb171wCGsICxP5ZYimiQMmfthCO6etejF9n9FSzTHojZc/qcoDUhg02FxxmL+Rfg44kXkGRvwrsad1zjoGVTRsaQ4PRR4Ky5TtPt+lYehFYUXTqxf3TOWNXE7DkqcQ0yijkcI8sT2CcnaFoHGOG61XfWXCAzcDp6+EzLUJvQCaFxJGTuzIbFxLGGFlFA+6x3ykChAWFEFiwSb4CneKOsn0pqr8/2fjriX2FuyKQc7yOGvXVfpxehdSQtXdYOnh7ArGdXv2ilZIWNSUhWfLpY1SGwNJr937FCFfNzJmSyXl5jGZNTaFT2nJyEhBnx2beGKXltFITJWgtJDhgRR37asdaZ8kTUtvmTl4u2Hd6CiNTkcNssaFZshS3p5gKrK81xCSbEAKAbVdHQbIqpSC9meGDCSksXvXMMF5gH7jY9kWswAHwjFC2tLCpA8tXyE0uvaJXbYMKYfgaD5DHPeF2nX/XKrR9j7qDo84pHEGYEu41sRKkE7LhHA+y2RFCd9s+KDVY9751rTOpaAuZshNC6ma/TeVb/nrfyQMxG7kHW1ZMV9hpqIeoqLa0YzRfCMYZkpm2EX5uFQsClggYUYR1uE2p57BoTvNQD758VGjL+h4ZaZp/AfU8BF8bTPjfuMyU96BatNzZEY6B/tBjEE+QoiQ2CkIUUwiAnRRD5DmBlgkmq0s9Y7UCKwNb0ysSTgTH4IfAp8RRhWxx0cO0bDnRnUcvPTM1rBNS/zJ911/ay1VATI8Wk2NMcQH4itH+nGyYd9bAu+QV7SNy/XPywt2v0I8h+U/GidPNWkxaFAnKOu1ECx6spSEiL31XFiT/wI5nVVZbQJa9d9lWb5s3uiT8uzfdLxbwSFf2gEHFEXGpEUMyECfEz/TOOli5xk6RRVAhy6bggq6Tvex+XiOauZfwTxLGkflpnyjWNu1yYVXJyv5NmHLaRtrzXCMn+EGJyjymEjHQgNlPJtK5Y6Aik4w042sUhQrbL1GYiXL1gx5T+V4EXlIF+Kf+Oh9DZS/cizRSw/RSsqCPzqBUnXDBwsPJHQhsJR6qEpJUO1SyQoIvSbX2UURLVVI1SrTNZZkWVgSjIOTHsqlCuzTkutntp68Rulq387YiM310zlqCoDyDIlFCbkb4UBQ2K08eEmLOcxE0b3QiPCT23psQtpo5zppDEsV2e0aefTq9D0Rz4IQhUJiqhPxnvI3jBEqvixHoRQmBCDrCdHMGEDWH8QPvLQANmAALuxKglsD8yCDw8yu1qhLHOlQFMvbFTExm4LkIpipHYU1Q7fdEkdlIRX+hPRTqz6BI0zu1iepMcintol0K74KOZxbGmQjT4YSuzJPvrth2GILSH6WKfD719T6lfZ9sxeHJ8GDT9WzzMdp7fTvcvMNSJ9VhwEDyuLfbQrfefRoTqgIWDXrILCI4LQe8FgEfUg2gm7HBHx5e4goT7kwrsIahcQfpI2dpPYw1kLk8zP3ilOVMx2Re1cYluFwLA4ZLWDRSwZum6KS8whhmBfhCGyxJazTQEOgTqzRWpFwc2sUHKCuz0OWmAaQFg2uqLohvhw+YsihGeYBu7KCwRf9D5FoPOaTWW1R8vqjMQhoRc6fOkSQObxqn0iDiBVBUYCvMg6FUVDcxy4TxWq2lbRz105JTZc0D38f0MBXo3wZMns809cnTTyFGVJRx1casw353QCFpgeoyINwF9fCcQdmWIoOf+3NxyyVO47yy4B/VHqIu2UnPnJ11rU/PYkuKos7n1sOr6BeY0LWLO0Q5bc08bBbDuL6RAcNOzoDLFTOyJDgC5CDQP/By/gTocMFVqUGIDg5Myb6MoboGA3FJj9hDys0yYIxOh9d49iQn8ufGUQiJIDs0s5gOWYPBrLHjq9niONGkC+tqrFoNmQ3I2hMzsyRp6YBKlteZe+cybpdGbi5dFE3wTu3cwJQrpO2YJW1mxaVGHLSrLq2rxVaM1Zd3jqQRvzFxWkCOAMuAghySXjzAP+EoOyY0Qwqa4T51WWQso6mIfW1AK+M5FqW4HhdbfpQjUFtCI+DrGKJBsIdi3osSIhRbkoThwjcUYEcI4WAM5KRCAREyGXxM1AAxs6Ob+x4B/Smf8F11jYEEJAOGs1gN8WpGILwAmLPzvc3olrV9lJOS8FQ1+4CvuFtJviDBl8iu76GXLwGpUtiRdmv50MgbXEFcjlYDO9eE5PUyrNalKVb2WgZf6MO3tgyaUbhl+z1fKjVeITMRC5RURse+9NPRDEuZBjZ8/16vAWvAzQML0xkmvyyiG9Ymh5LFkSVIMqSxiEeUBB1Y9tJX0ZpKHHTznXgd5klEbZMC9LEdNA6ANOjooquC1k8Nx8ViywXjbsOtF+A7m0jFBKIzIJBVHlXes8hwr/g9qQkdDUOBbQs75duyilWv4s2I2RhLlTzCyltVTGKIrgx95k0Dd6w2zVvalE2qiWPDbM/8VgjKJIag6W4Le1rnGbsit1JtGzU46u5joTZNiOw984LaYlQHpJ6Ki1h00i/xRfcN3zF+SWb+V39ZTboQBuW9//LU5GUgpSzrtMWWvknvMeskfeDILsqN0K5eWEz1WWSItdzjDb+HmlhVhBKiMFm6IYTUBZkgMcaGSGa74JQO+Jgak3IohV3MM6f+zMq30K8XrXFUfIWJq1mzNiVxVyBUKwDG+izt5Liip8U+m5z/oIWewoeW5QdtCY62BOyV6l2TLp/lo/WJb78g3tu3PC67czRIXcLenD51xWc2mSEzMjuWnNDMHoSWDfmyEFQjmtD7IT6Z3gbO+Tl2KAOrHsD3qdiYDc4i2yjM66UOulodSqV2NT39IZmmAplawSAKAgnrfyjIE9kUJprcl3EAcDdLNvFi3ImmxEMZt6L5KzYKmfRp32x6tZxl3C/fqvctSi1Jy+8we+EXbkytsiVRFNwpa9DLHqkC6FG9ArxYZdvMqN7F3wcpCPFc77025pZ3V22eRNZ/+q61zLf6rl391OgwMFC2LN7oXef2/f1nkgo2wIlXJu/pqsSQ21q8BDncClBFHHdft74EDjEeTw1SIiBnikFGsCTShWGSCTCAQ59BfpTU/fIi1tDQJSimErhQPcp6uFuHuyeO1CM0gjtIog951BWhkCH9NwrZlvHWS3uyhXtCAUZMESpjPfTXT3jC1sNDSsLhz9zO5NxDUH3BSNrQX9hU6ch4IvKqb1UaChHkb3tDk+GZEd6R1+QSL5FOYuDdciWmQvSFBikIcGBWl5/RTMTHiOQj/fC9F3lbnuihQ2SdoHDYXjf2AG70tNZxtHpIcNwsoZWHnBGkjB0eBujF3L1nTLdkmgnSBxRT3C9QIcm24dCCYp1xvrKkBwbFCpLhBxOmvgWPnosMvBIXlL8Bhsy5uwlaGLxBpcu4wx2gxFOw97BQq4ht4KNwpecFiBAH3JAoMtd46NWgUvJeIabIDPqEpr4hU0meuUf8QwJHVCWagSJE7cs0omOkC4YLK3Xe9jUMIrOLBJ/WXDCKiLyqy2KXdj0guFJBEEHtSmusFt8aIIJmm9C4oJnETs6hVTzLSHquiCCMybggxztMpKBh1e6zBBGMdJKnKvudVPQIobFkl4NoFF/+jniPpVhl3HJP+SnEuKXQ6uafY8cd1baCKSQialFp1ZXXv08RNTgW6VMToiqa3cqQPIP9TT0jKboluGZqkuuQI0GKYZhTzZFblSdFwkr3yPLfgLkJW1d0MQM+qeR/Msu0kzLXEVVLQI6LuWTTn81Mvb4oq2hLJdAgNvsLCdqLbditnqp4utFxkWy6xxNKqr3EYJyxrcjqmxpe3FyIKG5TUrk9vx1hxF9MQP7pzvsHh2rj5TMXr4SpYQNk/NFzlMtoQKJtuZa2/A9Wckpdk1vLUD3cCIlIngcOynxZgXUrUkLmKXRRJJIx69btCTpIj00ix/WpIkso0puBpuDEErpPjD5xHVRYik02cIxIFAXPa2NOkxTqNklvwRW8cJmxjpxt9ENkEb6xaT7paVLuRMCpxGjzazOC2KeEwouQZSNkEItKpin5zITQJ6FrMkLQeJwEFURemguNOkx4uwycmR8Yq2NCY5lYXGpONqd0k21OMXMrjguclmeDGIeKjEElRqDvxJwqil0CZBrO1kWrX0mYWlRs0iQzKdxJ4Xpy6CMGJkC+GnxZ+SDFLVjqSiSokXMJaJoJIh2boSZ2Qvq21QxRtYuBwnbLWzRmxjTseY9Ku+RgYd00Kgl+LI8RthpsWgf8c3dNMEEirFqiJhx47plgQK69ZMo+0g4Mnu46JL3gxarayHQkdr1jy2yJyihUQLtIWV2s5EzrGZsE60+wx98utQgMDicHkUnjEZq1bpVPtklgcNiUVjkbi0XksSAtbzgAABFAABJ0EDijMMMyJuGzcEw2XvWz9ZSGzpC8GZFMErzynV9myCT5+sVbB8SRRxLkymgL9AICxmVCAz+RH14xA6gT+VBP8Jp2Iryj2iJzaFvwJ1hCqJJ469vBgOZZx6isdS6edPPdMh2OJGkNZhn5ChU45gNbD9gU+BOwJjN+ce5KoilxR5Q9uypEnwaUC46DX7ULMyPGv/L5oIbNjmj1+GTHqRQQWhQQtxuGt10PU8wg11GuXVF5UslZXOCtIv0PZi7zieD+IbEeVI+OGoEaC9rrVfbqeVeecKRjlxCzX8nWIHGLh/zOysTjICNxNwKjmQqYVSvBVxQaYN/QA/XfKZgs3Yq1bJOms9EltfTfWxMXSkjIgXSuSbanb6CIX2FD+RXlNUDV+P0dx5JChbSy/l1kdmibAXUwFYlKDF93WG6f04rCWJFWtGsQ8VMFuPXd7JRVWYIl7KuggL6fZxeDH30nBLROA6IPkKz3vyvkW7rVEdV5cmxiKuHdE+iwZ8CdCsz5amVkbCEbIhGjZh9TGBiRjsE4uoq7qKOfweFww+Dr6dXCsmi6zIlTQ5+SEE2zLn4Tyx6zKAJKdLWoaX7984xqsbRtzdV2b0tJ4QJkpom4tWzijUi2Inr9e3oGKy//jFCARzEv8TGc8lgW6a+CnULmjfdSO+bWBhjKeQ22XaDIo5zPUJNCdWDSHSjc72BDDHmi5lrQRxiYDYnbfBknxMfSvIQ+tOCLd1xkupDcRUe/56m3i1PCUC0+SGVYxSO17E/LULok2Y2Xj3ETvfssR1VjxAkfpOMYytkkEatWQ5yZVWXL8XY6ivzGK7o7ziMbjU+7dmG5ch9dtxZuLUlWKpkhXJMzKlokevsoZsxGo5vkrAxpH40n/yrqItIlaVv3E8MNNJVQZIp2NdpK5iLPz8CFUGY00AsNq8TSRcxbQrU0mukjrearAbJAMxsHA8cM11iRRCOFyKzCcVqKJcO5VXM8mekSYUKoMgmHQTpdNhzlI02zoKm5ur8HymLKWYN4yDvedszZNT1733wSt91tQ+4yywSqjV9lk40yxVhikcUpKplnJqlUEm020Pt7tR6LYiPm3F/CfxoppG2BYHUovGdVZuGuBeE4bRcFYQT1IgRjuSJhkymkTqcVXh2mvVSu0jRwupJMXxUI1K4xMksf5EjMOI9l+Osy1KFyS5mDLLAoHksEZUJxvkuj8bBAifK1+oQmdys8vR1QTIhXT1lbLSKSIiekZcQExMFlNWKKueL6MB1ci98WdZEucpTxOsQh+EGzlgxzSLJyM7Wbvq9qnvDLCRlTfb7SEumm6jpbdM1l5vgP9jJRrNxRnMRL54PB7TOQb1ZeDdnZl1hY1UyFoyx6R79KSKwdQlkcjsU6R8BHDDMwxjhO4WJEvhFYBqi4GqZJxpROsdwcLmZYmi2O5G4prZqmhcGibBNO88S+LV+IKthpIHwZZ9leq8eyKvF/zPRVGaseW0OufMIeI6zpjRLRC33LCXd7Tivf04otFM0VNnEQS4l3YbpZlyZrvc71SDOehJLMjvRRFa1T1c1c9S8zk+K5Bp1vqujZBHJyh+EFYUB1ExJ1hKTklTc8uqStXdG2SR7zXdpoihaJyjZkUHJ+/4qqMlGg2Kg1AlHwcTubCSYDVHU1ltlZ0fDw9TqdLlVSLJRp3aVe5q4ekfrfGNOgxDSpkMQ1+OKxx9gBcBFaGZIpsqCdOrtSiSBgSZTRFV6J7rRDlNd9EugKzo00W1D1XJzO1xKfgmZFF8tJf5DpGXq+8nsjAFfSpe1J5wopZManIj7Nv2q3IyCEiyCc/3cLXowq2+IZ4qkrT34YCXxGI807/WWsvXeWHtTpjmGOWcrHl2XU99xnP8zayp8bsWmEXInipWW4vT+CmkRo0rbcsQSHmu+HVG98QMAOX0hi3x+kn3qt43ePm5CHxlT14HK4r1VvXEpGN9cTkVDT0Kp2oOTeMxGldBVc9qRaZYWADZxbGTC8WiPGCI37PQfDQ7OtlPRFNIpQy2DFEVoonxktIUKgDe9YJwCzS1FlB6pmjwAjFaXWV7D+CUi/d5m0vJOGRO08+xXtMeDDvD7qhSJb91RiMsemhkqBkJ4fkFDfGhSFCC17T6n9AVdVX0eWLEZzW7kib8+j+EvgaLfxFQfSGLSoFHmvEVBAepDlh3fHmvMZolQkjOnGDNJnGo9tuSJMi5HUrC7PHO9iGUDMVZwXANHJ8kVIezXQsUvInGJwtgGu6AnyLmRlvEOm5C/Q0gouvUPbXvr4nEBc4h6Y0QvnCXl7xuRiHQDT8ceUeKbkYvXCOGRlfFyq+zmc3KR8zMkA3NmBOwIro90Rh/dPWNXmVilbboV2wMkTbimyZaXEvYWyg1CiIozH9FrnNCJHW/0xCrKeamGTEBh1iLjhMdZbLhNsu8xHVNxzqaLL4H39F6A1TNKkfgHVzB1XyV5UhC+PN9F/KLO4UKDHcSI1FyYqvj4AZhCG2WSF7KG47LWjstagVFDeB2+Jb8lyzV5HJbYcPG5o5hGkP6NlnKQ1gLF8kvX6STKnZ5ggzzc8Id7KvEOz6hlmgzsgn+zp8pUXXl5d9ebq16xJup0MpEuVMKEcjtFgJFO7b2jPtVUro04vh6rkTlRok1dguaXi+sMClcnGg0mOEUFORnxkhccxFOcDMZX6Pi3Mn00IgKtzqUGXJjeWAIItehxARPWZGInWXdz9WUTrIjlxgflttlMcT/kbmt84M5av7gFLGYiEkNYCDbNepnmKHxhKjsqw6zkL/wxRuts4RHEf7KChQj1IIoRmB+Zjf4n5gtJkG06S8RVEbPU5cYo9uVxklAqhs9QaS7pa3iXye2+PSm5/rQM0iWD2iDPtCsWAki2IDYt1BVHaXNCUi+PiSwiXJ+X/s3eEN7Ob45nvYGTgJqVTJfVxSTkirRkqj5coSfEFrDBH4cSoVC1IezleWgD73DxcEvd6ZMrGSa6E0YqLNnxKZ1KxfIYs6f+fOrkth0O9nXxTrFMsqUC5RkLCQPidNVT4i9sDIkHIcxbTBtX7ZiwqR50tzV9HG5wZfm9jNTn4+nnFjdFwEu5WzLSbDPsupdJ2/SwmHDQygpJjoRe12HGCrkcDrMLV8WdoL+9RmO7lj5md191Qc3bENzBp8sg5AEty/k6pxkizimQSTpq71qlIpcNYuuRB17xJTtHSwhUUR6Vh4+hdQb/8iktHX3CPBC+pVha483BQ6khqdbC6xWNE80w87qEz4rG0ScaVdhWjyWy3WSTPwc1omue4XFyz/qCLILPGKG5awM0VVMKjVRZeOy8TVtdkxOgtMkYq5CN55bGx9FfxEx5/hl3utwAUIj2I4hlBUM7uJtLZzS1qkVeBi1v7gK0ZopdtaM5l91t1Aw04E5yqGMd9Wq7I7mDM72lUAKptYlNOqtU5f5HWLcJyAO0ymDkwvTVpIVHKORXpkLRyafJShGvaWQgYK05tzc4tdqNMwiwGCRvdfK1XTgLxhp+ZvX1Fja7hE031qPJ4Exqzsw+Tso6zHZKysVJJFruhVKFxiJtGFZpmIlG+2p9RUWbjudYFX2rlWiRfARKxaE7mGGmCz54txadG2orQ1qSF5+Rh+FSsjEvBT9Dm5JURwhcMujJXIUxVnmCYqm7m2+jucVxsih+cQIvwnYuPCk9JrNq1ZbzGHBPkx870GdTCzKA5iR6T0cPi95yC6zq/GH/WrOeb4JwftnAiU6Ijnwy6WWlb5vIitZniaYz2U+cS1KMEiNzYw2LzpHDZcM2uDgvnCoC1pIkpNQm2S78fTJixJ1kX8rD6lc83sEq604A9k5qxRcFKNQzViFtEdeKUCGKBhZoiSkizF54ze1xNpIPYSAxAGaBvgnmwiWUi1ef4/RmejbPjFpltdhk0P7tYvMJzE+U9xCin7xfuR6B8cnGcOvL/WSfmCxHZEekcG82wkBRif3wlQeRYI/k/QqZupUJszVhJKCzcqHIhkptWq0bweNc0k26dkXJw6S94WpZjF01k5Jyeevl4EfWXKLBy5oZ01PawJ94dFiYfDgcRfiAi+hCDkAgZMziA4gcU9IsiHI1j3nomE2nXmEFeJiSrnCeB7YpkZCl54BIcGLMQE7o2jSCFv5f0LI0uCgrvLN3Bi9CA/8w0IMShHyqeSeMyrgElegaparL0Up20RxLvGO2HYyOPHGCUKV2jq+yHnCIkP6vtfz5x1dt1shtSaiHCKJ7BI6C8kqu+e7iZeqxgsHKI0qv483kihFthzwPedr5XFOo6YIsqrtaduMx9o2EnnZbdcDPsxP9bIhquT62REZ6xMKMWclzlsz0D1JyV2neuFEoZ/vRXPprxZVfDbpS5ahlRUpP4KcwgCfkfuZ9FCU7yS1K4rGs5jNGG1WVJIRk+6sJ63vVmh7VkO9MKZu7om1jJX/gltIpIzS5rBEfSOVFka3Pn4Yrg6AhShJmjXvO43tmSJXTgUNy8LrB+Jp6iwMSYeAphFXonGVQnWbbs3hEZqNjkLi/8+LUl0iVq3C+ow3I8rFmRIv+Xb6kkzu2hmGnWbIpbuKUpXuIHvZPaTBJJK92VZboqy+FfQyvkPunMdbxt0rCyhb67opbNB8tNCdiYJhmLqd7cMVzvL82I/JBAI8Q6C/YsMUG5AvbQkuhMUzRTLiFZqseuRxmnkxHgrJz5MP2sMHPa/VCGkGg28FRDkoDLK1NvdgxsaZh5q2+JAge4P5TtOzTKSsHPmTkW0heZ5mXf7wiDGVrajc3aadOstxXgkf3tHKCaBjueLROMEgrkHhOtGW6mY+K8YDJzxAgTsP8LIlaz+jIzsQVlbYiEdooKZPrV4QHqrxpqLT4kEsguI//qPUmZWLqCHMuQ3+cWd5R9vjGpphihLFNM8fSDAv+TBTg4duLoUODhmRhsSqVESEvDo9XhlsLVQyPwlHxgCcsKhqIIyEgS/tFsLJfe8tutlkeoKZE+0qQ9JPhmu0rjrXPUSyWnGjDNVrp09ubftVEa36qTOzRiytEoWdnbYbE6MkkZ8ZroD1l0j7ku2hfk0wlwLot4XhDSZIcyoITDpassqaRbtU162TllwpPNDtwgfkiPPqrXlJhB79/JU3oMm9HJBwKWz4v64S2oN16BZSTsKnJAWwqVVkq5N6rXQO/LCkmZCf5oarGhy0cYELzxrUs2bvP9WBD6fdoeMI3eDZfpfBs9nZRKVZFdqhjUiI7WHsUkaK6bHDWifLW19OzNqj15orhfJbTJq3EDd+wLCGk2L6jYTovMe+vucqqWGbNN0Uyq2dpz5raTI3ok1fkihzeZOUJY7qYFqjYhZU1oqv7KM9kEW2EVcSjvd0xVfE7CohpJFPZU/TnhCq9p7/eTWv7o/8nEsbCvfKO/ZK0rxeP4mSOVsuI3mqk0cF5E4KdDxOlIEa8JjsjNpC3J856od8prFPddFgrwUzUcPrNDaizaOtj4p/LYPXdQzkpAOgggVYn6UiS6Gj+o90kVQaZvEHi5Ba9hLMXQK3lNfEpb88U9uGJacUI1G71sgpWpLFa5tnxezMi5lMP4GiHSzH+o0/2g+j/TEK9J0r9PRmsIJrAnIlpkqOmOSH+UWDcahIJiPFFvsCc5NUTEijPWCJyNDtiCogp9t39PikT1iac1jhLvD8XIXnqDPcsZt8yK5kT6sPTxVIo4iXe4wes61vlbfJDTSYU+zgQQsH46Cikpzu1MIyjGn0Aa2v+4DDv8zopd8Z5rsf8KZWa4s4R+oyaFWARYkhey0k167TEGlP4ZamfbfwSax+DpVtpFHvzFVUwWHYVA5Ko74mf5JHhwNVndfXpLXEhW1K8cgzmLE60k6/mVrzvK8bI/aH8L96oiI6skXIHLYGqnSHkVS6lDbVi1yRSNPUQatxF20iTWf+kmcoILNRKCxdinnzV1tbrlSsYCwogWhE02FdRn2EIqiLxxyOo/RNF/FBJbByyFwt7hAhKsyU825bRE6s1TZHO5pBcnmCvLRN7G9+hTO2eDhK3FdDQn4m8EdvI2phiMIkxyhjPt7LstJ3QFIxaoNGbXStDJI/ml4iKWcmDrsurKcnaLJUrSjKML5ibhuLpRlDvVvo7ZtansPcAxDBPTYmnWv2zm0rg7jHLRKYzRMkxZTUJsaj2VO8WrBQInxkrmMbaRzBfoUf0rbZxgztBIjVSxLzeiQhLXDh4xwSA+iTckipsyciBqHloYKsVY7iCuapK1tqr85qU3d4kShbpHMtdRb2xgCLCUO9GqrCW5bGdpqtan/ngfJmGqol9jZ4iJTjsmRcdyhCi8GE+0EliHk5XdQbKfAe4+D8W4VkfETMbmVOQQpas38yOxhhL08m67V9i9M7SeRtSslF/T43HZ129r8kCx1msv9W20us0FpHILAbFkLcmWIchlfWlkukqTV3XUhVnO2Pa3cNhN5YULJRuStIpVIJhJyvuUH05qn6zmDevFjUSVQE6M0r16pgihpFF/FjClvqit7hMlcB7F6qUuyKjvK5dDagyDeTBkTbvf++skS6a7Kb1s1tRWtN4TYuzYRiC4vV4GGvEfhyoPnKnI67LYjXZJD6Hq4FWP8+BGIUzCY9Udv2Zg1D0FkYDlUrrp+uOxtSlM8snKxVh7raiYjuh7QV0GDDAiukrpd84VZY85I05+yb7ViBAhohbilaDHommNJ0DGGKdhDJJ+1dbVN468VlMJn9dqt5nM+2XkQTvXzFaRUnsL0JkcBtkCgsrjMw4ytLcv38iEjjtGpEqrmu3CIebYeJHPMglspXi8jqHmPoKEKkaYuzvLd6mMntP+WplWsXaqsk8RCPlDQQt0NZGCnilQorbil1bbo2yrnxWXlBO0MkNgJwIMYUhpKiWklLaVIm5ClOTHb/7o9WSxNw7P1qrJQbyuw6PofP9vjtZyx1SdF9QOYJ4cJ2E4Rz2WCdV9jRGws4MyBVQiIqf7tEgSzcrGy6voroDcH8GMFSYRdqtAWEXgpgzwmxTiaJp0EexizK0njFfrIoCnKkwpLiIG2MQX4oDOM9WONzfeRWRwQc8dyDdXAtDeSQmROTu6FR7DqaJI87aOlhOEdnEZ3I/t21xX71XkjuRZcN5bzB4o50biJmMheSyNSzWnsluG9F/EnstQmonkP/ahq27LK0qQvqbk0xqPKAXtl2mFvh9nXiJj1hYQiQlpx3XfQrpnRKxKjqE+blFef/urNeLXXzvTeG1dh6yVzr7ZGy9Lfv53PMUQdRXq+SmesVTExCBCklVUBKdD090iLFodtE3cjT4f/4xQgFdBT6CPhWGhEEoVjUZqUzyr33pabsZTP82f3OobiWUKM7fOxfdoBWd9EMr/qHhoJh4TP0ApSZRRLSAjGu66bghISym5CiAsgQwZ4WNeyx+nvFCMdAJkPQwVkFDSP26KEQTpoVHUe1pAeiWVTSEv/jf80CrahdZh8Z7RrJ3CydBgMFYlGums0KA8+A6jXQe+puuamurp9TWMBIMz853J8pYnmER/Ph5NrkX39la+nfwcAVY6VnEiKCE4LsbZHunwXjyI627FuhfmxVVxcLxQEAuIlkovxZC+2IxtuMw0rUai0aEB65aFhYhc2w2I506yH3p3Dsm8sTMRKrFdOWFlcXDj1kxF9dQB/B1CrDJgwrzmGL4G0jmEHwSoTDQip0vs9RXNnBCPbSPktCNlP5ttdpo+LaKJwqkt8Och5o6nkki0ZjSKyf7MhOoqtoWVkTd6EmSrFJX20UzQrOVgnfFRcGgu7oVCS8ERRJByI5XRKDdrp+4/c8UcmUay3OwmcR3I9yy9hKOqEaqnxlIazo8UO2dBnIJTQivuYyz71GgcONxCG2eVwzdJKKDao4KuZlhoo8oSqEMWVCZ984ksKENEOER7GD7DTB6j4gGsZD3hZ39SAa5+KmZfZhagRwkj/jAuK3hfHujb/zZTqZMn1Ij0U15FmgMAhKw9OWVbQeXT6KOI0zUzrONtzrUCbwql7LlSCWqvtZxANO/r+98/ZxPP53Meyd7MICsroT6tm9kIGXSSa8Jk3TBTqACMFyVOOKQPS2WI63q4g2GkKNxyzEbSNsXyty8X11A3OFj3xUK1QupVhVmmrPyUHbJA0FwBB3pFKp43RiFXn8hNeT7v02jwoHYrxLxQqEBNh6kvEkBvA1wKXoB7BOB9h2uQeECVaBVCISDqdEzRozrn1M/GdDWkBKlfc6SJZBCkpaRfR2OiImYOY0swEbcGuW1YLBwXiGm5DRoJJEvjXAJ0cJKmYoRdhSK5lqbr/9mIy2quA4eSG98hrqAtJWnyc3e5bnR1VgzsDj34LstYq1/ewiotapWpUzsQMnlRec5lmXotuXFSrOpi7Xj2Fm1aRbSN01N0xmfkmjJ6jA7DHo6gJgfSmKRt8mDtaNYiesQ/vEsW0i1VaRL7vwTRGMOciCjY/PLhAhRmKrd0N0iOgS05gsTEzpQ2+zNHpey+slnC3jLKtYngM34kit8Ij4vUoivKAopELi1ScqxMhO2xesd/Sm49AHQBS+engMRkuxDqEu68Egdli/bVSBM5qxJQeYo3ZZXWOkLmiYiVwJpeQ6ta6WN7kXqPGdNrHUi9fv0hHSeUT110xnx6p4zIieVqjVE7GJgBOEwIxkIRMEIYByoGos3Kk5BDV0XIdOzjnhppG8vIg7G08ZmYXk1Zcx1di66Fr9CUOzAIcKHCmdke1z+YdenXO2w1hv9KcRKY/S+jYKZIX0KMvkzzqo1Th1dirEzVdB+HMxGsJQ0nh/is3XxD9xInLAj4HvRMWRfOixYRRyFa5BDni0rTKBLGxgXWsD3SCFwf06H5cStF8USuAjNxErIEs9fc7rJm1CYrEx39kpXQKhiMis+azwVKNyrMvWeLKj1539JZov6gi8YsDVgLgag2HMZC651oo7xUKYUsxBrnwp2sWW+9oWGIDFRcggJKGXrliDLsB61LCvP+LJhHPkFWiraL0qIuY8iiQLr0cZxQ06H/BSYyCBgZQL0AUIlRLYycJZgDsxcSR275Xj0hMVfGkspyEhtSv6PaaExAusQyiQUbwEJYTscImlRPbKBBybezvj0Z0V1K78mCkYHHWjrgsLsqFPlQwbgq8m8SDJqmVhngyCzisBJ4ZYEiK4vklBbbUSSZzrZrrTEIMUDWZsCHgEVwXow8PT0bXIz08bD02k8IWZNjOjMvIcdOWrNw+MNTuK9LSTL4Wy2ka9hTTx8L1aAqepSalqTQoGbUJLUBC0lb+nEHKMo+p5ciREEY0OQkD0yhQFRnuSUVvBDItJN2IyOWyJxp5R9JYr29snOehFWGIdxKo3COdqOFLSpZlIGWcGAcY6cJ/puHMOQbRw8Ajghe33xCZkuddZEoIo3Ahuzw1kySjv1tiza6oioCqI9sLlXVizIKQQ+//QFvEpZQpJlrBU159E3RPxdsXOupj5ZVIQaMdruzsPBQEIbKi0K2Wjk0W+gimuuGsGHBUHjhjNMj1NQ36hWJB+hk75HOq3BD06rzHqVkFHoUE833hWZRrv6iRzfEZn6Mm1nxtMuYQkqVdIh5ljF9iIapLVewPxVbA+shDxwFVo9OOrDKphZiakshq7oYiRtyffusQBf2QjnZTCDkPEqKHO1A3/6/9epi2ijCHzIwxTZqoSBBMxZIkzLxPK+XXpC7qtN723xjVySIt7EMS+mrn9TMhhZVkBrn3DTkppcrFDbAPHv9hj+U4KwFSjYjPfO1ba+pIOLdepJbaTtC16kTsnXAKFuCqiWRYhqqEPQMfMaI9MYKX1jcI0ZuTI/1K1GKdIoEQmhWa4mSAO95B1aECDhma4mpFK4oyg7kvLm0EsqRengitfVuevBD/Bi4yA91IXfFuhFgy2VQr4Fnixkl8ctfKP6ZK0Jb6jIfPNC/hDqGtVKECzwlK4TWWLahExv4Sge6kypP1HT2af3duRvFW6duI00lz2JH73ZMX7dylX5YN6RvVJK5xEUkEyKQCLE+cTaJDszTtuTMdI5FeSmWIyNuuIZ2EzR9IXlNuPFqVcPkDhjXzX+EmpC9+6iOgqKUq43HOtTaDuypxRV2EsJytcsTyFZ3GKyNSr8R5bNVUbWCF41VWkYLHjkeVsSVyJsJo4IxiNwSvPsSxdVWguwobzb1akiFNTMMkShJ0yRTF4tz6389ZE2ezEbtCHAgDWwiA/LgCk96wKTVqlZPkOKHQiwHfiECEnw1qd/rta0k7/qHwYiQ5nxQQ6H2Y5qNofGKl1FhqeJiijnsCGCfhLqgkpy/vu2mkmoXRn0QzrdJMQhxSI0lPvUjEUwIL+0S3azWeC0TyB72OHPhUAOAlqmCdVaxbPX1yjpVLptza9tARMndxrOvulXoObqmiy7vo9slFmXsjLB9Th6mctTqNrOmj/2MZREYovbejfwWR5aF8glL/CfYHePxzJYrxQ+f+IG8Gd7uvDU0UxFza4pzeZGFC6frT3da1sb7BwP89dElrg0IMDa1PIoKEYZvdqf4L4hIrVrExTJM/wQTMi9gXD/KENRefXEaWBSaOsiS2dbipyaL0gwDFXUo5O26qwyEEo+cMJ5YXcSDlB6oUw8Uj6XiEQ1rptK9lW/U75pPqgjIuq/SXnPJLW84OxjnS7fQUEtVxnQ0XRLHGU4yHgBqsqFZ4sGl83AcvL1Pos6JLpSioT47GYzEJnqGQroFtYrSUS0K7SOFG39EmnH1fGLBmjiRPLzKzROvsQwoXAEFSx3jDPNEqGCgJogglCgZhLsXOQ5xv2R9wKcnJMfCH55SIpOsscQP+AnU0TrZGFUq+Mr00iFJCj7q3YpoWRjmx0URITTiOCivzTrCYqAwmvydIfVuCWWIMx0+JmGT0coQTGZRVYWAEbX9q1oa3dUhjzPAmouxzNTe5WgyUSxykLBF8hjXx5A6CQrKLwbLIWnapbnrTJmajya8Cxj48zyBizdH0qtN1l5dKlH9TS7uZU8KU4h8glzdzpidugpxSYSV3RxQn22RTiTwTcqxP1FMY0Ifa1ADUSEFVvaJ9LaJ18yR6aeqLcMTYx/M+mjCm4uP+KPoKKiJClTPQagEg4eCsgh8tcGPKDCowyqhg7sZ4jYxPAFVIJhNY4yAi/q1hcjeaQLuzuVFFd5VUkDzlsBbqEl3FtiNL+HKySGSCEW/jDtzf3JJwhXJBU3iOT4NG9FvfOEoDC+MHCP1TXJfwclSZSZxUGGp2EWNmLhaivbhLnTmRFCSoUXkAakvGm6llcmAbzSs11tIMbkeCUfYQQb++JvRC9msCIdUhv3n1utC73V60Qko1LbqGXviyJl7aTEo/TXdyGmewsvSHENzDvij0GULiUM2Hfs2x8t59dQMO1NJ7SocZETWxgdIzfvpGV/2SSsRA1sH8aUjPJ2o6ajYTwwfgPcIOZtThFkHNqSQrQruKmyIIjyfaqA2WtD/vFZkumtv/uRyH5eJPDXwTga0SQ0rIEzdMGJ9JAHyEIKGODu72aFKSwRxNjqAv4RBNv+ZVMq4XC4xXSoo5cppFiEmovVV9Tucg8YEpCt8Q3BI/cWgJRAcy9tepWuUNZ+4MU+HWKeEyqGhVqsrQgKRJ6nigppr4i/NpdkOM5ByMwq3FNccd1pBVx5ebQqZBMf0QvbFdOuyfkVHG78RJpOEeYpHYMEjPRMyMzBMsgsRQXS94I/6qTJ5FQuEJpwStLBlNIF4IYIIpDYR4eCgSyoi7psFNpGj2IoyXBzFbe0v211fEJlXhFME2ynedtLc2GWhb4mOOZj/dFJltqF2MSSxHZ6yRFJ52T5Nqx77XIxVL3uTHzLOREz5uhToKhRLiD3KTLWys1/HBnkQo3lfASgRUuyrFTmRH7KUoI14y1UsF6l8lreUGZ9eeiL+P9puwfrLk/Xcyz1L9BlHPHJi6FbJsrQWi9QInJT5/x8uXnYfMZ42pg18xoyQ45JPSEfO+Rkb4ng30MBCLivdty2vUrnqBM9nWfvlrMQcu/iQehAohjNJ0OXRO2tw5YNZ6OBSCwtmSuNf6vkuJkhYkC2QiQrx0FORBa7PjPpkTpq2RLcXCG8sc7aXM/lpmx04JSLAprPHeIoGJRAXonA7Bcayf7Xfxood7STVT5moORlW1h68VuCt8xmmSIb+JL1ze65erybVqZX7y4RVJ1FSObztA54kkpyrozlLlLUi2M0l1tVtWCHzPSFSmp1eFeo6asxAI1nCFBWlHbBQz94+4gVk599IJCJM8ZMY24RrShAEwosd5yLJL8OULktDo4kVEyDRspJYJkhIZIBEaRD6fpaZkcE6GK5XcqjKi0Tb3u05dO5a5AdYEgdIFD9NazG600j6jjaYkdwk0C41h1TY9obO6lXaJjA85aqPpVfUlNO+CpYGo2wG5Q+O8pK8qLZLHpAgOVkyc2e2kDviBWMBHk2L0V9C3U1aJ7IZ3xCxChypKGc7YlmaS/9JimJ5uxWVzrEf58X1vkskqihf4h3Pk+65/ELszUmNajpyvUROW5wlyrj4hh4doJELKn1dynYVwvCcnF0zVsxWL0ok7xuhZn07mCOIyX8ZkazzGrA5YLP6el1vLhO+4N/FBWTZY/a6a7uClga/LOP1HP05SUZk5x/ZT7pdnVPdDrhema8aQV4Ze0UI6TY3VJN2yRz9O30rt9LdZilOhH5RFk30YOUGU2eSnv6+MoK8rPs/n6LdSbYM0EUBOmVfzX5su+UJNFyUU8/uaYAiDCBMwL/DgOmnMf6TEhIKlE5sf5AnpIXe8/QJFSTvYeWH+jWIZ4nvTR9KJGTC6ZqsiSKSfZ2KBUogXaRyYnH7UC5Anse0IkvB84YJmWDm+HB9EMHRspYkRuJUVE5oPNIiypv3pF9/uQ59ZcxET8KDMTYgYNyrM9tqLaIe2PpTolWQTTPHC90XdZHCI+SedILbygY0oKVrZAv2Wc0VW4TQq0TJDZ4nw2lm6e6MI0Vc9tqKdFhjxdJ3CqY+Elr4AHbUAACYCkIIu3zY27ttWTjbzGhaGJtLSZwqWospPyYU5BegkROgeatKYGaMcSJmD07TkBEHJS9gEdeWAtWCjG4v4GzEdVNreC8sxxommwjPAUeG+6uSL4i2auWxBoEwLXfKJP42vH8WL/FwaRgKfgQRmY5/vMqZMO/1FIMFbqUxjCFuzuhVNOCDEXNXY/BzTLkuaQR2skf1beYn9CJfSl/16cXCRQ2xQ660uLQi5/+Q5qgYqXwBWoShUeQCic2LRH6afo1Q9LIgTPrJgF9/4hpcjxX1sjuP1LkECbRnrNe7Iilit/HwZxKmqgb2f/+MUIBn1WAKsEjwf0Ce8L/A5jEIIRdg/qDsgNLArUtTz1nRRHIYhW5BLPRYH/+IlvlozsFJpb7aKutQ7gGnvMPHSBskK2jjEsYIZ0vRIa1CakjbWxfmUeNr7L1rwakpCNmlPJbYVb1xAlTxXrgDXdbyBhCAZf2XyDx/ezMHjvR2r5CHOhZ8bTHNXSwku60lhMfylVsrE7ZejiR3ZlOZ6TDQE0xOQwgkhXE42DoEYFUVxaVZbGKABKn9aAnYlAS1Gi2SlVSjaj315gi4idGpP65SqZ3c7sjS0epFRrq3nc/Ut1HgxdihnNUmTyat1rN8Z+BQ7HrN77l5VfdR7HbtsPNZ0Al5sK25KiWt9JxlL/Jdn+Lovhk+1n4kMJ3riEP4z858tsBAqEJYJlmDlLIoN+xEg8z1VpLDJk3SGy+pYl4dy0WS+m+XivMtkHlUzzRXEJjKZ0RD6ZikK4SJVvEPdimq4meId3lSbpuG03SwQ99F3Ak7kbFP5mHBaZtMaiYhGkUv1eJOREDimDTpMLngVdL8k2EaUIdO8np0e0EZCm97O5NeXxd25j/9dBJAk5jMmTSHW00JhIJmiCY05zQ4PpDnC/u3wyRM4X+r063kK/42v7TMKPjx8LDSMXSYOKuyvOcawedGo0r+MgX56P9utSvoSKvjhIr1mCnn2vyV84k2JNxFER0B1QWtYTNU8uPGayOhi24pg9ugtikRRpGQVRRCME4/gthdJU2jgAhQGqJwYPEBpgXodgZjgSqiCMhL58crSGEBepkzJDpE6twdDyXvKDoQiD+xQZxAgaoiFa8ztI+doP3FZXEKc1qHQWQ1ZZkS9k2VwhuRgYojuu9XUx5P8l8h6VbqvRRJBoLVt7VUpSF7crxue1VEeNvG78JUmLaPV7iEUb/16vxo/160bzdbESJfyVNEJ/+JPmmtrKi/zojmcrETa505GmmVrzS1UFTEEgHw7iIMR2rgnC0fpbCSIc/E2mZwh3RAybHF0x9SQ+JqlL75PP4oJGP7viHCa23dSa9tPCH0SDg2092ZQ6+5ZFF9MStiSumznqSD02YeecuhnhnGbEEcUt5hyxbHy3GGdmVzk4l+w6hbmxsovDV6eW6ze69I4jSluPtgO3MhKPCxazeL39D9Px53ZmnSjq17C1e8t+0CIFfS/JNwCNthUsFlTiOEv8dEkmu/anMzO2qK82dSyYV598CmfkpvM6NE8iiyMCZNothQGgQgthfNy4LDcAHeZEQ442EAeqdD2vxsllAtKMDcD9BXE6VKoeDTtAT4aEuII6yu6lIgPCN2goSi/SBIW9SIk4EijDtDZWg3Bd9EvJN5poa0Q6oa4hpydkk2IR3UeKI50xzrXEWK1XMv6Hni09pNeMVredR9SHzCCbF+IRZs1qir+EJ6o2V+02XVias490nyEPfqlc8yGs3HA52l1WtzsZjpLEgqrCn5Z1QWjnJhnf0wmFs0mgmnEnCkIQsDaVAljkFUR0AZGuB8nNhnfvgS9EZEUGyJiy5pQIARJ/bLNVyWNmpXrOQHY+XcnmWCM7KMoJIrXQdR3QkMDLAJQgpJNegMwL6O/FC8x2HJvOT+LkaogQxEEIE8hUsDaSaaSQTzGWAXX80T1Mlt0xLhpyoX0d2+Ueh8CvojbWJNJFU3u3Voq4E7KQhAzFyubFf3GZLPvFTVBnUf2yqjE+IrEyqGI8Lzz3tj2UGVRP7ediESDCWRyKIkGw5RF8XgwH1FEQoAofd+CvjwgWfwKAT84voy6JDhtngu6NNI9I0cyjNBWopfWuskKili8v8XZUzd093PuQuXkpckM3li0dyQ7LfxSak+yfKly+hCYumlGYkd3z5dZVcbSOMM6pMIfu4uINmcnPP0Bt2cg9nU+oKk3qOaMTUpcKZvmDPaIp1zvaq8lvf89X1CMxGeno5GRNX6aURzohKSMdjIpbRWkRHsolArHowGQ2CIIBkHUUQkGp3iAqgIN6Vw99YO2pJC3FK4kFP8xrGaYEC7zU0Yy5ggWNUWSbXTe829wfaEKdJRRyoGlgSrU5VHHbXPiJgg7CQqSWa9hbZrQbKMpLXuy1EoixTl7/KVC03Om+vF6jRn2k5NQTTFe/kYvrjT9NQLIO5/+hWAAi6CiyJyCTdHklBNSDiWUcc1riBTk1RMf6tCSzXKVYzjtIZLNdmueT9CKT6ZhWan9KZXEUsHdeOI1FE6jMEU6Dkd1wLIpQFuCgMNXkuOlHiuoxNrJHbZkL4RYVhltFeJote1WnJ7mQPcMRN/iu7vmqJE2hC4Zd5SnfekhnOd1HyMKjr9nPX3garYRJPLeLdV1kxUuPRi+telJIp66ZeMgSbYXKTz5xGX/zvI1nZ+bja9pb7rCc8qGOKkI54mieM3zMT1dU1f92sQh2LPMFa83yvSXbVYluP3ZGMrkA6/Dy2on7oPyjoKY3sOpfD6IDS8CWIg6tx2DEMggjk8GYTgowGyD8M9omiCVZAShmu9XMrqwhKApwhhJmafmIVKffIJSNxiXCq2rJQVCLsjzKYQbl9aleqPEbRyu5xiQqGPWy+khBgsLTbXTVnUiuncwAkDDTKWnukjXx9og58iSGW7L3pSqnHquO/e94uI69SDiG4V6avpSrN8C7D4lgQa705mkShz0UaxVFoDXYCpJ/kVgoe2o9OKwYKyt041m3hxRr1K5rJKRRpzcFAhOlTzFc7WTD/LYhCaJArTfIdrEOXo84+pRNWtbclnTpwEFppGJbR2ejX/SwiqcoJnOWld3LoiE0tJZrn3rVOM733FO3DjXKlkxL9xlIw22QhzkWqXgEig0on+CnREeZT4WGjjWw7BPsO8mjby5CTIGfqSQZKL5J75uEnDq2ky9bVurCyQT+WuI/xL2cfn4Yj9DLf4DxD0MAMmuR6QpsVvsR6iRdkY6fDlKsRyWa/CnE52zqT6DP3WR66d+jI/+pWBNKeYPRn1e1+VT4zHkkGA5PHYjBMZHcRhqeEr6NsBBqTyMcRI/RRGl2vMWWEt8RwPWMfv7nObFpf0PJOLZYhgIe77WQkXuFGZzjR7FYTjjGYiCDQTV4iFqpZhbEMcDszSwzIAzRwqXBNdSURWH37HtmLyemoKpQPtNPL4Z1KQT0NQbmxiFLhVWkqqkw0VvzSpH+yrYKUCivi6P81gunEo7+q8maMzRLZmmQtrrni0oPVq9olt6ukG9PaWdvnqs/SpakxYTnBwjxkzVHjPiYyRB+J0YwNitujJFZRMV8C86juC8PPdigsmklUU2v7jM2sdei6VoqOOeRCTQsylkIePWm3rdtWhKUa+ZjTIpwVfEGjWN6abr6Ohq9+SnInHhJCdvdOzJECznVVi9N1qf2IoozRErY6MPVZrzJBtJqAI7Gi+0ut598as/OJHHBbEkzBSCCVdzFhVwTglwjyMU8w7DQNBWT9+/hLjRgGam1BPG8dDSNg4Pqn1xIwRqmT56cvqfngpodhqpzmesSNRP3YqZkLpQDEoFpPMmBw1bL6+lpMIWodm4k42MRzaDSUX93grjwrPGzxoZyWooe6NoOQraiYSLHsxpLadzH5k4bDBkRl/HfKrGWVeVa4PQrFrUyNUxRerYs0MbZ4aMD5grblo3OxyJ0s0mwWERNXbsXvbbZNHAiOnkCxDK7emvaW9oiqhU0F6NnOtrTONEFHg4RPMqiLVZrFCyQlsqJ/B1cVYlz4kUeIsGTasrmh4kPCQhxKdz/f4jQsW8+SIjKdReSNtSCCiHiCR+6TOVBSjzVpw+Jvut8JQU1PXwy+nx0kkQCRQw4ZT2fU64QHPOY19cmRQLsGWPCXzyGcuDN+Vw8JVIT5HTaeFXJNYJYs2eZbpgyEEGKIa4mitiRjAlKOtSTaTKuSpVDBRoQoe7bIiyLWW5enSdk2NdrUaUeFFiVosuRg74JcWRmhU4smRExyIMm1YwyQAAZQAAAjgAAAEwH8ACoZ4ESV9GcqvSNvSQ3gbkEYYxgSpJTwyUvFFi3rmggtVpSAnj80d4VMmtfJWvGgIV5kK7NAJvbfVaEBqKZKl7IGt2xJTldtAsLNbBmpUmG2n7ATx1EUgJCGoMzksCQ9L4NYymzTVKRixzykI18OJPa23o/KXr/eYkAqlkxyaHI2Knn/+3ay241WOQPrgGg1o1dYCGI7xnLCJ1kWm4kolW4zZoUGRW6jNRlIrPW3nK+6w2mBhNQ7nRV91EtT5I99Z/8Fi8BrcrOZ6gEOIlEk8S1zTGIkBHESmoMxWjWsAROioriheCSz5wrh9Esdh6l+17AQT/Dj4xzfgeAQFSsuWimQVCEqpJcEIsO/V/EUee+K/zwlhuh70lDc8a4aGiozNyiTTk9bhCiKhlDCJYjEQhaXmcNh0Jv5GeTts5IAigEg0KoWqnXBTd0p6X2TiU3dwLdqEFuaAq7nUtkoBZYDXCba2Kn/3wEyHx8FxHyVO/QJlosDq6wJBIOWQkGyT6wjJtJbapd8bSIuospHkBFSjYaVTtamWOd5YJqQ9jsBhAcgJ4SnOxNIZOEdoZTcEMOhbTKLkS+GBPRI/SWUmlOW2TjQ07MsObnRkOlq1y4UarcQNinCwRBoZECuPKdvYlEmaiEeYLlCLGhYKyGjKsblrsECFWP4KsERiKGI8V6igTqmxxRI02ojSLSLk3MobQUZoPPz38k3RMp1XiOw4Vo+KVqVNFQUe/EwNvYyhFAVFBM5UJi34i1Pl05lExr05i0NkcosoIecsJhcx+qixx33798hiicqBo34I1alr9Yi/FYEYyyMMmKUWVH5/OXhquqeh5IFYv/n8r9kRaym4TzOR0pW9d97CNDSwmEJUpirEwh3UW6EFGMJOm9mzCmBbkEySYJkYBikUIyEdYiAU6dFpqQxdY6JyncFyxGaQKANiDYZ8DDQufFGmExP/qSJoi4p1SQem+yHa6fRKSzC8JfZIRfa+rWZtlFpPNhVDou4odMksRjEIiddlMEhPchceB0QEdABkDNvdo7UOaEjLgSrelVdzYtuGorQKD1iVyTfwHcrFlFDbjVOvAySPzG22N1Onp5PK3/8dq4Xl6NbuG46da1Y3SYicXHg0cyI8WxWC83q/8erRzQE5waVbyOv4g9BXHdQmHyRILXqlcl7D+wEsq1BKOhZZyFUC/1sBH6jmD4gZx7JUYLo0LuL/+IRUP1ssktuqvkMfgtlx7KRRSzquCuTmDftquZd3R/3VYNB1zRRJXb69LJRQILV43X8OAyYRUdQT4aZIPQD6j1tn1Jc0IlmrUI3S8D8j3i843ABKBjEcMT4fS9/ZveDsBnjGPc4oNaExGQnwfhqmKOOREsWHyySslMrpuNCSoo3cf9g5YzcnITPmsHx50kt0GfmfjO6PActPmaF3lhwDOt7QdDcR5gW4RtNKkz8dDrc0IwTTa8zHzey0eVG+rT6BUzsqLmcqVtuzbwwTE73j6wKBn436J/nIvg5AlRM0NIbjF+qiXJGi8QwSFVBlXrZtFOIviI6FN/eoUUmqkwCqaRMpEacT/osZykIS4vqt5GkN/+0pgMUXR2FzPy3MJva2G10MssWnkiw7rx/aus4zYVtU3dnWqwSTVq8VthJBjc7IVgWBTlCpCG8bgKlhkGqzLIcwhQt/npB4vEsDWYWPoyEHGaSlpEkY0oDg4W8aviKf1FJ8jOE4IFClO2+ZmhMZ7UtkJ8AhbJvqVOGofxss/II9G9Miy/ygIY3VUJvxR/U1N38gNlGJX0YrZIxAnRt7zdP9bOzSWzbW6F/fU3e3bHUD/AdKTZiTC4gNADRj40lRk2D6EWxAQSnCLOkqSDuRdERJT+DNlWs82ctiMKK7H2pbNzIRJM6dtkBWXjtMB7kfxLCWW3ft04qK8nmYK6jCcfUpyoxSHcb0qQlJzPIoK+WCzdohqcH4ZrKfvWq5h8rtWL0miurydxwj6625nQh5TlKQ16zPevK6cdWInV3k2Mnf7ChXM1hRXzoGvd1m1hyFns/HOpip9lTmXSKkrtuttRK9PVs932Pgdc6/YFzh/qEAK8Azm+EoDWAePIAR8M028ASdn/+MUIB3pW8xzzofUV9gP4Jfrr/Df8rfy5/Hb9Nf4wtSOxCfn+PAfwkXrXg4Oowv0HuQ0Nxmn3KvIHK+px82QiIt16oyMuWMhC3S7/kEQP8ugaClmTIGd4aIo2vcqp+vQixbNDxBDPIEQq2MXM629BoCIPE6j4LBCKDCcKJCeB4KTWK+avakGo3CRPvfT6DIBwkih0OQ0s8xWvM1Zo3iSWpU5/heeOpWvWfLB9WMrSpVryuMh1ugHU4S/v1MZpDwiUlSHDopHEzgHKqbQ3JWKTJdNN1lRVDM9MoXBFtSvLSSBILCMClMHMyGdSXPGc6y5ENCtl9RPSc/QKJWshzJgPeEzyiVIExxTs8NS7KGQ4wv+tehCFdOMRB3RAyNn2SVslIluIVPcjmYIE1BMN+P2OEFC8Kirx9lHKiFUuWf9xxLNj1PZZ4GnigxhBmZ3m2eZpb2CQUw6prhZKSX8oCVYpW3PYrDj/x1AqDpJfxPVPpwFJyh2w5EIFmwdoCXT4pBLKnMySfEDIl9YK1igrMxKi16X/Xlg8meu8nQRJfnQ90ziyrONdYgihfmWczVoo03Px0JIq2XKfOv3hkkHz8cnn3csqX7puhTCGjx0QmAzsUothrW5r0UM+mr6KH67e+nWFhn56DcmHJVpk59atXhTd+S4/6BibF5nQEwAICE2mEl57xD/lFctepLvPlif6npz4I2MdUd5l6wjstTiZDc7jBEAdeI8oMWiJMRQZOmB1xZp+jN8FRZMejhNwX2f0pNSl7yMtxJNDcYoTwYDzS2YbWx/tUZtycCAZEgPGrWFtsu22PQMvkqm6dlpWgg6PCLTVkWXIFy39GqP2r9KGMTWd0I4q4MXPrCPsPjqqW7TciyglwqPoe82Vs4AfstiMEJQEOkO7KSAFz1Ut0J5SxhaP1NSfHF0IhyH/qFxf/kcxVzyH8QaPe2F+1E/lNTg7O4i2S6UG5MjtkjGU9Yob/OBJAgdwnxiAAq0RcJjLqsq62PsGdegpnSnfjfcvHBoLcFJ98ACEhMaZh7AFoiPHWCZZwGDHYxSw7r1lj+KgDgQ6gJ1mUCYggdMyPVPQIqUmxxMye5DdIkrCMyzIcKhaJ/CJYqbZiapSKI7WOTU59AkIIoQTbFL5B4agsqdzMPFgfzlNOZGsRCej/xWEu2PxGZ1MmHtprxpRq6I0o1jb6kdrRd5R/VfbgaqmXwsrj09zKyGUiHKxPlFbZGWqKIEIlpOFTJO8F7fAXocDWFvsMIZSVoczrpkk4KwoutvU70/hdiv2a3d3OJ3TyRUQCTpnLUVVZjecat6LDfQgVePag4YMHiErgWumB3AhX5FbKnmVZW4DQxYz7ejdUn0lSoyS0Qf83eiStGj+VGKh5xZxxjaQE4cySOGLCoYPS8zQRKspOxR7kkXErlAKp51HljXnQZCTkYbHaAyMQBgAglxAnwE6hWDL1mCkV4L09tTC1WjEFomj5V3KvBG5Hzsi1UoIsvsJirbz1ZTSSz6+4Tgk2wC7R9+RQnRrply4ZncolEGQ02cQ23ZWVKNsCGL4Va/ZkarGN7MhlgyM/o225Mrj2HXqEyzNXpdR3+fOqPDJSXDnkUK4Fnjshz5CFWyNFM2DFsaP0EX3MwryWIjaAt0LYO72kmpL9e0k5QVmXQmHf1LT8k9vTZ0Gl5U6FWhk3xkmjjk8mmilAicOqDzwwocSSxBeq0RYjYRKASSLye3UGll2NdkRzYy4ku60ETuBEaZEiGNi2jYaLFCCdfa1RKgoUqqabDt6JJjwxVvYP+L/ZgIPCVn9yvzGLzUn4yUboeXQ7WEVp+YWZ4v+U0E8scIN9GMFw3d4z2TLF3o0a61jJ3nOVyJ8cqOJ0cHfDRRJxIssMWLtk0TMOdMqvTxe5JaKBg6rkqI/mFgjo44ZhxuIOFtxWDEZdQFYsZ0IiJif78ZINwjwB3sQLufa3p95rwyUThMh/a8MVI4FqlBZ0R3K9CWSHOyELv8lP5d2XCVw8v2syRzpAv8PscSqFIUGSh9ewiqjn9xaN0xCqDNF+DiZ7QM7M3IofDkDfDzpcRA9a2wtxU9Rt4ZW+QpGgrjMYY7krWsjVX8kXz1D4haBQQQIFrI8rwn5KN03r8YnCIflRPBx9JvkGakJcFjNkl9XdVIA/gIW9ybpsgj4xVlOFvTXssvSAq0m5WjUomHaDE/ToTiBOGb7K4IY8RCSw6KqQKgX3V87ISwgdelVDqJlCL41gt+jaEjyCBkuLTNimHByStYEWsPQde4+sIkmYy5ZiVAzo8xkzxETdpX8s79qdRhS/h0iW2avF/L8wM++qiPTcPOUxm0iHIIyzIw7fMgi/TijCmCV/rheGCTjnKtiHNUq8kT4WNSkuOtSGQz3OCqO1XCb3DanTlEVy/KhbWY3AgUA0iByEZzW7J7ru0rlYrHsxFEwBRTjkiCqwhm3BxeKRYbdK6euLwaZf4bAR9HM9R5yazN5MSZdVK6w9im2ZY8cQ2rP2ScSrnvTAWJne+MPUvzne+xX6BfIAHIgK2AC4iZ0iyxYTcR1d6CaMdx6sQhOywzZMuUbpY3bs3o+j6ysyzs5vKUbOH8kiHyav4JsaJkUXYpGzt0m/btxsOlITcsynWIHNGacd0Fi6kQRsmfJFiy3hwwhYPgAj8dEOYglhUVDbISOGBMBBWsNoZkVgM6tybT1tOjNkfTIl3LLbTLhEg5y2iSoef7ANUCGjcUnb3PZEghISlSoD5BMX89M7SiNx8jLFGWoQp/wCgBeTopMBxjHjCoAO0QnL0NE6Y+iiSgqMF6B5+AagFKHZDFmIiK7I+jEWTkoDE4k14hBRRorWsThyejtbKJEJ1045rDHfOcHdZZnJha22RJMXFS9HkpgR2JsvSxzdiSxhHhTUYynGOIS1mgwPAckw3ghLYWu0H9qCAjGSBX+TYhCEppeAjF7+pKlr0S8TrI1P9PMrFUokG491kUw+QRTbgAuw+hNWIBzgOj/fWQgkwd7lh7xDBmGmikyop5S91ppWac4TuednJaG0lfGpGFgNcRoxCMcJlniEwTiHEGQ7nI5Bp7BrF0CpdKJ/pVYJw3ygN2O0efJncVzvtrEsM0UhjIMDvhJkrhsshuZCVY80mpsn4gshCjMGmb4rhmXYEDzV3svSSZxNqT9qY8OKdTG4TU1FqGmsIlKEONHLHDiAeIgPNOtxmTQ5LCyGlrBTtBVvdtEa/UOfKVLxyxx146kFV/a1jNr/xzIKWZW3otPxC4LRCFuqxhBlTcSP9se+C4EX77lQlDZbJLJtuwgmqMZ/U0BSvHtyT7T6cmRgjXw9pHFCMnNQP6vZD7M/bt5qncKj841OJBchBmv0LKTx9t+kTHCq13ntUp1ghe92tPSRcrZUk3s22XaffigbfwEo000oEE8TiN0hTBMZsp4+AsT/JU0RyBZE6Q6aV3Y1pAqiOrt0coJuZ3LVZKL79Ihrg7zrTKwNe7bdFfrxLPjogXi1nwwglZcVzgdtHvLUbsfvNIRZUotGm6q5Egyb1synTtbJVHk6NHVplhmwSa9GLMuTmJVFylhH90Mpxff4trqd9eEEpF/T7wKqEjQWKovz1ujAuPvaj9Rbewcq9OTZIHbadEM1m5xmOW1vqeJBNT471GFyKoliO09/nm1FyWrlVIlQlRYIr6BDHCREiLQbx6i8BaApRIlAOwXjcm5g2uZkhJDaiUEuKjzl+1j6qAuXSpFVzMwNZLAleAVz1b1WF+4U512sokZtF1ZOssFjyzr3auKR9O3QBHhQkynO0v+OZ6bJ9cCfkBHE5b6wgMb9pHxJPPJzv/RvUSJN43tqcpB6OG607f7r5F2B7vnEgXeAwxI6ObPkaE+LF4JfIq0fCQlzpinWEjaA5SgwCH0lNaAnHCounz1kuDuPVKbmuBBnCiXCRL/PkZIrW04hThGBOC4HkEqEiCrBOhdCFHcGeIBtRI/T/UbXkSsvJM3D26Jtm7lwTRpV08kyJ/cC2ZnF7PBIPoXT2Ve0zHRN2FUZYVq5KpUhxjjXfqJdGqk3zVhFhus2cmoJ8HoqvG7LI7EJxQcfobVQmSF91C7XVO+WoxTrpr8r22k+O/kkwo27PVSNWpngywta15gcoDhEzhtkg8kSYo/T2NUy7lgmvvvaBGWd8owFhUNVBlsY3aROQXU5LBFB8IGPuoRkvhJLR+O8QoR5XOMTAagUQRwIsFQCUCwCbBAhiD+JI8Ywq06lRwh4ScnL7kPnu9btS9hwK5YucxvXOYCEEOnWX7USiGW909qKKa7QrPifi4UYsYNOgjQo6uHIVHo37himNaMx0Q6m8cxtWCX0mRvStp8k3Z3lyP86/UhzTXNiXIhbFFdvjVRFnzNzySsmpBUhZvlwh+gEGMFswKGJ+p8p7aC4CP7G+8pI2Bl0f0bSyKkLynNzlUMlWTkHs5lH3uA+0BiqPKhFoItydWzfI9rNMRYQx3FiGICjCZHQDeAngUw+gtAiCGNtBw4cALyOH00RBnw06+oTCkwKA62w8TSCQCOGMVVSyTGmV5p+npLhaa7Jfu0Zr9nD9eIOOmmaEKFS9DS/4ThgEOp1ilE3+CqaAubFoUyGGZGYyiSxIrdfyFqrM5DxbvRkP6OMazsbvd1zSQOT3fm3mowaSWHD3/FlpHhKqqooYfEvcPR+Hk0MpBPa2laYciOZcEUFMY1LCHq72Ec3k7TRGPbNb1Vi3op7gDGInjxKWhUXnTlEIWzTSdMUixLxA39VY0gvIlRmRFhwxDyQKSqTboaPnBwIzu7YrTK9+hFMMqfAUs3qzLLzFBBBFnNnaPpDbOSu2cdWimEjqez9oK+BFfu1mqNyUt3BnhUBGH2l+jitWiiEtOK6/ZLDOYZ68gbxIoxyIiIaLHm1qgq/ojIkOIERajeWszGA69CSHkn7fs+UexMlYZxLRF9Qf6sO97hgroZ9M35cNOU0zH9LsFKvx8VpTF6ULSFeziqnCugh27hNtjnGrKtfU48DIVPV5rfCmMdEQM4iNVKITzCZxlJLQTLCIGIVgngwksiJCK+KuIoJ2axOuzy5ERaIGkh6eA61MX7ugKQ6JawkwqhNpCea8BmEyUEke5VvEJIa3vcMjLLVjLtKjURP+3J2wy/HqLqitRhZWtPpd7rOg6DJMue3ScCeGKYy2I0mYqtaYh6wtrimE9VVXwq02T/nOxyxAST6H73OU1OxyprEGQiza1t0RSCClTPCM+JjzaRqDqh11JRgwhZpq8pvey2nKf89ZvSs+WfOTJtq86TQR8mD3HPPY1XPnARgkv36WQV9EAx3emUb95HQU5ita+Urr7oNxJszdGQPAKUfYoIkQ65ySAXxxp/0lDrwYSJnyFaytP8e5aFqteF0K8djAPPLTIJUQpXJYR3IBQDELSMSHbE/MnTcqOev6JCWBGhUC7J2+K9PU9I5bC7tYZAM89ji/F4izfVU9GaFzYu5WGzf2xkeZIj15E1c2KdlU5NlERnMeyS1N+0wPGddz7IECIrzmML6oS40NgycHw6sZkZFnfPEpEQqxMUNQCLwXeTu56REhvWtRQJy7Lh92IkqkCoOo5huXVJt7JYWJeatnb9Z5IcJctXZ0kRbKKYdFxEOEBp/L0E5W9HhtBXlUfsGiBoVRIxi2gfXt1WBY4DeQwFnArRx0elfbsmsmQUdxwgsQfdydFlFrapq/yoibhPbQyNR1bGZaR1ea+fkRci4yAwrWReqOZIsyZuen4sktH7eD3LZNBwFBEP13E06Lv8FJzeuMhPcdfhjGI49nDYjRTHq4EqJlcLpCMuz3ndqHUn4aOFqXTQeSy7A819KGXgG8jGwj4IuEsKSGcMPDEa+4sQ6qEa2kdjUKmcZUawW1JYxueSq+9bxuStjrioiMTR9a9R9TiVsw+w7ABOStUQPyL9elbJzAUazYt/J9cDYlJ1MC9H7NL6kNAN9YThrgy3q8cAk5vGjq5zlP5y6SlruJ4aMQjIh6BYRsIS7VYkYnJQT3OyW6IDqB0ypR4I7+b/orBNjAE5JFx8mwlBS46P8WsdFH+yNWW68+oCMptN7a/K2mVZ8CeKc4P1USJymktlhaiPG2GZ/ZhdRYeJlwXceWTCxLKmc1G9iFmewa5zbj+xe+b4EnTddrHbhGMMCMgwLeczfS4GSGERYEljPXDtIWQLAaQTWJpeC26qujRui3fNeM6Tdvp8pd6DH0W8kGY+Q4hRoxYHuFNkw6YYU26Bqm5RfxCQvo4T8M9vQ8o/gQoxJQoiUonGI2P3AtMXP8A3AMCKUNEis8HkX7O4LNO5XMIyWsSEY5D4QeLRvSjy5yUUUwRFBAh4SJuzlydsoc4xh64cKbZhkYuyxgwc5+dPydiSTsRW02wK6pwHckl1Lm3G9XcvsWdcGsb1GDR1e4PAPwpzq5R0/TzAczQd8uLxVgZR56/zPsykPnEC5F6/VSf0GrJHBLrz2DTqINYLS0dmluWHkcQEhhHrLKCZ3X5zjZDU5zOOTYJBFH3koiPYIJUct5eGk2CWu3Ep3CTQjyPyqj5kdLHXMEDGRSZzwnInKWi7itC8wUK+89oQzIC0z0x1h0ydDzAU0h0GQ1O/R4x89RHyKkVkXId41ENnET9jx6ldbq+UaoTk9ZJSLzt2GqCele9bKsVJTtFsOzUZacbMqbvbjF+XTfzeJCHxEfkVypzU93IraUfWzjMYRR+LUeP03Wpb2DCov9lCvqVJ9qmbqnr/cPKrWbBCwtHAIBQqe53Srj/AqAFxgMlXgYMKHKB/5ag02yQeYk4QGBLf/p2228Dlh7xPYytmx9DpQYXpRGlQggol41NndIWiSh2ckP76rxJWTnwguZyJA2fhmRlasUw00FSkOPIJNPYlc066LZvCTOoy1DcCJCIxJD3Y53VVTzbUr8pFOOOYiVep81OIbs+zFh1Y6t2FsvwCkFPabrPHZr2puwrb4uqxj1Foq1tS/xPpyv7PAsyCWPccQK4XQPCWayv5izsQhVlnSE8m5oQbE38mX7FcefC7GpzECs9TdFUhcYlj+2DwBfBHoJ139MwhsLXFQUMoZzIZkikDghKfxJgK9Hy8RnZMFE98ZrUYhNsrkpOLQWjse7UrI5KRNSqSwbLUdV0a0yzhdBbLWZfk+cXSpx2mwzgGXr10AYgvdZnvBAhNiWE2GgFxP5cccjTBXlo+lYn/+MUICFcUC1H7dxZGcS8EiAPejgH+RiUKLEKrLaYedi+gkfcJyMzV+FirVvfFFJZA4CwDQppZJlRV9sa6UN0Hsuo7+COHSnmLq2l0jYGYYtWSargou0sYkKI7z8ThMLgLQ6GRKkuapko2I63rTDJXjO9c21TZbg4yI4Lgv6IMRXOeziC1imjFahU4I+BPyZNcG6HFACm83DZhMooOljoHtkjidv2MbXOzExYVtCGUDEuECEVtmZWKCR7lkpLq41ih6kwOdzZ0xRCQ3HpC9orf0yRJb922rvKkSipdZHXmWJlGy36Jxa6Sqw9fp/oSAMEAcBoxwghAKXLkTSe8sMvNL1B6nqRD4h0QmJNa0rMSpLCZprUwwa4KgQvZEW+0f9QcC3a2PpjF7o/Vq828ajrbKul6Zo/ilM1LYlWNlYF4t3ISVXwaR5cvhPq9L3zegvNRVWMEyxF+0S5sE4cgjug2UhEb6OrBcoB9D1JCcnUr7ATsAHytmNaXeSSrMWJCCkZwiIbTdz5xZw7JkhRZ6lpEUpJ0krQMTmEoKC0QOPSmgRxKKtwLGSMzWsdmzAqGzIPjiAPNH7WKQTPS3e+gz+QhheILtE37PHhxIFjkHBYkwgPGNiD+MHDQRSUJcRS9v8tAbIUKdeMzPnGt1GijPESOwQujaNe0KqIXuSvv4GiRTKG7O9Tu4OV7yMRYCwySYOtK9FREw3uTZB+DWFkWuJfmhPK03ZaT2GzJuo/DOJvmAUu2Nw0fyDPKfu8TfxCciuRj89FaBLKfwGNDPMXr0KCbqBX7EmZFvkmlKVFS9H4wqNhPZ+uJwPE+qYzxPxNll3iEplV6cqajItqtAcz4XTTPlsU7qtGep8ud2JNMVQlz3hWCtGet7ThuuKPyh8PpCC7GIrY2C/fABBlUgTQUAFJVOWz3xGkESylKDlENtprYRyJUZyqQZIWtgXXRLPvmSgt4076C672iTNc5bWPxZLbf887T+62IimlK8ivLbVybVcw+b1qawn0LjhvEpjqOm8MtbJ4dhBZ9H43MkiUvn1g6FUl0TPlcfjNZxJuH6umC3gYVjrswlIxcFb+sWoaW/d33nenHCNjjWwx/RpVQ9DzqLfUhd6f3qEU+YKlxDEycZa/u+PwvGJgWdGnN0l3CmYQo2BOLjpqiCI64nAczq7beg4bQmKhSrgZ7No4VqPTHOC1iyB0gxI8o4W/STJgiqIFySRwlyTmYCI3MzML++6iFpBnqkWCefTabrv2nIhRDAPy55FzoVC3zaaKcLmSddnvSwJB23uZ90ndMOVpP+bVND8pVTsXLzLomRQnTuOfO5OmdIvnC+w+JFsCLGsxRq+3moXfMJVdUDbhaVTkYhYSZQJDRobAJTKHL+aIpHUUNFUkq05GLuBUnuVmVdUZHvv8ckEkvxGtRW5Za2DbFBUKfoqlOqqmYBKe3dfekehGK6SKU9x80aNXpIcKNntAJ+VVTxJQYEAQsESCLBmgFoApwH8Ni1uoGArbMbBHm0n+YJSNKDRghYV+uFupd26blQVUSpcnC+sTIfgXQrRoJeW1C/mzbd6VBdTSiDXpD1FRs1srzrCTDwNcunisuyQ274Fpp5IJSyzn//Yf16151WyQ1YFGjCuvGAgIFBIGAB/pP4CSlqK2JJMLQph5Q5a8UaGsoQE6hb4l975Cf2PCOWUd6lnbqyLcU3ne6rF8RNYTFHOY8zU82cNvVrxPPUrURhEQJD7nHogvqmJClxbdjYR7U7wVOpoItHccfT2DM8vCCk1C6m3BtUKFMomcNukQRPVUqLK+SkVyuTM/PhUa3S/6z0fNGVKJ8qvtvYXarviitYIWTVTCLYopO1f7T3ds4+8paMLJkVkvKotkqEKIPoUaLMymoaCjo+rvaRKpz7AZTydtHOCzpRdXSmBPTXAYN3wuQDABDryHee4YNixpljBST/oNJiYKF4CrmnKj/S1C2L6Uh/Owk346Q4pY2XrcUUKUSuO4mqEY6iZy3C5yAskqCF4nw4VaKJa4ygfDTdsCBTmRbCJi3g5KxquPCAP2TsGiEcHmPoAagtCJq0YDkRgrdTsguxgJ5MY8QEO2PvxEJgTMcmzCbf9BvR0mhZ2L4xrHCrCEFoEOqFA50mIuaXDN1RWFlGEiTc4u+Kq2pO93UP5IcxnESwsfYBluP0cGrCLVKqUy2JDCKNbg8YERvZNhFkoO8WiF1Qi3k0r9jfiG2A2TPT2iTGwxRfkYonvNPuHgbak9WkYfNzGxUNnSK8dNlCmEN+kqh9wUbjen0pvokEh1Ri8s08m3GShb29vOox7h7iJPUEGAFyVbsFR97ANAIoKYmh5LxGEiqfwXzYna8uCk+o9+KoswvSJ5i1M8U8uqcqF5rLuw3Tj81Q9f1PMjs4DCPbyjJYlIGlp+vnx5Obm7xEtv1lYdS59bt28vC60FdU3gwuKskbHHaq9FI4FtyshaXf/rvMk+nbmNJWU9bpNzkk7WjhKGuWqXUQ5FgyxMb1xRVLFCMSHK7reyxUmsQpy3ktgaEDCAiceJSEp1/pfKOIs+iFit1J/ZGGVaNuS7405w59uMKrld3hYWWMPMCu7ZkQ6Pj5nYko7broqLI1Gl10UyiKT+BDjW5qnfxKNfYlCKVG5bfNrXRyaMPFRcXF5F+0KINASxOu8uqFoSaLhb8J2OGIIHgYRi9az7kdo84q24nWcyRfy7bPT67NHILS96GRCX1AwuGS5J0VZgmX5KxXheM48Rcxl+ZM+ppchNDgogWHdL4tTSCYwYWJBajdVI5PzpMcXPXVK+eIK+lxWTbrfE1kiSu+q5fb5CUlhG1vdXVPPqo7cX2q5mZUNKKpvFvPUzTFCClVHFBaf+FIp65QN3JXFnyCNJILM1ZR7IuhnsScXE0Ll5TV6ID1WhKSquYCJnS0Sb7X14ImRcvXD93Ag2FBDzKBLVfuII/4asKvCmskEIk2qRziBSBhQzcxnAResjbixfcqn+quzuhESPsfzobVMShGeGsYZ5Xtm02m0mk6eUymsrFHakvCQSMsFlvBJKRVTtGcoUZ1OsBeH068ObTgc4iuUWRiSqbIrNbrHu2Up2bmY6VuWFUcagVjeG3WIBOha9SK0V9GCPRbHYjRy0vJII0aXYIihA2Ekpwb9zPbmylFa1c/COqKsaqhfaNKkYISPiUC/atybttLPkSzj9qyEPMJJSrZB0jpvaJDf4fWXa256XSEhEtKBJCCZY7XSsk7ruDjvU7+KEMpty6YtbrMWvfppd/PTcTpW0d4oyTzqWojr2OqM2SmT3G997UZF07DqmheCfM4gCdtGOqWpFXU3ErLvP1thAAAgQ4QAHNyDWxnhPXqlRRJ6OOkU193HVKFCNhToeZU+l0yTnMjH1/iqREtQ+60VVoq7j2rGLvR/igFioODZ5+hPyfQsdfH3oG80V1UTdjEoTzk6lQS+HGXsWiYQai0jByuyS+IwOJ0WvRWdRmT0W2TyiwaLVSkxmFS66SSVxixbmM0aOYSPiyhSwixs2QF/MiJNEXYioz3VR49FkVxNiG6Q7eEfh+3JKGIh8oVG5mYgxfgRz9/lwX/wFYz97UOIvANgVdToGhHwRllFLnDp0jbT3eKLfUK+HSvIpJu9s0hQYm4bQOptBeGana7iTc5DZaSVl3FeEOz3Cl3AgAUGpkUVgkSNL42R2kmQ5BGll/fZmGUKiTdKhm1IinyVOFQIJqMqCeM8RBKJc89+FdGR7n6JF0hH5YBey49RerGJBvSgdyqB2AHsJIJ56cAuJnVEe2/Ue+91+1Wry8hjiTZJmG6SDdISY8yHjE/diSYBaEMYQehSMaBKqehk4Q/SzaZUJ+57JWV985MmaWJAxGWV5Nt59Eym4u2+4iUdDQURILrhQSNoQIcNuS5yWMESWAciRKUFXNkswMf1daJ20ZASEIgzN/KcH2sKgT7FdpQ2ETUmrA6LB5KVeFkN/GDSIkb/Ux1VqITW8xRgGfZjVc/FXlSuNT4YrK3yJE2ZB3Ss0X13wIW6muNoJIyAxDABAEapwk07QVs1nSpJ0TaXeqZGX4V+q56KZI0+Z6JKSox8ZJA3pj2kEc9yDPRDHuKBfMXs9JNIemcHmnLn9gr0c/vpwWtna3rv+YbndbKc/flKhiTMBMEs7mQ0CFIahJuzhhpj/9OBaR5vULVfEGfVPBGgj7T4Q9q1qvlo0sc1IoOJYfA3V0/lf2GJIivNw76QxLK/SPyheEoSW8/C1RNI+Tisog8o+XziSfRpMFf7W+o7Z0e+lpEpCa9RxDgn3KtRmeQCGB1C0BHHwACMJosxvZO6Nkk3ECdLM5xpJASIgpNjSONmjBHmROyGGWJQxO6iC+G49FYFsKgaF1kZ8snHbkmP/5nmpkHSyO9tMlN9Zyvv7j2WJGrTicQXgf1cfxqKAIdbBhBzlcOWQUva5E9WucHNWr8emUFzcLeOUI25W8sZkU2OmG4ZiGkIyKtl+jE/4wjrftWU+TaoXq2gcGDzoBTl19pHEY2PCRVUiPnMd0HQpjiZJbwhBilAgQP1XBhrNonWJJyAUAxhvDKHMA2lZcE0Ts8R61/XyYeiyFlnpb/fF5kqcZJYlC03marfQK2cWIF5CmsKBwDSy4CCnXca9E4d0hFujNlFoZIoolVav3/p/vSgTFN63ezcS4qKAsqJ9ozH5td3nkOU+p7KayFE1gVaAwVuS8/xkbmv1EISIYGR7JArIHlpK2kv9OIjYyfvIqtokvhSKjukTHW1jlUqKoVxJ6eJX4VvBzUbKSLcnKp2uM7hnrkKMJkmWyf+P50K6D6HR4gML6DAeHQdGee83feY39afsV5vICr2Ss1f83+t1mmmSt2DVpm16K5kOxBEQ9Ht19L9am46HDv4CG9Ej9SzB3PtS9rHSNiucWhkJxRZaOFQZ44HCVI/B5pAwSAULmGIUYJSQ+g2Bv/lEzSzMGoHnmtHhKC5ZhTWRxYyY84JSyE+VsxTTyepcxlfMBG2D369J3sKBWquvf6KS2nttIq/j991B1oi9Qzmx1cyCvjd8oSvELSAebsCdWisPsfE440IcNAjiRD2sdqMJ03iZ+sXm2nKb2tp8lzoF7PWJHlWh6hh6vykr30UndJ1YxPmStuSSs0JA6nrlLJa7l3kOnBwELtpXz3H34RtennmRWKFiqPAs0mFBK7hwFELxcaSmVQdrYQgIVg75GxUIh0crLJ1KDDu8Lb++Voxm38sRlZFVgG5+T6hgetl5dQj2TTIvUspENRv3K7GWyvAJqwL7wIhAgBOZu8pPdvhTnkNvxgS0pz5qzLcuwp/01DCzgHIXdJm6BYRQkTkLCwgsBhIbZTos46P+lHUXhF58O7GnMD6a9t0pMqVDdGIhFaPpgwK7/SUnlUaPrkNsTHquDLTY10/nxJWROkPm45CooppsEQMbyaOg1n6Rd4U+c6n2zotPzZCDFJTBs3S9IiGi10zZfoTIwCFe5/GGJ5M8YqgX5PXwY4dECz05Ldbgj4Vb7Sd7fzTlF5e87KRpSi0rSxKxqDFrgsgkcLESx2m8FWG0WpjhzBJkoSBt554GCNJJzj9jlUEKMjvfroYwp/g7ivV08xcKoSNZ/o5NOeMMo33lu1Ms1gWYKiETgixbXmt0tsm/iS3q3VNOylFRkRIDG3Bkv/EetYZ3CqNpVYe/5VSPom11V7fYp3VQcYAUVcpDgiOmQMusWtdwtpfkLmMtRBG05OwYdrL7eE3nk3bjy6+2R6XMe7FB7++lGvp0ZkkRsVzXgm7nYGA5VRkHr6GcGyclGEnS7myDeKe2DG+Twp41qBSS/zPlpBqOY+pODwt10V6YAygG4H1sKoqG8XsDqkVeBRfGmEklIgyuV5fKTXM1aekqvfn1I134roF7bC1d0ifbtTtsaZlkWuxBLoAHQAAGcAaCQF9JBoHNNCIJ8zs0CiWPflewzKtTylX60SVtvInu1RjZf1FD9ZasiRHmx7FnBIu3oVPRPkwYkWBRlcq8/YloKNx39o6Q+aP1LXQvskj1wn+loJtvZcoiFBMMABUACABkHgVCAugwRUTeqsd42ksRs8v5hlCyLersOIvihWyzbSuK9oSr4qsSbXjxHE8VML0jJs87tTv5UlW0ykNrqEJUfuBP/+MUICVAUADUANRjFC6RYsOl9FvFhhxpD3MHQThnCdCA1Sm7ZYZi3prHFq85JDGqdPVODZLTWU0qoPtIQl//OEwJAGQCgDoFhcLBcaROjG1j5h+dlvwfUptydSJK0XaLYqpTcZJEVL5VQr8W3XZ4bqpUNlcarV0/FoA0AP2wWBHMVN6PsGqSKaONy0jlhh4U9U10Wx1T9pok6iWan6adOQWZveqjdMe/nKmCIorlJNBdS/qbyowzqUfodyiggdQjUg7Ex2JC7K0kF96ybHT7RQlleWICaEa0pTamCDaER/jgSHPGPmPtCD0dqw8HUCTurhhIsQsWGCTDkVUo3nnMX4twkx9tDJfBB6DoCUXnMaHRl28RUpLxD1mLBQbyl8DAWWIjzLIeoo4XRCJPQ0wfw408ZLaIgs7+5eKJOP/jJ2iFxjVxSIkkKEsZzyWKiBRaGweDwSFQKFQmRTuSZ8IWALUW8DJg4GCChtEIAMXHTWLempDB4+iA8A1JCQsCpmxMlFyV6BiFxiqZfGfVK/wuqWGI/bX4fBWq51WbVfOY6eLQJvNz+tfy17URole8SEHKx2kzG6MyNYy+41d4/XPqoxNNxY5TFsp56j8l7wemLi6jgRmRAeIJARLDVTmFBI5vHHCoz4kIxjAORSsXaFGHR7OdEceg6ewYX9UlyrEt/RKk8mZ99kiGDxZqasn2YMB+KI/5UIZCyQUwOV+UagXevUIwQu51Vly7YgfyGrGz00rR7MbJK29JTa1aIFi/FMlgg24z25TlHbtJG5H1ydXaIfuUvCMXBjM445gFwzAhV4LCqBHVBQejIwQ6GIyh7BXcQbCKzT7OJNKXx3s3lFknW1d/J9G8SDCmtDkLuoxN7NqnpJJQhLPZ6h3mi7MyhMm11Gv/MZbYOJos9c/QsabRYq2Gj9w/m7E/H4b7i4shm4i4K+G6jhYhIgC16W+KcjSgOyhL4jMB5UFwrUDkb5y0xi/3Hfrt+5Vk6rYbj6+nXU52wmAgSZDrilqhqfXEbKY4RXwFYhBo87CAGjgNQwNAxUFxTwtn7ClOKnl8j0d02VmwBnnlQuWapxwIgpNUlc/zcwgPnnKdP6yN8yshrIi2dEvyBHbSaLvnD6Feq5yKaldRt5ysT61Bq6cZZpwrHe60WVOywHWaiKohqulEZ8CDHSo86EYsjpJJVqZy0Ddneyz6bWpMdFqUbi1A+23NlqxNtdhlwHVcJ8cWSc3umQ+Qvn7b1shkOprVGN0FUctV3Yo+hsy/eC2fBp07eTdpUtkgSkv+4gYJbz8eAxG/iacxuzTFws8yzoloq+1CBLDRShw8ySFhiTZIUWOyinPtUTWKC6leqi4bLLDajsol7VpjJlG65TJV9SVIBRojmnt74n3pTiE0+p6KeKGx12H1BHdGAk4Qjs+RqarpT1SN9BiNp4CnJIUg1wnvfTok0rI+6oBN9CdFa0xHP8ioGw8Hp4LjxcUIedRQagOTz0L4c3X9z2bUcZUxMkWoE7X8EJtEsasTYpXFOVObzeIuNmoz8qZadTadCjDe68Ks3skyYhXluJFujaLCztCFEGGZaUwo6NNYg5GgyUyDDC4VPg0I+EgNzxdBaLiWlK1KwYawgucsZhwlM7sE3GUlUhp2bDIyilBEz7fQEFSRdjXGX0rQETX7R+bUJD6bCUYwPUHo34q6JIqk9C2ozOT5yfvb7RaKlzPLQa2tKExJZlUeOze17tkuEkxS6HGl4+RojntxxjGxOo2hntxoqRfnSB2rQT1NeRZwq+CP6AKQikQKKY6lMu3LhaZIO7OH7BKaFGfiKJU7jq1CJ38W2VKRpUKqWzZeubv+vj6ryMtxzPB92jlV5bXOv12Aox+pF23kDlOc3Nt22ghx7K1u3ymlE7PZkInqOY1WqgKoGl00xpHMHYt+5JHQtvzOBDjOCt7IxSshD30ME1Pkq5I1SArAImOGLI3qXUGY273ZPNyicVEjYgBHDpo5TNOxqUe/9ZOotkgih0AUPDhNMWS1uMBmbM7hzYJJ39PFvrDPYpf01InJUMs2LZCMGTybXMmtdRV5D2sqjW/j5xi6pgylHd/fMwKa5iQ/uTjTNQRmtbFy+exxLipsBxi5xJdib/mIHs1d3VSspSrxe0MIt34Tf0Nk/ectrU7xgIVaqcVOTbrN2ruQjoZVy1+o6b6WBtl1Yi5SxsusWQ2izQREySlKY3zYhb8up3gcXvotLGnLxxMfufQRdIEWwpPaI4qjXZ31lEW0xXPS2Od5RBp6bWg0S+0SCsRhj8+vbEaLg1L0h9osWI+D7n9EsEKVyfXNthwn5eQqbcRxEOwyTmE79Ir4LIRelpPUC7JbYtrTiwZBWkzEKxmJfA8PHwcLFxT4sFevFZIHuN/qGxBJGaPqPGPuSXalu0iHI6DDf6NhNxR22N0ULc9WnCRP5/WTzqzjW8pDpwbNRiKTF/74JVuRzecfRpONMJXHqrSIoPcSHyyaOrnUJNOGHvlEiGj/6el8dFYvW5uXtX/SxJrupW3A5WEzG9nNJQ2YwqhaJn36f+Q3CitpBaKmuybDeYXxV3VC58UXUn1v/pVgCQYbL0gvdssJXr4tz1SyLKsK1JvO2Uq3pQushM0mdSJ9+UhrjpWUU7Phd6S95zEJcoMoyo6YnHJ1dxWeBNUyJFI9xseJIQYy9BTp81HpS+nVjzWcxe+3auVkROeaWyGvIJE9jD/amBCk6qJ3Ro0hTmblApezO00oCQ0dHV4/OPmzZ40qwxXFlhywZtfAgWbyx9Z9OOsjNaFJn97J7Dp3M1NATFmC/2EedctaMFOpFNNiWxGpn4a9qr245kdGUMSq0sOqguEBp39fG6SSZv2sLEhFRWSUDtf7YrOOQapBZ/8P0zJ+5ts6OrI3BDKb0ZFtnkYndQbk9TQjJTJM6R3bC5RV/yC1ohE+q6BmRbCoR/tFvDIntSQRSfB7JdJOs1GxxWfnTHJTGrJ5tW9/aAzFinIxj6EVzGEC6ugQAoRwhshXDKliMwPAXHKiVHxlN+IZG4JgzN4EWK+lm6flAywC8yhxKtGud1pslL+R3NMNW3GAtIE/BGWfhKsZHIjUTqb7nCUo7rSypy5JXKM9gXIi+GX+AkNTIYitjsUTEKyCyypl4XjwPIKJZWHAmBsdBJa3nVNq0IGMpEiyKbrt8uArC5JWZbj3SOSDjMxqYSXjf2dsaLWSo2kt5BETGPbcURXUVPIzdVM78XETI/QC50w4AdlebcumXrg/Sw9CqvZUMgQS1DN9VIegujaZ8Tl4Y2/Y3psRcqtupQuky2+hvSAp2OimJIroIqBY8Ul8eh+aS7uavVRWZnRBDar+CIyvN6vbT31bVywmqK03WVVZwOQvWV9wISL3YnRd5R11xbDSP4iAYGjAlqeVNWiUdSiNhSB1ggkDUE2YeK94aFkQ+AdlEynbwf1NWtwKld7WHhhL8agg2+9AxHxvcZXCfl7FpG5UUmNLqvRU2BrVmuh7lXp2FT28vQBJi5KIBILQ8WPGqvIqDEhjMR6NFIGEjCFLmFshJDG15jXSIWNALBtCNJPrTGj9EOSqhnty4UCOW5ntdioAUlCs1iMXNHFU1tzjELA5VQjhfRfUTZXYfsoUeM3Rpy2CkzVkenX1PDogaJV/+oKkPHRRUdavEu1YATQAHMQAB0cCGchAiDGSoVh6lQFY+HinTm7lyLEhZMEkFcQBgoUZZgkiIIQzgUbvSOxMoFv57sZnpFQbhItdsQSQqpxEu3J2Je1kF5iVXNJJ1Xx86/nGQ0nn5Oru9XoSnhoeuYYVi7e+FOOT3aMcuzGNEjrfkyYSKr3CIDjGQJ0kc926dmZ4BxrIluh2eHU/ZUXh5qlVuN/q+KWs8TTR4mPT172opFSjQNjA9km940jeQ21AUI9ddU30KckYHqkr6YHwuUIK4kRPI6ELGMK+pCZy+qdI5qO340de574FYAZwARXuQXgE8YE0IkT6N4WMNoNpJHHN+1YvxduFMC2MbekyvEOKlRk0K4zNd+4eSgVbespUK7e3sRDmu78oaApFd3stZuHTvlU4q7btZmMvqbDAIxSJJFINO0TCjjVtYEOM1R5rjzo5XhJ0khcN8xesINCmXWOfUpZDOVpCeempfUZLYRLf3m06FdYLXPTBvlVJnVEm37J8e3OIwzCFKJbeTV0wHZ4nz5qS0nEiqai1Oy00jXhMJ9RAZDxrWrJ5pzSwgCQUJuBJv7VWgomAlIBFDfVjk1RLQzQ3cKYFOQFZvG1hLjElBaveaZgwPgLmoEkkp9qUSFoUxFRsNPAzDSS3o2ISrJJJjKxQyfJEAl5DktQ9ehLtEjE210mBb0cIduIfBpnadLT6ZOIpNTVhL5wewvlDnlUJ2y6eIV8mGXBp8eapCk1VHdW/SkEe7ZynmkZK+txOo35eda25Qn0V2i/Cpc2wLFF2LuOIj3wWRhaxtp1EfmOxWZptkxlFxRe+Wfol4KN0si3cLxOWHLxvQ6e00F70xkQrPZdiQ3nkUl9PZvY6+RaMYphmbBJrrAA8nlw6gijVn2sR4vRjEVINArj/I0ahLHaUqmzmnxCaz36t0Oz1kckgy7To9WCkPpRwXNyTm9JrnlQn1fQyI6VDDXUTkUWLW6ktjvx1W/w0SkofnVL0BbiRC2B/b0dTv0FalhDLxaBFV5ju4fRalTlMpyswElOGb9rEfsWLBzOX2lS5EiqtxIzJgdd2jFk6yRyt7aZxkMvFs5vd0nNzdUqcy2KM3hdKNAhSoJztvOeozMwiTtb6ocb/gOxAJOV0EFtRM36/eT8Kgtm+zuuSSV29oJj+lxkKx0NhTMadsAYSKuAIBMDBtBhG3dlIgXhwMZXfIaiW6RL6isGiNeFckhTIR0ERCoIpF8+LcyROUJv6cjkv/XIRoePu9+Xjiaz6tJinlZmGsc+1np6ivZykoSjAhznHECG3p9EcoIVDrotmsVkSqdQxHOmY1uN2mHk2ulJrcwWKaC8r0VSKMa9RcX9QwrUyPRFprOay3UlwZjkkk/yo8eAVEbP94vqPO6WasHx5jXtbjz4frSosYW/riieFJY1+9EVn1dKf1ayJ8ZbCUtVFUP0K3dPhqUNFKWh4prqm08sJUHWr2mKvwsz7x1Q0PON1nZbeUKlrBo5fxIs8cvsGqI2/MtY+0aiykSKiJoFHd/QE8iFksxZjVn08YoauZZUyspJRGt5ySiTaYlfXcu+RZXELt1MI7SSK+xTLdmmIF58z8ezKzqajH8LEbsJGSyeqwlWLTpt6VEFHU7c4bSim+ppdkPOCF/r80gwLZCD4VDeCl299ocDH+VR6kPUpW2JLOep2S8QPO89ClE2rH4s62e4SrectpEDDSUqdfbR4qemXnf3iQEHtMQQCwQkXhT+YeltSKryhqOshuVTMOomSbMCNNTxrQgpAW2vV3lkTJDEm9ikO4uaVViDfltZ1henWwrS11iWHhHw65NVfCDmgapUkSoFg6CSlpEgELGhS0p8oh7ziCzWQ2EtAiMDUoZh0obSBfV0y4g9aTcI4Z7+JuyuFY0sMG34QgWMWSDwdJrhx+NULCCYDAtWBnwLshh2QC1FyKUJZEiRxMW7FUazaljPEC5XnuxeYJkUN40TSF9Y8cVJUNhdJDB5066PRp5HEMPPohhYo8hZWD6841LoRDSGsQbyizd5RLFJnJ5S1kLoULgSClxbq48wSCguxiyaVFerMegwvG2OHsct6FiDyGgEgn//jFCApZRv/5//T/6//wtaXxmZ5N0AxliR5/iOJWsPL0goyBY16U6haYctGPBaxxElg0eG4YHaJXrq6bQOMneah3bhAlhUqzVGxQkmXsxB/6TFqX30yRgcIUTb7La/jjluw1T9UCz2Ff1tWujTVTPumECFERXKelhyp2rJJ4cIq4a1NYcOZ615jOZXpm5Z2nBwYpJILwoHRDILCoxEJHDYdA4tDYtFYHHYHFIdJpBEIrMYZEohHatVoPXYtLKbI5BCpfEppE4nHaDQbu+4HZBkw7MuMMBnAP4EcOhe3XDXjDlxyr1C3OAXQdhOE+D5A/wxV/YBPBTBUSWab45TtIHWQxYMjUTWhMovNlEZR+H/HweoWEmWWbYJNZyRu4ijRnbIZiXnleiSvU8p/DMDIDgORbQnYz4QcWtfbcbIdwV48THU57SvqPSFG9moJGOebVSZzPjVHEYD1UjskD28ayDUEUS6gR99SKrfEEAZY1jrZ5DWjdclv55zZM8yTFRPjqT+UJbmfB+BkNSllzOayQhSLxAFjA0oetPIPkdCUibkjaNcAsa7DkWu8P3H5JTCWCgzqIOx2DbmFASxVBMZCHACUirYhezCLsZSnJByFyuHZVdd77Xv8mxDPVi/Tfyl3FXvJSFOTDHqfepSQWLL8vk0JBXiUrfE09rPeJJuvs5DrhrTa7RJKwRoZjuE9qzPjzlPJIqD2GsghxFCq+UrpOygk4N9HhCBUnhBByA5Yw83tAvyydbqa8p7hsy8ZEDBPdEzXMkOm7aOAvezDfFShZIO8ISUczdEqyVbjUXIhH/GXPaolMt5khMOUK3OZzM0GXnLZdVrgkAkPuKXXw6pCVGT8Fxgm0hEKEUO48TlNDx9WcUXOldMlzIHrbVKwgfiHQ2DDMOon6hkmYTknGRe1vlmSP8gICRXyN/P5WkkD+TV0sS0bCuBkvLJ4EcxUSRVMzkjIuKH+4i0jX5iWGyqgFqLZNV/Sfh/PsBACCYD8DY73QYTzVbMkOpHE7F7rSxKrB5pL3WbeyU3CX0rMJ4+pd0uFEY6aoXa9iqaXs1wkTnUlEaFHu/a5UM1vPdM/bkY7v2FGip8xVazunQzzLzXc/OgWqjcaNBg2saY2l8cW9A0M0Y/YVbwhjwVqmVtxJAaKQMPWT6q3+Gdq1Rd0JCCbjiyONypAPVKY3b/MkkJPrEkSMSkD+HZAsum2I1XhMUlRJhEs4Be6plz9oZAuSkN7pEt2JMGOTvRT0IzrsMoHNazk+G840NHNMzNGij2L35LxMAWVYeWcpCoS8AV73hoxFHh3RK9Lb0iwtqu6jpgLctRSICu/9SxnfWv9BKRZxtnxMvZxtPWOxEooLOzb0IElyDTTNqqMVTq7E1BhRGBhLw2fuJEjSPu9vL4PEzU8hw+C6FTs/wkGMHkVTdlwSBvumJJFKuhAiILD2R3gy1GBPT41MiYEUoLV1iZTZzWs0BjNjCxheqWyxIXMjREor7WAIP01BiIgjN2inqMPvIkeBRQIFJqCEAUu1kEtLDRzmHVezylI9vd+FMI98gcOapMf39tOddxjdUqN1kro13sFTfTqH0hP1pEVhtPVFSZZVIyZ2l6htqGF/GIwRYOnmDrSGNX5t1FR1ls3ONpkIYNd6BMxOKo7nhiwskFEoQLlrxTTW9V6uERXXSsp1+rUspKLxt4xGhtVTrfy++8v4OM68pT+JP/pVi7Vo1bZpBrtdpO+t6uiK8T2UlC09zVGyXTVvlBjeKOTZBJugJTIhPardnG7QQCkZ69fj4KAZRBRnJd4iFwmSs0t4TvmSRuTFxCYbArEY2EALYDpWMEVIRcG9L9+KsBafTjagkM1KEs1XCyq+cRjE+YLxOgphYKBvLtGGy6Dp3JdvlqWO1XufAq2SPzIyJ5TEqQR+yxWDP0UjEhV9Fj2qVfT5eAmHquvrWCycelCEU4SSbp5WVB5g/ICb349+orbPhN5b1deV5No0nm61cS1+pFCjSWJCwwCRgTtygnSSI4G02cAYzp+h0oX+iadE66UDqEzWe0LD6Glj7Lb8srFEL31766B0BP7dv6IRzUyYmG9tXLUYWpkWoEanJUiruyq2RkZq1IqoKLas4AUCp5QxqbPCphOuTISRgNdN4m9IaTPUNH0gro4+inYaSR+WFxx757yx77WVLHbcUNeK0SMKLp8j8TEr97IQkUzU6DI6aCsRnQ3tOQlo9nnxhAju5mJLfTeJGSSp9j1zqUKPFDGn3XuSwuTppcohhwr3zRPhneiN4/91hK/CK4K/lAtS3yeaXETb9B51VR1tUrihD/tCbi2M3PIbl12hxaRP3zlyGk3Bux6f6hDGH3r21E/a6boTlWEXFSSrDvv4mCFC6yIJfhmng7XxMMptlvquBFBizLoyrZFw9uMGC1ZnRP2iVbde6bBopOTIyjLIycPmHlzdDKuoSajWNSKkutOexAaAd7hcq1Uttc5M3vKddRKWN6UzvqC3uFG6urMUtQzvgzYIii/Age7R99KBIn9lubXKSv1FJSpizdLPVlzhL9iqlHjIZWrN8rfPodT+Jzi+Qi22VRDedmWOmWaCrEIm8E3mTqOw8mXoMMk2rOqXuKSb9To1PDLBOdkDRlV/nq4Ms5crRke0XGFP6enGijuaV3pT6/xeecPp8y1B4Hrm16qFD6Jc844yKdoFPTRTybWi7qhSHftrEGmz9iBM9af+w0PK7ryGOFsM0g6C948m9gzPqaztB03FQ5oUonYh6QUXD1RtlDp3nSConOUKyWzGs3otpRCJorwnflvLnyqZ9qySMeFU8JFiORfVZai/1cWeebDSch51FfxV3w1qaBRNyfIDMCqZLDpPl0eLX2thjRF14rn1BrJvn8xKcW0FC0ZECMr9qcrbWSXxFGbB9y0YoyZJiMjEUj7F3bJ9edJEcfVvVys1RN7EyV4tMVpqhKTJTw32xJ2FwgpO31ut1YapG7igOyCIY2AJbkEIM85r9cPviI8wMpTyf9FGH87m7A90U5/Ypp4mStq1wlw7IYs3HwDYPRKE3fSkvLRYkSCQzUbc28ffzyaXVX2QyEFaVdU5kthKkyFsme8t+bhPYDmYFghs9hZPVqbg7L5FCEr6ZErcMD7H9Eiqt2T0TZSPdwTvzFAbFPtKtyg5jbjNnxbGUitk/CREpqlOiRXA4fKdMd3Sn/iqR/uSGiVvC36ChqcHzyBxWfrSHj972jJaqSQv9vUzfMjF59ObXLMCk6PjOBDVvwiqfWLl3IzNrGSOxsqq6EFSuhdG1nvpW5bu12Z3FiL0udPOw6/BUgEa7cMmFW5kdGhlfWgLgjMP5nOSkBgNTy21+YFRvUAdzj8R2GxRmAoqyY42TOICogJP0oTKcV9BQ8hAO5ikX2+A48r5tunF1VAmedVakYbZuWJTc9D1ayfP0RL1+FoiZ0Vj99Cy/mdHb8ShsqlVGd6MRwN4v+EV20s/6sanZcwTX5YF3hyfsX8Gf+WQ8q0melR0PRF/8H5a98yvNL9SBcrJ6W82bTPsD1o4cLLp9S6/ujZ+WPm2LLFETRVMJ9QV1IUErUiOj7SxovKyssPcatKr0P9d0n4m21MX8vUEq3xBZkYSQVTfcEb77ciYX/VM8IgOmG/tfgpqkJB2ws5qvQIuJKtlVWbqxVW5hORUFpM1xxVePzkBt01spuoXNd0ZSO1qaLKFVdgJJMf68S2TT0m9cyP9lihMuF5jZr+NttLW19ypaDye7KsoLtReTj7QtGK6s+bB7C2PZyg3a3In6Zzfwk8pOnVW3OKgi4cks6TS2zdMp0e3l7l+uAQ7E8HbliReLRJjjcms0KAWZu0brzSi+ynK3Pdz1+DE+BOamNmcs6Q1FS3jSzbQt0mzsGTz921YnQhbjozYS8ikhkZekCMBdUxnIf4oe+cqbkZ3MBsOpNkpYzG2efWgtAUPrDvZOSrdbIymE0fBCfGfwL0zrtrUbv129c79niKLbRrR6klEwTTJQkfVr1NeNF1PLH0ezZCTZf57TFLq60evLVJqbv3sXQpi1LOxRu4W1XPgCbEFcEVbfGtuzpBR3rDQKkesbRVhQVsUFR1BCJXxxDgSnvgiKEdR/FRV5UjC4F3EVFVcd6iQOA9WXVE+9XhJIEw2qXfK5XCC0jT1kgw3jrJllzVm9pClRuQUUmjLOHJ5OR1p2CEewUPLzQnEt8OU67p6gTaJJaX18EZo+yNshtnLJc/LzUzVlMvBinyqvBpt7VveYaBuDQpT/KK5E+vxlMFqWuhMx0FqmYBAqwGwKo+5f5A7V+NJYFp8RLFf69uffHkQJwJ5Ns9lidV5bC2rLBI6XZIGbr/0abgUhVj7v+5NOVgqspclfRbyg6U7X3QqDoQATLH2lY6ubQx49IMzfJ/ZbxUEUQDNhkO1Fsro+yR31VFZLPmM2ms5HpSImhKhmXrT3774dky/CXe3GfDOiIW5qYVXINsw8f5JCSWJ8ruf6nZLKWOVvVTppykraqgztsgVOkd9KHBSKnsQF1KdFVfP4kCcCSYS0E0UxHDsG9M9a4mbvL6zrCqO/pZC2kJeZwDCFPKkcAQ4RQWgbkVc7o0ApBMI+06H8aeltP3DFIjWUaxqamfHvteZ/wAsJeRTrZ6msa21rDFlsZP9xK0rlqrXi+1ajaRKrEBlYvxQmrE2Nhv4rx1XjOGLVCby45fvZShNyok2kLwqi7pfpnGG4Y1J6VlGzi51147mdOc5ILuftsrELprP7ETeEyx1FX8/sz9nsNaJwaFvm0NgK2l1Dlitj9j0jDhGhGjDDWAiY5SF73cabqD0xqalSWTwShZ9LBGmvzZOU6VWywYAWYSQUQ1y3bFc8rpCirC5igNamCs1JljtX1X8+hQqpddZRa7W0tVSbC6NI2reY/iuo+eL2V1PSCmjcNYflXwlHrd4T58acbfSydizPIrlP1ZnA1Sujxftl/lOxOTtZnGo895m74cs3oFHgErhOOE7TRQ2wqIdONras/gqkmFJUqLTXUOkgOirbs9f7DZgTYYw0VXuGPXttQRmver0G5vncKldcWG/mHIiHDVy4S7ipjnRHYvo4tQa5shFnqSCdoeBHkyQ6R97cZdLEbTb8G+tWpz/ib6SFReAcgcYQ3Vvgj/D+yykmsUeXGi27vnESjPxZ4hH4VtcISGJtMDUrXuXI0lWk/ido3RKmWUreaZDfikNeodDKw9XqyE3Zk+olxVFd02+606NnMuc1i0Szvu99zJ/idJl8uPewy6bfs2tRd4OxAh8m/31V030UtHptR9LPn5sJQgzSLeqU1SY2UR3ZP/dF2BBTaL4kXlvksVXM6OGLCRtVUa3jf/AGIHsE4FkCOhpQgY2IQ0NqCXg8QGGHdVGSjttZVHCwaxCbbwqHqaeaLWFKT0OxVlpNTZUOLJOkPeCVhNa4bBug9DYW2Yh9Er0qsuX/Xr2t9tisJ5Ts5YbHvCbJ3fsrLZLrHkE57eG6tdDmXXoe49id2S8F28+2ntfKucXjFALpXT63QssT70/9x3OFcW9z1DV/s9TJaryua1srTVBz7HYXGA1cG9kLr9Ipboftc5WNAO8QWR7WOxTtuy+OYXyfuKr9/GkaJOboQhe1mIU3jma1jAXn2+K5TwoNDuIuol9mtELkoGBHHFSEhlWmFGwCZhtY44vFUvr8ub9jFYLNhAFuVAFAfHW7mcTqvk1VtXTX9IROdAbGNqF6p3LVp2wZr5q7qFOMEoG+X2j2dKVv2RkrQd+WRIUYydc6UZUKKd9OkCpyXto3WKYubd8h4LuJC2XofN43O0Y9/YumoX4O1KWSD39IZlpMjrAT5Ldy6d0kk7LmKYyoSF0tlhhjorsjlht2vUk76GOFjq42B6aoafGP9PhlJfL6fs/rjcXP6P2I0n6/8egyt4U6z1pLiPrm1fVEnSPGK0JQNgFdGBKqUcYcM8F+CxBuw8QX0aYvCaP/ZuIxAhcDVwmNuq8UqzMuzndlMySgKvkIFNGQFpCYhkzrK76fb8LjpPiorxQ2idKLdU+onKnOb6VXGkWzFmnaGr2DSXlxTjPjynBSPM/lWUi1Bu+KgpC4ZllFC69fjhSRLFwmOLOr+6LAy1ZKi3+AMI0Dc+mLgRUAfUDUxa2hb+mYrOCNpyJwiB+Tx3JdEHRmn10UUMy+6EMpeYkTZWtbb34LFQ6GnRKNFwa4xC1Slnh/B+iAJVKoGrI+WoUUdYRstZ+hpxfBGxeQrQ4QiAk4iiOVG9T95loQyJNfao3h6tzvyWEpny3ulLIkzTsFzNuXB8WYQ6g9AdHexxUX1bzK2UO9ft+11/WOazzjGkRTET6qX7Gj9pit1bs5+FATz4UnEoNypWlMEkimvPydWs6M0XEq28Z5ST7Xfiii+pjcWZWlPpcImL72cdwiKO99ThtDj8PueG1JPXb0vkhWoYQl78fC7owjucC2zmkL86idZZFFiVpqC8FmZZaG8IEWw8xKHkeAuBpjjCZG6J8UQ7gig1wVgIgK0bZPKLEF8RZOS8nRN6JKgOOjpOyBtSxtLcYgsMz5kb7KIQYyYIk/4fQdBHKZLl6oa33rUhZCvELd6TLcKNMkYLxpM7AwJ5R5ugUC8SyCvrHDponjZZHn2P0dYsRcjfFaFKEO43U7aPhCbIiQow5Re2qsdjA1rdB5OSo1ns4tRuIimx3eWL/v5jyIJ0b0xhJhVGsLARxeCAFgdhVGsKAUQhBCCYEMVCSWBNH4ZxHFI5qFI1iOFENARxyC2GUMgbAxD2KwQhtIKVsZhBpXTsrbA2+Xp83y7Xj01M2jb/KwuFNo3Nmpaz4chbSKtWcJqpd9oXVq0e/W2yyquYmmVNho7PR2cWtNtaoaatoOlXIrnhsorSi1sKS8k9LcRLEOrYRXEplEpmcpk9laVtxPJ9P4hj2L5VSXsqiWI7CyKru+qt3ihufvTzV1V7K6umqbeTzGcUONS7pbenp/vfhywos1P971MsrqSztOmCvt7y7vK7P3R2P3J3qOlVZilueKJXZK/Gojxm5x55fikXkZyKebL1pOUs2rOzBitlrKTkn7MRWW4rTUZic5Ke+J0qFL/jLD6ut9+n5WWl5G1rUuyc3Kd1olF5W7/7bmZCnn9Yk/fte9/MasnS76vXZGV6p1vsereaPmHrJTr0AY47/+MUIC14U/67/rRkiY+djOu5D2is7akyOJxkU48IqvH+LKz4fitF2rmbuStAuo2UURkoict2M06JP+F+vZEyXopNbVrQtpViE1uI1f6oXEEhd4XoSwZw9CvMdL83Uo0eRJ4VGR5Q25xLLVdwmTsIcZxBkIKkzmYkvvuRL+xt5WWtH7jQrA4+04Ktgk2ZJOIrsC45s+PaF0MobTthJUuwaG1QgkbNCcTxlUJXbKTbKaEy3xFhoVBBkdFCh/BTLfq+WblxmnO/lh01VKO6IhNemKMtIVh1evFVNwMVLzcVQ9dJVIg+nQpCKBnECOsQ21bdkaR50s866lBpdNV3bJJgTmkbnimVWEN1pWUYOIQU7gzhKf4seG7ljNxIiq56YwIxIQuhV1A0bUsipSxf7DL9MWKNuqXTGOzj5M5jsHi+DFT63cWEfJDdiCd3hkskj4k7JpKMvZv3yBn1aQWytaILYOSSZVTNEOjEYLGEllaJGN2VhJgIAWOQLCs84sxRQ8g4el5lTCKwfoQV1Jt6FaOQttLXKLrYfsURI+K67bW1acmVKNkiRdq8pkJx25lB3SDs/fSCcIz5mO7YxSscUWMQCJBAyQY/Lv1utulJlxZu5KMI4+hCBJmyi7VE0yGy7jeEUIqJ05N0lj5Yn6bRlqE6S4rYmNaN40Rqo21BNiOl2jQrqSYSNqWV425x2aqDxfy2o1iOZdj4/LC1EuflT8qUuRgcjQx2KeoOODmiYyfqiUOQPCMEAI8PlSY92mfWokBOhETv2lLoNAbqxk6aY86umetMertpC8wZbDqr2yW5FXLYrcdYh06wDgIUKQOmgOPiwxfKNDOnSsoN1pamOEFoS+sJkoQI4pyysR05peCSYIUI3vKjImUB8AizHceuBi+Y05c7AF7IT6vSVtljT96TuYazpkJGz6TerX7mUSY1+W8x6THM8iwij0m6CZ8h1l0/Epqb2t7G9CXnhmhx126yOehqVOg9eSSn7fMemgDAlk+6MhwpoSBi4rN+ERvFv1jePOqpV5C9hVNT6Ps8cw31KJqKHmhG7XkKjoVWdpPes1D1F/kWPPpiI3pX2RaYC0+Kw8rrkHJayKhi+ruaohNRFxwZsNTSgipxq5BYTL4MtK9Bq6QtQbWw/IzmzNRspQrUV1ikDJ41VzrL7T6cespFJiYmvUlfon3MdUaCQ3o6XF05+u1Kerlb+08MFpuafoGYcthU9bdSHhZmKppMx1OPrjsrbGrDjECDn0Fj4wxhGYq7WWRBRvjw7FIf8iok8VGRmXUeRGVPm2kyF/0wRdtnl4qo9PlwdfSrDrs74KRWY41YQRNOGbgtW6ckAqgrnFJaAUmCFMXFuU6NP7TDyWKJ+iQXq0EjpucJdUOYS9b0gYROVelud8aE8DxD9Ra8CchYwIX1gjfPq7K/Vrt26MLMoudvJ5U+b1v9C7JvTWlG3BD0qgPnm5O4If92XTJGBI8csbtJyNHo7oLR45hMaw9P4pPKPkOEWIMk5cxwGW63yZwRrSzQ/g+wNhURaN0wJIXkvFM1ODphQ0gTgFVhjL4KphHHgLvUIZUFJxF4oW+wbFcGklCGmG37/HaTJTMUvhhNJ6Z68lSes3ahEhAZVR2lVkcOeHRoL2g7ZSByaAapGsEYkRhNw50vopkh5PjyW4lcY23UlxUViB9pXW2tyYsIDR8p95ROe9CbAi9tDOFzjayjjiP0WSFAmlXRCN8d062faLKyfrhIJWAqmWJFfJxS0XOTNsqE0iHohUyK9tZQT+mVRRDXR/f/mjlujAovRetg9NTUHpuoOdEFinwFoDRxBY6pf6QEowoKkD/3AVmoEF/Fa02E9/4CqBApVhzKyWGYQnw7U7Kky1agpu7H0VVu0FrFy6RW7GvG71X3xbixZU8Y0HSmQCmYo80nPfYi+/ctjNErQUn4pk1zm7hQbEcJN1px2JMeWeRrvgSD9NmMidAq/ReW5aNE7SvGuVO5R+xv08lznFEvVvv0BzYNeVXeUdjHSVJbb8dSb1PSZclb+bQx8bJBoKD/yRihlObCIp6KAMMFZDAWYmIdtg6mfbnAUdYAeivhgFo70tVTCs92Qi96qCg5kmsw5+pKAtOaAkijSphpB/kqlhN8sc1G0xgYwXyBaMU4iSR5nZG9HK6MQOJ8moJAlHOoqpCAWtSObMiZIhAbvQEqvt8ykdFQaQTInRDbfuZirzPvJ5Rn7HdywdWuqOokaNwom4HIuVRlXKl/zYdgZyT14xO7MSIcJRuLAi9fcIOyQ8mil6UHepA5uBiwjcrchrfz3kL1Dkoi0hwJYKHgpe5jJo2FHpOBJLgb2znk4miXuOH2hfIMYi8cOuRPaRRjR45+3D0nST2FgyTiAbmFRH1e4Ln2USS4ZZom7nHqlyEetEwIp34GW+OFkLHxNvLdPy9dGjvKUfI0oKpGWOf2n2y/43h7R2VnYiedO9h6tIfTOz1Jw9PCDimii0TsOd9C5jl/y2HwJFJ3tHMZXGiIjCKgFk7ozi4U7dF5wsVNxQ+nDzHXpQd/9faLfaQPeHuwzlqsz0plcUenaf8k1KGUO4AI7TkrxoZxia4b4gVCoBMlVjugglyZIwp0CjixZgZUQWrTL4hXi7UdD5drLmrMrwj+kPIWWTGR43jU7y4011pVYiLO1ZWRMDaQqxVhM5qA6MmCvzLQsiyxDfTLGxo1GIBghGttpOV32huIdMzvLYXmV86FA/wZfW8joQ9hTgNtBvC5SFYE1p/hZKBKz+JxeFMmfKvZSNyMSODXhkVDaKQrgxQ27KbRegcrwhEVtgZRPfFfkAEMI7rZQpyriATsMZ7mM2ui2reyUdad9JTTutEstWr2T5kBli1xAisiYDxaXT/uRiCghCrB00JUSgwtxrmkWIzl+AcLy8oydeNzwyXvnPXotXNVZPXYEi5W6l2SQvYlTMjmK4Lqpnrk8/BVwayNWLenIWeN1D0FNTlvyosOd9EaZCvPwhctYy1C2MT1nfaaDu9b3Mw6O+kMfdSJG4VgUK6im/k1kSGQwcf3C8lR73PMGkQWRCpGaF0ySewCnrsdmW6kQt7NGSDfbPS6oo76Yt8UYqe55Xu9DAyRp94gQe1C2ruxrd2b1Mg6c9I37Lze09MoxOJ4xQavjLPjVXlmRPufrHhAfGCSNxgYjF+alBJUsQqbGyUsZXX6CJXeijIhtyEk5+vH6GmfmwKutl/muZWk3yib1+XdVhIhKp+MzEQgJnAEWk4ioJrCC4Ph1HOHt9LGDDiuBShA0PK7oyzD2JGXfj9lTiIJ6XUKJ4WL9gmdwBAkJN3fpEqsCGXPRuzYRWJ4ltpK2lwMoP2QuBseCMR3r9YU9616PIVBpTAk/KsTSNd8IabQWIhLdlcNTih7A9/YcJijdwyMb0QYlNHzNQGsVE3stdxVfc5BMczFcnC6de5y7Lp4mN8SD5LCKKtVyIl4PK05aTVeCy3pA5XDMJX0U2wjNenqNCdKGQH0ysm1vmOKZuPqlTrzSUY17fyYWKh3FPywx4nxfKPAyqzkaOFgTM9Cwy5Oosi6ObEh9sWhuperPlTNSnSk8uS9++cSJwiKm78VuLNY3joUOTSNt3X1QSTKPehsHJt9iM5GIpsuzuqHAjGI8ub8wX8YQ9l5UEa/nKUs1Ri9ex9p0fp5xDkuVNqfrzCgVuPuDyVWQTcILaUBobIUKL42YpJZWRpX6/FKdtccMURMpeYl9/o5xYsqXlReN+lIe9d6dxyAtJHG2XvT4DEMLfcZp1QwFAhTRSekSxPMkjUOkEhH8Ppz9kHn5tB2QMgo6ZjWW3i++E8JG3v4pFyKi7IHdfaobuYvndDHPMnGhi0s4TaAwFyBlFt5NwrNxzEtH2OBY4LpbibVQmI18JMXESChbOJvjCA/YmNfIqwTkpD46fVibTztOm5FN4SnnTcoZOXeR3TkPNIqY0Wj49XMut1vFCDy9/0dszlYi2JJlA6AhmR9W1YggwAihyFdqJsg8FUyE9ObWZcyVwPxBAXJVqGlxPpl/VXEj2RWSGZJRmg1L4RFKrqnULb9oVhPTo+TYjVeKCrWAQ74BN0f0UKVWxjrrvtWQqBw0djGE88TGJG/PiA0StW6swLPdmvLU0Jv0L9K6E2FpPL+tDiKt/xDj2OCexWkQFTVSk3WBBShIauHTO/do8apU6pt05JyMuVTlZGo+cazbpoP0J6ERszLTtMJJxLqzFgyRHJ7r4dfedndSrEnV2JiytPOEpyajY0WM7WabsUKVrM46XcCWc5sGAs5NyciJrMjF6yNOsbzexVhE7pKJ+PbCegkaFJhzIcSRMy2WS5plVpEqdcqT4rNqCKBBAIbznAoCgSAId9COkOYlPoqDQBIBDYSyrsYJgYpZVdbwjtxGSyW9Eyg972IJ5cBgLl3RbeccSlaaFxsRoBREGnCRKyEm81lpz6cnFChNDDSsedrcvSMl6kh0J6DiP2pn72GHmoZH+I5PD+8tecfv9Jw/z1zRyGsdyhyxTiCYE4c8iUUskF3gizoUI6rlMWiDet06Kmrp2hDYE0ySh9yUI7UiY7vSNRSQFinvqYReoziU4HUgTixiSy/b7frmFfn6r4MYGkRyoCB8yN7SoPF5PTGAuNyhYEtnm/CMjdDvogFo1yFWdeOToYX1p+TDFBWmX7Sy9VfdtWIHbFKYxjyaPM1stmm2sIJnQf36koeGVrUFrfMdOi/4asAi+ydelXsT3CRH8RSEPn0dWYsIv3Q+rh3xcWfbjQCVnbEl50RxOIde8idlktUv3xF8tuuAqCvI9aHp5xSO9VjKCEK9+kYR0Gx0cjSr2jKvlbMIpUw/tNs2bL7sm2u3X19VGpPnfl7W83kOROeF5HyuvMQQK/mrg8Tio+8OFhZKBAPhtOiNTd2EqJPbEpNP1cTCDE7LiTYJAvrtsTml1W6NRZV6I00SV+nQCp5EWXMkzYKAw+8PHSvuWZrqKWYkyGrN98LVm78pOPt4fnfQaCSb5hk6uaQtJMbM8rsyPe59YoFchelNVGhNkmbL8C2WDBx80uao+PkofZkWOiQCHHrCjgXHrB0hF/JULoh0aRHJ283Ye5clcdUZBYCfXOJ0b/22oqXrlI1rtl4Wv0DzIo32Ehu9NdjXsZfIJadKhDMSYrr2ZQb77Rf4MVxZZTtMddxG0kcsLjmQVrcWfAXAtuW1QSAYqwE05OSgZJ1eTIvj9h/82E7O3x2tjhvwkWN8qm3va5hHTtNboZMUbD5PG85NeSjRXaA7A1ADIAqYki+xDgXSMwFttXix5UEY7nk3C4rj6kPlxjcswc4Z+1MurkS5IrcjbpUu1bl7T4l7tEl26GSrggK+OU9Y8se2smiaGiO4yQue6i2IWMQKyl3m1SQByXB0zcsSRDOBcWFrPYVVI8eqyoTJRCp+bWn05Kracco3GrTV8qdndgIltSZ7oYQlpaSd52ENgnYYJUKvTG59ArlaacrIb9H3RfVhf2JCYIUaKhGm1AGs4AfGwaj8Cy9jGeEssox8KjKVoAK/ARPAv7ztYgoK0bzadCB7iXIxnXCE7q6o7c5iEVfvJsmWI22bywq8BMupSQjp9+ZFnIDKvwfPe+0BfGJKn9u0dtQ9BbIq/d2YcsR0juKRwVGrgoYv2g4JTUWdKfQstCky2IkqLcaoCSLvFxJWiWZ/2+JK7J9jN9Het76i2dk9f0ESpil5VRzZQU5Zd2ppMGlXtv29+HloRj0GCIU3jgYAvIgXB6atAMhb9E6O3pi1ZHF+Jn3iRkgU1E8SzbGHBpMJu/PrmYNjv4UO/OxSsxtESDFg2MsmaiR8uTR/0zrlP32RJq5o2DHOhQlYii83WKtzVdEA1eHhGtzEh/yHhLKlZOCn6KBdqinwszq0URLxMhXOdIiVtBTwpOF/K6Z6Y+eX1Sb5S5Z1W99Ja5qP48OZfCOyfjCVU7g8ti6qvjVVU4BC7CzG+YUZApFRYG9IucC8PSP/+MUIDEsS/RwVRUuT9voSdEWDx4FwYU6iw+22AkFy3Y4sfkwqrYFRtloig+dHQkYLFyK2E4IkwiGxtcRMHzIgEDR06KNr7iBUUGRJdY4spkknigKTUxE45NxWE43JxqG49PQvD0nJx6EZCpDsd68m7FRmWxXYMURBvO88d2kkyFXD7jNY+0yXFyadk0wwaKK49OXKnLtL6j/L+1rFrmpVpV79n7VX/inX1kpqldmaFl098sIdWyZToTedtn1rVoVJJAiFmNRwi/oCIipSFlq9oSVylgwgpINMfhwUXMjhdGqNILD4RaIB4ZeNnzLcmU+URcNk0TRRLmuLqEDCXPK96J0acamJiNQ1E78IwrPzkJwlQuwlapzMQoaSlPDYlrZXo0CiOZx1R8kTU5OOqEiSLhNZggWfYXcSQwpK5beb1P/qFKvQu2Kd+3Z+qz9ORnZehwQ35M0dvW97CqpI6WN/J1kkUHiCJNdpASGliJk8yRHU8REfEiYo+gs2KlSgiJEmyajH5Ao+fGipA04mSExUu4XeUVKllyxxB1pxBJxBtBxQj9I3adyWl4tE41EYrPxKcn78tKSUlI1rly1Z8pcYeaUGVkMEWDLrrLLxXiKGfhUq+VTRIGGklllmU10MsHsmqvlH7zivWv1bMlZj09Q9pyFC1OYaLcbJpdpoZekF7r6xBomwo66cPm3Vy5E+YJE1xIVMvvlSQiNkSpc44SbbcMni5Qqu4ReccJlyDaDhRIwIlmXHS0/cbTYLpIY5YsU/ZOvIXZKUuSk1JTMtP3K01ekrclUo3rV3jT3Ohmkn+nrsl2hSTTpurKrNNmCBZhp5p9hPdl9LHBPLRL6lQo4KUKV61IWpOE5P+pTufxSz+7Y1yvazjPmpVRycUSNmSSBUS75UiVVaFjbzpMq4NixcsXEC5gZJix0QKlnW33zRokVcEGUCLLxo2ZV5dQSKGXnjSZRCiuuy+ijp7dszshfvWpqViUZkYnMykQuSEtMSs3J0a9P6hl1tRsYbfoLbq+EW22XkqBppNMsRVLsNFQKprNsJvPLfYY5YMV6lShWrVJitfj83YsVbv8Vv4OUsqfuNVFPSghtILvmDBRlt5s+ZNMkRk6eLlzJwbFzBA6dLip4REQoKHXyhF44bIHTZhhtgg4SJtKvNMrPOOmS7DbRNt5tritLzMtI3auy0Tn5qEozCMSisxYl5GIX7kvcta64a1dMmcUdmPf2WXyiOpUgTeIliJtxwmYLFWSK7SryO2GWSlvz6pY7pWr3tKpbr3fcqXkjZ/hKh57Q70FJnonTw0d0ElUECLTs6RUFSYqRLnSoibETBITLFJMvnTAiJmDxUWFRUVMiZUbGDps0KChUkIljAkKsNOEiaJgiu6ihi13JXpSVnpO9MReNQlPxS5GoZmZyfi8alIrLXvqVz7Cv3lhxRLpZckCxYu8QKCBRsgTIvlBB98wSLsOJpPtJd4bYOcZ1aNOjfr/1X8q/2ZDjfDPj7LDWh3Z8oxahVz4d+Hrcmr3+dU2lkl+DjiMaMJBEuefrDahg8XZXCBc2cLkSQROnRE4OlxYVKDR0cGTZtoREiogXMPnTSbaaHKbLvnducn4xLT83MQhC8IxKKx2JxyPysvLxOTlpatN0Kv+bs4tMPoGkVaJcuUMGkPzIk6cEGiomRLMmTjzjK6yqyC9Xbj3/unU+oVKVWhZsUKlPn7n2jprurToX45Q37+51GalFq7h+5gEmFiJJNI+LvPDJ5OkNHliwiQeGi5IgXEypsUdEDp4qIC4kVoSFDwkcMnChU+RfIOOKuIsJZ5qYb0+IxEISiMxJV4jDE/FJ6FJ6Mxq9UlpibuTN/f3qhwyiQQ2RIEFGTB4SIl3yhE2VKkiYofMEnUdHiSzeKGPGatSl7vV9/t+UveLdahSpcSH9GIW5XjiS5kK/9YIqZpp1SDDOrKA6WOFDBx4QKPGzZkmICRAQLEDLwodFDjp8yGRgudMCpYSGThAoIlzR555VlJJVnVBrqz1XuSMWmpOWqRSeiURi0tKxKXmbtq9XlZSvV+zyf1UTyaUXSINvNvkSr7DRR8y6sZTfIW0w1qEYU3V7D6WREym2bdJvibrLoqRIzqVRMhHwJjbZGDd8ncLYXr1Egowanx4kcSaeFmiAQeEjjQgwEDg0ICR5AWEBgo0QcJDhYo0eJPJCWpFEEKHLUbj9X5nf+lyv2V0XdplULp5JkTe/hl8iXKiZkmRPiZM2+q6V6TT432d2f07/V83wrJbVEKUhbVeeWS1RiDRJTSxCZDixBpZg8tQweFFuOcKbe0Szgp5JJZYgtW18ZfmUxTHfYtFVxG5BBtw7xfo/tbabYv854N5I74p8q6/CnLRPojjRQwyy5oZ4OZWruyumHOojnod/xRYoc85o177FCuel0S9w7LHuUehEZ0qu/2BYSujUuWY1ljor8cg+N2JUMgQqQad2k7QfB3JIC4StVYAoA75gAbBqFoOCwCeR7RYPmmkWo+ei/JB801SWRc5pFSbTrS6dcZ/nYbLQLs9nvG5ZdP2jgisLW4TEju9psIv1un4sbmsJw60ZLqYp+JCYvPaJL/3/jcfe0kFPZIhfoiaW/tCYdHAITlTpSS4qxZcgIUKBABujopU7jR8JSECPIce8KYJf+CADThQYAcqvAsgTtQ4LPDIcFwEenwVwYvSDglj9RIQVrdHOMddE6ldlarzNYeDp5uBjNnPmMDTxmzh3mI/gfYNVrKY4SjaFIhlzvVlZX7LfHDoiipH5KxabGsEL9NU2t/JwSS/DUFbM/fGoDW4N5hNuOXBOdXxn9yC4kVg2PKNu+W7r1U0Qi1ChU7syslOa3JIaO4iZ2VsSoJeeDLQKfVZ/h3Zumso3txfBibCk5GorE/hqsQv8fDCpFxPNCOwIR4KEp6QOhCZP735INz3KKQVyoap99Tt9fcIl5Ci9DUF8cyWNctYqya2jCZEYpW/tKiyfY1Yj8x5Ta1xdQoNHiBPn6su409TkXxLO9pXjZ0i2t3+QWQi9N3p65stiVBzuUT1Re591HSO/omBfZGi16VLkEGrk0xi82EBEzwAXAfKnBbhfqLPQWTAriE6/mWQxNWIwYzXDT9jVZzEMCe82L4EG7o9B4O/nbCCe0UoivGXpObnCfqiVvJ0zcdFKAJtXZrsmaOuoglbkHpvWdzOXZ/LmiezwFyzYh400/ItdhHBydnCT/yqR9Zuhmrfs/vNJiM2sPzQJ1D/VcV4wlNEOIFSMjVB144G6gtEjZA6xxOwiFR2uNdfoVSXMyPORFgsVNzYDxVVKmE5iSnRoA2nFJhnGwNzVs0nsPYIXc9u/7kDPhQNtD/X5QwUGI4dKnMTwcXCZ8QQiMiLzYYg/XKgTOl5DerTKOA9J5qSlv/5ugjcNECEySIxRKxIil4yA+q/PWJ0bmTAouwy1hUohh29mmYCvSYlLs+L1EIOJofxojyu4pMkZxJwCoddWg0lHml0JIVyJR5hSwuMIuMdrF+j09O4SQySxRi/0ilofyQKd8/OW36OTnB3CuUJmoFT1tflD3C4wil2knkAl2JzQWkZnQe6CJFAmpjcn/4+mCTDNwwYan3j1iz7aXp1KjzTGRrjOgTSlF+yp54Dk3CG8ncKF+Uoo3sgqKylxQBHdpZlnuPcLAl5R3ElK3lh/DZT0JvQptRzdDLZPGZDHdUdQIvERE5t4UDgFt81lclIMKDT4qYReXhMx/Iqwg9qDHycnUwnW1le7hG3KZspKSr5TbA/PWMOpDm65Uk1Fpid7cRo8HYEicf87Ar7XqTJkbO3tZAE3gqA/GBiJCye4l6YlTrs54Xyaxwwu0IeJpvVM03KNUxphbbsLJW7LvJgF0gl4c/6isEz8U0VrSNdOXUI9KQYndzlhQ4yQn+N0SdGjbed7dIQHVz+lDtrFrCrTGGhoEnVM77C+RZDY0/llHXtE955vifkvOUSZCE8S55nONfR9NFQVKtYqeUbWJqgp+vhig0+eR3A3eZxhAvtTxSQ59iSVCE4mO0Nxs0KGBArxnUHT1E0SjXynsIdJZOK0MuMds5VkInBrr3x7j9ywQwwtNzItTFxV4XY5N9o1AgPYVHVLpSdn6NrZL7Cd8J0vkr8bRPsB5+xXRl1cFKjEyUuNyP4tpTVaJKKLawP25OJKfOnYm9fJcUVZ1NlRSXayFBXNqrKhZtozszzextbRbaxLAK65VbKSH0yRiZ/qOuRp1Et1Stb4ZspCdek1AuLvFjjM+OcQW6yfd91glTiJdhzOUy6iV97VtOR8NdEUBsP+7CdcelR/zPqyjSKOXOwM08K5MkzLDmyCNiKnXpijurUM7ehVFqrLbGyEM+hxifUvYXaiV2eOn+ZAymaRVNWqf9ISc9eNiwiQY3LmL1sZajhZob4QTjCklz8Nl8iWRUN0rgZuqTIUImCGjoed8FFjiOTaGQ41nrpPiCb8Ld06tPyv0jQkzMxp2sEFOEw0t+Sj7Y5BMMLJQVfuVD3xnMbVHXqEoNq+H2/F+oST4VKk7IM50FP3NybByNkL4i4BlsUtYRj2JPjqZGW10qMXyJl+Vv1m/D3GCQctEDLDTyYWwSOSCrCSx5qGR35IFeHp0x/BU2IVASduGYFLaAvAgs3dYie+XYy53HtSMQpvb9KkhIslOv/1n2OgiNbVxUecoNsXR/9cxw/oSSwCTkKQQSfgL4kcVgqAUNuTJZkhraTIs5RkWWvMm0b/vu4RH9QrbksP+ZK5CU+gtTbqqfgj9us0T85ONmU041DEzJdXnHazuEHa6ItbXO1vH/d2BQAUP8BmA54k6Bb6GrkmMeoysYLMVWAD5DUIIG2FtA+IrhvjixAQ5XRpF8BTEq+ocZsESTjEOD8sRzt53Z+HWk8T6cJs2pgeZ2fnOkiFWWcFOKbb7S4cPgrv8SJhXwwxJd3Wxy4+b9GL1Hu5fsUVzKGK0IlP6ysqbviostRIsm3QwXcqzaX6Nd2nM5MT0bcSZGmT5xH2xvAfjaDqBWQzyWlRvbwkGuKqIYJhfulw45IbQSSwcTONT3QQtz/ikZFWk/Z3wqukIVxS90dcBm5pCcaf1q17FMwML14J8O008kzUpq46LwmzAmObDV1OJgglcaIoVTAdB9MxNo3OK6gdYl8qbWPWgU9QopggIoya05Pc0jPNYimVqlGUySZSstE2onFczvFSe6JS/Mw902hYVKD5aBLeuPM2fktqfWAxzGSrZWE5x55YUy3ak07/CddU19W9JlTGhFvMMTzW7FcTs3O30W0tUxDWlWeJUfaewg5ixdQaWGWdMd1IS2gkKvasY1jddx87M3VH6w5SmtVmt2pp5goo6tJuahEToHZCWOBaKnALfjYnLkwUqMitwoWur9cF4RzfIjQiVzlHylZMTho6lpVpZb2eiR7VxrWxe9HD2QsQjWwdRrT5cYxEgnkWEJcIByE5U3Gp5R5TQSKXqNjJqZLkKxA/RcDMsNG6poVqmdZkUpTbmmRIMwisNUCJoQAiSIM5Huwl9nWjnGmA2WKHUxhQiFpAPinxsg0H+CBFpozaSQSmXYdLhbWTzq5z5v23SC9ZXRRJF0WFaErIIqCF3NhnP7CDkpyBEnmvCUE0g67NO4o1YMG3YooUaNLfu//jFCA1MRAAHAAUAB7U2JZwM8KjZiJEhX1aZeZbLLyygINvNF3rbLNc4QUdm07Rg19hHBwKvCQdIDwNntB8oqy4nXzpA2Y3cx90eFzYcFdqE1SB3ESajJzyPtI8lZhFI19ZhMpHHlEJZ95fI0FRaCYwRa0US6R50QRp6bSZDPFtwLTIQYcZYGgmMHBcErJhwnwYdiPP+KTeU+El+OMnsRYv5x8pR08gbNMPimFznqvMbaU9BbkkppFvoJHFeCW5BAqax0pXEpKX2Yb4hLVOoUwVEq2i4mXNmQpl1yF2RDKYwTWLCZRwzUUOoPDY5Yr5zgbDXWyXzH5KVILqOEUCSORY697tGpzKEVkOmE4CCdxAqseEXAgMlnkVjR8LJqRyEBFwofeYEx7giKaOiXBcc/9i15JXl6XfaTUUMmgQfwYBYFaJEc3KdsFEu3LMNKt1rFCShhcCIW7KZiC1ISza7TqLFUWONQgQscfI5qQoS4jYxnvBBM2KFkGB4qtZWYnpJ5dmaNHLJESWh8jhY7UynGFmIfKJNBgegIBbsCVK3MwJYktFvvJWxtpxuwTbcPR5OPtflGkCzoL0WYEkE35NcJ25NbTVkyDzGiQobmDclxMaYSEmLLg8qgPBSwsIJPDj2W422eswXhgenON0w/iaKEfJ5aL+jmhgVS47bafs5rO96oCb233tk3Pk1idEDZiraVk/+dtdHO5WbtlnUO8Vv4mhTvgu5BHRuOGckk28FUKIvyqi2cbbT6+m2giX+67A7Vwf1xCL8P2WHXmKifEnRRuDwvDKqbLkhuGeq7lROY/aqDc4JEcR2gn00G2l7a2siy3a0Fsx5AmlREcYXg+U6RHtS6lEZmSdg8Q2RWhl9RQ2ZSoYZO5iYNyD1D5EBbICqTDc2Wlw9wuUobV1fUC150ts5ZK4SbAlXmRSbCkfLbmOHfaR4lgk5f9OIPeIMbU8tqJRGilr1vpLlPH1HiWJx8VsjJWrVUpSTnptJDSt72NOJmnRSfwsXbUKmmafGzMlRZqI7Eb+rktbXT24OUMzhpe6YydCj0nc6tjxald5Fejk7oVWSQuragJCrYzQUWQ/KcNapy+N6L1ACeAbQBQyEMGg50gAsxQhASzIfQQBQMy1KMmFTMSALjYDUEJEQ7CEl8dnZB4ryVhZzq+r8XSaW5dLchGc3tDsLNsqNUZIyfEvNy40EiFfQvuRYRFFKltc1cUdMIUAiGgX9jQ+7PAJGRnUWEJayi/a/3bOcGkaVWiPhzIYNileIqmOWpowT+OIG46i8lK14iRH506t7+r1RqiTJuZOseSCypKRoGiiRxonN3VDXpRHtcifw1YCbZlDDFEWc6Nt6AZQEvYmnJeojQwQt8Yqa/Lr3vDpEnxdqDLoV6RQX39mqfXRiQUfzOy4ZDVmux7iOaeonQapaQDfSLhHVzghMsvFZyq5E6f5Shfaeapcn0jQ+rKRVU0opVrSJ7detnDj8fJ9S7vnRbV642QZ9FQf/+hQjedBUWxTSidXRUSH9XXVM3nOMemrtaFok++/jGupGV7mkRGRiITopFlRUX60IhljpiRlTYN411WKFNS1DwhPaY0M6/0jL/q1ejJXlxW2HbdslLBKqOa2m8CNQIjAW6UZV9ILJFl5dEUX4wtMDrYQLQixDM/r75Kit8BQgR8fKVn4wq0JX9o1tVIBavp+r8sU7swiclwXbFo8JBfqh7cJCdqyQlpZy5Eyra7mk1ZYaJE7DdbRtAqZZsYljvU4QO9KzEpCbbxM+rK75Hq+EPMbtraxhligNO2uTOjRjWqrXlY4FYORYQDcSplhftPoiKaDpQnlFh0N8DBObIThWjIQ3waQtqRUtob7jV4PxK2XIfmUr0ISlUTo+GQ065m7JyOXxx9uoh7yovHbM05Da8pTMvK5w4H1ReiLIufI5JWZCfG5LRkTWtHxusde5WNNRwMaislZk6z88/yIMxKtpfpobULPE5PrAoNcnfV2WmJ75Tzirsd92/ZGhlVyK6Kz5CyMFqmZybsjYFJUVN06qAi03+nBnCCAiXhc4EsSxWVIzgpHzUAlnNUb1M/4V3dMq04aP5fnIeWUBAbL1oljDFeUiUdKi7Gh+M4Tw6GbQPPa686kJC8VFcWRTGVfb7QIdSRlLFBf2+c5yp0Fy7O2me5cgQv8OmWZV35ayCXjbic3HGQC6zKKDUmVnyJW7w4Nbhg7I8yjYT1fWm0BESEC1n1sVTzQRKDA45tn0kVG38uQ9VNOxD/VBKlT0vPBLmSwWD2imWTJgFND423TMd5bcCnQiIzk4hhAjhZYKaLrKbIpAuJlYhYcS2pBKpP1bjUAVBtDlYiRLqDW8JEEDRGRBl1Mr9DAxIzyd2KXrdVQ5yohwQX2xVAok38poQOMl6DweCA9PxwHg5LQTIooMzL4kWaj8sKW6j0qS0QSv1jx91+rYwHKq7La8LIN69m8ClrlAWClohKzShA+KobN0YMwXitdcr4iN3Ln5HEj9nIPB6hl9jDCaBcTyeyR3S1DhS5vJoWeKaMmWNDYbTZCsw4UTDgCBhMgLdDpNQVGxtV8+QLGFUFxpMn5QudExSLSk/hWNDbp9ts6oUOHXF2xOj5znu+3VYvV6WTWNQ6QXZI2dEe96xEvauXtsUmPrAwOsq/2KUsPIk8011Pyv2eWZGawJCRo2t7fEFinWNXLQlJyetQ0VIoJoZLO3tasrziTdTwQaAg0RWIRYDmgvQ67Ya0TJQK9borEqygxJzQ+qCBhQgNg+UUUVud2CU7Uw/FIIjoZP3iYJEhgNQNKXXu+XfIKoGOJuDlpHrkRPCYX95/qwgSB4GixFYZEednNcjZYNlXgswCRAu6iwsePWe5XGYdw1fBfoqqprSyAi6lhg1qIpRBuhk2QU0ecQ3le8aVlQRD7JlUgWdjYSJWUTVKDzdTonCEFYF4ST3C+EMNrwRS7LSBBbK/4KHlIO0Rp6WwiPSKiwMxm+Ch4s1jtA6lsQOeeCW88ICCRu6uyNOcQPSBdoIFOm2Z2hXNggsJ5T/gpNvDqBAMVrRZEC0lj57CjRxgwIr6N6HBf3pEKUCFCmIqTJk1IufSj8NC/aKFIYQUZTSGhXijjBcrToy21kLO885KPTKhSFSm6FcpekTA2ptUqS/ilJI0q2JVmCC4LCXMWRfckyoKzJN08ycPRi0YYIIz1T6HkEqJcJJRXq+q72JPnaxrJ10sprmwqKIeipE5EUojv4hGjCmnMUiNVOvvkTBx7M9EpK2GnfEYhp2smEb6VF6padbF5uogsjYh06iCdUeqefKm2u8tuG0mI7ldGCvL2ylncoI90nXMIMsL7zRWSs7KyRzh+u6ZrVOO70R8yl1H1Ua2hmWvSpqeIzo5TznolpIUQ5Ryi3lGlHCCTxAoS0NcPMKCXiggwYFHBpw8ONHDggcEFSKCJEgJmCRA4QKmCxwwRPhwVD34YAQBHgbBJsWzHwsTGrwkJsb1Dgm4yhMNsEVDQi0r6afR1NmiSnjTDjNMwtQRpqrNtJOsLqUmPlFnXUtXlFf0lF+UtnVFEFlOF8kFWkmtGFG9FOVs28yQjYulhuV/50ziiK+r1hhvUV7xbvEvqtZb3qvZM+Iq37QnzatVX+ZOrL0Ly6rVGTM0W8zb/vCqNEZqzZZyn3bNHYkcK7/uHFWCfL3beEcEYUOmhNDw6YbRgiZgWcbPoE6xN5L4e713baWshrkEsuNeoW5uoF1O3a2us1C0eLQgBYINDwoaKE8lZwe5ZagSMAlC38lGelOfkSuYRCiXdsqR2ssgkjyjRzcVJEPgoxo64SYokh7nkP5ER6ibjWBor0yeim3BbQQNFNOVTBCXQMYVKiAdYZwodhAQQwQMBAjQGSgIIUK5BkOeM5U84k6caFResRHCzKN7haTaNS8lMnvbyfWhFLyU9Ilbj2zUXGCXGC2CDyjhSRiRxZIYUMQHjCzh6zSHGLSKVWshKj2XoLX0l686c6vAuVOpiLIyZZHx0bfIgrQ+uOq+K5oU1QcMFBocWQYggMQJIZJeOMFCAWLHgSCyQDAJAaFH9s663L70utqi8Ijkqpa8pLCUoLaUlrqAqo7CjrC8uqisvKSUqrWJx8Hb7Uf2otUrVjp0hWCwU+1UygVKj/Pf79Pjn8nTu7nTr63Zi5WOnLboQiGXzUbzqIIjiQcRbEsUREFIRhROh6OxfOYjDUMg7jSHAXBRXjgYRCWmfqhrg/Q4SlaIgxQo8pXa55R/hSEEIgJgJoRmY4igIBDIpqVJwixJc0xnhss1Rlab7B72nto44jiKYuDEIJ1Ih9EE4LiModc6zrcrNeJPq1Dv8l0LZSGomCmcSAYSoXHd7JJATWal06rSlX6n/Vav0fuom9gMxOY34sEFze24hMSewKvP7WOpVurUevUquWSg8+pvIu64qSexK6YmqqD0ecv1D/+MUIDkVS/zL+y/5U/eL9bP0o/Oj8sfyK/HS0oU8Rc2ieBt9EhtAl+KAyiRK47Jo/A4i84WGfl6OAqcri8FW1zi9bFK8/boWv1cS8ldou00zXiy6U7lXmwrUGjySapUswgWbYAxmc5TVdgccspUirgZ8Al4M8AvDoAYE2LLEGyk6DqOBjSpv0CPD3DEhw4CEqQYIPzxlHxAaUX8PoM8CSjnqcPwTkmfeEsTghJOBDjqZludR6ug6tPJknh7xbc8yhAxg4YWLbllwyVSBy5oapbq/MGGRi6wPTYCjTHO1OfblhVPlNBVvU96ErH+cwgGFhKaJJmbDwMxbeGMWI6egdJiRrVsRg5ZHwsDmDPsOuVDy7GaI+aPvpLEZ+TkKC6tYMcgHdg7LeyC0ZRE43jkI48HCMchWma6D3/kmxAWMBhQZsDBAZAXQBwwqazBZLU1AIFeMHtw9AOAI8UsLaKmMc/XviM2J+AjoTlchSJ10t1DqjNWVTga+lWW3Hiwi3OalLV6XxqCYsuxRFQupT7FkPIrQjPsfanyM+bxdv4wdgHNZAgTMJlgqeoTkqur/5vJYe9tipIqy+CJ+x5a/kwFN8YqgRVaKG5zj62N6gBKPU0dbl9ehu0R6XPfHLITtUlo1Lj+SOwbFmWZzdDiViElrOJEqiBQnUUeMyAyIngHenkpOXtcDAhUFOtXpNuBmR3FYHki0a4Jw4Sy9G14V2G+pTF0PuNdcrskmN/40nRukq1PZP3E1FCZm+mj+somv39EsIlE2rv6iVvxqWpkzvTz36KCt+CELjRVCvAHUR7VcW8WpfRhSF9KtZTE6PaNVgnZAqz+djWpkOcVzer1DDUmIiTBNErTbMW1XE0TQmGQFVKHNoRRnSgvbHTnQuDdDD4yAC2l1jNQ6nwmTEBHMZRxKC5EaczogztC3RauJmpGAQhjtqk1j0ZQe+4kDJmA8+r9MdgZ4uxcECJL2XoCJsM5HTYAjisKwWdhjV3uoDtOro+sawb5qPhepQMpDKWp460kSigQSoZ8GIlK4RF2mMaKySmvGEaj6N+xszDRFdh7tqcyqMUcrlYO18USo2jTWh95rXzawTUoT+pLyz6GREXbR9mLOXFCnTgfmLfNoA2gEdAKzuOzZ6XPT48J2GCY1A9nC7jIkDjd8lSIspC6NjioyNvC1SBf2YfRH0fF8p5PV+f+RNi9HakAsWb0rrsHjIGef/sea0yjYJxqNoqK8t12OYntjaTpUp88O9AaSroqQBdxLucEdAxFVk3jDP9TwyqVg2tyBMHCrnevKiAaDd8gTGY84MveSuKWNgEfLCvJ5crO0LELor9nF9S+tg1ZcmFd2tBTK9Syx47Yz+QTM01g6QtgG3BiP//RbRV0pUQXw1ZvSOV1tC2rrV4wQhJNkeNXyHqVPubgJuE+lBIUjISa5O2HY2UHGKA+8WPcbJMDJ6ZeDXURtbDEGGFXbXqqu6ZzVnoo/oNqZU0oN9KXUO82ZZHZ1mPjRxjPGf65AE43om90ZqxxalXVqNsU+WctUOIsIqlekHqxh1jJL83BYEsH6Np5qQUugKEHTCVu+jYgh25iaJrSOGTNnPqSZwk3BMcJRi7Wgs2Ktud7wqKtXGKXYuWiqQiv1ytLzK0ZmP4YVjZPZfFSeusCmc7wXGpdaHyjU3j8a/g7F9cS07vgQUs9jJAEQVENIzffvL3qNd4hopH4ZcRy7tag6yUTaUDRKFnr7XZRcd0TnwEKS2N8ZsocwkmXI12hh7cJJtDWfyVrwx6ALyK7VXz9lXlfW8CbVlD+TiaDjsT0FUsVM/MssFHnaU3uVQWQX2a577ovFYV2UJuL2GqQ1Tm7/s1XXAqVJeydTSAaNou97icersJW4R3rBvct1aTKV6pKTWdYs1kxhNtw4bZs9AQ/sTwz5NwGOZWMauqEEPlRYJWRqtJs8CB2xSMW310keU+kyS0bJ5dVgN6+KxBWDm230ZfjO5JorzGuk51Tmt1ycbA7uj65eFBwOhK5tMwfj3h7No87SInBTF+crkvFqrczdghbl9j+6T7Xh6wmevKOKnIVcl03YeD5do4RAK/QKH7TEWOPiVxiosQQv2lRJnvTxT/XG6AuTqKN8QBJnpZirIjBUdYHsAoRRJuwtLoseQ2BQkFAkFP5vpTLKTLhDpjPHUhpzluEhhot0FukJxrSmTpQ3RNyKD7rmJQzR6MuOr7LKt8yEVzEtj052ckudOrK7tlwbjsyDMzYPrskRWzVxjp4LEM6TRa4hTKvg4eyBzTVJzjkL7HnyCg+yVt7HTFCJkkU/3fFviV5bURD23BChJTdP3GvFdbOkZUG/oS5MbjNiTKbj/hBElnPrKsTHhNU/5VHNeqY5+qkiaVNEU7d+3yPIPfqpZ5JXsfRflWWS68Uk6rYWrTmGRfezapWnOSZoUg9ii7jZ5+lT6q8xk8BrqahbTZ0hZvPOxakdw5bRbZv88u5TC5twqphHt1k/2RBX8a+mbmHSMgh404/xUUalk/Q9/ltotCnqxEDp2tcBM7SnGtoyB67UfO3aJw1EjKYGhO0SNav24hKSTUksLYJByPXM18zVj3GDVaaUbEmAZ/Sb4658kPoMN3FmvuktkPtatKvPUGquAiUMXvv1mZDunXVL2qMzOqs9uyyG+49qsOEy6vmqK2rCpEJQUqxpyQVW6umLo1cj31uKjkTtFL8avagpLDZxF9zDUgUOrW8ow8ohjf9F/tMengYl5GlsyFEll4S4Ir4jXDU/ZthLzMThe5cKQErLR4F5xwig9a5IQuijqRWUQvCTedEI75LvMP3AK6ykk4KBSPH9rKfGie9AMhX7PIKVrtr00gsO1rLGIOiS29Li+Z+UqmRqyGT5bWI2+hpUIkf0ZeNXrQ2KgZG8WtAcxM6nk6DVJvbEPcoXUpkMv9l6hdbCMYvL9loKGaIytkIpuyRsl95yijgHfI4ya5We5EdOceF4Ke4hH0gqZhnfXJnDelSeKba9yIywCs0fqWusoXluFPUWv9Kq0a59wsuJk0ftWdtWMld9aDc1F6qHX6OuDTR1yrEb236E6cJ5x70RLlTGeu6beTe1xcJDt8bx5keTwapWXm/k+Gc+Z4MAd4FaAcBujvAiAxXvXj8+R7hLGH/rMASAIM4FXe9UCdG+XvcWhRq4FoIUwxiDCee9dM4/EsL4pwR0e+qagECjilRJjYDBEl2xeERMF1su5x656XKNaz72ub7ZSt20ommWieRaZOqZY+k+85aT9fiKdua1LkSsUzGDtWgyfGxKm5lwX5xFIzRlQ3vKwc2tgSYQW0AEOFBwupoCb54shCGuRagthM5oroW9JlXgyrjAchoj4VioijW+vMKq8JAfgX3jMKRikmxYKrr249LbEgWusyxXKd9dzg/isqSba6Jqoqi15lJS1ispZi2swS6ItG/yUFLbY7pNV7eeg0VC4d4p6v3E2QZUmHxM2rdS3OKUKdgP3TbDXsLxdw5Ar07vNj4VKW0Sh4VZcSsIsvvxXqxCeWJACG9GgFRzPwthdAmmtMcCxwn2Lt0OsgBfPUWlCT9KCBEHBCjYQgOU8PXFTgV9/aBLkkpmcIqrmqk1ZJMqva91w0r9Cd5S0Z07qjTqGyIJNeuWvxXn2Ll00BmmhrvIzAoXUVohbJo/JNbdwtCrpm6Mcpjl3CIhDwoKD4y9eYkmAhGGai0Yh7VYmGlfBWGMKZZExfapkBLwlgoxKRCUUTTxGqKMjUClbbcui6c+yRZUoJSzaASxkI6s6e0iZ+lm31DvCkjqfjb7d4UzTVMimu2HqSL9SfLlGmPUrFhuQgyQjiNRiNYLxyBUbEedlAFT6N9G1CbcUSiE11REpHoUsuOqRicJDAOhQFskBvJ4ognCIRxCeLXZA8SWjegxpdxLuAMF8+7/UVYvROc71jnyLkxEmimdNMzOIej8+We2oNkOrTjdvvkYdx50BCYyDk4dnzCL/93pEjr9aPR45UItSS8jNOZu5duZsHLIu8pFj6RTLo/VuYUowndycdLs8Si2FAVHgY1criwMwshJD6EwxtYn8utME/ocWj6npJstcm0mV+gnKEXnuStYLUgZj7bzU+EtoLPDVqJf3OpEVMvyrR8bv1+xizfVn76CM+UkGGktt51Bpv/lEvCFXHzDk+YPqFv+Ef46CVmc753aDzSvAkSchMZlVuVLWMPyfC+Rks5RdTEeCmE0aw2BiF9F+BF268Ub+ofwckxdr0YeD38a+QiNSC7LnAONxrSvMRTdfV7tWW8c00LVwIJg8VeRKCr6xLfM9VM/NsCR+KPneRV6CtEj39I50nqn6CoPvkdgTcltiV9IzRXnKaZOC/RfEZYnvblOxC85GP2HdXSRykzzQl48R3s6hZPAxgyGUUVQh/XMy6Y3pweT3lOc1eNs0M42kZxocYMsfaRbGSV3BtqBikPRTt8qE1OKB4xkml0lQV2Z2w6Xv1TBy9Hld9tw+ahJ/fIXEGK5Y9OnsIGR1eQv8W1z2MaMneiPait79OSdElw35uJWfQ0YqKuURk68lwnIgQTceD6eQIY5CSy495yNozQwq88Gof98MVopnNd9b38TdGaqtmxFkBDoZhE2olmjUZTZF29E7mUWq1lDNeknM2sHr5erR0rJTUPm46dnHaFDFCvNL/LeQG+bgx2YZZOddDDilSSVaM+Jc2EnGqfFUyfYSXfkr0THnYb10rPZTKruST0LJ9Hg6BtH0bVrCDLJzAUIsN08rtd4Ii8+dqLOAVBN5Z149wndLlZ1VCQGf1yvFbVSujdSf6drVzpOyypZI+sQp9mjib7dgUTf4KHGyEWpIUK4G/UHH2pnhJ5NoL7gTdZriW5Gsu4IgU6AwVc9bjmxejUXiVlPRFYfI2nNnIRnCe6n0aBVCMCmEMp1ywaTiRo6shkabZQJtxPXmJuwsL9kr3prEvGfbYrVRJ4lup9SKlJRPOlJrHotnN40JQS2bWbb9yapM7DZUy/+di7IcTZ07VT75qvRKNgdFuGOxiLmXDyaf+acXtw/PnU0jU0vJLpCASClWENxSLEZn9xIYzmIQhpMgdBTBsEIb6EHSOYw2sSUi7BUsA7b9fxSbl2q+n/4Ei5iVWqT7qi2bCSwE3exMP/v7ywKn4nt1Rp7rkVHBas91ymWsadg8RZpCYrjPMt9qeBU6QEGoizrt/Mk6N1/qHSCBvXbCq1hwHLoTElS5UxmXtfGKi6mOBvf25UODqJ5xOgrj+Hgegvi2dtGKluSd8exGkMXZWGvmp/hbJI0rG0IyMo1+fMLRTKsbX5Y7kRDcszA113/cHdH2lyj1jk+tDq6mnD+qDi3UdOpa3PwkCaKnqFXMBpnAMFmE2S1ci4ZS4ph3lS3WTOWvqy3BxyLBRUxJV3FXSelwT+Y0EpXahEJx6KY+kAPx0BSEYGJRq1aoktDhbjPJjthti7i2S4y9Y88uEW8o3oIvTi66/veizQSkVlNOV2uu0jsYWBJ0lhKxLX5V3gkvQpH+orW/rbTbaK5m0kToIkgMMSwMH2IMlk7VZ/XkKdPlerIGTBe2VG4DDwdToyb2UV2wiFXf7hSVchCishObYEQZTa4HIfguDMOQQy6qUmwyCepdAwV45Tem9aZRj7M0l4tsPmanfa8qnwg/ih23TDuZaYW66rnsfrKUci0fPpiN6b6UPIb63WcFAZq36WFHY1DFWPP2q9pwb2qJIFMpLej83hzCjp23NLHRPfft29T+MrfSEHFZGdGT9x3MLMoppWJBbJzIJxdEMnDgK4QRbCmPJFf+BpkIIujEvla6SvPrSlpo81hk7w2aX7cibQSEJKxiYjqm9Jgzqh9uviRb2n59S10rjrFQr/l77WSm4TMtajhXyXo1rqU9VH3yDUNfiYZNpUibVRpJf0TvQW3he94+1avd5R2vXKfao+llgISmrpm8oJNDxqOT2kVTOYDUfDKbTC7HwnDsKAaTnbyILJ6+rvyiHftJCIi/8tsgtJMOOp35hnrG9Yyx3Zw5oFce7e5bBj3rf3896o+sRXnPwvtK5OzV+6bU9HBTMNpUXt/PISoyrelQLpX7aPM7WhnV7plvqG4f3bOaCO/AgpOERTC+oKSkQTAKzAmMAVAawVj0A8hlAH5RFHhMAfAnBDB6BMBQdcoYADoJMgAqCcNxHB8RiAf/Aqkg6vKbr142iNoujJE+G9q3qYV4b7yIarvIUVGRRMvtqbpQXlvHWaWYrDlr4FlQrTMlybHiZIPONe2plSzUzpNktoZFEXmriT/s26sX1gU8GiL/JPVxQ3GfRTKbURkRsVEfpTXyonJPRyIHJ0KSMfjsUmQ3DUGAzBEFIWIQPn/l/htKgJN8GncwdZpDPURsTjt7nYcfUgCrrFlST4xlpNqMW4CUq3W16jOJbgcZr3dKNmbTTru1YQLiI2S4sjesBXAfXv/4xQgPQlABVwDX//z/C/4v/N37qvn++Ka0ocdNbQiUDpbDhvhJ/KCNw1nWjfWUDJZ37bsehW74ecgjR1VofJzH+Imxa0TOypqTC0RLERqGwzeBOKAoDQwMT0XVwlL5MrDGQxDXPhJAmnbR3Y/lqnzQOGlInaUhCumtN3CYTR1ukCjfb3ygMcQqTO6rW9RoXm3cRNSKjqlKUhKSmusMnJpyxhPaUhLaV/207/PJRW7tKFrUenqulRNMFiXpH9OSmVIE7Ypqhc0Rn5kUFQcm7McgUOh4eBKMjq0jFkK7gip4UaTMSxJ0tExpqOBPdzg7P/dOMy+lkzcEFFETcPr69ak3/c3qd35Va4rlNb1RIxtKM5VTuYCV57rmDe4+mUSjkwWhHEHlLLP+OUSr0UlMY6iBBpqP3FOeuzzpLSJfm+MU/s4LV3WaDdv8EpMYBSKGB0DkMmQtD8TBJtjpMU05VcRdlvTGNfdy7ufp+EFHGS8f7pUMjGkmTKNtQ9TwstJ07DnnLCiLNZCxl/Uvd1XAlYG9AXM+VYUIuNG9UVVUc6r/tXbmddNLqJ7J/su5fiyaD3kma4GXBj1MVePR+JkTHwgdWAqVqWBKTkjMaDgxPBkZh+GYZiIeG4sqRGi2XAebIuw2FPHXXkhGfuvWZ79Vq+iV4qc06kkoq5rPresRDOqythZQYf23FRM/XMkWrXOcuXpbJ870FSAjta/03PyafOUklOIWyCIfCMLpNMS0NLOJCIYVcQJKyrLWnuzJjWgunDbdTnBGopC0wITQVDIThWPBIGgEoZH4hCgUZqAulhLD/YCCm+xPHvnu4GlHvCY0Rb6gUFx2y+Xa2dc+BbEVj05kUmteblJKMhCaIGWOkK1x17NlfNBU07ws6kzj9po+VPKYIbjmYyWgnve8rcxbSbJ+hK9Jq5o6x51pipQy06SXC7SKy9ubCJNVD8+MBcPAgFYKQVisGwNx2OG4P5Ogg+khBDj7Ajs/UL6iVWYgfrC8cBuPhFVwtGbGJcFSHEIe/rvEd9qaI1b72KSoupdhwsGnXgqL5ZMSY/5mzVeWnTk9ZUszKdLTa9qbo0U8mxn40kRK3yDQ/0PwDOyyXeSuZ7ZQmAavy4og1YQjFa1SkI63iXI3tC82G1EQRSNaTXxbPp/OASzayjANMq/YfsPIiphAi2XPvfWn2wqFklDEZ2Z7Xinqq/herVinC/46VQFfcs7omPSJ6MVY7+Cz0/KrGRiKyuxCeYHIkMROOrdl/Hfz1eQrrO+dU6Za/3L9zjgq15PLFdd+kNy7OGbwtlG2+HLS8fPXiUqoS46qzD5UEws7B/04UnN4eTYEIIRkfggg3nknOusWQHmUrPBWrx+lqpBRiKj9HiDgGMza0lDE2Ra2uqR8M6aGEYSMQOs/NZKFbh+C5O1z0eiq3zILTioHVcFl0JTM5YxJOo2z10Fhx4cy/t2ZkZvRUoV/oRps7rxMFZE8tSJNgOiAFm+QuKIQpPq52nbPFsXbpOI2iXyx7KwQKFLC8RfepPbi0F99II6A0EBLHkN5TLw8j0rQoVIHuE2xQy5ug4VYxNdlMkwMgfxLqvBJrmbZ+yhPemajwgr/ZZ7E/26/9M2+S4Kk1xuDucqfrmJ8ztXCIldf94yiEhbFINTq9yR7bjVOkoUhDFLeL7TCrk0T4C5ZgPl+DY4BL/pwKqZYcDX4T3027SE7cwxkZ0JQpU2MxCjBKhBZDEYVGUnEU10iiEbmkIIzFIljaEEagqALMrwQ4AnQzgFOEoE/oBQBwV/sCJugvrx9plvqoYgqwpO9bGuZEOMx1grxjqjUixVnKexMYsT1X6WLdZ+CBccQyvloQjTIbcksyEgITSZzFbpFv3MonP4JFJPUUt3PctInaH9qXsUEzZpbDIKStu18y4Pe2dJdyT9va4D5ak4KkcCq5/L9MwS8N/8KBpmg6ahtBYNXSmETAqkc3r9Mlm2u3a8CWO0o4d20AekvWFNGFQI7HjGNw9LJB866U7uKqV44okSicz9zS4mfLUZFsq2R9VX6xCXQhg1v/Dx/LHpbM850vRxOvcUAstuxjkopo9Ai226eNnGlRr7qzh9jV+FBp9F8skcc7pGfEurekJIR5hoLSNKXjU16NqeeF2kVxS5JbrW4euOeZI93kb31CBIqt21jlkZCNT2iTSfS5Gk0YBSVaZgrGLRTFrUrRWrADN3AGhQQwAZcEmbPskCcQ3a2CUr2409h4e54Z4qUB+E9S096NF/Ms0yC7l1t/mBnmyKPFDBLAbjVG553Nv5QtazxRuQUVyMjaxaya18xwinWTjiSw1s2AIHIj+Eqb4PdfhPNFZBWxU0/iKX6vO9FuIgo5F0T5SmZ5yQw3H2uhDcUIlVBzuD4cq5qm81jELaZ5Z5NGBeM7USyeFwVx3QCgFAcADFmACpAXoAWwBIgA1HKWqyUQ18oowNN7SSoAJZvIsKoMfV3dkW42gl3YHEtxeRZLmWoxG2F0W6UYEyb3Zu8YvfeLn6YjG5yEMtteqW/f5sXKQmVpODXrW6zYDpWO2pUDpWJ2cbNGzGEiwiy90sevIiCw15gzTNpZQlEYod2YJXg4pSpnfPC3JB0LZEQ81P9GEiF99b5COZmMDWRG3sIIWDQwP9igQtbkFMGBkZ4sW6wyiUm7UJRYmo4I7sLK4Qy7VsJxAO0H6Z+d+4JtRR60icnMaflzc5M5Zb2AUKLArzG+tPgQLKVmrQZ/Fh4ISjJ/JqPHlvLikZM5LWXcg4A0KJtoUCKdVBSOKWWhSDepwIpVXR0vCyuDJvPMwjKrCeBON5LCQzEn4VqPdkFRQRSEK26ONArQLZktifWKATnqVL6ivayK/WPauLULqG9f5S/lCMtz1jMb29MQiDa9Pq7GIlQjpbFr4oWdfU0wzXiCrXVOI7RkOM8NUb3wlOa49NK3f4LK5ZSX1ZkoCLfYWepmhrclvtyr1owp0ORltKOmTurXPc/5b8TpunM5IzQO/DErFJgrJCctHCksXCEai1IJ85UTBWWEVDIrktJqb568TQVqo/nMqNq6pTifEKT0X2WTKIsFK/iawFrsS0WHfU3ZaIJNZm6DAiTluqRN3/Xw2JFaRJVZpapMdND4qWrPhMeHvuy6UfvbnU0YpsMhSV1WZpgVUauy0q0K3Ql4+rgqT+PKTg+L2O+gNyN+TED14anSx8MhEYlImo6szGY4IeUskAkWDXfW2ecMV8ulVokLsqeR3PoQEVDj7oaLc2m1PZlz2p3okncuKZ/lp0qLgyf5RC/aVXri1cKF6XNWkZB1wd/PX6wtMqow7iT+IO3KiPq3o3KdsaUAb/dYGc+hC5E0+ZWqnlyRRo8i5RAsfIfhEyXNDBsZHBETHh8HRpwaqRUdMgKCl2YvhlMMdZAvvD5GF4d7FhzQQEoMWAUDc/4txPxJCEojC54VivqIvtC7odisdJiu48EqsuEXceKDXBooNYzyWMsQq84F+NOevohprjarZ1q9uigIy1aUdhSQdCESibYv2QUEvZJqnXEClGaPv8jxgv2Gh5isPGREJDQ2fCAJjhAp7GTouDYEpKJQ4Tc1qz0X6GXJuNVWS9tcMRH0VErGc0VmZZSClWMlh/Pw5XtizkEd5pyxKBEKykQDZml+VElZDCYvWINsI55Wv3y8f0IVLOUlJ2pMh5T4mtu2j1Stmq2n9MfuPZpl9cW0ds7aDyyGdEUPonQmi+Hx54QHwqGAQCQQeOjkJSYgJAixZN62EQjIeGakEheQg7+aK0hcxN91BuhpaJylNyFNZsZDEt6mL4y5qGLYdX5qkJLgEDj9m0yj4Ez9GRFCvqeW7LGX/ffkxwU0qqxzEYqhLtWTk8fCESzR1mq6hiQssn6FhzSvPr2744W7lCBGREWX4kFEyQ6Pty4YDDgUDoUb5FZJ80CIRD0ZXYkNijneES1o2RS8OS9mqBavhKBK5NUjmSZW57XkG+0bsnQcd9XSqf3zTXpZOQtPGmTx7H5UgZcS5q+nEuEzUlhmb9p+c0OcpjYIffXejNqjQp2rJH3D6S5YRtWyFL6fUT4STMOIF3WuhQZNFSRgu4Ig4UaDwuKiht1I3NBAmdQDgreslbhxMGJ68W9M5y8Vr0nj3Hweudak1rMXscHHCG5i3opReJEpChLmnWORHYwCaCXKT14sw+sZ+TdJlD3+rOnzVe5W9lahEfnuLWBDEao3PPMPaN/H/RWmcqXDultQj0o3TJLSZeK/pyY+h5Fm3BELmGkwSGTQqEgmEn+AsJW2FTSGcDAMXNCDz12Y/Xn4mH6O2En1k17pI0hqaUDtfzIgJaFFRXpovJD4TtW3EgiR73TTFBFTOspjIihTeg7pVVUJVKj+RFqR0OSmhAY/6nJkXu74HMZ/Iv+ienNKCdDb2TGN0nU23cs5Ygu704aeIt6jDz75E+LoyT50FxdmbBAPjQ6U9E6YFg/RyZJ1x6oRqLRWj5OEJaRloq9gtQdoyQzQknDoKTd9tmW950IoXq5JTPBPCqqxRrItoLeE0LCOyVt65aWlSF+LAzwpuWZXoRKPuikz1upAf//rPYios2yg8OterAS8M2lAsNOPR8gw/+zPe2c0k9d0lCETcp99VjCQlSnWUKD4SofAvLTY6Fg8C0agYTL3IAIQNvMFteoog0nargE84xBguG0Ze5TLD0YireZj9TR345d1cMt1EbIpxE/OLyQrwMqj9usLJO2KZr/ikJxCLNUoXqsDxRV/e/LQWFpTJcL9osz3m+uhd4iSaJwl9DCOUkzFPE9tBznz7k9Jf+i0ZoKTz6zI2e/Wi4JKEXHYlWaapcQl6iltRCMhqZnxoKS4YgmGgVBMagmB6A9B4IYAASQAHMmA+AAMQAAuhzAo5P4RtQ2EeJeUV3bAZZclxQlF4gzxsmMyPbkGi8ejaRxFdXcl8u6xBkO85kf/bpnL7HV0TSfqxe1EkViDlRwabLBzr3T6TS57oPN5NVTFj/8JTrFbdqU/sc3wU4mMVgT+m/k9CfJCUrkSu9xVmS6N3jMAW2Prh8ln1NR++MX7adlY9LhurE9pJuPKJZE9gtyAWNf5qm0oS74caW5pdu5vPQqX+hvkWJKCaIN9M5BDbgm4NadjHAUgKe65IaOpCbXfFFH06pvy8hLAZCE9NE1bOcZQtDztG16IKinydGIpzWnPa/wr8uHBG/FzjWAYK7ZS1cG0rDuWCL8nSqkP63yFWbCuZ1WZXMefEal9K6zrb1tLlkj5IzBrXRrRBYBHE+266hab0tQXLZHLVstZblKKlq1HXWXq7i5o7U4T0upDYgTVGU9rXmX40F2igUTmRHPJ/ZUkKsmCitXOluL98sFbaomX2gVGVhKHyiCfIQ0BnMsE7DhgCa+MogFeATQOXhgFb7Ddz1KMvp88IuL58AdwbzE/8DQrn2Q8BePNd4B7lb4009zLr2L6KisLbDfCOWd7zilzo+v6X1damUqlYI9jzSq5ClnLlbeCVIJ6onI1RQOg/WGbFAUtWuiLU2FO1KimnV2S7xCvp5ypvjYCxDiJ8nYoYVe32AS5sNJXWBXtfYzjKDT21Ym3o4UhjIOorfvjUp0yDKNNIqJu8TBYbjkYzku5WG71+1U8yEEymo9DLOMunAW7QU4akkIB8ahFwK0ACeBHTDAAq55wT2jDhbgSbmIYWIIm7DR5koxcbkJWcQ5gK0QaHlrDDjU3ZStwdbYl8a/KrCjLa9VFllxKV8BNjkZ62H9riP/+MUIEB9O9Tv1yvXH9SD1BvXs9/b7ebU7Phj3MTj8TuAcDw+ND3FeUqUXuXuv1y7uGrNyzSWVRaeeTtU1NQvT+DLLxpIwnpIxBTzp3xyKNIXSuIowtlSFR6Tj4fzJPHEbZN/SF+1S75UXbDYuvLpWNPXMBtG8plBlK2dJ9rqIlBwD6E5MS0lk0E9kOxeCmMJvPpWHQcg/h2GsSiq3xGiPB44VANIGomhbPXXc5+ukjbpkH4EgzDRBdB5tDCLVZOEYtC1WOJtAWzCEeokJJ2zoW0+m8Nby2wKl1GuYH5HnlF901ERqIiUkI3O/vUYVbdyTLON7d09/UtSm+hVG6qzrnas+zFTG3tRnY3DUMQVm9e5E3Xic7LTkftwtqzIXZaDdWV4+4N776qfTEVsdZd23HjJWq/9i7aOpeuOBaYlRm2JGJmKDoaCsSio+OHKHtzkQtBiPxcsZficnQcsy46HbNRKbal++SNNxKzN8gtYhkVS3i6/NzlDX2FYrc5VMv/8EjL4nfzzKD7l77wgJKFfMTQoNqJL9cGUecbnthlUllvYOPqd7Fylvdk5apxxZEPbk7DcxhveoTs35j8Xj83CP/DxWYvTNssy/U5Gyb47ZoWypxA/TpFR5FRFUIHA4ashXiIwO3ZGrOC4kMiE2EAQoa2R6wlEYaLUd5LgkG5jfQ22hEAlHzWGt3AYYVcJQColhYO+pJWtL+JsNyd9hfqxSEmoMZt9RG6BlDJbOZiBo0sxioQYlJc0Ro4EMFDJz0XCdrkKOZuGr8R6LFLJmTMoxTFARcsZ2UudYoWDPWsuiGYc7ymBN/UZfWvKzsOijwW0j6bwKOdX1TvNJ0nmQ90Tc3tFJZkGtwdd1y4GvKrzGI3lFJalaXcyvo6t6KDgTch6O6Qyl178lvRpHM2/7rEwNc4Vk5hajbKV8pURoQQYo9C0fSYsIFGvyH+IJ0UjJpy87sK6KtyvznW6EWDEtGZjt/TywzyXviXpCCPlIrKgOK7NT2x6MlZZ079m6MZmRZDfHyty/FLFiRQNroiknwkna6ppMdSS/KSmofRTshqVOSvcTpRbWnOP4ONGhigauFW1UNy0ol7s5nvaxOCZwWYZCxWB+WTremHGxNhEj/6Z4TPYFM1l4MIi27jtN46Tfb+Ln2U7ZpwJSltkESX9HRKgzyrve9B1jEmEaJB/bL4WEISTcd5e442TQPDLMuxLAR0Ao1iD+fgRg++N6AxcYJ2hgExmEyr0LagbwhNvXtmFiUBAonzMZlsOIY6jRjOSCEY+rlf8MsO6MfkgQ9grkhokRFU0aNOmWuqxXCcBfPG90uTGV2ign6iUUGD1ab0lNiF33YmNpigk7Twt/XvPnDAh2Qe0DVRwBDAUuEv2h4RpJuDdzMzvEFwrKTTTUVdyw36K0T0uajBVYpAui/9flzBaUjzB/vrd2jgqstnZ4OvRShAGAUFaKvrucR5zALp2pjTdG8K6zgtIZHkFlV4JTdnL541xB0qsF/0JEctqVUKNqMUsJlsRlg3KuA/ChPqzGsRmb6cPJbSt4ejHJacsGVFT8t5TBKQh7TPCyc32d5eAqcd67EeJDKx6thS8UQiR+aebuxajKwi07+FrldxvD1s/OsWytdgrGxROVXUgyYkO2sbHiIgQkBlmrXZcy6DxqXVwkCPqujMADbxwqyZhl5fynrIu5hbg7bqrUJUv8CKYa8dGxGkepT8sxDk4CUZJguaK9CS1JLjPe+Ky/UTMsh0m4EJOM/H3e8ZxN4MNVsmwgZ1JQKgHLpL3Io7I/FlFNsOsQcpxreVgeZ++RiaEbCH7BJIVURDjCCKdNP0gmDpVVwbMkE1z+YU4mPpurKklMFG86p6cI3JK0s3AbW9McgeY8lYoNT5rQR78x2g3HT9G9XxHUtqSM+OlQ/epe74g5zgkJa1Tw3+8YvZBkdEJY44jIwrN7U/TytFqII2R8tRN+GQamOalc1a6V3lUsydmoIh76RhKhBsuh2KgjmMxjO+1SaJMrzKJcnk7bQnRdm2LgziJFPeJtijDml7EmS67MXpnqB7htg9BZJYOFOn28HSHIq2werHOELgJDdMvcjDF0xyG4LcUrEuj7aikvDpMFEIRh616Wazqo9tZqKYqLi3FKqaJt1DIpDAvMrba3z0ul+Mu+yHFVYOmm5+3WLGUEdtyq4Y7UHuRQIOlBzsfioXQ3xXClnQ3l/jKi9bKZJlo/61wK7K+oiRxSUNUpHNGDZO5eplzRc6W6m6o8FzpMxGViIsGyzB4FBQSIjDpMFhM0Ik2QJCh4uaKJCIuCaTmJ9RfDTLtAi8CvygdaC66Ymj4G2TrhEPg2VHaGVBUyFypdJBUR6nXv/b74iuguiRprKj2T8bQok6iKoTao6mqx0Z7BPn1xHf8Jh2STMBVvZVFdf5+rbuB990Kl3ie/iIVTnPEhFWBSFA+CQuktOcNeJAhlZeqWVmOjBIjgjki3+220inyyiqRaLsECxJcSEC5kVLCJUwKCImNPCJ8qUIkDxg4QQaYYeUbOEGDyRNhy/XC0WySa1B/Um9pOzXRsxng7SJ9MIa06UUpFJKOPCCmTlJGESYerK4ogRNEZqa81NhsgJ0T1VTtmt5YiJsItXuQJ7EoOWmhdqFFpIlEm/pIQi0kex81F69UIGqYJY4QKUbIKhQstJoyQNMdIfZEMVc6jHSiSPdZqhi7gmxx/SB2EEgIcRSL2WjIUN43U4hHs3uc+34isNIa0FVNMFkPi14uYZYs5Q5nmF2B7X3GyfjRMxBIxphag9iSGZZqTJ2KiBQhbWWaBUFr2LkY3xQHilKJuDIxWsB8g6iDLtKMeoe3UxvvbZ+plUaJop2yhR3fcyV443xATotNnU9S5et8poucZVt9c9lNeOETOVzXF2IkG4OUr7j8ggVXPFZa76ttrwmihZMs3SnH63ug0JvefaOK9SvdZS9z6tQo+XFgjWF6Qt4Yv3JEHlV7rEIkIexRZzTWFtHbIbhoQJyJXeoWxlz5rxFuEqagb8k5Tlxelk8eYf1BAsIzR1KXu3ueEEouofJHkFLj6xMnekXiLZxPemWRZvayP9e3PJYjlqenCNo5aXqlVVi3YTZLL08yuUXqxEi5WlaTl1eJbLbr4rdJbfK6ZNZFHcFNFF0N8tzckxzQc2pLYpaZZ+0VMUdNvCFV2zxaesIrWoAAAEIIiNwCGeIqjZF0a6uAn6mRTywvRJaZzAieIaooHGQXSfE9KMlw1ln7aLg8E4ndW3ltuAksTQSbXcKpIxOqpvLgjpkEiBWzImBudiGTQbUTFCz842f/aV7hIH4kSqhEQhslO0STqeCEFqQ/ehAblVyxU1rtUgGxI2iKlp5RU2kD2X+0kd/MPkitSZtM1blJ3aW0HIxTLIs2Vrqqixx0fIqlyLQxKvFS8k3fHF3uByVXuE+T+0wD0mlY1kNfD9R40TQJ8TiTD0RpRDjjDZxNfm3CC8IVSouz9dxBmFHLL7oue8Ttpyu3oVWJ9FNHodq6wV5h4W5syy9nsN0IVeTyUl73DtnMmKsjwqSt+11cFBIAmJA6h6wQ7doi2NBCYcyk736r2vF+6+fTyQV/8uw+eB0bSMIRqZnHuu1Bd7AYZiN0XxssA4ycbqCiNAjsP+Fe3DNF8LU5jvCeJ00i3cRLqJv9VKvrnqsfa64a9FsDxdjLIhblAQLrotVFS1EZzsTjJ4gVAV59HCIY0TyNsyi3KJa5kTP2FGiGyeT/XQcL4OENr/MqRrvQ+00L8rBUjifoXCvexR2sn77RLmJbiC5cO9eOvkHt+JZLBCPPZq1cj7PjQzUeaRNUgqbA2alyFBdFKg7UgixXx+hcaiG+SJ0l+gk3rWxjTVUgbVR47Jlt4wEhnTHP9PXvYQ7awHXIngJXANQgpUleY3/25mxVJncdkTsLZBfYKtfMVY4RxBy2akWAlJiQpFtTmkXB0KBOPyttzqtNpwqMtw2MLDTM026eVHUvzR4O79HUk+MJK8zRKKi6blLra6pTnOVUa6pIhVPmAl7w7knq4gTSR5AlXWA8wmV9VxXrcrHLA8RSbvT98cfU3ym2JBer9O3C9qrhjcxZYLrwlKp4Oq+DKTzGyKGPzdmMSiwPRBJxgQFzMzKAUTsLxqPLKVVkhzLXpgkBMt4APjaCoNo92R7mqr6CwphAvjqwAvmA15TFyWGDv6K6yjteD4oxmSzEM7S9w6j+sIlO4zvef7HTygvFiKi3azPlM7SMhe0n9JO8oxint6q+cFOsEtpplevk42ynAZSiw+aa6uxltO2ltp8zFRlkS0iSayPFjysygnArEJ7nAC26P7MEyF4aRmst8tXQpJOJ08SVGOIgwi1QyFCEtSxfvZiIHaI1jPcZ00+9Ez1VDVgvzAUizsm4rI+25oYtycJlmIfB0DV+y7mQbiI/7cQaA5VC2E8VQm7NxuEyAuzwSWs7pbALggUCQzqM0+2FJdP1im+bVuUgq6oY5bUr7lZFo72VZ74vzooun0lwxbv/r/JccYTxy7taXv+ICx5XiPWlEvr+xBvyeL9OEmZL6EnAM5cqKONm0/RAqxr3aq0YNkEWit9yyFX/o6pzkZMzkbf2WVRM5DLpWfH8/UsCSaQhBbF8Ng9lgKLUKYhksIZIixvAMVWEuzwQEmZRIBr4wsQ54ZN+ARDc2BFHSobEb5CNCIC83IIlijZsC05VFJ1jeW3QfrVgmuw2opFp8ocg8EuflCinWYYhPxaLUdX06yGoXk47Z9O8mkva06vUqjcE2/TKMulzqrDXNSUdTXU8bxldwCHQAb56NDOo9aVDX5VeWgi7yTLMvRtUXNLOKzaiI/rUybWoVJc8tGEP21P6aadeH+jj4LQWf2WCaINiNchW60zCIMsjmKUUx8Hgc5bO8jSAU924UEka3wNp2CIZFWW4JwaGccm+6lJEhdLOrHaEJrqItuX5WlCFAjcB0wlKbzphUu/k/cSVsbTiFpjQFlqOk4tKgSH2iUIDRIfQ+1EKcgUedNXXLT5mPZfyo9pjDyUat/ePkaxDXt/mrff5+n+wIGklmTr+/rHT8ShMmAi0aUrPR4Q+SR5zuoy4UvAm0RjAoWhui3Ewm4TtriHoPzjFwrWOes0YQdaEX8KTJbbVQ/9g63fxFKt/glEWTakYhGrt2Fk0DLPkkxsnGeosyfIQom2SxYS1peYtKYMhJaFSkSvF1M7QRX3R53OoBEDsUJINcDRxmOlAFIKIIweA28IXYF3tENQDe+JaDCrCLQ4seZ1Tc9Fs0uxKo1MY2g/nNQSO7fQf8zPbqVVRbIeorLVB5VG8jnyebQrmpT6Rk8KznLCOw1zY1uTAoKc4K+/6dvVhIgWJc6gJ1DfZOmcKtavgHvPkoEu0kUQKse4c5+BwosUBH3DmHn5FSQbUiL4NzrTdZ0psOnmbWS7SFXMfArBDcknkib7vaZiFAVAwTWEIPkkzkJ9SHsTYpKxuWdOM7/qjiViAoINSWejiY8wmy9DJdwg+WJOb9dsETpwCoXz+kQRqBK8TYVgY2ESBOmmV4JFnrapEAgiBNc+xFuV4v4e1FyJhM+KDrRQZhbHZnxiKROPTYhTZ+W2FaROATNvG/NRk7/giUC9dv48hw/iCYONS/cjd16khsK9CtpBFh4mkcM9yH3ZlOE6qmy9RDcxu6jhPOoCLWS2NVMWgq63l0aXAQCmKuqhHDBzE8yP3OiaXGkVKuW7oXjsRD6L9QmEK12jUE2Uo+CxKIwmGTJvjPnliw3vwu39Giu5SewFzb9lkrUoTiALxgx90CqxCwpzXcQ+TLpTCmLRJfL+SRJCigLZT/+MUIERhSDHQKSQi2CLIJDgpaC50LZwm9BrC1NLaO/9B5/W+qCD/n8siKDOAVINeJagWQTxfIQFuGSwV2ewpj2GF4EW9ytsTOZCMFNHULVLmXz7FSV2BPqNv7s3J6dMwIZHz+Tq4vfXUHw8Zj0sRlsGbIt4w4I0bGnwuoYowd0JnCMZACEUgIfpPsF6JyOew5H6wVmGvepbIEQJgyYd4mb4Xb0MSctFO0ceOWzOOD88ljZISqhyvU3TcbRdFEUwgT3PsljFWu2IVOTQjbqGvrgIgqB8P6J+NKG91JmiAGSPt0z7jhhU3yOoWoPAsnTX0cN/1eEQPkWzP2lzxU/aiTOF+rXbW1+V5YMbwbARG0cyWeae0VAwQCUZVV6zj58PxooQq6pp82Ky4vzWdVvud/5q6m9rQf+TwSKNkYTzZkEZ4UEAhiKFPOeQAQ4vU7VpMNm/7UlL8/48QizRHRY065DVE9znEKvpcSTvzKSXfZpkUdtOXjwqiKV5sRGf3q9zSvBcNNYoFQprZLgj20smyT7UdBeFkaZrlqhViqKB2uNY2KuCGjtlTsaRFQxb0YkZMSkc3nCvfjrcJLzgkrJudIJBGGu3LM1hbZ0eJ6OFHXT3KFKDrkKmPkWlLcxU8LlbHFpfp+vrMPI2dfgWMqE45FhDbhWIj9VO/hs1NSRNQgsmNAhFSA8xyeMrygKwrbSXAHNz20hIQEdV4tP1JVQEMA0vgiRJIpsrKAO8sGx0E8jFGH0EezVRUJaaDFJFpWslOVauSIg6RPZGkiYv6v8WosUVGwqOdUZO0VQoLpdEsRSWnkoahBEYSRiCqNgbQ5h/MzMm+Y0oaMdd0/QbZ9C13ODD4tenpahbtObnDpf+59eCiPoQFPbhLnYjc0Yzpaf10vCK1S977JBDVFq+gh9z3O05bA5eRcaQ22vVGNfWQJBhq461WWr0V6KcEBbImDp/Cfh+yy0Wjt8yLqc+6wmXWw1VVofN+q35tZ/U+eGoBngPt+Og8L0LUcAdYyXkTghHXVgtcVtIFtEmQkfspOZaidLrvJhLZn8bNJMKuWvn+gvfpqyjS2WRrPSDe4hpo5VLd0L4mks2iebIjkabZ1EcYZjC5Y6n56tFYENBHaMzAHoPeeVk+zUAgrg8jCEQHCAX4/KlnGWuQe0A1xblIdzDJDUMamZ8USpuDOxSJxyAEbrl0zn+Y/DPHPas6g99OaIXAk9jg/OA994osfPXAhCDS6g2MF22aSiS6N2YztmI6H1uNqoGO7PuTr7LbuUmKFDFCZpOf0AAcoaZlAgNweeoEvtImjE5T3YKHxgTWaJclNku1UxMhOeKk5+WtIOJv2mi2tLmOhrV9aTSWeV4iEVLdbquYbbQvvUBzKZ0luUTnc5rFiZZUkY0UY6zDLqBD01DQAxjrggvFs08F/Eoo0za0vaMY7IHVmT3Ms0rh7i6cxUlgGdXC1j4qCRQOZDh12ozDnJkC6yxFhjjk0RDrsvuwhcotVutmMVMkblsP2CHVWCfJ4lEG9VNCyK60u9l+3vlxjMR6z7kG7Dmm8oeWnlUvHYITYd4fg8BJgh2GBo1g3BpHmf61UZE6gJAKtA50+CHUDm//OB4BvvMSUc40B3CBQfF1ceQWj5d9c5CLayEoYvkRkQbHXb1QnaZK/VpJNJ2PpllyQjuJ4yTJKEqFfpmsZDRDCh2QtgsioBnUtqGcOOxyuKepOxt+QuRKcSriUaUi/WaxWeMxUmIGvFNsUlVZCHFu1ymtSjBMRwZbldVUVKj+Nph2+i9TETqjxCm7ypyEMrGqwHs4Xf6KiwrqOTwdmegI7ep1T6KVh4Fpl12QKMb4kRQBWBOgK/odBKH38acK+GbFkce8+xUj8QgkxkldqPeDJoiR7qI5nrY8C9S6A+t+tc0WevUYHqbZNFxd0+0qob85kgxCE4tI4EdlFoYjgMzOhPm8NtzyTXzrXndOcRcFLIcOAtS/tyqaV39RChHvVW/aeE3R740831nPt11M7ueEcxppdJrot5sNCcXV8ZkZYpF8LLHNFZ0pgVOxHh2by7XQEVLUDKF+scQXFgp5NRa+bhUkL5Y3/9QDJcb8dS9Ktpfe/nlsoc0X7dCFLoCmCLBQgO0FA8VsjfAEqxyG8UCkLsc9udEkDFSD/lgT5IH+m4c7qn397d45AhvOq3+Y+0xjKBN+imopHQxpwokMoIosMxXCQZRdQhpN5xCIHpdAjnw9qFfjMKZXgAUYEIGZYLgC3RAg3Veo9EaXOkGaXxcA285IcW4XagmljaApky225xp88EEtDlmnER9KehdAxYSukufplJBuoKCO2DRk11pbnilnZOjBwzMc8/tSj8d45vu5tu5bptOezNsvuKXN7JgvyPDqEEAkwQ87RnyGhLHWFXN4uq2EI3QR5hKAV9eST759DmYLLiCATMGpDbR+UQFFaTqFIX+hApnTuxH4P4rDwrd3PF9KGg2crhEP1hl6iacOcoToK99kwWx5fIR750sJKKlgrezxB7u1sF8ZMlFysxaVCK8S+1EiInxpJjuPg/Q/3NdJim6T9OImIPBv8G3ovZiGPHbuizV8Ue56I+1VO8p38aJ5WQzSUjuHaS1tleqFSCTk3VZ1k3w/R7yS6it/b/QW4dIVRlLwXsBZXTWx7Q1SnnhzT4qOSz1ETqhO+0qDmwfpFz8j9JDu6ig+mmnq5jpqbwvxDvdsURZ3+K9wJbCbLZL0m2oyqtTJNmYiHkg2oahZka2iCOThUBUJoHIpeRDiii+MxTlB7D9B0M8fKwDvIaSks41XHeVG304Gfn2x7FTORyShvRadj/9zqqrDOhnrecGRROe4Ue3oad7Zwr29JzpZ46Ko6k7UTCPyJLMsmHQMgiS8Q9nI8dZOxMij6Vcp8I3dGMGiG4AMNNyg3wMxCul5qUY5eQln1FLMZvgRsN/15pVFjCOn2SvldPJBp6sAhuRMYZaoLXd31KUu0nOwkrPm3IoSyGVXNsVZpaxPLiLJDKcSAW3UkFFCWiO6YNh8ohE+eGPdS/vL6nGoYCNATCO1iR8JpB8f3qQhMCOzJCQxGcha7hoyeCcV6iV4RzzYS3t54kLanPHO7etLBHbRM1mVu1SK9b2dVydavV19d7JXZT+mT3La6/3Kp+xRg7CC9OOAeril7jSL6vcZEr1uWoDtsx51WpehbFT2ilTKgdZQtrFUcdVaciw02S2gacNlMaMc4ryaIUSNuIPgtONggoYdkkLREgpSkJBrQksCLFFeypgi8m4S3ff2M/3hiVQWMZtU/G7Ij2JVHM5IRrDVoapsWbQrKCW6VDNfJrP3L8hyvRouIdRjLsVmbxcx1VV5XpefKssVSCei+fr1Xki5nZOKCfyKUFlfkrJqVowwrjRqlg4FirhDoQ93s2mhSTiGi1EG4aDElFimFmtEd6uOFqi+r7QHA2ugEiNJo3VvLEyDXSUDA2qlw2A6SRR7sWRzlvSdmxKzvLB3ccRd55izM5jaDFpM5GJM05ljE3Ejq25Qi0+lryNKGoFVjIhelNSa1TB84InEr1IFSzP2Nyi0uSL6wsuhD/Imt6wh+E0FVoz0tHIsiVEOotV6OD5STo8NmusKoQ+sKg4FRYfICZhKqrkyYQfIj2UGQ4VQlHIs2Yb/dHHxIyemg60NmEyyfOK6E6JKJJpFi7gzDrzoaDY0fOC6yRGqSNRgRSiszEmxlw3s7TNfqdFzWOm6fXSuLldqzIhS05MC95Xqge8V0ISQTjAzMH6CSotKP2Q/AiCupsY4QN8cWLHDj3P/rr9JwlhCCaOBZ9W6ELm5CWcDCWjKRjGcGuN8Q4Uq198U7q8S0KPFxsBXZNKw2ui/wwpBRORRxQHorO0i4DtZS77L2PxuP8VKeqeFFKPunbOUlJej7lisFT/fPUq967BugF6AvksOgEsc2zDOXTBQ4zD+F9ioxjyuJuoRDU3bXNPE08BXPRjPmVm2EdgPPPQUFk5JupHdAE1eSaY4dDYqgmA3tRxb/lkjGkYgTwjf73d07wiEM5Aab5MW/EhEu7Z9nS8RKPqikIl9jwWjh8OkU5rEggkQi1bhUYlcPiESl8Ui8DiUJkoqNU+I7wd0C6A74EMFFFgOqr1j/pFnfVpYVkKupyC85C1uad2kZ22D5NkzT3eCGsA/QDYBxlEI0exBwFcbItlyZwK8GQaKAYhXsq2KfOu+rv6JHRpOTyNdPcqmYM3YT/1desFEqTZLYd7G986pbbqbayoVl+8EQv2/LZgsLhVqWLtONDbLtikB8rPfbzf3V4IUsly4xUxzhz5AFZSVRFhtWaorUelECSxyZEhezaRjQU/6pFxVHQZS9sm2ImKN578y6XOxVpKYdmukbKoTaicJsf12QPsVaO48ZAS3NE4eTTz875IJtcd754SBSZuSaAar8U4ATYQWQ7wJAJ12EYEeFO3A14IG1/CmIXjBHxAeir5vOrCCtW966Q9bGvlS1gIx809se16vyr0/J8teK1BT1FJ1PmELBEMpMLXeV+SyrE6SrKI1VKbTm+XQ5xMCHPRQMzZkBREOKDEilGbgfK1J+7w0KDstY2xSREBpDUdaLEloMOuQxiOm86e362lKOm8JovSp64EHE7T+stJyVYlFmRmCrozaO1QyyqMNL3KbN8e0TyFzDW9jLKK4M1PXvwwSgqrEWudh9W+nkTnXikoTUobwgmzUps17BnDSSEMKruRKxRmfL6tS9Qxzr4Zo16qGUdZzEnMXQwa2MnuGh75kx5iGoJwRT6TvjWQicyDd1jQZQjmFwG/pgtlmFIEqozSBGg7t0WUZclYA0aIiJEBDYG5DZYl+56uVVighBCALhTs5ST30NL7xulEihJ1qJq14TPa0v84zcLYcNy5FZLxVliLpfIjacVQk9XxHsWgjCU4x/Ux7OX5t380D2O4OXb35tWRvSJb6zxWu+DH0nPcadY78YHKrDmtG9ZqasuIJHQxzwSMGADfg5VcxKFGgClks1qXwVgh7WZ/snfW0mdtubbTDacz6SVdkdhug5NgtMS3v+gNQfRFleZ6MPIrRJvs+G6UDoN4RAvXOHAUNM6Wt5fQAloABMQiQkIH2JtoAIQRUxI0EBb+OAJ0B4gI8WhBTjgnJ3enhl8m2Dp+vuYOmLi+7qtklgbSEnL775ioYkQA728Z4kzBK2OSo6lrItitZo361r+Q21l1Z6qVM3nu9ZnZGiK2fJkHugESHDaHT8lKYngmMnsZ7JPbHsY4rig7SkIEjb1jHlhuqeAa+/ilGfHskMFTw2+xCRdWfvMvOJQlxW9MSQGtaClrlEcHfsCvE0NF0pRcqvm5ze+LrRReyEOogmU5blT7uQTQuThlyZ5Dl0Sl3ihvZ9KJ5wIfA3UE36wtMeYkZiwrSJ05mXPJoGPUcDihXl5aIyE3VrKn698qtYmqCL7xJ1fbwvy5Q96BChVN6QfRWDRk6RpKH2aR2lJHrLu+c+6StKJdUvdfXtraYbFnMaZ9Jk/+V9sctxjsYtyr5WEIWztT4aiR75aD2rLk1vx3AuSFSjeKzk49eDLXOzy/V4RZyYN4yYUwn6sT3dqgkhK1cpaN0kh6vmB8elQyiSia03d8DkLJQTQJkm2WSlo0bruCIwmyaR7gZ8kiNq0vj+DECJGsZ7BoBMwpkUFUN3Yfts+gRaAkdJBvo2B8yLA8TNCLTDrRSzVHWHgBMFgKqZSZOdeRWgfUqYpC/ochQhEt/B1z2E0gp4r6LPRp2iEU9cmD4vW365IUI/XW4ehZM/iCGdRR924ZGajf88txIDBEee2epm/cCSrbGqQ/HUlByQ9NQaap1kZSGz+HvveOBc04wlcujXwvMCLoKEDPGghr/Mp3kv50CNmmvrHpRPLfDcI/tWdNL6WtzdspMRokP2XfUiNqdpCBOBqLckN9tKo8ThcpXvYgFjTZR34WgwB8hQkcPJXGAV6Kyib3/FQYBXQABcSxiGnCAkHjAEYF2I6XIjEFF5c1CaAP0MQ1kLCqgmYYMQPcT6W5bPV5pw+v/Eb27oD7ArSwIbU+dgc2RZcpMvzFKYZ8SsvLFobsFkeDX09M0d6dfof4V4mzpVKHeVn/7vqdGWWK5b/5sDJ0x7NfQTwXqZVLgyefZDFYlBpbNav9aZU0ZWFWxqUaF5a8JICbg0H7s56GfpLgKTDiLKzG7yRvZl/+aTzOPSSeUGcyXfWsDHtP/4xQgSEUL7RvzftTKOxQ029l1EXFbFFWxSWwQX22wRN3kD28gKqn6c8qpO2fL0VErp6l/VhWEz8F142kBas8HTlpcq1F5Ahsx0iL3t6VnvwoI6b+irK8WCsmMHgf1gsu26guLuak0rehvU5VRyCnCAtDXaNoSDDCXjtswJcZI09px95v63GexIuvnkPLW27alAYPpifMXmYlv7h3ki0m76ksm9vr2hR2S8DIJbTJ3j6zEOUDO4vNQmFVSZenE1e+TPP9tJw/IEvB0KSjlLALWbYa/ogzHHZ+//sSQzSX0cwpm1+apdLyUdpcHUVAjTFzjyk2eTU4j63b9Eyb74UvwnanhOEia7LUyxYDoNm8KdFmNsbY5rAJWkv8OCilooDvXM2nbplw+FWDoxjvkG5TWgXmy9BZjGG9MIe68fWHyFBa7h8m9XgsJNH+8z3V+a1rBFUsR3udOGc5g/NOZE4BQBtDnJ8m/Y5h2Bab4CBL3U5Sx61Wp9kiBJHyFeiZBZFUYnEaNY9iUafaU8xjGMkizULf6fJCYfm+Tqks4va9emD5DGQMWrx0HMBh4rrWbAYUIyB7BqRCBMySJOFlQ4Gsfsmq8E2sEp2UyGbNyQJUIYqtAqvn3KaZ3ILWgQgVjnNP+VtmRTiAdj/vAXZApsmAl2PKsK4FwwUsS+hsFC4YmbIrDzG8QKhIbsFD63AylrFGlm0e4yK/ntM2AQQpLMFtTLwN5do2LPc1jqQpR/ksGr2UoPjT/K6ZOw2b0aKlzZe2ZTrJhLHwMzpfZN0qFx0DE4gIV8iiJEv3ms4dC3ayOVniLgFcJjI9W1hc/hoOwXtoQxgQRgzCpJub/lojTT0JejJ9C7EGt9z6hCjIv+en7tUIHfPgAQdhB0FfF5Y25YqW5UohQxQzjDGS5q4PD2fgbedglqfqx2s7aPfCdTvnAoV6TugLhlqik0IplmUZGJImf2bhZkKWZCJ+uRFl2SuvbReGsQq/uQgJsFsfjOMkHqFylbH/XgUrzHe0R0HidtX3CgwAVhIdpJkUcSQlu5JbMq0rULU35easenNWJd2aSv5XL8lUX1hLeMNqMpIN6i53qUBcsX/U/NISMqhViXfQ3tdMolDfVWxJNFrOqEFKY5G1F//nl6lShgQoFkGSbgwSSZ5zhPMuPau5L1JgCdEkqYxlUqiTP9TTkSKO5Gv2O0RwQ8AC2mEAg3LEIHRVIXkF7b4L8T0LuCgE+VqxOP4xzXjCNCAZhJZhV7mwKFoAtqVPoZbdCV6tKsnzjHFk0sE+xfMeza3Y5vvEMllEzdrwg9g2WRRW/sKsOIEOcI6/oZTRXF5eNt7sxJq3dLwYnbwoG2FL8uBZWytWiqc/im6ntwi06tNi0dKn6a+9L/kUmak+Gy0WYyA6dbrYRxR2SP8hEYiWeU3iIvtwj/yeh6zeT/6OjvbhtKp/AggwnMf0BDdcYu3nuDp2TdR0E63GTtTcPQ+CETgrBcjjfjcItpFYXTLPdqFmYBcCWNN1lxccptfCAtLuoom5saMuouLq77vdnqH81ExlvyskYXQuTYJ1opBOKbpeH9oFs7DB1pLq5MfQ1O7R9n8y98cYiV++DUXDwPZLS1erPpBPp1J7OpU+tfVCp+Uuesh0qqzLbOzE68t1XeDW5F5nMIpEMoldQSUL0XFxWTmPZ7qNbqocRahzrBiHbdGZsLxZEICRlj4IkgSBs8qccQ4QSSLuY0orFb/FyS77k7WW9bAUJOvnjjpYyqFDydCzSaAgzAz+YuPpUDOMcLG9S+ElkmmCBbSRZgsIFMMVz4hZqyWGUZGLoGsPImks98s0j58qSIE+lBj+qliRIlxp0GxqjxJsabbqyZUObhz8ZPGlYh14WWFThUdloCyAAKQAH0CsTbKMGcAxAMIRI9mM6qfCXMiuls3m3unq80SdS+8hewAbAAbgAoA1AgArXLAXjYxLnOkv6+LOhC4QoI+bUsNbze7rO+5a6V0boQdpAinHXO2J+XTmw3nCVao3tahPTe7QXNiH4nypAVZaLx3n6be5VZlJPTfSLxjWd6IJPNsMRdksSsplCLDizZNKLQIs0uw8lKSnLSCWtfcHY9j1ycGmGP/TknshMocLYSnCB7mEm1PCUsZpJg2NEA2FbhR+kqtEv8s5sCTES0jR6QgJMRNoN0U0SUg11o/qgwg3v2OLtQaMbj+ICRy0cZn41DSFU2uIJSS6bbhs80IT7J2xBtUFkEPThZoYLlhJQvwokpmFeq9fQI8rkq0mYM7hxc+WmbGGNcWSwNGaRkih6iDfcQGX5v9zqFEKMWeIJQYR8SeSd6hxZVG72sqgM3STONxRKiLCUkinkdV2aNMT1lIz7PxCikFqwJUh4hEKO0m1FVvXMCW87tJMNp88Kk6N9PxpCF+ntBJj1wug+fUbyFoEWHhleGSQ7tdaghMGQelcmyo8g1PSTmMEjEE8GGx5hSSyXrLYvEBNl/lqaKO0w+R2+QdiC5y4IULyl0aVoAgu05iiTQMGgi09sEJspL1UazVHOQycaIdUuYLOWe5OhAWYtqohlZBhDK7yBVI44X950Rl4aaVl8YQWKNMmAqFYIv7TaHOTxcchuiu3ap0mYd1meKFjqYELCxgmtI4KRC7YtnuFFJIrSFKI4QTUiXHZanoa5M1RAkRKDPMcMYF8wnDJK3sCHi1T1FQcntctSkSZ5CBLlTVmKE3qnWjbd1eY8IONHHqZhB6ji9uRBf2UuisP0QghycwghbpsdaVCT1ld0wkUEtKbyisbVoN7sVGalS5ZNivbpH8mYDj6FaCTlJRWq6kQgLIZyEWks6GCtPMQJUjVHDP0qchzmFpHXDQrxVb6QQWpZFyg0dJJE8I9jR3a7zioIGkaz6UYNZBayxIKY7rKZbJIaN6pLKZI5YOIK+qY4aMMqM9IZEaCi6W2bZHhx7xZDEYBmJk8lEVZcAAAAB2AAAAAAAAAHMAZYPABqzcFGK3wxBKyQXMKpS4xKqyr8ggb2bJw9lSEvgWqgOvnOAzVGwMR9u3stMPpzXz+Vy8eoi+9zqSZDiUHkzPmoxUKImDa39PvC9KrC1rSajEscQJkpxAFieiMm/4ad07rW1Q8dCOAQCtdNeCjPUBrT5+75TBVugqFmW8CTmgeCBe5l6C6G56tGkj9WKTipfeY5FFksNfsb/YXiphEc+tRO1txbdUgFpGiC2QbngUNycb20vdCWx7INMRtnkWza8KDlEnW0NcYM7TBMyV+XllfXTIdO8+SsnaaotayiAdFeZWxMrBRMf81IllONjLMVL270uFCRheS/qOCJrhF8inXvYXSZgjn1V3Fij2twyQjmrqwFHvZBH56h40T1qSZuTHihAym/Yt5r3CqxrIisUUUqv/MmiF9Lfq3HqB5IrQ9mBjRgr0UHak44uowmdwgeYYbBW68c5eUXLrMukdDMOSzBPjKJIQLwww0xFGejbGnIsisuZcwkOOTJSG5jL6kd6NXgYGoYpxbML4rXQjDzObBjEKeVANQQy7Q4b128YcukPky1DFR6RxoU0yS/G0FT6hR/nFkeSKVXNTijrTFkVDaWGFGprc1R/QcIBYq3kNrIU+gotkLWMsXgQLK7BwscQXnZvDKg4fRTme71Lw48U4kjXeQnjN1VkOl+al1ZE5tzAgtDCHyFA8CgsMB4OSnkH55xLOKpbnxggup5BKFSnM1kz5LEFwq6eA4NCQgE8cDC/37ELlPCukXBRr5+ZCuehnosu4zLbhBLs27IbvonFIsnTTC1L65GBd0krs8UTSxCTVaq9dXW31xqMUSl0Nmp9lPW5tkULFP9ENZ9Z13npI8TTJuFoohhXD8wp8Q7c41cQPnVhWT3A40+I7UWCjIrgqDHzOuxPS+rSn/ohL2GoJUt7NuWH/EfCTJEvHGzXsL1cqXi10Syc9Q1YpQTCWOfGlHRZWI/qtUUqSEaVNYQRSEIlylRpjIwiV8YctlimVyHRNCO3sQyUGyYY1EHHyImOZXeM7MewsV5COR/MQpNV2mNGP7BFMlXyI854r/cIFrJlBLDBBLNVLBRBJLBDBJZXd7VNZBnNRDXNLlLDBJJXVjdN+UA8ACMPQ4AAiTgAHaoCQARAZgGY+Ih9+sYJX4dBh6DHkVLvRGi+YSWm/TSMjQSxIt/W4wTcnLM2JPXfKRRXyRrFliWbeJxL3XZt7Lqms74Nj21Cjlpwo9HkRmLUQfokEBRQLLBij0TZlQNUUg0SGHQJkiqtIYhU+kwzEmgVCuhzEu5PChT9c5VtHKZoZ443GFFPEawIxuhhIVRjeHLEPdQ5pEsUcTBhTp8gqosZeMhXGIzvIOodjuEZelBzR0MImQrkeYzBW0RRTurmYzslCmVFWrctJqksuWphzKS4sixbTCOCyyc3LmFXnK4whpSNJIIY780pezF0K+YukZGmUtW0NDZY8dOJLqaxrm3H2vWkwmWd0aRr8aXS/ZaaCHkUEonC61ymc4SOCZzKWY2Qb9AovMpDBFJK0SBNDkCR9yM0pGBclswv7Be1mu7tgymhw/znBn5gz4uHh0i8vMEGn7dt/D/rHMnlhqvd/JbfYMt7DP5zSwR9FtmOfRTThQUtl/aWdFEYqBCTF5EX53cquV7c+ie5b0G4WygoxKq+9FkUBVRlNTEo1iIKPJRjQ7UD6kMclnTHFaQ83Eotgzh+DefhNTyoF8fgsuCqVy4MqE98UwUdwFUE//jFCBMWVP2f/ZH9dv1h/V/9Sf1I/RD9Pfz1/Nm1LD+wfLdohu/rAT/8+1/iBPDMpokcsvAjuAps0tHqN+JxvVe9xXLzmlLMBSIosMvZCZQ5D6JTYQwoC+B6FXFXLREpkCJuGRRCs1xSPZUfhuqUkHX2FMpyCUCGNP1bjK5sreCy+f+ZgefLLWjRN13WpZ+oLz33HiQzBmqWCannZBliHYe68tuVq2q2r7idhEYW5IsJBVENdcYaV4UhtKKZ7voTYHC00PuUYnKNO4+2BldsniLVJDNHPG2ikzgUuYLBcpWK/LlsxTFfRiDneZuqodVKKIOcy4mNjW9pMGiP3FhiihyZ0Yf/Z31cqu4JOe7+FAqmYscGuxCMXNrG22emyfcVJWBRR8NCmKF2vNtPRJD6+H16N1VV5th3S5gi7UOQP04YHHNhzW0VVmViJrJEszKkiMwiHv1UmJn9SUv9/HhmeFpHpyuYie+liWUyh1jH+/3LhpmhkqpeyN5VTHhy6sDEXYkaCMRYMNVlYI3Rc4ZIbZC3J+wjRXmlWnZRT9SJDoaT97uWkmnbn9GVN5V8ugEVRVb0mYrk5nv9rUQnl6Fcoqgds20bdXHowilLf9zzZEyacLmogk14Ylv6fjUE2GhLqrgy29AmLNAUaeAIv+QKBCwHXKvyBZl5KPyhAGKL62ZDARSfjvjEipAEgwYF9NGArAQQbFQV2LNjbLwi/Xha6gK1GCt/g/XgcOdFMRwgjMyFzm8+/IbSZzcwTaEllbqHGxtbiLmICiJNKlMIJZZqgMy7kglq5KtIbl1orBUWxCKaevHYlNBASXR0KB4biBxiKU2B/xZDG5dF7dKYiqOri09eaUNk32IipPvmWfHhRJZKWP5lvtBgJa6kkCpnQbKco9YRabyGyvipVDmJ4PS8MY9tmpLE2pRNO1+9kNHwGNd0IBx5qvOSSDyy3FdVfGRKDWhaw0TYv+uknjNX93247DlpSmFC5y6SwhxurosFCJeSeC/OfcahapVGN2X49tDJeJ7/9YcJL/ioJkVp8IYXdPsS+8RLwCZpq8qXZB+LZgBXDj//ONBDCFAaobgNgDLXKAXUzOGf2vyBItHZvZcCbU4Q0QSLro/hwDBXbmbh4q9pbdnbHnaIDYGCfgiQrxvAnpZWr9OSokIpzrLzIuJzr83bsVh1anRN/EYPJvg/Ui/uVravRdYq0qEtVCTtsfMdYOG8SaNDRKIg2wWzd5BEs5Cg2sEAI/KbqtXfiAT0HpgRqB1l9sx6RovFyiSY68Pjm3DS9n5vhU19wd2kBlFMUvcd8Wt7i+TC2yrWc0t2v20UKWfDvWTkrW5m+uxBqy2xaeEvQXfPTCFDk83CZ8nV07UpxYXXIo7jg/2neoJSL3g8vqnqYguVVZl3XXVP4lWFta+5yszkVUKRMw6RQzjTNDXWaVI0hmcuakj1XCORnvQoxYgwcD7eWefASjWbT+cysyn+/Y653NyOxQjknEoHhXpir3GFO+fNgVQT9SyRy5VNZibVSA6jBDo0Ym3DwKqebUHEUAwDxrU57uiDYtE2EwE9uZSExIpiXm6ycYUhKXoqy/rFJfTKL8CWhHa2RWwsYoddv7oeOGjEYiR01BVLn2VEiGYqLqSZlJTNEGoJp2jrff/P1C1Jc3Du3zBinguV5uhMizlrqqPOffpdbZSbALP9d2mj8NNlUujU0cdkpZ8jKGQvp5YEivJsMiLLK3gBBCC97aMkD+Xwxos7buZiSKZVyuwx9kGeUzd4d6JnxfnFfZS1HgBPzNxMyC+isoihSqmNzN1CYmRmjWe0f9t0Mas6L6pLYFPL2q+hRnzlrinJLTW13UVYropKm4nkwCDLCFMiKfcHulbR7S8yz1KQ5Tc+db95C3IejJ0OlP1tPotGoiDRNNOlg7Toc7zG+3FpvAwRkpu88JEmJw4lU0NwiJ8jyUx4au1XOq/b+sM0XwtEsmUhzaZNUlFM7pAm8q3n1tu5uJ0ykJxlqggZAVZt+H8BsCEQ2W7IIaGJcUEiYZv0F7ruCMhC7y8whw9rwrnVk97M0VWEo0peqEJUyUU5i4SZVMT8zxLI3fqXLCHimlSVCbnsaTnDcblLSlnNGyDszT2JkXGNJE+xCCVWQy/8Ff1usogj2NejTWeVuhA2MQnKOoofoDbP8nqd57meeYYs+HIl62H4aLYpie8TMUvfCyda7SadwjB4dCKj0nRb9wp1gngMEwghL/8OYrAqh7K1qHha/CkKuwbMC9x/jmKGaJgvoDZrYir7R1YxTwGhS2XcoSDKwjIS1HvlWGXJGgO7IFcqPfWrC0inv21EDUhlEdRMkNz90seLI05SL6ijj1I1rrpTFX+aDdKe7eVVJuL4lpOWppy/XJCa1zBFlainVK+vfbmhbmnhNFHUltFRyCj+e9OdY2avLtL1arXZQzRPoQPeqr8bt39F47jqsGRdZeZDeSdf66BO3h7kYGZzdGDkfXAq0dGSr9n22DUVdNHSH2HoZmpPh6tiCLyQP4ycn6fspTWJQdgJT+YB3VueT7LvVatkXVyNpkTeDMOVeGDUVR2UKph3bEnjzfBai7OJV46lRanCG5JDhkqZi2Kmcc4AH8fJcmG63vlSUerV3/xubIUIunQ0UhddRGKwPKUPb9+EnQP4dmezl26ZrtLM5uxOWiUEis5InyGyGqQaJPLPPQeA1hmfylu7qsqWt6b+01fbgi+tDZ6im+cEzhHU1xD5PAlChdI9KRKQtWLddsZyIEEONRZyZpLwDLSrnoOjrQCwAkiuV9n2DyHqGCEmN4Qay79HUM4r69fUhUAmBzCFMcOo6+G4JCTehVYPxA429MzBC5tUMSWRPjmi1jmCaEsRUZEHTER8Cy2MPpZR6TCkCXIKSlp0awpqLXGV60nbey5yJjI/eSX/pZ54sn16yqbyFS6L1ksKsUZzkx5+rp9TRB9oZ7zVBVk60dVJ3OlMCEC2MxHShrLQBXA9wqn6kjWVZRkeaQxzACgP9tmvTlvJY3mr5Ld/41jTHCUVWYdLCzJbUAg7P4VEA4VeIcKKyY68YMlP5iD666yucs+Uz6Pp4ZnmxJs31fZgtkkIrR54jhtSkTrRo++fkZFQC+nHydb9m/24NfrSWwL6eZcFjr95PzExNwSJD2jrD5H89bjBNhfiSMoxnP63sCBiDgCNUeckhQ/v2oqTeCXCMBLibF6T6AISzPDMyMmFx3B+jhI1M7lV/Br4hcWMkqDt+0/NKav7uyLN36IQCmweVcZSIUZl99z9UfZPbRv5zycaxFTdly7GnA3uITBrp7MIBhA3YUhJPam0kd/3NN1q/wDQGIIK+UjExlKedFGDBidvG/9Yfl372PxxlbisEDfhZ97wnchRz+lIVFJcSTDCcuUgpB6kAiwYCNC7hSwZsdulBXh0kCvjNk3c0kU/5xIbbR7niqyzoXsid+UhWqxdBQyH2lNiwXl0Cv9Nse3dSG0j4ulnGCQ1qb6z8UTVDJ2lo8oD27VMRBIZQsil4tHbGq0Sx4VOnE5TBQJUW85+L7BYgihJlq9vXiCAUH4weCrZWXEYxwGmXJ7nOfzHE+YgrhkDtHYOQWRVSWhNRI/qsyAxO5ROCNrpXliurrGWoHktySK+Sl8SRofJ1OhMtoei8ciV3KSeuZRENyyunjfHzdm58hs0GtEqwuX4e9teSSaACVgNCFvQH9F8HCLBmErFjr/tzYi6kIFPPIIr5Jb81N5CswgAmJt3scWuHGagojXv8ICxbHJA5aooH8R7R9DqCznbPWtVjZb5PO69D9agVg1bZFsbxDTVb94tcylFrKEx3i0W6Ta6zdhqOgLmhbFMnTQrfi7T3qM0kbnuXuefniO4ulQmIWKQ9fWo7kl6rdxhvmgbUgxYGhPvuxjBegjU3KiD3hLSu9Q5x4hiFqS5W27CYnTN23w4AKkGuIEt544M7FWeCBLgSREFybZojKRZ7mwD/BrgaYdgVR1yfjgpK5ILeBRwEtNOWXaUziX8kCICWGQegkUkoMRYdASatX2WvjdHpCF1WQsheud7cZaMb2L7AIR3n2yKw2rrfyrHyHY0qWkdT3Eee7cal1cKOD740Zm+vMfJRBXym66yKltbwuhl/cjnONWfnnLohhhHqIZDs22ghTwaiElUVDQrEc4iTjEkgE4BgAYIL4EyRs8oddEQMSAM2AMyHRMeXmCgoAUyhRTOBEIcgzRLtcsp2t8S0pr1s6pdDwmCwtlltFi+PhKS3NTmc31guc58e2tm9xt572HV2CQaZOtOd7ygOt4UtV24slkONp3qvAFUc92ePc9tkT9XXlRpvgqbrms+Hv01zZs2SggySY86ryuupy4swoe9HRNgeo2wrwVEaoW1MyGW/jRx44beEYr1aPCT2E+wdarQn4dfCKgJAPszSoaDv9075LWHNKhT0ZLTfeUved3v79M48rx9DbXuBw9j8m1OcjOLb7KJ5D0XiO/0f/79LvcIB1wOeTXSCINlPESgTeQ3JFRd1m8RpaxDSqu6Fb5Tt0EFMecx9FuRJU+MVNSV8TY35q1hSj/Cwk7KEIwMQMEJ6tR3mHtHORBDo+0+NO8spbyXnqAoaV9jobHeRWICRGERvCztyqOPaDJG2NuKi0hKGia0yoRUOnW78mDCJHRjfW7nVXusO8rtE+22WjdYoFlQLBlFMS4tujwADXiwAasMN+7g3qd5AqQdJTiQh4WOprijtPLK55WpguBVHHY/ACGPU9QojV47wbjMci2HbEUg6gi4tA9Isp63Nc7i6sRzIl8QXxeOqnuKV9Qd3w6+8dRrIjePOI0ntsypyiu1RUuGRL+uzKEAe1gBFcz25Gq2677XuJ2JJX5QTn8w7jQdOWxQFTe1aWfWJIcFoDtd3Y5MqN33fiXGGmaFAns0oz85A9G0J2fND1SX0+U5+uVDEIf0QV8EtQzWCuIJ5HhGJNShUE+n3nQ5pBpjcFccILMC7Pdz72IqPaC6pqvO55IQUQAJeswWd2THgvIeD1NhQNoxBn2QrlqQ2YCNFuehaPxshhcri5uqrJ6T09XabNpzb6X2y6I/YNNr8B9kOmiL9C6QISUccuKhp8R66mFNzTSFaamuO3qn/g1i8H7P/09w5BakiuGdeARAkXwj1oW5vjlFO9MZXB+i4L4wCpNQOEMYxHvvbmiK8Ea7Sbcp1s3pK8V4VIFqCdP9CVnimLDpYaStsFRlcIYZQlBsR0Eh0NCfNEg+iNkY412+GW3V+y59W7zN3YvvJlOw6EpQwVD6xJ8Vzo6Rfd6yBw5H/ElqCo1JLYdGoybC/LjNpt7awHE2kxcr4TwgBiO50FcTTEXIs38VZsBAG4bKpQ7E8N2dUwtz5yJyl886ypl2DS92GUapYypb+7DEe1Z26Sy4JYjN4jPKGl89sXtYU0J0LfJhTlVKf+1DL9NZd7M29c1MFzoAT6DXJ3h/H7YFK6wljhHRriZRDhEVFxyhGZTElDP1UWFKAkcDJ0qB6z+QwsoK4iK0ugmy4ycCeHx5odrDlhEWClBfxjBsBfSFCPA2aQLFXVzK9KWPsD5EvKW8xuVzzDm0FANqlcNrqY9GLpaaj+NZLGI4NJuVjkElgkwzl/yWWLSRrNnBcDsFN/oxhe7v3EVi84T9Akr2G0I6lliP3Kk8BAwzCP30ijAo+1XTOS0HWBVwlAUQAz4DmH7JvNvMCMLNoaeRUReH5AUOG+OZXqyiSJDSCOUOdyDNBWgFNgRAUqaqFnP1l0yAzcVkKfGtED4tEKgDRTlnjlNKFpjL0TRMm2lNeV3QqnL3hOUsfzWLGDEy+NYDS1tTL8iY3NkuMZWlSRMJ2Bi+DIAhpfNENQbbQP3TuUaEbBPY5oaCekWaki1G7sqilxJhxfKSKi7OhxhQIfK+hH/cqxBw/RgjoCJQkxNMq12tIamDFBOJP4PwDnbmrOiSwqKUWjKmT/ya9HPs0QMUBtEd6wCW5V8F1APagViPj8TEuj0ajlMkk3Pkr6gZqx/FXe2K6XtDMJzmeOK+rNSOVNeK+PiNRLu/NuW7SwHISKkNZm+vIaP+9cn9edH8yRRV+iiFyrPXuB/q2ii6RiVHrCw0ZNLkM704658WnGyVqFFbTUFvRsNIJ/cv84Hsz97HDP6emG+LNq9Qa6EEzzBCtYhEf2HBYxunCHIjoZ/QErVQ/SeeMz4srlBXn9WacwZRi66kMPhJYbJKFU+Man+En1oUaHWBE8yYvHvpZ0ipVsl6IPFiSSjCPJP/CLoyAqWlWpUrALcmJPyGFaiGzD4P5qZs6Fh2GEgDLvyGDm25NmNAoSKdJTwzm34hJ3X0Wap3eErXJfC392MiZseoI5vvCkcrPol3crZhZ0pbJEIKkCmmZGj7kNkkvVsSmwlMSTk7BYCq4ojint9UwOC0r0sMT83dCmdO6V5zrcjQc3tWnwbiCUkhfM5EsqEMvUJO/jpilNL0JSvXdIgpDkWuBoOlghYkyJeGb+GGKScDZ6ESeJvIVlJsTOVvxOI2EXy6IOsBc1lyJsKJitPh14CDIRWzq/2TIyLgniGyWkiGedqaVZ4w8OJQG0YgFDE1X6RUgm/DDPiugULB+gIK3jyRZKRd5223k93OS1wXmeOJYsSD0ylRhyW7Y5R1uTBoFIPESa/7vvRNhkqhjVM0gyrHvzTOwvBRW0WWqZp6vZe9Kz8F2JhXuQSSErr/bFGR4C7kQvCbMTufu9AyhlgB7GgAX/O3cALogmO6tTUcb0moNv5dJsuipEVoG46BaAKLGZ5NecPCM9sFtsTztwo6lGfeESeET3E2CVp9apguPjo8TjPr9oqveCkPdfyXQwFN2mAcyEtehG18S1c1WHI/1W5sTlAFgsbkHcb8KVRG/I2LKEgoTl3MsMfzL4Q8N7iTTJtfUHw/0BTEWo02qwEGwhAzfwo2KOCQ/BE0H/DQ/728qAznS7f+QnQ2L6hAwJdk2qvy7xmptWedz641wYTiumxpmRzMYy8L7tVZAi4KfgnJbXGILx7W2LaZHPa7uGHMDiPBDRN9EaQptkajsvJhII0p6gpBxgwRrpQSSSp3SP5aDUKv2yrWcsjM1igFldc8gJ1nMICBe8k5WPvdwlBFfJn2EYxkHCZ11iMQC47NAn98ShEcTN3ZUSkZxezGwD4v0m4wukO05y5hzAf/Hvo5jqoYqLl4i6skjDraygpKgS/PFdrkCqSZqdNkhvM64f7aAUlMeFKbCbQuvbpWFYZZwehOXVoELQyMNH9YR2oWy+uA8cNf1yHeiep0MKtO//jFCBQDSgTsAg7+4gODAUwCkrSmxo74KAUP13wJVMqxPfBtsHogxb5IL6ALGnrg7gCy6foXO4kDSZnA1whuN6jT03iDps4XHcufkOv4CwcsgS/lsgFZC3bwZULpAxeQua0czZDKoQg+n484sTfgZ3Dh+Vqte33W7BG1xnKDZj38iM5isAuDK7liQjc+GTVxZOMkeGCEha1uph9g1iFBQNkdjBwMKtVgwsHQQYIPUyQfwFoyIBRoKGzcP+dIAqKC3WwhgmxoRgM14w/jTosk3a+u/I30rmaLdyCBgIArDgTkLViF5DQhsS1zdERIM3F/dvdDIycTtLoi0DcQ0fbkcSXXedSsRmgmlDh3/SwjPqlZO73BsPAJ4CY5lXIBexl9UFBRoxTFuFxi8G19J2g61lNHFCDc2yUH7ELbdTR37pr6nbn612wlZZAVcoowakZSLQMQNy3MwRnmJuaq0p0+o9cuegksHlai10YuXynXy+tlbJ7yZrxO2C2VUCJ62VsNn/IXCGiedJMJNtAjKlUzmqzjOzbsPFNqIaJiR5MehKhRfWDNVcPKSwG+P6OuMgqzl/lZm2M3GHuSXDoBp9Ohp/HToMIQhs3WIHJmC+rkthzLijNNTyz2+g37L6hZ7tjF8C5+gRxQTytR9Hn0q3lEL0CnuWLlyD75cw2lD7lEO0oZz48xSokHIc0AQtSTKb5S7/6V458LvfISYhMLTiuw5PKipvePMWOFP4sDzuRvMtjjmWlTxQKl7V+4z8HhINzHLEO5LHywSwQXMQT5ZX81wxRwURdjG4JSVAm+jzq8btBkVXN7KUWUuE/YerRjyalmflPOvtM3gFZ972SEjKnaQpsEbDAN2CZi+BzAR0ydUBKA54W8FgHGBIwLOH6OcacopokZEvn5np+pdDv5XVsCSHNb2oIZJ+2R5Ei922THUrHDg3REMqcBY5wNfSybFiXik1HmmCXSAX6c7wtcECVOJwAJsmwPL9F6Zjc1gYLdP46sQswiVAUksjbsSyvEH+jSPoywWJiD+MEw24ttoDP4B3PoH3yqBStBqBnzgYhhgar6B0OoBgirBYfAy0OUOFLZLfXtB9KcGyfgwA9w4S4L44Wv7F72t4hYCgTVubKUKCQfqasK2ouk55JRI+4QDMZWHlngDE2Xw2BKC4Uolw/gpncS4aqsA4PWkGqnl1UCv0QiD8BthIjEJyKVI60gNQa6lM6/fD7JmVPikxy3xTq12Lsrq51jrT6+xkbRrEjxVewl4eJaqyxiPLIhU2oJ20QKhCbqk5xTpbiV73oh0R+sEI0+H/jCgIUI2ciJlWT6AVazhmhhiM/XvkTGIXFNORspzvZ0EVaMBP+QoCcQjgKC8jkZpCqLDyECop8slsyhLsKCJCFvYIj8MoV0lCdLwjjXmJwf+nO6aCmDnwMEtF8ATyAKQQzKHI9kkUhvJZgKAb51nhN7of01LN3jNbizejvuQRBz9/DqzqRyFeGjBj9SMMF1W/Damx+91X4wFXcn0UWyymZjeyY+y2JpQpSMZyRUlVmxH+NVV+7VE7Q/aHhMmcjAqelzsQpKYakiVAO02mwLFBVuLSMp1COqWGdA0tcZDw97H0poaBxceNdbhOfZVa5MpFs26Svro8Kivl2Zr/FyS4qBHh2uT26Y0P4TAipidjdVrEUV7aq9qhVzYv7ewSTGqRluylJqOpVds2tSk4UKZ59SO0pOs0nCypwebiYqIKhwWKDa8AwOVwDKtWAoWQHCYsMmFboRF54qdDMqlVhAZnqYuB6dKwtFykEJJOHLR+b8bk5LWiClUlnM1Uot8OBb6LghYIK1+ARDWI0iUvEMo2Tu2ipn750jkelwzyfH+LJeTuKS/ZPMpIG4YhRGMTqgcm0XKMXcvxMQBuFRhfGJspwIISMGwmGYLgiJz4OuzoWJtBxaPLiSaE8FBzEFT/0OjtCLjNWYIS3jQFppIMbbBLsU6wCWWhqWw6CONAIaWhrdMrzYVpUUN867pjacEbDbPDwtMOn/42GeCxKt6bxyN0Zgflr5S5XuF5OUbJKjlTpifDxPbe6YHKkPqgnDJg9yC7nRIWUEywgTbhFSXChmsDqmAqE3tgZdtwWK5vFC9U0e2NG60+3GaIoC1OMg/5Ni8xlqL4JxHCmP1tlKlqkjFrSzlu+c2S3sl+1fU8lUmM2mdMv3qNNwVyoGM0y1Ogc+onOtdeZbEyd1r0OogH92hL1wVwED2XSBOudDG4KjXEZao0hhfEYLyRIghbdQCCxOJlVLjyZUglXEjFEi+cqvPGt5YzVl2ZmWE8mgrUMAln4Vrfl6nnmVQFdZAzN0kT2+b1S2IbKkceCwkZ0bplz/XiTTVnsSN2qC6TlqWK2aan/xvXw9qkf8c377FuE6naE/SWI5e5+E9EfN0qAxZJMUvkiStWUEwQqBISuki/wqISBtrmIpl5IWEqJtsrMIoryyRuRfO3UDUokerLC0sRx402UL9cq0+HvPKRnvHTnvKhrSbq9USXNMrzRSkbCvfxMO3CKhbxTDdpKho8hx7ac5w9Qeqjk4ta+lX+7bc3LLY/SI3SYXw1f6lGa1lYnZIalS1hYjWbMeDhPzwqtw47UYbM2yiVO4w5TFQl8EDm8uQ+8SbuSrFZujT+pnhlklREXGOB0p+UYhUcd214OyaW4LiYcNB/hQrhyvxoKllFCLDw2YEF0SigRLBRcXFo/ceGT1WUimzp4QBHAwiqYUKzElVMVs9wukcwXKHEWWhZnTTDKntCD+nCwTCi23k3w8oXQYhRLxcSmuQJKzdYHn1bGC7VGB2YKMk3rMsZseDqxJANhpQOtHCJqr56CcQom2UaPqHvN9SEhMWTo8XUGlxsDEz8BqDYkIjSfSU7vSbatkoVo4wXWSwqshqNwgJqIsw+eTwFhWB6PTnPtTU+PLrI2Hp32cglHHEdOFviOA8v+ri40qyagytFpB/IlR94o2+PQrxCd+GvG4hTi6Ycx9E0hhb+jFiYp8gxURCCyR9rySphAVecv8thC77zXlTCc3LcrSxZ3xrD9mBK5tgMO5EL5OKOrINTvxShZvkWsXNbdae6gh18SWTLgkm6cRgU4JltdSJK1SuUtOD0a8W50UzuIkpI6MZ4OFeWUQ06KLEYDkOw8Sk2altI0VZOPQZo85DRUbDRttCyMZMyl5I1ttIx0fVSsBXQm/RbEzITM7HVVJf13W7RyClCuFGDfFQAqgaYxZ0cVEAyxgAlixCBS6XFpxcBSr9vlFRQadsJy/scyuqbWnU1LV/K0/aiOmJfyictRphGM9AE4oX+luLE2REr8AEgWYU7vDCIVfISGiJ35k2thRVJVXqaULWnlxeovHEVBqFNp4hoOr13VQGMIFXvYxmrP1fowL/GhC8PlIXZKcGGTf4/pkrzcV3H2x6HJQJ43fGhJUcnc/ZA4F6i0079Y+DONc/yUj2WJZGI/N5ZojiKGPzQUlsFV72tMqzaZD96yu8eL+1rhcU7pa3lwK0Tj+sbeIMJJbsWciZIjYEjPsbO2fJW+2Ey7VUP99+fRKteiv51Ti93t/lDXrvdacZQQNqZMDox0v2vHt2kneoFpxeb00NB7wNCS9Oqoty7CJ9EJf95RR0vjXV3eEoxaLcUzwJ6nfFaX2YfTeVArl9bPBfFaYww6mnUQpQgFbgSfJ2sOUMfby+l8kEdqISdqh+Sl+th73ytuiFcDT2J1NNsTDJ0ETSrOOKv9tEL3eamZMtb3LXzHf+OO8q6OjzRQ0nSLUegPMrDH0u1RtlXyqJ+bu4K2AoxPz3s6TQKnsqPCV2d6Y1J1MfjOgHQikEmhYeYUhHPIOolhUfYOwCdDEDJSYhXIueoQ2+LS3kAs00b+gZbkCBDWTqCklXVS6oZpJJ9PUPYQbsWKafpBara7FnMGvktFGvPS4Xw8/6StXo9bTyaOSvpqowvTZ4Cpqr3H/3KOm8DTS06NM7jbTSB/SLW8FmrHet6ngpy/iNOTXTff0wopjJQk0vK9xQpjNhKGBpG4NQzASSudASC9bgmwdMwN/6SkoIA9GVPGCXPK/7VnwpoZh6URi0kda/TfZ30pO6zWPMTPpvostorq3f8oc8pUm0/hjJgrLvXsiB8715vaBLjii8S5sV32rfInp2TpUyAX+ACjB5gDQAEyArNRSh4ArSOAn1IyVaU0niQ5sAv0sJdMgjDnKQ1Nh6L0rNwIEHk8RiH8bQ9haDqKQE4oxGOZqwwCfyAwa8SggR3M7YFAY5pwmXZoP4wCIThWC56fixMwl1QQ0UhkyVcITvwt5dWTn95sknesn8JH5BGKpIbjTebeflVrt7QbypI/DeOEo8vpkKabrDRkA5QJ9RhZ+RFOQuqhTKEjW6Neck5RvVlTirMe7DI9tE44nY9ujYSN3q/B4OocQShaBjE4NYQGUEYtKdSgU4S4wWLTeq2CaYQmLMk8WYuJvQ2mojFcW7PgksU0nifiMrC3Hm41HO2XS7s72ny1L/H08TYXyOUCGpU+n/22V1vVIarlm6TNzRQ21McuxFrlvq8lTdPfxDhGtTSA+hbupO+KFY/Xx+Wc4a9tr9ouG1VBwSwV1PUZyPQVAahYG8NQ3BOCQLALILxLDEuB8h+gLcCNEXlKw/hGF0UCZ0btXCUKgkouRSZSp95/JgD8PSdrybPkUJkmDYkgRG5esubW9BDbRqKhEZZItWtj9ZUZiOnox65o/pYTJNJco9StTqf/H6BkrBcLvg0fLGfMXsyz/gjnab9jhQ78wqypVUG0xyPseVlJdrG7OSrxEynDY05eVoaSpHwgDjVSW8DCCwCOGqLRBrGJ2ErDPiHwFiD+dCA3P68CYEIGUO8Tj+kPPaSWhyf+JUvCVeV2So+WA6L8Xfe91V9+j6fPMIkzlv75GeL04titwjVY/JC35ltuRxCIlUemirc2nVKcSajRdO0h7dJt021EiFfIaHPdt5OIGq1lTzpzdSuPmSRZFAa8rImbB/v6KB6n+sM+Sncp0shQEm02AYO9aFXBEj7DlNNpJ1Om5EbJSG92EPhkCOL8kiNoa4uxyCaUxPRF9HO8dMmRWVJaJ2dNDlmbpB2FFRWmzXYkExeLXRKMpTlEY7FXR970Xwt1lcIQrkXXArTFmSaN7BD7nSuHUJ3OkurkfV9T9fdNiUMc/u37fhCikrB7C6laOG0XErMNEF4ZU6JgvHN4v2LulmZcAnUgTQ1vK7VGIIk5QKw7jgY49h9DPdBPwb1cxBxWTMC/l88AvZqE5DwAvBaCBERmqp2OHpz1cKXMhurgIhxKMXajp+mMoO1ljYqeqDdLiZwgEYpJW/SgNdktfgmRoLVxpQF0YbC8HA72NSClWyJ6dH/OqEYS7mprn0nKmaUo+hBcrCSoQ0QsQJlR9J/b44Eh/IqbVehRE3E5SWlHSZAo0Uk9nITuukR4mDP1F9ydHCMkXZfCPLZa8EzpC5QEVfdtRUT+KVdyeJcL8eqMuZ7J9CiOr6XfO89n7rLEGTbE0PuS+NaVK+1TYxQYkhyYapCbHXqd62X/N02/Pr9PXSE/61J2n0YCZ79iWCgiO5fSo1N77LLNtdfVxHTxkHE+Ra6RA6ZojNkIfzT+YbdkW3vbkTzZiD8WBsMQhxJpgaTj8p+EK5RBdf6mWI04TRJ0oHKOAbjJZgCBlfnrBuIDwxdmrqa70gsAvHK6xFTMcC3L+NKka2/NV44/SLa8ifgcxBKE8N5g1xmUoSr4TtL6Pjk+p6jqemdMzM2lloQ7s0PRfD0Zu49/MznXW/B5aA5/35RcKmQs8LFp+wo+0PegkZwz8MqNdQOW1IUGuJGTSu8EmZd2uwx7FG1GRbOEbo1k8WNcd24DcNY/WgRahncNsFQ9xhUvDkphe9w/IHvzngFUaJkgi0qruJChCgVM7Yy6Wov7Z1P+Dg9rHnoKhwENJXd99iLVDJKrMV+i3ezP3NW0/0OY6mRVVA4QxiubauMbIgNA3//jFCBUETgeeBx0FrwNPAUH/EPxy+ku0pvZq92jKBu7bjT/FCxvMhCo/MFPLGHbSc5lhxLuFs1RCa8Pgx5Pzo8OjqLPy1R327PvXQ7URtqhptLHz9BJsSS20lYEmQbNewomAlpkC4G6cN+8uOrslBIWSELfIk6E+LE2BPsVu8oKhJHdfEiaG3/dbqL7GKfjnZ62REuJJ5D0rLTLhZpDUCzdCAuWhePjfxqtsz/7QpPCXRnjxdT8NzYiiMEhg/T6FwyS0MCt82I2Cs7qRXZWPyCcf/ZzzdJAEHJrkYmsvcSbW8RA6g1TeZ5r47YJ+huAxUb1/9EIEgyH61CzJZkmYdh2JSi//cst9MI72wRXukmTguCOFkchk0eLh/ntSlp+6waIYrx3mR/TQU7YXVl0Tl1A0NXRCQ6HwFcqXnR+cxhKdbRpHiab9Fck1GiXd2NQgFFrcTnuyqhXRBLvyZjJT0gnZ1CE6B4N+Lwmdi/EajD/mR7tr0rLLTaPY1K2dgmVZbnRTCCzOBz6LrfCzmFeRDRVRok69iVF8QBJlVvE2AhqTMK966g/ohBHLIvTcDkQtzSjDNHN9rFpbuiw+bydmn79jO1t5FJyCyuUSCmXu4SvTLQh3BTPEwKcsf3votKM5Is0lQ+tIRjWXrq9dAsqJwTCUJ+tvsTg66a5rLhHyegQgXw+rdo0QIlK9lc5wWMa9OjabZSeptUh3ESI4niPmViL7KBwUrTSccWPhDhzml9PoOgvGCVI4zWFfVFNial1eFwWpHXngtBXm2zomjpInxkonBgXjhmNiOCiGniUJ8kuyetsqKyeF1KvUCLXiOle5PPWnHdwntpiyCSdRVM/GGbGGKdd/SwfQo0QQtgsBHF985ZJKxSxw0rH6fcRht3mq4gIvGO6ApIk+irGo+aeLnTzUuwa6oQosaOfiOSmXepOWBzj1F2jMSThImYiTDCDJ1BiiKAuDQhsz9oXOT/jB2suxFpsIEGIWoy62nQZY7Lw66QFptJQFq+r40D1eH6yGRKDp8hiC/f/mSGC8RLcMlt9uuzn2k01dhnjMU6vvqFST4w+IVj0yhtSBS9/Yz6eZ8fUOyJQfhFH56B4DNkVdwyzDg2adk+SRT/YmFBGLrZjCMTAvt7WRHqbLVovROVXdgX5gFf3RnE21VyCAHIlGqlHV1IPi2+HuYSkU8twjw21xeI/ldduXCVaEhLa8zCQSBYLANGxsfuVt5rj7SbfyrT56ofR1pSqyY8gs7wU4hUA7UwUepov1FoyqZ59js40dEeivHnUdtEeUc3JoYkYdvjApBGpk5qSs9EofMDVlJIPui6exAm/EXoa8MJzL3oP3t1sfr+EDamdTRKD6KYlWEu4mWGOQpigIkaR49SUEMbMRsc8Mig5QHiCofMpjLMbV6QpFQ6e9QbH/DPRNn2rwdZe2meLm4pG3MYpPUYj+niNH6E0UOMTWsuQsO+0bfu4RFbFFw2Bx2KisLURC0xhEhSYQ8NGCFMKDX2IdaP9cBjwslcBR8Ef6ABj0FCpEtJeRJ8FpCT0geTX+tgGSZkiJQiFftM5YynLTw/zbRzfikNZHCJEeFEXPZqD4QSGA234i7qyRopyTIQuVLfGtFq+kUqve6tw0BImBNess5l7KqhJEvWm/F4k+drcoyNY4xTiL13ZWmEJOzFDYtR28mkPvuLsSVwPcR7BzjWfWTVG9Fnc27DroMfEUZZJfMYskcTuY42KL3qrzrLXOboRG+061UjgQL6TyB1CNSOQzaGk6T5RlA+IrUBXouT/NB8KUM6gQefmKCuMyCbm+VsEaaXoO3JbFNGM+zGeFTpVfEwR1DSi5nGTSEYuX6Gro3R2eOysifp58lclEYZ+RyC4SeqW+33lIrRBISdnwND6tVIZkQPmJ7Fp/YThoYKalwS4cMOsDj6igOSrCoQY9eG5ijHcOweEwNwj61cTYIThYFg0iZBEUMRHkK8TyQLIif2fS+CCKgxzHNVwejXQhprBoU5G+Aj4URvYWbYUlVdY0KQCVF5Go3axeC489il9iVPi2UZDc+/WrXoY60u4yc1w1WvriNnU4co7SQb3mugEOshLX+0eppiX31CJdFtLraFqey34nN2CLg7XJebxATkvBhV6UpXU/rnfH2eBzBii9DLNi3BjXtMu0jLtqgTfXutQ+lAZCSyu5APYiCcHIfRPDwKZgGWywgwWgwyaSAECfxxnI6dEDVoxMi4ZRtGXLfaod0Kj/mFTAoEsqJxqxtOxfDTqfoh1Rh3N62VD4++0jryrpe9jXpAIfNk5tLPytxmjS79wmJmQcscu1VH6H6YfazV40JtDpto+GkQzP5fJP0kHKdzAsmAph8J4bALPzGRIR8JtnQdS03Vr7slko5XtXKUoHZEwKlr0WkLlfizCwsZP+2U2cMcUk1YCtq0sZN0wUzu930+/Yvp/9d7Tce+PduzrOvfblcLrrsof+lqH3vSyFGy0q8vHh0RatvRK80ZddN3c5VVa+fRHXu1io7x8vjZw13yYSxprkkP/RhHEMGkpILIlHzAwTJiR0TBQQOts2ywwFkELKU+bJfY99ixMdtUcrlAbq3q7ujNOY7s9/ake6uVu5wlW76wxqnEXdpDVFwmkcyIsddKea2EUcfOdqFY3F6IesRFeH5ULrd/rzogvJNbAgloajRRqAgEMBgWElASaKUBpsBYBo4gsIEB4gemeKCj0yqlX0NuuvXbCLSYzv46yvAXfM3G33XXd97jA/0tQJoRodTOdRGKgywklbDHTvKkzyN7KDL5Yq2/irqtoOpzw/xR1shFlq8U0xaSoYrQxrYUkKWLEgYseSKHBACiQsMBAko4tF4LIFsKJ4YmOlrJ8UD6a66r5v5EzQ2Z/0O18K1VKo8FbLisYRSIwakoTQFNzPRJHWCSN+Q/fXUrO7aVKkl32PuTCrDYyx8dZ0JxSLs+/+dZqIvMWkxcJPYaGBi2g05QsGiCxQ4WIegeGlvBg2e5ORRntaVpAzepn+nyN3+t/Ct9iPddDOmWTJoy5VmyEyZD9I+klMlNExLKjmVNdJT89dDu1oM2JsaNp+EVEStdjZwns2cF00dK2/fcnRA39Ba6TpaMYCSZooh0MROeWCkEQkEqYHGpDxDnmEOOLcfW5VkUaFyv3nU/z2T5d0ZcJlTpw6I+sItJhyrMfLwgIeJYVY/KbVxQ40OTCGHAaDmngLQWW1ewqLmUtR9LkowqX2pYU+SzM2ENQwGtUup9SnB2wWpbmvxH+p367hdl55mMkDPqdv2WK6MEiCXsFesLlStBUEjJSMEN3ISAjQo8yA5k7Mg68HXI18PeNFgWpp/Sqq2hK65dhmCLFeOQseq+zZaX9OH6gvlkpSmwxmt2b9JdUcD4lJWEj/VM7zZpEBLTiruUvO168dIUd4SCXEZGwrTGi7EVNtrBAOGRgfMA0XDDB0JiwZARByCLR6GgXBTCZIUrbxMBmdMBqr1G8RDteLy0hXC/mQT0NWmKbzanbbq1nb2CBx7IKlTkpX+XGVIEil4l+fXZ9W1hEe5yQWdTnaoDHO7CPikk+jX92jTrVH3vcVa8LJTX8ZA192b4SSZqtUbDIXtZWXq6cJXLs+Gx8SCkkJpcNigZpK8dll62oLEsV0Dn5RacauX6mfK/v+GC88k9hY24k9dlb69/jBLKSnXstGFzr1IEKendtMudOjrzEqzF7HYRWZA41MqW46lBDSVgS7Aj1Gm2ksAo48/EgyCH+ebeRRYV7XYT+n25KzWLWj5RQkDxieETwSkpuVvAkPjQKGZEijZ++HrwUjA7qDKjGxdsQE+nBV8dFZymFi7mXZFIlvfHm0tMFNRDfjgKtf06x9NH2xK6RBk3N8126rUehoixk6KhSrC6nYfaROa7CHA4sdvrPYdJRge7/tj9ySHEUY13b9s+UKdxT1aNp8Yt0pEi3ERSaEjM0NDlqIRGfhASGg8MVMrKWg7E7AEQl/vdjEiJKo/tK68bd4ukP2kuuGFFe+L7jcffHul1ft63T0/1eHmgytGHbox+riFPqYUiB+k8tmRBQIlaNkda1qy9zo2cbSl5LKoW3+kd8G1xueS7sL8tQK+n8/zI2iEh2JXH54SLCBxRHDUlEq18IzZuNxQaHp4NDATq04bukYMHlg+SSTwq4DwLbVJe8Xc9mL2JpV+8cT/F+/SrNdU+bKbfZLTuTbbkf5deKoSZlhVotUtSrWXCJ9zJHCPU7cV6FWwa5V9PjFeGIwjq5yCPaM4QR2MOvgEWFTI6AsnEqFE+pnjJHKaQnx1KlnUrGKdqTDBv2mBgUC0veHpeci0TGPR62PlrcJRGpCNdCh8WeZQlIRf4b7TPWe+SKuijZfZDbSTdbPbIafTjMcdvws2MkoiLRhYazNp/1lfFsUIUPlUbWRI6cjehrig9ZUHjUJryHEx7aIvpEswB3I4rpgV04U6+zldLb70MpFl4RQSE9+lIlD/NrMx0dFRwtYl4Eh+pddBdK4RxACA9BxFYcmmHGMfwZ6UqTYExPjTO8l/b7FenzwHYpipaVTOgoXKng0riFlSGwEK19N0sNJxysPjCtC/I1pwOnKyLk5HZbbnHFmTYVp0dimZakooAvUPq2XnYxig4VH/rMT4HK3W4BVatEI2wOtjNGkgk3E4ptFB5hqjjRLEyGQjNOOJdLJJUffz1uvhQFkqtnF2yQbQSC84KAWDsGsVhTbRzIYEI3AqQBTiXZc6JZ7AahOu8A3TKMEF4Dx68QCsF5yaMm7wKsY5pAIRaOVD8TCPdirWnGyYbKH8MBF0J5tlQ/HuzIVWIj0e018i5WOEWCa2EJ89Kt9WHZYNaz97w8f8gcCGcIcIINDHtofC8oWqEip15pUJIz7skEsKF2lWrUfrQ3yjYPe3POWLX3qA6rmU5EFQinL4++bAkk+1W87yLIpnncYqYOtvkQHBLe8/NKKLsrAY426+ntbZx9cdc1mOIVkt91Iy+4Z+APoIB+4pgHAJC0ed+iQl5+5MDFWZNb9kfS6sZ9Hiy0Wk6ufL4rTUYdDJagy1XhL03QO6T2ayeSQTg1SORP8ovr6Fxx416gUtShkOag5BY4iD7k0hg4vRbFsvemK24Pb7ZKGS7sl7dumFCp1H1EIQpLEOsd1usqbgl3o0FTxSfJEzjRWT+YIjBhpQEXBA2XzafFaOM9DQj2kXUiPY4s6RfoyDFfCbqua0Y+fFoGYt13Q3WN3ZdTU/+/NHJgRBIrC9KjqbQqa4U0SBAcJ6Lxx9uuN5032bCcQtLUx0MThEMjM9nkBmkh4P3UkVX/JIi8PX7D3dIhJNfc4/UQ9ipT+kRybB5SnMm38CXxMJ3RY5GVNklqXCKTSc45BsJXJ7lIvpFiZRFohP/Qz3caTDIQqjPa4lFvHVBT5DdRYvgnmwUUkJQbHtHWFr72SBruMgZ15irbv3M+Qs2mJL79NP0rWlxdNh8IwCTVBFSQrzdNdVJ/oGEivV3maaHq9tpMZ5NhLFpSVLdN8qajOdhOIvcE/n7FyhMRdxxQiAuChFjlah+k8ZnJ4lHxyaCocu0JETNzDsl6E8XTUrSQe4/JjPxe0FvFs9EwYC+0WkrogSjRrGUmte4iTNTLQSRdvU5TXNtB1bD3iOttOgeoQN/AlrxDfrs8qpTtBeh8gyHVkoYGLJioCgEGTC0oWqtIzsPWHf2O5JNpp8gbQu7A6kwF6lcdi08u+ogl1XGBQyjLdBNfypOcg9e+NGo1NT2O6SfumG5HLIQDrAiQW8UEW11CVlmVJtjPq3ufQYj8EtBt+aQgIxPJwiJlSsyh6nq4X7afiqQllire8z/KXpZourPU2iELklSPSWgs1sE6+36fqMJo4WZE1BYzHeAK0/KiEXXvq4WWLOuHR6ijhBtNEwsOJwaHOgmzcJbl0Lpslwnxman7rwMEsafuLZYLjQHR6//jFCBYNVvF98RPyAfKS9EP1/ff1+g/7k/0Q/Z7+nrUzHd0XjlqfDnSS7yQGn+IE75iNE99kv3EL45I1xcNiyQmvJKDniQg1b2glYFhDnj22b4yOXsfpV7rqLQRjj0rWbGf3UwJqRjXFa3WsnuTdpyODa1D+yLzMehwhQyKkgforBIBHX0EKe8+pfDYGyOwIOJ8IEIOIaJmNCNcLiEKGQCxC/C2O8V3OIj10QpN+xecBWG8F4xAJmDiUcX+1AhJoGfX9fMpRDeicMPuBY9xIDi3OS0Y7pCxZ6ELvnRWz2oCEXb4XdZDgyCTx3XTyY9Zj3mk6lRB/coXlliXoKCqitinxnrjshuQX8VWoENUgJyRcZt96ulfQI+yotO5Tb3S4iZlb3MwedPGS7b7sX7DbmxwN3962fCWXdRUlFZUzhijess47SleNwIeRIjpaDOmpESLOdYlYk50BjBjjyiEvQKsd0k7hu9pvzIDIEWLmS84OiuMcW223PbjwYTAXPCllhTDp92ItVXDlCQ/zw/frktmfZ+6alHdNq1p/b2/0gqkqu09TIzA29uvdo8vnmltaQuORVtX7gZPfiS1613grK30+Kuse4M7Hf9K/D/pIdz3reENpxXrcHnTt9vZ06sq5kxrdXOQpSsTvjvrZK+/tLdBn1EKf2cXGyMHcU0h+Mk2LMJbtREB/GDaPUN6m7EaJUn3g8VIIE7Fia/ecVNQA8wMUe6vjlnXVILUCNN0pY4bBmWEMVbnkJ9+p/yMcaBExUthfMgWou//RG/opHuH8W/sskzsU7Nbkjd+94/J0K2pMGZVcaiU6t+tOzRzm8gMSy9TO9pa3yhfN2/NktbPrqk+C7KtbWaP36H2/IkJJk2rkgPFSPvxuUsBjrMyggXtuwFkn/kuAryNwjPE13PeM7a+34mrp6DLXgVkAKUGAjYUYilBgHLyxnB8raaWkNmx4JzMNOeOsa4QPdKIUmR+1Yb009P5tZ3DaDTP5jAkubSChg3le7tKk9Da8fhuWJnC1OhIy6Iap52d5duyNVZWZLT1+HQ4gzYaRvviKuqmX7yCjLjHmHlvd3Z7jCY30+hSAMdMbvI0BGbD55TJiVFqTnWJSUrlOdodskGJYqx/fvkqibHwNwBXZYojD3mkP78oQuuKQE9RIXDhI+YQG10hQj4hsw89hFcyGsJMtUq9Ko3PAuSC8SZijEaBCaY1NDjpGFrhP4HPdkSLz8vr/FiZxpgKzWMD2BJLW01GEELxRQFMsYsS4bU5fezgEtaJwwCWTIAX8eEBDOR2Q8QYISqY2aZbFmyr771pJE80aeUUFAFYzahO4XFL+VLNu/m+BPpRyekxBBqjE+i5qHb+rFiU4JIhedzdZpO0+BU9aCHdayB6TI3dCudjEhYcI3Jy5u08XcZfexP/nLVtXJwjqiBv0ryRUS12ZILmzyvFIOwRymY2d9aXU6r157I6DsXNLp/IwmUCj6SbB0hmhiI+IbyinyqaYue0zryR9T93RuT+9eo+7yobV9s0igo8iSRVKccjSQJKr8IcJ//18dRjARbhSr1zZKfqaG0wsxk2BmkptCXXz47XHoU0qYotzQ8Qjki+5ir9Za6cHEhtdtPo6XjXyimh7rm2STDLbvynsfpMQr3yhJdRvnYXyuhqKsra/harYwmg2oNubE8lcj1liiFwqIUOLCfSh9c1JyLEDjyZONxLT5A7U08B6wSe1uIRDURhbpyWLfMeCiArN6ANaAeuhERBHZ+C3RVsMnVKdIeJhvZJpTjp9GqSp1icCWvtC5uyyA+NH9WKf4V5a2V7IArwQOP6FG88zH0hJBCNBh5T/pvecSgB84QXwEgK/sTttYXkjQZn86kMYwJClshpfeWN+XErLlEbXw9PhBj5wxj9y9EohS8nwIcOxoJ555FqcjwjjNTyM1Kuz1xUxS9VFbT9KR1t8s+KVyHzyGHsNJqWJRsz+XDdmKyHe+BGl1Az8T7VMm75dbntzJzUREl79a5nM4cgkfHJMExaDzJExNK5Dxmti5yArAH10qriEAaCXGgYT6IF0MXVrgS3XofPNQ8i3ip11Xrycv5oas156E0HKyKsASBk8Ii6jVXToIdGy68I5WeqKZXdcfSaDj8UtMKTOk4YxPQMH1+yBPFkdeBYxvmt6CEOlk4ar1awIX70VheES549vCs7oJ+1XEKgNC+nYNvYOQKMntRTAla2IEpwlpDXs8qen4rJpbVvV2XdW64UTMwh/VsrkdiAnmP2KdPRwUgUhSZoIjosTnk3kWFObHWmqS7Pgji17YpLh9BqqnISOYZoZS495HLzInKqmt1+SyLCbUb9jxBtHkpAceo+nja6y19J0RyCW5VvKsNRp/lRhFk18x9D08Ps6WeQKAQorZs5g9TlTL2XXl183S3kKQZKcZ2ZCEcVvTOnb6fcaz+8YMd1SYR2ZRT/ESmF0s7KzOP3QuBmM/dZsTMPl2awdxGSM7J0BIIJ+vFobZs6YfkGu8kqQmzHWyQiuhHnTe+c9l4tlZBts3re/eEb8jXsWGSvExdbIJF4IaGgeSbBzJU22z5la7Lrwv7+M1QumMcFSfnQPyO74pRCTf+wxDvN2p8Da7gbZeAi0UnZ5xgbroDlBsysNH7Ap16wdi4+c7fMhwVGTTHi3gO6GKDSu90OoFVjjMgSWmXbmvTaI606sVkUsqQd2JWdj0q0um1GGHlFR1848wQerVMmQQr+YtpJXknbQte6IO5fj36kfNxwOVAIMOslR+iUn2mQO2YKrkPKU2Tq6zI53KXiUqL1QDL1tjYUiXMDSun0kpc7PkSpRt+dkyGm95o+6Mq9unBxBIqB0F7BCJLISA4gq/FmmzdDNKEpY7afgk2kOhSR92TltkVlLjeC8qyM1aPvFUom25Y1xnap5fI9D46ITYsExFeU79MwjNRkL2neT85ueNy6TxfxRJysojbvCJ9SB9pqJ5krtBGzVWYihWvteWZinFCNYQUm1IoRiwSH6OvkJKWIRX1SML/LQN4n1KRQo5Vna1NWYD8xNxAan+DllQTNkfayXyhNocljCZkLzEd+4fVhLR+oibOfwPZ/12IshilqMrgZM6Clrw7VroJeTk3ssOnoo0htz7PXHd7/GRhytJdwJqLNdY4xT61i7K3NlriJHQifmhEt9/YCWyprF3OVsTx/+hyRWx3WwL/HE04WkSdG81sXTjWfXOMcVbxu7J/tZg4Qi6o4+Dj57a1uxuERy8PRjlgYqh70wN1ztHddkZTb8VKfu9Pg39bKQBZtxlSsu5GaohhAlevgkqB4guhVdc8DI2MlM4MmPY12YfsSEg5St07FjyA6bcHP+SlhmAT8VKKUsR3udFuDaJTM7yur0ieLEgAirtBVbEVS3FUiJo3dE+XnhKozEfuorelkY72c9xCuzb6PXSPmqJoL1NyXiyut5p8YZ0rGlKFl5f58kY0E8QmIdtneQ5zRMbFGHb2Az1tKjvSN2mJ0Hb4VrUo59abPxkDgMYu60XV2ZO2/xPWSFVd6i+CpXBJ3e0Dr8+uuTOgq5oav5Evluwj0AT5+5Y+VFERxDsJeI1+yoJyRwgJsNAlU+sDeQQXxQhEHvKh51gEuCfROHQtxcjPAmBlv8l4uZW3NtzDKoYKPkLd1xXH/deQHWVeX7WbaXLLfE/PBvNyE6uX8y8Lp9btPd9tAhqMRFD9CXNNUviXR0PFsaLtSUGCIre6tY4u+UGAtKrLD0m0WypoOnbCqf847bc3/zBlpY3k6OFIT/7imczRhUtJo4qRFckYM4UTxeGvEuwxQmiGcJMOooAmQVAQYMMCZAsgXQiUIcxYU3bhz3iyIoA7y5dAWs/4Oe5ogf+WYjnKMkMDrz0tHCoQshICYIY2GimMqnPbpzd2hHLwWax7xL1TEfeUruZnSzQVBFNS9Zzr+NE5Z2GGdDMqNV+G0VWsvZ1OqhfCd7S9X5z7pdhbhTgWoHWK8J8mTrNElRfjVCzGGNnx+7KYoCDeIbYqW/YqJmMBhVSbsSL64wknsVC0dU1fVE1Zg3/I29pgC5FsE4EAHNF0HvHIHqI6vBSrnVEuzp+HE7P4b9AXImAmHlPv/9XtFtNYWpiKO14kR/jIdfNecoypRVSWnPu+7jItG4Fw2iVhNkrxftqp4KGUVw+7GoqrVyun3IOZ1iVXqnIJMXRov1G2NYHHx+rJ0iDpIFJ0/Iy4KX9Xbqn7zllhEpHvbUWWefuKe/yu2SVl3jpc5wGunrT3N/fanMwpQWnUBTEs07LtZwbTFgYFs0vZdD1sX9u2XI4TAl52TTiUjDjAj9D2hSxdC7I3cCU2byw33UJK8NOVpejBTQRVZ2ZO/ZpKcETkl6XkerZIzUTm+TN6KcgIYNInF1UUpb4pTAuk3n6RbVV5D13ElFdNGVHw6lKPcr1U1JCX7LCy+R/DrCECLL1mE5V1o/zUfQ6BIHCuF7dsnZg3Z/8uvkRX0mYKmccPuK3MsqPRlQ9TXzRrAUZ579+BRZOHIaLhd4o9t3v5hiW+owoKSbzk2Z5vmiSr04yFPGgbkruyT6kqJgb47Apopw4A0I+wVwdEawkin2am9m6vjWSqZMAjKVyWos80cVOOVJBWOowkwwJ5XEfqsMytr6BcyI8MoNkb4kCqe5YO0X8YQvhEnidNdmB6W4VkbkUU9PksQ0t32TQhevP+T4vPxhqiwmCKG7yaJx0/r8Ji6qkzxKFAgHDJKV8pJK/jE8tVmlSkcEcsMOCptWbNqP+/GJjGjEHRs8NLk+wwnenshIyjYjvtRmT4Ktbqh8H9o/P6DUE6wjCfBYt1nFIT6VCKCdQ/YvAiY1Ijw6o3IYsLKPEZhRqkz/TUzaVl4oyw5pymIf6ZmNzGwnl/anIsAvAljotLV+VO7/fciJIL0OUd0m6CuFX+v3R5twjdNgyydp70NZrV1zrngi7U6X/MglFWjiDqGRlec2lhOBUDnFsZCQIayrI4nTLo6i8aa3qOas55d0z1dEiKrpGNWGPFtBd/u2M6SrHSaCISclOWTuPgkn68iM519SRzue60vEsQSXH1b3XTtuwDEEQ3RMW8Y5e2WaZr3XIGUEqAgxwhahOBRxxxjR3QiAYkLuJ+/DyS9zZxRZNeb7YR0UwpzcVwiyxb4iko2RiJCcjeFoRpxLL3dwXW8HYBNA9A/wlGWoLTljfNAannqRnpJKLu2ohZ0TomJLuud3fRVlQv2JR1iXT4+yJgL0NAXp5NF61bdfE8ZOnY/FkR1ky3ndLW29bg95eN1ZbWXS7MqP76XkyjOiqWXKhQfmtazjfElRLO2F6D2KGettOg57lOt5Ps3N9Ho2/5sk+yKgw7er4sbLss6RBSUFsOQIIf07oi5wBmT8jGBHx7w9IXMw6eMa2INMZGWkH0P1BGBCEjJfcOMnN1LjVGlJ9hJRW2bR5U6W+VnvVmzE5MKVh7EnU1wvl6D58w2ziMnx5OEseCmVV7O3Dq/1+zFreh7kQVXcO94bM3PQLwOkbQhF6ifL/6GzK7djfbnpsq3pTyCtKkfzdc+JPQxZgxdxW5z0eMn0QmtcQ/62Pq6jKSipYVuf6aMgLVoXh5Fy7H9VhWtZ3ZstrrHAmutExi8sevLOOs/xLSBm8MUeozpwDom5EPP2JSKgNYPcFmHYflahb5s5vIuFSdW8g5b+rnTGSqayQmtec3bN4e406Nb2o/RYwlT2FEJq3Ddq2q64LX0mGRPK3pR2nhFiXyDtydkcsXEZF1ZG+ByiKJNI0BueFliVFONgSpYMNKpBiaD+ajW0DQtc/+sPpd91y2iWmPFbF9csoqF9d/avv+HKq1H0yv0yjTljzzAPc2rmKB896lA+F3DXtH4PvOC8n0c/1LElpTdhUwYNfWMZJ4iEE4JmScgpbyfm9Kgbc2RrD0mLECEnEjGFGgH9LowJJ5+LeRaqud/nJmH/RHFLP6ISIm/6SkqO0eQQDffRdtP6MHhOxlPwkyaKl3K8+7djBlDISydAv30sBRSijhmzLqscU/ROk24kUwNmhWyRBJGwRLEdSSdCZyBX09hX3BQ9KeXjU/XEUc/I0J+zTkpSMhc7Ij8bvq+1fqtvonH7PeeHK8KqKLlnat23r5fnxNvQlYVzZ1FdfM57qpRprNskkWptnyZhwG0cp6IJ8aw9xxDWFgLEZY3h6BjBsh+h7AigY4PA+ykGHHTPyCbs+7qfOQUSo18gb1kVbHtus1xbCDWhaKZNodn5DGJhnvshieIRRXLI+Ii+5G1Rg2G/UMhd3tENdMq/TtvEXb6dCO0CmWqNaDNJZfPpWLthODg2/R9c/byeTfeWiZmznilnnd8r6I+Nt5CW2e8WDo1jMRJIracz40TgqFoGpb8qnC6rbfU1qvLQHkonmbLH6bYYhOeZYEcYJ+CCOAlzNLM1TJFKJoVwrDTPA2D3EUKIX40BkjyCKH8CTBTgpy2KgKqlIp56b/pSgMt8pr4WhSt7UJeXJpKEZPURicaaQq/nVLKw5BEkbiIZJxhNhDibJn/bE0iipFSM8Js1Tfy/Voa3FvSqg8Ju9wclHUbC8HdJSLrOVvmvqoXx7SPce4bYOcf4ozJNcwzDd5PmrDzrmQUxAVqbSq5XN+nSPJ873S3V//oPfWu6aP6n6+aoOWEoERpKIsBlEQMJtEgXBpHAWwhjQG4XRfGxCxPAuDsOQ7xNnwfIlxoj5CNC0CZEWSy2oLvXnhFFRREkAiUWQmdr7iURnVR1EBs1iimFmKL3W6ySwdrdeSpWdQ/ew+T3MzkFEg9d/6Jub7ZKm9W9lAS0fK3t4iaGLjUFucHBfRl73tXH95ivkceCVrnHeZYQaxLlU/Kx5ShXKdvZLM0sWl40a7XupXKs1qk0ys6V2zpfsta2PE/8mo06qnloVETyk+nVAF5cO5ybZ7QYhOUSHU/mcViUMJPNwnmoRhCF0uhrG4eQvBRHcNwTRLeF8vZHhivBNMhtMlZOuBDRUWixT50OFa/z69WpKk6tEzOkiiIZ7MrC05azXBO6aIeci9fqvG0RoK/8dZdvY9Uxif15PqbDS/O8TkE6Qj7kMMzZIr8Zb037J5CfnCjcw6S8F6hmztPexT9AQ+4m9tFCJNocpzFnubPTBHWbwo8ixrraT9tuFi8TBUX2UC9FgFXApw5oQ4V0XggalZ5nzeC9j+HrPcq+gVZXzoFvOMgvG/G5KUwJHsPfmObEzyksZPLi2yLrFDeJXJxJY1K6ZFJCiF5wlmud6kMxknBwUllULJaV//jFCBcKEv7UGiCS+G22636r3L7Y1oE331jiOMRcgDwkeI6+mr0rcFTL4ScnDvug8KMbWcqIoqyEJTB62QX9NpTFaNy0WbVdHJ3FQ3qSdHpIih2RlEzeWt0J/SGdnqRQsQnSyMUchdm0dorHfebjx/JLpXXTypzXz5iERNBSI5/8iGMMjr3oUlbsKvURXuRiZ/JKTrL/41L+ax0SxCfyEhviWUlNBYHH4SYkVHRP8K/1mfF9mMN7+ZTkfTMdcz0n70xRavne9KmqF7o85MP1WSLMdvruj6WiH60PW105/8SbwPRgkAe41iVu/7j5z0PcmqZmmoPEoGHB/L2b4qir0EIIs0qrd4refayjjJnkloW/zkagufGriFMxRp7WIV0FGhnn9iXtomlTnXSfKwL0UhhkgT7cXNBiMMgC3I5drz+b9xh4PJ4pRbks3dTzVDPeBYsZ94TST6I+8ihTULX63qxPGP6P2drmsCIx/iufWoskinyy34yvw60mtYcUjQhT4frnVaRiWWatL3K5gNZOM9yvrD4BjFQ9iQGM7LtVCk5KgIIeD2EbbBMjvl+feSQR1m0747mS5GJ2BbBKxicEObhllNC/Lq16usmbz3zfhrQhLEOjn3W6jhPq670I0/p+rhi0upVIBW1yLUjDxJGc8Xh+K9UEWWKqkVuvN2suqCNs0Qr0lTocqnyaRAtaa5c71yKS7qv1OYvBCTMvLGO/CFUEXlrpR+jzN5802IiSuSam5eK+Y7pJdqZflccopnLvmoOUYRYoLJb5ZHCYTXRk05RBCpWVorW06+5DLNhE+ZDBqSSFyKQYJ0Ltdee5w/7K5UZASuqjuPirkizEiyO9/ikQ/Yi7NXLcoFbqbC5RSHuFHYMJ2mMJ03FSjkvq4X+oLer0r/Qv1MMcQCtTCV5K2yQjb9vOvI49xPMmqWBQk0U5PQ8jcIl0k6VtGr8xCddzJuKROub9jNWsn8zdvWUT5qJ+i1lS1p3J4jlDsWOpYuk/BR2y48XOYSTtrj7WxJ5BRrsPZE+rIcSrhiL5S9caWqjFWoimOkJAS6nlOyNS1ze3tgrDFCQDt1io734j3PP0zw9oRUrG75Ja6vt1eLVIZ8jqwG93+XnpYkTKIey25RCZNJvqL/haGg1EwsHJIC3xdxpzW+l+g2xlnoqJKvt/bN9Y4O+te64sme1ExAl9ilSX7RTtpqJGp0PUBTvwEC5wGVSO98vHy6gVsIySoJJmuErHahMLePFBsUvu5NRBVbtic3kMYjBNlGzgpCKL1qolMcv6hV3NUHpwrJs7S9rMMJ4MlddQaaQ0i2jltjXiThL8z5+O9lHjVHKkzEjZ4EBFkCxbWq4IIHIusNaaogo5zm69JJi19v+g+Bd+JVZ0JT03lyOMcak+aiccoqW48nk8gxZv+pKPIEQO51TQ98tClzMrHtCMc5km2fqHMUk0pg5EnfaJG396Wh4lNOKBFnzNEDitV6zWXCHHGHtNE0ULKhb3qGFEFJaa0G0izkuS9NNrWINWKtelUo5CO+sSPlVxhw3iQu+txUXIgf6bFQM3DSOeyYxBGRODT9LQ3q6RLq/KIOERIm6K0xK4U8TQnpIQmV0u+jrEWZf0iaVCax+xhO9667F1QuiG7j1VCMzdKOBXr1aGIWVC4x3BLqJKNHISs9K00u0eoyEw9yt25iHGNbuGPb08eK4Ju1Iu/NVY6nuM+cWky1KcUrV6uQ9DuZqrTvaZR3KQ+OQaxNWzpGk3kZDtFSPnDGFEiV6IFLLIpv1goySYTSEL/wuIIW6u/hRHTyoQcy/00TsqNVpPKRPp4tx+xRCoNC4MwLTkWATCgqDcDcn0A0DJ5fr95fJbDUn2Smen6UUhaeDt/cHDJJjeRHv+TWy6hN/36dxGezNWfMX0sI9CtzI6hKBCt+jvmsnicMOtNlChIIwti7GXW3UUlQixIDMWLPqWwkUhcxHxvbXVxcBjErL6ERh5jjOPsrovrDqEXBPiY0+I7eSbp6Am5ShKhcVLhLIQBTlINLQGKJHTbC2Q5ThteeteTgGcCrCDhE52G4TTpOvbWSA8RTM0jNGcqrJ8KFY97TeU1enzqAvKb/1y8FGrBQpCEl/5IuOI9pZy7Lwl4jT33TnHsJFXHweArsbHglqOkXTDxpFw/yG9hYEl58TML57Kvo8XNRQqlmneiPwqKD11ze53WI44geG7qSQcZShkvDY30+/ShgY+H2aDWVlICDrjT39MzMToKqJVKWjJJL5RMg+RUsXuBf3shKge7LracP4tKZyyRMJMUiz0kLFXLzVWpgMClTBwwwiiR9hcfEN1a+MZh+SbYyLTJhMaWczvYxUFYQgN/HaZIodhUaW4mmoNlt1Vc/PCkghJ3szCgcZhVoGZBqm/SkE3tIG41f2vBVYvfURF4TjROxKYCJ7A2K2hx5HumjPFsQWlFx1vCIi1OiNHTzrbaM6PlYPnTP8WIfoYiBSZ+vnvLMF7zqJVygOJhJLhrkrGsFEYS1gtgu+MalnGSSIYS2mc47Xcz0TXTJLkGny7xCIaXrZjBElEi9138CaWf1pfkwJ+uFB7L3ZAvKjxqrzcmDdEK2vfz0G2sZxSYnnS3TScfc5xqsdFbSaYEQWPNvRpyzHVjBmH+Ck6Z5tq2infDNW4FzjE1pDzmFP5jHOYkikVBBp801HYS1TXGzUk6ugjucgzaU7M2V/h9T45WsU8iToHAj+snMYis66isTiyPizKU4wGmoQI4YOXDBLYq86GIuwkYo0igCBvR609IHtMfMZ8hCPrdSuAmVHMMKtmSHpyWAYbmsyDL43QvPaG+BQGjriTVJ2P8Yu+1LG2NsJElhDgoJ5hJRmbvJ2wsLdSWZgn62sUoj6zKfJjPo52FmHsMCbJKtzS8SikmNk7taD85tOdc1v/1dkoIyAzTIVqQTLn/5gQuX/rSsIUJb3+I+E0RS1M+USbE22yAlkvvkRFRP9tVDxvJyvR4jltt0eRsv5fMtdOXZ7sS1sCJNHI0Trh/MNLBLGlp4gObiuyFTLqjSGPl3hhJ8euNEy6IseTvgVLrSWMOhh4jgItuSuKnoROAEJ6PdOHuvkBPDtvfPEjw7pFcbDcq9nHBjKqK9xDX8ppY7T46MdhQgcRhTnuIIdslbEMcKoE3TMPE7GJcdMXM4T92yc+zZtrxBBnmJo2EddheYsNi6MaqpWJhfJFM5poBHrGia1jUTItMDEvWicWy3+Hm0q8stwi6l44YKOJcqZ3WSBZY79PtxMUcn0ffQ3ErjDa3R8wz2zWb6OY+w49Z9NxH9cNqqlyONqFR2dILpRm2lFWOVtB0crUbMx3NwnPFCYMqaFXK3oeoCkgQohMo2KpdHeMFamTcUryLYUvQjTf2Wfc60TpQ15NtJ0a9xSVq+0C1nw+TKCQw8KbdaCIEMtp1mzNl4DhlKpFvYauiDiKC9bpgLdqhh+izUdWHj28vl+1O6CUG3U4StiXaXM07yevQMWMUq2sXdD5ZGg894JKZtWWux0fYjCkBMmYXfERZ8fwjivazzRcKbUY0KefubCCkjRxcLLxd8gz2tpiuaEzzXRjA7GflVEllOPoRT75Y33XKkuXJS/iymt01r5mK6vQNvgIAIh4uKtkxayAlsIOpVIqOdrk05bTFpDZBxVspVNYUQ/JgJlPIb+o6Vd4nPdkkgwcQ5cT5nIc5Xo/5Mrf+yL34JFMBs3ZGX0RCdG+SIsQ8S0kyCHA3i89Xw4LtJKZ/mBJ1Iv6L/Kx+6HQ73ZaxvvQm45NycvKIfkjtDe+h9CeIRO5xER3ZBXuLILjKMKul/yl6Nkxn/DUVbWQyx7dPDFBM3htSuToPLw+jzQsdqRHIjoXprXRzsQdCQGzodBwYy6BQeDiZjqgk5844fbdVF22jIUE1FlWMZA2vmTqtoO9qWI128w4jwMiqlmZUCCD6gq/r0ZhqnSoqsM8UQRzLewXeVWtMdCBimSRq0pQt8tb4Tu9Jn5XWhGfu3h/QioiZnafBNTmNSKRDlBxXid5WpwYY1JCzGMDiTBiTNjTAka6CVvjN4wMVQYv6lcPCw4bJZyOQKO304sU1jrY/I4wkjcHJ8yESvXye4Hk8Xg9GiX7xXXkrky9dSaSacA2mn74WtZXRnvSGjEtVDiQd+yvB0ogKE6R3whb8KGGwPjv6YdZZVu8q976QlBqLb6C+Xu46Fn3AqTjRBoARZaNIzPH7xP7Nh1uTiUbaXUQR4WbOQVnKR/WQdf/FTqq68wqno6f5GPkita+1myH2QEq1IMImrSI4WUk4dRNsKg+siNIB3lwsxc/2FjqqG7SCjOe/XzXiiRVSfHPPkBjuuIGk2PRR5D5+zbfmToLCLzkXUuH4Frt4sQlMSg6V1G6DdGjHC9fl8WTGx/hJASuUojJjEgvBFQC6b8ZT7FTKkZSKNNSvMen5nJpq8+QvKboH+OR1ZsCKCVNhakqpijJQJCJ2hDYonSClsWGRYxMANf6YICbIXlJAq4PTo8k/nPqaSMJo4z7p6wc/AWjR9IsQExzddJBTlwJA2rkpImQbYlXozaVugEzecB9w4BKDvXt70Hn8sckpE3A8qpjFd57EVX6tLupvX9Qbq9iYj48fRJoaxDnvESCJMznX1SIUiJdNVPFooC9WzfGM5rT/hfxFo58bIyl0ST4NbBIJ2QIbfqkj9sZosflFcbPhX2rMc2EPB0VRmc3Wg0jhOZ8NWDIA0wRebeQsE02iKm/vHJQYM3SRxK6LxHJTRsUiHQXxugqsXPjoTw1yjIZEGy2ZQrlhs4V+Mc348Yt0IDWbyUTzq0aORt0/GSoFBo5fErn/DTKJgE5dsvBsv8Z4liFRcLLTKzVRdFlQ9ZbRIZVLwug8qVQety80vwrPUsIEcPj64XFZ2v8/DP2LKHcC7Fop2FdmaFmRb3o28gM1MuYbIf06hiJaotVEyM5fSt6BlmO6Bw7rWj6jbmaDLPOG4rAizTyWcI2aVChNwYuo240byvzwQqpcRlOqpPmZa/pkceMSYsgJdS/v8tvGnU2i64JncoGQkBQx2xXl4OJa7qbfZ3ECGVKKVdwptZsoXKSw27XCNLeM2TGbyIvIHb4dNmJQ1EZjRqQBE4++UwMjMsE9U1HPO16U3FY3RretoQI1+hLTks6JH6uCmS9MjjDGTICqBtKM7PPvyJlX9FyICjw2dObS/8Rxpt/JzcBqiDpk6+WHnm4zAlihlecIXVRnDnfy7t3vvMMhUKSu60yN2m9i6XsimsIyRpzcSoeHsxMUW99RnCrx4nYuyNcwaelkmAmYw4FpNcNwi4VLwo5EkVSxFQKWOKXMPvHYjrSjcYPwegRUPejMrUUOz06uY9Vg9AaoQgTkVKQSF8svLghjPElKseIdCzAnEtOAuzW96hWlWbsn/9U1HWqbsRIFnFrMKXLQqd3nzzUlCXh0jJuqJtINgKFUzb4j+0JV7m50BE9cG0tVU6LoVodvZTHbFJslaSErqbTpAqMFgEe10dvTYl65af7Ct25qiVTeLAObMeWKJ+ico1FAwXNt9pAQtIT4sGzJXLsU7opoCVUSJK3Sl0g1NiqbdBbD6F9SjoiaEuZq5Mu2/V4+a3IgwmjoKV6cUy5vo9uPATchLJHgpDMZYfSVcCZGQLeyV0KQ3R1BFLCGWV/NcgKK65f+jtRzBB0EXY5TjG5vRb3FmIMcnCjr4jDrqM/2CN8YUC1r8XophTSToaoKOYoYpRllgXeZlXhg0DYlAS3RROFcfhMve5of20mmw38GMHCZmZjip31UrF+ScshU1umKJowE1p2uZB3Key0F3I7p5QKUSDevX3F3iHAk6qnYJ9k2BCcqbVyWN07RGCYiLn71OQ0yEd2ZH4IIwDZlPI78aCMUoDSYx14/dEY4LLrvoI/DleX3Tp6uzhV4h0/SkvmajihJJEGuMqyrHaCbnIqw5lwnSkKbYpC1M/Sin1adBURu1WT17F8WR9ydVm1+WSk+xCOCClvOImlZL9zBfhnPpHOFqDEniXeTqJ7P9VPgjYnUQKUcTQnPQsX2uuvwNYIcHEJNoRT0zKnKLFI7p2tphmnJETaLHpE7GTPW6nOFa9REmkbBFhtTJhv19fhahbn8C9Ej876l1o6otZ1TfPwepNizjOvrC/+Wu18hhvghk9ERZc6MDt6iQGdF2bx1r3R4QWdGSGx5mPsTA2SURhxzYiHmfXWPlIFiMk604U0ZkTUa+cO0L4GkFgehmQtIY8zbBnkNcWwvVGokLyQk55LdcgFs8iIJIjnT4vFSu9ubHpIrDWG2g1x00t5Ys5dc38iDHoLJEpcRU6Yhp8YmJAE0EAp178KXlrKS0/PEGJ0Vg4CtQJnSYiLuX/02gRQhxDJnRnfXm9srN9xaK/Nagwm2jqJ8/uyzmsjLtM1i3erMINIGtImc1e707TtEsRROv0yYhIV01PHQ4xxdC4FC1GzEVDqhkV1WoowtwQI3j6h3gcYGGHWJtDDmCCDABSLz2TrxNUF2KX9DUBRFkRkZ5VlgpRMjbRJUFgGwTQtolOqtd/CZie9HHFqKqAZUKwU5uTittG+46SH6JnYfM3tNikP72/Lftdv+tRP3KRN8nSrfZhna6Yd6DWflSNEMsL8QeYdxHdTAIhUZZlkvh7jMKwjCU6P6UVWZV7Vt1K36KojhTJ70KDf//jFCBgnUAECAOIA8gERAUgByAIrAmkClbU5boz10DYNDsyNwFp2UM4oCQbZJownGlf46erVIPbgvbB3aB8Lzyr8BxNYwLfAI9a0B65qPhEF2ZnNnFq0cn9qNl7JqsJKwnNXlgn68PUUnV7WCD7UGqUaROztS8VYptcmuKcqRBk/2LPkK6bypAibXVR8dNKR2X2lA/v607vH38b8t2pgMPC6VfYwGCjkUqn5o1YQ+ISms/BANYYR0HQcieg9c6XWjxpzm8iDUUU1ckCSLFHLg3H0/jefToiOP5c89Z3x4EcThgRn7nm6QPyy7hBTvxRInNYEkF0Jp3XdUo4M3JYzlVfIpPKyURBqt2MAcRnHMK5xcLekXD7DcxHBBKpFCD6rKJO0Ca1zTv7SEfYMSU9HpURu8qyQCQ60fS4JYqm4yDQcxOD0TWe2hRkfggg4bHrSk+MbUzhPsFxlP/IAxiudx/ZuVJlnyWlKXRUMohFgz41rit3W7c6lNvX9emTxL98sCCRc1JwFrrWkF9NW1/9wHoQnLbdJoprocRFpKvG05kfyNoji6K6nbUUGnDYXXWTVOk4uxywGImYFZ49+iBHMAnExyYKgjiIdBGPoSQuCiQq6FSPdXAY8zoeZuFF51HQFKyVyJd/ORJDqVBeVy5gnLjOrVPwumU8uYzcPjHzlc6RLj33bonW+ZJevVX3bzONIsTx+bIm5KVt14iE88qSZR/iSaPRbTIZkoyjNGBKkhSxZ6H3+T/hLP93SBpXjf4iJUSKk0pbwtt0VV41MIglthMjejNbJKkKUxunUegnyEJncBhVthwyKKXKcEc6CkzjZiEzdP/iItxu8WKlopjVDtdF+SIextG03kCnJBZ/xWr6VjozPe2G2V/UjZVj9nOKm6m9K9cP9Zzoo1RnQAqvxNGByoHlKNo7CP3X025vHHXLusz8drofLvCDmkmStA4/Opv8L5wriDSVjcdVd7XymvHlacC2po8HO2itIMxjIMgQomyGEN2wRXn3oLyWKBXQ11pd/NJ6fXTL7ewl1pQAkzarhTyq/CyIM1X61DfUb3zAlcMmKypRUZ0njDwXvlHzLCrbQLQ/WzM12uYavTvGiIpYRAxL6F6EmiUNs0O50wNqTeiTdO51eoXiifErUrEs2L42/AUqpmkPHZ2PSTUzRX1+orisXWVeLamihaSIYrIYxGP8hTaJozhIHYcRKUdUcZkiwjtCJhuSbWA2fDhohtSryzjsKAspcCC3MmQnaSPdGS1Ix92URgv6TbNwSoNPRW0aHbRMp8MW9l3w06UpvVZDk0N+/rBYkFUbQgImu1umpptFrFlh32eI9ZCbNe6HOSjBLPgNdc2pbu9CP3DRQh2ZDm+qnTtrIlbhfZfRtIHayN2OBEKYnVjw2Guuwu06+n+zytepGHc4jiEWJNNmzRUat6ia3knysnYlJb8762fz2J0p6kCVllCE2p/C4txzo4Z7Ox9dLZmd0hvJYAjtUzTmCLRQjtTg7yl0SV1XZi/voKmKgytI7SyCcwbWG6JrqyuZlSv3EF3WfvjCCDizFUKDeOsvcPtVMoQsbW8NjP1jLnOO9R3q/RWpXY4azCqrqgjsugg4VIWDStrr8iFpzOIlCYLJ3HwYhCBFCUDs6x5tUBMg+Ac5lPJEgxAsRjl2Zt5SX7uPRtH7ElGTyOeYvqgZTo5clpBFglabDd5QFf1ZGChijLv7POFK3KoPrnLGlPOanvkrq5OWxGwUUuJrwVCG0P/tU3/1Pmzd9iImteN1BFTBG7hO+PdP+k3tq/Nv43hyZKLifXdtbyVkoWx8v1HyEShpuegsqCp9Tm9Pq82upbPiyIYtHI4iIK4qhaCwCGDONEWIKkI0EMDZB6H+EFPOEuVYY6S9v1fcYqpYSeVyhdSta2MYkM/KMC2Phw0xa5us0/C4SSHNV+r1bw7n/lPTFWQOHo/WFOfUpPL2VTDiWGVeLChsfF5xjRXZ0w6f6zd0TDXh1yIx0XrCzEQN0/jxn2W0VdHw8KiUcV8t+yWtCbSHnozvubuqsFvZKm6T8JUwe9CTef9WiEmV96RkK5jOxjkKQJAEs6yjIMlivNUTpxltIud+9lOfsR47IagInOBUY92oVhpjGVuZ2f8t/ko3sMmXoksDTBKKlzlXoCi/6nV+7QOeOWm83hj5+msbop6UvfVMfHg69zo663pJZVICFiEFJac5fLCVmY+ttM2NUsjIzhIwy1RRi0Ji2bffqGIU/hMu4cJMHOkk/oWc5o2b1M9J3qFiNWVgbfK3Z9gzSxUCDpuesQqlgYT6y/asyIxCRyY4nB1fyQai++CKWRAMZ9PwwiMEgXw0hkEWBvhz2gaRSjWCZATgBEvEALEJzWFc01faIBgkvyBtOg4ekiEpdJg1lp08hfwGePDBW+XUVob/GuH0TfSR9C4cNAwLAmIoWb0xsBLtxRYzRlF4gL7Slt9nj3KpuiQ0i2yxkggrst8Xwq8+zExz0eCabIZQgqe4I4VX5gZAEk+JsAWwmJKPUEQSS7yWiqHEaHYU28kSS6VystqcLQ5u3fVzEnIOygb9+W1XG8REVuAsFlAfR2c0D2G9uXz2EwkkMRxFLIUQxDcBrgvxrhsLLkSLMvAbZi+4VyORBe6nfidMgdRYYYk14+k8p46OqdKNsLGoXQmBAk2gXg5y59jg8wrUb68jpyoPqUsyqek1qiTTbStZ1Nm0lrjTpvGPZFttx6Wmy1UrmRXOtZT32Vy3zora2cl97z/kmlxfEMCSTp3A9n1/jqM1cxTHEQ1cmIm8yx6jSM/qNUK5hk5qqmx7dm/mg8rWkReRglKfy5seWpOq0RnJdWzG6L7aSyw6NBcN78TicXzocDoJw2jcDlBgnqDKMCOLkqKUOsWpZDQU3CyUDt5lRFkQ1PMv652MJPcFDPwKCWOQwLBQAEsKIqBYHURT8RAYwFOtibuvA2802W9/BKemtRvTSopbOZGsO6+KASEU7zvzKUaxSnYWkjsvyBtqYu7C12/TtSZ/xz+bTUYv38LL/vNmUXSC3QhBTUikovarknQk1/StxRKth44vdW1x509eydjbYKJFbUNu7Je9M3YpdJG3PRQWFye1thdG95IrmSSSTiCWiCYyuSyedxdFwswab9M4P6vbdVfBDiDJoLTe72uoUHCkdZLqkuW/JdT2U2kwZCqW3XIkBYDPYNoRAQjOd0KMDWC2RGqRXynEWZyhruFBWNb7oSiohbqvj0vpZiOnk59tmNDtxY9FPW93KWaY2yW09VSl1/7e/BpSypoUL2GNPIj82s7nkIr2xlaDPMpPULH3/2jzTHxxJD7hXakbX9i5YrSmpyRHb9dFMQa684YKd9S4Xsyg/hwSURyamhqbnUgtCo8lN9diEUyS6FQklISHMK8VqgCmVhEqFJL887oJxsJ15/8vBrBnUlnWoGdRjMyoPzvfBISHLvXxLsEU2AsZQ1os45iWlETi8vLz5guVDPXyVVdQUrGiNGmapGuTyzSOMezMX0uR4ik3PM3p8HlnTa1NHxtkdtqskW2WI1ZXnWUWv8M3kNKGlKbmxbj+X6evfsxGs1r2Jzlds5dq+rWWjjNsX1sTa0pJebjtwUe+yrGk9vHTC37B6ZEC1uSPH5YbFjQhEBkITs5KBcaHJ8Eo9cgphj9A8DUzluo9hnUAFwfBlHXbZ7l4KEokrtlDfhyaGl/jMn5KqWVeglIRcDwpAlCfopCPgICcGorgkhQV4tUFOJ8yclbYXWcy6Ge7xVTfuZj+I8tToe35fKTeEpXhCasTpQzyxlBcPb+oLyyloSAztJ5tPC0dzLrnFmkduAI5PgVXBAni6S8Eai6Mgjj7mVJM/dTLtuXMtckM+yGap1k+k1nZiYkCBVhYEJgbLluBqKRW1aNysxMSorMGp0MBEIz0xNSWNesbgkIpHjIYz1gbjocRDoQG9GD5YEdhUrGJ06KPNYU48MoB6I4OGjrYEoOd+mPmgRhnnNjAUIxXIiqpTQEd58SN8igpEOQuQMdbCklnJNGpCpTq9GW57v83PjSuZ88nDRjUdsmRGnoM1Krhx1DZMC7pZnMRXocHMFGk7Jcty1C+jpXrHT79WO1PpSc67t/Vo12JB7w1xqWlt2Tq9qRazw0b0nStEO1w4EhAk1ejp0QmBcucCMVsnxEaNSE7ICRm9j2RBCbnvksGM+iwCAtl316J9U8CwoZkNSDE6aX90LyIJsRW9eCMnJgsCkO5dTNo+cjvSsr+bEI/H2CucqTjNIOKHJVmKexBrz5KU7tk5CmVMt2ZlNTpQfevpLRdEFLHFbBCJcp1chjEEoBC7h7RpAmoQmVDGJdSmsaLwQcuogpw3JIW1MuWDaKDYMowiwuOMnpPbW8CZIRUprzFpg7tk7nY5CNqTcixEiEgnJ87sMWhWfMdBiaFgnZarXPUHadqhJruhDFsOKsqGFHCU3HlvKCAupSg+H4D8uNvmR0amK+ZwkQE4U2Q8tUzM394qYyP0LN0cdpS/Cl9hhpYn5dbDdKVUDOA4EJ31gSqImtLW89TIizLqXlSosGz1gr7OPQvw7FMgorklGNfISWcz12MvZfgpbNX3pux12kiSe80FvaouCklrZkrXbUdPqqtNiZzPiSY3hAiLeh4Odhwa3rOiUPBYE7Y6wTGToT0j6BssThSFgRXibZytHnWAib0mTQzPN+STyvJT+3q7KXuq0ikXwodbXpjl+oiTcnEXySiDJRJ5FhI1PXUlGF4yKsfBb+xPhFp/E+A1PK6fDPYfrBhiOm+NoeXs1lnyeVxz/pZWFcn6ggtXf4lwqeNlK26X0rjtMThvowSGmfoQHKKEJxbDTMLWGO8nkhZ9ZbKbKJETt3gcH/0FFl68RcT9o5ZFz7qy1QYpoUJdxG8XrGYTVzMJAtr8VOZAqlMfdZ7ELTkVgO9DKmE4sRVrxQ480ou9l/ybRkAr7b0NdFEA81KZ3vKL4U6qfL36IgBA9VAcL8ag6XsjBKvTqwe+Yhn2uvSxVMrsdqM7M/l4rOEwklZGWPI4w0wBJHuEGEV8gQoBCegMkgIhSimJ1NY5yrwVjhlYB6TRTWg0nXKty/d9yQl/p4bEECmFdRI11K3HEk3+0QBcliPybE6G50h1glHqrX04Aj0kaSZikg00tULFabw/xEf6GJ16ddTvc68iqNGgXCX/2fhWdOy0nT8onnb9DkEePkTLe3LiZ+O9ohK5UpIdKag1qkTe78VdPbjMok9Ehl+cko3T6Wpvsjvv+2PQWnsJOTYguiUJj4wW00tVeKKnRzDCEH/SqLOq7XIvekS3c56V98JLC0kycfYbd+ljleW+sVtDYYNqUmwenJ9hVNzyNyxMogtqTYGlkOcGOzxDillolxU0khyib8ZVnrtyXa+60jXJLBcVXOLZJ/8lHUhHVU0ciUs9hKaRqLTVcUiO21VUQsnhnc2Zq0OOgVDaHIFYMmyCSx6mI13Y9iklq16jCgmWhzdL8scv5Cp4JidqGmXFIQluUCeIj8sRDK91OOwastGz1fGwdwriOoF2Dplq0sKzbJOriJr0kjdwjrdfPWFpGqamQX6QELLBACWt12Zp+obu7iKPvWbpnCFlu4e+TOaz5EkX7VNU1SECZPUKzdLNUHcEJzypKql1WQ2UeQhuiJMW+er8o83KErqkk8eUyywybXyCWRlRH/RDJqVs0Wh42WdtUozOYmuwm5VpkY08W5ds0zNqgnvuYMvRmS5Zkmr1IIoPh4EbtcxOsOKphFAx4z0Q7PzOEa3UiJFhtTIP2uUTw7yhDhKXcp7b4DcNyIxCZy/x1rpbtiv+ScwGT26OXx6a46w0oTLvrriPcaMQq99+yevGUNOlNTKuq3tOo56XU/FKq9Dxvhsbw9ZxCxkeYWOeK6FVIFky8h3C9osIbDXJ0qZ3Dq2OduMwZhM2IfwiTMWUimo+ot+k5guLm7ffYEohDlXYtuUU/x/Bpd8lfOYEcB44lKXvJdEHsOyY5zXjH6XHM6Zl6E/BF0SgkPnosu//+MUIGSAS//4V7daGuHoVJlHbxY7URaJF+TRGhdaKmV926+tsE6VnESTlLI42tCo/nNk9jYRK3PQMMSw204594JJFmOfxWy1tapQiysM5EwKb41sZpKFDCZZ6OwoyP9U1chqKtvBL3O+UFJsuBW+kFw+LCSquoBriGq0TC0nxxrTp6WMXsngLwaIKQoRufAoY1lihFhBEBU5jX9CNeXmmEi7wszc4/+pYaA0XEwzOwWo90RM135YiPLTcWiJNYIHGFCnCcRDhk3XvQ2j6MFfLxMFsEGK5L+JRsguxzO95DfJQs3cdz/lUN4nwb5YpEznocIjDF2dTXSEgkSu8cOXJZ95t10lQh3M059pvxAsxK6pRKdbrAjziCdFYMFYKK2rOVQTS1B9CBS5kO0TBGq2dd8mkJEOIcImgi2MSe1cMWD7CHUSgYZuaiVNqkiGIml2K10Vsz8FKVhxmQE+FABxgTAV4ZxMv/+5/XsSJDCmJEqmIIc6lqlK1aGfQ1jpNISrV1Fr2Gppo1WGX4qRpvzV5Jc/JnVJ8vswPJDlvU/QrRnFW2BcrrbEhyt/4ECeQbYhojY66zrgKDruFLDx2kqLQ4Fb7Vn04QIeknIRbRz0i1ampRiXvkzUS+ySwg3UvEDyMBTk2ZwizghK5qSCo1ybVU7iuxQzSUHTFsG9rdbsprtaR0WtTIvNNFfStbmbs0FzsqZQEqrE7DLOeMeXj98pE6IBfsKjJs+huichGO0HIQrYWZRLtuYCTwBGv4XZWacejdzcIsQw1dBHxFSL7N4vC38WdIPlw61ZhaI9afvSgbZb/ayPdVe3XyHizs+jtENnCYO1/RLReCb9UVskNcrFMN3TRAxRmIHSKaz7YA/9Inn7UI73aTtFIOksN2L2pFoF2dRlmMPUIwF6LxPtMK4qVGejpwv7lqEAqY7iX5Cm8gSYK0qmqIAKMuJmI8N8iiFMgIMiED3BohvBQhvBcjeU8T2oC+3YGuLx2X+O8gjZGMtxICL5D1WxAl8w2M4VH28UXDeCnS0K9MNzP9ufpqCnWC6T/7GxatXz3t29w4e1ioamY5nF+0lT2FcZpYJNRcLtJKw11U6blq75EK9IOX4uNDInFTSXVIiGUh2OkOe4y0BULH2x61iEXfEbjNdRJa98lrDNTT3vYtQgjxJ5XzOlxms++bxS7073bXBK+9+nJuWi/v6739TSWrvuJfpKu78XZqGKhkoTYRx/kplwi9nH2emS2muzFaijBEkV5QChIwoQxgWoIgIVLJQRZ6IuNJ7nOZ74kgZ7qZaVHA3WJpkyJQH2KZ1tSRcnP+zDtektCyduSxHryNkvg8RgOOgRsdOqNmTqaVusQb6U6etEWvoFqsjdUKi72w+sm/YS50Y5JVqnajR17YyzOTdVOejvUmDM80mgIH0kfuvk3/xNjl1r/YT+4Q5aI3Yq5bOu/xLS6T6j5UxBxJDas83JO3TeOlOFkauZBfSzKQVJiCXbkfyZTpfjL6CtGATc8lChPojfys7fhQojVWKgubb0e7EuZ7OrOgWJYH6W17oVlzCVXHrMleFu4lnO3LLFweovV9E+LqdddykcdZVfPC9oqOomSlqN2tLpUVjC/n/QU6PUHXzJZ33SEfNliUerWTXhVY72N/yUq0iq9EcrvVEX+N87CNcxai+PUonLmkEY6gf6KrcZ6PHKkb+Rrs6kqMdWI2Ns/rxjNj/XByvqlhpy/zonLzyKSPfucacoKOoTMNaM0SoFsjOOp3P4XDqajCHg02XARfSUSwxBVrypWi1MYC3OqoFnMx9iB/w+ivFUrKpddUrRx4DmNB/ODi5FAI7AvkL61MOTuziw4sARw1KrYQ9hvJ0YYwUAnjQilB9psD2hPGM9jQCz2Z0DlVWlwwq1SPGkQ5iI4lhLVeFNro+PX84DiODCuVib6ZSt6Tme6W3p/Dxv0IJ3aCrsNhNIU9BHQT/aQ/yoONqUWrpcaAnmR1XSZeUMZvKxl5vjOXm1B7bJz9TsoL5xwuBN/Jiu4DG1FdmksGNT1oK5WrCU1xA3hmG1O6oUi4LjPO/tbchi4f/DkTZmXF890lqjtanl+C67RSEwpZMYl5AjggIN0yTaxnVgkBfGgb7XIWw2HMFog7XBhO/+GnhIIZKYc4lCqGgdfZUaScYXiH8nyUiKn5cCmsKNpWKZ+EH05shtL2JPEAjikMe7kQdsuqJ1qVoFMyWJWmvteP/PxE25EnyIIpQFM+dU0nf7N25UdD+2QnwVS0IonZAmgeAVbWi/faAcCSQvpBSiO6ItTXYkJY1HcmXVizyCiC0MJ+I7QT+w2jscVaqaFOss/I289Iqd3Pjil0h/6OohM6dBUK2H+0FUtCWHQWROYVNK1oGw1qzmtI4iLLsKasS2Clry9oYgBJHoa1hrg4KqA8kS/E0IKDHQKsobo0WNAfTUY8BR+R65CXVRk8RhRGAa/zPbPFFYNaAOIXDGwSPuT0TiGuG9Qcc5WCSHrLULRrKwZSkJZYQ3xp/auRDGAJNbG9kiZeqmY5rz2QnF+dSUpIevw5wlmccRO+L40GOKgZlHB9lrSHu+uGEQA6nAuiIA6gIXdEQ2Im/n0xLN+CzYKe5hye+6YyoGO5JpqC7mUw15PREt+fZQthKqkv1fE8BrM5AuGZgrIZXysmbnILmXaKESuxUV3OrTDpMd1e8+D0Dg5eD06CFKr02ONqQq1gMXYpahIhaW2tELghWLkIbMxliEuQnaM/GcfA1AmkvibyHpUq6To5DB5WHci7g4JkS0JVQgVrr/Up3yNnIMalBUCsPkPBPEXBAFZFFl2YJSKu12LmZDa8jRssuQf29HtQZWLHq/EWPxEUwIgqU3TDOnl4rfFphspRlAVv5BI411S/1vwQTE7rIwKZpBjGtfCzFrvTmRPvbmPqbsl4xevELoyJ8aZoSSChe5dsuC/koVE03K922QZJ1/6FQZEishqIrD7s/hQJmTFrjgqIt2M6qk433QsVjziyuPumfLg4dJpVZKYs1mia6bqXdKV5IGSpYg6oSEJiTkdTRoyulxVe0qqUllnRGQ4xMuN8K07Bkh11uwtM3ImwqQ0XrDCVijywgUcRxDh5tDTUHgggsJEgLC0PSUDh0izQLCz3hgVHmMoWiH00wiCWpwxVIOBWOfdeNVImnSUVWS/kDC06/mk+bfld8bCDkaJyp6l4aroZ3ZSmLGrJSkQgVChTN2WkpHi/rCfnoOKXuvLLkmFuScurEEKIdklO2Bb6Qd5noHav8KatVtTLpFK1AjO96Co2WlvrKKIv6XSXtIZWlWftiI7mSkWJzfKpfVP6Q5SHTSKJohm4pK+ZidcpqfeJFrvF8x0EWpPZ1XaUpQ/MiJVP6SqcQTMGPJuiFbVRF410tyW7bOW+9Y2D6Pqr1MTElYrjZul0hVpW4hJYhf3yb6ou8qMIhS2J1lxRqrqJZs0mSIyIhnLM/VeURzEkVHQ1B9uVipSIxJhGclUcTTUoY1XIYyYhZ2nqXdIXNR6e91H1ul0L8qtMxRKNR7ksfi/TiN0461Wltz06lrLShmxqHojSEn6+qolcWqBNc9Jhke6VfqkIWQiMV/CSjuCTlMtlpghGoIhxyFxUMvtxEbBN6QRxyWi9oj5hrDBeFKY2qJt+kEz1spEEpcTAKSl7cNCMJrWfoo9Ea0hp8JOwYBYKiqKCdojvTEujDib+TnYx2gYMcKQa6J1SnCKUjHCLFI/2xthQnQtnsrTB1ZeAYXuqr62BmNOdENp3FYwgjoL0PE6xv2Y8UhgTFNRxSKQoMZ9k/QrObI1XmZKEQIFTrTJhh2BlCr8RiOZwjspxMqCrN0YkkKIRBbXEYgQiDO5ltS1SmKysr2BIdAwKIKZDBVvn7IpFFJ7HJ3WFJH60J8YufMRiyEqOYt9gNHFciKMXfChgXBMArNBCELxoOOykRgKRFFpSpghRBkUx1IrrYKCIVGx2PEKGMgcZKfZJWvav4alGMJajGu+zpedoTly9qoYS3aUpQxm/oYpfl4cRxYHgAHwAHgAZABwAVAogAiA8ES4wUBspiBsWRmKO5eiqktlXHPy3isOpI621CT7Ssd21vkVFL752KEFdSilwjwWA9GQCjacrEFoIFtKM3gpMGuh0aysOqUauQJDlMok46hNiQoLjqBkJV/NaTyORhcEw7qlDGg5O8DXYLKV5H0ZJRr3pSQQXRPC00IJr98QV7yQQKbveS1EXoSIRFTvHrd7idaJuqMLsbDQNTFxSBGW0+VcNKr8Rm/KwyBMVRCnbY/x43SYksIJPzI5XBEZAY8yBYvQgmK/BMyZxdZSatHN1zqhN/8RXTuhiudIo6yt0Ud/vgOdgYZWIRmHkCExxBRCWSLcsN0JjlpMKyKKpEZ6QqFX/C58Rt46GKq8r82RyEO7IMV9C3JE9KEhSU6uaFVEGDEhkN19i6TMU3hiFjkatMx4InViZBG+KlaRFtEClCkpRiiNRIRqClYg3hMygSYZ6RyKLHzNtiYXjGDoihCQJO0d/CTCWSFI6qgKqSHCelQGeuo9uKOrTMzW240AeGj/+MUIGilK//r/+//7//n//P/5tS32wAcPnH9QTQpKQYFVmR8IYO1DMQqBFVDAoIiKMhBuzICA4QjhmMOIpBW2iwG9NlMTGcRYdTcw5jvOOTVSIQIdMl05K3EmhGR9GP1WHBByAYeCVFZ56nIscT4THhCmsHT43TZwiiVUjTVFIcjEvU1t4ZluxFGw4RLKEiiFyQqDYysjRUgzmKEpInGN0FUwVjGD4iGU0h5D62OXa3cXxKlUqKk5JCrhk1DluT0MtVOxKEkWWVK1NECZ5kIuinoG97v+01SHNMiL7o6fViVdKuxqqyExUpi7Zap6UJSFNiyagioWD5qpSdiYo4jDBaKRpYS+tDOCByHBAYdRQ2TOYUjjILiiQvIKZIc0iqimVj6MioNdwk4m6Mz2qJik5hSQNMBD6GgoKRD+ZxqFViWIXldaUU3lbOsKmZnGlWYCQcFgoXJgSAFAB4BAeMW8DgNA4CSmCQ4NFDSqRTVeRFOi9MJYxDWNDC+expD2LyJEXm5SPcuEdrJ6XJVur7JsrTI3ikUU5LM68b5iF4Q+c38tGPQ9xasxHHzRvO9F+yapUkKKJ0x2QjWHopj++thadSRbJIWq7OR6mHKliSNzlEhn0kQyJan8tyr40IaYZDZQQpefUxjtw9BPNmV+pl9p2qXVcKP/Nwb6YUmIhzVkcc+/I+4lneUmbyBx1T6Eoo8UkovkpmTF1WqFvEFVVLymKy6qfIq9RXLzznJVJTEM5UIgoyXYgWRvapKR5i3GoTFo8h5BQ5mIcoYlXJFL0myffBnMFR4sYIEGLY86FTmBBayxstUfW2dD7AV5Q4M+VDIYWoQJTBMlAo7RtJd+HjEFyEjvAohAXVtkljtTQepYQKhXMT1EwggOFl9zKVOExm12eWL4VDWNWiynm2UIaRCCRQpR63BAdLEVtPy0RP4lSBUeQpL1mowUQasX6zA/WZ70Ybqjmj178zG6y3nFJayjK8CWN9T/KMEUk84JsomFtSQgJbZjstTEl76e2u0tuBhVOJ62SE0Z9gkKL3jBODfzRBbdmyO4THHJTOn3dtHjiaKap1pwsSedmuu680ieHamWcmYHAsgdHb/7M8KOU+mXuOFizl9OzmEHnW70Lif6WNW+yyvrYw08/OYXIc9BddcmzJRbT9RerXlFnE1e34Qxxxj463ThrUGdhP6uhR7WTM/3uUNHJyE3oFfHmE7MRC8I+SIVBM2N4txRxg6ZRNHAslIxgyToQJFlFf6JupvAsdyJ1QrIoWU6KiArG1BKJf9cKQMCvW2UlHG3WtiENdFjVMoED/mA8LBtF1PCQwiHz9G6ee6XdMnJGA5I6LlDVhOyippaGEr/JVfjDlXHfdnDe+WE9ZN1M/yeR3tZksnWcdm/tFUJWmXJVhpBx2k/4RCtbRB1pAQx9UypJONou+tFCfJlUpL4Ci/J1mWoUaKhO0YRiv2Gi42w77TQKVwjOgdAANQARACsBMEOSBF6/fZDJQnMO+1voot07Lm0vu1f6d0mawv31f+8hUOWwdKl6XxC9ZDA+hFNVxaacnC1P7JKmTvGyeaFPf6ZLlNcOueaZ5P/FBm1hoghwwrpWSIc3Btw7bnGKmVBdNlJG8ctDw/VwfOfnXb1DrG6RYeKlr3XKOamTjcW20NlcXVOMFpfg6+ZapTarqpaSpioLxuqI1dCtaEaGlG4gcKW8wmBBsiYFQq7nCoQJYMupkBvQt9NFiB2xI3WrUnyU626Wz0NVu/cPlzkoeaXpvyS9NLx0L80ii56wRbkF1V6DRkpVY5qzrYzPiTSXdnOqjTXwU3mqFeUIoN1X715ajXQ09EV6dp2vLl1KvoQQCfXaWWpZ3H3OgzMTZEg+0+3lMTiHE6JpdjEx7ZVFeBsSoXS5OqLpkG6k+B+MQHAL9REN5Q+DUMQYXBiFx8JbyBmZLn/QwtXwwajWGY4ecSFBelaI9BLSCRsP25c7/TcVcxXzyk/xZfFNKdrVRQZQQwx6iGhEg4Qf0Sp5NVnCxdwsWp4NpI60t/hAyCSJXKFaiNguO6PGSCx9L8mzkCczRp6JYBIIE05kcCgQHThHaV899oc2VqqYdZrIenRF0t9Uo2nGD5ooYPsu4+aNH4zXmJSfl+bW7FOpIbbDFj14cFwgUTUwtApDWGHsWy8GkemBs9hYUUjWGdw1WnnaQmNmHShyYM93f6UhKO0lSw0aJXdW1Nq7uqRZxfBsFCSlP9FHRhSt/njT1vPpMd7tU6VS02ogeKIcIVUdB4VQEqtp2nOTFvyupbjc7LPrWupAmMpKM6jRRCvRPnTC3DVkwy9MdUy5k1qpmXRfrbCJVb+a+8eYZ34CQw3pkUKpFbkhcvYEvq54IC6DuaNlRq12yfoHQ7WJIQSGGTmsj4HRFOYmD5UTlHBWQgIBbRBIpbE3Vy7nPUuWz7OOwtFGf3VZMqe41CneCTwwYDx4QUY221/4uJs1Pov5a0QhtbgSPPOSgnaTJIhZuZ9lGBDbWeRvtVRJowo6kclaIpMF3wphRDBCk2BLwvtvTHIGDsEDlTCRYkk+imECgwKDGMZVklpfTSUscCBCmGHR956xOkkFqcOlSfaV8H4XQksSjSvEWchS97hzbXGCEWcaxDyyW3T81jjnHsRBF5JA4QrnCBBxH4Fl4SkNrDuNjg4YcmSuObOiUPWn5EGcW3O8uOLRUiICnBEA7hElffJeIEwlZkUWyhVbVpwY244YhahIyEGq05ukPkJdLjTRAw7tIOyCl3InixIpqtshL+s7VEYxuCiS3IO1GKxnxDELfko1GXTZnnwRBzXFzqYkQ1aeRb1+yu9ddOHkXpC+esg/Dco3/se1OJXT8F8JdOs+EURm4Swt7JxUt486JHq9HwMJT7Ja2MNWTND9+Z6klLFqT8vht1bg0UEhm4vcvImz0kJ95zyatJQeidxJhLk1DMIRXV5y7q0EN8sgp6FvaxaNErKU17JhbWMFKLU9JCzEEIsckhBayWokFJMJOFlmMEHCHiSSiBLBYlUUYQwWJGoFimmkEHlPWw9X2klFEvOekwUma9AUz6Nvah5A7yOhamacq40QMUcmRAj1UznSQ0rqXfqkpkpl0YSZ7rDQIc4gCwctW5ogWOi96GxlMX2hGqUqZhGcuH1bGYPVrNSaVRPCPrEmJ59clc2C8001c/+Zu5e9c5h5QS5dNa/v/hKn5juUspqLSftOPlpMPxq7YTw2uBe0ntTCILlzYutLW1jB/amGJwSdjpDzEeiBYitnxAkxNJlZBda4lh5j/FV/9EFiCyhs3HfzccwPc0hJcq1x5JEmG16zJ2WNj4ZC0hFanYIfS4d+bWpayo+63pzIWDg8EDQwSq1L4m5UXaWfz0c5QX5XFBoVuCwOLMyyGsRqpMQ0FPQl10XxOO1VqIHkWZCDTrahOUfP7+E0LW2j7Lsg9LT7L80JVRuJafaWxWklyYu9Sm0QF02N3jJV6JKVaiiEc4IMQOdwY7lAoELMo+wSbOIPuCDixF8m8UJE2mTbTZYgu8yysu4mvRfwKZsVtJL6T/u079e/LSc3N2ojfn5uemJybmZGNWIjJXb96QsX/bWNvSpugrlTJrk2BsqLlQwOPAQNhoOjwbDgRCYLjIUBAPBYfD4kNhIdCY2Fh8Mi4XM0PjIVicTDMUnzI7cSBlioybfYSHzFMniafxBHM+mMYySPLuKpPN6SsvetPlqOOrdre736ZuyV1iLwjSqVxSxMERw8KGRkVtCt6/IFblKxRLyLSV4iSk/SOpkFtIZDJb2SyeU3k3sZFILaTfrSnpqHXIeRx5I9qdTYsvxqzuGBlp2uj5ZMBWyGQ7QRgRDU/FBMGyOPF4JEctEQhJBoVCE8Kha/G6AoWq2LVXsTZOHv1W2d1IJTJ5FfTqRzCSSCXSWY1thV3mm9xPemL9jxINqVDoTLa5lQJu7d2xI2JYmNSBkUKy144JEVQpRPV29Tj1fe3frTXGiIMowsdUUQIrs//jFCBsuTP5I/hn94f3u/Zz9s/13tTfWz/9PPA1XWwSQzbud/tzoo/RllVNNmnCSyAl1cDOTG1WUSEaTwdwQgrisTXyNN4ISOnbI6Bc3no9hQOIpFEUnF0grldcvp5h0nQKM9pPkRiQIVSdcpyxTzfMbLZbZciXL9cG5xWpUhEOWDUmEukPqc8EYRD8MAvD4I0VCdBk0FaKp+E8IQmqjGXFm1aWCK6EHpirovxWU59mdmeSsY3ZPm6nEgEFiOJ6OfKFXw55WSrb1xsKmRjeIhPRPc+abnOkTwxRoCHa1/CVdIzjleFbHRVZWxNZtJ9ATlblUcnVQthKpr5tOBHoZbm0KMVidmobnJIQI9BIlkydCVbjRZAh1wWi19C1LqLnAqNxf0iqkZeFSm+bVSibk0eE3gvZ1j/iNKTaN3/Hpa5JyKGZZrpyuYU6uX2VR5L+tK+F7bj6lTKM2OwgqStUnNSzvsrVHhF1gDPjOQreDcUuF+V/3WRL+HWkwpTA9CuQSX7txG/m2Sm9u3W1LiJp+etWYpvb6Tok+LLAwLlSth51USjCsjLFxZBgfx+AnIFWBBRnDKs1M5Hw04S+NcjTAlSO70ogwifmTG4n6Un6J7nUnQqjuZGlTrrDhkAqZakbidClKAbGH3lYC2vczojQQHvJkobXV9AWkKPcKalZoL/nE9mlmp1rROS7S4zF0RJojV8+/aPK5byF7nxGRpMzBChE7YEN4H4DJyGl8wJ4owhn8WzExci5Ct+YnnWA5k29oDC3tNdLuJt9Sm0rEaoKqkkcElDJ1UJpW53NSqg2G//W5+cq2556wMHgRRSe0nIpnKJM0kXllY3J3vZULCNrsAUCir45juC4byveitf1aH+fSc3W3hZASupr/Ha7zsx1JTyMs3DwwW0Bz4f8QMXPBXDok3kggI1icWRLaWVjsihcJzh9eSPwR6jFt3h+aXh9pga5JHulPzIDVVQXJxsxqETWjDucWxYvYuWlkkVPsqGMsqy59QgP6kZNzL40W6tfNCzP/JiUOPLz1GTBk/aGxWAQQvaTpNuxVQ35lFmByINwTMwxKaGULYD0rpLD+DfQgYE+fI3quVmZ6LP2BvkOUMP/hc3h0YWrIKjj6vuGnOX1mnYqcspmicxOI1OqI+zsEhGFL10MpqSuXXlgyNvkHWhO98zMTtC9QvGov3TZrfW+zCRa6mXNrECJFD2itDKJQnzRLBJyXC+FkugCA0hGAHpD6mYTIAUQLKooslsAachvOksPvwTZAJVMlOLuUPEDhzgzSnJ4m0jM4awWMLHbS+1ZQ1WCmFF8svs3RMqUtf9mkJ8gR6169/7hNl9ylLX+/YAtDjeU9KBipgEf7wGUEBVAyP4aPfzqdEYeIzjQlB2l8+PqS+VCq2v7oMbomgSGs+nySq7pmfrMtKx0f/RfxEHUTHc7puJ6b5lKaaVFW5SF7eNui2GTE9j/2lTYXqI5U1EwUQYzoLKtiBPqjYXgQAqb7ifBOGGkMbUFtAe1WQhQcpMXOUMS66LyFplLzmRK2xgVYgtrtTCnlQVdfrqX7eYVxWLtwpWrbWxLrJ7nJU2XNtgMehtCDehVWqKgt2fqMSfggmJYSHQ87bhjdFiTGLsY374+FAjSLkrs2MppJfVeZ/WzyioJhVpCwAiC/PqVwYZKVeqh1Pw+DiEeDeTEQpsgQsGbWsIOfnOIODFI0ld4XQQGBHQW9gUMjHcDHGeOhPz8pIrA0Zs1eI0eTRlIH0lYYEpaZr6YUIGUoyioxE40+GjIeJ7fEVc98nSfxVP08UMbdt7uuuogSRqFT09unb4pXQzYApq2T2hVSkunxeJd9lnaFNlbslic2YnzYKqXX3M1Y5e0mIH+VGDOH2cokf7fB2/JvOyCsNG/YnL3oA/ait5XVYL2EXIA9wQwxDozmTK/oBLfN+KUU8y2bjgMQOoDpgRtOT4qGjPqAcL0HY7qlFIiQaV0UsuefMgUgMFFwjcVmKxhzxnbJC7T4D6cxLU5PvyN6W2UypOCBN0XZkuUn7c/Gs88VcjfxrqqKbeI7EfIn79ampDz60F+JTjKV1NSsujp0y5sMapyF0tWkzCApjF4tAJ2uTKMRAowkCESiKo0oyceY7xRBVsmYqJCybF+ijDENcasD2jbAsI59lJPBhIEvuqBMrYDI+Ei5FaIa8JMhHiIdUBiGivotcgxTOtBU00PMbuDolEGZC6on36uYlOmOTOPRLumaPGoclqUu+SWIkvHm4KhcP7iSm9t/OUuEqjh13BAo5rDEYAXPmw3BqFWsknYJXkXKEUWRZ6Nr0i2RONAz+zZ9xD9Wz08PRORLexSajYUeHqdRwvC8hHvguBZHeSaLm6PgbY8kFCAgSMZKAc8gtTDohRE0LqdQW6qgRmDnfxPCDGiSJQnw43lHaOoaco8qXxPaa/PSBJDb28vEjXcE1t6dFta9E3Q48Ph10PwOKy7Qfeg+iukqijiY8sVFXcvcCPh8yhEvTZSZg2Um8TY8gMudFtebxp6sJMoO3mOynLR+KuScqU3ys1piECk8DxfjQlCiSLVDdP8EwgJQkkyu+zo0BDCdW02GqLkwRUlmQqP8nQxS9gqtdAUeTosFdChaOZ4UeKoMW8Ya8ppiAqY92+8hKOOHaJ9ThG+bc3LV6y242RvVKMVj66KShZYWTitbXI3uWqUdLUS+GQgstmuxKkV1zvLzD8CjFetQFePPlTCUxezVMwj+MzQOsdIu1WYl3A4zSwDGSRHyjHTbIT3Rd2xRJxhblay8lyOYUTzrld4CENA0NJBdoGoL4mOYM6JYVguVIE6WyQiLJARUOamgAkI9jpkTIljlrPklCu5kiIWNGXEFjCUG/WgcacCbMQ1/lwaK9kkDDxJ2OiXZfiQ4QQ3OsyhPtkyMsy7V69r3Hnwmucedr7K59u4qkN2C5FqCPM3ln0vodJ3YGQ3e8CXBDp1R97RjNLqbxoUixZMJSqz7h7r06BqTay/ZWhZyWT0d9Zz00BnIScfnVCKEckxBlmYzxIMIsk41URTQNt7xQyepkAYMEEGb7KlRov4KZSDW6lGxj13YYsJeDGvYUr9G+iag0rosDbFWZXsJdiScJ47NL3/7IfmaXG2xtfmfujfc/S4Lcy6REK9DnMoFk4grxLi1Clh3Ad/DgD04yOJ0nxuhgmXk05fstrHBQoq+m3zXxORe/80Qh4T2e0OzHqKiMUy6nxDCahrb8SzLJZCo4YzIo04QkGLK9UT2EcvjICZWA8ZRSLAPaWK/BIRnjg/ogBJDFnzIEO2KaXQSshxI0aMJIgmRAaemS0xhiWkRWHmQXccK9FnkUlgJHYZtVjU75G955Gzo8rUROz4moInuGZRIuDMwFeoc2oMOSK+tvCCMi9UTTzRrMmDg67DtXXyxpkgVx9UNbp//XdO1G3r3XS1C0NiVSEf+OqdHgUuALl0G+dFGPVDbozmYSiAUMeBYuWLhrSpYsojCNIRb5lkJumryjWg6QCTk0VlSPc3ArZyiR4MCPiwJ6ZlJDwhYInJyLTUhgntIYZN6+hZUqi+UIhunlsiLGcFjsDDwPkr3ITKwXsVOI9wEq58YkyQXaaQ6gfTzN0V6mAq9BbHOM77px1eIu3zqnmfbeWcojfoZH+lmjVVD5cE5VuQuE1mhZTqm+H+jntJTdokKsgsBVm4rORvBPXNcXmKMCc0n8UgjJV2AvM8QymGmnSbcYUwNFQEy0CG7CdG8EaIt0wxRvNYjlH9rebnR9y1bV21zdhJ9DaV1reEFC17QWa8O0u1xUybfbV3OISjWDdfNPQ2B0tq3eJoKdEJgq6pAlW6dAlaIx8gpPdhVifSQzcNCOcMBvqFNKSvkNhDoDvhpqxU8yhuSLt5VYJM6iVLzxgTcyYdRimE2WEibyhF0weR9Uk3OlU1RVd1mamtyFUomkrhMifBeAvwQRVuECHBYlSCocs0UuzF8tmI0v0R0opCOAQ5eTblM5NiJ+7VlU6SZu84Fi0sBdmzIWuCiJ3h1Ee0PifZ9biduY3CFuMVeTaAlZdu6ExiNhGGZLOcggDnz2oIgCGOgYwUgHkSNDePLM6ptyrqZd2Utd7e/sq8UyQ6oCuIziXmHElisL782IqxXcmhQCKAiOf4RBZkFoks/S2glVU3juLgV5bA0g+694VQrw9EiKEJTgI07vb9UNblIOBh3HLpKVnmUVdtlEX2SDhQPC9uGOhrGluo2ZWxu0jfP9qoi8GskRmTDhn9Iat3vxZeheuQOmDqRNae3qEVfEg66OF3AaUfI8w5fVy8nEGgS7xNY29YNceXqEWMPDD32Ignm0VEUpmQJbBD1LYwDGYiyMG22idEus8a2jtC6Mmx+l7mpqQEVwK1srL14nFrMKuRM/pWvGWI1ZiZqonyWhUiKryLBBbFj2r4vabuurO0jrjg/ojzfcGOaXlM7kTPxgcvODTtEaeJ4tEVQ/M86hEn9kCUUy1XyM7s+2ZD0E7MxObiaMq5Z6aSeUT+ooBAmVSHKuHnDtQ68OGlO/I7POTYpIV/LERaRQ3fpPoZ+sQS9xlUzWJ5E2+LV5BBjiVBE0x7P15oypOcmK7GYGO2pTcifxISuOMUWH/onAEK9ng+agRBArvzSSRSx9y0ygtWu2vl7vxd310m13UtrXpvuMQiVrPS5zVqtLeJZC5dgaPpJHFRISqgKIOH0CCJTKUF62rXtUsj/skvZXMWTeBVfhuOrS72bXN2V7EYtQcMlal00b8JRgn3aZjZVyMugm3WWBkSJPPZ26mShz9sg/5RNZrUb7kkWpFPKm7KlQVoFQTh1pLxfMgWWy0OUZHu4mhAE2x14AZE1VcFfCBAZtrieJYb8NAkQ7YtruHJMEa8yKfTgjzQSR7i+/C1rA6BT5ggrwC8OoyS+hFJmXsZGHKDlzhVFvlFGSm5WiIbZEulT7CBaEN1nGLUWT09QtSOy5ZAkdn8o38BHdBmmbFds1Mzmwl8ZDrBERxa/WEc7cMmE+ikU73otvrJ431ijqAaa08HKPV9pY3HCJBUFOpRAqWry2LUeKGH+bS2gNCAgYf5502CPuCO48WX0QLAZ0DBjDsFGrADN/pyHkgRKnC/dgjpJaALUbFLS8oEM9A0RJ0z3BKLvN02JZxL9Fb/jcIyQz60xUsxe3byKK0j7fOybi9NVclMk5rzCvz/H7eNKcCqlzYJEMW2bLxiJekK1sjAo6oSdSayVOhbCtRh1cHP8NnodqItPvB0E40d3l/GqFLoGEyS6JURZhNAr1wIUhk693ee5WDdOQ61dGZBhzsjFCG5wGxJRWRvoRkTbSGvBJ8L+EYI+En/r6GeLh6DWQiBsSeYrxYxbzduk00CWNbEU2ujKYqSlhAS6yDIqer8CpUGShTCyS1G/TZKdF1L4u3mHObpxJBv9nDX9QOsUo5RmhNw0CdEnDIIXCJmTLIk20OZf306Uc6i6H98efdafrxY671cXTJ5vMhaKRxKSlR+vkLCiWBXCcJY1A4h5OZ1IwK40n9HObRdt+I+DW3xlEXXkYlDIQ4jdigW41IjuZZhzCShdUhbp4k+hi0KlHs6LcebiiQmdbh3kXLbUUw1cH2xQucTEn8m+XNckruHgMJ3rAIBWLm+gEwKxjjXR76iK9c6Ulm0zYbDrHyGemfohQU476C42ps2sKnXpoOxQi1GDkxVOrYKs+E0/ioJDZZe4vJUiyVv9SY5klxYDAfEJohGkmE85iII9TthzF8XBanUbB7lybJZPyGnEj214qoN20slEC7eEazCRkg8YKkiAs4bNDXafZKXx6hctJrCwHAzBNe+uDdaU+Ls7HgQzav2XGUx/RgFAtxvmz2UGybJX0NIskM0Oa6U2caichX+/Z1HVRMlL5smKe4n6pu8ZboMmqWJF2f2FuK9QyN/EEbQ8tXrLXALZ1tm/nclta7x8+M9ZhKwDEzIbIL5gMyMVD0WlYiFs4DE6H0dAsDQfQpj8GUUYG+TfIPAbYBIiz8x6FvBOng9n7cFMdSTBejfLAdSZcG2UqIN5DaCg5uByJgqojQKdB0qyhyDFD12aCx+H9g5aKuraxiVXd2yKiiz660jI2H48qi+sjopZ6RVOG2dOIA31EOkzg73nCPwG1UvIzW9VlgU8sg4Zxq2YrbwuUtWk1Kbl7RrzW0seLg7qEtsqMioq61GIqMDO1i0azOTBNNoxlsUD2NAlCuKYVJxutxKFEC5FmCvGJ8wz/M+TpM3kiSyaZ38vseClFeu060Ex2KEpUc/D4g4CEVkhdb2p3+pW3tBaZZrqeXQ3clb25rOiksqHLhM9kCyhbxBc9A1bHUgzVBOnN5TfxNL7r5kgoiiXy4jPKya+XoxWzjNrTtfmU7ueNQaJd9BklAwfGuM8KWhQqohTMjxfxYIDWrkQsF10LDEZBDFk2NglieEoXWQI2R7QRwv0iCJQq0IG8Gul5nfg5mdLAXNehy4QDLe++hy0sUQLWPjCGzPGHsE1gQDMG5wTy3K+IyaGum2i4kltVcWLLerKtG52VFEuWZLLYzU/rC939eonuaW05zXSJf9xLshVhotHzQTFBxs/6oDGx//4xQgcO1b8m/0x/aH96P4p/nf+tP75/0H/pwANAH60ou7gemeeGJ6sBsg2g374jX/IDNIVJdLf4lMVetbQLi56QIixIVlY9N05SKghGY0JBsKgQheCxFcxeMwG4MJrPsYaBFcQ6iuiIby1UunwCr+yESkvmW4UwkeZwM/1ayRCywwv1em7Rt2Bl+GJY7jLFh8MArzRHYrcPl5j3oKxiKnNDj5Ga6QfrPXX20ZhOpEu5SvZhG1c16KRz3DUT5ELfVixzhRtzvq7mXaumdommiyl4kcTChq4QD5UMmKwTAYERwwb4dBGJT8fCAIwoBIhbzksB0OrqY1kRiu6iKUYC270GMRBba4BgYNb/Td3zHIO7HRq20H9ulzfJ8Jy5fe7VxuklNlVy9gH4+GdDecoNBxpu8QDapTInRnZjUQ7hbBLBqVqYXvYrbkZu3I/yPJItTvNr+clpChYqyPKCQzbYjXqPDlc7+LyBHUo+xCyKXZy0OigTqxCJxsTjYeDM9DoIgWhuyqYuKgPQOpHHnCuHl7NJB2H1RWEo7DWy3yIvK6uzC53V3wdyBX0pMsRhGqQCCZNnDCm8V1dYzKoJOETaf7UyTZCtLTKiRClzC6s/tXtV198SEo3meSIt0giTXJbG8l56W+9ZVmLBVkVrqn5LPPar5Ydr+TECiiNmLupVE23C4SNBARVYZjAYlha/BqbjIVDc2BeEw2DEB2D8D0whXBUf7BfBMl+UbrxCv1cmh0F++SAVg1izT+LhRLZgOWN4RLu5miq+OCtlEgsvy+Tech3uwcfhpF+sWOpOl2dPFkROPI31BXpXDa0S9llizmCht6NWj8IoRS2J5NPoOpZFt5JcrCRoliFoI1bmdY6yR3FB/4sJHaFBS7Z7rtUTY/O1KqQ9X5ofPDoRuLLISzGWTSSxUNhdFkVDYMISg1jqEUHTV1MGEAAMOSCTTpS47hHRNCqCl7voVzKGrawREkqfK8kjkI3abUSNI9N8kn72Mk/UKw7Byna6ZWZFI1cfUc+HjarvISxn0qDu0kVZXLJeOSjxJ1FU9bhmbSHuW4oX3kFrpkPoy6F3riS+qdfou9zserf94u6eDhajUe9j/HM44WlsaJE4dLLZGtXUSS0o1hIBbM5FOr4YhdO4gi8LYSHkJQrBRCeHIFQFuHzQh0gygD/frbGzPknSjYBKFdPla7FuJwHmtka88QZ+pR7BVM5IBWd7C/yHxjZZveGyuSBcDDeWwRSOK/BzjBSRQqPr20h3ugtjQHwYJ0VNdbtFC9LVXrZmv386dc+e0UJTucWK8c74fRemAJbVM73qvVtlCSfiR6H0+ytkML88JDJV9qWtO+Ut6pDw5FwSXcqvRNMiD1kEzCYKwligGolgtvILbUDkchzDYCXAxyfgX1QlFCLlYPC2Si5JWBREQiaH2fxywptfVa2JpxeIsTEWKHtl2biwJa+rk1z73B0GSgFHm0TldkcPY1FWZNKIwRZKEEQiLd6l4ZaY3MXdMmUs2ronUvpSTNUYojxMh0tF6oE9jzCM1T6WxfKG0JFpjjSrDk9G19P+ghOtC1/uzUKmamHqIkzKV2WM1NZkWoKZYNRdMCE2XjKNBElsiCCVBMOc5iyLwYBLDxUAekccnIQMQACIqtZICXK134So6WH8Za4ynfpF9OEzBsFwsr4daLERyu50KvkPVdQPfZkMjhjtb13tpbhK1JFybyLbQOSrPgcz9d37LvF0sefWiKLz/rqrvCVzzN8m+LOOGGE/MHW8CkIsMQe7w9S8fZVasERZkpUnUG/0Ynab5n3zK0cZFewMuotd8O2v66Q1AKtmpTrI70kc81wRaeIYhEOJ9YGU7WuWaxEyth5scfKmA8JOR1zfiWAyYlSVTw2ynwRyHuXu3rzP699xEQtSrHY9WjciIUJUGS67Gw8HDRDIFz18f+L4pzrbsms92wRAcB3bpfC/7JQz2IoGU1Pe32Wc6ZD1QNAa5t2KJIaf/Zf1Bg44IO0vDJG0nwtNmEqU9VlFlja3dE6yrfltEYum1hSXw1F53P5NNEIn8Dx0Rokdh2kx2pRqEqVTFoxSOWTiaquei/f62Ee7jlaApmgJwhzuLQNaDd0sCzhvIF7jgQ6HmAx+h6ogAjtEf8rSPnADCjVEwW6uamL3B+TVu+51PZisTkhCskxStp9tKefGWcnkdQXERg6xhWkVfGUWDwtoEg3kQnqb1fkkXwTwZEZe7AUGi+dcyRFv8KfJV8SGwyQREq5m+nTFR65UNpZ1n7An3EFrEL9Pp/s27NIJb8ivWzkyJqI1SOASCGQ2khJ7wi34wov3AyS6Xj/IghziUriKdhH2zh1kIOICsiouiCugjAb9ehop0RyBnV4SvGHtuxOxtycBsQqiDcyhIXqJYyIgu3VrXJJbJCQ4oZF25Yf0RjOzgvjrwX++h1IWgVIosMoKObqSyMqodeMUM0MNWoKwMxI8bWULpCjvL9pu8NtjE3L6XaQiURR9tok0gSuzjlQSbHaJFyZHvmXT2zmy8SuhSqkyONT2sfmG0xGKRsLcjEuodf9lI9WS/XqUaBcSyeBFlikCGKYsn27hDmEKssBhQa+pAcMY5AX7AoS1ifM/CxwRVhwdwkIxnnP8IOnzhKXu4IlUSVYG+coZjAvm80xNG2BTmufqkmSiRYOhdFWLHnKkJQMsTiaExoYyzc0lYP9oFOpm6vVUhz0XdTl/qvEGQb63fdvuenIN1uTrk2xfTHu8tfvSqf87Ynesq1E62Gw0FSJ9h10/F3MfX/VVc6ceqN5KrojGRZ60Q4qhNbzqbj85Xo3E11Es3BMEAWiqLgpoby4OsWyQAOWjAOSzB4gRMHGgD7ITiQ3JuljoKRi+Q8Qh7XVPdb4p3YZ9Nl3y3vEonPTRJedcyDlZ/9sWCjUbJP4oZedGRc1iiqh4BALfEEngr6b0NVWXKC5lHDeIkjTmy7pNE9TLPi9wCjlAt/l1gSYMgLUBFRSO+VwMmbLOv0twt6qHM/RNPxhshQ0lRx+7gJ1PXK0bt70uybjaar9RujQSEWDDrdaEqziHTfPayYJBsEEWxYIaVTGiTY9mEOdQ6QUcLfXAbkGkZ26j6fkkhl3bEvEsZuapsaCiEWHN61siFH16XYbqK6g5UnwYq7QqMEqX49VEzOYxjRGBlhjmSfPYdkaPpKF434c2fH4bk29tF1Oe7y1yxi5TDfWRF267nIZWhgzZdjh3EXlC0WU/xHbc65Xu2x8N/0u/1wr010jjZvtGIGbvHvOWMzDXjtyIOwssRBERLbaQmMayLb2WxVZldtNRKOqgG40jKgBGPhnJwyiEBNEUDVAB3h7AAeMAI0XGShSvrsiClzOyKYyN2ywpi7jZA76cWXNQOgXxAN9oyGuwjKwQ3u3hR4GQnoTtkLDMuz+BbcUR1guglHQnkbRejNfBPEsViTRpdd+626FoKrmUBBwpNyjXxmqri1b4JV3BejSM9AN5Iw6TWvD2Kn0noLHQIjbpaw6Di9Hg51vF4d5MX7xnNmSRvRROKnUVn6d5LUsaKtebqVa5VLFUT+XbddpBrsnE2WxGsl5qwSrRG4F5CLr0CfgXJC5yXLWw5ExMyklARj5vFVIO+wR2z4PRMlDslN2MRVT5coZWILHIIgd0cj4FOoBqRGjlhZ9RQlA5QltdkOF8wa5uEUQDAuq1QsmT1SoSJJQXXUivmqWsqMLnQ4X4LnEGOfgsEqSztVZwu8QIzE0joVMD/iHHfrv9UOTsjUjtk+v72iQHNcxLvUdz7STs+JiD0P3EQTEnDs2ExwYlYrmg7CUnHYciajDwXxaOZ6BbZYGSRZQu0ATy1Y1cV7DeHATLFD62H0Rg5aCeBPzuG6hoNJRoHTYakScWLZnMozSl38KAtEVh81AUJ0recJSR8FisFqt/uxST6Wnr00/fVbKOXSMkG+zXkcXmiaSnyPdgqdVneWNjzlh+MWKGCuYmV22xoaS/JkgalZzVZEqC2Qq3f6L1LqqTE/LtVcoGwTzi2kRAx/rP2OAcRWPJ5+8p9q4WS+OghGcpoDITz4IIQxwFUVYzwidAvgriEy0KnXucJC3p2HYqlGT4n03n1EsUz09CJK8j+DqIi48MyqYp0oH0MJYJJrtjN+0bUekPxS0PIbfM+ugcXYoZyaNs0iF71rf69yqy1cBMreRHabzpISe8CcI4MYX/xSfFMmjaV6TOVaxu4Zy2CCwi7HbVrmRsKGRSz+E5goP7fJwLsFYemSdlYaJW+JlMzF5uQaAnvQHoD8Qf9f5sDkvEAKwfrTeIvz1HBuLSsV47nDarOxERAZm89i+z5igjVnPCwrJZyci8vOLWYU12+dM0NXR8eHO0N0Rx9udf86VdyrR306+KYiQ521ZgKHqEvSU1VIco6Y5tlqVrdHfRUQy8MTV1QlzJDWxNaGsSiG3e8/vNFLBGjnv1zxvc4VarWWPrPohRiZJcoFX1ZZIEKA3HNdCRB8shFX3AlAKLeEQ4LNaBxSBQS2ICRpwDkpmvKjg046em5bX7oqNHhsux872Im0SIlWeur8wfoCIhCo/x39QYZ6Rp9JKhUo0nrX9EPlmriI5p/7jwzo8iJvBJVZmjPHVkxIu6hx+tbycOppAuU9kMgkN8ykCLSknZbIvax9a7ibGedNCqjhQXHEhdkUMlJYQcMlCzqpy8Wr72eX62EDtntBlyS+rr5FCafggVgucMvIrFxb5IXeXeyKC6yceNluXVCzq6g0F9DCZE00E5midiy5/QkbuYbVNdpEsbIci6Y4Zq4abvHHePVOvJUERJLIzGn8lOlzQgZSikJjX2YueuTld8iCSBPbBdDU8anOm2kackoVpl4TUKTRUo2i2GEdvs5Gj+Ncbe+XHLGfml+J/gKGcjEW2HOo90c8zw0Xpzy6uHpM0QOwHDpEptFUJDLwVlEV8bVWuNVxFfybcBL4knaXd/B6FBq2OZCwFJRJWc/o/b8tnZY2wk0L8W27Ybnvap6DE+D3DMC0DgAHqF8XZt3QAD+ADpAh5cVpSnfCysgMlj6tTm223U141ytnOBW6ySbhEzv64fii1ghwTWdv32z3Ve95eTx7oO9fxNNRw+g2EvS7iCFYoBq0n64q/TH4c/kdeB+qZYqlPyEEcC7xaPqdQbi/E26VdUFB9wkA48ZzRP/DT5OuQVzXKmdLLZx9zsYsyRS0OVYpJQc0/WMfLUnlHwlgROgvOhi2GjNcG932GTVzLlLRLTMY0BPEaxHKE70/T2XVPUMTSpLMrSJJqDxH5Qg1ZVAFHmYjbD7j81Aiao7B963AK6/0HwzGCFPTMrO4TUODZSPQcgdLWCDl604a1ygWT9w55O5oY9w46QxsUCBTQ54N1F3ixidggOFAjDVAvf5V7NU+PCupnOV8OjWSJC62s0MMW5+29R5yJUPWPD8HeN9dAIelcrmmjDJeJnk5nyrW9sCZs99Ca5OiYXGPjYyhVWEFgImqp9q+dNRBQOSbtzhFHHJOnSdM7jyUcZ2Vf4WK4vFvUgiVvh1Xh9Tmkpz1yiKC1pDJctN0VCyK3iuppUt5iaaFGbJ6Ozh4HTsDM2kqCM+mt1HK4X2UF6oJ6mGLScUYNyIP6COiO0zj5va/b93K/lOod833S68J+yfsccDxzdVZmworgyJZbTnJHr6ljt7F66FiamXCUUq1kJfmJN0e7ClH6fFFovVCbcS2jaN3abJQj9FVrEtKpXJrs4wNb0RwrEa4irQplRWe4+EGLtguYmKpsSkq4gMzlo2M2pdG/kyRqvL3ogUPSEQMi/8TSD3J50K2k85OUSGKEokL0EkTtAokifPPTbLQLwDCzJt6+dewV/izMM0+5CZuZBCUY04MGVUA8qyeKAExwCgTB0CSxFsoKqRCJHGJZA6PJIJCqPSoDIpfGJjrJ/h5llJrNbVAL/F75GYxP4BDKlX6LIrJTYXUKHRYhlrzZ7VitnM8tONSWkAt4AJkAI8CCgAF9WgAJkKmE7PKz//jFCB08Vvi1/Lb92fvd/B3+Hv/W/2f9+/7X/sT/lbWdSkUS3hT+QR4Nj+rvBu3+0LONJMiSpWxEin8WuOKcaWetY66mS5YNrMlGOgqIXUws6XEHZdQyI0JqlANGaJpJyaUVbdVQW2WQ50Ti/GHKurmD92lJLbO5X9yKZygsAXSsGRiZLrxqA6QKNgxWcj/nlPujh0tqa1e0lFFCWoW0i3fVvVJ56K20oQyjRTZXGU3KxuYPwTrYM0nDonN0KiXLVwWyvae0zau1mCUF7vVY5/tHgK4zghBYdnvRvoricGALhUeqZX7F8ZOU5VSVIyxclKkb2KgN9yom5kEATxSNJFaHR6Og1CcS1JSR/mnZvEptldv9gxhxPdu+yq+9ZEkj/jQQHYQjouRchkGAvEBe7T4O5E+uKn/aT6YWtleV1RcSD1xKCxondF5CUCUZk6RwUIV/s9KXJUbkLQXie+9uRvycJzOdZdkSHWmLQdBcODYioqSFxUu0kTisWlqtLPlqLR2aoZ5MHTyyFEYGTJkcGCSZSDj0VTo+bfdXrBkPgiI0jR4KJXo04cBgHA81pSyBAcWggWuGR1ZRk62mRqQNUj5LVjyCCzQ4USrizyxJS6N1MbSu3tKyPBQSXKr3ZIB4MKIErO1FhCXgaDzIvs8EiFC4RIqcOkVIm0MlMZg8LgFKu0eqc9iMDicEqlGkUkpUGqdNmE4gMNSUA04HxJUATwTwDymtsHPOGQY7BbRAXWDbWQUcp/F1RBH8TheQ4JsyQCQTEk+c0Zh1Rlvl/Mj0VTyrsb22EZDitIy5MKomIca6pKi3msLEUokLxvcq6UPe57CqFnu6Vkrhl25IskVJnQhfITjJoQcmbv4vTNKLE8aMCXlceUCLiJkAkSzE4yvIkA6xSA7YCcqSNpzRBZKrA64M/lSLJiMzqBsL8YfikqZbV8AZgTykr2jQiSvTVditek+txbCDFB8N8/pqXDtqbuSoMWrG7Q2GfjCSL/PsqFdnUNozGGvzYfbl6XRdjZqHR4hnU73eH7Keq2QUecldQLKGDpIJoWIGFFbdhTk7dgcjHm9jRMKa29OrXZSvywT0iWnruzUMGfWYxo0qnjCGqddTYfApkBSg4TTaQxAoTFdgpx3iQE2EMI1DPoQwzjwEwqoqpta4sCru3+duutvSaSk7FfQNzCzUpGccul4uwgB2pHi3yOBMoj8q4pc7YzFNu5KOuIk9U/ANUUYQ5w5NUnWvpFBoZ7qNhXWBkCmKpuEM5OpCLRVT0nr9vuoW601GWZ2smjRJCrfvR6vxmVZduJYgDDACLSIKTgDRKhZAKWASetEUUNlbRexaSc1b1ld+cDTt52LTXx5ObUpKLepP1WrrSRqiNWhH1ALEsG+LA600RAQwuCiL8ZYhi8HyGGKcV4IgF4fCoWApTpLh8AMGAAjIBWZIGBW17DmTNfNdy6dfQiLfng+S7RQ1S5OogpJImFOaZh15Is0G5M83nd5zZGTXfKDKSXe6fu0Mrt328NK3Vve59Bm0Y1su71LXipiydIZlZOiLKTt/bIWxC1R0XyTEkv/wrqtzYYEpph3DjdGqc/s2upd1RxirJGlYXaAWHmIdFHXAO+AEt8YMENoDVn7lIckCftwDpF7Ah+PEwVUT1pN4MKW8jRXt+StLYxMZ2lf2WTGsNKOLIUrWb70jL3ZrXZ3mmy/0lRQClZvmyUkiZq3vIGICT5q3xELOQYo9Y4JmkwVd0yQsMlSZR0YNdKbM+GjEqgcaMrSkOQMQzhCJ+Z4cWCwoA8TFChlNdZ9lUN8MIgD+08WAnDSpWgUtIfr0WREc0nPEir4pTUI6a8/c2KN/vPY91eMa1Q9D4Kn/1MVy29QQRAixuzZkOvfDjHROiCzgsbwiYQHQThFSng24Ag4X0qwwCjXzfCNhn6WXSXLnUJcm/3uVTdWq2bOpr1Vpaur8C8TWeeUw647xHJVAY3RYAyhYGG3leoMxRAixHHmXrZQbOPE0kfbyKl3qxtG6RTCIs2TXJoSosTgFuESb6KIkJASqCW8TEf/9hZgjStsfPmDDD98Kgyh0WjI9IRVcSyFEY3CEegSQ4/FVTfbiHRS9o3xUgVTjuSPhhhKkCOJjBPiDQkuNOTCAUxS8ul0uvqLBZclSw/taT3fJMC7N2EIT9Eno5RKmiljOzyhtfcXL9SSOx8BTeIIsCHI+qc2d2WTlKEemSq0lrY0xchM8qAWanTiQMNkqjQIXjK6iJtDo6W9b5fbEHnSfPJNRdV1NQRkR7ISoqtTq+PDy2r6s5kYlPzQ5lcxmKRAOAhGo5DIcHbQq4i8GwmLhaICCS3QUPlv9sFM8pjxdikbUst8zhCzZ/K22pcnRzv3EZLIvWXxv4qWfTmRL6i1fYyy6sQJIJKbM5lUydHYgnh63GJWq2JSvCjWvJqKy+qj9LevOwpFI/HYTjcpOQ9ByH49C8Ix2KRiLVGIXhaVpW7P/0hMa/rsbadaHhFq5S8aZeKrrMt8fnFnTQiXLGxgaLLEwmOHQkFRQ8C4Eh1c+DAIiQ2UbDAdA2DQ+fHgyDQNggNDB4ouSLPFCpRTnfTnr1C3JUfX2idTrJGha+wcRq/UJGLS1MzQouf5N/e195lpgsmki8Xcq+aJOOJL5d0LFLXuxKy0/PystHY9PxCOxSXmpSTk4pHo7LWJeOz9WtJ3MeJKdtcbVjukvjkj3Q78fYbKGzYuWYabZKkShYUGDJ4REzBwYGTTw0HAsNiI2NDg0Ehss6Oh0MhkMgkCgIjoQGTxBoEgaMMCAsNNJX8kgRC5XzHV4exYgSgTdlJ8jXYu/xoq22FwLhNFc2X+iurWd6qp97fC0ZbX737Vr+ZvyVHIvEZC1WuV5CXs0ZKJR2eu1JWblpOYkrP9u7JSEtO3cVnaVOrZr8aYqJ+5+OlkzhTMEGWiJQk8VEBVwkXKOiA8JkHDYmZTZOix40XJviwWHShsbFGioUDo4ZKFzwoKGChkIhYcGxwUIPJJGAwEBYEAUBASSVRYMCi0SAlEMkXvblqHc3l9k+2mXGxX6boqIibaLJna58RRJn1eZ/Bd1bX/HvsnEYpK0v7N+Vlr8jI1eK0remZz4ZwZ9nqVTq/Q74SrydXWjT/7Ss/aFXGaP2T7TwkIFuzuwkkySLOIkCCmnxYuQbXJtrkTRoqVYRzLG3nygoJESREmYMPky4iTfeJEyhk4WImhUSWUrw8edbfYTW9+wWbqcYI/UqtSxds99V6XPFiRo+34lIaYGZST48k5DXqRlqGjNa7WqTUKaEOOswVEkSLrHekDr5npaQoofUNiFXIqZ+IzCOR6J0fa+UU0egXw0q3uTbO7lnptI9l697umPaHyME9euXznDkg0um42QKOELa8nEQKM/EGr/VvODDGrNgWBykHR5DToUo2GcL5iSMHkMoZTGnl+J0yVnuCWCeHQlq8nTrIVh4TyFMJQtvjhs4DkXRRPzMs0Wx2bW5T0PwoDEbVWuX6d5K26oWTGV1tdulgzjuPdeayFzDX/wa8rHQ7oaaQU3XKeEzN5IpFFMynXOQL7oG6Op6+6yS2PmQH6rwfB84TR3KfF+G46DMKBC2LoSXJm7ua4JY6KZQT5onOt1srOpIApgyEjM9Zp3WiuyADm7yhBSCyuC3dWAgapM30GEFuLjcYAsSEdXOuBZZEEHw2hcjOK4i4cOxcdB1Oc1rKL5HDzTA3nDTuJoFHV2ur5LRC3ZuE3X0brZ6OilH2cxEydMn5u+qfR92ObjiLWae0kc3j3I/7DjRO2oVgsPsitI1wcsrBX9/OETSBDKlOlpIDz8qe2y363EoQiwFtVkTux/lZKYTSO+W8N7YAjJMq1i3FEe2gl6GZ8+M/OU1alLRWqNb3VhYW9mi4aVWHQw9LTYzp44CPQWhlK6khruXRU1pxsIzx2oe3Nm0sm5djKcQh7KFRlhM6TySyE6DDPUpnoi0gRX3v/XHq6j2RqWcbevXi1VrUmcJXvNaf35zVpvfaDHAaRQqNZaNl3PXfpa3p9IihHdqpiqp/b43qV8YFDJZAmndGAfBkUZgEFUBF2kLHPK5x1tuEWc3C1oycHnSLuaK43a6qAuelP/ZGKcP0SkR8OcekWuhMqpL6tXSQAoO6JuVbDZFA8d1DGG6wsX0QvzrENXWPSnGEjtUVMlGRmeM/sPEVyYHPEq0E7jo5sqKSkkpqrObGXdnh1tWXmysSxFS8BKkOBhPNsYew0teZlQ6Ghl5hpCwKwwAhTlooTrSsNu1b02DpMTnGMmShUxMfCzqDcRJ7tIOM2xU79R4XODXk0Yuaezty+SPKQZHYXV1YdWM4ns26Bh+kXEGKPLyygdNyYjdp0Y8pCMosoKWmKLSkadI3nShGNS2aX8QtQJDH8cyRYd5GWzauz0677Myg0YlR81JIMZvSLFGSymsWkQcYIl8qnMSf6Wk63KkDkjHq9g/IpN3Sqmx1D9DR659SkJPYohFzVhyyl1O199iMCJfkX/LIu/fWUUJb6DGdnkYa1ErJT8KlHM/3r1ESumzvjLr0S7nbo8quPI9l8S6KSaeP/rIMp+U6RyMUTmW/stP80z8iBR1MKfz6ysqm1snHiKmcKwp23ppAlLraEbYQfzP/CX0B3SfRFVpgg4RgzOBV3Etsv51Qy2PJ/PGRBPeqzf+ptDpZkhD+Ferjesn2Ft3ua6HeskdfBnpNjY5NxVJQ3F0CsPzN/udTi96MoHn06Y0OtDUi5aOq7Qn/kvHsneG+vCpJO8XPwaroJtB0qhpHlBojQJZEZJlT5FC0TQF8rUamQYw2eL+TV16B22TxPNC8hWaoMNrDYy/if1BQfrl89Be3A9WJQJpXZSL1nYzORMY6pqBI8sdM07KbZ0ndEzf0tNuE3lvQjKEYspSMUPyZrliVbyC40bUHixdJbXX+akyLE9p6k9/YrQ/9pCEfeRnKs+JCX2vJEc9Y5793rqIDSpG6cSJi6yWmC06egLpXtSjj2lZzpNkU5rpbQSabZPO/XMWgMJJkNFNCfLkbwi6ai8itf/fxstJxpABWZ3h6OdVkr8cAMpKStvP6JTsy2nV6EevY0H7eSyQlUoKEnckncvQMbQZ5KolZqcqnmRCB4ZrxyZ2Cd5+L0/868poY2IYzVdL7vzuSZVbLHdUxUoApVo2NKN+rSpLj+KZIQ0ciMkKjb1An7KV8qobvu9M3m4xWGVqo8WIrt1bX1YLVQpGkvd3VFzEruU1AmnHpMOPhQUhjvVclTEKxY7IuNIibFE6+5hLt2WrBitxERL8oQFDV/5RLqwWNJrj7qsZ9NeCS5g9q74Xt/KHB/MqAQ+UtQv5skRbHNTX7GUO3I+1x3GqDeVOsvtC2iyUklUIlkfUKjRaUI9ea5ah3HUJXgTmMabv8iccy+vjkK9JaSTy1mSpW3FHBE6nociSa0kc7YpgQo8yKJ1puEiaQeAfWWcn383bIpSNYtXKqZDAQYa2REa1SquVbjUhKhqWgaCO0nhN+FOGd+Gzx0vfRvZheId4WjLIgugYYquIDUA7Z5hCeR0Nr5/IqFHJWEwETpr3BZzwUNH0jexAEhKGVJh0kiJ6tpmlvl5VogvvdhPVkXeTSOoJqn2nKaqjqDuhlmzUktSE/8u4wSdjEivamOCtBrYSEMHtGaPPakYNqvyWluC6mU77fFCXe2qQNGDdBK0WLq+1clXigYY+C/9FzCD6MhnelY4QQETzW3hb+qK+KSU/ok1IXuK+7mpowJDumZDqyY1zPRgR6TvxYzmZ4juME3dGhrH+HZ4nwg23lrH8mLMraQvXgKx29a0UNXWSlBDzuTTNqy0Zeiipdw3sIHNXGVVxCw38iBdTJYELeCjGJpb1MPjNHcUeIzimAJi+jipeWijfFCdVCF1eh0TqG79iZGD4d89XbaMnRr5+jvHf65HPfTnKFwL/RO3wwNWSQF2/5E6iiV/YTrSKlF4n+CORJh09ZHtH+wzZxuQYaF1GKxijpF95ZaI4L965WE0kruyIxWo8UkpTiy4GTwvFNlEPje9aMFIkjB1RIGjgTVWlKDRh2nHLCB9Ael7kgXwhODEwWmzKriTVgrn5eESrD5knQS8VIKu4j6l2r0XQRx0TJoTuvKsGlBMOioKausx/88pACkr9y3JGugZ+TGcWESUU4j7PdmMDihhmVOujSHImUiW2mVJXToqY9mlZQUJIXNeSKKcUlk7ucgNCUZw9hXbdsnd3xdwzzElTXZI0xJEzAQ+TcC2yPwIMDmj9TOfLVhW8tpxUdLS6/AUvZLyofilHTmyIGt9cQQYS05Q+liFGjqOfKxZ0ZaHmwl4Lrl7qS06/5anmWc2Tgi2+pZXUmWE33Jbqize0iWlYdh6qUEkEIlmUMqmpD+JUBiKn7Mc0v9YCP4GrC8SFyZGVtYtKGZlpaw7/tYUSMyLVZ41/xI4rnEyNGp9ZVNd+opOzmakMEbkAJh6RDu3WL//0X7hciOKaHmW+sYtkJWa//jFCB41Uv7nAGT+JQAz/sn+9/88/pD+DP8ctKO+egIADAVXXw0HgP+wGY1Mgw6zhtX/ifKgGM777vEhBrFuBQAoLe0bGCKLRiMTVNVygC76ErKDRwM8gU+G4+uaat7onE3OFGb5JbHO31FfDIu8kdPHoDmmlYesqsSxcTPdUiO7SP/Bu0T8Sn7JXWIPW2is75DVKbteAcHZOUXKgDvoXkHLSGWM0FCwYjIfTLKECV+r7y1hDd5Vci4zjyrz6KSG+npj7uL2nLt0rlqqaYNhmLKgvMkLLIDD4zRLkSXEJJKUc1IpJaDaosd4lkktUleqeb+efgm00aVERCpc3koqhsVmbC/pCxsvj3iCSrfUNlcUONm6qq7WnBU4aiqAGByE0jWoW4qtog/ozjV6ajUJGqOp3UUK1CW3ObJa7TJmFyeNSTwHcgvgSvdyTCs0mENCZXEM4BNYJoYHdcZOCNPLAYaiiTq4UrvD5AlsI8qYX6dtOq6RfRfOFdFTMbLW9WpqpSgl2/K8mqDnoi/ih9BKSVCz0l5HOJsyIZ6zFIFTYr6ClsddiNn2EBIRHVhjLCJbMTsBQzMZpm3Uy50w3wksjGMFxoCzJbYEAPuWS2o2olh7v08txfgoP8Qhn9qIcL2vn+IX1r+bEIoLzyOcIWIg4KNORhGkTALQmc5KC5uV0Ze5uLvVf0S0Wc2alVXOBH5LKVJzOdNVDPUC+oyIN8/sFudm9jiMzyYbkwRBbGlEhYEZ8gRnoIm+U8KguUejyL4O5SSssGUfoP2gTrGjQFUdelWD+/qcPhIh5PQ4cv9H2lxYkjyagJVWk6aXjJ6yjGiPCb9RtUi19E+sXXGYJBy57e/P/sT2owGv8rfSDJRu98aA26Q0+0qO7oUAflBHjc9Mjrq9Yixk3Ybg3GvzDtubrn8xqo2Lja2Vk2lBFacWCLYeYKIltHVRkknRNyp5ZasQCEMrCCHIi2yTLjItShlGwijiEuZZmEfH6+P5Lj6MEqW9VH6mlndEKOppjcnDpJmK8dEgLrPh3dAjGstSpG4Qx16u7yXXaoJ4wqZpEmhBU3UGKwgOHy05CE5LKWPj0KtT/UrQQba0PobDgbxXq0huKUa7xBLZ9GWzQCYmf+oQ9fHMHXBDfKP0SXcJu3gE9ig+gwQJPvytWoRcewxgTMcEgQVo4fvlF0rld4kZRaJg+UJsx+2UgbgRLHpPDKkY0GtqFKG7Ys6Y7l+Qyid3ZaAqzC0PRb6GEmNGnkhilRy01Idbb8aYV6twhXSx27opP+rfnIPnbSvosLgFesKhGsX6wK1rh9xiTrR7swnXCzjA/Q2z+hA4RFEJghIJoc/0hBojUFugdCqJaiTXsirGU/qthiGfIOlqveFe+YXs4bfIJa2PJ6wX36XEA1pYLm0cl9FYkDC6YMT4347VWjx9QVmnhkBYL/VKarM6XPHnYoXpiBMfrfHJnniWyDIpT7KH+c9WW6R5HSAXrJIiGpq0/jOH8S0REhNVRXBnLNLlaVWYaSrHaHxQat/gDYvUOWwBGnBbNWc+WINktzhj3pwPZKkSdjx5EsIV5ljpi7szDkAg0kFXNPpulZEmOCpNUWItlIQuBe0hBhpDqCEr6/CSIEsrerLK00IIemcrQ3okjW1vcSId3qHMywudcnpNE0mzaCCxyAS+IGrQwcREB84Zs6UzRq8MkV+lfrGMiLb0vNehENOlQIg1dL+NfXRQ3ywZ1WrkmZTfNh0KnJf2c+REeXy/aImZTRFOlEVT8Vpq0nO+pWTsAo9OzqQR+1toDgJiKHLbVAZKJ2t2bn53Xcw0CriIC6WH8QramqIuera1VubdS7PS7a7qz9FatSQCuHULQdoiPc5L2KLoTqYwv57fALJzeg87AqVdqDoHjy7otkaajn3+5cJHVdxbdWX8plghs7Lbtqnts/mXvAccnLjAShjA26tlPtKuAUoT0KqdFlCUOJVy4hYS4v9LMoshhA+L3MvqzqjzGM4WT11FT8bytIKsWhZUQZDxSFEDKCjlawlMCCrFX05Zk5o3FJznspgcmUWH5uQN2Tvl6g9y0mT0peoRDGqBFINK5Lf5jZTZlyOCJcXwjAK89nw9wONq+G1r3IPA10eNreRrt2SClJjdl5iv2Ub1LeFhKMM54u9rc6RXne7PEVpnKqz6QsYNjlUIDXDRVaS7JHcf88mJblsOqBQ5E5vFlqUZyiYngJHqEvz0V11KqDNS2V2KoP51TF9atDv3RVskNNyDfIgPF8oiWAs+wnbM6odS0QYonyi72RpUSYNORgoSI3nLG9ZKCv82hRwfkOyDU24q1kpUS4EJvCGspuZjcq4FM/W/vrTr+ZnWtRoGDpniQ5b93EYYnehRzsXbPV6xP3CoNOaDzctmWUl8jjiBwyDSlzJjn6dGpTSW1HvzmjJXXKhPOja5ot6PSyYc9LaQtEHRGqOWOvsXgAn/4jkeCyH9EmkQ4LqGN0zgpmoxQ6upk/IDwGHR6VXIzSbrpZ0ZVBv6JYFlggV1hBgKKk3qnC4LdamonidfLkCzexIBglgFuLcJp13RPCBIQiYZeLGU0OSJhF3UtuUkR75qrCuHWz13xpQ1D9JH0wksTQiTO1ElV2CNr/rYl7NZTXkUrPb6dAJyJUCXmK72DYjvcOe2loTyOWoDhrcsbvITck/oDOoRlfVeZ3TKTWaDK5/tllRTuyrgIj8RIweNHzYMAT5epaWt3V+YyFBa912ts+9GYnRSXVYGQJEVIiUHT9xdigFis8R5+xmyBP9tIJQMldlm4iJXjG3pZGq8TgPk6TbEyL86T2CGJsTk+oKeNyZUkbEVCsbxdGmc5PkmgZb1+XwGAOq7lRdiFZadnbtRoCvIgVVyvCxFqlTzayy2DkYM4gn/ZI8WtZO2YisYSCiGDq1z9olXpdSVXm409mJ6+ouTQeEWtdLQc6Y/860CJQr4GG6gBCmbVnKWzq6VoLfVaEugM0XL7DVKRSQ/mzxMzkmfgqJprvlp0MUQVSnUCy2sSjaeWxDJjEEc+r6J1XLko22cxZE2XxSH4LQQYohGi4Iar4SkPuWc48AnaoL8yUYeCceh60FiNN5yrUxJEBWv2q3bafSdJsJtrIt/sTkd2sO7o+I+n6guQ/r+eSYKy/Ybky18lL6o5TBVHuy62NcijoEwjjjqquQ/eVIM1E/25ew8Ui2uw0EMMAOUXwIkWwUjGEoFzGH/LJ3yMdcma/RaFK6PeH1xyu+5cq13tCtsvd2oeCq4bu0ztVBnO5gJtI4b8tNlrFTPlH18bhBCKOEhS8fZ8FQO0axMlbJSDtiXiw3VdkGTpGqNkEit2PUtE9vMHPQST6zhbl2O8r5ayWTqlr5BUHxUkeZ5t+NsUxoIK09Wa3U3rz3R2SGhOpSwnFa/0D6oCnYmFM3/zx0+9s1CLz7Gr+I7FjAwZBYbGoZVF/AYNtWQSwUxyClE7T99ad+d3ESA61l+wY6k2YgvT5OlIY6HctK5oaha5pcm0mn87VDaJgvHwq37/eEQiTLR+lInl2YgnkJ4izfL80DhFIFytSjiGhyRYxW9klxClwzm6Qua2+g6nY3yMIcqGMqCvru2KzyfpJIunQitN59Jz+NqeDlVh33yvliy+5U1P41yvdWJ0+xbpNM9UdCf8vXR8j/RHKk9+NzY+eUkdcqOr/6fP1plS6meLEAFqAIcP4IgDUB2AWBxgVouy3JsZ6QSaJs/gV0oySlOO1qzmBRGk04UlK2/amEEe8mCtX0QCOZqlbCo6XBfbnWRaFIl1uW54EkaAhyyKUwRvCoZZZ3LCiuCdenaBJFK2UlQXc4Psz6SJhfPZbJjQ+uju508kdbexeeV72lnE6q9YmDbT8RM2V1q26Tx5Oq0lpQY97Xzv3ibyg65S7462r0e6dk8FNoKBx+HVgcft8OapbpKjRAFqDTDqh2BDDpP0Q055P1pRG7tVKqzftrEkJ/u7wuKsykFAwipp+gLCr/hnOyiAaa/SqP36PZyiTD8a6gUJKM1mvouyWIsyS7LwwxFmCIgnVzZFwJ8YI+3mYTeMzG5TxEuUcdKO58CMgJj51Wibdz5a2slvrKWu2jyfrZbAj1tcLFmz0Ndo9FVknIzELT1NhLQeBEZVPFJvzbDbauizI6u+Yzs/CTLAw6RLXyPF7ALrSXFDIXiYOIEsgiHfRyhaa013EGugs8shTNL1AM5Fc/Ov4NDNyu4omQoFJ0xVTtAwvJNKxvfC4UDyUzcZzsLIexmHkEQehhe5oidHGnfFvEQ/sNpmadZ72aEYzOKq6jH39lak4xWJRFPy7re8jalxrSLtU42EmqZVuPf/0xK0ppTYyLWorihzkoElP3wcTbV5S4Agnm1HIYNpd+a3VCnywKYc9eQWgha0U+hVFkuzyYrfYthvdronMubGAruq7+YvllZPUT2RY1sVaQWcpurejoz+/IZGKRTIZybHxseFI8iafn8Rg4Dq0nRDPUoUOhuhMLyy31Cc528rMmx6N3hxBR5mtfQkoNkmVWPqLjvbMpWwmGesodebugJagro6XF530afPpISSgxLl4gqxMlpMD/TcdOUZdsJteWVTfxLlLYO6AFRgT5+AfQo2GyrgECgS1Pw5lleLVXi9Yiu3sFuNebsmmF4Z6R+yU1ovS+b9ypQSc8dpLM4N5RkZwxlKNQXHKFiKhEQVoSPUlsZnsr6grU8rcSDSf7rxtZSEUF0mwfqGjqHy19mW8s2ZCQ1rLF8NDai9qs5V6bhmN6vFq+99Y1n8VK7MVhGT4kHJGwQZEqZOnL7L1LDRm5jf7x2Ll/aL0nxffKyVRivNzT6lSHlQzIVKqRGzcTMV9TDdWZIv16Bhjqo+Q56vJiNN9RXHeXK44WSftcijrKOIUckWPoiqSa1p8odiCUJJjWTO4eTGuORhjC1sYinqk15rH9TZ4WdzCD68Epo/o1oZYrPP0OBFpC0nSNd/Ugil9zaqM6Uq2YqqTp+uY7wvapemYwf0+pahVZnCif2Kk4o+XRQZoakPi24+jwImU20IsWJ8okFBLkrlOsdpSSTm/JHOSZeLIpuirQ03+FqDQ5MDIPAbCUQIgCgCPHhEhlgVHAjzVKEUiJTqx0g7ey/tMZJP1U/lD1/VpDaaTb3s9gn14qYkMNQJCCycITTA/iFtujrJeU1ELFMPHatm6UgUkg8R+DxFqY4aOHyVTL52nA8IKL8GEvEPKo0xU6bxQSz7q/kQXw4SgeEQLoRtRVPGLqlydFyvKYiJMEaScXJHGCxFQ1CRx5m1a5676NtSFxZFmipfZBMK638WCg3GbYiuXUJklmrUkeJ0W/pZOjhXC0vqRutfcuMaI3hqqTeLqERpFt8l8h9GLiqV8VSxHcDK3cVzXhxYrdSkVWrO9Fwp/MYEihD5YJxI5Ixubz5I5/iCcKak8KapZQlJUsnPCE5oob1xOSHUrI8krM0vyvkO19NRlCmkUKVUXNKiAyJCY82SbQtiiPsoHAwW4W5mqLV9OYPegZAsyCmyzawgSVDRTyHIJWZK0DHlhkveOcJKLYMzW+csodA0Ye6pg4LBBYkxC0byVgp68bgEPwkpJWEq+ys17OQfLiDbDhZRZR4QlMW7FhJua1UOI/JZ9hvyxOhbO3l64YJ+1OT4wTYTUZm08HygsI7ONykt1MxP5pW67QQUXXpvdoaUFclaZCs7su6S0IKYOLq42nYPQDYahcM7NW2ayHva1FP1tL3VVDppZH2QLVS2Xm4BNuAS5gB4ahvUNBjYumK1DKkpafd0qofVFGUPklVqarCChFrWXNBfE6VY9zh0bn/QVbwiXouWIM4dUWjxdzi6Bbq8XNQu4qLE4tXxiIoOmkDppQ6x0SX8yUhP7n4uO8QwqSZWzXThhPQPmE/hS3KVKl8GoUPUQLDE2KS4IBPmKmmxFQCDWlFJ/nkPKLKaRFJHFiH2f/4xQgfMkYAFQAaACAAJrUzhq+DJ9gMfLuXlgopji2+QFz2oWwo0I7tfRdOxvoPdglpzynTA2RalYOcb7G2ewnucej4q0FoXhRrLhiYINEmNVf44W870mRCS7glqyJqtauIv4IIMlPOH0JRJfDEpOF40pENPOotLcIG9wskzns86yz+DQr3okWqdlZwnWoyDuSWqvjwgWUGt4TkwRGS+N0shGHwj2Y9ridhGyeISX3+UWEDRAuib1GnNEEjCU8e41KC6TB6uaLDAmqhrlnBqUUsliyheTL0kSJYNhrEbFi5OHpKOTTNltgNVVRpKEtTw+KdXkknuOe8QTtWlAe5/7jrvxNQ9+RspwWMxCJpUgyt3Dd4RziUKUI211ZOd8SrxMaF3vAVAUF3hEQM6KiH68WZZ96Db2kdtb1vBzxpizxEI8nBIRVE2IfWqGqEUJOUSK+FpQ9i1Eo9SymxZcTK1eEDha1b8QeBx6ASmBxSLw+CwSHSOWx6ZymDULw06Z3OP2S27+LA75wVkK4lgKZ/A3qcl3LK4wnSuOBNXXL7GOOoBfvFfagv7x+yEKsy1kWvlPrGYmjPAYkE+P4FDBFAq5nUtDHION0UxX5yQ8ImCQGWdgzhWQi5k+fwB5kmFqCrwYX9E9AZ5kFWth0e3CIlrC0WSorMMLU0slKQFeWX3NvELtrFTTy6oPFUbpy2Cv4TUAg4TrVOYBeGKAr538WMyBPBhAtSy0MEDIbQfYk4UYXwRmVNibMyocokouloIK7fCOWvhBK730g073qxlt5hIxvkFu1Oy+4mtvnNKeCH5eKL7ld0OKS5n2VQl6PFJihIIXxt6rjxsLTUqX3xE4l/k/EAYuETkhVqRD17GD8DkMY0qP2e1YIgXv7BR4e23TcAMmULmPOBWgfNXr7EorxyqqVMWYRVmJsQoRcgjd45Kuryrr15FGQoIFcR34cgyqfxILcGFFSP+01SJQ5fZTaX+KbwI5oQBI1E4eGjrBnqO6viCGXM9idvnVet7/hPBM4+TJR3655ABTxwkfpkBjWd/kcStXJFqcNY4TsLjaJnlfxhZ9C0eyt7r3ZXC07cmyzq+dpe3afnIm1Bgiw9rR47prVsk9I4TtalLVJl1Qi8xFPO3/soeNZuuwTcrxw9p8fEoPY+PSzOaRQ5pdowrrSR3Dzv0cuYVqHZ0lj/wZnjNk+1aH1B3ib9iEd2ToMjgk5gu/bkn2kF/JRK66hEY/4l7PXlR0Tjt5R/pwK95hsBN9BZHnRGcZrpEc8Zua1my6tHbPwJt7JAiVg9irn8bs89fOxYiBsFSqK+0gJbrQNJ1aGa9JcI9vKOVjUcq4ZaP/oRXXUZW6gyQb5rhGOF8TunzXMBLQqlw/y/ZxIvRwiYe9ZnoengtiYRTHORfpyCQ+9O1OXibZZ57gghtjgMEdxgsaFEaLoW7+CBDKPPGj8HetkzRvIlZjPz0uK51uZZNWIQi5l/W1haC2WKYvtlIUOHRof0dNfW1lxDVs1MZ6AmmA//wBIAo/GLaIoDMDjcasvFYC6LyWV/3NTMyKlQe6Hkyo5qFef8roZWX8cW43Z9uP4Z7kKQ+L8CFVe9C0swGtOd1MzbXNv5Kkpw9IhuTISsJG8COB7RCV0GeBo9AhMIV7poRyZhKOBviOD8g+2LxxSV8CN4pN4GA/xXHJEyK+019a0e61qQk+pbinEOlQxy4OSfsbbVJhxcWVyJ6BBo5dhhnn5xeFxh5VFOteY2RJq1ONZaIaQdBjVnBmNKZkdjeCHnYjTVEIs4Rk2kFwvR6USgtIt7/nlJqroR3KeTzFqm00CZVsw1+bAkveDYrr7hHjR0ZvQM7m6NtcyEcdJAUyqoQudDos0IiK7E2nN9iKUsgVV7szvSsEEMyKlqUNtRJQ0ukWLRYz5azoQqqzExjGO1kxpkpMUKJpYCM1HFqjTuaIWTYS+7BX3MBCOIpUPWTOnICZ9RLEC0kYxARVKuZIeqGrWEa9N/bLecqJu9Ga9korql9lt1ltaxWJ43YvRkuYxY86Cu/CSkYhExEKC5DExz4JytgV+N7hmvUAzSQzflJUgIThy8WSzIrDd5UpCxChGjT7Vty60HT61dHMlUuXBEotl7ViTOTNsoqi4jetS43IGotMDo0PRoJjsRk4Rxmbcc4AsjACyV7435jq3nh3IH/ioDAXg0R+fOw6FapUWlUFAuG7xmSB8HLYzbmwz6ft5T+X9qkd7KGkcjY6QOqH0FL6DPGGVbqx3x7+aofuyYFWkDLypJBs8JimOTEVkCOA+hYLql+OivjKAdf4Zhs75GvZpMqbTLIoffDMwmZuCqxr649/dMouKfrMpkTXrvhByyauJCL76Yk+JNpSLAi+6TLnDoZPCIoEh0NjANggPAQC4EQ0BACoMg2A2Z+REVaq6SmE9NEkYy+NpJE9hrvbVrrN2oSJ3hg7PGn0hK6dP2SE25j8ZMuhdQLum2i2U1tlsPnamzu8CXX0LsomyVeZrm6P1buUuTslITMW0jXU1iMd6WvcyNG/mSkPhbYn6nS4dMFmr7iggyNK3CBE00GGjx86+xMqwxuDQ5NLkTCA2k0qmsrFg7iSIAni4V1B4KzXyBG4rxLlniFI8iRMzZG/9W/WdjqbAvWpeIzArPqhlM6E/M2qicpXkC+AwkUlpSjMxyhFoWiE1Ql/YtIsRlGYKhUiFnzpNYi8Q9nerUp5JRXmV1rUcRuu3r+KUFdlbnHtodxfyPeDKsyXvnmf7pF8+3+IZb0Qz7GmCh5aarOY+g3m4FMJQ04pDeQjaXGvlRuLKh51XbKhlpIl90Qy5ZengfCyvNTA8KDy4Lrm1PT8+k0jFsil45Gc9i0dRwGYjNlPTUHghIwYqyfYov0ucpipg1WQTMK+LNnYsQ2vvylcjGXqUpvC6aIRuj83bqe1Y84yW0mcnyj2W39rQFWpYmK0MkIGJAS27puV7Ma5Fj45bD+99Cn/uqsVVc56vd0y4FXOoUG1WetjZ1hi2GFbCGqAYUcPuO2sGG0I48dSYz789irbPsUormfNjQkk5KTVAm2VywuNd+AjM0qXERBeeCN8XiwJzoZeRDc9CiYHQd3EeROGQSjCKwoj2gj5tWrFH2GeYoUbVxyhWZf0i4mlsv+rcssOYnZhlo4gHBOKRAHUkCmlufbkJL9EW1Uzbt3P5D+1kTDgzJsaSnQadTMoHoTLyY7GImJSiRbuhJJ5/U2nvv6pf/rCqU13qhwsnartllArfFHHisc8LOY3GqBDwrt3xru2emDcG0ZMznhDK+TMMw9EsEmTtCaih3D2XDRx11Y+fEkz5tWojpay18wxi2Uaf7lwgE8nMq8MA6iW/mgoGgeBAORDMcwjhUG42GcUBrJMAxxNjNZIywLV/lfJgzsWxbJDWUGgzn04rGuFAD0irULYYB/CNsNEz7b4IMaabN6w/irud/TuxEo1auGf4BXPPZRWfRbby+2XnQJZXKmv6KBMS8z2pVtp3tRbbbu6kJS6nKWilOCYpemGSiKrLaOsPPY6HqW6TnlHp3YBmgBShAQcgE674yNAFCbw4LI8hgCokYp4sMLXZylfQjPC2wwYbcDWo+9yV2oiVuEppphKDS+lPyK2oeLwe+UJdxN0baJtrcnKY6bJonVU9RUCrZ6Weqnd7eLQ/oESAE+JW1526AmS/yVkPhL/424BOuocRq2ZJHIPL+Cyf4+3YPbQHPgfXXMtosgXIUswu5RToE38Uiq5FJenbuMLzmzpnkL5DFJ0JNyZ4Fll9Nn4oNArqHM9sq+/kLm7W+2qmViI+JkFpzUqagrmd7H9Xu1g4dl29P/7tFotTiJtvliAACbAzQB0GKHQkVsG8XgHoBD5wBXws7JjVBUBS50tCZ3ZFfuPSv7tMAtRUJ8KrmCFFb+aq3Orv8Es8GRhc2mcd8n/n2uK0VReOV3fz3stqk8+1IdQ0ihZrFWe2V56vxNAZEX9IIxK0H1amhIbbruTIlZ33NO0Ocud2YywyenGGu7p0lHFYdbZJyluN19I0qDpTvVczl1gHbcn94ruRmX5xgL96rFTaD19Yh3wk9h4UB0L0nezyzz0VzRRZs215FuRKAy86aIxcJvBhpC24Lqat7ecMcEmRKCbJGJeTdu/TgN9FL9Bro3Coe7gRppuXXsj5DSLKPQkcUIjX00urUl+cEokvcv8NP6+kiiEST83tGGiquAfzyeSEYX9U+WBYJJzO5mFkzEVrdymQRCEEVRBEESBXeyMUwA1QBflRxE0g8PZHu7L9dgU7zCtCOAe38kW0JM/ZkF83OfyEVCtxDa4ZL/Y4hkphkLBLts8vo8SFeJNNjOV3K18tzEhZb1R5QBUb2qxVbXtZMRrd2XXEnpsm6vlmEth8GpHxw8sw2+m98hETw94yGRnLYgfH2CYV8lgnf2CdrJlp4nrh35DQrnSE5k5R1Z1A72MMTD8hn9Vbui4NV5SlPgm4mcpi+WXsNFPyC6ZeIvDaNc5eoj2ZKlY3o2xVEM6Ee1UbRZVoJMK3cFALBmplUrHAkeIhpFOZZdrqmYLeyKjYAhySmOEfEn8s6sbnywnyYXR8mwEKDHlgeQQxPX4zjjNN3mB5ed+O4uBKhI0WOEepQZR8C/NWSxxW6IiCA3fJ0JI69vswP50FxHKnjQd3FXHtyJXV+9V4tuIXU9FluF55dtkd8pd23UgisPq99mtkiGU64E7fUHy7OKbVIAqJ9xOFOr4jLhW/cIxPHnXV43YNcpyUr7c093izchNc/Qcs9iRkNnWWi6vLxe3Bd7K6aBMFlikilPrQKq0TbgPIivKKUPqWQrjYPSjVMwXyqsjM/M4xBLMjY0vkHme4xs4WBF+IiQ2WmSzOKtS5W8xavimgtVcIwvmeBVnKKHwAuAyLITfJAEUI4vLBZ4tBiB7BDd0ay8DlYPIWb4VJvQ0KUeIgTiHBsDpw3EUSerPkVLyeJrzJm+2ecwz48XKieHAxe5VzaYBB1HlesoYbfhheJFibe2YY8kY/BboAS+PG755jF4ybMoLJ0aZTSp38fWnjFOEtKavrjGS1U1pH1SPWJ1Av/LorPOArz/IoVMknQUROKNTzDsIg7p5GUuMQzYQHW6Cm6loyrjvcwtHMRhqXIcYFKLB+E8nNtwgYJFswcxE+OMgX3j/kwatE/C4xlTWqPToGAjAMnMIY5lwhuIkAoF0I98sCiLNpo8r46YTeJt0XGLgqXl8mqR+YLNvtHjRk/MZY2b8lndPxos/Z1OZt/fuz+gbVdrJhXmGX7JqMx3SzJbS6BDMoJlxtNsoPIuiAM2E/zSST7gmV9rnW0oVGNd86MSAs40tAQkq/at3fiUxSemKQnGJ8aARCGsOBBcVojEkjMT63tiiayYzp7ybCmTTo4upKSAJ1ACY9sFcn4ChGv9BNJU10BGDBZrAOJTiJdGJHGyml5n8vsdV+SvO5CSqryhRcYy6ckogXrKKp3izeT6c7pQjyWP6pkk2b/0eGLhy9JX5awpKd50eJaX9vTIsh59PWKfk6pr5PtSL2VzE/+pCHd3rXOC7FqDacSrBKoJvjtGYPSABVonaJFJE1VucpfCEzNRQyFesLmhg0CkUYUkQXs1dc8KWTeO+rVF9irhvL25ZyiwMDctYZrOvtqag/rMeSekoCPcSaWyO6IrQdDA+lQVIhWsci4JPgV4k/s9iiIEla/jRrO5rQoV3VfiYTtdiw82rENFuOP/KyTuO5lqMATjP/4xQggj1T/sgAYACL/2P/A/73/Sv8N/3D/rP+EtKkdiRAn5wUO7RRvY/5wVH1wjoaZRLolOXDQVLIpSbz8lOaMJ+VvXQxfFbxM1Io+pVl/V5PJr4eIgED280aIVsD0C9qZZyBpqwYRNtGtNI2dsvrkidpcIvztLJUorXdBQ10/ncvN4N+lREUh+TYnyHJC0Rc+2IYvTqjeujZVbsqjQ2dVmXOJAKTPhJvcTlDI0yw8YpmZHn2YHVT/DjYY0LeiV7QZpyow3vA4byh31iWSOqV72oigh6ZEKmExWxO4y3jtqI7fpZEik7oxGbk8VI0a8irGkTPBy9ktJ3ULEo9cVF/yqSf5YzOplfFQyUUsHQQyvkGh52cVU6Nxda3/XxVLJVJ6jYVg7cvCWQL8ZgjGuMOgcBd+B/Yrn3KW3P8MpFoOHmcixXSF09dfbzjskBzqlUMzTJV5U2nYl9rt9yXWzGFw1ctsZC3TWhA4vMiKvV/M6IgkFJVGb9JCU20chWCTjeULjVkcMtoCMqz/oE4u51tcCJSMR1aUri7GXRVag7lf11Sat83swlysWEQha2ut4PugIaLIW47oXFV1Tn1UHAbVNn5/xQ19lcYvTZSUlnwU3AUcBATV/RxN1UddhWwCHOsLBGHqz+xQBakMNwixf6BNPu8aneffcor+wThGrFEflJ2sR869MvNhlzexW6P0ircgXtIUdyXnC+X4pFjPk5oo9zKZfwaezEurFht5qS0oyLQkNYUmdEMFBkM0O1mrRGmvwH1sGXdYNayyJH6shpa6fvhj8LlY6lRYU2WCVkB1Q3SOMaYMH0Q9hkEvCK31BzaPvBSQZ7dab+mjA8pSw406EXDB1bZT/HTrCKioXfzgSqDHDuw2YfQogB4H0cWMZn8AlgHwlAuhFBwIo5h4KQFkugwZQ7g3HIA/+GA8Fv0QDKd3wuVWNMZhDpNhoH/0PjOR34MANdYHrmKJ+HAJ+cH5SDKMQjNZrB+SC2+Fyz3HSEEOSQkbg4rQopZHYh86opXVnuU3XFJ1iWWCIkpYUCzAVCkcRBPWJXRnr2ebOKw3dZcTT3hmCnbjTlTrX7JDPgVPjvFhaqs+9VqKcijPiW/LRZaWfoCEFEXQSOAMN9MnFcIh5U7qhfI1AqDEsB6SJ4zngg1MSLQNWAxPi0CKoC3ImUjMXH0xX5s+GITVtkzBYYhd4TvAQLis4GHa0EjrAyE0CsMDJgk6DFfwPqTk0CMKUcDTwvUJ09FGv0F4uUvGtnsKIkpKBbDEU6nEKeGv2MxIr7PsNL95I3DCh9Tr+WGZRhcltn9QwL6cE+9qHElRaTyZ5Xw6WJb6UScRkpDbyRcjPlm5RiSBT7Xk1WRJ76SDnBopb9Lu9kELOBQgrgPkdihpBsZRplhlqTHECz5skXWGmyIQZWtkCXXBjMi7wIURbgthbWEaJBYbaFgukhhFTI4m2W0O41Im5GCqbX6K1Ss4igtHtBwRGC7nzILFb28FWqdaE3nXBlg3HCep/mmiambYr9NLzP8IDbH9V+t9GPO6wyknTVSIkzeS3cGSl0SGn0yDKWWiPk3l8EXqr5CA+hL8SQro8fIZqTFhs4ys+cPqS0RYrmLDLFmdIfeNiDvjYKD57e3R43MJCKoombFECeEv3EEVaFCc0M7MJ0n+2u+1uEopFzHDZ5lMhFCeUr/LfTYbck3ACYJIF5mkBMMBG1uTar5UxfV09MJrWEePrPA+Gg2TFME1NOxlV5k8n2T26wkIvRRSI6TXvhEupmfY/VzxsUE3M9Szi0P41k52fE5ubse+bGmUlIZNIlFWOXOb5ww+KcjYWVoKdeSggwpYlixjyiBSiyzTFLDCot+10P/tvgLiwboumMyGVen6/G0chN4V7+4iofvPIqUFZ5kgEyhNgVIJiDtSRG5bpK2aGHT0ltSYS4kkpxl4pzhbIhV6gQgKWCBzYC3w8GlLKBsmQOAhoJlTcA+AbgEgAHYNA9HisqBDGxVrNBisDGRk1HDP2ICEFxuGwW6ID9A2RVmLIEooIQy9NzoYk027DApUEH9hAa5Lu3GHdEVt0aNF6Jyz2ZzExQ7iuBGxcF7kRAchcAlGRKqFokF8bgpnicum8wgGa6mfOpgxfcvEmZlrCiWWLCaQwq0OuSZ9GVCSZIUcdBErBBdSZDcecvOzwvq17ji/het0jmF/kRp/k9KQnaCNdvwpvqn5UWREpYR2VwuLfUnX/k0UiyJARn0MVqqnpGy1Qc9aq8Xbc9LHPZQFKACFIX0Py45VrfRbGavhimSQyew6sfKkCearyyFpinMMU2AsxIInShReZIkgqdXiTqAVfbBlgocLjPpJliJm4kHafydOgfscbceG+rUvNmPmsbGn/KPA3PimJJ9+vYIcEZJzPl5i05t8l+s+9dK6yL+zCOiOPZGl3K1cRieISmvMG5QJY4iHxelupO2j/8qt3eHfU6vzVErLkqqTae1ZViTZKFSTzz64muKG3xdk2QGkxlcFlYRROL0MJF0mWZoghoYPXBj+zRGbp27iNVi36hvDQNyaxvTLJHcvLmLMwd2U1KsX/XkD2RhpTlZZN2ww5s8U7eKcq2aUTuG7XLGcPzQE+hn4R+2EfhjnPSxbFJ4JRQT9wJS4Uln5NvKk6vXc+XEERFcqeYkSq4iIGBVKccInDh88NsB5IgFL7Bhl0o/HZBih85KSNIlZC/tKbroYZkZbhPXRId5WrE+2SGbO6T9dveyrQI/E65N20moxaKeIESPREhcGqgjgFewORQr/RH4h8ArJmZiJhfIR+Hr4P0B4FoPD/JLfX8rOhCTfuIijnl1LM6kLKXC5EwTPE4oeEDw0lLlT5kacBkiRap2DJiPtV4eidtg9ZGJzHcXkAf4MT/75DI1zwIV0jlTtKmZsqdWpsvgRU55rpNfFLa7F9b12XOdo8kCvC7WS5W4bk6cYsdsZXdYZmgB6HgQ3J9VeT9nEJ4jwtuRE5cxix5yTvKXlFVeSBhSikVEShcq0YKuBMdcMD5YsETYu0BNIILV/IgreLEawCPhpnW3RnfNmIhM+hXnZhMbwYN0HiE7hYStWm1RK2V4V1dZb1LjnzoocuqWktij2FNXRFK6Z21KHf8zvvGQK2pcAnNQKgdvko9WASqQuC3M6BjdQ9OFobgoJ14aFMLS+fr3BYqOlQvT2C6ncclpAjkCMlUuHrIiIy5sQlLcyIXpe/ZJG+CvXUCmqKrfWzLfLv9Q5uGv/c86eXzQ3uybjT1LelSkGKwI8NO6V4tOHU2edVHLWi/4dViQb1xWluyu5SPWOpzsQay3pzT3PinyHWKTQrtR5lgeea03ashPJwvLZUB5C13ZbRDzFnoZ+YtEUYAN4ZtqhiJdTWdu39mrP1NuVumRWwRQYNpaujlECZqUqZuMEwuB+kimAKusG3gDuCmujITjdDcBm5EKxJEQc7vcuXYxhbeVBAaTnbSK3jYsxFO9e/WXNF1MzNnRIKUwXUqMn2WDK2EXo5tlVaBblqNJFEowqVPZMQru9hkfnlTYpeCo0gU1ugFN1QC1LEBBdCqrWQY4lgpD3eeKtv/mfXjrTzK0bui9sUBn1QCUjOikQrPhQxPViKjaiY0LBMdnhOPi4ZDIRBYwgP4D2axzXRzMpGNBuIX4RpmgjhATG4RYJQRZx/5kWQ67qSFRVOxaa0Ed8N8gNda0iI2v5u0X7lR+SOdn03M8VnYdO9HnfYd6NxUsCurc/TMEHVs1w09jPRfIhXKu1pABFOykLD4Qd4dGGlZAUyFt2kqyNAeYN/ckFstzRcJUegbUre24mDaiuBSBIVtvHASI2yG1cjYiORYWrhsEBaIR6QhqDwegguDzGqhyniyf43kxFoTkqzu275nkwu1Y6Gd1PP1XMKrday9JyT2L5Sdb/QaN6JjAn9qF3JeY1pCdk0M1qO9i8qCqVjeyFOv0Nf/VUStllV1Hkx21yddLRY9ot4yoxruuQv9hKnqUuJFeJYgAIV7AmLY8EQhRPUSerAUqaJMcYXXAKoGaq0JK9Spwn6cxOYHd7CJvSFeCY2yJSSeBWculnINfLEoLZ3f7E1DAeXJ2kcYRdENZB+jfDHQe2YKBpY0pC04Hcld1ENAyoCa3+irql2n0q26n8S0FGYudZT9oUbjvpv8rtqcwMOeU1DEJ2F/H1DS0nwJvf0vtg0HDO2V5DeMJEZ3DYQEhO5lfGycdr88JmYdjWSFA9Jo2DfgY86QAGSPwCikqSsuRtNOuIwCrd10CRBuZgQQBgu8gr2NSZEFmIh9IEpGrrnj7uoyljb0iyDAUtPrWtgvxkeBNd+dOkEUiB9F8fGETQ6k46AeeKA6Q1VqoZbGgHYVnyplN7sAgwX04b1fU65WyK5VMYKtudiSwp7tkFzZetrm0ciUVkSjRQstcoNIFZizFknEBc9t3ostKc2izZyCtdbzk/XTQEY2FTfRsXt2knn7vfpIbg20L0aunXRG2z8uIhgBD2ZRGmG92YXJX4LWHaKjfDzF58n4X6H7xQz06bhCiQplGUGfdKvFc5BTKe7p0zFffZnZSxaQYiwTCYx5InLQjG0bGMQyoFJ3hDqgfoAEOBnhkL4PgDXFIwo01Q9leEpd+LnIEYCAPsE70rPTCZKSldgneEJbsRpwySZorB0SS7I7Zml2upIzXW5BsYUHE6Fx9yqux0/CYvxL8qnQcD8zkkjIVppbkxmbWUFqpWtfXLBqsOzkfKgkUHGccNLwNO+2AuUwh68BNgC7DWDkHR9Hwr2WCHC2m1KxDHSbkFpFgRrVFbVlOBvF0ks5G1FC1Cjhy5anQnm9DWDByaUen9G8BYF16EUyk7haA9mABBEOFHjTwuwAIsAJMDYLJKLEyoZuAC7AVC5AEcoaRZA4DKECL//OUrwJcHk1HsPHFwuVCl6EgFSLZBiajfJOFmWpbh+Oe+S44Eo/8FsbRn/q2ZRqFiiGrQiT4GiRi9RO9J4kHBr1neqlOzDWTHrrpjvMto0RLipuZL7HMwRl8Skkr2K9AbftUuWO2QDJHRDZqoNckdCd6NGLIq3hYHt6WyOKvXERASGbMj6WzO8Jx7ZvFqzI91/KwzMOxUe7iQVVKd/oGgymsZyM2pLPswFY5lw4z09qgTsQEATlGwijnf3Vv1PAsJIQeYmzjNz8BUFS+5WyVCi2MJSTQTifFZxulhjr/c0G+QGLotUrpBpfPytrooGLUDXvITWgYMgzgz/aeyOVev6S+sbFqSmkk8svvmH68N4Vu5P5fyO4OX66pa/a/bheOlVmLY2CxGO22qUpQapao7PYNNdhhbduIHMY7K0DAlZRh0PY27dNi4IvfeItSEQSpm5Ari9iAvQo/6IGNwxiVu/ECM1HzUZ5NJDszOljbxedhbtI8U0jto4TioQvGeULQfTJeBBPwU3bVudFvAno0oaBtI2XdMAFKt//jFCCGIEvZwGm3jKyOU/BRAxgsg2AJ2EMetH8q8aeKJPpVqXZdaytu5sooN4OyI61CKILlCHcMXh53kLCagpjstWi7x0Zzl9WHWVMED6em/a5En3K9VjuHLD4u0aXcRoq4wJAdFnJ8H2b/uJ4LbsuW4QWxa01NQsGhskmW40xdlOvZtWMpRUkm2imLYTg2DKznWA+wC1BL9qY2Et+BHhIr3mgLvcLwbQjk1Cau+QNz8UIEIgv0Gm+dQGd/ZEut+EAyVio93qeqYRgFcQ64Te4Ks8jSJwnyBez6Kx6sNVstorFXdXvUfaF+VPV1mXXR1IXZIyr/HjcJZ6QOpbJvv522PwsLHdtdQwhvU1hS7pbeaQnnG60FIeBaCEbkqX8GINAUhEMCt9uLhUctmVNIJFdXlRv/btpTE0dya4xX4PNKb2fn29Tg7TRbe9JSXtXVEfnaZTiY/yEY71qm1mRhdG2dJiFuSggAkR/BNicEI8SyOwyC8Iktn64C6ZzqUC6e5nCBFkbpMQV8BDwXmB8wbUDbl34pCx5Sq4k/o/MUH6C+F6J8Zx+ozQDgDiFmkSjEEoIi5V9+2YiLTxpYwkIrqvratNSMw9UZrjaLQhj1CoCfF0KYUJGp/e5DpMJN9X3XpcHKClEab4+xSp14iTItVqEi4gwjYIQtCkYzINwTgrDgK5VQVH/pVdolQvs3zFMcR5vtvDiuJJILqQy0eByCCNAyD2IJLfyIkOWDsONgwgsjWFkOo2lU0iqJpJV6GrImE4zPD8wOCgZg4BAMTBkv+dNfX3ZyiVSedRZPLHrlpThkkeCA3PByPRCUlRE2WIKmuqlUlpmci8MxiZjUXmf8iphoTEWmD4ID7JcXFl3x841zTJG5O9MV6/qO39Xf/hP8QMHBAXR1zZX4KoiU7hMNqthlsNoM9hsUisenE0lsRjMlsdXh8KgsWgUbn81lsUZsAjYEjU4RoQT6M8csDz+EE6HK0RAGYu/iKURhRX3SBxh4hWJARFoUzh4q0CLQ4nqh9pB+i32alKAGgKVK1l8sZtbgFs4HDLL38ulsplHpQmLUZJTFiPv2o9aT6Tp29bA4XdJB7ofH/l/vIpUSxduZomH8g1J+/nzTB4xC6Or+TS7FQQVwp6ysUvJrMZnqGgcDoluNIjJzsUGj1wNSkbyrr7JixcIoZwn39O+2qs67kUtP+HyZjkcFKtLUH+OzurZ+FusLGkPNA+eHSQOem5ms35iujWPjuTA0qy41a1kMqn+YyOwUstuFr7IHCABdlIzmQ0LrFACdOsfDQJUaAinqpAmlg69FC+jYKAH4bFiQtWpBgP5rFlF2S6otadZQ9jCJRGb5LwuobwmCQQHC6yh26VJYt0oHGRpPijEi0URRgrS7Mk+Sto5E0TLjyCIGNY/K59DUB8EJRUiotioBWCYr2tJaJnL6oqczqUlAFE578zbC3DmMPIlXTHsVRfTB2uHtOMVxKFj0WU8jPuktVzuiz6JFZdnC2TWYxCT2SH1FwHiKpxAIAlloYi1bUhY/NKuzbm96sbxXnzF0o6lJbwUdBRXY/bZTdPmfJ+Trq6Lkvcisi27RrEFobsZHpGTmtal80ljQNTIxXDk5yMUOWhEDx4d55pUb4FzAALXufiJbAUKEb71IwblWoAyvgkCiOMS03Mg/PRIH9WeqemIsj2NmqnJ5OS+uX8XkjHxZzlt+t1vSTlUbmQPNQRBkQ7Ser49l/q5aFJYnlOQcFjFaC0ocqw0NY1DHuOmyJnrNUvo34uTl9kkiF5GC0G0RRMflKWgKZJck9ayB93eYQQkUC7DGuZ2GXkECsjl4YmDk7cqBVfyYSSFBNkhqMnIRGA5bp+CzuYmqNvAT3OTJdD2sV+BN2CR4X8jGtQjpwuccjmmeHThrMDk0Ep5Qq4mflrp3qJ83W0y9BHMCNWKNeECp4SJPDaVrYDF8f0xDcuKIFqhQyDT4z2o0InVBWkFo/VZxffmbEyxUR4XbhSNvJzViiS/dXdXIi5Z0BLUvGGJjsN5XYkNeaOWrvQ+Sv2FfRRN4ZlmEZNg7uzlmeskisg5Ysd5WByYXZYi0inJ3dMTX8zfdIcx4ydNmL1BZF4UwXOvpnv6LTetr/Rp1va1K+JTAlTLzH+BLoTYW+jYl06x9fiZ/NyYC6TuGX8MyNI2VrEv9QZyhvt7EgBh4IGJbdWENFu0m4j4V3Ht9QIcHvpEM0CATfPDXCOcFXyUQIlFd5eS/4D10hImesjCi29tE7Us7K9PDF9o8DWaWxY2oK9SbuUN8utlTX2esrUYRRfJYJkxYmKnArDk6IVKcTej5hmn2XL6OJbEOUSlshtEZWUtc5LocrYXKvV3frKFcvufDl04p7PgQGDQIvltcjeJIWp/6wjuUKsyOl66eUKObm0ti/H96GtEi4WWg3QWxemocps/12uyzOzDR5RKtU6LoN84S7oLpOUlLupDymxEdgpRWhKnhCKX4aPpO34DcVKBTLgT2dObqytAX66wTQYgzkWQKa3tFuwe1rmkF+NGPTdcj2VV07r7F5vA1aSrMiid02hMYjp0m2jIKoRSkZu76JNnje/ilI/TGHRwXzMocL6yrpJ7fyVgCz01YqdJGxQEWVy+EfAkvN7PrUi5Pg4ljzIpDzsyYYrwGpyHlrTapu09btRRnAOykODzpRtDH+5QLSWYEaCgdS1v/JhZxvKkSR50PfAPH2YUqKh1UFPcRnnYRSWkuh2RxvUCDFY9Xrqeg85DqamlwuyHuCwNQbKKc9KANA4ckXjqlTVBwv7I2FCMdv1HCNQdWYJVndBBczc975y6PGPuq2JJ0r5hOAn6NUHoc0NoHhzgjSdbPXOotXT5anJ8IKryhSIGiRiL1w2acIksU1EIBJc6s6/3bJTyq+2z5bYXWccB81VqMvdyDByMsx6FKkm5TfN4EMCCr4X+Yn6G7uzITBVs8kJZiR34UnyfBMsmsUHXKnUz6wZiwVLDIBvusrknr7NytXgQv3uZgL44EKlBnsfeRHa9J+WvU7IMEVdJLfFu1kOUPcrSULkOgOcwGrz+G16RlQqk1FNVMsE4rARQQmKXQS9xi0crrRC1Fy6fooJcr5OIuLOasketwGQ0KKpGIyCXY+UO7k0p/LK+e38RtMlCXotcfjeC0jbCjcZMf8GyPbC49iI3afWCefeyQToHZyqD9qd5FQAsyGnhkvvyUyxfwpK0/t1VuvC27tWm0SW3oyFrzKXY06yejNexpEwejwj2QKcTpt/JSlZBv14BhliI0aIbFK10t12+uz6xQ2UzCjq9uPZcDkvhLGDwr5CZ9W7JOG33DojzzsH45GHw3G+/bVo23QTZ9FfpuEsgV9K+M1tnP0kHj950hX3YpChAniZKw4yRK6DoVRJDn/XWUgksUqHe1WI5dRlwi8seiV6v6F+8vtSOOolcuNEl4kg6j/KV5IS9G6j9rDXDf8Mhl7hUUWEOPplZccVLUFfSKRzM2dy9QEhV8lWc8IXD04+UOhjIhbNcbL8HpPR0SrJbExUSL7OXlrHj0jOK70SPUg6DtSFCt65UEGzySSBdR0lF3aWSyHh3PVle6E1Twj/NDF4jDpRzRaYL2Cn9tpV7SQBlB9RJ/qlwYQ3nYINYhIgL0hJYV3VWYuCkYI/D3b+EJVhSmD9tmtmfNxFod4IumR2S7mthn0lg6QozIjqOO2vKM/0iQmy54T5KmM50KRGI7lfl54RK4EQyZDf8LnADbJByO6uK9EhHjz1Bp9RybXR0IGxXDE86gT8mHMmUe2KR6RQ237P8hsKhmql00BFa28qqlIwvIH5Re776hrzi4NtNWWlqUFz56Y111XHD3xU3Lv7D/4kahtOgnKJxEp/+cBmBtpNW/3Ekoe0SSQ1WwenfMYFU4cfbuwviXTV5Dp4baHR71EdCQe+Lh8YnvVtXIsO8VNdKcokabITdHhDglaRtWk4Imz7hZczgt5uqrDPFkzlE4J0gqx4WTV9I7Yn5xv9BwsqKWHO5JHNhzEoog0f7GpAh6LjPwoXL+ljHH9MYL+YnT1JRkgw9m8snvJNfp5O0jTxrcsIxaskh/I9rAxm6JWsBQMIPCJ7qidejLyKgqRWF5GnEn6y0t/YpLp61poiebEJizifCJa2IbSepp+TIcBkch5iNOc8ELElxvc2x9VVPg69SpPeoDEiRrY4vB414EARshxXw5Bb8bu4iV04Cy4BI6gyCjKFWAq+V80wU9bgjzy9UZfWBRVQ8qtR5Q4KPpBxkJXGFcyc6VDUU8XvSQZFsZEMd/JDdAYX4MYkEn1+tKENSkCmcuk6iErGH1YW42tTmrhPtEk2eGuUnw04HQS7GViyKqVPlBbcT6nzWFYcxERPVmJCj0wT9FKDY5uQ0GSaYlvto5Bdlh6n8m3nAZxFqhhkROIN+GjwzGQgxKxCd6P59mKkBE8T4/ahWoNMGTkoab6qWxKEFTzDhGdWqzun90YQeJUyvRW28DY1REZhpxRapWS5zRhQkZjgo34qPRGWRMAItm7r9e9XxETCBtkU4IBbhn0uEbdYER+NFuvTtoMQTE6BDtuj3PPSVSh9foBRg/HWpRAyiSWt437A0vMsWw+UsgKJa0OULD8Vf+TXvqj1bEgmfEuSYFNWUnVt2+ZoWXKBhU433Ts0c+L78ygQNyaIMMcoelFMmkQy4irsl1fFf7vJsNbyyjNihIGYj2hIXPmjFOUBEbZvec7fQ9dTfqpLAF5cJ1jqn3CUJq/NE+U1gQH/xsaRNkau/OSDSMQdkORALZxmLRNQ0UgbX3bk0IoVfKGEIanl8kdUM3qI4EzSuloCcq0FgDB66DFhm/bSJxSNcbps6LgNR9atMgPNKC6UDRs70fkFEk9f0biwjZHdpChLSnzvCm1ypWkqkpmaOB+jJCaytHBrA7AQKFLHE8WJIdXVrQkSoE4eDETaGmls0C7Tb/2ePwDzdyIGcHwKkNMFZrSl7/CJUDcNEVTlVVzHK4fhUkGiC+8P9LQOfyita1sU8EEAcEPVTBxQRCgvDzkQaNCRepsJuLMlRjcGnW9P+cj3JKlnhiKbr5N3jBeg1usXykp719h6iD+4/XlhS29MJQCqiseNoymK/2UAVfT86CcRMzVDTyEzktJCbq+lVr2B7EMtMP82l+kE9MiWNWkaqCRrWllViPuiPls1/aSdFFuVbj9ommA2KYwuYhC4C92w6RqdWPIrd5S2MEGxU/jDTwbEXF2GIUsmq/eqt1X7Z1z1QKRc/mkNiiOYTZLPOe1OiMaKapqv2vX0QDiFZnaCqlxqdy8GxfifWMSmDFPUqnhgPhki1gU8fnCT7T7qEztTVH2oQukSgkQIsO/mCmc+nhjdwja1zBi+keopgRBfhlqrPU5QF4wXq38w4E2TNRTFLGDgfnCR9kJaLSM32H9bEg2NDPu+hjCY1V0UUwf0JiHhA/5fDWx5FjIz/4CUpNKLNB0QdX8blsnDeqEz8RqoHwnt5XFBZkB/J11+k446zLOcWoECLfhGaZYfpvnuM8m7syXSk/2p3YrTxkgzllWpa6SnA8Flaw1pVqzLuMdGwFJoJujbNRtVFsnWqeO2fWjKI1zj19fWsqR5intpAsUCpd/n1eBDmCa7M0r7IsYLUXgiFMuvh1BdDAP4Yy+eB3DcK4XV0hhdORnPxZGgri8dSQ4hEDcGVTTCONoJaHmdb/cK6pqgEDpoSMLGrqrnDHPEdGTDoig/XMnxCPl3Wvpz+8ybq7nHOspFw2CvE+Zpensl0FmivMlXfjLt5566sULe/a4RZMzsfJ7p5DIf5IopOLk0i8ROZfLF8WBYKfETKDWPC8L5yjRguoNnGec5pP0/VURlkz+CnI2p869EsawhCNTCcf5XpdANVYv4xEIstoiMeY5RKvjfw4EKIwDmLhmPoYZgOQrxGFkdhzGg3GUahaFKU5RJ5AvE2jZWpaMM0bi7neT0V0Dwhu3H0Zxwo4Z0J+GJNugylCDhzz0z9UItjtNM+z3CuE48Uu1jgtAqH1B2lomHAjoMrWbPJYiGAtypRKIdi0eTApKgthJHkrqnaLxCcUFC2f6uY9LnGNERJY/ZrmOSYRYsTFg44qQaI6eY0pw+V70x37ugxKqg2vh0Xq23MsG3u8SjGGsE4xMGRLoRSMdxXN1+lk6yeOk9jgPMuGm2jWEMaxSk0v2kQZtngSryarDIg2ziI5xEc1ybFabrDwpq5sCfEENGHxfjDIgScE5ElOyZ9BcW2YSMM6uKTJJfpZcIL24SWoyT6LEny6ejpV6BcLBWCuzO1TC93VEPxQ/Lg9grW8+iNJJpK0jTUKFMHpmEzvqrp/03yzYrFbZ7nWLEdJplKdZbmO4+Niq+PwoYrWbTE4pLmp/qHRgbo3TlX6Ue1ryot3pORVzEVmdJybmKJeKZ5HwREfJHPEinucxzHQeRNpVJJ5pEuSRmPZYMRaKdfNMlHwWplEK6SPIAnixN49S2NEgkt9LGiWhQw8Zy1reM3ooZ+zxhTRzTrkDUFBUzq8Fk+hyb2SMThdD8GwP4bxbcFIvMSNmE5sfkdyamP03anx5VEMIyCGT399JRgJwkGgslMgsaFmbNSsdKt91u8g3WRZju8nzvabzVN7ztTp0lS4qdMGslvsidYK0voLIqtImm+21qd2wQIyTne7B2HYMhqJSIsGQfDswOhMJwzAkC4hFLBoNBkHAoLDYZDkajZFmjFm82+QhfOVkOJwkO93gRpIP4pyQeD3U6e5N9SSuWvf/5K/pCZsQUz5L13asmr2kbfFkU1U1E1t9MpmXaQz3T6eVq0ba9ZDFVzJfByoMYjmxjbXM7iQJBNI7Y5FYpk4RCARn0hF9rQkLP4NPf/e2j2Sh022XC/SbI9ar9uuNvrVloVCrM2yNT/XTYFTMkHqxNDuPD/erPei4TmdNbMsjmYwkpnU2MvEArFJlaCmcBEEY6Et+cz8ezMayuVSMWDgXigSCOyPBQJhGfSMRH4xGt+NRvLpjL5rEk/1bYZnhCj7HeZ6TKNIjlBeggQV48TVCRCNDpCLEuWq/SZdmenZFwGoWDSg7pPJIkmBvbG03hBCAMIkIOcTCoeT0+saa1lN5JRNaFFpAxM7/+MUIIoFIAz8DdgOuA64Df7Sjpk2EGHt7cMytvrNTH+hd0azHr976fbeiXj9EOx538BPQ+i2gko2oQspLQYZ/ITdtRPob5fUo048elHZY6yiTFdlbG+qGy6iaIVHq9KCK4dL/78kZlrV4tIS10WlhCIHQkMl4/MCQdG4kFjs0bo7jfYrrcciiGQGnX0N6JrZaL6syX31mKSOJ1w+SkY3h/zx3U93QlD565d98bjj16IiEgcLQqkKx5VgWR/6eeaihfZJPWyDUitCGhbZ62ZK6eoYokYzCvgU41vCF2Nd2LFaxJRbeviT+kJyzq491xIU9hiRUifoiLR1hNVYQnyiRI8YRsoMWLlsQtSQsdnLh4aFRcMVoQmpGEh0ZDZNTlAS+YxOaYEAxgvAmpasccH4Jr4YYWG3GT/br8gSL0pbI+JNgVnNUTAMRd9sjnGcMJGCrcShZqy0mPNeE1S5VKmTsCTFp1LJtMvzV4Ev+qC1+gKaLWMW95GvaHakxAHbEZIdUoiL7CDOlYzqMRljmt6yNsGT/FlU3VEaKTU/WTF8iZOKhDSpSRQVZnktLhWQoSEzTZRQ0ek5aITJwMlb0xsOSAcC82eHydK9rKZaSBgVw/D2eVwn2r5dJh9toXObbZ0OrPWp+LyLKpzhVu+yiw9liFEdYKT5VEahClXIqtrDKpS+5KiSHzSBN8wgQeyIbYFe8zeTS/t+kLUc6PkvfpRm8+LYVJGnL16U//b6raNztj+Uo18Z0uaCGO7XWnVReoaMcpoZRZe2JLuChgyhLFVw2XLhUuHSgVDp4bD4uOAyDIaB06cPNw9LCKg6HFILFADFJEH75uU7C9FunJ4B2jn3SLhXkHuSnG1/5QdkHlTc9gEdSycqvJsN1lCbgnJsIhFMIoihlqiF9TRWV3i+tfmnSoNrrQXYyrwvLIS+QX9hFuoU2NtEWQRRVKu0xWaxLQiaX0sQ5M5GoOItYQj0SXgXvL4QIgpcbep4qopdBFaCgpJbKwlBERyefno2KpkK5UbSEJggiKcSigqJBk2AmbGGDeuessJSCJ0gVqkMwtHuOgipkJcqZa/imJ4RC4+LUNVmy2sgrk4ERYDW2HV1hoC8E8ZCotPJc0rTy6XxuNWphCCJ1djWVShGJ6YQ1PLtXdqEQo42p0WsnmkwE5ZWm00axp4OrwofaX9k8xhzyMjXE7TlH9TdlAsE9On5BVughuewqYfXk0UoSJjmx/oEpJLJQbMlZlxLBHkiRhgfcsjlxCKooqe4aRqY1kIZyoiKkQDOIJIa0yp+AGGIMRJ9ANQD/FMbZccbDv/eefAXh1qqcnTrOFoTyIalLumuXSCDry6MXj1ltx7r2MeifSbOOYgSLdWJRUqufa6302MMuZ5taslXRNzG0mCSsdheN/gdneg4TTiMNyQfzA2SQTfoXM5iXyKacBu6colQ+6NEh1JwCLVgRJeWcQ8g4SamDCfJDHNYr1aQW2JQ/80lhI2P4ivNYpZxedBa2CTvhQVsfi5VhEMbojprcKbg3EFhJxAOpWIbEVT2jpispxc7ohR7FEh0AfthqvrNJ3mHxiOIbCRaHGXeKYSznLvQvNz0pm6LWLN6mqyDp8/JE9EtlkwCyiqni66ucKaWQMNMyk1EJJJ56ckpOKkZXrrIO4Xb/9ipVEL3uB4JwupC35KyPftj9En+/EokLZ4mJYCUucrDH9K5VlgpzemLAX/Nz9HTjTbOK3aysz1bF729K9tJl2uvLDuIKZ6l+WTL8oKVzFg9JXBcQEhEUHZOKyEVHQQFwmIStRKo2TtJeVdHV5DwOqDcf8QSR2R1DE1InAC20OgQ1qn3oTjIzZie1sDk2MOf24qCFWYa2qzYQCsKH3P9oXI6nyqSoXUf/XZQQCAppXCeJDolU5KG+V61YI7of5zdZsYuqyupioUvbHKljPOK9Hv6uJujR9FK5ShmV5+L8r+PdJnqbOilD9l+tCRHBZ8z6SQ/IyaLRFIyuuPIfBIkTNmxAuNkBEqJOjixkXXMtPmGH11arWq+/dTZbCppgXo0WJhO6aJFM3oq74zlHRd1xVFatZV5ivvEksqCWTBAmMBgCoBIXYMC44d08rdgys/G+wmgv/OF6u9jDET2xq879S8Q9ISfL9i7VmAhJ0hTadi5/SS9TDlE8fo1GlL8u/7XusGvRktJJqYMvFmXcbIiTTph8mJrQqQKFhIQQ6HlFxEVIN0TIUpEy/mer9bR3yI1XZTLezjR74Mf8PWaLNPpOrW5fdfTdt3Sq9+9uuzQNJ5KFEF8W1FcHbsR+Ul8dA5QhecGYbqGonNVmI5N/G7+EsLVceE5Oi0abEpfItjtQWMCslKBM1FJ6ViQ4HZC3tWZDcHidUk1uBhYvelVeF1TU+LKSSz6UUViaBGdbIQWnpqbktPoxwwNdLYXwyhOjBaRA2oJJHQpCzENpKHYdhACe4wWAZpqltYz0vWBbeczOSELOqnmIhuPYk+kdmVNttDb7DeMidT6KOjfgV2Y1qCR8/4D8JXi1NFtt6QTep2JAuGRZZ0tafuwox9RLlwjf5DtFBGyPZ1RvDc1s0OI4J0jG062Q+MJJzG1DKJB4Vo0TO1Ug8gSxWjSKpiho19BN/xkkqhDP/hVplshOmCEMpxx4ceZkhL7BGTjYxS/lTZRM0ytGZBHEPRIOYh6baXEisCiK26hk4y9+8UaRtXCZbK0qdrEqjMTq0thEKisKgUBisAiECkcOhsQNKAkpFiHANosIREyz1pgZ0m0xtqCLZo/dqokHPCQhdF+QCaSeZnB90+XOqMIpRBUsEObclNjYSq8o0jlgCxX4gsMTJQBoEaWpvHc/y7qKA5W8FBQkH3K49ZVZZGbUIRFeqYmDR105bTvZQoHHnZmtw8Dzn8S9u7O744zIzkDoU9T/sqGIgpfS024Xg2stTtVZz5nL8NQmLvxiY9jxiWa5cl2yl2TsKlMYUJOkIUMeLCReVofrcQOpsqCtydUFpcmNofTRkRSaFSEbQ3hFC8kExYeH4snNmamg0rXJaYqb+dW2Ev/ilI3lNrrwZF2GhEhEtx0Rh18Cd+g3ovNH0wqdFvEXHNQbONPlbrlTBQuybcax2zSubR5o5ZUBtzLzLDmyq/2P8QYE39pVolew8gGlz5gNi6tZVQRS+kn7f2ZF1uzVRHsjr+/i5EyXxWx7tfrltDLSWrEFmRHdH7IhMzKuKz+YHToWkiN6ThWTCdjCR7ETItVmhIey+xISyTYqioY/r7ukziAUDJOA52AqHmKoysU0kZr5cH5eD5ISgRq7hvem8CxW6Lygw4jjMhBe8YfI4SmFRtCd4wYMpw4GRbvoiZjgT7PSCiZ0KFbt0NGWbvl0M+OZP1zUG3arVTWADaMNcAHAE9DcAlBxfS2DUYbuESw2D14AUQjsGsD6VHNS2Xej46dgiiV53Myv/fCATpE5JuCIUMxTbAgCCYJNrYVUdrLJfOrBbH6Tiinih5OqnIH9QyhvSrIuPJrGqrUUGGc+wzjWaLH56ELhVQ6esniyaxkvcTqsl85+SCUOpSwwCglcI1eoar3xkFTG+woE043paOi6N6vVwGd9SuFq02VEtexS7r7WFBzKqiKtBysL5xc7eVdvW4ujCX9FbxWxATl+aYrQbYFI0QkglQrH2yWHPKpz31a50EHI/yZJNLDHfZKLBKEa8CtQbOyWShXLbVXa8FJSqfR3veyeHBCGhSQ90jkBLzDARTeVRcXz6hpJqF4LqAzkKslzMv8X4AW+GfICSOsPgtiuC1DtLh1TyWjSYDyeTo0XMp3BRi5uQTSBUSQbp2vdOnawZeSMmqDAGlw4ekgWHhpobBdLymxODMb6XQ+ur4jOylcmSLaaxQ8FO4FYmsKWqHRGPdDvTQvFEjnQXzuz6Tn6HnSbTSI5QvR5FuWwFSCoP+FdpSeRRopjMFNHtQE2wSCEv6wJaKsvyGe7NwI57lO4N2D2RGSTBzNqqo3khpNQNLU3njG9f03k9KQkJBWVy+W0OTSOLQkHEbhoJmxNW8NEFGAIPgQYKIOsP4oBZF6EW2O6e38lkAmncyupRYA0TNYL8lPTx0Ey3DjGzEO1quEjvHUYF5PMKqa+2n2gmvquJRVHJYx7V+U74tPk2KrlQeAme9ltGQsZGSyCaQ2Pb4UhcyXhegVoCBH4sR1Af4GZz/Jp8q+FvdO2R584PbKM1WhGCfDNVYjIdimxw7qqCyO8XZ/aJ4l6EYMhypBkSSLuPww+I2K6rPwTRRYN0oKScaGUaxUEw4HMKx0YhaZG5QkyQYBNuCVEf4+9NqA5h6hHD/G92o1Fz/QEAYxXH8ql4Xq91a5Kzq34PNtWZH5L/FuJM8X1NQa8SnFNVaiQ8xbXaKVhAGFkW1k3blfo3NdIz9rn53DIId6ypyx8PaoqJemFVRFZDwE7lQWVebyPtOEAiwDn3UqCUAjwEV1PtIutmFjN0gKNwhBDQonSJBPgjRMlxo5juRfGv4KZBnB2E3Sdf6ET6cTJGMzPbSuUzkHWSqkwJtOFrq5ftpJlaVCoNpiNtNEsYpIEs2teWnPhux2bKmLcDUiFeZQrnRLqoDWyomOEMVrnseOBwbaoNPeKul5h58NMVyIO+g2h4mCMG6zVy1GWkNZRe29+T2fVxCCSRsR8YhpLAKng+Vm4WbA3+31N3QR7PQ9TOs36qtRoSHEyAewDYAaQE4FtEZgq/m9rIbqJK2GGwTVUS24t5rLGOgM5eFHXVIbFlZSVMsOFl4bdaDY2lq09fPlhCTTBAgESsXHRCOUiAmEIhEEnkYQSYUhLKYlF4zi0YDiEchFTGAVYFjrgGmFsEPpBlNFuIJLrT7f6vI+xSxpJIaxKdzQWZBOOSQbtRsFr/FRR22y4h5NklDUFDpyO3fLi2Sy0jJGWlMSF5MSET0RUb2DQZqLdNS+92n4aTL/9JQ+sv5mWd6oOEX2veBSEDuU7bRuIKnh1btFNfiYsRvK4s1gmqBXI6B0/cXRbXsp3fljyGTr6MSScIU7cemeuvTUSsdkDAnODETN44ZpwsajMJglKA7ChwDYsHgZH9u5fOLwsAxyXOcJ1YD72DaJk6OlNlZBqHl3yP7oDlFJiMYjkijtiDikLh6+b73M3QI5rymW2epqpGIWtrRcNwztaHXmzMsViihW73jT4lLG5HjLJp6uZRwy1tCZ/PVnVRHuqrm8NNI8ENASB1g0zmmkgi1lI/8tb/aS2eu48eeJb/R8spu6xhrMiW8Q+6tk3M27e1fGNOlLpYxatlx+nM2K1o2NZusOBq1+CpV/CAndDh6QkKw5FqQxBwUBing4iYAHdCHNg8hGPZ+XIdY/PwUSBxBhbBHPoIgshuaGzdgbgqvhNb4xTiM6CMDe8UdZKHuTVUWWEvDOWJEE3JPR8X79iWRdCU0+pbSEx/9T8P59vxkWspoUK08vmUqnzaElnfAd3olGMIynjVnMMoNwqir2Xjqh3kBhn7E4h7+igGMNB1MAUQjFN4IYXH2AzN3yUHE5FW6HILpKRkBPsBGAggvc2VCZCSWMCMhNJ+sP40NKM8IscEQQ1gQNuY7dSpbUH5gXkAbxsAj3tZFZobEgeLIAptv/4xQgjhhL/tBm1K/fPlKZRCWYzOq4iAZk4lJjQlF52RFau6ree2neExqxL/Nj7z5sOO5yNtCPyIjovXpWpDzSEP44Tky7+VOkBCabpT3c7xK5nezVdvQkFVORaKSMnvgI2oQmJazEP0vZIUZfFWRJm85GjMKHvCqJgg8EiMMjsZctmaF/QK7A1PigSE7gosVBPXFBCTmqZhGItqx/SGKCIinMKlJSQSQSTs6qEUpT7KRU2T8NWnZ1pPGdXx8FuPJUnGL8FYXnLFc2fq0xScap24rtCNyC9eD3wV200C5E/fF4yqpkjLRJc2mXEwwozYpha5SaDUocZGiiU2Qr4t3Kea0S2E6LSpoYrzAR4nsY9R7LdqvuRVrIUYvocClKpY4ECW7wrPzd2CdZG7wPl4ULQYF4OghDIZtqVYl7WfGhzJl0wRWJlXDeZJecbCqYgpmQgiJxJkrJM3bUKkMCubFX4nit59WVrvUqNcCLNzPmLtjMSy9F9sa1IoipLaYIH+CwVhKJw/CcCcKQlj0Y8Lxr2Sr6SHOujEPIPrkjgl6DU4W6CK9S22/2GexkKRMqRm0eh8K214IPlKv41GHfVOfRjqiPp1sLRcTsu+TAxUL9Mc1tek4H5bx35EBiwLP8kf3AQtbf5LOmwETQbkSjNOHr00qjon5ztVmZqJwbE5hQktDbnBQGxWl58+L8h3CZ62Y7kHNCkb0SzreKJMTNSJbyL8rRM/NvUXxvD+GUII1i2tJGLmZeNz1ij78ouIV7vQSAROAaAuGHk0XvC57vz8hxoWfzcd0Ldk6OLKnqsZJtfpHnq0RjU7hoZki5K05NVV3elcOm5M56Obz3It04q5RKfdN5+qtpf0tN2jXxRC9FKhok3IMDFAKGwuNCpBSyVaGKhiRiOQ2+UC14ZIrUTRojPVw1KkkkWHrA6IJMpnggGB2wXI3CdDrPViadEpWmfE+ZWKE8nmMCGAjgDiAVQCyD+LdV+lN3kQRZOLBLMP3F4MQrGw7G4cCMiULWRAQvSVwoYpHLkmvpVfSf3t25EmdS3KSRgiUpFPpijzGJ0amzhGUWsjqa6tqdt6OpmbG98c1cplUstQofvz5+4RjS4rFYucgSX/chfFkJgRBAVGyj3yj5nOXDmdS02FVPSF5GSln66k39fzuXSaaHZl1VTF8wSFIp8Ntmr9NIhiqVbKtXK1dsVaLdArlhMp6tx3rR9OVvrB31NPeOCO+FDPyZ3Q1PeYyKUtuSbltL6ye5yi6NoVp4mm/W0x0WpEmY3H4YAjBMFQ9M18sjGFsFUFMM4imvjWj16aa0q6vUVDAIwiC8KhCYEr0nfLVSDzz42HSkq7muvpjPJFQ//xO3ZOGsFN3KbYpSNZa4sDWKJvT7ncIR4vyFy0EZAQg/GI2OT5d6DhsdOGEMY0jcOTksYzRTvn2M5FG8KovvBGak/x3tXDfxpGoQxEL6KjoWI7SYBnEC5nuQLHTTFWywYy/a68azeYCkq+1YuoREKmFRFdNvybHTopRU1KyaU1JU07oysE4KwcJ9lo2mUr046yFMIuTKJxxL1Hs320DTVyvKVpt9NoO/00qm1G40be1m87CoIJ5NJaUV5laCCZDYUGFSXajYLBW7XRPPt7+/+pFD39vT0WpqYG1RZErYQ9YxXubYUbm2I+R1yePotFQjWWOUIsl79PBCBdBrEQuLZxr/dSj6FsEcEMXi64stW18ZaMIvjEWDs9p6llbVMwC8cRNH8eBAQcKhULu+Siah3QxymdbIRisz2+YjnIt2JVg2BKKJONeOmMWdMm6Y7O0239sCQ8y5XXz78yQZ7CaEoXDxSSKwyxJE6hSC2PImVuwvjTXp5W8zOFRPG+db2jcR5jvvLhfRaKxbIDoxL668mo/CQZzgQ01J0ej09Oui93R01Oi1azWfe49LCUUpQ6ElmU3l0U3FsY0vFV4iXqFWE6Oc256LU9THLRIdaypX171/GJEbQR4gHCgyfqKmtgUYih1irNFYMqobC82xcpjHQVq+T/p/v42G6ZxOlWUb/aqqQqq3efyzYKcrylJZtpZV7W+vLqI3hcCcJSoT5ji/HuMMf4qz9FGJEc4sxznuIt4t12sMpWOnaHUTzGZiM+NhLMB+GQVBdLDwg99JpOhoPDMqtFZvc2SpXu3kfzOTNl2raLCVjEdBmFI7FJqZIkPJUgUI91FXyecTqIZ9F17X/sivM6traz652unl931ff/Tvihqy5kH2o+5sp8rOuqLO2MZGKDe6rK4yuRsPp8JKRv4nqcBGO5tKi+hen53a3UJoynNue7JTuTVMJwMpBQmX9+dzAqgmDcFEcy2wXS559mw1F5c1lEKYDGB1BvGElv7iRSiHcOYEcK4gqevU/MU5TaXXLIalAvOX7Fhp+akW1Em8qEnr5XSOaWurgelZGqrbrtaW2E5MRuXr4kQYcy94yxY+lBZ2lXwRoy6dwpjCK+1QcOSSSRBP7POjKz4aGCznxLhYMH74nIToRGwkeIcnnhbkSCQpQMLLFLh6IXTxH4yFguDUJ1Lqz2bSMVjwdJMXbNU+tmyoHQaCViFMHEaa4KgE4ULpfBBCLZMAShSUlSW43/K8/EqIyvz3PvoWG/mt1ZZRnuR8/1ehFZyJJs1WTa1mUrPbvcrn+aL2reeC2mlna69Y9Y0mtWQ1iuSDT+HcaV5Is9xkCkcN5D82KqzT7Lx4dmIREWqvTPbL9jg5kKw2elboliMaEU4TVJmyZx8PxIMM537JHodBdZBBk2m8ojjgdiG0U7IdGT5S2AjEpSPGX2Pk8GwpFZKEK2eBjWkBy8bGo3TdpQRX9Sukz1fsEMOJfT6TOc47UjgohUZbRDhZfWs/wRnQsH+EW0Vcop//750TqpOAEMtoTdL1H9vW5jvM5SSmxep4lbrlM7xS1P3sx/2srvlgUpSyjwbqq3OfEwnaUMrKuqYb54saYkps3RJ1GQveJIS5JZ26M4UjjFLFTNXQyjBAIHObMPmJP+XOCvOZD2TIi2thJUWyGQ3MqT//rCUsw2w6i53W996wWT91T2aTDIu++maTkJLq485JyPhmeqmeNKokFBm6Up3D7EiBDK9qYQf7/OUFS9UaVtt8GhiyuEIFh21r9reT9uHSy6DpOFUwp46J5ysC3B0kgdEQ03czcgfii2k0JIV+YpOFc77Vuf2NvYfENBAL6eN/UUYhrOji460R48h62/ROVullVUMkrbjrnH06udfhO4yU5/KfSfC5FR4eZ4+mEPCyb/swTraTY2/hnq6N1Wkt9dE5Pj5KxOxBPegzcrmUMkwolDv8NaV+qiPFQg5dS68JvEibjYmdFbR4xTOF8Zkd14dToAwx3FJFlGFsgvww3oLuOqSP7GER4yUoJKIrWEDcjxIoqKU+uUuBTFB96mDoTczZ+WPGSLBMURzs8Cf3BCaKgQpDMl/Oo3BLWc5n0IOVMN3dEA5Bsj1yk021ugJsytlYvLabgmKPYRFO6WRLvbkvHhZk5tnsYXV5SC61wZUUDlVxrhxq28MhKxW+flLuILaLxeKcIkmq7n8B3lVci02mi1NXVLsNKnAL8W6dL8KOBP2DKdLrV20Qg7+HTwn7Enm23ifQ7jRCexfNtFaF4V0J9NT/QSEQ4VifupU+w0zYhRpAJaRgk+GTj3bEM0ISVuRXElgBGWhik+LhNi32Yx+Kd7gnbz9dEJEZOFHguR9gSUM6iELhO1MQKu4hhRY4qO9k0FfVAdHi74KRKp8Mb4pBi5sLZWcCXmPFdiX9SfYU1WDWIYucM9F3nQ+g0NGQo4ElVV1qmIu3IokebJmckgGZVT4AMSSW5D5+mzTkuGzd7/4deo2l62Xw5yiz3L35aMkTkOJtt/1vT0hpgvznuFHWPb+YgVqxkzWszWBaqV0HL4hpTwSaKeLroZ0Ekk0zykZozFWV/YSk6Qr84dQwQwTLxuKoGJSXXFseGpxUYg9omcsOWTbtntlDCd9LpyL6Oy/ZmrFt5iRZNyMWTYKTO8bfnN7Y9qWS6luOlKFrlEHDRASG2MTx5GO3aFCnoCXpCDN4YSMO+EMtrOkw/8iA7Cp+SSsspwmnE1pw9xh/N4NMbqJnKvIZP4EAPhOJ2Ethc3SDsU0mrJQ7UtE+SjV9SIH5l3jfEWCPSkRb1mKZwwsdXVcawzueuJE8ZkOTmcaRR5FJm4+4xqpgbm3sDPIGf6Qi1q9lcFAm0vODuhNIwnlhnne9+w/gDIPDGHnMJqrMk1Lolpf5MBd9Ft2kh8bwmUqP+vFJaYMEjzHpgrrYgM1VsFFVSO/2DsEaWxdALLLcD8FxprH6k0CJvVlQRjyhgTB2qGE6B2EOUq9sS4QupEPOGirNF3a6t21kminqCCHai2YTogM3lgsiRnCCq3gh+UdE4nljEmVbDxZesnh73ShIf+OEt4y8VcTLA8ErUUjUqvuNtvdUlHUDr2tVX9D2UjOSbm19ZiBHJrE5AQijq7rOUC5CFEulejPnFNhBB5pQNuEx0alWEF5ChZmkiVFBcpHUhL7IqclWjSkWSIawPD6xIbVsg+4PfbJ0TfHKJ+7WwQO1K1LN5vqWjP7W5rp6Is6bRfGGRG5RfFAQWI3GcVh+Kbbh92rX8hwhSOVCja4la+o7srZ0gWL40P5UeOu0KNBW3L64DETrZEte7vPSiU/7ZGCF2v6UXTJPISnTyKzqW3S8PtFVELDR6O4qRroUR+yMfcIFiaGlHknj26K425k4VN56eers9XACgHKIqsiptVM1RROOm5i6eObXN1fGwHgU4S2XPC9taXds1L6+BT8SIVPVDfQu17ebfDXOrJv1sdMEGn5rujExAsfI0c09GQVxAqlKR9mlRHLq6/dnusIBNnpjmArGKUiD4IJYxHXXgHTorW3TwwS4RIMA4JEmmnS21B+SLWNPm6rPTqwETOrbf6qIoDtkWpUGOeZF2sWOBBnZ2Q7VyE+8D5HdHuvNtPUXJ2iOW51dIjmI+0+ojMwqFPO+js6Eh9jrKIWomzSmdM2WlMNPZSiYCcaz/n6AkMy/JW0Gy3LQVYDacSwNQ1ZqbZp4rvcSt4mVhGKoxLdLNHDcyPbymYhRkfS5eoN+7e0OSBxcPzuxinU93xZTcTYLB8oI6Obsn3sJAEp0JCUWpsdDmvD9nJwoZ13NRWAH6Dm+tznbisQTjIeh6xMwGiSZToFJBj9U5lS3x5VF5MC7RPmGBNr9/BZR+GZuGd2tGflN1bfJNmLNu2hGIr2SdDSBDN4cqRouzOMpZ9f0I9AKsrJObHo6FGts3jTIrVGLFPg6Eu/UgfwYyGnkJ1CyKEIrYXzd0U9TpE8H0dwpULMCIaPjZCabrJ/5Hnn7rgjKKIfzm6VxDGTgpo1nQ9IKcxnVsire2ve6osRKfXNuZZIdpuFICta7YswyfyN/Ql3/Temg19ziCZtX9oi+0ZvIgL6pxdFTEPRis3UVy67hB4fXhetI78J+7Uwsl4qe3GLhKvoE62vxFRPPdHMko7vSxjVrph1hBT3Piiht1dZDZ7Xw33CG6h1nOe0dVUSDwmUianUZPbOFzxpM5KXvGg8XU7pnaaW3g3nhCc/cvzHVFZMuI6Y1f8xx/zJCWcNLOhprJF64rMpSQWIq12cOI1pdfvI8CPJB6xz7qVC3QpKZCsmgmkFKvd9qrzed9pZncehusJOzwzLItJz7iyErgWbKS/HoycQ07WA1LLnRBesMXYo14BMboKD7vPpYSqmDNCmyZLVV+Qwq+RcOrS7Zrq9ZW4xk7EbU/EokLmPj5S5SBAh0dotev48YIJpHaEP5zUolKCAO1E6Es/Ol1G06E+Sk4gjpSriNqiWQ6+rAEBUdIS64Yrpc/USBrGQ48ChChlaJWVGaZc2dKugKr9LIdcBYNIsZb7Hxy6yrPDOMOMqWYYfN6Ywk8nHp04r7/KSFBSeUHHCX/US5vOkxOtiuDNSQItc+Zgkl4otRlKwyEIIW7TzDml4qOqBGp8F2EltQ0nDtLq1qRLLyuPseursYGUAjX+15bTbE6ybnXf2VK6HxmQQml5nEBnS+SxPyrGpiY+w9fIty/Mi54+xTdG3Gdof0Jy8GueGRq5jGH2pYPb302W1pmhQTwElWjp6aMI6q15rPGVkXAftXPV24rLIxTmrJk37Hf+EnEWJLH89NctOfz/ta8x+W2jU9Xkw2Tc14ufoyvExpYkgpO0xSBGzLdYDBoIqnPSssRN0ekeRTSk/f+IOzH52KiWWAIOinoIeimMt/vQRj8GvqVqbwd84EQCmITbHEzSTWKQq1yoeTNCEHoSH0we/9S9XholU8ispBDelo+jJ5EkSGoI88EgikfotHtgQkd4d+YrMvkH5CemlJLX13aOimmkyIk9I1rwt/zBdVcyB37pSUVa2P5Cvy6UnavQdMtO34bSVe0vqY6CKjMzaokScUWnsnJLr7EJf0l5Bh+fm7zJ+Li7n2esaLMcFO7yQE9LfEw14zRsf3F8ZGEtiVPu71DZ3W16ssx2DA80PGpja+zWce1WnKujpQVfb9iI9Jyl/UN6kqq+LHN/SpFSzluJzTpKlor7GZhYXJOR9M1GYBbsFKuqyGa//0R4tZN+v/4xQgkk1YASQBYAF8ARQBBAGMAVwBUAD0AOQBTAEO1OEWAGD+K/JfylS4pDr+HgGAvDLCyw+elidqKHOlbQlHgjUNTAvWGRq8ll5NBOUK5DRza+XpM+22e2vjIenWsdmb1U5Hw03KUX74Q0zWTGPvXMlHSOLpUnzmQlLXSF/tYs0qwAFuANZxAOcACmJkJ8ABMDpB/gvAIMxx0KN6khWeqczVI4WFf6PJS/stSQiKdX20W+8zqkWGNQejYji5jE0fx/zNFfMNbUnKMWOAlSHJI1TipiQGXlorQk6ORnJfuDN4Y2xOULWepEePG2qddRKxu8WRYmsQTq3o+1077ZZAhkrmE/2Z7zvyfkqp7F2DZVQL2OLe9EJNYkwtVMGn3liO+X/o6hpna2WQsn9TyjUbWdYfW0LTlnp64GQ0nEIlIV+duNuUq48XsVj/J1hb84iAhZ7ZvsgFlOAvx+RRiQtCTpPHH7U8WWfmOemlqdm/apVOPSLoYNcwiCCiBgwQ2qpiMHf0oIAC3zwYg+cJXJe86TJ58tEkKGZGsZfPsI2B6SnIDoYh8iKvxXHNHyEkF+ukoIVyMxFsa76dthfitNDXkmE2VmEgNv+YSO7TQad5OcfCnIVDubgdqKpHeS2HWmEeqcTTPXagwX9tpJB8XbtlEWrQSV9IEUM48GEyiIvI/TXjzbG1koCebGb7jkoaBrNnymJpOgKlA4/PBfCpWM/5DSQcB7emVWoxIgKAPp6vGUJQgBlHJrs8bG4hrH9KhuUxBEKWkCNR2oye/KFyAvFkXuXJOaomQSj6GYu1MSIRxYJ+BWJZwPTHD1PqN7Ty0W+6RJb+R5bGw6/TQW4+2fHZ9kqySX45wD2lRMBNcCn5adFWn7VkBfTUB9yLlYnX6Sdajjo2hmvjIRxOTtTwpMhAbkkbDOGohQlk4aaC/aZaZBuA238JAyC3Fc+lLrlSbUCXi8iOD/nEIGFSOfwZ61Ap+nphCCmIg1UQ3IvZAKquGOsyUIkk9lsrAqvx0q/iwszqn7xszryjOMGDbkCqf10RKIWQ2sCVNtyNHMpuKdl1fRoVxsnhYfq/kW0Y4ycZLqCjq2lY6T4cOhmtL1oxrCdIujVqniNfhcL5ZITPJ9uddsMYrUgWYL+SHqL72RA2GPN1Z8mrV3dCY1sQ7jG661rLJyssv51pWl44BrE05CAXumn7HqIItCkyIzkTN4xpY+hqPgQSahXFGIV5xmU+namGQxcgMeD3sbUMS6z+n8EBxlK+3X9uKXg2X2XjPpe/qVSB9kJlE848F1ctZFYbOnCBLmqNf29tgRKtg2u0mf0U3RY7tTR04WiiOVu4MvGyxoOlXsGT6ac686gj6NFXr72eS5eS3KKS232dlfsbOd0wixU2+hydnWIIuI0aq1eN6hErkJdzcwdIsG3nOr6o8/o2XYp5nWECnL//CBqibRlGsNkhWHb4xMswWZJQ6/WmecMPj4i2RslX/upoavBCtNOVMXmYH4REGsK24n0AtEkuOaP1ZJ8kW4apONUQTlIV/ovwp4wUTay72UHZCtp47q9T5Xv0S26Jlz0H1yMCLK5ppH2SZylFE4URu+B6/Do7HbElucoUBFVlUWGW//IMszx5np7PTaGWBGZ3t9Wi7Y++luqQsMEkSjz/SFQ9VPO3JpMmZtllR7SL3PUliFzkASC168fOOHuXz933c8z9aESt2j3Pws4ZiapaiaHZLxgT9/QlTzgjhDypGFM7PMZ8fVU8iYDL413XJFTWLvGu0RvaU5dD61I100Qm6Mx23vgl+fCZK8mhLWb4FNapbMAq2PmMp4EldsFIXgIazERFQ5/HgMIOacR2Cu053EOKkAy/he8C5nTSHqnkoT3+j74Kh2M5GUhqtdoGcqveNoCZilW5jno2mkFEF+r+Rd/FoMpOt9FvQ2NQXD4SsTyJVgq4ko2K8ugNb2J7pgJcso6hDMq1QlRpi1NnLoYvYlhoCYpiKI2AXdZMcVPnACTksGdvyENYaY2lFoEt4iMzacbza/FsAVEHhAlE3Zq3pFvR+X0la+wZrDolcJAJKU12jMwUiyPXwUXWIHoyEVK3zS9FBSJnikwRakKj2PWZDXpcDTZhlrkjMfDEb9QnCpaBThqrMjCcJh3HU2kLQ7J3lbEYaM3YVsQQ5/WvWKsRkUGgCMKTwvsjiTSXd6Jn5g3SIKsXnbUv31GSKEqsMhsksr6wLdZFmpxGBhBfpmJeWiEwcPM8UCkqnRBCBrFuQi90NUhKYr8zjLiVHtCFFjIWWitBGUSGsLS6hkwzW68UWfVYvp/qsCm7RLtWi/mimJknW0Np0mPumPXzu1/2VuHZKMojeKxGf6MSCtguEnOgx/aZkWdloLHbP1ltxz0ELIOvntjKdZrICG0iR3LNbq+oLaWj0i7OZdS1oeAItsd8rTLSMWHMn5owJcuiGmd5Wl0nEspOzgTisuBcOqDH05PyRTRTeIAiQB1gc1wFAClb0aDXP8MIQRB15fgys3Jdry4Yh2gVQTAGLH3XpcCOsFmWr36IXBvZhmpI3+iOVaF0LNJIfO4fq5eyAhkkUv15Z1RHIeYYv9Rdqv/MN9xGDf45HlZX2aNyZB67b5CO+C7y31PMWfEkhYf/6knb7MfD7iZpa7DUMSrIRj0knDduxAISziJi4onaAGSBFgBKegH4CjE0BKjLhRSVi02xOw4zBHtG4fhz5t9FoPukRPsiGJNEXji7bysxEYpf3NT5XQX4tb/rUyKy8CG+dbiUyELl5IEgKkjJzbsrc7KHs1uzZXU4+squtrYmJhhoRwhMxCI04J4KoQQMPQEQTMIIZFVT+oBClX22NkZF3kVkGNYXEQ6/BgtoGW+Wcpv4IGtFJ8lJL6EiH3vTqKKdz7JChSJh6CJ6V0gSXiO13upF5MjE5+JwjHADOw9EZy1Vzqm9PcaXRw2JU2n+6TdPNBdtVLvVmRZ3OEhkEhk+hDQq0ruhVJpLPZfORnMQlG8LgUzWIVSlmBD/hiAuFyMnLHabfCJy+1ft21yRwZqs9uJAllqzEhqLRTOqqRrzsfKZdSa+0yTam70YjhOTgzCuHLociA0L43wifKw2aDKwiR+ESfgRXEo7LbxLEm5ei/cvEVeFhHGIbw8WZJfCz8lwE2f65XMFb/Ku6vxXC7dkQyL7u4uUrq15XHSyTNUPhsk7UKl//OomuLaxFar0cIiunCuW9yWVZkJUkLkULCS7eiHCtzR4RHOC2iL+PoC7QFImT61ZycKOQF2QELsIPK2pSqmHDngmNtCXFWnHjaGni6yBl4eimglwP2rJQeSCdX0Tomzd714ZCc9VZsGSTqpTyQjnIushEkqucJWbSYwLzlO1QvBaLyCTnJ1ttM6yWdim+CKViBGEswIgXDgC4IlYEZ2xKgsJAgJMxyGrNUgYbMISshEPFQsrJopSUlV+KMLCq9y7V6IkMGxlIUvboF6OhTL68lt0lxVKtoleluW6b5lFfVHf5IqMlUkiSG7ZUREWzTSj7QiZFxEYeJJECAofLCwiIkjJErx4dLmz58mLnhEYC50qbOkhoyJBIULmTRQTLLNVb+ulGkNOm0uOKFihzSw21Soq9VsNcS3OGaNHb5JnxPsypuwqqZP/zuKjKf6hVL9YzNyGUSNmXhtMy6IyLrIxViJ9R5bSKq5F1dvyR2TVL9I6h3aM1U30n7fbQ2zzbaArzM1cto5/zeG7bTlT/EYsE+SV1CszPU2Du7gJ8b4fZBQ8YGyovgryBZKyV5nkaNZLXG3swV4V7leQ9DBjWp6D22Ual9QJCPCKhNhMgq9Hs7436kob7TOEa8KkKZuwbaIxUqmxfm10i9b9LLxrNOL+F1iugthp3oj9okkz2/ujjvvors1rjph8V1b49f32Vw0Uk4EIIQITs6WAdBo6CIZl47AlvVpgoJBAvQllDvlelLK0HjNbyNcTuNYaHh44ya4lpPghImHTKL9aW93zqLPLaXdfctemN300FLNTr/NIbIDODYLBqAe8d3HDWPoPxaURLGnKLcJIoxZSZZq0kvSSCCSIfb25yD2LLUbyDbTbThIOaNVD7J0R4cYUSgktbcCm8ILoE46SBm681KvriVBUESLkStFKRrW69J+cq8ruaMGoIVrrUvJ5tymtozn3i5sKlZwDCzATHRsRNyF0ktGH0TYIipP40iN9j9WYvpsv+NLnjY6XVmQ1y1l1EVU49ckKWkveSE2OoLSCl8EE8GthJgQNPGqj3l0wbIDRA8RdOHXx146MripM2JrvnVAg6aKlFHGvW8O2GUWdqNnur4T33t9dTuNCt1do+f0v6G24GbkWSdRNC0NqicVeofS+jRWZvPb7UIrCaK+1f7srcimqbVqbw/mqC9k+1hFbptrtrpbuEHSpsuTEGDqzrp4udMniwoUMCB0SGTQmKkRImeKiRoVFBgTOm0j1fh0sKlTZjbqQxoFc1JkjAIwEQiRTOmOnfuuojNTO1MpzbJrnba2lS2dW8jSGCDGqkF9cz44u8wIu1H0n5F7GxsRGxVOKvDoTdDLo2OlZn+Km3xsNoi/7MzOvl0X9mfWo0yzo3KVWCCBiZZJppxYnkvDjZYu6ULrFSR5Q28Il1zZw2PrBcsSESb48WGDomKi4sUOFyyquhdoqaGVnGMP/SOrWX6tCeieU+8e/AR2fK7fzzRDRGJlNnPUKuQa77/m1oOILb1NS61SXaWZXw2mjSdUVQpc16dm7rb5s1r923L5Wc7VK3pPVJOl7md1R3qd2qGeOuj/yLmDGz6Igi6qlwywRZMGzB4uWnmUjbRY4VOiiokjfcOiJYyeNiBQw4KHD4iEygVJKb0qjREQKH1iPI5n336QwuHbX1LPXEutREVMmxO8XZCIgRdPppr94Irdbmqo1OWVOE9lcLObIdIOqr9vvW1+BHRVls0Z4ROnQqqVyZ966NfVJSWqw1Q7uem5boYtfSPuBTJarlKebUKaiWKOHbfSbzDCBtUgVRvPKGVTBIwwKlnfZFHzzBYqYWLNiR04TEy5AoRVGSAkfEi4sgx1l7gvhSU5sIEemqmJjGXzLZmfSFlPcjiJ2K9kaPO2iyzRnvmW5JbUGGUjHhHrNTeVJPre5H+6nvdJjZPbXL/I3zWtQ5CFmC9CMQRkW7rI32WQE9QMxv4lTzO9BePU4U1VCV0YUiIS6s1O8r0fTthFoSMM1VBIYbsCRcQLOnBYkVHBEIohQIig+MOggGSujokEB8GQsEB4EAmMi44+Djx+rP5xGp5XDgJExwQfJzGpjfzTd5KISntA96fvGSbXx2xCl+jY8W1CzZb0dedWnDAseUodDPETyzebI8Vm87lrSrmmzymj7XgWhSLwVrRON8QwG1p+nE5yUg1CHy9TIzG4vD+UD6ev/4xQgllBL7yBWaCYtJhuGBWvbtlZkMzcSCMoPh8IyY1F46HwUmJmfEytm6UvTEsJCdAo8Ck3KiNiizZ/WMwLicWnxA0UNWZGTsidMGUFEHkOIZQXR/WYOTS4iSSXcQSjh2W0vFtSz2KbrMYp1xibIrWSzGR3HHiTPFyVWy7/v10E4/PDcyXsOOm2Oxs9MCBvL5BRXVJ6x4GisosPVrS4axWqxLeVtBPNpTZx7D/IwXEZpnpnjjRNid3lM12bou+jApRdAlFpKbmokLnpAdnq7JMAsCcRio3FYlTrTcQmh4MBC+ZoWbRYqqglFB2zRafODM3IiwqIy1uTcc7ps3erH5hDaCKCOMozqDl+WiEbg9F4OwUghL8toVN5iamIjF7uNoqs1b5xTrWc9dENCa6OFQ886aHhRpki0kuZdUFJH/KtLXqf/Pde3V8x10s3OXysWgIzsJQYgNQG/KzFQlVSG7uU0VJ8DBgzJ9VRAcGQZAmDY4EAwTcdCoOD4sPgwDwwVwOA8DIeB4HAeCZkmEBsiaGAiZOihk+6hVPvsOnBEi64VGho+4jnQ7rVIbgFYDcGIegxAjMwpGp6HIzDMN2aGIWjFGvXlrlbM8WQ1M3pDJxJ+t3RK3/67S5I0huYEzhtk+NjKzLrS2DWdizTs1eJOYlvd+9KspgaBQh0LGLFqgd0vSqt/8sgwgqltEr14kTAwYJ/NK9SE5avKM5oVO3xORjATNlrwuIXYjLlm83GxoZHx+KjooIjIanonEBS8JDUuVqkmlmxTq8SJSgRJturYjwaUPTd4o4riuZ1VDd3Fxe2skuL65sefnlR1NBTeuGLCvTl++5x75supt76bXR3fR1Ol2Hyp0+VWaQJLN48OIIFLl3f+Q8oWP9npeWo777pMaPtKpMkpj+rdk+fZuxXtWpSzWy/EEvU0l1FNhQUGxMaef0EmUbg4eHQm0cEzwk+fGSooEBM6PhUKhkfOHA0UeHS7raKZIgo+RMnyLbeCGGfGVjXjyYre/8SMGICEIW5eGp6Ul5O9anp+RpYfJWJHDarRw2asPLkedMbJFytRGkKWJ1RcwSU4IkVixplgmXcq0OON8ScpcpyEvVp90cev/eNSMUt8cpFdsnM2StJ1d6NnbeV8qiSxA0QcMiRlcqNnHSraZoeEC4qFhcaEB404ePnlzRp4qJFiDxFxwi2sg4+rm9gtl/p15z5cs1qExEJGzMX79G5ekZClcr9+/9b8e0tcCmXTTLCCLaibCyDpVhDBZhBpFdMZQoYBDIcpFMNV9p1vDy1lrWbos0a9FkxIlME7jmVUb/GidphHu8q2EGKDiuQdUq0MEEuIzSESV4t5CKUSSEUpd0XxX/rSYMu8QS3mPSqO+IEEmxUMZe6MGKXr356tym4R6MaFEMQQUusRkGqt2Xntl7yGeQUXTKjeqBSyhMsmrfsCUVBF59GUiFd2XzJn8qY6Z/VtgqpJtJFS1BkI4pcJFjEwU2vRFdazFEpmuVEEFXZQUFYwzcrNUjoMQzBjw+oeBXJgp9hqBwOzTKn4zmo4BThkZGhEf4ww3DGhcNLVIcYmcXgZyLH9nUilvrOUgycmIQOKWsrrg04UQybPTatona6DxTBTHFcQlyhkzP0BnTUQHxB9D8CDBIqwsKY4jGDApVbhFIxRWoq0huMUcw5aD3YKnoRjOOyv0HWZ4wXCP0T1Gpg5QnghKcxlDoG8IQMhIFJRkZRSGzscQVmdSChaRwTEIwm8cQTGVIg8LRVnECikBiamLMEGI4zEevlzuQcIFhZBo6IgU1znMoRUd0Ijd/UZjbBHIqgrM67Z1WjDuQM7chOUMMYr4UJEzmQUis6vkUpk9gxYi4h1cpP06YKO8TMN2RhCV27wRlFN8OG4h8lR3fDlEtKQKThGMTFx3ZlNRTR0GD1QolWFQZYVRmwVeQ6GxyZGGDCFLUCBYMr0kCKD8hM2/ClwjG9OhnzY8ZhFVSo41Rt0HLnVoIRYTHZCnQjHtF3FccLTJZUpKI2pwUZ6IVSk9T0MgTjRGDnGCIroZQhxjihzDGwLymCI6pRDERqKMpKK+cnaaZyCXqnuTXKCHDIenEpE3mEHqhxMQQCSLEYOqKJKAouQRzIBLCTNxgyM/Wl6qB7qxw1hgqonWETiVhgxQOoMDsZSkeLARCobj5wiU3MQ7M4ZMNCu2UinbCBFR0JSupXZEwfMQHM++QLCYcyA63SykINVK3kfl0zHw+Y9DCM3OUYjq9Wf0Z1kIWcUql1anevX2smkHEtqMhZFvVWMyGQfTrhlXCk/cZz0SiCtjlfaopE1+thhe1ribdCz3EFXL3UVMitfwkZCqcnTguBrl/MqFSvZSlk/FJT3wklUGIxGoZ5SefbrVGWsyqMV2Ed7Mhv+K3Owq5lZnCe1ZJAq8WmJ1kKwvybJQ9eKqOz1ipTdu/iU2PnNNdtRMRLLtjBU5DF/CDuxGIaS5y06P95FFoDkKwc7ZKdiF/v99BiL2xLF1apomyzRTlp+upzFzGwyM5seTj+sQKXphwSQZp5DUlSSISEFpfEGg0ek8dnQaEEJC9bpuaaKRHaO8S5fm3phztHLNNQZrRfJhENo9m3CB2dMvb5YpXtbmUii78zRSKBh7Kr10XviNlkyErdsLHMftF/Oj1BX8iFBJCSNJcY6SCEh6ZcDDxMdQoJSThHCObjxJOCUnsHIQN0SMIb58V2r/fcXFZkl1IiyktqUbIMLZ1A0Qg+OPd6Skq80Ttol2qZIHHjyIwr8x/FV/KocpJdtGyA05oE+LnD0q0cOTa/5OYYDutxgkhUNXI0nrWNcfeEutz6xL9jA7FGrb1PYTNzyPN0Q+RLcmOHmK9KYw5N2uIF73xXidNDo3QZRtzDl40j020RKtlNmms+yaGd7p4LOYNSiWOGUFIFYtOh8HaSNE0W/U0XFHxOlBIq+WiWfRq40jSqu0UiRufWu6YHsXJxGqi3jPyBWBnt8gCe3W+7WZnLJsFW8bD0tCIbgjRrjO7ECK5pgoxMCeVOjnL1tpI1FH8b4nU4xkEMOdQCsqMXk+yJTwhv1+rLl+TyWg6U6WRQuIeRBjxYpRWCALopS5YFySTGK/fEOIoWBtlJ4B8mOFIJwl55CBdt0JxQdcVfrfmN53lG5niQJ0HY7S96kNrbyTxKD7e9KZMCNnn1mwTu4CLET1nwIyoJ31mt25NKaNuATXpm3bXlkwnWgtHSTroFI4UP8Y+f7ITI8XPskVjRMt6veRTmx0Qgj9tYXFsh4eGVfAaCQPuLmvOeYmRAddPJLT/POCE4mHrkIppmm4iu737RN6ui/busU7ANQhEGt53QUOmjMhloXU4pbMTLzp8llYTkh1f+KfzSGSvEVCUWDCWf8ZYMhI88W/E4Esz6FwmC9I1imHXycjl2+eCD7X49ecxOj1/N5Ze4z0ViJHZVSMaUWOI/EImaKiGUwq2Di2WNLMYObDdV8ZWJChh/kmvW/0UChqJ0Jf93F2ixQy/bZI96op2/2Jg7OJRnL0mUqYRjlBCpjK8DBGxszE8g8ZFfAyVO/VkHKYOmn5zmRTdoNn7oKPJ09O1lijs34AoSNyD41uhxZ0yGQQP3pIrF7GxCEqMKBIY2sprWysv1j6ERJxdZRRHQYr1Cqfn9z5JhU3tWfTX4bLmlDErUwcEypdNPsLU/atHhIs0mcxJKEMlGM8miqR2R/L37i8T7iBVodRofb1TLl7V8j1RGHfp8KnpDF4jYrGiFXX1Ov1aPsCYuZlf5QUZR7txqSoI3MpsXYQaOy23RNRv42cS0Wc84bebkre6pPbn3bDUmzKtklIka41Zk+3a/aFWTiPkkGXYlOfIDiClHSZMTL4TGzKGaDBwaaPCjXbeZqwliynWaGx0u+bbOmRNVQkLU4eNSWSZbTdS5dBS1h7CeJ001GVZxc+yJu3T/rtkMx4Ym8CFZRGrEoEcaCyywXroUgYYUMQFHDA45WU4QMCBBhxoEixvmCidPlpYil05SLbxWJOOSflIWoKwiS0FXjf4rGsgSVrxokWTrUlhYn3tEnkOFHCkTL5xGGMUVy5+IYpkIYv6O4ojWvS9/Q2zEEQQDvwIQesZEum0+bcbxAe9JokWmdyoZ1yo9qjWm7ATEpJQiUNnETTJIEY30uxkxJP5qHEImLiFpw12GibxChFdrb//KxhW6oxSUFJ4pdM6adJK4RlUdgyecvDHT7z6g2O/vrXjusOYowQZpAR346MEtj0vpe9VAq7dV7yEK7qUnzFt6SbskBEqv/4xQgmnRIAFxjiIxlIVExT5+M58L9Osk23WL0UX8QnREpc7ZKauMa4xkUW2f+yDQVoUp2Y6BhkOp1ELY4Y0ajNgEEZGNyKHuxUWRs2yEa4NkpDoRDLyohAjdMEo+FHqsQ/6K4yUpQ+IxEO0JCDKghRQtKcxKdSHwl+fDoWalJUAp2NZmWlh7uxk7HgxUIN/lOv097i4g7kIQciF/MfXqmDQJyLSDFOpgznalYsLTgiLvoLiSGMcVB9h1Of1kL4rxVLWpH0qqtCZV6uWp0K3/pTUTX+xZkLYm9UVPYdsN2/JYsLwRKGKII+RchfiX5t6whDaCvJKlpmEhtN324SvwEYsKZIJRpFHlMlIbFHgwXrOgxWznAzC57bkHS4o9hCkBGzpKR14YwmXZy62p0Mi31hMhp/MFD7e5fWmwQ9Z05u8YMcpHzJbxoKrEuL06iChRhjkuQqihBCdStkKEyq2yk8dFSewjEk6u4ROSkgjF+2TMbhyYyHKYTk3cgU7GFUhN07BVGtQQjhkOOuvXBLLIK7K9yWOhCclOQ/MpRsq9S8R+S/NV6bj5awx3VApDiEAvr8KSKJiMpU/EI1I7lKBxDIT87aet0MwyHEJ4zlpoCqlFJLJI3t2UgYeHQmsCn1CKBieldmwFBqth8H3CKdrWQZTD9wc27IpHHITHz2OHBlyWaeShwzZpbR2qV8FtyKGFK8slsCCu1Gx+zqEiTLu4ZrHJ/XHZgkWu1yxC7LLqiMWvcpDKWhxUshHLr/D1KxXQxFt02Z88motHqKlBMc1WP2aEw585+JKOqimIWuFrJhEdmNrTbpCH5hEM1I6oaxkcUq952YQZO/NscjQW5GMrJGnjoIhiKxC5FYt+rawohNk4pkSBfBDIrbn0IsfvcZj//frPfDHEV7sSJ+EEi1KJkCVVDnpPipUJ0EBjFidcYk6VNEOqo3GK6BzoUiE5mYhCtYyUyi+Urs7IpyGINUVdWaZ05yAgz/IWKQxuIpCXk6CI/6Jix0QmMOeugGyalImluI97Q7KIdCK2yKqtVxZlTTZFcOqEmqGOfUZkEIN3aCrdCic8tuV6Uz3OamPSUlNEQYuCJJBxVvU2v8KilDZIvGHvK9fH6HYbbT8ZYSkUpYfdBLJWbtCZqRV9PCYc3LRud2tpI0h3GZGYlyMnmEQuSfBl9Yv/VJEY68klhzMRAvG61Y+iMqzE5jCxEUjwbkKeIXUObkzDIj+93v7DItn96oIiw2J4L+URZH9IGMU95PUeoRDqHCIZkqOuXEelQ1IKVDavAgl65woXGHzHXVXioRS5CYqZidCTRWjis0CYrYVRGS9bO5v6ZNY7PVXViMRlQspCESs5x1WL/oYavkOoI6jPlszZ60FasuxARd1Eft1xCyhk0yslc19akLWr7GFbGtmtVv7EU3NKXVTkRBY63FfDLtrzKhJDMgnTC5U0Ym0GdVUjobyxu2xhECKKrI8pLLfEbc+XVBsckem1ZkOjgu6jCzmWWrBI59ItNcZWuJrNhi9pBh4R9iJWrZyOithSLPa7BmqN5CORVYz8jOUKIRgI0yrnhXZGZr0imu5iHXXKuTsROjn3ialYgXyCZK4QmXgRCsvQS7LfNe9FKaP1i6k6riJhmh0z1hbe/ExGlQghpRH279SRAbCrHOpoMZVLOiNDVaXMqxZIY8tJdGFOdS1oUuyIO031oT02IaaJCt8kyLb6Kl9mhHzUmhUMu5KaUyc+ZGxA0d0hNMlGlCryCM8XEggu5ky82qKyQQlRuQqo7RiBERYnu7EFamLBokhZispaJ5mkTqh+NUIdBvFPyOxBUHuQKWMJ2RUJaLgkUhVrGksPGTzymSifaRX7tKIYhScn6wUtnOLkIy1qaVhBhFlPDHW8JonPjDmzJ5WruR1DFgsIRZCVjHvjel8qPgiYIsI9VQR3fisXZTIRSpaHOBFKgWkk1VCJzKVCXc0XF6Ml9pCIJ1WcpCJSohFUTkR+ttaLCtsuc2sNRnTFJFyL+Uqn4vEEVho8QX1I3Rj5QYyfdaOhGVKR3qTGctQZNFdZzEUxpDEKRXXZWZP1VN+T3Z+k3IonXKoPPsuNFQIgUiUhBf7IXxjNsfFOMERyZfy4dxI4ZJyUjTZ7a6AWt2McZRwKoQiIhW4h/EUOCdJypMglFx6SmMrTOU7L4NuRu7GiUbxBDxBC92ReiKI1tEmrpFwYRwcpAyUopyGQhCdzpRLl7i++pnV6lA0m/Z1qQlWGW3oK64yjRRHpVKDGJ0RqCCdJwNVwQ6E/GSBg2x2rFtm4pvpUChBGsYFwJ0AUPLTmCTCcOCHV5gT7G95UXKVEz11C5uBVSzThFGra1V5x7aTPFMk58dmVCbYrzJSz2PJouSJbOoNvKkhArMWeojEKo+y8FV/Po86BKeNCGpljy2fVpg/1nEWTH1CqdiIuKSo5Pw5bJjR+SpKNStDKtSV9JN1kD0IRtWJWZSPkpaCGlbssFOSLeX5qPQRSupmSQklf1p2kEfLHCo7imCjl4LlLXwZjFLM1PCGnz3eq7cMVxeYNcZ6abXXlrJqyUoZoacouc/oPauckOgs7c8+mV7Mq1RTEuOGDMlBQi2aYRJBEOOI5BEts7EaUrTNCWwuky1qzTJxEbiwmKLamMsvvEx6HrL8SjtSfpLNR1sZJhUSMOQUcISCBhBlAQcIFBS2dIpOEG1ihltlJpgo6qRbJslXF0+VUUVELeWClT+ttXkZuSp0bkjVn6NWlzN05exZse0fKtq/fjr6wp6DTp6a0OpVr2Y0jNuwWKUSGkI37hu+fmxaIDo4EwtEY7CEKAlHATBWFIThAJxGMAgOxOUjAtDEShoCpO6c5znmfp7HWJilcBC4ATKGGjeAS5uIYqHSn+l6kHBmAr7vnw30UM4j7W1puFvJ6RuiVZp57aSyBREEnhsDj6lYa8KPEY2ipj+MZ/WRfU6D9IyvW1Yr7JFW2PjZ+oRyfKXJ1hBiVus8ESAsSx6Wn75CxFyVJWBQC4f1XIJoiJ+eRiInd9cp054NoSX+SpLm3ptpYVKDZPrfiCMhfWU5zXDaez2mPo6gSkqaubavM8C1Kj2+GksMYR5HlF5LA/8NqRpfUcWBm3qfNzWtesiDlOW3xCymHgKSGigLjAFNj2W+HBQkCYw5sON7nqBGB9EeTV4hfSEOB8t2RThF0RY0o9oIOopXhqJUJidlK7Hv1nsdXSgln+R0x8bNgKosFZoOJhb6C4DrVC7wOUoz+bHkXjfVhxtwVkelJ7uu/NkOfR3YqothRE4hnX+ogZL14CaX//4xQgnmhT3UvjDGgLv/LvxMoXrDFR4sBxUr7lQvkrh5DYuwzjUL9zLZ6mgMlNM+gtIhyKJDd+riuVT+kk9s5qLgiKNZ8ogA18cB+gIdAgDxj1VEKh4QtBDHBlXfBqM+TFiXZmxxhhSfX9lXXzyOVFMzx2Co2tCg9GrTZeJ1ZUmd63MmlSVSUF16h/HknUJCvnyaq/xpTgRHfVVMXiYKeURY/YtnykxnX1+/IapVezQ9sVEZKdGNJQCmeATOgv3FkJHs/lAFBVTD0efJ5A9j6unZ21YRFsvV36UVyE/JYkPf20YUfm5X4bipPUAc0EfQoW4BPAFBnIBgVGH6AWo5JiekF0mCLLKi8n/UChUGZFLsLimkpgTt2hPLh1ZeNQGJ30RvWqEHbbumOBMm2tYXab/+sYM0SShaL0WNL6VzmX4XiNmJ7zOrSvKPSrXohMdSCJAVYCAgOFBSqWEeSMgNubkHNixV4BPH4stlqWFWksDKjjRrsJDwr0QvIvfDL5QPqgE6P7TWv0hJMqBiY65GRb5TpZNaTzLHDYtkJJKOlUageGPjUWVkPovcV+OdSCkwIse5Hot3a5EENIQdh6G+lY4MUow9Mx+diXP+dpeYwdAcaEDUFBnAvdwkg58DHyP72SFVCNuXklw7DH7Y35tR7AgVPXKWGKLhJkT5F26vMx1pxJRgv4Q0KBMf2j21qexJFzCdJWgujrSf/aThz6/CHEclTo5Pyo5D8kt2Tiw35qeRKxdOihKV5laXSpZkhK3LJX17TLET/E8ETTV3qYJ3KJVAuZtKtjMu3NHfv0rKvYyzm5AjaF25mIxcn2o0w5ntXctfCc5gP5zia7GP9KKwZQ2b0G6IQXdgUF10qIMkWJce7uhX87RXE7mKjiMkb1PgXLFeWsq6VNQ+NDxcmK0iClhxbGBfOj1dBAijuFVbDgBG2D4ClJKoJJPDQKjXCni4FUUZMWXtBoHgxl8JuRCV2L9cTqqf9S0hoj9l0m57Oua92UkjyzjeYY6DnEV6z7EMp6+XqaAVlk6ZjxeVDBeoEDJG1SSgV17+iYVxww91PyicqPkhpWWvS7z22Ztpo9vg2zqTHWZ6pEdbzHzDA3eVtuEjkmyilGtnRQNfRsIzOh4pcC06LqTuYEDyk5nWxeTsPn6sUvuD2U7vGyhq7L9I6fa5qxKTs1J2iOn1E3kHiJQuIgLCo0H0KR8FBRWmTtMixQU9cUPmeBu1RWFw37P2K8tKlPqaIfmeKpEcao1D9WEyYumCWpcOB43epmgQCjsW4xjIabY+busW5SSIhBvEQtV2iLE/7djqD4Xrdy9Cbr0QJ7CUc1OZSFXI3NShh7ilhQig+hR4GAyMhZw8kLIiZIZLoyLKa7PjUory5/7lYtiVuSo1ef6mDpoLXpLZouEEKg1oIhtLH45lCIUdlb14eEx52Ib2RNBAk7wyfbGMJcinW4pWdkbQjPXjw3VtTABqwFlY9U2v3PEJGUqJUiA7VYp64VEbUMHI6iJBF2NEMhc5BUvDpOjHC8qUqSAYhJyi5FIqUkilWRD0wh1V6rnL/Gtej22ek627wk29i3QibrLXEXobKRQxPp/RRQE5EpGwU+KnZF6D6sYxyviMOipKvd+HM5cJbPfeCX2SnwEqMjziGSyFVOWzWCRqWaGfVCNz6cwyCQaoUugTiSwiOWS0gelpABZHEAJaeENkDTBIcnkQ2iPv+F4KXzU5bhkDU+7HsLCIlSu3ervsMSsLFZ9O9zDAMx9U5oWWePOidauNK8rsWblsMc7dWoo8jnihhMkdH7KEGaZXgxsEpRZDgZIT4FHB5wCRO0fPHx6RwE2G6Li4MzcCckYfW30XafS8NGOmiLXYiKcwxMzElzbAqkSW/4zxIkwsepvdZVQ5k2uqT2XgLcqFB2dBjWigOBvPXzm0i1WZtp4suXGUvi6LdWnkzasVthshhnd1qea1qRFRKgwk2OomzeVumGh83WH2qx+Zbit9iYwn851uApzERB+5JozefCDkDCmU1l2J8dnJM90FCqcN4em0nSFUJs3ZNrJYvIe3IvdjM5rXQwQFKhcpL9oIQ1HVN+42VmuOKiRuoeEWdV1Rz/sAMR10nRXXG+PlE82PhilHNks04lTJrvufj0y2C3KC8rouAIHqjorsY/MpC3wJ7srqt1x3oGiKBdnwyzOJc+vlWQuXTQqw2CUZmc2VhivZJDzoxJbUiMqmEpHbHjSSU6YE/58pEanlvcf3KTp3a3y7GIeQ/NPBRlN0+6heJ6t2oURQtMguxPCTfkrRoUcLJ5vHfLZkFS0dbe9BwCc0OwmBnNnKSAXV47OyCOpLAtHc6rqk9TXd/ZD8FiNHn+6QiEXJDeVgGU9UinsVpFm20RlnljPt1iwqqX1fVOFqVIFPD4jORTuDCD9H1Ak54gO1FPCIitOwTW9gItZgMH2w9DSAjqYFUJSTFTus0YmqpG4hFHfn54LqahLgIui6NqUggFbI0gl7QkWiECkrSHEH2V9STuQtQSoEY7RIdAVLVHVSpnYVFIn+S+6ZurOoPcF9RPJcwnf2r3xhthEGk6E3gmC30hdl66Cdv5gVR3vciOkQrtm58pCxI7SE0G97gSgRu8BrwWCB2srwJgbcz5hlsw8XGuRhEZkdNCRUAyxMkFpG/3CUF8nRGr/1ryG4ATxqN5WG/0Wi1BIqYd6EJbgIhXyJ+4ljpSgvLCyQVxP+UOmstTJE96k0r0VU6/kSKaiaFKZ09zUu0eJkzS00uI8WylA8ohjQIj0QUQxAqJ4xUCGEHFiPIaNvS0LIb8m5gICdsjhphPQ2vW/xK4ddCh9UQ8F4FzgosFhNZMX0V/M/gEOi0q5C87HSZThMXMjEVRgWtlHvdxRoXKWQxeq8po7/MNqaYvE9CIRL5qebgrEMkB1CaJrA83ipUycSUNoV6kOpDVJYKB7HWEPnWCFESrnMLvOvqCMAkEbLXHpd6wOg43hOMTRFmDK1y2vD/BPFiGI5Y/6qPVimch+NSb2JEt4xNmku7PxZijiUl1/0M7bgReMdrBjBio6YI9Ui6VCYnLNAXJpCboIZ6BaHRb9tWL734c+hJzRb7yrdOpmGquW1DK004KgaFkxJIr5BacYxSFBWlcJBudhRY08FEhwgLo6ieBbuShFerhAASUhmIEbFXJXQ/M+h6ONwJmqzmhxrm2BqaN08dHN6YmR7hcSuhZ2koYtsEEDU8fsSVFgXoDCd7b6on8EdyebFkBKFAQ1lyJglpsw0xkr6RtpVfCY5AinZVFahhOy5NUgtz7wwhCmGvzzkbQEgmQTM43674uvpvrq5RzNUX+OTNNAytNnnZLaV/S3Q2XS9p8R7Mkay59oDfbNjypNQtOx5GnGo53njSsnjdx0eJ/6uC0OTSjRRlLrHNZMfDudtAjw3YgR+qrXxjS2yDGHsTikxWXoXTPy9qXn+B3jVi5LnLNHytTWwlaj+y3pobG7Djl5qrXrEpf5ukRtlfDhrXiOGsMYwtJ8xwDn8EZdzl/z59XFlqrXiGSKqSByCF1b8jG0OV5ZFyWl2FpOr+7DUf2HEDAVz5dKjFrTMq2IUh1V/nipSNVp/9gjDCJifbIp/hqDAK4oFIj+vAiynWPMFEprRql6JcSqmFJqIlJoHV3kDYUeAhIU5bIunvvsvg3i7J9qUZvM6msIu1ujF++1kokC0pwz6rWXEFL1ILccZIHv9TfjeyYbQXwmH4/iaf6auKRVDKVMjnHknAY8THS/lA9coETYFxG1k/sp8g2ILo/PzkVH+dZHAli0nL9cRixnoRiuta1/hOZ5ciJ1WLtqTYplXbsBBXfx7IL49COQnJKeOppQqXl77NWqD9WNonl8hwkXkdnJ2siW1vAvGAwBmYEWSRMyeS4PxAULT6Mo7mGogYpCb9m1K0iHCtLRW8dKFzIzP0qTz3/7aEmPMy8vHfsJ/UVgjV24T5GiJm1axtFA+m5Z9q3v+aW+Eo4ieTEh297XfNPtIrUvIioxcFPp/lw4/SaS6vpLD4VX+w/UsEghzCGQ+CqSw23wCiYzWLJdQm6RVLkAIEIv2iC8BwOEliiFU/L3zotQRD7kyOjEQRKA9g7WEkV+EnAusISibhaxqj7MhXCTnitb3E3q8LJPCu3ZChoaUomqCLa55yCCuciOY2YQa+Ko9sQIdlNJskcQRZYXJkxMscFjS4PjqpI5bnopdTWEzxCa2zpvEBiFkwuxq5JxCKr/9sJwNFkSIRJ0ILeEG/nV9kWgYPDvRXKiwUW91fRv9zDTSI6mrjWELF1/IruDxBDu/wYQ0hpJWfwjGj0Ed7GW2CBomwdBMYIuASqSbZK5SFFKyZUVhpPCckmNvusA8+SV+RIhwo9P6XOo6Ukh/+RW6LihrrSMY9PJCXtujMuMdIsRbEziJBJ198bMOHnP4avIycVoFokXSaFbYzJPwz0vb0mKSbmQRa1jB7090gqoIEIL4nMQ31wYW2gw3sscyRXNbV0dUfowrFiuocYwTzbuHTmUSiklS8Jkx9aCFuY23l6oI+2VIKjLzMX1jSYVWMSA5DIaMiw/KdkA4IFvp6M1nB4r4p8P37hNm3U915LPmYjc9KKuGr8vqJFzpyTo1iYeINKF7JoMFhfPGodGS64xS1JCKaNHai6G16mYVheO3f3xpIzbh3UarX49ogIRQss6KaPNxJtcunBB64IJP0RZkVUUJY6SFVVM4SJN2strGiM7IVXnTS6LURmqGjNPgdR/7KW8JGEnSAKEzTWxAvYiBEZGG40ta1P/JVVURwiRUxBWH5uENkrg4ELQTjlSkL9hSX2EcqryGRiWIeBtgdYqEmDho8aTxDwq9dCNvGdiqgVTEJIz+vI8z9P6Jr3SsrGP14qtQxAaspYoBOJdJFxtygterNHYlmKBIqLpU3NBGZ5tPn+vI2KveneUU0ntNV4jVylp5trqPnA9oan5aOjdFrrdbsqoExSNFuBdsVZr1mQsETq4lEKTzwwN7a1Qqt67JStInRmffhH34blgWhFUlTDNwXigzXf6B9aDgtGVK9kJbIldgr62SkoW6keXUoEaB2x32M+5S3rkXS87wSe4+VOg2q7jDi6k7y/GPYyUjhASIsQoUsiBdo0kRwIDfcjrrrQu2FH1X8jMlZa5JhNbjmTdW6VmRXnRPXN21Ddfsxs8LCnkXk45WKzS8pSkwOkxfr4mQgRtxPw1FOAslMwIQLwT8l254J2IlKyYIdwQj0lEoecYF7GD4u2EmuAqgAq4MIeTBWKCB8q/jkgs4zjT7sIVg15nrb9vj8yL3hqse9nL1rAVA+sB5ZyIcx8yrjRc5aK2NQexItwhkOJOn8Sh5VEDetapS97TU0IpFUf+xGlKO0RbBRX6kC1IATiiz00HumLAWGgm/HUmgZQPqEJluKBw0sRvaoLjJSIVnr69r4Jb+UbjV+2B7XwMR1x0fBu6N2YVb2rc6rk/X0hYoqxNYMUxk71Nl4hVNkCfhZK2L1t0imWUuBrgS1tbKsTCo4Hv6QSfDhYUF0Yy1I1vj4uMeqQ4SH5ojJ3aNJr4axNQ2OJjvttyLZmxJDtVsRKKEwkttEGg66GgSALAShGM1v4GMaQyjnzOOHmWhEKhSTAwEo1REIxioRKsffa1F6pI7Ek3gjq+iYldELLqS8he9sXMLUYYVgbwkhRPxkKU6pXSdlh86L9umRteEURZatpjLimdJjvh5aawf8cZFJ9Haxd3QXNkVTJcNf/FwuNFBstOs0yThwkVAqB7EUysOVgNR2bezOdP0mdGun0wzkg3pydkWbeJTF1/GBMiG4pPfYHNsUASIyQFO4IV9hEscRcaHcHkAgAQgsgxiSZ3AMM6QywS61b800rlcKYwgqt/hebfUmOmfNd3W5wGZoSiVKfS/GYUDPh59LFktqM1xjreRp/cwT3hAUe12M5l2KA5ClIUqORVFd9ugMxp9dcZqH0XaS2OW1+ueNU/Thc0mU2SS8SbfXzGb76l9FnH7echLa1P7vQUgUIJk+BGPFP8V50HdEq4KPP/+MUIKLdOBEQCsAE7//7+2v3D/PL8h7WuSzD3jEEFSheItr2NCqN5pLD19jPa31SWnfIWmOV06VtOz+TskFttlkUNi9ogqvprArAgLn/kh44Y1pq3Hf9n8Tm7fSeewJcRBTmltS/4tCgMzXLNR2jDMNR7QGPchsWGc97X2IoQ4uwigoQtg14VcEKBLAtgpbHs56vJ+FfmemR3Ua8CDlZJgXs7R9SyuIilEKN+Hpmac15PXZxqqeqXtu34emKAoTjAri2b/taybxt6RVk5IkyUSaZ7L6dqzI+6r9rnj5bUUTJOzM9r7EhXwIeDche1HrVqtVITZnr4n4TkCKgqo1q00OWIYuxSBDCNfCE2WQ1Amg6EtATwyYxYWQLEFDDdgkgX8SdqEIyL9rnS2yg1D4vjytFvOUck/orpun4SWh/uel7v91DoD7+neq9SWJ1n+7rKovG07sPVH4c72fsew8/FeXXdD1s0rN011nFbUfRcuZhZ025OTuJ7bPAEhOJOpbP/8i81LiTSL+v6ieNrZqVyTK4fr4Fk+o9jlNjzwNMsfB7q1zHkPfQghgBJwh4S4ISEjCnglgLSFNMSsFK/5/3BvQREFpK+uQRgL4EgCmDECHGsYzPKabU2LPx2Ro67bf6upQG033C0OpwKTqyYs9pYVXRP23Xk/GkqoRycO60/JrelheWrtTsn0ymraMqpc3PnzV1nQjbyeZP/6dM1vuSseobb3om2m4tr/elYZkOAakQMxpOlaVHAXbJW/ZJC+iOC5jVhRgsoekF5BiwsRd1J/2lNa78zqzXV11wQMXgRs5ZjDsnMJEsDL4Mea10cT6yEmNf+1+r1QzM4Ofaq2bEqZ6TmkXYFbVL/eRqMFyl8me9sjNMp4N51ojkbzJUjNCJWOGBeQP6JPLzjhk3xZ4mhIHK6IbMF3FhLyK7JMr5Wk+POHpKOTtR2XwozBfED1rX3EIkdoZUTc24vYcEHqAvoFuBexYVikkkLrHWaf6P9Nxlo2gXUc09pVSWFnK2RNBKT2TpFlOTLLUa0Vr6q8X+hx2Jenh8E6NZ7RoRsxkR2Tb2Ak22WlXZMlnUnlMrkLnTTDNGegBLX/8eLTc7IFnAEBA75GeRlV7l/o71dS0ooQ0F/BOxB6zkTsj7nzX1I4U5RElcUgjxLl6q0xvT8UIUJCEHCHDwBRwV4Czgb0HFGuREU2YSzPx1Hmancsd5Q4gQISk0jguiRw15sUkqPeupvNad1FAai046bFiRu6kiy6/j+z/hQqodH+Z0nC1I2baN637Md3twUByXviPs6tK+Jy91QKVWvsvQfBUx3/VORjJwJxCaYzcZW+x6MlKb/R49zoSSCNzbZDfUvbPpbwHD6V1ZNlzW74xKBGjjn+FBfFwRzQc8DngIuAsIOKlDB2Yvcwl5IkcNNGC5+UQLOF+GxOEkyQ+Ke0W9wn1uzRTmKIWEtFae4nX9SdgtyZLVv+g91Uylny+z12x4xkCTdHS/7NCd1pF9WVZleZkjDSMJQv7NtzG8e3qlNkKXzTQaOCyWhvK0ZYtko+pzi9tl9u4/kbGSHC+3Q6lFaex012DSnEW1OiHlDe9yzFmDbs3A84c4FyAyIDiAeEMKXgxUduEWmqvVGrhQ/XmFC/iqHhF5SoqE8MawT99Fq/+w9N+cqpcWs/s9X1VPxWnicKie0azU/tMEUiiNZfUytg1NeWomCOO2zTtS2KNoDsbVu2yrL0c/f87PSjVtpvdeoGEkLhI40e/ioKjH4u6tSUDfHxXp+hOtCgntWT+ZNUQZtDDK7GdskcYzVRyLkLtXMtOsJlc4asOTCZwwYIOIwNriTpN//qW7fK4MpdodOTyXyRGldimGCiBDRpSoGz+7o0pX+DqHEaPOxcle4kUlKSSsgLfp7GWWSBTTRsnaI4rfpqCMTjsx5XMx85OSg7yldTuVt+y2ramLPrajbJsik4QUAYMBGcc7gZcDGtLjhexf65zCkhnym2e31RfMOfZoyysJn7V1eqHxZy5jDOiQCiHmPWO7FUiMhtoZgEZGaJllrwuCGPSrsS9ucg/5cSasp9xKJbKtBrpOJ1RxTgm9XFXcV9fZ4yXs7lZ//O2c37jnPACKc4Z5xUvohkkKqJDY3iJYmCDUYqYk+nbh7ucgjOJciHgmq0ktJ2tc8IYmSVlNMqUdnZT2ryEhAT0HnaFOQg4EDDxilmd0Lwe5Sz6kVxce1lpJaStN5Mr1VYjVJeD2tviJaLBJ6IZJUODFCjLwn8LsFfLpE/wTPBzcQtTyOiJ+SDrj8dNHIrDj83Ir5LAFdi4SnGKyVJeNIeP/3CUTZV1zHpZ9Mf+O47seqv1jO+Mcp4QLwbqelyaEkNftGk7MxEVr5V4QN8kZY1QGv1XBMAYTqci5wgzpOvaunXYbNk5XyZPJIdVniNYy7mHsV6Exg+lfYZkMILjHdy5lobCK9VotATGN3r3Vq5pf0SMTS12+dS7xRRZqr+yazwx1Y2A9tza8STSOXrGPCihL4lMY2Ioe/AQNASz6aCmwscxmpK30k+Ih7hFSiuXD50PlM8NFIBIDtc9phUgPXgfiKZGjx0VjOwbLtnTbi5CWpadcWW21qXV1lf5SwoyTeX/b/hpYVaTUCIqQXOkAiYmUc3Oj7qWj+FIdm+f6/WLgTMvZbW1ATRNxz9/pGXix91QvLZibUwxNRcZVBGkISZI/07jLCU3w0zxU/jQweSfiiamMMjbTmfPvsta6bWA8fo/yW2rN5ZuTk//dE95ZavJB2q8LJCURm7YzwEAIE+im5rm4xQwvEksrAROYiWUIPOVawYrDCI7H6gPzPZCupcmITdJnmygqNWwqLJAl0jhO7V+RiT6y4LwV8pI7BdoNNVeOy9gOTTuNilQV22PBTeRWOSGJJGYRDRyJUqNH5WTuw9ZHhpsViaNwEL62ZtjHco2ww2U22iuq8unE8f+x+dpGZvtLuLEbrmUB7rgdvIEkftUQwA0S2rf7JOSWA/pv+200MNa1enDAh0SQBWEFPSliwCTkVO8tRXbWVTELzAsafdX3G4F9sXBCPi71iFPngc8QcR+g3gkpO7kw0ZavZCJUeKXpMiGPspzTEcaLFbx9C5EYJQZYs34zjWdhH9WwzbW2KqFCVr4aGmrX1wmK9ttmREy2ogZKC4Nxv0j8gVqqszil2x/thKgmDnT4Vt/V4FgvVUQlGk90H/0csTr+jlEpFzTXPV8fotmtOf5j0+78S/y2oEiOAqix6iI4t65uiW8SMqrOnLCshnAqIWVBIKnA7PuAHzBeRao5FNZbYmN5wQ5LtQb+vsRs5jM+rK1ES6EEeDXFka+IRNHJMDDlyJjoaGFLzQ4JMYRCsdw3kQ3QTcQrs3H/nkb9dFds11tMXTQ5hnvWoggpLWnCpT7BOSDmPeMv8iPAaql2wXX4kRa9+2OUJ8S5+8QEsH8tx5ovxvAcACCVBK5Bxb1jPdKhtP79Ks+RkmjtNpBkesX2YPHgXt61ig8trsk8VvCsLxBe1Jp0dNVbzECuIpnfwrivwuDmd0xRDuqidua14cGyje6qaQE4RFhmnmlZbFhhf1FPk6msVyDMzLRW6hZMrwJGbnF3os9kWPb7hmPIo/UPHCNTGA26ERxq1/HFwxCCHuCDRS4y9L+Vis75B5JHIkwTtZqO7NYukUnA3TATJ1AuyOi6itZqwrEiUBgXjEW1+8JOCXDCENOx9l4iorliKJkA06p5FUKeYVm6GWIwTRhjcb8sdvnI8I6KZjmKl87nmMXMTXF2LmbfDK1MNkvXlOjQ3iliF7HLojNVO1zhu/SVWSCIxOWbXMpIQjIK7KUCq06QjMRodeqSmaPfyGt9Hk0SfMu09jhPbYWq7Nv+XYkVOSMvQoC264wVyRb03Id1xT1nkTQvir36ExPyk3QTWCPZxzr2YVq/LD0HinVIEEO9w5zLqnbKkZ0TwQY3wzJ+lCZUxZEnBKcS9UKidX/vMWdL2Ta+/ebRRXONDO1KHlb3Kl5/BVHq7/InToLTrWn4v2pQl9Zr3dDOmQFvvm4Dn8lsukMYmbjQU5lnMhUE9lyqgFzZOg+xaVhn/kjUH9upz8m6wijTI506jLqA389U4nVGede8tQbFUt8g+byz61f59wGzd1GDC7PIcdxXU9WBdWMLMYpZmhys351GdOWBdTq2APID4r64MI2hHCkDkZDheQBCBPDFYwRhf1YHEexIkGsujxeXEdJg1bCmVC1+efy4BUIERaFQEXmxMexUnaQxKiDjYB+tmEKuCM6uPPGR3vSIsLU4adl3eOZxTXJKSOr+xNWLk0ksrY9UgCy6NIUOmCZ5X2GqQcWU+HWMmdqxb3X6U8W/d0frv6KL7kLFFjhywGUU8YEBgppIyEW5nT+yPqWQ3pnJT1P0dS3Hb2pNQ2wyNLH1aQv0mlbqTlrWz797VHLuZWbhXeEbwSeszt0bYFOHFxad5wom8tigla1RH1ywt3OSfvYuNdSohvfcyUgbfbjDjRaUUwgWp1mbGWv5zFOd1/aU7YEX2fdmK3b8+R6LwohR3m2DqYmVHaTt5skgjp09t0mfr9A3DY4CQRHqp01F0HipWrHtHZjTi37rO4TK8ls1K9Nk6ZL4Po62/EtT8DEjmLCUFIJyDiDcrAukM2q/eTTfSeIOHfYDv1WeLSq9Y+ZReuoaQhIEQNWT9VMi68S4eomPV8yWofFmgwUqbpEnouPY1KTDK6L5kkGdaWvkVVEyWQYSqZrRfSIyhhW6Epdr/O0vU936UZV1EhKqjLmpOrXarKi0/+uIXoRFcXbkIHQYZ1+TQJDwuOrFEaWuMC3ZLpxQnbOaRMTpz7MYiEz0ksyX9xpSuu69SrsYpw12AgIGayaTVRjN/Cltf5d/JKRUmHuwn46GrCaEUJuGpRMQobwA2sZfx1COpSi7zk0yLqvmuiaahiRn/XPzCic/iSOCLewchrMcWbTzZBKFX2+MLuFTWKExbSfIXLQErXUm6wIwrHckMx6cS0TXol8p1siwqDJ7ofsO6M/+eT/a6qmg7QssgKhv4ZdTgcVrma0N6w8ZOqDlXGaTHNdKRXYJMOEVdOb2/rdCYFj4ySzSiYpTsunvsiA6HdD1yWdQnRMVLI/Gn0etlYj4rnJQpNebdVepTepmlScsPks7TnjzfHNUQu5/IZ1MzOnwBkbli8W5XOR+Y0PNC1UP78Mt6YSqTfw6ugiLly/cC7PS0o8XFFXFo1ly6RoXRysVIcxigHYq5qFpbhkWBlvlMXJEKYooRLO+Iwnbk8wMFufZhl7IIwIOeo0KcKJ0tKkFldyQXz47+aUf37hMb7cTVsO10TRSSxk4oYz/rLK2ydXu6EneGLvPg2W0JF3E9UOhr903gerRSw4iXBTSUa+Rs2J/6HY6TJ55C2lq15aJg/2SwrnTwdukhNFxtk3YTKBWURmM3/cobI5uI0Lg5JpC9LZb++1A0XE32LHRcXURSws2zOzJlXYCcspORTLLU8+QhBugxvj9pRxVWG3p9eCsgRgFHj2H2x2V8RajAlXBB9ALzPgpOWPbYGF+Gb8slcnEL0pYM9GbKXaQH9hGwgQFlkKT7RTVBqa+CPHD8/PyAkeu6NVd1s1an5qaEIE2b0whQ8qu4vTaZOj9OFV+v31zSczXwVNDtfOEw71ITT5Vv5lYzh8YlFmUdrXnhssAz3QqbKY03Gta3LMPTvYMHqqOL/iV+fz7N8lhDsdnFH3jld8/Taqzc94f3o50+CglVa0MyFnTXDKOD6FK7fbyKkpy+r/dMuorMc98mTpL3NOEZCXJjIQLEFFscfqpJw3M9I6ausgDvi4zYLfntfWOfkjFf0UiRonkbNvItp+OpFeZIUurqfMrnIVpaLHpsR6QRjChZXNDEm50VJ+rkVGEO0rspuYuWLcEbbYalm2exdLHSP5lEykz1sxqYuIFAyNiz6vwjOJ2QqPti6gjSTkpIUjSK+1e3HMad5MVBsMEtGeUua80nFxR23jXzsQ0Xw+q5XO4NbZrJ7UjElQsgri6Oo16bLM7YZfVNjMp7bu0n0/23wk6vEvbHCFBfIWhW6wMj6uE8y/YgypG09NvC1R8Z3Wgt+98jgeMcctDaho3/R72nQPn4mq70ojWTCyzI/xvoodUc83ayoqmSh/BMkzeniw4/mu82KSWSZkOl9flIlDKemvZquLOA42r3dCM2lGnakrIKSCl43AflRW+a1FQohiz016cWNmvCbvjT1MqxRFEtMc3QC0Eoq2UjjdSGt+l4WllG0+lpV1va2hVO+/tRGHwWb0smgT+gwWvhaNkQuqcsGjRGKUaNMcoX/6KsktIVTDZLIYF3xgIY3Y63Br/yLTVZ1WVkJcoTrkfBnEglTec32yFP3xhGUqRyWJauzWrBjoPatjWLp3H61S6r2Tp5hw7K7QyKhpZqTt+aS6O069cOYjF3r0HedTB680qxIo3oronjdvlsjA9vxX49qjxAXEs2u6I99dJTOjr8IR1hixi8KD1woHeLtuVoI88itnOiz7TCjuF+KSyY5FsBdVQ6+pQw86aSPflymx0EozKHrBYXr8pa8c4KTKIW22s1ChGh7OuCaHIbN2I28krfLbpCZKnL9SIrJcGOz0DV9WNZQLNlcvl20nnWecH8DX4u89XCmaODO8Ky7017uju+LoYrZEK4gozUbktjWSWqM3y9lWS4M21UuuLQHGfhsTIQHxTVDx5CJ5Gl0ZGknV6evTX7d7Xkv2sN9VRPiFLSEA0/KCRBO+iKWUBjsJpCebeXeZGYfX+RPnUu2VyTJkBGiWUsCXp3THM3yDJ9Qu6Wic7txCT6jrbFiGvhO05mgqp2112mQKtxat3DPfzTUxiOtiWCopQYW7f4pszi1RS6pERpW4f/uOL423cYqe+26pSZyV/Ru2EFrs8WRjTUVNYtO7ZMW0dkPjsrF0yGmuhJM/o23Rq6GPkee3cF7v+5YBJlClcJK8k0NkjSRlNyxiN641WLnC57/VwfKlRj2tCHQiS+pWx9NRrBTftSCLzdMP5dbWatLbF4WnJq6CCl4c66nvtqcwUyKaUDBIWKNysQNvoqTOjHrPI2Y1Ik+cKn3A0SPiJB0n8T4yMUNt8o+Jh6sq8lqnplmJ3PSWjR8PKw9aO4KD1v4u8KLhimjycTZuv6O3xJ/17GqVerL3bXydZ9F0oimx9VHehE9RTHjCLGlb2oShn5XYRZRbtQViab/sVQk5aAaotb3N9RSnpP0kMHlVmngy3i6tj8tMUUfHIBJXuiF9xGI9+4olblqu7XgkaWCw3G5kM5ow6o+QczziPtkMy8o7cT5rdgftEiXbzLTGqaCSNQJDUkV1csSfq9SZSFWZBtDj+M+X4BCEqtO9DGyiGQ0CFUn0dNFZxu6jiq2yw7IC6aBkAmEyzDgfolPd/NcC3pizuwk+3dG6Zlg4X0sRNaW3/DChFfjEJ4bKR6MiV7eLibDE/eofTAQJmZXxlAQxZu/oRFoqEPgkPtRRDQNZ2Jl9bKtAKx0YhxTNQxWLiNcpJnIMQmqT3jPuHK2V6cTtUhZXtwcYIGlyV1/jzp+RiVNZg/JSzRhks8VJKldz2neEQSczcvJucIJ9zbPdFC7t9WXWKdoTS9pHVJEBOVF0xZSsymIcNg+kk+hGDJVv/4xQgpsBQDGQAJGtJBnfBf94/PfJQvObW4CgVu0Wwt/qOnxrQCSrYvil21GaKdQnES0iBMF3Qful+k9ackmGIEZ8i2IIvRIdTSXpjKIjD77EJg0VOUMOWy5ZQsV4xMoC2+4QkqG05vBO6jdrQYgHaZR1bLfs/+U1NLvVYtOBaGCiIUyp6thU+SGehV0kb1mAjqVaxsWlzFcwRUnJFSL9sTnFXOOYpiDVcLjC5/BsSuBMad6URlV4QKCB250XwDIlBkoOdaratVYhKnqRbinvI9cDVUVDJd7QvKU0FxaoExqt2LHq8sL0X8TJlOtKsV/jKAjFWqjiQxlQ/m32JYhXDwYT4yTMCmgaz55u/sgAMrRK5jCI0RsRw2QPrdkyBWqh6+WRH98kfGyZP2MPGi+NcyHaFtsy/1Z00Vf+mhKYN0aYRrcMiddlI2NOWt71Sx1b1QvAi9/9BaoRIoyOlUVkOxKOZdYKuZ29nIx1S3GT1HX6zBesYLolu3GorIBkmxA4lhWppRLJzaWtNp8/6/zN/nPOZHBULTE1RJD5E792qypDTp/Le7OubbiBI7BVSelENNCFWp7x7bNqHW++L1GiaeH3C5MREIutDqYQKaD7KlskQJskCmShKVpLwDz9sFZF/fHYD5I6eRS6n39g6rfK8ARUhxs1gJVeU76z5MXlMlZcRQlmvWKadmMDwbqxe3C0sX/6TNEezkjiLnFTixoQQzUCADwxrAp3mHCcvW+6t2oI1+GAooxUrsZhKoqkhy4GBtYT8NnFuIJXPAp0xO9Kl7PZ1URwNZnsIOF8tMiiGiAVAK2LbWI1wamU9Cd4q8zeWO2EMVEYcBqALbc9sMYPijQdoDR6w2Fvg07npSz/V9ozdHf18y6RTAhpUktZnfNpPX1cZj16yawSfbwufeRDu/StS3SO3sWoSWEWbhThHgxbFV/Ro4kgjqBVb4HBC5WhKuVmim/iSLNEisYPwEYq7BIQkNYbCGuDpzylBDF1pNSIPkN4FzrxStixSMJ4RJaaUKZ7FOApF2yl1tKBoTymRzexSw5Ghiqjyoyj0QnEIWKoLpiZ3GI3qU8jn7tN1tTFqVQ9PBVDWpG8TaWcf2wOISs0pTqmSq7P7vHH9SBHotbexZK0sRhWy8FBQEq2N8hXX+eWFI5FsiSLqqUKAaLc17Wz8sC+wLTTyoqZArPnotl5ATAICI6KEFlaDUFL+xW2/Qs8UGVszA3apUQm4jGmnKrY7d9RYFJIAv0zJQ38XUJPZ468xekn5t+sKX3slV3B63KgJkVStr7rucNWRm2fxD9giwW4PomhuBAocEbRDu5ApC7Ba+poERScBg5ZHIMJJFiDKAXHlsKYaOwpFUKSE5RPrJTsmm/uSyM3hjCcO0ytaiLgg4wySgk4mWpTjcgj89s4Xrnr4g4yqFFFF0E4wazF9q5OEuWxaTlStoLiYkVZ4dn/uBNhYcLFF2aBm+ETF2709oNY1ZtB+DHbBAP9hVklrPFrs5Dpyx5RBppLO0UwhWFyEW0Kogcf8JBmiwESkEhHDMkX8ZamyEMqNSfWtZqeuh5tJdfK3hEunX/xhIIIGGTHgOruNLIuqIGvMhOU4xc2iFVqq5e0ZrkvxfVnRK1CdL213MVqik78hCLXkUPYwsaL6bHFeIPt4ze0FiG0ud4tsNmHRwUK951g4eIw6Oph4Nqr9g+sdIuLkkQpOk4bpY3V+zfGvhr5J0gMetb0VWltdOKrcXCulaUf+VjfzFMMHzaSqXW5O/iPCI2/jNZMioMeMVGmN3iHxTI0LJzTPKIw7HZM07EKOSpMKYRIgOrsoXKCSZWKlcmXrYvEQSdb6Mixp61nCHO/11sbO0p7+EOQux1KY9mrEw4dQQWofpQ7ov0UF8YxXH7fU0R7IaN+lNo+ijNZoDWj34gJEQC78m9pTqGQPNVSrwV0uB8+tmLblYNnMqoueZbWEHjmMWf7TJ6lF1qHDSrWVRr2+GJf1aum47XaBmdjNL0IUKRnmWA3lJqF6KsdhjDQmAhHS1z2R5MH9Bn+TdDZkwdKuDMGa61i7W5Zed5SCP51U4nEgjl3Groby4jJxjmPvYaJwnSi0TI01NNJa2ZyfMVEwgUC2sZWCS7aIhKWVvXrrDzCoVsdqweVW962nEfFMZRo1ZZCMk5t4A0wOkAmBLq4DJOd4KE0XOFBQCT5HE+lFIN0FwiFM74pQm0BlFiKRmohPRyaHFfiRHKfUnV19eIJ4tvZ4PtUrCo6XvOVCgbHMTdE+SyRlX4UO2s/OJg9cQIMQn/UaLWdyW1ll7YkbUP5YJBnmSZkGwigUxRr04sgwEXFzuNwytZlP0+M3NXacskWIp4/k76iUWg0QCBGlVbI/zHrrMMslLx7BV0Nnnqx2uWDYkPy/33gJpRfHR8LSUaYNDXcIUbKXVmm/xpW4obhVMf53WdDEHqZWZcuSf7c2aUDIdPNZK/3Tew9bFHZfnBPmKoCYmnc6BUpRIwnr6vcdmdDm/rOflqZdKCgj2Tkb0gjUJHeKOhkX/IW7LKok3qhFMjCKCPAeZbEaGsX4xV+CJr9ofT6D3KkT/kPiCMDndU92GbigPYwx1YLyL5d0hYRVK11Dl/U5HC0J9us2eZFzPZKHjedvX1JYGWUWrAdU/IVuAs7J0pvw+0U9XS2IycfaFISUpHo9yzkUh+E9EM+jQRJXnhAz9BwtpZUOHg01lLb/dj4UDi4klUxiMlPPIjmwwQLPNkyOdYgSbd8iuVUKQr1+OOqJbmb2bmMjO5G+AMDU4mwLQiUiKQjE2B5q3t/JJMxkRyaX0Gl0uybmW35nKU+k6u1bbJsNSH1JLKUz30sWv/WQL/V4ThQUWqv/4pFpmiMUmCldhqkckL8rRK87TcgIF3nvSNMKRqUfsHw0b4z99MglgbQJIit0XS8hn0k8kwk1mg08aZoyLqpC4HwFj5ADAEA4GAeaE3Scp3OWD426dNzUnC+EwjzzK0iO1GcZPzB2syhN55Ahv9F+JGieldYjtgtJlQIU0mg+WNCSoefLMB5A8IrlDCTE0U6i4c88M0VGJFAQ5ES9hVTIqqfkgCMH5SAvfzk+hqBG9Al7YEcSnJ70RXvhdTwCQ0A+Ao4IDS6wD4rtVGuQQHRAgPS//aLSUvQpThhv4vO3ENOhK3Zm6Do1wEISoGqXWkJ1UE76BZckMRUJGQsnpJip18CBjEmyHjyWPnotOpvSoctnz9JUtRYo0zJG07hpAvAzFYE5CWG+BWAVqQ7LlYXmY1vkHgm1szhGQCAOg6CIr6eXDT6Q381DQ8VeFor9xPnD3tnyuNJk952uhyfksxytLuUgpP0JrwnV3cI18MbT6egyvJBZMcZUjiF5SPurDCp5l3haij7htSf7Q83a6QYzvt62kMQagfgvO3JJ4hQgJ2dyfGYv8Mw+8FJ0wolNDNycMxyWobCRJ5UTkWpxiLBKRpKep3arEsMNYs+P0Lp5v3dK5txeUHXloVdjCt11EcM+JPwCPdpyEkaO6AWUBlUba/jwifGWEWarwUVtSQvYVa/Y0EaCvBc7i07IIHE1eMAXgGakYnowU3aGoBKvAnGHRXsBPLhwKp30N5cDQCAyHCeAi/BdBFehF0o2cS5nKOsqeO/3bLixkjz/dvl7oTuVNrylaX4z7F6VqmnCl8PahgGIMnJoxRBEXg0VTnS0ueBZTk6busmXjVkUpJmSbFCXlFWfSj++WqBBR9YZr2CKzmNRI2XboDXtO84qJd8695HxiyZO+7A7CwcsE6La3GSXMr8+zgvSE5Ld8MtwjV6/+ZqvQbiX7zVaOxPUUx57Nlu5ehLVdJ6jMSsMi9cTG5k9QGTDZRsXFU5QuwfPrRhhVf2kxwR3Kl7iurb1XZdm4hUsq22aKODeOoo72e0lN9Z3CHTZXyoqta3NpP1KWhecDMMxIZou9AcILx78zaREUtHy+18aqRYj7bc/RihWYEpVaSGWoWrbfK6C/vOlQUn52zZ94a/C8bdFTzFHlWaExhewq2MiYVRM5EDKQmTlNaZMlfJFO1qJQ1OTrt7IjFRuVKPt3Dawo/0gT69EOP0uvDUV0dj+6mr4p/qPFoFw6EKfdiEi69Qk2jMNWpMVsK6h31a9QSa6xZeU9wYY3vJ6QhbrL+l+8LPbtKWmeYlflBa1h1HR1l4d0QKggNOUD7M0GTyZzw+KmndBT2XJ5WyV+FO9quK9SvVVNdzdH8dKt8hhjN6SolpGJ6QHd1XeDs7tJBQ3zInfa8+C8CkKzxr8aHyyrTVfBPamz9MtKjOavOL06WrLH47QII6EGORutRc9mbXrPOn0hCFbC/cWD/Y98C5SHHS1ATiw0WMHSPxUSH3kujNkKOyUl2Vdo5LX7/ko9KmCHbrxYbdt4UcXJBpC6Ahxz3gEh1UiGG+oUT1WJKyQ+1pm4OuLryMAuCZo9duBQ3qTEYrcVgySJxpyz9UStJTdEoSv4GefGmaxuwEO0D25qX1VIzXVqL2e8FMDItLBWDDcksdspGDChc0xqlM2xEnTbmaR2kX4uuRDQpGPdI1rFbXcz57mFgt5IOSxC11AcQSSi1vBYKZaGcUZDON28rp723YEL2noisTwCIGAHiBAJhU6QmRK9t6BZJAktUv5jDS1OgsiKeXMGM9KhXC95ZYRnfKApx/tOSUnnvraCNOg/UeItDh719cKHNUaAkOizBQo6OqElMnRXNFftLV+oVeMPe5HMFW6q5RT0g6pnApAB6AbltYHjuGsAFKuEIZBkA7JwxVAo9SAI7G0QDgVAwNowIhsKIdbq7dmRYVpn0q05Qml2qpMz/YtZ0G6HvvzY9Xd5zJeev1V7GLdCxEe96LSbHZnWVF1b6Yyhlcd7+mRgXFmy7TogzkgUUEa6DW3H7xaWQ/SrSJ2tRUz2VswcpVSPZBrAruqetGoTWgynEyP4UvYxyBNEQif4gTyNc7GS4csigKCs6Jfqjxir3L99lKVlBXYadpoYaiRxj5cKsDWOpGQCFKkL2k/qM32QQqTVP7jAx705ixkUKNRJiJHLPhoIEj9IVhU0+ImJAKtRNnJyt27XdbtE0/NVGHFnbuufHovS90u5G3dM1CyFMBVMJJQDQVXLiEEwEMZJxvXSf4HLn2CjSySj0kbilnGQmK1TX0x6WRGUQK0J5M/DP3MsyplyQ9fd77EtCHaVnk5obqdjGbFEgCNexzYNbuuSGc6iqlLyBOLBFGjZ2OIh402n58Pk6dwt1ZzJgjQ4dCTWnSa0lEkYZldC00aMOfBRLkOtByJkBGpjmA/iCR+glK6+7BzPhLYjAU2dxdwWFWtgRgLwWYjANpRQoEgHhdvsm0SKQUDJwd3li0lO2/VR8jQySqk90i9Vf3WUwRoXqfNUvVk6pCY7t9Fi5yUs/Tji2vlAjWnVwXJ4++nSaNQTnzarDT4g8nw+xMLWfVT5KhTfLs911ETOilDE2hru6XMhUbmMKIDSZTGRj0baq4Gc+DCISog/393DlXWiaUaHbMLX7BGSDodKPLhx5S3gREJHSVdIy4Ve5/gIEDRnu4a0haGtSdrPWu5ISkxYYwCe+EtnrWpH8GymS20QIslhSUZ/EWHVv59IcVJWl5l0MN8wkboP/W09pu6Pckgpys2U1g7VBn21HFwllI20rqVlRDKzOmBKmOB2hu9gI3COcg/j5XDc7QIIPwIYISgDc4hgV4vfQFf6Gua/6RdtORFHDFgQj21Am2cptXLCRrTrnYJdkJEE4Zy4LoxmE9rjN8btekuToy3OsXjnuOlqv5UIRPI6eQ0RTQnHQuWMQ8GQGS+ui2NKaXyO18h8fl8Uml2z/pOBqI9bQfcmvDm7OaupryByJWSg4eB48OZu4zdyouN9pDUuNLi9EstqcJsD1ACLAFrok+yXGBHh4ATgLIB6CeAiAC2Ahkz/+MUIKrlM6aHuafOj+Ln9iwJIBl60oqbk9VBwin9NgyDOZ6Os8FnF636X9cC+VaHSSc4N943Mmx2eZ5BlCr8qdnOS0FYbTYPRsEMfHFX5k3j2T9dMQz52SUcDQ+d9GeLuVU5t+wXCx6kj4SNY7WVfctkrAakdc7atRKZ1Uuty3va9FwmfKxnJKXG1UILQ4NjEQy8ykIjEkiFE3lJ5Mz+JpfP5CGRCfdwqnKd4uD8L8mKPteYMugq4va5gQtgqII3Xu/Bj+J9aViQahEoqxI/Q2aGlAZ+7x5T1Eaia5nkaWJVh69nsX/kfRXvY9veJUlWoljeK45eG5Jdysy4OrcbBYypva4uYBec/FvjVurksVq+W3f3ZH2lyk7ZyNVibJBm86f+/bKflG26YQwbW0ItK5jZg0Mt5jOSr6XkZfQcqboZRJNxrVYPRWKFqOJbkIqGw4W8WDUIkkjQNMzhFCNEkWyVGxk4TOwxUFLnIJeRllnlrakXd4jQWdUs1RacRgkNdlIrrqXCutt7Xigmn4nV4ZpLoIXoqyZD5f/8rby9mxzCQHQkF4RSoaklY6svr50Sx56g2HBPv3SI3lkxfkShT/UsqWM4svl4ScO+ayNa5aB3wL2h6+0KU6AsGr2Nds7PGStY0yRVSj2nBB7BNW286PnmWFmst6ZWCaTD2SCUYioTz0W3gbyaF4/DuCgL4G8JwN4mDTEaP8AU76AxQGrEjB21Kt6ooonkaM8YxFXM0qb/LdFPcIpLCn65qwLxeVIIxma7izT+/Hlj0LFvDD6dZmUl34bZpvpMLdoctLIdXYzNZYkUgrG8m9mrCpul3+OnFf4g9l9sdQTtMR2HsehGq1xrHf1CRm73N+pi0ubul92C+S1WLPu6LlkIL8SDK1p5MS/VU4MZ2XhQJyIbS2SRAZEVjiQXgdaGqVhFadRNCQLoQZ3ihP0rnoIqR01IafuBtSFxwFhFe/v5MBN64M5RoWmRO+j1tClZqDErUaJbznWZEyhUxXagc0RPWkDUO4KvMVmeyKA5FeLhqdxWPXj88WyKC+ai8cjE8smnRe/umadZ8nrtpGGtI3MzLCZhWnn+uOI/zIkWZ9P0hikWLGTzbj4kLONcZl67dOeOBFLG6lxsSKTOfaLWxHiX3AZSp9K8aRSspEPxQKlkoluLMhCFKYxXoaZsiFEQXwii3LFzCElzJ2HJgRsRa1qCbpMuCeppxNiRZjEvU5eXEPsK4tQsqZPgOpEksXAs7cghrqsQIEuYJAluxJHDE8uk4TjHu/i9TERVwtotiKNJAEI1t7AT5srs32WwVz4kTNQ2WmEDXdLdpxCuSLpX+mgsDLPpQkV/EijFqZMk4TjvzVSaG+7dMZcWnEfXRCb5q6TTF9KOpaIZRYXw3Ja89KxZJLwOjkKwqmYKQjH8JoRh2BNQrRHPBuoIIX2wv5ba+GdxCYvOXDpzpLrDCHKq8dpyCqOoF9lBfkZLo51rUC1snS/q4M3eVxZbycWnmZ1iUTnkUnz0OwwO3dLEdpRssrjrCAR2XCIcgWOSLz4fXAscGit1HZuN9/6D61GVoqUQXrIIJxhOeOcbRlrdOl2obIn/lKtXVRjx8t5cmtLes1cyft5SSyg8qNViLBprZ0uVhsFIq9sky1CXKJoGs7TGKMpxCmYKIq3apxb3reMM7ZXPNmQYgcMIc2dL/y53TxLXmKM4P8VZEzWKNMTlQnA6wgakxgh9xeYEfD4jp7qRqqjTW9AR6t6KNPCYYhnFogGpMWckj8eeSsrrpOo4cOcXaxyzNR5CilXrREuSX2mzwO9TPZpoqcJ/MynqmGGVb9iRKdWFG8VQTOF7PX26M1AVi78oqkb1D4M7gbju+l8oLhzcmIqlJ8HcwCwEM8jcF4YAsBHHALDG/BPhBhLg/y5d4lXx8uk2jb73WZ9+KMSe41lupCqyCaERiiCgkqlDlKXCYs24HDOxpgz6BETWoV8pj1u0VHJ41kAqmpc4yUS+tTQiW6EilO94xJBrGHL9N97lT9kqQbJFWkzH+9ZMiIhkoc3PjJlSqFMqWrg+XPXREw2sRacSOagFHh61LBLixUyG0W40qptMjecnN+J7wZiuO7qKIsr49HVxkCoJ4chGD23llYhZw4CH4yzUeF4wF2nXK9z5IFN3RKik/116VRNalR9QdLnXcVeQCI9pRB77ZZOW5Zdg29Juw8n1w/ZDsTtqhr/F4hEJMs9IUMispJUYIykckgFOkAii6ZQfVfWrxWIWydKV9CSFsJAqwhEdbiVlvZBNqazORO6+9LcMuLvjdxdPISPbCcwHp/YSYqEs9kYVCoIhHPpQLhvIo0iidBrEUUxAJKoLetCh8iliGI89qbKmzEOU6NcNHDbDnLhq82Jt3mQ8Sop7hfMhIQnefsMIaDkf6q4IfxnFfkZSn4J9ez7yEC9edFO9PEnxDRc5HWQ18BPy3z3AM4jt4T8Zj5YbGwMJSCPalKbZGeESUJB3fV9zlH52lfHIqh2qidrI6dyKC6aCKklxHznBIEQilE+sYgthabWcvPBgNRlEpzEkhnY9r5pDh5DdRRZMUXBGy71R2o43bFT1q0LM0BtshEz+QiUzrdK8i19d+iDvvNbz+ijprqnYJB2KjhmXYp+68LiJk/9FvORYrektNyFHSYLbYRL1Mkp/9J/OIwU1i0aojFeIlKK4QschLxpAgEWaAhKiHogQTyAiacGFbwgZGCzsoUIgSJxx8GxxKLv2DZgLj5pr4TmxU6ZMT09NSs5ERuJTW6m1wwBIt2NP24t9DPp032wtrhNRK2mGMtD+oJ0KSu4M//Cu583y175w7MFPUtH9HhNkX9r8J6+wpXdlGtxKxrTJUdsESkyG5Y1Tth+Kh+XNyquKK/2JNz87m0wGz3stNLipSW0KpATcSMRWtCIudi8xFCAytTla9BC3WyTgwxbFvpIej5fgzlGmXCf1ny+gohzz0Q/GaQxmMMDQSzx1qLG61TsXRrDX0labc2ufOmzekVrFphngQkFjjPFHj10h5TXZ8xJWsSOxPpjzIuV29/301b4Ihl0SE8WRjb6BAIwgymShKp4mlpnrAjt6Ceh0lwTKrCqMCNlmWrCdKoqFtkRCbcEE0K+aPnG8xYOz7mDjtxCDfCn+X+Y2mhNGX1kYXQurN5OEotii1DYh7fKki6Dniaaaqzh+zOSBmtJkzV9Fc8WLyKO2TOS7PJBXzdmUvNFyjkqmOFy1vwLdu0ntrL+4J2FP53zOUp5kh770CJSs1H9GP7ytvNblsooNccyqUc42whsxns5SszpojkYXROKU2dObvw5eCy2KzYnC9VPwK7WaHXJbpZAviowdwovwSb7kQ2jjlYa/lCa2UiWoxPFmr8ceEVOiCMeP9Yl2Mk5rK0irhScLKYIqPYPqJUmqq4IC5UNXPmlkdEtppAleKinKuJttINoHWNICq00O5j6ttmNMiWsXtU4nCxQzs5kVIe3Pld+SzWyDiNzJR5hGim8kk/+7bVF7nk6YtNq8tcxJit0RyD82lUWE0yCtULC4xXeEOmOL0QhSHVM4XWVes3kt1Esi2UNG6jlTJ6WpJ48mh9VJbrPxQqz6dBUoICPxy8FI2YhnyOcKpnNF0xR8qYYE+aV99icflMoXvx5n71Ub8UTVSkjy6DPJpVajKC06rEnScQxEdhcVjURgUNgcXjVDuEvlE1ikngUQhlMmMVnE1lUUEXc/AqsDpIiGSBQWMCRsZ+SX8swYQA8w4StG3a0MDjtGabEpVFyBKUsialPLyTeM6aHGUxLuZA7rkfqzcQ1CaeP6527GMricE346r5x/o45RneUQkn06rGpMHWM2KgSSWY8FPx5BQzDCLAwr732cxSqN7EOOoh2lsVAnaAmxosuc0kAtllmN5Yyg6eU2bJPEY7LDQeMUv4OVZKEuHoloVJLVoyIjxmEKE4z1oiutBD7OYQJNM8/MXamVOqi7PQ6SOSrWIIkyOAixCDZh/Mkzr7HzFaf0+BlZqt/Q92iWDoylybRMfxOKjLb7uKhDKL+6nTbtrrRJvaJynithEHwcspgM+I8VNWJAoaSJGUy4u1/5S964qtWSIJKtUemrQL5tG8KVzEXC4H2ctF0PR0hCAro8aIWVSkki/aMDOmtcKh4jVMW5Tpogy+JSFkcBViUWhEllmTG3yMw2lZ9LMu9WdWbcrTDjWzRvXGAEQCitB7lSBUiOQwRDd4SjJzbWVaFDcFuNi8MAkVF4xZLP+2cq0q0MTWUm4pbkuhzQHROSBB6PLj5zIVxQQpguKy/acusbQ3Aj3Xsa2XY7QYXlaDbChakwJ4d3S4gO0PQtTsa2JxsFgKruIellVVGMpFlTJQWymF5eBFpsIiSBkrQIA+MsWp7iMvwSB9w6FoAhPcgRyyELJntDEcRXfneMXgLMyujvkaxRSC++zL62IO9cCjrAlUuM2Mgjoio4FonRubo7DMBIz2gwESYxl2HzG6yH5aOEGewafR7zPH9/660q/sHghkL+SUErQfAKOgGwSqW4JtZQsROgrLCtAvWYUTssnS0MqhzYcomXIoY6giPkLaJogVNuBvqCfkxxOnjFLsmw2pACyaawtD74BjS7Kp7SxqVKKkax98yWvtcTqHc+hCitRJCjiCdBpqZ9gJ5Qp00hLW6r90brqYWR+l4ygmYQTHTRZwK6+YjFUPaxiSAsadWgpXFvSWEa5y5zet5W02Ri8mdKum/aoT9OvtBGTO0OpQeqNJCSkpoJoiw3aWFxe+2Wnv3PIQat/VHpbgoPkZslhpOarQIun9t6AOdafmGvc+pRGXM/HA8ho9ltWyLNBuOft+2e3/r/Rm1PoxZvGaBKkaT24p6ZwiplZnLANhlg/+9UJ90wdPYJBkKsj7uu4F+CMgqL4AIdym/bM34VSolP0gIQelG/ZXlMILo4KqTsaoo7b71yIwm3FTi1GJg6aoZCUVIp/qJ1ZCkzg1ecG20xi3ORcOkJjZyXw1FL5jAxg+pYSyMI9hOR90gb5ZENVwR+6hHtw+u8M+waQGq/qyPYR/G37dvrHfPxhKBnil9PWmpy8L1KZFVAlB2xoxAivAk/jXoS6DiSpISBGj4lR5RejgsEWRlISDD6xZMJ8i8Gzs2TgLBRJdyzMGT0X7HGb0VyvChHhiwaYVU0bUX6zXlHEhwjLPfAlYrl+NDY71/GNNxOVRh6FCHssz3vhTHbwaGphWEZadYi4o95aqJQqwGJQQmBUKapqbl5W4F8igFjWQUr2+N266MgiBl4uo0NPnLmaKAtZA/caZ3CNOiEyORGDKUAKs600TCgRbGoiTMaINW/Ewbxf7siQWYcblGNFKaazSeLVk7lbwl4rXyCGIwHD3c3SrTe3s8F6YQ/Mubikmrf0qITh3U16SecBSc+WwncLxxW8QSRWf5tJv5N5m6q0NXqMhc6GGDM0VqYCEkn+Ge4tYyjGpMZbhBEcYSR8f6vU9lc0wOQp99t1hkzLem77l3jkcmTLMBcIOJnyhSS9oSixRVyIRG17p3BVuxRavFzUmuQiB4ukJWNB7MFboq9/1fwJirm4V6mdbCXKTtLtcP4pUPh9Te7Hm8V2zLOSLDxmYcXaO9BCiVYwdglJ+ZTdKwqmxSyBNHuPLhYspcoBRaWidelYN2E1Eiuo9P11Ww7660KXo3ned64S242lq6NXTCctu1tPRoLg6TIP6xDXgAltwy+k3IVBp1YQmojWVXUeP/1IWC2ONGfXzQYetCpbKgVCVCGTJQ/n1Ud8BLpC7WUQ2c1nBMIHkW8pmgZBBLIgaRLUF0SdFoQcfHOgknPVjPbGl981tZ/72mpCq5IRNZduvjhaHg7vI1VgR1V437C80U2V5qDoKyF3rOZS3VfScM8nI/4xRZBA3BaLj/oTYYX3gDCo1C3mFEYxPDGMpBMhHEgpI0xa+5IlI2ZQwSKmcHT4UKTJWu9zmSCWO//4xQgrvlTxOfA38GXxlvN49en4dPrV/Nb+X/9dtKvVNZEAFwI3O4wYVGmxKvp4ykYtlzpwntChxqoZp9Cs7PTdqvvuqpFniVDCFZet9HvUbfA/aisemIzN2IrpT0i25mklymdn/33+NVwqe5bVpKLNm2YdxJqQlDBumdqVC9KiXUI+SHI+PzwJA4R1w5FQmDkjGoMANA8HreLFYhqgWQgtr0L6cRF05aFt6Ci6lMhtLjfb0qAsJidY9eqXOcoku91RULCQsCgrIiHc8mtVknGvEj1HCLitfkOVHJdy+irBIliGBGIJ5VLoXu9AxR8+l7MyH/sAKSEZhKCElCt6r9s85aep0wT8m7NynQwyUdNkChc8ceknO7aZo+aE0KzU5LxATBOTk5oO14/Ds9GgIQ2HwLQTkwwfI1dhK/FlUUzlBIHxDZllRey+xmv2U7qrcn+pyE1cMnaat8FCs7gMb2BMkCA2j+cGOaMvGfByrcI+TDfI257eKzPAlMf+1ud3ES5H8xgY5i1OnfmuZf2K1pyKSk1Zra77fH/7bf+nFv9YrTI1oeVZgRLqZ1zUGJZRpc+5Fgeq6REaIqgmcE5oakpcZCQ1JTQK3gzDUSjsfhq6Hhfll8JjuUrYeFpNL6iwKz1iFJWJxmMXJ+x6J92i6M+R/3YldQ5xu49SPNThBipUL0LgI4eefalr9XyVBsjwUwMfW5f07Tr4Y70CfuCNHzqV1vVYh7E5GVi/kLeT9eKcy+45QMyH2WMZ6Gfr1QQz1Z2q6h7yYE+2nMrCjZFtIJvKhBpCKHhEsD7IfDIbCIJAuHgeBYCoHgXBsZBNgg8G9JDoz80j6gmV7lZyTi0rUtDdypFOKJyoIK1ipfItMUcpX1FwiXPC085VkKIhLUDdbT89w8vj2mZzO/1OreaNCil4VkRbWhXMhsJ/4mvpbsHubUNRmhDszRjNnKtYmQ58S6/m8Rq//W88oMbEVfSlc99wSz0IpBVcbMnCZMqIEDfOyYVkYvPzk2CIzOx2cj4aBSPQ4LBiWPvRxQbpBkdq0hio8bCeV0t9bVd1gkuRKkSEpGooHTmh3YqbtRJHJWUuTYpGfItelKNn3BOsSrEjXdg5PdDWP+ZN990fG6jknxN0rvBe4LUEPPdJqD24AWsQ9D/MFsGmftDRjuhNpdUibLiyd8K4gzaz3U56a9uLb3SKG7Oqa/kyEoYtygwemwpLBGeCk1Nx+RjUcDYOB+G4aA0HoMR4zUt7Hn+VSDUtuRgaOdZxP6uJYq2a9j8vU3BUn0K3O1W4xtWdwVrCt6mx657SeLj9q8KMl4Ze83jnSZlCH4RNzXFTBbUm2tqdeVeXQgd5yey3e5R1MutWJPPKbRTTAcaa0FNqYjG3Zyn4eyOsFvvqS/c1hspefi69YCLc4xrDyuFY1uNOXflDXCUnrb6gkN6X3p5fia6OZycykJBFPpZFQ7F0fSeaCcRP6hz1rPfBXVookV8sf7LHZrE2tCsrTEpa+CgGQ90OgaIrUoM5AqpdsokmMbdSfWTvdp3I+9Vj2uCsbkDE6L9hi8/rVDpbUsK2hbWW2Y1/SzpbQI5ozvdh3wtC/Ic5ZE9iF0QQ7ANYITmSXQEGA+zBnNjeTSAHPiriyRD/mmc6meg8r0WNQ68qqR+orVHIrLapCNG56dFR8/CpdHyM1qk4nS3ab4J5xkYRJmK2v1NenBEJdUTwWsv0KU1tuqrcGlhExQFf1j9bHAEYPq/UdZkmifxxFIzHVKIbPoY7sOtKMplEI3YMXh7hx6G6AU53YmxVvDL+OYg0hWdKyy/FyMGiRrDlokg1EqbFVI2/mFjoIJzkt8xy6v5e4u41ZjX+ghzk/3e3g1xHC/y9m0zyALughnd72I1ppZbwmwSK2nZPVkViqs+XjePEwkXIxESqIjChEBBr6V2GcwIcrIl9ERICGniAMRsIgjCiMZDEciWIBx6otwpQCyBHlYunCPGBziFFQVp2fW16FIXFiTA/0tlkXxdDrGMp0OSf+s7XPIliIF4XzVJTEIcpjL+PTu2iK+/iWfvgqZfm07GM95qcXtnIZaZdQasy1NugpHqQTJjSCa6MwFn8ZOrMI2K7Xedug/bgxXgXewX8ZFz0o0DZ7NPRTgm2kdMm0cZV/nDMpG7xeBiphD/CJnIV5vw30VIVHRQbXlZrq4U1s1sgioMpklmF9SHYTGsJAsCOI5DddaB4tsMdEAhA2RMJnfHkHiFsUJjaj5BKY4M7xtsU88kncsjsW4w2SQ99BrE0wAUxYKYiCowPn4l+UmtYNFoTCjQ6kVQJ6Gk9i3mn4KM8l1sZBO385T9q7oIuxJrMAv7FwthCBVdnHYXVt3gaojho6YuyxzoJnDbCgBU08biiGVbVTSbtY+elxf05Au9ZeyLmP/9bq0cL+0nnvS6N3uCJgZi/T156cmpdYqI9E19JxgIx75/LhrKo0m8RhIPwfWRhDTA4w02mSRNDPP4gziq6sxstzFKcBEDQPyCvStKsv0yhoGYT88r8lSz/bEFy7wQmZ2PJvDtXkeKkXkretqOQguJoEfCXWf4VZw8L/NUPddAkK5s0OpSc0uqjyHmeik4VxCEVES6hHylhXwz5ZliSTWACmJIoezkEk+AixtaLgaX+ib3lX8Thg+J907Z5sqOgylaRZ1uolETMXcRXS3h1xFnzWyISG9ZSsYmMJ5bhELRLLhZFAzH1nH4vhfGYMqxBtgARZepLgJhyb8iASJyaQwHLUmmHULI0hPdBvkiO0U6ulp1F10O+/NjarRcOTCiKIh3aSUIN7zSgTu9mWu7OadRiruvSfBEzzoqHDXR3/SPHfFtaycHQ++kx+b34/aHy4OEuMtAwjMlp+bTvJu4fHJdBNgLMI0BiH+MgOPwq5+RTDIJvXSMOv1hnNMMmhZ9+5ttPdrvXTrlaXn04aKLy2xkl4oZ+ZRxEf6SIynjYcKafEF5jAdVOeHcEs+i2JoYXg9QCNAGTC3ArlXs7RhUCE1E9DbNYOoOgihXDtZp3j5xkKxyqs/Mj3y7BFfGytoEYyASF5APq2QUjtnICQSdR7id/p5i9K5wssDWorxTeJ+4mXiGpZSvib5l2n1anv3yRbFdsJMQRAb/txFgmO9fajiBHN5vNIfA+4N08EVVDhIKdciy2u94CClgixhjimJNri+WGuLoXFA4pmOGaOJmMrctRpyQFqL7npIrlu0Hk7HupyMfRRlMTosSRasj4NOJWqyXIZp7rgrlia4jn4/8owAuD7XClObtScqfmFa22v9M5xqW6/NUeToHdGk2CAX2QfWLs1jofPRAQw27iznw4G1wRYOKV4DyWEs8LK8vcqaSV8F6xR6oTT/hVdBf4cpEGM9KcY/oGRdamX1/XwZeopgRaTnpmow4ZxSw+5Ccqd37D9iK3TapY+jfUEhTM+Vu467/M7Rl5eIns7uzKWQkM7KQVUjK5nIwgmkxFs2CkZwRRaD6PYaIQYAMNwMcDQFMTRTlKxDHXrIGEjinezGARDI0yABOsNxiNBvE5UEihzdXI+7IUXPk8sUSSfvPDgE2SGV7CSINATA2eTlRiWiLGWaqfwNmo2H36NeXsjNSE8Sq+VWLy+ExMsOd6o7TpvSZo0rqTNdRxdr7EryXkXU8c/5Lu8L1MtMNMJ4jPgy0Dfr1Ar7yXgTPQv4llGrFMdmvyCJoxaKOoMZuMT7E24FVr8AkmEiqYc/KW/hbLXaCPoJNrslCScBnE2TZmF267dghoNaBxPcyBj6TB8GHpGa/hnj0tZBzCMMXMjzRvUyQJ0BcBUL0jSNfvyOP0BSaQWe0O9gLOSK5eDdSA1i/XFSkMIQauKykzKWLyUSWYgN/q55nnVQhZF0IvqgU66EHgoCxvK+l/Fw/+o3dywW70K5VxkH65sTlspN19tILWnCvUA+GShZBCbov1MTA2wIUBAVSxzOXDKk7QRDjVKybAMtGEcy1nniAV4xRBFcEHUPDf73nycujP5C6EWYy+xp6wqxSLVHCKrPgUWUXQ0kdR9w0yjAIkPAJoNgPtTincYwXUP4ZQ+U4R645PRJU0mjaTUCIsGiichB1NYeV8bpst5Xc+gKWoNYaWhj/aiszN6z8EJhFqNiiykxQ3uCayo2F/RtCL5IvVEdbLlZf5E90a9yR2g605K2J/RISaLBffAS8JD7dzJW0FVqM6yqRJkDPV0gwXitiCU/7lYjDzW4xhruy1kVm1KFOqdEey/s2BokD5ZlQ82FLXPG/qeYsc6OoP14XChOMjRIGYJNBcGoQFiBaB5dIajKCoiHVLs0wZ+IqdcOee3i2VvFnGpj//SyKU26eJqgc5T63FaaHFY4YUMGNEHxKTKZNWEUiiudoneUvI323PHjiBFYuxvHHRKaEzkoYIvTpwvGiPGgPpQjfDq0K0IC5lslsDVNJ/LpTy8W4gB9HoZQ0AwioroDHjKhXIxnJRhfC6VPvT3vbPcqa9HFSpzrB1UEoTMJxMpEPJicAuBvWUFyXE1Q0ApwOwARGJuBGJkQRUnuwIRU6OgM2GRU1gNU6JtdE3NSLLhvYxTRKon6lUUIfZFKSzu/avV9Od3IMq18mU9TeO3ESRWqKUl1kTM6PXmtPyFUx+RzdErp2q9gv/8MyIX3WpFN+aeijG/pLbk8K5YJblk+nkZknsysRHps5IP+tN3kKa/jid5DRCsRtqomCFUlEBKqUOUVdUFVdHn6ZXtn4vRaxY28JIzuHBkPBuf6Oo82ru31bJF8JIykyhJF0NBHI8fyhRdBA2WaJlNvJLuXUotzpDZLCROUW4l1BChDZTHEWtGTSx8cZXwgr3lEUGUFYtpOrrT3BHN1DYoHRK6uExQETHmankKvHRwZMIzPC5IuYKmlaQpOix84TpFwuSZ66xH+L/Tt53USaJ51OViprrMqd+o6wiss8k+mMcfSYp04nQvlOPk1qygtTR1pE91KxzYo5TrvcoVJIXj4KRcW2U8T9uls9CIp485nmTa5C+dkn5YaVlVDKja39pNqbimwbFg+Fol6liqIortqx8cLsHxb+8OGfQ62Gh0t1OxivNHBcAxt3nFlUWcNIyl3pz7WGF6cNMFgcP11U+DK4NEHjBgWWdPKWvokRC18Qd4dc18beoP6N13MEVPWd0VMlf190llE8aju1AyY928DboCNCDgoFb8EScVgqdB3cER3mLJEAb4EBARI18CS69wwTS16r1hUCyNGTUcmr4VGk1s77oxWi73WJNkrIuPCPBRtcxCsxZFF9GCaoePmEblj5xZ9C5JU4VIWv6WKaWn1SGLYvFbqmTjdXoWhiUuR5SbyeqPGzBDJxxYwgWwzaUgaFYvCJSKJGQs7nlCjzGCwi3HhSUlTzwwTTp52yh4K9qByJwaRa/FBRfzhNB4jNjial0K1LL7JaZSWmieZlpSLJ4i8uY/liW5kMz9xXyDZrIsFj/+MUILKtEACkALQA3taHWg60AyChYQ8lHf17SJEGlJQ9XGbPPBI4910qy39Ps1WRcXdv7xB4st6vVlhQty5cizVE/smXXd9/DTmLUxzVrcpZDXIvmxMm7/P7lSpvPiHlryNkXSbpUVExE6dFQ2ESaKVFqhqxgrguu2bKkl0UMU8uuf5KQlbshJXNMN/ZWfmoheo70V3mFCah0gQVuy07Kydaj7jtj3/XlvPY6KFiS6K+ueDKvNOUmp+el5G5Yp9f5/f/7cmzQgRfS9p07FS3WrU7NyZv3v99t0u1WGSYQhXe/1xlM2JlxFl1E+ZMk2yrpHPZUjBXexEyMt9by2ROhUTO7kxryud4caNIMJ3Td5p1zfoqZBMTCZkmrC6pU66qRMvq0lSN1101XGDHNuqlS5Fm3iksIrtl25yIaezRL02j3dtRj9PJUVEz8Kdk319E3crO+ISRT7NpZ7k/zziMf33MudFzK+d6lKfTEpW6CvOEDCM2cUMQYJLEl9CprZW8k2b4KBQKDNst+kwOFDEM1Zey4Q5FSdU2V8IFDGdvMnFBw4cj2arIQcQGcWLAmaDgUHAgcq/uKOCDGbmoKFMcb61nGsXZbfcEDlJWgUOFLJL/AwYU5vOqE/9vcoIFEaucHCiiKWSEizb+/SEmhZ/r43X08RgUHAYGEKplXImXncho8tefhQYGMK4FIOTKoOgZRBkOa0sNLLVJiGlQMtihgpxnYlViIZOpLpdRamYxbjA4OOUjsTc5VV5cahUYvolEHR0CBQQGDBgw6EQQccYOQYyncKvGz1MowhimPXq0GiTzcWvCA4GUdfUig4Y9ZLSEZNRkpCxUZRTEFOycvHwkNGhxgAAoQC3AiQDdNMzyaeAegHEGYYDicgtBCCSfkI1z3XIncjIoL7/vIAi885Sdmj/Z9nN+xslAjYrgslRu8073do+W2aydtSki4uZxLI7DUrnge2wB14nxMWsPLQBPhWSKSXX81rs1VVN6CyIDvsMjzW4h8j3pVX6VGglY8RVcmwvs0N8oUF3HSJn/89MzGpNqLmn/3JAKanhSE1NKX63PTPirOPo2DMxyVWIKn986pNBFS0S2OQkU1DmM3xFaKir7cvmOWZRL8E0Qa8aiBHTCyGrVhFk1OJAmbVi5ELoRNh1yteMjomRm4hmk3LkIG/n1NYgMSWPfUXUuceEumOLfgINyIDeFFLVz8nV6yUxn4na9lNr8I6uBqreELPVvFHrcHRBwE9L1YoJy4DczMXBZndnsRdJP/SzSIfGBaxHfJuUgK2KA+GzSfDX9DmFYjFGC+jLvYjgQnrWNMmqQ8XD59s5dSWi7s9H34NEIPFWajpkzlFu360EzgkDE6ORPMWwl6Tl8WrHCXpwSQ6rWVZRk4cfK+iqKrXmudCErcwpBtDE6FdERToyV+3T6mehqc6ZimAujF6yMYhpnR/VZvTlU9MnH0RQRgoWpJxNl5r+dtZvGcMewaSTxyK6/inc35wQ8SJErRctVWkt2+3SXUi/wPpSK9rNRNqrcxiFBZciDgIAutAhsVdkJYrmj2N7rjepMmGwq1niB4E3BgzOkcw1hsOMdIhJQe+KpFF51C/ZIrUWpCS7FsttkvYj3TpCa0NTPQnnv50AuGbTdmJU5GDTiZHRyFZb7MYSCsgX/apVF166FpcVjvKZEgQc4iAim1yvJdkQ0r+rNHRbIPCE8CZHOraOMJgUi/IlXhrS2ztCDOJtfu6kjdMsps+vKS2RXDVbZIroo1gzAwNjYhxntV9vxCeCuX8FuuVMLiXTKsBK9hTQKfGzbjgXhELNJs1EthIIXzVe83tz1GP4sEXAold5jTc6S9tNLCXirI3DcGaIOH05cOpxfp0j1dewjasbT3uaIymSe5i9WQ5AnrEW4Y7HSggrG4g0boFjkVgKP1O4LqS72OVqRJ9MDQuy9nUl0PUs40j3OVwJxtiBOdRyS//GpF1brf8tgrXukVs4CKjsoeYtfdMZtueStdUyZrF3S5kDU+PIuzxKmEwL6Spt7nefRJBJkbmCGNTeZp7iJbOMyPBpt2QpOQkSZJXre8ZjqPdm3aFnEtW+qRmEBoqkh5/9Ry+X1KTZ73/1VSqVrfLOSJAoHJV9N9PS3Klc8+lSUPryxnAlp1VkH/8zO9tpCpVetA5X1WLdN72kWDiE3QIChcwJ5HHPgqJylX0I+RZjqpDiFpHgufNFN6VoVONfU/UzGoy0eucHJ3JfXloORqw32NaTQWyTIOFBI5rp1c+Z0CpcSe15P2SbaewICRBV/Ley1jIWGQtopLZVxbhoTN8VMCa2zKs5uZMiSok2BqhxFR/BdAHq3cpxYCJzP6UkspEuJF7vQjUE0IIRGYSOxmWiJS3SDDSs3qy/0CrMc2IrRDJlFdmJqk/J8jUtcKut9SmmlYNlFKdFKbrzDQtXBhAd1EEAvzJujniuBtIUo8JlQozIUh0xYjAcMTsqfCtKfWu0ZBCqdInvRZw2zy1JFMRNEUzrIi12UYEsq7X3K5SyKkolwCJIWszI6hWyibyi7RJ3jcTXGtxcvVpOFbyiyrnzRHeqJJvUJIcQxnTRrALnT/Xqm1QqV5zfQ9at62zDuXCjZBipq664ltrcr9yjDOVDUS5q3S/ixxH9O0pphZBWSnIvyl1FTfd7t+0kccW72yNfR+ykWKEoqt5rRTJqGGbg9ssEVmFixW/acJTd3lJNCzwHtgRZZ4XsAgyMrFDrN8+mkZYxWbJ6augYOGE0IUMRUsUiLV4YIoghiqt8UIHMER2GGY22OpDkUzqbpuK3Cj2UsYem8OECDJRmQkRpyhjN92jNpU445RBEEJcwoYIyyHu5xVpvGIhBtXsFY5yhz6u3Kcp9wU7kRWChmXBuEPXL25QRdOHEdWnoxwi3PqPYb0IOjYZOF6jWoFOcUMVzlJNxTiXDELLNhsWRkq5Du+OMIqYXU8dbEc3Kilpc1FRDGQ4ALAnoNPiBcKJWDEjWOJRTy/VYgeLHEKaQehfVspUM5yt6YhhDJE4EppDOK65ZEdctHh5b0p/RoPNKan58N5Zqw+7feBYSLzXpxB9kljaiEG3VkhYWWWaSJNL7soTcKqEkk3AqYQ2SL7cHHOKfDCSj1PdIjHU46IWPHmSqS0jJCFqWfN/WM5SlOqJam7lLW0S0LbOAghhPtDzRtjStxCB2oL1ajIHEUW6SFKg9pL5beIxrapRRxDFt1BRl9/9KMd6vfrVVKmivz1r880UEMosLmHdTfEIbVIChBkah/IIRqZtDCjHDiCL4hRHRR8oODBgYOcVBVmGMVLUexylH6QI+DUfxwwhNYxhiHGCBQIOxsQGSh/iDDhTunihAyGm3ChCLcQmk9R6VlU51xGaOZc1mXiyXL14sQMONUw4eEFCUfpywl5BTDwkMFjVOU17CKW4w9LWDBJRCiC2nkixCHN6YaotVai3jTAg8QSWQeKFCDVGEjHsYcYeJEHDCBRggtCRIkwqkQfOiB1gmQMkXCBQoUJl2SBNwqZPkWVWzRIg4wTQIuG2TC5x4uQKkzDxNpxl0kTESPCDRThRAYUe4YEhQQaYQLEgsLGDWiTAoYKGnmihQSPFmNLCQgeMEiBAs8tiShx5pgpLm7JIkLFjEkmixQSaGjxgcNDDDTxJC1LWcUORQ5gw0cxCd0mHjlvSWQhyDnEN3za3kNJPCRUTFyMTCwMJFSE5MRErA0cXrgAN0BygEAAtgsgQsfMaSrltPb50FPY9LHXsA5JJTsmnpI2wi//HuE9PsPPLlNIR8UUbMryKXxVnt1D0VI4k+kpFa9B5W1xgbqt5lNe5g3KdQXyu4BYwu7BhvFBJQRv+K/YjRNalDZm43SGm9yqlet+7YIEOSoDQv6QJQgorT1frIQUOnigwSDFqWmVuKCMUKP7qqa0qQgoVwte+ZUuh53T0ArAT2dp2zqTEwGB0EQLTaHKSXos8EXO4i9NI3KroVNtIZk4GKL2FBSrI55H/L86xClvkmz6EL2g0jxJJ/u3iPhWAGX6x7vsNHA9mS4cFpukQPSBV0mkipDI5jdKSWGqnG5oV1rB2Ba6egLtsjSuyp0yfVTSakCH5I+Ro9K0kObPfpPbmf1S+LPGCoNn/zwlZyEVdRLEPmvu5xW2ydxPSGihF0Q6FuypZRL18F0RsrKpNU1PBVH1iiW8oSjkZecgbqLAiSTuYwHCQ7Q82VHGa4RIjQupEUmLMXiPShexmggw+BegS9ZfI0AvyMQxx5J3hXgjiCuHrhHBkH0iTvvb8CwFObqTccgIfgRQwOdISyplgwT8G5XoVFJgOVQmswSckMQx4oy06TcYjQOpuTbx01azhzE4c0h42wiWtcTrCftONEEOKYeE2tBD3CqUWBZnm7IcAxysl37TNGYChcMx+1XAeREiE9Og8AQT7DhCDldJkEidaoNXH35eo6zGEJUPehXIuPkf3jpu8rbYhzXlSWlXzddPBFBY4TB6lfandYlElopVMWuVnGieZct9qnH6B4NwzJB0IfpY9a9BrkjZ/Gla2EAShitystQXJM0vIraYbopCxYEQ0R/eHGIlsUtraP07PM4Zsf2+jfHmdh1SYzGslwQ68Ku87Jer9FzFRp7RHmL8RMaMVmPmYSig/MxP1SIjD5j3j3/AegXaak/HjNefIrEx0gNxM0NYzjk3vsRnlaSjIKI7Mjv5/yttiRuuGO1mNKq9nLoY7OQdFfJO5e+br4LI4pj55uwq4TFprWW20sxR3mfI/LR/VKhAmELFa/vfEZ9GibfrsGCrBNK4w44qWlMGAZZsRCemSoi10XcytTOMXpOC+nF/5BGkqAi49ZX6e1UzEbLGjrLFSUEobv50hxakwJSJTZ0+LpGE7ef/15TLlwTJqylyKVkk7itTZ8MKxH+CbH7bMavXpMruslUWlz5QsQ7MhYrVGzvh5LncsL5dyCfJ9izSodG5poG9g8SaZkhc0Rl8bJ4UB77MVHcOJCPlUHbeJ59MrmaEP0+5m7tghrlCR0JSRJCoHQXTWFtHLlS25lPR2dioNAmpOc19A5BXBUVSJNMn6+ZKe7pspibKnEeKVCoxERc0XR1Nfu0LTpfx7rCY+urhu/59vlY756r4d6xZDWnW/J2HcpGS8n600mhRLRJZkMxsovmq47gmxlna+TAM4ly2PYwDtEEeJSpBrEOIAAnq//jFCC2sVAPVBGgEhAQlA9wD1APBA1MDOgPcBEq1Z+g7KCnGgUdnfhgBe0+2fcCSKOFWGHP0bE15xhawsAaEdgSETQSYuTfNivyF9b13m/xSivdqbwW5rfST0uy4bO8IVlWlKRbXsV6kr5bnyVpDciYBgEqUzaeI6n4KYWxlNk9uze6YmfyaiXOYiTy5FXa+2fsBVGnNQqH+Fo+arqnCF4OoyTp/v3m0YqPRjzOn83x94wrWWwdNsWNR/ftKwrR+f4LJ9Iewz5tjcGVJE1r/ioBWwj57HmYxwSMF3MCSEgQ1YNuBQgS4dATUmSuLQ8DDPPZS2N2ZCrwVVqnZmstTa4W0pttvIdtnfHvEyDYs6pqLM+ZE05aiVFgLYQhg1V87k8aWRBeF+Cqli7D2HvtK1IHSnat2/+tdZ6LdNmmLp11vXYLsiXJNqvReNvcSeAFMgAEwgCocSBmwuCnHHjsQztl/SPBBAb9w/wBSgxzawosBVoEg6oBfQLQeQ8AZodFe2m0hWu3K0mAdUzszm+KgDChAphzpUgMzOUOycIlrH/0xVgViPWMUYq7o7wdEFIDMXFNQzj9p9K7LPbxJAN01F2xKfpjMuegHG/P6gqvKj/24hIsI+VwmN1xd5Ubq2itPJpPoFrHstLVVz7OGYEnqE7z1vYunui1LXWX+2Z+BzBq/2lGPdc843QwkfOeTW6EKPRXIlRKTFnJs6UPRbYBW38vsPzLeZOckuSfEcwi+Ntkg7O+AYoSyiemT7Wg8l5018W8JzGdjADHEhfnw/WIe2coT4shyFPHV9Ddt/fiii4sN6CgVE8NwzRedUcYV4WgaMbgYiW0SCRse6FPArgEjDMGAPA9bi7K64qRbTJCl89dFRsneKBna1TZhzRyL7NS1O2pO7PFVoqchs4E6cvAiFw7yC8jpi72QJAzfgLOqMFpfJ/f2Lq/oqLa2LgrI+8Zs3VQnRLyfOWD86I8THo/kJbhczP0W5gzNiTISnlPJdQelWhibbCj8gCGQHWgQ+FhmT1HRFTWJgpu4YmfDuwq4cULQNy2bu7dtTDJCZcOQC8hhBPiRpJTqsHQb/VyoHF7S5SpqozBVDtiLmpbFKXFFdDHBtQRgPAFMCBhMwvAWcOIDHgRIOoXZEUcUx6b1yAzAR+oZuNRMRP7GKiNXsqxaq0F2rr2g12q4qYhJB1vactZ3TqnSFAFuHGGqNAntgO/8wlqh1eshZu+Mwk6MRmIpLB/uNaxXOQWwPfZ/pLfumuy1FjEmEdfZYWRblr2MVpR6EUE+O0sMXANTAGWgNPCA39qnnOWcNwnco6KHNdsYJ6DihADko+c2UPz+wLYOkCxAtx9Ekx7wK15baR2yRVN4W/EYST3wiokpElHALo0GCCrjTmDL8FlDlDQmKYpf3GE3CfjBH2EZDQghYV44yANb2uMpilmY9raq03hZ+pVcJIbEY3yrZJVQe71c9R01EtnzLyzfmuTI0si1KPFPabtOHuxSSoGCvYx4aMUO7kkJ8tYLOF766sYb/vKa9c0iLtSwkoR9V3yNgxVeuvliPW9Ye8Cuj5/F6QX8DrgUcQGKJ9QR3Qvp17oo35HZGN1rMCRMN6S6+fgJc1hwCtSg3AuHfE/EPSF3hDgKQDJT8WMQug4FDcCsw+QhFoY5iNPSBLAWAdgqA5w4QijHbO/d4WAYwyme1dsa58DQDGD8HYNICbAyQQhRIdGGOfQQoYgRpqIo15OzNpLBbF3EiYJPo8WMOeM3U0cbQhRRPxBIHR/nhYgnyxZ6p6VZWhx+KXSLR+tXRJU1SltcfQttMVBUud0aRVnFMOMiI2n9i24+Igf1/UP09zSMU0yfO4F5bNASWu+j9fvE/tM8+2xa3xfQRPJzWmoyEHPeKgDfAnHaDEgz5m5SRoTINA7E0ydwjh0wMa3II0EASa0FCTwmwrhCQ2rGwlQfoM0MkPKIrASBdYTonXoc15UehSh7M+hzDNnFWZfHFeYDJCudfPk8vYoJkSMVInI2AA0wHUa8FNE4KE75fTVEQe27hiApRsxcZYJ4oYnrjJ4GNCrggwE6zozb6lKII5M/QH6598gi0nQlSbBHJ9u6fLWJm69oaZdjbM0qPe7Ggt4urVLZ1a+yrMr6272EJ0d+ZjaaLIqoXkFlvS5JdWSMhWkAK6EBQMkao98WpSj9Ef1IrAigx7XAxpp2K6bVCpyfjWurBeyWtxvVUE+P8ibhy/DE5aPAZ2wjY7EKdqQmNoBYKpsxJN2WTsoIhJww4/tBsNXX2VE+O65tr6j7Fj/AI1rBGTUFYXtL88Oofl8S/AqCXnfEXeLJCekKWqYm/FbJcOFzw1l+Lf1ebC6Ys+oxSMK6xaWsLmpWSzcx4u5I/DakKWCZnRNYRJnNTeRnpIFo5GNF1nByk8xWNUPvXDJDJLCuqJ1C4qin5rylMxg3+tsOXzuEOcS200yk/omGt63pfwCVaxzBqHgWERrWmAoRlA1zvzZdUwJN8oL+vV5DW8Cjy7Ix4KBdC9OGe7wSq4zQV3zITcyihD2IjEUgF7Pc2NXqp6C2L82Ed9Xst7tKLlYJSiwcqCi7eaVsqdfRUNBBgNgkLQnhCiEV2qvVergHcXVlWpY8rWEasZn7ZX32yUe9RvcqddGna7tXklbE8iga2YhbNb244IlhupS7rNEYj0LNm6pPE6cRSabIxO5ubbubbNZwqUubOP/y3dihU4vWx7zrs9RC9EiYapFCSQS2KARFOImHxO8azqqzwLI7kR2x1gznRiIgI8pBOpz+xxkRyquUZMkTqhEPEssVXAqikNx7u98f5aOXswQk83VS3tPWDTK66ecUZyWo8oj2Pu86a05npmfp7rOkK+SU1itQERzRS8g2miSLmGTnClXP99dxUQtdk5JcU8tImXOgL1yJRFrNh56RHx3Fs6fLpd0hveI2coIf58TwSvw1s1QY2ig8Nz8KjokGQUQ4aHpYsKymH5cRb/nxSt7at3CIdXiaJjp8ZCmyXwIDzd88yEXbEiVcmYDeZrCtMuR6J01QwHelKg0X2TAIEZEUFgvQlSNFUS+daFMFFbenBppWMF/2apWqF/qaG7zey76zhpo2EVcImV6JhlZSFs8DokyEGRk59sOCESpzIyZZrcVLBvqCR0JcDjOjjurRIRD8qeLU3HOHKGJyF2wwl3NI3wx0L+VTIpx5E3MMrUljb6Md1tEPx67bVCYg/VmBslvmv885VzFwSrYe+/Z5Eg9LtxsOEJVS0uTdSozxu+cq33derIOh+kltGrsUZWNEiRvOJFQ5Nlm2LVyBPZ6TDrlNH01OKCZEOV7bxUZtSlT5uvMvWDDNrkYLpyClVnE/n3brheeUJjhmAluZmYshX5XX9KeHl41WJY2L7pZfFcnZpphg5zNeeFqUE+FSSJ3ZqLc9qCb8lWIbFKJ2Kjv93OXDVLoK5ldWVMohjumExQyJTE5YmQfQ5W1wvh5XXxNS56bIg4Ze9QsaUajpGNL7xFhAamGspoWosthzNYJIpEETnrcE/xeOfPLz+GEK4ov5Zm830eQsGPkw+SV2kBd/lOghuS/qN3alFKPoUgM1/HlAKLjTEs/7bPy0Malk/lIyGhdP5lYEHXuhlKSR0Amnn6GOGOiJM+Sam1udNINSFNd9FlH8vajGD3ZqAVvti+BP44RDqT9ZdNATBXgFOpwIlpw472CaTnthuOxO/wWaWOTrkMGz3tjkhUJcTV/JlJ0BB6vJEjJYUREDpKnWpip2BROthYxNa0qDdDBlDEok+G7Nxne0tmWF3qOwOPkYFoqQLYQmpHdMaJr2ylkTZTSU0MOy9L6inyztp7Fv7QJ8PJt0IikNEV5KPhjuCUfxoyKW3vGpbYVIC6UVGzMdQJWAhhijTfLznKxmfALGSzN2HCKijSNpIwpMT/fDSkTu/dJkAxz9ajH3FHn8b+EIMXndv9iI0bOmBdbAh0tBRaQNec+EHQ3+HuInlDuls5yiXRG6xM6BeC8p1VTGsd27GVwSd3d38URW9yjbSqmwulEERcqu30ff748fcXpCNuBTBRhEaaDZqtsmw4doCZ6PJvVNY/wpYh+Svk5SUmgaIUmqxpqBbGkF25BCwkHyDpepYIfIyPTFQmC74pRF04ruLHamrDClQqAlUc0ybKyd+fOlJJcda7/KMQC+xJ5vxh9GatdxxAl/baFIrlVC4X9uDzCTSPFF6QO9Sv3COxB0lDggvXEKQv14joc4oLQPRlBja2Hp2ujLG0cDmsusQ2OXJNNjNstetl0sSEa8FbOejJtIX8mVin8npwyI9qdMigESQxnTBBOaQuPKk8KDtBUkeGsWrZqhnP0aIW8BkuyYHJK2pNg0ld9XlCABD6UUrqW4C3bHqSQ0a1JLAdWF/CUyrC1thZN0cFJwELtGE8qWKo3nxWyNJk+e2YaFglTkTuMrTECAUlrEY+GKRgqgcOsszt1DcmVXcznN30TKytT0UGutA0aZ/rQT8EJN7C+jR+uyCDIH5hUftv1K24quMgKXZNhevWurCKlW8CwYVAGA+65soZlvkK0E+QqUzzrtuWqNQpKymX+2jzpBAo8778Q24k31kDl4NXkNg6F1Md0pHsIYo/n81YVHFyNm5/zXMmrkCI+bLCJrVefZKpmQgt+5pkYGm1P0qXCyCG/gZC7eOZwFUaqgUjbPCwakIPwTYREXcC6EsqFq04HQya5EiHWPXQ6dVEwTuTURmh75kABGUpFfjgXnJfOvykQY9iFMxueSMNYeKkFIiSORYQg5Wv/TWQ3mtacQs9Aoclv6K3GwGbRua51DbhGzobNUoIPJpHaZeKYU916eyWyYzLJ1GIEhCC7SXn2MSMxLnJqys05QFWtEEnsBQt6TR6Dhk8BSMSV1AC5+ceBz+zTD4sdNLVbhlB0wCsmaw9V+p2ug+hWIbRni9WexagjP+mctwcvGRI7SsJ1W/vqk0ifp+qUtB9Mf1/azzBEVtTh/mi5mmvZKOIh1UdUoMvZI6t8MZqRYNJXS37yGGzE2nKmbBXGvrHWIs+oDPWLTvauvNf+CUcyt8Z4RqTLt9lJSIRuNBwpkWU+c2LyTTn/tgvNpbYHAz1gz7SKPbOl3gKWeucESiUoaHfPHrE2cSHcyfxGWRb8yxzJYpVi4n6wspHlibCF1JMTK/3DvxQRqRO6W5bZZicsz1d1buPvcIRkbikCayvylmYMeMkGTk0pEEU9NIWBP08Hyvlc8KXtbl5iSxnTUVjeaU5BRf981eViOY7sKolcnMs1IT7mJoDw4szYcuKNSWVnBKevgPUvxyPNEAkzb/XF2Ohdtwy02f25z7PUlLSxPiu/cknmsFk6RCRtUCabBhgsJtpyHNkDPkUDMiFJRI3UArzflaquU64duWJnQORudRMEwTneT0oQontymzFhnVpCZRq1HTvocJkYNc1nqe1T2pdkKvkajEuRqRCSSBCup5dYL1s6YO7thJDE0p0+ivak0BZpI/jKxhtNwQxOOibWLV4XQTUN9o8uhkvF1xcRaayFekAF5G/wanEizQg/1NRFipV6DUHn6Zi/HrBEfpY2Agx8Yk6VfuXmazlDO91UMEHYsKz0+JL7zvtlWXx8EJayivpfhkjjj6GYm5MN/01/NHtoEu0tAlhYrLpdeeqRw6kUdxC+SbhUsCxGzJdrMtPShBtVJZXymdIaWqagpwjaaKUxhvQU+fORBzmCQM4fnEVl6ucxBg8wJ81fk3YSgnKyWKRyKfdpGfm45HnOfDSTl+RZGSglKUVNVUvHvtUcSq3xqMZc60xhkJMv1lUbq4Dxywubm0derLF/QXGrjukxcuhq/kpl6o4JcWK/gmXRFiqbdsmuuVAVz7DXCA053LV0awBfhOxiKMO2a1Qpr+DT2mygkS4Ig/x8el9tUeVrGT/UnO851kD7bJWRGiKcKf2Sgml20/+Ldvg+sqjuLV/ePcXQf8GBoNuQ1y8pDgCKCb1nlRbmbAL/cxJyPSOCT7QVdLCL9SnNFTL2ZJjfT5UL6RrHviFs6cDk3I+3nSL9+SFjsV+BR1pzZYtN6vjVCRxrLX2HbCiJIVi1jYlfQTQLQcrwb9L23jCp1nwveMFzR9VDHIE84tJc0b/U6sXRsUCMwTAFZPvkWagqUIcM8gbRPiJWGTLLbl6DFFYUSl883gIi0xyQ4VQYcRw05naH2PSlFxdCOrOwyletTZ1al/dIpJlniQW2H3KjKDHCNEiXASPLUhVV3P/lz4FeHqM74ALWxRcC3Q9gc8vWWR08uPv6WByDRsxRerv2ixakDNjv8gug3mmNGpMfdcmQYBFmZHXPZJnmEb/q5aHANBXpWI3GekIMmga1Oq7emMVV1RGVjEkBshtUPSESZx78bTIBhcCww3jLw0kTnG5zkcY7NlLmWRhM1mhhZfaHEdrEE1XGeoY0BcK6Ivj1IzyRL7QZrSFgheYvO3kNx/TbMrfjpE6z4Wc0NQRQWrnSiliZ33wDiLSl6F6YxBcqOG1HJiJQD9Nx6om9561QMIMAoZedeTATCWDNld9iVQsDcovPmdfB5jtLiBvVFEyBZCbQhnQtr5nIBQuoMqE7NfTBEgzH+O2GJVorSSS+b4Q1cZeQmS4xiP3737fkCklDL0GCwwlKpowwju23pqyrhsi8TMurUltcnRClM5eVQdJFi0iwk1I3BxqAMwLEQUXcrdNUQvCnNefmEvsintZ9tSbqsG2O47YTUxPQLILEmxbQXWHj/Bgp2VcgMXLsEQRAbMHvNOJ4Pw3H9E/CH/MfwMhNDWryuhfEiixbTLpSUYTKmljMX73sFSf5lxy0xK8Mp9jYj9mzSwIJ+jXhBUPcgyTWQYr56/sP0bS7MusO30T8XQkIpaOrApVJVFQY6UwZhWlxILrd8ZApFJETJWzQrija9WURkhehVqAc8k61CgFAmCfkRaPRFcVb+9NNjJEs/nrN+ZXxCBPBp37cW7sMdBVl9fvT8b/SzulhJfKSDVoqeE9bSzvkhVaCfB/czByNpiRGYfU43mVvqr1q941NoldaM2C+R2TwEg1qakvydkxh1wg9cyy/RbIziqxEmt9RYkZexVF6yNk4aYuwxKSitEYyXwylaqS1JN7dUxtJCR80t5K8LsJJYQklPTiCVCNSAiPDBznDRSGmXrreyf2MuF8HaF6lRpfjTIFuwLdi5MM1UlgpMNkifJnVDHybdKo6XQqwNuHckZFNTJKb73gzgeIakUISq1xMq7aqL4aA6JDeFEHTT7Zs1936cZ47+JW9QDq/l9TtVmz+iljHyHHMQZRw3nBMzwWGrRiJIWFO/3We645MH7ZIU7u2j8kguIesb9AVurhjF90a5EUamu1KbVO1clRrytlSr5qZ0NIsHpFaMNpsrQ89tAitERNXmeYEkqvVlxfWe8TixNRD6UcAUenyC0xpQqI54VYF8B3w/QVYNWCSwjgd8LxJSXrI7gqKAXTAFywKSuY0NrWoKabDU4aFfLgbR+FIhkBC4k9D/+MUILqVS9Ez28/eI9mj4GfvJADsCcASFB0G0oYX4Fd+Uf5fxhjeufOguDRGWuNv4xSXkWlSu8RFw92NGgyQkzIVh4hnK8RGWRe5jDLRFy1XpNygMGg14msQfL1qfIiq72j8Gn3xuZHV3HsiP2eEY09aJIkem2WHTS7UrNIotrCVBhfYr9VmPnrq47IGpFJN8HjCRNPtjEBmTSaNnWNJxbrYdax/HjhTxFn5jSuVmu5/g3d7VBh5oPCuGoN7l4us7daHQ1ipbRI1qZHhsQaRcs5UM3Oa+6HEKtWEWLpVM8mXpWZSNcaiZzqpwL/qQEvAccUICQjIe9xR5j8zRVMSzPEJJMAaaNIYjg2atVDQuOZS0zSYui1QtxX2jDTGYCNO2lGaPJx5ppKLlCI0bFPZXcBTMZYmcdrzxiJush2w0a9z3VK9MdsbkLRF/TfqDqG8pyeizEXBA2UV2GaKdRqK4dY8cT3LInQu6oPKS9HVtyA1YNSDpBpQ8llk4nQ7Mtk+bMKMIgHDEIVl9baFbWCN7FLoBta+lt18cUypPspxPcSWmJjCy5U1FIQbewf4J3zFSlr9KZiM2mn/QZ8kqNl/Owz2EY79KJSl+preT/fgFbB6bACCgRYJSSQ/ga0SbmqqrfEOgKYCOaDSbMfc1yVr81DDthdeLGztkrdN3Q6QVDLAvf8ZMGIKpODS5hLcaqePWRAiggC+i/MqbHNrbSZaeDEosTf+IOPqzKxq4+4b6Lsc1u0J09p7iv37LelqM5dxqvMOGcKEqj/mlCuPgatGuT9AWKM/R6O8Q4BNAF6QgnH3AQg6MrvqZAUYdJ0J8i64UqKKNonsbOjcEBVvDJtpeoIQurGg4a/yrdZNQckKS9jiQ+W6rtIIl36gKDbBWEgbBfkQeDwMtgUmjOSU5btOCggPun7oxNGJeNU7OCU5NXZhInx7AmjNLw3r4o+8HXIZxVE7NJU1xSoqTYkiXZC0VcECt22FROFAJDk3IW3lUiVAtAxlp7qUpzz9NQoFHpwRTqMV6naxUm05qhxkDdrqmxB2T2DeU6UKmELCLR0/vFyaLhiKDLs4NFup2CnQDpIpO+AmsUbmWLczFmvU8VyRLrVfrFBjqOTepeWC7omH23yLwOCHb2URsvt3hUfTEiJm9Rc7IfWsyFIk1Uj71INpCHdGys1ox1a5itI02i6MM4kYQzJRv2UK0bi3exDIyACAnF+wSkHAC7g2VzbGfFAFVwK4CVChC/UP+NmEFHge0i3mYnTVdzdSrZsdNhM8oWrHPvatuIICW1VkNA/VpSX8+RkoHcIgnyPJEl2pBvBaGSaaHWcUr9d1Q0e8vMQNzEO4YXPJxi/y3lo2HJq+7+OmBZ9z7MlsG6i4kUoJ1buKQQJPb/lZQOCqgpS0ylQnVcTpPzB61RS12Go15jrtEMuDS05ZOOdx4i8a1Bj0yIYONYxqi5KZdIXZ4J9iITy3PyMaDii4Q6bJZtNN7sgkiHNl6M9noZRMdBUSrCHGUsoBswec/gc0GoHjCdfYSHUPU2bNvkJ4Vo8nPmenDbj5Wdgk2K3NUHRf73x0YQsk6viWjs15JSxHWdDpjBbcPX2KyOBUjyNALVTsuNytQ1N4YZv+cve7GBjMn3TxNr+VTDscX7Mk/2tzEhJBrLfX/Yfv/754FSjY0lc30dIuAKkE64QQeaQQFBoXqMgRkivLJp8QIZMmL+vVXKFCmQN+kpusidQn7RcS09xl/PVSOP69muha4d8lfNfcieVGTD9+gtE8pFRB9G5PxfstZkQ6ni+k64nmpnc9FelCGXDvdDsexQwBd2PY6xrokpZI0OalyqKvmywHedRAljrahqaebTeSdH5iXBhu59SR6qf5PR9U2vojhUmCcx5VWkHkEVjGpWLNvNoMfi534kKXuwx+te6UVdcsmlYZKmcy45/LvsqHzW+qcLZwETS6bfqqBKWsAoZE8e+7s50RJlhNAX6KdGz+D0cSzvBViUO1gP5NC5EoI2QK+QxZnxwrgTc4T+dDvpisgkdqPvPKsw2Z42aWQcSnojAVFjZQ8IgElCJiNsr5TeiAlooCDU7KfjObjtYrPRCtcysaxENojlkj08D2gXEeghY0D7wpkn/eFnuopLvJIvjlJKwaNOiazbV6N/Uqeij1Yj1IYFJl7strXnMulf3wsbi36mj8ShrL0WBH6Csi2evINfWBA5DJZ9MxvHaKtC0ZB2TwcuNkNOy3dPwlOj26WaltnO6M2uqV3F6pdsBA21rQhQhUjACHYHQ9wMgrm0eAnlUE7OiBaN4q0AygVBRqKQQx/MT+5yLZHVurG7EvkcLIoLpTVp+5oQFV2vsDdi4t0wwL1cVvZSLn702PQpolq5ldVqTVkvGxXQphaTePTcxj0kNgHaABYsQVyw8k+kDRDZehHWihBkIpxerL/1xiBKT7iOU3dNsO6vzGWi0Ssc2bdJJdJlMwg7r6gULxGXvRZeQICwb2QwXezqrQxjuOTm9zTjXguvxLNaQy49GOZ4ZPuE0l4mY/25VJMynGH8BdBIdQxo4jqs9kPcF2HoWWUfmQKq4neEtNTO4tiZT5qM5fS0ws799RUfXaQR36hJoLy6pLmf0QpixBITRTblRyzHjM4IjQ2JW50B6JpWd3lBqiCaSGSS8USQKJPHBmnyAGK9QZhcV57wMSG6kiCNgIUaGiEYWcc1xqKkeUjd64s7owhJKnqM1FoneRpZBRsRypS0vzLYYIlr2UGHcJIMQJxN13/27lfDIDCkop+MqgM8BANeqeLO+XJCILKTVsp4IhZv5dGB+LLh3I7QjkudMB7Ap3yENQCKI+Vgnp1rUdWqI/WpG0j4QxFGy+75tfUnCOq1cLtjoGHJVTGqq4zIDZByRUZIfMVZetN24/ITpeYFgxIRanlAkKzqigypJxVzgZ1YhvxhNojFJ2BlgOM2QJZnbw16omxS3x5FoY7003A2bznEorwoCL+CNQqDHQJrPVr/YeBkZWgdsEqZiyiTLJKEjWJNxHYHMJRwTWHYivS9qG4IK6QSExhWH2TFMOdMVVXGTy4WVmXnYRkIvGKTjGxXOnIVXz6Q1F0NKGAEkOCTWGfSfVve2Akr63W4sgtBNQUU9PLF1+BHSLG4RUJ3Yp+HL7bWKV4TjbqJI7F8qEVmpVyY3aiZoQl6iTiYUtxSUEqF8PjwYghPcXFJlJ5UIbOIpdM57UpAgO8LMCiIrECb0ECJVTj6N4fLkvyEfMpVKytfkpDqOQRImCe5Ui85uf3vL+O2hMXcwNgqYWo5Hbf7zFgOJ4C5UOqSfqrxrBuH++lnRVoKcZ1nouQ3ocLPyc4Qx/FF4W7fvogUuFpPeZRMtotFpAE1PKg6CWOusaQkm5KN4J7cJ/9scDaLJ+dm0ew6Lv3KHYtjGkkZbwt3cJaJsfN8SUe+2xwKa5EjTilu7cIp0fniSQngxdBWVo3gSmRMOz0xbXeCu1okykc7CcTAuQCNFiC8FVanrAK8X8+/DsM1eevsi7mhJbkJj13eGHh2kPBX2pXwNhvIq0IFl5djRU3XF0ilR+PwIqhnFYze/zhwTmhLKzuKJEN0iOvDHnJKVrq1+Axr9dhRrleW8i6Xvyh9pNoxF/ITUSOQms3hvAEsBatvAznMNazsYsoltqOeWEByFUkF1cGk+IZEH1KbpJp2KeC0hxiDr0akp+FnXEfCSSp8qjkerDIkKl8JjeQil+QDQreDd+EpKeCAdEIWrhGJz/DwIxMKjEClA+aIdT28zrgXqIdIE5lOG0+ejrmmVEdy2TM/MR3I4Hhx5ZVpqfVFpikHo6sYmkOje2UWNhcp5hwO9mcMLoNwIClK7z+JojPVW2JNK/t0b10moeuag8vLv9j3ckWGkY8e/JvSptlJQRdApzUByziGWQj6pDgMvce4dY+L6Ox7RuuqriSSebkdCKaw/5rVxro716unTmnniQIeKn5SPBM0Ro2woKzUjIDEUiNydHYkfBKKjgmJzo4HwiGAlCkweKgOoANp7A7BsgD6HlhCu5CYwBD68UjHoEapmkMhNYFklFAZtLawziAhYiOKpJ6Kik9iLh0nPQgIX9Nwaru0WsOKZ6a9ngHyRLhZY9WHruMMV9mUim2qnWMa8vK4zyFCPNXcydLm2HXYLIGMIFC45ii0kvqSFIMa6oke52v2BbRO+ZmFqy5eltD35nxFT1gUaqM1WKjShZZths0zaVTNYUOCRTKmFwcF7cfDFeXFZubBKViN4NTIdiU2IxsEISCcGRdcgQ736Go9tE/1fflXlOR/C9sdq2iK/u2qXiwl70RbkgTsSsKVasUFhB1b/6UlRIBi7bHzEfWaOZE5cAtFXR5iIxulSU0AxHHz5tlytOtbNWdJVZt8orhz/EGjh8uLJKVbVVWc6yGfj6RCKJ4HkE7jaG1RggI8YQEIGE9FXq1jMScoRwlEFn3YjS189cY5nWp1vkYhX7+EavUiTVuI2VqOiVJapSxw5ajBs6NiJ6ITU/WmguOjAzClWNT0cnj4JwyNh8CMH8AGULoCkBKbWCvED6L+UEgiDCIO0oLeakxS1rilec3olC1yPe/YtJG6KJ7+qkxwWzG+ohDVY6wgsOqZ4K7AUJfDq+YbPJ6jdGg9XVki515LcTf2+wEHcUUVjwUoMjKmGfdZQm1QwwrMtvATTosbRVaU0jyngjlkF0jJfZ6ItM6olGgjoHlLiFxjvg/vz72ldV+ueLdJnn6EhDRtMGOyIXDFG5fnperNj5qfmZsXk5sJRiyHxUZHB8LRMYB6KxSAvgCPMB4Hg6nm6FNglvQRFIIaC1u2WevVsMJpGD23YzYhTfcdenLSU5ibOUzBSxjfN1vsfgqE0ytWHOpLVz3CmKFzorVq+xXpSczVscLOXYK8c/qNhNuT7dZeUOegwKMmN272PsKKq8sl8k+DGAj6g+CuLaz4BZKYbpZXOIwBBiCFtT1NcU1WScPZdZOKAj5qRYKNIgKbahExrmbP6OuUVa0iWfDpyuODojiMqdCIWoZCci5GP04pMHg+OnQlOREAzhhDkRKoIZkLpRuth4YKvIxoWL0RQpC2rJJUeTp/wGi/CQ0bF+7mwVZHtkTSYR2uM4/0D5tJN1e/61jZf0Y0yHV9KlGehV9OS9CVZDUyDIxQXHYkpf+LQtpuKAz3M04i1JqNp/e1WEoT1Oc3x1dCEcosbkHHI7q1dXnKNN7J3mlznqvhFfmWHSqsp9Hb7uvxKHe1qx4ttiDWlErrdbuSeXPC1iWGCMqNDNXK3DcvPGpWpID90SE7hIcLJRKqUetKfhgrvD5gV3MahIYkUMKF6GHqHcbc2pHA3NvRwRuhGlRoHxajRsD2tWMGcXpMFZAaObEF8t7TqbGnolbTV2inZbSGqln7OVuVp2kUE6EI1+7x5ODWZKjbGRi9dt9quujF7dXynVc2ubGa1h9Ghza5YIMJfYMSKtEGOwBahAopIYJCRESwLJNGOhJUcCjTAQuJGB5AWYcaPIFqBgh5gpJ5zl9lwozHxMug8qvNDqhUhELky5TsjvTasjv5E3W4bBU2syybJn1nZDbpvMBNQy7uU4VfK9juqPSf6W+zBEF8XRWZKYxiWdoaVIaLXMIyIaMfKKSPLKMZ0cgCURTpRpwtZrY4sSUKVPQUOWUSJJQlhylmJyPITEMpFVJlJaNG7INOwjBceJC9EvnVs9Zovu6KI3H/COCPl7fGWUl8Ga2C9UaPxIkwLef2e1ALGFmKJbSWJHDwY9XYIDQjxSNgx5jZ8INIv1PMnjJNzwQ0KhIKtYRLTiTu7xDMEa06PYZlFYOKYqIMhgKeFGnCBGDkuiuGBEHDQgozWf/+MUIL6ISANkU+/2l6QGJJDR6SwoweCw0LJorxoNNHO5I8XAQO5d4QKUSaSkmZbq0e0a3q5RSVVXNpxGIcyrjPdqN6b4Z2DlyrExSbdUCQvZcyR4Lew62q8m115pvroViUuT+GFSEYWlxUPrl8xX79+q7joyGpkogrS2S5qUpKZhK6IOFi5dyVS8ayRY+biGKPJVNZjKW2jHSW/7/G0iub4neIRPyIKdkKeaq7kU7U1f0l667xeolMa/al/r23auyFAVQPG8hQ45Qm2DzGHCK5pg4KOfyK4o5yY+m6pbYhNlFbdXkR9OnVTDuQIX59Wklft6ErSX56OIY2UpVIZiEBBEMIt94xCBRMtYlb45gQCaZBKgQlYIQTsQZ2uyFQjw8IaYj8UkxYjGC1KqamGRPKc5gwPwpO4U4p/+OyuAocnGN2f7Ng/WRSWb3JLEtiqiExDcRHciGVXKnBBr3zkMg1MFVqK8TFW8gRacZ0XAhN0ZfMFNX2HdtoMjN/tV1zEpqEUejrRiKf5QWzUHm7hDGRUpdMEqQ718EpU52nvQjUkXhRVY3pidejna9sx3Oats7BmI4npc5+GpIaiY3vbFcvrp/KvLy9dVV/dEevr/XpJdjOol7jcIiqlvLxFrI/rK8SADAANADgEkECXMWcSFg4FovpYJKLKatSPWlrNiOvCf4ISQuiSLMMT6cVNT+4xq//ahH4mIQddLnDMjsqepUc2oimYSpVtIFuAEgWblqYbApQWx5We5SBx+uEHSBqSfKKhdSMyUnEBvkCjB4BXlMY5XdFKcTDong3CJcYwy57hzdx76UgjHcBFPhNbuHAQY/LbNbPRGMqsuTsf1GZ1wYJ4yvN3VQmfkq6vKvrbVouqEXqoxkX6vhQneaTsKkjEyfY4MiZ2kMyFRNGJt6UtS2qEEznlLQV9JldJLGltoT6nyVv4tlOxDVo1rOUYwlW2Jd4rJSNayl1XOdNEK4ratGJJL27XFU1VvYAOAAB8OIGQIUL8sF2CGjyJcWDrIWO7cZQon8MvlJpDGfahY5VjpdGmHFgg4mTEaYRSLEe3K9aEilus5xaXlf/VjaSjhDtl0vLetlVS0kby5i6Y2ZceEmLMn8wONUrCWPRfuotTbaKfUjnH1V0/6Wuj26cOJVxJI8Q07TnmIaaisQVHUZZvn7lJ/2hI0pI+FW1BRTVs7Im9lEGEiplNtYptqWb2QwIWZRSRgLEkrXZ62zJ3NDwh746M2UYqlci2jAnfijDjFEfnBQ4KUhJ0TdiOCAxyMTY+n40SsZBk2Zxm/HEtT7KcRKSp86TWMUBgOBCiCDwSMHCEw5Y0eaNIAdgADZbkbLIy2XLZnESvM6KbH1iPyY60oY2LqSCmbrNrIW2omuczK9BesSpiJU1CL25qKqlPzEqT/5CI+SMhEaQqFIeESkmJShVdqqiqGxj8CIOqOYIxWqBF7YVTV1NVn8JSWTzlIsVkPQjqpkTM/xofdGeG5WRdwj8Irq3Q7wEI1Q48+42+bQVthmCDnJ21tkIYWYIr+0R9oKqkm0AogIxVv+5kcnKWxTaBQhM44HXKEJofwTiKFkpEKu6kkRl8nI35Ss6H6ZYg3Ep1RWopKFiQ/IgjeQmCadWgupRlI6Y6D662WY3znSbEG7pIeKmwy7kwk4IKYa6EWZRIUwjwcwlUkrFXHZgfVBXCLoguwYQHTxr23DKiCL2K7cbAdF58ie5krMVZcXuLsyZZ2E269pZ1jI0/Om8IVl+RnIuQ6ghBhMdZOXWVSSmiETEfeO0GT5vCL/CWFkFQk5FTyOsRWphaVCeFQSbOjdqF5zoeSQiRqSmOh9ThI8Ew8I8MP6zeNzMjIWCImzwhPMhTuXrtkCCXrTZXGRzokNuSIRfOw2ERyRW8TRa0tcJoSwUyah6gaEXI6pCHz95jIpb2eF37m3ZSyEiSQGzH1IyEN+4KXEtO3RuYYMR9FiGZcpNpT0olQw/QC3ciczMbPoyJTOf3ixO0coZDCKQVvzSZdyjATL2p2KEMlNyT7UwlLVJo69mREFf+AJyT1E28zPFb34wpJTQlUtJVkRW0SIoU9yZtkK9YiEMQY9bi2RVDDrvYheqk/XNmFzF6aIzKQazcUX3uEv8KrLDJovGCxVd3Qfdw0NErsRzJWP3VCmEWWmRWxo0RV9FZoOI5yGOv3qNtnWiIzIaRGn2GLczwgj/MLFWawyqVtuj8zEocjL/VuhEFlJoIw6NrFwzinanZxTcbjEal8hSxeQaLvVj5Bq5shFp6Wm5WLaYGQ5YSlTPkNRVFCExpEPVuILqyTDqIlrkENFvcFKSlzD3c+fYxYaR2RG5mJepuV2TDftS8RNXk5cSFyEk/xUf7mIQiFIi0jCJ2ccouqr6QQZ9YPQIFZn3sRqsZ+lYrIIMsWmXsvbVBCdLSM9ZfCVixlUkzkySa1VbLcitRK/sUpk5YW0tXNLWkqKYlwmZCSFjpWIiViHz3ONLLEjTGEMyn5L2PUX9kTv505mypVhOhCQ6HC58QfQT+34lF8vsJM3IpYn2Nn5lIQKhHQiJSdKpPa0OT1c9IMlN5W3I/GnrYpSjDA1mW1cP2xmT2bkmpofpl6tMREXFeTT3iU/SGhOUgJ3QMh2OjE6Tryer1CoT+v/ubvYTYJquZbDyF6mxkTkCNSZ8neuRQgkF+KWNgxDlWVEahC+nJledqmLvSORsHKUl1UPezUrSLogYdmIglSoqkdNCTvIpdbd0Z20a+MIXFgiwSK6GhMQIr1KMtbQSqPeQIz1WJsdqJc+J8yslDJIxFL0ONSMETHZF0pqVuRzEpPTpbOdjPcSkqznYTmxcGLhVdyYqB8lClwiZMpk9CmGVI6oQmfKcyZd7Rrk1N4Ll+uMRDm2X1zvKopYwmWkpOjCBBDo4qGL3IjIhSk7iOEVrNS5D4JQ6ESqTQ2VZthVtZXMEpjHMg5hUBAr9/HIvEYgdL6CwIX85Vrq42kYsbJ+Mq4tYkeakYhi189Iyd0QQWEpMWvPElu8XoonSEgxzPxi9ot4/crnwzKwZ3JTxUyOZC2gREdlh3BS8f/4xQgw/0L/8f/ytTmOTQxKRUF4ypIWKIIFIWFN6EC4Zbww9DBcyXkILUVpnaQ4SjiWoa+Y+JoukXTcqk+qlljD1If9oudT0VW3u0/CIWtUprdolDCbKfJp0pszCZwntPELmteUebKmNTiXqa4J5ajfED3Nbef/LSWQPMWtjU3RJ09jf+ua1WD+ydTmCWTbc5e/VUXSCXfHrZidhOYSQhJqUInNSgk3Pq9knp6xIU0vIx9QwEu7InhqJh4QSnJayWsgga5OkXjaUv2KGqhB/HLvlG2INssYahSUHz2+pH+3sthvZQWOpMrVpSUXdYlRmpVlTop5wrzPctWWcJCjWUyCSM8jl5BneQmLdSrwV6WWYhZC+FLyGS4jV8IzTp1PHPMildLtI6c3oVaocGkFSOeWQ4kqF/kWqytLDr0mnFC4QkIwkhZsmDH0okd9oSxHtsVFbOQKLurAkAAEAAWDgWHNRU85dPMKGmMXfJqJCkp8xfHqykiBY5Li7OeRi1RSREo5bqxqOpnWMShFs7EIlXKvQU+HChMByhh7tM5YUjMhCEdClZZlssIXaTDhquUtJhVxD3GXt9HZjyFInesxiWjuizVBRCdDtTyIdBXiprt0RuDAsoZbJbwy0jPM3sOnnSzRWskUtXOhyNwxX25JFFW5oy+e4dFVrOOLMk4QlbuZyFnapyBxvK1CDI6hCaYyw5rJo3c40UPAQTcCloK2XbxJmVZl3rHX6uMXOKpjxEsSqKQIn4QqKKJIqWH8qVEKS5Zjvb9lDiw5D7UuBVPAwSkczQwTgihwWUcQnhi1FXRiLwIUeZMkPGRE5K00vDSlBFx0DERMpGy0pGyENDR0FGQ0JDQkbMRULHR0PFSETDxUlMx0tfAX4B8gADUBHgVADdSknOv5aueUmK+p5/hylLJ6upZl6rMxt/TboI4keiUTOuq45H+Sfxq6KdbIeLjQCfXir8sVn0EekE/DVcetVdYxQACrFwA+gHKAXwoRqBXiTM7LEGttJVw8RXTEdT7emMW28fvMNb2vsg9o/9CZwpKHIPHEBRKUZCH2/Tp4t/EuiVrBk9BHnJRq6uMt+Ok8xRNTvimg+bgC1G/Kh08DcF1W7KIblsFEXDR+wI89pLn/IRl1NUy0Fh6SRcmLv6qm37iSuwT1+RgGByE9tKpn1TZ9t0JTbDUX2HXyfGNeZqEEnps0wTKYx5piW9CkttrWBSm3RyyplChsXfZFuO6jOLrdSxFbVFWYZZpTJ+Dw0Rs90/rSw/C66iqjk+v8XIitTmEYSZHstL4htlUJ0vTELM/CMHOewtDzBDB3gTAswgAywUwzUFlyzRTa6K8YQVIpO9+IjIdv6QEW5ngZzyZuPghF84cUQ101acAhzqEhVVh/AwoZVUNG8DG7Bbt1SflSq/75MzVUk0XRrrVUJ+5b6WxmzLZSnL3qbDWk0XXCsy4fE2vqUN3wtlOO9sH7tn9h81ufmz6glVtuZyiadJcVdTl+2zuEesW9K3GlXnoTCJSVxyhUixiRHjErPGeEWUy4kF6jeQIjD8RFxQAUYCJW4kmAfLNGZNCRFPejsg07Gz2ZuP1SUUAcRw3lrCqCAtZaC/3mVtPSYKZzKwXH7enJkzQYv3BdypX+wPJcf8EXIX8ban1U1OTEoOLdt29yk1M1Kza7mVt85VR46v4x24hRqTU0wYv6g3QFjSWuriVAcu/pwC8k5JQTc+a9vnFR3fbVBWxs/JGhC9zPZVxcWfKHiO6z/RhYlQbJMr4ehtk40xgjKFUCjCnPoO0fgBEiyKJNF4lWrvTVwHVhICNDBvOBefiGtl3kRd0jfUuwDkl5GZpNUPrTUGpEcVD0csxdb7my45z5ixKieKic1dAqbFyXokeTlbV1e8kzHEGxE5MA9NKfLx9B+K6VCm4OqRGwhJWLwlYZTWfuuw2FXmjxixULhN47ZJ8gvYcUE5NkPrRg4v/ywZmcSMG3ucr1RIhGao9ovrZUD8wq/mK9XuSbkwX9F6PEsxks4cqrNdMTC24u0nQ5cyE4NIB1+ksMcIglDMkVuYS2kEj21mSRdvoBXS7W35TjMiHi+qRtKpQ8OTicOvd+m+tNa9XpbpvfwSv3p88yyRpIq18MbaKT3jOs9C9NHAiS0y7fwD+AJk14KupKhEx4J/vyha6w/4mVJnw5cJwZ7n/+xSq29ghFh0r+PpiyvofgH/th9OqISBFR8n1x1ZN/Fw2ZqCfEHF5Mmp/qVFjBbwnMOsbQIeeGoXZ5oBlKtNIaQxisxJKcUbJl1Yx90awVlraaqRO8p2ZGxOYiUzhyBUa07SeCw+OZXGnInBrI3KZ7UOFz88saTNqBRx7QeG1S7vkHx6kSJDai0WI4w0bhvf1qNWugUqCZhfL712hS7/xYBcz8gcuBvyjg90CFANvD9DSVXA6atJCGKw9JfE46oZcMyokSWnQUWaKKeKTE+MIInJmQzDzllp6Rn27mIdgr2hFn23RcPJqtfuZMhfCxuaNZCOj6R0whO3K9OVXMuQtuGc3alrHu7Sj12cT31bVfr/THtqLJ3hjSa1paDLWrLkUN8k1DUKQn+P7M8BgWUQHELvigHJM6L6NEEXMscvFuVAG4mxkxAlgB0FBym87dh49QeJ9Nmxj/b1waW/CTX4HoFhyYVSDUFr542s4mp4k6e5UkXs1kjilqow7OICt1P0erfL5ceOXdbVS4oEi7OAjw2IjXs/xVD5T1orLBGgk1pzXThJ/1Pe/kkgfW3NfyhG1/20SbCP4uP8T0iGKP05vkUVJQp/5VXUtpta3X9s+xnkEoY3de67qlTnZ1Y67kdg4cI4DBZCq4sUxLt2zEWoFRhzCG9Run27jZBA8UlSzWESfGj6a/ziSFyIF20Xpnyz4rT1IpQfiTanq9YeAnuQG8MIUtx6ekWIcKCV4g5OsvqaLPJb54u4ogQ/9H106fz16XrHYb7ixEsNvQ/fcF5RAb6JuWE/jFh9IExSreQBBDJJ5Vf4PM+Q8tMMt8k9JDXaWQKMS72BeKvJcWJVWxXcDbchLIBmbkfoyUpKYKGgDdwMRSil4TkQaJwk0vy/sWk3PIle15khiuebTVHtOwA1iG/A1B/K5FDxfe8s+2mqKMuLxeVbkT/G4eOVLkgKvFd9YlZJ7qaNIJ/GheW5UREW1S2WOUX6r0j/bmqu34luFMbNbAj16R9/EBbh9o0avnuuliklafr3D1ONYEWNaPS6mtDiU2tLUSPlWubdcYVbEQ+Pn3WK1EK/G04+joSKnVGMMpvdM2NxTSoJipvPtihZGDY4oTCGruIqoJyV9/Hnl6M3u87UpXU5q1OZfmUQJs9ZzdjBqqsop3Kzv5PzTS+oaNhXHIm6yVXYyuN37WhL12mGysKkxVEb5Bky25rXiYbCbDjafnReaAZBtdKqXVwRbKILyFiG4qD/1lEh/6p+Qq6vZHfOxhe2/8ya+J/c5Tf9nBgRxFfdr8lf0xo0vEPbmFMhrjaRJ29ifNDnq9K5VpiU7ngAD0AAiAAAvdRkmLISguxlAW4/pPhxtujZS56rr35lWmpvSdcevM6BKOK0LKD77pWINTxWEjkf78mXW8fdRct7v1EjH39HewUpqzN/fPJ4lzX1OtRW9TQWUre+FPe2cVJZ2LWR6RQEjhcOzCS1Ji4chcVcHj2krz4E+5wAAtQsgAAG1IAAFSf67Q4ADgBJgGGLb6ByN8EHVMFOR5COQlbf/fE4tUw09Di9g8E0jjWo3HyVEAJOysLt0yDHnCZREi7zkpUyZVV9Uhy3UxBUVpck8i0Qf5kTSJVrIkvp7Cv8pWI6iKE7bDErgQ00SwY556Kxlw4ulXVfBJsm4cn1Elw7hTRoVVepHLfrZCpqRvA0Sb3vP/rI6xHlNSHmMJutXgvn9UweaHu/KKxcsZosG/OyrHUyCDteDyH4ECoGMdwWJYoF5HGMxgdKDgR49jKOhkRxbal6OPUNpRTIYpWhB4/Ngtdh5ZmzhcyN5Jei4mTk2islzohX6ZAjRVJdR6DF7hFI11QCumdZQBSEyBOSfBJTqH3HKX8Lm5VOCNK0gLGgV08XWUZZYLgF7JUqGHFPQcj0WDrOZwEXmga5UHeXCBk6N0P9BQgfT0bXJ2cxd4ftkaibIjuRVluzYHYEMharuJVas62o1KYpM8Ux7/nLi7aXWayqnDthj24TZb7XPl293C+mb16eY7f5Pa33G4BJNj6ZpYZBUMVSrKgDB6mmDsqkHw0WTC2OZlkXf7mtr2UVBamUjItVFjtqvtUGmnraa1tKor10qre1lZYirjF6fl6nMv0I/m02+4cQaNUecVCGSieVKVW64TKBUqxTuGxGXxac0CYz2qRmRx2GUyRUaPSa0R2nRGh0KZxKU7sAT8CZysPABagnYXYE7jKII6VICD1jxtqD7Ip85Pv+uXtD4xHVqYWlRTkP7VvcBIbSc/bUuo3JGBLTxCaE1ElUcVeuHYX9gEM7DTwPQhlERfDLyknwq8rHS1FKTE+CNK2QqZnQZapaeYfDNGhlsImrhHVKpDcOEcQWl2XwdheN4i+cBvglQU4T/OZQgC6Wg5JLnXHWwFCLQulYzHa0QlSXYYnaHV1MZrFp503L8TEcT39MSU7QkOq79l/MdQXETbNHmsFa5DtWqp0wrfFNLJJ9qNfH+JDWpYJXDgyY+laXnwrpDly9tbRisyFLrnjqSL1jIhBfb8IVQAAwgAO4AAAHsAmgEaSRiHIkz7KbN5faVlu9X3t+kbUjrC0n7fqtfRXl2CSZyGmbhBGm3GoeqsGS9v27P+TwYkzAvpzxaxeiQUAk5prAQuAUKRS9IHkQmDlHYCDI4ohaxZPCjy8Lh+gCBEYGlrZjTSgK7I0PMb+jLA8AegGgFGHLeFhxCQmb8+r0z02DxScgLRlvI/3pQf5LB+E42RFs/Iwj5iXRfGY9HtNh7P9S5HpN3GqR7Ix9eVWo8a62uzvirNCkF6oCrba0dbkxed5vXpzPO7xadTZJ4YzAMXJqdQpVtYbA7zH8rrzzgV0FxG5dB+gy2BRuqr+WI69oH9CFqO7os1llJkShzBUwdZZGZRhAlubFNVtWbkt+TgyLGnPa9bSYHnExJAKOWs+TTFq34lOJAJrAVKIZTcFxKSBs3kBOEzegfsMjqQCoS/6UhsQ4wNByGiW0BL/4TfTNWCaGMIZlO1J4M3R8/tdaC3gya23Kv0Q1d1d2GtvSYAVQubWkwToqpIXvpPMdeu+ex6cqTrtIS0mTjt0uHtfZQLBmK0dQ/ExLMsoYznLDxVJZsHHpC1j+EtUakWc7lXsehLbJdMTY6qhwcl9vPmnOOOK0Rzh1ttmPv7vsWrsBO+mIg5QqLEksTdElocTCqSZ9wzzUbSSljco5UUbfktfFhBbgxwQJqTStjaF3M3LyGSjowDHZX4I6TAeVVJBB3CGQR5uSx83Afb1yVSPiEBHpoyh7exC8HgGEv3QnPBnGuIagJHugf7bWkr9yNiskrE7D2o67mvNlgXKurvRY8PbBCeobPJEZ+LjG4w7F5WFkOqxHQnsQ/95Uu4+VR5Wtegj1+YbkoYz6I2ogMrBUw779kvIcjUFqE+lRfpTbTEg1LdjY8ZHE3WyApYXR8CBTshLpqnLedVIVOIU9EFYdYQRMFO93iEkTgRozBoB5CtJk0XSdZbHtCSgF7CQonrgyzrBojhEkBguc+Q6YIOJWHPIJPcEuHDKxLGMYRnUfKzSZhiF8jMGkM7z6j79JcjTIg7+Sk/re6VYbRi3OuJDRg7aRWcbworX2bsUvBIMFhKOa2zXYXLB14r4BXifB9gaahesQQg21UW2yCSEanwLkAa/eAyR4aYTJGFmF8jocJam7wjXy+7XOMJHmZChzpFAc5Hv99lacpDP4mCANY1AnQTAaoO8KR9lkvW4zibhVwTkRf+rUaQyxqE6c5jPoQB2SGlRFprVTtyCYXdTm2NcGQ7//jFCDH4Uv5L/z//LP6Y/oX+U/8G/7sAJQDJtKEOQBH/YQUfsgZvqIBQEA0NnRGJlc6S2mVW+MBZM1rEjw/lys598AvPE13ctnCjOhVP/u7SdPKGEh7QVOZJuMyLCOuL/SsMKwDEDCDocRS3BDbyU20E7fdthSIYNEBySOb08VNNiL33Swa4zKUN6i6EKBk2vq2+y/L2lyMZuoHBJ24xhy7ifmnL0X92EIrnXKx1+dolvuVSnZbwHgE+HVLKK2ZtGzMnRuCjAhQAPmoAfZmJnnBcJcCyRB6Mw86z1z0Q6WCiSn0E3x3lG+LPsyMaTzcHRx7wg5fRx91t7zDuJ1vKyS4l2l1aJUfYdI7xAl7op2CoC4C6P9qHvEFFrGRPiRGVZs3BfDEEe0flOD53prteiqIThEMFQKVHY70FARhfNBTpZDbdDPEljDPcbIRY3gvh8D2GmgpFwt44oXN76+bswaLxng/wXQN0Gi+g1XMkxEAtLKhtw0qJEhMZLc6pTQpZ7uElH1tE4sCmeNMVfIHD1h8GEnFY1sEhSOQjk1lVaBOqF4tSgOpJOxzt7mGIOnQpqiQQ1d5yfOYKczgpWG8ViBnZMBUUp65jxJFRDfZv5RkycXE1YKmuIvSI1YovHWug/pICKO8jWMh3HlXpc6HK0ZZSCrUbkVD4EmeYbApgmhZC5SqBIwyYYkZ/dU6ysKJCXAgwTQM1XgjVLUg4FPIkOCb8ImR9E+Pq5HYrakDRNZ1oT56joajjOfMtqwtpR2Iy/LxCVqFvodh+7z9/B8TxPLj+PEXRCCdkiYJO1aVnEHwCG8F9yNkk6p5jFOa1gWleVkAk6Wj0paQzdC3UA6wgK3trnyiElJx55WmD8yLN2uoQn+E2VBFqdsKREr1LG+RRdGCIcJRCfCcKYT4k1wKByCGheQypjb00SSqWL3dBJhPgxB7E+PNi3K9TvpmNGZ2X1mGI75VpwtaohpplZ+BrX63PDVdo5xkZd07jBcHEtj4pj29Kj8JhDo/27Zo3Ld2WWyeEdF5rz+qtN5bCQQOa/wrQdxZ27dESWEi8wtrySxGjlaeihv+KHgOicBFtNrCr5934rjuDYMI/SvZCS4/j1a9MUWaP4xkCKFQnm3nkKhwjadIihGCENgaxQSJgRUWnQCVbB7x9VZVZQCuD0cYZDmjmFYzBTx3zV5We2TcTku7pl5pC/StIpAun+midwxc+/q5C603jHLaz8HLrFWfK1relg9bbHjVwh8V2uLqTqiYuzNVcQCNgyMhLGGOhAgjL88Qv20ky4ggBIyVCzk4Lsu5ugYkrQRU7F+RrdEF3CB+xBaksanV5Voz2r1Sl4i2MwVJAmGzFa8i8Lc+T7N4hCUa4kX0GyNYMsugKGGHB1WkTBVxZR+Y6FCQgdQ33tFCFZAmxljAWcJf7Th5R3+KpJ696gbhFcwux/qskOhO1mplRlsnlEu1MG69picG7udiDc+3fwzIe9OuygmfYFfci2peZp9peUEeMuZ0IeNp0SrISUssN9d//kBXNeIJKHRRdoYtbfY9Ei7XPic2lH/DIsIQCGIJab3FK+iC2PhovZP/wSRTCCIljKUwj+FsLc3BZmSOwVRDAa8GVGTEEbI0IPHf0EcSZoEHA03FpYN8H+T4ZNGadOys+uc6UVVwKUJbmKgGSRcpjIjZtt7oYrSJZIXLtNFFZW6nS366EjbyZL0ly9PjudWKfbjCVTD7D7WpDo8KvQJ0ioInpRwBRoEYf6pAuY8NGJVcR1KZwiKS5KH7Lqa2w0Djks8esp1V614oCLQ2gai8ea1RpqC5OUJcs1MpEdR4ZQ2wvhCkgLBb2bDhtv9uoN2BiYD1CuLHNhpniRVPCLAoXggjdRYRsk9bP17YImzNycimCpvTMUCYeOKWpFsSFNNc+lPzt7Ti/SuDonYVnpkmVpXauw7Wp8n8iQWPwyuITgv/i/XiZTU2BEJFZTGbEMjmmcj6nTN3aOQ3B0Hdo13WPIi9OpkVc1CQU26aqqaqWV19JRykwRP+b/+NshXgoSKFOJ8hCQNAgj8Nga58D0QkNQoBLgdEVHCuULSAVlQ3KgFCMurYmWmqQnZiAFY0DYDvh+lEkxp4EoDrir2xaO0NuwvqoODKvVcc6s5ma4LlD6diE0Ryfx2r6TK7qORxQ3Tmem0VBJTyfzT9egbYTTCxv8nUBmbuYs9w6NXMeixMpqaQzZTg0ca3rXM4zpS5Q7d4KmnPzhNJXiDV7e8f0MojUcSSYuts7gpUInUgKx6nGQE7yjF87hFEsdq3LgfwR6C3GQYC6D3iioKgIFlDn+oDCFGE1dnnrQE1K8JkBgEqN+5C3HODT5V6BVOO+fO2xKxh+GsVE7bDpmZufrfjJr6norqTfluHlUyVFYXTHxdQ7PDbLH0o+mX36tTfmNT25yLN0HBJc+a9kFRjU104I1KCNNSBj7GqSEUyHk+QEwqM19GJkR8o65zKPsjbdJsdasSQMxOo5/k4/yhFXhbUGSSr4TUmjUxzS2EnYdcEhLqZUnBXXcNig7gTE9IM3Cu2u78CZoMQ6LF8Ig+C/OcMLomnkau2jlP/XWRoQ5K3J2dP+Gk9z426EOp0llvW/j5OMU7vEmS+l/BIVeKb5IhGLBOovPGDTaIu9tJH/+Kytpx/t5Er7KjrPz+izcopwl+/d9N1HNOtL2C+L02g1NhjKHuB8JhvzPqvB2XR3IufnKQnsKTGKo5NhdF92w1BB0Bx3jmZK05bJMqimxusWEh5olCKAu5XSAleIGdJGRvf9kDndlBweEWFIfWGh1GQuh66/yNaY9Vf24zhGuMJSgds6zd2CyPGvRNTEgcT3EC6uKNLBXvUJZ5o5CFjln14+UVTFPQnXZq7G0BjnMyH2TCBfN6bNyMRKfZR9GKH68DC63sCEqSNaRcwJ6SGnUGMXR7RO154yZHSrkE5uFZGIxs4C49t8F2e9QURpPm1jTQesyeya+XVKX9opxXPEveCaA0B4CIMJhCINULM3QpRbj7fMopmzwhm17fIBEBcgiIDjnlbsgl7phuPxjS4rL1+lCbkSCgGM2YsLIrwnzMHUzE7XP6+PO0dEt1VUG65+TXo/vlWl2m1rB/FG57bEyoGUssc4q+2VklM6FEg2nU/h47WY6wdtO0bxdFrpDTbwZeYFsJItYj5l6sUJvpuvaUzJnqxSvr5Yb2PxSF1QWCfRQrVUc3QdkgUe9a68V2DQLF/SY544lciKKe7zW76IRxlGmeWNYXKUGfL+hbmMADUAhawhtYw986gnIGZydDOMY9+xOHIybxNN7TrVHTNHoQl06in7j6FBHd2dHw22KZPZYcOEk6pKdXw4KXCTlkMocP8afaj5a2+JYozkOJOy91//NqBfAOwAWQbgzrawlpqPrS8QkwDfTJPZLXG2+Wd6TS/4tvXX/tTIsZigUtrRamrxOUliklTlh09FJqMS4sIS4TiETCsgEjRcXEZWakiYma622JdtVaaDF457OmvIEP0U4/+yhr+NhV1IOKgUABCLAVv9SV7EckDmv35WgQXsNCrR8vWfmVzSiRdxY60a33domeitTK1Qqz1PS5elYldtVL0rEJCrfFmWuVO9+KlqvUL0y/j1Ai263sXGw2XCDwVCYUBgLBsEgqFwmCIsDoNAgGyQkWCJoaOlVvKT2rKVtjcqMt/W2E/NRjyYoy/MpJSWMnxYie1ulxiR6yVYXZz8RKo4ckS7wowQJLOkkD7Zhgiyigqv+5Xfdfnb+jWs1Ldrybu/yNv2d0Oe0qFWztth6Xw+0Z8aTvr1lZRd8TYChoSPigSCgSHx8eDQoLDoqU+MjI6PFgk2FjQ4cMJZPbpLfM0Sm1C71Y6oVbteUyP7l8pLi/tN91O9DfXnfuGfjNln1PdWRLMo2SdaKpnnUUG2aZaw5VUwe7FvyuxHiauS+Q5irZ8uzVWX5qU/71Wpd4t7v7eVa/pfdPlSvC1B++uWLppfrKiThoWUNHiYycPgiJHCRMoZEhxC8IrXGfFCrjWejNSghwrxXxo+e41KFfOnQyddhuoItj43JJ2bLd1ZL81T3UtzbUcJZctKTnWqrMsLwRPWjcd2zGrxnwrsXNmUl3LL4CtQ72I+4KkSfSMj88Klzp1WdfbbTlm7CZq6jcN4cLY8onPhp4Yy1AQ2kaHHEGuDiotYcQFHIC2ZDEyl2urJESXNXSM3QbtFLrsTdiua4EUiLLhuulcuoKwKtXojJJM1xcYv7t6kTB8WL0fojHqWY1I/gRQxrPcp2b4vFwVNCrRMsdNCJBdKtXCvL3KDalDEwd8JWyd1Fos45bVZZJIrnUul0ij7pVITdpG2bY67dbljEy1WWFnbJnlygjreQu7zRyUix+W2mMulqJmlhJOMtZi7g6KZq9KXq7a3hYHI/76dq0UmeSlg6yfiauLWjRABQgAMR0AAHeAC8iKgMEBLAOkEkPEE8DrPowTWC3GVays5FQ3uam68qdu5NLI7BYnEpNLFpVZsBVQpTI6VvFDrEQyeddydCb/gM4Hj6hSr4LuSoU4BPweo8JNmZLgMa7wvwM26R0hN6OFgGbp4i3dHPOlrKHWJvmX7ogSGPn/UM0DpewO+IX4WnRBhXpiYOEGTzy85ZMPxPp+jPUeyd2COvXGJscNkPp7UvDGXbpkIMFkzcZICQThjHiOXvzgWYhPvWcN5iXhumOHXBEEza7CMUIy7GQQo6hgWxKgEhboQQU+shHL+6ogw5pFPpempjPgcJs+hV3ZXMFU99iUZz0LTJWlkQmkMIsYj0UhzMmCSRrQgkKmNSRQOKkwNIHrBQAyI6hAVdj6Vzy55LidzroPCm1npfsUYPCNwYVondeJUJSx8eXYlc/JRNFLWBNZIgwh5vNzKcSpjZ1lGu7xFbpiSMXy08UufBJSkSYI2OEIuKINbAsVjYhUD3zh+9Pr789POWgFLT6mFLN0WPWPMI+uk0/eFaRD0Ha55jNsoRkNECTiDeJ1lnhBoufCM0JQ8qZGSuiPMx0tsPJ/xeHMYALGfSPByQBHg7oMxBt1xIF/ylkE8+0R8kympjIhCxekbVUEUBh26y96RjIpFypdwfswhyUELU34rDZzTCFrZ66RZG0amr7kCNmlEnUdpM4eNvkH2ctZq8z/gGTJ1Frfc4x07xEEHFTC1MGCjhOAgsfKkGHM8jYeU/UDbuVeVWYXu/ydQf/+i5CX7r3P+qX/hZyGf65DLg7ZXuuREwjxiFNgb1VFcLWeQk21YaiqQS5xo9RYNppgqiBaogekW4O2+RAKCRQwbK4VU0dpFaQFuGtKnbltyNQuIjGtM/Xmw9tFVR+LYg9rJctK4kkmEyrkNk/raWqZLn5iIvXArqvfehQ/Iizm0OedX4jOPLEvQ25JPW37XRhCapvGtZnUnZDLuYpCXIqWPOlt1/43S5rTWpYi6ezuXrylz7M3/cLjrhIlqy3BpLGQay9j++tSIVJ6JK3bwTK+E2TxIOCajpGY/0RDPQgRAXK/jzzQWoYFNSRV0YwIOWsgQyKFxL1W2G+Fn5ktuEkxSx1PUIqtEBXBW8uMA9BT11O0j7lptqLd6YWEwS+m3hWl5nRgOR0LI+tWGJ/2KUmHJt6YzH+B7vzeEO1BI5ftoUrNzUxuRV1bcABM7/vk6fAV+JtSjJCzmRZo8R57NNCCyfS/8811jcJDqv3cGE12EJmpizIDFYiyOGQAkzlNbNstuO4aC8KIvyNCSU5AiFL8cgVprK+GDarwCxxlttFJnHEHVwUtIa9nrFLp6R2pJzsOSiBuqotMXh1tn99kJhvl3kCrOy+K7VKO4ey5ZgyVzmQ++Mod2fqhdt4j3lMwH161mwkMlsA/2t4zvK7i5njZQU2OI2EbQMsII4P2kuUMi6Ql64ITH5r/mXL67H8sCnlv8k6Y9fkZmVIvdXl6Qa6Oq7Ir9YoCmHzuMfVhnMOQCmluxiHGmqqfLs+TtFQKtjhbN0YDlAcMJxgQXkaI8Yh1BMaeVfIW8eEUAzr6I8TNkJesKqNyjQtUy0dAKQvfKUUQhhhqynbxy2BxezThKYz8GDNTBuWnP4QdOM3FZxYdfrFMSs5FqrlXQVZrtg4utGbVGjVOMGeU/rfCboHWsWhZtbvE1+Nu0G9/KTS2C0ns8FgNLtMWss2rFBlt/kM4S38dhZ1rWyW3CzZCIsfGlqJNV0WYy5OFPCLajhKoTQvCmd6BrGBCweZRBhAKTbjXANKRZQc6IglYRFCKsF77FJScGyFtSIVAIWQ505yGAgt35xXF9mXZrougl80F6Fny60vTvowhOuixfcHJCw+7D8U4X/k5FD+wTaI6EjCKd5GViUN2F9ZE6Sq7POJrX2jI/3x2RBQ/A8J6BD0nqOhr05doV0oSFZtKiJqDgktKRvcfheTZHhVB04JudYmzwwjEorA3iQjcTkLA1//jFCDLxTv7p/nn+f/8CAJoC8wUFBuK1mFuIJN1U53BdiK+rizDHOJURFgyLH6GAGzE1J4xq2GSGCFIFBUoNVFDt1LvNZ1k+A1jaTXWI7SVaqlmg2AybXGAJK2V76V0hGSF/K44KwuDITdnVSMNX4fJIeKRO/VLYPD16rz0mZkT6rC+r12uolpBl5ZxGmt0D8zMkpbRP17z/av8rHn3EJIuX6WGmLmi9jc56ovdxbMjxF5U6TORDCpYhS18KVUbYCsNeQSbCRrL8+x9FqtJKRRba2yce3XoYs1jIpE8tJdiGZHcaoz1rMOuIPOOWYhJkPJWI2cNWUAfkUUd8+ZPWpZ0rp2BRzfpSEumGiFwpN9KzA1YhZn5pPh1W2vOf0IEfET8M4UAVWKDZy6Q8YrZEFHUx3rQ3s7buvwpgJ0qw9EILfnKc5bR50AKfjPtqPcWsm5maFXCGFlLLJbiFoW2QbY24StV2gIfLdKLufZo0gHH2XknoPhf35EKjK/Dyy0uYTda3P4mir/uDSLM3zXlaPHphIhdrosl/WnO46GmLG+l/+/YfwZMGqIZRGn4ljVubghCW0dEVAVZCnjoYNCd1WWJLYRsmYhIkBNk6K6LScExBM12iXSkxho1Fi7FgwhSyCUyxq30T/fLBCXP6PCCXkYGviTfLVNzibFkOwTJvrW36qpMD71+hYksGBk+opSmy2d0kZBZOcbhj5HvU751zWiPnYQdbsxtAGOyGlzgpNoWDdRYSyHr+Xom0LEQesnU/pZun+9SizU+r1KfoVX4QpwWn0TFKd1YzB4ET/fa+SuLJTWygNLco8lt0h33wP627Fk2Wp/XwZty3qSV0OK/YyBQS5nEd9Bl/MiWJC2lMiIUWsqJyCSvKUcRo85rV3EFmsi1R67Y+WEVErVr6eT9qYq7WlFrNULwHlEmJjNVfnPtees457jIK001gryyj3i0dLTlOXSzFPKT2WpxhabrljhbiOvheLdPEIS+RfSpKereErYkCkbZgKqrmgzAepRCsVOOoy/lffwhSKfXu7f04jM2ODPE1eEzqhHUbkr8vEqXdNSskRMb54ivRoJ1bh/H42IEZZB/ql85i6so5rm2EleVWWydRFPoz85xRVTfURYh6f9UJKVtH+AEcMMu5WxIDjtST4TE9ZUHBOnPjCjQye813DzHYdu+XrZVkp9f+WqmdMIaC2HLPzELuDxLoEMLwXk2bhJ2aeU6ea4vvnaK07VuabcNUGlvH8l73QielTfS5Oadm7BLToPagmUElZR7a3c/4hEn5TWg9SqAb5R2n1KP/1bI0ZqnIbNNMtSjXPCUzshGBBkvOVXOl3BbuaslRGq/7xmhEJhL2UgzL6SToScKwng4Ji+bZKjzlEPdZS0PwBHeaLEaYnzslHfdS0VfkrRBCBESStJBTBmUIO3L7mnNqJSeRUYicQuOHOPwEkYUBoSzd/2b1Ta1dzEhRwAmQVBIT73ez/lFjaV9Dwn0fhwrmSmS6UwpGf9xCI/TjvfSDW48ajmyWPFvXoy1B9fexWlMZhdXKMETdPqd95m/BOgh9AKJ5BllIq49bsVAeJ2F/oqkUKgmxyMcxakXZf0kIcoco9tKMFmSLMfbWAzUi9LbTSI9XXYzCCtL91FKc9/suG5ubjPm+jQJjyGDvq7CXugdA0TXNC/aqrIY8TopKsMiScuZUzwmHY50hHBdS5qvIXcqHsjpY3L6EASrn8p1opEi1WfhzU5Yd8EXZA197/32RGODc47QjpfFXLjLDEHq57hVVfafb8D8SoNcKuWe4K0hrWWKJ++GqQuKZqgobxGTLcrz81O0DySTIa7PydDo3F9NWGxVFNGZ50pa4T2Ew+7PCDEpaMg7Ct2o1O8lEolW4RUsyM7/VmSKqP21srhjpxyhohSq0V7fv6xwFKRncXAdRcFpoX09GBHzxlEIqvCYPCZQkCwkoENLW6rzmnIu2xUBBCvkmOuISu80MRGCHXh6wJaL0TLntF8U7Fxqr2g5Eb8CQDeNxdCx2rZotTRI+bwWU+KAGwlonw6ClRjkkpnoumK3SuqMgEjGFSLlXUam+T5mlOfqqiKP1mFlKAu3xalhaeLCnG8ZXmYoW1VDbK2B+HRkHIVbOfqJRVupWv+YUU6bvo41/WVH+bX3fclaGvRmzkjV0LD+xrJVXEQzZezq3U/os50B2n2ZxXlKSP3OU8koRLynnxJAgGnvo/jEFmOAS9iCbiYFlaN/y5vyVQQwYVLhQpWI9kymciKirsVyOMb4S279er1Y1f8OEMwhjxUn6bAsqQNHK+DPn9Vp77Kyj0A8V9li+/DG4QH0ajSKyK8ng7DMX1DbfL4Rhoj2c6RIWAqCnTRcXNiDsVrqziqS3fz9+xuRAY/ymXJO9IT0Dqg9Yl5vCfE+yl8oO15pAyDuKpA1gwWGETG9NmUdM6PDqBuHEvzfj4nT5PEZxkkAoMXwm637Z5UpwSIbxvMJSrY/AlhiEkUgvARwXx1Ge5jpG2H+G2McZq5M6NSB8Ro5QJYLtaMuo+ve8mbnm19ZFg6gbDpLqTVm4vNNUDoNEWQxjxYMroobj57gSbNyLNSHvtSXs77o4BAMhR9rxb7BaRg+DfG4JAsFS6KcxBBtVv8jYt9BvG1L+t3r4J21rJOC2gdMl/0fyv/mgwqtxq/ijiM9IYgxkgTMqp72Ll07XnAkCIRbkjJmJi4aUMpRozTLTScpukndXQCmG4QZCvVSFgFIMxU5wbAVogD7FSY5GDrBQjMdAhAp0OMw5SQx4jMBFqHMpqOqvZmJvbvian3YwLwNJckJdV3+mjn8ssHN0JgQSptaISQm+Od4tDp8J3KpRTQjXvT/lYgmX8vfq+owSevnMWibhEp9Z0fveUwE508e014q1pXcgNvlltYdu1brJIwccEx7LZEw61Jd8hfpUbBnhLGjhkCCX5SxLzxxlfIgu9lTLvSqFqKbVa8EkCXfyOp7Ul8R6EHLbDi+GUNtqCnoyPwCpfzv/YmD4McR4kULrp9hrjSFEN1Nz2mplPegFW5HWm+y/pSzH92hzRJG4sV/jdMISWeiqxutMwSZfdMY3hsblY1C49fOdk1T/O/89vhHJ58ORSNJL6abe8D3uladjcrxFd7SpHCKTZJjr7LT8HS5/XVz+cVkFVTctf35OG+pve3E8pMU7Vm42BQmsdXgeog6i4tDKbx1ipgyg6RekAVhb4bWp0enSGghB4Y/HAjK5lEog71IJTiIINIyk+egVzKIay0PIDSGgr9wliiK74fYz32LITw4FCI3T3jKLKFDlBJzwdQ8lAZYwyvmig0iXP1UDiLyCFSIfZWD6lirFf5nsKSzFCd9rteFgrz13SuLRhbY7xM2ByNp64dRfQcHzuUQPIOCP0oafzmXzyD29FUxSzveaRr2lcbuUIgyf5m2/LMTHitDUfl2CY9XrxyBlIuKGxCQIrKUOI7cfrf0abLMDk+djP0g2kNGv6aPNbLCwqwvMcBh3oQE/s8AkUgCFlqEvw4CMEfIa1ymx01RphNSxjkSZPBZDjrqqGWTjTTIw6BpsdL9dVm6lmq2glEv5T7U63ItsY48nl8XMEs/ffXpEkmepgW7Kf/VHJnOJDmPbNjcYkljKCPXTRYcS7YRnTrtqsRjYCT4BZx9aslT6Wlrk03QQteSLnRkr4jHuL7RWWsRT8FfEL+NsTEhk5KEl3Xu6crfju7kJ0tSbVCV0xK10FpCcVbORK0ND7SRa0rlBZcXCuFfd79UGmkyUUuIZeX5n6Bba0bpG9pbN0hf04so2TlwpCdk+PaYOXdqzFd2p64SpxPSABJe+ExILV7KeNq51laANe5hwvZIEfu18b5fBLOTrUT8Y3yS1m+yTPR/j7f5QeOQJnq3jtiTr3Lzo8ZfgWXuiKHg5ligdvOMdfblUzJjCu807JJ6Qko6VccJq0KrLicPx3hInnWHr/Lya3zJCme1OyNqm/LhrLsrp56q0r0tM1ZR7mTVzECzU7VhJaGZ7KWgUS6/zZHVtSomE5N7X6JbauSZdSHjZ+GiVDJG3M+M4v2MC6OYEzZ6wzfInXKZuTOOfl5YRKbxFHxG8BvKNJzQbmEm3YjN30zk/jrBE/HWbNFhb6zkIoOlJEhduqdmWkyIRx6HNbVMuOPLDciGpERyDe7Eis8YY1HYssJEtMs1LncIxZeQ4jAXuXtjku5X/q+CsV6W0pwWmQ4pAlfK30LNq1CHnkVFWi/BkvYXznDOz/nK8Qjo90dsJrjgjSm1hp0ZyjCh5x3Lh/feQqdOF9w3l9pZ9NUlDmtWP+c8mGLdJbLIrjG3qmydW3clDChoI65NaiWCOFf5lvNlEH8oO5SjFl4Nli9+63yYdnUmNUOVQNKPFFSmDJR0CO0S/tS7RUsNOQvnbBGs6iyplByKBRDjtWEZCvoSaqBcC09pZ9OajYLKwMzw5IXo0o+ZxsFPZEmJn+9riIZ3xLfEH1m4D80JqicgOhWI9w3toEJfzLkX1QsadhKZhU49ASDw1CpyJXLOVbOqKGSv0cOT1CJBTkbe0H4s/oiqVGlVaCjpiN9oythbffazNrmsr+tFhBZIk7ONVQ0NLiPm44xNiQDCxPxktzbmlKs5rVlltGx3sTJVBVq80fww2p9TUlK6LhVrDGZc6R+SNrRP+hEEEn3ctStWU+Z7D3cY+SoLUYXCHxOvrwSISix4kO6KohpBi6VYjFEJrx5r9igeuRkhlDi+WNIryqtaVgnPEdIfT7kk+vslxq8sJQ/sW/GipcJqdrCU4Q7yKGunENBMpTkO4G019G2J7pa4uzyKlKrRrmmAfYzNT2EqrQVRl3GPkmOuFHrKsIsM4RRqDGqswqayzww15cYtsV0jlV7pts5wRfcwlY8eaiMhBPsbCyaRuvQlxff4I9BCr8zCJVOFESKdSa7jz4zIebaqA/kjhNLXLlYm5hR+JU98qIlDuUJ5KU6O2V9EU3MrCu0O7trLDCG3hQYv2TMj09GtU8QJROoyGbyBRQyPU1tmmWJbF8JQ8mXHMZeRCe3Rk6doUG3daKHYuQVzxN+8JeVWQkU7DEQGKCIyYBSIoR8p0BbMSSNE9hWZZtg/MvctDBTY3USdU6WHR7yZFWZPZClXFuv+mPUXGC3XxUJD7eRHisWElxSidW/LoiTUxekkPbJZtBNel6osREt4JbgT1xJxD63jkSeLBiNQTscBFJCr/+rOF4HWtqsaG7wAwyOhhzUJZuSZhZHFeu8hTDJxB2Uq3zIE1+i7M3AZegoJABR90Wg1rABAATlwNe+i341MFZY5EG5OM/YQcfhOgmbwbyz0s0UICni3FzURJU03tC0+M2lBb6BkBSveieNu1ia9jYbUZcvDEC1ncunf47bQYiJIH9kfUncP5nvgCxMnkFoTtSxqCKqjIiqMul3dx2ImhpRKqeV2GxgtmX9KiOPSHJc5lS3u7rlTYC1DYsAhSiJtOVqY7+f6dDHdRPkqcjwFqS4vBpFD4ROyBljQOwlVA9NJhtMPxVhineIZPdi25snIq0uWagSpgYGjaPgiXOMZrslBKlO0sEZxjFiKXOQa4h2o1wqHl+kOStD8I3uL4jHCNeyX0Z7wi0evd9UOrYvqf6xBqxCJHoOJfm3aNT0zUg4bdl84DUxFF/Zv7x6KYIbYOwdpZDUWdNVioZQ2gyD0a1QRB5NOghLEBtvCUtHQmiSpnZCuyv2OyZDIoh1FEQFQ1EQhMrDcTIBReVhSMzQVMaCixr/lRnzhaHadTMbnA8bMFhGKUDGylniuXF5So2KWtNhx+PgrSlCpTo6cKBxl8rqogU0RUZaJPrHKGljNAGUwElIiDTpA8TO+k1gBrh98LdB04EiKgYcsm/DuSjmCvvuMEVpEw5BHJhFkNNNmwIaBM4w6ECQVfHNEZrYmhc2kaLi48ewlIVYrSUjUSZTQ6QKfhSVJo6R2QELhFEloyEZlshoVIsKTiJI6dVwpp0LdlByI++mSXYMEx09tlROCKAh0Gxwt3pIJx1ZLdL6mXTvHkzRkZYK5IFqiMqbSPkzCErqLiOmL7omTVartN1SqncvtuR6io7eVSNOWgmHYaBcg8L0ULmK1grVYRVxiiuZzQRX9Iy9X3VSEEysbJR9QipEV7Z/Cld1/xVtZ+Z6v1JhMpI3U1qW+s1RezTaJSheDyue0pJYnWx7r6lH2TF5IyqnXUU2mhNSiDNGvXL9sEJmU9K10SsFXkn8ICMFkD7Ikm2hPdtJJzg3WOFElSubnGxE8rNYrPG495HKRCU4XL2q395Kzq98cnZOiPxqAyS0rSDPrMGaFuH05vGcXQaKk4UjNzkV0rayeaRw/tDvqNxIUH56lZevvk2pk6NTv+SXUW0VTEpSYJsyzPt6Y3C2yMvRgiiijdgQ+FYteRM0y1Lq80Az0sh1B+RJkVIdKkmOyvtWPrfSvvK01WTEIat8maDNMc9hajBKTFNPB1CYdqTotenFT6aOgaHKBIKEkC1KOLGmCJzTzhzZhAxaWYWzMOycXpiEMW3GtOYoxsK337wqCwh16sJcYSp22eoI0LKZhQ1LsgoK7o//jFCDP2Ev/8GRyfs4yyYIyQTm4XTKE0nN00+xEZEuomuokqwvVZWtPMV9KNFicpp+hrfkESGUxSRj+kmFVSRG54KpaZzQig+16/vIS0aNgsFQwLqVVJ+FZeJ+vaGtTW0+cWdCWnVKo+xVlE9gunFGbRmqTOqYcjHStPRjWbSfP9tERW2uhtUhORa8pmpXHrkhLq5or9HH8rM1Xdi3tXx5FQgy1ZEp6LU/a2tAnBQ35F1xlUYEZkDKCDpCPJJpR6SPpVdYTMvtJhmsaQx0AxBqF4QLvxsFot8iyheqCyBDyDOccSo4n2FtILEJJ5fST1L3ZhfpJVFVlLDxPdTHXxhDLXN7KPgAHIAOhKPBi8gbiQe+iDhroDAPfHdWbVjgTK5uzJmhSTeqIXyCjfGvnxkxG9kDmXxlx/fob1dbCasNUQUcttSh0q/CMsvWkz2PULHFHBJXetJqIyRLZXRTr8/9jTOED6DCfqROSSVtFek7WXWi64rHS9ElEFFKe0Tav9xHcuTSJpZp+FOQ3dbmYIO3LTu1ViCVcovtIkXP9cmqYVXYo41JU0V+l+16LRvooZ67WqSOqHH3Gkjphpd5D40qz4zEbJkOdxPtNfdgtBr3LSWX7CzqbClbI3O/htaRhhwABZncZcwak0L/4sJy/+ldUdF0fvv26Sv0NHQfkVD5q2xRuHS5ldYEJFR1DB9gqm7ew58czZNQLVKdQ6X3erwR7ShA51tw2FRm4Uyka8mhLJVNJgILJJ1oE7l5swIefRl1uu6kmBxqNdbni9/FszSSovb+kE7PLNZnk31a/Xmc4zNm0a8rlSClirkOrVJP1914fWjmibGV2JV0lBk484ecFC9IbPnShU8WsohUSR5HhA00M2qqHEW05RZDCxPQmxKtLayCq/zDg13pCiYM8TOuR7N5HDtLK1gwPCEU0UAkZCRlCVehtlUkYnT11QqlmOqbRNRKRK66HW7ZtbPGOm9SnahBRhplTdjeEHd0becbWMbVJEcENwdaLo+zS1/2obZYiGQo2ElJkgNPEYkIZhFvX0qQgjrbUUF4QXEsc+M6OVXfWSLS6z+GIt6p/WT1Sph7EkLtNq9hQ0kxjVaaEP9y2ji4RKKtzrr/4t3Kbx61mf6PGaCzNWVVkInLLSW8yZcRs+0rSUDCWSlz99muhJXCxiWgzqIho8KHGlR5EC/JgxYsCHGhQZESJAgRpMuFFwQZ9KjCkSYMWLBrzYMKRGiRIFizCj2YcmwBLAAAApgAAJPQAAagALi9A5Acp4o6nhWC8gtJcRmhErfr+hrhERB+C2IT0YfjDhG4/CXMxVIVOrFmWV3whgrTmQT7tK5rvvuQ0kOn2joORpq+xPTiFWg0IRBwiQEEY6dLm4wyt50+90vCd29McZbireMsklspigEIbhZLLLIlc1MvQxdND5Mz5v88TF3cDYWD0XyG/lVpIH9l+xJdSU2NP5/06R5Ru2tbUyPCZuletEazCYiwLwpNWlHT09/K7qx0cVCYhu7DhxQqzARiodGhMsoM+tKl9edePf2tbWu6YM7FywekpWyz7KJobNL7PuyM9Xm43LaUk/8q5JNs0dTIBMIrtUlH5KlT9uVsKnPVrJVHVw2dOlRddfrtkhE/A0bEyaIiCf/YN+YEnpCC0+GuRuhN5FV8j0+nHZOCEkGViRzQoakzEhc+7bSJksdRsXqOW3oWIbSIJO7Bb2Sbltrs2Ojujmy8UEd7SvVYIBbBeKxQqnZFerUyras8rVnyIlHoZIIVB4zFJFD4BB5dFonB4TE5HEYrB4XM5HDIhG6HMYVEY7BopF5LLZrS63T2fADVgAe0Oz73EIqKULYxNiBgAH6R7/1QFIASoCrAwGuTOCNjAxvUkrHxGFZAKoJJKpjYbEiAlwVjCeUswI0GQfS7RlB9yqggCgV5UZjmlDFHBPQRMSMta1omjb+sShcZy5JWrIrxUCIJhLzPCXM5EMMqVk8r4o4gsmCL2fUW6PE38cnx0tFsJZonj7P6Jv8Aulh/HkGgal5R/CK22LXqN+oehjkW7yBXdjkffjceyS0OhURVTCID4ubnQ7phefZ1lOba/mmC4GkO0aBi+ebvsVjoDVwAUSDDdCE0NaFRA0YTsTkO+CvM+N/FYwGFOAjY/a6U1qzEvmPpRYWfabqh4MiDaGyU7KM6X98hMi+oCRYIECZDlo+cG8OfdhGRIEhadZ7U8QElz0TVSM/vlO1eFUC41Wef0tuLkzfzG0/x5pEQ3THdXb51CEJE7MtU5mbhJw1YmBIj7H5a9GsTqLOvEMoNXMjzO1pof7tMaE9ByOeZk1LxfxmimoQjPgllWdsdE1hkiBFvK2h11LEUsoTUCwde7vxLoKDGoiRyHVHy0KEGeGhGkEBEgK8h6ZFVMIQhSERUU8EoFvqWZ73OcdCSsiKYJmoiCq1mjFkKcXB5iwnuLMwaJ+07zoElKAVhFEq0Vj2iTjxs03hO00adFkZVjMHYWJbFbwJUGVSeqMi8U6f6sddwtASkK+Pel8BKIAqkMHk/OSvaSOK6SRUqGta/ITeEB3mOQCGhPzQvcQ1I0t17fLtR0ZQquhdiREI77k68SSehoNSawbtZsWw97HN/sWEZehpHjCp8xWWHAKMrVBex2igvXaHgin1Z/7CtuRF1eG2Nh05x08VdEZIXsEqQsVkypnRFyezAmRgO9P84cwSLOWGlN87RDiROt2OL95oxXW1XkTz4OIVY3D3cqO0lBPNebzqO9cr1rNVSJZFaJ5kq+ikOaTosIuX6EltvXhrKzdi6kg2Xoz3ZcdpKrm8p1SjZfXXLtTKVMcdIuVGQZtihEOfI2RJiRINavcp0rHa7brUInMJBd1xHYcMrgysqPhdhKjZkp6EqXq1mlcEZaX0obXBEaCRhVo2USNstqCYibQCEMR2Kwpdzvk2kh+MX+zgKAmHwXBYpssVKNExoorz8lKbbk7m/H9KVo+5WaNrvH0VKuS8jUkfkeTK5F8bnZ6vJbmTgkIniRmRk63/2xDQQIIVTZ/DKvnCkWb+tuqgeOMGFKd4afHyJAoUnGmYHBZpqwgDxYQWaeeaIeX0MHoCKBXMtfbPjpH3EPZ4YGhSTcSMSQg89YiyRu3u2qvHDEi5NoSSSnlNocONqu3jOu37yTjnMiapJ7d1PJaKVqoFBRKeotaQ0m/2uVxtP8ZCBwcKcwpdmtXZvCgshnJlcivFRPNMPXMlVV2BoEBp4YICHSLZd1v3qdR8yii6+lODAla9GuckW+yI9WpF9O94fyTbYQ4tGbhCnNQp2fEI7vNDFlLu79RtOiCjx5pbOHmvxQc11F0XE049TZ7SCE4G0U4eFnEiCTUWMVnnFHUS69MQmm3aM6yOaQogxqSBhRZinU5TqTVlRHZG/31q6yelGaf/ZfDEbNEhLTTt1FIW0638MBgCAR2YJCUz6hAQiBILLWawFO4jEc4ZRpmZFRJ4kLEiDmZrk6F95bIKo8WmWq1pa2V3RnvQxCPYhhBgYwYctZo3TWUELEgWL1RCMakUGQs/dhy0NLojXbTV+7z2/fyYuDMEXsBwc5ZfvCVao8chNPeUxH5X24K3j8RT6kuhChEtb5a2uLDXlBCvErfKhCssgQK6FV408jydhtEl12OO4cc0yiHIJm0Ir64af9XdOsvikXSM26Lee9YjrJyzeWq00UKUzPXbodzWCjNFj3v9zNq7FdSCp84GGGXdL3lml4iHhInakUYQcoooIYjCBU9Gp1aSXiz9e1bVZBCJrp/LMU20ZGr5BXzB88jfWpxoynas8EFNxGstEnhOFZJq0hN8miCkKt6JuRml6Wl6qnZmlLqriOw2fsFKLLhERW3hhhUvKrrpMWgjBqTa2muR0CArfiS1RMWlLITpQK0+i1tjmJG2yHnshvnWnpbc+K6kzlp5lQOZPJ5FRilWTWGk0EVLTzSpaSS3x0rQFVUJxhhRXZTDoRern55Ff0fO8gkwRiqJ0woyPLTJHmsWTrS7X83v7zjnTpA4qORGT//spgeTDcj1OYKx3OcISJMUJoojVwYs00lPZRxy2tFQQrHTh2Kaa2S+pjTx6raWoxk9SzcUKFIzma+GhL1IOM6G+0S+coEMVUSm9Xqr1aEGmtTSDkSTJymuh8FfNlupxt0BK0O2Is23VQndMOUcVF8YokLEx3QF3bRV9D6OUwrNslzpN/Ely1K38ibJ/rP4ItZmbKEconDKwiTUkshZqVPQkf2QQvJG2ehSsJIyINXNS0xwrl4fcxS026YqLQ5ChZM7pkwlG6GdsiXkGRCGmqiicsjVsofKlayMpKTOagQhkTCY4Km4u1KTmsIjpYkTDiZtwqCicXyUpFOew7SeLxH1/bR2w6r66f6EqUpHejahUfM0ovE6UdXKosh5nxDK5HTaZ040iU99mbxrG06LJLsXbmKIYnaotxjFaT5XvtabEEQxSVK2ZR5WqGSQwTETFizYv/4xQg040wADAAWAAwAAgALAAj/+7SkltB1QAgW1rsF8Mhw4u/YxEROSs28XOSXucvOn/VipF0QZdNOF2yUuU62emJmCjpsUpAuUsrlHKNtXl3FGqipxpFs12c/YRt6l8xc/jblbPpXcr9KvWFn1VixFEp2pS/fJwLOtLuTq9CBLj2IsWNMhZaHKPrj5sfDYk4/V7DSpwY2KTbxoGRbg8UhKhlu1sN4eHc29QgFUJ4IRCEkSxoIdeNGHWjB/2hoZZ8HEfiRCxtbrukV8U0HGfoY0GdA4zrChr+2kdrum0vWuc3SK8y699TFyzsqRB0Xjyoa9K0GuFPj8k08UUq/8WnL4jtB0GuY1tztlZQnWXn8Ogf1AcEEFtyCAgksMSgFXiatMQhZ5WpAxqD1GY+BcU+5CwL60hfyBAWZxek80UveF1cMBdhigiH1uBOSZg6TE+5UQytth7heIv/IL2thg3M3cUI6GqNTPhFrj1Rk6Jb7IjVIpRefTQJaIIVZIQxJJSFRiHqYczSAoPBDL5mgQpiDYDTs995ePw4rkZYXwlg82KS2sVy90bSb639fPy3C9F5+ECWYrLpGaSy3jt+xGYZBphMQEbirwphxoZya7kMcLswmhFTjMGrWGRNOMCj+y9haVmT7ZKLw+avmVzbXfQlaEuowis9Nc5e8WMEJYRnrgNvCTyJ0Fp/jeQgkdM1kieFhFe5v3kMeZJtY/iMvhY9gnsGWkxVd8sXKUUEa/1JEi3PkNqwcnf3vMc2ebobpxCUqg6RjRpTBx0wpksBKsQPIjwe+8PTS0SIOmczkZPwAh4NxIIQMC0hFL+NZJCudQYxDgtYVNjGMB5of0J9SYbOdnCDp5DIrILQPGJJByXbD60UobuwrlH1flmpSM/8/n46YeBqjtYQ+PH5WWiGCgTURiDhVhqJFzxX0+cK0OBJt9bKxrrW+iJGX3Iv5821+RilteecmiAMfZsGc+21NC2MdZnOL7NSbXNrFazGW5c5plZbDc5Hfd4kKOmWYgcxxmGuyxVeZF6ywSf65U8uoye1nKjfBsGCZ7CKSwOOwIR3BHzVd0wZAF7cCCuTjtlBmTQvaMcWifJHPQiXU/WeVhDO1amRf36oo3LUplkJGZ+nBHfAu1dk8qFJhYQr5QxCELhpgbc+EpJjLNJDdbbxsVFYTBhVBuEakk4hS5E0VIkwVhxFq0b8jQ3moIMSNDfCysCNIJ71VE7CW/RjoBous/CSknCpdJQaXis7iUKeqVTUXTTIlrc3+sagW16yVnmeCwPspRkEV/sW8V0Yxyh7cxYIuHyE9dWjBQiNcs0auIRTQ7z4BkI9il1XGSl//FMBQV/fGZRJY5S4IgphOtEgpzpYZsfBCow0lqqXskSzNC+u+XezJ5wzPNd/RKE7C8K2b6Jf/J7N23B4QkU6H3mqmo2qvFVzYXso+tP9gN2Q21/NHMoz/yD8jLN01rSJAWanpVpB9lVukhVZDdKTSNvxSsQFlLg03ELLQcQvUmsoIXXVWRIbKzMQyFrLUVdJdKlTil+nxQCdeBzLfFS7D/KJpqbs38ji+mmwbZza+KithLb6M5YXfQsM4oqdMyzZs6+T7sS2GDsDMxiXZGnibcbiLGoR1NZlxWOshr2/V9lrkFv/dUqp2N10Rbn/6HoX5QmA/H7AUlfhatXOvpAvmmflAptcQuwwchXJJARrNKW6xtngnocfEmu1Z/DVmY3MSkt9q9IdYcJLPkmDqESwy7pC/2DoU1lkGBfddrDII4JVeJlFrYTXVRb3nH5R+k684txsBtTSlMC+NvYIzrxBE9Ne1hMdZUO8VaNVNgKOj341vPq2so2PKoJX8iW+5OCrcXrprExH+FJEf2LDybg4w2QgAW85kKSqRlGvNEwbVExIiKR4VkbCohaE5XW66H6kXcHqioI8+Z+Ve6B797ieVQSAjGndsQeVl/QjkxDODXNEwQBjdNJ9bF4NOcZN/23YrLzP/bceYza0twTyATleoQrVwg+ylVq/I2PRYkaLIy6ECWJZWwpH+i8d5bCQ5BhlLyKgMVONL0pBm3+9ENpy4oSj/LgRE+1xg46RrwunjPj6phggOO4jCqq0JcFcg0EatRmeW34vZ8s1TDYSaamqOBZerGHRHj7fUopWNhH2E1ak4yB2VG0CKah/TGRDVyuUG0ol7UbekInFDQzVGlwtwR8pVODxHRQNXnUGzU5ElJaWBcT5wp0pgc0hsQ5kREP6iiwjJVKpNHi8sVCd6QFowK1jERKVb57Y0SD3Yk9VwyPy0gocnC4MzAwrYmzHmHcmdYGJ5JkT/ToUKLRGgwkM33nKtmJFivMkWoWSt2NjJfDP7Azf2MFJYvnytK1LN2dMizWxM2rb++spUTlw63qJEbHApTOpHr5p1ox2p0lyhYL6MyIr3aO8iZGtIt19HhbUmmX15asIVoqI4ceBaXNtXBo/pJmtqDF4bK4+JSuHK0qQcaLCPyA7NHhuXeYCMIB7N571qp1uVC9pqS50VEyQUvGxPTxnyWX1tpd0HZGsxroNSLk9k3xkXJdFz//QtlqpQonek73xLZjBW2z7n4WGeCrM7pe5x/0Tm0X0xI6dW5GquUKx6XvkSIqNmb5PETjtNSiSEcbmtkZoGLtyOYaAglZDxNcHke+jOs5NffaytyVNlk9hD6OqrHKdxhmM+rzvqk2FlQVVEY1/tdLNy3t9VqqYXp8nBIxpU5iYnhCcKU2ViTFwzMdikTCIWFJ0GguBwCIcBEIJ3eR1C2/McsZm3KTQjjG7rvVwYHDpcIcDKskx8rXpcdvH/H6013Co22+5bt2NMg2JuplXbcMOFazc6ELIReJtOa8AeyVwBDGZdc/GsK9RxY0pZLS34SWmmZyBE/FbVzeI5BNHgtGYRBA9F5SfhAxASg2CcBwMzZHJ/FsnjCN5ICX6toN8k7xL070TCQHDiLFa56k9ldX29WeNYV+SvILtGokwE7DsjpudX89OXdCubat1jilJ8mNok7JRevN10/kwRflunAOOuC+B5hIDsBEy/MGbBGE+z2io6UaNi8Sw2WYzlSnFA6UAtKcRzapzEoKI3iiOwRgWjikWk4SRI9TsFv3BG/oOaVVKvL03oiMJL01GBoJm2NNymOPn713W/Dbzdby2oLioVyaZo8/T/3KtKPTyyoKzPqImW3puWH07GToaeGvSLOmZXqc+ynO4b6eihe2TeyP1vF/BwFdRolqUKkr8Vsa2xhTNS5HknEk4GMaCwKQ5BlAmCMjnOUpjiTZ8GcsjJM/gr2gkffkIh2XLU2FBQEpLtifaS60kXeLKgCe8Cog5XwTSTsMGnTO+qrDaqYEjy+k/dVNVRCX33vdhmyuqv/N4a7i8yjMk6fsCVBdKmnFQGyilXSJ0ssGf8hkrCdrnAz57JeleqFpO/0nWQZQFQwmJ2G8KgQQawqB7MrffoBgn6QJzk8Y5nm5s2bmaoTjoDuKef8A7FZNSlmHKR8D0Vwli+KpUDY0QRNt0d28nTuxjFUj/QuXEQoknphxsjT06CzEpEY9EmMZzWSCDoqjUlx2YTd1TIvIH5XJFCcu9e6ZPITkarSEhiGtTzrfumcHRR7fTKNXDCQCN6pLtdmq9rFKI09RgmOEO5jEzgNyMiqQfs7DGuKRjQpgv07kWmcMvJjFCD0pkT8OMsojV7OdQiH70azi8Ts8j8Lw+45oQZGqVB6iO3pln4lTJ3dZkbd6s/BbWF0jfeRxr+D07KbIN9bscHDCLk7qRMkZOQM/4Kbz+RMtEldHcdRrFrNI6MBh+EVa5INEdfr5soiaJFHdtrlAeJ0irGiL402nJa44GxEiCupRcAesESIitxPpb6qKTdrVwpjhudQY7sfIlCSYprF2McTf25jaXgQPU7VgZRZmx4+pCkeanFRc/74yjiYP1OwiZetwwlox5GcqbL51JjdRqN2yGlLYBogC3AHIGWBqQhJgT2FtlV3YCuxRBTC4ZBjGIOut0Q15LrUDUQtc0LnrRPhLILrKIqyGNsJE6i0YY1RwHlFXAQGO+hfUiBKwgE9nO8pxgMcX8Y+iGYJ1KSK958yI/EaFtdBshvjDHodlQ47nKX8Lji0HENsXZ1vQnlIiftG8uVDtAhFicJe0BydSOJ/UYsfG8hNJ92k/SfB1hO41KOgCNWyDOazIWJntfh0cfq+98Kz6UXQ5LpTb9AmUU6NZQjvQeB0xJEmpWGIcQBzmAYoqBesqopTQekvQvrJZc2ZZFXZKwtpDqu561+jRKRFb/FJN6KFZHcR6vEaNAisLkZ992rJHyTg7nqKmeIq0+7OThMG2WZxXu6U/q+EZc0qZUDTlsVUL4i1etSpPFKDhBRGz1KElTIv9I4c9d2dy9ufnNavNLqq0X2RRY2Dp2jcWUlTRjkKg3jIJAYzKNwUgeQXmmzx1gFPLGea1oHHzC1FpKnBZbIqRNoZdGsYSvImzaiE4kx+tUY+29w8nY4VD7wudSI6uuTz15syFs2WDg6FTrQ8jKsXjjSk6MYQereqib7WV7uECbj1s1XO0FBpS5bvIn+IsShbq2rMhIfLw6HINJs54UajTlpWRtD6CabC3JATQikgVh9CYC8PIjKqreofI1em+YAVffWrDYZaSnkqUs3ZEkfS/SaeieqrRVH3s921ravuHj1XjcC/t0dPwBH3qktor7n52egcHASn3VtGHgdKcn8T1oben0EyR4A83EO62gq0riRVLx5kTMK8Of6JZKHctWXyVvClzGFYzXIHcoyq7nCRRKckkVAYBjUpJOgdg+jWICQUR4lCGGvGiIYFWqehEQ7/1NhXid5rwkhhGbFa3pqNvexmWx2LKGxiM3LtYCTy5GWez41PxJjUmdXPvvfOx1EjSBnoVLQGpIuOtlaatxQWo/QpEoaAxydXZbOfaJHChj57VdECkboVvhsK6AcZzRSFrMcmHEx++UfWei06jAaBdfMOHcL43uQvhedmP8z/eyWG/4zVPQQ9Y++i7Y6zXFT1WFJRtDaqXHBtpe+MJHUUvwxVjB2pXz6Uip189jafNVs3TZ8h08mbKXiXm8zgc97G9y/aoCDEM9i9ndFyWFka+myYthhiimoCGQgTKo/OPVPUrmIT8OsncVBlqdSQUxCuAkHY5JR3iKgUSwQFAdBkFgjMRybmSMWXxVVNrFA9Vvo8svbpnr6aB1NZX60x6zKLRGAja5jyDoqUzJLWAXKZ9rONgd2N6OnX/4Z6Dxt1ttJHHx/BAkOAWJ5gC+NJABGu4WsQPEzCXtecNltBADK4g/3v9qWN2LwIoR6tmiKPJdk+m+6AQU6ORuY9nTbldN+V4RDcdzIYLgTDkmPscuFKTTVv5GhlzjUXSGfxYU/yKx0Uj5WrkNcPMzivCwWRV4U7Smk0V9hsqeZoVS67uUFLMeZP2gqksIzXYDupCe56+Ab84dAFf5EDUMZBvpwZe6R3biWnWWt2qIP2NFYDqcHaTlvoT9kmM2jIgqjFy4Eb07Pzs4FAlSsBObEZNnhOFqwu3isdn3aZmB5iqmElEPnTavyTxcLSuhtZCVSuSFfvU2E/xxxhfYEwU2EmWQthVHJQdyexFWaLPijzbQdfKIxLqeRViy561ZOLKeqJTPbzZCXmdv9YQLpxoCBVTbbB2sZqilS0trsbuTPMfmCWurAgYUaihNAjFsvnxgShf3hCYG8rbJjly2zzxHQtBKR/kHPSalHzyYr5BZsQnv41LgLp/B4egP8UMnEPM983oeTC5pWxbWXjiV1UnZN6e/hErWVUG//8HMlZF7RrltnZ5vVSOTnuW9IpNhYTFJUSHwSv2OK6c/ma1yg/NLQtRZQOovkjaoK/Tvskp9F9SyxO2LpqsBJAv/4xQg15BQCdgIhGbsqjU5Wqs1aBHOOSH0WzQWKKMvqhDux7pqs4b8RoFNUlSU6STvJfck+UcfBUTWXU5doeI+Lp3utEMlunaI+bI/CD2YVKKLv3FEk1bOyWjT4ntIxS2l2iQbkej3qy8SxfvsqKMmVKYBjGTEmUqhXkOMqCF+wxLPw25Ayl8I0lS2yG+xSocDXWsB0eAGYF5g8B2lAIBs1nPNgEb+foj+CQqlwVKSdekcpCJRZ70lM//NZWggSX53VE9qlZqRkk3EsBBn2jXpDKFFRf4HJiJAEthmPsBlE1qSZ48RTUyuXGGhMTQGifRhAmR4QRKyFN3IFnf+jILi3PojN5POkL8zpe3aytTi0GrXf3D7U1s5qrW3C5ZqBI5AN/82ItMOvYGNw3EiTNIJrCWk3Ur7h1LeEK1ZyhBxSWFb167jiLi8iDLX0+TlwYvCbrRWL4krTx4vWh0WQ2Jado24zLj65IhxchDsO7sWdUreD6EX1ua5r3G0jqjs4I8xQUMoY3rKRJ38IpFkl3vpf4rzFdkH9reRe1RXDNldrRhLHGZmGeSIQPkqvwYfux1y7X0K5QnBcyWMN7rrDWOHE35G5KXrYVCBXhKpUhM+tSg074KLCjXUEYkuzk/dQPDgl5CKipGpqJGEhYeYgYGSh4yCjYGGioGGr5SXlIeInJ+EoICFkIOGt4COBwsYAoALsBdNviLEV4TgBMhifqoIJMh2BHsZlseYL1g7LZgeLRCLtpVbdtVir+uT1gZ1QnpO/opohQk9q9beQ5nuDwgLEP1dkR7N3fuv6OmyLDnbc+GnW/tE0B9cHOAUwQIGQOYtBaAfoVwBYkbjjTGEaIEh4PJbFSmhZ7qz40U3xsJN+Zl/9Ev6Kexx6xCVpRbPxb6dau5ys121I42J+8hBoRo0EhN9UR+4Q6lSeCxLCwGBSWDSanReUSSc3TS362yOHU3mYGTQyz3LIzLQGbBlACPgD0ADHgFwA6YIYLO9X1xEXldgttCyeQwNwo8YlJgZfGYu3jNOShaXHsy1i5X/eqHeUX9vIy/Swk4uRDZJDVyRJZieQ4pkKFm4MIdaYlDaeSzBeASI8AWpJC9OojTmFKGAij3nKBE9sWl64VBSyR1dsROIoKRo6d2XbV4RaxlB1RTiUw4hQpL7TBF/iI8PWcxiRShqc2CJAjqler6zjIFvHib9DuAWd3BD38xyNlMCsjGRf49BD/x+W7HmKjtp245IG0GTlwXAsPLYJbyJjxnI3w1GQmpFD0wQcb+lRihW6ktAPvHfFOzoo5D99s8JP1j+NLhHSL1nDhVMLVoJAnv0GRIVyQ8ZSz6sEa7JKXW+xb8UzlHvdkOJlQG5SYWNHHGHi3Uj5X7RJPMNGCGO6ckhnapEBwTxmQ1G55TaR21ZLqrCOL+FXVfwtXsPY9guBuGIveMt/uK1/d9CbZ8ijKiMS4H1/NJk8zCmphLwjC1IXkymTHCu7SISMZ+JbBbPUIcTXqk3otXF3NbKmMfJs2v61/XSlV0DRfCimcc49VgRKbMswLhI6slqLXFLDFxXRE84LMKDbJQDY3ecL4b7DFzTCOUgWHcnRyyTFJ578MJphUZSBEdQIA6Gce+UmbYdXqifm/pw0mbfWrRma0pUKbNKTT9L9ks3K6p77PG2vY+dVpCGAo9d0mPBVkJzVk2VlW876+xodCb1qMG31/qHKLkeNYybqVt/X04QkZHOsKuCQBEfB4MTRt6SIbMf4y9SSb4tgK6K0+bdhLm1T05Arb4JAEbBJgwpioAzdgbha5CgnlxW+T+6ZZh1Q+MYbZS2tKVD1ZnYI/v2hteWi6QjX8P2diQY/tPkjfT/08rXNuMFQwpAWSKGV7V/6YDDNRRvZMvTNIMRwTki0WqYCmUmR3cGMuZPmHxPRY5S6Q3VEwkYdLpbSGy8ZI3VwTRh8pj1MbPtI4XktF3fM9BL+UmxyyqNix1RcEZwK2cTUDmjyJbZYaqhA7k+TqxiOfpe6R4kvWShrucgvKrePYKCrkFdEXgUFTrx+/8g/FF8gbvRHmC2heBQbs8Ci39Dp42dUKEVWZjGBlSuVRE6pbE/fzytO6V34jtmkNWQDsyGY46MIe0nts7DLTREGNWN8JOhxJgxoRYp6BcPaY44IfYM22U5smu1sajoi8/B3OwYfmVYJZoZSz3+OJCHlmuSO019S5bizC67L/xTN1e8gmrJBQ0SuSsiXSWBIhtCV74/lOV5oXLAIZlhIj2SROv98s4wHaOw1tS4TdIJnGPNruBFBWZ+Qmdw2kO7aJF+Ryf+TpXPc7aKck7rwcj8lNoeINWcigudJHXKRtMrwl+FzChlJ2XDshIexvM49Xg0OICoheYlxkKuRYQl1lSOhmoTYJV7Ym6RvZklZvFEXEizaICDLxQVCv/FRCp2wUomelFdEHr4ilyp0RkbSrrsayafu92RIKLF2GEwSJWGLrSwJPLbiNWMV0vtR0GkOnBIrLNDSBmfaJ4dqZAXHxF8X2ielArHsznWCrfAEPHDfYUaYVKZMPz7YaY/vVlrR9GrZoEIrwFf6GmRyQtraT1myZN16gNYeCCTTRaCkWlvyOiYfHSIzfc3O+SDQL+NGWysp0mmQ1Mv1qVI86VMMCpJy6vU9VVMwXpH1270TGY1AoKstkCMS7Xq9tBOlZZKO2U2qh6ub9MRPDpLhgAEgzf3XDjL0VI5kzZ1V4tS5hlaJD/AkpYITWwnD1RBrdRaITi5kIvm0xaXbKa1k0jSdDktV4k6rs+/3SzlX5k6kwCmqISFfcti1gZzCLhH+X7hRgVozSRaEvFX83aEkBcdp6q3d7UQosDTSkPqCNJw4vir99IcDDuw2u+ZT9B9+Q3qaiWZt2W0E7XaKby/m9sJgX3EYq2njLyBjk5M8HezxSDsw09N9oYmjC9exPzI6zCkxhpSfQBEoEIwKWBevPBLoVrHPBmUwB+uo34VKIOLushf5R4I3moGRernGiuc3xBYcBfujnnGvWnHFzFBQdV7dfBRfgFd7fQXTGkJ7IydjArCoTye/T8Wtnj9wuqfsF8KxbpJzAll3hfLE+PtX9xRu8ig0cDu1sx7vaeEDBZKZ9N77ksqEMPvEByhtsckXlyzqTesLE18HDSgjB8a5qW81RILliqlRAfetONRUUW8F1RogJIhJo3vT5hJZeJMsndBbMrNBPy81Wzig5GbpqgJUQgW4EajObdL3rmpOQSpOPJQ56UXbi0ylCnViY1qNACYprRpHLpRxjeyJFw3qt4mkLehModJP7FJXAIeCVIbyofvLQKp/gRGCmoINFSyCoVAJskHw3ENHzqKUGM34CELtSnerLHLjupLF6uoej0b7MeRAJdp+NdCPJEavsFkWVxIyon3E0xCprE7Ye3aanI0f1Am8HpwwkRBr9M+SKkzZsfRU6gTzG7J9HKzL2IXtzFXlZs4xbCZ7lKYWF8REYhvi67FuZbWrQLDcQEzRGD/xKHnlnLG9ZdyUVrCYSE/Wku7kQD1JRZIHpiefWELDf4p4Z/zUmNvtqUXyF4S0X5+fuLIi22WxoVWCGbyS2B+18hFAdRDiA/aQuv0dXPgVmC6oKGEPUfakCdAd5MZZuRFltskrAW5gsWYIa2rcsYDQW1bG5MQ6iI1Mp6PKeFx3Xlv1Dkg9xe9YqxGSvH+BLXcCAEkjX4lohyuiWAko1XbWK4xElEL0EDybDigIPdGK2DrQzYq+kp9SNavn71PGh590vtIxaY9H1uMdyhohoM1HWXS5FgCKUOT/fuHNdb9FXnzoiBfsKiRAmcmjbCQ7+TJFfR5/Ldv/5suZiKcywHM3ZBCeurUGuidn4lkI51FjnZ8qvjUjxamPab+nNflLEOmlYuoVP0CO7V8pJVenePi1H0HJWtRsQi66Z/FZd4PA5ROufaXq1S3jm0SPKJLfNKjWNsYiQR3HE4q4m46mPb3mQeewtwC+8p4BBWO4jcxxMPPLEwdvGKNjc+5S3q6zGVXTh89lEh2alYWFE9NxP0pymO28cvlni7qAj4c9GaTI6EG4Tyj1vQ+qWxuN3HCbi3hU1mlbIl5oz8o8lazVNAcBS0H1kM59z9FR/7K6q4nVxd2n3BeyPmvqNnlm1H6+B8L2YXUwXY7kS9UJWW9pDyvavuu+SpYPuFfD98qWr8LfWyUnSPB89ZiEP0c0BM2O0uUU2Fz9tZt2uhjInSjK6vWiVw26Nay5GwXTgnAiipNOOMvQutgQBRwYC6ejDArIVtS10k2vQQm3RfvWOkyVj5c4HqEyukzeVPKerLfLhSj1djI/CCvtxBPVxNcCrZJWu1aQGVOS7NjA7pl8rG+Z2jXmFCgtt9mqxAsDfIeDXQSyZo6vCUkOaaYrSqVQZfVANZLYnh+D3nCkyYXfsbpOukbrHjJ8ky1XNHPTiii8dXLHl4PKrCkMyDA3mLsLZoQm2NbFKGxphS36YdWbOGVMIhd4vDyGGwTXIopFAK1giUNmzXxmTRHnUyEU7fOl5WwoOOioKpg8ng+0zTLhPWcZUN2AJT/XtnewikICITaIy1F2x1Czd7KipluhXN9ojRvLGqHC/HmxM+CKqury9wb7/ZXUJCo9Gyq1sghD+5MlLBwpwsGGVuhcNxVYC0RaGONrXm3olGVkVJzCiWuQKjOZk1HQnZUZwu81wvItdXdvxE7erOjlFZigiXrlSGLSVKcF5tjcQkWaUR0X4DBUhzVqmOVyrzMs8fmHfDApxKpFVK7BXFb2yjxlJ1C/xIhWvLa55fu2xewyth27SY0tsheCIIYSgLQmSq95yLV+CmIT5EQxaNYJFsJgps8EYqQOz7ByfdtuxcnoniJq9CFh3GXF5Zr+cE5Qhkw5ID+M2bwRrQ1OtS/7mfzWvPoZnh7UfBeRdpWimJZPXtrEq+p45WFLDotTrDE8YCSXwCsLATvggQ0V+MjCYt+Hami9QCI5bNc8Jp8CWBe60iSpiPxv9lyRNZyYxSWMXzNtNqQClc2R/0mTPLvvNHUna0jd0iYwelq+oEGs2AjItibrJrMoj4ZfeoxgxIEyvjVaTIHJhny61z8ZHKDHjMi9mISyJjLo3Rap7ltZ0cxLkYvjOSTrNIQsF6B81dO3nuYgdx5JyVQ+nTZKjM4IbESssMehtNURsFKMeE5ArfV1ri/Js3bL5cFS30qp0aZnO4Qxab3tF+1yHzVQpSULfESfpEWouUOfcL0vt4U2bz0IcbcsO/bGHJUPBn9RWhifhhSt7Hi+gpsiHgXKPFS09N9BgRJJqmG6onrkyiJHmZiOdWLuPlXHYEUGFWeUkaT6pkr4srYMZrNGt5zEZF0aSiUXsM/TBQhrEXEGTmfNMfP2Vkd+r53siNVTnjbWOejL/vS+q6xU8bBHdstsce3JoZZI1M06+/4tULylmV1urf3gvkQNWlK1c3LCzZvxPMyZdvE5B/wmmy7zVSJYlkVCTPRJPLCUlyy+GflqqsM5cyHYX0R2SFU3sPkZJBcGiK2bkFVBDQf6Aguq0uuFmaq/pV8kgiZbF/Qn1aOv0xFq2dewEaTO0Kks12cSlRS3YOVUqdZA58qY+b5RkHNMCHqfapcv+UJGGyIdpaDKoRAXD4kmu0wTAqh/d9lLEQCAhhdrJQsQ0METyF6JOZV1MMDYpb4RkDT9RSasE4QDJ43x1Jw/1CAzHq68Iowm/L+ZIUYV2cfYcxp4uDQXQNGbig3IUdTOCKNwrS4sUKHluVzE6yv7RV4i26UwJZ0WLpB3mpm1aUF/6ZcmT4pYFydJZT/cZfsvX7LSxhZ/2sPUC9fAhKUAFQz4s43BIANojVQXNDStgoHqkPeNdWBxRbtlJmKdfsYgxqAdopZEIdJUXOJn71kiYvOCHxACNqgmFlxFiS4yhM2mHvXQsTWdCG2PElRSUCTPURYyZBYVRugyx0qL05YQkeInGIqhLK22TfSLtifieyiOzOxfHdZmpwvXFd4owoiskp+jwaMp3XESR7q/cp3YpOQah+BWVCZOsNBksFvgxET/+MUINu1OADL/kv7z/lL9tv00/MH8oLU15jwNZ7D/LvAXH4MMq/t/FVMnbuskaR+z8ivdo5q2qjJG3rXuDYqfEQ4eCASKDR4yLFx9PHVJMWrS03VrxWqkxELf/uZ+L/UUlc1SqPxAj4711srU443GPeqsnjELwjbCXLjpPa1Q0ESl6fhSvAJQnZqQUQvnVj+n38zO3I9PJjQ+xA10v7QEGmEVmcnQgI/mTVAjMrs5GEzEh6FQuGUVhOEEyGB6fCk6J7vAqQb5g6uaFHD+DAQygK1Upf4YcRKlEnmbAZohxDKqzZmNRrtEc8Dcd2k6uZvIWf3EC8Trkpols4/KH5EKhKJjhaU9rGg+xN51909ZiN6jn/OpXxM9JMjVCicIaOk7aHSJki4Y82imu6HJ41oiTxVk6TejQ+Gzp9zbpWu9z/1FC/h3pYyjqGkPJZIZuUBSOErs8ZnudZ8NFDI6Bus2wl/+2Sc8vHtqJ7k1o7Kw7Wd1lskieZiMXjCvkFuIBbP48jeEMdHNYTcdRXZFgA2wHqdVjSgRZxI4SGYLBwWqhN0NaROhriFFEbXozxTitncT8vcpHqpVMydC1scbfSbE1IKwP5lTpa9L4jFZadnY2HI7myofu+58fVd8b6ZFmu0vW2est41IwsC5IhCXcgxM7C1K2GyT8I7rX6ElM4EyYwsxUi4g2b1GAyl6kQSXNkjsIXxdQJSdcfKVfSmf3puGH7GbqjSkwEZB+5kAsympU9uL5OwefOb72hOlbnWndLpJ8UdVxiwL+FI/RTPTSJlhXGGeJ4pgCifgIsdUDI+aouJffcPlre/vsJNqjA++aAWf78S6qrEZQOijTiP+kvOSSEwNJqaisuENBrCKaH03OJwJ53L689eSjypHWv1gzQASIdriGZpkjvBOaz2cQghBlOrRKSeYKHsCmQ3lGukYMZgIvnX+SZBKIBNtO6l2r29Vh2mYRBAbZO+jYZvDzXWQxHQrGuocKNRLvXtKroobFA7D/jI1EIe9AICplom6dcqS0LegUCBS9Rm0AZv3ZbaLDbonTB4QI2cvJgkaTR6kioxGdeVFtOdyLMrQMm8SPsSLVMXZEeRhYj1cc+txs0bTX2mgMYRJEEE5k5ctAk+o0ob0zB2yzupJwzo2hvCJNVIWTKddi8rTdtNLZLqdWjJ9iZr0oPYSWX+Wr6sfzQruGl/WYV9s2JWs/jCBM2E3Yr3zRrljqSsxAcF5dygJRfGDrkh6KpBa6V45u4pOPikSPFyIJABcANBlxMWBsejdXROyynSzqnkNTnSSm4w0pVPfqbcguhBLeUUpII8zTvpumdwaKOfAYNTZoxuVqTlpWREQReMoXKjXfblksyHXbjOQ0kUUJoRJIFLso/GNTqSRREbDSm6hpZGLQUW7Y6tRR18MEvinu9xl6cPcKskGLfQxyhK6NIptNZhwvx0uxrNjkC0dvZF9PiP1h6CLgiYjC1Wwg42kclVq1Ooo1xe1Rc6zhhbvV6kaU1xihfowUTcEmITtoQlnrIR07kVK0oEHsLLVq36UY0TSy6Zw4SXS2QdUY2RUSTTTU6Y5oK5vboYZEzHZsXyjAazjRyRhIhOQgzOXRoFbxAjVqNj/EuletMjkieEuSZ/UTLeS5arFC1KTSvySFuu+cqst5UiOhJ/Gql9+1r4jt+nrw4/w033WI2itAqNRFTjQuxYRJMJ2QRshBMhZWyi93q4QrS1N6/KKm0Mc7T/2q7xackatZNmqiae4kQeQivUc0YvFCCSFIo54sgw2hhLI5Lvt3NCPWYQJKPRWMomf01erSbMN/ogyvxE2I/BGDi1LdHblkYSKG7nHsl1VCyxVs5tEbCHucZvNyvSjrQaQ9G4rFsJQkpIQJKSGDbqJZZMyxjZ49yGyiY62LdcyjzzVCYUvpfqXKuYQitbjEaIeSjd6BZStxhrqv0IrSN0IenVwpicYafQ3SCyEJhStSz5EX5XK3CyIZe0bBhcVryOfmkNCC+pVVCcVUSi+OOuWmQ7HHiAhpmUWMTaMyIxGLmS2OecwS5iYEC7RWiLyc2rllik8abEmF5qpRHTKp539JFrOLFNY9QQuCPLwpqOjDObk4ppw8IiJ3ILZCDENjFUZNmux3KH9JDg0YtxDSH6zX0sont6slTZQtWYlGpYSZOJUr1HDUJ/LtFdoQTd3RUFcWx9ezPGGoQmyG71+hqkLvm9qsrxCTNh8QeSYtC7N53JQWQ4JKx4g9DVUsyWu90pY1lRtElF4IjXnPgov0IM2/VpggtmTvvU07420TdEjnhB/8uxBOIJrUP6EmECVbWX09CzH2YosOC6ilvUa1cT4xXwSQbaoOYp8O8pLNJZYqIZs5pI4M54IJPkvH8HsX68O2wHYlKQXvS1OzOwTEpANlrJvmyaIocw1QW/X+LC5MsXbeJKlXvCzN9NkbIHXREoWHWX22lM6RbxfJ/3q5mUqYBHE1pSoVRN0uZcMlPPqSxf5QR1dMmg2vBmTfMEUGSCVVr6IK4ha3EOiXVKZpraiakUH8IqxqJ5k49o1oxKgxF5bDXTmMnMuYg477m2MejB4y0guUjXXyn7mH4e+sV51eCppNf4el8LThNJtazBrCf4egX9SlaYc90xwwJEIHJDkKdpWChFBUDjBRYKGYiGiogqxzzjol9I0haqV+IXixW+Hk4M7UVLXTLUXvqq/Io8Txdrvt1nKVsqu3R3110BMlNG6pRfrBchCLKPH2nK5zakaNtXQ92XObcR9qXEr5KV85GjSanJuYQhwghMs6si9xDGkWPJV3N0hEhBj5g7NY+cVrYpsgOmBU1RbjL97oV3DVpm5TJSimsk7DeaUU1S5InqRnHHmPlS5Eg4SYi3oqkhJhwToZbQDFlnAfPBmjoCRUNCeBvEthDDiOlGbQmECqpVVsFOCk8xGXiI4c1oIt/VCWwIb6vBGUXCldDsGFzlvffmbw0zYkWztkRVPJJE+ytf5u6Uza5luN09V5sqnnJ4ZdXELDnWeT9Nrei4w9Ypf+zR+NjQHodA9SZky0+92heyrIh+UtEqNPHsuJr0tAn7J/tBgYRO153rlaLsyRCU4U3Kvd69eF0leqEurMu1qtE1H0Yid+GPFa3QTWZQ6bSIEL5elIIj8u/QvE1yLC2eBHv3ivKFCwwUBqSdlcV+DYCkYgARAEIDhvICs0HxeExyNqqQ1QKn3ay47expbIQfioT0VqUJcc40E76c74Zu2Ul9bl4HeKZ6ksS8xv9/CFZX7j1HeaIoSzxI0XLlTGUZhOo1ZVLEkSTqrGzLTBtdsouLkxBV9hM6bNmWGEiPrsYYCDrcYJSDXB2eP30a68siQLpkWIWNDKxdMKSuafLgkuSYHV0DAUmk7PTx8zitghouhYpJJUjRFATo0/Co7AtkR5AOhRxx6gHWWz2uwIoryNYxVl83dxgsS3WWK3FbvY6js5Vd+nXLJiwk1FcqGwS/vxQHe0pq8gPTxoLuAWawnJDSike3uOVl0P44ShyyrHxWOl+Zq8C0aXWRnz1kYTxUCkdiI7MDTlXUhsNbx6zucZES9jVfGJG7Cu9JVZEc2W5VszVn6qe5OX1PXUMR/aWxJwuLRwSlQVpIzvCNxtNYYnL5+TzFZCIEJAWMU/ytTstlLsiiBoM8cLOBB/oUUq6QwmJNK688/8tRdQKWSrYYUeUFHXBQuxHVCRugWjRgsUKYHhXsY6XODiWfYK84FY09+vYPZI1D3mNiULj/AxKYHIT6oEfVyMJ9hu51qlTNYiFKpYoVteGezkQmL1mmlk9tSq5CNgQrLWWtkZbpC1KxOrR5CltrXYUFCvUI3lAtWlaXPyUviJAuJH5WaKWGqREZWLFKKsO3QmIxSvCh4LCk9IjA2bBAExOcCUCeyuytc0eiLrE0pvaSsxk1bKXaMQbAh7OgYNXycxFFAUNG9AWN/n4hn+PjvKPhVRyHP2t+l0wo0/Q50Vp4pJHJkOJM/fudu/hgYM7OR1+XCR86jxdUJTIIKYYi2vLaqL/sWlz/FM9KA+NjrlBBFyczQ2ETcLc5SoxzzWTVyzFnq3QQGqMkzOJAKXzzXwYha8IjDZZBCeM12U0ExwWuW8mGgZljhFxPg+DwlVbuYI53Si9CntQHECfHwenEsaQ70ULEwtlJK9WnpMbyaLDoTpARiS44iIk+a25D0Rm0I8Pgg0uDG1peiCgYsF+yQsEmGneK79CQZ81K60IC3TZfjGUWybqvX0+kP0mTqPzCxoEi5SoJmWcq978hgloelZ726+nTQUd9i+R7Mu/stUQRU0SiKCJS+hF1UvxWtEvX7ZsvSm8ulCuVJaGNpSiHLpIMMSU2O0Cv3/IREmxJfhgI3yvMuJgsfGJduFxuMXqLGKxaI3rRpCotBQtjWApjODsCY6W6Rlh0tkXii+jdiAo9iBFYecv5lF2vydRpbsQWHpuLHNNVdFw7k+k0z65SQhFzmqXSwdZg4PLmXH5Qu9A2xIIJQMfXfJBJ5gkMbaIeNwJG4iiCxolHwNekQ+lJaZx31y0KdeI7KtvUbQX8xlpTUBTls8qTU75VVV9ZOTX5881RamYf8ClsAPMr/+MUIN+pQ/h7+UP6G/qr+4f8c/1L/fv+gtTwMuqLHhHkIjoi2twZ4jVYEeLJ5W5k6nerLVOtk8KTdsuITNSbF7sInx2+EJqbmp8cogqgAPI6WI61/TAB1VlInpCgBeBJ3p0sfCqCAKFNaCuCELYGK8fLRVR8fssRcQij/BVcwey9NN4lzusJZDV700y0q4jIFxzNgliQW6gpSI6KT9umJ5qQBtUhP7D2YEuCo0MetEhL0ehhXkHUnbKrPK635eXPpjLaX7R4Oec5u4/owWRCqakXEkq/y9Ceqte7ti8zEs1Eue93oE+ZCS+OXnakX482vSg5KHRKj3OFhEZNXS1kwFSS6YkBw3lrQ3ImhQjChYKyLBBJO84vRZrWghB1W1PFZwJDPFMkHRYdBxVL+JjYwJLKaAjBIRrBPD+D0kdlJqtuD+ctTLYCARqHqZoaC66vlMdaipjl+9xzdav0Kk/W1of4V5yXosZaI43uyl5Al6I5Iif72h231FKZfad+od1cruBfzISycwy25VSERy8LYcMImOy25fPP7jPC69YTNKWV033RQVFygiJCx8wCZYsBVcCCIGUI4Ink5uABGAlAH1RsA9FAAhOfgRfrQu5KfQiQCSUEFqjbI4AYQxLW2wxAYUuQlnCFKG2oeqU5eI8bvUTG5aTRYkRoZb7UoGXxEUvNDNw3YH8H/K0uyVXTGRs88dmZMpqlhv2RXpVlfKOGJ/UxN8EfM7uQOVPp3/13FBznpbdMpQU2okM2qvBr2QE7bO/u0sYsIZyQhKpqnjJMgNrzZJcNOio4ZHBYeHhEImAQDgIC75CAAAZiMAB0Fo4AMRoABqCMAEkK0xAEwtBuYNDgKtwLG+dngC4B4bprIA7AyCi1qO5AfxgggBWVoXYb6WbrephSuOqyYyY7FYSSBI86dycLWiiRe5I0JHF87twCG2vhHkt2K3SNdM0X70US7vi1Ecvhi/rvaVu2ILzh6ypfxDdQRxvubmeEvqK2qiG5DE49jXfIt+mom99U3Jqo6li0qhnbJNhBo6fEhtoHUAqdanzgRCjwLOhhYQCALwAC34GSwIf8wBmlETAU+B81I3iARLhJUdSqeACg2TCcmeynAJHZGhE72Mw9DmEpH5PnUjZaozMRSLHh1T8YnykLLGjfDwpbRZFNx7EJyAI9nbtGaqII8rTf6JFGs8Ecxiu2WdocYaYCEG6pQXyzivG2pDZm9RGc7lQ/g+rd20rGiBfg7tbXbKyuJL9ZB/h9HAm8IsrsNOnBI0D6l5cSEx4LjD4qNhEYBkXGYABGAIwCgCwxHagCUAtCo+3DcJK0oEYYGjAOl1FhCvTAgAMm70+OXmIHSQK7RfiRniQTn4p8DV+yV+IxDUzF1FiK7opIhAgJpaf9TjVmFRnAU6L2qgY6LX8ZSTaq1wxVf6LnI4IZ6ZF2rhLZ0l2gIVyeSkzJjumlU19l5fpksPPPjkoJWBDAxQ/U07ydwluv8CDepXP7TZ9PZr7p91BolSP7soItI43WvmWVlyUk+LEGiLwspNEk5xD02VPnlzKM25RZYEvmqX/vxKtI7iPD3RTdcgub+brr2iKj27j3Buwaz/oGv7X3Nr2h/Q9r2LdPc1u1gljWWyDBPVLBtH5jpDHLDbJvNJTBb1zPnW+8oKkPWGChw0uJFnTbp1k4NJiImFA2RC6YXCgXIh69AIXQAWC1OA7DoHMYQGAbl4yUA1eCx9kThQZpjA4HmPC0mPNFRMnNdS69qJiselqxWYlLLct92O+HGnPCDHcmWYtsak6amuzKNjlAT4U5keDPdGZL1ed1em2+u7Zmit65QdN0UCQpSQI4+vBLionrwp5S5XRcd0FLSedAp41pmvhMs5t6M7WzezXJiiyg5ScykaxDPR8pqzy70ts1inUqqLs5Kb5EJXT4zm6EVs03ta17a79VxehYve9MoMNmyBR6utpuTjEgV8+FisShPKBNzmefV1v2pLpDpqqGup1klj2E/o8RS428ZadIfxuCfKUQNyVnCCifH0ErYwXJN+UlB9isLW5vtL79zsSNMX1RtPEVobc/TaFMcERA65HGPyvVjvrsmH6cRhyGI5Sf4s6wrZdbctI+ym1uka6v6Kk7o9o2W3+BMQtitdtE6K4QrN052FsYrH3cJdTBdzJBGqBXE0kdSh2bRVK82NGUMqb9R+XSz5a9Y5Qg0RW7meqUQJtIwYJEfP8IsWp4jy8KSx84M0ZeT5MknNGTF7CYgihckfIVqTUm46h1n1Yw9WOkdV25BHhFqWK8YfTUOZODcaLKZT1XjH0rLX7yOMaQj3PrSTspfqykXauKMXna2oSQ9qyFXkdo6fKJknpbzdb7ybxaTC/EZUwpVxW/cSQ9aEnasct2UFlSiekl2EfI8xQvaLV+yS8zujSHSa3LTVJmGr1pBC8FFod4pat4WT3nRtSEaOC7iNhZU+1c5F+PnmZJXsyuWqimhXjNUvosEuGydhAxxeFeKHYbKQQI34WTSZRixbOU7RCDZkh/ZJMrQYUXRnH1kV4LVU/VdV45wy3xTmFTKAsyK82WedVeRZ0GoFy8hJSydLXEWVFHxLFC7kor9whjpM0wTI+jvRZZMLrlAgXETjHHO9UdwJOkWWlOaCfPnDBsjlz1xuiFiFGbqO2JNCvAgWBuIgQ6nxp53J7rM1n1ThJMvUssX+kPWOxOJmnImWUBRQCN2AUHfxUrePnmd3aslnTa0NFB9gQZwO2Flg6rI9FWbm1MLmTxbVBcRDxiSaBMq4DUzOTYWOATNhw4TRmtTUZVJprUJhY4N6WowwfLFNzXKYESokPMrnxDFzK4FEAd15Bpn4sg7kwr8Mf3M7UFiAZD7jy0xWZrhtZESFb5S0imxwl8VyMWsTYEZ5WnZH+s4zpfZRRcu85hOLyp955EC4jIECIzch+bMEriLTw7AlWjQiQY/2ZaafM3JEiu4nBliumYfMIaky6eIM5KMaeO4g6CBzYRSsJcqE1lJntmejWpiPhh5NBs6OOLSbLnDDdroamUoE3TxZAN7DCyVQCIVHzABgDgwhe4iRTD4+FLbedhIB0ifhgWaMRF3zFSQSvUJGBgMTMs4vSbV52ERU3+MXfpPZ+JRa+8OEMqMEPzQUUXmpV2uyW2YM8hmPMoSgscUWZi0k5KmYko58rGi8L4mvpnc8GUro04pBGpnOEegqd7Vob6zfljaK7dSwUaQQYQSa77tlDlPe3yUJnqSZHShNKeOzwqb6ZlCRGsW7jag0MsnCMKgnVcnORSizEjNK2y8W4TVTBQ8ZvsQWEP8FDzMPVmZ/+jW6QNlGKYNHZjBcPhZmSRNuNpM0NyJjHzlimsIf1PghpYgad3sSthZS6hF/5F5j+/ULYj0CypgQJqbiH8k4qYxOLRuYh5z0JK9k/0/Hs7bqafb3ZbIhS7663Foc9yElPUkwWKtJz7KXW6yCM+4LdayPM7kKUPKjyicKuDspj9qs5D++4Ui1EBZ1apiwharq9yY5LM/LLdeT3MvMJMTzr3VdCKtXxG+i1F9GM9EexEyrtxQkYNpBZGZKEiFpixQ23HjK0pGIbUS9zZzZIXOZeKyNSp5sR7tv3aqzqmtLOS9iYVW1n4gt1U53mSkUWQmUfTmmJ9F5WGTxtTqrYclXrHBYiupGItgSM+SJph7LazLHJR+MWRJyFaxMou1QhW3JBqOVyIJCBJWeUK+BDUOG16tVHuai2MX0pISQiMmjIgr5/1kNahCRyWK3/csUkjpggS6yUU0xohJT+RKxC6MNGP7YIeyurFqlCPZ5233olqDVmJVtNY0xLOxTwQFs9U5ZGFPV8TV+6bMNIVSXbbPRHTlq3kTLn1C0d5yyqxaG96sYZOow04SZHqyWIEimuSxIxKvo4LOSpKNMvPZMZHKbEWhG25pC7YzyPhGPIYLxxpz7Mrc8qmnAkGAnHeQiJc3JurhxLLiYvIW5ZBZi0bkIbydqGeOJIpOJm1sv0XCqeRulNyEPFC2LIbkVR4lG7yWdUwpcXSFxnmEsy1L8reQuFEsJIki1FiGkGs21E0Q0hGNMej8tlFmW85tM3GNisy0oi8SqGf1JEGo3UdVqT1WivOWxN5Cl6U/KvzH4y5ddEHnF8i6drtlsbic1irzXJ7mor3EkexNsvULZmyRbE1UymTC3LVjF6YaqELdFov0dcKJIndqcQ0y6S5aFoqrlDi3SoB41f/4xQg4xxIAAxiMqCVB5f4QWtHl6Agl/YUUPglK8wxOymMQLuQiWKjE8SFKqvRknomHbhxmZLDVeTRd36cqDNKqoYatiQghF5KY4+5E62HyWES24h3r4tNLSRMtYlXMxGqcqdiGS+mgq+PyW047Q5FUznSanqSlFYwTucZEL5cRkBal7uaMlFC4MyBHKUmbpji5+8IktVljM4yVSCnspWsqmRBMxa8zIdBFdCUmUpEJPSU3KAtEJ4eksfGnmohoz/ggRCisJsjEKdqPETFDClxCRYJ3WMX0kYZ+4wS0xEQUdA36ugNe5kcJ1yuUKJuQOLcpHY3aRCjPdqVfnNzGGK32fWbcrtM7anddUj7mLRPOtDCioDbQQqln+HEPP2OUZ5+4yn+ncRkzFI1Py6oXmKXyeqCi1oQiU5s87JSrCBPrXRFXEwqmMlZTkAxCnIEJR3ZFOQ/RhAKe5OWvytiRGKSCFELvYZIgysra+eHhIXLFUxnjNI6o0dCSukWsqgqDVYcQxH3bUMq4grbueuNreYnt3K/UyrhHGhKQQM8Fi4FDhAsSWcB1jQmxAw+e/DjFCy6GFe8e1woYNH2OOjRLUBTmkpMCCPLb7lPX/MlOE0rs21Fe2zCyEQrsMlh+hTlHHEJjr6z0BUIkfBE1T0wn8TUgfV8jFUtpJlEGc61oqKYb2Uxoc0dhC0pvfFpCIOIsdGxSkZi04Q/YvIZxXpGUuiNSFcgSdCKjR3MJaQf4gV0em0qV/iIhoOSorsXJmR6uFyG+OLHE+mQWpRnKSpEzVOyrY+AlobbSpyM/Ixq5pZTYHKjcrHKogQYwU/YQCk9RGCHPR9ey3OWSb8PwglMGIReURKIJKJKp0YXGhgoT94deT5xhRyXp7mN7jILfoMR9kKjsQ+BAbhTCSFZyjCUsIRXynIDHyBFWG3pB/mZRMg6YuOnHOhElw/McjqYEY+S9KQpkUSNlOkJ1BQkKad0W6VrjFRgxLA/IxgkJ61ymkJ1KojLXIggs3ZQmOUnsHMY+oaTH0dxtCl0hcLWCVVqDD58lxLHJP2qisQxtq9IEICjE4bBSwjZyJ8uzclv34QKHMBp8GrLAhPEOSI/cJTEUhjTlCFcLENFbCD1jqqaYh1NXW/UCYyMEPteht6DEQBzCP4biCqXEcforAQmKaHIGx2ycjUYWoVVJJ/yohcXIbkK0LkH21RjCxmSkd1TQruoCFUhHha5UlMxQgkFmuVTIbd3F2UIUPGA2CFh7CYof9Ya+BCOqAi072NtSJ/Y/OYX62dZLkJhMtYxN/nIWxCkfWTBCH0UgtnWfHSN3jJe4dD65fmMkso4htUzXstmTP0YssVBKbIJQuvQi24c97WVrofqLeiaQtJ2pTDu1iy5E4kXyIcHxsFGgz0KWGfgpsF0Q5gTyaoXkaTE9moCcjUdsQ5v1ZStLp84l/czYnXsqCZko3+nYVASdz/EQvYlpxy3lQZg3kmsIep0/EZv4bFSZG6IJPl21hSVko9aoasrkJXPLi4IrpN4QSjZvFEq/KR61ZXedL5CzUpsoEKPJQY62lpYusJcYllbkpshLUZGIiG11iZrvSjCCYuPNWJ6O59uRM17XEUFknFE8rEMSgs0hGYrt5C29qD6X7t3FxOKlilGbSu375HGbh5EC/kqMvFkb6JIrC2lRM26NnGfvpqcXpQVLp2tg7UQO986Qpd5lkRHEwQzjSYheKNGePQgj2WtOcxtKdPOL1WzaIlGmdrYTJ3a4tmNKbrH+FB84oxtQs5i3SanKvOQaZ18a4QelXbWpchNFGfTlRzmv8cVovFJfuqYmEye52IauMZV5/kNcIeliApkFiydoYUepeJiOx6ITOQRKEwmDyaDw2WQqLxeJTCexOZUQMgAD+gD4CKs+DNAMmA5gD4gIgC4hSBiTzHBOcd0vhHyEM2qiM8DD8LY0ySwqERKbTuFyaAVSwz+eQFRoC0cFYSAhfUOz45LM0p0hgsVrKldXrZGmt6X0xbVw0aQz00KTD+upfVoiX9N1lMk90uk+2dyCYl97Lyb550k/gqk8jDU5I0602k61GRLZMEAXGh09dadJkUmir3f6mxBEQOuUhV1w/U7hooscJ7MehIhLJ5ZxoYfYpRaBKlgp+Fmby+8WGBd0iWFbDAsHUTJxsSiCtsZ1NSM5/36VUbbhmSRVTujLzKXcSW3lGFJ/ME0nyHaECLRN6SSH/X10sZMxZk3em6FaTRCUEqpNVhJfVsX+MvGoujY/Nw5bi8wwblWeUjEkus657UCWK2f/sMuKuVrZ99Ssmc5sz9lunv9SY1NGfBi9WRJj+o04iuqkJ1WIaKn4Giiwgs5fTX5XJIqSYIglOEq9CyqLEF3kmE9DjsoWcZ3OoTtFVdXcwjFSl/wUk38YOHuNYuouNchJG7yRHzPMQ8osQS3z2ShJFPGfUbfq3EwmyrRULiHTCLZ8YeIrNWc/vGNQ041arybqF6bq6WJKtLEruqxaDE9fpityLSihhuqlC/pFfwsq7W1UJKpOvmL0/xlf1obnEWzyN+WLFbHuSh7loT2kZiazcUed9SwnlEsEmMOVcp01dPxiV6KTMcTKGEkLwuTpbeQrLf2UljVcMei230b6UJxFVY8BgLDDr8vc9HWdEUk6fj2Pc1VylRGNU/EzibtLVELcpp0bFI9HkIuRSyj3hLBBQgKJVEFboRgWjTFrogkbK4mLBCGG+wxWhwYhoWQcihEzW62Y1zSqVLSrT+IoS7ukc2lakLo0vD2ozLhICoLDJ5tzayfCB8KD4UHQsVLLobOSSjR1RzYT9OLKCzGoboj+3orl189qCJHG661PmaTxYg8hcIt15+FYKz4cSalGp1W0esh2tRxjpRPySmBkBlZ+vRzZqqjJDMinGfuKqRrN67ZScfqlu3pt2q1O36r9VOX7D4q50Cj4HDSuXU2FGpMYDwYAWBBMoecaQSp+ShkdIrNvOlNQJUSZqanevmfRpGyh6E8oiuutWWBYOZRC7bApHY+WJxKJ9BT//BDqkqArZICYjEzDp0FCnECqxFQcYbqaiJHaywZRUIJraNRWHP2Ss3jk1VRixw0H5uFqCF5sR552ekhiiys8tDsmlLmikaYqd/elMKU9HD7yXzrPiFGEwTkJcgiIhSKWgiBAaGypHqkPUA7+hEGozDmyeVoZMDIKvYFbqud6TkYRSKMuMrSBC7YkoVwihwghiip8vy+lAjSnTggXNsnPIS9oTHPsQ/IsKnOvIpRKUyaEUgrwnqMkUREMKYrr8YzKrpGpHD+A//jFCDnARv////z//P//tKJe2fsgS4ptgjIJYo9kVZmr7cQ1yqJR5CU8GEhIGWPdxLHNjiPEoKQEoY8U3pmmu6atT+QoTjpKbNyQ8ol3L7kncGiu22lEbKYZ0xtaVEuLVVX47z/JclDzM2zJJdHU0pqka42ToWqUT84VuqTrlFsZayiSGlFnJaIiZWyYsQ+Uuy4xpV8XIQEiF5Ofqs4JDt0h6RSWjJtZhZkepsggPKPFe0r1En1ELTl8UeI9KNVV6RO9c5264kjtmlbPUhKR1rzLYezKMehNO+3fUu8KLaU0gtmuq/CB+KzxC0VqBYpVagszrNBA1wcCZZkEC3MpJoVz2Uh5kLZv0cNFOLZwSMxoh7PI1tjp8JBGGhQacUJUo1DHhA0ph8iGjjamRDaLBT8NCLy0RGNKhH8qzyCFxqHU9JDIS4vOqWfrssswh6HlLdMVqUEYTZjTclVu+ySCDSvUuENRkUKBoxsFavhw9ixWL+Bz9ZMZzB5kRFlSly1ctZlRWsbZFku5CyR1/y4dy6W7Gqj2GDyREs1yTxlEwroXVVDi8qTj+T26TpWM3mYYySf6YVVS0g7ziMaLfTWlCn8U+8rd68p1xKlUSke4xHcVMZhSs1r7t6yPqfrXHKzk6hJu42Lh8BEbVyseEObVAiGzaHng0QFHrZtAcNHlEBShY4UFDiDWHEuDzA0aDwoo8U8IjOwP6MRGpNBQNiIOgRIpwbHpJBYLq5mhVfEKWv0keKULrROyE0TFyRCkuFP0igYvDEhaaw0yc8rorufkWz1f5jQTtBdGtpWXghqLU1+TwrriZhJXKBtsLhXxW06El3SYmbfc/dT7T8eLeEtTZSjHUzxBghkks4oswWNePIBo4UDA4tI9yWEBhxyU+ojr6p/C3e5JmVV2/zUnOW1b0qYYqtn1yKS7E4JezL5ZG+nl0KQSpBhZLENuUzjE5sI6xlVrvcEdMymb7HH/K3qmx2q6yD6z5ZIrj2pZolbbzdWiKlEd9Qg7mrap1IiZb1c+TrFnd2f9VjdW0lYoazTU7Eq6cRWJe0eJMHmlCHBQwYJNFkDByh4kokt5zVrcWzNYzjTsfkWU+uzgVJ0ZSL5I2xFlPBljekzzBGh5HyFqVcuss2Q1dbm9Q1Oito5zpHBfMW6Gb7Jqr1XGVd1TKp0EZs/+jovBJm+4WliOJ4aTEWPaSIIGHmizCxg4YWEnCwwEmhg0KDg0sMECQ8y1j8LR/CaNSLuhVds3dcTK3bM1Xd1DtLfgodtTuEmfQUnUhWWOcSJinjJy9EPIL+LXzRiz81qIxyk3v7RHUi+qzojP3GXaez/7lS/NK2rKkL3U2mUR1nSGO4QZceRT6psRgJnUH8NnXj7KLb/z6+DY33rLBvXzBn6Dq0+lE0nK8cKFOsCDFhoowPGCAamPHhIcEg8QEhIKCxA4ww+9xVlj4sdUZTb5/SYf3NkXMqsi7N0lcyh/GWy6kMEVpStPCk9qEPvOIoEJIX9pxTEMiWUH3obS3tl5wJm/KE7eHbS8qVReRdygnmn859/zNkm3oNzzU/rhnadOo6K32VEh/MEfoZxFeqBFHSQqMR/xLMuW4KOltIj1IiCSRTxgow4g4GnojgcaeFBQUPCAsJDDIS1ZNZJnEaKFbM5TJl08GxPA67OOO6iRofYhaukYI1lGyONQ6kl5Fi4p/jn7teRQcluWE065KrNl4P+VRrdG6qz8jcsKooxXtYPrIIiq9Sa9ztOhU4Jk35ZCqlBHHZic8V3Kskc8LM3FKU2Wlq2kBBqriFBDzgwIUFJIA0POEAUEhoJGDgOPiEJuKtx3Dc2dq1mCKxdXsLFSrU7u8IKZbNM9Y/UuGqvS/uXbGLiuSPOuyef/iSPKaDlJVBBXphS1vhtZb+x7xy71xY5q6++9/cWdjFKMUgL86BynsI+g/MXR+py5hWBWiKyMkC3ZgxOonGO5Yi9KSSj+FoJh06PJlgvOUQuCyHh8CBQEQQVpQ+KggCQRDKaYJEjfgNUi8rZwMHhnqpGY9D2cI0vMq97RQpKKEX1673lk8pTFmyq3Jg/Sb93bsbz3LWT9HLHElpf5SvTDupd549uJPVNG8t45i+7RBaAGooAAWogqAEI0J2oaACcd8BSzZyS8pmMqcj6xEQXrUsuSWpYdohLh4itENXInWEqJQifWZ+TGK8elI8FZqIDg5DEajcJT0JRW1cgrltNBDRPtQUKWKEAviaGkCKQT+yJD8RuUFh3Maf+uhEoEQsZzkiVPyHbSXVJT0ZNLWm/cPZtGcS3WbuaHJshIBF5t8/puNSYTljH2fTzYzvjcuZiN2Jgcf2o7PHSaR1Vf/wb9XO2Ff2SVec0rteRcut4l/BMJGFw5q3eMU57kmVs9FYemsgIV037FlrpxeCGYGIwJSOfkGmkFeFciBtE0fRnLBLUMpp02wlocLmoHiyWYE2cUA4yOB4j/WY7fZLEwL4rEVwuEJWYxk4GMVQQRLIWcHKU8xzsyewLZ6lmmW4XzJVy9nf/Vlv1uaCyKydsWPQWUSUTiXhMaXeVbZVcPRW6qvaHHEW+0Shf6TpZyj0aWz41gvpJDMGVllSjP2AHqgyLDjCIGK8GsOkUw5xfpwbOkZEs9k154SPJ8irSZCu+VQnCNGF9zxDeKYhftoQbwN6KclLTXzOMY9gjhNFFSeTNxqZTKCkASatBww4IrBgR0ri1asAgpre6x5sjDN4WyKeNJSGqr8DFOkLdFp1lyx1p86cplEU5ByTou6dCuEA5lljLWpj1bwqBekC+EfzdZWOQfRgHURSw8dg77fcTTpJlqyj/ZYuI0aO1SCyWR6nD1rNJd9I/TYN08RM6ejGffkU0lZoRbtA5BDh87kIaOqiyTnwCZdrDO6ddR+bO2oOg+RSEXKGlrgrdCGKk1EWySyqb5+IsBlNxSuXBNZWnIZorzzLNdLNGpkvmb2WSUONgYkt6l1UHW9JIE/HpkAb9p3AwAP40lEpxP7xHbrbFsKh4L8R26yafssXuqoC1vGLjEu5ejyFrQdpd67GhXDnMM2Glqa1+ZWKBZk/nlouM6eFEolQ4CauXxuYssqOAkWTtzIxjpZZfM7QbrW00zcI0U/yyOqTF36MBjiRhjX3XWIhLpsSDIHvowkbyvUlBNiHbP45tcb3HLKtyRRKVc+F2ScQ2Eyu/ZKkX3IINxk4n0o71IKV3vY/CcLB1Go9EAjC1wX932Ng+InOnQsDtHfKt9gvL/DolTHOY0C9eJw2yU1hKYraiJi5nNwa20RMMcr6ZlJn6SzRVUiWRHNE3PP9H1Md/dpzoAjyA2ViI3/HNruv0MIl84XhNaqhD4PW5Ztp7X59Fb9F57L7tBY32YLhJREZ7e6HD518YbRZd9/qsbr5QJq4zo08HgCWhojakjM0P67kOR0Z5P6Nr0DpybwGHxTMcTuanYYucdeWohImopUlzVP2XIi76drddCPrgtCzFq+iSMkn8oaXY9Tj4wcEGxQN3wXL1dcIMGXW4XEjokkxCbEKLLPp2sGqQlVohKXEOarfRAT0U0QnyDvyTyUI3iWUaPv+I3FxMSff4KOWd3gc2gd61EugmRy7FqweVI2yyURTL8f9XxvTOln0j1Ok2/+MpEVRZp/z1sSBQmDgkecd0u/gAJ0YYhWsAAhgPsAGsDtHCZQAOE8LR3ADKBU+lWVqQNl83iHE4m+RIBJQSDM9692A9iOlx6JGJhvcOTCYhaWJPaJMFU4gATAQRFc1nMP2orpy19x0gAmVOESBwDYM0BVAbM4Xoe4KrVC6CSBOi60SOPoizeUKF0Qqyuiy43xJyZs1qLn2tH4jjU6m/BxTv8iaHHTb0VBsI5h/71yqChQFHwqMyZ3ybDkT/CsbdR0buriOa/Gl4BTSK0UMlskPATnBSE+TMIFWCTT7NDwNaOIIIGZ+RE6GUWT+dMI9TDzjhzaOZXiFSSwT3MyeuWw1RKVDEvMCmxiEZCQgFBSLhYZxZEwXhMLJ3HApi+loS4itaZu096iTArRIpMSUHgGMl9whxmms7QykEYZiU4hKJMnVQwHabt5soL6MH+S8bfnqukjbT1HA81CkPGa+ouq1LDK5tKcsYehnd2KiN+c6+eTm5q3zY2HYLV591oxI0VpgQm2sCX4ALL6tD+AEAHMaLYDSMgG8xkInh+TPPhlu9WvPcIFd0rny0td6cqNuRJ4bJC1qZeGqGbGITjcbKmInZDM0GYakJguIg1CgQBKIB2bpD9W8F6oqM3cRsMUKIW+5lJiOjEZ/biiU4R7ZlFXZtSVyl2fdhRn/fFqTmWebkzmLyfJmiWxHRDwv53nKVCJAsSkVTHT3NOjaNV01tAlatZtplhql/E+HanU9YohiJCbAJiFbWCufhQVFyCh21T1ePPOadK6IeidAwb5zGWWmbeXanGMwKZNLMNc2q6OjOq7/JjJ0vkhwqTvatlAuIMr7MmhGct3VN0lSmcpm8evhL8OyRRzJmqTr8madN2zY6/nLc+jPUiK7/9mX9k0UR+RWcXSv0+kXUd9z21jaKMW/N+rt9GKeLr8bumI6vBs60Rz38SJhDKu6o/V6zD5NtGt0yKyMjR/ESNu4g5nCOYd5NsSdvbfV9/pl2dKKqJHa7pAq4lVaUUkTfKy1nG3Fypw3Va3b+bsUZsyjz9GJQdyTkgus7excs/9LNP0zpDhE3ENTWFatifLhSM9Bc3jCko9hOYGfjRyZXSiATcXaf4kasi3hj5Wy5FMLMUNCgWZeMF4ChI9XQGs8oUP0IJTu2I5pSxEAkwBQPJKS1HSmmBoo0zU9i+28H/+MUIOskU/6b/wBUKpfzR9aWInWbuNuTpBEptRRyult2x0SbZYfRtnJfiPaXYgQkRUjhzknrdg0ijGfaSqznKqbXl7erg+sLaeZ/KbRrXYRK9WXECZ1g+rtrRb5iVdJQekmmgnY4pJeUT1PVdtchbAh45pYw9jDwhfV/zAPo6BzTVOE28Y3oSOIHwr6aUQ4xpal5McxbUzJZWhQkr/IeOdjLeeLCgkggk6Pblb5mB7C3RJkVCTCAsQg3qaZIo1xdyIBamrjciTnRYkMFfhUDyKpbSUfbdIBOjGZ4peHUsOIybGtML57fVR7M8XQU5IjQnqYwghHvbqvOTtKSSyONmZEPQLILUhHCO8Q1Bp4sZ+i/HC0CQ5Z5iYHcLPKuKLApeQWY2xz2dCfInhrjhcO8lBZk3aKE44EKeO/hLXWS4wSPGNXDzEFw0gysDqTC/dRBqhuSTTUjMxMmLJ0zbHN4K15rsU+goSUe8hqx0pcL92tRuUaFFPENgikHEja9VLmMH8gWOyOKSonTJcPUz+1HzGdfa4SQeh7Q751iLa5fNCGfAw9tPUijIBK3BJRWvHUaQ8UJnnipiHk4qDiaarmIyNh5OQjYqelZmGpomVkIuUa4D1AASxtvFJVF4mfi3u97Po4CvVHVQegAG+K4AAlgdptCVJtTH2Xnu6ldrICbF+tj7TksS77BMZPMVaAC0I8mwAQIAFkALUHoAMJznfFnL7VXIqV5kLf8QnjXoBx19dg6vYj4iCWzR7LPInKRi5010sTon6PW/ZK7eYpF1NR6nqZWpW64raIjIDTLtPrDKhbSb9avs6CgX99Y3ehQrdP3rUYmA5OfhlAuYKPI7846XagiEJFPdgscBmzBZfzVltjsXWafa3ViXeR/IRMqc102RTOwFz/4CiIoTfkZqSWqWzjClGr3r16MnUCgFvpYRHi2dq5TH0vddGCLLARyH2sKzNmcuWyQjqsnDGh+/XQ6VW6iJ6vkdRMHOgZTBIpQY+ajSqE6g87scTqlELvLVrpihIcSjJ4aNWFtCNgzy7DxuxCOYKorm6+9FL9a6WMqtOTctbpkpt6HQwytX6SW8x5eUpK3ygnGaR8fWvpqcDkSZjmKhjGeV2kbMj579qBOLhDzrVVfrtuwjs7c4rl9lX+1yGXCQTjpTPHCdNPAtgul1aJbeoT/Cx0kVgHwiuiUnd1WiXSPR3cLEch2LqiHCZpPs1qKp3P5ZdWTHiN1civ6+3QjEqVQlnkjjVFS7xV06cHkNJpQ7RtRpiFqtz6VSSbnRyOUrSjYJBIhTR2fUyEM+aK1v4qeTs65PbkoLVMzGdPR0vbdm4squLxVuwbdLdWJQybQPrjVtzGw1RMqO/5cBiEYpDiJL37E4pOzklcapxKKPsZmRcXHldJYj0qFUG4brbGUwqtN0pBcHJQcw+nnLLH58KEFNiNqzFT6F5+Tkoz3e+BOsD8uDmXxHI6YeL09n/nUVxhWVQ9BadliWult9iqEo0Gg8M1ON7IrfPmFRg0I23Fbd24uqXbs7iM2esntTLr+3xXolPDUhQV0l6VOV2dHj1Wt+W3XnWaa0pZEHv/t/od1VBD/l9MApDsD8EaJfB/BDF+WKAGIC4NCYdwJIJIG+WJAKwMw4SiyDaCGOqGpBMKi9E6llxzESrq5Y4XpSxKypXb1tZsotQzNhs7iaQ6aDb6+EF99s6+6ru1JCSUNld4ywMvPbFh0CAi+bITFRzxQ+KEVcYfj8RzPHBtO9Izn0WpiJEs6eYUzc81nh4QkzBXaQp4vbJSnhZN/bufjcoLpU0rGEtPyQThsD6UcHofkRGOATGxsgtGv5raIGocPKIB+HYavHB0HWlwZjnIrCP9QuBIZMmLt6hnJBJw+SXlwSpykCksERYNG19g/elZbRsvQYtR+SislIajcLtIUlMyAl+YOgXGBBY5IszBM0RL30V7pncek7mtc6crUbc/3laLvSDPn5l80gzUulXiabpvWewqtGueax7E/b4+qMv9GlsTZxJY2zOG4yUzAY9LILJCfIwxQ8sNnN6Yp0hSzvUAE+8/+Box4cMiawov/0VBS1mOAWo8B9S0UPi1hKpX3omLttz3SgpNyCOb7EjArKQjiep2HjtxLpBFeIWrCt5Q0+6TJadZq3OigrdrG/FYjJzU0SM+dHm0tuSnPoyfaem5XpraGnL/JjqG+wJyNooiCsoHMmdGwjsrUQ9XP0kdQVe/FWdPDzmBA9ejSfEhBVqPVdGrjQSUKr1/ckA0Kwv7RbO6aQ5AuXURTkRn+5yPVCC20hqZLHhOJhbzFL/VMg1mex4pQtiWg4pajw1VKZ5RcpCI4w2Cry0FAVKJVK0oPzkozns2UyCGEe0ft9cfywzh/hRlaYwcAZhDgZo1XIGQGllhchhx4IQfSaEOFWpW0NoWXIdIh/1OC8cGuJsxbgZReXIhR3zZuC6yDXPvjSB7aHiueGW6PjaoEqwdcoCMti3btY2vyi7yZt8Q9uNs2tSpNJK5lPvIHlrmZXTz1MV2FhzSIlZ1xIRQLeKqW3GkMJprt/5r2EToYHUf4k5UOgCeAAwYngmWmZERsdRXn9TYFVJIF+2NFBHXnAQx3tyN6HzHaC1awZeKIuglBPMsbV5yhk7DMe+510qczJ48moPW0rjgjn2aoN6NGKkJElAkbN0zPJklAhdkjc49GgkB8Z5+MUjleEf75HiHSR3XZ7DiRXSc+8wSNYC7cBqdzYOc40ENO6LZEiiOH0r57RNMcsHpHx3IaIUoVUf//EEfCSCcoacrydEn9Qrn0/Ep8I+OVsym8HIV4b9C+rNqMjMmw1AaHJmQxV5kun1whDFFm5S3modd2ynxAFU9cbA1TU2ZvqfdKWh46gt1S67MfmCSxAtU1T55RJF4HgDhWq0s5SJtTCXn3m2w74KDyVfsQl0hfWF1H4uae2Twb6c1OVWX9317SFT2HcTLSQezar3hZjqIrxKAkVL2Jy1M7lgxfP2r32pm0datgfcLb7fJTMYEcXW/qCfCW4l+jEZWhMKNxLElq2UYvS1Z6Ewj3rWfPDRGeTENbF8EjnNddxgJJVtME9EfEu2yfW0qBhv8tNdMLVP009XqxYQPu16iVcpcUxm3BHrmcbfjYvt3Iz+Ff/p5Gg94ReOwFfsqf9hhRNdqbLitdHLKjkJ00rUciLn1cEVG3Sf/aBn4niSXv0N/MQjJJL40MS/9jTBK6IOXa92gvVtnTlSd+pRW0Td+6XMyHgV2kRQxSvTqrDZSQk7klgKekFRIMRqT8fxKmi9FzHxUB6Kfa/kHWZZtE5DBJlJVmJrgOwiCzYhbf7rEBpgGHxD79jhtVLxdr2NzZWdMk89PYTPw0cUjsFkSHguAOV5LNpaX4/iFJjmhc1fSyHg7vmRBlMjNJ/bRHdhSP1zfPrudQNP6YeA5e2O5lN/HORkw3hs7qy6YbOJY6YhwtodL84acNP455EK7B1POYOkHdxkkYmNmA7OqgFQD0pyca8T6GUdah+YU5adF2sMuJ2NGiDgJREFWCSolSK3cqeFaFGPsuA3GNoFDj+dJBtSDMQGizRRkxjUWRCuSJ7ZJ4IvjpzvCwKXmo4E/m5Wt+VKjoralyI1M2ycZ7GDHz2JzqhEHiGwNu5D5VCrGRz8duJhz4/u3BuwgOxWHUDjKG/6vzTLx+/CNVJurhsJPSi5jy4h2CNDCLaOwpwc2o+xjcA5MWBfzHHqXkQ1wQ94bjvnNNvTILpYgcL9i6y1qkqNjuARjGxlF0N1hIyPElEFU0fCRYkkIJosLjMT4vt8W2K6lGQXUEP27T+E2BHs15Ft6NSKl8j7avmIrEH+RXZoNZoWPCAX5TXp8qTa6sQHsiqP/EwCYfPvvb54yopApldYay7zAV5O+FcAVtPpeIcvlMk9MtaXKTSGixwcCkQ46sSLOSECx40wnAEuXQHWKphqsG/kxREd0YmcU/dvHtMDjsYR6T9/Xx7Ri4afGsYb5yjSjWsxCp4M3kLVjoTIZPU8dOvQ5bsEBBUW9mI2wPc9VYo//UlxLio3mAoYCvN8nKMh39tw4aFpg5CSelhRBhWkzyj5tXqaZ+Tvvk5UWuuwZjr+lJyn6bPIz9FKjpGpPILyBjXtpJfsklT1UmyxDiHTAEx5WIwVSkP9X6ltx2KS4SvYjpRW21HRjebXIVcAdPrWlLPTE0VROXqAC/WOaeWdKP6Qzt/zKkuYewDL3jCVFRy2ekeJtSOqCNrnE0PXAVMkrjTx/XhKUoPJcIOxlMNQm/E0ad9atN40bqML0DPexM1sUVly4R0PXWm4sqLGbQqSLFpN3LIwIFi66zTDdfrFWRAcmlx4SJOHdwOJlS/eEUuIN517lC0Izcl/ue5FEISJhnthetH54Yoj1Kc0Z9K7QvcdRDYhNscbB5xFkMLhRzHwy+woQwOJ5OMSC1+YhUoLKpgFwiIKcYsEV3jliDvza9xRaoxmV3Bd4quMngyAWlZnOOIZ3zqq/4qWreYqZ/xZI+FsA85fnlttCnNrbIWd+hhP6qv0OkgYKtSL/yY6R1egriC3uJ3lEa+C/K2kpbLtaBW2eCfSysEkXs8qEkYOdpapIcmIMp/eCJOpPZ+RTg2khodF1piEvGpEi1zf0S8ex1UmudCuyLuAwKXmq9Kzq5c9o75Iqi7L8UQaMJlDTrtkkhhd4VgXMpUMYvONAWfbhJltCzgm2/IDjEwYPZV/iZ/EZ+DKU5dPbSz5oQU9HWHDGC/tAVVBo9C+LnkZNk0+RVTLr/+nWU1Y2unN4ZvTLVXXJuh7jrsaOQ38m16TQz/wSEuUTXzQ5PXUw7xlopxU8MWZXWLccHOTMmOB6jHBRKlzrAhBf3zSKV4ajVpU9HqlCaHn5kBNrf0XuEVBj4i07TxDMV6zIBDz0pfoS9rYLEt+yVqdrT8MHdQEqQZXS+/MzXpg0dEm1hDXKS9bilmIys9exoqK6i6PFhfDljrFFIpa176LOK9zeq3emOZSwUz3Sc3CSKAlcmcllantZCqR6vbkrKFQbm//t7INQqLIXOY3DhzfQRI2wrm4d7Io/Ai/UV2QLXTBzKY+aUoFS37IN5ytlMKCjf9VOTan1hVOEm6t1EzLLzsVtG4JZUoOeeVDulpjPVB6TIY9mjI6luPOTT9nyRE3g6THjWEhU2GvIgMIRZ5NLxK2JDsnX/xUD6m57RH20kGTAigq+Sbt0G/IshL0IRifeBq8zGlvXJLtsj9v71Jgac6qITJcJZD+ys9IvmJ3VHh9BxFR4MasqnRzAqZo+bP4bbs/aphQUqBNUlBNjn57SijYcNKMU7X9HreYFgE9TM4mSZsJWF0EaDt0R5CoCSv6PgnrMuKK0YgJXkzCJOlqFjFQs7vaJF3BTZMYZo4LknY37koBYqPdey1yC23yRPoq2i0ewv0Q+cZR0/q9RNHXwhYeaLT3j8buoioJP3rU+cGH6d4pRIgkMd9/60XDXKw7C78/QhoPPiL/o3Yg3DdebEMwjc9RI2EQUbDzjpiGFhs/msCnfRFINc6XxpyzexUDrKZXCV1IDliOTiIH3XU/MYEBT5f5k9tcq8vL2nEQIPdug7ueXoCSgTlew7JEDRJQF9MGazEQS7jjEYGgV4WJ4DoFSUZsZQRemGZ1S4XL2yOFxigIAdqFBKIoLeJ+vDvZ2hbMMpygzGuaJJaSfnlwlzhsyQ6lfWQyCTMATSjZ8AL7qIGOSFOY6KFEhzXZlRH46jVid2pG/MgQti+qkRImwOa5SaKSLuK9+DQKvRVolOB/6ylp8/YEkKFI2rQdxWqq1ROJwFkVZFvBItSlioRNU1OlEqsehQKhwDXRW4obkNVcZJd7pKbWklTrutwGU5tYr8triKt0pcZqEAe0ekNdhCqzJ+FMGRhQdp1RA+cPBchl3kWLnndjgNsdUISJkZggJ1yREqEjXUUIngiJVRBIwSO2nW/g6KAHu0Ju9w7iN5VmsdwUTyVo4M44OwnMjnWljFlmsByVA7sHTTK12rbzIpq3WSz+T5VoUF9JOa3CzSeqjRmvCLfP8tMtPnaZzEF2QVAloiTFc+XX5ZSEZqKVD5yPlif5jlcRArek6EIEeCcCrJK3GOBGELd7rcMtEdlyzmnO/CCKHcZhG+Cm2HLf4n7MT+1DxhJEyvL8+UVGcnxHtmw1nXiEiHDCCeJxS/5ebpJqo1KEJVzARmWKOvEIJM7w7D8G+cZ6BQBQkOUABVE//jFCDvOTv6r/iv9hv4Y/zD+4/5O/kW1Iw8/lJb9By+xipdmjMhGcNLaJ1PmEAEAqie8vC08BmHhAyIHIziXhTkqPvTziMJL/p552pH4ymfCmt+ZmaCfJ+dDLInV981sRDE1vYUUj8W/u/o8konMAg5vNk9hlyscM+TcxxfjtYWRF+8R3IBBL5t8aozyi2H6EbkzzB6KGjjovMTETG7kvP+OhWbXEzkMtE8pkUqiQXy+xvpWJRzMhuOJrLbiYSW1k+UZRiBJFxwaTRtdnIHXmeyLRhGIKduZ63Xe3GSM7Pb0qsb+/iW1ulD67o+V/U4zlOqNSwp4URyalIQOylahXV+qjxsP8vsJffyL3X0HrbTLNu79Z0NGq/efakyquCunxc0ZiSzqKOTzPQcWuzjuvozjGTQFcp/Dt8vGaui4+/1xloCcsjKJcUd7awud2REkUWv+nPCctIiSt7nbg9HoIRGOypOf6QycKp3LLuTCu2kclH8TxLFgSDoYT0eiMhaNvnCbJdst048nKyVHh29vsdCKWVsop/78UTEW9p0TVD74+nu68diSmzSqNRO5rLsni5g09zPBEFgEQLhpqYHa5+1votYheIQJwl3cty1Xmnen9/rko50M90RFbXHYXs3KEUlpS7odDpHF2YLF45+nvJyBKEP8RP3tUFsVyY6KjJYps+KKfFYl9dLuVZ99/a8hVNiiQf7Oznk6F5UWdlRXsFbE4/DYaG5QTvg5HNZkEgUTmWHQjNQijoGYax9LLbM05xwhRlmhby3md6dItyxWpLch1N6f8865UaFxkRQyPVBNVp1EtCyeZL/7B4Y/NhcBKNalQ52tATBeEQyHhwTsu+ylz7CoyrLOunUqq+tvmYvZRZc91V2St2py7Q88xGl2YGDSo55GF9YccxPUb9lp9CXWhSMC9UiVN0qJS0cWmiqLIGUYeTSJJ54N4hy7zuCeUxsK0CLk0jnGXk9nihKI31diWVFQHpck6Hxw607z6msuHkhLa0Ry4THU0mQzlksF9QJpgFs5H46HU9lVTUJpgc43cGKLF3ktfFbqrTHCliQ+i6WsqTECL/UNq9NlHBgWhH5KCVpi/TAyLoLuMqKoUZLdz8mgZiGT4paXkgsHpkVBCJm1hj0ekrntYSaQWdHNbPq1J/lDQzzTWEpPmmJK15GqYnshkvKtdUFRy99L3ruRalv18osqqo+IniS0yeKIF0+UZohOe3k7Hvhi9QypS+zqeVPXKi6oWECTCXjNb7KZI6KJYLb2c22fM8VeslsuHmyGpFI5CMCcZn8T2CqNi9nXhnegaWr8CstbzekrQ6xa+yv1JVjaSvzRfz8YOlxQyRcIHypoKhENFzJI2bGgwPjIXCAVCowLHBE8ZXtZdV7XbUhXlMZWQt1rcUkaE9QuE/jMN4ToPrNpFdWVPyTSdCFcXYIXggxxA0IKDhKeUhZrXqUiQvVne79QETLMSKZgb4SeGltNhpaZ0u+xahMh7S19NcQYjEDlIUEKHa5X+RzXN4EsoKtM3Yth6JvJidxcw0Jt4tZ/ZOQr0m6aZkOIWm2CnOUMy++UXdBuiTzzmgjh1HUkLY84Qn2uppYjGU4g8JKi4FHQtJd4Kaaw6kajQTBKA9g05KNW+IThSTZTH6nKhWl/AhaukvfLF8UlxgZA+VICSyF/hydtQ9Gq/KSs0pTyjO3T5RY0nlOJMPkFqhANxKEqjUVkntNa9R0OyD2m4+YMtPoCST8sqgcfdsefjcPo+B/DVCdtTNax1lymfwgU/KcmNniHHMe0uVjFVQdm3TKNgtxMn2Kem6UbUKxvINyG3wEDlKrhrWMdipr6JiyAxg4hQTy5lXhmdUyrXHrGspP/0zil+mCE0dRAkKeoaxKMY9kYkewV5xDPeQrU1zyHBGpb4lVmh3MzEc10dqpLp7MTHLjWIcedEfVF/BiY4rVLDOl+PTXClKFKEL46YghtZJhfGFS40ZwokyOha9VXvHKKFuxSc4wkURMKQvaB0wsKEKIcMjjqoIM3trieWxzOdi2U6mEQyyst2BUqYYWpqdQI/mDubbNd6JQYI455SQn42GhYaagIKmhoySmIWptcMAAuw5QD0oQxE0yscfHy/s2zyC04d7lF3JUbk8TEM1QdqcVq2HHhQET+IqVlge5AIZSFKeBAxPUk+8V83VguBXi/1KedwrZFs8/NiseyNuTSivE6f1sXWUnWWlTG5xy2OjLl0NGch99yKMj64qpTF1T6eOGqjPpdJYXfERQhba1UolSHLf2GQG6PQMcEgCbLryLMEkGKRy52iWwwyRlOYaaewCsYorRGEQIG7Ohtw4gi3nFZ81d2Vk3CyG8FCGF68GrUMu0IbSSqZXnUzfpAVbsVMKpdl5BGWlr5gi07X7RCCCPHlZ4KLlV9mccaJ+GjbU9vv3P5+9IkFTFYlOgiKQc3qF3jKxQY2/208PhXHQjbimuoSby19foARKlakViUF3Y8iDkfDJYvIhnMocaaaqyrzG2E54mFSJERnPayJ0v+uQJiBa9v6JFDiLvHTM2zTdPukCgOhCZYsNYO+MjyqCvmcHkB1gqmMKHpKf7CZTUzRQszZOyJDxAIqICphvUJMaykN2vZJrMFrEyTNssJo8b96NerlIxJlhejzKTtptO4nlUknJnibwnvWV8OVv7ZrlIok27UJxYmtWSaJfFBVi1Wpqi5PCn00mIGiGJm3weUaixDHiTfTlos3ISSydLMPvPasjvN1soWWbEXJIqC+tZYz2Jk4TCWH5fHrLK0++ILs03pU6RqGmUWLZwenN77WmMrdYGxJGLhTA+fYF7XC5hPO+p7Qv8V9ScJgUhhKAnNgF8jhdZ0NY0Iu3IE29WzRC7SS1G4rR4ombx8+Zq4+TwUZ+l2jaSYaYgQePrhLuax1zUQaWOWlU0+ybJ1RRP0niZZuxW/Jpw9LDnS9ag1D875lDEkiH2SRPsYgXbwoWntSUQ8hPPiJC+IPtqtkhmDziR0n2fms2/JFgijmmWiJvcFEJ1x0bphKr3dkhPaK2o7HYKwTukOGi6KckqTok5O7eNOIXjFbrCbic75eypmvEJ8XKMw+plMsWWg+JU/9TyMXl04vaI7QMVtjGVeOROTM91XhDo1lyQr4ohjHKK+bIgRypRViDiqrHwIgruGGvmE64VRCCLsgCGHmTTWFnWkIe7xzQpjDikPFhFdgIipEdWiHFEIwmQQYKUZc+jJOqEAUdrGENUChAkQI/3lQMQGUzDnViJUyO04oaxgq8HIYYcgg6DaMUdfOUCnufrBApfEAo87jgbgyH0ICHycURwp3RiaIPsgwK/eVgURkh2DMGFmnEXsnFsBBGLdfGBSR+BgU1pAYNFOULkhR0FdbjpUuAhYzAq2FICCyosSEWQYkFDjiaOmsHU+AjnfhkFMKX6+Ao4qoTMbhFiEvj+HAg43fwTwUgTWOA/xB3gopIboKcgaSYe7jC4YHMULwJFEFPFjzQwoWJvsfLRKoQJQSnWZdAkX6oW2jIhf6EkpMks0cEkrCSxIcTobmS4xpdSS9tk1bn0FtTC0I/yeLATwKOXRXhcI5Z26Rkqr68UJLlW2W3JoInKrm9HXaCVkcIO9gslleFDOSbH6kVsCp/FvKkKqk7JgoixtRF8ncl+okXyFdYFY9w2qW26z/lCS7YjgUeR5FQRvlD8VZT2iNv1Hm9qQuLvIS0DLyUNE0sxVyEJBT8NCQV/HTEHmx8jSw8JRRclUzsTETeLExlHV1tbxucANcAOMoQI4KJNtyLM8464UyEpsZKBfHgY4ebhKpiBIwYBrHSChL3MZXVv9aUSUoRbZ9Z1yCSDqZDbFeXfMbQpC2fC8hv+qkrZX7hRFJRPku2Sj6dANzYb7X9Yg+QYY87kIAaAVBIPYuPneA1hJMju6G5TQBElqUs4YgoCqtXW+bgoj2IBpOplJ7c3JrySTgMghsgxQjQzRM5bASUIUZPkqy1OnYybhFU5LZslqs4Lsd7OjsQbnImR3I7h++alR73IlfqGR1Ni8S5kknVqJZJJ6NJSQkBG8XkrHsXxFXid1aeTyNhfc11YydxocXAqHAxlV3KxrO2nsTghj8LJuKInDGPA+BLGYsJWX8FcxqIzQO0DrH7AduXOUHmoc3T6c++4iSCIGNuOPtjo7eNAjPb5UbBXeT0tVv0MJ7ttPpdhpEmEzIVqRdwpRUfHAvFp0Qnh8jmk2o8GJbqksqjKbRD/x6S+l1qf9JtaLMluLDJiVtlONOjQ4shfQYMZvE9lVndVdLKYLoWyyjGA3QNbfArw8R6bK0mPNTWcpvOlCnVdstLc03To5Yoe/TE2S82Lt07WLiE2KGbRe5TIazLjJ9vbGSOGl3jI8KFh8cCBYyOBsNhULBERFyaj1mVkdKpp02TqRaQnZez3Xv7ZIUPaMnZx+aRdxrujZ2o+VOMuPUOi0jW/qckS7C6f1C7nk1404x0a8vfVMF89JKrISFH3ru13YsVfaVCnMe2Kwdyr55ZLxKBeBeAjBnvkJh0HRw+xkbxqaGzIissz1fr6UnGaduUs2fNc9Eip0cPlENcPFkiizOFcd80uqtTZTWvVp7Y4/ckY5BCBSBSIRWpRcshGKQtCEd5pSyPt+Uis/Fr3eNosaOIWZG5514aPios0JAF2K//jFCDzbVgBRAHAAkQCyAM4A/gFCAYoBuQHqAgcCDrU8Fgv+772LZ8r7SG7+d+2Cz9gIroqbEGTj7hw0QMvmBNOyKOkBATRFjJQeNCZoZbERkSKi5YymRXoVVyf/GsUmPZa3QtU4rUpTFPo3I+8FssFu/ccEEEV6XZDbtXvrvPZVBbrpfxkmsji6uvXSfu4r1ctpb2G6MzOYTExO34pKXakTr16NnBc1TzWZsm003VKoiWfaME0zwseaF3SR8UDToiSGDwsOGBYWExUUGhQVPBUudCYSNDIUGTgyNOjoUKijx2ZlkhL6kTgUnKEMW9ReFJ2tFonV5PRLmR9w4Vlt98kdVudefuyjBaGfNCJ4ggSXKURUyXNkWuJo6gkXT645QQweluvdb/Vq1I836utCSoUvvsqM7G7vVu1mPX4TuxSh+nNUJbm3r6jgzkt6Jq12cjz58qUZfXbEnj7qrN82YZMooESRYmdPJJ2DD5soeLGCpkwZEhcwdHRUmfCCo8OjpAUHirjhly0+gQ1ytytPexVtSdm1VnbWk9Iec/SXZiQw8LfZpGca5ztF4h6tcU0JrZFVFCKz524+oo0wRyaVKabcXMK9L3ixM++y1K1QmJatMXbtbIYtcT1GV9JS3KtPauORLWq276Yb/bYYNNEXxFsqudNMCRVx4+YXMiCfJw2TIl2HnCpEo8RcKkCrokcLsDxVooOCJMaOHWi4ifMGTDtokoxlOEeLnZzjnyrgd+kbmZazzRoS+tXahr5jRqbc8Ip79u4cfIvurbOpfJqn08CCadBdTVpFfVndUrgzTqZ1vPadajLUe5SUlLtupToS9CzZvV8KWW5b/3fJeoWSR1fRLkiBFgoSKrEDRUq2VItmSKwkUSsk1mHGUzr6uiJJ11t1VcuwhYWLJnW1yJ9YRJCCUsQ8aLAweMWDCiQYwS8S+RprLv2To/omMm4nRFMRF2zv2yJG51cjAnDDeYKpy+5dBFNavRr4s3qS41ZS+Uo3n9w7QvUuVE3T75kXLhNEEyZsuZMhd8biIt9r1ddSUMIUetB7xpAQucSQHCS2DBg08oowLPVPEqrj3tY4lbUWPStaCThdgxCLiSSApjppi3C0rFlD0WhazjhY9Yo0aoo0LIIlEN4QpC9EpjKBAzCx/g3BVWplQRO+yL4n8yv0yg2pI/23eFaIKV/LTsVIIuSLujR9NMgR3uM2WyslbCJ3R8XrUy2nUTdK0/fabEzJaNqljDNcFE9LaOaRJIpPFszOSwqw58WqtanUoMTS9fWSrin4aw/rZRlzaxwvqBqDkxat7JFlfGo7TLS6wcE8LdW3ZhGpqjJKjESSuGJfhzOLO4W+q5leZIfwtYKxGlRUg8VjU8Rwh9m+LkyxeCfUX3pmZ3eF0EGBGJp23pbvX/L/U3g+QTg3U4TlHUroXQpnSJLSES24p4Ej+NkulS3m4sVJqW4ZWWbkk6sqKDqGULM1IdeFzjCt4rRZ8hMqEIqoZ01P6VmyU+T612n/bjVD/n0k0oJwUtnM82eKrSki0SRZGF5IVndBXKl59xNlaEl66imuIO100i/AWXIuIP2IdzTMHLu6ODeLwryF4TlxWymFSKyE55gwza5oryO5U2rrmX1vzglZuBBBdksjC6n5zh4nqShNL+Y2vXW4ba/V0eJ51BvWtL26SM0SCsfGFAkMqUsud1z1nbfhQXpU+q1s88Mj2hFksVCRz0FLZyZYQPMwQP4deJo4nVcmFCTGemAgethEk4EBJJjNLI7u0r8YoPFGL8ifRJyYVbbMl6J8rWXZrCnohPqMG0YOBKil9gx6XFLV7wRJtjH4jFuwUTpyFsx7l04kxslMHjmxZQ1nG0l0wJOd7fA40kwr0mWouRkn51LSK9O7xjQsQtzwhryEPCwENCTMVFw0NDz89GVdFCRMfFQcXAyUzOykRGwcBIx0XFRcZIzcpERFDFy0ZX2gOMxAmAYo/hI0FDDAOEBRgrBxJtXDHDIEqMbmMhNlJElqYk/B54iihFQ5UIs18GeuDP4UjbFqtuRQo7xuUgvC/RFzt2mMozaRkAmENJrjQ37SidftsreiqEbsVXLXT9alseLnrC93t6BT0VHx0xA9U3OKS590JpYs9Jatp+3XF8M/jTcn0bezJ9ln1py4PpyjPCkqWtmtmWEdw30ZYt2HiUwUXsE2bA7Tm/yAo1Qt2nfU6m3ofvUrISCgxWkYIjWQUCYcyFSO5qZth9lMvsrtVKb6kkquTLOdJiAiaUrKw4XGXBURvGwZbHdklS1iYU5ci2cGT/JhaXDrjyBLwOL/deuJtnQvDzVLHq8d1Fu5I5P9DuZkYjIs369iLiKReERcgLaEQqg0F/so6+5TJ20wr+pgQqO4WT31sbK/1M3LjEkkUUmGadNlOFAasfNX2d1XyZc+YwxZqdcOI0J1aWnwg2OhuZ9udVOLN4xyb0VumCXqHp0RoQGxySntduW1/eOqcWws4T6fknp6EYt2m2CK9RCskchCEKsdLBb2b91Cfk6/2iKqXSyOqE7flj802u5PpjalvQ4qV42AJtq2dNWDy/iBTDlvttMqJcJeY4GZF5MIktvdtcHQxp5Xr7pTu9Qc/raRFjroQ5GVTzo06LlpeNZZnZAom8hM2JsrBWMa3+3Bo+55Rg4KJEfHsiOU/It0268je1fztpeK/4+OwVyfgRUI4Jf1RTSVFEg/fMKgplUNVAJq+jCROK9OWS3et+cG7VsUF9FyQFGjcOhkaU+KvWxDf3QrNyrs71a6SuetHuXCtzdy6W2G8uPG81xGtaIHRzWGRAaKHHV6kr3ZbBbTkeukisel8mk864hmqZ+DR2Q4eokYiIksN7Zr/3mJO7SVK3LYWfeSeKQ8MIjkV11PQyN0plmx7jgeMMxVKJVpFDovk2phv9mR2R+u2SwdYGJCsk/3qnoJLzvSR58IiYl7IkKLWwOGSz1YUqKhlE5v80jFgpfynnIyswlIUgSMFS7lCNwl3RybIucjI8GGy9LwZ9FVUpJlOdnZ6CVHWiGxUSXe7PwnCFMwPBVxtIw2Fq38gaPETiVGXEQxkMlI9FplCG75QnekjJBEWHI9RdQK8HJh6inWpuFCX2vQvUFlK0UziMS7YUsLn2CdsQDgLhFm7Spb+xnkcKMVKiQ7x3DVSaILVBxPSgmYxk+dSIwDjS6UfpGjKBXjeek6klGqlmNwhOVHkRoEi6M4cNkzryXRMg2Inh67LSn+v1KlyUOX8EChscGFhYWdICThidiGteviKS8vh89c1k5QNoyQbC5TSIXC54Ra5PoVeNBLr+Jwpdh4WZ8LyEpJxCt9nVcNKutE+iHJxQJuDAwdpzd55MGRQgJ0rcWlp/vNrY7e7M+3N7QkWCyx6VbXESkaEjll9RWTRxqUr71njT3wUx6lNNCuz9qyYkBtmaJOhNm00+fJ960MZvGl3Qe4Y5Z61YKrrXTtSs9RwxwU1I72eG1xIEkBNWnYSR2Pdc9Zo5I7EE7q6DH25Nfy9h7b4JLDbtCcIYHwvGE0bwIaL3L6vaDKKSuXRboZ5ph6oa1GCcgy9LIZVlXBUb8IxPOftV4KbMy1GXsbMnjZEw5oTtbsZGBFeggboI3iJYQQJdOf4rKjJSRRyLLXCZAaWoutBAvG0JpdAcE1I8CEQCmmr9EkLDZk+24zwSaHCq1AG7V6M5d9kn5OtEf9ik07h2DVCN2fiVRU77F5W3uQPObR6JRSI0afLojNx2dmealhdjGduaBaYaGAoo8brXykwJsiQepvyUQQHEUhG13mEFgULoHBO0LIAKqBoZKXhegHSoCwRFALowUGgTAdBQDABEEwPAedDTea5XSnDXUBqBOF4LX+XWup/+XlLocIgg/R9EOBxAPGBe0Ar9yHY6Ic2hGXOm98EuNUU9Kjrn4qi1z6b2vbphRd99nL6WI9Yvqyvfzr8nvKXOtBVY/LTcQ51+K250WXxswaf3iztbOHtMBtNAztInB/DRLEEDYGMFR0MYPwY1xBFfQx3psGjr7b36LTKFVWRLi1B8W0aUrFysO3AxDp4DwVDEHxgBSHIQA7QxIb17ZKYjb/CuBHEUGfzYFUZA6yE0L4QjeDEctgdBxiIIcQiCiG6SisAc1WS9mCu+IBzQDPPk/Pl1Bpm/t9ek7hUytcHmoECYYNqvxeeNVraEV30lNR0x68W/69waDCgVau5vuGvOp95+WzRTfaj5usM9VYFFFxuvFV4qhtT/4YTs792I5RopIyf5ukRb7WxmqJE5iBm+y5SUfB+SdzoLwcyWeWtcRs1LVhUO4rlFPwcrjEY3jgIS6UzBZlkaRxdBNXfMlrG6Gu6wqfkJ1B4b/gTbat8ww7LpxHRIHIz+zEpUxk1rxQsmZt/m0kx89V7QfmlQW2tgUcDGSMfdTWzcxunLS/BQUPhGy+HGQWDdXMpnxuzN/e5m1UhT2WTBVCBi5zJqf3gqd+tq+HJrMHuUNl8p3Iv7HAV/g6ZCQTd9IxdAic4p3GlX2djjILOOUmBDpxrSAU1zsR5I3jB7rrqUCRslfSMCOIyg0kBELhVfTW9tZ1JQrDCURBcbowymazSGZtN5VY5XSz6jhrlSC/EmKMSv6fbdc1TnlcsdB7HUYzebG5yPj6UFciSFfarV6BSM23eND11lOrrF8q6jKiJX1923iXqtKhxKOKROHNQv5tpBC1kfb3mrlXCtURLuBj3qY90hv9+J8qyvk9K3qt/HuELuQOLpP9IEPC2mSglfh0BpmsWLin0izhV9DPJHwLsrIxRuI+cCMxTgSbazR+y4p2F16q+EH1e9yUnmOygxUokXpN8XMk5jBlIuy+puwnPZCKAiFp5F00DwaB2Ec8CIbCYTySKJkPoku5HU0NujbDvHCCrb4M9ziLL33IuhQRPBmHgbwWTyMqQdUt8Wema7tZrFEqSf2Q/XI31pxIqyuSWTSo6FB1YNLATsXQZOLt0HDWxkJVcdDvId5fvhj1IE1P//jFCD3cFAAA/9cZpROcSwGkhKt0qRWa+0ioOZuK6hFtommAYs6QIqb5YS5TJUOkiGfsm0HAgithSoogyyryVG8SMrc1ii7GdiCmWXuF8GciCmv3WmQy/i8IAyB+2AnSIiYkurF5aqXe3SIxTkPpsNTR+4rIDFeKjuEoeUZkV7DwV/3NrkTUF+xt/xwsckpJr0BHuhqK+onTC6vDjPcd4R4g8AtD8ARHcUGC7ZunGsKyNf3Sd5BtGPf8vdsPJQC6zbBJSKzZH4+IxTIV9zF1vV6e01e+5XQgd7gbLPQIbL9bKOHybGeTdp4ZJuQ58pYybZNAimj+rLqFCCvtskY3PQsCXVLJD72w0S4RkGnMb52lHITsrKFeEf77R0/4nIL2cSglCINk7QH9LF++ki8uA9UW41iDQf6Z67AxKs1BDeintu1DAImLamp8JxQrXQgYbZlbePspBEIkaRALrayyn1rY1SScSj+7jes9PxULCfmfUlfIoKoEUtjYHozA6de7fnx/gRgXlWhMcxDV25Z3C4WU0V1ohv5yoPWbgoObVedWzyCAQWDQtQF/kE3VC1KyePwhzYHdOMpIY/vxJRtWAkE9YlztP+V+49L8/Bqiddv6yy6YiZ80c1/zqwMDcyNLZVtypGxVc1VzKEf8Nq6YzAeiQHRvSBxEUoL4EChHvhT/GslaMWB9uT1pgmKZVT7W4RLEEq/03YUF4lafaGpsjZn6+lkV3t9DJAVtYm80cwVosYiqzneme+jye6r8Khmip51ZWeS4CQRv9w0pE6++FNCcn0QGvBNE8qOZKsMFHW3vaTyZqCUw4imbcKKaqDpG7z3EjK6/N4t1Q+JDWnhBn0R6eGbjLIO9JUO3LlBk95/f7Il/kbgyH+aTdSosDgtzYRh6ehqfMlwSQphCdpTsq6Bc4cLC9yfntsbRsypeITP12XWMjhzoTlW2Shu3Z4vn76KRV27QiNRwxMvYrvlJ+6fci5SlaubES81n8xIacX6yZObNs1pM/xVPHHNMV7DCLUkpes6i990JWYHsQ2laMQlemU+h579mEQMlYsCyVSC+nj8YilH+MuH6797sd8dma6YRNMufAQDM3OFuq2oaREEBYYKaKV1td6ZtWzX3wse/kgP1ZUk1lZuX5GMEZUUkPiFHYagoEA0QT2jtyltQGXDMlHNLxJskUKDCmI7FaPE+LNilbKr0EU/v8sNYkPymjtriSJyhbsvNit0rSSxrIZNQSoVOzOe1O3N3aCdAvpKQqcECXOsNOBHcntTYzi8L1xS2vf1uNjZKV8u17TVsbGI1NNf2hMcGOwxD/69DU8KZfD2nk4VhuX1MaWFgqlifjckBvLcogAK2YHkGeUMAmFk2xOk6sv2RuUAy1pspOp1GZGZ3lpGNet/6NreQbX2mhr1VLxXvStXUku0pCJsWHXCwXunsp1GHNkqu6MOgOQijbL3D1FUSGEsYTtcuRzKCu6MEvUWVSu64yK35cLd/xhv9CL0yLmwZAi0aqPbMUWjqt6qt+J506KTOglsSL80fZqlYBHfyRxXBDhCTz9FpicMt+2Hvs3VaU9nALtjCEvrsvwiCULS1MzV5mrwhrVoyLFan+IUdG3RNhUfa7FFhcZaLL3MzsR1lSqFMnUyIghoynPbIR4mIdIO2vZ05/v6UU2J82onHp/UR+mOVc7ByJwvE0ONULE3kg0zmhSRJXpeeky5ZUaIzNZQEM+IsZ+OhI9IwCONiVG8c03miFmGW4gX0kOjJ/JI+HiHQCkR9Nu5cScmag12yTCsXed7SM3f0eZcqD7yh2ZaU8NRd9FgLiZgFBl8s7FTUcYtW0e7rqrrivGt5L4pgTpxKuyLPVjoT0yY/QZml7gpJZA0+tje5bBG6fyVaVv36xG9snLjoWxQixAaoWxO1fbaVpVTTSS2ELdFvEugstCaiMjNpXdz3tguluhaekNbmyC/cl6ndlpr+Q3BIVctTCgsiGoPvZiBmjZpn9Qfhh2xCBLEzTb9ax6DiBPN5dNRLbiW/1waDr8J4R2a3Q39Oq4aOi25bfeVt1KW/dLpKNLKkNVMaoCfha5acS/oqquwWsJzU1NDmk0kHTm/pAFIXTSZmCGyWkkBFtYe0QII2UOOa2TdMjwlSYYMYcLilbfYESlOLku+klUDj4kUE9X4UQFZJ9QJOx1hFimdn2Smt61Lii03iIOv4Y9a+FfGuq46Q2UhuLCSp6/iQEo3Tzcrbxcbw2ryCLuK7RS7aGfy0akJIxfDZcEEoZNY2youjKRUaFEXlZVXcwDjlSx7uITqlbI0oOO9+9TeqlOnkmOu+k2Z2M4JPVW6yXZ5dREAiOjt2Lg9buIqp14em8FE4TJrkoZg26l9Jwb/7fXxzAkjBBAqkSNTK7w6mj0zF8TYS/K7obxxGU+mZWW2DDM79mV4Q8sypmriro3hg+tWxSxNFH2mWPFFNxrVo6iOinClts7PUvS/XLN/GGqciwfJ85kPCzChdmcF/JkajxEa02IMayILewnKkKsQ/fH4HEmHGjDB2XAoLtdZxfhMB/3g+6NIaR7Fv2w8C5RLdWBSTmrSbCGxE95xVOqJuP4cfClhApiH4v9HtvgbBPZ8rVgZU+ddNXOZ8gPtoiJRTPotzPtqhKGxAawlS/p9hKguiDDiK6vcrEY+aKqCaOyhVKUT9aHdx9inSE8FX68oD85ZMwJMWHc7aEVJ1JuXZALF8+JgJ3+dbyytrtTXl2qrgU4d7SxUGYYq5/wSbZrcEUu6RZpy1btij096m2Ed64UrzjjvHbySmkwUWyz9XXfiaicR9VovBuSAwM4a2f2JndJSTHI15kwpBAdg44wEH5HRyjrgwPeCbptb1CRSIstXR4lLN0vASOEy0WOUHRH1D5QK78UQoCfMYOl9MhcnEKsEkT6L9faU5Ut5W5okTmJ8EbsntxP+dWg5KETcerX00BhPkrVuzCwcBsubOMYZXjsUtK5lBHpLi2NtUSHt91pKTVwhXLFAhB5FD1a16o5ULDNkGIvftj5+T9jIJWXGv2NU53eqaOS+tW82tnEfIBWrpCjec9A/X0GI4U53dkAdnu+TSqx1fvROf3n5BLorq0Ia6Yp//ppTf+zBbcRWo6nZulX2lF48ewh2i188xWskjB1sUuTdC6ODBJiDMQZWIe8nswj9nOZvip14F9Wm9fTncKOoKcz8hNqMupJdc/nvz5acBvC2xueysJ4AWIxZEYgvE0JkAGsI2XCJPUu2pLn6XlxuxEXkYq9AjoQ4MzFh6eyjtEEchrbGXdHQsxOGFhIzXTDY6txSDCanma+E6mWkBPkFBcqM1SRBC4Suq3rkchlah5n5dOisSFPQVGkZ7Z/yjTNHWn56XUCojB6S8Foh5uptWutKtqmVhO7J4+vSeXuLR79eSxmV4TLFB80OCI2b6QFL9zd1M98QIISla78MOIGpqR34D77X9I713PpTbYDxtP8nO3EdaN9/w6iv+dmgAf/RCI7JzrYNok1SM2otCIkG43YywlGS3EMBy/kWPUkAgsOdkpzQEcIWYQJP9jE0Iz2aKMv9jnU0kaYxbpSRLXdeKC5SoXUCI1YL7t3hdVn0gUlwpL2dSzdMgttoLbmorwNl1J5YrFOKJ/iHLwRUpT1B9PBdmU5Crycn5XeN0lFzmHw5W0r52L3d7eZgsjyqcaS5CRDgrUmVC7lQJ4JM95/DqojwScppMIr68pcXoMyMXjbcW5BJwDWFSxelVGdr+xObEaiNYUA8kvoYystGRM0pbBMUMIfMhmX2J18DZEZ0i51F0c3GgJIoc55RQUZn6txQ7Jsxre7dRa1fjzRHv8r4ottQakPDyaEIodTa1BytQscAxsdvxtECD5f5Hs3TczGx4KIpKloFX8auNPL2lLWN6ti4SK392PZnVb9uQmvVZHHG82I+u4+OLFriQ4QhR1LkCoigBxc3HFVGA78hignsTb9sUwqZFjSIieRT3TPtIuNxyISpZb9hwulqmSW6Sj+4iJFf9fVpVZg7CrMrQhKZPEpW7H6YbCSGVrOik2SOx8rriYJzm6Zyjuv/xB6rJR3o8lsYHOPPC2KoN62kDqmjjCpx/hlKhFFIAGoYQaexLtLIk0My6NiD0liZeBLWWPT200Qj1UYtOvdmZyxBWSifaH32NU4SKx8DeNc1XyZcbDXybVTPhlXW6yVR0CUrWM/eQ3PZu0dATEPQauzw8tjbZN/5q5ATqUYhwF3i522IXSWa8jb650Cr/GC7qDjwMdksMihlL5LtOZESRmQgdHZJ3mIlxLtYNawisiV/n9VRjIrXLhkV/rb/zi0O9h17NnBfW2810wZF2dOgKvklNF6iBlH0CcbBRvGZokH0MivrkHl5pqNGcw7t9q9+KO0xbJy31OkoLYt3zbfeJaIjNDxFmQJwCh18mLOwMEeuCeUJhRg0imRBZWeDT4Wg45Vb4SOyJKmrg9KXUstI9n4prsC0k6hldkosCUlWDuV4xA1TosjnCy46jBl8quqdtnJ8fo4MLKVQJjI5Vhk2/NsSmU7873nzR4r1deWrif9KfXttzdBzCo2nXj07/dC+bXVMH6CiOgrAYx/hov05JtxRDCXy8hErAFZGgtbTwrxaiI251vJDrFZLPbHn7GllVO1vX3YWJfty6mjjXF/76kDYlLJDMnpttgyzXwnfqXpJ8SlMJleZrsh0MCTdSFcVOH9mZL81DPhX9cEwLdpRPRvY6HSHod8I2bNWA1TJH7EZTAy2u+J7eMXLFO2POvQfaxCJk7xpNhXuAFhPKWQYzVOST2hNRCZ4i+jezFPRhFqMaBwQZ+irqxSHtlCvH39CUXjVQc/3RvX79A9MIMMWZMAniWaYKMVolAaSCMkKXLYBCIjHR9fX6rC7piYbZAqgnHsxz1RK2FAhmHkEnSOAdPIMu9edlL+cUJ2L+ng1K14LZfE4aJ5f+1Hx+W3eLscLa3GsfIT2wozw8EMwpDByW0/wnJ6sk+XhaU0VaiB89HpEKJtyEL1gOGHIIxWSCxERs05AULUc75K/uTJoRTFO4dLVOXp9KF6R85SKm5VNmI4hQ2frPjdSb3jCVnSbJ121oaxGAqsYw6lZYC4e3vmqjatb2qwnkZwPLZZmr904RP4E1T+lY0tTbIa1wV9lDVR/AhxQUDpcCy2/x8HDCIJZEIrbGrC6oaaWEporl1btBc/MIox5HogaB7/6z9gvrC6ixDpUo5PdvGYikWVuxXz8FdB63UGHJ/liIZrhxsV+wLhktvIxRzoKBOZRi9lAutpJfHxjivj5JhxqH4iedCdFp38FGQUi8CByGImPmykeY/S3mNYT05yQ3PAzKL+iELI23pEyP0xscUUKJRWvjSYbhalcSwrqqCYO6i2QIKewQUX3omsS1uJpZFWCwUhi4gnrZoBUqBZW4A8GD3IW/s9d/Ea4Q/acSPjuz4Wwvbt/tHk1XzFlQU9aWNC6mzdxAaNucjqaMwJxNQ3UAngLLroKh7C7TpYZXZjSBw6YSxNIfVfC/G2sBIXZTxT84YtnaIpfEQTcV8mhHGX7iFImWfqKShpXFTH7zl4nFb5cjPRukvEuS8AgI9pCtvGm+tZKMR42q/YySm/jmbEqPDfZbd+7llGJXMj4EYg8TtracC5EfyMvPaSrNmWKuTBr6jFUXYO5DT3yIxPJ7wTK+PsstvQQuZXnNVqDaQG8k6n6dNq0buJoykXawLyb4hkGCQvifhoI8LoxYCbWwWMONsrEn9XkYu7S7tHN2m659+mRKjH4jotEQkQVzqUBKukVwR+8R2jlVOcu5vMxEazSmEpNZ3BiNv9+mEklOCCeVosFVtKS0UUt0dHImputW71NKHzbLASt2iFk7VKmF1EoOVnkOkuKWQ++mN1Ah1/4UgqmsRfE0GawiL1FfMHtD7WWwS5Q5WKDdqIYgPmwuWS9nBlYhu2kJlP4zU5CNqFYur1Ew6/mGZ1Ir36d1Oqqa4xBnX4vg/NEkbf6fVeqqdazhMFhds/lyY5/I5nlmollKSMNsseWYKzEcyTIq4QhLgpv5wOiP7vb2clDlZL/3B6+3L5FUUpaY/Mfbhgr0hDg6OV3kkONdyKSK01lBY/weLijFCgb2s+OuFgzFNVLBAKMdQz5UpuWYDZZdaRMTzOsFqufemZrsNE0h4zdROqgtb2UsKRb2uSo+01zPd9XLPvJZjdmu+bn722mToX6bxyKch+1tP43O7O9YCHrOEIr8Ct7WcXIq8Stqe4ZEup/JKazK5CRfa9lz37bko2ymKx9ylJSsXknfSh4IxeEQqCMtGCQTslmBPecEfLrKuWsxQOJZdZpNXy0lEGGb/IUEL9B4rrES8vPigpIQgTB/WoXRgnyBlyCtsEmoR2GnBSg62TvVUX2uVaFRegtzS5GDEvZcVMdESW3n7SjXlpWCtGIFSXMLMSdEXqN8jYFGjJFs1f9f5lB8oIVObObVVBaILq3dtsGD6mfGlDBAmTWWb49zIZOLJcl3qN3Igx3dAPLe//jFCD7VFAX3BSEZq4QI5tqB+VxxGwXD2COKAMRHLIkOgyq46TB59hCWCnJZvJJ2GjGQULIiwWzSx9la11iWE3g4X9u1klY9Glb3oS+N9u3urBk5JZlirGnDHKsgUJW6Bpfkk5Y7llRnVy83/RWdtVjZnQ+2IeWEelKrHdkx9QVZIRQuKnLNl+EDdnuVP8kqFEzRmFs6v7iYkV5EuxY7l5rjaV+pshhAv7rHu2XipynkRRlJOssZmUT7yiaYhLaTTeYVpbNXtyB/JYJhBMJIAqBQE5emDwiUabaD5KDKiYk+sQdR4rg8dEI2NkzCU5RjpTeb+KWpdvnZuLst6PZskzugtWKe07a0MiOwykiRLZCT4iDSGy4lkkESxTZIuSX0WoIESp5PEdKDZ710D62zlnTBE1THCblp6RRVu1ZkvdwmwsI3ZYNxsM1RZX9zxyIsQiqPr9UQvvscaljoGiIOYt/kQh4SYHuFIYeYB4rkyGhCaQaL3TkQ2IF4JdpHstjkNk4EJmEXSCJhH32/YYa+ymhPJBUjKzyKLE4fKSGzW8G40KW8qUjQiQ/IdSTvJst3CvPql64ilxXvBgtsakhrIgTpCn2jCwRXF8bvgYjIL6E4O9Jnz7qE2CgoEjkAJGBw+WbmfSY7O9/q0cNL85IhEj7I4R5iWcRJZxMJFDhvkNtxxdqH36h7+gt/RunhSWwlUKFDeLgdYQ2lWhanqEeilN+KpPS4R1hSeYvmMUnW30MLtN7SzOaTbPqzTqSXEI0RNiFYZUj1CyLivv3Slzny8m0L+Kc3xHmWqzxdLtmOxVYi+cqnSqWXULSpRtK1ZrNsrBYb4kuqc6TwehTXsofAxCaxpD/EHmLCq2BPur5UagrRKIcJdDLqlCam5yVFfP1ZxZsLxxC5etKCAy5L9hKSolxX7WpdNpZDCU0ZsdF+Mrf4/nf3TbF5B3BHObrN+shcSq0sqYSl3yObfQkkVhpCbqYJdhMmhxcEBLvkQTL/04HXdhJGsj2edAWQbJ28sdUnGxcDKFH0Q0jaE4VQIWWg3CJRZn3mc0UafLKUk8g+GXJ7ESnc2Trd91lJ3SFIuz2lGOPSp+ELWYuSEW+uxqlGmqzcjiUs4C7CmkwYukTGM0LBWHhE2vRHxSGKYa8V+2QddWmojNVU7huGrUy3otakGlmajedoadXMZBcFP/g42TP5I5MIJIoRtv7K0xux4jyzZCsJuMaj15mXKZSoi20j6j9FugjC4tzEoPdG9jhqTIl1y8VL/o1LELa4ijxLqcRDViShnJ3HlDh7E0SMpz1orbcWoqEu8jenFNpDi2EpBRtQ88pCpPQLUovsnR0/6qu3X1xRaDGqXyZVB7ixCZrSD1Ym3HuxNKNuqn2qJUj6bFx2mS0Uf2zhAoNYUPDB8LIGHmLSxLIXllZNmgz4EqIQw81JkywwJNCBbApKVMNj4dmsWmqtV5JZSUPQlhLKj5WVhaEWgouM5dLk3UT1JQ3kuxaXFsRSiyH51F5RorS0DPHhRvWxKFPrmlL7kuLO0tnyRh5j9t24RcJVOap7qQmmarVZK3KmnjBMEhEtuykrYqNghPqu5xNLNGJKJQ+Mm0hxaKSeoYai+JQ72HxKSvMeQl6kEpQyGueoljtSS5W20zDpssTPWVpi9XjH9Vq+LmEnQkw8KTSUIWdCK1/Ke7HJL7J058Ur4NScFjMbREG3UyKomOyTzmoKeca1DoaxvGqiylsLhD3ZujTLs5qeapR7g85Fc1FiD++MQ6D1bFkWfzuV8DSlbPM8kVkl1FYQuPvSO8iqEmHGs5ljTuZXP/EVnkkYa7yQwlm2sqZyueY2ehQ9lnjvr9ZhfS9i2SbyE9kppRg0g+rRGVfLY2Str8ntlF6q6IJnFcu/VOxRCVSfoKJ0g7l4yCzJGDVKNIyuQ21KTPuqp/jzvgz8JFLX17aCcSjLlxc4iMk2zMdT6+xhaLEB6vKolJBaqvlrdfycS04vwzUQ/YOLcvKQ9UCwpOZZgmcOuFG0rLJZPEa4S4x97RBNkHJmVwq+pFIlM6t2y6ms3Jk9X07Ieo7uGmJO+4VxfnH7BTSxSUrM1szn1A8KbktMeoijaCg/hzRR7NNCCey0HmHGlEhEPspbmo5KphkklUJGLJOn4R3znkfjrceVD3TR5QwmbJZipelx0JIIXO+dp6hm/5lvMbbXQ9qmFp7R5ZTkLVNjxgwJKhCWCj5krnnUWiqMkotQgSc8IBpBC5cyWkNDDfird9Pd+4Jckonk6qhATZi0YUSpjd70GlFJOrIDUdUnjJWYp6UFCwQueSIXNpQUsYW8xNx3rdEaUb0e6y4OMNV5KksPQgF9LJGiig20JdR8hD3o91acvUEBKFLmHVj2wINCNviTGo9bhFrEbCZPJcaVcYSKEnCSIIeoZIPGQ/BDbrEZclJP6I2VijSEJZaDWQ1y1BIQ9IijeMJVMrEimihZIhOqnenolB+5/uopKSRlHsylFgrUpxwegc+ys3kNlh5hCq+c49QoBYcEAeIRbB6w5B6I9S8Kfog8KLtkBIqcEeElVCH9w8I32a+NQg/kjVNrbzw4L9Ebrms1wvWmLVs1UUje5a6YNAonyo95kEkJEDWBEk2aj1+R4jPUYUohmDgLgwqugrhK8lKIofm+cje3HzEW0xh1D6TNpanGV8SMjWTosVaEtFlExSce1Mp+iOvTfz7cWGX9LTzI0sI0LpVCANZanq+qeRhDKSLJQn8jb49xjNCeTxilh3AlFUphmHPUaBlInB1esgp73YzD8I7jbhmu7WEOdEmU4rjb2EE4Skft1OZnLhS9v6I1pPNXZB/iUrTVFF3luJBH8O5nN1zQxfiYd82UAyz4/9UmhKkY6+E/ShGEqcoSCXZruz6GYu9pGDtDSFO7Omc0XYx8FuNPa4En2mxgmGxOKtTKYzHqkuw2T6jgtwSGmFCGomVDMNCBHyEtHjPDmaoo4IFL13Tb8ChiyVsVkXSZHnIBalbkJohsybZJz70wSisaM0TdCy1cvrwMgBa203PXLcYPPIRf1ZLcu+lZTO6W2aqQsySBF53oq7QJ/P0qRG8wUR08qVJ7fuPMFdNpm0RJgQuvKt01ZK9eSqnYv5WyaECB4wv1OG/CFF1sTEPqwnPvjXm4ZVgQmwWck0iUFzlXoJvht2YRhQda6yG8VBqx1fgUEaqDX47DZ2/VmxKG9yB6lIMATs1RV0iqXvvFihd1wL0Ft2xsBb4GcRyeCVpEyEj6CAzc8whbdcPTMuXpW8ymljwuqpNlZIo6cYj0ySjWRLftNw+swFYEBuVOwJtgchAjf5MP3CNUgv4dHqWuKxVFn9/7ZBclzDCKLGP4tw2Bppf9eb6yxI1KHL4tdb/+IYJ99hSxHfgeEpffM7aQ8mGCYDde+WYvOx5dYg1KZTSg+1Sd9xmqknmHd1cWgSLW7lMNdKcY3uWUPUbb8VYdpNKQNSmJzFPqYnA+dDm5FznOJnQu7Sa3hrsXkNxPQilruQP6OjQp4VSvfPqffkFA8NNhqdJWh8YOCeBh9giEi0YPcwr+r04VOxEwxwstvaKzRAgph82kzN5x1Z0WpH4jNnAro1wwcljQ51x1wDeaCUd/tqpSq9K7JJEOXFsKp6dJVX2w6c1xgPNyX0UjwVuWrxJFRFegIOTLiJAiwfBKiYzTFstkIBughQdCNmaGtk7ZcP/kOJRhWq3oF4qasTy7AnCa1TnCM7aKFjBZ5nnM6eQUKrHsCL7YMwFUtGsDm6NVwyebqbYcPoAlAKxeUro2FpEH5nsHspEqfp/qk/dfYnlR7ssTyexJCtHPspsSlZtSYrmNSXCd+cxNHSS+4r2l/kTr20t0fY1S7w8spb7YW0lpDj4+JeKbmmy1H4wisjC1RkrJ5vPImZG9wQEiAtUo41QE7j0oxPTNipw+E06phRJkXmGYta3NWR9I5QxmgOOmNJr0NFe2O4EWy82giUk4st40Qq7ZUgVVx+InJDa93jYnO8wJMk82VNti9d6tzSpXdJsScXrmeNddJYKR2IMlLiGujiClVAENnDNviTSMJyZFPrR7if/Ix86ZimRmhkNMJQTXuSO20av665kKwqr4kNiVNLttx0xpM/Qrohfht06vDl7nkGXy2LKCV11EXFpxg2Jn+DYcjHrKuQnXlbQcg19hG8yhLwP1FlIKEMvCvHtmVsO62Jo4iSRMloDdkLxQ0gmHqNCyFPYuoLdMudsCMQmKpystkFN7+DSiqk3n5RtQUNeCU8FCSm0RFp0uJV4nypGnwLBia9nI4RjgPAupHrVqvy73LLGC0jt8OxtGc9lXoqMPQ2lG86bJ+J13Uk3L6ANqULnjyYXx+/phR2XvpTa+hW8zFt9g8k90dDUgA2LM53I4OqMj8dtEFGYZa8cwcT9KHStLdirz+OLTMRnGiBu4ZjUQe4OA2oMrCxa1DFRuliieFsUvzXxkVEiTUn7U0qwZnGdqMngcJvBPY7I7pT+L62nflslYTSpb606m2T0XT+md0d96SXaeHgD4yCTMZUpaGZu7JMwvuX7bSecW+HuVpL21TyRTeLlafrJi0QTkeRQsv99mCHnNd4taEVH0Uhi5w2zjhEgi265rsOtk//jFCD/SEgAGFicMKJFgR6QliN4XUo1BzFjZacupxE3lO5MAbslzIsl3hWT1dG7RPw5bkER9Shc0uIQA0utFAfl4QrAWvjGqNTSqQRwfcuH2YFHXGVP/jmFHQ0R4wuMUpnahnFJ4W1qhlBuTjIXHZVeor0derXKEVJg2g77mDXAS0IdiB4WgPwJqgIOoCjxIaQ5MHnEM974KPQRzAS9KgrADBgrFqDPjLRladxvlnQiZ4QCi6vYvmXovbxyfZbmrpDOTzOJJ5PEv1qbxqzcyZEiNsYpB8OwkQfWh1hENGNlwd0cDjA7IHAiMkcC6RkTi79/SGLh0BM5JQgl5HeCjxFVmBf4cN65P5I1Cq5zZqzPbcVMUmgaoqlLLD7h6MSCvhxZICBBzJPiFCZ+qIkOpwB0xKvzRTiTaVRdgaaJsWfkNDVdGsUaOsQ28WIZbNBXxnvyWdON/vEXek0uJk8RSpFeSTpcCswT6mk1YgvBXCX3yrkDD2WZcvldHmzX7Wk3LSWXdXFCEoubSnyTcDqfCtKpvC2vF7lEde5kWcLXJsjlIaGsIS7nrGJILBEnE9z+bkF3j0PZ/vbEJPljER4M5+Ylg32txzBga/xdhF6pwjYN7Pw0Aauflcg4cKiYW8c0zb1Ek4OZbISm2qtZ8Sb/Uu9Cg7MeypNlLaov1eymNCTy+KrbG2SVf5sq9vZUFmRzJc07SM1F/SEKLP0ooS+ZApgWSWMu1ww6sNWQufOO2U+ViMef31FJ9+rIqcRM6ujyHDu2ubw7tMCBDU1AR5B1IeukrBVwisCi55aE7vDFzCRRPUylxt4t5oaJNQ69NplT/7smLwFD0H+G981/+Yf4U+86xmo4gi5m80qGiPx78RgvnAykkBsBdptxlv/EDFY0dNFodjaJexLN9ZZACCfkkOG7BsclYSS2hNTy5e3r8j2W8J2pTXM0rIc3lQOWhYMSFgkqoqnE1AqN7gbaWoiTPnk/nZ/WTc2/kSHm88+Sep/htO7M/W1Xtv1tRUnX/XxWHlHe1TdrIrW4Uu3VhYomD8JCp9fjzUhL+BBgwQV28Y+ED4SiYQjzMMT+Poy8KoGubDP7NB1jZkSrobtaqca8YbLxJEmvNvo+ev2pdZZ9AC+CDMasPRZtXxSp+91UPr2ja8V5nenN2/DKjk5U801LaFK2UlLhEEjQggexW8ZkkEGrKP8NxIvBAgldLYUUdn/4vx4LZRxRTbtTXscC3wvSMhmZQBHgIrGoIWCuThkHCN1HFeGZz6bI7NqJ6UsH7mqR682uDYBT7vLGWr1Vo40w80JrrPRshO+xmsE2xW4Yn96jU9Ur6Lul5xeBQc2qS7Wo4+KCHgjRlg3KkpFfJeXYrVkO/witXxOLMkZ3VQ/+JBlBSSz8kWE9mNVRejMrrCS0rfDinSrUkcqEQFnJs4wiIhEpLk90V3UQowIz2olo6XdiSiSZAM2ESxCe4UijMcEfLCTAKTbySFrfq+peSIYhJANLR1aXqqK2HY3dMZ2twF94/OVpY3d7xHrpG9uwJEyvTpqygmM6B3c5TmyphKLxShw+jEADF3bJeELtoWESX2FvL9xxqC4fNJaUj0YgIUm7yteFy0jqBiTSlJKL7dZPyZ5s/ZI8RN0Jf+RXAitj38GmkDMoCizytqNtdJnSTd/LAevlsiKl5nFhTS+zcQqj/zoS1u0HJiLFJB6IXB3Jnpl2cGprw2oh34lDNvvCrJxwniN0YW17G0P+NbSc4ALiEJ3ge4aLaZFyiVvvegFt7usiFJm1RSuf5tA01jpcmuoN+5vA6smBsA7koZ6QZaZtuBc6gm5GHzgVYcvaxoxe+TmYFs9VgUmyYg9OC+UDc4iW72aID3F23J/nz2ENLSkwwu2UTCio65LSWCiMxooWQGYVSz1vlawaEkDtCN+QpwrMTDUHrJyFmW8TcS5kB244L4JK9ISpHSLt0qw+J8nmC8liJQFDao1Rt6GbAx6JmyxwnpYPAJ24CuNjQU+zJNRaoyN2FGgIYEVAiwIaUR/hJ5ILgf+GG6d8gpFLgccnk4x+22qZFNTK6FLRA1Ro6uPoN3Emmqr1kYmKD2S6XLq5C9emuohzeKRhd1jE4KLaxOCy6E5h2awzlrKmI4rO5VB1Xsd6KhUWmGLxZM9ZMg49wkD9TWRvGi2CEIm7WnLU0LOJ1BFAZsMzE/IwuZHr3YKRpwGanE7lW0TLztPdJD58mPvnY944lChlIepZCPg6arr/i6dZgE3EH8iyZJCPa5LOGZZiNrZfq07JCu61KMqE6sKtCrrOQMhB7f3uUl/vb+Fh9UD/v7zslOwGziWdiCQLDjdEB9x+FgipmFkOYVLoeQXrILoF7WDGNz4KMwJQRSGECULMEYi2XxWGwJKsPQF2yLxFd/AgCibipxrrpLTnhFVl4ZUBQHnEVhdMQWBZVj0CCsisilEITiV3ZifcLEyy2RYrkLPrKbxngkOH+WVyd9hbLOpOgl3URGtIaiLKdHG+TurCGyISa1aHcjE3g5LbaQtuMakFrSvr2VoRFUND2hITJlTcNCrQWDWmWDSWjEW4SUXchEIeozFf6YIxpXIJDXtkfRVi6bNDNFi+h3eioLdRAJqgYEGW0K5TF7G12qUgp7NXv4kyvmJZgkD7J5OUfuoydj09wj4nkX81Fn/0u9FLgtVDYOTsPuhv0KExuSL0r7fs6OsxSJrgT4phW+jKWQuBPiCQ9SlWe7RyhEXZeNioLbQs/E593qSJTUdcBe2w7Lk8NvT31Vm71QMhWSCI1qYXrLu6rFaEu11a7YJbpFLzl+caF9DwlaPn5hQPUzg3QvpK0UCw24I93G+MySS+tqj63yIlt5cRqlj3con9Cb0/OuSVxo1Jpm8eHs2UUaxG0ImfrAt5PFdrC3sgybxQo/NevL/9p8/9VsEn1mN1NnUZrS4QxtpMk3LBwdwPD3VdrOyrJVWpr9UjsSTLk2P6GEypjxEoSWSh0Zvmqm6sU1B9OKbeiVanmNmoo8w35wqmttgl1saXMvKkdUbW8ngsjJC8VEeYahHpkxYIiQkJnHifPzEUtE2Chdg4EUpDqjgXSDhfAUOomH4nCdyE6MX1jZ9EgjRIEaJ3glZFkCKMDtaJFkMrwQWkc4LJgSgIJU7yYuIaggWVb0JbIjuRsqu0iREf1tJJry05V9LYFfKl2yHwcWwO8YOJtgXIgAtooJ0FPk4kLBhAkFMR0tg36A7KaPEITWzJZGzsY/U7GkXdei0gvthPOoxsjKc9YRTJVXYj9CiKRKu3p/8tniOVo9zO8iEdJb0S+q5EReeNkkLw52+kfmpOrWfKWOuICZJIitorTQnUyDVoisTqGwUYJIcTCB7zEvFQll31kdZWQEeNii1T5kvMwN0pYjHq4uk4RDWMpwg3jFoh+cJohckSS6iwiDxyhLsWVXmMPQKJ37qOnZIk8Qs1xySKEC0L9hR+KC/QvcRJFtMctBR/obpVpMzDL2HrMhJllkWbpDeyivsslEXBHvMj6xuXJD2iPadsCE0KWJM8lTv05K2eLVGiHlqUkzBI7CSEEnTHzTcpMo7uFWmHic9ZSBrBjVhQs8KPkc14w15mJdTyHB4rBMKLSZ+lF2KFrylO/TveiPEU+pkyOrNjMX/s1E6x22QzULJRU+maW+s3tjTxaIykcuOzHaei5YQ0Rj3SblvzvqMRl5xccTXNzt+Dc9Rz5hT5QWVzUHP0US0ReitkUkSdgS6Jvoao1h08ZVnbSMPiHxlXE/d9Tk6c1Sp9E3Rl3C5Bz0lJ+fFkXrFXzF5iVRFufK25cuKJvGmOX3LWcp5Slsy3JXfXbmqZuQkjLhex1Um6d/3JTdR3qze2qvM5qCtiKL92IYjIBaO5CKhPBgWDBX/UkeFpnwQS0lZmOnfTup5zE0GpM//MnVsuUxCkGBREU0GzE7NYgVBl/pJRcBRgQ8DWhaissIjI2zhQElQx3hWqoYxFCmUcSf5ECRZ4ykoHyM1rlMX43IQ7keAiFYgeNIQc4Bi2qdV5BHRyM7jRsSMEJhk9G5oL4EKhBzgjEivtChi0GyCCh+x2SOyunI0chJNlZXpDFIsILLhAQU5l/Q7s6IOhmshy5+1FKQuNik7I/YiQo4icijHkw0iITEXhYshCJ0zB4jlhF4SFDKGVSDqSjiq7N9FEqqMWcuKtxW0ERSoLVEU4YhSqs1PGoIItLC5upkcjIjX9rhxjXMVSTpAnqH4sNSOQjn2ZCNnP3cI2juhFfeYpCNAmDlGTLWNd14uXGyITlOsIOCAiRwXM2iN0v2GX/vCkH1aQSPbzKVSXs0l9N1emI1bq1aNKkKsSzCfJgsl/KZ0hl9jZFFrHK5COz+JBdhNyKTsuaCmGZClfG+BhzhKcihyDH/JFTg06FQE/ZihDVUeoYqXzU1lNigW8Ia8ZA6pRxmUMEQQrUrpYQgRePbc3mx0vIzh2EEg7AurkMQAhScCo3REKTaGSfYmcRxzNjMJ3EIzUo5XejCITPiUWqoMeGk+YUpjEAS2oafCN3CD5OgiXSxSPZzr4CQm3ykiHqLytMhYk34F0vxLZu7VrFTkgqqnuIAYCGUopRx2JmMn21gMEqfl8IIyt16UeTJ2I4INlAqEVN5KpQpgQoTvYvLRiPxK6HItbERC5y9aNS7okOpQemXCTRYx2hWKkbNAmJ/XIzgoluIInvImZSIEx0EIZAP3xIrsJKU5nQM2opnVmQypavDG5cmwi3i1w478Rlu1Lw8fIceLM3NanOMJDkrn0kgFT2//h1CEAFr3QS/+cAinmVshSkVV0RBlIxSlExjZh0BziOCVSZiCwYSlaMYhjjmLKqzomFuKxUMbbd/rGNmkKkMfobIEBp1sGSsdwuZXYnYwo6+CyJlxCjqYAgYpEy7XBktYdCKRlMb5mPYdDI69aR3Y4hEdZOJ07kVUFReO+p8rCd8yjx8vmpeUiCPjGip2VAhoVVsOcQQJWr7dO6oQBYaM2zgwhlYaQmf3yc+kvQMstXWu9lR0w8CaQhnjPEStHNrdiI/4TJUtZfFuFKVknyMvHRa3IM6TBIkkYRKrg7psbOQxnVMJLGaK8EJKI7zproocilIzhCTv5V6OLmDftSsyZHn7MfxIRiSwBGcqIFu6c5KtE7sSKJ00aXNwHRkFN4ROiMjdCIaIl3swhMqqh0u5yG1NahrSAjYp/s5j5tL78gvtKhGFJYiKY7lW9hrKOBrM6IhEROaWaYZSIVpPNTc6kP+R2bEtLHRXPDZu58Zt5NCPt0ZfDw1bo6pcwegjjoNyv2d+mQZEomVYbIRX05F7MSLimfvnEMcmtyzHhSKKmGpHJUJEEy9ua5LMUirDnMvbUqZEnQn3k8MK+wEIvGs9LIg6ZdquNxBcyyiVFGwVWSqzJxFOUGbuuYRDvEJ85L9xxM2ohdSoUhOWw5Jf10PuyHtYrWhEGsOUhXRa12LK29cqXiObTn7pES29bhXIguqE8ZoIs6olyMWQyLgGDS4U7IvdCpoZnIiG7ShMFzJcSClbsr1hi/P1CJwwy8J+cSrbv1zPU/SMMQpGh8pSUlZFxPE6RxvznIYg7zRBx7USMMoh0ci/156yGgsEkWWooPmJPT4nN2MIHrXUpZvOjCQ5Oglr8qllMLs+G04j0e0kxRkxGzGKiYpA2SHcbrAuxj8jqnDeyJZUzE4Ct/VsMteAokhjJi3Qi5H3HDGhadj6Qg0nyolpgo1wkXFNxwTuhAt0G7SUVZhcbUQUInQ4Q3VBEqw1FPHmqzzUCaPw==\" type=\"audio/flac\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Load the audio file into the and get basic info\n",
        "waveform, sample_rate = librosa.load(audio_path, sr=None)  # sr=None to keep original sample rate\n",
        "\n",
        "# Get shape and sample rate\n",
        "print(f\"Waveform shape: {waveform.shape}\")\n",
        "print(f\"Sample rate: {sample_rate}\")\n",
        "\n",
        "# Get length of the audio in seconds\n",
        "audio_length_seconds = len(waveform) / sample_rate\n",
        "print(f\"Audio length (seconds): {audio_length_seconds}\")\n",
        "\n",
        "# Visualize the raw audio waveform\n",
        "plt.figure(figsize=(5, 3))\n",
        "librosa.display.waveshow(waveform, sr=sample_rate)\n",
        "plt.title('Raw Audio Waveform')\n",
        "plt.xlabel('Time (s)')\n",
        "plt.ylabel('Amplitude')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "AFiZi2ynmOYg",
        "outputId": "0db4ae35-4c5f-4eee-9646-79066626fef3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Waveform shape: (263600,)\n",
            "Sample rate: 16000\n",
            "Audio length (seconds): 16.475\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert raw audio --> melspectrogram\n",
        "S = librosa.feature.melspectrogram(y=waveform, sr=sample_rate)\n",
        "S_dB = librosa.power_to_db(S, ref=np.max)\n",
        "\n",
        "# Visualize the melspectrogram\n",
        "def plot_melspectrogram(S_dB, sample_rate, title=\"Melspectrogram\"):\n",
        "    plt.figure(figsize=(5, 3))\n",
        "    librosa.display.specshow(S_dB, sr=sample_rate, x_axis='time', y_axis='mel')\n",
        "    plt.colorbar(format='%+2.0f dB')\n",
        "    plt.title(title)\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "plot_melspectrogram(S_dB, sample_rate)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "DDLajiODmQ9O",
        "outputId": "2525b224-e723-44e4-c539-65fc96c26991"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 2 Axes>"
            ],
            "image/png": 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fGGN40YtexNzcHN/4xjdotVr8xm/8xgPu66677uJLX/oSr3jFK/5VYx0b5weJ06dPb+mWM8YYY4zxbx0nTpxgx44d/8/bieOYvXu3s7S0/oDrlstlut3upmW/+7u/u0nV7l+DpaWlLd3qPM9jcnKSpaWl8/7mC1/4AnfccQef+9znRi1V3/KWt5y3nerP/dzPoZQiz3OSJOG5z30ur3/96/9VYx0b5weJs9KNEji/5zxVeQyPlk9CImjQ5dudT2JMh7naEzhgH01DNmmxhEfAM0uP5vFTBiUsbzx2MzVmORx/lWIww6/NPo1IwfvOfJNAFEltH4slM30CWeJq/3E8bhpODwSfaHydSFYxVlNlmjt6n6cYTLLH+zEUHo+rTPPx9f+LlCGt/t38p92vYU/J4AvLDWuSD5/5I/ZVfpK97GLVtvlW68NAPjqmn578T8yXFCe6Odc3/ueWY76y9gvsUnXW8pgzcokJM8V34v8fe4tXczK9EWMydkWPZ7ud57RYps0ZPEIa6REMhnqwi/32Eqa8kMQYGjrma+33IUQBawdsn3gql9grWKfDnKzxmEmfg5WcX7ntYyTpIoVwJ7mOUTJgW+nR9Mwaa907uaTyHBIGPLW0n15u+ciZd1CvXMol4ic4rY7xyplLMRY+vbzG3foGpvwLaOqTrLb/hWtqv86eUkQvt9yUHuP25p+PxnMuomA7L5p4GYPc0MgTesQMZJ974n8k8usUVZ2lzk1UCtswJqfdv4e99WfyqrlLsRbubFu+OPg2q/Fh+vExomA7j4meyyG+BUBVzXGk8XdYNjS9Jb5XZ6p0EYnu8P6DTyc2kn9ZV7z3xLuxNgEMB+ovZMJMEYsBx9Jv0k+W+YX5V3HlpOHGhuTTna+T24Tl9j9vuZ67J57JsebfbVnuqTr7K0+jY5cpixnu6XyZXLsWjrPVx/NE/8lcNSu4otbj240yn1ha5sbW/wEUgT9Fmp0BwPdmuKz0HCyGm1ofphTtwZMhoVdjuf3P7Jp4OiWmuL3551xVfRVlEWGxvGyPT9Vz9+X/uUfxLeP6bQ/0Oo3ubcD5ea318qU8Vj2dk+IUPiF3dj/HbPlReAQktscOLuK25AuEXpnHe8/ghTt8/mEZ/rL5ZyTp4qZtFcKdRH6VRvd2lKpQDGfRJuUF1et4zCQsxoI/PPoH+N4M2iQY0wagVryQ9uDo8PpsxUum/jNLWZ+vtd+3afm22pNoJSeohNvJTJ/nl6/hsgn44lLO3zb+kH315xDZCrc1Pz76zXT1cZTkJMeaf0e9fCmDtMm+4pMIbTS8HmfPkxAFnlL5RS6uFfElfLW5zI2tD50zAguYLbK1/1qkacrS0jpHj3ycarV4n+u123327H0pJ06coFqtjpbfl9f8lre8hbe85S2jvweDATfccAOvec1rRstuu+22LS1KHyxuv/12du7cuanX+VVXXXXedf/wD/+Qa665Bq01hw8f5jd/8zf5d//u3/Hxj3/8vOvfH8bG+UHibIhFcF/GeZf3GGqyRGoMPZaYrlxCP11BCg/w0VJTswt0WUMSooQllBZNRpEKnioQyQrdLCI1UJLTnBp8G0+G5Cah4E+yg4tQIiCQilBCKz3JQvh0IlsgEQmhXyPy6kwzgxKSbYUITxXxZQEpAzITEkjDZKCZDn2iYJJL5YVcWg/47nrEodIBOv27sda9CGtBkblIstRLtxy3501Qp47BR4uUebsDBBSCOrvYTS9sstK/nUk7R0kVqZo6BcpEtkDXW6GopthpLmRClSn7HibLKVnFROkSUt2jHx9HCg+fkFkCpoKQqi8pexlCuEnSpYVn0RMtjvS/hi+KFCWc0U0qts6cmMeTEQLDVPVyimqKSaqcESG+iIg8mBVTdIJLqJtpfBXSUHdQUkVCFZAby4SdQQjX0MHazcef5g0qfgQYukag0CQyRgqPKX8fO/Ue1v17qPjb8QhpD+5h1u5iLgwQwnJ6oJgZ7KXjnaGPYLp4kHk5ySk7SS9fIbV9lFcmz5vDPVosBrBEXhVti0wFOdOhu8YTxctY792FEBIpfFriGJ4MKQTTVP2I3FoUgkCWkNY77308sO3zLp+pXMoe9nFKFpg2M5wKJsgHTXxvkrKao+oXmA8Nk2GCJyOUCIa/1OS6ReDPoGSExSCFhxEGEFTCbWRmQGb6gKAqFijbCiCY9er4QtLRGb4IEMJNKqWASE4QUqSi5hEVxXrn5vM+k54sUvfK9PQsLbFOpbCdspxBWklKn77oAxCqGhKfUIUsJj20iQFBubCP7uAeAJJsBSEkQihCfwJrDbmOCWVE0YNIbkzcDdZ0R+dRqZAomGWQnDzvGAteRJAblKqhdXv4myqZjUnzDpOFXRxP/xlrI5QQYN3Y2nqJTCWbrldBTRCJGlIWkSLA90rsZiclz+dWf5o0Wx2ta20MwqfiuU5rRnLea/9Qp/Gq5Yhq+X66xRnj1qtWNxnn+8Kv/uqvct11143+fvnLX86LX/xiXvSiF42WbRjW+fn5Lf3c8zxnfX2d+fn57+Uwzov5+flRD/QLL7yQTqfDz/3cz/GmN73pPnuj3xfGxvkhRN1MMBF59HJDJaszkC2srwlFGSwo6wxNKMoEUtDXkBl346/JM0wEu5BIForgD5+HJGuSyQBrc4rBDMp6VHyX/+nnIIVPxVZYCIocTZuUg1nKchZhBJnVnOxZ2oPj5LqNtTmBBG0F3VzSSi0Ff5LpyGMytNRDj0CX8L2J0UOcG0sgLYHamnOSwqMofXwhyURGW/Tx8MjSAaXQY8rsoOOfZkdQpZfndEWHoi0T4tOJTxMUy/h4o22v5/FwnwnFYJp+fBwPN1suKI/UWHwJSmz2kjxC0nSFyWiWpnTj9vEoSg8JhEpQVjPM2j1UA48wK+JJmPANM1HAiaRAS6zTo4HRfVKjsdYde1OuYq0hCqZGL1chJNaa4f8FubFYa+nJHp71mQh3Mau30xcDquF2StRp2SWkLJKRYQAfiBQoPKTwAQhEmbKvqKaztM1JKt4ssvJjrPRvH+1b6y69bJWZ8EKqfk4vV6zEllw3Kag6oT9BaIuENsCi8VUZT7oXoSdAW8t2cwGJSDjJ32+5pvFoIrAZ8+Ig26OIxqCMLxRKuutSL11AjRkSbTCAJw2RssxQw/cmyfJ1rM2YLV1Gages9+7Ex8cMKzgzMyDVPTwZIISHwiO0AcVoFxXPw5OCns6YDHIipWllHkWlqORTrNgjJHmb3Nx3DtOTIVKAsJId7CTzE8qmhhEGgSKkwCXRTzFFjWh4v5RlgDHOyw28ElKGGJO48ckQKUMmo33Epo3FUA0EvRwaqTumSmE73dgjzZYRCHKTYmyOFD7GZlvGqK1Fo4Gz3byM6ePLIkpFxHQxNidUkBg3RQOoqHnKTHECEAgslk56Gu1nYHMy4yI9BeWRWUPo1zcZZ4CWbKFElVCBZx8mc2DMyADf5/ffAyYnJ5mcnBz9XSgUmJ2dPa8xvOqqq2g2m3zrW98aNZL50pe+hDGGJzzhCefd/sUXX8yJEydYXFxkYWEBgBtuuOFBjW2jN/m91fceDMbGeYwxxhhjjIcP2sA5bUXP+/33CRdffDHXXnstv/zLv8z/+l//iyzLeM1rXsNLX/rSTWHrc3HNNddw8OBBfv7nf563ve1ttNtt/tt/+2/nXbfZbLK0tIQxhkOHDvF7v/d7HDx4kIsvvvh7HuvYOD+ECIVikBtSbSjbIi1ZIRYuTJWIhIItUbc1TskBsbYUlSU1Ak1GbhNCUaaZn6CVChJj6dsG9dIF9FKXr5NItMjpZRYQlDxBoEr4QuFJQVUU2WOvYMqWaVgXrpMCpAyweT76WwlLzdfMRB799VUGuaWXi+H3PvocT6SXazIj8c8T2jI2p+p7rKRnc2mhDUnzLu08pauapLrHWhpjsKyLExjhHgBfFYlElQ4ddKqpiAgPiRCCSrjAWs81WigzRWo1aKj6HtqCsRB4FeIEVsVxfFFk18TTqNoima0Nz9XZ8SbaEps2NVGmFkqmkxnKnqXkaQqez8RggkxktFgaBY5jbcmsHYZf2XROlKqS5008VSLOLX2tCYRizswwIKUr12iLFnNmhtwmxHQpyjpKRgQ2JDUCpSyDfPM4O3oJbS9H4SGEpGgrtFjC2LMcAE9VqQXbiSjTyxWJERS9jeuRoWSIQZOJDCl8pE1ITJdUQ24hM+AhkTY67z0s76O60mDo5Ya+6CKtwFqDQFCUE/RFh5nCDiQaJS2RtKzQIh+GaAN/lrrYSU80yAt9DgRTo3umnzpPbpCuYG2OJicSwcgzt1hKyiezho0RZ8ZiMOQ2oZsskaTnJ/IAFESdgieRmUQi2KP3k5CRkVET8+wSs7RMghKCaqBQwlLyPAK/TpJmCNTIiy5FOyh6k+R6QCRreCLE2AxtYSY0DLTzkpq9u0a/sVh68UmsNVjuxyAB9px7zPcmqYl5srCPFIpiMI0nBdY6LznwZ+mZNax02xQywpoB3WQRKT2MzYjTNYTwiJQkkJIor9E591rLAkVTQg5vwcD+vzGhHzQeYs/5e8VHPvIRXvOa1/D0pz99JELyrne96z7Xl1LyV3/1V/ziL/4ij3/849mzZw/vete7uPbaa7es+8pXvhJwEbX5+Xme/OQn85a3vAXP+95N7dg4PwRQqorvlan6AYkxaGuZDwuodDerssIaJ/GtT4kIIQQJfQIl0MPQXm4SCqqKJseXRVLjlmuboYRH0Z9GCEUzPka9cDWZtWTGGdqKN8d8EFH0BMXM47vmO/Q5gC8CfOsPH+izL/feMKomAV9asryLEBBIqAWSbnMRY/qj9QMl6eWQDcd6bkjXmASDpaQ8krxAX3RZlYvkukNGTm4TrDX4QrKrFJF1r+CW/EtMBwcxNqdEnYqt4CGZCHxy425HXxcphTNk2QqBDah6AUWl8CSUlB1OMM7eur4NmTXbmQwCstSp/AxIqBAQKPClwBMh2hpyY/GFopkKIqmIFNRkgdVzwo0KQaQEUkiC3IWEjT374hRDA6ZNSqhweVGTUlEBaPd9aCMCoUjzHlplbNP7aBZOIJEY69IZqbEUbYFp/wBr3ITFja8v2igZutx8foYsbwFQjHYxW7iYInVS4cJkobQIwFqDJsPYjLZdoi8alJnijHF50nooGGg32XLX//x5xOnwIO3BPSPjsoENo+2OLSBQJaQqUmMerLsXI2VIcsVAC3qitem+mzATIGGgGpR8wenEjcP3SviywFrHhe2nzQyhVFir6eQ5vpCj5yRUhmmZUvCKkEInPrVpH+dDKz9JofQYCgRM+gGxNvhG0rXQFWv09A5iEVMWAfVQEqkMicRXJYw3QaBKo21V/QXamTN+2/VuTqsTSOGTGztKTwFbzh0oPFUizc4f2tQWUvJNIW9jUxQ+Svj0zCraJGgLQkBqNdrEVNU8FTvJUcAMQ9iRP0moXJ5WCI/Qr1EPHT9FDfxN+42CGYoixFiIpKUs7icP/FDi+2yc//7v//5+v5+cnOSjH/3o97TNgwcP8tWvfnXTsnuLaz7UYptjEZKHAKE/QSXcRsmTTAQeBosvBQcrRS71t1FmiqooMumHzAQhNWaoB4KSMsyEOaEs4xMS2AISiRICJcAToSNGZavEeZOZ4sXk2OHDZqn6lnm7l4nAeZyJcfntoinRFx0kkolAcO5lrg33q4TFIvC9MjORZCowlDz3gjn3hTcVKrYVYDpyXoFAjb7zvRragi8lHpKddoGCrVIt7GFnWGGH2e9y2mFINRAs+GUy7V4ixWAaD4+EFCHE8JgFubUMdIPcpFgsFVuhqBTRcGwriSA18ux2qFM30+wIqhQ8SVk6IlJTriIR1AOYLQjnRSJINBSER8mzRMpQD6DieeRoWslxADIMq3FOM9F4w/nruS9cbXruX91GCUGgJF3RZ9E0WZFr7p6wIZ6QpHmH3CZokVNWM7jMrJsYFTxBRQWUTW143g19rdE2o5+u4jsfF9jIb0skPsv6LnwbEilDpNx3SpWoygVCr8JAN8ltQocVLBprDb3cTeh8IRiIhJ44v6HomVU8tZWd2xcdOlmGJkOhKKgJFio/xvHsX1ixR+hmjtyYaIUvYcJMo4ZGItcdltRJOiwTijL93KKEuye94fWSw7y4LxRCuKhMbDTaWgqeWzeQGmMFvhSUTYVC4KIRGzn780GbhKKCSHoESpBZQ2I1iUiJhBvfJBUmfJ906NhqaxFC4qkidbGTQujKiAa6iRIeoVdhQhWwGMQw2gMu2nJvSBkyUdxH6NcQ4vy+kBIQ3MtPEkgiWySQZbZxEVL4+MLxFErKR8mAip2kajZfq8ifwBdFBIJKtI3ImyDRLhpUUZsJT9YaaipgMrR4EmL7wPXHDwk2jPP9fcYYe85jjDHGGGM8fBAmR+j7jngIc//RkB8VjD3nhwD9+DiN/mG+M1gkM9Z5ekqwvQhzRUlMl0gq5goeqbbE9GhnznM1FipidhQ29EVx6NUJAlFkj7oSJUOsNewyFzPph0TKhaFTA0VboJG4cGjD9qgxz4QoovDpyo7Lz9l05F2Eyu1XD8uCdhQex9FuxqmBZKAtue5v8kSUgKpv8KULk5WL+0bfJekSvhBkxhAIhS+cV10NdrCjLNkRVKh5O9hekiQaunlObmKmzBx75JUs2GlKRCyJZdpZTmYsFV8x6e3BVy7DWJUhgXKRBIBQupyzGO5r1syzK6hS8SWxNuTWIGWIwqfkuXVSDbN2DwNScmPxpMAMw7ruXFh2qSnnXQsfay3BUBEpprf1gg/D+oVwB56Eii+5MJoitAESyTa7n1lVZq7gs1B89CjXKF18hLkoR+LyvxKBjzvfzjMWZAyoRTuZ9gpUgm2UC3sohDvI8j7r6d14ImTSzKKtwBeWoifwVIWeWSXOWhS9KebYD0DZm8dXZSIl8CUESjBFhRlq93k/53rrMSe2Q4ahaCtMeCGRrJHaAZ4sEIoyVV9gACkcu39/WGemfClhMI8UIRZDKCoUqaOtHXlpJW8WXxYohHMALIlltLUoGbJKg77JKXqSUBpirbAIdwyyPArfel79Po9FyZDcwoTvMxVKFgoBAxIkgnm9g5kgYjYKmYxc+Dw1ksQYrDWUgll3f5V+HIBm/55RLny+4LND76Wi5vGFSy9kxuWKNyIGUoYUwgWq3jbHDfEmzjvGjbD2uSiEM9SpUhA1EhGjZMhAu31ESiFlQGhDomHJmhqG3611ufgo3M6MOkBVzdNONWuxGbIpzkJKF+UTwzH4D5evNvacHxTGnvNDhDxvovBItKHgSTIDvVwQa0uFKUqeouBBS6ckok9uoORpjIUuawgkFoMSPgMtCKSlYifZLqZph5eQ2wQMBFKgDUyHObHxiYTHXFEyG8GpfpGqLTIXReTxLF07QAlB5E/iR9tpdm+j5EEgDYE0eMKyU+9CKzs0woJiMINX2EWrfxQhPDILnXxjDmc25Xo9b4K5ouRYx6CxhEJQMEUK7CPWEGtDjRlKHrRTaNkBadbAj3wmRYWy59HJXZ03wFSk0BY6ZplJfx8tdYx66FHwXJY31pa+FhSVoRzM0ukfoiEblPMAbRXGQmxztlWvombqlAPJ7qKm6Cm2dyaxFlJj8KVkRyGjkynEsCxlV9lnxlyIEJKqFxB5Ak8q2Ihmn5vbFB7YDCk9Kr4j5hU9S9mvcaZfwpeCWqio+qBin932UcyKGi3WqcqQRAsiZfClIlCS3GikLGBshsESiSpFdqCtZdbuoRjWWeRmCrJOIMvU5U584+GLjXIkR7ATQlEKZlHDx7rCDB1W8ESIL6HqWeYKklSHeFJQjHbRj4+PSp4AdnIZTf/YlppcT0SEKKqmjLVgrEZvlBuJImVfUPY0vnS1yCVfUsymEEVJJGrs0fvJyBkIlzvdyHkXRZ2+BH8Y1p40dYq+QgjJfm+Wsu/IjiUvp+jlNNOQonKpiPn8IDYy9LJV0mxz7eoGKt4cclhC1sncpHfBq3Im7zIQMSW/RiAFoYKNgqTUaNK8g7EZq9EKJwf/MtqetcbxCCxk5BgcISy3UPIEQnjMlS8jtwmrnZtG/IRAlSgGM1tKmdw2t4bDdwePZ3tYwIv3cIu4kaKcoBaIId8CJgsHiGxEpBSFcAfFYJq1zk2A4wdsL13JDrOThm0T+pJICSaSWerlS2n1D2NMQqBKVH0PT4AvHaH1YYEZsjrv7/sxxsZ5jDHGGGOMhxGPMFv7hwXjsPZDiIHo08ozUm3JjGU1Npzp56zZY4Dzeq11nnTZh8kgZVsxZppdhBTIRUbBVomUJZSOVLStFPCk8FKeGDyGdem8g7IvUMKVrBySh4mUQFuYDl0ocD3JyKxmp19jJrJUwgWmg4OoIYErlBZfugdgSZ4hUopQudBWbhJyPUCbAdbmRAomfD0kljnPQQzJPHneJJCC2Gi6NuaEWSMTKUVbYC12UpwZKYkWeNKV43iqREOuc7u4lVNZh65NUPgUlfN826km0W1yG2NtRqwt1kIvt7Qzw76SZiJwTFYpQzqssWa6COG8Comgr9eGJWdmuAx6OmPFdEiMoepLSkojhCtl62tNM7EMbIPu4DgDnZNoS6INMUN9X3H2UVFDL28Qn2KQWwbaEmt3DTJr6OWaVFtWY0tq+/jWx2DpskbLDMiswA7Jaqk2+NYn9KfITUpmDVUziWc9GjrmDHezlt9Du3cn1hom5W6MMMQiJlKaULmUQ5p3mWQHk94ePBGxLhaJ6RLrFv1sBTO87rm1rKQJJwd94nQFAG3OksOKtjBUx9oMxVBshpyGjmlkR8jMYKh+58rzAqkJPY0U0EwNbX0agaLKDPNhgSmvyKI4TKz1KITq2xCfAoHnQsGRCMiMJRqGgI2FOLcYKxCCUaQjM5auaNJNz9BP7rubELi0Ri/XxNqJ2MRa05UdqraMEtDJDCsDS8UXLBRS9pYLzkPO2jTtKfqxIwr6XpmSN+PkRpXAQxKbNgUP6oGm6jsiWUU67WYhPIzN0WTEeZN8C4ub0TFasdUgFT2BQFBmCl8USbVjVU+FigmxDW/4+i4G05S8mdHvNtJSBeHRFx2sBSUFFoO2OUqWhuNzofxWhhNR2bjXv9/QGnR+P5/7Lzn7UcHYOD+EcNWXru615EvmCpLZgufYutYxdCPpocmJtXuh+dIgrSQyhVFOqOLBVGgIbcBN3RVODWJOxX0a5gSHkjUmQ0s0NK479R4qnkUCJ+Iey+IoS7ZJS7ZGJRJx3mRx8B3yvEkkravl9HMmAkufFmfSPp3MGd9+cmpYSjMgy9cpeYLMiBET1WAQ4mw95JmBY796SNbFIkv2LhqyQWosfTGgR4PVxFLyBCUisrxJ0ZZJbJdT8hA5mqqpUfAkqXHGw5cFEtvF2mwU8munmnqoyC2kRpGYLlhDkRplUUACgZQEQtGNF2nIVVppTqQMM6HmtDxNLJ0RSo2l7OfUfU1qLF2TcnTQZaV7K8YMmPCDUe1nV7sJ0blsbTlkGHteDU9CO7Uc6eSsxzmLpskpu8rSIGEtyWimxzklj3APx8lMn0gE1H1NSWm0FURK0pEtkmyFUFXwhSQVKbnIacgGA92kl7gxeLLAvFnAtyE1ykxFCZ4wzIYGKT0yEtpmkdzGKOHTyk/SS5fJTcJk4NjpBSVYEivcLe8Yld+cG7JfVCcpRwtb7u31/CgdnZKjhxKcPr4sUFHzbNc7KXngS0PBzwikoZ2lJLmrGDAYUmOItWYw1OOuKHcOI1skojwqIyopj5LnSqmMxSm5hRsTQ9hV7RAoOJN3Wc+OMEjPoM+TI99AmWlKPiRWs5akGKBnE9Y5icRNqE7EPVaTFG3taJ9RUEebHq301Nnn2xoCUaToz4xenL4sEsgNjQDHTG/pU7QGx/C9GoEqkdk+3XiRXnz0vGNMjSERmw33mj1GM9X0bcYOuxM9PD8GN/FZN8cYkJIaTaN7K0vdG90Y0Xg4zsWybdFljZIvKA7V6Nq9O0cpDIBBbih5UPEskzw0GtoPiHHO+UFhHNYeY4wxxhjj4cM45/ygMPacH0L0aFAfCmbEuVMAqwYb6kq585SkQpPhCTjaK3KiV6QvOoQEKHwsBk9aJnxNIHyElbTosijdDN5wVpDBl5aZoIAnIVAQCg9tM1bFKYqmREdntDPBIGuMZu2RsoTK0E590qFwQiziIYHNOmGRc7xEAfS0I7gJFHbIht6AsVCUHpOqSE5Cqnss28O0s5SGXObM4Ba+01njZE+zJM9gbU5rWAssUEgkVRFR8ARlXxJKyXr/bsDVW5/KOhgcoafqQ26dJx/KMlKV2GW3sbNQIFAb3our3e7bBm2TUPNzqn4+jGoYQinpZYaSl1H0NJ7YYG2bUYOJWJtR3XVBbWUCb9SBe6qIBVJt6eVDcp9o4eMTSkU4ZHw3siP0aSCFTyQVvjQjffDJSLFg5zEmIdM9YpPTsCfosEabFeK8ie+VhiHIhDW5ToslfCGZn+gQa0UnF5SCWVb0YZqDYzTT4wS2QKBKWGswNicbvu8COQwL27NCM+eG7Otmmug8x7yhUtaRLSoyouTNsM17FI+Vj+LiaplIue12k8CJ21hDrgckpstAtFnPEvo2o9E7jBKuVhlgXtQp29rZ6IAQQzJeSD1UVH1B1ReU/YxikKGkwVjI0a6Zi7h/VatT2U0sFGAhivClZC02NGWLzPTJyOnnhoTURX+EIDOS1DAU2pFUggV8b3p4vSN6ZnVI2rREIqDCDBZLogVLAwAnFpRla8TJaeKhgIzTGD+/Rziw+ZaqgMz0KXqSgvDoDruhKcmQ1Gjp5+vEYkDfplibj7ZtrUEKRWI7rMkz5Dah4AmKnqBsN3eCSvMeUkBRWSqexRMPkzkYe84PCmPj/BBim9nH7oo3Ek040rXc1cooyxkSqwmkExDxCBFDGc3MCAa0SEiJbIlE9Olmgk6uyKymKVdpiyZGGLrpGTQ5rVSwkgRIQBtLL3cXcsJ3zQ4yBhgMM0HIQkE7oYSheMh6Kkm0dHlbAXNmF5NU0NYSKUblRBsoei7nq4QzSt3B3ed0SWKk3lT23fY3GLyZNWS2jzYpS/Iot6SnWbNH3TpkTIhtCFzDjMwaJG4fQkCWr1KWsyNhipLnJiWrsSW3UPUzAlEevZAGuWEtyWhnOWumS+RNjF6+7Uwx0IqSrVE0JRp5Smw0zTQkN4KJwFKVIYNzwooGyyA3dPKcvl7bcp1z7UQQ4/QMywMnHKKEE7gY0GZW1JiOPKYjDyU8rDVUmKUiZ+nolMRIpLBMBpbcWLQ1+N4kqe4xIEWT0cyPEYgiWd4ny3uOzW1yYtFDIFmyDaS0SGHRFkreDHHuwuPt/mGa9jQKH2NzAlViPRH0taQ7jGCfe43PTVMo6zHItx6zNgkN0XLXzveZtXvwcKU41kI3E7TSgFh7FJWTM/W9Ep4MSW2fHjFrcg0lI1JzVlRFCUFLrpHmQ6nP4YQm1T0yA7GGdmbxpCHNFb00QFsn2uHL4kgQ5r5graGfu1B1Syck2lA0JWpqO+uyQS/XlEWBsvTxpJv0lobxxMCvUxPzhL4rO/NlAW1zEtN11RbKo2BLTIdQ9AwzEVibkWZrozC91jG98zC0z0Vqs7PchiF2ySuIc0vT9jklD1Gk5hzOIf87TtcYiB4puZOcHU6ekrxDYrsIFOvZkWG3L8cnie4lgiKGsr+Rcgm1/D4mDw81hM4R+f187qcG+kcJ47D2GGOMMcYYDx+sdZ/7+36Msef8UKIuixSU02W2WNZizZm8Syt3NaOrCbRSzen8Zs70DUVlqHiaBbMfLTRTZpKynaDsO2JKLGJiujTsCVr6FJE/QdmWiJRloAWxEbR0yh1NzaGhor21Bm0zOrLFeprSyyVSeqM2c3OhIVQGbV29sIciwwzrJ50O97kav7EWTAWa+QJE4XYK4Y5NMoRSuGeplebUmB8xUvNhGDlNz3BmcAtrnBx9N20WuEjuYY+5gDoVGqJFrC1TIcwXFL43iW9DhPApEJBqaOqBI4X5hnbmU2EK0BwXp7k5P0bD9FmyTZpylX66ihQ+IT7tzGOgBdvlJFVRpGsHxCannysyK7in4whh+/2p0TFZ64g3PZ0Rya39ZDfC/sYkaAMlT+FLSWo0sW1R8BQLRcm2Iuz3foLIm2DGTFO0FdqiOzyvik4OjUSzKE+R5esudC1yPBFhTM5O7ZrDx4nTkJbSQ1pJjXlmqHHPct2RDJVjU4NjCFs0nXTR6YmbmKI/Q6hgJZF0MqibOlM4SUqBGLHvAU7Le4iz1nnv71zkTJpZyoGryT9lbuNfzLe4sbNGbqGvJb3Mo5V5ZBiMyVjv381ANygQUjYVAq882l4h3EFHu4jRZOmgO6e4mnslQ7qZppcPG4/YjXphxwaf8oqEooyUhfuUxQS3HW1d85M1ucZi1mVWVdipd1GyJYpKsT0qMBV5RNIyEST4EurhHorBFJNmdiQx6vqtV4nzJok2nNQNznA3epQyACH8TWmhjcjF/SF3rUq2nOuVNOGMPE4oyig8UuOEh/pDNvMlci8XF12rxI0+0MCozj1QJXIzoOoLKv5Wg1fyp4eVEIJeLtA8TEZxHNZ+UBgb54cQy7bFYt+MQr2xcSUbBTVBiy69zLKeuQc3Hva/TY3EQ9EXXTSamN5IvatCCU+ETIjtSOEzow4wqYpMBhZrBX0tSG1GK8s408+5O1thRh5gGxcyZabQWNqZQMlwpKilhDP8zTRgJZHcbv8Rb8ha7eV2ZMQ3sNg3JEYQD6sbrDWbtLe/mdyNEq7MJbQRviqMjLBHiMWVl1jMKPSmrMdU6DHpRfhCcoa76eWG1diFMEGy3W5noriPrugTeVCREZk1w65BOT3RRAifRPTp0aArO0xTZdbMo2SAEj5KSHzpzlU98JnwAwI8ZsOISGmKSpNo1793MlIjZadAymGY3ZXK3BuBPzv6/1xRsqvsFOGqfkAoypxOOzRTV6ZVsBG7xOVsj4rUTI09apqa73oTGwvrWULTOj7BVHQBC3ICbTNykyCEoBhMubClSTBDWcN5O0sgFUd7RQKpUcLlkF1P5LNqY74oomREZvoE0pXnlTzXlWrKuLyyxW5KU8ybPXhqawOEsj9H3dQpipBualgRx1lufYOTra9xyN5AxYfZKKXk56RG4iOJs3WMSfFlkZ2FIgcit09j7VC5LicSHqGNOCicCpfrHy6oqW1UA0UtcHyHVLtXVbUcowRMBB6XchEXV57HROnC0Ti9e6lwaZOQGkE3cyzzruwSG818WKBsi9RDxfaSpOgJlmJIjGJ5YGmnJxmk7r7aQFW5jmpxukYv13REg9XBXbQzQT+XQ4Ww8qb9W5sQZ82Rgtf5kAnXlW7TuMkxWHISirZKTzSp+jAVGKZC1zmumSc0ks0hYCVDQlEhtmcnWIG0TPhbn+2KmqfsS6q+QQmoqPvWKH9IkesH/owxNs4PJTqiQaAEgdz4SPaJBYRQSATLccYZuUJBTQzVsARCWPqiz5SZIhEpuchoptDMJKFQ7DH7mDDT7LaXMWe2UfYdAShShkBaUnJadsBi3mFdLDJlptjvzxAMX9KZhVBViAInj+h+ZzBWECmXo5oOQ0qek8gU9+pWVB3WN68lkGRrWyQAD3X+jo5OWdYd7sr+gThr0UlOU1Mhdev2WQ23M2v3sM17FODaZ64lOakxlDwPKXwaaeraNA7lRk+KEzT7h8iGHkXXpPRNzkqiiLUitzG+KhPaIpqMjIS75RHu5JtYDM3kOJnVKGFJhi/npbRLW3bo5RqLGJGy1kyP9VhTDOcI/Fmk2GhLaEfKVefCU2fbLSrhSHb1UFJQklm7B4XCWjfR6Is+yipWk4Q1uYbBEmtJZiRSwIpcIx4axyqzTEUe++0VgFOO2iAUSRnSS85wKv0ON9t/oqkHTAUZS3HE4gDa2SKDrIExCVIWiNM1POsTeBV66TLaQtkz+FJwQh3nhDp+3nu4QLhJBW4D6ZCUFNuUu9JVlrrfGY4xQ5uEzEBmJNq48zpfCKkV9qBUNDI82lpCrzry0NKswRnWOcnt3CNcKVDZd40virZKqi2Jdp60sYLcSFqdAqne4EBAYIORjOf5sBAM7zmjMWiO5zdySNzBzdlJlJCUfUbylRLIjSRQLpowSE5yOP4K7cEJd6wY10kt2sGSbXJscANJuuzqzI0k1pBma0MJT2eMjUnITXyeTlVn4QowNxukpj1FgzYD3SAWPVLbH9XsAxTDOXwhR8S6DZSDWYq2QnNwjKXWN1zrUQ9KnqGgNl9XiyFSgrJnmItyFooPU5Zz7Dk/KIxzzmOMMcYYYzx8MPYBFMLGOWcYe84PKbKhbnCsLSf7MaGUVANFL1+mKzrExs2OZ8ReLqwJZsKEySDFxylIDcRgqK8NnoA102VPscCBqM7ecIKu6HEq7nO8B9oK8mEpVFd2aMhVluPb8IXCF4KaCihKb+QH59qxNovK4EvDTBQzE2gCVRqVAZ2Ph7FQgJqvqfgbpUrephBdIZyhogKsMLR7dxKnp0fh11SkSBniiyI+/iivdlf2D6zlfVpmQDtL2W4uoB4EdDNDO9UoGTFpZgm8OgPRI5SCgvDo0KOXO89M4PSXezQIRZmYLuv5URqDI/TjkwzSFaoyRA6bEpzKW5xWJ+iKJuu6z0BLYq2c7rLIOZKt0+kfIs2W6eQZSgp8JKEob8lpnhv29aWgkbgHyZMwTZWWbHGylzHIret/TMAt4kYO979MKCUD7djaKzHE4izbWJOhBJRFSORPsCYbeNJ56cYkZPk6Wd5jrXfnqFFCN5cIBKGqUPDreKpErbiPWmEPLbtEmncQQrKWQEE5hazV7DBHOv9w3nvYYEfNHc7Faucm/jn5S0J8OqIxSm1Ym9PqH3a9hrFEnqao3D1c8mYIvApKeE7RK9OsdW5ijRYtnQCGu7N/op2c5EzrnwFYGiQMcktPNJktSKYjSaigEmRUwpQ4V9QCuLvX4xZu5dbBZzjT/ubZ8ZvNrTBPpd/hzMCQWk2Iu26r6SGOpDfQtTGNxHJ3O+d0LyO3kGjJVCio+3vxvckhN9o9t2vp3RhhXBMK0SfXfazNaafDSIARWKuJgikq0a6z94uM7rfvdCbSLephjeQop7mT9d7tzOoFLIZ2Cn09THkFC0z4wahKYgPbuYQFO+2iXMN9xtrp46/km5ntG8ImwVAPXT1c1mCDEHZ/nzHGxvmhhLGabmpoDBvJH8nWuT1edSQtMmKbEosuTc7Qyx3JJTWKCiUykdFmhZ5ZZTq01ANNXZQ4M8hGcpBHzbdoyCYzkaDqO5WxplxlnZOsm2MkWZMj8jCH0zVaOmW24LGtYBhk6yPB/f7QMGRGYgBjM07rJmuJK1O6d17KArtLfS6qZJQLuxBCjvKa4HJ6p0yD08LVJofBPNrE9HRGw57AmIQTzS9yWtzNkf7XAGj37uROvskt5h84Jk4Oy2LEqDeypyIKBER+zdUfW1c3W6fMRGAdIchuJ/JrTNoFynaCM/EtFFTd5bdtjkDSNSmZcd2SmnKVRn7M9UEedvIpejkTgUBYyUnuGB3TXBThC0HPJpSZhnuF8qv+WQWtkmcRYhjCzg2xzTmcfI3v2Fs42ouRSELhsdy7FWNzQiWHxstS9KBsauhzXtyJhqbtM8jWyUjxVWFTqsHYnFy3KYuCuzbFmIuqOb10mUb3VtJslWbvLgbZOmp4nSrBAgsF12il6lsWvEs3hebPhUbfJ4EpyZoIIajYOqE/AbhuSJ6quJCukRT8jG4uibWlkRyl07uLXrbK7dkiN3Ozu0dsSFH6WKuJ8xbapCNDUlQeU5Fgl95HPYSp0FL2YNtsi227W8TaQ1tBS7Rp5seIk9ObDN+9w8fd/j30Mhc4lkNSWZK1sNY4sqGxNLOUYbm763olLVK4yV+crY8UyAbJCgZNKMvuvhwu72QWX7qStsCfJsladGLHIxAIAu/+CWGafEu6KMmaLHe/i9Y9IhGgbUYvN6Oa/7X+XXTynEG++Xe+9Z2G23CSEmctIuUm+5Nqc50zOEdCApOhK60snjOp+L5BP0C+eSzfCYzD2mOMMcYYYzycGDe+eFAYG+eHEHU7Ryd3s/hAKu7O/4U4b5HrAR1vmR1iJ438GNYaTvWvZLbYJ/RyJDWmRZXTZISizGyYUfY0U2HI8biDMo5QlusBNVGjPNTSBkccWesdGjGiFT6+9an7AdORpKiyEVMbYDLImC4OSLViNvMpeFMsyAnqgaCbbw0n+YJR+DfXrtHBud5JPz5ONSiRiR0cZ0NZSXOj+RLr3e/CcNnxxudHJTsCwZnWDQjhUahN4MuQtSRi1baJbESatYkiD58yEaVhb2tXrpQYQSA1PdFyXoEskJCQ5X062WnSYTOHPG/QEm0GukhundBLnDUZqDYeOygoQyfzURJKRPTyldExRZ5gPdYoFD0aCOFjz2HTVoRja0vho4bt9jLjhEuW5CKd/iGSrIEtG7aZfYRSkeUNQJIbSzPzRgqGRphRqc5BsZddZcliXCT0Kggkje6tm66HFB4Cl7ZQImMiTGhmjr27AWMSuoN72F54rCMEySmsdY1WjvYCDJpSMDtq6HAuyiKkLGe3LDcmQZCOWj1uQMkCUgZUfFdWt9wrEioX3YjTNSyWTu8u7sh7o9TKulxG20mEUGR5FyWjUcRGCheGNTiBHm3dtowRmEzQTn3WErduL1nhgVAu7mMx7eMhCWzInHcRxmYIIV0zjlDSTj18KfEltDNFL4dmfoI0W90UtYiCKSSKzPRpD5vQSBkSKadaV/Es2sTkeRPfm0QDvj9zv4S1DdxbPexcBn1sU2pynnoo2V1MWKuEiIak5HlUAzkahzEJd+ivUPG3jX4bepWh7rwlu5fRm7QL7C4LQmWoBikVX4wamXxfMTbODwrjsPZDiKItEilnCJt6wHrvdjr9Q5TCWQqyzqpYp5csu7ytgNmpDjPzXSZ8J/kJkNguR/sBndwjUoKBSGiLLl3RJ9U9LIaBhk6uUBJWurfie0X2l57KtsqPUTfT+HjE2t3gNT93D+iQdTxTiClEKWmu6OZqxKT1JKNyqXPRyWE9DUi0e3B9VaBW3Df63lpDV/TJcMYhSZcwJmGtc9OmF07gz25+AQkBQrrcmr6VO8Uh7rE3sipXCPwqRaUIZXkofepexkWlKCq3jVxkKBmSiYx1sUgxmCIZ9uAFF57fq2ap+ZqpIEegyE2MJ0KmgpBAauSQrZ2Q0ezdORpaI9H0tSYho5W70Py5ilq5GDYhsBlrCTTTjXphSMWwuUa2ypnBLZxRJzht17FWI4SkneWsp4q+dupYqxwfnZdV3aObWZf+yFp02NqjWJvY5Xl1SqwVJ3olTg7883aSaptFrDXEts1E4Jqs1AN3kSe9PVsvNhBJj6qZPO93FkvXxq6zVOaaJ0gZYExOZqCVeQy0oqg0BU9SCGeGaRCPODk1ariww+5kkoorD9OdkeLaBqq+oCydDGggoepDoZbRbYYE0hBKaMv1+wzNn4ssd89MjiETGVrkKBnSH5ZDJQa6JuNwdgYpXGj+zMBJj0oZMop3wyjcn9uEZnocazMCf4pAQXXYSCbwqnjeBJXCdgDSbJlBtj7MX7tt3ZvDIJCbas3vjb7o4xFSD2AuipkJLbPFS1HCscx9b5Ji6PbnOpudlWYNVZVu7tabDIJN2x2IHrEWLMc+ndRnOjQPGIJ/SDCamd7PZ4yx5zzGGGOMMcbDCP0AeeVxzhkYG+eHFEflbTTyebbbBQLhj4gqvixQtFVarDBR2E2qe6wMcrqdiCjLGOSaxGq6eomSN0uqHQu3mxkKNiQlJ5YupFwUAce7FvA41Xez7ovCp/OocIFGuptbxR1U7CShnUIABaWZ8vbR9ZeIkwGZkcSJTzMNOdb3GWTraGmJtfNSlCqhZIk0c17bYh8CGdDLBcbmTPi7GZjGpuOObMSaPDP6W6kyOm9tIped6xmIIQPZUxWq4XbKcpayncAqQ9+2CL0KgZR4OqQnmnQyR1IJlKCVSXxpXB9gFbEul2ikRyj6M/TTlXPGUCI1Bm0lmRFkto+vSvjWMZEz42qNARSKc0lfnSwjtRqDIT8nXLyx3XM9k24GReV6BodSUsumR9/14+MsCknDm3DNCTYajQxJauuJwdqzLyInRgFN6QhLl3EFyUSX1e7tI69zg9hXEB6xkeTGKTydr47WMc0l7eQkfS1YiSPWUsUVnot83LnlF7Cj5LPUvu9mEj6uucpG2FUKj3JhntQ4gZvcimG9sCUbsoOlKm0K03boMSucXrXyakjhkQ4JTDvLHoG0BFKyEBnKnuHEwCNue6SphxSOuNgza2R5Hyl8gmCG+D56OisZkJJTIEQiSW2fopoiUR0O1HxmI/in7joJAzIDZxKPlTgmNwm+Vx+ebzPcVohBk+SdISt7Hik91mLLSuKzmgj68fEtnrGSIYVwhlhI0mx1C3Nbk21S5bs3urJFZmMitWfU6KTKLN1Mkw/FXDZSV76KiIbnFqCbnqHoOaW/9XTzPTKgzUBbTscemS06ol3/nvscx0OGcVj7QWEc1n4IcarpylNim3JI3DJ6YTYGR2ixRDM/xpTYQ0FNUPAkt6xOcmx1Au8cIYFIVImNIJSWsi+51X6NdbVMg9NUwx0YXF6uoGAigKnShVwYzLGnItldDljP7uGu+Mss0+DMwLiH2SxTCbcR+NMc7ZY41qrSzRVriWAuuoRISQoKcgOhP8V06SIXhhuWwGzIExqbU6A6KsEAqBQvQCKom2EeVoYuLyrPhtCEkKhz/rY2QwifXLcYZOtIFNJK1tLDrCR3kuY9x0Q1DXbpfUyFgl3liOXYlaoZBCEFPFkkNi0GWYPUdMmHgh1KVVGyRDY0fNoKNBlp3qFpT9PMMvpajbpSxSLeFHKXQmCwNOUqJd8ZWzFMCxjdR3P25drPLZ3MEmtDM0tpy7O9cgUCY3K0SShGu4jCBUqeQgkYaEFmoJudndR0RYt2aumwhqcKbC8GXGwfz4WVZ51zLj0qxQswWNqZJFSu+xnnKdVp566srRzM4QvHBz7Zg7miYmdZEQbzROE2tk08efQbJWFCFLeI0XjeBOXCPk6pY6NmCgBZ3kUKn6oPZU8Tazd5AkjzBlK6idq5MNhRdzUnmnL23qj4Al86RrIvLRVPs54IOu2IbhJQDVJO99yxVqJtlAp72FZ87H2GhaX0SUUy2t+M3YlEjoRWlICiKVGwJRqJoaQMUoiRsdtffw7T1ce6cyBCIlse8TtmihcPJTJdAxJPuOtTjHYQyPLoeknhUfQmXc5ahvje5rRBJpItk8BzsV3vRAmfkmeHFR5QthXKvmIy8qhE2ykH7vkrqilKnO0qtsECN2yV51zs30Sq3fukmSlua9r77Y39kGEc1n5QGBvnhxBCFmixREo+6gIVBvOUglnm7V5CVWXZHEYKH2Nxus+5ay7ft06esWwnRqpWsbZ04tPc3f4CZ/q3MiG2UVIeQpyV06yp7cwWFPXAUvUFk/4+ZqNLEEiUFBS9nN32MvbKK5kqXUg/l6ynPtY6RbAdei+ZsVgE7dSQ5m1S00UIiaeqLA5Sermgm1mMyemy5hTPhI/nTbAtugKJILTuBWutJsvXUfJs7kqgNtVHb7ScLIQLTAb7MWhykRNnLQr+5KhDkRCSjJxAWqZDQYMusYalQURfdJzGseliraHROzzyPoSQ+F4RJRyBzNWvtl2+Fo1EkBrJcuwIXZE9m7uUMsRYZzw8QrKhR7ehXWyxxPqssVlNUo70+hxO11gSa3TN2TyxxVII6kyHB7k8ejaBKhEqySCHzEA71cyEF1H397p7Bdf+0xcRc9ElBFKg0dSHOWDPm2Cu+mNcGDyVxGoamURgMYhNClNShoTB/PB65OQ2wSBops4glT1BxYdqtIPIq1E5hwDmS8ixIDbXz3qqSOCVzk7Chjn4DUnWk324qxOxljpt7dw4nWmt21vK84q2gBrmcj1VIvAqo++CoVZ4yVNYK8isu/eOtWqc7JbQVtLME7ZxIZP+XjwZcLL7z/fZjlGbBCPcd3Uq9EV3xLMww25rZRHRlS2ODXqkxpX0ZbpH4FXYofcyq5zud1E6o1f0JpHCp6/XsNaQGlfXHSiIgnn2RU/ClxtlS4ZM95iUu5kNL0KIcMtEIrfJqJvbudi4hgbLtF5gIcox1kWzlsVJ5guK6VAwGexnVhwAIJK10f0ihCT0KvjCdQ4rSm/TxEAKj5O9bHgeLP3zEEK/L9gQIbnPz9g4wzisPcYYY4wxxsMJ8wA5ZzPOOcPYc35IMVW+mEhUmZJlJu0Ck5VHsat8FZP+Xnb7k+yxV9BNFpHD097XAl8alBAoFLlJOKlvJtGC5UTRyzWTxf1I4VGLdjJr5pkv+KTa0s6c91UZNjDQ1oWnSnaCMlNokbM8yFhNAmZkhYPBNHvsFWgrkMLl1hJjmfQi+iYn1pbpgmRv9SeZGuYkPVWkYfpEaljmIt1cLtNdjM2QwuPq8KIRExbA9yaQsrCpAYDFIqXPRPECAn8aaw2+V+ZR4bU8Tjnt475os7/4FC7hKirRDsfWFmUykRFKFz52KmiwknhoMtq9OwllGSUD7DnKUHneRCDR1lAYlvX00zVCf4KqXBiFu0NlKXuWmgoRCHxvklrReSCxiMk5v0ejzmFut8yAu+UdLIrDJAxY623O5Fa9bezQezkQTLEjeCztLKeTC/q5uw479R5qzKBUlVWOc7qfkNgOC3oX0bCP9eJQB7sQzDApdxPakJkgZCWG9dRjJRYUo12jxh37J57NJaVnkZsUIaRj+VuX6441Q+8cdsvHkOQdWvrUaLzNxOIhtuRFd5aewOXy6SzICZ4RPXMU6p2tPIqr1FMRwOmBZCURrKWe61M9jDbIeymOFYQ3EoHK8iZxujaqJsjMUDNbSvpa0MkUncxysh+yGAcs9QsEQlGyBeb1Dnb5j2O+fMWWa7SByJtgwU4z6UXsLRfQZFTELLuDx5NqGOSwLNZYy12udXLIZt9gUIfCw2KQMmTSzBOLLpkZkOke2iT4w2jISiI51XdhZA9v1BkKJBPBLi6RezloDlKKFjaF8YEtutr3xqpcoSs7xFqykgR0MkPGgL6G1Fh2mn3sxnnZXb3MkjqJUiUmy5cPUz+CgrKUPEU5Whid62q4nUg5jfeysrSzh6mP8jis/aAw9pwfQuwRj2bRHqZh+iDAmJxGfowpbx8TgaSTlch1TDs/TVvkJMbn7m6BU/GAjugwEe5CCp/VxBnfZp5wpbyaGwoDKmqebV6ReihY7NuhTCiUbQlt3Eutl1t8GxDakAIBoecMlCeh4AnqaYnMuhxsJF1DAYnAF5KyB/UALm4fRAhYiZyRMRjaGZzqa5QMHBFFLAHOeGfG4iFHDSpy3UPKkCRbG50XIRSP8p7BlCzx6fx/AIYdpR/jxyszlD3BLeshNTPJhCgyFYYczebQ1pLbhKItIAQkBga2RTs1NDNJYN0LJrcJue5TKuxx5KfenQgEk9F+pvwQgUZbV/JlTE7HLDOwOxAoUiNZS13Zm8UyU76MUJQ5imt0kInkvOFST5w1NhKBEj7N9BieH45Uo8CpLR0wl3JxtYQv4aDeyc32Tranl7ntSMGkF9EwjrhkrSbDEJs2IT7awIWlGtPxxRzm/6KEh8JnSpYoeZKq7wyutlAK5piM9tPP17iMC4k8SYM9yOACpFBMBa4JSDXwqPoWX1jqVPG9EgZD4E+TZqvE2rJMY8sx7zP72VOOCJVgvgDx6k/yV/wzU2IPs5FPIAUWSLQgM5b0HFKPECFwdpJTDwI3IVUlQGGtYVv1CZxqfoVQukYioYKlWKJD1440Ni7MfmIQUPMNNXwyY9khK6xm05xS/3Sf+dLLJyMyA5ES7O3uZpU2Ncr40lVKJQxY797OWu1SuvkujtslMt2lENTxhaRlXXngsjiKsa5Jha9KFLwpIlGl5EvX5lJAwa/T5Myom5kQPgfMpWyreOTG40jvClr+EqfPIbAJ1FAm9CykLOCpCONNUrRl1uWSk9mUlqKnmEx30MsMEklFRpR9RSF0bUB9G2J0nz3qSgDWEzcp09a4dMRw4tWMj3GGAZ2sTHCvBhrfVzyQAR4bZ2BsnMcYY4wxxng4MWZrPyiMjfNDiIPBNCvZCWIxIBc5nfg4vlejoOo0U8POUkjN7MKTIUWlON4TXDEBZemT6hINWSaizJl+xlTkMSBhxitwqXki86pMICUFZSn7jiRT9l1DCH846Q6kILQhdVmkb1yf504eoG2OFOAJSayF053OpWsX5ys6cUZuBdZYqv6wUbsu08/XscrQSCy9PMeXBXwCvCHZZaMBRI5B4VEvX4qSIanukeYdfK+G1jETxX3sDqtMR4pSvIt+ssijuJjMDEPLtsZOv8Z80SNSUGjWEELgiZBpL2LCtzR8wXZzAYk2rCVbszG7w8fTp0U/OUM5XKAgatRC17TAF1Av7KWdnEIi6YoeoQzwhCHOXQhztvYEHsXjYdg6MBuKq/T8VZr32lcrPRsGLgkX7mzKE8zYnWTVJ3C6/Q2szQi9ClUvoBqIYWrAZ7G5QDUQNFPLZXXFkY6l2Cuxv/w0Yrp4VjAt95GYjMxA2Rco4Yg8SoaUTYV6waPkO081NYLUWOpqJ9v1TjKZUw+dyI2nIxb0Ltqy7aIlyrjwvTAYBEXpjcL2tcIeVrJVJgKJSbe+HPeWCxysQjMVTAaG7UWfqLudaTPDXEEyEVgaqfPi11JJNz8bdZDC2xS4zY07yUL4SOFRiXaw217GSnAHiXFlP51Ms68iMDjmfCeXBNISa0HJl4RKMMhdb/I5EVEr7mO9c/OWce9RV3KwYjjRd/2WPSG5ojDDVCToZJAa2GN3omovoWpqHOk5Dz3Pm0TqciKpKNkphPCos40WK/SSFaw11ILtlKiz2E8peQHLA4O1BiV8CkPymBA+M0E0ekZzkTHBNs4t/HKlVJtDypPli9ktH8NydBTf+Agk9/R8ispFzaqmiraW1DjdeW1d2mmDbKa8GgoPg8GXrroj1oYnqGdwY63EYvMfUTJAo1lLAAQ9fd/lXA8pcuM+9/f9GD84Oeff//3fRwjBb/zGb4yWxXHMq1/9aqampiiXy7z4xS/mzJkzm373xS9+kZ/4iZ+gUqkwPz/Pb//2b5Pnm290ay1vf/vbOXjwIGEYsn37dt785jc/5MewrSS5lMso2xJlU6EQzLGt+Fh2mAvZV/G4uCaYVxdTlQuEwxYwyZAdqlBM2+1MmRkSo4lzixaakie5vFrj4gnP5W4FFD0XEvUlLBQi6qFrwFDxLQUCqr6HP2TbNjOJtbAWa9omoa8FA+3qbAvKMhEKap5PJK0LSVpLZi07xGVE3gR7/UmKniCSikHWwLcBC/IiBILdwePZXpJoNJlImQ0upqDqTAauvGVn6QmUowXm1cUUPTl6QdVLF5IYjbVOXatoC2wrecxGUPKcJOkG5goeoXQv4QsLk+yueOwvG6bMDACRrBJ4VWqmzkX2YmbKlxJ5EyjrkWg76pm9wVyNTZvQhoTKIIQlUC4HWpJTLoRJl+6QzRvagFCczZ1vINcuvy0QTAQ+B4NpJrydVG2JKbEbIXx8b5JG91bCoSxkM3VlSlVRpJnaoWLT8PyLAiVbc6U60iMWXZbUSdqZ4Vgn457eACkDAlWiLAr40hmmtcSFUgMpiGyJfaUS06qEttalOcwqmcgwuEYbvrTk1hIbQSMVrOoeg2SRdnyC1uAoALNb21cDbj8VzzAZDEugwDUe8SKKniU3bp3cWpqppWPjUTmWHiqAbRgOYyHVFqN7RMEU0/4BCgQUgylqPiOOQ6TAF5bZyKeduTHHGuYLkvmCC1OHCqqBZMa/8LzjFkiiYWlXK7V40k0gPOEY63uKmmfvCHlGdQ8/Xq/jS1dapVSVBS5gruhxhbgIa3NieoQUCf0avlccGeDMGGINiTZkZsAevZ8562rzPVVECUGk3PNathOj7lgb8Ai3yGa2BydJRExiunRlB9+GZGbjmZDsDqucTvqc6ses0aKdpQySM+QmQaLwVJET3EJLrlL1XbldLXAypRt10IEqEQgfKWCgIePhyjmP+zk/GPxAGOdvfvObfOADH+Dyyy/ftPw//sf/yKc//Wk++clP8pWvfIXTp0/zohe9aPT9d77zHZ797Gdz7bXXcuONN/KJT3yCv/mbv+G//tf/umk7r3vd6/jjP/5j3v72t3PHHXfwN3/zNzz+8Y9/WI5tjDHGGGOMczBuGfmg8IiHtbvdLi9/+cv5oz/6I970pjeNlrdaLf7kT/6Ej370ozztaU8D4IMf/CAXX3wxN9xwAz/+4z/OJz7xCS6//HJ+53d+B4ADBw7wB3/wB1x33XX87u/+LpVKhdtvv533v//93HLLLVx4oZtd79279/tyLMsDy1Too1LBjlLAqe4FZAyYkRVC5TzVgi2SigG+hO1Fx7JeyXsURYCijC8kGtdbtStazBXmAMdWXo4TLq4VmPBBCUEjsRQ8QdWHSFpiKRBCOAYmUPF9JnzDEU5jjWHJ3s7z5XMIJGAscwVDZhTdTBEpiA2k2qCtpS86NLqH0P7THHtWCarRDkIbuH6+WKqmxkLBMYr7okPRVijbGoF1mtcJMb4qI5FMhoKiJygHc8R5k5YccKRrmQpCfKEoKIEULmw5yNYJQkGBGgaGJDYoegJtoOYbfM7WbIZeFQ/JZBBQz3ZyMruR7f4lxLlFCQsIPBHRS1YoR3OUZUQ3P1vH27UJkSiPmjrkaPrCCW30TXPLdd4I51ssFd9pZO9J9jMTRKhshluAUjiDNj1HbDPQTp0KW4su3WyjWQIjIs4pbsOzEQ0T02bJ1XoHl1ANFI1BTJa3yMyAWKQYWyA3sLfszosScCL/NlO9SfpiQBK7uuGSnObu/F8ASMwutnk5gQw53nWErWPiFnyvjtYxgV8lzVY53rU02Kq2daybsL8SUlSW1URwpBOT6QHNPGE59qn6rs/2jqKLEsx5ZaRy47A2AXu2uYPB4kuJsRm1YAeTetalMWSB4z0QQtDOchYHiqov2F0GT1g86SKe2wqGSFkqnqtjb2eCYq+yZcwAdaqcjj2+teraQrZ0gi+LpEaMmnV4wt1bubV4wuIPX4tFW3RNI5S7RgEFPOsN77kKEsWUmUILS6KdEI2SIQtRAShwA1AMphDibE21tJKB2ExcO5f9v4E0W2bZHKabLFKIHsM2ZthRMCRGUA8sjUBywCtT9gUrrRZKyJE4SiYSAq/CcudmouoT8YSLdFR8QTeTBLi0VKt/mLiS0k4LrGrLEXn7ec/hQ44xIexB4RH3nF/96lfznOc8h2uuuWbT8m9961tkWbZp+UUXXcSuXbv4+te/DkCSJETRZvH7QqFAHMd861vfAuDTn/40+/bt4/rrr2fv3r3s2bOHX/qlX2J9fZ37Q5IktNvtTZ8HwpFBeySuMMgtsWmzHt9N16Qs9g2d3Il1aDJKvmDC1+wuJlRkRNcmnBKnWKfDhB9wWV1ygdjN6b7mZE9zZyvltFjhrrblSNeFDjNj6WUuRBpKS6xh2g+pBi5s3c5SjHXlHXrIps6M69Fc8twDoM95Dpqp5ZA9wSGOsGqOkOXr5NbSyy0lT6KET4iPEQYpC5yShzjZh77skdo+NeMMs0TiW/fCSfM265ykm7kJRpw3ycyAvuwxG4WUA8m2KBqqH8FcZNgb/DjWunBfL7Oc6CsGOUyGgkBBSWn3gvfKTNkdpLrHrqjCZCSZNwtok1Cx7m+AWMuhqplxQjDCMcmNdUYzExktu8SSbVKhhBWGmq2SihRPhJuaXsDZsDa4nHA9FGwvFCh4kkgqZiuPouTNsKv6FA7pJZYGhoM1QT2UdEWHhaLEDHOzqbGUPY+ynEXbjHAYYlcyHDKyJTUVYsyAVPdYkyssDmI32fNgKtDMFxwLNxQKYSW3iJu4XdxKbFp0kyVyM+Diao/Ltq8wG1lmCy406onQMYJtwiBx6aKSL7jEXj4qt9lAw/SHrF8XFs4wDNIzJGSsDgxSQCidmEUo4dFTHruqT3TnInJVCBvbLCpF1ZcjdnEqEjKrGWTrQ1Yx+EIyFcL2gsaXsLOomQs1U6FhwtdUPM2Eb5gMnKHui83NMzZwt7gTKeBANcAXko7oMMg1h1oZvRzWU8lNDcGxruaeds5yDF3RQ+s2dVkkHXYbU6pE1VQp2xJKeFhrqJtpdhdKGCz1UDAd+Ugkg9yMnL84azHIDcmw/HFNnGRZ37VpjL4Nt+ScAcpyhtCr0BUdDBAMG5dUhj3E7+n1uLM1YF0ssmQbGDMYcQi6/XvQuk0rP0E+rNBoJIbVfEDbLAJOqe9u8R1u769zMnkYlME2MO7n/KDwiBrnj3/843z729/mrW9965bvlpaWCIKAiYmJTcvn5uZYWnKlPD/1Uz/FP/3TP/Gxj30MrTWnTp3i937v9wBYXHQ34D333MOxY8f45Cc/yYc//GE+9KEP8a1vfYuXvOQl9zu2t771rdRqtdFn586dD3g8kXD1i6GUrCUZ6/27GSRnWJPrnOqnnOxDV3YB13lnLVWspz6BlGQiI6bLSe4AXB3qbORza7zM0biNtXB1aRdTkWAt1qzG2qlMZTlzoWYycKQvg8vVZVazQovFWFI3k0ybOaw19HJBJxespZLVVNFKoZloWpmb2d8z+CqHO19gufUNANbzmG7mypHKapai9AlsAWtilvo3kxnwbYAnQg6Lm1iSR2nLFkfFd1jUt9IeHGW5dytf7R3l6+vOMPuywJSps6OkmAhAGzfmCd/iSwhtyHey4yzp2/El7Cpqyj740uIJweFeSEd06MfHWRMnGaQr5MaSGliRq84Q4HJ802HG7mLCjNhL4FXRNic/J7cWKIGyHrlN2C7rhEIxK2pEwmPS1F1N+jn5QClD6gVXBy6EJNbQySy9zDDIDafMOolu09drxLbFvJ1iR0lSGU6GWiyxPHCaWYdb2kUCAtcdLNYNYpuihM+sd5C5AlQDwUzko1SVXryIxfCoeoHpSHK4DUuxopEKprx93MTXOSFuY5t1Oc925tYPVRUlLYPYZy1xnlekLAVq5DpGydKoJWYgoag8omBm0739qEp9SD6Cbg4tuoBiSpaoBpK12H0Xa0FfO7KaJkPbnIlwF0IWMMNa9My64/e9kqsnRhKLmNnoErS1HKxY9lZ8fAFF5QydsdDXkk4uiY2kqAxVP6ekDBUPZvXC6Jqci4wBB0rp8FwqirbIBbWAnWWfVDujVRpe3m6ec2agWRXHkcJnruBT9h0hTckSEsGyXMJap7kurEQghufCqaulukdLp/RyZ2B8r8R37B2sxIZeZujptZG05wZiuqN2mufeZx29xCBrOLU/BNoKEi3oaUHRw3nLCFLbZV24DmRS+EgrR3XqG+TN1MDhdI2MHF8Uh/soMyf2UxclaiqkmW5tIfp9wbjO+UHhETPOJ06c4HWvex0f+chHtni/DxbPfOYzedvb3sav/uqvEoYhBw8e5NnPfjYAUg7JJ8aQJAkf/vCHedKTnsRTn/pU/uRP/oQvf/nL3Hnn+aT/HV7/+tfTarVGnxMnTvyrxjjGGGOMMcY5MDyAcX6kB/iDgUfMOH/rW99ieXmZxz72sXieh+d5fOUrX+Fd73oXnucxNzdHmqY0m81Nvztz5gzz8/Ojv3/zN3+TZrPJ8ePHWV1d5QUveAEA+/Y572ZhYQHP8zh48ODoNxdffDEAx4/f90wxDEOq1eqmzwMhkorL6oLLJz3qgU+WrWDMgA5rJFajBFyg5lH4tDNLL2fYQ9YQ2YiQIlUxT6QEndyp/1wWzfGY2gQXTgTMFaCgBL4UBFJQ8gW5cXnV2EhKnuuotBpbGrKJFjmNxHn0CsUgW3dM2kywHDveRdkXrOYDWimUPEGgSlQLu0bH1BEdip5iOU5R+HhSULIlKqWDbCs+FgmOpWzmiE2biDKn85tpDo6x1r4RMHgq4sei3Txxqs7e6GoCr0pCxiB3oexersmN89oyAy2xzqSp48siFneONtjA3dxyrAtnuBtwIiRGu0YZi/2UJX073f5hluQiUkAgNdoK2qwQelVKcoq9bMMXlrKnmS/ArHKeTD30KCpFZjU132fKK1IXOymEc6PzUSseYLe9bPiXZCIQzEZwoOaahAC0Bydo9u5isfmPLBQiyp7LZUoBE2yj5Ak8KQiGeWdtocwUSoQsKZfvnTDTaCvo5Y5hHHhVKtF2dtidzBecBnWgznJnyqbGdi5BCEXRFpikQsmfJtd9asr1+j3eqLKWDMuRPOexpdnqUPnNvQoC6crr7u3J7Sg6jsSRjrsHd6lJlIyc6tQw6r80gNUEVmPLPyz3WenfTmtwjH6+tsmjzYZs3Dhdo8Y8e9Q0jy7PUGPGMc+VayYCrm95JxfExlUZNIflWtoKfOkY6J60I77AvUVjNsQ9IoULPasS8wXYV4bcus9U6BjfFd/HF4KeXsPz6o5n4TuhGSEkkQiYNfOU/Tms1bTkOqfiATXK9HOItUWblG1RxN6KjxAekTdBIz/GqbjPYjzAl8WRRvcGlPA3Kept3Fu5GWBMzl62cWk9YlshITaCu9pwsqvp0KNnEwqyTg0X6VAyZNrMoTzHyPZESNlzHed2+5O0ZGPkISsZIa3k4omIiycCnuA/l4cFY8/5QeERI4Q9/elP5+abN9clvvKVr+Siiy7it3/7t9m5cye+7/PFL36RF7/4xQDceeedHD9+nKuuumrT74QQbNu2DYCPfexj7Ny5k8c+1skLXn311eR5zt13383+/fsBuOsul/PZvXv3Q3pMLZ1Q8TwkkgNVQbDuQskl6myLImZCWOwLAl1gdWCo+mpU0rcQFImzSTIyepkjahkL+6sST7gwYKxdfWxiDIkZksJMn6XYNctYiQUN26PVG9CSK04WUkLXDujKDgV/ksnQSfmlBloZTASWqgyph05xTMlw1FQeoCHO0EpnMNaS0ic2mhyNLwtcIS4jMdAWPfqiSz9dpRL9GCd1z5GmhEIIj93RjzNXkNR8S2SLlOUMyihy627AVd2jk9cJlKujbZgTzDLvXiy+oOLl1EPJagKnezlFT1ERrgHDNi6kGR3nYDWkk1lET4FQaJHTz6GXe/S0IrN9J7to++QYImVIjWsnqYRgWu4dGnNJ1yb005R12UAiMeZsGDw3KcOeJgihmI8MFc9ytK/YW/WYSOa4seNaQUrhj0po2rmkoASpGLCWuJBnPVQIAbcNVvGEh7YJynoEFOjLHov9SbqZQQjX4Wm+eDlzfoQvLJmRNBJDICUWS81WWZSnGOgGvlSEUtEenHKNGWyflTgk1pJWYjjjSUqea6NpbU6SLo2M2rGu5nDcQN+rS5IULp9sEFR8Sz1UKBmQGENqFKlxkwhjoeSDj0RKjzheoqn7IylPgFhrTvRzsnydA2I7u8oe1UDgdwN6uaWvBb3ckBhFrF0DmFYm6eaOBLlxASqeITMCa6EnBpwPme2PJE6ttQRKUvUskTLc08mJVMj2oivhOzOsv45UDRNtc01RFMPJSoe+TVz6ybTJdJ8BbWD7UKfAcUCUDCh5cjhxyjE2QyA5pU4graQiZolsadMYE9vdMqkI/LMGPFJOgSxU7njj3HIy7WCERSCpmklq1jkPdbWToglHk5IpsZvJwE1+K75C5BJjNuqZDWviJMc6s0xFivBezU6+X7DaYPV9u8f3992PEh4x41ypVLjssss2LSuVSkxNTY2W/+Iv/iK/+Zu/yeTkJNVqlde+9rVcddVV/PiP//joN29729u49tprkVLyl3/5l/z+7/8+f/7nf45S7ka75ppreOxjH8sv/MIv8I53vANjDK9+9at5xjOescmbHmOMMcYY42HAmK39oPCIl1LdH/7wD/8QKSUvfvGLSZKEn/qpn+J973vfpnU+85nP8OY3v5kkSbjiiiv4v//3//KsZ53tfyul5NOf/jSvfe1refKTn0ypVOJZz3oW/+N//I+HfLwazV0diTauuUA+9BhmzDRTocST0EhTumKNXr6dzCh6WlJUsJ45T0UgiY2mmXoMcsOOAtzWkkPyl/O41vOYuaCIJ2FalTjUcV70zpIlFQl90WFgG9SZYzYCD0VgAxa8S904h6VJiwPnEc0WfCreWeb2ubP45fg2sugSMgxdvUxD7CGWfRc+izx2leCmto8vAqw1JCLGkwE7/MdyZ9aiHM1RsCUsjmEa2pBIlKnKkJkI2pkrXYq1pZ/DcmzpZatMRAUCihSUoJcrMiM42c3o65zpyGNPvIvbceVmFoMBpiIBPde27xIO0M1cP+vVRA1JYpLUDjghl7i9s5tIWtqZpZknFESJU/2Ypu2zqhaZ1zvo0eBk959Js7NtIDv9Q5ypu5I8a1JamQvD3tbIePSUhxKChcpjmRF7WeMkR7sxBc8pRN3WSOjYZZYSRy6cCMpI6Y6/yRkGaQM86A21rVOzgyPZOpGNULJERJlYGwweA21ppjnGekgBR+UhStRdK0Ob0NcJcboyat2ZGcE9PZ/1NMbgM1tQIxENF9J21/ym9Dhr4tgmTxegnw/LiaTTalYSyuE8oZTUAxf6XRpoupmg6ksOVCPu7j6OVW8CYzMa3VtH26r5PiVfIto+gXJeZi+3tOQaSsywOJCcSFrsSiewVtBOLd3MsdMH2tLpWrqZZK7gvMO1BO7O/8k9P0Juun8nxHaWYkluXdnhVKgoe0OylpBYXPOLVmpZz2PmwwKt9CTesDlFpGChKJEipC/6KDwCWSbXfWLb4rC4nV36AEHmwtKeKtDJDMOW07T6RzE2IS8MsNZQCbZhxGY28kA3SLLmpmVJski9sJdMD+jmOan2aKU+x/uC1SThiLiZ3fYyfKFoy3XM8JgzGzsNbRkgEMSiy8mBRyAty4OMJX07vdiFtdNslXZ+mtR7NCd6OYtilYcFY+P8oPADZZz//u//ftPfURTx3ve+l/e+9733+ZsvfelLD7jdbdu28alPfer/dXgPiKII+dZ6F18oIqmww/7CEkE1EHjCSe317BoNYlLjkxjBcjagKHzW5Bli26ZuH013aDSO98vEw5DZUpwggb4YUPHLFD1BT0nO9HPqocIXgrItEdiQVXsPi/IQa8k2QnywRfqiw9LAUlSwPDB08pxWomhmKTNRkVbqlLQieTa/bmzOol1jTZykHZ/kVKnOQDewGAIlmAkNU7LErChzLKgTix51fy8S6fonW8NA9NAWBvqsuP7GhKCTuclDL3dh9Ti3WKs5Y1q0zClSczmdoWHwpUBrJ1mYD3sEN+1ptEkZ5JZUC3LTpxTOsq3kU/HBl4aKZ1D4SOlSDgVbJJKWmq8BicEyyQQVz8fXFRbt3WQiczWj+dYX1tLgu4Crc06NIDOCUEki5czcNi5k2lZZYJq+zViN3YsysdopjlmIhIcnIdWuFrcjGoSeqxNXwicdhmmFdZ2RlAyo2DpzRY9IutrtULqOQhOB4ILBRRwXxwlEgW1+hUgJbjMX0E9XiSgzHaY0M6cQ1cs17VQyr3dwCJgoXUirfxhjEgq2OOqadi5CZSl5jvXrD8uLuskSme9Kp3Lr5CF7uaUeBgQS5vU2Mi+mRB2vWmC1820AdpQVoRQE/hS+cKFwTwgCWyDWrh58IGI84dTd2pkhkMM8vRT0c00nk05y1kIzNSS5K6W6d3g4pjtsDmKp+hZjBYF0pV/gKgWaGSz2M9qiy4QOCVWFfrZKP3fNYWYjQeC7Z8JgyG1CtbCTSNSIKJOSE0hBog2BKtHLNYvDnuRZvo4UPq3+YXcPqxJKbX7txnkLY7qblolhuZY2KYtilZ35dvpakmromPj/z96fx9yW5XX9+GsNezzzMz93qlu35q4egIaWDsiPrxDxRxQRnDoooi1i0qBINIQYNSEqf2gw3wh0YlQMpgkGBQcifIM2P2yBprGbbu2pqOqquvN95jPts4e111q/P9a+p+p2VXdX09UN+n3eyU7VfZ7znLPPntZan897YGZuM08ugxvxkH2YoY75bWDAJrmM0CrFyJTSnRGJcK+03pHI/gOJY6l6qXx+wq1XnPcvCv4PG5yFEPz8z/883/qt3/q6vu/vuc75HOc4xznO8f8eeOvw7WfZvsCeszGGH/zBH+RNb3oTvV6PCxcu8J3f+Z3cufOguc7p6Snf8R3fwXA4ZDwe8853vpPlcvkZ3vW1Qwix3rTWXLlyhR/4gR+grl8ZP/vZcD44v04QQnMlTxmpECc4iSO0GpAll2gJucIAU7EIq5skp2zDCdiPcyrfYr3BuBVLXzJJBLmMOCgdSgSm6dJXa99nLQWpgl4kA3tbCQ4qQSpiJqKHEIrGLbm7cgghmMiclB5l65gbz8fMHRa2YdG2XMpTLuaOSSIYqgv02Vp/r36yzyW5xVX3FL1km00uUZpTtEgoW08iPcZbjm3Bnn6aHbvPxO+y6TbW7xGRYB1BCysMme8xSQSth6WB6/KTHJYG7wNzvWyOu2ManMOGUTD230gV+2naeWaHG/hpvoqt7HEWxnGjqEnUkNaW7GWwl8I4bthNG/psshEFBv8WQ3aSlu2kYRgFpe1WlDBJFLGUDNgh8hEp/XVG8svxcsKc9SG2sWwdzocy6ND32MuSELEoNJmWNM5hvSOlTyICYat1cFJbDsUxh80n2EoeZ4shmQ86VOM8p+qQMxY437LFkGEXeFF1lVEpQknY4bnkLzMUe2wmis1EYl29ZklPm5imI781zrI0lg2VI2XGlegr1znWV9QG4lWIQffL2uM4lIFPaoOxS3pRKEu3LlSIBlqvjW4KURKJFI0mUxNEFw85rX2o0iAx3hNLEdQLnKFEWB1PGDI3QVlwr1kyjINHvBDhmDfOszSek9oya9rgqPYqMH61XplHMhwvj0DgGcaKRImQ6+xbalFRWYsQiqo54l7ZcNYEB7KyvkvqMyYMSeWQq9HbeNK/gZHfQKNYGstZ27Bqjpm3DTN52l3DEqUGZMk+QiQYW1DYkwf2MVJpF6v5Moigvdcq44w7HFUtzywiDkvHTfk8WsYUnHEqD8llRE+Hc5a7HqkK2vE4mpDJCZtxCH/ZiGMa/xJxTsqEkdij9C1SCFr/+Q0ev2t8kdnaq9WKD33oQ/ydv/N3+NCHPsTP/dzP8cwzz/At3/ItD7zuO77jO/jYxz7GL//yL/MLv/AL/Lf/9t/4K3/lr3xBn30fP/mTP8ndu3d54YUX+Imf+An+9b/+1w84YL4W/L4qa//vDcd+LolkxN1V6FNtVo9RmlOu5X0upJZTo1iJBUP2GMeKXgTGh5LbxTRHVo8zFQtWouCk2uDILRi1E2oRXleJkkf0DqemJpbB+B8CS9Z7qK1nJ0nIteDF1cOsut7lbpyipeCFumUzkSgJV6tdKtHS6x6mkYD9zK0lGfcxUhcorKESFWVzxkwfAZDJCbfLitbHbCUJrobcX2I/S7ldxTw9zrknv5lj9wIQzDRWrWdHjKh9GFnmRlC0odSbKsmq9TRd4zvyEbHIQtoOQUY1qx0ra8MgoGKECHnVtV9S2cBcnrjL1HLOSQ0DDatWo4THcz8hKWLlDY6EyipS5dmMU3ZzxU4aJlnHi00kgoolSTSmbafr4yGEJNYvDdiLzqFtZVvurDS5Dvu2lQrGMbywZJ2bfSLPKDij5TLGO1atx/uQwV23Cyo945j5WhY0iCQb9Q6VLLGuIlch/GRlBUUnNTLOs3JBSpRKxcRudVapnv34TVwv38/YbZFrCwTNkxKSRElOTc3e8Ku44Lc5UPfLtr5zU3sQReuZNlCYIBmqXIsUgRdxWEnurgw9rVAyDJ7T2lOIGUfmGYb6AhKJ1iMacxwMSGRIUbIu9P3njaPycw6qikimGB8Yxk33oL7/fYex6K6HcN/cR6yHD5yn+0jlqJPreSIZErxmRgKSadMyjCSl9VS+oRU1kZQopwHFwlXcXSU0LrDva1GzrwYkvs9Tep9YSsqypSbwRbz3tHZFyUtM9yTeY5w+xJa8xiy9x6o9oac2OXrZPiZqSKRH1M2DA+dD8stZpjMav+JqP+LRfsuLS8VGs8+h/TiX1TVSEXPiC2h6CAQahXGe1lVcyL+CPXuJvnZsxC0fiVNyM37ZZ2QoInKpiYSkbj63C+Lrgi9yWXs0GvHLv/zLD/zsx37sx3jb297GjRs3uHLlCp/4xCf4pV/6JX7rt36Lr/zKrwTgn/7Tf8o3f/M384//8T9eq38+Hc8++yzvfOc7+cAHPsC1a9f4v//v//tVXzcej9eS38uXL/PH//gf50Mf+tDn9T3OB+fXAUJIBvljPNZvMU5zXAWf3r7cgc6/t3aiG2gUue8TKxDAvVLwfHvMU2qHnoqI3ZhEKOam5VQdsjRDMi1ZVZ65PEWJXSIhaVx4SArotM5hNTWMJfsZjJYblHJOqgSTPOhaXziYsDAeJQWxkoBmbhp2swwpHGe17KhVL8H4oHeNfESke+SMcL5lyDZLX6FFTG0dPaVJlSRRkEu9vr+0SBi6IfPGc1I7Ktcy1kmQxCThIbtjL9IIj+z6yN4bUhETiRzrPadGcVL7btUUJiNNZ/G3EiV0K6NZa0hExlg/1LmkQeMky1bhsEQ+IRYZQ5GQq6B/vu9NnSnRPdQ8Z/KMzGfr7x7WWd2kQW/hXjZ4SREqAgecctVeYBgHJ6qevj+pkNQ2rGxTl7HyJ3jhQUBpHcZ5rHhp5bcjRnycj7OyJ9xdPcI9+SItYUUzjBV9DYcVHFQVLZ6LKqN1jrlfkTKgL1J0pxfP/QAlE7xwxNIybQSlbYmE4qRu+Ci/gfOOM7HkdBV048+621T27BXXeG09pRUcV5aZMdyTB2z13oCWgpPKs3Itu3HEaRX6mYVxVJ1z1n1/8tYGi8iH+oJYBvLjaVsRlRlFa1mZI5a6ZmlibqvrPOaepnWhGtQ6z0lTc1iFc1G78OhqnWfpmle1v4QgUzLO4z1r0uFJHfgBqQpStntlw1IuSenROEtjC7wrWYoCGHFat+uErVRJtup9tvoq+ATUMZnXRFKwdCuSaIJGrjkD3jv6aofU5UTiCrfl8hV+7da3r+iVK5myywbKaZTf4fbKcj3TIW4T0DLhVJ6R+JSpOkTbh/AEX/D7FsLX3OMoIZkZxSCC/Rz6xUtVMdvOumrFZaz35HqTB9f0XyS8xsH50y2TkyQhSZJX+4vPidlshhBi7Tj5G7/xG4zH4/XADEHZI6XkN3/zN/kTf+JPvHK3nOPbvu3b2N3d5Td/8zeZzWYPpCh+JvzO7/wO733ve/mu7/quz2ufz8va5zjHOc5xji8ZvPWfc4Ow4ny5hfKr2Ty/FlRVxQ/+4A/yjne8Y20mde/ePXZ2dh54ndaajY2NtT30p+O//Jf/wic/+Ul+6qd+ire85S183dd9Hf/wH/7DV33tO97xDvr9Pmma8sQTT/D000/zQz/0Q5/Xfp+vnF8HSNlnN3kDSnjurCy1c+yk4GeOsbgYVnoOihYcloU4o2y3uVVZdrJwCpQQLGyDxSJ9SioUsc+46U/wjWODMWfuOjfsRVayIF3tstQK40MoReM8J5WlsAbrM5ZygRLRWjZlnKAUNcYFk4jKWlKlcCgSFRynxpEn8Sln8iXpUOXmGFpq0VA1ZxTxGVplWNrgQGYkxrWc2Yp9mfPJ5ZyxyjiuLEtO6MlNpA05vMZ5LmU5qRYcrAyxjJg3lowYJUVXUvWk8TbWOwwrnp+3zBpFZT1nTVix3p90S9kn8hFjfZntTGMKT257GNlgPYwjhyAEX+R+gBENBWfMXc2yTdCCtQlJbT3PzAzPutt4HMJLMjWh1FNW4sbaisu66oHgi5A25TgUL3JS74Zj6oO8576pCcC0MRzIG7jWsJQrlO9jnWfpDFWXUuRwwaHMlryBr2YUa0QjKdpDhtlljPPcWYUVfulbJILbVYnxlkqWXOptcndlmDaeVIFCU5szDpIbxOoxWg8r3+C677JqT5FIbsfPrlnpe36He5/e/wRqG67RCz2FWglm9YSr8iJl69YpaLeKGuMdh6ZlJUoMK0Y6yMY8Fq0GNK5kYUIKVG2mJIki05JPmbBm64sEJQQex9I4yjZwLXpWM/cVGTEOT+zV+r5ZiZKqfmWSFoRjMDcw6JLcytaxbCUrG5zKWqeovaUWJZnvkUpNUR7ivOFQvMjd1TamW9V6QltlJQuemeeMdMQ9f0biE9rWcyaPqZoTTpITWl+Fz5cxK3dGJobr8JlPZ8NbV2Nd9eB+y5hRFJG7DW7YU7zv2ietZSHPaGzBgkOWQoWAExFWxEfyGGV3SPWIGsNE5GwlhrNGc3cVvN3vy808nrurD9PPN5FIDouP8SXBa1w537x58wFnxldbNb/nPe/he77ne9b//sVf/EX+4B/8g+t/G2P403/6T+O9593vfvcXtNuf+MQnuHz58gMl7083xLqPf/JP/gnf+I3fiLWW5557jh/4gR/gz//5P8/P/MzPvObPOx+cXweoTrLw7FLzXHlGhMa6mO1uIL1/K57U0IiSpT1k3jzK7XaGWQ0oxAzrd+jLmJUzfIoXecwFOdJCnrFvL4GAWPbpkzL0Kb1IMUkkzy1KjNNdv09wyx3Acpe+H9CokkwJri9aMi25yUfZrN7O3Gis9xw0KxZiwXa9j/ehFNb3OTNeIgRNq+vM8ydZiFO0SkN4vR5jRI3xKUsjmNmahViwNAVGNpSu5g1ymx4TYp8xkhlKBI33tUFIJrrpToiqrRD0TkMsMxIV7EiFkKxESSYnTNuasc+xLuhSrQ9l+WUbyE4Oz8TtUJhQOj5Ut7HeUNsQLZkoR09bHou26UeSF1dbTKIYj6enDT0dszQW76G0LbaTUMVoRm6LM3H9gZKjtXMaOw7nXfXYSgWzRrLTXMW6kOA1jiVt13a4j9DlzmldQyJjnAj7GyFJ6eFcjXErZq1BCc1IJVjvkUIhOutVCBOcSAqijrQ1UjEzG3qc41gwqxVl6zkuPX2fk8fbbPvLVG1w29qNepyaGiFEkLt15WAhErwvyaVG+VdGGOruIjYukPYcjpkr2dY9Mi1CS0YFHfEn5gWJj5nIMDD3fI9DcQvrCrQer2Myk2hMpjRLYzGiYVHdQESCygZXs0v9MNH5ncaEcnLnrFU5SyQkxoc2icMju2ANKaIH2g6b/hLjOPTKhQgSMOvl2jbXeo/uStaqKwnv51/GC/UdKjujlpaZL/G+pREN1nsaSnpKc2hKpuqQkdsi69LmIt1nxYzT5sWwr80RpR4wjSJWbVc0lg8OMmGwfLDPn+gBl/uKs9qzWg3ZzTTjyLNsW0oxo2nnJGJA6nss3D2WegZA7GM0AiUTXOctcFxHJMrz6BCW03sPXM/OtbTUCCRSfImGg9c4OL8W2+Rv+ZZv4Q/8gT+w/vfFixfX/39/YL5+/Trvfe97H3ivvb09Dg8PH3ivtm05PT19wB76d4u9vT0efTSQLJ944gkWiwXveMc7+Pt//++vf/65cD44n+Mc5zjHOb5k8C5sn+33rxWDwYDB4JVZ3vcH5meffZZf+ZVfYXNz84Hfv/3tb2c6nfLBD36Qt771rUDwzHDOPTDYvxxPPfUUN2/e5O7du+zvhxS097///a9pP+87Vpblq9vMvhrOe86vAxpzyEn5HL91XDMSGYaWFwvYU0MmbkJlPYs2SDact+RyEy0FExFi6IyoqW0oD8ZCcdVfYZJoEp+yZfdYioLKN8QiIxGKFr9mxZa+JVVBTiWhM9jQLOWC3A9CwHxrOKkNWqSkUqM7wshQJjjheKgvSJULDFoEkX9pZu9cE9jEPpB7EnI25UOUfsZMHrNoBX0Zs8GYSqxoKLnDM6xaiybhmtjncj/mSufrf7BqKUzI361skB/N5YyitUxry6I1NGZOKUr6fsxYJ6xaFyQ36n4+s+W2fAFr52gkWwzREqa2pHAnLN0Ry47dm+mWraTh2lATK4H1jrO2YRS1rKzCOBjFmrlpKX3L3N/jcfEwI5mxEotXEHUivUE/2e+OTbn2Rnci/I8QITf37spgnCeRklgGqdauu4BzhoYW4y3DSDOKIkYuhBT01c76hnzGv0jR2hAXKBOq5oDnqxlF65g3jgUFEZKFNXgfPNLK1tO4IJ2LlWAm5gghGfreOijC+c4Zq/ubVX3AtL6B7uRht9wxJ8Ur09rur3bnjQ+lZFnwgvhfRDIUaYOky3JWO2oCoa8gsNMTHzNgk0iPsO1s7dPtcV2oRIjt9L5l5Q39SDFij1gG+dOIPkoIIiEZRppc6i6UQrOVJIx4KTQiiXcf2O9GNGRd6MUgCsfFE47DQGt6WlD6lr4fkfmEfqTwWKTMiGSOwWFFi8eT+ZypLVlyEipP8g6n5nm2mLARJWy5fRI9QImIVI+BQG7UMiMXEybRQ0ihUZ+2QtUiQX1afvZe9DSxDB7jfR1ev7KCY+b02USrHOMrCjFloPaYuC2GvSeIfYJA0NPbLOWCSEgi6bnSW7EdW7biBy2Lt3pPMvATIpLgh/+lgPUvpY682mY/y6r6NcAYw5/8k3+S//E//gfvec97sNZy79497t27R9OEKtNTTz3FH/kjf4Tv/u7v5gMf+AC/9mu/xvd+7/fyZ//sn/2MTO1v/MZv5PHHH+cv/IW/wEc+8hHe97738bf/9t9+1ddOp1Pu3bvHnTt3+NVf/VV++Id/mMcff3wduvRacD44v07wOPazmAt5gkTw5rFnM9UMuxKW9dCPwuA2YJPtVLKTJvS0IvV9+pFiN9MkUnHIGQJB4oOF4GW5yX7Ux+HQUtCXEaNY4oANnbKTKXo6uFRlPulKdZrc9RhG4aGWK0VpzzizFcemQhJ6rcpraitYWUkqPWOdkHY6WwgWfyuxxHpDrHrkfhD6ts0tRm6rCweQoRyKZupvk8kJp6amFHMu9SKu9kP/d6Ajxoli1Vr6fsQw0lTOsumCdGmSKAY6QsqYq2KP3PXYzzX7uWI/V6jO1UkimLbXgZAUdKWfMq0toYtmSeUQ6z0CT6pact0GCU3twmu8Z24UiXRsJ55LPUntLYaWVI5IpKSbv2DcgzNdpVJ6MszCpewzN4E9PuMIKWDeWKbGsHJtKMGLIN+pneNEnpB3OckTlTKIwjkDiPSIDb/PQ/2MEXtc9peYxBG5H5LLMUIkjETGIJL0Y8mOGFH4OrDkpcYQ+AQQGMzHleFU3MX6FiEEV4aLLmu5JVOavSQ8iEf5Q2wnT5BEwfrzktwiicavuL5jBcPIc6Uv2UoVm26DXR6hbIP1qvPQOMskkfRFgvWOlppZe4tYRAzdkCyaEEWbnQuYYCd9A40L7l+JT+ilV9BIVq2lFHNuF46TKmjai9bSj0LAhhKCYazW0qhMvJQ/beyDJhIexygKtp/GeTItUSKoKYo2ZKL3ZYzyipHM0DIwvKVMSESfiY4Z0EPrMbnP2I16XHFPIRGM/EZnCxsqsbkPx3TT7TJRoaQvhEKJiNwPyPyQvtphKPcf2MdUDtepVFKENKvHRQhiuVOvyLXqtN1wUU7IfI+t7HH23VWu2KDdb7E07YKMhL7WxCLH0rKZKp4YLhgnNftZw8htIV9WVm99TS3CIP9yLsUXE975z7l9Ibh9+zb/8T/+R27dusWXfdmXsb+/v95+/dd/ff2697znPTz55JN8wzd8A9/8zd/M137t1/LP/tk/+4zvK6Xk53/+5ynLkre97W385b/8l/kH/+AfvOpr/+Jf/Ivs7+9z6dIl3vGOd/D000/zi7/4i2j92ovV52Xtc5zjHOc4x5cOjs+e2fwFhlJdvXoV7z/3AL+xscFP//RPf17v/fjjj/O+973vgZ99+me9ls9+LThfOb8OEAh68Q6RFCgRwihGkePJkeDNGwlxt+SrLGy4HYZuSKwCY1VJqMWKyjpGsSBVklpUlNYxlVM2ZY9YSfqRYsgOm4kmVoHQMowIRDABSkLS8bh6WnHCLRyO0zroQFfWokVCTUMkAkM1VpIdxhzXwdhiI27pRZLMpw98PyPqYCKhMlIfVnZCSGKfMI49QggKaxi6IRNxmcv2Ko/0cwZ+g4XxpNKvV70ArfdEPqIfS64NklCazjSZFuRaIYREIrCiRYjgSpUpwdJYhAgRfrnaDJF8eM7qwFLfUj12xKNoEhrrOag10zphYWKmtWdqDCfyhDeMeuymNbm2HNVh9XXMGVa0a11sJCRDPyb6tHJjY04o3RlSJqGsLoMhSI8JxnmmjaH2lso3TBtDP5bBFEQpLvs99uWTABzaJcbD3ARClnMNK7Fg2TgKMWXeaawNNY0vsXbOwlccVS3eB1c2CKSmyrXcaT5CL4JMS+aNpfYWi8E5Q+UbDopecFYjlL4b56iaE04X/4uD6qMsVs/ivCGRkv6nlYYhmIakKpDcpo1jKVbc5VmGke5WdY6pX3F7ZTC+q1DgmJc36MuIXCQYW5JEE1IV7pOlPWTmSsrWEaERQjIVC87aBusNpXXMTXivwrYsjSWWYdWcK9YEtEyrdftBfNojLSJGy+BCFrb730UQS0kkYS+L2ZRh5VpbTyRyvDf0mCCECC0lPSQSCiEEtahZOkPqU/pqe91aSoVm1ZyQ+Bjpw34IkTBQeygf2lQei+PB4IuXewsoNSCN9zi2BbcKR03TtQFY30Opz9Ai3DdKBDcwj6Oq7yAJ38t6gxE1Wgou7sxIE8NxHXEsbiBeVlZf1ncpxJTGr8jiB3Omv2jwr2E7x/ng/LpACCIZ0micD4NHqhwbsWM3dd0gClq8dCPeb6tU1oeHPYLd1HGprxBIIiFoqWl9KPs11nf9R4FxDuPCYG+9x7iQFmQ9ROj1rb6QM1IVSt89rdmS17ioR/SU5uF+Rk9LLJ69TIRsXC+YNi2lCLIOgSCOtij9DC0SnDfrQIjWNVhhKVpobHiA3lU3MOIlC8ChG3C7CqWyTy0VSgieLwoW1pARIwkKpbFOSBXkOiRLaZmihGAupswbz9yE1CCHxzhHJAVFe9QdR8fCGAY6QgjYdBtEIqV24Sj0I4PA86mi4J4/oxElx5335VkTBbZ4C7WomIsp1huWzjCzDUuxoOmMM+7DdZaYzoXv2VjPrAmM1zNbsfAVt8RNTuUZz8rnqFq/7kuvvCHzGQs5w+GwXU/aYmntnIU/REmIfMJCzjitDVa0aBH6iMfygEhKKutZ+ppYRFSuRYnAoJ83nWOYtevB27pgsPFLdwd8aLrgjjhg5QyL1gCSNLnAIH6pzHrTzF71Enc+MLWPq8AWr0XF0hwwNWbt1NUjZRApBirmUtJjWt/AtKfUziKBQbKPljHLzlVNy4RS1Cys4VAGFvEN/z95QT7Hwt5jK1VMEsVQJl1uVvic48pwUjuWjeOwbLnTLKiaIKXyn7bs6rs+1gt62tPX4e+V8NTdvVO7cMysd6yc6UreNfZl5z3pnNUyERzNKrHiWfFRlqLA0rIUBUdNzZkvUDJGoch9IClplVP5OWM/oO97SCL0p7HhG7fEtKEc37Zn1OaIF8T/ZGksS7lgaSyHleX6Em67MzSSRAwoRMmMJQ5DK8IkryRY8gLM3V1SBXeOhtyeDvjINEKLT5t4t0tm7e3uuPzuDD4+X/jWf87tHOdl7dcF3jvm9W3a2JMlkrL13Ck1xgdf3saFh1GswgPsSJ6wMGMkYQaf2QlCBMLHczPDttsi1YK8GdDXwRIy04KNesKsDrKfO4VZ98+ibopVWx8e1ErwcPMU99QdWg9HbUEqYq43H2A/3sN4i115xrEOzlXSkynPZtxgvSbzKVJmeG/w3jFkh9z3EVox8QNWLIM2k5aFgZVrSYVGEWF8xVgnzBsXHKCYclD1GMeeg6YkEgrrHXNRYFxOA92gG1ZmjQ19OoenESV7eUgtGsWCh0XC3LgQbN/1x+ZiyZGo2DSbfNl4gC4E83aCVIJUejbyki21Yjve5bA9pPEr5qbF+rDGapzg+rImIvT3Y5EReUmuNMcuZjO5xmL17Ppcaz1mU1zlUP0vrJ1jnGcn03xyFTzSa+c49I7CnzFxuyQKMi1ItWDUJnjrcPTZUQN2slABqU1Dnl5CiohhJBmXW2zKPm+YxNSnV7kt7iJkythtEcvAFUhFjPeejSjhrgmcgFRBT0tiGXNYeWKRk+hBiOlUnpqGzOeMVMIk0UR1TmPmWG/WLmgatfbjfjl2UtiIHY8OJUUruFrvcRLt09Oa/VwSy4iiDROwWAWL2F60RZuUbMQx14aK+PRrua1P2c2CzK13tgUOBipir92nTB5Di4Q9e4mVPOO4smRKsp9HZDqmbD0L49jPI/rR/WqUJKoGbPTfzMniw6TRBsuX2XgqFJezhmeX8XpCbFz4rjfcEb16DyEglooYxWltWJoDpIhIfU6mJAUVtZnSpg7lBbVYcdU+RU2DEpqh769Trrx3DFSMcuPw+TLuJtty7TKmeXAQbH29nlR4PFJoYpFhXLgH7polo66CIwnnfsvuBQ4KCitecke7zyUxLlRenps33F3lRNLj8YzcFtYW6/OdRGO2VOhbL/2rm2+83ng92dr/J+N8cD7HOc5xjnN86fBF7jn/n4LzsvbrhFj1mCSKzQRSLThpJIdVkJ70dOixGQeGljPuhPKY9cwbywV7mSt9heyYz6nQmI6xeKGnebgvuNqDgUzZSBVbqe5m+5KdTLKThrI5wEhHTBLJbtRj5DbpacGW6jFQEVm0EaRbtCRSsplItqKERRsyiU+biEkcMZE5/ewK28O3Euk+e24Xh2PIdnh/t0EWbaC6uV0iFFpIYp/hMMzbho1UobvLaxB5NmO3TuwqqIh8xCQRPDYMoR2biWAnhZ0smDLM24bWV+yl8JaxZTv1RDKsDK33TNKHkSJiwpChG7Eb5xgHG6lmIc/Wzmtx3OKdIBKC1Ods+otc6SVYH9juWngmiWYlFutzmcjQvL+f3Xt/JSlFRD/ZZ+BGDNKLSBExjkP14u3p40wSxTjWDNyEHhN22WCSCLYTz1YqmMQRsYjYYsg41gwjT6YFI/pIEZGJEaX1LOSMi3lMT0PlG0ZughARQ5EzjCX9SLCXpLQ4RrHiWjYkkX2KNhi0DCLBTpqQ+tBH3ZdjdlPHRPTYZMBDg7DyHMT7WFeSqQn9LpVqV/fpyZf8l+9jFHke7a8YR55UhXL8o/7L1s5VQcoXVoa2M0oZqD3G2UOcNDWN86RKMfYDxlHwhI99RuQjlBSMVMKmv8jQhWu09TWpEuzn4fhWNsjUgn97J4uSglyHPrsUmjjaojbTB/Y7EZpJ3KJE6DUPIsFG7LmSewZ+wCSRPDWWPDGKeWocrx3dPJ6+75FrwV4XCiK7sI3U91mKghhNJHIcnp6K8MKRRiMmccRunCJFKF9vcolYKjaihDeJp3lCXgKCLE91EraXG4BYG8rld92U2i9weIaR5mKu2JdjrvZSMmJ6pKQiJhF9tA9/n4uEnSwiEjmRyKmcpfWC1gkmMZQiGMHc94q/70kek5GrB7XAXyzcXzl/tu0c5yvn1w2xHvLwIEiGSitRwtPY4Kz05KBlOzGcNRkNLZtc4mJPdtaPEmUVkQzJULu5YjFv2c0k82abvTS8x9QIdtKYK73OclJGbCWCjcQTCc84AuMUpZVczuGFRXBx6umgD06VYOIvI13ooW2kGi1D321hghTmU0XMJIFhHDNaXkKTYPQSQ0vkIyqxovWeiczZkY+zL8Y8NnBcXyoiIeg1PTKuMtQxV/tQmJx5VazL7lup5n+UB+S+R4TGw1qKNY49kkBy24of40qac1ZeYmVhO2kYaEVlQ+nZoRi3F7gNLCg4Vnd5TL2JVAWLVIuhcSHOsigTGquCbEY05K6HljCOazKtSFXCfi4ZVBNqUZEzYSvVnNWWoRty8jIiG0KjZEKPdK0JvZiHgI2Tuovw9AJZSnq+R+MtWgQN+WYiOCxh5Ws0kosyYSN2zI3iQppSFzPyZBDiEt0GScf+eTgbcloblEzJpWYQBc2x9ZKkDmSs3UzyUPlGnhoJli3MTJDdVGJJP9plK9XsJoadNKG2jr7uJEhywtXRN/CEf5Ln0j5FdYNYCbbrizz/aU5b20lLL2q5kBm2E8G0iTg+Ezw90SQSRlGIL63acJ57GiarHXIxBA9bCSihqc4ijA/XuiJiV/fZTBSrVjIr+zg81/I+0+pJrg0kXz6u+e1pjO0c7I4r+KqNEFpSO8GiDWXcQbXHjBdJ401Me/rSfscJu70TLlUxM6OobLhHI+l5KOsxjAU7iSVVEuNCiyVRAxbeciHJuZBD0SrSeAPjHZfzlFWxTS4j5l05OhKKWAk27IBMb5J0EZr3j1/kYyZJhJZw1JRsx+HaGefXcL6lbhcP7DPA8eoZHkvfTC4mSARX+oonB47KRuxmoGWP5xclAsHD7lE2ooQPAj2lUSLYpSaij/QQCc8gMuQq4bK/xGLwVm6e/VcgcBIqlggkpZ1+4Q/C1wDvwNvP/vtznA/O5zjHOc5xji8hznvOrw3nZe3XCavmiEjAG0dLnhpa9lNHpgVSQKI8uW7ZTx1P9zYYugFahJLmlb6iJnhBBzN+6GnN4wPHY6OInva8/7DlXunpR4Jcefo6kKcS5RnosDoeaEuiPBdz2IwDaSzzKVuJX5deI5+QKc1unLGTCgZRiCG8kEGuHZF4STIjkBTuhEF0gavZgCvxmE23yXaq2UojFBE7aYT1gnEs1+XZvg8xj0cVbGeCvs8ZaMd+2qCkIHfBFW2iUnZTSJXnUl+xGVuu5A2XMsNld41JIrgkt3AeZiZkMt9vDfR0CGgQMib3GVfsNTbT0DponeeSfZh+JNjPGiJlmddx8KP2MUYYZo2jsorWSfo65BRDeM+hH3d5w4JaNFz2b2B/9LVAcAQrzSlTsWBe3gChiRVkKjDnMxVWtbWoUF4jRGDg76WGnvLsZjLEQ9IGApwMJWLrYJhdoqbk7soQoZECLmeOVIsuAtAxjBWxFFTWk8jQThjHIQ50JQsWbVChGAcL89IT7qA09HRLqoNv9SDyof1Cn+PmWc5YMnE74INL3ZV4zKj3oJNUJDxKOCLh2UoMe1mI61QCetrzcM/ycM+zm4Vqwl7qeSTaDK0BPIcVne+4ZqAdo8iy4JBISmIVpFg1hrvqVjDR8ZpH+5bLvYKL2X11gmcUC0aR5aFexW5q2E4sj/QdV91jWFeyqg9ecW/O64RcOR7uVeso0XHUMkkkO2nXPkpbthPH1X7E4+Kr0XrCfq64nFsu9YKCYjOOMc5zII8w3jJSSef4p9lMFI+PUpSIKIznXh0Ii007Z0+M2UwFuRYknSe6EJqe2mSgd9EyRqkHPaSzeMKGTolIAgEsgc3EMIrFWlYVS7VuwdjOk76yNoTd0OJxpFLTj1p6kcF6weODIIW8/3lKxnyZeDMP+Uso+aVha697zp9tO8f54Px6Yi8NutxMeUaRxXpPYaC2AucFuXL0I0FPJCQKBjroL+dyxsenNbEM0iLvPW2XNTwzgoU13Cka9jJ4YlBxrdeQKcG0gZ5yfM3uMU+Mlowjz0ktuFeHG7YWDQeVWDNbjaiDdMd7Yum5mDmu9gVChIfv1V7DOFSOKe0Zy/ouEslWKrtBp6GyITkqImYQBf6ploJUCcZRTF/GHNoFj/RDrx1gZkKm8pVekHqVomIUawba83De0NOC3cSwm9Zsxg0Oz2MDz6VevE6Osl7w1KDhKyY1PS0YqAhQWCx35W0mMTw9slzqSe6qWwwjQaZaRpOSR3ZP2Uo1F8QGkvBdRmnNbq9gqC07aQipt50+N5aCUaK4ojYAUOIl6UtrV5yI21jXoFWPaSPQAnIF24nnSu7Y8Vuhby8jbq4E96rw95GECX225YBBJHhsWPD0sCHVgkxNeEJc5au2I1aipLGwlzbsZ3BtGNFP93lsKHnTqCHX4UEfS8mjA8+1nqWmZD91bMZh4B3HipULucwOT9FqYgk7mWY3cWzGDk2CRFKKkrviOZw37GaScSxfwdhWwlO2usslD+f9ghozigLTfy+t2YgtUsBIB9FT0Vp23TYRkqWB4zLIArXoksKY0NjwJB7HgaMQeBIypLAZyb0yYxRZautpHGwmns2kZpJU5MpyMWvIlWcrSumll1AyfmC/b9UFVatoffgOl7OWR/sVg8iwmYT7Rwt4bqm5uZIsjCchwvmW7STcy7H0NO2caWNobGBQD3TEMNJcdY91SXDh86w3rKxlKQJb2nvDY6PQjrrcg2EU0+tSRObtHabNDRI1RKuXXPmU6vGQ/koyLYl8zHac0Do4qSMaF54Np5UjVYqeVmzHCVuZRqlh6Is7jyZh317hUi9iO1/Riw1XeyGtrRJLYh0G52A3KhhG8VqD/8XGec/5teG8rH2Oc5zjHOf4ksFbgbfis/7+HOeD8+uG1lXE0qGFI5YO40QwB1Fwu1TsppKNuCWWKsQVKs9RK1iaYKi/k0UUbTBEeL495lqxx3HlkCJoJGtviSXs91acVQmemMpC5SStkxRGs5tafv3QkWnJc1wHAUW7g/XwUF9wVj9Kv2NnWQ+7ieF2mWAcrKxkFLVMGzipPLPyBo05ZB6NOKs9J3XDiTzgpB4yjDSGBuNgK2lpbCB33Wrm7Kg+9+SLJHJCKj01Bk8gdZ02wWtcuhANeVRLthPRBYMoLvYLChNxW77AtPlyjivLOA6XaE+3LFrNyihi6dlINEqm9ERCTEaiYG6CP7jxFRuxD2EPucW78BkrZ5AiaMYBlnUgGlXWU4qSLTEEF1YwZetQUuCFo7IvGXN47yjcCd6HgI4LmSNToRw81GHlOFARd+yUke9TthErK7iUtZw2IerR4Zkbx1EVyojDSKDLhIVtqGzMUiy4uxpjvGAch1AJKSLOGjiqNftpIDSdNZqpgVwJvip5hEz58PlaMI8gEf3u2GkWbTjnw1iwm9bMjGbTbbKIrxD5mGV7D6WCHl0KiV6+tJIDKKxiA7hdRoyiloH2PDqMiKWnrx0ewb1Kc33p13nFWgqGMiZXiqJ1TI2hHycIPMeNQqLYTDXjWHBUeWrRoLziLRNPP8q5vRJIEowXLExQN0RSUrQaJT2xvO8KFqIUrav5dNxSL3DaPMlhHRFJTySD57rsKjKVC62iSIL0oQXwv/z78K6k9bAZNwwijRCaXGlGiWJjsQMShrGkbFOkCG0E23gS0ad1npkIBC8lM1IlgNC+uO/DrVSfeXkzmNrk19YmJBDY2hUFiRJMGJKqoCwwHm4VlnEsuVkveMtoxDAS1M4zisK12dOacSLYXl0mIbDye1mNc+GcHJYtlQuRk1qPSfWYrUwTCVgsdvjI7+7x93nhvOf82nBe1n6d0DQh+OBumXFUhx5pJFmbayxajRSeJ4eOTGnulJLjChbGU4pVkKIImDWWzKfcLhwvlguOSs+z4nkORciCPasSDqqEs9qTa7ixUnxyOmLaxGjhuNMsKVpHQkZEQmVDD3A7CfKWg9JwWIX+kxKhtD2OPY8Nl9QumGIcVjWNCVmni/I2Hynv8oK4jseFsIxOliQE7KUV1oMg2Jbed4v6lQP4zaPgBLYdO/qRIZKeUaxRIoQ3XMocc6MxDhLpOS4zbhQ5Uih+88jwgfbDFJ1bUKKC+1phJXMTrE/zeJO9LGHbbTKJHFd7DTup4wn/JI/1a7bykraUlKsoRMh28pFIgvehPCsFDCJIfEoqFXtJRqxgK5VY57mkJmyrl/JXhdDsyEdxriTSG2wnLftpw62VZGUlyzZYj47oM1ARzy1Kfmce/nYj9l2SUtyFP0jmRjOKg5VlJAJjWKF5xr/ItAn92VTBo/JtNDb0GnPlSKXrMrKhdkFWdNwoilawk7T0NfTZDNaOPgxkZ7VlYcK1ONCWDZ1yWH6CZ5r/H9a3WFvwzMzzv05rZuX1B67vmZHMmpijWnYTgGClmUhPT1tqKzmoBPdKw9SEdgzAONZMEslJbZi5ksaGwVwKOPEvkqhwHfY0KK/ZUQPOGsFp7bmzshzWklsruLGqOK5rPny24m4Vc7PImJuI0ybCI8iVpqwP2Om98YH93rWXmRvNswtB4yQbsWE7LzmtY87qcD2cdrLH5+aemStZmWOcNxzXYJxkoB2xHqA6+8+EmLduBUZ6piW57vq+Hjb9RWauZOqD69YgvcS88fgucOmoqTioKpyrsXaOdxWR6j9Q1gaoWTFvgtPbJAnyr43YUlnLwjiO5CGr1rNqPZMYdlOHkilF21K1wYykoOK0dngvGG+XXBssOWoLLIFF3rZTBArrAldgM4lf1YDm9Yb34nNu5zhfOZ/jHOc4xzm+hDhfOb82nK+cXyck8e6auHSvkpw2msaGMIrawcwoXLdabZ3nzsqt9b8932MYB+0nwEqsqK3jjrrJcR2oxC0tn5x5Pj7vcbOMECKUzedNKN/m2nJtsORyMiBVgZlsaZEdQa2nw6q39pa7bsr1peVeFXPSSPrKk0WGq/0ltYWZL5EyQ6ke1hWciQNaYRi7HQZac1I3PG/fzzgWRNIxbVpur+pgDpJoMoYUHVs4EpKjRnJQZkQirFQkgWEcyfDvooVPLGJmRjM3ktovObRLpuY6S+NDjJ+VZMphfVhV1dZjfYtxnit5zk7SUrQhWq/Fs51WeC9oKo3WDi3DytkRiGq9tEFLx91KcVQFo45+pIilJJbBy3va1py2FVMffJuFkAzSCyhCmVOplONaMzURs8Zz0kimRrKyLUlXvr4nTiiMo7TBvzxWglnTMjUNzywilPCM4+AzPdAR49hjqEnIWFlJZcN53hJDFl1G9ThuqZzkqLR87KzihUKgpOhWxQLjBYkkRHF2YQ3bSUNlHQcrw7KVWC/YzyN2s7DSLOvgVV5ZF+IzzckrrvHGyXU5/ajR3CwCa3qgW47qiKL1bKcRWgg2k1AlUCLENU7iiFTEfGo1p3KSvaRlLC7S00HbHohKJVNbcqOA3ypvYh0cVZ7ri5ae0ggEIxUzN5KiVaFK0WVDr2yLVr1XaHUjNCsbjG4Ckc1zY9Gnp1sOypYXloIXlsFf/axuUah12Mm09uso1X68g3GOVeuZyRnT5v41LDioKmrrODU1U3nIbXV97cluXc20cdxcERjrVMx9hfc13od4EP1pntZK9fA4+lEgyVkfzmuoyAnmpkWi+FhxysdmJccVHFTBfXwvi0OAjk/ZlH20FLSt4vQw57l5n3vqDoU5xtpQzjkuPs6zxZJnZo6bVfGK/PIvBpwTOPtZNne+cobzwfl1g3UVN8somIoI2E0N/UigRWBdV1aQKMcLhebX7S9TtI4XFoZZY4l81JXIYNYaNhhTO4dEkatgot+IkoVxzIzgbhlK5aHfFAwPDquIu6ucorXcqSqMaNb7prtSaKIkqVSM6HNSG06NJFOejbglkqHUeG/Vckc+TxJtEukRWbKPFArtIzQKJUELSa42QxZu0jCMNKMo4togPGRCL1ERK8nFPCUSkCqL8cFh6b7ZiCCkYd0pGm4UgcF7H0ORkqgh26nkuFYYJ6md5LQR64ARISTew2HVUDvBVtKZPiCZm5h5HdM0GteVfROhMaJhaTxFFSMF7KeWCxksbBMY9JGgaOGwNJyJGR9qf4m7s/8ejqMak6kxWZfb29oVpRXcrTQ3ioaFCV7q22kcjDEixUW22Uwlu4lhFIWedCRD0lGQrTkG2vG4f2u4jjw0okR5zWEtmJpw/TjvOa0NdytJJDxF2x3L7vq6EoymWBjRyds8GzpFEXExV/QjgxaC2gWpTe3CAL7rrxCpFKVCIMK0Mcz96gEDEqDLgg6ThcbJLmxFcKdMiGTogSedlOx+bMFmKpgkgdm9NBbvPU/2h2wnDZH0tMKwk8LDecPDfc8WEwSSeeNIfErRWhrr2Ug107ZeO3QVreB+NkLjJLUTGBxSxmRq/MB+n8mzbt+CR/sgNmynFTOj2Uo1m0m4j/bzwIpPhFoPrLOm5cVVzKKVLOq7+M7jfc9v8lUbdUhL04KBjqidC+2D7tpYVHfW+zBr2jWb+1QdciaPESiUGiKEpHEPZlBbWzBkm81UkEpNYTwnNdxaSY7agqVrmPrb3JWf4nfExylav37/k6plbsIEIpWKh/swGFZE2jI3mr4brXvzUiYk0YSZnPF8NeO2erCV8UWDE/jPsnE+OAPng/PrAiEkrV1wVIUHAMClfMUwCg8s48B4wbJVVNazqa8xiCSTJGhhV2JFpoKcae5XaAQDrXFYKhucvoyv8N53+sZgZ1i0YQW5aBWLVvHcMkEImOiYHb/JjtuhMJ5FK6is5JFh6BdHSHpah0QpJ9hOK9LEcH3Zo3aOlhopNbEeEKseqe9z5m4yos8olgwjzVhcJJKQRW2Q9SjBRiK41FPsuV22UsnFXDFJBJnynDYRifTsZYpLeUqug057ZQX9SHExh0UbVp7GrTjkjLPyBY4rx7VeTaosA93yhmHDZqKIpGAUXyLTgjeME54YLaht+Pu+1vQjgxKeRZmEwVmFBKuXovw8iW4xLkjJ+jJmK5U81Iez2gZJlU9oXR30bR3m5i7CS4SIQrBHI2gc7KSBcFTZIMW60IuwDnbSmHEsqFxwjctUOAdjldHTnlwF7XBPJEE6IyHzQ275j1K0YVCsrSCRCi0FdeesFElCyISUjKLwuuAM5tmK205ipNiwO4xiWLVh1WVw64F2I4HcZzjXksebRHqDyrdYYcmSSw9c46nyQRsc+05OFUJbetqSahvOXe25uzKkKiRx3b9OpQgxppEI1qO1DSt341e0LpAadxLLOIpD9KF1zOQJMxtsP3satuOMcRQxijW1g2UraVzo8Ret5GKaMckepvHlA/ttaYlE2IdlK6laxY0iXzuO3Y+QvFV4ihYypXko+2qAdSjM1AikjFjYIPtLpQ5cAR2c387aJpwLoRi5DQSStiMRxnqII5z3QSTYsxfYdNs4b/DeIESC9w7nmgf2e+xGXQUi2Jue1Z7T2nMij/CEZ8Jl9zgPucexHjyCi/23heMsIXUZl/qavvaYRuE9LK2gEQ3Otetgm7U1LYKz9kszOAe56GffznHecz7HOc5xjnN8CfG5SF/nhLCA85Xz5wkph6/4mRAJIElV6I+6l838nA+r07mBW2VEZWHSRf+FoAtBRMTchBJmX2Q4gkxj6DYofcvYjZj4XZZti+7cgdouhrJ1wRVq0YYVqvUe3eXX3Y+PXJjQhzQulNkjKelpSaZgI3KI7l7oa8vKtfTZpBfv4pyhsQXXuMRXyj8YoiY9HDQVd9uPkSrPcBxWKnH3mZuJZ6CCEUSiBJtxYPZ6BJmyIbBDhRXVnTLMDSeJQhJ6gp3KiV02GKaX6HWN+H7ncHSnDEYM/ShE72U6lKF//WjCrTIO/sgenpn3OK0TYmWpm9D7FEIw8SO2UmitYlYlTI3kuA6r0Ekc4gDKNkhSEmLSaPyyc1nTj3aRSLyvcb7moHTUnbPbrIGz2jNOgouTloKydSyM7/q1DuODOYckfNeVlaHcT/A3L1rBgsN18EOqPLUL/uiJlJ1vcuizFm3w7p51FehVG5zKlu1Lt/VE9PAIjuuYg6YkE3ptlNN6gcUyjq+wrA5o7ZwNnZL7bJ2PfB/WC06aCE94aJT2vlOZI9UtPRVytieJZtrAspMJNi6Ugvtx2KeyDSvl2gkkEU+Paq72CmLpyJTkhnyOW/aMhTtkQ6c4H45pCIpxLI1lIw7GIMbDVtzyUN5QW8eyOeR48T8f2O8dt4Px4ZpIZOBn7KQNi1Zxo6hpXFhVbyTh2CZSrjPJjXNULlTDWluyHaeU1rOZanraMozaLkNdooWg8DVeODbdLpPeUwAM1R49rfGEqooiMLuV6uFciXMlxpVY9+CKX6HYyzw7maSxIX/aAZtuG4Ce3EQSwkZOqjYE7DChH4cgnISYxsJBJaiqCGM01gsaUbKdP0USbXYrdsNSTLmrbnxJ+s3AZ+83d9s5fo8H5x/5kR/hq77qqxgMBuzs7PCt3/qtPPPMMw+8pqoq3vWud7G5uUm/3+fbv/3bOTh4pUUfwMnJCZcuXUIIwXQ6feB373nPe3jLW95Cnufs7+/zl/7SX+Lk5JWkl88F5+av+JkQEc6VJBLuVpplCzeLHn3tGUZhpM5UePAujWdEn50sXIDOQyEKitbzzMxxyrRzqoKIiGfFR7kpn+dI3AgZtAXcWQWnsWEkKK1j0QatpgcO3IyTpuGEGWfMqayncYGsVFrPygZrz7J1TBvBiyvF0kScLHJurZLwoCHBeUOihwzifUrfYr3D0FK2nr6MUDLh42cOIcJA6QkThaNKsHQmBNlbjxAwiCwCz+8sYooWZrVjJ/HsppbtxHJcWSonOG0ELxZQ2zmJVAgRSnTPFwmzJuaFImVuBFXrmTWewp1wc2mYNw4tPFtJSzcGMIkskXQUTUTa9aJHKmYpVjgP+9szYmXp6dC/7mnVOVeFnnCmJBs6ZaguILrEIGsLtEg4k8doNUaKBOdDT39uWoo25FLbjgfQi0IJu7HBJe6ojrHOk3XSmxcLwYWs4ssnMxKhuNiTPNxrESi21aOhjFmHwWlhDLVzLFvPjVXCQSVpvWNlLUdl+Nyy9cwbt86qFgJOWaBFNzkQCuMtRSuYGUnReuZyQcaISOd437KyLZFQ4P06fxhYO2wdVeG/zof+/K0ypmkVuXaMYoFxPria9S2ZhsaGcuz9B81JHUIrrBc4DLojCW7EDXu5YGHvIXxobdzPSHYeZrbBes8wVqHM3P2udqFEb70nVj3GvZfJ3hBsRSmpDO2go0Zxa5VyWMVsJ4ZDP+N/HBsOS8+LizZIzdqWF2a/AkDjLXMTJj+1mXJsas5qz1FlSKRnbvRaOiiEQKEwGGrxkt66cMdU1iIILnr385gjPVq/xrQFn+5ZeSJPaRxoEVpGtXUcly0TmTOSGbkfEqGJhOLYFtwqWjbdJrEMk41MaDJNlxeuaVpF0Yb9Wbb3aO0KISSisxPN/JCiOfwsT77XD+dSqteG39PB+Vd/9Vd517vexfvf/35++Zd/GWMMf/gP/2GKoli/5m/8jb/Bf/pP/4mf/dmf5Vd/9Ve5c+cO3/Zt3/aq7/fOd76TN7/5za/4+a/92q/xnd/5nbzzne/kYx/7GD/7sz/LBz7wAb77u7/7i/bdznGOc5zjHK+Ec+Jzbuf4PR6cf+mXfonv+q7v4umnn+Ytb3kL/+pf/Stu3LjBBz/4QQBmsxn/4l/8C370R3+UP/SH/hBvfetb+cmf/El+/dd/nfe///0PvNe73/1uptMpf/Nv/s1XfM5v/MZvcPXqVf7aX/trPPzww3zt134t3/M938MHPvCBL2j/pYhI4j2cXSCEZtkKUhlWFXtZyUCH2fC08ZQWxpFfl38FYTbfOE/fDehpwRsnkokfMRcFPQ27csQ19wYav6T1NVO/QsnALu1pwSDynDQVCxOi804byb4ck0tN5lP6vte5F8FRBZ+aGx7qJ/QjhRKCVeu5V3pKK4MzV6nW360yU5RMkCLilrjJPXHCUi5pbJAjeW/ZSCWtUbTdSvGs8bTeEyERCByQK8+TkykbcVi9ntU2BH7kNVd6K/rakSrBYRmIP5dySPUY4x3eW1ZtINOdNHEo43dmIrdXDavmKHgLp4Fg9NtnMXdLMN7x8XnMR+c5zy/6zIqMog1/N6HPaQ1FkdCLDT3l6GnBMJZMYkskwkrNes8texZ8tcV9EplmZU/IfI+2k6IMIsFRDZGU679LlKCLkybt6vRTI7lVKhoXVpE9HeILwwoyyJomcSjTpgRnr8ZB0xHACl8TSUmmAhu6soLKt+RK8eQoXAuhheIpOsLVwwPVvY9gHLUdwSl4mkMogxsaBn5CL95FIDhkynPiEwgZrzN/AS5lhod6Ky7mgWG+EXvulWHnjJPMjKK0nuO6pq89u0lYkcYqeLuP4uDfXFnLzCgS6bnoHgsGJLHBerlmHG/LAVvqGgemCMdLwLVexjBWLI1FEK6DnnL077dMtKTqTDXuQ8iURWs4NSErPZbhvawXnDaaL+9t8+aNID3azhQSQeVafMdUFyJIrw7LcB9b7yiMo7CGW2VwflMinIeya1UoNFt+g1xvdve5wnrPRuKZxOHeGakYa6v1frZ29dI+iyAZS3zKQHsGkQ/KjFiymSpWzuDwjN2IWCgSodhQORupZkPlzBvPtBFkSrOXBfMhJR1KOq4vPQOxgxIJ1i4QKPrxTjjmbotJ9vBreu59oTgnhL02/L7qOc9mgeG4sRECBz74wQ9ijOEbv/Eb16958sknuXLlCr/xG7+x/tnHP/5xfviHf5if+qmfQspXfqW3v/3t3Lx5k//8n/8z3nsODg74t//23/LN3/zNX9D+Om8w5gTRBb1LEXKX5wak8Cjh2Ygde1lghd6tZJAB4UP/Vwo2E8VChu+9kwSWcO4z7hSWQ7sgEWod2i6RJN3gnqnAJO2piI04pBQB1M5ivONMnjKTM2IpKIxnEEGuFJuJYCtV7OayyzUOF4EUnsqF3mdLzaq+y3T1KVpfc9VfYctv0NJStKEsLoRi3nicFSgZBqHLeSjDWTxnjee4dHxyLri96HOnTOhHfp1gdbeKuVHkrFrZlfxCSXnaiMCQJgROjGPBOLIoEXrsd1adFMm1ON+ipeDawLObGlrvmTeeXCn2UocSgQ1dNBHjGAaRYupX/M68ZlEG2VfVuaJNkq5P3x3HorXsiBELew/vQ1nS+5a+2l6f/yQaU3cDaGVtCCVwYdK1k7LOXu5FcCFreawfWL1T01C0FiXg1iqlMJp+FBjQkXTsugsYUTOJRcd2F9yQzxFL0bH1gw3lWAeGd+UEtwoYJ4JICFZWcFBrDkpHKUrmxlM5ySlTKteuLSuVgDmH3BXPsazv4vFcEBsoEa2/8300TlLZ4OZ2v/y/NIGlLUXIFLcOUqnpKYfxgkiGsvZJFVzoQqqYo2jDPkoEp03E7WUPQeirShGRKsnM3+Ni0ieWoVTuPF06V5iYLE2QdK2swjhBYVzowN6fSCFCTxe4nDVsdHnhlZV4BFtxG7Kz48DTuFO0WB8Gz0tdClnTDdK7mSTWQ7ailK1UMdYJbxiuOKwlh6UjlxEXejEbUcJCnHEsTtEk62t4K4m7/YYjeczddkFrp+t2yTC7gpKdFs5bEIJHok0uZs1aMjlJwvWxFCtO3JKGllQpso4F3zrPzNbsZIKdNGjMN+OQ5jWvE+4t+6w6/dnKHCNkhvOG0pyS+n6w2f1S9Zyd/JzbOX4fDc7OOb7/+7+fr/mar+GNbwzGCPfu3SOOY8bj8QOv3d3d5d69ewDUdc073vEO/tE/+kdcuXLlVd/7a77ma3jPe97Dn/kzf4Y4jtnb22M0GvHjP/7jn3F/6rpmPp8/sJ3jHOc4xzm+MDgvPud2jt9Hg/O73vUuPvrRj/IzP/Mzn9ff/dAP/RBPPfUUf+7P/bnP+JqPf/zj/PW//tf5u3/37/LBD36QX/qlX+LFF1/kr/7Vv/oZ/+ZHfuRHGI1G6+3y5cuv+jqpeiA03rfcKoITVGEcrmNHGyfIAr+GnvYsTfDLDQQqz2HZ8oi4xMXMcdIEV6mJSgPRR93mhAVDdujJTaxo8QTqiBasyU93Sli2gcW98oaVM1zxF7jMDqkGLYMLl+q8vu+Xjco2rDAWrWLVhll87VuccMTRBCljWrdCieDPbDEoIci0omnnXOxJsoFhFMFWItjPLBdzx01xa01IWppAUEpUYMreJxKtOv1uYSWJgn4kKG0w8Y9kzjiK6Ksdpo3nxkpRWcmqY3EuTIjkq80UKWA3aRlHpisrB5er55bBZ7qwin7SsJfCKJbsqSFbScwoD9rucdTiPGszFutAyftkPU8uN1Gqvy7x1n5J7nPiaAuPo2wDa3g/jxnFklgJLuUhklGJoKF2Hga6pa+DT3JPRYHcFIUV6WkTc1y5zmxEoJEs7SGndSCrZRouuGvcrApuFpaVDYSqwrbcLFec1oH0d7AKlZdVGzTjmRZM3IRH+oEQVoqCWCoWJhCpautpfc2suUVrV0gRIQSkvg/ePlDW1sKRqpbSwqKLYITwAJk2CbUL4RSRDOe6spJICo6rrp3RhJXvXpawETvGkaUWDbEMQTGtl2gBWzKUVmORMYgkibpvPBL0z5NEUbtQ6s21Y6DD+btlz9AyoTJTgPW+H4oTThrNcR3OaSQ9cxPK/kXrKdtQidnKgg48Emod3BGh8YQVq1YZtQts+3GiuL4K/vdntSWVisIEcl7JjMQn3Spes+OvIgVdKT6Uq++bkHjfAsEn4b63tsfjffiuo8hwNW9onOd24TgsDSP6JISVuPchx7lyob3wnPwoLy7aYFKkwz02M4JpHXOjSEmVQBHhvVs7hC2q28Q+Zi5nGFd2JLEvrsL2sxmQrI1IzvH7Y3D+3u/9Xn7hF36BX/mVX+HSpZfMD/b29mia5hXM64ODA/b29gB473vfy8/+7M+itUZrzTd8wzcAsLW1xd/7e38PCAPt13zN1/C3/tbf4s1vfjPf9E3fxE/8xE/wL//lv+Tu3buvuk8/9EM/xGw2W283b9581de17TSUz3xL0Tp62pMqgXGSRwcFT48KPMHR6+4KZrZmJmcUrQ8GIdZwbAsKGxi2GkmsJLlS9PyYxMc8X76Pmb1DKUqch5MqMLSnRnDgZvz22Yq5CVIRTQheAKi9JVOhfN5YOKlNKIuqUIpVEo4rxwdONP/9OOe09l1qkqUxZzjXUDZnVK6lxZH5HpmWDCLJOL5C0XpmJxmRDIPi3EiWRrDn9oOFoApSoqYrU/WUW4dkvHG44uF+iRIeIQSR9PR0MPHP5SRkTPuEcRxK3jMTDDpiFeQuczFdlzA/Mo35f+71Oas9Z3UoT6bKM9CehVEcFD1ul8FKNZKCpbGMt0t2nq5onGRuPNuJ51PLhHsVNNaxsGFQGbDJKLtKHG2RJhfYEtdIiJBC41xLY0O59u6qoWw9hQks+HkrGUaecSzYSeH6KuFOV0pvXLBmPK7CAJNIx6WeIhKhv35T3aBxS4QQaBnKoc+L3w7HUIehI5KeRISgjtaFNLOitUwbw8yE9kBlYSVKqu5hN/f3mNoyhEyIUEb2WIbRPtaVOB9Y9rnvPzAwA4yilky3WB+MR6yHM7fCcb9HHwbRUay4sdJcX+lQjsYza1qu5KGlMUnC30+NIvMJkfScNDGrVqFlcJdbWUvtl5xUlpOq5aRpuFOvuF7PO0nUS854x3XEh6eKW3ySul0QqeyB/X5E7rGbtLQ+tG1mJnALhPCUrePFIljgnlYtc9NivCURg3D/YLhXeg5Wjn68w14WnPwK47hXKbZSyWlb0YskJ3XD0jUs7RFn8hgIDlxzecowDs5xLywsU3nI1N95wIGtbhfUJtinCgRCBIMi48IkYt7QtUtEZ1IkOVK310EuH+fjfKKYrkvpxsFp1XLWCFovKFrNvFUsjaPgrGNqa9LkAkk0phUtLTWL6k6wFPXtAy2N1xvnPefXht/Twdl7z/d+7/fy8z//87z3ve/l4YcfJCS89a1vJYoi/ut//a/rnz3zzDPcuHGDt7/97QD8u3/37/jIRz7Chz/8YT784Q/zz//5Pwfgfe97H+9617sAWK1Wr+hFK6XW+/BqSJKE4XD4wPbZ4FxN0bYUbZB5jNPgalV3dp4O2EqDE9Vd90nK1pPqMCA7HJUNJBchBEdNyYvNlLvuk2tdZC7HaB/6iINIUtlgY6i85vFBTiQFH5uJ9Q1b+UAAOigdyyZomSvXBm/gxlO0fk02mhvPsoXn5lWnZTY4V+K9o2nPOJFn1DRsMGYvD33z2i8ZRoJpkTE3gtPacSFrw8MaT2nD4z2Wks2kZqjbjsjkaJxnFDdkuuV2GTTOZ3V4yK9aQeVmzE3LzN+jpz1R12dtbHiQaikwoiaNNlACahcG9kcGgp1M03tZSlDd+Z0rAT0tGMWKlW05vNOnugs9HSYwkfQMI4eE8GD0lrvimEJMsa7G+RZrKzKfk8uIqrmDlHqtKQ9SHkHlgoRoL2lJVSeVa8P+T00gdIXrLpC37laas0ZzXAVN7bQJFoux7JN23CbrYSj3GcqEVMFhHZK5Vs6wNDasLE3wxG68pWqDn3XrPKfyXlhZlppI5IxVhhbhxu9FgsYWFO0RtrOsPPZz7hDkjFK+NNBVVtFY1ZHOwqCxEituFXBUx0jh2cslvUhQdtyBs9pivWOSaJ5bCBrnWRrP4+MZXz6ZE4toLauqnOS09qQ+rCAzMWHaBr/2pa/IRcSW6nUT3ZD4dr8a01hY2VeXRVbOBi15105tnGBmFJPYMEoUbx57Mh2u09Y7Lmf5OrUJYBKHiNFlcxhW1hJ6UbCNLVpPSc1JHaJID+W9cM/4FSt3ghQJ2keUbbgPb5cl1+fv497sNx7YR+tqXMezEDIO+uNuwlO0iqxLv1rYBiMMJQ2FO+bYFtxuZ1x219hR/UBeJEzmJokiU4GM+lwRc9oErsO8vUPbzlCqT1UHLbuhJvcDxvlLz18h48/4rPtCYb3Eus+y+d8Xa8bfc/yeOoS9613v4qd/+qf5D//hPzAYDNZ95NFoRJZljEYj3vnOd/IDP/ADbGxsMBwO+b7v+z7e/va389VfHSz2HnnkkQfe8/g4zFqfeuqpda/6j/2xP8Z3f/d38+53v5tv+qZv4u7du3z/938/b3vb27hw4cKX7guf4xznOMf/y+E/R1/5XOcc8Hs6RXn3u9/NbDbj67/+69nf319v/+bf/Jv1a/7JP/kn/NE/+kf59m//dr7u676Ovb09fu7nfu7z+pzv+q7v4kd/9Ef5sR/7Md74xjfyp/7Un+KJJ574vN/nM0HKBCEiJnFEpjz9SDDIajYHK65NZgx18E82LkhohJDcXjX0o+DT+0gy4ULqeGJQs/QlAxXzaDphpC6gkYzTqyztEY1o1mVpCKXJkci42odh5Gmsx9BSUFFjMN4yjAUXepJBJNiOU2oXyspSQD8K0qaH+oKHe55xHHEp6bHvrgJg2lN66SVagt/yDXmds9rT05JNcZXKegZpzbCTiJ01ioUJfbueFiRKcLNecFonpMqyEVt6WrKdwr0y43YRSunGeXIt6OkgOUnliM0kYiwukCsYR4791DCMPI8Pw/teddeIVMZWKnl66LiUOV5YeqaN40JP0dfB9KVxsGoVbxpZ3jyqudIPTk4vzkbcvj1iI27oac8bRwuch0kSVsFbOuNhuYvzlsYWtO2USPexhIpEP3sE0664OpBsJoF5HJjUkrtl6MvmyrGdenZTz37aoGWQxmgpqJ1DiCC9288a3jAWbMaO3bSh73tkcsIkDr3w7VQwcptr+VW/K/8/0s+5OojZTiW7ueZKnjLWCY5ghJJrwRv8kxx3VQlPWGVfyRs24jbkWKshkeoTR0FSU4iCgdhBCM0wu7q+xnNt6cWGy7llJ6m51rN89eACV3rwxHDBpaxhKwk+1asulKNyllgqrIOv2Ta8ZRJc4yTQjw0jFdM4yTgyjCPDXiaJfMRmEpEQVtC7WcRj2ZjNJOZiHjOMgrPa5Sx4p1cuyNaatiCNRrxB/V8PZBIb77iQVetgECGCh/2qVeykoWLy9MiSakGqgmd77LOgvkB0SWsCLWMWxjHvLLDvlHBUWjSKa4OEYz9n5DbYiB7mknuEkbqI823Xew7JYoaWLNlm3H/ygedHVd9dKzKU7KHUkL1cEEvHQS2ZN55MC3aSFIkkFwlX/VvIRcJE9NjUOZup5qJ9CC3D8d3NJNNGdCz38DkOGOoLSNVb95yr5oA9t88GYxLZX++T/zSv79cT5yYkrw2/pyvnz1RSfjnSNOXHf/zHPyuz+uX4+q//+ld93+/7vu/j+77v+z7vffxMCCU/9zLz+ppeJBloz1xJ6kaztbNktYh5sVCMY89Tw5ZPTgVb4hpv2UhpnGc3j4LFYyt4qGcZihwlBJup5HJ1laGOuWLfQKEK9vwOT40DQeW0Dg+Wi3nCqg2D7X4uKdsBQsBhXWFo2U1DVN1mHOp641hwUIbBNFWCh4eau6sgMSlaw0BrdlSffnaNypzStAseji+AAOvabgATbK42GceQpoZceZ4aweODFc8s+uwlKbH05Bo2VM69SvEVm1PmJmInk4wjy3ZaUVuF9zH7ueSxfiiJV1YydjtrByjj4aFeRU8bBpHhoEp4sQhK6kj1iSQ8OVpyWKZsp0lHIIIvGxecNHEXs+dJlePhfkHRKqZyBmwzyGpiZdmd90i1ZRJbCiu53FPrEJOt1UXO9AtUMkPJhEf0DruZ5lfrQOS5kof+668fGXIdE0nJm0aWt26dclxmzJqI4ybcZie1YDvxbKeaeeN4chjSywSee6XgyWE4Lj2RIQiBFg44qT0X5aQj48GlrOW0UVzvzmfQ7tJJwlSnRYYbBRhv2UlDKbjPFhfzmFzVndRPIJFokSBl2Mdtt8U9eRetHmzjXC9SBJ6Bdjw0nlO0mqWJuJxbxlmFcZKeTqisYBR5PrWAvSxm1bq1BWssPRud5q+xYSA8ayQbsSGWllx7rLDMG8uJu87bssfYySQL47lVhPjTooW3TDyTuCVVlpurENcZqYzWNcyiswckQRIYxg3ew2ZsmRvJG8dzrlw443/OrjHQjlQ5tlNN1Sqq1nPqrtO2M0Yy43J+fwKwyXYqiVVowVzICOExZzlawI4Y4YRn5YfkIkF6SRpvcNVfxnvPSW2oRUPVnKBk+sCxHfefpKiPqJt7XBx8VbA1HVpGccN2kjHPFAPtqa1kz4Ro04mLab0nVcGKdzMVPFeE83+lD9MmnHPZhslIiItt2WCfRX6NeXmD1hZ4bzC0OK9QLyOCfTrn4PWE49P90F75+3OcB1+c4xznOMc5voSwTmA/i5bZnrO1gd8nbO3/HRFM62uECMzdLNlnGMFuGmL1AHpXoT8OjkmpChKOfiQZuhGx9AiCHKqywaykspLat6RKYl82fTyTx1RiSSY0G5EjU55cezZiz4urkpMadhLPl40bMh1O6VwUKIJfdCQFtRNMEsVOGsp01wawnThWLfz24oSPnFakSjFJJKNY0493A0tZD5i7mtY7Bn7Abia50gsyk1TBxuMN48h1rF3Bbhp8uysruL5oueumpMoRq+AMBXAhNVzZnaJkIOOozrAFOhayT1ACLvtLnNZhBVtZxcxEvLgK5b974oiT5UdxHi6MFozjhguZYxwLjkvHR+fB4GRlgxvUQ72CyqpgjuFjaiuJIstHTzY6yVs4buPI0teeXheDuRBnLKrbOFeymVxjN9PMjUMIiRSaj80kn1pK3jLpseh4RGcmvNeFwYIL+YpMeRZtkOVEnYOcENDTjo244bBO+IpJQ9FKVq0m6siLqQqtkBcXLUtn2O9JrvY820nDbhoMWO6HQCwbxxvGgt0sEBBPa7E2BQE4a8SabFU5yZ0yYRh5SjtlUzzEML2MFBFX8x5X/WVG+VVsJ/UBOoZ2YFoPxyV7ecnCBHOYxip2+wV95RlFoeRb2nB9KxHc7IIhT0ssPXeLHo2VDGPJhazhfgK09XBRTpgkmlQOmSSSnvZsp3C1HzGMJJmW7CSGnjZ8aplRtCGre9WcsKoPMKJ+oKzdUxG92HC114SqTOSorKJYJGhBaCNoy5tGhq/alrxQz4hkjieEtNwuBSd1MACaJLCXwrWB4LGBoWiD2YeWIeTEesdKzBnpiJ4fkegBfa3JdGh7tFiUTBlnDz3wLCnqIxoTfK0TMUAKxaW8JolaGhdMRSZxOJ6X+zEP9QMRMVWSWAb5nhaCoUzIdWhbTWLPZuwZRiE8xXvY0hmX5BaNLWjMMVImjPLHWMolkVDU/qVc6S8uW/u8rP1acD44f4FwriaOhiR6wOXck0pHIj1FEyEHmvwRyWbieHpYkqtQ4tvVfUYRXZ819CpTFRytNnTKnXrF3DhqDFoIJm6LPXsJIQKju7KCG0vPzZVkL0nZTKByghdXEaobjBMfU3es04H29HXQwo60YxK/pJN+ZABX4jFbSczFXPH40LOdBTlHJDNi1eNYHiGFYEOnJCo86OeiIJUec+YxXZrUvSo88BrnuJg7HhlGPBpvsps25GmDFHB9YUmVZTbLaKxcZ0qb7qZMpWNH9XlsKLiSp0QyuGb1opZFN7jnChacoGTGOPa0raSyipsryXHlGcaSJwcVD/dLbhQwjlsSbRmlNadN6GuurKRpNE+OZwy0oxcZNuOGTHkccHtlublsQghIx6S9L7EZRpJ+tEuiB0zi4AZ2dxUCPMrWcr0QfHI6Yv+pJXls0MLxQhEhOme4uGsChnMVeqKNk3xsJnhumXNqV/SYsJOYdcpW5RvmjV8HG0Qi2J0uW5ibkPSlhCdRnlEUipLWw06mKdqXBphYBkZ4sJ6Eff00fTfAuhrf5YdrIXHeUJvZ+jqfGrVmaTeVJlaWS72IXFm2JgVFE+OA00Z0LH3BC8UKJQQvLg25suTKsTCC3V7BZq9kI5GMIsMobhjGTZccFvrWl90TnNVhhno5C5O/0obvfNpEGBd00YtWMG3CZMnaOVt274Gy9pW+ZvfignFk6Hd2urFyHC16TI3gI9OcfmR474Hi+hIuxUP2/aNoNSZXip002JyWdsphCbULiVx3So3u9vegdEG+JzVDt8GiNWQ+RYkE4zxntePQLvE4It1jUT8o3/TerW1HN+wO+/ZKcDLzglh6zprgARA4K7CbesYd8cQTNN997am9Xed9jyLXXWOeRStpfSh550qxEV8FwNr5egJmvGVLXHtpn76YZW3/ubdznJe1z3GOc5zjHF9CnOc5vzacr5xfB5h2hUBRO8EgMowjRxa12FND+UKYwS5bxVZiuNKD7VRzrdcwjgJ797CuuFVGLFvFIFIMZUJjPRHByKEWNWfydC3OH0WOYSwY6KBlfdOo4e2bMy6ktnMjEiRE9EXKZmy5mFkupIbdTK5DC5TwPNKvaCxspYqHB8GjGjp/bN/icGiR8JXJwwy0Zhxr+toj8OyJMW8YrvAurOKu9Spi6ZgawbVh0EhuJJ7GOZRwpJkhkp4v2wyr3CiyTJvwus3E88Sw4GqvZCsxbKaacRQCMW4VjmkTEyvLKLJkyjNtPAk5QmisB2MV11cJg8izkQR97Tiu6WlDrwue2BiseGE2pLIQo4mk53SZoaTjcl6FiE7pupziEBnZeodGM8rDiiLyCSe1pbKesbiAcSUbsWccORrruZgrdrOIrQQe6hUsb4e5b19bDivWJLedFMax4qG84rhOWLWKRSuZxIJcOQYixWI6DTBc6mu2dY9JIpDCM0kqNpOanoaNOJjeVNbRV0ETrkUwRrHe89hQcCmzpAomDOhHgs3EsBEHl7rEp2Qk7Oon8d51WdaKXG0S6Xx9jUciBFzcKiOKVcysTrqVvKO/ZxjlVdceCEzxaWPZTzNq69jPIw6qOBCcUs+qiSiNZhB5YuWorGbexFRWkCvFG8fwlsGE3UySKxDCs5nA5Z5gEsO1fsFOXnJQK1IVvn8WTZAyYyRe0maHoBIopjHWC3bTht20oWoVvSiUpWcGct3y1VtdK0pLlmKGtQu0FOwlLU8OPYkavhRmIj2P9mseHXgmiezuK0U/Ugz8gP0sJSFCCIXxjmEkuRIP2WBM1ZyR6AfJdtZVOG9QqkePlFTELFvFi/MBpuu/Xs4N40QwjkM7ZPgyGfJeBvtZcIcbx6GKFQkYaMfFLBj/NE4wjAWjRPGEfxNSZnjvaG3JyI3YiTL6brB+T63Hn+dT8LXjvrb9s23nOB+cXxd43xKrkN/88OaUh/slSdyCgHjD83Cv5upgiXEhuajuDEdi6Wm6m6+nHFtJQ09L+pFiO1PkImLpDJtuwsRtsJFE7KemkyQJjKfrN8HCRCxbGXKe42BGYn0YeHbThicmU946qdmIDZezhu3EkqmWfhRCM3bTUD4LZh2ey+KN5HJM62vOGoMjhBiUNpTVQy6wJrmkeKhXMo4bvmLvmMf7JmRW65dKi41T1FV4sl1IW4wPgeqbSc1ZbYmEp2w11zan7PdWPDYMZbyi9RxXhmUrsU6wl5c0LqQcPSWvkcebvHlUsbu/4HLWMNChF59pyTPzATeLHttJCGUYblc8MpqTqBBkX1kZBoRWh7JqXtGLDMaFhKdLPUlfa0ZuxFb8OABG1ERSEEmBRNGLd9cD7pPjCCXD+fjgcctJneKs5OZigBSQqhCIclSHwX8rDUlbT06mfOUjd9hLQwvCOMHCV1jRspUYTmo4LC132znGvSSLMU5SWcFhLTmqPPu5WrusXcwanhyE92tdaHlYH8xhVFcSP22CvelKLFiJkonbQgiJ8Y6NVDEWF9fyHkGwggzMcYGSHi0dnmALOr8ds6xiCis4qlwXBhLaKEVrWRrHftYQySApHGcVh0XO3EDVKq5MZlzdmDFYZ597ttJQHlfCc68K5ie5Diz0XtRinGQjchQtzI1DywwhJAecrnvO3reUrSPJDHu9FbG0GCc5qBL++8Em1xctSsCLiz65cigZTHKMqMnTy0gBpyZMAJbmANvJkmIFO1kVOAPdgDmMQg9dEiZKALPyOp8Uz9CPBHeaJcfiFHDrxKr7uC9rsrbgtrzFbXGbjdgwjhtGkaXXpYhdzEMrKhKh9219OM6ZCgEvjTeUNvBbTo0M/IDIsRGF4JFIhv2vfUue7K8/f0tn9CPFWOTBoQyBFF88E5Jzb+3XhvPB+XeJlz+4lEoxrkQLT39U048a+v0aPIhIBPKRdFzuF1xfwmltuFnGnTQkaJMhPIi0DDIo70NM4MqHfmcqYkrrGMcNAx1kJT0Nk0RivODaZMZbJgsaC2XryWWEEpIXiwwp4KxKab0k14GYtXZm6vyqp43g7ioQ2nZTxxYTtEgp6kMmcdQNLi1ndXAUe1Y+SyQdMlM0LmxSeHbT0DvcSgwD7bnQ0/S0wRjFzEgeHy65kJVI5bldZlTWMYwck6SiMYpIOpSAF5aCT63m7OcR81bxqcWA68ucSLzUkPI+9OmtEWylVdfDhYf6gv/PlTu8afsER0jc8h5Ko4kEbEUpi1ZyXMfB9QqBMZqTKuVuJTmswBNcmWoali6QdU7bF/lodY+NJDiUGbuk7vzTT2tPIgVL4/iaXU0sLUJ6bpcxv7NIKa3nY2cVn5xa5sZzUnsyZVHSYWrN80XMUeW4XWnmco7ymtMmXGNLY9nXQ4ZRsGi9t8o5rBNuFZbnZpbTylJ23C0loLSSxkmmTejVFq0gkYGUNDee54qEo1pwu3DkfkDuM87kMVL2yZUiklCJJU27CMcZz6IVHFQRUsBJkbE0EQLBRlKTTxpuLfpdNKnhrGt8njQVrXdMm5b/517Gh8+GGC8oTUSiLD0NJ03M7emAtpXUIZCJZxaSj5zWHJaOe5Xk0b6htKH3a30Y0AsT8cxCrScsVTtDimCX+fKecywF8TAkk/WicJBaf9/CU3Bch5V54yQXMxhEksgneELlZquTX6V6zDgOVatVC795POLmSlG0nsMqWGae1RaLJZLBv8C0Z8Q+o+yqYJGP2cgfQ6GRIiLSG+tniBAaKTMGfsJlf4k7ZUJlwyQS4BPziN+ZeV5YwkEt1+c6UcEyd2YUcxnOlxaehQla+9oKKicoWjirwwBd02DsKlTY9IDTtuITq1OWvsbjUXpEEo34Yg0PnhCT+pk2/0Uko/3vhPOe8znOcY5znONLhs/ln33urR1wvnL+XcJ5E5zBZIySMUV9SOMEx4d9ChORDFpc46nuBn/nkzJlWodgdwir5KNacGtpaWjJlSNRlsbBZpyiJDS0bKkeU7HgnjikpyWD2BDLLqfVCOaNZzNu6PVrHrt0TC8Kub6VCyb+AHOjKIzmhUKjRFdyM5JYOTZix2ntuVHAYdny22cxH5tJzlgQ+4xEDzhrDPPOiDtWYXUKcKdMaA8bVq2itpLb0wEHVUw/CnnNlRX8zqwi0y1Nq7FekEUtSgaGNcAw0pRWkkUtg36N9YLDCj45q3iG32LVep5fCsaR4VJeshE7Whf6qVJqjuqYm3fH/MrhOBhKSM9ZA3FiybKGe2UoAcdjeG7RZ2Whdo7tpOVCXqGEY9FEeA+LVrNqBaMolFYniaRH2rFpBdPV8zSi4ahySC+RIuJCangor6lsqHr0I9mxpx1Hp332O5a6dfDIIOXaUPNwH7bTcB2UJqKsIr5ue0rVyY823QYJGQujuFUYDv2M0rbkGmLpuDoMbmbHdc1BUwGw0QVKbMSWRHpulZKtVLEZB/b2OPadbzqhNy3DSm/gB2zHGYoIJWOGsWJae06a51Av81eOZJf5bUPZsXWCvTwwxKM+bKcVyzY44D3THDCzDftpRiIVV3oxbx5Znh4tUSL0/y9vzLix9FztF7zhkUOsC85qUoS2z4GbrbOczxqFIFwXqYIXix63V4GpL0WoLLQ2hM8Yv3rgPr29qrn3woBVG6792gk2YsOFrMS4IL3bz0r+v4/d5I9cPAqhEe46VXOE83Cv0twpQYuEkzrcN4MorKDfMGxYtcGzfdDlccciIpL3/dMNc3+PeeOZi4KVCFKlPlt4PKY9Da/Dh4Qq33JFbbCfpgyiYEIyjFpqC48PWi71BLPacVKzzjdvneeFpefMSC6zw8UMJrHlYuaYRJZUOe6U4ZrcSoPMzgpLrAckyT4ORyo0l6MREoGUGbadsVg9yxfLDsR6+Tm3c/wuB+cbN25Q1/Urfu6c48aNG1/wTv1+R9C4RuAdztVY1zDOHgoPxjgk98Q7AjVSZJcFu2lNJB2xcuxlXQiFDUHvW6liInqkyqFlCF4o2pZp7YnRNM5yTW9xye/Sj4IeV4rQZ9pKHJtd7/LZO5t88sb22uC/xXEmpyxawUmjub5KOalD2XBlQyl8nNS8ZTLnuG64vWoorOFe6TgsLVsMiUjoR7vMbM09OyeWklQJzmrHyp1xp5K4Bu5UEU/snLA3KPifM81JFR4cR7VgOw3l+7tFj08tBUerjKpVXJ8N+cRcs2otd0rJc9MRxkjmdUzRgsUzkZe5US3YDGE7bPdXPDZYspOJrtQ+4cu3Tnn4oVO+crLi7XtHXOuFgPpff+ECv/BsiPkcRIbVXcl20jBt4JY75qCKOCxTdifLUGLtNaTScVAGjfbM0JVMJVvyWij3qZRGlBTGc2yfZ6iDL3vjJG+chB75vHF86Nhwo8h56LEzLvYLTpsQp1i0vpPNeSrrKa1ikNVoFXqhu5nkQtpSUjNyI44biRYh3GTqVxyFcZh+XrERG+a+wnqHcUH4UrSK00Z1EZ3htUFfbIkknMhTahsCOKZNkNxNVEpPSwqCs5ZxIUWqsQXuZTrnTy3gpJaUrccRiGnGQRK1rA4VN4seJ5Xndr1k5IfdZwtiJblRNFROcL3IWRiwnYztiZHAOsHZcc5ZmdK6kCp2XFlKUfKpouCgdEgBR5Xj+UXJrx2EfTprFLe6RCkhoGru4eyCw/ITD9yrC1+RxC0ewTANnItlq/jYrE+qJEXreW7R5+bRiJMy5bBquCTeSKRHDCLBtV7DRgwDucO4m1iPtONavyBTjst5CJdYGI91Ho0g73TNWXKJTE5orOdY3GbFDEfoadNNnOElTbH3LeNEkWuxnshWVtLXcFiHFLMQnwknjSRTIRb0xaLiXgmZVhxUgqM6EB5nRnFUa24sXRfA4qksKK/oRVsIglwyV5pcKxpahJBfVBkVnEupXit+V4Pz1atX+Yqv+Ao+9alPPfDzo6OjVyRLneMc5zjHOc5xH/+nEcKEEPz7f//vX/f3/V3XD5566ine9ra3PRDnCK/NL/t/b+hgGCA0HotSQ6TQJKKPcYJPnUw4rmNkrrhvVPSJeY+bq5xJWpGrLpfVCJ5fCG4UDVpIDuv/P3t/Hmxbctf3gp/MXPOe9z7zdIe6Q01SqTQLTWBkEAIDxm23Zaw2BBbmD+Ow8RTYGEcQ8nPYJh4YngnhICwebtwOuxvsNu9BWyBhITSAhiqVVHPd+d4znz2vOTP7j9x1RT0EqgKVGHy+FSvq3L33WWftNWTmb/h+vz5KWpo+9AKfe9qCe5I2vSDgRj2ksC762UtjDouQSQWzyq25I2lYb804uzRyaSsD60HCmh0QSBcpT2vJrILj3IWhSlhmi3Tu0KRcsc4+7on5iDtFyuf4beZihBAKb3GbBEpQaLiT5yjh40sQ0lFLrhz1yCqPe5qGQhvWooqzDe3UmxYp7VAKDosAi2A5zlkOLYGUlMbiS8OtYQdjBSe5Zi0KiXCi/mcSFy0VlcdJEbISGrqhoCPWWBnMCPqWewZDjtKE3EjubRm+8a3X+UuvvcJKBCdlgBe7ssGllqFpG2gL3aBEeYZeVFBVkivzEG0td1KXfhgW7jhWjDOFsNY1UE3rGk+Gi3Pg6ESTStD0oB1IXjXw6foVxViRVR7Guig8UE6tSVvn7XtPa8Y4jRjPYz553CarXXcwgC8Ur+/PqIwlxOfPLi+xmcBWkqEW+zgfdUikj7YuIt+Mc+TCnvSeRkkooe0bImnYywSJaTjt6NKlYBu+ZD3xudQW9Owqgd9mWmmu2F0C1aAsv+gxvB7DIDT0Q7iTRqTaCXQ8j/3Cox24e3YjTFgOQsZlzYW2xyt6IVdmilktudSq6W+ktNo5y6Fme2lMfyUlUC7lDnBclhgMh/Jo4c8Nk1ITK49UawSW1ahiPYF24OhXm523IGREO9xELDSipfC5J+4ghFNlk8rSjwpWo5zNuETiqF9HpeIjh10+etSi7Xvc4y/Tjc4Qe4JuUHKxVeHbkHltF5F0zWHuvvxaZFiOnJXk5a5P2w9IPJc1iPwOTdvlTEvdtXOUSHpmCc/r3T23UjnKmsW67nptaXk1u/MGTc/gSUtTWSIPxlXFzVnJqLRo67IXK2FIpATdQNLyLbEyeIv7QFto+c5WUxsotMUKw7w6QskAKTwqa8i0YdPr3C3hxOHWV2rA/F2wi6av32/7SuL7vu/7EELw4z/+4y94/eTkhO/8zu+k3W7T7Xb5nu/5Hmaz2ZfeyUuAEOLu5nkeOzs7/MAP/MCXzDb/fvgDTc5CCH7qp36KH/qhH+Kbv/mb+Ymf+IkXvPenG/XderNSbazJiPwOoWixERf0wpzaOhknEXtkNy1LYc09rSmfPerfrRPNa5eO6wU+QkCsDEoaWr6roT3PbwykJLHxXaenuVZURtAPnBNVy4fVOMP3NZ313A3wheWkKpnYnEnt9iMXSkLTWjGsJJNKcH3e4LPDNiE+F+UmV+Q13tjrcT5psoqz4vSJUUKyptoo4WhGTekjcF3Nx1cjKgt3soiyVlxo5pxteUwqb8G1ha3emO3WFF9aDguPre6EvTR2Upa4VFthJJ4w3MkiQiWZlJoR+6zE/l3e49VJi1RLpICjzDC1B0wnEcfPRTx91CevFb5waVsZC/zu8/QwS3xGESnHk171G6RaMK18ToYN8lphjKThGZq+dEYkFdwpUkptOZauNljVY27Un0UJZ14S2JgH+kMeWD3ixszQ8BzndDeDdlCha8mVWZNbKUSeQBvLSmh4egKTypkxrC9P2NwcsxlX3JiXPDsVeCjuaSasJBkrsUco1F11t6UkA1xH9risiaSiE3isRIbaOiWotTjnYmfKTsOlQ6e1Qgloi4SG765h23eSk7m2LIS4yMsTcq1pmzba1ijleK9SOdrTXu7oW23fSXkeFRAojRcY+oGmF7gFSOwJthqK8223gOsGlq9bSXmgM2MlLJA+xP2aa3NF1Kjwu5bYrwkWtdoxM67mv3n3iTssnEylXAzaTU87KlwFnxtmjCo3mTeiLQyGJNpCCImQMZ6E2WIxkRc+sV/hS0MvLKmsk7f0Bbyyk3Gu4aRzR1VJLHu0fUs3LNlMMlLGHCxS7ONKMVwsoirr1Lm0XfRBAG0fOoFHpHpMxQnDwiJRTPUelXHXT+svdsI/76UNrubuaGOaS0sntPyaprIIYfGEQApBJ/AYFoZhWTEsK7R1tDWx8JteCSunCOZrBoEm8px3uPP4dn/HkwGB12BVXWaqS3KtOaoz4nAV319Gv4yuVF9NnvMv/uIv8olPfOJLWgN/53d+J1/4whf44Ac/yC/90i/xkY98hO/93u/9ivzdD3zgA+zu7nL16lV+6qd+in//7/8973vf+17SPv5Ak/Pz0fHf+Tt/h1/8xV/kh3/4h3nve99LWb58F/QUpzjFKU7xJx9frZrz7du3+f7v/35+/ud/Ht/3X/DeE088wa/8yq/wMz/zM7zhDW/gLW95Cz/5kz/Jf/yP/5E7d+78nvt85plneNvb3kYURdx///188IMf/JKf63a7rK2tsb29zbd8y7fwbd/2bXzmM595Scf/h26L+6Zv+iY+9rGP8eEPf5hv+ZZv+cPu7k8AvriqUzLC9wcU9RRNxXKcE3narU5rgzw7oPnmNudbMy7ce8yF1oytuKTpK45zu2icsiTK8RmTsFqIHEiGhWVSaiwWiaDru8aqWLmoelYLprVgPXIKS7ujFk8+vkwnEGw2JPd1Yla9Joe5i15dI5hbmY9KwVHuHoJXdGfMRIovXbptWFiy2nAgrlHalHF9i5UwZKPho4QzoTjX8glFk8PMMs9Cur7mbDOl1IpI1c6TWRluppL7u4LOSo4Ulv0M5lqQFi4d/OkTSa4dr3mySFkDHOQFB3rGfvZ5J5pgBKl2kUovqEm14EJH0RPbaCNQyvLIKOZVF/d43fYenrR87MMb/OpHd5iUljPNOXqqObt9QtevUcLxPndzHyEsgacxVpBpyawytANJXlvOxA30YiEqhEQthC6shRF3iG0DYwV54fNNGzUWd07bvkv9di+7FOysNMwrg5JOAex5HvD1eYP2RUNyloWtpaLUUImKo6zmmXGbQsPMFpQaWr4mCitm8xCLwJNOp7sdCI4LwbOziCtTgSec0chzU8eLzrTgmUlNal1XuS8cR9Zay6zSjEsWvsOS0moqURGqFmbBsdd6zrh0qeFZbZnVrunsUssQBjXpJCCtJZmGWen049di1+EtsIxKwaxW3EpjLAIZwewgYDM2pNOA6491eWLYJa0ttTUkNkYIxbZdo+17rpmtLDipcwIpGS4sONdjeOtKzE4jeoEWeJrfust1rozTSi+NZHl5ipKGJ8YtPnrYZq+coa07R09PI+5kHtpa1qOIJgO6vqXUkqz28EXEaiw5LDxuZopLrTnLUc4gqFkNtTNJqRw3XluXbs/1kL5Z47HpiJ5ZYkmdRy902vkd5hxSOM544K8QKEHDF6S1QmuJwPKFiVxYutq7HtNZbbjCDR7naQLpcgq7aUkk3f26HpVUVnBcOgGXtHbjSVprKiqk8Alkc9Gk5nQAhnJIWU0oqwPqeviVHjjv4qtRczbG8J73vIe///f/Pg888MDvev/jH/843W6X1772tXdfe8c73oGUkk9+8pO/5z6/4zu+gyAI+OQnP8n73/9+/uE//Idf9liefvppPvShD/GGN7zhJX2HP9Dk/Pa3v50g+CLN4v777+cTn/gE3W73T33NWQhXa9J6dteZqKwm7GWPUWpnDLARF5i5gXkO1pLXCq8BnahgWHpI3IDqSegGkuVYcamV4XuaXAtOqmJBXXHUnKEYk2vNxWbNfCH1GClLy7Ps5pJXvWKXV33dETurIxamVBznhlxrkoV8ZVNZugFMKslx4VKZUrhJJBMpd8opK6KzUBESZHpIbQuUDJHCpeJLY/Clo1O1TZ9LHcHmuTFnGinnVoaMyoBRGXCYw+s39nnH6tR1XpeSyjg3q+24ptaKtFYMQsFy5NHyBS3PORz50tL0PJoiIvI7dBeSlh2/4pXrh5zpjDEWdhKNRLL14JTlN1r+wrldvMigPMNGVPHKs3usxy6FeGeeYGuYTwI6gUsDNjxXj+22M1aXpxSlx2HhHI6EcNensTiZt/Vjzn1MBvS8MwwiD48QgeQojZmXPkpYLjZLOj583UrOm8/ucvhYQGkkK7F0Xt8+JJ7hTNNjK4mIpGH4hMfBIwHPzAJiJdlIQFmPsS7xhGVYOqWveW3ZTDKsFXjKSTU0PMVBkVMap/DWDzSrMYzKkGkROBOTsGY9qhgs2rc7gXQuVjXEi3sjVIJC5EjhYbBENiJWPaJg+W799nxLsBEbmovfiaShMoLOUk5rubjrKS2EE8HJNZTaCeW0fMvT04Dl0GXW5ncUdS1peoZmt2D70ohE6UXK3Wc5iFmLHkQuSmQ933B/N+beVpO277FXeKRa4gvLnRSem6UYDL6XkFUnWFujVAOtJ2S1oRmV+MIynUR4nlMrWw41XRVzlBtavsaXltq6ez/xBDUFHd/dk8aCpqLlw7lGwXas2epNaAYVK1FJpAx57ZT2qkXYd7YJkepxf7TMvY0OFRUN20HJkMhG+IuaM0ASbSOEhxBuUfj8EPrcsMuVecyDHc1GXNL2Bf3QZxAqthoeiW0R2eYire1obIGEi70RkdKuUzsV5BrmtRNdMRYyMacyGYFsuntChTQ8xaZdoRmt00ouEgarX8lh8wWwL2IDmEwmL9heSs32X/yLf4Hnefytv/W3vuT7e3t7rKysvOA1z/Po9/vs7e19yd/51V/9VZ588kl+7ud+joceeoi3ve1t/C//y//yJT/77ne/m2azSRRFXL58mQceeIAf/MEffNHHDy9xcn7+JP3X//pfkVK+4MQFQcB/+2//jdFo9JIO4E8arM0c9cFqympI5HeIggGtcJ1pFXCYxvjSYEoLtSH79ITDPGJ+R7G8NmOv8BhVFd1A0A9fuELMch9jYTkI2UhgKXID4+VglYbnVsAtT9PwDLV1yj8rocVUUO4ZwkXjVMuzXMnHnDBlLXI0iv1Ccpw7Cpa1lp0GrEU5e7lP23RoiYhISZYjyUZDEqseSvhIJMOiZi+raPmSUMJkUb1Ia0GVSpS0VJXEWMH1NGQtXughxznzGlRgSMLK1XlrSaA0T81CRqWrk+XaRTdKWHItqYxlO4nY8F5Jaexdy8jdYYsroy6JcjW+pmkxvhZg5jW+X3PlmQE3D7pOPW1Ls7PquMNPzSJUS3Jr2OGkCBjXFbWBk1KhPIMfGRpxQVq7YznIKorFMXUCxZq6DyE8WtEGhXVNWkr45CKlGxUMWimjyiOShuVQc1S4FFr/fM6sllxuu4VRrARNTxMqGJdu4N8/aVFrxX2tksgTtHzoyYTKavbzgEgp+iphL6uwFhqtguN5zGHhmvlGYnqXg34j9bCLtODz7k7LYcFakqGEky19vmFsJXINQkuRRzew9E2PwGsTCY9jecys3kPJkF7zPvqtVzgJUulcryQwqyWJsuzfbjE/DhbRmau79kMXPXrSyYc2PMtblmec6U5oeBXzaci1Yzc5TU4idCZoBxWJB1mtybVG24qlMCD2BPUikmoHC8equCKUlqtzF0UOgoimXGY5ugw4Xegk3CCJdmgHCimN0wBvFoufNQ/1xoRSsp5Iun7FW1ePeeNgxqzS3E5LGrZDP6hQ0jKuPEqb3rWC7fiaq8ddhHDtS9dSn0lVM6ksDV+yElpWQ806FznIC+cYhofFYGzFTMyRi8kYYDm6l0HrITwV8WR+xO3UPWBn2hPOJDmecHX2o8ISKliJ3cKqR5szrHMlH7OfahJP0vE1ge/uB9cfAEe5ZqorIiU4qXOmHJIVhwyLa1RknOiUea0prcZXbsKOgx7id+iUfyWhcdf099r0Iju5vb1Np9O5u/3zf/7Pf9e+fv7nf55ms3l3+43f+A0+/elP86//9b/mZ3/2Z7+iPVBPPPEE29vbL6hfv+lNb/qSn/2xH/sxHnnkER599FF+6Zd+iaeffpr3vOc9L+nvvSSFsG63+6K+rNb6y37mFKc4xSlO8T8fXqwr1c2bN2m3v2gSEobh7/rst37rt74gXby5uclP//RPc3BwwM7Ozt3Xtdb83b/7d/nxH/9xrl27xtraGgcHBy/YV13XnJycsLa29gf+bs9jbW2NCxcuAHD58mWm0ynvfve7ed/73nf39S+HlzQ5f/jDH777s7WWd73rXfzMz/wMm5ubL2U3f+JhsUjhY0zGOH2W0F/GExHjyuNsc8a1WZPiWBJkFX5PcP/SCcmKRgQuVbEUBqxFhs+cuDRYpATjyuNCUJPWllwbdjPFQVYz1RXLQYiSsBSW+NLS8jSxUiTK0gs0V54bkGvPCZ1Ii5LwYLPLblqxl0s84Tq1Adp+zXIUsZtZLIL72ylnwjYtX3Kca4ali0o9Qgo7I5BNeqFHIB39prLw6HTIsbxFpDaYjUOmpc/owIn5D4KarhXsj1toI7inafEaUJQex4Wl5Uvmlc/FZsGkirg9d6Ifz84CtmJJZQQGQ9MXJGmTWzPN25Y1Da/mpAgZVT4Gp9RUiII7R22OflPzhWGXflCxnwfs5ornPtMjrz1upwXfeVZTHxsubh1x86ltKquZ1oKmb3nq1hJLSUZRe3R8y64QlMZwc144X2Osi3psTVFPGXjn0QZqmzMwZ1hfPaKxY9nYLxfn3/DLdzy2kyXe8rpDeoHmeurx+LDkFf2QTEv2Msu4rriVhbz1tTdRMTx52F908Qu6vk9P+Jxp5EwqQWZrOipkP4/YmgUEymCBVGt6tLEWnp4IdhpwI4O3LGt6ccZzsy7bcYCqLA0fLIZSw0EuGZWOMWCs8+eORIDF0A8CymKZI9Vmlj8FQFkdcTv9dirj0qaR0uRGclBI8tqjaZwpRuLBSe6012cVLEUwrgQnJdzT8HjmpEviadI8IJCalucW8R/7whalkeylBm+hAd4zq3c73K/MBNbi+jSKmv3CI1GW1QhAMCrh2viDGFPwYO87eTz7TxRVQFWfMK8MkzRy16ZZ40eaR59tcLHp0fQVsbJ8fpKwnwf40tEcb9gDxuIQKToM2nO0EXRwA3bDqxiWnjN9CWr83DCvXURqbcS5ls9qVDGvFfs8xyp9rIUOTdJFmUiLmqI6xFqDFD772eepdYo2GWEQoK2lHVSLHg6n8vV8nX1SGq5byVIEoVBoayhEQTuQLrvluc7uee3R9g0gGYQKSUhWG3yhCEWTWo8o64BmOGDdb9IJFE/OU46mnwMMS61XYe1Lo/68WBh+f+2x599rt9svmJy/FFqtFq1W6wWvvec97+Ed73jHC177xm/8Rt7znvfw3d/93YCLeEejEZ/+9Kd5zWteA8CHPvQhjDG/Z234vvvu4+bNm+zu7rK+7oxDPvGJT/y+x/c8lHIDcJZlL+rz8BIn57e//e2/6w++8Y1v5Pz587/Hb/zphBDeXRUdYwqEkCSix9nmjPXBlFkVUBcSMy0RoSCOS4J7W5jjjO2k4mbqUxqX9ks8wc1ZhS8sRekRKKctOyktU13xUC/mN0+GbAVtBmHBM9Mmw8rJ8AXS8qkTj6+/PMJogRCg9rrkGtYTyXzBsR0u1K5KYxcTtatRXZ/HrEUFuTZu0tQVy5HP7bmhpqAlV1DW4zAv0Vg6nk9ae1yIO1zNM8dTDrQT6DeSSBqWworPjRPedf6Ik4OE7KhDNYOTLMIu+L4HWcS0UgwCw0khWIngfMPJXO4XAUoYAgmJjRlX1V1VtHZQkWqFJ9zCRCJphiVCWNJa8vZzBywdtzg66PPYSZebmccgNOS6ZHbgUxaKlqdJpE8vcNzRUDlVt1vTJrkRlEajraHtByjh6FS5mqNkg6IaU4RTR/8yE27IZ9k72GGnOeIV64dcO+oyqiK+ebPm3vUjxo+6yfp3xgiecGnhhvJYCmvKiYQJ/MZRTKgsg8Byp0h5+0qTXpizFHaZVR4NT3Gpe0ycVExSw7R2k1hHBQvevGUj1hTG46gIUKLBpZah5VeMK5+G58xTIuWuwaS0TKqaw3pOaVrMbE4jcBNiUCqsNQRem1l2BSEkm4mr/T43U+znAXMtafuGTpKTZT7DUqENHFUFq0nCvLLsZwJPOqnQjxzGvGPVUYYaccG88qmsIIxqXnN2l994bhMpIFGK0hh2eQZt3AA4COGJkSXxBLv1hONiwFC4SfnRoXNy8r0eVe0awoytKKsDpPAZV446JQXUmUT5jhN+LXW2rFem8DXLhk8P3QI01QVH3GBa3mFWP8DJNGFcBoQ2ojaCdljSLAPeeOk26dRZUb6xn3F12kAJQW2h5dVURjCvD2nFPlsN+M35EcdcxxqDwWBNiVJtQr9LrXNqPQUkDRESSNeEZi1EnubZmc/lVkm9aG6rjOXpcY0vJJFU9NQy7UDw1KwgN5Fr0gxKCiMBb6F4V9HxfVbCkGuVj6e6SOHRsj16oTMQqdEEfo+iPOBw8mleLvnOL9eR/Yft1h4MBgwGL3T+8n2ftbU1Ll92pY/77ruPd77znbz3ve/l/e9/P1VV8Tf/5t/kL//lv/wlaVfgGsYuXbrEX/trf41/9a/+FZPJhH/8j//xl/zsaDRib28PYwzPPPMMP/IjP8KlS5e47777XvT3OBUxPcUpTnGKU3zV8MfFz/nnf/7nuffee/n6r/963vWud/GWt7yFf/tv/+3v+XkpJb/4i79IlmW8/vWv56//9b/OP/tn/+xLfva7v/u7WV9fZ2tri3e/+9088MAD/PIv/zKe9+Lj4VNXqj8ABAJjq7v/bobrrOh1OnHGlf0eu1nIxVoyf7JmOgx59qjPshljc8O0Uswqy2EhyWvDQVUz1gWVDai1E/jfNSPO+cuEQrHTsIzLLp1AcFKE1Avqh7VuZXWxZZhPXS1m6VyKEhAruDK1TOuaSSXRxqWjtYH9PODZiaUfCo5KxTOzBk+b55jP1zkQxxzmMQd5hUfIYfUUTW+NIzoYDONaEU8Hi7RuwbW5pKokuZGcbc64PW+ghOG5KcjQEoUVnrTUmROzN8CkgtoKnpz6XJ9p5pVmM/EWD6QllC5jkGufsRyzotaY1wJtJRvNKZGqOSy6jCvJWB6z/QoP/2yD5U9dYXwcUxvJUqD52nO3ORw1uTod8NGjmNfdY/jM1Q0OCo9EGQ5y8KXkMI9QwpJq13A3KisOGTMQrpNzKqYc11eQCzWlJkvMKk2hJ8yrI+7M7ie4rhnnEfPauxslN1dKhIQ7mU/Ts/RD1+ynFpaXbd9jLZ5yZ7fD7rxBpCyFtsy1YCZSbs0bHOUxSggqa/Ckx8E8od9O0UbS9Q239JAl0Sb2XCblyszj2hwebFs2u1OemDSRC//mee18fAvjGqtCBWVhuC6fxBSX0aImLQ7xWoIKQ20LkmCZSqcYU97VbB+W9m53c6olSrk3BoHmdqaorGZSWkptebwY8VCrxyCEh7sFm805B2mM77u0+5Vpg/E4xlMGf0EBmtfOcjEQMZPKac1bqxiWFd0wYNvvECno+q4E8MalJnvZJZ6b/TrGZHfFS+Jwi7KesBw5W9Bp5RENDFbD+YYzWCmNIrKOFnZP03JQCCpjGBZXSYJlxpWi1M4KNbYRg0BT1opBWBAtG/b3IkZlQC8sgYALbcFjJ5rrabTwWp4TKYEEEtMgFvfy2eK/MPZWndmFyYAuzWiV0XyKMRk7TccGqUzNA1snXNvrMa8FT00DJmVNqjWR8llPfHZTNwaV2jKvoKJ2zZO1YlwG7OU+s1pgrHVUyVCRa0tkGwD4XoOpGDIpB4RK0hUJUni8XBHz8/hyKmAvh2XktWvXftdr/X6f//Af/sNL2s+lS5f4jd/4jRe89n9lKH2lGEt/6Mj5T78i2O+G5/WIwi+mPpTwaAmnkPXstMFe7lFVEqksR5MG48qjujJDbTd589ohvVCwFplF56WPLxRpLbk9azAsLeeDPk1f0PZdaiuQrov3mVnIzVRxJ3OXzZeOKvPccY8P31xjtueTKEuiLFdnGWNdEEhHwxmELu29l0tmlWZeW7q+5msGKStm5e6NMKsMudEcl885mdIFQhuyJ65ymJfMa01DDtDWcv24iy8svjJIYTkpnXzhya2Ek0nChUZBvGpo+iWTUhMpQa4lO4lmEEoqazgqnPyjRbAc1vhIZpUlZ06ujZMfrTxmRchxHvHkRHJ1BhOzi/AEhB5B3/LccY/PjdpcnSuksjSCknltXBo/9wikYTeX3K6mDAtH96mMZF77TCs3cFUYLIZmIEm1ZibHpOURVT0mK27xXPo/OLBjinpKM1ghUppSK27OE3KtaPuGq3Ofk1uOvnVYCPZzcVfFqTCuGz1UMCwCzlwc8qoze7Q8uJnmHOaCLdVjXGo+fhzz6eI6u/aYZ7IRraBCKsu09Mm1ILQB19llXNYcZDVXZ47LGipDWSlSLYhUzVwrDjI3YISShYOWIJCSFXuWnkx4svofaFM6SpBQeCLkZP4U1tZU9QmPnWgeHUo3EdSKUaUojeB40kAvKITHuSUWHpESVNYylkMmpWFeO9eqURFyVATUtWSYxbQ8d+4+tb/ElXnIU/mxW6gaS4c1AilYihRPjh0H/Pq0Yin6ovJc24dx6brro6CHUg1iv4/nddGmROsJSgjKWlEYQTmWlBNJ06/ZSFIST3G+Jbg2V8y1oDbgCUlZz5gVu4uFrTObyUTOnVwReJrSKJ78zBJCWHphyc15zKismVROEnUpqCmMoB1uUhnnhV2KgkIUGFOSmwkAUjVcStuUBH4PKWO6AXQDGEQFVel80tu+c9+a1hW+kBzkBSe562rPjdsmpeFI7eFLSycueGoWUS/mCClcqWxeG0ptKcnuOmIdm+uMq4qToqKwmrzcXzzxL19S9dT44sXhJUXO3/Ed3/GCf+d5zvd93/fRaDRe8Pov/MIv/OGP7BSnOMUpTvGnDi93zflPC17S5NzpdF7w77/6V//qV/Rg/iRAqQ5KBhTVMUo1CP0BpZ5z09tjVnbR1pkbVJWHl+Sc3T4hvepRjiBYaRMGJzQ9x0U+zDUNT9FQHieVIlIes9IgEeymhmldE0ifg1yjrWJnyXAzVdQGViMXOae15A3bR9wLHA2dZvS8hrYf4NeKcWlZigTDwnIznzPIWxzVGTteCwmkWlGQ01cRUR0Te5JEuttimt8iUycQQ084jm9rIYM3yq6TeK9lXntcTwNuZQP6Qc1J6cwvgqDmZNjBAvmhZFYF7DQV08pyM/Od1nMgWI58Qino+zWJ0tzOAlKb0/AiIhoYLM0Fr/tjhz1uppJcu6aetlzn859Ygk9AXq+Ra8evvTaz/LtHz+JJ2Msz3rQc8eTeEk2/JlKwr25yXneYVpKT0uNG5tPxDMPCMmXOjlzmyemUqZgytDepaic4EwZrNMM1lkSblfg+PBHRDkq2tscoYbkyblNbeLibMthJGd6KnLpV8UWrv0wrIuWyTb91EvHGmVMcm9XQ9wMSz7LV8PEEbMaGC2KTCkNua3rxhLJQ+NKQasF22KIoSzzlsiyXO4KnxpJr85BuELESamaVT65dxCtxghShEgxCeGpS0iAmUBK5uOaFNiRK0RGbVHHG8fQRALabirYPu5lgVkv2c8GFpn7BQFoZiy8UQkDbl0zqA07KDUrj8elhi4e7M6a14s6wjeGLtcVX9Eekh30S63TchzpnKO9wI+8wqxIGkYcyYHCKei0PprVLIU/rmuvsAtCItijqKdYayvoAISS9UCCEK5foSuBHho8fN+n6ZqHOJ1gONb9823WOR0qy0rifg/njpFrwxKSJJ0CLmo1IM8pDZpXHQR5wsTNlVvlcS32O9JC91Kc0BicQ+LxvuyBbhLBH3MD3mtSLLui6HiFlzCxzKW2l2gRSOCVAv+KROyuclB6roeZOrshszWoQ0cFjUtW0fPccHZYF4OPb8K4mv7XQCwy3asWNNGUkpgTVEkoKAp5XujNIXmgRqWQDi8HaCq2/WLr7SsJ8mbrynzRXqpcLL2ly/sAHPvByHcefGBhTUut08TA1KKoRgWrQNh2emTQ5qSQS8P2aYiwxWjAqA4I+VJ+8zXPHG1yZWpqepBuIRapX0vIMHb/GoLhajHh1OKA0GvB5sKeY1xArSyAF9e8YEc+3UpbfYChvV9x8pMNxIWh4lkGoOMatQn3pumY7KuRsAw6yhNrCcan47FBxQ36KsVljjVXy2lJZQ14eU9UnRMGAQCSkTAhp0vAkg0ggcsm0srT8Cm2jhSuTpBdoMi1IeiXxcc2NeUSZeYuOY6iMYC2s+PTQYzetGZYly1GCRRBIs1AIMgTK1emkFGRa0FgoUxkLLR92U0Nhp1w466MrweeurvGWV97k6WeWeWTYpbmoSS4HISelk0O8k0fMF0Yg2loSz5lkeNJyWCqy2lCjiT1JZQM80+E2ksBvk+Y3QLUIZZPKGkoyZvqQp8b3sTqZsr4zpr7mShM77Sn+imL8VMxBDg3PpWeHhWFcSUaloTaW1w/g//z8WVIteOTYmS6ohcKWLwXHpaSyFVe4gZSKsm7RbBVMqoBMu+/RosGkLumHHruZo9rUVtIMKtainP085KhU5LpeuDBZTgrnOx0IhUJSGkOl88V5F+zlJVpWKPlFXukgfL7OK5HCkHiCrl9TakVa+lxPJVntpFFr49ySKpu6Lv9AcS4pubR5xOTaupuYjTNx2Z036IUFsXL3tLWWVGRkekgmCwZRG4Gb5AahT1pbDgpJpGA1UayjkJMNRsEWo+IGkddhnl0DQAifrIZ55XMrc4vKoG8536j4xLFPVtc8OZG8ddnyjnWnpvXsuGZeH2Jt7e5jZRgtTC60FXSjAiksrxiMafULrj7WYhAYQnwO8oJu4PPsLKA0UJmM3TyjGzSIbEwiexxZ40oi8Xlm2RWUjO+mmH3PCYAUGmZFQLooF0xrwbMTy1RMOSlCliKftu8xqzQauCavsGTvcypmnnZCNMDNVDGqIBCKOzzFmukxrXOOxXUCf4VZ9hzNYIVjpswYc8J1hJD4qokQkqyQGPOVl/F8sVSq/9lx2hB2ilOc4hSn+KrhxYqQ/M+OUyrVS0Tgd1HKdVQaU6BkRNNfpRAF93cnRNJyVAjK0mM8jPmt5zb4zMhFICIQ/NZJQqmdjq8TG1Acl+WiwcalZRtEd+Uj+0HNdmw413A9jkuhpR0IAmmJleae9WPK2xWfe2SVzwzbbCaGcw1N0wdtLGeaguPCcU1D6aLEea0pDXR9QzsQrNizLJllABdFWUMzWicKNghUg8DGJLaNJyKGRc3VSU1ejbkz15xbGdL2zd3VbsurGVWKKlVEXs1OIwdgLw/YyyDTllGluLdt6IWK1Jb4i7twXHk0lKHGmWF4SDYaAQeFSz+PK0GmXfZgu6EQKBoPBrQf9nnLdxyTvL7DzuqQc01489KIB9sufTipcCImpRPfmOkDVmJnoziuWHCmoeELQhtyXJY0PA8hBH15ZuFxq+7KLfb9gFy7iOKk9Hj01gqj/YROI2MQFTw36jD6gqQRORnGYWE5zDShEsxribaWpi/xpeVsI+WNy0MeGnjMa01aO+OD1RgGgWFoUipRsGnXOcqcnOKsVggsz5bHSAQN5TMpXYp5VJUoYdmdNyiNa9zKtbvXaswiiyJoBy6dmUiPXuATqAZFuceorClsza35bzMrdu/e97sZ7OUu5bqfS8alQC46z4d5xHJoafqKwmgK7bTYN7iXlvI51xK8YvUILzCkWnGYhyhp2YwzaiP4xZs9rs6drnfXC1FWIYSiRwslXOZHL0w6eqHkxsxykEMg4SAz3LEnHGfPUFRjTuZPo1RrkbbVThZWWgJpqQqF8ASbScZrejWjuqDUTs/9vnbGKztO9CfyulT1yV253GktmYkRd3JJpSWdqGD1LRake0ZD6Y47lIraOKMPY6GopyTSiebckVfI7BglAzzpBF8CfwUpv+hRkBd36AaW1ciS1h5LYUXL19xIBdfSjI5t0/QV2lqsSz5jsAzMKpWxVKJgLw84SWO0hVEF88o1uW1wmdQ46dBUH2MWPOu8HnEgrgFwPH8KbTLS/Abz7Bpm0bj2lYZ5EdspTifnlwxrDcaUeF4XsTBQn1X7pGLKcnfGUqi5OXcuR2FQEynDTqIpjwTe/cs81MnZaDgHn0g5/9WJTdnLnCtSIAU1hrVYEgrnVvXkVHJQCM40UgzO6SfXgnmtuH3Q4cOf2OGZSYOGctQTJ1Ii6IaK3YUgzW6qKYyh5Rl6ge8mI09zf7sisQkSZ/ggEQyZYkyNNjmzYo+MCSUZtc3R1rJfz5BiMZmkAdYKXt3NMdZNghtRhRcYRrlblBgjSDzDflrz1KhkUglSLekFgp2ohRKWo1IxqTyOS0WMSwtmomBeGZZDw05S8K7NY965lhNIy1ZiGNhNMBZ5YRn5ii2qp8Zc3XWe2Z4ydIOSW8XceWhbySs7OZGCeXXEUujcuZZDV9NWwnKQ1SQipO8HBFLgIdCidjrIMkYgMTgVK08mFPWU1sLR6mQWE8U1q50pm805UbNGSUMvgEjBuHJ63kLApKoZFprHJz4P3HPA2fMnC/ctTW2dmlsoXQp/STVY01tsxhHGwt5Rm35QUhrBkmiT2oLU1DR9xWYC51sxdzLJnSykNuIuKaUXOm1ngF4gqIwbBE90yrCsSLwBUjYZ64JQeJxL3kJRjZwvspCsRa4Gvpsa1iK3n2Hpsb005p6VEyaVS2f7UlJoQ2kMm2KJ9cRjL4OTWcz1Wz2emfqMSo9J6eNLw0Yj5S9su++v0TQWK7VAxGwnEaESHBeu9HO7mnJtWpJry+eHGR8/GXGzmFKInCy/ibElvcYFLAal2rSSe5hXBl8aEmWoa4mtLTfnbpFTUGEsfH7s88njhL3CwxeSWPQI/CUqA560DAJN03bZjDXLnTntJKe8VvDpxzc5LDxqC6O6IDc1vVCxEbvyzFJ40XWLa7eI6bFBpVMA0uw6ALVOSaIdHEYFpQAAtX1JREFUpIwRCCLp7sfDImBaeQgs0wq245ihHHFQ5GS1cR3/UpIoxUxMSXXNSXWFhqdJa4/jwpUCbs0rrnCLqRwSCkUhchI1cIsPPceTMZ6IKEVG6Hdf4C3te8tf+QEUFt7Xv/92itO09ktGVY8I/D6mHmNshZUxsd+naTu0lsekz0ke7ksCXyOl5Vx/RMtP8JrOjcCXhlnllMEaHhzmhqaI6QaWWBlmleZys0nTc5HIqJJESrAda9qhs4QbWUluuNv88dqdPeJ2RV0I/tPnzhMIt/rWVtANYFiCL9TdWrXF0gkko0oRScuuusG63kHhpANXRIdnpUdrYVo/sJtoUZMxZmZKKlGxHj/E5U7AOIvoBjXLcc6k9uiGJe2gRMWWO1lEy9NkmY/A8mA/4JcOdwnUGp85NgyLmn7oc5DDmcSwGpVUWUAifUaFZSgP2CuarIZukCoXSmTz2lHRtuWA+ePXaXCA6EZ84VPLPDttsJ/BB3cHSGDFr1mJINNOGrTpwWp0Pwc5SOEay4alousbOoHHNCupjGs8GtkUZT1Cr808v0GlJV2xgVrQB7vhDitRxXZryjCPCFs1yjc02iXxRY/PPNmjG7iGsM6ikU5baHgebd+5Qw0PE5QyPD40REoRq0VtMzD0Ao0SgkKUrMaSXlTQCEquzxwvuuF5DEvLRhTRXky41kLHh/s7E+a1T1j49APDvLYIXE3b4iwjO56PqS1Tk7MizrIvH2PJi8mNa47SeoKUMYHfQ0nwBAwidw+fb2pCZTFG0OoXnG/WFMbj6tRnJRYcZJbXLXvMaxdFHmQx642UWf28iUVFI6jQRtJrZpyZNunI2HGc8ZDCZ14ZphWcb3k8OSoZyAaeFJxpKu7rxqR1ghSwm7a5kp8hLw/ZVg9xVH8GKUPy8phQCSKvRluB5xlM7rIdk1qw7DVYSwQ7ieY3DqAXukVtYjt3n5OjwkdbQdM0WQ0rGp2S4WHCJz+zicA5gV1PfULh6tLGQmWF4/NTcKJTGnWLDXOeSlS0og0EEqkStMmxJkObxC30pSFfPNM3M5+zSYm2gqw2dALJfXodX7rJfquhuDnTGCzrdo1u4FNO54sMnFt8BNJypuXTK89xJZ2RUVPIlABX227EZxFC0TdrdGhy4l0BnAKiQFDVhy/LGOq6tX+/hrCX5c/+icMfaeT8kY98hD/35/4cGxsbCCH4L//lv7zgfWstP/zDP8z6+jpxHPOOd7yDZ5555u77165d43u+53s4d+4ccRxzzz338E//6T+lLMsv+feeffZZWq0W3W73ZfxWpzjFKU5xit8LL9Yy8n92/JFOzvP5nIceeoh/82/+zZd8/1/+y3/JT/zET/D+97+fT37ykzQaDb7xG7+RPHd1zCeffBJjDD/90z/NF77wBX7sx36M97///fyjf/SPfte+qqri3e9+N29961v/UMdsbUUjXMb3B/heH99rklUnZCKlziWVhfvbGcY6sX5POTqLv+5TfGyPUeUzrw0nhSV9PrWNJNNO7MCXgnnlatINT7IW1by6WzAIK5Q0dHzD2YZG4qzrzt9zTOds6WgiieH+9py3rx+yEtbkC3OwvdQZSdTWRdPOs9at+vcKxbreoSUiOipACJC4tK2xFT3vDMt0uKkfRbKwQqRF03Zp+1AYRaI0x3lIoQWjIiD2a/yOYCmsWI7dtbI4O8YHo1XSGi62Ja9eCsm0YRAKImUYVx6BfOGjuRpEXE99RpXPzXnCqPSQAuba1W7zmc/hJwSf/fkQJQx7hcd64uwNr8yc5WNlYCPJuJkFixR3zlGu8SVkWjDXgsoKdpqSQRA528PIoysSOqbvVJMWdnqVKNwxyzP4xHjCYK1gozNldhxyfNjAGhDSRcDP61ivJ+pudBsp9/+vX51wZdjhU7vL3N+TeMJFXLPKshJWtLya/XpGYmNavuUgjbk1abEcFaxHhkgJzkcdOoGkMnBUuIh4I3aR4kkR0A9qci3ohWpRunC2iyux5KjK0dbQkhEH4hqeimgHiqnJKUhRqr2g1OR0fUM/qLmnaVmPyrsDx8k0QVeCSLo+gcRzNK1X9QX+Qv99Iza8/vIdLr1xyOWWK/WUWpIEFc9OmvzK9XUsgkgqQiVoyYhReYOlSLESOZtLgPt7AWebPpl2PRTdwHKQW26kOVL4KNkgx6VljSmo6hMmpSZQmsoKPN/gLSuWw4q2Z935LmEprF22S0LL89BUaFMicBanJ6UkEgGhMuhKMFvov2+1pyjhOtN7QcBSGNLwBRtRRcNzZhldFRMoQXvhA2+toaXW0HqO1hOMrZyPtkkxpuCpseW5mWA7rnjdxgGJMkwr9yArIYiUIFSS6zPt+giME41RQrAS3U9lxGLsgIe7Jfc0XRZoyYvpqYgL5h4SOkThxt0eitAG5LZkw3slntclDFaIo5fPzKi2X347xR/x5PxN3/RNvO997+PP//k//7ves9by4z/+4/zQD/0Q3/Zt38YrX/lKfu7nfo47d+7cjbDf+c538oEPfIBv+IZv4Pz583zrt34rf+/v/b0vKYLyQz/0Q9x77738pb/0l/5Qxyxlk9qUhH4Hi6GoRngq5n5vm5u3uijhvIejsEIIeHR3hY8dN7ClITifcFQ4MwopYFJq5rVxPFZtnUnCwhVpVjtKzeXOlEAaPGGpjGRaSw4LiVj48vpNqMbw0ae2uH2te3cg6/gaKaAfOFrOfubqhAe5JNfOCWo1Kri/VdCTCStRSG40lzuKXujRkAMqneFZn9SW1DqjtDOWg5jNJGTMITdmlnZYYKxgVPlIAdpKnh51sMZytjumGZQ0GiWeMOylls2GxALnGprNWHOupViLnHzjUak4LtWiXi7omKVF04ug61d0/JpuULMZu3Rn7CmqSjKZRbTCkqX2nIvNgq5v+Av33uC9F4/xpWBaCZpByaSCo9xJj97XVaxGTtbUWEiUS/1qYymMZlx80fbUlwlSJSgZUNuCUhtyZmTWNYXNSt/VnScJ+7MGV28PGH3WstOeMqsFZ1uSwrhrHik3yJbG0A5L3vCq27xiMGQtMvQjj80ETgpX4gikYdVrsh01SGvnXKaERRvn5R0p1yglF/SrXgDRgq42KkMaXk21SB8eZTWJ9Gn5glg585OduEFLBSyFAX220KZ0aWs8SjvD2oIwWEGbOdNaIoSlWChm3cwkDy0dI4Xl+LDBfuFxZeomAoCVsGY/F6yEhrWoIl63yKZHw9MkylAZiZCWc805gbQU2p0TX0IgJQ1/CSWh6bt791zLmXc0fcHZhvMlf2xoeGw65LbYJVANPBXx3OxDKNWgEZ9FyibDuqTdytmISrLUp7ileXjlmAvNDCEE08owrxUPdjIe6mpKY5gzJA6WANiOS/qB0x7wpaEqnKTnm951yNLqnLU4ZyvWrCeK5Ug66VIjOSksuZhRGu3ocdZ5ref1iNLOSKIdlGojhU/otfBUGylj/nv6GT4/yhxn30gGUUE/9NAWjouSvaxiWFZIoB0o+pFHw/No+ZIlu0nDM3R8Ta7dJF1ZwXFRcVjPaQeKth9QiQIlAybzp1iRF6jR1GgUHoHXRiAJ1AuFpb6SsPbLb6f4Y9wQdvXqVfb29l5g/dXpdHjDG97Axz/+8d/z98bjMf1+/wWvfehDH+I//+f//HtG6F8KRVEwmUxesJ3iFKc4xSn+cLAIzO+zvRza2n8S8cd2ct7b2wNgdXX1Ba+vrq7efe//imeffZaf/Mmf5G/8jb9x97Xj42O+67u+i5/92Z/9st6gvxP//J//czqdzt1te3sbAE/FaFMwy27gqQRPJUSyzXqi2E8TUi24Mg/IsoAgrumHBf3Akl01iFfs8PrBiFcuUmiJ55SbcluihKDlV6zGitiTTCuorPPb/fwkojCSSREicBGYXFRmpnd8bl/rshrl3Jo1GZc+t6dNHh2HZLUl1S5d2w0EiVLs5S5tPSktkarZbs4ZmwyLazCyuAaeBj0241czsrfZU3dIy2OGxTW0sfRCQYMeD/bcQ3Q9Dbky89jNFTfSEGsFxYGgqDxOsgi5MDZo+YJ5bekFlitzxX4uaXhwUgoSpXmgnRFIS6AkDU/QsDGBlM7oA6cTXRpJpCzdwFJqw8qrSi783ywX3y1ZfrDgvr6LZjtnS7Y2Ro7qomB/nvBAuyTyYI2LHGTcbU5ajzRHpSKQglHtfJwbvkQJyUxOqUxK4PUIvAYCSaQkM33AJvdzPY24OmvwyP4S3WbGSiOln2RYC81GQa7dNZRArp0JxaisOS5Lnhq18buCpZUZxrqoOlGWQSS4nQWEStP2PdqB5E5qiJWLtjfaMxJlybVlVFb0Anj7quFi0/1cW1iKMqSAa/OA25lgNfGQi2trLUwryLRTyUprTUVB6HfQBm7LWxRmRhSsLgR3ikVGSKKEJVSGQWDpD+YMOnPCoGY1rNlpuvT67dRFbCeFu+7X04DZDcnJpwW/fRIihbue8zygm+S868JNlhaZpkA62pe2NbdmNU+NS863xN395tqyGVesRzVbDcXXLfV5c3LurmCKEB5KNtCmxJiUS62EupbOg7rwic56ZJXHue6Yli+50JY8OlJ8/DjmmZnHWuJR24LauHKMM8gQpLbg+jzm9nGHSRmgXrGBVJb5oqN6XjvltcpYTkpJPxRs6XM0lM9uVpIInwEtjKlJ9TFVPcPaCmOd2EsUDGjGO7xOPcRaFLIcVvz27jKfHzW5meZktWVXHBEpxYV2wPm2M1mx1rIUKbYakImUXEumlaI0lscnAYe5U49zVpSCti/p6xWMqWklF4lsQlPE7ARdPOstxreccXoFT/Ve9Hj5UnAaOb84/LGdnF8qbt++zTvf+U7+4l/8i7z3ve+9+/p73/te/spf+Su87W1ve0n7+8Ef/EHG4/Hd7ebNmwCU1T4CiRA+zXCNJBiQmwmfH81peBVft3bMTlJSVB5hx3B555A3Lg2pcgW+R+zXKAE7DTfJ+VIQ4tPwLKVRFNo6U3TpapPLnTkPtnPONmc0/IpMC7TBGbyXHq2tivNfM+HV3zJivTHnbHvKVnvK/e2SC22BLxw/+kLL0vAFl1qW2BNEHlydNdhLY+dLnBf4QuAJS8OX5GLG7ewz+CJhU2/TiXfIyxPmuiKrYcOu0vJcqrzpGXaSGm3dz5uNlHQS8My4zfV5wmwaoa3glT1DrqHlOY/j6zNHE5ECDgqfdlByoVEQKcfjTkSAv6AUtf2SBy4e8KbNvUVqXhApieyFiFdfhNffT7EL0zzkdqa4/rkOt+50CSTUBm6lERZBL4CpHOJLp7j2fF2+57vvshbGtH2PUDlaWWwTQtkk8l0H763Zb7GaKPreWUbygM245FxzTq4lcaNkaWXG0uaM1pmaa4ddniczGdxAqgQsRx4XWjEfOQw4esLVqYcL97DaOr/lWS356FHbpVkry26Wc6bt6HpxXNIPaipjGYQBlXE0vJPS4/rMLhYCHsPSpcEDKRxvXAosFk+6+y9Srs7bjzxWzBrGVK4mToOGGhD5Hep6BMBqWLMaFbQWtLOlUCM9WHq9pb+dsV94eMLVgvuh4LBwphKegK6vub3XZTSJ6fiuAzqQmk4j45mTLqNJQjcoafveYuEpGGfXUVJwT9tnM9YECu5pOc7zndxnXCnONTQt36Kto15Za2hHW4DjDAf+Emuxo/JZBJsXJ+hhzVEasz9r0AsFF5s1r+rWPDHSnBSWm7OKrtjAmBqLZVornpkKUpFSGMGVaYNI1ehHb3PzRpfDhZLXjVnOzZlmJZZsJxW5diYgudEshQEaS2ZrIr9D29ugqk/wVIPAX3Gp7npKoBpsNTy2G2rxXGmannH0roVCXqycFkJlLEo6+mOpLWktaJoW09rRFK9Oah7slKxGTrZ1bguWIknDF2ih8T1nEqJFTWU11lp8fCQSITyScB1jv3Rj7R8WpzXnF4c/tpPz2toaAPv7+y94fX9//+57z+POnTt83dd9HV/zNV/zu/w4P/ShD/GjP/qjeJ6H53l8z/d8D+PxGM/z+Hf/7t/9nn8/DEPa7fYLtlOc4hSnOMUfDqfd2i8Of2wn53PnzrG2tsav/dqv3X1tMpnwyU9+kje96U13X7t9+zZf+7Vfy2te8xo+8IEPIOULv9LHP/5xHnnkkbvbj/zIj9BqtXjkkUe+ZCPai0Ga38T3mqTlEdrWWGu4p5lweeeQ9dUx/aBy4vc5KN+iraS5VVP//x5nb55wYw6+cOo9201FRc28dmnbTiAWvr+Q1YaTacKF3ohBK2WYhwwCTdu3NDzXNRt+zQbeAytgLa24IAkqev2UB/pD1kJNw7PMamcUMCkNq1FNyxcUGsaV4rAICESCLySeFOxmzh82sDEXo7cjkQzliDV1H8vNBzBAL3QR17SWBEqjhOVyZ8abBjPONuc0g5IwrpjXiuWw5HCWEEpDJC07DZcqfOMg48Ge48MmCs41MgKlWUtS15EqIZCKee2EUzpRQbgO7X7OYfHFazH57QL7mWfg889y52aH4yLiiVHNf7+9zP9xa4AUsBxZ1uOSaaXoBxZpJb0QSuNSyYeFIlIuW1Eal+pVwpkgDGghhMJXTfJqzFLjXtYdjZS5OWIlzrh47oitJEdIiAYGvwf+VsLNNMGXMAgtoYSlSJIow1Lk9Ne/Y2vGeB4xziMCCcPCMK9dl3+kLBuRJvHk3SY/XxramyWjSULHr2n5jgOf1pZbqeRmKgmVIFTO73tSeTQ8ZyHa8l3zWNuHjm/wBcSepOk7pbT1ICHwGgQK1u0SA7vFvHA8VyndFy6NYlg63+vKCJ69NkB0IqLLCS3PMK5gWjnRnaZnWQ2dQUeiDDvbQ1bXp7R9y3aSEylNFNd8dhTz9Kiz8NV2TILYk6w3HuKkKphWUBon1uMvGt9mleDpqeTaXPHbhzVfmJ+4VLRO6XtniQKXjq3qMYPA0mgVCCxGQ7YvmdcenzppUWi4k3t0fM2ljkc3EDR9xcAsU1YHNDxYCivONtx0EUrX7HUzTbj18ZjYr9iIcya1JFLO8KMyTiXv3pZhEIQMQp9x6ZrBUpFR6QxfJEgZU1XHVPURib9EWR0wLw7uRsihMrz5gVu8Ye2QnYZL2e+IFdqBYD12qnMSd052s5Ir05qZnKKtm9wudny6fkUv0HRCyVrQZDc1GAtNmzCdP421mhp3bPuV63LX1okPFdUIfodl7FcSp5aRLw5/pCIks9mMZ5999u6/r169yiOPPEK/32dnZ4e//bf/Nu973/u4ePEi586d45/8k3/CxsYG3/7t3w58cWI+c+YMP/qjP8rh4RdJ889H1/fdd98L/uanPvUppJQ8+OCDL/8XPMUpTnGKU7wAX66ufFpzdvgjjZw/9alP8fDDD/Pwww8D8AM/8AM8/PDD/PAP/zAA/+Af/AO+//u/n+/93u/lda97HbPZjF/5lV8hihxn8IMf/CDPPvssv/Zrv8bW1hbr6+t3t5cLcbhNEm1TVkOy4g55ecyKd4lCu6iprhQHRUhZKw5utbh+o88zkyY6A2ssB0XIpHQG7Geajo/oNI9dZLQcuYaYg8xQGMPqYIo2kqRZMq89lsOKjbhCCSeVidaYO2Oe/dUGXzgYMEojytyj10uRAk5K11x1a+6M4BPl6ncukhJcbM2IbOOum9AgFLQDwYxjlPXwRERNjUQSyCaDIFhQgpw0aKtZoIRlWvq0/IpAaW5OW4CLkLdaM8BZU15LFaURzGtBZQR9X9MPBamGhl8zLkJmVeBWz4vzfbmjuNies741Ib0huHq9T8sX7OdwtTrh6u0Bn/5/Rlz72TmjImRWK5YixUZcc75ZM6ssoxJafklhnMNPzoxpBcPCOQBdm0OhBUe5JdfuvGe1pTCGGkumh1TafY9AxEyqRXQjmlyfNZiNQi5tHJHPfaoZzG54VDdSHuwPybXjwTZ9cZdCd1xYSmO5Z3nI2ftGbC2NFy5OluHvKPNlWrAWO+qbLxTHWYzVjjt/fR5xY57f3XdtnaTpSgRpLTkqwkVdWhB7MCrtwrbSHftTE8G8MgzLilJbTqoSKXxKDVObcyxuYW2N53XxVIuTUjGrFZtxRcOvmdUSTxrmn5pixgVbSU7HdzSxfuAkXPcLyZ1Mcr41p/0Xt2m/a5mtuCLyNCdFiJCWtyxNiZTmRuZzUlRUxi605wtuiZuMC81e7jIEtXWKer3Ack/TcGVaE3uSc2GXQDYJ/S6JbZGXzs4VWzPXArNwd7r6dJ9k07KepAvLSJhUgoZX8+c2h7xp4Br5juUhjfis08fWkpNSUIicae300NtezVPHPYKgZhDn3E6f18mX7GeavTykME7DvOE51bGG8shEiidDKpvSiLboNu/H9/ocTx+l27gPJQManmU5sihhqHJnJ3prXjKrDNbCuDQc5LDTFE7KV4C2hkBKagonXSssZxqGUeV0CULpMnErsdNG35O7WCxCKEIbEQuPlozo455bYwpCv/sCV7KvJE5rzi8Of6ST89d+7ddirf1d28/+7M8CIITgR37kR9jb2yPPc371V3+VS5cu3f397/qu7/qSv29/n6XXd33XdzEajV7mb3aKU5ziFKf4UjitOb84/LGtOf9xhTYltclJwnWej+/WzSbdUBBs+hyeNFmLcnLtoaTl8VEbbQWz/QC1HHFfd0wvFBwXAm3hIIdKVDw1qplVPrmGJ+2Vu3Wq1lbFbx0MSGcBg7BgWiumd/1lJemH9rn1qy4yKIzkiXGLk0nC7mGbw8KpK+0kmge6ro5aWxfB3Z47sYLlZopvA6a6ZFS5bt22L8jNhCv6E4zr28Q2YcUuEQqnyXttaphWFa/s1I6WUyseHTeY1z6lVmw1ZwRtw3aS0W1nnF0booQTmjjOLW3f8JHDmMcnHu3A1ROnpc9Ga8pR4VS80lqQmppQgjaC6UnIF66u8tiwQ6GdG5GyHoFaKEBpxdnlIRc7E8424aGlY964se9qsBJCT/NQb3o3ciwXndG7GRxlZkHRctd4OfJo+O7vp7agrTaoTUnkdzAYp/iltyjsjJPS43O7y8xnIbN5yO6NDs/eGfDpT6zRaeRIAcNScJBbsgWtKqud6MzeqEX0ugHL35TwYDtfdMuLRSTstKzT2rkxHZs5raBkshvSbBRsxAXnmjEnhTNvuNA0tD0nPDPTglC6e9OCMxbJNVPjKDmHhSRQMK81u2bEuNR0PB9PuEiprxLOmMs0o3XqeoSUHh3fkChN09NEqmYprFHScu3KgP1P+U54RzlTj1A605FHjjWRglJLmGbY4znDSlFqyXHpc3jY4tLmEW957S1e05vS9BUWmOuKDS7zgLyHQDmlsWoh4rKWOBLhmaTg7auSt6wILncUcjGUDblDWR2h9Zwk2ubzQxdxdsOSS68b4p1vceHeY16zfLLIPln28pBhEVJbQeQJRvYOAmdOkxvJdmI4ttdItXDOcFHO2990k+X7C6ZlQDdwqdisdoHBlblirgWJ57rke6G7sdbsCkU95bi4grEVRT3FLMRJ0vIYi2FSwXEh2M9DHrm6xq1Ji6FJ8aWgsM55LJDCUc6MpdCWY6YAGGE4yl2NvjCCXLuz4km4U6Tk2qnVhTiTjdqk+AuRodzU5LZGCQ8lY4pq9DJra5/WnL8cTo0vTnGKU5ziFF812C8jNHIqQuJwGjm/REjhIYVH4DWIwy0a4SozkdL0BKIXc3vWIPFqJJY4LrnQmnGxNUNIizw7YGtjxNmGpeVbjnIotKVHi4f6ipVGynEBm2aLfuhjLeg5XGzPSfOAa/MGSlhyIxhVgnZQUs4km28uue/dlm/6+hu8ZvmEtZUJnzvp8vmRpdRwO5PMaifkMK0UWQ3riaQfVKSlz5G4wRX5OGOTMa8ts8oSyiaeTGipNQqRU9qKDb3NeuKi8abn4UtL50zJelTS9zUnRUBWewz6M8qJRFtJXUuCWLMcFjzYqbidVvgL16xQwby2BBL28hAhYCksXXSpLSeMOCygMpLdYWsRsVUMQsvljqQtIlYHUy49cMw97ypZec8K97x6iDawuj2lu5qSeBAoeHrcRhtBL7DOahLXqb2dwKuXJKkWBApWY991DCvBRhQ5aVO7xSx7jqa3hkdIJxCciRs05BI7SUE3KLk+apPErmDc8CvaYcloFnO24aQyNxNoLjpxfemkN3/7uIM5nGPGOdNaESiBJ51oyoVGQWEEN2Y1safQoqbbzBDCMpuHjCqfYaFpeMp1a2eKZ2Yeo9IJmSSe5qT0yLVgVApavsTHw+CcsQLpRGkuBUusJR5X6iNKMyPyYDnyEUisNQT+Er5qMAgq+mHBQeFznEf4whJ5NZ7STNKItFZk2tWcr6chuVZ4UrAd11yZNbjx83Oe+kWPvVxxK42ojODGtMl4HFOMnRyt69aGnUZEbEMGkeJ8S7ISLTINGRznloYyTGuPRBlupJIrU0NqRsyyKyzZHXeOvT5JsExlLHHXPY+q72MnBeVEEvs1h5nzNb+Zefx/b8d85DDkIKvwREhZT2h4cL45Yz0qOZ4/w7yGea3wpCH88/fhX+qy2pzT9t190/QFuTacTTRtz+BJUAu9Aokgty77EnotsmKfNL9BXY+wtqaqjglUg+Pc9SiURpJrxVER0FcJ/VDgC8kzxTGPjwpupy4rUhnYUX0ST9AxA27Magwwrx1X/pmZx/WZpikDjnInFwwQR9u0vQ3G8gQfj5GYsid3kdLD2AJt5vAyTZLaOu2B32s7tYx0OI2cT3GKU5ziFF81fLm68unc7HAaOb9ENMIVap0iUDSCFaTwORDXsIA5zjgsAp6dNlHS0tkueeA1h6x3p/ReYag/fYejgyZPTgRd3xIop6akEMxqJ6y/n2oi6WGxVFZTpZJXvGKfjTNjAPpBxXZckmvHh+28KUa9egcGTdRKyNrGhM6rPe5pzQmViwYPcxy3WsKoUgwLQ8u3KGH5hRtLhKLFZfsKzkZt7m1blARrNaFsUlNwbK/zBftR5iJjN9W0g+dlO31MAbNacVgqprWi4VUkSzVB03AjDfng1U1u3+4ghSVRhkldclwqHuqmvKaXk9ZO0rIfVBzPYwSWSVVTGcjEnEeHc6a1R+hpCq3wpWUjqrm/XbIUhvRfA9E3n0d865shDBBSUFm4+tyA61f7jAqnIOULyydPWtxKYY9n2ExgOXLR832tnIZnCKTAAuXCz7npS1qeR9MmCBFibEWHZW7NDYd5yUTvEakaIXB88bBmdX3KhYdOOH/vCb+6u0QgLdHCoznT1nXYslA98zSf+IUe/+f/a5XPDAOUcKpltXE10sutlDMt727NUi7uqbQMaHk1SgjageNsX506swMpYCt2RPB6odimLWwkkjk5kYLN2LASGQyW1URyf8eyowZUOiev4Xaa87T4jHNQirbQpuCk9LgyaxJK6zzJa8nq5pRBJ0UJy9U0YF5Dy1dMa8FJ6fPwwHG0H+iOmWYhJ1nMamg410wZhBXnOhP+P9fW+N8/fQ9PjpsL2U53bk7kkLR2Mp+rYYVedLrPKr0wWBF8/EjxW8dzPlfcIRAxQkjG8gghJO14h7Q85LgsmR8HXJ01OP4t0MOSjz+zxUfvrNALFWcTzau7KdemJbtzgxBQGteZ7wsQwlJbQTNa5fGhZlRJJmUA05Ti0SE3xy0aylAayyCETuCRaucy97y63XHhjnnZa6BtzcA7jzHZ3TFFqgSER1oesxQ5z+1+ULHdnLMSlWwmAYMQfCFJrFOw6waCYJGBWU88dhqQihkGy1Eh8ReuaErYxXeRrCeO0z4wPZrhOp6IKEVGIn3OqiUS26Ks5ygZ021c4uWaJk9rzi8Op5PzS4SxGm1KjqePIIRiXh6wbu5hOzHU+xXgRC1W2jPKkUBnMJwliNijPDI8PezSC8Ri0Ba0fNjnhMPccJzF3N9TtH2Pi23JVhJx83YPryWwWvDszOO4DNgvnNynEhbRS7A3jhj+p112f10wG7mmno3OlPXYpTg3Ykg8p/17J5Ok2gmZ9MOC1/VyzpqzbCcRhXa2f0pAJDtEoo3FMBBnSNSAqRySa8NuqrlWn7CbwZUn+9zJfc43SictagVeS6AacDtTPDtT3J41mFY+V9OAQCiuzgTTyqM0kkttN+h2g5Kj3Ml8WusWEk3bYStO6Acl/VbKw6/e47WX7nAzc79bG0t5u4KjMeLOHif/+w0e/8SAQMLHDnv8wo0BsSdIa9hspDw9gd25IRDNuxPhnQxOSp+W58RUDnPXYHVlUnNnXjGvNTUGKUM0Fcp6DCJBaius1UwrH18aZ4NYeHiJwV8LiO5r8LblIZNKspfBbuosHqe1REnBuNRcas+IvZqNJOW1/ZJcu8lpKzFktcdKIyVWgm4AG6rL9aMutoZ+a86w9DgpS67MMyoj6IWSe9s1XZ9FStkQK8usdo/4UW5pi4RYOcey0jjBj6PccFS4xVbkdci05YAhFk0r2GCUXqHWOaGybMYZ48qVNfYKDxVbBl8j2XlwzCs7KU0P5pUhkE7cYxBoDgvF2Z0h931zykP37dLyNb40TCtFHJX83y/c4Y1LE5RwwimhdOWXmgJfCkalW9CMCsukhK2Gx2acsxHnrMSCb1hP+Ob+NpHs0EkuMzMHCBSj9Ipz2QoC9zwkOe2tErUccVR6zLXkKK95cuqxkmT84IM537ptGOuCvB7RjNYRAkZFyLRSBLLJ2ZZLNF6dx1z53074wmeX+chhk7mWVMYJzSxHTn881YKGJ0g8J+ozriumusJaw9wcEYUbxOEWUsZIERKHqwjhJuamZ7mVBbSignbgnKhCCauJz3accE9bcbHp5FufpxyOK0Fim6zEPm3fEknLclhxJjH4wkndDgvnUJdRkpaHpGbIRO+R2Zrb9ZixPALAUwlFPSUOt1+WMdS+iP9OcZrWPsUpTnGKU3wVoe3vX1c+rTk7nEbOLxGT7DqecvJ7WXWCQNIVCcZCeqBoeJrCCJqdgivXBnz0M9t89qSDPi6JLkYMomIh1u+i52EBhcjph+5SrEdOUKDpQcMXrPSmPPbxJY73GpxJXHTXW3g130kTbv3HOVf+35Zrd/ocTJo8d9jj8GOgtSTxnOlA27e8vl9i7fOewpKWZ9hcGbPTnqIWbkVN38lYrsewo88z1newVrNml3nQvgqD5qTOua/rMaDFZuJoTq/spLxuc5/XL42YVT7FkcVb9nn78pRX9woGUYEUMCphOQq40LL8x+uK/+O2d9c8I9eKxKs5KgLn5xzAmuiy2ZAo6aKq6DV9GhcEwxJOSsW4qvj4b2/y+Q/Ayf/2JHnmoa3gXKPmjUtDHu6WZPXiXCvNn1mtOdNStBgAMCoFswoeGbl0uS9hJfLJasPlrk87UMSeIhRuDWutIRcps8piMSjhE0hDw6943fYeVa3AwPgRTfronAsXj5zntnQNeA3PiYAMF17RSlgefNMRD33DkEudCeOyJlHQDzRHhc+kCBmXlqYHg9Dj5jzm5tMdjJH0gxopBPc0E/qBk0Xdigtiz2UhtnpjImWY1jAsHelPIci0SxtuRI4G1wvdfRJKSddzkVLPdmjIJdL6GK2dVWplBIlXs5cLelHOQ52U554YIJcbhA90aXgVwxJWE4+lwHkYa+sEZ6wBudUlvi9CYHl26qJNawWrF+Y8/DUHPNidsBS5qDytNTkzGosGuknlzn/Th+empWsexPKqbsFG5KRCN/UZinrKNg9ibIXWE5QMONfyCOKapSQluNBAdiLeun7AxWbGdtNjOXT+2Fu9CRdbU9aDhIe8P0sgm0gBgzhnIy4wGDq+owHGyjLKItLaYy0y3E7hXMv9HCrBalTR8e3iGgsGkWIzjuj7IdZqSpthjGseFEIS+G2KanQ3c2GArbhkb9rgIIvxhGBauzR7IJ0fd26caQ6L+yvxLKmYcWdespeBQXCmmbIWlfQjly0733KiKEuqQeR3mRS3WJLn8JFciHr4NsRXMZHfWfhMN1+WMfQ0rf3icBo5n+IUpzjFKb5qOJXvfHE4jZxfIqy1LCf3EgXLWKvxVExhNb60pLOAe9pTLjRLjBa0ooJJ7bGTFKS3BPIV25xZGiEFtDzNtBLspprIJjQ856+cLZp6CuPEMawV3EoTDmcJ4BqbdnMfbZxn7jiN6HZTLl085OKFQxKvZjyNefyof9eOcVQJSiOJPTjf0KzFilGlyDNXL5VCECjBXlZgrSCrnW1fbVKEUKS2YG4LtK2IhbeoaXm0PcPW6phuUKC1pJ3kJF5NPvERvuTy1hHrcU4nyjGWhcBCRaoFD/YUb1uxjCrJZ0/gZhqzkmScb83uCk+IhUjEnTQiywOqJ4acPKrYjC2FEYyta6q5PU+YTiLmWchhHrER5zzwDRPedv9NAiUYhJb9NOGB3ogH2hUn3AIcZclbNO1URtDynI1n7ElKYxfex5YhU6w11LagEClNX7DsNQCY1x5HWUxVKYrSY7QX8dmr63zqC5t4LdiKa9ZjFyUPS5hWAm0sGw2PZ6Yt/Asd1NkeWeVxvh3Q8AxpLTnTSHlm0lhITMJBXvGqpRO67Yw4KemHBQ3PI1hYX+5lsJ8HlMYdU5YH+MISL4RVlICW7xMpwVJY0fA0sSdoegIJFMYwrK87YQ7l49uQWbG3MGg45EJrRifOeXWvoNKSUBluzxPmHznGHKfMax8l4CTX9IOKM0nJR/YFa5HhuRsDyt/aY/65gienrgZ8XEh+89Ya45sB2a5ALTIXvrQsxx5zc8ytecWosOzminYgKA2sxT65ljw7SzgsPD5yIF2zIx61TgEI/BWUamBsTS+w+E3DNA8RsQ+tmK03Zrzq3B6xEqyENR/a7/Nr1zd4atJCCCenOyv3nXxnrfCkpaM27vZ53NOasdqZsd2Z8kBnhrYwrZwkry+hH5TMapcZc5vzeT4uc9bjh4hkG5AU1TGhP8CXMXU9IquGHOUuk9TwagqtFvaaEgHEHpxpCgaB4dpcESjX0BgqQcODgRlwvh2wnTh/6az2uJUFpLWl7Xu0fJd9mOuKo8lnCL02EkUoFbNKc4EzdPwtxMtkePE8zIvYTnEaOZ/iFKc4xSm+ijAG9Jd5/xSnk/NLhhCCeX2Ip2I8GSCFTyoyVsMAISyTIqDpaYwWRGHFn7l4EyEtrdeEME2JGhW3U7jYNAxLy5mW4tZxRK4FpVYcl5JJWZFpn8pa/EDzNefuAHB9nhAqwz3NnN88iml5NZdeN8S/z1nk2axi9WBGdzXj6ImYSIXcSD12U7g6VazGgpavCZRkWsHNYRu5oFpMSs1KFNL2K6a1T43hAfm1PGs/QyUqlkSbnl0lkIq9DMa6wJIgpMUg2Bs36cU5S42UZFBR3QFjfI4K1z0+qnwGIfQCn/0c3rpUooTl8UnIQz0YBBWVkQSei+w9CQ1P0fUdzSqJSz784S0qK3iwkzEsPbSoOdMpUNISRRU7X2vYfOImn3xkExEqwkHFciRoKM1+HtDwKlq+ps8Wae3kMUPlOoQtLurJajjXEjw7cbKPt6spMzlGyYiut01uJzQ8wVxXVCZbUKMsn9tb5mx7yiyNUMJyUvpc+VwPgYtifAGxEtyaOwrTqLCMK8nkIxOksnzs6AJLIWxEFTezgNivudye8dS0y6SypKYmiUuSXkkx9TAIYiV5YpLS9huMS8Pnxp6jaA0qtJGkWrIeaXypeHoClXm+g1sxqTyUFJTGRYPHdcrJ7AvEvW9mrAuElLSjLeZlQFlPCNRCvEIZ5pXPnSyi0IKnn1nmsjx0dewYnhprCiPp+DU3spJ+ELDamXHt0S7HmbPGzLVkKTSOyvfUDsthzXJYOvMPI5iUjsY31DmqirF4HGaahi8JpOBV/SGlVvz7qx2mlaYXKvblIb3GRSpRkgQDpvmcNL/BvIZgSSKExUwLpCepDjTJmqvThsrS9w0f3oelyOOp8g5jdURendDwLP0k49MHS2zobfqBoeVpVtozNv9CjC01zV89Zuekze0UbmdORGVS+YTS9Rc4u0vLIJJIEfNkPqQhlwj9DsaWFNWIWuco1UYbl2HaTV2t++Kbxwy/4PFfb27R8Z1d5VqkWQpdhu1m6uhUmXb3WCFK2r6TBW77Fk8aNuOSjSTmmXHNQS5o+Zb1KMaf94lVl2N7jQkHrNiz7KgB2tQU9QRPhnctQ7/S+HLR8enc7HA6OZ/iFKc4xSm+ajitOb84nNac/wDIqiEAkepR6wyDpbKCo0mDee0xCHOCWNPbyuk8YIn7Gnl5nerTd3j86grawEnpcbYBsQKF6xaujONIzrXj2sZKMhwmJL2KpFcxrxVKWJp+hUWwnwd4Wwl2nFN89oTi8SlBoFExXFg9RgpXc77Qhof7i05taRbiBSCF5emps4sMpGRYVkgB/cDQUSGRCGjLdTo0kTjbvNvmBAvc02hQGUFjSyOxfH7c4mCeIASEOz6z2x4fvbLBY+OQO5mL8kclXGhLNmMYVopR5bHTsKxFFRd6I4pacXXcpjIwqwWHpevyBrh90iY3kknl0Q5KzjXn3BstsXZuytZbC1b/3mXEWx8kvi/h2VnMs78ccesLbXJtiZXl/s6Ezw5bPDcLcbGrq9c1PXi4VzIsFePKRZKTynXFamvRombGMWV1wLC6TiTaZNriC0XDW+Zsa0YvzrmaBuS1RxRWvOqeXd5+4Rb/7eYSX5gEDEtXO68MjMqaUV0QeYJvv+86JwcJH3psh5upOx4lLLNacJDGBErTCSyHmUYiuHnSwVQCIS2zykdby1oYURhX13zzUsE9TcvNNOYoi9ELk5PloGY3raiNJdcuOlXCsp9WPDup2M8la0GTJNwkWIwIpciIVY/Y79OOtznMIsraY1Ip7mQRnxv53N91hgvWOK54bZ2V6CePQ44Kn1d1myhh6a5m9HtzjouQlmcRwi7ud8Hb1465tzthXnuUxp2jea2pbU5HhZxpeTSUJVSS2kBlLO2oYL075Z3rBd95tuY1fcOqWSavR+TM0bYmCpYJ/CXupJbRU4rYrxGehNpw65kOo2vh3c7g7SSn4Tke8CV/lZbto2REJC2eZ+j4zpxiN1dESnNr2IaLW4gkwFpnfWqBpRC6gSWQhsq6G1cJZ+lZLcLBTI8obco8v0Xk99F6Qlkd4KmEuh7dHWMaUYmIFEFcs5ooGp4zTimNoB+UbMQ18xrGpZPbPczhjnjOyd6WgkRZtnpjNhspibIcVQUXm5qu7/QVVpuvZFzepjYFlU1ZpsOkLqltziy7gpQeod9+WcbP05rzi8Np5HyKU5ziFKf4qkEbi/59hEb0KZcKOI2cXzLiYInAa+HLmEi0nVSgbXB17rO9PmJWK9LaI1yxVDNJdtVwfCOGaYp/vkNp1F2Sfdt3taKpmLIcOqnCSEFma44LS6YNSVzy2OOrzI4C2n6NtoK8Viyoskx/O+P6L0s+9LEdPvXpdY5GDU6uR2gt8QWUGrbiiu2k5Ci3pFpyXFi6vuHS9hF/ZmeXsS6YVDUtzyNRjkuthOBJ8QgAQ6bc5IAZR4Q2RAlnj/fsVGBSx6kcVZLbWYznadRKg7hf87lxyMPdnI04oxuU5NpxMnuB5pNHig/vSyJpuZEGRGHFAw8fspZkjEpDoaGymqNCMKl8pHB85Tu54jCLUNLSDwXlRCI7ITQSuH6H6laKtvDcuM2H7qwwr+BOrthYmpAoy3NTsBhn41k7I/qWVy9Us6ATCATOrKAdSHa8Hj02WG6/Fik8Kpu67m6riUWHjdUx97xmzGrozBV6SynxqiFZqXltP6M2cK5h2c8loYJu4NH3IrSxdF8JZ/+Sz5vP3+Y1vdoZGVjB6/sz1hopT47bHOaw1VQMmTKvPLKpT7KmqYxgVn2xraYXCjp+hS8tDU+z2phTW5jWkpNK0Q28hTSlIJSWrl8ziDwiJTnMDaOqREqflg99LyK2bSSSWbHHLN9lXLmsgBRwb3fC163MObM2pBdnyAC2koxEWUZVyX5muJ76rCcwrhR+BwZv8fmzb75OogwrYUXH16xEFVtbIy6/ZcQr1w5pLCwWG55ig3tRQrAccpcLH3mCdiD4xN4y++Mmq3GGtq6um0ifyfwpRvY2vfAsSobU9Zj1RNLaqAiDGoylvjHhzqzJo7dXmFTw33c9lLB8+1bG65dgWtdEJqYXnyM3gpvDNtPaoxAlt1Iwi4jYfOJpdv/zlEdurFJZwbCw9ANDJC077SlrYU2uBfPaZQlCCYNQEqgGc3OMMRlS+vheH9/rE/odAn+Jea2ZVpajacLws5BOA6ehoJ0Zy5MTwROTBjdT1x3vGA2C801Q+MRKsBkb+kGNtYK09jgs4HwjprKQG6dOJ4TCWs2s2GMgzlJYzaE8ptATwmCNWb5P5PdeljH01M/5xeE0cj7FKU5xilN81fDlhEZOA2eH08j5JcJXDRr+EuPsGqP6OqFqMwgiEmWJlzTaCq7NE1THQyrLrz+2w6/fWKd+7ABecY7X3H+bldit9m+kTt+4FCVSQMOrOMhhJubc04LNRNE/nzMqAw6GLdq+5qT0mdYeDc+yElWMjmOW1ud8/dtusN6c88y4zbXjHr9xY53bGaxFhitznyenIceFZlw58fudpKC5Y1i5P+dM3KAfejR8weOTmM8MPa6afTxCxvo2oQ1Ysn0ECg+JEoLHqlu8baWkmjkt7EBanp56aCPRd6aEG4o/szLl3sGQV71un6Uk42tXSkojaHmav3J2xqv6cHWunIrVLEG1JJcvH9IOJNpaCkqeGhtafs3Fc0d867fd5P/xwHUeHUccZDEHmeHpm8uMPpqRvv8TfOp/LfnIR7Y43yh45doh9zRzbqcVJ4WgqiQP9cbOPnL2QWoDuRbkRnAjDYmU4TB30oFdR8VlUhoe08+xa54EoNJzSptRLgLWzI4xWiBCwddeuEWuHT/08OmY3/rUBtutKauRi/qWQqd3rAR0Q0VWW/JrNZxdZfAXlnjN8smCVy0YlQFZ5d3tGVAClFVstWZMZxGqIbnYGxEpSVYbBgEc5Jar85jjUlIZwe1pc6EiBseFYCkSpKam5VkipbkydzXXrYbiYluwJw7JyyGFFjxmn+JO/Rij8gbNcI1+cpH7e2PanYxIGiKvphOUJCs1228r8FqCXlSwHNZEUjGIBE+NLaNS8NzcY3LDBymQkWC/UKRa0fQ0T0wirlwbkN90td124CwzC22YyBMiJTnIXfQ/iAS1cdrjJ5XiC+MWnx22+ZXdgP+xZ/gcj9CIz3I0e4LKpiRenzPdP8sgMMhIoKTB5jVqEHGuP6ITuAg/9gS3s4hZrYik4wNXoiKWPWfZal23v2992r64G9X9+n9e4tevb/DJk5hRJdluuIzEcSkptWI1KlHCZYoqI5hWls+N5kyK29QmRSnHkxfCw/eazPNd2vEOtbG0A0GuPZ6+s8TtkzZpbRmWrtN6pwGJMuTaRcz90O3bWW76rEWG5bBiXCmOpwm30xi1UBZTArq+oR24+1SbEt9r4BNQUSORVDqnGa4BhnzRW/OVxqlC2IvDaeR8ilOc4hSn+KrBaWv/PjXn08kZOI2cXzLG6XMcTB+j37hMx9tGCMmNcoQSYArYLzwy7UKecBXOtmacaWSMnlLg+/htiKS7+9aiBdfSOm7s2e0TAC76y65TVAIG3nTvbVb7U05Kn/PNGU1Poy1st6ZsvxOaf/0VBO9+Lef+bMF9vRGvvLRHIA15DZV1FoXTStDyJUeFRFtn8zh8xulgj8oaYyHXjvM6qaCipG/X8URIS0TEwsMTIZkoiJTlstrgTGMOQFp7vHEw5lxD8+Rhn2sfbSACyaW1Y2ZFgJDgKcN6nHNrbiiNZLUx55WdOVltWQktjaCkPDAgoRs4KzwPRWksZzpjVGxRD23Sf42l41v282DRcw2feHaTp55YphMVjCuPll+x8ecC3v6t+1zq+LR8y4evbzCvfXYa4Kno/8/en0dLdt71vfDnefa8d8115qlPz5NaLak1W5ZlG2OB5ZnJISQEv4T3hpssyIIkvHkTSG7ugkt4ExKusSEQJzcBDLGxb2w8yrZsyZZszVKrWz13n3mqU3PVHp/n/WO3xXUA2TLYy0nq02uvJZ3atU/VqarnV7/n9/t9v1Rszbib37+XSiR5Hb2XaMJMoADPlBR1lUDW6Ub5rPkefQPnu0Oa5LaCT1yd5sWHq2SpZKHeptdyuLhTYyN02Lzevd5JBFNuyvIg19huhLnN5LNnp9EvLKM3OvRimzDLbR57qWQ3cphyQw4UFAKBFop6rc/0vg7JrsKQmnaS4BoSIfJsf31o0E0Ek26EY2TESlK3Uyo2NCONJ0wqtsY3UxSwOgzRQNlS3ObNY5sFYqUZy6YpmTPM27diGwGuLBFct6G0pGK9F/BCu0hn1caYK2Edr9GKnOs9EwYLvmahILjcSVnqaR68MMdX/7DAw1+Y5WIXKlZCqgQ3V/s8uVvm8bMzXN6q0k/z18MzJX3VwBCCMMvrpCUrnxNPFNxU6bM3yOvNewpwvGoQqlwDvB4cJkxbCCFJiTAEyLKJZWXI8QBRdll4u8Wp+7YZcyU3VhTdVPJow+baIHc664s2GQl1O+PwdAPXyHCwGHcUAijYCXUnJFF5N/xKH3bCvJs7zDTP71ZoxDbWdec539AElqBuu0y4xyiYU0wXb8MQJnGyhSEdHKuCQDIT2LgGTAZ9bn/9JkcObDMfCLoJJCp3mQvMjH2FNN9dymDCy3s3DCwSnTvDjdkpZS9iX6FHO9as9JN8pygTDFKF1hmuVcYQJo52WJVXmGeCKGmy23uO2cLtWIb7bVlDvzZK9XLHiFFwHjFixIgR30Fy25i/+PjvzTJycXGRX//1X/8rv+4oOL9CXHsMzx7DFA591cARBabNEgt+RDKQ/OQDl3jg4DIojTHpcuiWBkfntqmdgug/fpXuisUgyzMAIfL6ikTSv+67e1stxTEku/H1rKEhKZywqJ7INYu96zOXW2H+eMRNe3O9u9Ut0o2Igh/hTMKewoAbKpqiqThcjPieyS4zviRS0I4UltT0+g5/9NX9bGVd4ut7SYGpOVVTFHSRZX2akphi1ndYLNpoFBOiTJTlHauNyCWN88edK1p1KVgpQmjCqwlCwOc26qyfKdANHcLMxDEEvVTy1a0xLvd8Dpc0c17M9NEeaSjpbjoEpqZoacaMgFvHDHw/RlqgN9uoXsqJcg/XUHSS3G1of7mDRFOv9TlRa9FNLETBQdY9pj04UEgpWhkvdnwMoZn0bqBsKcqmYtHPKJi5WtWegsAzBb1EE2WaRpRgaIOUCN+uYxoeA9lnMXAZiiEmDnOFPnEmOb02QWU2pDIbMh30uWd+ndPtAFPAgp+/ZouFvAdgzDUZpoqZYpeljws+9B8n+b9XqnQSWB1a+KbK9dethFgJAlOzx6rR6zlYZcF1QyNqto1rCmq2YsKF10x0OFJM8k52L6SbGGxGJpbQFK28v6EVCzItOV4acseYz7VuytO7EqVh2jtJpiHAZU7tp6mXaQ2vsTU8y04nYGurxHShz956K38PNoskZ3bzLmgludLPq2RTbsqxUoICDpQE017M+W7AbmyxvwiaXOt9ttTlR+66xG1H1zCkxjPyTDTONLHqsRGFFCy4pdJ/qX4L4BopByd3uXdqh3vGusz7GdPyCLYRoFBkOqWf7NCN17ClRo75WE4GpkRt99GZwpj02F/Q3DezxdsOLeEZecZZc02UUJSZwjE0pp3hmymuzLvdNyOLsXKfwzfu8MDRa9w7PmDMhVhpYpXPze8r9Bl34utZqmYjhJIlmPUNMhL66TaN4UV64Tq2NYbSCUJIWoPL2BIsKfDcGHOhhLsn93ged2F1AP1M0IjNl3y6U60ZdzQFU3GE/VzpQTc18M0M34+JlIEpBQXLwDdyNT9bSiyRa/ULIRFa4uCzpduMBceoFo6jyegMV74ta+h3KnM+e/Ysb3nLWyiXywRBwG233cbS0tJLt4dhyE//9E9Tr9cpFAq8853vZHNz8y/9excXFxFCIITAMAxmZmZ497vfTbP5ymr4o+A8YsSIESO+Y2Raf8PjL8ulS5e45557OHLkCA899BDPPfcc/+Sf/BNc90+36n/2Z3+Wj370o/yX//Jf+MIXvsDa2hrveMc7/tK/G+Cf//N/zvr6OktLS/ze7/0eX/ziF/l7f+/vvaJrjBrCXiFKpUwGN9BKrpGqGN+psL9ksbfUonjKQe4bpxwukbXBtCTmhA3LClHzUUttnlmaBLheG8oz4CpFPEMTDUwEmmac4Js2WkM8NNn9qsJyNBU7r/u5RkqmYa1XYP+XzxNdi7lwpk4vmcYzU6xLGWU3xDWKtJLco7mfmuwLcq/pa70883WdhBsqPYJrLq0kIdMKicNACQraJ5B1ZvUsO2FKwTJYzPZzuJp7DLfThE5iUD4psVcU3dgmU4LJoM/EXJfL5+okSrLXj1luFzGE5mzHY9aHI6UBT+wWMKXmQBBRsFJ0CsV7ishHOxTN/MNZtk32+CmXNmvMDHv4a0P6/YCSE+MYGSWryMJdA8wTU/mLM3eC6lMX+cr7LFb/YAfHTVkdwLQL+0tdNrZqrA/z76NhJhCG5rplMK6RUbFz/eKLnRRb5udVRUDIApvh8ywU70JqSdURWH0bJRKKXgRDh2bPJIvAGRfsf10fY6bI/R/Y4HOrkxStfC553kuJlKBoGbRj2PN9Cp0quh/rYMsC//mypGSZ3FKNmAgGfG5tgudagjvrik5icHW3TGl5iD+t2T7nMxPkqlntRDDpZEwV+/RTi5ITMTXTYapd4rFdj1acOz61s4hIWUwGfYaJxTDz8U2DggVXeiFc1xaf9Tw2QskwayGliSU9LnYLFMyMhWIPz0+4c6JBnBnsnrMZr/aoupp5z+VxBY3Y5HBxyMFSQM3OODq9za21GLMIn3p4T66gJy2E1Pi3V2CyzA1/co3HdkoMMig7BlPpUQ4GPrYUOEZGPxWkWlO93sm80w7Q1ycjznYMeqKF1opA1klE3g9gSCf3je7HBDMZOsx3MC5+UFAu5pl9O3SZu6HL3+Eq640S779cZVEt0qCNLRXb20USJVllm2Y891JHvvvXbsK9ssbJj62zMlhkqZ/rwG9FEtvIGKR5t32suK4nnr+nS0wQmFXOdvPu8mG0iSFdovhPM7Zuonl6fYLas0uk15XjNHlGeakLtpTsL+YZtiHAlAqBJlQZY06uAhhmkp1WwHbo4BqwozQXeibTnsKSeWe3Y5QoG7NUlE9V78E1DM7HTYZxkyjtIoX5sgYV3yrfiVGqf/yP/zHf//3fz6/+6q++9LP9+/e/9N/tdpvf/d3f5fd///d53eteB8D73/9+jh49ymOPPcadd9755153a2uLd7/73Tz44INMTU3xL/7Fv/hzzysWi0xN5evS7Owsf/Nv/k3+4A/+4BU9h1HmPGLEiBEjvmO8XL35a8df6vpK8Sd/8iccOnSIN77xjUxMTHDHHXfwkY985KVznnzySZIk4Xu+53te+tmRI0dYWFjg0Ucf/Quv/eM//uMsLy/z+c9/ng9+8IP85m/+JltbWy/7eFZXV/noRz/KHXfc8Yqexyg4v0Is0yfSPQrWFFVnEVPk2yT9xEIenYHtDlkEOobwUkzzScWV9Rrp5Q7uTWXG3ZBM57Or+f00ddvGNRTDoc3y0MISku1Q0IgynCDlw2f3cHW5hmNmrPcD1oYeJQvWhg6dZ1Muv1ijEoSMeUNakc3SZoVr7RKNOP+WHyvJxZ5DqqFgKlxDsBla1OZDbn7VFrOeR8kyMYSkZufKRg3Z5Kg+TpMOS2r7unuRpBNrbAN8aXLPvjXkVDF3bxp4XO75hKmJf8QhziRPNMocq+9y87F1DkztUrMzAjP/pv/OAyvcP7dJqCSJkgx3DIRt4B82sSRE1xWwKlbuVtUauLQ6HldaZdb7PoPURGsw54roGw+j7rsLXSkjxvJdiCfXJ/jCpVl6CWxFBlNjHd68f4VDxZTN4WkU4rrimGR/ISTT+ZzqxU5K3clndau2RcE06YkWoFA6w9EOnRimRJV5dYhSecj8XIswk2ytFNGJRkhQzSHzdw+vz6RKvJdcnXL96HHPRIcp8ugMN/xoxk2TO2RaU7FhmOXdxYeLAyRwbSBxjTyDPL88DsBMtcNupClYggU/ZTMyaPQ9mrFJyQ/JEkHNiThSTJj2oBVpiobNviBDCE0rsmlGeS3aloImPSLdY2uYkinItMIzKqRZSKoiHKnZU+pyqV3CraaUCiFpJun0XJCCsUqfspXnWamGbmIy4ynCTOBXY4LXTeCcqFK2UiJlECuDB5emiM+20Cu7cL0HA657T6syQuQZ47OtIpNurgjXjjXj/gDXTPn9qzU+sSr4UqOFqwtU7AVm1D6EkEhhEaVdtAY5U0ZYAmEb6GHKo5tjPLMyST8VPLxVIe1D9WDC4vwuWsOE49AXbcrX33saQZttNoYw46ZstwoQRejtHtHQwjUUtoTAzBXCLncLXO3n88WekXeapwpW+ikdtujqLerFmzCkg9YJmQoR0sN35/HNvD4tgfPP13nh3CRSQNVSdGLFhCuY8WDMzvJ+FfGni3jFsgkzwVZkEilJ4MYsFnsMU2glMfO+YifKvcoFkkQNGegmdduhaFmsZE06w2U0ijjpIKX9bVlDv7YL8Bce18/rdDpfd0RR9E1df2tri16vx6/8yq9w//338+lPf5q3v/3tvOMd7+ALX/gCABsbG9i2TaVS+br7Tk5OsrGx8ede9/z583ziE5/g3/27f8edd97JqVOn+N3f/V2Gw+GfOfcf/sN/SKFQwPM85ubmEELwr/7Vv/pm/0TAKDiPGDFixIjvIN9szXl+fp5yufzS8cu//Mt/5lq/93u/R6FQeOl4+OGHUdcNod/61rfysz/7s9x00038o3/0j3jggQd43/ve9y0/7rNnz2KaJqdOnXrpZ0eOHPkzAR7g53/+53nmmWd47rnn+OxnPwvAm970JrLsmy8UjGrOrxDHLBPIOqmOMIWDqS0AtocuJCnrHw2pzoE5aSGaCU8/O0U3NZk/ZzP5PZMcvvE8E9tV5ryEL+9YLA37jFkuIBib7dG9ANN+nj0GpsQqKO6bzn1Vm6FL1YmIMknJghtrLUo3W1SOFKE2B/0h/r9dpTI54A+/up+tEPYGudPR4WLIua5L1c6oOiYFM/crNiomnikpX/+apsgoW4qj1jS9JKMrmhRUmX6a0qDNrM53CiwpKEwlYBq0Ypsndm1SrTlWMdBRxg23bZN8RWJbGc6URCUJx6ttLi7X6SUWrpdgmoozV2xeMx7hlDOSs02Ek3fsDjPoZ0me0RoZjpViGRlFK+EL22XmvZQwU/QfaxG4zyMmKqinr5H1U0rmLLfs2eD82hiD1GQnkuw2AyYmu+wNhtTcfS8JHRRNTTM2mfOHBIbNmGsSmIJJVxOYkt/ffZ6t6EWUTmkmV3Asn8AaZ103mJZ1oqFF7XDM2+zLXL1co3HRxbyqWG/4HH9dnM+4x/nOyLWBwYSTd7G7Es59OuDogQjKPlK0mAksyqbClvkH+NjcNtXNAmsDRc0RzNfaOG5Kf82gM3BJr8+9znghS4MCF7sFlAa/ECMkNCKHwMw4UNCcbZkkSmEISXbd/WzclVztppRsE4Wmm6wxVjGRQKwcNlrPYBo+thlwYrzB2GyPa88V2bpa4GKzwsm5LdYbRVQ/xQk0m5FFP4uYdjXnezb7gphHtm0uXBznhvFtkl3NE80xjhUjXCNjwkk5+8QYjS+51B2HROUCFHGm2TZWkdQpWRqlYTO87hKmYe5gG+nAq5oVkpqgk5T44yWfx/VlTCSDuJG/ts4MFUtBP0JFmmytS9bNeMsNV7i4PEbRdBhzMh55ap5xL8SSimu9mIJlkIj8MU7Wu/TWLQKqTHtgSvDtmGv/xzK7g4AzrSKKPIPtp5JEc90bPH+sidK4BnimoGQbzPcPUxYeZ8znuNr8FAAVfz/bncfR1CiY+ajR/nKHxZMtVk4Xaa2XsaUANPN+xt4gXwNilWvsL/qamp3STwWavKtcArWJAXpDkCiNIwyWB5JEaZpRSknXaHCRCjNcippIJDtylYq/j0G8g+/NIoVNFP/Vd2x/o63rr922vLxMqfSnzliO4/yZc9/ylrd83Xbx7OwshmFgmibHjh37unOPHj3KI488AsDU1BRxHNNqtb4uuG5ubr5UK/7LMDY2xoEDBwA4ePAgv/7rv85dd93F5z//+a/bSn85RsF5xIgRI0Z8x1D6GwTn65lzqVT6uuD851EsFikWi3/m57fddhvnzp37up+dP3+ePXv2AHDq1Cksy+Kzn/0s73znOwE4d+4cS0tL3HXXXX/u7zpy5AhpmvLkk09y2223vXSfVqv1so8RwDDyEuOftwX+FzEKzq8QpdPcVUYnmMKhGV1l1juc+7duttloFen2XQ4eS5FjPqdW1kljg8rBhOyrV9DXdzUEGinAEQaOIalaKWYA/vVXpJNoYqVprbos3tIhaWqaZ10KdswBO+aRnUmKXoQ8Ng2Bl886lwuU60P8QzZv2NigcWEGgCk3ZCIYcKbj0U4MLndSXjcR092w2bxsE2caraHqGJStiFhJ4gzaaogrAyaoMuHabAyhnyr2Fg3OpilhQ+KWfYYZvGmmy5Wex6fWKwQPJRx445ADMw0+f3GeN9av0m06RGn+Br3Sd7h6dg+mgFsqIRuhy61lQTbQJBu5A08rzt25eqnLvnLI1EyHwqtKzG80+PR/KrMRmihiPvHUXuxnFIuFXQLbZWfgUXMixt4YUFna5NMbB6jbikc3xzgSunQTC0WuTbwxFPimIFQ2k27+vGd9aES5B3TRgsVsP5HdozdcYs66hT1ME2WghMIQgmbXQ5zXFCZiqoUBrZ7Hw5t1KlbG8NMmmRbU3YjlvvdSF2ov0fRTxXitx+p/CGn1PS51xnFkXq9tJxZXd8tMRbkD1sGSYCfShJFFdS4k7QuKXsRcIGnEmmZsUbYU8/6Q1aFHp+1RqQ9JlGQ9tPANxWJR0kkMuqlBrdrHMjIMUWIl7mJ0S1jaom4foGRdf59jMl+8m53oAlHaxbJSVJIXha+1y4SZQeVAwti9Q9JNxc5mgVjltxfNlIJpcr5rs6cA13o+z398H9ux5GJHc0Mp9y6/YazBwmtj0q0dTj8+TqbzzmYN2NqjGSlcU1I08zlied2FqbPuUJyMOFprcq1dItP5DHeFWVblNYrODMNkl064wowXwY37MTeeRRZthGdSuWecU2tNzry3yLw/4LObJeKGhyFy9S2AveoAZbdHYSKBdZjSEy95iwN0Q4fPbVbIVO7h7BmCVpJ3Gs94Q55uFsl07p/tGoKqrQHJV4ZtpBJY0r/erb1OpiIMo4RrVnCNfPfANDLsUxMsjjeZX8uo2ymLRYdWonPvbMX1rmvBIBMv/Q3GHU3Fyp3lwp7Jds+nZAv6qUHR1DRiGHMtzkVtXKq0WKPEUXqyS5lxQtnBdByawytM+SfY+TasofobCI38VYiQ/PzP/zw//MM/zL333strX/taPvnJT/LRj36Uhx56CIByucy73/1u/v7f//vUajVKpRJ/9+/+Xe66666/sFP78OHD3H///fzUT/0U733vezFNk5/5mZ/B87w/c26322VjYwOtNcvLy/yDf/APGB8f5+677/6mn8N3dc35l37pl14a5v7aceTIkZdu/+3f/m3uu+8+SqUSQog/8w3m6tWrvPvd72bv3r14nsf+/fv5xV/8ReI4/pYfkxQmNTFPpnNxfEt6eIambCVkW33C1ODx7RrCsxCzVapvHaM4FWOdmqZ7OuPCmTqJAkdqqjbcVPPxTYEQmqgp8y0/Mx+fcA3BYGjTvmzS27GpurnyiNa5MMVqq0j29AqDD5zluX+yTvLhZ2g3PIYXYgypaCVQNDPWhi4vNivUrzeR1FyD/fUWtWMp53arVGzBtC8JTFgaOFzumTyhnqIn+njao6UH7IQJJV2gZElsCY40SBMDGl1O1JucPLrOm45f5TXjXR7ZrBNfjdBakCjBxlqJNDM43ylQszUzbgKALRWzhT4z3hAVaty7JnCnYdLJWOlnNGSDopkRpSbC1IhXn8S49xDfM9VhwknZX7TZX+xxy9Q2qZK0QwchIFESfBvzQBVbavYFMfdMb/HlnRLneg6mcPANmPJyUZCSmQeL9HpDyqO7LUIlGKRgCYlAErhzVFSFimUx60NJFXENA99J2O34rF4q47gp47Ue7zx2lXe86RqZlrQTC9dIKZgZM15u6ViyBQdLJmNvKjJ+aMjnNupcG9i04jwAaS2wpOKFZoVJV3O8lL/uD65Osrvs4c0LTFPhm5qylTf83VDuMVnoExgZ1bEBhWMGBypt+pngXNekn+amDlU7w3IVSWbgm5qbShWmA0kiElIdIgUs9zIu9QbYwscxizhmkYvbNdZXy9y2d50771zl1UeWyQYasVDDOjVDtTagZGYcLnscGd/ltdPbdNO8ye62mS1OjTU5WR7y+qmMdmIihUYaGjlbxr5vDzfcsc2+IMGSYEpBWdUo2JKCCZbUdOJ8wS5a0Os7nH5hkgvNCp/fCvjEmkk3i2npVYq6RtGYwpQOWitcIwPXQfVS9CBBmBKGEaKcB2PXyPhf77rEwULKjKcoWJLtOOJI0Wd36NJZtxnzh4zbDjOuwpaKUimkXupzd73LyUpIpARlSzPjKhKVv3ZTboJAIAWMO4qdCLaGioqqMG0VkBj539YaR+kEx6rgGCWKZm49ebVdRjcHIASu1HiGYt7PG8+Uhu3YfEmj+mpfsB7mjaSBqfCM3F41iQ0MqYkzGKaKkqUJzLxsZGkHX1YxcZgwClRUmTFdy8WVkh2kMNkJz3/L6+TLkaFJX+Z4Oa/nb5a3v/3tvO997+NXf/VXOXHiBL/zO7/Dhz70Ie65556XzvnX//pf88ADD/DOd76Te++9l6mpKf74j//4Za/7/ve/n5mZGV7zmtfwjne8g7/9t/82ExMTf+a8f/pP/ynT09PMzMzwwAMPEAQBn/70p6nX69/0c/iuz5yPHz/Ogw8++NL/m+afPuTBYMD999/P/fffzy/8wi/8mfu++OKLKKX4rd/6LQ4cOMDp06f5yZ/8Sfr9Pr/2a7/2HXn8I0aMGDHiT9H6G2TOf0USYT/xEz/BT/zET/yFt7uuy3ve8x7e8573fNPXnJqa4mMf+9jX/ezHfuzHvu7/r169+ooe51/Ed31wNk3zLyzQ/8zP/AzAS1sV/y1fC9xfY9++fZw7d473vve933Jw1jrD0S6TxmEsbbOhUzQQWCnJesLywENB/vW2OwTDYLhr4EpB+dUB6+/3yXQuelE087GaTqxYHdoYtkKR27sdK6Vc7hvU6n0eOj/PDbUm5eKQ7VaBrYFHxdb0U5PuGcVnX1xkIzSpPB/i2CnJQPLC5th1k3bJkWDAlV7+uDItcI1828w8Nsb32GtsfWgPywODWMEePyRWHvPqEDeWKmwPc0GOgi1Z6imKlmCY5c05wXgCExVmDlxm2DDxJ1JOeBu4F8c5e3qcYWpyx+Q2s0e69DdMHEPjK03ZTrh97xpaC55ZmmQ6GGDW8y1vc2+Rmp1youpgtRYY9zooDY21AoXVDWj3OXZgi8OJIHl+kZt+NEYc2kP9j87i3V5DbbR44k9qtD++g1NVOEYNKTQzh7rc0inyTCugxAQTTkqmc8vIPX5uFDHmpDyxa3NTqUIjEnQSzTZtJJK6sw9HWShyK8R5p0jZkYzv6ZNFcOHiOM11l70TTcqHU8wbJriz2OChD08wTE08I2OQGVgib3AapBqqBexTJn9r9yLXrlXpJnUW/JCSFTNd6XJibJMzFyfoJRaBCTU747mNcd54zwbFyYjKec0gE9TtmO3QxTYUjqGwaxrVy7Ck4nWTu7Qih4e2C3RNmPcHSENjyDyTqpRhXxAx4U7w6FaVigUbhiSLFZZ2KBkzdLMNpgt9qpUBXj3F3hcgZJ/OkoX+zAru0YBgJsM5rxlzoDI5YKIGp3YrbIQW40eGzL5hjuNJws5/WOHxq9NESnJ+p0rts6v4h02MYi6W40qdj3KJjDFHMOtl7A1CVocBSz3FXCBZvHfAourz6Y/OMuMpZjy4MEheGmuUwmDcOcI2LxIrA3Z2Mao2qp3AMKPxuZSgEmOIgO3Q5YZDkh85cI3+Rc3gif2sDiRhpokyA8dP0Tpi2jeo2DEFM8P2Mmp3m0yqFruPZURXZrg2sDlc6lGyXEypGHNifNPGkoI9fsxG6AAaeV0+s5/u0I+2SbMBgTNB0ShRF3swxPVO5WKX4bM9wrZJO81HwyB/reaDPmOhx3boEyvNlAclS1F3DcIsXz9mvJhCJWLOVBzeKRNmJuNOihQmphCsbE5yzRhgCgfbkIhMorXGEBZaZxScKVI1oP8trZIvzzfbEPY/O9/V29oAFy5cYGZmhn379vGjP/qjX6eN+q3Qbrep1Wrf8Lwoiv7MnN2IESNGjPjL8e0WIfkfhe/q4HzHHXfwH/7Df+CTn/wk733ve7ly5QqvfvWr6Xa739L1Ll68yG/8xm/wUz/1U9/w3F/+5V/+uhm7+fl5ADyjQiTyGmDEEEOYBIbi8NFthAk/+OOb/NDrLqP7MboTsvNH24QDi+yFDcRth7n31mX2Bil1N2TSzfDNvMY278X4J3yKZkrV1hTNjLqtqdzj8X13XqVe6+OXE/Ye2OXgWBNHao5ONKi8fYp3/K1tfvr/22H+AUlQiSkeEbhGxqyfG7OPeUPeeGgZ31AUzYySBRutIkiBcXIWR2p8MzdvX6y1uW96m5vLFXwTmmn80mjGjO9QtmFrqNlXsjE80LfcgD1j0mm7xG2Jt8fg5r9jcPjoNoZQTO/v4txcI5hKuXNuA0vm9V0hQErN6Y5HmkmEY5Ceb6AHeT16j58x6Utmah3KXkScGmy+5xqb/3kHZwKKNxh4hkbcfAB16ma8//XV6O+5C/nqo8yUu3iTiueeyaVSU5138tx59xpvXVznJmsRx9C4hiIwFDfObjEeDJjyQl43mTIXwL4gY8KFGVHDp0qsh1wzrqA1OEa+wEx74L1misKPHmGq0sU1UtJU0r8qSJ7ZQh6bZrHcZrrc4+DELobQ10fDQAHp4ytQK1J44wSzUy1qdl4D9ayUoBjhHTSZKvXopQYTjuY1e1e559gy6U4MCtaGkhk35eDELjUnJlP5624EElm26EQOZS9irtRlylXEmcY2FGZBMzGTS1wOMsEgk5RMzW4aUrE1O1Hek1FVNbbCM6RqSKkQUt6XkkUg6gFagVaCq+eqYBsIR3Db9BapFrS3PKQjuX12k04iSNuAY4Njk6WSY2O7VO2E2UIfq6JZ/oJD1s6o2TG+oZnwJItmDcfQlCxFxYkxhcYz814LEVgYB+q8/t4l/sarL/KW/Su8ql7hmL4ZqSVKZzSSi6QqQqAhTsGUaKXJmhnPrk7w/PlcVtWWiv55hVYgDU03AVNIeklubZol+RKpNYSZRKDptWzk0RnkXAW/njDuRFjX69eeoZibbAMQmLmRzLWBxd31kNdPZdQMn8ASlMQUjlXGtWvYskCYtghFj1gJYiXY/70h/lsX8eop+4PoujynYNobMjPeYU+pgyU1hhDU7QyB5uZaPhr4NTEYYWp2WgGO1FQcwbFqm31B/hpPOR4T2SwlVaOVxMw5AROOiybDs2oIYTCMW9/SOvuNyL6JfyO+y4Pz933f9/GDP/iD3HjjjbzxjW/k4x//OK1Wiz/6oz96xddaXV3l/vvv5wd/8Af5yZ/8yW94/i/8wi/QbrdfOpaXl7+VpzBixIgRI/4fjDLnb47v+prz/5NKpcKhQ4e4ePHiK7rf2toar33ta7n77rv57d/+7W/qPo7j/LlD771kg9gc4sgCN3MrHSuXeksHEv++cfSp4zgXrsJWCxYnKTx7ljRMAAPWtzFLAs/IqBWGVIYeO4bBXGCQ6BRxcIoD42tc6Hn4ZkbZMkAK3Lcfwo1iogevYu8LmCj2cZc11dkh+sY7EOObkGaIPVPYF5/DODHNHc0VrK9OsR05FIMQlQkOFHu0YofloUk3sYmfXMVaLNBO8pp+ojQqyzvHZ314ppER64SNCJbChOPFMrOeAiTtGNI+WFIirnv5ra6WOXSkBwtT+G9yOGldY/eai3erRtjgBTGJEhStmD95cQFHau4Za1PxQ2TdR610SdeG1JyITAsC06Q0HRFesRgmJjtbVQIrIdjaxR+TlMwULizn3zAtC7GR/x0q40Osw2XmL7ZZvVbijlrC2efGOXbTNsVSiG0IuolBquFUrY1bSCnNxvSet1kM+pzpVJj3Q7qpR82xmA1nWUue5Zh5K+OFPGPX+rqF4VQddcNRpv++wcTD54jXUi6drWNvZRyormNbJpXxIVpBZSthmBlMuNCKBVpp4s9cQliCLDUomgrPTNFakCYGm48ZvLhdo2ylxEpSnImx93lkmyFWFQpmLj5hmorZUpfxPT0GDYusq8BMcc2US80KtswIM/HSroU9a2E0Uxa8hCsDm63IYmUg0SiKpmJf0WGlL3lCnWYY7yCcSSoLEdbJCaLPbkGaYVYN5KqiH1sQRhjjLrad5oIh7QLOuZTxGyK+v7vL6pUy9q9co9H3uNKb5rUHV1gwFGN7Bjiv28NssEy4Dq6ZG7P0U02kFAKo2QlVb4h/fcxoJ4J0ZYjRTzCqJvFuRrvv0U/AQGBrByUSeuEmrl1lO7Jhp41qx+goX/RfdeMyvYZDvDHGQrnDcxcnWXvezSVjU4h0RiPuI4WLP5ayc81GiHzyYW+lTWfgUv/UJdIu7KwWSJRk3EmxzbyvwLAU8+Uu1/r5iM2cHzFIDZSG+YLFQgCrgwVWeBqlUgxhMUyaLKdfYc47RNFKkdMl2LeA9/oE48k8G9YIhIDdZnD9d2pAc6jYZ7bS5WNXZpj3Q6YLfaLEJOqaJJnElhpDQCeyKVoJw8xDCM2pcpVzHZeKlct0hpmiwBjKUAyyBjVvH2vxX66M+Oehrv97udtHfJdnzv8tvV6PS5cuMT09/U3fZ3V1lfvuu49Tp07x/ve/Hyn/u3rKI0aMGPE/FFpotFAvc4wyZ/guz5x/7ud+jje/+c3s2bOHtbU1fvEXfxHDMHjXu94F5OLlGxsbL2XSzz//PMVikYWFBWq12kuBec+ePfzar/0a29vbL137W5Voq9kH6GRrOKKAAMbZm5tWdC1KNx5CtDtQLqAP70P0+zgny9jdCDlb5su/ErNYd9iNc2ODuhtxuuPhGppDlTZ0HCpTIcmlvEaaKIGwDFhrQDnAPlREBDbWAUn0aUF73cU/cxF1bpNH/u9x7v27LYyyAVGCfaTExAsDYmVQqEQ0NgMcKyUJXWIFe2st1ACe/y8OjzdgO4y5ue4QpyaX2iUudDQ112A7NikbNjOBT9HK5zY1gu0wI+lJ/Keep/tCymMbs2gE3hcT5gbPYb75JM4NTXpnJenVNjIwuLJao5sK9i80OFraprPuEFRiwp4JhQDzVBn1whqThT67kYMtNdKB1sAlUvnM5nI/IL0kuXG2QcWJ6X1mm+zjO1xernPz30zBtbDHNOLOY0wf7nDkpyPqXsjsbJvLp6soLTg72OVNVgnfyE0gwp5JcCDDkJqzzQKu1HRTk0Ys0WRIBJYRkJDSiTW3VDVVJ++M5dIaMvCgXsF49WG8/pAjY1eRZZsvf6hOYKXUFwbYUwa3yHWeenGauq1QWmLdMc8XfiXjUs/leLlH2cqo+UNaAxe3lKCagm5qsLfcIVFFmksudXeIOeMRXRhyrBRTcyIsJ2WsGmOVBbKpMYoS89QcB9Uy2cOStb6PeV1OcswfoEKFCjXzQZ+tyKRmp7zYsRmKCChQtASBabCx+zQzpdtwRIGkI7AbfdLrlptyqoC30sbY1PSfGeIfsXALKVJAwU64tF7jqLfNvsONXEp0yedit0CkBIO+jefHeWpgmZj37ic4t0ZpOTfY8AxJqPJ+jEQJ5m4dML6e0U8NuglYCz7huQFPPjPNlb7H6tDIZT91xq6xRaZTyt4CnlFl3h/C7DhytU3WzHBOVnEOzhLYFtn/fpbpN5osjmk+/69jznY9TCE4XPJ4sLsCzGEUBIaRS92W7QTfj5GR5qEvzXNt4CCAGS+mnxr0Y4txJ6Ld9GgNXHwzt3I8NNHg6k6FfuZRtAQ1O39PVewFTNshJcK+Pk9ec2JKdkxyZherfA2SlDBz2V/uEKfG9a78jOB6fR6g5MSU60M65wVhZrA79ChYMbaXMVbqs7VRI8xAXZ+fr9uKq2GHKb9C0bDopyl1x6IoDTYGZ5HCQmuF+W0yvshryn9xXXlUc875rg7OKysrvOtd76LRaDA+Ps4999zDY489xvh47szzvve9j3/2z/7ZS+ffe++9QD4o/uM//uN85jOf4eLFi1y8eJG5ubmvu/Zf1SzdiBEjRoz45vlaZfnlbh/xXb6t/YEPfIC1tTWiKGJlZYUPfOADX2eY/Uu/9Ev5QPt/c/z4j/84kHtv/nm3/2UCc19dN6FIrrGidogY0k0Nen0H4oTsk8/ApVX0nj2gNOLWw8iyC4HLjUfW2WgV2Y7ymd6SExEYuSpUmhlgmURdg61IshVabIQS5uqc/Y8KdXkblEa3Q1RjyJiTUhwL6X5klT/8wDxbkUP64g5qoFDLLZLzHcLUZDO08fdL5u8eYklFyU6o2ppSeYhzQ5FKEKI0FE0TdV020JKKw2XBoRL40qJgGcx4+ei2JTQrfUU7TrlwbQx2OvRaNm9/7RW+99AS690Cn/30LFxdR1gGe0+1MeaKmPsqVL0hRVMTLIL3wD4m/1qdsGfiFtJcDSlOkTMlHCelnxlIASqCiUqPG45vcuvb2rzhviWKTky0kX+AnQmwS4oX20XSy23UUpPmRQf6Qwg8Fv2Imek2pb+2l/03NYlSg2mzhCvz+6dKYjkZwjGYnWox7cbUHcXFnn1dVUui0BSNKRqywbnhLlcHBt1E4ZuQbfTIPv0s+uHnoBig9y9g/tBdiB+7nzu/d4uqN8SqSURgYRY0rcSik0hcA5if4tbjq7x6agdLKgyhse2U6XoHd95g7FWSE7UWOwOPwEyx7IyV54oQpZglgS0Vg9QkSyXtLZe0m9fCjXEX2gNkYLLvcIM7j6wigX6iSDMDHSqkJzCkZsxJKVspEiiTG2dYMpfLrPkH0TpDILl8pUbzkQjT0TBVQxQcrJrg5Pe18PYbxEsxQmhModlzvMWh+R0eOjOPTsE56DHzmowf+OvrvH7PGq2+RxyZDLZMwj+5hHphBeFZWFaGJTU1R9PTIVd7eae9eaDCdmxgXLeQFItjeHeP4xoZr5nb5N0nrnFLTWEJyRH2k+oQQ+RmFXUvBN9FRxnCBNUY5J+jqQlsJ0MENvrWG3jt3x7wUz98haOllKIlqKtxtkKLzhWD7XbAIINeYrLeKNEPbepOhCn0S5agdSdhLBiwf7xJoRAxSE3CTDLMDJQSlJyYhWBAN9FsR5LLrOTz9noORxRwzTIFY5wokygNOtL0/niJ+PFNDKEpehGelVJzImrFfFY9UoJeJmgMXYZdi0GWd+ubUhHYCVki6A8d2rEgzKDuhQzS/HM+Zxe51k0ZZCmZVlhSYEmBQDKItxFCEuvwW14nXw4l1Dc8RnyXZ84jRowYMeJ/LBQKMWoI+4Z8V2fO342ESRMA36xja4cddYUZN8Y0FFxZYeVLLrt/0oY4hisr0OmSbfXRV3covHacvbO7pCqf8fXcmIu9XOs2UwLSjGeuTOEZmkGW289RDFg83EQ1IlCa/lMD4rWUipVg1yA4avL2V1/mbW9ZAimQBQM5HnD2iTHOtspkWiBsiXFojEIQEaYGEjA9hZgoMf+AZKEgOViW9FNNsRBxoNoiMDT9NJ/BBtgKIdWaRAtmfIlryFxh6yvbTNyS4LxxP/X/9wHu+qmEVAsGn91g8FgT68QY4u4bYG6c+XtCKnaKGir08g56q0Ov64DUCMck/vIqar2LUrke9FYIvc287mWVBfLUXuzX72fvq/IZ3aW+jznjYU0Y2FLRvSSIlxM2mwVav/Ec6uEXGHNDnKqChRnst93AsRPbTPsW/cxgkBmU3Qh/Kq9xeeOK2w6uUbYUKwNoRrn5SE8PkcIgFD1COUSgaccpdVshLImOFb3HevDiVUSnC1LCcIj5ttuYOdHDmPQQvkXaE+xEJu0kNzdgY4fgTXMc/DGTfXMN+plBFJnYbpo7YChNwQ9ZHXrUvRDHTykEEY3HBVefLNGILbYiB9NWXNius30tIApNkpUB2dUmracUKhJYBYUhILAkvdhC+vnHvuBEbIYWT7d8OommSYd2KunEGgnYsoAUFkPVxDUzBn2b4K4SbLWIvrJFsquR+8cxDk9gz1sYjqadgHOiQuVuF6Xh6uUaRCny3mPIe44ydjCkVuxj2RnFxYytywEP/WGddKVLmkoiJdiNBAPZxzVgzh+gNntULEUnH4FHLzUgzTj5qm1mbh5SOZywvxBiCElgGhTkBK4ssZmeJdMC1rbJmilxC+KliPi/voA4exG3lDB4bBex20S/6iTGG04Aud76uBnQiA2i0CSwE4ap4kIvn94Yq/SZKve4qdph2ovR5N3/mZI8szZBlkocI2OQCdqJZKcT5PoEczuUrPzz5OsCBiY90cXUFo4sMKEX6aYmcWZgH6+SJYLt8x5FK6EX2lxql6h4IcVahGnk71lLQD81CSOLmyoRvplScSIaQ480MVjrFag5+U7hc7tVMp3PUV+NWwyyjK4OEQgu9nuc7bfwjCqmdPCMKvLbFB4y0m94jBhlziNGjBgx4juIIkO8TNOXGjWEAaPg/IqZtI9jC58r4ZeouXM4FBhkkvpMj+xsxLPbM0z1Qm4/fwEaPV74jQGe5ZJmBod+yqKwRzF/NqM0FzPYymvPloR2bEPBZrbQ4mzXo5lIEiVgGOL90FFo94kfWcK/wQWlWfuygznlIu89jrvVAMsC00A9eQUWJzl254vsfsHhdMcn2UwQ25t4RckzLwY8s6t5646Lf3EbUXLopxpx/XEsb5fZjRye3oUr/T5zns9OFLMyTLm1HiAB39D00pTpcg/3/kXUmXXY7cLsOByc59VHn+PCuTESJbnlaDcfX7NMjONTTH4yRJiCFz5g0Y0t7vyRLlufc/C3c63mQhjTH1YYdzSrA8G59TqWVETP9tmzsIwoOhhVB4cIngJx017MYsA7pl9EzMyh15rwAmxvFxk+FLETuqgE+PLzMFfHmjRwZN4F/LXEwF700akiG0KWSM52TBIFG8OYnopZl5eIVA9TuGQktOM5hjolVhZyuoRMMy5/XnLDxQZc3kX1MpJdjf+Tp7AOlNDNIel2QqfhsuBHgEMjllz41w0O/CCgNUlkcrlnAuO8trRM2ky59OWAC+0idTtmqVtgLOxR2R8TbkrqZh9vt0LBzLB8xYQ/QCvBRreIu5RSmEtptYosL5Wo2BHDLFcmWxv4nBjsoCLNMLF4tikIM81OmLCkn6OTfC+NKN9Y/JotaitZR3EEw1CQZDBRAbnNxrUiU59Zw7u5SLSUELZNwhR0lCImitw4tsvHlqaYfrpD1TuHVpr+moHWgk7HZexmn/l9Q/wHNwmXM3YGPv1UoNGE9KnZ0E8tdp/I67SdGOYC+OofFpirdjBNm3bXI0wNuomZz/ImKX3dwBYeYdJmmJiw3SHtQhZJ4p7kwmqdW5zLdLZdyhMhvfc9SeFVVbBNXCMgVAadNMaSJqapSJRkmCpsabAbOcybirkfKjG71WX34SaPXp7lSmizM/C43LeZ3C5zpRcQXVf7cqyU7eUCUWJSc3IVsoyUdfUijiyQ6pCSnKZNgzDLteDxbcoPjBOc2eb0J01uOdBCXxAME4vlpQrDxMQ3FK6hqNgxUmi2I4uylWLFeXe57WUcGNvl0Yafq5UZGcsDl91YkIiEZTZpyw2m9F4EuTNZI7xAyZklUQMa/QvfljU0t714uYawUbMujILziBEjRoz4DqKEQrxM09eo5pwzCs6vkEZ2BQDXrFBVVZD53K9OBf0XM6a8kImgD8+ch4JDJxJkSlArDDn/W1Cv5dly2ofdRkDZ+lp3rIRmn8mpDtWdGhJJoiD78mWMU/MQp2R9sIoOwjYIlUQPU9huol7cIL4a4t5cRfVTZHeAOedTd0PmEgsUNC67xLGJLTWmhPVmEf/5BsurRVpR/l3VloLt0OWFjsvSYMgttQANrAxTAsNC6VwTem2Ye7JqJWCsSnz1Ks1HOoyf3ME8MUXp/jGOn9lh81mHxz9U4o6ZC+jdPiKwKdgaY8zm+LtSiELE8XnCj68Qr/So3WozvADN0CEwFL5hULQSxkp9Wn2Px37f5uieLbxJhTVlU7MTkAJdLCBuWIRuH2EZzE60cUspz56d5rFdj1dLaD/UwfJbZJHguVafQyUfW2qWOkX2uV1krYDT3+SZF8apO5pGlNcGLWFQZooG1zBxWFAHMCU4wmAzFFD2YXaSkz95Bd31iV/s8tGH91KzE079m6cJ9oHqK5BQmw9hM+9A7iYC3435d/92FgEcKAwRAqJM0Gr5WG5eVx9zYhZrbR5bm6SxG2C5HUw/n6v3DEWkJDurAfOLTZKBQTd08MdS7ONVpodNgvWY1UaJnUgQZXmWFW2C4cHVTpFjFU3ZVHxhy2J6eIQwE/QTRTdLyEjoJ9vYRoDvJNQPhAyfB7/cAiBKTS6er3O0toswIApNGlFG9ysDCsci5m5IuLVX4NpGlU+9v3jdzUzw+tlNavU+FOsIy2Ts+wyi55u0Ipt+KmhGmkCX2Y7ANVK0Esx7KSv9fLk6MNNgZbPCk7tlGrFk3FH5TLqOMYTApURPbVN251kZ+NzU3UKY4E0r4l3Fsf1b9K5ItBa4CwaPfnKCy4/73FDp0E0MVgeQkLI8kDy3OsGEN7zebwGtxGJzp0gtydBhijTyHHA7FOxGDnePtwlTg0zn7m0AY9U+q1tlim6EIcCRcDl9DCEkgaxTFlOg8+1cpWFz6DH43BL+7RVk1SHVAqsmmJtrce7yOIGdsDbwaaeSQSZxDQe7qwiVYDuyaScmJ+pN4qFBFJsUTU3/+rmQd7xnIuWYOctSXATAw6aHIox3EUgW3bvQgWKzvfFXvoYqkr/U7f+zMArOI0aMGDHiO4bSGS/Xi5zfPmIUnF8hjiygyCgYE2RZhqc99gR94mFeS7v9f9GozYz4+V3sN+zn9jctocMMY9LnyQ/YXLk6zW4syWJJovI3aNHUTAcD0ott0jh3vsk9n0HYks/9bym3HV5HZRL9RBuzDNNuQLSUsvPoJg8uzbIeSn5OXgAJ6ovXGKxKrvbGADCKkrHjEY9+vsYgEyitWRn4THW6PLpdRQOGgKoj2FPqMhsMyHSNmq240JUIIXANA0MIDKFJFQx0xFNbY8x/8QzpQPCpK7McbfS4YW0Ne0Jg3TDOhNpm8LhNdqEPUhA922VnOIsoJIiT+wDQz1wizSQqATXMsMcEico7wTuJZmGmSTiwCOyY8+0Sw8szTG/22UeTTmIw+E+nURkYDkgLZCDwKhr/9VPcfeeQi//Wz//GJ0y+8OFxDKHZlNukeg+B0EwX+qTXulhzNWTd44b9myw9t4dYmXRViIWJFBJPVnG0z7xTpGaDJM8C1QvXFcIOziGaHZxawJu5AhIe/vIct6o13Dqkg/wx2jJ3whpzBNOvShlfSzndtiiaNoaAMSehHTrMT3Y4eqxL93SL9Y0SSsPu0GXtfIHbb17FsrN8BlhoksSgsVbAtlN8O0ZrSC+3kRbUjsaUu9t8bK1KmGoMoYkHBrZMmQ36GNfdlA6WAs72i/RTTd01yIaaip6la1pIYRFGuZ/woGHhbvfQKfh2wpmdGgdaDVCQpAa+KYmHBhcfDJjb1+Lmk+vEHUkrsmnE+W7H7sCjWhvQ/oMl4qFJYTImiyBUklSDIQQaRTPShJlJUI/ZOmOSaGhEUL3Lopp22f/iDmZu4cyHv7SPnoo5VCzwheYlbLOEgcXFno2cLBI/GWFECv+Yi9w3BqZB/O83MBbK3P32XbI/llzrBzzVzLvVY1JcQ1OyE1wzV/QKs/z93wxdPvd/GtiyhtKC7chkxlNMekPKbsi4lXGt7xFleVd+u+0xM9Yhiky6+WYPgTnOAX0TmcoYiAGbXAJg0p2l5kRsXCtiLKeUKjGxknQu5jtuYWYwX2oTpwbne1VaGYBNPzU4XAhZHtpYQmIaiiyVXG6VSXS+G9FPDSIlsATUVZWSLVGxYsoosZP1acodbir+IOtcoEOutPbtYCRC8s0xCs4jRowYMeI7hiZDv0zmrEfd2sBozvkVYwkPX9apqAmuyjPsyHUMoZGGZuyn9qJvuwF5Yh775nFQGuOWBVAgqj63vKnJXKGPISAJJb3IJlYi7+rMDKRn8MLyBBuRSaIFcQai6lF1IrbWi8RDk/WrJTbOBERKIh3w3IS7Jxu8a98Gu1ddsiEIKXjk/DwboUU3MYh3FMIUTBf6WDJ3nzlUaTN5e8qPnLrElCfZWxDEKlciKroRZUtzti1pRrmiWqbyDkpT5O5VDhaHyh2yZsz5S2NUrJRHdkr88eP7+NyDc6ilJtKV7L2jixz3kXWPuCNxjZRsvU/2medRD73AmT808dwYe0Jy7otlBiviut+zxpYCp5jhBTGWlTHp5u4+zzYqxLuCGT/ELELUNfngl/aRdARZV7OzGqBbA7ANDhb7RC2JvGM/99y3xnShzwlrnrKZfzvXWhCtA+0Bqh3hzem8h0BrhiKiJwYkxGxGZyirKkKAbYBnGsz7GYNzKbu/dRFeuArDCMYrON+7iPOmQ7zuHVuoTOaF+q95HwPbsYEC5GKNt/7QGv/onRe5fXIHKaCbmkyWe6gQwqsJ3ZbL0zs1TtRaHFncZk+5TWvVJUsl1wb5DHixEHK1VabbdzFNxeblAlvP2exc9uhfFcRtydZQ53OtiUUwk6JTQSe2uTpweGQnYHMIDhaeIag5kmnfoqxrVMQstvBxnYTeislOM0A1InobFtXxAa6REXeu1zKVeGmGvxdbPPPCdO7mdIPBfe9q8s6/tcUt+9bYDPN01y4pPnp+nv/8xQN0d1x8I3fPKlgwSY1Max7ZLiBMEOL67o4N2WaI6ibYFRA2IPOxcIkgzjRFe4ayMYMUFjVbgWcTDUyySEKqUOe3IE7ZaQeozR7yyBT3/niXt7x9hbvHUkq2oC13KZpgSUWmc/WsaTfDlYqCFaM0PN0qcLrjsxtLFOCYGX+yPEV74BIqSawE7RjC1MT2Uiwro5dCJ4GSmMIkV5/ryTaT7EcIgzAzaMc2U3u6bPYCrqzWSJTg7Mo4zy1NIgWEYb6LUbZUPpPtJBwpd7CkwhLgm4qnt+qYVsZCsUc3gRkfFoMhiQZDwq31gEaY4WCTaIVEILVkKPqUxRQzej+uLH5b1tDcsfnl5pxHwRlGmfOIESNGjPgOonVuf/lyt48YBedXzHZ4jjHvMJlIOaxO0pBNlvsB4/0e1ZlJxKVr4Llw6iiDf/NFrIqgd01SSLexXrXAgc1rnP1Cmd1mQNmNMIRmmMIwNcE2GPeH3AI81ghINQhDctM7+ug4Y+NhydRCh42lEpthrjg1/tYi46kC20X3Bb0vR7h7LRYKPdbCKtcGkva6y9LpMp6Z15D6aUa1OETWPQrFDPNL0IjBFILH1yY437V5oaWIlWJf0eTpQZcoTThpVjCEpuII6onLeGUH1dccObLNzbeW0c0hzScVnzk/z8UHcxes2VMDxFQFmj1KN1tYK4poTfH0mUnWhi4P3HaFKxdrTJoJE9Ue/U6eDWY6//CqDHodl7G9A2Z/0Ef3e1z+sGB7o0CYGhhlA7ed5vXfTIDSRLHJxscjytMd6l4FaQLtPtaxGjM7DUpnJmjEULEUplQgNWqzS/tZTWO3xG4sudwfkpEyZ4yjdYW2vcGEKFCyJXEGniGp2wlITZZKhk800WkT//ZK3kHej5EHxinsrJL1IeyZNEOXTmKxx0/YjQ3SF3cwD9WRkyn11Rb+qsYzMmw7I+0JPvb0IquhyV31HpXCEIDZW/pE6xAPDAqGJlISvxpzINmlVAtpbAZIQ+MFCWeXJthZt+kmBnMBNCJJrDTtazZ+OSHMDFypGXfgQkdjCeOl97kpoS/6FFWZImUMOURr2HuihU4ElpNReuccr210UU2bZCXMa96moHRUc6S6zYWzY5x/oc78bovKvQYojeUrLKEZ9i3Kt5j8de8S/TWDftdhO7IpWjqfyZYGd40LDhcHZBFMOinnMdHA5mmP8zs1rvQdVocGJUuzFYIrTQqWYGFwFBNJQzbY44fojQ5+OcGZhGQt5vHHp7nj3jWKns/5z/gc6C9jzBaQRZuylWIKkyk1Td3OmKl1uLpdIVKKtdBCoFkoZZTshHnPQCM417WYcRNcMyXT0E8sZtyYWDmEdj6t8dj5WQAEAkuChcO2bBAzZJ9aZIsmBeoEZspEMMA77nPbrSHDp9pc+WrAXKnL6Z06UqSsdQp0EwtbXnelsjLqxQHL/QDXyDXay1beSe67MYbIa9+N2GbMzmglBs/tamKlsETeSxKJGF8XaYpNXAoY2sQX1W/LGnp9iv4b3D5iFJxHjBgxYsR3jLzm/DKZ82hbGxgF51dMwZ7ksL6RLn0sISmrMjP+gMpUCFs7JJ+/jCybGG+/i3QgeeLZKWaLPTotxVR0jagh6aUSz0mIEwNL5rrVSoMwJYuHm9gXM6LtgEQJohdauY+za+K4A5w5gz1TPbIPT5CEEhwL1Wij+3kbaNizCIBDJxo0HneZ9QyKYyFTscnpnRqZhoptEoYWw2e7qEiQKNgeao6U4XithSkqTHsGh4p9rvR8Pr9rUBAOhoCimeEZFp4hGQxsJu6o5C4/d5xAeB71Oy7zve+9wHCQ18VeeLjGifo22XaILJgkSuIuGLzq5i46biGrNfpnLXSsGX9rkfR8k6c/ZbAbS8JMkwwMKpMDrEkTbj2G6PbYOzhLthXx7IN1ZNnBXYz5IXkJ/546ujlkvNklTQyePz3JZugyVu+x+jvbjO0bkgwkzSgjUgbdVFDwI/yDFsnVIcVFwfNLBQJTUzQszqklxrI8eyiIOhtZBzusULFNNIpUS7w9BnYt5ulHJzm8sM3Gf8lY7pRYGVR54MRVrALoFIpzCYfFNk9fm2LWjVDdgE9+bI6jtSZKCzJdwhCagpmx0wqYMLrcu7BOs+czUe3R6njYTgpkBLf4yOf7VOyU+WAASjB9r0L1JVOlfD7aXnA4lO5wIBOsN0psx1W01tSdCIDurkOkJMfKXWwjI9FVHt608U1NJ4FmpGjqZXrSJyXCcWcoTKc49y1As4cvmnl6feN+ZJKi//MzFCoRidKYbziOaRrsfc+zfOSZvYSZyYvvLVCxUybdgHEvRGuBnAywp0vYpwSF09tM7sSshR7rA0U3iwmzfLZ+dyMAQGsYpIJSLeTm4jq75xaYchMKZsYn1n0C0yRV0JNdQtGnna1Sc6roQYJ0NMKW9K8YrAxcjl42WG8XKDkx7/3gfg4EEQvFHtcGDquDjLboULEtCvWIoJXiGwbdROAEmumpDodOWiAFvWdjNp/cRzc1SJTk/3X3BYSAzz+zh3EnJVECy1AEZkrdCym2XIqmpqCKKBR9o8UGDQxtMqlmmC70MaQi3RxiHfFwFy1aXzKoT/a52coYhDalQsh2q8BGWGEnltxQiXDclEk35FyngCE0B8eadFoeuwOPZpz/7Q6VOzRDB1vazAUOVUeyOTSY9AyybglbSlKV130l4tvmDpXp9GU1wNS3qUv8vzdGwXnEiBEjRnzHGNWcvzlGwfkVkukEE8GcUWWQpbRlm4pn4h500OdWOf94lTSTnLxphdL31jkeblHal6EzzUce3ItvKF7sSN7sx7S2y5QsTaxkPj+8PiBqSS62yhgCkJq0Cw/++yr3nVwimITOWROvnnF7vU0cmpx+X8Lp5hSxknz/4SW8SszgRUES5vUwS2isAsy9OsJ6bIvu0jS7QZ7VGh488tQc3UQz5QtsAxZv67AnarN1zqcX2uheQCQiesrCNTwyLShauTpuc+ixePMRePR5xIuXYP8CenqS6j+fpHbmIsnjq1z6fJXhCzukocQuJdiGAlMiJkqILCN5eouiXSFcV/j1AbJsUbUTlvoOZ4Y7qEwgLUi3U+Tnn0Y4JqLoYBZsDpa6iJN7MCbH8bMMDANx8RqVyRDdHFC+usXvfWIfdiEliQ2efGIaQyheTFd5jTlPpsE0FfLwJM5igrrW5M7bV7ny+f2YQjCrDhKYJrFS9GkyxiSGgMUgY2soiDKBcfsixswEd9x6BXXVxLrQ5SOPTOFIzQef3cvbjl7DCTLiXTBtxUKxx6V2iY3Q5K6xNr9/eRKN4JZKRKbFS7X2YDKlXFX4F2PWN8sAhEOL3tMuC5MKa0zgSIVn5WpKw3MRzpTEXnBINyKynRjDlNieZt5qUdot4xgSSypqN2bEGzG1nZixYECYmhRNRcWW+HlpGN8UmLGDKRxSHVFaTLDfcBAcG8IYYQrih65i1leRByde+nxIASiFHpug9NMn+eufP03nuYxG6LAbmywPitxc7eO4KY2PtQEozKagwJYZApj0JA8P1jjfOcitNUVtYsDuVYPAAseA4ikXpOCBsSug8r6EKJvn3zQ1V5Iuu2IFhwJVOZ93/hcd2utQNUKKezU/cPgaOtbMDrpMHh8SPmbyRKPM0606vRS6ScK0qOevRyzZDXM3qmOlJO/c9hXyzoPQ6eFtX0M+BQVTUXBjALyDNnc013l6eZJY5JMHJ/ZtMujms+y2hDEjYEXtEOsBjp7G0PlSXCqEuEFC65zF4OmIYkljCWhsBmRKsj3wmV5oUzsUc+HBIu00f02zVHJgfoe18x7txCBNJZP7elgrKaeqBZ5rm4yV+2gt8M2UbmrQTSWmMHAMQdE0814UVWVTrjEQAxrJ5W/LGjrS1v7mGAXnV8g+cYoJ18EQgnPhCikRplkEU9J6qM/WYArHUGRPLWG87Q7qxxJwHbRh8M7iw+w8bdJNZwkmU0r9EN/QlCxNJ7EwqjatpywSJanZmm4q8E8GZM8ITr84yQ1HNgFoLPmEmUlxPGK341O2MmrOANvLMH2QtuarX5pmJ7KIlKC7ZlFIE/xC9tLib9sp1ozDPTct81TrINcnpUh2NCoRbHUCnmmW6KQSS9s4WGyFULcNlvu5UMRsvQ2Xl9CpYvW3thnbew33e/fA/DT6xiNYU2PcUz6D6ktcU5A2oWDHqHbKi+8NsY2MOKsyUe3hzkqe/0jAsTsbFKyYii2YlhUst4NVEyS7mof+U5mb963jTSqce2Y5+toNaLiQZhDFECbgWnBkL5SLWN0etz1+DrsGhVcHmB/f5sp6jYIqUrMzEiVodTzGVpqIEwuED20iLTCExpSCuizgSEnJMhkPF3JBEvLRt8ASHKt0IQvANOHwInKqTnBzzM/evoWYLBM+uETaExhe/se9dLbGtV7AVxouR0spt/wdyQ2PX2C4KQn7Fr93doGt0OLkQpdsCFuXPTY6BS53fd7+mitYcw7hhSGqbWBUbQyhmaj38A+bLH/BoZ71cWVC42I+UrW8Xc4b+PwQU4BrCDaGXv76j+WLepiaPLwxhhQaQwjCLA+A22GKI4pILZnQi8ggBNuEVhe90yPaUDQ3fFp9j2POLvaig1iJMKUg+uBp7CPX4FU3IO8/ReX2Fvc/vwS2Qe+xHo+enUNKjekofvOx/YyfVbxqskErtsk09BLNrJ7NpUWdiMJrqhw4E9KIPTIN6fqQZFczbJkMBzZxYhArSWBI1lSIhYdAEugy/dRCLJbxgktIH6zXHYCJOqQpk/JJrNtmufk1NifPrqCaMf/nh/ZTME0ipZDkjXzThT624RNmkqKVkYaS9FNn0EoT72gCQxEYGYVSyDNnp7nVX0dIi7Ido3RuVtFq+ASFiKKpacTXmx2FYkbvZ1MsUWOaBJNOz6U8FwEpTyxNcShrUbQyTFNxrVHmyNQOycDA7GXMeEPWhiZhatAf2GRZbj9rCnhsY5wfuHVAlZDBFUlggmEqpsY6nF8bwzM0ywPBIAPfzD/Py2zRlGs4osiQPpZ0vy1rqNbqG2TOo4YwGAXnESNGjBjxHUTr5GU7skfb2jmj4PwKqcnCdRlLCHRAmUn6YZ90rcmXLuzhcLWFbWZceKjAkTcM0JUyIssQWYZ812uYPHCaU/9+F8MXTOzrwzI0IkFaEMjb9jGzcRbrfMZzL85hSRBHZ3nLz7XR7SE7n7YZf1NAtR/zx79Z4I5Fi6Nvq3K06IPrQDyJeuRF5LFp7vWWef7hOo83yqhMcOb5cerBMBfLTzW9gcP0god/3Kf+Zc3jDThWEeysBlzdLfPx9YCKDbdWh3irDiXTppvAVmSwOcwITIlXTFCn1wgvxTy1sQe1DkfOtpG0OfSzFfBc5L3HkEpBt4+x0WT4tECFmig1MKTi6JuHhGdjzGOTHNzYJNqBTEsCU1N3TZy6QvomRj/ldMendW6B4GLGG460QQqyFzboX9T84VP7+Ov3XsUsCczZbcT+STANJqo90i7YR/dQr+9SenSJV68coJsqXKnZ7PsYH+uxb6bDcNfMM2tTsRXFNGST2XScMJNYWJzhMYz4btaHAQuBZv+eBp0/bLCz2WDfj7lQDaBWyaVJPRf3b4yTfeY5oqUEw4H52SbdKxbfO5VQtBKYn8E+MI/dH+J/6gzFC5oxJyGOTMxQ8eXVCSbchO+/8Rr2sRJi/xT+gQHxl1fQjYzATJGGQi6OM9PcAgPUUFGsRbjzAvV8h3MbdVYGPomGfqqY8oZ0z4E3ppitdWh0Amp2StVOAYeNUBKl+VhdLZ1gVV5gKNroYQ312EWS9QRrzsHwYLlZ4lrf49BaAyEFUVOyWAAkLH9M4Xz6KSb/lwWYqCNeX4c0w9t8nOSMwC6kFO6q8PMHLpNsZjRXXNxugWEmmHA1ZlvgXBczwVTYUhFdN5JQQ82VizW+sFmjGQtKeZUG11D5NjcJQ9WkICo0YxPSDH9WYU440OzCVgsmKpiLJWj24cQksl5GtnucfHDAV7YddrI+467B2F2C0lKbyrkJFJrAyOi3bV74fIWN0KVux2zHBvsKA9yqIr5scOmFGgC2kVs3zo21ObM2TnUYooAwE2xlXZBgaYuu2iAzEhxRIPDKCAnlB8b5vndJWJc8/ZuC8YMDlBY4XoLpaHau+SRK0k8FNX9IfbzP1maRq4N89+ENU7vsnjHp9ty81ABkqcR2Uxaqbc52fKZcRaoN1geKfppRUAUKHCIRCZa2KFJki0f/ytfQPDMeZc7fiFFwHjFixIgR3zEUCvGyo1Sj4Ayj4PyKaakBtTRACJiWFUKV4lkJWR9ef/s1vNdMoXd6rH4i5uz/5ypKC+ZmWniTCvstxyFOcayUwarALuUKs+OO5nh9F0QR+2Sd0s4u5nW5Qq5uwb4pRCkgijagGiCqAbfWeuhYwcwERBEoBaaBKDngOZgHKpQfD9nju4zdJRjLWqw8bONIjRCCUiFE7ypENwTGKFiCoqmYOtZnSvU5etXGr8Z0tl2CF8eJlWInzFgIDBpxyLFKwPZGAWl1Of3iJOe6NlKAKcqshxb2b2zgeQkTrzMRx+chScE2CewQ52SVW954XRow8EiePAuA/0OHYGmbxmkHR+bfrY1AMriQIUwYt/MRi43QZvtTIYOBy8zxHmHPJlawu+xhmor0BUWz12ay1mWnFbDVLHDkU89hLJSRriS7Xl/3TcV0oc/EXBd1IaR6h4n46i6DJZNDxYDVgUWmNUKAo22OcSe+NAkzTWBohNCkcW492P3MDnZlG61AujBcl5TfOoXwTLJhinfcxxyPmNzu4zoJnYFL9EfP4dw2DmlGsqMpmCrPqIHCEckP37WN7kaIckC23kd2riGPTGHfOUv69DoVN2JlvUq5PcR6w0EYRujL21gHLcTCGOPFFcZpoPop//FDi7iGpOYP8acy+msmS40yN922yZGgSfeSoHN+jrWhTaYFZdvgTNYmoErEgGgLRCMhDSXWgshH24BBJgk3JcEhyfbT/kuvmSEVZ9bHiP7NGrWpCwQ3+ugwZXhFMe5GJAMD5uoYB6YxlGby2WsYD2/xmc09hCIXFHm+JTlQMOk/tMrqcB/DTFO0BM7JKsdPag6evYgw8kX+7GM1hmmNaxslPOHRkJvUsyqeoVDPraFCSLci9NoGH/zcPr7/2GWCuYzuNRP7C0/h7ZXIokXNKdBJBD3ZxZIlAIxAYEo4VBwwV+ngBTFuK+N028KSFmGWN1lZkwav/Vsd9CBh5+GMlZ0yYWYipObmg+t0mw6dtRpFSzMui7SVSVG6THAIicFAt7GdjLQPjmVCrQJpLipiHygwUxyQNhT2Phfz6oDLjQqrg7yp0Soo5qtt7LVxJpyMxYUmppsHOVcquomkNB0RtSS9MG9Mi1U+RmlLQWAaQMA5fRULh4L2GYjet2UNHWXO3xyj4DxixIgRI75jKJ0iXrbmPArOMArOr5iu7DDmTrE5TCnbJiKBXuRQaQ2o/Nyt6HoVsbTK3N4Bn/qlhJ3Iohk6BMspFz434A1H2rQGVUqVIcvnKyhyUf8kM4g/9gIouHx1DFOCb2gu/KFms9/m5mPrFEqS7f+8ReVwwmRQpH1GoF94krXtEsv9gO+5ZwmzbhI/fx5pQZRW6aYmouQgyh7jS5u4K5pEgWVnZKt9Xng4FyYJTEFgKKwDJYgz/HYfgGFo0dZDJmSBwJQ0Y5jzfAITqrUBVhmOH97ktre2SLcieksmn7swT3Po0Rx6XPqAya13v4iQAmEJTMNHNWPkeJ6VqK9epN30kJ/YovjqCK00a0OHiqWoOpKsqyi+YRyKHj/yqhZ6mLDzuRjTzvjSpQl++M4hlpNhSSiUI0xXsblcZLkXsNr3udhzeNv+VR75xBSTQR/P8jjbiihbDoGhqI/1sGuw/iWTmTfbVO4UVDYjYuXTzxImHJdUaWqGz0CllCyTvQWNayh2twKmDvVI45BnL0yxWGtzYafK820fU2rGXsh44LYhaWwQnu0jRG60sdEqshO6PPb5Opc+amAIuKNWwDMyAivFdlKEKRCehe7FJBe7JG04f6FG/aEd5r5HkewqWqGDb6bsfnZAZfMSomhDqhCAenYZHWWIoo0sWi916XtugnNqHGuui/fRfIRJJxqVSYaZgSPBkJrYFRyK5sm0xpGSsLeCaWUUDgmiSyEAd/2tkDu6bbJtzfBShu/FNGOBLFuUx0LiTcl7Xpjhzo2ElUctwgxurgw5NrmTf5b+4DLuLBhlC9VN6fYKjDnQTwUFy6DmCGYKPZauVBlm4vrOjM7ntco+9mGNzhSkisLTMY0Yxs2AtazFQXUA3zSp2ANUL6O55DJ2JGLlTIFGbPDc1SkqaxGD1OQzmyWiL8LrJwe0EzMfP9Q2vcQivBSh8s0MEiXZ6fpMLPapNYf88GKCbab812vThJlB73xuHCMKNoOBgWel2IYiGE+wJgzsxhD/IthSU7ZNtqKYWKUY0mJeT+HIebJ0HWnD4FOrhO1NiosZNXuG6Ewvt1XNwLEN7EWX8CsGCwUIIwsjn/aiZmXYUiGExjtVwtkeoC8LKjZ0N2xMS2HJPPjNezGRctgJNa0koWSZzMaz7NJiQ24yoP1tWUO/UfAdBeecUXAeMWLEiBHfMUbB+ZtjFJxfIYEqYBtQsg2uDYbMuh5CaIJ5DVIiTp8DIWFhmtff/yitswamlSEkhFcMgrmM4m5E6SisbhgYQhMr8N0Yc8Lh2Y+VeLZZ4vZaj53IZnZ/m//r05O4RsbhfdskEZx/rMpSt8Ad1QFfvDTLtetSmbdedQhaMWkkubJaZ7XvkyjBzqdDlIqwbJNuKgnMvFtWFm0mKj3s3TJTrmLCTeg83OPMlQku9iZZHhjcVR9gkVF1TBKlWenlM8CdRDDo2VR/5Bj2xg7sncM2DGr9AT+wvo262KP/TMjzF6doX87r1+0th+V2kbGz6/z++y008MZ5i2IpxK5oPvc7Be68cYUDRZ+VgYslDexDBdgziZ6ZAqUQrTbjUxvQ7HN4pYd52zzVe13+tlJQPAlLm+y5sM0e1hGeSfWPS9QXh6Rpm0fWJgjMjLYaMMxcBpnE8hX20SqTTpvLH7QoFjK0zq0PXWmiNQghaGZDStLBkoIJJ5+RzpTA+d5FxmsVxpc2yC4l1K6uUjs3RjexWBm4NNc9PD8hbBqsblRY7fs82XSxJLzr4CqFtUkEmr3lDmu9ArViH6+WEl6Gj/9RhV6ad4+/9sAyy32f060i7zx3GbMIdS+kUhpQmE75wIf2cbjUY89ECyETBgObzqBIPzGpeSGm0Kjr2XP0+DZGWTIznnHmmXGe2i1RthTLA4OqrelnAs+AomVwbdgnyVL8aoL/pgVwLMyVBvG5FhyYRgY+stuHB8/hTEa0ntTIU3sp3OvxxuevcOdDq6xvlLBEmSlvyIH5HZLIxA4yGusBv/XFWcqW5kcPrwDgSAiFpupIDhZSJia7eNOKRz5RZ2uomPMl0dO7XHlB0Ry6bIQuFSshsFLKFriGxE1dMqFZynYRwsWYL+BcGIABe14T8neLa2SNkK2nLMaPRsye7vLc5himUFzoWhSsjNm0Rj/VtNddvCDGNwWD1KBia8xxgz3fP5Yb3Kw1iP43GPOHuHXFB39/htfuWyXJPIpehOOk7C577LwQsH9fg7qdsREZNKJcRtXBpk1CWw8xM8m5jTo3ehu0dn2EALfZo2jFbF4u8Px2nQOVNtayohCkDDJJpsC+bmizdKZM0cqo2gmdXRf3cpe4odmN8z6LoBYzaNpUKgNquykLxR4VO+ZTqxYajURgIqhRoWrYnE9Wvi1r6Ddq+Bo1hOWMgvOIESNGjPiOoVSKEPIvvH2UOeeMgvMrxMYk03kndawTdiOTamGAMeHAEy/y7H8yma53GL+/gfn6o4x9nwXDEAKPu7p9GDpUV1Yw9tU4yi5rH/PZjgxcL0Ge2MOJ/lWObG1z+cUaSgv8+yb5Z/uvkTVjBkuCsfss6umQ9Q/4lI9r3va6XcRYMVfGUlOoM+vI6SInLjYoPBpzvlWmOBVz5vlxPCtldSi52k2RFsjFGtP7JP7/rnCkwJYZaSxZG7qYAvYFKQulLgVZQWlwDEHZFhStXIkoSa5bDMYpvHAJij5USzA9jpwep3i0yV2XNhH1KqQKb7XNhY/kH8qbqx1KTsz8ayL6ZzPs42Vuba4xbP3pW9I1NKLsgWkiNrbQT1yEwM6f62SZm16/AvgQeLlKGEDRw7hlAb13HqEUR595GLMs2fMTJfZ0m0TPN/nNCzNYEibdhGHbwk8V5qkZksd6fHVpmsPVFsNMYUtJwZIYUtBPbVxDshMmdBKTgqmoVIZQCNAzk4hKCWOqgf8qONnqQjmA/pDkiyGdKwZSaOamm5hbGXtLXRQw93em+AEArUkf77L+yQDD0KhIEPUNxp2Yug03LmxSPSV58+ubEKYMz0K8IzCkojARYx8v80DjKlZBkQ4kaSSZPjmgsjJkeaXCWq/ArBdTtFyS1KBxxcULEiwnw7MSXjXZIEpMoqzE1YFBYMIwg2vDPiXpoLBxD7swVYcwBlOiQmj99jmKxyTGVAGjaqP6KXGmYWUbpmqwOEH5rT7lfsiROuCU0ZeGXP6woHIgYe5AzC+duEDa0fS3La40KvRSWBvk7fQ7sYFTVdhvOMh9z2zxbHMCS2ikJzCEZm3oEitJV5gcmWww1y7w1e0MX1hkaCxt4RopYv8U6sErROtQ+Ds3omtVzH6fCfUVzDv2sPBAgYVhBP2M7P8YsDzwkQh8M2TithRhmbhPaBZL3bxDfzvDTBXECaQZFUtTq/exFlyOV9t0ui6OnbLb8yhnEZMHepz+yhgTuw6uodgXKJ61bXZiTdVw6aqASbPAWtZCCoNO22PhtTFysoCOyyw0W1SOK/zn1ynOxKgEVi+VMQW0E0EQxCDBc5Jc1SwzqE4PufhEFd9OqNsZRVOShhLDVAz6NvcdWyaNJEHb5cbaNKt9hSEEY05evK7YkuXY+zatot8o+I6CM4yC84gRI0aM+A4yqjl/c4yC8yvEFhZzfm5cPxkF+KbBdruA+GKPbh8e2a4w1S0w/R8j7voby3lWGyVQ9GBqDEwDO8jQ7SFyMmCx1GUttGm1fOqBh3liCnm1QeFKzDAxwTCRx6aRg5js0hZirorwHF516hLCthA37QfDAClBKWR3CPMTmEWP2Y0VVp4r4NxY4uaTMb0vdUgujeEYkv62jd8NYbpC2cpYDy36qUn1DpN3vGqLdHMICnrXJEVzjLqb6y73UyhaULE1lpXR/60nGTRtVnbKXOtl7Cms4lkJh9+cmwDgWTBRhThBKsV8qYN/MuDWN5pguxBMYFw+jyh7lN5Zhu0Oye9KdmKDMBOo1TbSs9EbbT7yf01QsxNcI+Wm266RDUF97irb5zf54vI0r5rNtcenjvSxT3XBswFonjUZP5JA2ceaGWAIyayXsRFaPLc8Sek/xZz6gV0Ov1VwYHuZ9ouSjdghEA4LBYtECS71Mr5mMxsqAakkSyXRR15AmC9gH66AbUCQmzIQxhB4GGM28YuCiRvzDmxvs4VRlCQ7CoYBVIv56+YZZFqQJAZWRePfaPGaB0J0mAIBaquPdEyYquDXhyRndti54FFr9/GA8v11ANRKC1F2EQt1zJVdjqUxyITn/9CmnzqkqWT++wWqmdJ8VnLoDQNExSV8doe1x32WhwYSmHAhFCElHIqmSboWYnz2NOtftpi5J8EoCh55dJ7nHrf5yRuvYdoZ/a6DbQie+h1JlHWpeiEH7+0i6x6iTr67EWfUx0Kynsa6exoZuFhxivnIFfrX8l2pTOdTsGN2RnvFwd1qMTbWI1HjdFOBdfMkB28zONjtQKrQScbw6ZDiSsZcYLMTpuwmEQe9Cpluoy9v4hZSrIqGF64g7GUwJDrW6MvbiH3knyFg3AtxDR/Lk7mNa2AhTIl5fRe2F9l8+Ev7aD8kecPsFp4b04zrdDsuFRuO/UiGbkd85SNVLvd8bpIt5vd5vL6+hupmJNfyuv9K1KdEwLJqIJCspx1SkTHhD6mODZCLkzAzhuj0gAHmoTpj9T6qmWEslNm30OWLfzDGlKdJEokwYebVKe1P9VjpBbj7LI4cj8A2SD/c4ENXJ9ncKOU9CqWQNJJs7hRZ7we4hiBWmkzlQbGdxVjSY8osfFvW0FHN+ZtjFJxHjBgxYsR3DK1TXl6EZORKBf+TBef3vOc9/Mt/+S/Z2Njg5MmT/MZv/Aa33377K7qG1hpTwLyv6KcmUsDlXoFG5HK67RFmuavR082AL/7/Ckw4iknXoGZH9NNNXv/XdkkGkiv/VTC1p0M/GWfcSTCkovs7LwAQ9vIOZq3h6u/mDlJ+IebC6jhHP7yGv08QNg16m4Ly9tNsvBiw1Cxx8uAGdkUjntzCqJok///27jzIjqpu+Pi317svs+XemSwzCdkQk4gRxuRV2VKQyJuIUoqUhQlSwWKtSCmKQiKWJYULoEhBPRSoEcoHLV8iFg+gxgCyBhJBUclGIOssme3uvZw+7x89mZd5E5MgE2bInE9VVyZ97+3+ne4+99enu+85FR0hNYLOMnomvJf04Tqf7ZbJ9o56DvzKIT9hN4bWQp0t2FGOsKjsga0jBiReSWPr7kaSlk7U0LB1cANJV1UyJ+NRrEYovxlh04F6Sr7O/prOjrJNxYcz/ruMqUsmZQvUNW7BrRrEG30cvw53ex+WK9BMHdFTo3TARn+6AytnIAMoehl0oCEi8btcrAtmoLENWw/YWoyhaxKxUWdHKcYFH9pJXynO5j6DackkMdPnL3/KUXlC58zmbrb3T8YJNMo/MFiQ7yYW1ZieitESdXACjQHP5IBjEfudz6yP9UMAuzrraDDjRHSdCRGJJyWnZOLsKnnkYxZxIyBuBPxzXxOpbpeSZ7H3j1EW5LvoLJk4wgCq9Lo+H5sWUCwnsF4tE8t4lHoiCKGxvbue7X+JUhU+mgbLppp0OzbpgRTRPR4Zuxa2Cqs+bofgjdfrcYVBPttF/bQa5X0mMdPn9V1NNP6mSvOkA9j1ErdXw0oX0d4ookfC5p4W1UnYGjPTGq4wAB/N0pEBuHtcjD6PcrdFRYRXFKoiHMJ0XqIRZ3CUqj2vpYjYPlXHom+zix0DX0JXDV58q5mp6SI7Cikmx2FnKUG3Y9LfnaLwsyY+2uDyRtkmH/E5PWdQ3wB+RWPgN3uIT5RgQHWPFj5jYcK0VPhMQ2uiSq1msfehEoVKmmxEo8+F4M1etLoYiABcgaz57HojS8XX6XcFTTGTpGUgpGTLQJKTnnmLQm+M+kiFZ/4rwqv9CSbGPHLRHG2N/fzpTZ2M5ZM0AWIYWjgy1oBn0vucT3qKR8qUxCyPomtTb3vsrkT5nz05orqkx4WuQoL6zd3YjRLN0khHXLxigr5aBNHdBwLcXg030HmrorOgIc2OggceJAwLnfC33QWnSLIvgvhdF4bVSWSCRNdNqs90oVtQ69FJmkWCkk/WElgavNWTJdnZRTRw0TVJzBDU3vSInWIjaz6BDK8gGXpAtWrT0ZvipZ4shgYdNZ03iwGuCGiOW+ytuCR1i7qIhqEbI/K9e+h36NF6CHt/Jee2tjZWrVrFqlWrRnS5//6RuRPMQw89xHXXXceaNWvYvHkz8+bN47zzzqOrq2u0Q1MURRlHgmOY3p1SqcTVV1/NpEmTiMVifOADH+Cee+4Z9p5arcZVV11FQ0MDyWSSCy+8kM7Ozne97ra2NjRNQ9M0DMOgpaWFyy67jL6+vne0nHHTcr7ttttYuXIll156KQD33HMPjz76KPfffz/f+MY3jnk5S1riTIj4pCyBrVskzYBAgh9onJR0SJk+Kdujo5YhYYaDsOuArkle7otx1oAT9sbkWbz+ehNeELZuEwmXl7e08EY5StYS/O8z3kTTq/xl2yS2l2zihmRy3OVfbzTR/7pNRRi0Jsqs25Jhd0WnKSqZsDfD5EQ/mg8HNpr0FhPMqO/n5T80sq8aI2t5TI5X8YI4EUPQkCnjOeGTxAlD4AcWG59o4q/9SUqeRi3QmJrwh0a1KfuSKQnodzWylkdvNYahBbQlKhQ9i4xl0u8ZGJqGqUtMPWBXXxrHNWlsLPGPv09gdyXO35/O0umYeAHMzVRpTlTQjSKbXsqTtjw8qTE14XDAsbCmJcMRt/INtLf9i//zr1YAooaPF2jY9ZJsT5U5mYBAahi6JGEKIoak6NhUhE7RN+h2dH62rZm0JWmKamRtF0sP6KjGqEmd/9nbwO//u4FAwv9qrNCWtAiAqCGoeQZ1NlSjJpoGO0oGn5pYpOhZTG4awHUNuvfmiMddYrUIm/pSHHB0vABaOuppbeznxTeb6XVN5mYL7Cwl+PuAzccaK/ypM8HEeMDmjia8QMMVOq/vbcTuCHi5N0XckMSNgMaIx98GYiR6MrQP9JGwPaq+Sdz0qXomv9s8lYQZjtedizp0OxH63LDlMynmkotVSVsS1zd443cBfdUsrRP62fDCFGqBzgHHxJOQi/hMijl01mySlknMhKgB3eU4di2graWXfZ0ZUjGHtCU4KQX7ahYt8XBMZU/C1GSZikixr2oSMyRFz6Al6vNm2STTW0d7tkplQGfT7jw7/2qjA+2NA8RNweSYT2PEY2c5wvRcD6m8y7Z/NrC1kCZtga3Da4+l+Ed/hv01g7IPGQtmpcIRn+Jm+JveqKERNTSmJkskpmvs2hBjYGv4u+jJcQ9Lk0g0hAjr32sDNllb0mgLJkRB1zS6HIvOnhSpSb0kzYCGXBmxX8fUAk5KGkR0SUu8QsHP4gU6f9ua5x8vJTg5XcbSwz6xdQ12b0ry2zfznDVhgLgZkI9qvNYPJ6Ut/AFJfcSkPqIhgX8OpOiuRZmYKCOkTmutj2jGZ8e/Gnimqw5LlyReC8hFXQxNko+6RE2BWzV4+qnJnJQpMGNCLy+9OpHOF22iRsDJdf3U2RJXGGiaJGoKEkYwWFfBDyR1EZNJCYCwle2K49hyO0rLmRFoOV933XX8+c9/5oEHHqCtrY0//OEPXHnllbS0tLBs2TIAvvKVr/Doo4/ym9/8hkwmw9VXX81nPvMZnn322Xe9/u985zusXLkSIQRbt27l8ssv59prr+WXv/zlMS9jXLScXddl06ZNLFq0aGierussWrSI558f+SHRFEVRlMOTiKNO79Zzzz3H8uXLOfPMM2lra+Pyyy9n3rx5bNy4EYCBgQHuu+8+brvtNs4++2zmz5/Pz372M5577jleeOGFf7vcrq4uli5dSiwWY+rUqTz44IOHfV8qlSKfzzNx4kTOOussli9fzubNm99RGcZFy/nAgQMIIcjlcsPm53I5Xn/99cN+xnEcnMFefAAKhUL4rwciqtHtWHTUdITUMTQ4OQ0frO/jQCWGF+gsntzBy11NTI5XsI0A2xAsbCgjXYlhSXINRQ70JdhTTKIDlYpNc7JMfcQhG69hpHRirmBaqkTKjNJZs4kZARXfJGu7ZIFcpsRMz2Zu1idph/eta30GhiUpVKJ0VWOkog4zJx+gsSfBv3rriJs+CVOQzxbJTnXxi9DcX6GvFmFy3KPXtcmY4e+e91bDJ4g1TaPsS+bXh5UmaoStDS/QyadLpNM1CoUorjBwPBMhNZK2R081Sq9rUxd10A1JOuKSCwy8QEfXIGX6NEQdLD3AtARTUiV2DKSJGwJLl1j64O+c93WC56Hrkg9myviBRsQULMz1EDiQSDl8MFugJkz2l+MkTcEBR6fo2TRFXCzdoiUaUBE6cSOgoxa2DrxA54ONPfRWYth6gk7HRAf6XJPuWsD0dPh+U4PtBYOakEyNh2NNB2hDVxTS9TUi+8Oz/agp+GC6Qk0YRIyAqm/ieeF2jBsBNWEQNwJOTvvMmdyFkGHvb4YmycdqTJ3Qh+OY9BTjRHQ5+JnwHHp6wmVyooxtCgZqEYqexfZiguaYS9wM8KWOrQf0ujatiTKGFg/Xa/oUPYuZqRr5+iKGGVDzw6qftV3cwKDPNfCkhqVLyr5JLdBpS0g8qaEDSdtDSg07IYiaPromMTTJzGSNAc9kU2+GXNTjlLRLvxshbgTMzXoEEhKmoCnqkLFsZtT149RMgkBjaqbA5KRB2TPZMpBkUrzG9FSJ1nwf5u4JROI+Rizsj7wlVqPeNthTidCUKXN2XYndBzJ01qJD2ydmSNobJSBxAo24IbH0ABnAxHw/uiHD8b19nWrNor8aJRLxmZ6sUPST+IFGt2MwPenSFDGoCR0RaGgmpC0fTYe6ugpvvZXGDXTm1PdSl6kwzwn3xeRUielCZ8Cz6HdN6iyBrQuiEY+TUy4Fz6YqNIq+Ri4GWTugJWbSFAmveBT9sBxF38AyAqbk+khMkZR36dSnyojOOhJ6OOZ3t2MTSKizferjVUwrrJtF1ybueti6oN72yNoutimYEnd4qbuetkSVXjd8vqAiNISE5kT4ZHrakkxPaySM8FjeWT5C6/ZdkXDExvG7bzkvXLiQRx55hC996Uu0tLTw5JNPsnXrVm6//XYANm3ahOd5wxpss2fPZsqUKTz//PN89KMfPexyV6xYwb59+9iwYQOWZXHttdce9dbo3r17+f3vf097e/s7KsO4SM7/iVtuuYWbb775kPlO4FAVAZ7UqA0e3IYGFeFT8l3Kvo6hS4qeS0U4lH0HVwbYUlD2NQqOS9kF3zMo+RZl38EJDIqeS80PcHyB4bkUHBffDSj5DmVfoyIkZd9DQyIJu+srei5l30FIH3QPD4HpuRhSDsbiUPRc8FyKvjUUT0VoFD0X23HxXQbXARUBvgyoCkEt0KgJnaoIcAMNTYOqCO8FVYVG2XewdEnRd9E8l6Kv4wkDxw+/aND9wbjD5Rdcd2j7eIFORUh0fEq+g9R8ol74ekU4mEGApUsqIqBQcaBcA8cZKq8faER8B0OXFFyXmmdQ8h0cIaj44aXciggo+y4a4XJEEFANdKQMqApJ2XeGtmHJ16kIk6rwwxMl4eMGgprQBv/WBydJbfBhqbLvUPUFRc/FdT0qwhlclknZN6gJA3/w95oHjwUvCLdb2ZdUhHjb/guT88HjxvECSr5BVTgYWoAj9HB9IiynpwkqfkDZZ7AsLhURbveD6yz5DhURnhQcLKs7eJwZMjyuYoPrdwODqtCoBWHZdaAqBFUB/mByLvkOUmoUXJei7+JqPmXfoSZ0KiJ8iKwifAIJhiaoCIEkfLBL08RQuYu+i+95BIFGydfwhU7FF1SEQdl3CPCHtkvBdfGcMNaKH57YVEW4PXVdDpYxPE41xFAcYT0NL5yWfIdCzaXogS4knheEydmXlHxtaF01EXbVqmuSivCpivCnfCXfoeCE+6/gunieMViHwjpmDn4+kNrg8W1QDQyqQmDpgtJgHawIB4mgKsJjqCbCfSdleKwKqVEVGlKG4x2XfJeC5yIcSdnTqHpQFbXBkyeXighvp5V9l6IX1sGD9ftgmcq+wNRdooP/P3jcV8RgHRcabhBuq0CG8XiBhj6YHJ3BET9G/gEtiTyGBHywQXRQJBIhMthJytHceeedXH755UyaNAnTNNF1nXvvvZdPfOITAHR0dGDbNtlsdtjncrkcHR0dh13m1q1beeyxx9i4cSOnnXYaAPfddx8nn3zyIe/9+te/zo033ogQglqtRnt7O7fddtsxxT5EjgOO40jDMOTDDz88bP4Xv/hFuWzZssN+plaryYGBgaHplVdeCU/J1aQmNalpHE27d+8eke/harUq8/n8Ma0zmUweMm/NmjWHLPOBBx6QiURiaHr66aellFL+4Ac/kDNnzpSPPPKIfPXVV+Wdd94pk8mk/OMf/yillPLBBx+Utm0fsrzTTjtNXn/99YeNf926ddI0TSmEGDY/m83K22+/fej/ra2t8lvf+pbctm2b3Lp1q1y/fr1sb2+XCxculL7vH/P2GhctZ9u2mT9/PuvXr+eCCy4AIAgC1q9fz9VXX33Yz/z/Z2mtra0A7Nq1i0wmc9xjVoYrFApMnjyZ3bt3k06nRzuccUntg9H1Xm9/KSXFYpGWlpYRWV40GmXnzp24rntM69a04ZfVD9dqXrZs2bDLxRMnTqRarfLNb36Thx9+mPPPPx+AuXPn8sorr/DDH/6QRYsWkc/ncV2X/v7+Ya3nzs5O8vn8f1jC/6exsZHp06cDMGPGDO644w4WLFjAhg0bhl1KP5JxkZwhfHpv+fLlfOQjH+H000/njjvuoFwuDz29fTS6Hl4uy2Qy6otpFKXTabX9R5naB6Prvdz+I90QiUajRKPREVteKpUilUoNm1coFPA8b+g7+yDDMAgGe0GbP38+lmWxfv16LrzwQgC2bNnCrl27WLBgwWHXNXv2bHzfZ9OmTUOXtbds2UJ/f/9R4zQGe6CrVqvHXLZxk5wvuugiuru7Wb16NR0dHXzoQx/i8ccfP+QhMUVRFOX9K51Oc8YZZ/C1r32NWCxGa2srTz31FGvXrh2675vJZLjsssu47rrrqK+vJ51Oc80117BgwYJ/+zDYrFmzWLx4MV/+8pe5++67MU2TVatWEYsdOkBIsViko6MDKSW7d+/m+uuvp6mpiYULFx57QY75Avg4NzAwIAE5MDAw2qGMS2r7jz61D0aX2v7Hbv/+/XLFihWypaVFRqNROWvWLPmjH/1IBkEw9J5qtSqvvPJKWVdXJ+PxuPz0pz8t9+/ff9Tlnn/++TISicgpU6bItWvXytbW1kPuOfO2e+VNTU3yk5/8pPzrX//6jsqgSfk+6yttlDiOwy233MINN9xwzE8MKiNHbf/Rp/bB6FLbf3xRyVlRFEVRxphx0UOYoiiKoryfqOSsKIqiKGOMSs6KoiiKMsao5HwM7rrrLtra2ohGo7S3tw91nq4cf9/+9reHhl87OM2ePXu0wzphPf300yxdupSWlhY0TWPdunXDXpdSsnr1apqbm4nFYixatIht27aNTrAnqKPtgxUrVhxSJxYvXjw6wSrHjUrOR6HGgR59p5xyCvv37x+annnmmdEO6YRVLpeZN28ed91112Ff//73v89PfvIT7rnnHl588UUSiQTnnXcetVrtPY70xHW0fQCwePHiYXXiV7/61XsYofJeGDedkPynRmocaOU/Z5rmiHSppxzdkiVLWLJkyWFfk1Jyxx13cOONN/KpT30KgLVr15LL5Vi3bh2f//zn38tQT1hH2gcHRSIRVSdOcKrlfARqHOixYdu2bbS0tDBt2jS+8IUvsGvXrtEOaVzauXMnHR0dw+pDJpOhvb1d1Yf32JNPPsmECROYNWsWV1xxBT09PaMdkjLCVHI+giONA/3vhhVTRlZ7ezs///nPefzxx7n77rvZuXMnH//4xykWi6Md2rhz8JhX9WF0LV68mLVr17J+/XpuvfVWnnrqKZYsWYIQYrRDU0aQuqytjGlvv7w3d+5c2tvbaW1t5de//jWXXXbZKEamKKPj7bcP5syZw9y5cznppJN48sknOeecc0YxMmUkqZbzETQ2NmIYBp2dncPmj9SwYso7l81mmTlzJtu3bx/tUMadg8e8qg9jy7Rp02hsbFR14gSjkvMRvH0c6IMOjgP974YVU46vUqnEjh07aG5uHu1Qxp2pU6eSz+eH1YdCocCLL76o6sMo2rNnDz09PapOnGDUZe2jeLfjQCvvzle/+lWWLl1Ka2sr+/btY82aNRiGwcUXXzzaoZ2QSqXSsBbYzp07eeWVV6ivr2fKlCmsWrWK7373u8yYMYOpU6dy00030dLSwgUXXDB6QZ9gjrQP6uvrufnmm7nwwgvJ5/Ps2LGD66+/nunTp3PeeeeNYtTKiHtHY1iNU3feeaecMmWKtG1bnn766fKFF14Y7ZDGjYsuukg2NzdL27blxIkT5UUXXSS3b98+2mGdsDZs2DBsuLuD0/Lly6WUUgZBIG+66SaZy+VkJBKR55xzjtyyZcvoBn2COdI+qFQq8txzz5VNTU3SsizZ2toqV65cKTs6OkY7bGWEqVGpFEVRFGWMUfecFUVRFGWMUclZURRFUcYYlZwVRVEUZYxRyVlRFEVRxhiVnBVFURRljFHJWVEURVHGGJWcFUVRFGWMUclZURRFUcYYlZwVZZStWLFCdX+pKMowqm9tRTmONE074utr1qzhxz/+MaqjPkVR3k4lZ0U5jvbv3z/090MPPcTq1avZsmXL0LxkMkkymRyN0BRFGcPUZW1FOY7y+fzQlMlk0DRt2LxkMnnIZe0zzzyTa665hlWrVlFXV0cul+Pee+8dGg0tlUoxffp0HnvssWHreu2111iyZAnJZJJcLscll1zCgQMH3uMSK4oyElRyVpQx6Be/+AWNjY1s3LiRa665hiuuuILPfvazLFy4kM2bN3PuuedyySWXUKlUAOjv7+fss8/m1FNP5eWXX+bxxx+ns7OTz33uc6NcEkVR/hMqOSvKGDRv3jxuvPFGZsyYwQ033EA0GqWxsZGVK1cyY8YMVq9eTU9PD3/7298A+OlPf8qpp57K9773PWbPns2pp57K/fffz4YNG9i6desol0ZRlHdK3XNWlDFo7ty5Q38bhkFDQwNz5swZmpfL5QDo6uoC4NVXX2XDhg2HvX+9Y8cOZs6ceZwjVhRlJKnkrChjkGVZw/6vadqweQefAg+CAIBSqcTSpUu59dZbD1lWc3PzcYxUUZTjQSVnRTkBfPjDH+a3v/0tbW1tmKaq1oryfqfuOSvKCeCqq66it7eXiy++mJdeeokdO3bwxBNPcOmllyKEGO3wFEV5h1RyVpQTQEtLC88++yxCCM4991zmzJnDqlWryGaz6Lqq5oryfqNJ1TWRoiiKoowp6pRaURRFUcYYlZwVRVEUZYxRyVlRFEVRxhiVnBVFURRljFHJWVEURVHGGJWcFUVRFGWMUclZURRFUcYYlZwVRVEUZYxRyVlRFEVRxhiVnBVFURRljFHJWVEURVHGGJWcFUVRFGWM+b9qjQo8CmgQqgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert raw audio --> mel-frequency cepstral coefficients (MFCC)\n",
        "mfccs = librosa.feature.mfcc(y=waveform, sr=sample_rate, n_mfcc=14)\n",
        "\n",
        "# print shape\n",
        "print(f\"MFCC shape: {mfccs.shape}\")\n",
        "\n",
        "# Visualize the MFCC\n",
        "plt.figure(figsize=(5, 3))\n",
        "librosa.display.specshow(mfccs, sr=sample_rate, x_axis='time')\n",
        "plt.colorbar()\n",
        "plt.title('MFCC')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "BcRkg4kXmZlF",
        "outputId": "06252425-eafe-4db7-a035-4f4ffa0d8c79"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MFCC shape: (14, 515)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Cepstral Normalization\n",
        "A process of scaling the MFCCs so that they have a mean of zero and a standard deviation of one. This standardization technique makes sure that the MFCCs are not dominated by some particular part of the spectrum and that all features contribute equally to the analysis.\n",
        "This has several potential benefits:\n",
        " - reduction of noise impact\n",
        " - better robustness across environments\n",
        " - enhancement of feature discriminability"
      ],
      "metadata": {
        "id": "_qHjmXrtllg1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Apply normalization\n",
        "mfccs_normalized = (mfccs - mfccs.mean(axis=1, keepdims=True)) / (mfccs.std(axis=1, keepdims=True) + 1e-5)\n",
        "\n",
        "# Visualize MFCCs after cepstral normalization\n",
        "plt.figure(figsize=(5, 3))\n",
        "librosa.display.specshow(mfccs_normalized, sr=sample_rate, x_axis='time')\n",
        "plt.colorbar()\n",
        "plt.title('Normalized MFCC')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "AqZlbdVXloT1",
        "outputId": "f4513815-8500-4fca-d47a-d01c2abaf9bc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Augmentations for MFCCs\n",
        "These are motivated by the SpecAugment paper.\n",
        "The objectives are to:\n",
        "- reducing overfitting\n",
        "- improve robustness to deformations in the time direction, partial loss of frequency information and partial loss of small segments of\n",
        "speech"
      ],
      "metadata": {
        "id": "F-_F-V1mkuqF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Time masking"
      ],
      "metadata": {
        "id": "W2NFMxCuqdAy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "parameters:\n",
        "-  **time_mask_param**: maximum possible length of the mask. Indices uniformly sampled from  [0, time_mask_param).\n",
        "- **iid_masks**: whether to apply different masks to each example/channel in the batch.\n",
        "- **p**:maximum proportion of time steps that can be masked. Must be within range [0.0, 1.0]"
      ],
      "metadata": {
        "id": "EN1_ItmmtloQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "time_mask = tat.TimeMasking(time_mask_param=100, p=0.2)\n",
        "time_masked_mfcc = time_mask(torch.tensor(mfccs_normalized))\n",
        "# plot\n",
        "plt.figure(figsize=(5, 3))\n",
        "librosa.display.specshow(time_masked_mfcc.numpy(), sr=sample_rate, x_axis='time')\n",
        "plt.colorbar()\n",
        "plt.title('Time-Masked MFCC')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "8jWe3DuwsRrh",
        "outputId": "ff423bdc-0b64-40cc-ebb1-bca154934c4f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Time-Masked MFCC')"
            ]
          },
          "metadata": {},
          "execution_count": 95
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Frequency masking\n",
        "parameters:\n",
        "-  **freq_mask_param**: maximum possible length of the mask. Indices uniformly sampled from [0, freq_mask_param).\n",
        "- **iid_masks**: whether to apply different masks to each example/channel in the batch"
      ],
      "metadata": {
        "id": "DGqtwUtawJpv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "freq_mask = tat.FrequencyMasking(freq_mask_param=5)\n",
        "freq_masked_mfcc = freq_mask(torch.tensor(mfccs_normalized))\n",
        "# plot\n",
        "plt.figure(figsize=(5, 3))\n",
        "librosa.display.specshow(freq_masked_mfcc.numpy(), sr=sample_rate, x_axis='time')\n",
        "plt.colorbar()\n",
        "plt.title('Frequency-Masked MFCC')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "NsYHxe1ZwlT_",
        "outputId": "3d59d362-4334-4c0e-bc74-ebb5ad5c09bd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Frequency-Masked MFCC')"
            ]
          },
          "metadata": {},
          "execution_count": 99
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Augmentations on a mini-batch"
      ],
      "metadata": {
        "id": "524TO-SA4KdJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "audio_files = glob.glob('/content/8230-279154-000*.flac')\n",
        "print(audio_files)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7TEoeo-14PCW",
        "outputId": "98b4f67d-a951-4980-c4bc-60e8892868b0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['/content/8230-279154-0002.flac', '/content/8230-279154-0001.flac']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# load all audio files\n",
        "waveforms = []\n",
        "for audio_file in audio_files:\n",
        "    waveform, sample_rate = librosa.load(audio_file, sr=None)\n",
        "    waveforms.append(waveform)\n",
        "\n",
        "# Compute MFCCs\n",
        "mfccs_batch = []\n",
        "for waveform in waveforms:\n",
        "    mfcc = librosa.feature.mfcc(y=waveform, sr=sample_rate, n_mfcc=14)\n",
        "    # normalize them\n",
        "    mfcc = (mfcc - mfcc.mean(axis=1, keepdims=True)) / (mfcc.std(axis=1, keepdims=True) + 1e-5)\n",
        "    mfccs_batch.append(mfcc)\n",
        "\n",
        "# Pad MFCCs to the same length\n",
        "max_length = max(mfcc.shape[1] for mfcc in mfccs_batch)\n",
        "padded_mfccs_batch = [np.pad(mfcc, ((0, 0), (0, max_length - mfcc.shape[1])), mode='constant') for mfcc in mfccs_batch]\n",
        "\n",
        "# Plot as a 2 by 2 grid\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
        "axes = axes.flatten()\n",
        "\n",
        "for i, mfcc in enumerate(padded_mfccs_batch):\n",
        "    if i < 4:  # Ensure there are only 4 plots\n",
        "        ax = axes[i]\n",
        "        librosa.display.specshow(mfcc, sr=sample_rate, x_axis='time', ax=ax)\n",
        "        ax.set_title(f'MFCC {i+1}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "LfWUMXxS4a6B",
        "outputId": "499ae3a8-7a55-459f-9c3c-25b0a81161c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# time masking in a batch with IID mask = true\n",
        "time_mask = tat.TimeMasking(time_mask_param=100, iid_masks=True, p=0.8)\n",
        "time_masked_mfccs_batch = time_mask(torch.tensor(padded_mfccs_batch))\n",
        "# plot\n",
        "# Plot as a 2 by 2 grid\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
        "axes = axes.flatten()\n",
        "\n",
        "for i, mfcc in enumerate(time_masked_mfccs_batch):\n",
        "    if i < 4:  # Ensure there are only 4 plots\n",
        "        ax = axes[i]\n",
        "        librosa.display.specshow(mfcc.numpy(), sr=sample_rate, x_axis='time', ax=ax)\n",
        "        ax.set_title(f'MFCC {i+1}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "vvcq9JA34l57",
        "outputId": "575d796e-9591-4139-a2b5-99a2d373bf11"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# frequency masking with IID = true\n",
        "freq_mask = tat.FrequencyMasking(freq_mask_param=4, iid_masks=True)\n",
        "freq_masked_mfccs_batch = freq_mask(torch.tensor(padded_mfccs_batch))\n",
        "# plot\n",
        "# Plot as a 2 by 2 grid\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
        "axes = axes.flatten()\n",
        "\n",
        "for i, mfcc in enumerate(freq_masked_mfccs_batch):\n",
        "    if i < 4:  # Ensure there are only 4 plots\n",
        "        ax = axes[i]\n",
        "        librosa.display.specshow(mfcc.numpy(), sr=sample_rate, x_axis='time', ax=ax)\n",
        "        ax.set_title(f'MFCC {i+1}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "9CviZ7SVGL8Z",
        "outputId": "95386036-d871-45e5-8d30-4561c36921fd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "D2SxrirfPywI"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}