assignment1.ipynb

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      "source": [
        "<a href=\"https://colab.research.google.com/github/AyusheeMittal/legendary-guide/blob/master/assignment1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hgycc3KZQo28"
      },
      "source": [
        "import torch\n",
        "import torchvision\n",
        "import torch.optim as optim\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import logging\n",
        "import os\n",
        "import PIL\n",
        "\n",
        "from pathlib import Path \n",
        "from scipy import io\n",
        "from torchsummary import summary\n",
        "from torchvision.utils import make_grid\n",
        "from torch.optim.lr_scheduler import StepLR\n",
        "from torchvision import transforms\n",
        "from torchvision.utils import make_grid\n",
        "\n",
        "logger=logging.getLogger() "
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nSqLLRORrQGR",
        "outputId": "8e88009d-4aca-4820-dcbf-eae9a4bf7720"
      },
      "source": [
        "! wget https://www.robots.ox.ac.uk/~vgg/data/flowers/102/102flowers.tgz\r\n",
        "! wget https://www.robots.ox.ac.uk/~vgg/data/flowers/102/imagelabels.mat"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-02-04 04:18:46--  https://www.robots.ox.ac.uk/~vgg/data/flowers/102/102flowers.tgz\n",
            "Resolving www.robots.ox.ac.uk (www.robots.ox.ac.uk)... 129.67.94.2\n",
            "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 344862509 (329M) [application/x-gzip]\n",
            "Saving to: ‘102flowers.tgz’\n",
            "\n",
            "102flowers.tgz      100%[===================>] 328.89M  28.8MB/s    in 12s     \n",
            "\n",
            "2021-02-04 04:18:58 (27.3 MB/s) - ‘102flowers.tgz’ saved [344862509/344862509]\n",
            "\n",
            "--2021-02-04 04:18:58--  https://www.robots.ox.ac.uk/~vgg/data/flowers/102/imagelabels.mat\n",
            "Resolving www.robots.ox.ac.uk (www.robots.ox.ac.uk)... 129.67.94.2\n",
            "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 502\n",
            "Saving to: ‘imagelabels.mat’\n",
            "\n",
            "imagelabels.mat     100%[===================>]     502  --.-KB/s    in 0s      \n",
            "\n",
            "2021-02-04 04:18:59 (41.0 MB/s) - ‘imagelabels.mat’ saved [502/502]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EQcI5OINcd0h"
      },
      "source": [
        "! mkdir images"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fSeGn55fvdiU",
        "outputId": "7619dc58-0fb1-404e-ebb3-e9b3376772cc"
      },
      "source": [
        "!tar -xvf  '102flowers.tgz' -C images"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "6lYwxj6tn1rH",
        "outputId": "943594e6-72d5-4e92-e95d-4129e14e2408"
      },
      "source": [
        "image = PIL.Image.open('images/jpg/image_08189.jpg')\r\n",
        "image"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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zcO3r2Qzv6wA1cCeTIfMDtJT99I2C3Uht+3trP2eSVs3u5sdrnZrPpDoiZD9QAAIQQTFwZA7MNV2vwkYyUQjD1NSMzWOpPJ3czDpwJdjJ/G4q0cq2jWoGq8xjZqh4hbCfnXNBE88jhOKmMct+blZNqpE8JsBpsjHVlFkI9VBejaSpaYDrWYxGPPDFvZ7paCTgas3NV2YUKf+dW91bkxWhWt2Rk8ntGGXRaars0Hbn49iRy/NFQMsgWwJ9o8Am/9bMhPL1BAFgCDLZpZmUqKYTFjJ2W4p7kmg/lcy2+s2kVNtttqxBM4+uB6tPWxSTP4hqYilMe8naK/Nn2sy/xU2m+eeFbbvC14CvbxpZ8nbQKa1QY2Zz0nFNz22xxXLQeplP8uwoxuxJy7OvXYQBP2ukZkGCsLYhVRNiPOuQALQq13O83gsENhNs+qS3gVp3x6uAGVFtfHDO0XVmsykyuqmqiN+lRMTZ5KbcGOFIq32uVYvzce7ZMMzapwO0OWlXXGV3ZDCTGpin7TDj6Lt1dCDn2c6PJgARG5shhwISUcH1DcUImL3P7G1fID3a2fcNtLo7fP3Y+bZppMirEVAB1LzIBUAgVvbkkQavpcPwU2ygnL9wAzVb49C+eauMvEWzPZYDdxPUOhtsUwpb2hi7zSJNJtzOSsvUPW/PwPbwLg87+/l6oEqGYgLNYhwDYMoEpNIg8J5sPtsijn/WSrjNbcXlOLVZm6jYr6gqAWTBSMEBTCCiAA9/NhK2EMBGiWEsIQA2tGjmY3hOvn6j17RIz0W+smxfqZFcFYioKH6vANrtRdt03+aidtXRRZBJgRIRsZb19RdWAoTUzEiKG0a1ph+ejSHTLmDTfPQc4GiuCmbPZVtcHXt09J19ZA8jFOAI821mRBPVIyIixpwOooquzYDmhvp6/drXfmZo3WebfbVAm/UMqjn3wlphrwU07pgNKRCAqSop+QwA7HYdFMpYMjbuCGDZUZvnAu/jPq6/iYF525sZCJprE216BHbpJa0sXMbGdEWGfRmoji0Uf8HXQEevh+AIE1MnAlGo1wuldCa/ews38597aIg4zxYR8PUtu48npg4zg5j5yYJcV6M10ees7wBonu2Lim3pGc5aV81nE52u32tzveCGWipOk2kybsDIqcQkbVw13lf+DkWq8w+eEqPl6DWKltQ8q6smEckedE+HgAYlJtzYTAT/nIYcs8mPXqHkv7KZ4XC+ClPNmvwhNp5LBuBV6pr799g2N97EtttPDV41HrxkaNGuJdlfV3DMMZNiZUT9Sw1RL1g2uTz99plPp1Lbcx7Xzu2FLLB9UFW56pUZ2a2PaG/c6nDfwM4fyDcOZrShTo+ZnePje/bHGZCPS9ZUJDADqbJNB4FACgTAqbYlSSImYq6ciSgh5gE3x7qeU02/4WAlGLbdCDN7b9H6Xtkgd+jlFaxG9lEhOEWUn07YZzkyIMdGVl+ImRejMPEKa0VB15J6CDNqUGwY+eEzI/wVwRr5afbGLfuocn9zZ/uFS9Y5pi7uqSN+Rbl0+0SdQywP1ian7JRYf4vt1WHOrP3Ti8zaX4RkrWZ/DohsmOxq+7CZ6nnb9jtbctmDdvsGUDN7bHk3roYjTWwFsMX5tmHf9a4Y1koaJiMiYxJRIlhzDBTYgYhEbtpECBRANYKSANerZHBrGFImwWAGaLLyySYSB+5919UkSo2K5denFyeCH0Su+RUaDe96oAYFz9Zr7/pOJHKLNFzpuWUWN4XFHTVL2uE9P2zh+TP2P7ux7ba+V7ugYU8d92oj3Lmv21nyD91SQ6SuC7HnuETsQ4ilKrggjZYGkTWlQVNSFcjQq2pKyWtl1q720cN967kvbz/tXa/d87zncF97447bLw9hk3PU/VKVsdkOkivi777hXDjM7Z1bzZ9ENB0iTflsAgoF4AAidF0ugM7MJf2zJx+YPMstePVey353qVb3cbja+14VrlrfYQ/6TBMVr2FQ38I3Bire0FZYLDbYqoNW+xaVGM4QJj96Fv9poh3nmCUb2j11C6Bkajnnxmd82W/h5cDzuBu2751dqUZJM1MlEfEQLzODICURgYj6P+iUFnTS6r/B+HNj370yvJ0DpCkfZfG8WP6/pKmaaiv/1SoP7eq/joaZOFMd7MX4p81sdrD4W2ihMXbdUGdqw8tbo/e+NrPrVMuahehHg3TnnqkywaReN3vWNlPKlw2ZrxQSbBXBbuREPjvM9ubL3EftlL6gx171ETadvpm2zI7PRqaU62h5YWsz8hQibm8foaNJgiSDWqOfWXUJvZAXvvGwbzvfKJitTqtRVDNeSddPZjZK5uizv25jrkuvai84Uf2LgklHf06BdL91d37F6fA3dp/MYHvCn21m9vVzXfOceedkZJ6uV51701DW+LlJp3TCyCfXuYkzN0x+KSr9Z+2/5K4q7H/uBCFiL6tQMnfaTmnjmd53J7wavN0p6r2ETbT9iBdB39unnN//pmVoI+kytoz5TsdJoQKw6WjBSCQRkXNuE5ZkJlAhE/OA5zbOuYpPz/NGLdxg5rgB2+y8SNi74WWS8w1s2TPVG+JvKadmZuLePswRJsbqyZvi0V7CS13XFq7d5NNr9Xt2od5kqexb2A8vTtenTXZdt0TNP+ykFdsUmZSIS73CrHO7UFf5dEVqolomuMoFtcb2JHRbKbVSrud/noDp64q8VYhBmYpXPaIXBfucixXM5ky9+akRJWttLlEj9noa4By9Y0YmZgmSSEUtJwaXxt4zf9w3DW6gmt6Icfk7Nhdo0/GXbymsen4grQlDSaXlxMtfxx0W9wk4V+3ofB19w7P1rY7ewEzJwLMaS/br6Jdtf4lHtHslC8fOfc1sOgXUdu7svGXSBR88P5IfDbImwKfN8QFAQQ3nnpUUMpRCh23ZTeRd/YyxQtPL7oLry2v8jPCSN842Nm5j7HU9BWXhzvHNNbx8Yup1YDOrOwAVMj/IaGLGZs7Rcw8msESa1Aul25RjZB6T9cxv9JpCjW7BJl+nPVr6y0TLlrLNdPRKRmYUoLLqRufZoBizTFN4WSt4XfR5pqNPl86PTnpmqFvkW+1/J7Tq5s2E6rFuBWTKMeqGtkzL1omlDWZeolJCjkdRomppLxtxE2pfpkylBKrnY69Z9KsFoa2a9XUK2rDNY34vGVvaKX0Jjzh/4baZerm+w6FuSZXBBkQy0ZpfwMy82rqJqpgJJHkxggm+pVW4kWo6Gp61D0/K2at53MlMHp3x9ZtPLS5chG9j3b+FywJtZheqZHdDKyLDjgOaVtl6pQuc7evcnAvKUrfXacumV7WanEShBCOYn4mrFnhqTohux7N8nfj61xKeYXHO1zpa1q7O0IlUwBTIrKQQJDNDMhVWEU2AQK0e2sxdPael52sDr5yd77JBzr/SjrXboDlmbUcbSvn28lap8fWCCMwnYgaFEM8xe6YlXN1KPLvB5v8vz3Fpq+7S1o94memuBlv/yqWe4qauM3e+1vZamJYPo2qNIuIX3ZFco2ko0OZzt17wXNhAvnPbzHS1C+d/pmO1pmw0q2xTHfRpM0yGTZ6M4vU183cuM2lwCzzlcsuqisgcY2TmyOzBR0QUY3SbuSTruuJfZy6FromIFJPebkYirKrKmkatGODD8W/tOebWHju7uI23MzzfBxeeH93q53pIQoMYcxvjNfW/u6/zycJV+p+vgq8Xb6Xjm23s2XyqzpJ9boxz03tlALrQAWogKDQZOEdgpJTMjJRMcgK6PEKaYciGzLrzvXbCfmvq7htUbXOHXtYGU3hSRb+Lb9k5pLqh68WqAHveHvM4Fd72Ep7v3dt53n1mLN/wtszIesWczVeb72JiT26RyYWvcuvyIwKRyYbbLsN2yttrh6viyVXHE2MOLX7ZOrpdFLG1pd5dfMsrhK+95D6b/B1rQVqwtV4veTkm6uC0UkEgCllEI0IRsELY1Oiz5k1mVrYoiqKvhQDvPFxyQ/HkW7guOJ8S7CAUbmhXM/Y4TCILxgYwG6mpb2J205JdGwbdVIr1XDBt6RsP20L81wN4n+RUQvxeHkffcAFekam/iJHMjA3X/gj/8KLf5ZLQangz40R7fSZ6X3K9NqGk3pvVXM7ZN7O1g0oVATMLIRhhthyVqXMoArZdmMeQr0sh/hZuLOzLTVny9gMzag6BwUrBaA+TIyNScntSk4jeXKO7lnHuVUJeTwydadUzC99LG8DWxQtvQYmJq6q/U4nXcxkuAS+co8/iEVp2shN2ej2vEW92avzP0P+2G8Jxbn484lml9ataaS7fz5bze6PZ1npNF4FaOW1f/dzdHLdtWE6XZTu5qnFAIEopF1TwMkRlBxJz8PYlyNybbZc0/ZadfyNg31bdZucZhwvHNoA8EGOSszNTt9z+xY48D+OaSNlLswEUo7c717Jwvyn6v7zxbNGli1tWjn5++xcN1/Xo/Xzh5eroVc+7jAm9lQd9Ia7X6j5jWs+2x74GVp321Wfz3KzXBg417Ly89fRrw85p8m2Xzuvuqune8q/MDCIRsXI2XdVqjrkyRHGFCi073214/xa+ubBLTTcABiMl46ydbRiEzNiaoxrXBPvy7YdrfcpLg+LJfpWUrl3cCw+RtlaEbcf51xhevI5etkqroNt5kTi7dfRrd6VfFxturU80hX9PDS40S+yEfe/7bP1sy9Q7Ndq8NOVzudebGrDvNGotfOT/z2kX0bBzVSPy3B1xO0KqHZs114lIZCQiIj+rBjV5VhnsW/g6wL61b63xO/R18/yvORbDmXrL86/Rg34+XJ+udj304aKn5GdROTlZrXTAlLDF9leLvtb33U4ReH771oX3ipn6/sjBq/XDF6Hpy9DRt5nE1W6/1vPxM6PxM3uD2rDMXSJIG9X56mEWcerQWEGyHTLbsjbWa96VbXrciXQnLXTyWXeR5ZyvKiIA6mlyraXTtkbl05uSEBGReAnOUusQtS77t/CNgn1+9Aozdh7Iy0xyzVZYWxaD7IS+14hSe/f9ayuMUqEOWwE3r2Qwl310ZeffEHhZVverNN5W06+XqV8vtEOlGxII99xw/jvs5PS7mm1w9PKv9W3tULdnF8opFKoiVLEjfGty/ybCJXXTrWba8uv52akXAPtF+deMPmQPWXuq7aI9++JGMo3hcrd8c6x50+R4fXTPTQ+AyI/00b564fvm6BmmjqiiS+3EQkGdVoNs2s8d2EpsW6zhwhjIajWqX2e1GcpbQ6w+FyXsmgLIS/N4CTGglH8HVs0c5hGqme2t93xdOKe6e35gfduq+Sl7o/0ceb1L9tRrb4/j1wkkIgor5EkrVxDqexnKU0qh9MBKhBC6yqS9goLr6yotHjJzFA0tktRah36eeLbwRBT2FHDeN81yRVEx7LF6tZJH81BLti9acHc/9XTKzKayb5hXNQIZTyqLq7u2mR1z6wH56a1WZAaVaV/UpcS10oedUPMBVAxsv1bQQtH2zU89NzGjMzNCd5n5N9uo08W8m+1VaH8JDf1p2VSVPmTPc9U8Q9PzBvTMhloXVNWI6zbkGtcySqW3Vl1j5z+inclKVXQPnSHNDnsiqyXPMb0pAzCF5n/KbMRgphCIGcQ+HmNmM6iqJPPGfmPaM0OvC+ufT1cr5ZiZ2ZTXfRYA9TJHeZNhJ7rW+VHCTFys7Wf75KZBsw8zIS4kcrsBMPfEWyXizZYrFHY/7hT+S6paEgdRqZyWS2VUfDRzMYvbx21z8W/heeB83lPatFiR2X8I+avz/Fk63pcPM/5d5emX89zLXHx9wdpI2BcMZeFm+uQ1dPv1WBRrKvzSFLY1TVCuvVatxdTkjv4WHGaTQbojF4VNdqmNOWzn9ibBdHi3Di0jx2SbnLnKJtsJEQE57NUTzNRUcjBGi0IWXE03IzeV++G0SUEyZ+Tm2nnD0c2tDmrZjlJvOIepP8Om3XfL13UL0FbwZhtCsaM9o21cCErWlYnIytGgrYiI6x32/IptZZWYsfOXtoLWpD0+fzJfO3jRc9jqP3XVKjoRO6Y9Oz/e4Yu5ebT4SjBzR283uDYd/apL/7pMbBUSeZqW3ehlTXvcOB19bvvNm6RULp/QYCt0DgAV8WX620TCu0Esp9d1qy52dGJmxU2hBFKqPZDlfLETRycCkRKCbo68Ne1Wvt4a9Pai1TW5Na+6Na6LJl4jbW3YT2WBe5+1XZ22rvisMc9X/tpGu3NgaJF2I1Rz4/NFWYmeF3aa5Z+BqdPmuzXb8NUQytYw84L6n0HRKNzkg0aJeBaOvi3z06s9e3d90MqO5YNNVvdXO7ibD761inFxByjtzcx3M2CbouVcLu157p27t70Ywo7TQQ5MgSkQmCkr6A2vNUJoVeqiIE711N03lsuhliNFZiWolqa7NoWkqWX9cAMkp9cDWt/K9qxu/GWp7a1YoqpePoVTTKrVC+GgMwVuBiUIxtrG38I1wtfDZO0u9lc9ihcL0TbPWbVKz5XgyhE6rwmKzF6LLVfIbt/XE1EZwM3RjlkkyMsb8QVQ7N2QerjcQ0cz0dy02dSRxzjlxth4d2Yq1VVykF0JtlJVYj9wBlTU0tpJeZCPR6shoAKbuUFkw8y+7SKdCa07Yd8SXHVhrktHf3X9tJhp21dqbJ//3axMk9fK/7wE43ZFwskSsGFD2kAhAuWjaK0pfp9XZeoEaOXCq9sa2+mqvT2vjt484WodXRP4lLczj2sl2vt2se9057w77Z2XhFZHdy8h8Cx87QZC6y8rHyZJN9dHbyNI92U7+iZDQKVjTWK1rWZaCFCdw3ZubwBUduoFiKa4timU3aTu5AoAQtid7UpLVL/Lv0QEKBFEtFWoqpKdVbjGVukn2gsR3DgSbJpLupVO5r6h59+i18UpXx1cdZyTM3Gf1R0NE91mNI42zBUfXlLEYhnJhrGnPrD69euvL20FrcmvQrSjnu/XA17EfM70n/YpzPBY99b6clXYNrw/60hvCtBGmOrEtev+26ujv/7vfj2QGcqe2bCCaxVz9unor5pDtCla52HJje0UtVoqF+W75esVpo0XQ35fiCfjonz6pT5XQcgpuxodvYXCy925EZr+dxcCoI2QqDokEGWhas8jdl3fs7Sver1eLOxi4f53Y63bzzNHtecIQrHAm59WeAF0YzaefasyUyUrQ39pdGwnor6+8KoM1NWb46fXysVv+VGGmel0W0ahuOecdIVL2uGrJjprv5eS7uF8YbPwbf2gBibQ5lFvMxvb2sb7B7CTMLXX9/n/ovdAhJKrmZoDuH7qtcQKgWjvecf2xXeOZwbXRhpsMxFW8Z1rjlGfjKshhBACI6EUOa11ylF09G0r3JglHg2BmImDK+JJVVPSlFIa3R5AKlD11OxTBBwKO8/dlsC6+vpK0lo16+zV9ZqrkiVDwCW9HqobPWw77GdA+y1YVQBCtkaomdlF9dRnsO+8+z7Y18/e1Gp7Imfa6WJuJbk8IWbmafsyzS2CV/Wp+0/lUKI1F6/0Qhl02tfTwIgo0tT/TtK0veI7mf0+jNi3f88nL+e034Z2RkIRosysTfDpEaQG23ce/bqA5oEUmb6Z+TlvLsPzEysmFrftMc+gsczqwddZ5ez2MCKUA/H+tx529XMxJcQG4ufRmeHn0b1/ZlI1kapCsJmZYtyzf6+L3Daego1u96HDPr55Yf8zqDfeuMg4Kqec0YhmZrvpXLH0TldekIzMuQzjeaBOfW6yjL5Z2qT1xxBljh4iVx295ehWDoWj3cBmwdR/YqbYMTPMxCyIgMjcii7JNGfEmO6ly53zaQl6HcbXRhO6Btg3gZvXpwnc13zLObfVoJxXLEmUrTkwVlWryw77Imjt2BtqejueXfudNpthzwztnbbLvQK99segrgxfg033NXiFC+GaOXqjAT8jxm/uqHncBLZoR+ulvsyC7RPe9wEbMAUZZNmivbHWZ7zpZqE97NwhhBBjjDFyJ87OQwgzjo5dfkoSBhSwEClGhMhEbCYiSIk4EA8pMdKoZm6VzRrJpoxvmcaSzmKTfH3bxtVSshOMgHwwD8BUmeMbC7R50kxpdhpw9122eT54S5PbsvVdt1W09QJsfNhBB7aY+os00c5E0mvsdlvaIrwyFWHTGJeh2mO2rr+oQVabwfltNr/mSfsGsO8dcG0cfYew/KzbqlUKy4d5bxPFKV8vbwW60oYnQnHoUNoV5X6jlXLMGfl0uZlSZuaA2HHXBSEhJg7MITP1GUlFY/M0M49rI7YY0fUxRnAAEEQkJV2vxhDCOKRyr4I8rD335GPJP3lYHJXYOcvBei1HqbasC705F168XqiSin+dsHd/+90/XHGY5+MybQY5AsA8+dc8HGH6wdrV2f6puido112XHeE+mMV5TBy9mVvMqcSV9vVcUswWiHPjWKsYUZn69cI26bvmB1x9PNuz2rpU8CLlp8LLz5uERvLDpgaYyYWVJGuvfDJfDtw4q/uF4CvV6Ohzz+v5GMbPlAjD9zDb3sCrnBLtpuvpc8giMJur4yEEIaYQKASOkRuO3ta8MjMtGWGCAaRELhBQv+AQmcicozMjrD3ha0nDDvYgOVWDoT2AXsL3bJO1X3lOZ0aFF6qxzR6KTSp8IT16odCy87qOKLXyZn67zTASZ9gEkDWRDUWcMmzFncz2VLsZn42SVtGo9tO81w4e8zz7unncZdu/CBmxNaW8cgVze9+0sS9olviqstSlBzCN5JKLO0mt2QpYhzr/8DWGa9TRgU2h9ZnFzBZXauczz3p9xDM8ZSfx3dvYwO1Ow479bDff5L4HiMABrWmdu8AhxK7rus519LZ9ZsoGgEzNMOX3ZkbsOHah6wIzVMM4eiHUBIhp5gFpDWfnzKyq2YpqXDI5V329PjE/tw74Mt53vGDT6/PDfh39avvlorf0k2ZEZCXIKZTnFBErf9Utwjdx7kbjKdx9km0v1NGfbSF2GPmJKEz4QC53ZDuBTSOZjWHDjVfyEoYi1lSrT/6wx0VTmUrL1He+77OBW91nfb5aibDCJp5sWTWuNXG4NdS0iKTntfcGrY7eTpo1VYi+CewcL8CPPplBnrWHFnvm3aJBI4f2QZtP372AM3vdhRuSqveu2cne+2tgct8PZtOGqXREVT1klBkheDmjbEz2uuaFhGr5Z34+jZi8XFIIFDsnf36UPJrClEQsJlZVmYRonVSRyTUwn9Btr/m2Z70F2rTSU+MMvqaZ2w2Ntrfx3FdLSKqaXoOW/cxCy879r4juHGyroLfq7Iufzzz4+SnKTdayU19/Qcv9QhX07WfhlVrdt0noJPS8RAt2JVBX0tGxyb8dbV/I+G4e3Dir+8wIVj/sJDe+2i8T78O81trrCs3ETnYOM1MYYIEgfojAJd9yztuKKCPIldIKAikxE+eyCsxusA0hWIgcop9t4xACIM1Dm7XeIx4VN9iGpPgSSOrXDKr5nXiSeC4kza1s3RB0YKMuy6ZCfE26mstts1OURASp9XlfCM87v8MXinitKeImaJTnL+VOdev6Hn3NHTq4NefrDfGSCHrhFM94cGsm3dPeWgJRL+t0trtVvqfklGjJE9GYUnPRFU1zY+Nm/9Phqz0vuOF8rU8RkxwrzQz2/WwpPwVWot+t1Eff94BGeJwUo2uERufemLcg7uInaw4+GgEwUhCxaTAKFDqmnin2ZAwOEiIxGXFgZjYCk+fNMyGDiREbxEwtGYfIHiEnQRMheDChmo4qIywRlHlgXhFJiEeu8RNURbQYe6eab9b8bbJ+TlovAEBKfW4rZx3zT1o98wDgOersHPLUSDOYGzx3Nt99fadf2cyI9+jue0A3JUZut5VNOBYAJiaiVOrc7xwsjE1JjQgUY4whjnxCRBxAZDBVFRGYYHEAEaiCxO8kr1tfbPR1eABgxMoKIzfOwLieBwk2O1Kx8ab+PN87IXAI4bCzpycpRPRdv14PSREpwiJCWPQHRN04pBC6RXeoqidPT+4efR5CUJWTExkFR0vEDk+eYNGX0gAAiq01BD4h7aKRYVyDCMseAbReW0oKApgs9AmkRmIAbEHracLRJESSHLlJFjBtczasd0697av/XYwMRZC1ghiskwM4i0+GvYE7V4V9KLfpHK+0F8Rul/SD8TDjLNQp+eVWHDcDB9vuBIRh1fRJVJNCEuXQVzMD2DsigIJUMVMNZhKAwMHzGNXYG8v5ftmiEQEsYDIKBvKj5yJmBjW1ktMQ+cD/OfvlGmBG1xuetdGgYZe28/rsxrp8F2Z0vXE6+jnQmryuSxWYdY5ionnlVq9nhnZyXCWD05G2nNP00eOkyEzMxIxS0uoy5NLhxoGyRjSxnNXViEyVREQSRlYDM1NO1W4MKIxqju1yo5YFfZbXbDH+eZChRSe7MTHG+2BmyDDbk6hhC6pUEULvhi0AgCD7TQoJ3iA0ZLbxwCwcodipyNhcWtDqA24lm8ZGjmHUwIgx9H10kc5MU9KBaLHkRX8AQEQXvFgcHjHFcUwqTCEcLZaqWK/XIYQ79+6vn3waI6ni8Ki/f3BwenpydpZu3fI+VcRgzBzNXHog6nUYYIbIgOL0DAYLbvMrr0U5nYnp1mzeDG35xUJ9x+1t9PwbYeLuz37v89pFbux2fhHw2nD0huNO2S2ucan2+l1eEytNif6Yp/6YaqZtHuEgTLulslgR0TF5zJqZcfasu5M8m0BnHMUTo4GYRss+EECEuj6IqCmZkSpETBUiEztX1W0f+baTpeXWm5+va95ekwUuc1KHexm5tt0gPvOBF0QEKEHVmAiwBBOiQJCQ2TabkanXqG/y+bfWD4URiIyKjSQbRTYCXCazxK1by0aS01Dg7Mlp19F6PYhIUnSdYr1WG99+9O6Dh4/efvTucnnw5VdPfvGLf/j000+fPj09PnxAZI8fP14PAsLTUxkEIYWUkgqpElEIHJmjmorqctGtsWbQ4WJpmk5PV2Q4ODg4Ozsj8oK+yiCDEYypLTA48blNNVabPIwX5HBvLXOvBaadIx/PcKm2b5XLGf8m2s5dqMB2OkNt6Wz1sl3LhE0WsjzEa+jzJsNejr6PV94ctLz2TbL1yq/HJpxBy9SJmuO1NFlsnNgSZ21LVVRJhIhgKVUdPQJmNmWCDDYdgpoeRwAkuVvVQKoKDtlmK4I0WhotJU2jSoKqW0ep2kiJmHbVsS4yyjkGcP97gR37QthW0F+hn372HjPjyEQrXejcH9RhU4ivL7G6cGYaiYwoEIGQmDi6CR05n4mjBiyHPAotprhF8yz9bg+uhvYdtYZ9IgtRJgDr9YrcTGpmZkTGIDO+e/eOClbjELg/XCw4dH2/XB7e+qf/7J//4R/+449/64cp6WdffPnZZ5/96Z/+2b/9t//2N3/716dnTxcHUTWJhTtvHFfkYQ6qGNYppWzAZuBseArriGg1GMRUyGBnpyvmkOsMmk+jMSAmztMr8c/GiDzvO7jRfsTboibPYZF6cUC7Do/MDFfN38LLaaOH9vOMqXP2Ok1Jpab2O2QjbvvBc0xXo7x8rWDfhNSXfW10dDRi4Osi8L5MmG2/Oj+1RJaZMcMMqlVBh3MFA0SN1EjNUnWZqamEAAnu9QxkOfAN2cVFAMPgudpF1PeRiDFDkrpNPiVdnaX1SsZRRSAizl3qyM/fefuOoj6nsf21A+aNt+U92btaaIly1Y8xQolDICIjjsGYOBIlEWEjcU5uIKOcgh+E7Ewv9gEDSEIVCnOjTOXT9D3/9WTAKaHreLFYxNA5D/YhrUcXEwOHrusPFweH3/ned3/+8z/4+e//4Xe///H9N988PVndeeut7+HjD3/wgx/89if/6r//H//Nv/k3tDjt+/6zzz5NQoeHB19+8cXBweGyW8bQCY8yJIAidwBWZ8PBsgewOj0LxEe3b0PT2clTZgZUoQytNUFa5dJK6N+OaXYRx7Z1zdcS9lndW7PoJftxpXzSywlgLthXu5V6hHIrR6TOunpOqMIEbqpEde3w2ujos9DKF6FIbQmbr9Pi19lozF8eJVdjy4189hhkuVILEVxvV1XVJGI52K/sQhFhZiXEGCnl0mz+xHJSmWFO/1UVIhoERLaGeJtxlPV6GNYpJagipYRd1uD6Fu0bzT60d23/+sywTbleoXg/ex1C1seZiRpzBeUSQRcz9frBIY3qSf2Yp2SIhECqamSmUCOQkRIbGZWIT8tWARhgbFlSpJapEwCMmtlh0dWCx0PdfeNYVUVsGBJR6Lru8PCg7/svf/P04cOHMcbVOMTQ3b3/4B/94//i//J//b/1i4Ok9vlXj5mZYjCzu289+L27d9598M5g4S/+8s+I6GCQxWLx3nvvfI/53r0Hy+VS1T7/7DefffbF48dPnz45PTs7M+opHpEasS6XyzffvM+wr37z2cnTLw1Cmt/PpzUCgnruvPIAbmayUdNJt9dr3/xjP0W9CdCIMnvDh2sQDLZIJYqBnRkhcPZmAIYclONnXz3YjwgEtY0A1smgoU2gK00BH1eGSlRaqvg1gAt9Iq+Tjj6D69XUG49Xyw6xbT177aC1S2fG777v5pVRODShytQmInUetM/iszWZyABE7f1sOghA4kApCXG+V1XHQdbrcRyzD1hTljC4VNpwDxeXMLxptD7xTYh+K8Nd19K38kT74abIc4WiMTNNWfGFqCTdu1w17rqmBjGDqpEx2NS8jlXWmKECGEpSJWI1G3MPBMp6q8Jy7TXOsfhKRK64clOjjzkQEVGAMbgnohg4xnh0ePzgwYM333zz9u3b9+/f/63f+i0Av/zVpyC6e/f+j37y4x9+8sOTs/FsvVJQ6DojXq1WvF4vzW791u3/+r/5bxPZr371q9/67R/99Kc//fjjH9y7d+/27TshhNPT1d//3S//83/+u//8n//uP/71//53f/d3j786UtXV2ZkiLpY9eDGOq6QE6shgJDDxafYilNIIx0S1wFcLG/bhC1bvijnpXj7s1IvOsbo7VOrRWNedqftRw9IMALOq1qCKxlxfZaMdqSELebmps3aD4TXj6Nsun+uCxoe6qf+9VkhltmOKrCmb5sBbfmuzopmrUgmXo0ZCJiIPa/P76xFhVq0qPchUlRhEnFICTFWHQYZ1PkXMXG0D5NvWo+ucftZHNX9fOLQEq/1w04CImKz4pxktldwPMwHIzAiJXG4DmcJMoSqaAEAF+VSSEhGJEUExTr2RCxikhJhJh3ura5l5jp3jWshMnaLruKK4+8b9995776OPvvvBBx+8/fY79+/fPzw8/ODDt3/0ycePn67/4i/+wpgODo8R+NPffBk4HhwdgsNqGMRkebREDE+ePDHoP/mn/+TTLz59/C/+vz/6nd/+b/67//bWrVsAUkqHB0f33nzw9nvv/s7Pfvrk8cnf/M3f/s3f/M1f/sWffvHZ559++unZyROVcVytTs/Wg7JyZAUsAQxTtopxXk2gTt2+Ga7b52ZIfi8Arm51rwUb613uu9mUOqe5beMSdkimlWg98670MTzbva8pnF+Y4BVANyvnPY/DmiiUgzbhqe6cU9UWAdr4qfqh5XBWQoeqvujCZgiBiFjHjFVNYWapsmqpOzINbM97tVHc7Xj2nS98ZsGl1cgB3DkItVB3DlY3U7OUkvvUZTJLgAiLxUJVZTpaRhTyHiUiK5m7agB8GNwlpoBZPuupZlLXwqPca6ip7jkOyjz3GvgTOQbbOOqWH51KHoL560/zvDEPnhNtq345mKesqLgEFeM9tIX3OP2UNnresJTsgmrVdLmn1LalGJmybUWQre4GQNA5TtazA95xjE0t8yZJiwWNMRKR+1P6EFV1vT5bLhar1SoldB0i0TiauELeIUYAWK+RRjAjEMF4FOn44PjgiCh4MNpisTw8PHyiJwAfHBwcHBwcHh4+fPj2nTt3xiF997vff+uttz744KO33nrrYHlU1+X4drc8PFwul6p6ujpbpzH23WKxIA7cxX6x6JaLEEgUw5DGcezRf/HFF3/5l3/+t3/7t7dvH//oRz96+OhNEQncMXMIHXNUsWFIw5BSSmmVfvnLX/7600+fPn38+a8/+/N//yd//O/+zd//7d+Qjl1Q0zENT8kGDgbBMALLRcU3H6SIiFq4IqHcv76o61s+0Dnt99Vrv9ArOsP/7cjT2r7dcTU1Xx1Vxd5MJ4Vddq+3+78QwcwheFHm0gOZrHMSgpSkpQM1TGHTEgDyU4b+EyMEOOoWbx1EIKlSaeaonA3+ROS0AmamUp2HtfQzA1CrGYqmWcIlznm/INhH5/et7xYfmV+/cTr6jBmfL52ZTad5ZhT5HGilhNboes6Q9omKz6/RvWjj7s63q7KLlaQltZWIOH/weSEiBqQRpFwyKJY0kPqGmbJ/g8yMVMkMqqRqqlOmjr0ccTMlWdXTW7Z0zhtdCLMVrIzzxoI18SLIfkct4dc6jXy+X6Y3bSdqosiWzDP0WpLRBolExEQpJSLqOuv87CLAjBgxAsMIVTBheYDAHVMHxDv90bC29WhdPHjj/p27d++9cefewcFR9wb3ff/mg4ePHj16880333nnnePj2+v1moiWy4PDw8O+7wnBB8PMQk+TympYK7lzP4jq6dkZAgeJYmKM5XIZInoKHMyG8fC4e/f9R4vD0Pf9wXGnSArpusDMIYAZHBkcKVhIODg4iMv48N2HEH38+PHDtx8d37n913/5F//xP/z50ye/Ucjh8T0ZTx4/eczA7VuLr1YV/aWKj2FDWpuh383CoXbNcTn/USME+N8L21Mu7bCr4ex29nQXIC5+dGyI7MipZkoF5Ms5keq9F0/+xBdujivtRcKN4+hNdskM22KIf8OmrtOIk+cZ52faeYVGiZ9o4jYGtHSyWnSe2Sj0EqBqt4VfVpg4ejtdztGn9FtkZkJKUvwRRCRFkAcAnam2WvqZ7CUbUtpeCsibUTJUH7/d9DITbntiJ2/yYmELpTOlg4kIk3tPrCGqOQXW9ktt6hzTGokgBGGPgjOoaqAYuBvHkYi7EACoDiqIjEgcl7paAYa+B7gb1qo6BA5PTx6/cefND77z0Xe/84PvfOcH7737wd279xf9UpYDgOPj41u3bnVdd3BwBODJkye3b992tBsNgLjipUT98lBVExAC930XrV+v16txWHQRKikNJh2jj5FjoBi60fQwLB7F+3feOFRLfd93PRbceVGhwAiBzCgEil0nwkz94iCmlExw597dO/fuvv3uO7/4u7/9H/77//d/+LM/+0//8S9P1qtFd3BwRDoOYyJmdWmVKAIwU+frTV2DGw07t8s57TcpLbXk8TLQGBume9tOOAAE1awGtOOshqjsy7H5qZaG8s9fYUsKaVvWwmvTwbl9/bym0PLE2XLdOI5uG/+b1I5LrsWFa7Ztxq+SwHYz/8mfbk2D9iENuuQBXwn27Z/rQj7nzUQ5ISgRmaqnb2s5+tReJssYAD+aRgRTqGcUIZB6ckojIm6ykLY7R8S19rnR5RlI4mwqLqN2zG5sZbjzjZw3AcpoJx0r4yiBOadDpqKt7zMybWNjkVyhIxIrEQIHRgeQqqkENgyjmZkoYBDFCEqKlNBF9N1RUmJOh0e37t19ePfeW7/9o9/52e//448+/N7y8Cjwouu6rusHWqeUuq4LgYZhGCR1XdcfLEMf/F1ijF7WD4Ca9ItsEI4xcBdVNfSBV3x8fKyWAHSRY7AOXpNLwiIMg2hkPlyY9SHSwcHycHm4GlZM0WPxYBBiDVDlMY0MpHFcDUOM3e17d7+3PHzw1iNw+PCj7/8v//J//pM//t9Wp48PFnepH0+ePO2XJCKiI5UCRa6s1xUpi1Sndfcibs//jk7KulyIEleFGZ87tyW1ny/0ClEOmps/jhqYuqXsjeKgquRhNA47uietGzQjOaEVRtvHFYGAtl/z68e/W9he09lb3jiO7mDNlmmx88I1OgcX54/Y1Ok3nzXj+hdb3W8s8kjK9jEiAtiNT5Wjozi0sr2BQGyUvb9A4cFW/Bt+h99AW06RmUTcwiUNettQzfuzi1fsZKJB24nqbiA40SzyVnnZIpYQMWx3qbTmNXd4aokoBKhCEmLkGHoYpwRJduf4DRFJKZnZkjhEdhNL15n16LoucJfWQ9fRO29/+L3v//Cf/fP/5jvf/f4HH30/hPj4yclqGLVTPiBZAx3Fgy6EIAyOfHT7+I0uxhgNYmYxctd1zBCRlKjveyIiRgjkRyC7LiwP+sPDQx0HEQmR2c8smzGk63oZRjLtQgiBYozLvutA6HoiIsdwgBhqUKIxShfC7cVBv+zMgikrkxB/5wc//PA7P/jOd7//9rsf/q9/9C+/+OxXoP7o9pHZb1QVxswBrIWpb070pZHHbDfmn6NjPSe04Rwtc73qljkHqATMUiOht9r5ZA9vOD0HmDGgrXOtwiSXbmW8KULtBiNoZIhmVBu8fMNJZ1ZI1tcdbihHpybmYnMZJpfqzEZEJX77/COM2xxiS97c8LKXD1lHt013b7G61/ZXdqu9aEHSGRgzoRm5ihHYC601Au80FR6+vE0Diq23MVd4ZY/GYpYNXhSKLC+zHnZCSURW3Gwof7cSCl1+xrYbtit1w3d3I0cCm4TMz48VK0vjRylQjPMT4as/BWZ184mygVUDlHvuzk6VEIHIRDF2MXBKaRzXXbfoQr9cHiwWi7v34v03H/z4Jz/55Mc/+c53v3t8985o4+mwsk5v3z5cLpcUQnpsID06Puq6jp5CZBx1UBkPb99JSUSTEgkJhchB+56YmBkhIDgeKofYLdBFgnQhMAFKKpaEiCIhAH3XwYyZ3HdOoKQSa4RjFUYZTOiDhUAG4tgnwTigXy6O79y5fedeGsdbt+/eu/fme+999L/+qz/6xd//rSU5O1mN4+hxWLFjZjaLG5HYl0Ob1nVUF6X5ZWOhsUWFnhNaqnh+y10G7cvWmMYkL87IcmlDYANyNXoiNi3B7Qz14lnOfUs9GBjPzqPvGGRr58fW1BUW7tqFX2l+utm7/kLY1mxn+HMTOfqMnTtsEay8nG7V8V+biK29OFlsj3OmXnUazJn6BYaOG66m+3tZc662Un8qCvimRJw/bKDOphBTeTeyGx2AIMeUZnXQQ4pm5w7MLFxxS+2b/wsp4Gwzt1oRrpuAviCwWmytNd6W2MKZR2NqsEltW45uZmaBiUEcqDcNgRdHx7fvHN/96qsnhwdHx4e3+r6PMXLAer0+OztLFo6Pjx+8df/hw4dvv//2hx999OH3v/Pw7bcGSf1hjwAkoxj7ZSe6PlutuuUtEXDkg6NFv2QA/SKaKUWJwSJCCCFEimBGJNBagVIDhggh5EgLE4kciMkMlsQNEzEEMXQxet4SZoqB1TSlFGvxrxwFnZFWA426HhNEwiis1i0O+ejWwXqFp191sbd3P/j+reO777z7wZ/9uz/5+1/87We/WJnZer1WVdMwm9KbD+3evEr76a6GOOyAnfy+sbhPutbONswG5Aq5tfaaqgJcMla1Vo3z3qJYA2pj1MGXvX8jKfJ1QLXPbb/ijePoM6l2RpLq9fqhsf9kZa5+3tn/zLfa9Pxc/q1nRp59N14XDTH/zzj/y4+0Iveoe2nrPKvIxPwavmhFR5yby6a3KNb56dXmvOcZXqreWJfVzo183AeUvdEbPP51odSW8+/OZS87N23cjKP7KqdRmGOMfUCvQn13cP/+w3cfvvfo0XsPHjx48/5bh4eHzKyanKMr9YeHh2/cvXP33r17b947uHUw6OpXv/r1ux++d3C81KCn69NRBrHBSITGo2V3cjKcrU9jTyFQiGwkouM4pBhD14fAYJhgGCAG6/mWKEQARqSJHlkIEWCwGQ2SYEoIzDyOCAEAD2kwQuQ+ElPogWLdcdwoKsEImAkR94toA58MI7RHj/UaBwdkcvj47DfLw1s//u2f3r1z76//+q//3R/9/dnZyZMnT4ZheFHL+SKhbtjK4y55C00RS9djnXZ2u62JOUcnIjfsFXeAqxl2SVHkqiN8/ZXzy8LsYMYE1e3Sei/w4jVRzejl+jeYmdgKnhlQsk7WOh851xgAmFL2E6v7jOtYlYgoRxVN1cbqnUQ5BYo/NAQiztQ/mIe8Vqe7nUNDcWWjO3TPOddLyhPtYTBqpq6qwmvSmbUjP7cscCvVngP7dhDbRu2WOrf7ttzec9t7/HzGTRa5DZNafeL0F82LXxKuWn963+m7CjNJceaMmAmUu+7f/YC+Lyl9mOEZyVVVVVjMYAp4Zl/fF4YuQhM6xnK5VJGz9cjA8dGRre8w8/LocEgjiH7+j/7xP/8//beP3nvn7ptvLY+PKPCTs9PVOHZ9H/tOVXV9IiK3bt168OCBiHz++a+Z+cGDBwcHB0lGMwshmJnIGEJYLpc6xtVqRWRHR0f9IppZ18XDAzpdjX7ojplDdDxUM1tQt/N9zSwQu5qWVHIQAIeZecx983lpatEBTSj8Q1JwGrcextP1MCal0IWuk2TjKMNa0jiOg6xOVo8fPz47Wf3iLx//P/8f//c///M/Wh4MJyf/kMaTg2U8O00RPayDRYGBRqU1SEE4rzz97vfafX1fDnPZj8/tzp30Wtn9AN57nn7yzmBLvd6kewCQlFAMRZ5Mxu/o+tCeRy9d67C29mhrNq+Tep2Isl5iIiImAkFW3GkTfCS1HEDzizRtqLap6SqmOCH/umee99t0d1+/Ll2gnXlsUomthagi1+z2DcPJzdPRJ/3bWv7IXhiqvJA1+mK1D9Olw+LOHUAdhm3O3Surx3WN8Mpf4RkGYJvn0F75K5wDL07pn8mUTt+AHDZHZUc4YyCDCO7cOjTDk6enDNy7+0YX4snJ2e037jx9+jT23Y9+8uOf/+Ef/Ff/9L9+851Hv/r8s7fffpu6qLD+8AAh9IuFws7Ozk6/SkR0cHDgnPvg4KDv+8PDw4ODg2FcDzmNSzKTEEKMMVkIXQSUAoOIOOfxDTGWROglJGXyKlwwk5skb/fkMDMRyOui1jSuTXgUEYUQDOypohaLCLCImQbqQ0CIMaZbI54e/6N//AdPTn/5q3/4y8PDwzTKerVaLHpZ16flYJ2bi4UvEsq6zEX2gp+b9tGcmH0jeTMREVOMkcvqqNf+gwAmV5SQvoUZXMDRW9X85Vso3Z9G1oqXFgCU3KyGth4zDErEhbXXmruXCvLccFUWFw7RVAyoWIXy5339hG/mRr80XJUfb/sFb6wjvBFGr39wVmrVF3djIZEb9omcA5LBqvLkZLWI3dHBoYg9fnK26Prl8rA/WP7skx/+7Gc/++A7Hx0eHyWyIY137tx5evZUTrDWRMyHt24x87henz49OTw8XCwWy+USgIj0fb9cLv00edd1zLxer0WkpKuzEEKM7IkGiZy/AkAXyVCC17JizVTqtG5nKShcf5rPVolpPvNUi6j0Y2CikgGJzUzMiBhdF4gtGdTUEJjRdSEQq5qGwAFp4Lt3+z/4wz/83//mT//+7/49LxgcV2vcOio+XVJC9fRlKaos0LWt9WsEthW1uhl6bC3GZm7OzAExRmq93RQURnh2fl7lidcOrldj2cvRzw8He37YS/R03oDUiEFkBCIYFY0EAAjbuUBpp/xMev5600bI92Q0nUmd1NQw2AM3d2ffBO32yhy9WRrscBPeFNhm5y0HugK0zTe95kAll1quZC+AV8gFvOgZGfHBcjkMgyB03VKhzHbvrYff+c53/uAP/tl777330fe+e3x8vFqvhzR+8eWXFHh5fDSKjiqL5bLr4qLvUkrOto+OjrquOzs7SykRQVX982LZLxYL5+vDsAIwjmPoOoqe7SWfgRTDCD8aCXi6YLCREKj6zXMOss0dujET03pT4wekcqUw9OkmbnDGzJSIQ2BiMkkm5OLRcsluz1ifDqtVGoZV6A/fefftjz/++E/++N4XX/w9kfU9qdY0Bup6Z2XqVb5v8fMceNF4+/L3RWs68onyv60Zv6WfIYRcuG8qY1Mt6s8+gGfcbhfBi57PnaTseejbTbW6k7IVKsDmJSoIIC/5ZFlABpBmVndPM5hZ/xWOYFYyQZU+IHfbDuwmMMVngyqIbDtpvoXrgutQ0+dsvFygYiQqjk8GANaoqmRaTNhEFAEijrfv3BrHdHJ69uaDhz/9+c9+/OPfuXv37vc//qTv+27ZoY+3jg7Ww3A2rNWo6zpwYsTlcnnQL0IIgamLoaJNyQMTiWgcRxGJXXAC3fe9F9AMIXjNPXevZkptKUkMJcDBYGpqhsAgkDQqXd6DWc+GWjWQVfnawGSNfmwAIZjVDHlkMCvhXQonAkREcJWAjJSILEYmQnbUD2CmGEPXR1qGYYw/+vEnf/Uff/b/+R9/JQO/cefu08cn6sVt8tDcvODnROYBE19vaOWpGbjd3fGkhMvUOVEvtUhMIPXgOGz6Satl9ErQMr+Zy/91AR91Jc7POfgLdPRZHAquT2bZR/LYgx6LQYYAKIwsMgFGlqtrzpzoOYdWQRGanUmn1gIf9g9pGlid36nDC2Oa8kBuLjYVjAduntV6bwSKO4Zb38rNU9Cxy++Li1BlD7TVqCirr5tcPtuXp4cwEUzBROAQuCMKp6txPeL4+PYPv/vx7/zOT3/605++//4Hh4eHJ+N6seyx6JRtlcYnZyci8sa9u0ZIpqoq0g/DICInJyenp6f97cNxHF2FijEuFn2McRzHEILXz3BgZj/29psnJ13XxdA7tzSFmiUpWhuZqqY0AtAQYmDWdt9llg7AjDwKioi8vI6Vw/dlh7bnLPJhNXP3fLH9umTOAaZkMFUvh24cCDBVSmoypnEUkTFEOjhYDONiGE8++Oijn//853/y7/7Vr371tyEshvRlF/opDsDyBwAzpk5bh0G28OSK2LC/tzYmtFDBF76xt+zDG7biNvewRzYA6oHJtVn1HwHwGn3MBAYzzATPWjHFre4vTUe/dqHhukZ+sR99Fkv8EoC2HNVc/hZNnbCrcHG20bpRjBTzJucZ3gvnzp+LJkQK9TMYOZDnouIxN5ihA3gFqzmDfUxu36y2YlZte+2jukZ4XjXdg3HJC01OTL2N7aj/AECcs7lrO3IIMfYU4q07BweHxx9//MM/+MN/9NFH3+26zrhfHN4+utUBGMcxLvs7d+70j5efffHFahju3DkYVcSUAzxLax9ix6Hve1VdrVae2zXGGGN0a3zsgqq6vt51AYCZpZRijCGEEOphE1VVUmJmM00pjWMy0xijmQXdMM9Wvu6R/NX56sTaDbOtRdenzCPj3MFtRiqZr3v+GYKXn4XoKAoj5kCqSQWqSGkUEQ+PZ0a3YI64fXj8ne9+//0Pv/f5Z5+ergaiAMDYSEsgDUBGRq9BUuFrh7m+VMAZvGVaWRSzxsbps+RWHCJiBI+BqBHszzaeVsdtrrweUMPXr8ureOOs7m7dmoEZyGwqwlw92U1Rv+La0umAArVW94sXeaeOvtngYhnwqqehXjR72umkeb1gp9XkVQ/qAnhep4bxnKkD5as38LLjSHkPBCLi0HVdH7pFCN0nP/rt3/np7/3kx79zcHxrHKTr+4OjY3D46unj4+Nb3XIRF73AVuOKiO7cfSOltBrOhiH1fQ/SEKOHti0Wi5SSs+0QQi38E0Lw3OyVE4vIOI6qAhiRq1y+ZG3qIfLamiLiMvKCd5MgK4Bm0c1MhQAj1tY35vVUygb1iAO3jxO4ko1c25cCBWY3OTCTdd0wjAPWwzCIpH5B/bKLwe7cvf/++x/8xZ/96dOvvjg8uD2sTwCYlwgkLWffibj60b9xrL1CazuZsWaDRx64wZWKKq8w5kK9VdXEVPEMmWp3Wd2f821eb5i200x7m1GkCwnUzPFc+9l3zvKcuuAC5PSB2dQGAAggL1uen2KmMEM8KG02cpmZZ5XC5DaesIemQ73qwt2WlpDvqomN0JCYir5t//Wt+6med34dp4yy51hGJVW1fTuMpv9nxNN963KNddm35R4i8kot2JST2vat8T9b3naBlqkpaU3zSs3GP5nlQZvrXtvvOe9+hRfNT2jfty5WNfNuvuPe7mdOnHpjrtdOaiWjljdPo2bHOSPGEAKllIYBbNZ3SzCJSNf1777/4ccf//Cdd9/9rU9+9NabD1djWp0N9998oIqnT58eHBxwDEMabLT1uF6uD0B0eHxARIeHh2dnZ+M4euDber1Wk+Nbhyml5XLZdd2TJ0/Ozs48lbqHuBu6xWLR972IjOPadWI/57Zer9drdF1W8dfrNYg97HkYkoi4Hm9mJ2enrvEHj5gqZ9vENEluGfuOAWUS0SQGwDV+Ij95nERkTEOMse/7GDmE0MUegJp2FAwYVYZhgHHXsRhWq5WILRYg65KMIkKM2AWCiYzdQegDLxaLH37yk//f//Qvnnz1eDWsmQJsNIhBm1zme0OU93qR9uwvEacVk2TgNZb20c8GZ1r6Y/vPne+GliNyUx19H73KiL2xb3a8at5usyBiMstVmrFer7lkjjMzqIqIqrb5SNq5reb6eu18oZl54h3WeK5mDK6xqG2+4EV04ar87kJ8aBsUfX2Ds9SfdilpE/a9KB39Qn/SPrAply/gWSMMjPaUGhERvEBUmwizxZxC8StBLMYNK86mC/S8Bpm02TnTvy02Nv29EjR4aWg4xDOYB14J3MxRvS6wgyptGJamz33fmVM+1dVKAHQdDg/7Pt47PT0dx/Tw4ds/+9nPfvbzP3j33fdj35ki9IueeHnQHR0dnZ2twSxFzhARZo5dWCwWMcZbt26tVkPf98MwmAmaCLhxHLMRvu9dcDk9PVXV4+Nj96+7Q91j4kRk0ccYI4CUUhpHSUlVh2HAmXpgfBei52DXpCmlO8tltsFSIDCTJ4kyl96NAKNxSInIC8mkNIXLEZFq8usAiNxIEEIQF+jNbFQ2QkpplATmgM6IzIiZCMEF7hAQ/FQVKBEoGAIf3br1xr0H9x48+vI3v0kjpeHE0/dMse1ExZSSx3OZvXAOZW/pOCpJubDL59t/O0nWVTd1M/KJ0Vp2YlYcZjOjkmjWCaiqZhHczJRgjKuEM38L2zBx9FnM0VWZU2MUBS7hCdgbcUAwT0pBmZHz5l3GFBhmHGgnW6UcOAQpRj+bvV0jl1HRFPfuRitKg8e8NSy9PJS32wM8Re75ebudbn8ATBsSBtFc4Gh/emb22Yp418uCn2FItFmQ8XkN1K8ttHjYXK4UrZ1YFpGUlAhdFwMjpQQLTN3jk/X9+2999NFHH3/88Q9/+MP3P/zo6OhIxVbjQGRd1x0dH9++fQxgHNddoNEgYxqGwUTl8LC6xonWzrlFRGQM4cDMxnE8OFh46hjn6J7G0W1UzsJDCF3XAe4gHw9CYAMRidqQj6qrqsbI1FkAccihqSJCal3XeRszizE63a8GD1fra2geAKLOeUGx35qH5rm04eNxXdNnUgcDk5klEYoBFI2hqiogjKpBk4kImfk4w4JobRzo+Natt99+7/33P/rl3//t+kzTcEJEIHWLuwIwrn6QzQ37LFts5yYosRPn30i2O6joGR9tdoH6a7YjpWp7154etHhesrYNIsqudIYU1/s3lBhcG2zo6K0F4Nno7EzjxH56PTNd1s9C5ob3UFhbSQQFkJ96yBK2kZB6ICuIoAVhXBCYWT2Ljj5lQ5wx0a2x7XA/bJuOq4gw/WQ7Gp8zD2i4+PbFGS9/Bqa+3fzVMtCdr3BjLRAvDrbZefkw4+j+l4mCmpKh6xYhdJ7XZRztrUdv/+QnP/n93//9t999N8bu6enZ6WodQjg6OhrHMcZ4dLhcHvRnK+oXzEEXHFJKowkkmKgmGW29XnWBedHHg8VylBRC6LqgmkTGGI8AVMbMzDHGxWKRh1iM3mauQCeV0YPeU0rDeuVh8MzchSUjaDKxBCCEwBS6QOs0+o0AXLawXMW1A6CwUZLH3hNRCCFwzPod5VKnY5KURp89Fu66bM93gYCVkGtwsdcRVoWKR97BTDWJqpJCRFOS5SEhQFS7bvHG3fvvvvdBFw8GPqWGuxIhGPmpOGzah2fS6jZcqKO3V86hwzvp5zOJ17mHSxKZLZeTtcRvF7Q6utdzUl8RNaOSIJbUFfWcImnfE7+FCydjt9X9qs6YXT1M7udzmrXMLOMFC3KqWzK2QIHJyEBQEFHwU6TMUDM2shDUMuqzOm5koXni4qiIy9Nzz2HnLTc17G7Wqpgb42/8QFeCmetoe5w3E7P35WmvfvRtmAkr31gdHTvV9GzFLfyjrHnXdV6gNo1Yr1bMfP/ewwcPHvzh/+G/e+uttx48fNj1B8QWufOUL8yc0kgUiZCGQVOCahqG7qhnkHYSY+w5kJrIOIZ1t1x0Xbc86KN0fd+HAtWm7Rq5x4R7TBwHD193pj76OM+enkg/9n1vZjKMaRxDCHGxGNdrMtMSW+doIyKhp/qIYi2Y0MMVdK+E5j+lcV29qgZxw0BKqeuCtwmBaw1GZk5JPa+7gcjYzBm8xthTNuZ5w1pnWSlA1iJqy+Xho4fvxdiVIAwFQJxThQcQjGXT1PTMm5R5xwZn3lXS+LxOWJ/TCn8RzJwCFYq3sP28YWEoXuH8V9XtmJpPHtpeGeWbTB+eAWY6+m599DIwY5AX3l6Xas4RO/bgsEDsmaEjgU3JOBDFEAJ5wJrAjNW6js3MD6LAqBQPxQyffPP6tXaQO63urqMXji7erNzlvqIWoav3qKpTO959r6ytO1DWmsi7mfDxbDp6+4TqFnm18A3fqDv32raJq3L21Wrouo4QVuuBQO+99+7PfvazH/3oR8ePvnN4eLhcLMQEij7Gvu/7vjdTMw2RkgynT4f12VNNw/psBB8DgBrUTJKYmVlKYxiDh8URLKXkUXJUwja7rvPP47g+OzvzcfaLLmvSqs4OQwiqJmNKICLSJGkYlYVBIga1xWJBRKaW0jgMwzAMi+NlcaoipcFd4CEEEcsq+DiO4wjANewpSspyAwcALlWYLfy6z9+wEo6BiAwIPbOqEZthHJOLI5oEQCQWMUk2ysBMI6kJdf3yzUdvh26hakpuH3QCAoC8mGFRyrfzVTyjN2qGFfsqD+ku/ge78lmbncTnqj0QoZwvb8u3EDGBkuUxqZXDvznaq9SKgtPmzAXm/e9Tvb6ZcGGEXetH37D9PvMMznq4JH5Uvu6SODMHQmQOhAByNT0yBUYkJgOBi+/NzEwJImam2VlORAQvoOajwKSgX2x1r8M2g3I1TKF0tCMRbN1gvEuovNCK1d7ipMon5LoU9CaG4Hm62dnzlff/TF7Bdbzg6wvzHbeHHSRJgTtmPjw4evTo0U9/92e/93u/9+677//ydFwcHN6+dVs1nZ2diaT1ODJzjCF2HALJsD4bVymlwKQyDOt1CIFEDaJj8tJ2TGSmOmaH9DAM4zgaU1z0Tqkb1SpnBHNeCyAETxKSHd4xkrP4emONaPMgeZTzxylpSmqrlfegqq6pu2M+xugd+sE5AN5P3y3rCboiymcQGX0YIjQMg6vsloKfYDeCJSEWJRkliUjOP6kaQuCQI+nWw1kXl+h4TFguF48evn14eFwc80XAKmLWNvY+MybvvPEyRHhGt58tUu6ZdeIWe51iVQZPRNnd0ZwoNtsIZ85KU6XJ5YT6t/DM8OJi3Xf4hnc2qLzcvwbn6ESBwCEERiCOMDIEQuboUDMiITMLwVzqK9E0wGQnd5FCy4Myk94eRvmw8VuDdtY2qy661o40u6X2fOH23ubZVWXB68DqbvjwXheY75Q5MuL46JgpAnzv3v0f//bv/O7v/t4bb9z79a9/feedD5fLJQUOIR7xUYgUmRhZSSWiJMMwDIGo6zsRil1XeTARMYiLWj+OKagwM8iPa3eHh4fr07NxHJ3HeyR83/dZZYdW9zYze4M7y15VvcASgxhkZmQw0WG1TsMoImYWQudPrwHzIuL+8hijiBweHnqHzpt9u4mI6VQNOSvxaUgp1WB7lzncFC8iB+EWFxqhqilpMh1TIiLmvPU8OICZyfB0eNofHcYYLWIRFm+88cZyuQy8u+Tr9iJeuB32UcRKLqpRrSWMNwdKBv557HMl5M1fwlWCBGl/Ns9v4fIQKVTmiuZvDg2r5w6bhdk97zGUogutvwS21xFUOgYVmwsRER1wJAIzeZ1y99URWQiB2EAkZO5QNDMzPZIoIgNGRgqghDSaJDUOMKuGHQ819/LSPrpGzFcFEEIwm7hptgsZeCPWHlVat2TUFHHZ5OvzKw6tlFPblFrC0yy5+codlu1IdsKGka3I2QBSmd99fu69srzsrke+j7ikUlxrs33xcSCjlJbrsambhyJvmSLGUphrc/ZE/JDuROB8jWqoR7te7Y0zs8de4qhGgB/ERcYHs1wCdBfQLO4po0x9+9lKbUmQ9fpGXQoqJYIWIZ6cJgBHhz1AT0/XAI4OjsDd6dl4//693/7xz3/7d396dOeuUDi6fR+ygrBXqReIiiXjEIKxiVhaDzFGil1SXY8phKAqDItdjF2HwLGLMcZxvWJYJFsQhvXKOSjpOAyrKIPjfFTrkIipC+jYJPAomoZhHAcNgZmjBeqWo5AqySDAmohC1wNw2/56feaTFchSsdV38QA9jDUNg6XUhdBTYMPZ2ZOstauSGUiN1Zif6Odd13XdwsycbQcLS+bh9DQQ2WiPT9a++jH24CTLp6ZMoWMiE5gOMcQukMJSGsQQui6EaKzJ0kBJxxgRhcY7t7rVyWdd95uPP37rP/710PfLtEaSFYIhiKoYCfMqrEGUBbCkZbkZovlosgCqYEbfo+to5G69HjSBIwKRqrGh6+L6LBHBkxF4Ghs1NcWt48NxHGUYVQCAgJ6JYzeOKmYjoGbKMAZFIqJ+XenzfOObWaEzJUUuW1Z4YNYUqVLKB8q1qNSWG6EmBCICBc8ywESWGESJ2C9KxfOl9ZlSK4hUPVyAQNEAhma9S5AVpEhh2lTNB2YyA6xU0zYnKRY7t/aT++Pzgfda7gvZXlvJwoxu1LQWW2EBuCTss33O6PZVZbN9dOPC9hFb9K7VVqmJLMv37DsgOV1vKfaVpoYAFHudMscQQuxCCIHIYozERsxUUso5noS1ginCFFAo5dzvYsk2nz7ZdnbCjJEUXXx3sxsoO78ucP487xKDdnRyjfNPU2BBg7Evxe5Am2GbDqen6WDJzHEcR4CODg8AHocxDeOjh+/++Me/84Mf/MD11xDCYrE4SevVamVmMcau66rDu6jCgSifzOJMfFvZRasq79pt/eo9qOqi65nZmDpWIGdXEbGUkldS8ZaSzMwEpsin2pA9RwbkPEGqYmYMiJ8rc+87ko/HS617rngfqpUTZb40bg8QEqIAjKoqwygiYuLG9kDBmnyTPgMnJ0OMMfbmOW382DuFoCKZ0ouklPwRIXDX1Tg4iOlieXjv3r0QgmeiYmZPaalIUChwUBioWNZczWAEDggBIcAIIhhHDGcYzowPRxMwIzKzQZKNCk2pi1lmDZM9EUT01ZNTAIGwXMRALCLrUWwYOvajP8i2SGffm55AANt8/RxsnHGBnQSwXtm1BZnIGjXdl16RkwY6byZQw3Gp5hO8oDbmLOMNlSxhL2mv3njY4UefWfrKtkc1Vrcq17ldb7iZaY+O2ObwqlSGciSOEHVuCuu6GPuO2d11huAkyarsRhghokyRCaxgMjCIREcYSglel6PPq6KiNUS+QMaYXZa0+vT69fw5+QZCq7ijIRB757mZxp3z+YJkqT0Sw/U+5FLDoOIxUkWMHEIcU6onsx+99eiTTz75yU9+8s677xORiLqt+9bRrdY64rx5tVqVLUNEueQJylQXnUmrf9rvas28ZuZ8bhE4MrFTWyZLGAextBIRsG9FSiKqIwAliFq1fhMRl0i2SOxl0QXgLBaIqoZFryIAVERSMmbbzL4HTJ5yM6OYLJnwqCWlPKO8JsciwRjAbImIRqSu6xaq2i9jjKQsImAxMzFTg6omVT9z70F563FgkAQDcHx8/MEHH/XdcsUnSoEoMFRBjGQAEQL1PpmkStkSBVKoYhwxAszgiGUXeMEAVoYQwMxdjAC6oAyKMa5Pz0wNZmJmpvU01+GdAxGRMSUyChRDR0TjmAwgRiQoQMF16C0D0Rz818pOte4nKqSxmErnd9GuCkk8GSmJ8r1ggCgSlwItCmIjq9EzSk6LPdCdQFk7p/NFkFbZpQbM0kwQoWztf5U0uR3tyxlItT1Em5Kp1Wo5IArONYkIIINOk7Y3iVHLofMHM+N9zpGsGHl7K1ZHRM5VJ1xBj30XY6RIHkDJAcQ5T5PvSSbSLNSDeAQCqzJC8AO0AKTObpPyfQvqPFTZwv9OloddfH1fb5eHlhxfY7cvqLdngNkL7p3nLXZeWNRGb/XGa3yvGQGbiaRbcD3P3UkiiSgGG0dlTsuDQ6yG07PV8eHtRx+88/Of/f6jR+/cvXcPADMvlwcxxjGt7x3dIaKcZcWM1EjNknii90i5gImoEnMg0iTEU80jN6gSkRaO7q9fOegJzmKMIUaU2LRkWVmPsQ8hqGmNNkdgJHXeXE98kSvoIWvq/gQuHH2gwR/kJvSqnZvXWckSiXeZRKTrM7/3K56nxFXbEKbDbyoFVTpCEWVSinDDLSGEzn0tRmwpJWY/BK9AGoZlvzAQcVgsDh69807XdcyRaDQlBTNrCMsQLMYYz0hNR3Pvk3FmyXbv9u1xHEfxAjDMxGqmqreObvvrjOsxpWQiIQQLCNQTO53j4MYEIiL6DZ0Ss5rJmEYZ+hg4UEDwzLVOxr3wXD4uGmYVqly1Zbd1T2IxFf/ApHNPzHxrR2Cmr2dlyrmBjyFbZom8Ri0xUfZymhkHK9l42JHAT6W7+RwwGJ+/s7ZZY6YAtJtQvCrYJksvZ2CVHrrVfeOpZTmZakJKq0wU+7P07bLCcMsTZz9tPJeyezInlWQPdnfvJjMIHAIFhnv92Xemsnt/XNyzAFNWJBUYcpk+wB3lbPATqfJc6ZU2+M016ouVpb1yBnyN0Er7l2TD56jpPj3XOOcONcLxwovXDjut7gcHy2EY1TCOoqrHR8cffuc7P/zhjz755JODg6MQ+3FcMx/0fR9iHIZhvV53XWflvJbnV+n7PqWhPGVSuz00rBw02tDFWiu3llpYZjaOUvVXIFdcNfNzZKOqWuHN5LVjRP2fiZgJAaJqJjZkizixBWIpB8/Wq9FPt7tJwLl49RHUr4V/K8rQaqa5UpGTY1TPbmtmWmy0PffGWiwQopmjIAXtui50HaPkeVYVEe46EFFwztoBuHXnDscuxF6GEQhkGih2HS0W/XK5XA9nyVIAE9SNBT68rx6fECjG2C8Wi8WCS+XZISGEru8Xyy5POxGRZatyQL49iap7DaIcLJeHyyNLYpqCwjTJMFKpaBXI1RYLqA7vbdTNju2iKzerP8W7TIdyDeWIUK1yU9Ui47L6c12e1GtdM4GY1Mvpuu6oqs7O4XlEjJS1KZxa+DqwL06rjUSuH4iIeE4TboKO/gohmmaRrVwpwQREQJar/bM5WuzXcuunTe/1biDaELscgYgIftq7nGg0IiMFMfUuvzJibk35bCrAIFMzJQumAmFSILh06KQmy63nJEmeWYmLjWhD2Jkulq/l3mdnM69KR7921niZ/n19sWued86AlUoV20Ln9erobW871ZTtsV3To6eH+hNX66Hve1Wcnp4eHh5/9/sf//jHP3733fe7rot913cLVQ0hGBBCODg48Ns9UDyE0Pedq+ytgb3imIioThNuJSzU25QzYFnhtpzqNbNeBG6jLM0sFUVcStlTEeky+x1FBKJmppq8XzfDBuJU4uRFBEbO0f2hU+aZUtitvoXzbxlHN765m5yIKDAhxBhNVENsV5MoDEMRvtU4BiJ1YV/TKMwhBITgnvUQQmC2GHr0IQQl5hhXw9h3y8XBYQhPKA4hpcBYRF503cFicbA8OJHVmJASAFeec+n1B/fuJs1SyDBajBS7g37Bi7jwwwL1TVcnp6enp123DCH0sevKYQR/8f4gBaLV6dnTx1+lUfrIkSN1IaiRKUQNYqKhhPqmsG+/51Urbu6aNkPQGs2n/8PpZsXP/MGyBUULp/D0MKrETJxPIgBgMiPiapDzbinn9jCg5urJ2v1FO2Vm6isD29/mlcC2jF5m/mU8F1NknHGdHCKuypBbtXMbl55oX00elNv9L81/2IQic80paXYcVhJP6gIzMRuTRabARKSUBTyyQAwyJY/a0cDJzIwSmxshCSHXMj4vSKQ9d+tQjt4GbGHSJtU430j7zYWWNVbOvW+eWx5fPmz0tr1VrmuQ2yTgeiWGKz3XueRisXjw4K133nvv449/+O677x8sDxXms9cvF0TBHdQxxuXBgbNwAF3XHRwcmNkwDO5Dz1HrlD+P4xhDP53XaDhl1ctbBR0AURSzNCYWZuYQs94cQGI6DIOZoUS6mRmUVMY0js7MVNUkOZdnGBFVV7fKKCKxW6jlfK7+gh7i7oaHZhiZz4zpzBtkqwBl37mk7AUHUKPYmFmRTJKadLEPIXAMIQRwNIKMw+AJMEKIRByYTE3Ui8YmS30IaznrDw4fPXrn808/j2FBvUWmRRcWXdfHPvJCKCibugbSdbHvfKp/8cXnh4vDe/fuvf322+++/94HH3zwzjvv3LlzJ1HnC7Rardbr9enp6RdffPHFF1+cnpwcHh6+8cYb9+/fv3v37tHR0WKxCCH8+Re//OKLL/76r/7qP/3VXz3+8quOQEnHs1MmI/HTeIM7Wpx+J6wafJo+cgBsYxNR9mEXbCwY6DNdpx0tMQeg2c7OMJRARMqnhGAGVkJgmGuJ5F6IgmMZxarPDWzQS3G7KnrWndLw711q+isFe2H5P/bBDj86EcGYcjRYycZCZMYuXF+RxlUOv+d3UlfYGiTzyKlEZKSkCEoKIjAZZxavMHhZAmKBAQgxwBO7CSOAAlMAKRMR2IyJqOCgOxH28PXKmK2xfk/ovkeJ/BauCvvmectfXtvvdE1dp78DjSmvULRXlgbg4OBoHMejo1s/+d3f++STT27dukNEIcauWwAYJUV0fd9XDY9BKmqikcOto+M37z8wsy7EpyePncS69ZRBoqomsQ/M7MVMJpauKrl8mRNa+L1mxpFINZvjmUEB8HplQVPSNE6R4SIiYwTVzKwmYlaqZCYhNmZGck959ouTmhJZCcRzRX8YhnB8bMW07uzZ/XG6Xkvx0zOzRYUFIrJxJOaUCT0zO68PhJx31qKAQwghdJGZY7/MHv/Y9X0fiPwM3jCuF90iiRjjYNnD+PDw8K2Hb/97+hPi2MVlF0PfUQwMC1Dqjm5hHJESMy8Wi9j3jjw//61P3n777R/84Aff+973Hr796Pj42FftyTrH9KnqwcHBcrlMKZ2cnKjqYrE4Ojo6PDzM6yuqqv/nT97/5S+++uP/7d/+6Z/88a9++Q+nj7/6/B8+/fQXf//5Z5+ChG1U6QgjyMjjG2i1gU9lo2Rbl+vE2T5KoCmhS+WR9Wt7+3TR8SnHxHnFDQIANSM2IxizwYzICNRIioKCa3BSn3fY5bZye8zMh+qSpUxGpmmQ30DyXNcuNrq0zzsRV/69kVnFmbSnWa0el3LvXopcAsbnD06bp8uKYIFkCjCXWFzfz55Ayi1abjEys0xmkFTEiLwqsiVJ7rkhhZlIgtokOggQUGVGH09NWbVrmtAS+tmvLU+qb1c1zsaERWhOX8zay1Yd4uu1HTW8M79Re7E+rlnojberbWY6dHP7zvY7Ws6azZ47m//abb3cotwuo4jN/n9JmK0XykbYN/8XLsvcRrWZ0aHePiY7WHYiMox6sOz6vncu+Pjk9Cc//snPfvazd999d7k8ZOYQO+dnUoLAzWwUCQF912f1l3m5XI7j+Mtf/tKZvZctN7NxHMW14RgXi8Xp6elyuXTEs2Jsr4fW2uXwbbJa59guImLTlCPoMutNMlgNYVMJZk++fJxnrxQvT+thHNfr9fpgsVwe9Mq8Xo2acrbXcTitm7E+mqDr1VN3PPvbdV3nBWDWpye5JAwsxhjSIBQM6LquRuESEYcuWmSLaqZJZEyx7/q+50AmKma6Og3dIvYdVIYhH/+LzOXwnx4e9GZ26/bR57/+LITw8O13z548Xp2dRKAPMTBi5L7rP/z+Q1esb9261ff94vDgzp07x8fHR7eOb9++3ff946dPP/3yy6/Ozh48eHD37t3V2frw8JBE7t+/f3Z2dvv27bOzsztvvvnw4UMiWq/XJycn4zgSgMDJ9MljdN3th29/+L3vfrLsF198/uuvPv/iP/z7f//Xf/GXf/4nf/z3f/e3GsdhtU6rMzeeMD1WVVEjQtchxBx173SbQ5tvlcwscs7tUd3aZjDkatTgGVZYtKBqcNXaQEQMMoJ6SKbXtVNmKIyhMCXX3VVFFf7PmnBsMxADWna37jMPSF3cOngrMQFolHh/mdKgGA/qbtSrEYirkuFz6tm/UJg4eglwcLk8a+pW3Od1cs0MGRWk0Z8u5j1lclH6yR/IV6i5NXcTzZADWGqcjoiAPPEBEQUP32VjNdS4d8NkLczJ2GH+F0XVI5pzlPLoFy7U7VQrz+EcLxl28cgbATt19GuEq87/dU1SYIzjKALPrPPkyYkZ7tw5/q0Pf/CDH/zW++9/+MYbb6iqGrqu6/vlMI7MMUeK1bAgImZ23lyUoRzmxQGVU9ZN5ElerbG016+z7VDbpMF1d2StiEuwupdqL4fW6lPIRhfGVVVl9LxvMg4qsrYkKTKanE4xVuM88hmXHDdBZKzCmkwFCjVJmiyEcXWSD3MRiXTW+bluCgxLg5iqQAm5QJx1fXeLPCmpwURlGBMnGPXLBaVBiLqu67t+sei7wIBGcAxEFgj29OTxyeMTtfQ7v/fT3//930+rszSMwRSmliQw+r7HG7fdeCBmqhpjPDw8XB4efPXVV4PKMKzWMipDGas0fPn08Wg6moJJmcKiD4s+koUYP3/yVa5AH9kQEDiE0GPx5W/Wt24t7t97y8xOT07Xgx3fuvvR9z955+2Pfvb7//g//dVf/8v/6X/+sz/+dxSPlovF06dPD24fq6rIqCrEYnlia5omuDQGM0CJaujbhqpsFc+JKkcv3MHJuLK5ldUt8I6TgBICm1JJwO+xePBAC7cZtQqG+13rFqzcAZv6wPYmfTZ6RbP3/BpB1Yja8+gMFNXNyKaYuA1rs5U85z7VmJZh95NcStrS4DeK6W6MzHLun2SJlVNKISVj4hCQQBSyv5wAs5CD15SzCcgAMFTMAkjIGKQM0pxIpOqOM2HlJTAz3swaW/++cgSrr3+TmfqLg30cfd9UnIPn50OVKR36vlutRlcumVkNB8vugw8++ORHP37nnXfu3r0bu361WomkGHuQJzzmGCNKBnI4CzT4P1UjGFTZGUwaCzXnQlJFMMbYBxCpVcM1AA83QSlC4lYsy2TYc4oRIatXRARoUjVzF6gaoKopDaoahpWU8ipJRs93ltIQQpDBzlQBZeaOQ4xRQzhZnVRTnAfVOwsZB65WOm3Kpa/PzlRVBUTEXYwpemScyqCqSUxVjdD3PVmCLrg/CCEwi8+NjWYEJfDAEqQHuq6LHNx3ruuhW8S0Gs/OzmS9Oj1ZffbZ55G7H/7wY0tmmtgASWk9DOsVqXWRn3QhpTQMg5oaQWGnq7OzcW1mp6szgaWUODDFMEhKpyeJ4nocYoxDGs1sPQ6jJIU9ffr04OCgXy7NzJgCc+i6GKMITCEi42qtqrdv3w4hiOH2u0fjev3eux8+evju2++8/1d/+R8++/Wn8nQ1rgEwsedeA4iYNPbmOtFkXi2Eh3QHR+dqs2wUdCrEFkUJDCAtGj/UEMjMTNQQFMjZ6MRZAKl66KXrzXNJfaeWOCloGxvtWejVTaRr1wrVK5Ej45qfrDA8crsZbVrgTbMER1S8384a95gbcprPRj/eMvPOfDVqUIGR6iiJZOAxKKEDGKwkZNBgBHbxUmH5DjUuKWUYJJ7foIqYnt6EJqvLJXX0q1P83cb5GhFGZbdkXN3z5BfNW1s5bGOTvNjHPhdUIfI1hdbHxMwhIJVj08dHy/fee++TTz55cP/NRb8cxuSpWjx/C48jvMpBF4ko4zBn9xOV/FkhhBhzmZOTkxFA+SlUc5dr+Va8WnWDt3huxYGtqjLmDB6eq5FhAoDM0ggApGQQyTXOkwxxHJ3DjWmdUpIxuX+9j7FE0VsfO8QoiQGcnj6pydido7sXzGP9dDNMD/Cai2buy09Bu0ghEpGsVMEAFOa2hJAIpHZyGmPUpR8hE1BkEBOllCIiADJJKdmZ+b2LMaxWqy+//IpD13ULU1kN48HB0dOzJxBVEYwiaZBxkDGZ2Werp56gteu6xWKhktbjsF6vb9++bYCZMXPoe84p83TURFDtuiePQUSr1am7PBQmMvbDKvRdjDF2TGwgPV4uCYjQVVpz7I6PjwOxSJIkQrj75v0/uP9PHr337p/8b//2X//LP/rTP/3TJye/ASkhMHegQXVkRoxsNhZ2nkmU6QZObmx8zlVmbQNpjagW+3XtnLxOfC5QpWbkxayFivTqEcyWw+KyyR1bEvDE0ZuqstscfcbLt3XFFodtsypM28PO9rs7ek2gDj+Wg//1lQjFfA2AuHygkrtvYtw1AMEnd89MFbyZGd49Nm+brxupEQA1E9WNEk+mic1IjSUoFTshF9XB66v62XkiAtggGQHN6KXygtYCcTMVXwezOVO/adAYhF4I8F5JdPcjd4VbAFeUwJhJRPq+19WwWqdbXffWW2999NFH77zzTn9wh0NISZlj3y/hO0GEObolljxwlGN7aqAGtFeoJ6CYmSi0YQpWTPF1m1tjeLcmhEVVh9VpfXU3iBMRQc3EM5WppTSMw7D2OissqxoZB5UiSCQZSpI4ArpOUrBcZ2UtJQ9rOUHGAHzXzyx5ZhZKhjghEmaWzm0Sp+uBXcWPwShCR00kkKRnfhxcyIUe49AxMcFijH3sAAyr01Q00lNZqaqOaX16lhYHzGEt48nJk27Rr89WwzgijYHZI+DW63UwZcCYFjH0gc1sTElWK+l7IoLbD8ZhNIWkrutUdEgjLRan49B1nah6eP+de3fHcTgd14u06I+PAwySVMUGWSwWb7xxYLZarVegvlsuH73z5meffXbrzrGpfvXFV3ffvPdf/LN/euvuGxL5b/7DsFqfjuMAGgycsngm2erOWbcBLFNyzRyeqm6WGTntnH//P9WMMmZk0JxXlEwVIOfu+VSUBACNS3T3Xm7lhu1ft8nUM9Cr3MOV7nl9oE6GW93ZzA17G0wdG/zYqmRXEOByfmgPMM9PnXDF/PZKgcon4RFMbr/KOR94TERhGInURIRD9bcRBQujqpqLz2JQIwNDpRXxGqmwosLMvHNV2e2qOnpLPRtT/yvTiZtNMu0WADfNQFXmamaju6Hyx/nQjtlD1ZihguPj43feeefNN990L2xrghZViKkadzyxcKIYPWK8FbhNRNREVb0WWftrMVVNEZrVe+1Go1ZZ13IqXVW1ZKrxJxvE85qH4NlKVFJar05Xq1VaD6JjWj2t2WDMjAopT8PoWWBDCJrWroWLSIg5D7yZmbA042wFlDqCpMTMBAaTApbWHDoKPKxWHKPaIqDryJIYJTX0ZEOKlFJk5lElhBCiRomLg2VkAuDyh1ePDdwNT37d98tbt+58JScnT77ql4ciKhBVHYbV07OnNqZl1/ddHEVWw8CmImKjjinpakVElsaewJIMYGUSUWBtlvpOFwujmMx60KDaHR2ZSlwsxGxJnER0HP0AX1D3JBrp8PSrr0LfmayWy3B4wEnXIFked+O4hqE7jEpdSPGj3/rO/zH+8//X6Re//uzTzz//lUgKsY8xqSlxMjO3slBOzlbzqJeqV/PKk/PcG0UQdEw2MrJKN2qgsZoCRDZpiTVLmaF6dTcctTOHLDaoZdk4u5n61t3t+GdbL29APYdVvc4wcfRmgqjJB+elctDWN8mW8/Jt1uPOWHGgCWIsd1ljea66Rf3QRle6mq6qlGTEAA5ExBSqHgIA3RnKuQgTqIiJmDRRcsWyXZMZWDkVjULOnm0SrwRbsdxZqjB5GU/fCdtM/bWA62Xn5wmju+CZnzxTepzhdV33xhtHH3744QcffHDnzh0iijECiDHGGNUoJXUuWKVYnXRZqKZRa8kKmJmplVQt2dJuZkRTVlezoes6lERvVV+v8oGVbG7ZGF4joM3FbFMoTHJdRdVxdbY6e3p2cupB9evVY5ewy8QqcpCdmhkbTAah7HBV1Q6xyhatnaAY89x8O006CWCsHCyZqCqBeSAOampqNsJMRMdOO4OopWDHPPDAuaAcAve9qC66Rb9er4fkCd7zAAYeIvD4q98sl0sZ1l99+ZvlkRgxwIR8wj5J8mlO4zikkdbr4CqRiALGFIhiCDYObniIMRqRqoZ1sPU6Lo5FRCkMw7AMXRrHZehYdX16ls5Wasr9AqMoj55xc7HA48dfdtaHwMujZb+gp19+SalHCE++/KqPi/tv3j097X/9q8+Wtxa//dMfffGf/vAv/uLPhmF4evIFh5HRiyrIy8oUG3W2t+7P7FS/luWoDTNfQLZomzkmV95PEDX2rswsH1XPmLDJaHP3jU+dKJ9sbwdD0xiuZlD8mvLuC2Bee60I9f4Z2DCYt3M07bTzaSLt7sdmMmDD1Oce7izjp+RRmm5vJwRAiIgwmpkKCDCZijqQun5Q+8l/7Yo6+nXBzkcQ0T4WcVVO82zwWvDyTV2hWoyuZ9z75nm/DWZfP1d7rnPQvu/feuutDz/88NGjR54sLHDnaVy9ZIiqem44wUY4Zz6MKzLK6Aw+X2T41+wFz57ykvcNnu+BqGSI88G4Qoxmu9V9lMbBrzPU66tltVsSw0TG1fr05MnT09OnfsaabdX2TPBjS9p1XSAzmKqZaE1GmdJQX6qmGKuaROEiE5UgZQAMiKmoqEACU5AQo5lJGkRGkqZ+mg5+o0YwM3cxxmhm4ziu12vx81cxVPvEG8fLT3/5DyGE9WgnJyfUdWohuWUALKajZ5gfh5TSsF7H9RBC4BBUNfsaADAtFov1apVMp3LyagoSWo/jOAQ+Ozs7XC7Ww3rZx2SKr2R0y4okt9Jz9ER46fCge/Phm4Pa2Wp4evLlMKzuP3rj7HR97/5t5rgaVoOM9x7cHdfDb37zm//qv/w/LBaLk5Mnv/iHMcnZmGRMp0mGuFXhvWRWL4s+HbPMBtuKb/nnzOdzK5qub6jyTuerBGCTJlN3TlbTiTb++u1qOzSf2fa/DGx760tXu9vffDJ4PkyBCDHMPCUX3Lnvzff5I/MhtcyrlSj7b5hBbBTg6geRmZ8jj6ma2ty8Vs/X+nNmpJaiR+rAjCyJiGoyJGgyFRmHBHG0ZQBktrbGYpPPVFjJDsvIJQemdxl43PlabtWcuipSApFWeaVGIVlJt7lrPuNOCaPdJGhwusIl1yteXWK4ksRzoeQx00335flvpxFAMwG1H8wa1Nxnrn/6L+35dTToOtvh9UNF21mDq54r3UsR6hMJBDBH5giOKentW3cfvf3ue+998Pbbb9+9e2+5XAbulreWi8Wi73vLR8nF9fUaNVaD4Lx2KuQUk13dS4/Amb0pmdVIsgzj2UnN1lL5uk9mw1kppeRJzYKOqmompGYQE5E0qIeGaZJhPQ6r9fps9ELpqoGmTupKAZjhc/3QU4f5uu9A9XqdF1WHIwBGniw2AETMVL6GGD1CcHHnjYODg4Oj4xijKhSI/aLrOiNm9pjwvAElU4bsDvA5YYNnsQVgmiaHgqgHiY2rsbF/mJtSiGi9Xtft7+vV933f92I5kd9iedj3fei6xWLRLQ4AXg8Dd/2dO3eODo+dnS+Xy8M7xy7q5f5jgJGqnp6ejmpmFkJIIqvVsF6vVTU9iavV6u/+5u/+xb/4F//6X/3Lx199Bl6vzn7NvCKcjcP6jTsHn39+due4X6/8HLLYVgTZZCVVms0/oa+f2+vtYqHZR7szjG7kNZkMtESEVOInGpRQcgsIjOZ0oNvceKpabQntMGp/cgG5msMMjds+r9jPBoWp1OmSDLchv7tvqHQv7vz5GWAfZa/nHQ1CW14Pog1//EwiU/EASiOiYRicnbcAwDzXlWfHEhVRr5RutkFKXKKEWePLsZbWFc3Ap/il2mtm/PJCHvm1hE2D3/PCPv66x+C0o8F1QQhlJxMI2RGuIrdv33nrzbfee+89Tw7qacKqjNKMp0qKUzL2yo8tx6NSwfaSxYg8s0dmM5JnlbHFO6suPiWZQamENg4qo8kAURFRS87Ok3P0NFoa07gehkHSoCoBFNirP2w8orI0NKg+fcg1VarYZ0VN31gUwK245gE4almJd13SPMrHTC1l5cKywF0j85LPPJjGgYgILEzEFlRRMz0bK3G1bUBUAdVkOiWolzGpquiY53aUytHrSjm9osa25DmyxnHk2APous5nR5OMPBoFc8sF0mq1Chz75cI7Ofv88+Vy6eiRzQlgLekECo6FGKObBzx90IcffhhCCIx/8T/99198+dXt228MwxdMZjqIiBmYue8DEa9WJ+cj8CbPnioY7ZO9zu+tXdPZJq2EepsYXqVbKlaGyQDwnPCcvPx54PKWg1AK3Lwkjm7NMYNqOWlXjijkIAqrrh4YpsQXtWxixuwi1gkGINcPIIWqQonUqxiU+D5kBPTDkOWbP0ldRd+cOj2nIk37vi1+lw28IcJiD+q3/czkmHMmswWqhCzfcuEdrwBa4r5Pyy8N6i3T1wZVarOL7e3197Zh7Xb2oW1wPrM/H/bdUvp0fPYz5R3H/t133nv06J3333//3r0HXdcBFGPsYh+IPC8EIUd1R+ZAFN1o4EFzRF0IztI3DKcZ07x05mQcKudQFABTvs9/zFFpqqqJmSOxmo3j6GfPVJV11CQpjSklScM4rtOwkjTqmFTGlAZJg5kGeOlWFrFmd1dfuJXqzD4n0wfnSq06W6Zrw2bTzGcCnEqIgQFxB5whmAlKMSbV5IVUTVVSSuOatVNVI89q5hMREFSYvXZLfjp1IuIZcgSgIhJASxofkZSGJnJQqmBUB+82kurpCCFICGkIRBQWhy6QeRyBz74kMyYOHVFarVbMHGO0GIdhGCx7DfykvpmpwfPeExlRcA2+HhAI1BuUzD788EPYf3l68uUf/eunZ2efP3ny+PiIAIxjIsI4yHo9iqDrPFJuF2+2Gf8mwM7ZG1fifDUPOW341Gy78pqZnROtu5MgnEMhrr61N15qRqZeKDR0jLYvzqCmHr1Gjr7vemNlKOKTVV1ZGdkcbiA2Q5gJaCUBQnamFT+6FR098WilejtpvoV1KjxlBDYyUri/J4f0EwBBtbdDYWQCsGRm3tQVvuDFZ6RnqjJTCdQ5PH1bI7miQJpvuSqG7eOLl3/6VfsvPe+zuu/gtTvDDM4f4TY7356l2SPQmMI2sfUaICUXn823XN93b9y5d+uNu9/5znfeeOPe8fGx+7yZQ9d1BwcLMaEtf7lDNY9PBiozZFtx+89zwgDmtH0jhT6YCAQDTEREkyQZVZVUEIKwJzM5G4Yhx6lRUklpXMk4juM6DeMwrnUcJA2myczYDGSBKBAT8l5sB+mwXq/r5w052GsjloPyzcx5m0r3/Yrl0Km8i42IoAAHTzsqudi2kUVyY52ojinRQFFUYARNHQcNISRmDsmPBdZyD7VsjFrygAFVBTQnszIxn7RxzHnprU3YZ3XhiEhTSuMIADGSRRMyM1br4qKo1JxEaBhDN3aLgxh7ZtYxjeOoJlAT08PD5eHBYnGw8NKuZjakMVsRkihnlhZDiIFUaThZHRwsLMnZ2dlbb731j/7RP/niN7/6V3/0Pyz6g0VPqpSG9XJBIYSuQ4xQ3Vd5KzNvy9Nd1mtTmWmXsnzAxoe91rKNH1phzv/arl/PgS2CMz8gg+fY1zN2/hJgm3yVmdndvk7RtXH0C6HgevNVCWQq5GmkTAEyspaJztOPY1MFBqChGMoVDJiCYGrKTt1crGTPfqBWtIe68YytVnIB4Np5o6GfF4jeKt9Th1vM27YvbU3Lrom6Avb5kdbLt7/JMFPKn6cTzMXbuS+qlbifR0HH/gF7qBoRiYqZ9X3/4MGDR+++9/Dhw75fhhAAjbHvuhw/NfNMVVP8zBSZkV/9JDCKKgygqYBhZqZkJauSGbIfUTKn0qRJTJJqIiirCDSlYVytx3FtnngRa8k5YwYdh3EcZVyLCEwCQMwciCiyOSut8QeKkhvcRysy1sG3H7yeo/vNWvJfArUa2cWZOhlgnHmMGgWQJx1lsAbLZSSIjdjYX15FxkRJFAawslBIMfQUGCFqEE4R7E+hpKOZkZpV2zspGSwEQKlUf4cmaIKKVzHfydRT5eiqJkVQMzazfoxp3aWURIyYo/UhBO06VlYzZ+ou6t1eHPd9v+x7MJuRqkZViZJP/7OMMQLIlW3Nkqzv37p7tDxKSdagR48effDBh3/+Z3eAU+Zxdfb06RM5OsJ6vSaKi8Xi7KzmG9gEqzkuN0LiL6Jm8w9XhSvRvXNurxbTOpjnISzXaMO/4nNp9mEfdF1u8MI5unldvQ37sBMjFE3bTFlRElHOI6cy9/UIVUwoVRxXLrorzKDFeuSPyrZGBsEQ2LzCgP9o4Ox6JGNj19pzmfisDpTR7nmvXT/McGhTmN0/Q/6ehXJdnqPvYVc7uz/v3o3m16qjt71dsudJSN9z7/lq9Kalfcd+sM2EU41491wK+r7I0BhyBTAOGmN//96bDsvlMsa+7/vDw8PF4iCECK+lFoFyRoMIzMTsVi0peouKjDk7d87ulZUnbFFea4K2/KeUXU9+/juZJBMlE5U0QkVGTeM4rHRMqimZJT0RkTT42a2kIiLJksSOAzGzRa/TmE8xGZcktVrS1NQos136nO8XKtt8mvpyko3qxbxM5tvUk0UTmRIFBQBlRAQwRWaOHCJxALGH4iDBizBCwIGSpc5YogXlGMEK45ydXvL2F/GQQAtwmyBKkbpBJSEpknoUbLWNFHe71tfPKfdFaugDh6QpDMNAdEIIAuv7pavsYe1lb6LIuDp5akmMpwi77Jjw2nfIGYRCCDFm24Y/4ujNWykNZHT37hvr5QqW3nzz4dHR8RdffKVhDCHevk0PH775+aefP358lkblbTM3nJ1PeS03KNjWImLj8sbnzSXdfMKWUr6zzYS4l4DiiJwr6+2Xq0a8NpnTNqjEi4adtH1TsN8N18bR9z7JYJgcIXWNS6xjThNdy5db2nF6AdAtHZSLzGXmYUCVnRPg+j+RsXHWt42yVDExDMp1/djMIAbkAoDe/4Wv3DLsikx1g7cNzkGClsHMej4fZjvhujjx9ULllxcOj6ak09S+mpYsKBcJRjse3X5ouPjGh7bz59mu+7YaU4QRBz48vHX37t23H7371luPjo9uxRj7vl8UYGYRNTN20VJLIRbkfyal0rlBkyQ1D1knCmbmSbm0WIDzkHJ1wlTjtsxsdAJNChWvhEUmZuM4rDSNqVjUNYloEhHR05LTTTznCasZCRmgakpCKb+qa+TlbAlgxK47w7LuXvF8+kAyx+FWcK8eh3p9qvOMfLyaiAJMjIgshs6z6cVYOKiXGVUy97oRwc+2mhmLxi6oKuf8ekbQetRGDaJkAmbmICmZlFj3NEpK1qSqhBmbmYqV4mJp8Pge5+2AMHcd59rwkoY11IxQ6rsfQHUYVwuisAwwW61WKaXFYnF2dmY5aSBn/zoFM+tiMMQQQuSgKma5lt3x4vBXv/r1IiwPDw/J8ODBW9/97nffefuD1dljwumiPzg67L/3/e/+pfz5avWLwFFtrBpQXkdjTIXR6tLMOfo+uKSaXg+noPhofClhSlv08EKYbfZ2d8/6ubq8PqcSrc72EmAnHduGuutfntUdRSsqn/1/vnVrMBBkmNoQwWBZB8gXc9LC6fWySiDV51qdpJmpw4iYDMbkfB2A0wrj7HonIs2aOhdNvSLmVd+Smnu4GhHOmRU0KHgzGfNLgJ3s/Dq6pdnXVgLbvn5dD6rgShpzPDw4fvjW22+//e7du3djv+i6hZ9GQ9mNzNz3vVcza7vN/GUqu5LjsGKMzEzZXGyqKiqqCqkJ4MRKGlbP14ZsdXfRwWDCpjAhUx2GNKyG9YmkEZJMNMmQUlJaqaq5zZyZiXJtF01mULPkxZuIOICIRIosUlLiOOSD2ltWd1gCpopQrhMCk9V9UtNzHoJQ3s4IXonTTfPloSUbT9Zc4UTEE9ixqRoRQVQMFl3asGBElFNeCxMzWGHqiSsZxLCURhORNEpKHu5uZgZB5Yc2RTRYKWnjY1JVf4cYAsjIxBKPtgbAUQ/sgMmYSEXUUheWxBjHgaDWdVCxXDMvh78xqxppqV4zlkT6zBwWi8dPvug6evTW/fUan336+fHR0cc/+NHv/u7v/fIXf/Pk8cnJ069OnvL9+/e/+urxMOid2/1qnTaok7WaDFfJyn+75F7AJRjetj2syG5X3vhV8mu7wobKPm3uqxOWSTJo733JhPrCYXtmKnjOuM0784f91ubqkJg4UNu4/RWAmwq16dZ14BBcknfkd8M5fEGb2QeRZ51rchLNshXm1P8ccqbikj9L1Hm2mZHmCrBWq8UUemETJYEA2Zlf38XmE1LHNrMZVMWiUSo2fE77MGCnLEmXyGQ30333Y9heEW9mY0DZVDvHc1UM3sKrDeMVduAJoZHWtwZZ+9lhQvd8Btic8BmcP59+X7vEF1rnZuN3LuInlAC4U1xEum4hIrdvv/H+++8/evRO13UpyeIgeH6FaoFwZZqIiKVgEXMIxCY6jkmXy6VIGtdrIso5ZCyth9FCmTRSVbXkh9BMU0oyjOMIUSJizqnlDpf9sFoPaZ3SyCCDalpLGnQcxtXp+vRE0srzvKokTYkWKcLM62eUMk1k6EJx8PtsILiOuOimbPPaWKG5i7bpbM538lTWumICNaYd/1CZtIq6694IKgV1OS47r+VELhj1/cIlnnH0c2gwJSUhClnE1lHKIDGyMeXEfIHNBAImYiYjiIxpkCxHJVEZ1UTLycCu65zfekF6L1jjs1Jz46OIYikljEL+nBBCt1iGkGQ4e3oS+iHGnIQgxrjoD7jviezx48fL5XIcx+Pj427Rr9fh3r17PfPB0a2zs7OUUoghxiUzD8Nwdna2XMQQ6bPPP0tjOD4+DhTM6Eef/OR/+df/88nTzw+WxyJn/+bf/Nvbx4dv3Lm9Wq1aHIaxTcYRP9lPrR+93VzblH9zX+Sv+86jZ/q/p9ttBpb3ZtOs6G+ZOtmmRafurDk94Y3+G2wk7KID2JORrMbqbxOondAyhel19ifM8QwEFX8KlSORtLN9ncOXqqPvGkE+1UPkaaKNiEt9HxT+TYCp2GRwo41VCR4tQxMpISJjP9tjRFwCZA2Zhxeh312KhJLqEkrgxvmznXX9pflRXhDMJM2XDzsZefvZNi1m5bM128y2fj2Pl19uVFWye8YldnptZlXzrsO7dXznzQcP7969f3h42HX9YrHoukUIAeCaPaYaxrdGlT/UTOl+RUva1NHWzu3MjNTE4889QZmIpWSqREYIBmbQePY4DUMaBpMEMlJJ49rG4emTx5ZG0xQJMTJzMCXtgrBMQqGBSg5mGFWO7nlIMtONTUraQpJsE7TUHmwaTgD3O5RUpPmrEYyIWHN8K+XsoflkH3uK6MBdjJFiNCbxfGUqIJgVy5sByEm1gqcfJ4KBS/VuUskahhUlz1Rr8AFyHJw3oxKSVg6kWWUnrURSWY6ZSRpZGSGQgXm01GkaJYQFd4CaqoyjayNx4MToFrccnfq+72KnMAAppUC5WxmTp+N1XDI7YwQGMGY1Pobu8PD41vHdwJ3IwBSZoySTHKzn08yVQgLcrM6mYLtFEF8mPaRqrJmMuBP5aNn5OSRuRgBn4uOMDuASxoYXBNNe2OM+mEFtds0cvdFo93OORgKaRC0zN5KTNqcPqfkHr8sLIjAzwdz2rvlwDtFmctBs8auinQfUZN85suBJ8Cgka0eemToyNk+qw2QpOm9ubY9yt++ePTnUrh1aObRF4vbX52GKl4TZlpvhaztIv95EVLVMvcI0/pkd75JvtClGbGzmK4GqDoMwY7mMIQQ3Mi8Wi+ODNx4+fPj+++8/eODRcHHRH7hD1Dm6pzarecqcYZGzT3Pc//+z9+c/siRJmiD2iYiqmV8R8a58edZd1d3D5XCH4L08MARmCC4wIEFw/sflYgn+B+QPBEGAIEAshmDPTF9V3VWVd+a7IsLdTFVE+IOomZvH8fKoV5lZPa14GenhYW5upqYqxycin5ADWmpcLRPBfC6UHhE8ZdEi3aLmSuFeVWurMQsFDBECuR1sHHXca6lmFaZ1LFrHw/XLxNTn1CWRRELsrgwZPc8TFcBvvAAQfI6zD8eciEgXHJQ3NHq8eSNTL2Azm8ZyGSyf4NH3ahwkc+RVwtslCOcUJQMsmVrpdut3Mi0QBhQEtxYqJpg7AwoPJiAzmxw+bhLD51yEdoXqrvMCMQXABAmlSBA3MnO3cCi4lXBTJO1AbXRuyChXrmnMJSuPtXZMUFYiYTEeSXNXU9X9VZLWNhcAg9zVzK+vr30q+TMzgpOwJDZzJwuURRUsqetW52cP3nrr7b7fXl0eRDLzEFg9M8NOCnT9RGcvRJkTFsY0TgJY34Xaa3jtLX+A5henIuUr/ZblR5aGV7xxvKm7zvMdOEV3Cq7XSLM3r9Fv3+Nkbt89fKKTmS/SOfbA4pzsRJhF+vRr26Jt05rfeJZL0+aGXAAADVMabevO18ezbiVr2IzdOiduqI077usH5sIvZ+O2vrxxwLcY3+6D85feafndsDaWj+8Ufr9hGdyc+9tnuA0JLNdJfOjbSShmJtIwN+NU2+328ePHD8/ffeedd95+++1u1YtIl1c5ZyNEefGyf2jojsg9vqHYfJEbNXsVkx51d63VKRqXBGBKPtRDKUXrYGZCTi4wAjFhIDug7Osw1Dq6mmtx0+0md5K6LMyRSq7sBCBPydBEBOdQ20QinHhiXY3AGUGIqE650/MV3tDovsgGj998ygzH5AHPDvr0OrDfsHPYnJi4yfOgcZXMLLnr+n6dc3awmWmtZjQ3CHF3J4WzWwUJQaxVyirARsruZqQTfSgjSG9UWycXM6/BUe+uTnC4ECVpLLbVtGpVNyeoGwjmbrOKjC43bmpTWERJuVpNVUdUPlxfSe5y6ilTzGR03Tns98Etc50uzTYiYlWr1ufPD33fr1YrTrk13VErNqZOiYU9PBwzs5zz2dmD99790Xazu7r8kikxJa1DKWW1Wt3Ya4u1N8EkzcI8biWc7l98J0r9Pmzvxi7GN4Qh5w8uo3LTfR1NmNfIzz/euPEtkzT4ioO/N9R9HsdLtFMjEI26LbLi3eEKlmCaMeZW39JoMJrBtQC7pjgH4vHM5tjs2rfauShJn3z6qTZ9jrhP+fPfqUH6xoefOujzmwtN+Qfp9a8/JqKgk2u7/dXztd13SRHHmg3txdO54/HMibXz7S+xnNsfITp2B/maQ0Rybmm6qioijx8//ulPf3qxfffi4mK92hqcKQVne3VjPnKyui94x2R2F+BTSVjodADUouHRyswAn/z7arUAEEYCQDyWg9VSa4EpQKYjMxeA9EUdxvFwKONoXhkkDGHanW0YdGyVZm4EAUmrRptnshKJEyRlksTMBGGfxaucBgvdpsTy5ZONO20dVM08AtfOcDYzc5ueY/sXxltsXWciZoeEQScpc0oiWXKXu67r1yJSHVaKEasHXUVMn7tFEYy4m7OzJWfAycjCVXV3nXxWbskDbmbqtdWuwWeOCmZ2oOtXYW+VcSxVq7mBnNjMELn+YUtEmABgGBlDME21WlXjcXTvSZBNQMwgmKmWUtYPzler1TiOdSx7v0rSrVarWutYtaVS1jFI/9qygQIF1LEEjMHM3OXVu+++v9s9+PzzD4ES1T0Rd14+l6V/03iK7lFgSxP5u1FvX2d8vUtqNuIS/gUw+W+Y7Mil/3a0Hr6zmzWz26LPzO6T0G8+1/0u5+/rfI7pVHfOH2qKuGnYhoXOWH1o8/bfJOfQCK5V4eLLxbrMz0iY8ADySBoC4EQOsDdP/ejZ3167r9d69z3y70BZ3jkWAaGvNjC/xXq9775ef6rpad6ty3Gq0ZenWh57G2q7ZdXefH3j4/NJ5g8unfXXXP/tEZxozByZcdvt9sGDB48ePTrfPIwkOCKKdh2r1WbZPWWpsJeT4It489KBmI6fLpjhMNda60gIjjgQMAx70+q1RDCZHREDrpcfzfi2MKfEOecsieGOlhs/TYs7jtfgDjefWmW4mREZU0JK1HR5fOjmLcwXPD+jUOdEkQTemxmRxr85FegGOE9TZpC0TECJ2WZJKXcpdV1epb7j3IHIq1qwU7C4qraWno1ox2CAuYlTZUtG5OaAGhLDTcNrh4NDfJq2Xizk6m5OABM5iEFEkc7mXtyLGYiiy+0SfzoCj7HsiQMCRPStrbU4YcW59Zf1anWyQrS8df7BZrO5uroyszoWzz6O4ziOUfEYvXyKKnOakjEr3JOYSBYhWMtyeOutt892F8LZLALsAQPMq71xwd7YfZg99cWuuSUPvwu39YbEuCE6bpiMrzvRqbia73f+dfEaWEiJ5WHfjWr3U7BhutS7D549kDceR/+6dcNhP/otuUkQnxhYMTO9T3IkjpmfApErWtrhDF024XMUgraMDdGpkmZ2M3KOZJzJdviqRfynNW4r9en945OiN9qi9DVj/oY7cbMbY6nVlng77tq3y92I6b5ufOqu6zlB/r/1JJh5ShL51avV6unTp48fP95ut33XN2g9Sc598AqnnBof2XTZk2V5lKxYNC+36O0dtc6IjqQOgFvx0ljraGZwNaujmmkZhwO0RlidXEdV1WpV9fplNPbIOc15ecysdQjwNmL8Im03lTrhXkRgbz0Mo7cbC8ETIJKJiEmYee5tdUOjn86VEdXQ30QeXzoXC9zW6NP8MBFRl72tFgqFKrmT1KW+S6ljSVNEHgYmJq3TdMIjB9ehBg6+WoeGce8AeXFPOptWFt9iNgkTOy5d0ETOqwYiBglIiJMwQNEpXWPOJsT/ROU4lJQUINJaqwE5Fy8EcK2VKUnXwPyrqysiOhwO7jMDAYV1GEtXVcl9jsOYj/DcsYtQSkkLVdVS9Gx3sdlsRPI4mlkL98zq/PTyjmDe6XaItfn9yMOF04elfL7z61+3i+l4zFKRnwrGm9Lj+OnvCnX3u7J57nxz/lOM7xl1v+EHtzchke4+Wbjzwe2FH6VGg8eXj0ebPJyYSU6tzGW4ddIlCN/iBsbii7jFn6gun8drlsJ3PL6OIsdiv90wEOfYuVlzKZZ77Nvd5m2l/o1PAfR9F4h613UXFxcffPDB06dPt9staRJJXdflvgtFWEpJTKG9lpMQYho4qdv2o0d7DKjbRPAOoIxNEzvUzWqtdTzUcdRaydShMCX3WkvwvmVTSdLn1Pf9rBVgxwZiRBSa3swat+jkqk1qlYm4OpICadJsLEGfMmNjsyaeT4u79jsjExlRMC8zsy81+pwrR9NAiuan7Ww895lN3cTf4tVQ2/afmqpNZJHWGK8ccDcDM6z57szsrkEVQ0QKk6kg2xCEssFbjeX1RLFZzIxMDbD4LlbmG+vKG5xYQJRA4ziSeq2VU04pdUzhhX/88UcPHjyMb4m+ajlnAKqaXJlTNN4Fs6qN45h6A6q7CrMIW/V4jn3fd10fF+buLDzFm/jOywPgdnM3zQL5e5GHPqUwL52Q2xfx+gu7cUchZtxb77L5V5zInO8BdZ/vcZZvcWFfKd/St7jC6YZvLdDFmL+4Bjfccl4wQ2BHfob5OgUVgPr0KQDk5EQOAoOIpmxPBdyxkn4KbDXRkyg6qQcmfwxVThd5dOWjINVnxTDVNJ/cztRg4rZquXvM+XUUP2cBd3c99Dedf77n+DRxldxcc3ehTCd/vxXSvnPcp3pnmPX2/Cw3xjQbaAx9i4LR+FmrzcfguMbuwOQnEY+JuqDlS8bqr+XuW5gfx/yN7cxuiYJqNXKeKghElDLcUSOYHT8JAMQbXTlzZFM7AGGBd/Cu784ePnz41ltvX5w/TrIz7fqe+j6lxESaU79er0VEVUWYUiYimJsWdk8gdxeb6rah6kbsTCQpsQBQcyVyYrjVqmZmayfVUkop46GMhzoOWg+wKqpqrdAcXomoE+oTnZ1diAjnRBCDV60Gd/eUU8qiWqpVNhdemeuo+1XeXe2vmZmTFNOUpVuv1M1UKw9qYyqyktUmr4hIaz3Dw8O4L6RYUWWMVd2ko5UOtOE1zIdh71akc8mlWNVxDXeYQRWqmFLntRRmlpn9dHrumvdEiTlC0iwsIlkkr1J2h5ZCVTtT4ehlMno0MzELwncBa3xdYH9kRBTksTAlstyt5mXZwHYzcQgnc3NzbQQ+1vIUhc1AxKvVJsw1szHnnjkNwzCOI4Ccswg36j1ZVXNySiIJiSBWMdYB5oY9CedVtzs/S1mJx2L6q5/9966urg7RUj0ldly+fJW6TCRm0OrRBo5FUuq6fpM8cxKnfu/jFY3X9Vq15o2NLy9XZLlU3hcWdbZDPaQOTKvJ4okZbtti0vehRsOYAxG5nsg3HKV62/7zzm0b/87dCIh4fIYoUpra/o0mWzewfl6czU83sp0At7ME46mXwYKNDgBgQ50/vhQFtTTagPiW2aCcK+pvGN83LLbb3uaNcZ9ove/4OKHNxObTm68/Ht+jj36vRvwaGo4WUn+aKZs/7Y1qYMLlj8iS3j7J7AG0j9+h8Oj01+8Ccvl2486L/6Fd7SmeEg/rj/h1t/eA34XI0Yw7chMYXqd3wrik4BFHohR151PhEOI1M+92u3feeefJkydnZxfb7TZc9rnZpbubtxK1hqJDo1PJ7IyaWWC05pH7FlXYYcdGjKlpt6inMrOrw8EteoIMdRzGYV/KYDq6FnJjVGIkSSmlnFhEQvKSuVFt5MnuIERrkGCvIWY3gjMRE/eSnJkpiaiSJOLea02pb5QsRCwdyUpEhM0GkGRESzInpuQsasTCgVyTcJIeuVaom+acbdGdfQbb6XRMy8aVmVvpmhA3sp0ZbLixkW/8XLg7fipLj9G/mR8mxvxc5mub1hXNZ5ue5lGYBM6BiScknn57AQtQIYlQFBxajfOTcBaJL7Jaa61C+M1vfkNEXbfabDbuXmulUqKKsNYK5xoaPWabmaCSEzOzIwIo/aZbMX/4+RcvX74cx1FEqjvcReaAgPsivPWt99o0M9/YS/map20/F5oY3/yC/RQiunGSWU/Pi/CHJj/vGz8U1P1bj1DZmJzvGMeCC/dlOXr7qxNar6cbhuSCYaD9dRF5vx8Wfu3lHQ+7z7v9Y4/v8nsXO+Qr9nOI09sI3xu/pFN07vjtS6EfyoLYZ6v9JiowYUV+RPttTkIhosjhEJGLB2dvvfXWO++8c3FxEW0xQ56GRo+Tc2PxXPYCD+iIjko9xGukstuk0dnJBXComrt5NTPVamZ+9Tw0Yi3DOB7KeChldC0wTQxiSpK6qHrPnFlqHSP8au6qbu5EMhm+M27sLXpOeahi3kvqOCcRS11OfW9cooyeiNzMHWMVUbZowMZslEsdjQ2S3Mmq9dyXiFxLL0kpZwIbIUHMiBWs4aW35cEL7yr2Y0NHORMRgtINHNqxk6ipmwGiOfdCaer/Nj/06YXCuXFKgsgpHrFZ8+GOSyD0HlozqGgVM7MFmCtwNEQAI/JwZ0Vy16V4OqUUs+quIKSU+r4XZi11HA+zgZiRqSMBWdVxHEmEmYMzru/XAZirakfU584wkdxFkoFICsinNmL6WPTMLCTCfH19/cUXXwzDkFIaB3PVlFLR6osxz8+3Fh3LvfZmVfsR8ryp0b/ig69XzDcWxom38U3O872P71+j37tovkJTxuMkAEzHuprpf4vXcbwTERkdHxVTan9pb8xK3HFHJ4njn2+c+f4rvH1D38UiuPNbXrMzv4Vte+OE0466GU34SmmwxNXprg7of8g4hV5uKvUblpYHvTnmWIBN2oKIfKI8CI+uMYW4G3P0vGp7p+tW6/X6Zz/72YOLRw8ePAg20FiqkSgXhzXiz0Qps3Ce+4U3DT455YpI3TJyd1IC2AnuRB5xcTfzGj3QRnev47VqqaWUUnQc1QppZXNJnJhykpylS0k4GrcocSQgQM1UzRHsNCnnPpjXEDWgTkQkubN6nhKtN5tu1Ve31XqdV/1YS2QMENF4GIZhsFIP0S+cDCwKL0ZgTpyJkoqh68mEnd3VuYIr2PskPhxZYMPZnR3i+f2ltOXMiH2Nmw66u2ORTmdWfSKRirYoMd8TgaQfXXNSd8AYRIqTYNC8riadPecENNDZfMTELhemGMiIj6l8qqhaqh7UqrkJJxYkidijurdUQ0yke+6otVLh3PdEdLbeBoHuMAxUSt/7auMiYnosogPQdd3Eq1MAqKpau4ZxP+73+1evXr148UJVN+v+cm9uxpmtHElkboAc9w6+74AJ/0Dj+Qs5+sYJtGZB9LWudvERLITDnbrZjyAZ5ijAa87zgxrfP+r+LcZimxHmCM2JF340uMxmzTEp5tjybLePv/MM8eJG4RBwUzf8cMbSwJxRwTf+FbeF3Tcac3xuPkFc6u1Moj9kzDv2TtQdJ9dvketrBCOYhUPOTuKMSDifWvsBgJN3XVqtViI5NNDFxcXDh4/ff//91Wq1Xm3iBkWk61I458tl1kKzVIm9IQCN0dAc6nAnDrTdoCAXEMjcjZ0AM9VIfosm5Wam46to1FHHolbYkYREeNV3zNwljmau7t4cyVTjfn1KKnfKTcZF/3BKkiTnPqIGlH+cUtqdn0nO6rbarPOqH8YRQOTWjcNwdXU1XO/3+/14GPTwHAyQ9LlLq9RvtsLZLXW8hokZ6jjsDy9qVWiSJGbXN9T27Z/LCWSiaA4W+k9E2CdZPLWlMTPXGukPHvocBpu6O0bP+Hj0xgs4Tt3hOGHwxbQ+Iy6wXELtokkxtb9tl+pBJ8tMoGj24hb/eFISEXxRVQYoSHcnriF3NzXR5mEHb/xe9+M45pzd0V1fvxJRR1dKyj0RUxJVjd6subnyxYhzzgzev7x+8ezZs2fPgsX9pCbIMUcEbmzA27Lxa46lvf4Gx8RK4tND/DYes5lhoRRiLE0EX+QBxB/vFHRvVli9kTHzzH/vvO43x70W4GliwnzkBLW5e2P7WiLqJwBqbOJ7HsbtZzy9oNN3vuK+bkd3vhsL4M75fKM+epzw5sljOm+//5rzn7rRb9jyWOjyE/6Amado6aajrRM1Iji7kbtN2b9TCDuamU6WY3GN5kJMLpLW6/WjBw+fvvUkSxJiJs8p8cTuVkvp0kqDA5xhVYualnrkfsdUjWbmEWJPbsE9AiM3Bzmc3UzdTXUcahnqeCilaClmZsMrVdVSvCq5JkmJU5c4Cwl5YsrRnA0IFECtRAWau5PDSeAKJFU1dRLOm26zu9htz3fnZ5vNbvfov9N13Xa3c6ahjP1mnbvu+rC/uroKjV7HshuGw+Gwv7za7/evnsFMOdNut1rvNqvNetVvU7d1k1K8DmV/df3qRX72/LPh8Aq1drURrLoqzCIxoQFj889ZuTJrSykQkZSkS9T6yofnrarm1bU1RnMcK8ccRsYTc5RPT9nIeU7+Wi6kpq9vwO+L1w1F4OILstv5AJEcZkatxWwEqkhsIVitxR1BUksQaTVpLJNwC/lmULVhGGqtRMLrVSjjYRjUvetWROTglLJAYhJUNWWYWjVDyn3fubiIlFI+/vjjoB2cTRNVvb1t77zZG/vrvvdvaNn5oZ0e+O1VvR8pSb5ZKPO+e7n9/g1z5JYG+YFC7lg8lz8lHz3GrALatp/i5RHtoumpzyq4fconTB53a/R5RvxGNP3m0vlaD3Ve2d/lGvgeF9y89L9ypy38m/bGG7+Y20r9xkVi4YR5JJQ2ykxY4/Yij9oKeCKGRJVFbPcDgFprznmzXT24ePjkyZNHjx4xY0KA7/AsaeouqhppSaZ6/GtkzIVWUEruDldzIzfAmODu46CoRctQhmEc9uM4WtSgl5exUDNBkqTEOTEzMhkRcfCpxM27wU1LjYuJ2HSwl8HVlc1Isqw2Zw8fPb148Gh3frHZ7DaP3u37fr3bqtv+cOjWq9x3st93m13oIVXVUs9K3Z/v9/t9v8JhuE4Jbz15uDvfishquzs7e6yWLq+Hq6v9Zn/d79bO9Nkn49XlwFaXGvHGGr6BORFRdCGJFIVOMkFUW0lfO49qoNl3nIfa7nd3Ybem1J2i/gXAooHo/OTiX2Dj8x9mb44I0RM9DDKfcvpcoWa11mBQJ/eI5SgsMuYZJJBohjsHGgieWKI5m6oOwwBemZkI84Q4qCrN7dKDWkASM5u6qppQUGvHnDJx2AEfffRRfEuUthNRVU0JXnw5vtFGuzFuqPM3K43mzLgpkk5f6TnEmAXOV33D7GAcpdPyQzfk+Q8No51v8Hv00f/QM0zKI0zjQHEbUzMvfLLg7Vgokjvs8dvvzN75jArcJ2t+IOMue/MHtugA4I7d4n+EdPfXI3JL32sy/AnOTnB1IyKn6HbBxBwEIsTR/ztnqVWJqO/7i4uLJ289evz48YMHDwDknFPqIk+ZmVNaB2+2uzNH4bREV9Oc8zDu54uJbOem1MVaMNgquUVDEbh5Ga0WHfd12NfDoMOh1upahfaB2aaUkqQsIsIU7hsTIZjefOozYkaROZUp2hLCGAxARBScpOtXm+3uYnv2YLN90G/WlTwxjFDdlWFMLuzCD54+AWBVa61xwathWO33lGt69TyLP3j0eLfbmFm32pxdnBv1NV1WTnm9Sn03DPtXz59dvrxssYaGjfscd10q+Ai0ETGImDsAmVPEE+DsajpT2Uz2gUPdjczJlAzssFb80lrEoxFMN08dQIDyTh7PZIkhEdHEx+IzYt0WEgNuburRnB5N7Wj1iIaUUnxmyGEOGnnyyNYIChrTChJO2gqoWITCmR7GfuVhbI7jWN1q0jW3VrzkR4iLzFWtlLLKmZhDYY/jyGhO+bNnz+KySxl9yjRk5pt98b4qOH0f3NzsRhyD6LOF9EbG7DDcon9+M+df+iTUuhu/mTN/N+Oo0e97fFO888Q28SllAKfYqftRhi7hWSISaccsCb3jwdx5/snGu3k94RBE/+PGrhXmLdgn2g1Mprn71N/agk25pcPQDOXdWgix7nnRn7uFGVVx17hvJX1TTX/fvN13vB8Trb/iyNcvyfs+eN/1z3GaZeAD05KYO2XPtj4zLU9GhKncy5Z++WIX3RHXeI1smafrBizG3PoKx2UsLHp3D7wcUx1EA23GAmdLmZJ0KiTOzKlWW3e9VYXaetUlIQGt+9WL8cXF7my3252dnT18+OjRo0frdT/uD7vdjkFkKuBQrJ2wwJMkSALcSvUaRDFarDKgWqaqLZfozGHaiXCWcX94+fK5a9msehau5bBKMgyXh8vLcti7VZgmt2rjdhd8bSmJMIPIqLXJUlcBkQLQBsmamffuTmaFiJgTTz2IzQzg1Peb7UW/3rp0FdxRV62OVqWOktNquwaTwTYXOwCqWqEghwAO7tNaNql/9/nLF1989pnX8t67T996661us315delJuevTyi9fDJzk6dvvDi9ffvHpZ0loYt13c5sXkE31bKE8WUSIU5Io4meWlDqmBHdntHa0ZqqqWsg1nGY1S3PsxB1ghbMQewufs1t0aHf3qDuwI5EOzdKAFnF0nzh/GqYy6Ol28LkUwsw8+AMIRAgBllNumYeuBmMXIpJE0fkmNDebCHKfUkop6s3YAyQnpGi/1lSviPDkePQ5J2agdl3XS/fyel9KOdue7Xa7T6crFJFxsPV6/fz6Zd4c6/Hu81uw2MNNjC9QE9wSI/NOw1SePrPuTOeZmRAxMYGeGPcyixEc89T8uN/dj870t/EDXv+h2VYDTqXE1/v4Gxz39V+/ARIss5Hixb0++lLdYkJR3uD93Hv+12pKmqLa8w0Qw82JQU7OPjE6wRsnPLvHm/Ol3xdTiU+dLN8fmB/+gxh+V07Kct58ioDcULrf1Nb5qss4vjgNB97xerYzbkfFRNjdDBDuKGWqVM3VvAzlYne+Puu9amYScriuunT29IPVarXdbler1W6322634TBN3xgr+EiKUkoBFtXV7DCE+dJ6dLoH43pDng9VRLwe2Ip7ZScoSMdSq+2vdLjUckgAM1gsERgggMnJrRVWLWQiz72DYSADzVkCYAc7IhuZAK3Gmbuu6/uecmeQCikOTu5cqw8eedpJuAOJpZSomhOicyeZg8FM0m9S3w2H8tlnnwk0izzp+s12tzcGMeXEfWYyrl1KXWY55rKFIj+t+cbCS570a/ybeEh85opuI6hKiaY+KSdmrQnY4gTWKhLdjcF2ShW+0EyYH+UsspZXSKZEdBQqExrv7jCDKbkBYGJyMHHRwswinEhgwSFYVX27ZTMRNWc3s2QtdTHNIAExM085GkwxYWpFC0qpOUU3P5Cpapd5s9mocVRb5Jyj7n+SnN46WC5U6a395cs79Xt89xNRTEfhvDzhqVC9Q67+4WrFJ0j1n8a9Gv12j6zmE3/DnlTf9Pxzo6ajMbLcRc04xezTNcIwgFzJowqJggM7TjF3SW3dEU5xoOPmbCZj25zUkKPFqv8hjdvx4O9y3LX/Me/V+GNEPW4ACXZXQ6Fvew3txU0zf5HldCpWjhezFFbuZAqIdN2qX585eKy1Fru4ePjB+x+crVf7q5c6Dmwq8C6nzZNHm81ms9lErXnOqaFHsLlbyfwtZqZ15FkKH+nyojMQiN1USxlnmnero6ekWtlHt4pRlczGYRiu6jDU4dp1IOYkIsRze5Q5iRqAu0aYiawGzct8ty2+AMjkH/EU9VCrvUjfrVPXEycjLo7ktEkAtHphkKQkvYiQk4nAp1aFrkbsBAP5ar3bnu2I/cXz51KHXqRbdw/6nlM2hmSWThJ1qCWTJIhacXdryYFm3orWgkVmmkyIEAsktc5MRBQZbc1qbIJBeaHBZ2jmZKHAE4lR5L6TYdJwcwuaICTwBZdlcNnWCauLZB1fpOacaq+laXLLQ3BJTEQSEJq5mUONLCyAsO4mNhsjmIcib6Xn0xDiAF1qrWpuZllzv26Rl/jqnHPwr6WUzs/P1+v1Ml2fGaFel0jaXTdysucAzD0tHXMmihNRRBJint0dHGmduD0J8269zxD/puPO67/xzp3ww5/uWMj/m1P3Gh/9xC9fYCxvZl6+/vl9uW0WTyU+Ev1Vycm56XF2psDxCJjYCdlnXX738n2N33nn+L6C1Le/d+lbfDfDT57C/ObxJxab9ka1zJu6TJpNsKPdcOOAk9+n6MAJizUR3Nhdu7R++OCtt9//YLXejWM9HA6PHjx85+232PSLTz4arl6yKbwmkbTuNtvVZrMKqpOp5khqrcS+YI8xIEDXQIkDNp5xKQNA7EGKZGZVx3bNw6WlBFcqI6yowbTWchgPe+jAVhNbEs/sQgx4MyPafMygqAaZ3ez+znoQ3kcTEoBg5OQRCCYnEUldBlN0OeXJ/DUzVptdPXU3t1JbeFiIlaZvqio7OT8/uzg7f3b5sgz7l88+7z/qPOX147cqQVEBYwGBGIZaF6xlPqs9LFzz2UGfEg8TgAY1Q0CtPbK7s6NCAQOcYBTNFScDnpynWmoXsFMUEUQemdNCH82mEY7CiMzrcS3BEcRE7jhlHfa5wUyADZOFS0wwB6Hvc621jrXWCkNizjkHxdtirbpbhHIjwN8CAU27g+b7BeBqahpUf13XrXreD4daKxFXNQbnnB8+fHhxcWFmMVdRdVmjWvEOdbvESHzeyEsreemO4x5RSbNPdEuX4xZofHx9j9C9T+7dluczkhKfW5zhtV/wJzLumof2//jfDzrXffnIYhVOYO4R52kOO1vjfCLAjYiJAGLyKC4+RtPv6abXZmoZe/7ufd8/lbGcmQbfLbzz72YwH+Nw4Ys14WI3r3ApoZYCqDFumQjzdnv2zns/+ot/9p89evxWUd/v92fb7YOzzXh9tc4y7l/YeBj319Cazy+22+16vSYit9bUhIj3akIsgRbF1wHhER//OWYiatVCRoCbFtMS3c2JSMroWh1KdYSWqtV0tDpSHQlVEhIjCYiUrLorpd3JnUbX9Gm0/JKWIMIAuUMgTRYzkzOmCGsgtNVt1CqZjNkTt/DtxJATOdhaqkmAwOLEDBRrCX3qdbfZnu02+5yyl7K/vnr5bH11QbtNKd1h1HEcxIm1eBltHCSH5msV25hRFjcCMXFMXaL2T1tcduoQAzizB8GqTf1vmhI8aQAe9s/cyT1oYUAgp7mpmk+MrTcW2wKvPhm3rMabsPzyTwFQ1Vpd1bzCW4yEBcLiPuGTU8gqcPVZ7t0426pvBMOmThOw4WrRKx1mMl22gHPOjx49wqIYXUSKzvd9hzqf52EZqSUinUGUU6U+z8ad3tFrxmQrfK3j5/jGjcdxw5H4T3ncq9Fv2FDf9Dl95bjv/HRqhkyRF7iHUr9lcwXjIwBq2piI5hfTE+amzsET7+a895bfddNLf41S/6b6/k1N3W2j+DaE9UcdCzQFmDS6z8/p5EhggbS/QYCnnW3S4kRHhNYXF4kTdX4SHGXm1mFsoFW/fvzo6TvvvPfuO+8/fuupE5dSNqu+z2ncv9ytko5Xh1fPX7740krF+UXf9xGVBBAtRENETg66uR9nyWf+Ew/VaNEsOOLrDq21qkYJkQLorUDdtLiWWgusmg7kNXLMs0AYAgM5KOqtQ0a3G9ejRpmcxYhKEDxsCg/OW2BC48nc2WM2GsOJe2KWnEgE6sQEA9Rd3SLLwMFOQtKStgJxFzDYas2ddMLkhUxRBy+juA/760GG/ahlKBkpldHKiFo93eGg337WNJX/QaQF0Sl4Apru6VNWAqm7wloPJkPEF46epsNCqZugKfJTT51urJz55/JP83B3xuL4wLEbmt1Q+aMH5e7wq1cvmFkk5yxELeVNq4tkmLG7mxGh0Qep1loBMCeKtmlqqipmQWkgoAJESdswDGa2PxQwbfJKRMQcBlevtT558oSZG4emGSeOFiSnkuSo12+Yv8tf73TQZ/SLFoXpRMdfp4/E+SdM6fiIp237jX305TvHP83hmMUZjvLhT3fMEziPG9Nwr0YP3bmctTcVQX/9+WX6dVZUMz4/vX/qo7vPPdP8GBZqQh6ECK3RhLrzAhz2KZESU3uf+dfZr7o70/37HrNm+s5sUl8gt/NAi5r55MQsr3DptTehcKcD9K2vJ/5/y8S5afM1vXXK6UhEKaWu6/p+9+jR45/+7JcffPDjs7MLTjnnfruVLCA3K2m73XomH69261U+41fc8cSwHQ5WuMLh8WNeh/MUEaGZNXGFkZ4W5HFqXkPTi5AqmRm0Wq1aR9XqVmEjI9hsPCqNyc1bTzYnprrohqkT0O7uLVuAgCkZCoiNw3BEqRg5wyPZdCqml8ZTFj1mwMQQOLmTFiuHYi0ML5mzkDBgDjdilySUE+3LgRmSmByZALcyHKyOPh5GScNQ6lgrd2KVLNqJtjLuOSduqSFuuGJEJJKbjoFw7AInZqTVqlYWJascCo4omVcx9sWYz09TG0AK3TLBdNTYCCZBMNXICB3zb8JcavqbZPG2T6TIx+4sN759HIcohCPpBFadzNyNIlpIqJzirrXWCuFSCgDmxtY+h8+HYXAgJavaCvGj8F3t0K9XUUKpii51QqwpPXz4UETIWhhF2uZdpvSduOnzz7sU5x0O+u2x1OXLT58ec3L8faf6OuNON32+gD/w5D+0MSvE29L0NT76CQfQ/Pk3Fwe9+/y3UHFMOWpxG1+lD47xsNZl6j6z7MZabZcx/4rJOPhHtRLezJh9JgCYeLDnR7nYPD6BiNHt9HjMHz5OXQuf7e/lHl5+1403qbGOpbefvPPee+/98pe/fP/9H292O2NJKW02m8PV5Tjsr1690sMrPVy+fPHCy7BendHUVcXMlqTipzd+9GxYZJLnTdaHil8aIiISU6iqsGq1mFbTAqvkTuIilBiESNCqBEsgTkkSlxJfGllVUZ4XK9uXfScX1zYlh5+miM5OsERbl76jJJh9L7Wors5EqWvd5ACYwaqqqpsxcxZ5tR/X8MTUJRE3qA6H/dXVq9V2Y1M+l5MCRgSBj66TunNb9AhwIJzwqA3AlI02a8o5q58IIEopRdMdRbSfSUSk5mxwPrLEz0+HouxgmdA+2Z3zEloaGbOFMX98+dBvvxNzfvt7o5qrlKLFBEQkzMKUzCorG5mrwh2sqip1QWwbNmAr07Wrq6tSa87VIwc+yWTNWZiY5XCoSl3q+r7Her3ZbOY9a2bBtXfbJV5e6lIyT7vsCEjcqSPv3OCn6p/8pun/JiXsP6HuafmQcGtG5loSmmqO50jzqbiMnzS/nsd82CmW7nd6/ERHn3ihFwAgWqyREsgc5OyoCiLUDHcxZ5e2A80BqFY0fe7gFk0H4C5N4GGZF3JHHbye/OGOS13e4F0u4s03lskvcwMDaw1/b9DU+6Je//h1ROTHuEPDX2Im7Z61fF8/dbRnyvN+i+pPyMkN8HRaNbA7iwszkcnEiyrcmZsuakZjesMnFmHnpgKLmRkyH799Hu4uMvs0J1cIz3MrLQMCsm7FxHzUSs4QATMXNRiEkAVs8BHsyISxes9OAq1EabXd7B48eLTebt7583/+05//9Mc/+/H5thfWzEX8Zb06nHfpk88/uvzsMzMw5bzeWL/Ze+7okqgFP93Mxz1xypSi67mqJnYWMLPVy3G0fvcoFhp5W7ZkJm4boTIe6nhgty4Rmw77w2G4zuM/dJPnOkWSuXVpaXOSiMggRakawV6GexcPi+DqcDNijpK1AAqYmCDELDZEn29ncUrG4pIUknjF/Tb3Z2Yo45gOBwNVw/rnP728vBzHYcupX69zv1L1MtTofWbu5iarlJKUUl5eX61l++zZJ2m3vk7Fck3wzUbKeDgfQUqdr19dv6K17+3wm+vffda/eLuqu9c5ocwpnq9AXM0ooshMBFI4TPOcc14j710SESULLjxKxiDrmC3Y7Ac8d/eA4MgdrgK4e6kDmt5tAq352vW4/qJHaQS3IWxmwcDnAjNTV3NrZm0sXLJIl6PYMdZS94mnlttmZ1iZWTWNJH9nBrMLE/dVlVDEM0tmYbHkVXsvosZVmTLQuagONlif+66iAGPKHUFMlSAkLKvRhAYb1vnRqtu6pssKydsXbmWXyuGqrq3uHftxBaYDqmRzNSuBQVBYaQqmjjxN21SBEWQgn2YLJ1ILcJ2in9P71PJcZok+SbPTQuhJAbWihBIWWwCokTvKxAtTT04Fmi8wqvnnQoL4pD+m4//IHhotnOQme8ko+gqAmI5hoEAw9Z7rmQrvb+oTvXF/dPPFV9Sj45bkff39/PEGHTMnjwQLzbb3Rfnz6XV+zQv+HiGZb/rVt61jOt0hN8//NU54cqp7DqOmpOMwmsI5bdqnZF27oZJv/Pp1xgwoxVewYGLjJYoyKTea3MzIfMRUXc2OLByC1wE3uLca7ETgJABBKHfdgweP3nnv3QcXj37yZ3/2/rtvP3n8eNUR+SBUvYCsvnz2/OrqqpRCJGA1M3cCtWA5EXvDq9tv7eLZ58lZesZEBHYyBDmMwmzUUg5WBrbqFWRaykHLmGDmhhaOXzygmw/S4pm4O5G5z4C/ww2gCAr4hBUH7E9OBL65U0JjwQKqpVol+nsSkfDLly8Ph4M7SimHw8GJmVPOWRgsECLVFEKViFJKPfebzYbrdrXqEiETtudnT548cSCllKQvpYigDiagvu9RrzClt7iH2cYOmNcI+bfwhElj46mBQnPzzSky/m5yQ1k9Woen++XoSc+6ZDmtvoBPiOBuR60Aa4gU0Ir7g1kwsPlWzTfj9UCDAI6/zskNsBkYwGKRLEoSphKD6H/axfRyijg6uCTPqopaHeTuLacBBGZ313EoPCTZikSPWn31/Nk4jlEaJyJeS8pdn7tXY6EJ0JwlyR9PHi6F1Y1A2H1jqc5/+GOJ5UzSBwCEBPGIJ6kRK8FOm9MtHMVv9r3zTL4u131a0+2b7kNavsvhix5BNMGX7n7svzTtljiY2ot7T/h939C3GXc+iHsfzf03vwQYfQEb3nNw24GTxDkBGAEE+5iZ3bCjbmM5r7ke3GWEER01uMCMCXAYeDJBHMe8hwQqgFszQZhAApKcLBg7OXf5waPH7/7oxz//5S+ePHny3k9/dHFxttl0icyUyKyUcX+4+uyzT64uL0sdhLO7qzmB3ZXIJnfOJgvIADavWJRbzMGItlzD0wssvRZ4rYcr1Go6kI4Mh1Yro3k1amFRb6UZ3JrH3AoHLs1WcjXCXHruPiUkCmhqJhaDmQmtgB5u5GrGgdwyUeC6PrGWOnh/eTVqZeZxHPf7vRly33Xdahw9dSICInKNTDTknMm9T+J9zjlDi5GLyGq1uR6ZhHPX5dxZ2e+vrg/Xe9MadfuALZqcqhs5kXuFsUtkLdTQr14OzCyIqkEBWeSmBQscMbNAFUaN6/1G6sas4+dMrpu20tIIC2og83kJzhbkVzYJjW0yWw/zNbSaNLKWbM9O7KCWtBYFajSTGVDRg+bcAUFSUwszWNSdU2YzhaeIWnDrLUuAVh0xMg29jJKSlTIO16pqVa8vLzupq9XKx8Tk0QMm2PTuJ3j9g7y4U8i96ZT7ht+KcvKbjnveJyfflLN60jms0SAFVhxAI/QuA2U2ceafWm8f9bXGG/PRvxv33d1NaRaXANSX8S3yGWVxAAQ/EXxYiLab8Mz3pNq/qZF0jzr/9uc/1bj3SiqiYywcp0IKk68Ur3WS7zip6P3q67y95Ba6HFFnjMjsCgtjKVgdEg034KyAIwFMCeIMEU5G5sSSut3Fg/d/8tNf/MWf/fQnPzt/cLHd9l0mhsIruY376xcvnl0+/+LF82c6FndHIneHwsHKYLUW041GKjC35OxEQgDBCIT46Qb3cRwBEJxMtY5WBysH6FiHa0Zlq6hD0QqrMGWYclk+FGosiEZGaJVcR1YQdw8tPk3Q9Gtkz1FiB0lL9YqhqswuLIB46xgjRjZxmCD40o9lTolEydWs1JIKEPrV3b2vues6sJvViHAnIS0FsJR5tVmxwq2CZCyl7zdGXUqpS7nUQx3HYX/Qw7j0aBlmDgPcDRZotZE7Gc+mhg3XIkKpj3gQMTckfMpGZI5QlodDHFw6EaR3YG7YTTTLjSne5Y7TTNggYacpxM6TUp8ezddq/n1jA5q3EnwiB1xwbAFDDac1uJpRrTBrLWCZSUQKDUYwONXsxCmlbEAPVGLmwgPIeCjwxGR1HAa+9sxetY6Hzz79BKZCiHRIM9vtzlZ9//Gzl2GSulkri5hX0/Ee/lAv+T4pNMuTeQ2znzLN33WGJZL4AwyczxduFKkScY8y26xkSyAnPrJQ5w2SvPvG7pOgX8tH/6GNeHgWLDKuMVPRgIGXcZQJ0cINP+ae0/7Juemz4Y/Fbd5XicBv6PbuTI/4Kosbyx3Xjvwazs3yBs3q8k8hRIO4dNZvDSqMX9USQIBQIotKZcm5Z8mc8nq3fefd93/153/xiz/7sydPnkjut+vUd6nLBKOhlsP+8tXLL18+f1aGvbsKJXidkraYqldXIgZqI5sDMyuhUXo1BP5oydg4DgS4K6x6GXTcWx2ge7JKGOHq9eA6klYiZ0ZLGFnMR2xuQiLHsWBvEeGY9bpHQAKYG4C1y4le7BHOV202QKhNEqdKLX2vGcqhzmutpdrZtgeNWs3MGAAiiVpFpDCYwczVqloVoZwzuZqXlOT8YrfpzkxVuFfQql/XmgmSc2bthDjBO0mohskEictqlGNEE8EdOZSbgqaCwUzc1ZHhiZkj2zzqtoNvJ/q+mKvDhFpclojNGwGvuwc7Ok2Ri8XKPEHd4TblQFDYHAh7zY1gwWPT1ro7RZgn4lAUdLTtGVH7gvZ0m5HQWr7F7auDzSoClrWYW2OKvmpaymjwZKaqnEqttVutHYilVwq5u47Fx6Hvt31ek5oNxTESUWb69V//FZNvNhuvg+qgag8ePH7y5MnHX/4loIsLb3cTm+/NdVpp4xbF07eRTr7gDvuhjWAi8pn4WSQRR/0IJoKByG0MRLla9AWYMgzu1+Vfc3wFZxxOVeNr4rX32Urf+JHNmveuG/OWO23sFDiw0rGDAhoCufj2xZ+mj98Rt/geown3YRv3o0N3TOlrAPP73ufTTjwL++BrrafjZ5sKcZsX62k0aHKJpku954Q0IQQ3QIgTQ4yOD1emKIB7y4ZueXIefdKYSMxcWDab3e7s4uziQb/ePnz86N0f/egXv/rlex98sNpsVXW3QkqcmA77cf/qxbMvP3/xxRfXl88pvCiqwdhKCDhT2YwoCrrcrLGaMDeNLiLs7N6KzonITAGDVdRR68HqNcZrsiEzyAf20X0gq0yVONQM2oPgJrbI3ZkcSsTkp4k1PpVMmU6eAYdSZ46tbe5OJjapFoeyuxkBpgbirsG80TZGzd15MpGtah2LlhqnJ/LEHP3bU0rcbA0jBHOZM8hsP5ZDRyXnfH6+MbNa2IFS6lC8M7LqVqoOB9TSEWzqlgYnNJMiCubUCDAmMphbCxCROtwYnuDFRJgb8blbOOhMJN5SC9Xd0pQbb60bY4uK21Sl1nj7JoVGU+ZBLC0B1aiQnJhfW45tHP71ZO9ye0ZUWGdmusbPzk7Vi3tyNycoc3JxdybyGqZedEDPWdzYshc1eCy5EUhmtRZmtnIQ6jqp7tWowAtA0CqM3Xp1+epQa31wfiHnvN7sXr64ZhazDIyTaXz7pv5AB/2Ip+JEHTRTaJqcCZSaTM/FOwAa3d8pBE/H03ztcZ88fFPDpnw2Jk9JUpKcc2YRkZAoc/2h1WqqMnUDB5boMvg+U+o+z3Ty6F4fRz/puPVm69G/ejjdVup+vGcncmY+qXhZzMtCqfjJX7+rAMF3NqZw+D1/vv9e6bRyge9dRHHA5HFMz2CJf3hQc5st/n78/hMU/X4L5vZzaX7aFLmklj/rcaGM1ss8QNb4lygxs3CO1lT9Zvv07XefvvP2+YNHDx49evLO22+9/fTRkyfnDy6ky2a2xjWT63jYv3rx+WcfffHJR9eXz01Llxooba4iwpzMCW5qTmQAm0apGLEl5pZwFBMZVeYIHhtJ7gpX9YF9ZBtBlWjMZGSj6YF9BFeBEzs5KiKDJjUTp2ESFPF14oApFnlw7dnYZK0qOZwlPMmpveeUz9VkopOH1w2AGDm2EsPMzKFElBJL7giy3+9VlTkxwapWFDAxJagVq0SeSbjBp2BmVXOtSkW1VDdyVziBhrGW6gK3Ou6vLy+fPztcXrIPpgUAjJo3DBBJIAhBM9F6dCnBmYiQ4U7q1ZVDozNzi7dIYuc5byBybJYaehnbxolk8ONkniDMAYy3PxnZREuD5qDDJmZpv5EZF3gGYM0CgxM5kWtc6YymIBKh3VSNLFx/ZxEOqElKcbEoatOU+zwHpKF1lDEdiLkz05xEsogImddSh9GIyWQE1VKurl66jrvtehheuclud77q1rnffvH5h8K9MxlXVyXWWaP7FOxH3Mi3dRwXuvzkxQ3DfX4u3OYQfhcXyGR0fPvxxjzP1w5mBItQ3/dd16WUOmn9nKIB8TAM4zjWWmsNSpXjdvY/7BbfmI/+RxknSp2Om+5IOzMp8QVeNB9/cqbJd59v5Hjc9wq7f4sVdvspvOYW/B47bN5C85TitRp38e0Lq2rqohuFOvfZfJPV+W3mmbmhUDT1RWYHyJqTRQTzyRJhtPxrEUnEKaXu4uLRBx/8+P2f/GSz2z55+vTt99/dnZ93qy6v+pwzEfXDlbsXHQ/7F9cvn++vXrnVVZfJXU1dqztATiIMc6hZrDyGk5u1rurgaEfuVh3sVs2M2B2cOkBdqRAZvIALBwEcRsdAfoCPDGdxcjgpfEVEoAoSEDGRg0HO7g4BDBCKVuKTWGyywJsuITCZguHO7jVaCE/ZcED7YGsTQmDAhVyEgnleQCKSc+5Wq5T9i+efMqWcSEC11lpNRLoOh0EBwIxlJcJJiFly4iydlwwtCi+luJMZJ2LJHVHu+97roY7D4eqVHq5yAplri1JMDO0wJlJVn7jh4qKdOSa68eMYuSbmwpxImDlRdWf2Y3kTEZGgRdRPfb9GTzlBHa1fuLdspraqb6xmXjrl38RHx2K7tZA5ETcQwp1gqHB4ax3jbEkT2JgZWqubODR7j+DiNRUTsMGqllr4ACC7U09EvpJEQC2jm7kSil9evfzyy8//47//S2J/5+nbL18+1+rXOjx+8vbb7//oxX/8NbMxJ/YUUwUCwHrsePMmU81nLPC2Om+CaDHtrY3eH4wSLMcfW6NTQ8hYRCSniayp3+12Aa+ZoQzj4XA4HA6llFevXmF2iszCE4jl/o1mfp62r2CBNTtZtvS6eoNvZsTd0B005VGbNt6SG6p31hbz9zfyhiVqsbyayQacc3wiH36OK88G0bdz2b/ph+h04ubXr1Fz0+q/4083nsvysGV8HcCcgnEjvjDB48fLalNxz/Us1wNRA72Zaeb8mqcxHuX8vHgSkfGr4Hh5PvezAMI1FGac8ggVtZRTrVXVVzkFoNr3/ajjpl/XWouVruuTCICcc885FMlue/bBj3/681/+6v0PfrR7ePHk6dPU5YuHDx48fpg6GceDu6Y+5eKvXr346Le//Ye//83ly+d9InAa9odIFFt1fcyVlkOzSzzSLY3AmWWunlqv1hFEt6idUk2cupTG8cpNSUfSA2FwHaxcWtmDinhhVCJlGNrjcCElEmZyMiJxN7ibU0rJW2ijLHLanUSo6axoJEZgj64e1c1MgwId0p5HnztVraZmYEm5S10Kfnt19yyp6zoGDfvDWKGGOhZmJSLmsQOJiBW/KiX8D8CG672ZgiwlHsckfOj6/OrZ0Pe9GlardTVRw/Xh8PDBA6pIzJuu+/u//SvxmsjNdcFu50rNRy+lzOTtTiBIAA5KGp3nHHCvDjaAwQA5w9xZQUTRBR2AlWMPtIXcXFhCi9XoU8uWCOrHuwQ4PNhYaXkG95m7oelq4vmctVa0TN0JRXMjN2E2h6qaV51IVxJNlezBD+NOo9VaCdx13Yz3ZEgQ8QNu5qoFlUGBrPQpc0rZzPaXV0l8u3lw9fLF+lGXmP7P/83/6bPPP3n0+MwN//pf/+u+X7vxfl8+/eTzWn69O7v46OMXqWORfHk5bDY0DMZEUVE4JYXM2/kkEH6j8ui2/DGzSKqNJJPpg/M8H4XGTFgVcZFWrsItoGbTl95o0H5fHG8WITfkHn9DsOE+OX+bLyS+wsiTSG6NGXO/Xp1tzzebTU59zjkxm7ZC0JcvX16+enWxuxjHcRiGsR4cTiAGR5pFTK0IubsaCEiJKt0dLZ0b6/0gMuPuUlphn0XThX9UIPn3Mv5wC/TGDpnenJF4Pz3y3ke2lJ7ASVhn+af5ACEkYmIxGLNMdKoUvoMTSerXm13OWVWZOXPanV3sLh689eTt9z740Xs//vF77//o/OGDi4fnKaXVZrXuBQICuxtRHa5ePf/8088/+fDVs8/LeOhTFsaqy6rKMJ7Njoj0EtXYOc4AExlBuOV0BJsLRIgomwnIzKv46Fq0DlQPrnvSA9Vr0kMSJSjDCJH6F8hHiDADnMHeiqWIqeVZk6t51KrP+VzqNku5SBBnAKEpicjdAPLmc7HnKsIpZbCAE0tOWSBERKplHA9pHLtas1kyh6OUEsFpYSaHpkQQd88spZRQndZ6JSirXo0vNquuVmNK0mVOHVUCJaZsZlaLa3n5/HNxNR99LHAN77hF+o0d5kw0Mw5MTd9pwq8RmRNMREJucCVwJO45i5+2Y6hT9xdHpCMQ0BqfuJlPnkQYsz47hPNKnMKiixYhtoj1LrfCzC0TSEmzfY8YQ5Dr85HwnUEWxd8MVW3Z9C1djzgsisjwx6iMIiIyFCKzjpM4M5m6J7dqNdWxMGispe823Tr1fbbqYzn8w29//Zf//t+9/faTL7785N/+23/7r/7Vv6pK69X5p5988V/9V//1dnu+v74iykxiuheBu6cEs1nu2td3ku/0917rBwKnWpPnelQOGC6iRBC43gohGzF9TyHU8FhOv9yJiAMhzDl33arfrPrNar1drzbr9Tao+L16rTXnHhDmPFxecePvixhoS8xULdEcnKbcJgdiwU4rEZjMGZq6EeJ71OhL6PiedUDu/DWU+q3Pthvmxf1iMQ3/ydkHr5/nrzluQP2L8MfsAB0Pe80uuxEvD0XOzOED3cBL3KGGZE2FA3AjU5iCUwfu4JqybM7Ot9stmETk/SdvP3z4+O1333ny+OnZgwcXDx49ePxoe7Y7P9+JMIsRKzN5kmE/XF9dffz7v//4w48+/fij/fVlZnGr0QKaQeTUgnpWm4SjWTUakRCImZlAoDIcuLVMRQsLa63VexnNRteD6zXVA+vAXhhF3AmVp5K8YxssmhvLE1k4cexu8IZBkhuMWqczP0LuaFH2liWu5gjmFvJJ+niUFqbU5S5Lykyds4DFpbn6qmrR+a0FU1TrCM7GpYoQRBxECpJaq0BHq5QatagCDh3LmIWIqO/Xq77jlKsRTLq8Mngphcr48Ue/IxvJRrdDUAr6BNc0TjIFO9tUtE2QAM6JiCw0XgWxm0MSmzsrE7lHRAaINg3ROaL5z01t09RZZ2qcc5Qf7RjM6zksjKM/5O5kfmwA4U29L9ft0rpdIsxBD+ABsbeY+slqJ9fof+tgmowCAqxWl7A+qRARkbqz1hVvyY0AMjUireM4wqymdTKr+8NVrS7oVqtuOFxqGb+4vNxsVv/F/+J/9uTpW89f7LvV9sGT9ONf/vmrzw5/+e//XZf73NlhOORMZi5Roz7pVkTR32ytnPjWdON+cSpn6ISW6oiP3pADmMRUblggFJAjMiBzD0Ca4YEF0/59YwlA/iHS7zVnbhfIjUiAkqSU+369Wq3W6+1ud3Z2drFer9f9JqXEJGZmxZL0hMSUrsyDSZogpQ4z8D5NV0NxaDJl53Db8r6WM/mNNbq/Rlp/qzGv+wn1mpGZE6UOx7fOzvjHNL7psrytzpcz/I2G+3J/tndw3M9Hpe73X+f8ZJfbO6qh5stbtDzxOmqWzt2dnVmcjRJx7gi83uwoSd+v33r69OGjR5vNZrvd/sUvfn5x/vDxW0925xddt0q5X23WfZ+7Pgk7UIm0S25aX1x9+emHv//tb3797Nmzethv+65PWUutpfJMGu5krjA3mzKZyIKUlBnMECZmImLVKqljIXdV1cg1c2j2QTG6H0wHtjF5IaosYNfJ7Zu6fjo7gUnhUxY5USi2ILcJvg2PzAhtWbVmc/4QkwMccVAxq0QUQY+KuQaBrI7G7C6EBDJAiJyJRaY6m6kMz7yWUs2MWd3d1YyUAJbEZFpHNWKmpEmEnN28mtmq65N0wg6Y5GzO6mZEnKPSzIdx/8mH/6B1z3YgPxD6KA5kuIJaLC2mPrI0Insg+FgcbnBUIEdhBMxJQOZgBF0CgyIB3kmIiPPRvzQzBwVmrmqB9c5w0GTsH7vRzu3rgChXg1OjvJhVecPVcSMk7zz5tRzZjOQOY5iq+lzGBAVgTNAmrKOebo4Neug1c8DNVFW1jM2ZW63Yc0h8clNVKsXNVmcrhevhMJI9efR0u1sbtN/k/ej/+//D/+79H//o+eWrbntWql+P5X/9r/43h08Of/M3f6UGkRFgETkcqkgswIVT1CzqO/p13YDZb7yIrbRk9LtxmM+pr0REFCzR5pTcG41gYE5EtOD7068ShLf/3CTet5WfN0bYhXPUnKdew0bIue+61Xq93W7ONtuz7eZss9l0XZ+lY2ZV1067bsPcifQd0zAMXXeV89UwdGM5RDPGqNB2B5GF1L0hsOepmK7z+/bR5+tYmM/xwCIdxm4odQA3EuW+r2v+Uxx3ms/f/CRHkhmaaD1Ov+I2EnVr2E2qy+CTz31qTxwkxCG2zG273q3XazMbS+HGHmK521CSJ2+/8+Stpw8ePXzy9OmjR0/Ozs4uLi7efetx36/W2816tc2rdUSzRMh1ZFK4J/IEvR4uv/z0t//wt//h+Zefl3HMibertRAfqjJRomN2hho1X61xpwMwgrBDQOwQOMFFeNN3XdeVUkY/sFBKibnXV594HajsqR7ERvIqKII6I5kOCgzfKYClMXKMvblHzi7hrU5OOczc4WRBtzbnQwQsL+4OUleDcNtH6nOBLDMxWjMPmHPixJAswVkm4Wo4dCyD2f568KoghgRH7OiekxNlUlUolGFWRYQFgLlZWq+YUy2jO9Wial7UQaTuyR3Ai+dffPnFp7nuSYckpXg8dwLAMG09j8V9Iv91bY56gIvmgDsrGYHntgWcKDlJMKcRs3CmCIqsO0wqWlXNiMzc3aANDo/EiJah5rxUNnMOSvMKnSKVrXnqToHGLHz624by/NfpdyMgesQQyFvj1+A2Zg8mBXKKmCMRw9EIdzlxmFyYmuogEbca5jAVYJeXl32/6vJmverfeutxSumLLz6/vHz5P/mf/g/+zb/5N1f7S4U8fftdtXx1+H2/2n3wwY/Ozh4+f/HJVBYhQG17mYJR+Bu4UnfodW4JBkd32ewYiGgHH31ciaRFd3MOMgo3NUdrcxhX9sNgL42f8SiiGbGIVOLc9+vVdr3abja7zWa32mxWq+1ms0nSMSSoDFWVU5+69Vmfh2G43lxeXl5e76+ur68Ph+txpMGGCb7zKT+2FSIsl9kNvY5v5aPf/f63m+GlcF+ocA9mlBl/mPfUnSVt/0mN+5byfT73KQJ23G/f1Eenqf47Nt5E6eM+cXWFzjC7qelvX8/yoc/u+FzLHl26Y6jqxe5stdqMtSYZSbh3gvDu/PzBk8c//8WvfvLznz15+taTx09X20236ne73SaxR4iVM+VEORGzk/d973bwqlaHy8OLzz/+/ae//c2zTz8kpy4lAbtadRWQpJxYhmEgIoOxgzxC5gQm1UJEoSHNKgnZVAkdNJyqJZxdIlctun+lZaxlT1bcKlElr+Te6lDBBjISIgbIiInKZNnY7KsJqE6OZLjp0YLT3YmMiBd9ehRNqRs5O2JilYCUOk4pJU+JhdysOoRERaTrOkyuhruP41j06rqU/fUgKXZlFEcnTe4JoW6bZaeuiVhZpEVPxgPGMoxlZJFRbVTu+vV+v6+sur/+7W///nC4zijso7iOsWAmdzjor43MLaDe0GpNQBi0WfyNU4hCB2BKt2QKs6QxzxC3jMLmEgtDEc3NCEJGRPAIrDR6yRatB6JinTxSb4miFVLT5XMkz31GQWc5O8sxs6Vb0gDIKW+EESkDCEgdavMONYCIUqCtwkJELJIy55xTl7rcccoM56jchDgMTmzu7K+uLqsZczJbpy6RI2X+5S9//r/9L//Lt997529//etuvXl2+XK3e/r47XdevLx+++1333n7vS++/MitJOnM9ynNVzI55oF208nd3ZAq98mZKVHhKORn/y2mkFpLp8ZUmE3dUY0i6Y7MzaAGydOnTgHn18gZnErF9vIb++h3f8Aaj1k7Jlozi0jfrVer1Xp3ttnttpvder1Z9Zu+W+e0FhEiZs7ubgp4gjOL9X0fjkecoZWSMtPg4zhMl9F+kjmdRo7JTwTu958Zd3vKZn2zUDz8Q+1U/icz/kA3fbajW7hoXkOzbg7xxzwB1HcPOXYXjYpx6bpuprsRkfV6vd1uV6tVvPn4/Gn46NXQrfqu79e73cXjR0+evv3ej3/01tN3Nme7ze4ssO/VapUosoXjisiJqpuYqrDWoe6vrl99/sXHv/vwt3/zyce/8zJk3gBwtVIKE3UpwXxOHCWfBXDrNqoNP2Q6GQ5AVWsdAcQdDcP+8vKyK1dWlaywFYEluABEzj6VNgc1jpNR44ShxtBuLW5IUyAzVPXUL9Vhc5BKpg5i7g6tUYMVmG0os/DtOmGiZSPXZkUxc8q5Tzn03+FwcK6H0Q6HsV8JEYkoAIKLHQPD4OiYYigmOfV9TinVUQkoRcuo4DoUG01AYx1VaD++evZ3f/c35CVlRq2moyL7NBFOALR1HCdzjxSFuFgPglc4FsyajZgoVC9OXGSmKUS0tB2B1v3WoRHb1kaeM9VDT9R1rV0bvHHAtOaPHki7+dSVsvH2+3SZM1MNkTe+3PlSuWVw46QyiQzgluo+3Q6RM0vcJjMHNW9KaZW71HWSk092cDz5sKvZPPc54rJDLaplvV7//Oc/ffDo//g/+h//D3PO737w/tVe3aiabc/OU7+r7//4V7/6s7/+2//vWA+r1fpqv89ZWlOAE41+UgVzvKm7pPfyxVKd3zlmazjnzMw9krt37mM1rnUEFObzaX2pFBpM8poxH/ymY8UtpXfW5X3fh2JO6/PVarXb7bab3XazWa+2q9Wm69cSYS2ITyVX7mSGlKzrStd1q9Wq7/vcpZTSfn81DJkbF6It8QxM0NFsn3jLpWzj+9fouMueom/uRP7T+Drj26lz3NqfxzV0fP945Gsa2YfKD/clDPPYCaEF+74/Pz9/9OjR2dlZ13VE9M7D99abHRFRkrOL8/OLBw/eevzk6TtGOHvwkEUGMxYBSOGUUi17kZyTRAZpNP3MZFeXL+r+an/58vlnn/32H37zu7//u3q4Xq+6OlQRiXL6KDkpQz1cXXVdZ4sU3/m+wzsKttGJ/BUEFmmF8ymlfpVFqJRhGIZsSl7JjamxnwgTG9yNnWfml+gi45NhhNZabZ5PcptSjicTPdTH/Dgb6+jCcQTg0PlJhNxUK2ZMpAHgc2ttVrZ93/dZUrLgJtNwZWe/UyceuXa2WiunIFhVdwXMu0TUXN3AD0y9lDKqEpVhHFFt//z5Jx999DBzFjJH1VGnKySIU+hdZYghVF2ji6EpptPuxQG0wDkmccHmfio33I8cSvNDDEsxpTTZbTZbk8BMIQMcXclWGtxSE/3YuXgJF85zNX/XjA0sVVr7UrIpGq8e5Wrzk55T+6eruK3XJaUyFY2SmhHAEZ1Ev1mfb3dnuweJc1jG77z37q/+/Oep615evdjuLr58/tmPfvrTUdOHH37R5e3bb7/9k5/8ZL1e2/56vZbrQwAtSt9WUMy3v5zz5Ts3RAPRMXsjpbSeKlQ5eSkFVL1WUnc3n0TLH3htb2Sk1MgKZ42+Wq1yznm9Xq1W69VmvV733bqp+ZRW/Vo4A8EDzO4ukoi4B7m7aimlrNfNLLi+7l+8eKZWShlKKWHcT7bi3WPe8ukrmeBmYCF+/abMcfddxJRF5ZM9OH/feLzI4887Phi/8tyv9/Q6CTfxlVZ0sujMtry812RAnB7vrz/+vjEZ+dOYPv6a/uV3j6/64hvX+U3Pn+Zwlx8tQUThhDCIiYWIzEhNzSyl3t3N1aw27JQAglbkDCKoggh97+4oI/wwbFYrJbkeinu3efD04uFj7lYXjx5K1589fPDOe28/efrW5mzbr7uu654+eizEIpRS6vq022y22+160+/Ozpi5WhmGMtRCBAdUr9esbsUL5U6I2bzoOJqX3Vo+/uzD3/zH//DZh78dXny5rcS8kkovaTQnMEufq6MOozul3bkTkau7k4+dkkPNKkyvIeLe+SG7JoNwR93Wc8f5/MrQszw+79Z4tf/i7/Lnv3l3eKnRb5tDH1sFKtnUixtMiagyCoMR1Apl6lgPhrPCvbp59RqmOnMEpEBO5OxXGJMkBrlaAmWO7lsjkahbNYMbM+XcpeyUTQ9X7sm8B2VnuEAJ5pRyr+pSdZVZDddXB4xlRZLzuYxMBk4u4gkmYyG1enXVdSn1gRMmcckjBEZbXF1dj7UYUq02DMiETdpfyPh3/+G//bv/33/7FJ+uxgP2h6SjUC4T3OPBuNJy000aEGJwCla4MCIrCZEQSRBMYFKbkhOJpI5zSpwk8qQZlgo3dnsiJ1IRdzeoVU7kIuQKLVXVqltyA3o1NVMzEohbNTdVhdVoIWNmBAMhnGNetLabYPZIv6ggl4RWhDZRW0q1aRezEQg5QBIHG1gkCSdOmUSa3F8/EhEwKbOtN/n8PPdrImInj+64En5dDmvmvYSkw47GB4/PD/vPvnw+UoeXw+DFclqNqo8ffuCjbxP/7Omj/X5/eKv/6b/481/+u//+//3/9n8txtv+g/3l55tUVK8D4TWHKZTYtTOIpMMNCQOAqHXvneGQo+lPzaAJIv2o2YvOOUTEYHIS557zKq9yzuu8UtWKSm4s2dPoVtnqvhRrAIjDZw+ZXMhmF8EblEhE9UiRE5fY/t/ZN2OqL0eTec7ZBIBRC0A5931ec79BWkm/XW12u/V513Wb1WbTbderdd/1STqmDAqDNZFEEiW6nPttN4wEg7hLUc6bJNtOdsNq32GXbGMl7Wk/1v1oB2cTEW01Qe1fQwuZ3Vpj3x+Ej357ifzQxg/n2r7HK1n6HJiMawALOqCFF8VwhzXqFAyHxiAxAjSWlPt+te5XuydPnrz/k58+fPzWartdnW0vHj588vStiycPzy52fd8z43xz5q4Myp2s1+u+qZDJQSFh1sDrAkTuYERkZA51q24WPUw//uyjj37/+88/++Ty5QuqFnFTq5a6BKBpU2eAppKwQLfVZ3KxcFUhTE4gJk7MSRLl7DlT5q7r1+vMNB4uL68vXw37A8oYhvmd47arMX1XQK/m5lNFLiguiDQIyucLRJoKi8ydmrBw93EcwARmEYFwOKDu3vc9QZzZHMGrmkVEZBz2nDh15jV4p0c1ZfJSB3MhjoZR6lD1GukC1Yi1oOVIirMbWXlZ212o1mHQYQBj0MOXzz9//uyLMl7DlahdO0yRb5Smtu4gviA2dneQwgOF9kacx05TH5FpJptsh1m0AiQiEplq+hpE22jZzEBwNXiCuJmxJXUiizRma5GgybCgFhgiZp78gEa1e+cD9QWSv4A6fPG+HyOxbcswi6Scu27FqYvNlTa7AFcCQHKSIOXNfd6sd5vNjpn3wxgEZACGQQ9jNX7pItz1+1EHVZJ+tWYLruIUESo3r2oFlH/685/8y3/5Ly+fP/vN3/5VHS6JeBzHVnrytdul3+k333bHb4uvJYBBEy6SUiIGMyu81NeF8W64WA2b/66E5AyfBHaSUlqtVgGhx4sYQdDbshmX7haz85qn/bvq1kPqc+6H/fVq1XfrTjp5cfns1RUr3KyyUGM6ohmquznz35tGp5aRfyNefiOX4Q96MMtN9Yec7Q8/wxscbzYz8f5vOe6TeBnnXzDNtRE6b1bqAIImRQQRAJJJtRMhpdSDmJJ0/bpfb3cX5w8evP/++z/5xS8fPHly8fDB7sHFervenG3OLnY552JlzSlo6bquW696Zq51jBaljc2LiZ2DRAyAM0licq1jMSvwUobrw+WLf/ibv/7so9998ekndTj0IpmTGZmPzC3HyJ0m6nq4T6laUMAdBVA04pfIwAq6uKBLTd5lJWw3637F49XLyxdfDleXrqNoBecTNscp3h2/zMAyWti7lcS4R3TM2UibojcgcsbUjXTqOdQ8nkV+VvNla5WcOhHKiZJwEoneKpwx9SCeniGYfBiGHp1qGcv1UGgcDmpMKZXhEjkrVVBmZzUiFSKqpqhK3FUIM6tpVneyAkspwawOA8rQs2dy1voPf/sfX372+3q4zqhhKmnjy5jBa2ePvIUZbFeAyATBzUYBr7Xo8iTOnAggm408MyNXNqbkRBBIK9FnMjIGk6vCGYksiNwKmQm7icn0aNyllQXOniYT+8yEOG82mUuqcAos02kkcVbq7cigDppobgnCkkhy7vputc593/dryYkppd0jVU0phSlWTXPuN5tNl1fr3dlqtSpjvT4MQ6mqJiJ//9sPiWi92Z1fXvfbnRFDuryi3K1SpBm2QFFYqzpUXFxc/It/8S9+/dd/9cnvf7ev+9Vu9/LlNVFdFqAzyLg5qHSMR5zc9Q3VclP8MpHPwbvpeLo52qpOws7OlEyZC+4fs0RCE1Yn83zH8a/52zcZc6xxTgIIFsVQ5EHn3nXdVGvTNLpIOt5jpBg3AEOSk29ts9lsrjdlHPdXlw0AE6hZrXWoA3xh28yWVkvpbL+9MY3+TZXdiQG+eHGnHfetrueOcMu3OPNtdb7UcP/4xl1GdPxsEip89DlFrlZrn5p4gCLiydyIn3LOcCpFCSS8Wm9XpdaU+wcPHz9++vT9D37045//7M/+4s+fvvPO7uFFv+6qqXSyO99S4mEYenBsWhECu0HVTd0SEwCdIrtm5ka1qJfos1lrHWGDl+Hyy08+/+Sjzz78+8vnz7QchBCpQwAFFRWmmLTHqaMBC0UympJXD2pKN8AzIREyiVArlkopQUiEMiuV8fDq2f7yOcrYMXFiuAYzzel8Nldi4f8YnNz1GC6ee6B6+JgIqlf3KHizFnt14slFn8rYASAlzinnnDlQ6CzMTMyljkRE8Cj0SiLkMLPkRlDYOBz0MNQyGCTBe60jcRZT1qqe0LpLsRNA6myZ+qj8NliwuNpQhvEwHva9YLvKXobDq2df/v435foFyjWTOpnCiW9FhCgKVSkYdxwTL6i5czSwIW79ZE3Azi3GjFaCwUBrWn5MGCZuNksjEVB1YndmA4O0uidKIDOxpK58ZPBwM3OmSMklCCbiHV/YITf2y6xRZrW3dNAB0A1eFCdiIVBKSXLX9f1qve5Wm65fR4cP3l6M45hS2mw2zKmo7nbnjx8/vt4PXdfnnFOGgozS1dXVMAyXL66dMBRCt9p44tyllaTjNahZVStMiRiSeLVa1Vr79erJ07f79epwJTlz3K+7UuOvw0T1Q3fK59nPXmrl5b23N6nl30RiwmxOzgOtQhCksaJ95vY/dfYbASIWcn5pTvlr+o/8YbplMsVO7j0R50mpyzRmCRmHzTXrS/OFmSGJHIlYKIlDc82517EwM5gsIkRwAFfXr0YdSx0wr6UwfBfZLfiBoO7LSoDZcP/Dx7yYcMtG/nanwjc3XN74uK/fyR8bP1juT5wAiZNGnIrRJ+ALAJiEKbMkgqt6LajCapxWm7fee/eXf/YXP//Fr/6zf/7f/cWf/apfrVZnW7BfHa7ASH0WIXdlt6hocvdq1Z2cKa96ncDwUE/Coq5E5MzFlLS6Kcp49fLzz3739x/+w6+vXz1HGVaJmBOcippDuEvk1+0GnYws1KNrQx0Y1dng5lYjny2TCIEpcu6EORhasF5l6OHy+vnl88/q4XpFmpMQpGqbLiJHyzM/unShnOCYKMDhKPBIEwsdT9Gbi6NxafQcdSCwCfeERK1/iRERizCYgOgXJyLTvnISEpJiRMySOs45SZ9zxwIyzYmykOk4jrrfFzNk6gkOYze4RRfQqk7B0+IEhfbsJOiwMjIjY8BGKuNhuL4mH3LfYSgvPv3tJ7/7jV5+IXZgVHaFq7uHhdEA+MgcwNTJLKYnuuSGU95yrcMXsXBtQr8QjCFMDvKpUJtEJDFBqNH1TGXmBgEpHOTJXSFJwO7k2QEGK7RSUzoA4CpgJZ++24JzW3ySs8CRY3+5O+b8m6W2a7e1EE1EwXguOWfp+n69yf06d6u+7/NqlXP2bkWS1+v1xcWF5E5VN+vdg8ePuuu9G4lIt948evr2q5dXH3744aeffnrx4LEauvVq1W9TXoOJKBMJcwpzvJQhvPSU0PeyvXjw4tnz7Xb74x//+NGjRx///re1FFOGMJE2srhWcuBTu9sbt/A6eT1bMzddeaGZuDTiW1MoPLoRRNUlSil6Qus77R3AF9mjX398RXL8rTHbX8fONZNSn026CS07VmHcfOjxQSIiCqU+JwNaB4EIsTAnFys1pU7HYoSu71OXJSfJKaWUnqXLy8taR1W10wcR0xv++x/dR7/vcc+mXIvwLzhxvjJb7Rte2B8K3S9eH1/84/XRgdOZv7kV22E+E1sCscxP1oBWMAuQ3KTrt91mpeqHw2G126WUnr77zs9+8as/+/N/9pOf/fTt9949Oz93dnctWomQsog4M0kGRdqtcyQlqRszM6UyjkQt8TVlSSlBWciNoaWYVy3D4fmXn334209+95tnn36Yycm9FwHRWH00B3Ei7iZzYSK+MQY5Q9UE1vhH4MKBQ4CYmDyxSKhPEcmJE3bb/OrVi+HVs3L9kmwQNnIl0+B3JQ4yMBCCqrTNIjlNUin099QXnAzOEUqey/zNQB50tD7VakO8ubpMzoAQT2QdAiLiRoEmjbXc+9xxykly6npOnaQOLIDBqtbBax0OYzkUkgT2ymqUpZonGLkFv49BncAk7oXBIiIFwrVWYrZ90VKS147A9frVl198/Ou/+vDv/7rzAi8Mh6k3rjQBc8RmwgmceOnhkKb+EC3o/BjNjRZBiGS3aNcWU+rxghmpBUXABOWJSIEmql0XwCNRCeYOS5HbBSExKoW5EJGyUgUAhyhApmF3MQLFEWLDVLx255hlOjd+sWCB5WjQEsl1xEwiTplTl3Pu8qrrVjl3nHNOfe466/pVSmfn5w8fPsy5V1VmcUrv/+gnL168evnqlY91u+3PHzxQd+n7Z7891FpTziQ9cyJOSbqceneHuVolhShnk5xznzp1k5zONtuf/eIX733w4//4l3+pdTy/eHg4fEmkkWVNQASChNymsNHsEjfQqa3qY8vO+F0nBqU2mGaOKZ/ydt1d3aJreGFuHcTVzazWOlcrTIXYDYaK7xfQXOIR/5uXyZ0P5ZvWQM9Xzn6kag4kzN1dW+qGqsZPujWOFb8LRR6J/czsm46BxDkRJwjUvFQtNaVUy5BSardmVIY67IdV7gpKsWJm4d3ZqZL6HuPoBGDiYLjp22GK4H5rxXncQguL8g9z02+++F7GH9sXn77lBGzHqTrHEvM4uijLP5OZp5SYkkh3cf743XffZ5JXr16dPz4/Pz//yU9+8ss/+9X7P/7R48ePJaWrw1VepXqo6p46STmDzKIJB8FM3at5S1FSjd7eNmv0oG8zb4R0Vsdxfz1ePv/8o9/9/jd//fKzTzorTG5mMHHJRJk5GURJFiicETmTGyvchaI/dKvDdjgxubu4CQtzA61zv+q6TnJmK3X/qlw/Tz504gKFlrb1KZwJm4XRcUqbhLJ2mJPDIqpvcAIHO5yDvLoDqh4g9FwQL67sDhC5iUhipBQ6g8EknCObuEF+IrJeA2gQA4jgcDX3/fXLlIuBx1FVLVOvanYQy2dMqAOsKgCNejhikgyARy48ElEKGMGdLwuTZnKq18+ef/LFR7959sk/yHiVWJkUcIVpI+AjNU1Tre0kgiO8PKUsB1EfHfOzPGh4mhttIKaWE1mZiWAzLD9lb4T+RxS3z2XVQhlRdCDuKqKqoq4GIlUhGoJ7gGslIuZiRjAxr0Ykrd8ggyzNwj28TExRkbYlqFWaT+8bIveEmGCNsDZ5kojGUqQ75CSpS13fdT2dnfd9v95spOtT7nuRIBvYbM/2xfgwlKKHsaSU+u3usaRXH/3e/FANw6gQ5UTiELBVtWSuZmzuTmySQET7fQHMmVab9ePHj3dn5/vLstnkYXhJ0MZi34L9YTYt+T2PVsvyV5xkEoAIQYyX4q+LgLrBIztCVasoGY9NNUYHQ2uaXm8IvaOnHj3QbMqDP1p+98Hr35SgbGmNnCp1a06G1lprraWUWmtRZbNqVt0ErnBuLgFBuDWhE2ERTklEUpeFUiLOkjMLO7w6qqaUbByJKGwaV9vv98NQqh/cI9bZZCC3ZJ92Xz8I1D3Gn4Tj+72j7t9NZtx9Y7ljG9pzfzGIcBbpurx6+PDxT3/ys/V6+/LFZf9w/fbbT3/xi1/85Cc/efj4QV71OYuROkmto5Gtu7PVqnPyUou7d4mHomZOTIlFQcOhDLWklKKrBpkrFSbXMpbxAMVwuBz3l/uXz599/skXn37k+8uHZ6tx2BfVCmVKkiSxFGcQadX5jgINjmLq1iGLfMo7mzROyz4XpkR5RbmTnLs+lXFfDi9tvOpIO3Gu5rCUktYaknxyOm3usDk9y1bnHcnX7hGnJgbPfGbkZK4eWQMKwIOw1UHiFIKGyZlE2JkbgQknzjkym6VVzjPn3JlZNXetBlA05WbZ7/ddX5mTVeMoFdOq6kQbD2tJTFtskxycegLIqDqPCkJVI7gRXj3PTCx2uPzyo9/+zaf/8Nds+4e71bC/jNJqc2OQQcyqgVLrSxIWT6C8DJg0dh8jjrT1WOHMcHYDGRODAnoVInKrrkQSLeSNorjLKycQEYSZKOI0UX9GRBzpgQKHGQlzNTH3OmmpkYg0OEHIiMhZQ/04kZuKAyd5GEvORA937Tba3MxgUFDmTPBskOoIc2IW4k4kS+pS7jdnZ5ISsRyGkVj69UZydqdnL18BePjoMTMDPAzD9fhqKOPFw7cur6/G8QCXcTDSIlLGbkzURZMhbn1imp/cr7ta69X++tWrV2Dp+/XVC76+GuHslDCF0lslvn/jxDJfQHfxqIDIZ50gd3Ke7CEzU1OFW/D3A+5kTmZ6kyltGidYLzAn578pQX0jcH6i1Ceo0qpaqxCpOin48Nqt+R62dNllMZQTMROLpCSSBIJkVC2lVA57VY0SBpgfDocy1MurzyoxOaZkuDAtj9jDV2v0yYduMzTHced5PN78MU40f+r2X9vHdaoXvKGKbvz69R/Mfdf5psby7r7Vx+/+5H3nu6/u/z4Net9ELYMGN65niVssoj5++vH260yjdvP8dty0NBG/M4uZm1lKlHNfxnp9fXjv3R//s7/457q2x48fv/POO7sH585U60gpsedSBiIXES3jMJCIwMy1Xu73q9WqW/eqPpYa1d0i0qc8jqO7M5PXcn39qo7F3bQUG4eXX376u7/5D1989PcZ6Lcbt0qOLkmiVAjqNdqmBZUp3JsDHYGooBl1MiNXVzPAmDlLYmbXTp1yv+LUOVHu15vdxvTw5fPPvezX2ViNtZqNqmrVRPLkgse3TGyiHuZ/JLgxfGpq0LhJKXoiu3o1j9wSYhKFR/MW18hJrD6klFKXU06ShMSTgCVDmFlYhCiq25zcyNy0gCQLE7GBndQcqL7OKWqvmUgIXvcGBnB49SqllFLnhOoGp9Rlyf1quzZ3ssqauBaoDuMwjuNjquP1/sXLL15+8fH1l58kL5mtHi7Zmi8oHNHGiA3AxiHoerwFGsEUqISFMHV3ooDOBTAOnvA2mSTEBA8YIrrAmWktgxon6Zi51IGZCRIpBRwRy8gzcA5mIW/56hIPiYSFEpgouDE6iIp5VS21tsoEs4nkdcqIj+0QlIjzOzMR7DxE2N3VSQ0KEDPljiXnfs2cQMypE87mBJF+szF3QfQI4KJ+fThsOK02q1J0uzvbbrdDqS9evEhdPj97YIqx72UcUSpIct/nToj46mq/S7LbnT149KDWcaxlHA+USET2w/VQDmTUr1e/+NWv/i//9X9z/vDR/vILM05ZiLtaR1VTVKY89UyJh3KUD3PYdL7ZOU8upQaRRsUKRLJISzKwxmbo7sVUD3o4HHrZNoEzodmqqm4z9p4YC7PCgzcxVkUIotfEQYAFjH467pPPBqOp525kUwiggBmYiUGlFMKBWXLODMn9ZRD7hHkXdQozTjyPOUPeEovkLuVEwsTkJDnnjsswMkhVXU1AWuv57vzw4PDi8tEXX3yRszLzOI7O1HVdrdW0Bpb4A/LR/2n8McbrwfM3+BXxYvI5WvgwCJWCDw6Aql48fLLZ7XLfr1arft2JEIszNzoNYif2aFxtqlYt8rcD2idAQEZg5sPhIMxZWODmCjOrQy3DeH316uWzzz78h5fPPtVhLxbGcgkPL/5jNyUTVAW3ltngSCPnSLVGlDR7FNFLU4+ZmSWtDdytt12/4SSb7Tavct0XImeq4oV8JIyYWyJiKldzm3J0p5yqoHFFpCCEL2RT10pTRFmasXuwfBjIWqKckTPBiSiTilCmJAJmZ3ZiBVGWDA5aC3JXIon4elSCxc3C1UEOjdKilibgrNGy3ckJrqO7mQX9CxGzKCWR8eoVM6fcEbuwuhENBwzDy1cflfFwuHxZXn3p5SXZnlABh1dviQSYEgGyz/lqICHyIHB3j/REmpDpqZ6tMcAThEzDywsq4bkYHzBuFe3uiMSucEwjH15ICOCp1lrDzHJXnvKsRLK7E1V3N07M5i4GkBKRMJu6EIyoNZ6QuU8ggMYv2zaDB9nnjVyctiri3hDdXZmFSJyJOUVXE6fkYHPZ9H1KmZJEd51hGJiTE7puBcCpESd3XSect+dnUgySivk4jro/qOau63KfzjZnqvrsiy+HMpLg0aNHsTGvDWAywu7i/J133nv48LHr/vzs4bOyd7+qRc2MGZIynA00889Pd3wzTjrLgfYuz3zsM9KOyFN0Bjn5lBMX+BhZq1WL99VNTZdwoJ9EriDcsugtVvS9aPs0//f9ebqdG4cxtSKLlsBHcD/lJLcJXYjeeFrnfyRMxmLKwVjEbAhiYcSLSMdITJlFRBicKEUjns5hzG7VayXXMh52u/Orq6uz7e768moYBpv6SURzHWZ2GOifNPo/9rFwvrF88abi8Ut1Dky5niARBGf7ZrNab1bRC8Ss9utV7jvpJHXSdUkSmana0OferLZuWmrucFWoJSK4W1WrZkZOJGBAx1q7LjOhDnsvI9lI9TBeX738/MNPP/rw49/9dn/5IlkNCm4YUsoAopaJQYlMCTzlJLuHUgkzn0AWLamZk8CpFXp1zNx1K3XpVtvV7oK7vNpshEodiMWZ1FHJiptO7R+JIwQYutyBKISboREP3hMntP6cPKUUhdSIyAI7FVUntinxlxD0MNSRC3uXTATIRszEDnZmRNfwEIGRIhbBc3c1Q/VqBgcTyEmiyA5O2mrhmlfBPEKrOwes6cyO4hitMom4dUSDFSm1Hq6uDofD5ed/V8ehjte1jGSHzBY1OBb19SF1yRhkXqJDwLR4oh5dWmHTRK3DLSNqSmw2dzEH2MWgRNwYagnwgDpoQrIccPPKxs6QObuOCDPmZARzBpSCCc5ZZBEDdg8ufbh6cN7Gajl6essattkDwxRItlsOo4AdTPDKkKh65ERJRIQlk2SmRJI5RapH5E9RZAqoqlli3oOpVhuGYSiju5eizNxv+81mdfHkkTLUcHX1au7qm1O6vr42s9QnybLZrbv1qla7PryotJNOHMjoNtszyf2rVy/ferS7vlwPw6h1D0ISEabqjnpsCrB40Tb+/HoSCA0Wpil87nRU6s2omhIOoiOZO9xnztCwO29G92JlzNFtJr41/ydQ/43BCwh5OVrM95g/1I5ZcIairan2HJvRdiOUPo5jznkcx5zHmIGUkokt1wYWcjhFwxZyYW4RMkrCDGIIwdZkRrBahu12e3Z2dnZ28fz5S6FXxdydyNzMqlZqFFL3a/Qffkg7xp/KdX7Tcd993aeHXz8PMxK4DOx9w+u5+1O+sG0XFq4zCwtSkn6V1+s+d8xiIHNXZo7GBl2f3K3BcbDwSWHuCjN3gyuczIrBa1E1EDi5k6kKMwHjsD9cvhSvvRDqMF49f/7Rb778+OOr55+JI+XEzvAsnJvSaJnSDlKB2jGPJnqMhgNiaGl4kaLOzJKkyzkL577rR4OkjrtVXq3zauV6HdnLQsESo+6lzRgHC+7kmi/wwra3J0EEMMjdZraYaKzVJsbcGKgalCjuYGYnY2bueqSErhPJQOLAMZzdMTrELDwaBqg1ZPQAmhWt6t5AwkTqYLAFROLNeXJCShHGa+VEzGxIZpz7noxgMoxsVodhuLq6OhwOq/3HVqrpyLDMwgKPSq+JuTzCkOQmHFJzcuvanyPDDkQJrg1LhUSVGxG5a2OGQWt/l4IjyECsHpiok3v490RWyRkOc4i5OYErwG6NsSdsPoqpd4RGj+8VMfdw2UFE2myt4k5OGjMr09O8MQJMZuY5sj7vI2q9WcjBLKHUc8q99Kucs+ScUso5c+oALqVEvVN4suDq3vnEBD6OY1Wbo7bunrtud3YGYLXdlMO+6phYupzLUEVKXuX1erPd7oTzMBxeXV7SJp9tzzzz9fODu282m88/rvtDYU4R1GcBEVS1mpsZpROLZykWbry+N85IRFNfgVhjU+8hmKFqOT1byztIUxSVjlZg7OgTjR59TYiwDBIuLyRNgfzFTmxfQ6foQsQQpgY67SKnMj4QYY4KqaqWWsdSpSxHRMqPHLXHiPCxBp9N2YhNWZWiNwRFZZq7cErJosw9pdx3XdedbbabfpVSxzxGFeLxRmKi7pz0fxr/aMay1j/GrN3fyPl9YdWG/R09QN1VtUQGckosQiwkCcy8Wvfn57vz8x0LSjlE7pHpjLYxTCMZWpy96XwtagZiIXWqOkJtKIMOexuHxGamr158/tlHv//yo18PL6/Exi51SchMyJxzDvbEKeHc2Q0wBhgJgMMsged4MQABAABJREFUYD9oY7ZAZE4xMSdZ5dR30onIarUmde430vWc10gJJk05oBIqUIUQDTuJhFCaaw7gKEyMGkWMAwHMK8AEh9FEBE5mhhDUNnklQTDTsGcAWCWWzCIm4s7mwiB3cQMYHhQUHNcSqebW6LXdjUFMCQxmgppbuCjsU/83ModexnMhdyETJzFiFRQx9+D2L2UYx0ZEekbPBWAoc4IYSDSIgBbhGIqmoq6YbRwDOLxhhcHAU5fu0Jg69zsx1tYbntVdotPexPrH7gonaRNuMM4SvNcNJiFnM7i19jDsHEhqBDgAJ8rBJDNXGomIU8yeubvA3H0mJuVpT03qBPPm8ttNK4CJqgUMcWKmFEq967rU97lbJekkd6lbSepAVOrgSCLiTmQRdVHXujs7O4zFncS9AmZVtbg7mHLfbWwrInvCMLAwcs7rzY6YTf3qcl9V+806dWm93r6ykrqsiuq2Pdv98//8P7968fL55x8xqqmLZEkC1FGLu4uQTjme7WZOhcACdZ/eWZSrTaFoYOZ6izlkdnFyI4poE01ajSK6ERNN0XKYfGJaI0zsh83WtCOEcPtK4mfmqR7s9OcN4qzZMqva3P4Z76dF5l1wMwd8MifELVPkUkq2GPPEzdefzNlM3AgGVxhF3kuT0oygUWLmlLjruvV6s16v111fSjEzMDmdUBG/xkf/03B+/1Su85uO++/rnoy51x4/pa58e11+r8U9dThm5oCaQx0SQ7VUHd2VxVPivpfNZtX1ebXq+j7nTgAPQBdEPszSoeGh4SWrGpGruSqM2FSrhXtynQGygbx6qS8un33029/85jd/559/5KCVJJHJx5XOOFkrg6qACZSggDFc6ZjK5FCaeUPijlyE+yxdl1ZdXqXUdasMo7TZpvUZdR3lZHrA0YFAUHIQkTsZ6MjqfuSCDacNR8+NAnKfnIXgqHNzdVV3dZ2r29zhUY5FQiwsWZzYhBTeYraQlirP7CQQyJRAwESkjbXXhTkeE5E3O4JdLL6cAzVwR6kvgwmEBQSSgO7Nh6vqoUW0hBBLZkKe7codzGRQM6mQYqQOcCIQwwjOU4Iuw9WnrjVaZ2LUIMRpPSeZyI9MW82zC5p3U5eguJ8myCyxORQOdwEsiYM4Muuc3OHsrkTuxh45BNHXNiahecKTQhBmc2dDI6L1YKa1sDYMgEyUXU3Ct9RHCLF5C7ebH9Ncra0TaaqdiEmIU0o5SRchc+GcUscs7oApeWKQS4RezUod6VDruo4FTAALk1vQHhvlVUrJ+q7WGvWEAIlITr1Bww5R9VorCaeUvOrhsB/2Po7jo0eP/1f/y395/ezl/+v/+bwcDkEoHLn0zCzwnPOhHuPcS+B96VLPsqJ50zwzGU7A1YRm0+IkFk23OJAQDuQ7FB+13Dci9kbqSxM80JrhunlrhhTPgifVy61krBkBmdKsyE81estCnzV6ONa2sNVkfnw4xvLJPJL1Q2dXb//GWjklUS2q4jZqdSYxZTeBVw9+ByZVZiZVoDi7c2Bw5sFKPaVnBA3wZrPpGq/getSqWqpF7q4LR9WK/5OP/o98LOLcN0Ppb2QwtT7O3Gg42yrMudcaOTXU93mzXV08OHv8+OHubNt1nbvXWrhJY6OpL10wklZrQpYalO3mcDUQ1FVrLcNYS1EvpAPVw8urF59//Pvf/f2vP//44wu9XPWbnPviplaJepbkEEzxu9AoDKdwlDlqZ9SMmHjqkcWZM5yJknCX06rLm75fp5REvM993uy67U4lE2kl1papbkJOxMbBijO33Zx1+U2sDydaXQH2iBG7GVzVzGAKczSJ5QCckUQk5z6lRHhFBlM3N7i5JyIIk5EDnBhBywZ3hKygKVnc5u9XGDkAY4KAgiyE4g32kRroSAx3t1pVXes4OBRmsOpmgsjTcYyviFPiVN2KyehiyEopuocKITkcSnAndYe3wGb8hFOshEDFjUjIydmZImLA4JZBFb1bQjATNTWKI0lrG7VWIvUkDIZJuOiNQigqM6LvDVq2fdWoRrM5TZ2oGT8zlg6wmTGnY3jlVmJK7IgZWlgeMPl8R8SiqfZGGnrs7F5Nk7JIBZghxuZGZioqL189H4eac5+67I5a62HY11pXnCWnXdf1XSLYpYNgKeVxHJm5W+XV2Xa16SlJVdVq6+1KETEvItCf//mfv/if/xeZ9f/z//5/vHw5HIa9u3Ew9vgRlL4NvNOtUr3pxqe7Pg2xz62DgpNE27SfSKemmydv4cb0zt9ye/KBeLRgRrBAHXlddMpkvKHX2ee6sqVGDyNKVVUDV1g4SIuvW55tzpKrixGtKFKqKaVaK0+IedHRzVyNUwULkUQHKCJiEGpRVSekzKvVquy2Dy8eXD6+NLO+779MaT9c1zo6mXGUxdo/afR/5OOGIp9/vb0Hvt1opIaL9hlx5vV6XUrJWaJvwXa7OTs7u3hwdvbgwWrVgczMWEiEzOEVUS9sbuyoGhuciThJhETDf+XILFVVEdFhKMMwXr968fmnH//+t1988flYDl3CqkucuA7qTqlLklI1NgS36hTO9GAPjeKZSK0yM6ImhTlKnoiCCaJLKSXJSZJ7Ieau63K/BpEaTL3W6i2nDtQK0CjE3a0JOxFMt/Q6JnJbb9k9BjNMue6AIzqPzL2eAMBN1cwndD4xWTUnymQmRARiN7jX/z97f9Yjy5KkCWKfiKiqmbtHxDl3y60qa8uqmmZ3F4nuwTyQwICPfOTPJMHXAV/niQCBARokhsOlm93Tw6qsyuXes0WEu5uZqojwQdTMPeIsmffmzVp6WnERN46HuS1qqrLL95ERB9ccyBMi9mxm7pU8WYjQEKsMOAlAuZPxkKtrU6u6zNqqMASR81OBRgE/g9AWSgamAAZ3ZxciFm1KDiKvbonMoNy18VpxtCLBPo0kKSBYSVOJ1t/ct0iju61R901Mq3SHiuo8gVlUOCUSdeudchEk8LVej+BgJ9sayj+soTfd6z2NIER6feQm2d+3m2mN5b5vUa+RrX4G7XkaN0VrLTrimF2ITbwrfjV3Z0ZJWd02CpCl1UPOtze3TDcl5US8zGcRod5yRiIyjnvJWb0t2m4/u7NGKIz54fR2ur05/NVf/dUXd/v/8B/+n63dz8t91LoTkapaT11dbvj6zq9//40jpeTrC+uywy8a/YPn8fWtPLMe3jsM7ptGp1DS0f635Z396YgvRm+OdNa5TuRXWAJaIHIuF5DMj9U5rc76sxFafAvLq2rX6G325JqVWwaxsxAnIhLJQsCKmkdEOedhKD/84Q/NrJRyOOzTUB5PD8syDVN5d3wXjRbpE3f2sfn64LhO0W8PvOUbti9+X4pkG1vf9lZbs/1p213PvrJ+Dqxpur5Erg7cnqZ95Lofm7ePEf994j4/ffyzIR/ps/8Y6uFWA/JsNrodGhGuKw4kb3adfOoHO8hNFTkTOZbqwih5WJbFSzqezj/88svPX3725ps3p8fj7c3NUHZjGWmXvvjyy3/5L/+X/+xf/sv9zWE47Gk33LwYU0rM3uqss5IatMG95Nxa06bVzQieoaaq6s1SSpxSVpum47Is7nog8jppe5hPb6dv/u74N/9h+uVfl+O7kTzv/rgaqBIxBiLyRk0LkDniyQAISIYUcnOvs/UdTmrSia8dnvacS5JMkjSVVko+FBqGshdCLoOPWg/KTHSsNM8Nwlpkbtb0xFYzvIDNwFyv7PfgTIu3IFF4ax0kuosKhaqTKtRQjU27t92oARBBYpS0DLwUPiais5OwiAjcvTVxjCKDiFnjWsUmSbxJSYdbvbteBk8cx6fJxfhFTuru7VLd0/MSvhbMRT991DkZMKUvAKABzjmC1TqjLc2iUECICCwd846J9ZE5IG24X3QN9lAU8zmggIIiC0tiTvAmyBQMrp68WSkjQVkrRbchiKMB0AtZ8MmDjIWNSQBVdBkddesRlXABd2OKesOFEzyRS5sXd4ZndpghwrFEpMJ9bpjA4s69l6nXa5CB1hIBEBG35mwEj15NS0oCsFVXt+awJAySZkbgvC/kRavMlIO4BUCzNs82zfMwDAxmWBoymI0gZbCpmrWlTgA40eHljR/9dDrlJKo6z/P8Znk8PQxD3t0cDodDPuZSMGk7jD58mR8f37axffanf/S/+d/97/9P/4f/Y8tUSlvquzIsbvfjTh+ntK6lVThcqsHdtj+QEzMBA+XNkwZARkIRw5cIPKk7QZg8CZisrvXt69nJiZyQUumXQDRRMkeExZt7NIaSE4N7t0M0gudguwlTjBm96TCABJqbkquZ9Y4SEoExFZaMsJBAeV60+qw2I+gNVuhHJnNvME3JhX1gFK7JbuUsTOSZKQkLQ13bMp12d58lYnYjbV6h3tDERIRTM6WqLGchJ3eQsVsasjvYkY1S89Yqi+0O5W2lH37+JyV9eRgfXtw83h/vv3n967f3v8qyn5eHupy/tY/+n2ja+n+Og4iCaWpzPhAdUwD1BGEcBlAnRQUAkpRsHHdENC2VSG7vXnz2xVcvX7wwQ0plyIU5Dbv9l1999Sc/+9mf/+Vf/uBHPyROUvIw7MJgVQXcJais3QEEhqIGenbk0siJqC61tRbi3gzurq1VXcRbm+bT4/3bt6/fvXt3Pj6ye8nRonYdz9yetnt1m7CQlQdzs9SJWFgIDGJOSVJKkiQXknyhOs7EVEoehSQiyQGME7nvK08O7g7VsBm3S6zCircyGVuBqNcb65F/9zUD4OzuG3zpdZkP3jPUwkVorZm18Kt4hZruSiWZv6fOAXSC2vfOJrVGfPxKzm7IPNSfYF0ZT2KjZAGh08v4e+t9hMrD6ZGLk7S+h5gIrElrv2Lp8GgrvG4tW8nUoyB5DdQ3ui6tig45VzNCh2RXIKL9ocufmc5PXJMtAH4JoXM0NtKzwO/HxjOHknrhUydsp5VL94NfvPgY1uPS6q7W1ANSvhdkYeUATMSzq7VWaw2dN46jw5j58fHe7MI5q6ptXs7Msr+LNHnOWcRaG+uuJfF//a//9V//x//p//p/+W+1HUny6Xg/DjJNuuYdno/NZHlWhLt9/uz4nqW+GteKfHMFn9mXHzRAn43+FtcaN74aRCQgd3ZTOBuSG+KFMDEzgxNI+ksPtELOLpRK367VNHJpat5WQ5BXfvSc88aQu95nZ2CKsOL6wE1VwuRbmjJApExeSdkbRa2JZiJZywGZWCSDk+xuiuRmnCSVcX8zng6p8LiTr1+ZnHWibx91/3is43t2vv/z+H2Pa6mE9Q2uxBawVdQFIHFTmMGBlGh/uPvyyy+F0jfyzT3Zl198+ZOf/sndze24v5uOJyFprd3e3v7sL/78z//yn/34p394c3un8JSHvNu7qzVXBxHMnDyCsRSlm+pmBGL2ADqEq3lr1VYWZDdbpqktpzHjfLx/8/qbV9/8+t3b18uy7Ic07kp/lh4d3aSJE7Y6W9vUJxFtLa9d/osIJ2IhyZJzyYPkwqkMwxgdd55IpKQywNhrU23ELkwC8kh9gSjq2q5dDWBFe415djMPbWcendb9YO3wpT14aAZzA9g3jOSVhAzmwaR6JQfJ3VtrgIUCIIrat4t14/PDdkPXUnLDBHy2kW1ly+1dZ5DwlyNw029oPROex/C2z5nga8E/AXSNXOnu7GTQS5JiE9yRLL9aogzztWohbAL0+TRiclc3IjKiZkjx+OsDVjLpAQYDJSFara3rcNQTzjSsN7z1JQcWEnv/pc/LtVT8DTq+F28//xY6ztG6SvrPS3wlPH+Fq6rBu7/eGpGrW4A4iUhJyd3neQZAbmZ2Op+Ox+P5fEZw7OZ80XYO1Wo+gEwSZc7u1Kaakv/4Jz/5V//qX/0P/4//25tvTgCp+jjuH+4fJItvOearFe7uT5bZ+gjNLZDt47DOmcfUPOrOwsLq/9laXrDOOq5Pdb0y4waI6PpO3tfoKyv55ScTO9SVnZlaNXZX8iBbXIFGjbizzYGRmFmEJbG4MCJs7tY0dkE3GnJKQ5JSCkEIQsRE4rbm443C+NKUWluA5G5mrFatGkwZSmjAwmjwxm41M1NKqXAakoySBs4FJHuUskfZ3+xul7u5nqbj/na8vd9Lsft35f4hfWuNfi0+vu13/zGPZ7tws46J/EOH/97Ht53db2tRbd0a23djAli6v27WgcKIGJRT4WVZ1ImRxsPN51/9qJSCnGmafvJHf/JHf/KnN/v9F199ZU0TZzMbx/GP/uiPvvzBVyy5OVIueRxEBK5Ortoxy8h80+gerSAUN9d7PSMKGolqgps11xne6jQ/3L9+/erX929fW5tKkrHkIeXZoot8RW7stTmrEIV5MKJQVKKFr7nlPkMF9i7hSFSnnDnlbcxC4MySQGxwdgVMkksAlLhbU2iwp4SK7aV2V3AZuFJ1T2RihK/NoNZJjMzZHb5q/Q0BI84JgDqSXKCIA4A3bdbWK13kbIzm5+sF8/Tql7HthsQduYJ7RkmJBL1Qj9H9aV9RbJ+vSeoIeZe6p+BQx/pNc7s0bV98buvQfQ7nwFa/KsVCb2aGRXtekK528lm5+G2NXMgbgKiWd28AG9wN2bt2D9vkqsw+nj3KvCM1SZHQjAn0q6fzDkH6xG39TRqdIggkTrqh/EF6lbxtWKYBaO7OUfTHroFtHiB5lFICEawtiwZzTFw3UYdy6ttcNRoLd7tdh5rvpV7cmhE1pnOgPLkbs6TEMkQ1eP3DP/6jf/Ev/sW/+e/ePjw87sabTjiwPqxfdet98NnXw3Rb9JuJtAarYv0HHFOgza/xmatJDkm1WZxbzCPOpq2HK9ZX0L/OJEwSmfSgRkmSmJmY3RPYTKsRBRWUg1trKxcAuJO0E2AsIwkkNWhmyVznuVVXJV84ii+YEwXxSirCRCySRDJBwhCPe7KLd95XupETkS/V3WATbGafYDP5HDQQxDmVfR5v8nib+S6nREmEUuJSdsjV6qLjdODMeRRKtj8Mw6vhW2t0W+1svyrx+E9Mu//PYZiDV3Wy7beoCuk1oapm1cygiUiGslNjM5Rhd7h5effis/1+D5Iv9vs///M//+kf/EFiUdVEPER0WuTly5eSkpFxonFXOLFqtRamMGmwWVgvX+jSgam3i7grKQBTMlMAas21CZqwDwO9+sXrt9/86u03v5qOD5lpHIYhs5myYHOArmIQtAaHQ3LbMxG8/v/yxc3GlyiWjV+YkQaSgpRFSZIzYMmyOFPUjmlrRjUMEmah1SaJp+qe91pnztst+Uqrasq9w9XJtM8GwmslBIOobHamEShyurztQfPWs84XS8XX2ghiGnDll26zoGsUBKuVE79L2hRk7wRwb2vZhvVQwRo3ALB205N3vFdCb96O+sYAc5P+XWBt/oq76cUs4b31bLp1pb4dAoCj5s7VwWQUPbvr+w7wfObghWlKRMbOFFl8DxKciLEagdYwaWCVbOUrodepl3hfxjOPcFst22xvH35Y53GK904re9764rhbSEZQs6aWVGuT3NMGYQESU2aGcM7i7urkZtVWpFtzZ885RzlqKQXw3WG32+/LkM7n8zRN7j7P87Is8zynlHCbiKBQACIb+4APY/7JT37yX//X/9uf//X/eP/u6/Hw4nh6BS7bCtlsrG26nj7OOl1Xc7Kp5+vFef1dZl67+54ccH2tZ+c3feLBX2/h97USEbFkM3M0R0K3Q1t0hDoAsBEZiAOMikglERGMiZXRq/7BmhhuZHBjYQGDOBB9U+FUkpSUSq9hdF6Xh5E5ucNaXYGnfKluC3RCPUIf2Y7kC7yCCSmndmdULRPxjrNJYU4lpULIomjNZCqNFGxSKG7jO9a6+2Xdf7cT/KMbz97/Jf36kQd83yP53u/nWx3/sfv5jefZ9lswBzRjiYLP1pqxezOwOp+mWitubm5++Ac/+ekf/dEf/smf3N7efvXj083nd3/4h3+43++XaY7u0rEMd3d3KaVhKFWbu+93JSdquiyTAsrMiRPQ2RjIr+KcYHgnZogtNc8tGsdh6raYN/EGtG9+9devv/67x3ffeJ12u6EkYSY3o7Sa18Dqpnu46URErr7qDV/1OvWwajR4C4sQc7oawXsYOj7nvTCLZCZNidgDnKNam61VVHVd28ZpcwKBQDFxW8Pp4YsEZ6qvqh1wNgReHnVQTOsOTfSsU7qSWc7eW8ourgzINrDViCGuSm5dCbbEW99ef/yf14w1XdqoeiTjWn9hC7+7bNzu/cFiERL3hwv8O/AKCGPRa+zP2n6gDo/Quru7NUgyMwLM9Vqpw2V9FgJ6h4J7r9VjWKDYhpu+GnBi3oiiYoqIDVEQ0glZSdYgBhAUb5Hj6NKgd2Oi6/YPbqj3lQevlfC4yr5fVpqxAEqRxg+oACZn9k4WDjUns9a0Nu4GUor2ayMwGJwSMQfBgVPkkFozZnWvechCPJZhGMdxHCJBnnNe6hRg4K01IopqEbAvdZJECiWiARHqZSSHiQ3+Zz/7iz//87/85S9+zry4P4xlND99yBr+QGSC1uwCXcXhsUYHtzl571S+mQtxwFojrM++1ZW9fSC8dG1dbQm7uG4L/zi+6mG/EBxBgQAiBxNBiRlMzOZCkSkhRgLc2M2pJsDE4cbOTJGoIwalVHLeSRlSytEvk9aYfyLuRqOZWTNTd5dlMl28PmJ5i/aO9JHs7Fg4J06jY0Fh8YNJw0A0crYh5yI8ZJNWjXMxKMQoe1vO3vS7d69tVv+zF/afxz+JwYRVcANAqPNhGDJSNDo3NZbzPFe3CM7z/pD+8I//+K/+6l/82Z/92Q9/+MPD4dBaywUvXrxYlqlNJzOtrbFXpn1OwqSJm5np9DA9NvO23++XasGcJpKBtZLK2cxSSgI4OZmzwzbKRTU1JTT2pvPxdHqr59OrX//8eP9Nq8cEEBqIiZKI6FXcKHxTdA7HiOtGsN0379Td0QPtiSVHHRyxpPB0gvs85VDtIsJppF7uFSBxS1se5uO7Nh1tmeEazGLogM8mXAKgLTTi6qlTeLah+QHrehLmJm6kgBvUI2ccsUgGeSTjtx0na0uCmTOD+BqmftPNHi0d3Y9pFWvefv0FiB6KDmdG7KA1j9xWeLVwxAmciGzV7GvDfcTswu/vPbs95dCdJ6ZeJB8ot3oJcQdkG6kR1hMoJHlH1LPIdpODyKiT1sFdBQwYTD1a7dwjgA83s+YeUCHuzHERNiWQs7oxERmt/e59Ap6Lr9DpQODTdD3tzgFFYp3L8okMvP7u9o7oqTsb1kMnCPceBFinAtGn6E2NWKnGLuhZ5lBUkkqE0zQgFoI5l8kBNYeiGMgdZtrmGSJSg9VGMtYC2Kg2JxKGqGprC2CUU8DR7vZDTTQ91tPRhmH4L/+r//WbN6/+v//2v9/vXqgt7sfNIb5+3i1/t/0prtVxCNeSvDBmA1ulK+yAJV5JHLfvrlq5/0d0CX5sF/J1H/fg9tXe39T5CjLdLYaqClezgKxqbhpd5uqKyBGZwxInFigcJkRwIeqtMszEiYP01wPfsEPTZJaUJOch51w6VoRsob4cfXQUfkcQ0FQzm6cTdLL5nS3vqL5Ge8t6dFROQmUnaFZy0rtCC4lxFiFOuaRUkiWpoJTdFezwqnWBfnsU2KfezyXE8X586T+Pf8xjc8XixUUvZs6Z0z6XknNpzQAmLKpOLC9fvhzH8S//4r/4q//Vv/rpT3+63+8lUWsN7d1YsByndr5X1WmarOR6txPMYtm1tlqntpxOp5TSnr86o+WcqexysjAUYjUFSitRZMEBeIru0SSLN9dKULa6LI8Pr3/98Obr8+OrNh8TLHdACA9imLNu+JF9Dwv55m5GkbF5Dy12RQT0ptWcJedNo295dJKuzkWEKLk2pcq6uE2t3dfp3XR8rfWE1sQidhkSQ7XL2mvw5Q5JZgrgIsPcewpZow/HQpTzlnHcyqkYvRkhXLoARyeEf7rGiInNjImYNh3f2da2dls8TaWrxiUcCE3Dq+BcMwTAFidORHNVANSrmXgzkshpDbRGbL/XoRMxg62ToPNVeHstqgpGneAsNw1lx4B7V+r9SNjas6DsjIAJIjJrRGIGRrJopo0pQEZA5MPNQL5C9tKK7dcVzxPFHOoWW+x99baZGdyVejSqfdAUeKq/n421FvpKnbMbk3MQx0WgQtmlmYIVxlB1gNWMVWv46ykBiEr+qH2MdTLPs4gsKbm7qErJsbUPhwMAMyzTKci8tbbKy93wcn0FEOGckylySmPaLWfV1v71f/lf/fqXP/+P/+N/yIPev/51GdZGjCvNjYvF45v67PNgW/+vr00ccIdq2z51t/W/p5sFwJVSx2o54rLAAL+2nCKsQmHDxX9bmljVAZ+9BnKwW4MrtJvYtbb+KtiInR2sDjHmNehFRGAL6EXbMmVMBAEFDE7myNknESHJ7F3Mdr3OxIwonlUPtoNmy+J1smX2+cGXB7QHsgfCUpmo7ZMI9vvaTqazsRIrsXN2FnLjRGROZTeat2U+7cZzu6kf1egfc7mvecevJcK2djfban3fqw18ZUZ9IhL8setuX7k+2ydOxU8b5K/DLx+5bu9u6gdcoogfvdWP3OeHv/Bto/fP7v83Hr8RMz/9+cRuvb69QDmI33PONzc3n3/++d3d3dv704sXn724e9nMv/n69atXb0C839989dVXP/2TP/7n//yf/+Qnf/Dis5e73WBmtdZbbvf393V6IKvT8X4+n5rI39THz1++uLu7O9zsMpbT8Z1O5zyO0z3Si5fsblbVAAzubuZujZmDbSIqsQBQMwBqcK1tmaw+YjnPx9fvXv/i13/7Py2nR61ngQ9ltxvHnDM4taAdiZXGmyNOgGmv8nNmEuIt0E2S9GkUMcpnLonzdTK7xeCcJQlmt8nb6fTwzbvXf7scX+vyiDq5Kaubdwwu5h5RXx30C5b7+h5plWL9k3mZ4QzmYDgFY5N1qq6AS9wdCTtM3QMYa/NdNt1EDl3hx2PlR9T3kgmOw8KwU21EeB8Fk/O6r43ggJuG1jc1YCs7tzUd3jQuJMIc3iKtxV0Bum4bdoWTuxNfJtlViYxSSSkty2Id5wfk5qDQ6yvpLZzUA/0PIKK2VE5GAvcOhyeSBLQslWOCRABj8mgDcvf1RSciQudKB6c4IXNnuIFb1+gxqRF7hVpUVlpgITFvEmYzlK89xU3V1egSJCYSCAMGbdVJlupgcBIjZ+m13GaLt6wlcJxImCVbbQ/zOzPzuFbKIgIhN6uqI/OyTFFAJSmb2XmelmUZ6tJMRYQgqo2cU05FUltqSzwMOTFP80lEbm531jAfcXN3YPAv/vbnP/uL/4WaL9VzPgBv40G2dRLbNu4wfl5LmywflbfbWLvXLnLs2j+M1RKl5atpexnbhVbDVDf5Fhs26MkDtc3dzy7MnAgsoIgLqFqwnRIpzJo7GVXlXMSEpRERuRGcTBEsUmbDMCzLEkAxPU0exSxE2/YRlqhmSNSzeExQbeSWiBtzq5aJFTCtulSqk7cz6aSGNAI+azt5nV3PrpMt55pSyzdJU5LCnAmSC2nLNefd7lCXqc7Lf7KYcf4eqBBd5WD+Qe7ng59/X3UI14oc68N+wnLapHlKabfb3d3d3d7e7vf7Zvzixe3nn39m6trcnVLKdy8++8u//Msf/cFPfvrTn37+5Rc3NwcRqm1u6m0+WZ2gC9nCrkwmgoQq3JbzW10eXKsuUwr4z8XbnD0VYGQihoCEiJ1sayHycBYpuEy8M2WwPc7n87tfPb791fHtr9t0n6gBjQgSgpfEiZ0lGryvnKRu3oee554zc7KOzRbOKF2Na40eZXHho8fWHVIQoyzLNM3nV6d3v5oev67TO24zvMJcg9usOx2w7mFQp/gKH92u9Xqo/B7jtc7q6IaoGru8U+l5Lie3EOGOZ4Gxq7e/5h3fg8/sLvS6WtaweZ+wDbg6/uRkDMAi6Oidodr7ZELXVkBaL77VLsSH5r1YAD3hu2ZS+rWcehvetiRpq1ukNW6BtWwsvkOR4wfQ2dCNohXdSMgM0dAV6p9B1HO5YSetZ+vP2SMkXYt3U/Jq21z5os/3zuaLb4Llt5EwKfUuOCcCA8zOYHLvRB3NlGBJo54RRjyQGIgD/52ZARdQawvAxixOCLgiZgoIdxYzOx6Px/MJzHkoZRynebbWLl6NO5kb2e3+jhlm1pqLiXmrtWnj47wAkCy7w83N7Ys/+Omf/vt/9//KZa/60Rzr6ij/VuyO1x7gOpOfmrw1yfuea/TJ+e7l/Vey0cDkqsQwZwS4dNTYmzoBMOvk5dIW8yytMZyFGE5kZNrNUzUEafKKiNAXRCKO98TYvHPqhDNEYIE6ETmFABSQe0QGwuMPMGKYAVqhTdtky9SmY5sembnSKSVOlpMkWgOrwzDoPJQ8ljL+E9Po77v+nzz4OzKH/lMc70cgrv3L98cWK9vtdp999tmXX3758uXL/X5/czN9+eUPvvziBwoax/3Lu8/KOL54+flf/MVffPblF1988dluNxK5Wlt0WXTm89TmxVsDkBJLGoch78fh5mZfl2me3mltTBiSkJMurS4HN2VmZzES5g1KPcIkvREKMHMFDNaYzHWpx7dvfv1396//bnp4RW1i9kSNObGAmUFiLE7SsfNWPiJ2EDs5QBz8WhwA5z1+C6LerncN/iwp5Zwj8B5x+Ii6ExEbshh8sfnh9O5Xj2//dn585cujmFpd0CoU5sE+CnVIXMzIDOGJmF2pVCPrDdYG9Bp4d/bujNJWBhSt7swQYhaAjMgZ4GBm6bjkQATkexE8thj1ZYY7HJs/jXWFQsL7C6b/03of2vq1/qetqfzalHwirEM+OtZkBwFBbrEFSwGAHN5h1qKsbUUbdQNd0gRYcyighBUbFr2ZLRhgtTPikjmULaFrUAkaHkiYOBasawEchz7NdHX/tEHP9vTBlmFkXpFmwtZ5osV/o1JnAXpBnwNm1uBuDNfZmLUtZObUyKIdQMEg8kIOyc4GjwJA1aU6x/a5lDczyXQ+SrrZj3tOeWl11qZ1KQRmUaLoCIUTE6eUs6Tj45Qy5YF3uYhIrfV+Oh0fK/soKJLTfr+f9vuf/ewv/u2//X8HXs/2gFvgAR9S5/2Xj2Bc9lXkIGI36z9j435oGq80+vUJYw1up9t+IhpBVd1diS4MeJ4icNXfGwWHcsRRQrEb1IP0MJGp0EmIRShLMB2H4aXaG83NA8mwZ8VCFLGkcAmol8WxECQQ2w0JEQ5AMhiDmROTEGXn4lrAxWxhAnXAA/N5tvns56MTL/7AIKGCJImFISmlIedlq+P9xOL78Fv4pIb4/Y0PWcqfPv7D0Mrf/rrfzq3/2PHfNjrw7a+7RaWeRL1+o0Yfx/HFixdfffXV559/Po4jQV+8ePnyxUtQ3g+7h8/noexu7u5ubw/7oRBB2xLcgrDqqEszdXJmljTuD8OQb+92h8P+9mY/HR8fH6jOE1wZRORmDlvICN5Axh11RK5uycjgpAQjU3c3XZrOp4dXD2+/Od5/Mz2+hp6KNLcGMubEzCBugcMFKbxG2h1bZdzmA7BR0IRcu7PcK+Nkg4CWtQ4ufidJG38D6uTuqOd6fDM9/Ho5vqL2ULjaMqG5teoGuAVdqwKm4aP3yGIgtHs0QHtvd3a/NLZFljcShKH141Y51LmAxYgkyGZAiLxhpFJXd8fjiXvov6fHV0/deX1225aG+5ZNi/h/nxvAo3UQPWsYKHkR5QAAN7pS6gAgG5fJKvCjJs5X1RdanB1mzt126ddjXJVQ0ZpT7wbfE71OrmsWQ0nJ2LCxBHkzRNkXnBsjwdhZiZJHRSJ1O4CMLLQ782XWnoqIrrOuttV22LWbvh384c35dDjUncybxyyRwrzOpE5qxik5CWsCnJGrO1wpmiRhjQhOzTRlIVMncrXo82QnCE11KqVYa2GpAlDVeVnu7l4Skat6VnJKoCGXnPP5OLkzCerSKM1EVFuUmHgqiYl3h3153P3pn/15SmWaGm8RmKcCdotSPHvYT+J5rHEg2n5u36L3ZdfFul2L4z49z+HkrKjs/ZwW3K4OJeLega5htJLDY2EGd4w7GbkdPVJcSRDRRG2BO+FqgRcQl+PIIpETKTMkcRJJiVNKsiXTSQKILpozXJy5MFVwYR6bDOQ71QVsEGIuwkWM0RTTzMPEnGZ6EEbjRMYkLExYe/Hj5z8xH/1bjetF9lsugv/5jMhXpZRKKYfD4fb29u7ubhzHzLWUxDAWv73ZDcMgebcbDyUnFiJXs4WRUoYkERl0vHHOCzjRCeyHu8Pdy9vDzW6/K8N+N9zsp8d383S2uXbsT0ISyh39gcNfNfMk61IkX7nGzGFs9fR4//D6m/O7VzYfk1egJdamC0DCECFnMiKHEKXocomelI2jGe4cAHLQCChzDxEH9GtX5bxq9FzKlkcXEVoT6mZGprYser4/Pb6aHl618xtqjwmt6awNpI6I4kW9+op94R7Zt0g4b/95eKebOo/h/UZDsRF5V9ssSJlFPK3OIXE8xTpzPca+qZn1l40j9kPDrzi1cGUKr2LiqYuP6BfwqPYNlRf58NVQ6B9uPwAKJhWAYYaOc0e9no62Ov+4XXeQmXEYd1FH5sD6u3vEURmuZvG5OSpTcgr6TWags907mRm4USDzkZiBSAKEnoJDPeL24GfKaPM/4zGuJ3kb190i197qx7cdGG4xc2agbRlgqR4YodQSiQhnZjB58wA7m+PBmZMzuRqSE3O3gdQUBDR3H0SmaarffIMkVFLKQyA7RdPaOOyyZJ0Wr80VbW7jeCAyMluWVn0ppez2Ny9fHM4nKzLOrj4MpZQf/uTHLz/74m//7hQRrasp+vBT/0bf6dl6235GBeImurfTml2XUv12ltMWY7l6ayZGIFVay21M0MM2RAJYdBOqw705yOpEKpq4eXLqUBYxVBtW3MArMNvmUI8QWvS7MglJEsmcE5M5OjSCwwxJRufKMmrake8Ni5O6ibO5JObCztyMl4Xnc5LsY2NrbhVa3ZvJ4grXBrcAr/gOPvrH3tC3PdN3ue71Va4q2D54/Efpj77Ddd8fH690+3bHf0zUfttYyOaMbl//9MPGahvHcbfbBSCMd0eyTq0uy5LTCC6ETKbmjclhatYcxKQpZRCITW4+E61WdsgD2IebXTncyphNON9kGUbJyd6+WTCRW0lpIQ+KVRFhBjpA0yYa3DzA3s1V4Sa2TMd392+/OT6+RZsFCjToQm7CIkKchDgB4iyAELXNil8R1vqk8BrwZg9CFmJEN+kTJJle838VhOcrjZ7JvM3T45vzu1fz6Y0tD1LPqBXaSKPujENf47I+t/T5RZ2vln0EogMBJoBHHB1irR/A4YUTmJEIkpjIiZ34Kh/cfZoVBa/7RgT0/vBt2Hp184sud6D7uNjuGf3rodViBldMGHRNf1HhUZegV6HqcG1DDSdm63j1EStZ308EJdyccIVwbmZgZu5PgLgNcvOVYI3IyWBEQDMzZ0nCRMYdJt96UzosOFOIiN2c43EbQQxEUHIK2N2VrEh6W/8V+edq31w8oesJ3ayfD7qVH9h3QQ/sEKZYhsFiYK0pkfPEVqBiSbmCYUTZW1UJ1DyJUjh3V61E0Z8OdfemsaSqVzZWTyUdSim5ZCNaWp1rG3I5lN04DJbG6eE4z6fzslT2MqR9yWXMRmqmtVbhSsRmdl5mOEj45ubmpz/96d/8/P9HcpEw179s/3wmoD4mr66/9b418Gwyr//u/kTyf1SsXqnzJxdSclhPQJAL3IhobapcgREBABY1K9W8mYvq4tztvn42dSesytxrEEu1qtrMW9jcHHjxVwXv4gRzIgGTsYskT2OSUWVnfgDVDr9gi1AGCjmjKpaF5llkIkYRz4QEZxgFJOPVBP0T89G31/kdDIjvoM7/CY33s+afru0nolLKfr/f7/c559ba8Xicpmmgk4GES047lsJ5POxpGIbWFrWklqBEzMKImKnsbzLAu0Pa3Ri3/X5M+4LEzgbhJJVaozL5YgSnlKEngpFHnVd4VRyF7gCCs5y0waqbuvtyfjzdvzu+e7ucjmwzowHKMGJ3oZwlpUQpmSeijJQdy+p/E5GvPdZw19URXnu1QcxsVyF36ntuLYhb/8kizBJQbgk4T6fjw9vj/Zs6P7BO0LM2o+jhdgpo0nBBVwX5gVV3+az7x4xeMt3We0R3wVfnlZkkhV+4ppn5iUS7etfXnnr4KP2K13XX1198KkDfy4ZGcVtQhkHs0kT0xINnsHXXPFzb8CGFiEi77bI1o61u+ppnYGXKFLmZy+TYdbyd/CKaicjJ3YUY5NS8kQfqmREx1maqdRcYuHXYAjKgOhKBeq1TYvS8eI8rhJDf9AURbfDhT1/iRY391rJlBfTtb9C9v6AwU0xRnZQ7lYuBW1yoF8ADSV0dVdswEHEKRKJufjWtVEspQyn7/X7Y7124NtPW3ElZq2mkUqIkFoC2Dj/OnIlRWzufz616Tvtq07ycx7QfhnJzc/MX/+y/+Df/5t9sNI3vK+Nrb/vy4Ufy6CuTX3CURjGkOzoZ6IecsYvkf5pJ/8gsf0T6RRaJ6dIHKewgmIF5VY7rfw4IOXsU9Aez72ZwsLm6M1le+VE9mNBVq5k6tNMqE7GA1jY2MiIxcjibSC48OitLYSnkA7AHFE5EQimlNAqnRJwMGZ7dKikDDCXTSOuRkbsFu24IqP9kx/tu+j+gUv9oGOp7up/ryBUuNumnTB8RCfaRCMqdTid336eZSFJWVQfaMJCNHXnbrMGMOjm3QJjIzQfOSXzkoTj5bjeUgQEVBrN5deIESsZCbsps9aJR+NIT3HcaXHl10EOjnx7vj8fH6XTSumRqZErwlEQVES5PKVkSMgGYKV21EV/98l7Ymbwj2OO9tOilQvXipF9CjVrbMp/Pjw/L9Gi1Cpwp2tXWCDOe3MBlXJxa4L2YU58FAFefdx8aV6YJUcCHCfknEpSXs12tjS2GfO29bE99ddhFZa63je7FPH+iNcAOrC3pXZf387jThdbvmS68fNLd7qcVfB99NtfOf+oWxqD3PjHt3aeciMBoIU23LjIzIyhcLjfnRmQcNVk9/X+xai69rN0ivPrelWqnD6XzPnH/wbPiRtqbHVI0NUhKwentrqrqnqgtAJyXgEkxYlV1cM4e4LXMSVIhurStuvtuHMEUBvrimsYh5WG325mBHMuyNHNqEMdutxPir25+8HB8e57u57dHiOYi+8Ph5nA3ndXco3JWiM3sZz/72e3LF6e3H37MD6rz99/79fHXiw0fEYSbJbqWxV1vbVy9h/fOf/0Gr+429qgZQEgEXykle7scg7YUGAEOWatZ1MCAEpg9gIuuV0P46aqqVqOdb91gtqbGLluNIARjEoKuIDSJJJFlQgISWSJGCsQaKZklCxWSQdJiZlqtqUplaqzNTDrztKqZpY9HrS/ziCsZ8TEkmY/xecPT+q4cK5gzot3kqcG1RlE+1IdN9m2dcl47VeKG33/zq++xXjze2yqSaTUt1/7G57GBj27ZT8iiq4W7zepmw35sWT8Lp39Mjl8XgFxf07KHFjA1KMTBICFk0xeFXg6ecV/PJ/E07ErKvOArArXm5HUokosr17M+ZAincdgnKWJm86IpM9OgO1RbzBsyCqeUOEsqecjksKW1hbLwYSh6Oj4ez+c3t8n1eG6tOpFIIgyqK9yKGcOIHLZYPblVhj386t/o8ZjlgcrS1CYXx56JOctud5C8r1WwLEVAaO6nYRzjXAGbDBjI4GbeGCA2cQTSI5EJiKwmG4tBWMJgL6JDrs1PQxmTFLMj6WEot9rS+WyfPfy75Vf/Hr/+v6fTf0R7bDOW+Ybqi/PJCOpyNn5wd2udR6v6qKpR6E69jc1hnsyZmSPYp9oJRQgFBa5QdQMbcsKu+CBgQiETtXgsZuScsuRJB3Y3m50qZ5cB7j5X5CxQcXchYSiRUgCMsKnCDQxkBkf5syGz+QqnZ1eR9pyGZWlVVThRytaZ16RFGtu889s5EOmSsdcVm/vamKcKbE3/4fKsixsQIg6J6NpTxUyJjTrDinNUd/cqaKOxV/xFJZ02MME1BTlWULc4w4m0kZHILZlTcxJmcuYI8mtK6sTMCmpwdid4JmKP7qwNzPCpBURMYIDUmzZtaprChnZ282BXcTA2mCQn2zKccZLce/X6fUZrgnOtDaYAsnMhEVJuSjqfB3JjI0mcrcriJ0tFOJdh74s1NC8DS2LJIDbScy2BvWi6iHH2nB1opqopl3EcOSd3r60tzczshn9ldFZURhqHl8OuqNvrd2//9I/+8HE67W/y17/6a9KyO+x//OOfHfY/Ov/yc+jEmCCz+lkNREgZrcKd3KS5ULAlUSMikUYr7n33m4NQzjUQgi/JKCIAbZ183dAH1/QQd7P8KngC+BWD37X85P4anwv+QKkIxWogWC8fVahat8upt1QAhLpqCOKtc7LLYWIhIrXZa2WutrjKUs8/nRMtI3bCjVHZarI8FIU3eGANhzJVdUeqPlsaPO39tFRvdQFoIGmOukjhskv723q4mfc3D/ubuRS2P2w2sBbQwALiRrYA1W1xM23fFdf99zHoqk4En3Bqv+PJ/0mG3H/3OTBDtDkRETGxQTh6KdYRjGGGgEskaSklFs6lDMOw2+32+/24243jGIyNmyPbTXJXITCYhXPOpaRhyDkxrBI454FNSVur8zzPtVbV2VdQUm1mpGbRbKwI+mqr7M7MdW7n5bxMk9aZzAXBXp7dnZnnaUGxPJJAgCScmCXqsYGAlyEAdKHbvnjqT8zloEMOXBu+9NElGYQLc3bvWKrmU23T4+Pj6XRalkVr2OVRLteYxB1R/qpbdCRKDdzhunbCB+5r4KM5iNlBATUOIiJxhpsTgbwUDBlDQhaQwr13dYU2UzSYc0pZyIWbK6JcTTCmXiHuxhFc7Olz69xzuDamHWSotbO5OCBrm5MTHh9mETBBrVltxNIMqlaGHTmsY+bDvRdArPVrv+1ee7LfL8b9xdXrqvTpP/t9x08H3M3UldZkvAdcO3OoEmdmspU0xwzkqgSGu6LXBsT5sz3NzF6r8/6Yqzf25BmpZ2PX++xu/fZoV0/US/A6zVqctSfvN4UU96oAaVuckqsZe+IUyVlKrG0hEhOFKojBjTzDfSvI2io/WmuB0BA5cpiaWW2tNXP3hzevxmF/c3ObczGwqkKolPLLr792WEJm5iylzhCRH/3oR6/+I1GvTGQivvhE/R1FTUZUywfYmj+L/eBpsfo6CVtl5bPl8e0QOzaf/jeO63X1HVSDPw2I+oo429rSWtOlttbCaY5xjdWILoJWP7lHA5NwNskgJWaRXErZjfuy2w/jfhz3w7grpVhPCmYJKrm4f0OttdbaWvv70Oh9QWMVsmso5jo1glUIbnN7meUecvydro7vqtSvr/u92hhPxtXmv8zAdUj2dzhznALojBAiQkJcJD0DCGuNmI2hURq23+8P+5vD7e3t7e24PxwOh2EYmBL1qHtigaoyRU0Qi0jOklOKuxURWHJxGXeJyawty1JrtWVxRvBjttYUZBCEnoartlZnYWfXeTm/efXNdDouy2JWu1ltDlcYisiu5F0eiKRVd2tq5oZUBiIn7+IlSprdLQuRS8dlXFEbAcASU2FmJKwFcICnnPZMiZASKLMIqeupLm/fvHn98PhuPp9rrabhfpo1FbCv7b6mPVkqzE4TyBNBHcEFHS0yUVIr6KQm6BY/ZYWCHJTFxyK7IoVJyJwqrEeMWHoPOtSQTswi2SnQ0gU5g0Tq4gZzErJeTt8MpuBghQMkAE4C3QQdtZ2JO8alu7m5+W6AFGJKzdRAYDGn5nAz4xWNG0AA5gfs65X++y0XP9HaEk4dhWbTdngqc90sIMHpUijQe8cF1Lx1o9MkDnOK2FVzFwa5V8CJpHkD96pDQDeqGPWCp4Leu49Imzo3s7B+n+QKyLjHEbCZFICzk9GFhJRWcxbdwCP3jcEgihPNnQO6DOC2VKImECY1rijGzkHL4GAICwu6VuiN0aHUt5Cqt8UMnCRKHCBsZk0Dzxz7/b7kMaVkZlWVEw3juD+Ut29flyG7uZlRommaAPz0pz/9//x32by5tXiW4P1cZyyuv3LfRAPK9btz9+A1C2vxSp2vALFPIiLfalzJ+W+XyXxqWAC/3bqNm9xWhaq2yKIvS53O8zwuy5hzVm1b5Yq7uytWAAwKSGpOcGfJnJO04qhwBrVxHEpJw2437m7G3WEc78p4KKXMuUgaUiksQpwcrK6XmL9q+u2VxXfzcamX4D63Zy+AGE8rHZ6lB/vK//ba9HpPfo9K/fs9GB9PB1z980lq9mOn/8RzBTICd6IMdRcnE9kgG/sOgzlYmDnU+e3t7WF/s7+5ORwO4/6w2+1Szr2hi3NgK7p7IvJuYxLDXZs6m/quFIscsOQ8YH94sSxNDcvbM3PiJJH/MzcQJ2FwAKppaxVU3dvp8eHN62+GQBmjxAwzhUU3rw7DUCRlEVeYqRmYE8Dc68Y3qNEeQk7SP4iCOEa3ZrSNKR4rsWRIJhECmGlgH8iIyIWZqDZ9V+dv5vu3p9PjskytLWSwBq8L6UJOIpYZGaiKAPxmEvbqgBGIoIaI7BGQM0lARHl/fWxgpsKiagASyz6VIXGCkhOL6ArAmhk5cVj9xjWxJkYSkIALQFBrkpiIo9C7U60bmoElNAlWLnJn4qDtQXe10QOdAIGEfT47US0jiPk0L02R0to+TKsPRUQc3DPX6rzvwevo57N8/JX9ekm6hrz38AQMzpeda2adsJWdXIgcyldaX82668PRR2drgwOTU2MSh/bwSRhTAjhDTeMMK0LNZa9tIWF3aFR4dEY8AW34SAAoYGuI3V0C/LAr9UCSjWfk9REDRK/XhG2OrDsA3ZKYtBQARs3RnJM6KSUmUicnhiTiRZlJJKLC3tRE3DVaJ8wMClXnIAkAwnZhIk6JiF7eHpa5TdNk5pyKUFLV4/E4DEMuaT4urTUkmNk4jj/72c/+Wy5Kqr6gQxVtiyWGrdWOscLcAgwfW2w9PkmbTtzispsef1+pf0KofkTOf/T4bXFe64Lv4Kn706UeGn1ZFl6mOcs87+f5XLJoGczUzIiaepLYCt2hpWhQJzClJGmUvBC5owp7GXIpJQ+HNNykvJfhwHnPecxlx6VQLsQZRG7kVtUtzib0m7rXrpLc3xl/zZ5MOm9YDf38V57osyt+p6s9Hb+jLgfA/B2/+L2MZ+r8O50BPeMY8gpRInRBYHZ3Ng8y1SRchmG/u7m9vb29vd3vDuN+P47jMAwbhhqvXV1ExJYIJmAhMIuwRFkAmXc/ppmwJ8ky7MbDHUjend4RRCRdY4GRmxDgBlNYqzrrfDo+vp1ODwMlAgkbETlVIiMCM4/DIeedECtw4T5Fmq0RAlLVCerkDiUoh/bpMpW2R5Cy50QpO2dQYUkgYYKYitBAzOwNWs0e6/z1NP3dMj8s9ag2B14ODEHzKkxj5jIm4rG2qS5wy7ChoSK0KbCERmcQMDJ3v9Bc1dydnch8yNyYHFSIEjybEdy0MpMbxCOhjkG6UWVjzQWpIA0Y9kCS86LHI0oidW5KCncnNQSuLPQqe2kwuDCIGRbeRudFBVMiBtNuqMuEPOInP/qSc/r5L375+i0CbLcD1QJMIHGiAIsFnrpl3265+qVvbHVkN7CZ2MXWO8WsI/QQEbxxKrHwVpeg07uZNQCGBDRGMiZysuj960Qv0RsR2H2fAoDzpyMOQNO+sS7DQpsKRbkCAMjWFuVRyBa3HbvTQRevvbuyW0uCRF+DOMzZjdh4NgicnYhFWhJXZhNzJedlWcKgERERjXdvppEuNjMGdfxxgIhevXpFEJYh58IpA34+n9Xmu7ubWquqppTGcdzvpQj/6Ec/EsnUZne4MS41QFevjAy9ddPC4Anb8GrerpkO1rGyBl9qyr7N4vnOcn472OxTmNkf+uJFJ3qPcTYiSm1ZljzNp3HK4zA0XVS1aQWgWo2FGR7hlN7QIsROrEiZy46ECYUZeRxTzmk4SDlI2XM+pHKQPFjeUcosObJ6BuukhcHZw5w+riqez8vvqNjWCz2xvJ476N5dq2eX+g5Xfv8dfwdD7Omd/1bf/baqdw02fuoM13r92yp2XpV6uAsUaXX3lDkxcfcMSJxFckpy2N/e3Nzc3Nwd9jfDsCt5DH5AEQmiZQjjCjBZ3BhgYWEIgyWFQFGtGkyKTmoAlzIcHGkY9+5ALDwSApGbQxneWnVToGmdHx/ezecTEaknDVRwh6m5Z5KScv7yB3+QcxbIMjeuFWByakGeCSLEUtdg/gR36qU1VX1xUZOMxAZpJM5iLEQd5UTYs0Dgpsvc9M30+Mvjw8+5nU2PbmfgEj0inobEu0F2O3CiZaGZoJXdaGQQwQwLIRmqgR1MxEhRbKOuIc5Csbq1KHpIjOxOZmyNzb05ORIghBz/MXGSsocUpAHjXoabQpLeHae6VIBh0qqtsDYrWamCGJkRXKPkEDcOiDZ3IgiF284RHdxl9Vv7/IvbP/vTPybmZVnm+bUBtW7h6FhdABGz61MVuP3yMR8dti7vdXtSUIiGclvb5CgO20LxHeVGQbK9yrgOQR2dSZ1IgoFjxZjTNUQvfd0D7hqwLwCgzT2vO40utxo5CHdXu/Tyh3faeex97aYIrzUCzsxuFta0UbCfqvWaOcBBvkXje/dmr0vw7RdpSv1hmLwByalVTEE3S8KQFKqdkoDIWsczdndmZtH4ndyAwJxQ67MLIlqmaRz20cm2LAsJxv047m7O5yM7DcMgVHLOIubCy7JEI7Q7BRs90K3DHlLvbIHGFEsK7gg33Z3MuskSC7K75qsuf994+m3k23eW8+8f/H668zde+jp0FCKxLbXyNJ/zVPI4jrUOWucqAkBUmmgCiIyZneBkzuwQl8RSWNQ6XyLSsM9lTOOYh1se9lL2nPdSRsuZUzJmWqt+HOxMYfP6d0CY+baDtq4qPIO/eJ4nDoFyOX59p/5dk+i/u4O+3dt6e78vf317xk+r8+9w5l5/AWKBGDGTMDLLkDsrEa3biUmEyzAM4ziGXx7MRStjSc55KCUZwV1rVSI3s5zCHHdSDc6VMMpMEQSDUV1qBuPE2fMw1qrmolE47KTuXpu7LnVWrQTUWo/HY2vtcNjtcm6tWVMzq3VOqiIylmF3+wMighpjyeJmFrUhuyLh45CbwxkWTWre62zBBGEIdSKFwDmPltTYoVGUjoBoIzazNj1M09fHd3833f88V/b2jvzs/VsggiTf7eo46m5w8OwtoOkaURICM4JwzNdALiORUp8lhRjco+ibm04ZxILMJKjsJpEatI4CK4IkSOI5ISUaC/KAvKNhlJTZmHYpzaMtVbQROXtrrgRjgjJDHCVjPw5ZEtS0tsCoLqXQVvAIaFSfuy0nO+zSi8Mdqp51gpow2hJ0pWtZlFNUnZleEC78Kur+6eqm0D293yj6zdC1aSTV8QEB3U9+OXHgffRqaAPgHMVlEdzuSp0Ct9Ojf4nY2FnI3OMwY1tReojoeu9HKZxfiMI2Y6UB6GQEgTIMBMFpxNoFrPCOWAiQySroNr3VU8irZRONxYEcAGtKECJjcoI4aqskHawcTmwsiYlkgrC7JsrmTVUEaNxEFpccUdmowAIR95JGuOPFixfBO6fa1KlIjiqZZVlY6HB7Q+7H43GaGvt4PB6JBEge0GugwNXtL6RbOEoMs97E44HcvunvFQTd3aPtYbPP4ueVK//bjt9Fzl+9x+1sv5XGoSs+8W1hqOpSz8TIcxrmMs/nOu2WMkVEMChsAYBFtueMSgQWJ4GU1ZZmyQdOmdIOMiKNnvZIo8kAyc5iIHNjByL5EpAPRER/D7XuZOs22z565qavGotjKr9jePnDF/+nWeL+/vgdpoXIQUwCEiFhJJa8YrMws7uRdRIoQSCal7QCm3egI+77PKXSvNWqEcx0V0mZHHBVJXOs3GHMDCbhBAZFNNecHCJprG1yC2KtXo7rrjCvtbrVRGRmc12MsNsfvvzBD2qty7Isy1SnudaaUxqG/OaoIiIkoF3epcyMWnWa3B6gLTAruOsSEwLWNb+ixgRUu6iBVmRHMsAVUNfG8CReGK3NrR7b9EZPr5bT10kH8wcoaFUplJAdY1mGgpQC+jwijkq+SHTJGLNatErBwUKmDifEhnYWmICEeDZn9sTIDCGwh/0BA1JGzhABM5JYFuREBCTCwMzkaNVJCT5K1kocjbdG7ti6JEvWw8g3N8OuDG62TPNynrS2l7e7mBgwqep5mee51Vp3OX/5+Vefv/jCq50fT4nl89vdcV6OJ20B6R5FdQ4zMiM8dcF/G1dptfKJ0L3z8D99U3B8Wf/hjIf7DgAwioi0M8zAW0o6IhDOFIC1EeEMzFdhh7px76MLPAEYMdFVO8F1/NDdg887yuH8ipIWelXkpeRwEg8N2oWPrSH3UGCbY7dxjvGGLR9gt74i0JmZm4YuhrNBXeFEClATJtHUqC3WpDWSlpS8pELREWkGZVV1gmtn4nNR4UREicgIRJQzzVNdqqaUd+OOBG/evPm7XzzkLMS4GW+XWe/vz3VJn919No5jlL+4RwYv3OsItISS7hmESzylzwxvRQNEwU26vUlsZXEb1d63Hf9Qcn5buhdLRKs10iXrMmtdmi61VpF5GAa/IMiqIUWMwxEBQzIWsAAMhjMbRCkrilI25ObSPBMlsIDFHeZu5gxyEiKBJOIE/jhTy9bP/VuOK2PnSQTj+sNYVGsd5vYJofdrxiZaEScjYqP9d5HNGtp++dT9rGiOT+5huwrei7eIRCHJ1ijvvWb2I/33v3Eeno3NoHtfNX/wfrb8fdTIXI652JKEp5p+/e6TG6B157EIkwvLYRwOuzFWWGstuARSKimVUsZ5nuN707So0k3Zp5RiH9ZaLXA6tDlZSqmUHaxaxEmpcnJ2Islg7Pc3ququzCyMSrQs7XQ+kVOQDslVm1O8VBFx5FbPc61I+fOXL//gD39889lPzufz+XxWa2Reaz0+PJ6PD4eXn5UkJWcAusy1Vkcbyu7G0jSdtM2Jiy3TdH5IsDQWIudwAk0dAlJ3JjJ4Y7gwCUtvIHMn9jq9m72lIZM/LKdv7r/+m9O7rwcs1s5o59sDvvwKhXF8i+kRhfDFZwW+5AG7EfOEr3+Jd69Ra91LsgZVY5UMJSZtYrO7RVcciKG6YcB5CacfEEZiCGMQpITpFFYChow0MDNSsjz4UFAKB33H7YsXNy8/e/32+NcPrwYez0ttSyWX5NRUJVEpZSenLz473Nwc5vN0fHzQ2sYseRyKaM6cM6vbuc1oZzbNAjYsx+kx3XPJqDamku7yC0l//Te/8EWrgoAkmSiHedIwb3vNTPsuJgj3sgkDXa/SROzurbUAJSAKqFN2d5j3KIB1FetMK8yArNm57qmHPeAWgosAi51r1Km31IWdXJzdnQXEqlXNmM2DqjQyUpT7vrlSSL72Ul+76eGpUyD2bvliEqKOIQ8EPSbBSVa9xTmvgsiuqqDX8rGrmaGobRlyOLjmLqDgA3ZYbYurZUIZhkjWqNZSUq01vi45WVtmYMCQSg7ed1VlrikPzNwbS4CUiqRUa5umiROJyH6/Z0bKcjwe2+LuHnTjzLwsi6lHkIPJRYS86ZY66cUqaye5Q2NSo+PAuVfLRPrjosUZ0dO5yegPyM+n8IjrLx+Tzx/VDk8Dw1cqWa+P+o3mQTAbRa5kE2IRRyTypebTWTaq02EYWms5R/Sl1eruayWTcGIO67I6iDucn1IWSsSZuDhlh1Qnb05JI4sRzxENcixRZUsi8vfUj76+7+uyuNUwv4ZvXgPyl38+6Xh8Olawmu/lDq820gc+/Ec7NhfnEwd4qHRXYhFCSpxzJkYiFpBAiIScCUKQly8/jwBsuOmqWqsSRzfWVfx/jfO4eWfsAJkCBCIDZFnaqtEhzK21WmtrliWBjT0wINi7ZKSlzqUMtzefl4G/+tEPp/n44ubwxRdf4PDDaHtjBzO7tTrN8zw/PtwnpiwEmKm2Vl2ru6fTr/Lx4fz40JYjpA3DjlCBCMKDXMArI6erGzK16N1NQWuMREKElrklPkJN5290+YaWh9wmtDrN02HED3+An/zkZj+m+XE53zc0ub3Z3d2mPOg0nY6PbZS0K/Tm1eIzEZgssTt3YFgCfBiGsNbVlMmcQGIOgDEUZAEB+z2++ny4vdklRmvL8Xg6nUAETpaSS6os7o7EUkrigfbDOGQZh3zY5YfHSl5JtVUNK3aX836XD4MI63K6n09nMhsSSqIsIFR2h6q2psvZm3mDA6eHuhuqzss0TYspZYHb8fjQFiXHkGCeAY5mKDd28W3VXRnun1qfiE486ro6bFBsv199l32D3TZ3DuHhQeLSseTcLKrf3F3NzDmhY32au1JUwrm6mZERRU1iUu7FRaCKDxnKFx/C16rCYOFE8y0fTFs+UXopn0lQtPsl9eDrf5tnaRcX04N19iJ2DG7xINb3C4mRG1FU6NfaZpuJLIGJGUWSam9J5SSZyCwD0FqdSDxHmAok0XGaEtWlTvO0LFWdxv1w+/LucHN3Ph8fjw/L6bGk3c3NZ2PJKWGaJnfHFQhBFy8OixwXOgcwMTrDUFAIrsk/dGUZ6pwukXa7pFl/ryMuQStN5fd/SVe4ujbV2nRZlmlZ5nk5h3bPOTuIKUoReowPBBiIU2AngNlJiBMoO7GBlUiJI9JD6k5I0eGJtaiDiEkonLPv+XGu9OK2EeIvuOQe4gC6VudhJXmvbOrhdzOPHGRkmq4V/xUp5Pd589ttb6/8+73E9zi22/v0fQb6owW3hxsLp5RySekK45SImITBzKKqEeWWVFLqm4w2qsqId5KAOjy3epeu8XrNTEiAi/8BY0MUeYOZhZOIGsiN1LWZmcHdShlffvH5l19+Po5DbbO3mjIPw/DNROBCJYcdwQCypr2ONy+CcZUJgMG1tcXMxnk4HR9ev/r142urrjmx2GLL2awJMbFLB0ozMnZWkQXEQokh4olJHCS0JG7sWpfT8vjr+f4Xenrj55PNdRR8eYsffnb4/LArmSulHdU22eHA+x/cYmf59UIku3Jn1e9ff1OViaTrJVcEbDt509msGRyENEASJIEI+x3uXmDMcMPNQX78g88P+7LUaVfuzufj+Xw+L3Wa6lKdpFIxbz0PXXIiVq2L6SLsdZmCriozRJAz9iOGoR6GotrqUr16IoxZGLBWoebMM6FWO8+Y546WxQpW91rneTLxsRya+zyd2gKk7hCb4olkvxp9vz8Pxn9gJXfDsGNX0KbInyn1bsC7gw2QztXKMDNEaQPEoKwIReLBnkkOpBCdgJOJIVALADc2I5K1AvyZ6/Yk7rU5kT2P5G5rKBUAHIZON8pgJwnOVgc6TR6woq8g9DozVuCbTcdzxCepX9eInMg7F5871M0tS1JvvszzWZIbaYkb5DLG/blnhotIpLQkia3+krvDnHpjSg9nDsOgPdhP4zi+e/dmmiatth9vh2GwhnnWx8dHs7bqcXUzkG0vBO7u1N+gI5S6X/BkLq97gyFadTnMNsQeuprnbRV9dPF8t7G9z6tb+r7ObGaqVlud6zzNy/l8PooIheMkOWekxGbW4RKijAkXExjO5hQ07VWdtFmrECaBMjLAzMqMNf0R1+WUWTKnkr6vh3n/PHSxSS91BNsvzLwB2QOIhBYREVvv7HBn7krdCf7tgt/f/f7/kfvo287Hb6fUo2LXFca2wV8wdwzp0OiZo/wtJ8611mEYD4cDsUR4J2o6VjlmPSHdoWkITtaZqwTOwaVGRq2aeXN3JxNyVYUFpyYDbBqdT9pMzQBOL+5efvb5ly9evnQmLMlczf1haeAUHeJQa2auxkjEvL8ZXZvpLHAWJ5hqVm37/Q/HmxcsWVXdTWyipmCKdKowCYMYTOwUMG6TeGYjsgxjKDMb8WJ6Vj/r/HY6/Wo+/dqnBz8vetS7A+52w8hpOT5WKJuQilutk+IcC70NeZhbVp2mc2Mf0CNyrlqbdg9saSBBytjtsb/Fbi8pGzEOL+iw2+/341hSSUkYbXlY2rGMNy++3P1g93mr9euvv/7VN8fagF4668QKoNWpedW65Ky7EQzsMkRwOBzGcXBrtc5+djR1dWFkJpi3qq3GejB3tAZfQI4MEOHF53nIrHVq9diqVZ2OtT0+diWtZqaLORNnBuva+wZ083uLyX1sJ13tux64sy2Pvp3pyph3KEL3OnrKFkSmFmU4kUshiqZoInJqROQkQCMXZZAZ2ALjx8jYk0Zk3shY4BOucmTbTT5T6s/r47puYEAd5MHsTm5M5NE+od0uIcXmsjtt11pNh7B9nLZsdI7gNXG3fSOFSrXNLsmUvE4GT4Al1iqzz8W918c4m5mrtraM5RB5bK3N3SOEDiZtzY32+9ubm9uqfv/47ng8Emtrbbfb7e72N/sXaHI6PQi81mrWot7Q3Xvf/KWUjIENSKzPmK+e0lYIsdpIURkXZTRkK1IRfU8x19/GCPh9SHfTaozWUmuy1GmZzvM8pzQFiofMQ4QlQGRBNBSmYIS4nGAw77DYTlDiBs9RKMmeoLDEzIkF4hRkwWEVEbHkVIa/v6j7M40e3vm6bS4579VKjmKSS4/gPzrV+g86fksHHWsj7OUIVTfzppQL904J7uo8pZTKOO5+8IMffPH5V+8eHuepimQ4nU6ncRx7MTgJSz+juxtSYKmC2Fl4Je+cpsm8wVzCarfWlqptEXd1U9XoonEnkixJht0+ldGlqJulIiLChFpL3nNAazWttVoL6iEvWazNps5wYQPU1FXJrYzj4SXLUiet5+XYOhsxbaQhJNG1Bwc40UTsjCzOZJlB4EZ+bvXXoHurb3T5mvQh+Zwb6gweIA1o3kwJrUjOEGIia+e370p1yUNK5X7Sx4dlqTIQ3E3Vq7alqQOUkDJGgQzY3+Dus+HlZ7ubu5yyA5YyWmuHnXzxxUvA7199fa5vKVk1HUgxpnQ3fJFvNZ3fvjNVlEKSAGoOV2tskrO9uEt3L/bT2aZzFZEvP/v8xcvbZT69ffv6b//d4urUDCHf1a3BHcNAAT+UCTJgB4DBjBe7cpqO56pqmA3H+3ZWNGDcoTmmGfMCJyt5AYmthc/XSzJ2/UfTmiHRrkPra57tqnusI9msOfPeiEWmYAkvPhQMnMnUWdzdoOTs1LnX3FPkdwlBrJqiMNG9gi1WCFlvdr8OJ8Z6Nr3kWUOlhyfdnW9fWwPBm6lDJN47EnmbAkO7evgLIuz66E50zX8D8DUqn7tD4cEFJgSyxE1NGkf1urVaa4BEbbeqql6rzJNH8owaWYdvYGdOhEjY5wx2Zq5tmef5yy+/ZKFMBSZTVTPrlQswdyX2IPsKDDiiyPAHClpER9aetnXO0O2VQCfuTW4ebuoTj/yStfmnOFTBXLVJW6TmuixLhNxLGVprarU1AROrRgkkEzr93LrgbVXu5JaC44HURD2ZUxENgMsEyz38FTqABJJY8keZWr6tDv3gTsZqoMU/LxRWtLWQ4r08+Rp7ud7Qv//hH6mY+8cWd99u6Vqp42nm73oQgckZCHByor6CHIqu55iZi6ToO9+wiK8jgURkBm8eRUYsgjVUuOGRx6VsTbWoqjsIHtzqrsqwRGxm2ry1Fn9nTjmlcXfIw+jMi5k5KQlJJmHmxO4hAAILRYQIxqDE7onBCV7hRtaIlLhNbUwllZu7w2dfHh/ftelRF2Jhculbx4xIQSFNXWQhEiYnS6wCGGkjPtflFfiVt1embxM0pwIZFaBlstkxOxchJ2tWW6217vbpeKzNsDvIPM3ffH18/UZblZTV3ZtprW4OStjvqezzbp/yqIdbPrxIty9ot7dUlMiX2R+ne8yn28YlcfUHynbYJ3c/Lm+Xt6ebm5uyHz7/4R2Vt8cjcmUnbQ2UGxncwEnGodzdHk7H+d27am3Z72Z6cRgafcH4pZfWvM3NFdHblQUliy7xNsNk690AzDydH08nVMNwgCTkHe4yygGnBdXxeIS+xbSgqRM3c2zR5asV22XDR9ZzD4oTrSC6V2v7/Wi9r62wAafak+6ODYHVo6GqM21YNGUQCVCZErlatOEzOxmRaCTw2TomPPX00BZ47+vZnmj0bYOQRAwmEsjooQNwwNWQb7HuuDk2uzTxAr4V7xOR90YvD0YwAgBe/NyjskCHIjQykLkIIGFU9wk2t2bQbcTOVREnaq2RJBEhkZREspQypJT2h7LMzYHT6WTgnPOwH3f7/OLFi9qW0/359Dh7TSLi5u/evQt1TuarTdyFDPXIRBj04qbEHN3665tcX6bzpsu3PPomvjbBey3BvsP4qDy87rn6PegXd5hBtTaVZUnzcp5OZ6Y0jvtorwUJmIWVSIwwdAKaXoURsrdqI1NKpN7Em1JFMs5g8eYuIgRQAlNiX+sPmESEU/ne8+hP9GKMzd69xLLWpvNn6rzbKk/fq19QBn+/Gt4dawlhz+L/Xi/3ncf7Sv3TgwjCkhJl7ugT4djEYJBw7j66FCd69epVq8YpM6fgGxiGQVWjCFy4d9fEO9KgRULgixpB1qpRYoJ7ZBFdAlWBfJkI1olhQMwpDcNu3B/yUIzYXKgkARrc1AF+ObCrmQJklBjmDJBbnc9CRmRwU51UK6wS4HJbDcJ5t7893Nyd3g06iUhudYoWK3W4QyTAa+F6dmJYc2pqSk3RZkqPy/zK+Gubft3mMzUpnEYZqhC1aTnW8wDs3KG2oFZThVqVDCdMy/zm9fx3f4uHe5gfWjtGKLsanDGOuHm5u3ux49xSQd4Zp/NizSsyQRKmheYFtbXy7tcl01SbGubaWFAV83kxej1iD6Hbl8N46/4m1TYpGQuIoQYyZTm3ds/sIuc2Y5q+LlOD11rvVV/W2drsRBAQweEMlXleYqkwk2SOfjp3Msd+Byooe6Qd0ZBlP+Zx93CekYZ3j/PPf/7261eIan0W6CqC1/Tqe5b+B9azb501FLhm/huOf6IAuup1It5ykZsOtZUnm5yUlAjOhlCcUYFOTAQ3ECmcHbXHEFelHkOf+ejrIMqbFQLrTYLhkBMRB7rxxcpR88BFCHd2rUoBgsElzNf4sMcGyKIUjZioBwAQtk/Y4l1hunnTapaKu2trLe7Z3TklEnH3KE3nlNZOVO61WkbTrNM0cSq5ZCkJ8NevX7PQ+TQ9PJwSdsCwLMurV68Au0jy9d0SwdRWMLiAHvGeFlnnbP1/r38yuzh1tAHK9nuOSf6NC+e7jA3SZ7ur71evy7rqWms0zWdJSR7NaRh24MycSjNVg7MRE1FbffKoDVTVZVmWVgHzxJKZa8pWjJTEAcsSaMs16HmcxB2AMBGLpYK/P+61Z6mpGM8cTTwpoPh4Qc3vpSzun4aPHuPb3hhFY4Pw1mV+7X93T50SM7/4/PPW2uPj493Lz3LOtdaJppu7F+EnXBFGxW2EfUjq4J4YC0APVVW4MVpwpTAcpr62+qzSkEUkD2UcRzcyhTONZeeJa2vNjYiElg7XFYDdDJiTK8OFkJiNolaoRQ0RJNe2GFRSKeMul6ExB31I74n30AISTaTaZiAZqlMlys4NMpMe5+XR+F7n8zKhVC3WEg+JS51xenTmxRtEovCQcqbTg+3uIIrjI379Nd68gzbKaWd6DJaUeGVSsD8Mty/2zY6UlaU2b23C4hiAQphnh8Adp7MuM9qCacLDI/Z7pIJxhBEeH09g7A77Lz6/VeLzWapPeXTitigUMMPD40NOUhI0oalhfufazifMpzpPDYrdOJaUvWmrdVlUIAj0NU5MKSEBDMdnLzDsx1Rk8aqCfLNDktnmH/zgi7w73J3bUv3h9O50BDES93bu95brVSb8vT9dvOFrH/0jK/mq3P0S/7v6U9fuTy+NzcAA1F0CAMUBIhicyNCb69RXRtdn5vL7y74Pu66MCz+biJw4XR152YbuumoyhQv1SsD+d6wtcL6Wj5FE6Sc7E5kJiAjqROodxyCq+2I0ywO5e2vNzMSMiPJQGFgZ2IQD4Mw7t0fTCc5q7D3gS9PxeJ4e5vn85VdfDHkspaCxAap6Pp9DkROB2KGXagn3cLzNAoKZVsR7uUzaU9G6PewlFoIrL+73NK5twT759H1ecasYUFV45XnOaQLl4/HolIikqZs5ODmLiFTHWh/hbtRam+d5qZO5kwBZpCTlBgEnAuxmHI2au5g15rI9y5o8tW/B1BKDP/Lkz7X1epgEOoQbqfVKLME2lVdqPl62VRuvS04IYHJzY7lGFFJcGCKe3MDT6M31nvS4pyjJuoQMmAAwSdjgamtc6FIGeSWi/JIJiP7abTNuqlFt/vj9fOBz3kr+Lk982drbB9sxJk8O3+5HdctuPPlpwJCSuZ8m9SJqxrndJkIyz3NjZULCoMSgkfn24cyl3CDvqgmBSsmUeVoeh/2OGUoNYLIkJBzkrCt8hxoILpeZqOtWMZi3tX13Nr3XWt3Gw80w7FIepezSsE+llFIGTqQNTQWeiCQR8UA5M6lSM1WYujuRIyViNLh7qpSqj601mFH+Oonc7nfzkW7vbpab29Mv/maUdgNjm8iNk1TPU23qA+ed6y0Aweskb4SV20T1AfbOj28yGtfkc+MGavet3e8EDogBC+YzKIMTpDhGf/lDkICFByllnBbDsXpJ31DGfIJVZE+FhjIleUhpmB1vysFJUCuMILiblhePJvt3f7tLxVze/rKeJ3VwKiMnIh1SWmxahnEZx2U/ouQT7DSdPmdKo+xRm4MGqlFdxgwsygbJYB9Pr9LpYbp/107zUQEasJRplqWRVYY7DgOGJLvk2eeR55IwCBKh/hi3N9My8eNro5bsXCnPu1JleZcy/+SLu7sdF8H/8N/jfMbdizwvlda4mkhJ+dAMWitnd6/uMzyIqQOfmBcAcHWFr8TqFLEypyi77Bug55qTj9wZxjtwBBk5kxoAjbI4c6YoMicIJ0T2miL0IwjL0Y2JSTgRCOxq6uZGVFoXDhcHMzAQ1Z2iLLzfp7q7g6fLdnbmqGV3RNhZROAu3hHx4GAXIGDgOuM3kQefkLubdobuEE0EHitbV9hrugwkzpLETXWZWYy9wZ20DSnZ6bGM45g4iYBd3KDNVRMLqTWvbJbKmCCqvixnYJ+Sl4GcbZrv9TynlHZDeXH75enhzLtyO7w4LudEuNmxzm8Vb9RVrcGT0C5eXm0t8uubRLxIIZMrYXURcbz1rUXiYBOMzzI0q4DzteXhWgG7P7G0rgc9LcbcdM11PcQHj7+ODdAVANr749mle7KSQRpJkQbhZu08T1XNiM/zUqve3kXsgnWpInJKORGEmU291mU6B46WGZo5ck67m7akZYFpUd2Rt2GQASTOyVGiZEQbMzs7Jfv78NGfmdJw3mK+m6e4/t79xWe4Ae9P67MPPjjvH/yQuw3lPeIVR4YTuZkrVzZ+BISunqX/XE++6ekPA/L4RwLjH/v8O4/NNtzus6/RwG0wi8LI5l4rLUtLkq4ALi6gGSmMLrlqbmMW+fDTEXW8rf4eAz+MCECty+ZKbUCz7h4RPwKXUoZhyGUcx3G32+EqIEZEqfNJPPWH3NeaGR/HDHOYtqboIDzEIs09SJBUPUnOw44lNZ2ZBUpQNbgSAO85eJrJXN3DpoaerN6jvU3cxFfeyBms0BplLxh2dHN3KAMajsaeM8qIzz8fiBPJ/vTArwYf8zwLRKAOEojATQ2tArPxqZKUUn22inPFooA8qFfT9GKqZawpp+hBdnCU6p/OcynGrCmbKrQBvXHazJs3JW4sFi0k7lAFEaxzoi8EA1rK+OxzuEMyyzA66DzX87xYwzBSClACgARhsgnTcND97gC1JLMpucJhIJsmVyjnKfH+s7vxhz+cHh+xG/fj3TsmzAs/Ptq8qLbFndQqKVZwmFVcXv2O1SZe98V33xruHwSd5Wd/9d6qqkTp4kaTmbdenf6eOd4B5p6Wrbh2dlcgcsluXQ04LPjcVmDz/sCh4RRBpbuW66++/JNbv4pHXAZRtHsZYEQWcS9mZVXmlUexxzwu96+qOYmkxKkTGUeDC1HawLvCYmituVuwe5O5uhJRkVRNn6Uenv1CvRTgklz/Da/pI798cNBarbj989PH/wOOuK9ILLbWmKoZZDrBKeejrKyVajVJ4dyUmMnF3euyzPMyn1prddEKYJFknk0Hh6REiUoahThxDvQiW4vKRcRBwPfdj/7xQdfBqqtlF1Nweanbrr6O0tAnoQCuXjM9+/D6DHGFLVMOgLg77t5Vsl9p6EskcDtreB6+BZ3i1H3T2fqY28EfLkf/2Oe/47iG+Ls2NsP2d3NyVzUnq5WWZdnvEt5LhayT3E1mvjjclxnmLY4GrMjMq8hTKDQmprW2imzCypEbs5VTKZl2u/24uy1l2O/34ziaGTGvWr8jYtpl0dh2IVotL3fXICReltYa9SYOd3drTsTDeLO/+yzvbuw0q7MZYEreGrShOQxujd6YwZpaU9dZ9azLg9e3+6wumlzRgAZXmAKOPGC3G8quEFdbXA1pRBLk3R1Sgg0iBhVTsEMgYKUSPqGYtsp2NKMqwkZHLMA0Y65wuPnZHC9ukAvGHXMG2KbZqk7eukSrCWmhJKgMIS5KzrNZVWtkSAJZl3eAwBOJRgrVXCilrGM5uDtJ5pLVcTrPj2drVV0dzU2hsSWJiTMJjbkSF4EKGjxBg6/UmTEZqp45N3K624Ocs9Dus13Jh/Pkv7DHusxqC3PKTOoVrsRgjtcXWOvr5qLLjov/f2ydf1AObLrwek/509TUk323HeCdirDbie6qgZguV+dpAPPKNntxPzqSGwcOLBE5GkE6/ENfiMZsa/kpE3Wmty7fLBjUOs5MPEJPBnxSPoQl7WaABpgOcxIzswtQyxaFXB+Kw55mkWZorSWmlJJWdYc5IM7MCcWhqjYMUmSXc6mTmRmTns/nt2/fYt2SV5McqArdT3um0T8mtq/lxicOu3rkD+ZtP5XN+Q1n/P2M7alNAVeguoG5qlNrHXZQVZdlGoZdSikPoxCEmE21Le081/lca52mZTF3EplOebrZ1VnZHJqgruZOORvUpIhcOUKfwoz76GL6lk+4Mg15cBOEiqEOn7BuhKuzX7T+1Vt/9nqe3tpzdf6+Xt9ORVE8sy2gq9NGwesWxGbqeBPBeEmEte4DpqHUuxDAFakMreCRm6Wy7f/LNvuQcPndx7XZcf2L9TxNR8qkzr9k4XnzxSMHM5hJtZoFqYCaqauYmBmy41LJcnXdHgq7sCzQynXR0az7S0TvCtJqIjIMu8Phdhj3KeVUMoCUUvfgzCHEAoBhhuvG5OifC+ik2oKzdSuujIUkxkRUpBhxysP+cDfe3DWf7TixSC8pQvM2tzYTn6v8ytVVg/rarM3WHqlOj7PziFQoCSgTEVszZ0sH8AhKzayBkTJyAhF8UWoM8/PDNJ8Wa0iMIY8mC5GYU2ttaa25HqnVWWxpAJqjVliwsDA4YbfHzS1ub3cOeTwtx9M0La01lAIRcGB0z1QdDEFjwzkS2A6YY2nO3N8Tc0o55yJQdYVlG0bWwmYGVsqi8FSs7MgsnY51OaHNMIM6mnoTYip1Wqi2enZbvKsbBoMy+7lCGyhVNrm7HW72N0O5G16cxuHu8ejLuZ3Pyzw3BzG5qrqsqpTBvc6ZotIKV8L6Wbz0g2PbTevGu/yyHUBEfrUz8UyXhywKPY62JtrCyHciDRbi+IqbMbFZNF3x6h1sLCW9uc4JWxH+li9XVV61+HbDIfoARCc9gSmKwskIDDffMJ3c/ambcfn9SrZcxOaV/NyuGCHPcBmz8EadrqpmjcEQZuZSSipi3mqt2rwMoqqn09kanOj0eLy/v78SxU9oT5nZr7Kcm332sTf5EcvsU579MxH6D6WzPz2YN+UCM6A2NwSYuJkROchV61LHYRlyHtIyCjmD2FRra8tc58Vqezgdq6oSyzTm82nfJoWaV3JTVTLyQVFGguSUCKK1hcn491cZF3Z0rKRYaf0PFr3p/YVFKPg66r5poPjntivWVwvgA+r8g3od6xfo8msfzHC/RAWZAlyFLF2ChO6wi5Lq9Inb0rqOOG1L0/9eHHTg2lZ4cgMhtcgRaHEcZZEk7k/CHu5u1tSqmHt0mro92zZ0hUINIu8meYq/RR9F5PvIAuOioyVv4jWWdill3O92+33OQwiXZVnGceyTCSVsrr8xuqSQoEa/BE2cGBmJizOopP6V5fEoeUiclYTZuOxkPPjy6LZjnJkL+6Kq0mpdzs2chtfa3Iy8AWauzdsE9Qwkpv24y0hYrJ2siSo3FTWenHnY5dsy5uKguuj09s29SHGdH961ZWqDYNyPh/3tWR+YobDFTBsWw9n9uDRzuHVjhQmFkSSVkpueHUgZZSjDvtzV4Twvy7J47/IykJl6q0QQJK65K3sz1AmqYEJK0Aq4CmfKDIB8YXIiEl3mWtVUTFh4GL3sWDjf3aXj/TQ9ui9AgyoWg0CWR/Nky0m9kbAApk5i7IsmAheMuwK5efliL/xiHF481L8uWYTo8xfjw/35VV3mZa4O8JMSHCOQfUdaDr+KnL/vYYS2fra5/IlvffnQrRF59MAHZh3oWlxYD7Nf1fBsYbz+z97v3lvpwJ18wwhXNK9XikqNiIwA0u4uwKPGbK3sixgFrfSs20NdSzYigII5kDhqXa/DaSvm/EUsMHNrzaaJhCVw3d1jM0oiEjBTSmkoWZ3d/fhwL5QWrafTecg7EJouQMQS7Jk6f/oCeEuv/MZxNdW/QUEHAGKXEP0L8E/m0f9BBq9ztPqMPeoDgMgnISI3a7VNSx1yzpwG6QF09aZa57bU1trpdFqqNpBMOc2najOgjiUjsXc2BBgJJQ4WYxUAIh/X6N/WR//YzG4frznRrUydriAJO1kLrkxOrMr7fXPsOqK+Td36yeWX9x/h2XmuI9XXxxJF0JJE2PMl2uPOZmBVU6j2t0drKH572Gc6dX2uDzjun5jPbzvem6LtDz1gy5SSFCYLj6G1RkyqqqyttaZL06W1RYKdbyWGIqLQBN2oUhhbrwQ2BkULFAHSg29O5OKs2OrTt7AHCxHloYy7w263K6Uwi5qrqhmiCD+uaNa2KE4wWZsZXGHu0GjfabVJuO/m166AGIsDRmYQSpDiUhpzLgO1RAY2uLXkM+tiramcoW4Vqu7q1hpU0bA7oAxpt9sN4IqKqr6YCE6G4nA5D/u7ly9veDfo+aG+m7/+uuXcXE/Hd2gViZGFh8TuRMmUG5GCwI7jhPMEYnLL7CWDmRqZsnsGO0EVrS2pSE4C8qZtqfM4Forto2F+oTV3hyYkQhEwQxOqwiq0wR1Bn10k3o4QGYQoUY6eA9dEmgulQTBkGO93ab6xOvn0aOf7pZkupjSzV28zoLzRYvqCuSIVDDuMZSBOMJ/nhzrNr48/F96B9jnJy9vxfK7L4hQWM/WKz9C5URW27porTYlPbYtNSuBpBM59DWVff9i9YdlwONbvBkgsO6I7I9BgrumenxsEDl31R6BbylODWNcmNIAMzptSD5759TQbJZU4A6QBPhNFc0TGHiAwPYPk3tXWs0mgXjbHzEKcNo2OKxUeEfjrr5hapMclx35kZiZ2ZnHTuS6LLk2zmU3TdHO42+0Oba7DYPtx32ab53nDjryoVejlvWy5be9thL6mEj44npkgv1GpP5Ou/yhddHQsgWtb083B7mpGWs9namq1tlJqSSmxDBQ+eoAxN621utp5nmqt1cE1i9bmlcUcc8GeHMLsZtYUAMxTSiaScyb6e2Bq8cv/13IG2pR66F33KGR8nkEHnu/SbVyiOuuLfT/gg6v1vf3O9OGa8Ij1xckiB5kSMcMHIiLuvSjQ5q2ZCVDdDVsoYdPoviba8V4Q6WOO+/cyrpf7dm4KDhZmuoBmUDiia/oghrqrmarWC7xMIFdHt4/HB8bMZGSG1eqkjjnD3Btq2cnJjRWN+mMKMwJmlpnHnYzjuBsPJKljI8EBr7USUaYtTmNA75CJiFXgyMKNHMEM7A7TprVpnSPwI8RjLgZWVVPjMZdx4CTqxt5MK+YjtxParMtMbRGzOldV0wptDg0cNXgDdhAQi7M7i6fceIeUEx90t4MUJ15YFIMIDbtldzw+DBlMMEfKGHZgVMNxn42Sam45YzdgYeAR9R1qza47xwAmeIUevTawC8EU58lALWdX6FLP84ScFmZmYREx6wgnrTU31Aom5JTLIHA71aWeUArPDW5q1kqCu0siUIYCbTHtvRRZHN6AiqYsfLjJPmb25XSalmlB4/aoRea6kCkRR8zPlF0SXGEzWp4Vdjy2t+/m0xmWYHbe7ebb2x/zV8Px3M7TqUOvB2tYbBm3iO5cq0VaU1n4rTeIX617v9pvly0W4XRaxQtw7To7Ap6FAXUCoROhXqWubAM1A7nbJlK0X9y6z+3eiAjKgTNjCiKCdFinCN07UaDUuiuZUAetU3jwqTsRhDbAWMOHdDkRIdDqQiuvOwurL4617pqf2j1YtXg8ThLZ7XbH+8mG5O5LW0Sp9yJBdrvdrgxTo/2O9mV8/fDm7dvXj/dv1/v4kJvueK5nP55U7N4Cr6QyzD0o/dHj+8+njtzfw/h2F1K9UnjoyWa4OUit1QZzba0uSyqliAhxDq8prE5r6k2jnX1utZmSJsGiVCU5qLLdqFZ3X6ZpGM51WepuSamM46hayX//KLBPijUdHOkjJw7swOAkjj+6gzrRwfUZ4mW/b799cM9/MNh+rdfDLye6/Lf+k2w1PZkhiSVBhDyHy25EYtqjXaYw02hU6De/NhzrSv/6QYn06UTR7zJ8LW5fn6gbNEzOgs3ldiNzU7VtOzFjDdk5savW1qi1pJpUxRqrKBGJCNaQCZs7c0T1bLXFVuuKLcx2Z+don6WUUtCxi4gkK2VMOZtBTUPIEHFrLaVERIKwJZTICaxQclVV16hDBmCstBsGa7VGN7o7gECU22G/tOrqDkspYSicYVZrO+v02I5vuR7FZq+LqxLQlqbq2uDKEUP1iJpW1LpYXVTgqJK1CAH85R9AGGZwr4tOhfbYD3u6yekhFyRBEH4WgTV1O98IPKkV1x3oBi0VS7o0fffWDMRObMKoaOowJJvnLaaCJFky5zykNM8LcrYixuzEhOZmGs2/tYEIIjLkA4zOjw/TMsNFa5u4tsnLICyWMw9O9V7nxecKz+AMmVEWzfPxNEEY47CXlCmZAtUAm+iMKqoKJk5JzTTmuyRq7rWCpsqFhDvT6WcvcJ5wOIxffvVyP5WvXx+/fn1yBfPq0NEGD2qE9CyU1X/5pEb3T0bd8SGL+YM2tK90bQg3I/iH0GMIAELfuinA1EPyBuOIzEe1qfmlLimAWCnI0dwYqePHB3074Ga4ADQpIAT1cO4DTzXo22H6HpjaB54xNvgab79+zGee9KY1Yw9u1vk4jm++eSey48zCnHPa7/dB/Xl//9iKLlOFkWef5/l4/3A8PhDZx4Lq4a35GiX9tN9CV+Pqw4963psuv5LqT5IRH7qZf4ARPSbYTJDNlVUzWGtmxtRILanVlBiUmTsXHjnMzJp6r3Joakowqwb2OvN0BuorJk9CrR6GeRcFTzkN7gobyDWllKx3O2KzmPwioPH05yUEfa0mf+P0Xb229bTGUWp2ZfPCHRd2wmvHeu1ne3Z1AJI2Nz2Ov6wV71ik3XYP1SF6WTQX+56g5hFsX0PunhLnnFqaU5Loao308zLb+TyVIrUGd9jlPO6XSP6z+/zo+JYr7zqLsf0EuuvDa3n6tqXVQbBBCjPPcxWGMJ1Op+lc3JOIqGjTRbWZN8DrNA8pp7V2BkCss9ZaKWU1pWmgnCQRUaUIG5J6g5qZETGJC5E7O1mWNAxDMLQCYLacs0he5mmeZ+Y0DLuQMtEyRwHtZi2sDWutv3Qisk2I93vLkvIwasp2iS5QzplyEtJlPibRP/2Tn/zN/MtU57fzLx/vp0RzEdemrZ5V1QMkt8IW12D7ZkjCfMbxEY/l8e7ApXAZeczDUIp87pyH6XG6f1ePx3cwTSnxkH74Q+x2iTk93E9Y3VBh54eaCm6/HNqoj97kdpQxvXr9urUGq025eU1JcwIpHu+xzzDPeRjmJS1tanpcqqph3KFWuMOy5swyMJq7mgF1Rm34/POX+IOfjW9Or7/594/3c01VhHPiGWRKKUud9P7NfTrvHJm4slsiEFBnTBOkwAyTn5L4MKavfrB/8/r08ICbgmWBO0aB6mxmzORupjTspOykent4Oz+eUBUpQxW1IXoUz+fj8Xh0hySodX+FgCBVgcO8iQDABh7c4z1XKGubNFgd15WH8codN3MQ07r5sda9m3sHNVr/6G4BvCYCuMSSBEBRq4ereLKvSh0ArLUlmNspIlHrYSl3BenmQULo3ohEAivVCU1VOnwyALgSSRcN3eF2gxJJBAT67gaEGETNDBSNnX1jqKqbccrXyhtBbCgSuO5baT0AEcml1FpJ2MyWZUllTCnN8/yLX/xiGMcyZMlJRNTs8f7+rVmtKiBdmjU/jHen0+nHP/7x//m/+W9aa6wtgKI/mAtAROqwPcRHVcMWS7i83y7wnwi6a3F3fapNum61xc800Xty8lM3sx5wff7+oV30wkWubvff197V2Lrv7eo2jJASXL2ZEikRWKsyL0RcdtSZJqjbft7bCAN3Rlvj/z97f9Yky5KkB2KfqpqZe0Rk5tnuUksvhQZ6A3tIPlOEb/yzpAhJId+HnBnhEDPgyAwwwgZQ3V1dVd213HvPmpkR4e5mpqp8MHcPzzzn3KXQ3VUgxurKqcgIDw93czNdPlX91CpIT0cdxuP1LrlWq/nm5ma/u3FVK7Xve1i1uqs1PvbRtwv60Qz6o7Lybzvandt6knW+fMmJa4e9b0Bg2eS/scG1PPhH7zx4crNLxA9eL1ngCKH9xwAziTvBzSxNYxUx5QvA/k853n8QK96Ah8aQiFPjVlR2crBIJOawZsYt+tLc1awC6lCHXvLgWk5vWw/euDPZnZpopdZVHGAEkyqLBVZsgjuBfSHznyWasJOouzNRiIFnzLCxXJVSAKtaXKsEco7tdsjRfHGGtf4AIgQSp+pOwmg6gB0irbVFYy3PghKRI48//av/+fs3/PkffD7cvrx7+ZXXMQkMfB6DG6ESzMUaN6qKKwNCiAExkKA64OQgLyV3MYbAXSSAhmFyP4fI1092QVhVd3sWQS1UMnIun9zsb8/nqUzdgX/vs8/3n3zvb3/xbhrfkIOoiAjUq46VahQkwfGMaqVW7neVQyEoGMSYCDFCBAbkasxGgUKSoWrqwMAw1N3dGZWZojuGCYGsCip7iCaMVnK/N2dmSZHFTZXYGtS/i6RwgggDxP0OT552qZvufg01EEHJgGJwckQHkah6Lk6BdzvnzscJpWCqkAADXr1886tf3d7fT2YwA4eZYYxnylXymazFfC4Nf7CeZzmw2VkfFugPv+JrNO+hB7+cbC6iXYhGmn9sc3cYXrHutXfw5f+ZGbBl19hyFQTzWbeRP8yJE2qIFYTMmWmDQBtABFl8d1+yBlvHuTUosPCuPNzszOwgZn5AGbEM3cwPFjpSR44x0SZ7jmgu5mk6HjkXre7eqqXJnEMQCu5ac9aiqPrLX/6yliku7Wy/BRy9UOP9R4xHC+MbHaT/GGWBB4vtIthX0xGLx7isWAc+sHTb2JIb0prB57Ox6kuGuKsSEVrHDaK1u42vYrzFfWpRuJkMfudW3XIex/3+dHX9pN48rXrlMEdV68LWo13V5/vqfP13DuFsJu7rZ3Ct72igwmwrAZgz13jNMPdZdn8rp/8bR5uv1ZJaJ9FJQFizYBy2OA4gwRz0YqZAFAjMEihEDsJEwhwIgai6kykBqnXOjwZhGxnYOhDf7KZ/x7Geb3viFRvYqnMiInZymJpZdQgFIAYiqrVGC6uB5a6qtWqmpVOLeSUPF63e2oC2RugzwQXcXdmJiEFtzh0qMwzTPHUWbsxqzMQAZIZbCGjZcGk2CJjdXbW4qWoBGXtoMpQcBp3NeQIDgTmwuJvSXDBIRIHIhcnZTAlGXJky0yh+jDj1MvzB59//5BB+9be3p5elQpmQC6gSGVMF1dbOBuyFXNVgClO4NTpUqJZSnSp8sjJiHLyUWnIFsD/g2fNrFpIIkZg6M6VaUTJuOOXb86kALF23Z+7zZMMJwmB2CpVK1VKyQwQekDN8omplmHJMniJihxCRM1hgDm2YkKALJF2yOnCIOtnrN3fP6leB0pSrGoRghmpGImZEbqpuDrcxdaGXyE5uxGosLhGx20WdoxtOKoH2h5A6Pt8OpJjL8s3ZEQQI7CyqpRZLEtKu6yP1ZRpyGe9AjtNQ3t19+Ytf5PsjXFqYGLxEheZ2ZQDm6uuPIrS+wKqret4IkMdHbvywxe2bf+fCLwtSzAWcrWGlAUx0IZNgEOY4zkavr0F5q5v09fZz3C7IgYbMs8/RcaJFqRO5E1lD5i+XuvUthNxmtIAA9+VXWtvftfaHiJgYxCxCLYIu0rzzrUZvw8xo1ujcdf1WXhARCwPIp8EsxBgbkBZTIiJVG8fcpY5RvbpqvRvGn//0b4FmWD+e+4d//oYlDI/Gqik3Lx5EUd87/uKirIJ46+R87FvrAe9/uiiO+ci13urhYvvoeMBYrEuhrwM023REsFKY2ViE2IjYef65RqbbyBXNDFbMqDjKfc3TNBzvune73fXN6Zin4XC4nqbr/f5qt9sF3jAYb27vwcxub97N3p+azQw+WDTtw8sszNTLjyaRmjX6yETYPp7fQCmu2MjWRrnIhZkmxRq/d7O8FmjFtzavN2uUFpoIohBCCAjB3KWKq5o1eA3mKz/0hybng+O73tj76nwDQG0tMZ/vvT1NdzcjkJmouimVorHSWiuoWkqdJIfUVatl7cAGq2YzFw3skroIQyOnbB2enGlR82QCWhowi1CQICJMoWXFG0xrNTPYzJ6t7ry0nWAiZ3ZnEITQUuFmc9V8dm5odvpBxkuubUsVAFqPCGPywJWRofeo74Le/dEPnz7ZVT2/K8NbRu47yZPXapG4upnNCf6scCd3YnYrmEaU5N0uCBsRlayS5Zzr7bvy+hXGAWa4usLh0J9P5eo6hi4GVkV1uARIz179OlxRrqdsf/eLN/mX0y+/vHVAIghGXkCFBOrIDGX0zBXuxat5ajynwgQn9tK6MxhIEIWVoiEe9iwiQ508+3kctJymfOp3gJIV99koIVdyFyKqqElUuhSjQMCMxCFEgQVX0+J1sWIajcGTT0KtVifLGTXDAA8AkwLVGVVRNSBKDIdd2EHvyvTubb4/jscjjgMqEAXcBNTaNZQAdyEHXLHoto0vTuuqBrAkzOKBOHks1tftvYJwG6ekJaWtYqflvtnCVKSzv+Ez6rkc1uifZ+xQIMv+2lCW0lqfuQg7cjiRrW0y58ShtQPsXJrhy0E0J0ID/NirI6AFHOecwfmuW1Ri9cTekw+zba2qzMRrIKNNyJL3uh7ZdV3Xdfvrq/1+3+32AKZcpqnksQRJlFoiC3715csvv/wypWAFDm248CW9/yLl+H00/oPjfam4vZeNp9E++oA6X14QHioLzDLiPbvj4S8+UlVfI6VXBH6d8NX7bYvtgbpcwJY21mfa7Exfjdo5TNQCiQYX4hb6IXfm5meCCbX5ilbNUcnhfi51mHKQIU7DkPOYy7jfXT2Znh0Ox1mjb294o1axmdOLU06b6VvvbTtrj4yDRzPYsKbl/OsXad1K392ffb8ZKwHkvpoO1GJVLUrltMbAbKaORlNJK48DfPNfw0No1udgYmYXERFRNebAZET1gqc8vp5/lPFInePBhD9YYapoaegswhYAqHopVgpqhaqaV9VSayylME3c6B9rURXVaGZQa4p0ZY3FQm5FjtU5ADws+CQLBNQ0epSlugZEoFJLy+ZgClFS9WpmQpRSamdmZoL4CgNcVsRcv9wQg1oBVyxZDOs9V3IHJLiQWzl7fofpbbDbgOPrX78d37w8vrsPgJGL0H7P42Dk8GJqABhOcFal0Pk04HSLxNaHLnSipdSSvWpVffcWt28wjSgKGJ4/i5TElLwqCXe7GMlqrTlbFY9XB7+dvnr57qs3+ZxvjxkhoGXgA0ppjr2ViqGij67mahBrPK+ohsAuAZgQItIOaSeQhBrM+cmTzswO+7R7sUsSX331mlivb7rhNE0FpUJb21SFSEwhXj2r+z0fruYFPOeZVMvTYD7zCnlLLAQAhF2KJFCUUvJoOaNkTKOmtrCEalYbp6sO/fVe9l13m2///stffwEiUERkOCVXNagt3jlmP26jGgHggVTdvr+89WALzPKq6Sma18nsUT+A/eyRdPeLrm+Z6yvnqxORVX/4E6txYD7Tt2w7QcNsFYZrBk2TMrN8acg6ETlmfBWEVpk2I7drdGDbY5rmlm2P9AzN0bVWH+RmxtTwW2s6h+Ma351LcUQkpVRrBROBVVVmY52I6OnT6xBC6vsQQq11HKbTcJ6mkofCNAaOZiYiP//5z969eycia/kagLVm7wMa0S83go+PrSv46Ok/UuqX23/44r3jvxvqvmqr1f98ZEM0f28br8BGGC7G2WPgfTXIsCj1ZWW2j9uNYa4SbtQdaExVDMDAMpMviZuTa1t35qA6ASDiQlJrrbWM4zmlfsrD/nDY7/dBpDEc+Wp3fLCK4DL1772z/DlPxOPJalDShRrwQnXUvrdYBivr02O//Ddw0NcrtAVRMGsbEnXOaG+/ZQ35IHMmYuf5NQAHucEtEohnJ359pquOn5nRSDALkSWs4I/kwteM73Z3788wNutye8xl5zUEggKDATIzVXNn2w7XxjCzMEmZ6/pRZQ0Q8VmkXUw65mCXaWHAL3zwgjjHyLHyuhNRdTNVU5B4NWUzZuYQVJXB2moLvbqru6tVlkRE3HhHzaghCoCrEYzd2u4AzbVJDhgbkZuPebz180ud3kQ/l/PrevtFPY+RAMZxsKpI/a6WbOpETggOJgpuZI5pRJlgBa6gOux3EVZrdjDckc+IBAWGEe/eYL87/ovnv1/1pOPYHZif3HCidLwb305jdNPy96/f/eQXuL1DUVSCRAmdONQJIYCjAKFMVbNGglXAQA4iBokpspKOCgIHpIK9szqkOLianZlxOBy6mwNiSPdvOaFPCBKgtWRohRvIEGPouv2zz899z9IB7jyYjppLLUVyLthUpvgig7LkLkp36DoEVRvO5e5NvR+gBBYwOSp0KNz53ntJQVKX9cthQogIQQxRlaoaAq/GbnONqTXrmCH4jwicTT7U1uXwzQvMdVS0OrKrm2juCwvGBhd85HIsuhCzAn20H5e2MGa4kDI196N57eumM4CbKHfYHGlYA+rm2FxD0+yzCiejNWF+bj/cjlS0TYq2d/iic7x1lZl53ZkZ0MVHvoytcKi1krRMoAejlJJzHofsTEUtT0XVWxYt3FPsdcpdiH/5l385TkMK0V0vHWPe86oXT+3SG/Njwvt9qbie7ZFuXl3k94+k1bh5qNTXfx/KYTw620aRb5tKXH6FiEDKDGLnOSa7XB77DHzyIvsfYduzUp/ze3SWxLzsLJoVOzEgROJGxOJAg0J9MejM4Obu7Qehlpv6IgpWtdSJz2ew1Fp3h/1Fo2NJO/QNmLBe4gYQW8yLh4GEr9FZy9wxLni7gGzVtY8mfVm3j8/wnSyvzSWt5uT8Tms20JQ6ERHbZiEpzYXpSjzjwI1wn8mA0mgoVF1VAXab01AA35jtS4T+oe/4Dz4eqfP1wdEmIdPdWdraka1vAsx1gu+fc26TNmv5Oq+KVUSasZMzE5FIBJCXYpUG9hATNxIrQcPbAaiWmQwBoEhOwjwHBUxtNY/cXdUI2qQGMWR2ZdqCbJkjRu7VjGCy0GwI2IXmNhLC5OKUSx5Opzd0eh3ysZdClJkKMYxRATPUClghKM2YQxWKBHIS0gibQNCK4YxbYDqXKGAgRHKEjqXf9YJye3u6ewNmf/HpOe5zOiBU51JADihHjILzVL56h5dvURVgrkoeg5shgCMQoZEZMaR9QNiVOytVC6AuFAJ1rc9p1XNLYVCl09HPU+VQIHR3W/oeN1NmseurA3E9XPG+CwF7r+/y5FlbJhqihN1ul/aQVBAZxlwrF1VtsM1qCGLJrgIRJgFE2c4xdH3Xp74jGV1GUxAnY1OvYwENNR3vb8RAn988uX56vh9H5ALiQIzqOUKIZ4+tbfFm6dsKqmMrT+alaouKXVVnU9orNt7ajfsCsD3S6CuxzFa9bfqZrlJ+qy3aBdBysK8uARb/ZNkLLabOm514UfAAaPbOrWVA01yu3QiRjCAzT92ipNsretCeRc0uKXWXre0r+fSmCVLLE1JtTE3t36azW69jprnKdJUSAM7HE5iCJAiXornUGLtdf3A7m8Ko5pwD8Y//w38golorP5Ai663O5sTj93+jQV/rcL/v6X3N8Rs5/HU/tz14PVV7X+bqp0uJIB5C0V8j4cl58+xkMdpmg7atZQLD2Y2IWx8LXsStmyvMzA3ujY6YaOYgNwBeiRRa4dWI7ZX1513f95fMuO2NbZTEY6X+XcfGYtqYxu9NzcMttwH5v8XEfWxsDZF16JwEs+yfFrAgoDV55DmkRwY2YzOqIFJCZXa3woRavZSKTWt5N3oPHvsnGo+08vbPBksIg0GNaGwu+nk4Nt91Il8NuwfjMSEl1t4VsXniC90bMwUWZjavq+CYS27ciSh0wgwwhMV9ToxqxU4wNa9mClgrNxDierk2brvNzMjNyZiXFhiLaFMtHCKU3VXzNJ1PGO4PmruAjOyq4xl5hDpCAFUMY22M6D5TDzk33nfnLu5CqCmWKHCDKTikLiYRAsQoEO1yGb2ehjPkDr/4xatPvx9fHPpqdXpza4wQkRJGCaiMAASEQMC1mXddGvRdiKAAEzjUA3XxKsVdvLvLAFRbCJaImIRI+k5iFAqoPg1lKGNGgMhcHK8V03T74vn9YdfdPNnvd1eWLXVCVH1NpgOYgs12+QRiCIlQq4EQAgA11IrWz6tpdLmCOc4TOp1CCLvDTYpXuy6/fXdyk9IAHbdxwu3tNJbJ+YdPnr0o2v/6i7vjMMUIDomQSeZq7xl4XtJ7Pxakahr0fY2+JA6tENQc/KYlgcUXELutFlr88osAWaHwi8cyGwLvK4l2LS2roG2XVV65u3slio/2HfkDWeCbEqEtGPvQ1FjsjA3wMP+2GxbIdyPQHhTiX7Zpq2pZYufE3OpHqnpK3dbob3fi7ikliaHvew5pHPPpPDCHEML19fV4nmS59JcvX3ZdV6aMjVBtps53RRm/zfhGgf++3PuuCuKRyvvopx/uEPMdhzcOg5VnkJb/5o/cG82tu5k7weBwMndThxJsJvH0uTiDrBV8No9Hzex0ui9apmkKNt4xUTPqmvA1hxGqblbfhWLJ89oSsTlni1nWHCQCCM58uWBQwWaNLtgMlgadj+e02sNqh/c222yVL1WAQg9S0S4+aGOkWlhj1hU/QyR+OX5Bq3jVdxwCEEBRjROLK1sIJLECplB1GNesVg1q5EYo5MYA82IxvDc+tiZoLdD/dhYMvz+V7X1einyXueeW7KXRAbiaj05o7R3VsZeUnbNxqhwiAXArWiFAqdM0TSn1RJEQyfsQOkIwFYQYUwohLolvYslIiAMnCcw8x7a1JiFmC4Cb1TrZNIlI13Xu3a6PIqKqNY/KHuCu1avDtHVAB4BA4sTCFNxdSzV2ECyyskDMGGBUMsiS9CRMkfnuONzsJpSf5Df/6nD8N3t/GeugU+3QHev3zsUcPYPr+A7DXarmATYhGLketIYudSGVsw6ffQ8hQhIOV+h7nO4wnnPYZxtv1IvxpH46UsETwPHm2Onffe/ly8OzX3a//6Puk++doT+F3KcneP62XHF/+7T/dT9+8da7J+zd7ovxVnqKAR3QOw5uV6Z9Psuk+m4SRVBhdJG7QExUFO9YdH/AMeNckK6QJ3n1VkH0gyPO4naN/hMgWXew7ooQziTkBx06nDJcUCaY8JPnz+76n3VR9l0MBKVhGDFW+ORcQc5QoUqq1WAUEEKobxOzxd7PMmU9fbK/6r739PoZ/Xo8CofIUZxKPhLj6gpPn+Gv3/zq0x89vfo0TZimCvhRGPsOKaFUmBMoFsWYqxOllGLLfTQiBG65YzqpTTIzGC3qixJ5hIfB7oiIXJib/9sMUJKWaOducCyFcQS4FWpIHBGBgJkAsXlK3ErN9OJnr/j8tiYe8Bhb92Fr+P7sYjWa/QZreONrYmYWElXlRr/m8Fra3mZmptQ8MEWL5bWztfY6DW+ihp0vHCHk7uZwL+RzCxdv2cRWtDIRcYgkApeqEmRfi01DdStd16W+F2YOUM3MHWnVaZzULHZd33cpnUu3T91o1abbuJPvffoEVe5uSx2D6+7ps0+e7Kb/+//t//jVr/+WaIixjCMABjfTis0ccGrEkAAAcd6qeOMH8m31mPk9LPbr5WQ7viERmO0JApC6sLwPMzOdPZlVQD4C27fqgOfa49W6bB75vHAW0SrLZTfLkNawuvtMlKLqqlCFOziscQ+s5irxWvKFee2s6kzbDxrRRvER5op/hjsDqcyOOYLm5ZAGRhlg0uR/PuV8ChvN4cs6XlbSgv6446Hd+dHoyO/m+Dbm21ofwsyq8zSLyDRNzKzqItbCWqreKtYa/K6qpn7pLPOfxsxQrbVW3lr0c4KbauuzIrPrzcTursypQU9NMDWvWkKQvbSvN3o4tBghcQhsqrXWFo+ff5VI+NKncqmzgENz1gboNcEWmUMIzFznhU5u1d3V3dzcvbVmoZligtoRALqY1E56HvI0MlwCea25nCXsQLXUaRomKLSOErzv+XYwEIjd6FwqM03dvntx3e92GlORhL7H1UFCi24ZSq7qhaLHLlyHpG6qdsT0+u3P70/d3ZGKdql78vzzHfE9jq1saPf8KT25Hl++w3i+jUKHvsso7CxkkZEkEYmqah2DAQRiE3IRCBmgxO4BMVFkT4s4YIaDTOHwkpEnTCPy5DEJkxClFGovp6m1d8vQKZdhiAqOIhwgIslSmiqjAKYgmHtQeKsp9bnBc4E4BYKjCqZp6oZhnMiqEqvH2IVulzx2+emzKM/2P5TPaq2vb2+newTg+hopYhxQFJZR1UPM+y4FkSlXy0OdmwbBzVYEW0R0TjX/6PDFWW/9FVZV8UBS+WMc+JEo8A1G+PV+2FIV8gE2Omxgc1uIsLDxIrbG+roX1rKNllXql0Q5oPVnXXTI18/D+kPN8mkJcQ3RaGYBmcFMQlrJYlXVPZt7KYVTrLUailouRXOuAbGUoNXM5Pb29t3rr/7t//xviEjdojyaT6NLovEyGuXv+/PTPpxv5zcAXB+fZ53k7QHfODZh8lkxMzOxt/ggXzT6PFYJuT7EZffNDDlE1Cps8Jsi2Y8m530D6DudZNXovCyM2bNmJm95GuuUvZfssF1sK5r+u6Pst9PxjVOzafZ22ZNm5l6ZWSsxK5HMaWVGTZ3Xakusefn278ztt+HuM7clgPkBETPXojVUVfWWy8nMHJiDmQEu5JEphEudawgc2t+BOFCIMXYhpCT7bhEcPhsHREyIMWUbqmpb9BJDS3qXEDDLNZtNBNMWZfel4m5Jnoe7M1q/aTgAU3N3rQYXia3eDOSAs8+8Y0wo43S6ezeN5+tA0vfAOSaM90di9Dsi8jJozlOtcPPDDXZ7wJAHmNemsA9Xfer8cCUStevksH/aCU/n+/u7MY+ZSHdJrm9St483z+RwfXp3a7/4O6QwVcXrV+NXX5yvrq7311eoGT2d37x+9cV5HNAlpM7AUzEJYJRWOxHAAepTnqzYniBACC5UA08iJKIQpL30V4G1eLDJWN3coWaE3m2sBcMJ93cIsWimkIzJbeSepSadFAboNJzv38rgkRSJIQxKndSJtRqqAtZcYjI3dSJzg5vD4bV6S9K5u73NuQyjDccJmIRDlyR22ptPyfasw5u39/f3b3959BE//BQ/+r2nu8PNONb7++nt3enN2/F4xDRlN3SC0OE8KRHBBK7qRiTMJsJa2+ptcseXf5wgW8qVC/TmPseUF8idIK14c1n5tKrjVde2N7Gp5VmQL95oHQZW9slVB7fDLpXuW+ePFqj2fUNhI04VECyVJHNm1qIO3T9wWp/DCKD3Upd9uf+GDazvmBlUnTgGEmYRIWEDA9byTmLQkpUb2GBqNiJKSuk0lNT1VuvPf/7Tf/tv/ydJUoZa68WPXGZsVep+kX0bpb4VvFuU++sF8lbJva/baDMeCfmtX/7BsTrrRLSS9DSNvp5y+8gemWXrdxvN5UbTG5G5Q7/BEH3vepqTDrrg0O2Ec97GYg4+MGE/MC4avTaGlYWksH17gZ7mXKS2Sm2+9AdT88EXD2fwH1fFfcuVgW8yoFZwplnbqgaQmcONmV3sUtKpMPNaqxm02gryNBY//yepXvvQ9X/49nyu024PYgmwzUNmqjVmWTo4sZDQLLHYQewiizoPxGGm3+HI0qWYEhbW/bZOGERC4JZRr9VNiGLsAbBAQmgQiKoy5nKxamZaY4zcvspM7GtxCDVeklZqw+xmxExLr0hnNyfyRh1s7u61jsf78/29TQPvWl93iQdJp7w7UMlkbnk8qyMQYofv/QGEYHU3nuKb18OrL8ow1fN4jDvEmLo+MjMhEYLp+XzCdKwxYX9ju53fPMPNM756Ej8b/OoqxyDnex3PuH1bfvaTN599xp9+7ynoPJ7OecI+4ukBIzDUkyk7sbmXicqOSsfw6rVAawqQxkNMhVElSOogHQ43KR1iws7iNLzLtboacoVR7wTXaRid3qBkf/dmEpnYEUMXrL/pg4qL3ufs4/3beI/gdS851QgnQkyilTHVBub63ATcvQVAJIVWEuiGXOF3fj6dTmfAoRVGld0IUtxPMCvlzd+9zRmp4gdP8f3P4+99/1nsdsMw6fN+nK7e3J6/fPn21y/r3T3MERxRQERuUBBp89Q30vMCGs6DHoWlaFa9jQvB5xLVBia5t77drYTHiRbtazOY9FidA/ClRvLBHpol+6Umlje91+i93KDLYRf/e/W5H+9QIvK560n7IZs3X1Mky1Ef3PKzl7Xqe3f3CkQALSPdzFgN84ZSZpIQnBquFmhG5QoLxy5JSESSYt93h+H+7nDYCejXX/z9q1dfMTszxjzxmsoHXrIT7BJ8vWSCrfN5wSe2Lz4qr957/5Ev/uhUlwfnrX7Yvo2cx1xjtQhCbJEG2j79JUtnLVR7HL9fj2nxkd+AIe+RUYKNGYH3JuTr9R2A0ALyi2HCy60u83WZOKPNfX5QnW/c9N8hR3U7O18zHl28L5Vv1cGsZs5zq6iWD0m1tiREwqa5DDXH5ndqLJYYNrYtL5j28mZzxIVZUohBWgCyuqvAo4SYEthBBGmdOdkDUWAKXGvr0HaBFomEGcN5yLnANcYUUgRAvtB/upvVWdqaNd2fgrTe1Gi5AnPqk7ZIJxEJMQQk4h5g6i1duDWtgjpgFe7Q8TQN98P56KfjSW8PdITdej7t9vF8moqV04BhQgx48RyfffLk6Q/vdv0T1914js9e7Jm++OILvH2H/gCQxxjNkCebzuV8qucTbAAxTM3qYDZJKk+e+tNn4bCHFjnf0elYzye8+RL5bGzn55+Oz27Sf/Ev42ffG3/yC/3pr6ETmI1BU0ZxmipLVheNEamLvTTu/dYzxkOq3R5pR2lvaccp7gZn3BZ1cGQyz8qgwGTIWe8xDCACAyng5sb2SYKEFMh26ewT65QHVMEYKlcEElDsAlusR8swuPncKZ6gjupAJYdRAEcI0HLoEmOYoBVsKGpeLDPGO40p7z3c7FiuiUj7XaqnN+WkY572h+vrvrs67D77ZPfD759++cXrX32Bt29APQhG1LiZ2Jka2sNMM8tWE7ze8ndsrTLCVqXNktpnTfMeGGsttgNgo863X0ejgf2A5Fp9zUsidOORaWOlMSfe/u6WefPi5NHlB5o+8UbGul6CGS0631qp96rXPybZF0XeDInWMMp4tsmUiF0UMPNqFts1CLEzMUNE0i5UdSIPIcQU4ORO0zQROzNqGf/qJz+uOkGHmMKUNyDBzLTDs1JvE/WIYOWhAt5qln+osTHFNg/o646/fHEV8gBgtMlRoo0VyWsI5eIn0+xCL3YULevkN4wmbF9vVs78W9/phMGX7p9EWAGHy2NYOG82psoH9XoDKz7wAx+7oG+jZb/N+JbnWdGYj83Po/d9yUxRA5EzG1Ehonlj22ylLs9ycQv+Ye7pNxkftXkfuiCrUl+KW2hp8RLa6KJElkBzlzwiInYIeYMEgdbZxAlKXlFLcV5sdmbMILjTOI6qGlicqVFjqRsAcSdyITJ3swpzt7pQXEGdhRwQmttZiGluuBgz8ZoFaaJa0ErwHE7k1Rr1ppVBh3M+39fTXZrevSvvgh3zGZrzeQQJbq5x6CHAsyfdsxf7bn9Hz3qqab+T/VWfp9v78zAMkAAJKoHYBEa1WinFDH0fUjCCaa1lgjNSB+7q02eYzplB19c7y/TVF+dhwLs349OnkA79dfeH1/vu6txdnf72Z/jyFULyUgQq1amYI2lKvN/3yUqMCAHucAUCOEF27qGYpLSL3UROd0oIManjpEaMYByqiCsXEADDzRW0xOwQLn3Hfcezza2AAZmqW4gB0nGwGCp7VufqMHNnMpC6uyPnrKYsLIEie5fQ96mPFk+1FmgFKeXBhwG1gAh/9D3pQkjC3FrV1hMHJAHqXZ5MIaG7+sH3rp4+iYfdF38X8PKEalCFQ4UBEqOgruzeyuhamgNAc5vSS4iaLp6rPyY/X4c5Nd98/nPz2hcHxlv/Fnp/E23rqi9u6FbyLjnwD8TmVsl+RMpvMOpGJLJg/uZzhL3VwfpSJr8O2ohg3/B2mxmYMWc3V1VpEQgOwqFZzqaqXKqJmXJDyw5PnjKZei05t6LcWnLO95H7cTr+5K//6t/9+39Tbap1OByk38VSyoL+rqj7dqKaXt9c7WVKZ+G7TOhH5JUBD7XG12gQItokUn+tOp+jANRKlN0bNZC1QCoRhRDgRJc4+oUJ7TK9m196dCW/sTpzfwgRXazGdZXOY3E1P3yedZKaj95UnS+dRh8YuSBDS8t0dnddmPe36vz9P39HxkML6OuPvNzCbNcvnccwz/sFfluLaGbwAnPQneijkuW3ONwvlvU63MnUa621mDsxB+EYQ2KQMEQuJWnLGUzdhdDUucGLFRhqbk3SmIjMyF1VFe7OIgCLsEQiMmqNoWkmOGwOjZrOmUStGG6eXzNjeKt6b5P7AAlBCwfJXNEBzFLO1V2Rz3W6L+OJauHokUmASrg7wwlPn2H/+d6r5KGwQcu5FO+EoBV1Qnf19Fn35OkgEc+eY7dLKQlTx7Qr4xgiYsKODuDBa84TakZIgAEVHLHbxwAixCC7Lsnd3b2IEKkO2fIbSunzT666/U74rRW9u7egrJVBnK24qvYkIgSkhN0+AjUXV8ADqiMmUJK068OoxakaAK6mU2KhYAIlExibCyEQSoVaKGYgC13XJ4kT1DB5o5okMoEHQFq+JxHD2RQVAK29tQFttftGBcTQAo8IoM+fPzUNblwLn8/TLe4nVHfUs3nOOlLqXYJSRBKkHWercORiY3nbo3Tp8MPvP9nt7+xnPgw4nVAURM7C6uTmirkGt/UXcqN1Ca9MQj6v7Blq8sVBXwYT0aWbGZFuteiCt+tcev5ITD9yuVik0eJeNvgs6FXn9b980C7qYxrdH0vqNY7eYABb7m6+qfkrlyjD43299dHh3vof1lrhXLmKJYlRWn6cmtZKRDAmiAdx92k6hRDIMQ4Z4BA7d9RiHEouw3//3/+3X371qxBdgpQySWCUWV+g0a1c8vzapK0vlonjx6lz30b5+XvcoxtB9ACf8G1EA8CFeXADnm+e2ppjT0TrCbBERvyxp36hadk80Ave8O3v6GOjVapt7/yxolpQga93F9frCTM5w0yi2HwerHbfejiAmZtZP3yiD/75uzDem+6vwQxoPWC9e2l37+S+2ulNo9uiztv8taX2O6fRlxV/MTCbiz4jEGqq2uxckdhIY2jJZm8q3dyh2urHFR4ITlB3MauqeSo894wQNCWtxd27lNxbel0gZrgSWZA5MR4AuVWAYA4E5hiFHC247lp1VjMUgpG3kN38fC4h9vlejMx9YY4pel+nO59OAX69PxyeBJj38ShAVQSWPiTNzKYtWztP6Cyg1PF87nsJ0fYHgPH0mfS7ECIjRoS0H7Tr0e1gQ605KyA9dgfEiOKgjHQQHK6jWL3PtU67qxD7a2ZmGiDuVErO2d92fP29T3aW/X/6H09UKyo7uNRqhlK0tu7sQWLfsQSfBq2tLRxu+h2lXtIVxVyNc4FDc9F4lRRm7lWZnBK8IRfHyXe1cuSuk+4q9j1wxjjBa0uU5CZMYALNearEAYDNC7+JLSjQd+yAO2qFNmdaszum8zuRLoY9Ux8l7LqrQEYkXS+15lwzqicR0noeMVUzRr9H2vNYfcrnXAooXt/sP/8Mt+/OZo4BDiM2s0VDk7SWFiuE2LbejJfP63u741Y/+wPsSU2dzyph6fmpm1y55Svv06QswSlwM/BpDlDC3ewSWX+Q4P2+37ZoI52J3ZgWx9FBOueFXL40O+6LYPmWSKS7VVcxixXZlEFiVcnctaoVsWgmDIKYILDIcLq7urpyopqLQVLcpd0uBpvGM1j/5mc/NuT+Kgnxy6/uujXJtin1bYEz8J5eBzYaYauMfwMN+MHzbN/B4k/jERbrH9ZQ1PyL2UOjFWshJ+IH7vhsum3yn93nHN4PXeR3u7fNwvuP8vXXEcxmGrj1pGtoYU2ham+qVf94HeEjNlksjMcxzPWC6/nXrzwyc7YG1/vjfaut/Q5/5Pj1Lpbj1yf90frv99cKLohF+8V1ya5Tv6yP+cVHH8jHVqS/d8D71/BwHj78Pl/qPtvZ5nMycSPqmNclQSsTaSUcDoe+75kFQAxdSj0z932ful2MMYTAHNrMqGrD5Pu+7/o+pOBEpVougxUTEziZerPYmSUEciDGyMxGkCCHvjezaZqOx2MIIbRVRLODLixWNYQQQyRyq60Bs7GTlkwSiRgMLFk2QkzkWrKOmUkTk7hpmfI0RB/qcGtlvLnZPbsKwBsMmgfEABC06FgHoS51UrSe7o/CVH59F/urIP2b12+m8/DsOW4ULB67hCc3oIB3x+P5nZOxIARxCFx1wvkIOLodYsdZOUkCo9gEqrsXT4P78dWr4ajdIcQ+RioITAHPn/Ts3asf5p/9bZlyToGqaykYJ393e/zsCkN2KXbowmG3kzKcJpwm+O3wR//ij+Xwyd3PfnZ7O93eA5jAcpJMqMIWmBIFzLUGxJqHkiVxLzFjENHd83BAPQ+74/1QyvDkENFRV6UUzbnknIsyGvZBXh2ccOhRR+UENcAQAwJBJxCDGHWa6miEbCrNlTfT+2LEJoF9qtVqiOCI4og97s+Ive2vbzqS++M4ThNJ+Gd/+IOf0y/v78fMUECtmnMIoXrzBdmNjJZC4CWYvdiFc5tfgEOI80cXWlYC4DR3rL7sdDA1u5AEWIQACzaKedXuq1ioRZf91Zx7x+yAfoD7EqAY46Md2nBvSgEwZpm7DDfMFY3xUOfLb+TepkQsQczm/QvMQTTmNXtRzcxJZ/tbqFrhxk7N1NAXZgZT7HZO7CQAS3CmoFQs13QIh6tdnvTJD16U6ne35yBpGk8xxv/P//Df/dVf/2WINk2nwPrk6T7nkfQiNudLsotj2QR/29RLHoCuAmp5LAS01ONL3tJ6tnphVH0gJzf5vKvH9UAIb6QfXRAX3+oHdgc2jXbWpwnAbE4ma0odwBz0Uazq3LeMewv1zHytZmtzq+14iKA/+GRZpRdDcOv6f0wFfEz+r23aw1adf+BczTMiLDX4H1U167c2RtDmNMtj+NDq/09rPDThW2j5vbLXf7zxXUEQd6WHkF1bN7WauzMFIlK1WhVOMaSY+hCCEVe1XArFPjkR8dXVlXR9jJ2IuMHIG7lHQx2b4BAWZgohzJXszRdvT1+YmAKSjSO5NVrDpqEDL16XVVXhpd6i/W9OT3CHVlulLTsDBFdS0mK1mhbPA0r28o79zJZtKsNp6mnKZ80TmGF1pt2ce1yYqeLtV/729W0IdyEEZhAggpkZuUUHCIC6F2KECC/FrWELXLOMRKbIEytsl8/ummu5etIjdcjDyaZf/z2+/wN6EnswUCyyRrEk+YffvxqPb4mQddICF+QJd/e1XoXsMlURDSmwCZwHZUza//rLY67lJz99+fo1TieQgFlHOTN5cEswZxCDWQgcmSpZcWSfsnEiZzEX+AgI1HA/luOxkB69Ig9obN0KMEO6cHUINy+unjw9/PLvXy2ddYiI2F2tuPvp2MRxYapuUU3MSNVHiq7wUmLU5BThDJCiNO4rRqgukSWljkMIqdr4+z94EcL9T3969/YWITohnKYsIc0WXHsUSw7bUpp1AUyxTVTeVJ01Tf8IM1u7lBoYqzgipkU6bf6VZceRzwVBtPU4Fmn+4M/l4w/kReMSGmgrStavO7xRui9bdCaOBeb4t4NsSXgxMwLpXCzKIuLEa3l0CO0GjVwMaiaqWmsNyQEIqHU5IrUqzMxp7+fTrVkMqXbxkJINpymEMA73P/v53wzjvVNOHWkp1TIJRLaOB+a4CGAfSPK+sFC8/2J1OTYP6xsDox9UH4/e2YYlVrG84e7VORFhYR1q0Mh6qY8vaXX2HlkYF5/+EZ792x5hG1eYrcD1ZrhJzvlTZnbXRzbIB8elXvPhM1sX9GZl/5MP54eG04oifeT4b6NBv7a/0D/s+BiG8bHRnuliHl/MQGrlK0QtSmoGEdntdpI6DgHEaqiOYAaWENKuP1BMHLgFmswqAMKcYYclzi0SGvlM13VtqasqsZAwE4HJlnr0xhjTytWEZg/GXYVYwkztambSsjPnHmvuLUfOYF7Ji7hqGcd8KsNRp1FrwfGLMrzRcprsdO8501SzuzUPEgZEsoiik47nOpzw7oTzGcT+7Hl59jx0MTkyEXK28XTuWcBhOo+5ZHdIAILZ0kCzTFzVchZJFLvu/l4Laui6nezLhK9e3f305/j1z+GphqsUI4EmiiSE/c7/2T976u6cbl++9vEWBpSK6YjXt7XPqGTecQ1xUn93HO6POP/qrPjb89nfvvX7M6yxEBOGkoVc4M5gQjBSIiM3MoNXrTljLEhKQiSBuqsdIuo45BHjgOkIKKIgESBgchJ3uJFLUO4ZXUZWd5hz4l5EoifTLJzNoAo1d8tGwhIcqOZqqqbFvMI7ogBvOJE10DzW2LGrNw7f4Pl7v//DqydP37z9929uLQQOEo/jRETWwLDmS8yhLzRIyZdMJVpystx9Vef+IeDd5+7jwJzWvgiix50k2P3hLlsi7ttEufX8re73oToHHuqDTVHJJa5vVhtX5xK7ZYDc1cFb8diKQm3VKGatQkRbQ4Tm6C+sTQ6IcJxLq70lr5mqljqezu4UQiATCUGEU+pCirncldIFiW9evrm6FuH05vXL1MlUjn/1V/++6uBcd108Hc+kaFTNmF3kpdLXAWdqZWMPVK0DFw2yzg8tAPCjuXo/gvw1Y6tENy++QZ0/ON5aouUKsehybb6cHwBCuPS2Wb++PugVe3/ISfIdBn3Haudv/I1w6Uq0/sRqWzma70ULt7z7gkh8KIyBZdW+v76xLO5/cF3+j20ZvHf+1Rb9x/3dj2vu7xqn2Z7w4sr0u05EzFCyNo68lPqu21URiITYSepC7FLapdR33V5BbC0abliYGZh5zQ5txTDM3HAkia06zrgR8HEAAEIIQVUd2ig7Wha7MHHjPTRrnYJZWpn70lbH3c0cTkbO6sKwQq7i1eqYj2+HuzfD6Wi11OPPznev8vl4womGoadJwERcdM5A8UDmrpMNRzSa9+GEECFMXToEVnNjoXEsb8aB3w4EqdXGM0zBBI7agohOlmsh9WqWOGXUAlOomOS3dXr97mc/P/7kp5AJ/Ut0V+XFi13fh1q9T3LzNDn49+vOY1U6HidMBeqoFb/8Cv2+nhSZY1/oPNUvv8KrNzgeMU1WFRLAgWJjyHOoestRMsAqVLy14GYGzK2iFJQBdefaUYzh6WfPa5lO93fT6Uxc8oRSECNGhbCHwB5cHeOk98e3nEp/oJPbOMCyWZoOuxsmMddnT59VHYdhOI9QB4nCVRXZyKHuViuKIlfvesQICTBgIhCXaVJzB3vMJfSCZFf7uN+lGEZm4iApJWdqWLtZgwmJnbCkWa1SlRfOMnsgwd/jdcFFbRtmDgYATrxmXM7ZGg9Z4QjsF3W+jg9oKVrw5Pb2o+tcP2r9DtzYmYDG3s/Lj6o7LUkMNvd2WwK9q872jebcnr9Z1CmlEEII0VqdOLXcFaiVZoUzcxAJMfZ913W9h/zJi+cSrv7mb34V4vTpJ8/fvbsj0i+++NWXX/16f9WN4xAidX2sgaiFwmaEy+ZHA6A1RLBHgT/CEo58301vunCdpUZstT3gkeD9oO5YXVBs1Pli2z1+UtvxvnR1J8ysAIuh4nBvK+4xftD0OxEexVz+CbzUj6mF9f1AK2/t4mi+N2m65hRvH8wjFOIRyrTqdX8Agv0njbf/TgyzD0/gx/Ib2tg+vmZvpti7+ziOgdj0KkhqJHCVQkh9Ohx2/SH2u76/2u2vut1eq7vp0k6KSBjiJM09aG+ElVeOGM01YQ7Mtf10M2NjjCDT2i7DAGE4ETcVBJvjSkQk5C2lzgHSVpxWDYCzQ9k1sJErdKjD/fnd6/P92zJNVr7I41Gne9QBPk0+BtYgHFJsl+QUGumrm5piHADHrsfV4el+v4eN5hwC13K8e1eP9wA0yCwYhEGptuYogFd3NyRSlXoaS3UMBcdXtdp5LHj5Fi9f48UBv3oJjvec9p+mK7KJA+PZobx+dbjBDyidRnr1zvM94Eze3Y3DuWK0el/uui5MJb9+g7e3iIJcoAaWzhW5ZjUHQQ4i7gJlgwABYLjASebuCjaiROQzukhGAfsUlHovErjvi9bjuwqJKLURqlqLOFBorCH10997ml4fcz7fDaCpxFAjcaloXXBTH8C1GLTieMI4QTEKwxmaMRVME6wCO8iuIy+AF1eKFQAH1FrBuH/5q/MohNz3yJat1q7rsq703Yu7CwLYtFykEGRxsHnlYV4z5S56+sP7hZs6b3861tdbyX3ZNW3fzUj+A2aOD2v0raJ9gN/OB8yoO7XWq5fAAa1dZDDzHwdsBS8uGhEtUKLKxEQUQiCJLQNGpO1MIWGJnYQUUopdH0Jgh1lV5Vorcw7B7+7exYRadTpPx+NZVbs+/vVP/qbW8ebJQe3OPMeOY+yGYWg+q+pioMyamIkax+jM63yZ52WCl1tYX1zCEz6nN12U8VZ/v69iHiqR9+gHPqrOmyVHD8MBa5WatwahD79yYe1dzn/Rj21xYqHw+h3RbBted+c1U2k7VjtowakuvAebA0AfqOYEFo3+PkLyDzX+yX3098Z3DGx/y/ExH/273i5dukE8iACVUtwDARKogeRtSHfodrurq5u+34eYunTodvsu9WPJRAInaCseVhcxdk8XvpoU+5BkzZHELHeCQhsyZ4YQeW2MwYuYMzNZOGR4ttlr+9TUmFtr4Hl3qRubhQDXSafTdD6W010+3U7HN3kayN9aGWGl5GxTFtUAI/a+FyeX4DHCGJq9FnjFcEbq0HVBRLR6q9wLIQr3Wo7DGXB0CVEQQoihcz5JQKuF5oJqoAgK5cWTfaX469enl1/WL1+iAgAZeSac74EvsD8MMcYn10HhgfLx/CYmun52/eKzePXrfH+GeQTvJHLV6e19fXu2ELMBJcMcoJ4lgrhWmGWDEyMEkCWCRkIkDUAkJENwDk6BAkO5uI8oJ2SBmN8e30SWXMcY+bC7Ot4eb9/CBVdPwMYQtERfCpAAFgVPaY/+CqcjpglxqOg6onB3d7fbU9qF3T5ApFRDGMYCMTCDDNlndRqJI5JPIBaCMjkTJCEImGiq/uqrV8MEkXB9429uUTSH7lpz1RZmcYfM4SJ3ar1lZ6lNq8bglRSB3nPQt8NWKc+XgLBvtcJFHm5P84G6rM0Wo0f/rrj9BzzOD12buxMtzdzbFS1n/rBQdaeZq/HyQ8zMIi1xoPE2i4jExCGxxBaAz+NkyQJ6kdj2XZ6GL379sk8v+v4FEb15864ULQU/+clfpy6SlL4PueRIQs45U6BkZkS1scps9C65+6rUL5ODx5OznbTLc1lQ69ZMZNXlj1zz7YvlcT1EizcGweb0j1U70UWvr4pvtUUehFw+RGHijoU77/LvP834uI8+fxA+9CkvvAHA5XK/7VU/gpsuDYDfw+e/5Ql/R8dv6fK/67TNvkOrF5vDQW5mwzDs9/vDfn+1219d3RwO19dXT66vrunJ02633/WHGBPAEmJLo2UNsx+CADPAfFNI2VyEEEIIsoRXmJmdyJbF0BR/MNWVQnnJajGv5MRLaEBVYfMpzIxwoZZxd6hVUjGz6TQdX5/evDy+ezUc35XhpGVSu0ctVIqXatlQSZ0BG04TGCGi35lGJjNVmKHr0O84hHA+nw2nLnoIUrK9fXM83kMLggAeTIVCF8PO5RQTdV3HjGEazxOMwB1++M8+RXhC+7uff/Gz0wQ1Tukzp1DxCxccR/ziV3csRtTF5L2+bq2QUz89fZ6ePstv3+A8CnkPETMq9ZSLU57b+7LszkNg2rlx1QKvEmMIhQiUqVHhB4ZAA0sAdSRUNTBFCqwV2XVEEWK1l198cbXvXct1v9+HDpFIPPa47vdzLoSYY1RWFpiWN3e3u5iePDsMp9PtgPM4kXMXaapFEgUTTtTt4o47sDvG23ctuA4G+oQkIUoihVcjISZh1hQ8MkdhEhSuVQHCzVVfEcYyHYc5qDNj160KfDZNkUJqleo+gzzeHNxFZ1zqUAgboQughc+xWUjtxcbndl/pyGlNI8VGQ2+3Pa3JXQseuYUw3/cm58C/NNd8JVjZ6sUWsOAVcgfmVpMXV3dBfBc/ag1/zVZyKUXQOi2F2dQOQUJUd6s66aRuJHG93xi436Uk6fnz5zmnqrLb7//2Z3/51Vdf7Xa72/vX1zeHcQTMTH2321GJm6Sw2jxYn7PB2cywkJLNU7GBLh69WP/1hawXgNaLplifMhG1yOAj4fYICX/44qPZyr6aA6tSJ1s0N60+9/bXNj/tqwe7XsP2Mr6rfOaP6NWPWQn+Tee/+OgPF+X8/4uHjeWYbzidvx/teGhJPfq5/1THb+/av+u8LXvvgrc3jT6O4+Fw2O/311fXV1dX+/3+cDjc3Nzws+cppRR7Iq7qs1/ehCaEiZ1MRABp3dZmMvim9WeeGVPVvu+ZWw6dmdvafZVrWa7ngqGxzQxg1GJTLUVO5MJUCLDD5vWjbjVrzufz+fbu+O7t6fZ2Gu5rHq2OYz2Kg7VydTYChACzOk0GgRlEvGMOhCSE4E+fPkkdsZRhOOfquw4hAMAXXyAPjU6V4NGM3aLwLuy47/vDYRcidZPzcRoVFBETcOhvnvH+cJXSsdpzkqdWxekXu31ELW/eok/HpzceU371rnzyGVgQku6v+qtrTjvLNZnGKRdHIOmDTHOk0tkhY6YupkCB4AZxR55QFIdkRE4MFxPi4BQRhAiqREyO4NG12uQlKDne3oJoFMI+lRkrFex24rAoabfr+n1EKNVOikmCjm676/3u6kk+x+Prd+f7ijpgJyRUip9OFRMOVg5XN/0uXj0pr15pGZEHCGHfgUFedaoaAzMRqUGcGpUwnNxThAMdOuInzuH+fC6mddYDBICYV42OJVq0xHHn9qbLvriodqwA9UdE44qmbj92921Z+TIa3d5sp64QOgCCKPL723NjAaxunPvDK1kJFlbt/lBIzjfS1KcvtbhNwZu7tbZGTCLCS1M1M3OvAFRmwgla2J9uDldTrmOp7q3FVMZEpZSx3u52TxkyDMPxOFxdv1DTf/Wv/tU0TU+fxenV9PzF8xh5GoaS6263q/6AdGWGFja530Bj67gEI/CeLl/l0vbFPP/82C//TuMbv/UQRX+ANLeoOdEDfbeKW9qEf9bnu3lkl6/8dkfwLWXMwggLgFncnTYUPO4tvMnuLb8Rs8AB3LH22btQJbsDaCjZ5kGuH/rWcV+nRuclcbmoBVZj95lPuZ1QnIho8rktAcEIxt5er4MVbk7mNCdnct1CJRfD+yNP4mOZiB9bOR+LZz8uVFyGzmJnPt2ap2MEWdTxtgQn17LdANhgU9t7WO8xw1NwZ9ZsWsFATKlLO4ld9jTR1fUP/+R7f/KnNz/8vfLs6f1+92L/zIAJxMTSCQsV91xO6iVIaCXmrSKuhet0yQ0Z8zDUUURii+V10c3cLBKIAql7LlArqVZRDRVq6k5ixMLMwiBzQgUQxQXCzMSWp16dqILJqemHcrRyonocb788vf756fUvy/ElpvtYB7fipFYqaxZUYSeAFMTIFU+f4NkzdNFRR6lugpiQrm4NKAojkGDMePsLvP0C+4CrHrt+7+qjZk9GXeVe92z9/jzwwCHunj497Y/D23PYPfnxV/WP/ujTt+Orl3eTdIC+reXu6c3NSOSkcYcQ8NJgL08/iPtPPv3kq8KHdDiNu5d3d/c+1t1keCf8rpznZUcKdkBbA+7T/gDg6ObCLk1nGDrByENgEFMSMhZ1quqBlVFjcgmaW3w9hcJhzOUHJ9AZVzfUa/jyy6+mCTdPcaza7+DJqcsVEK0xoI+BUlefX/8i02c3n3/6f/jf/9uf/p80eYHkgh36MhZMVYHjcd/1V9VkGK6Hl69UC+ASSQuNVkJE2lOVOhnMIY4dYR9D1/cSuR/jPlJh7a/o8+/318/yv/vJq69ee4zPql7XmszZSSlWlkKsKJUAdjIDOYmLu5uza/OVBO5Y0sncW8I8iMQfKA+epdRj6moCc3PwL/8Bs48IWRVkA5nNnaVrX5u3LVOLS1af61ptFqe81mf7nLs+56kzEUi6LtVqY66lFDNreJaILFXUs8ahGZamwOTkjNZTAU2tCqEIKjm7CcgVOtpOJPV7pVRBLiwhOPg0TlJq13Uvuh/SJFP2w3O+3lMtb169+eLN25/tdj7l8+eff2aWRaTf71NvMMu9qqpkyOQ5WymqamQupO4mD/nrAIgcVvOL5nZnczvHGWXRjQAkSp2azV2qV7AFAM+0AmgIzQdlKYALuSx9uAna12SWbX3ajVaiRZzOehAAM1T94Xfn148u7WM/tx5mHzngY/qI6EJDtOkZf/mhsBYRfNCMemDzfiAr4Ruu+59qbKflkvXg7SNiArXOF/iAAf4bjo8/qt88qMKbqZbFtuUHGTeXqo+tOsfHffc+ujtUjZkkUsAqKfDixYs/+qM/+oM/+IMXL15cXV3d3Nzsrw4zSL+AeBf7aalSI5r3ZHtn1++ag+5k1WcGSne7v78HEJiFEENo1okx2dJvOIQAd+ZZpKlWWcL9RASHuXr1GJK7A0aNhbjJYEYuU81jzqOW4mpwNVNU1VZcaiBzsqYRoY7DHrsdUuqESWtxV2ZwQtzRVDxEdPtgLrdvJi2IAbsOMSTmYK7kXtXHcVLWsMM0IHbSpT2hh5U8DudpCt3ui69ev/zq7TgWErBDNY/Tka44BArRgzgHFMP96UxcY5JhHEn627thHKe2ahTY7dCqwqzOTOlGrar6gT+BBX+7iJLl03klCIoqCBRAASBzKIuEpLWimuc6G5mB2NhgjWafKbCBqlrsCLG7uXoxnTXIHgXwYLVUrWOBF+2ih0gQLmrT8TSc9Xga2S/eFc2hFgoRCpXYOGehinGcSDhxvH7+2fl8P5xPVXDV70IIcC5ZJa7ilRZdLES2MMY4MzeHorFe0dxIrTlbrktJTpx9gAtQ37Ka14qy7WYhEvtA96yP7uivAcxWZ315ZLPbvdmttNlirVsrmDnG6EtGnrv74mr72meBgFaezmJmXt2N1PK8Q7t+rfwkMyNr2vF6vw9RjRBiJKJqCiCEUGvtdx2751pAcbfb3d3dTWOhWf0KU3QG1IzM2d3qfP6qIrFltrSn4+4wX3H4ZSaYlt6jmwd6mbqVGgsLxDu7MczuF97eD6rMrT/9sXf+cxvh/drxrQv4cAnOavI9+OifYhIfufLNelr02Wxvt7d58XpXOGt2dNtm9hU2uVz/bzA+tpm/q0Z/EORYdPkS+6algJxkAUtMHtTjLtPy0fMz8zQZHH1iITGFqhbTp9dP/uAP/uDP/1f/8vPv/aA7XO33+67rYoyotlK6zq0dmJv0bD+6eOGxrZzUdSEEicFdi6mqgomYcs5EhNaP2Yzn+Xdzc9fWAIVgc2+X+fqNiJlc0FLhvHX6csDcyBVevI5WBpRhOt1Np/vpdF+mk9eRtWrNWiaFo7oVQhUUI3VVmGN/hS7uunjFUOejswXyQFwqYL7bdTdPXpRst6+/Itj1NYISkUDNm89mqBmGOgBOCJPvjLLam7f28qUfhzHrFz//u+OXXx7fvkXXIUSOyTiYBKYAiRyTpgQSjAV6zDHi9jQ4cB4wVeyusLtGjN10H2utpWiedO3jt+7ElbMZy7qluY+Jo7E0t95l7CIwQBkpQiIqjJn7vpPOstVJgapmJkzMJAYha6X+EoKaZlDkGPvDvn8ueWLvcUbwTg1uZlWzeiAJQZiCO5eiY87jWHcefN5iTW44s4TATBQSSaJiOVeMIwxDNcVTcffz+VzH87n423MtRWWBp5i5uXbETNS6p/PiOTmJw4jdnZicG4qocBjJvC8ItPiCy7hs0ofB8tmHtgdZ1kQyTzxtKSv4fUPq/X3XXKd1KjbnXKA3YBFiVuvMtygiMwBgczvU2bMSxlxETVikgcLJuEJn6UbE0RZ6OoMqQWuttdZSijvxEhqjxfjOZv0VM3sphWOQGP7+7//+fD5z66bOgUWEkru7tgYQY60VYFcAlUhUlXS+YLjb6lpT+50Ld55vGtgwMQhm5ny5WSJaPYrlK/Ro9lY5+UjW0kNU/D/bccmMe19FfY2PPtu6y7R+jVL8j/FZv+aEm6ttUs/IQfxg261XRg6DLhl/H4jQfPDN3/TyPvz+x9Eecve54J+afCYCtYqUFXhfPoUtyeGPrvljFkYt6oYoCBJh5G7SxZvrp3/653/+x3/65z/6wz+6url2Cd1ux8zTNHUSm/+9BCovBZeqCqCp867reO4KzE3HEwVxayYVM+VxIqLALE2ANKYLVYkuS6Fk2/oCwLwLsZEtkM9gCjtDQLUCzq6wrHXM430dbut0d757Pdy/ns53dTpRnbxmq7nmSZlQiQpZCaSutVo1c+QRppG4Z64hqqm7lerG6A5d2F/d7OOT+zwK9zGcubCZm1lhg0ASuxgzzJAzpgJileNYUV69O/7yK9yfMRUgHI9nVEXfg8RjTyHAApEAQiFJt0ffKUc4YX8VxlzPR5wnkODqSdztb7q0/0KPlAmAqouaOwhgl6LqTq3F6uqd06VrIpxgZEYEdmenGOAVEdIzxE08HbqnL54O45vsVSuFSEwCdnIjhQusWtUsypWoqKPYdVZ9U4/vyuinvYhlgUV2uOVqNsHcwZUcXpTg3HUduVLj1KOGMKPRUoWOY5KQREDQKVfUChvy7ZvXU8m52LHgzfn17QnjhMPh+jQuK18A8BxYd56hRmsMsW5z51/SpjibfuBFqBuJ8EZYYeus08LstnQJWLfwxb9cFimYwupVrloZWEzyza5fjudl2z8g7l5260w6u0THfM78mjXZBZ+4uFLugJs5ETucpDEM8awAOawV3tvRHPRa6+3tLUsMXQqqNLOKgIg0cC6lmCdJRHR7e/vXP/lJqVMXWDhKkBQg7fq1zZkIVzeBCnwiiInTwpHquvKgzsl67GG1qBqQvipvdxcJCyC/Jv3hfY3uS/fxZUpXLYAFFXc8VOofG5tzYHkWH8Wev+b939kRzC4ie/tia6jiPe3+Wxnul7TC9dkDADXL1aSxRFyIKeBw9kbNS97aIdAD+24Nn3zX8bG68O865qhdk85NlzPLotEvXMbL4xDG1s9YNvxHz0/EMSKyAAzGzc3N7//+H/7e7//hX/zFf/G9H/zekydPOHWxS/3+QMLjOHqA0+Y/wOBMkBgAiAgHAROY5nSlBf51JoG0hB1mstQ6rMzXtoqYQFxmBV9gDmmsXc4c4O5q7faYACJmjqJmal7Upjoep+Ob4e5Nmd5Oxzfl+K4M95bPoqNbNp1gxcxRPRi7ARWmDXasIzBN5MYcksik5KVCM64T7furFA7nU7m/m1AjPIxT3UmE2ZwwAheGEphQFVVBHMuob++GV+9we8ZYkPZwR0roGSRQqw6AsqSOWEnMAyESd8JBmXB4euOn06RTJAQghsSB1IsIeSQ1YgUpiTuBAWq19wY4iOwCTppoQ+TnnnjiHsgZBVUYnOARCB4SXz27ev695//hr99MBT24R4iB2ZXcCmAZZnCuxhN1nYrcjvXt+Pr4E799d47o9+HJ7asjVUocoMawMrqftVF0myAIQiMJdoPPbUtVUYqxGMdQq3Pw1KcUd9XKOE3TVF+9euXCTpQiSFLIyqMZJ4Cd4OzkvHjTDBgausuMWRqwu0NInNe89zljBm0ZXWxfIrK5DzJKrkuj4Ysb/WhrrrsMzpCLG7Nq2c0u2+Kam3fe8yWJaOWXxdw7ZtbW7tSI5BZq9FY/DaDdGszMaE6Ok9ZvgghMTDJbA5czzxdjsyGtqDWQNLUaQogxppREBLCi1TmkXU8sf/PXP/nlr34RQmA2Zk4SUqDIAmcwuaOSEnHrugBICOrubDyny+kjuUS72DWTopRSa52j4+5rlZoTK1QbYN9wdmqx6jb/tNVQthG7y5vz60dK/evH6oX+djXaP8Zo/dHXGvlN+vGGnmn7BX8PZ/r6OfnY/H7XqfzgedyduNFEestOYCKQtZ5NrdPu4sa0SpdtU6Dv9PvfdnzX014yORa8fWFwmbX5JY5OBEDpMWryTTYmEZGqm+n19fUf/uiP/uIv/tc/+qN//umnn/b7g7rBrPG2gmnttzb7GdwUKwHo+77ZznP/lcZG6c5LuZqbmzUeGPcliulAg+oIIGEBgLKibwSwg4kCEVxhPj80NwexA26RavWqZcjD/XR6Ox5fD/cv63A7HV/adI96go6qA2mGKqHSkj7JjcHD2A2tB3utNk2FhNyrUi0GVbx5PZ7HSuE4ZB8nN2NAgBpTIlOGGmuFz5fGcOq6Pu6uno6Zvnz9y+PZzFo7czZQlxjsWas5QmjdzY2ZEZTEnVnJWIiCvzveT6UYoztwkB041aJjzhyJycUgStKob8nciAVO5OqMxZaipTJoBo/NmZ3MhLVp1YAiILaY0N108SpawrtBS4YL78ECiDgbhAEGBA4Qx/3NU0q7l2/f/vrLV7/697+6u0UADvHV/ZuaGJ6S1rzvxaGqUMdUoY6ux46mvezdjUAiDjEQzJAVorWMUC+UeJ92iToH13p/vleOCgmHmyfd1VPu8zHf3h2r+gofOhra3MB2mjV3o/6fLWFAQlwVfPNADQ4n07yoYfEllRpOJhdH/IGgWylrLluIQdClSxPBZght46i/76P74nDiIuuaXU6PDsNsrDQF7MvWk5lflhvhO5uZAm4+6zRVAxMpgQBtrdGZLxlFzS8mWFOoHNPqGLh7o6AIIRQrpWi/61Ofxqw//vGPT8P56bM9cw0UhDlIjCTk4kRkNMoED25ClpnS7GaA7dJ7+kGuUi/RzEopOeecc9PrZmZLCfg8D1BvHsSmP/qKUjR9tKj2LfD+AV3+TfKwfffyzrc5/v3xO2sJfLAeHcADRxCbSN7FjwcAbJLhPzL+4e68/ej6SNrFMAhkDdnl1uQZTOTMBHDLkXJzGDkZL/b4o8f/LS27B7f1D3RfK96OFjVY/HJmJgcvXvoqYMpCRIyHGr1B4h+4TpshrL7v/+D3f/QX/5v/7Z/8yZ/cXD/p9wfiYIQkQsRmJiR9v2e+2MjMvNpATdnHGEWEGXMpGnOD/Ywwm0wtdU1YACMzNVw60RIFKTmrKmCBZSZ15zYJPoMTbUmqmVczdS81n4fju/Pd29P9q+H4upzf+XSfT29ZB9FMXkwzdIRXFlCthAYigNHUnwHmjmka7k5e3ULIIWHHsITbNzi+qtMcxgRxDB77/RUHEji8WOOrdnAARVAMT589/70/+OfnCa/u8hdvviQAkPNgYCSCw1UROuwORAQT52Cxk9AxR1Di2EEChlJKQXVEcY5EDHVDrSF1YDNQMFIlM1eHmVLgOWerFfrNVehsrq0hgxOc3ASVTQSxBwkKA4TQgXdyrMfTy/N9rrUiOoqDHcGdmVMyVUCgAHE6PPkUTz9JmV/fvZruke+gAMUqBBEOIlrhTBKkTyCx8+TDhNYbgYhEBOQhMLcwDMMdRaGO7DA5G4GYz+NwGqEFQiBXKo4JeULJUGP3ZpspEGZ6TgOIdMlBd58jEmiuOQkT3Mlp0QruIJAwNZ3tM5cwjLBgTs0/pln/Pfa8gTmzHLMknDutERjuvMJrHxoXhb34grT0GZqd1LlByOVNzLF8X4LrLRjQ5PCMZTeQ0ZcMXydG040wbxzKYRNHh8GVauVSKBQJiVQbEN+i8iLiASGk/X5f3c7n41/9zY+JXLXGQMwsxIGEOZIFcnZHDD2hujGZBLGZzIa4XaxQy6idU/PcvXXEa0p9HMfzcBzHMecsswveDCx1Y4e5P9CsNLcaWSfw8VR/TKn/5zzW4BAe6Qlf1t1m/JZR9w8OWvq5C6EpI4LRml3ZiOjZKtxnQ/If5hb+QTCG9094SXffskG9V/6ITRykjVo/XK0RQ2ou+ItPP//nf/Knf/5n//L5Jy/GMUtIFGTXH3aHfetEycx9v891Ws/PzMRLQN02NeWMBtyFEKaSl0tggJwoxhhiy8JVRSVvSPF8YzVP7s6gVkYrxNzkjlNkSjGJMJlrzaV4Nfc6lOk4Ht/e33413r0p5zdejlSPPt4TZcZEyPCsWkEqxIwCcgYRWFiczLg2ZCmXeh6PRri6wr5HvAIb+iS//kpPGRQA4Wmqkanb79QrUSEomqMs4ABJoB1uPjn0P/pBP8nN3/6C4pdVkdUkJDCRBHAGa0rUdZ1qLVRFmCNJz2lHqefQU0zouRuGYRhUzQc9s6VqVlEpRmZnd1bnYqhwhgMshkYoL81xV+Lg5NSiSwxlKLsyTGBi3ZO9+VCqKyMFlFhO4/H2FmeHOybXyV3cKjxykGDDaESoBKqEeI3Dc6Ovbm/xpI++K+yIghRSF7oUIrPVOoUY+t0+7TlMJ9yX0hKT21IQkQgmZiiolR7BDHWCOsZ6dsIwYRzBjj4AROd35+lNfX2bjxPF3dU0YE4iIIM1vchuCiE09QU0dWhgoBHztpT9tt3IHU4IMndZncO3aJrDl8KwGQH2FpZ/LPAuGXAt6wuAG5bCq6+Th8uZ5i38SCH50t8Y8MZla4tv2hxTdzeFuXMwtGKeFn0gRgscSpTW9aw1G2llYAyyBxrdDbSE0lWVzbR5uuOMZkuXDjd9SOl4HO+O919+9YUITdPQ930zleDMHhniFgAwBxEKgcmDzR0XY6uYYubAYUHLXVVNgTK1G0+pMLOq5qkCeRVu20L2rdP4vnhcZ/H9Y/4XXb6Oi4++dcdxmcEPf22dwc23PvILl2SQD5jA2/e/5pEsv/UA3ZrViMzKr3lmQmAORB5jMIOYldYQBEYED6LFsETBG7CNr1W3jyIulyv5jh1TPjaVTBtbFQDmfie+9AJvuNwKmTg9aNaLZfvGGKcpO5BiiDHOG5i563bn8/n6+smf/smf/fG/+JPYJTXcPHnmTCn2qe9iTBKjiBBJrTWk2CCy9vWUYtd1XQgOJWESDqk56kJE6tb3/ZzFAG3GlS95+MzMMcII5m5W3dnRdV0pBWbMRI5aRlcj9i4mVS1wqAiDiAI3kVWn093du9fj6Z3VE9no5YR62gXVMpThznQQttSJqZWSW31DjP5kH4PH6TwNA9jRXaEQKODqKV48TX2szBYJT64/zXh1LvV2gE5GAASj61WSUkoQ7K4QgOOErNgJLGSEgvHN/Zv89vimAc6xC0WNRAwKptgLBMVq6oJaTR36XVSbzpNRl1LolLy6KhsliLX1VEPgGGMhO98dzyMY6A5ipNXg3hSWS2hkum39VQckBrcKAgmUkOFJfLeTiTKx91e4eX7o9pzrWAzhBp/cfH46vhvG6fX9fe5QAzTwvpP+is9jzQ4u8uqXr8df3P3sV184MByLFZih3yNGNi3H8+Bm/X6nOpVSoqfrm8OT53Ye7r78EtmmEJjIG4dYDOh3HDqUYp983oeUTnk8nfObdzgNSAkG3B9hZNXHoZRhCtVTPasqOxm4tv4fc6M2Smh90JcIqzs117wFp1u/sdbTbAaQcMnGMl33zkV8uZFTKx5zXPgnFpbZ5U9nBwgzng9zgxoUPcXmOcwnZMIcnm85+q1nTkMHWmoZt6bmHCTGjpm1etHqDjcy0hmDbAmBrU6M4OZzjAFz7bOqkpBQpBiYAhpI4yQiMaaUkoQADoQA5lprx5xzLqYSQoyx+TwpJYphmqZxzO7+l//u//vq1VeffvbMoTlPQuJB5u3sQiBCgAcmCaJkbGTMHGNKrVsih8CyEEPNE1LO90udQQohtdgHEeUyNlhRhIjCWlMTlzaMNPPhUSmloXrLaA9xlasPUgcuD+xhlS8ueu3xkY8O+JaWwW+Mxs+JGQ8UWfv3kX75wKd4mL+1fb0qkI+i7h8bK/z76Mrev8M5QfLbn3nuhrSi64/nd42hPIiCzC4KNeYsbhsZHCWYuHtgNzUE9Wpm5hSap365rvexiH/isf46LcWBDaxbg28G8Kab0/aCty9aEwUAjaSiva9qu93++fMXz59/sjtcSdtUTDH1EkNz/djdbKbWaM56q1mnhYe1lBLTpZ5N5BJxhzC3RFZTXVLfm7Hl5K0wuIXDGs7GtSU4OTV2JneHsrcwMUHNHKYG86pZVe18ytO55rNOZ5uONt7V8Z2Us9Z71IFsgpdmLNSaVTV2YMZekIIHrWw1CJRx/TxVzmmHp8+6w3UM5OTGACmHPvCuUkEekQuiFSM/XF3PTKsJgdAnVEdxCPv9cM9f/uqr1+c3d69HBQQQc4IzWvsukDrBiQ16uELqSCICCzHU63kwCW6mbT+KQFhEJHAUiXeWexOIsrMptXSQGjAMc3qYw0Hb/bZUuDFImoOOyu5JSBAOQfbEOwkQmHewqjFTGGwaDR2gAo/RQ0fknqdpsOHdeCr3I+LxbbGJ931HPtQKJ1TNtuQt1lolJbCchym5P/vkELurYTzuyk6EWIxQQMZBW1Pt/XV3/eRJt0t7vU53x3G6rYbdAQDOI45HDCOUFeHgGk/niWKPVhTlbgpqiT1ExXLbFATB3IqX4DyWCsDnpMpZmJATBQLAEsyskbJsa8Ng5DB4SxpvKPYWoVyR8DbFW2nNy/5SaiEzIqKWo9t6qDRyN9skHjWgew7bt17GBCFSImF2b2SkaHkIc2RQyWZOlVWyEzmz1RZ+cG5cVBKEGc5xHanjkIJ0HCJLlNQRB8jKsDu70VfX1+7UhXh/f/rX/92/EqHb2zdX1ynEQNz2YgGEPYiDQcxiZq0occZiYoNtZo2+UFnMP8Fd3tYNppRS6rcpcs0AWuVG3TDyrnJu9fqak0mbaPq3kavf7Hb+/8VoavE7a/Q2HiihjVmxSeFazYqPZRw8CGNfQJjW6O3S6egDuQzzVzaFI0TOIGZiQhAmohCFiECsIFMUrbm26uo55Lx6urMC/S3FExS+ugK83I+5CzOWIpN22BIJ/IAuB9BSWJl59c7b1qqTPnvx5Pvf++Hnn3//6nATY8cxhNiFLolEvjgQc3i+1kpE7VSb/YOWELe82VyBGIKU2W6+WBsGN/fIYjBi9rl5xkKH1zpaN14vGMypRRRVGxBh5NwIrqu66nm4H6dzLaPWycuo+WTTyco969ltghcmM6+1qLqBPDCSoA9IUkVdyPo9EHF4Kh5T2svVTdz1TGZWlc2Q+rDrJI2VMSiGCZS9aDncTPvEEtkiJPKO6Zz1NFhUfPnq3a9fnd68OX/1GlkROxipJCEBMyiAhWNCShwjy4ElUAzU7Xdgq3rOWoXADJYGIcOtaq1GhSpVN47eE+CUJ6cCFlBASHCDK2Bwg/uSgWE0WxICD0CACmowT5A+ynWkvSAZgbsYY4zTFMYq04iaMRKSg9TqpF7p/mTvbutUjx5r9TRk4xJTtwdxqZm8gp0IQYQ5jNN06JIj5GlweBdTf9jncnz78ykFDhESXMhFWIREKITAgpRS6noJ6d3xlLXuerl6elCV/m3+xa9O5xOxi1N0kCucFGxo1Q8qzAFU1cjnNahMAeTOQiCBGzHJHBtcu/zaGoCeJYysu8YURkZEqtqAPSyJQavLvmrumeZn8868MbUSkXCgOUo1KzNtdVwNXJlFHABQaPRNQguJU/uUKRiMFqG0vC/uCuhaMjeX0DsbjN0VDjMOUSgECcyth+FFLBBRjFFCin3fNDqa+oyhGeWBozt1Xffzv/3pj3/8464lPFptrV2rTQCCiYCNJHJ4dHmNnCLFfnYAQM1SWeeHrW+YhGoRMwkxpBhqx3kiZ9OWF0ESAwk3EKA9kY3Kf6AgNkRpj93Z7Xjo9qxv/u5mtH1wrFfrl84FHzty/uCjGv1jbuv7735Qc28w9m+OH68DWB3TB9fgPlMLva/XHS0rmohdAAmzFdrAHw7CJNURaqSStYZxLP6hUM3HUPF/bPd9bXfCIGtJP/CwpMDTegC17CBf3YtHd6FqYXmYq0o2M5b47Mnzzz///rNnz2LXOwlLlBSDRA5Cwg2sYyYBCctRRxGJIc69m4QXo9sa67ETGUHh1a0xODYZQZBWZmRmqnOePDMTB25Gis3JZ8v9tvjoXJhTivHMldU8LG/5EdM01DypToxqqITKUG4MaF4N6l7V1UyJZwhaImJAICUgMkJC2LHJwIlSz5KcIsECI0ELQiqgU8W5YDCcDWQowO5+tCckfQyB0tU+9gc7nu7Ht29u6+lYx2m6PeF0Bgs4wgGIghRCEhCip45jIgkegxkZsXRdz9HHMbpOIiBC18ckwZo6r16rWUEuEEHaAQ6DcgYCXBF3IIUqTGFNtbeYrhIMLEQBJO6MViqswXnHshcNMCpONUZB5/AcDxYn+Ah3nBXn+1LHUgYMR5xPqBWGkXhiSSzxXFRtjndxbT6sucM8VOXoIchO2LQSOe37w8s6EksAU/MyoWooFRjV2Vhkd7jaPbm5vr4exrcxxn63e/7JD198LkP++VdvvhpOx9QHkjCWQszzPrC2N0yF3W22gokU6iSNs4w5cPPQqfH/KxQgqagbWYTVQmUKTK0KXNZ0dwCE1QhY8reJVi6adshWJszW85r4vkTBaY6IbcXHmpA7l7mbovGiu5sIt5AVnJdG3Qw4MS2qaW7fYkStPgVzeR+j2TiXzBQ2s1qrgQlBVImtyUQKMwm8xLmxUh5ySv3LL1/9N//Vf02u5/P46WdPSj5OWTSgQwQTERtCQHXjWqu7a3U42iNuhn7jpGLIdrZn2AreOAlWLrx2fCnsXrEkAzE3hsFL8rUu/JLM3KaAeabvfZS4/f54pO+/UYqvP7o5wzd85R91fE10YHPMxnJaOBB/Qx/9a67gWxpBD4GUBxr9Q5e+fGXj2S+fGTsR+xy0AjGD4TAlocAiIQoxS2XmHNqCnGshNr/wW3t62tQBaC0BB1DdFgaKBYhoJufMueaPFrS7M9MW3Vp97u9//4c//OHvf/bZ93b9oR1pIPMLgth4uFakPVhoWW8yD24ZcMNwoguptTckgIi6rqO2nwXMrG6+0GUIc5AgaJ3PtZr53DX1wuXHIELrAOOOltXIjCV7V62UUjWTK0wZSjCjKuKuVr26ZXeDqQHMFCRxrYEalA1RxID+QHEv96NJdI4WIiN1YELuMOVc9HYsb4+4GzBWVkoK1VreHDX2kg4SKCJexf4m1IRQv/rl3fGIUlEcDqQOEjFVuKGpBgRIh9B7A5zdQQ7z4i2g27qqEKqiAzhyJx15Rw4tZZqmydF16FJylxAMKIBJhBWYgiqsQCuM0LI8GcIMFmNhiLmYCZSRvey4QyBEqzAKjuiWXKfb0Nfr52zZOUu+r7fvcHqD4RZ5QJ0QMMO5QWrXxTenE7Gz6Nq0ycy9Tod9d3uXTWV/2JV8+vKLd7d3qpZD6FKSlEKIBpoArRUNWag+kHB/dU39LqVehFX91ds3u6sXwFU1Oh1xP5awOyJEg5LMLU/JqZlgpgSZtSwREdjJiMSdVZoKVII0Zki0nRQu7VtmoJuoqUAAIkJLF5ZZBxBmin9Smlt8XqTNXOIzBxx92wVuUSFz3Gz5xQshYvvpVlTR3nAozSXyLW6OxSqgtf4TTHC0CFZz+Z0MjhiTQVY++aX+mEOQtqM3XdlYRFTVwSvm3wRFrVUQQy//5f/z//E//Ot/baa5nHNJpQ6nk6VOHD0lIgQmhVU4GV3mZKO2l4tfUmCXybFqpmZVvarXRg1CDGZnMkJ1I3MRsVavAV/ZphfgcD6z6qXYqo1/DF+LHkLOv7PjoZH6QJN+jY/+0U/wUKfOZ3zImH5Z3x9hUr+o8OXF9ovbM2/V7XpkWz0A5LLfbHsRqxcrgYVbpNKiai0XQqINtvZRH/0fW9m3izQC8+yjN9o7grOjVZu6O9nimtNFfGCzBBvL2zrt7p5Surq6+vM/+5c//OEPP/v08263YxIKAUCtNfWdE2PpmrDmse+6XTPeV8O5pcofDof1SNoU65q7ACJMRGDCDJeZqhJQuRkWc/jA3YVaCwVrXg0zMyEISRMSpkQEq1pqKaXUyaFL9oS5VtNCbvAKr1az1kKBG+2Ou1e3HRACuhgjLEbtO94fIu84o3CCBGJmhARJsIyJvnx19/rd6e6EYUJFV9EbGXO5PZ/DrTqdx5Imi90ox1O5vfc3rzBNoACKCAEsTCLshSMoouvR99jtQ+paxaGZgwSBkMcB7MUr8by5WlICG1KUFEKB1oK0R58QBFo9JN4dIpOPUcfBTEWLF3ZnszIHLwIFcwiThGZSzEwMU4WSIjJFiAhHDp1IF3y472PY7XdeQjnDkPk4WMIE5Aorc3qpZjiUxzw5izi7O7VYFaYJ44BSpmnAaZ+fXPfAYIQYAUKPqSocaQdIMIkIESEiK6zg7niily+73f7u7u50MucpO9x/kevu5VevS+upk204HTkRs7WVRs5MKXBlShIq5tLKQMJMwmxgQZmbykJs9RQB1NkpF2Ju7h6IGncpCCBp7IQr9EXWKFtmo78FlJYdt+m7ag1+vJBxzZY0zRKjlYeBiB+29661tGUPlzlDBlj9foIwN2P9w+ynDS1wgnAEQI2gcTFTMGMGzTUyLE4LEZVSxMmZeKZ851orM784PLl7d/df/5f/1d2720plfx2Od+/6KzlPR4VIcJEILoxJneAeIhbFvdj30DZRzJeWUu5uVkyhjmpeTdVNzRzcEmxb1KixVzVCoOapCAkRNWnW4PrlhA86XW2tqA+ORf23g1fQ92OHf9RH/22h9F9zPY/05vZPZv7N4+jb02HlMf7WaQgrSrA95/rvgr3PP+GbCvL3btvX6BIAd3VlZzYzMW8tGTiESKLRzFBNZsrx2fTTj1Vy/9MMczSXYfUFdM4kMCciEC86vHnnvpmo7ZzQwsMgIqUUEfnkk09+9KMf/ekf//GzFy+ePXsWd72EEHadxOh0cc2ZmeTSl6Xp75QSzySvc+PzlPr1mokvlrKaMbPRZUmByd3QCNxVm+U1B32Xh94MMiZ3ZmmGuRkBLMIwAyugVmqtKaUcYwliBIOaVbLKpu5qVkGIUUIIjpxN1Y0ZQkwQZsSIfiexFwSPEUooJZ8HOiAikN0Pd2/v/u5X+fVbTBXGpLrLGokocMjlfHvElBHf5d3uFac3OfPxXMfhoKpJohBXmxzOFCTWuGMJ2u1ptw+7PQdxh6oaObqeJEq1ouoSEVLgQGoFsGkYR0XfgXY701IKDldgJq1lUnfj1HUiISWK0bSiZCqj5lxL0FrM3YOyWSBSEidxJzNAHdVh4ohEiUSEo5ugWJGgIYo4VSY32Vnv9ZCikd3em+YKcQQXc/PiqkrdAeTmI6AsCIJS4Yb7E3SCm3sdQsD+GjGgVBRtnfuyK7od+oCUuOvFxiIRueLVqzdOb+6OGAZIBBLujvfH43B/qu4gCm5QNStE7DNjsBl8FBhzJc7rSmtruNE4hJCI56UqYpC4ypaWaLYRLwz4kmsy2/dmK4uLrUCUu6uuyNdc+OozMD7vu4Y2Y/F6W647Vt7axVtZNZCqz6Jv3gtNiJGqLgEnboB/O75VpRIRSAiAMBPPxHlEYCEIs7S+cETUEsvdnZwNNVMmCeZEITq4oe6rxCCi27d3/6//93/705/+lJnJlDzkPHbeNxr3XCem0UQCiCFM4Eskgn1uzFqbScTMzmhlw2u9nJq1PgVqxWxOsgETCc9zJETCLa/J3BrBBS8Nms0+CrA3hf6NceV27LeWx79bg74JM3jkGP/mGv1jp14hHfdvpdE/aGRtba92vR9U5+sBF8PZfUm5UgcBsV2ViDCH1ni372lV5CtG7R+KrP8WxiqD3I2pxY4aecvFJt0ghNvR3mTmGCOAEMKnn376Z3/2Zy9evLh+8mS323GKqev66wNJzFbXFbCEyWeYS9VbDH5x07G67LYwMxPPip+Wnmy+aRfLzESspWJGQYyJBCTECzqykPDPHWNdRHLOTA7i2Ylql+eIXVe6rsSoIvYg04KIIIyu6yglI6pjXiyehfNuOR1czVEKSnYax5op0nR8d377qrx6jeMZDojsskpVMBNxF7uD+ek0wAfc3gNs6lYqYAcmDRIdbrW6aASHkMwyN34Mqg6pXrWiFBx6pJQkhjpVd6SU+n3PgU7nOzOvGVYRAyRQDJ2Vylc7VR20mMHJuhj6bq9dYMpauUTPUkVUpNZQTUEjzx1uWu9VAIACXWgsQMQMMCkqVGvWxCA2M1dXBUK3v37eXfd9PQU939XzCOVgSamCXMCDEnl1OBhJEIMIKzHYkfqYojBZ39v3v/fk6dNwHm/z0YicRQmmLfBvBkjfU+wSxnx757linCCCvocngIIDppgycq0WiFiI5m4H7jCFG8wLs8Nn3oVHMbMYk4iE2KXUtziRSCQiRSJamp1s/LaWs78uNgC+8Wg30mneGrSwndAcLJ/fbPGixdiGzRSVq899GYuSfiz02kpXtUuMf9OOrPkbC4redqwQBzPzhdJxNc6JJKUw55m3ZryqpRRzEhBxaNfcWis1WO5vfvyz/+v/+f+Sp1Fhu6vdebhLOwzD6brrmt2TaTIV4yhcInHLnGVmWkMPgLOrqogguFkAUEppVWcOtFYxanV1u00vAfjF4Z+n1HH5iOf2PI8l89Zp/BqxTZvHtLz4XYfTv3Fs9fc6M9s3P6rR15vfgg9El6qv9Z02is47bf4W5uVsdTmSfYn4EOClTCyYYZs5PteyoRLQ6IFbA4Bl5y6Xwa2OnM2JHOgmJ0FTLgCZenH1YtfXfXENmnceDhK75IDBzMMYpmI0ZL33XOfwYCOXBNzhBrO2LcEM4rn/ulOrt56hLBFA59dMIJJmtFaZO8fMs7QsIHOntamGX/7rIARizL4tlg0vZJgx+BYTdGInIHuAEFgdaq7renauqthHYQ5u9IPv/fO/+PP/3e99/4/7T594CDnSrotx33MIMYaeU+tz76bZtelvhBgCq5dhqoa63+9jjA7kquq1487nJGsnJ3LSltMWnWgRHGYiQkZmllKaTQSjOss+YmaTG3Q9d5ktR1S2glo850NoLBamU3YqMVRmy6Kvy02ZIGHYl2O5p3o/aX2j8vos+Oxf4vAEyY9X2P3/yPvTpUmW5EoQO6pqZu4R8S2ZedcqAA00elaZoQj/8iX4SHwC/uYD8DnIEUr/aZEWwUCaYANoFIAGarl1l9y+JSLczUxV+UPdPSLz3ipUYQrTQI9LSkpkZCwevpiqHj16Tnr251/06R3SiFGUjFrFPCfmG8iYCgue++npXBuc0v39/Y/+aL/juf3y7bdvzkM9tlbb2Xne7xMRGZmRnhQtND8TWLJ5sUxM3+aMI8EM6QbDrkhq5i0nOdyMu30C9XqeiFgSleQ94eE0O2YilAFmpnUOY+vzBAC3dzLeHE7OvXdNu/N355cv8939jaQjQe7vx5SHaap4+/R0mkRRFNMj2HC/gwiefz6fT1CFpH2Se7Vm3Eiaok+tze1xPIw5ifvOlQok3+rpdNI257GMO+nzo82Q3TCe3tX3TQw32abHc88YKJvSKA8ABCSU2BPNYKMydGZybWVoty/LuMvT+eHbjmHIHTs39d7ddTSRVM7HNJ9x/+JGT9DTc39+6FUPRfI4sPNrmb748l/ffH7zdvrlL959W3Vg3zdtiQjeCDO5sYE6k7GbdF5r1mUVWlYa1W7cvHWvs2XRNQ3N/VYkkskEJgJTAjH3EBVUmHr3EGcRSbnnTiwEcifrZgqwJLiRhZQwrDkpyJhA5JMKMwulKOjdFsggWNsBPBHAJIkJzmd5BAUJvjtBJBGnJKV5hycsPAsGcsT1ZFu0g3Unb5ycGOYNJgaFZ7TOACVKIhPncdgPu5E51e5qaJyQR3Aex5v7+096bcd3zzc3hZn//uc//7//P/5vVWtHI3KbIELipVjRR0bJMgxeigtZniS70jnZgVhoJSLA2Y06DLZK8pqbWW29ta6qzmdzU6iZqrVuvaOBtNYJMGHWrtoaAHIRYuJs7qamSuayMjE9l7KUYUGwYKJwk7rwEj6I1R9BxVclIn7Fy3749b+6OP7h53/b12/PX+d5109+tOednQhyETen+E7hHLDG76xG//6Ofg/39y2r+PDn8epM8A8kUD/03pgADuaoYRv3clJVInZbjJVEhDm764GzyGzm2uF2Emm9mTt6/+Bcum/7Y4Ctk1cOQqBWZEvQvt6d9fEmcfzxzuPDUx74wg/CA1eg+qU1vv4XLWDEh9s4Lo20ly9f/uEf/uHnn39+c3PDKY3juNvtSinYqLlrKU+LIH6wTBMzCy+aEpGMr4eOtyb9Bwn1FRTzUeURyH9KKfC3aLMtSJqTqrkqeU+wFPbWvtQbJMxxUgEjCFzRu6t7MOM6kyHh00/wycv9/jaL42CDtz6lieJ6s6WG0Gbn46l75+RP09NpsmYYdygpIQ8AjSnfHHYMQSPqrdXFq8rc87icICaQw3rv2s0wrGnZ5YRCAbTWa5tSG1iUhHLOuQiRy45VVa0RqQgD1ruruSpEkBJKKUTUe5vn2nsfBoQKR0wEiYhqq7WmlIahEMQMquegxAM4HIpbrTNAZl4BF6GUOWeIAM62ZqjMEjNaKWUiTpwZ4uKcXIjv72+//PLtk4Aa7ffZmNlHdp5tZmbxTM6scLhQ8syJYN5ShpC5g9hUbZq7IBEvFM7aGk5dLeUEPCgzlrrNASCUEF/c3w5ZHs/zPB3rpNoqypDWK59WyYJFYvbDu+P6gZkFiwNAWI611ohobi4ikkpKiVMWTkwQKr0rMYLsoCD3zpzMTEZZpisD5onQAWqtLcJ0Ro7mrovNozN8QWfWHWVcrF8+uLWJnRaHErhvrjFxmjZ7G3LbWumESz/Ro8o0M1dFuLOsyKi7L26BrQk3yUmYAWLmlIdSyu3NfWv69PR0sz/8+Mc/Pp/Pf/on/+u//bf/dp7n1pqZihAx4WJRvYF2ykv6vy1EenGrIwv3xK07EOPBffFwVaR+mc2BEJyZsaw/ZqpXU8Qxrpa2lWSrRL8PSV4tif+02Oo/B+gWl9h3AaRXkFXW62N55e8+ol/HcvdVu4fsezjBKpjx8XuvAth6Ink1Sd2O74YzMLszYi6TiJzYyImp9uCRxo0CllRyYuYGJ6TerI7Wmqu6W1cNCwe4g+Uq6BJgiovq5LIxFhLeh/erxe34w4cl7NU2SaogwRF4na5dP3gzGrp8TjxeGgQXWWhcL3KqKCW1qTHTl19++Ud/9EcvXrxIKXFKpZRxHFNKqz7M0khbaG4rZLeg64W2m9PX0ZHgytLVdsHq1YgZFkPkWIWdvc5VxlESEyMaowwSkIi4Eiy8WVXIiUWEtILJ1uXEFdbdVNXa1OtZ57P1o9vZfCZukvDFZ7d3d0PeCXVwHyCVKafcSAFlB1vV2ptNFccTCdIIqwgzvvY8483DadLXX7/WqXqt3ju7J2JPLAx1DV3hSBEMiw2bKtKIAPKZLwgTyGNsr2sVgFhDLDOwSWJnhPU1U1jBNRghJYyjlJIQF6p1d8+Zo7XBlESkm9a51zrX1sx0txtyGlLJIT/gRlPAWd5cLfT1U6ZhyMNgOTszu1HIB4lwSqk7WMDkHO6wbJxIhG9e7H/vXw1f67t3X0+SUh5HaylxIX9KlJiFOnoNi2wSlszEwiAlbiCS5DDMFWOZ2YnFHaYd09TNuxVqrQKmit5BCQ5VVTJr5+nb48+/+Xp6800zRcnupK11yQyoGeBYqFPuBt3SyvUBx90RV52H+KjRIvwCOKmIpFKFMydJqUgvnCo4sTtF4R5Tb+TMZCtMtvRvaKl9AMCTmUC7uZhXip7Y0ggKQo9skdc9VHujkpHojBCtMnAWjY8lnC2mAt4Bdjg8RdTEivxvSpEL+hl2w0xRJi2T5SlJTimFxotER4Al51JyzufzeRh2zNx7f/f+7V/8xV/8v/+X/9ef/umfYhfabU4kG0Mwrq54QNQJTMIiFoQ1Ioro+5Fe2xqYl6XS1FXVvPvaAqPFxyGTeCklInrowa0mNdd16iVgfFTzfPRFv36LMPTPJDD/I7bvhTxsfQomYeZFId/Wy+B398Xb9fcDBTouQWuJ4svZCqTmyod4Of0BSn/vt/GlRlwHQIVovSLgIaFEAJlBPWxallGQiFgHTomSNdPqfe7WOtTJu9AF+d/KdDPktEDxG06OmAxlISxWQTE4B1P/Ien7re8bOxi/jinSf9rwq/XvxUvRnf1iBElxxS+f5oih1e2wLH87d9eXt/d/+Id/+MUXX4jEOnKJwczs66h6a23rlMeiMAxDKaUcSmvN3Td+UCwWcSdHvf5BagbIQohjBHGHiNw7ADOYCVGWEL8guPPVvUogZxiBnavWREKObmreHb22Os9zOz7Up/f19M7nR9az+TlJLxmHfcmJ2R1OUGrVTROTw7t2IkWv3iqagQScsd+lvfTu0Ip337w5vmvT2b/+xUMv6DGc3cAwcObEDDbqYeK3HlsgAyDjtc8aUICE6RWlRCkJYN0tORwapJ5qszuYkXIMKNkq/gURrJzebtZTSqVwKWRmpiDxbqa1hgBI1Z4gpaRhl0ng7sFV7O9OUkgKrFv0mDmJZJGcOBlJAgevmIOU1DoLFRI4NITOwXA3Erp9cfN693ycJ27npOyzlsScFatWnXkzV6FldiQXAqErkvgwRqkObdUFIiQJTktnytxFpE42TSDGmJBY4Kpq3/3CHh7bV7/E+/cYBGVMU9NjO0sazM3dliLdhCM8elxftt5Ta9LPsTxs1OiwB3K15mRWnbl7ZeYJnEhkGAaSzJKZmSQxsydzl04zQSK+IzpFAmZOEtZt7CCyEERUmIOXMOtwJ3I4iBVb61FjdIDDUopIQmce6l7DrnDZ3RhUiHlHmHssXKtV8bLseGjRscNhIp4oO7DIvIxDzjntxyQllYFJjBi0jKGepunm5g5Gb968+eaXv/z3//7f/83f/E1KaVbdhsSwzl/0TqUUN+u9u1OE+5SC+hcrQRx5JUogAzhnYQ4Fi8XyvIuqausBLUR+QSJL53UYFID23ntVhburdndn7suyQhasYIpll4zYYQZasrx/0CPsOnCsV8Vv9PoffO9H2/8O/fjv5zdAlBPEWzgXEWaCQBB6Qb/jGv0qd15/80Jt+F6cW0OXKUL9cEkCVrW4C/ayvB7XwUCWEpfAcEPIuro7jIJssQB7FmHF3B3EKaX9sMsp0ZJXWxLKiQMMXIWKlsjdO+AIk0bTS1yHEyHDiQzhbREVGrav3X7j1WOJ/4uzckVJ48U1cqszECqSHjYJMF+OBgVh19YEyaO4oIXpIyIAHQ6HP/qjP/rX/+bf3L64J5Y87jglAKpaShmGQXKOiD7VeTnOZlgH+eLYRqS/aNQwp8Sqm00LfXCH+LJWhR+ULNgFJxZX67WllLKsxLrWVRsAEs6UBWC30Nv2jfHvBDWz3lqb29RP7+vpXZsekp4cJ+Kaso47SLKcEoaCMgDJdJ6r90bjUOBiRnAh62zghJKRkTjDCKdzf3hvj/belLxhf0PUXQW9oZmbNSUoLJUljhFBCDmhpCKcH/UMgMg5pQV+YiPhXMKWxFY4Keih2hRrtgN3pdBLYEBQioBsmk+1OxylpJRYODG5kambtiYi47BPQxn2u3mehbPDW59a610rgGatWzXAuRMpQSBu5ClnSS4ps0i4D8Lg6KARwsRwryRhVAiodu+Sd5z8VNEeXfSZehqyD2IpWU6NDKYggEkTu3kjJHAXgiQMI+dC+0N/8x3U4PCckTOUEWPl+/2+1kdVJMY48n6/B6y1lqc6EG5H+A3mjtpm67UkN+u24L5YmTYgWu4HgELBYV1MENKpW2sxWjiI2W0z96YKi6qXhTgdj8+cckpJchERlhwaDFZcRCgVYQ78jK8GNMxsMQc0NicnX11bVkSArirIZe+UiC8QMSUisDtbCtc0dacFX4ypbLip0aJWS5Svl5T4WDNTMyMm1cVJCW5mblRKEc6SEpM4ZYQgB+eXLw8ppaeH58fHx+fn51onIi8lNYt5/eXDzRyK3qN/sf40MHcJeC+ajcy0um8aIGuuL9sGp95UVUkzVr8sosVKg0TMOgDtVTVkJ3Vd9nU92r79AZw5OizLPz8Cd3/DLWCpf3HbNVyRkgCh/cGb6t9Wa/0uI/pVLL8E9dgusfnDxjBAcf6WSHnVvroO5/E5q8knKBCltfoPVRYDFsFr924gQnIyd4WrbwxtiAiE3Hm3y+4jcc8F445aa63N0fqJrFlNa0VrK1/PA32P/UlEDBcjI0+AExkRPLSsVhhu27bhbVntFBMtgzdrchK/90K1JVqTdzB4GUdZQPcV6ljNGdfjYCCRLz7/0b/5N//tJ598ltMgklJKsvifMjOXUso4RqiOfJqIlrXAlxby+XzGimdsZFQRhLtDAM7r/X/ZX3yIjJlZlPWxpSSEUPJa3iMiwokZpB0N6paXNRSODmc1c2+mDfODzQ/eHgkTczWpnFoqYHRIxm4HuYFC+8N07lpp3A8OcicJJFhrTlyyjOMerMzJ9Pi2T/MEFuSMQbiJbq1xCrVqMnV1ByMEaZEJib3IKg/AlBKzUAjXi5C7NVMChMACTkQMU+SMlDisRd3V4Uk4JebMuYiZzXOf5xCF7UQ0ueacnag3NbNhGBTOZsOQVZuaatd5Premhk5EDsNKrSRyoLMkZhrGPAySU+ZArKybGZGw7EUI1MmNyDgxpPXZPAGu+ZDzgLdnUMXAXb11R84YMjKDgZSQBCzWGrr2lCC8TJzf3O7GcTR///TYpglQlALhKJyJkogQJy8ZpZQxJ2b2Mgyv3tbO598v373Tv/95+8XX0Oa7XTpVdXfbVFS3lPayMtACSK/o2hI5KLQNlwvS4O7RMBJbS2dymucpqaqlpMpJUmrwwUTM3SWzgxOcE4FhHrRZeIxbMYjBPZTmJAbZ4VtcXKGFdfWDraVKAJIZq4OZu3fva9zUdShOFWF04wATVr4LmEFKi8htUHqIKBxrWmvMYoqx7yDMyVmYJEkaJWfhrOoAl1JSStN0qrW6a60TF75ek83UyVep7PhRslU7vXfJnSC2MItWrb2VkX7BAm1xnMppWKbpyAlgYslCpj44EZk230yCl237qOhtxQ/0eMDL1ezbC36TwP6/BXL/36EW/w23OCwiQQJfZEJCVD8eh67+77JG/35Q/2izqwRJZCk9l3T26uVbUF/w+KVvtCDtfPXziEgDXAuQnADnteiU8AJ2NTNzGDNSYqc5JxfmnMpu3M83PM+i2rrW1lprNcJ/732aplp9mqAdvaGHVpfC1Rblqh84Aj8cy8nBJILFcviDxF9kPTK8JqGx6Xo0mETX9pW7EwLcAxEl54se1ov7V3/8x//NH/z+v0opkfC43zktfLQou+OeDG24XdrFkI/BA2aP13Rd+l5XVBc2W+CyD2M5ANAycwCypS5xd+8hjbmo+EHdQ05tGWBb/pAzMbs4e+TvQmbMpqSwZn2yfvb5waf3Nj9Zf3I7qZ66onf0NvnElM4A4b2+f/98nnrhXVtgDnIOUp6bKnUzRO+RWLLzpISglbTWe0f8USZIklxIMLXnaAuEWUo3tNbgtDhwQiP2GwwwYlbo0hABFtMocnMToVJSyuKurSkcKaX9oSi0lOJuqj3EW0TIoXOzVPIm+FPGEcDT09Pt7W3THoeYBJl5vx+ZmW6t+7OtcAKch10aD8P+5mYYmROBTa0GWwHCCNV0d3diScw9qjIp2ZvubnY3L9/9/O/QZ5QbOEEWLXCIIDESw8P0DVBHAlIOBMKHYXj16sV+/+JnP/vZ119PZvCVRuqEaa4GGgbPBWZ2Pp9zzkNJ9/t9V3lxf/Ppq5vD4Qn07VevrVoP9WNbVVICwcEHHJ1oQl1E2bYrc5VS9/hqIFyIoikW0KBJIiIXOEjhZNo7wyFzV5HaWsvSlu6F5HgAcjGOgUsyDg62wIIbQcvQml6vYCu84NvKpmYB4zM7JaHu7t3gQV72ADhCVhBRsC7zXaFUs/T1SKhIkhxiriyXkXQzi6k/kZxKSXlgKczpdHoKH3SQffXVV19//VVtU9e6RlILwuJKs/Pe+/UHLhQ5ZpOYXtOgGQC+lenXTX03xDpTeIhkAEuxTywQCd39NdtZjo1vMWJb3rc6gXkdeV8VPxfm0w+twx+tydsHxhf9Q+/4Z7Fdl8HbcYgHzJxYcs7DsBvHccglpbTbHUTkdxzR8UOx/AdD+4ZsLzjPVZBYzpFdfI6ukeyrcB79NCDMXYIdvTbdAGiQsTQIRwqYsElyykbs0SA2H3qnrqTaa5VapbYFf26Nzieb51kbumKeMJ0R/hbaYebQaJb5wnmnmBu/2lW/7Dw7s4OiUUaJwzAqfu/VlbrG5jiMtDbUwxhtvdYvqtFC5CHTYISbw90XX/zoX//rf/Pp558RcinlcDjUWuPD4/Pnee4Lip5kZcxh9SvkVZw5soegu2O5l1LOmwMEPniwHnHfZLMWQg1tH7hQvQK0RwhoAFhOG4TJDR1wAxpcYdV0dp2sn3l+RH229mx2dju3qiDkinlu9PyYzpVafnzdX7891Y7D7XjyCYBwJmBGnxSuaOT++I4ZZRwndUugASyjGTnNiqaOalB3cI9CgHMihpC6OTrMMCvUq+WFOh7XqJsSexS/iCRs1S1U1d6XRIeIzNwc7BChYRhO84mZU8oAJLc49aqq3YeyyzknKVLyfr+fpunx8TEwFQAOxGRgKUVE5F4M7jiqLkXbfl/2h/2wG3NhFjg18w5yYpaU1EShvrjpOAB1q1pvyk7Vhl3e3ybjXgFPMNbDAURIBGESBpmboitKWW/PFGL+Tpx2+5vDj16dpuPb91+dphh6E4Cd5Dx1B0lmEZmnNqkPZfLDrj+ep4qyt1eff7a//VQxHuvf/fxrYB3yDLNZIjhCOXS59jagODinIZSG70V3TouQiVNggRq0LpgisXlnNe2qwmZdmWczZm7SRCbhXMpYypiTiYTQscOZeSO7OIHhIT9nICIkQOHmtkhHrC9bZWm7irPngBqNSA2L9eqlzN9+QvxG4hje6G6MBb2GCCdJklPJJY+lDHkY474OFeecc8qDpMxSiOTu7s7Ua62Pj49v3nw3zaeURLXzIpZnROHUGo0YMrMgqmJdwzf1DiyyhLIR3QHw4oQXnd3kCTnn1pThRDVyhkWomxY9Pc/uamptBQDUzNXOtHIOotNJ7BQsBfforMPjmY+FSv8ptl9Vo/+XpdoxB+O5jOO4G8ach/v7e2bOUtK6PH1QfgWX5/r5bbv6hb8u2dlyIr/mwS2fsEww//A7PwzwEa5jk5VizYFKwS2EsgkE1zVR2JAfgjnM0Tico625TsMtRGSFTBGZJrGfz+w+qO577621WnvEuXpCq/r4PD89tunkrfL57OdTD9K5gDNTd2s9KoZlrn0J5ebEXKRkSQAYkgMAx4K0u7s5x36H2QMiIlpnZoCCP89E7sIsAJKU1lrvLkKp5Lj3TPXLL3/83/13/8PLV5+4083NIQ9lrjXnYav2ogQHUYT5Mg4xWhac+mEIG3R6ns8R0XPOvkpWARCGLYd3uSSiftoN2YFQq94S+ZxzrXUYhsAD3T2s29y9dmOYI6aqencTtwQCWdeK3tDP1s71+O754dvT8wM/vGY9JaqERhzTQ9jfIGdps079bHWqM48Hno/2s2/e+R1MUcr59pAowTK6wgE/Y3eDd++mPIAGlLL79rtjyunNuZsDGaLoDW5dwCIJCQ64xYzRZosnzEoCIjTt7NHHARGlRCknxOh09FOSsOt+vzsez8dj2x+oZGmm797Nx+MMQd3Xm5ubcdylUqZpiqoI6Kp6uLuVkp+ennrvIlLG4e3bt+M4Hm5uVHWaJiJKKbm7wsfDqNDzeR5KefHiVSmlN3t4frq52e/zDjCnTAwjVK29zywmyVjYvM+tuvs4jk8PT9n3Zby/f3X/xe+96Ue8uLn3LgMexnHcjSPUzqfnfm7MKBnuoAQj1IZcIKk46Pk43ebn7sYFomgeIxhlGHbz+VxrdzVVy7JUoaodFYmQic5Pb7vol1+8/MPH6atvvw4uiSlsw1fdVXXlKi4CJ+sDUltrh1VJIk4Ck7nDsMyO0DrpKiJws+7GRkRC4jB3ZgiZA+oOY69mfa5E0sY552EYhpwHhoQymrtPdYGyIuCFVHtKpbUZC1sIV31GOJMC1sM/hkCSEszY3dXd1LdCnFmYaKrziq/mnIWIzClkJUsZ97t9yjuA1T25M6fdbrfKPC48mK4V4C+/+NGbN2++/u7b169fT9M0z1Nr0zDm2c6xJ6EGI0JmVmuNdhszM1sIyKyZugcRxF17NxdPKeUsqjoOQ4xiBszOnHLOU52x2C4Kc7jJEBOl4PdIz2nAyNt6wrK0/7Bo/fLWE3RfVN91Ue92AHEXbNvWl9zQ4i3orOjO5ZkPAg198OCaKnRd5W/v+l1F9F+VMWwK/OteLbEv54GIUsoRzvf7/X48pJRubm6wWD/+lt/0224fgR7rcd+6v2vyevm+q59x9QBucT0AAQAASURBVCHsy783udTLKQkE2i/wADvIjZ0InSCEKjyINJGUxFJKOXPKTEGnZGLm25sdYrJItVWttfZuqjofuXd7cepP9/X0rNPZHx7rc5lPZ62zNVWAEy0I4dbXIXJY6M4sto6yNF4TMydiLMIJXgVrn2lL0ynGYADA+SOLeV24qcScXGHwnMv+Zv9Hf/THX/7oxy9evBqHfR7GnEpKaRhGZeMrMhszj+M4juNU5/P5XGs1uIjsdjsAvUvKyVeLdKw3Vc689DXWZXG77m29T66TNgDBM8LVYhehfScCcnYHJ/fEZmwq7mRwN+tTm56m59fHh2/P7749n97v6iO12fWsNrM7MljAgpzGlInMj8/9uc1PR5w6VKAEJDBh8r4b+P6u3OzLuJPH4+OwK/XtrIaecTjcvMx74izffDc961TBCYehNNWuU5tBCmKwIBcwwRTWqXW9e3HRzyciW+U3e+9OTGzE4UhB0TWc50aEUpBSAbp2SEIpPHfrzXrvOWftXueuqilR2Y0Kf35+7r3HGDonEc69WW2a5sbMOQ8QdpZpmhw5lbzDHhxaYFTGnAfqreQyEidzA3ewOKm5lSECnSO4it20d6iRsKk7+7hL9y9gO74dh+ncRwzDUHJOrn3wAqg3A2EowOotZI5Tbf7u/dPpfHN6/u7d+/OM7lFMJkq7NN6Ou/vnp4fp+aFZM0cmKKP2lgBiUJqqP6XD+MWXXz5MuvuPXz+d1+tqbTMRB5ue1jUhlo4Ls2QZMvWtvg8E4oNFJdYMBHKL9YOJyFdre1pm0eAGCyElI0htZK6AqSqlTAhuipRSVn54X0HD67Uu5q0X2hAAgsR+uptHbz0kDxiLRmQQ/pw9DGNWM5juljyBWISJlinzkH5zFuFSylhKaa0loaDLkRNLEi5Mwpzc/f3793/3d3/305/93fH4VLJ4oAs/tJnZNsy28nhsKTacAp7yRa46ZmLzRxFoPQ624Rnris6AR8EAd2YRmd2pNzPFXNW28xTRwcNqAFjZf/GHLrXeD2wLrnMlBkr/YgXjttU1erVRoeWch2HY7Q773b6UkvMA4NdF9N/h3gCI+2xLpNwhfMlB3P0CVq4BjNbIEeE8BsQu6ufbGz2Co7kTBQ2TAzvyMCQSr8JZWJO0Ijknz5mHkcuAlKLzkJkRw0nrzWmtaVCT6kncaJ7703E+PtfHx5oLJFnK/nzsfoK5EUHWMcGuvnTTidhXWjvRkDNDMksKA6jFt4lUOq3NKyIOa8h1tQqYXXz9bQDEyRzMwiLa3Qk3N3df/OjHv/fj3//kk8924wG8OkBzzNKmUkrw2nyVid3tdpIXy5bozi7KKmbDMCCYa4sZVCJCYmhAoLYhLnH80ZfUFxAOEoMDDmfhmJRW+GayhGUBZueQDkhEjcjd3Kx5n/v0dHp4/fTwy8d3Pz89va7z02569N6tnsgb2MGAADx2lXHMNOahnUhmyrh5iVKgOwCwBm2A2O5G7l/ud/sy3FIq+dRfv3/y6nh5Ox6KTJN9+uWP7OvvzvNMQEm6G4SIpFh389COIThBmWZ3VVxPQzg7QxeaRwqREHcHmkmtImQG7S4p7XZDztK6M+sw8OFwe5v5dDo9PR6Pz2d16x37/Xh//7J7r7Wez2dVBZgl5zSUYk3NzHs3TsypxIxQnXVMh1JKGQbJ7K5SwInhstvvlzpSOyizEMjMlTm44+YxDm1QdeouJGau3jhhPABJctbWKzNDXLkxIzmBUq8VhmrLopkZKYOEu2qbzn7MswIJLAwqTqVTVk+vX7+dp2etLRPGDBH0yDQiKWy99+NuvH31yd3vNbm5//8+ToDDELW2X0XtRd9iW2Cu1pl1em0FGmO12ZaR9Um4Q2SJB0s4d5A583LjwdwZBuUAz6Gz9a5VtaVUSFLOQ84DsecymhF1JxZVrAT1LdQFxm9bTkGLvG1gCsGb4UC63cjZ2chDygrwEIxz6m4SfoZEziTbPR6EOicRCSBu6n03Hvb7PTxN05QSv3z18uXLT7755pu3b99/++2333333el0AqDano7Hcijr4kMf9izcfmhTbbyylAP2UGuqecPnlz7I5aS4uwXHcbOZAlgk50wMEs7C2Y1b62bU9bx1/T6KI9dfsT7564Di32El/Tvc6Debj7/6jbShzrFFOI8rMOL6MOyWAuwfUaP/tsfoI5QDa1W9/nN10dxwku99kax5+SoGTlhdkBzouoRS+KLOQoCAyJUJAk8swi1zK9JT6kPOuWAsPI45Z0qZUoZINOyi00a9m4ZftVkbyR1z7btdOe6mcSeSLGVLRUHU1WsFHBKNOl8SfCJieJS4wpw5J5ZEKUtOLETCC4fAGsNgqj0wXgKT20od4Fi5iAhLau+BMhERuyh6SeWzzz7/4z/+b25uXuQ0LMfTyQiJiJmHcQxEfWtvxy1xd3cHoNZ6nqe4V6PISJp4mchZqHC0GE5jc03YskWsInTbZbfBX0vJ8j03994DODcmIxh5t96pNZvPfn6an94eH787vfu2Pr/16T21k7UTzFybuYLIIQbtnc0HeIITM5cR959gHIbb25dNZgbOx/Pju8kVIjM4dW27faKS9of8eKpTR4dOvX/95u1n/+q/F+JE3zw/zgP01d3wyav9bi/n9jy36XnS5wnHGaqeBDLm1hoQM+hYyVCuhpKyuyq6G3rDBA2OyiDMxr2bu3dVAMI5pbw77E+naZrAbByaB07uFP4WHPY5MRPAiSQNZTSzJAOYzYiQmZyp5GGfSzJvGdVMKFGz1lu/vf/UnVprhkRsnOHoUG7tuARI6g5nUJHiQEKuTeFGrMRwbiRnTrMBs0N7aKe57JAyubkq3EGMUjDs0rjflZJEpHsBle7tPKtqbap4X0Wev/36aV9wu0feE5IbEPPzIugdKKje6/PD2/evT/O2NgQ7hZ0A1lgdtFsEOayk6JXyGND8EtR9XcGWTICYiXFFRNe+xl2y7bo1M3ByB9jJADLbxkqZoO6urc+cilp3V/ccCTSLxF2hm1sEEUhiOfDr5iMHzcxXui47MROrmhPgTJRi5QjtOQ4GsXn3rmbZXYhTMrh21WTGIWwXI/ROOWdVfX5+ZhpSPuz3+91uR0TPz6ef/exn//k//+d3794AnjLTahlxvVbTD63vfrWZd7OYPWM3rACcbqW8LzjJWqGROdS8w4O/H+P4bgqCiAxAcpecNaedZprTo5n3rpFRADBzMw99nkV2ZGn/8a+Bkj+KmrRK+v9zKNO/D+n/Q6+/BPV1PDDzxU/o2tzvn75G/7XbVqZf4vqmCAuAiGRF1a4vNl763+6hWOLLHRwrVSIWhjBl8SGhFIwZpVjJWqSnPERHKmfJhXLmlCEJkePAY1gCprzcm9Xcfa59vzsfbvLNbR53cntX0ldOpLVXIrSG3nxRp6NlD4mIiYU4LX8nIU4smTMzU6jZkDMH5M4hGbadoR+6tYI+zkasBiMTSbe3t59/9uXv/d4f7Pf7YdhJTkySx2FppCWhKyMjInJaZl1y79GJccI0TQGJi0gozwS/HVgGqe16rP9ye5B7EAMpJsmxOCMCgJur6ZYBxArGzE0dpAxlskQOd9PGvVqfdDpNp6fp6V0/vffpPbenpBNsJiOCqZkbd0/UcZpgXo6nmdB6PXHBTZH9YT8e8tDmzDJKYZ20Yj+gSBdSMwjt94d8OLf06A6d6vztt/Nw/+b2sL/5Vz96/+3X1KcvPylffjaWYlVTteHY9M3T/PoB78+YOzlJtcbRR5WAPbSbuqsb6SI5ADP0DgNSCvvRVmuLAbNUEADj+3cP59NEhMNhl8swTdPpeD6fprxjEbm9v8tpaK2peu1Nuy3jhrm4k6kJp1Ly4UbYi5mpOZxzplJKb6i1AghwEi4iWZicmjlpPQbqHjdUWF+BSTwLdyFhdmKAUUYVYW5NFd2UHCxIDB5CFhdYS95j6/X0NFrKpaiXp1N9/U6fT1C1rlZr621iwm7EsD8MI8PO3boDMKihGtjgjKenp7/8yV++efDnU9iSMljIBWQLcX2rAomAK7vMSPY+3BZm3LotlQCHzVcPZxRhJuatcnffBjfggcqbQdyBxAmkDlc36hpkW/NMlIPhmIu4s3aJW8mWvGIZwl50JC4VDgMGJwMJMRHrIuwqhEQiy3lxcumhaNvVoepOAuqqu91hIZpxijux9+4+p6E8Pz93xYsXn37x5SeffPrjueovf/mNu3/11Vc/+clff/fdd7VW4jaUdHe3P7a67RhtgmAf7GoczI+COi9WFUZrn7vpYn5qTLTysSiIyWbd1dyXgVhHeJ8LE5OICXLalaxuMrfRDLXGu5YMwS9DTlspt+zXr4wt39sWXOGfQUTftmtLnt9wc4uxj4VxtdEVzQzOcP11Ti2/k+37e0yXLtd1OF92N9yjaYuLvIbz9e1R3W5jCxTda4qWcxTHJERDxpCxG2W/y4d92o9cMkrWkoYsklPKkrJQTpwEIpRTAogQqichYslmZmUCMLRWBtrVur+RvOPDTVabKVG3p/dv2/GI3uJaWdreS98DxJwuaAknEUmShBKZW0y/XOjlvI2+XAK6Mz50H1qgJzMw74fxs0+/+OyzL+5vbofxkFJmCq5rEpGAgDeN5fVJuHut1Y9w92FYYn9U/8y8ycSaRQMeRDCD6tbsX7bl9qYL7cSu0jHJ2VqLD/HlgnNyzyzw1UOKBWALCTDT3s719FBPjzo9oZ3RjtTP6HOwCmyZwi212+lk3337HnoEUAbc3tL+/rDbD8iERwNjNzhuuE2WxQQzSRJTIN/s8nR32L15Linl1M3xd3/7iz/+g09+9Omr+x+9pPp8P+re3mM6FTEUeXkY72/G21v7+p2+eejHuRGBOTEvDtzmUaSgta7oLEiJIA4CM1JKwqLWVI0MXJBzSakA3FplTmatzq2rhWJC7z67jqPeAsEJmudZbXEFI2HmYupubM6Shh3n58cWwqEknAcpw8CCWnmunTCYC0hABl7Ee0ANy4K7mAEFm3ieaz01g5k2YlBCGRwFpKTq3gOIQhYkAgMiwkTAYo5NRJJJEk6P3jrVsFVlSCJBzGCBcjHIuVXWXhLGgpLBgpGRcuKcx2xv37//xdethm5YNGgkrsKO763fRFcicQbQxkGx7V6JgIe1OR5dLeakrYMIq0TEJUk1CmAsmAZOTu7gsLBbRNvcuaujmZrAUpCVmIlZkMw9EVGtHWARX2Y5LjKul7boKgAdcllCSMKZuMTQYajIuUwUXDDt7l61pwY2lOKtNXA1JEkmSl2MuYPm+7uXrz75/MWLT2/vXhBRrbXW+tOf/vSnP/3p27dvAeQs03zWPjPDWfArVvvrpfsSzq2bsXGH8yoz3/VqC+mQmJKP16s21RbuW8yRY0WQxsL2TZSzj6OLlKYHN2pVW9XQyXSHRydiaW/GuYzP/4HdXnf48vAHgYf/gtuvSpt+1XYBkIDWWqzSq0TAcl56sxBf+Cev0beL+LL3HmF7yVWX68Y3e/XLe4kW5stilPLhHR1xZPnglZ+1yrH5OI6H0ff7dHvIN/uy35Vx5CGzcE4p5ZSDH5cT50KymAsTcyJkQNzIhNyCLON9kGGk1tM8S0qUEtd2T5K1s9tRtdepsQpxVlP6sEewhPO1QM+SEiVndw0llsV1NIJ6dA6iklgOAmQTe49fzcwiJCm/fPnyxz/+8SeffJJSybkEEm4E5kS8agSK+JXLshO11nrv6rYg50xBRI+vqL2GOMz6XeKLOO7aCeDlfaHd6BwKPxHRY1p+OZTegUVKh2mhv4YEP4yQSJgdzh49Xe1tPk+nYz0/eTuhT2jnXo+5NaTIZNkpG9Q6z9W//e7oiiHj1SfYHcbdqxsMBW44O9oMrRnmDp1gbFIaSgI7J9kXIYBchyz7EQ/PePPdmx3Nnx2G3WCpHU0xFkBArKmcys2rYb8nqdP8+HSsBrgvxjNB2UhSkKy7xgUrkiBmpnBiTr03ogBlfRl0cDZDmH5O0/T0dK69DwP2u33O+bk9EFFrDc7zPIMl5ZLz0KoCMaZM5qLdW/XeFQj5GjZHSovS336fa+0S2SQloKmqQVVb8kah/AZ4JMEQuLTWzudZSd11KKCEVNS6gpDzIiAghAQkhoBevLhLoSWewmnGplpba99+p0pSdqxkLHuW/W7vren5+UmNzlPtMo+CQ0LOIuIEGve7Tio5ffbqvsupffU2WlYWIB2EaK3BV5+I7XYgSov0pBnxts5cgjpi3OnSd4/l4pKYMgmTyJoc6NZtWia/wUyLUC6Y2HnJ4bw1VU29nVKqvdfoZXIoFIksbU1nk8iqzV3NdL05GEi4iGRLKYmQmBNxYcqrlyNclsnPhfW9/oau6mgGdpeBOCcehl3OOd2VH//4xz/68R/kvJtmf3p6eno6nc/n//Af/sPXX3/r7qWU5hVA6wDAwzV3bK1ElqJpbaVHJb700Z2oUbDOnMITa9msqSqRRES/FPTe463uKWSPDaKqAPG6sgvnnMBUdrtdJLKbRBWumujbTl4Fl98oWq8F+n/5Cv2DUPird2n7ydfhHADWCq21Nk8tyVRyBiCcAdCvcWr5VanDb3tMtvL78kt+CP34oVL+g1/+0eMPX0hbURs1emIqSUrBOOTdMIy7PJQ0JEkZK8cgpZRTopxlkfRiEAlz2CCmCOruRF4lkZGp5qZtnpOTKXyad3Oj47M9P9vz01lEM4uzqC20/MuSARJ8QG1YW3qOK1Rwice2TV/88PGkRcOBUi53dy8+++yLu7s7Xp3TQAttIuUsIvv9Pt4VbXJmNqzUeuFpmsyMk2yDLqra0bfpEVpHJrYZtq1q/+isbRcfrioeW6N4YAAAUkr6dHI3wIzdVt8ZM6vTPJ/P0+lYp7P0RuiEzt7UGgcZKiZfSYy4qe8yACTBOGK3HzFmsGKe0SvOU5vhFdagCrJ4XQEAUzPtFbVOREMpeHGH0zO+bs+7L57LCJ+RR9zcoiu0w6unMu/KzWE/5AQLXa8VwBCRsMGQRO+f3rubCIlIzPGauaqez5ozcgERWlOawUzmnRLd3t4Ow9B7r48NHkOV6VDKol2oqLXmskuplDK4VWfehiBU/XQ6T9N0c3g1DCllVyPHDEBESuHzqXPe0GkyM/WmqmSViCnEDKgwhCgx05DHiWcC5ZwPB7CjDDypzooiyBklXHwJiUiIp/nIzDnnkZxJTvP5zZt379/j8Xnfm8GZSLqByeCJmHY3tzkB0pm0FE+FDHqajIFy8LnOcH35o8OdZea3qpe+20f3wfci+vJAQ3v2A27z1aIZoOA6IBoK62u9yLLcfQzA1QG66DwiPBjcvJOxSF769eRmpF5nPUmXQMJKGUsZhDNzSokioruDSMyqdnczumqLxpQaQQDkVIiEqRBnInFb42LYrgizMqLPfrXF6R6G4e7u7vb2ftjvvvzDz5nK6XQiarnciMjj4+N//tufffvN6xhbPZ9P5+Mjse53ArJzv9yz18f5gzhOxhvXXS3WCsDchC7Qr11iDxFwodSsQL2HUlY8s0R0SPjOuS8snGEYWmt5Vbrc7rVrmepthXH/dXT372/fLwv/RWxXAMniZRWNGPgURayqjsMeEdGLbMohkQSvfJJf8cPtw0NIdpU6rQ8QdDYAQF3tebZFPxqthJA2WpntK5EiNFyZIOKrmqMgaOtgd29u5hYUNgCNwGQIJJCRs6YBUpD3Oh7S7lbKDaddol3CbuTdMOZakg1MyY0tsYX+TnF3FuEwHwY7SOJest8z6/BK0hk1pbqTPe3rzA8zPz91unM6Op6sTk/VtJZgbbi5GQPCDGN3ysNuABWggBMYRm5qRqNSdxZIc2tduzk7DMRcPGZw4XAx3w7sqM3AtL959erzH7349LObFy/zUNIwhOhAzpnIBJqZ+zSll4eNQ9GCmRWFO/u5n5FxO94S0dPp0cxKKSxlOrd56rIYtCxraMzCLtfAopoCEWIqG7U4/HWsmbkz88B7J/futujNsBt8GIQKeq3zs+o56ZGmBz+/1emXOv/U9ask791Otc5NmeSAsZmZWxOvqZ1HOHG1yW4S5oYkkJ7rA4b5hIGxG/B4AG5ybw/H56ezSgZj3LdBPv0U2fH46O8f/vt/jSQPT++93uKnf4s949PbMmg6PZ9Kwsh4fQIVpIQ0HvLwYhh2d9bvbnzMKLKrtaoZk7OozpO1MyWuU2NGysSc3aW1XivM9XyGO4nschG3fjz281SZ8fmPPu2da5ubI+/QDVM/Hu7HsXz2+PhYht39/f3z8+Pj4+N5er/bf1pGb3Wqc+sN7DYONyIZTZ/Pz4pdKQlIMOrJU+qScPfCn5///nSahkylZO9GsFH285EgUDeDptFLodPp8f3bp0/vP53I2MakWc5t9P0f3Pz++Nmu3LfT6fj6/bcPj6/Pht0ePAhAOe/vd6/O79rXf/vcT+nx2/n5vRx2dy/trGia1AdUtJOfOgPD0H3UniaVidLz1N5ZPxxkt5c7ag/VkV8a7//8b8/fvDm9PdHETgewddUnhJ68I+bcGruZwZyIUhTW7u7IhTy4hbYko8FVM++xmK1tLHeCug/jAIRmDVUspssOmCgRGZjB7gwUNiaXxay5Cy+MrCVhTXkCgHruKt6Kt1HyKGnkmDrgAoq+UlGbO6XBqrvjwhZlsJNytyaJ8kApCzN3d9Vuql2KKkEol7Fr9a7iknjMMqgh5f3tq0/vXn0y7g+026XdzXE6mOJwOLjR+28fROT8/PiTv/hfv/nZf6rTUfpT8uebPWBRW4NYCE4OuDIRkychIhIhERcidhLj3EumnFAwVah4JjV07yJE0okbmKSnnDOxCmUGmVWxOZlrV1IlghNVPfemKSX1fUIxGHOSxENmnK22c1HZU+ll72MH2VTPvTX1buEE5O4GUohS8uTAGfPiXrXA+JHwcXhFYQFscFXK/7AOym8A4F+Dzb/yxb+i7Py4ZL2GHK6f+T4UcbXqGoDcJ0dv3qDF8+w693p6esiHwyFwkf+yzLgf2OhD/+nrA/TRb756/gcOMV0YYYswIS8QzwetrEslvbx6i+jBphFBUSVz95D9ZAqZxsOhTxNubvrh0He7eRjy+aRu28LxwT7HA12TrWWenoOiG52hoH+HWUmMtSz8P1pWIawNBmLmcb979erVy5cvd7tdhF652j7KuGNcLfLc3sPgiKPsXrSaRTZUKnLh7QExooLfVqAVZ1n6jptC0bqDF7/I7efbOo5CRIru5BKLGbNAwGxEba611t67qflqCubL5D1TSmRC3sUXFOPxEUQYBggz3Ofp5LOlE6eW0drpVOezkkMI6NpOVU5nDAL3IUtm2pXb7Of5ND3e7Qg6jsOQoR1x9JuCKkyQIcP+BocXpZ8A6g1qrTU1w2IoKWGWKimF7IbPc+2mZmFP7iktB0RV3dVpAWaen59FDrnkm5ub1ufj8XQ6mfvr3c3N8XgEMAwDEe33+2HIqtra3Joxu0hmzqUkZklZsksw9YjYuvc+A8wivffW+jzP3hmACBOROVJKCjft3UynKQhKd3d34zjaaDyLtno8Hp9PRzu1xMNn/2onQofDrgyfNZ1UW21zndzH2ab3j9+eH96epY0tvEVcCcuYcAyahhw5SEvyzmYawmRisOPUa9PujVKjDIUeKx6eZjMfC0Kmd7XtXD6KCFAN3Vd2B1m0ZKMKvxQVa4PJt7vmw5txwZBCQnYt62O8mmUJCRtAFX0jX6mg2+1MUYli6WcFnmAxDojOCmK3BOKSiDwz0ZhVRbeq1gnutkyw5ZRZ0raIp7Vf9jQrM5dSyNE6Vapqht6l91z2h8Ph5uZmGAYmEc45ZzMTybXWnPM4jj/5yU/+3b/7d3/zN3/z8PAw19M0n1wrizM8emd9A/4vZf9SAZuFY4YRYuI8ynWzhVZD5rZy3W0Tfqdl5ZIV6rPrg4YVI9yK9XUKYBmz9qtJrUUwew3CQYr7CLThbQp6xQU/WH8vMeKfXTf9H7dtiIhq34KXib15M8UKnbaa26/+/kdv1xnH94Px8oIFm/2gAXIhvq2ST2tQX3243bH55y32w1sf5QIpbNlAxLaUOJcwK6GV603MTOxbgI+DEgOdKSWwXEd09sSMJaIzMZMTiOX21rvyafLz5M9P/eHxfD7PqlfHjxc8w33hxRiZ8pqcMxgcas60idwJB4y1TOutx245kmEcqkrM+/3+888///TTT4dhANOm5XKVx8jWRL9OXCL2x4hLrXV7fQysx8J0zZ/0FUjfhF2xRu71vPxARvVRgnmNGgEGBhZTLiJHIEjH43E611qbaRdDhEojjmkxAbE7ghDgxkAZUBLub+gwDpm5dVOdvFGqPD2fnp68deQBmQjd+jTrt29lEFPVSYsUItnlcrebXtzfaJv2RZIYOoBF3peBPoPOrVQT8dOpnqfujtY0BreW+UN1chj1oSTJrPBaW7dwSgWw/K3WNAzS8pI6uvs8z6dzn9opQN7dju7v7x+PZ1VvrZ1OpwjV7vT4+AhA1XNCzhlBOxceBoFnIgIs5WTQNllrmgSLOw8lInKj7tpa7b0f8qiqakQs2rX1KUsZ83g+Tr02mlo991bRJzzZQ0I6/n07HPKwHyURGMxpHFJO3iebz6c376bpGYNP5CICYnVXggvBgOTIFHe0cundyZyNxC0ZctV2bjpbEwYlrTadq0+zllRe3Mpp6mrU2Hs3sC2Kbws+BHfwopfsHiD51S1DW+K5rgvb1bjNSvu6JBEtOi8RxuKIAavZ8XolB8KED4THmZl6jIzTovpsZmhdu4MyJxVVTuCUS2JKYpT6qcUoTTMlXZwV1VREVNuSGRCxcEqZmU99UoBcAYjllAzOKaVh2A1LON8BHG2ynId56pRpOvWc83Sa/+RP/uTf/n/+l1rrNJ16m1qfyE0cSEH9AxaRTVoB0eUWNguxvuBbKSHCcye23nvwoDTm0bVEIO+9914BgI1hMYcZH+YxdrZogVksPljWWYPnRLxQptaFK1aqxNKZV07RhyL+scqu9cM6B7EsmtsLtkj0zzmof5RrfvRf109GL2/7RbbK+9Ra3X6nNTp972itJfUPvHJ5cP3k+oAX96QIzHL1qWtjxrZP3lLzJbKv4ZyYncOkWZY2uSRmBguIfQ3nWMO5r9KGLCJgIRJflQsXxRdQuPsCnr0bfLcfWqfb23Z7O9/e7W5uh8dHmiZfSGC8XFQGV7i4N1MizWbqncEJyclwuaM42OkUChJR1wIAJBQp4xCAau+Rfd/d3R0OBxKO8MsxZsvLR9F6YxhJ73Y6TRGeSym73eH29hbANE2qGnZMKZUo3+2KfLTpvkUkvixtfh2zr8841iGg5Qhvz6/CjYi6hgBydTNt83w6n5+eT8djnefeuzVjEHEWtoD2zbubG4zN4D5IGka8uNvlZIfbdBgHsBUWQmImVOtn72eAQBliEEciOT1OkqCK3kGlZWpUfSC6HXkmFzS4b5eQOzhh6pgfz0d9M+Hx67fPb9+16I4TISWUoTDDvJs7PDyqk1ifvZEjJTCJqiLWQgMAZiSxqPmGYXDX4/H4fEYZMI4Yx93hcDjNmlIahqHV3rUNQ04pHY/HUP4hLkCvzYgoHWi3L2zlfD63uSXeRV7Ye51nRK+zSM5lEenUXs+nWna51ubsw25k2GmebJ6R0c/NZ8PkbapEGAtKSiWVfOM3N4dhP6jq6XyeW9VmqnY73PVWiVAy2IjMaSBQ55i/jsEkNAOcwdkh57EAaZxN5i7eCzTDWPvXHWwKNVd4KZKKODFwNvXu6M3WyUkASKRbxgkATubR5SGAY4xyBVpjYblilYYmOmCEZcAZaz3+Yff9etm5PE9bjssbqwuhIcFMJO4ERUdXV2YjVU2aA0tACYcSC1sbX0zUnJYGYq2VWNSR4UbIHEv2IrHeW43bSjiP+91ud9gfDpyGMu5J2B2KTS4iBuHsdDz+9V//9V/85X989+7dbjf4QvJnWgZqoGuAXbOIuPh5XW9iBxZ7GFvULCRuZIYb3LCQbETqBgESCZlLXPaq8V6zbqvReQjTLBCgETMbu7O4GeDMjEUsJ6WUpAsRCQjfi+UbxPJBubimcJs/Gz4M6vgn3n7br/j+67+fdnwQ72EOmKP3RQ/NzJiD8v7PEnXfqvPttoxbyC8brh5gxagv1TkzEykRETsziLHMs5JexZ8Ve+cPTnYUuavaG20cIvLspE5ECerJQCI9Zxl3ebcv+3053IzjLj8/z74MY9KWMbqrEat3VWosYkKk4PUHxnAhgyTIBypL/WBwNzfABds4K4islLLb7Xa7neS8RdlwYRKR0JrAVQa3Fdy0up4HjzSU3heWYM7x+mmuuOpZgBZJ55wvWvS+plFEtDp/L39fTtLaDbl+0szYAjbt0M6m1nqd5vl0nqZJW1tm3EQKsxKs8YDBOrmGFRcJ8X4c7m8Gpj5kGSWBBUwkqaADjmowZIYzEgHqibjkMbF0U+2NO1gEzQS0S2VX3FsjGLkJoWRIBhMkEbNUpTffPX771F4/4HkCGOGak3MZcgFT72Rayb33zomwgpmxELeKrYu3SvIsR6P3nhKXUm6klpIc+vR0muc5j4dxPIxjOZ1O83QMxDWkRplZhMz1dHqa53MudDgcvMlJ+3k6mfXdfsg5u/bWmlmHhRpgM3UmYpQsxlzctffOTVmEnbRr1TYgSeHpeO7NY44T3pKIW8+ZXtzeQNLuPD8/H5+fJm2tdqodOeXhVvys3bow2JWZYUzg6NASGiVwAoqXu46RjhO3U3a+gd+RFfLUW+u1OWu4AYVl4mGAx1BBRg97mLiuRIPmuaKPcHjQ4oEFJ184bmsRvrWrohA3ivqeL88TxfP4sCRaIKW4HTZh5ou65XJiASZnAOyIiSv3xfXc3WFm3j3NxhnCy7wDM4mpCqupKoO6hlGbWQisqAJw4nPj3rsvBktSStnvbw43N+PhxkF5GHfjgcvY1AE+n+dEY+9tGIa3r9/82Z/92evX397f3wKY5lM0KRxMl3t05ZsuQAMBy/gJEYXEjdsmROtmptYdHFQeg9Lq6JiTh86MqjIDaGv91RfKrYebg8HE3ZkSc+pUmRPYWRI5M7NFSbZ2EWMVUmX90AckXN9szbEinm1nE6DVcP3joP4vejMzYWwH1o0sDibztsz+b47oW6ThJWPa/mdd1j/Kef+BGn0lt174er60kiOGk6/3zBpF3H0xGccV8hxfYuGlat2MwzY7PhUAyHy9VNfPuW6xcwD+OQ+qbCHYyOSAITuxyJRLKiWVgced7PYyjJwyehgtKkJCTt0ZrnAz62xi2qwTkRPYjYhsyUiW3VY4bbpsKyEQWDSfAeSc9zeHu7u7YTfKauFARMMw5JyDGRdG7N1M3E+nU9wV672hp9MpwsPW6g7SctxCc21bOCcita6LBytfn8SrE701B5aTG/+1LEnryrjdeL1WgZu3hJ7QoRYsQmudHAIyTkk8ZxYR+Dl8z7R30m51NlcbUmJ5fnpPlnZlnx1gAWVo9Tb3ltyQM6SAMzw868w5FUyTdUTJ5N3hlFM6FNNZzbp4TJCjlNzhijSMu648Pz+/f4+nZ1THMhXl8YtAHgkTGFTn5u4cfrFsrt4NvSMtAT46QQCg6rVWdS0Dm1nKZRzH3ut5mqZJu7UkBUMiEjPAKRwZHh7exfE367XNaHPrB9DY2tx7PZ1O8zw7bg67fc5ZJ02UFFTreZomt75hLTflDl5brb1VyQIQI7PCzIsDXW0GAYlBDoY+nZDyO2LnNJpzTrtXL2/9Pr/57m2dJ3Ipqcx0InZm127EQo5FL82FqTGBE/Z3GF44dsxTanlP9eXcPpnbaMTKVWkia0RE3kwndNsNgxvMrDvUoEbdzY04t2jTqGpX672jA0kjEDgTbapZDnfnFT2ktbMeSwOvjSpfZShlPbzrhc2XZcmXajCixfV1Tsi0CNxzmIFF5CFXB0zNkcy7tgSeiOiwf+FMTM6cSIxN1LM7tW5ODCeFejftHslBtR1RQGu7gNPKMFDKDnKSJGV3czPubqfap7nNU5/0OXxWfvKTn/zFX/zH54fHMqSHh4d5nghR2ATZFtEpcNcYYtzW0vhdIgziWHvNllY6hWhGDJD4YmFp1lVlC/lmPcYFzNW8q8VUW1OHejMFTN09Z5h1s+TeyGHE8YVqFhOwUalL7EeEhbVMX3IvWk7xddC5nOvvxfLrl/3Tbb/qW35VPrEFnV/zyuvPjDWbqEfMIzKHsrMvLHhPG/3/N+yjf0+a6eP93gLkR/t0gbPWpf8HI/pVhFhC++WcXeTueO2jYyVMxGdeMu718rLee++kazqzJgT+vT2M1J5ihi0U2QGICGDQ5AxncjhzEkEpRc2GoZaSypDGMZfCKUOJCGIRqdfj5SEq5r27iAmYkoGZ2eDb72WyD9DshURgH9YNYbNzuLsdhiH639GUZb5AVRwFyJKY9O34R89pmqZa63WMj6O0lezbPuCqWN+euT5y7u4u65Hf/jCA1vp2k29voDBKDBDCzGHk6mreW1hlgAWScuZSxFTMrD21XmdT9d7apN5Q6HgYcp/7THYWStTTvoA7aq+z1plmBWeUQ5aM2tvctZ+PBD6ftVYkgTCcVGAOHQefjtZssZxRRzPqoOY8jDtTOU5PpxPUwIzaENqu3m2eZwDqGt3u7r21LqBhGCBobSb3kkJvAyJImUUIRK1qhRc3NZi5KMZxFMlJ1F2PxzMRi+TWtHebZ62zpuQi2VZ/28h6e6+1TsdjjWm30/mZYGMZch6geHx6T0RmVKd+Pp/X8wXWMLxH84oJQxJhcvP5XKUctHbt2AsKgRUl0RefQHIyrefTXDux7HLaC/jV3Wfnx7m35q4OpYREQUFQAwQMIyGwgw0ZeHWHfAfdOe1Huf3k3P7g8fji/YMoWHKlfIZW6Oxt4iTJE7mC4e5kEJCas8GdpJsyiKj3zqxLdW3cmznTduG7wxZu1xXJNv5rXSUuk2RE0UgHQMTBPFkWFI78JOwbFmB/WZ2czZwXifXLAC2cFkE1qEOgXRWd6pLp+pXQGzjkbR3xDlf1pua+ePACKKVEj2Ych1IKpXA9LyQZxGB2I9OA3N2d6jw/PT399O/+9k/+5E++/urntdbzZMfjETAWEK6asotT7batNyZ8DYe2FLwk8MULVa6Xd+ZgLgawoKqBzYdMwwqirDW6qQZgYRJvZ2YBEYmRkmvijFWw6LLyrDy5ZQH5EHtfuwYUe3xVni3R4V9Kgf5BfPzef+EqnvpGKaBlpuOjovSfHer+4cZXlxtfPbmF8+WZkFTEIru4XIdbUFdV03wdWi6HwEIMga54MEJhkAnBiqoBWLEncocbch669pxDqSalzCmDGb5IQi8ukBY5MEGhDFa3hg5jInV3IzKIu2+yzx/9/rha+ZpkSwj11oXTLuxE3UI+yDLhUnDHHVgW0ikRpZSDbgOgd02JmKFq81x714jo426HqwuIt0n3q+06GVrYrcyhp4lVOFZ1sUG8Tg6IiMvoVrl3GMjcumqv1qq4MYOE4JIFWZKSi4huiy4IBm2oFW2qDNHanx5OdcZhJ2Vg81YrJtNqKIAMksc0TW06QZs7dJpgHbsRGSCQwQDPoszmgCk64B3efHbylEjTefaHx/o8gRJA4q7hMGQKQBUGQIaUUhGXuc/kHHI9ZgaoiHQ0Zk6JU0os6N5VvStInFmYUErOaWxtPp1arQBjOtehNHOrs2mfhY+SaL8fu06qHmlcHNJap9MJAAio03xi6b3vhxE5f/WLrw+Hw1AKc4pswN1d7ZdfHe/v07gboKzamro6rGk2cHJxZGAQCGANps06xoJhKPtxZ57MB7esnT979cXj24fH6b27CzkLJAwFAQdcOxE7lMNmyXAYkQbTwehQdvxqsi/k3e3c9dlM3KTPNp10eoYloVJyP58eg0NLvLDZIugJZ3Vi7iLioARyMnRpOhMAEmdahCXh4Iv21MK5JSIsRutrIP+wniD5IAFYGLIhybCku3BGWKD74tHtQIjLRQ+NaEF9GaujuC4w1bk+MjNzillZQ8hYsxNUvambuSOy8yIi+7u7QNScxYhTtGHGfSpDV2/qx1M9t+fWQwY4DVmeXf/qr/7qz/7sz9xNRI7HU0qMhZxEiFTaDFF0rOgmoqpZbN0RYti0oIQK5ojW7oZgAXq0LyKQ6MZgJzJ1kCwzrhHUHWrW43udXJXc54jo8HW4VmLZdA0D+3XR4MWl61KjA+tlRhAW/9XMuC2o/1ez2SWix9++Wdv9AxH9ehG/rmm/x3+7fNe69LK7g1wVZuC8icFtld3SZdwqaqz31FWqIn69GRYnFV9ulW1PkiTyYLdozM2scdfdWLu12mvF+TwLRx9iJOKcs4ct8pLFsXAWSUyFKQXk7k5E0ru5g0iIORYsYXhKc5u1196NSHIupRQRYUHOeZ7nRfiYADeYAhCXbubU0MnFFcJdiEglXdeyG+untZpzFmFVb61HF5yIUs4vX748HA6qGkaozMxJOKdYbxQuAc2wCzFzDoGXkJu+LpdVNdL/qPJVVURCUQ5AJCvES4oAhEpaIJO6CT4MQ4lhFtWYNbtcH7E/FxJTXCVwcg5eUu/V6mytRutVa7VWC6tQ6lqn0/F0Oo2JtbPVZr0zMBQMiQkyz50BJkwTpqPmEhw0PDx6GcA3sIFxV25fvNzP8zzj+Wk+VTVBB55rvUlUCvfWDwXmUUPjfMRs2GXMRmr+zddv3z7NU0UuqArtzqnUqXJCTDMpFiMNbR3sZuhN69xzEYF077335n5zU3LO8zzZ3NOQUspmLafBrBP5+dTm6Y27qwGOnPPLl5+JyOvX305n3N5mQFrVp37e7Qc4H59PDw/H2vD4eDwcxtZuzex0OtWqzPX54dlaQFN2fDrNqTIzu7iBgJRzPc6usG51bq25Zx2zZAibTU9nNtztkQ03h3GXhgSax/fCJMTESHl3d/95b/zLr17P02ksQxuy1dmiqanAckDAcLhCOwn2Bbub4CeqoyW08ZA+vfvk/pMvX7ywb+Yvnx8fjw/vkfe8v7H5OB3fT8envH9p2ryruZGRMNi9m7V6BIjCZZsB7h0K7yzZF/5psF4X+e+Uy9J3b7F/HMkup3RZdpbFBwBKvkiVMUkkZ72bSIp7hCDMF8QrWr/berR0+5jIV1VB+IUWSmQa/Cb0bs3OpiARpjS3zpzAwkkS55yHNJScM0A5l5RSWItzzixZyc/n6YsvvjSX01zvymG/K6fT1Jqx9r/96795/fr1bjeeTqfz+UjsIry25reAADAI4JV2s92nSxLEBJCD3I0upBkKeI84weGuqpxgsvhBVLPMbKA4aK213rTGctFaUzcigUAVZnI6HRvPpZQhj71X680jp4ilee2jB0Y4jmNvWmtdyBOLNhW2ZivzxSkqjnQ8vI4+/4hK/aN3XBczv9X2D77xoyj50a5u/+QF9F32LbDOkA+P7Teq0Tc46bf9OSvE/ltt16yW+NqFwegX1B3XjfbrObgtnJsGxYZU3ZTd2BRuHOPXvauqUe8iwurUNSUyZU9k5gR24pDAIVq03RwxcqumZEZMmbkwZaYUOprMKRroy7mhENoMFADdDehwataMLLkHfa+vfbvlWrTlvBK5WXenmGNOvF6yRJzTsBvH/T5aayTC6bqPZY000gQjEy/XQHoU4kvW/+HpjJtn4bKuebOpRQt2O6FYAbH1Jo+dZ6ysRiDYcGuj8cN5DCcBaTAHmNlhbt20kjdGd3Q3bbWTaZvP2mY3YwfDmYXERJBSEUov7l9pm+Z6MkUldIc7ekdn5AwZCJkhCoZnIqd8s+Pzc5swKxhIvUlJnjztD3l4f36CEtIIyvI86y++bbKbTw3PM44zusKJSTJT6qiu8LBSjUjWvXp3MjN4Qptba61rDw6djKlV7c26NndX6OoMQnCJjjwRsZBwzomejvV9emLm56d5mmA61WrRAjaj+/u7/a4Q5fP5aNZbtcfHZwC1tt5gYjFC2Vqbz7Cs7sRYDIJDZ94dqkoYh2HM3KFqFWx2GPd3435PqT6f6sMJXVPCfjeW3QBPDHe3MaXx00/x4vP/9o/at//hz4QtJ5gREsQhjMRoHZSQwIUkk+Q839xjf49EsAblGT6zngvPn97TfjyU/vvz6fjw/u37198+vf2uzpr2L/e3r+rpaK1qb977yuXoaprL3szYPRgn3k1RQTJ1D5iOwIHTsS33VOSe4GXEnJPEVetbLQ5g684uf4iIweQEsBAMHHyPCMdBDoKD+7by+qWlCHVdPZ+Axc97WYUXmwMAUdHDjZRNRDyMlyFEYgTE0DhvTDqGMHEiYScpQ57VkpRxNzh4nrt2AP7Lr37x9u3b+XyGOVMU3bGCfZBYhz0jVoKOL5j7ErsBrDoTFq0/pq3YiNKiw6LAXpadlC4dw8uU8cWowtZL3UEJC6dNYuwocVO4BybKfi24GYqGThyCf7JwnoGFgfSbacD+17RdOp7A4ktwDVcjXZMK/Aqk8OW5tWm09Yg+PIRXjLbVdOuSZfxOfsA2er593AU82G5GrH6sC4puUCXt1Jv1ht68N5iKaerNhK0368mI0dlJnNhNYQJTAjFzVLlx27JD3cOilN1T+DGauVtyF7dkxm7itrDBjWAEAXyxInOBq3d3Ubi7qKeORR/AXD76OUvGzwj3MjLnNQkVYcuplLLf729vbw+HQx4GEqYUs/ZQN1Z1d2NOxsyM7kkoqHEegchhipyymREkFo5YCoVzt7Yx6Tzyl/UaiGzpw6bkMpGynWta/Qo/yjG36E4sXUngzsRCCrM+9zp5m8i7eIe23lrvrbapt2ZaYZqYjV1yJjeRZC7nqdZ5bh1CcIEAXdEVSkCGDAnZIQZWBhF44CHleZqaGswwdxssBGU6C9RRG9IeMhym6fjuCD2jOmZDNSiwNRZk0Vi0qBOd3dTNPCUSQRJ291619YVnl1KptbbWI92xriLIReYp4nQMEakIDwML597q0+OZmVuFKc4ntFoloVbU+ak3HsekZnXGPHdVnM5ghhm8Y57a48MTgDrN2hfDeoUHzhTp/DDAnVprJSV3tt7gJCm1c+2emwDNyZGIk0gihos7yLxbO5+e7x7fQhKm/u71t6fnB1gvCVxYzBJTh5cs5CwkA6fCKEUOt7Y7qHKrM5pWjLNPj3b6Znx5d//Jl3W+t7vbVy9fPrx4+ea7l+/fvTkfH6w28pFy9TphnhzNMUMZpJRHdm9hRwpVah3cnEL7LFYqXwB2hnvvhg1x5FX4gciwVAK68lKXpSSg9EurSBAjVYAbLS1j93DeI4JeVyB+falHt448JNnWWU5BDJVgNb9juJtTSgUsWKzw0joWz1dbEsmcBJxIEjgdT9N+V8Yx19oj8zmf57/8j3/+869+/vz8rNbclWjrAS6cHsNHC+nWgo2dv9zI6zEwWizWTFXhiksBnzbqMfPIzDE6FFXWsmBAHRqwvLnCFtwe6AQBZwr808GkABIlwMMngjdnChUjtWXq2IlgBMIHpcL/QbeVIb6d1Q9q9O06/gijuF6dPxJa/jVR+x8X0beg4ZHeruF8AyV+MGBgcWLgtTon7aaK3r1VtOba2TSZiiqFN6iqi4UHCZmyO3sEZpewjowrfpl+J3JzJ3a4qbiTdtMuptIbxVf0RrbJwhmMl6AOt+5GC102wcJFKMyT4bT0RPn6gDsA9N6htpXLbg7G4XAYx3EYhlKK5BSYVB6GbbUCX58s2prokWJvSPhHrXFaVW6yZFqH3Hrvuk7/b0rvH9XcIbfiC9UlipItxq/p4NXJNZYYw4+PCjW03ibtc9IKqNtsfdI2e+9sit4oWqIOBwTSm02Yz6djawbCboci4SXSQgYgJeQiIg60CL1ZUusWIAILwxWKVg2EN2++rQoqIAfngcvIO97dv3/zACUYh0NsMhDc1VvIcoW8r6RE5FUrLII6M7MuXXakhJwGolznc2sYR2bh1rsZROj4XHPmlNkIqmgw7S0lJ/A8dSIChKCtojekhN7xaDpNb0UA2vxtI2wT3M3QGswm65hn7PcQWnCUUnJmiaM97vI8z3WajZureUNKtC8j5j4fz/P85LOORFzGPrfHc+XDmZmHUZIkbdPbX/5Mf/6zN68f3rx51ybfFxl3e0ojdSNYQy3lVlUTSAhCCm7drM7gJL2pNzjqhNfafsLWCh4Ot/+jmZUsZcz3rz45Ho9vXr9+9+7d8eF9m2c/HV2evZ5TnZlrsh6mW9y79W7aFKrESky5kFkwzS+3jLuTbtlnXMAGj2EwXeSoo0W73ghb6rkmskvmrQjaFsBmIFpvzBVyX/FeOBzOwhIc7bUWic9hQ4p+GYFSKiBxd3VILkSC8FsLg4mwg6C0TtsxCYtksBgoidTmBqihti4y6Dx//ctv/uqv/tPDw8Pp+dFaX9dK82WvIrD7ut44nIOEx8ymRGzb3b0BdQAIotBYMZjUfcHk4Oqe1nufV7jOHdh0bjdAOLASdzMl9x5amQz0zp2bECTI28xYeIokYVMhiXLM0DozJ/IWQR3+jwOB/1ltvzon+XU/zC8yLMDSzVke/zDqvkGyHwVOIopM6vLKazyVL/uxcUX/EVsUxLgEA16vk+tKPV7KIMMHqHu4m7uq94ZWvVWrs9fBWkXObOqmtATy6McYexj2mcQ/ETRUj4i+hHSw2DLwJm6irZuKdtYuvVFvZCqmUItcPop1ijcHSAjAw48MRJAgV6e0/FIF2K5+BpF5JzhxIoebh9bay5cv9zeHa93WCMC0tJyCukNEREk47tG1T6ZXuu7bCf3oLJdSiGjdK+m67t46D8q8MBOxLHx89fhSo398Qte/O7u6x+xtd2ttrm3qdTad3SpphVVYg3emTuywuBQ05mK6s/XW526+mEdJoaQJ7mbu5OKahbKwkME7FpSkt9l0bgza5QKvDLUONzw8Ogk4I43j7avPPe1lfu8pGXdbdP0SObG7mS7FGaCwlbZpkUQawOzK3r2bgQnhuKrdtTscKZWUUu3HuDjnCUSecxImt95aa9WAKgP1DsCFXRW1wh05YxiSaT8+IShOkiACIsBXRDcOsgKAyGK93Kqz4DDmcRyjnUxEZm4dYBMHB6Go+xeffO5TnR+e5/nZm886Kci7jQwSLcXGQSjlXNLxPAPTmJ07spiwkyFlKVQ6J0ciGJmCu3nrajqhOnaSmsFzkoaq7+t5Qn941b8aX/1fzRzETlnKfvfi05tPf++z0+nrr345n46nh3fH92/mp0c9P2qtrq0avHdDM6pOTCyFMktvfVZtZguJZ7kc3SXJdoUb3NxNV1uCqEqZcAUy8eopFZX0ErkhH6PW62Yb9Z0opmFBYCcNmhgEoPBnYWKACOyLiBazZJHsoOROKUc4t0W+RljSagULAE7EweAgMqcy7lhAkkM6mYke3j/+5Cd/8/r16xhmWQQJoNvi+cEtGb91FW5xKFxcrzE2uPm6nLh5VwPxaqnmuk0J0irAEMfBSd3Fllsj6jFdLaHVHea29LkBM1JrvYvQorpHzDEIHZ8pxCklhndmE5HOys5wCxjgX3o8/0dsvlVikYlejINj++Ea/frx9YO4ET54yw9+aYiC/eNQ9++56azxAOtvcAItP4yuOwJLBW9mqtBOXbxVm2ctSUuxuaiIpozerTftSVlMxVSdupuxGbTHdU6+BEtxq5f9iKkYI1XXLtrUNKmiN+6NtJNbdt9MZBAXNQMGg8KZxaPNx2RRh2ERlgAA6FYiRDa1eC864Gaa07DbD5999tnNzQ2ndH2c6MOps20+B7Kox2wyscwcQjRbSXF90jeAJHrAtMq+btPk11u8cuW3E9ESY8zgjkgArl8fX2G+pIQG1z5P87lOZ/PKcLdG1twaeUvUjMzhxGCHbtq0DjOqZqpeK1JC8dQssnvJOfP8fpA0iBAU0GV4uHer7s2S0iiZCO7nRHBBO8AcU0cZhpv7V8dKb4+/fPPQq8GBaEVSDMxytOq7uxvBXc3cVyWhJCvf07F6+iV3TFM01HmxtPEEdDdmVkKGJ0KIl3VVV8WQFj1TMzJDTDe6SZ2X+RwRLL3WODXrBUTEDOLonWRzNYerwjqaLNBCa23iZjF5zxTen+KYT9X2Wiin3Q2d6/E4m/luxFiG5HOrmJ9PME/DuNsNrz65u9mXX/7i68d3z2328/EZDYNIKnty7r2ZVkdP1InWMKg4n8xZhAp3Z5wVT50fz/Ld8Rd/9+LVJ/ubF7nIcyfFkA6Hw+7ll+XldHp+evPdbn9/fPvd+XFsx4c2T2bdufYYwA2sfRDKHZVZk1qDLrIw0T+WIHOvxxRLmY7tTrleZILKysQMgS84IYcgHcEIkOTuxAxhX3jGl7ocAIjd3YDe7XI/GgEQBElR5DJYIwRmYSJxErAsXHkPuDmv2D6BKRzYSBIRO6EbnHieW53VO717+/yf/vKv/uIv/lPYFwceY6bLHNxaCy4cwIty9qJzYbaI6213ahAPttt2KVHMKOivvpBBtlvbrJstKlUU6iRXFSQRETs7h9LVFn5CKUStqXK477ioeIx8LuhIIu4xmqvemJk9nNIJ5IwPC8x/edtvTU27EMgQ1tlY4vpao1+JkZH/APAefy556Idy7Jd/XJ97XFGoftssagsVV0X5FZy1bOxrGwyAQ69+Jy3CFN0aYRYIU2bKOQ+5MUkefI1qPQRfwd3BvRlImczJaHGUY3hMkzgAEjiTu3eFOs1zrbXXWedJ56lP5z5PWme9kDDpgx/VvbORseQV0VrOSduoHkQrFL/UuyGfh2hmYxyHl/f3n3766e3t7Srdmi4qrXGjrUF6u6MiKsdIVWuNiKK+32b54nt9ZdWF5WIcovhfW3SgPphTvz7j6/VzAWbcr+/3D4K6MhlBmNVdWztPU+uVXImU3dwqrBI6ubt3U03ExOTqDHciYXFAu2lHGfDixf2rzz5NRY7n53Odu9N9xi4n4dUEnAlmpFQgbLAOUU/CIlRGzwn7w+fHcz2/fXg6zv763TfvT1/98uF0hqdVNyEuew4ym1lb/rWogy36wYhxgBjEyCkNQzGzeZrOc6RX0poSeXCozVDySITW1JXc1U0InQnuSCkTSavqBomBXEq1TQuVEMsCjwV561iQYQbi802YHZZzSsl71da01nnNdyECMpg5Mw3DwN18bl999dWec3bqx9k6wGAHzOcznNDF7Pmoz0e1+ZNXn5UsN/t8fkI9h+cshHWyyVUpHcwsGGOcsZSliVojTpm6+Hl2mUu2gjPVp+eH17v9MN7eSSlFcsXYupx6H+9f5fGmlPH25qbe303vX5wf3/bp/Di/mebT8Xg8Hp9oSl0bazcXEVHrvc5qjUwdi34U07Yy+JpDuwTURBf0SNceOBDIH3Chf3MMeiyxdUXCQh6jRYvF+SKTDHgozYf05OUmS8zilIJn7k6mDlcmJmHhFEYHMfLOknkVTgMASovUeUouYk7TNGlHa840mPJPf/rT//jnf/n69es//PJWRFqbJ+td2yIJB2CzzbzctYwPIsrHy5a7X5OW4hYOIid0UbGNcfNtU23MieCArOvDZbg80gdZ51/iglRVJe6oTgnRzWJyjiGSi/TWtlGU+5uUz//hto8GiRHzQ9tl/uu47rRu2z+BXw/vf5BxXK/+v9V2lRxcrrDrr/W1CgWw0eK2twSE3nvvhN69Na+Vam2taWvamotoa5pz5y7CmVMHi6pSdxODGsGdHDF5aZsgOa+JKlRtmuo86zy1eW7Tuc5Tm+c6z7aFri3j0BgBiWYW0IkSeLkxAO0LRW4xaV6O+OXIxwcy8ziOt7e3Nzc34zjGaFlKiUWUcbnT1iMfTum2FHrhzfWxFsF1Er3drlr79VTbdlSDab/u1eWAhzkNLej9cg2Y/UA4X3L5q33YxL+GpcIMzqGSm0Fdu/XODAYbR7YuwtngzHb/8nB7e/vjP/jxix99Cetf/eIXp2++Op2nz2+pULQwASIIoYNMswxBnbKuxJaYShHsacf3lKfv3h/fvZu+evP3X73G6weMd2jRYaWVzQ8QljnGOEuxGAFgJs6h8K61gwicVdVrnY9Hb+4icEZMDypURMJsQ63Nc4uhdmYQsQh6t5SYIKq9NRVOwuJOOYWuu8PVDKYknFKKwffFc8gtBqUgrOOYdrsdEU303LvFiIcIhSNPn7VWsPX9YTcM2Uye3j/PfaaGYthnDJlU/eFYOWMckQ+AyDzr8em5lDwMI2DMGBKSwBniwo7zbPvMYKawLkgIOTVh6QpCMoX1jmSSkAA2/fyzl6XIfDrObDy+2t/cimd/bmbIVMaS5eaGXr5oT6+mp7ftfHx9vD2dnt+9e1fel+PxaZ7OvVeYqDJ3IjcKavtKYaOrARlmNiCvKeyKr/gm1AjANXQoru+RizXLZuwUFwCArkoUYvIBYbI6A55SWnWs2Q2ykrz6YgRO6mZNzSBwJkspMuK492UJY5SY07Lr6+bMcKm912a98d1NMeXHx+e3b98mKTc3B3c/Hp/c3RxicP51heAVxPnB8vuDq/dlnTEi6mSXSmA7XGbGxB+O+G8HLaQqwcwxc2UW6BTrKgTE7t08L9TFZXX6aItu0w93Qf6r36LbsGwcwwiAbQ3olNk+BtIX3HWBaejqSQAp+3WwIfNAWWUVc7hmY7iDRZeKbXEucqzdd4vY4OBLb+DSrboOBO7YkpDlf4PdBGQXN4cqCCQLSuzutZtIEU3UBZMYs4LPnVGmZjEE4WbuGmNPOEHLYOacshiLQ8CJmVPftdZq72CXnIzQus29zXX//Hx8fvT50fvR+3PH0dOEuas4CeDdl/EUAL7YQqi5ee9XVydzZObhQ0wJElE9pdK8GQOSO3oay+FHv/97/+P/vL+7jdt7LMNYhmEYmNngSZK7995r7yyShVlde5WU+3Ru8DyUIS9qM90X15ZxLCxc29xayzmXMat6FPRrWZEhCCZdEhYJ5JltnUdn8bX6WX5r7x7Q9PVJ3LLydH5I0J307PXUj1Kf0J6sP4kfiSais8nZvbs3kEmxh36CGWUwI5FCKPE+pRevvviD7vy2lHmabHp6mN6Bzoex8ei9+JnNuJTDfd4f9Lk/vn+sTz1ZZmtez7xj29lzNncM5SeWcP9jfPWIn/49HPjkdnh+djPknDknZlDYu1JhUKWKGGMCBGxwVXS3Ukpr3RyccT7Z8/FEhJQ4qSWB9dYqdnu5PdyotcfjmZKlJFPTacLhFsOQW2u9Qw3aZ+YZgAiIu6EHm30YUi5iBrPOIg6vVUtMWJA5ugJMMIICxP18fCIHGSVL3qgZGOmp9EGE2EXskPMnaTg4OVTOGAxsSIDMkOpEyASgDMjtRIozZwD88PBQ7Z0bGkETVCEZvRMpYdzRfN/mY7m5V9OHx3eHm/Huft/P8y55BkPRfahKCjQZOZV//5/+n//z//R/+eLl/5naTluhpz0sDZ6n/kTpTKXz3l3v5PauzH/IjT+fv316esrv3+0f37/77pvvvv2qPr0jbTYf86BDbui1t7P1Fj6nKYWkXm9uBErCsepQ/IctwnHuHK+SlJRMYcThkMAUwnHossCEzk6hXkNMSXfLOrnc6Mt1buzmPSoqTsIpIbEzRIZ4gVavBoBLyVLGRokgTgksTIkka8okubkdDjeq/vzcD06jCpMMqejpxPP5bjecv/37P//z/9/P/v5vD+nt3N/86Z8vni4uTouOVSzgC03HPXRjFFAiVF3+F0s24Wte7maKdX4uupnuTmnvxOyMDjYWTtAEkzYbeeNRSkkQbtY7urI2Qw+121SI4e6ibgZnN0NQidWoEkRcOKO1nHNgrqbeKlkj98Q0MHMI2RIruwkteZiqmoey36ZIaeBVkeA6myFfdfCuGv/u7hDZ1MyuQ+Fvj4r/lmXshwTly2a/ImEhnn/9F6fv78FHv2p7cj0E+H6d/v0Poe813ePo0Ir8XOeAIbe8fNGv+im/2Xa980vRqVy1p1rneSb2p8epN7AndzFjIDEVgxI3YKBkAIzNQc7KRN5brAgkDFYj9K6999Zaa63WOs/z+Xyepqn3/tuefkQj68PDt2ZUxswsyZkSpZubm/u7l4fbm6jOI9/f0gJhDnV3Ebm+Ruh7nxycRwFdLNVTijeGLHxYrP5AXnz5kDACX75FZLE5uv4W+p4n4PYMM1tv3TubMyXO63y8r1bVS8+DAXPQbrcjdzIVQ6IkXCjvnQeYAm7a6qT1+Hw6PtfzkQnDK0mJidmg7ICIFOx2u+YPlytEYQrvcIJ2sORSZBgmYcwd3ntr5szdKS+cXaVwZWc2W5IVWylURMRArbXrJYE2DSDDSkksCBOq9fp0ANp6zjlniuSnd1u4CzGvEFoZq+uee9izyjq9E+IbABK1QIPIKYXi74IMacDm8beRLyrl0jyRZeaUsJecQN69NWVaprkRrlaE0OhkdsCJkFM2WdqrY+b37zszdjugUztDW7cOOHM5MU0Nxu7DXjj3aX7qfToMQ9CeMhmgjfXpVN9PePl/+rzkvSlpN4Nbq92d2HMOF0R1d3KklATZi6S7Lw83ty9evGjz9PyjH73++vPvvv1qOj5884ufkVVY+CAL5U7/f/L+/FmWLEkPwz53Pycit7u8tfbunu6eHg5mIBIkBiSMNJGA4Tea/lhJRpPMSJNEmFGUEcsMJAwGM+jptZZX9Za75M3MiDjH3fWDR0Tmve9VdfUyAgY6VvYqb2ZkZMSJc3z373OFuQ43SImZWyA4SsxM4exgSZnFzKpHG4i0rdxbt1PmKHobFBGpG9Gao+iFacR8NLPow4qhTjLuuBThlHh84YyyU0qBCDsiN6e8UCdCIknCOeeWkjBJtUpEOaec2iiGqKq11mHohmF49frlL3/585/97Ce32+uu23dd5/xrqpSTfU1ED2T7QxV3YqPPGnGGxgrQgAjsnfju0x7hBJgbnJSmfMd0wtkMMkhKxEosOIJTPRQmkQez0f17+7K/8Ta/Nm/4H8c4qaWcnt1pIhwnYZl4ioE8MJtyhMgIj1DI85PGEf3t/qyNIi+c6fgNNnf+LeY2ImBG4MmIcI+ij+A7c3eO85dS4P3Qu6lEpbqpuDZZk9VBrTdemFdndgrCAGgtqlrNyNkpqXupZRhK13VdNxwOh7u73Xa73e12wfj7Gw2fGB3HMoVQcpITsVTyZbN++uT58+fPz8/Pg4kr58xpLHefO9aCRNWn5rQAkzk1RePMIgJ40zTzmxOWbc5ZSjl+JcLvcxPLyYRDhE5NkXmb44RV3d8aAMCp+oGqCtRDbbBUcxgkdCGiUMgizs3M5M6EYEsVYRZGErXeXZyswms5MGrbUJuQG2aBm5JWrVWGAUoBFxgK0h2qxgWUQIxSaZXPVuv1evNqsTxYB6cEGQjkbopKroGdReQGmWv+p5jgOAOqTgRJaJIYgUgDAy6eghsxFTea0Pbg7iKybNpaO3IEpBczmC2cQ0QxYIi78DesuqZguJogD2AQuAUJJhGDXSbppg4muI35nxHd9A5oNAkaJ3at2tVOy81h3I0EpcA2SLEmVzIYVSZOiU2SuwmlpsllcauV6uBaHAYRIkettrNX0qA6BkOTqQBqvtyAZajFg1WWGqQGnNlYls+/0zbntbAqOdmgg8LSUrK4kkUhC5yFkzQL8VwzJ0rrdpUTP3v/w6fvf/Dey4+2t1cffue7+9ub16++vL1+1d3tXEu0S52v27C8I+sBQLLD3cwkERHVWq0U92BeTgGYeLpow8Aklljec6YqTFdBnqBXHCTCKedMSVhHXLlAbp33USzvOIWTE0lumpwajxogtyieg4xdpu4+DEPTLHJKZtb3/dCPXEqq+uWXX/74xz++vb0GjcUus3b8lupq9s5Pbwv31aSZ0VQlRxr2nkeJD9TIHDrWwhuLEkMMiLJMs1EVCLMziY1txi4iZqhUUceekWCDZVCNqDoxTuL50+VNoc2xen4m1vu1nelZRp3e/n8EIz1wp9zvTc2cGZ2Vuk9/zs8eePvFUQVEEude/IMAOrIYReFR4CN/+4X4dSNOYKA8FmlD1d1LBE5LKUwwHQg9PIded21ylZJZrXGq7kZSQdnhzgpXVdXoUlFV92EY+n44HPrD4bDf7+/u7rbb3X7X1aK/wco49YBDozMF17IzJwcIsj7bvPfee5ePHwUepOQUnehxv5FC6fueaMROBCAiUVijx1iFhlvPzGE/jO1MzPwWF8v8r5lNriG5k+q9zTMVFjzcePcN8Gm/xp80Nfo7FbVSrZoT2JyIgoVTnJRs7BdS1UD3kODddmdU95qQlSFwK4OXQ0bNDS8aBlW34mq1qO0M5nrw7mZwLe7RVY5aXQZIhiR0fUOrs2V7uVn7ov20H8iIRaSSg81Ro9eIovYZdVq0sRFG6zfElyQkZubECCytMc+kERhUVKpDz+oVFWh4euYgClTwETjZXUV8zArFfiQMAwJcYGxDVxcxANmJ2I00Oi4ZRNGkEFThPrJwRxiTIG2HxpAYCU40FBg6HQ4uDnMyMGwEOQERgVfpoGaokKZhYjPSAcr83tOPr69vXt1u+x2ahNWycUXflX21dQM1DA4iqsXM0aypgyParTNyi7RaN6sLTq2efUx0XosYmAhqpXoVtEAlN7UKc/IRusydK2UIDKxMKS3OHrfNavNk6OFle/X6qxdfvHn11fXV6+3N9fbu9nA4dLi1lMBtaj2qOGCVzNyVHCAXJEI2qafG68xkFTrdfQ4q3lN9IBLPxMRT/CmlxKkREZMo4DrpQInC8jF7SMyciJgakUzCAZnjBpKTitRqktMwDAATpBTtuq5W02qHw6HU4YsvPru9vWVmNR2GgVmgR/aKbyd/7gmiScEfhZKNPI2jP8B+rAGaquF0rpwNN33y/SK8FUQ0DICYnBJ5ZVhKjZlVlspV69Hi96o1+juIo05fJxQVmy4srofC8D9e97fqZaP75UTffn4ejL9p9/43NjKSW4SPfCpOBkLLTvByk8c2vbjXl+n+7iirs0QUbyTjtXt1ifPFnha+qfoRfWl2E3/lDcz8qG5QgYymrhPEYAJ2N3eq5lzVzA4dO5ypEgp00CqmKQ9Yr4W45KwsyklIDNFwMbUGRSK/1jo56N1+v7+724eD3ve92b0avV9r8LEWbvy/iIComDdNfvTo0ZPnz9frTVFdziSDzADUR5ul1lpUw44hIsOoRJHSvPF8omjDRGPzYJL9hPzt1LGO5zsXwd17OnQ8AFOQhu6Vs55s1xGETjg3qH1VKmrmkvOCrCE04AaoZGzkTuLBmQwIKAOJScRZHGwkCjOt1YZOhzv2XsiSKznICzuJw/rSDdtuVw/XSIGEA7hDK6AQ5Yymw4J4Rc06p445mdXqtWqVNjmbkxPgfIT+nhv/1C1qAINmaxjQACKoQzG4mdfAL8KAsCwBcQwY3KEKG6z0tejgFbJIKQuGQdV1jIHZ7DwxB7DYuMnNYA4aQTpRtRoBMGKQhJfPRB4Vx65OhsDgIiKCPkpgRzaIIeAXUD0zvMBB6rGXo5+J3b26mcMV6AeqbHCgdF15fPH8fImytut+ZxUD9VkkN15aaAMzrFYXl08+vNsdXr/54sttabMvGjQtOEG5YVtXvWzyWUMXruuhZpbMIvDi5m4OGhwDEyJGDUM1czesW5aGtKiqmjJlXpznppSh2zxbLC+ff1z63W775vXrFy8+v7q6evWzfwUyGrkUzarWOlgdMrOpWhmIOTcNYdwjxI27R8+JT1YZwBqW87jCZQxUAsxtZL8CBD58ayKRdOy+iTrRUcPJiEjrJMJCHCWrlCSD4YHi3jYiKRR8anI39EMpDnTdEBAah/7wVz/+q7u7u19++vP9/m61Wux2u113WLb5dK99S9U+O+Unevye5jMzTP7bKdIUM8/B9pRSeAg8iaDpGkbPbcrHj4HeOJ5HaN6IXMHdA0ZbVaNtNaoXbTKencDMc6Ud7hsfJ1LoV9/1PDn0GyvP/yBHeqe1cprz9vvtZKMCDYJdupe0xX2LLw4Vj3Xvoe8iJkQkevxBmyDhjozav+5wYpqTMRgR5MZGsomNzSIOX7yw9UlTqkSFkISLOjd5mbKWUmUoQpkBTrFqE5EDShTgsjYMQ9+Xw6Hf3R222+3d3b7rulrVJni5X/fiyYETjQ4mAnHK5p5zWp+fP37y9OLRZWoW6sYTa+ppE1qkXscT8LiFwlhuRELfB63LmH2fY2gn+yH278yOEPsqTs5MqqNUmnb++NO5CYYYmB2JU5l5DnLG4AmzyAyJiDkxJ0gCNym3OS3gLQ8HtwRjJ6YRND4BRJG0J3NncnWrcBStplBVsq4hXSzzOtGiYeI9kQtLQ6ZEQ1HtoQMaBiW4AQ4z0AA0QiWvLx/x8gL5rMl30dMY+ezEWuCYWz7H/tvxRtSN7Ni860AiiICJtJqZ+8gvjtJHYwaI4AyrUIcb+h6ci5rWgsUCmZOJMxlqZYz9uABYAguTs1jOQuxMNeLzAUdb6swaDXJACHBmqsXI3dXYwB7U4czMZwJ3UKB5KsyVDYmoEgDigCyFegCYkhXDYoGcoIqusyiDdatvFlebzdmzJ++Jv3z5crvbY9FozrAVOkezefbR9//k8nt/F1399Bf/7s3Ln/TlRfWt7vuhgiRtzp48Wf9wvf5oGFYpr9yaag5WgBzF1RyVuMKNgjnJmQxqvtvtU0oi0eNERAxXV2lyCw0Mc11ePj9//tHz7/6w7/svf/L09vb21Vcvr169vNvvySjn3LQbdqMyEGeGJ2ZE36b1SEfMaXd3C/xz5kA8G7lUeY66N7wkophcOul9F2lGVaRjFEvB7s7O7tDYhBAiQVACJDAELMIZ4f6qB6hz3/dMOgzDbncQkVrt888///KrL16/fn119VpE9ns7dIdxl1X9NX30U3VOOKkOmTy9UUeGAvYTSohTH33q+xg3/kmqbtYQY6t8lIgcwyH343kTCB88CFtA4OCaHxucnCnK/cNPP/HRv1Uy/cTUiD+Pb37D8W+P30xPffvxW/jo90250/T520odJ3bQdMz4mpnp/hniK+HkKny0Enhc8gybrFeEG40xjGkhzE6m8ugLvuPO0fjUmegOdRJwAG+wWR2d3Yin8dhlQoGrwQCcyZmYZgI0NbNkGl3biTl6wAKTwbzWakNfJx+9u7vbHfZ9GWYywd/wMZxOb3gA4QosVuvHT55cPn66XKxTk5NzuO8Re6cpMltU28jXEph4Vvaxu8JdDq991LjTY5272mYuNYxwymEP8VycwhOJS+zGabpsCsuDmVRlVvmzL/tgcEhJJ+LUtsvVeiPDeVKtdQ/vXPdGHFuZKbkr1AL1zdwkoHjFDWpGQzXXIq6SadWmTQNhHxzkxgBzTgARLFVukQA1OGB1RK7V3jyNsRC4OiqTJgElLAxKHnSTOgbWOSI9eQKdjqU+ziQhJSRJTFKtrzV8ZSB6FyNmmoiI1C16n9mRKIHBqGVQt8HMWJBDWURvCCEeFjuSpJxCYai7B0UpAKYEisca1iQRiMFWBkK48pRFsqQ2ZRFpSzUzh8PcaGzqFRGiER3RoMTuqGEJO+PyyeJsc3F9fXt4eagVmeCOly9e4RmtVismyRnucEJ17C05n10+/U8vP/6v8fgPYPnjxX+yef6zu+1Py/Bit39DfU3yeH35w7Nnf2dz+eHLsmJZuUspruiNhVHNqlkxUiEiuBmT52DmHobeTJkZZIvc5JzdeXBfrVa1DsMwqA6eZbFYri+fishH75/fXF9/9tkvX3z2+ZvXL7u7bR16UmVTeBF3glG1qoOkUuuApMBIBKxjKonUKRH5HLHBaDoTEetYj+LmFvpnBMIiczKz6m7GIxQ6ASCPKgkISSJwgLuUoiwkEIVbUQ/WOTODD31NCWa22+1SSre3t3/xF39ea+37Q7SYDkPHxE26J8y/pco50d+z/BnfmeO17sGeEuIZrjZ1h2IkglGzquSogdfnY4k8AJJ7UDOninw2I0K2nLbAHZ2cESr7GLsdvzJ7QO8OEv//70hTguTeu3QSvnjrIwH06J2MdbEPZ/O4UMjgges3TrkTAdGffRrtH2E1v+ZHv/YGbKounvu/w7gLVcRMbgiEZAITuQhxIk4y1YLlpslNKxSAGq4gdRRiYTEWI8iEbWruY+65FC2D9n3fd2UYBtUIM9Co+n+dQbDAU5zrEkIhmhk3eblcXlw8Wq/XnBtJTUpptHSTzDWldYpvqxtP4DAppUHrBD3rY4XK6PgyJuby2D+nfGvAvUiDT375DHP1wKYO0Phw0+f3MXFjvK3RxUzVVRWMpm0Xqw31a+oPnjNqttHSOiLLimQmT24JSBz1OCBSyY27dcNgtZSK3oAOpGgeQwI0zIiYWs7IkKV6JXYrDhi8olZogRYadjcXOYPKYXfVd8UNnIqE9TkZtU4Ifh1TWBomuemn1SQT+bMPPUqBCFICgJRHGzJxIiLXQeEwpJYWzVK96nBXei99ASFl5GYE6QtvmKP6LTIpCofW6rVO0XhCTuLOShELhZAIUSIuXhnGRA1Lk9KiaRZNm1iaBFczVc+Ool4qgxKLK2AKsvmWA+AIDS6eXDZP3jszunpzMEXOmSF3d931m5vd9m6ofUpYrjAoDgfc4VGT3188/iMsftC9XvclL1c/Onvvg8sPf+R4A+wd4nhs/kz10U7XFf2C1gTU2hP1nBNY3VFrZ9AKJqtMlNEQGxOeXp7VWvu+16rOzMhRgXB7e51zbtt2JavqYyhYqymazeP3//DJez/8g+H6zavPf/Hzn//0p1cvXyThRrgVgdXSHaTvqtQWMBnCNB/jyebhXEvOY3EEjbBu43YYdPwtCy3lnJgpubG6mYsH1+wE51AtMiAMFhqXugcPNE25Np+ITQC4jTiPtdYQULvd9vPPP23btpSyWq3cfShDlMbsu57TvIV/TUE0+einb56e54G5MMuKudY9PoqNHwY9EYk0FhQdRmQkLGOFxyiozYiNRXnU6EMp0ewc12MOD2OTEOWgmJXLhPb74C6+/b2fuun/0Yz0NW6l87ELgk7+RdSC4mQFEBGcaq1z6wYR8RSTySxOblOliXrU7bIR3I1BevR4nIjN7tWXva3jHxiVcDgF5OdY9xjYwX1nKTMRFXYuSkScOXHiXKMPe7FoUpOIoFpq5cWicVStnZYk4jQyknmtOSVm4b4MfV+Gvqq6G6n6dnv36tWr6+vboRtqARRumKv2T5favBlOjcppwKFmsKiO4hGpqmmXQ9HV5vy9D95frjcpt2277IYhZ5RSuq7jQIJLY568mqYJ412azCKJEJbvqaoeE+on6rmqhtNPRLXWpgmCVvQ9QlsDKKWENx8Ri6m4dzS6RTjn0T2sledIQOT6a/VhGCLBJiKqJbEkiLsz8Wq1on6jeru6eNzL4OXWqxAldlOrVjQ1Ga7u4bpUBgEFlAYbzJAInDmxqaIWsGG3gztSMmaGAkZtWrTnDGIb9LAf9re9GVzh6mU/mOr2+qvtXX3z8iYRckIpIEMSmIMiVu+51ARLibJZd+pzTOkGCGHoLahTmsWYvDDCdl9S8lXTtLktVqx3N6QG6+XazIXTarXq+/4wVB858SAixOLstVZT1PCKzPtDCVB3GIaClLBcQoi70qtqSiwpedVSXMmt2NlmkQmHXed9XSZphcn9UKqIgMWppia1bUsw1MKGJNIkcLBsjSRGsDU+/eIFvnilvTkFz5ullNfLptbBDNIIgG6AEdoltnX9h3/wd59+8seDPLntNtUXpUpOC6uhA9bmrHrmdmH+yHHm/HK7HZxAkohgVsy1ajUfDCAScXF48VLRkRe6Kcwc3XfQrtsNLNKKGMFgQ3/wERaIm8RERKv3u/1d13WSl0+ef7RcXzx776PubvuLv/5rJkMt5bBPzZLMtZZSivNQg2vZbKhGZjm3i8Wi1Agvm1kwto/yLUkyK8w8lWabm1hiNQckAA/Hrafu7n0tIpJzEhIiqaZ9V7pSm3bRQpyMuQbvnVkZhmF9sVqsV69evXrx4sXt7e0wDDe3V+26BfDd73yXKf3iF7+oQGaKNMzb+uxEcp6GXcd/jWY4vJDnx4IYTMmyycRxQFPmSOfxKUOj6lwuF+5BiB1mjhDXWDN4AlE1C6Up+z6FD036vo/eBJEAtKWU0lDq7NAHRk1kHodaZkmrdZSxIqTqR/V0okpO+CnuyecToX3MxLtPuCz3pxFfbwd8nTnxO7cb5iuMwZPe+Vb86DgNvPtc8QGwgzicPTjPHbezoUTkgSZJ5OZkBHHYWCx9WkfmNLIY2cl8jcGDBy67B8nCSbN7aEueCF0iZuMMhN+sKOxcTdiV3Mzq2BMUSxaSSBKpFVFSS7X2rEwleEfLQh4BrOq1Wiml7/v9vttut7e3t7vdru9LrXWESLNvVZHxYFZxanWGqz86fxSUqe1ynZoFsRiIU9KTwSmNSHNMAd5ORBoXPu2iUscVPAepYr/NLv60Y0dHPzZSSqRT0ez8xfh3hoiPEeyiYeZNlQSnN/jwftkNXqsPCSZEKTVt29qw7O9uIuoWtc0AeORUhriTkTsxGKZGcFQYmY8kGFHfYQQQSsX+ANPapr2IUKLUZGRHcl6gIVJlM7MDvHrRurs+tM0els+XkOdQSDXpqt9sy/aAux5DhWmFJ+GcZFX1zXxTRG4TDZrIWE0+BYomFDKDKfpDr9XUal9ABBFAUWywsfCDFzlHJfYwmEjQd45uT7DoMiegEnlKKWdLKQxrcS2ZkCIFowZg2TTL5VLgN2+uDgOePV198sH769ViOHSH3V1aLQCQAilBdagm7imRqTlZhFJzxiajadE09ONbUqcJwQ+kEFF3FSFiBkOEnHm5QF407bL5kx/8oydPf9hcXna1NV24rfZw7fdNXhCdwZI7Ka2UWiAbpFWa+oqdmWgsY63hDMNgMIKxV0AchmFvU/DWQ+Wk7DpGYVlGtTEm+dwd2blNWZrEQsTSJmn1vHvy9P1+t7t6+dWrr17cbW/htljKAla8C40Op9W4U3LOebfbsTqHVncK2H0ya9iJuZRwMWt1czMB6UgEF0INAIK1RSQFd6gHxyrAmRoIc4pGlaFoKTufisK++uqrN2/evHz58vb2tuv3fd+XUtq22e/3+/2emc3rvDdTSur1naKGTgBCHuh13M+rfptxqvVDgISnd3qSUQscKdLJnU+JnZh5rBEEz5hUJOaizlrm3xo5qcdU7KjXHRhDaEfR9LaDTlPu4LcZD3T5O3/o39egt9r2frVGPw2whHk1fzJr8TlWEwFbjwLHaPrwqQWdwyB0NhiNuAM+ZQvv8448tGjeOXtTEH8MgSogkeM0d0IrYwUTgqEL0artRS1X64u20RfMRDht3FLzWmsJ0FNY7bkAGHTohn5/OOx2h5ubmzdXN19++dXVm5v9fh/bP/pRv+VTvr8ajpCJoytP48rdnF88evL07OwiL5YiwUKUxSozG6DuQYUeO79pGgDFlCdD1QlzjeiJDR7Gh81hsVmXR7gstlZgWcyG9qzy59Y4n9JgKcEMpdjp3U1W3VhQc7rzCe5aYaqoaYrXFdNSik67GjCGOznItdhEyxMVF6Zwc6+g0YAgmEEJ4nCgOGqP0qEXW7S2XLbIDHaIgSwxt8aqVhS2d7NSd2C1JGWzTOerpTQrcz4Uu93vr+/6V9fDzR3u9l7LINKKuJ7IxEg3jdjfTGZjXS85w8ZsUk5wwBTVtUZ/WIPEWdWLRRO6hy9i0ZdRxhqQOcQpUafOREYiKXMiIvFadfBqYII5E0R43HLmNtSUeN02i/P0g+9+5w9+8P02p88+/cUvb66azVJVBZJEtBv63Z2bN00mBUOdKuAkgGAEK5JVEJYpwaEUfesR5EdUwSsRpG3WF+uzy4snP/g+yabXYae3mjNJC0ft3Qji7JQcZA6lATiYQ9Qd6gzS6YlDg4nQbcRpJRQfgbwZhwMzm0zlrsJiFZLdHcLJ1SUTc9R+uruWNkrfCAJCTot0lvncodXLcHH55OLJ89vrN4fd/nDYlb6HL6zvbQTNlYCzZGb1HEhTWkck81qrmSVzVYc4CG4CBAjlaE4oLOLzzAwhIhJE3p2iuJtZckosJpJBUmsNzlADail93798ffPFF5+9fPlyKF2tdRh6EVmtVqq63d7G/mWazfSs9Ws1+qkEOn3/1Ae7L8lnix+T4zHeGE3bcUQMdddax8UPxAHhl7hVAB6cdp5npnghERamBEBJGTkEBTUIpz9a2mY46ePlBkwWx8KY3yNmdjvaGSde5W+lfU+V0TyHf3Ma/VfaVfPvzrr8gVJPX3dh09Hjszu+GPH9dTqKppIcm310AHNTE7tFJRA5iJwMDgQC11jMOPajjxZYRA8erD+ie6h4p167YTYZAmRmpthjg6Oak7kLAGYFeOiVqeas+1RFNCeryXhQOMMrqJj3uVgpVYZBRKDs7n0t/TD0pbvd3d1cb6+urr766qurq+3h0GtFeOcEUOQhv92YN5IDAsMIQR1FKKSO8/Pzy8vL5XolbUu54ZxSahq2CJIjtO+ETZ1SUrj42NUWXYO1VtPIZk2d6CFcTjpMMHntcyAdGOPts9qe3HHBW2suUO7nSleamF1SSvHmacGLu2dChblW91JsqF132N511zc8DCErR6gTVzYFYMWUnBmCkQW8GsxNic0DtAuFSeAai5agClRwDeRxCY56WO/JLTk1nlpoB86gQq14clD1xillZLEKNysfv3952Q3n5+XL1/sXX3W1qOsOxhCGe7TPh4FLZgYXCMGIppRhPFlzkqiOhupI6JxA7l4HBYEgblo0mEXgjpyJnGFkWjV8PINrpUjicnVFSuwOK6RqqTUt5g5kExE3q7V63589efSj/+QPnj16lMXZjRfN+48vd1evWbQWNJlXi1VtmhurPtS0aLWnWoeqKuwtoIbuANs5LTZwZzZGr+hQCpu7V4l5ZUDgwpJTWizTejPUwe0w2I0ZQTIyszNbjY60CJ2BKtAr3To6DUfaKsvIkQmfOsWc4m+gYoKVHFHkMBqgY1g1epqNzExEgyNhFPQQIUSJeh2KqmeRlNPdYbtoVpdPV6vzR0/2d9vt9vrN6+12u9vfVtqVrnMRkuQArFZ3yQunChSAqCpcQ6L19TBoVdVoUGARBlLKlMzdWUdsQZ5GFJFo9UqanDhlEU7SwHkopaqnlNrl0t3v7u6++uqrN7e7u/3h0Hd9f9CgRYF2AznZ3X4bcyKJzbyopall7p3jvmP2MMw5HXP6zjtEmb81QnQQUXSlx+vjpzoQcTDYRTFngB4SEUEmcjkHxq50yaaqJSVVHazaVBg7Fhp4WEWkRDL91pwacD6m809u5Bul8K8aU8z4qMt/q9N90w/RO1+/c0zGyjtKAX6Fj+4PHfT5dIyQQSPshzEjakQjRzIHk6PQEzAjHtGX7k8ycWj2MVp5GkU5HaHpv/bxsJAHtr+ZgxzzwrLJnCKq6qQBBea9G5OxV9aCnCU3klLKTZ9zLzmRZBEhYUE1s672Xd8Ptdwd9q9evXp9dfXm9fVudyjFZkhnODGz/SpKoAfGnas6pxH53o3ZSVgkp5RWm81ytWESSQ3nLJJz0yzS/fj5VJkyaM1MszqPT1U1mOjcj2JlRqQaz3M/z4TJTR+jl5OdO7esnK4HIoKOFzCXwtnE1RZn0yn9GF9PWtkd5OSwUkt/2O/3h91ugUJVYe6ubEruBJepXS5gEMhh7qbQgBRwAoiB0IcKdSCQ2oJlhS2TsldDHZSLwyFAQ9xiuWJwTjUxdVag6urKOqi5sUutGelyxYvFqmmSqvZ9ORwK7JqShxOOkeDu3sMdWT7GeRjNneh18pFfCKpuXdWsTdsu2lTN+uFQBoCQEkxH92bsvbSxQkRlnOcyaAD4OsgMNlgiQADzoa9EuNgsLy/OfvD97/3exx8vNsvd6y+3V2/Q7ZLQR+8/e/P6lzljuUjn52tdKAGlK01ue276Q9cftqRaRFqKfVJM1kwuYiwNJFm/8743BSUwQTIoJ0spLXNqGzS53+7aZV4tkVrstRvsWi0TKYPYMoMcpgTCAKjjAKwBD6c/Is0WTm71CE8EGwigkYxxyRwW1Sg13GHi5ExwL1qreqSNJAsRNyxO7J7MrJCxOxGztE1bSaR6VRJq12fNcnH+6EkpV69f3t7ebrc3pkpEOvRD17tWEIPdyYgEDDJE6nc0WAljJIXZmSjJQhp3r+qzoUxEJOwGAwzV1AGVQJoB+lqYuWkyEfV9v91uv/jii8+/fLHbDxEqi/77nMXMbm93TUO1wt1yDjNaT0X0rztOhNJpr/I99/jB8afq/KFmPRnqkefO7gYY8ZEWJHqOCMJkTBT8EdmHmlJOqdZKpm5BWnzMc/PIVePqnojDhhh/evp9vKVB3n0b/+GNWf198wWfSOa3ou5f76M/1OXjbwQizZgiMndysiBi9SnDHbM6di+Ef8/RWcUwaHQFYQzMvnWt47/3fvR+Hginqn0CRRnxU6fKjmoQMh5XZmyqYmaqXJNqLVqo9tYv6r7tRGi1Xga2uaRD5C0nvqODmXVl2Hf7bujvDvs3V9dvbq53u13fq2lk70MKE5FM0Yt339fp9MaLqp6SOZNPrDjhDa9Wq/Pzy5xzdWuYc25ZRHLDVI+LlUmIRSTaYUec9pwC1TVKVGrRuQiFxkI2oXTMhWMOxbu7+9x1Fp/O2trfypyNr0fqMD5Kt6iSmCLq8xjN6DrAK8OgVctQSjEzJtIykGqAgUTdGrS6VY5+sVhYgQvtsAjoQCICY+412FNNh4LkABjIplyK+2AmA1qAwQJkzwuimpiy1Ly9jmCqA85NYXNuPLF225eyWraLzaMLOXTNoSuvX6Oq9WMcEETuROyB1XOsTCGAgkrSFOYgJGLniI46JyHyaubFm8YDThfOzJoStW2723cSTYUQgk7oihGwSO5V1d11bHhgwGq7QNO0qtpZXbTNdz756Pvf+72LszXDMfTrs01j5erNKx36RdssqEJ4kdCSYtHijPe5wNP55fO73eH29vbQ7Q6uw4hDgGI5CSVBksQSsIHFq+n4TCBklAjMFQ7V7nog7RdSm4WpVCu9GxIyDOQNwcirQisqoRgMsozKRyOX2NfO5OJGDhpxhTGmWQAbPDNjQqGO2nKIYLlcuruOqKNODnYCeDh0mAqwA73EjdwoNytiJ0tqnMSYuXFV1cX67Ox2u727Kf0wDP3+7s7ptnaH6j1bEgGZM8iIGSRcadGCiWqNCMFctZ5SMh+RTOeUIhFREgRJFhk4EYnBg+R7uVxLSrd3d19++eWLFy9evnl9d3d3dX3Xtq1ZrFEDxExrRc7H8PjUL3f0UN85Zplz8uKYRJ3efKDRH0ow93vqfNbis18+l8jFv6HRidxc3E+Mm8h1+shLxSQgYwHboZFUc66qxVRdJxETDLWgSaNTVChOlsQkzIh+R/H2eYropHfunebCbz/mGfs2wYC3Lubep9/ko7+t1E8+41DqPqG7zg/1QfRgJhSJ1U1kbgyCaoUjwu3E7hOg/5waefvGTnX86SzHCCJkD/Yjh6oRj9CR6gAMqGZumstQNRC7utI1Q8oihOXqIEIpJZY8dhlzIiLzlwD6WnaH/aE/7Ptue7fb7ndlQK2jYREyHW7fFPP6mok1g6qm4N+OYj1KKaWLi4vz8/PoWgkB4RS5g6kycaJqDo0+osdMzvfItcrMVGdgmdP1PcfhcbwSC40eIfcT8FefC93nTvcRnRxQ0/le5th7znluhT9V7e5uWgXuZkMJKN29qTKTqiY3dhA5O1wrNFpXSFyinQc+pnaIKEojaOqKtMACcOuLO0GYzalW8FB5Ea5frCFwgrE7VxiTetmNtXLEUHf2gQFuUIHaH0hs0awfPWr2h8Mw2M323Q90NGTHmk856WAkERaRqHSeoiQwOOBaLaAGVZUA4ZxSigyDRAERkXl1hblpsJVQcq9R+0/EQqlNlQEiP9+cvf98dXl5+eH7Hzx/+njoDrvtoYivlw056uGw2972WS7a3pGo3/VO0pwlbnLmvqfUnm+aC1k/Stvtze3tru8lcWoaRgs4yFioTZBk3qjXw2EXqQLAjay45W4YeN8tV2foUk8964HbvOA2kVjNqkyWGAZSoIMbUAhFUdzdUTBlW93dzAkMY4AdSh4kqRWw6sQTpri7EhG7sxrlPC9vdRhIHczVDuP2YREz02ruSlQUmiPutRzbuAetxYfFZkXStuuNq3b73U37hpmHnO9ub2gmYrPsrpbUvCZ2EYnVPlSDsLtH+ZsAIrD7MpYkcxKuotWj5QRTHc/+cDgcDl++fPnixYurq6tdd6i1RtV3VE0SUynFDCyYsAWP8kTom8TPbGrjxB2aNfqJ4wQ/xtuOBx+diGi0RyQ+iMwD130sT2UDyB0eSW1m40pEkffEGHInZhYWDgwvEjjNmUCunFJqvFGzYlqhXN3minMmMlAAlp3YDaNHQfcYpU/v/Rtm5pvHg4jqb3yebz++2VyY9Sy+xmT5tlH3bzwgbjtKzeelM35rTmg5IZNUinjrjAoDivrWtzT3qTFx6ibOxuCpXRMueuTujxmBYPMCMJLTmbs7Z0Bd1ap69ToUEWLC7e3t2MQlHDgSsd+qGjMPWg99d+i7vpRu0H2PJPBJCYfXSL/O0pmv3xw8YTjMt8PMm81muVwyczEDeG5NSROOhE0tm/GFWWefNI+FFTw1ipz44piC6sxMU7ScJoqXsLJP7YBZo5/2nJw+iFln8wRpNwzDA+98Dv67V2gdur7b7w/7vQ2dvAUL7+6AkgVb9Qjj5WZHZSlMRuoU2Tmjscde3YOfGs6m5k4ElpT2WmHImIBgi6HvqGcbWnfAJdTGYCCHOJbnGACtfcrNZt2eXTSLN912C5GRknxc23Z8oG/td8LkNtWqfQWzEbknUfW2FTOrXQnQABKYWS2WpjFOaUVUZqSkIsIUdGRzvSGtN81uN3g3PH/67Ic//NGzJ0+JqNsfEkMYu+3t6xe32u/hdbFomBx1INdSat9rXkDyhan0Rb989WZz/nixfuyyOmju7UaFc7PgKOyQKsKZPeclt+DKkm5LQXEgwUcOBSulXL73HXTdvqr1mhqSlLyKVoIKW2KQowoZqKg7wyurhwp2txGUIhyDaB2ITRuReAXMA595hLIQIo/q274vYeqxgOFWvZoSUVNbmyJYsVeiqI2SqEFNi+loAeeWJaNoym2zaIW4rNciwo5D03b7g02IPwTA1JKZV9dhri0Fj7pQcqpF4+eEj4W3AOCZKjMlkygwgjm5+zDUN1cvP/vssy9fvuz7XuHRpNq27X6/d9emSSAfBiXCcomuC+joce0xjygO3xBzPf3024Rm33nYXMPkJ2P+81QsjG+ywdlHI/QYQpj0wrFnYRR+xgCSp5HAwqSaMaCmRmPfFEILhI6YrvCoCKY/fxtF/uCWcT9p/bs68+n4tS7+Gw5IEfCZaOkQtT4Ruo7MH0Y96j5y7gxT9GP00EFgBwWR4Ui14dlZwARKm82pWNfoMnZLqQnEFjJTOgZ1x6DVGEQ/wr4TY9rGIwVSfCVJwewlx12MVV9k4dKFTp+MvLbZE6E49c4Hr1zGIpqmaaiCBqWJ4TjGrvNZXanCTMxIorIpJA4AQAQAKooeV9jx3/nV/YfgADyBmqYzZ9dVbpWgVFLL5xdr4pob36zP2gW79lHO3e3LrPVJMnEikIBy1Aa7EZOTDj40TROdx6lpmqYJgVurGSyTCE+hiLHBxiFM7OrqTArvypCRU0ricPfFonELVlAIc87N6KljIDIRmepfyGrpyuDqpsqOxKIBsanKzKXr1w247n3/BR1+ufHXSi+74SWlfhh2fe0TNZLIq7C1Atth71DHQDKE98sOhrfutze7Zduu2sXu7nZgz8vcq53redW+NpUuWNYoedAGjaNJfLi15uxC0vn1MOhi0Z6dH7py2P5bd3ZLbhKih4YKrWcNSQuqrJ1fbh6dffAxb784fPEl2KpD1ZygZuqojqAUU7gZKDL/zrHqc8tmCkGWWIZMxjktmFJiVjhDay1e3DzVyrUfpDUTVS3u1jBYYA4Y9DA8fr6+uTEzPNrI3d1hsRDZ6e8/O//4wz84O/uQy7p+1S4WzXpZt9efHm4/r/2Xm1QT13LY+2A5pUVhQ6080KKQFsidpLzaLKqvXr65yjeb99778Pe/+97rr/j66pV1faU/QkoDZ2MZVpJaH3S7G948+t7i9ubL3d0tOWdqGtlcnD9bXj7dPf6Htrv2m08X28+b6x/DbxfoQBmPvw/5YIf3d/T44Be9b4r3ZmWl3Zj/NJqAq9y9Su4R1MpmcBeAKBMR1y0AEhZOkoSIqqkVUB0mK5yZmSkxMwkPfICT1n6wEXHdHLUMyZuFLCQnL1qLqrkzqaojE0tVq0MP4vWT9zaPn9Y6XH744We/+Pn1zZVZHfpDrQOAWhm0tNwaG8yJVUbU3jz0O2YWzt2he//9D7/44os6lLZdDungTpxblsTg/a579ebq9vb28y9f3N3d3Wyv9/u7YgPI3NXIrC/MDlC0h0WdZemJ3CYbMoSKjija9+TN3E0JnQTT5NRO77OFCJgUOWoUgMQZ7lGxAYBnU0QXO5ydGAVetTQpu6ubGkmTEogdpgYdIlLYaGnq0Cg3WVZCjSnBAyI82t585KqwjSRy7gfzZDVTrVRq30MsEGDJ3MkIyuRknOtKtcLVUSSNvVWqsTVxEi0bVfLXOaizgpzu9+H7D8apATFZM+7+tXznXzdmA2j2V2fx/s7jVeayp3AFpw8mBXf00WkCwPLjzY/rIz46vTMiwtQvPv/APIM01iQeL+vUppidPDu5lbcn7i1r8d4Bb5sz7zRb/DRTBAAIvC0ij1qTOYQQwe0HD8nd+zJjeJ16nA+zF7+TMU6Gc6TDIys+Rg5yFqa2bXkY+zvNDNCZDplJRxoDYjODailFVQ2IWzudt+nr4wMKU3mcvUB/s9PJJwCljCSg4+Ob8Jtmrz1sLTO1quG1WNE62exai5m5kZCySEosIoN7KcVrBdirjyh/cRVEM1Ya0WQrukoEYZy01izUSFNr7TpvEqw1YAx4uJoqRebFDG6oQzA8Wl7kZ88uQUvTlHd9R+NtOEfhE4PcgN3OqUAaXVAdhmEoKLXnjGka561BNOEHBBEsokTB46Qnec1R6ysQJW3RjexmVrWCPAKYrtBSE1PTNA6ttUTFe9vSctke9n3OpOq3N33bci327AN58vTRs+dPNutH29t6ffWm1max2pRhV3UPUhFqUmLNVYMzpoJdEoPhXs0HqzCQGi+SAHp3e7VaLM9WTZbL4XDY6hVxdm9Us9eztNosV5sLetoNV9/75D33w/XrFzD96P0P8PQpQE5ftasOZdvffLF/82Mpb3Jyb5YNo7SlLgiJiAq7NAQiQTft5VlnRDZnbJQ4hovH9wPjH0cJGDQ0IgJnOyGEdHeoqYOMXNynVGs8CvciIuqRPyIAmSUR15GOUhkNyDIzyFLi733ve+fr1dX1m5cvv/z8s1/2fUmJiSgtFgDIoiDUSylRs705P3d3qJdSrq+v3b1dLhaLtmmESFT9dnv36tWbVy/f3Gzv+r6/2d4Gl2PXdYrKAneL+MhvI1K+bpxI14eibHZG549mqUhEU736PZ/y9LSnY/7WgyMpjIX7idT5ozHOJ03OQ3UV6ZnZpiIqIgIRczLTd0KDTwvjeCPM5D7Jt9+dd/034an/9mPU6PcmnOZE9b33KQCjNXA4fXpKTieLzqcnPVWWnX79nsa10a4ZC+aPn5wkyE8v9MFTf3DAOyd3ftN9rk0Zu+CIYCckV0QA6ulpZyFS7IjEcmS3nJzy3+3wKWyVUpNTK5KYGUG2lrMLN01iS5M+HkdcsKqSnMCt1zqeqmnDO5+j6MHpMrIkpTE4L8DYaR1PijGzt0V6xIYRsD3JSTk3waJ/Zobln+QvzKoOWup8eVYVwLq1LCTqhGq11FJQzI20wI3hCShwniLtQfkcvCdEFCY4mLj0tW1XIrK/64YDuIXViCgRFOZWB0gycuQEGKwgN+JVYRWPz6DZ3my19FkcLohK3HDSGcRQoAxgg6Hr9erujm93t5ymmMwxoOVBg8bMATgT6UU4CVlgoRigbkRjl6ObEnOpwT2PwFOEg0zJKKUxW9Q2yV1Co6eE7a2nxruuPnl6CWC7vbl8+n6t9ZNPVqvlhVntDlthOT9PVg+vvnzZH14P/Y343pNIzpSFaorKKjAcalUrFZBJwym1SX3dLg77un3zoraLJ08eXSxlW7WmnzKv1M/MLgnrls7WiyfNIn/18pdi3D7m9fvPsX+F3Qu8+gxtQ+c/SqsG9WVnP7m5/tcy3K43WbA+XN/R+R01KqwJj8yWRgvmZLMCvr8XJmyvGc9qHBZVh7HaLaK1wQiX5iMBmI9FWxqK3MyZMYZ4g5dTiYgLq5sbRZqDmZ2UWZiARAAnSSywSqplc3F+dnZ2cXGxXq5ubm4Oh8Pt9nrYb4HI+LCTc2o4gYzMrJYyDENqm37oHz9+zMy11oP2fb/fbnevXl+9fPnq9eurm9u7vi8K77ru0B9KGZwhTiPh3q8pQ2a5QNMqHd+fXtD9Fyf/3hP7s0CNdc48uTqT4zfWDdMpQdQ4/7N0IiK631B34jWNz2L2iSfFIZykEVaosTlDrajqMHQTnj6IyVldHHqsnD8d7qHF46YCkn789d+tEvaTksDfrY/3tebCu36FTjJ+iU6Omyd3fI+O3ycaN9dkUMdrP103wVJFwRPIzII5BjHtxuk1zW3KiDbi0+t/O+LxwOLDid1nEzUIcM9imLX46UmASUSEj+W4Hwr3k3/HYZOb5Ucj8R1z+huP8EABwNng1QGm1GQRIWZ7YMo4AoeVxtoC4YmHTetUchLQjFNuuxmBFxyCmbGtmtUaaKDHStEAAtATE7tMTisApBR9c5hBmceHSkRkRAwjosTimcm973tyg2kgwocv6u6bsyw21MO+1E6tRJNaALcztUIINhYe+SyDMYACUzCQnIVAhsTSpmzVhkNxRWJEC0WQRoCgg2kGA5ZgGZyxSLkr3t3tFu0dOv/ysxd328M5k5lGahrEEE5JICoL7AvU0Rv62+3VG7+6g/F8KQBBGApKFHQbYQsZwYmYAec4cIxdMo95KzARwcyJjZlprI4GC5Igt6nrqkb9vXsd4EBKvLlY5ZwdQtRKk987e/yHf+fvfPDBB90v/6mI7La3r/ZvlovN48ePKw9vXr6A3Wi5Ux0GQmMpQVJm8qipst5QKqpBuF8uFk0rafMImm9se7jda9/p3iUz132Tf9bkC+L3q7VgExLBGr56/oP39PVf3/7iZ+Qv+v1Pd7c/36zqkw8e3ZX/pbVHqHc+/NiHXzA0sTDtar2zUsVIoK184nhcq3tZnESPjpuUiE72Ne4tN6vhb7F79Si8hQdmmTMR+VggEuEkijLP2C9k5KRzDcQwDHGAuolIUxcpJWf2FODQSkRKDhIAd9s9Cxa5ubx4tFysTOv19fUvf/nL6/RaVftD13Wd1ipCAAyWcjNUNfhmveq6DoI312+++OKLwt3V1dWbN9ddN7hRqVZKubu75ZxqLWMbGGIz8jsydb+ttMFJbHUOmt7zkUaTyCLKRLPyHqeR6+k7zGOn8uTwmwPhO4e+ZjrFpozij2PF++TzHRkdWXKSBIFJsGaOELNa6khp73CQE0d0ZjYFRtk0GwzTmFyMWTv8bsT3vFCPPszvVDV8s0bn+xrz9MMUCZUTBHybI+3Avaj7ZPWNyHEUsFlxlCMoz5hHSiKIgzlAouOe9eiUH6u3HqhzOont+/2o+3TAvYFpTikqZN4KvPsUNH7npD/46fnN+38+iPa/e55/+xEXH/ThTV5QSkQyNiVPifyBB3KdFxOfDGefG9hCo+NEDqrqDPTm7jQ1slNVfbCZ4/FFQ96oshEtJpCoUB0b1aJtLLBuADCiY8EYcBjDJUhTmclRBWwE0KPL9nC73w+3Q7eDWiIGNYqSxMCZmK2oY/BoU2CHsbvCx6IOjBwq3qaFEPfdofRYNFi1WQCLSqeixHCFVxhBe2gCM8iZVLt+n+j1/qA3r18e9ngkMINXra5OTJySCDUtZ274YCLOuat2qENXYA4ikmiqIiBiGxwUmQ44OYQ84vAON3ZU5Um6OTsR4uEMDol6vDTGjYQpsS/aXIfaFWDXgWGG3KJdnnWH/uzs6X/7j//hRx99TMy73e6rVy9v75SL77WrBYe7fnvz5u72q8uL5smjZr+zBJQOZcDBakM1SyPMkpkRiA0I+WhlVzml9z/GbZ8xXCzY1by7tsoLciEkvmFZ9r522mcMQhVCMBXC9s2rLz79V+Iv3ntsqdj1T168XP4vcvNkaeVw/UsUbTOSaj1sZdWVYnVPKaW8WBFvepO+J17ca8KZ1uG9CNy836fNaKOAPlZikZWCsLKYIeLuEJCLWwWRM7nOFWrq0V1jFgzL7u5qQiyMvlbzPNaHmpNns0qOxWIR8flaqzstlptnzZKl+fCDT1R1t9tdX13d3d12u/12u93t942koZZe6812+9Of/+xnv/j5V1999dWLF7LG9vbu7u4O4HaxYZZSerPqSu4uxOAUSUuYEZH9jjT6FIk8TvIoc46oL8e3Z+9l0uhHoiZLKSRP9IKPZ7N77tY4o8F2O5ZOHz0FAKCIXvHkpk9wQMxCOaVMiUgi0OvF1Mz6vlctE1csjfTGcJFAQ2H34Gw8LpWxFMwx1926O/+ONHqMd/Kc/Y2OtzjRjpmHuIo0PYl482Esl+4ny0/1KI2m1ngAcxClEkUEZprZetK5NKn2ozqfTnvPO45oyQP1TF8zbfMaOj3ex5g55j9nf12/BgCG+Zg9wlG+3MOqe3D872j4fHk2VilyaluWzElIWHj012P2SinA2Lc2K/u4olNNj6nxbKZJVVUtFXPAQwQBHV7qqT8U/W9xWGyL+xY6nf4oM6emGU00ra5WtSBeW2WYU+CEWcMkqybn3C68uxuqHtQGZhJJzgm8yE1mKrXwoL0bgtA7yjbJOSpOIk5Eo1plmPWHzhWbTV62q1J6MbVBvUIy2IXhrqYFtUNKsN7F2By166C+XmQrBRWkMIMpjI3F1Nidy6Eg55SWnBbSFEoDUsDXxBoPjECPJB3MFQS4kBOBoQzxWNg1SDYdCJN3jAKmoFilILodVwLBOM7ggCElrC6W6835+vzih7//I8ntD374hzkvHN4sL6+3g6TF06effPbZZ9ub27Zt4fXq1ac2NOuPHq8aVjQFQ+1QegBAqkjMAGfJmbOYofaKUuqhu1m8fjm82R1uD6Qu8FoGFl4u2izgCq0H6BVkzXYOWSD1OHQ3b368v/l0k32dN6m73V2jdBgefXGzvxncys2hNTQO9KgOaYp1r4wTyXmWD0UcWJFvBrqJm6e3SojnHT1rghMhYBib/m1EQkYFC9yYmdVUOKpkdA4ikZ3KQ5MxzM6U5pyciGg5ZCaCeK1qBph7Isd+v2+aRbNaQW273R72JaV0tnlkFyQiWoZH2+3d7e3t9c2LF58X8x//5V9pHUrXD13/05/+5G67HYaBmfc31wDcUE331681gI+dvQ4+0kyTTRIycpq/9QhvG6cTeHxxxJq659vGBcwbfy6X4ZRoanuZ2zSdXVi+zq10Nx8LRY/u3Py78/WEzSGcOTUpj10kBl2Woqpts6wDDTqYRkkyBaAXHyE01BHck2z2tms3+W+/I+17olzi+se7+LpJ+PXP/3U++r0beKDOcaLR7fh+pEvuI7qMiY/7zwCAU+Q4R642ZjiTkQEcDWQPWph00u92mn2f/X8Kzpx33N68pOYLON3k9C6wmgdT80DNv5V74TlAg6OXQKdWzt9EJYRQ9FSTUUStDMSSGkkNpybnNrfNYrGgnIopJ9HhHjKrz8RHEBpZiZU5yJiJmbWObKeYaJECIHbZNDq57wiIt/DO9YgW5yekqzNnkU8NijQDyWkAYFStxbVYLTAnV9PqtYSv0WQ525yfnZ0Bn4IKi6XMzkwQooYYbSYmK8S131UkAwsxmFgFTI64QWMYG9hJVVGsDBDCsl2J81A9Ue6HYgZKyJyyo1rvBUaQtQxdSblpUyK3ddvQxXroru0As7Gtxh1FrfRqyoMbmoYqih92+9rXsaOABnK3sfWXiBjQCXx4CgMJsQABMEYcZQdhCwAwRM0OIzFE4FOkigFxt9o3GTkhN2lzcfno8ZPziyfNcvXeex/kdmlKWLa0XDVdWa0fffnly+88fbxa7A93pQ6DeBWybrf94pfby7MmsyYWkFZFNZCZm3GCKIkAObGkZaY8WGU5vHix3w79vjBICAzzRGYlVVCCsQr2FV9ppXq4EVvQZnF99adXr3+8TlS7uru2BfDek1XX7a0/DOapoAGJimsFAQeQu/ONNW+KvE55aDwnetLTrQMe+w/kIDP3MWrosyMw7xfysX3FYQCbqaqpIaUENSezykRKdcrvJplKQ2LHM0JLByR5EghgHBA2KolMo/fVrI77xZyI9vuuFG3b5XK5TEPpui4aJQ+lLCRJs1yeSbNYbs4vl6vN2dnFdrt9+eLLq+vr66ur1WZze3tr7k3O2hkzQ+AaqRXAAWFXD9AVIrDL8a7l1xM6x4qhKaQafx39aWAmxIr5IDr+N49IkONE6o9ee+jyqZGVZ2nATHb/Sd3Lipp5NTPzOkuPOdqPKfJPRGARSUwBH2DJmqZZLGqti9UBCFas8fLEjVjcgJF6yqE+dTucmkR0UiX3ux2nTmAYP3/jGv0U7GJKn9NJbiadaqz5bOMXHmrJ2HoS+ItABE/GqXKmoJQAO1FEWA0zmGU4dlMYWE8i5D5dztd54dPF0K885hvGcYKmlXp6WgCReTtmXabBNkxneBiZ/xsYbIEVygnCnLLk3DRtbhepSaxVRDrZh9MsIsxiM0ifeXBBROh9Nq6PFLdz37mNhrkAQToR77MziLRO7KsnGHCJJewsHusejpiyQ9e7u6nWWryqm7oaeUBXF62DuzP5Ii1XbdO2TamDo6TEOYuKBB03S5OaVqiYVeLGIU4MZCcjIRiBKiMBFrgW7KzDYFWgSIzM4qZWtV00e+3JA30mMbNYLVWVsJB1N+xFOOVUTUV40YhXuIZMG7ErTFHMSzG0Cx3Sfle2u8PuADUQI2WUYV46EArGVSfzMYDIgCMRgjxD3Jum8anKz11tDgUBKY31lWVaXcIww6JBzs1itXny9Onz9z+6uHwquTk/P5e8/OKLLx8/sfPnC+Tmk+/+oDvoFy8+e/bkk4uzRz/78b999erLzcKbRu+uDV1ZLbFqkoCrm2lgo3ubcik6mCXzvGrQtKnNyZvDi6uMROR1UCbNibK7970ekJdNarnNxrjV0t/e/rx6ffOXr60Mm6WlHlzyZbPOQ7N/gfZSXWtVE0rgphYhVpaeqzYK9t7Lje2vSr7NSTNneiuzhhNlcFrrPpmwY8VcwF9EC6Wq5pzdDXbq4BKAxA2NlQshc9SiV1bE3awGYnQpWmttAKBR88oBQKzqGjEhefLkyc3N9vr6euiLqsLFWcAOc3M2N3XnZrFZrFJum+Xi+z/8wb/85//iz/70XxDJkyePjPDpp5/ebG/btu37vu8Gd+Sc8oJrsVLUzJmVRhfLxzDoaLj8DgYRnSjyyTEjA486j+/JxbG9bZK6mKMFJMSEAIQZdXywWlCUBo7qegIMY5BFd6LZWEkTT3D6MT+5QAJAnBCpWxNmFkpCnFjaptFaB+6VKkBxfcxuU/2Q2cN/fcQCn+2V37HU/hvTAr96RL5sfH3yPjuSmRNhEvdGk6gOhFc+Vp5P/CeRvjipU+OogY9EZewagno1I5iSkcENHjuNiFLTZKKuGxDFTDZenFNwirwVF3orFoT7ImDUaBM8p0/V7Kdfp6kU0+475/N55tT+6U98nev/DRbfbMyeiqr452u+AKvKLH3f5bxMqe2GulivSBKcOCUQ9X2fmrRcLs0s50wT/AtzmnmaaYqNu3utgSNGUQoXkBoJKTdNavKpzy1BeT7mI8KDZ59QmpnZ1Uo/HGo9W61rVY2fZnagDEPkGlNKWku335vVJgm5dt3hYrO+Pex3u7tFm58/f/b06dO8aOEmKYlkAGqo7iwpgTjh/OJid3fTD1qNJS/ZqpmSK0GcKryqDaYanGyJjJl3hwFA2wqAlNKiaQ/7rjtgs8FisfDq/WEggQHDAKtYtRti0kFNy+7wZhiGsxX8hptF62rMNAylqvNq9ebVdq+lKL56g12Px09wcbHoa+l6BYx5hKkBIMICVNJaLSSGkME9Ih6cpckcCJZE7CAd48RIDYhQCohwtmaAg5x+fbleLlarzfr8/PLs4slqfWYs/VD6QycFi6bd3tzC0/mTJ1brxcXF8Gb1y89ev//04sMPP3n15afDoTzenH31artgvLkFXdaLiws0FQ27+/X1XbcvZxdtTqnr+lptuUlwO9ze9p2Vg1pvwpxSoujBYqBKFEeKDOa91ltHgQzvP8/9nd0NGG6gQyGsRVc6EPbDIrfMBjU1Zm4lkYO8dqjaslbcluHLRb5ZNEMtez8OANHMLUDIZVPyUNjzEZxk3O5G7goPYzWXfvBohwPgHJ2BACLTNIapiGks4RQLHl6rQwAdErnV/W5b9yXnnHMOlopIzC8Wi1K0aZoy1O12SyTMXNXdXZZtNZcky1WrqkN/kKb58KNPaun//p/8l4+ePP6zf/mnf/lv/41LWq42Xd/vDvv1es0pv3q1M6sXF027yMNQUwJA7kqGEaQ++kfk3c7Mg1DlicNy7/gTWTTVn3OowPg0ST5mLY8T9VCmHU8Y8oemCSUiyNgyapMJNl4YwQmmSmR0EgYPw0wSYdL0869HrKzWGqBWKTVmmnMbjn4pJWI04a3YRH83x4Cnk485glpV1aN5FaCoficnvGvQ/b7wB5P8ruMfps8ffPdbjgdfObVf3328Gk7toJNLDZyYNH55Mgwxzfj8XN51M6Ejx2jWZF2ZO5SMA7hxjtPjmNwdvfPpJE5BwjZGit5W4acv3mnF47igHW/RZvztGEea+DnMJWARTpRysA3G2gVQTENh932fc27bpTSjlxMR9xkY68SeGLfo6HmbQ8Z35rXNY+D3KAGZOSL4AhIQsdgUdQ9YGRsD7bVNyVMA+Btq6YYDzGH6i1/8oslytlk9evTo8vIiNw0Cm5eFpcnNKufWUwOubiDyvpbBvBJBxD2DGsfCPepblcDmHIQkFuaXEVG4ueLutWqtVU2bBjmHcQN3gglB3fDq5W3bSrMUCDEbMSVCIxhITFFrVaFiWknYUBRdh31BP4TrzIaGABELzHavWh0ETwwjsFGWwD+Kanxn2EgAhhoSGjymyWPm3ZESDY0TYb1eCyeAV6vVe99530awUi+lV10JSxY+3G1Tq7lZkKTusNWXZbXcPHt0cXf1vlba3g3LxfI7n/zei0//3VdfbDcr1A6kOOxBKMzctqlZts8Xq+3NlZqwMbFptcO2W7bL5dnj/u4NVbPqDvXBCciC3IDhpup1QCHJtBQsWkJOVQsxLIESeABM4cacqSczhRRid2qMAYi6eDU4VhnLTT3UO6Ovqn3lWI0NfXCdBaJjxIJ1D60APlbMupofo30EGIwDXBrGzh6QkaQz7ChRdGOaEQVSFTl50OJGKD6YeMdgLgNqNQBezAgGcK2WUmPqTjAnuFkUwhNN5KoCgVnV6iyo7sSpWa2//8MfPX709OnzZ//0n/7TV6+vuFmeL+Xm5sbMnj+/AHB7e7vbDU1DZs7uUcU8UUn+RvIksqDTvWPEaTciwtipS2PfCMbsj/tIHAkABD9hv3ynWzXPKibsbQCkE8b7uxwwHO9nCinamHedtUlYvQYnTLW4xMKcWFSoAEKcJRUR94m+5TTmQHTk+LiPeR6/8C3V7cl3f8N48P/Pxun1pbkniQVjvvgYinGKWlA+mbQ5jzKWWNi8WUJ1j53o00cA4uFhitACUDhPNY8kzKPraphB3elYNomvX0+nYzZq7ttWv+1k/fsZziABixNDEkjABEk8Rk0ArYH0Hgq+aRbz8iVIpLiOWXB3H8G2KLDfYyMlZhoF2ajU3Z0CO9U9qkk9uoBEXCQSU4kmlnQzdQ/E6Vpravju+lBrzVnanLWU/X5fhm4Yus2TpzFyTgDgCmGgkbRuFmft+g6HTstAcJgehr5oNcClYW8dxa0aPFSguRHXKeSvCoe5CGTBOYlZNa2l9mZoF0hNXCwCNNZB7n57hXali6opgzNEoIZa4GQKVWhqF2er1tsFLy72aF7+9PV2h1KxXEHygogk0PmYVRUK02AQZxCINUWGV508St6QmUTYqAIAOZPHsx1NK6ac80LNwJvNpm0WInm1Wv3ed7+3O+xvbm4O+64OXS19Simn3PW9mQG2aDdmw+Guhw754tHZ848AvPjsx1qGx4+fdrev3rx4TS13e1s26HewWs4v1k5i7ovlopQNUaRecj/s6lB9Q6tHlzklykKerKprMXMhwGFsamalEENSTjmJtwBED5mNsyKjENTvFESSYV61C/Q0E1NnCoxSJy1eFY3fDPXFof/rpX+naRbu55OPdSTexRHe4KFNr1Ywc2xRgM05RvgCwOYOdgusH1cQEdkYeDW2wJc1dyIJuzWQSgG4mqTkDhsCiZKMVLUjksXCp4Rd0OeColC02LjUZjcRQpDFeqmASDo7v2zXG0MqSn/1V3+1v/qiXWxUy6EbTAsRNc24T0EO0sm3HTXjr2ByfFuEUEjcSanzhJZKNJaUs1MAcM6qdP4qEdFYQ3c/6n6qpJUmVE5morH8hpSdQyfY2IYwTgYAnEJ6HFkeiHzEYzohZBu0ZidiCEkUNBK5gNgtpdQ0eahDKXU8zwnQDd0f0zujOp81+tfp9fte0N+C8SDYPpbAORKd3DcAkE2Ri5NbO0aw52xETFmIp3i6AAK0BSACT1gl1SczOToTx9DMaNCNcPBjBxrRBP769Ur97TAF7qc0vlmdG73b9CUa6wwc90zU33Xy5R3jeO88lalzCu6oiO9NYUAzE4JH4IsnMO3TXXe6Lm2icRx5zc013A6KFuowXDEXN8xeDwBTJTUzDyZ7clQr7j6ibEfyslStVV21P5hqVel3u77bq2rO8slHHz969OjJk8e5aYCQrJF5W0nixfLCVx2tD33t1c1Nu34oWo3YJblltwy0TiQJ5uzmjsJcyQxOrmaunDghiYipDkOnCiKkBsTqToM6kTORu8ArADdYRQXYUAVVMQxYNiDxnLDYCK2W3K7Rbjadgl6XChYsN21MPoubG1ty9kBACRKwRKTuktjVneAAOYRdGMIgccBBRhR2GomAyEhS06RazCBtm5eLJXNK0hBRm5vVaqXVqnntO805ZTpbNX1x7Q9KaBerVqjv7778/PqD5985e/Lo9mb95quX3vqTx8+kDrurrRdI06qqVsrtMjXYD9sB+9yuQBVm+8NudwctMOvcXjKnnFkomWgdvNTiDGeq7BZPb4CyOpJX5+QirQCU+pKLEtR9oFuRlGRZyExADZRUhy3jrOUmpXXR7X6H2mDbf3Wwz2X5cr3+xPVsWr2jwPXRPR/X4/xq3izA2FMO07EPz3kqpxNoBQsAR4UzYcra0jF8FflkZvdAlp04IRzOnMzMLELxwqDqplr7vmdJIgJwNRuTwUaM7O5mDvO5wIWITNHkxaEe9rtutbn4L/7BP0zt6vGz9//X/+l/YEbf99u721ItCTGz6ghAFLdI0IjiTNAGD5OM30Ko8Ek51KynadKds6d+T8BN2XSf5DkmF//oZSkBNBbi8DRGoUE2VoGaIbhc4DISaKm7R3GcWlENsgaJvvu5/pGZqx00peg0ZYdZpUkTJ6ZglSylmOukbPBA+s0yEKPZAbcxXvwNU3f66dtK5+3xN634f+X554/ZEfIonuRp1B0+rX6aIxiTrpz8+NObPNElZMzTqWDgaaqJFB48oTwdHKVwzKxT01QUlocZ/e3py05f+FRp7L8+ytK/50FzGUFY/UIizAkkCKt3omZy91qrDT0zt20bbwbCa5hHdBKxCAvZzOYCgjiDT9Tpko8AwH4iTBsWc6tm7qaBLe0AUEo5zWrYCIJSC/fiTvBud3dze6Wq77333ieffPLsvfeaNkl0q7urgZkJ5FgRc2rrYrXn/gJlP1hfewxelVSj4JkTeEHizA1MoTAM7kIkDiKzAPwmDjQRr7UqHIyUIQpnH3Qwc2ZKUXvlY4f9VIMJYURreyPk7LXCZXCiYqgdbnevIXCCZLRtJgaoCpVBjcfWQWDGH+TA6rQg8GaCYIRaEnLO8UScJioNkDuD2UScSJzSYrFYLBambIarq6vFYrFaLN2w3++rDsNhD7XlZZNF+lKGwzV82Gw2hrrf3dy9aZuMZ+8/d72++vLnFw1dXDw63OxIAE+1KNg4SbPkgcnRQ9qmyUPfdwXVsWgB4M3V7nKzchdmJgEywVEJ5E4CN4TlnZRtoFKqky1XDSVJ4k0qh4RaAta2EjVmZORK6B1dwUKozZcVXem36KAd1JwSSePSgLop5zStzNEX10A7PpqnflJYTDQRFQWNnTu72xwvtQDzIZCpzmLKCDK+DzICMydAHSQnQFjFxuYRZslEwe/ntdYaUK/OYwI4jm8mf0eJICK5hVE12x22Z2dnq81ZURuGYXV+/nf/3t97/+OPU+n+4i/+/PNPf3F58cj8/M2br/rOVisZQRR8JBOc8g9HHfPNLuY75Mqk2sbudvi71DnhnuIf9fQ3qLSjZ3XS9jbLdg1//GHE9FirNDoDHC2142Hx5og8Iw3ghYwpiYzI/oEtRUQsmNijPFgY8Y4ALd1X8BjRnUa37VfPm/8tibrjXe3pJ9CJJ87rCTPaQwVJk/o5HjuH65miMjOe1AObaFyRU5zET0AkZoTC0Sw/mdPTyT1d0/POP13h3261f91B/q4//8Y9dLJjGcEYFoOQcEqJ0kg46ARVrXU4HA7ad23bjmVr7qpTaTr8wW6f/7xXNuJUUcdJpuPEnuTURzYrG1NV49dLKTMZAACoBW6816vdbrc/HETk7Ozs2Scff/jhh0+ePZWmwRioAQjMHOxa4AUA5qFdnMl6Z/22dnfau0ENqlBnIqREi9y2DDe7c6ipRCUTO2CG6jzdY0V1VyLkFm2bqCgctXo1MJzNoge8VJeKlMFAzrxYZCQz0/62gqAKUDEr5mosRiWaXpsGKZN5t0gk2Q8HuHvKKWfloYYij2pOIhJ4XBYDLBBywCRhUkxRQDr3C/l6s0p5DchqeZ6kLYMbfLvdMvN6vV4ul6paSjEtQ6/7O784f9SkfN0f9ts3gtI0zdlKXrz+Yt3KB++df/zdD+vh5c3LL5aQs7OLeihmNNRaGbtuu3lydrFZVSfvqV0Ip2Y1YNlisxYyurupRupwcwomV6FI+GAgROmTMGdphLJZVSve90QNCE3inK0WVAUcyfJgUICAg+KgaBZnq/Pv3t28LOXODjdYAM1Fky4IzaErCo9ufecR4RcBzhP5oFjAHglsd/ekRkQB7h7uvDl8LLwKIl52r0QydrmZ2xFt1AgyntmhQVrPlWncZQBgKYJbIqTszBYlvW4wV1WlJCJCTOpmblrGRORouHEpZqrKKW+3O0lpudq0C7877Dm1j5++99//9/+Hx4+f/s//8//957/4a6t90yyS9Kp1Ak+DM5wQFf3hpeO+xvq19M2JCh/Ph7EjlyIc6ycdzRTkCeRzTH4OWDruJUPjtU0OmE/Xw8w2VrvYg+uMwItZndsT3KfiKtVah7Dh0qI6QCxUNRszqpkRAozOOBw2JucxCClzCua+jzdfKjOd+ujfMG+zMDw95uuO/5v30X/1MXwK/spTHn2cCz6xdCb+s8mMAgCKcOIcfvejUnd3uBsUhnDc7z9LCROb74ePHurP+yr86+/TT5/fbLXPVu3f6uFEUVtLI1l2FgmKqUaEA84yQuiT6cM0+e45BUPIRL5yYnT7BBd/rxh+akAfH5OPu1dVffrPYv9VHfenHnNgtdYyDLVW6d+4+yKny8ePvvvd3/vo449ltcR4iQZgJH2cjA6COFpGw3kpq7V2y/2WFRoa3QnOIswNL1ZNbrPsB3RkVQ9qEiB6sAgewtWrFYG4KyXkVpbL1rlU02rwCjNUg9Cx3TLYUZhSzlkWDALqrQEdIiYCbrRd8vmjlf2kZ0bTIiUQsD5rFovU9Xdlpyk1RM0w1GIgIiFOSQCjQI9hJCAFUS0BrETEBJbpsgkAFovmybNnl5dPyoAyUNdXdWNOw3A4HDpmwcyHC7j7zdWbLHxxcXFxvtjtdsP+RnsREUpSvLx8ubtc8SeffPRpv736/MtNs0kpDV0RYTW7ur5ZPbKLdes6UGqKDepDuySC5yzkdEGp29XBixUwEbNRAidIJna4wp1BKdqFCMWtegEaR0o5S7OwQVE7VIVrW7EA7ZFhDsrYXH5y+cEfL/Kru/2yo1/Wsje5XKTHwNluR7Z8gESO02U84yZNLvu4ksnJyNzIzMIYjO/ZSYjuKIsdACzwe90wOyRKNYAuToiJ1erscqiae8gXgoxFcBzl9cJQBIiNhHqzqSJNrZSyXiyHYRiGQik1zWIB2h/6Q7f78IOP/tv//X/XNM3/+D/+X37xsx/nhgmy3d5KlC0w3EekqRBov24efUL/DDOabIRAGm+aRiYLIo4t4XPgbfJ876G/vf3i1MULRzkGTxgYYUFEq8Lphflof41jGAYRHdtepuHuqEMFVMkqV4aQw4uZuqtblG5qBBgMbmrsR1hSn7wav9fvfsR1x9dr6Heqnl+pj/4DGXSiWMODuEftHH36X/9VAHDXB/nq6fmNCwWxtggZGdNWnE4xi/fZ255+egod476Dfmp/nRpkfxtm+9uOcTNMBSnhr3OSSKK3bSLyqkNqGz/ZhBxgcKo5tXQy5hMKc1UNi2oUVcGbYkZOfqrUQ+dNu2vceVFDrupVbYTz0CiL6/u+lLLB4fd///d/+KMfnZ2dOYGSTH45EcjgbhakcNF4rgCMNCrwU5NzZmaHBikZiMAkxE3bLpeLddPozZ3ZUGpjlgmJkAkFqKhRS+XwGlhsOefcNiBQ4VqmnshYe/C2DbB8BJiSgsQZ0NWjDXToMAyAGlCH5FWSu4MympZyI+S0XrebDd9u7252iHb/lKB11D0iZEbBWic2cgrzNNtTLoVYPJwadywWiydPnjx9/sHhbnj58nbY7odBc6aKejgczExEcs5tM4q866vd9javV8v1xcWibV69enV7cw3g0Sc/0Np9+pN/c93Y7//xH3zSf/Lmsxf7/X6ZFgDatu39sN3h6nabN8Ou75csw9C5qjDcMHRDIiybdqi161A6ECFn5ARiuHvOl5WqFzUL6F8zG8at7AVElDgnSWJDcle4NU6ZBZIhhIYvLi7ew/s/WDz6zuL18u6WrsuX1Vdtftw0lzYs50KQB0b+A41uU4Zu5kt0DrAZN3PzKG0jo6PKeaiZApAjZA6iRSIA2sITvrdx5lrUWQSFN1lMkwLIc7FK4mhghJIRsxBXuBkOh8OTp89yzm+ub2+62+VyfXHxqKjv33z1+PHjf/yP//HTp5f/t//p//ov//Sf7e5uV+vWawnrwYMopU7C7deseH+XixkkD7Ocv3fAqYx9p2/6YBrfjlo+8IlpyuFORvSxWPHUHyuluHs0+BxVsvswDAAquQpUOHG0QRimoP30OAC9XwF0Yl48uMIT7f5NPvrf6mGzRh9XuI010iBzwNRTHmEDMfGFxxKriNpdjAwT0WzrSBScYCNw0Lw9rFQR4dQQkYJMxziSaXVndwVcJt6vmHNMSZq4RJ+iBPceXXxIII1Kb8wpUsz25qgdjzfs7nz/tKdPf/ru/Zn6mgXATKdnmH/Xqh/LEk7GiZE4vyAALUs31CSSONVuKANwdkmmi5RakUWSNjcjO0vKq835fns3AgZwciICCSURNidSMc4EYZI5s1WpOHxM7QpISJgkM8toQBzn2Uzh1Vmh6tBhqMNgQ49a3Cq772/fmJacpe/2r1+/JsHjx4//+B/818+fP988eQKiWgoRJZlEIWFugJhiqwCKc0FDVpPWfOC18dmCuuSpv9sBTLkdUi6rJ/2TZ0PbLJv2+rNfHLQnq9QjIzW0HGxXtGdy50pqDWPVYLXQTVNvm12m5BuvdygGbqsItOLi8eLy8aM3b968uu4fb5bmqRv4/Nn7/fIl02Vz2d5d049/ev2d7/3xq+vhf/tX//yrPd77GBfvrbc312fr5vyjDz758Ls//eL/Ybvt0w+e5HXbLtf/7mefn68WzNBe9eDnq6SlJgaldKi1bZvF2bq5ulpu1rWWJ0+fW+JXV9u8Pr871Jt+dT08fbr+IeTu5s1fHlZMG9x0V0+ufyw1r/gsI9fizXLdLJZDtQ8f4ee/+Nfr1C34Y3J5cnGpXQH4L/7Z//Df/Df/Tfvxk7/48z+/+OvV8+9+8tHf+cN/++f/+rYcNpvFepHqLco1tr/A2bBYLS4/e/Hl5SWt1xtyJEpNyqraverKFq6AohpKhSRudNGXxI+vzy95e2Nm64tn3/e7/stf/lKkPr5cSg84oNY6qldxN0nC/27n2L7e3HUfLj74o0e///fw7Adv8iPNra3/c3dns9bszvS2mpJ5YRtdw4CrIlcEDQHGQI+5KplDjdwprWI7B/xktGgIMcsYv7UJEipkUF8Jkewb8ZdGpADVEmYBU6JJxDkBzGowIlMetxcREQ1laHKzSLnWWg+DD+7uKH5QA0xyXixWKSVzr15jw37x+WfEvFivNuuFWTHvzzaNX3x82O878h/8Z3+Szp722Pzz/9f/6p6Ibb+/EfF2kbqyt6yS2V2brrrBDEowHe0VB88hDY+S5EnaNDKG6onAZDQmm5FEdCpuMrPR4iYSJyLCVAoyGsDsNpdJjV3n40ZWDv4+uJl4M+JRs9hokBPDXcy0OJGZMYwiaO6VzEQ9mTEtCT28IbSjPVRLX/pSSm6v4zxqosgCISKH99oPOnTWV1Ti6Bo1ghYpzm5iFgUQiAL45IBHxsWnm4IB9qBT+p4FEBV/R3VAACoZgAigzDaWzy1gx/Z7BCZuva9W5nmze9rg6DAz11MF8baP+kArnR7wTt2UHvw9W2R+zGd/kyN8evzsc8//0uSvOxQeeIYUODaYaHSmMXlUYzdk3APPl3HfEntHi/1vNua0wq87HhgEo2V9L901Poa3jQacLCmzalGpyJJS5nBbBYCN8G9pBBKNBtnZ1R6LRcdIWLjBHN0HzJOuJlIUv/+LMabgPPlJQGxMdqlZLaoaLedeilu1Umq1UodDb8PQLVer999//zvf/fi9995br9dx8tMo8dfNG9PIRM7MzsH6kECcUtKUAOa2Se1yudksVyuLVIKbgGbQOpC5K0tURU31wTwWrLW5VVUiNA0EY8w8Jzx7/jyQcxpB6Xp3b9vs3b59dgFrYPnR5er733v0ne9//ye/+ExLaVs8udw8Or9AKY8fPb7YnDUpp5SWq3x2tmzP1gU1JZTSS9teXl4OzZ5qBSCZU5sKqtrQD1iukyZ3z8rN4aDui0eXzx8/a7548cLrDna7XOH9R8vbdKi1ZMs5y35/EPKLx4+Y6bC/c/fULCXl1SK9fvWSSJ48fj81zWrR3m13z548/T//H/9Pf/eP/ui/+q/+y7/8838z7Lcff/d7VMpXn3/W3d3tbWjbdHZWA5mcgFrQHZx9SMSeSSh59Yh30sgvDB7LKdzduwPON/niok20wbKlwxB907vuUKpLcnLUGpZYgstiObAmoF2fb1bPL1ePN1jwoRZlgQfzEClo6rj51dt39o+nSNI7AqE+ISZRNGqeCgscyX8Rvr7P7enkTj4nqmK/uM7eSGwkTOYpJjfRAKIToFag1rrf74mIk6S2WS6X17c3tVZQFGGOu69pmq6WWqxWa/Pihz/84T/5J/9Eh/7/82d/yvCmaZit1lJrbdosifd7bcewMTBJGHoIe/XQi3+nZ/J141gEcBoLwTH2fjrbJ7v7SKPlo0E2zeEY5B+TgLA6a4Raa+FSSiESZlEoswIwg1qNuODku4OZgx8yfqiUEoU7s5ueUjDZj1VBZOP1zM8OwEzEE0uImYJbZb6pWYwz35uvkxDFvYk99d+AWf1MTgvRVEP27y1+fKyMcz+GnohoBOCNK31LH9AROHAc93fRvePH4gsyN0x5rnhONtYMnyTX55UEIGALo251gnieUuZ+Wp33mww6RvV/Y6V+/Jfu08mfvp5+7vi7py8kCddK5GaVeMSTKaWklHIjqWli4RoZFGY1GnMoUBgmpT6nyONRnKLAqtFcSw+ORgMHEB3tJ/cyDlPVUkspte+Hbl/7QYfetFgp5tUUVavk9PTp09//gx/93u/9Hq/OMEm6efvNPtbXzTwRw4SEwWPkv5hVDz5WlqZZLBY558HUxw3sTKO1H08tsxhqEJLH9LIgpZSzunvKlBKbYajqTk1inF0ML18yaLVMh76W2mXxbn/bbBeq5W7Hbbv+8P0P0gfvLz7/6vbanzzHB+99eHa+0L774Nnzp4+eNiwZPFDJrW02TeX12XliodVq9cn7H3752We3r14RYbFo2tWCGh1qyQv0WtX0g/d+7/d++L+7uu6+ePFK5LJtmLzcvP7560/784tVKjcr7UC8bho+W21v+/2hu/RKoO6wB+xysVCvZ5vlp5+9MLPHl48gi+UiXV/tH19u2kw//9mPG8HlZg2r/c3V48uLpfAvf/5THfqLs/N121+/2d1clW5/44bSYVeHxGizoUBVu0OnwSwX/wXqiKkqDQVqqWlWQg2s68se7Jy46/u+zB0tECZOwkRJ0HhdSqVLXl2kZkl7K4duR1kMRsjuDpAjOewUkPqBJ3Aqjub1aWbzRpqPjxHR+HnZz33PRGO3xRylowkzkYggI++wT8wR1Y/NIz5h/4WTGkZDaPSZ5iCWevyimbEbhJk5pcTMODFH2rZtmqZ1E+IswurLpv37f/Inr796+ZO//neH/S5LZrZ+KMzcNInTqJkciKKwIPpyfyiNj1KFfOpIOr4/CdVfLeNmLQADH6uo78cap6ztURjHc5EjuWpURY9PARMj1JR7rbUyV1WFM9Hgns2gqqHUqw2z2g5kzPmBqmqAxGHCy2LmoNAzM8P4dML8im+xuOn49bnd9/76wfzvw8mcwvVAIBBOxs04wzzZeT6mkuOLfl8XHM9s+PpGrtMI7m9pCtzz0ceVG8phMnmmn5xsZD/iAM99DrN2fNt8Hmmk4IrZVxQiF4IRuysI5Gxmb3/VA7R8hMW+9x8wTdavqddPzMx7Sv3rj3/3+w+WwgO7bIoxjK8fbML7K4aSUGqyVnKCZF6tl5vNqm3zYtE0bQozk5iYwZlmp3REfZr0GVGg+I3NHrERxgnycZPNN25m/aF7IBfio6rFSi39MHT7/tAN/UFLb1XZXRJxknaxubw8//g7nzz74CNZrXzKymOGpXvL/rs3nwjwjCBPIIKYQ0EGchpBz0UkpUTspR+yBqhqAFc6ol2JnJlAiPwpxWNih8DdmLFarZhS15XusK/uizbjbtje3DVNe362efHVl10Pt9J3dvP5FtTu9+nyyaPHZw2abLW3Ae89ffL88SOCJvDFerNeLsqu2FCIIdyx9Juz9vGT86Fo2zaXjy/vrq+vX71cLHhztmxXeUGsGM4uNi9uv7x55en87NEP/3j9qn919ee31/vzcz9fp+72l5//9Jf7yxWKiTab1eWyPa95eXN1pYpaDu7u2rsl18PQ62bd6HC3u+XD/vpMqE3Uit9evfoH/8V/9m/+9b/+f/7TP/vP/9Pvfvje+9dvXracLtarzXKlIpvlSlNTu9LthtIht4CiVFQHmuIDaq2Hwz1OJgcIZrXCzBrs91b6PXmXebffHyAquTUzdVWN5x4VTD2hbwVGQN5Z3lXcet0O3hZdCC8t0O5DChJPT7yeOrunXsG8kE5V+zeMSYXf2+DzOSPyOy/DAB0kd5OjnCWiqmMNafj6ASM3Oy2YJCGZQzilpEVTSilPAPWEqrrdbtdnGw/+kjTqpJRS0zQJRGe0bBa7m9vd/tC2yx/96Ed//+//g3/5L/63/f62uuVFK0YpMdibBqISxFfscBuVx/2w36Q6yGmqX6apRW2avNN5uufTP6hfo5k9xXkKgBFOmTBPwrezRh9TFqFEKTbrWDYIPoWUOZpcY0xFKVRyrToqdRtmzT33u2OS1TZBxk5TKuZTU5zDzFhZVUfCkbh6HsHN48/ZVsN9PfpgPFh45GMAfe4R5uCam2g1ALCfcuFMS5h8zEFHz8+0VONaHjzK04v5jfV6CkwwzJMno0YHjWAi7zxzqPPTzsVjw+g0I+NSEnfyEdcljmYlEqZpbRi7+0TTOSUcaJzxeyocD/8EfsOw+4ku/w2rGWdD7DQOQxPi0nFj4PTTe955jGEoRhARdTB4uVyeXVw8efa0XS7a1bJpEjEpNDFzFtRU68xzcHLnHjzB7lAQB8rjGAASZpu2IgEz1fowuDvNaMxTbUqpnapaqbX0dShWh9jzRjB1SXS22jz74MP3P/y4XW8OXREZdfmpCTyVNb1jWIDIBwQwQQF1qiBOOeVMPmLWp8yM2Ool9jBjpMTkKFpmYmdPYl5pMv6KlWq1adrlck3IQ7+NNte0SLvX192ue3zxnJ89utzfXpWDuNlgzpQbTnCBou5xd6Xd3fkaHz5/etYu7nbXXGsyhyrVHuWwXID5oPW2WZ49eXq+PwxeXVU3m9Vi0Ty+WF1crpBqs2ipbZ88eyIlXR0+3eoB6qk9Bxa7u+tHF8uPnz+5evWC+r3f7ZIhe3PWZuJVavjx4+ZwGGp/NxQII1E57K6Z03K5WC64P9y++vIXNhwuHr/37PH6n/3Zn2b2H3z3Ez385f/7z37e/eDm4/c+uH71stvm2nc5JatOwOXZ+dAOu+2dOlTNKsgwqHs2q251WswURPIwh4uRmVfsbgvQEywxqMINpRKRkAuTORnEjVQBN/QMFWiqxbd1uE7djS8eN00TbWrRle+AghXu5lML2inDoc/O4j2VDBDROwz/k2D7adPUKIqPRVc4WgpH2iqQHn+biKxYyEMfQ7UzfjlN+n1c6gISlh7q7kEV07YtJ9l1h77v+77nQO2ZbiGu7dANpVQhYU593zvLhx9/57/7R//oiy8++/nPuv1hf7ZcMaehHLTWtm2oIyKCG1kEjcOk8BkLata40bEdej2ud5zAexr9YYhe9egSTDrgbePpntHzQOb6SWd57P2xsX700efe/XtWkWoFAK9RFF9rUS2qVW0EuoggyrwGHsT8eELyEZaoqyeHuwfRlEfv1TGWYDOwQWjiacm9ey3NP0pTRmZ6iMf1yCO9m88gSJNzdS/xOq41zA/rVDD+bjh4HozUNA0zYybI4+kyeYxx2f39hkldnSR0x4k4OWAczByVEUdc5lhjY4MVG5zZK0ws4LdPu+IJ7pj65B1jJinG22Htbzne1uXzU/q647/+ZKcWzHzwvKPe9oDnSstjyaUBRAjCFZAV06F0+/0uJW7b3CwaI4OaNAFUXq0Zw00jyOUY9iISivSGkTu7s4NgZpwYU7EixnIitarmCrVSq5Ya+fKQOMOwd3e3CnNyJ6IsCeJmVk1B0q6WZxeXy82ZSxqGYZ2Zpp46BBANUUrpa+0kd4DYA2+FHezE5uQgZ2aIgdQmuNlSvRSvGhEtxnFdBfiniDAZuzmj1NoPYsmYmUSiUoYIkjKz7HZ7U3DToF2sl4vD/kCAKhK8ESlkGPa3b75Y13rz5ovHZ3j+aJ184No3MO8POGwTsEwYClRvdrth3eDZk021fHN9lzIuH51fXazfe/9x0/qh3G7OMzVYn+G9xZOvvrpeLJpad+n88umzR9urT9nq2arVZSLHRQMq4DLQcI2901k5W+bEut+rV3ALsv5wt3v86Bl7d3mWXx761y9+mQgXl+fpcnWxbD//2U++853v/OGPvv8vb3/yk7+6Rrcnx8FciFvh7rDz6k3TMKQU00pmgEIYSszO5J7Jh2IIKvsRHmdc3VSXfa2JTQRGAVSAQ18aJqdEyCQGFGdlATEOAAgDMNTi/dAOJTUOTvAMT/HEFV4DZg0uUzuTn8rLSYWfbp9RGdi0VT1iPLEvnAgWn1lYA6OYOqmjnrb55AT5mPIzBnTy722kaHMBVDw0eqw5C/zEJrt7uPjxkaoOtUaR9iqv27YtpQQbOjEL8tQckUQErmSk7pLbzeZcy7BYLb/ze9//o7/7x/vD9tNP98HB1A8E85RybD1ncBhAEdtyH/FYZjd8AgKdooMnOYt3q3OPcPE0H6NZMKl0uAe762xX0fGEU2/sqYSMj0YGKaHguTEzRZ3MLDczI6u1RhWCmdtElDBlyafinSm6Pj/9SD6eVjxgtOQAkBmPGj2ru49pERpbqYnIaS6S5wfOJ75GyMeb4y86MK20mM+xXGP0hMg9CsBAPhWS3zvXaev+PW9n8rZOfzdu+e0r+lYjtW0rIpxSLLuw4M1MDWbmtU7RqYdTMC/oU7349qdjE09YCQbAmYV5xttVR9SngAmwKK2cW67hDieHkemxOf7BFPy6422l/pudZFoux3cwmTsPNPrprzzYCZxGG1ZyavJyuVya+3Z3ZwTJqVku3LU6JItZhXrOMhOvAdAa9b2ekmh1dzCDhSQFPhlExDmYqmCYAFxrtVLN7KjOp6Zz0xLFcjQv1bhUpja36/OzJ0+frzfnCoIBKaeUTsXxNxpAAECQ0WilRJyMxVgsMP5ZQvxMJ3QWzKYGzTPLSTgNdWBhEAuDbXB4r079ALZBq+27/a7f7zqCBI/W0B3c6rDbNTcM00UDEcDQ9/DUkbrXXd/3fbfzcv2dj5vNEq77VfLLdYu6s8MNb86enDc7KatFPdQ7t835+RPO57VWYbTrxXrTPnp0Dux156sVF/Sl3LRnz7//vU8SXWi5To+ff/Th6tP/L3F/1iRJkqQJYh8fIqpm5u5xZWZl3ZXd1cfMzuz2Ar1L+wgi/Gc8AHjCvgJY2pmlwWzP1cd0V1dVHhHh7maqKsLMeBBRNXWPyOyq6q5epaRIczM1NVU5+Pz44/80Pbx7f5+5TuWoSK2U2YDlPXzG8ZAUKoPK1FIsYdULiMrl4ZvXL47lMk+TKy0xvaMUf/QHP/2Lv/iLX/7NX//gB9//b/7kk//4v3/5X/9q+f5nyInCuZbFgmwxK7VWnx7R+liDPJy9cK2tohoMj2ZiU0OGQwAwBjpVuyQGebGlpW9ACwyVREkkgjwqCCmBM1zgChOJfKfDneQ78BhITDkoR+sXHOYIg1sEB7nDbFPDtI/D7X1uAERsvZsqopEL9MwmmVlDilDzRSIaAgMu3exde4o0byBi7abdAqO2Wvak22LmCBNqml5EzIOZ0crgzXtVZ0hEVPe1dSEFk5mp6rbN24ZNKYnIMAynw2FZliLLmPL58f7B7O7u7s//x//p/v79ND3My9m95pwjJMLABnBIUDhxb9ZOT/qObLq8CdD2o5u06eCktQtt34TbIWvSYa2rvwonatuersbBM42+d/97hFckpcRCDW8QEc6+4t2qmXlvDAn3xGxmnQGuls5YtfiyVc+2K7fraDivbicTEyGYSEU7ajhktdMAOFHDCbkbX8MttjmWq5u+jdXzyr2rAF+9z6uyWMm5u/u/+vr9dH+iFLbkLFHvHfDRhPpmZ/5j9Fo7NOfcllsLYgSsNBlarc1TX0Ifi1BsQvyZUn8y/byCNbyzbF9jwgQmGJiCGW7NgNG1aRIIweHOTkHROt3/4x94u8PfWZdvV2gvtmf/8PH35384RNv7DTt7PB5fvPr01etP7168ur29dXciqDKYYC7Ki1VDDMoi2u19sImVhRoqDTC3DvkmirbLgrllpFrTqljD7KWUMI9emA4hlg7KTRFt99l2MtDNizeffPLp9z4bb04l3KxqTkBXuq2y/MMH/9i4SUNXECtJV+qcMoMSCbNKTkPKaRgOpb5bbwAAWBBCBLDUCIWwaKP2rF4Wd9RQo3nxx/rw8K6UBeOozGxWSl3M/N3XX93Z2X1q4xqM2SBhWfw4OpcCmd+80h8ePx9kmuf5NChuUooZ5R7D6ZMX+volPv309st3F5aSxcCLlfPDI46v3qhgHKlaqNbDiJiXMl3u8P2bzz6ZHvztV3/xvQMPQyH6ajpP77/KNrscdGFGWTQQAtIZyAyTnPJwg3h/OcMNwvBlOr+fPv3sc3t5ev/+fBp0Od8PtqSXL++G4Vfv5vn+3eFw+PwzXB6ggrCYJnO9HHLmhmH2UEUYg8BQAll1D2eqocxdXfRdxgQWMGNMN6X5pLWc7yGMwwgNVPcGozPy2ti+MoRJTlH5mOR76fjT4cXPxhc/KvzJZToGDxTJ0bsdR1jtK/IJqJaeuunb8nvmP3y4Dbd0TzthI1Rg6nlTWht7oMXc23VaXHBvjIpgFydnuHOP+oZ5r+w2t8aT7B4h4zgys5kty/L4+GiIaZrefPpJu4etgL4pKgrc3Mg8Hx49JOXw6rUcx+FPKP7yr/7TX//Nf/77X/yNOx3GIygul0vQtDYsodVBf76hqKPYnOiaTcCTwOHOO3+6O7cEWVPVWyxkw/k/9dS3qHu/Hez8N9kO5a0sIOtoFkTiPu0nutaFWZmbG41qtVoxs1LnLWaDHp9vzoapKlE0/77duAjRWitLAVV3VzPjwKbIW/5+ey5fW4Xt+r5ex+pDYRW7cAQRbVUgtA3uJtLXQOxHLtTP2Ct1fAdQ7h9z6DAM4zhqztTBDiallFICtnGG08ZQEDGMabOVsI54RGw2KfBUoye4OyosDA5ei0nMTHPSnAy21AjGwMLMMXdYYwSRB5EYDNbrv9s0NIuGqDeQ+24V0o5t4bpv24M2YbGXI9vJ2+LbHmr/Wy2fjSb+VuAlEYFsPRPYvPOIlZeq30NcR0lzUiJ58erNH/78jz7//AdvPvn80+99/tnn3xtPR0k5j3IjpxAvJeec2a0lSszCzERVk9fq0zSDwCqsFD2D4W3OzGpdSq2VopUdhAgxo7aEqocIk1ApxUut3u25rsiZc84k/Omnn5LKeDy0ahxmJmGSXmHSYmK0C79/+9ExcQgPFs1DyofgVPx8Ox7JvJRyUM05ny+XL3/59zEXIjJDBFS1Os9lZtHD8a6GAwFJHCnKuXgFxXKp0zxHwADNUOVgUBjgKQNky3whdgTykA4vDjd+KeaHcSSaGTVi+eT1sJTZq3/y6tWvf/nL5fH+eHcblfCL/3zMphkoD6/ujmcry/w+k3z/+y8v9/MwxI9/+Onf/+Kvb+7k5YuD2/Tq5eHrd1+lwvP5nc3zTdb5V//L4/305uX85d+/ffuN3AwHWJqmOjCTTouDZmiZJSWEWanHIQ9q57OVR1wepyHT9Pj+dBiY6N1Xvz4cjvLitZ7TzSHfZ9y/P3PUlzfHY16WSw0DJXjB2RYlRJAtYYaoDsBWJZdVk2oe1GwGIchDAOl6jQjl8SGiRlRUnBQUsDPqgvHIZVouMYVQupGUhlrmh68i8HK8+d7p1R/IzR/W9IOH+RA0gA++tAa+rVWog4LcnJwxbALBdn3Q+97QToHlK9SZKNFO427f4pUUuS1DVWH2iLC6WQm0Eoj3bqxY243ICkonIsMe3wR3h8MJy7IIq1AHrre8UkR0rgiRceyNEFXk7u7u8fHxeDweTycId0In4Ygopb59GxFRSlki8jgQvXh8ePfrL7/+H/78fyzT5f/+//i/TZfHccyPj/etw2UTR9pApU3bbRp6LbfexoSlKf6rrm0hsXbbq+5vTmUzbbZemk1OagPVeuuc0COsnfcR5CIS/oSCrTnnm/nVpq9pdgBhBbCGCmxmTThKKc0GitVdbJNrZh5Xx2MvkN291g6i3JJ6EUFASgmdALDZCrIsJSUlotZfqlW4tfHYrsxrI/n2I/sR22R+RMCFVrjYZjXyWr/Q6IX6fZoDREa4RgKuhsJ6Sd/VaBk+sCS+LQj9D7qf2/l6e3s7DIOk1KckavvQowKoZr41RvvIVXqmIXa59mear815CFrv1FY2rMQmPWcTCFV1J3CIiDdhLJ0SqKkVC6ewPU9dL9N4WgL+mxybvNhr6+2Gr8bXP3R8EGxfLZinj087MqZtudA+7G8oCAHf3r744Q9//JOffvHy9Sev3ry5ubu7ub27ubkZDrkxOiymmhOV0rzhptGtxrIspXQUifDmvm/cit1abs2Y3N2rwTo5QTPU3B0RZlasNhMFQkka5rxHC3XIoj2iE60Kjp4DZX/jOWCAvAXedaCUdRjrshgFEVLOOWd3L9Ol1goz77tAgpRYSAYIzA2IUCFhCvMgt8UQEY8c7O7mrgxn52RCSI5wVIt5rsSN3d2kBiXNZEgEcfXF2UQCEdN8+ebL87uvvlYBLJ3fP2ZhpeUmA0IFRcOABL948WU6c5xSMoolCrIchRxWMgceazZjzPD3LEiyKH8VBgRZzcs8SgQyQ9yxkECDEQwO4SQUQuxjuDkRmFiZhVgcUZbHavD4REVAh4HCQpmGRBQUBZQQCTDUAiswCwM4Ya7GzSbuGq13Dei6SIkTOHlQeKA4MrkHrLoVwEBAYqSMqJ6URXOBXy7L+xkyYhzlb7959UI+I//hbf6J5h+Yv7yUVKvlNDR10tp7SsCIOCgqhVM49V7lPb+L9sgbfK2dEO62dSjbyXtEgLnLoFVqND0q0dNPm0vEa1PeFnV37yCs/mk+7LfzqgcgWahxs1SE9ATBFUi28wqar3Y8HlNK7r4Vsk/TVEpRGWpd3N29RsRkYbUE6O7V68vjux/86Kf/4k//9f/v3/2bZZ6THupcQRNA1FubB3EwI4I3PnbmIOIdrP3qgTQVvn3AskG0rimI9cFba4ImqXjvpexrmgDe+LOArUZsNYzWbs4isulL82uVbFfVYVsh1SYbzcystiBGRETDSzQg1U5wEMLCKdzCLZzDGdSCE9t0MGOdlGdyxyOcSDeHbXfGHs72XAXElqbZHbTmOK44hQa/eILQvH7p+u09g/rv4dCXL1+mlEhkJf8s/e7JiaiaNdW+Pds660/NwPXeeXe0j1yjoUm5UzmQkhAR98wNCScjJGESkAo4zKwhuNwRNSpVIioRHLAIaliC7vpGfItG32Zlr0H3D7K+2JtRsf/K/p0PD97Bufe7Op7aNNuvf6jj+zucw11Svnvx8gc//PGPf/rF7e3Lm9vbm7u7m5u74+kmH5JoBMVoQ7XFp0kkdYvEyczO5wk4NzOTSUVSM2lbenK1UqNTyZg3KHvbfMHsbrslCBIlQAgiMqSmXrOq5HHUlIZhUOVeJtd6YJD85mYQAKztmYjESVhzOhyH04msxnQB+XA45nEoZW591hu3DIl6ZQaDknMQobG4kg4yJAkDaSyTubG0/VKdLyGQLMMh5USSipVqE5YKApLAjVEZYwYZhMAhVAFXEUDKXB7vH95/g9cvEaU8PF7GAYdDy9pVDVICoYZf3AxxgV/GAe7nZfJEoxCi2CFl3M80UuIIf4DPKlVTK8OuZbEZRCGBFCSZoIxaLRGTKqg7SVkHHJbpYkBLo4KJvPqyuC9vb8YDIW6Gw7xchCIlEU5uRYgJEiHLZT5bFANWAhlHT4ezUutR4nAVEkEa03hMKcOwnOfZZpTloXlM5HDrbciZAYFTJaU85Aglj/Hm9u7lS33zf9XhhsZPHpbXtQyVFJw1DbFyHkEogiyYnXWFuW1bZltL7jtY03pgl1nf3tkrVKy+e0SnM16pL4Bd42Da+kh5bGUe7btKuqkHaqqyO7H9TCKiSqypi7k1JtVlxeoxL63rgaoOuXdDbtF7RiNRYZUwX5almLHKMB4eHt5//4c/+tf/+s9+8Xd/97d/89djVkTb6Tu0MFFfAFudXu+o1oZixbn1mLBvQXYWeP8ogGuXpj1pLtOWSmeRq8myR78bBTXUC9D4J3dafK/U13bPddkZBFjjr73KYY1CYwu3OH/ER9/WRgTcwx1mVCsTheoYa/iBBeKiqq4tvkxE1wTrpqG21x9Krb0oW9cegJYpuhqY2zDuvu8N4S/o8tDd0ZdWO3/7id+vUtfj8SgiQdSzPs4tP9RWatPorXaw5VWEnvT82I42flsmpRtLwMIIOIVDQkKElANELTYEggRcRFiUtJWGVKsNABtezTgAWLixN3aRIFsj2R/SJ12P/WDvlwWe+sorqOFJpOUfVOfYrYZnAmWvzvFUSO1/9yqMNJFTTofj6fbm5m4cTyyptXIEiRNESKTHQjTloJWXzVuIm1WziEbvQNV+gq7Oswf16HsAIO8mUdt+EF9lXDezNScGiUjKMqSc84q0UE4556zMzHGtRYzg/UP9JkMHACTN/BPNw+Hgt3cxzcs8K+twGHPOl3me5nOtlQDW5JbgYkYRghCzAAkkST6k4SAw+FDswWGqSgz4FIBozQc93KZx4MMplvPlzGU+owV7mAZQhhk8YAGvZYkQG0dIVsHghRM/eoUvpS4IAZnjARgqDZyJ5ljcKTHdHMA8DaocZT7DysIUkEgpoxpIIeRlcVuUMWaMB9Qzqp3nWci1DWOTEKUYkSQGWNGbkFFOx3l6dKNKzhRMKqIRdZnj4d37nJMmXkq4FaZRs5qlcGdiN1hWKUVrb3iaRtSKVq4GcnAEgwROzgwSaKI8qjNcFtI4LwsMrKJ8CiVbzH0JNkmYKwLl7mZ88eozHl6Pp9dy+/rN9/8vlyXuJ7y70LmIc4wHUUlhs7tr64hG4GAB+9p9KyJaGBZrbPOjGbGIaK72FuDdTtgL4v1C267TfQBcRUFbsRzUqDK63K/WDB+TEJFAkANMpRSg55OZOUoNZicCJRHBSlBDK6fCNE2qmgBO2rYbqzAz3IhcRPM4WPXqhSqxZPA55cOgww9//MUf/sGfvv3q/fnhXmVcagP5rQxbXW5sIqWpcF9zvjv5s9Zkt9fbePRH3yjS4qkQi4a6C+ZEnYCSrzl1ouBOoU9EDGFqJDBPvLj90eKFm1LYywdf28z3CQ3zsFae90ydbzPra/SFmZvS3p/ZpkZVXZV5We/dN1n7bXLpmYLAzhPrIKS+QrotHDvsGzbt3hw0aadhX60HgJ7WOcd3pNv/cYe2mKqvukeCrJlRMFVVVY+OeGoPkVZsYewSJ3v0yt5SA8BsFggKFVWoEDc0IHNna0IwMRGDRFu7KmI3AxucmYrDEEFSNxIoZmxl8r/duOyT6Nub297GzmX/B3XSh/Zdv6GwZmfs125ENHsNnSCiUzdEBEFEOA+HcbxhTd5I1YNLsXkueSqaUiaCgEAC4uHQ/I+Ag4WZUx4G82GpZlFKqcWj8/0RsWQmCze3vqA4hEFo2Fd38uAgDwiEmZXyeGLmJJJVVFt3k2Zux8pH6+6VRRkM1D3t4Hfsmd0AYeWdYrBwSsN4jOPNlN6JZoW14otaa10KhVVv9DISxAFpxLEREcQqB04nzUcm1KpUyKNY6+4thCiUDCkkG0Zi8KgaKGaoE0AIF1TFhHAj9xLL5QzJsIOJqN7evaHj+6/OZYqJqgSEUKagigxgiMxUvJRwJc1HVVqQSBm1YjmfySUNiiQQhjDAblIBVT4c/OUrfDXD61SKZzpWAszJpTjnAxAKHpAS3FGKKIFZz3WupSzO5BySWJWqGabzhUGB8IriUco8HnIetCUsGZESHY5KVOcJpSAp8RJzwCrIwV5YhFmCG1MArDWLF4yHQYayVFsmRAniBIyh8JhYpyoTMtIN5EWSu1M+vJG7H+H2sy/vk7MWUT0O2bgY5lqWMh2SKLlH6xZK4RHOtCKYNq/gQ2m+vV6ltmBVwM1jw4pQcUd0vHvbxUwkNi+0woAAUKPijvZizaHu3C1fuxSyR3DESq5Sa2UWVaWumXpZc0No0+abkjamkZxzSinlTMyllFqrJBURlQi4ah6GZBrTpEUMRJrH16/Tw/t3d7cv//W/+u+//NVX/+7f/pukaXJ399YNcYujfcf2WmMGPdYONJOkP9xV+hH1cfNGgLMDtIMBX6PuTwKQAEQayrzJ98SkzEzEG+59M73avTYkhKq2THkbpW3G17Rdm3GLMH+KlNzL2/1Xmv1HRNUWrqyq6Int4BWjFxEusmmoVc4/icWiGxbPI7U71d7QR1vanrYlsZ72NIKylSGs9XJr2H67/j8gIP+Rh67suOuM4mpMNXsnkDoRKUBEWXtMbA1qXY9n4Zc2KKwKGAULSDkpKSzCnFUswuBB0ZC1zAxhkAkJEYWQV6OAO0uEMUPgjh0so23gf3iEPrT1Pvpi/+e6OvEtivu5W3+9+PMGLVfps91qEy+NZ7GaqzKRCCuRWMBBrDovBeezZJHENRKxSeKsaVjjZGbhXghca42glAagqfPW2Hw1Wldmz+i3BxIhonmer+6LEK9xl8PxhoiUJQmLkBAzBVGAVkMbjgCDd9VAv03UvQ8DR/MfmDWP4/E0Hg8aliPScMDqhBFRjWBhhkbVEBUaCQ73EhQ8QI6cbphAGpCAz7XOxGBWEgkiRy2ghAICRjpYKlOJgnCpxssMKhHESjDHMoMc42wMI2Wkk8rxMj8uhEMGOy+Lj4xGiwOBRKUozkLIzBkkNwem6r7MlXLWhNkjNfdQDQczJ+Y0xKtX5e1XNRYQFo8Cy7U6FZGSlttJFIkT0ohqMEIE0gA81hK1LhKDqhBS+FKrz7MxTyzUco/LsogGM6ck7qhwBklwDiUxLQEwi4WgzvCK6uAwbR4ew6LO1aNwUk6JDponupRvcFmcjVIMHggKUSs03bzB8c3RsnyzPFKcXyQ6jcO5SkiCDpEyMUBm8xSlDCoWzWSAQRwJIRQCrm0drCUw3NR64wnf7OyrfFcEVkpjX7ld3eG0BeS5Vy1zt4Tj2tNi0zU9HtBlyPpRJ15cTX/zFgQmojW6zEmVRDaNvqydXPsdMkG4RRg3rdWfom3bOqkmYnOv7kHKpBQ1xnEkp4f396rDj3/y0y9+9vP//B/+8+P9Q8D646Ptawa1QMWOFo1oc9A/2IlXeNNON/cyPwC8tqJh5is7ypM8+pULEgAJCNITptQ1OkANXr5T6muUG8IEZtu5+5sH5RG2k5CBhp7aMuj7R2mAWjSJ30jLLJwayA7kDOlCj6NrrgiXaz6xxSfMnzhj+wW26cEnH/Wn4evy2btq2AU/GrIcerWN2NvKI4L7k5I2+qBm4Z/q6IhNc28FfA3i3lCFaJFe7VGjdu9D7pn/ptG5p2zd3RvmWdfS9vYDpnCIwxI0SVYI2J2MVeAeoAbxIGaIMkNIgkNdI1oJKamDg+ti4U+WbAQ4Av8Qtnqbs+3PLWbV5po5ns7xb+Smf0z9X1fAh/reHVsGp/3nDuYg1mpRis3VymLztDgkD3MasiH4nFhJ6wKqkngcx+odfNGcMABm0Unae29UJvJWFOTubN76mG4InRLXbgciwirtRYvWiB6VmAXKIgQKDxjcVDWllFVWY9nZyck3i3W/H75Lx+9lKwWRsIqkdLy5o6zZPAuXMm829Tgek4QYF1+qz4QIh3mAU5AS55CRECwlpISR16QNBMSZeHIqHlN1KAM64jQe5qhT9UJWaQlnMCcwJeGCONeC6VLcl6FeYGO5eDgUA6JGEOBKQAGmCmFVyeQlLGwmDCB6cXtI9EgBrwaIXRa7NXUEOPgULlZNOG5uhqRvjQEHI8jnmMmQ6pLefvNYlrNqTpJgZkthCHE83J8fHsINikUkMyuRuHspICp5YBGAUGrwvOSsKaUGpKpznRa3ClE+joOXIBqO5mUql4t5hUjLgYAFELKwUiwEkpKkfHiJqWApOuA28yd1wrR8M/MlMvSO0wtZ3JY5WHSizLOku1fVYrZYqi3uHsYJJAhUj0qOgHowKJhSEJvN206hZ01ZdtH1DYPpZvuTd/vr6tnvEHIuLVII2OY87WjnogVS1wNArI7sule7cE6rZ+m9W1LvS2StZmw938xgTETTMpdSUik6NCSKsggRlbrknIlQSikezJxzrlGT5Pu37yJoHI5K/JOf/OzHP/rZ//q//H+llwJcHT6i3pSXrnn0VRnTh/uOVkYUip1Gp7V/jCA90+htHNrTfajRQ8CkRCwiTaMTEUDksSlsPImstGF8wgwDwL3usfGxxWY+KjN2x3ZyO5rfT0QBb0Qm7Wg1CK2WTdY+fh8usPX6gadSay/Kmn3S3v5Q329LCTvnfrOfNjXesza/bw8d6PQgpdZekh91nudpmhoov8l6WhVFrJUDm8DllYKnLfSUUtPo25NXIohRgElUVCFwt2BmcRT28NbDjrn9x9HJJtgDIPdwiVaQucdW/rbx9u3wjg/qWnbNbcSz3ju/4dBvyxFbXGj9ZG+uridfX2xmWkpaipWlzvN8ucyPj480Lx7x6s1rg03TlDKJs8M0sbvPpQ7DoKqtsBKdZJHdm6+zLdm1JNc6rwBt4s98lUq9HXtT503umA/M0Mbc0uJFEUGh2oSSgMMbOx05Rew19N6O+Q2Ono4iEhE9HA6aNFmB1VLmvv1Ax5tT5kABlgebJCJKtblaHkZQAiWCBFFQAiVwgJhYODkjgZSlNPpkhCMDmtMYOszFmlNL5mBVSFIszOfqKAXutc6TLXW6LCKaUiYQOVQCYVEQE3gwHRKEo1qttTGmpMPwgvj+/p6cQLJMZ7+1sCBikpGczBbAhhTMIAa3yu9GsVIpnL7+GqV4So8vSCPicpmYaDS8fx+PjyDgOBiCRcDMBLihFGjyYRCQmaNWiJiIBMHc5+KPj4jA8eApJUgkHYhoGYz5cZkKM2ti9wCTCIG8OOBdLx7uDkupQ3p1O/w40+eX+/nrb/yhvOcBUKowZz3cHW9efJ7ym6UO9w9nJzIRZ2FminAzhLWOA+7doQ4iMDNSqfXq/+2UdDue2MrNh1t7rLWPmvzZVuCzb7m77kzMTc1gZRUN95VFad3OuytgTaJRK1dbO4NxREpde23xy1Xyd2+HGjJpnoMppURE7l5KESFRYualLuYQGYg4goY8fvnLX2kajqd0fo/Pv/eDL7744n/7N/92pwS3pyZa42NEFN0h2RpafvwQEb9yfWJrQCPYNHfr/LT61h/46O0+nINAG9MLU1PhPey+1/3t2CytJ2bTahvtbbWmpre0wVVMfGf8byMeAJ78+mZecC9Jp01hbb/eLu7u9HTcnqn2WC27Z+egRQu2Bdb+5atGj7jKR1ohX03j//5Uu5bHd+35otbmd4vZLdNynlJfO9qHRoiYyBgtyIJwcjMrWGp4icop8SDIYoRKbq3drkNEaFBlBqG2WmcxFSZntpBwBFMVbdhJTUwUCIOBMeQUbnMpkuDt7WrekAoBD9JvGRralkIb8V1UDOj2ANPqMgbId2Ee64hiYqrR6kZoP8frVfdAym75i+SI2OKBjV+nbUEKtFCctGa6BiLi9/fHIdfp3f3Dl18+/G0ZLy9fvMZ0Plz8UDJ8qWXGeOAhRealIoFtqURX1uJ2V8tS2lOrMMIRxuQgL7LWJda6rv4ARJPyykzZLDCPWCrubror4I1Gzr0ZUqa8BItLUiEicyJTVS1woEUriTtBIPFqcH1EwqQHtFwmBQIVEnpDp8HkSFa9zuXx4f5c7qtEjENOomMesy9TecwXKNNEOqeYpNogkcsUU1QScy+SlgrLn+YhbP4VnR9u03x04hj87uVy+yZ/8tN6LvrpcbL/rdh/zfM3g+ChYhxvoSdbkJSjuM9wuuRjlUw/+QKPb+tyuX/9CqfbG79UJARQHDbZIZMOr0fih2W6lMOBBoynpXxNSRU1Hn59YFTkiCUNgD28u3zp1YbhNurxxWG8/Hq63GM4ih4PN684yvn9/Tel4Fe/wkHTnb5+++u3X/6yaCSK83KWgUkSF0oXIA2ZwOcZmZF04Bh8gfkEX6qCPMY8D0fKQzzMKAQHwvH4cP9GKHzmg8ZdyKmkKcTsGHYMpEApOD8iRtA4XvR4b1qXm7j53E8/P/OfuHx/+ZRm/6rELy+XX7xXOerr28MXh+HHE715d0mlEp0WASRatS3ClUKChrKYr4KvBZM4ZmAunG3FPzfVCV4jaYggD2JH4wX2iJC1BNtjjTOBiaiUxnUIrOktJmKIq1wNAuaWR5V1F6ce7mosSWZmrdnamhSGMjErES1lUsk5ZxEWJgqDY3UKSYjWDd3q7GPMY3WrtdpSMYSIRkSpZUinacI0XYhEUmoJRqK4P7979dnL+/fv62xnm9Pt+JM/+Xl+dfvV3+Czzz796utfO7kqTaUcb+n+cUoZATghQEwpWAmJiJK9a/fPzGBi1mCAqaIVw0RwkAozt4je0LVdEG19WRDR8Cq0QdmvSl06G6v0MXIE4CGqER7e+koIgtw8Ik6qFRFuKSjAAa4WqE5G7NxC793dRgDEHaO+hlEJLctOHiAQd0pwp6jmgSrDsYSh1iRCYWxQQ1KpCHEO0RAPYpcgI4RjqiDzKB4Ifx79jogtithWyJB8pW9ob6JZIM309J0x2hvEb5noBvhYuW1IpNuYhj0LLX+XufJbHNsF9eHhIdYghlkvGouIWGs0gzmsRXrbHfTEAG0lDZzEHUycEichEWNUhMCdUJbaaIeEWIhFJIhdZKUl39JMcIRs/bsaJUsgYh/M+S3ztf8Ux4c/+FFPdKfan1mjT07bewO0hqmbsdsTFiAzq0SXywVqTVopSOAaXt18Ba3gqUbfuqNuU9m5ltZKHu+8Ch3o0GhqthTJ3hn68NGInkbedoGyfU+W7aG+FX2wXbN1neihliBI0oGYEa6aUhpyzqiVPA7HcVCpCE1JNAOFK5NI6zdiVqyQszS2nIAzK1NYoC41UzmEgNysDNoQBY6ytIgftZSy2XxZImKpFRVJSZpJicg5q4y2vI8KFcEwsij8LQPJwQkkAmUVHT17WMAIzkIiQm5Ne10e7kU9JQXLkLKLD8MAy6XOIrg54XgYmVFrJXcR3N7CC4h4KaUhHh4eH+F4eIjTDSljfjhD6fXh5Tgec75QBYWv/YrJHK3a9DKBlYJI4UlgBhjCuYoz1RTCLIMOQjOVQMV4HBAixcr9fKmYzpMk5sMwX3JAwAlJOJGklHEkepEGSsTKL0hOhgR2Ss6rfb1Nf3Se9Z4qWsVbq51qK6vHtfdbY3OSNl/nuvD8es5+xe4lw35fhF/9zv37vlbHPfsVf3JCuxoRkYUTrNbaegK14i4i8riGFmh1CoXFzFo22swul0vrxuTu0zQNhzGlRCSBdikZx9Fa47F1k47j+ObNmz/+4z/+//z9X9zfP7gBilIKAbXWTQ20QeqbFLE1N8PqkDa1HCu7G5MQY1e4TUn2UfcnZWYEod3R/TpValE1upY7YdfPa5u+9mIuvZdaY5a0bXjRQVBE1OGMazJ7L0w+nNxnkqrWCo7WAoh6/7lrhJ+ZSZjDNxKCbV0B8ZsokyvY6GPHtn5iFxn68LZp7TX3z3Do+/cP2MVGvNe1NHuuj4uIBLzFZ6Szg4HXx5AgR3CoJOUkSOKEStF89CmocRErSxKRRpvsLfUrbV/5XgMIN8OJqJdaEfOHY//7z0d85PjovO7lQjw98F0avX+30ybmfHM4ng7HlJIyw6POS3UsrMzsxIKwcDaj3tuN9is7dnkQtA3mgQaSW2eWVqhj69zcNPqm4K8mgs3Pnm7LGj4Lqe3k81WL7y2Vjw9i7DoWNDQxAUSiQQZK4bkO4/Fw84KZOXB7UkZMEZIH1hS1CyzAw1HL0qCE1SKsRkQeblJGmdJSYuHw5jCgsjpiJqswk/DiIczsPKh4oclKkEuSdBDNQoTz5dFDSNPhMCzTXD0GC+gI72AjM2CelR9M1AzMHM4koSyhilLDzRyX+/uU45BPdIAyAwQ31GIlmJAzpyReFo86DPJioOk4NMKA8/mc8iBjvnwz1Yr3F8ghEts0Ben55u5WKGcSD4PXMHOnWqMaQEAFBEwsScnnhCAH2ehGni4kETU4Q3VQ1TI9WkRBpEGRcwqnxxICHfLp9sV5+p7Hq+AjWMgpQMhj4hduQ5jWeqx2lBqcZ6QCMcQRa4TmiYEo3N3s1nwNaERkz1jDVynke0W+32jPYuzbr/AHHLGrhn7elqMd1/3yZJ1T2C7cutLDE5Ehmq3UmiOktGp0D9q1+9weREQaSdxSaikFZ0inTLacs4wCcDGrtbZMpapO89JCYqoqmj797LM///M//5t////+m7/5q5SVleal5kEiIiVvza+c0NUwgxobP0lsjyNMRMHUE09N4auoanPTiUL8Wn+/3+BuwI5fZBsfWoWGcofUWOu6t1pOseMMcPewamZLrbb2SI2IWJuQ9iYC68Q5rWvjW45nyjIiSinBTkHSUcDcTIXtzpshxa1uMK6Sk56Vk8WT628SzLsfH7Rj4tuv7Wer7lk2ff33Wdr++ov/5Ieep0t/6buU8ArhE7Q8hLmItYa1DTEhwBpiJWKKkNbuZfXRMxoeEQxuCYTmoAsIYDTC/u2RyFubQhIOCRDBHESt9XVLNjo9j1BEfFe6+5/Qmd9LnP07eGqj4elE7j/FTvVuV21/Njto0PF0Ot3c3AyHo+YksdtgEbAaRlbIIlT52V356oVvu+7pKAURbdH1TaNjJ8X2T4rril9nl1mEt2/trVH3a83rk6n4jtHvGBkgggFvXVvChAcEICHDOJxuvdowDBR+GJPbvCwLSQaLt25RYUwUTVoEg8WCECGElG84u3NeHAUgYVWpZFHONN2TM5yyyhLMkcxcYrC5VBRW5KyJhQhBVRXzPKtyvr25qX65FD3PwzEhCcw44IYyTWHmLEZ8PB49gl0hpCw12KqFo8z3bBpHJSUUs1otrEyXMIQ1UvTZ60zASYfTeCheKeTh4ezGn35ye7y9w1fvHTDGpaJyRGApcf/uLEJRKRPIwuapOpdazQAFM1pQcUhcphSzc1FEFginCxxeLSrLAEkpIpc6P/pyh8Q5pdvjMc9F+HA6HY/HY/zBEqfZXswmNhVQMEH0UEqOMlA9BI6swjSzFqKZ/bCthybfGxKUqfeA8YgNscxEqyO4UbJHhEcQswCxJncda/iSvG56fQdjfh4b23ZoKfXZjqA1Ab/fI9vr7X1ak6ub7ulRzBaXZOvYKw/eqrxboZgZgMPhyNwa33ArUY0eP6ullLSUIC7W+4gQ1ZaPV1VzYxUCHY/Hn//RH/3kx3/wt3/7C0lZNC7zRKSlzqydMZM6kRyYO4MP92o0ahI1mo9Ka+5PWZKqKqeOdhrtSRH5xqzn7Pv3r0b/U0kYmwl2TYpfo5XuDqsbw2t1q1ZtZXzr5xCCKfq+3oTnKi33Upf5Go1f58urmcDIjFlox58HtIaiEt6WFPsT+FesFKR7Kf1EUO28r+1xn8l2PHXKAcRa/bilZdfVtAnVa97296HUtdarzdsFbP/bgMbUyLpWkF8nWNBYXAVEjbQILCB2MEOiNelFMFHuXMKN/5WI2rQzqC0arKqFlVTZ2EHkII9OrXPVmk/RcNTQhf9cYfj9Ot6/+Uyp730Loo1H+eOEqV0fm1FEUj3kQxoGVWVQlpREdfU8zCwwk7NH3n5RRNDG072WwswtRRER5K27H4XKHvi2CaxaK4iCOtHw9mCy/uKm9VvN2r5+YTtW+QngydzEd+BZVpYo6slOABLgCAOUKJDGfAwAvswMZEWZLjScOR8o5RBGRc/YN+lvtbXgaH0vncalXM5zTDWOjhK+RAn45fx2FIkYEMMocg4AtFzs4bxUmx0YTkjZqoLDnevp7vjNV+daF3nz6YHT9IuvznPl5GkcwQ72werkVmqh5EmVsbCvgT/mCGpELlQWcPUlswqWGrWGe5kiJ8wJA+N40sioyxJhJQpVsmU5P6Da+eVry8dDvj0t5wtmf6jIgZsjMaX79xehUE0SlQLLYovZUuEBUkhCrRSGRdwWqjOokDArJ3FQwIrTUvygQ06ajsLky1wkBg3RNCghYEu5PNyPx89Qh3k6lMqTlaBQ0hSDmzBug0+EZFyM7oEz0aP650TX5smbRm9S1TveJAig8Na4Ad8pT7GLikcEyROOwk2Fb1knPDPBS30mstufLQuAnSnQ1/+uMcFa17bmGVcJEB8cW3FShLfsQs9zEUREc2qMsMuyzHVuhaMkqqpgrrWa+fF4ZOZhGGabmbvPc3d398Uf/vG//w//YZ6niDmC3FArhJBSKwJvCVAwoymRrTRp0+hNu8fqoKeU2v20Gvo7PeyHfQvp2a6mYJPSAPxpyq/z6nd0WifD6We2DAKFuZUWd299H5uOjwbl68OLFVa8Xvx6S1eNTrR1itvep1akuJuyIPQKP2aRVu0Ic9fqzkz8EbfnO47Y0AXUFwH60+0WVbvn9Rvt2Tf5+eE1qTk0v2tD8O8+1DtY2jegdoT1tByt1f5Mhg44j17I3zV6q3QiInGPiARBANK7HzCINWHdk0oSEbVWC8uayJoW1Eqxkc0Vbt21qBFAN+7ltU/ievT7vP77+z72a3o7nunyZ59+2/voBlt/FF/qQpBlCeutExiUWHRbdu5uFgg3IuEC2pJtHWd7bWLxnGhaRDRra5PQKdlXzET77vV+1tey4htiDdRvHIDbU38Yfse6oOkJ4P9jR/MXgtcC0wZdlgB5mEBJGAlppEhDi1JzCKd7GQ5pPPn0vtHBUnNCvTTqHBINOMDTEsXK/eM8VyygSyk0Q5kxG4kO6Q5WB6ao5s7z2R/fzR6QjJwRhjCjFFkYAiI4Au5QlZyXxR8u86vUCeckJalR3YUjKzMHxQJvaBCYRVlghgSwO9WCYuyhIBCH4NM3etDlNL548fJTXOZ3b79udN8SUuZqBYv44+Wcj7fD7emhGI/T+QEeuGEByzItiXCQxH5xgzlKQa0wApzVGQw3FDGq8NnFnSRUIwwwoLiLe6lEY0qJuL69TE7nUAz5oKxWavVSJ49DxC4C6UYoBBKKkeLAdApii1prifIYcX9c6Tc376RNe1NvvdtpkEeglX+DOwU2QMyx1qJs/Jmx+w9EEEZE12ROzVoA4LbX6Pv/Pi4192pp//4WiNrd+1Wjc8N3rxrLrDWDvrpBzXhx98vDI4SZWVNubDNtGKvNcF+WRSRa5Kztx1IKgJzzclmYGYjFqqr+6Z/+q//yX/7qP/7HvzjP7w/jjXPJ5JzA7EFQomgqqjUio2t9ORFBmhgWANSCdEkb700jpmXmg4zY2SibYla5xhQjAnRtwbJN6AbZafZHe81dLPdLiZKZNY4ddy8d4WN7/f3ETfePo5TayDe6+M3HpZUmQPaWFsJpjX4LN1pWERFxdfd9wdQHPvr+p5/dxibk4oOinvhYkvE6dP0JtqTMd0SW/wkO3ZoItfmEV4A7zdDViMV6N1S8A0WYWVmMmR3KbGbqHhB17/DpJBS9rlFYVFWJI7CAKujmSHMxXjh4YUcwCzGtxXLSU7PR9jl3YOGz8f3nOJ6ZqHtLnz5w0PE0vbcXF7Sb87aaVtUrbr3N+XZ27xi48iehFXq07lKldWUOEWmUW22HrJZtAMHCwj3tLcehBdvbwG4/IU+bpF0N3hXk0oz19btPuCO2YdmW6WZwfrjcPzi4OefrH32xUeenLUQJCvIA907qJrOTQAcSjV7c4g6DG4V5eFCjfGEKmRevl+n+cRJwcFps4QWn0cktygWcfRJ2KXOV0MsZXgRkHKAgL16XSJlkyKj1eISmhMu5LjycbjjH/fvz8lg5sR4SAA6KCoNHWpQ4vK1RhrvVWCqi4jCCALKKIlGMQKLi4sfjbaL5cLjB3QEwuSd3Tsr2iDohDF5xf368O5yGmyM9PMhIauEFl1IZpGAi8hrRLBpvmSuxIDdZIohrOEJYwhnuUeAID1ugBADlAs6XZaQ6opT5UhGEFJfEiYnFXIJT5i+XvzfcilDGUKoswVYQboTqPCfKAa68VNRgB7Bv2NiW+brCgE5rEYSVxCIcccV57I9tO+w31Id7c/t3j7zbvkIrZu3D6+xP22/z/TsfavTt0WLtORnS+6m3k4S6CbyU2mq1SynTNIGp6fW7m9vWGsdXkpfmBE7TRB5pGCyCVZIo3d9rzj/80U//6I//xV/+9V9hlnE8nuf7YTg4LUDjeW3iscU/g0k2xuhYJUC7b0mJmZMOKeUhDznnxmHHdsUfxJWw70rOuurm5lYGEfWpq2snEHd4bFVkdGXWcXenGl2jr9UKG7SHOg5gddWf4Mt2onJnS7VK6qaQiPv7smYw3d0aBymIe66h+yRJ1YoHe7m2piVcf/E66aujuL1zXW+rHtzHJp/L/+3YMpK7JfTktF164Z/y0JSH6+hbdSKEUbB7bUEnQjjQmwsjGmmTrM/ECAW1ZiAWMVJ4NHQDERELmVWWpEGZpBmkYAG7qjIXd7fwQuZtenY1hc1QjR2WAWscbGO5/+eMuuOpBPlQl6+39ESm7I2hDTSxrlJC40fE9f1GXSkiYb7/3RZR35AET4yFlo9XxTVILg1uw8w8ZNqnwXYR+72A2wZ5nyzfRNjTk2l/PnZanOg3mIwOjkCPuxNW7U5M6gDIEepk3rjqPBajGVxBdaOlDxf3BpSKLVjjTswemIsvlUceKWlF9XAiFgp241rrUtkGW7zClgK4BAU8vMTlDDawRBoNmfLLVxC1+3kpdHz5cnB9nIpRYRLI0OoIW/eSjp7ylZ3PW+AEcIyKCLA7CsViYHJqDU+MYol6pjMv9/f3D+9VZRxuYXOZ4Q44pmm6DRsOA2UW04GqPcY8Q73kYWCmZVk4AIKAEqcIsf7TRhKEUHFiQAD3illQ4eBAOMwwPYL1jAlzQc7IGXkQSRFLJVuIRJGK/yXJJ4lTorsEroWLh5cpJUe0ll2qqMxCemJNde654VYQ/yRPw9R0XkQv4PYIvtKz0hpDDSI0foV1kdO28OJbkG77+NOWX48IlfRsp2CnurZ3thhpqdd9vTmRfZHzkzW/RpVbkVK7dWYRZWFVD8opB1MtNk0TACFOQ767u4uIYnUuhlZOHRERy7IklqYvRWQYBs0p5+z59OLuTVn8PC15oHleRFN11xWa12rCOsKQW5sFiR2QrSn01sCpyQaRpJpVVEQGeh5vayPcSMYc1d0NQc1Jj9aC2WuttpTN227Y56bUN43e/qzoefRtFrb6dCdssiBWmMU1eP1UnuyMPUJn+g0iWovoGlLWK0PMnEhXUbkiFZ7U3P9jDu9NLdpNYpcX/0gEFzuZ+c9z6Hi68VJLKWaFiBgeJu7Vo3JwY2Hp9954EymIyCiYWSKYuXAIqDH3TsXFTUsREVVRVZWB2VVIWqUns2TOOU/LHKLHMVilulmDxjA5e9deHmY1zN3M3cdxvNgE3+ItAEFVYLbf4PtQ27Od3xZDrR83imgHfdxPzX4Pb4vsw3/jYwd2xmZE8P5S6C0s3UGqP/jBjz5589ntzYu7N6+WZanzchwGZSERTczCoexMjjD3tvQtPGrpLgiT5kQr9VvzBtqNLXC0XeTuW39fEWKmD2KPe0NhQ4o+A8T52qi4xwCka/2t+ISZdWN1eBKbaAYasOtACICiNfR0IuFG2cmV08BJI6zOVcYx5YMHFXNDEDOZqOb5PJVaRISYK4JJhOWbr98xbDycyPLD+XI4JM2oZa4L8inApEku3zxk1fdf12WGLJZGQWCZCxwDwyrKVJMOqAYDsXKi6fwYLuNx8HkqwViKpoMebmn6uky4PSVAYROqQ8nNSnEzMAOBnAlAzAuDiZIVt8UM5/GQYPXyza+nx3kY0jCMwzDYSMClkWEul+X+4d3dm8++//n3/stf/pVI6BH1EecJRy15PJZpdocbSqtS5BZ0DUKUpcVIwQpiSIYHJrKoyOlAGlwmDiwT2DAcUQxmSElwe6L7S3k7SxDG8eXrb+YZD9PRlluKk/KByDyW+fJllszpUdPRIVTdJ/XStMtKFGNeV6JHSWu0lpocXK1Mp0YW4eEIMLMkVaIGKfcdDUirgNq6g1FrorruNW59ylsZ+k67t1223dKWJ97wLs/+3cuM2MuQp7DczQNb6iQiaqo5sWr7yEoR0pRSK9/1Fm+vtZRCXvM4JFEmhbAkdfdJys3NjYh4qbe3t4+Pj/ePD8MwVDOI/OinP3vx+s395f3l8v5wOFWbzV2TUgRxL0IRTqtHzlvqLdp9t5I2iErKaRjymDQ1uLqIJE57heRRa41mVZiZO7pqX+2keV41dKer8JZHv+bdPeLq68em0bep3EY1tq7tRN6FYrfMmNFDIBFEvFGVm3XcmaqKMjOztStcU40tJbNyyAutsqsV57WYdKdT6zfZFuQ28R9JsO6PNXX+YZi9vR/rePbT2u01bqL9AnuS2PmnOzTpUIKp+eEoUeEIRyDYeglfi/32IJh1qQ2BOEIghDAiDxKEOGmEEUl4j68UJqLEEsQQCPdiCWhO0ohja2mNDpkAVF4aMATszGESWdRFy4qNX820aLjZ52Ctf+j4Djfyox/tTcVnJsI/9ENP8ui8ktJ1O2Cd65vT3fHm9KOf/uSHP/7Rqzev03EkaQyLkpiSthbl6kwkxITUkTd7qxMAxnHEytq7x6Xv73nVwbKJs+3RaBd524+G96KUJyt4/3oTbc3c9l6O+JEBjM1iul4IeB52IgRH5yfkADnVABmh9yYENcevlOIAkxILiCNQTSGqynBywKssysXUPMiTCsQZs/ljvZzP01SnBVaR2lhRACUcVlEXLDOCSx5OOJ4YS6NLzcPpeHfiszVKkEZuxQEvmB+XQz757FYjuRBkSOq5RnRaIQqLIBIlCAcRuXmJCAqmqGh8QeZWo5TCjJQAQQnUeYoyKZMKUCGKdEQIIF58LlFy6x4bZAg3A0HImUNHGLBUGJBzKxVsuYphfvSkdnN7OBx5KY9GuM3kczDDEVIL3JiQhaFJ81ezhfuLiJkCiRnwQE2yEM5WJ+AmpRfCuSxkQQsv6sopNY3t3AWbldqxWqAnnKBB1FtPdsd3W6vxNIOz+Wfftt32J+z37If2/faLz5Z0s1CvCqnHe4mZF6tO7n7lFOnna25Xs1IRrBFIyuCpTL1OjIj8Gjx4eHg4RQyH0Ry1Fmom6e628zgAqMsyz/MyzZAsop9+8r2/+7u/aTVqBGFmd2905sHRiSODmz5thg61JECPsSXt9rk2Hz1JUlZh4chYu8QCgIMJV0c7AmD30iwqdy/RNTRseyYP8w2Z+EyjByzMoprFNQrtzR9wQFZPGnRVg+tQfCg64oNA4D6r8mS6CbzmOomuRfjAlXNw9bP/KQPfu6vtk+57+PnvlwtW0zCCxcLdYDBDNY+waK55+KqYO29O9Kp0IkdzB4IYQlRbM0+0SBoxIiiEIi4TOrU4UYCVRHNbxBZIKVl4CbfoZlplYiIzI3PnqBwuaqKtzzfWyehswd+ehfi2zc/fUvAYgb3G2QmIq1L8UDR8x08/O20vjYiu9Gp5HF+8ev39z3/wvc+/f/PizgnVjJkzUWZRFklKKiwIISdkDJu12wLs7ZopXRGIEA7utmL4kwzlGnmTtgO3W70q+Ou5a7LgqVnzzL6J6KXD29M2x2p78/lErKUl/SLXMRHAg1q1BTsiEGCEKEiCtk5ZAcBBtRi7EDNxqqDqAEl4Skq1dgt0KbwsWAqPDAq3MIrL5cGmx6lUiIIZ4o0DzCwQBiyYJzRyQ00zh9RSSpktIEkkKB2PcIcXQMAp8eFcL8sZiaZpKhHBx6Ex8INnd0QUc4CcoAwBJyIjq0CA6ppMRDVbvFqdllJSAikKoxYs07lMj+kwvr4Z7qN6RdLevaVSQcvmB0BMQBQLr2AQezjMUQFlqMIzAlrdxpd/qMIx308xRVnCF7ayTFJrdeDhXA71YXqY5kdUtRfDUtzNjx6LuweiUYEwXNisTtUWCgKNTImco0rVghb6Ve2BYKb2gOQUErw29F6VqAIgjngaM2cWJvKo6GXhhGAmRdRv24a7a16LNTZB/2SRf6Dgt9cbVG1bvW3XkD9ZxtuOUOKIcLQwddclIrIsy1AGWSm0W6yZmcmMmZMoUZSplFLyOGgezudzp25sJjJzRBSrOScW+dkffPHv/vd/Q0snYxRJbqXtNnYFEbNQMIE6V9/u0USSiAhrYtEGlJWsklrUPUXa9193NBhy1Lp0I9o8DLU2ovA6r/nzqF0jfNRH35Q6qPvxbcS7XIpoNWbswUyr5cQAGvHeJoB38mE9qQUORVSFmUdIRNg2xR0rGUzkBF6niZmVGCwL+X6dAHvv/J/g2NWv77rZrr0D8Hzh/R7y6C26QiSOMId7Z8olJvK1fjSiWZkAOjESQYhCOIRJKZiDOUAmiIAHhKKEm8OWEmHUGrIMIUSsLlAHsbRSShoQ1d1a/oYAoKIy+0IeWPsS4Eop2vfISjP30ePbNPp3HNs3nsVVnukw+k7kFz3zKj64wv7GiKiYkXAacj6MeRgrubqRR2JS4sRCKqwUwi4kRIprlGyPd9v+JWbqLD0ID07a32yjRkQqYG5+Ute4q10PQKOzPDaNvkrCawen/bi2TfrR0YiPxTbaVgZ6dx7g+YJmCMjiug1AG3P1msWMCESjgQoiriYlOEjAySkRCkWJCId66LLU6RyD8/F2hNky1+lxvpzNDM4QHVDgvYE8uQcqlhkB3I3p4X3B9DaEk0pSAdXL9H4YXrhZXWoOhgos1flymTE9XAAMA5AJSqo6tlU7lXBEgInBCZTgYFYWJ7KIoMafFJiXmT0MGI/siKlGMdiM5eH9oPTpyxuq07KYMgrgBk69vTtBRJk4AC/FwoGCAjgjBLNjvkBDZThIHn/4L/6nT1/dPXz1i7/69//r4+PXr2/faFoeLw+VIYJL0bn49IhyQUmQ++Xtey0mBWOwlho1CsRIGosHwVo9lROsBabZguBOtZoHk3BzBVsL35UXDE9MvWcSFrvAD204rCauW7Ltg5W2V9v7bUjUyDJi/9H+F5+u5N06bCH6HWt3K+FsYOvtClv2XVbcrruzNXaWHtSVFtKJkBY9Fmr58i0GVmsFyzRNrRrFzZdayrIsa24rpfSzn/3s9vb28fyN+xKduJPC+5ATBA3yzmwSax1dUxcMgMAiopoTpyw5SU6ttyKLIjdvDR2jIMzmLrGicrd8x7IstdZl1eiwjZTMW/VaH9vVR+85Pgo3a6igaI3ao7PfN4Ud1Aik6drMcedQxTo7zBwA89pTKiVNIiIDWoYlilvTINEANhEU4QxE0JrlERGiStcZ3MTU3s14tsCe23/fIfyxeoZEiHiu0dfvbsv+Oy7zux9aqpfqW7VgNbPwcJdmlbYcOqGRPQVa5SUomAjMBGGkXg4ZRB2q5F4RFsERudq026vStAWEIqTRBotGyxCHu7u1mCqYigWqt9RxtSdJ6HV70pb9/kcfz3LnVymz6uXf1kTYVPsmFLZJJaJY9VMxn5d6qUt1Y5UhDUGAB7t1fIsSiZAyCQcTu2yXZRHeI9h7YaHwGlfnCH5aR7sp6Q8fqn20eRVbQmh//nYmrvbNOly7/NPMm2DzAAEAAElEQVQzdb4/3+FrhD46GnW9LINWG4O2WSXqNMB8LSQl92BWBleHOVcS6MhyIElub63OES6cQHkufj6bVv/kZkRd6lyXS10WTAusNS3nAKFt7UCEIxYYwYq6GQHpIKIMQZAx4VIuXq3O1T3GxGVBueCyAI7jETIMAPtcSyzgUFVOsAoPAouHoDRSRorGy9qUPUOEYyGzQJYhj9U9eI6IuaJeZhvub29vT5kPiXLOy2GZ5+qOUhDJFdDEqqLCfKl1wWIYEixjYTwUXAwqh9evf3L7yWfHP/yz9ObVi5e/OL5fHn7xl2d/5Pm++iIDaWLyZFZmYyPnkIfCX769S/qK5I3x7QwudQJ5UkII00l1CBuXSuQLK7GSUgZgpTatFsklEgVU1Js4aUE8ABHe991KfsDCTBRBLTvLFEER1PgPO1p+201ohOIRjT2tE4k09AaooQmurNX0zBB/Vo++rc/We6OtNF6jsmbWLONnS3p7zcwszQ/s0YbGGF9rbdZIa9Tdtsk8z8WtZW1ohQiklIZhYOY5ik/eMtkYhqg+HIbPPvvks88+++rrX1ymC3GErw8FacF2ImUIraB7W1vOUkSDgq+AOBVOIq28WHpJe/SW8yC0tOoqY6kF2EspS1k2jd59btslSnZd03YB++iT40FXcQ1Ey6k2Q9Y3MjZaHfFVxtCmdPuvrL57yy02qr0B4k3rWCW3WmtFeLiAPILcW7q+3dXv7I1vi+e71fl2rPK4A+M3LR5rk9n4/RSjA9Dz+bwsyzTNyzJbXdosNIIkIHzFnmDdRRbOjhogREWQEJhCCMLc8oHuHcKKoIgUvXqhPRA1wWme0hBEEsIEYQGRtag7iIgqC3uwB5lX0YW4ggTEgRpRo2FgAOFOV/jB8Tso4P3rTeHxrs3Rb3jZvVZ7dvZex7dfmZflsszTZZmWWsOFAGbAuUUwuNml3Lu7MKg1xYugNbreFvoV0ikiax7d3WmlSdqM6E2EbXe317i7Ezqcrm2ozR3ZHmk9//nV9g8bH4Q0DAC8wfmcgqNH4TuB0JOLMJETBQup9rZ+lbmFBVgSIqJasQhNmk6QsQaV5dGW2a0wESHVpUxRU/Ff/+KdRomyzDPCIQqWxJKxzN63XfSglFGUePv1Zbjh2/EgRMs0LyhpoMNp9MVbD2yAAZXIMESBBwgsGOrsxS8lKityXg4JILAlIC1mZTGQsdSlGAEUkIAQScrF1ZlndVG2ZVHV2xRpqtXgl8uEIlZvTuPh7lAsPV4uD+fl4S0gCHJBzTqwIku6PBaaIQlVYJKHfBhvPnn9w5//8Of/zWc/+Ok3n//xwoQ7+fQP/k8qh1/8p397fvvrPOJ0N+bE80LLUueJkzPJGKbV/ojke8yf17itJDO3BAjBhoQEHIFshnAjLQRL8ToiGq4tVgRGBTJrG2VHUNBWFhwrI0f7sy2zlifejMu9Kdz2+37F7vUHdur2ozt6O/9Z9ebumsCWM6InjVlBHVMSEc3QbKZuu5Sgx4QDa7TCzKee9EKDxRENSsuycK1pPKSclDOYwL2j8VVECHOzgH05Ho8ey49/+pP/8td/8Xh+q72AqLeboSA4NewIgfdjwtyy7GDWVoCedEgpqabmVvUWS13MWwTc107ZNZpfPs/LsszLUkpdzKysGp2uZa6tl94qTJ7OCCE283z1uEFNuiAgTOZY2VtaWn01ydqU9e/WWmltINm87SYQMikA82DXpRYA1WtEGDVUukUA5rGmBvbrZNO7Edj13vyIhN9LsN9Qqa8n9/9/7M3fy6EPD4+llHmeaq0Rxg31Q1StNt7DaI0Vt/0JROsBScQqpCJJaG2jDnKvXa1jM8qA4hZLhDs5MagtAtMEIBEBTCoKCqKREzM7qzgaR42VWouVudJK7OzewyTfoV+/7aMNSfHsuNqYO3Xbfc8Pwu/49nl9psA+ejOb8GJmYZGkaciSNHoSOgCwKjcYGDNaakMYTEqpadmmvLfHoQ15J71JZ0Sgx85pf2Mf+iv7Y18FtBeUz0ZmG4QWXHL39vvxtLD4w0FuPDAOtJRgU+rruPgaFMJmq1uLajb/QpWZrQcjJFbeJk0nTUcjLYuFzdVmNwOHBQpQAjX4qy8fD4zECCAlipSDMjhzLJ180KQ1fDdDBLwgyNNQBxWjahWBEL3MUxVSr9RkcWOepSgChPF0KSilRg1BZlgECEEUTO4xzXWaFlDNA81TJxTKjEwhzEnUghcpIHJ3Jdze3Uz6+O59iYLZKwmYqpAh0U0+hNj9ZAZEYAlLshzHI2tKhElKYQnSMd+9/Oynn3zxrz7/4r/D97/A7etzOrrX4cC33+eDDD6XL4VSml9+ckhHVJrj8b7GWUnzMGYZjjf/ndONxZuFTpEUYUFWgphHlBH1wJGDI/gh/OL1ArshIhKWTgATXi0iCklb2A6Ao61qYM297KxMWhOfbW23BG1DXBORR/1ukXpFerfVWbsF0BTwpqFr3Udfr2XrFNe6dt+CYdxz/09W8q76o1/HfSsPsRV5ROsmbY+QZei0akQq4kwkLCnX9SilNlNmMluWhd1ON4fz5f1PfvKj4/H4ZQSz1Nqu0WrGggi1VuFE1Jlq2khg3TuqmtLQdbomVeW1C4sbVsMdXZVXM9vU+Xy5XJZlLqWYFzMrsE2jb3ZVmHf5v/JY7MbQ3TsGgdDRMOj9mAHz2DrSU3OennhQ22hv06StldMwjOOQUjpyIqIAFbdpmUnEMRPRsiyN+jY8YO61Wn0u07aXv1cVu3sK/DP8lk7T1CbPzIgiBA2M7g6ERXiz22jtr8NJWmUaJ1VVUZWm13uBgTGzEYU5NxhrteZUmRsBhcrC0qp21WJjf9MICBORMIsI1pgYeSzjUkq9p0fsQ+6B1trot33g7zACPnrOs5/YK7Pf6neZGbumvNsCPdyc7u7ubl++uL29HcfRGBLGQkzNJ4+OECYQc7N8fC2l3aTeMxNyW7juzrtg+Icq+cOjcwb0eMoGjvt4prz9yF5WYt1+H/pA/VOAWtQNztdy5aBonk0PzyEAav0Vu5su0m0g24KubQxIVXNKg1cqtVBbalYQLnCLcHCoqUoSS8wIKk5RY/HqNV4IRQSs/RgMFNWDMZ7Eqp3Ps475eDum8TJXXCZ8/WXJWihQ1THwPNU611qQMmqJ6TybOCckhQhEu0UCIgsqxaapEoE4mlVKAYs2ENFihK6giFoXTfk4HgR2eSgeDTEEr3W6PEaSfDwcbg+n6eH+EVYAx0FclLI0U1hmFw/Vw91nn/74s5/9S3z/D0Cn+OXD/eenfLgVUnHTH+nP744///UPp/Mvx1cJo9f68NVXv368fxgk3wyHzILDH15mvr9kDw1RYdTgUi1TXkxjFqGkg0O4xlLqey6fikiixCrcmG/cgYhSgFZz3BM1HOBdZ/HYqU+6Zj2bLPLtBP9Oo3m/s/rqxNWnxxrljl1nozWn04Em5rzhulsevdMrSWdOX3mpe80IDIHOmcrU1bmIIOBmAJoGIiKLKKXUKi2AbGbLshiBVRKxiDRiNQDDMACotZ7NuJex+Js3b4ZhiI0APwKgMDg33BmHG5EXrb1qjVU4bRq9A+J6JUxH0SJ41eVbfWs/VvOiLEuPt3vzzj+m0fdR9yceekTYFqpp84+G1mrtKXoE2BzE0cMifZq6wbRedkXDaavOHYZhHMeU0lEHIgJxcZOkQdSE1jzPLRdDHhu/HZ7GKbdF9c9w/HP9DvTx/svrsxG5R+05JAbltljDzGFdntKFBSSShIQ9wRIxUQhqwANhXDl51VojANzToQH9BCFqWZdBTWkaI40+HOxwmmOwYMXAWVgTu4CdIJLSKCJqwcG6BIe8LR7ME8/LEggD1aUEAKhwFg63sGDCkANUiEAMB0JABEkQuUJBI2CGUlEL3NfeEU5E6lCCEBjBirdbcif8Su6rV431xJac0KRU+z5xINxhnpNOl0VUrZLIGJoWxw+/98M3P/nXf/Iv/uRf/tn/+fWb70Vxhp8kpSxt2xRzVGKHelbLzOxkDda+1BIUnJiIllqbZmXmlqJab0yq11VecU9KdUI2xRNh2qtHJqNGGkGUdWQKmJVW3BlMDaq6Pm53qfsl+OruEFFFoOcdGnKiJ9rHj9QbGtpex9b4kiJaWBvhF5HMcjA6zjjOdFc1PB2KL8SxxGLhEGXlqUz352+ONJq4ea1xMa6ilcaKjPtqR8WBXAsUOAqOBV5QREWEQGazlUhJJQ3M7DUuy9kjjenWC4OPl8vD19/Mv/ivuD3hs0/evPzh50Pwu2/+cnkfN0fAwGINxdmoF8NG8pHkIml4fCyBtFh5/x43Y4qqL49Dmc7zshhjGtQHmnWZYBpTzplHvRT/5Zf3sWCZhTw0EZNL5cFdpMAmCvzwNf7rr2EVKal7ejuX21sfX5Q0T8uE+ogl3t3P8+vLJ7p8jsNndPODn0H90c2PD/pjFlT9w+Xmf6il3N/f17qYWXot+ftqqt+4m9l8zpUrZEmlcI1wcReEz/NF4gHpHVDDQyqOIsyfPfoMErhx5WgcnUjN1gdLw0dZrW4whQggEzVxQx0REmS93RlTw2gLo1DUUsyMKUf0JtVMThyMhqYuBIJHwBpfPDMryIbB3WsjciEnahR6DgoQomOEGpC+cQ4PALGKC5F7RBS3AAYdmoZYeb4p3OGuOS3LQkSHpJrJota5MjPAkpOqElDmuQHgReRSllprjpxPJxZpzpKAPCCBm/FATg/v7+tS2CyDa1q+vP/q9OJl/N2vfvz9P/lP//6vk6dSLKuRLExO0eSuOxQhgzZzn5ktsx8gJ04HzTl05JQjSRUQqSqczSzsa3e3tfq/1lrqUmudl8dlWZa6VK/VrboVd3eXWDiCW3eotc4biQwLmibWa84YICrHqNWsIjqoOuBGvnhwow4QYebK3Fq0H8YwqwBU1a2R13GSgYkZnPhwk18c0iEjn/jm9ng7Ti9FhJhqTLNebobz+/rNfX2ALnOZap2DKdRLlBnF3evDoZRYKqqt9XJdKj5Jk29uj4I/+v72zurur8pge0H9/H7ailRo8u8qRL/Ft/qdLQD9sG/rTmR/xITZus/u32zEPU9P5dYonhoNM4XDOVC9oLrDyBwcZEQtkudEyllBwQBEJBEzQCLV4YiymJdqiz2CGBQ219Wda4XQzdsnAksDnUAUmsAKUmjqGl0pU4/eoxSbF1tm1Ipppf8Krz0eSkIACTaNvmtLTN/mKDAxGh0ord8jWosXQpgbwXKr7zocDn/2Z//tF1988eMf//jNmzcsXuvCTClLXfmxw4lXQkciWpY5dvwYzbhuyBraHftbenaHmzcTHwB8YtfDrV2WAkRQVdqiozt//aODsL/st73z2xwcUYOYWVQTS2JmqKAQtRSDh3stZbayRIRZXctmGkMIWaVKPrAyhQoJVV4QFQ17njJHtdlqDUgCp6gxl8kPB2VGyiwajlrKcpnm948gxmXGr778ymo9in7z5X1dcDjQMErDZVuFB5hRSmWpwsWDajWS6iALLMW8VK8mUUEIQnHzxUIkpcSYwA4xL5iWi89R3YnQcE/VfDFoI3wgkOB4HN69m5da05AdMZd6uh0+ezV89fYdEt5OuD/Pf//l15/fPeiBMR6Y7TopDWDIlZiPx2MpsixLVKvFI8ozF5aZvfH1RSCCmd2tDTg1GDIrAFUm6jGbrvw4qPEptcg0IhCOioqI2ChRNgno4REw61qGSFpOva/5xc2scZn1POgaW24++Yr8iYhw6pF/WtsabQht2e2g/XbekHFdpkWssKoO4eppuHiycZrrX0ppOTMRyXlsRUMtmNkbm26Oq9k8z9WshqeURJOqWqNhsf446AEzbltyHMfT6cSspVitVTka+T0zRxgRNWrAqBU99tFnIfrNBzOxAPBOPkstz9Wfwtf2EBuyfZ7nUkqLHJhZL3dy27yAhm9sc7DhbDZwzfpv0BpX2CQPgVR6JCbId2y7TxyG/QrMOQvrOBzGcRyHY855yIecxiEOqgwK8eDqgA3lsFjRSWvl2kSWwyyiNmD3lXNw083bAtgLtO2GPyrnn71J/2QQ7d/x2OSrNgNzizu1d5/J+u1FxL4B4ofKQyI6z0CDsK3vR5stp4BZuFuEkVYuXsPEXM0H8+xmgyhnoCEyVURSak2KRFJKSUXGPDykB6b7maZaQZnDnBgiwQoGckLOIhp54GHkPKoOmgfWLKqaOjgcZjEv9XKZp0tZZn//MJUFpaCUAHxVW8a9HzmImjHDAGjfeAfYG1qNJqwVaTXLPwAHt8ShqoKEwAE6nk6fff69f/kv/+Xnn3/+ySefjONYbdqu00QYk0aHl/WfaJpeRLDmrdcd+3FFvn//mSHy4WvqJJRX5mp4NFQa1prPDicm2mFJnqyT/T65ftqYbn8HiiQShBNENGsaVLOnTHVxq0yuCCtea7X5spTFvVZb3JcIa5x4bijhc7hm9cZ9RChRYciMYUAVv1idDQ6MIw4HqbXWAKRqwnCQdGAjq9VbTzNnqjXKAi/vD0mnRwghkFiS+1LMoyGUmAgShjB3n6pBBawagjloWXyZlmPGOCRQ1FpLnXkYlBkjmEJEIb48WIlW38wLoBFwCqcwCIIVrJFGsrcIB4kEvNQCUty9ONTZh7qc5QHj/Wwni1ekyKPIwhy+9iTlCJEUrRsyc0QsEW6Oyqoi2jVly8VI66JhmwpBDXczuFM0CKk2VeSNOq25aexwMg+OINEG/3VqqQ5nkPeeQ08XTAR7GKwFllppDTNTGy4irubOnSzWnYhbNJva99aLxK5xMKjXQzaB92FWlZl9UyTX1Ds2bBczrwj4rp4bPouumfgrVL524vdeZYpd+9doEXgzQ+dPHcexluLu2BVni4gZRxCxnE6n169fj+NYl0cicreGG43oTDhohGClvS8i1nLkTw8HtQBHa8Hcu6ctdlXk0zyXUs7ncyllmqeWkLXVwtqzU2+7meKanaSdOo+n2Ih2ODkhVCQIRGiUPQSAHE8lWJMwTfKPwyHnfHNzd3O6PRxOOefD4TCOx5FHESLGUokoDD4OU7XhnEYzK1bDrLp5bYS1LYDm1KoKo6eAuuzaynvWJ/uotPrQR1ofc+epr6fEP8qZ+V0ObQFVXGX6R0ySbpCtd7YVhHCPoK533PRc7xfcFLw5bOUqASGCyMPhUbmSBfklUEPcqpvZmKrQ2i2RSUSHpC0vlXM+DOOY8nF8fxrGUdM9v5+mqULNCsNVW5VlHMY0HngYdBjleEqHU04HHYakuXEuN0QMm2Oey+U8XS5lmuP2/jJf/PFc5ilqiVrX7ilt/wLceU8R0eIIwVtj0DVQAECJnRsEIdrup1bbrR2w7UHFQkTfvHnz85///MWLF4fDQES11tZnMIK4rh3thN3dzCM8qLQmOOh+0lUNN2rDbba2iftQzW/qdmdEA7tNuOly77TV3QjgzcPA1ZrZW3XPLrW9/lCv/1YHEcOViFMadBhZM3FyEUkDozqCKi1WzJal1PDFbPYwdHoHdpPiTGaJeEIMrCEacq7kKSGdDuBZAHEo4XSnL17cUuAyT19++UgCk6WEBLlmOtzxrfkvf8kUxkClwYiNSjjOs6Vh8CADSJCUs6QkWUSJYQEnhLIOiYclTOZl4mosQg4FRzDIo5ozeyDIjqeU8/jNcl8vAMN6NykhUgYtIA0SCmEBnb0ZkahEEizz4sO7h7kyD7e3xxci3z989qPx1WcYjx6d/XfVVbUCGkFEyzIRs2o2s7p2rWZSUiKIeltg7u7MXJlg3U11YgqrblTh7poDvHVTdXeqtlBo8weZg2ABhodTpRCvjQGegtc17BFrh6dmGF8VoXsi7eBNZjF3l1oXQ+t66Wsrio2C7LnVi9g0LhOFu8eq3laNZ81iphVeh/UStFmyROHdr6WVhBErrzOvvE/b7mju7+YybThtEAFXW6olvKPGTJNt6Ne1aGUYDi9fvjwej/flnHMOq9HKBmhzfh2AW/OJnUn3aXHzUm2S2nYr01o1F/Vca51r88bLPM/TMrfuMk3Bl1J6lh19uHrAkonRm7QCoOjUXQw0sF0HgsFAge6IXyeFBb2vblMNZNzTgrZWcgtRHxOVlHM+HE7H483hcHs4HIY8juOYNGdPrAKyCIvQ7A0pkI7DWOuycApzaph3i9gFLT4Ujx8Krk3cfSCUngi9vVL/UHt/qE+fXeqj73/3t77jOtoTTOsRgd29xrPrxkpOTsFX87bBIoIjfHt+IpJoLV2MCNSbrgq12jiKVpVYwxE1YmoXahmmtisSs7BKTpJFNR+G8TAMY8o34+H+cDwehtMwPjw83C+TLRRhOdFxTOMgp5vxeJDTzZgPdDqNh5ucRk0jq7aczZlISDgcpdh0OZ6nUkqcH8vl0e8flvNjuZzrdKmP53me3QytgthXMnkQwQKAk7feo6t6a5UVAMFrOzkIjeOil3qzcq0hQqebm89/8P2f/cEXKYmIbAKou+bMblfSxIjwXrRjWVPnVaZexdGWcMuexLpJNvFBKxRoD/F7ptGvUwkkkVpLR/oICQsQZkZCz76+ujsfCUw9sw/Qw3HxO/jozBrmxFnSIQ9HGQ6QgWXIOcPm4tUiSpmLWwPvBCrgPbQXyWKJqoXw4EUOiW9ubl4cY3l8fPeNoXpOaaiH5JKBwOEunV6OmvOtnX7x5SMcl7lWukfCOCZJmo/LwxxCnJmLSyU15lr9vNjBPTyCsHZwJndQNTq0Xs0gZk8Z+VAXqgKfL7TAwocMVVYRYpDZwwxV3N7yOI4P9xdwNYMV5ExObKQlyKqXhYTAjuGkh+MyXXCeLqp6GPNU6vlX9zwQ60GPt69e//Dmhz8bPvsBxrtpkcMqQRFBRhGEDHKptapi1XzFvbr7gtqa1pOKRgCdS0RC5lqJRFihDfpmS6kAEi1tDRN1Su1aa8BTSghu5FPk0WQAkZv3yBBXM1kXTMCbhiN2ugLF3Z0hEX3lh0ZUa/5DMQO4sZi26onWm8tbFZl7176tNRDzCsFsLhr3+JN7w500/2PNbV2NV+59yDs5eTPE9+Uhrd17G8aWOCeIu0et7U9fW1N2qBdTg8X02rZhCIlHetjqrJp/b4sBGMdjSsnM3I13GdxWbtysWLdmJ7RuQe2Xu/ttJtWu9BXtXZvPtdapLE2jL8syr6/bCddIxpN0GzYhEx+m2HZSxbbGJt0PdhZuYX/utWqAYMsqgva/QsCG7MspDUkHlSScVbPq2KrymNlBLlVMRTRxUpaUhixZealUKQw9AXMVfducfpvu7O/TR76yv8NnSv3/8GOXH/1ATLdjfXdntnR7uUd82moWo6BAUMAZ4tQhpt74BXgFSIEaJTZVJzCcPGxpoHdyM4vWK121RcZUVYesSoE0aDpoPg359ni6O928HY/v378fHt/O88WtDokOh3Q6pdubw/Gkdy8OaaDDMY3HrCNrJk0C5pQamkOJxMznEststWCecJns4X05P/r5sdw/zO/ePj4+XO7PZ1tKz5ARiDuSppOkUHDwNmJthfT8+W5++3wzMXPOcrp5+f0f/OinP/3pJ5991oiiAEQYdWnXNxH1uB8Ac68N294utWn0Jqdai4jY8or7GPi6irdIQhNde13+5IXQJv5a/r4F5ppq3x4Ha+5tb3bsX8Qz7/x3jT4RksGZUh6Ow+F2GO9svDj7MfN0fhfTo0U1L1aKRUV4cARCwCQU5oFs7gBZsSzkcjrcvEY9nZdSp/MUMkhEQutJOkc5lynB3J0HODAD1cAEDbjHtCB0cFBBnZxSMDQzzZyH2lIKTXAVJ5khwZw5QQK0wEVqkSXEoJVoiWJLqTXMcTrwmBMJAS4CcmQdDuNJ9ZGkZuI5WnUAVUdUA4HF1XOCfPpKz+elFFgFUxUk8qhmh8PJDCA63dwNL1/heAjJhsHj0npygUARG0ORH1pTE2krqBRYraUU1aEFdUmFCRqdspBLcTCrwBIAswi3CItl6axegkbb5UEIGJuADODQIFC0pBIbWjLeEFVCfK3BLGu3LhGOXatAX1r8j4FgZleIp4iozBQBtA7wzVwgImISd2xpfWrwtx5e7Vp6E32bQ96i37vtS8+k4gZkwZX4CMycUuZO5hrSanqDfdWK20bz1QUXVQBNcTJRSmnrs7ypipSSLWZmrQNTU89DipWtBA5n8pa+cO+Uce5h5k1Jc6+po63WtIPgSqnTpfnoG7i9rBH4a7PUNUwbjX8NxMQEbhw2ZHCC9VIo6ncdaOD1PnzcDaNgZV7pfXhT5GtIpzPRtKkwhLTAO5G0qhbmRmZHhESQ8A6so4i6zhEzM2trzMYB6oBebj2B9hJsk2PxgcPz0dfPFsQzXU5b+uD5FdpXvkW+fatU/O3sg+0XdXuSbVl/2xf68/vqk7WzzV2IjJzcG86iI1xkbdjhvc6wsRauG8XbLLfXiOqFKkUEzyK8CKt72BqS4qQq4GHIKQ05n47LzekwDmk85PGil8ulLmdNdDzI6Zhuboem0fNA+SDDIclAklhVSCVpR2QQ2EBWqZawKtV0vmB6HfNM0yXev7t8/dX79+8f/vaXv54vU8sqRQQ1NAA8SDbms9ZVbl0lbTYMEU18BDEFWITBmofD8eanP/v5H//xn372+fcPh5MmIUaLy7Vt04BFRCyizNw24Lrsritg2/abAn62ENZbik31bjZZt94/cNABlI2Aekulo0uBFRlE+yvvJd2z1bNf6Ou9xbckp771iEA4BYvm4+H04nLzPsrkM4+ZSpkdXHpv5gqvFMEqMAkgGvEBKgCDCdN5tq/fTeN4RkxvH2aEM4RJKkVlc8cC3M+TnR+ny1IJEWBGq8KcIfM0f/kOIckpwlCITZWhcOcxhwDBDlAABkWkJMdT5pOyp+RwyQU8hwZlFzWuFGjt25mdeE5OonSTcTnDFnKmejEUiKpQtWrBgYLgkKzDMNy8uDveHLQ8jL9+e3PEmBNzpoAQTuN4OAxnVknpcDpiHABf3HhI/gjmDvIkSKPSbXO0LJOZkacMJpIFk68RVzCIWImwcphUS1651hbnBdAou6XW3n/B3VsLcLAQt27iLWQXa01Gbk5ZWypt/Te4yba83L2VQggRVJi5rnFkeKCRxTG1/tdtkXubHlqBG6uUB1JTGRERTuHWNf4Vr3Zdz02+tRTDpq1bg69tibePWg+UdkstOQiiFuLqb7KklGJ1nFJOsZJusfSATkO2LqVEhJICyDn38jaL5qGKyPF4vLt9OY7Hx4eLu7Xnj4ADQUbcrJkWdYCFV5SFZ2VBeLhZLcOQ2o2ZWSnzsix1rmY217JFMsqKLd3e2Tave+vQ0R3x2G35BgiAA2s5zLb9mZnSJrWgqu25iXoz1LhWxLWYfof1fZACpl7hac1Y5IhOBmDh7W43htpaq1eLIPL+rTB48y478hnN2YG3qpw2mv2/q+z6WBq63823O+jbO//8fvsTasPYhZi2N599gYAOz4mAU0SQ9xg8BXmjx6dWBi1BELbY2QBYceRwNwgQDT3vBIcZ0CxKErZwAL2QMiKNkgBWVaasklXCalg93NDjo04zC/thlNNNPt3qzVFPL3LKyKOkUSSTZuHEIqI89k1LEq0bVRV3RaRy1GVhK7ksfHtzGfLt8XD/9jyRiIWvaaQIUHjrLdECexQUfC0BaH3C1tFrZhAhp0Qk4zi+fPn6pz/94g//6I+PN7eiOaUkIlv7ozUNJ2alhSiuyj42PlRWVdbe16HPy6Y4d3qXmd02bOqT46MaPSIirLXBBeBRzX21qQ1dij2xbbe68w/19/b+t9uh//Dh1kqQRVNOwzEfbst8JmXhQppsqyIICzjCgrOHtfr9IAeyESlM0nA5v/v7X7+fSyFM58eHm5McOYeePAxaGKBhCE7Tcr6/TA9ngHFgKIuwxpLvH+Zff43HMidlJmRBZbBQRL34PGgmULSSV4ZkHG4GfXHCKeAp1Sh0igsHGfgAdU1VmVHDvEwTEBiGSDlGP9r5PL8rdJ7ffzWf73E6VlvcgCAnXihLEr65Ob365CVe3eHvLsE4HPDZp5/C5N3brwX1MOYxixPykPg0IgusVpqhbggKUnAL37RCUQaxOEia3wiFMgUTROfJ0egKmYOCHRBmFZVcsZCR9TkikDBTLdFIQmsrpyRVZhYtS297TOThGokITiBeaxJ83TVCBMGugWZfeNqabShvHiStdBGkIpaIaoNZuWPrFRm9pnyFyls3CVq5KjMzOPZGs1w9nL31zC2dtonBXWLLV5R4ex3AsiwpDc0PlpxSSiT9todheOb+tm8x81RKKSVLJqKccymFmadpGoaDiKSUT6fTixcvbm5u3M7zNAWaMmoaPaihQZlWqYNavVZv8fxaq1mpdYjomm8p07IsNkdDxm0j0Ni4Zdexpt9kS41753/qvbd2QWlv/oYBu2xFMCDca/pXja4qRMTSps/duZTZ4BFGaOFGA3HA8EGxq1ub3/5nscrRNHgtdd6w+n2Eq0UEefuvYe8+Iou+TWc3o+XZm/srfKjL/486trvQWlueeyv/6KbxBpfbtMMT/2ytdgARcwe+gtH6cIB6jyB4sKxBrRb8RHMTmZ1YWSmRR1LOrByotQrFZZ6q2ziODZpR5+Vwc6qlnE6n4+l0UDUzRpxujsQ4FxtHzLMQ6niQ2xs9njRlv7tJnCMfRDNxEklr2ViLJ1Nzf1vR84BIVjmOB7fBiroNN7cxHt6fbt/HmL788su/+9u/LY3CicEeIRLVmMDcPfWNxMBALc9HBDMr1VLiw+HgxmA93dz90R//6U+/+IObuxen2xeSB9lRnLq7GaxW4pJSssa11aemRcmWZSpN5cfqee8rQ9bZfdIpYY25dTjMtnXb0seKq+8LQjWiM08Rh6xV7Dt8UayxMhBRs8Batm9D7ZVS5MoP/8w6/O20O6skTh5RfXZOx9sXWRHL2ab3nL8pHtO8lFIae4DBZhOilPKYNXmppTI5SPI0P2o+BpVff/3e6oUFRrH8/defY6BAhJLH41SszMuyeAEPHEGzC/NRZXx4vPzq6zhPCEVFCPnDUszPp1FujiMNqOwUhRjUiicZQQ4OLIJ0PL44ffWO3t+fz5NR1BeH2/v3jyopySBWhxSHE5KgBs5fl+Uef/PVfdT7MmNQUGUKpwA7GAi3sNnKxeZHOQN6Op/hhpxGPh3G4xDz/Zdf/dLxOL58Mwx4/MVfDfy5/uAnFJUR4/EGfTYtCAHhgMNIJOchIjDPpSAiGhM4Yq61eTyttyKnlJCSmWFBlSqWaCB39bq0yLC71/CojUAtyMhBARckuNcI90VKojFkGJxWfRmMVfhQoOWyWsJ7c3DNjCinJKq5uZjm3j16YYYSWVvJsbprRG3lrygTYqJiZtGDydcsMYKYudWSbPq7SS5EmFlzlA1RayV4zrmVpW37q4kBUO8m0pLTTe4wpG2ubcO6++VymVs3VZb7+/shZwDLvDAoiTYrQdew/DzP87R88cUX//P/6/95OnYzuiX4iICgWqubc+7Vp5rArC2yOE3TMOZ5nonet5hEy7C7O1lyd/NoDnlXzqDLPANbjV77MSaCcu/w5D1Gcj2nkShHRNQOGCThlDmllDWJCEtDBUpKCqBxuUWEe1VlWaTa8jgt0S0sJ+KcmlVX3L1R1x3ygRmlLKvQU2pUtmEeMc/T4+Vyni5N+jmilGJmTX+ZmZPvpwC46j7sovE7Pf0cJ7S93vtC63R8q3DzFVG4P2XNhV4vu7v4x6/z7dH7/kLXn6GnH3fc+/6X+jnrBDbHvKl2dW0hdwoKAXlT7U4tStXiGOhuvTtahlOJg1tfUYCpcXrOtUREcStuw7LknAFEOJ1Os4r2Yu4rynQgZlLhREzHAx+OMh5EE0SdFczOwixtFp0IOR03+5pZA4xQRMrDgeKIGMKOHsPxxElvxuFFVZekSy3V7P37+2WaPcyrMStALfxOga3XIjM3Cidq1RfhRBxOJOnm5vbNm09fvvnkdHuXhpOmUTRtBv7mOrdhXLy2DdBGsGtiGFHC6v03UUg7cAPQy3OvlvVa1+7rumkfCfWMWEQ0wnj0IN7zyHmT/9ITWlsXt4+s3n+kO/7Rw8waQJk1D+NByEyJ6vDgCzh5sIMARlSK4IDJzZDzeDwOIss08VQqVw+rEPJwInetIVTNJp+sTGVx99YWWkBMAYM7bm8PRMQh5YGqTY/T9P495oJCzgRvVXzubC7mUSPzwAFuS91xKXi4PHDiUji4vHt4/9d/f/7yq2p+HITO92evHurCJLLmnwQMxCWJ15a3rIYASFlAeZBKtVb4DM71crnovQ62LG8l375aLuXtub4eE9jI7dM3x9kuUR8RU6ZK5YJYBkGNBd1zRWxNT8gjRIhCQzypbSZfRAQJh1Xv8bWG3jOvzknZXaq4SmvaAc1B5vC1w9NmyTujhsPhzIzed6U1hqqhnXWVgNVKXBnfNlWxX5LC6F04tcXgzb2dGkww7iudVzxqbJdH63BCJMyd4RUQxJWQI1Yfrt33uhc4Vi5FZiYmEQmHu5dSBJ39dPVBGR/Y1rVWRse4dTu742P6lmkGQc45IqI2L7qn0hqygdbNrpqF1cwIEqhYjeSIQEPpetPxAUPAAuRRwTz7tO7c3uHUe5Na8gaD3Gz9LvaBp/7pdsP/f+r+dUmSZEkTwz69mHtEZGZVdfc5Z+bsFRQKhUJZET4Bf/AZ+MwLECNLkFhSsASxwGIGszNn5kx31yUzI8LdTFX5Q808PLOquvtcQBGatFRnRkZ4uNtFr59+uv2hL1AgBn1nT64MJ6FoYWHVSadJNe+fpyKlFGbyaJ5VZUYRIRQeHRs0vij9xtogra1NplqXWpfNc2Dm57ZS9ggLa7YubWm2urelLmurGd0EQIR0PNYd/cov8bBpl6zc1vSPkHJf/MT+xc+/6I8biq9bFpv0j4jNs+K0xXIYOTsZW+LgnEiIWDpikaX35KA8XHAza+7VI0iICzym7KMnQgq0IFrcYF5bW9b1KjJrMWt+ozUIVQZnWxcjCuGgQrMWFj6c6HTUeYYWaIFMpIVUmYRYKduMlo72peR8IBKEBCaCMgrjCDoJ34XNkz4c54sdbT4dffRs+BhxNQsCUcLjCNH5J9C3DgMODyQNljBBIqhoeffNr3/7z/7Vb3792/u7d1OZRQrxFLBm67JCuKtqZk13OitBNhFBHNnbN+dho5wEYCN8B/Q81s30G+GWNB18kHVschM7AOdmyY24zOhH1p8rt8pmzO5LJF6bq68NwT9+eAAkzFDQXBDCoKbzcg6ZWoiFAJzlXUJs07vjm4dv3r0pwk8ffzyfz1ivLZyEWyTgXoJm81ZXOy/2dOHkWGWgSChjqzdOz6qu9XxdLtfaGgC4UIK93NwDxE7s5nj3zR3JDF/cLAKr49pClnWJt0vF3/3u/f/8N4/PF3zzcJDJ6/msvhKFqEsebIbMXApfnplcmdzh8HBKQ14svDqqZasD4HJdPlh51uX6L053//Lp8ffnfzzf3X03Hw+oirt7+XR+Oj/r5WPjT8uH79/9+iz3WJbFpgmjzV1kUQAkb4BpUoNP7ogghHlE6JT5pk6/Cs/yUxNWL6425zmE1VQ5tS67mq/USi0s269WQkFkdYy3dYGHzVMwQ2QLAgpRqmLee4geSFQ13WK5zEpkWWisIhEtCIlUBbqz3treo0oLm0QKbfKNBKOdKHaszzvrNjx61TgA0uypOrAv1D9Fg7kWQ7VvjmCtVdCh7x6jA41Hbc3NZCSuYmTxzT3Co9MAWDgJq8okIvM8T9Nk9rw/IXmIx6lERLgByOaXZgZOkmEOGkXevZYraw4iWtxquoZGp3Hl8S0EAGYvLf7N6tI0E8I9kQ2sOpUy0cRTmQ7zoWRndqFp0qLc63K9el1r4/TE3Z1HI/VNo7fWKNZ1vRKJXrWwuPs0raoTM1PN6IsBbt6W5Xmp17Wt1+v5WtfV1hbNgWAiZQKz9WKKbtWCXrkxOSFbVU78MsX/amzv3zD+Lxfr9XglJP8Upa6bKN9fbqzuizjAizvwruFgkX44kxI5M7N3xgMKEAmlCRwkDmvh1dpqZl5YGmmwo0xCyswIJQpWamhWV2ptBVZZMcqxAla9Zgo5OCy8tYa4EAUrpsJFIRoswRJlIlZSZVWFACIihYSJhCgZmofJSkQRCDCDWIS06CR0YjloOSyHixTOAs2tOrMuo1vXjTrKBp6C+1+ClDgQzBqkh8Ppm2+++81v/uLhzTvWEtCAIsS9mXGtNUkJmTVjG6qFGSxIjU4c5OrevPbyVjBttBXNLMVELg52Srpo5hdoi7ETUUb4aYSbXnnctAVCaSCJ9vuh5006buVmOgyJ8Ple+lOUem99l7QUgBMZlELK8S5IWxbIRrY2YWHSw3d3b7/75tffCcws9ONHXB5hVbi4VatACHgmVjczN5Yjmbs0D295dN3I431rIsHMtdr5atU6gzxCe4eq4Ai/VhDBHWsIIhhezQgQoLksFbW8+/HT0z/9UJ+fEZi8wdri5/MkxuKijdUzVj+djqeHE1+YC0eL9VpXuxIBhcNxba0RYoIWONHV2FYx1ru/+D9Gs2Xi89Pv/+Hj+q/vHvDuHfBeT9p+bJfrpys+XtqPD8tV3rF4t+EMICZAOJDVX2DhCFLhmNQQTg1ruGegWGWy1lr11hzCGhoR4mrF2MQjgTQmzK1lOLSLjR5z6vuq+I6gzcwilkab+xvU09UQ9AQte/iuiDkiwpIVBJz0i142oElawE6QjsztzmKMFKG7k4M6DLokICvCIzgPHQAeAdgXrFFENKpAKeG61EML7fOOL8PZyiPJJACS9kNEZOrw7EzxtmYiohHLstCIBHjH/UFVW/PwGImtcjwej8fjx4+fMp6xt6Jph9qLCGvhtNHX5xyOAvc9VZxV4BZixPDLM2L6wqbKn/cMM/n+bgHUTTXqAAOpqkxTmef5dJrnUli0SClSlEXIrIVpU5FVxn4IsaUHzN2IwqhSozDPdWQGw2tbpzqpFBEJw7aO5kuty7ourS5LW1qr7i17yuVjbebaKyX9+a/b/Lz60+evvJ6Nz5Fn9OoNr1985VANKfq1b/iZoa9udMuj58u4SephwW3DAvBoDDQGMbNzttFxIdla0dIwjaORt7Bqtrq1IInG4QWUkTASYlb2hQhmDjKrXhsPX5AF5nVtjZUgzMyOaG6FzypMxFEYIEYIEXU8bQ9VJf8hSQL7O73j5l/mbaoKi6iwkM5lFpmnWebZLvMZwsuyPD0/n8/n6/Vaa/WWPFnoWrwrriBkt+Be1+cBImUqqtPbd7/67le/efvNr+f55CEOcoiBJCKFYCa8k/wBQYdDigMQ2bBpkF3LMHKKPHivktpi7AnsH42L7iERGL0I/SX5JXZhQ9pYq6h7yOiiOXbS4fbDF3ez73DCf4pSH6xYAep1KGCBCOvBIEsNBwkLjMNdiuD0q8P9bw4P35Kf+eOPUCGV5LKwFs0tpQPRxBIBqzYHjAFmC4pq5lajVeKgZunJGhViCqYWFDxxeDZftqhkvjRE4PHSDhrC1FZkfebSCqp+fOZ/+P764ycXPR30zivVtk5uExvbCmudlFAxn+a7bx4Ork9PsiyVHuniixsae3WPoiCEYiX25tzKu+nt6d23f/m//z9//P773+hffj//T3/38W/nu8tf/vYO9RMe7vD4sbX1ej2vdI0IQOfp0Ny2ppagCCYOATKsnvgzIxUKZ1eQr9FYtais62pt6VpNJWoDk7CGTu4eoeiFx8S9qNJ79ZoDI5rK0Yg1Z5WSjXxr0ghPaqoed+WB+gwEZ6kFAfCwvpMJIhIltBfQ7zBcBI70Mlm4RASzbTqjQ5iJkLxhfTNncHs4KkOxdbRN1+hwd6/u7ird6s0A+aYqdvuWetE5qbs3t0xpT5iIeg36Nl2quuXd8umy3Xu+wUcha8Ld7+7uPn7cThxi14WYSEZzhI4biFGaP86sb3o/ZUVOrO8PMmc5DPBKowMAxPoM70cArQYzSLJ8vEwyTTIVLmW6O8zT8XA3z7MWLkxapAhHBlF44A+aNa1hLtLMondBTRPOq4el1icieFvXaymllFlEmBN+VDuLTqu1Ls3W5tVhQQ6mCDNP0KoDMhySm2j6moZm5tf2y5Byf6hA277u1Svbz9tt/LTF8LPjxjXWl9a7LRO7PPr+563iniPMnCNA5MF5ZsYjd0YzIsq+H24wi1a9rd1yIicX90ouoGBJdSbF6trCm1ltta4reUT2zyFfWzu0hUUgTAJHmNlpep4mJZapCFyjYyuRzJRjvoRIsvlKj49135fQ2VrDyYRBFMxO4mUiQlHVbw7fquq6rufz+XI+Pz8/n8/ndVmiAR4pEbYsBCJD1J2k2h3CpDodD3ffffvrb7/59d3pgaSkoQ9wq2BqKSyYEjfOCArGulQWYgaLEwGUzkRH+qT8ShQrgBh8VUAvkN0W2JtFJ5OyzqnlYbWFdY0bt/BjzwLu8BO7Vkg+iklu5Rx9q+xNy1fbdxNSt9f/wL1avSYrCJhYCmkIKCRaXZZqy9ospJAGCcMKF5R3Mr0lPdVlrUYeCCEY1noxW7tMNxXOCldcKoiEyVSSiLSBwigKa8DcKQgs5BLWws2lZMDWUh+aV/Oo5Odz0ElmZQtDrNWny0pL8799Pv/j78/PZ3qY71WOviyx1klRwqU1NJACDDBCAip0b9Fqs9XK6iWM0Mgubse7ezNfgdZgiOlwJ3e/uf/VP5dv/g8H+Xj/F5fjm9/8h//m8X/5/e/v7ub7YjQ5FGvY2iqXSVgBjhC60WiDgjJAy9FpC0DErN1RVIchqgOceKJMSKSibg4mEhEvKlbce8vMLVWMjjlPle7sGm7GQ2dhR1G13yo9Us+wZFIG8oANsLSxE4gcI6+s2QSstTWIwruh6UiaQ4rumfEgWtj4K/OI8saOnvuzta4LfdR0bH/CkG5mNsJYbOab8DQzEd989FHGrxHhtVesDWq1zoKkW5/vaeqVusrwqOYJ2Eawex19B/l4PN7d3TFpkOyP0nb6OOFKCXKiLrqTbgGIIS22Qxqe1JM8rBzAzQHkc+0Pa19ff/0KuvxBBJSCdOvfWkoph+PpcDgcj6fD4SBCymCGCre2klAEJIpQY2YmZbLMpOyey91B4eYVFUQBt1WWvL6ISjmmRo8w82ZWa1taWxHmcDDCE+kekUj3n/TOdzPzhZ9/iaL9ogv+k19E+7EZuERf/q6fvQXdAapu9un+Dvb/ApnC6gc12x6FgSNaQ3AWLDIzw7nfU6sRZC2qeavRmls29w1yz8ZuPbfFjMLR3C28hTe3ag3VsgEjcVQz85lFqBAxW3h1Q3syL8LzqqrFSivuhBeExj3zllTNealkqEggU5cU3pzW4ObUQMYSyiKCB34AcL1ez+fz5XJ5fn4+Pz6t1+X8dOZ+PPzFUgUzDYKIjEHN0+l0/+bNm7u7h2maB6USW4tqK3MFiDl6t2iyhOdE9BaioiGSjHs9lJfyorllYi/JpzafG8PuHgaVbeuVy7p5M5sg2/RupM82/IOMuu988ZyrzUe/7ddth7z69U8xNnO4tyASSH57CCOYUTyo1larIYJYIjhrkYKPhrKsuF7W5+uyWnM3C69toTAISShCPBjQ8CTncYJnsSupEFNhDW+Apq/nkShvJhZ2DSDxJOFwRjMjok+fFuYjHdWthLfzOS7na2v2+/V0XZW5NJe6hDpm1olDopGDHUzZ/wtLq9fl2tr5qX26WHWB3mHmGTzTOXg6kEXR6Xg66elwfLj/1W//xTd/+c+e4jt9+24u9hflcL3++P1f/1e/+/H3//w7n7npETRNB72//9Vv6O4tGhzEylubqaCs0E6l3leTRSSKj7RatsAyMwRKKe5wW+qScEvhwgCsGFt1l4hIasj9HgBAHk6OgJkxh4gI5RnErjKzO6xJyMLM2UcBY7qzMo2VI5L/NLoiEib3TCSh27Ld9beItjbVziQtLhwjitC2PuI3mUtEItthic0cQbLacdKz7yULbSeof6MZDd6nzE0jAd7oheCxVQmxpBaNATfIvyqpqlptEdFaY5rcnQc+bp4Px+MdM2/B75uPHjeayO1Pmw09cAP7IxlE5Ih8y6bsBxkO4aWPvrlrr14ZczhuJiIiEu1/OByOx7vDYTocT4d54mw3REEMzhZ4zGYp7l5z5W4rkt/p3oiotoC3LB+oVVUVNWMbWceaVO5rkiLkDh+oIOcM2QMp0VLGxRBnvu3Vl3PYXoqjV1LuayNGAeELZ+YzH53SI9wFUPHn8NH3dxtb1J15lC29HKkdtw8APfKchOQRlohW9m7Xa3V3z558rYYF3AgeQQoP2KBPSp+ee5uHW71KuLi11p4vl+AgARflIBKOiNXa1a8BK+JaZi1SJrQWWtTdOWjgZXstCkHyCd1bR4sQRW+7wiwQoSwnmyYtWhC8BM3zfDgeHx4e3r59++7dux8fHi7P58vzJbPovstN9C/jlEvh1ohEZTocDqVMvcjbnQyG8GbX6/UwOUbHIXb1DJKkunWK4Gz7gc4kFfkIRGQDzJKmvW099F5WRMSuP8R2WrYY5n4dN6UeW7U6ZYnpDVCTG49H9drnY7vIqz9//sofNJzQA5HuEc7ebT5rzg5Wju5jcEDNeVn9cl2vy1KttfDsl6JEoiLQcHGTcAYwzUfzGtY8Wk+yQoh9acbMxOTmZu7EIqyqdkkwTSLrFWnXGt5/XEWJYvZWW3UKXxdcLlje0TTf08R+8dpsIpmVNBonejRABGK0wHVZ9HqJuKxRgyFHerg7nQ7fFL1/vvqPH68nkvn+7bvf/vbu3TeH+4fDd9/gu2/r5f54KsCZ/uJf/BcP/6cj//D93/yjEQfJ6e6Eu7eH6Zu7f/Zb3D0gJqFpCDHfU2dEhHezyZkZ3UkvAKZpWq5rloFN08Ssttpy2aheI7uE2iaIicCRfGG5JEP9eYQhOIIokKF3IrK1mnDPoxN1k0J8nufsAEEj6ZOwUBlY6FejV5zvYu9psJqteR6HNdzj4etgwslBo/4lgVdmlnbttmlzBlQVHdB9U+qbsO466bOj1DFx7kSU/BNEvZ+bZyH7srg7knCidOL93dm5JfXTN+Ws23kpm2lk3OJLymm7yS7l0a/vYRQ3DYRECW62/v4L4sX/Xg0eTUI3ePnWy3yaDtM0TdNMhAhjOFEQJYXgTZ3n7BFviu32CB1L6Y0oLOC996x5NHPKvkGS2yTa4A6p/cqUhVcswQDqLkTxRyvOP1GavRrbAv1ZLqu910oKl94fz5EGZopy6ilcCpDHigIDtRT0nAFhIjscDkRBQgnk7Ch3hFW2QDUs5i2Vt0dxP8DnxY+CY2kHtFIcglUsQJXsqa4rtabhEZWjUpsyAwrcz1PJolC7TqhCBue6lJUmjcOMo+FkxqVMDC1QDiVXUqEQEiK9ChElJ2JW3AmBwSKOWKnNBTFRK8yFhKdTPLRa3r1BXdrjh/fffHv89V+cnp+xNvnhn55bwyQaxkGTSnGH0KMbPN1plXLQu/v5zZt7Fb5ens+fPh1mC12XdZmmeSbBp5kFqqyF1SuaGaKFT/PMIU4TZKKYCBNYRSTWM6iH1lORJwOzpHMBcHB2meiMAJodmhARBh+fk4hoCEvconRTsYVJMx6tVAFMRYgkIrJ9NRFRmFvaBylDd7Be88TTjvrObYM6kiIVZJ7QjRj7uGf5aq2qmn3UrTMdBDOjGOPgKK0xVhYExyX8/cM9f//Df9TDx5nb+x9/OPJ8OL5dTN/qP8jlx+fz9cMP//j0/d/59VNxIyrEBwpnwFq4N/eW9SxMj0Tu7ACI2Ynh5B5RDuYtrDGilAAMvvriXt52xUMcUSL06h4WXPgfL/r9KsCDu3tGDO7YjZvxFH5gOqgfw4pAWbjcP7YPH4CJITNwYGW8b9d76LXcL17MHoBfa/vLw+FfHf7yX/7qf/dbPX03v/luevuGjwfMclGA+U35ttVzDSv0QPO/Kv/m/2Jv/s1//bu/mWL69tf//Le//d+++/Zf+vyrWO9FDhC33jaNeg6EA8FArDUZjQoxgQNQd7YQClIpJFM6PMJ+Op1U9enp6bxeIksnpkmIbF1hjiZuFrFSGCfZeDOnbGgXjOZRW3C4FFViPkWhILcK4wBIpGBmpqiLiWbhTIwMsTuMHtPhJuYAm5lZQ3itqZVFsglbWALD5lIjqrfGzLNK9NZHrZepB0fIpuUC0KF6txw/EOCs9qzLunYeKOZA1Fbn6T7PVCjcvbaG1pxwzAlWoUlNqLUIZWF10uDiJER0mFREzGx5vs7z3JqRUGiY+6UuDT6dDmt9ltkIIoXLdHh6Ov/zf/Zf/Jf/9t/eHU4MRJyRHklE+AJQx4EBPmhPY493if6CwJB2AieT4025ZR4y8+afh36NSjpg6SwIUdL2hYcDrNC5YC6tYC0xzTRROch8oEMxEmImiWbN6h3f1abX9dIutiyoF7V6pNDr00c3URyNa3LSp9BpvsKZnSs34cIBMidqEwURnMngWYgXERaWffgcAGsQBVDd3SMONV1+b2kb9ENgfQvAwYnszoW2ZOYYZ2YzfDw9qLhZOBlNGJbSCGmMP49OhMM4IyTJ0TQnd4t5ZB1uKFGEmAHWv4QG6Th2FslXNfpmErwyDuIlCd8tp76Zar2rZpY0o9Y66Jc6E1C+H00s3LyXWKZG7/Ux/cqURW8gIvTaKiWue3+xGaZeaMfMpTCCRAMmRNfEs6zWtC7XK6kyyObrQXvZBziCgzkYwb3VYGcBTF+TIzmKMz4DYdbNZp/KdJhKnefj8ZiwlPv7+/v7+/PzsyqidehK4lPNoJQdHnmedT7enY5v5nmOiHVdn5+fP5QP83ydyuF4vGu1Mgl5Y5VSyhwBUhIJAijJdiBiY0O4t2ZmJTZdOCRLBAamF9gc6JvfsDPMsU3pDpF0W3EMSR8juLRdaoP/0O79r4xKGjF5vHzP9qHPjeLNOeCXJcjMnGW5GQ6WtCczRkhEzOtlNTNDiJSiMyCpRK/nZ7QlfFnWi0fzaDAjr+7OL8SWMCszN2IIi46awHAwlLkmoCt7YEQQbxCq10b0fqqx5TUGxipQghCUjG8N1MAW7BA/TDPPTCeJosEcXtpSFlprjWYl/BSYQaU1WRvezCc9HObDQacJRSzBU+7X65WFJj3KQaHy7YHe3B/+9b/+36zrerp/e/f2N5i/AU6IQ+yb7Xw2urW2y5X0Sors1bHzjFPeZfF0q3V7PzODGd7cs4x1pIGYsuf3bUNklbYZRzBpfn168UTUWkP44Xh32+EAEafl+PmdS7YoGSWXG4Ind1RG4zfhg+Fg8Y3O/caRvD1LF2zjcMX+pOwOxYuT0hnKu9hflsXMGMrMWgoRreuaZk0WptMIs0eEiCzLEr21qQHYeGTXdbXqjgxj8DRNh8PhdDwh1q8v5hdGP3qJcMrn2J3lP3n0g5Vg5I5yF1HV5PR1mEHCrZepmdW61FqX5Xqt67qu1ZpZa75R19leZGVc5BaWhgONWQGYN6KMxaZGNx9opv0YW/Fz+RMdRghgoP/2Y8uqfH7BL7r4X3P7qXdH6j9/6Q3DRx+Bnz8ogLB9r372hy87/tvd+5isYcQAsfG3p3vIIwJjAKKJha/uNTyJXdkxkhYMEA3ZCiZ2nQQrCzMziAPuaVA5rINdJtG5sHIBlezwC2R1qF/XVYRkYScr53PxGSQhOrGGAL0gU3oBWzKsECE4OwEQJLnkclNmtgaqpZR5nk+H6XR3uH+4e3h4ePPmzeOnT4dpsnXFSB2ZhZlzQQsQBYkcDofDcYqIx8fH4/EuHG2th/l+ng+n0/08zypTqw+qPB1mszr5LKWwCjNX6zzVEA1AxJ0QEffTAPcNz3jbEJ+v1+caHSMaOYzf1xqdd7J7LxnDbb83uj07+lLvZWXnGuoJsHz9tabf77S9hE18X44eiPNgDunM+d2OZCkfns+1ObNq0elwjKVai2nmdr2cq1tb1vPZa4WHW/VWE/fVaa+Jgpm4ELNTUR2V/W7uHtYY3kFMER4QTktCRmn+LSW2iYAElPRHI4RvT0fOAQFxA1bwlcRDmjEd7u/K3cnKscrUYvI6VdPAD61Ss0L0EHTnfmBTVKzVw6JsKR4L9wgykbkopDhI4AF9p9+e3n5nWFfIDDkBR3iJYMuHl88PN7DLyGyGWmqdKD0BTDU27SUiSTy+RbnzRQCRXdHSjqNOjJotiPKvNJRrj0Kn0HfKsk83cwOctTQCqVCQRRIzOCE8ZA+pMwF1fvaN+AjAThkrTxst6KsjsF2HdoQKt8dhuR2fXS/puOn0F5Zu/xfZaPkWq6+1ktzesFZn5sS69wJ3ogy2ZaFgHoFpmmj0TV9RYWyj5Ws/Ml9extugYUhn08PojvWIleVB6A/0x40X6i8tN951g0xknEjnCG9t5QAhvFmz9XK5tLYuy2VZlqUu13VZ1iU71mwiCzfHMk3/XqqAru+JRiFAr6kjjzBHACHSMXyU3jUHQBz8AhyYC9o1yJdnlAcj50sLY7tyvrK/2pcn65VSfSV7aYQAAOBln/WXF4+ftcJea/TtjjeTYTzAFj24afR+owml9mAGO1Mnhe0+uq/miBqovcQRAki230j9mrVopCAwg8OTwSGJzAjg6ER88BCQEM9a5klEgxkLCN7MqlvN1rytNWn0dL4cPIhFdG4SVCmYAxxOQRJE6DQ4RKwBJhSQMKtyES5pZBDJ0GSRUuxwOByPx9PdYZ7nUopQG0e+z7VHShcGU3IQXi+1NWfm6/21WT1NV1U9Px1TqSdx5qE199a8zvMsZWaVFs5mjmgBzaYOLAAal41YpptyOzm1rdG2BZ1eqtvdn+KzSvRNzm5jE/S2+TEjcjOUemyxp2FaRnS+9476QRdnhGHLbQ7bXqnnYd50w7ifDtsgGhEuciL68P5ThJTpOM+TlWWtXs2OTLNiXZf18liXZ1hjWBBx2r0d7CMBME0kyqyY7kh1OszHuYiItevy9LRcLyyTgzBQDURACHPHZ+Ww/dnmoeYH4GDcvwYsuDm3kCt06UwEBDoQH+9aPFS7a/6mtTtDCRZr5CjMJ+J7xMNqE5t8fL6eyqXUKuEc1NEVJHM5MQWooRmMEYwyQwk4oDGqgCS4OE2g0m/uS2OPkdxeYeawXvdVI9A6xToU7C4iJt3v33bUxotARO4MjKIsKCUXGhF57w4MIKhxcLcGACSVg/v1elV1n5y9n0QjY2ZR3jYQEWW9bMrWdJNBSPR7dywkCELoEcfoBKguiTWNri3ce9Qd22dHHtcHSm5/TLaJSgXMzBSbTUHB1EmsrV2v16X2fnSlFA/b8vpbyCHNgnmeiWhdVwAZ2HP3UopVd/8sbPZVzXHzZAU98E6AeY+VcQx1Tn+iRu/3vvtqUO+cSRstdJA7rEaFWZhTWJjXtlwu51qX63pd13Wp13Vdr3VtrZlbN6QG7U+G8bxz4TlgwRFZtNibgI3bSAL3cGTMEh1ROHYLMGoxIrK4+Lbh42WGwbfo+Fdk7N6sp5c6+Itj6NPXL+5/3gRs/9PLkOd+B34+bj76T2fid1eJIcG3HXPT9IOHjyKMRq+1bHqPRqmWso9xilUPuAc6PlmYJpECATtxW7tLA2Iipa7dkYtlTh7CPE/TPIsWLmju3mz1uoYbM4LFglrztVlZY10bSTA5waGMktaGCDh4dIvgQsREE4cyCxFL3EBkASOCiBTJqNd0PB4Ph0MphehKgws5l6S5c4abwOvSWj1b9VobM1utyqBTY9LL+XFdnu/u7hC0zJP5yfyUzkQ5NC2zTMXd67K6w6ZSShFNwpOaWJu92YjRQDqGv7u5IE4vTOm9Ft+7Grdt99JB3/bZ9ra9fYDbzs7ztgmpDq7s1CM7A2J/G+OH11vuxTudqNsllHjniLDwHz9+knK4O3w7SazTdb2at+ZM9wd9arFYRWsUFeFKCNURWspMuRAryyQyTXffqfLheHrz5uE4y3I9f4jfL0sFT+xhZOlYAI4kGB19h/x2jCkIXXakrzImLSIiOK0aF3euUSJmUAEYpryY1jg1/1WjXxu9NcwrmoWBitKR6GCYCXMLXmotFgbKuimIsDCrmJGbI1xYmU/gQ+LzYRWgICGeSY9CU4ANiW+h/XTnf/2G3RNysVEEspQISh70FpRoU6Ko0ZK/nJkpEE5ua4RDFOSS/lNShUSk3+BOnK3wwnxEtnxdB3mIZnSd2Im01ZqTLO7EwmwiJQCzGreq1JvUHRIpUzgE9OZJSR4no1NL8sx8US6nItm6ETBTjCaEhA4r2W/RcZFuJSDDS712lFJDS5RlqUlH2vcfc8bSt9C07cZ2rvPXZVkC67qu0WQfdT8ej9fzl6Pun0v9TS18Lun/BGX+BXAiPhMpEda8sTMsrK5hFta8ttqW63qtdV2Wy7qu13ZdR0d2GtQ9GIr4s0SeZ+Y2AXFDhTrIEVmeG0RkGLxvWZrpfUFDBQ0WQcJw7/1bd67vq+gHfUVB7qRfxA5XyF+1mV/kaHaP84oZ5cu5kGF2/PzQLxkgX/jW7WrjPZsRE0DGGPuJInIayIkIsMNThWc0MkD5cyQyU4iEWZgVDA4ItdTlTCQgDwjTptRhnnXVSnyYpmlS0lNEuE2trdEM4SLUzYBQC9TVSQxhCIfBS4hxFIQTBKzMrgQRHAjKrNl5F0D2lCMJZiixKk/TdJyyJOM4z6WU0ifvJtqxmk+TBom5L3VVljCYtU/vfyS3ohB3VWUispVsaSaHwyGstdaqrUe7AxBOqprFgeQu5qHBRMK8BaZeGonURj/pV0Iq61936rNrGtl1Unmx1rv8+v71V1FZDB9OVWN49iJCA97c+0AMUN5tj+GFX77bUbexBRKISIIjyNw8QEywsLCo9fHT8939u29OjPp8fT6XqS5+BYsKGIaojGya44EQkRZZosUUTFJIJp1OKhO9+c1c9M3D3cPD/UGJ5CN/fHIuxAUczB4RjnToEL2reKrz8UQjg7ud7Jyrln36TLIO29yd4AJMoAmkh3OFtaDpFPKd068jviM6NXrvme3jiVhBk6E0IgrPGHdz8xrhQHCGoy0ahSOY5QghWEM0yCEDUBAFOh2TBaaf9CG29d1WhwcFSirCFpH1W9mhJHVSLllilZHERwpy4ggFIsIo+2SaEwWMnYI61HxYojQ4SoUJgnA3GFFdI4pIUCixE5E3AwcFKLY9aaPOLUC9ESeAoCChtOR6ImCkil7t7c9dpVc/J0yun6+XH+FBseyt+4yqSkzruiZjK7NylezdsK7rNJ/WdU2jfJ5nAKOjTBbI8XbBNAJUlbkGJwCoK/u9efH5OgKjQmC46TQUFXXOHhhCvqbnf34Mdb5za7eoQabAzay1tdbiuDh5cbG6Wmte11prq+uyLK2ty3pZ17XaurZmbhYm0eO7tKlqIABRIDYdn7u0JUV/T++Sb2xlt5ZtNJIk3cPhJBgDhpShXkD4xeeMXSx+vys2QfpSe3av5suXeqnLX0ndzRdKK7efPtpf/mfU+XYxxe4wf3YHX7vIxqR/+6IhzW55itToiaRNTR5jP43XE2n1IuquLMoixN0vjwhzJyNSinAzq81rg4cQT1pwPBIRBTxaKvVAj7qwaDib0bo4wgELNSqkSghBAUEIEqpEEyF1eSHKzE92lAnSUGITiJIWKaXM0zQXvTsc5zKJSEuYpDuHuzuzRlCtVmGFHVoQ0Ww1j8dPKEQauLu7U5EFFrFcK6+Hw+iVYEQkRcGa7DGkwtxCGdbMCPCM2m0anUZgfEsT7gN6r/zdne28P4ov9tZmZm/vz4vo6I6wXZO21OnuW2iUs2c5VJ6iiNsGc942Sf4wvjo3kGQTJR+kvMyu7oCZOwmIGNZ8XetlWd+++fZX39w9ffy9Th9lrmoOlXa92LqQGcE5ojbzsMjQQ940T+BSptM0n6TM08NvTneHNw/3p+Pk63OzRw9hmZiXoBZgyh4u8CBkS57NWo4I8G2ufDi7nlWwIHcnzp3nLaK6GCO0xDQ55h+f61LX+2/Kab43PzWfSI7EDx0zQhJJGshBCAo39+pmjYLhTkzKVEJb9pIOUDOwmXuEUTlMCdJyJw+vaD3h8YU82+stsa0pgESaZdgptZoB7FFKiQirLXeaTiUIGrE8twgHsTAHHJgYBKwmEjHaqADeAmEZywHYvQ7BKxLqnIwSFBFsFlJiClHmoGgYLaJgndqdkvRsPIbts8wiZeBAgwgiDCR9wz5c7D2+mDWsfTZucSwmctvm5OZUMXPR3o6hZ5dyMQBPQnIEwJkUX5blfD7nuc5JW5ZlS3LlfGaYHUBWr5xOJ4+llNY63Lgn5q/Xq34BI5gPk/Hn/k/gBRpsA7QEbjDsP3B82Tu/fUWqc1trndZ1ZVCQm2q02mq1WuuyLMtlvS7N1rUtSS4cEUkIg7S3eIRbMjkaEOnMOUCCVD08iY56m5F003v2AzGyuwOAA0r1zC5EFObJKuo0zLQY8zO81Xz/56JyL1E/V+pfS6R/Ucm+Uv/9V3r18pbR/WU++hdf3d/0Z+NLKzp2x8h2bME84MXNbD9TBCEYI5U+qBatgySJOauaPEmDiAoBiCxBdI/InDrN81GIc72brdkGOMUEmIOkOWDRqjEFwakWZCyNVSBBGl6ClDATJiIlF4A7nCNcAxGe7FO5oAkJzF6KyryShxM8nNwsuBQEsj8viguxm9XrMmm5XJ4/sR9mmScWnr3Z6qu34tG0sAiJSFurN6OI5XJlFaVJRMLcxamtYTeMLnYxrld+FfbK+wVF1M+P7Zqv9kMWvG1u3Iaod4dZuPdmz8MNMiKKDNb0K+R9fnWDbQ7KVuybFgNbiYiWnM8sYPLshWz49s2bu7ffrNcL5KDlWkuFyPXyvC4X88pwT8FqjRlmwRzEAibhiXXmcizTAce3x/v7w5t7IV8u18tq1SA8VzoHCZE4MSOyQ3Bmt7bH3Ex4GgwVEWHoQebxFJFggxbFAi2k8Rx8vKzx8Xw+ryT3Mksx+GIXBquIARbNKQhhBIIxWVEKZRYlLSSzykHLqZT5uf2YtZjROdqIZWal2oyEkXwpMKJQZc6M18+NbTth8+2o53L6fmOUUjKCjVHhnQt6fXoeggkIJgazuWiwkRuYKRTee4fkOe1eSbdH3RGhEU7GxsbM6upE4UyBCCqbbSZEBGPWBEOlIh8KazhpzBjXJyIQiaoAy7LsrUliTuFFu1jFdhZol8aKlxp9440P3/s5UFUzq3UlkuPdKXPktdbkI8pPJTp1mqaczM13p5GwmKbp46dP67p66/gsHQO+AbRfjz1F6/bjxr+3KR3b5uiPG6+w2N2gyix4M5PMIQaDNKvvvXlr1pa21Fqv6yXFdfWWN5bZos7b353OQAL7tt5uHU/QJUlEDFoOAzmB2ghKAgjyDN70KuUM3ghTBDNvcCFnSiNw/zx77/zV2IIo2GXH95Lty7P1dd+deYfA+Mlk+U+Mm4++1w0AUl3hJru2+O0XbmX/+sYwgFv8AURoSwMTKEuH8tBq2tWJNUsSRGYmYeVJo82lXEvJ01JKoQBTYokp9/1ylet1qnWevYRB5lJKiTBVjanzBol0TLsb3KjBmZ0AugaKESkTq0xMhVAihFyJhF2ZVRIzBQons0Ycba21LpPwVIqIHI9HIrq7u5vn+fLUVNUbrDkHtdbJiISoNT+3MwHCTBz1sjy7Xe5O9vYBLhkCEHVvy/V6ERGRIqWUy7O7H053ESEijVsAHk2asNL9/ZtN2mIHaNqi4jRCc/lrmbrkTYTtHlK+D6RjuPvy8jq19p5aW6BPshqYCJ3wK7cSY/DkEJGIduhT3OyP/LdFy92ysxsCu44am7yLsFpr7s3DoXiry7IoS2vtx48f3rz95nA6AtO7b//ienn+++s5RJdWefg9udtUlQURrsrNAqzTfAeaQWU+3H3zzXf27V8c5smB63JemoMFLKu11pwHKIE8umQg4RAzS+wEUbb0hmX3joGOAghIWu+SfLGAusf5Gs3o+eKl1Mu1sbzVw5sP58uqv79/M0332tqjqUNDMu9DIUJU4DAuPfS9XFfxeT6pG12a0dyIPEjg5L0rLjEpTyWBQqDsWuZAawjy6TNbn4DOforkOqCMp/WHzG1WiogU4mW5XNe6RlApM7NmGmjbiqf7+3Qia60MEEWZ5mk+mFlWfouEajOzdeXWGnGLXXqbyKhWMB2PR3albJUHD291jVYrTQcRIWj6++4ONIB1ngaUJzfbloQSjOz1dmqIqJTe4iUtyNSsAMi2vi8vLOZEsKpqdbter+lMp2OdGXH2WzCcBgSHiOZ5ZuZ1XSPi4eGhtk7ekodoA4GKyOFwSBc8L7gsy/fff//x0/ffffOr7z9+KDTlsb1cLshsRW/1TRspP8C2q1jmW2Ji1CgR0Bk1kRmpDZ23P6RfFPjj9V6jv5ltHWbi0AJV3Qj7iBHw1OuJDiAiwM3sWq+1VvNWzbwzfGWECxSRDno3+CiRI8j9SZQiBQBlP/aIAPp5b2EcnETGvbUmKKinxYYn2e3UoKyySk3n286xIMawgJiibbSsXVTuozvbWgNDr7/UytsWwks3fXsxacc2H4aZE2tMRDx68vmoDfsJn2z7Tt299AW//Gsmw5dfH3eLW0oR1BF0vkWx8k2bYcJjpPu5f9pX84IxoS35+JelTDK3AxcprMyTU4DD3UtrzT0LFllBTgQhVjC5k5tEZRdxFTUFKUERglBAEErBCEYEAh4trAUs4NmzL2MLSQK/m04RUBBFOI/gBCFbB988Hve2LMuyXA+HuYgCQNQIRMLn1qUuy1WLB7EWCWKuXaRwgRCFpF3fKaB3DJS8q2Tbj72OzAZQSSL9E6m4Lw7awPPh++Xb0pb5825vbA7Q/g3IahNHcJqM412eDEf7Vm+Zq3aKiExDA04MLlzK/M27Xx0nERULOxzezHdvlvVc2zqZmSeMMlvccOfdk4JwkDpYREXncribjw/tcD/PIhzN1nCy1hnBmJmTyCAoOG+VQQmlfHFKHUFZYUnYGgBhM4ulcQDgBvXgMIm1VCvmzHx0nwXSolZ6nMSDAFluc85MpZRZtczTPMtUWAuJkihBmCZiGNugE4ogQRAYQQZYj6yGB1pQdLJbTF9c302yb3um15hRRMcFD78k+yQlU2svasBGosZaOKDa69M8wh0MY1F3p/CgIC4AkYYEofT6i60UOyJg2bOgiYjCyCcPkAezQybPvt+B0MK9N4G1Ze01Y7v6PCdMUiKCyLOWou9hjzT3s4v6qKYLABLJsJJ2GSPbQCNKmUU0ObVECmAR1JqXQTHLEB7krFsJlmfzBeGepDDLCHyeps0S4lH/pqoJfd2S66WUPPKllMVXM/vw4cN+sb42eEuD7kkkCQAkYNvpzH//ANfwS+/s6nL3whD+PZap6r1JXRcRr4T8pu04G2kRcvtnC11mbJoBtywekcATgtCbDhNRgCkb4BExaFRApBIiF1LnrneQHCWZpm2BDG/EiLdTJ+fAl1TS5+ryl8/h9kH6Ok/cMEH+4PGi99qrn3f22otL/7QdFxEjMnm7rbTO0OkXYhfG6zBUEQETh2Fjg9ymcptQ7kmatdZlWa7XIkpymkOJZtWiqkpKDl+tVWvUvY3MiOfJZzc1iDG1Bq3ioiKFUBATohAKB4UnWyQTOHwJWIRRD3P1ZxYRTZRvah/vO2o0rOyQgUAkYaMbiGCG5+fn5+fzw8MDaUJ8s6OYBcy8Wl29tsa1LmtvO8FEFMYQR1BPsOUh4UHulsG6/W6g4YJv7vveNf8jNPq2uBshQRcrSVNP2xHtzDC5bt32DAZ6oVFseasbuuS2qT4/FWTiXk3co6UxLkJlmt59+x07GBXh5Xh/ON59eizrcj5Qcg80D0EItLBzRIQwLAlrhHjiMpXpcDid6vEwzUXC2uUpsUvejAMQ6oQU0YnQuyoPemE8MaXB1qIHXfMxNqkNsdwXZOJB1cR8ElGW0lyJNMzWdpnsk6LJJB4Z/2Ai6pr8cCrz/TyfWEqQpI41BME4a9Bh3eCIBuJAdNanQMCzxxk8f/iDZPdY8aEIabgROpUkHvedpEtLqCMlJw+CWbphVj1EClFLUgXyyChMA5LiLXfj+C5ERFsrM8M7CI44iIMgSJ6GiBqhEV2pM9e6RDbyYmdmguxMr34cNo+8W2zDKs3XRy5v8zT6B909EBnfwtC7ubitdSGTrb+ZORvBBPey8nCvtZZ5OhwORHS9Xln6ddItyRkDUGsto/Q/Hfo8RHlUefRnI6Lvv//+izrgi4MCxJ33sytvenGK4+ty/pd9wfh/qvAuvG8zP03TNE0qYoEYgH+BOHOAhSgNj27nI6jTXQPwCAY5UWwnjoiHhyB9n3jWkzoldCW7W2WWJGtQ+p+zWOYmGzMzn4yyRLRay2xxXifohS5/pYP3E/UHTdr+Op9bCZ+/eUxmnuVfhGLsvO67jNIu1b8Ttdgi6nitzrdI+3bHQ5ejRzhuujlDodInmVPZ9M6nYJBv/U8JnClr5AkhIiAc0aJHcpZWZZXj1VydDsRFM2pt5GErR6FhErrBHWEOgJoEsTWWlZqENGYVsBJUeFaeRGYiyZNAxA0GIM046hiCF1jZ5PrY+rxtbQi5h7lSrCLCCNzcn5+vj09P36zfnu6YCMLI8nIh6FDDfQdHjObnJEZmTNTd8W29N/Nr89e3Lcsdcd1oIHFuxtMfPm6u88uvqGvPUW1vyyYfw4zAdgAoIS07ToYXm218/NW/RBKxmiVw3fLLVTUO96jGofBGMpFMWXIYUliVhL0mBloSThiOYCOaWAtYiCeCOrQfeG+tretyqevVvbGALIJ7znTs/GQVHL7d1qvK3RGytScZ3kn+aoNDkUSDJEKCSoQKleTnJHexuq7LdNCZZtA8FIoWnefp4Xh4KPN90SNBzQJi4RXtAiYiseYpwoAkcDJwYygyfdgzXXFrk7WTP3uBssUShxfbtTj33FPaKyCwSAE4Oj+lO4kGh9cEJQdArKJAMHNtRI5KUYMZUIZHWFAQhAVJEAEYs29w9BHw9xF+BDOFcaZq0tWLCIlogAJUpgEkMWylgxS5J6tv3VdTGoSHGyJ7JRCS3aDvXDOXl8H5cXZiu73cfmkfbNqXiHQqzKzZslm4NlfV7DnJzIfDoX8k+hnfAiGpsDNPERHpo9Nw4mk4QOu6mpmKPD4+/oQ5nvjNHFvREHYxGM+2cmlU0xfU+R+XyU1PepuxIR8w66ysQpy5IWURLgkycHdmEwtLUgHIK7Beht+JXijCDk/FC9WYgWEaFDciMkLtSXjFt6I0JgabZOyFkTlduwmiffUavehn8SJBuZ2Xl69/1a3eCzp6MbB/cbs+fclH/yUr8yLqjp1q37+Iz5b5lTrfv397wk2RB4BBD9JZY/ozBDEyiMjMybe0pUCwZTtyaTjrDYdSd0u97kv4DG9EzuTCpJBIUgkf88uejX3C3SVmytCNixu7cbiQF6FJSYULkxKYSBhCXU0aB5DdeobsyB1pZu4Bg7sjiIJ5sCyPTE8vYIZFxqfXhufL9flyvXuweZ5BDcGEOe2bIqQshaWIbkwy4c0M0uAhmHugonO5I/PWsmnB2DmINBJ1KYZKKZsQ+QV748W4Ve+8DK7U0Z1ow8GlUt8a4ex30W1j0I22NvfDOCE7T50AQFlrMMgyM+7RMlRJBC1CKIhGPIGFyzQdT3SFCMG1hbdwJiG0MPYwYiFW1kmkANQCdTW01WDRLsvlvCxXb4uQs6DCOcLgMXDUwYRsEQhsNDKpf2grJnyJj3WCBxFSGzGJIHt8Ehl3O4Ej2trqdW2H42ESxsTETKoyFz1Nej/pm1LuWE6IyZqTuru1uIZ7iQITZKUIkd2sbcPL80+BROx5vLBHX/38xXW/+eijkTYzk/AWznVhth463uJAKEreD3IjstqIwokCQui9A0QkWiaDhTlSr9MunhSRnMj9v3CHTkS0peeMCFhdlIiEGBs6pEMBsK4r75Afrx6ZhvXcHYmIsI2RCZspTLgdLgxAXKYearRUwxauqqJdGGeWnVzWtdEIA9RaA4KXtrW7JwA+Q0R5rpMIZVkW4iakAJ6fn929utda13X9CUbfVOpb3DvbzfWGN7RNZsqm26kcP/zEXtim7wu6JSmAmTlpQ0Ukob7UE9o97CSih2lCM6sNXLLeUcAeIEYQRfOIQWkCAPlzlipk93ceRvam/HqAHRy7Htl5q04k2/ZJmtqgSDPfM289IgdDWGFclnwQtrwwKfrzvkgmfi7ovjBtLx30ESIKvKTuZuYMfg3N/wtWZDc0egj0hZs+/voFd3x/yy9eH1dIhXL7K3lqcdpvBHKWtKcSQMSiBIGYsGcG80bBhDyf49c0XTOuXq354nZ1X9wnwixELMLB5OwEWAemipizZdT1EJHGKblRljxE5IbTXh+/2TeDw9+9ZU8Is+q1WWvrutZazcy9+9LZbTozjlssfluSiKx8CgQuS/34+Hz/Zp0OJ7OFmbPBQLIbpo2tqpzYGeqGxGa5x9aQcZjetOOI3r+4t6s6zfKu1PUPGluZTfaloL0PMW6JSOJGUUebgZFxmnzddhU0PJY3X79tudyKQyRRpjaJmCKyXR+BRZRmJbBX0YmklGkCHydCKcVtrW4SjckBZawBjQiRSXViLpvLooRwq+t1XS6tLghLU5ApwJGw2EgmwFwOV/IOmutTY6NnwU6d94L1AETBAuagAIzIiRWoHhUhhBlga7IuZNcJ85HKgUKFJuVD4ZPwHdMdxVH4FEAEBTmxBdzDDE1iYkgyyAVZr7LrrJ8UBARTrxT9gtDZNsk+NbvPo7dOlH1zLzD2WC5G/4wwQcSoRVD01NnIy4zmwg1Ac3eQAi5gAEZt/9U0qANba3mv1Vt21jGrIlLmiZkTI9MA6ewuTcsMgNhifF3flsbhjhj1nJ0Wg7JnMUAEYoIwIMQksDqMGLh3t493xTvhPXqnwhCo9KqzVMxZb0vhx9PMzMqU0Lzz+ezul8tlmk9pT9PGsxsREdM0pV7f1qifU2+skmwzzPyf//ZvE5f3tUDbTZJ3ghBPP3O4j9Gdq7iFZPaffX2Rz8dXXk91LmOodq4CBhGEI9GlohROWkpR0oBljNIjhPt3OhJJ2l3BofxoJPKwM/CQsROiUeUwWgkQRYYJgjLnIMP1ZoVGRJB7IMyz48AL25doq2H7ibFXzz+tyD//4H5sMYDNphwAlY4L2AvPXzIUeBGg/3wtv+6Of+GHtK1iL+92nxgr4pR6XDjTwR01ymHs5Iwh6X3kM/rul3R6orm31pLF/RpVZVnmWVRpUm1KSsxKCoNJRG9TVoq4m5nGIY9KgAF273y0bhE3cmkEBZETh7mFtfSJ0zrOf9uy1iWL5eAO94AbgnSUKhMQkSW5fXIMQcKEaM2fns7n8/XduwEEIaJdd4HuZyf8J3EJHV19U+SbU57/voqlb4EvD998/RQlu7PxB4/NQLmZFDRheNj9yrRtwRi+3c2eHVtzpNhfEzW8sBgBjBh+aGeg61TYopOgIJxYRVR0Ii3sfPfm3WEuzZYgJyFCo2hWtbWkDpyElaVImefpeDicyukQdW3hsEZRAWd480aU9WpCDAeTJFsLF9PtzpH4qEH7FYNn1AbEHwDJ3POCZI4VHV+sHoyYBIUh7tSu2g5qy0H5KFIUc6Ej48h+Ijt6K2jSYKDsJFvJ3YMpVO0uiMg5cVxOoEiEcKorBpJtKZU6e1y2pfwlK94txV33J4vYzvxmRCL3ZHLfE5ETmbsbM7vwxvOKhmTnzrcwEU2eFarDTelevvbahxYx+M89IA6uqTk2dR6tBUEtRESiCEKkxFCN/JIZabvhzULdxEv30b2T3vgwWIEtlk8APCLvJ0UYbWl43HZ4jDAYFy2lJPzFRs+C1P1D83WCppxAEUlYzEYvs6zX1dcMyBfV//Af/sPj46OI/GxdOAAKbDRSfY2iV6JvBsrtsH1Fzv/CwXwL3W0RCFVl1uzSC3DyvhCRDHoqQTUiBiKIKeIGlAZRJr0ibYXxCJzXiYjYDhkzARGOESdDF4AZNEjeMM7Xp5giwps5KMyjBTOHBGWN0jB8Nntia9CwHzG6zWKnoX+J0qWXufkvanRwAL1mG7/4nG7jRT16DJjS5+Nrd/vK4v+KLt+9o//Rh3e+DQqGbC079xk+QPuRywoB3+DuV6XFLqpaDovMhdZ1apO4B0FEI8LCebRd4Qhi1jqZGcCWNevgyMZY3gOM7uGUYXoQ3MN7dN3qptdzDDTNMN4NyRW617UE3hBh0Q+tRsTluixrDZAolYxK7AIvwK2eIgLbJiOi1iGjt9ROytyNCBpDNKSNvLSFRmgxU3Sb4PiJZfrSwt1WZnNK3P14mPeCMpOOX7vIXotvr/z0js1voYhMzLp7hqNU1A2U5hR6yLe63d+/ORwma1evK6IRGrk10XVdiTIM3ycnCTXnw7GSXzMaR8SgFr3YjyK7wwsB1LHMknVlsYEJdt1lNo0+/h8AnAtxZOjCYwUFgj2MMAGNEq5kYiFW1S3hmRPTnP8hijuRc6uoaMSqVsnDzZgQLNpCgo16W1RLtuXAzsJLScoUip21vS0BvQT75M/7kA+6a7575y7Fs7dvaFeYbpHdmAlIFimLiOhBnFuykJJZpfUYexIbUEIlwsxGR8ER+cqgNBGhA1a61+0OURVEISQXRd65vrR09xmE/dPdgqgDnma+ATwBUKLh3B0vGBJTKPfIPDMTKxEFUxaXH4pO0xSEdV0pC+RIUrsD6JXlgLs/Pj5uemu7/jzP1+Wxtmpmifv967/+66enp3kq2eXzl4zb8foFKuePU+cYiP1dBv3FzwgCKkWSib5QVOxs2W0HvNH0Dz3Hm0Yfa7HX6D3nlTeOXYF8ZEInqzI4OUk7v4m6RoSDzENVXdx2vam+Pi1fODX7X7cXf3b+6KWefqXjx8/7N/9hS6KdPxFD2Q4WEJEhmm9S6qZddve3PTOwD5yOYQI4BCjMYU4G1ThMSgieBUe1SaqgqAIezbJCLMICzd3MmhN5sF9innSGshzA4lQMJ/fyOHGDR6uoFZdFVe/57nCc4kqz3EGLE7tJAwVEiBBZT8YIoKnxZFwoFNOB5BDX4oaYMbMoU6uN6qWez7Q2qnF9/3z9cG0XLE+4PvvTp3o5OwFSyBGBEKFqX9KUgeqYCnuENy+lRND1utZqMr0LKir3dLif7u/1NFOByRKlsrqWmbU3prPG4VzcwmAGayFTcNHCQty7YAAg6fVpmwPh1de6poxgAsxbbYUlI4ojYmEsQsGsnzOxR4Sjxyy9pXkhAhECrnFlYdIU4hbULYYsHLfk4hoF8arKcIqAkXtg4CIDkE6EkH04fCiOaP6hzBTQtUnQqVo0b5jWhjB/Zr5SuU7iEnSiN8fp9BgP8923h1kv5Zvzh39sbbF6uVyf9SjrdYUhZGpQ4+Na7tp0b2uj0ICuDW5QnaQcYrkKwZ0dGgBkCi2sxUCtzH1aMj/oYV69WasXMgtbBDHBGe6tutVLVFiWEgnRPSP71Us1ZxGQNXoMei7l+UJPsfzDd9/+G5cSujQ9C83Cx0JHwcH4XnTiomEa10mLTpgkBNPFAGugzERnUxNP1yLTyS2iYsjcrMMeFkcwMQjM3OrAQ+RJpg4EbNfWkywEYiJQGC7roqoghDKEYORm6VyGhYgWKVzb4pdEeUnRao2FmdSjDac2C+jnQEANZARRKGg1swg2M+KGiOSNthYe64ynMKYmYAWzSDmUWbis6yLF2EHGXkCiWcxGh1GDkE9MEAVArVVPZDWB+Baon0owGcO4VrNoQRzMrsGcwB0giTIEjObNSA6HgzIvy3JdKqiVUgTcAioKcKsmRQ/zMbk0LJZpmgBd13a9rDAh4nVtD4d35/NzW5YDqRzUvTW7uDv8L5bLU6vrJPE//6f/z3/+m/9+1pWshl0D5rBGWfaAIAu2h2G3OaEBWULgnjInIsWr98j7i0QofS7PvzBkhDayBVTLDhkCUqGiPGspknyfsAZr2laPMKuZqVzrUmttbV18rbFUNJc2/ARzdzvAqGUsfOfeZGomOxtn6lcIAoLQMljkCKRExKHkHHYUKYULSW+NnT0IeCrRbF1XEyEInNzMzIOlh0byVAyrtGTKeOdq5b+t1fytUzr2GgLoaC8fN78uMBAn1LM8nH3qiIBIa4bC1zyzLMxCATLiCHMyQ/huab44tr9+hRPyFzhPv3C497I1CU9udbIbQZiI8PAmgQ2hLZtwjwiA3D1n3oXdvRmV4VI3M7MsT7+UQmXisjAJuChIaHgDTBrJniEJsiCngWvIDeru3kDJHd+2cfV1WZZ1Xa+X9XpdL5flfD4/PT2lPg5PK+cWSf6ytRchPFqARw9Zp7t/mPbv2iRttNY0s0fD95WRpfo8kLg5CjEiiukTbLsqRvvILcOYjChjoYloROl3rVHHCr5geqfX22Lcc35k+6v34GSMb7lFQIZn4+7MG4v7LhdAtw6wr9OF40+Otj04qxSdVScH6XQo8+F4LK09BGp4NV/Wy3ldV+ZzXa3wLDzN891hPs7zMUoh51LKNE21zOFXk8Jl8uqRHQeESWcqE1QJYhlSYd4mPCLIfV0Ovl7qqlGv4dUG9bhwZwkdQvSF1Tvms3tmqReJiOiwX+L8K7nnNjUzEu6xAX8RxOsf2UeA96uzW81ttnNZvnh4I2LzTdMsy+23VU5u+4cHWKzVtk/BJCtOlq3nutGOl4JGQ5Rbvz5zkUJEA6/kPnpDRWRftj7GRmWiZkKe5Y0gD2KEErN0RPr2LDnvySCXWRIA7sEj7uLux2ne3swcAzLNGxEN0Q1nFxEsI5IsUgpom4fW6c3DV7KmnVWL5mlOWUejELG1mhfPhbBOzODjAb215tGeH5//3b/7d+fzubXW7KKZdP5sfDGnRi+jYrv1/eKy/zEjXl4rBnr3GucYJCJrXdZ1rXUxs9aygMU3sNarG04HHZlt2T1RnhciRuQ7bhIidhubtnqfviKjFxxzcKgIiYY4Mwtx210/IjrFRCLMvuQix2cTN773qxN6swh+Uq3G505z2irD3vrZYPlXNTq+dN9/0oj97XB6kqpTKbNKUZ0Ar+ZME9MKknC4R4uQcIAM1igaU6UgitaktVaV57Bq61p5WUIUopDCQT7THUi0QEmdC4EDEgSoZJdMQhBzknaTsnm1ELNKnbazZbrLuC5LXdd6va6X8/L8dHl6vDw/Pj89npelmiEiM5j4jE3oxUhKmNaaexDRlpXH3W2Nt1PNWc9qLOI0xOhWhk7DBDGzTV+ydkw76IUG3apuvHNy7UV8r8GIiE1T9srOsfO2R8pfeWDuXizsPgZ7+8HNjJmDbvaHe++5NdQ552yMC/YceQzCEgAyVFT/L2J0703NJFnlleSDLbyUqeg8Hw7g0EkILdDW5fLp0yeRcjlXBpdyPB3v5/t7OUy9u7aKqpKKLxwsxELTDGSjEqVSeDpSmVgUMqlMW0VyRBCHEi/Xp3a9np8/rudnX6/eKpFCjLlEBHm4t8HAmt2L9ie8o7uTbY2ZQVlUfYuHm1WQwGq3QWtfZ4imin2xFhjKe8z8bQl2rJOxy57wDp62H1ui13at69PRx05E0EbyL71vWHSyZXJ38ugcbWTRbNtLEZFP4440d6kbEN2+6bsxU/njniOihbMFEZmFWZB4Xt9b8whGr3YRkWQVvQn6QDYaJ+pcEkQc5uh92333LMw6KtmCa+c5vtXqxPAWxgEX5o5mjQgZdGytteRlTXJMUfFRaG4t1mtNNrR94CRxOW5AL4oNCvz93//9X/3VXyU80O2rua2+J3ewsleH9Iuf+tNHN9d3bkCtFcBiFTsFv67XWqtZNTOPNpb1htCkXLqehUy12oVVPlJ30JJFhsR8r+wHlwB1IcnMKTRFOjOpR4QSAeIIDZO1MgsoiTnh2dqtQ+2d4PRi/+wnc/e9P59u3t756pXPVqSv7Hbwc9f/cu/6pzT6y/v4ma3w1SgNq8M5ywvCwkOHUy6jZ3ApRaVYGFNvZook1Q/KbqBE1JoxqLEn54AKt6a1ShyqOzWvS4Us0InSR5dpJlbJuhTVIAVJEJt7iBoxt0YkpMQqJAgKD2u2mHXoTW7KSsvlvNZluTydHx+fHh/Pnz49ffp4/vjx8XK+etsHRDicdEf0spudvUvddVtq9E2ObHJTxAerfKR/s63uWIvbmxNTzcwYHSCEZdM3r0yM3Jb7U7ddLWAjt3dr9HL760uW2a/t3U1q+OAJeSX1ImIjORgv3nYwBqozgqKX8fc3RISHB2HLwkZimjHO7TSzFrRGUiBCMk+HTHV6oNrxDlQCGvQcLvN8PB3fHI53olOmYlR1mo9lOtiiUQtPd0UCcAc7C5dJD6dyPOk0353e5Y4FsLZGESJShM/Pj8v5PM2np/JheX5q6wJvhGithjvgkScA2ME9EwIqmeEzs7racnnOAGmySsSQku7O3mDiPJSrMRGhsSpHECUipK8mRQKGuM8nQMkQw4O5dlufcIR3Lr9Na2abmW21E8eW788732TOrqqRMFgtu/nIynAiMphqMUtgpqZcHftqRIlCiDyE04EtJby3IKp9J7fbNnN3DyKLbtq5TdMEoqQlcbO6rO5ehVUOabFtGiK/V0Syp8pN2ZODUg9xQgG561N2AlYjIg9sUTjmG1I9eqWoimoupQhSyhFiA83xaKoEePaYcXcgSumTo6pKGYjqCvJ6vSBsuTz/t//+//6Pv/v7t3cHkGtRb1/Ioycz+nba9wd/O4x7VsY/44iddUjuZsgCelsNO3lV69JaM6/bPW6bLonhgpUohKVjhj27oceWFkCyDXXlzb7Vj/e1lG0PA2CS4QiVW2DJXEDNgRZNVIkbOgy5K3W6zY0TAbF5yfsxJFhmcqkHgLaPdltw+5X7b0TEHJ5pLQLvAdG3uEt2BurX/wXZkJ/30TcJ+7U3/OLRrcxOyMcuIlK0K/KpTNNBpllEwpGEVESC0BRAyewbTBFk5tUawGs0US6rMHOAAtWdPag5t7bWOknVdV2JVZtjZuVCOpMosy5s3FoIURMEs6oIiRBgAzrmw0iHmV2Wy/n5fD6fP3x4ev/j4/sfHz/88Pj+/ePjp/N6NTekTCQnjp+aq+To8F1N+1Z+mpFJH9SP/rI4qrtHxkxGHTF082tpKEhH9HDoTonSrqptU8+7493j+cy8OXPolSE8fsi3BXWYCb+K+QMYtkv0f4K7YZ2J2l4Pmncl/eZvr9CoN8WoNx1HJSQtgFTim4/OAYNzIAktggARLbPoBF51momVWIQmcHIUTSTr3RsGqcjRLA7T6e70MN/dy3ziUsjZ5+N8PM3Ho693FC4io7kngSee5sPdw+nN2/l49+7dd6qqMqVNllGQSfl4fl7Oz3o4kR6dfvDnp7peI5wYBDdfPSQZirKs3SMMIU6jvSORR4u2LMu8XGq9V2kggDm8hTcm7safN3J297B0ealv152zErf4yquUXkdO+EvgG+/AQXuBGINgOMf2qR4f2vGxbxtsD94GkKW/ACC8gQoBEPVQMwl6X7wgghCFMzFYVe22h1vf8GZAApI7pBxARENwaw1MxAJGhAVgRjCjWZiZPILSVYCAjLYU2FYj1F2/ZVmJth73RJAsvlFVd8SNXQ5SSFjcbIt5vJg96zs5jwsPesf70727j4JHBzrupLY1T3dhClhrzSzM7HL+BI/f/e7v/m9/9Vei1Kxelssk3BkAP5MzmfjaK2x6adzHXuv8Wcem1GGWTntrrS0rhqxIv9zcNuWSvkPOXJ9G7QIpI1VEWdlLYd5VWxafD3rXba9uDzuk01DqzCLlBsD2CDgFmN2JBZQ8PJLmnnt2bcnYYRBsd9n9d+1X/BfO5yZ7R3gyeXW2mot+UiICwZt5tPv4L1qFn8mjR7xQ6j+h37/2faPrgTMxwnmkN8o8TfOcLYSnadJpjlqZq4O9l9nQKCcDAAMJwQ2GaGh15aomUpsTO8zZjMyotVLbyqvwsoBEyqG00EKFi+iBVULBrZGUWqt7ExFWgmScytxbrRUeyQlvZtfFzs/r8/Py6eP58dPl6eP5+el6fl6u59pqRMAtnZdsGsv7JdjPjjtGg66uaLeGFsmgtA3fZbLdPYZDlhp9q16j3diWzHd16t1efslDtF9BGunP0c7k9vH9e2jESGlDrt7iDTep8upc8bjV/T282PqxL3Tk0WeTR1nAmKjI9lyeLVFSq1Psc2bMImWepuOpuk2nO56OJDNxdkl2UJtkKvNJy6kczt6i6PFwOB2Pp1LKtVm2btVplnIMmYJnFGJlUZVp0vmkh+Px/u2bd98cTvezHlLeuGfrUmfmIiTT/XS88HRiORpNhu8bPXltmkxhYLbqqP0UUY96WTi7J5FVHrha13Vd23KtMomydM3loPQRBc5k1TjYAfPgzm+68X/l7Q2zb8+0f1u1uGVhulhN5jL67ITvg+0YyY69It8ulddnKeg0qb2wmyDMYWaRnUoBdMQWuzvLrg7Q01MPCAmV7c6ZOQEzRORuPSZq7n3XOMCXy4VVRAsjmAsgqSy3QDr1GC4hlfoQTKlLtsmx5JiLjbyyB89Lmc2dmInYzCxSb8HRiW8jAjAaIIObHo2u1TPsnAGYWltHByIntQV69zAisoZaa62ttabAdT3/zV//T7/7+//85uFYL8+O5s6vFoqGaf3q9bihB7Z8da4U/uwjemidhCkGFsy8bpo+MniUlQGg1KUYCYKkpiGdUsZoduejBiAsuV45dp5JHqDx3fuAKGNoLiJi1uGIKJMIuwecKDsFUKKr9g66IwLEAQoCjLbzit1X3/KPe/H7E5Ozz1LtjT8azgzRaGoQHNHGjG0fBH5y1bZ1/0VR9+0zf8Q+8E6y12G13DttyDxPh+N0OBym45Rs/u5O3MvJNn2RfaMCxNzdNHevgDavzcR8Wa4g08Lq0lqrbV1XBTFpCaiUWqZVpwBYpBSdnYlbY1LWxawyKD25CAdxhHurrbUIMjNb66Xx4+PT4+Pjhw+PH3789OHD06dP5+fH67pYhCASkwMk+O/W+fv15A2btOdo3H1d1+yXnL0UtxEjyhoGItucs83O5cEvLSI0gHKD3u4168tWxTT0MXBrDtExTalfUp1v+VR6OfYheozIgbvTyDPlN/KW+h0KYAhiH7t/h4wzYtmqfvufYmOg6d/FSRCA2Hpuvk4lcJnm4/3xfvGgaT5ItjMh4Zx2nlK4czlNh/vWnFmnMpcyiwjjCgemeZqPejjKfHQE4ThN0zTPx/uHcrgrh2M53h3uHw6Hk9Xk92cISJAh4iBisbkcWY+QGXLgcjo/fVrXxZ+/N690lbounfQejg4zjggHfHBaAMFmVuu6rBeZZmaBlAg3q5G+vRlRNfjWl52lR3c2Hpg9bA07Qyr/3RjU98Lolcu+jb0p4LtU+n7yt9XPrdtG0ICJ0NaIgLDG1NqZiCAbqRpqBBG0OyvJvR8UwdCAQYhDmXuJGhERibs3r1vrJx7xUGb2aN7CwjksOSF0KgRYenhhEb2dY/eaRwU5Q7smDBBoQyQQJKhzjxEJMYtqBKq1VLbdJJKC4aiZdY2uqiW64U5gYU6rPSKWpXfiScbLBAYuyyKjKaIH1vV6vazLtbo7E73/8Yf/8X/471WirYt7O+gc3kCGF6VbAPCiKct+3ffIuBfriz/X4NFj1MyiZdQz58493NyGp4Etztdtpq7kegs7l0k5hVIErLWuzokoAtwLpBGRLdgiYtN20avaRuiRbiV1LNwBrQpyD8v0hEe4p17nACdEJ6/mPc7og+Esb3I3aTdL8Zco9W0t6JWLlZNEI4LiGS1+kbjc4g3xAiP45fHTyLjb54m2eM7PXPHVYEYEMwULlFkIZZIy8TRzKVIKabKeSl/hpBBJBrG4fTuNjrXuQb3VlcMtltaoydSamTbnZJIjrrw0plZXa9WjBRwCYVJVydivkzMjwlJNIdmUKEDh7lbrcq3Lsjxe8fHjx8ePTz9+//6H7z/++MOHDz98+vD+0Z0JzBEtyB29Coh29IX77sNBzDY0eirIyDz63i/fC1Yzyx6y2MzbXYSHB5MDDfYY7Oy+7ajsva4t7AQgIkTE3TYrwUed/du3b/fCfVP5++DqZnRn2PDFnh6+TgrDjBJgeOrDGerOUyp1urUq5lFfSjE0OIicAM+kZ1+lIO8RKoCIhUuZDtPhrtVMT0rSuEQoUSRlIWfFOU9ijmBRJSlgPp1OAFq9hrV1udRatczEUUo5nE73D99MpxOVA5eJy8GlaE8nB5GQjskHrs9Poqp30z0VkEKn6fSwruvjP1y4NguxgCO8BveeL8gz6+7MATBDKKvhmtVava5RDvmY7g1gIfJWE1dGVJ1hFhRzCjVvA/DFfQJTCOZ85n8RaC25XF7EWtwzeZjmFI+VzE8KgsPdDdaCmZiJSUcb3WDigCGfxKN5S5OCmZ2VxrrHhcDBzBDhwbrq7qxKZhGRPA2jYJ08WjBlNDQ2Pxo9d5enyz1GtDaYJZPPVmuyRvXnIEaS2kTyi2WvTAbAwbEPdeWRoY51H3STRCTo0SwlYbGe/27Vzb1IPyM2Iul5POd59lENxaO5S2vt06dP8zxHoJNDiAJU2yLTnGFqr21d1yylAdCW6/f/8Hd/85/+4zxPnx6/L8T3p/lyWRjYmb63QTvl3Y/kOM4vUmR/bjedBtIwRdYmEFg8wtxbtlcebRGG2zyESXY2zfD45m9EkJD7IH/lYQgnL+cINmz/Zn0tBcfuW7R75+PrJOBp+nj4ps771uqhDh7zQ6Nme59Hz3nzLzHPvMBOvRwvliArLDgBK90BI8qYdIwj2Z9rr85/cv77D1/V6PwZVUh+ZisloJ3HFpGdbGJ7ftwiwxHuIqxKYc3Cy3T45ldv3767v384Hh9OD2/up3mOiLVVUdJJ3Nv1en6+PrdWcxHNTIgNoCAhEMGC1qW5u5Q1afNGXY1Xc7bgYHe31ZZlLVMts00WxW9UZRTRzBDGTCxUa4sGq+16XdbLUodGf37Gpw+P//T7H96//3C9Ls+Pl8fHixu3atwpskX5tpaJL94CNWM5MU0dHpzHXlWI6Icffnj78E+//e1vI+J8PkfE8e6emS+XS9GZVSIi0XNSdHOGMmKf/jSpdAwt396wVdpgKO+N3yqLPiOitZYFY/lx4l4XV1fbjhwRIWAtgGgtT+nG7cUqAkGCXG4HuJtdqbWEmZOAU5QiwloEsrQ0RIZGMYAsGXKSFW6IJCbCahU7nGAPDIQN5mYOdrCQlOPpvkwHOrzNTApRdHVDBIpqBhBxEe5ixYPdcZim1lYPkOh8d//G/Xp5rrWeTqfj3elw/246niDFWcAaPBGHcmFmC6+1LasBUOb57k2YW724luPDt9Ph/u7ydH0+0/Xjx4/vY1lJZklrjGQSXpYlSbG6fgURZadIuy5nuejpeG9msSwT9Hj3Jmck4GZV4I0c1REadcz/kAvMTC4D51i4U0uO/mYYCbwbs3SvMQOQ9uU47zfPg5kPh0MpJTfetru2/ewb6UqIWWz7pFqEVRGZDrPVVuvSF1dEAwCyDp5ENNPJtbZWYU4hzEBRjUzMt1orIm4JJxaX0tmZzYCGAfUQBgfC3Vqdj11De7PauZiOKnJeV2bloIho9ZbJSjQCMetIx6atXcqU5SQRoTKd7qd1Xa/X6+Vyyc2ZODjferdoKaWISF3bdgbNjJWXZTEzEeVR7DdN+vz8nCZOQsQjaFkqMy/Pn/6v/9W/ff/D9yI0i8LMrLq37EA2eKWRnUqAWyxtO/5DaNxk+Ba+idiYeF6Pr/mCw6/yyDZr3OV/a420B5s2hQTA0CICTJuAyg4dIhxAIIiplGlrJql6JBoIWCNIRIQQ11qT7AvmrTOyB0HGw0puQu4GGzPdqnxxQwFzEgf1aKj7JlLaWs2MCBKdh5ZTnA0duAUDtvnZW07bnP80c9f+TPWkZPJ7fMEyy7f9YRSz2DT6l8yNP37cwiBAkEVYSzgvR2FIIS0xHbUcaT6QTqEFzZ05iNy8GlaPNXuYRniEWET2Okc3BglgA4nTWoOllWsTqUwq0koxplhLdRSRJtd61UXLqrIi+Frhbq21ul5bWymMmUKotUaB1rwtdbnWdW3n8+VyWT5+ao+fnp+enj99evzw48ePHx8v58U9Og4W/PMsQbuxc5u6Mfbp06f7+/v7uzcHOdZan56eiESnTgeRRpKZrevKdK21JnXMFkvngaGQcf2bATxMYNplQDeNDiBGp/PNJMZnwfb9nY/7v0Vi9xt0L0G2F7+yPW7mZ39v3FBXI/E3vhGy7wFISXQP2kgfAQaxlMkRJJY4LkIHNmN0Td7qhjEchfzVwZy8sPNc/P4IlmlurU3TNB1OerjjMhkULMQCUveW/YOIVSAhXcRS8kLypCWcFcKTR7OYjnfz0q5r9R6183C0MO4p3k0CesdTuROZN1vWi+pUZga8tQpSRiMnBgxIpmszC7N0EGnkzjflTTsk9m5mf36BcmyZPx8077s1ep2Y3+0cqbW2GkUUgIgY0AM5whpT1iy5ezBxKd4loAMJVFUiCvW2VncKqqM2ONFLEHHqnnsI9UW+bVTuKSHyBkMEJx16ngVGlpOtESEjzAVQQ8KwKwAtt21PJL1FGXG15uiOFCmX0ZYmLz4wkoVHjcxcpm7TINkylh4hGA1aEmsf0tHepUhrHpFpL6710zwdnp+f/5t/91//7u/+l7qc+VDcjZM8Nx8zz8U4oPgJD3GnofdK/c8q9fuI6B0dxvbbmlDfEs+7GaYsM2RSpgy3K9I+gWV4j4IzJhtZBTo2srsztu5EFhEBDs48XXcJAGAI6vx1U+cJa0j+vuT9ffUgTllm87XHxHiu14//B87XT/xt51R/MSDzhfuBYnceiH7mYxibYP+R+BIXTYw6CqZkCQkAIphnnO70dFdO93K6K4ejzAdVRdQgthDzWDwWR4toRhUAw5H5tf696dulUpd1cYQT1uhIOhKeCKpSm6+gK3hmXoQvRMWaN02RV5st1lbARQGTnu6t1qq35tfr+vR4fX4+//Dj06dPn96/f//j9++///7HD+8/LcsqkL5Bb7O1QYW/OGkvVONeIL5///5wONzfvdGpENHT0xOzPuibZVmCME2cKZ/W2kprhh4z1dc1qPXq3kysikjSZdyc5pHfGrJ34C+GRk8pE8MV+6I6f/UIe5mOQdTTxTpegODyfTsVfqte21RFXrhVB92SCzfQO9+kdvcJgran6LxXogIQS8y+1iE0O4+uAZSoyn6fTLcgWg/pCpdpAkTKPB2a9XaWWiYtM2mhIEuIjRSKnqog5lKUfEQaCAHKqDyMowiAFn735lfVaKlrRBrcZtXNjYUZcEdEcO9WbQjyVkWk2Xp+emaadDoCWNdVNIIgDSaanLiZLrLVCMLkUnp5QmtOsGma8kT4ywKzuDW6uP0XgWwo8mKlMmcJjnGFEZOPjO7ku7ZYPfWsCkXE1vn7RsZiVVWd2Rs3WzF84sY+jnMwI3aNBL0ZGsyrj/5UEQHR3A+STRP0xZkKQiCTGfDmYG4GVdUyqyrgMDLAHSICjyw0EKIIthfGSicN7XuOOhiQIJR0BKrMmmqrY9haA5hGROS2Y4lqq8uSVHGbKr0lUwEk+Wlra2sOBxEt1/Xh4e3f/d3/+Ff/5b/9/d//LaJxKMOBFqOL2l5Uc7YYDcZWbb8TMnu5FP+rKXLEbf9sLuyYUt6ZFF2LA6BOyaMbV6uQZozdAcCp42dp5B9TlBElpwWFdZOdhsXQmV+/dp8+/PLWWi5bR0WMO93rv5/Qzls+ax+Tpyxk+wNn7iuvj+BJ8E++7dX9jP7QeK3Xf35sPtkXfx3fESyggDC0oCjuHvTh7XR6KMeTHo5SZhI1MIHMaI1oos7soDVQPbKDdDDLUEcd2uXBbkGIlSjImVtC6gSiUgmFqalXospSRa6iV+ZizY3TTGvNrmaV2Cdh73KHa23r2q6X9vx0/fTx8vHjp0+fHt+/f//j9z+8f//++fl5XSt5T6DTbvl562Ukt5D753NCdEOB5uvLsnz8+PHDw4fT/V3CZzKweT6fg0Ak4BtB1d5JiqEVe9TILTW6lIxgqY+6o/3bt7R3V0tbHquj60aPz7glioZxtk+y3IRF2gA3OXVbfco0Z4BGPTTc01fOukQfqVwQ9W4cyR4zJCHnFCbKvTuAQdkEe6Nf60i6pIUBpvARbWMj895iq9+yY6M5BhF5BJEEB4WyMqSJ6rxZG5z4SiaQglmKiKATkztATFkL3usJk3RBGCQczq3VaZrevPvOzC+Xy7ou1VfWAq+ti6vbxHaJnNIw3Myu14uW+XT/Jrx5BLN4MwgnFIycxNyJYvTV3XoQu3u0G9cbDQzEUB7jW75iur3cLWDi/a/b+1+9bfuTWf+uDBVQgJlU9WomNJjjjCMaDb6/nG5yRHBy4AmQ1WvuHqHg5kAv3+1+W6qQvmlTHY4z1l2rXHXr5yLx4cTM7BEcZobIZh6R3eMLCwDvJmCisYmI8yvd3VoE29T5/YtH01KKsogsy9J7saQ+EfHR+JyZSym3Y2i7wAa5u7lbBCWoxd3Xa1MpRHK9rv/+3/+/fvf3f2utTpqlLkbE7l4dGaTbe24cHAPt9GoMrZNCqb+GnRr4M47Y+ejox/MWvUtdTkS7eKLu/uM89cOz381Vh2pEuIcTiPrRHsClLh+kF6CPwvQX9KPuHaO3NeNerTW3mpx9Q5YENqzhz07RK7OJtnTDLxxfV7avr0P7IuGvX+d11P2XqPO9FPhMr9/exr2FmjNDFWXC8UD3D9P9w3w86XwgLc7SQNWzCU7UQCW1JHk2VPfekD5gBuLIY8FuIOrFqMJsjSsRwuGrcClaiRZCKU7Es5RatC16JVJrsdrq7h7W2tWjEXlVFSWVKQLL2p6f6vPz9dPH648/fvzxhw9P18cffvjh+++/f3x8XtcqIMMmxXohdVfnA6/4+ZTuDfObPxHd87hcLh8+fHj7zbvT6ZSNJWqtwt0tSHtz29nbZTeNjl7e0wO5fvuLb4H3bcP1hO0+5/oyfpA7cku1vvre7c7jttO/kOl58cEd6+f+wdMN22uI/ll+6fTvt1SfYUcm7KkXpvfoAABgi21GRJj18FH2R+30z7ktEyMdyTCW7TbhWTIN9mDJZtLSvdek/mRmzTRHg0UGQEUIEHdnYY5AgJnCOnRhvn+3rG1++nQ+f6rJRi7CUdxGRjk6W4aAQTByAGGtGtZ1bevaphaAhCMswOEkRMHmQZph+sFYsOVifFDw8m4CY8tn7Ma2sp/r6T7/fFtfunH33thV95eKiLUaQVQJQALC5zJ12hkwY2NGY3jinXqM1HrcpUvzBMp1JkQnol6SXked6C3cnPy6Y/DYb4y0fbqVg7ZSpu54UuIkWzSz0XQRqVEiiQv3OxkgIuHisO6mBLXRfg276rVaLZuqEVEGclO/TGXOGVvXVYbpvDGmAXBvZj3/XWsNx+Fw+vu/+4f/9v/x/4TbpEIctS0EsCDiq0pjg3QBXbG/OKn/Pxn77YTXcYTkQCf0hHuSSkgizT0oHEwDG+sUBrdwRxb3b8AxDMQ7bnKjV+4Auea9md62q73TJSHca2Zd3ZpbG3jGFp47b1Pq+AUWz6vY+x8x2z+tb2OQTAx5yLeCvZeDB7BI6aVABz4To6/v4At/enmR/IJuEZN4URxmHI5yd9I3b+7uHg6Ho+gEKUHcAmtAnIxl0LiqlwmlQAuiwbvIbh4U0WtdrAES4gFRBBa4W3gjwlXArVmrMa2GUJVZeAYVc1qkkpsj0kd3b8TeiqqqF6+G5WrPj5fHp+unj88f3j+9f//4/vEffvjh/fv375elklO28HM3eOTh5zxgw2F/oYA+Sy2ncXpbsAhRqbV+/Pjx/fv3Dw8P06FHWU/Haf+2GEiK/SvufosNvvzGGA6975hDXil4Hv7Efvn2W3Iv3DfJu73+6v17HRz7cMKX7ID8IR3IDAzcooJO4M9PBkdkC/kgwIcfAPDoSN+vOaW+RnT6Ruu04MwMcmFOgklwL9c2E3CWhTcftZIB6pxiGSXKwssA4Mph4UEBOHx1KJOQcAsHHORI4nomLVxKEeB4d/9w/+7y/NHqtflKofAavSwGW0gCoIywmZkIg73V5Xx+ItFpvjMzBsGd0bKLbc+jU+fXRCLAB7yrx70HV9JtNYdP80qXb+u7X6btr6/CyK/Wfb/i3lvyTPBoaGbW5NbELO3NfgMEC5fkbKXgrFQzj4BF6PB1AbCzOxuMqDWzbfXTWNv2dr8rIhCEAAomCuKMAJsZx82WLTx5tlas0bzlBDBz6J4XnRxGRAjmotxyZri2RmbMrKp1veYP7m7We7C6O3GvHVXVaZ6JKFstEJGIZvg4IjJOZIbNBhaR1ryU8h//43/83e/+8RtyZVzrYmFESAGY0vtlfPc1wu1z3RI7ky7i59XVHzTo9RivQzaxgF7DEghGb4bWy5XTPSMCuYM6pmQrH4gNy5lERLtjEx5pcm+TkF/XSXmZe2WTewZHrbW11tXa2noJYgt3xN63zp86RvIXPHt8Jvl/+fj6KsSIt+foaYuvvX2bcf38pZ9Q5/s37NXV/nhjHLAecTrU46ynu+nuVN7cH999e/fm7d3d/TwfpEwkmnabi0aZaHIpKx2P8/396e27O+Hzco22wFaYQeBOHkzWETARHFHDmdzD4Y3dHRRRqy1LPZyMqLAcHNqMdF2Fy5QBNF+rV/NK5FJURESLWTyd16fH5fFpef/j4w/ff/j++/fff/zH5+fL9bq6gzzcso6CfT+3W7CZ+iT87BziptW8tXY+n9+/f//27dv5eCpl9jUOc27mXgoSI0y6gTjy8LN0yYfw/fdugda0AzaR99LIuGHae6kYuke6v9R2n/tfXz3FK3UO7MgmX0bp9z597ElAaV9bEa/21WZYDDO4n0AiIsjY6+mqb82hhgoLOGWwnWkz8HebOSCdpbVXKgT16r6cEwKQsWc0c6pMVIQd5O7hzXs/eKNRT0NMUnh2jbmsrc3T8f7h7eX5batnorX6NZhJpqAWiHAeWJ5O59VsBVhFzez5+Zlk0nI0swBFdpqP2OrRY7BI5iOla5IaHYDsIRefGWGf//q5LsdIPWJgMrbl2HygTZdHxA11KL1pb2vtel0T6d3cY/SW7pnp7oVwRo+iR2jNhtEJAFsbLgNzi4i+UOmWCcGHowwPjDZYac5mdDqy5N3Cs8NNI4hvtbieNLhpIt8gAkl6A4Ag81SICGCPyE6m8zyrqrXElWKeZ5FiI82hGdAZjRhyP8/z3HoR1wth694AulwuZjFN88fzE5H9d//d/zuS/DgM4QEIk5mbQ/QrmiC6cTy2bX/bizePiqw/RQ99Pph7E7/PNDqNgzzkSZ7GYZVFRDgsPM8RuKWhlnh5d88wVMcDpWuROEsQgbKao38nq+woxkVkt2ORsKF1Xeug78mQu2/7ewggoj0B45fH1+btzzWfL8dXChJ2Yzu5r6vXfokq+unR53aMw0FPp8P9w/H+rrx5OL15c3d/fzqdJtUtLhJEELCqlmLTpIfjdHo4vbm+YegzL9dYVotmvWSib4UtlmIdN+vRGkfABaO+K2iaDtN8IikeorUR66VWdzdbq63mNdhVlVVYtNZ4Oq+Pn66PT5f3Pz7/0z/98P33Pz4tj7W2jYzJHcxIcf/Zk395JmmHb/98pJ24ruvz8/Pj4+Pbb749HBoFr+sqRUuZhbbCPGXmPSwz1WD3ZWwEtF/SgcUuQoCdYpbP+kbnx7VTgGzn8IWX9rWxfcurr3v1nlc/0y5g8ErrbJcyxJ6telPtm9m+yY+ICAK1LoMxDK3U6WY2VoKYmSJIGHDmOSIwal6RCXvu3a/TtAcAj8TTGqrqJEICXiPMG1GAqAOxEIwgChFFKe5++VhF9HA4HO7u5/PR67MxV6Coem7dJNzNCj33RBgId7q96/Va5qXHBUGbh02tOiNrgHvwpu2mgslHk579UqZNtG2e/WxvXvjnqxY7qNd+CfCZ1+7uolM3pEZSs7W2LMv9/WnbQhtaEzu4OPUgQV4KtVa6BZb6Hd50xcibDHurP6OH2egGlDvEYfsoVIxCPjdkQjxjVZuh6TeCpjQYumKcdxOSEx5J6V9Kvq6q8yw2KkspKV1LSVmRr0zTtDw/pQHn7gnbzL8y5Pn8hJDjm7ta67pe/uZv/mae57g0YhYSwESkra072fR1f+1LY9Pfe+88vpR0/6MHDXfulUZ/pc4Tjg5gVJDDKVdWgOBIiycPg49QXzbV6mwe+R2ZvpimiTZ3hTVXRGXag3yxizw1f4FyzzjAFwPZf16L53/tcdPohzgBgQx7oPUyErpFazNFjNHWsssHikgmuIAFRZRCkzvCG8GK2DTV05FL4Xendv92ffvN4XhHxwc/vXN9s7aDr0fng+PQ5nkGuLVW2Xwyat9P/vwmLjiYPBp9XP191EdIRV2j2TJByAs1EZpUJvK/57F6HGzEbcHF4nRSF5rPPk0r07I1DJBTzVrzWg0g4cKshLKu1RpdLsvT4/P79x9//PHDh/ef1svl+UoJfeqzJgiiNaoP3ygBXdvMFh+EjHQTgkM3bExA2OQSSqNAs+X9p/fyu0nKKXy6u3v4tF7J54OgZJB4DcJKzDwdGUzB7nBHNqczTtAgEzEMbkEEZkJCf3PJmSFSShHJ3rVwUOuNcABoRh18xAZfCffN1wdeaF8diZvo5aIjPNs7vmRcY/TnFq7ruE8gegsyTrwPEY1rS3gabe62AMMNB5DN8sCsBHIabO9INvnAKhYx6OU4ySOCe51uPkkkF7eAVafVltzfgFs0AKwqqivCwgMhKjFK/EWE6HQ1Iw8RgCUhWqkD0j+IiKXW52UBwHKQNxStKsdd83VFa2VdJi0Xb1fiSsUiVvcG1MRnTOsbMAkYvpKizOz16f33f/vr3/4z1RMXbh6EwjI5tK420VlEhGcFszc3MKmgBCuTRkitYb13GTMLtwUjVJ0r1Z37RFPiBlN3oLVWLSJArO5ek8QGYFazCgQ83MNbwKlASSiS0d8t3JioiIb5uq5PT+dhBJSUIUKFxJW6YB1N0piFIxStu9qWuW4QlVJm9iubWbXaogYRSJSYGddloST0TCvWsy2U68QCphjhBA6EgaNGVVVMRVSVxMxWa2bml6qq0zSJEAw2BOX5Q6SGZuYspaVql4+PNM95NKaplDJJRAS1doX5+fHp8vScRNf57Ua0rAoyoIkyK8xboyCel0u8e/gXz5+eLx9txvx3f/2f6PpxtqereoRFCYBbeGjG025aefBLdYgJicaLAaDjvFKd8x7i+outgs2eF3Zg1MHHOMEEqFADcRBByTgQDCJy64hFQi/UYxBFlAhCkGM0j0REBeDHfscRATDLkRhacL1eqWdnIigYnSVT6yQiAhGRIGKwuhLRgScKwtrCgpJKrDUzK0uLtcm18WrcnDwYQvC6PeFgTuq//VzeeqiGXzaPv3ikeTl+23lTX8HSbzfwB7DA7j681SBtF/II7xEWEAuJsAiVSe7u/O7ueH9/Ot2fDvfT3f3d6TTLQcusc++BWdAdTbMW33zzzTzPqtNUDofDaZqeJnk+zPXD98kAE81XRvIANHISDnfvE9wDKN7crtcrET1NU16/lAyaodVLkrW15uEgEkIB+PnpWqudz9enx8unT0+fPj6dz+d1XQO3lYuXoeBfOFebJ/rFD66rE3Wv5XK5/Pjjj6fj/TQdmDSdG6JEF3ISKBI37oCuHh7PKGsnnGHeousRwcxFZWv9tN1Jqk/e2dQA6LY7X/y79132YJM+6AuPlmGs3Tfucvk7bOr+M59P7+YFfj5pX3xx/6nPf91jCGIkO5NlonuI0rkI4WG1MXNksw3O6lgCkdDN8N8bNxkm2RR/7AIVImJwEZmm6XA6Hs/Hdj3CanMOlwQH9AkMd/Rwet5iWKXGqDXA1+s1SAs0uESGIsmTNZaIPJrZrd43wCJsZtmRL/tTqSp2Dvrn85YY4NToRLQnH/l8YwzCohtldwbmqt9mIEbkPIs4tlXg0fRln8rZcu2vFnE/1en49itTsiRlt5htB25bfeyxvPJmho5oW3ZPH1knBqCJBg8C0IHrlFUtAcCiM/mo6gZoF5FqtgUbEtyuqofDYWPM3Y5M3w8gG8/YZ89uPXVExFcTkY8fP16ez7XW4BfRqa9t+y/uf6LhyL+kBdtmhuiXanQaGYrNRNheBxHo80P3OuT2pfuMdARoRDEjorW2rXjfLSAiOh6P2Cd3ugNNimmLX2aPg6z72E9XDHIqM4u9d26dbeanA5D//zX0tvdTqvdfv/qBpOuB26hKAPkoJQkCQSRESAvmuRxnvbvTh4e7h4f7u4fT4X463h+PdweaoNNov6bJtwB3jomi3E9FuwQ8LEUnxVR0tfXTM+qlRXiNEINIWDbuY2bykGyzik5E2lqz6CftvFwz/AXg0j6YRa3VWme+dOMInJ+vtcb5+XI+X8/n63KtrZl7z7hu++NnD9Wmh1798PKk7d8PDJVwuVz+6Z/+8XS8f3h4k/xc1+s1IgI2ON+olEPXAOZONLYpJchWREL+v9z9W5MkyZIeiH2qau4ekZlV1ddzzgwwAAgBZWXJJ/4Pkj8RQiHfuQ8khBQBKdxdIUFygQWFAEWAAc5czv3S1XXLzIhwd1NVPqiZuUVEZlV3nzMYDEyqsyM8/GJuF73rp4LO5cmcGLAeV0StxRj3Xi8yDz2773NPdq+D4wqxKwDvJb5UC6htpwrUv1ZBna45SmfXPePoTHVtdsNXH91njzZXxNNz1LhC3xlUz1yz0TVMtGZNRWdbZuYKWXPG0anCrjU8teaGl5QAsyFNN/u7/NLWk+YZvpKrZoeJqxB51NWUCK8Lp7+TKZAXX9nBh8dHgxCPLAlMRYBDwVFg5uAUhRR6FdGi0IUReKuy82RronCg0+ScueS/uW9xiPAaghASjFWy6B68ckML7gcnbO+Vi2yT2b72ywzdJkKVWb26D9I4iAoz88oxX+6mWoLWqAqKHnYOIMe66jh60AdhcpcqfITl3YloHKZmknUCdW6LIgW6cV86oXa1WXF6CaaXUbyuNDhpfeX2V9UsR+DLyoJvXv/udDqx2Hfh4n27OL+O4dnXiyueuc/TBudy+831QeH8u+DisQSeetzWz0CDDmyDBgtjWnwrQa4TyybJNfFRtzU2cIXrpzDEUAjojUB5jWyIOeVl6V3pNfjuE6P6d6idcfR+MbSd1o7EZwGsWmxa6l4EeAklYSRCEp8GmXayvxl3e9tFpcqbadqN0zQMg2AI2AdmQYSikHPUG1YeYk+mlIY0EYkZMx91cbKDzkdVIjeCRjyFq7O7MBmcCNlVUVIV1WCKZdXHw6mBXTyu74qRT9UUZsirq/q6al59notBXtUcJXOu51794HykXe/DutAvDiIluJew81X1cDi8//D24eGr3e5mWU+yEMgkFc7d81SiiormvkWBERFAnQ+pEMf4x5fd7kHFtAKsXr9dkCpcxTw3xddqplyAFds5EH1Px71XxKu01B+ni4NXfe7G8ymO/gyK07WfOI4nZq4xsgxIwXXzxFyCswCEl8mdmK1ZOFpw9TlnavQlqAankSyB0zCOt3cvkde8zNDsqkwONXcTMGDOamamJeQPHmZncXfzPM8zD8s42cDuZp41QYTFqmGKsgIQQFE0fSYhzQhECEi/hvsOo8ZJuLtjQxnyzrzU2WQuCQI6WnGR0tYoZROA4pw2CxRJ/MzMPWjgtmAuxpmZQeIF4rPovivAGaqtXjhHVmTxuTZjapkpRQH6USA7kwNS6r8VzhH8eMnruq6BME0iHMjBkUhbu6SqPpRKndHtdV2bwQZ1/Tct0N1r7uWWRh7FspdltpUTxMzc9JtvvjHPYxqzbmusH/Pn2sWk9Md7GfRsG3601fu0lVP+nksJbZmgfUCf1+ph7L+w+tT4jKiRWLZau2c4hGKNUCSpUqxm3lTwXhynKJ1gdYSprECrAciqyhUOaAuk9+8yDH9nWhA0r0XDCjp0+7nx+Z4WtApjHhy9/KcgEFMkoaXEuynt9mkcdRzTNA3jmMYppZQkEYTTwCLEkcUQCYoBAz5MKXGkfOx2OaWRkIa088yWaTnmx7xiyWpKxhGwym7mqNYpmLuyppQ0u5kteZXjoYXhnfQxhDIzmCJnXVfV7KfT4saqruphOCzr7xO8+xNtC0focJX7NgxpWXLOmSkDZJYfHx9fv/5mv98HJCQzBxaCWSn2cDZBNehGauB6mCVRCWWoXGXdWy1KYDXItCvpFkt8KHEnm7WQQCBKLM1CFYRPkohIS47t2TzzWVhKP4iN/cc3fMqcWHn/Uzo9WWftuyZkQWlKfr4WNkxVYSMCEySFCJILmDw5hJgIQuzhbg4ipebu6jAqI9CFUHl709AtQr8vWpqwCZFwGkcm0rzcHg+m63w8wWyVlWxlMLGbEWCmdaFE7hU5UwFs0XXNy5pkIiYzzW5IuiFac61RZQasq3uiLtzXq5YZRs6eqdulhTyGT7tJ6XltG/92CRGpBmC28ZDaLHvVvN29LzDY+HTxEAmzi1CVTVQj2CTy9MOwG6aR+l+3tMiJKHPGggJLUnZuWw9O5MRe0qiIQBYaobuaSaslE+6gKHg67iZaWVVVs7oPjTHDRQTOwd0JcLPmX29GmrYd+nHoxRrvHGGJ2YWZFw2Wxfzt69/9/ve/A4yhH98d1+2CkfeS9He/yTO3PTe4X7VO9sPGzv1Zs1DrVVXTlYgIQ0EScgZFHU7izcqOag/YbHgcIaIxruYGdidAGnd39+yFoyfVxs476edS1/q721o+eqFIXhycZ4gi0co4Fo3aQkGiYuVGoAPUjEFlkTRgmtK042DnQ2CZDZxSQuJhGEQopSTSKkYIM8OMMAAQkZQGN4ryl8tJl1M+PpzWOc/ZssFVE2nBmzC32kMFkjmIyVxhtOaePynXdAWDmWv2ddWcbZktylUDEd3TMIGNrvnwp1onAOHiw4XJndzJYG6KlSAEXo6Hb7/53c1up599logTYWFakgwsGIbsRxHJUZ1FJKnaaKo6DAN1KZVUqapp3jQtICCrKFJ5SNtPWklPLc16CcJsXaPOuNogbvpR4lrm55qOBDsvgg49XVXibL01g1C728ZantXRGz1tpxcz9SZktBs2jQ3twmadrq+4UerQdS+6tw37uSmCIyUrCpYjsdkw7vZ3r8j9+PB4cuXl5Fkda/BuWAVUpjC9W4MtMrNlWfh4lDQN40TOTmbZiTOpW1QBKVY0UnEYmBcVIRIwAepKCpSC650DAryp44QGwZaryEJeda7r2fRO8wvrBXfLZrtttZw3//SFGNQYfDwXVRS+WFco+YWEKAScJNlQGIi5u5hlKxhLhQN1k24EDvpG7FSgGDvgYSIiWuaVhAcv/WnGpXVdnUBKwzDwkFAqftKcc7DzAHktXrCrEAEzKyH3rSaeGmBUC9+N4+TL4ubC+NnPfvb69e+JfFlOTmfb4ZPtYrguCPj1/vqO92wTXffX2SOIetV8+3zemdhTF93Tmmm9LYaLk6KMdtmYDTktvL0ogbUo6W7hYnerlkL1zfCjkX2+RbifcfT/YtrG0T8mfXUt5o8MVkRnRLlnUBDoqFkJFheBJB8GSQNLYpatOC5qgExzDxOVssXkxIwkElAZeW+3y96NX75c1pOeHpblqLoc1znwCcq+EcBRorpNzdktx3E6aw5NAegYgjNUPa+WszvBrWYEFwx5AaHGjnhnoYxxeG58nv7g3TLtRcKo+0SA6ioCYc66vH//dhgG1XUYBuKNbu52O8s5pTTaCBtsSA4FmVmxFocu0fYGESViooDnAkKn546JVq9zYdsIVOmNv17xv9LCimVmsO3yyJkGwMyqayPrfWScd+cXh0v4kBuQ+wWwIp9xdHfHZsB8mqNfE7WLd/Fqh3f3BPew2AT1BzxgzLNCLcxQ5JFBB3aYc6Vp0kosEiQWiEXGja7MDOckowqzMkkyX52Zx2na3wrx7cNDxBwsDleBr2rmbizFKKFwOFQVOQuYMJzWI3wcx32SG2IhcyJXNQCco2CXmwdjTnBfiZxEVQNIOCVLlCLR1s6NGUBLyCyjt66rFldLSxg9Y+rhGvdOC4/jqtqs0OGp6egmtVloDC91to1mvGmC48Wq674WrBKr1F7GAWo5w33VYssF4MKdmAVt3gcKO5UZOKtGHyKgR1p4Iw9pVxHCDR7GDK0iQxuQxiFah80sbBJtcLy6Y8zIzd3UkS2bmS2z6eqMZGa6mhD91V//xf2Hd2OieVlcvp/yyB1SUD9iT0pjdfKfbW3oOprQ3wFFcDdn9gs/elXTn9bRQ6yhltlbYk/JuzgeXBDwKiJE5ZY6j9sTc50FIspMVXGrHF3VzCRbm6/y+/PE/O9iS234iKiqBh9zsVA3r70U4A5yMAJWDTH6UjFHAcDZo5iKM5zcqvhf2HHJZZrSlJGJ1I1E4Mbr4qZyus2nF3bz4rh/PB2PM88GRRLS7KjIGwEnBkAN5kYODbmhJq8S0ZojvjEYDal6tpINYg7NwX0UiEwMGqUfn40bfUcJtwqtwDlTb00VIiAq6YMsAHTN65u3v9/txlevXkXqS2RGAZD9noiCbrJaBPeg1sagQEjibR+maQeAox5w8HVFC/cD4FSUJOaoHlJ+ulgGVo2TzXce9nyh7UgQOa711BtxaQZqM6t5KeU53a8NSKfrm4ej81xH//4mRO/C3/rXISJFM05wc9k2Mt3fhJ5p6AhfY0UN48KZVZgCu4qNeJBpL0S3Lz6H+TovUNM8u4o7sbpzGN+j3IgTGXQFCWjJJsTHdV3djLm4A+Jx0VWXJIARcVYjRSbglDkREachpi/WxjmTLG9ntllecs7e5YJfc4XgfGG9aOPDzFlLfQHuCgpQrTLZH7SquuKc2ft5u5ApvQl2RRIzdXODJFGAjVUZ2KKXmcy9Gu1DKXSp4+YOMbiLgxKyM/N+3Ef1DgiP48ijqOqqOZzr3uncMRqcBndf1zVeX1Uj5OrFixdtSbQXFBEFsxE51C30xnXNeYYQ5Zx1XmRMb775ZllOtzdpzf507tTz7WK4tnEryDNnxld/kiRtlxea2d88gnfojLKdPaXe/DIKEiWYp+9nkJeI8y+KnRmBKMAbhYVISuZ5EwsDc6eUQjWu6EOxFLWOtohkL6a10FvK3jTv2XldZd9zlP8zbhGT6Q7TouVGbOs2GZV3l68i4g4nK8EMjBogX+xWKaVhMKp6aI2JdWZOMjInIuGA6CMmSFt1MCImB4kMRJIJQiy8U2PT44uXNs+63+8jVZQI5lB3ZyjcG/GlWsUB8CbNEaHmNJccn1ooj8jCHLCuQYlg1KRLAFhXJUIEfLWuBvG/WAgXy6IIPXUNb+mO5/iLLGVXMBNgOWciBVg1f/P6dxHzP47j4+EBwDAMp8fH3W4npZJ0lnW1/W6323lVLKSSSAgTUZaCGtYYWO2PRU0X4SjwUPJGJCXUcMDGxUVENdC4DCKctnilqFK6ka1OR0H9jE4nQ81qA9CCpNrd2qrrvPglQ2kbsmb8Z2+B8G13RlgGtlCPKHXtPbcOimTmgBuK8tRrh2YWIU7N+9BwQlr8QQxXVbysiQVtqOO043EmopRG8OCrLDZjXZ2Hz7/8cc6Z7u/T7jblNJ8edZ4LEFoQIWykytZ1GPfkWOfl/t07N3lx99m42zNcyGEW6vJA4lwoF0R8iRKfzimxFffheLNX1dzlIqpao3HqFsLiOI4o5vdiybxg6odDyS9v6WSe1d2XeSmkls8yiIr8JxL8L04Yx7EVtyyTLjzsJhmHh4eHguFW2Ejx0Dad3t0ZGGmXUnb3vKwiYGYekudxXdecFzNrOQgAmIUlQuCxLIuI8ACuReciiE7hMg7DbgKwruuyruNu+uzFZ4fD6fFwiGzSnLOiZDTsxqntnXEcW5V0M4tElXEcmSPCemHm7D7PJ0l49eKlE969e2d5AdjMxjTw7fD+zbcPDx/U8rLkcZCsZ4alaxNgIz/9OHfne91QZ6y7SqJoBOFCNr0gbue8GXUH1weT52zMgIBZI+EMAdIwDP0yIIoKC1QJQt3mJSAVxEIEIWeYWQ6LI3mJSpFqBmj3jAo3vXU91BU9KbXoyCaHwec523kMJgBmXJUpwJPj1tr3rcjyN92aufKH5KP3rdUfIwdKLbmifFsUyQGHOm5GZm5KpuxZWMSUjAMVILQoMiuiWhTOIAiYBxlT0nHI07ifpmkqaezH1UEMrMxPjW2UDrNa6o5qrZ7efutdcGZ7H6LmAfKqlKNxCBTJ5cwAVcxXPyi8gqrpK6yh5BSeIs3LfMT9h3dvXn8jxDc3d6ss9+8/8H5kciZPw1Dj4Nwsp5TcFWSgREQBwcXEpurYmCgKOoQzM+wM9b3h/KEJvKpelddxHL3aKvwcxBu9da5uueYu9c4w6+5JUlPiUd3q7n6hN27jE0Pd8fu2D90d3xkeoFeVLm7VOtl+2jz955QxVlTveK2rnWo4PKoHsSwbIYrCke6uIAezTCYEo93+xYuXX5yEDw8WyLEirOshxpiJ4AEzDwB5WR1itOZ1XufjOuyYmQYoOZEx2IhUVy/I2JKIndWd3dVdzIw0E3Ogw6ITtpzQ5t19GyIrRO7MakpPrfKeOLaciCbftJ/a8PYST+IGLrQ9goiGygnaxNU7tIcawu5FAigJs7O5EpECQ5UeWj3tuMgKCKA2FcU9Sp9ZkzLNLN5CVbUk6Ok4TdpiIZm8JncEn26LpL1yi5Wjc9e1Ww5HUrDeQdI4jroin4Jg+uPh/nB8ICgT+adU9P/cHMCNnMaGpqvt6Ua9GzG0wo16EBUc4KpVUyXZZsYV7cV9Q8ZErVkXfD1+9WqNYGZ7yvDzHYnG36HWcD6+N0f3zoIc0cBEgMFB7AQDGcHgSqbkmTSTKmkmUzZNZqyZWciUCGzMBCJXIjE4M0UOkQTogyQQhrTbjVhGG8dlt9sN0zRMI8mp4Ez08c6dhFHdMwQQGUBwIndEpEmd1AsrUHuruDh4lXemp0KYegbpm6EYnRf4B7Tg7YEsDndf8/z+/TsRIZKvvxYmyTnv+UV0fucewThmxlnXbpm2wC4iCnsgEfW7X+HDMJgZaYm84hLnQC2up8UoodLivjWKfKVn10fUWlJNIi59Gy4KIrW5eHrgKlb6pb3dazwOLr19W/f6S1qIdT93iNgkuJluxzkCatmbg6LzODbS3y+APiOrlwAAcBI0qdGJaXBxGdmIbl58Bhgz1nU9Ho9IOVGyfEJwWaBtKcCW9QQahLGu8+n4ICLMEIJWHHWhsDESmEDOzA4mykbElhtdm+dZRKjLReS0hcS36TOzCJZMafSag963MonFEL5RzBbTHuPZBMR2FdUouaI6c2oMvg1acPRerGw8YK0Mnp02UlSKqrsYBVP3mj+2Hk5n801eMuyFw6duZkAO/yMRNUkUtTKAmWVTYQ7TxVpwiUqpYnQelrYwtuCg842jqg4e0+BkIVpF7vp6ysVuYf7+/fuHD++DLJq3lLwnWq9j/NHbhYz13S/sOTrQqofVv0/cKYI6uGpKgcfgRbhsTrq2hmzzepgFHn93ZMsK3JQU2zrmfYhv6+p/Afy90fxUiGk30ERPjnu90s2oiyYoPIyj1lV1lktl51iWVYa8rpZXTxmUOaXkJqaJQC4VqpqdHG4ESyyCAHIiJqaUaEgmnJOMnIaURpGBiLI7daWcqG5vdE4C9sZpi9TmvfnbAAuJwJjgHqCiVONLHUCU6upVOq5hfds9C8XB1oOr9tymuDpeaL/I4I5lPb19+zbJOE174TQMgz1ybP4gHEO9BlkjaIBWQo1L8kqMN07W/KLprKNWoeB9Xbo3IhEZhyGltCzLxj5rKiBXTtmYeiugYpY7irYZ3hvzK8bhK/vedfPzPddIv59fWeeoRYScXRGlPYKhVH4fU2btZVtrmhbOlfvW256pxwkiG0xy38NEyd1RbLpMRCwTWIUYgNq6LKfx9DgsRyN1VeGhrQp3N6dIMVfVJAJyWF6WUzqlaUhDYsXEKZzWga9gJInIVAtLi6yNBC7pDKrjOKaqg6JydOtCf9uS6OZoG0rqpJZebIomKcVV1MVS9Fo4dSaQsPNHXWrrHLMASJgITHBCkTLdStG7WGAoCasx4CKDWTYYcnjNy5RZooI8BSYiDcG+SCKKqKVrRqRUDcWxJqRtcyYAx+MRAIQH4UD4j2eEMNREorZ+NgbUwcis68oppTSA9DjP0W0YzfOcs5q6sBwOj6fTaRiEOHt+Vke/Zudt/T/Znt1lz5P678XI61Oe0NEv7vOJ/U4eSVQUAaqx3eoHd/dAbWjB6nXhbbZ0ANWD484Bo2VV+jfddHqrmNwffaO/Y9y+6OjuXmGAPm3GpCg5DzghsjKJQEbgBAg8CtPDlFRpmU0GWxfPGXkFj2LGZIMpM7EpMQNGEdJGzG4MFoIAws4KYjKRiWRmTsIjcyIwWOBmlZFvfasf2Deyyy2f1RHZqO1NiCj4DXMgEtSI+XYf4qZV4FzJwDlRwx8w/Z0Bv0gGLICTKo7Hw5s3b8Zxx8x3ty9MihoRUBjRE2YehoHVTCpsmZIlI6LEhTH3XmEiInMv1SVh2EAwSHNj/1yhLlNKoVL0WnXbIU2+iReI/5tt92mSkEUKVgjOZn4Vl15HYzvoG4U4P3I54FseQs90e+ZKV4qgV6He3Vv0JBPH2t7EOgTcy1lrt42/W/jC+QmsHmHS7ARnZRJyYHBeWJWGUaab/YuX2dXJjo8PMuzdnVDoTgtmEgIzR5FQ2KLLvKzzkFMmHhgBRAM3I2IYhCOZTYGaELwwJw/YBxE+l6WogK95C5Ns66RGMFyqm33rh+VC/L0QFNrUNIt0H1jXm3O8Wk3jb0MFYUTwH1HEm5TiuqHQRQ09uLmXyrhV16914QAnZjPPFumIejmxFOVziQoOoHNFQuQhhVOcOVuV9txzSDAN8aIHyEMVjLzavVyPIkRsFkVxpQiFqorsvBPPaq7DkNwXs4J7/ly7YOd/xMYdmNV3ac1OGYkjzCXyAQUlZks2acPSel4YPzuIPLITrQra7hEK51Xgi/FUU1WFuUDgbvCzxRMDouUZhRFUu2Cno+NcjPw73Np4PqujPzedTx53IyYBCM5RLwHuoann1fLq8U8zayZTQQYK7SAlMBeDOIDkCUjigwFmMCczhgs8wRPAcHYWgkRdRfMzpu6NXRO5I9BrvJrpUCSAAIZkB5wcJe6mZOEbOSqsDhEBXgrENeMrgblIo+j+FVvAM4CCz+04CStH7wGINanqrmQCpcPDw+vf/Z6d9Yv8amBmclXVvK5L2KlkSMRwmJGbVQVamZldyuYMltMYT3R+U5U0ijv7WHPb2vYLAWKapj6Ps+0fTgVRpBysCb7u6uf5S15jniOWisIhsm3y3pxOHYUKRnNpeC+X1KmnK3n0mtOgbmnqWu7Uz1DtC6fx7daNmrh76NbtQJveLlKGmpgIwCM1qjjXU0w2O5zEU2IZxmnneBk4lUvOEwLYRHNeUEtAlpuyVyQNVZvzfJjJ7GaggIcjAkKlz8xDz0or8ooTiYZhOWeqFubeuB1xgl4LnhJRzoH7sc2UW5tit6fM6ehi2psISCWWfju/GuQzdyBrLe+/mbWpmn8K6Tcn4kq3oSGiwxt5pohBsLIvwwuAktcEkHBMXLwWh+dQzErZ4oh4bZIHSXnxNI1RwSXcGbmL5nMvCPPNd46OIxa2RBQjcJwP7spCOS9R1yeldLPb3Z8eV93kgCHx8ZTxfKMLil0/PK+jP3ejjzziTET+ji2G3awWIC4jydVyWtZDM32BzNyY2CNnGAXpxBF02OotfWPybjAlN3MjTgDYHOc1VWLMI0URnWTfvIpWV8indPTv/up/m63N0Q+IjLMgSVpEoeL5BZpJM9UISi6RcRU+XdVztnVRLuy1qE0szkwu5s4gISSUgoOkbpoDNNNz1nXRnDWvZgYLb6OdjfkGFhWRcfCa0ViwzXtWgZI87e7s7rCSPeWdvkd06XntvxK1oE18z5X/iaaqZk6glCYzfPjwAeB1zTbw7e1tIxDh7R4xmVlKaXS3VEpQFCqpqzP7sNHZxsygtvq68WZmYg6PMjqTcuyBcRx7M2wjPdTpvu7uNeqcaEMXaS/Vnh6ORqtOMiuVJWNsz2zaSc5GtmPnZ8fbS7mfPbedX3IuOqSzYrQ4n7K289sd2n3i2lKHuyf6RNTVoe/fF0CoYhRpHfXVDG4KERl3e8cqyZgt67Lqwv6Yc3afIw+xH0BXU9dgcDkvp/mgtkq6i/FESA5xrhnBvGDiU9A6dycyIlnX1etYhfq7vaMXdTMe7FWei12Ac47eFkMfHak1e80KXPnlckLHzolIK0cvw9UZD9ogo3NO50XrFBftnB2R+khRxYAr4ddqe3Nvoczh+SYiTgKQwrX20wpoaI5Hh9k2BDVVTQXlPnC0SmdEZJqmYjxgHoYhlkcw+LZJmwXLzMj8dDoVh58ZcwJkt9udhuX0eHJ3s2yWnVxzFsH6KZLS06JPnPp9Ws/OiT5tuK0nb/+e602/hYmIqhBZHuHWn8nuBZi0OOQdcELkuTgXn2/dhq3z/YPOzYpVIfGenf9dYdvfpf2hse6lORMxe4sHYcDcULDzIZVDQ7PnbERKzETOOQJWi5/EXZECZjtEZYRr0AxRMG1ddVl1XTVn1QyCNZ9/H5JL1b1CRHYeXnseuevuZO7FUwMPw3xVAACgXVy+XhH6frnTd65l9OlGrgYhH6ekGcd5vb+/J+IsePnyZaTM7pb9fr8PcTOsiwDEPTLXo9tZs4hEVaKi97RJcw8EpSDiIpIkzcvsDe+snubup9PpIvr9goIUKr+lGffD0kFG9GFE1SDpZyHNZ2hiHpGx3SO+I3G5HM7aWzsPP+7lPO92fuUQHJPqVkFJzgP42zi0eIK20tpp5aWY6vpgwLP5ICmNI3y/QCdbdvv9zXqbH1d3ZxZg3WSLgievRFHFJTl0WU45591NjtRwYkEbO3eHwiXMMIIgjcWBoKroKlxFz1u24TbINaiNiIw2I0c7xzplvd2t98I0hXuTBty9y/FjZgWIqEHPNgtQ+9pmPMza66J8rjtuXSKSzuaPAlGh/XtRnTKR5A5y85wjQ89zLOxiW1LVZqlUVQIH42eTkB+Cf/fDEjy+3yMowSUVMA5IKamtS15DW2VehEemlGr8QckkpGzmaQgB43ss77+t1j+/sclgm3Qm2dcohHKZwbfNEpf1MsrFa1GnO5bPz9okGgXfVkjX/ktj522kkvmRwlhciKmHTauCK1eLctHH/MQ1bLHsYCeHY2VfRWggTkiDyC5NKQCS/M7yZMtItp/kbic7GHwGU7KVVkYW5iENw7Db7dIo7KAsbgmRDJdVDzY/6PzOTx/s9H7Oh5wyDQ41mCHX+dDzuaVSNthpg44Hug3im3SPAKUPQ3xIl22aFzGDgaoF3hGgYUzMiEhOYuVAiXd3l/MF2sbqigzVrygy5fnCYmZKMPjDfA8ACStO3z68/3D69sP7u8PjF1999dXnn38BfQE9Lofp7u5lFtFhmqaJxpFkIBEnsrQMw3A73d5Mg/lyfPxAJOM4WrxNcSQTTBhGrlARGRONZGRmYQkM/UMzVEHEPAyJCi1bT4cCpQI06FBmhjGsAK1VwxuLiNGmukmScRwDlAO1RkgbnKCJxRdchGsFaoHnmHD3AgmkiIkkSUVsLzY9AkBMp3kuE8ESjhNDIIyMFyJa/B3SYGaWC9MSSgMzJ17Wh34LeUXaaZS9zWBxjqah0h+DqbmpKtR2QyIi5l2igWhvejvdffbZuDzYX+vjo354p/4Q9cpJc85ZAnBAMxicpFYPznh4Q3knrmm3Z5lIeBymIe3mNaurUaaUMJk7qcJdR3oVmSnEsYSB1bNpzpZkJOKc18wYh4Gds+nEBdw0Z42qDNnyPJ9ilrkiyTR/MhOHkMYsw1AU1mVZh2FgTsMg1XEDZmEmuRnMbF4L9iPJ5ErZCgReXQkSfkCHJ5sjI61um7B/MIxAZE4XksdqRjyONzsAplDVZc2qNgwCYaKUaGIpcKEwnE5zAFSva/bFiWQYR2eaxnHR7O7sw7SbnHA8Hu/vH2V/GNI07Sb39eH0zg8yDNM4TCxSYv45YKNgno1U/Z5GSrwcDofTgmXdT+MdYZzX04vPXjzeP0w3t6fTQhPGaWJxqdlZ1XET/3ovzxnhaKk/Dlyk9RZmiG21A1iLbazdpzDUzvvwVARZAxmrGlV4dtijWJPAhDITs40L2EXYqSjUZlCE3aIAVDq5laQTTO7wjmAy4EqAeaPcWvxOGrb4YlNxdiruubDtSUSQxOL0ADZ1sCYvRmMrUi5d2N69PKX/31U7EzV6aeYZr+sfrV0Ejl0dL07QGJNNlEZZOjXRtghbwMbrLmRCr2Q3u6UaZ4tNfmeALJuqEgRMnhXCFhKzVUnfI5AbxKRu2XxZ8uFwenx8PNU2z/OyLHlVf+bV/vDW37isrUBKKsDQbXF+zHH19J3/4E6b5ePx8fXrfDgc3r1798UXX3711Vcv7l6t67rb3dzcAIBmSylH4r6qE9k8r8wnEKm6R0oMp4gAjlm1ilJCSFF7roXvqmrEJTW9irqUdKqO2N4G653O3SnfIIq6Oi0PZaO8KcmFJlcICgep3cJeQlFGzVPvW1O+m5bc8+k2BedKA/rP7WTtYmJxzu+vJ/TizBasICLan9lEYyrlUK1qjVHtA8Dti5dEZHmBa16OtlDgWHJKXIqWVuMQzBzLchKRrKvYxGIIuQqzugduOFRJEaVn3KEo3gEtmRCBeexDGonI4cxs1TvAoILg0dWQ7txMZ7bZsgC6iLB+nbSBasS6JxEX5KJ3Ql8Mcp/vHq23/F/MUVuulUuRuydKhV0VV72E9yX6n5hjDOM+w8DMHHJne5yqxspLKQE1D9ATEbjGxzXKqWvoAx7MMuJRTrmY3CPmLq+neZ6FEhG9ePHiq6++mo/vTqdsq6L6I9BxkfaOf3Oa+R9CqfrpDuNEePQK3twzWzI+V5vWhc7T8UnngulZ1fXn9nLrQ9+atS/6+IPf8ly+AfCxiIT/lC01q2AdOEKR4MPnyuaB4Q7U1H9gyysMKlDLesIMqqrM6iUTUbXU8nDFuqhjHoaBkrg7hAMAmmiQ7EjQ7BFBAbesuqidjsvj4/Hh/vH+/vH+/vHh4fD4cDweT+tqVqoa/jGbbWByNf+NSwW2YslgYtQIymZf+m5z2ZOtH9xDtVXn9XQ6ffjw4e3btx8+fDgcDp+9+uKzzz4zwzBMImIlXzaJ+Gqq2U0Rjlt1A1jV07jRuwZ9bGaDUM7FDh9F5YPZAxiGYRzHKICr1hyTyDkvy2I1oS5eMEgV1ZTQ9uLeWdqpprp5F7CGjv1TjX+mQrgpoA88ImPLSFbxqhvbC15+seEv+MSTJKZR8HaHwo34TJW/OKHdbQOhc6BxwVBeHej97sHRx2GK6trrLYgCK+NIpKB1dnKPITQzj6gxZCMGsOaZZx6GgdPASchF82zrIsMUKO0gyyuJF784Ua3dV5APo5IYLCuEowCl85aW3VBbg5M1At0kmDZixSbRZXW2McG5HMBd7dQ2jG3GQ76JJddPVnDcaRja52bVb+uHawh9e/oWm+lMBE7CEIDnefawsQlkSFIlV05n+fFc0ZDMNuzknHNUahnHUfnkTjkbkzENIqmh02zjZhkIxxaN43Q8HpDBnHa73W66MWVTG4ZBV1PVm5ubL7/+6re//KAGryl6HYneWmPndMXY+Sljsn8fpnMxNd/9qtbKRLRdZrH0tzOLolRHFVebqOvJmeYbUOJUtdC2SOodmmJw1qWwNFCH/PpHtrr/52G9T+7u0OKe2yDSgHMFNMak91aXQT9X2Q1uSjmVLWBOOqsPrtnzasS55DaY00qcSFMabICbkGXWqHVmQgZdsp6W/Pj4+P7dh3fx7+2HD+8fHh8P87yqVrPqH9wKTyh6eGHq9a3LNuZtUAqGAXHQiOA9iJzaj0xqW3NXH55+hec2ktkqIsRuhuPxUXU9nU7f3n77j/7hP15XBVizTdPkTkSzu3vyAjyCJWJxnaxsNhGEyFKCAt3MqGIwuKu7VgdnLIxQNTbwGWbO2cKp7+6lkOtTDLW53q3bYKhCABEFKqeIUFfOlZnXZY7hqPuWS7isRerkRu+eG+d+w390Is5O6GlT/+uTs9U4Ry8HFAGlSQ8tubb2artnIKSMAwmvp91guLk1IkkpHQ+JiPLCsOxFJDDmKEHmAJw163I6HSgNYEojgZI5gZMTnJiUDFpBkKFUs8VQa3gnIaN1XZEtxDsiWrTM4K7GZFz0tufQPYvlc1rs1YHST0eblKaQddEdRRiKG7ZVtM1FXRvtbr3rvfH1niu4VbZS8msSESk856zZnBDVTKNWuwOtOmpc4+7zPKc0Nj3HzIg4RN4lj6pq6kYqQ5IiFsEjxZQSSgfhrkA65WWec84KYqbEzEwjJprk5uHD8fDwQEQvX7z6hRkRjdMwm3bj1psf0B3fPvBHGdQPYOrft227O2ZnUSJSKYWhvZRbLFl5XgKbQt1+Ali1TXupCXy+JYnOMGvqTg+HVEOq2S4yAzVsR6AvMfF9OclzY/O3Hc+A5A0apXgZnYicHORu5DUrpAo1huLIKbyu8XUCRa6YuqnSkm1eNS1LzkPOsBXrqkAOOAmx7ESSJY3OrgALmcDgNucTc8qmp3k5zKeH+8PrN+/evQ2mfv/wcDydlryaF8AQed7T8Yl2jR3bM/U4odANClmmagNENdmdnAnabmT+qfl8jot89xYKj0hippxtWZYPHz4cDkc3ur198eWX77/+6keff/753d1Ld8+r7e52zOzGpuTCnISY3V2ziZNRJAc4PByRlEuRqIgDyu4Wie8UDjK3nLcq6VzLXwZLi1ghdLuaOvpbKTKw7b3K5LpQsp64VxYOos7SWzdqDWS8NJs/N9QXY97rEE9eiPMAiPKrBSXa/oUjTniAsxuZWaAt1WJS5O7FS9jpBCIDVQNPPCTwxziNiWQvScYhbCT34cxawvpeyp0xx9uzCLnrKZ/8QOY+GoZhTyywDBKWwn58VZIoblhGUgAVB0BsyVhdvVQxC6ZV5sXOy9s03b2f4l7hxrlFpI1hHyV3HTBxcUmTh+gqXUKbo7JkqlNIo7pa1CMgIELfQwpEpLj6xs7d3ZmmaYKz6WJm67qKRB4vmimiyqCl9lms49j1qGJNSkltMCWzlQimsHCkOHLOLQjULOW8mmFd9fH+tOqi5kQ+z4sppQTh3ThNy6hwFkkvX740MyIhIZj2Q3q9Pi8+fLL5Zm+N78+cVie0m9jvcHMHalXy6JVF+QNjltAiirEzUbKa61QkEX9iu3V3bs7f+Fy3Xn0QzhX963cplzwh8X/Xt/s70RIVzuZEjBIqW8luCUtq2wzuoEtDd1wVzMzNiYE16zzPKbG7T9MgfBqHI1hsopSRVwuUK0p5yKbTOChBYYa0qtkK6JLXw+n4cDjd3z++e/vw7t2Hb7998/7d/ePDcZnNrVHSP85stPkvGnn97NgiDpwAWKnFS5DCCyomaOS1fuQRT6uJz8rMz20jFjh8WdeIlGFOEWf2y1/9fL+7vb9/PDwe53n+6it7+eKzaXI/0DRNA0TZVT0ZMbHDc57dPQGeivbGUSvGrYakbZ7yZjkP/t2OU81pbib6xrztDOF1o9QybOgl3r1mhA2Hjt4UPqJSXTFcupWXUBMFwg5fxUrqLfDPqeaXY3vOh57kTP2Ffh760jTOq5mtWuO5DtHQr4J0VVIDJwKzALvbFzkveRmGYRjSRERLtnVdBYQcUL85liQ7gEBEMlM/zW4oCvgw3qiuECdLRDAnMDhKJ0BRHRZszaRsEHYzJxLh6GeAc+ac+8AIVLX4yVm+YMA9R7faesc2qlxVshk7yaBx9DNxENBa5azn917jE68vjxpOkeMcvMQIpD6kKSXPpq7mDlW1uqqWZVnXNTBfp2k/7XYppXlevXMGtZbS5F4CY82igIeF0FkjCcp75BzVETnxwEROposu8+Mw2M0oB6u1aobh1atXcDZCRIw+ucDagfprfesGiYk/qPUb4Ttfsn1sOnqNVnNTsICMUfNRmcJfS4DBqGnt/ctetwt3z3Vv2wIA+huW3xtZqIvnU8LQxbMqx3n+mj9w4P/Q1tKcgFqohgjNWcgcHN9MezsPWqnaAvUHdlMIEHByCmAFUzYfU1pXV6U5683NzTAMJEzkgT2ZxnEY52EY0jCM45JSQjJTnJb54fB4/3i8v3948+7t+3f3b9/cPz6Ggq7hJTKH6vcevqaaX1zZeGvofb3wG4QgtAsAhJbP4zAygm8apEWkzEfaGTv//k0EqiW9Vjhq35lZzpaPx6P763VdHx8f7+8fv/7665cvPptubm9ubm5ubmRZ1nnJeTcMAiCqEbq7mEVJ1EJ4BA6N6DNJEdLi5jnSCGPnxOComrsnGUNZCbofAV+N2lpXg6swAN5srV6ttdTRSlS1O/4GR98QTmAbNy+NcWaN3KT15wb/jNk/40d/7vLg6P3yiA8RTtijjsTxgEsQULEBdnQq0C9al8JuP+5ufBYzgHk/TMycVd39dPhgy0xEui7muV2oujoTSpmPqvJKIndxh7Az3NwIIgOEQNW/K8zMzsScAm1F1Yk5UCFKClZKjY01SzhqEfRrGioiVuMDGvGtglqzhZ7Z2FvCehmu+ojGMts4f3RSvF9m6LT8DYQIDJDCyQzOmpSEx3FS1VzN4nG+dzb8joMWhxF35YNVdRx2BHGTjIxm+Cnh6GZWKkRGv1SNPWUzM6jbmpd10TmpjWRKY5rUVldN087gIkPOeon9VZXm56zu28ltfJ4ctWehsLZRrR8+et52/sWHss3F2aO4trgbOXkD7XR3MkAKUyevNR9rivFGNModqeWRt/d1Otu27o6tkOuZtF09YJcupIv3/UGtV3N/oM34j9XC8elE7HDiKrM0igyjUtCw+O3wDHSAAVBAEAU7PQPzYo73xMd5XdXVSTONuyJKy8AppXFcZZRwXEUtwkymqsfT/OHh/v7w+PBwePP2/YcPH47H+XSc10XdQSCUPPLngQy+f3tGKWYHhLgwdXaAqeEVAojdDvfvk4z+g9dP9aGCGSkxAaq25lVoIPZ5nk+nb969ff/+/fuHh4cvv/zyi69+UjPOKQKOhilRyT8usyxgq3Q2CHfYDMdxDMIdob9NNW/xxqo6jfswLaKLfqrGxkK+m1mVqh5WB8Eb17dqXeRaYiHOWfPG0YvEX5KXqGD/hQZ/kbvYaW9PDf7GxenqSDun3ap97VWBC0oaYPvN0bA9V52Za2Tl9soX3AIUJSjJWLDmDGKRiQeiV3frGkqkcgG3QYahMPVVMzuLsJkafFlOadylYUnCRkQuyGzOQBRhY6sALOyOBM6qosRMq2erSANGLdh7GoYe+I/OIJWeGJA26b0tpx/VON5qmTThoAkBBcb43PiBuj6ts4t41y7mt/tA29qjsDQy4KtmZkkpkQip5hwOQScqeK7Nm76u67quzKkwe7c2IDnn/XRH4Tk0D8hEYkTmVM7aoGbcHeauNh91Xo6Lnhw527rMmTnlQcfxJvGQc16XY86LqqZBBhqWNffve72YL1ZjaCzWywHne8Pqwe/SfhiZasMPoLlvEEHHHAy+E8HNIWciXQkQqXnqRcKDdF8vhZgLYQ5luNBOq2wOzlWwBoKl1XX7zKteHL5wN+PSZP23rKEDSTWkcGtpebSZA4EqEjbMvK45APOIqwyZwNwR3nQwVkOel0Sc1dT8eJrH6d04jsMwyJBEiiMqTSlKgEdp4QxfluVwOn54uH/34eHh4eHxeFrX9fB4jKcAJWy1yuClxQjXgd6oDFVI4UJSzwtvtBe8aNqqU3tGtUSUui9o8h45E0fEQWTDep9Xs92t6+ZZbz/Sntu9Uf5YBO7I2UoiAXHUEGcikYEYD4/3f/mXP/2rv/qLf/Bn//jzzz//8Y9//PlXX97c7ngF8TSMo9o6yj4ozo3cJGZXBZHZBux14R8NU+R+vyeiqP283++bY7Ufz2ZcNbN5nnPOURwz5/zi1V0EFQMFJ/LCnLuuJb27SBJmIpJEGgGPmXH3yqV6SApk3yhgG0avOhzOyX3TydDxCXTc4kJHJCLmoR1pZonweopIA7+q2wrTsHN3rcZCd2JOzFDdsgkARH5gXjNYSNLt7Qt3X+fTaV2RppdffE1Eh8cPj+6LGszY4OzsyuxxqchAGNZ1fny8V9VpdzuMN9MoToNbBgLFhI/LHLBzIiKeADivFvRMkpmtJb1eOIm7Hw6H2JiI6qIdu/XOxEKdayYMFQGZEkb73W738PAAIFBUc86Hw4GIpmkKlNbD4cBdvZOAKKDOm2NmUWJ8utnHr7oEFA/HuNsaFe899labQVtzSsmZ1IxASUYiUjdVC7OkiDCngNKLtwu6REQ555wtXuzuborkt2XO9/f3JBymr9Npjn0xTbvHx0cipDQRYRiSWUA1ryEfiDDzgCU5VI/zw3E5nu5XzUxpGJZpzLc3d3/6Z3/6r//V//vf/4c/n24mt5OCAksDBfgqFmohP73hvVG8YWiBLMgbIHpNKUShYO5NmN1oUTWuFUmr7peN+DQ197pdEzR3uHteIAIRd2ODcXYVMKDzzIlSEiKQK7ygezYnS5i3KhNiK94uYg7WHhn5vuWjb96WsqECb6Nt+YDuNrVuPLsSVthO7okeV3N1Y38BGV63QP++jq2oaT15kyqeHrfv29oUNEZ0cfOKGVdMFM0lc8YXARDjqlavXUkoHPSRGYYAvfQ5q4KckE2XvKZ5SYOIiLozcxqKLBxBVUSuxDnn0zI/Hg4Px9PhcDgtc15bqWY/e6hzdR1+r0G5HN0m0lLVs/tzqFrdnaPsAAAvya0oRuEIOKKWjXFm5Pm+HfwhrXSYzHyBmrsqr8z8H3/677744ovHw/sfH3782ZdfvHr16tWrVynx42ku+ycEF/Wcs6nvhqnp3MGruFRh3wKaUE2szKxWuHLTIZqyxbXMRnPMB5VE5aZ9EYrmj4+vjVvA+/ubWc2kbEGMdIZK+/EhumDS1+f4U8p6Yw/okDfaE3veT+cNDfe0mJMIRK32RhuouElkkEfmvTmEiCSRTDKCLA/7u51ZmPZXZs+r5tUMzGDOEfcFuHlWW3NeJA/MKUsSJhgMyMsaBQxQUQRYTVk5a/ZAZjHjQu0AIiUH8bDlL1gFHkBJxd6M280SE0V9Wu4ZgJxzFC67Hig7z0ADNpq+LAs6EOIQDlQ1CceC5PP6ZiEZ9HJbyFBGUFTvhkfmGpExgGzGQNxD3cBE4HBo+QZsJ17VcR4SMwdsQKzLdV0Tj0QUkopqVtWsS4gj67o6NA2M6pQBQD5SmEx0PZ1Oj8cH5jQON0eZD4fD4/3h/v796XQkog+Pj/tJrpZr4bLXpLyc5vUkgP1pE3AffUS0/WsL/uyGfxgdozC5hyHd2d0lILqQS4kNQtjb2Jk6r6V7paWbET7+ktfZdPcG295dVY+cS/Dd6zjQIeRQG8xm2MMmTJRFfv1WFplZwY/qyX/T+DKfbhsKbP9im/h3/TJXzQAHCwI+OvBfnSTw/WjRrHCFc1bmuW7+QvJEhFMpMBxH56yhKMzrclqXdcmrZrOtWmXfnlmxH2sXChwRGZ1ZgVCJWuWRpRZTeSIXzLKiCBgF6Quhrdf2Pslg/pDWi34hfEeJCUDdWX0xz2RBT/H7b+b3H9784pd//cUXX/zp3/8H//Af/sMf/ehHwSC3ShRAqDuafRgSU1LVZYmcNGICM0Ust+YIgiz4vkSKzt7e+Jy1AtJdPlLoZ2icjzc2HOQYQHNUBzWXMze8m2nrbQHIiugarnjAtVrZ+Sa/tMNvy+Ccc7cP/fRdcO7m670O0m6tMXWbtQBSt/htxwbwHgAum7jA1UgGj52SBjNjkf3dKxFRJyKaTw/5dKSZ1pWIPYSMcm931XVZI0dLRIQEoCHEHl3NKvoNRa4dAWAYD8OgruwcvbVqrA7BVTpU/Ohqy6fvvSox18F6w5wOIJIbx3H0zh4Tave1E72NcxMH0bHnfjapuvajJ31UZr8gi8/byIoFqiRFGwJTBjWfCgQRloZRWK8tXop1XQfhlJKMwsxRui30bzeFGuDkyjDPmufTOCXYQm7CQ855Oc1xMivUlBEV3XU+HbPakBaA7z8cXn/zzddffJ4S3764fffhd5QGqtpGW7HdeikUoD+hiGN+xtS3FB4/Y+dOxeDds/PzPfI0GevO/y7mRrg7GaNuZXEyBpWaGajBrcWcfvZ6tVeVxYZZj7YdWW1snfHU6KpP247mhpWGMlIEUK15EcaMKn+7e0MCLmzeGsn1Uni01KZiXI7u305LRCDeJD7mKAnc3BXFzgMgUv+e41NGAMRR0tvcwcRwkBu5Z1UyC3WKmanCRAcV4s7cc1qzu6tZYMZpF/xWxa4Y56d1rE82Phduz3hwtzesj48jcyIuiQAl6ICIgGbQjxGwSABry7HfbM8x+O/L+M9O32TnkCxjbSmc3QutvN3f5JzvHw8fHt+8efv79+/ffrh/89VXP/on/+SfpJTG3cQswzCMRMxpHHdzPjVjcuOywcOC/gZhqs7vzaeIjo2hRhX1gc3bSNUxwTmxrk/J1MGuwQmdR82sRCaGCO8tt8eonMXPZrLRUzr6hRB2ffBqmoIsxWnUXkt1Ey5Dtitc30uVAWoCSPXBONw6FC1mAWK/WHBuYwELpwGw3TQyczYQUUrpxANIlGb4QggQqGq7smzG61qkZxolJemQhNppUWOOMjIbK3OJh42/NVwxqt82fikN9tXsYnwKYSWiLtKiF4a2MamrQlWjAlCdXGsJ/cPQ0HPLrJWVFhh2XYXseMS8LE3kKuvKXc3GNBGRQrOpubEaQFqSJLnwdCLhIbDjqJata0ajkGbazZk4pWS5HFnXVXU1M5DP81GEWJB1niiFaVdtWfM6z8eITdETzBSyDoPsxsFd7+/vVd/B07ffvp2P8zSll5/frvpwd3dzUTaJOqm0l6H7pU5VQb8sM10BkYveW6Rf9Dhu15ulXXvxoW8fJ2BNsTYzqpqxeymgFf0kIm/svKiFfWfalmzs3KuRnNzzhX27Ny2fjwBFRzbFtRpciVA2X7ln09EJBc+0/EPoTdXmX3pqVFNg/ga1uI+39voJ3WxtFLm+c4xC/bVgBdOlcWGLS3J3QiRyBRHzFTAYI5JFAYDMhUmXFc12itYHiuk0d4NbZCiievpbNgJKwdMfwNTbJY1hx3drjnM6X+BVhEdk88aYVEBDcHXq82WQI52rg3+09sSaaSu+WJyo4kwR0ZqPRHSzS+YE+Lv33z7++/u/GP4CsJ/85E9fffbF7e1dSgnOIp5ZDJ6zhiIqkqZpos2pRm25B3YmiqpRqGqvrm0kvmtAL8mFBnAW+q6qOa8AIiiPmanwzk5yd65h4+iViBok6f2wb1d1qnabnW0xnCvofT8vLsRGC4i6CL6e7vcvNciIJt+4W8EnL0pkhGswMwkTEzPn02wWsTclPksDRo3JFLucvVTJE5LE6bjMH9Tdcq6Kd3RVT/Mh56xqrtjtPA07FOVEiMh5s/lHEDebsZsBZc+ZKcL4vFH29rIXQ9ekmXjzADDoY9xSSj2GWrvVxez0MXctPL6fMhFhppA1LywlgXGEajZojygVaAikhQmvqmY2TXt3K6hQXtekcOLUYI+DcyTmlFIB/TOLok6tb2bZzNSyu6quDtdl/fDh/Wl+KAIBD4ATW9bleFqTfWa2DkQBN7Asp9ff/vbh/jSO0/2H46tXr969f317e/Pt6/zi1Yvf/u63Nyn61pYiyt9Oqz4jBm0bdJr6RTu3uj+hzp5//UOt7pU7elFr3ctgb0J+LXRd/qdVbm4vWAUV7x2v5wOC8oF6tfq6P5spun8prwg25a+3oDHqjtvZ8aqv11AyC8b5t8bUoxWre8/OiwZKVO2fT1x2GVtcmxN7BWix6vJxcyFttyHAldz9idd3D4xVC3kA9bSNY8Xnep/vYvS5ak9ItY2gN/P65bJ2oIxR0CKwkDlARlaFHuo+nFG9j7TnJNznLq2760LZPc/RJK9WEM9rFiFCYhKDq5nNmdflpz/96bqqZlc14SFPJjKYwRPGMUaBmFNKI4CcLZh3U9dao87X0MzsF8pZH/N8MSyNjhPVqm01cajdirmEJJbLQcHUUbTk72T86CWMi/Mu5uvjclj7lc4DC7irCN4/YpDk7tr0qjpcxcJMAKBuUqmsrllVwRJgpDIkSSMzm66cBh73U41sGIZh2e0f3+UwKTu0kU4yWpZlpXVZcl7NzHaTiwwAa+GUjAq/xzBnyjkzgSHsrBQ72Y1tHIfGs6PnwU2bH/1ifDTnxoz7kWx1AVrcZZy/rms/QdTiMzYvjLe0QFT/fR+RF+e3+Iw2HUXwEiYiQQCMMxUUBKoricJ/FDhvMBMuy9gK+DFzCZQrPfGNQoROiZTSOA1ABuWc58fD/Tevf2Nmd3d3d3d347gTHsYxPT7q+/fvXo032VcQCdk8zw+PH96/f/vwcBjSflnWz7949eb1m5d3+2zrfj81Rt5Y37WcekEVn2tUdaOmxBSlssvGvHhE96G/z+WzPsnvyQFz56hdeGY8ICJAC+qRefWpP7F5qQAZU4G4rZybapBg341YZnT2lO1mm2J2dv9yZi+4u3txZgb9iac0cBsOOMJmG/Tr7fCfrHU6eienbCvnSkzD1Zw11r3dtAlS8cmIOHAqIsayPEMcTs61ti3h7OaWHVXZdLqY17p6/wBJ6GLVts9FboiJ7M5sI1WGhgjnFVZjjdXbAk8Z2Ol5q/v3b0HmCiNv65IIOA+DDNI5jDD1ZVkD1ioNwzQNQ5pOp8P9/fvXw+54PD0+HG9ubm5u7l69eoUkfkNhC4VnppWI1kUj1IEgBGESYSEiN7ea39xpLdbModa1QqCzNd7P1UlBRLlygmaSLdxRPbavl2atVnedI2k2I6rFcy/Yc5Mbeo2w7NinFPT+zHb5hUzQBGA/T7vvOgb0+N4oP9cdRlsl4DpZZpYqNmF5tJW1bk5OzGlI4yQiNqZxN+Vl9eVghpxzlFYrAcCOxMjrOnsTxdLgDrD6QERs7ElQabs7bIUwuFZqiTXOzGtHIoObNndMe98L+abxYHdvrFFVIxmseb4bg2/D2I9e0+/NzjAKm0DQHAEtIq89tN/XViM0RRKRNckrYggowHGZtj6Lh8AEIEL8eF1FJOytZlYguapkllICeeSUBqtd1/lweDCz3W6c5+M8z7vdzTTuReh0On37y79gxnSbZLTff/vr3/7214+He5F0OD4cD/Nvf/vrx4f7xwMfj8dh8Gni8KO3xdZWaVvPT/Jd4NkaXRetY41nD7oQTNu81LG9VI4//ggAZMXh0zYBbbnA6OSSa0G89AvOleX3KvvamHrrZLuWLgYFxcVMhQHVJ3pfJ8Kr9TB4Pwib+zw6U1Gm2MndyAp7IzrP7fxbaWf10a8HhYi+69KogNt9c3dOIC7e68iRMQJR4dyFKXLDpjxLlAwudTFSvllXf6gh6FzKbouplZy6Pqf/2gvO/eX/iVoBQo7R2GwlVME0+p1GhOwgQhriRHbYPM/zaf38y69U9e3bt99++2a3//bVq8+/+uorZqYhjKYpApoivinnHOZ3PsfxCALXL2KvEdG9gtX7/DRvAckRGRfD2Lst24NUNaKKsbHnoqvztbLwyZE702xKf9pPF5u/5/19axylv9bdQ9fseVKcsCxLkQMaa2RC2IQJF3cmottx5Bw2ETItzCybC1W8WBkSE5J4Sjqup/f7eZ5Fhs6srUQ2jpNptuwRgG2WzRKRRzoZEN4kKhydwBkqHIFAjaObmXrBzAl+3LvA23hyxZCJD+4eLDzOzznP89xbwhuXRbWuN1HJqwP7ei6KhLHMXqjtJkGiZsC3r22HNoy/InMUYJxabYW4WoC2/MLIpAVCTrIwwjMnsi28o1UNlDSo5Zzzus7zPDtK0t20G6fdaGaHw0OEC4gIYP/23/7/xjHdfbZPk33z5re/+c1vsulnr7749tv379/dv3nzZkhpXY/wOYmLCOws+fb81Z5AXLhWtJ5Es2xHLlTbi2f9EVun3W6tSxp/8pLL3ernMjcRoeDJXL7IkzcMdkYNyHxbWmg2i0pR20YGcGaUDm2qeqMIRE2e+y7j8DfdNqt7xMQRR853+AVJNRSJguRHgPU4Ku5hUiECFWGy/RYEl9PiVFPCE9EGxx/+aSpI8kTUUCe33tXIA7gLRUSvO2rFnnDtS/SfqurmleKEnx5E7FRQ4OPUJiJ6ga63iD6OIsxF5m0vwkECzN1d4TBnhvM0DKZQc7LYMwZXN5UO8btxEIcnebpOXBS1xNXWsmeWumzZer0uR17tHee0EKNWTFtyZydx8Erkvr4h5d34cp6X9fTutNy/uX/97V/+u+HVT/70T//+P/gH/+Du7sVqnh+dd/Li5gVJRAmTenZfs4MJlPykJWN4MSOYsIgMZAOIllKXOHHiqEklIovPDmSYurJCIJGSymmEs2YmTA5GTnBmMPG3xX1rzsAoAzMIWOeZkzBD4VnVyUREWNhbuHixmsSGN4tpL2hf7q5q7jallkMRa+jMQmBmVjy2RWUZAkePQG6wkvBLgFDJUGoEMSB6tNLfKtQ2XR1kDnepXHBd15xXu7uTcYLqPM/kfjMOZjbPs5oJETgZuVISEQKQ8/h1vr15mXdv9N1bWtfBzfKyzEc9ZXHmJHA83r8/HA4vXn328sVnLO8ANhLCyNiRD24wp2EaXc3NjYgFYZFh5tUgIkmY4bbMmWpGIpF68x04LFas7sZWE30JmYCZ9/v9WltwfQDMPE3T6XQKJd4CeCAlVX14eIjY+FCXd7sdasq+G4XVQUSWZQlZYbfbhegQOetmpgp3MBNkioAAZ0HZxk6McRqWZVnzGt2QJJHmDh81C5zdB2EKS/Gy2DSRZXfL48jDMBCgqsuy+JhNYasCPKQXaie318O4pGG9e5V+/ctf/b0/+cd/+dNfDLhJ9tkXu//pw/p/fPfNu+n19OrVq+PxiCXfjONg9uXdjpbD27dvj4cics3u7jwIFwbSBW0AcORq/NpEKwCLhKcyAkVLolfEMImjBPv0NnPZVPPt4JXjKZ4QQxd3IALABK5WQ6q+PwNQqbqbTSADOYuJQBLJQCw2TZNRiWMliNf4kkSDtx7HDmnVDiN9yltEJLlnVxBtg1OEWnfm1JNCqqTxLGUWG1sIz31Qifgl4JC5RmZ7BG/VOAVVbbl17gEADHcMFNhK8J6kVzmhmHdQY8pa4vRljDxffWgTUfhjlWvi4PauqQosuG69iNSE6AuW8YNbL2q1vvkzbOz8wjowRUk7E1TbwSef1b42ORedkdZ7+beeWezwfn75Bd/8VLeJnj/njy8NX7aYMy0e6IC2o4o2Ye5qqutyOgJQn+XNz39+eP/hmy+//PrLL75+8dnnQ4rwHxURH0QQFT+MweSOIeBfQspyRk0y7uIEicTWHGqZJyMiSdxMHXVknhwIEx5AhXeilPcWYYgMwVAsKMhW9vMJE3rtxhnZ6nUddHbvbW3Um/T+cuAMYqWMcGe0bJQFlQ5e6KA9/aVqn2jXRipz77kIHbEXMtAFqd3e3u7GaZA0Sjref1iXo7omGTlq6HnZVW62nOZDepC91JFXt1WYRIh4LDaGCG8s9feImY2lddXMFNtrEksBYxGGU8kX5y0SEJ0Fvhbx24ztWlsbQ+vy3dvUNLM86n70cx9KCBDheu+vbVPWJqV3ncQYxiWB99dfFecU+0HYMcxkGAIgy93VGlQDZ4dXNCZmHofdzf5u1Q+PD4f97maeV3e/vbtZH+kXv/irdV1D5kgpHQ6H+/v7lNKyLPf39w8PD5GFf72AvSNT7chT+2UzRF2ttU+3J1VbujIDPKmLErWlftYZ4rBjl0QhZsRnwGtJkachCL9rh8+n7Nk+d8945vA2bp+4Q3nE5deaPhw9OmdAjDAVhb7mpShYz1T+aIlvfT76E3f83oviU+1isXr3FHuqG95JKe3ai/CKjsJuAIHbrYryf/l2hUagmECfJPc4N/Vs4YPlhp+WeNotn+fof9MsvWRNhpmleqBcVXVddFzNVdXWdSZXU7gsh0d6/+H39/ffzKc/+4n/fccXu+lmmHbClFgCh1YzLb4CkClb8bpRSinK865LC4+K2dMMQCEgiyrgQszCLBKgrjgrdU9RCo6qi8FLIoGZrWqW1UTGKaki26ru4EhGIlVve+liT14svMtldpXxHIS7XdtWSIAdXc+mV/szV7A8FBbCjRz3okPfpcZOeraXUsF87UWNth9DoxURHvayK+BrD2M63t+fWJjZstq6QiPhitx9WU54wMhTSqMIkemK1QQACwVGmwAgZlIXEVUQEVKBbKtPDwgGCoNwvJpEcoqZmTXV3Gp+Y+O43jLyq+zSgOGau73nrP1wbUb7RJu3nCis6NlMiKyyDieyZr23NbxIMbD9/cNaUBDoaun3EEHcXWrLpvFeU8XMaF1193EcidRzM9ZQSrv97mV+POXVv/rqJ7//3ZucF9X5cDr8/ptfxSPWdT0ej4fD4Xg8EtHpdHp8fAxO3ydNMG/FUZ9bcr28CCCw1Tr+FGd+jMw8Sffa124XfMzH1V3Y6vvFxCFWGDNJcmawFAbvcLpy6bZuf4Tp1GeFzn2ZNHHN4L9Lu46zQSEX1Uzc/QVKkmfrdIS+A6hxD5dPjzpoANz7et3oTK39JUoFaecaxu0T7Vkd/Zo5fXyMPiIzApd864IdxmlFU0sEnMdDtjXdogwJiFQ6andDAAvU23Ql0c4e2nhy4d9M3EjGhV5fH7qZcLkS9ob110s7Tfh5Ugz6YwlFz43zkwIZipWNnILawGqJ2Hk+LsuyGxdBRHiscIdjWT4Mw8B88/iw/vxnD2/f/f5HX//JZ198/cVXP57G/bS/GdLoBDMniBFsOZRkUyIipCTulN3yEkgyHJK5iIgMxMxUjKspDYkpYFzNTMrcFfNbtWoUHU6YhThjWde8mqck0zS5Z82ucAGB2R1mJnI547hSd/oT/Ly1n56PcOHq4OgHvOTIEhFzA71CxMGiIxB9Bxrp0QqbGgymPKYrf9deoRc0i97piRKPRHcvXyXm3TA+juPhIR0fHymb+xoONXfAcl5OesQ0YZpEGBSFdUiJVNUoXOtOQXEsPLgRb5lS9ZRLuOdERLNVAFphTiHNFNCVTvIIzXue53iLcMk3dztXALjGTVvKe8eWSuxhjBLVuK24VfuMKlH14xZOvqajX3D0yHpvkkTY/FHlpz5IM0LkWmR+16syFzFBquTGwjumaRxkN9397nf/nmn3+tvfvvn9QxrXm5ubh4eH3irgNQijAW010wV1Ku8VPfEnDzZ88sbLP96uBdz+SL9W/Sr47vpWBQaDqFJgjyKqlZ2TJHBkrXGRvrqn9Dv003oOlVj0s6XSOv/s/v3OhLhyrmef3n9t3MMDwYY49j8AVCKAwCqriLxwb/75alrub9l4eQuZ+k5t4+jXE/nU3+9428vWk9T6IOB8xVAvInVauFFXMK1DuaEOBKa5SeKK/tEdHYwtlHqOTpV0XnB07SLOUITcTb3g85qy5yzhaWPA95UZ/1it5Ec11MO6zFQ158WhIsTmzNnNAc/6fhhvyW2e6f7Dm3fvX3949/ru5Zdff/Un+5sXty8+v719MYxTSgWKP6qyWqmzZIngTqbr8XiEsxOCf2PalbS3AAEWSRxMnN09UgABELl5JhK3WO4U8RbMnFjIfLGTrrmYZxXuxIGSEC5DI6vnX47DU9wU57L5tio69n9BKa6PX6s17RwzC/B6PLUAvOqg3imvkVdNRI3nLcsSVnfUGDTvCpqthijEPk43iWWaJpEBTofDycGlOjCRIWzaaz6FAWBk8hBEco7YPXZUVJ+oCgcv01Ol1NIH30bA1UIEE6FgQlxjXNuqCI22gKd2ge69CHXu1yj28H6I2iYFtZjI2M5cjefhyKQAkRIpw66rWheq2YT+cAS0RLsI3wlTk1dXS5MPoks559PpBCAgq6P/x+NR1QEWSQCrKmFKcrObXgrbb379+5//7Jf/1X/1X98/vHn95neffTHdvr2dpqmp+DGb0ZkL+ZJKbL82iQFn9sht9Lo1+cNJ9PVKbsfRr94n7n+uR5IReY0bIREQQRJEmMVFiMR7dl4mBY6CYrKJcU/SzK6Tm5H1Pz2NvR6rMkUdP6q7J5zvzRnH/R38iqv2akU3sN81hD71Cvp1L58jRtftuXOKPWHTj8+WBHWPpxoAjPa9KuhOgdtWtnLfTeaLPncmza3IKS6gkRoBbRo1M/fBaO2mfn5+Mavi0gJ1ztTPX/Apm8QPbt/XeK8VOcGjtj2VtE9VVcvuJpKc1DTD4YbhRnV9PK0n5jHJxLQ83L95fHx89+23u5tXd7evdje3Q5rStNvvb6ZputnNRBTYA8M07XY3JKyq+5s7I2PiGDNJ5V/E+MCKUdTdyNwa8EiDmQAYBmevmdpFzVpdVQWkS9aAXGNxpxphwhE58knO3Zhov8Kpa/1U9p+lQ1zpBn+7T2dvL77D66f0t/WKrIdKry8cyajsJNZe2MC5hkoJTwSLlL6UkkgKf/b9/T0AOlXqb2YB+Te7UBKZ4cw8EKAcNvyByMHsRQYs+byUytXlFVD4scIJzMwyJO5S1G73u0jUUzUicoOZabZxYBExsnVdNZuyucHUJapkG9yq+OnkhrxqP1BGLgII5XVujwuOGKdFTkGvhRd914oXoG1e6yDqqIvPb88qG0crK6XiBNEAkQkw11Sw5A7HR1MaeBpSAOCz8DgOtw49ze9/8fPfnk7Lzc3Nsizj5Ps97/e7cRweHmxds2qOV4zCg9Gp6AWVUGUKzEzvrBQX/ey/XhOHT/r0npRH2xZoK7D99Dyd96oyUXQ+guMkEZGLUGPqJIRS57Mbcz/bFJ/odGc3rTFVpdu9PPTMhU/f8GJvfuRNnzu/3JyCPTVfAMw2DRYljWRj7bwRh8snBMRs/fp9dPTrntUe0/mR73jPT7eewzXZsKyYS/TCytS5hMl7x+l76RVAw5UD0Ap4oAQaUr9Yt9Z1qRvc6+iqs4uY2DvUz06o3L5evfLTQ/E3LVVWClEeRgQChPB4Wm+Px3x7SuNEgS9uTo6BOJubK3kexkEEWbOueshL1mWdH/EuEQ0istvf7Ha7l7cSug6zjPvdcnsapolIXrx4Qcw8jGkYUkosFA5KNjiZZSJembmCQbKZk5sWgxy2nM+cFYC5DzafTsfjEWZpz/M8iwgJE7MBrh7JSBe881qn8QvzdW8Z+pRHo63b/syemqCLsIvTmOi5kxubbBw9VMmLWLDgQ6fTqaX29awuOxIX4BR1gqRxd+tGX3yZT8fH0/FxWeY8LydbY3eYobi6sw/jJDKwJaPApTD25O7hUC+P4M0pHt+Dw63r6sQBDpdSctrKp6LmrKMmlYV2GxHp7d03w3hlsY2FWC3axudZ/gCy+cADmAyupmBKkpgFpqaWbbNXC4QRAQElOjoS8ACENNDS3L0a7XGeWVdS6pMEBB5XC7mZcZI6INvGNjPNbgbmQXgnPE/ji//JP/onzJwG/L2//9XDw8OLFy/2+31KKdwQvQ2g2SHaKF0s2n4crhfVxeK9IDgfp949/e9Xe8/OP8rhingUbuTYw8zMjIplbCIsiZipwI4+o3R+cjP2nSEivwq8+DhHf+6mXtXLXnBx9za9fn55mZEave7dTx13i7tGgEcEFDgQ2e3lnOIRuzKxuHfqLLAN16eSyRM6KnP5kn8zRoyL1VOHsQSwrbQC6C3g1QLvRhu7L69JvaZ1yc7LiR+VUi+Wb8cD6oo5P/lcDOg6eb4Qr/fb31ZzQkCIbGMDuGFecTweD6dTYkogUGYCMa0LMTNDoHQ6zERZ0iQyyJCSKPMCUvcFPIiklEQXk4CGH9J+nO5ubm/ubjmlYGaJEJDinnX21cz2u7vSDaLE7FIxw80jbI+K4ROVqmZVVc66rMfHw/H0KKBhkDBESxIGAV6qj3Wsrmfn6BTi+NybeRv17K895+Kb3GmqqLBWFDL5hkZMdVv2lPBSs+lv3ph38/5agSorLRRfImoVaS9e53TScUpCbOaeMxPLOO2Z3X087IbH8fj4cMCD5Ll0OLOqnk4nM7hh3DGYmS1nZw6o2gSyipsNhiMljNvLCDEJL8timk85hzc6pVFEhjE1Jp1LVVZufnQiipy0bXHWk+kcUqY3zreXrTu9SDkXEk+IUMGkmzDBzEnGFmzPNa6tOcsbY2guc2ZcMFQiCkiGICXrup5OJxKOGtDTNOVs7BxLI+es2UTYlHfTiz/7s3/E8ve+ef1rtfXv/cnX88/vX7x4cXNzM45jdDUsLq1ebS/ERIwCddPd1uqzm903Xe7ipOeuuYg7frI989BLzyNqVRli1LKORJzL6JYo9yDuJbcNpTJKw3b9NDvvunT2tV0Y7drvVk/9xG0vaMhHTr4+IZxXpd5zfHJ3uBmoIoi4l5zsKsmhAxDws1uVPl3wvE+0FO6qcHGKcKAWWx0Rd+uU6fMnnbfnXr7FPhRrGIpHmre6jZULAu6epuRVYOfOe21ZicjJ2bx/ollua7009igp5l0GFdVYgYYR0W6yCTQdxd8eQaUEU6xAd1dVJriZl2wNawoHXWWp9aziydY964mD1+3Ky3B9nwv5rMqwXMcBTsBuh/vHVej17id/Mu13S15Mbb+bsqWS4ApnFiQmOGCJzW1e85rSOO6m3W6Yxix8utl/PY7j7ma/3++n3T4NA8xhJjJwCylyF5HdMFKS+bRSTA+zFWIKGI7H0zRNZD7nTFxqsb969Wp5WH/581/87Gc/Oz4+vrx78eVnn4/j+Pr16z/7sz979erVeppP63JzdzvtdvM8H06nadqEvKbuABiGIUgkagjSxez0C9hrtFpbHu3M1OHY90S2GWnbVZXjnuKh4zgGY2bmYGxaC4kWGJmcw4neYrNbxBwR7Xa7CMmuhTvVzELpHNPkrvNRWfju9sY0P3x4d/fZF8Mw7Ha7YRjmeZZhkmHIyzKOYyRQRbw4EWEKR/hQ30UR9S4DaU1EVfMhp5RkHJJwztmWEgg5VMyWKOgyjqNqGb3oXiC15WwA398/Mh8Dv1Z1BkAkqr4sM5cgNW+ZXdEfs1ghqfaNxmHSbIsu7iQ8mGLWNSjGNE3jsDvJqUXh5ZzdSkQ9gHVdI3894um0KxYcQ7quK3NqWXANJyB6xSlxjYCL8w+Hw/DyhkjgofdTGpjAOefbm5fm8+l4WOb59vbFON1N0/Dqs7v37+dXn7349s14OD6wwN0JvtuPh8MBBJBFXhzIJJE7ovBrW4FWE/Aax+qYPaKM9fdqF6GCbS+0FX6x2nt5DN13SRRWzrgIMGZJSXhwlsAPiDzJCNHgYOrd3RjwDoX70vB5vUmDovVm0SbetTs0L0wjBfZMuc4n+XdjW9dNnqoFiqpB1kELNBthbjzeC5u3QiJEOKLay0Ab1Q63g/Uduxi669a6Wfzobeao13T+GGq6d4kTXm0Y2zw95cVpH5wCX5WIiIRLGZxmfn8yE4mapt5X7L688yYoPDNAF/S9+Sb6W+Gp8XlOsvnDR/IHts1cUTVLkEU1BMW66nE+7cbEMjjlrKZ5BEDswkwMoSiipWoLpzSkcZh8Gn2caLenaZLbm7thGKZpGsZpy991NjNXeERlAYiorkAWVF1roDJT0tUU9uLFq9e/++3d3Z0kfvv27U9+9ONhkH/1L/+Hf/7P/9nbt2/fvv52WZb9tHt192K32wnz/+p/+b/+r//n/7OvvvrKDqWW9ppzXtZxPJPY0OncPcdtf90uOXr/65UMfoZwjqs93x/vSO2ZUaq/Sd10m5HAO/tz3+FpmvrwqEbfkwzxOcK2FWTm4ARmGqaB6QZ+ezpxEs3riWV+XBMxsRiwrivRkYiGidbVRAYPaA6AQGQgRsSCUTOGS8kikVpflUtEU4jXFgZqq5X6uANq9WpOJ6IId0cNgtMKKxtsdZ7n3W53TaZDdGhT412LJ4asNk1Tkyp6F0b7ekG+qerozNwT8CKZ9drClXX6dMzuXo0zZGa6hssA5nldshUaWKByxtEjqT2089b/ZnJvDo6yNuq2bUvlekX1K/T7uvH83I7V5NeLm7dV+pH7VGyZ2pOoiy5h9gAzSkAcM+Cq5mHTKtDoAYZD5wBm3/VlOlJ/2cmLLfwcwYewl1+rIZ0JKLXXvkerhRWJgFImLhDYwgJRjaU1vrQL/GIATkZc6sHW6SiCFH00e7C1xBWT3Ks8UFid2Ue8wj+4dSRvO3RGYclqmISjMHUAzlxq0Rax1sEeQl2DFA2ZKKxnl/ZznNvMm5GtGWF6aaNdRdVTEpuNUEwLFKYM38TAjoD/bbbrzdnn/lGzEoPW7Awsqz0+nHbj/sXNHi7rvEQWspAQavViIicDkAbe30zTfjeO47Qbb29vdrvdbrwRkTQMlMSZHAxnI1g2NrBnNlNOKRG5WoJIaoOm2clzQHotx9Pnn385z8dvX387TcP792//x3/9L//ZP/tnv/zFT3POeVlcwczfDONunFJK/5f/6z+XxDc3/wvALWvmzMzTNAG1zuXVlFCXZdQOXu9/r0pYf3xz+kY6YJfsEPlCLbqqPbYI1xy2tQ3wwL1FBT7hqWl/Lzh6MIDmnm+LWQDLa/BIIsqrZTWkUeEuaRwHScOrdR2G4XQ6Oeh4jIeyrfOyrFuBExYzGxAZ7CAQczKzdVnCeB2DwNkplVI9gV9Q5Awv6WHtHVvkmnSVy/t4tN7CHOf3q9crlGxj/zFiq3lo+URkqrmGs2RT5FXciEiGBMAWB5PrNpt9QMCFKMAF+12K9tT1xCrHveAN0QKcjlyLg44cZMSec9SCJnMykGYnkmEYdzsP8IDIlGsxBO3mjak3jn6xmHum25ZrW0vP6ujPqS7nXy94+cUTn2Xq1PwX9UCxsbtIzDVYYhd4LcGljsLOzYKub2Pe+tV/PnsgUTne9a3/0L8FnpHJLm7Yb8DtZH96RJ+j9EEq411CSimDQu7uIK6/IRZad6dwt3f8/kr6+AhTb6+VemyVxtWINo8g8OxdvmNz70THWKadvaXvNVWJGFQyb+IIV+CtCDpqzB5AWPG7ODj0SRFNJiKKgKuNvHJNLfdq+ey3x5MTH5Ybd68Gp80I1vvknhmE7zeIz93nuaV0fX7pT3yOWARvxh+L1bUqPhyONzc3t7e3iVmxEqQ4Sqi8swiTyDiO+93tze2L/X4vQ5qm/X5/u9/dmHKgI4qGod4IlMCq2b3ULGfXDAJIPCzJBMAVS54XZyISIgAfPnwYBvmTP/mTX/3qF//b/93/5r/7T6SrMAAAvsFJREFU7/5vzMy8AEiJwU5mquvppCLyr/7V//D111++eHX3kx//6bjfmanDxnGM2OZrjm7nAeR+Lke24WrnN0yS/qCXHdoJoOdX9UvCq0TcOEo7ObTJi1krHLqrItoeYV3h8KZ0luSrbKtmkUGGAcBpmXNWEVFXJRnSMDCP+zsDIw3q2J8Kr3V31TV7BpBzvtnf0kCqSUAAael4eVOJAheAu4sXrlPEMtLg6ANgLGsXy+bVGtEDw6FkTtaysOcRhcy83++ZORwQ7cKmWytEpKh0quGhjEFzVTdTrnVWACYSIuXzaPb2LK+OD6uJZERkdhYw71HW2SyQaP28AdDM7pnhxJnYQU5sZARSNzeFOa0KZs8rCENKm0f/6Z18rnG25dosN7hiP9+lPfu0KyyXnvpdSw9X9z1neJXJhi2zBiU4s1x7FTftPDBTjdy9Fiq61NQvurR9Po9+vdjO11d9hKNfPLfwxeen6SONOChM1fq9GHqqms4ASvjpWSnCdgLFCe7eoWGePeLi68bRKz+/nKrG0f9YemcjcB5/uoq/bZmeiVRM1FVAb8HtVKJgGtuOD9sdmoW8PTPYeT+Xza3i/DR9b+dyl+kUF5mZ6ka1Ox39DxV9/iZa09GJinWUCPDktIJY3U6zPhyWu7s8TYNTGsKIS+rOIJaUxt2QUhp3u/3+dr+72003nIZBJuIbkn3EmCvIHGqe1EFmrmZuUMnkDCMXgzmT0WE9jOM0psEd66Jm65iSDENECf3o66//8i//4p/+03/6r/7H/1dK6XQ8SFoiEp8AKbPNMB+G6T/8h3//1VdfDMPwk7/3p3mNchov44V7S3jTz+Jrvzkoag10vLb92jh6z5/cvQG/P0kaLsh9PLf57FGXaEMo6y0BVHPQL2SFpsm1497lMZMZaXYQY8pmOVvOBpIkCaQGAg887kc4peTEvOJwOoYWGHr/spzm+ThNE2UxykQctRKzZWCDt+pxKtmRvfihCyRQABKIZI/4bSISgMxKbCMV7SyAgLCuuq7q7qGtNtu7iOx24263U31k9hAPzJo44Txs2naIBXH5OI6R5N0C32KUYNKPf1sMbeSbBBb3YU795FJVixo1LPu9DkWeDWSMlTizKCibuhnDB1WYuUM007q6qRAGoiNggLmru8bnkFXOF49Xc+uZhOTVPt+r9f0q/UEMCG182ufeknF9wrMqf7BzBjNCOye6MImRuaKgwRNKVE+UJiT3rWbXE0zs7CkUm8k/osxckvSPDc3Fr22Pf3+KfpadT1zMV5VhxVMsLMVxtOth0z/jQJ366nRHZeReYrbQjrRWyBYzgyMqYVs619NG5xGG371VN8CmrXvF/W9Mt924jWaJtCjj5MHg/YL3d/2pU9B+r+fU0PkL+Y6jcOT2ar1wWo+X+mAtzGrTw9AZEgOm/1rg/cHt2fX3zP2vZcxCwoKXe5EMjaJAJxESM8Ncsz48Ht/eP7z0F4mFJQicMjslHgYaxzGN4253M4x74T2wIx/Md5an9TRiSmCGMEgMyOaWV1ajsIlIqzRqYQ/Py5o4BbYoBlZVpkSQ29u9a/4X/+Jf/Df/zf/+X/w///u7m/2Lu9uH+w+7KfRFY0hiEWKAXM1df/mrn//bf/vi1eef3b26S8MEYBSedSNAfdu2aMdxiQjCftVwLhP0xOVCCXhusho1US2B682vfMEw+jtfdA91gUWge5wQ2VPNWrtjIQfDLK+hXxZbzDCywQggpWEchGVcjXDjMj0+htgzz/OynnRZ5lWXZfEUioMQACS4E7FWTtNsWsE4uSZ2w2FukXfIzJaLDhqdj5PXdY36vK3bOGNCJStsXdcIA+xj1poxoJ/BuG0zABBRXBitbc+UkmumLr49Oraua9QSbDdsJ6R0WRMFplQz2q0VlalGTfgtYCAmdlAGKbHBeFlWzVJEGWPNcGfhHfDhYn1+fDl5pVSNl19QmIu1x8/QjWfpUufluaYefSc/TtmqXg6i8JozM0siouZy2vro7gQhIni4NalGxjX+0O+yjTK3v1St7v1+bDSwvcsTVPS5yGKqgWfl+QFg8sNsrqF2lzcFGYErPem5ags78A4XNlh1Na0WZd/dnRCG+nh66YNf+dfTNkARf14cxNsFTfX8uIzzXPPqR6g33Th64fE4MzHFVdumavno/YrvA761R8k22lSoOsfVIN9TzOt+tmfXlVHOqeFIzbvmsf/pjGf856KdE12a42LH8MbU2cLmQ2IgJijs8TDzmw9M6eWLW+K5SL8J40hplGEQSYklucmaHSAbxgFjpgEmxiqCBBaJ1CNnuECDeLpnIiKSxFGsrAQJL8si4nD27I/L47quu93u//F//+//T//n/8Pbt29+/PWPfv/737559+1XX36xzN96mO+h5g6TYCyq+f79h5/9/K++/vMfvfri8x//+Mf72xuH9iSytZ4Q9GSRLmr9dYtQa03PC0oXref3T+6Lbb3lTfKjalRvXK3valzVu28ufPlcccjRYcSGJZdYVFUtUq0GIwCscICYhFOCMTOnYX3xaozKnpLo/f07tTUedDwec1J3MSPhgQo8gxmseZpTSgJW95xzhOvH2LYckJyz1p3UDNfNZWC1Jgp1LdznVKu0EdE8z/f39614a7s8wAdzgMN185vN5nWNfDB0AepUYwu8ZoK1AYxUOj9Pi7+gP+0vw+PtqGblNcsEgEQJFEvFic09gwzEJbMHiPDuvGJdHIQGVHfGts/N6T03ct5shL1Dp92hZ2nuz3h9n+dAHX32i/PPmfrZ6r6+T8fLAxsHkiLEvXidghR78SIzyCNagwihYbhtd+6f91zPqRpj+wH0M63sCd394xy6n5fy2s9IAPZMxNz52VZTjNy1ne8dt2mXORF1+WlUyc65Xs0eeO/nU7Pp6wBSna5SIxJ1oftTOvoPa/2dPESy83K2zzWqinbp99VPF7e4GKYnafGTR/qDdK6sczHy08UlFxwdQHOuf+yV/jZaie47F+XbS0QV2IfD4+3t7d3dnWNlZkqShIdB0iA1dpLNfF0jKtEZQhAzXuhxGIYRPgR8eyFDYmvLKhSGas3QMLZ1PR2PR5GBKa2n9f379w8PD//tf/vf/uyv//J4enT3X/zqF5+9fPnFl69+89vf7CdjhjC7+7oqbBUSZh7SmBIfj8df//qXP//5z1NKn7kx8+52d7FvvZpbGztvFsueo9C5At2O9zdpVOOC77bjPV3oj6Oz9DYu1W7ec/eW0tbSY+JuWuu0xp2bU0DcWYiYTdUsyhOwEbKqGohqNQyCwRW025WUhKzLcT4cDgdmTgmn08GGqEEplITZHX7hsGhD0VgLcMZRzCygZqgr1tJ2RGH5VaVuxvY2jNM0RUWyw+EgIq3QWfjUg8eH438TmNwjqS+g0Rvqe3B0IkoVerYFygRXjgy3ax5pVwExhVN2L2VmqNOXNTuUaWXP5KtjdjXNkoadrlx981DTZclAbgVgWv+j9ZEW1Mvl9bTWvSYqXXN0APpsPYJnW2PqT3ag0bdPUuzoKRGq4zzWarcXihjkDjIDeas/FqbaM/r9EUbe82xvH8573p//kbv1j2uLqntxpz8SE6wlsrbHtcMXvXX3ZmnuSVl8jkjw69dsXxMnJ1Kwwle4RMi+MMMoe0kKL0U+wsb2zAs2tbndOv6vgY9TPeIB8WOOlBhwGLkxRNwQ9WijXDRF/Sh3JxToEGI4OEheVlUPuDHtzOYszMyAk3mEVrprzkaO2EGqZr6HMSMRyInddfVsZmByuIHMYUxesY/cE4daCMnZVVUzSGWZM9SgxIpkGRmqYIC45Sn2W6uO/tXo0VNnoUMbLUJt22BdGiT3y6J+lvOlu16mTeb2KI3cTAILfEhvT48Pv1v+0Z/9REgGFzPxJTkNgl3ifT5aEve8+IrdnmUaHT7PD6IGWTGa7ErtcHc3m8dxZDDMVNfVcmYEDX/x4se/ff1bZnzx5fTh/Zt//+f/7s///N/95re/ePv2TdaTrifXeT/psrxWpVcvOC+VF4U4n2r6AUNd3db7929+9dc/fbFLd5PwmAw27ibP2YRlN2VVg+/3eydSkGaDOZkMxu4Ocw/gaSKPqh41gdOIARCopd3GDhcoUUGtriZuI4QLEGBHaH5qtgZv4HDvuvswSHiXiYQ783WYqZhZJAWGgrub2lILeOzGPRHN86yqzOLw5VQy1/n25bquqitAKTmbLutBl4VS2g9DosHVNUOVGPtXN3ev/cgyZZ7YeFw5zelwepNPB2E+ng6kuBmnRMu6PPqQ9jd3OsMtu5MQ50VXRKL2kMWZ4O5LDugYNlvX9Zimz0IVZuZlWQIzdRiGYKjTNAGIDO91XYdhUF+2Si2UJ9pzot3NFAi/WZVIWAYzW1Y9zY9C3CDig+snGVaDkCzLcjqcFuZpmvZpcPd8nI0n5oFJmBY3MhU4pTRN025dV7OVmZqp/3Ra1mqP7BuAeV1f7HYF+fVwiMUDYJRfMhFzIhfSO/KX7s5ix+Oj+4mG5XQ6UFqmRMd12e8nX0AZCTQyrTCl2WklNrA61M3gbp3NT2hoIoWTg6t9tiHJ1OCtIC0h6BXbqsEMpnBH2iW3kiEWIWlxuaZToSFxEy924ETtRoBtllrZmD2artni/OP02Cwxci6PIHJOxOxO6mTm5jBn87LpDKpUrdK8L/2p2W2AkZc4Mnclr2k7lB3woWRhbBI2JQC+anmTMkx1vFLzstkWY8Q+lCzQUtCDw64IaD7ja427RZLnhVxLNVWXqqAIlIHjvupKaFgGAMalk3H7NpE1rgKAVn+4u4N8KSz+TPpBXsuH1ObyrNX6ld+rXfDy+EDnjo32q9ck73rhhRu77CRCIF2QmYUTm4q7BpXRxxo2roSWiCM4PjSiImoFow1BqSwUctcoBEJbhEVob5sYWCRohyHDqox8bvfzitZ7Hl/IT+SSXBk+npN5O8XozNV6nnB6+cjv1brxR1jCzezx8XE3jBhHiMOcgbnMHau4SM5iLMOwjCmZmc/HhyFN7krkZsYk7sXdmFJgd0BEWsDat99+I0I3t7sPHz78m3/zb/71/+df/u53v5mXI6BquVP+3IzctQo0ravFzBtnRu7y+/fvf/e7393e3orIy0h2GhKE2bGaqXeFOgq9gUZqyVYf98zSc3Gk/+nCv9IW7blOszWizX5OFbM9+Bw6rJuGYvbkTHkXH9eUiTBKh4bqcC6Q+SQmvW2/iPZMHLYNHsgc5rvd7ubm5nRzsxwPyGteV3dfluXx8XFn1hVAi5eKAVeDMwmRresaRMrciChnM8vruvKwIbK1mmZWI9VxbtCOofAaZ87Mw2CRUD6f1n5A4i1ERNeCDtuGxd1bnZWmDnp1zIeh22vG4EZ5zayLoWvR+15tMy14tk19uAzayfE67LG0uLepOMCccl4ivMDMdNFhWPf7fXudC4O/m/dbu39utyy3wKMWVe6b7Xk7Xjg6g7QYtIm8xNHAETZvABWRtV7q5yWoAJyF1j6j6F6aMIkuun1JTt1hlh2pvT0XJ0+vjz5rXu3vSZfxT+VgCMrbAFYJxrbTCNuC3BgzXT7uabvvBYNHN1P9Vz8fsufH8LJ1++XsbudmjO22FZGmq48OZ3SO7Wtd/OO9qQLF2ZOKIwDoGU9Pna//BqSMoGDtAIWju7dyUBH+GWWaSSQBBlTXFHnNl2CRiDoQh6aCOx0rlAAzeDgviMFEkX0fcoK4WxejSF5iWyN+xsyxJa1FCk15d6cLHt5CNzsjSTcN6AM1zpg9hZ+m4hK0Sy44OoKpX8kJn27U5WWYQdXcV1V9eP+g+4kcPBHMyR3mOa1EIjwTDzyM6gbYMO0ArH4yX0Hq0HWdmVPYVfb7fc5slgE4gq84EWVFSskell/88uf/33/zr//jf/xztXUcB9XVoaq5roQzNqAXtgcv0c7zPB+Px9evXxPRMAzDMLhBiHc3exmSMcPVdXNak0fMtsPKTFxEm5fbn9tdt8dWhopur8YRuxDyenGvoz79OXEkOEGj7z0J6KWExk7ipxJ5JLJErTb24GVey7LFPd3CJMMiwiT1cUW7vXnxYj6eTo8Pyzwj52BaH+7vs+rt7S0PaZ5ns9BdoLYSTB1MVYs5Hx+rKGytsFifbx0xbtS1uoO2WLl1XZnnsK7TZuIucQMhZMzHUxu0fgr68fHq1F/XlQoCwfagCDYKz3pz8Me7mGVCER3czzaqEOVlUSImGkTmnHOA8Ef2BYfsE3mhJRq0sv8E8DLP45iZa2poxOJ5SSMM4lRBhFEXC6G4x2DmzJ3druPiVRUpf1kcKJlg7jAOHZ1CV3SKn7ZJq5FgpXAYOgRu8o0oETXGfb4PW/RxCBzndb/o3JPVbSK4u3lGQIiBC7AZQzcbYulhW13tldvNicj8bJ8GD0BxWm2OjK6fwNUGD4mqdLhLp3T3ZgzpWOxl+OqF+ILCKy9pSOPQ352pAxf9POMvVBkUAEpwd3hJ3qmDFxNadkBsuDNV/SNOlKp5n32ND/EOdSjL3+71yjIuR8okkxA7h7TLJbKrXh9DXXPbCqwcimgGYhaRYRARAZlUTEdSNbCtTuQGJRdUU0+AIbgRA8YOI4FbYIPAAAEFV3Izg3ohv5WERaB7kUwvZqvLx3hyGL0NS6cxo+IaUJMc6XIzxXxxGbMwPQDkffHZj7Stw0Cs1SDC7969y8stOcN8EFLQKpKYh2FwkjCBLsthWQ7TNHEahj2BEpasNjMnpkF4IBKWLfIIgBQkSCHhb16//uab3/30pz/92c//wjyP42CW1zxHJg+aBI0tmIOIYhraoAXnyKrrut7f35vZy5cvv/zyy4FlEF7XddxNuxe3oWdZVhcnMobEQDk5ocx4z6fr4DyPC32ll6MS6P5zt+e3nd805qbPtQt7EaCRjHZV+9t009aBEkLfVsj5hV4Gf2hOMdOyf1Iad7vdzc3th90+PT6qDO6+LssamG6jOPvp5OP+M6/pRhZuBmpIWImoWjnYpdb2jgc1th22n91uZzVlrg1RQ5WJv+u6qnqJHYNYqedWRqxpzA2lNawIAThzPB57C0eTscxyiJJNKW+JrOFer5p9nVls4AH9qhCRiKebpqmlDqKSMrMce79KITYMQ5CFJKPIonow5QhrAoW1oy2Smvy6Uc0tQ7JoqkLwbbNXIk1Om2WxENit82wKImOGmZt6UTiYIrCbqvYHoJSmdbgBBArMRyAyRanr2TURutoeG72qq0Dq4tzOouISJpTKCF6lisrDyhojd68k1DpyWFsnUpQPm3bTq+9nlk60N6+dbmf2+8jdudvpPVN/zpxGTzm/t1+vtPaLr621AJSLXl30u5LKUj7Y3Wt9dJB1I9EoqRUpod7le4MMPtsqp2/0q3zm+FBwY0iaMTEBKG74iHoOvqVBzWJDAk7MKUlK426XBiaiCIpx15yzkrDnkDYdCm8jbijgPl7QWJzZDZHSV+Vu16CS6gpV88LaS33SNhcfA246N5E1ea196P9Gdy4k0GeYehtWQmREPrsDt/F3L9EPzNuSPZ1MME/DaRLmMTnINWeUgo9GYEnLejjNj8M0JhlvfGLmlEamkVmGtB/HXZLp/v49ETEnrrjZ0feH44df/vKXf/3Xf/2rX/3qw4d30zSZ28PjQ2QNAVsQL6Jcd8dYnYi3gIzyXmoWUU7v379/9+7dzTDtxklV13WfxmHc79jNVMPqbQKhFM4KNQcZeaH1VPWJRpHxlJpeR+9MQcdT4WPxITTOypyUzjFkzCxCuppN+HrDtyPB1Zo2f3FycAatrQY0lNPMLGJqmAMVjijJNO53N/vbm7v1NJ9OJ6JSkX3N87KMTuTuMuVYJxRYIGpgmBUAO2b2OmVBuK2DhCuY8DUMLeSkwLf3htKKDbIt2H+4JHbTTY2kKyPcYhvbCISHPkCID4dD49lmFoOcUpqXxrMj6jiKCVCzBgHokGxAnfzdy1IhkbSvbZXmvDJL4f4oH+IfnImEOQmPTKOqr6sv62ld12wajMpdFQ6z89LPRKG4QowyKCT7anHlqnQyNaBMb7smMMsCrYXJjE3BjNU1fJaVaWpU2Kt+8SDCVHzh7rCiKDiIClMnAP4d1IVIt9pc16UV1PfyhdnB5Ux2eLjYnDnFyHBFkaMQwDerODUpn6oG1cvffbh/2yNX7Bzore7VttBz4vKXzu7TPlxEMnZUC0RnVIM6KrFpbdsoPq05BHhD6QJF0Zc42TbuADRvQntmKqYU2mQ/q6FY6tQmwAEHOX0k9s97RfziwwUP6y0PVRhqH0icASZnBoe9LTxVQOS+krMH5oiA4MwsTBwecREZhnEYx/3tvgW8qGYzW5bFkTzfB9PUAOIzChG+hHQ44IZW5S2EC4S93TW7q6oajHLOUFjLSYjowY8BL1Dbk3X6nWplcfeW1Vf+dug6VQUn6sX49qTG1GuROsYZgOBzlQk2S0m/LqfEqQJu78ZpTKK6mq6aD9FVs2HNsJmHeRim8WicUhqGPVNiHoSncdgPw/T4MIukcRyTjACWZTkcDvM8/+abv3rz5s2HDx+Ox6NjjQRoZvS7vVQb7KSXbadViIKozg0gzK0A3r9//5vf/OZumHbjGC81H3cionAyY96FlOqbKYWqgWQDYkO1Hl9jxrVl2svLuBLDL1qBW1eNfgb/pnO7cWPbZQNcWeqqnaP5tr2buB4pRZuhO2awZSebmUdMnxQXoxBjoP3u9u7lCzO7v78/6WPEAwYPJoKMQwsaJxJ0YBWlqCizkaeUBKG1cJM2uLYY3qhfHq9wpqbbEpr9WGctXjYEINWz2O1mzW5qurtH6Zo2d00gq7H0S1gCxnFMAwcbY+ZlWesMnmH8Edyd41+7YUhCZkpE6zqH6BV5AOu6VhkjaBYDxAXzjuDsFqSZljm/e/vh7fs3Hx7ez/NJdY31DK0OJmzb2wkUsZZlA9im9MaEcyFcFJJDXb1O1EJPTD3wTrwE1JKHFg6P2aSiKJE7PKD/osMGcnMnimC6grRNjcNdqwlmESmJSsnJ3eu7l44DqDYdELEhnF+xCQMDtXn4mczrkISkq+VWHeMAEMOxvX5jOUCjkb34239o3HrrFraV0G77xIVVh+45c72khPBVo6qjMNTynuf/ntXR0dGlCyqxPQtPcOPLyLjCUPxczSTgiWo5F29CT8xzHdSOSPVaBdorbZ1Wd7KIFaSygImqZ8sDkYq52J1ATIlZRCTYWhqGcdpN07SbbmNLZ1uLwwxizuvyABdzdYsxNbSifoXPUTWAEaCu5k6q6oGSpW6ruZNn9ZLJRVQFHXcCXyjoXbo8tVpyxVpCRBIe3TNkqO5q76u/n82eP8HU2c/44MdaTIhZe2vEuA4ywMnWooGlxEw8a8DAZRIGqTmpqkHA09HyOOwmWwhJlTQDnojS6bgQDWFmVNXTaX54eDgejw+nb47HIzMP40AsIGXh3W4MVrcR1tqsbvr2Xloiyj3Af6Kalqq+/vbbrDoqAPyYyN2H3SMAGYY0je5KlMjDwwID1RyRfkw6yniu/nYU/8zo3U64Gt5y3ygi511uzAWZ6ElD+9vu3+7cVMN2AjXlm9nMA4ZMa03SYJwEdvfq1y5x9RzqHQiSZJz2N3fu9PL+HsCyLGa85GwP9+755fByWU41fM9CsgXAnE0roQzVlwuobQtS81o8JhLVWscuBpYc67zomskhIqEakiMi9RolMtdsrpRvbm7a5eGwTylFhr1XXdtqLVcRSSJ5XVVXE6I0hVVN4TkKslEBlrDmmzN2ZlR64l6M4vPxlFICYZ0XAMycWJrkF482gEiIjIgr1C6t65pzNsPh8Pjw8Pj+3Tdv3755fHzMuljh0waytmIC6oS2ddUkcgcH63EniBBCeSMSDi09Vl5ndWeLmrlRrhbhkwMKCikxEY3FruBm4k6mDiN3ATIZOZMpFRtWhKaX9X1J7ENWKBSx3PCJFEcqxhLTnJ0iWccBYqFzWlc0zLJIYFZ1lDoy23n9to1neAFV3DZRU9zbaW2XxUHaao3iotvXTB0V9qCnDP39qfejXzHdj3Dx/hwrpVU2vl6Dq8o4UI1vJCKHRoxQ6sYhYo8YxW7BgHpB9OGL93mydeQm+nRmN+5/ja3aHu2+saei55qzg0olWTQgOKvxC3FDq0ukWDKZRFJK4zBMksYUITaaCBmsrES55pc7ggI220vrhruCQrIGEcHMNXxuZlk1mymgMIul1gY0yFMLKLyAO/YqSjZxsBiUohgl9Upzu4dT/alfNB1BLHyOUJi6fXem3uao2nOi5oQvObvPltc0YBoS+aD5dJofU2JHJiLmwaHw7GAQzDNIQOJuy5ofH07zSTXz+/f3mhHBzlStrKq6uyX34E/mrvMcymtQqPBvRPdqhm6VZInojKkDRKRuOs9EZGYfPnw4nU57x93dzYsXL0hkPByZeQdM08SO5vp1rsZHj8jts9YtBlx8/ggLPx/bjQQcj8dWaEREmu4Yum9TWL0Lfu7E3+1ZTfNuj6CilUbpGAAWYVnxU9w5yaBl4dY0z4IgxQ6CEZGkNI6TffbFl8uyHI+PquvpdJrzyozbu/2qBEwRmRy7w91UmViaZunuUTKpmcSDn7VulDoxHaFs75hSiiC1KtIVSaVWSCmUoXlG+su9JjucTqfrwQw9fpp2OS/LgnZwWeYQg1jQKptZzbOASTPh9rbcZVliEiM4P0rhAZimKeZN1VVzVHCmkjQMDy/Guuacj8fj8Xh8uH/38PDhdDosOYOaZFbQpsFn5IiqmuSViIfWQFRwMJ2dmYi0DAnXKtUh8ioRmXOU0aOaSFXWD+BEGDiYMUWemzG5RkAAkxV8SYDJYWRP6my1t92/AulK7pt+2ZknQUQF2BmIQhJckn6pWT0b0Cc8Qpgv5exyWz5bEkAxZzLzGUdv++iq53UoLlLw/eKciyNNEG+2oqduux3/JPe8aLUzcW1vxrs8seu5eckf4MLOI8pbPRaiRuLgZrsouT9PxO5ev8n2wI4koTISZgRUV8/UC4HIpqGRqzEzg4SZKlRWUXfiieZEZDSISFkQDuE0DtM07l68eBn05bjMpkrE07RLaSC/fXx8XJfsUJFIRD57SS6RGiV+ZJ0zAFO4WVSGcC2JniiyT2E6AapQY7u4BeDE69dgqDYIVejDWow/BcCxCNF1CrmRwfhfjFuHGYhW708Bdu196LR5PRqh9C6Or8xFWyjuIOFEDOHT6fTN69/vRh4GFrbj6Tjtp8HlcDwYfNhN45ics7BL0jQQAWa8jHw8Hg/Hxd3UdFmXddHwpofN2dnCnl0hQeAOkbriP+rUiWUbfF3dAx2JiOA+z3P4X7/c3/z6t78Zd9OP//RPwmVrZjKkkYlN3B1ZnGARAcUc1mAADYSErsBhztZ2DW2zGs5dyccma8Y4VwM4wk/cHOqn08lqaZCIAG98zt3jSI243AzCwfnardoODzs2C4jYOm9FGLpnW+ogccRtMQ1muq6LZTWDZ4Wk3e5mNx1vX9y9//BuuX+nqkloXo6//vWv7774ERGtq6h6kmG3H015nteb22lds7unaQgbCbkzc0oULu3IGYtdP47jw8MDKpeyrgBai2gLfVckRc/HcVdsbKvF5AJg5vfv3+/3+3Ec48IY0g8fPtze3jYZog+de//+vdVEx6BdMVlqq5bi6yCiNuzhs1JbiT3JyCzLovPpZGan2UNNN9PDcQ3hbF1XooiTUIIMQ4qitKfTiVki5HNZlpyXnNdlmd8/vP/w+HBaTyBzt3k+GnQYBrXVufi/AbdCDZxLnFPdpAxhkkQAFOYGd+ME4UjTQSQLwUEgZpAHlosLBnc3DTrsVMFZhYK2EIwKJzYhZ2BRdVudzFii9MwmcIeg5baJH8xnSsLFrmnZ2wFUDJCIOG2UzDb3buEvgjMlmGrE2WaYDFaKDdux8raiP3RUNLoaZHpzhAtVx0qLTvQSTLrJ935GPxsV7ZGR2pb3GlHb6pP35OtpstYl7PWndedT5EAWvlEgUDebTn8+EZJjc9j4lhDIgHq1rTjh2gPfv2Qb36fa0yS6cZSLd3Z1sHs2ZQMbshF7GaVyIROYwgsQ6iGoREELC7MwiwyJBxImsiGhxc26Ld2zAtkj1neLXaR63CNujo3dncygiMqI5oWdV1x9gKodk1DlbnQFN90jmJOakoFNWEznkRGtpqtZsGt4CQyJFdJ2TpDu8h7WnkQVdqa4JdoK6Uf+Iy3njJSGSBYSdoLaqpYlYODJnM1N1SgbGPzZF5+LDExQNWKNCg1poONxZk7jOFQKm91J5Mxrs1GHMkre1IhqtirA+/0YNSOEdWjIVl1T948PDw8P9/f3+w+3u90um+7chnEM66gQYaBa7A1+hZXduHJvVes5a9WBCl9/UvTuj7Qg7UZ3Ys+HFtvZ01qu+Wav29SO2kO6SpMLWmlmqmvkCrIUgQNVV0OXmLsRIEpmZpwss7Pdvng5L8e7u7vj4/u8nnLOWTM5xmUOszkCDSOkWtiyLAXuxj3kjMDyU81NHgrTdwzUNE3alY9r8ZLr7CXdQFXXlSwELVlPs6cUSXdjShSp52ah8jaJqs1FC76r3veqeGibXIeRBwXXtRAu8oj1cvcQ2FeUvmGzfG6Abi3brc2gCDFHFquiyCslFAMwhzIjJZIEFoDy4fAwz0e11d0AczJTqK1FNQjlh9quILfQuFCMdxUewNlLLG/liZHp2pRvIMLaS/4bwtUtTalF1BxKUnM0zN0lUiFMISNR9gxyhqmLInS6BljlDkijV1ex3yWwK2IDO7NH+ZmU1o5ybSSssdJGpYgKh6QmMtQzL7Zev4uxXf79lGPqDGyoIAfodm57EF1R0qIHdgf6vrl7jdlAmAive/5c217/skXa/Va2J3XnsVFdTd7Mx+TU4Ahqpzty0xOdJ7sSNuauQ96rhueG9xApjLJmKmlFRGQRX1NrxzYtqgyJg0FSIt55lJRkHCQVPEhKBNHB3f10Oqk6SJzQZK0w84fm3b8OGczUjRAgRwVbBqZwrfaKMiAgCkZLVINV6vhsOWgcRpBtv9XFkfqd0HEuK0TENCTMYFjgLTAzbl3MXDBq/ICd3UsoTQc//J2WtcFBVPL/RibSgFMfhhECiDtATCFGcfJ1nXPOzMmUTqd8Oi3LOpupaiYyYhYJD4WBIMJbKOH5h7oA+oPunqNuSNv35dciaoavoZMI3A/z4f3D+zfv3003+9vbWxZJKS3zvJzGFDHPwiQm4bp8KsIl5q5nnOdSLBpPavlaDajkYjDbNvGqzaPbnO25TSNv09QW+YWxvX1uGnwaRnfPJfIuE1GiLYDuTBAPy5M5AKbk4sRCBQlfx93N7d3LuxcvHx7enY4P83KwvBKjwsRGkKk4VnhChcThgs5bUFqJpsZKrYYBptq8w1dvo9feqFROS4jy4Y+P91GfZhimFkUYN2y1alCdEU02Qmc4LOPZ8gJQ7ChhYCci91KCxd2jIoC7azZnZpCzaAAsuicWdbh5zmu1NRLMXc1ShPhQ+PJyzhGM6yXOQx3Zsbqva348zQ+Ph/t5OapmcF3EhGyFZ8OhCMUttjO7R2oOGVUWXjPDmQtgXCE+EfDeR327u3MJPDcPedrLWf9/3v5tSZIkyQ4EDzOLqpl7RF6qujG47M7//8A+7L7twy7t0A5oBlgQQABmADS6q7qqsjIzLn4xU1VhPvvAIqJqFh5ZVY0GNIM8zc3NVFVERfh6+LB2ftaxSpUhrEkzJ1SJrYi5VtItgUR0Ytuj64dt3BMEzdy+QZgfdbR0G7oJG3QqtaYcVLVL1GaPtprr4XENW7z9coilvalij2r+uPXw1sEO3rrTbgelc78T777+5mkxPF7uR/NeZP/W1855lBscTuSNPN9rpEu/b2VP4bBpBgWC91OkvfbxaEX9ggUBwRsmUnv8PXrAfYFA0co1KV4FYipm4uq9SGYfv0CIApigqKgYVCcrc9HZiiZXTKI/VCuj1hBZAQUV1ICDuS8hEpF8k0qlgnBHBCKorgxhMCrDW6CJncC/q3MZRXb+xvyQZCllKHgRGf56p1vETTCDOkSVqjT+3byufxHeCFDFndqArAhEh+qjR1/u5v/+nf1PZlJMi4lp4uBULehaBCohYZOKmE2qk6rZ58+fp+k0TadweX6+fPr0vC6hMpVJ6xa1bux8LnmvXyjyMeT7O2nO+s1A70s9mIHU6OuWvNbtw9Pn6Y+/n+b5u++/f3h8rHVdL9drKXPLnpqoImEHhNx2zh4PbviX0l3b9rzqwEhj1KENNTYE2Z3sOLLHH8XE+MA4px9atB2HaYd+6m+KgKOVsNsHPeAxxpLal8201wRleQACncrj4+PDw8Pr6bRenyEk43ptFOumk0iNFiUqQysQsq5LqmqSiZ4eru3om3K0WlKpH0UtetYD1AFz60w1kjB4HLDuY6oz9ma9OkMOxDUttXHf/Ga0AmN6lu4erOikPdIxH41yDhhpDu9t3aUDdd09oC33f+xuKpE2VfV1XV+3el3W19fXp+eXD7XWVk5Eb66V7tCiOIaspMV8M5o+8HIhsK7MksIYiOTbgkhSeBwXQ9OLWaFK7fPQBquabIMmYgwJY60OY1GjhRTxWqJSKiiRwN9oRMW7o3lcYLuTFs2Dv9Xrd9q3BRTbb9JZv6TFOvsiGaulnUE6pP+4R8bs9/O/rc7vvjLm6G43tT1oB26APrw7A+JGwX1Nrn4lVMBWJLXH0vpd9dEC5P7iAJK6KZMeN1OoGejKbwgZFM1cAkUbfrGtJCVoX7njo/1yc8eO21nYvfy70ecHRkV/RIhLVK9WoRIRUrpRv9s5EMIoigR8ShlGZySsuZE1GDtkRhCtej17LyPXUc5sRA8URERlRGArpIaTgfzXAlpZDtJtZDNq7syQPkAMfigRWOk7sjXHbZPg5Us9pQAkIJCWV+tmBNmuu5O1U3pBFwFBMAIMib5C3rSzflGjKyUqo4ZLsBibLT8VoiUeRcTJ8EqBasl8cPpNqvr9999+9+2vf/7546ePL+v6EkERiMJbsd/9qv2LjjFZPJAZRMYgSZLLtn56+rx51VJ+/etfJzSavaG4mUkpkwhMB7swD51XeEiHv3mwO3/jY/FFdfitrrox9r92ibEp3I8xm/uzHa2BPEbCuJQyyKzuQqBkj/C0TjBCeJr54fBKZ4SHapnPp8fH98/n8/XVvCKq+3a1q83zbFbSQgbSyKyIBo8YuLZpmmw+peYDkHVlmRc/5rZzroZ2HGrY3VVazHwg5sglP5aOb8uC96DIMBQyFJ9/PfLBPZxO6LVwIhzAeLN2wuprWlEJdJgmqbXWuka0tMg0TSLJJlUjxj00M85r1mLYrre0Vct4bNt2WbfLti3VX6tf1vUChRbTDRm/F6UBIti2ozpHit2mg4XNlcIQaApS0zRNUMgICw/BBGQ2HWQP4B2PpqgozcERFTEVRVGNgJqwqNRQj7pRNqUAhsnmiPDaQUXMbmC5Dm+9xr5ZvqIa2GpJc7j7RhgtXkC2rDo04448+Og36uNGGd9eZteFh1/bDby1y46bS3qX3sN5uuf5xaDeVNh3t3G8ud4x4ua7dyfhrYP+xVkV9xYEyzDo2huyc3eMIw5R4q/d+teE4OCk6R/Yb/3Lb6TlpVShMiQEtQZRM1QrhLVivx2UIXSFCUJomW9SAnR3LyJQUBDu1cnq8BjrF1GbK9tMfgEoAQ+Qqc7BFnJP7IQiPKt/iHYnQ6OrtqWo3WoZWM3UFCMF02Pvbbwu3AtUDuu7pe6SNO8IGa3DMFJttXap1VtITT0islVAFnY39MefqT6zTH/zqjWoJkpRiIqapeLSUkivER5VvT5OD4Cq2Ok0ffutvn//3T/563/+L/75//wv/+X/dr2uLy8goYrOhd86HIiAdJG7tXSzJJoTL+3R3x0p68a0eK60CBSsdePl9ePnTz9/+vmbb77JVN71+gqglGJTUVVDSVTQwTzkcduMTCq7L9gszr6S74yAflc3DjcOfjwOahu9x9rx86nq4qDh7j5w5xmkxMkctlquP7p759y9gRl3pY6+TgAIA978RRURNZun8+Pj4+Pj4+vTdHn1rS4s83V5tRcrZVIpalAVU3G6NcNYb/0J3t28uy/LMmIM6R3mJ2utkvRMwfwX1eu6rbqYaEDco/qG6HAHj2E/DdV+VBvDoNmfjke4R3WvKwAEixpUIKYQFWY5JsHWyMCajTLSBMM82hdbb98uIkFjONDeIVxVIzaPrdbrVq8eC6SKBrF5XGqtGe0nnXBKi/ZRgR5752GpSGJ0IBChUqXFEgLJVqTUXsyZc3LYIzIcU6V077z/7GujkBKwhvo30WToUAqcWsVdS/GtgKZSQ66Tu4MesR2mJZfWUDCpffcnMpbr2OA5sB5sP75PgKKaMVkesEe5dMfyP260Wxt6jP0+6o63jnaHb2l0VVWx4xfHcO5y6gfV25HGbBQnfU54/6/XMR1PfrzKnS5vf23wrGHQ6HiU+dXy5jgZh053X4z/OPJfNkxwWFVHeSQyeMvBBjzp1nqNpGojweobwyPgVYsJD6JqRxJNJJVQBEIjghGsPiCLjKhet3WU6qqIpFJXBtERcFBG/ifsxWmM3r+o+7ySiBLNarRGvtj2TNIaT2M9jCkD0AmUWpOiPjN3U3zkVOlZif78+ivtSxymnUiIpCpBjSA1+bwadEhQRkr4az19j0eQlhGvLPM3ilJtciIirEgpBWrZzwsimUEkeTqdwWlda6315eXler2u6xqdTSgIUZiBPryZo1UX/dEcl+++to4leV/GNND3gCfngimAy+Xy888/v3t4UJF5ntdlEbFymssyNXx4qJQ3vQegZ4jbFY+Yc7vRHOyx5fGZfvM3+lt7p5ajVnjz828i8nAglbuzHnoIGm9e9/A+864h2uG9DEoDfbIRTdk8nR7OGXt/ebbcTcuygDrPD1M5FZQICYFNc8d/YQwtnWXJlioHjvfobVXZS8iG3pXbdLj3jkGlzH3sHP49ehJdDuj0O5k45i1nYFkWpoXez79tGxADsZi3mu+TtKn4tjHCpknNota6rnQ/n8+aQPqeRGiaVaYxUgDTbMlFE1yDa8QGqRB3X67Ly/PLp5eXp4hw30hGgpRu0KCAdiHRI9Gt0x9yX0KgopqVPqpKTVvZG2ffARaOG/F7szCwFx+FaDLPhcJEUYqAipAI6ITJ6S66ilhYDd8EsIiQKkgOT6YH0uOG1OOzkB6+VlUw5+8+hvSlwU7ybqPfy9O3jiFYjmM/rs+7N3Grzm7u6F6I322r+2/tu/Ir9/ZWHj2X904I/eWLO6WOkbjtqkHuMrBy06nlPgz+5sE7k+FPRhu+Wo60r2McIorkGHYrGA+SIaV5w3rU6AAoLpykwUQdwYjc/wHAQO/wV+7xzHH/mkHqcR9Zl8kIUtrbIRL5+aa8VYdGRzNElCKaWKuB7OhYd+6hFhmpthhm8tcnLtLyuLFgodamywBoQ88BsOzBEBEUuotI5GcY7Ubd/ReC7ftlRcSSBq6UudjEooTU5luUYqVM06SxeqLDXFSslNnM3Ncff/zxb/7Lb0znda3Pz6/blpVpiIAI5hnLZeyKBN22dggiN6FsAPwzV+StmbyuNQNlr9fLTz/9dJqm03R+//79w8NDVI+tZq9sjbBkqtHd4jxu4yPYrdmazTZvr49qxnp1Jb7YDtH7ag+VNrTOl6OQAxrueIzzjONOKmUl3VF+obtBd/uUGLXa6Bo9IoLhSXMyTdP5YT6fz1lGv9G3zUHNZLmoi5Aip4fS86m7jbJtW6hkWRcPYMDjjOVsDNo4OUDbUn+nvkz6OWkRhX0IQ5uO6SWpquu6Snfcj4lzX1bVZinmn2pdSWtovSnNVusIeS/goApINH5OVxagS2eV3nqjW5iJsNY1DYKtamOXUyc2yKZKYlu35eXl6ePHn19eXvJ+SA455I5sqia9L8SYty4eFRlDv2GzSPdRbmisuh69W1136nysq36BABRKUTExgY1oH01QkxnCRFlOJ3ei6XEXafVRxzjN4Wix/a7URcFf1hfHm+8rNjFUO8/5zTq/iUW9rWuGyXs/Ibdv8jZs3DZakL3Y4RhpH27S3Wb8hXG1/w2LcyjnLz92c0tfVaBvfrEUqkBAUAhSXRCEMJza/SQJ9kJqgTU+/VwSdwvljSt1HONNWCUlY7CFHxKnKhARLxBhsKaPqoHMvtJdtFTbRtROAIZs5arKIphshkJKlKLTXKZpKpNSVCK7sUVmXgtwMqmm1+oMV4VoYso2hLAGXMNTPAqoG19zI8EAQSgoDsE0taqSZGtiB3FP2PsZS2e90NbBwo7z0qaDS5+XtoRydJFtjeEiN0+9ZozbMGjy6CBr8ipFxOZMXdMe8cvcpNUIEBARUGuVcRnyHzQrDszzPE0TGab49v37qci6vnpdHt49zqcTyeVlJeV8/uY8n5ftZzOtvlw/X1+el7rFtvnT5fO2IgJC+AYRKSoA1itdlj5yIIlOpK/dFBPdH7GM2tUGo/VO6q8NNEGSWTDUuvMBAVoRQMP19WX7I57ePf71P/+n83q1l6dQxey4XK8btzNWKQ+YphLn3O5i/TyByhiskz1d0WLLIUiTMSKooqoU8V5WmiKn7y6KyHlq8z+gdjnY/pTjKPIAUGBTUXJd11pbRjkZWk7zCd3pnOc5yOtyfXx3ymA0W9ZUeorUUvmVUlSLuwcdwFQpTgaqS4SQIjoXO1G35+XDsmzlfJ6//fbzb64/L0/TN+X09Kx02a7rp7hwk3ffnR6+nWfh+iJaIOKbb9tWUSXEab9+9y9iq9u2aVQzK4JaayyXMs8lclahoeqac7rFSURAD+e2bcRqpqWU9fmSiHiGpAoxm8zMO6tXK5krsm31cl1KKemI963UpLxyBoUUd681SNZkmFROE+Z5LmU2KUWndV2r++M7mJ7rFtfLKuLgPNm8OV9fy+l0sqk417XGstKKwKbtA+aTqJrES62f3a9i15D1r/76eyDW6su1Xl7986en56ft8qJQCSRqPSG6JkBR1JoSr62zthYkl1MEXYSKMIUArDhNagLxzJwXclKouGnZdjNQM24sqq2ni0jj40wzMCLcH1U1K4KlAMKQClQAbFSHVmjiUywSqzxMy7pUuTgssBAr6iZeYdmVPAipnZ6LoqGclSat6ZYbt9CqwvlBajaupAomkan5HtvSAkpNs6jAWoc2ktE6yQ0/Jw7MNkGQAaZ0OucIMy8JQW4LrGbZYYgg6bHRwSjJO6Xa4GYRImJAkox0Q192kqsiyZieeK8YtCHBgl5zjAaNIABTY1ZykRmATm0Q6+AElLF1AXjcIGR3O7W69MwLkHT8TmKeSmI9Dz764fhzjI7/9uNoBwzDM525uxhGYPQrvPdvsq7M3VUdpGVDJfdaN6hkJ9Q7KFMnQWxPR4LRlEOgxZAB6KE9QGruptdTxao2kKrIbll/7fiF+TxOAkmMHnRyqNHEHnS2HsJKPYC25dUbxycUjr09LDhpt7oCQWSQTvdz9inJBWunUyM1myZ7fHx89+6dKUU8ioig1joiDet23epCLKeTns+nYpZ6lGStmTe5y4v/4y+q8RAPJ9d1XRU+aXH36/X69PTp/eO77777hqSv2yruMJutrgWg6LTfYTK0UFTEO5Ssn7zt2Fr3omp0U33Pst9mc93dW3Wb614D1n49up7Ri6/Ym4UfdkQkOByAmWXLkDy5iFyvVxx9r2g38/j4fvgu4wDgvEdUkIyo1+vrtm2lFInt6ekpKdIiqqjUxdd1WTdaOZ0fvomI6/U6n1QMNjXQu4QxGBIHw0WzStvdGQM3sMfn2ywxHfHIvLK7D7Y4M+uqB+zhBLFsAUdEbWAWD9bsLDZ4oppeV8XmW2IT3N3DAQhhoh6VWxCRKzvoRHhkiN29MqgiFIyk27YsIVVJh0SZEty3nN7Nor5uz6+XD9DLr757/J/+xT///lfvfvjh9wD0ul4vz6+v10+fnp6fXtfVB7S4u3dHiPwhnvcXb4S01vdaxwQ05x5ktzK9kcy2WOM9vCuL4UAgQ0qCxvyhIg3iXoLhKBPKhnAyWiyTjU07+m1019kjzBK8mrptxFG6ASytGFhkWLroO/oYBntTgBzfPMzkzTT+SbezxQ8OBSb7/BDouEN0BqzDRfufDuJi3Jjc/souF8bGHHd1fOd4z2PbjjePkgEARXRntg9AdiAfb+TXf/dj3BRvo51xSxCbhxNmbRHwNkUU0Bpe3EWqmCXsVte1zDNFVFjDk7lLkra0Xz1buzDYrLyc52iUaoxcg7vOzroXmCRupJTCQcvcHTPySyTgzZN7Yx5w6PQsibuW7mTkCss93+Yn/cK22vJzaYKi7wdqWET0HVXN1UXEvWGLALSJFKDRd2b8ygRyPp/NMrSgUzmVUsCGSXavXhdVtVJEsPpWa53maAnRXu+bT1JFyaAmCPYwFX9eEOmNebrdMPt8yli37Y3LWpWVM7Zt+/z584cPHx7P7/7qr36VszVxOulUL8trOIDvfz2n84dEq6H104xaQzrtVK7B1nCh+z+3Kvm4LNGVdPSWa+OepcO8k/P8qHRHHA8dT6eHPmMp0VR1nudt2y6XSzMLEGM9MJKqc69Wz/sa+WYRqdV7/6x2n54hKcQ8Te/fPVwv8fLy4u6Pj4/Xy1MO4fn5mbiazu/e/1rLVl0gxSYRLR0UCoAMbJv31tSZldCUyXVrk6AGMrHiafQsTYhHwAPu4ZDMIHiBBSBMglJUEbHzzp3Xe7G4eyX3AvfooHoT2+rTMIwaFkGn7FEXWyyrTNPUuAW5eayvL8niB0JVi0iAko1LqkeHEYeoM6qHr/ZpuV5qvb777vzP/8X//D/90+/LJMtyASBiDF1e64cfP/30x4+vz1eERM8u4bB0xvLgIco6BGT7VXvN99d2SK4uOXwnLyCN6NCbcGLbn6IiEtWPkqonSTV7oEmLXFmr1yml+JrPKrzprLznbauEZsnaQXmFO7W6m6iVHkEygE4aQLGgihZ0ItDMx5MEGrF5327oYmTXZ23NteMI/WsZLoGlG3snfu90au6sO40+NuA+w93iEpGhmKUjGdt3/V4NA6lW3kilYThUXaqQY5gAcEQ+tfNrJ/4ewtasd6QUHOrRb4b6P+DICRg6YL/pL2R+i3Y2J+YG9AEgTDosRYRUrVvZxK5zPQMi5pvTnRHhsXls9ETVCrKQNNAoADPIXdES662PrDai5t6EXTInpzQzys1nvrbZ/oRGl7Q905pIiQ9KdIx0jO7C7QxyvzpFspFSs20zk7YvoFnVWVW1MiIC4uioR47bk1b9KoiAtu52WJbl+YnAuiwXlSC8AQDVVNUgWSusqtu21W29XLYECT8+6roEiegI1bvZuHu4f95xI85ycm7noYe6onkn12X59OnD5+++/+tfX3788cdvvvmG+PYbfSfz5Ftsy+tat4eHb06nUD01okoPKiWrfVrVz775cy8dPZuxP8cyHro8b3L4rJEkuP3Dx3k4/jqi8cdkcH4gaW6Ptdqn02m326Gw8eFRhK1dsLayq3CPbHIFpO7zWiPCVMX0fD6/vvz0+fPnWus8z68v8Fpr+Fq35Xqd5k/fff9S5gei1AgZXMgUpWYHsLpFQuIBTR62dPW8sWYyCafJzA3FslYrKTqre/XYRIQ1jVcSLrAMqEYEQ+YSddtSNzNKYhKj0lkxTZLcdtUjUEq6TpWN1rp1s4W4aJBctzUiqk+ij6UUohL1cqntyUJVE9BuAfQupYEkj2TSIPK1/o2qvvvV4z/7Z3/1f/2//Orx8fHDhw8//PDD9bKRcnnanj6+fvzp8+efX3zluTy88NNBnetYAIetcbMwQiDKxuiQAkAlqeTQVF2TQiGhUuRQ18Amr0REpHTIpYAI7Rqrm6mtXycDkjUMUBGomIiJGKgyhdlkNSgoHlNMSUJLUqRjh0N686fdohURLVR3ZWpsUlXEU5SaaDokX4Fi32y0u80CJLBQsZe0o1f/7uRKLRabSTQcAqrZ4pLQFPCNXb9dTyT5uZK5IWsEu9lBREifZt2DDUDLK3Wf/W6b4z5A9oby7RbMgN3kx/rWxh66UFHLvvIqQU87fce6H2fqf5he//IYXHK3MYvMlNz4OunCRmSGzHeNvm1Q8ezd5Fq32MIjYtt8XZZaa4oSCVFqMMIxqGP2yu9W6I0DzHyP3mQmYzQCSDW63+wXr3mIJt0d3VtKwZeQ1CzMUhKi2gM7eWkOH5G82QFj52oDx7QF4S7mqqpuZKWrYnUHuAFo2DNPCzlCRF5eXs7nWWV2xevrxbdLMRCbwMukU0mCTEa4aJQp6zV1qNv0nECuy/LGaP/xDukGsx7AXynOrMDEoFi3K8iX68tat0+fPgl9LjqbTlMpJioy0V5eXiIrkQqZasNJjdZMLLy3kmzPCd0MvbufVC1HBHs+8e3a6qTReWaypffLywsOxDXjhIMOPW7bkvYWXvuR2r16JckAWfu9aPo33UVu/PMMgWFzigQ0cZQMz9Iu93VlrPDrD7//w4ef/rhcLzzb9Xr1ZXUnqNXr8/Prh8+fTg/vH999l7hLd5ewaJqllFK4pIusjM5HLQQ0wkdtCMk0Wtx9W5dwUwURXrM0vLOuioSYqgPKQDgjoq5buEeGPXyKXPcQrzVEMrycnQM9mB05SUZ4rWtaV0BkYXpEXdc1opaiIqekZd3WrjYkRLIlwUYV982KQt19q76QroZSis1Pv/71r3/1q3fzvP3x59/KBzOdv//+1797/XF9rZ8/v3z6+eXp4+Xycq3Vi80tm3uoJcOtd34044CWVxeV5sR2F41ZSt7lZIb00HtJoOM9mxpQmZMkp2U0GsdOND1xLGtWZr8MT/623W1VLarARCUm15GizlRVC226wKPnSsJr1C1EqmUBRFGVtCapMEpKeyWUvWpz+MT3nlvssY2biYLdFHnLAavUofKqxxTqTWDsqPLkUDUqgzVSCgnLQqYUOK0qTYa+aIKBfe8dzg802s5U5+iPdSgDP8jwP+dINBhaSsIzcKAiACupPPjox6h701L/PY8x3jHR+TrB3CK9pxNwJKFli8lnqRgBSdMf2GpEKUXEoJeIeJ1etRQR3bymONu27bqtdVl93ZhcERCE0DXcm33aaNdERNGCVRj/0JyMgznYNJkOBNW9UdbfOUZvbg4dhpQcvpf18ZGGISRz9pJRscMJ99yPdpWuh/IqkoVwp3qJSnexlarqWyx0CdATB5K6SwXYrlcRzpOxSATdRYVlmhjJzlFUpcZWfY3mg+o8l3k+zZOqbHV7vV7r4Ons6bSjHXq3DMaY/8yFk0eL5OdGS6715pdApqkUMwnZuJWo1+v148efBTGZnE7TVLSYnqw8PJx0nkjQo8GsRMxKirkW7xJpHe1GywMP3FrfTX9nKxRvnR46IklXXwYsx0RLKaf5dDqdnj8/adYg6fDYQFIz9eJBD8lvZv/TIILVN3pI63KuCKaoGg490HDdOfk5JxmWBqiqkdaxZ9aaqdAZHu7X1+ePP33+/e9+c7lcGL4tXmu9XtdaqzNE5Lqunz59ev/N94/vvsuLQgB4ECI2UZXqyGWTBC9hZuhh/xxk9NrxCEYgkeeicN+2bXH37OHWLOD2sgCaGt0vq3R1tNVNJLHqEz1Ctpoi1Nkc9y1w8ohwr7WuHQ8PVcxzEvJ4rbFtJVv/AVFrqxJsFEa6qooUqXV1BhQeS0QVjalM88l+9U/fPz7O5cStXmOTIg86P5id5+ndy/rp84fXz59e18tal63WCnV5tPuSVSXAzuI5oCejyVIqtsjmT+0rDWMr/Sua5xFl62Kf/kGqTIUKzCQAae2NuBdBte7PrZYuzQBA0FnZ0XqwNqYpMeXECBRmDZAAXlVICVeHk431OSIQydQpZtFtO0EJdARY0bQu1TPeeah862LhBsp+Z/fgi9jnQfw2KZ3V/OxIOt6e83iSNzU92CMlnZs2xvnJYDNfDgGG6G4e0eyItKFAJSMgoeQQ4wMHhJ53byPKtndHfxKdNhZoFMLdcmJfNn7L6/4/9LiZNN7J+S8+Jj2m2rRm+yOA1iMuQkthhhkF4eDTp1JmtDYhpMDdt3Wt6+ZbjZqNz5mKPB10vVU/IgJp4Bvt2etOtZT3fLzrXpHSj7tV8lUf3feH1piZRUQkwvvWSinVwy6Cu2jzuJYoVCVh6wdjEyXglTFFVKkFttZqEhHhhKpUZtMnETZqhw7UKqWhggEfeSYRQSY6GGSmM0NVrcx1g6rWWpdlybqkvcZwGNf/eOGfDKf1csF0NbAFzVTVnNVMxeTl8vSb3/2mbouEPzyc3j0+btu2LWtRM7PpvUbEcrlG9WmabCqTTqq6cGOLBkowJBG3gBzqo4YbhN63Y38Wwxg3BOtWvXGpFvHYXi+bGrrd39kCmG7r3oNkLKEkOhWRDB0n8VletPEaNUTecck11FX6ytERfCGtYWBEjTaQEPr7h/Py+uGPf/jdH/7wO3qI4PX1dV3X61av1+u2OkQR8fzy8vz8/O3360k0KJOYoKRgqbUyRFEGZVvznwGve/19uuBjiQoYvrJy3a7Lcqm1FaFN09TT4cVsyhBKBBwv0zRN0xyMbXOSUznNM9iZ4TObFhERG0OKhbtvW13XWmuoapKdZTCZlAiua1VNKlmNcBFItnqIDaBapI1UffNa1TjN8vB4fng4zfP8+N17sKx1m/Tx8dvvZn23vPDnDy/1io8fXn74w8ePP31clkUB4S0tfFvE0Ytnj7wdKaBHKCgTjsOKteFS9w+w7UuB6i4nM76DPtvpb0vO5PA0Wk2vAsJkjaACAqrABNahYUDaqZNSYBEFAliP/JOh4QKRoCRRPiLcvShd6ZWqRM1AgihCYCKR1EZAopoAMB+09O4JKZDbSpFhbTSnmKTuNFMjgsYRCddDynLsqS/V+df1z03VqIkMydvrpYG+i/L9o1KQ3plFDowL0tOh6LeLW8eml2nkhO930u+/iTug9WhIgH8pTVO8jXX/H3Mc57F5qT0eRYL77N1ogZFXyN9SUDhpbcCWXm+8hk2baokIJxNBk/HFdB+bF0xmxXlaPj39scdC92i2QrWL6rSw2rJ6Q0kd7aS7BXQ/CcfNScVOsXIzK+NUKpJVcNJbpfb76x9NB0MSVcEyaYSISbiEUoy5Mdd1VTWX0OS+7Un18zxLh+CamSqTAOs0Z2Eu0IvyWbcRAXb3aEzYW6t1PnDR9/DGn1W4+cUE6cC+3c8cGn+fNKmVz8PFDAggtECLXtbXy48viG2ayl//k79KV2HbNniQ/PZ92UgANs2n0+nh4WGeSZu02VHS5xzp2GS7TxzCgGnrXC6Xvk5uWLWnaVrXNcuX883r9Xq9Xh8eHobWZ091R0SVikPIkb2MO7lLAWQ2fZ5nd79cLsrB0W3SKxg7IVIaaruJNuYu+4MleYHQGf7u8ZtPP+vT09OnDx9NnVKfnl5eX69eeb2sm8dUZlWs6/q6vK7rVcWgZjGZJVlfqxc5z+Zet2311h3VIOEZB+8tUlQ7cTEJqQDc67Yty3LZmkYHccqb7GwHU35+9YsaCjSCtS7uISIlCqAEPHMKULLD7LcsFohaYxgVDcUtJpLFMaw1cl9ERIKwnJv7SrgyBHp+KFutHleb7OHx3XffvXt8dy6lLHE+T+diD+Ac9bSGeVXT8unj559//PzDD398+vRZSCsEIiF84/mS3N3uprNvDzm47PvHkE8WevNO45oE2bRji2WqMDNHEhBrwQ/r63M7JJXSGELjRewZ9LbyRURFFFqgVYoVBoMlPEImYKsOiHokGbZ0LsYIWCgc4dCs18t+GgKFhcBgoymCHHAkQ2ze2UBjX7Q7hnVQUHeyEtGcsSptRjmA1qoHCVlik/V9XrW5jcLO0iOAiYyouHJPBKfYBZIsBf1fKuF8bgBb2HY3NEj4jo8DevPM8bR3bY1Gnn0QEfmlLuzT/CHh8AznMy9+yKM33ZA528YvfXSjj/M4ZvYoJt483hDiuz2yn2EEsnfjZY8pHdqi9Jnc7VAiBRMAEVN1rVqBiipr+tepSNrCpVchTaSmrPTmQA8ZlwRM6ZTjENdtcGIRSJAopXg0UZWuh4ioaByAzTj4anf6bNh9xEBAkKRKswrN7GCk719Mga6ZX+9Wp5lWT4zxsGobSWTWnWsFTd0om0eoIx7fnb3SN2xrRaZKCcLTt6uOdVWVWhRTwTRPEf7u3btvv3/nXj8+/VRrPZ1Oj48PdWseKshlWV5fX2ut02SmWquH30NBVIeN3J7pmJzjemDH1wgsHGy9KJq/IdmuIxV5SX3WJnCeJwCg2yQqQtZKKPB0ff750x9/+/s5qVB+jb+qatu24fP08PAQEXG9Ct+bqLufzwRVTNMbimBtib4d6TZET9aaD663Y3pFROp1MdUyzapalzWhcbMVJZILqSkZkSIqxbZ1M2vl9rm0iqpOZWtfZRGFx/XlVVXfnR8ev/vm6enp9fVVevsQQEuxUko4vDcXMZsiYl1rbeEEmaxMU3FivV7W7fr737781//yn3/+8UdGXbb1cn1aLhd4XNfNiXBeWRl+Oum6rpfLy3x6yMK6iCBU1UitvmhXVCYSrMu65bxt2yV9aFUtk2Usp9YKWS+Xy/Pz58vl4l4hMagvpmk6nR7m6eysddsS33p+kFpX9y0CCSG4Xl/XdX18eJ/Bed8af46ZTVNZltXd13XbNo8IM1mkekX4E0lGsnEYaNsata7X66sVMVMoIcHYtrp53bQ8ui+nh/LrX3///a/ez/OcJSEy/xMJRD0Ve1CZl2t8+vn16dPL3/7X3/3h9z9dXheAwXWrV0E9naf1IKBTkPU93kwu/aJzhgjUBuQiF3p0Vl01yySvqKoaNoYItSEwWlJCROb5FE3sWPRWZmlxRqvISAr1IlZMLbxHmnXgKJkhHjGbIGEwC9UqUletD5yrDfAgY0OtXNf67p3VLUgag13dBXWaprRJCNHQQLvhdbkOK3kIyXG3d/sL3SPaDR1mLj5Mb9qKdjGMZCZoTt0Qwlno3k44CsRRa406IXFqo1tgRGRngQOC3YZE114yowJG1CoipZRa3SBUuAcDIihFSynPL2uSZKfemKas08bplNSf6bK26IuqUDunJBydGk0VvuF00oeH85/w0UeUVP5hDtaffXBf2Rlo+JJRK2+o31gPRwwi4wa02TaSWlWLAVWkEx71m89eC8J0/QSCIIOS1nPOXZ++Ec49ONzwLPCIxrFq0tuk8GCRvTWut48b21OGByOjKkO+ALd/cfJhUeTiJjqTHSTyfJwgrVOhkFujnFOkPQpRbpEreZolQlSDqNWDWXIKffc4C0zESsHpdAJCJy2lhJNsvlS2wV7XqBuvW1XV83luBck9u4yv4Ql++TjSwAJAdHsWx4H3EE8+hUa6l9/b4vLp9dP086SKabJpms6nk7vr0xM7PVzWi5c6C1HmSVnMTFRUMbHRkq9ecQieZBk/Osfc/cNtTylE9FBmk4LJuccVMaxvfLFmmiIvJQ61cAmLQ2dFHRJwBN69ckRQ0Fsm5j1pMTpqrbFd13Xdtitr/fDpw/PTp3W5+LpVX7frsixLRF22WCsJmcy0FDOpUV+vL/P1RPJ0YgKhwwpDaq1RtzEuklkkAgBCiAerV3ogIjKi8/np52VZLpfXZb1kN9i0Sud5LqWcTtckgVEpTQOCWW1IMgLhEKki2zzPGYxqhZzwdd3WFTLNGUBm1G31q69XW81MvjftxYFeyRBVdY/5ZACCdVuv7hvE1UKMp5OJnh/enb/99v3j46OIJFDX/DtABQXbvFY8f379+aenjz9/+vmnj8+vL9VXSMACXoPVW+T86HCPpbs3xDxu92xWkc0dux0ZIpaFtA2hraKK7CkY+7lF1ayYmakWU+FOgI1A4zGsUQGoFLSWAtaKgCRLEPUQEU5NUJr1rRSTMkWEAkViA8UdUYWkDIixSwAaIgGGkMLI1EAmk1tBcY6qpw/uF/8vSNGjB5+fUlW5oY/didlTE94psntnVW7+1Lp6ISBCRMuNRaClFogkCUoPVHpkiDSzViBNunvpGEMBtvAIrGvUup7m5htsm5MopVkY2+okzPBwnrLSddu2dV0zTZuWTD4QK0hoFCLW6/JVjX4nXN6c01/WVX/m8ZVLDL2u+KJI6QbcuPfibc2UvHdSurnK+AqveXIVYS8pFjYTKbW4KlrrAklJRFFFo7jrXA2N1TxbD3GY3QNqeTeuN+0hkqIhOxdEsyX7o48xH8lMl+P98iQ5VyJFhOiioe0NlcRlKRRU2xIjXc0sKs1clLpmM5UgpVhq9I49bCaOvH///nx+UCnBUCnoumQqDwl/q74rG1WWUs7nh9P8DsD1umZSNv5h6vytQ3Z7q4WnerXqCC93gQcIpXL7fPkUP1b3KqZS7Ptvvi066etLya5TYhmcdRH3Ka6hulmZe6hGxHbTkD06MiywjqN+89HgKJXyzbjt+bY/r9uYzfh6YuDZYfADlpG14ymLh6GQyrV/+CZluHkV0p3buvp1rdsSW2X43//27z7+/OP15XVZl3V7uVwu1+UaEcvKrYaqipYyTWZW6/r88vT+/ftaruYisOR9YIjXqtMpOsvTIHGDtEjGuq61rmmaZDLi8/PnWutWl4jazA4hgNfl1cyKPZdSzCbVksbau8ekb53NMiwsKkVEXl+fsw2g6ZTz7LHVWnWcU6L6mox7qvrweGqEP1nPB08r4XRW921blupLRC0TTqdpOk8PjydVns5nVfVKEaipiNblDGi2VLg8Lz/+8OG3v/nDzz/99Ps//nB9/exe1RwRFI8MX4sdBWf37LBv+yPvE9ArEtPH2KmHrDT320xFvb82NvwNtGMGpVhOEdRSo5N0lYCS3MJBFaHZJCIZ52C0eMBISAMBJiK9UAilMmTK6LQVq62sIIAQZazhEUQknRVdqA6rjBIWlrillJ4DU6YEVamlr/n8Jz1L8rau0dhdPWkGgUmRiBBAYdrL1djjq0K0zkCSeY1WDtEex3HnskHYRIQeJGruqbozRMlIKwIAki4iIiYrUiQ1MavnYsuJNvPRAWieS3MkyjbCBhFRCmr1dOUfHk6quiwChPb0U63VWQGY6Kxl+qbkFvsljd5l0A3vwdfMpb/Ug0959aXdkE7G8QrDdWmp4l7e1v4aLSWEHhfqZ7uzA3oMHJuIQIuImgo9IkHzhFj3zg0Udp72m8Eehey+HVP9JsX0TW3ivbEyNMHdix5gb6/H/XbDedw/Ebr7PYe7Ek0LoECZfkCKiMjwmJmKmapb6yyiuoVxE2ZODcqoIAmu2WzNCkvRyWwuZZpNYNu2xWv12JZtc09aVj/NjYBi2eqyLMluNs/27vHhfH44n96r6vW6fvz48ePHj6+vF+jbO/MvPXoEJYeZvBQqItBok6k8Th1CPPx5e5bPKPNk8xTgN+/e26q11oIi2ogg1J2+LTXjJUviypOKNffeUd2OrDkOodTxcMfrN62641q6e6BH02dYkHdv5q/X9aqqGVRPVcqQ6Mn4XoWxmwfXdRMituq1JnfQulyvry+/+83fXV6fluvrVpdtXddlSeW31VId1iQeAGzb9vz8+fLdN0HftqVlP6UAcI/T6RS9v2pGFDKeeblcqq/ruuabSYTu7hubEdZgodrs0eW6wMG4jpkmCeq7h1Pi5qZpmudzMhabTtd1yRD0PM/zdBaRGnXzbX2+JkG9x+axeqwRISEvr5+Tuz4ZI1lrdQFQ270vNTY1TPM8n8rpYc7HuyyLu5dyOZ1ODw/vTqd5ealJjbcs29Onz7///Q+//8Nvfv7xp89PH6Mu2VvRuTZKZx1bfvijPdepuetbcZfsETsASFtfhdqQkJxsUkUxVaNqsSKlqJmVSBbSdOjNTLKSU9XATBoqSXEJRIzCHi2tjBuaHbNVTZAolbGMKSIehXBtDDwUA2aklQNsMWtUstBcXBidaU6cXuEWUiXJ6ERcrAwfiWT2s4xdEdywshw3yHEfpSF7+MzBWurc1gDY+pzd2MrsEDz0ylIROcZESQIZhIQDEQIgcidmmHPofREEIDLZmR6BBCFpRNRlzZToyMJO03QqzeGkRlJ6TFMZ90Dy/fv3CbghWes2TdPpNE9TKeUEgNWXZVnXa5oOpZRfff/9uq6/5KNjn5ubqVQ9Iin+W48vdV5/H63YODEGQDdhR6y1uWi+3gTGuy5ntP4B1BbQ3nWvCFQogtYvNCKEZQKzqlvJ7ijkI0ffUeOekRjIHursbyobF+Lb43pTgqe8y9vu9lOXcbIr5qNRfyzV76uz87Jlx4VhVkPAku2Tk4SsFAFUNXtmRER4sBDZiJikVIBQpapYaSVYqvr582c1aIGoQ2lmp3lODTdNk4h5RYra8/k0Tw/z9OgeXiPTpTneFgD+yw4F3gpoy2G9SIzyPWiPZ6gkZW9+jAEJgLj68uOnP4opRBw+mSynE0kz27ZFRHxyEUlJlARQZlM26siU5FFtR+8Ucnwix6ecVZjATcIv389CtcRitnhQfjFG9LWvnIgtsfRktgxD6oRIEM8eV1RVorVCGcXoJP0AyamJBPOtiLjXT58+/Pj73/3800+1LtUXjy31bmTf9AAp1WPZVignGLeoXH788IfJ5hTlpJiWzpWkHVvQeqLn9VN/u7tn6r3L6w1qZmVSUxUFlK3zX5GBUaj5jRCSL69POcxi8+l0Op/Pp9OplHI6nXK+sxBglPWv65amWEQs67JurRv6Tz9fHh8fz+czDvsxIrb6mjcMRSkKma1E5bau6QUnqmEON3CtG6+vsW3b9Xp9fvn86cPHP/7ww8cPPzy9fPBYKW4SNXmo2cBXx8eaa1gVA5XR0zgZrzUARbIBNAUqAVWYqkAmMVMpplZavL0UNdPYFaQSUIjQJUy11bgREjcaUboiVCQsrvUD1QZEZ7B7RyQ9DJRAmHi0ssyAhhVBmG/hhWGx7zsyXLI1XLVQFbcRW3fTKYT0FNdvJJt4MI7H5jr+lN2nzw83EKg0+HCOTu/U+bAAjru1X2svOEr1GuymTztftsaOztQGAAJmLCCiZm/nzIPMRWM2SJRJEUx4U5GRDdFKzwU8mBBzKTw8POQH1nXNe8tVPctM0osXlckUZCnFTOcyFcqclvWbx2ES7z3OL1XU3eu7M7357hFzd1CKN/5NvxMTCVWBMGtVRwEMENQ7FREDxyF7zoQ96Tkg6xChQbMozEQaM2bjx8yyItw4x2ix/btFkNGakR0YMZi7cR1n6TiBhI8d1SpTARKdY0NajdNY7g2G+YW3xwBKf4Gh49k9PBFtBaRJc6qAihaYSxQWwoVkrn0U00TnRsS6MqhFjVmLDYeSk8ASThpmVsrsFY+PmCcp5VzsVDe8vLx+/PB8vV4TdVhrlT9FgP8XHjygA0fExDMUIwoopAUaBTVbmWh4PF2f4yeBamV90DLPswIoJZtukdws29ZJRDhaHqeUUhIN1dJnzXGBSDYZlz1U2O+JTKDNeKfvJmknQOuwksuuL6S9ZmYss2EVHd9Hdnw3E5EGqNQpeju74Z27x1CuCY9yQar268vrD7//w9/85//88vKE2IKre61betJRKyoQFAKyVtIjisdmrj///FMpxUTdg5SMdZPy+nIhGdyZdmQv32CwjsSnJFm4W5ORphQm8RMEOimdQpFMgLlDIBBWiUYvtzhj83pZrqr68PDAHrewDgcTEdMYUrL2Iz95fjmnezRACe4pi1WUWiSoeN2CW1kyqf8wneapnEGC2+W1urvhvG7X5+fnp6dPHz/+/OHTz6/XD1t9TpB/tKZ4ToWoxm170HySw00fy1gNIumvivbgRLrvAzChydM8lTKJmahFonetIedGxVcTY6X31Y5uOpJQSKfsBaitdK25UiaC9msLPqfgKYnJqkJr64gAzAQmVsSK5i5Rzcy4NmpCd3GpldiKUYCqMIGFwD1JFnZm5bF4xlyNBT/+dPw5Nld7M8R2rJqNb731xePXm0SXznIwLPVuuFtR1WIiQh+e2B4Fyw/nF0+n01yKT9M8z+lJp0ErwXFyESlRz6nRzTLAmdzG27aZyMPpdJomkvm+mRk1UCmcp2meppKtQFW36wKgqP3D8+h3Ns4/4PhS+QG5hpJb8gYMlSIAjX0iI0UAzE3Hp3JW265u3lGMbyfhXylNqwUhSgu6yKgzHKPJZt57zPZ24IfLdR08PDB+ZVxvnUREWi4nW8DpjgqU5rXv99OiBXz7hEAi1bN+tEdIJQIGb10pxZL4XdgpekSoKqrCokUzawAARbUUNRFWemyoNp8nVRULUmosy+JL3czk/fvHbdsy4j3Ps6luWzxfnp8+X15eXp8+X67XZRiF/1CN/oab3rcl+nPI2Iy0idIQVbHW4EoUjYZBABUGX64vP/78xxr+/fSYdG9ZHkbSnZqEgGzyxY3btiyLRcR0Po97OFpmQyK88VwOomTo4+E9x8Ejl53y7z7So4ceMMerl5Lhbq+1mk5ammzy3rS71u4bp0/stai2r1yXz58///TTT3/4w+/EK1E9llo3jzVx6OsKt7SGbYvqG0j3EFUsy+V8Ps+JVqG2OtCIdbvu0lM6HLLZxDnqGy48MdWiapY5r7SQRk9iMSAoBqFmNZDZlD228+sRsSxLRKzr9fgIcjeZ2Wnuhe8pA0ZvZXKrr/nmPM/n81lbH1vJhLRSIpSowarrWkpZ1zotJ7NtKquqrWt9fbnOxm1bL5eX18vz6+vz5fWl+quWTbQ1tw1ATCWpcIPpM4gco+498J4Oug47XkVk6vE/ZGpcTRuqXYrqbGUqakbR9l1AIQgEmSdK/Jw1hA51tx+Sbky1J6rHqh5YoGPkqc2uYAK0sdEk73oEoqoqNXUVzcxKqMIMdIQoWSPgFaqBWhOaVFRCIgQZgEHnVMhnmB7ZKL4fkhYH0BI6IlW6hYiDfEbzBu/V1u0+agPLKI67sy3ApkHRlX1EFLWW5TFbr9cm07hjYiIig0ONfKKbaWk55R5Uts5pwwoQSd+pum9s+OVUXyFCsyTba6rBhHRKsIgmoiT5IWuts2lJGuRfOFITjFH98of/AcdQfrfvvlGC3BZ95zjpZneXF738cRwHcw8AEQ20po0CXbQz8IlCuucdCQQDVGFZu7l3VU9zNHAAFvT6xhuN/rVxHU2Bsc6kQeub6d3AdsDQyiIien+q4+PIVTGWKA/JIWn3zEwGrcBE0x6PQtJWm2sMKiXNcHMxLaWYlEhOSJHL5TJNNuuU7GfZbjZCkk/GnQwl1d2fnl4+fnh6+nyJoFdRlb5L//HWzzD/+GYIqMlECrN3lAi0SDgDMdmkIXWtr8uVnz/89NOPpRR3f3h4ADBv2zSdcv2IaUKKOnbnum3bu0Sj9uONa98+5dvH1B7ckBFDo++a2+7DXTl1KXGik6819a/q2HHjxdBSd7WO6Pc48jzLsmCaQLr79Xq9XC7X5XVdlqKMqF63tV6D1SNqRa2o9FKaiI/A6kiCqiBFL6Ywm9QSR+LudT7t9xmR1/ExVRGtFaIIlG5QyDFq2jiLILnR2tjdvdZwDxLZ8EVESnYxZmzbVuumW/OregEnSilGAo0918xSFkMC4mYasXnN2iCfT1ZsFsXnT89mUkrRomVSD3OfdCoP8u56vb5erhFa7GQ2rUu8vLzE+imibtuy+bbVxX1R2czoXoFRXlTUSgTc6wgpdhtXAPYY+26rjZhTUWHDNqqqmqipqSaVlJpoUTNjphpBHvhfE1ZiqtbaQYkAYlARUCKXygAAJ32FtFtSfCW2CjNxCKwRFR2ygSnDVFXNi9qmrpoo2wgomVRgIgFJ6LtHo5NP2TAMwdt9NCxg7B/ZP1O9ioiZjRkjeUey+7Udevw1hQA7c0Oag9lUmgx3AcSKTnM5neZSCr33GAxm/8+RaMgjk0WJkksyqxxCgt7H3hSNfD+h7MO8eP/+/eVyuVwuaR90Z8MHJagkwAdSmzovWQ5XvPsEuQ+DEQgR5Io8Hnm3TuSKJ+E1mRlufNmhV9q3vpDj4/c4jN/7x+bY2uZPM9KgBVZQJiRoQ4wQuDavTT2TPUIKAqySrcJqNA9h5KSzmst4GioQDEpMAholMv3eaWRc4OqklCMxoaDBLqVPSNO7O5twGICBuBaRRpXTgJjNO+kcNg3hBWRL9sFsk4DYtDkNOzxOTlMTzY3SVwCIh6gVpyJ2ucDGB9EQVUJIqNNXXzvMStmaKhkrt1oj+OAmYlALQTEtqskcU4pWuEScpsmK1A3VVwmxl5munBWqa43XZfm0PH/2122OuqE22gCqNmI+Cw56RuxhFYogDvRUo5UMk4A+I65s3IhwmImamGVXdZJIYBRsMxObMurXiOvTf7GpGEpU1ohJRGOr1/j582eaBVBKqes2a9GQdatpZWspGXWvKng42/nsdSqlmBUANZiqIsWB70H3ETXChmUA2s0sMsNSmaRvjKCEEJ1qWyaoCYKRwF8n6QinioSjKTaBmWkGW6+xbVUE5/kExOXyMcJtKrXWCGZPIqqC6jXc4/vTtx9//vDNu9N5Ov32d//+d3/3N1pfv3mUy+Wy1fWyrFffHFJx2sTrFLm3pFV6IgAKiuI0IYSbXwObUgVgCIQhW7Y9ciAIBwSayQ62DLGGQpQObMA8U7USMRZ/rZVbkr5FrYkKJhFJqzENMePVvZJUxKwgKV7D6+B1hK/uWFLUKiAedKFp9l9fVzRmUyX9en1138yszBoRy7bqZnWdqk2LigH1VFOJEuvFL+u6ruu11npZP1GFggACdGqlBWhmrekTCToiJsXJ8FKyk4cwr57hRoEgFNkMXBQBQoIAqkwABo6ncZSEqE0RSHIEq8X6gQggmJaeVoq7rCFQsw3wEKdBSqjWKBHUzbNKRTXxN1WU0zTVWtFdqCQbSNdA5YlKTYMeoVSUk/BEJ2VTgSqLaugaFhp4PWczAjLDEy6oBTS6xopqbgZRGpC6xDl1YzlN0mYHR0jyVqWF1EUHtVQCDgZdYQIYrHEuUxDNXkEQNaKyQQ0gqhYRrM0gOImt4UJRm4qowR5tfv/4/vp64TSFndsWhhVXJQIl4SYiMs+zlqnWutbVny9mpoVWMp9bQiI8fFtzIBXuMjoOQznVC0VColiApAeocYmV1Ann6nV98Sjy8PDweD69Pj9frwuA83naPF4uVxF5eHh43V5rhZFlOAdDJXU3Am8fdwr7H5PW84sLHe6B7DSASSmlPWZy6FGT0lQk38uY9qBOPIaVvjQz0GxlaR+QTHZ+YTAe7+fNu76rLuNbXmSOZVxXWuJKDup8nG2vV8n3R4LAiBCTrgXJ1nlZqAGXbJ/Cxr7Zr+WIJitJAo7bxF7jCRXJugKz1JuiqrWuES4Vqghp5F8ZlWpM5HVb123dWnWQSKhBoxeIt8TuzYP4x/LaRwyAJAPpFCCj5vm4Q8xUYN7FEhu7eXz48CEiTFQB3+r2uJ7P59kazSqAbAhLYltWBOXhYXjViXlyREYs8lZAxjE5h2y87aAKmTPWbzgQSGYpacnvm6cTERSQTnqtzfcys9wJ0co6TFUTtMNDUbuKURxgT8y3fyqcT2Vd148//vC73/3uhx/+QN+0871U39w9RAM5uDDTIQ16iHgnp6xsjIPCBj5SNYoPoXLIfPX+2BLpXB/hhGM9sEWYv7ow7hmL+v5J+xDobdI7/KtngYHWaEtAYW8sggzAMOA1QHUVZMediCSdrRCpBlvXVWAKIbwHRRZ3p3pHrWXbDm+SqMWo8x7Zzfthpt/H8KTt5Zas7p/b98udxzncsKPbusvtkbvs+J7WS/Kr0k92B/eYE7z9ybsjxVuXmZk5H2n+4bPmiMZtx4G+sMnzPeRGNiCU9OGMWcQxmQgAv5B/zO5u+4Q3qOFxyaXjliCLuUx5V/M8n8rek/dyuZxPpxFzymk54D0bwmbbtgyqkzydTnkDyYwyQgvHh3h8lJvXEYQ/husGB2V+zN2zzmJPn22biPRWBXtMotw90cNcv72pVPene/e0/nsfqQgz3s7RLViVZCMB2suwhRSJwZN6cxIAR2OhreO+BcZCGF7ym3r96xr9cLcy1qXsa//w9VzP+00fWIgTAp8oldwvTVLvFI+iSfeOjDkIurQUUbAhYDpOqmebE+A+2gEhRkI90/Yk0Tt3RUQW7+WiGQNJyZwFXbJl2kx8a8gjIKbZMjjcqd+atGvJ7sMM9JzOn3j0Y1mOWY3kwQlAQlUYEgGRgCNUNbINF5qFLjCbIsBgIAtPsp+HPy0vMJ07br9JqvmUtDgkzay3PKa76+WKYIbRcotE9TSh8iO36hwShAc8MkGPaKDO8MpANM2iSalP0HUbAlogQe3B+U2y4FKUPaJO0rT1dgnPFp9BIrIFS8CrOOk13KVu4R6xXUl+/vzhv/7tf/n7v//Nxx9/NPGp6LquW91qdQ+ERDScESJCVdmgmlBF6f0/0AR0mhqx95yAkjW902jNqSh73hAwmrQG8LlD2olEEL1/QzAheb3fZeNOOUo9EelFX79QGTjeQVshoy7iEPduBJKuxaSLTRc6WIHM94bASAqR+L6sti+noIpYEjjEyP4dY5HYc4Yq9Lv7PMr3/lqBpsju9Po44nA0bdpscWb4PXp6B62eVbs9ZqLGUD2wuw+tMJT1l7pnXLcr8+guj4AwVWpR9YxXe0bghf3G9kfgndDp8GhUdJctJBv5h5CRM7nD1gBk4Y7ooaQSyB7R2sN7CEK79N6tZJhIK1duArdkdF0NrA6glFb/BMK3utzmc4eGFpGhXMfjqLWez+cEtQwLIBebH5F0h2dKPyQL+pJIkzHT5Npp+ZdlWZbFpFFN5JuDXlobgbG+4aPfrq37Q/pVx8e+ptv+W47W4XpXkI2NQDJsp6I6wvJ2R9c1Jkikbwuwl3XdqOd9Oaggml5pPVS7xxP9U3d6/WuD7gn19smjUscXGzj3Tt51uhOjdYE0rzZHo0Oji5i1qwQ7N1JkxDogDWk3VmxrFiAizBDvwegdl4EKs16tM4vl6txkC/GEEp3PM2BWtBR1iIRkN0m6lKLzXILp2EfSbpdSRAJIGSeQ1mtr15pfn8Pbp/nFDLevNWM/HIkKbu03MvOiKmpga2wPUynGLVwiFxCzUxrdEMu2vC6X1+vr6aUI04kLE2U4wGmaoKl7VAVRa5jRXbOfFCNJXbA7o2jPJJ9cy8NVRlAKDUkaktRaORPJ3EF3EamxHcYu3rz/FLJdkTbX3kkGG3LbwyNqyltobFuEw501GKFeIyFymy91W373u9/93d/93dPL583Xa72eplJj22KrDueeRT1OfuMuaozIUBXBjf8BEUDDawTClWRPpUlwJxELoWWaE6YD95TNp4HEzeFWwmTfhQwHeg9KZbq968pkcJP+FDgiJqOKIAImYCQRGhKxLAe/rX+niVR3hmdsn+EwGAZPAL1vxtH5SlUbEURjZ235phBIR0iNBmt5qIKNUKidmYAiQ9BsO5FDkgAqWe5IAcI99fAI73QjPa9KYWsmEhnAQbJKN+asZtDc96du10rd8IWkIkl3dqQCj+DlnEqzyQw0mk6qm4hnw9e+6/Pk5AHYOF5LlspHJTsMuDczF4ow8l8K6+7rDKMgMxdI41iHBkVFC7o0wmWhNEux33NSbphJDWzbtmzN602jL/mVdeC2DlOUOls63DL9mev1egizNXVuZkP13h2mSmCEWgA0Nl70Mpi2AKKx1RG15qlS6NX8melvVS3jRH/mMUy5XLf4x1bqjU34rSun9zwwZJYCJcsHtbW57I0ylGwMv2jhe47ZR1fnQ6SOdinx9qXfdtN/4Tiq8AOM64hZayZ0Y2BIdSHSw9My/PL2E5YGTWlcjPBmoDiABBtrdI+06zyYAlWlQ8yJXdVLNqGBoISEEprn0lRqY2PvPrqqTnMxE0TUaIokzQYzs1I1A/10UqxIYwWBhDd86m2wpL0Y9vsvzyhunwwpDIREJ5bNMIOXpL0IkyjolTgqCjExSNv6ph6eT13F3a/r8vr6qiLrum7rWt+t7x4e0wY/nU7TNE2neVKbrNR1M9HN1qQkYgS9uvtoubGXKgghoowIVwYYAm98VWIRa1se1N0GFPHYw2hNHCO1X8uikAiQcRMRFWF4OvwCSES20UEEPZTNUVZQprn+/NPHv/3b//q73/12Wy9mqBsv66XZx9rAGSnAyEBQEI3YpFH6pEktwiTZDz0091yXABCBGmzLkSLd8Xa0fJN0H72JHxlG3s06GJDggXeTFpTmgKQ0yqnIrR1jLY2fefW079mbz6qNGrBu+5Kkc0uxRqYayBYvlWbT6JolItbKaK2yat/iqkqhwpg3FOzllbkzNYCE76M7zn01J3V5G2u00jEHoGUP8qWiHVHrDPnyhkuY7ZkkBUwG8gXovVVFkjfGBAq4UmsHut/9ZAPJ6ZjG/m/Yl/tjagaBNHLiTkpcRHwMME2OaHFQZjxJVcktS7lUFQ6XIJrE63klgSDoHaHiIywPUBsIbjf0pQsL6RZO6gIFIb0OrTNAtDn32KpHBILZmCO641G9RR0GeDm/syzLGLh0pFtGwnEQmNIdpPgKXebo4DBmMq+bSLpkcRgnIem146K6Paqds1JE3L3wi+Nr1x57bCygYez9I2r0cbBZaUdKkmRtxoDCk1njMTj3MXZJ/qaqw+oHQPoW+9mb1dn/2tvsEEifN43ffWh/jl4/6vL+op/21uYdfjyApF07rNRhBSTPw2hakEGjnIR0xyQiIEGmo41mobAZxqGjs1ETRsNsHD/JBhsUJYpFQIgEfE1WrAXqfYwrDdIMlE0oXYsz2RUyDalqNBgbn3l6aRixpm5Gjkzb16b0C32vXb7v85STFRHi5kmelyWxQSokTXwSKiqWkN+ACmhqk5/ShaqMZVl83VgdHtlcNbYaW43HB1V1qwpx0XVdRRhRVVVagqJ2jd6BoqP+itQIbW5BaEAYeyEDNSSwpzaVgKY8butkCI3dp4/heAJZfziQBPk0wz31N7qTSiarNuD193/43d//7m8/fP5g2OZJxMS3EGF+QwAaRKgmcI3mH7dSq7Qr0XibcoVbm16KBLfhv6X6bOkPMkvhkXBogwrUArSxH7pIyd+sl/2LQiGJAyUTeHowdLveaaK8p8wxfkqv4+gpIEBV4Jl5UgpM09c3CHSrLauV9+MMr1l77GS2wkQPog2/s292gYpCJRdjozjVOGKPDEp27ooQaNaS5sODIZMP0ZELtEQp3GyWIUjYiwYzuyFmbKyxlsSXCgmlQQiW7jgUiPaEZB37MQ4dBbUXCg3r4TZhn0pTRSh7rMQgLofj8GDZ5CiBbtu1wAo9Z29opuAGLZrUgflRmCg0SySYNfotI3EUGcL00tM+hFrXdpmG6lo2ltZ0Mb8f9BoUZ0Q9nU7nxxNiHg73ls2memrjOKLaIXVj9rLyLW6ZJIYrzy8M1vZOn9hhNxyNgCGxh2k73oxoFVK54qOv+zc0el79a6lNvf3DQdy8/fm/9Giyqunm3ApHzy45RyFgBIgYhQq7Rmc+XpNGc42OCQhAetysz3g3P5272ghkNionol/5Vp1/NfXLG20th899+UU2i2R4WjKUd2t4n6BN2ZW67iEMIxjiIqJMy50SqiKVdZgS9Bi7p43dTAw2aSOFzjg8VWgukNPJnZkqLqUUKwqo6rJsaQmqonXpbqCSWVWD7r6NAYpSQNWmrkQg0iJoX5u2Xz6kAzD7U2jVyczkKAFklhRYO9RAgtAh/D0T2EU1GQvoKiamZ8wktYgqAr5t20V4KubbOs9z1DVYIUF6rWsp5f1f/7XQfcNGZo80kKTXbQMaRbEqIC01CBa6J0EKIGzhitrwjxoJc+4ioIZwQCNJ9sxLYYcx5jIfMsLDtVesZSU9qNWZujKtqwjULZK07Xc//Of/8//89x8+/GQFvtVt4zRZwDP+nVi61Fhp06bQMKB31ejRrAioWnM6wZZ9kJ55UEAa8s+dkXxEIkIVlRumxd22BsA9oC3dt27n79ux7Q8ZXIriGMXIuDcNGVm4FRAVRYvtC8QUOu43ozgcd+JkSIugBJqkzvWm6e6HeILvol+VNLY2Ct3KYEgoe2ntvphlKHUZWyK1Xf9yv3vxXo2d06E5AxARyTpAByXEGA4WFoSoItk0VFm0sK3LTsQh1qV49NbVu5ffkvE394ujLunvNfSiiKSVxh0GuKtzdFPg8DzSwNr1ej5c1Rbnd6T+Gysk28/k5GcYQ7tcJUBpGZy2ipp+A93dsgiS9K22EkqzqE4PkqLqjPBaSbcKxMPpNJk5otaakXnt+fujQTP0o3TXfMyYqowJ/NpMHoQYSIrZMUS/r8BDg7ih0Yd3zh6wGemAcaE3NTp+4TgaIF/Vav/tR9b0jB463OGvSmgGHpm30EVIJygAg1Sx5nR3a2NwqOUJ21t36jxFKI9hu7v7+vMsl18wie7U/MGo1T19A4sdqnr3ySNngkuoEKBncZpAIZE8U6lJw6m6p7GRzj0y+iZpyJKEZcYL0+lUa0T13BvDch/LKFdbTnhGo0tpNGdo/HFg43nOJhmScKQvZ+7oeXz12JXIW18fVn836D2gFWoQ11ARz4wElEKVkjZ1ZXJmi4hshDvoweoesW2gL1NZgtVPRTFNVoqGRPVVRL7/Z/8sPWJEIBtNCoWy1gpkkSgpEprOiwCEQ6LFPUOaU2KWGtOQ5k46jCRbWIpt3UprwNOKv5qy7ULWQVZV3bZtXau7m05AbDXMpgiGM1lUt9XXda01/uN//Pd/+zf/udb1++/evz6vdbtOIg5vPaYkTVJAXClOFqFixy1jeF0pXMwEBDWap+g9kSe5F8MjHJUxlwyzJzZ/9wsC6PtvBB4IMJn6hxxvlw5Ao1nokta7iwh704dUWYduPdiWnMP9K2oMoRRrCl6yBUm2RUdEZIdlAAFpEabkbQEllW4TggrsOP6UnNZcAM10i4gEGz9SZOx7jx9oP3ETCc0h0ZZ37vOTgYUOCGKoKEhtCHFm8IwChNCRiBgDKTJRgmoQtDBzp1uiCLNv5I3fmcO/BxYc/GymBSYDkL9XgYOZCdJ8SF1wJX1NGmRj3zalns83WnFKszf6E0/Ebw+zCFohamIwkbUVGC7CTjKWXVkJr7US2akhY9dpd9xYGAfFiajXaYqI9Xq5XC4AMn459KXcFgLU2hPzEtK6PGf7vhtowjjG+0cVS8JmTUc9Lav057u8jTYVLWscB8rwjJVi8FIPJ75Y7+t8EJXdHJZ7g4tk9phqaqClVXCLGrhZDVFHhgDjbpCRr7cPZW8JqCrZYCl/28OOkCIFJQB4C6q7qBRVQKPSne6e7DxAJJNayiHpkcihtb3rFZHGrdQGIiIQ3mJT74b55h+645GnTUfxKBDT9m9zO0Ao4zllOvSYs4kDFYlK61ApbQmpiAOWnc1GxoQkkYzbaV+05LyqmoiJTjqVSQcD9rrKNZgqWcQ8O1Wta1E7TdM8z7UCCGLHg7j7y8vLLBaCeT4/Pj5SJXjZ6hXAtm2kkHv13dEckl5hmFu6ycrbldPWT4ZUArtP0JIO2mLvhAgisK2o4o/ziWHhgtrmqtAAiYBUEtSpnKeCqW2tc51lFgGWZamBohrVn56eEFzX1d1Xr6/L9fHx8fHx8XQ6/e63vz2dTo/vzt988835/O48T+6+btdtkYRIQzFNk2bqL9xsMjUbJrZHhvH03FLIFOSUljJP01TRKNjb8KVHrSG9hbOIaeNGhQ+uylI98c3uvq51nvV6XcHWf5Pwl9env//t7//tv/vXqphP9np5FkWZrcZmk211FUMRqKP2btVzMalJlJyAOFFrvUOKzSS9oSk2DlEgGpRosgkAYDqJZAt5MVUB4aRSQlSj817cGnZUBVriOmUaRXO3Sl8/IxUlIjJNU3AAjNP6RATK3LjoEsIGhU1WimY7IlUtnY/LI+X+TGVyKEUWJACqqN5sMhFUUsItCUOmPH3X6d46epkWERWpFCYTY3KQXavv0qUzW/ZBJ3xV0JihMw7Rlv1hRzRA4oiN3yibUoQ0sEiBGoRUUyhcy3xSsS1I0FRhjFhBVSlOju71AvFKKd3NgKTdkP15NfGg0h3QLvCKGSLXQ3e9tKh6lrYnM/8Qg4wmdTsbRw6zORw5rtqQ55bxp1IKGrqjCYFc+fQWiyIpLa1CB8K31beF1L4y3ekbWBt+YojZ3DKT6cvLy/PzM8KHZBaRLd7oqThW7D6iPv9DaOdxp0CPcp6kCK7XVRVHXtic2HVd0RXriLSXUjavDeYy9Ho4e4cwjOq1g9Vwo93HisGtqD1+/vhiaLM7ufwXevPaXOqsXuGwuDUt6qYw95rLIxw9rxulnLT54QYJRNPNNYYNBXIv02yXzZMcTNe7F3/OIXLU6PeB5mHZjKfbxVMzoQAQkZnRRLwfJVeVGK0E0HIM4w6H1ZBwOQEhA3FHFwgCoirUNvjsKsgWYlJI8nNFdQSLFul9eVPwJWE2Ipyepbfb5lRTrRAdzk3fMxpspJ858C8qkPc5+doKaRumhT2kR53zQolgajYTABJ1a/MTEtl3Sjxa4nbUNLYnDYFkiGPvXxEJJ8x8BN236/W1xrbW5bpepmmal+Xh4aH6N+7b5fJymmYrTaOoSs2GY+trBjBKKRLS1icZTDR6FpshTW+PbphzCyZOX1U9XSi2XmQqNnq+tAKoRGil7X/IdzID7Nfr5++++1VE/P6HHyL4/v37P/7xD//3/8f/zcpVOo06lM1YQOMmyAKgXKGACPdelaOQDN0q3Q1sCDLtSTbqpi4NBiRHVcV65i8vLUgEc//IwPtQRGAuIg3qHBA2SLfuJaaDoQUAZfJs6Nnc5mydGDlNCkTy+iaHC5VUgTJfo5Gh57aQlpVuY9MYeHNAdnR3S7dH5ikAa/ckgBjAmqBcEWqSDoZj99Ghsjvf7REPf6PhW1ubhz2yKD25mRshekqwiwzk6CUNoKDUgGYLFUyqDM0yMe8Of/N03zrYXXY0d/AmGXzYreMMSn5V+R1O2wUgRkPkm+1vigR1AjBDVIqEicqeXW08uOnxMDk9I9ATMy0Hx0gFn5F62ddkM+9kB6YQQI3QJvxB0L5I33x5jHseOvuosL+cT5EejekfJmkj33/rv339ojIMuHFajCqMEXXHF9GAY0T0Rt8fVcghCnH8eTekL0f+C0f7Wl63BV60Bx/6ze3QPTkMst9hPtGo2HvMhLTH3U9/UOct1NNgFe07B+PgTwzq/mgLlj3IcdTucnQ0pYV0eouFQ18vNFQzEZoGez8ssf1JuzkWwQhQkd5lbjvPQA2CrfeD5J7PYh/PGFhIiMEoXHvQxUxnmxUS3cbuN6lgwFGTHHvbYKpiFPamv4lfaV1uGZHcWXiLsXVMo35V2zed0wyY1OhpkraKxGy23FZsrZ49kEQ0wCIaqiJOBWGikmgoiUbSZq0jFRvovNtbNhUAm1dfgttSlqu9vpRSvouovhK+bNeiNk32cD4nKU02oTXGVr3SGSq01S+pSnI0LS060BKSQNNstgl30nKTJfNZa8tlZkHJoBzgEJOmA7AsSzbb6Hu7SYR5nj9//mhm333/zefPn//j//Fv/9W//l9/+Om3338bZjbNJiIGwhoYuNN6JsqpzTyoKod5ycUWSoku67M9XdeIzDBn4nqyRw2y5Kr1LleBUpQyos+tzK3vC4Na4vpDtDUONkiE5mmngYJtmiALNmKaNALqPvK5CSCgQ7R1NUSzNWGmahCBmfTmOxFMPdiOaAXXnZ4lb1cguyMhALdAIUTgVUSgRLq1HiGqGZlP4UJiO4COU8InX/0ewGv2yU6DfRBZuz7IO7yNjPbbTl2lxiCDcEKolGJGCljA6LTSf0IBD+1y1HztSVGRtQOjy2WicRLFH9IRrJpld/2EGKE4aYiBfV+n5yaB2CCC9+/Pp9Op1rqtrX596PL28CkgRpgasVeHKzBiq12Xt5nvkQIBExkX0eK3kRBpE4ggsopZ0G3ae+U1vK/jn+QQpb9TiH0I9yJwtBRC98V/QaPzEJgZOXV0uHp+5sZHHw+uq4f2x7uTfvn6uOzQ80J9l+Lwpzem5u2DOmJu7WZCONjhiGFj5e5KpEyPVsrNJaQ/ssP93KnzwVKVouv2YXyp13Ec193Rthz2EBP642d/0fC+1sFuqiPikkMbYRaODAiTyajmomi0sExl3A3n/gBld42Q1j4Ubam32jREDadXCAoBhJNp50Y00GV69tGiPRGj5fY+yzkbbA0367Z5it0MzIfTPaIyHIhONnIjH/7cI62I8SC6emnSsG1YgQjcW6DaKquEmCV2sMXrMsyZ6UQ1VZ1amAStUZRASaQqA7I8FpRwGqJGndfLFtu2LdnZZbLy7t2794/f+LZN03SeT5MaUCJ8udTlUj2WXAGqqlpgqsUEqDW0mAqSo1ZVHKzukqB0SfKAAApFIpAUZuEJSRNpAdum0VULoSIt9iYiZvbx48fTaZrO029/+1//P//L/+s3v/nbX33/vtafGtmLJOC8lyX1OMde8d5Mz1wyISFpmkQENDN/8LSWGexZzkhOkBH96sG1VvBm2U2kw8lA1zrWgyqkKEorNA5xK8koJkpFQChTpx08mLkEpEwSAQ1rmxeugQjUdWS12sJRo2gkFtoyI6KavYWzYXyD6Hevrklb7c2wBelhN8HqCEWtkX3Io0CIEI0IJcS0iFWtntiuyCdEEUnknTQrTKC972Grgsu1LQeq7JG97kq924nSrIaceBVIMiwFxUMlFIAH1DNU26HiFGkJbx4z3/mv9x0f+iWN6bznvHgzMkgiEcedSry/eey7rcdmS7tq7ywhfRyScJ9378pf/fqfvHv37vn5+enpqWVRdaflIJEcwL41fE+TmUzeZIjwAEXYZY1rQWIY2xxGovBbUoBwgbQQSiuXO7q1d1rsF5Sa3MYA7j4z7LNG532YzMaY2wLG+WEMvXaw2vvMqopgmhqc9m1k3J20HVowp/1Ot43z9mHfDDKjIn+BOlcbjma/StMDDcGwl6olaCV4a3OklpymqdUTpUEdSQzLa91wEDX7tsComWwXzQVo+z3cDPlrCulPWitDi6egUYshVgCEC+kiNJOWQs4plWCix2HarS/kH9I1z30UI3vZirFz40o0b6MxroDrUq1ke67sHFAHBdI0lcmKb/XyeqnrVlobImFDUUTlFoiezilmk4h4pXteRCO2cImgO6Mm1fRQHF9OyC9PWI42/wUAgR2jNOhtQ1MuSfct4FTVqMqNBF3cxKS27rsCNbFZymwCQAyJgE3sxdhvUsyKqRlMU2R+evoUEUXtfD4/zOd5nte11tW3zSe1uZxOp9OpTIDUddu2bZrzGUBEoKWUYlOBuQWnedZiJFoJJrluVSpUE82gGZIxg0pombKNQtLkNRuRJMWdpFMQwU5W5S8vT99++/718vy//6//27/8l//Lh48/WUFdrpoTLpGYPjJIZyLj4hACTf2XsjFjS0IZmjt2j6cpchAc2JqGOW0PN8+pZC98ACBZwyXRFAq7WjHAQsxIF5Men09MmRAxxQ3N5QDB2ZQtQFJbkJQksyNChAfplCAm2lQy+GFmaoBneaGKqZJ7M8Z2KaTatb6/g609QQQ2YiIcrAyESGaaM+2ehjGLwFs4TJCTq1ktyuhR9+a1A9Lap/TK9TFe3MrPoWN49EAyyabG5CNK1J+IO0rZFcPdqb483ryQiHiDzjEdrAxsk1AYOspsHOPGvrTg91+7ZO0DkcRaqqrZVMpcyqxKch2PIU/eGqtU7ZZHSDADQ9lke+ir43UzhlEPfppkhC9jtJKXR/QulOM+/xw/FIfo93HgQ0N/OcO1xijcuJuZ44v9r40reA9mN9rjjku70ehvnuXuAsTdx4YB0u6Se6z7xqg5vh6r8CuHBhxkhlYS7BoREESAHkFt2xeI3rHleBVVO9oWxxKTg3GUtvyXw2T0SOQY75dT/FWN3hlgjq78mMyjOk/NUUoDAKoKkhWqWdwGhLfOb2P9BQRU6QHs5HilQLdYWzlL71bZLJ/KFjVogXp6OIpW8agIY4Yf2w6El+nxdDqdpnnBdcGybVs2oSulkJFUo5WVwswf58ZTNcBBUS3ZrWGLLQK9TzOwV5rdmV83C+PPOW5WDjXVR2odRksDR0IRnOJiLp6NJRWw5vCZ6oT5pPPExugiJWN3lBY8DapakelUtBQKVq81/PXTU/JIvHt4//Dw8DCfkwjvNJ3Xta7Xenldz/NcbI6I8Ah6oNcNqpYy21Sk2HwizIqIk2YT1FhZa5C1s3QUkchouikC4lXccyP0MGZIMlF4ZYjXWq/XtdZKwTzPl+vL3/zNf/o3/+Z//7vf/Jfz+XR+mJ+eL+cJmmojXEKA6tkmSQ6x5U7KkRYgmPJiqA1yFEFQAI1WB8XDOu8PSDEq80Vb695Qtro4E7SKXgegliwICc9qjnVbyM08N+mMWn3ZtFiFavTMeYsURjCCU2+BM5SKquRVRKSUFioDOr2XTtTaOE6AlqNhlikewhfQA5tkxrYpGmIHol9kQTpaAL8ZYVkCPpR687aHjAjZZZmIQXqnxOOGybUOGSy42eucra95V9hspFNKhCN7C4hIZ5JWvGFg77vsxlDoL/J9aaV9zc4WwuFwj86ge6fU3zp/H1AndmwAT7GQta7+8edP19clglGTUXFEWj38hlw9ZWBWdme4DU1Vo+HE24OECDa5EekZ9AB6+wkRdOfeg/e32sMq7fx7HHp/MRAt4+fBSX7DWc+a2+ZmyLhK17YHJdInf9zDzaVv8uhfPMIbjdVd/naB3bRqW3v89UsvtgVr7obxZ4vvFgpniNiu0d1zpkhmmwiq3lxFRc3EM84lIZkMCw7HTg7V8/vo3lrb5LEe/ebF1zT6GxbAfq0WNBuHqqpmI2E7lkmICBDdcm/YctUCNGxBm0M2yB87NCQ1cxpwDW3RySq6sEOGv1ZUVag2opikMiUp2jiJpmk6nU70UCALIgAeIzR9UKbZ2lFEREoxotTQVTxlsbaomvgA5Lw1d7+YR2++ZN+gu704vr1jsLoJFQE4UasaElRLCwSTbdpgs5RJpwmdEwqtunTsjbRjtBQtttTtslwv1+vz00d3L1Lc/fX1tZRpWTY6zvMmDhFTrFddW5CfAn1NmJXApNh0mrNTUxBQ3ZwRocWnmC7L8vz8HHVNbp9SZpWi01yMZrTSiUQiS4RapFGLr0t1d6q6e60eETaVy/XlX//rf/Uf/uO/fX75/P79u+rXZdnO5wJfOwuQQtg6HklLavhx++/Geq65prFTlEcrG2Wu2UPYqz2Ftuh2biSk2WqlW7QJlJtSMBmA9o6KKM2sEbu2gERX8Cy4kSEtKxz0Q4ecLI0gBGV452R6wa1HWdoMRUQtBwhVSnaVpKrjrWKc+IoOJOFOJTwClh0l4OakhqZ3kl2JYRlaH5Tj4yJsyLjDom6w2DHeO+/ozTfHrsh9L4nBbAEUQSt5oUF+OYs+EJc46PKcVZI9QpG/CIPOptHHJsqjz8+4Lxm/pSZTFRW1on2Z6DzPEXx5eb1elyy9QaudIXtGkmQbi7cAdDsn25JLGzFv0vqVpdc6s7vgOf8K2ZHJ6TWRkVbWrU49PnHgDTlG7rJXWinTG58cZoE2ZuXjc3zztEjdMSyGY9jpaDntbekO33z7uHGN3ogM3Jxh991v49B/kTcGIFmlcj+KZkvdxqaSV4k23btAGapFiR3DEsyc9Fb3qMjRWPlysG8qni8Hfn98ec5DzORo1hz1esKPuzY/hhCOEFMfYzxYS9q4LvLou0i76uUgmOmZ5qRBgDOCbSUlr1KAxPb05E56TFZKKafTKWomF9uCV20g6d1pa8WxologxsJSWnhcVZIzi5LF4SMQd5iwX44BNmt09FkfGl1wE3u/fUa9wFm09UeajCSz76dJc9OLmYQUtWJFbmtGm8RUEZHKWLb1+eXl5eXl8vISEaWUWuu2OQLL64KQuvr59PB4epxsJqVxIcCgr+1xFzudTmeQorPo09PTVkOnxRmqqmW+Xq+fP3+u62spZZpO0zQVm20+zdPJbHr/zXekhROZxI7017nWa2p0WGK4mX1g/3//5l/9u3/3737793+blgthwQ3CTkxOiKMzEGdsnAPvdbDX756LBBul2i54iAMw+PjxXHjSKt80nWNVwCKVt9nQ6JKWpWqqcJ0mixCiId0SziYiR3i2iKATSMbmGYI6rCiSGGQJ6bInuLMUJXuXMMNodSaH+NnX16S+sfASXxoRAoMlUaNCnYxkDQBa+XcvqLk790FrCg6B8bvd8TWlPl73B9GqJXNik1Hu8Izsa3tnHF/EzJsUEr0XjM1t7HnnI7yLe95wxCDGzbd/zZ7Wzt/tOJ3OJLMfSQTI+oU6v5GTx/vJacg/ppxI+fFlLDDHb90MGiwDlIyTjtHdBHGPQxjv8AtP/YsnEhE3kzbu1uzm8d0G7e/vob+51zb3J7V/oNytmAOUro/cb1wiET2abHdfjwZ/Oqhx62GBlgRtnw++vaSKVPQqzHZmyfiShKMSHnsSOmcze1t0iQCSHpuqioqZiRJQ32qtW0SIzk313ZMN9P8TwACpgDzjYPSMqTdwX7jcPe8VWZbU3PN0tiGopGVuS4KogKpOpVjIt6oqZWpNQM0FVTWWZQlKKFka82RW7Zm/HKsd3N3DgxFZOlI6WSaQPovC0Cp62szX3nhtSC6yR0FVY2FsSyx4//h4nqf54bResW5XCUyzaRFS1ioRQYiIrrqqvD6evvnum++/gV2u64efny51rRAXD2RCG5q9n6zp2ug3iR7VEFAERWEKa5x9WaiOcFZyy29FQq5U1JAoK5ggi6EAYBU/egAUjShedUlMsuqDnR/KPFuZwsoVj+8ms6lRwAakFEyFEEynhVhWReWybJ+eX59f6rbpp2VDEKiKxczmUranjz+9Pp3n6WE+PT48PJ7OJl1sk/+kzNu2eeU8z/P7bzQ8rvUSmB4efSmcCbWqUn399Hz59PlSy88RUJnOp/fffPP9Y5zqpqCsy3o+Pz48PKqUdbtmrTwQcfrrVV43Lr5eiet8kteXT3/3H//m//3//X9uy2U+rxGh0FlxvcZ63bSAAROhW1ClQ1ZEhAPW2Mt+RBjoyAwHMvyc+iZaLo8kO1xLRLBMKgJzgBl4tkItDnWdoCctRbW181ao1oflCzESEKnSrytAq8unCCKunYbBxDWCEUJHwYky55yHB+hCVVKNAMyUHTpERo31fD4DDKkrq4iEhZxcLXRbxapwU7pmpntFdbeiHdAfOy4ELVrb86+s8IUujlKgECEshAxV0VAzi2WT3sRB1eDZNNGYJo0l5jtEGnZPWDI1nvhx70CvDUwAW0veqYoZFeiTw14OQVKVjOpVXG2eZ4NEiFWbOS+mrZJSOJmYJOBhExGCzsRlBNkiICfOIIGAGwGBGjPoJb5VVonkUIZURTVgWYwUSQ6+Xc5mnbuJTlamadJO2FDKOSLLa7J/yZqfX9q85egwRG/e5xDcWf+XkzsWlR8MpnLHL3J0tVuqp3RTIAB6b7Heq4DbfrHpgNPuZxKRuexpkRyvAKZig04liw77gwvtGd6x2sWkw9fDd6VDMkLEEqE8Sj2bzVq7p1rwj3d86dR+xcj9c05yDAjI6Fk0AgAHV+/GPiKbHbUbsDC2ArAMr+nh5HG80FuBh3ax4+hyGR2NKRxWTEdYdg9yrJZu6LV/kU8oJUTjGOkBq92a2fmpMAKPezEbDhaYjjhev3NpJJr3kAV2fhhy5yxsHTkjTAoweq9B0WJoOWTpFIxmplMppbggsUV5Q3ljqmomgEkQMASlMWekjd996D5VidEyEUmWzdzwFEgSs7XmEiTi6wtqRGnS45QD+QMPtMlmYkVadTqyXQRFRItJCFUjpUX4uvlWvYa/LuvT09PL69XdX7aXrD9QiKrOpSxlKqLbw8O61m3z63wtoqP+9fT+PauT9ApcL6GmpYqVaeHFnUuhKqxsjKfX18+vn5f4CVCVaZ6XZdvePa7n03uzeT6f1rrExfOJO73GFhE/f/7DNNm7dw+i5eX1w48//vi3//U//Yf/8O/SxWmrPFr5gepYGDuj5FhsbCEejkfTPK9+yKg5y00h95siTc9Gfzti1AIorEAKzMSmUko2sTRVRdlpX/updtattpMOfk+Hh3dderMBleKMN1b78Z3DhVJaHJ1XgUEVViT7CjLoUZHs8kH0yCy1VQm8zT+1B/ma6xIBEUa09UsyXaMsIQRARDagExuio2/wVACWCec8dzLL3RCZkRwB5n2At1rnrftsX892uCEholnyFxEeDGYpbbRGG01iCDuWLWVCbWToPvJWJGXvgprTix5p37EL43V+Litg80RHGSu9WuwuUf0L4zo++nETX/vOkKg3i6Fz4MjhOP71Lzr6V25pZ1qjofGptqq1GLwVfHXNtYMtDkphKIL2/X9Mjf6VAfxlx1DMI64+JlqkbYzj+Q8X4VhqCJEi+zxROw1T61eRrflAHQo7biMth5979Olw0T1CO4aZsrC1gmrF4twDPu3D7cxsnM/ZCUNqzSDhWMTd6aFl1GGsp5GhGXeSfvbg/muGYPSnf7uX2VEtXeLsKziysxPzfuq2bQpOlnGOGRFZYkeyqACUVJCznqZ5mibRLEMnDGZSJhOJiiLiKflEIqShkeFwNHbAfE5kZFI3b9u6AeMBqJDpEUjNCP6Y8yy/kghA24PPcQKAUDK0bqKnMpWiO59Dy0+iMrGGWmyOAojWIGolua7r0/PLZbm+XJeXl5frspF0G/WEVCUcUb2I1lqnUi7TZdKcphY0MmwARKzUZfZ1rtd5PmuZbZkDqBCK6Dw75fn15dPTU11/lEbXNp9OH9+/+9X7d9+fT+/LqSQAOAPyiXB093fvHiFRfXn69OHv//7vfvzp9z/84bc/f/gxoiYTDZPqsgZJVamdDPi4a/rSYIwiw3F8ZROPWkkcllieysGEiTXolUEVOsEmKXOxWa1YYv5VFSXGqkYLj++h1NRSOZP9PvPngbMyAIiDEkEObpjUg0dddhCjI0N8uO28hJnGJMU15shu2pVFBXRQFJ6hqdxEUI72TreT02Oc6UCSLZrEJGaX3khVhZ2/JgRAtlZLUvNcnqqKDHC1hrJdo1szmdpYoqu6FBdH1pCvHf1eR/l4Ek51XpbosbRoVDmNgakZyiGirV8SAbKua1TWbYut1lq9BiOF6mDFgQjMsnDGhjgdYUKSEVG3hd23OYpc3bvw7Y9TR1f4W+YWHMTacR6AGwv1eCSA/3a5t4TRl+qcX5iJ+7o63CB5c8L268BO77C9W2xGVta1hSzDBO8cRNpPniOVHnxt3/5H0+h3M9jGdEBq/JlHtJgwxjpoz1WPn4mh5A5sso28vq/l1hhybPAEhuxeckNf707t+HnzYgdi7IMSEfcYZmMOv8XwM06i+zpufYIElCOnaQM4wdKEb1YtmWWXezksqAO3DqBjWceDbGp+sFKz5c/iy2fSf28zPJZpKqi8rlcH4AJ3D1MpZSpFtPi2WRGbFDBnc/rc/XE+T7OVYmkWAenf6DRNqi7iMIkIOrTSnWGD7jXlBDJH0Ur3VDVa+20DJRtvkaq2kRRqaOf5bh5gSChAQaClFlInZdjAdDrP8zRNj+f5pEUtbRxPJ92SpkIAMSiKFTOzILRc12VZlpeXl+fXl5frcrle3dkEEBs8KILOhn5afZ02X9bVegpWVU2UsmV4wFT1UqZpms8PZT6J6VZjC4aKzScHX6+X59fXsz+LmMAAMT09vz59t7y8e/yWuk7T6TQ/nHl2zE3AgVM5v16eP3368He/+Zu/+Zv//PzyEazTZJ8/P5UWn4R7NqQQEQMqOSi22no+rOEYtuCIcIxlNpqSUfYVezQPSDpCkRYNRCEGKZCCMqvNarNMJy1FbUr6VQ0pw1FLajKgkWOP5cuQ43pFU43sz6EFvdCYRnK35hhuDPExkB56Y8gOyWz7yKJAI3SGilChYKjGtgZ8tBxuOxp79BC5Iq2LDicYUMsvoV1So9VieDZy4WDC8FQn0XqDCyCWYfUx9h61AwCYGhrZ7RAdN2KKzVFpEMZi1p9vyI0nqrpXqCs6FCxPFgy2rlXIqFla/EKEQmGSmDjSK7NhmW+11ta7jB2okUeq8+RSrHXwELQ+Ee7u7rXeWCFDW4/nnsfRsflS9dx9ayyAfOJvHtIpQ45vkRxNFHmwXDNWQxzRJO0qfhMi+kKd73/I7ECKzLi1JASNN761GOg6zSNgpfmKY0qGKZxf/keOuh8Wyo1F/Jec5E6djz/cfxA9eNVfZFf05ESJbrv1xjhOBthdkPRFjnn04bjcKXXuCJFxS3mBtLV3W7i/EJEGQBJtwGD0biJxHCCDIWq5ifcNSYUqonoqWgCZVm4JRRxIs47RpEMk6jD59zv8y4H0nXNveLJ1TU12WESEwUSklMnAWrfwJJLLwBQjsodxiNCKqJMiJTN2oaF0Jd3ZWTOTAIRH6YJktIHQlFBNQrcgtEqSmmXpRgDJ7919FADJo5HFRl2km5Tz6fTN4+P5fJ6Kpp4MJpCgwQaghWIhEE3HcaZ7EX359Pnl8vr08vx8eV3XWquTUNVaY6esELhQ1UWiCKq4eqMwUzTe6eX1JbHrKgKqmZ3W03SatczLti5RRVXmEpTrti7r+i1WVQXNK0l7WZ+XWN6tzwsvjw/vv/32+6pn2fakzx//0/+xruu6Xn/88Yc//vi75+dPKqx13baNZunEuLs7mwHaLddcgEM6DI0wTNuOGc7VoiMu0j4W6Y4fD0FKHXURpdEMMqPMqlNM52KTlrNOs5mpFIqFmqi39TM2e9O1B5T1WOrDrCCzJSaTTokMhsjgQ0lq7gz+33J7yc0oyB6a2i3jAkhMFFFTpUiQUsUigiJeNTtVkGiV/Rj7LpclDIK+7xMUF0dczhGpqpD+HB1MmrJWgKmiVDtE0Ye+yYeVznsfQQwA8tjU+4yh+QzuHhbuLrsHwt6gOVupe3aGUQgzW0AjfLeIBOFVVbNYz8MlGJUS7PrYvda6bqnOvULUhmwxM7OiWpI2Px2qtAm5N03Bcch/WolkwK5rnm6JMhv9DKcrV7YcxPvdoQp+Ae1SFdAwhO8ub7PbAsZ+aX/9+vnd75IF3bmyuE0EY6i2MRuNMYyd2ecwrjFFtfUL+B/ho/+lXnrTeV+8iy9g5Ly/bgi7CIrAaHhAMvlDIjy8tF3ftfvxDHeeOrr8wv2j4oifj4fR7/kQG2FjZUZX5+g2MK2fe1luEGpo8qXWbVzsGJ9oMfxb2XSchyEE+UVo6G6k0gN3bFgNAlHKVEoplrQzsSy1rpsoFQgqZRIp0tnuALhv7pPU6sS2ZZejGvBE76OIhpJUA6qLgCXrnEHvvAoBIRQw5vQlfX8UmkiUxn+l8JgEFHXtQQ4q+xAESIZwhYlQlaWUh9Pp8XR+fHg4n2eDZK4l6ciAgHiIqhhERU2LoUyJ5lpr/fz89Pn56eXl5bquCfALAREaB5+AQMbZsg4hic36YzKEwVi3idVaFXJo6ITrFJNO5Vo3Z9hkXLUyajiVq1cJIaV6RMgSk7/4pb68bJ/ev//2Zfs0TVOtsSxLejZ//O0Hdzezy+Xl9fJpWS/C2LYNQiE7vgYAGEJIcoGNhd1ck0PUqi3izs/leeeHkpWjg7vb8IPPSEEFC8qk04xy0vmsZdbTu6lMsFlLUbEMw1A0dO+byVHyNDT6WLf7gicBjQiGRBAhneItpNMeZlxrdCZt3z2YBRjRrO6jD2+vTAgTMdhm1SCSbQYZFG6CRhabjAc92NWEU0u3ebZEZ6OZaxObnKmh4t68bgsJG+mjjLqLSskO62zF4qI9L5UhAQDSyAGkZys0dSxkYAvGIw5yaPRU6tqjmmysAwqotGlEAlkiKQuR7F2j0bsIIVQknCZNqsqozupRo/noNfYySyA7iI9Fhe5Neq9zGzecT35U44/YyfjAkGy7kj4cX6qMN330rxXJosvM46/4Qq52w3d/jYPIBW6yMEfx2zr4iBx2Epi1hV9kRvO7Qe1w8tSkQoBbG2wawcNHr70Y8b8vMu4fcIxJOLwQjCKEQ+kK34R9RaKes7UAdq3f7Pck2MrWos1KHVc5PLwxogNHYVoKaD/71unvNw6NbJtpSBxA9jjMkYzSTLTfJAQR1dfedee4ZFvNVabfjiuj6n7Dx/e/nIq2wg7RobvHowp2PB2l/TpN0zRNc7HJjF4zW4uIolprcImIKqYAnRER23UREWdU53X1Za3Zh3uw88LSFUnmRbHZIgIWdLA2UhAhxBMNN54uKK7UYnDm5GiAGmHMJlXYI55H2poQU5mm6fwwPzycH07n2UrJUA5pDfRkauKsUVHMoIIyaSli6oGXy+Xz88vz68vlcrluaw0Imhkd0TgXG8ij7SuhsNZGdjNSIin6RBFgiSqS8Com8EdFaziU0CnALSoFOhUuWxo2sHSEYvXPXNfVX67b89PrT6ZTrXVZtoS76zpfLpeI2Lbt9fXJ3edpKpOta61RRaRTuTVhmtVaJPvWaEupB+GH4d80enDDQREOde6tWgk5DwMzLBO0iE5aTjadMJ/L6VGnGed3sxXYpKoYbHEUWu9algS3bwFOU+VLe8zplAfCg5QIopFQwVvYLfpWkmSfxcHBRddzQzAfVQWAchKEhiMmLVusTd9HhLm1r1eE1waIvqnhyweX+DIC7GILu8GUlFGq0Fw4KRukvWYIKYgEvSeGLAuWhSqdvBUC28K1HyTRXcD2sEa28aBBRcT1oNGTfM2TWhhRPRoFIAZ4yNFJJFTCGyhRYA3c3xxzZ/W6blHpm0cyIiBpU2IgJMa9dW++3j3uo4n5xRpoKIFbNxcRoXbDGDY+cLeQ+vm/qtGlJWjuRWgvdr87bs45wgMAtk5B2tVWfyjo6ZO23doS7YwER6cNQCNXSzhifospphs+Y0QjcPAtgf+uPvqfDpj8ieM4I/11x5i8eQPS0baAxgHGTiJ5xVMofPkPDSv4hlL/6s31eRwRhbbgdmIpBSIDvQBIScruoYciKGKb14hk/Rwm4cB6RGfIYnJxAw1Cs1s5+yLOWWoyuoeY7oexP/giIxVFtuq1tPdLKfM8TWZ0pUtUR3oTkrj3ZNRCumjbFlIM0C2YYO/q1b0ma2iLJOaRfG0FQoErJQiKgyrquWlhAJpAQQJ3hTAhmA3dY0jmxsfxBU6DpKqdyvQwnx5P55MVIcLdoAqYYlK1IiKM8K1WnB5NdCpm00yRzdfLsj69PNdaNw9vq0k0UWNdMrYVkBSkWXCvCIOZsMO4aKDCFAAcKHvxC4POUCLMTM2DlQhRzFPvJYUQEyVFnLZVIaxefF2vUxINVfrVr9u2zevj5fqSfVw9EtVXty3Asewi+1inRJDbuTqqgbt37kzGNuQUr4KhzhNgJq2wAlIAgxbYhDLbdNLTabYTp9NkhVIke4ggVZ1CenEs4UfkuDRY+931WxVUthKIRA8dZLez+cOQyJD1rgNuR9overNHRKQUISEGzb4hpDsmwF1kRczQ7sgykBzu+3yO4Cw0hJZWCMiI4YpEIH3fLLjsXKNQ7eRiKTO6YlBt3G4UHRq9P90RWhhkAjdHN9ya2hkhkNSNrWI8Gi1VBOgZbRp5Rs/LZSQsZ8OSw64rYDrdnc5s2BjuDCgVAjNa0gQeZn7EYPottTDHQYjdL8t+MwA6kOXGV35bywxFfHS10z588/ONyb3nYUWy444M1qKG1shRE6229hh1J4BmsTVVNX4C3dMerbWbMXmDiuN+by0uiLZnh6U14isyfPe8RAOSv8HrPiJpX5upLlJvSRi63ZF/EiArsvabPG5OfrlZvzj/EDGHrxNAtg7LpYKOgYwIMqVtUu2rqtpRJHWPvG5jvTasexNSHbp+fz/3QfU+oUOqjys0XszUi3lpa+1rEariTvQOLtKAbK4mrK3r/M6GKBLZyyk3sgi8TfVGzyseQZjjERynsa/44wa4Me7IfcWLNCv4crmo6mkq7r4tS12vCrEiHiFKLaKaqcnsNypklWDLP4pn2YmZBTojhFDSQzaoSLqYWSSjQjGhAxJ0iDBqgs/RaD8MKo1CASJmVkSz1m+skWFUlQIzmcWkU2xOVuYyCchava5StJRW+Vq5CWFmaw2bgDLpPK1r/fT0/NOHnz98+vTzx081XBWe4RbVBADvy775sSrKEJr1vETjC+pFR9k9rJXSQqV5CSqAJW9amOo0Zxyzzg/K5rDm6NzhHrqtqkm4KwUQr3RWildfrMA9al0zwLltEdFoW7M0uT/sNPqSrnWPGue/unWkp0A069CjufgihGb9OQmHkFAttdZg3+yVYihWHLUY51M5PUwPj/PpnZ3PUzlxPhnVs0Zb4YHES1ahZNCiaRZGOm+llHwHgCSNQ5CMGRqMGpl2Rd6jiK3r2mjCOjVBoO2yltWyQTUTI3eOAw9XKUVVr9vVzIoWMREVUiJMVZPkxCJ84gStEu7wikR1aFfOXd5DDuXgUAkynFK9uX1s9J9CqLYipTyDiRSRyWyyUqwEHYkyTJxcFnMKOHoqS9KztOB2SKbMaxu4CAh3r+kkYMvF0GwjwNe6bbVmXC1oIoAqQkQ8c2pIl1/NtKhGVM0OPWTUWjevS43qQsBRtwj3zKQoBBCVMhT54JLbpXqfob3xiNyI/XGUMugEboKUmY8/CuyDL4yj05JfzIkaymW83/0/kVbb2dZerV8agrnL+v0eHGU0P22/mzvh/GXk4KButV863FsnAtVy1IPDoDl8u/0cJ7730b+cyl/+wC/o5n/g0Qh2/wSlEVIfQ0aA6Pgngu4OkSQyHnbK8RHevf7aKL4SEfhqXSNF0kE/3tUXoSSCWesl3ajLJwPRdHYozRdn7yomIjKAND1GdLifQ+L8sExBNJN7x2AOou5uO4r06lJARNx9XdeimoLPREtRuidNKno8IHM8k2oE3BncCRqzRbnrCBplkE4BF40E0gmoYg0IlPonE58OEYQiNFystKhnQzhptNZqKcGk904SyRofmabJFNNk81SmUmYrKh5qSillxCll0GbZ4+P88FDmU0Cu6/L08vLp6enz83MN39w9kAIUiLGVujpneyJtS+eok95iCNyw8XFQKNkxt3W+Tp0aagJB40YPCTQWXwh28B8ZUGMLootLuISLS9SIGvRujvf1lf8f3YdayOaG0guHlS+3RbfDUmwdLPpychx2TV9QkUI/fdwJZdIyyzyXedZ5nuZTKTOksQ2g5Z/2UMtYqx2CoEw136WqZK1HftJdSUhQsp4jcqN4N14HjkEGdK2NF/uuP+4a4GbgatlUhhCXECmhFhEoJ+23oDXNshUAwnP7AKMUoGsl/P+Lu9LuRnJbey9Ayp7Jef//VybTmXZ32yoCeB8AsijJ7mUmOeFJeqRyVYkLiOUSC8RvUaTpmiVYWFqVxJGAMcoxBJN3p4FOJTVDAElqzXZZ2pU9egbNImZdxvNHt5ZiNf+YftSVIN1tuuLmYKb/PNIoI+c00jOuijDPkmg585W1IoTArILL8DOb7GIO+MX2ffmyRBpOCAlAZcPc2x3D32YG2DK0rLftE3h3/VQ/Hrq2rvBuGX6l/R2R2vZx/kx7vPNnhPr6+89qAD8p1+fr85kNtNExLMoHKs3hGuV0UMOvDvwnWwrqKvjBjFBnRPJnzryIKeBK+J3PEoUl32S9QMowpNieSULeLeZz6r4LFrvXwAojxe1aLNYmFHe/Xq+hKoim2kQz83zAHJIgH2Yd7hbMDDleKOhk2ynCK+4uWWR6y0vQFEJFBGMIPUKENFj5yHmaGkKTktaUqBMnFXo0kQhLfx1OBaURSjxfmohceu9dLypNqVR4pgrnzFfWZCZfjKdnad0C17e3Ty8vn/7888+Xl5evX5MFpewpJlx+fKn/O1lnoShMEmTmBJwAklQKl4Up6sSZkKSdJzAemcm0lqLMyvvFtZF5xwPwqCSwZhFyWj+rXu2iAWa4Jk4FdEZrbsE4qcyJLrmOOt1LIlm1emcB0KSoBT/6tEtTCOkFT0/69NSff+u//X65PPfn56adoZa7LyKd0m26tm0lN1gvmVnrN2bqjIB7yBhBmWlN61GbtXDqUEbyBD2BsiXU3xXkS3YuyEuqLnsw1MVCLyDDQ0wj3SZEQoQHLQZks+FSjidBTpggSe9cx/TKyM953T1I6pZmQ0SaSKbh8UYIJZMpZlBGSBBaJrqSt8wgRzXLNS0mkPLY6WOMTDdUEp1hPvJsmxEDJ1yZcGj6GM5gIYiLuyNDq8aII9yBWHUX0aicdf2AQh8/YrYblzv98/cFWv/etXVxx70XdIots/p6eX4dVuj0/mxEeZbdmtdzWR8E+VIg9jvvOvaTjVPpRNlTpW7NZEF3gW0/bmde91vV9V5P+U6Pvz+Gxz/+SIju6qW8J9TPLYEbdWlJwYXk5A0OEMWYsKrm/qQs/1Vtqcyv8/8ATp8OYCPcyrcyh8A5sq06UHKHcnPNM9iTN5+xc7fDr9HdfcUtxb830uJn635Vbco8CRTVfunaJcKu4ziOa2HvbIQuxST5USbXCqJKoVEoLhAHmkiyRc8a6iJmERIGB5V0N2fAiEPciec6JszzGzJCBALAsl5JySYhGtAo/aJK6V27UhgCz1OCrCcjpGTWst6hQsYrcdh4O66fv3z557/+9enPP1+v1zyqXAUWHaellaDuEudT/gUlTwqClSnVSpaIRO5OYRYpAJBuAKe/ohMSUrjMQlNP1gaAmWIk6ccTc4k4YeSZHGZF1lUNlsWEELf5L++27f51kSh56gR2aof0FfDGBE5Tmqpq75fr5ak9P12eny/Pz0+X39rl0rQzYAazGGaWVUk8jVIf04DD3AaLmJdaUTTp7mME4JHFeyprrdvyOpdKjLqcQgr8mtvhznLabbga+1lDxUGHQh0kLyFWYIyLeGZmJSMaMFMgeDnPTKF+aiOP/h5ARWsAiFQQOZMt9rbitmW0yvUKkcoZFwxC9RTnZAajAICom2W6nSnU59QhPd0yGCDCMiBc6TPRG+sMPZhBv0KRLAvPiEor7ebuiHxkGMwZK5EpSCEqBWSVbtnQygVLLP1n5/ZTgr5DpbcWzu3yPYjhiTbVsu/PRsTsz9J1qmNjU3wLSD/7/L51HvcfCIDTV4VzL+ceFD4o6TX+yGqbnPpo1YwpzA6YyfFRbO99sbXkQttPNX5GxsmD+fAfN3Nv376E+i7I7wL49mWWOfhyDEpVseI+ptr1X+xwtUdF5IOVWLTiAMt6XzSxy+B4gDcW9rmo9iTkycKWmb4Pev+8GFpJ9GKFGTwqZLiZ+cGIp+f+/PzsPg4bZhZEa1kcXZAxkyEV3orwmAcJqPc6GjnS9dgJUQkHRELC0upIRikMCycMKM/fsACdXoVTah8XqWee0RZowibsKqLoGoJgWKb3VoSEMgKhJJv23i9ZBmsYxvX69evXT58+/evTHy9fvw2vIN0KIq5MRHNRVFBnAAWfpItTYel5EcEAc0oIrszSWRkqh5XpcFNwSCCTDZLAQClG3By0MXkXk6Q5FmFIxh1t4nySUaxYqwkdAb4cRk66uv/KCfZEwDc/jEnZk11sZ0kkqCqtXVrrXS5P8vzUL0/tuV+0U5vkWUKMsAiYwJbaXSfoU4TfWF2YIEfa8OXcDmQAeuYVSyhlPxNJaRRCJ/qsQyFnV3ly+Z33p9hjwWvitWQhIaBeCERLipyBapDw0SJCLE+uK8XCzCJxCvLNf674/jmHQARUVZXapClVtXVpTXrX0JLoVWKSgqAjVtjanUR3Qcxjr32rFzweuV0KtMhBm43w4THogbCIgLmIII/2QioPZ0RE2BCYjzHSp51OhhEZ0UKnozStsGOYmcmvOV9vFPV9Q7EkvW7Zr3fl7CTXm1SyzGPDKdRP9ojprHn77w+ir3eMfV1ZyuHtve+/hyTpK9IknVjLoi7BF7dlfH/QarrfhUQ+6sF6ZF35zrN384sf6Q0rrPP9P94IdVla2PytM9aWZEXVbA6ETNj0hnmd/Xq3P1ul1pv24ZBnENoksvrd/SKw/HcokeD8phiWvnZGypWYSNN26+cSw7if4VMn9QJqNxfFmC8viBWcpSMw98nM4bWKdvpxHMdx9NGyjIKZpatR0w7RGdnP9A8IIBAgEqWncObOVNCT/UTAs4YhwIwjV/VhEA8184iApDhnVu2gJagPAC6xkBeQaIre2lPrrVNENB0jIxDGdN9iIgYZsK6kRtBhh42v377+8emPP/744/Pnz29vb1b4rc68k2GW6laaSamjoARH+tmwuAQzbQjLy1mBITM7biClvDAQXgI8IguQE0QmKfP0KljkivQAV2mkAhIOn1V16rBwlsgsWVilJQqXLmsxAASlINU7bhkBVdm+vo/9pFF+3jPJL0lZVXvvrePS9am33ttTv+RJR06YhhqCmYYsNNMtFb5QAPu0vA2n1h5SgdPpMZMe2sEsPl/g/9bb1R8AERkGvAT3zQB3jSmi4kWjSnQAaRzMXUyKaGhHLhNJCvQw2sXdx6BjcKz8CLPvvOcrc03z/Xl3ahBBykpSrIQKVEQViQdANYBZF0GkDOLUcVVqmWSWMC49hpNLnALcnZgVedwdNsawcc0zckTQw32QSktuUzKxnr8y5yqVSLonRKWJbNdJiqe893nm+dh2C2SfGd7asjf8fBPk68Ec6a4HZNuP7dcNS2ssYq4Zyvfc20vzt/LxfAR3H/Y784Oc8OrN2/Ruy53PxtLvCBBeVuyqhBjYpeEPpfRfP0d//PCdtom0n/yd08nlA+x93Vblw5dhUbwgI4inQxDrWIL7q7YMsjd53f9Ok5RkPlnfdAbGST6R8jn5oQmxFX2YZBTTpzo2Ii5dh6fwrcbpr3vDfGMn4OrCu3SV0u7OWBljOAq1zhjW4zheXizCjnFwWpEiLT1lysMmj3UDLkxvPM4d5ajw3LJXhInepmdAS69OEQwL56wPizi8Tr4qPyYy7jsHokQIlHhq+twvT/3SuzaRJnpRycPydO5Tpq9w8QL39CizL6/2+fOXT//+/OfnL29vb4sRyKxu60AwhEjcYq4gyXJwIyEM98JEMxMEJzO1SA0gE3lAQY8KYS8zID2Z02keBI61bDFBmAi0nkamBKAK1RAxkVBpJiANMSIQnsh8Ukug0paeWu1MankSf85zjWxyvdPE2XpyQ2/n6UBNqYikUO9d+6VdurYmXWviw6LitIPwiimPdcSbsAwQAbNwK066lHifWckaW2Z/rHwSQPiMSJKzM7PPUVlLN8U3IjwiM5/sF4vBF3k6Knd6OmsI6RRIhomLDLFEyGn9LCXu5om0TSPvg702P9eFdZ+vkvCzR6YqEKVICEEx5CkUrRxr59ACGdSwRlr/TomOOdKcODOzEWbmPBZ+jpQoViUAIpYl4OnxHhG0nnGDKfsj0snXS2mwyjwztb8fMNU7UY0poXeSe5T9jzP52GTp45vlSXKqGDH/l59vZMEuqu5Q0ccf2sU5dgXmbst8UGsUEzyee50kIbMw5Y8m8LH9cjz63UTv8/Wrr/qPtF1BW1d2nhgRMSsFfdRPfrT/fr3d6S7LRl/gzx1Qc/YntOKb1yZMNZx3+unNb92xsJ9fhaV43nXGzZGHpmaCaALRpqpd1ey4jrcIo0prja38bPNYNGbaQk/H4nLuTjTpxv5L8x0AoOkhFhFyafRwWhCeQUERDLcjIuCImTMDU+IyIiiAoys0o32yqLtI1zbNnbR5KisfC9oRNwzzt+P48uXby8vL169fr9drRNV+iAJga5vncmQFUPOBWVZ5U61utFWeg4Ux0ogJOCIFeeYl0RTmAWEpBqn9nMwtTccoVSyb+OZBJpKx5hkizynCSyRzw95ico3WzkRj54pUVtFzU68P87jq/iCTtw0zSEy1JioLcoikjxkMVW9wLeLC2PaLUdmfTllbnoczanpd91lyZuJMN3shRxwRmSVNRBZDcHebGSBim4EpOaZgAxyh5eRljRoCEYlGGhFNwkl6awBUTaScJk89ZP/3dqOtqWYp0zfdmGqluVO1Q8isWZq6Yv3AjYRIAohNijxKdE5dNhJnO9zMQoaZhTk9EvOaDocSmRYQ5hEp0QGI9ztWmSuX4XlhlrgZIaSLFBS5dyzie5w2FzHvedc9fl/ljdnev1NnHvvHp/ZX3VH1nXTDxopjM/QfuexfFn+KSgEWsWx02WGnSaL19aNaf6s1el81FHPQqQCXzUesfKbpT/E7W0SMmYyXLOAnGXVZugTyPBDQcU4Ntvj+k/1NmTcHcK7lehUiUREsogSQCYlcQUZLs/eM2oGHl0NVIWF1HLSt2d6NKjS5rsxe4fqBavURWcq4fSCQYegrd1XSSGBukaqOOmFTVKYoD8uCJfl1QQs3Omz5VJBkHf+dZIe0LiwYAc1cGFkAxEGBFEQcgJEmzCBSvv5mF6pAMYIDdGkX7U9PJp54dGsXwK7HtR1Xbb215p7Zd+PSImDGwfBIfy9AIBKu5crkGdk9N+qQiBDigjH+rdpFY8QgXSDuPoZ//h2TdxtpbjgODMXxhg4o0QFq18tFny+9P1OGCjr9AvSAOkSJzuPi8nyRSz+amljY8fr69evLl39+fvn2+u11fBl4y6AzWW5WbsiDbyXJkOybkci8Lbm+CI/E9RMzLCOqCO0fb0MqzVwlCRJpzLwQYiIQdQKKoAeJJk+QoBFKlwiK04Px5W2oamumotKjOTw5qbwZXh0mHUqM4UGIuBlcwF59zN9QRSBCDK2weRKqoJavbwVglfWMCMS4usMH3CAOCcDDDarq5gODCidUgXYN/XaNb7/1i1xgLUxcVEkxxLDDp70sQhUizMOb/Z+7M5OIWcBcAQUEmqR+fRtuJmRzYuBwREgENUwinNPBcIQGWio6BolULy7XMA1xJ4e5HXBX1d4oZjaCEdJaQK4WAEUVlUiy/G9cCoT3JqrKpmEg0IDr1e3t7el6FRrcYkA6BBjXzOkq9NLjRYTIIwIMHrnZmX6tHgHCsqBhJ3pYi0NNLtGeVNrT6xUd3t06D8GVY7iF+dM/WlzfGKLaAR6BIKRdLm9wUlXN3LLSm1JVYqS6FPSgj+aM4y3MeQzNYIEUzXUqqcerkZkhuQmgmVQnIvfuGf1ohZ3MdK6IyPqqVtz7epAQFQgdcMSAe6D1OiFNdxhFGrgcfpAEnUJZtwRELfWT8Iymkcx/Y2iYmWdmjb4AYJnVRzkzBJbQ0EtpCWbwTGKvIJEVqnKfTt06VeElmGp0BbQuvDMhnZlwZrSGm5jnQiQPj1moIl/iEiD5mv4XBRxMaUegrVqaiFgAJeJBpJ8HYQTetdG/r0M9Kk0/fORX2+Pb/poCFHeg8/8OSMDUfnaVcArmm0SJ0/KjZkKSRPZITkG+RxDtL//7PdxtL0yDKVAxrHnolsUCSIiIshThtM2kNZrGlQPh4yBP/SkWJ7g98dq7nYZUTGMx3SlEXG6wO5JIJ6He0YEmcmG/aO+tz2S6PM248KVIXS4X9p6HkVkh6vX19du3b8dMRh8ry15s2/UXW7yDGJ1Lv+ZhasD1D6dJjWnxoPSEWMUCf5V0Ux2swKmU3K0gdxGwlWkrAipE0NJne3KrmHV04gozGOECWvrFER+T2264L0J9170o3munir1JjpOK7m6ev5hMcF/62Lj4Egtx4haZwDSAsh7qdwCPtETqMJxREWusXSgI5PmXaqhqaxLBcYSqZ2x61Ug9LZZF8B+aAajKY2ImZjTBFJN0dzgjMuLgpIFyPXAnnRT3gHBtnypMB0kXD0BCEnbCHpfv7jMhwIJIaqnSoqvjQVRESb7/dr3mvv7A32i3cXMExV8+aHXXCWSul5yzl31PGNsnwuHuckKbC7La53+z1YB0t9hgtpstH99Zqr/XHoGB/2z78Bx9m5r5tdzN7u955GKP7YSWf51X/sz9q/93dH/7nv+ZOMfJ2dfXaUyjqj/l9WRKko5djPSAJc+Y1jHx7dgwpf2d21T8MlEunrXe4OFjjBCa+IgBCRGIQlWbsLUWEaraLj1IjR7CI9zSRt+AnEVmi652so5SC2Tdn8hPRIhjc3USRIiYKrriwt718iSXnvU5e1dRim0SPYLCDKu6XNCbCw8bx3G8fXv98uXLy8vL6zGO48joqeJn8T3O+6st132tVEzgNwqpKACZZGabEolIeojEosLpjlCVu5WdvO99qq6TBs2kNyECbVAFtLDxGYaXeQCFcoYORCZ4SfVNwyyGmg3EQR/wzDdd65greG7SFTm2d3W6+bwjdJdoWZJlDrPQuPWn/Msem7O9MM6cxuT+eg+fINY6363YdDMHEKTHLIJJekVyl1zZJ3cKddbmDLq7NkawtbBhJiFyhiB+Z3Uem5mNwaEkg3BVGUNNOcYACaV7ubunyj+lMDYpjEeJnm51gEzlxk8K3GbeVz3uqdVNii11Bgsz5e16zTiFjyX6O9c3e+ZUZItLAKkBTlXgBuKeNBCrEozNQmSquvNYnos3eUedR51fdy1hD+H6Gc55By2zQt5/cHZ7cr//mjxqdzsk292e2a/cMeJ18aP+PV7+/nS9O5t/YewfvOdHU/5fa1t3Yp+uhKH3K2cobTrhSDHcfHJiX9hd4ZLQ35/qD6buVEtTFZ9niqWYnzFvYWZ+wMSNTsAMKqJNe9OmbZ6eKkQi2FprrfXwYSaBjR2fVe1xT0X3xJ19kCnk47QMGBKqAYRSu/Sn/pQSXSkqK1fVOsSoqc5j3VAFAcMY4+3t7fX19fX19fDKe8Xpdf/XxPmSr4s3zZGWyV23nfJ4SfSyfjAtRsg0LjNsGxEJa2+g3+Nq7qbGZlOSDIqJsDWoKhSqqq3kArX0MzKztROAp89CVpkTGcMF40gm7xHnD93H9ky65b1E/4DJxJboO/+7slmab7nG3MnKIsdTi92lJtdP3708UIFBkrngS57FTd9W6jpmWDhnJhmKJrBx4g1zYkUkVDWLyInIeQ7zAef5vjEzY+tNBGmjl5OpGYSw6v7jy3ehsvO3GkZtLqYn4Br4mnlW7mq/k+gxqXapV4sh+GzArNfkkI+HtnjLNhU33HD+Qn7dvmwOa9uv36ReMCTslNEH7yKyRSTuTgKU84iZSF1n50t3su+H3OCOoX3ntg+Um5tv69NfNir+H6jZ5XWw5fZqAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=667x500 at 0x7F28B4A2C4A8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ehfPrwW60tLR",
        "outputId": "7dc8819e-de9a-41c0-db7c-192e7ff659a1"
      },
      "source": [
        "labels = io.loadmat('imagelabels.mat')\r\n",
        "labels"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'__globals__': [],\n",
              " '__header__': b'MATLAB 5.0 MAT-file, Platform: GLNX86, Created on: Thu Feb 19 15:43:33 2009',\n",
              " '__version__': '1.0',\n",
              " 'labels': array([[77, 77, 77, ..., 62, 62, 62]], dtype=uint8)}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LISoYkJH01DC",
        "outputId": "3ccf0abf-b14d-45b2-9149-23db91c8aa7d"
      },
      "source": [
        "labels['labels'][0].size"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8189"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fXH3P6PCdurJ",
        "outputId": "ace42868-cb75-465d-c869-bc78783e7aba"
      },
      "source": [
        "type(labels['labels'][0])"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "numpy.ndarray"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NfNXQK4Xims1",
        "outputId": "722e3592-361a-4cf0-97e6-3e461bd40c16"
      },
      "source": [
        "labels['labels'][0]"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([77, 77, 77, ..., 62, 62, 62], dtype=uint8)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GDvNaAkA1rqu",
        "outputId": "1099edb4-8c84-4f21-8bde-3733ce56b9ea"
      },
      "source": [
        "np.unique(labels['labels'][0])"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,\n",
              "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,\n",
              "        27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,\n",
              "        40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,\n",
              "        53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,\n",
              "        66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,  78,\n",
              "        79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,  91,\n",
              "        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102], dtype=uint8)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OFtHvSAAABV1"
      },
      "source": [
        "labels = labels['labels'][0] "
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b4_8DtLAf4uK"
      },
      "source": [
        "cat_to_name = {21: \"fire lily\", 3: \"canterbury bells\", 45: \"bolero deep blue\", 1: \"pink primrose\", \r\n",
        "               34: \"mexican aster\", 27: \"prince of wales feathers\", 7: \"moon orchid\", 16: \"globe-flower\", \r\n",
        "               25: \"grape hyacinth\", 26: \"corn poppy\", 79: \"toad lily\", 39: \"siam tulip\", \r\n",
        "               24: \"red ginger\", 67: \"spring crocus\", 35: \"alpine sea holly\", 32: \"garden phlox\", \r\n",
        "               10: \"globe thistle\", 6: \"tiger lily\", 93: \"ball moss\", 33: \"love in the mist\", \r\n",
        "               9: \"monkshood\", 102: \"blackberry lily\", 14: \"spear thistle\", 19: \"balloon flower\", \r\n",
        "               100: \"blanket flower\", 13: \"king protea\", 49: \"oxeye daisy\", 15: \"yellow iris\", \r\n",
        "               61: \"cautleya spicata\", 31: \"carnation\", 64: \"silverbush\", 68: \"bearded iris\", \r\n",
        "               63: \"black-eyed susan\", 69: \"windflower\", 62: \"japanese anemone\", 20: \"giant white arum lily\", \r\n",
        "               38: \"great masterwort\", 4: \"sweet pea\", 86: \"tree mallow\", 101: \"trumpet creeper\", \r\n",
        "               42: \"daffodil\", 22: \"pincushion flower\", 2: \"hard-leaved pocket orchid\", 54: \"sunflower\", \r\n",
        "               66: \"osteospermum\", 70: \"tree poppy\", 85: \"desert-rose\", 99: \"bromelia\", 87: \"magnolia\", \r\n",
        "               5: \"english marigold\", 92: \"bee balm\", 28: \"stemless gentian\", 97: \"mallow\", 57: \"gaura\", \r\n",
        "               40: \"lenten rose\", 47: \"marigold\", 59: \"orange dahlia\", 48: \"buttercup\", \r\n",
        "               55: \"pelargonium\", 36: \"ruby-lipped cattleya\", 91: \"hippeastrum\", 29: \"artichoke\", \r\n",
        "               71: \"gazania\", 90: \"canna lily\", 18: \"peruvian lily\", 98: \"mexican petunia\", \r\n",
        "               8: \"bird of paradise\", 30: \"sweet william\", 17: \"purple coneflower\", 52: \"wild pansy\", \r\n",
        "               84: \"columbine\", 12: \"colt's foot\", 11: \"snapdragon\", 96: \"camellia\", \r\n",
        "               23: \"fritillary\", 50: \"common dandelion\", 44: \"poinsettia\", 53: \"primula\", \r\n",
        "               72: \"azalea\", 65: \"californian poppy\", 80: \"anthurium\", 76: \"morning glory\", \r\n",
        "               37: \"cape flower\", 56: \"bishop of llandaff\", 60: \"pink-yellow dahlia\", 82: \"clematis\", \r\n",
        "               58: \"geranium\", 75: \"thorn apple\", 41: \"barbeton daisy\", 95: \"bougainvillea\", \r\n",
        "               43: \"sword lily\", 83: \"hibiscus\", 78: \"lotus lotus\", 88: \"cyclamen\", \r\n",
        "               94: \"foxglove\", 81: \"frangipani\", 74: \"rose\", 89: \"watercress\", \r\n",
        "               73: \"water lily\", 46: \"wallflower\", 77: \"passion flower\", 51: \"petunia\"}"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iqPmTe9kiPny",
        "outputId": "6883fd51-db0f-4981-9cfd-68134e528644"
      },
      "source": [
        "values = []\r\n",
        "for i in range(0, 8189):\r\n",
        "  values.append(cat_to_name.get(labels[i]))\r\n",
        "\r\n",
        "values"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JskvYx7oh6e4"
      },
      "source": [
        "def show_model_summary(model, input_size):\r\n",
        "    result = summary(model, input_size=input_size)\r\n",
        "    print(result)"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R9sa5pwuowE3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "c28d8ade85eb48b3b3453b1b6c6535f5",
            "aef0ff95ef21484388b93084d5a57914",
            "1dd0eb44159d4a92ba956a99078bda50",
            "449c773d060849b0a0eaa740e0513bab",
            "ddce508b73ea42b5a974a6af1b4d348a",
            "995c0a11f40d4049975344752f98931a",
            "fc70b9668a9844efb4a0eeb7c11e7653",
            "201858f2a06649aaa273288b932ebf7f"
          ]
        },
        "outputId": "b8368896-5821-4685-9fa1-94ebf5f28171"
      },
      "source": [
        "IS_CUDA = torch.cuda.is_available()\n",
        "DEVICE = torch.device(\"cuda\" if IS_CUDA else \"cpu\")\n",
        "\n",
        "# Constants, put in config\n",
        "epochs = 10\n",
        "cuda_batch_size=128\n",
        "cpu_batch_size = 4\n",
        "num_workers = 4\n",
        "\n",
        "model = torchvision.models.resnet34(pretrained=True, progress=True)\n",
        "\n",
        "#for param in model.parameters():\n",
        "    #param.requires_grad = False\n",
        "\n",
        "in_features = model.fc.in_features\n",
        "model.fc = nn.Linear(in_features, 102)\n",
        "model = model.to(DEVICE)\n",
        "\n",
        "show_model_summary(model, (3, 32, 32))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet34-333f7ec4.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-333f7ec4.pth\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c28d8ade85eb48b3b3453b1b6c6535f5",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=87306240.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1           [-1, 64, 16, 16]           9,408\n",
            "       BatchNorm2d-2           [-1, 64, 16, 16]             128\n",
            "              ReLU-3           [-1, 64, 16, 16]               0\n",
            "         MaxPool2d-4             [-1, 64, 8, 8]               0\n",
            "            Conv2d-5             [-1, 64, 8, 8]          36,864\n",
            "       BatchNorm2d-6             [-1, 64, 8, 8]             128\n",
            "              ReLU-7             [-1, 64, 8, 8]               0\n",
            "            Conv2d-8             [-1, 64, 8, 8]          36,864\n",
            "       BatchNorm2d-9             [-1, 64, 8, 8]             128\n",
            "             ReLU-10             [-1, 64, 8, 8]               0\n",
            "       BasicBlock-11             [-1, 64, 8, 8]               0\n",
            "           Conv2d-12             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-13             [-1, 64, 8, 8]             128\n",
            "             ReLU-14             [-1, 64, 8, 8]               0\n",
            "           Conv2d-15             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-16             [-1, 64, 8, 8]             128\n",
            "             ReLU-17             [-1, 64, 8, 8]               0\n",
            "       BasicBlock-18             [-1, 64, 8, 8]               0\n",
            "           Conv2d-19             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-20             [-1, 64, 8, 8]             128\n",
            "             ReLU-21             [-1, 64, 8, 8]               0\n",
            "           Conv2d-22             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-23             [-1, 64, 8, 8]             128\n",
            "             ReLU-24             [-1, 64, 8, 8]               0\n",
            "       BasicBlock-25             [-1, 64, 8, 8]               0\n",
            "           Conv2d-26            [-1, 128, 4, 4]          73,728\n",
            "      BatchNorm2d-27            [-1, 128, 4, 4]             256\n",
            "             ReLU-28            [-1, 128, 4, 4]               0\n",
            "           Conv2d-29            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-30            [-1, 128, 4, 4]             256\n",
            "           Conv2d-31            [-1, 128, 4, 4]           8,192\n",
            "      BatchNorm2d-32            [-1, 128, 4, 4]             256\n",
            "             ReLU-33            [-1, 128, 4, 4]               0\n",
            "       BasicBlock-34            [-1, 128, 4, 4]               0\n",
            "           Conv2d-35            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-36            [-1, 128, 4, 4]             256\n",
            "             ReLU-37            [-1, 128, 4, 4]               0\n",
            "           Conv2d-38            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-39            [-1, 128, 4, 4]             256\n",
            "             ReLU-40            [-1, 128, 4, 4]               0\n",
            "       BasicBlock-41            [-1, 128, 4, 4]               0\n",
            "           Conv2d-42            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-43            [-1, 128, 4, 4]             256\n",
            "             ReLU-44            [-1, 128, 4, 4]               0\n",
            "           Conv2d-45            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-46            [-1, 128, 4, 4]             256\n",
            "             ReLU-47            [-1, 128, 4, 4]               0\n",
            "       BasicBlock-48            [-1, 128, 4, 4]               0\n",
            "           Conv2d-49            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-50            [-1, 128, 4, 4]             256\n",
            "             ReLU-51            [-1, 128, 4, 4]               0\n",
            "           Conv2d-52            [-1, 128, 4, 4]         147,456\n",
            "      BatchNorm2d-53            [-1, 128, 4, 4]             256\n",
            "             ReLU-54            [-1, 128, 4, 4]               0\n",
            "       BasicBlock-55            [-1, 128, 4, 4]               0\n",
            "           Conv2d-56            [-1, 256, 2, 2]         294,912\n",
            "      BatchNorm2d-57            [-1, 256, 2, 2]             512\n",
            "             ReLU-58            [-1, 256, 2, 2]               0\n",
            "           Conv2d-59            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-60            [-1, 256, 2, 2]             512\n",
            "           Conv2d-61            [-1, 256, 2, 2]          32,768\n",
            "      BatchNorm2d-62            [-1, 256, 2, 2]             512\n",
            "             ReLU-63            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-64            [-1, 256, 2, 2]               0\n",
            "           Conv2d-65            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-66            [-1, 256, 2, 2]             512\n",
            "             ReLU-67            [-1, 256, 2, 2]               0\n",
            "           Conv2d-68            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-69            [-1, 256, 2, 2]             512\n",
            "             ReLU-70            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-71            [-1, 256, 2, 2]               0\n",
            "           Conv2d-72            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-73            [-1, 256, 2, 2]             512\n",
            "             ReLU-74            [-1, 256, 2, 2]               0\n",
            "           Conv2d-75            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-76            [-1, 256, 2, 2]             512\n",
            "             ReLU-77            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-78            [-1, 256, 2, 2]               0\n",
            "           Conv2d-79            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-80            [-1, 256, 2, 2]             512\n",
            "             ReLU-81            [-1, 256, 2, 2]               0\n",
            "           Conv2d-82            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-83            [-1, 256, 2, 2]             512\n",
            "             ReLU-84            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-85            [-1, 256, 2, 2]               0\n",
            "           Conv2d-86            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-87            [-1, 256, 2, 2]             512\n",
            "             ReLU-88            [-1, 256, 2, 2]               0\n",
            "           Conv2d-89            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-90            [-1, 256, 2, 2]             512\n",
            "             ReLU-91            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-92            [-1, 256, 2, 2]               0\n",
            "           Conv2d-93            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-94            [-1, 256, 2, 2]             512\n",
            "             ReLU-95            [-1, 256, 2, 2]               0\n",
            "           Conv2d-96            [-1, 256, 2, 2]         589,824\n",
            "      BatchNorm2d-97            [-1, 256, 2, 2]             512\n",
            "             ReLU-98            [-1, 256, 2, 2]               0\n",
            "       BasicBlock-99            [-1, 256, 2, 2]               0\n",
            "          Conv2d-100            [-1, 512, 1, 1]       1,179,648\n",
            "     BatchNorm2d-101            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-102            [-1, 512, 1, 1]               0\n",
            "          Conv2d-103            [-1, 512, 1, 1]       2,359,296\n",
            "     BatchNorm2d-104            [-1, 512, 1, 1]           1,024\n",
            "          Conv2d-105            [-1, 512, 1, 1]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-107            [-1, 512, 1, 1]               0\n",
            "      BasicBlock-108            [-1, 512, 1, 1]               0\n",
            "          Conv2d-109            [-1, 512, 1, 1]       2,359,296\n",
            "     BatchNorm2d-110            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-111            [-1, 512, 1, 1]               0\n",
            "          Conv2d-112            [-1, 512, 1, 1]       2,359,296\n",
            "     BatchNorm2d-113            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-114            [-1, 512, 1, 1]               0\n",
            "      BasicBlock-115            [-1, 512, 1, 1]               0\n",
            "          Conv2d-116            [-1, 512, 1, 1]       2,359,296\n",
            "     BatchNorm2d-117            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-118            [-1, 512, 1, 1]               0\n",
            "          Conv2d-119            [-1, 512, 1, 1]       2,359,296\n",
            "     BatchNorm2d-120            [-1, 512, 1, 1]           1,024\n",
            "            ReLU-121            [-1, 512, 1, 1]               0\n",
            "      BasicBlock-122            [-1, 512, 1, 1]               0\n",
            "AdaptiveAvgPool2d-123            [-1, 512, 1, 1]               0\n",
            "          Linear-124                  [-1, 102]          52,326\n",
            "================================================================\n",
            "Total params: 21,336,998\n",
            "Trainable params: 21,336,998\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.01\n",
            "Forward/backward pass size (MB): 1.97\n",
            "Params size (MB): 81.39\n",
            "Estimated Total Size (MB): 83.38\n",
            "----------------------------------------------------------------\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "abAJFljA7RYM",
        "outputId": "1a3fd6aa-d267-4eaa-cd3c-b5c756a81f62"
      },
      "source": [
        "in_features"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "512"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OZ-W5otka5pn"
      },
      "source": [
        "class FlowersDataset(torch.utils.data.Dataset):\r\n",
        "\r\n",
        "    def __init__(self, root, image_dir, label_file, transform=None):\r\n",
        "        self.root = root\r\n",
        "        self.image_dir = image_dir\r\n",
        "        self.image_files = os.listdir(image_dir)\r\n",
        "        self.data = io.loadmat(label_file)['labels'][0] - 1\r\n",
        "        self.transform = transform\r\n",
        "\r\n",
        "    def __len__(self):\r\n",
        "        return len(self.data)\r\n",
        "\r\n",
        "    def __getitem__(self, index):\r\n",
        "        image_name = os.path.join(self.image_dir, self.image_files[index])  \r\n",
        "        image = PIL.Image.open(image_name)\r\n",
        "        label = int(self.data[index])\r\n",
        "        if self.transform:\r\n",
        "            image = self.transform(image)\r\n",
        "        return (image, label)"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EOeIUcy_xNP7"
      },
      "source": [
        "root = Path(os.getcwd())\n",
        "image_dir = root/'images/jpg'\n",
        "label_file = root/'imagelabels.mat'\n",
        "\n",
        "transform = transforms.Compose([\n",
        "         transforms.Resize([225,225]),\n",
        "         transforms.ToTensor(),\n",
        "         #transforms.RandomHorizontalFlip(),\n",
        "         transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))\n",
        "         ])\n",
        "\n",
        "dset = FlowersDataset(root, image_dir, label_file, transform= transform)\n",
        "train_dataset, test_dataset = torch.utils.data.random_split(dset, [6550, 1639])\n",
        "\n",
        "\n",
        "dataloader_args = dict(shuffle=True, batch_size=cuda_batch_size, num_workers=num_workers, pin_memory=True) if IS_CUDA else dict(shuffle=True, batch_size=cpu_batch_size)\n",
        "\n",
        "#train_dataset = torchvision.datasets.CIFAR10(root='./data', train=True, download=True, transform=transform)\n",
        "#test_dataset = torchvision.datasets.CIFAR10(root='./data', train=False, download=True, transform=transform)\n",
        "\n",
        "trainloader = torch.utils.data.DataLoader(train_dataset, **dataloader_args)  \n",
        "testloader = torch.utils.data.DataLoader(test_dataset, **dataloader_args)  "
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "neME44ri8Mjk"
      },
      "source": [
        "def imshow(img, labels):\r\n",
        "    plt.imshow(img.permute(1,2,0))\r\n",
        "    img = img.numpy().transpose((1, 2, 0))\r\n",
        "    mean = np.array([0.485, 0.456, 0.406])\r\n",
        "    std = np.array([0.229, 0.224, 0.225])\r\n",
        "    img = std * img + mean\r\n",
        "    img = np.clip(img, 0, 1)\r\n",
        "    #plt.title(labels + 1)\r\n",
        "    plt.imshow(img)\r\n"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 456
        },
        "id": "qAiqUdEnpDg_",
        "outputId": "6237709c-0265-429f-9b7f-fe9308f74dc1"
      },
      "source": [
        "dataiter = iter(trainloader)\r\n",
        "images, labels = dataiter.next()\r\n",
        "print(images.shape, labels +1 , labels.shape)\r\n",
        "imshow(torchvision.utils.make_grid(images), labels)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "torch.Size([128, 3, 225, 225]) tensor([ 78,   7,   4,  89,  37,  75,  51,  97,  63,  41,  46,  32,  54,  40,\n",
            "         77, 101,  41, 102,   8,  96,  77,  17,   6,  29,  96,  40,  94,  88,\n",
            "         30,  29,  34,  46, 101,  50,  75,  35,  44,  66,  61,  25,  15,  20,\n",
            "         98,   8,  38,  13,  80,  58,  73,  62,   2,  81,  42,  74,  74, 101,\n",
            "         68,  23,  95,  51,  76,  17,  53,  80,  90,  55,  14,  77,   4,  20,\n",
            "         94,  15,   1,  77,  38,  51,  30,  47,  96,  10,  61,  50,  76,  24,\n",
            "         61,  73,  47,   4,  52,  10,  26,  75,  60,  81,  51,  85,  67,  59,\n",
            "         40,  51,  40,   4,  64,  82,  51,  74,  22,  88,  53,  57,  82,  75,\n",
            "         25,  20,  43,  88,  48,  46,  50,  78,  27,  88,  92,  92,  81,  72,\n",
            "         85,  38]) torch.Size([128])\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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FmoJtubw/G0av1ZksSHRDo910kBLikQ6mG/Oc/eYRWgc9njj2RXb23MDU985SKC4yuTjDe972Hox4hKWJRZYvTNLRlcKxbfZveC+nlz+BqdVpKZKO+B5s90m0SJFKc4rjk99g28CbialbsD0HPahTosjKYh3hBrgwM4sRVZia+AaFq65FXfFRVY2dt+zh1B8eQqgK173rTr698nE602EixAmoYapqlaXWUWLNLqKxDhqmTWkxQHCTSyTscO6YQ4AQIFlZWeXihZNs2rSdVr3CWn4ZTVEo2W38gIVUWjx/5Ln/Z/JFmfyyRX59HSQ88dXnOHjbGJdmz5BWUzz70gm6EiVuu3Uvcd9HNsFuWT+US3idi00xYGm+QO1TEQa3HuG621MMjs5RONrB+eK36R8cZf7EGlKClAIQVwKStk8wHEDVJFKVnF2w8DyfZt3iE8d8QqbEsg1UXaDrEDJNVnLzSA8a6+tMHDqCbuocvfgd7HYDzdR58vRjHJt/ge07rkZGanTv7sPJ1VmtTpAKDLGr7/0cm/kMldYcmogR1/aytnKYc5MzbOi5h77Y9ViWheM3aLgNFNUjEFYprjVx2x5buzdSKpX49jPf4J23voNw1CJiBGknJHpQxTRMynMqhtLgGeUbXFe+n0gmhpvrpGQW8BoKh8rf40L5IpG6zejuENJ0yC3WkVLFcV1+7df+Ex/72EfwGh5VWUPzFGpeA1fxmZ6b5Njxo3839y4S6SSIpIPkV4q4rs/ZlxfoSFV5+mtHCUeyZDsz9PSneOb4swTjAhF+dT5f12ILxRS27Y0Sb+9jrTGLSonO1k2csp9k3ZvDZwOr+ZkrYkOCAFAxQybVQhmEQFWvCKpebROJBcnXPMLCoD+bwQ22UDyDZABqGZ31cgm34WHXawhiXMlr+kRHojTXSni6xfGVr5Ae6aa2BM1GgYvFL7E58yYSxhiG34EqdFbqJ+hL3MhK4ySa0s9I+iZ8z8eS6yzZh5h5uUVHMsb6coVQRFJ3JLnZdRyvjZ4QPDv7XbqSo5x//GMYdpDuQoo1s0THmM1tW+9j8wu30E5J/GwR0QphVDycrEc6YbAFlaIlqBQkPT0mZSfFrKgAkmPHT/Fbv/m7PPTmBzANHa/l0XZtzl6a4JOf/Sss23oluywIGEHOTh7GE2HMgA6WzfxUgfnpAr4EM9Di+usP8tE//jP8YJuR3SOEBlKvyudr+ojRPxbdgyH51p/qIRXejlPxUDtKzM7WKBbyxFNhYsE+5i+uUF0QRPQQUiiYwRC9Sh/Lq2tEQ1FaWpNkOkZuPsfQUC8ladFWVsk63cz7VcbHNzN98QRF3aJSaNCu2aB4xOJJ8stFNE0l0R+k1bKprdTI7upGD2qUJmrY+Rr7bo5iGIKuwLUsFo7T8pfIprvJmjex7DxPNn4ABRXdkOSdE1iuR2UuSCoY59T5aQrrVcyohmhDMGHR0ZOgVKkhnBDpZIKe8l7Kq5M4OyWt7llatTBvNn8G22ljNWqIkEfIMijLIhd6H0HVJdNLdUTLRdFUYmoHrdku1leXUFSBEJLerh62bx4jlc5i+QZzMzOU6m2mLp1GURQsq0HPQIjLU7MkMymclketXEc1BM2GTaYjjqJLmo0WluUykDK44dok0tf47Y+dOy6l3PeD+Hxdi003VRmL6iQyCps39ZCqj/H89EuMR0d5ee0cpmpg+y4CEIpACMFVG/bzo+PvwOwJsi26laX5OQbfspXl5QVWpud5ZPYL7E5uZndhD7+V/yTLhQZOo0xXf4ygYbLUWEXVHN7znhv46qMn0dUgv/YWjw99okGlUKNSdAklFDoGO8mdK1HNl/Fcn85IFse3abaqhAIqoaiGOaJD1CTkxRkYGmS9OUmx6dMfHCbgBFhamsT2g6S607TsVRx5iaCZZmxoiMGubp76cgN/ZYxl9yThbYt4GzfjKgo9yV5yxRweDVA8rOICVs1BKCqKKVE1Ha/oYjcajGc3cfXo/Rx/+qsUmnkAkpk+NEUicTmw9/3cf9t+Pvu1T3LhyPOU6hUsu4HnOays5hndnGTucpnB8RhtIRGtOvvGDM4uQDikkdCCvGdfmT2DTUxh0v3uxg8V2+v6NCo9cFzJ8PYooU6F4cgWdm0eZfPgfgwlyKDZi++B54HrSlzXQ7iQbMfwllqUtjbJ3jjEzMJF4nMmm6/ezaX5Reb8ddJ3DnPV/gPcef1NbD/QRUjXSPQmuea6vfSPDXDnxnl+/adGuH2bYHeqwPUbXH7h3b10DWUwoybhRJR0dww9DFdvPsCnf/Kv+fCbf4eQEcMF+rfv4C3X/XuGM1v5N/f+MT+y9WHwDBRVYoaiGNFuzEgHgWicg7tv5hff9RtojY2Um3VyhRn+5hsnOHHhWSbtx2hHJ2lU6+haGE0LIgkQCMTQVBNVF1cmS3FBc0BIkC6KbqKYBo6wuHTmWapWFdeycW2bSiHHz33g/6QjMULlcpjzR3wunzmCEmqhmzYCH01RCQY1irk2HdkgA6k2b7+mTSSu8fB7G4RjCm5Nw3J9XsprPDcpWF5/dT5f1xmED3/4ww9fO7yDqcV1xraNct/4e3DrKQa3C7KhKDuGruP5Sy8ir5wQkFIQ70pw4wN3YiYDfOnI5ygtFEhrKeaXJxhKb+BI+RjruRVeWDzJj9z8ADe2D9DuqmGvF0j0x+lJF7hxpwmWzfWbFxnIbqCWm+NNBxwu5nX2742Rz9mUai3q602C1Qj/5o5fZmNmM9l4N550uVA9ywO3/QR3jL2L7aM3EfGSRONp1porrLVm0TxJbnWW1bUcmWQfESVBYaVFpi/KqZNnKS41WFpo4lo+RsYilJCETBX6ehC6ie9LfOmi6RZ3ZRcY0XJMVTWkECAFQioYagzXt+kZ6CZElUargdNySXaEwMuweeNtyGacCycuosd8Il1Frr3qHtpWk5WVFRIdARTTQjU0BrMq5abNtl7J3ftgKOlxclKl4klESKHQ0NAMl1RI5y+faP9/M4MgFOiLJTm44UG+88wZpm+aZzS7m3zlBfxmCL27zcZ0Py3HYaW2TtuxWVxb4Le/85vcPnIHuzuuIZvpJNnXTWmqyGxjljtHbmPH7v2odahpOXK5Wfbsup6z4gzjsQWu3V6iw2tgxAPYU1XU9QsIL4BXq/PW3RUW2hodD3XwJ59exo0HuCZ4CztTe5HLNQxNcNvYXVTCObKJETzVpf69Zax6m957dqIFgsS6u8k6GbbGOnAHPJZKNs18D8srZVIjGfYM387GDQN86ctfIRBpURIN0n0RrJqHaZq4qonve2i6ynXJJd7VeR4nJBF+gq/PhnFdD4M4mqlihgKopkF+aYlbDtyN7wqOnnqaaHwLLx+e4Nz5J/G0RYpLYd79i7+CIIhKmAvnTwPg2xCMabz/zTU6kw52C3oVQbWg8v7dFkcXVV5Yi2JLh5eW0ywuhIHyD+XzdS02JDw5e5w7730z4yMHmZlu0PLniAxGGBoJEQys8ZaDP0E2ofOrn/4wjuPguh6XJybYNbyXvoudNANFCr0myl6ThTMTjCT60I86rC7OMnrTTuxdVXJ6A7Mng6WUGFRqaLJBYcpjeU7HbVWIhBVyyQipUIvxTIEzMzb1WhsznSRYVrGWCqhFG7tQIbF3gFv67sMzkrhlm9pMnrnyRTKTw/iqgxFWCLgG1SWL/QPd5CtVSuurKCGf/JTBnW9+iPHNPXR3jPH5r/5X2n4bu22TzMaoSgfTCOO4Hgm9yUOdF2gsC+qXFP7VzgqFJjx5XqFeaxFJ1wl0ZfGkIBoPc/sNP8b4aD8La+/kwtlJvvm18+zatYW5aUmrGKLVCKBUE1w8mSMQ1qkUWwgjxFi/wTNnXbpjKvftbNNvODzy7TBzBbj/QJtzBZuyolOvqOTqr07n63rPhoCAavLY499lQ/9WrjtwDVMr5/n0Fz7DscMLdKWv4eo7buUvnv8WlVYN35dIX2K1HJ545nvo6TD5eoHc3DKPfPOLtOptlpV1yoUyBXON1mqJvyl9Hj1k4vlVtFCbphlENVRmzktOnvF4+nSACxcccks2suEihM+9BzX+j1/aQDBsIDsthKnTnpqg3p7GtHwiRohSe5Fwd4Se/VsZCuzAzjW4L/0+InqKVKQbS67QNnTSGY1Qok1XVxeNosWTX5nh7Is1gvYW+of2EkmrGAGN4a4dKDKILW2CRphd8RXiooW3DhcsyfJFhfdtqBKuSgIRB9cpQqsMUsFXXf7yE89w7iWL/JrGjTfewPYDnVx/w/UEuipEdpzhuScvYskmG5P3EjQSjGzqojMb5MGDdd56c41b9rSJB3z8Gnz8cY1HXkjy1Msqdw+WqC9J7Kak1vZelc7XtdiEgNH0MA/d+OOYVhit7TMyvIF2vc5ifpnZswpzL+bZndnHDYPXEjQDSF+g6QZTl+eY61jC7Ra0ztQQDZ9ZdZkzhXMYW8KYdhS5Jci4vxWeqBKhxZ4Rgeo5KLZDq9FiftVmbrHFYkmwWnTBFNSK8Plvt/ibE3USSZWX1EOUtDJOKEjJLFJfL1LKL/HkzGdoBx0iezro2DhE6PosStak0S6iAfde/RYmVy+xWDiMEm5x+eQa4eEpIkNLfP4Tj+N7Dhu89xI1ewmYATb2bkZVFFzHx3ZKRKwCsqkQKWhoYRVbFQSlz1DKQtNB+gKpSoTiMDrWgWbWOHX+Il/8yyc4fXaOidM2h7+7wK7eh2h706zkXkKLFlhbmSOh99LZHWF8rJdvnuziy4dS+KpCICTJWyoHRl1CepmhtM/kqkHN8vBbAsd+9YXydS02KeHI/Al+/cu/wkcf+wiPnfoime4ADz3wPq7beT+hZJx2uM61d13L9ftuJKiYCFWhVrBACD716J+SDXexzBqNUJ3c0hKD5W6W1RWsuMvy3BzGCZOzK6fxTJWnT9s03RCtosdgv4+e8IhELZrCItprslgfJNwb5pptGXw9iiFauKrNZOUs0nFI+cMYPSnmmaRlLfLE1EcgqhDZmWa9vsKZ2RcpHZmmPLmCp/oc3H0Xy8XLLEzPs1R6hoY9xep8hXp7jcWVc9T8KTq1FD3BbmbnTqAIHaRkfXKCyxM5QmmF0E2SEXQGHYGCpN0SIHQ03UA6Ppqu0CqpUE5TKq5i+fPML53HrqhYNYV2o4JTa9M/2MNffOwIl6efIGtWaVV9plaKRIwiP/2WdeZyOo+eShHNSv7te1r82c+32Ngv6Yk7WI6KFBrB0KuL7XW9ZxNCEEx1sFRcZPXoGleP7eXBtz9A+ZsVBnb30bell3qzzgf/8y+yuraE7dhkCaKqCqNjg5RLS5Ryq2jTdfR0mFG/j+ZCBWcpQ2+4l8sTE0REhEBfjKVci4WCYIPWZnNvL0PDBczFANdsLNOVdMgMCF5sxzn0pQJ6zMN2PTRDY2B4nCnvEtfa70QWLZaDBS6FZ4inxpisniI6/Rm2pe/lkec+xrmpI/hzFaaNCWJLIWJKimwmhjObYXRznO7ebopzAYY2Flmda1OuLRPaItF1nUa7hGPGkJoLSI7OCeZKKh3SYXOXjm9K7IhgR6/Ho5OSWFbHatkoLtjny5xbOkx/bQw3Uuf5Q0/RdE2iwVuZOfsNRDhNMhGgKx2hrUQ48dJZrGyY2KhJqazzE/8+yPimNB/98UVY9nl2NsxVnU2evWBSA6rLEA7rWMqrP6n7uvZsCEEgaaKoCrqu8aFf+Q/EYkm+dvgxtm/fzNzFKfbdvJOP/pePEevoRdVUpIS7b7+fh9/2YbZt34Xq+RiWzu0jd+FldLbt3oX2eBXlaJOObBZvk8ZCa5FW2cJQezlf28FT3q3UtCSHV1VIqMiQwbfOKox65/ib4ypfPupx9uwii8stSsUiF8QE3s4M2ngXh8XztHvBiCdo6AHOFh/lm62PMde6jDPfxml72KEKl2tHeOzU57D9BrGBVUzZw8qET8tfJja+hLPl21g9J2nFVihEp8mFJnFdG89pQ72JJV0ePa0hdGCLBWMuIgB+1KDd1qkVJW0bLNtjbmYWz1plauEoqVSc0lyEcmuGVugCwriRcMceFhZ9xnf3s6ocIb63D9vzyC/XmF1VyZc0PnBdjmbO5/Mn4hydClBpKhyeCLFUDRDVVKRjYxCyBEYAACAASURBVKjqq9L5+hYbUM+vg6Iy0DPInhuv4viLZ7lUnMRvu2wc3MjP/tLPMjDcy+/9u/+MaZpIX7K5bzMnXjhMd6iT76hfJ317D7OFOZ5ZOMyiv8KlxmUuTp6mfrZEsBmgWW+TUKOkst1oA9toi06+WjxIQ+3k8/Mj/MVEnD87neb3Ho/TqDt4KhihEIl0gKVzizRLLY41DmEMJ5muXkQRAlUPoAfCVFWVda9EqDNGrdyiYUNLOKzmGswvF1m369A9TbvnWYzNx0nddAZ9dJZ2bBZtwxReqIJPCzwJeBhqmNpEFS/vczmn0PIkbekxn1eYzqs8txgiMBJD9KRRgwFCZoT01WP44WkO3Bvj7ntuIhgJkzS205/dTXdXP8FQEtePUlyrEQ0FcUoWhgaea5NfrOCUff74kRC/+dkof/aoiSFcGlJhatnjyEugShfdbWH49qty+bpeRlUVnEYLTQ+yYWAToi34749+nEatxP/1Fx/lY7/2B5x8+TBvfvf9dHWO4EufmBph+vlT6DsFC4sz7Nu7h/nWMpP5CbYNj5PckME6nWelVSA3P08in2C6PoXSJZk7fQlHbeFYNj29GRK9JuWGwdEpEyXgMVkMst6o4U2sEIiaBFUF2/MpL+T4TO2TLMytc2bmPL1d/SiaQW5uBj0URHNtBkcSVLZnWDyzSjhmsrQ4RyCu0HAVyqJEZLAJMkAdCyF8HGw8JH5LBTuEU7XRO8OEbIOZ9RZtXXAqHeKj5zvZkijzrctx6mWLomOgBnSMeBQpJVbJI+1sYtN1fZhyiOGBvaSD32RdncCtb2B16tNENr+NkcFe7rptE9/+7E8RKv5Hnq9WaLoOqBJ8WLSSmGYYq7VIreLzlbNJclUXIXVs18PXDFT/1VOfr2uxGaZKMKzieyqzS9P83m/9DpcWLqNoOt89+wRf/urnCRNmOb9KfnUdTTMJxcOkIh0UY4tkRjrIpobxyg75lcO8dfeDzD51mil/jlaHwM+3WfbXccMNEqEYZihEqZinVMmTMCUjvX2cOT9PPBGiWGjiexKn5SM08B2FWkXi1TTslM3ic1MsBn4fTeo0vlknu3eVUm6ZVN8gTr5Ky1DpPtiPo0liaidT5WmyGzQU08DQDaRwKbfXCQUMPEvHtYL4vo2uhAkE0rTXynSEO5h/6kUCKQMjZZDeNcYlNcilqg9dKk5oHW2pSawjgRqN0SyVKRYadIb3sW14nKPfvciJ79W5+sYb+d7FWbSeGC3VpVU5yqA2RL7YyeVLRS47DWxf4qig6RqaKlACOpneDEsX8hy7KPC6QuhhB13R8GoWUqiYocir8vlPSsQLIWaBGuABrpRynxAiBXwBGAJmgbdLKUtCCAH8PnAP0AR+TEp54tW+P90Rlffet4FYOE2tfuUPLeV6HekqNBsN5qaWcFwHTVdo1C0SmTCJeJSQGUMxHRzhcev2g6ysVzl7+mU2j23h4MAevvGtp1myVrEVF1ex6O/upKHnsWijGpJQOIwiXDo6IrTbKp6n0bIqBJQwpfI6juciZZtQMMHO8BiJvgQqBmoggFVq0orAYnkBy/NpVT22bxph8swEkc40Pdu6Ka9UOTaxgBFrEUlFELZJq7yIp9gMB3qJyhS5XJmKrFNVaziOgmIZZEeGKVaW6enJksgm0GIB3EKA6qKP4gnavoXbtpECKtU6jUoFxWpjt6oIQ6D4gqAWQzctgplVYuEEp14ssmPXdtZWKgxuUCnlF3H1JrY9RNV2oWxxzVUxOpIt9iUkn3+uyoXlODu2uqznNaRtUFUM1laLmLrBsUMnf2gi/n+HZ7tZSvn9KdgPAU9KKT/ySkmsDwH/DrgbGH/ldQD4U/5enY//CRJCpkJXdxy16FMoXsbUMrQti9HxXkw9wJFjx0kFTDqzERy3jofB2UsT2LbL+370J/iF6DsoZyyOxo7QG+rkorvORO0yzaKD2+0SjUq88Aaq5Ys4nk0qHaLVbBANd2AaJutry+imQbYjzdLCGrZdwzA1nLaFcJtsHx8lmo5j6y6KFyQ+3ollhXjqqa/jBzxs06Uj1M2CO8P2/UMk4gmWyi4x26VlKXjSxFdsDD9JhQJz7TqpaQ/HcmiHPNbWCyTVGLqtIvtbdA5F6RnsJBaPYQSDJPQuzq+ssPtkg2MbJXUlQ6Nex2jaNKoqtu0zcekyvnCIdvuEImAtSyLrgv7BPJ2jguHROAXvWVabDdwQSCCdGKe4ahPoCnPdRpuDqTXKi/Djd7T56jH4t3e1WGyrBMIuv/jJLkRIsjCz8qp0/nMsow8CN73S/ixwiCtiexD4c3nFlR4WQiSEEN1Syh86QstyqdZ1Lk/nuPmme5iaqZJK7GJxYZFMRxd7d+6l2iiwb3eSUq7FqanGlQf9pM6P3/8Ofu62d+N9bo5ovskt2U1ouRpbO4cZ+b0/5IO/9cvURIGm1mKpfYaBvhiVah3HthCaimkaVKsNqrUW3VGwrRbttoMQgoAZJxbpAq+Jqgqsus1iqcLWTbuorQWorgTZsvE6/HSd4qk6K4d8DjywFbto44UtXr40ScNuIosuIhpjY3QjW0d3UyTHcnsBr1phdGg3ejzK449/Br/RIJZOEgyHCMQNAsEAvvDQJGw9pdCJi/7ySXbHVaa33c2U7aDpBqZp4PuCUKeB09ApzjYY3tVLpTdHu+Jwc+xNnF0/RGcZHL1xZXlyoLoKP/Uj83zFT5AvNCmsW8xdCBAZs+lQdT6wvQVrggFb4WhNR8cjIDTCodCrCuOfKjYJfEcIIYE/e6UoTPb7BLQKZF9p/6AKRr3A/yC2769ipCiCZ58/zo7tG0gl0yQT70DTdKy2ZNOmzTRrC/zk+3+CeqPON2e+Do6J5zn09mT40cA+znzw96kUl+mNDjM2FcbwQCv3cLXydj71y59hZXaZP/mb3+bE4jn2bdmCGdAoFlo0mnXqjRxuWVCrNTDyPsOjQyRTsLw0R0qP4Ps2mlBQFIgGd9PdCmDUhzj27An692bY2H0f66U8MyvP0gpMYFUl0VCEk4eOU21XaWk2qioY8jcw6m5EejbphEosECV149WEtG7aVoU3P/iv+dojnyCWSCNjGr7i4wuX8LrOwLeXqR06SkNfxanlGNDvI9Axxtxajiv/bxSomiDTr2BKFdlO8q7tD/DYzFMcGB3idrmbrXOQ648QsKMsLDRZnfVolEB5q0c3Fr96V5v1BtTXfObOqnRvFrz4iM21d0hGRl2GfJVP/MIyz0/E+JX/VPpnFdv1UsolIUQn8F0hxMXv/1BKKV8R4v8y/ocqRqYqH7jvfq677hbsdgnDDKJrSXbs2EnANCnlc+h6k+XFOrU6rK+22BjPMLAlhG23kKV1ltqrzAUt9HWfVKALL1em+8N/zdCtdzGS2MqR9giz4WXK8yvoXS59fd3k1j2CQRVFxAmZEcq1HJOXLhONR2nWHYrra0QiURRNRQuEMaMlQq3NOHqLbHcfe3ePU1hp8eTjj4GyRGgQvAWXKXeSfLVKR9Ok4JfwFRNHa+CKFsv556ksniEUVFmPXiAW3oEpE8TiAzi+xsXVeZRzgthwkKBpMJjXiD45xVrlAufdIgiDoVIQFnJomopQFISioioqmbSHU9MJhA1CrsaPKdeydiEHd4cQHXEaT1/knuyd/MbLj4LpoSrgF4O8/6o6MUVw8RlBeIvOl5+w6SoFSPYpTK5aVC9q7L/RJxhyaOZtulMmSz+0htE/UWxSyqVX3nNCiK9ypdjf2t8uj0KIbiD3ivk/qoIRgKYq7Nq5C11t4Dp5goFOFAWs+iIKSTqyO8mtnOX4sy9w6exlGq5Hbr1Cy5cYb+8j82wvtWCBdK3Aqi9puNBpC+aLlxic2YLe28vuvh2shmEifwhTVdHNGVQRpiOu0mhLVEVD0XoorJd4+8E1Wvt9ptYUppeDdGW7qbdcQok2w2O9eNEmTktyfPIppi8u4yqrXH0wiQiaVNbyNFYb9IoUS16RwlyOWKqD9fQazViUwspx3GCKSCRLpXIBI9ZFKBxmLbdEsbhKMB6hcjFCdcEmMtbkTSvdtNsN8qJCYnOIzGSUxuU8xd41Eh2CRl1DURQUVaCICLppUnMVYmWXjnQX4aLN8twswUSYDStZ6maSa/btZbm0yNrSEqGIS7iosW77bL9W8JtfdzlwIEY8pnDussHpeZ97rm6zgo9+OMq9230mFxO8dHLth/L5/zqoK4QICyGif9sG7gDOAo8C733F7L3A119pPwq8R1zB1UDl1fZrAKqq0qgXaLerQBDH9ZF+neXZr+LaywRDUZpOjAuzE7iKS1dXkkDYYGzjFsL7u1lPGijtBjRqlBUfV1NpOjVqcRNjdAB9Sy+j993AaqlMqSqx2h7haIbrt2v8+l2L/OxNcwhssukw4ZDOQLzFew40+Y0HF7l7fx7p16gUS8xdvsC52S/x2PLvs5B8ii8+/weslr9HIXGJ6dY6BVmnGYFIb4aRnh58RaHUdJCJIbymgWvbRBN9dPVuxtGC9PRtJR7aQDiaxpFVNAROl08gGCJm9tCox6i1fTyrzMj1PXRUPfoyu7D8GXLRBtWmxFBBVQWmodEztpOxrduJGgoXO/L06AmSY/2EWy5ZwvT2DTF+30F++r3/mmqzQstS0CIeDOiUljWefNYj22Vy3VbBjiHJjXtVtFCIUhGCVZXuDS2MrgbuP7CI/VM8Wxb46pWIBhrwV1LKbwkhjgFfFEK8D5gD3v6K/eNcCXtMciX08eP/UAehUID14jqq2iTbtRHf9/F9CUoaz3PwfJUzZ05hhlUiCYXuWIC2YrJj526eOP1lJlZeJFgpUlcNOowoCUyc3l7GH/oRzDs3sK6X+Z2P/DFPnjjEnt1dWO0GraZDSlslrXp0BGvcv7WDm0YmeXEpzDPn+7kqMYXm+tw/skgqDIszW2il6ixGj9OoV1n15/C0FmfX56hX20xWFklnQsQyQfrNDkyzk1AoTDqRRimXeNudP8P0pcN09m4iV1gmEFZIdN+AqYxiEmR0tJNbb2vwXPF5mjmJlJKbNx1g4uUvMSBbhBYkSsmkzCJnjCVyjREco5dW2yOo+tTbLSbPn2DT5n3cteMWlmeWmA5VyWQ7KL+cZ25yhdgNWzl24Tk+degvadpVtCi4VQU/47GgC2LZAM0laNiCgCZwfbAtgWyChqDtCRbyJg8cMPjdP/pnEJuUchrY+QPuF4Bbf8B9CfzsP6YPx3FYXJ5n4nKOe+8ZJmRatFsem7a9Ccd2+fQnP8fU/AskO1XUpkLNKRPUQ/zlVz7FrvEEq4UlOgWowuWAGkfdvpuxX3gv0X0jfO/UU3z0jz7C888dQ0hBs+UQTkSoVYocu2Dz1j5JyBBsNiG8WmRLqMpk7C4mLuUIRZucqCZ5fjbBuF4nKoKsGCsYukTWDYwug527hzn5zGVCgTDX33SAMy+dpL5Y47B9gTWvQipocnBgP831EnVRQ9NixBMxunsyqFoCT2hYfpBqIcf23dfy0uHT1H0P3/PpG+jHTW/g7MxJOiZbJNUOznlTTJgCzQ4RC/johs9azcNBUi5VUJUyrdACe3dsBSvDRD7HerCCkVVJdsfYvqGbD+3u5+nnvsG3Dr2IFdb4gyeD3DFYpnZUMBYUHDmjEAgYLK14jPVXiVRUQmmXM1WF3/1Ckn2j0Vfl83WdQRCKyrEjZ4ikmpSrFbS4i+fWaNTmiSS2cu7iM2jBNn61E9+p09EzTHO5RDDj8e2nzyI0hbTUSEiXY/0Bdr9zC6dXD/Hih3+Xxx9/nLbdQHpXCgh29kQIRDQKpRrHJ1U+l1R5YJNLspqnGtRpBVSW5mf5bDOLkY5TkkGC4QBJM0DNkrTaFqqnsr7aREgozNZJ9QUZzo6zKbKT2q5Vpk7msU+s839T997hlqVXeefv23mfHO45N9YNdW/dylVd1Vmdu9VNqyWUQQIBRswwMFgyjB8MRo+xDZIBz4PAHgS2CAIkbDVC6katDlIndXWs6lQ53Kq6OZ17ct557/mjWsCMrWJkDTPN+vM7+znfH+t91t7f+tb7vm4mohu4nCqdRssOEy/mCTWPVGwUQ51E1X3iMQNV5HC7PRqldWJqnDBs4vsen/rML/Jup8h+Y4IL3TkuBVssKApVVWevaeK5HtWehxuGCBGSK8q06yt8+81FHl49zc7iDB/52A+TmSry4J9+kaefW6X+Qhs/cGg0K4QBdKsxJsYMbtyzxUpKJntGhUyHUk9B9Wz2xnWGt4fIpsRNIx6//mNtdBd+/Sr5fFuDzbZdepZF3lB44+TjvOvuj1LaOI0Zy7JZu4zQ+ti2TEz2SGUKJJMZPMPFzW2Rag3SLbhkp6eobtZ4cP0on/93L6BoMcqlDkIClBBJSCAi8gND2F4dSeiYMYWvnBUsNHPcOdDFmM3w8KsSa2WPqZk4Rno722IJFi+dR5/J0i202Znbw6XzK7TbJYbykxx5/CjpcZXh6TRzwQtcfHWB2psWMdmgaAxTWenTEW0SyTxmNkDPSKikiOkDpBMmsTioIonlapQrdXwCwsAn8H0Gp2f5xuIFmnKMHXaKbsLg0Pg+/uPcsxRafWRZxfFcgsAjjEKyuRiri22WT7vcvnMX4VaLBx//A8zeIPVyjWRmkqXLl+hiEfoghETGc7npcAPL0rlgecwgGJ0RjNcdBt5j0TlukN7l4DcUkHxm4wo14x+x/AJRRCIpEEKm1Slz5JVvsbV6ETU2QLcT0i5DoiCjJ0IMM0EylWA1XMRaj+O5Pp1GF7vj8Cv/5ldples8+9cPUdw3zZFnX6JZayFExI13XstTTz5L37JxgxDbChnZNk69UmLe8tiq5qBuIgmffCGi1/PJZgTnzh/H7fsoukm8CWGjQWxNQ0Fjevs4R83XUTRYOr9B3I8Rz5n4BQm/7pNNpsgPFZBl8J0AU0kxkMoTeQaVxQVs1WBi+wz9Xo324io9vUvf7eH7HkJc0e8YHSvgh01e1HWUxAgldx1PXFFM930XVfVolB1UIyQeN7i8GWAmIzY25qmudVHrMkm3TCJuksknuDF+MyvWBr4XsFWqsXFBcMd1Fv2OyjWzPrnpgK2myehej6XzcWZva/HMsSTXTXhotszqUYPCnb2rpvNtDbYwDPE9BdeBZrOJ756lVu/TO9+maXkoMihqiO8HtPub1M4t4wU6q6stfCciciMunr/IH/zO7xEh6F2+xLm1NYQQzEyNc/HCRV5+/pUro9aujVBCfM9FkCBfmKbdXsXxPXRNUCikaHYtWu0eqdwKiDiINolEEtoBeW2Y8Z1F7FWJ1589hSFJ5OMJZiZ2sjC/QUrVSGdjWLbDZqVGo7dJXh3m5Zce4/roVjqlJisL8wzkioweOMzK8jmUlImyL0dQL2FXPXzfBTRcx2F+bp7XO3XMWJLe2puEYYgsyziOgx+ExAwb23IxTJXJ4vWsFE+xPu/T6YZ4ScHETI5bbrmT+HiKlrXAndO3EEoh+fQY1WqL3jN/zeuPdJk5HKBJELoq+XTE19+Mc9tgxOaLKcYTMsceVBncaUI3oPF8Evju5NG3Ndh0TWXn7HYqS22GszF0KcIsDNBSdDLNNrG8QMuodLZCkAR6TKLjCEwjQDIlECCJiIXlyyAJYjEJ32oTINHutVFTJmEIA8k4Vs8mkQwZGx2i23bIZtMk4sO4TodmLyAKe0SRgoZGu95CEUUiKcf6VgXH6pHOZOl3LW5K7uCFVgd3cAyxJjh5YZltNxTQOyp21yKXNYliKt5aSE/t43sdnnz8IdRYxDUHbmRsepCNyirry5cZPLwTSZV54+yryJUQQ08gKQaKrDE1s5+1pYsYsTiqFiOKQFZVfA8CP8SOBEJSiJtJbrn+A2hJjYf++EWMfJzrb9/JYCGPpLeIIlAJmJt/HSfoYahpNCmLQ4KltWFyNyv0X4wwVIXCnS0iJc7zqw4TYRO/I/HoCZd4TWN8WGXttbeZpu73EuOjQ3zqQ/+Bb3/2y9w38kHKr73Ktl+ZpbP3brbNP8rp4y7nR6dJBRXURB5FCFaWjvHE1iMYZgxdiyFLsHJmhcRAAk1XyWSSfLi9yKDV5/jYLt5Ibscwc1z8ytPosS75fIF6vcLc6TluuGkXniRRWS2TzU/RrvZZPrWII4UEYRnbgseemKMwOMRdd7yb15/4Nrfo27CmG0y8o4hTy9I+XkOqFNBTPdRtYzhOHy+w6SOIHAen00HVTKamTTz3JZ48/zTRVpy5eZ/Yhce5+X5B5YRGu9Rixy0fB9lACEEYReTGbiUIQjzPxfNDvCCg5YT4gU/QD/C1ADkbo5RexR/TyE0UaWz2qC84tOfWWSw16dsehhbh+iG6FoEcYmo6n/jZXyP5vh1csjw4JKHrglOrZZRRlY31Rf74a39KpbSB43r0Sy1iMZli8erCMm9rsIkQlj73Et16k6w5jB1oRA0F6Xib3hPTDCUMFhtzJFUdcdBAS+rEMzH8FvTCPr6I0CUFy7YZjmdxWi3udDe5e2MDKYQdK21WDwic3QlSCROn3aQsekhSgGc7VOp1tg0U8dMOpaVlSpsdZDnCD2Ewa3Cu0sBTJFaWlwjCiP8t/QG8ao/mpo64QUL1C/SUs9wyfTMXSs8xLO/nxIlzNDptAl2mV7epVeoM5PL8fGyW6Uab33Yq3G5m2Swo/Hn7Mk9+yUcO86SVACQVJPXKoSYKEbKAyGd7Ps5Szcb1wQ8j/EDgBxCE0HP6DOX3stFZ4vBPTCKdi/HSN06B66NpOglDIvRtFKHQbtt4wmI4J1MsZNl7cIbl1SoLqzXcQGJhfomTp17F1HQazT59x6fbs5BlBVlLUBwbhNfnv2s+39Zj4d1Kn/lTz5MrjCAkiQqCypE20Z/M4y530dccBk62SD7ZQ/7SRfBBUlRkRUOSTSIkAiVi71CM3+xc5N+6K+wulXE60KpIeA2P6JEXePHRR6lWO6SzQ1xpU0YIJMrlDoFuUBhLYLVkXCvEsj0UAtqWjaJIBLaN67h4qxUyJ+ocyM8yMiezzZxluLCLtrLOsep/RZIFtWoNXZNIJJMotoIfCAxZ5Z/un+T260fxJLh7ZIJ4z+Cnd+/nV2Z3Ig1IRISUWx0AZElClgWyEEgI9iR13jlu8uE9OeLKFd0PwRWyEIBlW1xYO8/s8A4UU6JwyKBe7fDT+RvYl0yyp5gin9SZnsiRzsVQVJ1GELG82WBtvU6z1WRjfYFjLz9Lf22D468+yzYtxn3X3U4YRMiSQBLQqjfpW/ZV8/m2BlvPsrlAGS2TQyLEkj3MtSFScoZMbJS5jTdJhypRo4p7qURg+UiKhhAqo4MTKIqOYZp8zAiYrPaYqbpMeC49K6LdhGYn4hoZhCbT6ViklEG6HQtF0ghEyEA6i2HsxcjexQMf/hl+8H0/jGUHhCHU6zZhGOFbPZKyiX3kPJ7aRtuooutxwi9tMZgd5o7d72Nxs8zq1kXmF5YYHx8jmUmi77BBEtw3WuST900hyy5yqsh777gJLxngNhrcF5vhw7fvJrkTOpqMJK4kFkBEEWYUcngogZ42GB6IcVNSR40ipLd8uaIowu47zC2eRpU1JgrjUGnwL/wCD1wK+bETPj+zvh+zrXJxvUo7spAVhYKZpVZvMb+0zje/9RAvPP8Ejz/2JV55/UmSusn44DB7J2b54B3vRQgJTVORZBXXuToH4W0NNs8PkUnh9iykwCNp6yghjA4M02ovsdY+zVAuTeA0ERMRyeEMiqpimgkkVcKI6ZiGyrWrFUrLgtaWhN0StISg3QbfhR2xkDHTwPM8NlYqLF3aYn19C1URxGLbGRoocs2enUyNjnDomhuRFINWy8XqeRBFxND44cQ7GA51RibTqP4a28Ug2y6PwZkS969+lCjU6DkWSILlpVVK5WU8uY2Wj9gzGUOEdfqLG0gxgeiv0E/V2eqXCUSP6XkJW+0gZ4IrWocR5Psu+yotrmv1CTfbqJpG5EbkKhXuDRxu91xG/StGILqiYNlNLqyfY3ZwF4mxPPcGSWhucUCdZKRYJBfATwQD5IwMmnTFmuj468/xyivP8tpLL2D1uszOHqDSqbNzei+qoSMbKmOj21BVhcHBITRNptNqXzWfb+tvNkWojBnj1PsVwrCL7rdoO+v01yQa8Qo7vSlW+8v07RXkA3cgaQrIGqomY/kddFNBkWVKQcSIJlGrwskOyHcFmI2IkbiEFg/4ufXLfDqeplPdIvJCqltthkaL7NhxkPriFvmkRkzPIYTKAz/4A3z7yBNUSgEjQwYXmnWG/SzaQBrjcho5GdLPVjnwh5/EvrBOCYv3vf8gR741x7HXj3LvjffTarYQkoSlWFzKpelL66zRI2nuIFi4RKurcmlwHVmvUY6FqKeTTOWLIEANfK5Lp1CKCdxaGSMtkc8U8FSXzEiClKYRYVBca/KVegvJB7UesFFZRj8lc9cLNqlohFgqTr/yLM1X5vhnssGZ3RrDAwbZ7SZT2wdR4nuxu/DAzR+44mKo2UwODqGpCTq2w1DaZHRqlJ0TM6yU1un3ewxpV9c5fVtXtkiEjOcOMLdxio5dxu9v4Qd1lhunkDKD5Ie28+arz9LSG9TmlwlDQSgJhBwgyxK6LtMslfkvSHStiCAQyGPQiSB1fYiCwNAEuxybcMum2igzlo6QFRnX7SFrKvlUiK5KpFIJVjZK9Ow6Vi8kV0gST5kEhPxh8zESPZ1u6DLiT7Nj5B30PBt/a4NH5h9hqfoy+2/eSbPb4umL38QOXVQnju/4vL5Q48TuddbHahwtvkn9mjpz410ysx1K77zMt+wNZC1GenCIKIqIWRam7JMejmPmdLR0HHW5TjzSyIyPYmTT5HeNkxsrsE2VSegmt44dpNlsc7p2mbHFHejj19OsH6Xl1WkHVRb9Et2MzwcbDj/1Ix8ivj9BcqDADTe8k+nrriVwPVRX4tqpnYwP5eh7q2H3vwAAIABJREFUfdY3K6i6yrvvey+qbhBPxFG+oxX3XeJtXdkc38KTFdqtNk9fOsKw1yDaWiUwCnSXlklmTWJth81DI8Rtj63HX0Xa00OSFWQFfKtPZX0LayhLKZTZkerSuS5ixZFJ6hG9jkLCkMinQhQhqHZd1EQMWYnTqtuYMYPrrr+BIFKIx02y8YC5uTMUR3JY3T6WK9gnpvm4fzf9rXVe4SzpME16y6D5u48zlj7Ema2XsZYsRkZfYeyAxOalBllzgHbHRapIBAWN3/lCnB9//yYLKzbphIJRSKJM9/j8C4JK6KMrcfyCjNxT6PsWnmVj2zqhEUOLTCInIqp10T0dK2bguSCEzJbdpaAkmZDTjGbHsBSFdelZklspWqaFnilgRQGJUMW83OW5ok7pwhscVc9wh3EdQQBqLEl+oIgu90nmDTKywfzrZ2mcriBuc4lmsoxNTDK+bZKTJ5++aj7f1pUtDANe3Pw6g1KKx998ioah0FVDAkKOzD3Gi5eewU0Nsrlwkcr5Zcy1CgmnhCCivrbB+uV1zLjGDC6TiR5xTZBuCDKhYNBSKKYUAh8sx0eWBQgFlxCrZyGJBEEgSGaGyGQG6Pdt1jZWUXQdTfEYSmp06x1uEzeTkjP0IotqVOFl+wjtegPlL7rM/8lTFPXtvPksPHesh2e4WPUQr+chUBDjDi6CRTfNF09M46sRL51TKJgWf3ZM5uj5iCDwqa1uUakt4/k+K506Ry6exesESJaE1hAoiVFkJQfNAL9qs35mngdfforNbgMkGaHG2U6SNaXHw/d0WYrN0/Ka1Lst+k6XWtTk/P4cq9NFXto8xcZqE9ez8PwAkIgXB7CdiGatR7vdxZAD+skGnVYDL7C59557iYIKw8X/rqft38TburIJIZjrn6EbRRS9NKdSLlBisFNnwV7hVnmcuNVil2zSH0jRTQfoskzke1h2n0jRsbsOP+63GZUgQGNHVSYW75Nd1jGGA2q1CFsGJ6ERdUI8EeG7HvGCIKZHBH6ALMt0u11K9csEYZ+BtMn5C3VSyRgJ4jT9FjnibOLyonuMTDjBPft/imfKf877zY9x3n2MM4vg9wAhaFgdRCoitU0hk4PGYoUTZ0ANdFzTYzQu8eS3HaREgL0lI6ea2AH4wkc1Uzw19warrQrvGJpGm5olJnyQoY3Lw68c4XxtnU4QYeZ3EhKhGyYztRRN0Wc1p9CWbezAQY4Eza7DVs7klh99H0m9ypfPfxPFkmnU15kYuAbNVMiNb2Pbzgk8x0WRoefBTR/6KJlCgXJtAyEkWs0qjdb/9+yq/9fCJyLSBIEbsOm0uWt4GMMxoQ17TYvFtQVGRMTM8C5K5hZr/aMcbM+wubhKEMhIUYjwdCJHRYRXmqBGIBheiyEDBB6REXCpE1F3dHLDKu1ql3QhS73W4/T5I0yN5Xnu2ac4e+lVLK9GenCCbsNGyBJ+5HMmOsfNYjtBuEmbPutSl8/KT/KebZ/mUPJHiE+mMD5n8EOfGuHFlWUWbJAcGZFsctN0kXYyjWF0WD5VZ6NuEKYcWnWJgZRGL3RR0xEzu0IWSy5+00M14gzPHOL8wknKvTapTJq0PUiv1+NieZ03K2ugJYhlR0DSsLwey70z7Bic4lArz95dO5i/8THu8GJc2NgkbybQdg+RHCvwtacexnIDMgUD1ZNYWz3H4PAsmp5ECAfdiBFEEM+PYKYSJDNp0rksrufS7XXZqi5xxVL2vx9va7DpQiXyYHJwAF/VSRbKnDpV4UbzXTjdNqvWSRLxKTqyzIK6htaOcXJpicDVARkCgSLHsAwDr9tBiQlQQ2gLFFPgEvB8N+JzTQMhhbg9Hz2hESARz8W4ePEsf1TeQBYyihKAqxGTZDZbPQI3JNRjPC2/QjDeZXTTpRoITuPithf41Vd+lrbc5X9/5+fZHu4meWyMmXs6VJZrBMse8ZyOp02wLR8xMphDbsmkEj7bxmNU+j4NEzKodLs2pZ6LKokrk8pRRCIzxMSeFFvLZ/nK6ReZb63RtzocXVsnVtiJUGP4QUjoB/QCm+fdMilrD6YmM5zIwnvfi+Gco/C6R0rLoXzsJv7om1/jjecXUM2I7H2T+HabpeU3cByH0YmDKLKKFoEkSSRzRVrVEtmBAs1mnUa9zNnTR1lavrpR2tsabDIyqqzznve/A3lglOsn07x5+hGcuIMXpOi0OoSRyWvmAvr2OG7o4SOQVANVUsknB4hCiYerHa6NyphRgCqBG0gQCYK4z5+VY1yUJFJRSKvewUyrpHIKthWyWerStSKGRvJYQYgXWcwvLmG3wfEioo6NllR40TtDfCKB1+sRdiLSEjxc+So9RTD9/Oc5ZnR5/clv8NH9N3P7zTO80lqg27ExajUapokrt3DdHm++0OEDv7iLr697TO+NKFdLWK7PoZEij5/cYNgPCaOAMAwRskZ6cDsbC68iVc9Qb/VxpBymFicIo7eauiFCQDeER2pH2B/bxjWJg6RSWbyP7qKfrOM3c9QTCR597jhe38ftRZw9ss7gyE6kag0xspvAs9HUJLbrIYsQVVdZWVtkYGyai5cu4DgOjhshhcZV8/m2BptIyhR2j+EWksyvLtB14rQzEa3hEgxLTJV3QzaDKmrIShar3qDj9OlfbqMqKq5iEzgBK47Lr7WTpKUIRdeIrBC/F9HqGFx2FIwwYO/MIP1hk77rIOs6XsJgY6mKGUZszm9eudx2BEIRaJKKpAuKgylMXSNUQ2QBjiFhJhW0AIgEshfyn974I/SYxLZYgVf/apkf+Yl305nUqYY2bqhTWQtxA49JY5L8eIcz84LGisWmZyGUDEIM4DSK7Ehu5123Xoumx//mdmBza5luK8/kYIyF1RrZgUnS2UG63RbNTh3XjUgl4YWnHsRlk5X4Iqv5LUK3Ty4hsbK5Rru3QuevLxP3PWKqQABqL6BRXiKvyyzNv8hGaZ6B4Ri27aNrAte2sSsbtKUm5XKZ1dUSkhQST13dle9tDbZAgfjeImXT56ULJ6kFO1lxO+Rzy+y55SCdCx7K9X1mxU5efvgsUVpFy8DSXy0gh4JIAt+OiEKYC0LCKESVJMy4ghbXiWSB8B28nsutt2Sh4/P6lks/nafT7VIvV6htXXl1dDv2FR94VWZ0OsP2fVkSiTT9oxZ4AsvxERjsP7yL5csLOH0fyfMgDIjJKlEUENkRTrnG2Ogksm/SsftEzXXen/0wdyX3gGrzXPMEj5//a8K0SXpoEEU2ObPmowmNH//oD5BJX3G+a7YqnHj9DLIYYtd4GquTZaOf4eDhe1lanucbRx5DM/McGJvls5/5t0hmQCIXcDk+hxAgyaDIAlWOCGrguFdI4Yoc4daho0c0Ol2cnosmpciX08hKDEFIo9ZGCIlE8wySKnFpoYbjekxNjV41n29rsIVBwFBxlEZ/i1w+h+P49BodKsvrnPmWwtL5JVLxGfyoS2Nzk8n9s5QrmzgdHyJQNQlJkrjnvgd48qnHEV6EH4XYYYDpQ89x8ZyAwPFJdvvMDI5zaPYAx88u8ldbLcIwRJJkeMvpT1EE+28dZ3LnIOm0iRwqLLGF6wYEYYSiqayullGVJEZGELSahLjo2ZB8fox6q8oNN72fuc01Nhc30OQ4d83exkSzyatrX2N37mau7e3glolxrHbIpapNfDpHYEg4ls1b5lwEgYu1+rvklCVGtTeI1fKkG3Xi8WFee+YFkvkDLK5fRtHr7B2eRpElcoaC6/h0PQ+hgKpH6FqEalzRLiYCP4iQFFAEBG6EY7u4XsjwiEB2PRRDotPuEoYh2cwEmYxKo7NBYTDG/FyVTvP7nNQVQnwBeA9QjqJo31tr37NSkRDinwD/6q2//UwURX/+9+0tqYJ0KsHcuRMM5LN0SlskTZXBqE1nq8XsqEyzGhBEDXxfZnBimMsnl0AIojAECSRF4hf++ae4ePEyET7tbp2B4gBGqHFu8RyuGyCIUHDRgyZBJ0bO97i2WGRts0ogJIYGE7SbHooCZiLA97rMn9tk6XSbjJJCQmZqfJqf+Wf/CkWJ0FQV13W4fOk8jz7xV/jGMlveCqqR5Pf/4ndIpseoehLb8oPs1rucX3yNwPU406+RyN7ED2Xez/T4Li721/jC5hO0BkNS2QxvDXKwdPlRhtyvEjPbmI06fmMZH0iKBQ7ar3P68n6Sbp9TlVHO5scxdZVbJ1VsT+BEIXO1PvWuCzEwdUBECCAMrhjEBBG4VoQeC8hmNZLq7cSMPOX6aRSlAbLKLXt+gdASLEQPsbbyDPGkSWX96tr0/08q258BnwO++HfWvielorfA+W+A67iiD/KGEOKRKIquKg4hSQrNTokbZ3ZQd/ssNWA65XDNoMx54bN/3wgvzTeZmslRK3ewAou4amIkddyuSxRKhIHAtSP++S/8JkgBFy6e5uabb+b3/+NvIkkScUPG8Xw8v4OrZdk8fR7HjNNodSgMJjl8aCcfesdN6Jkh2tU5fv+rT2P5FpfOlsFXCaSAkW17+Jf/+t8zPJwnpm5htb6GaRzmwIGPUKpu8NijK+jpEJFsUW14tC2JwMyw/fBtTN+yGycMkCSd9MgA//WlZ3nPyrXEBrPcnCkwnCnyu6e/wHKiTBRFhH6XpPMoaqONvdrl+csxLixG5GIeN81EFLIu1xRPcCYzzNFSm2Nnj9O1XObqCe6b6qEaMvvHUnz1hEPP6SFFAZG4Mvv2HfU01xPEkzqSpDI99AB7Jj9B0A8Zyd7OhaUvsH/23SS0ISLdY6z/XuYzZ4io03Gs7w9sURQ9L4SY/L8tf09KRW89+1QURXUAIcRTwP3Al6+2txAS62vr7Nw7wA+/9938Qek/ccc0GEbE2IjL6UBjx8Fhlk7WmL1uO3gO73jHNcS6At/1cXwXPTVCbdPlthu2UasssHv8JvT0Aeq1TYayWT75yXdj9wwy65ucOXkeNZGgEsF7HngnD8h9duyeRtMHUCUbsVTnk/ddw5eePIfdC8nkDOptm6i2jCLLJBIxYmqSyB0iZqR49dwpXnntGdScgpoUeJGD/Na3Y7/VYnV1BZG4n0MP/ChuJPH1579O7XIHxwgolS+xZS3jqRU+Pnw9z8l1Tpx/lev2HiAp1vAabZ44avCF4yqbXQ8p8LnhrMwv3hIguXGObWW57cBNNCp1oiji8maL66aHGc/GSJoKueOX+Mhug3RG5SvLHTqEBEGE4wpcL6JrOaTjSXZN/zhDxUE65Rahn+P6vb9ILJFE0xUkPSSZyHDTzp/mqdf+D1T9H4Zd9b0qFX239f8m/q6KUSJuIusGO8yzzEiX+ff/8ybdBZlK2WfFKTF++B66ls3WYog+2iNXHCJc8Xnv3bcwWRglyKkkctcST2/j5W/9CaPXFFHsCmE0xb/95C8R9JaJ77BJqwM8/PRREg68vLbMyMgQ94wOoiQM5Egj6q5RWTyNEB49N+L1C8vEUwmKowlW7Q5b1RK/8Zu/zOFrr+fwNTcwNXUnf/mNJ/mrr34ZocDE5DgLa4voikHXtjCcLq2uzysnjvC/fmaRHbun8Op17uruZ4+0jaAfUFKWuVh+hmQ2g7pvCG3d4MjJL2M1v8rt8RLN9ZAHT4YsNmxcN8Dx4YlewD2rgn05OJRu0Y0rRP0rkxh+ENLoumRSBk6jx+HBCD8UnLwQoAQyvhde4S9EV3xbQz9EC4YopLdjaio9wyeW1AhDAwhB9emUvoGZvZtkbYwE04jsqauC5vs+IPyPKBX9Pf/3NypGg4O5aGjQ5MEzCapigtvjW/gZmamczZH2NNrGOKv+E3RzVUQvxtKpBaKNkGx+CCtdJGgaZLcPkUgILr34FCcudDmQjnPHzzyAmr4W+0KbTriOonm82WzTrrWR03Huv3E/StxB01zCoE0kQly7wWbH4qsnt5BiElHgEng9MskUG+0Kx469wOtvvoRhGiTiSSzL5td/7XMMFgu0O6t87iv/jvp6nchRCYkIfA+r22F+9RIrG5f4xPRPMtotEOvvoGVV2f3Oe1H2SqxeXGL81kM89RePc/L0HNdpLeTUIo0alLo+jiNRcxzMUMUKBS+twM7JNlNjs/zZmW9RrnoAhGHEiaU+Y8U4R4+vs29Y4/VFn6WGjxqLcITA90E2IlQNQgRdR0VCIEkhmlbGluPohkDTcsimj59Io5kyQsikzBH6/j8M2L5XpaJ1/va1+5315/6+TUKg3+tS7mn81h++ySt372B4eJb/6bY0+qks67UTXD7WQskaFJIyB67ZzfMLx7DaXQIiEuN78KwIK7RwrAxrr7YY2dmFIKBX6yGcgFbF4vi5i6y3m5QbDT75odu58bpZnO4Gnu+gRDU6LYu1TsB/fuo8bV9CVhVCYdPv2rQaPoohkIWGrMlXpmO7XcYnd7B9aoqBgTTzl9bZO3Q9j7zyDfS4imnIhGGA57lYnS6CgEzRRNVipDI5mq0Sb377GIc/cCPD+3ZTdjweP/Es5ozNfKPNmDDpWz1cO8B1QA4EhBFRGBJIKu7ALJeaFiutKjpF4Mrk7lqlw1dfcNmdG+EHD9zGq+tzTLZshhIJ3li9zLlOg6bbR1XB6oKZ7lErl4hrk5iqxTNnH8PMxrlj3y9gZgRG7F2IyMBqVgnCKq23gP3d4n8UbN9RKvot/lulok8IIR7kygGh9RYgvwX8hhAi+9Zz9wG/8vdtIssyG5tdpsZmaWy0SY6OY3gpzMQHuX/PJk5yJx+67QdYLm2wvHyep54+RrvWJD+5C99xePPII2zbcQvjMxPc/sEfRX34L7GMKRASrhOgG2lKpzs8efkssmEwtjPPsQsn2DkRZ7wQp9dexHJcXnhjgydeWqPjePTaIb4Pekwh9CJ6noeEQFU0Zib28YEPfohvP/sUP/dzv8zU1ARh0CZjWmQzBQbH0nR7NlEU4jsOCJXID/Bsm77m8a31J6hb6yRSCuOVGNVSDV/pcbS8jj4VI6WGuBkFt+wghxHXZiKWGj7Cl3CjiNkkfGDGI+FcYiBMYvd14tr/dbDnju27+Nnb30WjXcV2VWZmRphJjpLJ5JkuLfHttQVqYZswFNQbFU5ufJGuex99dwM7qNNrbZDKxTETOpGI0ap10Q2NtrhIMvN9NnWFEF/mSlUaEEKsceVU+Vt8D0pFURTVhRCf5m9vaX/9O4eFq4UkBAPxSVJGgUTe5PpDB3ln5joqm1usqC1W1ku8efxVhBRw4UKTlbU6Q/E0QlWxHIu23+KVZ75IfOR/YebWmxibnUHLxLgwt0kYNHlu4SgDio7r+uSHClhui3qvy+e//Aw/fM92ttoNjp7bYrPhUOt4BH6Aol1pSnUaNjEjQSKpURyY4qd+8ucZHRmhmFM5sDtLu7fOM0cWOXn6VdY21tjc2kDWUwzEM0iGxma9Ruj5+I7HZG4SW92kJM+z5TeZjA2zYVU5d+xp0sMpjpcvMTg6Sc58jXNzY4z5VQZdiY8cjEhLgov1kLwBt4xG6AqU/RTnuxKZdJZd2QMc4zSyJLh/7ywfv+Nuyr06vqpSdTy2FUY4feEyuw8eoOlYFOplbN8mN5BA00I2G8fZap3DdroYuoocxujbNXRzGCFr1CoNzq8+i5ZQcUP1+wNbFEU/8l1++p6UiqIo+gLwhb9vv78bju1wzexhXjnxMvFkjMnt4/z+f/4Si60W0k6ZzUtLFHIJVs5b1Jw+9955K5XVEoudOpO6Rqw4wHgsTSA6PHXs69xz7YfpWlWEarN54lkarTpqoOD0HLIpDQ+dMLS5vFLnK8cFiibwVJkoCHH6IaquACpaLMJMCTJFEyMt84mf+NdMTkxjGgZh/yTt7tcZTt2PE2SYWzjH8toCkRKiColcJoXQDIxMmn61ge8GdCyHStpk+/BNjLodZCPFhU6FNaeCe3EFxYxI6CmeeqbDtbt28Eyocs+AYE/K4QMipG9DIAS5rCAKBKdbKs+VJeq9CpP6d3pfgpbb58W1y1wulZgcGWepWeOwJnjk7AnKhs+xE6cpDOXo1NaxHY9CMYfnOiACYnEdIg/HbfHQc/+S+276ZeJmCsmwWK4eRdNVwqub8r29bxAc12fP3v3MrZ3llgeu5fx8iQV/gyjpsnaqRafu0Fr1MBJZfv6ffpxCIcFv/tLvgO8jqwYeBuv1Dd5r3MND3/w8B2du5s3nv8FN995FM5mks2aTNgzCvkdmm0y379Jr9iiMpUimUjh2k27DpV72iaVMJEVGkiCW0knlTYqDSTa2Nnnwkc9SGBjlnhs/wr59+9me2cP5C2fRjDhDwxnaXYlK1aEf9mlZdZLmAHbXIiIi9ENa9PjLp7/GgdldTG8f5uuPPoSf1ZjdNUakJlEVmTByGRtLslZb5uQmJA5LjBdU7FSInJI41dLYbka8WBNcbMTptCo4wNFLLwIQhCEvXVyl1nPZrNeRTp7BcX2iJx9mbrPM8pPPYzk+c80tEsMRiYRJTgnYtCIiEWJEMr4IkaOQrdpZHnrul2i36hBFrKyukkpqNGtXtxN6W4Mtiq5Q5bbPFskNDPHkoy9RqTcpV7tk8xqyMPAshX/xq5/AiMv8l6/9BUO78rhdwcryIr4mM5xM8Nu//Wn6vS4nzn4bo9/gG1/4D2wfn2V95TItM0FaM0hmoCh07I5BZjCDLOsITNq1PrGEgWHqxNIJWuUO26YGCQnR9BhSpFGuzbO4cJ7jx07zwP0/xPBImkcf/Twt18eTLTRJR+CDG+G5IaghkWMhCwglQb/SxMgqHHn1RZ57JcD2LKK1iNuu203JUdEUA89z2T27g1x8mHMLx/jKqVWWJ9P06i5eGFALFd5TmCEcGUXbKJPyQraqWxiWjKr+bZrny7Ur91PBFfZV2aqiqgpBBKquoOd8EnEVXZNo2x66DrKioCZ0ZKHQ8y0i26XfraCZKo5tk8koKFocRbt6U+L7Mt34hw5D06LJsWFCLUJWVZzQRzZkgjBA1WSIVPy+Q2IgjV1t02l1GRnOcMu122m7FuuVTYbUQRq2h9PvYvkReiQRRSGWHbJ95ziDI3nOnz+LlslQ7dSR1Rh6LI9drVGtBGiRT6PZwndthCQQQnDotnehKYKNxZP0WlsoQkKO6eSnkoheDNvpU1rfoNO+4uwcuD6juQw928F2Aq49WMBSNBy7S2PLpdOOUBQZWYH8oMJM3sE2UgxNp2k0LdaXQJYEruPQ7rnUWi002USPR9Q3LBAhH/voJ3lz4VGELGG1Q5bPrOKHHsXhFK6qY/c7iEDBx0aWVbKFFIp+hbizsbRJrWoT9gMSeZ3kQIxP3SUYMuFkP8NCWcdxPDpdBz0hgARb6y0Gi3HShTyu1wVforRR5y+/ePYf1HTjHyz8IGBpaYVYMs1dd91JpIY898wR3NAjnoiRHMlQqTWpdpr4HRe34xDXZM4snMSxdIyUxHqtQ6w/wGh0kMK4iWVc5NTCHB3LplHfpNMq4wUhvXobSddJmDHS2Ti1noUql3H7Krfd9W4uzZ1hc32dXrdN14uTUwSZ7DiVlXmMTJJUDiwnYOHiSRJJnYGBPNk9MZy2T+tylXQqQSjADR36rsHQlEFomRiBhWc3EFLEwHiK7aMBn/5ImeXVLumBMt86l2LtoowcV9molOhaPoEbsX1/ESkukRxSKcYOoehtRkcnmFtcZvnCAv2ug6KE9Lo6Ugp82ScIXUI5QCgu1YbPjoOjSHFBdjzDamkJNQaVsk293iL7QJJ9U32KisPxpQkuliR01aTZ74LfJZeCbs9D1voopoxq+owNZ66az7c12KIrjEVmJrYzPbiNuK6x78cm0EYaFIdHWd2s8sdffIIo9FATKapeGUVREEJCRBJOPyBcTZAJphgu7mWkN8rqWgE92mQgGadfdylkDeJGgposoSZiJJM5UvECiekcO2buZWJkF1o8SyIxyjXXwqkTz+NFMqttH5UcyCEje7eRkmVOryziRQGu2iehDtDRAmLpOEHRpRF08Q3QFAMUnU7DIpC6aKkMsweztGouO7ap/Py9q8gdl099LsenfqzHT12/zkZ7N3UrZLmeRAq6DKemMcNhdOFwzc7DjOQqrPcvcP7sBitzS9hdh3ROR5M0ZEXQqNQwcjGsbg/ZMBAdQcdtsLmi0250sF2PyW2HSGtjVP1z9Nptnj2j8WJ5ks2WQDMFBwbr7B3SOXayx0/e3eD5lWEu1AbodDx6bkAUQNr8R6xiJCHQZYmhfJGUmURxXbrtHlIcpIxFMauRThn4ng6STGokQyyfRREefbmJtDVJyhknaaboW11syyarb+POwo9Q7dYRQ5sY8TaXV6sk0jmMVBpNNRChzt4d7yGXnSQei4MsM5DbRqvdoVSpU3UDVCFAgDwi022uEY+PkMtkMHyN0AuR9RxOu4YXtHBcjZ7dQXgSdjOAwghWL6Dv+Ih+QCzT5/aDDloQUYg5SFHEZ36qzu4pqNsxRgYiKksqQRhw69SPsX/bO5FQiHyPWNgia/wF28Z28vCfb+F3BYmUwYHZvbhBi1KlRXPNYsAwCLyISHjYVRtlADbWtpAdibFts3xk+kF8O2TTOsmJ+O9z3bazJOMtnuwPc3m5xU9cU2cyaaOTIWt4XJcvMZ71eOJCFrsbYXVsDPn7bH38/x2xWILpmR2EAnwBW2srFMJhUpksVlTBtRwSeZ1Ow0cIBavTITWZZrS4h87GNNlMgZZVp+0KemSYmJwiEZvimrEETlTnxd7vsbpWYao4hu8qhI5E21rn8L4iMU1H8yyEH1053RoxRgbH6W6tY9kWAojpKrFAhZbMVHsEI1ckUciT05OsrS0TxGyYNblkvYqqZkjGkgS1FmbKxOgnaXZc8hJsz/c4tK2G34eVLZkb9rr4gcTpUozXTndo9m3slsvI5C4SAylQQnxLxmrL+KvvQ6wm+cED76Lb6+PLJaL4BnapyFpwDHVYwrZdfvIHPk4UwdzaHCdW3qQ4MYSyqfAO8zMq7W2XAAAgAElEQVSU19bxnIDxiZuw/EWy8XPsyzcYNj2eMeNoChhKwKHBNil8LvomZS/NgdEOW1aGuSUVx7167+NtDbYQmJzeSRiE9Ltdgk4bZIn5hcukC0Vykzu4ft9+ooEVXnmySXurRWY0Q3m9QrFwLZI8gCV3yAylyCg5jLSKFXbo13pY3WUSaoqXF+ewfRfH8zAMA00V7Nzxg/R7NQqaQsx5HVnYdKOdCHmMQ4ffyaVv/ileFKEIwdCERLAa4q5bBIFNw64Tb+TRRrYTbFYJTJWYKRM4Km66zzW7EpSCBI2tFhEW+WyGSLK466BLQvJ57BmVzz2u8dCvBliqylxJQU/oxKIAxfDpx9fJTc4iqyH9jktrWdBauR1PtdFzIXKsgGJtZ7X0CFo/ie9IaIbCaHaUT3/os6AFeHbAT3/2n+DJAR+9/2O8ccxkqXSOamOFodFxet0WnVDjoZUdlJ0UutpmKFnjl38vwdJGxG/8DIwOOBzSzrLcNXlkSScz4GO1/hFzEIgikukMjucQtB2cRh2hq6xvbjG4sISsGdx94D6ePf1Nep0SummQTKWYHEwx0NyDMZRlPjzO1HjItHIUmzSvnfo/qXvv6Muyq87vc26+L6dfjlW/yqmrq6tDdZRa3WqF1ig1IBgb26AhCBjsEV4YBntkMQyeGQYMYxgPZoTIEgghWq3QSR3UqbqqK8df1S/nl9N97+bjP34tBq9ZNF7C4O691lvrhrfuee+d7zpvn3P2/uwdxD0Vz/XJ2FmOl96HdesKp64vM57djaKZaJqCoRSQrQWS+qvIWOL4UPeTXFm9Sq/fJ635BKHPyMBR1hav06zX0BM60glRsjFbpkG9tk5xeAw/8pGmSypdwBApElqXpohJ5gIss09+OMlzazu5d3Se957w2bMzIF+SzK7bnLmZoOX0CCOFgcE0t9+zA91aRlX6aH4EUQIvXSE5WEATOdyKyWbnJs38LI2yjogNoqbCv/2J36a+tc7GxjJ79h/lpz/w0+yaPIBX71Cp3KTQe4jV+irVygrVzhpPz2a4c6ePKVRqjs6NjRRfP2XR9/qcvggffDDk9etp3mjm2Awlvh+RyLx1zvvbOiNeURVAEroeOpBMJLHMBDt3TvPK5ZNUV9doVRtMFg9iKxZ+r0+32aVSd7mxukA6k8bxHeavvUi/co68/gZL1QUaXoVYDXHiDmZ7mCMjtxN0Inw3oNvssFlZx4s8WoFKz3VoekXmWyXq9SXiqELa0ogCn4Ts8K59t6Og0vH6tDoduoGL4zu0ek0a3Sa1TpP0ni7DAzor89fx3B7FfJbcoIZitImUGo26S6K/zulrGpW+yr59MV94JcW6U6S2ZVDZcFhdrmMlVJ4++ee03GVUvUzknSNnfZHixHUGRjaY3Ndi7LDP5f7XuHRjieVolkhzKaRzTCZHWN9Y5Gu/90c0VrYo2SUMX/D6a88zYo2TSaUpFvJouomuFFjvCL61oNEPTIrJNNOlHqbSQxcB+4ZDcmrELZMdHju0yV67ShwmCYK3ltPbemQTiqDnOcRSopk2YRzjO20yuQK6rXPh2mX2A30lZufuXZx8+RU6rT5OPiDub/HcxWdIZFNU4318bWkH8kaMjAFN4it9vLBPJH0Wzxv4oca1RR2EhrJ+jUuzyzx82yMslmcIQpuyM4+eMtg1mSHsrbPVbSK8NbL2QdJ5i1hr4/h9NFXBr8eUqzVsxSYc8PEGXIZKu2gqDtIK6bYDhGKRSgwSuZvsnlBRjZhvnEzwXDbHYCbgwmqK3LpNudVjZTlETwjCisda5SzH9mocLF7DUJtEJQdLmWbFTTCUGkQ3AvKZAlcu9VAUBTNpIBSNqzfPcduhu/jhx34KLZ+BTptaYwO7rZHbpzF/fYunr3+GQm6Scxuf54N79mEaPgvrDYbzFgN5n9/7GclqReHYbRHzswqOovCN8jj1LiTSKYQ03rI/39ZiA1jdXGIkU8RSVEQc4/ZcZOAxPbmL2vo61c0NYtsklbJQNIXBwQKf+uQneOK3FphfW+DQwDGUvkogPdzQRxHQcbvESkDDq5CJsvhOn/LGOonEDKohkHFEIZukWl/g6uwsW+UGbr+HVUiz0txBVu3Qq97A6bW5vHKWftyjsNOgsOPoNg5LQtTq0lvpwqSk7oAXrGCagk4zJA67mKka6WyK94312VOoEsSC6Y/EzLUFf/l0RCcIcXpVVpccIhmTz1pouolXlpw4PI4hN1AKtzKYW8DW6yx8+zK/8quvY+g6585eAgVUXUE1VGqtNr/03Gf4pcS/5diRO7h+8xz1+ga7dx/h/u/7GCutNX775Y9S7S+idjRM06LTcYjCbT+21Q1oOja3HXUYbGpIVaFtWlR6CdphjtXNTYgr6Po7XGye71Jr1jEVDU0IQiHoN9sISyeXLNBttSC0aIlt2B5C8o0nvolb0NirHODK+mlK9jiHh4/jxx5r1RUsy2QjmuX2Q5PMLp7l+O0nWKUCiZhm2yNWDNx+mdeurVKZv0DXlRQnDyATadYaARuYdMIRgk6bL738JMNynG6pheteZmhqB07gYEwU8IcVZvbMsLR6k04/pl+PqC7MM5TLY+fggZkqtw73WVyMeeI1lZ/6RJ+FTcgZGqvNLkEPYiXGthXCIGTlzAahjPif/9VJTpyYxO0N89iH92AkIpK5NW4sfRm/GxEGEYoi8eIYy4zo911WOss88cZXUSPJL/zBP0e3VI5eO8qPf/RneOP6KTY2byI0BVUTeGGbWMY4bpe20yKZyPPMlUEe3buMqQv+6OQwnzi+xufPTuDHJlJAKplDhO/g2ShAHIdcm7+BGknSiQQICISCHkOsKESaQugHpKYDjOs6CIXjt93ClWtz7D2hUv7LLg3/LFvZBvccfw/5DYFHhR989CO8cvI1Xj6/iWkolEaK2LkUyspNhsanMTSBUW0iZBK9GpNIZwGVKPKIhUYiOwrJFDnjFaJeRBTFRHGDehVaXkS76pDPJ7hwqYemJNGkQmW9jGJr5JUsm7NNXo8k43aOglln/6QkiECLPKqOQmNTwVcCUAVuP8KyEpgp0FB448wVLs5eJTNkcqOzF78es7CwgpXWiENBFERopiT0JcQxibwgIuaLL/8BoRpyuXmJMJBcb15isbPB9ZXrhE6ESEhwXGQrRtUixiYH8QNo1vo8M5el0png+49tshQf5I16hpwRMjBUQipdIk8SOO/gdTYpJb4b4HS7XEGwc3ScZDqDNHRQt/c4Y10jVCXtehPf8XFdl7JTYWIkT7N9kxMPjrGwukEm28NPLTCw02d613FSGRun5zA5MUK7WcfQE8RS4kddVF2gKDqaKUiXTHTbJXBX8MMRvNo5UgPHiAhRdA3FNYljGExN0+936bV9rHQGs2AzMzbAjY0axYxK0SpQV5KM7S9ikib2e5yfixgfhbt32IzP6Ky5GpcbArNkU4wCypUYAwjdFJEskhws40UuWlpDhJKR8TS9Xp1IVzDSKs6WJDti0Yxj4sBHAqEfEwod1QzpejF/cvqPiAAtoyCk5OmTT6IlTIShEIcxkSuJexD1QzRNohvbohWawcXqAOWX0riyx5PXp0A6BGoNGW2X+w6iv59I3X8QU4SCrpskEyqO38OJXRJ2mtGhKdxun0ajQhjGNNpNljfqGIqBZVnMbixx/NARoobGlWtz2HaCStAk3pjjQx/4Ab76+BfYtWeGg3ccIzcxxuLsFcJI0NpcxcAkbvbpyQAbG0jgKw5jo0maGw52QsVUe0hVIQpdVC1J4Lk0G02UwCM/mSPsC9otiZ+PGMolaDQrTA9PMzwzjSVV0qZKetjCScFsDeYqGkIzsMwQpxMzng3wHYMh3WCxnMPBJfIcbrvrTjzXRZGSQt7m0KFd1FfmWbsxR1ZT0Y8fIZFOEB2BoB/gdQOIYmpejTj2ifMqqqUQ9SNUWxB2IrxsSC/wEYqCRCI0wIPIN1mfC1FNBd3WiIKAwBdc2xQkRI0RvcuGpuCH25MuxQiJvHfwdlUUxwhTJV/M4kZ1biwvMHZoih/7hc/wwrMvcv7sawwPjXPj6nlmF2/i+QGeElPf41Kf3EnFuMrp02VGh3eTzeiEpRRPrJ7E2T3MZrHIyZVLXLp4mmwmS/tmlbXNde7Yfw/N2SUe+egY89cM1vtd0lmXwbRG0tUguQMrnaBUHGT26jmW2g4BAVGyTWZAki0l0NAZmEnhdNroQmB1Yxa3TqPqKl4Tym2orq0zMjyIHo5Q76zQjmB0ZB+monBhVaOyuESukCGJizD61N0GRYYQSRWBQITQON+mcmaWrVqNYtrmwx9+Dwc++I+ZGS3+1W84PzvLC48/g6pvJ2wjVTIDCooGF88uUW11CFG2y3zzn9H2r7/6KsvLW6hCJTOmoI91+FiiQ/Oy5IGBkJyU/ErH4JJi0t2KsAcV8oV3cAlIGUtO3PUwH/qBjwIe3/zSM+SH8zSaXVrVCopq4vQdBiey7Nq1l8sXL4FQiLyIuaXT1MotdhzYw/T+Pazc/Db9TpWLlZMc2PMBNGFz9vyzZDNTtHodCEIiP6LTd0jnWhzYZXPb3UlarQHmFizeeGGZ+rrB+I4ZymsraFFEsVDi2sZFYq2PmRD0O5Kl9RbSTfDxhz8FRYPztS+i7NBpbtZQYpdWF2JpgqWRTWXJpHQq/QE0u8O+/fdhaAOcP7/CroMTVLZOYSRcKl2Hft9h167dWPZ2hReBgKUyF6sFLDGM0jPwbyjcuLjKcClPxjZACHRdw7A0wghkJFB1gduJMJwEnW7MdHqGpt+mETT5q2AzAQINFQ0NhbCiUYps7t1Zw7RibCFRpODHhj0+vSLwREyvrGOq7+C/UYDbT9zH3Xc9jOsF7N51H6+/+CxLczfYXJnD63bR9Zh0doBDt97N/M1FklaWmfxRVKGSn55E0yW12hajU2Ocfm2OrbkKi2f/nMLYCPfZO3nmxlXGbznIxmwdIRQ8USPoVumsRsj0JMUSEAguD/co3+wyrh3EC0O0VJbK+grZZIFkTmfP2AOcPf8S+4Ye4uCeuzgydi+dfkgiHqGUL/KS8QecuvwXBB1JQjeRashyZYnNusW9936YyAqpVSIy+iAHduXxQg9VVKmszqHG3jZBSVEQioYQgtRcm+q1DrfnZwgVjZnRAfRKF+PkFWYLKY7ftRekJJQh6/UygbdN0dQUwbA5xqOHPsawdYEjQ0dodpr86aUvsdRfBbZHNkURGOp2nXlVE/yLPRUGGxHVDgQupApgbsb8bNHnkqHwx2sJ4tZby+ltLTYhBKrdJJZdsqk0nU6Hqd17Of/i0/idCoXBUfbfeoxqpYbrCIoDI0RxRLEwga0ZXL3+DXSjhAyWMbVhFKfP0NAAUU8wSsiPD+/kW5cv0OlWUVUDz/dpt3tYmYhAb1LfTBP4GYKozz96qI8pU7zxwhkO3nob506/Tiad5/vu/TV0w2TH8H6mzaex9SI7JmdoNzYQapqSPk3cUtiV/CAne19Dy3YZyOl4SyYjY/tZmLuBnchx6Jb38BdPPEGjf5F7j7+PXAm+vvIfqdTaaCqkEgniOCaKYhQBatUhq8PgHbtoXLzAvocepL1epbs7TbC0xoWhPEIobG20mVvbQkHhQzPvZXrPJFP2LlL5FCcGTiBihUQ2yczSNL70iZSIaq9CnG6jjjcI2oIoVLi5oBF3oNuTFLMKqgTFh/tHQ165mMW2bJToHRwWnsnmOHTLMXQDLANsS6HbrtHZWiCd0smVSmiajpAqQlVxum3MFLzx+pOkEyY/P7ALIxEzFx9gUYko7NrHOTockTHvM4tcWzzDzGiRShigKgpSQuhL7jwSMn3QpdHt0WwlUYUkmdJ59IMWNy8LDt9yKyuXzhD0u5y47X7qjT6r88uMF3YQKwFOu45ixAgRoSsWXhRzcPh+Tuz5Hi4uPcnMxD4+cPedCEXn0sA5RocHOTR9kH99/tepVlaoldd58Pi7UIw8O/fk2FhoE1id7eWVMCJWIDw4iB2WaCcUEmqer7z8Bfyaw+HlPgv7P8JCNUBRVehuoKJw78Cd+EHA/txhRFZBqiFStkCmEYrG1NgUDx1+mG+tPMO3rr+AEumIWoEUNt+/Y4uDig99iE0INYmeFOwaBRFJjiZdnu9+h7H0N9t3SzH6DPBPgMqbb/t5KeXX37z3c8APAxHwT6WUT755/X1sE45U4HeklP/b39b2yNgot996P3EcoAiBqko6jTJ2IiapDVMYGIZIwU5kuHHlOarVTYanS+w8sId9vk/htXO0Kl0e/siHKZ85TX+1z/F7SniW5LMXL9PxXCZijShO0Ok6yFgQqQ73HVPoeQa6vsVWFZRAYWDoCJoak59e54nHv8zB2+9hY3UDP1BYuDpHpbzARKIAcYdeT0ezI3TTxvVURJSCKODBAz/GXft+gC99+8c4fugh1lYq7Jp6mFqjy9pcm/XVeZAh5c0ltNBi786PEPkK9J6iWrlIEEYoagQKlBUJJog4pldd5dTKdW5cqPOcpfOZEzHjkyl0XaVdTvOta5IFZ5n/buS/QpZ7YCrE2g3CDRNtYAUhpjg8dJhe2Ke6ViOSkoSao5ROE/oBO0QbtezheZJ0EjikYowKkp2QXkNwtBgSr0ik/nefjX6e/5JiBPBrUspf+esXhBAHgE8AB4FR4BkhxJ43b/8m8DDbnI9Tb1KMrrxVw0IIkqZFry/o9XssLsxT21yi041IDaXIZXMMju5kbWWF2asXt30Nt43TbPM9xX3E/hrRiAoW+KUM6jKU511e3Z9g4NA+Nl4+zxuuA4sOoWtgFRWsvE9q4AiblXk0RSNp7mZkXEPT06wtzFIteywvNcgXB8kXCmwsN7h46XUGiwWkjAjdLvVGFdGJyeYHSCR3EDgWp8+9RkiMZkjcdoKTp89gqDq37n+IesPhya/9ElHkoyjbs/DSwGHKrXXa3izLixcgjomiCN/3EaqyPUkQgmQ/pN8oMZFtcHzPLaipPJWTNS688Dki12VvZgQpJSvOOv/x+uf4RPBR9oaTxKU30Pq3ITvXiJsDnF+/ytOrL7LubQASP3Sp9xrEYYgnVEZGobYlCBXIDyvYOYjr4HckX76h0Op3sHnrEKO/NepDSvki8LcmFL9pHwa+IKX0pJQLbCcr3/Hm66aUcl5K6QNfePO9b2ndbpdmP2Rpo8bpNy5w5cIFvJ7P0tYGmUKRhKnxwtf+jInJHfzCL/06d93zIIMypnjlHJcjj9Ij72b3LYfpXL5CqeUw9bH7uGpHZHSdZJRABiHZMRNTV0FKgi50ypKnn/I5f9ZHNWbIZgPaS1vcvPQGzVaXY7cYFA2Fq+feYGlulrXVOYLQY758gVajguu6aBYoho0f6axtrNLqVtEMjZHRcfrxOqNDBRS3g2Ud5My56yxc26C8sYyMI0xDZ2JymmbNo15dZm7xWQoDJlHk0m21eP7pJ1ldXiYIAqaciNJSE90L0U0FxRIkdY+taosT2VGODu9kq1GFN7GosYzQey6i00Ke3EljsUz/jUmU62WclSWqboU4jpAyxnEc1qureGHAK7UB1suSrgOpHGRLMQldYhUgEgr3TESYcQun33nL/vy7hBj9pBDighDic38Nq/D/CcVICHFaCHG6WtlifmmLixcvcerky4xN7tmufFwaZmxymkhKDNugsrGCaVp84OPfTyZT4EijzuL557mx9RxaX/L8U6c48+I1lMjlMWHwY8MH+ZHRAwxlsrhNSWhqb7LJJK1WwOf/4AL1hsnKUpPKVo3K5jmS9gI9d41u1UHTFSZGhmg2W8QSMoUke3ceRfgFKk0Hy5ogm9tDYytgOL+POBTsmDxAMmPxldc/S3Y44r1HbyUtL9Nzyqyu19jqvJtEIo1lGYwOTjC/PI8rI/bsvp/08B4yJY3Tp1/l2vx1rl2/gtvvk2i2qcsaF8Ilql6fZW2VxLhKlOnw9MIZvn3zFDXNJZYSkLx77B66SY0XGtf5/eYZ/s/Tv8BvrHyVP62/hmLluDN9hFhKolji+z5IgYHNRLqPmlQZmxKM7gK7IknUQmQTMmNQMEHEkij6+9kb/Q/AL7IN9vtF4N8BP/RdPuv/YX+dYmQlTfnrv/GzTI3sRUSg6SZ2rkS2sUVxcJhccQChJ3njhSchUULKmNVel9/Ka3g3r/NqI82/P7KDO289TiKXJnTqlGbbDO+r0H75CvtyQ/S0BGEmJqxs4i9E23kFqsqVSwpEZWy9yrHjIegaqANcvRSSGpmmlB+g3LzGte6TrPYuccT8KE63i2lmEf1RXj/3NYaHdxOGGraVxws7oAco7hCLcy1WM000BL1gmWzmCF2ngaWmMeIOaWWY9eoydmRxbe0Z6s1TTExMc+7aEijQ6jS4cOU857tNkrrOilejvdbEMHXOniqza2gUJdLpdvtkVRUzkSGWkj+b+yoSUJBESIqxQy2qs9xvIvoXURHIN4FUURSR0DOo6Dy/muU9R+oY+EQNiapIwq6kW1FZ6Us++Sps9SW2/dZpod+V2KSUW985FkL8X8ATb57+TRQj3uL632hRGPHsXzxO0I85dMut7D10K0QR3a7Dhddf4sCxu0Fq7Dh0gpXFRVbXlpGGyWipwI3VCmdbEa92r3L3Hbez0u2yOr+A2D3M4JZHbuYglcXXqK9vMHX0IK2whRRtglZEaTJDIIeohQP0yy8hDMmhowdQ7SE6ufM0mgvUNreYyKc5vfZ5/FDQMpZ4V+7TDBT2sbgxj5rI0um5LG1cI5uYoCnXMWOTzIxHu9PjiVefJfIGGBm5HztjYVZNhnIzlAqjrC13cYMeW1tLrNfmiMKAyaJJHEV4vs/S0iJLK4vIaLtz94yMUEilCC2fojZM1FPohd42QCeKMd5krgVyu4xkxDZHBamDlMRsj3wRoEiBFICUaKqBlJItX+OXL47xG3cssjQnmMlJul2FqqeQzMe0Ysn/m+zj70ps38FlvXn6UeDSm8ePA38shPhVticIu4HX2Z4V7xZC7GBbZJ8AfuBva0dG4LVDEGCYGv1eDZFIkttxgIX5G+ipNEsLazz1+JfptFv0eg67SymG33MbMg442Agp+0ucWu/y4kqdAyWNLzcz/NzwYWqhyc21FfzYY312Db8dEnfZxs73BOX6Mo35ZRorHpcWVDxhUm42qXQcslaMLVO0vABPuJiWyZh5gN0zB0CJ8FcDpnceZGHpAnl1lKp3mW+c+RfEQD90EE0H328wnK2TyN5C13HRzYBMKkk2ZROECqVSn5euXKTZrDE6MEUmkSeO1zEMnV7bBWUbS6ppAk0zKGl5QruPqRtEvTf7SVERQuGvJ6JLvlNpWbLSAjMfba8PsA3MiVG2GcOaiS4CYhkTIVjzbU6uJCjSJ2yBGWm81Ar52hWFlh+hKAqWZdPp/s0Q5++WYvQuIcTRNz/7IvCjAFLKy0KIPwWuACHwE1LK6M3n/CTwJNtf7XNSyrcuB/Kd9lWBYoBpK3heSDpbZGNlhUuXLlIYnWRra5WO06VS3gQkVjHJ1OBOglSSfhAR+qepKXDHvhKbjsfyls4vV+aIXIFeTJOKTXqNJlGgoMSCVNLC0m2SvsrWfBUvisFQefbbG/TqTfyET5wW+NYq6e4ovTAiCj3CAZe+9got9wa19BI9Zw/L4iyOnEXBp1V2UYyY5JAg9LYd64N7D7C0cZ3JyTsojA7SqBrYeopiaQTP6zFd0tgxc5R86hBLS/MAeE6AYRlEYYxt2wgRo6nKdoESE0rDGRxZx4x8NKlBECOQyO3hiijarsUVxnC56nFkSqK+6dNt71PFyFiSMNN0RWM7sgaBHyv8h+UxjqdqnHrF4o4Rny/O1qj7Kik7gyTezol9q758O+MX8gM5ed9Hb2UoP0RjdQJNsdl9XHL1tQt4LZN0fgDPqdLrNcC0GRy02VlM89DRAQIpWV/d4LXz32bH3hCREqxuJXn+xRq3v99g6XpEMe8SSI0zJyMee+8kpqiSTWVplVWGM5s88aLOot/BtGxSMsWxIw4jYUigx5y8kEbxslyPaphJk9ALmRzJ4PViAkJ6XkwQCEIvxEwIfC8k6IUoRoweW3RaXQZzg3S6fSx7gHw2R6fVQREqyXSKIHCIoxqRIrCMPLVqlcy+JGbWwjBNIjcg14pxoy55mcE0FWwiEpPjqIZG2eowHsYI12SxFmEZBoHbZ22tzpHDU7RqLXIJi3onwpce05PjlGtVBvPDLFd9qtUbzC/eJJUw0EjS89oEboxuCGQsaTUjYj0gk00SBpJGtUdp2OT8mdV3Jn5BM1SO3bUD3TCxkkWWrmeoNxUGDrm0z4b0eh8EfIT/yxTHdnLkyCQFxSPXWWJ1aY3Lp2Y5c6NKrR9w56FRyo1FpOeRSUqG0lAsSeorwyTTNd41JhguOujDbRSy2HWfW8YUrm0ovHipy9Q+l/fvctG+FRDu1dhK6cyXJY7wadR6CCnp9nq4jiSd0wg8QET0OxGqITBslV7TRwhIKAqVskNlYwEzaWBZLRaWfRQElmVjtXU0VRLH28j4Zn2ZXNpkZPc4oWzRD/v0wxa5oSFGwjyqK2j1W+hdCyXTJ9vLYqojaD0fQ8QYxha2KahVyqQTFtOjWbaCLgd2jvPqxQW8VpPJkf30/C5Tu3ZydeMiiYKkN1+msgqZrImdVGk1AlJJiaIKYj/CdSFj64SyjV2MULTwrfvzH0I0362FQUCt3KSvVTAS66jxr3H15WFkWCafS9ByDDJZg+mR3+fazStM78gR6i1ezV7l8sIylWaA40quvCb4+dQAS/YmxZJgcFPBHwhBh42NkDseielWQoyyj7LlYwzEhLkR1ESVj010udOJ8UcV1HOSYlHFn8nS+5aCIhSkDAFJsmAgY8FjH/sEr59+nv/mez/Jv/4/Pksyq9Gpe4S9CMV60x/SFRRDQTUVpCLRdQUFBUPTMA2NhKmBIvC8EGvv5vcAACAASURBVN8PQNXwI0E2Y3L21SUSQiWZTbGYrlHzFcbTU7haia4dU79U45Yhg6OXArrv30O128UOatgotFptPK9LHAQM5LIE3R6e6xIGEqmYDI/spF7fYrBUZKtyk0RKI3IBT6HfUUgbNpX1NvlBncKQiW7otOouuiFIZw1k8NZyelun8rl9j1anzyAFBtRdOK0GhqHh+SHLy0+hGyGh57H39rsYKAyxubbBxkaPLz1xluTuiIm9ISYStwcTepePD+/kEQs+/Mb2ZnavL5i6o876vKDdhUoD5BYEZxzk2SXExQ6yJkllIHklxvAlZhKsXI5GB7wwIlnS0U2VWw+/i3vufJiBgsH/+MkJDh/OU8gXSKZ1Ql/+1Tpe0I/QTQWhghIKom5Eu+Hx6O0n+KWP/ACffOgExCqOE9LrBfhehK7roOqsXl8kDqHhdVkrV+k1OrTp8f7mLvaJAq5t0h+KqCyWKV1rYOeyFHNpdFUj9l20SKXruCwvrUPss7a6wfxmndtvuwPdTOH1PYRQKeVSNOsuui4QvoIdW9tIiWLA4ITFgYPH0A0TicrAUIoD+zN47rbb8Fb2thYbElI5i8pawOKNFKbax+nM063/J4LwcQQLBEFAvSNIJRO0ttpIRWHufMy3vtjhU7HCv9yjcCSrEMQNDm64/FASkrqktJwmn7BQAokpBYYhcQLJWl3SDmHlUoDcjGnVQd2poJYE+rggTqkoSUGxYNKPYnTLIJnT+O9/9BF++pP/iDuO3cKg1aSU6fHZT3+ajFVERSUMI7xOiG6rxEFE6MT0ux5xHJNMpviJhz7E0eOHONAv8rO77mB/voRhGEQy3sZpqSrV61u0ttpEUUi33KdVdbGTaQovz3HsqToPLgNqyMSyQ1sNWO1ViaIY20oQex7FVI6H738AKz1IP9LphiG33X4PQ8MjGKrC1uoK/a6DiEP6PQ/fk4ikpBc725X3PMnMroO8512P0esKVGwEkhvXO/R7Ie3G308dhH8QsxM6OwYHmXPXYLOHFqdR5WVKBaiWi/SbV8iWdlLbmOZDjw3z/LdfJVVsc/9/Czdf8Xh6ReMHHz3ObZfOo9R64PbJTsX4dYtH/BR2ZNFqJ3FyfZr5NqbbQelDrwtRJJEZhbYAsy6Ju2DuFfgdiZ6I2L/fZmM1ponORz70PYTV32RTvh9Tq5Kc+Dn+8E+/ybFdK3z2nx7jp/9Xh+X5LTLDOqatELQlQgFdKCSLSQYKBWJ8ut0WtwxPoI4IdhcH+fQr32DZ3PaDpJS0awGREuF7KkoaZAhaNs+pkRrHFmz2NjWGx45QSC3xeKLOxbMv8O7CAXRhsFZvIY0C973nA0zN7EbEEVfOnmJ67z7WlmbZXJ1ldX2NfrdJvRuRzkkarooAUuNwy8h9TO3eza6ZPUgipqd3srh0BdvS2NrysVMQx2+9Ef+2Htls0yL2FArFQcxSj0gZp+/UmNkbkUgm2X/nLHYC1jeP0KuVGR0q4bclN06D0AW/Nuvxmj9G+tB+wtQwTIwg3QGKhsfRRJXdU/ewu1TilUoDkdOwx3TsokI6AYYq6McKXl/Sm5cEKyqyrVHuRNRWWvS3VNKGgiIFVy+8zkbrCInEFKx9Cd+b4y+/8Q1Wl1bJZgIGSiWSxW2hIUA3dFIpm0Q6wZ6RaT5z1yN0aisMv7GA3KwgO11KpsWPju3D1La30oIgRDctHtl3Lw/dewfJgTSZUoF8rsD6R3cxl26T/tRBdj06Sfuf7aN67wCd1xaYvXgN3+kRKAkGR9OUhkZJptJops2Djz6GYthM7jkCSoorN1d59dx1rt+cR0qXTE4nWxIkUgYPPPxe9u3didO5RrMxz9Ej9yEkbK46pFIKvY4kW3wn+2xuQG2jT4BN0LoPx0+QyJZ4/eUqrtsmmzyOnc7gMsCl8z2cRot2uYtfF7hlFddW+MxvfoXK/ApRt8O1295H5KSJGwIfuHzjDH/ozRIN2JzZEngzKYzdNmZOpZ8TkBRYSYNoQMF8YAdqRWWjBn/xjMtCPcCREZoec3PlOn/+jQo3Z+epmyfwohK37Bzij79S4evPp4jjLVIZg14zxO3G6IZKJpsgk0vx4MwBDqo2R7sm44k8pd1TiDhCdLoct9PsljoIQRRF7D00habEpLM2AyNDHDywlxG1xG1Pu0xOTqAfCdjcukB+zOCHP36MXaJAs9mgEXbxLZfV9ctcOPM1ZBzR7bYJAg9LFywvLrC4vEro90nbkExqyNhGUVQ8PyKOoNGsUCqVqG68hNe7QjaT5Pitj5LPmySSOomUIJl6BwdPogiq59ex75tia+4QRiJCFTtR2YmqKZRX302t5aCIiHqvw6Hdg8SJLgdGJdkk9FYjPnIpYsCs4mKQOH8WZXmJFVfyexsq7fxNSEX4tmRhPsXiZsinHk3hBwKvHWIqMdOjMc6BIcL5Bu12yDXD4us3NebnVrgrVUKIgJ7f4bXXXyWre3SkRdj892xWF/GjiPm5NX7qR36IF09t8Ye/+/ugxvQin3qjQyqTotxuEmp5Oq02kaZh2haZfJYuEX5P5fDOHcwu3aTf69GxQvwJieo4jI+MItMhM9cCRq/1GP1nhynXNhiezCCUHDdmN4ltCy/uImyXD5x4DNfr8NI3v8K+3UfREkXajS0syyaWdVr9Fb73Yw8Ryi61dper17dYWu+RyEUsXO/ySvpb7N+7l70H30fX6TMwPEOl3MLtS9JFgV+TqMpbi+1tPbIpCLqyj/R8NGuWOFhFajsoTHwPh25/BF+oWHKOsdzXuePEDLqZwlIDjuwWjI/EDIxI1ooQugatco/JxgJiQJB14Vra49TJgGorJlJjOluCHZag92yDzdf6+E2FwBFEdQhOOVQud9nYjEmEEOka48kkCUXFQEFRVGJV8sKrZ7hx9iTLS3Mk8yMcO3SMj3/wUUwtwWghg2YpyAikVFBNA0UIvnnpHJfwCWybertD7doNaucv0blyg3rfYTboEEURQRCRTuZIWRmc0CUIHFKtEHvBoZLv8ptXX2TPoQ+QSR0ilRvk1fMbnHLWMVMJhAyYu/FtkrrFzPQt/Nnv/BuoV+g5DosL12h3Iu6861HSpSl8YVApx1TLHdbme4BAUeHQ/rux7RSloVuxU9NUajWuz70ActufzBds4vAdnMonI8ngvhGWV8tY+T/Ckntwe/fRjd5Do63i98uMpz5HO/Z56RULszhI1N/k8LQg6EGqKBnXQdcUMkMCN1yHUTCWFUa1mLqu4FUNGlsu+CoPDfeQV0M6KxLVkjh9wVpboVJus1WX+El4rQ2rtS6lOM3VUCFox4yPlri21cKzBUNJQRwoHD14O4++axrZe5yYAXZOHdlOWFElyAhLUdEQVJtNfvKbX+DdU3t4/8w+8q0ecRjwcneLJ+aW6CZ0mr3OdjyaHqIbFlL6tFoRB81xfm/8IiMHbU5dm+Ph330G21J4TS/zZ4+/QqPtcfvuHcTSodF1OXn6L1F8iPLw9a/+NuWOTxSleeCRDxCq8PrrZ0naOo1WiCpMDEtBUXR0I0JRJU4fMqkCut7jG09/HjsxQr16FTtnYpoq6USO/xy8/V/a21psoYwwRwxE28HvGowP96msfBFP3kKjaiM7r1HN+bixIPQapHUNXbq4kaDWUJh9TuUnZUgn6fGvbkoeuavE/fs0/vBik1wn5sDuGDGQ5LlnPFKKysam5FrFxkvBgU6PhFBYLkeUW5IXNQVTgac3AoQONQLi0EVp6BQKfZLpbf+m0g4ZSBu88fJzvP/u21C650nM/DvChVWk3N5JSCZ0fDeg4/ZQk1Ard/lL9zLP1tbQVQWhCmrrFaQfYwqLwA+xdYPrpy9hlVJk1BRaKUmr2COppFhaL0MMV37nVcpOm2dOGGT2jeBpVRphwKiVAhFTbbapbfWwdYtXF9YQmkKt5nFubo677roVXY/x/D5+4BCEHnEo2Fr2sVMaz7/4BU6+8TQPvfv78Pseq2sLHNh/iFROxbI11NCg4/wd643+/2leL+D0U5c5cs8edG2KY0fvoDlT5ezlp5hfHGew+FWKuTwL5TqoOoZ0SejDfPE3YjbWYg5qST5/u0c9K3lJh3xkc1Q3mZ/Ikhm7SX5VZSNTY+cRyZVXQz77tIqeNxkakyhKyK0yYsGBqwi+1gfZi0GAqWgEsU+moBB6Gj3HQ9M0pFQYPZAmlTUYTe+gZ96PPVSi2UmSyU6RKaZolVv01BDX8wgsyTZfE/yuS8PZJDs5SOCG24uoqorX91FUhZAINZkkjlym79yNTgKZMgmWItqdHu3FPqsTNrO5iMj1EWpE3PaRmYhauU3gB8ggIGNDwhYcOljAThlIaRHGFn7UY7OygYpg584C7UYDRVHp1CNygzq1rT7d1iIXT/4qR2/fT63cIdx1lYExlTiKiT0fx/t7iGf7hzJdNwhrglIyQ1VZoufMkEpJJsartLtXUVSHjVZAbmCQdm2DiakZhrIqTz9pk0iAdqfgwozJxmXB/vtUFuI6f3bR4iunIu7TM2RsUHSNSBMUhmwSg2kQEW4/5vH1gKuxxnys0lMFehwg4xhFVbA0A1ONSAmTKGmhxCpFUyMzrTM0mEWYOlo65KtPPctdt36IU2eeYO7GddJJG98MMHQdK2liJQQyVjALOiIWqIqKFkoUP8bOZZBhjNC3RzpVKAxlSwTCRfoBk9PjuK0GI/khAsPj0HsOsZ6VmCLDRFei2CB3S3RX5/zZBUwDQKBqKpraI5GwyEmNfCEDvs7meod0KouMPWICVE0hkbCRUpJOWazPucShQcJS2VqfZbiUYWsTAldFxgKC7VCnt7K3tdgKmQw/9Y8/iVADXnb+hJdf+ByNzCaRl2Q6eYhoyqG8eZrk0DBRvczGuYBz6RzpQgHNVtlxcDfjgzs4vFOl6zWo1Daxd43ziSN1zISOoWWBkO7V65QJmbvQoN90GJscZ/fkPtrtJvtLSS5c2yIOeoS+x+T4IKmkzr6ZYS5c2eLA4STTMk1qtsnzQZUfPHAH69UKib2HObjvQc698gZ79xU5MPUAOj1+94uPkxnOk52wiIIAKQWWnSYXFtGdbaKlpimEQYAQCplUAj+UGIbGzF1ToCo4boeUnWJ61/vw/B6VvTeoVZq0vXU2rzksre3ktrs6GMO7MPQcX3m2R3m1SXOrhZaE/VMZDk7q7Jgp8tTJTVbXOqxWO0SxjxSSQj6P23EwjJhkQufOQ5NcVTeYX23y4/9kJ+7CPJnxAp//cpduV9Cq94jCmNGxkbfsz7e12FRVxdB0tpwlloxZ7pz6MK9t1ChNpPj4I/8DVsLiP/3x/8TilUuozSz9VI9WV2AWTPbfvYebF1YY/9A0g7lBWusuU0P3oSFYXZ9nfMrED0J2z+zl7NlZGlstahs1DFXDDwK8fsh//bG78V2Vpflvc3VuBaHAqqLSaXa5fHkRw7Qo7cxyZNykfKtFtpOmvrVK4qbHzImY8//7v+F6pFLO97hSr/DQ/sOowiOKQ0InQNh9dK1AJplF9A1ukUdY6S1SyKRZbC9jGjpRFJPLZfFcHxSPdDpH21ml34vYKi9z6vQr9P2rrK9UKE22sPJpBpVVkulppibvYHOjS7Y0wND4IFsLy4xaXT792Aj7dxQRvRwP7FbZcNL84eNLfPn5Lp4M6PVdckqCf/4zB+i0unzve9u8+prk80+YTGbKXLEEbk/idB1AxfMDksk0iUTmLfvzbS02kCiKIIj7dLp9lnPLyJLJQ7d+inx2AEWBB459D9d/Z5F0wcBTHBIIqr0IxZCUdhSoltc4kD/GTOo4BincfoPG8nOk85JmeQ3LNkgXEkS+h6EKLEPS2txg5ugdPDB0nD/5iz/mYHqA2nCVRFKn64YMjJr0u32CIGZswqRhenhxwHBBp3uqxT3f9yHcm1VG1wWPZzeJwhxmxsaOWwwMlYisFOlMkkRujF6rj9cLOZo8wHuiD1DPbXLdnaVlOLSCBn7go+oehYxNt9shFoJsuojTa3Pq5YAXn9xL4A2Sn5hneNdTRHEbNdFhs9Ji8WaL+cUFZlci7nnwCIcOjPPgSJvhRhJxScFZ3EQU2tx5Z4ZbPllkZrLAL/7WFSJLIm14/duz/Mv/ZTfO+hXGcyE/8sEsRdPhUtLDHsgjRRXb1MlkkuQLBf5v6t47SLLrutP87rPpXWV5213tPdrAe0uQIAEBFEWQFK2W8jNaMXZkNmbElURJG6IMZUexJDX0oIMEiiQ80DCN9t6V91VZWent8+/tH9WUuLsiqBgpNsAbkZGZ593MmxHnl/e+a853VlaW3tSbb+l1tiAIODr5Mj3hTYym9zIUGkFWuujp2oxlmZhmk0ymm3tv/xkefecvMzq4E91u0r2xE9cz0WyVjZ3bcep9xJw4mqnjVAUjnbtYmSkzeSXP7FKeRruBrGl4jku91qZVN7hr9w045QbUZPqkKP3RNNVSlZAmEY1E2L59hGQmwVA8zkquxr7BLB3hEAceuIN+Y5T+iylGpX4e9UcZGN5IQo3yxolZ5nMOnuehhgRCChjQB7jdvoP3+Y8TIcpmeQcaIX5a/zBKAJoUgGehqgLLNDCMFq7jYrVjTB6OEfOySLWA5vIh2s31XASW5VBr5rl45TyOK7AtA69R4F03d9Pr6MinEsw/XeHckSKXv2Mw99k64WnBfdfp9KYUZFUQBHD6ikFi0yC2lyAm2SS8KjHZ5Z5Dw3RnUvRkw/T1xkkmE+SWl3Fc+039+ZYWG0DRXOILRz5PV3IL3V2b+eh9n0CXIfAs8Cyy2W4e/8DHuf/eR3nXo7+AIulEEgFZOUxhao38Yo1m0ca3AqzmNYaaFmZDJE6zaHDx8AwrszXiSQ1Vk/G8AE1E2BLfRkrdwXC9l1rOw0VFi6dpNk1s06HasHFtj71DXfSkE2zt7mbrQIyB+RxiVy/R2VUyc0Xesazzy7XNxPMO07kW+VyOwAfbN7HtKh4WD7rvIFizEZYgcANuid3GkjFPR6QfRAyBT7PZot4qEY+maDZbLM904FsqumMQlVwUK0KjOIxrSciyTKsRYFkejUqL8kqNfQM+d21TOCQdZH7aIF/yGWuanClUefVckbV/kNmWkBkejq6npvR8FlcdXnjuKoluieoCiJaHokjsHdW5d98an/6tfr702Yf48Ad24PsuPybBy1tbbFWzwJq9RMMqMLMwQ2fPXuJ6J45tY+aXGP/bv8dYWKXValGpVJA1nf6BDDEjoDvcxYEDQ3QkVSrFNcqFBeqVJdqNVdqVc9xx+11sy/Zx3egmNMXHNR3iyTj93b3cvvV6enMNJDlMSk8il8rssrbTF+snHI1QbzaYW8hhWR6tNZ+sqpMdHGTPrh3YlQDn0/8D8Z/vxXLqsGuULDq/VOhDdwPstoXltJGVEOlwDx9wfx5iAt+BXGuVGWOeVsVitGMbH47/EhvYiC90XC+gbTTIr01TLK0yPxZBUkIkrSq3DW9As12irRupl2MoIozVDqOqAUKSkICYZCEvN5Fm2iTdOEecZYxInprcZtVwGJtoUDzR5uD2MIoqr4ckoPL3n1/g/PESMgFR1cdpu2i6jFnNs2HAQHLG+djjGj1daaLh6Jv68y0tNsfzKayp9CaGuLpylla7jmWZSEKndXKM1156lpNf/waea9NqVGg2qlitAMeUcG2LruEEMV0jnaziNecp5C6ztvQq20bDHDtymtv2bOGm7CCiCUKSqBQb3NC/n8/c+as4DR9zJk/Hhh5GOjcTw2JzrYuwFEULxwinegknMgRWHwPx7cxdaDBx3KARSqDlDKxGidAfPk6wcxRJURnZeR23u1EiMY1wOIIfOLTlBmfSx6i7DVqqxWn1OZ5tPg0xBTx4vvUMa6FpNEXguAJdF0zOXWB86g2sdgzfcRka7mPHrUkCs4IeNliZdxBeAjUkE0+7RGIyvu8y0JvBX+vGDxJMtw0sucx119ukEw5rikPDlmi04eKUvB47KoHtO7x+2mBs0sdV1tM5tesus2dnqZea1FdXCYUjVHJ1tm7pJR5/86x8b2mxaVKI6wf3cWF2jGwig1FewLHX0fSRm3Zxy/V3sal7A6oaIEsel944TEQOeNdDt1DyikTVEJLb4NCNwyQzJbozDVKJBsV6lWjMITWQBN0jrodxvXUm2aI5j3L3fryBLBeOvsLE5asYloNvg2ErRJQYWjhMfS2P0WxSrNoUazYzSw0WV+sYmSh0plAXBeJgP6KdJ7Bs6MoygooWAnwZXc8QJ8mh+g2k7ASSL4MqowQBLadGzIlw0D2EQgiERDSsEI8l2LVjH9VCgFGfxlidYjnX4MLlKumN13Ps0gt09vShKmF8x8WxAgLfIZYUtCbGKR6bwHB9isIh1xLMLUPDlAgrgo3JBKPbd3Pnrb0QCFT9WsITK6BYk3ADgYhI1Mse7bxBYaJM/mIZQYR030bi8Qi+9+88zyaEGBRCvCyEuCKEuCyE+M/X7BkhxPNCiMlrz+lrdiGE+AshxNQ1PMP+H/quD12rPymE+NCPa9txLV44c5hK3cJo6SytjHPl0mHwa/Rnp9j68f+FkZ99P+22jWWYTJ05ges0kO0aYU1jNbfGWrFOxVyl6hfYd+som/YOI2dC2MgoiQjyYIbrDg2jKQLf98hVC5y9dBQnV6NrYDe630GiK4ntNCkFq6zW5qgWCghZItaRplqvUSxXyBdKFOo1pIEQrBaRenuxX5inmW3hR0PIrktDcbEtG0XoyLKM7bucjR8nyEgkInEOOvfwQPIhOkSaV73nOB15FSQfVdMwbZcdo/eRCA1jVNsE6aN0bLsDKxjiymwUO/4y5VKJS6dnMWsynqMSCqt4hgqSRtfejXR//CCJzTJ3pDKUDYlnLyhUDJUbpQyJzjCtZJPXTy2iywqSAp4VgC+YXBH89QsqpXQcWRbUcjaNEtRWbFr5KRRVxfHD+P6b7yD8W3o2F/hEEAQ7gBuBX75GK/pN4MUgCDYDL157D/Ag68HJm4GPs45qQAiRYT3m9AbWQTO/80OMkH+1BECtVSOqK0Q0ndfGDnNh/jSeSFBo9OHHFHwFVC2KFs2w6hhosQgVo0hfV4xAqEwvFDh5/HvUjTVmFs/z7LFzBE4n9VqAGo1xemoONR3GMC2MtkXLCfjemedQ+7NI3SHkeIiFcpFzfp7TtTOs5SvY7jq+q1lao9lsrie8bdawlSJzPUUMxcVdWIFwLxOfPUz7uVeoHT/DG3ITswVuzURBxfY9Oshi2SYiFNAv9xEKdAQe+/0bGbfHMQTrQdrhCEu5y3ztK5+nVDew/TO0Q+cwUw0aqavU/W+S7Yywe2c/9UIDxwjQVIlQUtC5qZuL821WiuPYu1tsONDJz2/cR1c0wc3pbvZu6CC+V6cWchibrqMIFS/wEbJAUWQWGgmOXxEcPWJi+CptWaPRErTtALfRwCmc4eEHu0h3vKk7f/w627XI99y11w0hxFXWoTAPsx68DPAF4DDwG9fsXwzWA1KPCSFSQojea3WfD4KgfE18zwNvA772o9r2g4BOPUMyEWewsxM5ArduuINqrUpTj2FVpunqHEKSdWRZwrAb1JuCQt1lqHsD1UaRwW6PTK/O2NUi9lqeREcHXtBgfinHcKGTtlNldqZCu2kRIFEtVaiUa7idEa7WTvGU8xq5kMF8pYQWSyB8bx1WEEgIScaxLCThQ+ASTtewxWXmdqYYPX4W12jTfegmPvrcV2mVfaqaSYAARdBs5IhHZcb9y5xUjvIL/DZaVHDFO88WsZ2J6jhEA2QFXNeFAL7w2W/i+GVS6fWdhmXnU0h6CCEcXMNiZHOS3v4Ua/lVXNMjFs4gRIho2+fl1TDVZyf51Q+MIG+1uFfZwcHTCfSoIOipYd/a5HPfr5JbMyHkk4lFERLs257gL36vn2JzK1/48hXKoTpOwyETgVhIMPvKeSJ9gl39RaLh/8AdBCHECHAdcBzo/iEEwyrQfe31v4tkJIT4OOs9IuGIxu4N27GwyK3V8LQGGse4S8swaRbJLV6lK7OBjZsPce7S65TEGv5yk223X0elbrK8UmS4M0oi1s3k2CU+/L4H+dY/vcL8SoH7374NU12iajQoLDlo4RjdwzGCwOXV6WN87E9+joPvjKJsDlg4vIYVqPSObKS0vIAaDuM6DoqynrddVyWEADdosuy4zOxfY/U1m6GLVeIbh2hJNtWwju/KyIqM5qvEjRShmMuxyhE26Zv4q+aneVx+Py/HvoveVHk+8k9olsqhvddx+dIYeihEuWwQSgmcukAPSdRqTTp7JNKpCAiNVEcXhtlicqzETXdvpivbSa0k8cJXXmVtpop8+yhXn/822+98F/ED3cR6WqhbXYoN1vlt35gCH7pGErhFHyHg0tUKl84G7Bi2edcNEahAtRlgGaDIAaUVwfNH4kyVPQL5P+jUhxAiBnwb+LUgCOpC/EvYVhAEgRDiPyS0/ocpRtGYHky2J4gSJyJibO3cyVK5yBMnvkDLbNOrpTh+6jTayedRMLBthyAhE4vpFAsldE1DtmBlcY1Ssc3rF48wv7rG8JYsnmYydt5gcbJJ4AoUScK1moQiIRzbw8s6RNIRugKJuK5RazeprK3guSYRPYmkCHzXxnVcbNdDC4cpVetIyxbdkTRnd17gDT+g/ca3aKseKKBpYYTk4HgmSqDSaJs02wauEmIpMc6nCp/EVJt8Ofy3aIqGM5ek3jRQA4d63cP3fFwnwDUkevsS7Ng9SiKp4dZ9iDgoikxnxzCbR3eTySbxPUFgNcn2JsjPVHjjmct4e1N8aKhAKCiTc1fZZ2n84ZcnuOVAF07gYZoOhVmfnnSSeCpEo2xQb6p4VhO/6uD7AdEEdCRA0mSuzMY4OZfADySGhpNv6tt/k9iEECrrQvtKEARPXjPnfwCYuTZMrl2z/yiS0TL/Muz+wH74zdqN6iFu678OvTOO4st0pTmn9QAAIABJREFU6r1cmP4OkVSaG3tv5ezkaYyWg+muswrttktTOJx4dRLbMbHaEo2QhK5E8SSVyUmTTRs202i3mR/X6YptZNZuUy3X2XhgL03XobYyjt+SQFGoLEKzZdPX3486IEOrhZ7qJdHVw9L5S4RiOqtCkLcaBEYDzVIxFx0KmSYYDi6CpaCKmgqhRQWWAbGEgq94GJUms6VlwiGFWrVO0/AwpRJaM4ISlmnmTeSGzxunTmCbJkL1iURjCFlny+5+env60SLXGB3h9aQZmprE9iKkO2KU6wbVsk29aDDYN0g2VcdoNxifcvjkp15DkSGelfn68yEW8zaX5hfo7+/A7/JoNm0kwshKQLwjwvffkBm7EsYwVZSQQlgP0FoBLhLPntZxPY+wrtKq1d9UR/8WsIwAPgdcDYLgT3/o0neADwF/dO35qR+y/4oQ4gnWJwO1a4J8FviDH5oU3A/81puKLSbxjnc+yLbRm/HLPnPn53ipdYSfu/2DeOU2r62cYGU5T9tY/1cLfNo1g5MnrhDSA9KJNPuu20ksE6EmtTCaMqdOnsM3XJqGgyRJOK6H53k88KkHMUMS55/5LOlIkp6ubgrzi0iWzG9v3san98SYe+Yw3TdvZscN93D1544QZDXOV5qE4xK+aVBcrNNuO8xFavgeSE5AMwiIiTCKcBDCw9FgPg+5whLNqsOv7PkIB5L7ebV0gpktC1xeuIKsqeQmV4hHUiycWEZ2PZSsRCoaolI2gUUuT8wj8PHqCh1bo0SbIcZXzoCi0DecoWfIRwttppFrc+LFc0RiOunuCJZhUrMtrHbAhmgcQ7LZuKmb5cUSQpGoFlu0qiaSiNH0JIQi88pYwDOrBpIeoKUVlJAOgNM0cBtl1LgOzTahtdK/T2zALcDPAheFEOeu2X77msi+IYT4GDAPvOfate8Db2cdcdoGPgIQBEFZCPF7wMlr9X73B5OFH1VM1+PMyjm+8rnv88jOd5D0w/zmbR+gkS9y5OxRHj14L6dmzqHHFZLZMJWlJkIIQhGFbEcvv/K/fpSRAR8tOsoDrXspNmt88x+/SmNhjVgzTnWthdtYv+GXlRCOb9LZP8oD1z/E9498gUrgYvttdlXLqF4GPylj2m3cwCe+ZZBYh8bca0fpH+nl0WGTVkZQKansG4KQFzCseFxuyzxZthhf9fANiKUkhOLR9Gs8MvQou+3dpN0k7+i9m78pfg6j1UCTAtJd8ODb7uH/+szX2JNOcMlq4hOgKhLNhotHgGl5/M5Dv0htZI2DzgE++Q+f4dLSIldPLjF1QXDz20YwWzaxZIhsT5R61SSS0HAUD7NtUcqZ7N07xG39gyS27+bF01O8OHkZSZWRNAl8CUlRkFWNZGeaoc0DXD51FaUjjq/IEPjIIZVAUQgCd9327xFbEASv86Op4/f8K/UD4Jd/xHd9Hvj8j2vzB8Vv+qwsLfHUKy/y/usfpyfSzfyFYxw99QJ6dwdTU2dJbQzTuyNJc9YjtiNMtq+f7ECI+69/jP4ugeSMoyndjHRFGezu5rVBlVRPi5A+RGm+k9WZPEuXqziWScssMnX8NP1ajLKkEgQpwp6BucFjp20w7/u0cis4rseuD/00i09+g5gCPUqToYjDbRt8zszCgOZimwGSHbBL9fFHNBY6Fb501MU2VUJxGdeQeGToQbyyT95ZZM+2/Rws7CByp8RrR19nc3oTRq5O76ZexmZWQRG4BmQyGrW6i912qa1Z3PTA3VSuTiNCKo9tuoNLpS+imgJsmXOvnSIWinPdzYPMXy1gmxbRpIaqKbiOiQg03nbdLjZKYVTPJbS5h5bVZmytiOtJ+K6Hb7nIHToP/vQDvO2xQ5x67TySlOLv/vizeI4LsowiS+BJ6yj8Nylv6SNGIi4zPrmEJEkce+k7DMU6WZm9CMKk7NT53twZ+u9PMf18Bbvm8Ut/8l7sloou1qN9JKlBOAQiGMN3B1BCMXoSG7gyvoaSjRPrdemUOmkWbS4c/ke8XgnLszh/8gTNjiSlZ2d4pKuDzuIav/FYlBvlDfyuV8d0BZIUxsXjQL/K7z5goDZ9jErA9qSP2QjQVEEA6LLEg70uvi7RHVL53OUQkViYesFEjWjYuSrfs59ij7Sfwe4+jpZf52NDH2Wv2EepUmDRLXA0soLkg2/5NGWfcG+E+kqNzmwcNaLQu6Gb/PgMB7Zu4wPy/bRnmrw4f4Zs1KMnk6BWb+E3PeRgHXcV+C49gzK6JjGEQPJWcLwyfQNbONjoYrbWJLDWl2DNYoVsZ5K3/8x9pFJpHvvZfQg1ypGjF7nw6jFs00KY6zvwgf0TjF9otWxagYcqqQyNdFGdnyLUL7iUb3F6Zom7b76DHi2MsUsQ6cqCbzJ29QyxrjCm6/LYrTfTKLXwqRFP7aDdynP25FnyFw0ym5bo3h4iHA+z7x1d1OwqRlkmtClFqNmPEg9Ti60S8x2qCxqp705yMLmPkVvuxnFlwlaV9ObNnDp1jkJeY1/WoxkIZFdQFGKdzRsIfKAvE2A1PX52u89TZ3zqrShxXSewPTQ1xE3qfgJJxtIM9EtRrt9yPcGMz6H+vcRHkqxK80yvrBBL6kxOlNmvD/Kf3vOLRIXAnMkhQnlUsUg4u5nrC5vxd2m8mj9HLAnCsZmbLtMhFISqUy+20cMSehgyoSh6yCW3MIlJmO37EpTemKS4WiKcyBIAWiyynmuhXWOov5uolMf00rzzfT/NlUsX8evgVOqoIR0tFn5Tf76lxWY0bEzLw3Nh2a7R3dmBsWEa64Lg99/9ETZ17EaXEmg3xpiameCJ5a9gSR5OawJfjfGtl57moeu3EY70YBkz5Eoam0Z2snFIZmhDF9lML4pwyZXLnG81cMwCIpCxenw65up89Posd+aWORuE6Wx1cb4rhhLvwF67QCIeJ9WdQRIw1OWhC0Gkxydf1Fm5IJNbChjZErBpn4tZcvE9EAjesVXi7y/ZxAOLZ1Ze5rGeh+jiFkrlAledMf63HZ+gOl+hvFomqUTQDIUt1T3klDwrK00cy2VXzy7uvvFOzr36At3DnXj+i0jdbVaXOunIpDm8cBnTdck3FWzVICJL3HVwiFbLZMmViUVidCk688UyWmqQSOkSmWwE26wTi4eoFdtImoOkKqi9Gdy4AkGUkD9BT/g8pnIbe3b2kBrppr64hm3YYNt49k9wDIIQAkWB33zgcUaVXgy9SLFe56Pvvo1IPc3awgU6O7cQCJWrhSvkoy26OrOMTY9TKpwmtWGE4uIkhp8kmxkgrvXw0Q/9AolYCN9ZpWlozE5e5onnXmHL+x5mbbyBrmo4zVnu6OzmI0qe1TdgOuoyq0SIa2OUJvJIPhTHm3QObyQeEagJkOSAQBbMTwpeesHjqhGwbUrikajM1h0BkbCP1Onz7h747Kn1JcknV55lU3YT2zo3c1j6HqeMIzziPkJ7pcV58w1aKzvpzW5kS+82vnvxaSxjHbX8tVee4vqDu7j7vvtRIwWkVp1ob4LKWo2e3s1k3BWEInAsD1NX6e5VaIYd9myMst/rIqWm6QrJLKwkWJtcIdu1kfTGLubHPc5NrV3L+gd4LngSfb2DXDx7ies2JIlQR/NfoSfzGO9+1/X8j8+/gAgCfC9gnfz8o8tb+tRHAAQ+fOPsG/RtHMSUVnELMS597QJXjx7HtsJIsTQLS7NMtifpSPeiiRCqlEBT2nQnJa4sOJwfz7O8tsyViZOsFBZpNgo4jk+reJLiwqtk++NEYnEsRxCVZD4xUWN/dx9SQyYdDtGjK+xomGQ1mXC2E9sP42oSsqrSnZJZnJJYK8ggC9REQMuHjKpi2QGOEERHfbSeAEVAYEK8Q1C3PArk+YMzf85nWn/H4dYxkgMyzppHs2Gy4i9yuT5G4Hokm2GCYP3mW8gCwzL5s6/9FSuLy4QSWey2R31mCbPm0643uDm0m550lNKag9X2sFyXRcPm+GqDqN2mgxK+nyep+6y1JdrBBnIzGhenqpydWELTJXzHRZY8hIBH3/9BhJvHql6kJo3iBJ1oks+e3bsQkowfBEghBS/4CSZPBkGAaZvUWy3Wiit0SwNIUR0/JCi3S6C6mI02VqHGo/sf54vVJ5k+u0jNarBpu067UWW6EkJxKlQv5MlkOnjjm39I0xJ8+L7rcFvTdGdGeeiOg1zRVYa2DrA1Gkb/1gkYnMeWPPT+BPZik+pSAemhR+jbdCtWxxLjr32HaDjB0YLPzz7psyEs891f89l+yGP/BYXZBY/ORMCeu20kMwANJhdD/M3FMF4g8CIg61Bqlpg1rmK3bUY3bqKutfA6BCO1jfT7O7BtlxV7Fdd3kWRBSJYINNg6tIUXn36KROZxMA5C3cL3s0ihCMdPnaBYaOPYHqbpkkrH0MNJLMlmZaWOH1ojiBoM9O7k28+c4XMvtomFZKYXqySiEgOdMZaWXHzPwnU8rGaDG265Ads6RqlkoIgwXqobLeKB56Okk7iug/djTn28pcVGsM7rv+PeG9i070bkeoths447oPH6q0+Rz+cpWgpqT4wXcs/hyw7F0jKB5oMdZ3yxQa6tEAlqaHo38ahgObcKnsqlS+fIdMTw5Tk0Q0fp7qGzZ4ClRp56WIepJY6WbeKjOlNZlR2+xNq2LpZP/xMrV6ew2k1UodJou3hOQMgXTFQUtg25PP4JDwsJWXjoFrhLcCqn8LdnfM611/OwkxBokobTsigX1ugeVqk0SyxJy7wenOIu7iQcVvAjEidmz6OFBIODGTalI5yayLM9MYxjOGihKKp2iCAhsTZ2lYXFBf7oha9iOg6yHhD4UKkZdAYCSdNZKJdRMg6JWEC0O06x1WJsLockCWzb556dw3QkZJbUFo5hIhHwj194gt/56z9l5uJpNiV3EE7307ZtJsbnCDyfQBbgCxBvPoy+pcUmJPBMF9kzOX30RXbdcCuKkubFyTdIRDsw8g5ff/bb6AcUqu0KteUWqXgUS9WRHIe2l8ZqFtGUMKbbYj5vU6rYxGQNYYfI5Q3MUIDBd4n37qJYXUPrGOLUriH2zOZRIgpfc1y8nT2EulVe//4TmJlBjEKJaM8QufllhC8hyR5LlscH/rvga7+qMJDxCas+fiD47y8pvHrV45VLPvERnf5RBVcLsVQ0cQwHRUg4FUE53iCqtPiW+ln2Je9H+ApBWGUmv8DRwknCGRnLh2LUYOudcXLTC/TE+mm3bCZOnWXGWuS+XXdiXJjHtBz0qIqqrx8zKuWrzEd0Ojo1GpbD/nQPWw4mcd0wtiaIxMFoCUIRlWOzy8Q1DbQYgZDwgLFzl/nEB3+ee9+xj9Soh2Q3KJWnOX/6OHatiWuayNEQ4icZLKOoMq7jMbYwx5wzxy+Hkgxs2s7ZS2fpkJPcPnQ9lZOvkGyprEwUSfdE8VoO/VtTNA3wsIgoNmo4Q1huki/UGR3NYlVt5nN53FCEaEojb2mkVY1A1mhXVjgz0MG5VYfee3YwdvIce8YWOdKsMW6byFsU+rfvYNcD7+DYE1+ldyDLzPk8UjiglpV55G8crt8S45b9Hp2qx8llnzOGwq77MvSP9OK6baqKR66s0KxaRDWJmBeiVvBoJR10LYw0pFGVK1zOX+WZxVdwA5fAk2hWTfbc10G75TOdnuGFs5eY+PMcl2bHCYUssnIH7UqLRIfOobdv5fyrcyBktJjK5ZNLdA2EcVs+m2MpOjeMcvjCFOOrFWJpBdcRaBEFo2lRsUwichjfspGQCQQsTszypelZ3njxFPe85wZq9RDPfO17BD4EsoRjWCg/Bpn1lhabENCsWbSCVZyqzNCmHUwvT7O60OSis8CG63dz+917KUSqZAajJONZarkKYaXKquVjt0poShgRCGqNGJFYlmp5Ga9pcXYlYMfOFKah4ssDaEoaqzCFXW0QTmfZ9Pgexk6eIJGOsTygkJI6SdQ9Bvft4aZHPoBFg7GOLuID81RXmrSaLlZLEMpEGWuqlK8ISrWAQAqzc3+YdLqbUChDrWoTiepoeghFtgj1yJRWHXwh8FpQWmxzed8xJrokxqoLNCJ1EmoE3PUhcfJohe7NacyWi+/avHjpKKGIhBMo/NE3/5JuLUMQCDq6uth9q6C60uDy8SqKImE0XIIAvn1hntNlg7JlkB1MU6+0kCQTRZaJxnVs01lHQSgSku8jaTo+HkL4TF2Yo+U4tC0PWZHw3QBJBARIKD9mB+EtnXRD19UglYkBEPiCjb1DFOslmq02iXiUZCoFQYAV2Hi4yIpCYHiYbhPLDQhcD1VTiURDbNm6ncm5SVq1Ju26iSLJxOIhnMDHdXw+9vNvo2egi7hcp7NvI5evznH2uTM4eoPOgS7GZpbZsTPO6MZuOrJDjG46wInXXuIr/3CJh2/ahicSTK1WOX3lFH4g6E/1EkgalmRTXVnAMD18RyYSVuke7Gffboi2Vrn3gM3fPinYN2QzWYqSCWmcnJapOQFaPEq1UKeZbxOJh+lMBFh2k0hCYWO2g4F6B8+VJqhUDXr6IkSjKnpYp922UUMhVpdaGPWAeqPO6K0CVfIIJcAxQsye9nFbCtEeQedQmr6+PoTq0qhUkeUQUnOAtrWMJFsc2PMeJqZOISsWy+OnES2NzUaDRsnDu/1etP4RBB6+D1/89J/8ZCbd8DyferX9z+/P168ynMjwkb6tPDE/xpXcOgvsB4lehRCkUgkKpRoAqqKSziYZGtzBB979Qb78xGc5PHeSZDRNvVGl3qjheT6O5WJVVjl42zAvHznDvbf0cst1D7N8535eeu1LHD05zcHtHbStCr4tUViu0h+x2dqv43pRMj372bdnC+ZLr3Lk6Mvs6b+Bu258DE/4vDT5HNpajONzr+LYHpmeDt5xt8fHD82TbddQTJf/OiSTUj0mEnV2HAh4/HwcEQ2xWnWw2w6mbeJaHjsHMizNV1E1waN+Nxv7+7nYXKCutdAjkMqqVIs2juvSKBUpFVp4pk7bsFkZkwh3+EgFwdaejbRKY9x1325eefkcpdI0LatGJBph/uoakVgIzazRv11HEha9/f1cGH+eeDhCRPWI9Cokqg0MNSA+upFQsoew7tO2foInCLAuJFhfBtkwnOIP997OsKVyurzCmvUvJ0ODIPjnuooiYdsuBAGPvvs9xPQK2Xid9z38GGPjMxw6dBPFmsXMlQusrKzg4LCpQ+fEuTPcdfMmqoVlbPsMq4tnKNQMYhGdpi3hWkkGu3cSi3ZRKC6T0kt0dCcoeQpff/11Zi5d4MbNt3LTjvsZGt6EaVTZVt2M4UMtX2W8cJ52o00yapA1yqi2z+x3JU5Og9+WGOz2afg+n7m+xpdcn88/ZxNKxgh8n1A8zPjFEpXlFjd0JgkSS6yEWzyc6ef/XCpRWG2SyYSpFGwCxUENu2R7QtTWZJpNgWykWTlbxQ98/tsX3s62TX3cd9+d3Hv39fzaf/oLcoZFoZhHAqJZkwMHR5G0FUorJuVyjnhCYXVlja7+fYxqdQZVk4pfx3UFeD4CGfnHnJ99i4ttvbcKggBZlvjF9/VRP5bnvGsw1qr8f2oH1zIG7921k0rLJbcwzdWLp3noziRt22V+ZpK337OfLdv34CgQ3H07Lz7zNIdff52plSYFUeA9D7+d6uok81OnefHoZa7MtQkI+Mwf/D5z408j+TbZnm7MuM/qtMX05PPYYZV9HUMMRkbYe9199GV70XWBRJibdt/HTHgBu+axenSaommQSnqoBhS+J/jemoaWFujZgOfK8PbLDum7JF54bYhY0qA0t4bwIHAE7ZbDz3RnuFOPEjdNXN1mpx/hXZs2c8SZ48LpNVJdIRTZprBsgVCIxlVKBUFHNsPHfv6d/NkfP4Eia7z/8beRSVTo697ATz12E509Hfztnz9FJCKjeHDwwO2cm/8KZsvm0sSLBEGFA31x7s5m2Fk0EJke9gZxvtpcQ+7owXMFIe3Nt6ve0jsIPyjrPZbgzPQix5IXObprhs39Gfam+gD+OcVhEATous51B/bzyMMPsWvnEBGtxNiszNxalFBHH9s39dHTvRnNKtAw1zh4+73IqsrFuQWS4TCruTlePTfFK6fKbNlwgP5MmoyukEn2sP+G9xN4EuMXXmZxucRUQSHkBDRLOTaa/dx+6F309Q0QDptEoxLCq4JbJxqLkerqxTZcpLCMa1kI20dKQ9OVuGeHz43bfDrj4Cnw6mVoVm2SXV2kBzsIpcPEdIHretT9gJPVFnImg2cbVOcW2eQZqLLKlh29yJKgtuZTLfooKrTqPrIsMXF1Ft9X+C+/+TjFNYPeriSydZWO8BSf/OR7OXrkPP09OpGwjBACz2qvZ0GMRnFFiRvjUT4i+/SNX2J1fpnANujS4P2tcSL1FVLnXiH8r3QAP1ze0mJbz4u53ruFwhKD6UHuzNzO+67cy+9IB/n08K3cnBwgrCj4vk8QBPT09LF3/21kMyrv/ZmfwwOQbE4ceY5wZJlkRyfYReq1WdrNi5TXxtm2dRuKpPOLH/wvhBO7ObT/Tt52ywFuuG4vrbZHqe5QzJ/BMeuENZ9kuptwKM6Js5M4IoldbhLTOxjatotMtgNZNFFokujuQ3JrSG6TSCaJkogR70/QNCQsVSZzE9wZMbkwL7G4JJFseUSHZWSRYSgNbtthOO0TVnwezhYIhwWvBC2edBrkmwYrhosjB3RH4jTP15mbLBKLRZFkQdegSrVkE46oCAHJlMo/fPcprr99L6mUiizHMOnCMXNcvjjNTbfs5Kd++g6EqgASV6ePYDVc9nZ3c4sqc9tQJ0ajhdAlSIdR+3pIjvQzkk1w0/jz7Fo6QU914U39+dYeRsW62EJRicfv7uFDi3exMj7JWG2SmVqJQSnML3WMUBoc5VuD57lwsk4+n6Nar9CVUklGwoyNFzhw8KfoGhzAz/0p6Y3bkOM/Q+AbaN4VRvd+mNEdd/L6a39KMTeBRJV2Y43NO27mwoUzLCzWMSyf5fmrzJx8jlplGaVjiPllm76eDrxJl+bCAuaNHolMB5ZVwak5uG2HRv0YspQk2dlPrjlPbLQDx/N5+ohPOZdhS5/Nu99dY7hicc6Kktwo0bnV45UvCGqVIp2RMhv7ZW5vtOkpOgSuTqBAPKqRjoaIdSWZmV3gUNtnZyjKSadJsSBRq1kMbEgRi8Bwb5J8rommyzzy6B6Onz3MAzfeihAduNIuHGkz/UMBHxy9kSe+9CVc1ycIBEnL4J54lsdGunDiIVzLJLtziKC9RpAdAkK441eR9AwjgynMvQOMlGfe1J1vbbEBkixxwwMyN9QGWJ2b4czaDLOpVYgEHFu1GCoY7PY38PDB7Tg3X6C9mEY4OYLKdwmUd3Bg+0b+6i8/w6FDe3nvwzdQ9zvpinQzM+WwZd8uIpENTM+VsW2fbzz5Ha7bvgF7oUAyvkIln2e4K8Ox86u8/OopelWB78l0ZhSefuksAyMhXKeCraq8cvUE9yg/h+JUEfYq5fFncGIjdGz8KaRWlFxlFj0URvY9DF/m66/7dMcs7v99lRcPexzL9fJ//FSe/HM1fv3GNZbzgmxc4NYVpjMesw2ZVttDqD4LrsPFkM5ry7P87xsHqBVKvGtkkFp4mYlcm86+GK1Gk0goTSoRQhKCStHk+Mkr3H7nVtpWg1r5HEhpEpEu8vkCv/Fr/5W1hRyeC0JIhENpulWD0LbNtOUy1rMnKDplloI21ZkcqWgXPXaZCE2MrgRPXxjjaj725r78/0kz/9Old0glmmxRMts4jkvVdYiqNsO9HqoGuqRhtBucv1Sib5dG90ZBq13HsdJUKi3ypTUM0+CGWx8m3Pc+vvStMRaKbfTEAE99b4Vnn3+VSsMjHGicnJjlwsUFDt25n0JhEV3VyKQ7qNdcJiYKuOEQliyRX87RbrXJ5Wr4fkBH7xBja1ept9oECBQtQqxvgNTArUTTg4TCUSpmGUXSqSzkoOnSMzJKU+rg0f8W5o+f0vn1+3PYJysUr/qcPiN45jDYZZ9w0eZiSWF7pwSeTxD4NBoOfzl9mXrIJ9SZouAIpusNHkptwWx7JFIa+WWHZqvByXNrSGHwBKytGDx37DSf/uLn+ewXn2Rt6RyrxRpKyOW973s7+2/ehaav9z+rts1Xyg1WXj9By7ZobEuQ60lyzvV5amyKy/NnWJGrGDdvxxyI08qO4G3Z8Ka+fMv3bF0jDqbtcya2yEGln9FwJ+dKHpWGT2egoUgKUkQnSLWpFRrYCkzNtfjOhSKFwrep16sIEVBYy1FdC9h33U7imsl8vsbS4hJXLsygxw9z610p0qEwtXCTqdwKslDYf9O9/OWX/xjH8VhZaDCRLhPxBfGeJLlSm3pDxWmtMbtSRNYEF86dYMfmYZTETtTEKIGSRVJChGIKnVqWp498jbZhEd0QwrNNVEVjccUkEYfFFY/eqYDvTElUoyobN/vMEtDt+myTXGqOiqIKkt0hOroESzMNVi2JsUSdQKh0hWGHLxjsjVLMtwnHZBoNk0RCR++S8aswO9GgX1epJPOMHy2T6E9TW73AxKTHoTt2MnrDIEv2MoWFJo12i87eGL89tsTj80vc/OuPIMuC+Ng0vdkJJKPNXKBw7OnX6d8wylC8l3jXZr7Ct3+kL9/SYhMSDGxwEECr22F1tcFGdQMptwvheNiai+XYSMkQ/sEVnLIAJJ76hyexLRvf8wlHZbIdSYpr8xj1KwxGF5DcJNViHlWCRs2g3c4hiOCagnqzzfRcjtx4CTdQWFopo8iCUssnX9WIxDxOvDGNZbqEFZX+wU4mKwV8W+KNN56hL/VekpkIerSDIFCwLZ9aqYKwFSzDxnMDhFjHWDkWRJNp9m1osmuwyex3wZFlAklhtRVw8azL73/II33K5XVZIRzV6ewOY5oO3X0xNvo6pUaR0WwCq+JgTi+zd7SD0+USpVUL1w1IpiES0wlcm0rZYeKISd8ehWysh+UUsy/zAAAgAElEQVTFDFfHLyAnOlkslFBkia6BDsKJEK1lC88LYfoB+0Y3s3RxjaszV7n7wZsYUjVefuMSlmlQa8LsS/NooRyprn/nbPRNKEafFEIsCyHOXXu8/Yc+81vXKEbjQogHfsj+tmu2KSHEb/5r7f0/fpwQxMMyAplUMstzG6ZZNVZRAglN09F0nUhHkqktZUpek8B3qddNjFZ7PfKHAEmWePcHf423vfPtxPxpItUJ4nqNX/rIx2jUAgLAdVwCbGbHm+TXmkyttdi+bwuvnZrCcQJSvTKxHlhtLXB6bI7JxSq24RFNKNRbAYbr4xkBx44dplysU1ipUKkYtM2AYqHK689/j2/8099hOT5BAHo8idO0SaWzDG7ezmxjmFxFJpkWPLTZo8OWqa4GbJNdlo/DsVSK8SBBsjOCqum4LmhhiUXLYMUxudg26cxEUNNJVoo2ui6IpSQURUJVQoS1NGbVxzE9fC+gNCdTKLX58he+zvHjOZYWajRbKp3pndRqFvWqgRPYNC2b0a4Unzp1mV/8s6d46UqDr3z1db757aNMNj2WSzKuyFDYNMwJPczrtTeNzPw39Ww/oBidEULEgdPXoDAAfxYEwaf/X+LcAbwX2An0AS8IIbZcu/zXwH2scz5OCiG+EwTBlR/VsOcF1NsKkqThS7AaK/KVbJPbg+0kIgmWI3kuRRaRN8kEgUDXAjIdAt9bX1sSQuAH8Px3v83a4jau27mXzEg3luhH1qK0TfcHP5qFaYNWLeDikTaL2WnOJlbIF1qkuhT6hnU816e4ZNNouNiWB75M4AhW5hp4wkeNRsi1Fvn+a0+ytWsYVQ+R7B3ALNV46oVvkc+XQQJJF+s5BvQ47XIDo2VgNhr83rcT/N17HbyrHrfbTQZ6A8q6hNuj8L3jPcznbGS7xMiWGPWaQNMD4p5K1fV4trzEbr8fTxU8d3Keg3f1oakm2V4IhVVK5QDhayiqzeDWXlwvIBxKIiQb27ep5EuUK6scry5Rr5vUim38ZoCqayyEdc7lW3RlM5TTKf5xYhVMByWlkIhnGN0wjFau0p2NsmnTBl765vH/ebG9CcXoR5WHgSeCILCAWSHEFOuILICpIAhm1v0rnrhW90eKTZIklibCRBM62ZGAUChKsbfNt81zZEMaVkTgqxJSwSMajZJwVJq2QjZhEVa09aDekEJ5YYZTpRUePPgbGP83de8dvNl11nl+bk5vTr+cOyeppZZkRcuyjWUb5wQOQ1rCzrLAUMsu1AR2MDDDLAM7wAwsS5lFHjAYbGMsZMuWLcsota1W59y//uX85nDzvWf/6LbHRVk9LkNNiafqrZvq3HPrfb7vc+55z3k+x2vxpx/7HH6zx558AZHJgywTdVVsDYxKgirJdHuQyTgQaTSuyZQsFUN1yY5n6bUEshCo6JRzNSLNRVUddL3L8ctPcOqSjioULKOAF7l0lBaVkSKyrqAqOllDp1DWicwbzWliOgzkLB99cYyg22TRj/jhwz5PHLc5czogEh6qFkFk4vZVnEwOnIh9cobL/oCsYrMuS2wZGmbewcllcN2E+maALmvcftteFu0VvKDN1J4xwraKQEdSChQqDuurdbJShla/juLpWLGJhCDtJcik2HaGUrmIqlhM79vLlVPnCXoeyDqdnYix4gR5s4ke/yOm8v09itH93MAs/DPgJW5EvxY3hPjitxX7dlrR36cY3fMd6vgWxUiWJS6e6FIZtdlc9EGkyC2FqtB5Y77C5V6XvwrbJHGKHPf5gFVGdiwmTZkR2WTMKRLkJHYN1Rh0E2p/9zJPhddJ3TVur4zx4bHvuwFNzpn8/LmvYheLNDsutWqF5to6vuczNT3H7myeQbPNZlBnEOvEvRZjlSpeqnDX0Sk8twdahmRsDYMOulZjabHJ0T33sth6gfz2IVTNJIoEepRDLbZJa21KhnGD8qjJpKHFeq/IaqjAhMdfBQ20u1RmD1Qw1AzXV6/SP23SuhKSkzX2FCpUbYsfuJoSBzFSvIRXqzAzUeXc9QGJL4FhI5salTGTSuEAbt9FERpGWdyAWocqUSdh3+w07sBFCXVK2gTqIQXl2iJr8/OEeYOSFyP5Pbautm8szpEIKlMVtq6vMX/6GvfNmPy808PV7H8csX0HitHvAx/lRl7KR4H/CPzod3u/V7JvpxgpiiyiOCYIYjRV4qHE4cFyBjNOSIKARMj02yHIEoN+yF9oMROlMv0wYl7usL8yzlClxP5cATQJ554RDq/Ao95e/sP1JykUbB7NznG9s81Asshk8/hkaXe7RHGAkxti1i4R9XqsawGK7KDJMSNWhUSxEX6Ao/kIU6JUcOhrNaQ4w2DDJRsWsbQ89esWqqoR9AdYlPBFQF7RaLQCmmmHrJnDVE10SYZA4uj0gRvrVllXibIBzUZCV18hig1GRcKvLmaIpB5zvRZ62keIAJ8Q8Bjqb3C5nyM0xziT8djQeyALTEvBa0oMj0/S3twi2IK5wlEa0SK3ZR7luP/X7N59hPX+Gp2tHpHcZaveRS7AW7UORyogF0LM+/fzG08PeDkp0ut06LQHxJHgcjvmq4rERjO5pW+/Z4qREGLr267/v8DjNw9fiWLELc6/osmyRH1jgKtrHBjKU7Fl4jCk7kcopoKhasRSSioEDRGRxh6ogpqscrm9QaDEVPcOcbdepbicMquME1ohpazFE82T1DY8ZuwKNUOnE8UgAnqDLrZqUNCguXiZXarF9nQe0gg1CUjClFjTyWaKtL0Bfuwzbo2TEyNc610hOCtQyn2ePfMEgePR7EVYQsEauAwZeSQnx0xtnE6nw+Zikw/d9R7u3HUHE4VJHNUBZK4tX+BXr32ARBpH9arUG9fIDCAYCKzYRxYJhlwjJiQRXVQJQhHyoabLgcyjdHoNnsxs8YeVy3RWXPKFERLDIAVKziiHZ+8m1z1EXh3DGHoH841zeN0GXtsnkT3u2QOPzAaUr97Io7CrBrlSB6ti03m5gd/ycTTBeE6g9QNeDuHaK1I6btj3TDH6Ji7r5uG7gHM39/8G+DNJkn6LGx2E3cDXuTHUuVuSpJmbIvsB4IO3qltRJAxTIe4L9tgWZVnBc0PqXY9BKpjLOLyukOO05iLSBM9PEAjkRDCeKRAIwXzQ5EC3h5ErIdyIVA5oxy5Hc7sIWmfYcHt8tb/GNhaV7DDbfg8ZgZUK3u9KbLkh79Rl8r7Gs16DUKTkrAJ23qI+CLiwdBFVlinmC5QLVXqNPhVK7Phb7HQ2KA3lMGIdWYbtuIOsKcyWqgxPDfONc8d59/2v5UN3fJBMmkNqpKRBfKM3naT4rRJD0w69ZoyqqQRmjKprZGMNQ5ZYoEcqpQhFZ1NE5CWZqsjgD17GSU3eFRf4436KXc5jZASD7S7Kjs59u+9Bbwnsio1iKFw49zKrwTm8toBIITNSYlLb4e49CW1Zotd0YG4ay77Gz7xGIXElzq9rvHfWJ99LaJ0TDOuCrxTsb4ngexIbr0wx+kFJkm7nRjO6CPwkgBDivCRJn+TGi38M/C9CiOSmQH8aeBJQgI8JIc7fqmJJlrCzOv1ujBXJqBIMXI9uFNFOBLuFxBtti818StgXRImLqSkoqcJa2GOoWuIXjt2H3gy4sHmV7HAJqxtiTQ0zgc3Q6FFO1tb4xtU6WlBhStGI/AG5bI6RXsDhbp/DpNiiz5sX1rlchnO9HoXcMHooE7pNoiAmFClXV+apDE9xz+GH8dImg6zLZH6YftdleLrAwktLmLqJXwkIfUE8EAxaCg/f9zbkDZnu2jaDtXXWukusRJv0j3qsrjWwqwE7dZNcweThQoXbYgtX7tJih7qU0iZhVILTwseSDO4nZTI10ITJdrSMI6m4nQHd5R7J+T5jh6Y5ozxDVdnFrHEb61eXmO7vpS3tUJzM4dkD3N42j78ckEttdrYSHppOmcudR6gwV1b48aPAW2Nmp2Wa2ypf/bOEcD3l+/IBf/4PEdstKEZP3KLMrwG/9h3OP3Grct/Juq2AKEhZ1gKSJEFICi+5PrdnMwwGPrYmMS50rrh9wiAlFTAIY4bKFj+37zWMl0fxnT6T7RJJwaSiK0SNgDU5JJjIMbnucrc+zmU/Rna3mR4Zxsg4vLezg0afOPRwyxGaB3e7FdYrFfLlKt2VeTzfQ4kk9uZ2s1tMU7OqtJc72OM57pp8LccXnyQ7VeLy8atksjayZWFEFt2tFVxtk4CYp068wHV/nf7mAjuNJc74Z8nOlEi7AX5XZdDM4Klr7Bm7i0e+3KIR7WDndtGJNeaDRfzUx5c0xtQCl8I6lmqxkTxLRI0o7jPtDxF60O5vExQEI+MRvX5KUUhcWrpAZmyMbN7k8JkjzEvXubJ6mcZ8k+m8xcvfqHFsd5f553tUMjpZG9xA0GtGjI0JutuC0I9RSgqFzZTaf2eFl1f1CMI3rVg16bkxYSrIWiZu3uIbQYjfE8zmM+xpqvyl65KmEIUJE8Uy//quNzDZk9CW21jjBXasOkFrG0UboTlokVVtrokdPnbyLAoGhdwobhxw5/g9XFo9x0LG4k45ZiHucDLv83CgEIUBcxMH8KUB9liNdH6DXYUpiqLI5MF96KmJKJwixWKk9jr2f/0w8+EVimNFdA2iQCXfs8nGISudOoka8sz241zIFpBtl7VGAykbIxQFJzQ4uGeOTCYPPYO1+jVKWwp9kbDozbMu69ymFlhJW7QTn6xkMK2anE7bjGNzlzaKr8ncH8o81ZCxvQrWBDQ6W/iSQthOcdwjjE9JOJ7Man+Hpdx5glaA7GjIosvb39DlsNOmXxCITYl6opOmKVKgM6gH1BXB2UsKvptwBont5VvL6VUtNiEgV9KIQ4nYSxBqhp4f8ObaLF9vrxDZBiKIOd4doCgyCIGjG/yrI/dRbkXEEgwiiep6h8vpGpfENe7rS5wMu9TVLs8/N8/QpEnaM1ANm3pPQrRW6ffqmAHEQsZ0MnjdGCLBnoyKHwleam1RmR7HjUIm73LYTlZh90OoSZbJsQjd0KhNzfCVzONEg4Ruc0DixzjDKvV8QpLTsC2LyZFdOFlo1VdBslHzDpqmYufKOEpC2UxxRZdWJ0TTTUaUGXrSKv3EY1qEvESHSbWISH1Wkh4DIVFPQuZkiW50mkqaY8w9QK/TwsrnGDlQYrDpIocKG+o2h0YFUVYhSBP2ve8htr6+ybZyGtk0uKIb/P6iwr/fq+P5AUET+qMz7J8ImLQW6csGm6HJL84n5EhZjASpeuvQ9qqe9SFJEIcpiga9MKEdRdS9Pt7GIrfHKUoq2ETw1PbODehykhKngic35rloBCxN6KRxSqTrHGGY6fowu+QsR48e4dzWOhIS3zd8H7926M2UUpk4jjiXdIizOYZDQSxSirLNobZGLHSiRpvsiy8y1+hiuy5hGHDp0iIbiw02O8uUR3JkCnezupxh4Pb5xsWXuLB8mcZKg2xBozrkEEkD+oOQYjlHIF+i3dwiY2tIwka3sqAaeIGEppbwehEbq22E0kFTbEIjQ8HYTQGV08k2JxKX56ItvphGvBBHpEIhK+u005ink3UaYkCq6ZQmipT25XAyKYqUMOyOcad6hGzBYW2wxMUzPZ449Rk8VyHrFLBMiyByeXE95MefM/hY3cTVYc64hORvIdKU1NK4GOVpKjpXQgPPsSnMlW7pz1d1ZEPciG6dRoBlKlT1GDeViCOJsq7wp80WqSEhpBsAmiQR6JbFi/0OT598hjsnJvm53ceYjCUcdF43dgjdDThcF/zPdz7Kl1bOctvoHJVeShh4yIpO2w3I5ko84dS5mGr8QJAwahTpBj6u77LeDznWM/hUIYupKkgZjeun2zQOXuF6p8x97349F899mY//+v9DY6OJ7MDU/hKKIdPtePQbLvvvOIKRcdlxJXRZI+xb2E4etR2TpOB5CV03QTJlwkAhr4+ztLrOL+UH/K/eOKNikotJjxwR64lLI42YkjTWE5c5WaMm24zLOSQlwwvSdYZ3P4ic81k/t0x3p09QlGj4yyipjpsu4FVqjOzehxXIbK9cZ/nqGoONgF7f46VQcL7sUJwVVNWA2HIJUPi9xf08eckn0gZE7YjinjHiILqlO1/VYpNkSAUYlorXTdhCZnepAGGEbKr0vR4bfQ9Zkb61lI1lWxw9fAef/txnWLKbjL12lHR+m0iSWDVjdsUacnfAUqfOl89cYms14k1jsySxQDdUet0OupaS1spE6GxdXqZk25w1NaxynuX1BXY5NmJ0N7OlFovnTuAFEd0gZuPSEl+qfpGXjj/LLjHKcLGCPekgCQktI3AbbZSBStpzSWoOkpziWDrFikN/QyOVIAhDFE2mVM5SnrAIdxT8jkp99TRnRJ4/qkU8VI/oRDEHIpuuBLYk6IqIkqShSypZ2UZVHLLaCM8o2xxUG3Qub4CkYk4r9KMO0UCw2lnHMAXze59HSgweKH6EoeQAF85fw9Ak0l6KltXQKza/vyzxzBpUJnUq+/dzaeDQ8tbRCibD03MM+l2E9E8YvyAEyDIEboKVVfm9zW3eMVLh9bbOapDQkVLcQYwkSciyhKxI6KZCqVgmm3W4f2oGeRDgZTQ+s3aVj58/wy8feIhDcobAjwnUmM/PXyQ0FEZq06wvnKE9cJF1idGxUeKhYb5q2+hCYh2fO07NU5rezXri4/e7ZAoV9tw/ysaJhPWVBqQSn/urz2MXNYaVDKki8dDtH2R16wL9aJnWdp0Js4zcl+gPBqSJhlOU0M0cZkagWSp+5GGYKm7QJMUk6zjsrDdJNQhLBb4cuSzM+uzppOS/0UBIKjOySShMMorOluRjyPA5s89Xk69T1KpM+1u0wx7ZcQ232cEd6FRyYyh5maHCDE6tjFwZ5cuf+wvsXTXy0zm8iy0Mx8QduPhXd8iPVLheKLGtKox7FgvzF5ECKJSriE6PtN9nZHyYi8y/oj9f1WID0HQVX05xMgZeR/BFt8donGGh75FICaNDFkvLfVIhIIU0SVhbWcQ0DEpFg6tenT9bPM3fvnQOZ9jkoyee5e5clXKtgKbKZDMJD07MUPd0wiBCVVM2Nzao1YZY2dxE1iQs3cByajw9U6dSynJ+R7B68QQYOnf+UJ70+YBI9djIb1CRVIq7i1zZuYjb9JksTnHs9l1s16/wlVbM+dUrmFIGtxNQMMo0dwLmBxeZGppFz7kk/R2s7DA7QQtTFJmbvI1e4zJ64TqGp6AmJg3PZMf0UK2QbhSwIQSOLPOs49HTVXJFg74pEXhZCppC/VqXUIL6QpfuvIdWSVhwL+JtdJn44D2UnZTIcogGMstLLyHlJUJHJX94gvDkAt1FF0MdUJwcRrBFa2cDqSFQbYPO4jaJ5zG0bxJ30L+lL1/V+AU7Z4jxmQqSriILQa8ZkMmqFJEZndnHheV5HCNgZzNkEEboGYOJ0RpRK0HLSQxlVFQJClmdvD2CpHao5cucX9sgjTRCxWVjs00+yGLlNPpuh520j+ummKqFkbkxFbvolJgo2HheQGDrtDou/mCb7kCmMGvTXuuR+DGyIaOoOomm4gYucS9lbug2jhybo9FssFbfpt/32Lt/ksWtBUxFp9vpolsq+VIZP/Dwd5pkTIdA9lFinUy1SCeOaF2vUxxKqG+4RKGEmgoKpsbQcJmhIZWLF2MaUYf8hIWVKRO2UzyvAYMEr+tDrJIGMcVA4k4nRzAYEHkxtbExskcOcdGOmJpfpaqApDl8RW9yrb6OHSVosYZUNfHjlIyREvox4+UhVttdkliQhn2q4zWiKOaLj339nyZ+IRXQjgNMB7ydAakqyMs1vv/7382hyWl+7j/8W7bqTdJUJlUU4jih2W0imxI2DlGhQLWSsreaYdfwAzSDZyGOuK9SptHTcBOH0SGbC+e36CVdrq81qU0reAl0ejtkEglilTjYIh/aWNkaJ66tkSg+tapOFKt8/cvr7D6SZ9Dv4/dT+h0dq5hFMwM6ay71pWcYaJfYaSiYckp2eBcL11bZWFtD9H18UyJbzdJuRqiaTFJ3yRkKW50d0iJowQ6mkFHXE3qOT6IGpJFEVwj6oUa1NsRtj+5mongfg1WN46VfIhUdDkzdy+mzV0A4XPjyIhISkhA8apZ4u+2QChM3ibi0uMNXvGdYCn3avRQpCAjCiMEDw4jUZWi0gJ4YdFo+RcVgOwk5aO3mwfE5noxPcWp+gXwlYeSgytaZW/vzVS02kQqSIMLdidBsnTiKeHBuH+8Ym6G3co25uQrHz7TZPzXK3bsO88ef/zxpDjJFi2GjxrtufyeyHpMEV9C0DKav44j9xFoP3VCZb5wna2uMTxpstBU0TcIQKXbe5tgumz0jBropU87KLC1EbK14FGsOfhjSDwS2o2LqGtsrHsWqDqnM3fe8Ey/uMnMkpVuXOPviCqO5Eq63wdbKCk4txh24hK6PnoJiKmTNPLWsQc/z8DWF2ZEql9jAtE00WyO96iKnCrKqIElgGipuFHP3yHsZMx0arUUG2nkOqL/IYv9JzrWOU/UCQi/CNENURUUkCbO6zeFcAS2WCOMQIRKWtZQH2zr3ejI9ITiuwYZIyAUp9BSadp+DpSo/cfub2TM8yR+tP8uH1YMIVeXgWIVfaXySTtajvaEz8Pxb+vNVLTZVUcgYNtPlInYmy/nVNUaTDpvf+BR+ENDebPCe/Xv40F33Mrn/Qf70i1+COGW6NEWn22F+a56H9z9MoBRpN1o49ht47uRLtLbXuefoa0k74zQ6F8gYDrLWu5HQHCaUqhoffnuBo3tTom4b2crR8zUuXjL4z1/okaYqUZgiKyl3vuUOXvzsy4zUyhw7+iAH5+6j3VzjrvszhJ0s03qTrd4qM5WEa2cuIckpsiIhyzJhIcKKVd537DaOHSvS2lnixLl1RDPl7qkJrvddBr02NCQEKXRUvAiSIGZcv4v3jf7veFGT1lM+8dRztK2T7JosMrT0U5SiaSz5AOcHf8HeUoVMKnhvnGHMFbhSiCIEURTySFNBlkJ0SaEnq1yOPDZ0iVqlTNty2DM8ytvEOK8VI8j5UT7SPUIxTUi9AYWlBf5V7jC/mT1Fp7NNEIa39uf/ENV8j2bICu+47SDvPnIH9vY8pyxB3koZnY5J0hL/MihRtgXB5iX+aGEBo6SiqDJrO9t8322v58Dwfvxuh0qmhGWVeenKKaqVYTKygd9ps3dyHx/73HGsgosy5CCpMu97axWnamCKHnbQR1UjROKTs2U2SiV+8E0lPvHFHboiRdZURubGuOf7ZfTtIrfPPMLM6AT520vEygqutcz09Bi9C5tsBw7lkQqamuAlEboNnpISyD6NTg8lzjBV9Ri622Z5fTdHjU3Obff5y79pEYcxsqKgpBoilogDeHPtF7D3Nrne+AuU/gO0dtqsDv17pq/9LOPdAygDnVFd4qL+cRgp8tN1k2ERo0oCLwpoiYizRsAdkY0qyximSSMJeVTkyas+LQQl0+YD/m4mdYkwbKJdHTAVhMQZFS3wGaQhM70W9/tFHmOLvGTe0p+varHllBTLbbN67SzTpsftIxGFbMhWy0czoJZXaUQaj691+dSFyyRGTD7v0PUHPHn+SWbkKqc3r3L/rjvZwWdle5nT106i+AqjhSq7R6e5vraG2IrZWxnHKGt0IpW33lmhJi+huQFKmAAxcSyzdyTEyFZ44z2CTz+9jaKqqKrCzIEZapN7mJiaRvZSamMyvUEZVTNp0CWjlsnrEftGZBqtVUQq0CWJQZqSpoKFegcjfx/B+gvYYZ+KUaFr7aYi/gYntWlLfVRNJvIiklQhdmM0XWGrW4fEpe82KTszXFr5BPLORcrNKkko0ZtaoFzxaT/v87XQ4DbZYljVqcQqMoI7pCySqdITgifjJk1iplKN2V7C840eh51JyoqOG8YkzR18BdQwxNQnSRKXNIlQDIcnt69RzKlYzj/h4Spdk3n9oVFGDhxjeHqc9WZI20vQ7An08i48I8/0aInp0VnCIEF2FVKhkHNy7CnsYmFjgQOHXsNGZ5EXnnmCN04eo9Xqsri+zNTEXrZbLUxFR1IlHE1hfLqKrAi26z3cUEAoUFOBHKcokSAjdTBUwb1HcoyPWOi6ikAwbM/iDVxOnTjOzsYWmjJH78o8Tksla+4ia5cZK09RLdRIQpkgDOj6Ibqs8r478rzzcIcTxy/T5C6W+nk++7eLZOxxxoct3vnuYzc6DpogDmOiICWRJWIC2JhD7rwOu38ELRphKno/Pecybe0q7WiBKFTptQUL7QaPRev8bmGbj9s7WJpBQXcoKzZPxDs8Jm/x17kuT1gd/qvW4MvmgI4v45gFVqUBO26TdqdF1NvG9foMhIbXl/C7EUok82/HDvAHu97M7NDsLf35qhYbVpkXqjV6yRrr50+hytB2Naz8HuJWl16mzNlYhjuy/LN//iOM5jLYGZO3HH4rrznwWurdNk+++DhqmOOOvQ/w6ac/xXvufAuyDn/30lfJZ/J4WojsqOiKzN69k9QmK5xYtWl0wQtlUlkGJGQTJCGYX/N44bxPkKjks1XSJEX2NGr5GkOlYWRd5upLa0jaQSJ1iqgLkojxwjpuskK/1yJJUzw/5j3338YHHjmAoh1F0m2yw/fxm5/YQqnZDI9ZhMYxlhcaWJaGCCEOFRAKuqVytXkC2U+wNg+wMfWHXK/835wMnuC6/jTPZf8lF/d8lEhdIPIFpqmiGypv6Wd5oCHTSSJ2/B6bXodRyaCqmgjD4D1SkXcoefbaBvlikav1dSLZIrAcVjur7IQBSiyxfu4Mg60VUhGRhB326yW6qcyO8k8YBhggc+Zsna+sLrGHhPogxio5/E+jPVRN5o9bVyk4FXTrHHU9JJ0JyGQzrHY2eOrMF3h07gE+derzHK7ux0gEtmVQHK5RqplMl8f5u+XnyU9ZRBJ0ZB+tm9DoxeybyjI6ZnPiawGOEXLkgEGz7tjG98EAACAASURBVHKpkyekwkJTx7SzNzm3gqX6JR6ceJiwK/ACl81V0OwQbatDEmnY2QxVZww5I3h55SJECaqk8Zb79hDJCsWJadSFrzBolrjnnvs4NNZhsHmeMC7x9eNfhFQgA6kQxG7CG3f/BKPKbrbVl2nPnGRdfor6YotE1ogSD5yQbhhyQX2MvJThfjlHXaREyEwmBn3hUVJ1pNBnjyfwVJkHQpMf7NkgyXxMa9APA9a6K/z8+Ltpb62TmlnazTrFao4SKYmfksnZSO4AqTSOrst4zd4t/fmqFluSCl7zmnfz2GP/hYu1IcLyOoWmzMfWzpNIWaLqgMubfQ7UxwgbA2xbRngJJ9ZOIxjQiV00xeTcpfN8+J0fYtyu0nQ9Hh59kB3q9O0+aSJIYwXdsYhjl05gcGk9xdGHeHylwm1DbZKFDrGUY2xmmAune+wasugHWeJQIowC5hcu0VpuMps/xMFddyGjkPQlJEmhMjvEuedP0hiscmH1BRRTRxr4mKYBloVROEh/4wJ59RTD43dwz923c/oLv0NN38DJzKLKGoPYRVZkFFWwL/MA79v1sySjl+h0+ljaHhrFkKvnE2QjJVZACTNUoiOE+jJ2L+DHgiyeDAiVsiIxiHzqcZ8lKaFPwJG+wd5+RE8O6CgKwlfxe11MdPKhRF8r4DllRgdN0tYy2WKe1JKQky6RopG0A85LO4xW5m7pz1d1MxqLkIk9Jdq9DTYbZwjEJnvvLdAwIy7XG9TELIZa5vzqdTpJG3lVAUumfn2VyA84v34JVdN5zb0P0VnbxgsiLNmikB+mlbSIRUwQCZI4wTRMkASXNyWOTCn81+dV3DTCLhX55Nc0RLbGv/mTHkEsODvfoNPaQjMtJE2iOl6jo3e4tnWR0lgFWU3JDmcZCBcUGTWv8OKFr7G8ukAaRhimRRzF9MReGh0TRZ+gcvA1XLuu47U2mK1EZM06Z0+uEngDVENHUWWq9jgfnPltFNUmmrzGjv40LB9mZzUhFiq5gsPhyT28f/iPeY34JbJbd9F3QZIVhjWbCaGhqDKKoeMhUOKYqm4jyQpV3aGom8xqFlOJRtTvU7BzXG27CD+ibiVs2BpJHEHQwy7nSDWDxWqBL4ZL/Pb5Z6jla7f056s6sgVpjy9feAyh9jjy+inql1fwPRXPN7EqEhudBo5m8oZ7/wWd9hLN/AK2PMrfdV9Ak1NaSRtXhhPNC9SkDOW0wOmzLyGVZDbcOv12ALKCoigUbJt20gcBnzkBXig4tq9IPjfg5LkuH3zfCBvtgMePu+iajKaqiDgiFTf+M4sVj4cfepRvnH6OTneB193zLlrBNkpLMD21n0a/QSrH9Fc3yc5O4gYDPv3Zp+g1BvzQhx9lR34tUdqhN7hIP9axepO0E52Bn4DkISeCoVwJ48gp+tsH8C4cRG2WWRi8zOWdENmQmJguYIU2RqeM70mU0ttYN56nHrnsRH2asmBczxCEA4I0Rkagp4LVyCWnaXxd6uLIKk0/wNIyKNoQfzPv89CeAarIcVa2qZYymOmAYHuLSFGI623+S+scXt4nn3du6c9Xtdg0VQcG3PeOOfy4hV7LsLB1FqlQZrRWZPXiFoYiIWIfTZd4w4Mf4eRLz+MPXGJJIrQFmmZwevk0SZzykHkAxU740qkXEKZM7AmyNRWnpJHL6vQ9HVWSqbd9DM0kDWPaLY/t7Yj5hT5JHKEZJolIELGLO9jEKlQQckzghZy6+DLnLpwEvcvuXfvY6K/y2F/+Af/bR/4vxib2sLp1krgZMGi1iUXCZ7/wBBnZwNJTDMVio7XIptul23M5tOYzVBtmYICcpGixzG335mh61+nPPYZ0+j2YcpGX5d/FlFTKpQI5s8bmzhZhCxJ5gB6XsDMGWSnBT1Pqfhc3CenrMotGyt4ApuKQsmIQpjGfNfrESorv+hw2hykZTea96yzMn0KkGq4Lzw5K/PBuBS+VWHX6XD8/T8cKmNk3wXZv85b+fFUPxOdqprj/h24nTl2SNGGwGlCalNEYI1f2WV9tk0QRA1dw9+3HmF+7gtI2mT+3QiwSzGwW074xnyxJUyadGhPmMJ958XFkS8XJaxgVA5FI3H/vOA0/JQoFiIQ4hELUZ7DT4PTZDtk8aLUqhqmhOjoiSskYNmk2g6SlLF3cIB4EtBt9FF2hVi2QINEdDNi76yiR4tNrbbByfomclafjdRGpwBQKpqSiCYUwryLpoOoyQiTouoLfkvDcBJEK3vqRUZJ2gbp3DT/SuPve3fiNMrqjcHXxPDkzz+Xr5xiO76QdrmLIKtp2wLsvQj0c0CYgr5i8WFTp2go5P2VikHJ3YrFpyPymVieWYoJmj6l9uyiZArVcIJTbpEhUShW6SwqaIRG2JEpTcOrSeeySTrU2RH895YUvfuMVB+L/u2KTJMkEvgYY3IiEfyWE+OWb+Z9/DpSBE8BHhBChJEkG8BhwJ9AAPiCEWLx5r18CfgxIgJ8RQjx5S7EVMmL/oQncJMEiJUSmUtDoxjoMQqZsB1eOMEYTZCERBjGRsNiuX6TXh35dIUUiFQJDl8gYCmGQkjUldF2n74dEyHRaAQU7S6PlfgsGLUsSjmkyVh6n0W6y0dhEUuQbA9rKjeWvbcvEshyyho4jSezO6Dy/2cIVAsNUMSwdHUGSJEzUTEZ32YRWytZCxPkz25iWwsjQOL7bQ9fg/e/6EGPjFoqa8NefeZLpfSVWVhc5eXYLbyB4x9vez6mXz1Isl6gWs1imTCE7RBD7bDd2WFvdZHlljSiJKeWyKIbJcHWMu6oj6KsdnDftJ9F16OkEYcTeXbsYuH3S/oChqb0899wXaGzMc/zrZ+gXI9p9jzQVDE+UGK1kCD2Zy4tLOJksR6YO4kxGrDVa+L2YpeubjFfyPPXJE/+gWR8B8IgQon8zM/5ZSZI+D/w8NyhGfy5J0h/cFNHv39y2hBC7JEn6AeA3gA+8Et3omzml38nSKCZwI1BkjETFVVNqokBz0EMZBGBm6UoR6UCh1WshPB1TSljb8G9EDUdG1SXcAQRpSpLIJAJEpNLeGaAqEkkq8N2YxFVoNXvIsoxAcOfhQ+QzeSaHpijmSvzWn/wuf/93GQcpeqozquaIIpfLgzZenBAECXGYUKpmyCOxsNFmsymopSApKqYt8fAj45w81Wd9Yw1ZligVHfor32A+zpOmsNreZlIcQEplWo0lSGTqzRDVyJHGMo16j8bqSd74tiFyToVnv7LK1YVNyiNjbK8uksvWWLyygqFkMR66l+vJl5isVnH0ceSuxrReoeJmkDMKPVXDqtRY39hi/tIaiuqQzUPda+P2Q5avh3RaOX7ux38E45lnee7k8xRqFupKjOnk2FjaRCQ+e+6Y5alPvrKQvpu8UQF8c1acdvMjgEf4bxntfwL8nzfF9o6b+wB/Bfzezaz6V6IbvfCKlUtQThSYKzJlTnPH3tuZHpqlrys0W00Wz51i+/Jx+s2Q1nqAaiY4FQddNxj4PqGUogiFbNbCTFJCBUbDHKIaEcTujUjop0g3++SyLPG+N76dv376Ce44coDNnQb7D+zhjt138duP/e43vxHEt60Y7CYRi90mVUcjky8gb9YZsi1kWzBczbGx0SXnqCi2TKMjU8oLTEvjwqVNfC8GkYDQ+I1f/33Ov/QCVrlMNmfR7eV4w31v4cvPPIthPE+7PqDXHxAFAWtbq9xzzxg/8XaLIFmlcvhuTr8kUx6eZWOnzvjEGHv3qLTqKk7WIcj4KLeP4MYBui9x27LB4R2boBKy9UBEGMcEkc/lS/OEbspQ1mFTDRmZGGcxnkcWFn13wNdfPsc73vBuzl25yLWlBVIEuZxDKc2TKQmiIH9LLX23rA+FG03lLm4w1uaBthDfWjr320lFY9ykFQkhYkmSOtxoam9FN/r2ur5FMdJ0lZlDVRzjKD/5wf+DkQP5G9NlJAGSRKf+Tt504Sr/7g9+hQ1/i1SVUJEwTJ1IhFiGzg9MPkrkudw7cgdbzQ3GkxL/KfhLRnImG+0WdkWj2fSQEnj42H28/W1v4uzCWcbHRhgZHkEoKbMzs9iWiaIouJ5PHCfffFhMWUFTYCeIOTCkEArB/qNvYHxsnCTvc/3Kpxkva/iyQFYNvGaCKav0eglhmCLFKU5O4+C+Y9x97AGiQKLdalB2qgR+nwfuey1/9/yzbK+fJPFd8oUCD9x9O4+8KabQucxGU0KSfHbtPUynm6CoKnN78hzdv0J3JyUKfKqMIlSfbriIMvCZXcyi2jLxjkdhoFOXesi6wpE33MnCicuUdpfYvH6VQIqwVAXSkGo5z7VLG7z53lF+4Ud+hb99+o/p9rdx1DLVqQynFi+zcn3pHy62m03d7ZIkFYDPAPu+m3Lfi307xahUyIrZ4Tu4bfSnsMwMaSdB5GVEDImbYCkme6YP8i8++K/5T5/4Zc4vXCBKJaYOl+m2DSZXStx/6AHm4mHyuSKuO8Co5HjkiXmG9o7z21f+giCKkeUARZJ59E0Pky1Y/OSPfZC9c/uwbZu19S2yNZuf/JEf5g2ve4iLVy7x2cc/z+rmMvV6l7lclo3QxTIk9mWKGG9+HXc+9BGGJqqocsrlF79KGnWp131iyWNEialbCZVRnX5dYnujyzsfeQe2bZEmCXEUEgQD4qSHJqe4gccdh+/g7PlTzM1NI8sylUoFpGXCwi4Uvc3CfEBjq8PfHT9BELm8+fuPkNOuMjuecH4+QEgSimIhUpm0rIEX0oq3SIIdgngO1VaQYglN1Zk5NA4Fj+CCj6cMKFWLTFSnyJBFN8bxetssnT7HgWqF0pHdkFR5eekc2602zfV/xPlsQoi2JElPA/cCBUmS1JvR7duJRN+kGK1KkqQCeW50FG5FN/rOD6cqOPEYqqrQWm4juTrWwCAJYyRdI/QSOq0YSy7xI+/4UX75P/8rFEOjMmkwsi9LsZ8lsxFzfvt5JioTVPftxxov87rx+3CGh9AWPkWUCvJVhzcdfT2VUp5GZ4sH732YqZlduIMupWKBMO3xrrd8H/lcmeHyELcf2M8zX3uR//gHf0g/9AjiFN2Q2bKKvPvDv8B23ycVK1SH53jfT/06v/PrP0MUSWyve0QlwWgpA4HKnsMmfjfiRz/8z4kjgUh9+jvLJDH80cf/P8ZHLDL2FM+99AxDUyaVjE2xUqHTabG6GDI247DTlHn80+d5+XSH9bU1xqcr1BsumWpKLCQ26htspRsUjTydvkbGKdKciXCXL1EtrmKlNUSkIZIIf2EFf7hP0ZhGS2VSOWZmzxz/5qc/yvZmn9CN+eonnqJU20JITTpeghQ0SRohqQzKrVvR74piVAWim0KzuIEp/Q3gaeC93OiR/hDw2ZtF/ubm8Qs3r39FCCEkSXolutErWpgkLA2uMDZYJHKzuB2Bta6SCgtZV2hupjTbLba9HTriMq9/6D5eXjyJbCpIikQz08PrtilXMpRmiliyhpSmDM3tpuk3Qb4BfNZMwdzMJF23jk2WifHdaLJFuWZjWRqrSws4joamyqiyTW14jBdOPYMAApESSynOWBYxMotdzLBx8TnW1/+SNz36i1QnjjIxOsWFM6eI4oRC2WSn3mdhvkOz41EbziEQbG+t09q4RrT8RZKx19FtBzw5f5bYfQGkFFmXObx/FtvU+LNvvICqHMTSb6O+vsnm4idxsjE/97N7KRZlzp3ZYvR1R5lfOoWCwpgySRLE9AcpCwuXGVuCWpyn2HWo/K2CeFsepRegyQr1Vg97rIdRskmbES+dOM1nv/A57r3tEUSgUBrNYTqbSG4eTe2wtm1QnthNxVvAdW+d8PLdRLYR4E9uvrfJwCeFEI9LknQB+HNJkn4VOMkNrBY3tx+/2QFocqMHeku60Ss+nKyQzUAzeImkX2Vh0cfRLcIgIJVUOl5IX0Qsbp2l2b2GVtGQNBkhIPRjolzM0voKD+x9DVomh1BhsHaNREtZ2FykULJpXN5GzUZk7QzFXI5iqcrV6y9z4NAxFM0hDnvISkwc9LGyI/QHPR577Hc4e/E8oNKOb0CiRyOZmekj9PsBhUyVq6smnhszOqcz6NWZrTrUvRDbUkhklchL6WyG5CZ8rl49x8jQCO2dVZbrIY//+b/jwuXLFMcMdu8pcOL4GoVMHiefpzIU8N4P1NjZBBFnEWmHmd2zmLmEN77Rp7VUpzVWINwaY+nKC8iOwubmCq1+k6DcZrm1hVu5C/OSQqRl6Rc7jK6M0V/b5sjMIXrRgDhsIMw+aaRQKVVpbTfpNddpN0PufPAQLz7ZJlPZoX49wm3WeP9PvZPXPnKMLzz7BFe+9InvXWxCiDPcQJv+/fPX+W+s3G8/7wPve4V7fUe60StZmiRsrGzTCX2CusBWhpAjGSEE7X4HK5tnafsantzGkyNEt4PkpMiKiqSqMA6XT11j+FqV6TmJbF6mr10i0nWON86QzVs4jkKYpBTLRQpOAd1w2NpcIU0D5g7cgZA18hmHtf6ARrPBl772cb767OP0+wkSKiXNpJl6XN5usvXXH0OrzrDv4H7C+MeoDc/SqncpjKisrkmoTpZU8xE+WJaGbCpEQcpnnvgtju2+l4OH7+ZLTz/FkG0SHiyh2yEXz27TbYQMum10S6FYuo4ZL2GZEd3WNMef/yrN+jLVyRK6opNGFl975iJfHGywsLHN3r0OO60NWsYWmmHT7i1yaXSbXReH6Uoh7aEsi/IptoZ8NvUdqvoB3OZlWvMdGpdb3PWWI2QcnT/85B8yO7OX/Yc/xOve+RauX7iChscj37+L4P9v782jLLvq+97PPvO58711ax56qp7nVmtojUiAAAksJCOMQRgMfsF2nOUXbL/YyVs4AfPykjgmJC+P2NhgzIsBAzJIAiSkhpaEpJ7UQ3V3dVXXPA93Hs898/ujChbLsRoHvKQW6W+tu86pffc5Z+/6fevss8/+/b6/pkcsEuFQz9Yf3XH+PlzTy1WO7zFVW2JjB8S646TaBTPHJyh6DWrNFjFXhVhIo1zHjKm4DRchVFRdBwRNLArJBucnLyJHDNqcJuXUCqWWz7nCKLLho0ZV0vEYfuBj6HEUOUJ7ez/lwiwnvv8N7nzDvTz2bz/GoUfey5mTF3h56Al82cduhWgqDCSSFIpN6q5PVLZpb+sgnkjT9NpQlAiXR4bJVy0S7TooIb6nYFsQTWvUyy2yvVEKjTynxp5l6NJp5JRB2bUwRMjKokWjauPYPh3RCK47S0RqYFBnwZ5gtdjOmQuXcG2HQtOj6R1isV5iOaewuDCH63mkkglqcpGaWiMcahCL6ByXX+INm96PUCMclU8znwlp5SqIeJ2OzEZy+TyhJOFYPs888QIvXDpOoHnc/oa7kVWDFy+8xObuQXo3RllYmWN1Zpg3vP0GGpnX8dooACYszS9z6/ZehkcvMlaap7u3E0VWmV6Y5Y67DzD+9Dz55QZmSiPbGUWWE/iuw+r8CsZNcTjvMFIbpTFRxdwuULU4G3uylLwaiZaDLxwmJ8bx8zLbD+8mmWxDlgIy0Swnfu8Yze/kGJo/zeZH7uSOAw9yZfQLeF6IqUvU7BbZiEmh1qRaWODkM39Ns3Yv1dVpzrx0mpde+grgsKbnFSVhJHDIYxda9GyKUlpp0L7ZwFEssiLG6HyJjbEkhVyBhuVRK4UIBMVyk+nJFbZtt7FlhWh6kM9/8otYXot63UU1Av7oE8N0dHYQNQOgRE9PH8lsjLw3SSVXIuv2c2VlmkgCFqMWpeXLLO0JmV28TJo01fosqqbQDD20tEzXxgRuE2oLDeKDGt995klGTk5x6uxJ3vPuh7ll341kujVGnz/Ose+eZnGheVVTXtNk88OQ0ZFZokmTiflv0Z5NokRC8uUSWwe6sXWTZ146TdmxSXkKM5Ml9FQCQZTySo3KqoXdGaXQXye2QeHUxEVSy3HSqQ6UTplwKUSSQ9rakxSLJabOfJ9aUGbTlg3IQietZFn99gIpbiZ3xcOfGuWmO+7ns1/8a8LQRoQhVr2O0AVZTSGmhUxMPs5y+Sht2TgXyhYtq4okSwTCJ2iobB7sI3AcytU8RptMq6YgJIlyPmTRGqNSCmjJJtlEGkU2mPPn0EyN0PU58+JlDh/ZhRduYWlFpmWZDPS2syjy3H3PPTz99FGGhy/jOg6dne28710Ps7A6S9mfIQwkvAGFDf5uGs4sz5jfhXQES0nS2TZI2GwSNjwCO4plTeHUHIQiwLNxGx7eisy50cuctC7QPZji2ZPfZv/ufjq7e5FMlWRbg3r1dUw2whCtLYYreYSOSz20sF0PNepxYuIyMUPHDQNkVZDpT9JYCjBVhUa+xejZBRolCyvnsWQKzGCVcd/iUMcAL0/Mc6BnM3bLI51IkEiYnPnBMK2Sx9j0MFJU8Oa73sVT5b9h2+6DxLfsZWriBU5/7Rt8fNenkPwksEoQhiQIWHB9IpJATqlocYeg2SCoNrFkmWa9SeCt6fyaSZlyrUApX6HecGlednBsD6FkMXyB3FKwWk0mZgrUPY9G00WLqdiWz6buFJ6I8f1vOYxMLbB122FuveUuLg0Poygq584NARJ79+xmfnGe3/7IhxHILK8uca/zNr4WfBnbr9MqNTBTEmPeFJ3dG2lPbCAd7WV6ZphqxaaRGyYZV1B1jVS6jYbI44iQNiPKtFUg0mayYVsXdx+4k1MnzrFndwPN7FmP5E9f1ZzXNtlUGSWrE+tIY1ZbqDGVQsmiZXn4sqDQstBSBrGYRxBRkUyJluIwfmwE3RNIgUF5xsKJBvTKCW4c3IHaUhC+zPJ4CRyN0kqTbhJYlEhtimOGEYbnZ3nx8lNk4wGZG+BKdRmvv04zJ/HHn/lPqJrJ4JZuAi+kGFPwPRlfVbA1Beo+iXiEqifTqLhIuoKqy1iLFo5dJJR8zESEAbqolWuYcZXOSAa36kBMJvCi9Hb00RFVOHV5EseXaFRq9LV30vJqlObyhK7EyMilNVdxr0r/QIq9e3bjuy7Ts3Pcdst2fNkiny9TrRZ4LreIllaYyy8gST5ZqRNJjjEzOs+cXSQV70bOCPKzIaJcxI62sX/nATRJYEZgda5O4DgM9jeIZgW333yQzu5+VnJFVnIrHL5rN0vzdfIzPlxFVffaJltEZrpvDr0tTSBcYmpIYGvIW0Oaqz5vuTND3tY59/IUhWYRbyd4yx7543lEGCDCNRHoB/bsZK/ax6ZogrIfMr4wxcnRJXZE0lxeLpNcDHAzDukdClZYprdbcOeukIdu3YS1WiCbzVJrpDBjPo9/b5nejR0kpGVKOZ9pCzw1QFuVcb2Ad7/9lxmZGWJpfgHHDTGTKtFIhPGxVSRHIrqlxNaePnrUOHJ3G6rkY/oarTaJek+LthGV9mSG1dwKm9uyZGNJqpUiA4NbWS4+RyJcoehlOLMSB99HUSQkWeHylecQskCEHkvFGeafPk8QynjIXNRmSCs+Y3mHWEwwe2aRh97zCKe+U8EbW2K4rcjd77uPmeppaiNFQneeDz/4QRTLYeOGLcxtXULtWMIr9dI0LmP500zlc0wtXkBVs1CcZ2q5hVXcd1VzXtNk8wIXYerYnoXAoZkDUQxJbjZ4ZHuDf3n7Vt701ZeRdIGqKtQaDUzFxPc8FEmsq04LdvX2cHl0jCCepqu7k3cP7uK/zB5HlwW6LPHdiUk6nRRDL1W46537eetWkx26hdqqsDA1hTWnECiC/X0Sxv0befzEFLliBU02ibebVBoOclLmwP4b+cN//q/xA5d8OU+uuMpiYYHnzzxHe9hBc8li3pgmmx7Aa6zScGWShqBseUibVcIt0FnrImzWyBg6kZhBrdlEU1VWyw2WfZWX7SxlkSIWN7DrDqHwCJEIJFBVCQmZMIQwDJFEiBAQyypIaohESG9a55MP38buzQqVbTfiN2sUJZfVpM7crftYbJtj9oUpSnKLwzfto16u4wZVgtgihXyTljOHp9ostDYQmvdTMQ8xVHyJZOY4vYnRq9rzmiYbfkCoCnzHQsgBYVRjf7/goYM693Y3WarbTM8V6Iz341XLUBOEUogfgoagO5XgyOaNxC2JTbFujI4YM+4KRS+gx4wQCw3u7owzphcxNibwlCVyk0tsuEFFdloUZxcprlTpTBlMrpbYuWMjN+2P8eiJJk4zQDJDMu0yLV/jfQ++l4/+k3+BaZgEgcqWgUF2De5CkiTuv/0dfP/YE5QLc3zx6a/Tqto06hZCCWhKOm1tCoEh84adv4wtLEoXL2BFQ2pVi1S3zuLCPEGzRm+bSqj6VFYqaLJHIuZysM9BExK6olPwNKaLgmJTICmAv6YzPPVcjd6bVPZu7+d3b+ritiGHxEiCYDWPm0kiFW3+211N9g7G6Nt8G/mFIk6rgaTILMojrAbT6OVtFJxj+L7DXPEhnq//Kpm5EoEoYXe/mfu7fpNcYeSq5rymyRaGAVIQIEsmRkpwyNjGH9/SIuLOkk1t4pNnF1GrOkWriOZ7CEMirAaosszd27byS4N7aE9EcfNVolmFRCpBp0gT+uCUq4jeJF9+8SJpofHAG7eweXALLzw9TGHFp2dbgulzM1RqHk69iusH5FZzDC9KJKMGq8JGhGvyUffd8Xb+ySO/QTQapdVqEoYBQog1NUMEjUaDZ176DuemzrNwJc+GiE9nNEroe9j1Fl4mQzrRwdb0AbgBJj2F/W/6BSZnXMaPfZ54pURHeyf1lbPcsb/BMa2TibrOg3sq3DNQ4P/+6wSdyRxvu0niCaefmr2maikpAt2IkNncQTLa4vcfvIk3jzqI52SseJMZbNInq9Qki/7OGA880sW/Px7BERaS45BvDLFaGeK5K/8by9FbyTR62N/5p9RaWzG9Ouryk6hiEdf8LWbTv0S3/h+vas9rmmwgwPHQ9QwCn0SkQU8yieZ3oGs6v9xfYvsv9vDZb6wwFnogBKam8sjBm7kt3U2qpWAk5rDeFgAAIABJREFUdVq9KUTVIlF30IXE2PIc3Zlu/I0y0lm4vFig1iizbctuZs8sks142G5APKszNuWgSD6qHhJ4Abu2mPzRroP82sefR9FlGgV49IlvMD0/wx/+1h+wfYMBSi+eB7Jk4geCYjHHieHzuJqD2www0hqpRIpERMNKt/HGd7yNSCpGgI9hmuy7+820tUc5f/Y4VyaukFRV1Mo8fRmPxaKC5Ni4losVCJarGu++p0m6XWJoLEKuqBELHRbzAt2QSCQMbr//LbQmn+X+7m7EVyXmaxO83DjPnLNMl2tQ3ajy8Atpvr1LZm5ihN6dfSwGw4wPbWas/L+zuNSBZM4yG9xP0rDpcL5AcaKB6bZwMdkpPcPQ1G30DryOpelFAHKgIBRBhyPzSO8KQa2BmY4RxHQ6ozZvTMlsel+Sd3+piGc10KNdtFU13CDAl3y8QgU/pXDSH2Kg2k3JahFPxRgur/LCE5OIlsDUZBpNibNnJultd9i7sxcpJjGey/O9cxDRNN5yxMOzHdzcCl+6UEAyQzx3TVZKcQOWcgt88tMf4//9P96Bmd6Do2ylWqvheTA5OUl+roTepiBaAk0T9G/aQZg+SDa9kd6+DbRn44igguKPgbGR5eokCwtP491sMfL8KnkvwUZF4/uXNBIpkzv2uzTdGE3ZRY441NwIG/st/vm+OT5/dAezCwLXCoi1mXT39LBXxGn89SSx5s0M18+h7hrhSL/H0b+wiUvbWN4G94c5hncMcHloilpN5lz0D1kuB6Sm/gxNc7DS9/Gy92a2a23kGxlu7hyj7hl4ehpZT2Bosava85omGwgkWUWWG3z8xhgHs1mW58fQLQ3NmKNNV6hYRZ4dlzDUNI1SnZrS4tNXXuZNh/Zyr2hnd7wTud7AbGnonuDQ3oMMdVUZeWmYxUkHxZdxfHj86QlGhht8+Bd3ki979GYiSLJJvlEnqAOejIZNo+7wkfu34EohPzhXwmrZiFBQrVWYqFhcmZPxpi+xmnuWT/35E9h1F6vZwnJa2DUJyROYMZnF2VHiDQ+pUuXihQzbtssM9puogCcJelJ9FNIhleYiXYNxmucavLiSItQaPHBThR1dHjduaGE3QxZyChG/SiYLz13p4EDvIoc2ejx5djeOFCOqh7xrp8nqn5xlQqpzsTDPZtNhpQFNxyVSWaVvII3eF2GDupd3f2gj1vDzqNMnyKzk6InKrKy0GEj+DcOJ32OK26hu0hi6fJm+PoMlZw8pMcz84vxVrXlNBymH6z+fuGErd23ZxlJhmYLt0qg2cWpNVK9Opezx/4xa+KGP0EBUA4oNh6MXLqF3JskqBn2Szh5lMzuzvfT5GrfGd6CFGls3pTASMkc2DiC7MsPTHmfPTKGoLsm+Hnp3d3HrYBumIrG86iNJGlEjJKO4XJkrEwCykHCaLo1yi3rVYnxqCquaZ252hOmxWZZWlmg6dSRDBos1VXNJQo8YVJZG2bL/BlKZNjraoiRiKUr2NkzdZGJ6gVt6f529+X2kZiEST0EIdiFgQ9rl8EAL3ff5N5/XeM+/lfn0oxJuM+TeXYvcubtA1FDoSDaQhIRlWwQD/Wx4x06iwuNKY4UnHrN4/CsWBQF32DLGBo/RVoXZSolYKk2AQ0Y5SaD2s2EgYOMmndXKALIXRcs/Rsyawm8fYKr/QcrCpJ//gGFcXZr+miYbQYiux3nrlkHG5iYo1kuEKuixKIHv0ajajNUV/BI0akVIScSVNPFkG2/dvotDGwfBdfEkiTPVMme9GjSatI8XeP+ee3lk+928LbOJaqOM7XvkKx4HtvXRncnglut0bu/j/vsM3nFERZI95vIhF67YTEyWKBcCTEPDC0ICx0f21uIRWo0CQdBgqbpCojOCYeposgIBa5EbAiRCUobB7lvuwkjp+HKV7w09xqnJY0wtSAyNlPmLr/9fLM9Os3XLW8lZGqFqUC/7vON2j139DqrkE3iwtdNnS9Zne5ePJAKqLY3Li+3M5ZPYnoEQMs264OtzCaTDe9lww520x1PUAhnLFRSRiSs6rhtwSjlM02oxNXaBcr6O5pyh0XuI0YJDriGR2dBNIDv0R7/EQOMDZNSPEil+hVTtKUQwiixpVzXnNT2MSrKEEAke+tJz1JZyfOwWmYF4iOjcjuEskis1+fhzLtQCpIxAqkk0VqooisJbtu8kLDapGwqX6lX+cv4iYt4h3H4ndyr9SFJAtxxlMhaw0+ki11gm3RHnc0/Msr1LZ0vKROgqB27rINsj8eIPXFaXLAZ3tfHN0z5bDncSejKlZ0sYqoFVaKEmdVYKS8SiLnO5VYgDHgQt8BoumqoSBCGW61LMLdGleEzNvsh4tk4iKzE33MWRmz9FWzxBZqCPC5f+HLUeRVZUZEmmb1Oa/r4Kjh9wZt5gT6rFB9/mcP8dGobk0/JkxlYi9PeWScTrrFQT1DyVaDLOcLFCeadNbCbFryfvoLScJ1zUyS3PkozUmNjQzrKfYm56jLmpSQaaDlF5HM0Q1Pvfh+MnKCbi9DTmkMUiWqSG1VDpdD6DK1kEYYAI4le157VNNkXBKSwxsQBeXLDiyvQR8Cfn6hxS4a/OGww9mUPZokEPqDWNQPGJJ1RGCsucKI1xfGGeieoqRkYQz4T83unv8nD/bg4e2Mmffv9Z+trbUHwPQ1JomR6LxRZnxyrE4kWadgNZCYmaGps2d7BsNOnZ3Mv06TJeMWRgQy9n/RKyqmAqAqts8/L5SUzTZW65TqviI2IhvgdO1cPQDLzAIRHvxUHh+aFLdEdVtGIndrKJ0xJ4YQVJTjJo7uNSaZql5VkikgAEgdHgybM6n/92yL/5FZ+WLuM0Qy6UO9jdvoIk1lIg/YdHD6BoOvmKhtpWwy2s4Pl1joWT5HrnePsNgm3GIOrZHijfxKx2gq+aSUbG5tH0LDOjJ9i9s4Nt3btwV45RyR0jb6+SLaWIR3ZgNVxcqYWiQm5llWhKww8k2uJtV7XnNU220A9xsZAXZZTtESYKLt26z+fOrfKFMlRPtvDKPqLlI7XgvfcOcvx5j+WTdf74mR/QrFVBCKJtGnZOoMUg2h/yF6Nn2VSZYsvOG1icG+Ps3BzxTJz6vEUhCPj0Y7OMzlahZbGxJ0IqIdPR2c70vMeffn2c1ZKC44cktSah4xPoCulkBN+xOTdUwidg8nydqJGgWW8QWqwlBhEKvt9CJsKWvTfgbD1AtVxEn7tM95UsC1vGef7on9D+7k8wEwwzp09zy767mR69gOO2sEWLkiWIZtN89gcu9+21yZd9zo3HWN2lsFwwmcsZNPwUrYZPy3ZIC5lKc5nxyyPkezNEohGSkYCuWJFD9wR4IsXRhRQvnS8yev4Ku3buoXdTD5W8x7xXx575b/S2m8wtPokkG6xIClEjxHUEmunhCwdVD7E9qDhXnyBc22TzQlRZxS/ZoGg8/qTLqQ6DZtolVlG46cFbmHxqlMXqCvsTCWqFAm09SRb8taRpkWgcI5HEadmgQr3cJHB9jJTK5FKNZGyJBzbtZWyhCAhC1oZurX8j49EkF86N0D1aZnO/yuZtBp/522VKnoekCTb2diAbMhIysiyRW6qzY2c3Z8/McGXcIXBBjevYq0VM00QoAiHW0h5dHjrH9Ogl0lGDli/RoTpMIuHkXcraCzz63McZqx5HqsO5iVPs23+Q4cvD+MKAUCEMA5byLf6/o2l8R8erw2NLSXwlggNoWgOCAEmBMHSxW1V6+tqQDRWQ+Z7TiT7d4qnKEOVinBnfBcXEqlUIwhay6uOLFvPlsxRKBmXfw3dCrIaNlnLxFRWnEaBIIXpcIZ0yCEOJpaXCVe15TWt9aIYWxjdECYoBIi7WQqV1EBHBYCLNfKtJ1NfJ5ct0d6vk6j6bdqXxQonZM2UkH5AkhCojxT223dRJWouxayJNROsmlBukLIWxpUmcewTlVoXhiwV+8Vd20iyDbrRx+dl7cR0d1/gmbu5NtOophFGka8+fs21jmuMv5mhYLax6i76BNMVCE8f18QMfU9ewbYf2bIIgdJDlBMVinoicQtaipLriNJtlYhEdPxDkZmcxEjKWohFKMvIKICQkqUlnMkbHtoNEFJXFlSVGR8bJxNKYmk73wADLc0u0t2eZmJkmEY0T+iBLMu0bIrjbh0mIfoQn2NF+M0KO4joBsiTjmxmSqQQLpTpJXeXslRfYnNnEsSe/ydzSLFbDQ4gQq+ET+AGKJiEAISQSaQOrZWHoCn4Qosgq534w+/pMuuG7PpWJ2pr+RmltYb0trdPfnuTIjQZf+O8LLDc8CKG6/k/Vno1wz28eZnjoSZycAxKohoxqQyPQmR1aYNXReHNkL11d/ZgrFRItn+curVJx67zpvgPccnMGrwD52nbOtR4mtGQs7wwd3TEqc+9g2foEnXoVJaZi+0VUQ0HIAaulZYxIhNAN0CQgbCBLIR1ZFzUWpVwJaLoBfq2BYpgUW3W0iIwd0Xlzd5mdO4oESsiXTsQYrqSpVlsohGzuj1Cv1EjUKkwul+lub2PLlm2cffkytx05TCbTzsLMEoHr09PRh66qBI6D7bg0qw7pwiZa5Qj9HdsYEBtYLVVp37iRaDxNeXmO/o4dfO1cBjMd5c379rJZLfH4yqOMnc8jSQIzqmHVbSRVwXM8hCRQIyotoJ5vokQVQgHaj2LW/35c02SD9eVF1tcZheD2W0y2bTfxvBy7tqkcP+uDCGFdEsG3ZeRmhO5IB503dZF2QraGMUxJ5+yFWXLlBldSZXL142jjp3lI2cSEU2Gga4CBG1K898EHeXn4caRWhpNPPoLdDBCOSiz2LvoPfYvyyr0o2mlmp1scOJShUhijvXcDdmsFI6KQ0GxiGQdZ0ZlaCBGhxGZvCb/7bsbGzyFJMpIsU12qEN+cRUZmf7vHg+ZFIrpA0kP2v63IR7+lUwjjYPm0yj6rJZvN/TW6E1GCVgu33uLtD7yN1aUl5peWEd5adpbung04novTrGB7HgKF48MjaERYqhfZsnEboR5haXISvbsPJ1fEjM1zJGPzX749xbPqTn791jotx17L9+r6tBouCEHb1nbe+/YP8O3nHqe/t5+Z4jQPPXg3q5UVnj91DNX+GTV1r6Ji9JfAXUBlveoHwzA8t67r8WngPqC5Xn5m/VwfAP7P9fp/FIbhF/4BdPthO5BlgR86BEoJx3NwPZXN/QrVBhSKNcJQICyFj9z8u7zxn92K6pmUnj2OH5WI4HPYHmB4bopnN19mcGOa0lyer54cZdl2uNf7GL7/FIXiFai+g2PHEiyOx0CUkdU4ktfPle/9MxSlRNBso7BkcealZZAVZMlGFgGaIvPb7ymzrd8jCCUujMv85y8nSOoyw8tLuI0GekzHMGJYZQ9TVkim4zyQOYOclyg5CmbEJ9br81u35PjokwqaCyu5CgPtURKbNhNvWsQTXRjZNmbH55mYWOThW98PZoBpKsTMFOenj9PwVpidnyfTlUSKxZgeWyK7s5fG8iJBupOLoxOE45PcfNutBJbN7MIMezLfoaOtxkDMQDMVonGVZs1DliX8MODdv/A+fuOhf8q77n030xOTeGFAX7SXcrTKmeGXsa2fXVP3lVSMAH4vDMOv/Z36b2MtAHkrcDNrYjM3CyEywB8Ch9cZ9LIQ4rEwDEs/qQGKLHHHzd1s7A1IpEJiUUjGorzldglDVZH0dj773y8yu2ixYWAzbn6V5vwUreEakQOdDNQSBAkbp1xnj97kRraizCtcWrnCWPwk8USA5PeyeaDGs0+1c/Kpe2g2DFxlhIb1KMLfTtTaT+h2kWxrZ1vfH/D9s09ycWieVFzFthv8648IPK/GYJ9D3FzzWLnzgMczpwRTRY1G0MJxAhTXI5pN0Gxa7Dw4SHuwwI5EjmZTI1+QyAaCWDNgsN3FCRwsPyAeVSk3XXbuOUzg1WnacOXkSerVGncePMQ7b38nelRGj2oETsjW+e2cPv8DTg39VwwrQUTZTLfRBcrdHC0e5t7MDAcP3IhQFWYmp3E6u5iesTHUQQ732JQKOeIZk+7tCYoz1hrhUNjdtRev4tKjdpFIRajkq7SqLeKRGD1bu5mt/Yxku4qK0SvhAeCv1o87LoRICSG6gTcAT4dhWAQQQjwNvBV45ajWtXrcfWs399zWQX5lFdPQ2dZ3O2HQYsmdoLC8jB4s874HevizL89B4OIFTbx6k6XpOQaaLaY00JMBW9K7kb06YcsgEvWJ1iT270txpuDj+yWS6m6urG5FjbahOh51a4VK5TJ69AyBfZxNvZ/Cs02WF6aQQh2nHqC3K8iSYEd/jVRCwbYFqhzi+RAimFwQbOsXdJsK44pC4AbUay2ktEm1UkBWfIQQaBGf9oSCsub5iBqCRIBr+JQKPpKi4Coq0Wg3M2dOoEVNtnR2snvfEWLCxIgphC2QkNixfwuKp/O173yDZq2I5woWtvwnLs3UEK0UHfEibeUX2bRzN/VCGX3LLureClLDoysZJbdaw7J8msWAwe17ufHgESzH4sSZF7hpww0QhgQ1D8+2keMqc6VZ5mancZr/CM9sf1fFKAzDE0KI3wA+KYT4GHAU+P11OawfqRit44dqRa9U/nev9SMVIyEE3e0GRw7FKBfzGKZGOpUgHjmM7/ukM1WcZp2GVcc0XY4cSnP5yiQf/Z3f4QMP/xLZri4Ua81t2vB0Lk18l+adKnpjO4VvXOC5yDhnzlqEvk+rq8qZ4+Bq38Nt3YWie1jVvyXdU+fggS2cfN5GUwX1vMtC9VFcxyFiKkiSStNy+OrTIe+/XyEREYRuiO/AfFnl/ttN7rvdpN6Ksqtb47OPNtGiOshx8otVdnav4NQlJAmSCRdZDVCjPgsrCvGYile0kSQF1w0pFhZw4x1kezrJJHRS6c1E2zMs15foK/SCERI4IbiQaouztXMzY3aZzsGtXFxtYMizRIon0PxORDRBoMfZsW8fWjKKpMKR/dswsynqqyvYVZf8fJ1P/KvfYXvXICFQLZcIdZnc5BLuUp0rpctoO7N87uxfICdU1PTVVz9/KhUjIcQe4A+AZUBjTXXoXwAf/4ec7ydc60cqRrIshzcfSOC5DrISEo/GMGNdnDx6FKvR4oa7e4hE88iKj+3bdGRVzl6oU296fPPxb7G/p5vte1PEF7vQb0yRqfWiSO1sF5tp3NWFfVpnzLlITbGRZcFTR0+x7aYiZvq9NAsbcFsR7Facxbk6cel2tKiN2TFGcekonm8TeDLNqkMsmeAvv2WzmrP42CMg1QRBK+Sl8xHecLhKo7pCGIywoUNCUtIouqBeL3PfllXe1bOEFAi8psBIeQgD3JbgiXkVxxEITyWTMCk3HTRCHK9KJBIh1dFLJNpF0wuZ1SepFcp0VnpIpBJ4CyGFSp6ivcK2wUFekH+NeKtIRAwTQUd3xjGjJs1ajfn5OWaHjjIwICHNpzndiKGnU3iKh5KUOT90ht3xHeiSRioZp2LVeXHqGKPPnKSm1Tk1ex61U4e2OkZcgudf2bY/rYrRW8Mw/OP1YlsI8Xngd9d/fyW1ogXWhtIfLz/2k67Z1WkSCpeIYaIYJpKcYPOeKLKk4PtgpjqxV2uYURVN9YkbOptEG4X5OrP1VVw5IJc9z329B3G+ErLtlr1UrUVyIxfY1z/I73gDfKb8DQiyCDnN8e9d4LY7voje+pd0Zh9CBKcQtThtXT7NuoKWeYHeXoOlmShBEBIGLi2rjtMK+MazMm8eVNgR81mRIaWHtBaLKJ0hgYALEybJRBL8EN9t8kD/CmFBptkQmKaP7UOuLnEpr/P1iRTRRArXbtCSVXQtSkSLMjM5wsCmnciKTEhAKCRsAia1KUaLl8l47WiWzKx1mcHD7ai6wV3qy/R3VvjKiTqJeIWTUyXuHBzEW5zi9NBJqn6V7bdrzK32YiYEM+dnaIkaSlbwzdN/w00bD7ExspF0e4aXCy/wxdznycXzpBsBLc0mdF1a9QZSUb+qLX+i14cQon39jsaPqRiNrD+HsT77fCdwcf2Qx4BfEWu4BaiEYbgEPAXcK4RICyHSwL3rZVe5NnR1mZgxjaYVMjVnry3OaxJyRMYLbUDn6EsVYpE4bRmNuK6SVGP0JzO06Sq3awe4J/Emzn89z1RSo5orUJ5fxlQk+m7cie0EZMKNGEaciHQT7//gzSTSw/ihT0fHzUQSKoZ2I+n0/bgtienxBj3pzUSUGHpERlFlNN1HUcAPJJ6+CKO1gEtXAiqlCjN1KFsql+fjvDAcp16vY9VthO9iBD6WJbNY0QgRlB2Zjz7fzqfOR7CcEKtlgaEiJxRc16VQKhLYDitLSywsTlKtLONYTWrlGgEyImFSEDlO54+yWp2mUsjTKqwiSiOsLI7xC4dUbNsj1hdjvrzAZONFSl4T11VQV9J07ezHTQ3TXC6DFSIR0FRyfOblf8fF489y6tvfYWzuHAe27qN9bwotpdBa9qlMBbQmZNz5nz2d0CupGH1vXU5LAOeAX1+v/23WXnuMs/bq41cBwjAsCiE+AZxar/fxH04WXgmSJMi0R6hXdb702ATJRIzduzcSjXcTj6eollcpWTnGZx3yFUEsJnjjkSzVIdC0GH3pNN+5/DzOlTpTfoP+LWWMhk93KYHV106tJdF1czurXyqzfU+SgPdy8fxRWqJFUFKRElFSiQ9hJGTK81GkCPjlEvsP7mRhbpFAtzFjEkJIxNMGbr7JCyOCqBvHt1JMN1dYvaAjmzGEbNKo1fGFSygHaAR4siAS8el0QDV8HEel5ivYfohuaASwJghYdwh1B6dRoad7E+WmQ7VcIBqP0yivYjdsIok2AtejWl7E8puwtIKpaeRqDeYmhth/cD/FWh27epnlpTliGzZhBQUcs4kpZSlNDbFYnMaMxNnWPoCeHaJScyGUcNwmY90LHOi5kbdkHqaoFzg3egYjaaI1bKxpHy8PUhj8bGS7iorRPa9QPwT+6St89zngcz/pmj+ELAkkEaVaEywsN1labXF+aI59+zRcO4/rOFy+ssKROzMg16hYATWvgZRpJ97Rw859/bz8VJkfTI7zloe3MHJ0nPnEDP2RvQx27+J5+xv0b1HYfG8nQTMklc7iR95J196/5fzXSkh6lKZlIBsVGk2DeFIhZmzhW9/7NKoeodkQSFKEZrNOiEBIgsl5iScljXhCZ3ZOI5RD2jtDIhEfVdVwA0jG4cp0k1MLJrd3NlF1nyCAoXoSP5CIRmM4nkOgqrxrT5EvH9fwFJkg1GkJiWhcR1OjzE1fWRO3VjXqpSJBqJLLz9HZt5ul+Xm6OttJdXVx9MVvoqeyfOjDH8QWBicuLbNirlD0KkQzAc3KDI40iFJrEFTTiHiIiLvYyyGh5TJdWiZaG2J/52FWZhc5sfgiqfkq0ZiB04xzZbGAY3koxus436iqynz50SkuDJdAyDiux/BIjvOX8wjWYiNHxvM89Avt+L7K8nJIe3uEY5MjZGaajK3MMZ5f5paH9iNvilDfvkh9qMBkdJTjl67QJqcYC+O0bY1ReGEEXVbJZt+KVbxEtG0cWgZ6z7eJtc3T1n+AudEjKFKdhakSfpijMxUlEtGp1xt4ro+mCWIpA0nRWC0V8QNwWiFrPseCZstGlqFc9UE2+bMrCTb1zNNsKDyez/LSQoisySApyBK4XsD3x5MEEmgyJEyJZrAAlkMrmsUTCq1GjuzAHi5fOMvAxu109m4i9Gz6d+8lapqUclX2bRvkV3/tQ+w5dCOLCwuMnzmGc8lBcVI0dJuat8JyUKdWLbN9sJudO/dz6cIZkELMfplmvsTLsy/Q+2wUrJBvnn0Gy26xdVuMrT3d7HhTmpPnFyjVrr7Ofk2TrWX7zMwHdHR0Yts21WqNWCzGyfOLaw/nIUiSRn9PB+VKE0XWcRsKzqpEXl7mUqmJZmhUn5rlFukQ+4/s5XJxCDqSUGqRL1XQohbLY8tk658im3kfsbb3sHzlI3Rt+gpj54+zreMh9GiLzg3/kfMvfwnHt4knTYIAZE0j8ATpZBqr3sJWfGIxeW0IDCTUTITQFwSuhK6aNH0HXZMRoU66LUERjT84ZhIoMSK6jB/WSMRkXC/ElnQ0PyBfsEhGFCrLZYr5VWTDxPYtFKeC5dRxKg307W0YRoyFuWmy7Z10922hXC5Sq7iEQuaXfvO3EcLDqlfZd+QOTj33HBeHzhCLqlD1iYlejIRJS2oyPT+PduYUgS6Tae+ic6CDVl8Bux4wVHuJSENlw/YoZU9F6Coj1QLZhMbNd/awvOqwNJV7RXte014fQogacPUw658vZIH8a92InxEbwjBs//u+uKbvbMDoK7mr/DxCCHH657m/13bAy3X8XOE62a7jVcO1TrY/e60b8Crj57q/1/QE4Tp+vnCt39mu4+cI18l2Ha8arlmyCSHeKoQYFUKMCyF+/7Vuz08LIcTnhBCrQoiLP1aWEUI8LYQYW9+m18uFEOI/r/d5SAhx6MeO+cB6/bF19/rXH8IwvOY+gMxamsnNrPnLnQd2vdbt+in7cidwCLj4Y2X/njVnU4DfB/7d+v59wHdYc264BTixXp4BJte36fX99Gvdt//Zz7V6Z7sJGA/DcDIMQ4c1CeoHXuM2/VQIw/A51nJ4/TgeYC0hMOvbd/5Y+V+FazjOWubDbuAtrLvUh2sxGz90qX9d4Vol2z/Ihfx1jM5wzccP1rydO9f3fyaX+msd1yrZ/pdBuDZO/i/x/ulaJdv/dCLc1xlWfszTuRtYXS+/mkv96/7vca2S7RSwVQixSQihsZaz9LHXuE3/mPhhAmD4HxMD/6O41F+TeK1nKFeZxd0HXGFtVvqvXuv2/Az9+BKwBLisPWt9GGhjLfxxDHgGyKzXFcB/Xe/zBeDwj53nQ6y52o8Dv/pa9+un+VxfrrqOVw3X6jB6HT+HuE6263jVcJ1s1/Gq4TrZruNVw3WyXcerhutku46AQmkOAAAADklEQVRXDdfJdh2vGv5/S8jV6Ls05o4AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rbhGXy6ZO-_8"
      },
      "source": [
        "def train_loop(epochs, trainloader, model, device, optimizer, criterion, scheduler=None, stepWithLoss=False):\r\n",
        "    loss_accumulator = []\r\n",
        "    acc_accumulator = []\r\n",
        "\r\n",
        "    for epoch in range(epochs):  # loop over the dataset multiple times\r\n",
        "        model.train()\r\n",
        "        running_loss = 0.0\r\n",
        "        running_corrects = 0\r\n",
        "        processed = 0\r\n",
        "        for i, (data, labels) in enumerate(trainloader, 0):\r\n",
        "            # get the inputs\r\n",
        "            inputs, labels = data.to(device), labels.to(device)\r\n",
        "\r\n",
        "            # zero the parameter gradients\r\n",
        "            optimizer.zero_grad()\r\n",
        "\r\n",
        "            # forward + backward + optimize\r\n",
        "            outputs = model(inputs)\r\n",
        "\r\n",
        "            loss = criterion(outputs, labels)\r\n",
        "            #print(\"outputs\", outputs, outputs.shape)\r\n",
        "            #print(\"labels\", labels, labels.shape)\r\n",
        "            #print(loss)\r\n",
        "            loss.backward()\r\n",
        "            optimizer.step()\r\n",
        "\r\n",
        "            # print statistics\r\n",
        "            running_loss += loss.item() #loss.data[0]\r\n",
        "            _, preds = torch.max(outputs, 1)\r\n",
        "            running_corrects += torch.sum(preds == labels.data).item()\r\n",
        "            processed += len(data)\r\n",
        "\r\n",
        "        print('[%d, %5d] loss: %.3f' %\r\n",
        "              (epoch + 1, i + 1, running_loss/processed))\r\n",
        "        print(\"Accuracy: \", 100.0*running_corrects/processed) \r\n",
        "\r\n",
        "        loss_accumulator.append(running_loss/processed)\r\n",
        "        acc_accumulator.append(100.0*running_corrects/processed)\r\n",
        "\r\n",
        "        if scheduler:\r\n",
        "            if stepWithLoss:\r\n",
        "                scheduler.step(loss)\r\n",
        "            else:\r\n",
        "                scheduler.step()\r\n",
        "    #return loss_accumulator, acc_accumulator"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qJlgJRJkrXPT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "97a2efd4-74f9-478d-d72e-ca694a11082e"
      },
      "source": [
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.SGD(model.parameters(), lr=0.01, momentum=0.9)\n",
        "scheduler = StepLR(optimizer, step_size=7, gamma=.1)\n",
        "train_loop(epochs, trainloader, model, DEVICE, optimizer, criterion, scheduler)"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1,    52] loss: 0.037\n",
            "Accuracy:  1.984732824427481\n",
            "[2,    52] loss: 0.033\n",
            "Accuracy:  7.068702290076335\n",
            "[3,    52] loss: 0.028\n",
            "Accuracy:  21.00763358778626\n",
            "[4,    52] loss: 0.021\n",
            "Accuracy:  47.786259541984734\n",
            "[5,    52] loss: 0.012\n",
            "Accuracy:  76.53435114503817\n",
            "[6,    52] loss: 0.005\n",
            "Accuracy:  94.19847328244275\n",
            "[7,    52] loss: 0.002\n",
            "Accuracy:  98.8854961832061\n",
            "[8,    52] loss: 0.000\n",
            "Accuracy:  99.7557251908397\n",
            "[9,    52] loss: 0.000\n",
            "Accuracy:  99.80152671755725\n",
            "[10,    52] loss: 0.000\n",
            "Accuracy:  99.8473282442748\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lpLX94uMPFqO"
      },
      "source": [
        "def test_loop(testloader, model, device, criterion):\r\n",
        "    correct = 0\r\n",
        "    total = 0\r\n",
        "    test_loss = 0\r\n",
        "    running_loss = 0\r\n",
        "    loss_accumulator = []\r\n",
        "    acc_accumulator = []\r\n",
        "    model.eval()\r\n",
        "    with torch.no_grad():\r\n",
        "        for data, label in testloader:\r\n",
        "            images, labels = data.to(device), label.to(device)\r\n",
        "            outputs = model(images)\r\n",
        "            _, predicted = torch.max(outputs.data, 1)\r\n",
        "            total += labels.size(0)\r\n",
        "            correct += (predicted == labels).sum().item()\r\n",
        "            loss = criterion(outputs, labels)\r\n",
        "            running_loss += loss.item()\r\n",
        "            loss_accumulator.append(loss / total)\r\n",
        "            acc_accumulator.append(100 * correct / total)\r\n",
        "    print('Accuracy of the network on the test images: %d %%, Test loss:' % (\r\n",
        "            100.0 * correct / total), running_loss / total)\r\n",
        "    #return loss_accumulator, acc_accumulator\r\n",
        "    "
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VVQz3i1gIVGL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5f574c6a-1d76-46cd-9247-2b9ec5b0f0a3"
      },
      "source": [
        "test_loop(testloader, model, DEVICE, criterion)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy of the network on the test images: 1 %, Test loss: 0.04682991750506529\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}