Session_2/(1) Matplotlib Notebook.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "MatPlotLib.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "A-qBQnGVM9Z1"
      ]
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "uZYGLkYWq0ju"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#**MatPlotLib : An Introductory Session**\n",
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "*   CVI x Analytics \n",
        "*   Friday, 8th July\n",
        "*   **Anirudh Kalyan**\n",
        "*   **Srinivasan Kidambi**\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Tz9uHTO4GInV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "MatPlotLib is based on python and it's true potential is realised when combined with NumPy and Pandas\n",
        "\n",
        "This is an absolutely enormous library that keeps on getting more complex by the day. This session aims to teach to the basic plots to get you started.\n",
        "\n",
        "Lets have a look at some of the functionality offered by this library"
      ],
      "metadata": {
        "id": "i131-FPP6enD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lets start with imports"
      ],
      "metadata": {
        "id": "AVe3ntnO6wX9"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XJLkieCQ6LGs"
      },
      "outputs": [],
      "source": [
        "from matplotlib import pyplot as plt\n",
        "import matplotlib.image as img\n",
        "import matplotlib\n",
        "import numpy as np\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Let's now look at the fundamental commands we use in matplotlib**\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "JQ_6xEXw7KyM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "While on Wednesday we used a cereal dataset, you would notice that that we can't infer much using graph visualisation from that particular dataset.\n",
        "\n",
        "So the type of datset determines the tools we use to analyse it. For this we will be looking at petrol prices across various cities. \n",
        "\n",
        "\n",
        "---\n",
        "\n"
      ],
      "metadata": {
        "id": "qnzKjFl57Ppc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#**The plt.plot() function**"
      ],
      "metadata": {
        "id": "lqBDrBov6rU1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The most fundamental command to matplot lib. There are so many parameters to this command, the options are endless!\n",
        "\n",
        "This pushes the data into the frontend that you and I see, that is the graph canvas. What goes up there and how it goes, we decide."
      ],
      "metadata": {
        "id": "Rt9oF7TtIexP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot([1,2,3],[4,5,6],label=\"Label\", color = 'red',linewidth = 5, mfc = \"blue\", \n",
        "         marker= \"8\", markersize = 15 , markeredgecolor= 'yellow', linestyle = \"-.\")\n",
        "\n",
        "plt.show() #Shows the plot to the user. "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "t4vVb3Yb7FWi",
        "outputId": "00b86f8e-2239-4589-d05f-87040faf3128"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "***So when we run this cell it should plot (1,2) ; (2,4) ; (3,6) as the points, thereby yielding a straight line.***"
      ],
      "metadata": {
        "id": "gLOXAiPSNTe2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lets try and understand this code bit by bit \n",
        "\n",
        "\n",
        "\n",
        "`label` : Allows you to set a label to refer to in the legend \n",
        "\n",
        "`linewidth` : Allows you to change the thickness of the plot line\n",
        "\n",
        "`marker` : marks all the points you have plotted with certain strings you can choose.  \n",
        "\n",
        "`markeredgecolor` : Lets you choose the color of the outer perimeter of the marker\n",
        "\n",
        "`markerfillcolor` : Lets you choose the fill color of the marker (AKA mfc)\n",
        "\n",
        "`linestyle` : allows you to choose what kinds of lines you want.\n"
      ],
      "metadata": {
        "id": "AgVmtpOH7SRZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "A list of all the markers that MatPlotLib supports."
      ],
      "metadata": {
        "id": "px63dkKVNJAz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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EJ7XIv+R/6i/GH8yJ/iJwc0oMf9wBqZNjsuW4xk0IDyvxfwb8++DnX+bE/26JH1RuWrMcJIOPPDj6Utf/rJeL6ITjiOOODL9xzOeUVHnzp2bXvmKV6Rf//a3xJukFZZfIZ162mmjJyc+psdVp6KoF5zLLr8sbbPNtnLFcOs3tif6eF9gj0/OhYE2fWS11PHHWLC3bNF9sEz0Jo/RT5HqnZ4zzpZ2A429yePSE5B6p+eAi1wWtqCiGtGbPDaCAfVOzzFynmoLW1BRjehNHhvBgHqn5xg54lMq8t/flqRI3gaS500el0wCqXd6DrhRf222RB9Injd5XDIJpN7pOeBG/ttsiT6QPG/yuGQSSL3Tc8CN/LfZEn0ged7kcckkkHqn54Ab+W+zJfpA8rzJ45JJIPVOzwE38m8n+uMJw40UjpHhgQcekE444QRak8k/DU/Sa17zmvTud79bMB/WeTv//PPS7rvvQUg5yy+/XDrttG+S7vrrNDLYNh7f93HZZXRFf1u6ok9xtt56S7qiv7v1UAPEhVRvrfkWDy6+b+FfV21nDZEglVFrvlXE1xtZXIYMGvAJczluzKKiDaRyas23i/xH/qeqLyk2hAvwBUN4vJqKr+bUmu8u6i/qL+rPXyQow2ts1IzZeVzBB6ljrdZi/JUMxPzzjzD/0In+XKpxPSmXD9cq3kD5zBt0wIEHphPoir5ukzRrkUXT7DNnp0UWmWXj6R3veEf67un/o18GFphKyz1m+fTNb55qPd1zz93pqKM+ly66+KJ04w03pMUWXTyttvpqacON3pBe9MIXG++HP/xh+uQnPynDdLNNN03XX399mn3WWenuu+5K3/rWt9IVV1yettl2O3onfKK/VdptV1q6Q2/rqKOOSuecfZbEX+95z03bb7e9LHe4/fbb0gknnpguvuiidMMNN6YnP/lJaa21npm22nLrtNQjlqS4+v75i8tNN92UFltssbTLLrukzx5xRLryxz+WLxWbb7GFZO70009PX//619I1116X7r/v/vTEJz4hrfec9dKb3vymtMACC2hfeWEcfm6zN2YTT7ZY2g0UaoNqBgZk2w/rxIz4Ug+Rf0qDG+6ocystKyoD5mpBzYj60wNCzlKVHFJi/MX4o3EX80/MPzH/+iNJNVG6w1Fj902Gplg6x4n5l89+h5JDmSnP0a8TW9JWEPqA/PgBB6YvncAn+tw9pzmlD+y3X3o5LdVhfOedd6b1118//fm++9IC5J9L1seusFw69dRvkpbS3Dlz0iabbJJ+9rOfkdbH/3/vfFd6/etfKz2fNfustM8+e0uolVZcKd166612Y99FF10sJ/rb0RV97mUrWqO/O63RP/nkk9MHPvABsf37U56SPn344WmJxRdLv/vd79O2dMJ/C93AWzaN//SnPz0deuhhadHFFqFXO5U23XSTdB19AVl4wYXTox61bLr9V7fLS91uu+3Sjm/ZMR1z7DHpkEMOldevWWC3ltzzn//89PGPf1ziw4crE/W75VdRW9BH6a28UkN1k1EzaCr93poQAEttER/TRsmEz5bgOmXmbs3QVfq9NSEAltpK1II8W3DdxNytGbpKv7cmBMBSW4lakGcLrpuYuzVDV+n31oQAWGorUQvybMF1E3O3Zugq/d6aEABLbSVqQZ4tuG5i7tYMXaXfWxMCYKmtRC3IswXXTczdmqGr9HtrQgAstZWoBXm24LqJuVszdJV+b00IgKW2ErUgzxZcNzF3a4au0u+tCQGw1FaiFuTZgusm5m7N0FX6vTUhAJbaStSCPFtw3cTcrRm6Sr+3JgTAUluJWpBnC66bmLs1Q1fp99aEAFhqK1EL8mzBdRNzt2boKv3emhAAS20lakGeLbhuYu7WDF2l31sTAmCprUQtyLMF103M3Zqhq/R7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K1ZdD7Rx1WGqkvHVuj22XcgXdH/8pe/JK9xo403Tl858SvpWc9+Fp0o84lvSl/96n+nD3/oI2n5x66QnrT66umcc85Jyy+/PC3dOU38Z5xxRvrP//xPucrxSnpKzmtf95p0/XXX09r/AxL/0PDUpz6VTqSPlRScPfvMtPc++2o66OrY6k9eLa27zrrUdm7a5a27pMuvuCJtS2v0+RvG1lu/Ma277rPlCvwD989Jq6z6+HTUkUemZZZZRuLyjboXXHCBYD5hf+5zn5/OOOO76djjjpGT+43pvexLsbgvOdG//gb5orLQwrPSy+iLy8orrpz+/Wn/JvE32OD/ptt+eVtafoUV0qF0wr/Qwgulj3zko+n739f+T/rGyWmllVeSWGO7meZf+6MPQz4PerH5cylx2Ed2+n+6LeJTiiR9OLmnbLlcKnR75xOi6JF/nzOtN0pM1F+Mv5h/ppt+7Sr//B5/yxgjZHfl+VAx/mL+ocEX488Pig7/M5z/uCv6zfuvTmbY5w06JfEV/S+fqEt3jjvuuLT1VlunBWl5zsmnnpaWX2659OY3vTld8eMr6CbZN8vymLPPOTstT0t3TpOlO1PpPrrSf/fdd1HfU+kRj3xEWmCKl7nQFXnq5+qrrqST5ll0wvw9sc3OJ/pcs095ypPTkbTcZxHyo4j5Zlw+0ecr5s957vPoKTyXpjvuuDM9ZrnHyEn+ivRUIN7mPDAnveAFz0v33Ptn+jKwbjr44IPFzrs3v5leL31heMITnqhLkijYprRM6DpaJsT9fuxjB6QXvehFxNT3n+bMTc974fPTPffcI18i3vPu96Rnrf3MtCC9rrkPPCAT+MKzFs5LJfJokzT6XFr4GnQUb8iHBG+y1u5wYX4D+WN0urVrQEfxhogvXwl8Six9kX/7umT5MRD1J6lw+bC6aUBH8YYYfzH+6PdmXxJWPjH/xPyTl3BYfRiI+VdS4fJh46YBHcUbHn7zrzvR1zdSv518Hu2Nkg81fJyu6H/pS3SiTzPOJRdfkjaiZTg33ngjXWF/q5wQb/iG19Mp8VT6+te+mv7roINprfzZaTm6ov/NfEWfu+L18SfRYzmvpC8Ev/n9H9Kdd9yR7vzjH/WLOK1vv/jCi6Q4zzprdtp7331kctt+h+3TDju8RT8ZeSmTdPlll6c3y824du4vJ+dvpbX6b3rjG+l1qP0n11yTtqS19aLR656ia/UcgE/k53CPRFyI4s4++yxal7942nzTzdJ1111LXzoWTueed15aeKGFlEQteHv/+96fTjn1ZNKmaGlSSgsuuGBafbXV0gtf9ML0Oro5edlHPVp4iA8pxmqnHu83bAANnEGg6rznLX+lIFR4QJBCrHbq8X7DBtDAGQSqznveIr7mIfJf6gQIEhkqUj3eb9gA2M4gUHXe8xb1p3mI+it1AgSJDBWpHu83bABsZxCoOu95i/rTPET9lToBgkSGilSP9xs2ALYzCFSd97xF/Wkeov5KnciJvqkGcqLwmwap5jKQaIkNL93RK/oXX3RJ+vwXPk9XyA9Kj3/8qnQj7QvT0ccck57+9Kelz33uc2mvt+2dzj5nNi3dWYGW7vDNuFPpgvMvSPvsu3e698/3kTaVllxiCToxXjbdfPPN8gIWoJ8jL7r4YsFnzp5Ny2n2kRey2x67068HW4kdu8suvTxttx2v0c8vML/2ZZZZWl7jo5Z9FIWcpEvpefvMk+FA1Kf825OT3o48lX5y9dVp1X9ZNS266KJypX9ZWuqz6WabyY2/i9LNuOede65LhEZ+gK7c868Zp55yWrrllpur+Lyc57jjjqW1/RRbXhaSh9doL0MHJ9zaNbUhA/8kS5u5DICUZWsf1GHMshYuCPokQsSXZCBz5YOI/FcZsAShdkiWI07Uv+QHScqyFjH+kB4UVsx/Mf/G8UdGgw0NAxgkWbb2QR3GLGsR8w/Sg9T+A80/5Yq+e1N4nyzx3iG9T67o04k+n1zzFf3f/vY3idfaz6Uz58XoZPmee+9N73znO+mG2tent+21VzrnLFq6s0JZo883186mm2ynaDAfSn/V9plrry2Yb9C9nm6AXZCurF9IT8Xh8wU50c9X9HfdvT7R59d2uTxec5v88qbkiwa34W2ddddJB9EvCgtQT/f++d70ArpJ9gG6EXj99V+W9t//Q9pm5P1vQkt3brjh+rToInSifx6d6A9syM2vf/2r9AN6OtDRnztaniDEdn5qDz92VDggWh/OMBIfDEhr6kDxFeTcAsXTuZ0h4ttB1ecOGYL0PuDiKwg+SPF0bmeI/Ef+80kNaoYlKgTS+4CLryD4IMXTuZ0h6i/qL+oPw8UkRgikORwovoKcW6B4OrczxPiL8fc3HH/lRN9Xpqu/UqWeoPiAA+g5+ieeIMtpLuYr7/RCd6UbXb+Xb3SdRY/Z/M63v5OWWmqptBed6J9NS3fkZlxawz+hq+vbb7t9uvSyS+Xk/tOf+XR6+tOeTk/kOS19aP/9E6+o4TX7F9GJPh/tsHSH18fsvsduso6/HAZxor8duSfpjfTUHX6m/mabb5Z+cesv5MXuueeeaQtZspNo6c6W6eprr06zFpyVPrj/B2nN/gvSLT+/Jb37Xe9Ov/jFL9Ojll02nfiVE6Udr9HnG4QXp6f1nMNX9N3GTwvanX5dmKIbDp9Ej+f84H4fTAvRmvzDDj00HX300ZSPlD7y4Y+kl7zkJa4VQXo//P7zSrrax9qDzH9PHLL03Uf8yH/UX4y/mH/8T05unoz5V45dlpE2H9M4RqnWhgCRYv6J+Sfmn4du/qlP9GUAujE+8i0TY/ZAvhk3P16Tn4NP9+HSM/O/m97+znfIqpP1X/qy9KEP0xVz6nevvd9GS3dojf5yK6Rv0sk8nwQfcdSR6fBPf1q607Xy9MhNIvOVfP6LugvSF4cL89Kd2XR1fh9eukPtdqc/hrUVL91xs8qldEV/u222kS8NW/FfxqW1+bxuf/vtt0tz6KbZhWctJI/CXH31J6drf3JtesuOO6Q77/oTnaRTPFpXP3cO/S5BmB8S8o63vz1tuOGG1P+Elu5sTkt3rpPn6J/bnOhzfP4rvFdddTXBCd0cvLDclHs7Xdnn1C279DL0xeUU+rsCi9Lr5hfLL5nKO7/uLMSenRKfXoJu3MnAtzy4OT7ngzeFzlCM2cm+iB/5j/qL8UcTAc0bzWwhhuohSTH/xPwbxx85bg7u3ABS6AzcAKpI3sXxN46//zvHXz3RR0FKKequNjnNwU984hPp+OOPl5NrvvLOS3D4STr87Hx+hj4/0YafbMPbPnvTMh1auvNYetTmKaecIjZ+As5HP/ZRujn3W+ne++5Js+hpNVtuuSWto79UlsAsRCfgF154IXEndEX/7LQXLfWZoiv6e76tXJ2Xjmh3+eWX01N3tpGxtTVd0edHaPJ2xGc/mw6nf3w+/PhV/yWdSL9A8B+xuoL4hx32aXkq0L33/Jl+PpikFej+gR133DFtsMEGNkY333zzdM1116QlFltCHg9qDuld/1YA/7LBX0TupafvcHpmzZpFf3xrrfSud72Lvtgsl5kDArmEdJTa5DQHHX1mEH1Bul5qk9McdPSZQfQF6XqpTU5z0NFnBtEXpOulNjnNQUefGURfkK6X2uQ0Bx19ZhB9QbpeapPTHHT0mUH0Bel6qU1Oc9DRZwbRF6TrpTY5zUFHnxlEX5Cul9rkNAcdfWYQfUG6XmqT0xx09JlB9AXpeqlNTnPQ0WcG0Rek66U2Oc1BR58ZRF+Qrpfa5DQHHX1mEH1Bul5qk9McdPSZQfQF6XqpTU5z0NFnBtEXpOulNjnNQUefGURfkK6X2uQ0Bx19ZhB9QbpeapPTHHT0mUH0Bel6qU1Oc9DRZwbRF6TrpTY5zUFHnxlEX5Cul9rkNAcdfZ6wvqJv9IHeBkxCF7tzGjRg58bFUr7sch9zaL38b37zm7QsLZlZmK6K116JMmgSj3TqejZoYNr4fDPtLbfcIlfil1566fFgpbvM8VT+NSCl2267Ld1///1p5ZUfR18m2K+X29EUkj0es15vA94Bk7QRu3MaNGCxiiXi+1zUuWdtwDtgivwjVS45Bg1YNotlMMOSTt15ZjYPmMQjduc0aCDiU6J4JioZqXHOsBOemc0DJvGI3TkNGrC4xRLxfS5c4seTPdZA7M5p0EDkn7Ia9V+PuVIdffXVzPGSFI905HozaCDq7++h/ugPTtGKFfo5Qc9J7UPxHz8+Mkj2AUN6fo09w2Ow+CQ54kf+tR6GK2R8oh7io7L6HofYUX8x/mL+ifmnny0wj2DWgGQ7MCS4vfQMj8GM+Sfmn5h/Yv7R+WB4hvjLz3/cFf0cQoQP5+38YrwPk9WDl9aaQLUeFP0KwVglnpkMPPigjmmtCUR8LSBNT86MCMtS5L+qS86Uz41mbn721ppA1F/UX76+UupKCsSqpLFzpXkf6/O3WWsCUX9Rf1F/GD95ZIiwUUJOb2eu96Htg5fWmkCMvxh/D9X4cyf6dbFaQcLcFKa/T0u5rgWgSLpiQT+clTfEHYKAznvZMcjgB0bEp0GSk6q5chkDFBn5j/qL8Rfzj59jMUF4W407Bhli/i0nJnH8ieNPHH91ztC5ws0YgCLj/OPv4vyD1u3wx0Gn3s3L8TNZfQwQreNXnOqTLp7ODEPE7/IZ+S9HklJBhrp8mYcB6goyO6FCGi/qr8tn1F/UH85kqrGlSlcvFQcDDDLGn2QA6YCM+YfSol/Bu3qK+Sfmn5h/qlnVK9148U6bV2yioSc90hL95nK70bgtfw/gp+kIpl19ZUzMw74SY9hPVqE0PCZ7U8SP/Ef9xfhr5wXW/ebnDLE3hkYtlAGHN8X8E/NPzD8x//CE4ecFmUDcrvM1hkaVlmIbcHhTzD8x//w15p9m6Y4vMa5Fr3ucK3zAhDbqor3/vTc3k0fUDH5bazv0uscRXzIwkJLIvybF9lF//bfz0atlbUF53eMYfzH+KAMDJQGjumgf4y/GX3t1MOafkav17YDyuscx/8b8O3/zr5zo+2+NOlFzGvPolPrSIuM9bxi3xVpblOX20pB2gyf3FNH9ahDxmyxLkmUnx9XIf9RfPdq0NnS0eRzjzzLAaeHRE/OPpcSDmH/LVcM4/shgofKI47+MEZlSZRfH3zxpxPFHE1Gqos5ITlMRMqRo9794/NEr+vKK3cuWF0avE6+/vORRVDWplL5J52ZD/nOVBrlZxO+TN2KpclopfYPObUmf0ot0HaHvo7VUTSqlZXaHUjXE50+JivxbKXLZxPjvB8+IpRpyldI36NyW9Kg/SwWnLeqvL54RS1VTldI36NyW9Kg/SwWnLeqvL54RS1VTldI36NyW9H/c+pvSp+j7ZMi7zgaXkmz2XiapPuJEt+Se0IlcefYHehm6pQA+9M6SKn4khJpHnBFfM0DpifxH/cX4w5Ezzxc0qfiqsMFiR1jm8RbzT8y/VRlIVfBOKynXE8rKvBmQPeZfP9KQqBh/PitaLcgNa4x5i/kn5p+qDKQqeKfVkmvGl44xlERX9OeS232TwbHQEcfaO8q0sGrPCm8WR72yr4hK4/2IuRDmgar2rPAW8TUPvlSqRGU3iRFzIcwDVe0j/5qtqL9cNVodsq8KpRTViLkQ5oGq9qzwFvnXPMT4l2KQGqkKJaeHxIi5EOaBqvas8Bb1p3mI+pNikBqpCiWnh8SIuRDmgar2rPAW9ad5+GepP1qfqR99VQ05BxC4eYY4Q/dWgTYkS7dD395di0J0xgwjPg1MGpmR/6g/KgObo/uR0lnKsIrx1189c+kqiXLGDGP+ifkn5t84/sTxN46/D9Pj78DSHX9wYzx8WjHdcVG+JOVuhpvn1tMNHDm4RvzIf9QfhpKXMf7GRgZliZODbbB8Yv6R7MX8O37iEsefPMAGB1C+DopB1sgYfyUhg+mL+SfmHyqMh3D+taU7Upm5/kqV6jGz1GopUDmBH+BrW3XADWn9VganOAhubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXALdJuxq2s1mIQ1N30FHRVPK2l6IYAIEvjDillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvae1FN0QAGQXtRiUMk7sPa2l6IYAIEu4DillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvae1FN0QAGQXtRiUMk7sPa2l6IYAIEu4DillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvae1FN0QAGQXtRiUMk7sPa2l6IYAIEu4DillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvae1FN0QAGQXtRiUMk7sPa2l6IYAIEu4DillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvae1FN0QAGQXtRiUMk7sPa2l6IYAIEu4DillnNh7WkvRDQFAdlGLQSnjxN7TWopuCACyhOuQUsaJvYcWrdoafesONJa88fV8wlicD7da3cocOCC5bb+ZV4BpjggbS94ifuSfaiHqz4YCBh1Gio4TaJBqbffmFWCao8HGkrcYfzH+qBZi/NlQiPGnMwNmilqrreore/MKMK0QbFEQ+3iL+SfmH6qFmH9sKMxk/pmih+7w6X4eUDKyBnfDDFgh66blD7E0NwISHZ+bjuvh9r63YQaskL4FxeC3Jn+kIOJXNyJSuiL/Om6i/mjMxPjnJNSTR6ONzDC53Yg35p+Yf+P4Q2Mkjr9x/C0Pd+Zjbpx/PLTnH3JFvzpMmWKgOeT1Kphy/xIdLyGNCYIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qhE6JbuaCM0VWpl63qx7kZA6UsQ7ezb3ECLKlb2V7aIT5/a9Fcf67Rq9tgmiHaR//Hrt1WtRf1JBqqcxPiL8RfzT54ZHozQ0cNMQbSL+Tfm37EjeDXX5vKqbDH/xvw7g/m3OdHXkpL6MmigNvPERS6OKYyalksUYlonSNwj/ctDwKAB4Xkt4kf+o/5i/Mmc4CcGN6MonNbp2I5n0EDMP5QBn42Yf2P+jfk35l+ZE/zE4GZUhdM6HdvxDBoQntdi/nnw809zot9M5JTasW+eYPrEu0+sg8orbEFFNb43eWwEA+qdnmPkfIAqbEFFNaI3eWwEA+qdnmPkiE+pyH9/WZIieRtInjd5XDIJpN7pOeD21SrtBhp7k8elJyD1Ts8BN+K32RJ9IHne5HHJJJB6p+eAG/lvsyX6QPK8yeOSSSD1Ts8BN/LfZkv0geR5k8clk0DqnZ4DbuS/zZboA8nzJo9LJoHUOz0H3Mh/my3RB5LnTR6XTAKpd3oOuJF/O9EfTxhupHEMgwZKRgWN2dkJH6Q2rTW1waM3sjiGQQO+AeExO9Pgg9SmtaY2eCI+30jjMmTQgE8Y4TE70+CD1Ka1pjZ4Iv+R/6g/N0IMGvADhvCYnWnwQWrTWlMbPDH+YvzF+HMjxKABP2AIj9mZBh+kNq01tcET4y/G3186/uhEfy7VmLtubxVnwFddhWsGvhBkSuUkJS9MxM8tpaOKWMaBDYjCbFHdMuLrhBD5lwxUxRH1F+OP5jj6P+YfSoOb7t2EqxOHjRsD7bRres2I+TfmXz4hy1tVHKTE8T/mn5h//9eOP3ZFv53wy7RdEMawyWowm7U7RQdNpd+XNhEfWdKclKwX5LMluG5i7tYMXaXfWxMCYKmtRC3IswXXTczdmqGr9HtrQgAstZWoBXm24LqJuVszdJV+b00IgKW2ErUgzxZcNzF3a4au0u+tCQGw1FaiFuTZgusm5m7N0FX6vTUhAJbaStSCPFtw3cTcrRm6Sr+3JgTAUluJWpBnC66bmLs1Q1fp99aEAFhqK1EL8mzBdRNzt2boKv3emhAAS20lakGeLbhuYu7WDF2l31sTAmCprUQtyLMF103M3Zqhq/R7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K0Zukq/tyYEwFJbiVqQZwuum5i7NUNX6ffWhABYaitRC/JswXUTc7dm6Cr93poQAEttJWpBni24bmLu1gxdpd9bEwJgqa1ELcizBddNzN2aoav0e2tCACy1lagFebbguom5WzN0lX5vTQiApbYStSDPFlw3MXdrhq7S760JAbDUVqIW5NmC6ybmbs2i8x/MwlWuqkvHVuj2zicvUHT+ukax7Cs9xyXDdI8YyC8t4utVtsi/uybmakmh2ztf1B8lQ/IR4y/mn5h/4/iTD6oieG6geaE6Jnu/4jj+xvFXb6qO46/9JuXOMRS6vfM9XM4/3BX9ZgKo3gz7vCGfknqTNXenq+Y3kLtxurVrQEfxhogvQ9KnxNIX+bfpyvJjIOpPUuHyYXXTgI7iDTH+YvzRIdGXhJVPzD8x/+TTJasPAzH/SipcPmzcNKCjeEPMvzH/zt/86070tZDqcsoXA7xR6tEZBKrOe97KBYTCA4JUpt+rx/sNGwDfGQSqznveIr7mwX85Q8YgwSiy5BD5M64BsJ1BoOq85w3tI37JExCkZsrv1eP9hg2A7wwCVec9b5F/zUPUX6kTIEhkqEj1eL9hA2A7g0DVec9b1J/mIeqv1AkQJDJUpHq837ABsJ1BoOq85y3qT/MQ9VfqBAgSGSpSPd5v2ADYziBQdd7z9vdYf3Kiby/bgL5gf+eAuQxkDkRrH9RhzLIWvi61V/ymSBpaFoDAWRphOh2kOjCsXd8Rn6pWy3Y0R/gYjBD5lwwM5gPGLGvhihw5JELkv04nUphTZKK1D+owZlmLyD/Sg6TG/BfjL+afmH8oAzY1GMAkkWVrH9RhzLIWLgj6JELUnyQDmSsfxPzlv1zRd5O67wIBIL0PuPgKgg9SPJ3bGSK+FTVyxhIZgvQ+4OIrCD5I8XRuZ4j8R/7zpIqaYYkKgfQ+4OIrCD5I8XRuZ4j6i/qL+sNwMYkRAmkOB4qvIOcWKJ7O7Qwx/mL8xfhrh80/zPGvnOj7t+jGf5klPCGln91yG50FzE1pAbriy3za+NovWcpPF2zIPkJlI9uEFnguQP/xajPZjMv9kW0BsqItSa5Bvq9IA7CDCBE/8h/1Z+PEhocMKNqxAWMINpZki/EX80/Mv3H8ieNvniBtriQQ5x9x/vUgzz9XXWVFf2SVwy2X0rRbPv7ajb8tmUvSd9Lqxu8dvUXJ9Yk+saqb9Ee+5XPTm275pYwHnExIO/AxaBBVJO1kDJWbCKwN9TfFJ/3U3senF0e6yzj6E76Ox4hPyaC8WC75G1HkX3Jioy7qj2oixl/MPzxnxvyLm4htzozjTxx/4/wjzr9mcP656iqPpdlDTzeqP2pVjNnJJyEM3fxLOp+q2YbzOBhwPg29lXJeo0aFzsBmqCT1RB8G11FtcpqDjj4ziL4gXS+1yWkOOvrMIPqCdL3UJqc56Ogzg+gL0vVSm5zmoKPPDKIvSNdLbXKag44+M4i+IF0vtclpDjr6zCD6gnS91CanOejoM4PoC9L1Upuc5qCjzwyiL0jXS21ymoOOPjOIviBdL7XJaQ46+swg+oJ0vdQmpzno6DOD6AvS9VKbnOago88Moi9I10ttcpqDjj4ziL4gXS+1yWkOOvrMIPqCdL3UJqc56Ogzg+gL0vVSm5zmoKPPDKIvSNdLbXKag44+M4i+IF0vtclpDjr6zCD6gnS91CanOejoM4PoC9L1Upuc5qCjzwyiL0jXS21ymoOOPjOIviBdL7XJaQ46+swg+oJ0vdQmpzno6DOD6AvS9VKbnOago88T1lf0jT7Q24BJ6GJ3ToMG/BcL+wZTvBbUgQHvgCniUwYkLy45Bg1E/ilN+JED36BLdlzZGRzwDpiELnbnNGgg8h/5j/qjGigjosY27Ax4ZjYOmMQjduc0aMDiFkvE97mwtBsY8A6YIv+UAcmLS45BA1F/lKY4/tZzTqkOG3QODHgHTNJA7M5p0EAu0clcWjFDPyfkM6DiLnFhg2QPMGRht8gzPAaPludE/Mh/1J8MiOERMj5RDvExslR6hsdgxfiL+Sfm/zj+9bNFmSFi/hk7UR2aUZG3PqND7Jh/Y/7928+/7op+LkIRviC9nUvX++qSfjCatSYgayStkY9jrBLPTAas5fwAa00g4usErvnLmRFhWYr8o94tJQbmp+yMa60JRP1F/eXvt804sypp7FxG3sf6/G3WOuovxh8VX9Qfxk8eGSJslJDT25nrfWj74KW1JhDzf9TfQzX+3Il+XaxWkDA3henvE1CuawEokr6x0nRS3hB3CAI672XHIIMfGBGfBklOqubKZQxQZOQ/6i/GX8w/fo7FBOFtNe4YZIj5t5yYxPEnjj9x/NU5Q+cKN2MAiozzj7+L8w9at8MfB516Ny/Hz2T1MUC0jl9xqk+6eDozDBG/y2fkvxxJSgUZ6vJlHgaoK8jshAppvKi/Lp9Rf1F/OJOpxpYqXb1UHAwwyBh/kgGkAzLmH0qLfgXv6inmn5h/Yv6pZlWvdOPFO21esYmGnrpDS/Sby+1G47b8PWAqJ7w0q3oVpfM1hkYtbQYc3hTxI/9RfzgY4rAY46/NgJ8zyuRSWJ2fXGIbcHhTzD8x/8T8E/MPzyR+Xigzi6LO1xgaVRqJbcDhTTH/xPzz15h/mqU7vsS4Fr3usRZ35c4mtFE27f3vveCMfltvY3jd44gvGRhISeRfk2L7qL/+20GMv5GrZe2A8rrHMf/E/EMZGCgJGNVF+5h/Yv6p1w1STVBdDF6tbgvK6x7H/BPzz/zNP3Ki77816kTFaczVKfWlRcZ73lC3xVpblOX20pB2g8XNdV++tUX8JsuSZNnJcSXyH/VXjzatDR1tHsf4swxwWnj0xPxjKfEg5t84/uCqYRx/ZbKg4RHnPzJHyCFFdnH+kSfNh+PxV6/oNx+m/OVAflN4R/kNTieq4VEpfavOHfEp15IEvUjUJajPYWupmlRKy+ymcjVEfEpU/tt288hfn9Emp/No37nZEPmP/Ef9xfyHqYAnmTj+chYe1FbNqZXSN+/cMf/G8ecf/Pg7pU/R94NBqj4b3JDIZu9lkuojTnRL7gklsjz7A70M3VIAH3pnSTPeSAg1jzgjvmaA0hP5j/qL8Yczpzxf0KTiq8IGi51hMY+3mH9i/q3KQKqCd1pJuZ5QVubNgOwx//qRhkTF+PNZ0WpBblhjzFvMPzH/VGUgVcE7rZZcM750jKEkuqI/l9zuSiaOhY441t5RpoVVe1Z4szjqlX1FVBrvR8yFMA9UtWeFt4ivefClUiUqu0mMmAthHqhqH/nXbEX95arR6pB9VSilqEbMhTAPVLVnhbfIv+Yhxr8Ug9RIVSg5PSRGzIUwD1S1Z4W3qD/NQ9SfFIPUSFUoOT0kRsyFMA9UtWeFt6g/zcM/S/3R+kz96KtqyDmAwM0jxBm6twi0IVm6Hfr27loUojNmGPFpYNLIjPxH/VEZ2Bzdj5TOUoZVjL/+6plLV0mUM2YY80/MPzH/xvEnjr9x/H2YHn8Hlu74gxvj4dOK6Y6L8iUpdzPcPLeebuDIwTXiR/6j/jCUvIzxNzYyKEucHGyD5RPzj2Qv5t/xE5c4/uQBNjiA8nVQDLJGxvgrCRlMX8w/Mf9QYTyE868t3ZHKzPVXqlSPmaVWS4HKCfwAX9uqA25I67cyOMVBcGtT1mCEBNmkOuCGbNxZdV4Hwa1NWYMREmST6oAbsnFn1XkdBLc2ZQ1GSJBNqgNuyMadVed1ENzalDUYIUE2qQ64IRt3Vp3XQXBrU9ZghATZpDrghmzcWXVeB8GtTVmDERJkk+qAG7JxZ9V5HQS3NmUNRkiQTaoDbsjGnVXndRDc2pQ1GCFBNqkOuCEbd1ad10Fwa1PWYIQE2aQ64IZs3Fl1XgfBrU1ZgxESZJPqgBuycWfVeR0EtzZlDUZIkE2qA27Ixp1V53UQ3NqUNRghQTapDrghG3dWnddBcGtT1mCEBNmkOuCGbNxZdV4Hwa1NWYMREmST6oAbsnFn1XkdBLc2ZQ1GSJBNqgNuyMadVed1ENzalDUYIUE2qQ64IRt3Vp3XQXBrU9ZghATZpDrghmzcWXVeB8GtTVmDERJkk+qAG7JxZ9V5HQS3NmUNRkiQTaoDbsjGnVXndRDc2pQ1GCFBNqkOuCEbd1ad10Fwa1PWYIQE2aQ64IZs3Fl1XgfBrU1ZgxESZJPqgBuycWfVeR0EtzZlDUZIkE2qA26RdjNuZbUWg6Dupqegq+JpLUU3BABZGndIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9raXohgAgu6jFoJRxYu9pLUU3BABZwnVIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9raXohgAgu6jFoJRxYu9pLUU3BABZwnVIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9raXohgAgu6jFoJRxYu9pLUU3BABZwnVIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9raXohgAgu6jFoJRxYu9pLUU3BABZwnVIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9raXohgAgu6jFoJRxYu9pLUU3BABZwnVIKePE3tNaim4IALKLWgxKGSf2ntZSdEMAkCVch5QyTuw9tGjV1uhbd6Cx5I2v5xPG4ny41epW5sAByW37zbwCTHNE2FjyFvEj/1QLUX82FDDoMFJ0nECDVGu7N68A0xwNNpa8xfiL8Ue1EOPPhkKMP50ZMFPUWm1VX9mbV4BphWCLgtjHW8w/Mf9QLcT8Y0NhJvPPFD10h0/384CSkTW4G2bAClk3LX+IpbkRkOj43HRcD7f3vQ0zYIX0LSgGvzX5IzkRv7oRkdIV+ddxE/VHYybGPyehnjwabWSGye1GvDH/xPwbxx8aI3H8jeNvebgzH3Pj/OOhPf+QK/rVYcoUA80hr1fBlPuX6HgJaUwQzFCDym2KgZo8oIGJuJBGBcEMNajcphioyQMamIgLaVQQzFCDym2KgZo8oIGJuJBGBcEMNajcphioyQMamIgLaVQQzFCDym2KgZo8oIGJuJBGBcEMNajcphioyQMamIgLaVQQzFCDym2KgZo8oIGJuJBGBcEMNajcphioyQMamIgLaVQQzFCDyk0KPfI3XX7F5enJT35KWmSRRWrygIb2iAtpVBDMQDHmcowrKMaT0yyKYaf5xjXgWg1DMBEX0tggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNSoRu6Y42QlOlVrauF+tuBJS+BNHOvs0NtPCxjjzyqHTtddfQgX8qfWj//dLCC88a+BYx0Ellmnl8dONfU/8tBqwxGfFxtVQyQbsH+/kjo5F/zmCuowc5/q666qp0zLHHyHjZYINXpec973n248Xfe/73etue6Zxzzk0rr/y49LWvf5WuCi8w3+8ftUMJIKin8YJox+9/r7e9LZ17zjlppZVXTl/72tfSAgssIE2UXdqwsbI9yPxLZ65H6yfHty8WhejYER+fmeUNn2Pkn1IzVj1NMbmKsjxG/cXxh8pnrIKquS6XU2WL8fewHH/Nib47wBg00Ewbcg4hc44walouEYhpnSCRdDyCO79153TRRReSfSqdf955aZFFF/UMO+eWVq6p6zDDaZ2O7ngGDQjPa6h5sXmH61FhcV5/3XXpF7+4LaUFJmmttdZKiy+2uGMXXnmjzkZMr80kvgs2AF3vBg0I32sRX8e85MQnpsvstE7HdjyDBuYr/7Nnz0777LMPtZlKu+22S9p66ze6OGPQxTJoYL7i1xHqPmqf15T3ute9Lt1y8y10pX1W+p/vfDstudQjjOR7mlf9XUdj7Ze/pLGW5tJYe2ZafPEy1l73eopxC8Wgiwff+c530lJLLUU817tBA/IavDav+Paifb/FOIBc7wYNRHzKgM9G5P/vd/6pi9t/arWn1hzPoAGhei0+//j885+3mMfqU181dcXVmuMZNPCwrr/mRL+ZSOmtjX3zA7NOQ502rymvsAUV1ajetNPOO6eLL7pIXsV5dKK/6KL+Z3xler51MgBatugDjb3J475L9U7PKa3A3u8D+6WTTj5ZDlhf/uLxabUnrV5IhHx/HlckUdDjdJ9RadWyRR8I4E0el56A1Ds9B1y8r8IWVFQjepPHRjCg3uk5Rs55LWxBRTWiN3lsBAPqnZ5j5Ic8fjnRn6Tdd9s9bbn11jSWy6sVVFR7od7ksREMqHd6jpHn6/3/6Ec/TP/9lf9Oz3vB89PLX7Z+6aRC847/gQ98IJ188kn0vqfSF44/Pj1p9dWoB53RfvDDH6av5Rjrr19i+PfjcRValHnH921atugDAbzJY9+XYvVOzymtWrboA429yePSE5B6p+eAG+O/zZboA8nzJo9LJoHUOz0H3Mh/my3RB5LnTR6XTAKpd3oOuJH/NluiDyTPmzwumQRS7/QccCP/dqI/njDcSOMYBg2UjAoas7MTPkhtWmtq25lO9PmK/iQtQFf0z6ET/cUa8lArpqgd3/i1EfZoA6n2WgOXpb5/WtQrSwjEY2QDvoG0wQlF40jv/8D706mnnEK/RkzS8cd/Oa0uJx94xS2b9f+9/Ourifh6I5X7rA0aaD64Mbt+nlobNafWfHczy//ss85K++y9L3U0oSv6u9EV/a1zp4gEqeZa+8vjj9V/qfQ6Yq39deJ/gL5U84k+b8cf/6U81hAJUmPVmtrgmZ/PX+ec8d4eyvfv30XBeG2QeJdjn9jM6m+st3j/yDtk5J8zUGdDc4LMzM/4Q5uov7FLtMg05LwyFuP/H6H+6ER/Ln3irijs8zfgR12FawYKIlMqJyl5YTBOvk866aR0/vnnp0sv/VG6//4H0lP+7SnpJS9+cXr9696QX84k7bzzW+lEn6/oJ1lHe+ihh6aLLr6YlrssltZee+20Ny1NWMJ+jtf4l116WTrmmKPT9dddn37z29+kVVddNT39aU9Nu+yyW3rEIx9hy33e/e53p5tuviktRsuBdtll13TEkUekH9PNedtus13aYsstKOKEXhv3dUy6/nrq6zfa11Of9rS02667pkc8gvoiFjJScZHAAABAAElEQVT385/fkk448cR02aWXp+uuuzatvNLK6d+f+u9px512Sissv1z64x/uSLvuvlv6+S23pjvu+CO1nJv+9V+fIL9S7L//h9LjHvc4stFGnX6blivMPuvM9INLfkj3JSwsS3xe/vKXp+c85znKof0P6Yrkf33ykxJ/0003pdd4HbU5O919193pW9/6ZlqA1jXbi+NOm/xbR9W70Pjazr+7wvaoZszf51/6qXspL6exlwaGasY/b3yuhZNO+ka66JJL0pKLL5le/vL10yqPWyW9453vkFztvtuuaaut3ij1wOPvV7f/imr1y+niSy5ON1Bt802vaz1zrbTVllulpZakJSxS1Jrd008/PX39619P1157bbrvvvvSE574xPTc9dZLb3rTm9IUrWtH/XPhfoN+qbrgvAt0TN93v4zpF7/kJekNtEwG9feDH/woHXTQJ+l1TdKmm1Hd0vKas6hu77rrT1S335a6fe/73pt++rMbaVnNIunII4+U98Dv8ZNU7/yqNt9ss/THP/4xfYPmkN/99rdpzTXXTK94xcvTc5/3fHk97NuVxvStv7hVePxLxr/8C421xRdLH9xv/7TKKiun976XY/yUYixMMY6SGLKjAKd/93QZfz/64aXpz3/+c3rGM56RnvWsZ6WNN96YvuyXd/wumkNuvonmEJqP3vGOt6eDDv4UjdkfyJhe7znrpT3pXgNbEhTjz+rPpZBSrnVmH4CpBszVgprxzzv+NS/x/vWELFdJVRykxPiL8UdTN84/y1xSFYqbjhp7aWCoZvx9jz+7ou/eobyR8rILsncIUL9TWNup23SlT9JnjzgiHX74EXRQZgs29W6yySaytpijvnXnXehE//s0RqfSv676r+mnP71RT0Jys2ev/ax0yGGHooP07W99K72HDuBz5s6hvssBmemPpxNp/vl+8cUWJW0qbbLpZnSSc11aaKGF0qMe9ah0++28lncqbbfddmnHHXdM36ST5fe99/1p7twHJP4UTxT8ekk8jm4SPJ76Wox/YSD9tttup3bbpttvu03ekc8Y933Ypz+dHrnUkmn9V7ySfptQb/mWyFcbj89XG6cEf+ITn8gsvkFwrsRfcGrB9KEP7Z9eQidOvPHSjH333kfmr5XoS8Wtt/6cX4rEv5C+HC2Yby5krmYWUjXY2K9bbSnvoSAwTdZNRs2gqfR7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YKpyTXXXpO22WZbOiG91z5/bvGv/8Lj5adC25Wu6L+RruhzhD/87rdp2+22py+5txCfLdgm6elP/z+Jv0zziSv3cewxx6VDDjm4q39u9vznPz99/MCPS/1zD5/97GfTEfSPe2xf8cY0pvelL+XsO5u+wO5NvzRw/a+80opUt7dyc9omNNYvlptit9xyy3T1T65Oi8xaNF1wwXnCPWs2/UKxz94Sj79E//znVO/UoQxL6muBBabSQfRFYJ11102/+vWv0itprGHjuDzu6De59OUvfTGtttqT6Mv8VukaijFr1iyKcYHE586//OUvpwMPPJDY/ArL+OPxv+GGb0hvf/vb0W3abJNN03U3XE9zyMJphRWWT7fSa/Lvn8fqRz7yEbFhbGL5FPPYVrbaUnJYUOFmVDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K0Zukq/tyYEwFJbiVqQZwuum5i7NUNX6ffWhABYaitRC/JswXUTc7dm6Cr93poQAEttJWpBni24bmLu1gxdpd9bEwJgqa1ELcizBddNzN2aoav0e2tCACy1lagFebbguom5WzN0lX5vTQiApbYStSDPFlw3MXdrhq7S760JAbDUVqIW5NmC6ybmbs3QVfq9NSEAltpK1II8W3DdxNytGbpKv7cmBMBSW4lakGcLrpuYuzVDV+n31oQAWGorUQvybMF1E3O3ZtH5D2bhW07VpWMrdHvnkxcoOh22KjvHJUP+Jo1XwVfoeUkOb4985CPpavoudJBeKB1LTwi56eafyRW9U089NS2/3PLprXQz7oWydGcqrbDcY9LmW2yZbrjxxnTaKaelOZMHpPszzvhueuQjHklHzam08UYbpxvpy8BSdPMeX2F7JF3BP/KIo9KPLruUuJN08MEHp3XpRIA3vQp+vWA+UPMV8xVXemx66r8/VTgbb7SRnCgtSSfob3/H/0vLPHIpuup/VPrhj35EJxhT6eBDDkrrrsN9TdJ2226XLr3sMnk9L1v/ZelltK74wgu/l77yla+QbSq99nWvTfvuu6/cUMxX/S+hK6+88ZKKlempH2uv/ey05JKLp8suv0z64o4ev8rjpQ1/afnQhz+SbqOrkwsuNCudfMrJablHPybNPptutqQTfQlKaV79SU+S18OfIf9CoVfN+vxL4Gb3UH7+TWhRI76UL31y7pqUG0sK3d75NqOr4tdde5108OQnPTm96MUvSpdffkU6j5a6aXLpZlz6JQlLd7jm9MQ2yZdafhrP6aefkT7/+eMo+ty0ycZ0Uk61Skp61as2SL+87ZdpueVXSJ8+9BCqv4XTh+nE9cLv0Q3ydDP5Sd84Ka1EJ+sXXUhj+q1vlTaPXJrH9K5pwQUXoF/DjqYr3vSFgjAvV1t++eXlC6reJKwvb/XVV0/rrMO/VNEX+112lvG/1VZ0on8VnejTYy/Pp5Nwfrtnz6YvCPvwFwR6qzSmnrHG/0nPWfc5srTvYvqCwAX/CBr336X54IEH5tD7PzedeOIJ6ZKLf0CvlXJAv8I9jscaXZlfYoklEn+Z+MlPfiIn+ueff4GMFz/++CZ5ztWi9KXnM4cfLuOPP533vPd96dUbbEDxMIdQ7ulFrfL4x6eNNtwoXXX1VfLLBH9B5+2cs89Niy+xuOCxXdS/fHyUxvmvf0m+FMWDO/4MfQaR/8g/Hy+j/mL82QVimVN0tlDo9s73sJl/9ER/YE9/SKvevGEu/50tXvUzsGVf5S/Ewz9z+GStNdeY0M/tk9NOO83a08nvZPvtt5d/Z599jvS90047C28N4n7/+98z7k477Thh21prrDm5+AeXmJ1+sp/84fe/m/zprrvURmHPOeecyZpraLyjPndUfs1zJ/TLgfTNr+OMM86wPgDu+MMfJ7///R8md6EverNnc1/EX5Ne/5FHaV/33X/f5NnrPHuy5lprTt7whjdM5jxwv6Xlve95r7yfvffaC91O3v++99v7v+aaa8zO4HPUp/a/1uTHl19hPjrZkZj8nvW1zp2cceaZ8v457pZbbTn5831/zvzp8z/NB2fxBJSPzPothJl//hGfs9glt6QWqKN4g+b/nrvunjxz7WdK7b3ila+Y3HHHHdL3nLlzJ2/dmcYOjQ+up2OPOUZ6fWDOAxM6OZb623XXXRFJ5Jve/Cayrzmh5Smiz31gzmS99Z4r7Wn5DY2jsyf33nvvZM6cORP69WBy75+p3uboazr8s4fLa+BY3zztVHt3l1ycx/R2203OPvts6ffMM6hu8/ink23qC3VbXs4WW2wpY3adddY145lnniFjnmNstNGGGp/C30/jjeufxwH7brzheovPY41tPP6vueZa7Ute8tzJFltsIb511lnHYvjx99X//m+zX/KDHxB3DYn/nve8h+yaf/pSpHEpNv2ykvlzJ/QLhuSS80/L/oRvneX4po8B4XmnN8T4G09jzg2nzlJmwOZ/n9lB7Jqo3xsi/5INnxJLYuTf0tKDqL/xwrEKEmC5g9kbYvyNp3F4/HVLd/yXFcMGcD3EGQSqznve6Mtx3goPaPc99pAr28w65dST02NXeGzFBY+NO9EV/UsuvJguxs+ldbxn0WP2+BF4KX3mM5+WdbUc56CD6Cr9c9YhNEVLdubSWuWT0qV01Z3XFN9Ja+Fv/9Wv5fXw9bWdab38NttuK/qmtHTn+hto6c6CC6fzzj0nLbTwQtIH4lO6ZA3wZbRO95prfpLuuPNOWRIgywXoEhC/tm1pycRVV16Vtn7jVtTnVPq/r3qVrP2d7v2/n54EcgqtZebXezwtI1h9NTx1Z5L23GsvugJ4jiwY4B9C+DLjAgTm0lV9ueRItq1pyQFfoeWbLWXpDr3gHd6yfdphh7fwhUXZpouP95epTqjH+w0bAN0ZBKrOe94ivuZBvu3nbCBjkGAUWXKI/BnXANhquOqqK9PWsvZ+IktV3r/ffkLg9vxr0sc+ystGpuipO7vSU3femK695hr6VWyL/IqoYnllihQa9Uf1PpfrjYznUG0tRve+vI9uHD/t5FNl/HH9LbjQgmn1J66WXvDCF6TXvvZ1suSNi26PPXenMX2+XMM+ha7cr/jYekzzi8JbOJOXnNEyHq4Sqdvtd2A3bcrg/da8dIfG3MK0rOZ7dLWdXWedNTvtve8+slyHTtIp5p7Sin2fPeJwWjZ0hMTff//908vzU3T2o9d/0smnyPv9wpfoqTs01jRKoiv6W6WfXENLd+g+gAsuOF/i+/H3VXq2/uNWWUXa0peetO56z0n0RYmWAK6Svvq1rxJ/Km1G98ZcR/cCzVpk4XQBvU5eYsjbhz+0P91T9HViTNLnv/BF+aNciAspxGqnHu83bAANnEGg6rznDfWDnLINLSDZVm+lD7Q3rgG0cAaBqvOeN7QvUQtyLZVs+9IH2hvXAMjOIFB13vOG9iVqQa6lkm1f+kB74xoA2RkEqs573tC+RC3ItVSy7UsfaG9cAyA7g0DVec8b2peoBbmWSrZ96QPtjWsAZGcQqDrveUP7ErUg11LJti99oL1xDYDsDAJV5z1vaF+iFuRaKtn2pQ+0N64BkJ1BoOq85w3tS9SCXEsl2770gfbGNQCyMwhUnfe8oX2JWpBrqWTblz7Q3rgGQHYGgarznje0L1ELci2VbPvSB9ob1wDIziBQdd7zhvYlakGupZJtX/pAe+MaANkZBKrOe97QvkQtyLVUsu1LH2hvXAMgO4NA1XnPG9qXqGST70twuvbSAr9pkmIuA8Iou9Y+qOMGW302/rfp5rtHP+bRo33ziTnffMvbufR4Tb5xlslHHnUknex/Ruy2HIfsdJUyfe/73yM7n7BMpccst1xee08mOqHZaee3pG1pmQ13Iif6dJBefInF0tn0x3kkOe4185Ki73+P+uKTH1rv/ujHPIZuYrzdErETvbZt6UvDZbRkhyX3//o3vD69M98AWd6UvMzcbpLKk0DoRJ8er7n6k8rJx8470VOGLtabj3lJA78Hjn///ffTl5Ib0lPor3i+4PkvSNttv121BGL33XeXGyndJ2yvM0e3+Jwbc+b3a2/bAF4zGfg1lBbWNDOK6NqSS5sqR/wgZVmLvu+/Qf39I71/vkF1hx30RPk1r35tevd73mWfx8knnZw+ICf++ak7W21Ny8t+RMt1tieOJp6X+vDJPt+Of81Prkmr0vKTRekeFh5Tyy67bHqA6u64z38+8VK6m26+uRojvAznuOOOk5N9eToWfSHnUvnWt7+ZHk1Ly8bqfzbW2lNv/NjPrbbeqlBzPdiyGrpR9gIeg7TZFwTibLPtNrb8j31HH310OvSQwyT+u9/z7vTqV79a4vP7t6fufJGeuvOkJxJb619O9K/+Cf1tjlnpPF66Qx4//vg9r0DvkTulOTKt99znpj/fe68sKTztm6dxWFv+x/c0nEtziCYopY997GPpxBNOlLZf+MLn5URf32R+g3jHWYUVZumcd1H/kkNJBe1kOrFksdVtrX1QhzHLWgzULBFi/pMkI3NdjeIjMEI2DOowZlmLyD/SYzklQ9Rf1B9lwErDAIoky9be6fbLiP9pBMby6+ewV3nFV1DpwXHI/alPfUp/Tqef1GkdrdFuufnmyeGHHz75LP27+uqrxU4n0/pzPf00fvc99xj3iCOOlD7WWnOtCT25R36hpSv48vM6/8S+xx57TO6gZTy88VIX/lmfl70cSe2w6dKdNWh5wnpqouUO2Lgv5vPP/vQLxOSPd/xRYpxBywd4ecOaFJeeBiL0u+++e0JPLBEurS1GFyLp1wV5T1/44hf0V2QK8b735+UE1M+Pf1yW50wo/iGHHKLLccj3s5tukj7wqiAR4ExeukOvg1/jsccdm80tC+yxXwwd373/0uqv//n7vkvvZI34dWqyhk8I0pPu+OMd8vmvQTW/4YYbTh6gZSzY3vfe94oP9cHt77n7ngk9rUrs73znO8niep1H/m+//VeTb337W5NNaGkP1z/3S2v0JdzBNqbXqMf0LbdI/fPSnqt4TFM4rltuy/+Os7rll1JeCy+r4fHHy2pg5aVqPI55/L15m22IDs9kssuuu+Q+15hcedWV8pp4936MNWp3xY9/XL1dXbqzhsSQBtQf3Yhs449udlcz7W/86Y2TNXgZFPVDv0aInXebbrKpxH3Oes/JNn1NH/3oR/M8sabNZeIpL7nii+LeT3aquWd6d8Wp3mDDiviUkMj/UFWoLeqvyU1OS7Z2pePYxVeQcwsUT+d2hsh/m7KSN0IuUx2v+ApqSeLp3M7wD55/vlrVb+79i7PVrUXv6C1GFnDmbDpg00FzjbXWmLz+da+fXHnllbKOdYe37JAP1mtN6OZC4fKJvpwUEP/e6kT/CLLzycYak/MvOF+4F154oZz48gnCnnvuOfnTn/40ocfrTXgdME4scHLOVbPxphsL30703cu88PsX6tpb9HXnnya/uJX64rXAfMCnuEceSWv0c/lhvT+feNMThSa//OUvJ7SEwb4A0M2H1vsnD/qkvX9eQ8zr9OmxheLndczyvijGTjvvNKFHeorv6M8dPXnxi140oRstpV8mn3nmbHkdfPJBV1at/3nlX4hEciu5rK2BtpNWHyUiI0YYBhH/r5b/DV61gZ1UvvMd75ycc+65k8MOO0xrnmqDa//YY/FFcKJr06m+1n722pMzvnsGfTl4YPLTn/5UavtFVGMbbURr9Onz+dlNP5vQlXH5t+8++07uy2vp+cso1z/X6emn/498vrOlFvkkfK3Ja1/3uoExvebkuut1TPvx//njPj9YH1tsTuvn6bXb+nl6PbPziT7G3377fXByLr3XAw48wN7/s9Z+1uQeuo8Am4w1ev+cg/e973061uieGn5/m2+5ubxei0GN/Ph71atfNbniih9P6K/rTrZ58zYag17TsceUXG6yCX3pIdtz6V4GbNT1hE/0Zc4hHy5awC+SSDH+OFMjW+tqdWvWO3qLkQsgUuR/mky1rla3TPaO3mLkAogU+Z8mU62r1S2TvaO3GLkAIkX+p8lU62p1y2Tv6C1GLoBID3X+pzi6/QhAiJfsyk+kbHQ/HRvHA/fzgEJnkPa0487EzLtE6+gn6f/RU2y+e8bpGiuHpwUy8hP52s9+VjqMHvHH21tpecyFF/MTaib0FA3+y7j8aExaukPP1j6clu5w04M/pU/SoQN8Wv9lL0101TK/B/rJnWLx0z/mzKEV+rS4nk6e6VGE28k6X36GNz8ab3Hq89xzz5N++XXy++ef6F/2spele+66i3R6VjjZOE28hIc+IHk/st6f1ujz+6MTAun73rvvJi7FFb6EpKd6LJw+9alD0pprrSExfnLNtWnLzbcUp+Sa+tU/5kNLeOj1yrpoWjbAG3049MSShXSNPumr0Jrh4+jpKEsusWQ6i9Y6781P3aFY+pdP+T4BSbS0lR1Ukbzjl05rs7MdbnGoM+cuWzjB+adD43jgOlDoDLk/fn36stgX8f/a+T+H7i/Za6+9pS6lXnL9cY386c4/yce366701B26j4Q3rr8dd9gx/emuO+WzXohqmm6wpY9Jx99/0tOqNtpwQ+G+caut0pW0vIU/NX4M5dJLLy33qfDnuewyy9CymFNkqQ9dDJFn9p9Bz9xv65/LZ216DO6hhx0ifZ5JS3f2pcdrchHutsfucs+JOHhH/fKY2Co/EWcRWrpzfl66w4+Tlaf1kJ+fskW/2Mn4l/qiHT8xYw9ewkavGRsvR9qS/iYGl7EUPbX9Ii3h4bX69KVd7gPgGBdcoMuDhsYfj395YbRfY4010qcO+RQ99nMRCUFX9GlJ3fX0ONLFE38OGH8fPUCX7vA4++IXv5CeREukdNBxTzH+Yv7hetSqIlG2XP9mi/mX8mTZKHkCknGtikJnYDNUkbyL8Rfzzz/n/Ksn+hgQMhR0V5uc5qCjzxekq4j0DO4D6Q9mXZB+8ctf0OibSks9csn00pe8lE5e95aTCg6zCz2yj67Uk3sif4iHH7fHg/dzR38u0VVLiWlr9En7Mf3BK36O/s20npi31eiA/trXviYdcMABPK/Syfhb6UT/zeLbYvPN6Sbba+XRd3wDrBDEo7vLqS9a/iB9cfzVn7h6eg09JvPAjx4g3J3pZly60mctLqZ7Cfg54j++8kr5w0L8pWDVVVelx3y+I/3Hf/yH8Rjwaz+Zbhr+7W9/J319if5C7hNXe4JwaEkC3WB8UDrr7LPludxsnFpwKr30xS9Nu++5R1r+0ctJm7POOktyxX76BSPxDYrzveGzhHQd1CanOejoM4PoC9L1Upuc5qCjzwyiL0jXS21ymoOOPjOIviBdL7XJaQ6C/jW6cZSf//7TG2+UYxs/QvaFL3xh4j/ExgOGb4Dnk2dsl19+efoM/W0HfgznvfT8fR5/K6y4fNrxLTumDfjRkbRxmD/RDeg8ds6kZ9/fe/e9chK+yEKz5I9rvetd70rL0T0w2GxM0+Mwf/ELGtO08R+LeulLy5hmG+qWx+Mee1Dd0om4BGND3vhknZb60Al1ecY9r+2Xm3HpezaPPY5xMt3UzuNlxRVXpD+Y9YrE982026dprPEf1vr9735HYabSl+im3CfSH/3ammPQIzxnLUIx+IbfHB/jj56wRX/c7hbp7tHLPTqtvdba9Jjdt9OFAXpUZuZuTnMI3/S/ON24TE/3stCcsxNOOIF0vg/nC/LoW3N6gM8S0vlqk9McdPSZQfQF6XqpTU5z0NFnBtEXpOulNjnNQUefGURfkK6X2uQ0Bx19ZhB9QbpeapPTHHT0mUH0Bel6qU1Oc9DRZwbRF6TrpTY5zUFHnxlEX5Cul9rkNAcdfWYQfUG6XmqT0xx09JlB9AXpeqlNTnPQ0WcG0Rek66U2Oc1BR58ZRF+Qrpfa5DQHHX1mEH1Bul5qk9McdPR5wvqKvtEHehswCV3szmnQgB3Hi6Uc23/961+n++imv5X4SR327d0z84saMI3F5yfkzJ1zf1p6mWULhZDvwuMcwYnipUcWyhXPZZZexg7wjpg7Lfz777s//fzWW+lGvsfQk0uWECq8kGxkTAuNxc9fCupNmfzXeO+55570WMrNQnRlHycYFVeormeDBux9F0udi6o/UTwzewdMheqcBg1EfEoUnxuWjNQ4Z9gJz8zmAZN4xK7O3//+93K1WZ/bXhoAQXI7xnPoC/ctdDK7NF2dX4au1pfNM4lLVxZv++Vt9NSZOfLc/Kpeher4BH/1m1+nOfffl1Z47Ip6hZ86/kvf/1ln8lN36JcAeuV85X5LOlHnv9T7h9//kZ7z/+gcQdx5nJTXxIjHGkv8IbniJWO3qfe39Fd3+QsM33hcfXieL1TXm0ED1rRYxrvTrj0zBxswiUfszmnQQMSnRP2l9WdJzB+Hicg/JbfUWslTsQFBcu48tlwaGPAOmIQuduc0aMBiFUvE97mwtBsY8A6YIv+UAcmLS45BA38f9cerhSZ0RQ/n2OXl2ac+7Qsd4peWjDzDY7DoR/eIH/nPV0mHK2T8QD3ER2Wp9AyPwYr6eziMP3m8Ji1V4zLhp0zxiX578oZPtJb+M/cYrPj8Hw6ff/tZ45OExKfZS8/wGMz4/OPzj/OfOP/T+WB4hnj4n3+4K/r5LYrwb9fbORneh8nywUtrTYDO7+Vgra19HGOVeGYy8OCDOqa1JhDxI/98AqFbrgwRViXk8nZmep+2nJ+9tSYQ9ffg60+u6NNfxk1Tc+mK/h5yoj8/eQc38p9zHvUX4y+Ov3H+gYkRxzWZIG2WJG/GZjJgLecHWGsCcfx78Mc/fAz2ecxP0onrTvTrlvaBwNx8MP4+IeW6FoAi6YoJDadyQsUdgoDOe9kxyOALI+LTh5eTqrlyGQMUGfmP+nv4j7+76Mbin/38FppHJrQsboW0DC3Li/rXeTPGPx8wMem5w0vMf3yEj+NvnH/E+Vd1iunmispelI5Bhof1+Set2+H3RJNBczrkz6TL+zfU8c3DAGmCzE6okMaL+F0+I//lm0xVW6p0+ao4KDDIqD/JANIBGeOP0qLflrt6ivEX4w/fJKu5RZWuXioOBhhkdkKFjPFHiYnxx9XR1VPMPzH//BXnnyleot983XPTDxUgu3NAm5/yvOVF52sMjSpNxTbg8KaIH/mP+sPBEIdFP/IU+zFTBlfhdX5yiW3A4U0x/mL8xfiL8ccziZ8XysyiqPM1hkaVRmIbcHhTzD8x/8T885fPP83SHT/EeCx63WMd3JU7m9BG2bT3v3eAM/pttY3hdY8jvmRgICWRf02K7aP++m8HMf5Grha1A8rrHsf8E/MPZWCgJGBUF+1j/on5R8/T8qTBdUN1MXi1ti0or3ucuxowRf1pUmwf40/Gn5zo+2/NWihcSLk6JWOWNqkw1G2x1pZchkUwkWfFweLmui/fWiO+JIvyFfmXApIik50cV9lWV5v6hDt85M0lRbyoP01Ts4/xF/MPrprF/MvzCW8x/0oaZHrVObbJTJ5t1SfcmH9L3WhCSlo4N3H88VkxHMefv/3xR6/oy1jVAWuQPwacUdlHMg64HW/SpFLU7ved24LmW6o6gm89jKsmldLzOzcb8rOADXKzeP998kYsVU4rpW/QuS3p8flbKjhtUX998YxYqpqqlL5B57akR/1ZKjhtUX998YxYqpqqlL5B57akR/1ZKjhtUX998YxYqpqqlL5B57akR/1ZKjht/0D1N6VP0ffFIG81G1xJZLP3Mkn1ESe6JTf/ddny7A/00t2CYj1qU+bxRhkfCaHmEac2lrYRP/If9YeZK48XGlS+KnS4wMcaY95i/MX8U5WBVAXvtFpyzfjSMYaSYv71Iw2JivHns6Ilg9ywxpi3mH9i/qnKQKqCd1otuWZ86RhDSf/s8w9d0Z9L6XHf5HAu4BI1lj9HmRZW7VnhzeKoV/YVUWm8HzEXwjxQ1Z4V3iK+5sEPlSpR2U1ixFwI80BV+8i/ZivqL1eNVofsq0IpRTViLoR5oKo9K7xF/jUPMf6lGKRGqkLJ6SExYi6EeaCqPSu8Rf1pHqL+pBikRqpCyekhMWIuhHmgqj0rvEX9aR7+WeqP1kfpR19VQ84BBG4eIc7QvQ2gDcnS7dDVC9eiEJ0xw4hPA5NGZuQ/6o/KwObofqR0ljKsYvz1Vw9dukqinDHDmH9i/on5N44/cfyN4+/D9Pg7sHTHH9wYD59WTHdclC9JuZvh5rn1dANHDq4RP/If9Yeh5GWMv7GRQVni5GAbLJ+YfyR7Mf+On7jE8ScPsMEBlK+DYpA1MsZfSchg+mL+ifmHCuMhnH9t6Y5UZq6/UqV6zCy1WgpUTuAH+NpWHXBDWr+VwSkOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXCLtJtxK6u1GAR1Nz0FXRVPaym6IQDI0rhDShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvaS1FNwQA2UUtBqWME3tPaym6IQDIEq5DShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvaS1FNwQA2UUtBqWME3tPaym6IQDIEq5DShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvaS1FNwQA2UUtBqWME3tPaym6IQDIEq5DShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvaS1FNwQA2UUtBqWME3tPaym6IQDIEq5DShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvaS1FNwQA2UUtBqWME3tPaym6IQDIEq5DShkn9p7WUnRDAJBd1GJQyjix97SWohsCgCzhOqSUcWLvoUWrtkbfugONJW98PZ8wFufDrVa3MgcOSG7bb+YVYJojwsaSt4gf+adaiPqzoYBBh5Gi4wQapFrbvXkFmOZosLHkLcZfjD+qhRh/NhRi/OnMgJmi1mqr+srevAJMKwRbFMQ+3mL+ifmHaiHmHxsKM5l/puihO3y6nweUjKzB3TADVsi6aflDCM2NgETH56bjeri9722YASukb0Ex+K3JH6mI+NWNiJSuyL+Om6g/GjMx/jkJ9eTRaCMzTG434o35J+bfOP7QGInjbxx/y8Ot+Zgb5x8P7fmHXNGvDlOmGGgOeb0Kpty/RMdLSGOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqEHlNsVATR7QwERcSKOCYIYaVG5TDNTkAQ1MxIU0KghmqMH/Z+9N4C8pimzhBDeQRRF1xgUFVND5zRu1aRRQcWVRQUccFdAREJ036Ogo0CguvKdog8oy8xBcePMGUUBEGkcUFRAa/BTcARVlG+xGBZRdQNn6fpEReSJPZNX9Q1/ZhKwfVJw4cTLjVtzMrLr1r3s7hN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSEQwe3bFGaGrSwA168e6mgNqXItn5p7mRFiFXiQeu55d3be67j7GsVr3MKZJdr//0+7dhrPXxpxUINenzr8+/vv6UleGOGJs9WalIdn397evvtDN4WGvL8ApcX3/7+jvD+ttc6NuQ0vHl0EGk88IloZxTFVFWhijMnEGIco/yf5kCDh2ojr2ev9e/j78+/3RN4IWBVhSDcwZJTTqHDvr6IxXgavT1t6+/ff3t66+uCbww0IpqcM4gqUnn0IHq2Ovrzx1ff5oL/WYhl9JO++QJJRee3rEBNF1VK6qu65li7AIHFp1b4+JygqpqRdV1IVOMXeDAonNrXNzzSynKv7+sRdG6jRSPKca1kkAWnVsD7XC0aruRxkwxrj0BWXRuDbQ9f1st9UeKxxTjWkkgi86tgbbXv62W+iPFY4pxrSSQRefWQNvr31ZL/ZHiMcW4VhLIonNroO31b6ul/kjxmGJcKwlk0bk10Pb6t9VSf6R4TDGulQSy6NwaaHv9/UJ/esHwRRpSOHRQK6poGp+DiMFa0+gZh4h9kYUUDh1wA8HT+CxDDNaaRs84RHr+/EUaqpBDB1wwwdP4LEMM1ppGzzhEev17/fv4oxni0AFPGMHT+CxDDNaaRs84RPr86/Ovzz+aIQ4d8IQRPI3PMsRgrWn0jEOkz78+//7c+ScX+stkjNF9ex9xDnjUOf7VJZf6kK0DMve0orjSlprnFznJDyauKGhZybaCAM0LYbay4QHG/EsgGc+xoaVJ8geSnr/Xv4+/Pv/y2qGLgS4Nff3p628///Tzb7/+6Ndfd/b15zprPcYuP/M1rlzP+hUrnX/sfCwR+Q+PG5VGYoKQ3IavDRxFxdz5/Y4+ZdCOarOKPIOAfKFfr8Xz4eXDtF7aFvkFrSjxZaLINivrp1QJ6jb2svNF27KiLb0jiUR6fql3rkepPErT6x+mnIyfPv76/OvrT19/+/mnn3/79Ue//rrzrj+f+ARc6OfrMNvilWy9sjae92iRbWxVr+EqYrXi2MTDLa1+/gez8CkjdElqg7SnmL5A9eUyM/A5rxC4Q+8vYwh6frlU1/LRBSrV0iDtKdbrL8XQevTx1+efrC35065veWwIETgPOujrT19/+vqbl9F+/vF7snSONUh7ivXzrxRD69HPv/fm8y/d0ffznoEwmDPFRFkSmPLmtFx43EHphnxv14CBhImeX5dkLomXr9ffT1deHwd9/GkpqB4+bhowkDDR51+ff3JJxEPCh09ff/r6Uy6XfXw46OuvloLq4fOmAQMJE3397evv8q2/dKFvAykOp3IzjEkdj0QoND/v81ZvoFUdEKwpeW8Rjjt2AD0RCs3P+7z1/FYH/nCGisFCUW2tIernWgdQE6HQ/LzPG9r3/LVOQLBWKd5bhOOOHUBPhELz8z5vvf5Whz7+6jgBgkWFqrUIxx07gJoIhebnfd76+LM69PFXxwkQLCpUrUU47tgB1EQoND/v89bHn9Whj786ToBgUaFqLcJxxw6gJkKh+Xmft3vj+NMLfX/ZDuwF8zcHPOSgaGBaftQHWWw0PC6tV/xNXTy0rACJi3XBXD5EMTHYQd89v4xaG7ZTa4S3wQW9/lqB0XqALDYaGuSooQh6/WM5UcJSIjctP+qDLDaaXn+UB0Xt61+ff3396euPVMCXBgdYJIpt+VEfZLHRUBL0KYI+/rQYqFx9I5av/vWOPi3q3AUSwHIMuMYqQgxWI4MwET2/D2rULFtUCJZjwDVWEWKwGhmEiej17/UviyrGTLYYIbAcA66xihCD1cggTEQff3389fGH6eIWMwTWAwRqrCIKK9TIIExEn399/vX5106b+8z5r17o8yHS/K+rBAuAW2G9MIBi1EqziTzg6V98aUVtt63v+mFgyLi4AhH1/L3+ffzVPzLWySGonUSt7+JhYMi4uAIR9fnX51+ff33+1UWBULuItL5Lh4Eh4+IKRNTXn77+3J/Wn3ihrxNAPthiSkz5lI8wXxDYBGumGVy1eZevIaS8hUeY+ws/ktHzj95l4HrhzbJaNhWFqzbvev37+Ovzr68/shDIIo/lQRcGWxzkAqiv//38V0ZEP//28+/IXX5eL/r1h1XD1tJmRYWrNu/uuesvu9DHC7LXXF4QLfh8ShjRUrPlg+gLllpHijyCJJ8Noi9Y6iVS5BEk+WwQfcFSL5EijyDJZ4PoC5Z6iRR5BEk+G0RfsNRLpMgjSPLZIPqCpV4iRR5Bks8G0Rcs9RIp8giSfDaIvmCpl0iRR5Dks0H0BUu9RIo8giSfDaIvWOolUuQRJPlsEH3BUi+RIo8gyWeD6AuWeokUeQRJPhtEX7DUS6TII0jy2SD6gqVeIkUeQZLPBtEXLPUSKfIIknw2iL5gqZdIkUeQ5LNB9AVLvUSKPIIknw2iL1jqJVLkEST5bBB9wVIvkSKPIMlng+gLlnqJFHkEST4bRF+w1EukyCNI8tkg+oKlXiJFHkGSzwbRFyz1EinyCJL8dmG8o+/ykd5GKJUrT0GHDvxjQmVG7iZ57gxYWQIjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfeW2VGM5RE2bCy0COURpSnoEMH3ltlRjOURNmwstAjlEaUp6BDB95bZUYzlETZsLLQI5RGlKegQwfW22SyTP7BLPlzfvl7ZQ2XBJSWY8CwVd0iVjCGTn4Ttufv9e/jTyfE+Ayxv65xDBgWs2loWcEYyj7/+vrT1/9+/rP1YHyF6OtPPj1xbYBhsZoOLSsYQ9nX377+3vXrL93RL4NQDQ9I5vPg5BgG6x233lpAeB4U/arAVTWfUw7ueFJSemsBPf/I41laIK9Sr38Yl3kgcW1oYN1B6K0F9PHXx58/D45xpQPER0kdb045uIMjLsq8tYA+/vr46+MP86PMDDU+S/r8C+tSrhXXBrW749ZbC+jrz923/tCFfnyz/A0B3bwx/D0d01ILQLXlX3FDP2ohCGRwBgoheGD0/DJIwl1wqhig2l7/4e8LoEBhyAVnoBCij7+6MPX51+dfX39sybC1glYMQLV9/e3rr9yxnfvsEqLZwRDygBD9/NPPPxhHy33+led28piSgdVMR+7JR1sFA30NaW/2ljTDFS4sDedBfz1/vZIItTVnUK+gQYFhSxAubK+/FMamzqCeffz18Ycr2TC3zBmMl6DBBIMtQbiwff5JYfr8y6NjMJ76+tPXn77+lIVzaAbzJUiwwMKWIFzY+9H6u0J+RL/5uEmHLwtQDpcB5/UJRTVnEGuIxtVGyo0EmOr5e/37+MPFEC6LhhOQ50ydXFU3iEtIuZEAU33+9fnX51+ff3kl4XWhriyGBrGGaFxtpNxIgKm+/vT1p68/f/760zy6w1Msz0X2GdvkDuFCoY2pZc9/b4Jm6t2KNgf7jHt+rcBISXr9rSi+7+Nv+Omgz78pdwvbCcU+477+9PVHKjAyJEBaSPZ9/enrj12nlUUjjxsZF6N369sBxT7j0tUI1cefFcX3ff7p/NMLff7UbAMlD6QyOrViXjYdYRi3lY1MGYbVZGFeFUcHdx739VNrz6/Fknr1+usA0kGmOz2vZi6ONoupdvzMW4aU6Pr4szI1+z7/+vqDu2Z9/c3rSd76+qtl0OXV1timMmW1tZhq+/pbx40VpJYl16aff7gqjvv5564//9gdfZ2rNmEd5rcBV1T+lkwHuV3etElwjOf9IOxJV7ClYiDg1uM4NAnOUD8IZ6L8c5kOc7N+/MPiTWFCTYMzbDAIe9H7+++lyGXr4284eKYwYUwFZ9hgEPai9/Hnpchl6+NvOHimMGFMBWfYYBD2ovfx56XIZevjbzh4pjBhTAVn2GAQ9qL38eelyGW7D42/FexX9Hkw6KEWgoZEoTmaReZPCaJbCU/kQrp+9xy9jH2lAjH0nq1UfEoKo6cEe36rgJSn17+Pvz7/sHKX9UIWFR4VPll8hc+6vPX1p6+/YRjoqMg7G0llPGFYebQA4fv6yzMNherzj6tiowW1yV7GeevrT19/wjDQUZF3NlrKmOGh4woTyR39ZRKmT3I4F5JwWnuSzAlD++zkzfNYVPdBaLK8n0JXwe2g0D47eev5rQ48VEKhSljMFLoKbgeF9r3+Vq0+/sqosdGh+zBQ6qCaQlfB7aDQPjt56/W3OvT5r4NBx0gYKKU8YqbQVXA7KLTPTt76+LM69PGng0HHSBgopTxiptBVcDsotM9O3vr4szrcX8afPB9lb30YDaUGMPjyiGjGvtsA2Zit3Q4/vS/70y3psk+frE/NPOqNm6YHPmKVsS4kqfSSn2+7g/mvPe3cdMNPlqSV139MevhLn1HG9DB/SFZfaKDVWc783EHttucf3r2gStVCEVlgr/9yjX8uYC3r8o2/q666Kh100EHpOZtskl7ykpfc7fn5GJZ3/nPb5Tn+P970x3ToZw5NT3va09Jmm21Wu+nj737x/teLn/rWK+rvf3//l+P6g0fP8qw/ffxx5Qj3+fdnz7+RR3dKgbW4GftHP6r87XzKzKMb22hzG/63XnVDOn/HQzTDup/YKT3kCY9Eq3Jxn93RDub8lHvpwSela75xVlptk6emx++5de3TUZl+YqZ+cLkbjn/ODy49f3nrl//918GB93q0eX//tbhzjP8Tvva1tNf/2is96UlPTkcffTSq6bZU0P0AJLhs2bJ01llnpzXWeFhaZ911Q9hXjzny28V9bjb6Bs45/2d9/6+6+qq0+Wabp5duuWXae++9+/jT0t999Q+DpK9/ffz18Xe3rn99/lEF7mPrjz+6o4c4cvaOVPFAwlJ9DFoAYViXFeLWq29IF+x4sF5t64X+WnKh35xXYtvigYT1jg1c9skT09VfPzutusn6aa33vGJ4URDakUMQXUaqeCBhIXZrAYRhm3BxKUoQ2kgVDyQsxG4tgDBsEy4uRQlCG6nigYSF2K0FEIZtwsWlKEFoI1U8kLAQu7UAwrBNuLgUJQhtpIoHEhZitxZAGLYJF5eiBKGNVPFAwkLs1gIIwzbh4lKU4I03/jEdddQR6RnPnJc2mDcvaqGD9Y4BJunqq69JL5G74s97znPSgf/+73Fah3bkEKw98ZJQBNDBQuzWAgjDNuHi1uhVV16VNtvCLvQ//OEPa7xGs1s8kLClp2osgDCsxwNBDkFoI1U8kLAQu7UAwrBNuLgUJQhtpIoHEhZitxZAGLYJF5eiBKGNVPFAwkLs1gIIwzbh4lKUILSRKh5IWIjdWgBh2CZcXIoShDZSxQMJC7FbCyAM24SLS1GC0EaqeCBhIXZrAYRhm3BxKUoQ2kgVDyQsxG4tgDBsEy4uRQlCG6nigYSF2K0FEIZtwsWlKEFoI1U8kLAQu7UAwrBNuLgUJQhtpIoHEhZitxZAGLYJF5eiBKGNVPFAwkLs1gIIwzbh4lKUILSRKh5IWIjdWgBh2CZcXIoShDZSxQMJC7FbCyCs1r+MG1hvMQpiN0MJuqqRljE/X+if/8ZPylM5k7TuQXJH/4lyod9KayeOTDJd+NtDTk7XfvMnckd//fT4d79C2rXa6jsCgPVsQ2CS6cJhpGWq7wgAdpjWGZNMFw4jLVN9RwCwnm0ITDJdOIy0TPUdAcAO0zpjkunCYaRlqu8IANazDYFJpguHkZapviMA2GFaZ0wyXTiMtEz1HQHAerYhMMl0YY5cc83V+vjLczZ5Tvr3f/83YfgTfG3rCAB2mNYZk0wXDiMtU31HAq66Ru7ov2TztOVLt0y40PekBKyNt6SIwWGkZarvCAB20GslTDJdOIy0TPUdAcDWdANkkunCYaRlqu8IAHaQtRImmS4cRlqm+o4AYGu6ATLJdOEw0jLVdwQAO8haCZNMFw4jLVN9RwCwNd0AmWS6cBhpmeo7AoAdZK2ESaYLh5GWqb4jANiaboBMMl04jLRM9R0BwA6yVsIk04XDSMtU3xEAbE03QCaZLhxGWqb6jgBgB1krYZLpwmGkZarvCAC2phsgk0wXDiMtU31HALCDrJUwyXThMCIPTfsz+t4PZNnmLZ+gBeMZF4SNpdM3ArC57XDzqIBbr7k+XbDDJzWFXujroztQZJu35c9/ab7Ql0d3Vt1YLvT3zBf6dUPvdu3vXhX4h4LZ88eLGupaoGdU4B6JwGWbt+U//p6fLyqtitijuveV9//A/Q9IZ37/zLT/fvulT33q0+nMM89ID3nISum5z31u2m677dI666yDQ1ebj/8bXz8hfevkU9KPf/Kj9PCHr5Hmbzg/veYfXpOe8pSnSNQqdPnll6W3v/3taYsttkw77/wmnf8HHCi5zjgz7fPRfdIhnzg4/fiss9KDHvjAtOGzNky77bpresQj1tT2//mfh6Xjjz8+LV26NK288srpMY95TFpvvfX04nla/Q84wPree+8PpoMP+aQ89vMT6e8R6c1vfkt66cu2TP9x6P9Lx3/1+HTN1demp/7N+ukd//L29Ld/93dh/Tnt9G+nz3/u8HThhRelBz3oQWn99ddPb3nLW9LfiQ7bkqVL0h4LFqSXv2yrdP0Nf0gnnnhSuvx3l6czvntGynf0t9his7TFli+V1yqP7si2TH6rYN9990ln/eTs9LptX5devc2rfXp9/RvfSCefdFL64Y9+mB7/uMeljTbaOO2wwxvT6qs/DOmSHteZZ6b3v//98v58Kp19zjnpzVLPnXaUmpaf9HWxAlQo27z1+a9j8i44//T6Y6zZSLM9uD7+rB59/vX5J3PhL3z9WUF+dCdf7pcTCk/4iMcVYGGbNrlr/Ucimi8CijzX7bZrbkwX/OPBaYUVJ2mdg3aWZ/TzhcL4NiWDiMtEpFP+ZYeclK7+plzob7ReWmvPV4pmPH9uOf2CLwfrtjz50ar+QxA9f/gibnn/e/1lpOjAGh9dGEfZjismacGCPdKpp56SnvCEJ6YrrrwyzXvmM9IlSy9JSy5Zmh7z149Jn//859PDHra6tLcf1zz22EVpn4UL00PkAnzevGemK39/RbrwovPlgn/NdNhh/5ke+9jHatp8kb6NXNS++tXbpD333FPz5wvkU089Nf31X/+1XEg/OK211uPSD3/4o3TzzTel+fM31AvZ3Pj4r3wlnbL41HT6aaenNddcU1/TWmuvnd62y1u179wZ1k07sHwc79bj+Ku//qv0sNUfnh796Eel73//B+mWW25OG2+8sVxM/yhtOH9++sMf/pDOkYvlVVddLX35y4v0g0quzte//o30gQ/slVZbdZX09Kc/Xe7OX53O/fm58qHnIemw//x/6cnrra8rxAUXXJi223bbtIa8rmuvvSatu/Y6ac1HrpEOPviTKX8BeXN5dGfLLexCPz+muffeH0pfkePZ5tWvTnu+5z1lPUvCHZ8+9KH/nVZZZdX0jGc8Pf36179JS5YsTfM3mCd9HZweIB+A8vzfY4890mJ5f9Z45CPTrTffIh941k9bvfzl6eVbb2Urlr6x4++uFctLRiscImgHC760uZ31t88/qVOv/5QPnM1YElfHS6Ax7mBDUMf/XOf/Pv6kXn389fF3N1x/58mYr/Xr5o6DGpuCoJS7X7rBuhwCJyq49dobJ7fI//4iXOugiqcgKJH31j/eMrlN+rxNrG4Q3E77qL2dRtQXlMgP6xIInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFjbf77gsm8+ZvMNlqq60m11xznUZz/v3333+ywQYbTD74wQ/63Pr10ksmG2644UR+RWfyu8sv954WHXecat/85je7dsmSXym3cOFC1+2+YHfldtttt8ltt92m/HXXJ+GodgAAQABJREFU/WHyope8WPnf/vYyzy8Xzcq94x3v8D69owbkI919d+v7f+31v0p02eTkk0/WPp4lr/nHP/6xt/rABz4wmSfH9u3TT1cut5cvz07+8R93mFx00UUT1P+II47Q9od++lBve/755yu3ycYbT773ve95+wyuvOLKyQbzNpi8/33vE2/ZZJ999lHtxz76UdVh95vf/Gay0UYbTV7+spdNrpA2eKc++MG95XXNmxx++Ocg1eOaP2/+5J3vfOfk5ptucp4B2ivnjgOWjmIocdywLobAiQhC2B0HUTziQYm8sC6FwIkIQtgdB1E84kGJvLAuhcCJCELYHQdRPOJBibywLoXAiQhC2B0HUTziQYm8sC6FwIkIQtgdB1E84kGJvLAuhcCJCELYHQdRPOJBibywLoXAiQhC2B0HUTziQYm8sC6FwIkIQtgdB1E84kGJvLAuhcCJCELYHQdRPOJBibywLoXAiQhC2B0HUTziQYm8sC6FwIkIQtgdB1E84kGJvLAuhcCJCELYHQdRPOJBibywLhWBXug7IcAaoalFAjfohVuP4dqXItlVZqi3WFQErucfFm1OptZSkewqM2xosagIXK//sGhzMrWWimRXmWFDi0VF4Jr64wL5xJNODJ3dcsstk+e/4PmTbbZ5lfNf/drX9EL2qC8c5RzAG9/4xsnGm2wyuVna5Ve4ZMkSuWidP1m4z8LyepdNFuSL8XnzJmeffQ6aqX3ve9872UA+bPz4Rz90Xi/0hXvHO97unB6H7OLRWViPY/78yS/PO08IU9x0083a7+u23c65fBUvd++V/8LRX/C+x4A8kiMX6vMm8hcJDedezz/vfL0Yzxfe7XblVVfqB4j3ve+9k/3220+Pf/8D9vfjt05q/kXHLQpdXHfttfrBQP7y4fzuu++m3Lnnnmv9TDl+NLAjt/0o17z/0Ey3tS9FsqvMsJXFoiJwPf+waHMytZaKZFeZYUOLRUXgev2HRZuTqbVUJLvKDBtaLCoC1+s/LNqcTK2lItlVZtjQYlERuF7/YdHmZKx6zTP69Cc4hw7073Ls5T9tl5+XvZ2nf7hV/PNe9Ejn0EHPLxXgavT69/G3xx4L0imnLk5fXrQorfWEtcJ02nnnndNPf/qzdPrpi9NKK62c8jP2Rx1xZDr00P+QX9N5etDKnft03KJj0+clnp9tXyqPoWwjj+3YozvvVe0CeXTnFHl059RTTpHn0OVxIBmMef7/52GHpYMP+kQ6+JOfSM9+1kaqvfoq+TLu5pul5zznufJl3AOFG/7hn19A7js/4rJYHvdZZRX59zTKQJ8/f4P0rGc9Ox1yyCEqz7TcyU+77bZr2nXX3eV7CNv6X7+/deq30g9+8MP03xddlK677rokd97TH//4J/l3AF4kz9l/VNtfeMEFadttt0/bv2G7tOu7duWXkK6+6kp5zVsYV/Kf8d3vpAc9+CGuy/S/HXhgOvLII+T5/SS/uf9UyS+PReVirJjSL3/xS/1uwYknnqht7NGqb6XTcFze0xgoSXPIoQNtwB7qrxwHBl3PGSQ16Rw66PmlAlyNXv++/vbrnzIneGLQimJwziCpSefQgerY6/Pvjs+/5kK/WciktNNPz1ZyLjy9YwPYqtUfacwU40GHZcmdW1Nbma6qFVXXhUwxdoEDi86tcfHg1Wq7kcZMMa49AVl0bg20eF+rWlF1XcgUYxc4sOjcGhf345dSlH9/WouidRspHlOMayWBLCqP7qTF8jz8CfIF20c/6tEIqt1ll13kwvf7cmG+OK26+mrybP5H5GL+uPTZww9PT/ubvwkfzj/+8Y+no79wdPoPeZ796fLl1fyM/qu22Sb9Q342XZ7Rz1u+GM/P6J9+2mnpoas8VBg7osM/+9l00CcOSp+QL+hu9Oxnq/bqq8uv7sjPa/67/Lymvdp6RIqqa32fcmpafPppadV8oS9bDufn8p8tfebn3rHlZ/933e1dKR/76+R5+7xG7S1fnv3yl/8rPegBD0x/+z/+Vp7xf7T+lv/JJ5+UNnvJZmnhvvvqq71QntHfVr6kvN3226fd8oU+LXD4ec188s7Jc/5XvuIVaa+99kJqtQs/sjAtOu5Yfd7+iWuvna/v9TsH+cRznlzoy+M7+uXbLF6wYHf5ALM4nSo1W7XULPO577FHM5XPAtkYG8N7i86tqfpWrf5IY6YY156ALDq3BlocS1Urqq4LmWLsAgcWnVvj4lLLqlZUXRcyxdgFDiw6t8bFPb+U4q5Y/3r9wxJWB1yD2tGq/kjxmGLcdCeuRefW1FatWv2Rxkwxrj0BWXRuDbTDV6vtRhozxbj2BGTRuTXQ3vP5/dGd+McS/lvAsvKnFlI4dMANBE/jswwxWGsaPeMQufzwb0+WfOBo+f+LkyuOObN24X2xPuPpvdVY1ESP+7vnj99eG71Chw74Bffjvx+9/3IhKY+GzJ985//7Do0BGxebb77F5GXyHDm2RYsW6aMsX/3q8YMx8j//+Z/l+f1nTW68Ub4vI1t+dCc/479w4UdKNZdNdt9NcsnjONf/4QbVYC4ddthnVXvmmTI3dVs2kX98Sl+XPqNfWMSiNW83fUZ//uT6668P6vzozT/v8lbh6lg/bfFpk/lyzEcddaRqr7rq6sl8eexn6623lvb5tZn24ovtewbvfve7vc/zzz9PtBvIdxj2cy6D3OLKK+UZfTnmF73whZMbbrhh8prXvEb8eZNjvnRsUWTlZHKs+Dn/N7/5DSMG+/pa8eiOva4sRAzWGkePO+zrj9WGKuTQAReMatzQ6qINrGmix+16/a02VCGHDrhggqfxWYYYrDWNnnGIWIwUDh1wA8HT+CxDDNaaRs84RCxGCocOuIHgaXyWIQZrTaNnHCIWI4VDB9xA8DQ+yxCDtabRMw4Ri5HCoQNuIHgan2WIwVrT6BmHiMVI4dABNxA8jc8yxGCtafSMQ8RipHDogBsInsZnGWKw1jR6xiFiMVI4dMANBA95udBvSHcdNJ1UNyqwIJZ4CIpT/OEjVkHoOgKTJe8/evKLrT82OVf+v+SjX/EXEFvedfk9YQN6fi5Ir38YD61T/FnGP1eZce4Sz+jvuOMOk5tvLV8+F/6YLx6jF6277rqreKKU//Lz7/Pki6Gvec1r/YI+B37wgx/ol3Rf+9rX+LRbsnTky7hyMZ6/BIuL8XJIk8MOO0wviM848wx/eddeY8+r//3f/73nz8Fpx28XxPMGHyLyhbf8ZcL7zeC0007TYzvyKPuugX3Bdt7kLf/0T1UnLw5fSH7Pu/fw4zrvvAuk7Xy60MdR5Av9K/Q7DO8rX8bNH3Y23XRT/eLtT8+p30vIz9vn1/XGHXaY/OlPfyo5l00uu/yyiTyqM5Gf0fR8+f2RX+KR47IPMNOO31+4vxwHHmpBVPT5F+rROsXv9Z97FOE87QO4lZMfSiwNg986vf5auT7+aABZRSLh48ZBjJMXFX38hXo0Dj26E/8IUX8QsqL6h4iCYhMPtzR8s7z3JgKgMq5mnaQlex2TbjxrqWpWf95T0+MWbA3R6N+tYk+1Z87caqoKXeMHCesrsQjth51osKXhm+U99TXH8eOVsHo0UREgH/TwOTM4aPrxx4rUd72iWqsphZ5Co+e7ov4L5Bn9U+XRkFXlZyXXevzj00byU5S/lmfTF8sjNg9+8IPTZ+Wxmvx4SXkaJR24/37pyKO+kNZZ90npec99jvzDVtekU+SZ+/wTmYfI79c/4xnP0KPIvzf/6m3+QZ7Rf1V6z57v1fb66I48JiR31MNz9J/97OHpoIP+TzpEHq95ljxmg+N98YtfLD9heW163qabphds+rz0ir9/lf/5HhrUND/iko9DLuK1b1Q9P6O/ofT5yYPtGf2sP12e0ZcPMGnBbrun1+Vn9KWzLbfcQn4H/0r5ecwt0nrrrye/e39Wkl/VkeO6Ob34JS9JH5VHd3LOiy48X5/R327718tv/78L6cVO5Oc1r06bby4/r7nllvooUP5B0tNOW5x2k0eWHrXmo9IRR3xen7/PjT72sY+lY47+YnrSU56cNt30+em2225NX5V/O+BK+YnOj8j3HbaQfvKG7zV8W45rZXkkCY8vtMff51+sCN7/XJe+/tlP4+qA4l0smUdaGr5Z3nsTAVAZV6teEasVxyYebmn4ZnnvTQRAZVzNWhGrFccmHm5p+GZ5700EQGVczVoRqxXHJh5uafhmee9NBEBlXM1aEasVxyYebmn4ZnnvTQRAZVzNWhGrFccmHm5p+GZ5700EQGVczVoRqxXHJh5uafhmee9NBEBlXM1aEasVxyYebmn4ZnnvTQRAZVzNWhGrFccmHm7p7OujO/iUGT4T0ScCg7SnmH7yrx3Q560MRRi0Tbi4tTmJCf5qr2Pkjv5H9a7+JR//atNnzlHE1Ma6zrHxnMzW5iQeQCN0TzFNUDvgbgWLMGibcHFrcxIPoBG6p1jPL8WoBWwKnGMNNeLW5iQeQCN0T7F7uv56J1x+Cef73//+5HWvfZ3eac6P4Oy0046TM8747uD4889iyjPzk3ynPd+VluffJ296086T00//tpSqHtglS5fKnegN5Ccm6Vd35Ndk8h39G663x3uslMsmn9U7+htMvnem/VwlSvytb5082XKLLeVxn/mTHeTu97Qt1z/fCc8/TZkfmdGtvJT8mM0ub62P7mT6tMWn26/ufCH/6o4w0kG+qy//6JceU75jn4/v9NPlzr/8XOae8qtA2C688ELVyD9kBcqHzxX5jr4c3157fSDU7RMHH6J35eUf37IKScrblt02OfDAAyevfOUr9JeIcrutt9p6csIJJ3i/uZMF8vOn+fj9uCgK+Jc8/lB/PZbynuG4LFa9aagfv1WG5x9NxQKtuLoPdRanFrApcY411Ihbm5N4AI3QPcX6+y/FqAVsqptjDTXi1uYkHkAjdE+xXn8pRi1gU90ca6gRtzYn8QAaoXuK/aXUn+7o+wcCA+3HgvCJo3zKGGj0o4Moyx0IjzsoH1zIb9K6O5Aw0fNrjbkkVLhe//vP+FvwbvuCrN4Jf+gq+ssxKz7wQfKPTq1ONwlooCg0/yr5lZmHSpuVVlrJR48DamIcE8s3//JfC1ZY4QHyj2w98C6f/9fJP4J10y23pkfJP1BVlyx67QrJ9wNuwEDCRDx++VnO9IAHPCA9/GEPl05KLHfnTRzc5cff8/f69/X//rP+y6VWs/Xx38f/cPzThb6djOiUNHqeslFFKoW1bY7XsVd1QLDN6BS39oH2rnWAVkQoND/v84b26DNzaAGbubjVPtDetQ7QggiF5ud93tC+Zq2IWprY97UPtHetA4iJUGh+3ucN7WvWiqiliX1f+0B71zqAmAiF5ud93tC+Zq2IWprY97UPtHetA4iJUGh+3ucN7WvWiqiliX1f+0B71zqAmAiF5ud93tC+Zq2IWprY97UPtHetA4grIXeM06mLT9F/hTY/GpI3tK9ZK6ot0ResRTju2EHUqqcxE+R93np+q0OtekWDUkLa1z8dOVwfxw5QLCIUmp/3eevjz+pQR11FVDmIiq01RP1c6wBNiFBoft7nDe1r1oqopYl9X/tAe9c6gJgIhebnfd7QvmatiFqa2Pe1D7R3rQOIiVBoft7nDe1r1oqopYl9X/tAe9c6gJgIhebnfd7QvmatiFqa2Pe1D7R3rQOIiVBoft7nDe1r1oqopYl9X/tAe9c6gJgIhebnfd7QvmatiFqa2Pe1D7R3rQOIiVBoft7nDe1r1oqopYl9X/tAe9c6gJgIhebnfd7QvmYVTv+SgSC11xb4oVJxPORAFXXX8qM+yGKjoSSl255f3iF721C5+kbU0ityAWontr7jpbYQxcKDHfTd63+vrz9+8lIeZ0mrrJp/8rJs/qayD7K//zo5Yhn6+oPh4WNIiL7+aDW8NA5QJJ5fxLU69UEWG00ffygPytjPP33+9fVHZ4NPDQeYJMW2fOPXO/o0qbgL6GE5BlxjFSEGq5FBmIie3yc1apYtKgTLMeAaqwgxWI0MwkT0+v9F1v93v/tduv6GG9I6a69drsn40x3e/eZzntP9/Zc33arRx/9f5PjPb14dxRX5EC9AI4MwEf397+9/uajksYMRAssx4BqrCDFYjQzCRPTx18ffXTj+6oU+RmS2NP6Ubn3XDgNDxsUViGgi/1pMeZKo8kBtJ60P3eCFDl+6Sxn0/L3+ffz1+YeLfF4bMm7Xm9Z3/TAwZFxcgYj6+tfX/37+G78p0eefLBVcmqmLyjAwZOqy46ivP/e79Tde6OsAoDE25VMmDxgMSBtgzTCDqzbv8jlUlrfCI8z9TWSA+xjv+Uc/5XK9UCyrZVNRuGrzrte/j78+//r6IwuBLLJYHnRhsMVBToB9/e3nnzIi+vm3n39H7jLzetGvP6watpY2KypctXl3z11/2YU+XpC95vKCaMHnU8KIlpotH0RfsNQ6UuQRJPlsEH3BUi+RIo8gyWeD6AuWeokUeQRJPhtEX7DUS6TII0jy2SD6gqVeIkUeQZLPBtEXLPUSKfIIknw2iL5gqZdIkUeQ5LNB9AVLvUSKPIIknw2iL1jqJVLkEST5bBB9wVIvkSKPIMlng+gLlnqJFHkEST4bRF+w1EukyCNI8tkg+oKlXiJFHkGSzwbRFyz1EinyCJJ8Noi+YKmXSJFHkOSzQfQFS71EijyCJJ8Noi9Y6iVS5BEk+WwQfcFSL5EijyDJZ4PoC5Z6iRR5BEk+G0RfsNRLpMgjSPLZIPqCpV4iRR5Bks8G0Rcs9RIp8giSfDaIvmCpl0iRR5DktwvjHX2Xj/Q2QqlceQo6dOAfEyozcjfJc2fAyhIYoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTrw3iozmqEkyoaVhR6hNKI8BR068N4qM5qhJMqGlYUeoTSiPAUdOvDeKjOaoSTKhpWFHqE0ojwFHTqw3uxfFJA/55e/V9ZwSUBpOQYMW9UtYgVj6OR3X+XvxT2/1WO8QvbXFY4Bw6KaQ8sKxlD2+vfx1+dfX3/6+pMrML5C9vU3Xx5wbYBhbfSM7VnBGNp+/unnn37+uavPP3RHv0xCNTwhmc+Tk2OYrHfcemsB4XlQ9KsCV9V8Tjm440lJ6a0F9Pwjj2dpgbxKvf5hXOaBxLWhgXUHobcW0MdfH3/+PDjGlQ4QHyV1vDnl4A6OuCjz1gL6+Ovjr48/zI8yM9T4LOnzL6xLuVZcG9TujltvLaCvP3ff+kMX+vHN8jcEdPPG8Pd0TEstANXSv9SGvu7AYEEX3IQHRs8vgyT8FYYqBtjrL0Xq42/4+yYYID67BmCgEKLPv7ow9/Wnrz99/bVlw9YKWjEA1fb1t6+/csc+nGEwQAIZnIFCiH7++TPOP/kfzMoVHkxHPpOFt8CcgT5o8DbBliBcWLrgH/TX89czaahtr3+uwGC8hBphgMGWIFzYPv6kMLYED+rZ51+ff7iSDXPLnMF4CRpMMNgShAvb558Ups+/PDoG46mvP3396etPWTiHZjBfggQLLKwMpckymVHx4xYtvzIBc7gUvDYLvaoziDVE49Y2IwGmev5e/z7+cDGAy4I+/9oK8JpRF5eqGsQlpNxIgKm+/vT1p68/ff3JKwmvC3VlMTSINUTjaiPlRgJM9fWnrz93xvrTPLrDQyyPRfYZ2+AO4UKhjallz39vgWbqp/U2B/uMe36twEhJev2tKL7v42/46aDPvyl3y9oJxT7jvv709UcqMDIkQFpI9n396etPcyNV7p729Wf0bn07odhn3Nff5V1/9UKfPzXaQpW7KaNT62tFzvu8YdxWNjKmor02lN3omysZ6a8GPX9TZS2y7vS80uvfx1+cbTY2bLYx7vPPK5DLkmdPX3+8JAz6+lvvGvbzj04WGR79/K9zRJdU3fXzb1k0+vnHClFHRaxIKVM1OqVkdw+ef+yOvr5ietn6wuR14vXXlzwVhSbBGTYZhDNR/rlKh7lZzz8s3hQm1DQ4wwaDsBd9BbtJNRAM+2iZ0CQ4rXJwKjWiv/9SqF5/H4p52PT5P5w8U5gw5YIzbDAIe9H7+PNS5LL18TccPFOYMKaCM2wwCHvR+/jzUuSy9fE3HDxTmDCmgjNsMAh70e+7428FeUQ//3GRNj3q4lNJCs3RLDJ/ShC9SngiF3L1u9foZewrBYih92zlFU5JYfSUYM9vFZDy9Pr38dfnH1a6sl7IosKjwieLn2GzLm99/enrbxgGOiryzkZSGU8YVh4tQPi+/vJMQ6H6/OOq2GhBbbKXcd76+tPXnzAMdFTknY2WMmZ46LjCRHJHf5mE6ZMMzoUknNaeJHPC0D47efM8FtV9EJos76fQVXA7KLTPTt56fqsDD5VQqBIWM4WugttBoX2vv1Wrj78yamx06D4MlDqoptBVcDsotM9O3nr9rQ59/utg0DESBkopj5gpdBXcDgrts5O3Pv6sDn386WDQMRIGSimPmCl0FdwOCu2zk7c+/qwO95fxJzf07a0Po6HUAAZfHhHN2HeLIBuztduxT+/UogqJLLDnl4kpM7PXv48/GQa+Rg9nyoCp06rPv+HdMypXLRSRBfb1p68/ff3t559+/u3n37/Q8+/Iozt8cst4/LJirvOifkgq3Yw3L63nmjh6cu35e/37+MNUYtvn37SZIVXKxcE2Onz6+qPV6+vv9AuXfv4pE2x0ApX7oJhkje3zrxZktHx9/enrjwyMu3H99Ud3dGSW8VdHqZ0z61itA1Qv4Ef01tYCCMN6v4EghyC0kSoeSFiI3VoAYdgmXFyKEoQ2UsUDCQuxWwsgDNuEi0tRgtBGqnggYSF2awGEYZtwcSlKENpIFQ8kLMRuLYAwbBMuLkUJQhup4oGEhditBRCGbcLFpShBaCNVPJCwELu1AMKwTbi4FCUIbaSKBxIWYrcWQBi2CReXogShjVTxQMJC7NYCCMM24eJSlCC0kSoeSFiI3VoAYdgmXFyKEoQ2UsUDCQuxWwsgDNuEi0tRgtBGqnggYSF2awGEYZtwcSlKENpIFQ8kLMRuLYAwbBMuLkUJQhup4oGEhditBRCGbcLFpShBaCNVPJCwELu1AMKwTbi4FCUIbaSKBxIWYrcWQBi2CReXogShjVTxQMJC7NYCCMM24eJSlCC0kSoeSFiI3VoAYdgmXFyKEoQ2UsUDCQuxWwsgDNuEi0tRgtBGqnggYSF2awGEYZtwcSlKENpIFQ8kLMRuLYAwbBMuLkUJQhup4oGEhditBRCGbcLFpShBaCNVPJCwELu1AMKwTbi4FCUIbaSKBxIWYrcWQFitfxk3sN5iFMRuhhJ0VSMtU31HALC18QCZZLpwGGmZ6jsCgB1krYRJpguHkZapviMA2JpugEwyXTiMtEz1HQHADrJWwiTThcNIy1TfEQBsTTdAJpkuHEZapvqOAGAHWSthkunCYaRlqu8IALamGyCTTBcOIy1TfUcAsIOslTDJdOEw0jLVdwQAW9MNkEmmC4eRlqm+IwDYQdZKmGS6cBhpmeo7AoCt6QbIJNOFw0jLVN8RAOwgayVMMl04jLRM9R0BwNZ0A2SS6cJhpGWq7wgAdpC1EiaZLhxGWqb6jgBga7oBMsl04TDSMtV3BAA7yFoJk0wXDiMtU31HALA13QCZZLpwGGmZ6jsCgB1krYRJpguHkZapviMA2JpugEwyXTiMtEz1HQHADrJWwiTThcNIy1TfEQBsTTdAJpkuHEZapvqOAGAHWSthkunCYaRlqu8IALamGyCTTBcOI/LQqj+j791Blm3e8v18wXg4v4SXXHJpWpaj2V8xS0qA/6gHSsLY8pPCK0qfJi+CksKaolG2eRvPn9mev9e/jz+ZCH3+9fWnr7/1XKHnDHFxKhGIrZ9/+vm3X3/066876/pznbUeU5YWLDawWHGi9agC90gELtu8jV//5giUGVcvshbL14lySx+/YQ9yzLbNf3XJZSLTS22xEtUPAvkH/LLS3PyDPvmf783cMnm9K+gPeQqQlJPM56s06WKFFcWf6NVKOa5ycNqT7Wp+oKzp+UvBev37+JOh0OdfX3/6+pvPGHk56Oeffv7t1x/9+uuuvP5ce63H5tVG/s/Xo3HLv3OTx1+OC6oKkevlSpZr0/H23Nu4Aiwst5CuKb/e0Q8ydxzE1iMelNJvvtbQu/V6fNBCAL+xIeyOg0Y9dKHs+Xv9+/jr8w/rgK8UWCCciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSCJyIIITdcRDFIx6UyAvrUgiciCCE3XEQxSMelMgL61IInIgghN1xEMUjHpTIC+tSEQwe3bFGaGrSwA168e6mgNqXItn5p5mRFiFXiQeu57er+ZHajVNWvRxTJLtefynheLGsRmUPSR9/uV5lHPX51+dfuIuDWTLNlnEjYUWy6+tPX3/6+js+X2y21DmTVYHr629ff2dYf5sLfRpgDh3oyGQPY045DgzG8JxBUpPOoYOeXyrA1ej1tzmvNeHC0IgyOGeQ1KRz6EB17PX69/rrX5BkZOh3RaZdvYRZS8NtAGl0OXTQx59UgKvR51+ff33+lTnBE2OudWUQY4I6cehAhez1+feXM/+aC/1mIZW3duq5K37O5NEyim2A1GGiqLrehinGLnBg0bk1Lh68Wm030pgpxrUnIIvOrYEWda1qRdV1IVOMXeDAonNrXNyPX0rhd6UFa91GiscU41pJIIvOrYG2v/9ttdQfKR5TjGslgSw6twbaXv+2WuqPFI8pxrWSQBadWwNtr39bLfVHiscU41pJIIvOrYG217+tlvojxWOKca0kkEXn1kDb699WS/2R4jHFuFYSyKJza6Dt9fcL/ekFwxcJSOHQQa2ooml8DiIGa02jZxwi9kUGUjh0wA0ET+OzDDFYaxo94xDp+fElz/Kxz4vlgAsmeBqfZYjBWtPoGYdIr3+vP39I8yFUAQ8YwdNHU41FTfS4u77+9fnX51+ff7RCOHTAC0Zff/r6K2Ng2i1yjBlYGzrR4+F055x/5EJffhqHX5RndMBZA44KvKAiCUFxyoOZ+HNP7SgI63l4zsFirWPLnt9OyL3+WoEwOPr46/NPFl75r68/UoZwDgoTpa+/Xg4H9VTVoKjo559+/om/rFIvq2Sk9Oufvv7eg+cfv6NPK3y5TsK0bRYwXuziSueRloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWhm+W995EAFTG1awVsVpxbOLhloZvlvfeRABUxtWsFbFacWzi4ZaGb5b33kQAVMbVrBWxWnFs4uGWVj//g1m4yxW6JLVB2lNMX6D6+eOK5GrvFs31EwvlpfX8dpet1x8fLmVg0FgySHuK9fEnxdB69PnHY8aWllwbqUtYk8qiQ6avP339sS919vXH70nTGmuQ9hTr668UQ+vR19++/spJJZxr8ti4d5x/6I4+nfkyDJO5Jcol6UBjOl8uPe6g9Et+bjK2DSRM9PxaYy6J15A+LnjcQa+/loLq4XVrwEDCRB9/ffzJJREPCR8+ff719b9cLvv4cNDXXy0F1cPnTQMGEib6+tvX377+Ls/5hy70bSLF6VQ+oDCp85EIhebnfd7qh5qqA4I1Je8twnHHDqAnQqH5eZ+3nt/qwJ/WUDFYKKqtNUT9XOsAaiIUmp/3eUP7nr/WCQjWKsV7i3DcsQPoiVBoft7nrdff6tDHXx0nQLCoULUW4bhjB1ATodD8vM9bH39Whz7+6jgBgkWFqrUIxx07gJoIhebnfd76+LM69PFXxwkQLCpUrUU47tgB1EQoND/v83ZvHH96oe8v24G9YP7mmoccFA1My4/6IIuNhsel9Yq/qYuHlhUgcbEumMuHKCYGO+i755dRa8N2ao3wNrig118rMFoPkMVGQ4McNRRBr38sJ0pYSuSm5Ud9kMVG0+uP8qCoff3r86+vP339kQr40uAAi0SxLT/qgyw2GkqCPkXQx58WA5Wrb8Ty1b/e0adFnbtAAliOAddYRYjBamQQJqLn90GNmmWLCsFyDLjGKkIMViODMBG9/r3+ZVHFmMkWIwSWY8A1VhFisBoZhIno46+Pvz7+MF3cYobAeoBAjVVEYYUaGYSJ6POvz78+/9ppc585/9ULfT5Emv91lWABcCusFwZQjFppNpEHjPyLP62o7bb1XT8MDBkXVyCinr/Xv4+/+kfGOjkEtZOo9V08DAwZF1cgoj7/+vzr86/Pv7ooEGoXkdZ36TAwZFxcgYj6+tPXn/vT+hMv9HUCyAdbTIkpn/IR5gsCm2DNNIOrNu/yNYSUt/AIc3/hS8o9/+hdBq4X3iyrZVNRuGrzrte/j78+//r6IwuBLPJYHnRhsMVBLoD6+t/Pf2VE9PNvP/+O3OXn9aJff1g1bC1tVlS4avPunrv+sgt9vCB7zeUF0YLPp4QRLTVbPoi+YKl1pMgjSPLZIPqCpV4iRR5Bks8G0Rcs9RIp8giSfDaIvmCpl0iRR5Dks0H0BUu9RIo8giSfDaIvWOolUuQRJPlsEH3BUi+RIo8gyWeD6AuWeokUeQRJPhtEX7DUS6TII0jy2SD6gqVeIkUeQZLPBtEXLPUSKfIIknw2iL5gqZdIkUeQ5LNB9AVLvUSKPIIknw2iL1jqJVLkEST5bBB9wVIvkSKPIMlng+gLlnqJFHkEST4bRF+w1EukyCNI8tkg+oKlXiJFHkGSzwbRFyz1EinyCJJ8Noi+YKmXSJFHkOSzQfQFS71EijyCJJ8Noi9Y6iVS5BEk+WwQfcFSL5EijyDJbxfGO/ouH+lthFK58hR06MA/JlRm5G6S586AlSUwQmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnTgvVVmNENJlA0rCz1CaUR5Cjp04L1VZjRDSZQNKws9QmlEeQo6dOC9VWY0Q0mUDSsLPUJpRHkKOnRgvU0my+QfzJI/55e/V9ZwSUBpOQYMW9UtYgVj6OQ3cXv+Xv8+/nRCjM8Q++sax4BhMZuGlhWMoezzr68/ff3v5z9bD8ZXiL7+5NMT1wYYFqvp0LKCMZR9/e3r712//tId/TII1fCAZD4PTo5hsN5x660FhOdB0a8KXFXzOeXgjiclpbcW0POPPJ6lBfIq9fqHcZkHEteGBtYdhN5aQB9/ffz58+AYVzpAfJTU8eaUgzs44qLMWwvo46+Pvz7+MD/KzFDjs6TPv7Au5VpxbVC7O269tYC+/tx96w9d6Mc3y98Q0M0bw9/TMS21AFRb/hU79KMWgkAGZ6AQggdGzy+DJNwFp4oBqu31H/6+AAoUhlxwBgoh+virC1Off33+9fXHlgxbK2jFAFTb19++/sod27nPLiGaHQwhDwjRzz/9/INxtNznX3luJ48pGVjNdOSefLRVMNDXkPZmb0kzXOEWu+xPN6fLPv2tlJal9Kgdn5cetMaqtZc/I/+1i3+ebjjrkrTy+n+V1njpM6lPgblSeB0V3CPHTy+k55cKhOXwz3j/a139jbYxABf2fvb+X33lVen/HHxQ2mSj56TNNn8JT4Q7bfwtXrw4nXPO2WmnHd+UVls9z2csTZTuXlT/xYtPk9d7Ttphxx3Sw1Z/mI2TvO/jT946eu9qZRTdGet/nacZ9fnf1z8ab33+9fnX159m1a3uYL2sIUE4wcLKUMqP6PO5OOtrWHAOl4IzH/pt2misETeuSm65+oZ04RsP0WuBJ31ip/TgJzxy0HSW/Jd+8qR0zQlnpdWfu3563LtfMehTCdnpaxp5YUzNkn8sIffZ81sFev3zBJRa0PktV4apO3P8ff2EE9Jee+2VnvSkJ6Wjjz76Lhn/+yzcJx173LFp0ZcWpSc88Qn2RjfHBPLe8P7vm1/vomPTcYsWpbWeYK/3rqp/8zbfJfVHbcMguhfX/+4c/73+PjoU3BvmX3//5a1oBmZff2pJ7szzX1Pm+9X62zy6w0MsrwXsM9Z1IoYLBdLUsue/N0FTPq3fmi/0dzhEJevKhf5D1lpTFPx2cE7Gc+e/9JBvpau/8ZO0+ibrpce/+5Wxy9x06t2CNgf7jOfOnxOaWvZzHH/phUybg33GPb9WYKQkyzP+qPBTCsoJGE+R04sytezvRe//jTf+MR115BHpGc98Ztpggw2Ghx/mew7zMTMuTUeohfssTIuOXSQXz4vSE5+w1r3q+P2Aaf7vs88+6UvHyoX+cfLBZC15vXfC+tPnf1//bGrI/l40/8fGv3MK2gnNPuPSaoTCmmEh2ffjj0tKLh2tP6WSUwrKBWY8Ra60V96uQnr9e/3lklov9PlTk03UPGLKBbeOmzp4KFIvZqENFwY66myXm+dY86eYW6+6IV2w08FpIo/uPPngN5U7+ioW/ez59Y7+1+WO/iZyR/89ckd/Sn57cXne1b9a3J3H3/NbBXr97zvjb5999tU75Pli/wnlDvm9ef7tIx9MvvSlY9OXjzuu3NH/89cfzGu3ff2RUkgRmvUf9enz/74z//28jTc32z7+rQh9/POocNzn/10//+2Ofp6I5W9oDvPbwDfX/W0ZBzqX0SQ4Qz3Cy+SO/vk7fDJfaad1D9lR7ug/StcEfSm52Yz5Lz345HSN3NFfVR7dWas8usOvAvm9+0zcA8ff85d3pdd/5vF3wAEHpu+deWb6+P77pU996lOKH/LgldJzn/uctN3rt0vrrL2OD/3LL788vf3tb0+bb7FF2nnnndOPf/Sj9NGPfiw9ad110z77LsyTQOffD7//g/Txj388zd9wftpjjz28/Te/8Y104kknpR/98IfpcY9fK2208bPTDm/cMa2++mp2LhflvnKH/Fh5bGeRPA7Dj+54JwLy27106ZK0YPcFaauttk633nJL+uoJx6crfn9letazN0p7vvvd6YorrkwH/tsB6ec//3la4xFrpBds+oL0rne9M62w4ore1XV/uC594qCD9fX89rJL09prr5023mij9La3/kt6wANEJxNs6dKlafcFu6etXr5Vuv7669OJJ56YLpM6nHHGGbq86AeTL30pLfqyvN61nqiv7Rc/Pzftvffe8h2D1dJ+++0nx7e65rwjx3/gAQekM8/4Xnr/+9+XPvmZT6Wfnn1OetPOb0pv2ulN/rr7+mOlkLfHtj7/Z57/XMKMtaaDAQaV2UG417/Xv1//6OzxqZCnii9QNm/m2oc5FZxhq0HYk5a/hA4Ewz5aJjQJjilXsF/R52aatRDUotAczSLzpwTRrYQnMpDql41Mf9vV16fz5EI/13NduaNvj+6UvrRtxnkTRaE5miPmx+Clh5yUrv3GWWkVuaO/VrmjP5Y/t+ZXlftDjxVntHz5rS3t5eX1/FxpvIu9/lwVGzGoTfYyztv08be7XCwvXnyK3D1/olwoX5GeOe+Z6ZJLLtEL3Mc+7rHpc4d/Tr9kmsffJUsvSdtss0169au3SXvu+V7pd5Le8a/vTN/9znfS//7gB+Vi+OXp5ltuStu+brt0+eWXpaOOOqrclV8hfeW/vpI+tPeH0kNXXTXNe/rT0yW//nVasmRJmjdvg3TIIZ9ID3zgg/Tl7rOvXOjLozCL5NEdvqPfjv8LLrwwbb/ttumRj/6rdINcgM/fcMO05Fe/SkuW/ir9j7/9O+n7V2mNNdbQ7xP8+Mc/SddcfY1eMO/y1rfqerFs2bL02te+Nl188a/Seus9OT32sY9LPxFdvvjfcsst04c//GGt3AUXXJC223a7tMaaa6Trrrk2rSMfah4h+JCD5QaDHP/Chfvqh5JFckc/P7pz/gXnpX/+n7voB4VDDjkkPeUpT9H639HjX7DHgnTqqaemNddcM9186y1p/aesl7aWDxkv2/rl8rrzSpc3vMd9/P+5498qWeqJslqR6174dvzZWbzXv9e/zkobMDyIMs7b9PXX1KUNN7WGthe+jz8eaShUn39cFR8s4TyR2T9//MnN9HypX/YG1efdFJolc+LQPjtE3HrtDZNbr71xsqzhuUOSMz0V3/anW7TP2/54s2pC+0Eei+o+CGv3U+gquB0U2mdnQNxz9ceL0ZcUXlc9qCl0FdwOCu2zMyD68WtJQl1qUafQKth9990n8rz9ZOuttppce+213mj//fdX/kMf/KCXWy7MJ/PnbTD5yEf2cd3lv7t88sIXvnDywhe9aHL1VVdPPvPpT2u7I4880jW//s1vJhtv9OzJy1/+sskVV1zh/Ic+9MHJBvM3mHzuc59zbuHChdo+58IWXn925P/zzz9fdc973nMnF154ob7Gm/500+QNr3+98m9/+zsmy267Tbv4lfT1rA3nT/7xH9+ALidyp3/yhje8YXLAAQc4d/PNN08222yzycYbbzzJOG8XSJ55Up/Mfe9737OBRi/oIws/ovlyjgsvuHDy4he/WPu46KL/9n6X5/jxfrzzne+c3HTTTdoHpRvkLyPf3qMg9PT+/lVm+VDoNjsDolCBrzmm0FVwOyi0z86A6Pm1JKEutahT6Cq4HRTaZ2dA9PprSUJdalGn0FVwOyi0z86A6PXXkoS61KJOoavgdlBon50Bcd+vf34+3bZw8CARK0Exc8maVupW/bK521bhsBv9FCB0zz93DYeVI32v/1xDjAo1rOK9ePztvptd6J944knhdd9yyy2T5z//+ZNXbfOqwi+b/GrpEr2ozRfjvH3j61+fbCAfAN72L2+TC/qNJ29+y1vkg3etlvxaj7aT5+5DmfIHi9xuwYIF3l3ue55c/ONCv/YSxx8u9HfbbTdrW4QHHXSQXpifcsop3me+C/CqV71q8sIXvDDkr4KK5JEbzX/xxRcreZ5+oJg/eee//uto2/x658sHgdMWn6YX+FtsvsUEbdHr8hx/vtDPx3/uuedq82nHj77dVqFTDuT4dRMzl8z1BKo+1p8kBqtwELK7MEL3/L3+w9ExJ1OHVR9/tRYjJZsr2Oe/FayvPzOvPyOP7tgfEPJz8/YXBPy5ufAI2x8UIgkv/2UG22jz8qcbMWNfCtemPX+vv46d0QHkDz9gmAV7Pxp/cpGtj4ocl79Mqr8aI5Uox7/zzm9OP/3ZOen007+dVlrpIfo4T3h0h+Zffhb/lFNPSSuvtLL+9OZjH/MYH38HHnhgOvKII7Tbpz71qbosyPfn1f7yl79Mj3jEI/TZ9/we6M9r8qM7o2/fJF1wwYXySM228j2C16fddt01N9Xt0M98Jn1G/j/00EPl14GeIZx1IHf6028vvTTJBwDV5UO89Le/TV/76lflGH+WrrnmmnT9H65PSy9Zqsf/xS9+Ma0rj+lceOEFadvttk+v33679C7Pk1tLv2IWyqNGi+T16ibU23Z5a9rpTfI8Pa0/y3P8+n6ccmo67bTT0iqrrIKXb/37vubv69+0EkmN9K23999LV0CpYEubn4PYRpv3+mP89/HXx9/4FOnz7760/siXcZfhHbULhOZdL0tiWTbrAqlFiEEsrWItgDCsCwJBDkFoI1U8kLAQu7UAwrBNuLgUJQhtpIoHEhZitxZAGLYJF5eiBKGNVPFAwkLs1gIIwzbh4lKUILSRKh5IWIjdWgBh2CZcXIoShDZSxQMJC7FbCyAM24SLS1GC0EaqeCBhIXZrAYRhm3BxKUoQ2kgVD6RYPBN+gvxG/qMf/ejQ5z/vskv60Q9+kE6Wi+OHyRdKl+oz+q9Kr97mH9Ke731P0OaL2SM+f0RaZbVV5VdovpQe9cj6b1rIXW995n799Z6S1ll73fxXQDs7ivnleb+U5/TnyZdP36/95Z+rXLToS/Kcvv2KTV5O8HJLQiUuuMgu9LeXLwzv+q7dLCTCzxxaLvT/73+kZz7j6d52e7nQv/TS36ZT5SI6k7/45S/SW9/6tvQHeSY/H/fTnva0tNpqq6WvyoX/CvJ9hKOPPkafx79IntF/3XbbyYX+9mlXXOjTC8pfQs5fHtZN+JVXeWj67GGH6YeEzGXp8hx/vtDP35lYvPj09FC50J92/HYSQYay6NLrypG8Rap4IGFNSnsLIAzrgkCQQxDaSBUPJCzEbi2AMGwTLi5FCUIbqeKBhIXYrQUQhm3CxaUoQWgjVTyQsBC7tQDCsE24uBQlCG2kigcSFmK3FkAYtgkXl6IEoY1U8UDCQuzWAgjDNuHiUpQgtJEqHkhYiN1aAGHYJlxcihKENlLFAwkLsVsLIAzbhItLUYLQRqp4IGEhdmsBhGGbcHEpShDaSBUPJCzEbi2AMGwTLi5FCUIbqeKBhIXYrQUQhm3CxaUoQWgjVTyQsBC7tQDCsE24uBQlCG2kigcSFmK3FkA42+R/MQKAHfnrEiiTTBcOIy1TfUcAsEgm9tZrbpxcc8rP9P/rf3xx+fPFiLC0GUZapvqOAGApfwtNMl04jLRM9R0BwLZJyTfJdOEw0jLVdwQAS/laaJLpwmGkZarvCAC2TUq+SaYLh5GWqb4jAFjK10KTTBcOIy1TfUcAsG1S8k1i+wW7LdBHXb7zne+4Al1svsXmk5e97GXCGyNfcC2P7nwkaM8+++zJhvM3nGy3/Xb6KE5+vpw3ueOt7b75zW8qzflZl7E+uiOPwiyRx4TqhlcEZpk/o7/ffuUZ+yL59KfsOwLyxVqI1W6//fb6XYLsZOlHP7qvfj/g6KOO1jh2e+65p9bjov++SCl7RGjeJH9noW719eTvK+TvOHz3O9+d/NdX/kuPPz8mJL/Q4/LlOX59dEf6u/6G2h719w7L+5F9fyUAsFU8QCaZLhxGWqb6jgBgB1krYZLpwmGkZarvCAC2phsgk0wXDiMtU31HALCDrJUwyXThMNIy1XcEAFvTDZBJpguHkZapviMA2EHWSphkunAYaZnqOwKArekGyCTThcNIy1TfEQDsIGslTDJdOIy0TPUdAcDWdANkkunCYaRlqu8IAHaQtRImmS4cRlqm+o4AYGu6ATLJdOEw0jLVdwQAO8haCZNMFw4jLVN9RwCwNd0AmWS6cBiRm/mDXvzUk+VoIpYg2oAyHx4sVNF6VIF7JAKXreHrz754cu5WH5ucu/XHJhfv9nnXQmkEPFiXBeBRBe6RBly2hAlCDMp8eLBQRetRBe6RCFy2hAlCDMp8eLBQRetRBe6RCFy2hAlCDMp8eLBQRetRBe6RCFy2hAlCDMp8eLBQRetRBe6RCFy2hAlCDMp8eLBQRetRBe6RCFy2hAlCnCn98qc8E77jjjtM8nP5aHPMMcfoBazcxYZcn5vPX0zdJz+jr/0tm/zpT3/S5/g33XTTye9/9/vJB97/Pm13/PFf8b7O/cXP9QJ4hx12mPzpj/YF09yp/EylPp//qU9/yrULy5db8Yx+1vGGwzj/vPxl3PYCfCJfBv6U5v/JT34szaBeNtl+u3KhX6gF+Vl4OZYf/fBHpftlk9/89rfyYeAF2v6/y5dp8V0AXOijRxx//mCSv1CM1/uRj3xY28tPecqj6fZl4OU5/t13303b33D9DXzYjtv8HnAARbaECUIKynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFBF61EF7pEIXLaECUIMynx4sFCZXSH3hd+Q9zv/IwB/BoghsLBNNHet/0hE8zNKIvdnA7XpeHv0dsNZS9KSvb6of+1eef3HpLU//oYSQjtYtDArh3in5M+9TckgkdE/zusL6Pl7/e+M8T/X+FuwYA95Rv+UtOqqq6XHyzP6m2y8UfrNr3+TTll8anqQ/OTl4YcfLr8v/0QZvyvIz2sulZ/XfLX+xOae791TR+7+++2fvnD0kWnBgvfIz1W+Jl119VXy85uvkQG/TJ/Vx+NAH/3Yx9Ix8tz7k5/85CQfCtJtty1Lxx//X+mqq66WR1s+kjbffAsd8/o7+vLM+7HyL82uJb+1P+34z88/rynPzW8vP325627vKvPIHt359KcPTf/xf+UZ/WfkZ/Rty4/uXEbP6Od/5GpfeezmcY97fHrpS7dMN998S/ra106Q5/SvE3xzOvqYL6Z11l5HntGXPNttm7Z9/fZpN3pECOtP/k7BouPyo0Zflp8DXSvdIj+J+ZY3/1P62c9+mnaR5/V3lt/Az9sdPf49yncmFp9+Wnroyg+devzIbwvL+OpiR277cQVYWG4hb2Ff/3r974Tzbx5VU9+wvYsAAEAASURBVEaYRPr5b2p1+vzr8+9eMv/0jn74DOCOA/tIMMceSv9yOAi0aX3wxYawOw4mVx3/I72bf+4rPja59OATm9b0uac0wetwYe3KKQYh7I4Dlo5iKJEX1sUQOBFBCLvjIIpHPCiRF9alEDgRQQi74yCKRzwokRfWpRA4EUEIu+Mgikc8KJEX1qUQOBFBCLvjIIpHPCiRF9alEDgRQQi74yCKG09+R19/5eX73//+5LWv3Vbucs+bzJfHcHbaaaeJ/KNQpi5d/XrpJXq3WZ6jV/6cc84Rrfxs5RvfOLmt/JRl/uBvj6rMm/BfA3L8wH87cPLKV75S+8h301+x9daTE074er3vIG0X7iO/uiO/xCO/5V9f6cihXCQ/qZkfmck/j8nh/OhO/hWcs88+q7YX9Hr52c0XvfhFzuXX828HHjh5znOeq8e/4YYbymND+07kd/w1/8UXX6za/NOd8+fNDz/D6Z0IyLXIx+KvV17M7+QvFZtt9pJJ7jPXNW939PjlH+fS/DfeQHf0+QC1t7gLYXccRPGIByXGHaxLIXAighB2x0EUj3hQIi+sSyFwIoIQdsdBFI94UCIvrEshcCKCEHbHQRSPeFAiL6xLIXAighB2x0EUj3hQIi+sSyFwIoIQdsdBFI94UCIvrEshcCKCEHbHQRSPeFAiL6xLIXAighB2x0EUj3hQIi+sSyFwIoIQdsdBFI94UCIvrEshcCKCEHbHQRSPeFAiL6xLIXAighB2x0EUj3hQIi+sSyFwIoIQdsdBFI94UCIvrEshcCKCEHbHQRSPeFAiL6xLRSBfxpWPnbTZJ/f4+T1wWa6fUqjRnLD2pUh2fjdrpJ2pa5ssuWThV9L1Z/4yrSh3KJ/06Z3TAx9l/1LlSPMRqvalSHbLm996KP3cA8ff8+f7Rr3+evesGX/41Z3T5A7yKg9dRe6wXyV38h8o/6or5kipm8wMRbL7c8f/lZJjxQc8IK3x8IePzLeWuvPz8/qT/+Gsyy67TP4RrEeklR6yUpscR638ffH4Rw64oe7a+jfJRtye3+5633nzj8f/SMEbqte/19++7H9nrX99/Fk9m4k2xb13zL/mQr++KFxXleXJD4IU8tcAmUJyzMpxwNUAcwYhEks6QHmE4PzXH5KW/eGPaY1Xzk+PfvML9Y+FudHdkp9fU3yFPb+8R3f5+9/rL6OuLiyYFhj/e8i/xHrKqYvT6YsXp1VWlZ9zHN241aigkKRz6EA17PX518d/n/938fmvr3+y7kxf//r46+NPz0l8Yhqc4uYMkpp0Dh38RZ//mgv9cKndLDFUDzrkWIZWU33TVbWi6rqQqYxv/d116eK3H5bkNmVa96Ad0gPXwMWMKVnvnYyAVq3+SGOmGA+7tOjcmtqqVas/0pgpxrUnIIvOrYEW72tVK6quC5li7AIHFp1b4+IylqpaUXVdyBRjFziw6NwaF99n88ujO/JTjvK77eWOfj3iiNpqqT9SPKYYx96yZ9G5NbVVq1Z/pDFTjGtPQBadWwPt8NVqu5HGTDGuPQFZdG4NtD1/Wy31R4rHFONaSSCLzq2Btte/rZb6I8VjinGtJJBF59ZA2+vfVkv9keIxxbhWEsiic2ug7fVvq6X+SPGYYlwrCWTRuTXQ3vP19wv96S8YX6QlhUMH9YgUTeNzEDFYaxo94xDJXyT0Rzcy6WIH3IAFDZ9dtIE1SfS4WT/+Xv977/j7/e9/n66//saUv3BrX3zlMc7jGBgjHdb46EGbbR//ffzfe8c/3+2to3b6aO7rP2oDa1WLXq1kn/99/evr31/++icX+vQPZuX57TPeAc/6gKMCE6JIQlCc8mAw/txfOwrCnt/L4aCWqkFR0etvC1Iff1qBMDjE6fNPrwn7+mOPG9WlJAyUvv56ORzUUjUoKvr629fffEFYtjA4xOnrb19/82PuMhTy42Z1CwPlLlt//Y4+ZdDXUJetiuqLK6h5jYi3NHyzvEeLbKEyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7c0fLO89yYCoDKuZq2I1YpjEw+3NHyzvPcmAqAyrmatiNWKYxMPtzR8s7z3JgKgMq5mrYjVimMTD7e0+vYTPPYpI3RJaoO0p5i+QPXzxxXJ1X5amesnPspLw6ecnp/uiVAtDdKeYr3+UgytRx9/ff719aevv36+E5DXBlkXwjmJ44b7+aef/+1Lvf3863+ToGsMg7SnWL/+kGJoPe7d1x90R79ZAMObmWNMlEtyprw5Xa573EHphnxv14CBhImeX5ckLomXr9ffl2uvj4M+/rQUVA8fNw0YSJjo86/PP7kk4CHhw6evP339KZeLPj4c9PVXS0H18HnTgIGEib7+9vV3+dZfutC3gRSHU7kZwqSORyIUmp/3eas3UKoOCNaUvLcIxx07gJ4Ihebnfd56fqsDfzhDxWChqLbWEPVzrQOoiVBoft7nDe17/lonIFirFO8twnHHDqAnQqH5eZ+3Xn+rQx9/dZwAwaJC1VqE444dQE2EQvPzPm99/Fkd+vir4wQIFhWq1iIcd+wAaiIUmp/3eevjz+rQx18dJ0CwqFC1FuG4YwdQE6HQ/LzP271x/OmFvr9sB/aC+ZsDHnJQNDAtP+qDLDYaHpfWK/6mKh5aVoDExbpgLh+imBjsoO+eX0atDdupNcLb4IJef63AaD1AFhsNDXLUUAS9/rGcKGEpkZuWH/VBFhtNrz/Kg6L29a/Pv77+9PVHKuBLgwMsEsW2/KgPsthoKAn6FEEff1oMVK6+EctX/3pHnxZ17gIJYDkGXGMVIQarkUGYiJ7fBzVqli0qBMsx4BqrCDFYjQzCRPT69/qXRRVjJluMEFiOAddYRYjBamQQJqKPvz7++vjDdHGLGQLrAQI1VhGFFWpkECaiz78+//r8a6fNfeb8Vy/0+RBp/tdVggXArbBeGEAxaqXZRB7w9C9+tKK229Z3/TAwZFxcgYh6/l7/Pv7qHxnr5BDUTqLWd/EwMGRcXIGI+vzr86/Pvz7/6qJAqF1EWt+lw8CQcXEFIurrT19/7k/rT7zQ1wkgH2wxJaZ8ykeYLwhsgjXTDK7avMvXEFLewiPM/YUfSej5R+8ycL3wZlktm4rCVZt3vf59/PX519cfWQhkkcfyoAuDLQ5yAdTX/37+KyOin3/7+XfkLj+vF/36w6pha2mzosJVm3f33PWXXejjBdlrLi+IFnw+JYxoqdnyQfQFS60jRR5Bks8G0Rcs9RIp8giSfDaIvmCpl0iRR5Dks0H0BUu9RIo8giSfDaIvWOolUuQRJPlsEH3BUi+RIo8gyWeD6AuWeokUeQRJPhtEX7DUS6TII0jy2SD6gqVeIkUeQZLPBtEXLPUSKfIIknw2iL5gqZdIkUeQ5LNB9AVLvUSKPIIknw2iL1jqJVLkEST5bBB9wVIvkSKPIMlng+gLlnqJFHkEST4bRF+w1EukyCNI8tkg+oKlXiJFHkGSzwbRFyz1EinyCJJ8Noi+YKmXSJFHkOSzQfQFS71EijyCJJ8Noi9Y6iVS5BEk+WwQfcFSL5Eij+D/z953wN1VVNsP1SdNig8VISAq4CuWJFQVaSF0wYYUgYj4xPd8f0pCRx8gCSBFBUIRUVHBQnmA0lvwKaB0lJLQQgstgTQISfjuf5dZe/bMOedL+ECKzP3B2WuvvWb2PfvOzDn3fnNvnHxgEH3Bul5yynkOOvk8Yf6JvslbemuhRC68Cxo0YG8TEtPyaZLlZuCVMdBCSUR4FzRowHpLTGuGmIiNV0a6hZKI8C5o0ID1lpjWDDERG6+MdAslEeFd0KAB6y0xrRliIjZeGekWSiLCu6BBA9ZbYlozxERsvDLSLZREhHdBgwast8S0ZoiJ2HhlpFsoiQjvggYNWG+Jac0QE7Hxyki3UBIR3gUNGrDeEtOaISZi45WRbqEkIrwLGjRgvSWmNUNMxMYrI91CSUR4FzRowHpLTGuGmIiNV0a6hZKI8C5o0ID1lpjWDDERG6+MdAslEeFd0KAB6y0xrRliIjZeGekWSiLCu6BBA9ZbYlozxERsvDLSLZREhHdBgwast8S0ZoiJ2HhlpFsoiQjvggYNWG+Jac0QE7Hxyki3UBIR3gUNGrDeEtOaISZi45WRbqEkIrwLGjRgvSWmNUNMxMYrI91CSUR4FzRowHpLTGuGmIiNV0a6hZKI8C5o0ID1lpjWDDERG6+MdAslEeFd0KAB6y0xrRliIjZeGekWSiLCu6BBA9ZbYlozxERsvDLSLZREhHdBgwast8S0ZoiJ2HhlpFsoiQjvggYNWG+Jac0QE7Hxyki3UBIR3gUNGtDeer0++jez6M/58e+VKRwTuLQ+Bgyb1CXyCo+ho9+Erflr/ev4kwnRPkP0r2s+BgyL2dS0XuExlHX+1fWnrv/1+qfrQfsKUdcfvjz52gDDYjVtWq/wGMq6/tb19++//rpP9OMgFOMHpOd5cPoYBuv8W2tNINsPin5FYKqUzygD85/UKa01gZq/ZXuWFMiqVOufjUseSL42bmDNJ7TWBOr4q+PP9oNjXMkAsVGSxptRBuZzxOUya02gjr86/ur4w/yIM0OMzZI6/7J1iWvla4Pazb+11gTq+vP6rT/uRj9/sewFAV28MP57Oqp1LQDFxn/FDf2IhSAjM6ehIMIPjJqfBkn2KbirGKDYWv/m7wugQNmQy5yGgog6/tLCVOdfnX91/dElQ9cKt2IAiq3rb11/6RPb/q8uWZQdDCELEFGvP/X6g3H0iq+/tG+HxxQNrGI6+p5stCXQ0KeQ9KYvSTFc4cK64dzor+ZPdxJZbdVp1CvToMCwMQgXttafCqNTp1HPOv7q+MOdbDa31GmMl0yDCQYbg3Bh6/yjwtT5x6OjMZ7q+lPXn7r+xIWzaRrzJZNggYWNQbiwb6P1dwHeol+83XSnTwsQh+OAs/pkRVWnESuIwpVGwrUEPFXz1/rX8YebIdwWNSegnzNpciVdI04h4VoCnqrzr86/Ov/q/OOVxK8LaWVR1IgVROFKI+FaAp6q609df+r68+rXn2Lrjp9iPBe977FO7iwcKbRRNR3935ug6fy0oszhfY9rfqlAS0lq/bUodqzjr/nuoM6/jk8LywnlfY/r+lPXH6pAy5AAqSE61vWnrj96nxYXDR43NC5aP60vB5T3PY5dtVB1/GlR7Fjnn8w/udH375p1oPBAiqNTKmZlkxGGcZvYnInDMBkW8qrYOrh53Kd3rTW/FIvqVesvA0gGmRzkuspcPto0Jtr2K28cUqSr40/LVBzr/KvrDz41q+svryf8qOuvlEGWV11ji8rE1VZjoq3rbxo3WpBUFq5Nvf74qhiu15+///VHP9GXuaoT1iC/DLijspckgYcfeTKEBUlN75hY1ieTPDbhd1Hsx7gIuOP4UEgnJwHS8jvcqBWWfX64/KzlfVlKE+otaG1q/lr/Ov4wN2iG1PnHRbD1QdaRuKTw+qGwrj91/eUrR73+1OtvWivq/QetCvX+iy8T83X/ucqK7xMpLi9yy5o5Es4OjTAT8Z9rN8gtpLOsaaeT9Zk52mQB/RV9315SRcK1iDSiDz86STQ8Jhbo/DflUzc90uiFhTlpJAOqj98oyHobF1y5DDPBmfDgGGE2JF6QkiJa89f61/GHyaFzBLPGLIXr/KvrT11/+brCD5oQdB3hG5p6/anX33r/QVOCi8A3U7jRsjssni/1/gtlKe8/V17pfVSdAVx/uabUzl+VuNKp/sBsXf3VY1Iemnne+Wmt6yNVfKpRj05gO2iE52mz9uzwg89THhqVYyZEPD/1xM4/yrplhx81v9YhDtJafxoS2UCJ5SHTQSfBPFDWnh1+1PGndajjTwaDjJFsoMTykOmgk2AeKGvPDj/q+NM61PEng0HGSDZQYnnIdNBJMA+UtWeHH3X8aR3q+JPBIGMkGyixPGQ66CSYB8ras8OPt9v4o/1ReupZNbQWdtSPzaXivCvAamSCbpC6bXv34toloSMjrPmp6FR1qlGtfx1/df41l4guJi0rdf1pfnrkqpYK5cgI6/pb1996/anX33r/8Za9/2rZuuMXd8bttxX9XRfkLVjspr15bN3fwJGLS81f61/HH6aSt3X+dc0MqhIXB4/W4VPXH6leXX+7L9z1+hMnWOsE6v9T1jr/sPp0LFJ1/anrD82r13H9ta07MjLj+EujVK+ZaaqnASo38C16basBhGGt34xwjoPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCMMW4ei6qIPQ5lT0QMJCbFYDCIu1L+NmrLVoBXk3TQm6SpGSSb4hANjUuIFU0i1sRkom+YYAYBtZE6GSbmEzUjLJNwQAm9I1kEq6hc1IySTfEABsI2siVNItbEZKJvmGAGBTugZSSbewGSmZ5BsCgG1kTYRKuoXNSMkk3xAAbErXQCrpFjYjJZN8QwCwjayJUEm3sBkpmeQbAoBN6RpIJd3CZqRkkm8IALaRNREq6RY2IyWTfEMAsCldA6mkW9iMlEzyDQHANrImQiXdwmakZJJvCAA2pWsglXQLm5GSSb4hANhG1kSopFvYjJRM8g0BwKZ0DaSSbmEzUjLJNwQA28iaCJV0C5uRkkm+IQDYlK6BVNItbEZKJvmGAGAbWROhkm5hM1IyyTcEAJvSNZBKuoXNSMkk3xAAbCNrIlTSLWxGSib5hgBgU7oGUkm3sBkpmeQbAoBtZE2ESrqFzUjJJN8QAGxK10Aq6RY2I7Rp0/boW3eQseUHf55PGJvDEVbW7cxBAJbbNh8WFWCeE4Jjy4+av9afxkIdfzYVMOkwU3SewINVtjxaVIB5TgaOLT/q/Kvzj8ZCnX82Fer805UBK0Xu5azG0tGiAsxLAtsUxDF+1PWnrj80Fur6Y1NhIOvPAvSjO3y7HyeUzKzWQ7sCLGzeNP1DCMUX4UiO103ndXt731u7Aiysb0E5+NTkt7Nq/uyLeFSuWn+dN3X80Zyp85+LkC8ehdexwsR2HdG6/tT1t15/aI7U62+9/qYf9+Vrbr3/eH3vP+QT/ewyZY6B4pLXdKGU7y/R9RLWlBAYkYMsbI6BXNziQYm8sCaFwIgcZGFzDOTiFg9K5IU1KQRG5CALm2MgF7d4UCIvrEkhMCIHWdgcA7m4xYMSeWFNCoEROcjC5hjIxS0elMgLa1IIjMhBFjbHQC5u8aBEXliTQmBEDrKwOQZycYsHJfLCmhQCI3KQhc0xkItbPCiRF9akEBiRgyxsjoFc3OJBibywJoXAiBxkYXMM5OIWD0rkhTUpBEbkIAubYyAXt3hQIi+sSSEwIgdZ2BwDubjFgxJ5YU0KgRE5yMLmGMjFLR6UyAtrUgiMyEEWNsdALm7xoEReWJNCYEQOsrA5BnJxiwcl8sKaFAIjcpCFzTGQi1s8KJEX1qQQGJGDLGyOgVzc4kGJvLAmhcCIHGRhcwzk4hYPSuSFNSkERuQgC5tjIBe3eFAiL6xJITAiB1nYHAO5uMWDEnlhTQqBETnIwuYYyMUtHpTIC2tSCIzIQRY2x0AubvGgRF5Yk0JgRA6ysDkGcnGLByXywpqUBI2tO9oITVWacY1erLsOkPoSRAd7N9fSIssV4xlX89Or1v+nj3lZtXrMCaJDrX/357fZWKvjTyqQ1aTOvzr/6voTV4b5MTp7WCmIDnX9retv1xU8W2vj8Mq4uv7W9XcA629xo69DSsaXQQM5zQsXhTinKHJZHKIw/QYh4h7p/zgFDBoQnfdq/lr/Ov7q/JM1wS8MbkVR2G/QqZ3OoIG6/lAFfDXq+lvX37r+1vVX1gS/MLgVVWG/Qad2OoMGROe9uv7M//pT3OgXCzmVtuudJ5S+8O4Va0DVJbWg5JreUx6bwIBG+9eYOF6gklpQck3oKY9NYECj/WtMXPNTKeyfiiYsdWspnqc8TpUE0mj/Gmibo1XatTT2lMepJyCN9q+BtuYvqyV+S/E85XGqJJBG+9dAW+tfVkv8luJ5yuNUSSCN9q+Btta/rJb4LcXzlMepkkAa7V8Dba1/WS3xW4rnKY9TJYE02r8G2lr/slritxTPUx6nSgJptH8NtLX+dqPfXTB8kcYpDBpIFRXUxXMQMVhtmnvKIaJfZHEKgwZ8A8JdPMsQg9WmuaccIjU/f5HGVcigAV8wwl08yxCD1aa5pxwitf61/nX8uRli0ICfMIS7eJYhBqtNc085ROr8q/Ovzj83Qwwa8BOGcBfPMsRgtWnuKYdInX91/r3a+Uc3+n00xtzn9jbiDPhRl+FcgTcEUZIFyYkbE/HnltRRJkzzwCZEUpYob1nz64JQ6y8VyAZHHX91/tEaR//V9YfK4JZ7t+DqwmHzxkC57JqfK+r6W9dfviGLj2xwkFOv/3X9qevvG3b9sU/0ywU/LdsJYQ6bzSazsY1bdMjU+mNqU/OjSlqTVPWEfLUE500sXNLw1fqjNSEAlXIpa0JeLThvYuGShq/WH60JAaiUS1kT8mrBeRMLlzR8tf5oTQhApVzKmpBXC86bWLik4av1R2tCACrlUtaEvFpw3sTCJQ1frT9aEwJQKZeyJuTVgvMmFi5p+Gr90ZoQgEq5lDUhrxacN7FwScNX64/WhABUyqWsCXm14LyJhUsavlp/tCYEoFIuZU3IqwXnTSxc0vDV+qM1IQCVcilrQl4tOG9i4ZKGr9YfrQkBqJRLWRPyasF5EwuXNHy1/mhNCEClXMqakFcLzptYuKThq/VHa0IAKuVS1oS8WnDexMIlDV+tP1oTAlApl7Im5NWC8yYWLmn4av3RmhCASrmUNSGvFpw3sXBJw1frj9aEAFTKpawJebXgvImFSxq+Wn+0JgSgUi5lTcirBedNLFzS8NX6ozUhAJVyKWtCXi04b2Lhkoav1h+tCQGolEtZE/JqwXkTC5c0fLX+aE0IQKVcypqQVwvOm1i4pOGr9UdrQgAq5VLWhLxacN7EwiUtPv+DWfiUK+vSqRW6o4vJExSf365RLntLz3mJ6O8nBuJTq/n1U7Zaf/eZmBtLCt3Rxer4o2JIPer8q+tPXX/r9SdeVMXw2kDrQnZN9nHF9fpbr7/6pep6/bW/Sbl7DIXu6GJvlfsP94l+sQBkJ8MxT8RbUk9Zc3e7anEDsRvnW7sCNCSeqPllSvqSWPlq/W25svoYqONPSuHqYeOmAA2JJ+r8q/OPLol+SNjwqetPXX/i7ZKNDwN1/ZVSuHrYvClAQ+KJuv7W9feVrb/uRl8HUj6c4ocBnpTx6AiB6vORH+kDhKQDglWlP2rExw0bgN4RAtXnIz9qfq2Df3OGisFCkWyqIepnWgNQO0Kg+nzkB9rX/KlOQLBaKX/UiI8bNgC9IwSqz0d+1PprHer4S+MECBYVSlYjPm7YANSOEKg+H/lRx5/WoY6/NE6AYFGhZDXi44YNQO0IgerzkR91/Gkd6vhL4wQIFhVKViM+btgA1I4QqD4f+fFmHH9yo29P24A+Yf/NAQsZiBqYkm/1QUabGz8utVf8TZE8tEwAiaM1QX8+RHlisI2+a34atTpsO2uEl8EEtf5SgdZ6gIw2N26Qo4YkqPXPy4kSxhKZKflWH2S0uan1R3lQ1Lr+1flX15+6/lAFbGkwgEUi2pJv9UFGmxuXBH2SoI4/KQYql16IV1b/9Im+W9R9F0gA62PAKZYQYrASaYQdUfPboEbN2KJCsD4GnGIJIQYrkUbYEbX+tf5xUcWYYYsRAutjwCmWEGKwEmmEHVHHXx1/dfxhupjFDIG1gAMplpALC5RII+yIOv/q/Kvzr5w2/zDXv3Sj70/Rzf+0SngBcClMNwZQtFpq1uMNnrNeDpNOu1IaLb/b+mHhpRdXedlt6VunzQAz0667O8y8fWJ45xrvC8ts9nFTGyAR57cvXlgggrLb0jd9M9BkTJwAiWr+Wv/Xc/xNmTIlnHjiiWG9T64Xhm087DUbfy/OmhXOOP2M8JGPrBE2GUb90ihPf7pMQz5Db5Hxf91114U777wz7LbrbmGpdy2VnYI6zbNtMu3N6vyv8//1nP/ZKHyLzD97zp2TqhloMtZLAvX8X7P1v1zta/3LiqRhZ+gNGH/5jb48AfdEO97l+yeMq7q+wMXLDFcsH/iePn2JYM7zM8P9u5ws/AdP2j0sutJyNABfff4nTrkyTL309rDkuquHFQ/cRt5I6DfH8vx4evIE9Mm9Jvl9f1KfjvOv+d1rXesv4/S1GP9t4++SS38fvv2db4dVV/1Q+M2vfi2Ffy3G35TnpoRNNx0ehm82PBz53SMotbvNR4K36Pg/avTocO75F4Tzzz8vDBo0yMpqAOdHhEJHsAiuWD7U9cev/yiPFEaLU9ff1+D65+tZrz8y6WhZqvNPp1i6/6rzL7ta/V2vv2/0+NMb/cYrnq5Rumg4gYO2oAwQzJ0yM0zYbSwlWyCsOna38I6V3m095Wmc56CJCzBpLN3oX3Z7WGK9NcKKB2xdRJ2LvmBbQko5gYNOPjCIvmBdLznlPAedfGAQfcG6XnLKeQ46+cAg+oJ1veSU8xx08oFB9AXreskp5zno5AOD6AvW9ZJTznPQyecJX3zhhfDLs88Jgwd/nP4fonr0Bet6ySnnOchy/kvBpptuGjbbbLPw3e9+1/UwHxB9wbomOeU8B518YBB9wbpemDpqzJhw3nnnhfMuOC+svNLKGm3RumavDKIvWNc6p5znoJMPDKIvWNdLTjnPQScfGERfsK6XnHKeg04+MIi+YF0vOeU8B518YBB9wbpecsp5Djr5wCD6gnW95JTzHHTygUH0Bet6ySnnOejkA4PoC9b1klPOc9DJBwbRF6zrJaec56CTDwyiL1jXS045z0EnHxhEX7Cul5xynoNOPjCIvmBdLznlPAedfGAQfcG6XnLKeQ46+Txh/om+yVt6a6FELrwLGjSQf7AVc3D05efoRn9XutGnxwdPGhEWHYQb/dRWgnxooSQmvAsSfOKUq8K0y24Ni9ON/koHbGNNnco46z8DXhkDLVRXfv1QMzUAguV2HscMzrREWyhpILwLGjRguRJT8/tauMJH2BJtoWr96UZ/8nNh+PBN6BP9zfVG3+pk4C07/sbEG/3zzz8/DFqJPtF3f6ywMSOnmc7VTjYBQ05lnPWTAa+MgRZKIsK7oEEDlisxdf77WmSlT0XN6a4GwrugQQO1/lRJnjqpIjnOC82eV8ZoCyUR4V3QoAHrLTGtGWIiNl4Z6RZKIsK7oEED1ltiWjPERGy8MtItlESEd0GDBqy3xLRmiInYeGWkWyiJCO+CBg1Yb4lpzRATsfHKSLdQEhHeBQ0asN4S05ohJmLjlZFuoSQivAsaNGC9JaY1Q0zExisj3UJJRHgXNGhAe+v1+ugfzKI/58SLWArHBC6tjwHDJnWJvMLjEObKjf7J9OM+C4QPnaw3+rkihL6pL4ZJPxkXZt3zaJjz3Ath0eWXCksM/kB4986fCgsuunBbSQJ/ov/8ZbeFpdb7SHj/AVvRE8IVuuydnyv9Ju0bdP5aqZq/1v/Vzb+nn3o6nH32L8Jf/nJzePTRR8OHP/zhsNHGG4Wdd9pZxjeP/6eeeip867//KwzfdLOw++67y9A7/vjjw4033hAOPvjQcPppp4Y7aD/6CIrtPmKExJ+mNmfTXwFu+stfwmOPPRI+9KEPh0023jjstNNONu8m0yf6w2nrzma0daf8RP/yyy4PV1x5ebj55lvCiiuuGNZdd+2wyy60330pv9+9Of4ffeSRMHLkyLD1VluFuXNfDhf97uIwefKzYa211g4HHnBAePbZZ8PxJ5wQ7v7b38LSyywbNvjMZ8Lee+8VFlxwQZ1SdJw2bVo4+aSTw19u/nN48smnwiqrrCL5v/nN/woLLbSQ6B6RPPuGLbfcOrwwc0a4/IorwpNPPx1u/NOfJK6f6J9P23foE33ausOrxz133x2OOOKIsMSSS4bjjj02LEnnwqvLZZddFq688ko615vlXNdZZx3Z27/kUktQVNef4084Ltx4w03h0EMOCaecegrt/78rfPWrI8KIEbu/IeuvnGRd/+r6X69/df7pEmXruq4NWCG636i13VH5tvlNa5u6uf7Hp2LdoBUsB4BhTdwAXuExhG+P/O4T/VgEMb4gnufi+BiKNf/WWhPgPfoPyNadED5wEm3dGfTPsXtV9b04Ozz4nz8OcybPCIu++11hkRWXC7MemBT6pr1IX7RdIax89E64hmZPQG/0aY/+J2mP/v60R989fH5a3+wtgJ2XCExFLSM2yoDrdf6htSZQ89f6p0UtjgwxNkrmOf6mT58evkY35w888GAYtPIguslcKdx22y3hxRdnhW232zYccvAhMjgfmfho+Nznt6P/Px8OOvBAGdYj9xsVxl13bVhu2eXC7Dmzw2qrrR622nKrsNXWW4bp02eE3b+2e3jwwQdof/rKYaUVVgy33n479TszbLftduFgulnlx5TJdKM/fFP6RD/funPRRReFw484PCy+2OLh45/4eHjskcfDxEceDoOHDAmnnHwy3WzTm/SO+Tfh/vFhhx12DMu/Z/kwY8b0MHTommHiQxPDxImPhH//6L+GR8gus+wy9H2DD4Zbb701TH3++TDiq7uHb35zT3lOfX194Utf+lJ4eOLD4cP05mSF968Qbrvl9jBt+lR5nkfyFiMq8fj7J4SddtwhLEtvFp57/jnpj/HYU/h7QwuEMUfx1p1zaY/+BWHQioPC+AkTwje+8fWwMD33saeMlTc+nPBiOtfDDqNzXYLO9eOfkDdF/FyHDB0ibzYWXnhheV6jRo0K11x7bXj3csuFObPnhA+vvlrYZuut6Y3GlhQf2OsvHb+Cg40sAl31z/8lLP+8OJH18AqyJqm1rvlr/Tvmfx1/NkvSfDPKQJpUrwBZawJ1/r+N7j/o4/zWB3/Onz2I8FyfcxQ2iNigL2unfSbt3Kkv9uZOfSHvnESseOacP/bu3vqY3kOjftnre3GOcHOem9Gb8NVTe3/b6nu9af83Xror879M2rnTXuy9/MJs6SllE7lwQF220YYIz71W51/zt1fA11oUtf6t4++ww/6nRzfPvRNOOM4KOXPGzN5nt922t+bQNXuPP/6YtJs4cWJvCOlGjx5NOq0ufWpO3NDeXnvt1XvppZesPYP/+Z/DRE+f+itPTWa88AL1+9nemmuu2XvssSeEp0/aJf8hhxykOjo+/tjjvXXWXbe3xeZb9J599hl73ocffrj0+fNfnGXaNjBh/ATp89Of/nTv/vvvF8nsWS/1dtx55x7dPPe+9a1v9ebO1XOYOPHh3tA11+p95Ss7WVd/++vfejt/5Su944/j567rz+zZs3vDhg3rrUvPa/YcPdfx48fL+TN30003WXsG3DvXimv2MNXugQn39zbaZJPesE2H9R544IEe5j/Xd+111ultueXmdK7Pah/UmN7k9IYMHtL7+c/PsvPXeg/p7bX3/+vNLuqtDdNRzy753InnkJ8VyrsooNj+11+XIYPowkgiPFfzW2Vq/aUUbnQAiq3jD+UoR0zym6jRhgjP1fmXaqZ1cdUBFFvHH5eB/mypj0Y5/EiCyNmG3sXSkETFYxAurBu6jf4o/8T9z+7dvc0xvWk3TMh6f/Y3N/b+tvXRvUljr8j45CAB7MDyp/6aqPF8Mwnywtb8UgGUA3Yer39W0sKp9dcifvazn+1tvPHGdOM711Wor/fwwxN7V155RY+27Aj/CN2sDqUbz9Fj6EY/1n/kyH3lRvbuu+8myl4U0X92m216tE2nN/fll12/Per3Ier3yt6TTz0p/OTJk6WPgw8+2HSXXnqJ3EDTr9UYx2Da81PlRn3UyFGRTzl9/vET6AZ88ODeyH33zdrTz4NKrmuuuSZ7vtttt11vww03dFr0C6uh7x5+hOR/6MGHhBg//j7pj9/o+PwSpPVnDN/o0xuL68aNkzcJw4cP7z30kLaF/rJLL5U+aB+/NNNDX2/a1GnED+7Rp/jGj9qX3lhRf3f/7Z7IpeeH/kxM+ft7NPSZGG1hYxAurHvNG/3V/FlFS6dRr0yAAsPW+ksFUA7YOv5s1DTGU51/Vps20KhXJsIAg41BuLBvo/G3AJ+r278ifwSyP+/wH444HDfwe778a1EjVhCFm/K0BEDdv/tpYfbTU8OHT/t6WGSFpe2PxjNvvD88MvoC2qu/Sljpf76Y+vJPCp1ErnBTm5aAp97I8+cnWfO/cePvzV7/6dOnhQ033Ij2rq8VTh47Np/GfhDTiUyk/eif/9x24fOf/0I4kLfu0GMkbSW57pprw7jrx4XFF4//hgXxU2l/+8YbUb9rU7+0z72/+c9bdzaNW3dkSwy1P+H7J4Rf/vyXYQHaMr/66msQswDNXV5meuHee+8Lyy67bLiC9sPLUyyeJ4lli8yOO+wQdtxpx7D3Xntb/tNO/1H40emnhTN+dIZsB2ItP/g7A09MmhSuveYaJej4xONPhN9f8rtw111/Dc8/PzVMpy1Ajz4ykSILhN/85je0TWdVzfNlzbPPPvtYWzwl3rpz7m/PDQvS+sd/5t5zz/8Mu9Oeev844Xg617N/KefyL2usIVZeiL4Q7ht/b1iGtgLhXPcbNTJce+11Ydw4rXfX+SM/56nzv87//uYfxqIfM8IVROEmSUvAU3X81fFXxx8t/vTw80IId2jECqJwpaVwLQFPvVbzz+3R59w+RemXsRY5N4l9qJqO+UYwUdDVi663WjwlcMxzTKDf2J/7/AvhQz/+j7DIPy9JIm0z85aHwiOH/TYs9q8rh5XHbI/G0VpmubF4NflxLtpx/tyEa6HQxp7Fqzh/9FXzcwVait1CQfd2qD9ustdbb73wwx/+UIdJx/zjL55+7nOfD1/4/OfCAfSFVp5/vGf8WtozPu7662kv/WJW4+emPBdoi0pYb711qd8Ts36jo4aKLD+vSTf66ec1e2H0aNrbTr9Us/pqHw6rrPwBueHn14Pn4n333kM36Z8Ihx56aNaVdUiz9v4J94cv7/DlsCPtn99nn32jrhdOlxt9utk/40e0F57+Ibz4+vON/qQnJtH+d77R74V77rkvfPM/vxmmT5salv/n94R/+dePyJdnf3fx72VN+PWvfx1W/eAHwwTac78DvaHYYccdw75yox87jBnHjBlNe/TP12WH1qzF6PsGP/vpz8IHVv2APV3a3hPOv+B8+n7DauEDq3yAstMdvq48cq6DPzEkHHKofp9h1Kj9wnX0HPkf4lp8Cf6SbvnI89sJiqyMEdlCgdQQHev6g8tGKvZ8Xn9QS23YUuwWCm1q/eMsqOOvjr/yVq/OPxoTZVF4lSkXFO97HJeyFgp9aIiOmH/0joH2m9rfMtiL/3OEHhLSeBGJf/jQmBMr9Edp6HU+2J3/oX1+0btnq2N6M+96WBog/5Tf3yJ79x/7wSXE+349djmkYUeMe3iTnr+dtKu0PwvFTcaduUKWZOeYK+r5lzV0vkD1+egi7lVBPX0UXGz0d6r/Fptv1tt8881jspR/1qxZvcm0Z3zOHNrSQ/TEhx+WLSaydSeqR8atJPSF3vLJ9jbfYnPqd4t4wtovH+lfwu09O/kZ6le/MzOF9ujzPvaDDz6Eoqqj354X7orLL9d+mX4F5z9+Am2poS0ux/Eee+lS+z31tNNk7/5tt98q/Srb19txxx3j1h1ljj76aMn/61/9KstPf8mQfh+kPfb8kD36lOfYY49VnRy5D+2H3rDIdqc/3fDH3oUXXiS5t6VtQjNmzjDl+eedK7kuv5y3EWo7CfqDdNnXkz36lG/mDG0PSZ1/vm5SLJQme/2LSKx22TY1NSQNvc4iAmr9fW2kWKlAEtJ4Ean119GTajWP+e+EGazjT8eXFqUYZRLSeBGp408KprVJtcuGltH8p+HGYioV9O1V3u8xexEyp9msEZZcctAXLwomnXKl3NA/evRF1knf3Jd7D+31U+K/15vyO73gczDrM3OsqYFGmAk/bBoCa9oJsiaZ02zSCDNR80uhrBQCmrXrYrKaZk6zRSMsueSQjb9my24m6zNzmm0aYUkth1ecnz4l7g2lL9SeQze12kOv9zJ9UXWPr+3RGzx0cI/33/PDfxkX+fFl3BnT+cYzz8/76PkG/le4WWYF7dffY489KB/3q/vMJ0+eIvkPoj36yM970PmLqLvstmuP33Dgwd8X4D3rp5x6qmklJg1T/vH38R59vtFPXzBm3el0o8/P6fbb0rxnfqcdd+ptQHv0kX/kvvTcqf3Nt97MYXk88cQT8maA29/PX6YldkL8Mu5xx3KelF8guf7LuNzJkUceKfn32Zv29MdkXAeu/y677ipvgljH7Z968qneyP1G9k6lc8UDX8adTjf6sbmGxFHGYCZAD92W5dYkc5ptGmFpqK0Nqtts3MGw3JpkTrNBIywNtbVBdZuNOxiWW5PMaTZohKWhtjaobrNxB8Nya5I5zQaNsDTU1gbVbTbuYFhuTTKn2aARloba2qC6zcYdDMutSeY0GzTC0lBbG1S32biDYbk1yZxmg0ZYGmprg+o2G3cwLLcmmdNs0AhLQ21tUN1m4w6G5dYkc5oNGmFpqK0Nqtts3MGw3JpkTrNBIywNtbVBdZuNOxiWW5PMaTZohKWhtjaobrNxB8Nya5I5zQaNsDTU1gbVbTbuYFhuTTJHGyzAXP5HBP/3AMb8IEWkfZQj6ncEWcAPCvfon6CmXwtXH52R9awGU4Y5z0wND/zHjwN9IzAsMfRD4Z2rvzdMp207L937eFhouSXDh077Wgj0W/q899c/x5gkmQHm17Pjbt6Y86/5+XXlR61/1xB/nPaijxixK/1u/HT6PfkNZFsJ/YIM/Ub7nWHNtdYMp4w9RYbRxEcnhi/Q1h3+ec0DD6StO1RT3jN+Ne0Zvz7uGZdSx0RPPPF42G233eT36DfYYMPA21Ju+vNN4Y677gprDx1KPy9J/dKDbvTp5zWH0dYd+gezjqCfrYxT/Jhjjgm//u1vwoc/+KHwmU+vH+h3sMLvLvqdbPUZPebIsOmw4dS6ff5PoK07O8jWnR1p6w7vndfX//QfnR5O+9GPwpn0/8d46470EOjfC9gxTJr0ZLjmatq6Q9Jzzz03HHXUUeH9K74/bE7Pa85Ls8PFtF9/Jv1k6EuzZ4ff/Ja27nzgg7RFaHzYnn7GcyfaupP26Kf1R7funKc/r0n/YNacuXPC177+9XA31eAbe+4p/x4Bq793zNG07/+34UN0rut/Zv3w8ssvh4svpt/+f25KGHPkaDrXTWX924+27uhWKdq6sxhv3Wk/fyuivBZ8lnr+zjApD3228Tmnp46wiQay/tb1hwvKj1r/uCzAaFnoWMcfj446//wcscEBQOWp64+/043jhcaNZ7VciLHHmB+vfv2hPfp91Fscqj6HZpBjB+0U/cOsPTv8oOeuD43KMRNq9MV7nwiPHfv78PLTz1Ebep6k+acPvTe8f9TWYdH3LY1O+rVZt+zwYz7zszRrz8QrfGTta36tXq1/HEU6OuSYDZQ0yDpoE9xzzz10Qz+WflP+tjDrpVm0l3yxsMEGG8iXbt/5znfK+H38scfCtttuG75IX8bdX/boh7DffvuFa665Olx//R/CO6kNvRd38yKEe6nfk+mGnn+rfvasF8Ni9IXdz9CbCf4yL/fLD9mjv+mmYcsttgiHHX64cHygP0fL9wbG0X70Ryg3v9wrrLBC+OY39gybbb65y6NJ5Rjz089Xhu23/zJ9yZa+jLv33jb/fsQ3+qedHs4888zw0Y9+1HLtvPPO4Un6Mu5VV18tHHLzDf9Ls2YF+pe06IvIn6PlY4FwLt2Q//bc88IqH1g5PED/RsD29Hv7O9E/LLYX5SnPn98snHveeeGCCy4IK9E/+MWPp+kf1OJ8z9Nv95988klhzTXXknM9kb4jwV+0fezxx0TH57onvRmgbVX2/Lne19KbkXFU78UW1/phdfHnLx24QyyLY14ZzNqzw486/7QO8dWp9achkQ2UWB4yHXQSzANl7dnhRx1/Woc6/mQwyBjJBkosD5kOOgnmgbL27PDj7Tb++IN9OfGsGsKkA748QRrs7U/B/lHqtu3di2ubhI6MkPLzP5o19+lpYZH3LxMWfhd/cXD+HqnbV5ef32TwiHujzr/mr/Wf1/jjT5z5C7r8D03hr2evxfifQ5+CT3nuOfpi6/J004ye53/+8XNaiNq9a5ll0vpaNk9PtIzQpKPgAOYf3/BPenIS/YNg7w7/9E+LUvn6ee6vUX76udGw4MILhWXepR9CpG7r+vN61L8cPLX+uKep46+Ov7//+lfnX16BN8v607J1Jz5Rubgytrc+2RmkE8hodTiIR2vz2JpM541zzR9L31rA/t/l1vpj9HUM3zr+pDB1/tX1h5aX1hWmrr91/ZWB0To66vWHrjDtlaFAvf7W6y8q0DpIXv/7D9u6I88r5sdzZJtT6QnKKM+DrpkGEIY1QUY4x0Focyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhGGLcHRd1EFocyp6IGEhNqsBhMXal3Ez1lq0grybpgRdpUjJJN8QAGxq3EAq6RY2IyWTfEMAsI2siVBJt7AZKZnkGwKATekaSCXdwmakZJJvCAC2kTURKukWNiMlk3xDALApXQOppFvYjJRM8g0BwDayJkIl3cJmpGSSbwgANqVrIJV0C5uRkkm+IQDYRtZEqKRb2IyUTPINAcCmdA2kkm5hM1IyyTcEANvImgiVdAubkZJJviEA2JSugVTSLWxGSib5hgBgG1kToZJuYTNSMsk3BACb0jWQSrqFzUjJJN8QAGwjayJU0i1sRkom+YYAYFO6BlJJt7AZKZnkGwKAbWRNhEq6hc1IySTfEABsStdAKukWNiMlk3xDALCNrIlQSbewGSmZ5BsCgE3pGkgl3cJmpGSSbwgAtpE1ESrpFjYjJZN8QwCwKV0DqaRb2IyUTPINAcA2siZCJd3CZqRkkm8IADalayCVdAubEdq0Znv0rTvI2PKD//ZAGHtsEFbW/fkKAVhu23xYVIB5TgiOLT9q/lp/Ggt1/NlUwKTDTNF5Ag9W2fJoUQHmORk4tvyo86/OPxoLdf7ZVKjzT1cGrBS5l7MaS0eLCjAvCWwPAcf4Udefuv7QWKjrj02Fgaw/C/CPb3Z+3V5nmhzbpqQMQExEZPdtuGv+Eh1N3uyLMO5103nd3rvryqa/52p+1A22qE6tfx1/df7V9aeuv/X6Q9dnvhLLo15/7b6x3n/QiOj6uaU4XNh03GFw4+5ovf9409x/yCf62YtojgF+nft9QEmvq/44RrTWCAIjcpCFzTGQi1s8KGv+Wn/5cRYaEHJ/i7GCAQK/sFnYHAOFuulCWcdfHX91/NFNAU2IOv/cOoEFwlEeZmFzDHhpK4YSdYc1MQRG5CALm2MgF7d4UCIvrEkhMCIHWdgcA7m4xYMSeWFNCoEROcjC5hjIxS0elMgLa1IIjMhBFjbHQC5u8aBEXliTQmBEDrKwOQZycYsHJfLCmhQCI3KQhc0xkItbPCiRF9akEBiRgyxsjoFc3OJBibywJoXAiBxkYXMM5OIWD0rkhTUpCRpbd7QRmqo04xq9WHcdIPUliA74K0xbgyxXFGRczV9cRduq6DmtHjOC6FDrTyX0JXI4G2uRz7g6/ur4y+5i3eBphTp6OCSIDnX+1flX15/WyRI/OU5zxuYNPlOu629df+v62z55WlmdS8WNvptgBg1IN97DnBPOBxoJ+w06tdMZNFDzUwV8NWr9dc2TmvjCuBGlsN+gUzudQQOi816tf62/fIJPI6P/v377UeOGWwM6nUEDdfxRBXw16vyr86/Ov/QBQuenV9msaSw6jnCzy6CBuv68hdef4ka/WEjpxLo+eYAyHwZuzBRQdUktKLmm9pTHJjCg0f41Jo5DPakFJdeEnvLYBAY02r/GxDU/lcL+qXDCUreW4nnK41RJII32r4G2OVqlXUtjT3mcegLSaP8aaGv+slritxTPUx6nSgJptH8NtLX+ZbXEbymepzxOlQTSaP8aaGv9y2qJ31I8T3mcKgmk0f410Nb6l9USv6V4nvI4VRJIo/1roK31L6slfkvxPOVxqiSQRvvXQFvrbzf63QXDF2mdwqCBVFFBXTwHEYPVprmnHCL6RV6nMGjANyDcxbMMMVhtmnvKIVLz8xe5XIUMGvAFI9zFswwxWG2ae8ohUutf61/Hn5shBg34CUO4i2cZYrDaNPeUQ6TOvzr/6vxzM8SgAT9hCHfxLEMMVpvmnnKI1PlX59+rnX90o99HY8x9bm8jzoAfdRnOFXhDECVZkJy4MRV/bk0dZcI0D2xCJGWJ8pY1vy4Itf5SgWxw1PFX5x+tcfRfXX+oDG65dwuuLhw2bwyUy675uaKuv3X95Ruy+MgGBzn1+l/Xn7r+vmHXH/tEv1zw07KdEOaw2WwyG9u4RYdMrT+mNjU/qqQ1SVVPyFdLcN7cX9etAABAAElEQVTEwiUNX60/WhMCUCmXsibk1YLzJhYuafhq/dGaEIBKuZQ1Ia8WnDexcEnDV+uP1oQAVMqlrAl5teC8iYVLGr5af7QmBKBSLmVNyKsF500sXNLw1fqjNSEAlXIpa0JeLThvYuGShq/WH60JAaiUS1kT8mrBeRMLlzR8tf5oTQhApVzKmpBXC86bWLik4av1R2tCACrlUtaEvFpw3sTCJQ1frT9aEwJQKZeyJuTVgvMmFi5p+Gr90ZoQgEq5lDUhrxacN7FwScNX64/WhABUyqWsCXm14LyJhUsavlp/tCYEoFIuZU3IqwXnTSxc0vDV+qM1IQCVcilrQl4tOG9i4ZKGr9YfrQkBqJRLWRPyasF5EwuXNHy1/mhNCEClXMqakFcLzptYuKThq/VHa0IAKuVS1oS8WnDexMIlDV+tP1oTAlApl7Im5NWC8yYWLmn4av3RmhCASrmUNSGvFpw3sXBJw1frj9aEAFTKpawJebXgvImFSxq+Wn+0JgSgUi5lTcirBedNLFzS4vM/mIVPubIunVqhO7qYPEHx+e0a5bK39JyXiP5+YiI+tZpfP2Wr9XefibmxpNAdXayOPyqG1KPOv7r+1PW3Xn/iRVUMrw20LmTXZB9XXK+/9fqrX2qu11/7m5S7x1Doji72Vrn/cJ/oFwtAdjIc80S8JfWUNXe3qxY3ELtxvrUrQEPiiZpfpqQviZWv1t+WK6uPgTr+pBSuHjZuCtCQeKLOvzr/6JLoh4QNn7r+1PUn3i7Z+DBQ118phauHzZsCNCSeqOtvXX9f2frrbvR1IOXDKX4Y4EkZj44QqD4f+ZE+QEg6IFhV+qNGfNywAegdIVB9PvKj5tc6+DdnqBgsFMmmGqJ+pjUAtSMEqs9HfqB9zZ/qBASrlfJHjfi4YQPQO0Kg+nzkR62/1qGOvzROgGBRoWQ14uOGDUDtCIHq85EfdfxpHer4S+MECBYVSlYjPm7YANSOEKg+H/lRx5/WoY6/NE6AYFGhZDXi44YNQO0IgerzkR9vxvEnN/r2tA3oE/bfHLCQgaiBKflWH2S0ufHjUnvF3xTJQ8sEkDhaE/TnQ5QnBtvou+anUavDtrNGeBlMUOsvFWitB8hoc+MGOWpIglr/vJwoYSyRmZJv9UFGm5taf5QHRa3rX51/df2p6w9VwJYGA1gkoi35Vh9ktLlxSdAnCer4k2KgcumFeGX1T5/ou0Xdd4EEsD4GnGIJIQYrkUbYETW/DWrUjC0qBOtjwCmWEGKwEmmEHVHrX+sfF1WMGbYYIbA+BpxiCSEGK5FG2BF1/NXxV8cfpotZzBBYCziQYgm5sECJNMKOqPOvzr86/8pp8w9z/Us3+v4U3fxPq4QXAJfCdGMARaulZj3a4GlffChFZbelb/pmoMmYOAES1fy1/nX8pT8ypslBqJxEpW/iZqDJmDgBEtX5V+dfnX91/qVFwaFyESl9kzYDTcbECZCorj91/Xk7rT/5jb5MAHpjiynR8S4fYX9DoBOsmGZwxfKB7yGovJFH2PeX/UhAzd/6KYOvF14srWVRUbhi+VDrX8dfnX91/aGFgBZ5LA+yMOjiQDdAdf2v1784Iur1t15/Wz7l9+tFvf/QauhaWqyocMXy4Y27/9IbfTwhfc7xCbkF318SWrSu2SuD6AvWtc4p5zno5AOD6AvW9ZJTznPQyQcG0Res6yWnnOegkw8Moi9Y10tOOc9BJx8YRF+wrpeccp6DTj4wiL5gXS855TwHnXxgEH3Bul5yynkOOvnAIPqCdb3klPMcdPKBQfQF63rJKec56OQDg+gL1vWSU85z0MkHBtEXrOslp5znoJMPDKIvWNdLTjnPQScfGERfsK6XnHKeg04+MIi+YF0vOeU8B518YBB9wbpecsp5Djr5wCD6gnW95JTzHHTygUH0Bet6ySnnOejkA4PoC9b1klPOc9DJBwbRF6zrJaec56CTDwyiL1jXS045z0EnHxhEX7Cul5xynoNOPjCIvmBdLznlPAedfGAQfcG6XnLKeQ46+Txh/om+yVt6a6FELrwLGjRgbxMS0/JpkuVm4JUx0EJJRHgXNGjAektMa4aYiI1XRrqFkojwLmjQgPWWmNYMMREbr4x0CyUR4V3QoAHrLTGtGWIiNl4Z6RZKIsK7oEED1ltiWjPERGy8MtItlESEd0GDBqy3xLRmiInYeGWkWyiJCO+CBg1Yb4lpzRATsfHKSLdQEhHeBQ0asN4S05ohJmLjlZFuoSQivAsaNGC9JaY1Q0zExisj3UJJRHgXNGjAektMa4aYiI1XRrqFkojwLmjQgPWWmNYMMREbr4x0CyUR4V3QoAHrLTGtGWIiNl4Z6RZKIsK7oEED1ltiWjPERGy8MtItlESEd0GDBqy3xLRmiInYeGWkWyiJCO+CBg1Yb4lpzRATsfHKSLdQEhHeBQ0asN4S05ohJmLjlZFuoSQivAsaNGC9JaY1Q0zExisj3UJJRHgXNGjAektMa4aYiI1XRrqFkojwLmjQgPWWmNYMMREbr4x0CyUR4V3QoAHrLTGtGWIiNl4Z6RZKIsK7oEED1ltiWjPERGy8MtItlESEd0GDBqy3xLRmiInYeGWkWyiJCO+CBg1Yb4lpzRATsfHKSLdQEhHeBQ0a0N56vT76B7Poz/nx75UpHBO4tD720KOT5K82ynHjPvrf/ugprRYIC1ISx/PfzPlvw/JAb/SbsMQtSDQzPXoi9O5DFKpcgHqgDRccJ7rZmjlmXZ7Yf81f61/Hn5sXdf7V9aeuv3J10KsNXzfq9adef+v9R73/0hXhld5/rrzS++yeNC4shcF9LtMeQ6brzyu9/0ZPsOitaVXhPtGPTcT45p7nbtSf+NgkufG2525N3E23rqN6d95HDt1omIwAX3N4gDFpERFEFcfQgu9XuKQL9OmNPUF5PxClkMVkUZuah5q/1r+OvzRNeM7RHKrzT9eIuv7EhVRMxHX9TReQev2J19R6/ZUPFuv9R73/omVyFbrRfyWPuLLKbS1ff2WJlQ5iRIypKOJ5FvqYNJyvg7vRz/WN7ojwT8x/T0e1rgWgWL6E6mfuKQMEiSlRQ0FEzZ8GRq0/1SLOEh0rbsQAiq3jr86/uv6kCwqvtJgg5aqb/IaCiLr+1vUX46hef+r1p15/db3UtdKtmIBi3yT3H7Rvh58OLf3F7YCfyWn9N9TQW4RBdqYp0qBB1PyNetb6p5U0jSBDjXpZhAHGFWwMwoU1XR1/jXrW8VfHH67k2dxSpzFeMg0mGGydf1IBlAO2rj9UFn3r0BhPdf2p609df7JV1TuN+eKDtq7YQkObaWiLvvv7gchTmG6AOBwL7vmsX3IasYIo3JSnJeCpmr/Wv44/XAxxWSxnX51/fs1Ii0uqUyNOIeFaAp6q609df+r6U9cfXkn8upBWFkWNWEEUrjQSriXgqbr+1PXntVh/iq07fojxWPS+xzq4s3Ck0EbVdPR/74Wm8916mcP7Htf8UoGWktT6a1HsWMdf891BnX8dn5aVE8r7Htf1p64/VIGWIQFSQ3Ss609df7DfKS4bsrm99dPqckB53+O6/tT155WtP3Kj79816kLFZYyjU8aXDjI+8gPjNrE5oyp3lIZ0aB3clNH91aDmL6osRZaDXFdq/ev4y2ebjg2dbR7X+WcV4LLw7Knrj5XEg7r+pk8N6/VHJgsNj3r9lzkiS6oc6vU3Lhr1+qOFSKMir0gsUzIypejwBl5/9BN9ecbuacsTo+eJ55+ecifKmmROs0kjzAT/9B8lNMjNan6uwnw9sppmTrN5I2xFr/W3UnDZ6vhrDp4OJhtTmdNs0Ahb0ev4s1Jw2er4aw6eDiYbU5nTbNAIW9Hr+LNScNnq+GsOng4mG1OZ02zQCFvR6/izUnDZ6vhrDp4OJhtTmaMNFtBf0fetpdSRcC0i7aMsUr8jiG4p3KMb+fTbF+il7SsFiKF3tvSKd6RQuiNY82sFqDy1/nX81fmHK0dcL2hR8aPCJotdYVjHj7r+1PU3GwYyKvigIymOJwwri0ZAfF1//UxDoer881XR0YLasMeYH3X9qetPNgxkVPBBR0scM37omEJF9Il+H4XdO0lcC52wq72T9Auz9uzww/JoVI6ZUGV87KCTYB4oa88OP2p+rYMfKlmhYphMB50E80BZ+1p/rVYdf3HU6OiQYzZQ0qDqoJNgHihrzw4/av21DnX+y2CQMZINlFgeMh10EswDZe3Z4Ucdf1qHOv5kMMgYyQZKLA+ZDjoJ5oGy9uzwo44/rcPbZfzR/kx96bPREGsAgy/vkabtu0WQtdnUbdu7d9ciCR0ZYc1PE5NmZq1/HX80DGyNbs6UBpOmVZ1/zU/PXLlSoRwZYV1/6vpT1996/anX33r9fYtef1u27viLG+P224r+rovyJil20948tu5v4sjFteav9a/jD1PJ2zr/umYGVYmLg0fr8Knrj1Svrr/dNy71+hMnWOsEip+DYpIVts6/VJDW8tX1p64/NDBex/XXtu7IyIzjL41SvWamsZoGqNzAt+i1rQYQhrV+M8I5DkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gDFuEo+uiDkKbU9EDCQuxWQ0gLNa+jJux1qIV5N00JegqRUom+YYAYFPjBlJJt7AZKZnkGwKAbWRNhEq6hc1IySTfEABsStdAKukWNiMlk3xDALCNrIlQSbewGSmZ5BsCgE3pGkgl3cJmpGSSbwgAtpE1ESrpFjYjJZN8QwCwKV0DqaRb2IyUTPINAcA2siZCJd3CZqRkkm8IADalayCVdAubkZJJviEA2EbWRKikW9iMlEzyDQHApnQNpJJuYTNSMsk3BADbyJoIlXQLm5GSSb4hANiUroFU0i1sRkom+YYAYBtZE6GSbmEzUjLJNwQAm9I1kEq6hc1IySTfEABsI2siVNItbEZKJvmGAGBTugZSSbewGSmZ5BsCgG1kTYRKuoXNSMkk3xAAbErXQCrpFjYjJZN8QwCwjayJUEm3sBkpmeQbAoBN6RpIJd3CZqRkkm8IALaRNREq6RY2IyWTfEMAsCldA6mkW9iM0KZV26Nv3UHGlh/8eT5hbM5HWFm3MwcBWG7bfFhUgHlOCI4tP2r+Wn8aC3X82VTApMNM0XkCD1bZ8mhRAeY5GTi2/Kjzr84/Ggt1/tlUqPNPVwasFLmXsxpLR4sKMC8JbFMQx/hR15+6/tBYqOuPTYWBrD8L0I/u8O1+nFAys1oP7QqwsHnT9A+xFF8EJDleN53X7e19b+0KsLC+BeXgU5N/pKDmz76ISOWq9dd5U8cfzZk6/7kI+eJReB0rTGzXEa3rT11/6/WH5ki9/tbrb/pxZ77m1vuP1/f+Qz7Rzy5T5hgoLnlNF0r5/hJdL2FNCYEROcjC5hjIxS0elMgLa1IIjMhBFjbHQC5u8aBEXliTQmBEDrKwOQZycYsHJfLCmhQCI3KQhc0xkItbPCiRF9akEBiRgyxsjoFc3OJBibywJoXAiBxkYXMM5OIWD0rkhTUpBEbkIAubYyAXt3hQIi+sSSEwIgdZ2BwDubjFgxJ5YU0KgRE5yMLmGMjFLR6UyAtrUgiMyEEWNsdALm7xoEReWJNCYEQOsrA5BnJxiwcl8sKaFAIjcpCFzTGQi1s8KJEX1qQQGJGDLGyOgVzc4kGJvLAmhcCIHGRhcwzk4hYPSuSFNSkERuQgC5tjIBe3eFAiL6xJITAiB1nYHAO5uMWDEnlhTQqBETnIwuYYyMUtHpTIC2tSCIzIQRY2x0AubvGgRF5Yk0JgRA6ysDkGcnGLByXywpoUAiNykIXNMZCLWzwokRfWpBAYkYMsbI6BXNziQYm8sCaFwIgcZGFzDOTiFg9K5IU1KQRG5CALm2MgF7d4UCIvrElJ0Ni6o43QVKUZ1+jFuusAqS9BdLB3cy0tslwxnnE1P71q/X/6mJdVq8ecIDrU+nd/fpuNtTr+pAJZTer8q/Ovrj9xZZgfo7OHlYLoUNffuv52XcGztTYOr4yr629dfwew/hY3+jqkZHwZNJDTvHBRiHOKIpfFIQrTbxAi7pH+j1PAoAHRea/mr/Wv46/OP1kT/MLgVhSF/Qad2ukMGqjrD1XAV6Ouv3X9retvXX9lTfALg1tRFfYbdGqnM2hAdN6r68/8rz/FjX6xkFNpu955QukL716xBlRdUgtKruk95bEJDGi0f42J4wUqqQUl14Se8tgEBjTav8bENT+VIv77y1IUqVtL8TzlcaokkEb710DbHK3SrqWxpzxOPQFptH8NtDV/WS3xW4rnKY9TJYE02r8G2lr/slritxTPUx6nSgJptH8NtLX+ZbXEbymepzxOlQTSaP8aaGv9y2qJ31I8T3mcKgmk0f410Nb6l9USv6V4nvI4VRJIo/1roK31txv97oLhizROYdBAqqigLp6DiMFq09xTDhH9IotTGDTgGxDu4lmGGKw2zT3lEKn5+Ys0rkIGDfiCEe7iWYYYrDbNPeUQqfWv9a/jz80Qgwb8hCHcxbMMMVhtmnvKIVLnX51/df65GWLQgJ8whLt4liEGq01zTzlE6vyr8+/Vzj+60e+jMeY+t7cRZ8CPugznCrwhiJIsSE7cmIg/t7Cq76U54clTr5TY8ruuHxZeZvE0D2xCZCkzJ0tBep0QIUy97u4w87aJ4Z1rvC8ss/nHqU17fu0s7yWlLfgsc1vLlF+iWfOav+31b6tirT9VRaZjNoC0VMUxV7yy8XfJJZeEm2++Oey11/8LSy31rtSzdWogxQqUK15Z/tRV6uW6664Ld95xV9htxK70nJYkiVuXUgNDqSVTrz7/uHHXhTtuvyvsutsu4V3vWor6fH3zy4nZSRkQuu2QK179+b+a/C+++EI4/Ywzwr+s8S9h2LBN3DrOvdIzbVn/9Zzys6jzn6ryOsx/rT0fa/2zeW7lMJBKVaBc8cbOP34dcf8jTzN7cuTU+Scvs7//1JczK5SbDgVfvPbs5oo3d/3tE/3up12cgD/h/EwtUtLw1abjy8/NDBN2HSvtVj1pt/COQf/s+sCwfeX5nxh7ZZh62e1hyfVWDysesI29IClz9v4o5sSzVDdlTcieHEDeBKzlAwFZzc9zzVcBFWKLKimXqp6QVwvOm1i4pOGr9UdrQgAq5VLWhLxacN7EwiUNX60/WhMCUCmXsibk1YKpSV+vL9x++x1h6aXfFVZddVXQ2S0qevaZt93uc+GxRx8JxxxzTNhoo42oHVSaJWVNSCPumDexQEnDV+uP1oRAL4wZc1Q477zzwvnnnx9WGrQSnQPf8bx++Y866uhw7rnnvmH5/Q1HOuuEfLUEo7BFoKTh+8qDS01zJmVNKGkjck2mTJkShm+6aRi+2WbhiO9+d57jzzVtdkZMyppQf/l9rOwbvlp/7G6Vsibk1YLRcREoafg+M7jUNGdS1oSSNqK8iYVLGr5af7QmBKBSLmVNyKsF500sXNLw1fqjNSEAlXIpa0JeLThvYuGShq/WH60JAaiUS1kT8mrBeRMLlzR8tf5oTQhApVzKmpBXC86bWLik4av1R2tCACrlUtaEvFpw3sTCJQ1frT9aEwJQKZeyJuTVgvMmFi5p+Gr90ZoQgEq5lDUhrxacN7FwScNX64/WhABUyqWsCXm14LyJhUtafP4Hs/AuJ+vSqRW6o4vJExSfLsoZz3mJ6OcnBubGG33O/8GTvxoWHbRsvLhrU1wttFt3VBhPjBzxU/5JY68Kz192q97o7/9Zf/2MbXLzRp0/nkXNTy+RvHx4c0eVca+xQnd0MR1jpLdvhaGqbEnYz/iD8q1c/+eemxKGbTIsfPJTnwo/+P4PirHeff5//vOfw1//+tew4447hne845/eFPUfPWZ0OP+88+VGe9BKg+xc3Cuvw+Lv9PqPOWpMOO9cfaPxRuR/vdff13L8T3nuubDpsE3DZptvFr5LN/r66B5/yM32rTz/3u7rTz1/HuM0iN+m15/6+r81Xn/3ib5fenn15cHrOU/ES5KnTOouVxY3EPtVX2/0T5ZEq540gj7Rf7f18mryP0E3+tPoE/0l1qVP9A/chvpsz5+StSDXRKOeeG3OvyVronw6YT1R88tbAl8Sq9z8jz9r0gYafXvizVP/KVP5Botu9D/5Sb3Rp7Fub5fsKRvI5l/baRvnmijnib/P+Y8ZQzfa8on+BWHQSiv93dcfO9cIjjrqqPiJ/huTP3s+vtwS8MTfp/6vJv8UesPJN/qbbzY8HP7dI/XSYU/ZwJt6/L2a809t37rzL50DIfeSKe+JN9/4S8+91v+tuv6n17COv9d6/rkbfZ3I+XSO11pPyqvhCIHq85Ef6f1B0gHBsm7u87R1Z5dTSN8LvHVnUdq6g/jsSc+Hx39wSXjHPy8dVthnC99p6M2ZGx457LywwNy+sNIRXwoLLLKgZOW2/HiStu48Tzf6S623Wnj/AfSJPj3QL6yQ2UEjPm7YABo4QqD6fOTH/J6/qnFMfaC9MhQ3kGvFk1hqyxza+4boAhY9JZv6QHvTGoDaEQLV5yM/0L7mT3UCgtVK+aNGfNywAeiV+OlPfxIuuvDi8MijE8Ni71wsvOd97wurrbZaODJ+onrC8ceFG268KRx66CFh7KmnhrvuuDOM+OpXw+70/4knnhT+8H/XhzN+9OO4H177HHf99eGXP/95mPDA/WHhRRYJH1ltjbDH174W/v1jH0XycPxxx4Ubb7opHEWfgJ904snh9jtuC4ssvEgYsuaaYd999w3LLbts1GqfEyaMD2ef86tw4w03hJdmzw6fXG+9sPvuXwv77T8qfPpT64dvfeu/SN8Lo+lGmz9R/1/6VH+llQfZsH/qySfDOb/6VfjTDX8Kk595NgwdOjRsudVWYf31149DTPPwkR/zGn/8EfLZZ58Trht3bbj7b/eElVZaMXx1xG7hlttvD+f+9txG/icnTaLnf064+Zabw+OPPhY+SrVYd9316K8hO1B+ykb/svDuX909LLX00uH444+3/Bf+7wXhl5Tna1/bPQzbdLjw/Bz/85vfDAsuuFA46aQT5flym5tuvIHO/2jiTgp30vNYaJGFw1Cq56h9RoZlllnGnxS10fOVxgSPP+E4an9T+J/DDw9jx46l7xncHpal12APyrvZ5luEM8/8cbjw4ovD1OeeD6uvsUb47299K3z0o+n15H7+cP248LNf/CLcP+H+8A563VdbY/XwtT32CB/7d9LFdBNpq9d++44MW265ZZjxwsxw5eVXhCeffIrG2J/ClCnP0TnSJ/q0dQfjr9f3spzTnbffFr64/ZfDFz7/eXQVLrvs8nDlVVeEm/9yS1hxxfeHdddZO+yy24iw5JJLWv2OO+H48OcbbgqHHHxwOOW0U8Odd90Zdh/xVRrDI+gZx1dZnps+QT7yY16vf4qrXo+pD8SVoagB6B0hUH0+8gPtfUO0gFWlP6Y+0N60BqB3hED1+cgPtK/5U52AYLVS/qgRHzdsAHpHCFSfj/yo9dc61PGXxgkQLCqUrEZ83LABqB0hUH0+8qNt/MmNvjUzoA3sb6rkWshA1MCUfKsPUu3cKTPD/SPG0j5j2rrDn+ivRJ/o41kSOWHEKYE/9V+Vt/WstJyGSDv9T+PDY0dfGBb790Fh5SO312eArsmTrTuX3haW/OQatEd/axeHKNrcuJOMJ4W/KZOLlglEDYwJ0JYszoUpiUMUbW5cEvRBAv6TIJpnQOh0QNdgWn2Q0eam5kd5rIZEvInrf9FFF4Vrr702/OEPfwjLLrNcGDz4E2EQ3SB/k24kebyN2m8/il8TlltuuTBn9tyw2uofCltttTX9v2U45JBDw2WXXhauoJutZZbhLXMhXHrJpeHQbx8allhiifCxj30sPEf7ru+5996w6KKLhjN/8pOwOr2J0H5HSd73vve9YRG6KVyJPn3nG7Y5c2aHIUMHh1NPPc3G0iS6Sd51113DlMnPhVU/uEp43/tWCLfddivdiC5H3xF4jG5Eh9Oebv0EeMxo+kT//Lh1ZhBt3aH598KLL4YRI0aE+x94IKz24Q/Tm4jl6I3F7WE2vWH4/ve/H9ajNw3yaLx2xHbMP77xHTv2lPBPtGWJn+8Tk54MDz34UFiB3ig9MekJ3ToU80+bPp3elOweHnzoobDKyivTXxoGSf7pxO+yyy7hv//7vyX9PnvvG/74x/8LV19ztdSP6/Qtit1Ab0423njjcDTdxPMbgqeffiZsscXm9P+W4fDDDpfnOHLUqHDdtdeF977nPWGRRWM96YvSs196SW72T6U3aXZ6BvS0+TiK2l97DbV/73vCUvQl4uWXf0/4M70RmzN3Lr0hWSfccsstYeiQNcP0GVPDnXfeRc9v8fC//3thWPpdS0v+Sy69NHz70G+HJRZfPHzs4/S60zace+65JyxKr+1PfvpTefPIae+fMCHs8OUdwrLLLRuef/55+U4Iv6HgNxf8+g4fznv0h8vWHf6NB96rf9FFF4bP0w3+AfsfGBZYUJ88c4cffkRYfLHFwycGf5zeqD4WHpn4SBgyeHA4eezJYeGFF5aTGzVyZLiWvqDN43f2nDky/rbacquw1dZbSTw7lHVp9UFGmxsbs9ZvXf9pfNTrD48HjJwEbJQoMEHkW32Q0ebGJUEfJKj1l2KgcrX+VA5/XYtDpVEXK5iNJd2l3+vriyA3YGHzqHopllCpk0gj3NebO/VF+v+FXu/lRrD31E+u6/1t62N6T511PV030uOR757fu5v4qVf9VcgUU/TyrLm9l6nPl1+cbY0kkoSRd8QbdP7pCbrnYiT/JpI+YF3IYIolZMEIJNIIO6Kef1ky8VEh2DZRiiVU6iTSCDtigPWnL0H2Bg8Z3KMbTkrp+iNv5MiRvSFDhvT22nuv3qyXXsrCBx98MMUG9yZPnqxPlfIfccQRvV132aX3wAMP2NP/xS9/2RsydEjvtNNPN27f2O/IfUf2Xn75Zck6bdq03sYbbyR90s29affee29pf8aPf2z5p02d2vvsZz8r2oMOOsjyjx49ujd08JDexIkTrT3dLKb2kX3ggQd79Gl+b8MNNuzNnTvXnXV+/tYJAYnQ4cEHH+ytteaa9Fw37j311JMm+fEZZ0ityvzf/s53JP+JJ51k2pkzX+jRzWtv6JChPfqug/T9q1/9Ss7nD3+4XnR0k96jNyG9ddZZp7fhRvQ8qU4svPzyyyXP73//ezwrfZ0GD+7RX0PoQ3DS0WPatOnyHAfT6zfpyUn6/CXSPOw7cl/p8zvf+bYFr77qKuHWpHO99bZbtT3lP/TQQ4W//np+nkTQg1/3Xb7ylebrTrnxurNy/ITxdM5DevTXjN5NN90kbfnAMR5HPJ4OPkRfz6PGjJE8Rx99tOgkEx0ee/xxqckWW2zRe/bZZyTGh8MPO0z0Pz/r58bx+OXzt/FrkRxI30IllCvimTbCjhjg/OM8qZeEav68AlKZRnkcUeufFyx6qBBsmyjFEip1EmmEHVHrX5ZMfFQItk2UYgmVOok0wo74O9efPjRrebj8Ei19a9IMNBkTJ0Ai+rWQ5JcohmY9/Izc0E8YcZqtpnOnvdC7Z9tje/d+4ft0I083L8Wjn16Tcj7zW4POTpuBJmO9JFDzz9frbwXrLGoz0GSslwT+gepPe6Pl5ktv9G2ayLmOHKU3+nfffXc6d0Z0/gfRDRnfqNqNvle4Ij711FO9IXTzfdCBB5pipNxYDu3dccftxjE4+KCD5caMPkE2nm+o+aYue1D/V197teS3G30S8I3+EHpOEx9ON/rbbbddb7Phm2XN2Tn22OPkxnLC/ROymHvqGQ/noosvkvM551fngBLL69E222zTyM9vSOjLznYDjkZ//OOfJP/pP9I3QPzmhOv5/R/8QCQ33nijvEH4Afn8Zuuuv94lPH0PQXTPTn4WXemNPr2ZuuOOO5SLJ8G14ba33JzqaY0EqBBv6MbfN95W1ZfojQa/Qfvyl7+cNbn0sktbzz8TUbdPPU2vO+U+kF/3+Hz4Rp/Hwl577RXlMUAejyM+/4PoDeSxxx4rbY87/risW3aQn/5yk8WmTpsqbUaN2s/y4bzu/lsxfq1lyg+qySDiLInm5/pjLTo7bQaajPWSQM1f649JlUZFQuUgKn1TNgNNxsQJkKiO/34qVYZK3yrZDDQZEydAote7/vmNvjyB9Hy6PuU3hTsrhY5gEVyxfIinF3mEfX8ZR+9yHtzrLLnZn/nXR0U25ZLbxH/iOPpEzIkVOoLVcMXy4ZXnl6RdB/RvqRzBbeCK5UPNb6Vw5eFSyYOCEjc/88Am68IKHcEquGL58I9Xf/5En2+OaZuIO2E+efpEnz5x509gZ0yfQV5+/vyJ/mC6EZzsbjhZciV9EkxfSu3tsccevS9/6Uu9T33q03IDtv/++0uf0i990sr9Tn1+qnHc+09+cqbwN9x0o/BPPfmU+Hv9P74xzPM/8cQTkv+gg9IbiNFHjpY3CvhEf+b06XJufMO500476f87q+X8fNP5u9/9TnJx7+kFFye5EtT83+Ob0MFDe7fddps8o6gUM2rkqCz/dPrLw9Cha/b23HNPLxP87DPPSH7+iwU/uPett96qt9tuu4lP24rkLw4z6BzWWXud3umnnyaqL3zxi70dvryjaPQ5819e9qU6DZV6gmPBT888U86f3zS0PqJ4ZHzeM2ZMz2Rcn2/ycxcdH/p6140bJ+d/zjnnZOd/9VVX944ac1SP9uX3tt9+e3rdP0V/XRnc23//A6zP8ePpRp/GzHHHxRt492Sf5U/0SS+vC2n4k/iXZr2kbV3+444/XvLza7qjvJY7yuu68047Sz03GTbM8o2iv3Dw2J4xg8dvy8PlV+gIlsMVy4d/vPmPquip4oQjC1csH+r5WymkGqheqhdKJkzHp6zWyokVOoJFcMXyodbfSuHKw6WSBwUlbn7mgU3WhRU6glVwxfLh7Vt/2aPf2N9D23ryLT7OcxDbgwZs0Res6wjUlItvDU+dcVVYetjHw/v+a9Pw8MhfhhfHPxEGHf7FsPjHV3EtBgCRBNZ1kVPOc9DJBwbRF6zrJaec56CTDwyiL1jXS045z0EnHxhEX7Cul5xynoNOPjCIvmBdLznlPAedfGAQfcG6XnLKeQ6ynPdTD8Ov7vyAfl7TPWTvNu3hHzduXFic9l/7x6GHHBIu5T36V15B+/vpy7O074+2cIQLL7xQ9kj/67/9W3jP8suHvr6+cOXVV4ZhGw+jL98eJQvDqP10j37Z71k/+1n44YknhpNPPjmsvfba4cUXZ4UNPrN+4L7OPPNMnz7cS3vAd975K7Kn+0jao8/506/u8O/oDwqTn31WvtzZo73tw4cN1++99lE3pH2Evhj67uXeHeimlPahr5v13Z8zevSRtAf/gvDzs84KH/nIv+h+x1jTQ6gml112Wfwd/UG073wy7TsfHj75afpFoxNibaN22vRpYaMNN5Lz5PPlx5jRo8OF9L0J/oe/+HsFq6zyATqn0fKdCd5vf9zxJ4RNNtlY9vZ/i74Qi0V21Ej6LsW4a8K469LrxGm4nidSPU8ae1JYZ611JAfaqKNHvM7X0+u8mHud6U1KWHutNWnfu/5bJay+nr50u88++wbe/749fUFWXvfDv0tf1v3fsPBCC4d/o9dqeXrdX6bXnbb/0PPdRL50zUL660nYYfsdwo477Uh97OOfAn0ZV39Hn583HvQXkvDtb38brljUn7/vsfLKq8T60wtK+/fvvede+p7JYPr+yCFymvvxdw94/F5/He3nX0L7ifXPOh2og75gXT855TwHnXxgEH3Bul5yynkOOvnAIPqCdb3klPMcdPKBQfQF63rJKec56OQDg+gL1vWSU85z0MkHBtEXrOslp5znoJMPDKIvWNdLTjnPQScfGERfsK6XnHKeg04+MIi+YF0vOeU8B518YBB9wbpecsp5Djr5vGF6e+QR3go5roWSqL1bilrTGcjfWJUylyLB1JZ+mYe26hzXG7/9D3uzHpmsW3l2O4XenEWNmKS3ZAkYcirjUk6PvDLyLZREhHdBgwYsV2LSm02fNWGvrPlTnVOFDEmpXL0MGviHrj99CZI+RcUefaqKnXaf7dGfHj8RtRDJDjqE9+jzJ/qTpZT8lwH6NZveNltvTZ+gpk+GH3roIdEdsF/6RJ9uEokbrJ+0Sqfa809/+tPeYPoU+Qb5BFq5L9In2OvSXnX+BF8ZfeVOPPkk6bfcusOfCE+c+LCK6Ljpppv2Pve5z7nzspACl18IS2LA8jLzm9/8RvJeSFt4ygdvcynz06/I0Cf1Wzfy33rrLdLPD39wInWjua655ho5/0suuVReE/qytKQ466yzemuttVbvYvrrA9cc+/qRH995SJ9ca39cT9bLJ/rpdNBMLfGj4h59aW+6PmnLf40AxZbenAl/dty6JH8Rstcdn5z39fC6219yqPH48ROkLf3qUnoO0nmfjCN+rhtssEGPv8PwpS9+QbT0D5Bl+ennU4W/7IrLUx8NpM8YW3fy8yrEMb+x2pRcA4YS46PW0gGvjHQLJRHhXdCggZq/pYSpOq7sBluiLVStP1VA6uKKY9BAHX9xXKWKvP3mP23doT9nuAo42Jh2PgYMa+IG8AqPIZx3/omH05dvtzmmd/9//URu9J/66bjWwYsec+tzegzVvPOjFSy3BIZFb03rFR5DWfO/2ccfXjVYfuWAYfFqNq1XeAzlq3v9n586jW6chva23XZbdGiWt6LYDbmwKf/BB+v+b966w/WfwNsy6EZtj//4D2vP4PjjjqdtGEN7+x+wv50zviTJN2CpR9pq4m9MYy+8nYf75e0g9Mls77777uvpF18HC89bd/D68x79wXTTia073MXee/GXedfs0a/ZZLl+/otfyBuZ++mLuf0//DPs6915552S9wtf+HzvhRfoRwCoV85/1ZVXCl/m32fvfeT8eW8/euIvIH+DbqD5vK66+hpLT7/EIzf0/Frw1pVnn+F9+H3yJVfWbrvdZ2VLzJzZs60Nx/fFFquinj+jevKWHn3jlMYcN8ZzYctbd/LXWbvntnvu+Q115NhnN/rnnHO2MOPH3ydvTv7j61+PCpXz9hx+03MAbd1BrvviGOEYOFgeR3yOvCWMHw/Tm7XPrP8Z+uLt2lJz7bWvx98XYd2uu+7SmzVrFtFa/6fpuyD0l4neKafxFid98BtKPofpM2YKgVzsAMNqi7ajV3gM7aubf209ome1XuExVDU/5j9XpL1C3ZVs06Oy3a28ota/1j+Nh7bxBA6W1cCwqYcSeYXH0L0+40+37sgH//FvAmL83wc8z0Ifm/dfDEqFtSaQ/6OlPo+pJN/0GyaEx0dfSHr6E2/oo39Fd3f5uc2y7/nxredXkF/+vuwb8t+7B/jw3czv+df8VG9fuFr/bPRtQj/f+PzzU8P6tE1m/fU/E7bdVv/tCNlicw1vfaAtIfRThvxAGQ85mLbuXH5ZuIq27vDPa9LSRdtkNqftMrRdZbNNw+qrrxFuo98/v+mmG+mnLOeETTaiLRxH09Yd6mG/UbTV5LpraYtK2mrCff9MtpqcRFt3TqQtLXGrCfH8k52X/v4yGsb8j9mEsPCCC9JPbu4WfvyTM+kfWMK/pNqjbS76O/rnX3BeGDRoZe5S/o2AEfTb6bNmvhg2om0kq666SvjrXX8N1//hesIfpN/DPzsstNBCop2fA+c/7DvfCb/73e/DBz64avgM/Rb/M08/LT+Lucgii4bp06aHMv9X6TfyX5zxQvjMhhvSb76vQD8lenO46693Sa2/973v0W/i87/joQ/+9wHuoH9XYLXVVpfnBp5/1vTJJyfFf8H4+/JCYP7zFpVr6GdQx427Xl8nqhPP+Z+dxVt3fkj1HBvWXnNtWQbSK4ieA70e1B6vs9+6s+bQsNaaa8nPX0LN/07CvrTt5v+z9yVwdxVF9h0ExJFFVkUFBBXUGTdClEVwQXZwdxBQVp0RHP2zBAUBZ0YgAUYBhx1FRRCVdRRlldUZFjcCskgStiQQQCAk7Fm+96+u6lNd3X3vl+QTkaXeL7l16tTp7vfqVfe9775730f3b4Rtt/sMz6TN6fIkujmYLlPanH7Cci163/9I7/tv6SctZ/OlRoeNp58Gpac0afLksN1224Ydtt8h7FVfuvMw/cEs+nnNWEOHHHIwDxfrLo6zwoor0N9mOIN+lnNZfv//64gjwpk/OzO88c1voku73h/m0c+A0gcp/i1+uk+D+tmEX79cIpby8gqqX152JTd4PQtrtTUB5F/6SBE2qqKQ5aPSxqTlwmy1NQEfP72lnECbZ81SzrdSChYm7arV1gQ8/57/fCSXKoONVsmLp/7wuaK2zWcPIizXfgo0UUC29Iml7ryDqSW2zdDsuYOJn/nvwS0f+a/BnXv/iKXP5fgy4N/v9fv4lAEqiKImjCOwIVKDv77+nu/5//Vllw+22GKzdKZ0J02UntF/Qs6I8utIL+Yb6WcWcelOpOPNlvFSm3gWNZ6Rjmem488wxjOwX9+PzrynDuKZ17XXXocv0YgU8k8H+qylP94kSg5I/qdMmcKXzdCB+WDyHZMG8QyunAE+MPU6GMgv0oweTJ06TceKwfhrNHt8cffBehtswDeDxp+M3G+/r9PPM8ov12B87QhP1IyvMQLPzH6af84x/iJQ/DaErvEf0G/B6/hTpkwtxr/55psHX9p9j8H6dINqvBl1iy22GPznfx5MZ6TlZlM7/ne/+12+qZR/jtOMf+ihh/LrjTfBImN4TjGfMRdPmPcpNkU+6Y+TcRMZR1rZ9Y9+h58uu1o7t0/C+D7usUe+dCe25Et3SPsz+jlQPPC+x+cQz+J/7GMfJ5287/yrO1FIfU6in12Nr5/+wJd+C5NCg0cekTP68ec7NXnU5ji6RCvWUry5G495Q3MHRx91VPqJ1XX4tcfLoy644AJIuIsiL9RXelmssa9feBMFZPvin//++mNJ4E030N9/TobJTEwUPVpG+LxtFERYzudfnSuTHUC2z4/1R8/omz8cLZ9+zR8L0Y/DBjR6E8tnPewnIxLAhVUihvQPN0tPPj593M6fN4v0ciqrfBUCJBg2BeHCev4pMZLjF0P9xT8iNYpqZjH6q6ryuvSNlgKAC9vz/tNPHdIfa5odVlxxxVQ4rWnyVUgwwCBceumvQ/yjWfHM/YorrqRPiy7p4T+O9G//9uWw8847L9D8j6+Pfnud/yDUyxZ9Gb1z8t7R5UBh2rRp5hnEubEI9Znu3KUIK+lpvY++9Vic/opvJIboL7c+8MCDYYUVVqC/ArwoUdIfd9Sx/syhP9o0Y8YjPP6Cvv40sjy3nJb8hNKYTX8d45sX2ObLBvV9xYApCBdWdbL+zpo5i/7o2RzOB33FQ8/R5KPov2O9LuIYALZ//Ifpm4CX0V8JXmbZZeabfztEky8b1Nc1//Hx/jT9PUev38eXGvP8V/tzr7/nZP15qcy/UfFjmt2/xfXSLo/0uYUPHmq+WFerNhyznXTFwVW62NZSPr7nPx681nXBhNnYmukSN3ESMdcRsJTX319Xf2eddVY4/PAjwuprrB4+/alP0l85XSHQzaj06zYXh6efeTqccfqPwxvf9EbzTi78/Kez5XS5zXl0aC9teT2jY/xRRMT9ZVzM5UBiEOhGWf5Vmcj6+0+ZscUek0IPS3n9/3X1Lxktc1pwNtkpYCnPv+ff93++/49Lg10XsIbANrGK0DP60qCKFl3Xsb6RRafb8kK4NAxFO88W1WNY3+L08joopENCtPXx43FO+eg9W1An1PoWe/45Ax0p8fqTpGA7Z/bccNLJJ4YfnXZaGJpHO21aU+K5heWXX55/rjP+nGJ+1Am1vsVl/U2ma8fvu/c+6ntUGBo1xBbjx/lvD/jXW/e99I1HPKNfT4rYZz2G9S0ux09eQdrx6QmVD59/nn+vv3JOsFfPMetbnJp2UJjDEqKt7/99/+/rL53QkYeetZeJEidSyg7PGJ02PMOQt8yWTJqG2URh3Il2Lm4UoR0fPrX6+JwsypfnnwuIi4w3fBgWubLaJMba5kBNWGlIOq+/lJDSPBfz7zH63fm77r47xN+fX/0Nq4fXvvZ1+nY8F+P7+uP1rwVXlr/vf3z/S6Vh9yqxQHz/y9OEd6+yj43b+LCZiiduaoZFdsMNaaM5tkE//nsu9n9yRp/fK3nDFMb3Au9o+b50erFdfHCTwhHebpuwDprKphHY1t24aFI4rb4JRyJ9h60wNvPX3yavhylyWjhtgyasSff3X1MR0+b11xZPD1PUVOG0DZqwJt3rT1MR0+b11xZPD1PUVOG0DZqwJt3rT1MR0+b11xZPD1PUVOG0DZqwJt3rT1MR0/Yiqr9R8cbg8vXwS03VYUoi0TYaReL3BFMvURT/umW+2Q29NLfgaI/SNOrig55hzxBC9wSlMbf18T3/Xn+Y6Wm+0KSyVSHTBbHoRRwfPv98/SnKgKsibqRaUs3Y0lGFiHz9tTMNifL5Z7MiJYPcRC/i+PD1x9efogy4KuJGqiXVjC0dVYjopb7+0Bn9IUqP+SSHYwGTqL78GcmwsGgfnfjQcSTK20IosrjtobNgPqhoH5348PElD3aqFIlKYTI9dBbMBxXtPf+SLa+/VDVSHbwtCiUXVQ+dBfNBRfvoxIfnX/Lg85+LgWukKJSUHjI9dBbMBxXtoxMfXn+SB68/LgaukaJQUnrI9NBZMB9UtI9OfHj9SR5eKvVHJ/TlrS+qIeUABjePkabr3hbIumzutuvshWmRhYZM0MeniUkz0/Pv9UdloGt0O1MaJk8rn3/t2UOTrpwoQybo64+vP77++v7H97++/32B7n87Lt2xO7eIuw8rhtsv8oek1E1389R6uInDO1cf3/Pv9YepZK3Pv76ZQVmKycGjs3x8/eHs+frbf+Di+580wTonUDoPiklWWZ9/OSGd6fP1x9cfKozncP3VS3e4MlP95SqVfWau1VygfADfoZe2EkAYVvstCOMYCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwbBVOrokaCG1JJQ8kLMRqJYAwW70Zt2C1RScou2kl6CpHaib7igBgc+MGiaRf2EZqJvuKAGCbUTMhkn5hG6mZ7CsCgM3DNUgk/cI2UjPZVwQA24yaCZH0C9tIzWRfEQBsHq5BIukXtpGayb4iANhm1EyIpF/YRmom+4oAYPNwDRJJv7CN1Ez2FQHANqNmQiT9wjZSM9lXBACbh2uQSPqFbaRmsq8IALYZNRMi6Re2kZrJviIA2Dxcg0TSL2wjNZN9RQCwzaiZEEm/sI3UTPYVAcDm4Rokkn5hG6mZ7CsCgG1GzYRI+oVtpGayrwgANg/XIJH0C9tIzWRfEQBsM2omRNIvbCM1k31FALB5uAaJpF/YRmom+4oAYJtRMyGSfmEbqZnsKwKAzcM1SCT9wjZSM9lXBADbjJoJkfQL20jNZF8RAGwerkEi6Re2kZrJviIA2GbUTIikX9hGaib7igBg83ANEkm/sI3QRat6jb52B1m08RHP5xPGxfkIC2uuzEEANrZtHxploJ4Rgos2Pnx8zz/VgtefTgVMOswUmSfwYIWttxploJ6RgYs2Pnz++fyjWvD5p1PB55+sDFgpSq9kJZa3GmWgXhboRUExFh++/vj6Q7Xg649OhZGsP6PoR3fi4X6aUDyzOjfdCrCwZdN4n6/8IYrqRkCS432Ted3d3vbWrQALa1vQGD6+55//SIfXX3EjKk0Xn3+ybvr6Q2umr/8xCeXOo/J69jCpXU/U9z++//H9D80R3//+vfe/fEa/WKbUUVAtea0LJa1r8uMwyaoSAiVKUITVUVCKOzwofXzPP/84BhUEr6+oFRQI/MoWYXUUVOrWhdLrz+vP6y+eYPH55+uPWSexQBrKwiKsjgIr7cRQou5gVQyBEiUowuooKMUdHpQYF1alEChRgiKsjoJS3OFBiXFhVQqBEiUowuooKMUdHpQYF1alEChRgiKsjoJS3OFBiXFhVQqBEiUowuooKMUdHpQYF1alEChRgiKsjoJS3OFBiXFhVUqC5tIdaYSmIi24phftrgfkvhjRRs8mdrQoxkrxgvPxq71oRxILSrIXKUa08fxTCoscZaeotUQXnNef119xFJdrpxtJ9cQYI9r4/PP55+vPcLMlzxmdNzJ7aPJQzOdfd/I62ZxLRrTx9eelt/5UB/q5KDCv0u5JS8godM6hgHqPnnJn2k83ML0rVMBNrIc5z5wNNJ0PGzRqo1OowMenDNhseP5ln8M5sYkxFSVw2KBRG51CBayznuff88/fIFBlDH/1ja0aU24NNDqFCrz+KAM2Gz7/fP75/Etzwk6M4daVJmYJ04lCBSy0ns+/BZ9/1YF+tZBRavvOPEBpE2/fshqLLqsZZVfllrJYBQokOrxGxWmBzmpG2VWhpSxWgQKJDq9RsY9PqUh/f5mTwnnrSJ6lLM6ZBJLo8Bpo22rldh2NLWVx7glIosNroPXx62yx35E8S1mcMwkk0eE10Hr+62yx35E8S1mcMwkk0eE10Hr+62yx35E8S1mcMwkk0eE10Hr+62yx35E8S1mcMwkk0eE10Hr+62yx35E8S1mcMwkk0eE10Hr+9UC/P2G4kcIoFCrIGWXUx8cgYrDStPSEQ0RuZDAKhQpsA8J9fJQhBitNS084RHz8UcVBuqYwA5swwv3ZzLFSU3q2O68/rz+vP/shOU+vvlnTx8d5hRiszLXS8/mXM+Drj68/vv74+mNWSIUK8nLBqI+PQcRgpWnpCYfIszH/6EB/iMYw5+11RAV21AKXCiyISVIEyUkXhuHrltxRIcx50IRkZY3Klj6+FITnnzNQFIfXn88/WuPon68/lAaz3JsFVxYOnTcK6mVX/VLh66+vv/GAOD2K4iDH9/++/vj6+3fb/+gZ/XrBKGcIbgAAQABJREFUz8t2RpjDaovJrGxziA6ZWLvNbXx8ZElykrOekc0W47KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk147KJhmua/fgHs3CWq+jSqAWarYnxE2Q/flyjsfQjfRyXiOFu8U5PzceXs2yef3NOzNSSQLM1Ma8/Sgbnw+efrz++/vr+J+1U2cS1gdaFYp9s44J9/+v7X7mp2Pe/+p2UOcYQaLYm9kI5/jBn9KsFoHgxMWaJdEhqKW1uDlc1riB1Y3xtV4FGYgkfn6ekTYmmz/Ovy5XmR4HXH6fC5EPrpgKNxBI+/3z+0S7RloSWj68/vv6kwyWtDwW+/nIqTD503lSgkVjC119ffxdu/TUH+lJIZTmlkwGW5HochLun3s8nCuLZAKz4EcYHbtyIVha9QRgiNp5YyF3FMw3kxTMOrCItfayM/S2S6BhahDZ0HwFpoz41SacguCV3yBvu28ePaZJ8eP69/nz+xXXH1x9ff33/w/tL3j/LXtL3v+lAw48/eI304694rLlwx5+rvX5lOShNR11pZkVDDzkOsygzLDAbidi4YgWQG4Kh+HEbH3GeyyPr+EBfXQXQEZHu3NJQAndPnY7eUp/xKDxCOiiPgHWRiCCaGE8xJCCGFqEQWW7KbVgtm3RAHx0NKTA6FsT+I/DxPf9UCFwnsSAiiCbWh9efTJI0iaLx+efrD9UBL52pLHi+8JyJAY74+kv56MwRksXrS3R8/8OZ4lqKGYsgGsK+/lIikBOyMTW+/r6g1983rEIH+vHB9S6w34co2dJ09EGCBV5/adRYWnhgqOTnM/rmoBraaKGHtTHgHMsIMViONGFD+Pj6piJn0SJDsDYGnGMZIQbLkSZsCM+/5z8tKqiZaFEhsDYGnGMZIQbLkSZsCK8/rz+vP0wXtZghsBowIMcyMmGGHGnChvD55/PP5189bV40+798oG9fopn/eZWwAuBamA8MoOi01GxAl+3Il6kdirrb2tcmbaBlVJwBiXx8z7/Xnz0FkKeHrm6geidVG2gZdGKszz9ff3z99/1fcQqyXB+KUO+i0gZaxvQL6OuPrz8vsfWnPNDnCUAfbHVCENHxKQ9he0AgE0y2TZzpuIkfBOjwKskqNX9K0G9AWUwKH5/z1rkxCRRoCM4fbeKbyXTceP69/nz++fpDCwGtC9Vq4esvJcT3P7LLkJ0FJcT3v5yKzo2ZQAINERvAZRs3kfL119dfKoTneP2VA30UJJeibErKeAYa+cgg+oI1vZSU8Qw08pFB9AVreikp4xlo5COD6AvW9FJSxjPQyEcG0Res6aWkjGegkY8Moi9Y00tJGc9AIx8ZRF+wppeSMp6BRj4yiL5gTS8lZTwDjXxkEH3Bml5KyngGGvnIIPqCNb2UlPEMNPKRQfQFa3opKeMZaOQjg+gL1vRSUsYz0MhHBtEXrOmlpIxnoJGPDKIvWNNLSRnPQCMfGURfsKaXkjKegUY+Moi+YE0vJWU8A418ZBB9wZpeSsp4Bhr5yCD6gjW9lJTxDDTykUH0BWt6KSnjGWjkI4PoC9b0UlLGM9DIRwbRF6zppaSMZ6CRjwyiL1jTS0kZz0AjHxlEX7Cml5IynoFGPjKIvmBNLyVlPAONfL6wPKOv8o7eOiiWM2+CChWUH2zTGDmqgxrQEe2gfHzKAOfFJEehAs8/pUm/2EhVlrOTiMJ0RDsobsK8CSpU4PmnRHn+8wm+WDe5OriKqk1HtIPiRsyboEIFOlZmfHybiyr55HZEOyjPP1JlkqNQgWYzM50ZNm+DVSa6g/L8e/6luExxKFTg9UdlQgf6Q/QHs+jrpLgnpkdOj/iWszFg2KyukVVYDB39BKKP7/n3+uMJ0T1D+g+Uu/SYWWKtwmKofP75+uPrv+//2tUirxC+/vSdqOhaUZG3NqNdal9/ff3926+/5ox+KkI2tiAtH0vXxsqSXhBPWxMorodEvyxQVR5PKQULMlyj0dYEfHxZwCVJKTNsNEue/6IuY6ZsbiRzC7PV1gS8/rz+0ufbXFdcIFolFR8rzcaiv3APbU3A68/rz+sP8yfNDDY6Syho+ai1MbRdcKutCfj88/n3XM0/c6BfFqsWJOiqMO2vcYnWtABkiz9ahI6ihcByJW4URNiJ4ePTJElVIrkyGQNk6/lvf18ICSprznqNggivv7ww+/zz+efrj6wYslaYFQOQra+/vv7SGVu7c/HjH8pGmZEiPeRgCilPhO9/c9YWev9L1+3EnFJiq+loe9JsZ9Doc4h7k6dUvV1wYc3b2fTn4+cjiSK34jT5KjRIMGwKwoX1/FNiZMFp8un15/WHI9libonT1EuhwQSDTUG4sD7/KDE+/2J1NPXk64+vP77+pIWzNc18KSRYYGFTEC7sS2j9HRUv0a8/XGkeKD/xc8CoVHCWL/IadfS/+IxWEZXLzZnrCFjKx/f8e/3hYKiaY2YS2jmTJ1cWNHEKMdcRsJTPP59/Pv98/sWVxK4LeWUR1MQqonK5EXMdAUv5+uPrj68/f/36U126Y6dYnIvWt1gmdxFOFNqImrb2+xZoes9W1GNY32IfnzPQkRLPvyRFt15/7acDn389ZwvrCWV9i3398fWHMtBREiAlRFtff3z9Kc6Axrqhuug8W18XlPUt9vXH15+FW3/4QN9+apaFKqYxVSfXlxRZ3MYH6jazJSMqs+WGtOks7lj3+VOrj19lmZPMG96veP69/srZJrUhs81in3+agZiWOHt8/dGUWODrr+9/cNbU97+8WND08OMfXiN4l8IbP/5Ii+YLcf8rZ/SrN5P/cll8UXhF6QUOZ4rpUThtqybs41OuOQlykqhJUJvDmimaFE6tbJZyIXx8StQoz3/Mwnzqp62oqqbm074JR8Lrz+vP55+vP1gK4iLjxx8xCwv0KNbUwmmbN2Fff1/0+59R8iv6thj4XU+EKYlE22gUid8TRLcUHtCOPN97jl66bqlADL1HSzO+Zwihe4I+vmSA0uP59/rz+Ycjh7Re0KJiq0Inix5hRF18+Prj629RBlwVcSOVlOoJZaXRBIj39dfONCTK55/NilQLchO9iOPD1x9ff4oy4KqIG6mWVDO2dFQhIjqjP0RhcyYT+0Ij7GtvJMPCon104kPHkShvC6HI4raHzoL5oKJ9dOLDx5c82FIpEpXCZHroLJgPKtp7/iVbXn+paqQ6eFsUSi6qHjoL5oOK9tGJD8+/5MHnPxcD10hRKCk9ZHroLJgPKtpHJz68/iQPXn9cDFwjRaGk9JDpobNgPqhoH5348PqTPLxU6o+uz5S3vqiGlAMY3DxCmq57iyDrsrnbrk/vpkUWGjJBH58mJs1Mz7/XH5WBrtHtTGmYPK18/rVnz0y6cqIMmaCvP77++Prr+x/f//r+9wW6/+24dMfu3CLuPqwYbr/IH5JSN93NU+vhJg7vXH18z7/XH6aStT7/+mYGZSkmB4/O8vH1h7Pn62//gYvvf9IE65xA6TwoJlllff7lhHSmz9cfX3+oMJ7D9Vcv3eHKTPWXq1T2mblWc4HyAXyHXtpKAGFY7bcgjGMgtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMKwVTi5JmogtCWVPJCwEKuVAMJs9WbcgtUWnaDsppWgqxypmewrAoDNjRskkn5hG6mZ7CsCgG1GzYRI+oVtpGayrwgANg/XIJH0C9tIzWRfEQBsM2omRNIvbCM1k31FALB5uAaJpF/YRmom+4oAYJtRMyGSfmEbqZnsKwKAzcM1SCT9wjZSM9lXBADbjJoJkfQL20jNZF8RAGwerkEi6Re2kZrJviIA2GbUTIikX9hGaib7igBg83ANEkm/sI3UTPYVAcA2o2ZCJP3CNlIz2VcEAJuHa5BI+oVtpGayrwgAthk1EyLpF7aRmsm+IgDYPFyDRNIvbCM1k31FALDNqJkQSb+wjdRM9hUBwObhGiSSfmEbqZnsKwKAbUbNhEj6hW2kZrKvCAA2D9cgkfQL20jNZF8RAGwzaiZE0i9sIzWTfUUAsHm4BomkX9hGaib7igBgm1EzIZJ+YRupmewrAoDNwzVIJP3CNkIXreo1+todZNHGRzyfTxgX5yMsrLkyBwHY2LZ9aJTA0DOzw/0nXcailXbcKCy67CsJQxFtfCz8+DOvvC08MWFKeMVarwnLbvEu6SZt0bsMo57RgBv5+Ok7T9Nnhujdx6ecpJ9UzNmJCBny/EteFr7+F6T+LvjVBeH3f/hd2HPPvcLSSy9t3oK/X/6vvPLK8Kebbgw77bwLPael0nP627z+l9r8i7m96aY/UW53CsvE95vfZrzX5u33+UfJSDXHafH642L5G+z/ff33+dfuq5CTaOPD59+zMf9G0Y/uxMP9lFDObOemWwEWtmya/xBLdSMgyeO6Me/RJ8Okzx0XRi0yCKsfs1t4+arLlx0kb+jJZ8JdX/tJmDN9Rnjl21cJqxz0yRAWwWJsrTS4//hLw4yLJ4Ql110zrLL/R4nsHj+27N/hSV/Y9rxCCrfja5uYWv4jPT5+cSNkev89/1QpXFjd1YU6irZbMQhD9KNZEybcEF71qmXDGmusYZuYP0TX1t/HPvGJMG3a1HDEYYeHD238QWrH70bR3jp94z+b9T9+/PhwzrnnhHPOOS+stuoqdvje1/9sjl8MWDnPxeuvhizcv3b8cYeND+eefW4499zzwqqrrKLnbf7a+vP8+/rfuzr5/s/3/378Q+t4u//F5+bnav3lM/rFTkQdBcUOp8uBku9fonUPVrUQKCFg7ownwqSdjufX+sZjd6ED/RXMmiGNBvOGwrT/PCc8PuFu3acsu+W7w2u++GHtDd1j3PuOuzTMigf6678lvH6/bUyf2qQAaM+kOgoKbZcDJcaHVS0ESpSgCKujoBR3eFBiXFiVQqBECYqwOgpKcYcHJcaFVSkESpSgCKujoBR3eFBiXFiVQqBECYqwOgpKcYcHJcaFVSkESpSgCKujoBRX3owZj4YPb/rh8L71NwhHH/0d+XEmasrrK7QdXf3ut78Nf7r55rD99tuHly+xRD7MV60C9NJrocTrhtUGEChRAoTHj6MD/XPOCeedd25YhQ/0h//wgV7QHuPCIi6LqXoNQHsOqKOg0dcElBgXVnUQKFGCIqyOglLc4UGJcWFVSoLxfKBPH6LOOyesuupqGooA7ZlUR0Gh7XKgxLiwqoVAiRIUYXUUlOIOD0qMC6tSCJQoQRFWR0Ep7vCgxLiwKoVAiRIUYXUUlOIOD0qMC6tSCJQoQRFWR0Ep7vCgxLiwKoVAiRIUYXUUlOIOD0qMC6tSCJQoQRFWR0Ep7vCgxLiwKoVAiRIUYXUUlOIOD0qMC6tSCJQoQRFWR0Ep7vCgxLiwKoVAiRIUYXUUlOIOD0qMC6tSCJQoQRFWR0Ep7vCgxLiwKoVAiRIUYXUUlOIOD0qMC6tSEjSX7kgjNBVpwTW9aHc9IPfFiDb4NDOPDvQn0oF+fKyRDvSLsYi//8RLwyMXTAgvW2KxsBxdhvPQeb9j/av/9cNhua3ezbjeTKcz+o9eNCEstcFa4fVfowP9dBhTj1+3i349fsM9i6/fx28z4PmP1SpZQHaKnFT1N2PGjLDJJpuEDd63QfgOHei3j9wXI9pg/rXav2/9x4PRs8+mA306q28PRod7/V2voeReOK8/Pu/itaYXUnDV+1++1i5PWsdvS86OH6LOoQ9Rq62aP9hVTYqxnsXxY1fcN22er/Wnz3Eh5l9K0TBGMqp9++v395/OX/SdwpBqyTWjdYOaHOH81368/l6S9Vcd6JsCU6iAFzProeaYswFW2k13cO6jdEZ/R3ugHy/dSVOAmjxy/h/Cg9+ja/gXXyys9u+fCq+gy3Zm/PpP4f7/vjiMetmo8PoDPxmWHP0G3YGgqR7or0cH+vt/hPrsHt8+Q8FGp1ABS6z3175+H7/OgMmuQgWef8qAzcb3v/+D8Mtfnh/umTI1/AOdlV/5dSuHNd+8ZjjkkEM4V0d++8hw3fXXhwMP/Ho48cSTwk1/uinstsuuYZdddw3HHHtM+M1vfhO+993vmWv0B+Hqq38TTjvttDB50uSwGM27t6y1Zvj8F/4lvOMd79D8H3XkkeH6664Lh9IZ+OOPPy7cMOHGsNjLXhbGvHdM2HvvfcLyyy3HWmwmTrw9/PSnPwvXXndtmEP35axH3z7s9vldw1e/+tWw4fs2DF/+8pdZetj4cXQwGi8vOZcuL1k1LQWD8MADD4afnPGTcM2114S/PPRQeM+YMWHrrbYK79twI/kGg1oPf/WhzVoI3/jGv4c777ojnH7a6XiKbE8/7UfhF+f/MnzrW9/i8adMnRLGjt0nbL31NmHFFVYIP/jhD8O0e+8Nb/+nfwobf+hD4dP/vO18x59C783YsXtzH3PnzQ2/ov7/8tDD4b3rvifst99+4aG/PBSOOuqocMstt4Tlln1V2Oj9Hwh77bUXXZm4iL7+WbMeC8cecyzdU/H7MP3++8Pqb3hDWG+9dcPuu38pLLroy7gmpt5Dz/WrY8NWW20dnnj88XDJJZdQ3h4I1157Lb22QRg//jC+LIoP9Fel3NLj1ttuDQd/8+Cw1FJL8WuW+yJGhYsuuihcesmlPN4qr38dPdf1ws477RSWomv7kclYA9dce1046KADwwlUW3+68cawK72nu1J9tQ+0aiMlY3QKFbDUer7+UonQ7pJzYhNTJpW8YYNGbXQKFXj+q0x6/Xn9vVDmX3WgXy4J5RQ364GZ8sNrchvRZXVEQ4/QGf2d6UCfFqs1jpFLd6B4/Pd3himHnBcWWWSRsOpBnwj/8O7VtLMZF9zAZ/oXecUSYbX/2iEsUV3brwf669OB/n7xQB+vC733L45ZgTY6bAVEafWVoHBrNfsdjS1lcdEZOxIdXpNb1Wr2OxpbyuLcE5BEh9dAi1xmNaPsqtBSFqtAgUSH16g47eqymlF2VWgpi1WgQKLDa1T8Nxn/F784P1x+xRXhf+mAfbnllwvvete7wxtWWy3ssccePPC+++4brrji8rDC8iuEZ+bMCWut+eawDR20brX11uGAAw8Ml1x4Ubj40kvCcunA/MILLwwHHnQQHfgtGd75jneGR+jbgj/fdltYfPGXhx/84AdhTWofH1+lfi+nfl/zmpXDoovRh3C65vt3dBD6DB3Ejxm9TjjxpBNZFzfTp99HB4k7h4ceeSS8cY3Vw2tXfm344w03hGVpzPumTgubbr5ZOPTQQ1kfL905m87mx0t34oF+zO1TTz4ZdqGDxzvumBzeTOMvv9zy4cYJE8Izs5/hS5XWW399fL7nPvo29t3abbfd6CD3tnDt/12TDqalVfxg9OOfnBF+Qv/jB6aJkyeF7T+zXViFnstUOuh/4xvfGFZcccUwgZ7/0888TQfke4ftd9hh2PEnTaI+ttsurLDSSnQA/lgYs86YcPc99/D/d/7T28PdU+4Jyy67LPf9xz/8McyY+WjYbbddwx6778GvfzA0FP6ZPlDcffdd/Ppj/uL4M2fNDJtvvkU4mD7U0fIZJtFz/Qw91+WXXS48Sn3E+zXi+3r88XIiZRyd0T/3nLPp25Lz6LKoVcPtEyeGPf71i2ER+qBw/AnHhze/Sd7bn//iF+Hgg78ZXvkPrwzvfNe7wr3TpoV76EPE6NFrh+PoQ92iL1uUk7XvvmOptq6kMZYPc+fOCWvSB8Kt6UPG1lRbXQ+b/xhnX8hCbimLCxE7Eh1ek1vVavY7GlvK4twTkESH10Dr61+dLfY7kmcpi3MmgSQ6vAZaz3+dLfY7kmcpi3MmgSQ6vAZaz3+dLfY7kmcpi3MmgSQ6vAZasvFXd+Ij/sxm92MoxYxCoYKqaR8fZYiJnTvzycHcmU/R/qzsYta1kwYP//z3gyduntI5/mPXTqb47wZP3jK1bEjevKdnD+bOenIw76k5TaweH4JqeNBk/7avHwP5+MhEbT3/UhumQhQODWbMeGQwevQ6g6985SsmcSIYO3Zfio0e7LnnngM6CE9xiR1wwNe53cMPP8x8ZA8++ODBjjvuOLjzjju0rx//+PTB2tT/ySefpNzYfcYO1iFun332pnk7j/lZs2YNNt54Y+6TDu5Vu9dee/JzOOWU7yduaDBr1szBRz/6EdZ+/etfZz6OP27cONZOuecebX/IIQfz+Kec8j3l7ph85+D9G71/8IEPvH8wb95c5TOQ15h9i4YGdCA9oDPiluQ15tvf/jaPP/H22zk2ceJE8tfm8U877Ueqv3favYMPffBDgzFj1hnce+805TPI40sfowcbbrjRYPLkySQZGsye/cxghx2259dP32bQa5Aav4de95gxYwaf++xntatbbrl5sMNnPzc48shvKzf7mTmDTTfZlF/DnDnyvmKc9dZbf3D99depFmDcuPH82u6+5+4BfWii9+pDg02ojzvSex2f8b333jtYd911B1ttueXgoYceSk2HBv/5zYM5D6f96DThSLwv19bag/j+5trCaPn1g8kWMVjtMksK5PNfMmXypVBBkbG8j6todtEGVjSlZ9t5/iU3JkMKFdiEEe7jowwxWGlaesIhIjGjUKjANiDcx0cZYrDStPSEQ0RiRqFQgW1AuI+PMsRgpWnpCYeIxIxCoQLbgHAfH2WIwUrT0hMOEYkZhUIFtgHhPj7KEIOVpqUnHCISMwqFCmwDwi1PB/oVqa6CqpPslgosCCleBMlJfn1ArwF0q+0UINLYUuHjF/moneR7/usyKhJlyrHi62bkl4q/T/098kg80B9NB/pfLp8PPbmxY8dy7LZbb9Eni/f/gAMOGIxeZ/Tg4YdxQJdeoL4oAXT5B/ex//77awbQ74Qbb1QuDrB/+vDwhz/8QceLB/9bbbmF+hj/8ssv5/G//vXc77hxhw5Grz16EA940eDjH//4YPPNNzfjCKTLa+gAfPSAzpin2ILnf9dddzMH+vqCB9/+9rd4/Nv5QH9ogIPnT33qU834p556Ko9/8cUXDzt+7GMd+rCwz977sA6v/5hjjuHXf/nllxV9f/xjHx988IMfJC4/r0KQnPihLL7+u+66ixm6PIp9+rlUURTNhwbjDqUPUeusM7jyyqv5AH+zzTZNbbOQvtHh10+XTlEfmZ81cybXAH1DJH3TNtZAHP/WW29N3ILnXzthkMcp3YovG5XS5BUtaif5yH/urhCal13xuYGiUuGvv8hH7STf86/lk0CRKK8/TYeCOmHqlwqff0U+KsdculN+CZB/ECgj80WAwLKJhmsavli71SYEoELX+EFGHx+ZsNliXKZMwzUNX6zdahMCUAmXs56RVTMum2i4puGLtVttQgAq4fKoGVk147KJhmsavli71SYEoBIuj5qRVTMum2i4puGLtVttQgAq4fKoGVk1Y2oy49F4M+6mYYMN1g/f+Y7cjIue5NKdK8KVV10VlnzlK9MIEj3gwIPCxRddyNdyx0s8MP5ll10Wfv/734fJdKnMY7MeD/feOzU8+fTTYZONNwmH0c2y8YF+r7js8rDUMvSb7OlxKl3Dfsyxx4Zjjzs2rPvedcODDz4YttxyS7qWfsNwNF2HLiPL9r7p94ePbLN12GwzXLqTriOnG0bjNfrxV3eefOKp8P73b0g3T40Kb13rrTQKtY3XqZD585//zNfl/8c3/5OuS98KT4GtjJAp+GIHdGnM5+nSnT+Ha6/5vyyiTo888qhwxhln0P+f0GUyb6L7FO4I2223bdicXsMhdC27ffyWfrXoS3R5zY70u/S4xwBxjBf9eK/Dttt9Jnx2++3CnnT/Am60Punk74bvnnxS+N73vkeXXMW/9SGtdqBLgaZPnx4uu/wy0sqLvfe+6eFXv/xVuPnmP/FlOY8/9niYMmUKv/6fnXUmX6aDS4S2o19R2mvvvbmlfT6H0/0PZ9H9D4vQOHE92X2PL4Xddt0FEh7/qKOODj/+8Y+ZW+sta5GK7hMIQ5z/22+7nS7TWZbrJQpiDVx5OdXW1VeFV1Jt2Yd9/ZGHL9Zu+1vlqs/Iqhmj4ypQ0/DtyOBy05LJo2aUtQmVTTRc0/DF2q02IQCVcHnUjKyacdlEwzUNX6zdahMCUAmXR83IqhmXTTRc0/DF2q02IQCVcHnUjKyacdlEwzUNX6zdahMCUAmXR83IqhmXTTRc0/DF2q02IQCVcHnUjKyacdlEwzUNX6zdahMCUAmXR83IqhmXTTRc0/DF2q02IQCVcHnUjKyacdlEwzUNX6zdahMCUAmXR83IqhmXTTRc0/DF2q02IQCVcHnUjKyacdlEwzXNvnw8wk0V5pDSqAWarYnxE2SfdkoFH8clYrifWEhPLd/U4uPLzl1Sh721pNVsizzHHJNe7wpJSWUTY/S+xOOFYR6ef6TvhVd/dOlO2OTD8Vd33ie/umPea76O+vIrw1W/uZquuf6HogIOpGv0402X8abNZem67lg+36Rrs3/x81+ExRZbNPzj2/4xvPrVrw7zhuaFS399Wdj0wxvTTzQezqX21bFfDVdcdXm46sp4kEf9pvo79Yen8k2+xx13fHjve98TnnrqyfD+jT4Q/ukdbw/fP+WUYvzb6Br5z33uc3ygf8ghh/L44+hg9FxzMy592xA2o2v447uy+aabUPtF4mEnHeCOClOm3cP3Hmy77T+H9ehm0YWp/13pGv1478E119A1+vRA/X/7yG/zTb/xGv03v2nNMDle904H6R/56MfCN+im0ziR+KXS5oYbbwhf+PwX6Lr4bQNdytQ7/qSJk8N2O2zP1+nvTQfgeJx88skh/o8H+u9857vS0x+Ez+7wWbrhdnq4/NeXx+FCzNMeX/pSeJyuyV9ppdeEtd76lrD0kkuHX15wPuf9zDN/FtZYfQ26Rp/GoWv0t6ex8jh5/vPfKKAPUXj8A9XDD+mDWbyWH6//0HGH8jX8a9H19qut+gZ9TjH/E/98W3j32qP53o544/O+X6P7P+hA/6qrruTr+Rcm/3gOsBi/2KXRGPH1x4dAszUxjrJP4oJPLX390zxyMjs2nn9KEZfPC2/99/qnSe/zHwVczfWYGyrsuI7q9yA1KE79x6Al0tckltL25isUjStI3Rhf21WgkVjCx+ds2JRo+jz/mpYWvOjq7+F4jT5dgvOV/4dr9PP7H6+lj5f1PP74Y1odMo2HBnzpDsVw6U68BGgMXdqxzTbbkP4Jne7x0pB4icbXvvZV7YN+iYa5Jx57XLkI6MCRL1O59rp0jTjl/9Of/vRg/fXWG9x3X7pun9+TocGxxx7Lzw3X6Mf2uEafbv7U8TfddNPBxz/xCYrqm8k4dRObVY/8+nMT05bgv3zh8zw2Xjs6OOjAA5m//faJPNzEiZPY33GnnUhi+iB81tlnD9ahy4x+/oufo3my5fh8+c/aa9NlQeka+/TETzrpJO77hhv+WLSnv2tAl+58SIc7/PDDOdc//elPjG5osB9dShXHv+NOuZ9i4qR4P8HowZF0+ZE+UwM4t1Qn1/zfNYNf/Px/WBsvi3r88fwe0t8wYP7iiy/R8fOg2hlRQ4N96NKdOP7jT+T2oi1fPzjtJ71+9fuAHY41lkhjWEr78fE1LS1I76sGNGsNaCSW8PxzNmxKNIFef5qWFnj99ReOVhADzR1oSyz8/DMH+tJR2V0axJL1s+BYbltKswcEi6efrURsXLECqA3BUPy4NZHCAw+LnrKViI0rVgC1IRiKH7cmUnjgYdFTthKxccUKoDYEQ/Hj1kQKDzwsespWIjauWAHUhmAoftyaSOGBh0VP2UrExhUrgNoQDMWPWxMpPPCw6Clbidi4YgVQG4Kh+HFrIoUHHhY9ZSsRG1esAOpMzHw0Xj+99uDjH/sYj50j8YbJffjA7Qk6GAMPe8ABdFDL1+g/wp1Oitd4k/+Ff/kXDMJt6Jdo6LrttelA/2vKj90n9ysdS6/085N8UHrdddcm7dCAfq2HDv5HD/55220HV1111eDPdP07ncWm57UOj//1rx+g2kPHj+P2U+6Wm3Fjr3vRNeex/eWX2WvZhwann346vb6xgzsmxwNdGT9uBaUujQc+Wvr5UR7/4ktwff1gMGvmo4MP0g2q8UMNbsa9nQ6e403Hcfz43PGIH5ziQXLkb//z7URL73GLcUQr1/lH3bfSgT7iJ510Mr/+G26YkLqVCF16Qzf6xmv0pS++6ZXyz/c9JOV9dNNsvI4/9ovXP4nuBYjPHeOIFKMNBoemG53pF384dChfsz+abqbdmwaKuqEB/RIR90E/pTmgXxXS1/LA/fcP4vX5J9KHE/Qbr9GP49NlRNw28tKLKGSbxweCtSqrtXHFCtDKEAzFj1sTKTzwsOgpW4nYuGIFUBuCofhxayKFBx4WPWUrERtXrABqQzAUP25NpPDAw6KnbCVi44oVQG0IhuLHrYkUHnhY9JStRGxcsQKoDcFQ/Lg1kcIDD4uespWIjStWALUhGIoftyZSeOBh0VO2ErFxxQqgNgRD8ePWRAoPPCx6ylYiNq5YAdSGYCh+3JpI4YGHRU/ZSsTGFSuA2hAMxY9bEyk88LDoKVuJ2LhiBVAbgqH4cWsihQceFj1lKxEbV6wAakMwFD9uTaTwRnFTOrMfz+43X33iOz0bar4ejQ3pUfOdPshkS9PRBwnid2q2e3TBrNnUfKcPMtnS+PhID9Lq7/8Lov7ohtcw89FZdD37RmHDjd4XPvaxj3Mt70u/Ux9/XpMOUtPlFXiDB/Tb+geFi+jnNS/5tVy6E+fv5nS9/MOPPMyX06y11lrhhj/+MVxP16LPnj07bPzhD4fDDzss9Rt/tjNetmGuz6b2p/7oR+GYY/47HHfcceG973lvWlQC/db6QeHCCy4if4gqi678XmRU2HnnXehynu+HzbfYjH4iki7doQj/ZVz6eU3+Hf34W+9Uf1OmTqWf19wlPPnUU+HD9DrjZSp/omvVr776av5JynhN/cvoN/wXZv255JKLA33ACEu8fImwCf1V4dfQT1bGa+Af+stfwuw5s/k6/TXXXDPQwXOI17wvueSSdAnTUKADcP55z9/8728CfdMR6GA/0DcjMluQWp07/FJDvHZ+O/p5ze232yHsvc+eQtKTPZmu0T/5JLp05/vp0p3YjvrY4bNyjT7drMyvP/6Rq8Mo76993evClltsEWbTT5j+6oJfhccee4zflzPPTNfo0yVC29N9ANtt/xn+WwZ1PsaPi7+jfxbl9jz6Y2SrhDlz5vKlR7fcenP41y/uHj5PlzPFNkf81xEh9vmmN70pbET3VsTXff7551NdPELvz7hAv/bD7yvu09Aa6Hn98WXxg+MQJVuajveQBL7+5/RFhBQyazY13+mDTLY0bd++/nv9+fzjSYaZ88Kdf/ohofwsoHQC3VEJ5lhGaA/LkSZsiPZ2fG4KBSz6szbHMrLxiDnShA3h49cpYx8Zgu0S5VhGtY4jTdgQnv86ZQuc/1/T2e74yzTxzP5OO++o/cSzsPFyjieefKKpfzr4Zj1+XjOe1Y2Xmfzzpz7NbeLZ4Y/RtwRXXX01n3neb7/9td+xqd8nn3iyeI6nnvpD7vP6669XLcA9U6YMzvzZmYMfn3EGnYWePJBf81mbLyGSToYGdB05Xw4ydWr+ydxYITfedOPgi1/cfbD+BuvzWeQxY94ziL8C9HD6CchcRRlhXFiOmPAJJ5zAP88Z8xP/77/ffoN4mUy8HAW/5BPzIWfJvzU46uijB+vST3LGs9j0oYe/FZgzW36+N3ebEcaNP6kZvzn59pFHFqdb5NKdtQc33niTSFP9f3aHHQYf+hBdupMec+fNo7GPGqy//gbcD/2xsAH9Jv6ADv7puawzuOuuu/i95XHo/bc/w4k+oo1t4i8a0QcnpR944H76BZ5N+Cc9f5ves6E43lFH0c+fflTrYJuPbDP41QUXaLsIYm3F8Z94ItUWR9vXj0YcacKGSK8felgoYMFbm2MZ2XjEHGnChvDx65SxjwzBdolyLKNax5EmbAjPf50yzz9lABUC25WkHMuo1nGkCRviRV5/fEbfnBcQqB9fUqT2tUEbaBkVZ0CiAd3RpTee5oigupPaV30baBkVZ0AiH9/z/2KrPzrw5HtvFl9ssVzrXWg+9U+XA4U58+bwza7cvHdStYGaufTSS/lXZOiDCN1MupI8GxKd8sNTwonHnRi+9G9forP7O5fPsu4k+fFs+0MPPhRWevVK9Bdh4x9uksDE2yeGadOmkj9KbtZFb3wTUnIS3nCjDcPiiy4u859uVIo3vi6zzDIh3pyqjzTeJPrFnO3oZtztt6MbXPfZO8yhPwz14P0P0tn119KJZnQebX7UTz1HDCLRwq4/tMsL0x+4n/567nJhCforyPJoR2sZMy7gAo5PHwL525JXLfMqPouP5tm2o7VMVitawPGtnr/yUQKgHa1loDXWx1/o+vP8m/pR2FZby6g4A68/r7/n+Pi3PNDnAjRruvnqLlepQaaqBRoiyuCyjZtI0eFV4hHmgASpAHx8PXTw/FMxaDa0TBSYAhJoiFRPvINiOm68/p7r+XfW2WfRJT+HhzXeuHr41Kc/RT/RuEL43fW/DRddfFF4mv667Rmn/5gvwUlvzojm/6F06c+5/3MerSv06qhe4hrCU4fe8lg+EfOiQ/hXv7owvHpF+sAR+UjzwGlDhF1/JtOlO5/Zfge+JCb/ko1pYDoQaIgog8s2biLl65+v/1QIC1B/UsRFhXIN6Qb1xXUVuzREFMFlGzdefz7/fP15Ka4/cqCPBYGXAtmUlPEMNPKRQfQFa3opKeMZaOQjg+gL1vRSUsYz0MhHBtEXrOmlpIxnoJGPDKIvWNNLSRnPQCMfGURfsKaXkjKegUY+Moi+YE0vJWU8A418ZBB9wZpeSsp4Bhr5yCD6gjW9lJTxDDTyXjh3zpxwwoknhtNPO42u946N5Tr95em3+8ePPyysPXrtfEBieimHMZ6BkNNlK4F+1YcP2mO4fkQu/iJ83Mmvu+57w+KLLy4S9AVrGkZqcrq+frsdtgv77LVP2cZoRwwxLqzpqKSMZ6CRjwyiL1jTS0kZz0AjHxlEX7Cml5IynoFGPjKIvmBNLyVlPAONfGQQfcGaXkrKeAYa+cgg+oI1vZSU8Qw08pFB9AVreikp4xlo5COD6AvW9FJSxjPQyEcG0Res6aWkjGegkY8Moi9Y00tJGc9AIx8ZRF+wppeSMp6BRj4yiL5gTS8lZTwDjXxkEH3Bml5KyngGGvl8YXlGX+UdvXVQLGfeBBUqKE8spDFyVAc1oCPaQfn4lAHOi0mOQgWef0pTPC+WM1JirqNiY5Up0EFxhHkTVKhAx83MS2/8x+nm0TvpBtbHZs0Kq6++eliZLn9ZhN+VIvH9ybbJs02YN0GFCkac/zn0IWXatGl8aU+8ZKbz6f4Nx7cvU19EQZLj49P7kt/rnKfMAcHGFFpcp7Qz2teAeRNUqEDHykznCOZpWGWiOyiOMG+CChX4+JQoX//LmsvVYcpOYUe0g/L6owxwXkxyFCp4fsw/ud2Bvs5J3xDmp6fv+rBPtEufW0ZkFRZDRX8mhb4v9/ElH90Z6l+ouvTIbNtjl9rz7/Xn88/Xn3a1wDqCVQM28sCw0LbWKiyG0tcfX398/fH1R9aD7hXCj3/6Pqh25Qsrq82oOaOfmrCxzS0fm9pY2eWCeNqagL0eVvtlgaryeEopWJDhGo22JuDjywSSJKXMsNEsef5R75oSBU1tLQihrQl4/Xn9pfMr1TzTKqn4WGE2Fv2Fe2hrrz+ff1R8Xn+YP2lmsNFZQkHLR62Noe2CW21NwNd/r7/nav6ZA/2yWLUgQVeFae8TFa1pAci2+MPmqTcI0HlrGwURdmL4+DRJUpVIrkzGANl6/vkGrKLEkKCCLJxGQYTXX16Yff75/PP1R5YMWSvMigHI1tdfX3/pG4vh9y5FNDooIQ0Q4fsf3/+gjhZ6/xt/b1QKq5qOtiettgy6li8blbekKle4sKacm/58/HwkkROrqMmXRiJAgmFTEC6s6mILf/+L5djrz+sPR7LF3BKnmS+FBhMM1ucfZwDpgPX1h9Iiu+6mnnz98fXH159iVbVOM19sUNcVXWgkChdWdS/+459R8S8SVB83zcunBMRwKjjNT5HUMocaqsSVyzLmOgKW8vE9/15/OBjAYYHOMgV2zuTJpeFiToP1+Uf5bBKXPybHPPn64+uPrz++/vBaQBucUY2+fTTLSEVULjdlriNgKV9/fP15Ntaf6tIdW2KxFq1vcSrxDgptJERb+31Tatb/+8B1h9a32MfnDHSkxPMvSdGt11+7d+o9W1gXlPUt9vnn848y0FESICVEW59/Pv/qo2Nff6gm6qTEFaWeUNa3mFefVs606HTr88/nH5UaH+jbT41SPbFiUiFyxWjZcCmhRDNbMiyymyiMRdxZ3BQx3xr4+Jwsypfnn0uIi4w3vAxGrqw2ibG2WSiFlYak8/pLCSmNz7981sjXnzif4sPXH04DLy+yxlSZSauNxFjr60+uG0lITkvMja+/NiuKff319Rdn7f9W+x85o89rlSxYCmMZ4ohKS7IfxHbxwU0KR3i7bcI6aPrbfo3Atu7GRZPCafVNOBLpO3yFsZm//jZ5PUyR08JpGzRhTbq//5qKmDavv7Z4epiipgqnbdCENelef5qKmDavv7Z4epiipgqnbdCENelef5qKmDavv7Z4epiipgqnbdCENelef5qKmLYXUf2Nokv045c75sEvNfmmJBJto1Ekfk8QvVJ4QAfS+WZH9NJ1SwVi6D1aeoY9QwjdE/TxJQOUHs+/15/PP6x0ab2gRcVWhU4WXeGjLj58/fH1tygDroq4kUpK9YSy0mgCxPv6a2caEuXzz2ZFqgW5iV7E8eHrj68/RRlwVcSNVEuqGVs6qhARndGPf5fefJLDvtAI+9obybCwaB+d+NBxJMrbQiiyuO2hs2A+qGgfnfjw8SUPtlSKRKUwmR46C+aDivaef8mW11+qGqkO3haFkouqh86C+aCifXTiw/MvefD5z8XANVIUSkoPmR46C+aDivbRiQ+vP8mD1x8XA9dIUSgpPWR66CyYDyraRyc+vP4kDy+V+qMT+vLWF9WQcgCDm2dI03VvB2RdNnfb9endtMhCQybo49PEpJnp+ff6ozLQNbqdKQ2Tp5XPv/bsmUlXTpQhE/T1x9cfX399/+P7X9//vkD3vx2X7tidW8TdhxXD7Rf5Q1Lqprt5aj3cxOGdq4/v+ff6w1Sy1udf38ygLMXk4NFZPr7+cPZ8/e0/cPH9T5pgnRMonQfFJKusz7+ckM70+frj6w8VxnO4/uqlO1yZqf5ylco+M9dqLlA+gO/QS1sJIAyr/RaEcQyEtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQBi2CifXRA2EtqSSBxIWYrUSQJit3oxbsNqiE5TdtBJ0lSM1k31FALC5cYNE0i9sIzWTfUUAsM2omRBJv7CN1Ez2FQHA5uEaJJJ+YRupmewrAoBtRs2ESPqFbaRmsq8IADYP1yCR9AvbSM1kXxEAbDNqJkTSL2wjNZN9RQCwebgGiaRf2EZqJvuKAGCbUTMhkn5hG6mZ7CsCgM3DNUgk/cI2UjPZVwQA24yaCZH0C9tIzWRfEQBsHq5BIukXtpGayb4iANhm1EyIpF/YRmom+4oAYPNwDRJJv7CN1Ez2FQHANqNmQiT9wjZSM9lXBACbh2uQSPqFbaRmsq8IALYZNRMi6Re2kZrJviIA2Dxcg0TSL2wjNZN9RQCwzaiZEEm/sI3UTPYVAcDm4Rokkn5hG6mZ7CsCgG1GzYRI+oVtpGayrwgANg/XIJH0C9tIzWRfEQBsM2omRNIvbCM1k31FALB5uAaJpF/YRuiiVb1GX7uDLNr4iOfzCePifISFNVfmIAAb27YPjTJQzwjBRRsfPr7nn2rB60+nAiYdZorME3iwwtZbjTJQz8jARRsfPv98/lEt+PzTqeDzT1YGrBSlV7ISy1uNMlAvC/SioBiLD19/fP2hWvD1R6fCSNafUfSjO/FwP00onlmdm24FWNiyabzPV/4QQHUjIMnxvsm87m5ve+tWgIW1LWgMH9/zz3+kxeuvuBGVpovPP1k3ff2hNdPX/5iEcudReT17mNSuJ+r7H9//+P6H5ojvf//e+18+o18sU+ooqJa81oWS1jX5cZhkVQmBEiUowuooKMUdHpQ+vueffxyDCoLXV9QKCgR+ZYuwOgoqdetC6fXn9ef1F0+w+Pzz9cesk1ggDWVhEVZHgZV2YihRd7AqhkCJEhRhdRSU4g4PSowLq1IIlChBEVZHQSnu8KDEuLAqhUCJEhRhdRSU4g4PSowLq1IIlChBEVZHQSnu8KDEuLAqhUCJEhRhdRSU4g4PSowLq1IIlChBEVZHQSnu8KDEuLAqJUFz6Y40QlORFlzTi3bXA3JfjGijZxM7WhRjpXjB+fjVXrQjiQUl2YsUI9p4/imFRY6yU9RaogvO68/rrziKy7XTjaR6YowRbXz++fzz9We42ZLnjM4bmT00eSjm8687eZ1sziUj2vj689Jbf6oD/VwUmFdp96QlBMU9U6cH/lNbtGKhgMIiqYowO6PlSTkUgfyLklhpURsfyUQY/2xX/IqDH5FnmEBpOOTjU4ooR5yauPH8UzJM/cRC8vqjJPj848WESiNepeLrDyXC19+4Ovj+J+430sP3v3784cdf5viBIR9dpYMsNXr8ufqqK+fjr9QU8ynb1EcmepDRKVTAbayHz7zM2UDTO72r9c24Vm9x3fbuqfcRRUsDifhYKr7I2KBpJFcnyaGGYMjscSn3TwH+tJn6yl2hc1alMSTq43v+vf5oXmCK5Emjk2UUBX3+8WpFmZC/Ah7T5OuPrLepUHhd9fU3radUIHkqYXLplCKRRH3/k/KFFOWkabJ8/fH198W6/1ltlZV516traA9IqwVF40QpDmHZx8ZOH4sRz7buMUe6kB7o93eKGymMQqGCqu8+PsoQg5WmpWe78/HzxyMpEk1hBjZhJscVzS4yDSua0rPtPP+efxwee/0VU8jnH6Uj1YRdMnrzEkVYaWClYenZznz98fXH1x85PeHrL68MulgosAsG4T4+yhCDlaalJxwiL4b5Rwf6fAFMfmX6ihXkWIVKBRbkJCqC5PCpIjIE+Qys9lUI8/ugb4gKG1C29PGlID3/nIGiOMjx+uNjMp9/vv74+mt3JcVC4fsfTYcCm6wClwrf//r+N34gS4+iOMjx/e/fdf+rZ/TNCsfvVJ62GeE9VFu8mco2h+iQibXb3MbHR5YkJznrGdlsMS6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim4Yu1W21CACrh8qgZWTXjsomGaxq+WLvVJgSgEi6PmpFVMy6baLim2Y/X6OMsX9GlUQs0WxPjJ8g+fZYr+DguEemTnD6LDuDjy1lGz785J2JqSaDZmpjXHyWD8+Hzz9cfWlz1lFpcaGNtEFFw7QLs66+vv/FbHt//+P5Hz8mbfaxAszUxWWPiusMFVK01JPT1p8rJ32f9NWf0qydQvJkxZom0JFhKm5vlQuMKUjfG13YVaCSW8PF5SbIp0fR5/nW51vwo8PrjVJh8aN1UoJFYwuefzz86JLAloeXj64+vP+lwUetDga+/nAqTD503FWgklvD119ffhVt/zYG+FFJZTunDiCW5Hg3BUPy4jY98AinrgGBFabcSsXHFCqA3BEPx4zY+fHzJg/1whozBQpFtziHyp1oFUBuCofhxGx9o7+PnPAHBSqbsViI2rlgB9IZgKH7cxofnX/Lg9ZfrBAgWGcpWIjauWAHUhmAoftzGh9ef5MHrL9cJECwylK1EbFyxAqgNwVD8uI0Prz/Jg9dfrhMgWGQoW4nYuGIFUBuCofhxGx/Px/rjA3192grkCds7ZzWkIGlgar7TB5lsaWxdSq/4Tpk8tMwAAyerguF8iMqBwTZ9+/hUtVK2vTnC26ACzz9noDMfIJMtjSly5JAEnv8ynUhhSpGamkWX1sgAAEAASURBVO/0QSZbGs8/0oOk+vrn88/XH19/KAO6NCjAIpFszXf6IJMtjRkEfZLA64+TgczlN2Lh8p/P6JtF3XaBAWBtDDjHMkIMliNN2BA+vhY1chYtMgRrY8A5lhFisBxpwobw/Hv+06KKmokWFQJrY8A5lhFisBxpwobw+vP68/rDdFGLGQKrAQNyLCMTZsiRJmwIn38+/3z+1dPmRbP/ywf69iWa+Z9XCSsAroX5wACKTkvNBnSBp974UYvqbmtf9W2gZVScAYl8fM+/11/+kjFPDkL1JKp9FbeBllFxBiTy+efzz+efz7+8KBhULyK1r9I20DIqzoBEvv74+vNSWn/KA32eAPTBFlOi51M+wvaAQCZYNc3gso2beAxB6U08wra/4iZtH7/zLIPNF94syWWVUbhs48bz7/Xn88/XH1oIaJHH8sALgywOdADk67/v/1JF+P7X978dZ/nteuHHH5INWUurFRUu27j5+x1/yYE+npA85/SEzIJvdwkdWtNs4SD6gjWtS8p4Bhr5yCD6gjW9lJTxDDTykUH0BWt6KSnjGWjkI4PoC9b0UlLGM9DIRwbRF6zppaSMZ6CRjwyiL1jTS0kZz0AjHxlEX7Cml5IynoFGPjKIvmBNLyVlPAONfGQQfcGaXkrKeAYa+cgg+oI1vZSU8Qw08pFB9AVreikp4xlo5COD6AvW9FJSxjPQyEcG0Res6aWkjGegkY8Moi9Y00tJGc9AIx8ZRF+wppeSMp6BRj4yiL5gTS8lZTwDjXxkEH3Bml5KyngGGvnIIPqCNb2UlPEMNPKRQfQFa3opKeMZaOQjg+gL1vRSUsYz0MhHBtEXrOmlpIxnoJGPDKIvWNNLSRnPQCMfGURfsKaXkjKegUY+X1ie0Vd5R28dFMuZN0GFCvRjQmY6zibp2BFYZQp0UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKtDeMtM5QhooGqtMdAfFEeZNUKEC7S0znSOkgaKxykR3UBxh3gQVKpDeBoMh+oNZ9HV++r4yh9MAZlgbA4bN6hpZhcXQ0W/C+vief68/nhDdM0S+XbMxYFjMptZahcVQ+vzz9cfXf9//yXrQvUL4+hN3TzY3wLBYTVtrFRZD6euvr79/+/XXnNFPRcjGFqTlY3HaGIp1wa22JlBcD4p+WaCqPJ5SChZ8UKPU1gR8/I7LszhBmiXPf1GXsZBsbkxhLSDU1gS8/rz+9Hpw1BUXiFZJrjelFCxgxZUybU3A68/rz+sP8yPNDDY6S3z+FetSzJXNDXK34FZbE/D157lbf8yBfvlm6RsCunpj7H06ojUtANmmv+KGfthCUJCF0yiIsIXh41ORFGfBTcYA2Xr+298XQIKKkiucRkGE119emHz++fzz9UeWDFkrzIoByNbXX19/6Yzt8HuXIhodlJAGiPD9j+9/UEcLvf+l63ZiTVFhVdPR9qTVlkGjzyHuTd6Sqlzhwppybvrz8fORRJFbcZp8FRokGDYF4cJ6/ikxMnWafHr9ef3hSLaYW+I09VJoMMFgUxAurM8/SozPv1gdTT35+uPrj68/aeFsTTNfCgkWWNgUhAv7Elp/R8VL9KuPm+bl0wIUw6ngND9FUsVpYhVRudyIuY6ApXx8z7/XHw6GcFjUTkA7Z/LkyromTiHmOgKW8vnn88/nn8+/uJLYdSGvLIKaWEVULjdiriNgKV9/fP3x9eevX3+qS3fsFItz0foWy+QuwolCG1HT1n7fBE3v2Yp6DOtb7ONzBjpS4vmXpOjW66/9dODzr+dsYT2hrG+xrz++/lAGOkoCpIRo6+uPrz9ynJYWjVg3VBedZ+vrgrK+xamrDsrrT5KiW59/PP/4QN9+apZCiYWUqpMzpmnjCkPdZrZkUhlmE4VxVews7lj3+VOrj8/Jonx5/rmAuMh4w/vVyJXVJjHWdu95U0mRzutP0lRtff75+oOzZr7+xvUkPnz95TTw8iprbJWZtNpKjLW+/ua6kYTktMTc+P7HZkWx73/+9vsfOaPPc1UmrML4NuCISt+SfhDbxQc3KRzh7Rbh8PScMP2ky0IYGoSVdtkwLPqqJWWpgGCE48+84rbwxIS7wxJvfU1YbvN326EZN91HIv25TIVROcLx+UUM097Hj8kx6dWkj3pW3n/Pv+S3r35jui+44ILwh9//Puy5515h6aWWel7U/5VXXhVuvOlPYZeddgpLL720KZD0eoYxxZwqnLbRFVdeGW666aaw6847h6XiOCOovzvvvCtcceXl4d5p94Vttt46vGttWWcWZv3T5WUE49evqnjJhVMrm0P58NSTT4XvnnJyeOtb3hY+vMkmshTGZvoE2z5qphiycGplO/5I8l/3WgxZOLXSx2/SEwnf/8Uk5FKMZeP1H7OwQI+ipgqnbd6Evf7+5vNvlPyKvn0zOOuJMG9Jom00isTvCaJbCg9oIcn3not+3ozHw+07ncDzaY3jdg0vX2V57VGaRl180IzrGULoMjj9+EvDzIsmhFeuv1ZYZb+PcNuu8WPAPisZK/XFTsTxsXDjSxuzpW58fJtp5Njzb7MiFYPcRG/+9TdvaCjcOOGG8KpXLRvWWH2N7p1TR/19/BOfCNOmTAmHHfFfYeMPfagsVp6RCza+PNv0nJMxnQnsGF+eaPn+jx8/Ppxz7tnh3HPOC6uuuiq1jR3Gx7M7/8aPH0fjnBvOO+ec8PpVV9NXK2PZF9E9/r1Tp4bP7bhjeOyxxzjve++9Z9hyy6346U67d1p48MEHw9ve+tawxCteoV0+n+f/jEceCZtutlnYnP4fcsjBkm9+5t2v3x7/SLZSzpKRF222xD+fX799PVJzYOILio9nt/7yGGX9y1g2iT6+5MTzz0thToOkhbZSLalmbOmoQkQ+/+yeFol66cw/OqNPp9NpIeOXjtdvi0SLqSIXwi26jU58UNHOnfFEmLTTceysfuwuYYlVVmCe42ZTtDd8H4wH+o/Sgf5SdKD/ejrQL9qb8aW9RHlbCHPvPXQWzAcV7aMTH/T65SFR3hZCxDGZs7+wqOg2OvHh40se7FJZJCqFyfTQWTAfVLR/lvM/Y8aMsAmdhX3fBhuEo7/znc5n0jX+b3/323DzLTeH7bfbLiyxxCv+LvNfnqw8u7g9bNz4cO655/BBuBzoW0XnS1sgsn7948YfRuPQBwo62F911VWoj4Vb/84888xwxBFHhF132SV8cY/dwyKjFtHncfjhh4ezzjor/OhHPwpve9vbmK/HZ/J5NP8eeYRqaNNNwxabbR4OOfQQfS0AxfMHuRC2aB+d+Hgevf6Fff/lBSz41l9/9Xb7+18lZOHWnwWvPFF6/VXpfinWH10fJUtvUQ1VKeHmEdJ03dtQqQs3d9t+epr7CB3o73w8r/mrH7NLePlqdKDf9VjI8e87gc7oXygH+q+jA33Zp7TjF0PlJ1rQ7Czk+LaD3K2Pbz9T2xxJjmmrO/8q6vmn3FByOubfDD5I2yRssMH7wne+c3SVOPsh5flff+MPozP6Z9OB/nnnhtX4jH56Oc/y+8/fHNDZ/HPPoQP91eI3B/TIE1V8u63G/2/6QHXaaaeHU0/9YfjHf/xHqwzxQP/Ms88Kp50qB/q52+dv/uMZ/U022TRsviUd6B/cHujrzYMd9Ve8+A7nhfD6+WnnJ9q+iur971um2oa2rJ6/77+/fsqAv/++/+2b2C+C+d9x6U5arvjFRdz96oebFzxpUjfdzaV1PNCfmA7016Az+i9f1RzoDzP+0GNPh0evujXMvOzm8NqvbB5evvpKGI3t9ONwRv8t4fX7b1PExEnPnkzvB5dhxo99PBuvP3bi4/dUmOc/JaZ//v3wBz8I559/fphCl+C8gi4TWfk1K4c111pTD9aOPPKocN3114YDDzwonHTiCXT9+01ht113Dbvsuks45phjw2+uvpquzT4lLBOvU0+Pq4k77bTTwuRJk8Jiiy8W1lrrLeELX/hCeMc73gFJOOrII8M1110XDqNLbY477rgwYcKEsOiii4Yx64wJ++yzT1huueVUG+f/xImTws9++pNwzbXXhtmzZ4f1N1iPnsfnw1f33Te8b6ONwle+/GXW40Cfz7SvQmfa+aWPCg888ED46U9+Ev7vmmvCQw89FN4zZkzYYqstw/s3en8ex6I4OfHoSB9fukMH+efSwf4qq+VLdx548IHwkzPoecZx/vKXMOY9Y8JWW20dNqLnGB8PP/xw2H333cPD9BwenTUrvO61r6VvQ5YIe+21V3j7299OZ/h3DX956C/hsVmPhddy7BXhoIMOCG83uZOnlVYPMt8+6shwPeXym9/8Zjj+hOPDhBsmhOUpf7vttlvYYsstwimnfJ/f45mPPhrWestbwpe//BV6L95erD/5PZss79maa+X3LL3++J5dS+McdOCB4YSTTgg33fgnfr677LZr4Et36Iz+5lvkA/2hefPCYYcfRu/tjWHbbbcNn/zkJ/mp4734X8pRzMMYei+22morzVEUTblnShg7dmzYeuttwhNPPBYuvuTS8OAD9/P7X79+X/98/euYorRjpMmR5r/UTLlNM6gk4cUgHt2dU5QCpPP68/rrLpEXV/3ppTs8LzpmT0klDyQsJpVaCSAMW4Xl0p2d6dIdmm18oN9x6Y62pSuMHr/hrjDr17eEWddNDoN5c3mirv6dncISa5QH+vefcEmYceGNYcl0jb72gSdQEMYxsFOK3St0sBCrlQDCsFU4uSZqILQllTyQsBCrlQDCsFU4uSZqILQllTyQsBCrlQDCsFU4uSZqILQllTyQsBCrlQDCsFU4uSZqILQllTyQsBCrlQDCsFU4uSZqILQllbxkfvHzX9ANoVeE3/zmN3xw/e53vzusRgeue9DlJHH5Hrvv2HDVFVeGZZdfPsydMyesSQeAW2+9VdiaDl4P/MZB4aILLwyXXHpxWG7ZeG9MCBdecCHzSy25ZHjnO98VHn30kXDLrbeFly++ePgBfahYc803c7/7jt2Xx33Nq1/DB5ar0EH57+nG3ngQv84664QT6UNFHD8+zQemTw+fo5tr48HkGmu8May88mvCDX+cEJZbYbkwja5132zzTcOhh4wjZQjj6dKds+nSnXigjzP6Tzz5JF8iM/mOO8Kab35TWGH5FcMNN9wQZs+ZHY466ij6JmMDbltuJEEpTZi1Khk/7jD61iCe0T9HL915ksbZZeddwuQ74zhvDssvv0K48cYbwtPPzA5HH3102GD99cPMmY/Sczws3H777WHqtKn0geM9dDPvUmGHHXYIb6Y2//Ef/xFuu+22MH36vWH06DFh6WWWDl/Y7fPhTWuuKccseAZ4YuTv+9Wx4YrLrwyvfvWr6QPXMmHFV68Ufvfb34Y5c+aG9ddfN/zu93+gD1DrhFl0P8CfbroxLLXk0uG8884Lr1r2Vbz+XXjRhfRh4qCwJL9n7wzxUq4///nWsNhiLw/fp/dsLRo7Dhc/VF1BtbDc8suFubPnhjXfsibVAdUC1UO8dGfTeKCfLt2JX/J+k87s//L8n4ePf+KTYf/99qMvlEaFJ598gt6L3cLkyZPDm6kWll9u+TDhxgn8vsccrU85io/JkyeGz3xm+7DscsuGWY/ODG9YYw3+8HL88cdzvHxDTDIMFCG/RJO7JIAOFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkAYtgon10QNhLakkgcSFmK1EkA4WvrBm/QAgAXfYUXSL2wjNZP9OTOfGsyd+eRgMK96Hsl9ZtqMwYOnXjWYuPMJg1u3OYL/T9r9lMFfzrxmMPvBmR3PbjCY+/TcwdxZTw7mPT27u9P4V8LqCChYCDqsSPqFbaRmsq8IALZjXFAi6Re2kZrJviIAWAzWYUXSL2wjNZN9RQCwHeOCEkm/sI3UTPYVAcBisA4rkn5hG6mZ7CsCgO0YF5RIZDvj4RmDtUePHnzlK19BWKubDvQHoym2557/b/DMM89oPN6Xc8ABB3DsoYceEZ66O/iQgwc7fm7HwR133KHa0398xmAd6uPkk09Wbp+xsd+1B/uM3WcwNE+ex6xZswYbb7wx93nf9OmqpbPdrD3llFOUowPmwUc/+lHW7r//AcJTN+PGjxuMXnv04J577lHtwYccyuPb9nTQP9hoow0HH/jgB+jzPhYObaKvv48ZN+5QHvuee+5WLV2yMhi9zujBKd/Lz/NOGmfDjd4/+OAHPjCYO3eudnfkUUfxa7p94u3KARx22GH8ftxy6y2gyEqOMpH9ffbZl5/Lv3/j3yVMoV//+tecB/rmYvCHP96gzeiAnvu+6uqriZM+DvnmIYMdd6zfsx/zazn5u3jPhgZ0hp3H2XPPPakWntY+Yy/0TQWPd8CB9F4QQZc2sX/E4YerLoKDDzmEx/8ev5cy/p133EnvxUaDD8QczZMc3T5xEo+/3vrrDa6//npqKdrcWfYVAcBmcYNE0i9sIzWTfUUAsM2omRBJv7CN1Ez2FQHA5uEaJJJ+YRupmewrAoBtRs2ESPqFbaRmsq8IADYP1yCR9AvbSM1kXxEAbDNqJkTSL2wjNZN9RQCwebgGiaRf2EZqJvuKAGCbUTMhkn5hG6mZ7CsCgM3DNUgk/cI2UjPZVwQA24yaCZH0C9tIzWRfEQBsHq5BIukXthE6S970ootylKMJWQPRBpT48GChKq1GGahnRMI9dcf9g7u+eno6uD98MPGzxw3uP/mywVMT71ft/2fvPQA2KYr08V7MYDhJRlDBnP7nsgRBRAVhSUoQBQyg3s8zH1lJnoosIEE8CaISJUkQ9U5AkQXWU8EMStwlS1CShCW786/QT3VVz8y3y3cgCj2wU09VPd31Tk13T8/79swXS0ODNFoA5hVgmuPAxtJhB0GGSXVokGBFaV4BpjkSbCwddhBkmFSHBglWlOYVYJojwcbSYQdBhkl1aJBgRWleAaY5EmwsHXYQZJhUhwYJVpTmFWCaI8HG0mEHQYZJdWiQYEVpXgGmORJsLB12EGQ23XrLrTKp+vSnP5XNIHY2ubvoootQxGrceSee6E+VSZ45BaA8y3kdLdUQ3o6f3VFpZOYbCJ78//78813Red1OO+0k3N/85jdm58n/OuusYzpqn3nmTOFyGWwzdp9B9U7NE32Nv+GGG3bTp68VUsH8fffZRyads2fPycVRMyRqjZK9e8zADcVV5tQ400lHeZbzun0oDudpNk1eZSMz/ZIgx3/JpX6ir+X23JMmyZSbiy4sOdeCVtyBPAGnGwz6lSDT5slNGcfcdNP3mI0/1mmnnSYT8OOPP17sGjFT3OfWc7Zct+OO+ZwRBRP9C9EWpLDWcMutNNGnz8w3f/vss7fgfffdh0ohAkn6X3K01toIaN59iCs5ms05mtdddtllUgffVNQbatTCpjkabCwddhBkmFSHBglWlOYVYJojwcbSYQdBhkl1aJBgRWleAaY5EmwsHXYQZJhUhwYJVpTmFWCaI8HG0mEHQYZJdWiQYEVpXgGmORJsLB12EGSYVIcGCVaU5hVgmiPBxtJhB0GGSXVokGBFaV4BpjkSbCwddhBkmFSHBglWlOYVYJojwcbSYQdBhkl1aJBgRWleAaY5EmwsHXYQZJhUhwYJVpTmFWCaI8HG0mEHQYZJdWiQYEVpXgGmORJsLB12EGSYVIcGCZbKKVwX3qFr3/wPAPwMEF2wQlZerlr+SET1IBLRbW2cFO2X5/X313/1NKlw4dctnZ73H2unJy9Z1hJrJJSDfPjix5rqn5DhRVxI2FVSiid9/LGmFn8kw5QmXmE34n0c5P+22/5KD1KukR/GjW/d4XXSZ9M742edc3Z62iJPL0sgKF0703KPH/3o9PTj02npzmLPznlM6cyZZ6Zf/eo36YrL56Q7aK35dfS6yHvuuSetvsYaaa8995RmuX1eBjJz5k/offfPsvwfccSR6cADvibr9ldYcUVZWy/rt1d9E61F3z/Ev/7GG9M73rF+WoseAt19Bj8AOiXp6zXpYVx6veaL6G04c+fenVZbTdfH8/p0v5bykksupTLz0he+8EVaI76OlKdd2Mb63wxaIiSv16TlO0u/cOl09z130Rrzt1LZLr3yVa8kUdrUJZdcLHV+/gtfkKUurPAylaOPPiYde+zRshzKtz/6FlzeunPkt4+i99K/ar79n5dBnX3OTDpPP02LLLKwxOIdL4FaYYUV00EH8VvJNAI/U7HNNtvI+vdNN900W6ekM8/8Sfo1nbPLr7iCng+4nc7Zdenue+mcvW11eTiYS2+3ww7p7JlnpXPOmZUWWXjhMP7e9tdbqA1N1/ro0Ds6/l/8/GfpyU9+MoeW7a65c9NbVltN8CvpXGi/mydSczQlfYGeM1h3nXXk+Y5NN98sbbbpZvLMBsenkbCcP2p/8xv/JZDbjfTw/DlGvI+D/v94H//a8ZexynUXgWPjH3XG1v8obZw5zsU/4vxXTqDbjYxw/OHp34jXjX/yB7MCzRQDLtwwBJPqpQsbhc3S2CCYIYLgzsoDf7k93fLdX6U7Zl2c5t11LzXMKWmR1y+dnvnmV6VnrvKKtNDC5SKE8ogLaVFAMEMEwW2KgUge0MBEXEijgmCGCILbFAORPKCBibiQRgXBDBEEtykGInlAAxNxIY0KghkiCG5TDETygAYm4kIaFQQzRBDcphiI5AENTMSFNCoIZogguE0xEMmVxhP9NdZcI71pZXq95v5fDf1PJ+RnpVlnz0oLP71MIrkKfijztNNpov/jH9Na6kVluNjti7ul73//+7S++4npNa99TVpyyeekefSe/jN/8hOZ6NOyFInO9c48i54NOOectPAii9gwc8QRR6WvHfBVmuwflFZaaUW6QbhXJuqvfc3raL34oeGTX0Jr2d/3/ventfjd7bvvLvF5jf7JtG7+FHrrzlI00b/55lvS9OnTxcevf7QxjWriB5CXWHzx9O73bJpWeuNK6qKULcj4wzcUvD6fJ/v8Gs+b6KHStSkOb2vSjYfUkY+qxHlPeuMb3ygcnuh/++ij0/HHHktr1XUNvAy3FH+vL++ZTjzhpHQ0T/Tz6zUtQVI67pDLWZTLRSiX4E6btlye6Od17VRs1k9por+1n+intButpf/eD76XnvQEOmeU5yWfs3ia97dOJv9r0M2ZnDP6XNvvQDcUNNE/e1aO4z7GLfT8xFqcX95yDtenm7DPfe4/1UZ7fgiaH9ZlP6/n500vMVPS1ddenZagZxre/e5N5bkCfvh6c5rob7755nJjgmOSQgM7qlLqEpcpBgZKRBOY6HeQxgLBDBEEtykGInlAAxNxIY0KghkiCG5TDETygAYm4kIaFQQzRBDcphiI5AENTMSFNCoIZogguE0xEMkDGpiIC2lUEMwQQXCbYiCSBzQwERfSqCCYIYLgNsVAJA9oYCIupFFBMEMEwW2KgUge0MBEXEijgmCGCILbFAORPKCBibiQRgXBDBEEtykGInlAAxNxIY0KghkiCG5TDETygAYm4kIalQn6xX7Z6xf/8ev/YJsXfaXkGCp8QbQrln4Z9RXGvAce7P4665Luqs+d0F38jr27i9bbq7t4o/26a/f8fnfnebO7eQNrdGOtri52kFoskZndSnIu5edSf+fj732mFt+dmQWB5WwLol2x9MurLzKC7R8s/7feSkt3aNnFp/+jrNHHUeka/andXXfdJSY5Dtqx5GUavPyGJtPi43qm0Zrw9dZfn/h3ooruyquupCUy07odPrOD2uj4ZRkILTeZO1frBfnIIw6Xz3LuuefC1G2yybs6ekizu/766zXvOf4BBxwg8cPSHVqjz88bXE1r57GtudaaHT0QSqp8ehJZgjBfWfiCaLd7XqN/jXsWgCav3UYbb5yjlDJcvWrZRvF56Q6v579sZI0+5/XCC7FGv9QliHbFQktqttW18+EcEYPP6cc+9nE5OuXP6+hmgJbuTO2OO+44sd96G52zadO69fmcuXNx5ZVXSvnPfPYz9un5nHFu77rzrhCfK5I1+uR769veRvXMlXPG8U886WSJg/h0M9BtREup5rfNzkt39t1vX6KWoxVEu2Lp16S+yAi2h+H8x9rjZwixsivYWvyYsPlqJduCaFcs/cLqi4xga/nvJ21CS8mlINoVS7+g+iIj2Fr++0mb0FJyKYh2xdIvqL7ICLZJ5r+a6LsABg3Ip/IaYorNO3qff0KnYzueQQPdAzfd2f3lO7/o5nzkmzTp/3J34Xpf7u6+tEwgXEUVLHVUjkp1PIMGhOu1v/fx8wdo8cspa/nvuttvv10m4hu8c4OSmIxkQk6TdD9xB4kfvOTJKk/yeON11bw+/iMf+YhSckPjtdo86fvMDjxp1PbH9dI3zt2dNGmEjRvmEUf2J/qHH34ElZ/a0Ssau3Nm0UP1tBb9W/TAK8fmf36iv4c9JEsP4+b4/CAxT2ZnnnlmiUXomKOP7ralSTI/OCzUzBdSbxedM3andfQU++prykO/vJ58ebKdmeMg/tFHf1tubPjBXN64JlmjT1xaPmQ28L+8t65xP/XUU8WnuxjfOWztvE70C48fSqZXeRK12M6hiT5P1jHRv/RSXQv//z7y757W7bvvvnrOPqPnjJ3SFugzz803ff4zYKK/y876vAQ/DP3mVd/crbTSSh296ceonKPl6FwgR+h/9OuG3LBcfoXmCGv0992HJ/q8lWNQfWzveAYNSCGvIb7YvKNX/YROx3Y8gwZafMqAz0bLvzYdyYlPjGtRjtGz9g2uEoMGhO61ln+XXZ+YXmIndDq24xk08E+df1m6Y1/x8zf89I9/kuXNY7X4vXon5hR+zRZ9oLA3eVxqUnT3hdfSe/QvTItuvGJ6ygt4jfHEm9ZVahRUVCvsTR4bwYB6J+YYOeeysAUV1Yje5LERDKh3Yo6RW3xKRf77g5IUydtA8rzJ45JJIPVOzAEXfamwBRXViN7ksREMqJf3a6y+erqd1mavuuqb02r0b4MNNxCWLt2ZSWv0f0pr9BcOx78zLd358Wmnpx+d8WN5NSeNYvJ6xZtv5eUya9FrGV+RfkuvsfzleefR6xMfSGussbouA6Ga+VWNM8+aKeu9eekOxosjjjwyHfBftEaf1pWvSGv0sX1u18+lH552qsTnldpTFloobbHllukIekf8mhRrd1q6wxter8lLd5Zeamlps9fSEp0P0vvp77nnblo+tHpa9iXLpD/84Q+JbhrSssu+NB1Dy2ee+IQnINSoLNnSZwFOoqU736N36S+V/2AWL9Hh12vy2nY+1mUozgUUh9fFc5xjKc4TnqB/AXd/et7g6GO+TbbjZOkOjp+Df+f476S999mblj0tSfWsQctZNkkvfOFSo/2Pl9TwK1LPOVuX1OCc8xr95VdYIR2MV1JS3fy+fFmjv+12adPN3iNLJNeiV2LeSudsLcojvz7197/9XTrvl3zO7pf4WG61HZ2zs+mczaI1+rbcKgejX3Ps9Zq70V/G5eOhm4pEb1eS5VHHHHMstZFny3KpD9JfA76Xntl42+pvk9elXnAB5YiWFC370mXTscR7Ap2L2fQ3GDajv7hsS3eoPp9/UlXHwbIhb97kMfxF1jUWzxCq2aIPBPAmj/t1qndiTilVs0UfKOxNHpeagNQ7MQfclv86W6IPJM+bPC6ZBFLvxBxwW/7rbIk+kDxv8rhkEki9E3PAbfm3b/TjfYu7yaF7ePU5hkEDvgDhMTvT4IPUolFTGzzqcwyDBnwBwmN2psEHqUWjpjZ41OcYBg34AoTH7EyDD1KLRk1t8KjPMQwa8AUIj9mZBh+kFo2a2uBRn2MYNOALEB6zMw0+SC0aNbXBoz7HMGjAFyA8ZmcafJBaNGpqg0d9jmHQgC9AeMzONPggtWjU1AaP+hzDoIIzz5xJb6aZLt/ibrHFlhZj++13ENvcu+e6CrXMrrvuQr5p9o0+W2ltNS3b2ESW1PC3+BtssEE3i76F56U7O+74WauDHiAlzrT+0p0jj5Q6zzuvLN1BoWuuubY74YQTumOOPYa+hZ9Db/O5Ubi8hIg3ji+vdaS49H59seluHr3d5wL6dvuj3cpvXFm+iV9+2grdTjvuRMuObnI8D/UYvaXgeR39oS+KPbW79to/mZlLnC9xPtbRO/PJv1xHfwxKjvsmWd5U6vzq/v8lx3/ppZdYeQB6LoGWRe3U8aslOb8/+9n/wpUl6lFJN2PC4yUzfuNfMT7+cV66U8ZfuhmQ4z/+OH3rDvtmz76Mztm75fPqOdtQzhn/YrEj5QibtYW5WG6Fz8FLd26VXwp23fVzoIukP4ZG9U7t/u3/8a88yj+fvuH/2Ec/TjlaRXwrrMA5onNx081Wds4cfb0m/cE2sxWAuJDqiVph++M3q5ENmGt+teE4ipxfiZJ/C2JhDZhrfrWVuLFs1Hx1Lb7mxmXIoAGfMMJjdqbBB6lFo6Y2eNTnGAYN+AKEx+xMgw9Si0ZNbfCozzEMGvAFCI/ZmQYfpBaNmtrgUZ9jGDTgCxAeszMNPkgtGjW1waM+xzBowBcgPGZnGnyQWjRqaoNHfY5h0IAvQHjMzjT4ILVo1NQGj/ocw6ABX4Bw307f6NM7Nu07OboDslskA+W2qEKR0X+zQqmWmPk1C70HBUpArd0qNVBFLWpktPj1my1a/tFWHh/t7z76o1gL0X/8MG3sVg/t+PnXgQcevF/+OBUyOCQXpP+dccYZ6cYbrqeHbtemB0WXlG+h+WHXww47TP4S7Cc/8Ym0JX2TbptVasBc/C01Pzj7HPq2nP8SLxj8B6z+RH/Aih/Yn4I35sBJpfmXHH6TTFpoSnrTKqumpzzlSVZnlShR+Y9x3XzLTWnJJZ4jcRw5QBeC7HH8eYB+BXngwQfSwvSGG6n0ER7/+I953U/nf4nFl9DPGD4cKQ9z/Ppc1MdvJ0c+zcMfn6sNh1jlPzpb/If7/Lf8t/bX+p+fOcfx/x9t/HFLd8ZOW3UAMnDnXSxintoMXaXfWxECYKmtRC3IswXHIuauzdBV+r0VIQCW2krUgjxbcCxi7toMXaXfWxECYKmtRC3IswXHIuauzdBV+r0VIQCW2krUgjxbcCxi7toMXaXfWxECYKmtRC3IswXHIuauzdBV+r0VIQCW2krUgjxbcCxi7toMXaXfWxECYKmtRC3IswXHIuauzdBV+r0VIQCW2krUgjxbcCxibm8+8cQT0570ysmXLvOStNG7NqGJ6KLpvPN+RW/8+VG6/7570zHHHENLY5alsr4Ua7htLcgCAOQiu+8+Q97Uw0tO2FSXYNtCZJ1HU/7TT/1hWoLeJhSjcYXRUuooiFlhi0XMVZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1GbpKv7ciBMBSW4lakGcLjkXMXZuhq/R7K0IALLWVqAV5tuBYxNy1WXT9zp/uTOgqGap0bIVu73zyAUWXCvwtDgUmR/4myT7FAMC3/C0+JjeaOnwj7zKvzaHl37UzbmOUL23Azs4NjX3ULnkGOMHW2h/S9/C3vwfufzB9/RuHpG8fdZS8qhOnYVF6pSevH586dap9yz/Z/j9n9pxEf403twOOwCec3/FOW3X+6QHT8H54oVAzaeMfp+/hP/91/uWcVLvW/1r7a/2v9b82/jxy46/7Rr8efUkPEySZTWVSPiXeZMXd6TK/gXwxdrqVq0CP4g0tvjQJnxJLX8u/dRfLj4HW/iQVLh/WbirQo3jDQ+9/d945N1151RXpjr/eQQ9xvjg97/kvoMl1GGDiB/DhxOMNDz2+DWZSja8rhjWtR/GGFr+NP7xMjFpLrwm38beNv/zKAdqsfRho1x9JhcuHDbgV6FG8oY2/D3X8dRN9TWRMZx7HvFHOhzMIVJ33vJWxr/CAIJXp9+rxfsMGwHcGgarznrcWX/PgRhobc1zmQMqy5BD5M64BFHEGgarznjeUb/FLnoAgNVN+rx7vN2wAfGcQqDrveWv51zy09lfaCRAkMlSkerzfsAGwnUGg6rznrbU/zUNrf6WdAEEiQ0Wqx/sNGwDbGQSqznveWvvTPLT2V9oJECQyVKR6vN+wAbCdQaDqvOftH7H9yUTfPrYB/cD2mzqp5jKQORC1fVCHMcsoXJAWXzKA37RJQeYKQOKRK5KlhbkC3o9aYuJh7dXd4lNONamjOcJpMILPN5wkxQ9SllEMnDMitPiSRGSu10aRYiNkw6AOY5ZRtPwjPZZTMrT219ofZcCahgE0kixr+6AOY5ZRuCCokwit/UkykLlyIlr+QwYsQWg7JHvzIZCyjOIx3f7KN/puUucTWKXGuwyD08+UUeI8x8ylpL+pMDcBMCC9D7j4CoIPUjw9tzO047dBFTljiQxBeh9w8RUEH6R4em5naPlv+c8XdbQZlmghkN4HXHwFwQcpnp7bGVr7a+2vtT90F5PoIZDmcKD4CnJugeLpuZ2h9b/W/1r/q7vNw3b9KxN9H8L1v9JLPQG4JpYLMxiDkop1tMAxr2TrU+pqa91K9B19i5ELIFKL3/Lf2p//yqN0DxtdYBrtVH1H34JKnGz9r40/bfxv17/wlWscH4JrdFDpO/oWVy9gG3/a+PM4G3/iRF86AN1YWocgw8BdFtx+QqAdTPc9v5h5xzcC5SGmii13CeElGSN3+b36pV7+3FWNUEXyrsVv+W/tDw8RontIx9DOQReA1v/b+JdbRBt/2/WvXf9teOwBN4AqdIY8nspkSsy8a/OPNv94dOYfOtGv2qdvo9I6/QR6gKucSexRF6SrIpqc5qCjTw6iLkhXSzQ5zUFHnxxEXZCulmhymoOOPjmIuiBdLdHkNAcdfXIQdUG6WqLJaQ46+uQg6oJ0tUST0xx09MlB1AXpaokmpzno6JODqAvS1RJNTnPQ0ScHURekqyWanOago08Ooi5IV0s0Oc1BR58cRF2QrpZocpqDjj45iLogXS3R5DQHHX1yEHVBulqiyWkOOvrkIOqCdLVEk9McdPTJQdQF6WqJJqc56OiTg6gL0tUSTU5z0NEnB1EXpKslmpzmoKNPDqIuSFdLNDnNQUefHERdkK6WaHKag44+OYi6IF0t0eQ0Bx19chB1QbpaoslpDjr65CDqgnS1RJPTHHT0yUHUBelqiSanOejo84XxG32jD9Q2YBK62J3ToAG7TSgW+fK+/HJgcQE8M9sGTC0+ZUDy4pJj0EDLP6WJv6UtGYlY2lHYeWZ2DJjEI3bnNGjA4hZLi+9zEVJfkhrNYwXE7pwGDbT8UyZb+499rrSO2MxUG/AOmIQrduc0aKC1v9b+Wv+jNlB6RMTa5/zeM7N9wCQesTunQQMWt1geh/G7bh79zSz6OSH/Xu2TgdTDBsl2YEhw+9IzPAaT3ona4rf8t/YnHWK4h4xP1Ib46FkqPcNjsFr/a+NPG//b9a8/WpQRoo0/YzfKQyMq8tbP6BC7jb9t/H3kx1/3jX5uhCJ8g/R2brreF5v0gmhWmkBYD4x6hWCsEs9MBhYkXI9jpQm0+DqAa5JyZkRYllr+Q7vkTPncaOYeyt5KE2jtr7W/fH9b2pU0EGsllZ1bmvex/tA2K02gtb/W/lr7Q//JPUOE9RJyejtzvQ9lF1xaaQKt/7X+9/fqf26iHxurNUiYq4bpn9NSrisBKDL/FTPUIxKEYAxKj0EG3zFafOokuZVorlzGAEW2/PffL4QEhSYXlB6DDK39lYG59b/W/9r4o0OGjhVuxAAU2cbfNv7SN7YTX12ClxU0IXOQoV1/2vUH7eghX39p3Q63KWpYVXf0NVlrK6DHLy6pTU9J1VyhQrrm3KuvxS8ziZBbVXr5ChwkGDI7oUK2/FNitOv08tnaX2t/mMmGvqVKr70EDjoYZHZChWz9jxLT+h+3jl57auNPG3/a+JMHzr7o9ZdAwQALmZ1QIR9H4+8UXqJf3W66w6cBiN25wVl+QlJV6fkqQ6VKIbENOLypxW/5b+0PkyFMi/od0PeZ0rkKr+cnl9gGHN7U+l/rf63/tf7HI4kfF8rIoqjnqwyVKoXENuDwpjb+tPGnjT//9/GnWrrjuxj3Ra97rJ07uLMJZZRNe/97Ezij31bUMbzucYsvGRhIScu/JsX2rf317w5a/xv5trDuUF73uI0/bfyhDAw0CRjVRfs2/rTxR+dpedDgdkPtYvDb+rpBed3jXNWAqbU/TYrtW/+T/icTfX/XrA2FG1JunZIxS5u0MLTbYo2W3AyLYCKPioONm9t9uWtt8SVZlK+Wf2lA0shkJ9dVtsXWpj7hDl95c5MiXmt/mqZq3/pfG3/wrVkbf3k84a2Nv5IGGV51jK0yk0db9Qm3jb+l3WhCSlo4N+3647NiuF1/Hvnrj36jL31VO6xBPg2YUdkpGQdcjjcpEhS1+33PbUHz37btEXzpYRyKBKXP77nZkP9cqEEu1o6/n7wRS8hpUPoFem5Lejv/lgpOW2t//cYzYgltKij9Aj23Jb21P0sFp621v37jGbGENhWUfoGe25Le2p+lgtPW2l+/8YxYQpsKSr9Az21Jb+3PUsFpewy1vyn6Fn3fGORQs8E1iWz2XiapPuJEteTuaCJdnj1HLUOPVMCH2llSxkdCqHnE2eJrBig9Lf+t/bX+h5E7jxc0qPhWYZ3FRnjm8dbGnzb+hmYgrYJ32pJye0KzMm8GZG/jr+9pSFTrfz4r2lqQG9YY89bGnzb+hGYgrYJ32lpym/FNxxhKom/055Hb3cnhWuiIY+UdZUIYyrPCm8VRr+wDUWm8HzEXwnxQKM8Kby2+5sE3lZCo7CYxYi6E+aBQvuVfs9XaX2412jpkHxpKaVQj5kKYDwrlWeGt5V/z0Pq/NAZpI6Gh5PSQGDEXwnxQKM8Kb639aR5a+5PGIG0kNJScHhIj5kKYDwrlWeGttT/Nw+Ol/dH6KD31oTXkHEDg4RHiDD3bANqQLNUO3b27EoXojBm2+NQxqWe2/Lf2R83Axuh+T+lZSrdq/a//7ZlLV0mUM2bYxp82/rTxt11/2vW3XX//Sa+/A0t3/MWN8fC04sprrydP5eOLZdg4K/PIoszizldVuoB2NIBaLQxAkosrV6Ze72I8j4iuJBNLWdVoT8wWX/Lg86eJIkvLf2t/rf+18QfjpR8k2vibLz2cFIW4NLGlXX/a9bfNP7RvSAfhHTqIGcj/GJ9/vXip59nRGvB5qFKkHCaQg8ToF+fV+Gt1Z5BrqM2qD8S3pTvCGCgdTVkjcdWfbpCJ4tCT5FNoPX5HR8DfIS5EB6RTfY7AR02F+egWYkiYH4JlnTeC/qrL9ejCIvEKYQoVlB8hpCoun8uCwlW0+C3/rf21/tfGnzb+tutPu/7ynEDmBzJpaPOPNv962OafL176+W7mCagTWUxnIeGN81zndRDcaMoajJAgm1QH3CLtYdxgtRKDIFbTp6Cq4qktRTcEAFkK95BSxol9T20puiEAyF7UYlDKOLHvqS1FNwQAWcL1kFLGiX1PbSm6IQDIXtRiUMo4se+pLUU3BABZwvWQUsaJfU9tKbohAMhe1GJQyjix76ktRTcEAFnC9ZBSxol9T20puiEAyF7UYlDKOLHvqS1FNwQAWcL1kFLGiX1PbSm6IQDIXtRiUMo4se+pLUU3BABZwvWQUsaJfU9tKbohAMhe1GJQyjix76ktRTcEAFnC9ZBSxol9T20puiEAyF7UYlDKOLHvqS1FNwQAWcL1kFLGiX1PbSm6IQDIXtRiUMo4se+pLUU3BABZwvWQUsaJfU9tKbohAMhe1GJQyjix76ktRTcEAFnC9ZBSxol9T20puiEAyF7UYlDKOLHvqS1FNwQAWcL1kFLGiX1PbSm6IQDIXtRiUMo4se+pLUU3BABZwvWQUsaJfQ/9+mZr9K060Fjy5u6CM8S37mAqDxqkWuu9eQWY5miwseStxZefOvguvOU//OqDlqLtBBqkWuu9eQWY5miwseSttb/W/qgttP5nXaGN/zoyYKSIWrSqr+zNK8C0QrCv+9jHWxt/2vhDbaGNP9YV2vijI0McPaBBKgf7KfTSHZ7u5wEF5r4cZsAKGcvxEhv9QyzVg4BER7vVcW24vK9tmAErpC9BMVr8ln9Z2tXaX1hRS92l9T+9brTxh8bMNv5zEuLFo9JGrjC53Ii3XX/a9addf6iPtOvvo339lW/0wzBlioFqyOurYNK4Rh2bJ9gqjQmCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGJUJv6Y4WQlGlBluvFqtuBJS6BNHOvk0cKBFiZX+wtfjVXdRAEoNJs8cmQbRr+acUhhwVJbS1bA621v5a+xt4AUBpQTXS1sNWQbRr/a/1vzb+1P1E9TDWZkqwtfG3jb9t/B3uPINW7T3VRF+NwjdoIJpJQ58TRqRVISd0Oq7jGTTQ4nPO6R8uEi3/OuZJTnxiXItSOKHTsR3PoAHhea3lv+VffsGkljHx6hffalxz60HHM2igtT/KgM9G63+t/7X+l/uE7xgTjSs9nze4SgwaEKLXWv/75+l/1US/Gkjp1GJS6ZuDYj3l/sT3OcVSs0UfKOxNHpeagNQ7MQdcHFdhCyqqEb3JYyMYUO/EHCPnC1RhCyqqEb3JYyMYUO/EHCO3+JSK/PefJSmSt4HkeZPHJZNA6p2YA25rf3W2RB9Injd5XDIJpN6JOeC2/NfZEn0ged7kcckkkHon5oDb8l9nS/SB5HmTxyWTQOqdmANuy3+dLdEHkudNHpdMAql3Yg64Lf91tkQfSJ43eVwyCaTeiTngtvzbRH88YXiQwjEMGigZFTRmZyd8kFo0amqDRx9kcAyDBnwBwmN2psEHqUWjpjZ4Wnz+0yAuQwYN+IQRHrMzDT5ILRo1tcHT8t/y39qf6yEGDfgOQ3jMzjT4ILVo1NQGT+t/rf+1/ud6iEEDvsMQHrMzDT5ILRo1tcHT+l/rf//X/kcT/fgnqawdFuBbXcCxceKGIFOCk5S8MBU/95SKArH0gxafUjT+ewrnL2au5V8HxNyyQnJa+2v9j/oS/d/GH0pDGFZCR3GDSmXP3cqLyGjjTxt/eELWxl/JQOgcpLT5Txt/H8Xrj32j70b43E4xbFUDODoyy9CYi6M2Q1fp96VMXVmJWpBnC0bFlaM2Q/eRYStFo6VELahwM4pFzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctRm6Sr+3IgTAUluJWpBnC45FzF2boav0eytCACy1lagFebbgWMTctVl0/oNZ+JYrVOnYCt3e+eQDis63KxTLbuk5LhkmesVE/mgtvn7L1vKPm0ttOmhL2qzcPrQzbmPEt6eycqMSwT5qkKFNer/i1v6QvpZ/+07StTGFbu98OsZRO2rtL/dD378oUa3/tfGnjb++U/Rwu/5g+GzXn0fq+uO+0a/aX7iYsc8b8pTUm6y4m66a30CuxulWrgI9ije0+NIlfEosfS3/NlxYfgy09iepcPmwdlOBHsUbWv9r/Y8uSb5JWPNp408bf/J0xdqHgTb+SipcPqzfVKBH8YY2/rbx96GNv26irw0pNqf8ZYQ3Snt0BoGq8563cgNfeECQyvR79Xi/YQPgO4NA1XnPW4uvefA3Z8gYJBhFlhwif8Y1ALYzCFSd97yhfItf8gQEqZnye/V4v2ED4DuDQNV5z1vLv+ahtb/SToAgkaEi1eP9hg2A7QwCVec9b639aR5a+yvtBAgSGSpSPd5v2ADYziBQdd7z1tqf5qG1v9JOgCCRoSLV4/2GDYDtDAJV5z1v/4jtTyb69rEN6Af2T66Zy0DmQNT2QR3GLKPw7VJrxW9apKFkAQicpREm0kGKgWHt1d3iU6vVZjuaI5wGI7T8SwYG8wFjllG4Ro4cEqHlP6YTKcwpMlHbB3UYs4yi5R/pQVLb+Nf6Xxt/2vhDGbChwQAGiSxr+6AOY5ZRuCCokwit/UkykLlyIh5a/ss3+m5Q91UgAKT3ARdfQfBBiqfndoYW3xo1csYSGYL0PuDiKwg+SPH03M7Q8t/ynwdVtBmWaCGQ3gdcfAXBBymentsZWvtr7a+1P3QXk+ghkOZwoPgKcm6B4um5naH1v9b1jhEfAABAAElEQVT/Wv+ru81j5vpXJvr+EF3/L6OEJwDXxDIxAGNQUrGOFnjagwc1qa621o3fd/QtRi6ASC1+y39rf+VHxtI5CNWdqNaN3Hf0LUYugEit/7X+1/pf639lUHCoHkRq3ah9R99i5AKI1MafNv48nsafONGXDkA3tugSI3f5cPsJgXawqptBFck7nkNQerMdbl9feElDiz/4LYPPF06W5rLKKFSRvGv5b+2v9b82/tBAQIM8hgcZGHRwoAlQG//b9S+3iHb9bdffgW/5/XjR5h+aDR1LqxEVqkjePXrzL53o4wPpZ84fyA34/pIwwHXFHhpEXZCudDQ5zUFHnxxEXZCulmhymoOOPjmIuiBdLdHkNAcdfXIQdUG6WqLJaQ46+uQg6oJ0tUST0xx09MlB1AXpaokmpzno6JODqAvS1RJNTnPQ0ScHURekqyWanOago08Ooi5IV0s0Oc1BR58cRF2QrpZocpqDjj45iLogXS3R5DQHHX1yEHVBulqiyWkOOvrkIOqCdLVEk9McdPTJQdQF6WqJJqc56OiTg6gL0tUSTU5z0NEnB1EXpKslmpzmoKNPDqIuSFdLNDnNQUefHERdkK6WaHKag44+OYi6IF0t0eQ0Bx19chB1QbpaoslpDjr65CDqgnS1RJPTHHT0yUHUBelqiSanOejok4OoC9LVEk1Oc9DR5wvjN/pGH6htwCR0sTunQQN2m1AsA98mWWwGnpkdAybxiN05DRqw2oplMEIOxMIzs3nAJB6xO6dBA1ZbsQxGyIFYeGY2D5jEI3bnNGjAaiuWwQg5EAvPzOYBk3jE7pwGDVhtxTIYIQdi4ZnZPGASj9id06ABq61YBiPkQCw8M5sHTOIRu3MaNGC1FctghByIhWdm84BJPGJ3ToMGrLZiGYyQA7HwzGweMIlH7M5p0IDVViyDEXIgFp6ZzQMm8YjdOQ0asNqKZTBCDsTCM7N5wCQesTunQQNWW7EMRsiBWHhmNg+YxCN25zRowGorlsEIORALz8zmAZN4xO6cBg1YbcUyGCEHYuGZ2TxgEo/YndOgAautWAYj5EAsPDObB0ziEbtzGjRgtRXLYIQciIVnZvOASTxid06DBqy2YhmMkAOx8MxsHjCJR+zOadCA1VYsgxFyIBaemc0DJvGI3TkNGrDaimUwQg7EwjOzecAkHrE7p0EDVluxDEbIgVh4ZjYPmMQjduc0aMBqK5bBCDkQC8/M5gGTeMTunAYNWG3FMhghB2Lhmdk8YBKP2J3ToAGrrVgGI+RALDwzmwdM4hG7cxo0YLUVy2CEHIiFZ2bzgEk8YndOgwa0tq6bR38wi37Oz79XFncO4MJ6HzBkYdfIMzxOad69D6QbDzkjdfOmpOdu+eb0hGcvMnSIZvOlgSF91NvPvijd9fur0yKveH76l7VfTy78GDvEpnfSPkrHr5+5xW/5//v3v1NPPTX9+te/Tltt9R/pGc941qPS/+v2f/bZZ6fz//CH9MEttkjPfOYzrUuj10KyAxjSyD3gGR6DGPvfLbfdlg74r/9KK6+8cnr7298uJJSCZCMwJGq755570je/+c30qle9Kpf3DI9RIsYfZugI5n3AkKitLz3DYzAfenw5TxdckD645ZbpGXSeMLqixih9TI/BeujxuSRqgkRtfekZHoPZ4rfx9+8//qL1cUtu+W/5f6Tn3+4b/TwIivADordz8/S+0lwXFFlpAg/8dW66fMuDpMqXHLBlesrSS+TqjVXimcnAaMgbDjoj/fX036dnrPKK9MLPvCPwrDSBsB4VxyUEY00qfghYKVZzi9/yTzOkMknKLUOEtZL5tr958+al3//+9+lf/uXZaZllXlK1tr6KmjfcYMN0zZ+uTfvsvXd661vfWsUBi8tnbCYD/coXwGKlCdT9b4899kwnn3Ry+u4pJ6ell35Rri2X8AVd1hYgZKD4aur4fDZO/eGp6XP/uWtadtmXpu985ztU9qHFv/XW29Kaa66Rpk9fO33pS18KsVmp419/3Z/SX/78l/TKV70yPe1pC2eCsUoJMxno1b0gBitNYOj49QMaazD+nnyevntyOvnk79J5WnpBwhrHav4/xPe9xipeQNDi5+y1/E+6/bf2V65aC9jtjNb636PT/9xE386FADshMFcDg39OR7muBKBIumOlC2hsGkp48La5afYWNNGnbZkDPkgT/cURrVwQYaEi/sI0UfwbDqSJ/o9por8STfR3XH80PqoekjgE8z2E+PbhpZLx47e6B0CLXw2nLf+D7f+2225Na7x9zbTqm1ZO++//X9qS0HgmaH+/+uWv0h/++Me0+ebvTU996lN6LRBVmOPvkP899tgjffdkmkB+95S01NJLxTHj7xCfj/Wee+5Oxx5zXPrXN7whLbfcVDt87tMLMv7ceuutaU06H9PXoYn+F3ejRjxx/99rr73SiSeemI466qj06le/2uI9Gvm34AQmis/n6aSTvptOkRuypTPXlQAUOfHx+5geowqzkWFB8i98FG7x59v+LL8VQArN3PLf2h9N4jCPm2j+ZYNH63//OP2P1u3w6aBzU03H/Zm03l5Aj19cUps2iWq4gJrlg7fdRRP9g6Ukf6P/VP5GH9v/If4NB/043X76BenpK78svfCz70SN5eqFz2Et8tE5/vKBWvxee/o/nP+SVzvR2gagQj4Gzv9ttNSEl5isssoq6atf/Wpu6zhAyDFz8f8j5J+/0eeJvnyj/0L6phi/Z5YebKj3ec3DAMcFmZ1QIY338PU/meiv+fa09vR10m5f+iIFxqVx6GN1aa+9viwT/SOPOjK95tWvyR+UufQh/0GPXyb6J5+UvncK3ZAtNfSNPhIMmQ8LKuQjkH+NhACQLb5kAOmAbPmntGj/7I0n/8D9j89l7/PKCcYOJxgy26FCtvNPiXl8nP8pvETfX4u4SVg7YMzufMHxdub5reerDJUqRR+gb/TnfIC+0adcL0vf6D85f6PP3Dv/99J0Gy2/edbbXpOetcor05SnPDF8Lh+bsa//hoPpG/1Tf5+e+aZXpBfkpTvej7JiG3B40yN5/C0+nXqf7HxivKnlf7z/HXHE4ekHP/jvdM0116SnPu1p6fnPe156+ctfrktGKIlf2X+/9ItfnJt22WXXdPDXD05/uOD89KEPfZj+fSh97WsHpFk/nZUO/ea30jOfVdbDz5p1Tjrq20eny+fMSU968pPSy1/28vTvH/lIet3rX299bL9990vnnndu2nPPPdIBBxwoS4ee8MQnphWXXz5ts822adHFFg0d8rLLZqfjjj8unfuLn6f7739A1r9/+MMfTtvvsEN685tWTZ/69KfkzPME8mSaQPI3+i/KS0L4/N9ES1uOpfI/+/kv0i0335SWn7Z8Wne9ddOb3/xmdGX7bGMG36b2248+/7nnpp132SUdcvDX0wV/uCB9mPLywQ99MP35zzemT37q02n6Wmsl/oxof5fNviwdd+x3qBwdw333p5VXWTn927/RMWy/Q1p11VWpzKdkGL31FvpGfzp9o7/m9LTiSivQJP6kdMUVV6aXvuylaeONNkrrr7++fMS77por8W7+y03pzrvuTC94/gvSU+iXlV3oM3GucXuA+Fzo6quvpXjbpvXWXS89+LcH0w9/+D/ppptuTiuuuGL6zGc/m269+ea031e+ki686ML07Gc9O73lravRMxhbp4UWWsjyc8cdd9A5O0Cez7jhxhvTS1704rTSG1dKn/zEJ9NCT1hIPhvn6iucIzrHO++0c/rGIYfQsxO0Jv+DH6Y8fTDtMYPOEy3dOeWU79pE/8KLLkq777ZbevoznpH22Xef9MynU5uig/jzn/+cjjvueDp3P9Nzt/wKad119dzJOaHdNddek7bfbns5p3fddVf60Y9/TMuZ/kxt9xeWf/5g/hzKB3W7nq8yVKqUFNuAw5t8/r3dhS51eWNFrtRSZsDhTS3++Pg3Qbp7jcXnFOXENuDwppb/lv9Hav7792x/1dId38S5O3jd49xVBkwooy7a+99brYeRnW4eeOnOHFq6wxRZurPUYsTQS9wdsy5O1+3z36IvtPBTZNL+L2u8Lj3tlc9HLQhVdEFduuGgM+km4XfpmSu/nNbo0zf6uGqCSZOH4W/L9FODFgPUPmINmGBUF+0nOP4SB6iu0OseZ/6AqcXXpNj+MZz/H3z/B+mss89KP/3pT9Oiz140TX3D1LT0i5dKH//4J6Rp7rD9dumsmWenxZdYTCbYL3/5K9L6NEHmidYun9s1nX7a6enHNKladFGamNN22mmnpl13/Vx6xtOfkV7//70+8bKgiy++JD35KU9Ohx92GN1EvEJ4O2y/fZp51lnpuc95rtwMLLXUUunXv/p1euCBB9LUaVPTIV8/JHcN6ovX35i2/OAW6RZa0rLMS5alm5Hnpt/89rdpscUXS3+69k8yof7S7rtLvXvsMUPWfZ+Sl+5wW7777ntkQsw3Hi+jm47FF1ucbix+l+67//60/1f2lwm3FLadnXnq9oQHzv92222Xzj7n7LTYoovJZ34Z3Rytv/56NIFel26arqUJ+cZpo403Sjvu+FmqdUq64cYb0hYf+EDi9ffLLrNseh4dw29/9zvJ+Z9ojf1adFOwez6GW269Ja215lppiSWXTLf/9bb0ute+Pt0198506WWXUU0LpX332VtuUO657970+f/8fLrk4ovTn66/Pi2//LT0LHqw9cMf/je5WdPD0WMBnj17Ttp8s83TkksuQTcHd6Vpy01LV19zNd0AXJ1e97rXpWuuuiY9a9FnpZfS8wWcY47/IZqcf/wTH5cq5s3r0nvevUm64sor08tf8XI6F89Pv6PjuJ0m/2uvPT19iSbqGCy3p3N81lkz02KU7wcefIBu+F6W1ltvffq3XtIbMvrl5WRao/+ipdNldGwf/fePpic+4YnpwIMPkPPEn/yee+hmZosPUbzL6UbnZZTvxdP5dO7uve8++fWJH3jmbTad280225Ty+ez017/eLjl+9qLPTgcddCB5MXj7XEgxDHVZgVCe7QfO//ivJXUMr3vc4ksGBlKCk6Iu2rf8lyZsTZTykr88hUllnVCve5xLDZha/jUptm/tT9sf3bF29EAfi7wxdrpA1StPZjmuL4fqWEpBzyvOB++4u6OHcl3IEuXeK2/q/nzY2d1lHzyou2j9L3cX0r/ZH/1Wd/PJ53YP3HLXaPy/3fdA9+Dtd3fz7rlfA00QXz7eo3j8Lf6j2/7+2fN/2623dMstt1z36U//Bx1K7GPbb7cd+aZ1W/3HVt19997Lh2rbzjvv0i03dbnulltutv6/2267dR/4wPu7y6+YY7xjjj6mW27a1O4b3/imdmPybLc917tct81223bz/vagcO+4485ujdXfJvYbbrjBym+99TYS59Bvfctsd9x+e/fOd24g9p123sniz5gxg8pP7a6+5irjfmm3L0n8Qw89zOJffsXlHX2b36321rd0f3vwAePWx2+Oqv9bXraivNx/n8Vn/tVXXyXxZuwxQ4tT2a232UqO61uHHmoZvp2O4R0bvLObRp93p512yqHmUT7pfExbrlt++eW7//3pT62Ok086SerYeZedM1cF/SrSTZ06tbvowgutjnAcckr1vNLNQjeV8r7qm1ft5syZI5/l/vvu7d773vdK3Z/+1CfpfPxN6qHJf7cCfYb3ve/9Wh2NcRdSjPe9/30d/aJhn+H+B+7v1lhjjW7lN76xo19byC7Jyud4Wrc1t537te2op+tm7LG7xLuKYlw+Z3a3+uqrd7R8rLvi8tJuOMDuX6JzR+3v0G8dStXqMfC5W43O3Vve8tbuwQe17Vx66aWUx+W6N9JnOO+8c/Nn4Bpok2JaFvHVkV12RowMd5FSUOsoxoIezesff4oW35+b6iyLS/2VJ5959enZ9LicX23SI76W/9b+HgfzP/5ptDeYascQzwLvQicMSr+Knlv6oOy08w4Q5p5/TXfd/qd2l7x7/+7i9ffqLnrnvt01XzxZJvwcIRQJysMRv19HbQkhg1Izq8/KbubrrkCxsX3BthAyKP3yPbfEkl2Lz+nqJaifw9oSigSlZg5UL6mX3UPOP33LTJOkad2nPv1pLcvhcvxtt99WJmQXXXxR+BDs5gk2T9ZvueXW3PSG49PSC5m47rQjJrNdtz1N8HkCd/4F51u9XHpHmvBynb/59W9znZ1MAtdZdx3jMWDumTNnCnennWjiK6HndTzRn0r1Xn3V1VZ+ww037KavPT2UZ2WfvfeVz0XfcouPq5BqWAuKuMNuW7oBmkoT9IsvynnJ8Zl01dXXyA3IjN3zRJ9sPJFdd511Qx2szDyLj2FaR8tbLKRM9KdO6zbbdLPA5xsDnvy/+93vNi4T9txzL4l34UV/FL59FDuYUs1smuhzfrfbdptiJHTA1w6QGwDOqWxclv5tsNEGHb1RSW1un91m2e2Lu8nNzZVXXimfjXfbbas3cxchR8buuj1m8ER/WnfOrHNogr9mN32t6d0VKMs8Ks//OP706f1zt/c++0j+58yeLbVedikdF91MbkU3XlwU5cW5gLscUtlB6VfQc1tQDd3iU84kJ/3cjVlCToPSL9FzSyzZtfPP6eolqJ/D2hKKBKVmDlQvqZddyz+naz7562e0KjKf8j23pF52j1j+p3D1+HG0//MR/wDCGzHyz0RZqJn29hOJ45gTgEgdLcYu795BLUOPlMDHhRnzVuLfc+VN6YY9vpfuu/Gv4nnRPu9LC7/8uYEjDr97GOP7T8chVM/W2onPQPaH6/jrEKpna+1s8TUDlJfHav7xOsdVVnlT+ur+9DCu68zb7bB9OnvmWWnW2eekpz194dD/dtl11/Sj005Lp//oDFqeoUt3OFlnzvwJLcP5Tbr88jmJ13Nfd911tATj3rTG6mukPffaU9r7Z/LSnZkzZ+b3qGvDO+LwI9IBBx6QDjzwQFk3/ue//CWtu8469EagVdN+9LyA7/+8PvwdtAzk7WtNTzNs6Q6v/T6JloScIq9tnDv3rrTaaqvRp5qSXvmKV+owQD95L0RL7y6+5BI5t5//whdoyc06wsmdUexhV53/7XlJE72zfxb9e9oiT/cpo6U7V6eNaOnOxrJ0Z8f0FzqGddZZV47hK/t/JYSgXy5kOct0WpO/++4zZDC4lZY7rbnmmrR8h2wzyMZbjv8OWvrCzzJ873unkJFPVEfPOXyZ3mBDb9359rfTq+nd+0K2T8R55U3Hv9lzZqdNN988vW+zzdLW22wjHmZ88xuHJPrFJX2Lnrf41zf8q9h59973vZeWTt2QZp4509r/9bRM6H9++N/pj3+8MN1OD3LfQc8KXEvPePBSghPodaLLyCtap9CzAJQjWp51zjnnpEUoRzhwjrcXv3WHHprmjVdBfuITH5NnP8Bh+91z56ZV37KaPIPzKjp38xbq6LzJYqp0ySUXS7wvfv7zaW163oAm/GkzOq7N6bi22WZrKo1GHI8/p8G8HIcZWqvmKDiZwBuRHqv9vx1/O/+t/Wsv8OOPdvy8b/2fxmG6h7CukvMVkqTj5OD4WfPG9FAtK7xhLPdDdSAqjfcP3HZ3unPWhemOcy5J98y5URxPWuwZ9KDuq9Ni71oxLfS0/usBS2lcDLJlEvFHPpYPMSEO5Vt8zdVDOP8hfxNmetgZyj/G8o+37ryJ3rqzv711R/PA66zPpsnaWTRZe/oii6gxH/8uu+6STj/9dHrw8UeyVp3N/DrIH/zg+zIZfe1rX5ueQ+vMaSFIOuOMM9Kaa6ye9thzL6lD12/TDQTVuzDqJc+RRxyZvnbA19KB9IDuiiutSDcI96S30ET91VQXr/GXLce/mCZ773//+2l9u06S2bwnPeT5XX4/+3f1/ew308Ol09dem391pIdb15QxgyeWvPEDyIsvvnh6z3vek2jJhxpH9lzENzd+gPass2cm+kY6LbIwvbuevMKhHT8YuhE9NLvxxhvTGv0d0z333itr6l//2tekQw87PETg9fXv+wAdA63Jxxp9fesOPYw7nda85/foIz6vb38SrWM/5Xvfsw/EN08n0QO7R9LrNV/zKnq9pn3QEgrl5/BEf9PN6JWom9OEWCf6zPrGN75Bk336V0/03/vedCPdjPyEbsi42ovp836Snt+4/Y4705LPWUL+qNcznvH09D//80M5/hO/c0JaZtllJDDO8TmzZqWFKUf+Y2GNvoysdIOwML3//8gjjkgvWUbLcgVy7igHXG4NOncozw/fX03PQfBzI3ruVkr87MGmNMl/Lz1/sM225bjkg9AOxw/9ocpQnhXe8IEW4PoTymvph7QP5Vt8zV3Lf25D2jpkHxpKaWIj5kKYDwrlWeGt5V/z8Djp/7p0h3+L0F8OGPU3rGEizkS0fkHPnzdx2ariv9H6+r+e+cfums+d0F30jr1ljf7FG+zXXbvXD7q7fnOlr3gorNlKtQ8tvlXA4FE4/hbfZaDlX5Mx0P/oLS+ynEPX6LucEaSHTmWJBL3hhbTY/nfeeWcpx0tNeON6pk2b1tFbYTp684nYeHfVlVfS0pKp3Wc+8xnpc9yfuF5euuF5zD3iiCOkzl/IOmu2dN27NnlXt/LKq3TXX3dd6P/05hfh2vp2qljW6NNzA7z2Gxt9M95tRMt3ZBs4fvDGJH9e3crx6+dfLn7+TORlQ7wOnj8Ltk3excewMh3D9f1joM9rx0AFOJ9TaY0+55c3H3+d9dalZxPeKXbs9txzT1mffuEfsUYfHidz++clLvzZ9t13X+fsukMOOUTOBz1YG+x0Q9C9hZ5j0G1et+eXaZkQlT/++OMDb6cdd5TlQ7x+HhtyNJfbQtX/9FmKad3Pf/7z7vvf/77UueGGG3V3zS3thuuhXza6DTfK565qf4jDUpYkUR7r4zJOFd/sCwB8/gseKDiRs8XXhFGOJkrTQFYdv/S/IZ4j9t0t/y3/nIHW/ibsJv2OU/prGu240rlGvRMH5GL4NxQdpYkzFuGvZ1xAk3tai08P4F6x1VHdbf/z2+7BO++x2sbKCQGxR0nZQWKcwp5R7wSeXGzC4rleEqMRHuX868V99NONf24+AVwM/1jvbbleEhn1GC3+hAm0vPGDrTx522CDDUoOc9Httt1efDrRL27Oukz0aQJ/c57o05tTZM37Rz7yESXm9seTL67/szzRzxs/zMoTzt5E/3Cd6J/7C3qgMn+Gww8/nMpP6zZ9z3s6WgbSXUYPXn7r0G9KnXwDwev6sfEDsByLHyTF+ed123wDMvPMM0ET+e2jvy03HFdcXianRkDqWA5s28kzBvT578QD/YXEsfnBUFpOREatgI+BbfQNtB3DN+nhYv6s/C9M9G+mh3Fp0srr9u0k5erpbUfdBjLRzx+MxJf33lvqOPXUU8uHYDTQ/+UcUbz96Jz4Q9OJ/nLd736bJ/rspH/v3ey9YY0+Ju+/+c2vNRZxrrv+euHwcYSJ/rb8HMbU3jnmgnvIsxT5PJFOv2bIMWy91db0sanSHH+r/9hazt2ZZ87UeHl/dD53l8+5XKj0+lUpv+9+7gZm4Ph9JRxidMvxpfJBUi5NYrSeFp8yN5qdCTy5GBcdLZ4dJMYp7Bn1TuBp8SU5E6Yv55XEaIZb+39MtT/6Rt+dagfpKGWLpqzBCAmySXXADVm5s+q8Dt71u6u7Px86s7vnyr9YMfus4EE6hkJ1wA1ptGBwioPgRlPWYIQE2aQ64Ias3Fl1XgfBjaaswQgJskl1wA1ZubPqvA6CG01ZgxESZJPqgBuycmfVeR0EN5qyBiMkyCbVATdk5c6q8zoIbjRlDUZIkE2qA27Iyp1V53UQ3GjKGoxZvu1t+rabrbfeujvllFOoqDq2pQktT1DpVYyoTiW56R3yMrm65dabxcYTNPqLrjKB54nrEUce1W299VbdSvQmFJ4E7iATfa0XD2ryRNlv+Eb/vPN+oXVmJ2LxhJ/rWn7aCt2BBx0keKedd7Qq+AFYvoHw3+gz5uPjz7ELvbHm8MMO73hCyfVsssm77c0tVomLnNPjRzjxyg0Q3TzojQpY5CLI8bju3Wfs4WpCvqZSPukYaCLPD9bSEiU9Bnezwt/oT6MHS/lGCjVDrrvuevqNPgwU4fjvHCd1rL322t2++9ALBq69VuJi56jdZZfx22mmCc9/OJvo2zf6WorWvXdvo4dxUQe9019ivWP9d3YHf/3rHf2BtW7Ntd4ub7vhY+aJN7Ztt9uejqNuO1oTnyfmX3XVVUK///77uy222EJs35K3KynvKnqD0ep27nbpDqNztxW10eXoYeV3002TvnVnHh2XPmTMx19v+OxqzxqMkHWhfMRwQxotGJziILjRlDUYIUE2qQ64ISt3Vp3XQXCjKWswQoJsUh1wQ1burDqvg+BGU9ZghATZpDrghqzcWXVeB8GNpqzBCAmySXXADVm5s+q8DoIbTVmDERJkk+qAG7JyZ9V5HQQ3mrIGIyTIJtUBN2TlzqrzOghuNGUNRkiQTaoDbsjKnVXndRDcaMoajJAgm1QH3JCVO6vO6yC40ZQ1GCFBNqkOuCErd1ad10FwoylrMEKCbFIdcLMs3+h7qxUYBrGaPgdVFU9tKbohAMhSuIeUMk7se2pL0Q0BQPaiFoNSxol9T20puiEAyBKuh5QyTux7akvRDQFA9qIWg1LGiX1PbSm6IQDIEq6HlDJO7HtqS9ENAUD2ohaDUsaJfU9tKbohAMgSroeUUohn0rfd/HYTnnzxhAue7XfQb/TpodaqjnndrrvuKvybb6a37vBGheiPQnWbvGsTsfNkdkP6leCcWT+VmwVar6482m+3Pdc7tZt7Ny8JKtuRRx4pZc8977xiFDSvozX13QknfKc79phj6dWQszt5mw993p122kW5FH8PetUkx722muxecP4F3cc+9jFZPsM3AtNokk3vuKdfI/QmpQpmx1/syIha6EFT+Zxz584t3Ey59pprxUd/FKoUz+hqOobvnHBCd8yx+Rj+8uduGk1asUyHabJ0hz7jrp/b1ZXXynlZ1IYb8FKW8nnuvudeKf/GleiGiibWP/vfn7lyEfIrNWXpzn78esxSByb6eAsSPPQwrtwkgfu3v/2t+8p+X+lWWWVlOUa+WZkxY09688+ekvcrr7oSVHqzEk306Tjmzr07fgjSZuxB54nO/7V/KjclfD75FZtc53m//KWVOf/88+ncfVTOHbdP9su5uznfYBKTj4vP+35foePCh7ca+kAp48S+p7YU3RAAZD+sWZQyTux7akvRDQFAWrQ+UMo4se+pLUU3BADZD2sWpYwT+57aUnRDAJAWrQ+UMk7se2pL0Q0BQPbDmkUp48S+p7YU3RAApEXrA6WME/ue2lJ0QwCQ/bBmUco4se+pLUU3BABp0fpAKePEvqe2FN0QAGQ/rFmUMk7se2pL0Q0BQFq0PlDKOLHvmUfvIqAtP5UQHk7QR6DYxE9tEAV/eMA92eGgcsAtT3pwBWGzMgJMcxzYWPLW4rf8U1to7c+6AroXeor2k07+KBb/HZYnPenJahrYWxkBpjlml26//Q76Q1L3y8OuFnSS+ecHefntNPxw6pL0cC8iHnboYemggw9Mn/zkp9KWW24Z4ltMsZb+T+98TzfTX4Jd8rlLyh9nQl2XXnYp/fGta4mduST5P36nV9ympDet+qb0lCdTfqQwavAs2FB2SjrjJz9ON1x3Iz0YTMewxJIahoocSg8YH3zQwfRXcT+RttxiC7KU+L5Gj1F7HZ//2Bj/W3jhp7l6uGQ5fkCR5LG6mGZatIrL7dibunnyh8wWXezZ6alP5Xh+Q3lhkuPhiU/f+ssDuvyHxJ5Ebx6qj798gkcmPupH7S0+n1rLBtJDEjaWvD0851/rKrW3/HNqkWtkhyVsLf+aldb+pE1M8vqLljWFv0EZbnCgqETzG7aOeLlqnnlQ4/Uv1+S2jM+t7Xq4vI81zIAV0pegGC1+y39rf49q/zvppJPSl+nNMi9edtm0ycbvkr+0et5559FrPX9ENyb3pWO+fXRa9qX8thYeJ8a3kR5OBabQG2++lE45hd5kQ1jfn6PjC41t0v7ZNo/aAV9XTz31NJqsL/GQxp8TTzyRXi26F/3F1mXSu961sRzDL3/5K3pr0anpvvvuT8ccQ8dAf4223tr408b/dv1r1/82/2nzv0d7/ivf6IeLqCkG6utXTweTfxvgeRWkEUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi4kU/lb6kMOPiQddfRRqfvbPJlgs32xRRel13Xumeivwuq9Pht5Q2UFqH2C/Wx65/8N111P4w4NPlPmySxf7u9QRuw01FLdK75xpfRk/kbfbRaSbaYYSA/SMdCa9kQPAKd5dAygLS7HsFd6w9Q3yG0KjhtSiCBPcB9TIhHZFANWzRgAE3EhjQ+CGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoROgt3dFCKKrUYOvVYtWNgFKXINrZt/kDJUKs7A+2Fl/vpgZyN2zS7LFPEO1a/imFw8nK86ySM8sbZmCt/U2q/d15553piiuvTHfSsqAXL/Pi9ILnvyD/2hRPhGb+HzP/9PBxuuKKK9IddCwvfslL0gtf8Hz68GMtCcdVjkUQ7Vr/G8+aZqvkrPW/PG638Uf7Wht/JzX+Wj9q48/jcvytJvpugDVoQK5cXkOfE5t3CNPvJnQ6ouMZNNDiUwZ8Nlr+dcyTnPjEuBalcEKnYzueQQPC81rLf8u//IJJLWNwua21LN9qzDgAHM+gAeF7rbW/1v5a+8vXRN8xej1rQqdjO55BA63/UQZ8Ntr4888z/lQT/epE0okd/75KT7k/8a7H9GDNFn2gsDd53KswN7mJOaWU8gpbUFGN6E0eG8GAeifmGLn3aaXcQGFv8rjUBKTeiTng4rwWtqCiGtGbPDaCAfVOzDFyO35KRf77q5IUydtA8rzJ45JJIPVOzAG3nf86W6IPJM+bPC6ZBFLvxBxwW/7rbIk+kDxv8rhkEki9E3PAbfmvsyX6QPK8yeOSSSD1TswBt+W/zpboA8nzJo9LJoHUOzEH3Jb/OluiDyTPmzwumQRS78QccB/9/NtEf/wD40EKxzBooByRoDE7O+GD1KJRUxs8+iCDYxg04AsQHrMzDT5ILRo1tcHT4uMhx3zbZ8ky4BNGeMzONPggtWjU1AZPy3/Lv79JsiZUgG8whMdbU/FFTtR8dW38a/2v9b/W/9wIYdCAHzDa+NPGX2oDY1+Ro81AatOJmm9OD8/1hyb69GoK/6EsogEfNeDIwAfKlOAkJS9Mxc89paJALNfhCRuLlo4lW3y9ILf8SwZC42jtr/U/Gnjp/zb+UBrCNSh0lDb+WjoMlEtVhSKjXX/a9YdvCPMWGgcpbf7Txt9H8fpj3+i7EV5aahm2CkIbNhkas1l7U3TQVPp9KdPiI0uak5L1gny2BMci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7N0FX6vRUhAJbaStSCPFtwLGLu2gxdpd9bEQJgqa1ELcizBcci5q7NovMfzMK3XKFKx1bo9s4nH1B0vl2hWHZLy3HJMNErJvJHa/H1W7aWf/edkGtLCt3e+Vr7o2RIPlr/a+NPG3/b9SdfVEXw2EDjQrgme7/idv1t1199qLtdf+03GTfHUOj2zvfPMv9w3+hXA0A4GPZ5Q56SepMVd9NV8xvI1TjdylWgR/GGFl+6pE+Jpa/l34Yry4+B1v4kFS4f1m4q0KN4Q+t/rf/RJdE3CWs+bfxp40+eLln7MNDGX0mFy4f1mwr0KN7Qxt82/j608ddN9LUhxeaUvwzwRmmPziBQdd7zVr5AKDwgSGX6vXq837AB8J1BoOq8563F1zz4mzNkDBKMIksOkT/jGgDbGQSqznveUL7FL3kCgtRM+b16vN+wAfCdQaDqvOet5V/z0NpfaSdAkMhQkerxfsMGwHYGgarznrfW/jQPrf2VdgIEiQwVqR7vN2wAbGcQqDrveWvtT/PQ2l9pJ0CQyFCR6vF+wwbAdgaBqvOet3/E9icTffvYBvQD+yfXzGUgcyBq+6AOY5ZR+HapteI3RdJQsgAEztIIE+kgxcCw9upu8anVarMdzRFOgxFa/iUDg/mAMcsoXCNHDonQ8h/TiRTmFJmo7YM6jFlG0fKP9CCpbfxr/a+NP238oQzY0GAAg0SWtX1QhzHLKFwQ1EmE1v4kGchcOREPLf/lG303qPsqEADS+4CLryD4IMXTcztDi2+NGjljiQxBeh9w8RUEH6R4em5naPlv+c+DKtoMS7QQSO8DLr6C4IMUT8/tDK39tfbX2h+6i0n0EEhzOFB8BTm3QPH03M7Q+l/rf63/1d3mMXP9KxN9f4iu/5dRwhOAa2KZGIAxKKlYRws87cGHmlRXW+vG7zv6FiMXQKQWv+W/tb/yI2PpHITqTlTrRu47+hYjF0Ck1v9a/2v9r/W/Mig4VA8itW7UvqNvMXIBRGrjTxt/Hk/jT5zoSwegG1t0iZG7fLj9hEA7WNXNoIrkHc8hKL3ZDrevL7wkoMUf/JbB5wsnS3NZZRSqSN61/Lf21/pfG39oIKBBHsODDAw6ONAEqI3/7fqXW0S7/rbr78C3/H68aPMPzYaOpdWIClUk7x69+ZdO9PGB9DPnD+QGfH9JGOC6Yg8Noi5IVzqanOago08Ooi5IV0s0Oc1BR58cRF2QrpZocpqDjj45iLogXS3R5DQHHX1yEHVBulqiyWkOOvrkIOqCdLVEk9McdPTJQdQF6WqJJqc56OiTg6gL0tUSTU5z0NEnB1EXpKslmpzmoKNPDqIuSFdLNDnNQUefHERdkK6WaHKag44+OYi6IF0t0eQ0Bx19chB1QbpaoslpDjr65CDqgnS1RJPTHHT0yUHUBelqiSanOejok4OoC9LVEk1Oc9DRJwdRF6SrJZqc5qCjTw6iLkhXSzQ5zUFHnxxEXZCulmhymoOOPjmIuiBdLdHkNAcdfXIQdUG6WqLJaQ46+uQg6oJ0tUST0xx09MlB1AXpaokmpzno6POF8Rt9ow/UNmASutid06ABu00oloFvkyw2A8/MjgGTeMTunAYNWG3FMhghB2Lhmdk8YBKP2J3ToAGrrVgGI+RALDwzmwdM4hG7cxo0YLUVy2CEHIiFZ2bzgEk8YndOgwastmIZjJADsfDMbB4wiUfszmnQgNVWLIMRciAWnpnNAybxiN05DRqw2oplMEIOxMIzs3nAJB6xO6dBA1ZbsQxGyIFYeGY2D5jEI3bnNGjAaiuWwQg5EAvPzOYBk3jE7pwGDVhtxTIYIQdi4ZnZPGASj9id06ABq61YBiPkQCw8M5sHTOIRu3MaNGC1FctghByIhWdm84BJPGJ3ToMGrLZiGYyQA7HwzGweMIlH7M5p0IDVViyDEXIgFp6ZzQMm8YjdOQ0asNqKZTBCDsTCM7N5wCQesTunQQNWW7EMRsiBWHhmNg+YxCN25zRowGorlsEIORALz8zmAZN4xO6cBg1YbcUyGCEHYuGZ2TxgEo/YndOgAautWAYj5EAsPDObB0ziEbtzGjRgtRXLYIQciIVnZvOASTxid06DBqy2YhmMkAOx8MxsHjCJR+zOadCA1VYsgxFyIBaemc0DJvGI3TkNGrDaimUwQg7EwjOzecAkHrE7p0EDWlvXzaM/mEU/5+ffK4s7B3BhvQ8YsrBr5Bkeg0fvhG3xW/5b+5MOMdxD9Nc17wOGRG/qS8/wGMzW/9r408b/dv3T8WB4hGjjD1+efG6AITGa9qVneAxmG3/b+PvIj7/uG/3cCEX4Bunt3Di9D411waWVJhDWg6JeIRirxDOTgQUP6phWmkCLP7A8SxJkWWr5D+2SG5LPjWtYCwitNIHW/lr7s/XgaFfSQKyVlPZmJgML2OIizUoTaO2vtb/W/tA/cs8QYb2k9b8wLnGufG6QuwWXVppAG3/+fuOPm+jHk2UnBObqxPjndJTrSgCKzH/FDfWIBCEYg9JjkME3jBafGkn4FtxlDFBky3///QJIUGhyQekxyNDaXxmYWv9r/a+NPzpk6FjhRgxAkW38beMvfWM78dUleFlBEzIHGdr1p11/0I4e8vWX1u1wm6KGVXVHX5O1tgJ6/OKS2vSUVM0VKqRrzr36Wvwykwi5VaWXr8BBgiGzEypkyz8lRrtOL5+t/bX2h5ls6Fuq9NpL4KCDQWYnVMjW/ygxrf9x6+i1pzb+tPGnjT954OyLXn8JFAywkNkJFfJxNP5O4SX61e2mO3wagNidG5zlh/J21bU3yDfK3TxSaKw2H4OF6B/Zp5Dk8YoJemKMxUYtk0083As1M2X453rndVQdlWdMuyn8bjyUET8VZKlCQYvf8t/aX+t/bfxp469cVNr1p11/eZpjswSaLeQ5A+YSWWerfeXZ5h9t/jWf+eeLXvi80pYE5V1salXLU45QKh57vGls/p2jmPBlxFgZqqU7lTeGpPLU8vN21bXX0yfKOgsqyj9QdVN05q810Z4n5+6CK0Pu0LcVUoeWknoktuoSVu4Y2KODtgRs8fVstPy39kddRfpG63/UJ3BJb+NPG3+pV7Trj93wtesvTeTb/IOGyDx3y/M5GjLpGtrmX3oVdXNMTsxYbmj++eKldaKPNMpEpLr+SPlC0DzX+Rd/nu8a1+seZ8KAaSy+TPT9XYMSuaLcEKQyrZH3vGVPvg3w0TxWruylIO0GD46Pu/xq0OJLskqWJaWyk3xzPlv+pVW19idtQduGz4hit5cmRbvW/1xSCmzjTxt/8at1u/7IYEGdo13/ZYSQ4VV27fqbh8w2/9BElFYRM5LTVIR0Kdo9itdf/UZfPrH72PLB6HPi85ePPIpCkaD0i/TcbMh/rtIgF2vx+8kbsYScBqVfoOe2pOdvQnuEfh21JRQJSs3sXUrV0M4/Jarl35oiN5vW//udZ8QSulxQ+gV6bkt6a3+WCk5ba3/9xjNiCW0qKP0CPbclvbU/SwWnrbW/fuMZsYQ2FZR+gZ7bkv7YbX9T9C36Phly1NngUpLN3ssk1UecqJbcHU3keGmBbqjFrYcDN9dYeIyo3EgINY84USe5W/yW/9b+Wv8r4wrnoo0/flSIuWGNx1Xe2vjbrj+hGUir4F27/nLvaPMPP0ZY4wBo869Hff5J3+jT0wZoqrm94vxAjpjhnq8M5VnhDXMOP1QEotJ4P2IuhPmgUL7F12y1/OdWo61D9qGhlEY1Yi6E+aBQnhXeWv41D63/S2OQNhIaSk4PiRFzIcwHhfKs8Nban+ahtT9pDNJGQkPJ6SExYi6E+aBQnhXeWvvTPLT2J41B2khoKDk9JEbMhTAfFMqzwtvjrf3R+lQ99JANzYXt8fAKcfj5V8uREcZBqXbo2zNXrhCdMcMWn5JOWW/5b+2v9b82/vRHyFFLGVbb+Nv/9cKlrSTKGTNs1592/WnX3zb/+Ceefw0s3fGDG+Phaf1E46LcguVqhovn0hMlTgbXFr/lv7U/dCUvW/8b6xmUJU4OtsHm08YfyV4bf8e/OGjXn9zBBjvQxN+ytv6H0WdkkGrjTxt/qF/9HcdfW7ojLTO3v9JK9ZpZunppoDKBH+BrWXXADWn1BoNTHAQ3mrIGIyTIJtUBN2TlzqrzOghuNGUNRkiQTaoDbsjKnVXndRDcaMoajJAgm1QH3JCVO6vO6yC40ZQ1GCFBNqkOuCErd1ad10FwoylrMEKCbFIdcENW7qw6r4PgRlPWYIQE2aQ64Ias3Fl1XgfBjaaswQgJskl1wA1ZubPqvA6CG01ZgxESZJPqgBuycmfVeR0EN5qyBiMkyCbVATdk5c6q8zoIbjRlDUZIkE2qA27Iyp1V53UQ3GjKGoyQIJtUB9yQlTurzusguNGUNRghQTapDrghK3dWnddBcKMpazBCgmxSHXBDVu6sOq+D4EZT1mCEBNmkOuCGrNxZdV4HwY2mrMEICbJJdcANWbmz6rwOghtNWYMREmST6oAbsnJn1XkdBDeasgYjJMgm1QE3ZOXOqvM6CG40ZQ1GSJBNqgNuyMqdVed1ENxoyhqMkCCbVAfckJU7q87rILjRlDUYIUE2qQ64ISt3Vp3XQXCjKWswQoJsUh1wQ1burDqvg+BGU9ZghATZpDrghqzcWXVeB8GNpqzBCAmySXXALdIexg1WKzEIYjV9CqoqntpSdEMAkKVwDyllnNj31JaiGwKA7EUtBqWME/ue2lJ0QwCQJVwPKWWc2PfUlqIbAoDsRS0GpYwT+57aUnRDAJAlXA8pZZzY99SWohsCgOxFLQaljBP7ntpSdEMAkCVcDyllnNj31JaiGwKA7EUtBqWME/ue2lJ0QwCQJVwPKWWc2PfUlqIbAoDsRS0GpYwT+57aUnRDAJAlXA8pZZzY99SWohsCgOxFLQaljBP7ntpSdEMAkCVcDyllnNj31JaiGwKA7EUtBqWME/ue2lJ0QwCQJVwPKWWc2PfUlqIbAoDsRS0GpYwT+57aUnRDAJAlXA8pZZzY99SWohsCgOxFLQaljBP7ntpSdEMAkCVcDyllnNj31JaiGwKA7EUtBqWME/ue2lJ0QwCQJVwPKWWc2PfUlqIbAoDsRS0GpYwT+57aUnRDAJAlXA8pZZzY99CiRVujb9WBxpI3/j6fMBbnw61WtzIHDkgu29/MK8A0R4SNJW8tfss/tYXW/qwroNOhp2g/gQap1npvXgGmORpsLHlr/a/1P2oLrf9ZV2j9T0cGjBRRi1b1lb15BZhWCLYoiH28tfGnjT/UFtr4Y11hMuPPFHrpDk/3c4eSnjW4G2bAChmLlj9EUz0IRnScN+3Xw+V9bcMMWCF9CYrBhyZ/pKDFDw+iUbpa/rXftPZHfab1f05CHDwqbWSEyeVGvG38aeNvu/5QH2nX33b9LS+35mtum3/8fecf8o1+uEyZYqC65PVVMOX5JbpeQhoTBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjQqCGSIIblMMRPKABibiQhoVBDNEENymGIjkAQ1MxIU0KghmiCC4TTEQyQMamIgLaVQQzBBBcJtiIJIHNDARF9KoIJghguA2xUAkD2hgIi6kUUEwQwTBbYqBSB7QwERcSKOCYIYIgtsUA5E8oIGJuJBGBcEMEQS3KQYieUADE3EhjUqE3tIdLYSiSg22Xi1W3QgodQmind3NDZQIsbI/2Fp8OmsTf/sY06rZY5sg2rX8j39/G9paa3+SgZCT1v9a/2vjTx4ZFkRo72GmINq18beNv2NX8DDW5uYVbG38bePvJMbfaqKvTUral0ED0cwDF7k4pjAiLTdRiAmdIHGN9C93AYMGhOe1Fr/lv7W/1v9kTPADgxtRFE7odGzHM2igjT+UAZ+NNv628beNv238lTHBDwxuRFU4odOxHc+gAeF5rY0/Cz7+VBP9aiCn1I7deYLpE+/OWA8qr7D/f/a+A26Tosi7dwUFFI6kHihIUOGCpy4LR1BAwgICKvhJNoDhUwQJu4AEvRNEkGQEhBPRM34HqIcBT4ElHCCgEkQQFpAFkbgLC0va8M5XXdX/6urumXd3XwyEmt/u1L+q/t01U091Tz/zzPO8jLKqfGuyWAkKxDs6R8npApXZjLKqRGuyWAkKxDs6R8ken1KhfyqcMOetJ3nWZHHOJJB4R+eA21Yrt+tpbE0W556AxDs6B1yPX2eL9Z7kWZPFOZNA4h2dA67nv84W6z3JsyaLcyaBxDs6B1zPf50t1nuSZ00W50wCiXd0Drie/zpbrPckz5oszpkEEu/oHHA9/3W2WO9JnjVZnDMJJN7ROeB6/nWhP5wwfJHGMBQqyBllNGSPTvggpWmpiQ0e+SKLYShUYBsQHrJHGnyQ0rTUxAaPx49fpDEZUqjAJozwkD3S4IOUpqUmNng8/55/rz8zQhQqsAOG8JA90uCDlKalJjZ4fPz5+PPxZ0aIQgV2wBAeskcafJDStNTEBo+PPx9/T3f80UJ/hGrM3LfXilNgq67AJQNvCBKlcJKSHkzExy25o4KYx4EOiMysUdnS48uE4PnnDBTF4fXn44/mOPrn8w+lwUz3ZsKViUPHjYJ62lW9ZPj86/NvXJClrSgOUvz67/OPz79/s+uP3tGvJ/w8bWeEMayyGMxqbZbooIm0+9zG4yNLkpOc9YxsthiXTdRdm6GLtHttQgAsseWoGVk247KJumszdJF2r00IgCW2HDUjy2ZcNlF3bYYu0u61CQGwxJajZmTZjMsm6q7N0EXavTYhAJbYctSMLJtx2UTdtRm6SLvXJgTAEluOmpFlMy6bqLs2Qxdp99qEAFhiy1EzsmzGZRN112boIu1emxAAS2w5akaWzbhsou7aDF2k3WsTAmCJLUfNyLIZl03UXZuhi7R7bUIALLHlqBlZNuOyibprM3SRdq9NCIAlthw1I8tmXDZRd22GLtLutQkBsMSWo2Zk2YzLJuquzdBF2r02IQCW2HLUjCybcdlE3bUZuki71yYEwBJbjpqRZTMum6i7NkMXaffahABYYstRM7JsxmUTdddm6CLtXpsQAEtsOWpGls24bKLu2gxdpN1rEwJgiS1HzciyGZdN1F2boYu0e21CACyx5agZWTbjsom6azN0kXavTQiAJbYcNSPLZlw2UXdthi7S7rUJAbDElqNmZNmMyybqrs3QRdq9NiEAlthy1Iwsm3HZRN21mfX4B7Nwl6vo0rAFmr3x8QGyHt+uUSx9Sx/jkmG0nxhIh+bx5S6b59/cEzO1JNDsjc/rj5LB+fDx5/OPz79+/UkXVRZxbqB5obgmW79gv/769Ve+VO3XX/1MyqwxBJq9Kh8gYwAAQABJREFU8T1b1h/mjn41ARQnE33WkJak1qTNzXJV/QpSN0bXdhVoKNbg8XlI2pRo+jz/Ol1pfhR4/XEqTD60birQUKzBx5+PP7ok2pLQ8vH5x+eftFzS+lDg8y+nwuRDx00FGoo1+Pzr8++izb9moS+FVJZTuhlgjVyPxsBQ9LiPW76BkHlAkJE38tTccO9XLqDB34WXv/fN4QXLvaR6OzG2+I9cdGN47NrpYam1/j4su80bYyjt18Znh+7EY/2KFYBsDAxFj/u4Lez5Cxv73Afai4X8Ckoua+zLbaMN7W1DdAGJnrLMfaC9chWAbQwMRY/7uKG9x895AoKUTNm9eKxfsQLwjYGh6HEft4XJ/09/el741a+vDvvvd0BYZpmlqVXuA+3Foq7YddrUk5qJ/sSTT4bTTz89/MPaa4dJkyYRN/OAINFTluKxfsUKwDYGhqLHfdxw/M+2+BddfHG47rrrw17ve19YepllcvbM6coZGgND0eM+bs/W849Hbs4sY2vkMzQGhqLHfdz8/CUPz7b699ff69+MbB//mMtsUnhoGwND0eM+bn3zHy/0tZkCaWC/OaAuBYkDUdt7dRhFzpv5WLh1z1NC/Drwml/eM7xolRXtUdI8RQ76TCku2h88+8rwxO/vppMYF177nX3CuBcuhsgi0TVp95xyfnj4vGvC0hutHV758e2NH6QkS2HnxdSGCOmba2iZq08ouldCsvTqMCZZCo+P9CCp+EyZdHUpAGm0fBsOt0PjJEthgqBPIjzDX/+RkZFw7bXXhmX/brmwxpqr5xPGqcLCOoxd2GGHHcNdd94Vjj/huLDpWzaTyQFubUOGRTj/mQ89RAv8LcNWW20djv70p6ktOiJZxWdniqdhFaR2z7PX/5jPHBPO+f454fvf/35YddVVKWeUkEXIf5tvz79mgGsLBZZkKZ6V4788P9V6zoV8+hFMeeLISp5kUz9efz7+fP7hwTA4RjDklICxQ/IZdP3Ld/TNoMaxR4njh7Q+4OzLCD5I9lTueQ/NDtPeeypT1vjS+8KLXvVS0FnOuXtmuPukn4Ynb70ndCOUt/EyV732rAPD+Be9QLm5W0FxoT/rZ9eEl2y4Fi3038a8vvj57IjyNzh/j59fOc8/5SJNqlrYsSzpf5wvIK0v4odocb3FlluEN230pvCFL3yeLHZ2yWxubzq56qqrwg03/DbsttseYYklXvRnqf+ZM2fwnfytttomHH00LfTNVscXlzkgH3/hmGOPDd8/+5xwzg/SQp+ShAxBmpQqzL6M1JkAexq3MXj+xzT+YnpzFjPy/JcZ4Mw06TEGrz+vvzFc/3z8Ldz8kxf6dlya8cfmWldu62gtSs6ASB3dXRh56Ilwy3tPZvsaJ6c7+lFLnTx6xa3hj8f8ILzolSuGFXaYGP705Z+xb62zDqCFfryj30aLlntP+UV4+GfX0h19WugfIgv92K1uKX56klDNCupua32Q2HdESs7A4/Pr7/nvX5Q3ZT1K/T308MNh0hZbhg032ogW+l9omuaiM+gvVH8PzZwZtqBHdrbeaita6B9tAlbwLxQ/RhlMlT2EZ2j8Y46hO/rnfD98/5xzwqqvojv62AZPqnW0FnRi5DP0/PUI65Oo9UHis/v1HzwtP/+B+xdtYlqLZjUDIsX1h19/nv71p35hPP91RnLZKfob1F+50OcDMAc68C7bHjBuIMoLXL3MUFnGXZyIaXgl+9yH6dGd98hCf80vvz+8cJUVih8JmHvXjPDknx4OS6+3Jt3RHwm/3+FEPri1/ist9NE/9xtdYvjTqb8Is86jhf4GtNA/lBb6bI67Mr5pzr7IK36k4C98/h7f1Jq8OJ5/mnt1+l1A/Z35tTPDj378o3AnPYKzxJJLhJX+/u/D2mutFY6Kj83QdtKJJ4Urr/xlOPzwI8JXTjs1XP/b68Oee74/vH/PvcKXvvylcMn/XhrO+I+v0jP6yzB/Uer/tltvDd/5znfDZZdfFubPHwnrb7B+ePceu4fdd9s9TNqaFvqfpoU+CpzkT8/7Sbhw6oXh17++JixHjxlNXHed8H92eld47atfw7F/dt7Pwte+9rVwwOQDwwbrr8+2bv788F461he+cPHw1a9+VY6R9lOnTg1fOfXU8NGP7hM23mTjcOf0O8Pkg6aE7bbdNiy22GLhJz/9SfjDH+4Ir1pl1bDXXnvSpwxbUVLjwfSP/zvvnB4OmnJw2Jbaz50/L/zkxz8ODz74YFh/vfXCIYceRviB8LnPfS787ne/C8stv1zYZONNwoEHHEAfwMSPGLnbMOuRR8KXv/QlOr9fh3vvuzes9qrVwvr/un7YZ5+PhvHj6dPHFP/Ekz4XrrziynDEJw4Pp572lfDb666jY3w//d8rxEd3zqZHd35gHt258abfh6OOOjIsvfTS4YQTTtDX6v777uP8X37F5XR8MyifE8O2b31r2GSTTeSAaB/zchDlZdtttwuzH3s0/PwXPw/33nt/+OXlV/Bx4+XRBmTw+U9fUkoGJaTnLqPNF15/yWWVUags466//mx/nn/P/8LO/zq/cl3FvKHgUkVB9fqj5Dy/x58s9FEQOuPECckMOKuVDtNi0WF8Rn/a+07hq8sap9CjO/EZ/bSVYehb5vO78PsdaaFPj/CsdTbu6INdynvojv4suqP/kg3NM/olRTQEgTSc0mQ0Aw19bBB9QZpeSpPRDDT0sUH0BWl6KU1GM9DQxwbRF6TppTQZzUBDHxtEX5Cml9JkNAMNfWwQfUGaXkqT0Qw899xzedF76aWXhuWXXz5MeOMb6U7wq8Lee+/NPR100EHsX2GFFcK8uXPDa167Vthuu23p/3bhE0ccEc6jxXVc/C2/3PJ2sHNbE4Z0oxGc+dDMsMe79wj333d/eBXFe8UrXhGuueaasAIdwx/vvpue0S/v6J9Nd6g/S3erX7TEkuGNb3xDmDFjRrh12rSw7LLLha9/4+th5ZVWDr+/5fdhj933CLvvvns4gBbRMeINv/0tvTHZkxafXTjr/50V1lhjDT6Uoz9zdPjBD34QfvjDH4ZXvvKVYRr1teuuu/Ibnfg9gTe84Q20oL03TKeFbmxwGn1BeJ0JE/i8il06rWm33Bp23X2X8LKXvizMnj07TJw4MdwxfTotlKeH173udeGOO+8Iyy+7fFjj1WuGa371m/DwrIfDXu/fK+z9Eclz/J7ETjvtFKbfcUd49WteE1ZeeWXOxyOPPBq2oTc9eOMVY8eF99SpF4UV6TWZM2dueO1ar6U3KNuH7bbfNsgdfXlGfxV6Rn/aLbeED3/4w2H8YuPDqSefGl5DfcfEPP7E45yX2267jW3x9Y3f05g7Z0743Oc/HzbccEM+zWnT6Lx23YVrYxZ98rP6GmsSXi6ccgrNuXFL569SrIVLTCCaNoY7ZohuIU1HpcloBhr62CD6gjS9lCajGWjoY4PoC9L0UpqMZqChjw2iL0jTS2kymoGGPjaIviBNL6XJaAYa+tgg+oI0vZQmoxlo6GOD6AvS9FKajGagoY8Noi9I00tpMpqBhj42iL4gTS+lyWgGGvrYIPqCNL2UJqMZaOhjg+gL0vRSmoxmoKEvGMrv6Nf7kdoQ/4Bu/8Z241SoQJtmS+5u3qzHu/hfSRzFMlPYufO7G7c/nv4f1408OTcfC1MNn+D8J+d182c91s1/Yk7Rm2GV4XJvCVnmsCl3bvgKFWisbKlO1+NXGbCZ8vznOqvSROrMGQ91E9eZ0H3sYx8Tp6ZupJsyZUq3zjrrdPvtv3/31FNPaR1G4mFHHM4+WnRLu2KvnWSrMR126KHUdkL3xS9+MRXySBf72XrrrbsJE9bpDjvsMGonDe66665u4rrrdltssUV37333aX/f/+EPOP4HPvABsY2MMOc97363tqVf8OnWW2+9jhbe3be++S1t+84dd+ze/va3pXZdN+2Wm7mvDTbYoLvu2usSb6SjTwHY/u///u9sM6dQ5OKWW25h3pvf/OaOPqkg7kg3h/JFbzrYvu+++3Yj8+ZzH9OnT+/Wo/PZY4/dJQ51euPvbiB9j+6kk07CaXdz5zzVbbnlll08pqfm5HlIX5MD5DWRTmT/mc98hl7Ldbrp0+/g49h88825D1rQa7+RSV90puOa0J1xxhnJPtJFzsYbb9xtusmm3Tw+1pEO57U+HcOVV15ZnLPNhT0GwT3eHhNz2W6cChVo3GwpTqcNry2MyzY2ZqEap0IF2lu2eHybC5tOwT3eHhNz2W6cChV4/lOCc0a8/mwuvP7qDPRkp8e0KOOPPp0coadiciAD1QgbZHQAQyq5AZZhMYgLF39k/vzud7TIjwv9+bTQR0+Q6K2VlmExmAsXP7Jta2BI9NZKy7AYTI//bKi/+GrZVw8YEq9mKy3DYjCf3us/Y+ZMWvRNzAt9dEvyoCkH8YLwxhtvTNYc//DDD+NF7IwZDy7y+KdPBLotaBE7n8Zk7rHrfvzjH3OfstCXkD/5idi+973vkcGyu+4973kPLYTX7+jONpMPP/zwbiIt7B977DHW99pzz+6je3+023W33bt9P0aLbbLGNxTxzQt9cZU50XbLtGl8nvRJBtuwo0dX2P6hD30omcr4Yhzpbr75Fl5gT548uThCehSH7BO7Cy6cylS03mGHHbpN3/KWwiZ9lftPHyUL8j/84Q/Jkd982dcE9R8X+hPoTc3FF1/MC3z6rkN3xx/u0GOy8beiN1Vxgy1ierSHc0OfcESV3gBJXvanN3qyWXYyUQ+IHy39jLY1eJDorZWWYTGYHt/zj1rw+usfIZIf6wOGzBmskWVYDJ6Pv+fD+KOFPrZUBCxsQVh75Fof2i681NYEFHPzpLGwnoT1jv5nyzv6Cx/aRuHgNooezVB8JStYxMhC19YEFNsjY6P1JKwmBR5/DBnQ7BFQ/CzO/8wZM3mRqnf0TU6mHCR39Gc/NlutOOfDDzu8m0ALZvqlnORLHhZgRZe1d92sWQ9zvL33/oj2CXAr3Q2PbzrsQv/EE0/s1pm4TnfNb65lmvZM4NNHH01369fpbv797zkOv1GgTwQuv/yy7tFHH+3WXW/d7lvf/mZ38ikndxttsCF9KjGnO//8X3D8iy++CGFpQUt35Knd8ccfrzaAeEd9z732hIqz4dPCsXB7ukMej1UI4jnt9NPo2Cd011x7jaYhgt13263bbDNZ6KPju/94d3faaad1++77se7d9KlEfDMQzzu+Kbntdrojn7bJ6VOW2Y/OzsfCvpEuLvTjecS79bHdGV+jO/ZgpYOdPftRPv+Yt/iJQ/y/R5KxTcx/zGPcbpkmn1SceBKdV9pwzrFbxexLGgvrsfZItL7U6SIIbU1AMbdPGgvrsfZItL5FCJyo2pqAYvYljYX1WHskWl/qdBGEtiagmNsnjYX1WHskWt8iBE5UbU1AMfuSxsJ6rD0SrS91ughCWxNQzO2TxsJ6rD0SrW8RAieqtiagmH1JY2E91h6J1pc6XQShrQko5vZJY2E91h6J1rcIgRNVWxNQzL6ksbAea49E60udLoLQ1gQUc/uksbAea49E61uEwImqrQkoZl/SWFiPtUei9aVOF0FoawKKuX3SWFiPtUei9S18YLPQLxs13ZHB2tp3QcYLyJLeMZZdL9TBNm1oof+7t9GjO29Ld/QNQWBjSAf8Z4pP3ZsIPXfBjBeQpcdHOnIZtJbsE9QwyGBtf/X6e4bGjwv1uGDfb799cwpToqZMjgv9Cd2js/NCH9k9gu6ex4Vh/6M7Za65TTr/Bx58gNvtu+9+Gk/CjXR33hnvoNOjO4fGR3doIwf9zCYfH32RVWxwkDzuuOOIP7G77jp53OaBBx7gRewpJ59Cd9Ev5L5uv/327jfXXNNNpAXwL6+6qjvu+OP4cZ7Zs+lxv7TdTHeuJ9KCnBfq0ZbOP8r4icH76JOBcgNBrHjERdunLuLCPZ5PjB/7QqvdaKG/6aabaZe/u/EmWvhvytxtttmmO/CAA7t/o8eFsGi/NT56kzZ+dIeO9bHmNel4oR8f3YmfIsTXlB8lQtsUH/mfMGFidyg9QhX/f5zyfdhhH+dF/3777dddftnlHO0W+qQivv4nxDcwxYYzKYyF0jBSfJB8/CETqAuTMUCWPv8jHXXGst6ipg0ZrM3rL+dM8mKyA8jS6w/pqDOW9RY1bchgbc+2+tOFflMO9kzaPNBJ29OuCfBBJj9USNNH018dn547vXH7z/J/eXRHO6mDkw4f5J8hfhWlOd7Cj7iQHp8zgHRA6usUXzE1SrLq17/Ibw+/8KMvyOSECmliPlvjz+RHd9apHt2RE5wyZTIvPukLpimnOQ/xMZm4CMRCf1HOPz5vv+122xYZj8qFaXF+2GGHaiD64098DD/+0Y+aYfnhD//fbl163v3xxx/X13+XXXbpPvDBD9AbhKO77ekRobjNmzePFtabdvTzoR196baLz/Xb420X6niBR/gZefpCrxxPNoueXv/YfkK9IKb6Oz0u9OnOOS/0U4soeKH/lk3V8tnPfpbPUR5PimYJdOihH2c7P2OfzPwpC71pkYU+Dkjq+eh4R58W+JdfcVn33z/8Ib/p2WHHHTp9/VJE+qvDXbQPb9LvLem7C/oGBuEg03HKoalRuvXxN5xe8tj6a4nIJWRiQIX0/Gvqmnx6/Wlu+kCTr4KEAoNMTqiQXn+atSafz7H6o5+t1HNVYE30ixK9djUmkFn9hsZPNLb1OKwJ8eUZ/Z4v4/aHw7U2eRuV7YsSPzawx6UdJ9D4KkOlciu29TisCecfG1h7Cqui8VWGSuV2bOtxWJPHz9nISNOuoPFVhkr9s+V/1qxZvDh8+zveoceCzukXXtg3e/ZjTe3QT27yXeMZD84o25Fmj7Xv9d93n32433PP/W9t+yR9eTU+QsJ39On5f3Tye3osJ961/z/vehcv6NHg6quv5i/p7vSunWBiGRfz8cuj8c44/boOfXImR3PIIYd0223/Nn5j8LX4JVSzyUJ9nXxHP/rSSfCjO3vuBdW0ShTixfbxLjoWxDj/+OjOhAkTumt/Q3f0c5f86M5b0jP60R7v0sc78PTTmlHl7U93/4kf74n5uO222zU+voyrrwmCUSt+dIfecNAv/nAf8fxjfPopT2qfL0Xxmfv4BeULL7xAgtE+dvOtb32Lj4UfFSLDNDy6c+JJGl8bpDZ9DnNImv/YztptP72+ilyp3JxtPQ5rwuvfG8MchG2TO8+Exk8utvU4rMnj52xklPMK1PgqQ6VyM7b1OKzJ85+zkRGynmXjqwyV6vmnDHBOehJjTc+V+hsXX/H82zz1b/dY3eLUoseE32wTF+2LHwZGO7L3/j5x3WEX7vuPqeHJOx6gn9UcCY//7o/0W7HjwpL/+IoQxo8LS6z+8vDyD74lHz4jjSy/K/s04+ffHayPjYL1mGDUo/D4OYV4pQZ/n7pOqNUtTh31mJ6P+adfZwmzHp7Fv+/+pk3eFHZ4xw5cmgfHn3K88KJwyaUXh6WWejGyTynqwhGf/ESIv13/85/Tz2vSz2LKVifU6hnH39Cnx2HC/Hnzw1s2e0tYaaWVwuWXXx7uvefeMOvRWfQHs7YO9Py9jr+TPndi+M53vxvWWH3N8OY3bUQ/z/lQmHrR1DDnqTn8U4/x5zAR/6qrrg70BVw6/i6ceOIJ9Lvwm7KL3lSEI488ivocF/7zP78R/uEf/xEvtfy85i678m/4HzB5f+LjF6W7sOEGGxF37XDGGV+TEHFf1d80Op/4M5S70U90HnjgZOWdfvpp4fTT/yN89Yyvhje8/vVkl1+4pjc04U/3/ClceMFUNp199tnh2GOO5Z/63HqbrehnM+eFH//kx2H2o4/QOc4NZ539X2H11emnQWk7mH7ylB5LotfkkvBi+5qQ75hjPsN/MOsH3/9BWGXVVcLcuXPCBz/4oXDD724IH6Gf2Xz/+z/AfdAjUvTzmu8LTzz+ZNh8i835Z0d/e/1vQ/yZ1dXXXD189zvfC+NfMD7ceustYdeddwu777Eb/WTpgdyWd9X5GwdB/RVvwvk1L3FqYd3aiRh17/NfmdKYJ88/5cTWGYqnLiirW5z4PSbUqbho7/Xn9VeX2vNw/PFCP671x+nAi0Mkbik7PGJ02FhPugyIjx3FhUEsvOcuaacxjI/gaPGnH/Ld8Pjv7+IBy90Qf1z84wc0gJd83SphtaN3jpbUYWQAJ1MU3JB2Y4gvpyT9cjcmQrYiplhMZIHckHYev0lNNIz2+nv+KUH8xz5k8RrzVVZbFy68cGo4/vgTwoMP3Bf++Z9fF878+tcjLRxy8MG0qJwaLrk4LvSXLOrvk5/8t/DTn/yEfkf/f8Jy9Dv6izr+L7vssnDaf5webr7xxjB/pAtrrbV2OGD/j4UP02/Lb/PWbcJRtCjHNkJ/UOvL9Ae6pl50Ubjrj3eFxV+wWPgnOs73vufd4c0bb1y8/nPmPBU223yzQD8RyQvppZaMx92FB+5/MGxN/S677LLhF/Tb/+Ppj1Vh/NEd87DzzjvT7/DvFva3C1o6gI02ehP/EbEzaLE+NP7oS8Rh111ooc+/4R/fKMRtHC/y/+O008IZXz8j/MvrXi/TCHneTX9D4J4/3RPOv+ACYtFf+Kbzp58aDeecfVZ44smneJG94w470jGOC/911tnh7LPOCqut9iqOf/AhB4epF1wYLr7kUnlNqD/U/7HHHhvOpj5++N/09wFesUo8CP5bBXu8Z/fw8EP0B7lO/nKgR5349b/++uvlD27R7+c/SW+Yxo8fH7akRf+Bk6eE+Lv6cbv9ttvCTjvvQm+A4kKfzsvnH85LvUP+xc6TNcE0yrjIUGnCqMefclNF1v1L4VAfnv8mNdHg+X/mrr+kpL3+4xiPWYjbs3H8yx19fh3zi8nrCntGfHqj74okFErbrnFzaN7luvL4uaLaFDaWIqeF0lCbgs1JT3dCF9C+7TG9lyIHD4IFtG/c0WAWs15/KcOYUfoSXtliCufQH0yKi8vFF1tcvAPt6/zHO+uXXnYJvYjx9Y9/uZpfkPSaUFfUz7h4Z4y8K9Mfx1p77bWlf9rHPwo1f968sCz9Iaa4ccg6AHtkR98pCEsutVRYYoklhBvNHE5iKoz2geOPrnorQhZKzaxqNbo16NOrf/qYN9xHf6hr+eVWoPN70eDxN4f3NOLHP7o1g/6K74oveyn/VeAF5R+nG6Wm92nEj/3ErTinQhG/3Tduj08vBichl2JMmL5ANnv9uMhpobT8xs2heefxY9qbBLU5rC1Fk0KpmdVYiW5OPe8yjHZ//WMWFmorUl4obfPGzann3XM2/+Pi80hlPckJS3pMSpLZeiNH9AEnckzu+Nct48fusqGX+AF9tpa+qEVe3KjdQAgxDzilMbf1+DbTKV+UVGuVdMEXtYjj5vl/Ltffgw88QHfh30ovN73e8SqXFvXy2pev/9t32CF84vDD1SXVInvkSJ0A3KWttMSnBtYqdPiiFnHcvP6QW5udmBnRk7V2RkLcyO7zn600JMrrz2ZFiyWON95inuLm48/HX1EGXBVxJyMpjScMK/UmQHaff+xIQ6L+evMP3byjz51pIHNoxK9eqAFzxRpWi/ZRiRvmElsqBVFocT9gzoQFoKK9x5dsef5T1Uh18L4olFxUA+ZMWAAq2kclbs+g/M+dOy9cfsUVuKkox4c9fULAH63TKIyP96y00srh1a9+NbwLJZ/p5+/zn8//XKNFoebSHjBnwgJQ0T4qcXsGjX+vf69/rtGiUKVM437AnAkLQEX7qMTN61/y8Nda/9JFXFJfvBrpGCD4Th+9MsSJN/v0NYJ/FJm77Xv3YhpmojEm6PEp6Z5/rz8ffz7/+Pzr15/2EjlkyZdVv/7ae6pNvnKiGpd80unXX7/+Pnuvvz2P7qQ658V1xP3T6mjjgt+kYLj0Nk+tSQxeuD1+Sn1vAjnF/R5KfEwvtl6S55+T6/Xn44/GR/8QoeJgR6/Xxx/NL/2ZIYfPP5h9B5Lk8y8nxudfn39pEumdR3z9lxLTm51Fvv7oozs8M6X5J89SMmfnUHmC4lenhy9txQE3pPZbGIxiILilKWkwQoKsUhxwQ1bupBqvgeCWpqTBCAmySnHADVm5k2q8BoJbmpIGIyTIKsUBN2TlTqrxGghuaUoajJAgqxQH3JCVO6nGayC4pSlpMEKCrFIccENW7qQar4HglqakwQgJskpxwA1ZuZNqvAaCW5qSBiMkyCrFATdk5U6q8RoIbmlKGoyQIKsUB9yQlTupxmsguKUpaTBCgqxSHHBDVu6kGq+B4JampMEICbJKccANWbmTarwGgluakgYjJMgqxQE3ZOVOqvEaCG5pShqMkCCrFAfckJU7qcZrILilKWkwQoKsUhxwQ1bupBqvgeCWpqTBCAmySnHADVm5k2q8BoJbmpIGIyTIKsUBN2TlTqrxGghuaUoajJAgqxQH3JCVO6nGayC4pSlpMEKCrFIccENW7qQar4HglqakwQgJskpxwA1ZuZNqvAaCW5qSBiMkyCrFATdk5U6q8RoIbmlKGoyQIKsUB9yQlTupxmsguKUpaTBCgqxSHHBDVu6kGq+B4JampMEICbJKccANWbmTarwGgluakgYjJMgqxQE3S/0ybmHVFr2g7KaloKvsqS1ZVwQAmRs3SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPbUl64oAIJuo2SCUYWLrqS1ZVwQAmcM1SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPbUl64oAIJuo2SCUYWLrqS1ZVwQAmcM1SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPbUl64oAIJuo2SCUYWLrqS1ZVwQAmcM1SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPbUl64oAIJuo2SCUYWLrqS1ZVwQAmcM1SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPbUl64oAIJuo2SCUYWLrqS1ZVwQAmcM1SCjDxNZTW7KuCACyiZoNQhkmtp7aknVFAJA5XIOEMkxsPfTQmj6jr92BFmXc4v18wnjGBm6xmo9d4ICMbdtNvQxUM0TYooybx/f8Uy14/elQwKDDSJFxAg1SrPVevQxUMzTYooybjz8ff1QLPv50KPj4k5kBM0WplVbx5b16GaiWCfpQQvTFzecfn3+oFnz+0aEwlvlnXPw7wP0/tyHDDPu+IckFiIGI6GhAkn+tI36JlAZv8UUY87rJuO7v3XSlw9/aPD7yBlllJ760nn+vPx9/Pv/Q/BxnYt58/tV1g19/qCLSb/in6ugVA1eY2Jj+D3j9+uPXX19/8Pj4W69/+Y5+MUxVUdA78K0RTP7+BI17SOWAoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKghqKEHhVkVBSe7RwERcSKWCoIYSFG5VFJTkHg1MxIVUKhGaR3ekEZoKtbA1vWh3AyD3xYh2+BSmr0ERKxEKm8enV03vzfWlsLJJ9qKREe08/3IfqkoUq0WtJUJh8/rz+vPx1zd0BmwyeqKTEe18/vH5Z+gKVsy1qaIKm8+/Pv/6/Dsw1/aZZfRUC30xMl2hgtJMGsYcM0paFXFUp+EankIFHj/mnP5jkvT8y5zHObGJMRUlcFSnYRueQgXMs5rn3/MfrzlcE7YwTEV5/cUMjJocky3DU6iAeVbz8efjz8efzz88J9iJwcwoAkd1GrbhKVTwrJ5/qoV+OSWXp2jyYU55dE5uI7zMZpRVJVqTxUpQIN7ROUpOl5rMZpRVJVqTxUpQIN7ROUr2+JSK9PcHOSmct57kWZPFOZNA4h2dAy7qOrMZZVWJ1mSxEhSId3SOkv31p1T465+rhVFWtVCsyWIlKBDv6Bwle/1RKrz+crUwyqoWijVZrAQF4h2do2SvP0qF11+uFkZZ1UKxJouVoEC8o3OU/LyvP13oDycMX6Q1DIUKckYZDdmjEz5IaVpqYoNHvshgGAoV2AaEh+yRBh+kNC01scHj8eMX+UyGFCqwCSM8ZI80+CClaamJDR7Pv+ff68+MEIUK7IAhPGSPNPggpWmpiQ0eH38+/nz8mRGiUIEdMISH7JEGH6Q0LTWxwePjz8ff0x1/tNAfoRrDwyCmDrUgbdGVuCxOvCFInMJJSnowEx+35p4KYh4HHp9SZF6XnDBFZeY8/zIhpvQUyfH68/FHYyk+ZkOlUD7iWRSKzz+aDgU639SgZPj84/NPXJD5/MsZKAYHKb7+8fn3b3j90Tv65gqX6hTTVjWBYyBHWRRzdtRm6CLtPrepO8tRM7Jsxui4ctRm6DYybLlpaclRM8rchMom6q7N0EXavTYhAJbYctSMLJtx2UTdtRm6SLvXJgTAEluOmpFlMy6bqLs2Qxdp99qEAFhiy1EzsmzGZRN112boIu1emxAAS2w5akaWzbhsou7aDF2k3WsTAmCJLUfNyLIZl03UXZuhi7R7bUIALLHlqBlZNuOyibprM3SRdq9NCIAlthw1I8tmXDZRd22GLtLutQkBsMSWo2Zk2YzLJuquzdBF2r02IQCW2HLUjCybcdlE3bUZuki71yYEwBJbjpqRZTMum6i7NkMXaffahABYYstRM7JsxmUTdddm6CLtXpsQAEtsOWpGls24bKLu2gxdpN1rEwJgiS1HzciyGZdN1F2boYu0e21CACyx5agZWTbjsom6azN0kXavTQiAJbYcNSPLZlw2UXdthi7S7rUJAbDElqNmZNmMyybqrs3QRdq9NiEAlthy1Iwsm3HZRN21GbpIu9cmBMASW46akWUzLpuouzZDF2n32oQAWGLLUTOybMZlE3XXZugi7V6bEABLbDlqRpbNuGyi7toMXaTdaxMCYIktR83IshmXTdRdm1mPfzALd7mKLg1boNkbHx8g6/HtCsXSt/QxLhlG+4mFdGgeX+4yev7x5lJKB7UkZWX2RZ3FGiO+fisrFRWL6KOCLGrS+gV7/SF9nn+9J2lqTKDZG5/McVRHXn9pHNrxRYny8efzj8+/dlA02K8/mD79+vOXuv6YO/pV/RUXs+izhrQktSZtbpar6leQujG6tqtAQ7EGj89DwqZE0+f51+lC86PA649TYfKhdVOBhmINPv58/NElyZaElo/PPz7/pOWK1ocCn385FSYfOm4q0FCswedfn38Xbf41C30ppLKc0s0Ia+R6NAaGosd93PIb+MwDghSm3YvH+hUrAN8YGIoe93Hz+JIH++YMGYMEI8ucQ+RPuQrANgaGosd93NDe4+c8AUFKpuxePNavWAH4xsBQ9LiPm+df8uD1l+sECBIZylI81q9YAdjGwFD0uI+b15/kwesv1wkQJDKUpXisX7ECsI2BoehxHzevP8mD11+uEyBIZChL8Vi/YgVgGwND0eM+bs/E+uOFvh62Ajlg+801dSlIHIja3qvDmGQpbF1Kr/hMizS0zACBk1TCaDpIZWBYm749PlWtlO1gjvAyKMHzzxnozQeMSZbCFDlySATPf5lOpDClSEVt79VhTLIUnn+kB0n1+c/Hn88/Pv9QBnRqUIBJIsna3qvDmGQpTBD0SQSvP04GMpdfiEXLf76jbyZ12wUCQFofcPZlBB8kexq3MXh8LWrkLEpkCNL6gLMvI/gg2dO4jcHz7/lPkypqJkpUCKT1AWdfRvBBsqdxG4PXn9ef1x+Gi0qMEEh1GJB9GRk3Q/Y0bmPw8efjz8dfPWyeM9e/vNC3p2jGf54lLAG4JuaFARi9kpp19ICnfvGgJtXd1rryW0drUXIGRPL4nn+vv/whYx4chOpBVOtKbh2tRckZEMnHn48/H38+/vKkYFA9idS6UltHa1FyBkTy+cfnn+fT/FMu9HkA0BtbDImBd/nRPf2ue/jJHiajHfixgzji4n/g+M0twh39CgO+xMU/yBDbMG08+ehLJsSJTeJGB0f6eELC0f6iL1pN/9pXfFfKztQM2ONzXjz/Xn8+/mQC0TmDVZ9/fP71649ff2X5QFOCrz98/bXA9edqq64USyUtTbEgZROMScoalt9eJVrFZp4df7zA7fmUJfWe+1+I+LLQbyIWfWg3HCBx76CFfr1hTV3boy6+uB9hjXXEjWc3npSopw0uVuPKBBmQ5qAVUmIUJlXEF/ceP74anA8k2fPv9efjz+cfn3/1eoGpkQ1+/fHrr68/ZBHn6y/JQ5opVltFFvo6cSwKwCQDadqWJqMZaOgLhOUdfaX39NZjYjrbjVOhAr0Rny1yTY2Lzf7NMhOjx8QethunQgUenxIlb3Ryjebs9L0CPd4ek+efMsB5MclRqMDrz+vPxx+GCk8aPv/n2SElpBA93h4TN2G7cSpU4PMPJcqvf+WYy9VRFF5Serw9Jq8/ygDnxSRHoYJnxvjruhH6xJbu8KZVdz68XACwQUYPMGRm18gyLAaPPi71+J5/rz8eEP0jZPhC1cfHyBJpGRaD5ePP5x+f//36184WeYbw+WfojULfjIq8tRntY/v86/PvX37+NXf0UxGysAVp7bF0ra8s6YXRtDUBfBom7WwcZeV4alKwMOEajrYm4PHzHX59XTlBmiXPP+pdU6Kgqa2FMWhrAl5/Xn/p/W01zrRKKnusMOuL+qJt2trrz8cfFZ/XH8ZPGhksdJSQ09oj1/rQduGltibg87/X319r/JmFflmsWpAwV4UZvwhb3gUxLQBZ0jtWmk7yCcUOQUDnrWwYZLADw+N7/r3+ZNzIWDEjBpCljz+ff3z+9euPvcZigrC2EjcMMvj1Ny9Mff3h649n1fqDntuJY5qW3tXl0FZyOQew1vALDqYJyOSECmkW/E1/Hj+PpCK3ojT5KjhIMKTnnzOAdEB6/VFaZAnU1JOPPx9/uJIVc4soTb0UHAwwyOSECunjjxLj4y9WR1NPPv/4/OPzT5o4W9GMl4KCCRaSSik+ol/dbjfTLw3A6E4Jz82KXllpfJWhUnObHoc1eXzPv9cfFgNYFvj4qzNg54w8uWRW4ycX23oc1uTzj88/Pv/4/BNnEjsv5JlFUOOrDJXKjdjW47Amn398/vlzzD/Vozu2xGItWt1iKe7CnUxoI2za28/7wBl8t17HsLrFHp8z0JMSz78kRfdef+27Ax9/A3fL6gFldYt9/vH5hzLQUxIwiov2Pv/4/CPvk9KkEeuG6qL3bnVdUFa3OHXVY/L6k6To3scfjz9e6Nt3jVIosZBSdXLGNG1cYajbbC0tqQyziMQ4K/YWd6z7/K7N43OyKF+efy4gLjLe8XU12spqEx9z+6+8qaSI5/Unaar2Pv58/sFdI59/43wSN59/OQ08vcocW2UmzbbiY67Pv7luJCE5LTE3fv2xWVHs15+//PVH7ujzWJUBqzC+DFhR6UsyDGK7uHGTQhG73TduDTpOpoqGYFv346JJobT8xh0N6c+FKozN/Pzb5A1YipwWStugcWvS/fXXVMS0ef21xTNgKWqqUNoGjVuT7vWnqYhp8/pri2fAUtRUobQNGrcm3etPUxHT5vXXFs+ApaipQmkbNG5NutefpiKm7TlUf+PkV/RtMfCpJoMpiWS23kgSfcCJbsnd0UI6//YDeun7SgF86D1KyvhACDEPOD2+ZIDS4/n3+vPxh5k7zRc0qdiq0MGiM3zkxc3nH59/izLgqog7qaRUTygr9SZAdp9/7UhDonz82axItSA3UYs4bj7/+PxTlAFXRdxJtaSasaWjDCHRHf0Rcpt3crgWGuJQe0MZFRbtoxI3jSNe3hdEocX9gDkTFoCK9lGJm8eXPNhSKRKV3CQGzJmwAFS09/xLtrz+UtVIdfC+KJRcVAPmTFgAKtpHJW6ef8mDj38uBq6RolBSekgMmDNhAahoH5W4ef1JHrz+uBi4RopCSekhMWDOhAWgon1U4ub1J3l4vtQfPR8lL31RDSkHEPjyCHH6vtsAWp/M3fa9ezctMtEYE/T4NDBpZHr+vf6oDHSObkdKY8nDysdfe/fMpCsnyhgT9PnH5x+ff/3649dfv/4+S6+/PY/u2ItbxP3LitGui/wmKXXT3zy1Hm3g8MXV43v+vf4wlKz08Tc0MihLMTnYesvH5x/Ons+/wwsXv/6kAdY7gNJ9UAyySvr4ywnpTZ/PPz7/UGH8FedffXSHKzPVX65SuWbmWs0Fygv4Hr60FQfckNpvYTCKgeCWpqTBCAmySnHADVm5k2q8BoJbmpIGIyTIKsUBN2TlTqrxGghuaUoajJAgqxQH3JCVO6nGayC4pSlpMEKCrFIccENW7qQar4HglqakwQgJskpxwA1ZuZNqvAaCW5qSBiMkyCrFATdk5U6q8RoIbmlKGoyQIKsUB9yQlTupxmsguKUpaTBCgqxSHHBDVu6kGq+B4JampMEICbJKccANWbmTarwGgluakgYjJMgqxQE3ZOVOqvEaCG5pShqMkCCrFAfckJU7qcZrILilKWkwQoKsUhxwQ1bupBqvgeCWpqTBCAmySnHADVm5k2q8BoJbmpIGIyTIKsUBN2TlTqrxGghuaUoajJAgqxQH3JCVO6nGayC4pSlpMEKCrFIccENW7qQar4HglqakwQgJskpxwA1ZuZNqvAaCW5qSBiMkyCrFATdk5U6q8RoIbmlKGoyQIKsUB9yQlTupxmsguKUpaTBCgqxSHHBDVu6kGq+B4JampMEICbJKccANWbmTarwGgluakgYjJMgqxQE3ZOVOqvEaCG5pShqMkCCrFAfcLPXLuIVVW/SCspuWgq6yp7ZkXREAZG7cIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dSWrCsCgGyiZoNQhomtp7ZkXREAZA7XIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dSWrCsCgGyiZoNQhomtp7ZkXREAZA7XIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dSWrCsCgGyiZoNQhomtp7ZkXREAZA7XIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dSWrCsCgGyiZoNQhomtp7ZkXREAZA7XIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dSWrCsCgGyiZoNQhomtp7ZkXREAZA7XIKEME1tPbcm6IgDIJmo2CGWY2HpqS9YVAUDmcA0SyjCx9dBDq/qMvnYHWpRxi/fzCePhfLjFap7MgQMytm039TJQzRBhizJuHt/zT7Xg9adDAYMOI0XGCTRIsdZ79TJQzdBgizJuPv58/FEt+PjToeDjT2YGzBSlVlrFl/fqZaBaJuhDQdEXN59/fP6hWvD5R4fCWOafcfSjO3G5nwYUj6zeXT8DVsiyaf5DCNUXAYmO103GdX9721s/A1ZI24JixFPjP1Lh8YsvIlK6PP8ybrz+aMz4+I9JKCePShuYYVK7Aa/PPz7/+vWHxohff/36m3/cOV5zff3x111/8B394jKlioLqkteqYPL3l+h6CalMENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSgVBDSUo3KooKMk9GpiIC6lUENRQgsKtioKS3KOBibiQSiVC8+iONEJToRa2phftbgDkvhjRTt/N9bQoYiV/YfP49KqNfvexTKtkL9oY0c7zP3z/tqg1rz/OQJETH38+/nz+STPDwggZPZHJiHY+//r8O3QFL+baVF6Fzedfn3/HMP9WC30pKa4vhQpKc5y4yBVjMqOkpRKF6HeOPDU33PuV87mDl71347DYcktRgzQEtEkX5s16Isy75+EQFh8fFn/F8uEFS7yQOx6KP+uiG8Nj10wPS669UlhumzcQVzvDAQ1Iw1OoQGLSHoN0KH7bedlH64fF8BQqYJLVPP7Tqz9kPUuTXYUKnlP5/+l5Pw2/+tWvwv777R+WWWaZlAJzrgoVPKfOP7/mFplzVSjgySeeCKd/9ath7X9YO0zaYkvJBbmezvxnIwvWoGbKMjYiWc3Hv+ff6y+NCTswmoE1qtOwDU+hAuZZzcefj79ny/irFvrVhYRKG4taMxoSlJK3hd9ysqVmR31k5mPhlvedwkHW+NKe4UWrrlhcyGZdfFOYcc6VYc70B/l5+3gw8Umvv9v8n8PL9twkvGDpJQs+ot1zyi/Cwz+7Niy94VrhlR9/G5v74vc9mmzPx2L0nWXdY/b0oZrNek8Aa7K47VO8o3Nyq5rNek9ja7I49wQk3tE54KKuMptRVpVoTRYrQYF4R+coOdVJZjPKqhKtyWIlKBDv6Bwl/8Xizx8ZCddde21Ydrllwxqrr5EDVqg+2nfssEO4+867wmePPy5sttlmyrbnY7ESFNQ9qqMX1GzWewJYk8Vtp+IdnZNb1WzWexpbk8UzZ84Mk7aaFLbeauvw6U9/mjoWr+XkaC2q2az3NLYmixfcY8uwFukr98goq0q1JouVoEC8o3OU3GSL2/U0tiaLc09A4h2dA277anG7nsbWZHHuCUi8o3PA9fh1tljvSZ41WZwzCSTe0Tngev7rbLHekzxrsjhnEki8o3PA9fzX2WK9J3nWZHHOJJB4R+eAS+tm/OrOcAN8kcYwFCrIPTIaskcnfHSn/qEnwrT3nky2cWH1L78vLEELfbvd9alzwuxf3xYWX2mFsOSaLw1z7380PDHtHnqH0IWXTFg9rPLv76Sm7VuRe075eXj4f64LS2+wNi30t7ddEs7xY1xssELP8i93/h7f8486G2v9Pfzww2GLLSaFjTbaMHzhC19I3Q33hvq/6qorww033Bh2223XsMQSS+iowPFk6fUfv0j30MwZYdKWW4Wt30oL/SNpoc+lO5TnIXvMKnyQkulSy9mPfPkin2EoVGAbmBiVmVW0gRROqdl2Ht/zH2+vmQpRqMAWDOEhe6TBBylNS01s8Hj+Pf9ef2aEKFRgBwzh1k4LfVo1mwVv5rTkqrdMZQcuCIlVNCclPZiIj7sia95Dj+lCfw1a6L9o1ZeaY+zCzB9dE160yvLhxW9YLXUawuxf3R7uOvIc1lf7wnvDkqu/LPlyfL6jfx7d0d8Id/T740vD4kCL+EVe9AgyKFvm+MwonB6/7/X3/McMFIVi1MouySr2kfHwQw+FLbfckhf6n//CF/NILpqT0jP+pLOCuMjx7Vs1uSCnQyy6ffbH5zv6kyaFrbbeOhzNd/RNqviUffw/l1//VNWFKEqcxrGff/nLKsVk5PMPLyfs+keKqayifDmo7EXl9bX0+vPxNzz+9I7+8GWrKiBbcAO1WJuhi8z7+bzQp0d3aNOFfuo/R80ouejNwan0JmF2eOWU7cPSG68Ns8o/0aM7s8yjO0Px8yIlNgVLuslRM9IAAGUTWKuecs/5zIv3p6ld2VmOmpEGACibwOrxKRP2tUWanmv5//rXzgzn/vhH4U56BGfJJZcIK6+0UnjNa18bjqKFaDz/k046Kfzyl78Mhx9xRDj9K18J115/ffjA+/cMe+75/vDFL305/O+ll4Sv0nPn8ow+siRllKsuIxTYDTfcEI488sjw7t33CNu/XR6Ni76nnnwyvPs97wnr/et6YcrkKUyPx3AFHcPnTjwhnPKV08JVv7wivJA+QdhoozeH3XbdJay++uqp2+H4J570uXDlL6+kmJ8Kp5x6Srj2mmvD8ssvHz74/g/QHfZtwhlnfC386Efnhln06cZaa68d9tl33/D6f/mX1K+Mv/+95OLwjW9+K9x+67Sw2OIvDK9da+3woQ9+IPyL8jrK1+c4X0cc8Ylw6ldOCb+9/oaw117vC3vu9X66o/9QmDRpy7D1NnRH/6j46A71O38kHPPZY8O1114Xdt55p/DOd9InjLTde9+94Xvf/V64/PLLw4MPPhgmrrtu2H7bt4Y3bbwJvS5yntPpNTtoyuSw3XbbhdmzZ4ef//x/wn333R+uuOIK7iNnPSN22F2ZMvXUZugi7V6bEABLbDlqRpbNuGyi7toMXaTdaxMCYIktR83IshmXTdRdm6GLtHttQgAsseWoGVk247KJumszdJF2r00IgCW2HDUjy2ZcNlF3bYYu0u61CQGwxJajZmTZjMsm6q7N0EXavTYhAJbYctSMLJtx2UTdtRm6SLvXJgTAEluOmpFlMy6bqLs2Qxdp99qEAFhiy1EzsmzGZRN112boIu1emxAAS2w5akaWzbhsou7aDF2k3WsTAmCJLUfNyLIZl03UXZuhi7R7bUIALLHlqBlZNuOyibprM3SRdq9NCIAlthw1I8tmXDZRd21mPT66g3eZRZeGLdDsjY8PkHVaWhT2GJcMo/zEgNzRP4W/1LvmyXuFF666PF0I4xJFmpZQOh+ZNxKm7fKlMDJ3TljjC/QpwGr0uE8V/55Tzqdn9H8jz+gf8vZy1Se9F/u/1fnjIDw+vURcPuY9uaklgWZvfFJjlEn9VgyyGiURR6k/MJ+t+T/33HPD1KkXhksvuTQsv8IK4Y1veGN41WqvCnvvvTef2kEHTQlTL7worPDSFcPcOXPCa+lNQFxYxv9H0OL/Zz/7GS0wfx6WW47G3SLk/+orrw577/ORsM9H9wnve997dfw9NvuxsMmmm4RNN31LOOGE4zn/B005OEy9+KKw6iqr8KL3jW98Y7jzrrvCXXfeGVZeeeXwzW9+k95o/N2o8accdFC4mM7z5S9fKSz9d8uEl7/05eGqX11J5zQ3bLDB+uHXv/o1L6YffeTRcP1vrw8vecnS4Yc//H5Ydtll+fU/739+Fj5B5/uSl7wkvP71rw8P0acgN910U3jhC18YzjzzzPCa17yW40+hfF00lfK14gph7lNzwlprrRW2pVzF/w/ToztbTtpK7ujTQr+jL/gcdeRR4dxz/zu8c8d3ho8feijPXY8/8Ti9kdor3HbbNOr3NWGF5VekN1jXhTlPPRU+//nPhw033JBfm2nTpoVdd92V37A89NDDYc011wzLLb9sOPWUU6UsTY0LNHvjkxqnJs/D+tdEcT4W/foj7SmD1H5R6r/8bhc19vhIIElkNcqYG8QB7+QAAEAASURBVDIUNusX7PlH+vz6t6D1Hw813qGOYo0R9vkv5QF5iTLmJo0/Wej37OkPaZWbNYzEv7MVn/rp2ZKv8Bti1XDerMe7+L/ZTBPxieH+/7yku3H7z3a37nNm181vWpFhpJv35NxuPvU5//E5iWA6q+L39cA200Q41vDnO3+PP5ABm+7mBfH8o4xnPDSzW2fiOt3H9vtYSmQef3RXvVtnnXW6/fffr3vqqTQWUsPDDz+cfTNmPNj/AoyS/yuv/GU3gfo982tnFm3pznQ3cZ0J3YGTJ4ud+pgyhY5hwoRuu+2272Y9MivNGSPdiSeeyPE/9al/L/pQxcSfHPugfj/5b/+W3CPdL84/v5s4YZ1u3fXW7X5zzW+02Sc/cQQf26WXXKLz01FHHtm95z3v7W67/TaN/+1vf5vjn3766dqWj5XzdUA358mn1B5BzFM855i32MlnjjmG4x973GcL3tGfPop5XzvjDI1/2223dhtvvEm36aabdvPmzuP2t9xyC8ffYIMNuiuvvLLogxVz/uK0Bq9/zoZNiWYw13++PhnicEPtwfNPGTApk8RYg9ffcBl5/WmltEDn33Kw9WjaFj5r8PrjbNiUIE00cNVsQPw1m7SJVX1kVayg5LLGPiHEfUnNGhAkespSPNavOIHZ1/6hu+ltx3c37XBi9+QdD0hT9gkh7hM1dZs1IMgcF0g81q9YQclljX1CiPuSmjUgSPSUpXisX7ECsI2BoehxbzyFBjskespSPNavWAHYxsBQ9Lg3nkKDHRI9ZSke61esAGxjYCh63BtPocEOiZ6yFI/1K1YAtjEwFD3ujafQYIdET1mKx/oVKwA7G2bOoIU+LYL3+9jHOHb2dB09GsKLyZtuulGPC/7DDz+C3yDMoPayiQf+aFOsQJhX/vKX3O/XzzwzkYTwKC3042J48uQDhUg9xMXzRLL9zy9+zjZ0NZcWvHT3v9txx3cqNwL4LZ5CbxziG5abaXEs20j31JynuN9ddt5FW8W2Pz3vPOZ+73vfU3tsg34h6TEZPv9DDz0sumkb6SYfNIWP/6Ybb0wWFtx4xowZzD+CFvonHH88xziJ3qxIx9Jr3NOvGXVbb711bpjQ8SecwG1umTaNLbfcMo3723//Awouji8aFStI1Oxp4pfUrAFBoqcsxWP9ihWAbQwMRY974yk02CHRU5bisX7FCsA2Boaix73xFBrskOgpS/FYv2IFYBsDQ9Hj3ngKDXZI9JSleKxfsQKwjYGh6HFvPIUGOyR6ylI81q9YAdjGwFD0uDeeQoMdEj1lKR7rV6wAbGNgKHrcG0+hwQ6JnrIUj/UrVgC2MTAUPe6Np9Bgh0RPWYrH+hUrANsYGIoe98ZTaLBDoqcsxWP9ihWAbQwMRY974yk02CHRU5bisX7FCsA2Boaix73xFBrskOgpS/FYv2IFYBsDQ9Hj3ngKDXZI9JSleKxfsQKwjYGh6HFvPIXGz+jrJyEK0u1/fKYmHwLIJ3A1J1Hl4xMotkGycTs0TrIU7UcPJv7jN/8p3HXEf4WRp+aFV0zZNiyz8T+YYEPxDOVpxseRN+eJEEpIhl4dxiRLMer5o6XHp/z2fRSsCXp+5T8+hsJfxt3wTeELX/w8qpFr6aCD6bEZeuTl4osvDi9e6sWUNySpo0d3PhF+dh49unN+enQntoQbvZjxpy4CV159VfgoPR60zz7x0Z33CZvsjz/+eNh4k43l0Z3j6dEdep0Oosdupk6dGn7w/R+GVVZ9BXHjiye9vZ+efb/hd78NF118SViSntsfih/7uJD6uETPQ0JOnDgxrLfeeuGUU+h7PukAL6Fn8Q88cAp9R2By2IW+A4DtgvMvDL/69VX0SM3t4ZFHZoW77/5TeOLxJ8IWk7YIxxxzLB/VQVPoWC+aKvl6MeXLnP8M+nnNrejLuIgT+43P4MfHf3gz5x/PcW167Ic/TuYGIfz+pptJHwmf+tSRYVt6Xn/atFvDrrvsGnbbY7dwwAEHcnzbt/RJncaPpGlLp2cAm/NOCcnUq8OYZCnavs35o2U+kByakRI8/nA+kKQy8bA2ufX8e/37+C+Hkw6WNM9A1PZeHcYkS/Gcnv/yl3HNpILcRVmlxroUg5PZ6lLAnExMdmMYJf5Tf7g/TD/0/4WRJ54MK31kUlh269drvxHkXjIqCOA0bmMYJX5emtS9ip57yahmsqdxG4PH10nd5g4ZgrQ+4OzLCD5I9jRuY3iW5j8u9LfYcovwpo1oof+FuNCXhWE8byyyL6bF71K00Nd1PvnkGf3z6Bn9X/Bz4nZRG9tiQ4Ygo/3Kq2Shvy8t9N9LC334HntsdthkEzyjfwJ3wcdAi+ef/OSn9Gw9/UJWPrzwkY98OFx99a/ChRdeGJZZeunB1//gg2mhfwEt9C9Nb1jSwa07cd1Aj+6Ek2mhj+XwJZdcQgv9yfRF1ylh511koX/Up4+iZ/b/Oyz+gsXCP73un8Pfv+xlIf79gfPP/wX9NOmW4dhjj6VJpAvxjdFFF04NF1G+XhwX+rTh3OiTD3o+fxLnMD5JGz1vf9vbwic++UnlPPjgA4Hu5pNvHL8piG15I/r06XeGl66wYthpl53DhhtsQAv9+Iz+LvTzprvT8R7I8bGoR7MoER/S+oCzLyP4INnTuI3hWVr/8fzyWWSE84ZkT+M2Bj//wfEn1V4MXaSVZc5iRgWBFPY0bmPw/Hv+05saWzuoEEjrA86+jOCDZE/jNobneP2ZR3fwsUBxx1+M5ecBoxDrjw4M1ULqzzxJZD2CTbwn/3B/d/OuX+pu2v64bsaPfl1xDTF5WkvVJKqLEJ9bD3baOlqLx28y4Plf6PpfUP3NpGf046MxH6NHd+Jm64++XMqPi8Rn54uNSIcdcRi1m0jPns8oXKzYTqKh0q+++irqd2L3mc98pmhLX7BNj+6kZ/TJi+feL7vsssyl/uL432rSVt1b3/rWbAeq4sXvGsRznP1YeR7xkaWP7P0RtGJ50cUX8zl/97vfZZ1+FrOjO//d9ttv32keqP/b/3A7n/8hhxyi7eVYJ3azHy3jxPOfmR7decumb+kee+yx7l3v2oniTOjOPudsbR/BlpMm0eNIOxa2RqH+bp52M8eP31VoNvIXW62rs3W0FiVnQKSFnX+50WCnraO15LCKPL7nPw6qoa121bq2ax2tRckZEMnrf5RM1a5a10y2jtai5AyI5PkfJVO1q9Y1k62jtQi5XOgTqyCOFJp2r8C4BRpDJEFlGXfp5U12uG1/1vbUHbTI3/1k+vItLfJ/cLXSFBiyQGOIJKgs427R4nd/4/P3+HgB9RUvgXELNIbIhMoy7p57r/+sWbN40f32d7zDnHA8eVpkY4HMC9fy/OOXSifQl3iLL+MShVMlzUkpNFi7+++/nxfeO+6QF7SRedppX2H7ZPpuAG9kpDvr9GXcdTr6dZ5u7rw50j/ZzzrrLI5/4IF4Rp1akD32o1uKjzcLulBPhNjvRz4iC31pN9LRY0r87Pt34kKfjNPil16J96EPfZBa5dc/LrDj+R9yyMEaLuYrfsdA45jz52f0yXf4EfHLuF135/Tp3cZv3rhbf/31u+uv/2067hH64vP+3cR1J3YXXHBBPhk6jm9965vdlIMmd7feJl8Ijl/GjfFPPPEEjR87kfNIJhM/kwwyZIHGEGlQWcZdPn/rjpg3oqCJ6IWWSEYYt0BjiDSoLOPO42sqTHpiqngjJ/tVLzRYszRugcYQWVBZxp3nX1Nh0hNTxRs52a96ocGapXELNIbIgsoy7jz/mgqTnpgq3sjJftULDdYsjVugMUQWVJZx9/zNvzy6Yz7BKD7qgGI+HLVQ3WMFiAtp+omm6VO+HZ645U/0kVYXlvrHVeWXgkbIET9LpP/LbfvGsAz9Uawxb4gLaToqTUYz0NDHBtEXpOmlNBnNQEMfG0RfkKaX0mQ0Aw19bBB9QZpeSpPRDDT0sUH0BWl6KU1GM9DQxwbRF6TppTQZzUDQN99880AL/rDJxhuHN9P/d7zjHezSR3fis+3pURS0iT83eV58Rv8XPw/L089r8piCk2QZxmgJxt+Mnz59Ov+E5GabbcZ4Kj2C8xT9jCf9ugz9vKZ5dIeer1+aftryFa9chX8O8+6776afsZwaFqffs//Gf34jrPaq1UaNP+Vg+tlL+pnQ+AjSi5eM3zWQAy2e0U/HLo/uHBjozUHYJT66Qx/Jxj9yRXfkw6SttqafzHxNuIZ+h/+qK68M9EtE/NjTsfSMfuzT5mspylcKw9mYSb+jv+VWk8I2k+h39I+W39GP332IcVZcccVAv+LDj0DdST8buueee4YnnngibL75FmHNNVann/z8Lf0E6iVhjTVfHb7znW+HF7zgBeFWenRnl/iM/u67hQPpGX0TjM/EZJzjK6F0pLMeo0BfkKab0mQ0Aw19bBB9QZpeSpPRDDT0sUH0BWl6KU1GM9DQxwbRF6TppTQZzUBDHxtEX5Cml9JkNAMNfWwQfUGaXkqT0Qw09LFB9AVpeilNRjPQ0McG0Rek6aU0Gc1AQx8bRF+QppfSZDQDDX1sEH1Bml5Kk9EMNPSxQfQFaXopTUYz0NDHBtEXpOmlNBnNQENfIMzP6BfUnt56TNyE7capUIEuGrKlXkgUwUkR5h8O+M/w5G33sTM+X9zxM1x4QrYLL99rs7D82yfSNdD0rFDBmOMXR5W7K8zSuXEqVODxKWNx0ZQzUuIyoVGzzOTtMbGH7capUIH2li29EVKgKCwzmXtM7GG7cSpUoL1lS2+EFCgKy0zmHhN7yD516gXhuONPCA888ED453/65/D1b3yd+zj44EP4+feLaZH54qWWKnr9xL99MpxHz83H39Ffnv74VLn1BKtMf/zjXSH2P+2WW6npfPrt+ZeGyfQF2I9//NCw2eabheOP+yzZx/HiOX6R9iunnhpOOPHEcNutt4bx48fzs/L/94MfCnRHvAzNWhns4Pil4gvoS8WXXkrfNVhS+evSH6Jab91/pWf0v8SxoiMuvunnPcMh9Jv4O+0sz+jTL90E+rWccNvtt3MdrkK/6X/A5APDgfsfQH8Ea1KgR5C4T45Db1bwnQY2ph39uhG9UdgqvJX+QFf8Y2HYTjn5VPot/q+GN05YJ9BPdfJLFxf2p9Ef3Lr2uuvpzcRTYRyd75ZbbMHHtSL9vYO43Xr7bWGXnXYOu+++O30Z9wB0l2R5/mzsMWW7cSpUoK97tvRWmDkGyxw+JI9PGeBUmXwpVOD5pzT5/F+OuVwdaXwVosfbY+ImbDdOhQq8/rz+aInMn2/QnylIt69yeeTKgw0yeoAhM7tGlmExePRnuuhH/T2+5KM/Q8MTZR8fmW177GN7/p8r9TeH7qaPo4G0+OKLmxKwr7nFoHS0GJ0bLvvfS3lMxzfTNCmwU6aEcYE/RKM309H8yle8IqxNf30WPT3y6OzwJN29XpH+yFRcwNcb/9Eu+iNU/Ms/L14qxDvjiy+2WFh6mWUS9a9Xf4888nCYM2ce34HPx/mXix//oNcDD94fXvayl4fF6JzzrJmjR9tzpf7sWWWMSokWi8Hw8/fX36//vv6R+aB/hvD1z9Ab5b58YWa1GTV39FMTFra5tcem1ld2uTCatiaAP9ol7WwcZeV4alKwMOEajrYm4PFlAHn+YwZSZbDQKqnshhfhGDbtmcAzpf4epE8Ctt5Gfi1G0pCOklf6gumXIck1Lrxjh7fxT3Mu7KnjV3cuvog+VaCF/jPx/OVc0pGx0KMkl7VHpvVJy0XZa2sCz5TXX47fnqceZT5fNSlYlNNWrrYm4Ofv82+6v1jVmVZJZY9lZH1RX7RNW3v9+fij4nu+1J9Z6JcDRgcEzNXAsL9GJFzTApAl3bGhdOaExg5BQOetbBhksBcGj09FmpIquTIZA2Tp+ff6G338zZ07N1xxxRVmEI6ju8yUNVNf46mWRsaPC69YeaXwanrWfGHH30H0fP2FdEeffwNfvyeAAjUhK9gwyODjP1+YFjb/8bFGr//R678qPVa9/nKtISE+/nJOfPz5+sNeH+mKScPEXDAjZNMzZP6NX06OA7k5HFvJkVBtDb/w46QhkxMqpElO05/HzyOpyK0oTb4KDhIM6fnnDCAdkF5/lBaZnJp6+jONv/vvfyDQz1GG1VdbTWLpBBhfEX0hfP6hDBTL0T9T/vH6xmxrujXtCjz/nn+vvzQXylihsYGVHBvKXTNfFm6MK8jkhAqpA9LXX00+ff77s9bfuPiIvq3vWJJahxFHdyp4a0+lq6LxVYZK5XZs63FYk8f3/Hv9YTFeLNt07EVgx0weXJnS+NGmx2FNPv58/Pn48/EXZxI7L+SZRVDjqwyVyo3Y1uOwJp9/fP7x+efpzz/Vozt2iMWxaHWLZXAX7mRCG2HT3n7eB87gu7U6htUt9vicgZ6UeP4lKbr3+mvfHfj4G7hbUg8oq1vs84/PP5SBnpKAUVy09/nH5x9Zp6VJI9YN1UXvpwV1QVnd4tRVj8nrT5Kiex9/PP54oW/fNUuhxEJK1ckZ07RxhaFus7W0pDLMIhLjrNhb3LHu87tWj8/Jonx5/rmAuMh4x9fVaCurTXzM7b/yppIintefpKna+/jz+Qd3zXz+jfNJ3Hz+5TTw9CpzbJWZNNuKj7k+/+a6kYTktMTc+PXHZkWxX3/+8tcfuaPPY1UGrML4MmBFpS/JMIjt4sZNCkXsdt+4NWj6SkNDsK37cdGkUFp+446G9Fv8CmMzP/82eQOWIqeF0jZo3Jp0f/01FTFtXn9t8QxYipoqlLZB49ake/1pKmLavP7a4hmwFDVVKG2Dxq1J9/rTVMS0ef21xTNgKWqqUNoGjVuT7vWnqYhpew7V37j4h4HL8+FTTdVhSiKZrTeSRB9wpl4iqaOFdP6yGXppvoKhPUrTyIsbHeFACDEPOKUxt/X4nn+vP4z0NF5oUNmqkOECX9QijpuPP59/ijLgqog7qZZUM7Z0lCEkn3/tSEOifPzZrEjJIDdRizhuPv/4/FOUAVdF3Em1pJqxpaMMIT3f5x+6oz9C6THv5LAWMIkayp+hjAqL9lGJm8YRL+8LotDifsCcCQtARfuoxM3jSx7sUCkSldwkBsyZsABUtPf8S7a8/lLVSHXwviiUXFQD5kxYACraRyVunn/Jg49/LgaukaJQUnpIDJgzYQGoaB+VuHn9SR68/rgYuEaKQknpITFgzoQFoKJ9VOLm9Sd5eL7UH93Ql5e+qIaUAwh8eYQ4fd9tAK1P5m777l6YFplojAl6fBqYNDI9/15/VAY6R7cjpbHkYeXjr717aNKVE2WMCfr84/OPz79+/fHrr19/n6XX355Hd+zFLeL+ZcVo10V+k5S66W+eWo82cPji6vE9/15/GEpW+vgbGhmUpZgcbL3l4/MPZ8/n3+GFi19/0gDrHUDpPigGWSV9/OWE9KbP5x+ff6gw/orzrz66w5WZ6i9XqVwzc63mAuUFfA9f2ooDbkjttzAYxUBwS1PSYIQEWaU44Ias3Ek1XgPBLU1JgxESZJXigBuycifVeA0EtzQlDUZIkFWKA27Iyp1U4zUQ3NKUNBghQVYpDrghK3dSjddAcEtT0mCEBFmlOOCGrNxJNV4DwS1NSYMREmSV4oAbsnIn1XgNBLc0JQ1GSJBVigNuyMqdVOM1ENzSlDQYIUFWKQ64ISt3Uo3XQHBLU9JghARZpTjghqzcSTVeA8EtTUmDERJkleKAG7JyJ9V4DQS3NCUNRkiQVYoDbsjKnVTjNRDc0pQ0GCFBVikOuCErd1KN10BwS1PSYIQEWaU44Ias3Ek1XgPBLU1JgxESZJXigBuycifVeA0EtzQlDUZIkFWKA27Iyp1U4zUQ3NKUNBghQVYpDrghK3dSjddAcEtT0mCEBFmlOOCGrNxJNV4DwS1NSYMREmSV4oAbsnIn1XgNBLc0JQ1GSJBVigNuyMqdVOM1ENzSlDQYIUFWKQ64ISt3Uo3XQHBLU9JghARZpTjghqzcSTVeA8EtTUmDERJkleKAG7JyJ9V4DQS3NCUNRkiQVYoDbpb6ZdzCqi16QdlNS0FX2VNbsq4IADI3bpBQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HpqS9YVAUA2UbNBKMPE1lNbsq4IADKHa5BQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HpqS9YVAUA2UbNBKMPE1lNbsq4IADKHa5BQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HpqS9YVAUA2UbNBKMPE1lNbsq4IADKHa5BQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HpqS9YVAUA2UbNBKMPE1lNbsq4IADKHa5BQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HpqS9YVAUA2UbNBKMPE1lNbsq4IADKHa5BQhomtp7ZkXREAZBM1G4QyTGw9tSXrigAgc7gGCWWY2HrooVV9Rl+7Ay3KuMX7+YTxcD7cYjVP5sABGdu2m3oZqGaIsEUZN4/v+ada8PrToYBBh5Ei4wQapFjrvXoZqGZosEUZNx9/Pv6oFnz86VDw8SczA2aKUiut4st79TJQLRP0oaDoi5vPPz7/UC34/KNDYSzzzzj60Z243E8DikdW766fAStk2TR+z1f+EEv1RUCi43WTcd3f3vbWz4AV0ragGB7f889/pMTrr/giKg0XH38yb/r8Q3Omz/8xCeXFo9IGrjCp3YDXrz9+/fHrD40Rv/7+ra+/fEe/mKZUUVBNea0KJs1r8uMwSSoTBDWUoHCroqAk92hgenzPP/84BhUEz6+oFRQI9EoWblUUVOxWBdPrz+vP6y/eYPHx5/OPmScxQRqThYVbFQWW2ovBRN1BKhkENZSgcKuioCT3aGAiLqRSQVBDCQq3KgpKco8GJuJCKhUENZSgcKuioCT3aGAiLqRSQVBDCQq3KgpKco8GJuJCKhUENZSgcKuioCT3aGAiLqRSQVBDCQq3KgpKco8GJuJCKpUIzaM70ghNhVrYml60uwGQ+2JEO72b2NOiiJX8hc3jV1fRniQWJsleNDGineefUljkKCtFrSVzYfP68/orVnG5dvqRVE/0MaKdjz8ffz7/jDZa8pjRcSOjhwYP+Xz89Sev15pzyYh2Pv88/+afaqGfiwLjKl2etIQMQ8ccCmhw9ZQ70376geldoQJuYjWMebZZR9P5qE7DNjyFCjw+ZcBmw/Mv1xzOiU2MqSiBozoN2/AUKmCe1Tz/nn/+BIEqY/Snb2zVmHJroOEpVOD1Rxmw2fDx5+PPx18aE3ZgjDavND5rMJ0oVMBEq/n4W/jxVy30q4mMUjt05wFMm3j7ktVYeJnNKKtKtyaLlaBAvKNzlJwm6MxmlFUlWpPFSlAg3tE5Svb4lIr095c5KZy3nuRZk8U5k0DiHZ0Dblut3K6nsTVZnHsCEu/oHHA9fp0t1nuSZ00W50wCiXd0Drie/zpbrPckz5oszpkEEu/oHHA9/3W2WO9JnjVZnDMJJN7ROeB6/utssd6TPGuyOGcSSLyjc8D1/NfZYr0nedZkcc4kkHhH54Dr+deF/nDC8EUKw1CoIGeU0ZA9OuGDlKalJjZ45IsMhqFQgW1AeMgeafBBStNSExs8Hn9csUjXFGZgE0Z4OJvZV3JKzXbn9ef15/Vn3yTn4TU0aobscVzBByljrdR8/OUM+Pzj84/PPz7/mBlSoYI8XTAaskcnfJDStNTEBs+fY/zRQn+EYpj79hpRgY1a4JKBCTFRCicp6cEwfNySOyqIOQ+akMysUdnS40tBeP45A0VxeP35+KM5jv75/ENpMNO9mXBl4tBxo6CedlUvGT7/+vwbF8RpK4qDFL/++/zj8+/f7Pqjd/TrCT9P2xlhDEd5x1338HOhcfzKG4U4zUkvdYs45sfTwn2EGFFGpkyK0YOtmBkSazw5RxI39Y4g5InPpXr8mD9JClLj+S8uuVQ/Xn8+/nz+8fnXrz9+/fX1h6+//nzrz1etulJcgBVbuZLNK2ux271tVrbKa7iMLJtx2UTdtZn1+AezcJer6NKwBZo9wTvuvkfOIC6j2EXLTKFQwLjkHJHA6Z28HkUPkPgx+fFSFNvSRsb4G/zxmGJh5gkqLvCJMz7FJW/8x7epPL6k3vNPBeH1F4cR7qQxHtj5+IvTh88/Pv/69cevv77+4MuEr78Wav252ip/37P+xIU2rk2pnlJJwVpLuf7GbswNSl3Lpu5lkSt742Mv6xSksMcoZEjxzR39KnxfIz3idEgNRzrXw1W/gnQwRq/CqtpQrMHjc45tSkziPP/pcqX5UeD1x6kw+dC6qUBDsQYffz7+aIzZktDyMZcr9Svw8cepMPnQvFWgoViDjz8ffz7+fP6hOaN5E9E//5qFvkwk5XSS+rFGno+MgaHocR+3HDvzgCCFaffisX7FCsA3Boaix33cPL7kIV1VWUHGIMHIMucQ+VOuArCNgaHocR83tPf4OU9AkJIpuxeP9StWAL4xMBQ97uPm+Zc8eP3lOgGCRIayFI/1K1YAtjEwFD3u4+b1J3nw+st1AgSJDGUpHutXrABsY2AoetzHzetP8uD1l+sECBIZylI81q9YAdjGwFD0uI/bM7H+eKGvh61ADth+c0BdChIHorb36jAmWQpbl9IrPtMgDS0zQOAklTCaDlIZGNamb49PVStlO5gjvAxK8PxzBnrzAWOSpTBFjhwSwfNfphMpTClSUdt7dRiTLIXnH+lBUn3+8/Hn84/PP5QBnRoUYJJIsrb36jAmWQoTBH0SweuPk4HM5Rdi0fKf7+ibSd12gQCQ1gecfRnBB8mexm0MHl+LGjmLEhmCtD7g7MsIPkj2NG5j8Px7/tOkipqJEhUCaX3A2ZcRfJDsadzG4PXn9ef1h+GiEiMEUh0GZF9Gxs2QPY3bGHz8+fjz8VcPm+fM9S8v9O0pmvGfZwlLAK6JeWEARq+kZh09YKVf/KlJdbe1rvzW0VqUnAGRPL7n3+svf8iYBwehehDVupJbR2tRcgZE8vHn48/Hn4+/PCkYVE8ita7U1tFalJwBkXz+8fnn+TT/lAt9HgD0xhZDYuBdPtx2QSADrBpmUFnGXVxDUHqTHW7bX/ElZY/fe5fB5gsvluSyyihUlnHn+ff68/Hn8w9NBDTJY3rgiUEmB1oA+fzv179UEX799etvz11+O1/4+kOyIXNpNaNCZRl3f7v1lyz0cUByzOmAzIRvLwk9XNNs0SD6gjStS5PRDDT0sUH0BWl6KU1GM9DQxwbRF+T/Z+874CcrqqxriJKTyoIiihL8PgPOjLuAgoAwDAgKsirBFcV1fyv7iYQBJKgrGQQMBEnqmhOgApKzrmJYAcFBZ2CFQcmTYAaYwP99t+6tc+vUe6//M7QEhWrl3XPPPVW33+2q6ur3f91DvZQUeQRJPhxEX7DUS0mRR5Dkw0H0BUu9lBR5BEk+HERfsNRLSZFHkOTDQfQFS72UFHkEST4cRF+w1EtJkUeQ5MNB9AVLvZQUeQRJPhxEX7DUS0mRR5Dkw0H0BUu9lBR5BEk+HERfsNRLSZFHkOTDQfQFS72UFHkEST4cRF+w1EtJkUeQ5MNB9AVLvZQUeQRJPhxEX7DUS0mRR5Dkw0H0BUu9lBR5BEk+HERfsNRLSZFHkOTDQfQFS72UFHkEST4cRF+w1EtJkUeQ5MNB9AVLvZQUeQRJPhxEX7DUS0mRR5Dkw0H0BUu9lBR5BEm+SFhe0Xd5T289lMqVp6BDB/4xITM9V5M8dwSsTIEeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPvLTO9GVKiaFiZ6B5KI8pT0KED7y0zvRlSomhYmegeSiPKU9ChA+8tM70ZUqJoWJnoHkojylPQoQPrrWlG5B/Mkj/np79X5nBKQGk5Bgyb1W3ECsbQye9+1vy1/nX86YTonyH21zWOAcNiNnUtKxhDWedfXX/q+l/f/2w96F8h6voT3564NsCwWE27lhWMoazrb11/n/n1l67op0Gohgck83FwcgyDdfGttxZQ3A+KflXgqpzPKQeLn5SU3lpAzd9ze5YWyKtU61+MyziQuDY0sBYTemsBdfzV8ef3g2Nc6QDxUZLHm1MOFnPElTJvLaCOvzr+6vjD/EgzQ43Pkjr/inUp1oprg9otvvXWAur68+ytP7TRL18sf0FAt14Y/p6OaakFoFr6l7rQ12IMFnTBTXhg1PwySIqr4FQxwFp/KVIdf93fV8AA8dnVAR2FEHX+5YW5rj91/anrry0btlbQigGotq6/df2VK9bFOwwGSEEWTkchRH3/+Svef+S+nVhT2Xq3hiO/kxUvgTkdfaHBywSbgnBhacPf6a/mz++kRW1r/WMFOuOlqBEGGGwKwoWt408KY0twp551/tX5h51sMbfM6YyXQoMJBpuCcGHr/JPC1PkXR0dnPNX1p64/df1JC2fXdOZLIcECCytDKd6i3/q4RcuvTMAYTgXPzYpe1enEWkTLzW16AkzV/LX+dfxhM4BtQZ1/7QrwmpEXl6zqxCWkXE+Aqbr+1PWnrj91/YkrCa8LeWUx1Im1iJarjZTrCTBV15+6/jwd60/r1h0eYnEsss/YBncRThTamFqO/PcWaAZ+Wm/nYJ9xza8V6ClJrb8VxY91/HU/HdT5N+BqWXtCsc+4rj91/ZEK9AwJkBaSY11/6vpjn5PSohHHjYyL3qvV7QHFPuPUVQ9Vx58VxY91/un8040+f2q0gRIHUhqdWjEvm44wjNvMlkwahtlEYVwVewd3HPf5U1vNr8WSetX66wDSQaYHfV+NXDnaLKba/nfeNKREV8eflal1rPOvrj+4alTX37iexEddf7UMurzaGtuqTFptLabauv7mcWMFyWWJtanvP1wVx/X955l//7Er+jpXbcI6jC8DdlT+kgwGsV18aJPCMZ6PnbAnHWNLRUfArftx0aRwuvpOOBLpn8t0GJvV8+8WbwBT1LRwug06YS96ff29FLFsdfx1B88AphhThdNt0Al70ev481LEstXx1x08A5hiTBVOt0En7EWv489LEctWx1938AxgijFVON0GnbAXvY4/L0Us2/No/I2xX9HnwaCnmggaEonmaBSZPyCIbiXcyEY6f/cavfR9pQAx9B6tVHxACqMHBGt+q4CUp9a/jr86/7Byp/VCFhUeFT5ZfIWPuvio609df4thoKMiHmwkpfGEYeXRBISv6y/PNBSqzj+uio0W1CZ6EcdHXX/q+lMMAx0V8WCjJY0ZHjquMJFc0R+RMH2Sw3shCQe1J8mosGgfnfjwPBbVYyE0WTwOoLNgEahoH534qPmtDjxUikKlsJgBdBYsAhXta/2tWnX8pVFjo0OPxUDJg2oAnQWLQEX76MRHrb/Voc5/HQw6RoqBksojZgCdBYtARfvoxEcdf1aHOv50MOgYKQZKKo+YAXQWLAIV7aMTH3X8WR1eKONP7o+yl74YDakGMPjyiGj6vtsAWZ/N3fZ9eqcWWUhkgjW/TEyZmbX+dfzJMPA1ujtTOkyeVnX+da+eUblyoYhMsK4/df2p6299/6nvv/X99+/0/bfn1h1+c4u4f1sx2vuifkhK3fQ3t9Yjjy8I9519ldwePya8dK/Nw1KrrYBWsqiIRlOPCQsefCQ8Of3R0Cy1ZFh27dXDEissM+qn3NnXTg5zb747LLfh2mG1Hd6Y+3SUnr2YgR9cKL83I5B6IIZgDOLRW76aX1/cWv/nbPxdcsml4Te//nX4+P77h1VWXhmjNdtRxv8Tjz8ezjrnnPB/XvvasO222+Y2QIsx/kfkD4mX/OSS8PvbJ4dll1km7LfffmhtdpT8UZBmUNkG3mLkfzrH3+NSj3OkHq9FPZ7l/DhttzW/l2K0959RL5z8HY2/fLIJ1dc/l6S+/+ZaOIoDRAojpu5/0jbTa5PA82z++607enrp9edzLqk8QHQBLYPUzAIIw7ogEQtnzg1TP3i6jrb1TvtQWHadFxdVn3XZzeGBb/53GHnksdQ0XpNbMqy0+YZhzX/bOiy18vKFHv3f/6UrwsxLbwkrbrZhWOcT7+xuCoonRA5B9FVSyQMJC7FbCyAM2wonl6IEoS2p5IGEhditBRCGbYWTS1GC0JZU8kDCQuzWAgjDtsLJpShBaEsqeSBhIXZrAYRhW+HkUpQgtCWVPJCwELu1AMKwrXByKUoQ2pJKHkixI81IuPnmm8Oqq64a1ltvvaJPkpX7HQnssuu7wz3TpoUTP3tC2Hqrt1s7NEBysSVl3ozpM8KE7SaEidtNDEcfczSpAU2HtrCIxk5PPOmz4fvf+15YYskxYaMNXxu+/vWva7J4PjfJ+ay26mpyPq/qze9kp2NksADCsIh6eyUoShDakkoeyGRnzJB6TJB6TJR6HB3rYYGWDF0inHyovFnWdaikRRPYokV0LIAwrMsKghyC0JZU8kDCQuzWAgjDtsLJpShBaEsqeSBhIXZrAYRhW+HkUpQgtCWVPJCwELu1AMKwrXByKUoQ2pJKHkhYiN1aAGHYVji5FCUIbUklDyQsxG4tgDBsK5xcihKEtqSSBxIWYrcWQBi2FU4uRQlCW1LJAwkLsVsLIAzbCieXogShLankgYSF2K0FEIZthZNLUYLQllTyQMJC7NYCCMO2wsmlKEFoSyp5IGEhdmsBhGFb4eRSlCC0JZU8kLAQu7UAwrCtcHIpShDakkoeSFiI3VoAYbX+ZdyC9Ra9oOymK0FXOdJmzI8b/Skf+JLcldKE9U6Vjf66stEn6UNfuS5Mv/jmsPxr1wpLv3SVMO+B2eGJ2/8SRp58Mqzwf14W1j1+d0nR/ch+7xlXhdmX3xRWko3+yw95p2ioU31S2XcEAJuffAeZZLCwG2kz2XcEANvJmgmTDBZ2I20m+44AYHO6DjLJYGE30may7wgAtpM1EyYZLOxG2kz2HQHA5nQdZJLBwm6kzWTfEQBsJ2smTGLHWTNmhbdP2Ca89S1vCV/4whdU1O2izTThV7/6dbjtttvC7nvsGZZ70bJ5irSlOa2j6bKx3W7CtmHi9tuHo4/qbvS7XbSZJmyzzbZh4cKF4fzzfxjWWGM1zz9zxsywrfT9FjofT5yA9dbuM6u6kTaTfUcAsLm7DjJJFlo98kY/R9C0zWTfEQAsmvZYkwwWdiNtJvuOAGB78oIyyWBhN9Jmsu8IABbJeqxJBgu7kTaTfUcAsD15QZlksLAbaTPZdwQAi2Q91iSDhd1Im8m+IwDYnrygTDJY2I20mew7AoBFsh5rksHCbqTNZN8RAGxPXlAmGSzsRtpM9h0BwCJZjzXJYGE30may7wgAticvKJMMFnYjbSb7jgBgkazHmmSwsBtpM9l3BADbkxeUSQYLu5E2k31HALBI1mNNMljYjcgFcr9H3zuELNr4iBtpwfgbD8LG0jYbAdjYtvvwqICFs+aEqXt9SVPoRv8VstH3TXkTFs6YG5ZYftmwxIuW8vxPTH0g/GnS1/XXMF8pHw5eFD8c6AM9N+G+uNGXvwasuKls9A+NG/38gMrSuJcFlN/IZ+788ZOelFwgnlO08VHza02egfH3fKj/rLgx3k42xpttJhv9L8p4wfjRwdM5eFSBe6QDF218dMffjJlxoz8hTJAr2MfoFeyo43axTf8jquY98bh8MNk8bPaWTcMXv3hqIZwpfW+77QTZ6MfziR9cuvmx6CCjdQAPtujWHY8qcM/j5XlEetH5Yz0myC1MEyfKB5+jj0ptqEuCnvFpzG/do2dYSkrQozW/vLRejZ4KxVh8LPr1Nx36gjW2ffSoAvdIBi7a+Kj56/ovY6G+//lU+Ftb/22e8ryNc7b/AZW9XbpHYnDRxsfTM//HyI/uxO1+6lB77j30K8DClk3zP4TQ+iKgyOO4fXLWY2Hqv5wexizRhFed+uGw7CvWKDsgzzMImCJtnnzk8fCK/9w1rDD2VaLyqLa4/4wrw8zLZaO/yQZhnUPfpfHii3gpv74c2rRsT2kd9ivAwrpcwaLOv+aXMmnp+uvH1exXgIXlFtJ1HNr6j5T0j7+/9/p/9atfCRdddHGYNk2+j7Lc8mGttdYOG264fjgqXWU/+eSTwy9/+cvwySMOD2ecdVa49Zbfhb33/nDY+0MfCl887bTws5/9NJx79jlh5VVWksJpNcoCkscVtltVtpON7QTZ2B4jqhy9/PLLwpVXXBl+/T+/CS9b+2Vh0003DR/c6wNhxZVX0QxnnnlWuOKKK8LdctvQ8ssvF9Za8x/COq94WTj55M+Fr371q+Giiy8Kd999T1h+uRfp+Wywwfp6O0zOQE9K8k6bdk+YNOnAsOM7dgoLR54MP7noovDwww+Hf9zkn8IhBx8Spk+fHj7/uVPCrZMnh9XldqC3vW3LsL98H2DMkkvYGUvHj86ZHU499Yzwm9/8Otz/wP3hleu+Kmwi7f/jP/5fWFJ08RGf70GTJoUdd3xHmDNnrpzDleGBB+4Lv/jFjWHGjOly647UQ//CETf6dkvVccceF2655Zaw2/veK7dK/bNX+LJLLwtXXHVV+B+p0ctjjTb7p/CBD3worLxyfB3sccopp4Qbb/xlOEJeuzPPPDPc8rvfhQ/vvbe8fntDIhZVgaVQjD7Px389f7zusPX15wrU8f/8fv+r8x/zHpZHf7n+6xX9QuaOg7J1jwelfn9B9guwLoXACQN6j/5eZ+jb1avjPfrxir5rHXir+Eugs6+8Ndx3+uVhieWWCRt+4z9CWGYpb4K8955+ZXgkbvQ32yi8/BM7UZ/eVQGKTO44KLR9DpTID+taCJwoQRF2x0Ep7vGgRF5Yl0LgRAmKsDsOSnGPByXywroUAidKUITdcVCKezwokRfWpRA4UYIi7I6DUtzjQYm8sC6FwIkSFGF3HJRi8i668MJwzbXXhRt+dkNYY7XVw8Ybjw2vfOUrwkc/uo/+SNNBBx0Urr322rDG6i8OCxbODxuuv0F4x047ymZ1R9n8HxEuvUw2nLLpXm311X0T6pMpA8poMG70t5Ur+jvIFf2j5Io+numPf3xROPKo/wwrLL9ieNObNg5//vOfZdN+dxg3dnw4/YzTwlJLLRXOO+8Hujm+4frrw+prrCHPeePw0jXXDAcecEC4UM7n2muu1Q8gq62+mvQxNqy77rphn3326TwHEFOn3hF222O3sOZLXhoefXRuGP/mseHuu6bph5/Xv/71mn+1VVcPr37NeuGm//ltmDl7lm6W0efIyEh4z3vfK23uCuuvv35YWz4s3XzzTWH2I7PTFXq7NWnq1Klym9PuYXWp86xZs8Kr5PsQL5a6nX7GGWF6/AuH/BViu+22D8ccc1SIXzSOV/bj+ey6667h0EMODcE+Lyh35JFHhhVXWCG8Uc491uguqdH4cePC6aefHpZaUv56KWvoQQdNktfuOrmtaY2wcMGCsP4GG4Qdd9pJPtC8A6fuFvXHuIPtCJwoAdor646DUtzjQYm8sC6FwIkSFGF3HJTiHg9K5IV1KQROlKAIu+OgFPd4UCIvrEshcKIERdgdB6W4x4MSeWFdCoETJSjC7jgoxT0elMgL61IInChBEXbHQSnu8aBEXliXQuBECYqwOw5KcY8HJfLCuhQCJ0pQhN1xUIp7PCiRF9alEDhRgiLsjoNS3ONBibywLoXAiRIUYXcclOIeD0rkhXUpBE6UoAi746AU93hQIi+sSyFwogRF2B0HpbjHgxJ5YV0aBfKpt3jEe/bjb+vzo+DkXeypPbJekRwy0zQLZz+m/4G0GCua5sFv/3fzp0O+1fzxPZ9vJu94QjPlg2c2s3/6h4FPY+SJBdrnk0/MF03uS5EcMtPtwmKlouCe5vNvP4MiVwoWXM3fLtki/PxaKpJDZrpNLVYqCu5vrP6y6W7GjRvX7PvxfTsnM+mgSRIb28gv2jTz5s2z85aTiedz+OGHN7K5bB5+eHrRrjjXFCk4OX+5St6MGz+ukavN3vYv9/6l2XSTf2p22GEH6fNh54888jP6/L7xjW94/jlz5yonm3vXAcj97vqc9/34x0Gl18ueRdOq/5QpU7SvzbfYvLnzjju0zXw51z333FOf48c+9v+aJ598UnnZUDdvHv/mZs/3v9/7/v3vf9+8X3y5gq5czDJ//rxGfk2o2WTTzZr5C+Zr/ilT/qj12nSTTRr5K4m3j8DrITWNj+OOO06f0wknniBeet6C/vyXvzSb/NMmzfadGh2p+m98M9VI2kyaNKkZO258s9/++zVPzKN1rHX+Md/oj5xfkRwy021psVJRcDV/t2ijMrmWiuSQmW5Di5WKgqv17xZtVCbXUpEcMtNtaLFSUXC1/t2ijcrkWiqSQ2a6DS1WKgqu1r9btFEZq15ro08FduhAu2MPNVeOA53EowZJTTqHI81fPn9J88d/lk3+O09sfr/Tic2fDvxmM++uh/w9X6Wup+4cjhp0VTEEvYkD1bH3bJ0/PcFiktT8Vhl9TfiF4YJ1XrVOkAjqxKGDTk9/C/WPG/24Idz3Yz0bfdksjpPY5Mm/p3M0eLhs0uNmPW5S84PO1aEDlUUvthkvbQ87zDa2kbv0kku1v/MvuCB3J2j27EfkOYxt5K8Lzs+d+5hqDziwvdEfafyDi59PNz86ivWPG/14/gcecCBotaeeeqpunq+55lrxcx/v3mWXZqstty602cm6o448Stv/6U//q+Gp6QPFx+VDEx54/R+OH3zGjmtiTT970kna7uSTToZMrPV76WWX6oeFC87/IcVijWZrm4Plgxkekw6Mr9245vbWa5efofSaHDUcQCduRw26Cs9TCW/ioKTFq/mtdFqhskwW8OOoQVfV+lOdHDrQOrFXx58NHa0JF4ZGFCk6bJegThw6UDl7tf5UXS5Mp7CjBklNOocO/qr6d76Miz8DxMv+jP3PAA4sOrrGxamvrFaUXRcyxTgKnrjrwfDI9X8IM87/pfwpfEx4zdf2CUuusny+7cB76QLrK/eoKLvegCnGLnBg0dE1Ln5azj/3FlHNH+9xeKHXf4Z8GXdC/JWat8qv7nzefnUH48Ru3bkm3HD9T8NyK8R5kqt1uNy6c4XcK375lVeE1eUWFDyyAiMMkWzt5zXty6fx1p14d//nPv+58M1vfku/7rPRazfKYkF//MMfwqqS48orLhdvTHjsscfC5ltsEbba4m3hpFNOLrQzZqbz2ewt4fPyZdzB3xywZzpFbqnZY/fdwx577hEO2P8A7+vss88O8b9zzz1Hbg96k8+W9+/5/nDvffeFq6+5xr+adO+994aLL7443HbrbXprz9y5c8K0u6dpmx98//v6s6XxFqHd5RahPXaXPHKbEaoTn8XM+POa8nOj+ifTVMCf//znYRn59wHwiHT8rsC3v/Vt7XfDjTYK8tUk/a5SPMk/3P4HvS0ovh7xnONrd43cdhVvcVpBbvPpPixRStcNt5i2Wv2exkwxbnUnrkVH1+RWbbX6PY2ZYpx7ArLo6Bpou89W2/U0Zopx7gnIoqNroK3529VSv6d4TDHOlQSy6OgaaGv929VSv6d4TDHOlQSy6OgaaGv929VSv6d4TDHOlQSy6OgaaOVdN35MiO7gBvgiIykcOsg9KhrEc6ZSU3rcXTf/XQd8Mzxxx/1hzX22CatN3JjFCQ/uLZ9pqSk97rKbPxdrUKtBfOwXMVjLVXo1f65Arb99kZxGiMNG7xffZhv+lZpYORMcdNDBcp/3NeH6G2SzuDw2ixaLX/K87LIr5B79y3Wj713mwifUrX/c6G+33XZhO/8ybgjHHnNsuOCHF4QNNthQvydg/5Jz3LI24Q+y0R87dpx+sTT68R+Y2nzzzeWLsVvJl3BP0jzIPzNu9OUXbDbzn9fs5vcpJOCOO+Qe/d320M2+/IXAn/PZ55wTzj7rHNnon60b/RQIe8oHgvvvvz9cffXVQo0Jt99+u37pNt6Tv+ZL15R/9GqjsPJKK8mXgi/WJt///vfkfvxXhzumTgm7xzz4QKGfQOxZ48OW5YiBkfDOd70rfOqTnzIqHY89Vmp0wfnyhekN9bsHduO+9XH7H26X7zKMlRodoWp8v+L6668Ly6+wojxTVEjCDh0UeUjQ4qOLNrAmKT1uNnr9Yw27j8G91fyoDWytf6xAWQ0eUXX8jbb+1/lX1x+eLYZ7ZlPx58K46/e/FDiIbO+jVMg/dcOqtpN8/LknSwvhYuX/80kXN5PlFp6/nHZ57kayFz21nacxP5IWKWr+Wn8MjGiLwSHOMzT+/FaXfT+GFPYsJF+8zzve/jF3zqOd/PEefbt1J99Prw39eTuw/uio96RLv4ele9Jj6Pzzz5NbaMY1l19+hSmL5uIkP85/vXVHbueRK+OiLYSNfIjQ57zvxz9m/YxyjC1xj758YCh6OuvMs7Sf3950k+VIaXbffc9mq63yrTsnnHC86r773e9YpqQ79LBPKH/nnXcqj1t3Tjo535KDZ271GNtsudVWem7vec979Fae8847z/qMz0z+H29rGjt2fK6RRtFLlkY06aADNf+cOXNSoGvKlnX9K+rRdpL/dLz/4JUoUsgLXPhtp+bXstX6Y/TAFgOFlsMWDznZUlHHX1GPtpP8F+r4o3v0i8rQstUaQDTQypUtB8qe8tg1no+5TVYZF7PO+e1dzcj8BUWa+Q8/0ty+yym60Z/xo99wB46frvz5mXjXJWgnStE2Dd8sH7k7qIzLVc+I1YrLJh5u0/DN8tGbCIDKuJw1I1YrLpt4uE3DN8tHbyIAKuNy1oxYrbhs4uE2Dd8sH72JAKiMy1kzYrXisomH2zR8s3z0JgKgMi5nzYjViqWJ3d89vtl55509jJ6w0X80bRY582GHH6EbyXyPPlotOj82+keke/Rji8mTJ+v953vttVfz+BNP+HN54IEHZNN6UHPWmWemMxxp5j42V++rt40+pJYf96u/a+d3pcDo528b/fGN/JQoOtI8Z51lG/2bZKOPM4t2zz13l43+Vs6hRvJTl95ebuWRTfuWUp/xzZ133qHaKVOmar1OPiXnQSfT04eTI9IHn7vuvqvZYostmk3ki7u3/u5WyJrfa43GNnt9MNZonueLNZJf2WnkZzSdO3BS3OiPb+bIhzQ8fw8CDAi0afhm+YiOooXKuFz1jFituGzi4TYN3ywfvYkAqIzLWTNiteKyiYfbNHyzfPQmAqAyLmfNiNWKyyYebtPwzfLRmwiAyricNSNWKy6beLhNwzfLR28iACrjctaMWK24bOLhNg3fLB+9iQCojMtZM2K14rKJh9s0fLN89CYCoDIuZ82I1YrLJh5u0/DN8tGbCIDKuJw1I1YrLpt4uE3DN8tHbyIAKuNy1oxYrbhs4uE2Dd8sH72JAKiMy1kzYrXisomH2zR8s3z0JgKgMi5nzYjVissmHm70VK9SAABAAElEQVTT8M3y0ZsIgMq4nDUjVisum3i4TUfffl5TrvTHnxvHH8n08j9d/TdIR4rpH93U1w5af0mSAP6hh+7fF5zBzwG180/ZTe45lt+xXu5164RlVl8hPH7ng+GxKfeFMSMhLP2SFcOrPvcBuUd/ufR3v6c/P/4qTWduf2J8ls6/5uc/RNGrUOtP86wJb9/67fJzkI+ELTbfImzxti2CbPq1cPoTjddcF67/6Q1y687yPt8iiLeIXIaf15SfjHwq83/mdLm9ZqLco7/dRPsHovT1GBNOPOHE8P0ffD+85jXrhy222Dw8+eTCcNGFF4cZs2bKrT3HyHcJJuhziPfoy0ZYbt15m9y6c7Ld207rz9u3kfOZOUvj8ms64V077+K3rmgqev2n6i018R79Pe0efeknPuwe/bPCued8OWwsP/WJh/waj96jf63cox8fctU9HHfc8eHlL3+5/A7+dmHB/AXhJ5f8JDw6+5GwQH7W8ntyj378Kc07Jc9ucn/+7nvsEQ6M3wVIeeLiY99ZkN/Rj/U4xn6OM95yIx8iwovXeEn41re/5d+DOPFEqZH0+ZrXvEZrIL8IJD+5eVGItywdc+zR8g+RbafPK/5m/3XXXReuk3v0l5d79HHrTvv8n8n1F+do5aYj1b/ml2JoPer7j9VBh286xNpIXXyucCzjQe//aGfDjY4GKYdAW8BauWr+Wv86/uI88nv087TL8wcTzRieXWlLzpR3QNt1jztIiyL53q4FRPLnY38U5t58VxiZt0CCuc2K414VXvrhrcOyL1u9NbFjH09f/uf6/Gt+HhP59ffXmCmXvvBe/2vkPvzPfvaz4aEHHwqvf93/DV/5r6/p0DlY7tGPsRvkHv3lcY++1qwJn/rUp8Mll1yS7tHv+YfqOrXNRPwHoraVDemO2+8QPnPUkV75+Jv0p37xC+Ga664P98rvw8c38LVftrb8rv+/h+1Fqw/hnnjisfBW+VCy5ZZbhpNOsnv0vRMB8ks54bMnnhAeenh6eJ2cz3/9138Jm/Pz63/nn+4M73vf++Te+z3lH8LaX3XxntZz5Yu4Z511dviK/KNib3jD64W33Ub8Mu79998brrraNvrxOX/xi18M551/Xpj3+BPyj/ctEd797l1F3YQfnHe+/u7/K1/5yiBX9sN737dbeH/Ms/9+Eh3jX+bVfxk3/rsCco7yc6IWk4xnnH6G5h/7pjeF+J2B+Bh5Ump06hfCtVKj+Bv68bH22lKjfT4atpd/WRePg/XLuPJvJOhrFz+k9Z9/Oi00U53d08tNqK1C8qllATsSJp6d9b88t5ofY5jHf1mj+Aq+8Na/YtzW8/f1Jy8ZNHcUkl8WL3sdCRN1/vP6n4sW0d/m/KONvr2Q5cuZlhYm9ayIUGh+PMaHvaVGlHVAsDFaPizCccULR8KCB2eHJ2c/FsKLlg7Lrin/wuby8dcsUhYV5baxz6c1f+yQn1T0maj5peC1/nHUxSrEx3M1/ubNny8XtsaEZZZe2p4IjVMMYdgkULNA2v1Urvo3Y5aIt/Lpv+0UL8RF7RIKBEVf+n65bEo33GhDiaSz1A6t13iMjxiR23vkH39aIqwi/xptfJgiWyWLQ+4j9RzmLZgflpRnE/+hLaSzJugNHee2MY72nA0tYK2ffGzkX9W994EH9JdvlnvRizTgWgfQE6HQ/HiMj8XNP10+MC25xFJh1VVXkVa5D7Q3xkOx6/TwSGqW20YB2qPPyKEFbOTKR+4D7V3rAC2IUGh+PMYH2uesGVFLE/sx94H2rnUAMREKzY/H+ED7nDUjamliP+Y+0N61DiAmQqH58RgfaJ+zZkQtTezH3Afau9YBxEQoND8e4wPtc9aMqKWJ/Zj7QHvXOoCYCIXmx2N8oH3OmhG1NLEfcx9o71oHEBOh0Px4jA+0z1kzopYm9mPuA+1d6wBiIhSaH4/xgfY5a0bU0sR+zH2gvWsdQEyEQvPjMT7QPmfNiFqa2I+5D7R3rQOIiVBofjzGB9rnrBlRSxP7MfeB9q51ADERCs2Px/hA+5w1I2ppYj/mPtDetQ4gJkKh+fEYH2ifs2ZELU3sx9wH2rvWAcREKDQ/HuMD7XNW4fTGHgSpvbbA39TE8ZADVeRDm+/1QSZbGkqSuq355RWylw2Vyy9ELr0iF6B2YvMrnmoLUVl4sJ2+a/1fEPV/8KGH9Gq03UND46rn9d/5XTuHIz5pvwxDyp65W8dfnX80QnSRwUpT1x9dnMsy9MwhEdT1XwcRRk7nPQpDzAWJ6PVBJluaWn+Ux2sqRB1/z4vxl6/o05s6Xudo8drDcgw4xzJCDFYjnTARNb9PKtQsWlQIlmPAOZYRYrAa6YSJqPV/wdY/3ov+C/ndd13U05DAyFArHxgb+V5MXPNfJlf0Xy33l/MD2jxaOWpYNVmYBETU8feCHX86GOrrX1//tKnk1QMrBCzHgHMsI8RgNdIJE1HHXx1/z+Pxlzf6mBHR0vhXuu27thvoMi7OQETyNWC54MWXnHO45pdacGkGFrUb6DJUV8Ba/zr+6vyr60+xyGBxENteRNq+S7uBLuPiDERU1//6/lff//lNPk+POv+kFlyagYtKN9BlqK6AL8D1p9zoawGoxgM+5aJePCCtwK0yw1UbD/E9JH+JDWHur/iSfs3f+ymb64UJYbVsVRSu2nio9a/jr86/9JUSXr5sSskUqetPXf99j1Hff+r7T89VXlss9M3UJ4u91dqxE1c6Hur7b33/fW7ef22j3xqfNiB9DOvwdK9HG/VDPdAXLHVSUuQRJPlwEH3BUi8lRR5Bkg8H0Rcs9VJS5BEk+XAQfcFSLyVFHkGSDwfRFyz1UlLkEST5cBB9wVIvJUUeQZIPB9EXLPVSUuQRJPlwEH3BUi8lRR5Bkg8H0Rcs9VJS5BEk+XAQfcFSLyVFHkGSDwfRFyz1UlLkEST5cBB9wVIvJUUeQZIPB9EXLPVSUuQRJPlwEH3BUi8lRR5Bkg8H0Rcs9VJS5BEk+XAQfcFSLyVFHkGSDwfRFyz1UlLkEST5cBB9wVIvJUUeQZIPB9EXLPVSUuQRJPlwEH3BUi8lRR5Bkg8H0Rcs9VJS5BEk+XAQfcFSLyVFHkGSDwfRFyz1UlLkEST5ImF5Rd/lPb31UCpXnoIOHfiVs8zET7b+0cGzZtAT7aFqfqmA1oWK49CB1zoztf5cizzugHqiPVQdf3X81fknYwB/IokTwueJA6cyQ7LYpvNgZQr2UBpRnoIOHdT8Uqj4V4pckRKnCpNhZaJ7KI0oT0GHDjxvZmp+rgUVfnCxBzVQnoIOHdT6S1Vf8OPf/kUu+XNC+ntlHh55+IGDjRFg2KxuI1Ywhk5+d1T+Xl7zWz36KzR4oPbpUdluj33qWv86/ur8q+tPd7XAOoJVAzbywLDQdi0rGENZ15+6/tT1p64/th70rxB1/zPog0pfvbCyckXpin5qooabMx+bcqzscnE8by2guB8W/arAVTmfUw4WJ11H460F1Pw2gaxIqTJqvEq1/sW4jJXi2ljlnsrRWwuo46+Ov3R9JY8rHSA+Slp8HGkci/5Te3hrAXX81fFXxx/mT5oZanyWSJD5qOUY2i6+9dYC6vyr8+/Zmn+00S8Hqw9I0K2Byd9TMi21AFRL/1IY+lqMyYIuuAlPjJpfJkkaJVYrqhig2lr/7u9boEA+ujqgoxCijr+8MNf5V+dfXX9s2bC1glYMQLV1/a3rr/zFoniHwQApyMLpKISo7z/1/Qfj6Cm//8Z/MCuOsM5yxD0VQ9Ccjr7QYJjCpiBcWNrwd/qr+fNOoqhtrX+sQGe8FDXCAINNQbiwdfxJYWzp6NSzzr86/7CTL+aWOZ3xUmgwwWBTEC5snX9SmDr/4ujojKe6/tT1p64/aeHsms58KSRYYGFlKDUjMqPwMSGJc1gmYAyngjNf9CtOJ9YiWq42V64nwFTNX+tfxx82A9gWtGdfnX+8ZuTFJdepE5eQcj0Bpur6U9efuv7U9SeuJLwu5JXFUCfWIlquNlKuJ8BUXX/q+vN0rD+tW3d4iMWxyD5jG9xFOFFoY2o58t+boBn4ab2dg33GNb9WoKcktf5WFD/W8df9dFDn34CrZe0JxT7juv7U9Ucq0DMkQFpIjnX9qetP60KqXD2t60/v1fr2hGKfcV1/n+r6qxt9/tRoC1XsJo1Ora8VOR7jA+M2syVjKjpqQzn0vriSkf5qUPO3qqxF1oO+r9T61/FXzjYbGzbbGNf55xWIZYmzp64/XhIGdf3NVw3r+49OFhke9f1f54guqXqo779p0ajvP1aIPCrKiqQyZaNTSg7P4fuPXdHXZ0xPW5+YPE88//yUB6KiSeF0m3TCkUi/xewwNqv5u8UbwBQ1LZxug07Yiz7GLlJ1BN0+2kzRpHDays5bqRH19ZdC1fr7UIzDps7/7uQZwBRTrnC6DTphL3odf16KWLY6/rqDZwBTjKnC6TbohL3odfx5KWLZ6vjrDp4BTDGmCqfboBP2oj9/x98YuUU//nGRHnrWyaeSJJqjUWT+gCB6lXAjG7n83XP00veVAsTQe7TyDAekMHpAsOa3Ckh5av3r+KvzDytdWi9kUeFR4ZPF32GjLj7q+lPX32IY6KiIBxtJaTxhWHk0AeHr+sszDYWq84+rYqMFtYlexPFR15+6/hTDQEdFPNhoSWOGh44rTCRX9EckTJ9k8F5IwkHtSTIqLNpHJz48j0X1WAhNFo8D6CxYBCraRyc+an6rAw+VolApLGYAnQWLQEX7Wn+rVh1/adTY6NBjMVDyoBpAZ8EiUNE+OvFR6291qPNfB4OOkWKgpPKIGUBnwSJQ0T468VHHn9Whjj8dDDpGioGSyiNmAJ0Fi0BF++jERx1/VocXyviTC/r20hejIdUABl8eEU3fd4sg67O5275P79QiC4lMsOaXiSkzs9a/jj8ZBr5Gd2dKh8nTqs6/7tUzKlcuFJEJ1vWnrj91/a3vP/X9t77//p2+//bcusNvbhH3bytGe1/UD0mpm/7mqfVoE0ffXGv+Wv86/jCV2Nb5N2hmSJVicfDoHT51/dHq1fV38Malvv+kCdY7gdJ1UEyylq3zLxekt3x1/anrjwyMZ3H99Vt3dGSm8ZdHqb1n5rGaB6hu4Hv01tYCCMN6vwVBDkFoSyp5IGEhdmsBhGFb4eRSlCC0JZU8kLAQu7UAwrCtcHIpShDakkoeSFiI3VoAYdhWOLkUJQhtSSUPJCzEbi2AMGwrnFyKEoS2pJIHEhZitxZAGLYVTi5FCUJbUskDCQuxWwsgDNsKJ5eiBKEtqeSBhIXYrQUQhm2Fk0tRgtCWVPJAwkLs1gIIw7bCyaUoQWhLKnkgYSF2awGEYVvh5FKUILQllTyQsBC7tQDCsK1wcilKENqSSh5IWIjdWgBh2FY4uRQlCG1JJQ8kLMRuLYAwbCucXIoShLakkgcSFmK3FkAYthVOLkUJQltSyQMJC7FbCyAM2wonl6IEoS2p5IGEhditBRCGbYWTS1GC0JZU8kDCQuzWAgjDtsLJpShBaEsqeSBhIXZrAYRhW+HkUpQgtCWVPJCwELu1AMKwrXByKUoQ2pJKHkhYiN1aAGHYVji5FCUIbUklDyQsxG4tgDBsK5xcihKEtqSSBxIWYrcWQBi2FU4uRQlCW1LJAwkLsVsLIAzbCieXogShLankgYSF2K0FEFbrX8YtWG/RC8puuhJ0lSNtJvuOAGBz4w4yyWBhN9Jmsu8IALaTNRMmGSzsRtpM9h0BwOZ0HWSSwcJupM1k3xEAbCdrJkwyWNiNtJnsOwKAzek6yCSDhd1Im8m+IwDYTtZMmGSwsBtpM9l3BACb03WQSQYLu5E2k31HALCdrJkwyWBhN9Jmsu8IADan6yCTDBZ2I20m+44AYDtZM2GSwcJupM1k3xEAbE7XQSYZLOxG2kz2HQHAdrJmwiSDhd1Im8m+IwDYnK6DTDJY2I20mew7AoDtZM2ESQYLu5E2k31HALA5XQeZZLCwG2kz2XcEANvJmgmTDBZ2I20m+44AYHO6DjLJYGE30may7wgAtpM1EyYZLOxG2kz2HQHA5nQdZJLBwm6kzWTfEQBsJ2smTDJY2I20mew7AoDN6TrIJIOF3Uibyb4jANhO1kyYZLCwG2kz2XcEAJvTdZBJBgu7Eblp1e/R9+4gizY+4vV8wbg5H2Fj6c4cBGBj2+7DowrcIyG4aOOj5q/1l7FQx59PBUw6zBSbJ/BgjW0fParAPZKBizY+6vyr80/GQp1/PhXq/LOVAStF6ZWsxfLRowrcywK/KSjG4qOuP3X9kbFQ1x+fCsOsP2PkR3fidj9NKJ1ZvYe24q577hfdSGqHFyL+gF9U2usSf9An/vO9kRuR+TomvljxWUrKJvIxr3QxZgnxmyViq3QyaXLHjtIj9hpZ1SiKXs2fCmYFT7XWKsUy1/rX8VfnX11/6vpb33/k/aC+/8Y9Q3xjrPuPuv96evafr1xnbdqTxp1XfsTfuYn737hnFaS7Vo3KZhafW+KWd5j9t2XBrhjWWBw5v17RL2TuOEC7wt417T45iXgKso2Pv5Ev8viL/GPGjCRLcj2rpEkfKuz0TeOZIpCH9eusFkhDrUY1f61/HX91/tX1p66/9f2nvv/W/Ufdfz3b+89111nL9uqyb5V9ve1dk9XNbDzkraxTDIqwOw5Y2ouhHC1/59Yda4Sm1m/BobfelH1k7kuRHPzTTI+8yJXiBVfz22jqqV0/ZdWLMUVyqPWXEvYXK83JXDOvG2ZrHX91/OlVmgEDqEPnsVTnnwyduv7U9VcW37r+dhYKJWy1yGtGJAuuvv/U958h3n9aG30aYA4d0EBUmD/BiJsu1Fugcyz76ISdIJ1DB6piD2NeOQ54fwCjBiESSzqHDlTHXs1vc05rwoWhihocNUhq0jl0UOsvFeBq1PFXx5/9VbOuv/X9RxaHQbvnYtWg5bYDaXVx6EDV7NX1p64/df1J78k8MUabV50YE9SJQwd/1fxrbfRbGwnpeuDaUX7O5Gfbi+3p5ietKLvehinGLnBg0dE1Lu48W23X05gpxrknIIuOroEWdc1qRdl1IVOMXeDAoqNrXFzPX0ph3x+xEa116ykeU4xzJYEsOroG2vr6t6ulfk/xmGKcKwlk0dE10Nb6t6ulfk/xmGKcKwlk0dE10Nb6t6ulfk/xmGKcKwlk0dE10Nb6t6ulfk/xmGKcKwlk0dE10Nb6t6ulfk/xmGKcKwlk0dE10Nb6+0Z/cMHwRQJSOHSQK6poEB+DiMFa09IzDpF4HzZv0ryLDLiB4MG95VipKT3urp5/rX8df3X+0Qrh0AEvGHX9qeuvjIFBl8gwZmBt6JQeD6f6/lPff+r7T33/oRXCoQNeMAR3ednoy0+z8KLkGgetTrJbKrAgpXgRFCfdGI4/9w3qJT/HooMsJ1Qqan5bEGv9tQLF4Kjjr84/2XjJ/+v6I2Uo9qDFRKH3iBZP6y5gqajrb11/44Y0PYrBIU59/6/rT11/n7P3H7+iTyu8ztS8bGeEOey2mMzO5r16oiAzy8fcpuZHlawmueoZcbUUl0083Kbhm+WjNxEAlXE5a0asVlw28XCbhm+Wj95EAFTG5awZsVpx2cTDbRq+WT56EwFQGZezZsRqxWUTD7dp+Gb56E0EQGVczpoRqxWXTTzcpuGb5aM3EQCVcTlrRqxWXDbxcJuGb5aP3kQAVMblrBmxWnHZxMNtGr5ZPnoTAVAZl7NmxGrFZRMPt2n4ZvnoTQRAZVzOmhGrFZdNPNym4ZvlozcRAJVxOWtGrFZcNvFwm4Zvlo/eRABUxuWsGbFacdnEw20avlk+ehMBUBmXs2bEasVlEw+3afhm+ehNBEBlXM6aEasVl0083Kbhm+WjNxEAlXE5a0asVlw28XCbhm+Wj95EAFTG5awZsVpx2cTDbRq+WT56EwFQGZezZsRqxWUTD7dp+Gb56E0EQGVczpoRqxWXTTzcpuGb5aM3EQCVcTlrRqxWXDbxcJuGb5aP3kQAVMblrBmxWnHZxMNtGr5ZPnoTAVAZl7NmxGrFZRMPt2n4ZvnoTQRAZVzOmhGrFZdNPNym1Y//YBauchVdktogHSmmT1D9+HFNcvlH+phXiNF+4iU9tZrfrrLV+tM1MRpLBulIsTr+pBhajzr/6vpT19/6/pPeVNXEtUHWheI9meOG6/tvff+1L9XW91//mxTtMQzSkWJ/L/sPuqLfWgCKk4kxJtKWlClvTttVjztI3ZDv7VqgI2Gi5tcpySXx8tX6+3Ll9XFQx5+Wgurh46YFOhIm6vyr80/eEnlI+PCp609df9J2yceHg7r+aimoHj5vWqAjYaKuv3X9fWrrL230bSCVwyldDGBSxyMRCs2Px/jIFxCyDgjWlHy0CMcdO4CeCIXmx2N81PxWB/5whorBQpFtriHq51oHUBOh0Px4jA+0r/lznYBgrVJ8tAjHHTuAngiF5sdjfNT6Wx3q+MvjBAgWFcrWIhx37ABqIhSaH4/xUcef1aGOvzxOgGBRoWwtwnHHDqAmQqH58RgfdfxZHer4y+MECBYVytYiHHfsAGoiFJofj/Hxtzj+dKPvT9uBPWH+5oCHHCQNTJvv9UEmWxoel9Yr/qYoHlpmgMTJumA0H6IyMdhO3zW/jFobtgNrhJfBBbX+WoHeeoBMtjQ0yFFDEdT6l+VECVOJ3LT5Xh9ksqWp9Ud5UNS6/tX5V9efuv5IBXxpcIBFItk23+uDTLY0lAR9iqCOPy0GKpdfiKdW/3xFnxZ17gIJYDkGnGMZIQarkU6YiJrfBzVqFi0qBMsx4BzLCDFYjXTCRNT61/qnRRVjJlqMEFiOAedYRojBaqQTJqKOvzr+6vjDdHGLGQLrAQI5lhGFFWqkEyaizr86/+r8a0+b5837X97o8ynS/M+rBAuA28K8MYCi10qzRm7w9C8+tEXtbtu+67uBLuPiDERU89f61/GX/8iYJ4eg9iRq+y7uBrqMizMQUZ1/df7V+VfnX14UCLUXkbbv0m6gy7g4AxHV9aeuPy+k9afc6OsEkA+2mBIDPuUjzBsCm2CtaQZXbTzEPYSUN/EIc3/FjwTU/L1XGbheeLGslq2KwlUbD7X+dfzV+VfXH1kIZJHH8qALgy0OsgGq6399/0sjor7/1vffnqv8vF7U/YdVw9bS1ooKV208PHf7L9vo4wnZc05PiBZ8fkvo0VKzpwbRFyy1LinyCJJ8OIi+YKmXkiKPIMmHg+gLlnopKfIIknw4iL5gqZeSIo8gyYeD6AuWeikp8giSfDiIvmCpl5IijyDJh4PoC5Z6KSnyCJJ8OIi+YKmXkiKPIMmHg+gLlnopKfIIknw4iL5gqZeSIo8gyYeD6AuWeikp8giSfDiIvmCpl5IijyDJh4PoC5Z6KSnyCJJ8OIi+YKmXkiKPIMmHg+gLlnopKfIIknw4iL5gqZeSIo8gyYeD6AuWeikp8giSfDiIvmCpl5IijyDJh4PoC5Z6KSnyCJJ8OIi+YKmXkiKPIMmHg+gLlnopKfIIknw4iL5gqZeSIo8gyYeD6AuWeikp8giSfJGwvKLv8p7eeiiVK09Bhw78Y0Jmeq4mee4IWJkCPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH3ltmejOkRNGwMtE9lEaUp6BDB95bZnozpETRsDLRPZRGlKegQwfeW2Z6M6RE0bAy0T2URpSnoEMH1lvTjMg/mCV/zk9/r8zhlIDScgwYNqvbiBWMoZPfhK35a/3r+NMJ0T9D7K9rHAOGxWzqWlYwhrLOv7r+1PW/vv/ZetC/QtT1J749cW2AYbGadi0rGENZ19+6/j7z6y9d0U+DUA0PSObj4OQYBuviW28toLgfFP2qwFU5n1MOFj8pKb21gJq/5/YsLZBXqda/GJdxIHFtaGAtJvTWAur4q+PP7wfHuNIB4qMkjzenHCzmiCtl3lpAHX91/NXxh/mRZoYanyV1/hXrUqwV1wa1W3zrrQXU9efZW39oo1++WP6CgG69MPw9HdNSC0C16V9xQz9qISjIwukohOCBUfPLICmuglPFANXW+nd/XwAFKoZc4XQUQtTxlxemOv/q/Kvrjy0ZtlbQigGotq6/df2VK7ajv7sU0ehgCHlAiPr+U99/MI6e8vuv3LcTx5QMrNZ05J58tGXQ0eeQ9mYvSWu4woWl4dzpr+bPO4mituZ06lVoUGDYFIQLW+svhbGp06lnHX91/GEnW8wtczrjpdBggsGmIFzYOv+kMHX+xdHRGU91/anrT11/0sLZNZ35UkiwwMKmIFzYF9D6Oybeot/6uEmnLwtQDKcB5/UpimpOJ9YiWq42evKJBeGBM69SvOZebwtLrra8YtZ28scFMD5ak4DbzL5+cpj727vD8q9dK6w6cWOVc1wJOSjXE2Cqkx+NW5bbaKhFtNws6QkwVfM/c+NP68zFTq8pU8/X+l9yyaXh17/5ddj/4/uFlVdZuRjNf+35X3LpJeE3v/pN2P+A/cJKK1nf3CeSKdcTuPa668Ktv/td+OCHPhhWWnGlZ2z9GZSfn9Iz8fo//vjj4Zxzzg0bvXajMGGbbbHXRVmetfX3uTp/nGjNLy89D7ZUGKaeifFX628VqOOvjr8Xyvxr3brDS0ycDOwzTktFD4U2FpIj/70pNZNPD7pRXzhzbrhjrzNUst5pHwrLrrOGKPDHiSjmBE149MY7w1+O/ZHya+2/Q1hly/9bymMTaXPfGVeHmZfdFFbebIPw8kPe1dWk/CovDpzP+sqN2zFNlcPej+n8OMr5exMH7RzsM04NeijUzEJyrPm7r9Hz6PUfaUbCzTffHFZdddWw3nrrycDwV15m0uDXf5d3vzvcc8894bMnnhi22nrrAQPK+rIg4wFypZuwyy7vDtNi3589IWy95dufcv2PP+74cN7554ULLjg/vOIV6w5OJk9p2PNvXyjoP0c+Z8aDn9Li1H/69Olhu4nbhYnbTQxHH3106iyadg72Gf91+bH+UuIBHXJOxgPkSpvOj3X9ecrjP78uXHPGtf401HK5iKzjLw47qUKdf3X+yZZaN/p81cDebOKMSRtunTE+bXQqYSue2ZJRER+iMA661lX4hTPmhqkfOj3IXiW85vS9wzKveLHptG2Zf2TugnDHPl8OC2fOkW6asPa+O4SV3/46G8x4rumN8r4vXRlmXXqzbPQ3DC/7xDvTKXXza5qYUTZ++KvFs3n+Nb9VoNZ/+PE3e+aMsM22E8Jb3vLW8IUvfE4KirmI0SW2Z/796le/DrfddmvYY889wrLLLPu0jv9f/epX0vdtYc89pO8Xvag3Pz27zvw77vjjwvnnXxAuOP+H4RXrrBNXKT0vPQ1F1jr6w56/9ZD6eZbn/4wZM8KECbLRl81+3OjX8T/8+NfNjI95Gyf82irWgSOH1vsPdLX+tf71/R/vGzpZZGqU+6/otyJptxVZbguM2SVWG8qhzj8qSobPxvpjV/T1tbIXzGF8Hj2vWX56JYrt4kObFI7xfER4RK7oT9nrSzIQmrDeGR+UK/ovscEDAeW//wuXh1lX3xqWWHHZMDLn8bDWx98RVnm7XNFPD25y3+lXhVlyRX/Ft24Y1jlENvqtB2s1FAnaTCiMAcqvulEORZ+F023UCdf8tf5Djr+ZM2eFCdtuGzZ9y2ay0f/CU5p/Prz/xsbf8cfGjf754YIfXiBX9F/RnUDE/D2e/3Td6G8bdpi4fTgqXtH/G6t/Xf/SAPMJQgNuACzW9MLpNuiE6+tf1/8h13+MrmJMFQ4U2XbCdfw978ffGPsV/TwI0rtOImhI6GAoo1Fk9IAgupVwIwM5f/fc9E/K1fk/ykY/rqfryRV9u3Un9aVtIw5h7k13h2mf+kFYdZvXh4Vznwhzb5wqG/3tZaP/ut78951xZZh92c1hBbmiv066ot+XPz57flaaLPWYcUTyDNPT4mcXI+YPCEZBfEi45udKo4q1/lwVHyy2XbeBo2T/+PvqV78aLrzwIrkF5+6w3HLLh7X+Ya2wwYYb+O0gJ59ySvjljTeGTx5+RDjj7C+F2265NXxo773D3nt/KJx62mnhZzfcEM4+98thlZX5Hn28NjFxxPFR5v/ztGnhwEmTwo477hgenTMnXHnF5eGBBx4Mv/j5L1R66qmnhp/+9Kfh3C+fG1aO9+hLN0/K/779zW+HGyTn5Mm/Dy+XK/Uf+fCHw13T7glXXH55+KK0+Yc115RcTThObt05X27d+fKXvxy+853vhN/+9qaw1JJLhY3ftHGYdPDBYXW5TSk+FnX+KooHyY/5d4rU5MYbfxGOPOqo8KXTTw+/vfmWsMbqq4d//chHwvYTJ4Yvf+XccNGFF4dZs2aGjTbaKHzsYx8Lb3jDG7UPlCHW7evf+Ea44447wlJLLS26DcJHPvJv4Q2vf4Oef0w5LdbooElhp3fsGOY+OidcdtXl4aH7Hww//8UvwowZ08OE7bYL28t/Rx59jL7a8atSxx93XLj5lpvC+967W9h11131iT/wwANSg++Gn//3z8PD0x8O4//xH8NOO+wQNt9ii5hGX6F4re2UUz4XbvzFjeGITx4RzjzzzPA7+Y7D3h+W1/pDexfnr41Sqxj4a8Yf5+cxYjnoSPWv+XPVav3r+KvzL+8Ky7UB8yTa8v1HPH/Edyj/q545HnNQ1594686IlCGVakChBtBex0WBon104kNerXiP/tS9TlfnVXKP/ovWkVt3+FWUyMi8heHOfb4awrz54dVn7h3u/cJl4dFf3hHWThv92FX7ETf6s2Sjv5Js9F8uG/1B+a2dRfVYCHOvA+gsWAQq2kcnPvw8LarHQmiyeBxAZ8EiUNE+OvFR81sdUnW1RkWhUljMADoLFoGK9tGJj6eh/hddeGG45tprdVMdN6sbb/ymsO4r1w377LOPpjjooIPCdRJfbY01wsIFC8IGG2ygG893yAY9bggvu+yycLls0tdYfQ07x+KJahd6aNNTp04Nu+++e1h99dXCrNmzw3qvWk83y6efcYbqjzjC+r7iiitEs7r2fZps5L/2ta+FFeQDycZvGhvuf+C+8L9/+t+w9lprhb/85d5w/gUXhHXXkav3UpfjZMMbb91Z6x/WlA36mPDqV7863PQ/vwmPP/GEbKpfG77+9a/rrUaLOn+cAT//gycdJDW7Lqz5Dy8Nq6y6SnjpS14S4m1M86U+m22yqXyo+J8wbvz48Oijj+pmecWVVgo//OEPw2rpw8Wll14aPvnJT4YVV1wxvPGNbwwz5QPB7ZNvl9uflglfkQ9escbxgRrF12XGrFnh1fL9iViLM04/I0yfMTNst922YeL2co++fOCQPb5+8LjoxxeGXf951/CJT3xCz+/xxx4LH5QPZvEDxYbrrx/WePEa4aabbg7z588Pn//858Nmm22GUwwHy2t9zTXXqmbBfHmt5QNf/CAW/+PzVye2ehrGnydfBKj5W+Wu9W8V5LnZf9iwtdGpx2Kg5kE9gM6CRaCifXTio84/q0NanbRGRaFSWMwAOgsWgYr20YmPF1j94/2h9oiX9gc9RlJQzGiyvuZZL1+b6xEsnP1Y86T81zzZExTq/i9d2Uze8YRm1lW3avJpR1/QTN7pRPFv628g7JPzFjTa7+PzKWd/fu+k78kh+AyeP1LQE3XKQc1vpZDXaLSXyetFIOufn6//jOkzmnHjxjX77vtxOmuDkyZNasaOG9vst9/+zbx5TxS1O/zww7WdfDHUxLlQnX6a1vibMmWKtB3fbLrpps0vb/xlR3/4Ebnv2O3tt/+hGTd2bDNxh+0bzyf8t7/1bX0O4+X5333X3d7PMcceq/xHPvKRZv68efKijzRz585tdtl5Fzkf0d6dtaOdf+wwn5a9/rEmsV6f/vSnPd/VV10lz29c8+Y3v7n57f/81nnZ0Dfxud1w/fXGSWfyl4DmAx/4QHPnnf/rum9+61taj7PPOds5q9G4ZpNNN2l++ctfCZ/HX6xBfA7xNYgPuZKv+U844QT1cZDbejT/l8891yjJf8eddzZbbLFFs+WWWzULFy6EtJk06SDtc7/99mvmzZeapUf7/MF3bBZ2Qu3XvysYzORu8/n3qrOwG26Nv65gMJO7rflzLXrqNVqw1t8KJjUarUw9VSV9HX+j1m60YB1/f/X4k1+tGPDQ4g6M0gDuaR+b4b+esE8X0QzMIPnn3jZNNvWfbe76xHe8l3tko3+7bPRnxo3/oAdyD+7cWi4i/yjPbvDzjj3X/LkGva9RemFq/QePo8Wcf/LFTt3g7bvvvrnSafxNOtA2f5Mn355jikZ0kxk33w9jo99S2OYuvU6t2FTZ6McNd9xU9j0OP0w2+rJxnv7wDA1/73vf0w3rj370oyTPr//7dttNnz9v3o+NG315btdee03R/UknnaTaa66+2us22vm7iHqxjf7Y5o9//KOO0fhM5s2br/3utvtuWSn1v/TSS5T/7ne/m/mEuDJye43qDv3EoRaV4JQ/yoehseN7azR9+sOqj3X6bDqnk08+ucwh+XfZZedm4sSJJS/eydIm1l/+auAxPS+p+eTJk/Pc4yfpyghSQMxgSYwMjI4SSc1GbZ76FTMww2KO/3g2nQdyD+7cmtT8tf6dwZOIOv6kEAMn0CiR1AxzsLe+qd86/wbX8Wkef3JFn15Mgnh9Sip5IGEhdmsBhGFb4eRSlOG8hc2d/35uM3mXk5snpj3s2j8f/UO5wh+v6NsVfu+zANYRuoN1SUGQQxDakkoeSFiI3VoAYdhWOLkUJQhtSSUPJCzEbi2AMGwrnFyKEoS2pJIHEhZitxZAGLYVTi5FCUJbUskDCQuxWwsgDNsKJ5eiBKEtqeSBhIXYrQUQhm2Fk0tRgtCWVPJAiu3d6KY5feCkA3WDLffRozuz0u7wI47Qzeb0GZhbEkK/pC4p83QTKxvNuPHuexxxxGHat9xTruHPHHmk+v6Bgzr9z898WmO60U+8XdEf39x115+Kp/TjH/9Izmd885OLf2JpRT/a+SMNbGwk3y3QDfgc+QuBdyIgXmH/6L9/NHFmbrjhet1Qf/s7uNBgPV115VXNcccf3/zrv36ked/73te89a1v1faHHHJIaj/SxCv6cTN+imzgOX8UxA9AcnuQthk3fqzaefqXi9RczJw5c5vx48dpH3vuuWezh/y35557NO/f8/36ISo+34svutgb4C8Vc/S1tozIC+vigiCHILQllTyQsBC7tQDCsK1wcilKENqSSh5IWIjdWgBh2FY4uRQlCG1JJQ8kLMRuLYAwbCucXIoShLakkgcSFmK3FkAYthVOLkUJQltSyQMJC7FbCyAM2wonl6IEoS2p5IGEhditBRCGbYWTS1GC0JZU8kDCQuzWAgjDtsLJpShBaEsqeSBhIXZrAYRhW+HkUpQgtCWVPJCwELu1AMKwrXByKUoQ2pJKHkhYiN1aAGHYVji5FCUIbUklDyQsxG4tgDBsK5xcihKEtqSSBxIWYrcWQDja/GVc3MgEa3cy9R5NMljYjbSZ7DsCSPaxW+8J0w7/bgjyZbcV37iO3qcVQ09MvT8sfOSx8KJXrBGWXnPV8LL9dghLrCQ/4UcPdJWpNpN9RwCwuXEHmWSwsBtpM9l3BADbyZoJkwwWdiNtJvuOAGBzug4yyWBhN9Jmsu8IALaTNRMmGSzsRtpM9h0BwOZ0HWSSwcJupM1k3xEAbCdrJkxix1kzZoW3T9gmvPUtb9Ff3YkqdHHQwQeFa+W+7euvvy6ssMKKuQNRHHHEJ+0e/cuvDGussVpuhMakbsMpco/+HrvvJj/NuWc4YP8D2uEgHyLC5ZdfFvQe/dVWD6ee+kW5P//r4bTTTg2byH3wOVkI++13QPjZz26Qn9KUX9hZV+7Rl/z685rnnS/3xl8Q1qFf3blQvpMgHxrCkfLfO3bYXvoZE0Y7//zE8kkdJPfoX3vdNVKTG6QmK3it5ANE+MdN/jGccZp8zyDdv/lT+dLtfgccGA6edGCQvzxod/FLvD/+8Y/D0kstGV73+teHNV+yZlg48mSQ23/CNttsE44//njt84477HsMe+y+RzjggP31ueL56Jdx5ec140OWYLkfvwnv3Omd4VOf/pSX5uGHHg7byz38I/JkJk6YIH3Gc7DH3fJF35fI/frxOW2q9Qwhfh/jWvk+xvXXXx+Wl/PyW1C1ST5/6yH7jgBgU64+Y5LBwm6kzWTfEQBsX+LEmWSwsBtpM9l3BABb8w+sgJVocKG6kTaTfUcAsAOzY4oMFnYjbSb7jgBga/6BFbASDS5UN9Jmsu8IAHZg9vr6W4kGF6obEcY/BDjgzwGECUIKynx4sFCV1qMK3CORcY9Nvqe5fdeT5b9TzL472lP0av7kd57Y3P6uk5rJ4i948NHUFn3BUpcEParAvR5FjCEuliDEoMyHBwtVaT2qwD0SgYuWMEGIQZkPDxaq0npUgXskAhctYYIQgzIfHixUpfWoAvdIBC5awgQhBmU+PFioSutRBe6RCFy0hAlCDMp8eLBQldajCtwjEbhoCROEOFJ6j7pc+d13348lGsJG7tu2+9HtKq+FEdXba+T+fb5nvlREJdRiCU6ZOkX/UnBScbtJFvj9/w/b/f9XxXvg5Qq0fMnWu4ng4Ycfarbaaiu5us333Y80euuOPLe7774rn5PoZYOtV7N/cold0Y8ZRzv/1Lgw8Yp+vFI+59H4Vw4853RF/6Pxij64kUY+IOnz/s53vq10/OvB+HFvbnZ6507NXLlyDuWf5C8P4+T5HqxX9I2dOmWqtm3fkhOjM+I9+nKbzVZbbanfPXjPe9+j2vN+cF6Rf8KEbZt3v/vdxiEZLCkFymt9oPYxZw7Ww8h2H95cgXskBBctYYIQgzIfHixUpfWoAvdIBC5awgQhBmU+PFioSutRBe6RCFy0hAlCDMp8eLBQldajCtwjEbhoCROEGJT58GChKq1HFbhHInDREiYIMSjz4cFCVVqPKnCPROCiJUwQYlDmw4OFqrQeVeAeicBFS5ggxKDMhwcLVWk9qsA9EoGLljBBiEGZDw8WqtJ6VIF7JAIXLWGCEIMyHx4sVKX1qAL3SAQuWsIEIQZlPjxYqErrUQXukQhctIQJQgzKfHiwUJXWowrcIxG4aAkThBiU+fBgoTIr/1hVBP1BlvYrwMJyC+lV7zOy/guFOO4rcK/sgDwo7jn6fPoyLlhYaiDwmcjfypDcmr+si3m1/hgXrS9iCY3IXzv/Zs+erZvMnXfeufMSHHigbf7myubP80WVOIcdLrfuyO0j03UzXkQ7/aQmzuPLuCefjFt3yvZHxC/6ymb64Yft1p3Zs2bqF3HjZv9LXzqz+YN8OfeGn/6sef+//ItueMfL7St33z3N+z/mWPlyqmj5vv2YQTf6wv/kJ+nWHTmR0c6/b/zpl1Zlk/2o3BqjD33qI5JvfPNR3ej705CN/vX6POQnPrV++ILtv/3bvyWRnXesQ3y+hxzyCW8cPwyNle8Z2Ea/fP0flpqPlXzx9qnY8bRpd8kXbN/WbLLJJs3vbv2d9xG/RD1eXqOr6TsJMfjNb35Tv3x75513JO1I+lA3Xj445Nu0+s5fG0hOe+biKXAv9dc1/QqwsGW7mh91KV//WHNEav3jmPFqlAOIvH4FWFhqEHt9BvYfrQzJrfnLuphX649x8dzPf72ij6ejL487Dvpew4KDEvMK1kUQOFGCIuyOg0Icv4xrv7qTv4wLJfLCekMInChBEXbHQSnu8aBEXliXQuBECYqwOw5KcY8HJfLCuhQCJ0pQhN1xUIp7PCiRF9alEDhRgiLsjoNS3ONBibywLoXAiRIUYXcclOIeD0rkhXUpBE6UoAi746AU93hbvX1r3WjKbTCN/CNT9j1a0eGK/txHcT96bqybcdmcxiv6RSZ3HORGCfH955GCEud9WPwybupbm4jg9ttvb7Z46+bKx1j8NZtddtmlOfTQQ/U+dN/Ui/Y4/dWduPnPv64T+/nxhRdq+7zR196bQedvUTniCQr0mtD3FmI4Pifd6Ls2XtG3jf530z36MTRhwgTVHnbYYc3Xv/Y1/UWjTTbbVLmDD7aNfqxD/MJy7FM3+t6ndCCPWPN4/vjVnRi+7rrrdFM/cbuJesU/Pul4/ltvvXWzmfy6kfxkaSM/39nsv//+2u973vve5sn0qzuxfTyvsWPHy7398peGVj4+/5i//Sjk7jhoyzs+lMgL60IInChBEXbHQSnu8aBEXliXQuBECYqwOw5KcY8HJfLCuhQCJ0pQhN1xUIp7PCiRF9alEDhRgiLsjoNS3ONBibywLoXAiRIUYXcclOIeD0rkhXUpBE6UoAi746AU93hQIi+sSyFwogRF2B0HpbjHgxJ5YV0KgRMlKMLuOCjFPR6UyAvrUgicKEERdsdBKe7xoEReWJdC4EQJirA7Dkpxjwcl8sK6FAInSlCE3XFQins8KJEX1qUi6Ny6Y43Q1KQF1+nFuxsAcl+K5JCZbhOLlQrm7jlGvowbf17z2tu6jXuZ3JciOWSm28BipaLgnuPz776Ld8+hZPK5KJJDZkpl9CxWKgqunn+3aKMyuZaK5JCZbkOLlYqC66l/vOIrv8kum8exzV577eWdyj36sikcq7eHRFL7kUO0+OnIeHWZH0WuFCg4yX/HHXfqFftTPncKN3X8KflZSt3oz4h9W+sYlN/Bb/77Z//dfPkrX2nk/n396czPfMa+qItNfVQfd5z9vOa0e/4cm6UeRuTLpxfJXwDGyq/hXKY8DoPO3+I5f0Ryj758sMg1QR/xyvk+//Efnivy111/g57nd/RXd6yfKfJrPe95j9xqI3+xiP/Fv6TIPwKm+DD50IKH/Pa9cqeccjIo61u6iV9SjvWJdeKH/DsE+qHnIx/5V6dv+d0tzb9/dJ9mU/kwET8cvFme56GHHtY8lP5aAmF8rePrH3+GtHyU5x+fRGZKZfQsVioKrmf8dXthJvelSA6ZYZ1hi5WKgqv5u0Ublcm1VCSHzHQbWqxUFFytf7doozK5lorkkJluQ4uVioKr9e8WbVQm11KRHDLTbWixUlFwf6f1HxNPNX/vgW7jd+hAZezFlvLv2dgX2jiQO0xo1CCpSefQQc0vFeBq1PrX8cfzb/7C+fIlzDFh6aWXpjkVIY+aVkjc+A8wxX/JNv6zNfFfatRHagIusvEfr1r7ZWuH1264kUlEw/nR1DrIxwcffEC++Ht5WGvttcK222zrgcefeFy+VPuOIL8HL//Y0zXyr8wuKbEyf/u585m0x/+w5+9PiOvkiRyoDN4jj8wO8+YtCC95yYutFQK5M0KjBvt13sTAAnmNZHMfXrLmS8PS8q8Ex0f7/FE66jBB76wbKhjSOXSgSvZq/sUb/+0xXJS8cKi6Dh3U+ksFuBp1/NXxtzjvP+WoKSZcy6HR5dDB3/X8a230y5KUp9iqSZpyo2tyG9NltaLsupApxi5wYNHRNS7uPFtt19OYKca5JyCLjq6BFnXNakXZdSFTjF3gwKKja1xcz19Kkf79RS2K1q2neEwxzpUEsujoGmj/tl//hx56SH7hRX7FRk5GfgRGN++K5enbtlu3+ers/K6d5Rd7jpDI4p//wgULw07vemd4SDb8u++2e3jT2LHh3vvuC9dedXW45dbfhQnbTQjHHnOsFovryThXEmjx88cWbbX6PQmYYoys2Vp0dM1gtbbracwU49wTkEVH10Bbz79dLfV7iscU41xJIIuOroG21r9dLfV7iscU41xJIIuOroG21r9dLfV7iscU41xJIIuOroG21r9dLfV7iscU41xJIIuOroFW3rpxRX9wA7vKx5uk9K4pvQxqNYiPiRGDtSdTesYhEq8y1vxUIYcOuGCCB/FRhhisNS094xCp9X9+j78FshH/+S9+njb1trmP4yG//ktIbESGjlzRf/na4TXrvSZ9Ahg0arq8/IZ++LT8fOSf/vS/8kFCZrNcjhszZkn9Ccn4U59LL7O050fmnP/5Xf94nt2KoQp1/a3rTx3/9f2fVgiHDrBYJDuIj2HEYK1J6aVu1NT15/mw/shGf0Re4/Tn8vjC+ivugF/1ApcKDIgkKYLi6KVCMQLjn1vyoxDW/F4OB7lULVQqav1tQqYiFcURp44/nebP5fwbkcXlz/f8Rf67J6yw4vJh/Q3WD8svt5y8YLQg+OvmoDXqs1sq6viv4z9uiNOjGBzi1Pn/nM//+OI8l+tPzV/r/0Idf35FX4aArJC+TIqHt42MsIa6LZsMpCEzy0dvIgAq43LWjFituGzi4TYN3ywfvYkAqIzLWTNiteKyiYfbNHyzfPQmAqAyLmfNiNWKyyYebtPwzfLRmwiAyricNSNWKy6beLhNwzfLR28iACrjctaMWK24bOLhNg3fLB+9iQCojMtZM2K14rKJh9s0fLN89CYCoDIuZ82I1YrLJh5u0/DN8tGbCIDKuJw1I1YrLpt4uE3DN8tHbyIAKuNy1oxYrbhs4uE2Dd8sH72JAKiMy1kzYrXisomH2zR8s3z0JgKgMi5nzYjVissmHm7T8M3y0ZsIgMq4nDUjVisum3i4TcM3y0dvIgAq43LWjFituGzi4TYN3ywfvYkAqIzLWTNiteKyiYfbNHyzfPQmAqAyLmfNiNWKyyYebtPwzfLRmwiAyricNSNWKy6beLhNwzfLR28iACrjctaMWK24bOLhNg3fLB+9iQCojMtZM2K14rKJh9s0fLN89CYCoDIuZ82I1YrLJh5u0/DN8tGbCIDKuJw1I1YrLpt4uE3DN8tHbyIAKuNy1oxYrbhs4uE2Dd8sH72JAKiMy1kzYrXisomH2zR8s3z0JgKgMi5nzYjVissmHm7T6sdbd/App+iS1AbpSDF9gurHj+uSK39WEEeIdCXFn0UPqPmlbFo+fLiy0qGWVlY6FnWONRa9fyuFCxxj0nHxmnDccK0/ylfr79dEaYwZpCPFbI7X8Vfnny5grbVGBkpdf1o1qetvuwL1/ae+/9T9T3wnfeb2H3RFvzX9ijfzGGMiPSWmvDk9XY87SN2Q7+1aoCNhoubXIcEl8fLV+vt08fo4qONPS0H18HHTAh0JE3X+1fknHwl5SPjwqetPXX/S5QIfHw7q+quloHr4vGmBjoSJuv7W9feprb+00beBVA6ndDGCSR2PRCg0Px7jI19AzjogWFPy0SIcd+wAeiIUmh+P8VHzWx34wxkqBgtFtrmGqJ9rHUBNhELz4zE+0L7mz3UCgrVK8dEiHHfsAHoiFJofj/FR6291qOMvjxMgWFQoW4tw3LEDqIlQaH48xkcdf1aHOv7yOAGCRYWytQjHHTuAmgiF5sdjfNTxZ3Wo4y+PEyBYVChbi3DcsQOoiVBofjzGx9/i+NONvj9tB/aE+ZszHnKQNDBtvtcHmWxpeFxar/ibnnhomQESJ+uC0XyIysRgXNIiaQAAFtlJREFUO33X/DJqbdgOrBFeBhfU+msFeusBMtnS0CBHDUVQ61+WEyVMJXLT5nt9kMmWptYf5UFR6/pX519df+r6IxXwpcEBFolk23yvDzLZ0lAS9CmCOv60GKhcfiGeWv3zFX1a1LkLJIDlGHCOZYQYrEY6YSJqfh/UqFm0qBAsx4BzLCPEYDXSCRNR61/rnxZVjJloMUJgOQacYxkhBquRTpiIOv7q+KvjD9PFLWYIrAcI5FhGFFaokU6YiDr/6vyr8689bZ437395o8+nSPM/rxIsAG4L88YAil4rzRq5wdO/+NcWtbtt+67vBrqMizMQUc1f61/HX/4jY54cgtqTqO27uBvoMi7OQER1/tX5V+dfnX95USDUXkTavku7gS7j4gxEVNefuv68kNafcqOvE0A+2GJKDPiUjzBvCGyCtaYZXLXxEPcQUt7EI8z9FT/SUPP3XmXgeuHFslq2KgpXbTzU+tfxV+dfXX9kIZBFHsuDLgy2OMgGqK7/9f0vjYj6/lvff3uu8vN6UfcfVg1bS1srKly18fDc7b9so48nZM85PSFa8PktoUdLzZ4aRF+w1LqkyCNI8uEg+oKlXkqKPIIkHw6iL1jqpaTII0jy4SD6gqVeSoo8giQfDqIvWOqlpMgjSPLhIPqCpV5KijyCJB8Ooi9Y6qWkyCNI8uEg+oKlXkqKPIIkHw6iL1jqpaTII0jy4SD6gqVeSoo8giQfDqIvWOqlpMgjSPLhIPqCpV5KijyCJB8Ooi9Y6qWkyCNI8uEg+oKlXkqKPIIkHw6iL1jqpaTII0jy4SD6gqVeSoo8giQfDqIvWOqlpMgjSPLhIPqCpV5KijyCJB8Ooi9Y6qWkyCNI8uEg+oKlXkqKPIIkHw6iL1jqpaTII0jy4SD6gqVeSoo8giQfDqIvWOqlpMgjSPJFwvKKvst7euuhVK48BR068I8Jmem5muS5I2BlCvRQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHXhvmenNkBJFw8pE91AaUZ6CDh14b5npzZASRcPKRPdQGlGegg4deG+Z6c2QEkXDykT3UBpRnoIOHVhvTTMi/2CW/Dk//b0yh1MCSssxYNisbiNWMIZOfhO25q/1r+NPJ0T/DLG/rnEMGBazqWtZwRjKOv/q+lPX//r+Z+tB/wpR15/49sS1AYbFatq1rGAMZV1/6/r7zK+/dEU/DUI1PCCZj4OTYxisi2+9tYDiflD0qwJX5XxOOVj8pKT01gJq/p7bs7RAXqVa/2JcxoHEtaGBtZjQWwuo46+OP78fHONKB4iPkjzenHKwmCOulHlrAXX81fFXxx/mR5oZanyW1PlXrEuxVlwb1G7xrbcWUNefZ2/9oY1++WL5CwK69cLw93RMSy0A1aZ/xQ39qIWgIAunoxCCB0bNL4OkuApOFQNUW+vf/X0BFKgYcoXTUQhRx19emOr8q/Ovrj+2ZNhaQSsGoNq6/tb1V67Yjv7uUkSjgyHkASHq+099/8E4esrvv3LfThxTMrBa05F78tGWQUf//9k7f11pjuOKX1pgokCwAkugAcGOBMmR3kARE7+EXsuw/ShO/ATOHNtQYCuSDEigBJof3V3Vv1NV3T0rkwQl/qkFOHXqnNPT99ZW98zu3f0Ykp3Nn5KtXUmJqZ2P8/X8cSdRauvJUa/iocDEJZISu/6jML50jnp2/3X/cSdb1pYnR78UDwuMuERSYq+/UZhef7M7jn7q/af3n95/1sZ5hmO9FAsbLHGJpMRv0f773vyI/vZyM/36YwOa8mo41acU1ZND24gttUHGXYRM9fxd/+4/boa4LToXYF4zsbjCd+hDMu4iZKrXX6+/Xn+9/uZOkveF2FkcHdpGbKkNMu4iZKr3n95/ev/54vvP9tGdvMTmWsx5xr64i7woxrh7HPPfm/A8vluxz5HzjHt+q8ClJF1/L4qO3X/nq4Nefw/vFu4LKucZ9/7T+8+owKUlIF0ax95/ev/x+7S1acy+GX1xfbd+b6icZ7xOdaG6/7woOvb6s/VnN/r5VbM3ymyk1Z1WMZXNOoy+DbYyqw0jTOPcFa/NPfs+XrX2/FasUa+uvzWQNZkd7Lo6udptrpn3fuVdLTV83X9epu3Y66/3H9416/137ifz0fuvlcG2V99jt8qs3dY18/b+G33jBYmyzNr09SdXRbivP1/+9cff0be16gtWcD4N3FHpKXkGc9x82JCSOJ+Ph6xJ3/Ot4jDk0XdchpTk9B/yJNb/LlNwDuvf/yzeA1NqWpJzwCGr6P38qxSzbN1/Z/M8MKWnSnIOOGQVvftPpZhl6/47m+eBKT1VknPAIavo3X8qxSxb99/ZPA9M6amSnAMOWUXv/lMpZtm+Qf33nv8r+rkZ7FddRGqJRaP+xy//yzz+V6hNzKebeMifjhvp+O75IMar2/Eq4+3d+NOKvdCdh3kyvSswMY+pDTzD8P3F8KH2/LOUFMdrRNUUh9z17/7r9cfOPRZE7z+9//b1p6+/ff/R91/zsvA57z//5kcfjNvSz3H/Za8ibl8pXueym7eJ5yPd/3pm7Dy4+4/PP+613w1XeiXHtVCn4mSJGNBv9NcEI5/D7D7dwCJWeBepvXE+b7n8HfQh5B81TjcFf4wnwP60M3zzz8s2BxoFHnnP3/Xv/mMhrLhCrz/fH0Y5ev8Ze2zvv3396evvvNmYD7/psKNDpzn2/Ufff40bi3mHfLv//Nsf/TWd8hhLW81kPuYNqz1ctWMxotOhkX9W5Oeed9Hz8TCJa0O0VzzDNvdII/9/hzjt7dVLOkcYE7ng/BF7fnuOuv7df73+zi3iiYltpfefebl67J0o1FnK3n/7+tPX377+jj2i7z++nvcfl4/u5Jvrie+XhlfXBXvRwOXiOnyNftU4dnHp+bv+1wZ6+bq0+4/F97R8e/3Zuur95/nC3fvv2np7/0m7ieDaQZQXMEUe1/L1/tP7z2iM3n//ZPuvPrpj6/KyeisVC9Tu/6vI0h7RBWSiDIVISYJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQiZu80qQmiLdSK4MkYlZ0AZm4yStNaoJ4K7UySCJmRReQLerLuIXViCuopzktnCqUnYlcCECMwQdyy7PxVHYmciEA8Zg1CLc8G09lZyIXAhBjugO55dl4KjsTuRCAeMwahFuejaeyM5ELAYgx3YHc8mw8lZ2JXAhAPGYNwi3PxlPZmciFAMSY7kBueTaeys5ELgQgHrMG4ZZn46nsTORCAGJMdyC3PBtPZWciFwIQj1mDcMuz8VR2JnIhADGmO5Bbno2nsjORCwGIx6xBuOXZeCo7E7kQgBjTHcgtz8ZT2ZnIhQDEY9Yg3PJsPJWdiVwIQIzpDuSWZ+Op7EzkQgDiMWsQbnk2nsrORC4EIMZ0B3LLs/FUdiZyIQDxmDUItzwbT2VnIhcCEGO6A7nl2XgqOxO5EIB4zBqEW56Np7IzkQsBiDHdgdzybDyVnYlcCEA8Zg3CLc/GU9mZyIUAxJjuQG55Np7K+NDm+Ij+5NMDG/T829vAfDgL2dn0wR4EYjplglINKLs4pjYfPX/Xf/RC95+WAouurh4yoq+e/SjVgLJkg5txPnr99fobvdDrT0uh15/vDOwUNausa3GUakBZGNanAWzNGdv7T+8/o096//lC+8974x/dmbf7Y0nNBfX8uDtgiXW8/Ws580s8Y/GWL4INO8+br+v7+Hy2uwOWmEeMOeav1vN3/bv/ev2N/U073Nguev9ZO75tnff9M++mdwcsMY/o/bevP3397fuPvv8bO+Gf/fpr7+iXbVqJQN29LxlO+/7WeF6JsmIQUUGRlQhU8yXDybxEWTGIqKDISgSq+ZLhZF6irBhEVFBkJQLVfMlwMi9RVgwiKiiyEoFqvmQ4mZcoKwYRFRRZiUA1XzKczEuUFYOICoqsRKCaLxlO5iXKikFEBUVWIlDNlwwn8xJlxSCigiIrEajmS4aTeYmyYhBRQZGVCFTzJcPJvERZMYiooMhKBKr5kuFkXqKsGERUUGQlAtV8yXAyL1FWDCIqKLISgWq+ZDiZlygrBhEVFFmJQDVfMpzMS5QVg4gKiqxEoJovGU7mJcqKQUQFRVYiUM2XDCfzEmXFIKKCIisRqOZLhpN5ibJiEFFBkZUIVPMlw8m8RFkxiKigyEoEqvmS4WReoqwYRFRQZCUC1XzJcDIvUVYMIiooshKBar5kOJmXKCsGERUUWYlANV8ynMxLlBWDiAqKrESgmi8ZTuYlyopBRAVFViJQzZcMJ/MSZR2G46M7Poihbi3ccRad7gHEuQyNg95Nu4wocy29cD3/eNb03uSlgjvl1ZusoXHo+j///ar02ipl4br/uv96/e2bzIvcV880GBqH3n96/3m6gpW9dnVV4Xr/7f23998X++0u+erZbvSdNKugQKVHxpozR7Vts70Ukzf5BAV6/lnz8R+bZNff9zyrSS5M6iiHL8XkTj5BAfPlrOvf9Z/XHOuJ3Bipo7r/ZgVeFidVK/kEBcyXs15/vf56/fX+Y3tC3hjSjuLwpZjcySco8LXef7Yb/bol118x1SP9yq89McZ94TYUqYyZylgGAVdfe2Rel5pwG4pUxkxlLIOAq689Mvf8oxTr/79sRbG6XYqXqYyjkiBXX3vw0tfhNhSpjJnKWAYBV197ZO7nf5Sin//oFkORqlEylbEMAq6+9sjc/TdK0f0X3WIoUjVKpjKWQcDV1x6Zu/9GKbr/olsMRapGyVTGMgi4+toj87e+/3Sj/1wwvkiQHIICUVFDT/wU0Yg+tGbOofgXeZNDUCAPGPiJnzY0og+tmXMoPf/8ImOqkKBALtjAT/y0oRF9aM2cQ+n6d/27/9IKERTIC2bgJ37a0Ig+tGbOofT66/XX6y+tEEGBvGAGfuKnDY3oQ2vmHEqvv15/X3T9jRv9d6PH+DBI6kM1ZG66imtz8oJgeYo4kvXBTP7cGmcqxlgHPf8oUXpeomBCtXJdf98QV3lKcbr/ev2NtTQ/ZjNaoX7EszRK7z8qh4D2mx1UR+8/vf/MG7Lef60CZXGMpO9/ev/9M15/9I5+usKtPmXb2jZwFvKMpZlD2Glyj/kYY/aTxayBstswJ96EnSbPM8PF0MrErIHCu1AdInmnyT3mo4YMgMu5mDVQdhuuQyTvNLnHfNSQAXA5F7MGym7DdYjknSb3mI8aMgAu52LWQNltuA6RvNPkHvNRQwbA5VzMGii7Ddchknea3GM+asgAuJyLWQNlt+E6RPJOk3vMRw0ZAJdzMWug7DZch0jeaXKP+aghA+ByLmYNlN2G6xDJO03uMR81ZABczsWsgbLbcB0ieafJPeajhgyAy7mYNVB2G65DJO80ucd81JABcDkXswbKbsN1iOSdJveYjxoyAC7nYtZA2W24DpG80+Qe81FDBsDlXMwaKLsN1yGSd5rcYz5qyAC4nItZA2W34TpE8k6Te8xHDRkAl3Mxa6DsNlyHSN5pco/5qCED4HIuZg2U3YbrEMk7Te4xHzVkAFzOxayBsttwHSJ5p8k95qOGDIDLuZg1UHYbrkMk7zS5x3zUkAFwORezBspuw3WI5J0m95iPGjIALudi1kDZbbgOkbzT5B7zUUMGwOVczBoouw3XIZJ3mtxjPmrIALici1kDZbfhOkTyTls+/q3f+c/92rtc5ZTJ7TAdk2Y/oOXz5cqYSy/p57yDePVPLKwfrefv+vuXqnhx6a1DL3lbpWPps9ljw69vZa2msjC10ZClJ7PuuPuP8nX99Z5k6jGH6Zg03+NGH3X/rXWY19coVK+/3n96/82L4sB9/WH77OvPl3X9Se/ob/1XLmZTy8R6SZApDU8vF6QLrNOkXOM2cFgy0fPbksglUfm6/touVB+B7j8rRaqH+mYDhyUTvf56/Y1LUm4JtU/vP73/rNsV9YdA779WilQPrZsNHJZM9P7b++9n23/Tjb43Um2n9WZEJq0fE2HQ83mcj3gBHz4Q0Z356ErWhQXwJ8Kg5/M4Hz2/1yG/OKNiRBwRo4bUT14B3Ikw6Pk8zgfje/6oE4jolcpHV7IuLIA/EQY9n8f56Pp7Hbr/ok9ARCoU0ZWsCwvgToRBz+dxPrr/vA7df9EnICIViuhK1oUFcCfCoOfzOB/df16H7r/oExCRCkV0JevCArgTYdDzeZyPr2L/2Y2+fmwB/4HzN9ckCSwPYeevOeSKNeS+9LPyN62RMTIAE68ow6scU50Y9jh3zz+61tv2sUY8DTJ0/a0C13pArlhDanJqOAxd/1pOSrhKpLDz1xxyxRq6/pSHovb+1+uv95/ef0YFtDUIsEmsuPPXHHLFGtIknHMYuv+sGFQunojPVv94Rz9t6vkUTEDMGji0QGhEUw45ET2/mpqazUiFiFkDhxYIjWjKISei69/1X5sqPTMjHULMGji0QGhEUw45Ed1/3X/dfywXRVYIUUICoQVKskFTDjkRvf56/fX625fNN+b6Fzf6+VdM6z92iWwA78a4McBxjWPYp+MDnvriwW7aT7vn8p/CycgcYJh6/q5/91/8kTEWx0D7ItpzmU/hZGQOMEy9/nr99frr9RebQkL7JrLnsp7CycgcYJh6/+n959u0/9QbfVsA44UtS+LhVT5yviHwBbYtM1KL8zDvIUZ5F//JHz5++9U//IvdWPzwFz9/+85ffncswHP+Tz959/bxf//m7X9//bu39//qe2/v/+B7/uqb89t55zgn/udf//3tt//2n2/f/fEHb9//+5/Z+X3SOn8abj/bHH6b38XLMZ3AYSKmndTiPPT8+fmnPFYYL07X/9L/qs8OUgEdJmLV0xaz0fPQ/fdV6b+Pfv/R2z/+8z+9/d1Pfvr24Ycf2nPT+0/vv339Oa//vjgux7TdOUzEtJNanIfe/74q+9+8LvH02BPjT05f/7+k6///AQAA//8eLDaQAABAAElEQVTsfQfAXUW19QQpUqUrJVRp+h4qCdVfkBKKFAsqRR4oiO/ha5TQBEU6SFO6+mwgHSyoiPQEC4h0pQVCb0ISQhIgpJx/l1l79sw55wv5BEGZCzl77bXXzL5n35m5c+89935DGrqFJoQwhP65W045z0EnHxScPn5KGPP5M0NohoSVzvx8mGfo4tYP0rw4+t7w7PeuC9MnvKT3cWYIcw9dLCz1nyPCfO8fanoPnj7z6jDxyjvCAhusHpY9aFsfyjGSwLpoTjnPQScfHERfsK6XnHKeg04+OIi+YF0vOeU8B518cBB9wbpecsp5Djr54CD6gnW95JTzHHTywUH0Bet6ySnnOejkg4PoC9b18vgTT4Tn/vrXsMYaa4R5530nReIC0aF1zWYPoi9Y1zqnnOegkw8Ooi9Y10tOOc9BJ59tOGH8+DBixOZhy622DEcdeZSVFx3laZznILSDtugL1nWUU85z0MkHB9EXrOslp5znoJMPDqIvWNdLTjnPQScfHERfsK6XnHKeg04+OIi+YF0vOeU8B518cBB9wbpecsp5Djr54CD6gnW95JTzHHTywUH0Bet6ySnnOejkg4PoC9b1klPOc9DJBwfRF6zrJaec56CTDw6iL1jXS045z0EnHxxEX7Cul5xynoNOPks4RDb6LVlHbx2UNBPeBQ0asNcRiaG9PTWeMYE2+rvRRp9uK5/+hTD3ctjoq/Lle58Mjxx8YQgzZ4Z537tUeOfqS4cpdzwSpj0xLgyZb56w0mmfD3MtvhA9SbqeCT511jXhxStvC/PTRn/oQdv15i9e28j90IPrD2wHJSHhXdCggZqfCsW1ThXJMUqcrFdGtoOSiPAuaNCA5U1Mze9rkeoO1ITjj/9GuOSSS8I555wT3ve+9/UXTDpyvRk0UOtPZS3H/7gJ48MWvNHfkjb6R9FGP7ul2hndQUlMeBc0aKDWnwpV1j9VxyrsQEe0g6r1pwpIXVxxDBqo44/KVMdf/hSSRoebdgY7oh2UyIV3QYMG6vjj8dc0M2mvPyQM4ZFIt1Qe9T3nY8CwSV0ir/A40Lv0vNE/I3D+956hG32v+Ot3rwvjf3FbeOf7lw0rHLtjXFMa+hTg7DBtwuSw1F4jwsJbfVAmkc/K7+i/cOXtYaEN1gjLHLQNheLJ9Zzdm3X+ep/pA5U3qf41P1eg1r9r/B1//PHhUtnonxtWf98avU9Ufr7qeCqPXuExdG/P+o8fPy5svvkWtNHfIhx55NFvyvqrj8Dbs/4YfXX+18e/a/1L4yPtifzqBQzr9Tn2Co+hqvWv9X/j99/uHf04CMX4Ael5Hpw+hsH62q21JjDthSnhIbl0J4QVT6dLd5ZbInavqqe+eUWYeP2fw2KfWCcs+fmPxv16E548+mdh0h8fDEvsulFYbPt1Wsl1o39HWPDDq4VlD9wui/v8tL+2lwB2XiIwFbWN2CgDWb+v1bHWBGr+Wn+8BM3HmY2S1zT+nnnmmXD+eeeHP936p/DEE0+GD3xgzbD++uuHnXbeicZ3ysBj9Jlnnw0XnH9+uOWPt4THnng8rLbqKmHTTTYNO39uZ4oOCZMnTQ677/GF8Nxzz4dJkyeFpZemT9LeOW/46lcODf9K/fL9nPTipHD6GaeHW275U+DcK66wQlh3vfXDf/7nl8M73vEOTiO3mc3McN6Pzwujbxwd7vnzvWHZocuEPb74xfDEY4+FK6/8TfjWaaeGpd7znqhuqK9n43ncoufxwQ/QeawXdtppZ3pHgs5DTqUJp5x8Srjp5pvCMcccG84444xw5x13UN45w9rrrB32229kWHTRRWKfbcOVPeXkk8NNf7gpHH7kEeHss84Kd9x+e1iE2nzxi3uGrbbcKnzv+/8XfvGLX4YXJr4QVl99tfDf//0/Yc1/oXOP+RncSOd0zjnnhgcffDDMPddcYdXVVgt77rlnWHNNrpHeHnv8sTCS7s82225DdZ0SrrrqN1L/m/7whzB+HF26s8Xm4WNbbUUb/SOpQUMfXDbhuGOPC3fceXvYYYcdw/bbby885/vNr68MV119DT3GfwxDlx0a1qO67LrrbmGhhRaK2UI4mc/rppvDoYceEs4+++xw1913hd2/sHvYfffdTWMjq64/df3FlJLREUeGGBslNv7wNGjrlI2o2QPWMwGb0jV/UWerUsFzoXyM/dm7Weta/7fV+HMb/XzA2IAAXQwMurK/eBfKtQAUS69Y6YlKniPRVxys+o6+XrqzEl26M49duqPDefLND4Ynjv5pmGf5JcJKJ+4SmnnmDDMnvxwe3OO7YcZLr4b3nr1HmHuZRWJvSBrC02fQO/pX0UZ/PdroH7xtb367Ox0g9RaDRPiF6fU4/460RtX8cV+FitT6d46/F198kTbme4RHHxkblltuBfq3HG1c7wiTpkwOu+7yb+F//ve/bfxPmjQp7EHasQ8/FJYfunxYZtllw+2kffnll8InPvEJ2iAeGl555eVw2GGHh3vuvSc8/dRTYfjw4WGhd70r7Ln7HuG9q61Knz7NDJ/9zGfDww8/GlZd9b30QmDpcBttlCdPmhi22GIrvQwlDt7TTj0t/OicH4Z555s/rPWhD8mLgrFjx4all1kqPPXEU+Gyn/xE7i8/xHwefN8eefjhsNzyK4Shyw2VDTzf51133TX8D222Mf/233//cN11N4Sllnp3mIs22csOXS7cRhvgqVOnyf09+6yzdfDI/WivP/sfMDLcQO2XfPe7w7vetXBYcsklwh//+Mcwbdq0sAG9QLr11tvCWsOH0TlNCnfddVdYYIEFws9/+rOw0CILyzr261//mmr1tbDggvPTi6oPhPETXgj33/cXui/zhB/84Adh1VVWlfxjHhhDL7Z2pBcRi4WJL7wQVlppJXoRsmg488wzwoTxE8KIzfnSHa7ZkVTXRjb8v7j88vCp7T8dDjzowDBH/Jj1cuKOPPyIMO+CC4QP0YufJx5/IjzyyGN0rmvJC513zDkn3a8m7L//AeH6668Pi1G+aTOmhVXfuyq9yNg6bL3Ntp3rL6ZWl40PYQoRgfozWde/v/35LxW3jWr96/qf7Znq/Kvrj3thPrvrLz/ByI3efQOMROHnUVIPFEcMNjaGC0t9TJ/4kvybSW9nZTf2p01vnvnudc29Hz+xuf/TpzQPjzy3ufcTJzb3feabzXM/uTmTe2fGK682Mya+3Mx4eaqn9SolZiyVgfb5lPcn76mtz+LoFzYG4cKmO9Lur+bPKlo6r9f4Q7+t/v5B6n/YYYc1w4YNa04//XScSjNlyuRm++0/TfxaDW1gjT/i64c3w4YPa04+6eTIzSTtlObjH/94M3zt4c0TTz5p2mOPPbYZTv3+5Z57jGPwl7/8pdlll12ak04+yfhXX321GTFiREOfIjSMeYLdd+99kn+rrbZqxo0bp1oa9+dfcH4zbK1hcp8fffQR6+Nrh31Nz+OMeB5U/5fovm3/6e2F9+cxcuTIZi06t5Ej92tmzpghfdALhWbTTTcV7dNPPxX7tYlm+RnQu+yiO4xy4nb1NVcLt/baaze33X4rnYK2/erX9H6NHj0a0obegW/+bdd/a8aOfci48847T9p/5zvfIU7bPvDA/cJxXf54M61XuDtkuSb8+BxyyCHSxzHHHiNaumRK+4z5n3zqyWa99dZrPvaxjzXPP/+c5Tv8iMOb4fRYnnvuucZxXXgs7L33/zavTtXHwYIMXH7lQXAoYYn9g4x/PY/yiHOBjXG4sO6c6/lbUbRY9fEvB1Xmt8ZLEY1FzFgbblZqA3X+WXFiyer4y8dO4c3u+Atlfbm/NPwIu4J7vsibtZFYIS7cJOkIeGrijfc199PG/p7tvtH8ZdsTmnu2/Ubz0J7fbab8+fHsLvg2qfMkacUpJFxHwFNv9vnX/OnRSCg9rkCtWEEUrjQTriPgqbd6/XmTzpvs6XHDi3r87re/k42gbjx1rH/849vJZnj69OnZ+T/yyCPNNVdf0zz77LPGH3fccfKi4M9//jO6bM9xizTNEbT55RcGDz/8sLAXXXiR5P/Zz34mvq/pjjvuKBvSRx591BabT3z8E3IeM+g8vPa3v/2t9Pud737HeGzU77rrTrsH3OaQr3xF+r31Nt6oW6iVHxvi++6/33S8MeZN8o477pA1veKKKyT/hRdemPF5701Dl0SJ7uCDD9YQ5R8z5oG48d6n1ZY3+mtRvkO+ckhz4oknUtvhzUkn6Ysnf9eR/yc/+UnWx8SJE6W+9OmGnR/Oiz6NsfPC/fR9ZlxHwFNv9fGfnQsctv4k2q4oRVLoyqb1/FOBEpLyZYdWrCAKt9afKiA16SiMp+r4S9VIKBt6aSx5uhAXbmrTEfDUP0v9i0t3yg8Mve9x/Kixg6IPdSnIHyTHo/+8F59Q+s8dwInNO5xwxe3hmbOvCXMvtXBYfKcNwnxrLBum/Onh8NyPbwzTp7wclj9qpzDfmuVPbFpmvRd/Q36ci97F/L513N14JjX/6/X41/r7MeexDjW+Vn6TTTcJ9C40XQ6il8ChZs89/zxdb75F2PAjG4WTTzk5vDjpxbDJxpuGdek6dr6u3a67i6NWTcrBX8a95JKL5Tp0+dWdOKNZ9xRd0vPLX/4y/PnuP8t17JMnTw6PPfoYdTkkXHTxhXSJysqBNv7h8p//LJx7zo/DGvRlXn87/OtfD7/41S/DTy7TS3cmUftNNtk4rE2XCZ155llO2oTnnx8nP0G54Uc+QtegnyKxA/jSHbpE5bprr6PLitI16j/64Y/CqaefGs4848ywzrrr9s5/2hCHG0bdEEbdMCrMP//8lo/eIQ/rrLNuVsvRo28M++63L11rv1/YccedTHvttdeGP9F3FB4a+5BcdvQkfTfilVdeCZtstkk4/rjjpVoPPvhA2GmHncPndtk57LPPvtaWr3sZP2ECfRl3c+Gk6vSx7O9/97sw99zzJB31csop3wznnX8ePawNfV+AvxTNH+jz5Ugh0KcmYdHFFqVr/6+SNgeMPCBce8O1YfSoG8N888/Xe/7c16wef70TaTxgXCkfjz5sASXtWNdfXg7zW61/HX/49ZNsZJQTyvsex0YdFOaphuhY51+df3zJT3wRJE/SOnx4iPAtrk4yYmzY+Ig82WBLL4HIKHZH6ZIOnYObxiItfLxJSH0wGhIeO/SS8NKdj4R3f3nTsMhWa0nvHHn229eECb+6PSy89YfCUv++qWiZxyBX7I6DzC89yKnLwfL7e/pGnn/NTxWo9edZSoXQkcZjAuPv+XHjwlb0hc4P/7+PhG9+85soFktk87npJpvQhne9cMbppwf5lZcttggbfHiDcOq3ThUNDl3z7/hv0M9rXnxpOPdHPwprvJ836pr/3nvvDf/1X/8ZXpz4Ylji3UuG96++elhgwYVk48+Kiy++JKxI16Kfdtpp4Rxqe9rpZ4T1aNMtD2Sc4/vusw99Qfe3tNG/lK7HX5428/yiZMt4HifHu6VnOYnybLzZxvQCZX35AjAHDzhg/3D9ddeHG0aPCgvMNx8xqj3nRz8Mp552uryQWVdyxq64fDyQYn59oUAbfdrs80Yf58/fR1iHXgjpiybtc/So0WHfkfuEkfvuH3bYaUfp8Kijjgg//9nl4R1zzRnWfP/7wxJLvpu+SDszXHvN1WHTzUYE+jREdA+OGRN2pC8S77zTTmHfffex/BwcT9fobz5iRAhz0D2jL+Hy9fjbbrdd+NrXviptcU7HHH1M+MnPLqPr/lcPy6+wvMTkNOh07r3/vjCcvvtwyKHa5oD9R9ILIDovqsv89L0IuxXnb3wEOH91RUwwjjJ2e8afhHSCoqfULjJian4qAxUhjj9fGsa1/t3P/1KnOv7q/KvrD02F9vP/bK2/tMhknyHJxxZ88J9fiGjgQ9Ykc9rtWmHJJYf0cRa5937qZLlUZ8rdj2WdTPjVbcSf0Izd+0fGZ31mjkkMtMJMxBM2KMCazBJkfWZOu2krLLnkkJ1/u2U/k/WZOe02rbCklkPNz+VqFahdw5LJmmROqezoXkovh9muP32Zs9lu2+3yu0xd3Xbrbc1aw9dqTj31VLsDfL08/yvv3isvv9I8P+65hr6Mavnp11/kshO+Jt/f+Bry4XRt+YUXXOTp5iC6ZIUvRXnoIbpunRLwpUCcn6/19zfa1Dcf3Xhjucb+Ub50h2+k33KrLZptt93W8iug87jtNrmEiL7Yq1o67k/X5g+jS10m03cRcONz+sEPfyj3+aY/uOvhIXB2v3iN/5TJsT03poR86c5/7PXl7AEaNWqU5L/wggulh/Hjxzf0yQPd1+2y/GMffljO/8ADD7T2D8RLd/z3GTRTQ/V+XvJtvPEmzZTJU5rPfJa/UzGsueTSy6w9ay+77DLJf9VvrpL8fQc+BT4v7oN+4Uf76BGzVk4ZcXGUMZgJIOy3LLcmmdNu0wpLQ21tUN124x6G5dYkc9oNWmFpqK0Nqttu3MOw3JpkTrtBKywNtbVBdduNexiWW5PMaTdohaWhtjaobrtxD8Nya5I57QatsDTU1gbVbTfuYVhuTTKn3aAVloba2qC67cY9DMutSea0G7TC0lBbG1S33biHYbk1yZx2g1ZYGmprg+q2G/cwLLcmmdNu0ApLQ21tUN124x6G5dYkc9oNWmFpqK0Nqttu3MOw3JpkTrtBKywNtbVBdduNexiWW5PM0QbBgtaBZ1yLSPsoN1G/J4g+KZx/eQC95KzKEWuah/7ze7ShP755+qyrkUjyPXbIRfIC4InjL39D82vS/NzSvfP3NtfgtM1SOD9T9JKzvseE877REn2rn2sQM0vhPBN6ydmUEy1Zl/eNll5RahAzS43yTOglZ1WPGHuMo58blVq0JwgVhfNMUV+wKkeMPcbRz41KLdoThIrCb1T+vffehzZ3azX0yyx2V/k69y/vtRdttIc1dImJ8Jyfr+fmjeCFF14Q7xl9GZ609LOQtJkc3twjX7zVcznhhG9Iv1dc8SvVxlPcj/rga/FvvZWug6cb00/RF0Y3ps07f8lWNvrE0a/MNFt9bCvJd/aZZzX33n9vc+ONN8oXefn+8peCH6Mv48Zum3323Ve0l//i59yt3GbMmN7stdd/CH/tNXQedGP9/tjQ0kZd2+vxhz+IG/2bbhKtHSjs689f4uX8UyZPsvys5drs9eX/sGbcit71F/6C87Vm948ZI+f/pS99SXTIz9fX8/nLRj/2YBv9E0/K8nO/48aPkxdMX4lfxn30sceaDTfcsFlv/XUb+qWf2MNMekz+Ivl323W3hi4NsvvL36fgx/Oss88mrd4LfHeBLqWK7a2bVn6N+KqgifaFOPpGYh9lDc5f9GVQOxFRngnCnFU5Yuwxjn5uVGrRniBUFM4zRX3Bqhwx9hhHPzcqtWhPECoK1/yxRlIT4LwqWi7E2GMc/dyo1KI9QagonGeK+oJVOWLsMY5+blRq0Z4gVBSu+WONpCbAeVW0XIixxzj6uVGpRXuCUFE4zxT1BatyxNhjHP3cqNSiPUGoKPxm56dLd+hz4/ixgP8Ds/KxWTzoRwSemT2ctWeHb/GTYflIsyf/hF/SNfrfvVY+2pxvlfeE+d63bJh868NhKv1lXP4YdPkjPh3m+8AK0t1Ah8HmR59Ze5CzYbP2s3H+SJG1BzkbNmtf82vlXsP4Q4mz+oGcDZu1f53r/xj9Jj3/TvrLL70UNtroo/RTk8vS79vfEu6++27yNwonnnACXR4yh0w3vrb+C7t9Pkyka/s/uvFGdInNiuHmm26in5C8Owyn6/xpQ27z8qKLLgonUFv+CUr6NZuww2c/E5al32+/9NJL5dKUZZZZRn4Dfuq0V8Ovfvkr+SnKqVNfDRfTdf38M5J8u++++8K/f+lLYTLdN5R7efopzNXoWvOrrv5NoC+Y0s9r8ndshgTa6IY96Dff+ac+N/oonQfluuWWP4a7//znQBvgcBLdlyF0HnyjDa78jOToUaPoWvR0iQpfo3/a6afRpUpn0O/68+VCeivrLz9DecN18RIXvfSHNWsPGx7WXXedcIZ93yHQJUY30vX1+wT6FEGu0ae1W/6aLX2Zln5OdIuwGv1+/u3086L0qzr0856vhs1GbGaX7oyhS3f4sp0dd9457LdvvEY/Pv7j6S/j8jX6/AezjjrqaLkAZjR9Z2B/uvxmscUXD/QrPvJTnHwGfBnVpRdfFN67yirhIx/ZMNALOfqd/1/I5VjHHHssXQKk1/rvP5LqcsP1dElS/t2D8vylKnhA4qU3osmEopJDD50Es0BZe3b4VvNrHWr9ZTDIGMkGSiwPmR46CWaBsvbs8K2OP61DHX8yGGSMZAMllodMD50Es0BZe3b49vcef/yiQxJn90aYdMCXh0jT9d2OJGyj1G3796wzdRJm9Pif3hKeu/D3YebLr0rFOf/ciy8Ultx947DQ/6Pfq57FLXU7uPzS/Zt4/jU/VaDWnxYGGvg9848ur5Evsd555x3yhdAl6dr59ekPWB1wwAFh7nnmiWuKjv/76Bp7vgadN6f85dH56Br3jWljfdBBB9Pv3c9rs4ljRx11FF0Lfx1tYKfSte+n0W/MbxDoN3HCaaeeShv+y+Q39+egzfcnP/UpusZ8DvnyLr8QWGGFFVI/1JYuIwr3339vWGbo0PDRDTcK/EXfn//85/pl3OWXUy2d21/upfOgL9LeceedYSrlX3LJJeV37XljP88732nnfyCd13V0jf5ouhad7z9u55xzTqBLlcIZZ50Z1l1b/5Be1/znulxH50U/mZnak5D/4NY669BGn7+sHG83kkY2+tRmh8/uIOsfX3t/yCGHBvp5TblP/Jv/++67H+n2ls37McccI63p043w2R0+G3b53L9R7H/p4Ut/T4QuARIt/WxmOOKII6QffqD4sfne978fhq21VqBfTJJ+6CdEpf430PX3jz/5hDyeSy+9TKBPOwJdioW7Ko+3nBf9Ma/55tW6dJ2/NfAgCT2ruM6/Aedfu2CJSWWtzz9+/KcKRZQK1QrV9Z+KM8D63y5YYlJZ6/h7O4+/IfyhAz2/tG+yuDPdGR34VQ6PLtw6m8fhR6b3hYPL38yYGaY/O5H+ku5LYS7a5M+1xALULj1pIpXZ1zm/9etAPAPHOFjzp2K8Do9/6iyhWv/2zOQ/+MR/iIk3yHbrqf+0adPpr7OOoy/Uvtv+MJO1YRDnH+u4X7+h5vAM+vLps/RXcRejPwAlm3AmcaMH569//av89dull34PvctNXzqNt1defjl8bOuPhenTZ8iv5vAXWsu7OJ3y8UaYX7C0z1I7eis8/i9OpDWJ7uvi9A58dnsD5z9/kjAn/fXhhRbWP96V5YXzBub3KcrHDTF5coDTKYqPHpnXsv6jK29jD55KuJ5/qkWtf6qFoTr+ZF2t8+9ts/7YpTsyBzpWz5xKE0SenfOgTSO8PYUwrAkywjkOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7FZDSAMW4Sj66IOQptT0QMJC7HZhjbA08N2H/94eJ42/J/dcUd5h/rpp58J11x7Tbj7zrvD5ltuHo45+mhq4TpxEF3lVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIwxbh6Lqog9DmVPRAwkJsVgMIi7V39DPWWnSCvJu2BF2lSMkk3xAAbGrcQirpF7YjJZN8QwCwrayJUEm/sB0pmeQbAoBN6VpIJf3CdqRkkm8IALaVNREq6Re2IyWTfEMAsCldC6mkX9iOlEzyDQHAtrImQiX9wnakZJJvCAA2pWshlfQL25GSSb4hANhW1kSopF+ICP3hpnDY1w4LDz88lhrrW4v8M7pbbbVlOJR+EnLuuedO23w0gk3pWkgl/cJ2pGSSbwgAtpU1ESrpF7YjJZN8QwCwKV0LqaRf2I6UTPINAcC2siZCJf3CdqRkkm8IADalayGV9AvbkZJJviEA2FbWRKikX9iOlEzyDQHApnQtpJJ+YTtSMsk3BADbypoIlfQL25GSSb4hANiUroVU0i9sR0om+YYAYFtZE6GSfmE7UjLJNwQAm9K1kEr6he1IySTfEABsK2siVNIvbEdKJvmGAGBTuhZSSb+wHSmZ5BsCgG1lTYRK+oXtSMkk3xAAbErXQirpF7YjdNGSXaNv3UHGlm/8BE0Yn7EirKz72B0BWG7bvllUgHlOCI4t32r+Wn8aC3X82VTApMNM0XkCD1bZ8mhRAeY5GTi2fPvb5h//vvyTTz4ZHn/8cfrN+gXoC6Xvpd94p+vH/0759RzSEWdX8/NDa9VIBbKXXq/P4+86FmgZBZjnZODY8u1vG3/aRzqi9/r4c2mtGqlA9fHnwtC/Ov50UNT598+w/xrCvx7UPeHd3I/Dnh/y/IaFAraIctf8JRKaNNkXIUiOfZuuK93tfW/dCrCwvgXlqPlr/ev4q/Ovrj91/aXNmz1/0dNFff7R7Wx9/qXlsfMFT7GXYFlOkYd9B2wuqPuPuv97q+x/5R39bJiaYyAfvR0elPL9PZoNsCaFwIgcZGFzDOTiDg9K5IU1KQRG5CALm2MgF3d4UCIvrEkhMCIHWdgcA7m4w4MSeWFNCoEROcjC5hjIxR0elMgLa1IIjMhBFjbHQC7u8KBEXliTQmBEDrKwOQZycYcHJfLCmhQCI3KQhc0xkIs7PCiRF9akEBiRgyxsjoFc3OFBibywJoXAiBxkYXMM5OIOD0rkhTUpBEbkIAubYyAXd3hQIi+sSSEwIgdZ2BwDubjDgxJ5YU0KgRE5yMLmGMjFHR6UyAtrUgiMyEEWNsdALu7woEReWJNCYEQOsrA5BnJxhwcl8sKaFAIjcpCFzTGQizs8KJEX1qQQGJGDLGyOgVzc4UGJvLAmhcCIHGRhcwzk4g4PSuSFNSkERuQgC5tjIBd3eFAiL6xJITAiB1nYHAO5uMODEnlhTQqBETnIwuYYyMUdHpTIC2tSCIzIQRY2x0Au7vCgRF5Yk0JgRA6ysDkGcnGHByXywpoUAiNykIXNMZCLOzwokRfWpCRoXbqjjdBUpRnX6sW66wGpL0F0sHdTOlpkuWI842p+etTa7y10lDKrHju1/vrmTR1/Xe9O6XDJ5lo2gjTSfhUfRb0mtqN4HX91/PGbp3X+1fnX9wymq0VaM3hZybj6/E+Dp696XYtwqqUgOtT59/abf8VGPw0K+1QqARlFTmHP+RhAHZ9txZHnW3UNRnBOZ9BAzU8V8NXAmiecD6CcZgcMmirr3ZoYEJ33an5dc6UmvjCuogoHDDq10xk0UOtPFfDVqOOvjj/e88iY8APDzSiFAwad2ukMGhCd9+r4q+Ovjr86/2RN8AuDW1HeKutPsdEvnkjpXva/dtQzG/D83AmXavE7GnvKY9dVhBodWJNalWrxOxp7yuPUE5BGB9ZAi7omtaDkmtBTHpvAgEYH1pg4bpCSWlByTegpj01gQKMDa0xc81MphrhtqtSto3ie8jhVEkijA2ugreOvrJb4HcXzlMepkkAaHVgDba1/WS3xO4rnKY9TJYE0OrAG2lr/slridxTPUx6nSgJpdGANtLX+ZbXE7yiepzxOlQTS6MAaaGv9y2qJ31E8T3mcKgmk0YE10L759beNfv8dxhdpncKggXRGgvp4DiIGq01zTzlE9Iu8TmHQgG9AuI9nGWKw2jT3lEOk5ucvsrkKGTTgC0a4j2cZYrDaNPeUQ6TWv9a/jj83Qwwa8BOGcB/PMsRgtWnuKYdInX91/tX552aIQQN+whDu41mGGKw2zT3lEKnzr86/v3X+0UZ/Jo0x9769jTgDftRlOFfgBUGUZEFy4oVh+LgzdZQJ0zywCZGUJcpb1vy6INT6SwWywVHHX51/tMbxZR40FPJLXLOBUtcfK4eBctk1P1fU9beuv7whi7dscJBTn//r+lPX3zft+cfe0XfPcDJT07KdEOaw2WwyG9vaokOm1h9Tm5ofVdKapKon5KslOG9i4ZKGr9YfrQkBqJRLWRPyasF5EwuXNHy1/mhNCEClXMqakFcLzptYuKThq/VHa0IAKuVS1oS8WnDexMIlDV+tP1oTAlApl7Im5NWC8yYWLmn4av3RmhCASrmUNSGvFpw3sXBJw1frj9aEAFTKpawJebXgvImFSxq+Wn+0JgSgUi5lTcirBedNLFzS8NX6ozUhAJVyKWtCXi04b2Lhkoav1h+tCQGolEtZE/JqwXkTC5c0fLX+aE0IQKVcypqQVwvOm1i4pOGr9UdrQgAq5VLWhLxacN7EwiUNX60/WhMCUCmXsibk1YLzJhYuafhq/dGaEIBKuZQ1Ia8WnDexcEnDV+uP1oQAVMqlrAl5teC8iYVLGr5af7QmBKBSLmVNyKsF500sXNLw1fqjNSEAlXIpa0JeLThvYuGShq/WH60JAaiUS1kT8mrBeRMLlzR8tf5oTQhApVzKmpBXC86bWLik4av1R2tCACrlUtaEvFpw3sTCJQ1frT9aEwJQKZeyJuTVgvMmFi5p8fkPZuFdrqxLp1boji4md1B8frlGuewlPeclYqCveMe7VvPru4y1/u49MTeWFLqji9XxR8WQetT5V9efuv7W55/4pCqG1wZaF7LnZB9XXJ9/6/Ovfqm4Pv/aZ1Juj6HQHV3sH2X/4d7RLxaA7GQ45om4JfWUNXfbVYsbiN0439oVoCXxRM0vU9KXxMpX62/LldXHQB1/UgpXDxs3BWhJPFHnX51/9JToh4QNn7r+1PUnbpdsfBio66+UwtXD5k0BWhJP1PW3rr+zt/66jb4OpHw4xTcDPCnj0REC1ecj39IbCEkHBKtKf9SIjxs2AL0jBKrPR77V/FoH/+IMFYOFItlUQ9TPtAagdoRA9fnIN7Sv+VOdgGC1Uv6oER83bAB6RwhUn498q/XXOtTxl8YJECwqlKxGfNywAagdIVB9PvKtjj+tQx1/aZwAwaJCyWrExw0bgNoRAtXnI9/q+NM61PGXxgkQLCqUrEZ83LABqB0hUH0+8u2tOP5ko29324DeYf/NAQsZiBqYku/0QUabGz8utVd8pkgeWiaAxNGaYCAfojwx2FbfNT+NWh22vTXCw2CCWn+pQGc9QEabGzfIUUMS1Prn5UQJY4nMlHynDzLa3NT6ozwoal3/6vyr609df6gCtjQYwCIRbcl3+iCjzY1Lgj5JUMefFAOVSw/E7NU/vaPvFnXfBRLA+hhwiiWEGKxEWmFH1Pw2qFEztqgQrI8Bp1hCiMFKpBV2RK1/rX9cVDFm2GKEwPoYcIolhBisRFphR9TxV8dfHX+YLmYxQ2At4ECKJeTCAiXSCjuizr86/+r8K6fNP83zX9ro+1N08z+tEl4AXArTxgCKTkvNGrrA0774UIrKbkvf9O1AmzFxAiSq+Wv96/hLHzKmyUGonESlb+J2oM2YOAES1flX51+df3X+pUXBoXIRKX2TtgNtxsQJkKiuP3X9eTutP/lGXyYAvbDFlOh5lY+w3xDoBCumGVyxfOA9BJU38gj7/rIfCaj5O99l8PXCg6W1LCoKVywfav3r+Kvzr64/tBDQIo/lQRYGXRxoA1TX//r8F0dEff6tz78d7/L79aLuP7QaupYWKypcsXx48/ZfutHHHdL7HO+QW/D9U0KH1jWbPYi+YF3rnHKeg04+OIi+YF0vOeU8B518cBB9wbpecsp5Djr54CD6gnW95JTzHHTywUH0Bet6ySnnOejkg4PoC9b1klPOc9DJBwfRF6zrJaec56CTDw6iL1jXS045z0EnHxxEX7Cul5xynoNOPjiIvmBdLznlPAedfHAQfcG6XnLKeQ46+eAg+oJ1veSU8xx08sFB9AXreskp5zno5IOD6AvW9ZJTznPQyQcH0Res6yWnnOegkw8Ooi9Y10tOOc9BJx8cRF+wrpeccp6DTj44iL5gXS855TwHnXxwEH3Bul5yynkOOvngIPqCdb3klPMcdPLBQfQF63rJKec56OSDg+gL1vWSU85z0MkHB9EXrOslp5znoJPPEubv6Ju8o7cOSuTCu6BBA/YyITEd7yZZbgZeGQMdlESEd0GDBqy3xHRmiInYeGWkOyiJCO+CBg1Yb4npzBATsfHKSHdQEhHeBQ0asN4S05khJmLjlZHuoCQivAsaNGC9JaYzQ0zExisj3UFJRHgXNGjAektMZ4aYiI1XRrqDkojwLmjQgPWWmM4MMREbr4x0ByUR4V3QoAHrLTGdGWIiNl4Z6Q5KIsK7oEED1ltiOjPERGy8MtIdlESEd0GDBqy3xHRmiInYeGWkOyiJCO+CBg1Yb4npzBATsfHKSHdQEhHeBQ0asN4S05khJmLjlZHuoCQivAsaNGC9JaYzQ0zExisj3UFJRHgXNGjAektMZ4aYiI1XRrqDkojwLmjQgPWWmM4MMREbr4x0ByUR4V3QoAHrLTGdGWIiNl4Z6Q5KIsK7oEED1ltiOjPERGy8MtIdlESEd0GDBqy3xHRmiInYeGWkOyiJCO+CBg1Yb4npzBATsfHKSHdQEhHeBQ0asN4S05khJmLjlZHuoCQivAsaNGC9JaYzQ0zExisj3UFJRHgXNGjAektMZ4aYiI1XRrqDkojwLmjQgPWWmM4MMREbr4x0ByUR4V3QoAHtrWlm0h/Moo/z4+eVKRwTuLQ+Bgyb1CXyCo+ho9+Erflr/ev4kwnRPUP00zUfA4bFbGpbr/AYyjr/6vpT1//6/KfrQfcKUdcffnrytQGGxWratl7hMZR1/a3r7xu//rp39OMgFOMHpOd5cKr/6BNPy69v2ui3JjwlZtI/sn52zGSf/9CD0gz4etA5osYiIogqjqEFdyl9zqQj90URlkWpWQ7U/LFWrj61/nX81fmXlglaN+r6U9ff+vyjzxH1+TduJMREXPcfaQNR919xT5XvP1cYuhTxr/0WR5bsW/n5R4aYNO8Yfy2eCetBoq/14Db6eZNWd0T4O/bwY8/Qu9Cs4iViCG3YybKAb0zPQf9kv6/xdELEk3YIaVnWfaMY7eLxLgtrONVMWpWlFWF9Fcg91Py1/nX81flX15+6/tbnH3k+5afF+vxb9x91/xXf3JO3hmVqyOF13H/yRp+nm+5m3frDUAId+9/YIt2hNtI+HU+E33/778m/pvy0oWZd3C677bjvyeUD7Lr7iMUzlF65BHbDvYd1J9zqr+an0rnaWREVtOqVxVFg2BiEC1vrT4XRGrfqWcdfHX91/mWrinda88UHbV2xhUajcGFNV59/WvWs609df+r6k60q3mnNFx+0dcUWmrf9+jOEL9H3e3GuiC+PvrOOzRC2RVlVxfFtuohWHHk6Ap6q+fmTjVp/HlN+XMgYc4dWrCAKV1oK1xHwVB1/dfzV+VfXH14w/Lrglp60lniyEBduatMR8FRdf+r6U9efuv7wguHXBb/UdMYKcXHpThHNui5jfZlVZ0f/eQPuXe+7FWUO73scO+qgUA4N0bHmb786q/XvebeoHFDe97iOP6lAR0nq/NOi2LGuP3X90X0Knv1oitDo6Hy3tpxQ3ve4rj91/aEKdAwJkBqiY11/6vpD649s9P27BjpQeBrF1UlGjA0bmV9YtxKbMyLyBxbyqOxc3CjCHypYTMSkr/mlhFJkOci8Zi6vtsZE2z3z40NKOquxqnGs9a/jr84/P6t4ZtT1R9aHuv7QUKjrL88HrgLf/EzJrk2uzz+uOlIqPUjh6FCff11REqz7jzd+/6Hv6Ms6JgedqjIw6YHAjE6PSS/KmmROu0krzIRbTAVys5q/XbweJqtp5rQbtMK1/nX81fknC45NBZ42df1pLx49TLamZE67QStsRY/bxpag3UfJZE0yp1S23spSoo5/KlStvw1FHjZ1/rcnTw+TTbnMaTdoha3odfxZKbhsr+P4G6K/ou8fDEkVCfeQRNpHWaR+TxDdUrihhTR99xm9dH2lAjH0zpbOuCeF0j3Bml8rQOWp9a/jr84/rJxxvaBFxY8Kmyy2wrKOb3X9qetvNgxkVPBBR1IcTxhWFo2A+Lr++pmGQtX556uiowW1YY8x3+r6U9efbBjIqOCDjpY4ZvzQMYWK6B39mRR2r6TwXOiEfe2dZECYtWeHb5ZHo3LMhCrjYw+dBLNAWXt2+Fbzax38UMkKFcNkeugkmAXK2tf6a7Xq+IujRkeHHLOBkgZVD50Es0BZe3b4VuuvdajzXwaDjJFsoMTykOmhk2AWKGvPDt/q+NM61PEng0HGSDZQYnnI9NBJMAuUtWeHb3X8aR3eLuOPro/Shz4bDbEGMPjyEGm6vtsBWZdN3Xa9enctktCREdb8NDFpZtb61/FHw8DW6PZMaTFpWtX51373zJUrFcqREdb1p64/df2tzz/1+bc+//6DPv92XLrjn9wYd28rBnpelBdJsZvu5rH1QBNHnlxr/lr/Ov4wlbyt869vZlCVuDi4dQ6fuv5I9er6279xqc8/cYJ1TqD4PigmWWHr/EsF6SxfXX/q+kMD4++4/tqlOzIy4/hLo1SfM9NYTQNUNvAdem2rAYRhrd+McI6D0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwjDFuHouqiD0OZU9EDCQmxWAwiLtS/jZqy16AR5N20JukqRkkm+IQDY1LiFVNIvbEdKJvmGAGBbWROhkn5hO1IyyTcEAJvStZBK+oXtSMkk3xAAbCtrIlTSL2xHSib5hgBgU7oWUkm/sB0pmeQbAoBtZU2ESvqF7UjJJN8QAGxK10Iq6Re2IyWTfEMAsK2siVBJv7AdKZnkGwKATelaSCX9wnakZJJvCAC2lTURKukXtiMlk3xDALApXQuppF/YjpRM8g0BwLayJkIl/cJ2pGSSbwgANqVrIZX0C9uRkkm+IQDYVtZEqKRf2I6UTPINAcCmdC2kkn5hO1IyyTcEANvKmgiV9AvbkZJJviEA2JSuhVTSL2xHSib5hgBgW1kToZJ+YTtSMsk3BACb0rWQSvqF7UjJJN8QAGwrayJU0i9sR0om+YYAYFO6FlJJv7AdKZnkGwKAbWVNhEr6he1IySTfEABsStdCKukXtiN00apdo2/dQcaWb/x+PmFcnI+wsu7KHARguW37ZlEB5jkhOLZ8q/lr/Wks1PFnUwGTDjNF5wk8WGXLo0UFmOdk4Njyrc6/Ov9oLNT5Z1Ohzj9dGbBS5F7OaiwdLSrAvCSwi4I4xre6/tT1h8ZCXX9sKgxm/RlCP7rD2/04oWRmdR66FWBh86bpDyEUXwQkOR43ndfd7X1v3QqwsL4F5eBTkz9SUfNnX0SkctX667yp44/mTJ3/XIR88Si8nhUmtuuJ1vWnrr/1+YfmSH3+rc+/6ced+Tm37j/+vvsPeUc/e5oyx0DxlNd2oZTvL9HzJawpITAiB1nYHAO5uMODEnlhTQqBETnIwuYYyMUdHpTIC2tSCIzIQRY2x0Au7vCgRF5Yk0JgRA6ysDkGcnGHByXywpoUAiNykIXNMZCLOzwokRfWpBAYkYMsbI6BXNzhQYm8sCaFwIgcZGFzDOTiDg9K5IU1KQRG5CALm2MgF3d4UCIvrEkhMCIHWdgcA7m4w4MSeWFNCoEROcjC5hjIxR0elMgLa1IIjMhBFjbHQC7u8KBEXliTQmBEDrKwOQZycYcHJfLCmhQCI3KQhc0xkIs7PCiRF9akEBiRgyxsjoFc3OFBibywJoXAiBxkYXMM5OIOD0rkhTUpBEbkIAubYyAXd3hQIi+sSSEwIgdZ2BwDubjDgxJ5YU0KgRE5yMLmGMjFHR6UyAtrUgiMyEEWNsdALu7woEReWJNCYEQOsrA5BnJxhwcl8sKaFAIjcpCFzTGQizs8KJEX1qQQGJGDLGyOgVzc4UGJvLAmhcCIHGRhcwzk4g4PSuSFNSkJWpfuaCM0VWnGtXqx7npA6ksQHezVXEeLLFeMZ1zNT4/awO8+5mXV6jEniA61/v3v32ZjrY4/qUBWkzr/6vyr609cGV6L0dnDSkF0qOtvXX/7nsGztTYOr4yr629dfwex/hYbfR1SMr4MGshpXrgoxDlFkcviEIUZMAgR90j/4hQwaEB03qv5a/3r+KvzT9YEvzC4FUXhgEGndjqDBur6QxXw1ajrb11/6/pb119ZE/zC4FZUhQMGndrpDBoQnffq+vPa159io18s5FTavleeUPrCu0esBVWX1IKSa3pPeWwCAxodWGPi+ASV1IKSa0JPeWwCAxodWGPimp9KEf/+shRF6tZRPE95nCoJpNGBNdC2R6u062jsKY9TT0AaHVgDbc1fVkv8juJ5yuNUSSCNDqyBtta/rJb4HcXzlMepkkAaHVgDba1/WS3xO4rnKY9TJYE0OrAG2lr/slridxTPUx6nSgJpdGANtLX+ZbXE7yiepzxOlQTS6MAaaGv9baPfXzB8kcYpDBpIFRXUx3MQMVhtmnvKIaJfZHEKgwZ8A8J9PMsQg9WmuaccIjU/f5HGVcigAV8wwn08yxCD1aa5pxwitf61/nX8uRli0ICfMIT7eJYhBqtNc085ROr8q/Ovzj83Qwwa8BOGcB/PMsRgtWnuKYdInX91/v2t8482+jNpjLn37W3EGfCjLsO5Ai8IoiQLkhMvTMTHLamjTJjmgU2IpCxR3rLm1wWh1l8qkA2OOv7q/KM1jv6v6w+VwS33bsHVhcPmjYFy2TU/V9T1t66/vCGLt2xwkFOf/+v6U9ffN+35x97RLxf8tGwnhDlsNpvMxra26JCpTcfmlWnhmW9fI6mX3O0jYc5FFrBOUtaELAiAjuFH+8IN94SX7ng0zLvaUmGRrT5o9ydlzl4fxVZ5ZylrQkWasmQWzntKspqf1zpfBSsZgbxqqeoJebXgvImFSxq+Wn+0JgSgUi5lTcirBedNLFzS8NX6ozUhAJVyKWtCXi04b2Lhkoav1h+tCQGolEtZE/JqwXkTC5c0fLX+aE0IQKVcypqQVwvOm1i4pOGr9UdrQgAq5VLWhLxasGvy8ssvh//77nfD6musETYbMSJteFzPPrNrGrvNmZQ1oYHy+1jeUzqzmr+uP3X99bOgf9akWZeQVwsuJ1oUlDR8nxlc6jNnUtaEkrYnUQ+Nnmv+t/H85z+YhXe5siGF0UGDpzVAXEyi4vPLNRLbS3oedUQM8BMD0ydMCWN2O1Ne5ax8xu5h7uUWpeaxA9eXQnd0sa78T595TXjhytvCghusFpY98OPFfeL7ld/erPPHvaj56SGS4ePeE3OPsXvkdYi5WNfjj7rOavxBV+tf6/+3jr/xEyaEzUdsHrbcastw1FFHxaFFA3WA9a+OP61AnX91/v2t8y/9KghmFds6/+r6QxuLbE/qx4fit8P6497RLwqQbaY45on4ksBT1ty9XLC4gdiN+rrRP4NaDgkrnf6FMM9yi1svWTphXR8UlC2hp6xlE56ijf6LV94RFlifNvoHb0cRJxTofGtXgJbEEwPnt+2qNTGQnX+RMXddEw14ouYf6PGv9Y8vl23IGKjjT0rh6pHPuuS1JJ5oz7/xE8bLRn+rLbcIRxx1tD63WBMDtf5SClePVPEctSSeaNc/NY4xJqyJgVp/KYWrRypcjloST9T61+cfeo7xQ8JGT51/b8X9h9vo66PmHzvDBvBoOkKg+nzkW3oBlXRAsKyb/gK9o7/rWaRvaKP/eXpHf4m0NlPctAa4Fd8cIVB9PvLtmTOvpnf07wgLbbBqWOYgekefbmgBK2R2SH3g/pvWABo4QqD6fOQb2qesCbmWKrZj6gPtTWsAYkcIVJ+PfEP7lDUh11LFdkx9oL1pDUDsCIHq85FvaJ+yJuRaqtiOqQ+0N60BiB0hUH0+8g3tU9aEXEsV2zH1gfamNQCxIwSqz0e+oX3KmpBrqWI7pj7Q3rQGIHaEQPX5yDe0T1kTci1VbMfUB9qb1gDEjhCoPh/5hvYpa0KupYrtmPpAe9MagNgRAtXnI9/QPmVNyLVUsR1TH2hvWgMQO0JgE8aPnxBGbE7v6G+5ZTjav6Mf7w1awKKnZDXi44YNQO0IgerzkW+4/+msE3ItVWzH1Afam9YAxI4QqD4f+Yb2KWtCrqWK7Zj6QHvTGoDYEQLV5yPf0D5lTci1VLEdUx9ob1oDEDtCoPp85Bvap6wJuZYqtmPqA+1NawBiRwhUn498Q/uUNSHXUsV2TH2gvWkNQOwIgerzkW9on7Im5Fqq2I6pD7Q3rQGIHSFQfT7yDe1T1oRcSxXbMfWB9qY1ALEjBKrPR76hfcqakGupYjumPtDetAYgdoRA9fnIN7RPWRNyLVVsx9QH2pvWAMSOEKg+H/mG9ilrQq6liu2Y+kB70xqA2BEC1ecj39A+ZU3ItVSxHVMfaG9aAxA7QqD6fOQb2qesCbmWKrZj6gPtTWsAYkcIVJ+PfEP7lJW4eOWOBl17aYHPNMixkAFRpEPJd/og1U4fPyU8+IUzA38deGV+R38ovaOf7iUlbcK05yeF5877XZhy12NhxvjJYY555wlzL7uIXHv/rk3e35lfLt359e1hwQ+vHpY9aFvVSMo8P04KLHzr9A0+f+Sr+ePDboWIj0CtPxVGJ4SVxoCN0nDFFVeEyy79SRgz5oGw0LsWCv/6r2uGffbeOyz57iVN1MwM4YILzws33DAq/OUvfw7LL79C2POLe4ZHH380/OpXV4RvnnJKWGbpZeSB+NrXvhbGjh0bfnzuuVl+9n9x+S/CCSedGJZfbjnre/To0eHcc34cHnrowTDnXO8Iq622BvX9xbDmB9Y0zcknnRJuuvn34dBDvxrOPvuscNddd4fdv7B72H2P3WUa/PXZZ8MF518Qfv+H34fnn38+rL322mHrj30sbLjRRtKHnbYB6zqcfPLJ4aY/3ByOPPKIcMaZZ4Q77rgzLLrIIuGLe+4ZtqJLab73ve/R/f5leGHi+LD66muE//7v/wprrvkBW9S4yxvlHM4ND9I5zDXXXHQOq8VzIB3dWPP4Y4+FkfuNDFtvu02YMnlyuOqqq8KzdL//8Ic/hPHjJoQtttg8bEHv6MulO9RgJo3f4447lu7PHWGHrs0bxgAAQABJREFUz+4Ytv/0J6mXIdTmmXDBBReG3/+OznX882H48LXDNltvHTb8yIZSf87Ht5NPOolqdjPV7NBw1tlnh7vvustqpgp3LOvS6YOMNjdWD+u1zr9s/MtMRAmtSBGUfKcPMtrc1PqjPKhtHX91/L2G5z8ZLq2xQ2y2l2QfonzigcV+DMPPf3O2VwOxCSLR6YOMNjdv6PxP7+i7SYX7zra4az5kGJqktpAB0SSh8NMnTKZr9M8SvNJpnw/zLL+E6QXQK4CH/usH4dUnx4U5F10ozLvKe0Lz6rTw0r1Ph/n+ZZkw9KufElnqVhFv9CdeeXtYgK/RP4gv3Yn3LAmFy+7vm3D+Nb97QGr9bVGPg1MMKgTrY4wvu+yycMyxx4Sl3rNU+PCHNwiPP/F4+NMtt9FGd+Hw88svD/PMM480+d73vx/OOuPMMM+87wzDPvSh8AxtUB9+eGwYOnS58BhtYC++6KKw0sori3aPPfYI99x7b/jD73+fzf9TaEN9wfnnh/NoQ77qqquI9te//nU49KuHhgUXWDB8gDb2E16YEO695/4wz9xzhe//4AekW1V0I/ffP9xw3fVh0cUXC9OnTRN+m222Dttss2146aWXwhc+//nwEL24WHWVVcKiiy0WbqfN8bRXXw2nfPOb4cMbbGD3QzorDiP3HxluuP6G8G56YfOuhd8VllziPeGWP94cXqU866+/frj1tlvDsGHDw+QXJ4U7774rLLTAAuGnP/tZWJi0/GzA5/BV2kwvsOCC4YMf+EDg6+35/OeZe245h9XoHLj+Dz44Juy8405h4UUXDRNfeCGsvNLKYZFFF6EXF2eGCePp0p3NR+g1+kceTVO7CUcceWS4nB6D7T+9fTjwwIPCHJTrpZfpXL/wBXpR9FBYZZX3hsUWW1xeCLw6dWr45re+FTagc8Vtf6rZdddfHxanmr06dVpYbfVVw7ZbbxO23mYbSMSmsZFQJiBHIq2wI+r8G9T84zqnKiZU659XQCrTKo8j6vir4y9u6v3IwQiB9THgFEsIMViJtMKO+Ccff/R81HGjt6KyW+lbsB1oMyZOgEQz6T++TZ/4kvxLQUKxk1ceea65Z9tvNPfvfHrTTJ1mkhkvv9q8PObZJLSINp3xyjTpc8Yrr7qIgy6/YxOM+Y0o/QECvVJrQ6Dmt8ffl8VwWcTS7xXa0DFFJ/gnqv+uu+3arLvOus2ECRPkVLlUP/rRj5pddtmloQ2ucGPHjm3oHfJm0003bZ555hkbfz/8wQ+bYcOGyb+Hxj5kpaJ32pv1N1jffMzHk04+qRm21rDm/vvvj7GZzZFHHdnstutuzdiHtD3nP++886TP73z3O9bHyJEjhdt7772bqa9MzR5/ege8GTZ8WEPvvKueOuH7s+GGGzYf/ehHm+nTpls/OeBsTYO+v37Y13FXm2uuuUb65PO+7bbbrNlXv/pVOYdRo0cZd+SRRzZcR9p8K0fdnnd+PIfv0DlomuaBMQ9I2/XXX6+5+eY/kjYGCI0bN64ZPmx485VDDpE+jj32WMl//PHHa5/xKOdKNfy/7/+f8Zx3w43iuU6fYd3ivPb+370beiFg+gRSfnBtBhFnSYT117EJlp2UvinbgTZj4gRIVPMPUKkyVPpWyXagzZg4ARLV+g9QqTJU+lbJdqDNmDgBEtX6D1CpMlT6Vsl2oM2YOAESvd3qn2/0pQCpHs3MWZTNhRU6gruBK5YPsbyRR9gyEuG56c+92Nyz3YnNvdufTBv7p01mwIkVOoJFcMXyYfbyv9nnX/PjAbRHPAcurNARrIQrlg//fI//brvtRhvo4c1vrrqKhgttEv0tnv/lP7+cNGs1F150gZYk8jPI++QnPyGxsQ+NlXpxaPfdaaO/Pm30i/l/0om00acNuW30Yz+cUqEen/nrs81a9ALi4IMO1ntD9MiR+1HbtZq/3HMPxLFNI/dhqy23svzaqGlOOuEEObcxY8aAym3MP3Lk/pLv/vvvs/hU2hjzi5Kddtwx5mPxzOaKX/+a+OHNhRdeaPmtEUlilw1dktMMX2ut5uCDv2LhBx6gjT6dP79YkRvE5DxPG/1hpD+UNvp0aZPcH65X0mn+T3zyk82WW9C50s01b6S2dH8fcOe6/35UM3ps7+Gadd1cBwodwXq4Yvnwzzf+URY9VZxwZOGK5UM9fyuFVAPVS/VCyYQp5n+hTuOLAtouaw0yWo7V+kuFYpmKakmdMq7WvzXkMsIVS6EjWAhXLB/evuNPL91xn2BkH3XAcR9OemjhwQLkhXX9gHri6J+GSX8cQ5+PDqHLdxagy3eWDgtvuWZYYNiKTj1IiCSwrpuccp6DTj44iL5gXS855TwHnXxwEH3Bul5yynkOOvngIPqCdb3klPMcdPLBQfQF63rJKec56OSDg+gL1vWSU85zkOVXX311OOSQQ8LMmTPDEosvHmiDHTbZZJOw0YYb0vXyc0mPJ9K13hddcEH47v99L3zwg3rNuQSor0MOPST85sqrwsWX0qU7K64ktL90R4g46U86hS7d+fH54fwLzrdLcjh+7bXXhj/96U+B3tUPE198MTz55JOBf1d+s802o2vUj5MuDpDLUG4Io0bdEOaff37rdspLU+i+fjSEOZqw+mqrK09HPs3777tP/MOP+Dpdrx8vVynOnwV8icv1dInL6FGjwnzom3i+9n3dddaWS2ukIzqMHj0q7LvvfmH/kSPDDjvsyFfuSLJrr6dzuOVPcknNi3QOT9A5vGLncCyJhoQxdOnOTjvsFHb+3M7Ux77oUux4unRnC/oyLt893H7/+z+EuekSJtymTHkpbLTRR8gdEtZYfXW5BFTzDwn3PXCv3I/DDz88bE3X63M/XDM+r1GjqWbzxb8x0nH+6H+2LfqCdR3klPMcdPLBQfQF63rJKec56OSDg+gL1vWSU85z0MkHB9EXrOslp5znoJMPDqIvWNdLTjnPQScfHERfsK6XnHKeg04+OIi+YF0vOeU8B518cBB9wbpecsp5Djr54CD6gnW95JTzHHTywUH0Bet6ySnnOejkg4PoC9b1klPOc9DJBwfRF6zrJaec56CTzxKma/QzaUdvHZQ0Ed4FDRqI2wR98sb3I1I0SxwdFyU4+dax4YXf3BWm3P14mPnSK/LcuNDG7w9L7/Ox2GmuF4FlTXmdykVnkR9h3xgcW+Fd0KABy5WYdJ98Vwl7ZWQ7KIkI74IGDdT8VKi4n9OhQX6qTqxvZjqiHZQ0Ed4FDRqwXIl5ffM/9NAYuh7/F+Gmm26ijepYOdlV37tyOPPsb4dFFl44HH300eGnP/1p+NE554T3v+996W4TOuKII+Ra/ksvvjisuBI2+ruH++69L/yOrtG3G935k+kLu+eff55cp79KvPb+yCOOouvQfxreMedc4V/+5V/o+vglA31SEK675uqw6WYjZKPP560bfd2M80YfteAv3m5Bv1TDj8/mtFHWx0l/oOxR+u7A4vTiZYcddgjrr7e+Poh2hyKgjg44YCRdy84vIkbRhpheRMgi08hGf5111pGNPh5//tItb9L3o+v6d+KNPt3kWvqf/zzMOeec4V/pHJZYkn79i74fdPU116QXK5RnzIMPhp122jF8buedwz7Y6MuJ6K/u8P3nSz05/xx0htts9/FwGH2xOVLhOTrXrehc+TaCvrgr3w0jzPEn6FwXo3Pdkc51vfXXI2aIvYDJz4tC/hbzW3GQzLKmsWYhau+x705xR7SDEq3wLmjQgOVKTM3va1HrX1agozodVB1/VAGpiyuOQQN1/lGZsP7LUwPKJgOo65BqZ9EOSmLCu6BBA2+J+tMTE32cgY843Kcd/MkHbgjDMg8MC23beoXHUL72/DPoOv0Xrrmbrts/obnnkyc10ye9bPcDvbWtz+kxlK89v28NDIve2tYrPIay5v9HGX/+0QOGxaPZtl7hMZSv7+P/yCOPNF/+8pfl0pHzzzufksxsLr74YroEZFhz+eU/Q1Kzu+zyuWYtumTEX2O/5557in48XY7CN9zrQw49VHi+dIc5ehebLmUZ3my73XbN5MmTRcuHhx9+WPIfdOBB5Glrud6cLt3xOm0wsxkxYvNm+099Slzk0hgUuWUPOrZ86Q5fmlT2zdfM77XXf2hjOc5saNMs53DBBVwbPge65IZ02227rbRHv3wOw6lmfA7g7udLd4g76aSTjENs3LjnJbbxxhs3U6ZMaT79mU/LNfuXXnqJ5NHDzIZeDDSfiucKrm/806cO0sekyVNEilzsAMNqX11Hr/AY2td3/KHXZH1Oj6Go+fse/1QhRb56wLDQtq1XeAxlrX+tP8ZCWlcSkzg/eoBhvT7HXuExVHX8/T3Gn7tGPz4IYvwD4nl+cHwMD9Zrt9aagGFpHj0xime8PLWZNn6Sdh7DzN3/mW829273jWbqU/oFxNee3eWk/mKXsXn0xPiI51nqY7OTWbXWmoBhCUVPjI94noU+pn3OztFaEzAsHURPjI94noU+NjuZVWutCRiWUPTE+IjnWehj2ufsHK01AcPSQfTE+IjnWehjs5NZtdaagGEJRU+Mj3iehSnGG0r66cXm1G99q5kxI/FXXnmlbDrxZdi77r5Lrkvffvvtm8nUBumuufbaZjhdc84bWvppTOOPoi/Y8ob2N1f9xvK9+MLEZpONNyV+reaB+GVcuWaddP/+pS9p23g8ia5R5/YHHnSg8SP34834sGYSXhDQ3cU9pp8ClftBlwBFUiM/Pu/Hzcj995Mv5po4AeubN8R8PX650efr6ffaay/TMbgBG/3z9fsKfP0/n/+XvrSn6iT1TNnMc/sDDzrA+AceGCPnTz97qZw7jnueXzAMaw455FBhH330UfmC7Xrrrddw/XH7XzrXtenF0bXXXJudyY9/fK58qfihB/kLwXr+9GtC8r2GyVPoRRSKlQC6nC3ruzEsPURPjI94noU+NlupfRbpJu/J5/ERz9f8tf5+bNTxN7sVsOoRMOxnppA+ErFRBmY3tc9S5z+VMa9k9MT4iOe5hD722h+Cnkt3Oj5apU8i/F9z979GpB9SpI8q8s8q3F9Km+XnICaQLl667ZHw2BGXhfnXWjHMTz+tOYPCL9FlPC8/8HSY6z2Lhvd+ew/5TOaNyo+PefARzd/7/Gv+NB54QNT62wUacokI/xoZfXE23Em/r77hRz5MP6/5kcDXl5/34/PCpCmTw4X0M5grrbwilW5I+Pphh9Hv5f8qrESX5/w/0o57bly49rrrpJ+pU18J9K6/xLjiV191dTjoKweHed/5Trl0Zemllw6/+sUvw1/Hj6OfvJwa6JMC+mlI/dnMLel34+mLqHRJyuZ03f7q4fbbbw8330Q/bTl9Wthsk03DcccfK/ntenO+vGb++ShLGt388578k5NyXf+mm9L9WFl+BpMvs1mZfvLzfPpJz3fM8Y7ex59/unPUDdfR3wgYrdf/x6WI3tEP66zL1+jzH+XTG//m/7777RP232//sMOOO8r58znQr+bQ7+BvIb+ff/vtd9Dv198kP+9p3zOgPh+g39jfmS7d2XknunRnn33xJw5krXphwrgwYsQW8gezjjryKDm9UfQ3C+iFCl2SswTV7LywKP0sp5zr7p8Pr9AliJvEc72bfvKT7xefK33SEObgc6W7m9WMLkmq4z+Nmr/H8w/GjIycuv7U8UcDAmOijj+qRSyGLrd6xFyRQgk1+P0fao0+6/r3N4w/fk3AhWw9HH4kS6XzQ0ufhfGgw8YgXFh5OtOHs9Uf5Z/68HPhiRN/GV59YlwcN9wwhPneNzS85783D/Mss1jsuDRIABvjcGFnkd9Gctk9+a37m2mQALbmlwqgHLC1/lSW/vH/WsYffwmUv/D629/+NrxKvzs/xxxzhBVXXCEcdNBXwoc+xF+81f75N+mPO/a4MOq3o8ML41+ga+rfET71Kf0DTpdcckm46OKL5HfhqYHczj7rLNn8vzh5Eg92uX6ef3f+4osvCfSLNWFl+g4A/RH08OCYMYF+UlL+wBY3HDp0KF0Dvw9thPejNpuFY47hL7KGcOABB4Trrr2O8t8Y5nvnvPFu2UCgFyt3hm/TdwruvPPOMJVeTPBvzo8YMSLsO5I2you257mffwdw3/SihTfL883HLyK037XXpo3+OuuGM844Q+4D06Pp/Pfde9+w/wG00d/hs8TTl2zlHL4SHh77sOiGLjeU/uDYPmE/ug5/BG3+j6HvOPCNf/uevy/wuc99Luy9z95y/hKgAz8OfI3+x+iPfB1xxOHEcN2bcCa9yPg+/Q0D+kWe8O1vf0fou+68O5z97bPoXO8IU6fqY7bpZpuG/eiPcS1Of0NAbrT+HXjggeHa6+m8RuG8NMRHf/6JBUJdYSMPFzbWiaOt/t4C6/9rGf8449ziBGFjFC5sPX8qzN+2/uR1h4cCw9b6SwVQDtg6/qgsdfzx2Hij198h/ElArLWMRU2K8tMd4HD518lMmYCNXVAFUbiiEq4j4CnOP/PFl+kv5L4YZk5rwtxLLii/voM0sL5N6hxRLmQ6J7DCdQQ89VY4/ze7/jU/FqP2GMrGEhy2fhC1XVG+nuNvBv3qDv912UXoL8K+k96J78vPv87z9NNPhyXoS7Nz0S/CnPiNE2STfwlt4FdcacV0v+Q+N+Hpp56WL/TOSxvo4pREi8MLEyfKH8LiL8/KrRAXbpIUAX6xwl9affeSS8qXY/+e828incO0aa/KO/D6iL+x699UOtdxzz0vf8GYvwiMmy/J3/P8a36tQK1/Wufq+Hvz9z/1+fet//zr1wxZRQqicJOkI+Cp12v+FZfu+BR8X7zvsdzPPBwpkKqmo/+8BZred4vKHN73uOaXCnSUpNZfi2LHOv7Ss3bH/DvhhBPChfRXcS+5hC7dWZE3+tjistgPMI9jRx0U2tT6cyWpCnX85UNKhhXVBZ/7x6GkphxQ3ve4jj+pQEdJ6vzTotixzr86//xTGk+ct+H+Uzb6/lWDLhRcjVgdmTE2bTiASNwGaEwC2cZAGTmyhGOdizvXPb1qrvmlWFSvWn8bO/I7hLJtEgrzVkeeHiVQx18aN1qQVJae+XfCCd+gS3EuCpfS5Tv685p1/GnR6vyTOsj0SjONuTr/dISkquQV0ag7ypSiQ33+c0VJsD7/1/0PPrWo+z9ZLGhyvL7PP/qOvqxYctCtUpErTcl+lDXJnHabVpgJt5nD70vjXNs9tJmsz8yZhZbDNX+t/9t0/I0fPyFMfOGFMHT5ZcOc75grTQWeF9i/MJ7FLZtymdNu2ArX+Vfn39t0/snsqOO/jv86/mkq6Jt5df8XnzNfx+ffIfxjPXl/surETO4pOdI+yiL1e4KxFxY19Ojxl/f0hl5aX0GwHpOOEbXrSaF0T1A7kbY1f61/HX91/qV1hWtR1x+/KuS1YY/XVb7V9bc+/2TDQEYFH+rzr21PUQyrjQEqUt1/+JUm7tfq+ksVSLsSHS+oDXuM+fa3r7/0jj79CUjqSLr3OTSDHHtopxgYZu3Z4Rv2HJq55ueSZIWSKsmhh06CWaCsfa2/VquOvzhqdHTIMRsoaVD10EkwC5S1Z4dvtf5ah7r+yWCQMZINlFgeMj10EswCZe3Z4Vsdf1qHOv5kMMgYyQZKLA+ZHjoJZoGy9uzwrY4/rUMdfzIYZIxkAyWWh0wPnQSzQNo3XyDHt4F6w5cXSNP13ZaB8qRuu949cy2T0JER1vy0MNDKUOtfxx8NA3uOaM+UFpOmVZ1/7XdPXLlSoRwZYV1/6vpT19/6/FOff+vz7z/o82/HpTv+yY1x97ZioOdFedEQu+luHlsPNHHkybXmr/Wv4w9Tyds6//pmBlWJi4Nb5/Cp649Ur66//RuX+vwTJ1jnBBrwfcE6/7D4kO0sX11/6vpDA+PvuP7apTsyNOP4c8O0mNBpgMoA7tBrWw0gDGv9ZoRzHIQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAGLYIR9dFHYQ2p6IHEhZisxpAWKx9GTdjrUUnyLtpS9BVipRM8g0BwKbGLaSSfmE7UjLJNwQA28qaCJX0C9uRkkm+IQDYlK6FVNIvbEdKJvmGAGBbWROhkn5hO1IyyTcEAJvStZBK+oXtSMkk3xAAbCtrIlTSL2xHSib5hgBgU7oWUkm/sB0pmeQbAoBtZU2ESvqF7UjJJN8QAGxK10Iq6Re2IyWTfEMAsK2siVBJv7AdKZnkGwKATelaSCX9wnakZJJvCAC2lTURKukXtiMlk3xDALApXQuppF/YjpRM8g0BwLayJkIl/cJ2pGSSbwgANqVrIZX0C9uRkkm+IQDYVtZEqKRf2I6UTPINAcCmdC2kkn5hO1IyyTcEANvKmgiV9AvbkZJJviEA2JSuhVTSL2xHSib5hgBgW1kToZJ+YTtSMsk3BACb0rWQSvqF7UjJJN8QAGwrayJU0i9sR0om+YYAYFO6FlJJv7AdoYtW6RJ95t0NMtD82RNhXJyPsLLukykEYF2XDlpUgHkdCo7xreav9aexUMefTQVMunz2wIPV2VMeLSrAPCcDx5Zvdf7V+Udjoc4/mwp1/unKgJUi93JWY+loUQHmJYFdQ8AxvtX1p64/NBbq+mNTYTDrzxD60R3e7scJJTOr89CtAAubN+XXEPqHEIovApIcj5vO6+72vrduBVhY34Jy1Py1/vJHaur4y76IStOlzj9dN+v6Q2tmXf+5CPmTR+H1PMPEdj3R+vxTn3/q8w/Nkfr8+2Y//8o7+tkyZY6BYslru1DSuqY/DhOtKSEwIgdZ2BwDubjDg7Lmr/WXH8egASHrK8YKBgj8wmZhcwwU6rYLZR1/dfzV8cdvsNT5V9cft05igXSUh1nYHANe2omhxLiDNTEERuQgC5tjIBd3eFAiL6xJITAiB1nYHAO5uMODEnlhTQqBETnIwuYYyMUdHpTIC2tSCIzIQRY2x0Au7vCgRF5Yk0JgRA6ysDkGcnGHByXywpoUAiNykIXNMZCLOzwokRfWpCRoXbqjjdBUpRnX6sW66wGpL0F0sHcTO1pkuWI842r+4lm0o4gZpdVjShAdav2phFmNkpONtUhnXB1/dfxlu7g0drqRjh6OCaJDnX91/tX1Z6DZkuaMzRudPTR5KFbnX3fxOtlUS0F0qOvP22/9KTb6aVBgXsWnJxtCTmFzDgOod/eUOrN+uoHr3aABaeI9zHnhfKDV+YBBp3Y6gwZqfqqAr0atvz7nSE18YdyIUjhg0KmdzqAB0Xmv1r/WXz5BoJEx8NU3ftS44daCTmfQQB1/VAFfjTr/6vyr8y/OCT8xBlpXWjFPuE4MGhCh9+r8e+3zr9joFwsZlbbvnQcofeH9Q1Zi1SW1oOSa3FMem8CARgfWmDgu0EktKLkm9JTHJjCg0YE1Jq75qRTx7y9LUaRuHcXzlMepkkAaHVgDbXu0SruOxp7yOPUEpNGBNdDW/GW1xO8onqc8TpUE0ujAGmhr/ctqid9RPE95nCoJpNGBNdDW+pfVEr+jeJ7yOFUSSKMDa6Ct9S+rJX5H8TzlcaokkEYH1kBb619WS/yO4nnK41RJII0OrIG21t82+v0FwxcpnMKggVRRQX08BxGD1aa5pxwi+kUGpzBowDcg3MezDDFYbZp7yiFS8w/JNulWwgR8wQj3VzPFck3u+e7q+Kvjr44//yI5Ta++WdPH87xCDFbnWu7V+ZcqUNefuv7U9aeuP26FNGggLReC+ngOIgarTXNPOURej/lHG/2ZlMO9b28ZDfisGc4VWBCjJAuSEy8Mw8ctqaNMmOpgBUnKEuUta34dELX+UoFscNTxV+cfrXH0f11/qAxuuXcLri4cNm8MlMuu+bmirr91/eUNcbxlg4Oc+vxf15+6/r5pzz/2jn654KdlOyHMYbPZZDa2tUWHTK0/pjY1P6qkNUlVT8hXS3DexMIlDV+tP1oTAlApl7Im5NWC8yYWLmn4av3RmhCASrmUNSGvFpw3sXBJw1frj9aEAFTKpawJebXgvImFSxq+Wn+0JgSgUi5lTcirBedNLFzS8NX6ozUhAJVyKWtCXi04b2Lhkoav1h+tCQGolEtZE/JqwXkTC5c0fLX+aE0IQKVcypqQVwvOm1i4pOGr9UdrQgAq5VLWhLxacN7EwiUNX60/WhMCUCmXsibk1YLzJhYuafhq/dGaEIBKuZQ1Ia8WnDexcEnDV+uP1oQAVMqlrAl5teC8iYVLGr5af7QmBKBSLmVNyKsF500sXNLw1fqjNSEAlXIpa0JeLThvYuGShq/WH60JAaiUS1kT8mrBeRMLlzR8tf5oTQhApVzKmpBXC86bWLik4av1R2tCACrlUtaEvFpw3sTCJQ1frT9aEwJQKZeyJuTVgvMmFi5p+Gr90ZoQgEq5lDUhrxacN7FwScNX64/WhABUyqWsCXm14LyJhUsavlp/tCYEoFIuZU3IqwXnTSxc0uLzH8zCu1xZl06t0B1dTO6g+PxyjXLZS3rOS8RAX/GOd63m13fZav3de2JuLCl0Rxer44+KIfWo86+uP3X9rc8/8UlVDK8NtC5kz8k+rrg+/9bnX/1ScX3+tc+k3B5DoTu62D/K/sO9o18sANnJcMwTcUvqKWvutqsWNxC7cb61K0BL4omaX6akL4mVr9bfliurj4E6/qQUrh42bgrQkniizr86/+gp0Q8JGz51/anrT9wu2fgwUNdfKYWrh82bArQknqjrb11/Z2/9dRt9HUj5cIpvBnhSxqMjBKrPR76lNxCSDghWlf6oER83bAB6RwhUn498q/m1Dv7FGSoGC0WyqYaon2kNQO0IgerzkW9oX/OnOgHBaqX8USM+btgA9I4QqD4f+Vbrr3Wo4y+NEyBYVChZjfi4YQNQO0Kg+nzkWx1/Woc6/tI4AYJFhZLViI8bNgC1IwSqz0e+1fGndajjL40TIFhUKFmN+LhhA1A7QqD6fOTbW3H8yUbf7rYBvcP+mwMWiuCRx5+OImjp9OQMZ+qpio4JBmw4HmP4dIBDc1CIrDSVNqLWAz5T5Ob0r1MDuX1EWfNLpaRgtf51/PFAoFudf3X9qesvTQSsiWR5atTnn/r8S+Ogc29R9x9UGKlM3X/FlSMVggi6rTB0KQWy31Iox04fZLS5cZvc2M9sjT9qow+VNkaq2FV6R991GmNioIdFjDf63C/z6cNa9vimH93BY6F0X3biq4b8hUZcbk/7dx5zyKlZan6uT60/PiznavCtjj8/T+r8q+tPXX9pVSieW/TZg2cK3erzjz7BFjUSl0pUn3+1PH5dBa7Pv2/f59/laaOfpkxCuqiko0RaYUdg/UlNBEEBW4QzTbaeFcK00feBstfSN2070GZMnACJGlp145V8iQcqOyl96FyJQfVKIWBb89f61/FX5x+/Auq6lYtI6VubdqDNmDgBEtX1r67/9fmvzr+0KDhULiKlb9J2oM2YOAES1fXn7bX+5Bt9GQD8fmi89bzKQNjvs3WAFcMMrlg+8B6blrfII+z7sytwREyK/EefTSrAdaDQEdKeDnjZLUlr/lr/Ov7q/NN1oVgteHGgJ8C6/tX1X55daDDQgKjPP7EYHcZNIIWOYDlcsXxgqq6/df2lgUCLDIaHDAwdHHX9fYOef3Sj36p4+SA4gYP2AA0WoC9Y109OOc9BJx8cRF+wrpeccp6DTj44iL5gXS855TwHnXxwEH3Bul5yynkOOvngIPqCdb3klPMcdPLBQfQF63rJKec56OSDg+gL1vWSU85z0MkHB/8/e98Bt0Vx/D8qCcYuRmPBgok1+SUGsIC99xSTX1RQQU3TxF9UwMSWxIaggrGAihp7pWgs2CKg/hN7V0RQEFGwAFJViu/9Z2f3Ozt7d88LvtbEvQ/cfGfmuzt38+zu7XPv3j2oC9LUkpqMZqChtwyiLkhTS2oymoGG3jKIuiBNLanJaAYaessg6oI0taQmoxlo6C2DqAvS1JKajGagobcMoi5IU0tqMpqBht4yiLogTS2pyWgGGnrLIOqCNLWkJqMZaOgtg6gL0tSSmoxmoKG3DKIuSFNLajKagYbeMoi6IE0tqcloBhp6yyDqgjS1pCajGWjoLYOoC9LUkpqMZqChtwyiLkhTS2oymoGG3jKIuiBNLanJaAYaessg6oI0taQmoxlo6IuE6R19pdfUVmMSutiNU6EC/eYWLeUvEho4AMtsbMrxOQOSKpMvhQpy/jlN7i5lzEiKpR0lO8sMjhqTeMRunAoVaNxoyfFtLpLUx6Sm5kYFxG6cChXk/HMmc/tP+1xsHWkz81qNt8YkXLEbp0IFuf3l9pf7H7eB2CNS7Puc3VtmsNeYxCN241SoQONGy1cwflE08Q9m8Z/T3JWAN5sMb4k26wOGBLcqLcNiMPlRlhw/5z+3P+kQ9T2k8UStjo+e5aVlWAxW7n95/Mnjf77+VUeLOELk8afRF+W6ERV5q2a0jp3H3zz+fvbjr7mjHxqhCNsgrd01XetLm/TiaFqaQbIeFvUKQVkxnpoULE64CkdLM8jx/QDukxQyI0KzlPOftEuXKZsbn7mPs9fSDHL7y+0vfL+N7UoaiLaSkt21NOtz+sfbtDSD3P5y+8vtD/0n9AwR2kvYae2Oa30ou/hSSzPI/S/3v8+r/5mJftpYtUHCXGqY9jklzzUlAEXGl0+hqsXpLKhCy7DBdowcnztJaCU+VyZjgCJz/qvP1yNB2roqoMJgQ25/cWDO/S/3vzz++GHDjxVmxAAUmcffPP7yHdvkCoMGkhgTpcJgQ77+5OsP2tHHvv7yuh3Xpvh7aqk72pqSJuiVCj/hoJlCBidUSPPtuFJfjh9nEkluc/5dBirtJckRGhhkcEKFzO2PE+OHjko+c//L/Q8z+aRveaXSXhIOOhhkcEKFzP2PE5P7n2sdlfaUx588/uTxJwycVVHpLwkFAywkNyW3RL/0ddMMv9wBnTskPBZLahWl4isZSmosU+Owphw/5z+3P0wGMC3I/a+cATtmxMElsip+domtxmFNefzJ408ef/L440YSOy7EkcWjiq9kKKlSSGw1DmvK408efz6N8ae0dMc2MdcWrW6xb9yJO5hQxrN5b//eBE7Db+vlGFa3OMeXDNSkJOffJ0X3uf1Vvx3k/tfgblm5Q1nd4jz+5PGHM1DTJGD0Lt7n8SePP/57Uhg0XLvhdlF7t7rcoKxucaiqxpTbn0+K7nP/k/4nE337rdE3FNeQQuuUjGnapIWh3UZragnNMApHdKNibeN27T5+a8vxJVmcr5x/aUDSyGQn11VnS1ub9wm3/sobmhTzcvvzaSrtc//L4w/uGuXx140nbsvjr6RBhlc/xpYyE0Zb7xNuHn9ju/EJiWlxucnXH5sVxfn689lff/wdfemrvsMqdB8DZlT6kTQGrpzbpEiieLvdV9wadAk/VFQItnQ9TookSpVfcTtD+Lk6ha5YPv9q8hpYkpwmSrVAxa1Jz5+/psKlLbe/auNpYEnaVKJUC1TcmvTc/jQVLm25/VUbTwNL0qYSpVqg4tak5/anqXBpy+2v2ngaWJI2lSjVAhW3Jj23P02FS9t/Uftbwr9F3zYGOdVgME0imK3XkbzewIlq2V3wRDo+e45a6h4pgA+1O8kZbxDCmxs4c3yfAU5Pzn9uf7n/YeQO4wUPKrZVaGfREd7x3JbHnzz+Js1AWoXb+ZYU2hOalXoDYHsef21PQ6Jy/7NZ8a0FuXGaw27L408ef5JmIK3C7XxrCW3GNh1leBLf0W9it/kmh2uhITYqbyjNwqS8U9ymcbxX9gnR09y+gTkSFoGS8k5xW47v82CbSpKo4GbRwBwJi0BJ+Zx/n63c/kKr8a1D9klDiY2qgTkSFoGS8k5xW86/z0Pu/9IYpI0kDSWkh0UDcyQsAiXlneK23P58HnL7k8YgbSRpKCE9LBqYI2ERKCnvFLfl9ufz8FVpf7w+yn/0SWsIOYDAwyPMqXu2AbQ6Gaut+/ZuSkSiMQaY43PH5J6Z85/bHzcDHaOrPaViid0q97/q3TOTrpgoYwwwjz95/Mnjb77+5Otvvv7+h15/a5bu2Iubw/XTiuaui/IlKVRTXzyUbq7jyMU1x8/5z+0PXcnK3P8a9QzOkksOttrmk8cfyV4efxtPXPL1J3Sw2g4U7oOik5Vk7n8xIbXpy+NPHn+4YXyO468u3ZGWGdpfbKX+mhnbamygMoGv4fuy3gE3pNabGIxiILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+AWqQ/jJlYtUQvSaqoUVBU9ZUvUFQFAxsIV5CmNiVVP2RJ1RQCQlajR4CmNiVVP2RJ1RQCQMVwFeUpjYtVTtkRdEQBkJWo0eEpjYtVTtkRdEQBkDFdBntKYWPWULVFXBABZiRoNntKYWPWULVFXBAAZw1WQpzQmVj1lS9QVAUBWokaDpzQmVj1lS9QVAUDGcBXkKY2JVU/ZEnVFAJCVqNHgKY2JVU/ZEnVFAJAxXAV5SmNi1VO2RF0RAGQlajR4SmNi1VO2RF0RAGQMV0Ge0phY9ZQtUVcEAFmJGg2e0phY9ZQtUVcEABnDVZCnNCZWPWVL1BUBQFaiRoOnNCZWPWVL1BUBQMZwFeQpjYlVT9kSdUUAkJWo0eApjYlVT9kSdUUAkDFcBXlKY2LVU7ZEXREAZCVqNHhKY2LVU7ZEXREAZAxXQZ7SmFj1lC1RVwQAWYkaDZ7SmFj1lC1RVwQAGcNVkKc0JlY9vGhV1+hrdaA56TZ3P58xFufD7a1mZQ4ckK5sdVOvANUMETYn3Zbj5/xzW8jtT7sCOh16iu8n0CC9tbxXrwDVDA02J92W+1/uf9wWcv/TrpD7nx8ZMFKkWmr1vrhXrwDVIkEXBTmf2/L4k8cfbgt5/NGu0JLxZwl+6Y6b7ocOJT2rdlfPgBUyLRp/CKH0ICDT3edWzFtIb110Hz9nWtCqh+xArVZeJq3AaA0iMCMMBDh7tswaNZrmPDuRlt5gdWqz1w/ZUh/flfTjSn3tzo2tngErJNheLur8c3zOk6SuPn82m/UMWCFtCa7aNW35kZL8+ScPonK6MG7m/HOb+YLGv4/T/0eOGkXPP/ccde/enVZYYYXQ0NHuIXP7txnI/T+Pf3n89/OjPP7Hl0u7a95X7fond/STy4QqCuzYWYvBlOeXuF1BKhkENXiw8L25NK7bQJlrfPvCQ6n1Ot/kwuyLV8BSiXoVRRB38oD7aNY9z9BynTemtn/a19TZfHnxorJ4IPWFjBVFEB9SKSCoIQWJWxUFKblGAxNxIZUKghpSkLhVUZCSazQwERdSqSCoIQWJWxUFKblGAxNxIZUKghpSkLhVUZCSazQwERdSqSCoIQWJWxUFKblGAxNxIZUKghpSkLhVUZCSa7RJb75B7779Dm288aa0zDJLL3b/R1VJJFUUgNZQgonzhtQCIKghBYlbFQUpuUYDE3EhlQqCGlKQuFVRIOQzzzyThg4bSsOGDqN11lknqQBMxIVUEghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKghqSEHiVkVBSq7RwERcSKWCoIYUJG5VFKTkGg1MxIVUKhMqS3d8IRT11MRWqUWrawBiXYJ4h29TH/FEfyxP9N22fpjoJ7FCjYltMeJPGXgfzbj7GVp+642o7R95oh/u9pfjh+oTkcRqYfykQvOFIcf3N0/x+ad58lrOv2utPgvIT5KTxWj/KGcz6vBn1f769u1Lg4cMpmuuupo22XTTNLw5l88qfilgSY25/E+Of+aZvekWnuQPHTqU1ll33dI5Nqf+d5y/9okvYftvLvv2LtN/cvvL+Q/9KLc/vkDJndjmm7168/jzZZh/lib68UOJ12dj4w/PamjzYrMO/ZAB6p0LZ/Ad/UPsRH8VLhAakRZRIJVZrVF8neh34on+8T/icrYUjqlOGp5CBYsdv1pzWkfVD4vhKVSQ43MGbDYaff7IZpS2VLRWkeEpVCB0q+X4fszvwxP9ITcPpquvvZo23aQ80Xdps1mrZj1aDE+hAqFZ7auU/zN7+zv6Q4cNo3XDHf2v0vmjjXxVP/98/j4D+fPXGZL+5VRyYhODxqKyWaeyknFaiygQntXy+OOvf5ITmxiTUQ+bdRq24SlU8InyX5roJx/1Ii7P/gDSwzDHXIJlttObpvMd/e480ee5/foX+KU7tr4ZvNZ+xl3P0Io7bEpzn32d3n/hdVpyySXpG5u2pW/9didqtdJytceoE/3OPNH/k5vo47xi7YKiKpzI82qNW3nVGo2rBvq6Yo2CoqolrMliJSjw3uY5Sg55imxBUVWiNVmsBAXe2zxHyTk+p0LvijGWvNUkz5osjpkE8t5+/frTo48+Qv3696OLLrqYHn34EWq9dGvaZptt6MADD6R27dpJAc/2+7vvvpvuve8+eurxJ2ittdvSVp22om6HdJO134jZv39/eviRR6gPLxkZMGAgPfPM09SqVSvafPPNqcexPajNKivTnDlz6dBDD6OpU9+l2XNm0xprrEnfaL00nXTySfT9739f4s6aNYsGXHghPfbEE/T2W1Oo3XrtaMuttqIjf/c7arXkUtL3cUZjx46lG268kR555GGaP28+dercmX55+OF03HF/pG233ZaOOur3oNIUruuG62+gx7neN994g36w2Q9oq606URc+Z78u11P7c14efeRROoPPY+CAC+nZZ56lpfg8OvJ59OLzWHmVNlqnAzh/4Emvv049e/aiffbZmxZ+tJDuuP0OmjZ1Km2x5Rb0pz8dT+8y/tu559KLo1+klVZamXbYbns65thjZJxCxbNnzabzL7yAnnzicc7B27TueutJDo468ne0ZCvOAW+vuzg9etLe++5Dc+fOoXvvuZfeevtteuThh8VfXbpT0OjRL9Gpp51GKyy/PJ3T7xyWfu2++3zv48/3Cc5N27ZtqRPn5eBuh9CKKyzPdfFgy1s//nwf47ZyIn9WF19yMT337HN02GGH0aH83zPSXEihZGdbVOKoVcps0W2yQylrsrhaqfc2z4mlymzRawpbk8WxJiDvbZ4DLnIZ2YKiqkRrslgJCry3eY6S8/jLqfgsxt+cf4wosa3VoXJrFb0medZkcbVO722eE0uV2aLXFLYmi2NNQN7bPAfcL77/60S/8QHjQUbDUKggnpGgRnbnhK+ghe99wGv0B7BtCWp3YXda2q3RN9vUwY/Qu9c8yCWWpKWWbkXLfHdtmj95Ov+fQV9fbSVqN7A7Ldn6a6aEh1MG3ksz7nmWlu8U1ugnjBjfNlFYE6oon9355/iYUsRWkfNfzkDz7e+4446jESNG0Tprr01Tp02lH/6wPU2aNJFenzSJ1lxjLbrmmqtpxRVX1Epvu+0fdBpPDpdZZhnabLP29MYbk2jixNepfYf2PBEeyJN5P/Hs1asXjRw5klZf/VvU6mutuf616InHn6T5C+dTx/YdZXL4wQfv0ymnnMITzjE0efKb1LFjR461Eh1++KG04YYbUVNTQb/4xc/ptdcm0gYbbEhrrrkGPf30UzR79mzafffd6fTTz9DjmjxlCnXv1p2mT59G315/fVp9Dcd9mtq0WZkmvTGZ9th9VzrjjN7CnzVzNv3yl4fT+Amv0no8aV577XXli4ir9xD+wvJ//+e+EPi21atXTz6PUXwea9DXvtaKuW3pySefpHnz5vHxbkEXX3yR1Nmo/48bN5YOOLArfWu1b9Kc2XOp4xYdaeIEzi9PzL/3P98VudJKbeSYn+JzmzFjJk+Yu9ORPIl3W1NTE+fgFyEH35EcPPPMMzRz5kzaY4+9OAenCW/suHH8JaWLnO/MGTOoHeegTZs2NHDgAB7/luAvXL1p6JBhNOwWXqO/9jo0jvm/+e2v5cvXgAEXcX6/I/XcdtvtdOqpf6Vll1uONvvBD/nzfV0+3w4dOvIXtgvD57sE+bw8QKvwF50FCxbSBhtuQPvus698oZGKdNd8+0OelS6gUTadEz5IXzLVvA0e/yChYShUYAswbmR3NPggfdFU8zZ4cnz3IKPJkEIFNmGMG9kdDT5IXzTVvA2enP+c/9z+TA9RqMB2GMY19sK9dsduqiqw3gSnjKa0psTJStD54p9sC2fOLRbOfD/a1N9UvHvzw8Xofc8qxvykXzFvwjvCaZq3oJjQ6zqxT/3HE7EcB0DRjz5cUCyc8X7x0Qfzg589wVmOrw7UhEpQAPYaqVTxxfhBNSVyfKQz5980i2pDMc0xbV3lUk53jJ49exYdOnQo+I5zMWPWTKX1O6ef2P96yimeyeQ3J08uttyyU7HXXnsXfBc+cJuKU089Vbj8pUDj9+zVQ2w9evQomj76SLh8d77YaeedxT5lyhR8pEWfPn3Y1r54YfSLGt85X3zxxeKggw4qzu3fT+udx/131113Kzp12qqYv8D1T3+exxxztNRx+WV/1+PiyXDx4x//WOKdcMIJWvdf/vIXsV1w4YVq47vgxX4/+xnbOxaPPfYYqpX8dORj479CFB9x43Ptb9as2cXOO+9UdOjYoZgyZbLWIcAfDkMP+K8MEov/olC88sorQuEvCUXXrl2L9pz3o446qvhI8tNUvDbxtWLzzbeQcw7FJQcHH9S16N+vv6+eq50/3+Vgl6JT506M54l97DgXp33Bd9+LRx99VOOLk3e9e/eW43ht4kQ5jp35c9hl112LV199NVCaijfefKPgv2rw57tXMfXdqShanHbqKUWH9h2Ka669Vs7fOXr25M+Xz//oo/9QuPPRrXT+aq8BShVfHv+SfJSVoOfxr9yQkkSh2zGpZC8XqzBy+0syVlaCnttfuSEliTLNrmQvF/sPa3/uFYRhS08sdpuIwFSZFmloBs1Lu9ciDMDyNhf13Zsf4Ql93+L1M261xGLmQ2Nkoj/pr0MTO5S0plizjVzmRFaMX0aoX2W1EnGVzdC9tHutiQFY3hazHpFlC06LqLtshu6l3WsRBmB5W4wakWULTouou2yG7qXdaxEGYHlbjBqRZQtOi6i7bIbupd1rEQZgeVuMGpFlC06LqLtshu6l3WsRBmB5W4wakWUL5iJ+ot+xuPfee9XtalqwYEGx/fbbF/vtt5/WPPyuuwo36R02bJjaXCE3oXaTTL6Lr3X0cBNBnjQ/++wzCfeEE0+QCSffFddD7tOnr9hG88TebemZRN3bmwr+iwJPkjsWEyZMEL7buYm3m6Biw1mPGHF/0Z4npCeccCJcMvnflSe5TQv9FxA4/v2vf8lxXDJoEEySHzchf+7ZZ8Nx+aM4nutzX5DkPISdHjXijx37ssTv0aOn1unABRdcUHTkyfOIESMS+09/+tNihx13SGyo2Uu/P/W00yU+cuDiuOM5+uijpSziu+y5Er17nyn+Bx58gL8k7FrwX0SK18ZPEC52d/Pn6+rgt/PAJHIGf77uc+8pn6+P36NnL+GOHj06cL0dBcvxYU9kWkRdZTN0L+1eizAAy9tyfOQjZsJmSzAoJUfZDN1Lu7cFwfK2GDUiyxacFlF32QzdS7vXIgzA8rYYNSLLFpwWUXfZDN1Lu9ciDMDythg1IssWnBZRd9kM3Uu71yIMwPK2GDUiyxacFlF32QzdS7vXIgzA8rYYNSLLFpwWUXfZDN1Lu9ciDMDythg1IssWnBZRd9kM3Uu71yIMwPK2GDUiyxacFlF32QzdS7vXIgzA8rYYNSLLFpwWUXfZ7HRZuhMfqvB/JJO/A5i7/x6avfHJnwlE5z+VJ3ZXCxuae8WKBGIK05aQ4mn8aUMeoXd46c4qv+hMqx20NbP9H3DmT5hK44++glqvvSq/radbiPvpxw9//Q+n5U9O9h7i6HN8yUfO/6fd/hen/ckSjBEj6ZZbb6W1266drKQ4/PDD+N3rL9CD/+8hWrp1azqX15Jfd9110m433njj0H59/3v55Zdp5TYr0X333if2Xj170ih+d/v9I0bQ8vzedvzp9Iorr6QBFwygARddSFtusSVzC+rbx711ZwhdzW/d2fS79mHcgia/OYXuGH4nvfD88+SWpMyeM0eWu7ggN998M63PS1Te5ldz7r333rTNtlvzeve/SXzkku+40z77/oj23H03Op2X7syaPYd23nEn2nzLjrLUSDpfaH98F5v22HMP2o7Xybu1+c7Xq+dxNPKBUTTi/vvN++eJruTzuJCfHRgwYABtwedRN/64/LslMgfwuv+DuhzIa+97+MPieIMuG0SDLhlEl112KS+R2QwDGHU9qCtNmfIWL6e6X+K78W8yn8Mdd9xBL77wAr0XcuDW/rvN5aBdu/WJ/1rAcfanrl260rHHHiunZT//vrx0Zwi/dUdOles88vdH0GH8fIQ9/3P78+d7vft8l+BXnW4UfHwSSy5BY156SZYC8RdCthMv3fFLsx544AFexrVsw/N3XIlp997gXLyxInru/yFFPi2aG84L/2tua3T9Q7mcf5dCkwUPQ0pZET23v9z+uEkkfc21jdz/XE5kol87CCWdyTGsIazbtCatBGs6bRFDFGh0LVcCTJk65FFZo7/KATzR79KZCf5TnPfaO/Tq/11FS6++Mq0/6JeVgvp1QcMoCKdh9FJpVSsUa/h8zr/SaNWQ48tnbD8S88F9lT7/Xn/0E7bhw4fTaquuxlmI/e+I3x7BD6s+LpPOFVZYkXj5h7yHfaONNuAHQttpxhwY8/IYas/r+0866SSxu4n+yFEP0AM8SV522WXZ5pN91VVX0Z6HNIsAAEAASURBVAUXnE8X8nr+rdxEn7tk37N4oj+Y37rjJvqbbsJMt6aU6CV+WPR3v/8dzeL16Kt9a3XaZJONafnllqc777xdOJjof/DBB7T9DtvT9777Pfr73/8u8UM4eoknqAcdfDCv0d9N1uhPmzaN1/fvRltvsy2d574U+CFByrgHf3feaUf+ErAVfwngZ3/4kHsdx/nhLysPPPgQnwf/IJ+cRkFX8bHyXXlZt74l8ytbaFuY6Hflif6xPNH3W0GXDLqULuOJ/qC/X0Y/dBP9sB3UtQu9yRN9F9PFemkM5+DII/kLymzOwWq0yUab8BeO5ej2O+6UEsjBuFd4jf4BB9KBXbpUJvqO6F6v6Sb6/nQL+gZPzq++4kpq9+31Q2SSz/cWftf+dzbciNZfbz25geILFDRmzMvUvj1/vify58s/ENarF38B4mcw3ETff75ajQfh/KPVGvL4k8cf7uO2SWhDieMP+nDodKZd1RbUGgRUKNaQ219uf7n9faz+p/f7w58O7G1/xQrANgaBXnd740k02CFRU5TeY/3vDH64eGnfs4s3+w+PNEazn3i1GP2js4rXT7wpBIxlbXl7NLBDJhWKEuuAT7kKKp4cX3ITc5emKmpAkMhklN5j/YoVgG0MAr3u9saTaLBDoqYovcf6FSsA2xgEet3tjSfRYIdETVF6j/UrVgB2NPCbWngJRvviX7xsxVmjpyh2321XXQ7j7PwOdllXfs8996AiI31JlO/Zq6csWZk7Z25S6VVXXsnrvdsXjzzyiC/LBfr0OZOXhnQoXuClOyjvnGf1dWv3OxQ33XiD2p3/+OOPZ3vH4tXxWF9eFL/4358XnbbuLM8R+Ip92AEXDpB4do3+HnvsXuz7o309TQL6qE8+9ZSc3/nnnx+qaApr9DsUs+fOERuO78orr5I16o884tbDu8174Idl3NhxEr9fv37C8rum4pJBl8g5P/3U00lZnqgXO+rSnaaCXz0qPH6bkBRF/ccfz0ugeEnSq6+OF/u4sEToHBMHXHdoskaf+Q//+9/FP/5xq+R1P14mNGe2Oy/PHFL5fLWGJP8uIL9JSOLzm5MkPuqIJWDR6gPPCcMS6HW3N55Egx3S1ZJu3mP9ihWghDEI9LrbG0+iwQ6JmqL0HutXrABsYxDodbc3nkSDHRI1Rek91q9YAdjGINDrbm88iQY7JGqK0nusX7ECsI1BoNfd3ngSDXZI1BSl91i/YgVgG4NAr7u98SQa7JCoKUrvsX7FCsA2BoFed3vjSTTYIVFTlN5j/YoVgG0MAr3u9saTaLBDoqYovcf6FSsA2xgEet3tjSfRYIdETVF6j/UrVgC2MQj0utsbT6LBDomaovQe61esAGxjEOh1tzeeRIMdEjVF6T3Wr1gB2MYg0OtubzyJJmv01akgVGie3FCXAgQFd3F0FA4yFeWjLN696d/+Ydz9zysWzAoP7HKZSX1vE/vbVz4Qg6JqWGp1GINMRSW+PrnGdaJkBAgUpBKa00FKA8NaqfsLzn8+f/1k4kcTTWkDKNtrdRiDTIVpZGhD4BtXNAkJD+N273ZosXDBQj2mwTcPlsk0LwPxNi43mh+WdRPvbt0OKT788EOtlF/jyOvzjysuvuhiLS/18oR+zpzSBPkKnuhzHTrR5xJnn302T4Y7FncNv0vLu4TJZJK5cT1/UzGZHwh2E2FXx6uv+Im+O6UrrriC6+hQ7L///gXfZS54KVFx2aWXCs9xj8fDuEw+5phjxH7bbbdpvI8WNhVHHnGk2O+/f4SeG/LDb8xhrovktqaCl+5IvEcefUStEXiWa/94GFcn4KGKSy65RGLxm4E8Odi7yER/Jw2F+E8+8ZTEdWR+QxHnYEeJP56/7LiiY+ULRYci+UJh+v8Z4WHcia9NdFUUZ5xxhsR3ueA3+0g8/guK2Lp16158+AF/vmF7232+PfnzvfiiYPFfgFy+3UPM4dD1mFEu93/NTOMcIVmR6i21OoxBpiLnH+nRnEaDIgUgBVm21+owBpmKnH+kB6k144+6FICU8y8ZKOelVocxyFR8pu0vLt3BQsH0D2j61zf7h7MSRTnJn+hKJClfqcQYauK712u+c81Dsn70a2u0oZV22ITmTXiXZj08lpb4eiva4NLf0FIrL/OZxXengCOELJ2WqNEXUZknnorbGGrO39UBBmS5XsuJ7CpLylcqMYYcn5c0mHUgIYXIEGQ1szbrjVniqbiNoYX5d2utR4zkdfS8JKZt27Xk3fNv8usoR7Hta1//Oi9RuYrWc8s4+MDdn/r6nn0WDeZ14d/5znd4Lfu2xC+Modtvv42m85KY3vyu+d12201OkR/c5DpG0ihe2rEcL93BkV7N9Z1/gVvbzmv0t3Rr9IluvOlGOufsc2i11ValXXbZhV8nub+8v30Ir9vnN/LQWnxce+yxJy3gd+O79fpzeBnL/PnzeX36TbxG/9tSh1tncvKf/0x3D79LllW6eEvxb2Z0696drrji77Tbrrvz0pQzhDuR17cfzu97/+B9v+RnLX5X/BOPP07PP/8c8QPIdPbZ/fg99v6zlLXoo/g8eBnScrzcBUt9sATJ/UaAnEeD/MtrL3nZzoEHdKEePXjtfNgGDRpEl/LynUt5jf4PNttMl9TIGv3Jbo0+L93hTXLQtw+/VnMt2otzwG8a4qVLd8orRvmNO5yDIZyDdjSOf0PALdtxr9g81sRB3vlhXH615lD5ddy1+Qez+GFr+vWvfk3Pv/A8/faII+T3BlxLPOuss7jOwbQBf77bbrcdf74f8TKh22natOl0Jj/jsBsve3KbX6PPS5oewJImjvQf2P7duSBHFjm73YQTicFlDA0+fzAgbZ3A0RcRfJDiqbiNIcfP7S/3P3QXleghkOowIPoiMm6B4qm4jeG/vP/Fib7NjDn/mCVLAC4TmxtqUYYlF+PHgPniWJ1YCStU69+j/xCtsM0m9P5zE2nh7PelbKuVlqW1/vQTWmbTNZie1lE9IhMXcDHjg26uJGryoBqtaikVcWqOv1ifv2auYVKrjqpFa4ngvyj/vfg9+qP4YdyBF11E/ApHGstrvd0E+Xvf+x79+je/pq1K68/5GX46/2/n08gHR9LkSZO5KRY8CV2TjjjyCNqTJ6KycX6O+xO/n//+EfTggw/SMt/gte2hm7l1+OdfcB6/3/1ifoi1I9OXoHkfzqPT+H3wI/k4PuTJ6wXnn0+dO3cmiXXe+TLZ5b8gyI9I8VuAuMQSdPPQm2nYYP6V1/XWjZ8Lo0mT3pAfiVrYtJC22HxLWn755WivPfeiPfkh29NOP125L744mo+BfwDruedo3gcf0qqrrUadO3WinpwP9+AxNv87A3weD4XzcA4+v6uuuYouPJ+/sPB76rfYYgvQvWQ/zpdfX0n78xeXg/gh26OPOUZ5g3iSP2jQxfT3K66g7/+P/3Ew5+x60EH0Fv8mwP388K/b3Hv0eSlRmoOf7scPyBINHTyUH2IeLF/EeBmTxOna9SA65uijNb5UwsfTl78sDB46hG4ddiu15d8CcBvfqaeDDzmYZr43k5+ZuFB+zIxfISr5H8UPUvPrNuVc6z7fXn/iL3L3j+JnF9zDuPz52s2cv5jLunKrjqpFyREwaXHGfy3QsNKqo2rRWiLI8XP+F2P+oQ2mYaOqOqoWrSWC3P5y+/uc21860ZcGaK4xDb7laIs1rdpDY3AkqCLdzpniQxRwi8M7uQHE+NNufpjeufZf9K3DdqA2P+5A8yZOdbf5qHXbVTzJVOChMYT65IItZrf7ePH1dUBSsmZnwnloDD6YOc4c36dk8T//nH9uMzV3ebQlslseNuUfhBrFD80uxw+bTp/+Hv/AVSv/K6lojiLdLm3/U/nHqVrxlwL3i67BmfS/j5v/hXy3mpcP8YOiYeIY4jd91MS/8jqFf023DbVu/Q19iA+H52L/875/8o9uTabdeUL/LZ60++MpeCJ9pfxo1O9//3vqznf3k40rWLBwAb3H57wqP+iKN3MoBwFEul16/nBbvh1/Pu75Nxe/qfiIc/AWrbzyKvLrwW5c+qzjT5s6jX8FeClaiX/EzCf9izv/HP+LbX85/zn/X+T4l9vfF9v+/ES/csUpX4QMwUC9QLYUoC5IU48zTZNfxn2IVjt8B1rlx5t7bw3XFPt4EHVBmtKpyWgGGnrLIOqCNLWkJqMZaOgtg6gL0tSSmoxmoKG3DKIuSFNLajKagYbeMoi6IE0tqcloBhp6yyDqgjS1pCajGejofglGM29PMXVWIOqCNITUZDQDDb1lEHWxHDx0sLym071u8+c//zl/KViFHn/sMbr77rv5rwQf0vXXXk/f/jYv80GZlkVMS6EuSONNTUYz0NBbBlEXpKklNRnNQENvGURdkKaW1GQ0Aw29ZRB1QZpaUpPRDDT0lkHUBWlqSU1GM9DQWwZRF6SpJTUZzUBDbxlEXZCmltRkNAMNvWUQdUGaWlKT0Qw09JZB1AVpaklNRjPQ0FsGURekqSU1Gc1AQ28ZRF2QppbUZDQDDb1lEHVBmlpSk9EMNPSWQdQFaWpJTUYz0NBbBlEXpKklNRnNQENfJEzv6Cu9prYak9DFbpwKFei1OVoWdb32TCzd+dZhO/IdfV4mEJYP6GE6IFRTs0IFLY5fjZNYvJLjh7uF4cPRtCvI+eeW4rITM5LiaquyzOCtMTmPe0/8qFH38x39B/1rEpWnQONGy6cX31dualaoYLHiL+Q15xddfDFde8019FHTR5wvf3+8TZs2ss7fvfoz9/9qS/m08p/WHD87tdeYxCd241SoYLE+f40TK12kKVJjLA0WgSLDUlsaBJplBluNKcfnDEheTHIUKtBcR8uXb/zBJ++lPdLgqTGJR+zGqVBBPn9O1Gd1/cvtzyU3tjVtbBGEFMn7BPiyWp6nhfbtBKqBbGQzRQysK2XcXDv/bldt/NkPjqH37nmOVtqnPa3Q6Tt6HJ9XfBwlzgAyx69vE8hXKuuyZhmNP3+wUAOkswNDgluVlmExmP/Z8d9+5x16//33ab111+U+FDoxTk2kPWeLQfpynf8s/kGt18aPJ/dO/PXbtZOHWLGcxh49MCTOpiotw2Iwv1znX3+EjS+UdXycmZeWYTFY+fwbXX9ihnL+G03U6loU8pbbn8uAzZDFyFLuf7n/1c9/Ywv55OOPuaMfGqEI2yCtvdxwcSiLL7VmBriA+9I2jrLYZe2OaX2+5MfZa2kGOb5vQD5/Ns+apZhvNSn4OGlXrpZmkPOf8x+/moSWIUJbSW5/GO80JQq0T30coKUZ5P6X+1/uf+g9oWeI0F6Sx588/nAb4F6iTUIBGs7Hklqawec5/pqJfnq8ekAwlw7MPqfruaYEoEj+xsqJigOKqxAEVF6VFQYbbGJyfG5+Iak+VyZjgCJz/nP7y/0vjz92jMUAYW0prjDYkMff+MUgX3/y9Sdff/2Y4ccKM2IAiszzjy/F/MO97N99XJWPw45k6TVAtAo/4SSfdPRUzDDk+JV85vzHK0lsQYoq+VKPA2hXkMEJFVJ5uf1V8pnbX25/mMkkfcsrlfaScNDBIHP/kwwgHZB5/OG0+K/glfaUx588/uTxJxlVrVLpL9ap44oONLyMn3+dq3S7XWmurPsegLW/sVhSqygVX8lQUmOZGoc15fg5/7n94WKIy2Luf+UM2DEjDi6RVfGzS2w1DmvK408ef/L4k8cfN5LYcSGOLB5VfCVDSZVCYqtxWFMef/L482mMP6WlO7aJubZodYt9407cwYQyns17+/decBp+Wy/HsLrFOb5koCYlOf8+KbrP7a/67SD3vwZ3y8odyuoW5/Enjz+cgZomAaN38T6PP3n8SdcNcpvgdlF7t7rcoKxucR5/8vjz8cYfmejbb41+oHJpDK1T2pdvZG7vNrTbaE0tnmX2UpB3tY3btfv4rS3HL2VZkiw7ua7k/Of2l/Y23zZ8b7M49z/NgEuL6z15/NGUWJDH33z9wV3DfP2VwYK7R57/yBghlxTZ5flHGDT/E6+//o5+6cOU13K6k8IZhRNsTiTdI1GqpSruHJ9zLUnwN4kqCarmsGxJiiRKmVkZyr0hx+dEhd82XUT+qhkt5XQR5StuZ8j5z/nP7S+PfxgK3CCTr78uC4u1JWNqolSLV9x5/M3Xn//y6+8SvETf/XHRbNLqg266RDBbryN5vYETtbK74ETGd3+glrpHCuBD7U7yETYI4c0NnDm+zwCnJ+c/t7/c/zDShfGCBxXbKrSz6AzL8dyWx588/ibNQFqF2/mWFNoTmpV6A2B7Hn9tT0Oicv+zWfGtBblxmsNuy+NPHn+SZiCtwu18awltxjYdZXgS39FvYre5k4lroSE2Km8ozcKkvFPcpnG8V/YJ0dPcvoE5EhaBkvJOcVuO7/Ngm0qSqOBm0cAcCYtASfmcf5+t3P5Cq/GtQ/ZJQ4mNqoE5EhaBkvJOcVvOv89D7v/SGKSNJA0lpIdFA3MkLAIl5Z3ittz+fB5y+5PGIG0kaSghPSwamCNhESgp7xS35fbn8/BVaX98Q99/9ElrCDmAwMMjzKl7tgi0Ohmrrfv2bkpEojEGmONzx+SemfOf2x83Ax2jqz2lYondKve/6t0zk66YKGMMMI8/efzJ42++/uTrb77+/odef2uW7tiLm8P104rmrovyJSlUU188lG6u48jFNcfP+c/tD13Jytz/GvUMzpJLDrba5pPHH8leHn8bT1zy9Sd0sNoOFO6DopOVZO5/MSG16cvjTx5/uGF8juOvLt2RlhnaX2yl/poZ22psoDKBr+H7st4BN6TWmxiMYiC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvghiy5g2q8BoKbmoIGIyTIKr0DbsiSO6jGayC4qSloMEKCrNI74IYsuYNqvAaCm5qCBiMkyCq9A27IkjuoxmsguKkpaDBCgqzSO+CGLLmDarwGgpuaggYjJMgqvQNuyJI7qMZrILipKWgwQoKs0jvgFqkP4yZWLVEL0mqqFFQVPWVL1BUBQMbCFeQpjYlVT9kSdUUAkJWo0eApjYlVT9kSdUUAkDFcBXlKY2LVU7ZEXREAZCVqNHhKY2LVU7ZEXREAZAxXQZ7SmFj1lC1RVwQAWYkaDZ7SmFj1lC1RVwQAGcNVkKc0JlY9ZUvUFQFAVqJGg6c0JlY9ZUvUFQFAxnAV5CmNiVVP2RJ1RQCQlajR4CmNiVVP2RJ1RQCQMVwFeUpjYtVTtkRdEQBkJWo0eEpjYtVTtkRdEQBkDFdBntKYWPWULVFXBABZiRoNntKYWPWULVFXBAAZw1WQpzQmVj1lS9QVAUBWokaDpzQmVj1lS9QVAUDGcBXkKY2JVU/ZEnVFAJCVqNHgKY2JVU/ZEnVFAJAxXAV5SmNi1VO2RF0RAGQlajR4SmNi1VO2RF0RAGQMV0Ge0phY9ZQtUVcEAFmJGg2e0phY9ZQtUVcEABnDVZCnNCZWPbxoVdfoa3WgOek2dz+fMRbnw+2tZmUOHJCubHVTrwDVDBE2J92W4+f8c1vI7U+7AjodeorvJ9AgvbW8V68A1QwNNifdlvtf7n/cFnL/066Q+58fGTBSpFpq9b64V68A1SJBFwU5n9vy+JPHH24LefzRrtCS8WcJfumOm+6HDiU9q3ZXz4AVMi3qnvP1P8RRehCQ6fjcfL+uL29rq2fACmlLcIwcP+dffiQpt7/kQVTuLrn/+XEzjz88Zubx3yUhvXiUtAZXmFCugTdff/L1J19/uI/k6+8Xff2VO/rJMKWKgtKQV1XB5HHNvxwmSGWCoIYUJG5VFKTkGg3MHD/nX16OwQ1Cxle0FTQQ6CWZuFVRUGJXVTBz+8vtL7c/d4Ml9788/phxEgOkMVmYuFVRYKm1GEy0O0glg6CGFCRuVRSk5BoNTMSFVCoIakhB4lZFQUqu0cBEXEilgqCGFCRuVRSk5BoNTMSFVCoIakhB4lZFQUqu0cBEXEilgqCGFCRuVRSk5BoNTMSFVCoIakhB4lZFQUqu0cBEXEilMqGydMcXQlFPTWyVWrS6BiDWJYh3ejexpkQSK/gTW45fuorWJDEx+ew5kyDe5fxzCpMcRSVpa8Gc2HL7y+0vmcXFtlOPfOtxPkG8y/0v9788/jTXW2Kf0X7jew93Hvbl/lefvFprzKUg3uXx56s3/pQm+rFRoF+Fy5M2IcPQPocG1HD2FCvTeuqBqV2hAiliNfR5sVlHpfJmnYZteAoV5PicAZuNnH9/zZGc2MSYFuVhs07DNjyFCoRntZz/nH/5CwK3jOZX39hWY5pbBRqeQgW5/XEGbDZy/8v9L/e/0Cdsx2huXKn4rMFUolCBEK2W+9/i97/SRL80kHFqG915eG3SZPEi2UJ0n4L9JMJHswQ7mzybkf8VXkdbknfu26VuQZcv7A6zw7vd3mlhE4f35vj+w5ZEuZT4tCBTYsj5z+0v9z83lviVkugmefzJ42++/iSXCn+3N1xu46UkX3/z/MO1hrBJw/Ct46s+/1p37TXCHBXJqZchW+z0M1qTwqSA53mTxQlJlHKNVYa16ES/caV4kMIwGE584y2+bDbJwzaFGy3lE3dVuxPhaYV81Q1YbA67OnCxdXjJYHOXYGf3G5hec54l2cd14m9OXNQ95Jvj5/xLO8jtL/e/PP6Ea0gYc/P4668X4RaTT06+/uTrb55/+Jutef71acw/11t7zTBrtcLlFrNZa3cYPkjvTzVbpn7+7atvVKpq54l+E1vNQSlHgY2a4JSBAwqUxMlKmKTrN0CtKSHGPGhClFgBackc3w9hOf+SgaRx5PaX+x+Pcfwvjz+cBjPcmwHXDxzabxRUxl0YUkYef/P466aQYUsaByv5+p/Hnzz+fmHXH72jXx7w47AdEfqwyqQzq7UyRQfNS7uPZXJ8ZMnnJGY9IpstwWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzaK7H8zCXa6kSsP20OyNTw5QdPd1jWPpV3oXlw1YbqOHUQU5vr/LlvNv7omZtuSh2Rtfbn+cDMlH7n95/OGxNY+/5gLj+gYnJMmJcQeYrz/5+iMr3XgA0b9JmGuMh2ZvfPn6w8mQfOTrz5f5+mPu6JcGwKQxO581hCmpNWlxM11Vv4JQjdG1XAlUKNaQ48uQZFOi6cv51+Fa86Mgtz9JhcmHtpsSqFCsIfe/3P94SmSbhDafPP7k8SdMl7V9KMjjr6TC5EP7TQlUKNaQx988/n688ddM9H1DSptTuBlijdIejUGg193ebfEGSuQBQXqm3XuP9StWAL4xCPS627stx/d5sF/OkDFIMKKMOUT+lKsAbGMQ6HW3dxvK5/gxT0CQPlN27z3Wr1gB+MYg0Otu77acf5+H3P5iOwGCRIai9B7rV6wAbGMQ6HW3d1tufz4Puf3FdgIEiQxF6T3Wr1gB2MYg0Otu77bc/nwecvuL7QQIEhmK0nusX7ECsI1BoNfd3m1fxvYnE309bAX+gO2TA+pSEDgQZXutDmOQqbDt0teKv6myhpIRIHCQSmhOBykNDGul7hyfW61vtg1zhI9BCTn/koHafMAYZCpMI0cOmZDzn6YTKQwpUlG21+owBpmKnH+kB0nN41/uf3n8yeMPZ0CHBgUYJIIs22t1GINMhQmCOpmQ258kA5mLH8THy3+8o28GdVsFAkBaH3D0RQQfpHgqbmPI8bVRI2dOIkOQ1gccfRHBBymeitsYcv5z/sOgijbjJFoIpPUBR19E8EGKp+I2htz+cvvL7Q/dRSV6CKQ6DIi+iIxboHgqbmPI/S/3v9z/yt3mv+b6Fyf69hRN/4+jhCUAl4lxYgBGreRiBS/w1AdfyqRytWVd+VVH1aLkCJiU4+f85/YX/8gYOwejcicq60quOqoWJUfApNz/cv/L/S/3vzgoGFQeRMq6UquOqkXJETApjz95/PkqjT/pRF86AH+xRZdo8C0fbjsh8B2s1M2ginQ7N4fg9AY73La+5CUJOX7tXQabL3xYPpeljEIV6XY5/7n95f6Xxx8eCHiQx/AgA4MfHHgClMf/fP0LLSJff/P1t+Yuvx0v8vzDZ8OPpaURFapIt/vi5l9+oo8D8sccDsgM+PaSUMM1xT4eRF2QpnRqMpqBht4yiLogTS2pyWgGGnrLIOqCNLWkJqMZaOgtg6gL0tSSmoxmoKG3DKIuSFNLajKagYbeMoi6IE0tqcloBhp6yyDqgjS1pCajGWjoLYOoC9LUkpqMZqChtwyiLkhTS2oymoGG3jKIuiBNLanJaAYaessg6oI0taQmoxlo6C2DqAvS1JKajGagobcMoi5IU0tqMpqBht4yiLogTS2pyWgGGnrLIOqCNLWkJqMZaOgtg6gL0tSSmoxmoKG3DKIuSFNLajKagYbeMoi6IE0tqcloBhp6yyDqgjS1pCajGWjoLYOoC9LUkpqMZqChtwyiLkhTS2oymoGG3jKIuiBNLanJaAYaessg6oI0taQmoxlo6IuE6R19pdfUVmMSutiNU6EC/ZoQLTV3kzS2A5YZHDUm8YjdOBUq0NqipTZCCOSEZQZzjUk8YjdOhQq0tmipjRACOWGZwVxjEo/YjVOhAq0tWmojhEBOWGYw15jEI3bjVKhAa4uW2gghkBOWGcw1JvGI3TgVKtDaoqU2QgjkhGUGc41JPGI3ToUKtLZoqY0QAjlhmcFcYxKP2I1ToQKtLVpqI4RATlhmMNeYxCN241SoQGuLltoIIZATlhnMNSbxiN04FSrQ2qKlNkII5IRlBnONSTxiN06FCrS2aKmNEAI5YZnBXGMSj9iNU6ECrS1aaiOEQE5YZjDXmMQjduNUqEBri5baCCGQE5YZzDUm8YjdOBUq0NqipTZCCOSEZQZzjUk8YjdOhQq0tmipjRACOWGZwVxjEo/YjVOhAq0tWmojhEBOWGYw15jEI3bjVKhAa4uW2gghkBOWGcw1JvGI3TgVKtDaoqU2QgjkhGUGc41JPGI3ToUKtLZoqY0QAjlhmcFcYxKP2I1ToQKtLVpqI4RATlhmMNeYxCN241SoQGuLltoIIZATlhnMNSbxiN04FSrQ2qKlNkII5IRlBnONSTxiN06FCrS2aKmNEAI5YZnBXGMSj9iNU6ECX1tRNPEPZvGf88PfK6M7BDBhrQ8YMrLLyDIsBo/fCZvj5/zn9icdor6H+L+uWR8wJHpTVVqGxWDm/pfHnzz+5+ufHw/qR4g8/rjLk80NMCRG06q0DIvBzONvHn8/+/HX3NEPjVCEbZDW7hqn9aGxLr7U0gyS9aCoVwjKivHUpGDxgxqmlmaQ49csz5IEaZZy/pN26RqSzY1pWIsJtTSD3P5y+9P14GhX0kC0lcT2piYFi9niUpqWZpDbX25/uf2hf4SeIUJ7Se5/ybjkcmVzg9wtvtTSDPL48/mNP2ain35Y+oHAXPpg7HM6nmtKAIoMv+KGekSCkBgTpcJgg20YOT43kuQuuMkYoMic/+r7BZCgpMklSoXBhtz+4sCU+1/uf3n88UOGHyvMiAEoMo+/efzlO7bNX10Sr1PQhNTBhnz9ydcftKOPff3ldTuuTXHDKnVHW5O2tggq/OiS2vxHUmquUCFNc67Ul+PHmUSSW69U8pVwkGDI4IQKmfPPifFdp5LP3P5y+8NMNulbXqm0l4SDDgYZnFAhc//jxOT+51pHpT3l8SePP3n8CQNnVVT6S0LBAAsZnFAhv0Lj7xJuiX7p66Y5fR6AnDs0OM1PklSvVHwlQ0mVQmKrcVhTjp/zn9sfJkOYFlU7oO0zsXNFXsXPLrHVOKwp97/c/3L/y/3PjSR2XIgji0cVX8lQUqWQ2Goc1pTHnzz+5PHnk48/paU7tou5vmh1i33nTtzBhDKezXv79yZwGt6tKMewusU5vmSgJiU5/z4pus/tr/rtIPe/BncLyx3K6hbn8SePP5yBmiYBo3fxPo8/efzx87QwaLh2w+2i9m59uUFZ3eJQVY0ptz+fFN3n/if9Tyb69luzbyiuIYXWKRnTtEkLQ7uN1tQSmmEUjuhGxdrG7dp9/Naa40uyOF85/9KApJHJTq6rzpa2Nu8Tbv2VNzQp5uX259NU2uf+l8cf3DXL468bT9yWx19JgwyvfowtZSaMtt4n3Dz+xnbjExLT4nKTrz82K4rz9eezv/74O/rSV32HVeg+Bsyo9CNpDFw5t0mRRPF2u6+4NegSfqioEGzpepwUSZQqv+J2hvBzmQpdsXz+1eQ1sCQ5TZRqgYpbk54/f02FS1tuf9XG08CStKlEqRaouDXpuf1pKlzacvurNp4GlqRNJUq1QMWtSc/tT1Ph0pbbX7XxNLAkbSpRqgUqbk16bn+aCpe2/6L2t4R/i75tDHKqwWCaRDBbryN5vYET1bK74Il0fPY8lPpwPk2+5H6ZY6/WfXtqtdIyWqMv6gqmdRf8rdjmP9TEdLYG6sxRo2nuMxNp6Y3XoDZ7bCb2uvjOYY9KY2oEV6HbYt0hhDfzvi6+OgGYlOPbTCOLOf82K765IDdOc9htn077m/fBhzTo0ktpk003pl132Y3r/WLyf+9999Brr02kX//qV0n/Gz9+PI0cNYLefGMy7bPP3tS+fXsaPnw4PfHEk3T0H46mFVZcQTLy4KhR9Oxzz1H37t1p+RVW4OwUNGrUA/Tcs2w7tDutwLZk+wT974EHHqBnud5uh3SjFVdakeYtWECDLrqINt9iC9pqq63keMLlEYNBElqUTxDfV/bpfP4PuBy5vB3ajVZYfkWu+ov5/GOicvzPs//HKyfGmJz/nP/YKvxYg7bhNIfd9umMPzESYuT293m1P76j38RZN9/k+DMtb/hYyvbF1ZPyTnEbx1n43lwa122AKO0uPJSWXvubYhc/79676xl66+J/ytKeJV2j40n+UisuS19vuwqtst/mtFzH9UFN5JSB99GMu5+h5TtvRG3/9KNwMQ4UE99b/NHJ3sOkLqc0MFd4jQxJeae4TfPsvbJPiJ7m9g3MkbAIlJR3ittyfJ+HkF3JUZKo4GbRwBwJi0BJeae47QvI//Tp02n3XXej3ffYk04/4zR/HJ/z+U95czL97Of/S10P6kK/+93v+Bh8dl6fNIm6HXwIzZkzm1ZaeWU65phjaa+99qSf7rcfvf7663TOWWfRjjvtJMd85pln0tChQ2nYsKG0zjrriq0P24YMYdstw9i2Tjg3Lz5J/vv07UuDBw+mW0ysE044gb98PEG33nILLbPsskmsOuWTxHf1JeXrAizChvIub8M4R0OG3ULrrrt2KOW9sgexVF8Dc4nVWE3KO8VtX0D7l7g5vqQh59+nAb1L2mjSUOEHI+ofFyXV5vbn05f7f2hGvnXIPmkosZU1MEfCIpCv2y2QcltzteHhEebUPdvQXJxYbfXb28LpPNHvPlDGnHYXHEqt1+WJvtmm3/k0vXPJP2nJ5Zam1u1Wo6a58+iD8e8w39e6xu92o5V2/74p4eHki+6jmfwlwU301+KJvm9T1fhJwXigiVmUz+j8k0A5vrn4J5nhRsfJcesbWXya7S+J8hXI/7T33pOJ/h577EGnn356cvqfV/8/rlcv+ve//0333nsvLWsmyTffdDOddfZZdOihh9IRRxxBSy65pBzf4489Rs8//zx16dqVlm69tHz+blI/dOiwMNH3k/ozz+zDtiFsSyf68WNtWf/v26ePTPSH8aR+nbXXkfiT+IvHfvv9jLp0OZCOPfbYNI8l7ZPGl+o+pfbfm8/FTfTLOfIxeK8X3/JJ8Fnk/pfHH24Gefxt3E1KvabUrVo2/vhKcv/L488nm//ULN0JzVUuLg7Xj/7xAhb4VjgnttrivrSb6I8NE/31+Y5+63XMRJ/jvzf8aXqLl/assM3GtNZx+0qNC6fNpbcG3kuzHh9HrZb7Bm14/VGIpHLKANzR35jaHu/LqVNAOHoWDQeuz+H8m5245vih6dU2oGbnpeLEB15b/Kv5+bs7+rvtthvtsefudPppZzQ/cfkM2t+0adPIfcnYZded6czefZL45513Hl1z7TV09ZVX0abf/S77+DOSz676AbqJ/mC+o3+LmdTLXf66SWy1OLeMxf/8+/Tpy38pGCKx1jZ/KTikWzea+NprNOL++2mpVq3Q2rx01WP7hPE/zfG38pcQPs48/jXIcDPtz320oQXhU07ll/TzjwcZjj5//rn98/hUP0Rx4xBHrTe3f+5M9Zlhx5ew/+vSHRkEQv+PA0J5QAsE8CBtAVMR3JBKCwZZutOdl+7w1UYm+qWlOzN4oj+Zl+64iX5bmej7gh+8NJle++N1XK6g71xxBH3tm8tr1Q68ddG9vOznWVqO7+ivXV664wjJARnFQEdzW2oKGoyQnmr23gE3pBISg1EMBDc1BQ1GSJBVegfckCV3UI3XQHBTU9BghARZpXfADVlyB9V4DQQ3NQUNRkiQVXoH3JAld1CN10BwU1PQYIQEWaV3wA1ZcgfVeA0ENzUFDUaW/c/tT4888gj169ePLr74YsFLL/112nrrbemAAw+k9du10zY8ffp7PNHflfbYPS7d+fNfTqbxr06ga6+9NmnsV19zLd15x218l/0cWlcnuAXdNfxumfiOHTeWVlxhRfqf7/8PL7M5hlZbbTUcMkt/gOYwZVC89dZ/8F8STqPTTj2d9txrD+FPmz6VjvjtkTR16lSaNXMWrbHWmvSNpZemo3npTudOW9H5F1xA/++hh+iyyy7jtfeuny/BXxL4jj4vpXHLd9Zdd12pJ05i3R19tyzF/93v3bffputuuIEe5r8iTJ06jTpu3pH22Wsf2m77baWcHiuPJddfdz2NfGAUvTR6NLXlu/eHH9adnnzqaRrKE/2h/KVi3VCvO73L/345XTTwIhp40UDagtfrp1t6/hP5LwC9evbk5w72pYULF9Adt99JU/m8t+Ryfzr+jzT13Wl07rnn0osvvEgrtVmZtt9+ezqWz3/JJfG3S6JZs2bRBRdeQE898RRNmTKF1mu3Hm215Vb0u9//jpZaaikJ75Y49eQ4++67N82ePZfu4b+auPP/18MPS/71rx5D+a8TYenO6JdelM9j+eWXp3P4s3bPQbjt7rvvoX/+81567PEnaO22beV5hG7dDuHPgNf2hw/WtblHH32UTjrpJGl7bv3/YYcdxv8P5RrisQe61Cu7xGAUA0FOTUGDERJkld4BN2TJHVTjNRDc1BQ0GCFBVukdcEOW3EE1XgPBTU1BgxESZJXeATdkyR1U4zUQ3NQUNBghQVbpHXBDltxBNV4DwU1NQYMREmSV3gE3ZMkdVOM1ENzUFDQYIUFW6R1wQ5bcQTVeA8FNTUGDERJkld4BN2TJHVTjNRDc1BQ0GCFBVukdcEOW3EE1XgPBTU1BgxESZJXeATdkyR1U4zUQ3NQUNBghQVbpHXBDltxBNV4DwU1NQYMREmSV3gG3SH0YN7FqiVqQVlOloKroKVu87ib6Yw+5iP8qU9D6WLpjqDN46c4UvqO/Ik/01zxuH63u/ZfepIluos9/Tt7gsiOo1arLqc+ByQP/STPvedqv0f/jj9hiKhVm1BUBQAqvfucpjYlVT9kSdUUAkPWhzdE3JlY9ZUvUFQFA5vgNM+BT1DhRVU/ZEnVFAJANo6M1e+JxPY+j+/kBVjcZd5PlH/7wh+TWu0+a9DqtueaadM3V19CKMnlbgqZPn8YT/d35rjrf0T+d7+jzdthhv6QxY0bTv//1bzc3Q+XUv19/uuGG6+m662+gDTfcQLhDeGLtJtSrr746bbN1Z5r0xhv05ONP0oorr0S333YbtW7dWnjVUwjHetxxNGLECP6iMJjWW6+dcGfw5P7M3mfQ2JfH0qQ3J9EWHbfgB2yXp668VOf73/8+nXjSyXTv3XfJpLVNmzZSpjcfwzC3TCcsp3FGO9F3d97dqbz/wft0aPdD6dVXX6ENNtiQVlllFXrmmWdo/vx59Le/nUedO3fWkeHvl/+dBl48kJb++tLUvkN7emvKWzRhwnhafc216K3Jb8pEH2v/3dk8/O9/0f/94Q90cJeD6Q/H/MEdgm7l8x/HX4oOPLCLfBmaM2cOdezYgSZOfJ3/T6Tvfe/7/AzCa7TySivTtzf4tkzkZ8ycIRPmI488Uup0j1H97y/+lx9gfo3PYwNagz/XZ55+imbNnk178pe20/jLk9vGvTKODjzgQFqZ8zST61h//fWpzcptaOBA/xzUmWf2Nkue1qWxY8fSb37D42erJWnggIG0gfuc+eBvu/02OvWUU2m55Zal72/2Q5r8xiR6jY+1Q4cONGDAAPkLhpvG9+LPc9T9o2jlb7ahhfyQ8oYbbshfZvahvfm/y3/cyhmJuiIAyFi4gjylMbHqKVuirggAshI1GjylMbHqKVuirggAMoarIE9pTKx6ypaoKwKArESNBk9pTKx6ypaoKwKAjOEqyFMaE6uesiXqigAgK1GjwVMaE6uesiXqigAgY7gK8pTGxKqnbIm6IgDIStRo8JTGxKqnbIm6IgDIGK6CPKUxseopW6KuCACyEjUaPKUxseopW6KuCAAyhqsgT2lMrHrYwkv0S5ub+rvNSYMNFLfxer2GAKKRYPmqm4qFM98vFs56P4YyMaff8WQxet+zijf6/kP98ye/V7z+1yHFS2wfc+AFNTU3FR99uKD4aOYHxUcfzDd+D8vxKwQTX4M6GwpCckEDjZZay/WrV4BqhgabkwYbCDJMXocGCVYq1StANUOCzUmDDQQZJq9DgwQrleoVoJohweakwQaCDJPXoUGClUr1ClDNkGBz0mADQYbJ69AgwUqlegWoZkiwOWmwgSA7E9/BLTp07FDwW2qKmTNnahm+21rwxKw45ZRTQC946UzRnm0nnXRiqLqp4DuwRafOnZSDmP36ncPl2xcvv/yyr5ODHXLIIcUWm29ZvPfee8J38a+68qrioIMPKp588olQBw40qEYcfPDBxVadOhVNTR9pfLj5jrYc79iXx5h6mooTTzxRjmPa1GneztX37t276MjnwZNPFGfbGVJ+4sTX1Hb6aaeL7fLLL1fbK6++Wmy//XbFDtvvUPDddbGPnzC+2HzzzYudd9q5ePvttwK3qbj88sukvMvDxNdCrHB6U999V3L5xz/+UfkeVM+fJ9RSz7bbbluMe+UVoc37cF7RtWsXsR/1f0cVH33EOeHNHb87loMO6sqar+vF0S8UB3U9qOjfvz9MxYL584tddt216NSpczF/gRvnmgofpz3bOhV8p91Vl2wub+7zf53z9sq4V4qdd96p2JXreHX8q8p78803Cn6bUMEPQhdTp74b7E0FT/zlWPmLo3J7uLbXoWNx9DFHF/PmfahcJdQAzY4A1QwTNicNNhBkmLwODRKsVKpXgGqGBJuTBhsIMkxehwYJVirVK0A1Q4LNSYMNBBkmr0ODBCuV6hWgmiHB5qTBBoIMk9ehQYKVSvUKUM2QYHPSYANBhsnr0CDBSqV6BahmSLA5abCBIMPkdWiQYKVSvQJUMyTYnDTYQJBh8jo0SLBSqV4BqhkSbE4abCDIMHkdGiRYqVSvANUMCTYnDTYQZJi8Dg0SrFSqV4BqhgSbkwYbCDJMXocGCVYq1StANUOCzUmDDQQZJq9DgwTLS/J11TsttZ4BK6QtwYfZBHuTHrIw2AxPc/Gn3/GUTPRfPuD8YnyPa4tXj7ic9b5iG73v2cWM+58PAbW25AA+aXxbWYMIOb5koEF2PuHnn/MfM9Agw36izxNRfrg1khkt4EnsdtttV+y3336s+f7nJvpuYnbiCSdq/zvs0MOKzp23Sso6xX9R6Bgm+r6/duvWTSZ7Lpb/aHFUkGk15f7Hd3t5Arm3VKYlBDQV5577N6n75bHui0Xc/ES/QzGVjx2bm7C684iT+qai9xne5iax2H7yk58U/EwAq+n4c/bZ5/CEt6OfdHP822//h9R34403oqhId44/+tGP5LjslwrnXLjwI7a3L371q1+xpmcj5bDD+Y/jc2rPX8Z69OjhXUx3JS648MKiQ/sOxciR96OIyJ/8dL9ixx13TGx1EU47zU++J0wYL9yx48bJF6Bjjj5adMTH+SNv/CpS/pKwW7E752bC+AnMjbXfdfddkht+YFfqwG4Gf4l0Xxx79eoFE7e9HmIbPfpFtVlQjq8+DqcRBaimlDKoZ8AKmZbK8ZGXtP275MPjgWppAo1Wz4AV0hRgmPOPvOT8IxPSQlhRXYBqaQMyWj0DVkhTgGFuf8hLE7/d3W38xwH9U6sqCip/OigbwJTnl7giSOWBoIYUJG5V+GHcO/n1mu6tO7wGdcnllyZetCrv2v/6mitTm33b0zc2WUsqQhHEhdQoIKghBYlbFQUpuUYDE3EhlQqCGlKQuFVRkJJrNDARF1KpIKghBYlbFQUpuUYDE3EhlQqCGlKQuFVRkJJrNDARF1KpIKghBYlbFQUpuUYDE3EhlQqCGlKQuFVRkJJLWq9evByGl+7cyq9MbNt2bf9yAi7Kq9ro8MMPlzfWPPTAQ9T6G63pvWnTadfd+WFc89Ydxxn90kuyhl2qDmH79+9H1/Oyneuvv16WZDjfff/8J53Ir5bkAZRW+eY3aXNeyrHjTjvTtrze/eutvqb9vtH5b7v1NtSW17nfwGvm7eZCnve3v8lzAm6d/IYbbcgWfyBu/fc9d9+dLN1xy3TcMqJbed28W6bjmP71mvwmnluG8Ntx1qUP3p/L6/C3lzCbbLQJPwbEbyxmonv4dMyYMTLe/fWUU2jvvfemc3it+Y18TJddehltthn/7oYMhj7+cbw8ZSQvN3Jr9LF0Ryrl3fbbbUffWn0Nuunmm6QIzhsSvFfGvkIHdDmAuvLynWN6xLf0DBo0iNz/S/n5gx+6uG7jsHw3nyZPmczLnEZ6G+8nT55Md9x5J73AbyCaMWMGzeYlQG/wmnz3HuabBt9E3263Pi/FeYUO7LI/dTmwK/UwcUIqqQ8/2zCEn21wmzvFI3hpkFtT789UzHRu/3P5M7+ObQVtvPEmYnRcxxnz8hhZCuTemOQ29walESNH0agHR9Fyyyy7yM9fCtXsbPx4MIm1plQ0gYm8QyoDBDWkIHGroiAl12hgIi6kUkFQQwoStyoKUnKNBibiQioVBDWkIHGroiAl12hgIi6kUkFQQwoStyoKUnKNBibiQioVBDWkIHGroiAl12hgIi6kUkFQQwoStyoKUnKNBibiQioVBDWkIHGroiAl12hgIi6kUkFQQwoStyoKUnKNBibiQioVBDWkIHGroiAl12hgIi6kUkFQQwoStyoKUnKNBibiQiqVCTLRVwMDXwhFvSexVWqxpetwrEsQ7xq+6aEUfzpP9N8edB8tv/Um/DDu3uzlS87nGB9n80Wdf47vM5Dz71q+z0K5/fMdVho5ciQNv2s4rbaqfSDWTeSOIPd6SjdhdD8iNQ3v0d9zDzojvF7z8MMOp5fGvCSvvHTZRq7784TPrc+/4YbrZH074r8ybhyv4b6dHn70EZrAP3DlCnznO9+hiy+5mFZacSU0WSPDcbPFvQe/Da9Fd5NNmUsb1t/cRP+66+g6/r+RPBPgGSedfBLdddc9/DrOu2mVNqtI/z+TXxPpHsaV10TyQ7NuO7OPe0e8e2iWHzQNzyvswefp8uWeS3CbHAnvJvLzC6vyF5UD9t+feCkR8Z1uqevqa66hTTbZJOaayyD+sGFD+DmIdaU++RbFvs78nMK31/82XcPlGm8FjRvHE3B+MPrALl2oBz9ki/HvUp7kX3LJILrs8vAFgytxx3hQ1y78wO1b8jyDq3f0S2P4NweOoDmzZtOqq67KP3i2qTzHcMcdd0iBm2++Wdbju8/GPYDdhePE137KWbtqSJ5tGDLUf+nhs1x2mWXoiiuvlLJC4N0ZnAv3mwEbbrQxrbfueu4KwSl0P3XTRC+PeVmeATnp5JOF3us4bnvcttyPitlXpaIuL2N8QbzD+ac8y45lnNVrwZbHf/5Myr2nLpOwxVwK4l3Ov8wkkKBE+mzFnDlnYsvtL7e//8T+J3f0dYdb/WxQqEBYVsPKDLFZh9YH0KwTJJaGx9At3XmJl+q80fc25RhGWD4QSlmHsgGadYLE0vAUKhCe1T7r8/cHZiMmR5jPP6RGRJom85k62KzTcA1PoQLhWe3L8Pm7NfpuGcq//t+/zHl4yK/S9EtlwvlPmz5NlnaceOJJynVLT9ySDLesx+bpJOY4e1wz74vY858w4bWCHxiV+Ndde53WWQW+1M9+/rNiN14TXre5Nfod9ZkAZoRAJ514gj++sEbfmd0SFH6gteBf15WqxOaW7jibWbrjzp/fdx8rE3Z1xxNliXH7bfwsELYQ/8AD9hcf1ugHc/Hhhx8U7XnZzVFHHeUPFQ6UN3IsL91xuezXv5+xFsUlgy4R+9NPPx3svhKeqBc77oClO01F3759ZYmPW1pkw/zpT8dL+VdeHS/54jch+Tj8fEa6+VK9z/TPNvz7Xw8X/+Bzdfn66U9/WvADwhqf32Qkddxz9z1qs3XZ+D16uDX6HYrZc+bq52W5EdtS0VpFhqdQgdCt9mXof+6g5JjsgVVOrFmnYRueQgXCs1o+f586yYlNjMmoYVSsVYOpRKECoVst599k1yamkthmnYZteAoV5PxzBmw2Pk7747s16ZZUlLpKmmdafomQqGW26DWFrWnanX6N/ht9b0/q8kq5xhqKMZXZottggWtNFpuqEmbznFjK8yJbUFSVaE0WK0GB9zbPUXJoIJEtKKpKtCaLlaDAe5vnKDnHl1TEbAmKqibKmixWggLvxWSr+6HdiwUL/MOljsK/5iqTsGOPPUZKOPa0aVPDRD+s0Wcj/3CWTPjuucdP7Bxv5qyZxU477cQT+A66Rn/u3PcLvrtdnH/eeUWTPDjq4991990SZ9ClgyROo51j/+pXv+SHeTcv5s6dW5kcycO4PHEeIw//+lpcGb9Gv2P4IuLtfj0+PyDLk3p/FDz550msO15MyB3zaF6r3rFjx2LE/SOS9sevEi3cg6TjX/EPoT73/HNK+VrVAABAAElEQVRyDj//2c+Lue/ziwHCdu8/7xO7fx7Af6mAj9/kI74//+UvMDWU48aOk2NzDzhjc8c96OLyRN8P5F34IV23Rh/n1rNnL4n15JNPonjx5uQ3hePOeTw/YOw2eRiXc+ieryhvri73wLJ7iBl56326f4CZX4+q61lfHD1a2oN7HuMDfcC24IeU35b1+ZdcfHGoukmeD3Hx5+oXhXLUqPtzwRk1nhxHRnpRizUBlWuEvV6W2aLbYKGYNVlcrdV7m+fEUmW26DWFrcniWBOQ9zbPARe5jGxBUVWiNVmsBAXe2zxHyUn/c1YpV1PYmiyONQF5b/MccPP5l7Mlek3yrMnimEkg722eA27Ofzlbotckz5osjpkE8t7mOeDy32QdjH+eSv6KFRT8opv5c5ZCBaWCjew2UspJNV/de/x6zbcu4aU722wal+7YKsIf1UrBWa2rDSz4IL091cB18os7fxyZW4eLpRNi04NV4Km6b2R3BPggfaFU04qEn+N/efPv1pCPGMFrpPlViG35fef8FhZ6k19TOXLUKPr611rTVVddSeutt558oP4Hs3alPffkVzKe5l7JuIT8Qu0JJ5xIrZduTbvusiu/knMNfn/+HfQuv6pz/vz5sl57gw03kvZ32KGH03MvPEfbdN6Wtt12G5o5a4as4Z81aw7deOMNZglIfWs655xzhCdr4X/o1qTHJQjn8tId/quAxHOvacTGbwiiu+6+l+7jpTtt3NId3tx79N2ynaG8nGYdt5wm2PxyHrd0py1bluDXVk7iX9rtRh988CHtvPMufHzt+JmF5+ghfi+/e/Xk9dffyO+g97/AyxN2Gn7ncOFst+229M6778rSma99rRW/xnIuL2eJsVwXuuuuu+jkP58kS2S6dOkqxxB36fn71152Cb+ke4wcm+uHgwZdxv8v4d8IuJx+sNkPNBsH8atFJ/O78t2rSB1v8JBh1LdPb1prrbb8+wN70vwPF9Dw4Xfycc0k/nJHN900WI57HC/dca/x7MLPAxx7bI94OAH5V5C6H/+6hZ9tWJvLfkT85Yte4Pf3//aI39Iv+XkNt5191ln83MHNsiRru+22JX7umN/9/w+aPu096s3Hsdsuu8lH16tXTxrF7WzUqAd56c4yIYoT6fkbh/GlnFSzJfL4m8ffL+/4a8ew2Gobt+bYN1JOqsWaHD9//vnz/8TzP3zX0rm/fkVQoK4ySBnVJ8sjn5mBjD83JL6oKM+B6cOf9q/XPOcOy1D8WcfXQA1Ajm8T8+l//rb2OpzzH16vyXdVH3vs0eIX+7tlJh3l9Yz8/vji4YcfDmnjTPE/XqPPy006Fief/GeTzqbioosuKnbYYQcu216WiBx//PFF37P6yF1knjwq1y3v6clvXXGvb3RLNjry3flf/OIXxVNPPcWcRX/+jz72mMS/8oqrtE50+PPOP0/ivzxmbPD5T/fkk0+WWH5pkXfxhFVs/HsBWg+/I17umk+a9Ia3+eLFs88+Wxx5xG+Lzvwayg58d79jxy2K448/IXl1pCswb/48fhXpX+UVm+7cOvGbiAYOHFhorNdf11gOnHHGGRKPf6Qq2Buf/6uvjJO89uflSXb880t32ssxauV83PwbAsVOO2PpDmeI/4Li/uKx9dZbS0z3+k13XPysguRhwoQJXLypGCd/ZeiYvIbT18uV8j/Hd5//pNdDjtjpXifqXrHp6nRtyPHcqz7P/Vv/4sc//rHU7/Kx7777FsOHD/fVhb1rC87n/kLjCnLRuJWVoNvz9+SEKPFr7bFmRWnJHD/JR1kJes6/Np8AkkTl9qfpUFBOmOopI/e/JB9lJehfVP/TO/rxm6b/NonvkfEbpf2WGXCDr6FlM3Qv7d7WCVaO7zKQ8+/vY9hM2NYiOG0y6i6boXtp91qEAVje9p+Sf3kgkt988sADo+SBSHfXfqlWrfhXa/0vnLqzwZnZM4fNny1ziiZ66623+ce1VqRl+CHN5s7fvXWHl3LIg7Wtv8FvwyptlbrZ7+7dL1i4kHbfdRdak//ycA3/8m68n+8qSEs1F9+xZUuLwFqqyde8kP868Q7/lWL1b63Kd/H5DUHMrouPc1vlm6vwX0S+zqx4JAjAE2F5c5F7sPimwTfDrLJcN3Qv7V6LMADL22LUiNyxvfX2W/Lmm6X514NLRbSytKZIs5HLnMhK4/NyL37rWSv+Qa+aB62rlUjhshm6l3avh8wArDS+s2MksGzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzdC9tHstwgAsb4tRI7JswWkRdZfN0L20ey3CACxvi1EjsmzBaRF1l83QvbR7LcIALG+LUSOybMFpEXWXzaL7r2d80eOrXlKlYXto9sYnByi6VFC6erKjuUf8w6HhQfYc31zSTI49NHvjy/nnZEg+vprtzy2fkDefPMjLJ/gVh+ns1eWG88L/mts+z/7n3lBz3nnnyZIfLNH5POPX5eHjxh/FS6V6/bEnL6f5/+x9B9xeVZH+CVgQBKWqoPS6a6WsgIDSu7u6C5IEaequwqogRVD8q5QkIGBDhAB2FIEEaTakrgWXagGU0AKY0EMgoSXk/ufMnGfOzL33/ZJ8LgbI3B+ceWbmOWfed+6cc897v/u+OY4eCdpqoa6/WH8W7vUnzn+c/4X5+vtiqX9zR791CeTNk7VZQ9mSW5NSzXZd/QrKRdHo2q8FOhRriPj8kcCmRNMX+dePS5ofBS+5+jv00/LzmvwTh3mjbz+u69tWsMDf/+xZs9Mee+yelqOfAj311FO1ajvAvGTxWcOCm/+z6a8Su+++W1p+hdel075Jr7/zISrm38I0/+L8t2du1H/Uf36mng5dshUs8OuPvCbzetrlC71DsYYFd/2Rlzf/8c1GX96IfzvlOmaNHMkYGIqe23zUa1/lAUEK07bisX7FCsA3Boai5zYfEV/yYGaazjmTOZCKrDlE/pSrAF2MgaHouc0H+kf8micgSMmUbcVj/YoVgF8NDz7wYJr55Iy02qqr0c17yfwLPf/T6R98mj798bTKKvIb+PKu5D3Vd2aqxxqZbAwMRc9tPp7P908P2ae7J99NH1SWT0u+ekl34fpHxJd3KO+XMUPRI75k5/k8/5H/nIGoP11lYv5RKmL9yfXwQl5/eaOv01aBLGf5H5vBP86hLgWFA9G29+owFumFWz942Igf+S+bV1SOvcag9KRWqK1X+J5ayn6M4gsP1s7YUX9Rf1F/fnrpZGFzbdr2Xh3GIr3ombNEiPxH/ikDqJwKaun5BBW7drA6jEV6YYKgDxGi/nx6kcKSIhVte68OY5FeRP6RHiT1/3D/Ue/om0ERJ0vEhrQ+4OqrCD5I9nTcxhDxdVFBzrJEhiCtD7j6KoIPkj0dtzFE/iP/5aKGmskSFQJpfcDVVxF8kOzpuI0h6i/qL+oP00UlZgikOgyovoqMmyF7Om5jiPkX8y/mX3vavGSuf3Wjb9+imf91lbAE4DaxbgzA6JXUjX7Bn27A2luwhtketq0rtevoWpRcAZEifuQ/6i/mX10UDGovIm1dqV1H16LkCogU60+sP7H+xPpTFwWD2otIW1dq19G1KLkCIsX6s3CtP36jzwVAH2xREgM+5cOtH3fIIAXWKjOoLHOTebS8FTvc7BAnFWDEj/yXioj6673LZOcLJqvMpdaMgsoyNzH/Yv2J9TeuP7QQ0EUGywMvDLI4xPU39h+4pFCBUIX03OW39QKy1FKroqCyzE1cfxbU9Uc2+jghegbbi4AhGGjow4MYC9KM4k1GM9DQhwcxFqQZxZuMZqChDw9iLEgzijcZzUBDHx7EWJBmFG8ymoGGPjyIsSDNKN5kNAMNfXgQY0GaUbzJaAYa+vAgxoI0o3iT0Qw09OFBjAVpRvEmoxlo6MODGAvSjOJNRjPQ0IcHMRakGcWbjGagoQ8PYixIM4o3Gc1AQx8exFiQZhRvMpqBhj48iLEgzSjeZDQDDX14EGNBmlG8yWgGGvrwIMaCNKN4k9EMNPThQYwFaUbxJqMZaOjDgxgL0oziTUYz0NCHBzEWpBnFm4xmoKEPD2IsSDOKNxnNQEMfHsRYkGYUbzKagYY+PIixIM0o3mQ0Aw19eBBjQZpRvMloBhr68CDGgjSjeJPRDDT0uUJ/R1/pPaP1mJjOduNUqEDvHFRL+4OEBi7AMgebIj5lgFNl8qVQQeSf0pT/SlIz4jHXkWssszh6TOxhu3EqVKBxqyXi21y41NekevOgDmw3ToUKIv+Uyah/P+dqdfgyE63H22NiLtuNU6GCqL+ov5h/VAN1Rngsc862llnsPSb2sN04FSrQuNWyEMaXf/OZ/pybrwR02GSIpdqsDxgS3K60DIvBpN8Eped1Ir7koz9Dgy/UfXxktjtiHzvyH/UX8y/Wn+5qgXUEqwZktgNDgtuVlmExmLH+xPoT60+sP7Ie9K8Qsf8ZdKOmL19YWW1GzR390oWF7W7tuav1+SHnRdPeBNzz+BiXCcqq8dSkYF7CdTjam0DElwkkSSqZYaFZivy7usyZsrmRzM1Pq70JRP1F/ZX7K7WuuEC0Slr2XGnWl/X5O7Q3gai/qL+oP8yfMjNY6Cwhp7VnrvWh77xL7U0g5l/Mv3/U/DMbfV+sWpAwtwrTfk9DuKYHIMvyr3hhHJYgOKNTOgwy2IkR8WmSlCqRXJmMAbKM/He/X48EuZJzSodBhqi/ujDH/Iv5F+uPLBmyVpgVA5BlrL+x/tJfLIa+ujhvVlBC6iBDXH/i+oM6mu/rb0OHFFZrOtqRtNoq6Fu+rFdOSatcoUKacu6MF/HrTqImVlEnX+rJAAmGLE6okMrLPeL8u+U46i/qDztZN7dE6cwXx8EEg4z5xxlAOiBj/aG0yKW7U0+x/sT6E+uPW1Wt0pkv1qnrii404oUKqbyX/v5nRDOHVhR8TCjJ0jyQnj8HjCgFZ+0ur5lH/7thWoaWyt3Z1uOwpogf+Y/6w2agNcfMJLRzpk6uSuj4ycW2Hoc1xfyL+RfzL+ZfXknsulBXFkEdX8vQUrkT23oc1hTrT6w/sf78/etP69EdO8XyXLS6xTK5nbuY0EfY1Nq/N4Ez8G5FO4bVLY74nIGelET+JSnaRv11Px3E/Btwt7A9oaxucaw/sf5QBnpKAkZxURvrT6w/7g5orhuqi9679e2CsrrFsf7E+jN/6w9v9O2nZlmochpLdXJ9SZHlNh+o22r1FmGZljtS01vcue7rp9aI38oyJ5kbvq5E/qP+/GyT2pDZZnHMP81ATkuePbH+aEosiPU3rj+4axrXX14saHrE/ofXCL6kcBP7j7Jovhivv3JHv3Uy+V8OzG8K76i8waGEmx5O6fbquCM+5ZqTIDeJOgnq5rBtcV2c0mZ2lnIxRHxK1IjIf87CXOqnW1GtmppL/447G6L+ov5i/sX6g6UgLzKx/8hZmKfDralO6XbvuGP9fclff0bQI/r5j4vm4LNedFMSxWy9mST6ACdGJXdDF/L6ZUeM0veVCvgwepb0CgeEEPMAZ8SXDFB6Iv9RfzH/sNKV9YIWFVsVOll0h5F5+Yj1J9ZfVwZcFbmRSir1hLJSbwFkj/XXzjQkKuafzYpUC3KTtYzzEetPrD+uDLgqciPVUmrGlo4yhER39OeQ29zJxLXQEAf1N5QhoeuflXxoHPFy64hCy+0AcyXMBbn+WclHxJc82FJxiSpuEgPMlTAX5PpH/iVbUX+laqQ6uHWFUotqgLkS5oJc/6zkI/IveYj5z8XANeIKpaSHxABzJcwFuf5ZyUfUn+Qh6o+LgWvEFUpJD4kB5kqYC3L9s5KPqD/Jw8JSf3RDX069q4aSAwh8eYQ4fd8tAq1P1mH7Pr2bHpVojAVGfJqYNDMj/1F/VAa6RndnSsdSp1XMv+7dM5OumihjLDDWn1h/Yv2N609cf+P6+yK9/vY8umMvbhn3byuGui7yh6QyTH/30nuoicMX14gf+Y/6w1SyMubfoJlBWcrJwdFbPrH+cPZi/R28cYnrT5lgvROo3AfFJGvJmH81Ib3pi/Un1h8qjH/g+quP7nBllvqrVSrXzFqrtUDvvm8qOUnv+SWLEfQ8fn7yP99DXIR2+nNoQBkjt+XdLZJh7l/0HJRg/WBATxSTTx4sys585Htyi/Cv9DAv4kf+o/5kapg25l+sP7H+xvUnrr+x/4j91/O7/1x15RXNlRdQNrLYzkLC6/e5xmsguN5UNBghQVYpDrhZ6pdxnVV79IJMnXzvFN5kjphDC2rerJuDh8KnA3axhRgk+dmfqjcNlSJv9smdN//4VEAU+Wtp/gphXrLqIb2FEPEj/1F/dnaUz8sx/2TB4NTIihHrD+Uh1l+6sNR6iOtPXH9j/5HXBVouY/813/vPVd/4hroxLQirS3W0LVVXBABZO3eQUAYTux66Qa7P6OtwoGWZD3MXvkA2kQdMpqnmreKrrXoZqFYJbpxsjvh1g0LpMCkz0Di8NWfQHuploJqhwJZlPiL/kX+qBXw5B+VBlWGg0bw1V5A91MtANUOBLct8RP1F/VEtRP3pVIjrr6wMWCm85q3iq616GahWCbqqZV8+Yv2J9Ydq4UW+/oygH93J2/1S0FzZvU0/A1ZI3zV/z1f+IY58R77+uF+eS8ibzKv+/na0fgaskLYHxYj4kX9+tCfqL+ZfrD95y8IHLZex/soWLq4/VBFx/c9JkLkxoB2wwyj9Bnhj/xH7jxfI/oPv6LsyVUXBgNKvZjCpruVxmyKVAYIaPHBuVRR4co8GZsSP/PPjXlQQPL9QKygQ6C3p3KooaLG7KphRf1F/UX/5BkvMv1h/zDqJBdKYLHRuVRRYai8GE3UHqWQQ1OCBc6uiwJN7NDARF1KpIKjBA+dWRYEn92hgIi6kUkFQgwfOrYoCT+7RwERcSKWCoAYPnFsVBZ7co4GJuJBKBUENHji3Kgo8uUcDE3EhlQqCGjxwblUUeHKPBibiQiqVCJ1Hd6QTugrV2Tqj6HADQB2LETV6N6mnh4tV/M4W8VtX0Z4kOpNkL5sYURP5pxS6HFXF1VoxO1vUX9Sf28XV2ulHUj3Zx4iamH8x/2L9GWq21Dmj80ZmD00e8sX8609er7XmkhE1sf4sfOtPa6NfiwLzqlyetIQMQ+ccCmjg7qkOpuP0AzO6QgXcxWqY82yzjs7gQzoN2/AUKoj4lAGbjci/XHM4JzYxpqIEDuk0bMNTqIB5Vov8R/75LwhUGUM/fWGrxpRbBxqeQgVRf5QBm42YfzH/Yv6VOWEnxlDrSsdnDWYQhQqYaLWYf/M+/1ob/dZCRqkddOcBTJt4e8raWHiVzaiqSrcmi5WgQLxDc5RcFujKZlRVJVqTxUpQIN6hOUqO+JSK/OtJqChGVdVEWZPFSlAg3qE5So78Uyoi/7VaGFVVC8WaLFaCAvEOzVFy1B+lIuqvVgujqmqhWJPFSlAg3qE5So76o1RE/dVqYVRVLRRrslgJCsQ7NEfJUX+UigVZf7rRH3zC8EVGw1CooJ5RRoPs2QkfpHT1mtjgkS8SGoZCBbYD4UH2TIMPUrp6TWzwRHz5idNcqnxoshTYhBEeZM80+CClq9fEBk/kP/JvF0ktoQpswRAeXE3V5zles8PF+hfzL+ZfzD+zQihUYBeMWH9i/aUaGHSLHDUDKaXjNVtO/zfXH9ro+3+Sqp6jwaHxMjwDL6h4nZOU8mAY/tyCMeqFt93PDVDpBnlGxJcLcjuPWY/8R/3RwkP/xfyjNLg12K8isf7RcsH5aeWlLCtWeEasv7H++l+2qnuduP7E9SeuPwvy+qt39Nsb7rpsV2QXecZ+pVd32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfN0EXaVrsQAEtsNWpFls3Yd1F32wxdpG21CwGwxFajVmTZjH0XdbfNrOd/MAt3+dyQhi3QtMbHL5D1fLuQYrXvlg31Fe/y0iK+3GWM/Jt7YqaWBJrW+KL+KBmcj5h/sf7E+hvXH73eE8hrg9xJtdY2jutvXH/lS8Vx/dW/SZk9hkDTGt+LZf9h7ui3pr97M9lnDWVLak3a3WxX1a+gDGN07dcCHYo1RHyekjYlmr7Ivy5Xmh8FUX+cCpMPrZsW6FCsIeZfzD+6JNqS0PKJ9SfWn7Jd0vpQEOsvp8LkQ+dNC3Qo1hDrb6y/87f+mo2+FJIvp0GPaxoWw9o3l2u9qV95QJCtsia1joH+ylWAXsbAUPTc5gP9MWa2oQdktvmjjoH+ylWAHsbAUPTc5gP9a9SKTE8ha1vHQH/lKgDZGBiKntt8oH+NWpHpKWRt6xjor1wFIBsDQ9Fzmw/0r1ErMj2FrG0dA/2VqwBkY2Aoem7zgf41akWmp5C1rWOgv3IVgGwMDEXPbT7Qv0atyPQUsrZ1DPRXrgKQjYGh6LnNB/rXqBWZnkLWto6B/spVALIxMBQ9t/lA/xq1ItNTyNrWMdBfuQpANgaGouc2H+hfo1ZkegpZ2zoG+itXAcjGwFD03OYD/WvUikxPIWtbx0B/5SoA2RgYip7bfKB/jVqR6SlkbesY6K9cBSAbA0PRc5sP9K9RKzI9haxtHQP9lasAZGNgKHpu84H+NWpFpqeQta1joL9yFYBsDAxFz20+0L9Grcj0FLK2dQz0V64CkI2Boei5zQf616gVmZ5C1raOgf7KVQCyMTAUPbf5QP8atSLTU8ja1jHQX7kKQDYGhqLnNh/oX6NWZHoKWds6BvorVwHIxsBQ9NzmA/1r1IpMTyFrW8dAf+UqANkYGIqe23ygf41akekpZG3rGOivXAUgGwND0XObD/SvUSsyPYWsbR0D/ZWrAGRjYCh6bvOB/jVqRaankLWtY6C/chWAbAwMRc9tPtC/Rq3I9BSytnUM9FeuApCNgaHouc0H+teoZCtP7ojT9Oce+JseKepSwIzatO29OoxFemGClGEjPp0hOW3IXD0RNfWMlIDckaxnvOQWJJ94WDtjR/4j/1F/fnrpZCnzDKJt79VhLNKLWP+QHs0pGaL+ov4oA1oaClAkRbbtvTqMRXphgmBMIkT9cTKQuXoiIv8uA5og1A7JF9D+q97RN5s6+wbw+iGtD7j6KoIPkj0dtzFEfF1UkLMskSFI6wOuvorgg2RPx20Mkf/If7mooWayRIVAWh9w9VUEHyR7Om5jiPqL+ov6w3RRiRkCqQ4Dqq8i42bIno7bGGL+xfyL+deeNi+Z61/d6Nu3aOZ/XSUsAbhNrBsDMHoldWvoAU/94kOb1B62rSu/6+halFwBkSJ+5D/qz95yqNNDVzeYBk6qrqNrwSBGxvyL9SfW/7j+uVuefn1wroGLStfRtZhxAWP9ifVnIVt//EafJwB9sNUJQYaeT3lw2w2BTDBpO3425yZ/EKhfImix+VOC+5GAAXcZOuPzuPl1t0aEyjI3ET/yH/WHL1FievDEkMlBF4CY/7H+lYqI9Teuf3H91+WxA8wCKtAYynrKmyk25yb2H7H/WDD7D9not+rT1ihXp91A93CFM4wWY0GaIbzJaAYa+vAgxoI0o3iT0Qw09OFBjAVpRvEmoxlo6MODGAvSjOJNRjPQ0IcHMRakGcWbjGagoQ8PYixIM4o3Gc1AQx8exFiQZhRvMpqBhj48iLEgzSjeZDQDDX14EGNBmlG8yWgGGvrwIMaCNKN4k9EMNPThQYwFaUbxJqMZaOjDgxgL0oziTUYz0NCHBzEWpBnFm4xmoKEPD2IsSDOKNxnNQEMfHsRYkGYUbzKagYY+PIixIM0o3mQ0Aw19eBBjQZpRvMloBhr68CDGgjSjeJPRDDT04UGMBWlG8SajGWjow4MYC9KM4k1GM9DQhwcxFqQZxZuMZqChDw9iLEgzijcZzUBDHx7EWJBmFG8ymoGGPlfo7+grvWe0HhPT2W6cChXox4Rq4Zv39S8HGhfAMoutxxTxKQOcF5MchQoi/5SmfJe2ZsRjriPXWGZx9JjYw3bjVKhA41ZLxLe5cKmvSfXmQR3YbpwKFUT+KZNR/37O1erwZSZaj7fHxFy2G6dCBVF/UX8x/6gG6ozwWOacbS2z2HtM7GG7cSpUoHGrZSGM3zRz6Id36M8J5e/VNhlIPWyQ2Q4MCW5XWobFYNJvwkb8yH/UH0+I/hkyeKPWx8fMEmkZFoMV8y/Wn1j/4/rXXS3qChHrz6APyn0rKvLWzWgfO9bfWH+f//XX3NEvRcjCFqS159K1Pl/S86JpbwLPPTMrPTj+spTmNGn5vTdPL1v61WV4ZdV4alIwMNz0K29JM2+anF617hvS0ju83fG0NwH3PDLeFxOUNaz4LmBL0ZEjfuSfrh7l802rzrRKWvZcTNaX9fk7tPdCVH9XXnVl+uMf/pT22WfvtORSS0nOF6L3bytkYTz/8f5rBuL8lzU35n9cfxei66/Z6NfFICNdEGBuTQz7PS3hmh6ALMu/4oZxWAph9rSZadLep7Bl9ZP3Ta9ceTllYQhrsBvzoeJP/cal6bFf3pSW3Hid9MYjdqX3Qp+YdKAMOqM7by+DusxrfB2ewwx+/52gxtB5hRE/8m8WpqHqv6/+/nbffenBBx9M6623XnrVqxajSvMzwpQew5dS/Y0ZOy5NnDAhTZw4Ma288sr0/jrvrv32u4yYfzH//o7552db1N/CtP7E/iP2Xwt8/ud/MCtf5TrbUbuT6FwGe/iOg4UMsjihFjl72gza6H+TnaudvE9abOXl6yh/R/ypp/wyTf/5H9OrN10rvfHwfzVjEswZx+uoYIG8f/NCIj5lwC0Hf8f5r3nVEy01ABVyITr/xx93XDr3nHPTd3/w/fRP665Xb2uVDf+CmP/1PGX0/J3/sWPHykZ/wsT0plVoo78Qnn+eAHjfkDURz2v+ZfKZdTfiL1TzL85/yQDqHjLmHyVGtsDP5/of9UdZzo/ol1x38pEN+XPAiPIAo9anMivo+FqGlsodZ9Ed/dv3ojv6dK7XoDv6ryh39C0X8Z+595H02OW3pGV3eUd62bL0iE/rsH2mfpPu6P/0prTUZuuklT79XmZaP7qyrcdhTYif+1g7xoDs+FqGlsrd2NbjsKaI//zV38KU/3G00T/v3HPS975HG/1/+qeFqv7G0h398yacl86fOIHu6K+CKSvz2U624rGmmH8x/56v69/CtP7YOYUJGO8/b8AoG/52r9tnxPoT68//xfrTenSnXXVWt7jniojZW8pU2NTa513AKXdr86M7t9OjO5nCj+68adlW1deYj//mL+lvx12UVjt+z7QYPXvPR3VjZJJNmnrKZWnaz29MS226dnrjp+mOfmsi0acXsrWNeYj2gFa3uITrMWEMcVE7xPsvoxjRHtDqFkd8zkBPShbG/P/0pz9NE86bkCZNmpSWes2S6S1veWs68KCD0utWWD7NeGJm+tCH96PHdh5KTzwxI6204hvSK175yvS5//e59Fbi5ePxJ55IJ5/89XTdtdem++9/IK226mrpnRu/Mx1wwP5p0UVfxpyc15NO+nL6/TW/T0ce+dn0zVNPpefe/5j2+9B+ab/99iucLOSk5PbeeyanQw4+NO363l3SrNmz08UXXZIeefihtNG//Es64ogj0sMPP5y+/OUvp5tvvjktvczS6d1bbJEOOuhTaZFFFinjNenxx+m1feNk99o2pte2/wEHpEUXWZTn9j333ENxDkm77rJremLm4+mXv7w03f/AA+ma3/2W59+448bSRp8e3ZlwPm3030S2Jt3yl1vT0UcdnZZccsl0woknpqVI5tf+85//Iv3q0l+la6+7Nr3xjSuljTfeJO1Nz/aLX9aMk046KV1zze/SkZ/9XDr1NMrDHykPlAPJQ33//O96xPyP9bd9qYnrT1x/Y/9R1ngr2hd0q1usl4fu2mKuP7H+Us7K9Yc3+vZTY77YyVFWJ86vJLnlcSmVPsIrA1TBHalpFffsR+kZ/X2/kZo5Ka35jf3KHX2J8uyUx9K0n/4hLb/7O9MiSy2WHv/1pHTf8RekVY8fnRZfd8U0++En0kPnXpNeN2rTtMhrliixJD7f0f8Z3dHflO7oH0539AfExwtcUO8/4ksGIv/1rsX8zr/z6U51fgb99a9/Q9rsXZuke++9L117/XVp6dcunS668ML0HH3R/Quf/3y69dZb0pSpU9OGG22YXrvUa2iD/uG09tpr0ffg56Td/mO3dM/kyWnNtdZOK674+nTjTTfyBnuH7XdMxxx9NM1bmVeHHHpouuKKK9Jyyy2bZj07K621ztrpvTvvnHamDXY5kyTqruZ2+uCxx8hRaYXl6QPHjCco9kZpMm3+77l7cnozfciYfPfdvMFfffXV00033pimPfYYbZb3Tfvvvz+PM4de+wd22y3ddc9daa0110lvoA8pNxLviSceTztsv0M6+phjKFpDH3BuTyNHjkzL0oeFxx6bnlZbY/W0zNLLpFNOke//jB0zNk2gPE08P2/0V06Tbrst/ddHP0YfFBZJp5x6SlpzjTX5r5YXXnhROuqoL6QlXr1Eevvb35Huu/dv9FrvTutvtH76xsnfTIu+jD5Y0HHYYZSHy69Iy1Aennv22bTW2uukXSgHu+yyE79uJtkm1h/KBiWhtf4jRTH/hz///T8SKfMUeVUZ9Rf1F/Nv4V5/aJGVX9jkn9k0MP/q5nwcma5dnNIdxLpnT3+qmf3Yk9qbx6Dm4Qn/29yy6/HNX0d+rXn4ouubx6+6tbmV9Bl/mNw8/KNfN3/5j680t/zbCc30K2/lAHbM556azWM+9/Sz3eAlEseBF0GLj9+II4A4WNr4c+vvuHnIiI8k1FRE/gcXm/HstdfezTv/5Z3No9OmSe7I993vfK/Zc/SezXU3XKfMcePGNRtssEFDd89ded588y3MPenLJzI3p/3ZZ55ttt1m22aTTTZpnn22zqFDDjmExzjowAObZ4hjD1fTRblt0m3M33yLzZvbb7+d6c8880wzavToZv0N1m8+8fGPN8/RJ5H8gibfc3ez0UYbNaP3/KDMB7Ll17rnnns2J550kobKr2e7bbeh17Zp8+wseQ2TbptE423QbEyv9/e//732R6cxY8fw65g8eTK/jq223rrZhsa48447hEKx/jblvmbjjTdudtxp5+bhhx4uc7JpjjrqqGaDDTdofvD9H2C45tBDDqbxNmwOPKjmgYbQ/LsEa68KHDebs6H0Vsgg2+ftcGM6pdu/4+ZY3NSXImq38wCLG9Mp3Q4dN8fiJuLndHUS1M1h2+K6OKXN7BmeU89N5D+nay7562a01WUu/TtuTj03kf/If6uY+qqta3M15RTh0h299mEtpkcxW2/uKfoAJ4YmN905hKa92lYhVN5Tk6Y0kz9/Dm/4b9nleJY3v/cE2vB/qbnvuAsbem7/eY3vMj7gLYp5gBPvmNzDef8RP+fV57ZoyOxCf/732ntv2nSu3/zyl79s5uRNc99B5rHjxjYblo2+5rRVldJVxjj6aNrg0rh33XWnmvNGf/0NN2xuveUWjSJsaXGq4MRG/+BPHewiff3kr/Hm+YrLL3Nd3ve+9zVbbvUedCeZx/VjZ43+ysAb97vuuou9t932V9YP/OSBpm+FY44dQ697/eaqq65qtt1222b77bdr7rr7LiLUWfmzn/+cx5g4cULtSP7p0x9j+6GHHMr2HP/Q8oHnFsqDvDppi2L6F0juGinbCr9lFTZ84PmxrRcMHa/tlAHZHfFtcoB9ViL/taJqLkquvEBllUoe4ASL3D7Thd+y1pimY4nQEiAUc8TnhCCtmp0CIv+tSkOifFVKtuDLWsZF90Ko6h3gBIvcPlLht6xChy9rGRfdC6Gqd4ATLHLTozv093H+Azi1Q/zlr/5BXv8gOM/ADct/RqSuOqB4uXXEOvzD5/0+Pfy9q/hPL/nxxhUP3Cm9Zqt/roS5IDdsVvIxH/Fdf+k9X63rH/Eld5H/UkNSHdy6QqklNsDMhEt/dWn67Gc+S4+/zUnLLrtcorvPaauttkpb0PPuL3/5y5mT+/Ov7px7bvr+d7+X1stfxjX5nzJlarro4ovTzX/6c6KNbXpixox0zz33Uq8mnUN9VlttNabnR1Yup0dWaMOcllgCj8txiN4mf2dgFD1Ss8eoUengT31KOPRixo8/PY0//bR0xhln0CMybyO7PICw56jRaer9UynG5TpeftzooosuTrf8+U/psfza6HsG+Zn8fJx7zjlpNXrsB3FG0mNCnzq4xNEREj3aJL+6k015jfvY/gfQo0v7FoZk9yT6rsAPf3AWP12yzrrrZia/qoYeN7n11lvTcvRY0C/o2f98HFoeYbqa8rD4PORBInDXzpNZYigPYDhi4ZMYYK6EuSDXPyv5MOcf+X+hrv/u9curn6/W9Y/3L7mL819qSKqDW1cotcQGmCthLsj1z0o+Iv+Sh7K6cY5cooqbxABzJcwFuf5ZycfClv+86ec37rLBltrgy0PE6ftuWSV2UR228wNKnlyJan/6jgfSwz/4dXriujvoxNCZ4fj5ApzoF3XWTcuP3jS9YqVllN8H6rDzH1/HW0DvP+KXDET+Tf2bNaqkhx6LSfn58vwF0TvvvJPn6Fr03Pmp9IXZ17z2tTxfjhs3Lp1Dz6nnjT5+dSd3z5vY/6Yvtk6f/nha4fUrpPXWWY/+Uakl08W08c8Hb6ZXW43j013tdPmVV6S8wZ3Xjf4eI/dIo0ftmT71qQNp+srcHT9+PG32x6czTqeN/jvKP2hHE3X0B2mj/zfa6F8hG/362qanFV73urQe/Szoq+m1XcKvbUQ655wfp/x8f97o503+qFEjKY7f6Of5P46+wzDhvHNTswjFJ8Piiy+evvOd73BffpPU0F1/eoZ/In1vYe206qqrwsy5y6+DHg2iL98eybk9jDf6V9IHnivnmodYf1Cvsf6i/rW4LKiFYq2CY/0bcv3rJqxaalqj/qL+5PpTq8OgWijGWOBLYf6Vm/64yV8lfRNO/2xQrYoG9ssMdB1IKg4SgygPT/y9PqP/yIX5Gf1bWOdn9H/4m+bW/zipueVfT2C7viiAPCj+h83JEpVEQc7LygJ+/3SHll7GwFc3hKd0G7J7GZfEwAgR/0WZ/7vvurvZ/2P7Nxusv0Fz1g9+yKWcG9ro8yMot9Bz73rW6eTTz26y/eyzz1ZuBkccfjjZ12/uwHPsZMMz+jNnzBhcN7lzLir6f9JfJ/HYJ54oz/9nVz5OG38q22+84QY3zqjRo5ott9xSSFR/xx0nr7n92j5zxBH8TD5e2223yXcBTjyhxCnxMfiYMWP4saXf/va3zYUXXMDvKz8mNOOJ+j4mTJjAjxP98he/0PiaJ7Fomx/dyd8JmEF56D1a8bucTKCDREGi2zbmnyTI5sTggXnLnOzE/6ZPhaU3iYKqCyjyT5kYmJ0hPKVb7jqwe3GQGEzJnoHeITwRn5MzZPpKXkkMzHDU/0uq/uiX5sypNpDeJR/eVDQYIUFWKQ64IVvuohqvgc/c92jzwBmXN7Mez1/UbZrpv/4LbfSPa566dQq/5FkPPd5MOfmX9KXbmWUcK2QgDAepDGcwioHgelPRYIQEWaU44IZsuYtqvAaC601FgxESZJXigBuy5S6q8RoIrjcVDUZIkFWKA27IlruoxmsguN5UNBghQVYpDrghW+6iGq+B4HpT0WCEBFmlOOCGbLmLarwGgutNRSti5oyZzZFHHtl89atfpS+1PocuzS9+8TPeSJ82fjzbMv1LX/oS2TZs6Kc43ZQ/5ND8xdINmuuvv17tf5sypXnPlls1G9KXUG83G/2D6UuoG9IYeYOsAwtqtfIC/0ob8Py9APr5Suc/7dTxtKnesKFf0CF7eTOERo0cRXHLRp/0Qw+VDfV1+bXxMaeZOmVqs+V7tuTXfMft8mVa3ehrHBkTIx9LG/38HidPvodHOfYY0in+QQcdRNElb/l5+/zhKH/n4emnny7xmoZ+ppNex6EN/XWEbDIi/ZQnj6d5UDaAj4/XAa95yzom+zpERETPQgAPEm6V4oAbsuUuqvEaCK43FQ1GSJBVigNuyJa7qMZrILjeVDQYIUFWKQ64IVvuohqvgeB6U9FghARZpTjghmy5i2q8BoLrTUWDERJkleKAG7LlLqrxGgiuNxUNRkiQVYoDbsiWu6jGayC43lQ0GCFBVikOuCFb7qIar4HgelPRYIQEWaU44IZsuYtqvAaC601FgxESZJXigBuy5S6q8RoIrjcVDUZIkFWKA27IlruoxmsguN5UNBghQVYpDrghW+6iGq+B4HpT0WCEBFmlOOCGbLmLarwGgutNRYMREmSV4oA7yxHc5L9Q4E8XkN0/YKhFKIOJXU/bUnVFAJAaTcDjv/kr/Y7+hfzzmovRz2v6nxXz5O4QbUvVFQFA+iGdJpTBxK6nbam6IgBIF9ErQhlM7HralqorAoD0IZ0mlMHErqdtqboiAEgX0StCGUzsetqWqisCgPQhnSaUwcSup22puiIASBfRK0KR9kP7fijd9Kc/pM032yxtRv8//vjj6QdnncU/Z0l3wtPqq61OnZv04x+fk2izn1ZYYYW0zTZbp913/wD9Tvwb07nnTkjH0e/Mr7TiSmnHnXdMzz79bLrkp5ekJ+j362fNejb9mP413dVXp0d36MjPpl9OP6+Zn9F/9RKLkyU/RNc98BYm3U6P1OwxsjxSc7ASx48/jZ/TP+OM09Pb6GcseRTq1H50Z8J59NOh445Lb1pppbTDjjsk+sWddPEl9Nrod/9nPfsMf38gvz95dCfHoWf06dEdxEfAsWPH0M9rTkz0RVv+B7Py+/rIR/4z/fnPf04f/dj+6cP0bwHkTsefcHw65+xz6GdG1+TvOMx57rl0AX0/4LFHH0n0YSFtt912PGT+mdEr6fGiq66+Oi2xePe7Cu34dXHFK6oMRQCQoPZIoQwmdj1tS9UVAUD2xIVJKIOJXU/bUnVFAJAI1iOFMpjY9bQtVVcEANkTFyahDCZ2PW1L1RUBQCJYjxTKYGLX07ZUXREAZE9cmIQymNj1tC1VVwQAiWA9UiiDiV1P21J1RQCQPXFhEspgYtfTtlRdEQAkgvVIoQwmdj1tS9UVAUD2xIVJKIOJXU/bUnVFAJAI1iOFMpjY9bQtVVcEANkTFyahDCZ2PW1L1RUBQCJYjxTKYGLXQw9t5Q8BfizQYM6XYcJ4OB9usZpLPRyQflRo6mWgGtxm1OzLh8R/5p5H0/Qrbk7L7LxBetlycnH1vaFBSu92q14GqhkabFnm44Xx/hd0/iM+1UEpBRQ9KkXqBBqkWNutehmoZmiwZZmPoetv2iOPpnHHj0u//p//oY3wLPrHpkak1Wjze/jhh6d3vOMdMgS1dJc6HUO/O38ZfdF1Nm10v/qVr6VN6Xf36S+06Wtf/xr9q7nnMWdR6v++9/87fyXmXPoi7nn0D3GtuuoqPP8P+/Rh6fLLLk9X//rqtPirFm9tqO3rzq85JXq0Jn3gAx9Io0ePpn8I6yC2ZdYZp49PdFc/fevbZ6a3vjV/GVcO+inNdP/UKelXFCOvOXPoC8Zf+9rX6TWcm55+6pm0yKKLpPe/7/1pBL3G8+i1nUMfBFZbddV0x50UZ/fd06jR9F2Agw6kvhK/DJvop0VpjPPST37yk7QSfbjJ3gcfeDDtSd8JyL+7/41TvpE22nCjEu+r6corr0r33Ze/jExf/KcPQB/b/6Npx+3pN/JzR3oDhx1+WLqCXuOVvNHPH3jy0X3/YvctWEJXzZBgyzIfJegCXn9j/tN5KKeCJZ0ZnCk+Tap5q/hqq14GqlWCGyeb4/xzpqP+tRSi/mS6+NkDDdJMKQPVy0C1Hkb25eOlMf9G5D8jD/y5HXmn3PalpC51A7x56PwlWlq83BdBiI55K+taf38TXpc/a4v4yBtkKzuR/4Wm/vKG/QHavC6zzGvTK1+5GBdC/gzfnn+zZs2mu+HPplfRHfk8MzH/aE9N/yru1LTMssukxUp/W00DKowoZSHE1cd06ovPbhpsfuZ/3vBPvf9++gex6LUtJu9NwuBVQZrgBP+e+I888gj9q8CLptfSl5nzMSACeZ7/9x/xI/9RfzLT8lyoB7ICWT0Z/T3z348U9Tcgw5SmWP8GVkfP9ZfripI5P9e/3OfvzT/f0XeDqKKAX9tQDZj0vvhOIKT2AUENHji3Kgo8uUcDE3EhlQqCGjxwblUUeHKPBibiQioVBDV44NyqKPDkHg1MxIVUKghq8MC5VVHgyT0amIgLqVQQ1OCBc6uiwJN7NDARF1KpIKjBA+dWRYEn92hgIi6kUkFQgwfOrYoCT+7RwERcSKWCoAYPnFsVBZ7co4GJuJBKBUENHji3Kgo8uUcDE3EhlQqCGjxwblUUeHKPBibiQioVBDV44NyqKPDkHg1MxIVUKghq8MC5VVHgyT0amIgLqVQQ1OCBc6uiwJN7NDARF1KpIKjBA+dWRYEn92hgIi6kUkFQgwfOrYoCT+7RwERcSKWCoAYPnFsVBZ7co4GJuJBKBUENHji3Kgo8uUcDE3EhlQqCGjxwblUUeHKPBibiQioVBDV44NyqKPDkHg1MxIVUKghq8MC5VVHgyT0amIgLqVQQ1OCBc6uiwJN7NDARF1KpIKjBA+dWRYEn92hgIi6kUkFQgwfOrYoCT+7RwERcSKUSofPojnRCV6E6W2cUHW4AqGMxokY/zfT0cLGK39kivnya6sldv0myl32MqIn8y32Ivny5WisEZ4v6i/rjv1L2VU+fTaonexhRE/Mv5h//Na2nXNxaU/zOFutPrD+x/vTMnEEmmT3Zy4iahXH9bW30a1Lq3wqMDckqOcWagwT2/PUeTJKDlrZCYWFiKVTQZtCf5mTOM8PT7KCEh3QaruEpVBDxW5mM/Ef95WsOzxA/TcycynBIp+EankIFzLNa1F/UX9RfzD9eE+zCYFYUgUM6DdvwFCqI9YcyYLMR6++LZ/1tbfRbJ5JO7ODtuZxye+LNjOnANpv1ns7WZHFnwFJyQ3NqL+FVNqOqKtGaLFaCAvEOzVFy59Vyv57O1mRxHQlIvENzwMV5rWxGVVWiNVmsBAXiHZqj5Hj/lAr7S1Gct57kWZPFNZNA4h2aA26c/3a2WO9JnjVZXDMJJN6hOeBG/tvZYr0nedZkcc0kkHiH5oAb+W9ni/We5FmTxTWTQOIdmgNu5L+dLdZ7kmdNFtdMAol3aA64kf92tljvSZ41WVwzCSTeoTngLvj860Z/8AvGF2kNQ6GC+o4YDbJnJ3yQ0tVrYoNHvshrGAoV2A6EB9kzDT5I6eo1scET8fO/KGcypFCBTRjhQfZMgw9SunpNbPBE/iP/UX9mhihUYCcM4UH2TIMPUrp6TWzwxPyL+Rfzz8wQhQrshCE8yJ5p8EFKV6+JDZ6YfzH//t75Rxt9+rkOe99eK06BrTqHPQMfCArFOUkpD0bhzz11IEes80AnRGW2ke8Z8WVBiPxzBlxxRP3F/KO/TebHjKgU/COurlBi/dF0KGgvu6p7Rqy/sf7mDVk5XHGQEtf/WH9i/V1g1x+9o2+ucDxT67JdEeawSjeZ1drZooMm0ra1T8RHliQnNesV2Wwx9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TZDF2lb7UIALLHVqBVZNmPfRd1tM3SRttUuBMASW41akWUz9l3U3TazTr81m39uVn4Wk4LpZ3LDFmha4+MXyHr+uEax9CN9jkuGob7iXF5axI/8y5fqov5i/pUFxKwlAk1rfLH+UDI4H7H+xvUnrr+x/yibKhZ5baB1we3JrF9w7L9e+vsvc0e/VQDuYpp91lA+ZViTdjefQNSvoAxjdO3XAh2KNUR83hLblGj6Iv/6cUHzoyDqj1Nh8qF10wIdijXE/Iv5Rx9JbUlo+cT6E+tPuV2h9aEg1l9OhcmHzpsW6FCsIdbfWH/nb/01G30pJF9O5cOgNXI9GgND0XObj/oBsvKAIIVpW/FYv2IF4BsDQ9Fzm4+IL3mwH86QMUgwqqw5RP6UqwBsY2Aoem7zgf4Rv+YJCFIyZVvxWL9iBeAbA0PRc5uPyL/kIeqv1gkQJDJUpXisX7ECsI2Boei5zUfUn+Qh6q/WCRAkMlSleKxfsQKwjYGh6LnNR9Sf5CHqr9YJECQyVKV4rF+xArCNgaHouc3HC7H+eKOvL1uBvGD7zQF1KSgciLa9V4exSC9sXcqo+JsSaehZAQIXqYShdJB8YFg7Y0d8qlop24E5wmlQQuSfM9CbDxiL9MIUOXJIhMi/TydSWFKkom3v1WEs0ovIP9KDpMb6F/Mv1p9YfygDujQowCJRZNveq8NYpBcmCMYkQtQfJwOZqydi/vJf7+ibRd0OgQCQ1gdcfRXBB8mejtsYIr4WNXKWJTIEaX3A1VcRfJDs6biNIfIf+S+LKmomS1QIpPUBV19F8EGyp+M2hqi/qL+oP0wXlZghkOowoPoqMm6G7Om4jSHmX8y/mH/tafOSuf7Vjb59i2b+11XCEoDbxLoxAKNXUreGHvDULx62Se1h27ryu46uRckVECniR/6j/uofGevkINSeRG1dyV1H16LkCogU8y/mX8y/mH91UTCovYi0daV2HV2LkisgUqw/sf4sTOuP3+jzBKAPtpgSAz7lw203BDLBWtMMKsvc5D0EpbfY4bbjuS+JR/zeuww2XzhZkstWRqGyzE3kP+ov5l+sP7QQ0CKP5YEXBlkcaAMU639c/0pFxPU3rr89d/ntehH7D8mGrKWtFRUqy9wsuP2XbPTxguQ1lxdkFnx7Sejhmm7zBzEWpOntTUYz0NCHBzEWOqmqMQAAQABJREFUpBnFm4xmoKEPD2IsSDOKNxnNQEMfHsRYkGYUbzKagYY+PIixIM0o3mQ0Aw19eBBjQZpRvMloBhr68CDGgjSjeJPRDDT04UGMBWlG8SajGWjow4MYC9KM4k1GM9DQhwcxFqQZxZuMZqChDw9iLEgzijcZzUBDHx7EWJBmFG8ymoGGPjyIsSDNKN5kNAMNfXgQY0GaUbzJaAYa+vAgxoI0o3iT0Qw09OFBjAVpRvEmoxlo6MODGAvSjOJNRjPQ0IcHMRakGcWbjGagoQ8PYixIM4o3Gc1AQx8exFiQZhRvMpqBhj48iLEgzSjeZDQDDX14EGNBmlG8yWgGGvrwIMaCNKN4k9EMNPS5Qn9HX+k9o/WYmM5241SoQD8mVEvP3SSNnYFlFkePiT1sN06FCnS0aumNUAJlYZnF3GNiD9uNU6ECHa1aeiOUQFlYZjH3mNjDduNUqEBHq5beCCVQFpZZzD0m9rDdOBUq0NGqpTdCCZSFZRZzj4k9bDdOhQp0tGrpjVACZWGZxdxjYg/bjVOhAh2tWnojlEBZWGYx95jYw3bjVKhAR6uW3gglUBaWWcw9Jvaw3TgVKtDRqqU3QgmUhWUWc4+JPWw3ToUKdLRq6Y1QAmVhmcXcY2IP241ToQIdrVp6I5RAWVhmMfeY2MN241SoQEerlt4IJVAWllnMPSb2sN04FSrQ0aqlN0IJlIVlFnOPiT1sN06FCnS0aumNUAJlYZnF3GNiD9uNU6ECHa1aeiOUQFlYZjH3mNjDduNUqEBHq5beCCVQFpZZzD0m9rDdOBUq0NGqpTdCCZSFZRZzj4k9bDdOhQp0tGrpjVACZWGZxdxjYg/bjVOhAh2tWnojlEBZWGYx95jYw3bjVKhAR6uW3gglUBaWWcw9Jvaw3TgVKtDRqqU3QgmUhWUWc4+JPWw3ToUKdLRq6Y1QAmVhmcXcY2IP241ToQIdrVp6I5RAWVhmMfeY2MN241SoQEZrmjn0D2bRn/PL3yuruwQwYa0PGLKy28gyLAaPfhM24kf+o/54QvTPEPnrmvUBQ2I2daVlWAxmzL9Yf2L9j+ufrAf9K0SsP/nyZHMDDInVtCstw2IwY/2N9ff5X3/NHf1ShCxsQVp7Lk7rQ7HOu9TeBNzzoBiXCcqq8dSkYN6DGqb2JhDxex7P4gRpliL/ri5zIdncmMKaR6i9CUT9Rf3p8+CoKy4QrZJab2pSMI8V52nam0DUX9Rf1B/mR5kZLHSWxPxz61LOlc0NcjfvUnsTiPXnH7f+mI2+P1l6QmBunRj7PR3hmh6ALMu/4oZxWILgjE7pMMhgCyPiU5G4u+AmY4AsI//d3xdAglzJOaXDIEPUX12YYv7F/Iv1R5YMWSvMigHIMtbfWH/pju3QVxfnzQpKSB1kiOtPXH9QR/N9/aXndnJNUWG1pqMdSautgg6/ung0OSWtcoUKacq5M17ErzsJl1tROvlyHCQYsjihQkb+KTEydTr5jPqL+sNO1s0tUTr14jiYYJDFCRUy5h8lJuZfro5OPcX6E+tPrD9l4eyKznxxFCywkMUJFXIhWn9H5Ef0Wx83zdunBSi7S8FpflxSRen4WoaWyp3Y1uOwpogf+Y/6w2YI26LuBLRzpk6uyuv4ycW2Hoc1xfyL+RfzL+ZfXknsulBXFkEdX8vQUrkT23oc1hTrT6w/sf78/etP69EdO8XyXLS6xSndfe8UcssL4A8K5M5/oGpGzKF+JNESZ8QiRM0GYfCHB33uJJvzkYdiUh4l988dZJSBvoifM1dyV7Ib+eeERP3leqAsxPyL9SfW37j+5AURV9Z8nW3fLY7rb+w/Yv9V5si87z9XXfkNeWKZQ3ceev3l/ath8GLUnn/sl76VanWLC6PHhD2zuKjNe+T8H31izofetRdiHijPfDq4h3ZjU/bcfe9Udi1CLfUu9oqzIVvZxwVEY+Q3J0bxNvShgPTsXoR8OQoHzBx2wEmeOeRnex6GdFIyP+LXnEt5liRJBiP/KLBcLVF/PK1kouW5FfMP5RHrT6y/+XoS15+8TuY85PUh/0/6IvR/XH9j/8F1kS+jVA+x/+LL6Gpver3MlTxl2FKSxHppKF3s693c5yk2//vvMiLN0jw4YlqcGeUgs9zRZ7+QFGYO+qPDEDL3ywd3cYrYbdtxa9DysjsE27sfuy5O6fI77mwo/1ymwtwt3n83eQMsLqdO6XbouDXpcf41FTltUX/d4hlgcTXllG6HjluTHvWnqchpi/rrFs8Ai6spp3Q7dNya9Kg/TUVOW9Rft3gGWFxNOaXboePWpEf9aSpy2l5C9TdCfkXfFgO/1WIwJVHM1ptJog9wYlhyN7SRzo/kyIFR5G40rN6XtczLBzEGhBDzAKd05r4RP/If9YeZVuYLTSpbFTJd4MtaxvmI+RfrjysDrorcSLWUmrGlowwhxfprZxoSFfPPZkVKBrnJWsb5iPUn1h9XBlwVuZFqKTVjS0cZQlrY1x+6oz+H0mM+yWEvYBI1KH+GMiR0/bOSD40jXm4dUWi5HWCuhLkg1z8r+Yj4kgc7VVyiipvEAHMlzAW5/pF/yVbUX6kaqQ5uXaHUohpgroS5INc/K/mI/EseYv5zMXCNuEIp6SExwFwJc0Guf1byEfUneYj642LgGnGFUtJDYoC5EuaCXP+s5CPqT/KwsNQfP6Cf37KrhpIDiPycXn6+iER+bE9rBP4hZB227+6F6ViJxlhgxI/8R/3F/Iv1J9bfuP7E9be7QxhoqduK2H90/3pi0lYTZYwFxv7rRb//6nl0x57cjPu39UPVBX9oKMP0dy+9SQz84MDFFfEj/1F/mEpWxvwbNDMoSzk5OHrLJ9Yfzl6sv3H9GfTBKa6/ZYHpXUCGvC8a6w8WX5K96Yv19x+9/uqjO3xqSv7NaWoVdD1BfAJ7+NJXHHBD6rjOYBQDwfWmosEICbJKccAN2XIX1XgNBNebigYjJMgqxQE3ZMtdVOM1EFxvKhqMkCCrFAfckC13UY3XQHC9qWgwQoKsUhxwQ7bcRTVeA8H1pqLBCAmySnHADdlyF9V4DQTXm4oGIyTIKsUBN2TLXVTjNRBcbyoajJAgqxQH3JAtd1GN10BwvaloMEKCrFIccEO23EU1XgPB9aaiwQgJskpxwA3ZchfVeA0E15uKBiMkyCrFATdky11U4zUQXG8qGoyQIKsUB9yQLXdRjddAcL2paDBCgqxSHHBDttxFNV4DwfWmosEICbJKccAN2XIX1XgNBNebigYjJMgqxQE3ZMtdVOM1EFxvKhqMkCCrFAfckC13UY3XQHC9qWgwQoKsUhxwQ7bcRTVeA8H1pqLBCAmySnHADdlyF9V4DQTXm4oGIyTIKsUBN2TLXVTjNRBcbyoajJAgqxQH3JAtd1GN10BwvaloMEKCrFIccEO23EU1XgPB9aaiwQgJskpxwA3ZchfVeA0E15uKBiMkyCrFATdky11U4zUQXG8qGoyQIKsUB9ws9cu4zqo9eoEfpkvBUNXTtlRdEQBk7dxBQhlM7HralqorAoDsRK0GoQwmdj1tS9UVAUDWcB0klMHErqdtqboiAMhO1GoQymBi19O2VF0RAGQN10FCGUzsetqWqisCgOxErQahDCZ2PW1L1RUBQNZwHSSUwcSup22puiIAyE7UahDKYGLX07ZUXREAZA3XQUIZTOx62paqKwKA7EStBqEMJnY9bUvVFQFA1nAdJJTBxK6nbam6IgDITtRqEMpgYtfTtlRdEQBkDddBQhlM7HralqorAoDsRK0GoQwmdj1tS9UVAUDWcB0klMHErqdtqboiAMhO1GoQymBi19O2VF0RAGQN10FCGUzsetqWqisCgOxErQahDCZ2PW1L1RUBQNZwHSSUwcSup22puiIAyE7UahDKYGLX07ZUXREAZA3XQUIZTOx62paqKwKA7EStBqEMJnY9bUvVFQFA1nAdJJTBxK6HHtrSZ/R1ONCyzEf+2wthPGMDt1jNX2bggMx9u4d6GahmiLBlmY+IH/mnWoj606mASYeZIvMEGqRY2616GahmaLBlmY+YfzH/qBZi/ulUiPknKwNWCq95q/hqq14GqlWCPkOQffmI9SfWH6qFWH90Kgxn/RlBP7qTt/tlQvHM6m36GbBC+q71HwJofRGG6DhvMq/7+9vR+hmwQtoeFCO/Nf5HCiK++yIOpSvyL/Mm6o/mTMz/nAS/eLS0AStM6TfAG+tPrL9x/aE5EtffuP7WH7fO19zYf/xj9x98R99dplRR0LrkdVUw+fs7dL2EVCYIavDAuVVR4Mk9GpiIC6lUENTggXOrosCTezQwERdSqSCowQPnVkWBJ/doYCIupFJBUIMHzq2KAk/u0cBEXEilgqAGD5xbFQWe3KOBibiQSgVBDR44tyoKPLlHAxNxIZUKgho8cG5VFHhyjwYm4kIqFQQ1eODcqijw5B4NTMSFVCoIavDAuVVR4Mk9GpiIC6lUENTggXOrosCTezQwERdSqSCowQPnVkWBJ/doYCIupFJBUIMHzq2KAk/u0cBEXEilgqAGD5xbFQWe3KOBibiQSgVBDR44tyoKPLlHAxNxIZUKgho8cG5VFHhyjwYm4kIqFQQ1eODcqijw5B4NTMSFVCoIavDAuVVR4Mk9GpiIC6lUENTggXOrosCTezQwERdSqSCowQPnVkWBJ/doYCIupFJBUIMHzq2KAk/u0cBEXEilgqAGD5xbFQWe3KOBibiQSgVBDR44tyoKPLlHAxNxIZUKgho8cG5VFHhyjwYm4kIqlQidR3ekE7oK1dk6o+hwA0AdixE1+mmup4eLVfzOFvHprA1999GnVbKXbYyoifwPvn/rai3qjzPgchLzL+ZfrD9lZZgXIbMnMxlRE+tvrL+DruBurS3l5Wyx/sb6O4z1t7XRl5Li+lKowJvzwkWuHJMZnlZKFGJIJ0h5RPq/TAGFCphntYgf+Y/6i/nHa4JdGMyKInBIp2EbnkIFsf5QBmw2Yv2N9TfW31h/eU2wC4NZUQUO6TRsw1OogHlWi/Vn3tef1ka/tZBTagd98gTTJt6csQ4UXmUzqqryrcliJSgQ79AcJZcLVGUzqqoSrcliJSgQ79AcJUd8SkX595c5KZy3nuRZk8U1k0DiHZoDbrdauV9PZ2uyuI4EJN6hOeBG/Ha2WO9JnjVZXDMJJN6hOeBG/tvZYr0nedZkcc0kkHiH5oAb+W9ni/We5FmTxTWTQOIdmgNu5L+dLdZ7kmdNFtdMAol3aA64kf92tljvSZ41WVwzCSTeoTngRv51oz84YfgijWEoVFAzymiQPTvhg5SuXhMbPPJFFsNQqMB2IDzInmnwQUpXr4kNnoifv0hjMqRQgU0Y4UH2TIMPUrp6TWzwRP4j/1F/ZoYoVGAnDOFB9kyDD1K6ek1s8MT8i/kX88/MEIUK7IQhPMieafBBSleviQ2emH8x//7e+Ucb/TlUY+a+vVacAlt1DnsGPhAUinOSUh5MxJ9b6kCOWOeBTojKbCPfM+LLghD55wy44oj6i/lHaxz9F+sPpcEs92bBlYVD542C9rKrumfE+hvrb96QlcMVBylx/Y/1J9bfBXb90Tv67QW/LtsVYQ6rdJNZrZ0tOmgibVv7RHxkSXJSs16RzRZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTN0kbbVLgTAEluNWpFlM/Zd1N02QxdpW+1CACyx1agVWTZj30XdbTPr+R/Mwl0uN6RhCzSt8fELZD1/XKNY+pE+xyXDUD8xUF5axJe7bJF/c0/M1JJA0xpf1B8lg/MR8y/Wn1h/4/pTLqos8tpA64K7Jlu/4Lj+xvVXvlQd11/9m5TZYwg0rfG9WPYf5o5+awFwbyb7rKFsSa1Ju5vtqvoVlGGMrv1aoEOxhojPU9KmRNMX+dflSvOjIOqPU2HyoXXTAh2KNcT8i/lHl0RbElo+sf7E+lO2S1ofCmL95VSYfOi8aYEOxRpi/Y31d/7WX7PRl0Ly5VRuBlgj16MxMBQ9t/moNxAqDwhSmLYVj/UrVgC+MTAUPbf5iPiSB/vhDBmDBKPKmkPkT7kKwDYGhqLnNh/oH/FrnoAgJVO2FY/1K1YAvjEwFD23+Yj8Sx6i/mqdAEEiQ1WKx/oVKwDbGBiKntt8RP1JHqL+ap0AQSJDVYrH+hUrANsYGIqe23xE/Ukeov5qnQBBIkNVisf6FSsA2xgYip7bfLwQ6483+vqyFcgLtt8cUJeCwoFo23t1GEXOeWpWuv/0X6VmTkqv2/vd6WWvXdxmKT35x3vS9KtvTUttuk5afP1VJYEYAnEhjX36lbemmTfenV617opp6R3fJgz2g1SkF3ZelD5EKN9cQ0/3hw3EzlIJxdirw1ikFz1jECHic0KRuU6eS7o7du1gzweMRXrxosz/lVdemf74xz+mffbeNy31miWRjZ73Qi69BevfOLLSzSF5ov44pwNzhIwroRh6dRiL9KLnnBGB8p/P8R/oHO+7zz5pqSWXIhuCGomhYerVYSzSi4Hx85DoWQECFamEoXSQfGBYO2PjmZKIX1OjyYr8uwy089Krw1ikF6bIUcNEiPWPk4HM1UJ02e/JHfntOsUDYJQivegZgwiR//+T/Nc7+mZRtaewdWqsSzE43TOlFKmPSmTH7Gkz0qS9v8l49a/vk165yvK1A6FHL7w+3X/G5WmFD26elt1tY1c3lliHFTT1lF+l6T+/Mb2aPiC88fD3MpU9lVi6G8MCeP8uXxFfJ3XfuTVnyrrruW2hNumlev7Hjh2bzptwXjp/4vlp5ZXfRG/brq41Cy/V95/fYa2Niuo7F5Q906c9lr549FHpf66+Om2xxRbppJNOJGvJ1wt4/o0bR+f43Anp/PMn0jleuf3W5vn96+c8HcHk6wX8/vMZMq9UXz1A9VUEHyR7Om5jiPcf62/ZVKJmskSFQFofcPVVBB8kezpuY4j6i/p7HuuvbvRRkVma+mNzW1du19G1KLkCIjV01Zkz7al0297fYPvq39g3vfJNywmnDJI3+g/QRn/50Zun5T6wce2vqBstW+4/5dL02M9vSku+izb6n5aNvnbJoMTXL144p/hx/WdXN0zp0XV0Le3BZfz8/iN+/6b0H1V/L4X8jx03Lk08b0KaMFE2gVF/unV3E++aa65Jn//859MjjzzC8/9dW7wrffXLX3UcVdpJbOsDid2lU6kW0HjzM//HjhmbJk6kc5w3+m+yG/3uC+tabOCC5zN+Zz7qkN1oXYuSK4j483X+I/9UOr2Xim61dS217BRF/UX9LWT7L7/R5wlg5tSAT5l2wmACygRrTTOoLHOTL4T1SwSzHpuZbt9LNvprnPyh9Io3LUsFWONPu+C6dP+ZV6bl99wsLbd7z0Yf4/O4uZ8Ypnzz0jT9Z7TR34Q2+kfQRn9AfNOdX1vm2fj20SUhtFozgEBjyFSoLHPj3z/c7BBnxDfnP/JPFdLzKd/Wy1i62zthwkTa6E9Iq7Tv6KPAWOZm4ay/S395afrMZ4+gR5uWSgcc8PE05pgxabPN35W+/JWvYPmSlFKKXojzP//VZsKECWkineeVVzEbfZxfPq91/ZM3o8ayDi285z/Wf6oF/nPOwjn/4/zH+V/Y6182+uaCgYuENxnNQHCHK2c/OjNN2ucUvrqufgo9uoM7+jRgDjOt3NFfduQmqZnxbJpx/Z1p1kNPpMXWeF16/ce2SYuttkJv6Kl0R3863dF/9abr0qM7u/Zy2Ij3AmmY3mQ0Aw19eBBjQZpRvMloBhr68CDGgjSjeJPRDDT04UGMBWlG8SajGWjow4MYC9KM4k1GM9DQhwcxFqQZxZuMZmCmYxN45plnprN/9KN0/Q03pJe97GXp7W9/ezr00EPT0ksvbUZN6YEH7k8/+tHZ6Xe//W166KGH00b/slHaeadd0hbv3px5119/fTruuOPS6muskcbRBlOOJl177XXp+BO+lDZaf8N02KcP0zGvpsdgvv/976fbb789veLlL09rr7NO+shHPpLe+ta3KieDSbfdln509o/T73732/Tss8+md226adpvvw/xWJtvtkX6+Cf+2/Ev+elP0xWXX55uoPfzmqVfkzbaYKO02+67pbXWWCvvaPm455570iGHHJJ22WWXtOiii6afXnJJuuvuu/nxlv323Tdtt/32zPsevb5r6P1+8aijiTcibbfd9mnzzTZLX/7yV2SsVk5zp2y6t4y/8647p+dmPZcuuuTi9MiDD6d3bvzOdPjhh6eHH36YxvhyuvnmmznP73n3u9OBBx2UFllkEY6bmycefzx97eST0w3XXZem3v9AWnXVVdLGG2+c/vuAA4i3qMY/6SsnpWt+d0068sgj06mnnsrP5H9ov/0oR/ulMePG0F9t6MMc3dFf5Y200af3f8utt6Sj6f0sueSS6YQTTkhLLbUUx3zggQfo/P4o/Zbeb359G220Udpp553Tu+lRJRw5b4dS3nbeeZc0Y+aM9MtfXJoeeOh+qonfgSJ7oz6tJ1dKm1+AsSBNf28ymoGGPjyIsSDNKN5kNAMNfXgQY0GaUbzJaAYa+vAgxoI0o3iT0Qw09OFBjAVpRvEmoxlo6MODGAvSjOJNRjPQ0IcHMRakGcWbjGagoQ8PYixIM4o3Gc1AQx8exFiQZhRvMpqBhj48iLEgzSjeZDQDDX14EGNBmlG8yWgGGvpcob+jr/Se0XpMTGe7cSpUoBeNapEL6XPTaKO/N2306Vjj5H3TK1Yuj+6UHnh0J/vzDYmX0weBWQ88ltKs2ellyy+V1hj/kTQiX1T5bkW5+hNvyjd/lR7/+Q1pCdrov4me0UdcyDyexVn3R4+3x8R92G6cChVorGqJ+DYXPvdZ6/H2mCL/tNEfQ4/uTDw3ve71b+B0rLnGmrTZvz49/dSTad31/il973vfo/khDynNfPLJlDfAd9xxR1pz7bXScsssm2666ab0DG28v0p3tzelzXc+PvnJT6Tf/ua36fNf+AJvovPGfOQH9kj3P/ggbSJ/qM+J/+xnP0ufO/L/0WZz8fTWt709TZs2Ld16y63p5a98Rfrut7+V1lp7HR5vypQpaR/6Iukjjz6a1lh99fSGN7wh3XDTjWnZpZdJ9913H2/Ixxx7LHNzM4G+czBu7Lj0ysUWS+94xzv4cZvbb5uUXrvMMuk73/l2WnHFFZk7adKkNHKPUTTeCulRev4+f7iZOnVqmkwb2UWohk4df3raYP31ecO7DPXNa8U0eg3bbbddetfmm9GjO7TR7z2k2Hj8kSPTCiuskGY+MSNtQJvmyZPvTvdMnpze/JY3E74nLf3aZdKaa65GOb8xPfbYY5Tf/dL+B+xPo9KjifSPju++++784WPttdZKb6DXfdONN6bHafO//Y47pGOPPkaj5w9lV1xxRVpu2WXTs7OeTetQ7namDzD5Q0z+MMePZ50v38PIH5r+66P/RR9aXpZO+cY3Kc9r0Dgj0pN0fnOe77jzzrTOWmumZZZdzp3fTej85lUyv689Ro3k/OfXvBqdk+UoP984RdbimH89i02PiU8e241ToQJdzaqlN8NaC71e29kwZXDjVKgg4lO+ct3XjHhs0ynYMou3x8QethunQgUat1oivs1F5L+dgZ7s9Jjmp/7o6Yg5DV2Q9DCwY7M+YEgld4BlWCzE2dNnNrMeezK/DD4s49ELrmtu3fVLzc3v/VIz8+Z7mTL78aeav478WnPzrseT7T50c1Gfe3pWM3v6kw39qg/Z7YgWo8uCff8LOv8R/8V9/o8dM6bZYIMNm4985MPNM888w0U9c+bM5t/e92/NhmSnjSkKvTnm2KOJu0HzrTPPVNsdd9zebL75Fs2W73lPM3v2bJ4tDz74YLPllls2W2+1VfPYtMeaU08b32yw4QbNWT/8ofbLM+noo49uPrjX3g1tLNV+1llncYzx48cX25zmoIMOkrjfOkN506dPb/71X/+V7Os3RxzxGbXfc999Dd2FbrbZZpvmwQceYHuOdf5Pzm/Wp9f+4Q9/WG233XYb2zbZZNPmD3/4g45xxhlnsP2oLx5FNjvn5zT0jD6/FvowU/iDzz9tqDmHm1F+bqc85ZFyjkePHs3jf/zjH29mPyfj5zzn173nnnvq67jl5ltIH92cdNJJGos+NDXbbrtts8kmGzcZY/7RHXZ5XZQrnEcMxOeY8n/35MkN/eWk2XrrrZttaAz6wObe3THHHMNj0F930JU4tzf0xePmPXR+n3sur4dNk99Xzvsmm2zS/P731yzQ9R/vHy/Ynq22zfqAIcHtSsuwGMzB578yBNnewJDgdqVlWAxmxF+Q+4+ov6i/haH+aKOPoyxCLOyCZO2Za33oO+9SexNQzN2LxkLwIxde19zy3uOauw7+viHPae47ZmJz63uPb6b/z1/mPXBhakwCigfEly6FpWQF8x07d9DeBBTzSEVjYT3W7kbgXvPb6MgEFEd8yoDNs82MtedEWR8nbr4a7U1AMY9QNBbWY+2ZaH1NM+bYMbQZ3aChu8E8Chp6nIM355dddhlMzfve975m+x12EJ2GwUgnZi5t/OhObzHOaehuPfc/4L/3bzbZdJPmIx/+SNkQopcO68ADDzzIYx1xxBFq33qbrZuddtqZde1N4LLLL282pA3sZz+TN/riueTiS7j/2WefXfqXHiT2og8VeYM8e5ZsWPNGP39wOWD//TVWBnnTne3/+V//6exZeRgb/U98Ut+/kGocvJbbJtH4G67fHHzIwTARdU5z8te/zq/7cnr99sj53XLLraypg3OU/AFpg/U3aO686y71H0Ix8mvOHw5MMMZjxtI5Jv5VV15NHxK2aXbYfvvm7rtrXwyS4++ww45QVZ5wIp3f9Tfk85vj80afxvvkgQcqR2NmgssMG4yp6Kbn/EDtTUAxD1A0FtZj7ZloffMTWbjam4BidhWNhfVYeyZan4w5P632JqCYBygaC+ux9ky0vvmJLFztTUAxu4rGwnqsPROtT8acn1Z7E1DMAxSNhfVYeyZa3/xEFq72JqCYXUVjYT3WnonWJ2POT6u9CSjmAYrGwnqsPROtb34iC1d7E1DMrqKxsB5rz0TrkzHnp9XeBBTzAEVjYT3WnonWNz+Rhau9CShmV9FYWI+1Z6L1yZjz02pvAop5gKKxsB5rz0Trm/fIAx7d6fnTEv3pwH5RzX5PV/6qYP62AMjS/EuJ+hcKENTQAZmBZ/SX+fd3ptfttYXGf/A7V6WHJ1ybVvzEDum12765/GnMjAnIcvjxy8NA8tporH/0+4/4piwi/731N3bsGPp5zYn0Rc1z0yqrrKa1euHFF6WjvvDFdNTRX0w77rRzenLmzPRueoY8H+uutw497SZfXc9/1P7LX25l+xe/+EV6bntnxnnqfPqwwxJtZtOrXvWqdA49X//6lVbkP4FnAuY/fZBI19Lz53fdeXuaPv2J9Le//S099eRTaZvttknj6LGiBx96gONvsfnm/Dw7D15mbH7MZtdd35u23367dGx5dIfufqcf/fBHafzpp9NjO28XOgdM6Vj64vH59KXjs35wVlqbHm3J3wsYOXKP9IE99qBnzg8mVpkx9OI33exdaV3ifOvbZ1K0+vtKj+ZHd7bfNm3+Lno99LjSoCO//9vzo0H06M7IUaPSwQd9SvNPf61Ip512ejrzzNP5caHMzdkcPXpPfnTo8ssu12cFpkz9W7ro4kvSzX/+Mz/aM2PGjHTPvZM5/z8+55y0Oj02kw88unP11VelxRdfomSIXWkMPbpzPv2y0pxF8vto0v4f2z/tS48I4XvaOf5TT86gnwx9D3dYd511UyJuokeH8mONt/7lr5wZnN9Jt9+WRtEjT/l9fepTn5IgrVbekzGSIdY/rTCt/5whyZXJGCDLuP7Y+ScVhQSZ+mrBDoMMUX9Rf9gT4fqTy0ZqxVQMIMuYf/IDOPShQJLVmo42k61J2Mt3HJfp6umYYcgnqxt/2kU30K/uXJ6Wo5/XXN786g5v9Cf+Pq30iR3Ta7Z5Sx1fEcaFLA6okKVEsrcvvl5JddwKOvzq4tH0Ss+X2OJEXMiIT4mRqdvJ5wug/l4M5x9fxp1Yfl5TKq1JF114MX359AvpKPrC5k477ZQeoS9m7rD9Dqmhr7Rst812Je1SiPnLmcsut2z6AD2Hv+kmm5QhmvQV2gj/4IdnpVcv8ep03nnnpeWWw3doZL4ce8wx6Sc/uYC//PvmN7+Zn2WfM2dO+tWvLk3bUIxx9CXSp556mj9gvIX8Z575LTctbqUvlH7wg3vRRn/7dMyxx1AljEhjxtAXT+lLp9/7znfTP/3zP5eJI+JLXzo+/fjH56Rvfetb6S1vfUu6gzb6e+wxMo3qbFgb+r7BZmndddcm7rfrGPR2H32MNvr02jajZ/S/8pUvk29w/eUPEvlZ9pEjaaNvNsS80R9/WqJHoNLb6LsJOOiRHtnoX34Zj5vf3wEH/Dc/k/86es5/vXXXS6+mf9TsYjo3Oew55/yYNvr5+fqUDjn0kHTlFVemq2ijvwRt9O1OMm/0J9Kv7uBYfPHF07fpuwprlL7Znr94u8MOOzBlu+22peHztxTmkD4i5fO7PJ27D+z+gbTxppvQF6PpA9KoPShvI2mjnz8gxfoX60/3+vtiWP+4eDsNLrCQhQAVMq6/lJjB61+cf8lNp7zI0FkvHAkFBlmcUCH/kfXX95cA+8cBunDr3wcqUpOCjq9laKncj209Dpjyozs373Jc8/DZv6t8Qg98+8rmFnpG/7FL//i8xs+DL8j3H/Ej/3Orv/zoTn7kIz+/bY8LfnIBP15yySWXsDnPKdoANu9///uVNtT8y8+80y/yNHvssQc/GnQgPeaBeZkHoDvj9Ez6hs2uu+7a0F1q9d111138yM+nD/u0xtltt93p8Z9NmylT/qa2DL5+8sn8CMtn+NEdcdHvxfPz7xdddBEb7Pv/r49+jJ+Df+pJ+k4PHZPyozX03k888USNzw5qNtl4k2a//faFqv76jH55P/ZNFTZM+dGd9ddfvznphBPZA/v4007juDfddKMbf/SoUfzdBpCPP/445p199o81fvblx5ry676dnrGH49BDDmWbzWXm5vc/Np9jesTpN7/5XXPBBXRe6bGb/JjOzJkzMoWP/NroS8b1/OLFGn+BDR55OoHyhvjwZWm72vxbu+W3+7CvRW6pldLjsKaIX7NRUTv7/pzV5FZeX1+29TisKfJfs1FRzStQx9cytNR6inoc1hT5r9moCFmvsuNrGVrqQpd/84x+fu/tdFjd4pLgHhPGEBe1fRzz4aGM1DvgIxdcyxv6h87JG/06kGz0j2um/aJu9Os4Gln61G6G0mfM7rbd6haXoXpMGENc1PZx5vH9+849A/WY0Edc1PZxIn6tBYfaybK6xS+c84+N/uS7sdGX1/kT2hDm5+7zM+84DjzwoGajDTdsLvvVr2Bi+f0f/KChO8r8xc1seObpZ3gjucUWmzcPPfRQc+TnjuSxsPnOHN4s0obzP//TPwfPz4PTJvawT+eNPr0W+o9+KYc3qvQXg+bqq65q/vqXvzRnnHkGb2zzhvczn/1sHpKOOc1fyJe/RLzbbrs1Tz45U8zUXnvt//Imn+5Kq+22v9aNvhpLwW9MXzTdd999OvX/KD2jnzfvnzzwk7WLIn+Ob7vtr/waTzwpb/SrDxv9G2+oG/08xOhRo5v3bPkeHi2z+bl7ytENN1zPttxMnTKFvxibN+75y7Q4cv7z+cob/XpIzPyMfvZNLh/m6DEnfl0H0fm0G4Gs53Evu+zy8mqpP/131ll0funLvnfccScPfdtf6X0RL39A8ofEqzarW1wYPSbkSVzU9nFi/akpdqidLKtbHPnnDPSkBAUnLmr7OFF/ruqq0k6W1S2O+nux1R8/o08vmv5Kgz9T5L8r5KPo/GcG+VtDy1P+8CA+6WOxWLjljtRoDOMjOCj+oxfekB48/bK03F70D2btRr+lX7o99N0r0yP0jP7r6Rn9pbd5M1ntawc2MYYZn0fIfcvPdyI+IrDL/Pkl/0GnvpaIrxngxFEzn+ef+3NKJa88jMlwtfozonEBuCM1L8H4x+EZfX50502anQsvvJB+Z/0o/u34nXbckewNPRt+b9p3v33T0/QM/VZbb0OPjayW/vSnP6WrrroqrbXmmuksejY+/848bWz5t/YPO/TTaffddqPHXR5J//Hvu9Ej3w09OvPjlB9DyXM2/0TkNHpkZDt6JGgd+v38m268IV3z+//ln4fchsYfR/9qLx+U+s997sj0s5//nKdHnk4j6Dfk99lnb3qG/ltpu22340d2QEb81Vdbg56lf1ea9vi0dPllV9LPgD6TTqGfgHwH/YxmPm67fVIaTc/njxw1ujxrnk+01EL+qdD11l03nUmP+cjCIef/0WmPpu0p3rs227w8ujN4/Zk06XZ6lp3G35MecTnoYBmGIpx++vg0/rTx6fQzzqDX8jaNuefoUWnK1Pv5ew1kTBPocaex445LK9HPau5IuXp21qx0yU8vSTMef4Ley6zy6M7qnEv+PgT9vOZVV12ZlliCHt3BmkYve+xxY2is/I+iyb9+PHv2rERfjk5/uvnP6YCPfjTt96EP53D0u/+T0z707P5TTz+Vtt5qa/4p0z/+6c+JPlylNdZYPf2Qfl8//3sD+bsHe9DjSKPo+w2fOpje1wt0/ec3xadUzmtu8+Fnu/jEY7FYuOWO1LwE5z/+kch4/zkDcf7r7JCK4DbqX2pjYZ7/tMiXT73yiY3b3IjK7nlpXBendHt33ByLGwlbCI9edIPc0T/3GjfIg9+9iuxfah677E9qd2M6RSkKOu5sKG9YIQPtMlfgxnRKt2vHzbG4ce+/23OwxY3plG6fjptDcxPxc7o6CermsG1xXZzSZvYMz6nnZr7zP3bsOL4DTpt46ZvD0VAXXXhRsz79Ykz+9Rx75EdyPvqxj/Ev6eS76Rtt9C/NEYcfQb9G8xDT/vDHP/F4e31wL/o5xue0K/2rrHwXmb68qbb8aEt+LCffgf//7L0HwGVFkTbcQxJFJYrIKhIUcNc4M7CCrpEsuGYGDIign+663yIwKGJYggQl6O6KEV2JJkBxBZWMvwgiivivhCEoCEjOEmfuV13VT3VV9znvwLtIkLrKqaeeerrr3rrdffqe99w7+acv//ENb5jQP6DFv/CS+2wfdK/45Nvf/jb/TOc8+plI+sedqM/Z9Ks7+Yp+ff3z758/+dxn/33yBuovP0f6B6om22+3Pfdt+8w/eZnbH3TgQdxaepCu1qef3Nx2u3rrDtrRb/3zc93hQ+YXZ7hhzY/O8k9Z5vwH6M9jSi9yRX/25Dfn15/0zK23pp/dfA39JCnaz18wf0L/oNbkZS9/GfeTf36TvlMx2Wfffek5zJxcfvnl0iE1nruL/LzmHXeWnxqWp8Nxukefa3wlvcd4XPun6yYb0q1Y+f075xfnICX/zOgH3v9Pk/z68/ufc+76UXp/b7gBTSe59jm//uwn55KECk1+bTgFyHJt4py+URfmhtJaobh94xEmy7WJc/oGXZgbSmuF4vaNR5gs1ybO6Rt0YW4orRWK2zceYbJcmzinb9CFuaG0Vihu33iEyXJt4py+QRfmhtJaobh94xEmy7WJc/oGXZgbSmuF4vaNR5gs1ybO6Rt0YW4orRWK2zceYbJcmzinb9CFuaG0Vihu33iEyXJt4py+QRfmhtJaobh94xEmy7WJc/oGXZgbSmuF4vaNR5gs1ybO6Rt0YW4orRWK2zceYbJcmzhHGszIHK6QyGdA+6mYPwoSTYpC22jWiz8SlA5ZNKHLePW3L9DL0FcaEEPv2Ub+qL8bBnlQ8CPGX54dD37+5avLN15/fVphxaenxelf0q2PBz//brv1lnQf/SN2K9A/0JSnavs46Scnpqv+dHXadJNN+Qu7WDW+/rVD0n8e/IX0Lx/8IF3df3dp5vPnX8nJv0Kz5BOWtMuApngsvP+T+QvS1ddew/9AWf5HwPD6s7Wrorwo//qFe/Dr3330j5xdR39tyX99WYz+Ya1Yf22lUeO/XP11gGZA6aL+Uf/Y/+DkEPNPTpQP3/pDt+7wb7DJVgH1d6tUPS019AN2XbfZyQ+855I58ueSuEJxlfgwQlfBQpBrH/WXasX4K6NGRgcf3UCpg2qEroKFoG9/5zvp0/vtxz8l+dY3v4X/xdZfnHN2+tGPf5TuufvudMQRR6bV11gjxv9IoUfohVS9hl377ORHjH+pQ5x/eDDwGHEDpZSHzAhdBQtBrn128iPGn9Qhxh8PBh4jbqCU8pAZoatgIci1z05+PN7GX76wzy/cVYOZesiSfH8TGftbtlUwjmq3Q59eTLsqNGSBkT/qH+PvMTv/7qer/V/84sHp0MMPT/nqNh7LLbtc2ne/fRN9OXbq1Tzmf8z/mP+P2fkve6o4/9u/aWANVBv7H7P51qoIiPX/f73+D9y6U4rMxc1YP/qUgJipxiV/BIN6sHlpTWb0g0PkL6UfLODUn3JzefEYbB715+LG+HtY59/tt9+efn/55enW225Nq622elr5GSvzP+w0PETpzeHAYDTGP83v4cpQIOY/Vr+RIsX6F+sfzZ5Y/x/W9b9Oyph/D/f801t3+E0o9a9viJwz6gmlvkF8lhnQS1sJIAyr/TrCOAZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQJitfhnXsdpiEPhuegm6qpGWqb4iANjauEMiGRf2kZapviIA2C5rJUQyLuwjLVN9RQCwNV2HRDIu7CMtU31FALBd1kqIZFzYR1qm+ooAYGu6DolkXNhHWqb6igBgu6yVEMm4sI+0TPUVAcDWdB0Sybiwj7RM9RUBwHZZKyGScWEfaZnqKwKArek6JJJxYR9pmeorAoDtslZCJOPCPtIy1VcEAFvTdUgk48I+0jLVVwQA22WthEjGhX2kZaqvCAC2puuQSMaFfaRlqq8IALbLWgmRjAv7SMtUXxEAbE3XIZGMC/tIy1RfEQBsl7USIhkX9pGWqb4iANiarkMiGRf2kZapviIA2C5rJUQyLuwjLVN9RQCwNV2HRDIu7CMtU31FALBd1kqIZFzYR1qm+ooAYGu6DolkXNhHWqb6igBgu6yVEMm4sI+0TPUVAcDWdB0Sybiwj9BNY3qPvnYHWbb5ka/nE8Y9NggLa/58jABsbts/NMpAPSMEl21+RP6oP42FGH86FTDpMFNknsCDFbY9apSBekYGLtv8iPkX84/GQsw/nQox/2RlwErhPc9KrB41ykC9KtCb8nIsP2L9ifWHxkKsPzoVprP+zMg/vjn6cxcy0/g4NCV5AGIiIrttk7vmf6Sg+SKOed9kXg/3brrS6W+5yI+6wTbVifrH+Iv5R5Mi1h/3RcBYf3XfEOcfmh5jP/dmTicjZ5jcmOeXWNMgs3H+ifNPnH94fjzS6y9f0XeTWB0FfvYOeFDSvJYf5ylWpRAo4YELq6PAiwc8KCN/1J9/nIMGBK8vGCsYIPAb68LqKGjUvQtljL8YfzH+8gYv5l+sP2adxAJpKAtdWB0FVjqIocS4g1UxBEp44MLqKPDiAQ9K5IVVKQRKeODC6ijw4gEPSuSFVSkESnjgwuoo8OIBD0rkhVUpBEp44MLqKPDiAQ9K5IVVKQRKeODC6ijw4gEPSuSFVSkESnjgwuoo8OIBD0rkhVUpCbpbd6QRmorUcV0v2t0IqH0xogP+CjPUwOUqAsdF/uYsOlRFy0n1MsOIDlF/KqEtkcFurBXecTH+Yvy5XZwZPINQRk8OMaJDzL+Yf7H+DE4WmSPlCEWsv3m+lHUkzj9x/pnG+afZ6JfBpGclB3jeGYVeuWHOBjBD1U4ZVFU5FYqvTRQwbz2MeeZswPTYdNZFPGE6UaiApdaL/DLnuCa2ML6o5E0ZNGqjU6gg6t9UMsZfjD/+CwKNi6nvvvBzyEy4BhqdQgWstV6Mvxh/Mf7qB/jRq0dx/ssrVLPWDLlmdVGoINYfqoCtxoNZf5uNftMRdTz+9khKm3jorQPXqtkfaGwpi9FPtRKdWjOu5nYDjS1lce0JSKJTa6BFXauaUXVVaCmLVaBAolNrVFwGSFUzqq4KLWWxChRIdGqNiiM/lUKvyhDmug0Uz1IW10oCSXRqDbQx/tpqsT9QPEtZXCsJJNGpNdBG/dtqsT9QPEtZXCsJJNGpNdBG/dtqsT9QPEtZXCsJJNGpNdBG/dtqsT9QPEtZXCsJJNGpNdBG/dtqsT9QPEtZXCsJJNGpNdA+8vXXjf74E8YX2YxCoYL6ihiN8TmIGKw09Z5wiMgXGYxCoQLbgPAYn2WIwUpT7wmHSOSf4TapWsIKbMEIj1ezxrzGe7a7GH8x/mL82Q+JdXqNzZoxPs8rxGBlrnkv5l+tQKw/sf7E+hPrj1khFSqoywWjMT4HEYOVpt4TDpGHYv7RRn8B5TDX7TWjApvVYa/AglgkLkhOuTEVf26oHTlhrYMWpCpb5FtGfhkQUX+ugBscMf5i/tEaR/+P9YfKYJZ7s+DKwqHzRkG77KrvFbH+xvqbN8Tl4QYHOXH+j/Un1t9H7PyjV/TbBb8u2xVhDqt1k1nZbosOmVh7rG0iP6okNalVr8hWi7FvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4peGLtUdtQgAq4WrWiqyasW+i4ZaGL9YetQkBqISrWSuyasa+iYZbGr5Ye9QmBKASrmatyKoZ+yYabmn4Yu1RmxCASriatSKrZuybaLil4Yu1R21CACrhataKrJqxb6LhloYv1h61CQGohKtZK7Jqxr6Jhlsavlh71CYEoBKuZq3Iqhn7Jhpuafhi7VGbEIBKuJq1Iqtm7JtouKXhi7VHbUIAKuFq1oqsmrFvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4peGLtUdtQgAq4WrWiqyasW+i4ZaGL9YetQkBqISrWSuyasa+iYZbGr5Ye9QmBKASrmatyKoZ+yYabmn4Yu1RmxCASriatSKrZuybaLil4Yu1R21CACrhataKrJqxb6LhlmY//4NZuMrlujRqgeZoYvwE2c8f1yiXfqTPeYmY6icmylOL/HKVLepvromZsSTQHE0sxh8Vg+sR8y/Wn1h/4/xTTqps8tpA64I7J9u44Dj/xvlXvlQd51/9m5TZYwg0RxN7rOw/zBX9ZgFwLybHLFG2pJbS5ma7qnEFpRvja7sGdBJLRH6ekrYkWr6ovy5XWh8FMf64FKYeOm4a0EksEfMv5h+dEu2Q0OET60+sP2W7pONDQay/XApTD503Degkloj1N9bfB7f+mo2+DCQ/nMrFAEvyeDQEQ/HzMT/qBYSqA4IVpT1KxMYVK4DeEAzFz8f8iPxSB/vhDBWDhaLaWkPUT7UKoDYEQ/HzMT/QPvLXOgHBSqXsUSI2rlgB9IZgKH4+5kfUX+oQ46+OEyBYVKhaidi4YgVQG4Kh+PmYHzH+pA4x/uo4AYJFhaqViI0rVgC1IRiKn4/5EeNP6hDjr44TIFhUqFqJ2LhiBVAbgqH4+Zgfj8bxxxt9fdoK5Anbbw5oSEHRwLT8oA+yWG/suJRe8TdF8tCyAiQuVgVT+RD5xGC7viM/jVoZtqM1wtuggqg/V2CwHiCL9cYMctSQBFF/X06UsJRITcsP+iCL9Sbqj/KgqLH+xfyL9SfWH6qALg0KsEgU2/KDPshivTFJ0CcJYvxxMVC5+kY8uPrXK/pmUbddIAGsjQHXWEWIwXKkCxsi8uugRs2yRYVgbQy4xipCDJYjXdgQUf+of1lUMWayxQiBtTHgGqsIMViOdGFDxPiL8RfjD9NFLWYIrAYMqLGKTJghR7qwIWL+xfyL+ddOm7+a81/d6NuXaOZ/XSWsALgV1o0BFIOWmk3oBk/94kMrarttfdX3gZ5RcQUkivxR/xh/9Y+MdXIQaidR66u4D/SMiisgUcy/mH8x/2L+1UXBoHYRaX2V9oGeUXEFJIr1J9afx9P64zf6PAHogy2mxMinfITthkAmWDPN4LLNh7yHoPIWHmHbn/uRgMg/eJXB1gtvltSyqShctvkQ9Y/xF/Mv1h9aCGiRx/LAC4MsDrQBivU/zn9lRMT5N86/A1f57XoR+w+phqylzYoKl20+PHL7L9no4wnJcy5PyCz49pRQtL+/8hqjFpgXSHk5XYjHQ95kpbSA/pPPUnkdkQDxi5BjGiPEPeUzM85A0pzp9hD5XQldeaQ2Uf8YfzH/Yv2J9ZfXQ5xk8rklzj/u5IHSxPmXKhD7j9h/jew/V33WM9w+60E5mGSwprGnjGegkS8U+iv6Kh/oraF+f+XVpKYFkgowY8YC2qPnpZMe5SpA/ieTweUf6p9BnwxtF1y3TDQPXoCdsgi4sUSdJvJH/WP86VyL+UcLBa01sf7E+hvnHzknx/k39h+x//rL7D9XfSZt9PEn4rxV1U2uAqUqY2TN/ldcqyyCAYojzJugQgWSfzJZQOtA3qyPppjyidbuyhPqjFVYDCGdkCJ/1D/GH0+I4RnCH6l1HmYhdLCYTb21CouhjPkX60+s/3H+k/VgeIWI9UcuLkodcqVQJ1ispr21CouhjPU31t+//PprruiXQcjGDkjL58FpYxisD9xqawJ8VV+b2jyqqvmUUqAtHwzQ1gQif1249H3lAmmVov4Y71oSBQ9m2KlWWxOI8Rfjr3y+beaZjpKGz8PIxrL/4B7aOsZfzD8afDH+MH/KzGCjs4SCls9aG0PbB261NYFY/2P8PVzzz2z0/WDVAQm6GZj2ezqiNS0A2cqfkOsLyh1CgM572ymIsBMj8tMkKUWVWpmKAbKN+uc/4cf4s3MMA8RyHncKImjGhXAAAEAASURBVGL+1RNTrD+x/sT6K2uGrBVmxQBkG+efOP/E+fcR33/QfTt5OtLWuxmO9kzm9wDsdXqncTO9RjoaROTv6hn1rzuJOoIUdfXSSAYYV7AlCBdWdTH+unrG+Ivxh52sm1vidOPFaTDBYGP+cQVQDthYf6gssgXqxlOsP7H+xPrjVlXrdPPFBnVd0YWGvkZAt+g3lztVltviizyM6eA/mWRWHrXLYaKLk4y5gYClIj+9PWXA27qUKqvpYg3RuNyOuYGApaL+Uf8Yf9iMxPoX678uuQ7YNbMurlXSxSnE3EDAUrH+xvob62+sv3klsetCXVkEdbGGaG7daaKu6zY2lll0erR/78ezG/203uawvsWlowEK5ZAQHSN/vzuJ+o9cLWkHlPUtjvHHFRgoScw/KYoeY/2J9af9dBTrb6y/g1er2wXV+hbH+SfOP1SBgSEBUkJ0LOcf3ujbqwYizGUsqxO30GZcX6xblfUMi+whC/OzGhzcFMl/VNAYi0kf+bmEXGQ+8PuaOV9tibF2+J0vbynptMaixjHqH+Mv5p+dVXlmxPrD60OsPzQUYv3N8yFXIT/sTGl+tNBEWSoHbkiHOP+YolQY5984//6lz79yRZ/XMT7IVpEnJg1EzOg6JkeRa+KcvkkXzoRZTBnmZpG/L94I42rqnL5BF476x/iL+ccLjk6FPG1i/ekXjxHGrSnO6Rt0YS162TZ2gr6PlnFNnNMqu0tZQsT4p0JF/XUo5mET87+fPCOMm3LO6Rt0YS16jD8tRS7bQzj+Zsiv6Ns3g1MVwrwlhbbRLBJ/JIhuKTyhhbR+9xq9DH2lADH0ni294pEUQo8EI79UgMoT9Y/xF/MPK2dZL2hRsaNCJ4uusFmXH7H+xPrrhgGPinyQkVTGE4aVRgsgPtZfO9NQqJh/tioyWlCb7GWcH7H+xPrjhgGPinyQ0VLGjB06qhARXdFfQGHzSQrnQiMca28kU0LXPjv5oXkkykcnFFk+jtBVsBDk2mcnPyK/1MEOFVeoEiYzQlfBQpBrH/WXasX4K6NGRgcf3UCpg2qEroKFINc+O/kR9Zc6xPznwcBjxA2UUh4yI3QVLAS59tnJjxh/UocYfzwYeIy4gVLKQ2aEroKFINc+O/kR40/q8HgZf3R/mLz1bjSUGsDgy0OkGfpuGWRDtnY79OndtKhCQxYY+Wli0syM+sf4o2Gga3Q/UzqmTquYf/3VM1OuWihDFhjrT6w/sf7G+SfOv3H+fYyefwdu3bEnt4yHtxVTnRf5Q1LpZrh5aT3VxOGTa+SP+sf4w1SyNubf2MygKuXi4DE4fGL94erF+ju+cYnzT5lggxOoXAfFJGtszL9akMHyxfoT6w8NjIdx/dVbd3hklvFXR6mcM+tYrQOUN/ADemkrAYRhtV9HGMdAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgiz1S/jOlZbDALfTS9BVzXSMtVXBABbG3dIJOPCPtIy1VcEANtlrYRIxoV9pGWqrwgAtqbrkEjGhX2kZaqvCAC2y1oJkYwL+0jLVF8RAGxN1yGRjAv7SMtUXxEAbJe1EiIZF/aRlqm+IgDYmq5DIhkX9pGWqb4iANguayVEMi7sIy1TfUUAsDVdh0QyLuwjLVN9RQCwXdZKiGRc2EdapvqKAGBrug6JZFzYR1qm+ooAYLuslRDJuLCPtEz1FQHA1nQdEsm4sI+0TPUVAcB2WSshknFhH2mZ6isCgK3pOiSScWEfaZnqKwKA7bJWQiTjwj7SMtVXBABb03VIJOPCPtIy1VcEANtlrYRIxoV9pGWqrwgAtqbrkEjGhX2kZaqvCAC2y1oJkYwL+0jLVF8RAGxN1yGRjAv7SMtUXxEAbJe1EiIZF/aRlqm+IgDYmq5DIhkX9hG6aVXv0dfuIMs2P/L1fMK4OR9hYc2dOQjA5rb9Q6MM1DNCcNnmR+SP+tNYiPGnUwGTDjNF5gk8WGHbo0YZqGdk4LLNj5h/Mf9oLMT806kQ809WBqwU3vOsxOpRowzUqwK9KSjH8iPWn1h/aCzE+qNTYTrrzwz60Z283S8TimfW4GFYARbWN63/EETzRUCS432TeT3c3vY2rAALa1tQjvzS+B/piPzui4hUrqi/zJsYfzRnYv7nIvjFo/FGVpjSbiQa60+sv3H+oTkS5984/9Yfd87n3Nh/PLz7D76i705T6ihoTnm9CyV/f4nOl7CqhEAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sCqFQAkPXFgdBV484EGJvLAqhUAJD1xYHQVePOBBibywKoVACQ9cWB0FXjzgQYm8sColQXfrjjRCU5E6rutFuxsBtS9GdNBPcwMtXK4Sd1zkp3dt6quPvqxSvcwxokPUf/z6rRtrMf64Aq4mMf9i/sX6U1aGB2Jk9mQlIzrE+hvr79gZ3K21ZXg5LtbfWH+nsf42G30ZUjy+FCrwdF64KJRzssLLyhCFmTIIUe6R/itTQKEC1lkv8kf9Y/zF/OM1wS4MZkUROGXQqI1OoYJYf6gCthqx/sb6G+tvrL+8JtiFwayoAqcMGrXRKVTAOuvF+vPA159mo98s5FTasU+eUNrCm3esg6Kr6ozSXfela758Ene14javSIstu5Q/kZAntw8PPIvJAupgkcGrI7ee9rt053l/SE9c6xlp2U1fzM9lKP/Qrcn1GeIVcvOBQ9vjgMRQrZp9m6xoLWWx6copp9bUVqKrakbVVaGlLFaBAolOrVFxeV+rmlF1VWgpi1WgQKJTa1T8V5v/1NNOS///+eenbbZ9d3rqU55aX3CD2mqxP1A8S1ncdEeuRKfW1Fatmv2BxpayuPYEJNGpNdD6Zzt//vx08bx5if4RkfTctdZMiy66qAptfxarQMH08+cuuPVAAktZjLR333VX+spXvpLWft7aacMNNyrvAqLjVvqqPTKqrja0lMUqUCDRqTUq7kYLtxtobCmLa09AEp1aA61//zPL7QYaW8ri2hOQRKfWQBv522qxP1A8S1lcKwkk0ak10Eb922qxP1A8S1lcKwkk0ak10Eb922qxP1A8S1lcKwkk0ak10NI+Hr+6M94AX6QxCoUKao+MxvgcRGyS7r/5rjRvm88TNyOt9p/vTkuusgK3xuHirf4jzb/zrrTGV9+flljxKazLsTvOuTz9cc+j05JrPyOt+um3Q672moN/km758W/SU9ZbOz3zI1soL6Dmtx9jwDZicv9yrz/y1w9wUX87GuwonHr87bvvvum73z0mHXP00WmVZ69SGo5X084/m3G8xdT5bR/1WY/39kjmz1/OP+izB6XvHXts+vOf/0xPd5G05JJPSNttt316N31QqqOxvpJH2/y/6aab0kYbbpw23XSTtOdee9ATHXrWj876S1Xx3GA9ayuPiHyR0egVKmiajfFZhhgssgxX8tH2/vOz1aeuQF6EHsf4LEAMVhp5TztifdQ/f5HUVEihAlswrtnYaIr6o2awUjrv2XL+9Zx//Cv1r9h7D/3rp40+XdayJwvNqMBmddgr8IYUiQuSU25MxJ9bsur+m+/Ujf7qtNF/wipPq/OAJtZFW/57WnDXvek5X3pvWvwZy2juO35xabpyr2PSkmuunFbbHxv9mv+ag09Mt5xwXnrKy9aijf7rqd1wfunQPVGX39VFs1fgW9b8rHDByD/0/kf9cwXcQDFuw0ux3DEr9t1nn3Q0bfKPOebo9KxVnl1nsmtOzsD8k86c8EHnr9vMR//43+8zn07f/tZ30ote9MK02Wab0Gb/rvTNbx6Vrrvu+rTDDv+a3vGOdz7qX/+NtNHfeKON0iab5I3+XvX9pnEkG7IyRNzbGu9/jH+aqfR/e/59vM3/eP3x/j9ex79e0TdnOJ7/9bRRUTmFVONOJuM0ZGLrcT5v9A/mhrrRL93krBdv+R+00b87rf6l96UnDGz0n/TcldOzD8BGv+a/mjb6t/6INvrry0Z/LH/dpOS2UEk/9VVXVDMU5JtouKXhi7VHbUIAKuFq1oqsmrFvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4peGLtUdtQgAq4WrWiqyaMTXZZ9+80acr+rTRX2UVuaLve6o928ytpqoeXH6z09Sn1/YN/5HMf/+996ZXveY16Vl/s3I69PDD0+KLL8FP/YorrkhvfvOb03Of+5x05JFHmdeAbfPU9X+4X/9NN+cr+rLR32vPvQavRaDeeDHwH8n657U28ue3y1YB71C2eJeEq6OuIqtm7JtouKXhi7VHbUIAKuFq1oqsmrFvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4peGLtUdtQgAq4WrWiqyasW+i4ZaGL9YetQkBqISrWSuyasa+iYZbGr5Ye9QmBKASrmatyKoZ+yYabmn4Yu1RmxCASriatSKrZuybaLil2c+37uBTjuvSqAWao4nxE2Q/Xy6gXG73TMQUPzEgV/QP5qsMa3z+PWmJVZaj5qUDanrxnM+l+XfdUzb6S3PnOcWdZ1+Wrtz76PRE2uivuv/WJW/Nf83BJ6VbfvQr2eh/+B+b56T1UPBIvX48gchPbxG/fdhcUWXMWBJojibGQvbr+4+6Sox4+v9Uj8dy/ffZZ+909HePTod87WvpKNqo/urXv0qLLbZ4evGLX5Tmzt05LbvMcu71X3vttenIo45KPz/zzHTDDTekddZZh65uvy698pWvoJJP0q/O/VXa79P7pTVWW4M/ROS65fKee84v0qc/s3+aNXt2+vDcXbTPM844PR126GHpkksvTYtT3rXWXiu9973vSy984QukZZn/F198MV09/2b6+c9/nu6hTffL1l+fbpnZLu2yyy7p5S9/Rfq///eDnB/z//gfHp9OPfWUdO6vzk1LL7NsWnf2rPTWt26Z1qANOb5bkzfpO++8U9r8dZunRRdbLP3wv3+Yfv+H39MHnmenbelWnI033oievLz/l112WdqH/vqxwQYbpC233DK/LH3k159viTnz5z9Li8xYRHgzxgRO0oEHHpR+ftZZac/d90wHf/Hz6bxfn5eWW27ZtD3d+rPpZpulQ756SPrBf/8g3XLLrWnttddM//Iv/5Je+IIXaa1yx2eccUY69LDD0qWXXEIfNqhea62Vtt/+ffRXhhfo6z/wwAPTWVSnj3/84+kLX/xC+s35v03bv2fbtO17tkt8RZ9u3dlks40Tb/Sp1YL5C9K+++3Hz2fLOVvyB5ec69pr/0Rj4pvpzLN+nm64/np+r1/3utelV7ziFTnMj1zDnXbaOW2xxRbp9jtuSyf+5ET6C8e16cyf/VyfN15/Jhib2jze51+8fhoMPB4en+tvvP/x/j8Wxr+5oo+lv1i3mGfOEuUjgaW0ufm4oHEFpRvx/a0729KtO+YefZJcNCffunMP34e/+DNko5/T3HnuZemqz56Q8hX9Vbsr+pN0NW30b6Mr+k9ej67o71pu3cFuj1Ob56PPuwGdxBIPzetvMnrXpuOIJSI/fySwJdHqPfDxp02GQNe3JR499d97v334/vyVVlqJ59Zzn7NGOoc26/fQlzbXXvt5tKk8tPwa64z057v+nLbdZtt02WWXpOc8d820/PLLp/POOy/dSxvvz372s2l92nznx7/+6w7pZ//fT9O/7b5H2nzz13F8Dm0g/3Ttdemb9CFhlVWeRavBjPTj409IH/vkx9OTn/xk2qi+KN18083pwgt+lxZb4gnpG1//Ol0lX5M3i9dcfXXa5t3vTvlq9Oqrrp5WXnkl+kCSN8nLpT/+8Y+0Id84fepTn9J3If+FYp+9P5WWfOKT0kte8uJ0w403pkvmXZyWWXa59I3/+i9q/wzOf+nF89Kct2+V8mu/+eab04tf9OJ07Z+uSZf/4Qq6+z6lL33py2nmrJmEzHvHsPo33XQjf9B59qrPTt/65rf0OdgmQk7SzvQB57RTT01Pf/qK6alLL5NWetqK6exf/iLdd999ab311kvn/vLctA59ILn19jv4C9JLLfXk9L3vfy8ts4ysXSf86IT08d0+np7ylKXSC+m55ud8wQUXpCWWWCJ9/b++ntbM9aLHXMpz6iknp+VXeBr1fW967pprpi3ofdh88y34A8lGG22YNt5k0/QpuqI/oU89e+65ZzruuOPSm9/05rTrRz5M3CLpbvoOwrvfvW269LJL+a8Vyy//tHTeb36d7r373vS5zx2U1lv/ZZxrHn0peauttkrLLb9cuvXmW9Jqq69O78vy6eDP03en3AfkWrNcz5h/9JHUloSrmQ+Pr/XHj5F4/fH+x/jXy5W6PigopyLj67rRgE5iiWmsv3JFPx/pn8jVI8PCNCSHRFthbWsiriF4WG5Lh/tvvWsy/9Y/U/raB2IXbPnZyQVbfGZyweb7kf305Hev/7TYLfZj/PudDi9Pu7bNaP7d903uv+3PE/qQgK70tbT5VfAIvf7IjwrU99Az5HVvmiEY1rYm4hqCh0WOamsf4FSroIsMjj+o7BNHF7BVAyQRG1eswGuzt/en9p7MmjVz8r73vndy9z33cKnuvPPOyRvf+MbJbOJ//4c/cKPcxV577TWZOWvW5JBDDmEuHy699LIJXeGdvPpVr5zcP38+t7/+2usmr37Nqyevfu1rJrfcfMvky1/8EuWYNTniqCNLO3lCe+255+Rd73wX9XEJ85k9/IgjWPvlr3yZPNHt+KEdNK8wk8mtt942+cc3/CNpZ08++tGPqvaKK6+crLvOOpMNNtxg8qfrruV+czfHHnvsZNbsWZP3br+9aufNu3gya+asyXrrvXRy/m9+w9ly/1/96lf5Oeyx+79Je22BZ6T05MMf/ghrv3fsMUzi+WVHcQE7z92Zajpr8slPfkI7OOnEk6j9TH7O5/7qV9qGrsZz/U8/4wztlzbkk3e+K9frUm1/xBFHcv6vfPlLqpu78878Wv+V6nbvPfeaJzKZ3HTjjfSaZ052+9hurN9n7304/3777aevPwfye53ff7zX+SXkvP9A7/WrXvWqyf33z+f2F188j/OvTzU86xdn6/PPwfb1cwM+aKSIxM9HE3EeeNjaF5BEbFyxAq9lj2MiyEcvrR4QLHqqViI2rlgB1IZgKH4+mojzwMOip2olYuOKFUBtCIbi56OJOA88LHqqViI2rlgB1IZgKH4+mojzwMOip2olYuOKFUBtCIbi56OJOA88LHqqViI2rlgB1IZgKH4+mojzwMOip2olYuOKFUBtCIbi56OJOA88LHqqViI2rlgB1IZgKH4+mojzwMOip2olYuOKFUBtCIbi56OJOA88LHqqViI2rlgB1IZgKH4+mojzwMOip2olYuOKFUBtCIbi56OJOI9umzFBr6JAJRQpyC3No+UHfZDFemOeiPR74VsPmvyONvhX7HnM5I8H/nByVf7vgB9OLt/1KOYvzxt9PND1lD5EPjHYpkqP+Ot/pOsf+XVk1KFRKYw0sS0/6IMs1ptu/D+Q+u+9d97oz5qcespp7vns/5n9iZ89Ofnkk/X5vfGNb5jQlzjJ94k/s79o59GmD48TTjiBN5T//M//TBvp9Sbb0weJBXk9KE2hU1t4ul2E8+76kV019NrXvnay2aavIx+NxZ5y8imT2bR535U3+hL+4Q9/yK+HbvMhOfTS8l20SV7vpetN6Ao69023A7H2n/7pn2rXFPkDfbjJHwDe977/wzo+cFfoT+xXvvwVzv9/3v/+yfz5xCGMVk3+nfMGnPq96KKLoJjcQx+ucv3nbLmVchmccDzVj+rPryMT3DcSFEvmWvowkz987borfdgpNOch7nf/8z+5JT/Q8sYbaKNPsd12222yP79vsyYHHHCAtoX+jW94I73Xm8LV/NJm5oSu5DOXPyzl/Dvs8KGuj7b+7onUngXhCYIf9EEW603kR3m0hpVQpACiYlt+0AdZrDdRf5QHpW3mP9OtRrUAxbY69kEW603UH+VBKaP+qARODf0YgaKrHQJi6607uFF55C8I9g8HjcT8lXtcxZEubIiB/Bdtme/Rp1/d+TL96s5Ky+hfCe/4Bd2jv9fR6Un0qzvPpl/dqb1UNPgcu7AhBvLnPqCAbfu1mqruVdy+68QQkZ9uFXD3CnARUSHYvrK26uMqjnRhQzxG65/vO//u0d/l+/RXpdtPcL/FD+hWjt332CPtQf9tRveP33HnnelVr3gl37L+t2uvzeMalbvwwgsJTlif7+HGI98/f/Ipp6QnPemJdMvOt9Lf0BdZ2wd9kEjn/PKcdNmll6Xbbrs1XXXVVeku+gL9hnQv/D7005/XXXdd2ux1m9F9+P+QPkv3uOskpo6uueZqujf89XLrDv2CTH7/DzzgQPoOwZHpK1/9anrJi1/s5t8+e++djj3mmHT4EUfSve1r0u08l6Q5W81J+b70uTvPpR7r+5m/A7AWvc6v0XcX8oMjNZx+8IMfpN13/7e0+uprsObJSy210PG3yy5z02mnnJpOO/2MtNRST+J+84H+0pD+ft2/TwcfLD8VnLmf0r34H9pxR/oOwc5pzpw5mv9kuiXnl7/8ZaKr66VeV1O97kobvPa1fJ99bjt37tx0Ct0idMbpp6cn0fPKswJP/Wb6LsGGG23MjPzo3yT9jL5v8QS6/QeqO+/8c3oVf+ci0e1ba3PNeXhTJxdcdCH3t/vuu6fX0fsyb96ldOvOnLQ13b6z4047UR/+gbywPipejVXU6jjShQ3xGJ1/+XXWV1FRvH5fAa5MVx5DxPu/0PWnPztKjWsVK/LV79e/tmVe/+P821cYFYVt65r9Gquo1XGkCxviL1z/utG3z8zkZ7r1VdsHekbFFZAo31uKL97VQEGlE/l5zXvSGl98b1pi5fbnNY9NT1xzJfoy7jtc84cyv3Y82mkf6BntpQISPZDXrw1GO+0DPaO9VBD5/2rqnzfTx9CXcY+mDXD+1R28//me7T32pI0+3WefN/r5i7f5JxnzI/9qy2SRSVpkQv/gHP0vfyFzhaetkLZ825Z8rzk6Oeigg9IRRxyRnkz3mh9NHyaWX8F8h4b6yR8ijvvBcWnxRRdPf/f8v0tPX/Hp6f4F89PJJ53EX3rNv/GfN7GvfOUr0/Of/3zddOf+8/i/6IKL0jve+Q53j/7ee8t3Dg49/ND0t8/7W36+eD6f2f8z6Vv0geNrX/8afdn3hbRJvThttfXWtEndOu1Im+r8wOvP3zfI/6jU1w6Rjb50JMefnvHTtNMuO6UVl1+RvsR8CN1z/3Qbrp2ALZ3OpY3+qSefmk6nLyAvlT8YlGzr0BeU11l3Xdro0w8LEJtPF/lLtzvuRBt9+qJr3ujnR76X/vvf/35abNHF0t+98O/oHv+V0nyq10m5XhtuQD+Vui/r8oeWU0+nPKeVDxTolKI33Ui/urPxhoTytxAW8Mn59fRh6ROf+AS3zdIb8V7TE8nvtX3we738Cultc96W1l9vfaqh3KO/9duphh+SGuqLQEOTH5TYPtAzvgV7JIr1b+HnP63caFH7QM9oLxVE/WP8PYD9lw6Y0UHVB3pGe6kgxt/DP/7cBX66/O/+AmD+dOJ0cIxYoCGyBi7bfFggVOERRnc5aLmL+Nadz0zuufpmlWRw+9mX8L36l+9Yb92RdrY1CeGyzYcHl9/+6Trn7R7onwICDZHFcNnmQ+TXUpjy5FLxg4IcV995YKs1YYGGyCq4bPPhr6/+cuvO7HIvPl7wZEIbSr7N5Hi6FUbqsGBCG8TJG9/0Jq1LVZeSEgHuN3TP+7qzZ0+22mprvlVkhx12KCIxdGWZ7gGfPaFfa5ncccedpd2CyeWXX873l+/y4Q9rZ299y1sn66+/3uTqa67CU+FO/uPz/0l9zyz36BNFyekDC+ejK+7k49lIzvfTLTbrrLvOhP6xKyYuvkhu3Tlg/wM0vygnk5fS7UbbvntbcbmbfFgwOY9e1/rrvWyy0UYbTX5/hXx/AW1yJy5jk59vqaFbje644w7T74Se7+zJ+z/wAe4ffZ12+ulc/6OOOoo7pS/9TmavM2uyea7X7XeyLOfielENPkLfFUB+3Lpz5+23ozu1N+Z79OlWm9e8+tWTO6nub33rWzn/d777XdLUZ78hvb43vZHe6/xgOh/68S+3P82c0F9SND+34Xa1P+UsMGGBhuD2Rcx0PvT5bXf5eboemvo7bXaMWKAhbJzpfIj8WgpfvlwtrqerYNRf6jJ2NMUSaIhST27KdD7E+NNScDW4OvVAQY6DifGHSgxbUyyBhsgt4JLle/SVMN1BI5TxDDTy6UH0BWt6ydSFb/ss34t/zzU31QgF8kY/fzHX3aNfFQ8cIS+saekp4xlo5NOD6AvW9OIp4xlo5NOD6AvW9OIp4xlo5NOD6AvW9OIp4xlo5NOD6AvW9OIp4xlo5NOD6AvW9OIp4xmY5bhHP9+Xbh/H5Y0+bUB5o18C+T7s2bR5t/ft59Dhhx0xyV80xZdE77777skb6Mu8+Uu6119//WS3j+/Gm0v66UhdPC7OX4SlDef73vc+m5bvF8/8h/NGvzy+/vWv85dYt9xyzuT000/je9wPyV+Ypfvds/aju8oXS7OcbiNi7i20gcWGPic955xzJrNpk/+2t74N3U5wjz7fo66sgPy9gm23LRv9EstfPH71q1/FX0aln7fU1/JA17+dqEb5OetGv/SbX8MHeKNfn8TpeaNP9eeNPtHz+PsEs6le760iei/zc581c/bkwx+p9cob/XzffM1T33S9R798GTe/7/l9eulLXzr57fnna9/5g9ns2etMTsF3NErk8MMPm+T+L8tfCKZuuYaU/4AD6T5/86gZM2k8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418ehB9wZpePGU8A418oXBGVtS/qQAN/AFmgGI18yaoUIH+Jbgy+KM38rVWlPke/fwv465B/zLuEnSPPv9NnKR30r+MewXdo//ENf8mrfoZ+gez7O+caRIF087vnlXtztHSuQkqVBD5qWL5doZaEY99QbNnlSU6QHGEeRNUqEB7q8xghpIoG6ss9ADFEeZNUKEC7a0ygxlKomysstADVI7sszfdunPMd+jWnWPlH8wquh8c9326535Pvr0m/8Z7rv8f6Bad92y7Ld9O85oNXku/lb96+u1vf0u3opyRnrPGGvQPRh2ZFl100XTAAfvTPfnfTHPpHv23ve1t/JOOb33zW/KNIulb3/pmWnHFFfMFAr4V6MYbbiK7YVpzrbXTr3/963TWWWene+knITei/vfZd7/8FPnVfIJ+E/74E07AFE4zFl2Efurz3Xw7z0b085p7m5/XRP78U48vf/nL6Xfpb6FbZk5J99DPWOb74F9M9+7nB992Mmfr9Pa3z6H74cv95eX1v2z99ege/edx/5m67dZb6X7+rdL19J2B/NiU7k/nZYNwjucbYd77vvelZz7zmYXJFTMPEuV65N/2x73zHCV+nXVm0a07+R59+sf/cmfU9Kd0e09+TrSppu8Q0K07VK+N6dYp+tUcvlVpTfr3Bs771a/T2Wefzf+uQP5OQ77VKT/yv39w2qmn0XcBcIsQkaXf/Hv/+V/G3XgT+h39vegnSYk/44zT0k50u88KdGvV4fSPgeWfTb3yij+kd2/7Hnmv6f7/NaiW59N7nb87sAa91/QLSmmxRRblGua6vJ1ugcLtT5qMn005lPyWYsy8CSpUgKeuNrer0a7H4ehYA+ZNUKECzVWZyG9r0b8DA9EBitsxb4IKFUT9qVBx/vNzro6OfvR5ZYmPNWDeBBUqiPGXS5iv1ti/kAx9YAAHmz8cAMNmbvhhFRZDPZ7/4jn/zj+vec+1t7IYrW8/59LJ/9Cv8Vw+9wh9Huitt2iVIxZDOZ6/KgTZ1sCw0PbWKiyGMvI/WsdffYcE2XcPGBba3lqFxVD+797/vffJP684e3LllVegQ7b51pd8a80JJxxv+AWTfEtOvvqcb6XJV6LXWWf25CP0Czl0XzfrfvPb3/JV//wLNwvo5zbzIz/ro485mq8y02ZQuXw1OF95z/nzLThveMMbJnRvOvf7kV3xqzv1NV9x5R8m3/72tyf0gWJyCV1Rp3+8i9t99KP1in5Wz6e8n/vc5yZvpP7ya1j371862W777Sb4qcr8BLIu95GvfNM/ZJUp91hv/fUn271nO+Ikf/6lnFmzZ/Jzy687P1/YmXSVPv9sZq5Nfba1O3A7z53LbfLPl4LLNl8551/+qU0mp9FfLvJz/+Y36dad8pg376Jyq43kl3qdPsn5P1rqlfujL+Nynj9TnvywuXDrzsfo5ztt7POf/zy3eS/9OhIe5//mfHqv30/v9focW2fd2fTrPrtO6PsakFAN53H+gw6kW3fogVwqMJyNAcNavcdWYTFU/7vxP9QjehZrFRZDFflj/cVYiPE/PEPGZ9KQvlYzI6uwGKqYfw/H/DNX9MsnIDb105B+ulJKwdBHsYVy2pqA/0dzS4SNqvJHEfqPPg8rpWChuYYE2ppA5JcrDVKnUhk2WiUKWT4rbUxaPpijtiYQ9X/k6k+/z56uv/GGtBJ9ETVfxdf3ld8gfZcaPr/TNpZ9uVp+77338Rd6hfHHE086MV1z1Z/SJptunJ5Gfw3ga+XUzSH0pdovfuHg9MF//iD9g1rbUCPM85rjpptvpF/9WSotucSSpVg15rM8ME9bE3ikxt/t9NeFXK/l6QvQXAt+6uWZsdFnSRHLZ6GNccOFHvJfWG647sa04tOfxv+CMOr/SL3+yC9vY9T/kVv/8jSK+kf9H4711y7Quno/zOPPbPTt0xk4nTRPLN/wg19DlCcvR+4FkG35V7xc9xA40jmdggg7MSN/1D/Gn0wZmStmxgCyfeTn37e/89306f32o5+yXD295S1voV/vWS6dc/Y56YQf/SjdQx84jjjicL6dxC4AeAnKERHzv56YY/2L9S/Wv8fG+tf/vlK3uukyB9ApYv2L9Z8+leCDyYNe//MfUPLg6rYDtieMPmM7vYnVjwnNcIULa65Odf1F/nomc7UVp6uX06DAsCUIFzbqT4WRqdPVM8bfQzb+6B+4Sl/64hfTYYcelubnO/3zzf5U9uWWW5buS98vzZw5M9YfqoD7ueEYfw/Z+NOlEesebKx/sf7F+s/TI85/f93r74x8C1UZ6916mIn8OWBGuXSg66MqK+hiDdG43JC5gYClIn/UP8YfPozgY0mdd0B2ztTJhWj96F2ZwnUNvfahnH933H57uvzyy+kfirotrbbaaukZK69MX4Kl1yYvT5+afUoPZf4mjWzzbLLyDCwV+WP9ifXnr2P9ifmvSywDXufsYhfrX60LavFXsv9tbt1p33XrW4wqkG1nT7lKImo62r+3l2b5Fyj0vh9wbNsc1re4NBqgsE2REB0jf/8eRf1j/OHv/jH/TAXaBcX6Fsf6wxUYKEmsv1IUPcb5J84/7R4pzr9x/n2Yz7+80bdXrWShzst4GZ28Yumyxes7xm1lPcMie8jC/AFg8MVRxHxqivxcLKpX1J+HEA8yPvBHyMz50SYx1pYPmYLNkUtKhxh/pigVxvyrV61j/eHJQoMj1h+eIby88CHWn7JkxPorhaijwleklKkanlJ0iPNPrYlBcf75y59/5Io+j1gzbHlg0juB8WvelDHomjinb9GFM1F+C19hbhb5++KNMK6mzukbdGEt+gzZKneCvo+WcU2c0yq7rZQQ8f5ToaL+OhTzsIn530+eEcZNOef0DbqwFj3Gn5Yily3GXz94Rhg3ppzTN+jCWvQYf1qKXLYYf/3gGWHcmHJO36ALa9H/esffjPzLpn488asu1TElKbSNZpH4I0HUmMIT2sjVL5uhl+4rINqjNM26/KBnOJJC6JGgNOa2kT/qH+MPM73MF5pUdlTIdEEsexnnR8y/WH/cMOBRkQ8yWsqYsUNHFSKK9dfONBQq5p+tigwZ1CZ7GedHrD+x/rhhwKMiH2S0lDFjh44qRPR4X3/oiv4CKo/5JIO9gCnUWP2MZEro2mcnPzSPRPnohCLLxxG6ChaCXPvs5EfklzrYqeIKVcJkRugqWAhy7aP+Uq0Yf2XUyOjgoxsodVCN0FWwEOTaZyc/ov5Sh5j/PBh4jLiBUspDZoSugoUg1z47+RHjT+oQ448HA48RN1BKeciM0FWwEOTaZyc/YvxJHR4v448u6Mtb70ZDqQEMvjxCmqHvFkE2ZGu3Q1cvTIsqNGSBkZ8mJs3MqH+MPxoGukb3M6Vj6rSK+ddfPTTlqoUyZIGx/sT6E+tvnH/i/Bvn38fo+Xfg1h17cst4eFsx1XmRPySVboabl9ZTTRw+uUb+qH+MP0wla2P+jc0MqlIuDh6DwyfWH65erL/jG5c4/5QJNjiBynVQTLLGxvyrBRksX6w/sf7QwHgY11+9dYdHZhl/dZTKObOO1TpAeQM/oJe2EkAYVvt1hHEMhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwW/0yrmO1xSDw3fQSdFUjLVN9RQCwtXGHRDIu7CMtU31FALBd1kqIZFzYR1qm+ooAYGu6DolkXNhHWqb6igBgu6yVEMm4sI+0TPUVAcDWdB0Sybiwj7RM9RUBwHZZKyGScWEfaZnqKwKArek6JJJxYR9pmeorAoDtslZCJOPCPtIy1VcEAFvTdUgk48I+0jLVVwQA22WthEjGhX2kZaqvCAC2puuQSMaFfaRlqq8IALbLWgmRjAv7SMtUXxEAbE3XIZGMC/tIy1RfEQBsl7USIhkX9pGWqb4iANiarkMiGRf2kZapviIA2C5rJUQyLuwjLVN9RQCwNV2HRDIu7CMtU31FALBd1kqIZFzYR1qm+ooAYGu6DolkXNhHWqb6igBgu6yVEMm4sI+0TPUVAcDWdB0Sybiwj7RM9RUBwHZZKyGScWEfaZnqKwKArek6JJJxYR+hm1b1Hn3tDrJs8yNfzyeMm/MRFtbcmYMAbG7bPzTKQD0jBJdtfkT+qD+NhRh/OhUw6TBTZJ7AgxW2PWqUgXpGBi7b/Ij5F/OPxkLMP50KMf9kZcBK4T3PSqweNcpAvSrQm4JyLD9i/Yn1h8ZCrD86Faaz/sygH93J2/0yoXhmDR6GFWBhfdP8PV/558ObLwKSHO+bzOvh9ra3YQVYWNuCckT+qD//IyUx/twXUWm6xPyTdTPWH1ozY/3PRfAnj8YbOcOUdiPROP/E+SfOPzRH4vz7SJ9/+Yq+W6bUUdAseb0LJa1r8uMwxaoSAiU8cGF1FHjxgAdl5I/6849j0IDg9RVjBQMEfmNdWB0Fjbp3oYzxF+Mvxl++wBLzL9Yfs05igTSUhS6sjgIrHcRQYtzBqhgCJTxwYXUUePGAByXywqoUAiU8cGF1FHjxgAcl8sKqFAIlPHBhdRR48YAHJfLCqhQCJTxwYXUUePGAByXywqoUAiU8cGF1FHjxgAcl8sKqFAIlPHBhdRR48YAHJfLCqpQE3a070ghNReq4rhftbgTUvhjRQa8mDrRwuUrccZG/OYsOFNFRUr1MMaJD1J9K6GpUHTfWCu24GH8x/twuro6dYSSjJ8cY0SHmX8y/WH+mmi11zui8kdlDk4diMf+GizfI1loyokOsP4+/9afZ6NdBgXlVTk86hIxC5xwG0OjuqXam/QwD07tCBdzEepjzzNlA1/mUQaM2OoUKIj9VwFYj6i/nHK6JLYwZUQKnDBq10SlUwDrrRf2j/vwXBBoZU999Y0eNGW4dNDqFCmL8UQVsNWL+xfyL+VfmhJ0YU60rXcwSphOFClhovZh/D3z+NRv9ZiGj0o5deYDSFt6+ZS0WXVUzqq7KLWWxChRIdGqNissCXdWMqqtCS1msAgUSnVqj4shPpSj//jIXhes2UDxLWVwrCSTRqTXQ9qOV2w00tpTFtScgiU6tgTbyt9Vif6B4lrK4VhJIolNroI36t9Vif6B4lrK4VhJIolNroI36t9Vif6B4lrK4VhJIolNroI36t9Vif6B4lrK4VhJIolNroI36t9Vif6B4lrK4VhJIolNroI3660Z/vGD4IoVRKFRQK8pojM9BxGClqfeEQ0S+yGAUChXYBoTH+CxDDFaaek84RCL/DLdJ1xJWYAtGeLyaNeY13rPdxfiL8Rfjz35IrtNrbNaM8XleIQYrc817Mf9qBWL9ifUn1p9Yf8wKqVBBXS4YjfE5iBisNPWecIg8FPOPNvoLKIe5bq8ZFdisDnsFFsQicUFyyo1h+HNL7cgJax20IFXZIt8y8suAiPpzBdzgiPEX84/WOPp/rD9UBrPcmwVXFg6dNwraZVd9r4j1N9bfvCEuDzc4yInzf6w/sf4+YucfvaLfLvh12a4Ic1itm8zKdlt0yMTaY20T+VElqUmtekW2Wox9Ew23NHyx9qhNCEAlXM1akVUz9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzR8sfaoTQhAJVzNWpFVM/ZNNNzS8MXaozYhAJVwNWtFVs3YN9FwS8MXa4/ahABUwtWsFVk1Y99Ewy0NX6w9ahMCUAlXs1Zk1Yx9Ew23NHyx9qhNCEAlXM1akVUz9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzT7+R/MwlUu16VRCzRHgr+/6hp5bvkJcih/XKNc/JE+HxZI4qm+4l2emuTPfxxaQM25A+qLro/Qpaf8nPKVkkWK5RS5z0VKXuLz//kyFdvcaeSP+sf44+kV86+sSVyNwUOsP3n5jPU3zj9x/o39R+y/5Lz5wPafqz5rpYH9J04zeW9K9SwlBdva6ey/a59D+19kqPnNFX0Ei9VNM3hLTNLlV/5JfulhEcTJkgSni0znF8BPCK8kS7OGfiIib97ZyVx91uyxP6GN2gzupXDoLLvlI0mmIn+pD5cl6k9jI5+uYvzF/Iv1h9YEXmZ50ZV1ItbfOP/E+Tf2H7IwlL1DuxMlP/ZfD2j/ueoqzyg1hCl70+zqllVB4YyPZq3tJJYw+9/2rcPeuMlvNvrSke9OzhP1CePZGBXD2jYrau6qA4JFT9XWPtBetQqgNgRD8fMxP9DeVFpfgmkpYj3WPtBetQogNgRD8fMxP9A+8tc6AcFKpexRIjauWAH0hmAofj7mR9Rf6hDjr44TIFhUqFqJ2LhiBVAbgqH4+ZgfMf6kDjH+6jgBgkWFqpWIjStWALUhGIqfj/kR40/qEOOvjhMgWFSoWonYuGIFUBuCofj5mB8x/qQOj6bxxxt9fdsUlCdqrsRrSAFeDLRk6ztsX6MIuB0aF+vNQBsSlG+OoaXu2Jv0Ha8N7PMDWaw3kR/lQW3j/Y/xF/OPZ4NODQWYJHZ9MVyrYx9ksd7E+oPyoIyx/sT6E+sPzwadGgowSYpt+UEfZLHexPqD8qC0f0XrT72ib14UXme2eO2wNgZcYxUhBsuRLmyIyK+LOmqWLSoEa2PANVYRYrAc6cKGiPpH/ctJFWMmW4wQWBsDrrGKEIPlSBc2RIy/GH8x/jBd1GKGwGrAgBqryIQZcqQLGyLmX8y/mH/ttPmrOf/Vjb59iWb+11XCCoBbYd0YQDFoqdmE7hPUL760orbb1ld9H+gZFVdAosgf9Y/xZ/8EV6eHrm6gRidVH+gZdGJszL9Yf2L9j/OfuwXArw8uNLqo9IGeMf0CxvoT68/jbP3xG32eAPTBVicEEQOf8hC2GwKZYHLs4kznQ/4gQNurImvU/CnBfUl55CpD1z/3m5930yNctvkQ+aP+Mf5i/tFCQIsclgdeGGRxoBNgrH+x/pcREeefOP/H/keXxw6YBVSgIcp6yptJpvMh9l+P1P5LNvrN+2PfI3537ClxQCuaaRzRF6zpwlPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIpwfRF6zpxVPGM9DIFwr9FX2VD/Q2QLGceRNUqEA/JlRm4Gqa5s7AKktggOII8yaoUIH2VpnBDCVRNlZZ6AGKI8yboEIF2ltlBjOURNlYZaEHKI4wb4IKFWhvlRnMUBJlY5WFHqA4wrwJKlSgvVVmMENJlI1VFnqA4gjzJqhQgfZWmcEMJVE2VlnoAYojzJugQgXaW2UGM5RE2VhloQcojjBvggoVaG+VGcxQEmVjlYUeoDjCvAkqVKC9VWYwQ0mUjVUWeoDiCPMmqFCB9laZwQwlUTZWWegBiiPMm6BCBdpbZQYzlETZWGWhByiOMG+CChVob5UZzFASZWOVhR6gOMK8CSpUoL1VZjBDSZSNVRZ6gOII8yaoUIH2VpnBDCVRNlZZ6AGKI8yboEIF2ltlBjOURNlYZaEHKI4wb4IKFWhvlRnMUBJlY5WFHqA4wrwJKlSgvVVmMENJlI1VFnqA4gjzJqhQgfZWmcEMJVE2VlnoAYojzJugQgXaW2UGM5RE2VhloQcojjBvggoVaG+VGcxQEmVjlYUeoDjCvAkqVKC9VWYwQ0mUjVUWeoDiCPMmqFCB9laZwQwlUTZWWegBiiPMm6BCBdpbZQYzlETZWGWhByiOMG+CChVIb5PJAvoHs+h2hvL32houCUxaGwOGreoWWYXF0NFvgkb+qH+MP54QwzNEbiexMWBYzKbeWoXFUMb8i/Un1v84/8l6MLxCxPqTT0+2NsCwWE17axUWQxnrb6y/f/n111zRL4OQjR2Qls+D08YwWB+41dYE3P2w6JcFqqr5lFLwwJMapbYmEPnN/chRfxoltJzzANFREuPPjYs8kWxtsv/gHtqaQMy/mH/l8z0NojIy2Ogoafg81mws+w/uoa0JxPiL8RfjD/OnzAw2OksoaPmstTG0feBWWxOI+ffwzT+z0fdvlr4hoJs3xn5PSbSmBSDb8q94oR+2EDjSOZ2CCDswIj8NkrJKSa1MxQDZRv373xdCgdyQc06nICLGX12YYv7F/Iv1R5YMWSvMigHINtbfWH/piu3UZxcXzQ6GkAaIiPNPnH8wjh70+Zfu28ljigZWMx1tTzraKuj0NcS9yVvSDFe4sGY4d/1F/rqTcLUVp6uX06DAsCUIFzbqT4WRqdPVM8ZfjD/sZN3cEqcbL06DCQZbgnBhY/5RYWL+5dHRjadYf2L9ifWnLJy96eaLk2CBhS1BuLCPo/V3Rr5Fv/m4aV4+LUA5XAac1scVVZwu1hCNy42YGwhYKvJH/WP8YTOEbVE/Ae2cqZOr6ro4hZgbCFgq5l/Mv5h/Mf/ySmLXhbqyCOpiDdG43Ii5gYClYv2J9SfWn//9+tPcumOnWJ6L1rdYJrcLFwptRE1H+/cmaEavVrQ5rG9x5OcKDJQk6i9F0WOMv/7TQcy/kauF7YSyvsWx/sT6QxUYGBIgJUTHWH9i/ZF9Wlk08rihcTF4tb4dUNa3uHQ1QMX4k6LoMeYfzz/e6NtPzTJQ8kAqo5MrpmXjEYZxW1nPlGFYTRbmVXFwcOdxXz+1Rn4uFtUr6s8DiAcZH/i8mjk/2iTG2uEzbxlSpIvxJ2VqjjH/Yv3BVbNYf/N6kh+x/nIZeHmVNbapTFltJcbaWH/ruJGC1LLk2sT5x1ZFcZx//vLnH7miz3NVJqzC/DZgR6VvyTjI7fKDmzhHeHvswpq0/Nu2ncC2HsauiXN6fRfORPnnQhXmZvH6++KNMK6mzukbdGEterz/Wopcthh//eAZYdyYck7foAtr0WP8aSly2WL89YNnhHFjyjl9gy6sRY/xp6XIZYvx1w+eEcaNKef0DbpJlzbZAABAAElEQVSwFj3Gn5Yil+2vaPzNkF/Rt4OBX2ohzJAotI1mkfgjQXRL4QltpOt3z9HL0FcqEEPv2VLFR1IIPRKM/FIBKk/UP8ZfzD+s3GW9oEXFjgqdLLrCZ11+xPoT668bBjwq8kFGUhlPGFYaLYD4WH/tTEOhYv7ZqshoQW2yl3F+xPoT648bBjwq8kFGSxkzduioQkR0RX8Bhc0nOZwLjXCsvZFMCV377OSH5pEoH51QZPk4QlfBQpBrn538iPxSBztUXKFKmMwIXQULQa591F+qFeOvjBoZHXx0A6UOqhG6ChaCXPvs5EfUX+oQ858HA48RN1BKeciM0FWwEOTaZyc/YvxJHWL88WDgMeIGSikPmRG6ChaCXPvs5EeMP6nD42X80f1R8ta70VBqAIMvj5Bm6LsNkA3Z2u3Qp3fTogoNWWDkp4lJMzPqH+OPhoGu0f1M6Zg6rWL+9VfPTLlqoQxZYKw/sf7E+hvnnzj/xvn3MXr+Hbh1x57cMh7eVkx1XuQPSaWb4eal9VQTh0+ukT/qH+MPU8namH9jM4OqlIuDx+DwifWHqxfr7/jGJc4/ZYINTqByHRSTrLEx/2pBBssX60+sPzQwHsb1V2/d4ZFZxl8dpXLOrGO1DlDewA/opa0EEIbVfgux4O770p++fGJKC2akFbd5RVpsmaW6s7dvWzyQsNqxgNtO/590x6+vSEuutVJabtOX9IuSa2ccA9Glp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsHfddXf6yle+nJ639t+mDTfa4GHP3zy9hz3/4/31P9L1j/z9kHdnWExULZSLElsE0MEavUAJIAyrMkcYx0BoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGE2eqXcR2rLQaB76aXoKsaaRnx77/5znTxu75Ad6VM0ur/sW16wrNX0LWstu3RwvJfffBJ6dYf/zo9Zf210jM//HrqYDh/7lkjALB9WmVEMi7sIy1TfUUAsJqtByIZF/aRlqm+IgDYPq0yIhkX9pGWqb4iAFjN1gORjAv7SMtUXxEAbJ9WGZGMC/tIy1RfEQCsZuuBSMaFfUSYm266MW200cZpk002Tnvt9SnuWLUAsH1aZUQyLuwjLVN9RQCwmq0HIhkX9hFhHu+vv1ayVkgRAGwVd0gk48I+0jLVVwQA22WthEjGhX2kZaqvCAC2puuQSMaFfaRlqq8IALbLWgmRjAv7SMtUXxEAbE3XIZGMC/tIy1RfEQBsl7USIhkX9pGWqb4iANiarkMiGRf2kZapviIA2C5rJUQyLuwjLVN9RQCwNV2HRDIu7CMtU31FALBd1kqIZFzYR1qm+ooAYGu6DolkXNhHWqb6igBgu6yVEMm4sI/QTat6j772A1m2+ZGv5xPGzfkIC2vuzEEANrftHxolcP8td6R523yBU/BGfxXa6OvWOyvz48HnvyZv9H90XnryerTR3zVv9OvD5sdPatZoRlBMP3/3ZwmTAL1LGvUGFJFfivLg3/+of/0bnBlY6aabbqIr+RulzTbdJO25x15UpsfX+Hu8v/48FvQdZ6CeGSbgss2PmH9ctb/A+e/xNv/yaMLoivNfnlpajVya8gAX808KEuvPQ7H+zKAf3cnbfarp8OagHX7wxaIdbBPNXfM/EtF8EZDked2cf8uf07x3fj7NWGSSVvuP7dITVlned2C8+++4O91z6bVpib9ZLi2+wlNKBHlhhf7TwSemm39MG/2Xrpmetes/Ejmcn18xN/XtTVqFwwqwsCpnUP8hiMjvvghJ5cJ5c3zBb2pJbj9CUXfYps1Cxt/j7f2/mTb6fEV/443Tnp/aS+rJpRuun63msAIsrG1B7/GjrP6P99ev84ferph/ZT3hoTs8fu1oHlaAhbUtHn3jP97/8v7Q2xXjP8b/4+n8z1f03TKljgK/eg14UNJ5XX4cpliVQqCEgHzrzrxtDua93hr/Sbfu5Cv6qlXA4jvOuTRdudcx6Wnv+Ie0wltf6nqCEvmv/vyJ6ba80V9/7fTMj2xh+nTN1EF7JtRRoLoxACXyw6oeAiU8cGF1FHjxgAcl8sKqFAIlPHBhdRR48YAHJfLCqhQCJTxwYXUUePGAByXywqoUAiU8cGF1FHjxgAcl8sKqFAIlPHBhdRR4ceMdeOBB6edn/zwduP8B6Qtf+FI66+wz0xOWWDL9wz+8PG211dZptdVW1fF/8410RX/jjejWnU3o1h26ok+PT3ziE+nSyy5LRxx+OPuYf4cddmj6wQ/+O+2///5plVVWkRgdjz/++HT00Ueniy++OC2z9NLp+S94Ydphxx3S05+2ov7L7kOv/8CDDkxn//ystPuee6SDDz44/ea889Kyyy2Xtt9++7TJppumrx1yCOX7Qbrl5lvS8563dvrgv3wwvfCFL9K8GZzx0zPSYYceli655JK02OKLp+ettVba/r3vSy944QvkujOV7Ior/5B23mlu2mKLzdMdd9yZfvKTH6fr/nRdOvOsM9PQ61+wYEHaZ999+fls+bYt05vf/GY9A/7oRz9OJ554Yjr3l79Mf/PMZ6aXrrde2uZd70pPfepT9Xmh/h/f7WNc//N/e156z7bbpe22e49qUNNKeOTeaXUUePGAByXqDqtSCJTwwIXVUeDFAx6UyAurUgiU8MCF1VHgxQMelMgLq1IIlPDAhdVR4MUDHpTIC6tSCJTwwIXVUeDFAx6UyAurUgiU8MCF1VHgxQMelMgLq1IIlPDAhdVR4MUDHpTIC6tSCJTwwIXVUeDFAx6UyAurUgiU8MCF1VHgxQMelMgLq1IIlPDAhdVR4MUDHpTIC6tSCJTwwIXVUeDFAx6UyAurUgiU8MCF1VHgxQMelMgLq1IIlPDAhdVR4MUDHpTIC6tSEnS37kgjNBWp47petLsRUPtiRAd8mp6f79GnjX5+rF42+i5X6TFzd55zSfrjnsemFd7x8rTC29YrkWFzDV3Rv4Vu3XnKy/I9+rTRL9eC2/xDrcfyl39pgJ48KUb+Keuh/nSXRcHInwdcff+H6hX1z6NVqoD6uJo042/u3Lnp1FNPTas8e5V04/XXpxe/ZGb645VXpj9ccUVa+W9Wpo3xoWnppZfhrm6kK/obb7hR2phu3flU2ehv957t0gUXXpDOPPNM1iBX3sAeceRR6aijjkjPfe6a/JyOOfqYtPfee6eVnrFyWv9l66er/nhlOuecX6Zll102HfeD4+gDxhPwlI2VHvPzPIWe50orPj09dZml09NXXDGd84tfpHvvuy+tRxvoc889N81eZ5102223pd+e/5v05Cc/NR37ve+lZUmbe/jRCcenT3z8E2mppZZKL3rxS9LNt9yULrzggrT44kukr3/962nNNdfknPPmzUtbb7UVf4i45dZb0uqrrZaWW255/nDRvX6q5e577EkfMI7jDf5Hdt2V+8j1P44+5Oy++x70PJ6UXvSil6Q//vGKdOUfrkgzZ85Mnz/4C2mxxRZlLeq//ArLp/vvvTc9d8210habb55eR//JQ15/xozogPWvCJwRdW2j7TAmmvffNR50al+M6BD5cUboCybVqjWL+pdxG+OPhgJdA475R2XQvw31E6hj6lxiRIdYfx6B9Sffo18f+au55aFQAQest6A4bGwAfagdD95/658n+b98C1E5SCttIuCOsy+Z/O71n55c9+2f116Lpm06/+77uM/5d91btNqZth0GRqdQATex3kPx+v3zML0rVBD5qQK2GlH/yWTnnXeezJw1e7L56zaf3HrbrTqcDtj/gMmsWbMmtFnVqt14042T2cTtttvHVPee97xnQhvt4tfqov3FF12o2ndts81knXXXndx8883M5fp/4xvfmLz9He+cnPvLc1XXgwX8PGfNnjX5t09+UsMnnXwSP8d11lln8qtf/Yp4yf/xj398MmvmrMkZZ5yh3J577DnJ+S+57FJtf/jhR3D7L335K2g6ob80MJdf09lnnV200m/7+vfZdx/W7rfffk531VVXTV769y+dbLbZZpMbbrhe8+2xxx5U61mTww47jLn8+lH/Hf51h8k9996jWg8kv+eGPKNTqIAbWC/Gv9SQa2IL05V2yqBRG51CBVF/qoCtRow/GTpcE1sYM6KMomN7wnSiUAHLrRf1N9W1hekKO2XQqI1OoYLHdP3zfbTuYV+WxU7EjkSn1tRWrZr9gcag7rv5jsm1h54xuY7/++nkyn2+zxv933/4yMl13ziDYqdz7M+XXluTTIEebP7cFZ7LcLdtj8MqsK2a/YEElrIY/VQr0ak142puN9DYUhbXnoAkOrUGWtSyqhlVV4WWslgFCiQ6tUbF5b2sakbVVaGlLFaBAolOrVHxXyz/TjvtzJvVn5z4k5qM0H333Td55StfOXnTm97IfH6eN954Q9no7ybPh0je6K+PjT7ep8nkgAMO4E3tRRddpP1u8+5tONeJP/nJZMGC+dqvCqYAO9EHklmzZk4uLv3l53Pv3fdwf3O2mqMtM3/Cj05g/qhvflP5HiyYXHvttfwcP7rrrhrGRn+HHXZQLoP29X9m//0ns+nDRH6d9mHzH33MMTbEH6Tyh6dd5s4tPU4mqP/vLvid07ZO7rdWtyAhndRSFjsRO22PvcIyrZr9gQSWstj2JViiU2tqq1bN/kBjS1lcewKS6NQaaFH5qmZUXRVaymIVKJDo1BoV/8Xmf+SvNZ4Kte8W+wPFs5TFfd8SnVpTW7Vq9gcaW8ri2hOQRKfWQBvjv60W+wPFs5TFtZJAEp1aA+0jX3+9daf+gaX92wu+SGoUChU0jcb4LEMMVpp6L6W7L7k2Xb7joayfpEXoj2YLCNOfjPJfjQjmL/lOCKz8fzdNS2/wAulEj21vGiCAGKzEvOf18kVSo1CowDYwORqaXbSBFY33bLtHpv71GUT+R/P7v8suu6RTTjktHXvMMelZqzyrvG0ymrbbbvv029+ez/e2L/mEJflXdzbaaMO0Kd0Tv+eee5J2Bt1LTrfuXHBh+tmZP+Ophff9wAMPTEceeST9R7fu0O0oebadeOJJabeP7ZYW3D9JT3vaCmnmrJek1772tfR9gFfSLTSLoSnZfjTPnbsL3WJ0Sjr99NPo9psnq2b27Nlp3XX/nm6HoS/llx5+esYZ6UM77pjoanmaM2dL6m0G5z/55FPSL+l++UsvuTTdfvvt6Y9XXZnuvvtueg4bpn333Ydbz5t3CX03Ycu09dvfnnb80I6lRzH5V3fy6+e1I/8JntaVM+l1L7HEEu4Zf/agg9LhRxzBjdZeey2K1fXnwosuTMsts1yiD1YUnyTUX14X/Tsg/OhffwmQQQx2YS1i/uH9l8XflFBrWau7sGpG/THuYBdWsRh/Mf5k/Y35V85QOnUUNAvQGJ9liME+PPOPNvoLKCNOseZ56BOSJzJ0bJ+qTIiidEFyyo1Z/S1uTqh1mNx/f7rnipu4s/zs7vztFenaQ05Ny2z64rTsxvIlvdzyCU9fOi2yVL43GAsSN9F+xHvw+ZsOSqfe+Gce+R/K9z/q70eXH3k6qhNdXeZ79I8//ofpaXT/u85kav6Bf/oA3UN/Tjr1lJPTU56ydLrplpvThhtsRBv9/GXcvNFP/KXRvNHHPfqY9gcedEA68oijeLOP+9+zPn8R9rjjjktnnXUWf4k353vOc56TvvjFL6Sll1nW5bfO3J1po0+b/NNOPZ3ve8995cfs2bN4o5+/oMsPet75S7c77vQh/lLtnDlzmM4fTL7//e+nRRdbLL3g+c9PK9I9/vPpi7Qnn3RS2mCDDXijn8ffJbzRn0P36W9NfWCjT53S+oPXL7eY8tWC9PottqAvJH9ScucjSffeZ+90zLFHpzWfu1ZaddVVa4zQBRdemGbRffof+9jHuFSof97oP4k+wNj6O+dBrn8x/umNqAV07wEcr4j1N9bfvCEtDzc4yIn5x9Ppge6/Yv1xAwijylmveLSvP/rXBf9HiAXlj435g4CPaAP8PcIQAls9fLH2aJtChT7gS/7bf3Hp5HdbfHpy/XfqPfpjTwwt0Tt8sfYIRbZQCVdfdUVWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVb9/9j7Evi7iiLrZhHZZRNHWUVZnMXBJCAw6owosigqOiqLCjKDn+DMyJIEFJhx2EEWdWR1mW/EsImo6MgihgQ/d2VzBElACMgqAQKJQEjyvuqqPtVVfe/7J7xhEaj3g1unTp3ufq9edd9+93/fC2PfRMMtDV+sPWoTAlAJV0etyKoZU5N8j/h4ukf/Rz/6kYbR09ve9rbB23d6u/Z8/+x8j/64AV2VV26fffbh22TybT32kTW535voHn30Z+MZz7r1tsF+++3HuilTpmi41Wd/0sSD+DabefMeYR00+VaYfffdlzgwg8H06dNJO25w7rn51p1FA/oS7WDChC0GO++882DuvLncPh9u+92t/NwPPvgQ5fKtO7mtvSUHPeP1v/nNb6Z+/jh43/vex+0vvPBCag/VYEC/KsR9XHZZvh1qyfI/d259XrUneVrwxdqjPm03fmbrqBVZNWN03ARaGr4dGVxt6pk6akVVW5BvouGWhi/WHrUJAaiEq6NWZNWMfRMNtzR8sfaoTQhAJVwdtSKrZuybaLil4Yu1R21CACrh6qgVWTVj30TDLQ1frD1qEwJQCVdHrciqGfsmGm5p+GLtUZsQgEq4OmpFVs3YN9FwS8MXa4/ahABUwtVRK7Jqxr6Jhlsavlh71CYEoBKujlqRVTP2TTTc0vDF2qM2IQCVcHXUiqyasW+i4ZaGL9YetQkBqISro1Zk1Yx9Ew23NHyx9qhNCEAlXB21Iqtm7JtouKXhi7VHbUIAKuHqqBVZNWPfRMMtnX2+R79+qcNIOlAIPpoYP8HagQ4mgIRO24SLW5sbcQPn/nzm4Eba6POXcU3smRofL4SHjvHNG0nJqG+g4TPMsYbqcWtzI+5AIfhoYjJGIRz/whh/Im2g6QrzYK+99ho8Mf8Jze7Xv34BbWLHDej2FeVm00Y/b6wPPfRQ5ehnNgfj6F71vKnFkvIwfal3W9oM5y/u5nv0c1r/SBvsww87fPDZz31+sHBBTfSl+X56Gv+ss87qea9JV6TygWT8wG6I85PIz+djH8sb/SwVcd7o5z7PO/dc5m+aMZM/oHz0ox8VRekzb+bzazx48mTW5aDcoz+BNvonco+lS463r3/WrFmDN73pTYPX0xdvr7/+1ySVjm+k++05p/TlX7o1qLDynYCJdH/+GaefKePREfnn11WelwZzyw5Xo0BR/5IJ5J89kzeB5mhinOCaQKS0WBI6bROGqmhifJOsDhSCjyYW+adkRP3JTHJ1kamcmzLJxjA1fUbcgULw0cSi/igZNYFNlnNMKL1H3/1NIjv+7xINUf5M0dFIQ/0TosYVlH6Nn5v0PRrJvGtvS3ee8N201m7bpDV2fh09PfozXaORbsyfUDSuYOTxfUKe+dcf45v3kN79eP+l/icdLLfurLzyymndddZN22y9VbrjzrvSdPopy/zTk//11f+i2082oKlBt67ke9Tp5zV33JH+wayjjubpcvnll6dPfepTafkVlk/bveWt6eWveEX67nf/O93/h/vopy8X8D36cuvOIH2Eforz19dfn97whr9Jf/OGN6a5cx5OX6Of38z3y5933nn0U5YbUZ/984/v0Z92JT2v6Wkl+slK3JYh9+hvyT9/yU+IDldd9UO6v37/NJHu6+d79OmCxA47bJ/up38HYAf6x7423XSTdPU116Zf/PRn6fEF8+XWnWOP4+Y3z5yRPkC37Xxw993TAfkeff5bvtRO3+vPt9xMnDgprUXfOZjytSn0U5xrcD8nHH98uuDrF9JtSa9K9GEgLVy4gH9yM/+jW8ccczT9C8Pb8/qD/NOHk7TSivke/f7Xj9dLYYK2lnm47qEjsUTUf8z/OP/1T6OYf0/H/iv2H8/t9dds9OWF+JfjzpPmZGRUDGvbLNL75OSsxu3QAtZ0VmDtA+1VqwCtDMFQ/HzMD7S3xYkWsKK0x9oH2qtWAfSGYCh+PuYH2sf4NU9AsJIpe5SIjStWAL0hGIqfj/nxQsr/JNqkXjltKv1jTWekE086ie+hX2bppdNf0n3s/+ej+6TXbyX/5kTOTd6kbve2t6W377RTop+K5Fzlw5lnnJHOP/+8NGfuXC7ZHUjzktVWS+d//YJ0wbnnp1e96lWc1NkPPpBOoA31D3/4Q/79+zzOhhu+Mh3yyYPT6+j3+8fK/yT60vCVU+nLuPRF25VWzBt9eWyxxZZ0j/4W6dRTv0CE/AsC/286fRl3In0Zl75/sCv9I1a545tvnpk+RV8EvvWW3+W/QtIXj9dPB9EXdvff/4D0tu23o833sTz+Lbfcknb9wAfSHvRl3APowwKqYazXfzp9P+ArX/ly2nz8+HTWmWdx/dDV3fS5z38+XUUfTO6443bqZin+dwn2+9i+9A987aD9TqYPI1Ov/EH6IX04Wb68rhdS/ckSn7Mr7x2BF9T8i9ef3/B4/6P+Y/7nWZAff4rrP2/0ZZrSM1TAz5d8IugElx8aUlA0MC3f64Ms1hszSOk0xo/8R/3xZMDMqRNR5gj+wabp02gDTVfKH3hgNv1jTsulVVdZxa44ZW6hFz/xspf7vefuu2mD/5K0IjbiQ+Zf3gTTT1vyP5S1/PLLyxNB1+L1zGUK6CW47vi8ynT6IKJ5/+c8NCfNX/BEeula9K9o20enbR7PCDgOUbHe9DxnEtD4dMtPWnqZZegf76J/eAxdmK4ZtnyvD7JYb7p9D8m/e114Huh6TB8iPzDYzmuL8Tv118nRmPlGkCwnGZmO/PPk9GmI+kd5oGxi/sX8a85/o64/9Yq+KSrUWbaoPVgbA66xihCD5UgnbIgYX4saOcsWGYK1MeAaqwgxWI50woaI/D8n8y//4uzUdBVdBV9ppXpLDN532Hj/6e015S55MUTU/3Oy/vP7WN/FilD3sBzphA0R73+8/2VThZrJFhUCa2PANVYRYrAc6YQNEfUX9fc01l/d6KMiszX1x3Trq7Yb6DIqroBEAzrrmh/DqrGM2k5aX9XdQJdRcQUkivEj/8+H+su3xEybSve+0z3iK660Umfq1KI3KOo/5n+sv3H+6f3TEK0T7Um09XUp6Qa6jIorIFGcf+P8+3w4/9Knk1rXhP5U699v9HkCmqc+5FOmvjLzqgQaIovgss2HTNUvESHMAQnSAhDja+lE/ns/5dt6wTyTWmoqCi7bfHj+1d999KXZefP+mDagL9wuzYWj1RPz7wXw/r/Q6z9ev6yGUuooeOHi/Et5yMshpyUfnn/rf9Q/v62l1KP+ze7Znf9lo9/kRyaEbWIEBkqK/xdH9AVruvKU8Qw08tEg+oI1vXjKeAYa+WgQfcGaXjxlPAONfDSIvmBNL54ynoFGPhpEX7CmF08Zz0AjHw2iL1jTi6eMZ6CRjwbRF6zpxVPGM9DIR4PoC9b04injGWjko0H0BWt68ZTxDDTy0SD6gjW9eMp4Bhr5aBB9wZpePGU8A418NIi+YE0vnjKegUY+GkRfsKYXTxnPQCMfDaIvWNOLp4xnoJGPBtEXrOnFU8Yz0MhHg+gL1vTiKeMZaOSjQfQFa3rxlPEMNPLRIPqCNb14yngGGvloEH3Bml48ZTwDjXw0iL5gTS+eMp6BRj4aRF+wphdPGc9AIx8Noi9Y04unjGegkY8G0Res6cVTxjPQyBcL/RV9lff01kOxnHkTVKjAX1goY9SoDmpAT7SHivEpA5wXkxyFCiL/lCa9sFOqrGanEM70RHsobsK8CSpUEPmnREX+6wWWXDe1OriKmkNPtIfiRsyboEIFOlZlYnybiyb55PZEe6jIP1JlkqNQgWazMr0ZNm+DVRa6h4r8R/6luExxKFQQ9UdlQhv9/Iv6dDtN+Yt/TU+ZYKglY3MEOtjM9T+swmKo6XdvY/zIf9QfT4j+GTJ8o9ynx8wSaxUWQxXzL9afWP/j/NddLeoKEevPsAsVfSsq8tbNaJ861t9Yf5/+9ddc0S9FyMYWpOVz6dqYL+kl8bQ1AXc/PvplgarqeEopWJLhOhptTSDGlwVcklQyw0azFPl3dZkzZXMjmXsyR21NIOov6q98vq11xQWiVdLwudJsLPtP7qGtCUT9Rf1F/WH+lJnBRmcJBS2ftTaGtktutTWBmH8x/56p+Wc2+r5YtSBBN4VpvycqWtMCkK35l+rQ1xJMFnRhm9iJEePTJClVIrkyGQNkG/nv/r4BEqTV1QEdBRFRf3VhjvkX8y/WH1k2ZK0wKwYg21h/Y/2lK7buDIMCcaRzOgoi4vwT5x/U0ZM+/9J9O7mmaOvdTEfbkytBcTp6p0GZwpYgXFiz4e/0F+PXnYTLbeQ/Z6BTLy5HKDDYEoQLG/VHiZGlo5PPmH8x/7CTd3NLnE69OA0mGGwJwoWN+UeJifmXq6NTT7H+xPoT609ZOLumM1+cBAssLJVSvkW/+bhpll+agDlcEl6buV7Z6cQaonFrm56ApWL8yH/UHzYD2BbE/GszYNeMurhUVSdOIeZ6ApaK9SfWn1h/Yv3JK4ldF+rKIqgTa4jG5UbM9QQsFetPrD9PxfrT3LpjSyzXovUtluJ24UKhjajpaP/eBM3QT+vtGNa3OMbnDPSkJPIvSdFj1F/300HMvyFXy9oJZX2LY/2J9Ycy0FMSICVEx1h/Yv2Rz0ll0ch1Q3XRe7W6LSjrW1y66qGi/iQpeoz5x/OPN/r2U6MUSi6kUp2cMU0bVxjqtrKeKWVYTRbmVbG3uHPd109tMT4ni/IV+ecC4iLjA59XM+erTWKs7T/zlpIiXdSfpKk5xvyL9QdXjWL9zetJfsT6y2ng5VXW2CYzZbWVGGtj/a11Iwmpacm5ifOPzYriOP88/ecfuaLPc1UmrML8NmBHpW/JcJDb5Qc3cY7w9tgJ66BLyVLREdjW/dg1cU5X3wlngv5J+PzsFeZm8fpzFpbo4XLqnG7zTliTHvnXVOS0Rf11i2cI42rKOd0GnbAmPepPU5HTFvXXLZ4hjKsp53QbdMKa9Kg/TUVOW9Rft3iGMK6mnNNt0Alr0qP+NBU5bc+j+ltKfkXfFgO/1EKYkii0jWaR+EOC6JbCA9pI1++eo5e+rxQght6zpYwPGULoIcEYXzJA6Yn8R/3F/MPKXdYLWlRsVehk0RU+6/Ij1p9Yf10ZcFXkg1RSqSeUlUYLID7WXzvTkKiYfzYrUi3ITfYyzo9Yf2L9cWXAVZEPUi2lZmzpqEJEdEV/EYXNJzmcC41wWHsjGRO69tnJDx1Honx0QpHl4xC6ChaDXPvs5EeML3mwpeISVcJkhtBVsBjk2kf+JVtRf6VqpDr46AqlFtUQugoWg1z77ORH5F/yEPOfi4FrxBVKSQ+ZIXQVLAa59tnJj6g/yUPUHxcD14grlJIeMkPoKlgMcu2zkx9Rf5KHF0r90f1R8ta7aig5gMGXR0jT990GyPps7bbv07tpUYWGLDDGp4lJMzPyH/VHZaBrdHemdJg6rWL+da+emXTVRBmywFh/Yv2J9TfOP3H+jfPvc/T823Prjj25Zdy/rRjrvMgfkko3/c1L67EmDp9cY/zIf9QfppK1Mf+GzQzKUk4OHr3lE+sPZy/W3+Eblzj/lAnWO4HKdVBMssbG/KsJ6U1frD+x/lBhPIPrr966w5VZ6q9WqZwza63WAuUNfI9e2koAYVjt1xHGMRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwmz1y7iO1Ra9wHfTlaCrGmmZ6isCgK2NO0gkw4XdSMtUXxEAbGfUSohkuLAbaZnqKwKArcN1kEiGC7uRlqm+IgDYzqiVEMlwYTfSMtVXBABbh+sgkQwXdiMtU31FALCdUSshkuHCbqRlqq8IALYO10EiGS7sRlqm+ooAYDujVkIkw4XdSMtUXxEAbB2ug0QyXNiNtEz1FQHAdkathEiGC7uRlqm+IgDYOlwHiWS4sBtpmeorAoDtjFoJkQwXdiMtU31FALB1uA4SyXBhN9Iy1VcEANsZtRIiGS7sRlqm+ooAYOtwHSSS4cJupGWqrwgAtjNqJUQyXNiNtEz1FQHA1uE6SCTDhd1Iy1RfEQBsZ9RKiGS4sBtpmeorAoCtw3WQSIYLu5GWqb4iANjOqJUQyXBhN9Iy1VcEAFuH6yCRDBd2Iy1TfUUAsJ1RKyGS4cJupGWqrwgAtg7XQSIZLuxG6KZVvUdfu4Ms2/zI1/MJ4+Z8hIU1d+YgAJvbdh8aZaCeEYLLNj9i/Mg/1ULUn04FTDrMFJkn8GCFbY8aZaCekYHLNj9i/sX8o1qI+adTIeafrAxYKbznWYnVo0YZqFcFelNQjuVHrD+x/lAtxPqjU2GU9Wcp+tGdvN0vE4pnVu+hXwEW1jet/xBC80VAkuN9k3nd39721q8AC2tb0Bj5pfE/UhHjuy8iUroi/zJvov5ozsT8z0nwi0fjDVlhSrsh0Vh/Yv2N8w/NkTj/xvm3/rhzPufG/uOZ3X/wFX13mlJHQXPKE/e22+8uPwRDP82ZfyM/v3n07i211KJiTTN+V4umbCrK53QW6UgZ0EN+4EBZfKaXzBRNLhbRxfiR/6i/mH+x/sT6G+efOP/G/kPWAdlL8TH2X7RZfHr2nxus93K5VkiJ5u/v08YWVt+BupVVygIXVkeBlfZiKDEurIpJ0Ll1RxqhqUgdV3q57Y67/cabXiB1Ri/aXBnj3XztixEd8I+HNGHuj7vX1HGnkjjumTb19lVwB+XlsDTGj/znoqg1wcVTajLqL8/RmH+x/uRVQq6w5eVUl2yaOrH+5nQgKXxS0ZzkjMX5h3LDf6UodZNTlR9x/o39Dy0eL7T9x4brvlzqf+gRawmtrXma0EH/mtHTRtS1TZY4zu5/e9p3KWndbPTNAAoVcB/Ww5jM2UBntDGDRm10ChXE+JQBm43Iv5xzOCc2MaaiBI4ZNGqjU6iAddaL/Ef+5a+KsoDrhtlUVNRfzoCdNZ3kGMLoFCpgnfVi/sX8i/lXZpedGGZGCRwzaNRGp1BBzD/KgM3Gc2n9aTb6zQuhF2auj5qCyFBesn3hjcC5rZr9nsaWsth1xo5Ex9bUVq2a/Z7GlrK49gQk0bE10Hazxe16GlvK4toTkETH1kAb47fZYr8neZayuGYSSKJja6CN/LfZYr8neZayuGYSSKJja6CN/LfZYr8neZayuGYSSKJja6CN/LfZYr8neZayuGYSSKJja6CN/LfZYr8neZayuGYSSKJja6CN/LfZYr8neZayuGYSSKJja6CN/OtGf3jC8EUao1CooGaU0TA+BxGDlabeEw4R+UOzUShUYBsQHsZnGWKw0tR7wiES4/MfrSkd5WOfJkuBTRjhYXyWIQYrTb0nHCKR/8h/vZ3ClJDWkq2XjIdXU415jfdsf7H+xfyL+Rfzz6wQChXYBSPWn1h/qQaGXSJHzcBK6XjPltNTc/6hjf4iGsM8KR1RgR3VYa/AEyoSFySn3JiEP3fUjpywnofHLBZp7VvG+HJCjvxzBlxxRP3F/KM1jv6L9YfSYJZ7s+A2i6qbQGVR8cYrYv2N9Td/ICoPVxyx/sb6G+vvs3n+0Sv67YJfl+2KMIfVusmsbGeLDplYe6xtYnxkSXJSs16RzRZj30TDLQ1frD1qEwJQCVdHrciqGfsmGm5p+GLtUZsQgEq4OmpFVs3YN9FwS8MXa4/ahABUwtVRK7Jqxr6Jhlsavlh71CYEoBKujlqRVTP2TTTc0vDF2qM2IQCVcHXUiqyasW+i4ZaGL9YetQkBqISro1Zk1Yx9Ew23NHyx9qhNCEAlXB21Iqtm7JtouKXhi7VHbUIAKuHqqBVZNWPfRMMtDV+sPWoTAlAJV0etyKoZ+yYabmn4Yu1RmxCASrg6akVWzdg30XBLwxdrj9qEAFTC1VErsmrGvomGWxq+WHvUJgSgEq6OWpFVM/ZNNNzS8MXaozYhAJVwddSKrJqxb6LhloYv1h61CQGohKujVmTVjH0TDbc0fLH2qE0IQCVcHbUiq2bsm2i4peGLtUdtQgAq4eqoFVk1Y99Ewy0NX6w9ahMCUAlXR63Iqhn7Jhpuafhi7VGbEIBKuDpqRVbN2DfRcEvDF2uP2oQAVMLVUSuyasa+iYZbGr5Ye9QmBKASro5akVUz9k003NLs068I6A8JuC6NWqA5mhg/Qfbz5TIaSz/S53GJGOsrxuWp4SpbjG+uCZlcCjRHE4v8UzI4H1F/Mf9i/Yn1t5xU2OS1Qa4kWrbFcf6Rv/LE+TfOv/o3GbPHEGiOJhb7D0oG5+NPe/9hrug3y597M3PMEmVJsJQ2N8uFxhWUboyv7RrQkVgixuclyaZE0xf51+Va86Mg6o9TYfKhddOAjsQSMf9i/tGWwJaElk+sP7H+lO2i1oeCWH85FSYfOm8a0JFYItbfWH+f3PprNvpSSL6cygV6S3I9GoKh+PmYH/WiftUBwYrSHiVi44oVQG8IhuLnY37E+JIH++EMGYOFotqaQ+RPtQqgNgRD8fMxP9A+xq95AoKVTNmjRGxcsQLoDcFQ/HzMj8i/5CHqr9YJECwyVK1EbFyxAqgNwVD8fMyPqD/JQ9RfrRMgWGSoWonYuGIFUBuCofj5mB9Rf5KHqL9aJ0CwyFC1ErFxxQqgNgRD8fMxP/4U6483+vq0FcgTtt9c05CCooFp+V4fZLHe2LqUXvE3VfLQsgIMXKwKxvIh8gOD7fQd41PVStkOzRHeBhVE/jkDvfkAWaw3psiRQxJE/n06kcKSIjUt3+uDLNabyD/Sg6TG+hfzL9afWH8oA7o0KMAiUWzL9/ogi/XGDII+SRD1x8lA5uob8eTyX6/om0XddoEBYG0MuMYqQgyWI52wIWJ8LWrkLFtkCNbGgGusIsRgOdIJGyLyH/kviypqJltUCKyNAddYRYjBcqQTNkTUX9Rf1B+mi1rMEFgNGFBjFZkwQ450woaI+RfzL+ZfO22eN+e/utG3L9HM/7pKWAFwK6wbAyh6LTXDP0M/LG7+/jFGpzE+rU4uhd2MuLA4kf+oP7rBWr941ZZIW0Str/puoMuouAISxfyP/Ef9+bVbJ0g7iVp/qHCMU6W2IRDzL9afWP9fUOc/v9HnBcBsHYd8ytc1wyxAAg2RRXDZ5kOm6pcIEOaABGkCxvi6/Ef+e6+y2HrB5xyppaai4LLNh6i/mH+x/uBLtJgedj7F+hvnnzj/lBkR5984//b8lcOul8+V/Yds9Dsrft2jy4syAgP1BY8K0Bes6cdTxjPQyEeD6AvW9OIp4xlo5KNB9AVrevGU8Qw08tEg+oI1vXjKeAYa+WgQfcGaXjxlPAONfDSIvmBNL54ynoFGPhpEX7CmF08Zz0AjHw2iL1jTi6eMZ6CRjwbRF6zpxVPGM9DIR4PoC9b04injGWjko0H0BWt68ZTxDDTy0SD6gjW9eMp4Bhr5aBB9wZpePGU8A418NIi+YE0vnjKegUY+GkRfsKYXTxnPQCMfDaIvWNOLp4xnoJGPBtEXrOnFU8Yz0MhHg+gL1vTiKeMZaOSjQfQFa3rxlPEMNPLRIPqCNb14yngGGvloEH3Bml48ZTwDjXw0iL5gTS+eMp6BRj4aRF+wphdPGc9AI18s9Ff0Vd7TWw/FcuZNUKECf2G/jFGjOqgBPdEeKsanDHBeTHIUKoj8U5ryVaqaEY+5jtzBKkugh+II8yaoUIGOW5kY3+bCpb4m1dPDGjBvggoVRP4pk1H/fs7V6vBlJl5PtIdiLfMmqFBB1F/UX8w/qoE6IzyWOWePVln4HoojzJugQgU6bmVegOMPBovoH8yiP2eXv9fZZCD14GAzDwwLbddahcVQ0m/CxviR/6g/nhD9M2T4Rq1Pj5kl1ioshirmX6w/sf7H+a+7WtQVItafYR+U+1ZU5K2b0T51rL+x/j7966+5ol+KkI0tSMvn0rUxX9JL4mlrAu5+UPTLAlXV8ZRSsCTDdTTamkCMLwu4JKlkho1mKfLv6jJnyuZGMvdkjtqaQNRf1F/5fFvrigtEq6Thc6XZWPaf3ENbE4j6i/qL+sP8KTODjc4SClo+a20MbZfcamsCMf9i/j1T889s9H2xakGCbgrTfk9FtKYFINvyr7ihH7YQONI5HQURdmLE+DRJSpVIrkzGANlG/ru/b4IEuZJzTkdBRNRfXZhj/sX8i/VHlgxZK8yKAcg21t9Yf+mK7dhnFxfNDkpIA0TE+SfOP6ijJ33+pft2ck1RYTXT0fak1VZBR19D3Ju8JU25woU15dzpL8avOwmXW3E6+XIaJBi2BOHCRv4pMTJ1OvmM+ov6w07WzS1xOvXiNJhgsCUIFzbmHyUm5l+ujk49xfoT60+sP2Xh7JrOfHESLLCwJQgX9gW0/i6Vb9FvPm6al08LUA6XgtP8uKSK04k1RONyI+Z6ApaK8SP/UX/YDGFb1J2Ads7UyVV1nTiFmOsJWCrmX8y/mH8x//JKYteFurII6sQaonG5EXM9AUvF+hPrT6w///v1p7l1x06xPBetb7FMbhcuFNqImo72703QlKsVix57It1z5hX8ZdyX7fXGtOxqK5JCXpRI7ZgWl456qDz+nGm/TXOvvS2tuNmfpdW3f53vMjcderWk7dD6Fo89fh5Q1HQc4/WXXoxpx7C+xTE+Z6AnJfn9j/w/d+rvsUcfTWd96UvpNa/ZLG331rfye1eqm4x9gy0uih4KbbQKYv7F+mdPKbl0Yv2nmmiTwomhg+XtBLM4a+nRQ4GM+VfOQrH++JLiuqHqiPrjKeQP7YSyvsWlVQ81bP7xRt9+ahZh7qhMeO5MeszH/MBSUFnPiMocuSEdmjd3wQPz0syPnJoGi1J69al7p+XWX4saNaPwIHxoI2WdkZiMJvju07+fHrrk2rTqNpumdQ55Z+mSYs34eIbP1uuP8cu7Zv5q9FS8/8ir2lwWuVri/deUWPBs1v8DD8xO2233trTTjjumI486St4nfnJP//qDHDybrz8/hxi/XrWM+c+LFVVF1D/Pz5yO8i+8NZkZev7ndvbADekQ67/NiuJYf57/649c0W8mE8+rXAbYv2tJDAduEjqn2wbhRQ/OSzP2PD2f6dJGp+2VXrzeS2XyQjDi+HefekV66NJr0spv2DStdzBt9JtHp/tMmMXkmXr9+vJi/Mj/C7T+HnjgwfS27bZLO+y0fTrqyKOfkvnPneQ5rxPMLwAx/yUfmp5Yf2L9eYGuPzwTov6j/p/n9b+U/Iq+PRFy1RfCnBILbaNZJP6QILql8IASWb97LvqFD85NN9FGP59wNqIr+i9eb03tUZpmXX6QYsgQQvvg3ad9P8259Nq0El3RX69c0e8bP3dqn5WMVfpiJ+P8eHLjSxtzpG5ifJtp5Djyb7MiFYPcZO/5X3+zZz+Ytt/+bWkHuqJ/1JFHlteMLejz//W/0N//eP31rPhCnP/x/sf7j9U+6j9n4Ok5/9MV/UXUc7mn144hWefjENooxoaufXbyg97dBXRFf+aep7Lzyi98JC2/Ht26U971wROL0h1HXJgGCxaltffZNq2w0drcLB8e/tFN6YGLf5WWe9lq6RUH7qQ8QN7oP0Qb/VVoo78ubfSHjS96ifLRCdGbT31llxy5brOTH1rdEuWjE4osH4fQVbAY5NpnJz9ifMlDyS7nyCWqhMkMoatgMci1z05+PAX5/9WvfpmOP/6E9KpXvSode+yx0i8df/HzX6TPnPiZNGHChDR58mT//M34J598cvrpT3+SjjjiyHTqaael6665Nq255hrpH/7xH9OOO+6UvvLlL6WLv/vd9OCDD6Y/32zT9M//8i/pr/7qtTpOBldddVU6++yz0y0335yWXfZFaVPS7bPPPum1r626WbffniZNnJje8Y53pHmPzE2XXf79dO9996Sf/OQnaTbdurP927ZP2++wQzr6SLp1h/KyaNGidNxxx6Vrr702fWDXXdN73vMeTdell16avv/976df/vKXad11101bbb1V2vPDe6ZVV11Vn9fJJ9Hr+tlP02GHHZbOPOOMdO3116d/2HvvtDf9z8nIyqcg/zrgYsDT9f4vZlgNx/jN250zE+9/qQ+pDj66QtHy8etHpZcYuW6zkx+Rf8lDyW7kn0rCFUpJD5khdBUsBrn22cmPF1r90f1Z8tJdNiQXesSXl0jT990S1fWA2m336i3fo7/XaZzzV/7HR9KLN8j36NfHnB/8T7r7c5ekF73sJemVn9szLb3Ci9Pjdz2Qbjvg7JQ/CGxwzPvTCq9ZpzYo6C66R38O3aOfN/r5Hn15T7vju4b1iTqanafp9buBYnwz+VxmqOgoOfn+SjJPZf25UZ6j+f/EJz6RfvSjH6VPf/rfaSP99jR//vz0gd12Tffdc28699xz03rrrz+0/idNnJSunHZl+rOXvYw2yi9Ja//Z2unnP/15mr/gibTN1lunX/3qV2kL+rDw8MMPp+t//eu08korp29++1tp9dVW49Rdcskl6fDDDk8rr7Jy+uu/3jw9+NAD6cYbbkwvevFy6f9+5T/TJptswov0zTNvTrvt+oG0+lprpjkPPpQ22mijtMYaa6TT6MPFAw88QBv9t9FV/R3SUUcfxferH0FX9r9z8cXpPe99b/rUIYfI20Tv/8Xfvjj9+5FH0PNYKW2++evS739/R5p126w0fsL4dOqpp9EHjWVYO3HypDRt6pX0oWXNNP+J+WnTTTaj3OyU3v6Onev67t58cp6j73/7Mlq/vqxY/7pXj022aqIMWWCsP7H+xvknzr+0Rjxn9x/51p3ex6IcGRodI1Kajdm89EvmiTl/HCyY82h3qDL+XadePrhh5xMGvz/6W4OFjz0xuOXj/zm4kfz7L/5l79PO5MJHnxgseOiPg0V/fGKIpo5fUFf3DL3+GL+bemYi/5SGodWhkfvuu2/w5je/ebDtttsOHnzgwcGZZ545GD9u/OCcKeeM0Vz6nXjQQYNx48cP/u3fPq1vwg+uuGIwgTja4A+uvvpXyv/r4YcPxhNPV/Dl7aHjkUceOfjwhz88uOWWW1Q35WtTePyzzjxLx58xYyb3ufXWWw9+9rOfkba8LjL3z57N/R566KHcB/1lgrXHH3dc1RG66847B1tttdVgp512Gsy+/370MDjiiCO4Pf1Vgdvnw8SDJvJz2P8TBwzmP/648hXU8QuqIaCoP8rE0OyMESnNctOhzUuAzHBJjgyNjhGJ8Tk5Y6av5JXM0AxH/Uf9Da+OMSIx//4U55/eusPXLnquaniqeCBhO9dAJIAwrMocYRwDoV20YGG6/eBz06Mz704vWnvVtOC+R9Iqb9wsrTPpHWNchZOO0B0s+vRX70zUQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oEsNt/Okm9ToY1wuvrqq+n2mr9IZ5xxFl+Fy3/Nghx9gpg0KV/Rn5rOmXIuX33PfL4Cvs0226SNN96E/iJwDqRJxjg0TZ50cHr/+98vf33pdJwSffBIb3/7jvRLOtuno485hq+gz5g5M+2+227pjW98UzrllJPdE3rgwdn0Zdzt0w50687qq62ezjnv3LT77rungw48kJ8uhsD4hx16eHr3u9+t4z/8yMOJPuTw/yeccAK3mTx5Ypo6dVr6Kt1S9OeveY2+hvb1i48RyDMQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGE2eZP9Hxri2O1RS/w3XQl6KpGWqb6igBga+O04P656ZaPfyUtevTxtNzLV08b0m08yyy/LCnkphwjZdjtomWqrwgAtu3U+CIZLuxGWqb6igBgzXgtFMlwYTfSMtVXBADbDmp8kQwXdiMtU31FALBmvBaKZLiwG2mZ6isCgG0HNb5Ihgu7kZapviIAWDNeC0Xihfle/KlTp6YVVlghnXf++WmdV7zCNPNa7GgnTcob4ul0n/20tNKKK+nmecIWE9KWW27Jt9agk3wv/oG0+T6I7rXfle6bxy/1T/3B1PTzX/4i/e6WW/gWnzvvvDP9kX4bf7vt3pqOO/Y4bj5z5oy022670wZ+N+rjIOLq85Ev424n1NIUop/a/fFPfpyWW245DM32lFNOSVOmTOGWm222mYxPf05filavG357Y1qTbgW6/PLLWTuRPsBMo1uSpk+fLq/LjCed1vEVAcC60b0jkuHCbqRlqq8IANYP6TyRDBd2Iy1TfUUAsG5E74hkuLAbaZnqKwKA9UM6TyTDhd1Iy1RfEQCsG9E7Ihku7EZapvqKAGD9kM4TyXBhN9Iy1VcEAOtG9I5Ihgu7kZapviIAWD+k80QyXNiNtEz1FQHAuhG9I5Lhwm6kZaqvCADWD+k8kQwXdiMtU31FALBuRO+IZLiwG2mZ6isCgPVDOk8kw4XdSMtUXxEArBvROyIZLuxGWqb6igBg/ZDOE8lwYTdCNy3SPj/z5gEZ6HJNEDcnIUwtDDSeZ03HDDXKQD0jA5dtfiyVHp1xZ5o1+Xz6vf2FaZlVVqL79T+UXrTWKs/Y+PxKn8XXH+NTLUT+dSOOz7eYKXmW5CvlU6ack1ZeeaV04YXfSGut5b/vkjX5oW0ITKIr31deOS1NvwobYlFMmLAFbfS3KBt9mf9XTf9hOvCgAxPdFpN2pe8A5Ee+lz7fN7/si5ZJf/kXf5HWXvtl9EXahemKK36Q3kr/WNH5/gAAQABJREFU+FX+Qm1+zKQr+rvRFf18pf4A+rBQLywM6B59+nlN+tUdfmKkzR8gdn7nu9K//uvh3BYv+pijj00XffOitMnGm6YNN9qAv7hFnwlIv1T67U03pnGvex39VSO3GaRJkybT6yobfbqf3z7s6+//9hcU2ebHs7/+cXKi/vWt4LeE3hm8U/w2qedZidWjRhmoVwWun0zH+x/1R3US80+nQsw/WS786gEP1iwpBmqUgXo9ihzLj6do/ZGbrYbeqZc/B/CjXwEWFurShu/zy3iRv6eL5NqCgXq+A/KeeGjeYMZepw9+Q/flzzr0fLpf//jBrQeePVg0fyH3Kw3629Ovd5T+Rh+/dFCfLwi2tX9HFyfGr/kBQtrUZ6BeXxrRpCeGdrBe8kLJ/3XXXTvYYostBrvtvjvf337A/vtLzhZT/3Tlm+9lnzfvEZe4ceMnDPbdd1/HTZs+ne+Fp9t5mKcN+mDChPGDnXfeeTB3bm1/26238nM4+JCDB8j/zBk3DcaR9qSTTpI+6e3COzb7/tnUzzj6nsG2g3nz5g3e9/730fcGJgwuvPBCN/6F3/gGj3/ZZZcZHr3ASoh+4WdAX9AdPPIInlfMf5chctRnoJ7JrYf9CrCwTZvF1B+ruWl/e9tbvwIsrG1BrzHGLwmJ+ncVQo76DNTzBWS8fgVYWNOAYNQf8hL1h0xwhZCjPgP1fAEZr18BFtY0IGjrL//KRR3UOf2Ns6R9QIl1FVZ1ECjhgQurQ2DhosFtnzyPv3x7z1k/4EazDr+Av5x75xfqCR9NMC6sjgKBEh64sDoKvLjHgxLjwqoUAiU8cGF1FHhxjwclxoVVKQRKeODC6ijw4h4PSowLq1IIlPDAhdVR4MU9HpQYF1alECjhgQuro8CLezwoMS6sSiFQwgMXVkeBFzfeY489Pnj3e3YZvOlNbxrcd9/9g0MPO3Qwjr6M+93vfKcqh3Q1MW+I6Qu2j8yd67T5y7j77vuxyhGi22B480y/5MP8jBkzeEP/0Y/+H10/8us+8aQTefyDDz5Y28+8aSaPc/KJZaOvkcFgNn0ZN38hGF/GpV/RGfwtvZattnr94Prrr1flDTfcwOPvueeeg8cee0z5e++9b0C/sjM444wzaGET+qD8ZVzqc+7ceUIMef3oxIXVUQDZUAslxofVBhAo4YELq6PAi3s8KDEurEohUMIDF1ZHgRf3eFBiXFiVQqCEBy6sjgIv7vGgxLiwKoVACQ9cWB0FXtzjQYlxYVUKgRIeuLA6Cry4x4MS48KqFAIlPHBhdRR4cY8HJcaFVSkESnjgwuoo8OIeD0qMC6tSCJTwwIXVUeDFPR6UGBdWpRAo4YELq6PAi3s8KDEurEohUMIDF1ZHgRf3eFBiXFiVQqCEBy6sjgIv7vGgxLiwKoVACQ9cWB0FXtzjQYlxYVUKgRIeuLA6Cry4x4MS48KqlASdW3fkjwn+TwqOw0+Nyd8VluBY+2JEB/wVrK+xHeve/3tVeuCbP0vLv/rlacPj6b7gZZdNCx6al27d/2z6Df5H0sv/Zce02lv+sq8bw40+Pjqxz0l/6hHBxdoYX/78VP7UTulY0vcfqY385wyWOmrmH10l55/RnHzw5PT+972ff67yfX//94nmdjr/gvPT2i99KaWRb5aRHkz+J9O97FPpZyj51p1yi0seZQv6ucotX79VOu3U/G9cyPt2Fd3eM5Hurz/ooIPo1p3dqK8Bf4GWrsjTT2Nuz7+ff+3V19Dv1/8sPUE/8fkWvXVnQLfu0M9rUhv6i0M66IAD3fs/ezb9vGb+B7Poy7hHHUU/r0njXTV9Wpo4cTLffjTlnK+l1Vdfg1//Z074TDqfvn/w6o03Tm/62zelRQsXposv/g6/5mOOPYa+1Eu3ANGDX1e+dYdvSVqRmP7Xz+LmIFmWI0KOa/IPzXBb+2JEh6h/vCPdrLlcl7DjIv+UPKnnbvb6GMlejjCiQ9Rf1N+wCnJzrZST42L+PTfnn+76GeCzATkKFbQKvYLGCi/z3dbOGr51aydzr76Vr9zP2PVzg/n3PKTCrJj3P3cMbnz3iYMbdjl58PhdD0rvtalqKxgzWGX2eWoTBayzHj45MWcDpkeBYwaN2ugUKojxKQM2Gy/0/F933fV028uEwYc+vOdg4YJ8K5s8vlFuc6EvzxbGZg2qwWASXQnPV77zLTPyEF3uc79993Pc9Gnl1p3zztMObrppxuB975NbbfJPer57l3cPptPPb+Y+P/nJT6ru5pvLFf1TTlYOIF/Rz/rD6ec77bt76hdOZX6fff4RUvoD36LByaecMnjXu97Ftw3lv1zkW4f++3uX2KYD+jWh3telHQ0FJk8KFXAr673Q6y9evxQS14QtjE59jRk0aqNTqCDqjzJgsxH1J6XDObGJMRVlFB22S5hOFCpgufUi/ya7NjGdxI4ZNGqjU6jgf5X/IVf05aOcfJIrH+s6xn3O60RbolWz3zOApSxu+yvXJ+QqRTfYYaSv2iOj6qreUharQIFEx9aouDzPqmZUXRVaymIVKJDo2BoVx/iUCr0qTpjz1pM8S1lcMwkk0bE10Harldv1NLaUxbUnIImOrYH26R3/kTlz+B/ZWmvN/i8A52fRPlv2e568pSyur0TQ/bPvT8sus2x6Cf3jXcOuTtk20lftkVF1VWopi1WgQKJja1T8lL/+bkbrWH2ofbbs9zx5S1nc7VOiY2tqq1bNfk9jS1lcewKS6NgaaLvZ4nY9jS1lce0JSKJja6CN8dtssd+TPEtZXDMJJNGxNdBG/ttssd+TPEtZXDMJJNGxNdBG/ttssd+TPEtZXDMJJNGxNdDS3id/TMju8Ab4FxWNQqGC2iOjYbwdyWu8Z7uL8eVfdDQZUqjAJozwMD7yX3Pjc+Q9m86ov6i//Ns+pkIUKrAFE/PP5qrJTMw/1AysJMh7Nmmx/sT6E+tPrL9mhVCowC4YhLs8bfQXEWuuialGQdNJdb0CC1KJuyA55cbA7i1eTmieY8PXYRV5RYwvC2LknzPgioOcqD+e5jH/KA1muTMLjkwcrRsFut60wCti/Yn1J2/IysMVBzmx/sT6Q8UR62+sv8/G+Uev6LcnvHraqghrmFq3mCnb+TwBmVh7rG1ifGRJclKzXpHNFmPfRMMtDV+sPWoTAlAJV0etyKoZ+yYabmn4Yu1RmxCASrg6akVWzdg30XBLwxdrj9qEAFTC1VErsmrGvomGWxq+WHvUJgSgEq6OWpFVM/ZNNNzS8MXaozYhAJVwddSKrJqxb6LhloYv1h61CQGohKujVmTVjH0TDbc0fLH2qE0IQCVcHbUiq2bsm2i4peGLtUdtQgAq4eqoFVk1Y99Ewy0NX6w9ahMCUAlXR63Iqhn7Jhpuafhi7VGbEIBKuDpqRVbN2DfRcEvDF2uP2oQAVMLVUSuyasa+iYZbGr5Ye9QmBKASro5akVUz9k003NLwxdqjNiEAlXB11IqsmrFvouGWhi/WHrUJAaiEq6NWZNWMfRMNtzR8sfaoTQhAJVwdtSKrZuybaLil4Yu1R21CACrh6qgVWTVj30TDLQ1frD1qEwJQCVdHrciqGfsmGm5p+GLtUZsQgEq4OmpFVs3YN9FwS8MXa4/ahABUwtVRK7Jqxr6Jhlsavlh71CYEoBKujlqRVTP2TTTc0uzLNwHkU5br0qgFmqOJ8RNkP39cpbH0kkYel4ixvuJfnho+5cb45pqYyaVAczSxyD8lg/MR9RfzL9afWH/LSYVNXhtoXXDnJBsXHOefOP/nq6yx/4j9h/5NzuyxBJqjiT1X9l/min6zALoXk2OWKFPCUtrcTBeNKyjdGF/bNaAjsUSMz1PSpkTTF/nX5UrzoyDqj1Nh8qF104COxBIx/2L+0SnRloSWT6w/sf6U7ZLWh4JYfzkVJh86bxrQkVgi1t9Yf5/c+ms2+lJIvpzKxRBLcj0agqH4+Zgf9QJK1QHBitIeJWLjihVAbwiG4udjfsT4kgf74QwZg4Wi2ppD5E+1CqA2BEPx8zE/0D7Gr3kCgpVM2aNEbFyxAugNwVD8fMyPyL/kIeqv1gkQLDJUrURsXLECqA3BUPx8zI+oP8lD1F+tEyBYZKhaidi4YgVQG4Kh+PmYH1F/koeov1onQLDIULUSsXHFCqA2BEPx8zE//hTrjzf6+rQVyBO23xzRkIKigWn5Xh9ksd7YupRe8TdV8tCyAgxcrArG8iHyA4Pt9B3jU9VK2Q7NEd4GFUT+OQO9+QBZrDemyJFDEkT+fTqRwpIiNS3f64Ms1pvIP9KDpMb6F/Mv1p9YfygDujQowCJRbMv3+iCL9cYMgj5JEPXHyUDm6hvx5PJfr+ibRd12gQFgbQy4xipCDJYjnbAhYnwtauQsW2QI1saAa6wixGA50gkbIvIf+S+LKmomW1QIrI0B11hFiMFypBM2RNRf1F/UH6aLWswQWA0YUGMVmTBDjnTChoj5F/Mv5l87bZ4357+60bcv0cz/ukpYAXArrBsDKHotNRvQDZ76xYdW1Hbb+qrvBrqMiisgUYwf+Y/6q39krJODUDuJWl/F3UCXUXEFJIr5F/Mv5l/Mv7ooGNQuIq2v0m6gy6i4AhLF+hPrzwtp/fEbfZ4A9MEWU2LIp3yE7YZAJlgzzeCyzYe8h6D0Fh5h25/7kYQYv/cqg80X3izJZZNRuGzzIfIf9RfzL9YfWghokcfywAuDLA60AYr1P85/pSLi/Bvn356r/Ha9iP2HZEPW0mZFhcs2H569/Zds9PGE5DmXJ2QWfHtK6NGaZk8Ooi9Y09pTxjPQyEeD6AvW9OIp4xlo5KNB9AVrevGU8Qw08tEg+oI1vXjKeAYa+WgQfcGaXjxlPAONfDSIvmBNL54ynoFGPhpEX7CmF08Zz0AjHw2iL1jTi6eMZ6CRjwbRF6zpxVPGM9DIR4PoC9b04injGWjko0H0BWt68ZTxDDTy0SD6gjW9eMp4Bhr5aBB9wZpePGU8A418NIi+YE0vnjKegUY+GkRfsKYXTxnPQCMfDaIvWNOLp4xnoJGPBtEXrOnFU8Yz0MhHg+gL1vTiKeMZaOSjQfQFa3rxlPEMNPLRIPqCNb14yngGGvloEH3Bml48ZTwDjXw0iL5gTS+eMp6BRj4aRF+wphdPGc9AI18s9Ff0Vd7TWw/FcuZNUKEC/ZhQmZ6rSTp2BlZZAj0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKtLfK9I5QBsrGKgvdQ3GEeRNUqEB7q0zvCGWgbKyy0D0UR5g3QYUKpLfBYBH9m1n05/zy98oaLgOYYW0MGLaqW2QVFkNHvwkb40f+o/54QvTPEPnrmo0Bw2I2da1VWAxlzL9Yf2L9j/OfrAf9K0SsP/n0ZHMDDIvVtGutwmIoY/2N9ffpX3/NFf1ShGxsQVo+F6eNoViX3GprAu5+UPTLAlXV8ZRSsOSDGqW2JhDj99yexQnSLEX+XV3mQrK5MYW1hFBbE4j6i/rT+8FRV1wgWiW13pRSsIQV52XamkDUX9Rf1B/mR5kZbHSWxPxz61LOlc0NcrfkVlsTiPXnmVt/zEbfv1n6hoBu3hj7PR3RmhaAbMu/4oZ+2ELgSOd0FETYwojxqUjcVXCTMUC2kf/u7wsgQa7knNNREBH1VxemmH8x/2L9kSVD1gqzYgCyjfU31l+6Yjv22cVFs4MS0gARcf6J8w/q6Emff+m+nVxTVFjNdLQ9abVV0NHXEPcmb0lTrnBhTTl3+ovx607C5VacTr6cBgmGLUG4sJF/SoxMnU4+o/6i/rCTdXNLnE69OA0mGGwJwoWN+UeJifmXq6NTT7H+xPoT609ZOLumM1+cBAssbAnChX0Brb9L5Vv0m4+b5uXTApTDpeA0Py6p4nRiDdG43Ii5noClYvzIf9QfNkPYFnUnoJ0zdXJVXSdOIeZ6ApaK+RfzL+ZfzL+8kth1oa4sgjqxhmhcbsRcT8BSsf7E+hPrz/9+/Wlu3bFTLM9F61ssk9uFC4U2oqaj/XsTNEOvVrRjWN/iGJ8z0JOSyL8kRY9Rf91PBzH/hlwtbCeU9S2O9SfWH8pAT0mAlBAdY/2J9Uf2aWXRyHVDddF7tb4tKOtbXLrqoaL+JCl6jPnH8483+vZTsxRKLqRSnZwxTRtXGOq2sp4pZVhNFuZVsbe4c93XT60xPieL8hX55wLiIuMDn1cz56tNYqztP/OWkiJd1J+kqTnG/Iv1B1fNYv3N60l+xPrLaeDlVdbYJjNltZUYa2P9rXUjCalpybmJ84/NiuI4/zz95x+5os9zVSaswvw2YEelb8lwkNvlBzdxjvD22AnroEvJUtER2Nb92DVxTlffCWei/HOZCnOzeP3d5A1hXE6d023QCWvS4/3XVOS0Rf11i2cI42rKOd0GnbAmPepPU5HTFvXXLZ4hjKsp53QbdMKa9Kg/TUVOW9Rft3iGMK6mnNNt0Alr0qP+NBU5bc+j+ltKfkXfFgO/1EKYkii0jWaR+EOC6JbCA9pI1++eo5e+r1Qght6zpYwPGULoIcEYXzJA6Yn8R/3F/MPKXdYLWlRsVehk0RU+6/Ij1p9Yf10ZcFXkg1RSqSeUlUYLID7WXzvTkKiYfzYrUi3ITfYyzo9Yf2L9cWXAVZEPUi2lZmzpqEJEdEV/EYXNJzmcC42wr/1td9ytw2RpbpZvPRNQbDGLqssXznNxyxV0CtinivaZxoP+3MV/2iFd/vMyj4EY3n3yY/zIf9QfJkKxxcT8k/WB0hHrD62xsf7G+SfOv3mzkR+y6eCjQKFxjP1H7L/yreVD9p8brvcKVMpQ68oqO/mRN6z8kCgfnRBxVGj1nyySvvMuOj+GDCIxCub7y8jguw233XGPNNJ2vNVmuey6Bcpn9qWp4aI0WJquKWY9HqUtt0Q/sEUjMSKb8SVTxKs+xpdkUOJMKiL/eZJG/cX8i/Un1t84/8T5F5sPsmXvEPsPSgX2UbCx/+IMLG7/ueF6LzcF1YU1nX1/vTL6KjRkgfnN6ex/u7I+Bt323LpjO884v9TuAx10I8TkIB69zUtrMvjgALlafnHZ6+0Ac1TlDsT4NR296Yv8c11F/cX8o/nRP0WoODjQG431Z+jKTIFYf2P9RQZ6p0+cf+L8Q4UR599n7Pyrt+7wvCzzD3M0W0/VCconQR80zSSAMKwKHGEcA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgzFa/jOtYbdELfDddCbqqkZapviIA2Nq4g0QyXNiNtEz1FQHAdkathEiGC7uRlqm+IgDYOlwHiWS4sBtpmeorAoDtjFoJkQwXdiMtU31FALB1uA4SyXBhN9Iy1VcEANsZtRIiGS7sRlqm+ooAYOtwHSSS4cJupGWqrwgAtjNqJUQyXNiNtEz1FQHA1uE6SCTDhd1Iy1RfEQBsZ9RKiGS4sBtpmeorAoCtw3WQSIYLu5GWqb4iANjOqJUQyXBhN9Iy1VcEAFuH6yCRDBd2Iy1TfUUAsJ1RKyGS4cJupGWqrwgAtg7XQSIZLuxGWqb6igBgO6NWQiTDhd1Iy1RfEQBsHa6DRDJc2I20TPUVAcB2Rq2ESIYLu5GWqb4iANg6XAeJZLiwG2mZ6isCgO2MWgmRDBd2Iy1TfUUAsHW4DhLJcGE30jLVVwQA2xm1EiIZLuxGWqb6igBg63AdJJLhwm6Ebl+mW/Qzbx6Qgc5/eyOMe2wQFtb82RsBWNOlgRploF6PIsfyI8aP/FMtRP3pVMCk87MHHqzMnvaoUQbqGRm4bPMj5l/MP6qFmH86FWL+ycqAlcJ7npVYPWqUgXpVoPcQ5Fh+xPoT6w/VQqw/OhVGWX+Woh/dydv9MqF4ZvUe+hVgYX1T/rWc/CUCmrz5K5EZ8YPkeN9kXve3hzzbfgVYWNuC2uSXFuNz9iL/UX8x/8r6QMtFrD9y3oj1l2oizn85CWVy9JshZ9jSbkg0zr+x/4j9F82RZ3//y1f03TRVR0H/zDcslPlvA/zl4GJVAoESHriwOgq8uMeDMsaP/Ef95Q+4Ugc6VTBBlPDAhdVR4MU9HpQYF1alECjhgQuro8CLezwoMS6sSiFQwgMXVkeBF/d4UGJcWJVCoIQHLqyOAi/u8aDEuLAqhUAJD1xYHQVe3ONBiXFhVQqBEh64sDoKvLjHgxLjwqoUAiU8cGF1FHhxjwclxoVVKQRKeODC6ijw4h4PSowLq1IIlPDAhdVR4MU9HpQYF1alECjhgQuro8CLezwoMS6sSiFQwgMXVkeBF/d4UGJcWJVCoIQHLqyOAi/u8aDEuLAqhUAJD1xYHQVe3ONBiXFhVQqBEh64sDoKvLjHgxLjwqoUAiU8cGF1FHhxjwclxoVVKQRKeODC6ijw4h4PSowLq1ISdG7dkUZoKlLHdXrR7oaA2hcjOujVtJ4WbqwSd1yM3+ziepLoKMlephjRIfJPKXQ5qo6rtUI7Luov6o+vUtWaGRtJ9WQNIzrE/Iv5F+tP/6xxa22ROC7W31h/Y/3tnzy9rMyeZqMvJOsVKvA0eZhzrPCyZsgxg0ZrdAoVxPg55/Q/ThKRf1nzOCc2MaaiBI4ZNGqjU6iAddaL/Ef++S9IVBlj3/1hq8aUWwcanUIFUX+UAZuNmH8x/2L+lTlhJ8ZY60onZgnTiUIFLLRezL/nzvxrNvrNQkpvLTaVthwEy1tu3/iupjKtmv2expayuPYEJNGxNdDidVU1o+qq0FIWq0CBRMfWqLicoKqaUXVVaCmLVaBAomNrVBzjUyrKv//MSeG89STPUhbXTAJJdGwNtFF/bbbY70mepSyumQSS6NgaaCP/bbbY70mepSyumQSS6NgaaCP/bbbY70mepSyumQSS6NgaaCP/bbbY70mepSyumQSS6NgaaCP/bbbY70mepSyumQSS6NgaaCP/utEfnjB8kcAoFCqoGWU0jM9BxGClqfeEQ0S+SGoUChXYBoSH8VmGGKw09Z5wiMT4+YusJkMKFdiEER7GZxlisNLUe8IhEvmP/Ef9mRmiUIGdMISH8VmGGKw09Z5wiMT8i/kX88/MEIUK7IQhPIzPMsRgpan3hEMk5l/Mv//t/KON/iKqMXPdXitOga06h70CHwiKxAXJKTem4s89tSMnrPNAJ0RVtsi3jPFlQYj8cwZccUT9xfyjNY7+i/WH0mCWe7PgysKh80ZBu+yq7xWx/sb6mzdk5eGKg5w4/8f6E+vvs3b+0Sv67YJfl+2KMIfVusmsbGeLDplYe6xtYnxkSXJSs16RzRZj30TDLQ1frD1qEwJQCVdHrciqGfsmGm5p+GLtUZsQgEq4OmpFVs3YN9FwS8MXa4/ahABUwtVRK7Jqxr6Jhlsavlh71CYEoBKujlqRVTP2TTTc0vDF2qM2IQCVcHXUiqyasW+i4ZaGL9YetQkBqISro1Zk1Yx9Ew23NHyx9qhNCEAlXB21Iqtm7JtouKXhi7VHbUIAKuHqqBVZNWPfRMMtDV+sPWoTAlAJV0etyKoZ+yYabmn4Yu1RmxCASrg6akVWzdg30XBLwxdrj9qEAFTC1VErsmrGvomGWxq+WHvUJgSgEq6OWpFVM/ZNNNzS8MXaozYhAJVwddSKrJqxb6LhloYv1h61CQGohKujVmTVjH0TDbc0fLH2qE0IQCVcHbUiq2bsm2i4peGLtUdtQgAq4eqoFVk1Y99Ewy0NX6w9ahMCUAlXR63Iqhn7Jhpuafhi7VGbEIBKuDpqRVbN2DfRcEvDF2uP2oQAVMLVUSuyasa+iYZbGr5Ye9QmBKASro5akVUz9k003NLs538wC1e5XJdGLdAcTYyfIPv54xqNpR/p87hEjPUTE+WpxfhylS3yb66JmVoSaI4mFvVHyeB8xPyL9SfW3zj/lJMqm7w20Lrgzsk2LjjOv3H+lS81x/lX/yZl9hgCzdHEniv7D3NFv1kA3IvJMUuULamltLnZrmpcQenG+NquAR2JJWJ8npI2JZq+yL8uV5ofBVF/nAqTD62bBnQkloj5F/OPTom2JLR8Yv2J9adsl7Q+FMT6y6kw+dB504COxBKx/sb6++TWX7PRl0Ly5VQuBliS69EQDMXPx/yoFxCqDghWlPYoERtXrAB6QzAUPx/zI8aXPNgPZ8gYLBTV1hwif6pVALUhGIqfj/mB9jF+zRMQrGTKHiVi44oVQG8IhuLnY35E/iUPUX+1ToBgkaFqJWLjihVAbQiG4udjfkT9SR6i/mqdAMEiQ9VKxMYVK4DaEAzFz8f8iPqTPET91ToBgkWGqpWIjStWALUhGIqfj/nxp1h/vNHXp61AnrD95oCGFBQNTMv3+iCL9cbWpfSKvymSh5YVYOBiVTCWD5EfGGyn7xifqlbKdmiO8DaoIPLPGejNB8hivTFFjhySIPLv04kUlhSpafleH2Sx3kT+kR4kNda/mH+x/sT6QxnQpUEBFoliW77XB1msN2YQ9EmCqD9OBjJX34gnl/96Rd8s6rYLDABrY8A1VhFisBzphA0R42tRI2fZIkOwNgZcYxUhBsuRTtgQkf/If1lUUTPZokJgbQy4xipCDJYjnbAhov6i/qL+MF3UYobAasCAGqvIhBlypBM2RMy/mH8x/9pp87w5/9WNvn2JZv7XVcIKgFth3RhA0Wup2YBu8NQvPrSittvWV3030GVUXAGJYvzIf9Rf/SNjnRyE2knU+iruBrqMiisgUcy/mH8x/2L+1UXBoHYRaX2VdgNdRsUVkCjWn1h/Xkjrj9/o8wSgD7aYEkM+5SNsNwQywZppBpdtPuQ9BKW38Ajb/tyPBMT4vVcZbL7wZkkum4zCZZsPkf+ov5h/sf7QQkCLPJYHXhhkcaANUKz/cf4rFRHn3zj/9lzlt+tF7D8kG7KWNisqXLb58Oztv2Sjjyckz7k8IbPg21NCj9Y0e1Jw0aNPpHvOuiKlRUultT/yxrTsaitpe8mNJEeKqSy/dvy8EOWgrszSfM60G9K8a2elFTZ9eVp9x821zw5AX7BG4CnjGWjko0H0BWt68ZTxDDTy0SD6gjW9eMp4Bhr5aBB9wZpePGU8A418NIi+YE0vnjKegUY+GkRfsKYXTxnPQCMfDaIvspdfcXm67dbb0kc/+lHuC6Hf/e536cppU9Odv78rvX3nd6Txm49L37vke+mXv/xl2n///dOqq67K+mnTpqVfX3992nOvvcbk3BPFILAm6CnjEZx+1fR03fXXpT0/vGd6yUtekubPn5/OOOOM9Pott0yv32or08tiILqFNXJPGc9AIx8NUl/Tpk9L11/367TX3numVVeRXObO/DDGM3C0QU0r9AXbExLKCAw08tEg+oI1vXjKeAYa+WgQfcGaXjxlPAONfDSIvmBNL54ynoFGPhpEX7CmF08Zz0AjHw2iL1jTi6eMZ6CRjwbRF6zpxVPGM9DIR4PoC9b04injGWjko0H0BWt68ZTxDDTy0SD6gjW9eMp4Bhr5aBB9wZpePGU8A418NIi+YE0vnjKegUa+WOiv6Ku8p7ceiuXMm6BCBXrSqoycyBY+OC/N3PM07uZVX/hIWm79tcozGKTHZtyTbp34tbTUssukjU7dOy33Z6vphn4w7/F088e+lBbM+WNa58Cd06p/tym1qx8E7jr9ivTwpVenlbbZLK13yDuHjt98PihjZ2OfaaF7KI4wb4IKFWhvlekdoQyUjVUWuofiCPMmqFCB9laZ3hHKQNlYZaF7KI4wb4IKFWhvlekdoQyUjVUWuofiCPMmqFCB9laZ3hHKQNlYZaF7KI4wb4IKFWhvlekdoQyUjVUWuofiCPMmqFCB9lYZP8Kdd92V3vf3f5/22GOP9PGPf1zHv+OOO9KHP/zh9Mgjj6Q1Vls97X/ggWmnnXZM79lll3T7HbenE074TNr2zdvS1BukY489Ln3jG9/g/zfYYAPu4xjiLjLcsPHLKzTGKgttqOOPOy59/cKvp4su+mZaf731efxPfepQ/vDxTeJWWjlfMKgNgGBzjxaXEYzpifZQ3IB5E1SoQMeqTB3/2GOPTRdSjr550UVp/fXptdROCx5OVanpWaGCMcf3g8CrbcFoJ0oUwFKjV6hAm1amvv62O/Gt0o7To2ap0StUEONT2vK5rmbE425WrbJEeyiOMG+CChXouJWJ8W0uIv9tBnqy00NF/VEGOC8mOQoVFMlgEf2DWfTn/LpPxpZZs48msDkADKviDrAKi1NawBv9U+nHfZZKrz5VNvpWcfcp30tzrrwhrTj+lWn9f3uvjnnPGVekB753TVrpr9ZP6x/1AX3uGPru076fHrr0mrTqNq9J6xzyDqKxpbe9Q02/SfssvX55BjF+5P/ZmX+ov4kTJ6ef/uTH6bLLL08rrrSSzpavX3ABb+b3/MhH0n77fYzm2dIc+/nPf55+/T//k/bYfff04uWXZ+7YY4+hTf5FtPmuG9bjaKN/4TfKhpw3sU/N/DuON/oX8uZ4Peo3z+7bb5+V3vOe96bd6TkdSB9I6sOOaTEUz+78y3m78MKL0re+eVHKr6X/GQ7fqPXp8crEWoXFUD27rz+fSWL+P7vzP/If+X829n9Yn6L+nv76M1f0y0mAjT0hWD6/NTaGk8WSW21N4ImH5qVb9qIr+oRf+YW90ovXf2npXlQLH3k03bLfl9PChx9N639yl7TSVq9Oj918T7rtoK+lpV+8bHrl5/dKL8pX+puHbPSvTav8zaZp3YPf6aJ2fHc/Kl4XC1RFbQtWSoHrd0kdbU0gxq8fwXyeNUuR/6e5/h58YHbaYfsd0lve+ha+Ki/DSf4/9/nPpbPP/mr6r//6avqL1/xFebPse1Or/thjjk3fuOgbcpV9/fU4cOxxxF1IHG1i+cp7fTf57R61/o8/7nj6AHEhf7CoV8FT2nPPPdNtt81KP/jBFWnZZZetT84gffYERh3fVq3peolgO/7xJUc5d+uvv0GZBqqiPgtWSsESjdeKtDWBP4XXj0sw/nXqs4zXH+8/1QBViZaEgra0l8jX1gSi/u1KVjLDRrMU8w+FpylRsET11oq0NYFnsv7MRt8/JX1CoJsnZr+nI1rTApAtXbGhiVoX9NyhCOSKvty6sxHduvNivXUHikRX9H+T7qIr+8utvVra8LS90x2fOjc9OuPutPY/vCWt+a5x/OykNwya0t2n0hX9y2mjvxVt9D+589Dx8dL6bO2tRImwb8xT8fr7xgUX49tFiLIS+e/U39VX/yodf/zxaaNXvTodd+zRlCSZZb/4+S/SZ076TJowbkKafPCkMev/W9/6VjrqqKPSkUcemXbccUcuv9mzH0gf2/djafb996eHH344veIVr0grvHj59ImDDkzb0D3w//Ef/5Guuur/pS9/+Ut0P/4qPJuPP06uTPMVfb6dJiXZ/NOGnG6n2UBvS0np0ssuSVdcfkX6Bd3nv+6666Wttno9b9Jxv39+Ern+87/jcc4559B3BKal3/7mhrTOBuunvT+yV7rm6mvS179Ot7t8M2+OcRV8QM/nK+n0009Pp516Wtry9VtKJ3RbUd/6c8ftd6SDJk5M73jHO9KCBQvSd7/73XQ/vd7Xv/716ZBDPpn+cP8f0mdPOSX95je/Sauvvnr6uzf9Lb/+Zcqlrzz/8y1NX/jC5+l1/Crdd+/daYMNXkmvZav08f0+npahWw7zi7j9jlk0zqS0M40zd+7cdDn91eTe++5JP/nxT/MrpA9X9GGIbt2xfwm58YYb078feQTds79KOvHEE+U7D9TXJZdflq74/uXpl7/4ZVpnnfXS1ltvRXn7cFqFviexFGdsqXTyySfTX2d+mg7718PTGaednq7/9XXpI3v/Q/qHvffm8eSQs+tXZBNk2FEQEetfzVqs/5SLUkJSK6ZiANn2z7+aybbyxEcXGiUi6q9mLeov6u9JzT+6byfPKTpNNKdDW0k62yro6GuIe5OSbKYr3GIXPDiX7tE/nVvmK/rL5yv6eJjxZx1+QXr0ull8D//jt/+BvmS7TtrghN34VgLIrb37tMvTnEuvTytvs3Fa95B31VAzPp+Jywmv83rM+LWDijr6GiLUGUiiHRrEs5P/+jxj/M77+Rx5/z/xiU+kH/3oR+nTn/40b1rzF1N33fUD6d57/5DOPXeKXCVGbaLcYKlOJ08+OE2dOpXveX/lhq9k5ZyH56Sjjzo63TxzZrr993ekLbfYMq1Cm858D/9rX/vadNhhh6VLLqXN+ve/T5vgNbiN37DmK/pL0Sa2uZ2Hxr34u99JR3z63/k++s03/+v0+9/fmWbNmpXGjR/HG3S9Ek/5/8///M906umnpeXpQ8a4cePSPffck/KXg/MHjzvvupNud/lmWi9/qCiPH//4x+lf/uVf0gc/uAd9UfgAYvWFigIu2Ztvnpl23W3XtPbaL+MN+PgJ4+l53J5up+fyV6/9K/5i8pprrJE2evWr0tW/ujo99NBDaW/aLO+3337c18JFC9OuH/hAupW+wLzxxhvzc7rmmmv4g9EOO2xPH57yB69Bmjnz5rTbbrul3NdDDz6UXvnqjej7Dmuk0+h15bh+t4Gu6G9AV/RnzJyRPvaxj6Wl6TapM+hDy6up7/z4zsUXp38/4oi0Et1atfnmm6c76H254/bbKS/j06mnnqp/wZg0aVK68sqpac01X5qeeOLxtMkmm3Jd5A80mg7kQYkceubX//qEYvzIf9Sfuxz6HDn/8OLUOWCBgS0CuLCx/lBi5NPy0z7/+Rb9vNs3j3zXPh6LFlWvIkSr7cQaonG5YeYWPPTHAX2pdmCfh9Xm8eff+eDgxveePPjNzp8Z3LjLyYP5t8+uAxdk2yx8/Anud9Fj81Vn4yCZ6wlY6ul+/fZ1u+eF1/U05z/GR9arfS69//fde9/gzW9+8+DN2247ePDBBwdnnnnmgDatg3OmnFNfECH7mhDI3Ic++KHB1ltvPVi0sCqATvnsKQPaYA9m3HQTNwF/2KGHDsaPHz944IE6D48+5pjBBOJm3TZLuicxbfRZRxtoHv/OO38/oCveg5122mlAV8/lOZHuiCOOoLYTBmeffbaOQxv6wRZbbjHYll7Xfffcq/yXv/zlwYRx47lfui9fxqJjfm5/+MMfmD/4kIM7LxjPHQ1mzJg5GEfP941veOPg5ptvZvrxxx8f7LHH7sz/8z//84A284M8/2+n15Sfyx6UKzzoSv/gQx/64ODkk05mKvf/xPz5g+22226w9TZbD+Y/LmvPjBkz6DlNGGxFOf7Zz36K5trmmKMlR/QBg5/HW96y7eCt1Mctt9wiGhr/rt/fSe23Guy409s5b+jkyCOP4Neb84bXN3HiRH7/9//E/oP58x+HVONKEOA2aGgClor1r2ajIpOsAjuxhmhcbsVcT8BSkf+ajYoi/20GOrlpiMaN+qMMcE56EmOp58v8o7+O24d9iZm3vsWlTQ+FNhKiY5/GbF7t6F2xNF5IG/YZHz51cMPOJwxmfui0waJHywa+r+8yoITo2Kd5kuPLc+zpqIfCgBKiY58mxvdvu3ptsqxvcWnQQyHhEqJjn+Z5lv9LLrlkMJ42v//08X/iDeE+++xDm9T8whf/+umWksFOb397b0JPOeVk3kjeNCNv9GsisdGffX/d6OcNa96s3zbrNu4rq4855mh+XtiQX3LJpfxhgG5VKeOJmfPww7w5nTRpovIXX3wxjT1ucN555xWujE/mXe98Jz8v/VBRFAsXLKRN+rhBfv2ipmNpph1nQLmhK+fcx0EHHWRCiwZ0WxK/DvorRxZqbJdd3s0fqJTIoIaVPqJsvn93660smHHTjMEE+uBFP0Wqmjw+HsfQB6T8gYN+MpQ+JLx1sP322w/oZ05LWHT01xPOBd3eg2Zs5zw0h18DXcVX/qCJBzH3mxtuII7a16FUY8evZEat2PoWl1Y9FPqQEB37NOb1x/g2A22yrG9x5J8z0JMSFJyE6NinifqzRWdwmyzrWxz191yrP75Hn5403QaDezbz31Xyw96AJ39raSLlDy/6dxhqYzF3IgduSAcdw8Ryq8WMf88Xr0gPfvca7j23XGuXLeh39//uGRsf/8IXvwwa32YK98bm5/V0vf4YX+oq8i9V1ld/kydPTldO/UFaYYUV03nnn8+3koi6lGWeLT3z7w1vfENad511E22oi7xm+bOf/VyacvbZacp5U9ImG2+q8+/www9Ll15yKf9Kz5prrE7t8m06x9JPacr9+PiC7HH805H0Szx0D/r69AXdUz772TTlnClczptu9hp5YvRi6GSc6K8GaXW6veVyug89P06ie83PPee89KUvfjFt/rq/JkZmWo4dfPDkNPUHU+ne/4vodhe5TSjzef79Ld1L/7KX/1m64PwLhBKaY/b18y01u+6adt9jt3TAAQfq+nfWWWems754VvrSl76cNv9r+jc4uPQGdNvSh9Jdd9/Ftzkh//lnSb9HtyL9+n9+Q7f2zEnz5j6cZtG9/3mByONvtNFGcutOHmf33dKBBx1Un1NB8qs736BbdeT17bffvnyLEHdSnvspnzs5TfnaOfxUNttsM3kZ9LzyPcszbryR8rYm3/ufn+ykSVQH065M06dN59t8eBh+S+nQ8/7zEItZf2P94SLg/Od84f2vrGc45/YQ+adsRP3F/MM8sZODKiPWHz3/8Dzh9JRc8SJTV5ocQhYr6xmfXfLy1MufTHgFK/9cpPZre+y07BK5XX7wkM4R3h47YR20bJuN4I+/+X2a9anz0jLLvSitf+T70qx/uzANHp+fNjx5z7T8RvWeftOkkys7dsZOC+JP9PW3z32Y716Tc7otOuFMxOvPSahTIacN8yfjxTxcTp3TbdgJPwX5P5m+ODplypS0ysorpwvpi6prrbXm0Odvx99227ek1VdbjTbNF9IT9a//s5/7bPra176Wzjn3HNrob6Iv5HC+R/+ydPn3L0trlHv0jylfKuXfgy/3zR9z/DHpIvrpSPzqDl295i+dbrzJJmnDDTdI+cc68525tNKn3864MY173fh0KPWdS5G19Gs9X/3qV9Of//mf69gZYPyL8pdxy1h4TX+zzTbpVRu9mn8taNj7l7Uz6fsHu9O987vvvkc68AC6n7/U/5lnfTF98cwzaaP/JfqAUf+xvQ/u8UHd6OfncOONv00f/6f90sNzHkkvW3vttOlrNuPvMfw3fak378AvuOB8+pJ03ujPTLvRJn/33erPfuK55vLie/QvpNwvTSy1W2HFldJ/0XcT8ocEPH+6LSp9i77QvMkmG6cNNtyQac4bPeff3nhTGk/fX/jUYYfmp5Um53v0p05L0+kf4pJ/T4Bpd7DjcyATMf9zEp6z89+9p85xb72+3Rno8hbvf9R/zH+eEToV3ATJztgPN+Wc023XCeugT+P60/2DjGUyLr43+fMBP4QeEjSiRejHtMp9l5ZQkq3MIrrP9eaPnsW37Nx/0c9Z84dv/WJwI93C87sDvkpStH96xpfn4vuuz06esvheY16MivBMlWDgWR/LXu7X9108kWrUazQIQGE/EnrxrMgRy17GxfdGpBodEoSKwn6kom9YkSOWvYyL741INTokCBWFn8/jX3fdtYMttthisNuuu/FtG+42kZyDMV7/e977Xr6vHKnSfBMht+6MG9yU79E3KdZbd2bPLvQiuk2H7jWn24foi7XaVb5vP9/Ln2+xyfnPt+xk/7LLLy0a/64IKQPRRpm04wYXX/xtS/N4u+26q/RLY4lajo/+8VHm8/317kFhP5LcujOB+j/xxJOc9MyzzuA+rrnmauJzv9I3bdT51h3xBgP6tSPWnXtuvrWosGQ++clPMv+7co8936NPeTnxpBPNOOhl0eDoco/+j3/yk8G3v/1tuoVp3GCXXXYZ0C/06PicN+rjsssuw0jal/RUx+d79CnH87h9kVG4ff0S8Sw47ZxHq31nvngqEd9rNAhAYT8SevGsyBHLXsbF90akGh0ShIrCfqSib1iRI5a9jIvvjUg1OiQIFYVj/JIjzgmwz4qkC7HsZVx8b0Sq0SFBqCjsRyr6hhU5YtnLuPjeiFSjQ4JQUTjGLzninAD7rEi6EMtexsX3RqQaHRKEisJ+pKJvWJEjlr2Mi++NSDU6JAgVhZ/t8elimjxJPpbni+cHO4RGeLHWtc9OhyiU4weDe79y5eCGd35mcMv+tKkvXxZcRPfh3rzvl3nzP/vbv1js2Fngun0S46Nz1x7kk7CufYzf84b0v/9IscsfyCdhXfvnWf4fe/wx3hj+7ZveNPjDfX/4/+x9B/xlRZFuD0lUMgJiAAQE3LcqDgMIKItKcld0UYmDJMFdfK5P0goK7E8lKkFUEBDDGtBdCa4IKPokrIqgknySBgSGFWYUmCHDpPuqq/qrrupzzn9m/pKpq5z66quvu+6t292n7/mfe2dEv4jDG83zzz9fKzTW69933334Q8LDjzzSvC95o38SbTwnjW6i+8zt45Ply7j33Xev0sf0bPTz5j9/QfeOsvm/ge4bz1+k3WP3PUePP/54aTtvNH369NFBdJ/5aV8+Tfu7/vrf8+t4/w47jB6hDTweP/3pT5nnDxDl+wCI5S+wZv7f/u3fQLHte/3yJdm6AWcNHc7IX2amPugXdLSPHKN/HIy+GPw25WRDPXH0u9/9Trm7/3Q3fxjI7fFl2in0Zdx8D/4JJ5QPFLkzTibNjsrfY6A414j4o44Sf//99yedCP9ww41Ux4mjPffcw9SN1sfp00b5/vzTTqt1w0ZfPihIDpNOcneI8pQcry/LPt1KLgRy3WanQ0R+LomrSy3wAF0F80GufXY6RNSfS+LqUos6QFfBfJBrn50OEfXnkri61KIO0FUwH+TaZ6dDPP/rn++Pkod78SARK0EyY8maVuxWvf9M09FWIYcevfnu0Q3vOX50I/332K3TRF7yP3zN7bTR/9zoph0+P5r15wc7XVmidrtw+W0fOOHmF1/7c4pBp+ojf61FT7nGCuLLU6QZS9bTq9E/P+t//OeO543if/zHf/LLv4+usm9BG9ItttiCN9C1Xv2v/3Of+xxvxuknJDvlo9uBOHbzTTdJrNRfNvqTRjkXHkcffQw/D3tFP2/085dj86/u5HcuPxdcCd9pp51G9LOQoy984QujrelXZvJfA35y8U/QHdsjjjiC8+/w/vez7vDDDh9tutlm/NryL9nYXLnBBRdewM/hW9/5tvYz9Pqx0XcbcGqVf7Uob8ztRj/Pf/oXd0dv2+JtOp6+//2zOde76YvB9Nv9o5NPptex9db8C0YT6cu32OjfXH5154Tjj9e2+uQI4MMQvlhMP4862mOPPbhvun1IpJSf60Y12lHr9kX+SwzXja7045E3+jk/NvpDrx96tVWolIKYf1IKqtFYZdJ6GVD1/fNPpVWolIKov5Qi6h/jTyfFgoE6rV7Y8y/VQjSF48VlMDr2gMvN8F/TrbilXzIFdVR//Og3aDN/3Gj61y/txDIx9agf8FX9Px3/o24cuYc6R9Yx8svmfrAD9NDNnZnIX2vQW6FS16j/8DhagPl3/fXX0y+6TBrtvvvuo7lz52ql6V+j5Y3zAfvbX5TRcBmgYn595ZW8qfzGN75hBfT+zaPN6+c5xrfumOgRhx/Om2G70acv43JO+oeo9L0/5uhjuf1ddxFXHvPoeeZbgt7znveQfiL3s9127x5deOGFkIil/E/QXys+9alPjd7xjnfwhj//DOipp355RF/y5XZTp+YPEPVBv/3P+abmDxaYgzVs0Dz+Kcucn770a3i5op//CnHdtdcSX8Ypod0mT+af+oR4Dr+Ok0ab0QePfEU+3zpF/0AYPTd6zbQhv/2Pt3Pz2+inO/OHkpNcntIvGfpuQ6dG+S8cW225JfU5aXTVVXLLotTtJK5bfn75w8h22203uqipW77Cn/M/8nD3LzR47vq6KH95JjUEtADjD9KOzZ3iv04wEyUrmYK6qshf69StznDdsha1Hy6u9Bj1H65jjL8ykGSotMfBoZWFMf5qDdrCsV+q9zTOP/oyLv3kBb6Ww18K8F8e8FTxQML6JuRJAGFYlTnCOAZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJsztn7uy01ZZb07+0+sr07W99W5cCaH3b4oGEhVitBBCGbcKJPijQvyC7SFpu2fzLPfToCIWiDx1p2vTpaSX6gvHiiy9RdUZPH3TStttuy/+Kbf4ibH4hCMNyjk4eEzUQWk8VDyRZuk7E/5DXCvSLQUsuuWRpJgIjwworcQTYM46BY+WnnzVNi9C/vLv8sst13i+bAN3Bok8tzDjza/tOx8ggAYRhEdX2kZ8qYKpjIGrlqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBBmmz9b8LfvHasteoHvpitBVzXSMtVXBABbG3eQSIaF3UjLVF8RAGwnayVEMizsRlqm+ooAYGu6DhLJsLAbaZnqKwKA7WSthEiGhd1Iy1RfEQBsTddBIhkWdiMtU31FALCdrJUQybCwG2mZ6isCgK3pOkgkw8JupGWqn9G36Sc0T6af0jzre/TrOmvTr+voz3F0UjMhrWsfraobaZnqKwKAbTs1vki88JJLLqGfljw40S0u6e3veEfzErzWbq40AgBr8rVQJLnN5MgAAEAASURBVMPCbqRlqq8IALZNanyRDAu7kZapviIAWJOvhSIZFnYjLVN9RQCwbVLji2RY2I20TPUVAcCafC0UybCwG2mZ6isCgG2TGl8kw8JupGWqrwgA1uRroUiGhd1Iy1RfEQBsm9T4IhkWdiMtU31FALAmXwtFMizsRlqm+ooAYNukxhfJsLAbaZnqKwKANflaKJJhYTfSMtVXBADbJjW+SIaF3UjLVF8RAKzJ10KRDAu7kZapviIA2Dap8UUyLOxG6Dfa8l8STB8EIQOdz/qE88eBAnEWhVLaw4P1vcLTKAP1ECYLLtv8iPxRfxoLMf50KjzZ82/O3Dlppx13oivmK6XTTv9ynXPPkfmXn/+OO+yQVlp5lXT6aXj+/OQ7B6wussyoZ3Tgss2PWH9i/aGxEOuPToUne/2ReYZjzL9a6Fh/tBYx/7QU45l/E/L9VPgNZUy1Povp52NgYZto7pr/kZb8U/0T8PzceWP4hNv0RW4+5foH8sI20cgf9Y/xR5Ni/vNv5swH0wMPzEyrr766n0TFG5hhFG0+/ZvW+RrC0zH/582bm+gLv+llK63E/44AnsLTlZ8XtL7V6Wl6/ZF/YHRG/Z+W+RfjL8Zf7+4s5t+zZv7xFX03TNVRgPPmoIWS3ld6YTTti9UGECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUQKOGBC6ujwIt7PCiRF1alECjhgQuro8CLezwokRdWpRAo4YELq6PAi3s8KJEXVqUk6Ny6I43QVKSO6/Si3Q2A2hcjOuCvMH0NXK4icFzkl09TfcXr5aR6OcSIDlH/vusPUjw31ko9HRfjL8Yf/5WoDI75Ghk9WcaIDjH/Yv51/zotA8mtNWVsOS7Wn1h/Yv0pM2NBjMyerGREhxfi+tts9GtRpCpaHq2oUeiVexSw56/XpZ1tpV31AKNTqID11sOax5wNdHoeM2jURqdQQeSnCthqRP3lnMM1sYUxI0rgmEGjNjqFClhnvah/1J//gkojo/wL9mYsWWhHjeVbbHQKFbDYejH+YvzF+KsbyNj/tOsJfLtqgOuzRqdQATewXqw/C77+NBv9ZiNHpR268gClLXzfWwdOdFXNqLqQ+Y1k5I/668hoQTui2rj3W3WMv/7NoZ2SFvtqZq+taFdhmVbNfk8CS1ls+xIs0bE1tVWrZr+nsaUsrj0BSXRsDbTdanG7nsaWsrj2BCTRsTXQRv62Wuz3FM9SFtdKAkl0bA20Uf+2Wuz3FM9SFtdKAkl0bA20Uf+2Wuz3FM9SFtdKAkl0bA20Uf+2Wuz3FM9SFtdKAkl0bA20+VxffnVnuAG+yGcUChXUHhkN8TmIGKw09Z5wiMgXeY1CoQLbgPAQn2WIwUpT7wmHSOTPX6Q2FVKowBaM8BCfZYjBSlPvCYdI1D/qH+PPzBCFCuyEITzEZxlisNLUe8IhEvMv5l/MPzNDFCqwE4bwEJ9liMFKU+8Jh0jMv5h/f+38o42++Qez8sjSEafAjjqHvQIfCIrEBckpN0bhzy21IyeM/FoOBbVUDfKKqL8siDH+uAJucJAT84//PBnrD5XB/ZnWDZRYf7UcCppVt7peEetvrL95Q1oebnCQE+tvrL80OJ6p849e0TcrPI/UumxVhDGs1g1mZetnhUJBJtYea5vIjypJTWrVK7LVYuybaLil4Yu1R21CACrhataKrJqxb6LhloYv1h61CQGohKtZK7Jqxr6Jhlsavlh71CYEoBKuZq3Iqhn7Jhpuafhi7VGbEIBKuJq1Iqtm7JtouKXhi7VHbUIAKuFq1oqsmrFvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4peGLtUdtQgAq4WrWiqyasW+i4ZaGL9YetQkBqISrWSuyasa+iYZbGr5Ye9QmBKASrmatyKoZ+yYabmn4Yu1RmxCASriatSKrZuybaLil4Yu1R21CACrhataKrJqxb6LhloYv1h61CQGohKtZK7Jqxr6Jhlsavlh71CYEoBKuZq3Iqhn7Jhpuafhi7VGbEIBKuJq1Iqtm7JtouKXhi7VHbUIAKuFq1oqsmrFvouGWhi/WHrUJAaiEq1krsmrGvomGWxq+WHvUJgSgEq5mrciqGfsmGm5p+GLtUZsQgEq4mrUiq2bsm2i4pdnPt+7gU4br0qgFmqOJ8RNkP39coVz6kTbnJWKsrziXpxb55Spb1N9cEzJjSaA5mliMPyoG1yPmX6w/sf7G+aecVNnktYHWBXdOtnHBcf6N8698qTrOv/o3GbPHEGiOJvZc2X+YK/rNAuBeTI5ZomxJLaXNzXZV4wpKN8bXdg3oSCwR+XlK2pJo+aL+ulxpfRTE+ONSmHrouGlAR2KJmH8x/+iUaIeEDp9Yf2L9KdslHR8KYv3lUph66LxpQEdiiVh/Y/1duPXXbPRlIPnhVC4GWJLHoyEYip+P+VEvIFQdEKwo7VEiNq5YAfSGYCh+PuZH5Jc62A9nqBgsFNXWGqJ+qlUAtSEYip+P+YH2kb/WCQhWKmWPErFxxQqgNwRD8fMxP6L+UocYf3WcAMGiQtVKxMYVK4DaEAzFz8f8iPEndYjxV8cJECwqVK1EbFyxAqgNwVD8fMyPGH9Shxh/dZwAwaJC1UrExhUrgNoQDMXPx/x4No4/3ujr01YgT9h+c0BDCooGpuV7fZDFemPHpfSKvymSh5YVIHGxKhjLh8gnBtvpO/LTqJVhO1gjvA0qiPpzBXrrAbJYb8wgRw1JEPX35UQJS4nUtHyvD7JYb6L+KA+KGutfzL9Yf2L9oQro0qAAi0SxLd/rgyzWG5MEfZIgxh8XA5Wrb8TC1b9e0TeLuu0CCWBtDLjGKkIMliOdsCEivw5q1CxbVAjWxoBrrCLEYDnSCRsi6h/1L4sqxky2GCGwNgZcYxUhBsuRTtgQMf5i/MX4w3RRixkCqwEDaqwiE2bIkU7YEDH/Yv7F/GunzfPm/Fc3+vYlmvlfVwkrAG6FdWMARa+lZiO6wVO/+NCK2m5bX/XdQJdRcQUkivxR/xh/9Y+MdXIQaidR66u4G+gyKq6ARDH/Yv7F/Iv5VxcFg9pFpPVV2g10GRVXQKJYf2L9eSGtP36jzxOAPthiSgx8ykfYbghkgjXTDC7bfMh7CCpv4RG2/bkfCYj8vVcZbL3wZkktm4rCZZsPUf8YfzH/Yv2hhYAWeSwPvDDI4kAboFj/4/xXRkScf+P823OV364Xsf+Qasha2qyocNnmwzO3/5KNPp6QPOfyhMyCb08JPVrTbOEg+oI1rT1lPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfHwQfcGaXjxlPAONfL7QX9FXeU9vPRTLmTdBhQr0Y0Jleq4mae4MrLIEeiiOMG+CChVob5XpzVASZWOVhe6hOMK8CSpUoL1VpjdDSZSNVRa6h+II8yaoUIH2VpneDCVRNlZZ6B6KI8yboEIF2ltlejOURNlYZaF7KI4wb4IKFWhvlenNUBJlY5WF7qE4wrwJKlSgvVWmN0NJlI1VFrqH4gjzJqhQgfZWmd4MJVE2VlnoHoojzJugQgXaW2V6M5RE2VhloXsojjBvggoVaG+V6c1QEmVjlYXuoTjCvAkqVKC9VaY3Q0mUjVUWuofiCPMmqFCB9laZ3gwlUTZWWegeiiPMm6BCBdpbZXozlETZWGWheyiOMG+CChVob5XpzVASZWOVhe6hOMK8CSpUoL1VpjdDSZSNVRa6h+II8yaoUIH2VpneDCVRNlZZ6B6KI8yboEIF2ltlejOURNlYZaF7KI4wb4IKFWhvlenNUBJlY5WF7qE4wrwJKlSgvVWmN0NJlI1VFrqH4gjzJqhQgfZWmd4MJVE2VlnoHoojzJugQgXaW2V6M5RE2VhloXsojjBvggoVaG+V6c1QEmVjlYXuoTjCvAkqVKC9VaY3Q0mUjVUWuofiCPMmqFCB9DYazaN/MIv+nF/+XlnDJYFJa2PAsFXdIquwGDr6TdjIH/WP8ccTon+GyF/XbAwYFrOpa63CYihj/sX6E+t/nP9kPehfIWL9yacnWxtgWKymXWsVFkMZ62+sv0/9+muu6JdByMYOSMvnwWljGKwLbrU1AXc/KPplgapqPqUULHhSo9TWBCJ/z+1ZXCCtUtTfjcs8kGxtzMBaQKitCcT4i/Gn94NjXPEA0VFSx5tSChZwxHmZtiYQ4y/GX4w/zI8yM9joLIn559alXCtbG9Ruwa22JhDrz9O3/piNvn+z9A0B3bwxt0+dRlehs0r+lbZFCOdPZvzI9CL03zz6L/P5C7gcKAfiJpA2y/ofFKMvAuEqS9bkVPMWyf0QyP+n9pE/VzDqn8dXjL+Yf7H+xPrL55O8LMb5J86/sf+I/ddTvP9c49Wr8j5WdrNm/c0wr0N9+UsLXqsGDtzUxoiwH4zs9+RFa1oAsi37b9pQZ7dsF8123PZkExZ8+1130+Yqb8h7gvxCdKVlAfdM2pGj+ZlwQdzPXfGunmqU+0fBuBcky2UdRf6of4w/TAk3DTPpJpp80CY65h+VhjcAuWC5TrTA5LrQmqOXI2L94RrF+hvnnzj/lmUiLxe8XmQb+4/Yf8n+c/VXrZoHRPMo5xWcXxDt0CDyyDLnn6yfz/67o0cOtugXNn/eoFv0ZRdQlTWc81G4XFq3fFUL6sQaonHr0+kJWCryR/1j/MkHcDsvYv75CnRq0xCNG+sPVYBr0lMYS8X6G+tvrL+x/uYF064LvICaQyfWEI3LLZnrCVgq1p8nZ/1pbt2xJc7vhfUtLu9wD4U2EqKj/XtDaTb8aaXt0PoWR36uQE9Jov5SFD3G+OOL1ph6Mm6oOuXDu+PdfM8RO8AsLq16KLSREB2j/lF/2SfVoTZ4taodUNa3OMYfV6CnJDH/pCh6jPUn1p9Yf+iKvjz0qr0sFHkZKdXhGaPThtcX1K2ynmGRPWRh3jT0bi4oYv5qEPm5WFSvqD8PIR5kfOBtZ+b8aJMYa93GVBg+cknpEOPPFKXCmH/1qkmsPzxZaHDE+qNrR76Vi+rRVKasNhKT2WSxMNpHVsf6Y4pSYaw/sf7gr0ax/jarDC8psq40kYVaf+SKftMZr2t5HmJHVefkIHJPwjndJp1w5KdacxHkzesUqFvDlnFNnNMqO1NJiMhPhZKTeYz/MmZi/ncnzwDjppxzug064UzE/MtFiPUPQyEPm5h/uQoL9HBzyjnd5p1wzL9Yf57n6+8E+RV9Oxl41BfCTIlC22gWiT8QRLcUdl92K61ya/os26xnNkPG+UEr3kAKoQeC0pjbRn5b6VKvqH+Mv5h/sf5gnWSLtSE7GedHrL9x/nHDgEdFPshoKWPGDh1ViCjOv3H+rTs9DJTY/9lRIVMGtclexvnx16+/dEV/HvVmrqT0XEWwqSXxwh1de/PcpReJ8tEJa44Bugrmg1z77OSHvk6J8tEJRZaPA3QVzAe59tnJj8gvdbCnCleoEiYzQFfBfJBrH/WXasX4K6NGRgcf3UCpg2qAroL5INc+O/kR9Zc6xPznwcBjxA2UUh4yA3QVzAe59tnJjxh/UocYfzwYeIy4gVLKQ2aAroL5INc+O/kR40/q8HSNv3yLPmd070Z5DjD48hRp+r7bAlmfrd32fXozLarQkAVGfpoYNDOi/jH+aBjoGtmdKR2mTquYf92rJ6ZctVCGLDDWn1h/Yv2N80+cf+P8+xw9//bcumNPbhn3byvGOi/yh5TSTX/z0nqsicMn18gf9Y/xh6lkbcy/oZlBVcrFwaN3+MT6w9WL9Xd44xLnnzLBeidQuQ6JSdbYmH+1IL3li/Un1h8aGE/j+qu37vDILOOvjlI5Z9axWgcob+B79NJWAgjDar+OMI6B0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBBmq1/Gday26AW+m64EXdVIy1RfEQBsbdxBIhkWdiMtU31FALCdrJUQybCwG2mZ6isCgK3pOkgkw8JupGWqrwgAtpO1EiIZFnYjLVN9RQCwNV0HiWRY2I20TPUVAcB2slZCJMPCbqRlqq8IALam6yCRDAu7kZapviIA2E7WSohkWNiNtEz1FQHA1nQdJJJhYTfSMtVXBADbyVoJkQwLu5GWqb4iANiaroNEMizsRlqm+ooAYDtZKyGSYWE30jLVVwQAW9N1kEiGhd1Iy1RfEQBsJ2slRDIs7EZapvqKAGBrug4SybCwG2mZ6isCgO1krYRIhoXdSMtUXxEAbE3XQSIZFnYjLVN9RQCwnayVEMmwsBtpmeorAoCt6TpIJMPCbqRlqq8IALaTtRIiGRZ2Iy1TfUUAsDVdB4lkWNiNtEz1FQHAdrJWQiTDwm6kZaqvCAC2pusgkQwLuxG6aVXv0dfuIMs2P/L1fMK4OR9hYc2dOQjA5rbdh0YZqGeE4LLNj8gf9aexEONPpwImHWaKzBN4sMK2R40yUM/IwGWbHzH/Yv7RWIj5p1Mh5p+sDFgpvOdZidWjRhmoVwV6U1CO5UesP7H+0FiI9UenwnjWnwn0ozt5u18mFM+s3kO/Aiysb1r/IYzmi4Akx/sm87q/ve2tXwEW1ragHPml8T9SEvndFxGpXFF/mTcx/mjOxPzPRfCLR+MNrDCl3UA01p9Yf+P8Q3Mkzr9x/q0/rpnPubH/eHr3H3xF352m1FHQnPK6LpT8/SU6X8KqEgIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqoUAiU8cGF1FHhxjwcl8sKqFAIlPHBhdRR4cY8HJfLCqhQCJTxwYXUUeHGPByXywqqUBJ1bd6QRmorUcZ1etLsBUPtiRAf9NNfTwuUqccdFfnrXxr766Msq1cscIzpE/Yev37qxFuOPK+BqEvMv5l+sP2VlWBAjsycrGdEh1t9Yf4fO4G6tLcPLcbH+xvo7jvW32ejLkOLxpVCBp/PCRaGckxVeVoYozJhBiHKP9F+ZAgoVsM56kT/qH+Mv5h+vCXZhMCuKwDGDRm10ChXE+kMVsNWI9TfW31h/Y/3lNcEuDGZFFThm0KiNTqEC1lkv1p8FX3+ajX6zkFNphz55QmkLb96xDhRdVTOqruotZbEKFEh0bI2KywmqqhlVV4WWslgFCiQ6tkbFkZ9KUf79ZS4K162neJayuFYSSKJja6DtjlZu19PYUhbXnoAkOrYG2sjfVov9nuJZyuJaSSCJjq2BNurfVov9nuJZyuJaSSCJjq2BNurfVov9nuJZyuJaSSCJjq2BNurfVov9nuJZyuJaSSCJjq2BNurfVov9nuJZyuJaSSCJjq2BNuqvG/3hguGLNEahUEGtKKMhPgcRg5Wm3hMOEfkii1EoVGAbEB7iswwxWGnqPeEQifz5izSmQgoV2IIRHuKzDDFYaeo94RCJ+kf9Y/yZGaJQgZ0whIf4LEMMVpp6TzhEYv7F/Iv5Z2aIQgV2whAe4rMMMVhp6j3hEIn5F/Pvr51/tNGfR2PMXLfXEafAjjqHvQIfCIrEBckpNybizy21Iyes80AnRFW2yLeM/LIgRP25Am5wxPiL+UdrHP0/1h8qg1nuzYIrC4fOGwXtsqu+V8T6G+tv3pCVhxsc5MT5P9afWH+fsfOPXtFvF/y6bFeEOazWTWZlO1t0yMTaY20T+VElqUmtekW2Wox9Ew23NHyx9qhNCEAlXM1akVUz9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzR8sfaoTQhAJVzNWpFVM/ZNNNzS8MXaozYhAJVwNWtFVs3YN9FwS8MXa4/ahABUwtWsFVk1Y99Ewy0NX6w9ahMCUAlXs1Zk1Yx9Ew23NHyx9qhNCEAlXM1akVUz9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzT7+R/MwlUu16VRCzRHE+MnyH7+uEa59CN9zkvEGD8xMO/x2Wna6T9Lo3kT0ip7bp4WXf7F1Lx0kPviDvOR2PJb35zC5ck5SKrfCkrpgUtvTI9ce0d68bovT8tv+6bmOeV+/eOZev14FpEfb5+5JmbeY4HmaGL85rO/8OPv+Vz/xx9/PJ1xxulpvXVfl7beZmt+qffff3/64he/mDbddNO01VZb4eXrVYane/7jCTwV47/v9SNfa5+K/JKDBuYY6x+eR87Pz/crp6e/ed3fyHtjxrhAczSxGP9UDK5HzH+pA0ZVtrk2VJdySrURi58N419O37H+u/1Ped9kupujwPIW5veYoNn/1Pc2x+L9j/FPw0O2+XVoKHKDKbOWKFsCS5mGOl01rqB0I/6cGY+kKXucQi0npDW/tFd60Wov015yult2/VKa+8hjzC360helJV65YlpyzZXTy3beJC26wlID/87PKN196s/Sgz++Ni21ybrpVYe+m9r356/JepBpIlFLPDmvvydrpWw6Zi0R+XmM2ZJo5cx2VeMK3PjTJn3ANJGwJZ799Z9Jm/qttto6bbPtNumoo46klzAhXXjRhemIw45Ia6+9Zvref/xn36uunH25zFriufn668uwr6W+ZIc6Eks8+a8/fwjbZuv8fm2bjjyS3i+brj7x8hSf/PzutWcn8ucpYx62IFH/WH9pS26HhI6UMjayr3EFL5jzD08dfdkK4vVzKUw9dNw0oCOxxMKvP2ajLx357spaZ0l+PoZgKH4+5kddH6sOCDbr5sykjf7uXyb9iDb6e6YlVlupzg2K37TzySk9Ops39/MefSLN+suDKc2dlxZZ6kXpFQe8Ky01aU03cJB/2qk/TTNpo7/MpuukVx7ynpxK+7X5OaAHidi4YgUQG4Kh+PmYHwv6+kWNY+0D7YWhuAKvZY9jtW3m0N42RBew6Kna2gfaq1YB1IZgKH4+5gfaR/5aJyBYqZQ9SsTGFSuA3hAMxc/H/Mj1l43jVnQ1f1va6B/FQ+ixRx9N3znrrLTBxIlpIv3nH7UPvH/CkEoBWhiCofj5mB9obxuiBawo7bH2gfaqVQC9IRiKn4/5MfT6M29asrYeah9PRn7pt2YDgq15Bc24/7605TbbpG3z+5U3+vRQrQLRmkiBIsjH/MDztzp0AStKe6x9oL1qFUBvCIbi52N+oH3kr3UCgpVK2aNEbFyxAugNwVD8fMyPqL/UIcZfHSdAsKhQtRKxccUKoDYEQ/HzMT9i/Ekdnk3jjzf6+rYpKE8Uf9MjV0MK8GKgJVvfYdPAxtFY7Jz7H0m37nVqyl8HXitf0X81XdE3fdy84+dTvr1nrdP3TYuvulwaPfIE3erzf+nWnD+kxeiK/tpn7JsmLLGYJEDX5N1DV/RnXnRNWnqz9dKrDtnOxCEq1pue50yC8s01tKyFKK8LRgWF6PVBFutN5Ed5tKZERP25GloaBShS/3i7/777aZO/TdqGbtvJG30Zt2hcrDfPq/H3XHv9M+iK/tb0F5ht31mu6Oe39Slef7GWYVTA15EV+WP9ifWXp8PgHMFkUUEhen2QxXrzvFp/u2sJ1UX/BOJfOKrSbUORGH9PyvirV/TNoo6xmy3eBFgbA66xihCD5UgTnjPjYbp158ssWfOLe6YXrb4S5Gxv3unkNPexWbyhX/zly8lnAPpUcOuHzkyz/zwzvXyft6fl372BPkc827zRf+DH16SlNqVbdw7Jt+6USJMfehFQsAwq9ssBTWBtDLjGKkIMliOdsCGegfrH639+1H/Krbem7333u+mXv/xFmjt3btpkk83SB3abnHbZdVfa6Odbd+SK/p+nTU8f+ei/pHcSt/cHP0hDU17/5Zdfnr71zW+mW2+7LS2x2OJpnfXWTfvu+6H0hje8XufWnXdOTQf/60Fpu394V5o9Z2760Y/OT/fde1/aaOON0scP+Tjjk046Mf3hD39Iyy+/Ytri7zZPH9t//7TIIovwFOBMdMi3D/385z9PV199dVpuuWXTpEkbph122CG9du21df5NnTo1HXgQ5XrXu9Iiiy6aLrzwgnT7H+9Iq6+xWtp7z734AwzmVbYL+vr1PKON5fWfeOKJ6ddXXJE+/ZnPpC+femq65tpr0worrJD22Wcf2ni/M33ta19NP/yv89MDD85Mr1t3vfSRf/ko1wbd5F7+O9fwW1RDei8WX3wJ+m7Eummfffcl3RtYljV3UQ0PPFhe18MPP5wuvvgnafr0P6crKPf9993Hr+uddOvOZ8oV/Xnz5qVjjj02XXfdtWnHHXZK73//+7ivadOn8/t9xa+uSH+59y9p0oaT0rvofdl887dSXK6U3FVq+C6q4cOPPJx+8pOLU37/r/j1FdyHHOT1M471R8efKZCOf1MpG5bS0VGqPqziSCdsiKh/1D/2H4Nzy8yUQQ3OZx0BES/0+Vc3+rY6bVVbX7XdQJdRcQUkGtFZd96Mx9ItfI9+SmueUq7oZ1Xp5OadvpDmPfZEWuu0fdMSr1hO2//5m5en+86+Ki2zxevSKw/4B+XRFLfuLL0ZbfQ/Lhv9VpTz6xdfXJCc9kW0vuq7gS6j4gpIFPmj/k/G+Lt/xoz0gckfSNP/PD2tsfoaadVXviJde801vFH9091/ovu+ZaOfB1/eQL/3ve9N73vv+9IhnziEx/9FF12UDj/88LTU0kulN77hjWnGjJnpxhtuSEssuUT6+te+kdZZ57U8H269dUraeddd0sorrZzyJjVv0O+88/Z0J/X5+r99PeE70wrLr5Bes9aa6RraxM+cOZM+TOydPrzfh3Xcn3POOemYY45JS75oybT+BuunGffOSLdMuYU+GCyfvvHv30ivWPUVrJ1yy5S0y+Rd0stXeTk9nxlp/TeuTxviaemOqXemNC+lM+hLqxMnbkDaUVqY169PpJl/Bx98cLrk0kvSKiuvkpZddjl6jSulq357VZo9azZ9aNok/e63v0sb0mb6wYcfStdfez3X6gc/+C/6oLIMdTkh/fiiH6fDDj8sLb3U0un1b3xDmknP+cYbb0xLvCjX8OtUw3XkdU2h17XLLlynGQ/OSGu/Zu20/ArLp1Ppw8X9M8oV/W3fmY6kDxx5ffjMpz+TfvjDH/L7deihh/BG6FG6/WqvvfZMt912e3rta9dKK77sZem6a65NT8yalU7+/OfTm+mL1nnTOSXnovcrvyf5vVhzzTV5TORceX2L9SfWnydj/cFHHMytOP+1FUFljI35F+vP073/5B/dwWFe/lV985jnPBMo0IQFGiJL4LLNh3lCFT6bOQ88yv9xgIgSyq1HN+9w0uiG7T43euLuGezjcP8F14xu3O6zozs+/l1QpZ20nvvEbO5z7qOzJM50PnTzawcZkER6KOzT8Pojv6lA1H+hx9+hhx462mCDSaOTv/AFGcB0vPf++0bbbrvtaIOJG4w++YlPlEE9b3Tn1DtGEzfYYHT0UUdz0fNY/8xnPj3afffdR3+87Y86/r/zne9QnxuMvnL66azLh1tuuYW5t27+1hFdtWb+icefGE2ePJnzf+Rf/mU0d+4c5mlDPtpwww1Hu03ejf38ou66a+pow40mjd6x5Zaj6dOmM5/zn3feudR+4mjfffbV/Mi16ZvfPLruuuulDzqeeeaZow0mbTD61Kc+JRx1sDCvPyfIOVFkxuQedNCBo0lUw3874t8QGv3sZz8bTZo4kV7HRiP664Pko+PhRxzOdaAr+NoPbchHH6Aa3nab1CWLv51rSPX/yhlnFN280S1Tbub6b/LmTUdXXnml5sp6utWI9Z/45CezO6IPRJz/uOM+yz4O9EVdzv+1r35V899G791bN998tMUWfzeaO0feA64h5d90k01GV/76SmqeX23/60ffWYKaMBfrn5amF5hiCTREbgCXbT5E/bUUpjy5VPygIMfVdx7Yak1YoCGyCi7bfIj6aylMeXKp+EFBjqvvPLDVmrBAQ2QVXLb5EPXXUpjy5FLxg4IcV995YKs1YYGGyCq4ZOk2UEOwIwdoOp4PmBbjgOgL1nSRqZt2/Dxt9D87euKe+2uEAg9cfuPohnd/dnTrh75S+fEg5IU1fXjKeAYa+fgg+oI1vXjKeAYa+fgg+oI1vXjKeAYa+fgg+oI1vXjKeAYa+fgg+oI1vXjKeAYa+fgg+oI1vXjKeAZmOd2aMaKfyqRN9lzTejS64Ec/4g04b/RLhG6/4U310UfLRt8uBLbx9OnTeUOaN9HyoE0qbfQn0ib7wAMOtNIR/VwnbzzpdhzHb7/99qO3ve1tyl14wQX8fL73vfrhHPl3/8Aeo0023WQ0e/Zs1nMu+qDx4Q9/uLSXF50/QOTN84c+9CHtd2FevzYCKLU86MCD+QPEzTffjMjo8See4Ne18847E1eLftGFFzH/ve99T7V9INcwfwD7hNYwf1iaQtzE0cc+9jFpgm7J3kcfzvKHq0/SRv/444/n+p9wwgmlawhHo+3/cXv+ENfmzG0mUXu6ks+hKfzBbFLN1TbIPrqFNRpPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AIx8fRF+wphdPGc9AI58vlI1+R9bTWw/FzZg3QYUKes8nNdpJToREdaOfr+ibBjMuupY+ABw3uv1fv1N4E1SoQJtWxnXX8wSssoR7KI4wb4IKFUT+nhLW6vSUXytmYkMNmDdBhQq0t8o8P97/Bx54gDa+k0Yf3u+fa6HKi7zt1ryp3GD0Cbqij9d9x520USYub/TB5Yb56vWxxx472nfffUc777TT6C1v2Yw3jR//+Me13yk35yv6k0Z18ymh0087g7QTR9dcc40QpePJu+6iG/1M5Xb5rwnQ2fxHHnUUP6+bbrqJ+7jllps5/+c+9znpMx9LA7qVZrT3Xnsxv7Cv3+a0mL4PwPnplqSST6K5Vvvtt59wpcFll13Gz+273z3L8PO0hnRf/2hHquFbqYa5fa4hct3Mm+8NuBbgSsLRfffJRj9v1vOHgWyfoA8b+qAGDz/8CPeZY5Mn78p/TZm86270l5Ndmc/5fnT+j7jJFKph9nPdkQs2CyzWHAp6oj0Uy5k3QYUKNFdlIr+thZZdQU+0h4r6UwW4LqY4ChXE+CvjqlYk5p+thU47BT3RHorlzJugQgXPivE3Qd5yultPvk3UuT0931mG++5ghzhzF5qBfa1MmHof0T/q0Jf/Fvoy7rzHZqfXnL5PelH+1R1qlp/mX779i/SX/7wiLbfF/0qrHvD3zNkePUarzFoM1XD+qpC8tjUwLLRdaxUWQxn5h97/WqGofx73dvRkfN+99/Lvrr/lLW/h+7NRr2yn3jU1vW/799EXPLeiL+MezaGpd92Z3kvc+973vkRX65mjW3fSD37ww7TE4oul//W3f5tWWmWVRH8eSLT5T1ttuSV/GTTn4nv0d94lTaYv+B5wwAH6XE4/4yuJbk9JZ555Rlp/ffrH6cpj18mT0/R7pqX/+/OfETMh0YeLdO5556Rv/vu30t/8zd9ARnaUPvvZ49P3//M/0le/9rX0evry6q3lXvaca3+TKz+Pzege9PXWW4+1C/v6fQXxFEbpoIP+NV1G9+hfetll6SUvfamuJxtOmpQ22mjj9KVTT2Eu589fus2vP39ZeJedd+Y6HPmZI9N//dd5aTH6IvPfUg1XXnll+hXguennP/t5eseWb0/HHnscJ7v11lvSzjvvmnYtNZRnIPN/Jt2jvxX9jv6IFkJalDn0nne/Ox1+xBFa67/Q+52/rJsfWStjQtbOqfQdiZfR/fo77bQTf68g36O/6y670n36O9PzPZDbDL3+mH/9559SNK1/flfKabKXg97bvlZWEet/jL8Yf337P8wSzCDYzAPDQtu1VmExlC+Q+acfYvC5o/2E4visrp9UatsFR9qagGJuXjw2gm/aiW7defdxdOuOuaI/b+7oNrpl50a6defec69a8MRFqTkJKB7IL02KSsUKFjp3bqCtCSjmnorHxkYs73rgVgt70J4JKI78VAFbZ1sZy+dC2RgXbqEO2pqAYu6heGxsxPJZaGOj0ZZ0zzv9Ok3nOeRbafL97PmKPh70hVm+qs637lA3991/P92DPmn07u22o6vFD4mM+Ntv/yNfDaZf0yFO8vEVffrrwQknHI/u2J5O9/HnK8zXXF2u6JcobWZHb3t7vXXn3HPO4z5/eP75oqBupefRaL9//md+HvRFUybzFX2+Gn1ivnWlqIrZZJM36xX93NHCvP6sR84MgA/mK/oTqQZ0RZ9JieT67ffh8teSIr7sskv59eIWpHxvPX0gGG3HNcRfBEZUw9u5/vavIrglif8qQv2VLvPToiv69/JrftsWbxs98sjDI/olIm5/9jnf5zjEW2+91eh9732vcGMc+R59ev7tX2A0Z5Nfnw0LVEUZClZKwRjZh0PamoBilhePjY1YPgttbDjPUERbE1DM4uKxsRHLZ6GNDWUZ5rU1AcUsLx4bG7F8FtrYcJ6hiLYmoJjFxWNjI5bPQhsbyjLMa2sCillePDY2YvkstLHhPEMRbU1AMYuLx8ZGLJ+FNjaUZZjX1gQUs7x4bGzE8lloY8N5hiLamoBiFhePjY1YPgttbCjLMK+tCShmefHY2Ijls9DGhvMMRbQ1AcUsLh4bG7F8FtrYUJZhXlsTUMzy4rGxEctnoY0N52kjA7fu9HRH/dsU84wjsEOUBuULGC6z0Tq+OlnR3roz5/HZo7tP+Qnft3/zbqeO5j4m9/Q+VfnrsyFESeyzfjpef+Q3FYj6946/j3zkI7x5/+EPf6DF4i/J7rabfLnzE4dqu7zRzxvoo485irW8GaTbcew97zlwwgkncp92k5o3+hNpQ3sCb75pLpTJkDf6+Zaca6+tX1jNCemK/ihvWvOsydJ8W07OnTewjz72SE7Dj9/85jf8xd0dd9wR1Ih+dYf7dJvU8v7ne/n3olt3kH9hXr8m0IoIc1Dn1h2Z6/n52lt38uu47PLL+HWcdZbco4/N+z/9E32ZGA8S5jrl7xN8/OP/qtmk3rT5PtF/WMrNcOvOYeXLuHfccedoc/qC7ZvpC8nXX09fSC6v/2P7f2w0id6Hn/3s58jG/X/nO9+iLxUfRF8Ivo21t9C9+jl//mCWn7d/dBkfl9fvuJIfHOqffenN9AnIdvzrP3Kxpb7QLec0jsAOURpEflOZUtIu42pNTkdBhOXi/a8Vk7qY6gCyjfGHcrQVq34XddoQYbkYf7VmUhdTHUC2Mv7or8Tyd2L6Awb9WRJ/mMx/G6E/c+DvKfgrh7EdvYkN/mEFfzmB1T/A5Bbd/Lfs/IU09/FZ6cXrvIL/sawnps9Mo9lz0iIvWTKtuv870zIb00//9T6QALaI4MLOJ/8z/fojvxmPzfvcGS8ujjcY9vn7/t9Gv9u+51578e/n05df06qrrpp+9atfpnvumZ4eeugB+h19+ZdxcwXy77hv/376eU26fefQTxxKU3xe2pZ+zpE2mXSLz9ZpXfqN+PzTnFdedWWa9fgTib7ky7fu5Lb5dpqd6achd6WfbMy3gqD++bad0/nWnTPp1p31s5Qeo7Qb/eTn3ff8iX4z/xKh6Hji8Seks/7ju2nNNdZMb33rW9KMmTM4Pot+GvIUuj3mTeXWnyn0U5677LRzol/04Vt3tAMCm+qtO1/l9WphXr9Odx0WAvLPa/78kp+nyy+7PL2Ubt3hB61/9MtBacONN06nnnKKPoXLL7+MX/+BBx1It+7swuvkNnQ7Ta5h/jcL1qXfz7/mmqvTlVf+Js2a9Xjacsut6NadY7n9rfSzoTvTz4buSrfvHHDgAcTpE0n0ZVz+KVT6taREv6zD/eZ/3+BAem4vW3HFRL+ExD+POZV+YnSvvfZOjz72KN9ateZr1kzX//73KWvXWmutdBb9y8eLLroIvV+30fu1E71fk/lWI3lNdJT7fco9KDU/3k/W5cOzYP2P9S/WPx2PDeiMVxfHuIYtQbiwZv51+ovx/4zv/2L+P4nz331MKh8S8IEgu/SPthTWf6JSsoCq6ic6cZIx1xMAdfMuXxj94V3H8U9p3rzrF0d/POg7o3tOuXg0595ym4F5EmijVEM0LsuY6wlY6pl8/flJRv76blSk77KCTqwhGpfbMdcTsNRzof6/+MUv+OcdN6KftMxXoXelL2dedeVVdOV3g9Fhhx2mrzX/xGWO559uzI/8Om+hK/X5Knv+eckc+8d/fA9dtb6cMX0Y0PF3K/105ETS0D8uxW1xyFf0c7trr7sOFNvJu04eveMdb1cu58q/DHTyySdTjn/kNhttvPHog3t/cESbVNVlQP8AFsdPPOlEzZ/53Adt9OnWnb2zq48Fff3aoAB+n+lAG31+/Y88In9pYJ409A9R1Sv65Geev4xLV8rtr+7kK/Xv5xrmL9JSDbf/xxF9aOD645eLctv8s6Q5jhpynpKM/sEsjh1++GGyLpI+P770pS/xrUL5i9JFOrqeap3/0rDZZptym/xTpofQr/vce++90oiOt065lfO7XBoVYPPbEPJk7rkw/vl52hfQQ9jXBGm8fqpET2EsFe9/rUZFGEHVdmIN0bjckLmegKWi/rUaFdW6A3ViDdG4L7j66xV9+cyrH3Wbj8DZbWP9FHSipiN90db+oYA7Hvy03OawvsXcC1IVB0Z0eoz8Uf/2g/HzdPw99OBDadacWWnFFVYss5VmwQKO/wcefID+gahZ9IVO+69T2zln8V8///I/dPWSl7wkLbnkkpi4ZNsc1re4P/9f8/qlxzaH9S3uz//gAw+mJ2Y/kVaiGoqajgtY//Hkn/XErESb+7TyKivTF4EXc0/q6cjfebv4GWhmWvaf2tcf+ang7dpWR17UP8bfU7r+xPx77sw/3ujTxxv6KwlWjLxQ50fxed2ui7eJuCWFm/S/83L+zjHNIWocI3/UP8ZfzL+6hmQU6w/XI9ZfGgpx/snzIVchP+xKIaxnRGWO3JAOcf41Rakw9h+x/3i+7z/kij6vo3yQrTovDDQRsH7UOTGIXBPndJt0wpkwiznD3Czyd4s3wLiaOqfboBOO+sf4i/nHC45OhTxtYv3pLh4DjFtTnNNt0Alr0cu2tSPo9tEyrolzWmW57kS0vr2RP9a/WP94RuhUyNNGJ0h2xn64KeecbrtOWJPG/NdS5LI9ifWfkO9d8v1xqvLumLek0DaaReIPBEsvWTSiiVS/7IteOl+B0R6ladblBz3DgRRCDwSlMbeN/FH/GH+Y6WW+0KSyo0KmC2LZyzg/Yv7F+uOGAY+KfJDRUsaMHTqqEFGsv3amoVAx/2xVZMigNtnLOD9i/Yn1xw0DHhX5IKOljBk7dFQhohf6+kNX9OdRecwnKewFTKGG6mckY0LXPjv5oXkkykcnFFk+DtBVMB/k2mcnPyK/1MFOFVeoEiYzQFfBfJBrH/WXasX4K6NGRgcf3UCpg2qAroL5INc+O/kR9Zc6xPznwcBjxA2UUh4yA3QVzAe59tnJjxh/UocYfzwYeIy4gVLKQ2aAroL5INc+O/kR40/q8EIZf3RBX956NxpKDWDw5UXS9H23DLI+W7vtu3phWlShIQuM/DQxaWZG/WP80TDQNbo7UzpMnVYx/7pXD025aqEMWWCsP7H+xPob5584/8b59zl6/u25dcee3DLu31aMdV7kD0mlm/7mpfVYE4dPrpE/6h/jD1PJ2ph/QzODqpSLg0fv8In1h6sX6+/wxiXOP2WC9U6gch0Uk6yxMf9qQXrLF+tPrD80MJ7G9Vdv3eGRWcZfHaVyzqxjtQ5Q3sD36KWtBBCG1X4dYRwDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAGLYJF9dEDYTWU8UDCQuxWgkgDNuEi2uiBkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSDMVr+M61ht0Qt8N10JuqqRlqm+IgDY2riDRDIs7EZapvqKAGA7WSshkmFhN9Iy1VcEAFvTdZBIhoXdSMtUXxEAbCdrJUQyLOxGWqb6igBga7oOEsmwsBtpmeorAoDtZK2ESIaF3UjLVF8RAGxN10EiGRZ2Iy1TfUUAsJ2slRDJsLAbaZnqKwKArek6SCTDwm6kZaqvCAC2k7USIhkWdiMtU31FALA1XQeJZFjYjbRM9RUBwHayVkIkw8JupGWqrwgAtqbrIJEMC7uRlqm+IgDYTtZKiGRY2I20TPUVAcDWdB0kkmFhN9Iy1VcEANvJWgmRDAu7kZapviIA2Jqug0QyLOxGWqb6igBgO1krIZJhYTfSMtVXBABb03WQSIaF3UjLVF8RAGwnayVEMizsRlqm+ooAYGu6DhLJsLAbaZnqKwKA7WSthEiGhd1Iy1RfEQBsTddBIhkWdiN006reo6/dQZZtfuTr+YRxcz7Cwpo7cxCAzW27D40yUM8IwWWbH5E/6k9jIcafTgVMOswUmSfwYIVtjxploJ6Rgcs2P2L+xfyjsRDzT6dCzD9ZGbBSeM+zEqtHjTJQrwr0pqAcy49Yf2L9obEQ649OhfGsPxPyP4GN37CXidV/7JuSPAAxEZHdNM/f85V/iKD5IqB532Re9/duutLpb7nIj7rBNtWJ+sf4438kJ+af+yJurD963oz1l9bM8hvqfvX03sAKmxvTfwPRWH9j/Y31l+dHrL/1x73zcoHPLU/X+stX9N0ypY4Cv+L1eFDSuiY/DlOsSiFQwgMXVkeBF/d4UEb+qD//OAYNCF5fMVYwQOA31oXVUdCouy6UMf5i/MX4o5MYTYiYf2adwAJhKAtdWB0FVtqLoUTdYVUMgRIeuLA6Cry4x4MSeWFVCoESHriwOgq8uMeDEnlhVQqBEh64sDoKvLjHgxJ5YVUKgRIeuLA6Cry4x4MSeWFVCoESHriwOgq8uMeDEnlhVQqBEh64sDoKvLjHgxJ5YVUKgRIeuLA6Cry4x4MSeWFVCoESHriwOgq8uMeDEnlhVUqCzq070ghNReq4Ti/a3QCofTGig36a6WnhcpW44yJ/cxbtKaKjpHqZYkSHqD+V0NWoOm6sFdpxMf5i/LldbB07/UhGT44xokPMv5h/sf6MNVvqnNF5I7OHJg/FYv71F6+XrbVkRIdYf15460+z0a+DAvOqnJ50CBmFzjkMoMHdU+1M++kHpneFCriJ9TDnmbOBTudjBo3a6BQqiPxUAVuNqL+cc7gmtjBmRAkcM2jURqdQAeusF/WP+vNfEGhkjH33iR01Zrh1oNEpVBDjjypgqxHzL+ZfzL8yJ+zEGGtd6cQsYTpRqICF1ov5t+Dzr9noNwsZlXboygOUtvD2LWux6KqaUXVVbimLVaBAomNrVFwW6KpmVF0VWspiFSiQ6NgaFUd+KkX595e5KFy3nuJZyuJaSSCJjq2BtjtauV1PY0tZXHsCkujYGmgjf1st9nuKZymLayWBJDq2Btqof1st9nuKZymLayWBJDq2Btqof1st9nuKZymLayWBJDq2Btqof1st9nuKZymLayWBJDq2Btqof1st9nuKZymLayWBJDq2Btqov270hwsirgImAABAAElEQVSGL/IZhUIFtaKMhvgcRAxWmnpPOETkixxGoVCBbUB4iM8yxGClqfeEQyTy5y+SmAopVGALRniIzzLEYKWp94RDJOof9Y/xZ2aIQgV2whAe4rMMMVhp6j3hEIn5F/Mv5p+ZIQoV2AlDeIjPMsRgpan3hEMk5l/Mv792/tFGfx6NMXPdXkecAjvqHPYKfCAoEhckp9wYhj+31I6csM4DnRBV2SLfMvLLghD15wq4wRHjL+YfrXH0/1h/qAxmuTcLriwcOm8UtMuu+l4R62+sv3lDVh5ucJAT5/9Yf2L9fcbOP3pFv13w67JdEeawWjeZle1s0SETa4+1TeRHlaQmteoV2Wox9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzR8sfaoTQhAJVzNWpFVM/ZNNNzS8MXaozYhAJVwNWtFVs3YN9FwS8MXa4/ahABUwtWsFVk1Y99Ewy0NX6w9ahMCUAlXs1Zk1Yx9Ew23NHyx9qhNCEAlXM1akVUz9k003NLwxdqjNiEAlXA1a0VWzdg30XBLwxdrj9qEAFTC1awVWTVj30TDLQ1frD1qEwJQCVezVmTVjH0TDbc0fLH2qE0IQCVczVqRVTP2TTTc0vDF2qM2IQCVcDVrRVbN2DfRcEvDF2uP2oQAVMLVrBVZNWPfRMMtDV+sPWoTAlAJV7NWZNWMfRMNtzR8sfaoTQhAJVzNWpFVM/ZNNNzS7Od/MAtXuVyXRi3QHE2MnyD7+eMa5dKP9DkvEWN9xbs8tcgvV9mi/uaamBlLAs3RxGL8UTG4HjH/Yv2J9TfOP+WkyiavDbQuuHOyjQuO82+cf+VLxXH+1b9JmT2GQHM0sefK/sNc0W8WAPdicswSZUtqKW1utqsaV1C6Mb62a0BHYonIz1PSlkTLF/XX5UrroyDGH5fC1EPHTQM6EkvE/Iv5R6dEOyR0+MT6E+tP2S7p+FAQ6y+XwtRD500DOhJLxPob6+/Crb9moy8DyQ+ncjHAkjweDcFQ/HzMj3oBoeqAYEVpjxKxccUKoDcEQ/HzMT8iv9TBfjhDxWChqLbWEPVTrQKoDcFQ/HzMD7SP/LVOQLBSKXuUiI0rVgC9IRiKn4/5EfWXOsT4q+MECBYVqlYiNq5YAdSGYCh+PuZHjD+pQ4y/Ok6AYFGhaiVi44oVQG0IhuLnY37E+JM6xPir4wQIFhWqViI2rlgB1IZgKH4+5sezcfzxRl+ftgJ5wvabAxpSUDQwLd/rgyzWGzsupVf8TZE8tKwAiYtVwVg+RD4x2E7fkZ9GrQzbwRrhbVBB1J8r0FsPkMV6YwY5akiCqL8vJ0pYSqSm5Xt9kMV6E/VHeVDUWP9i/sX6E+sPVUCXBgVYJIpt+V4fZLHemCTokwQx/rgYqFx9Ixau/vWKvlnUbRdIAIvYHXfdw59cMl//WJu9/JA/3cHLQu6+7cQ+a+RvNOzm9vPkPc/bTvQLHPnxx+JaGdSmvB1RfypN91YDHl1cIv1Qa6gcYDfGX8y/WH/4nGvXFeBYf2P99Wd878X5P/Y/z9f93+qvXtXsYpvNg+ws+MiRTtgQ2P+aNhlCAduE2a2xilpd3ejbSKtvfdLecdc0ehZ09lsk74KkcV74ieEPAMzgTCDheiT9iHZdi9D/8knCa3N/xC1CbAllmz/Y5e8VSYIcIEHkj/rH+NN5otODJxQdMoE5BC5b4mL+xfoT62+cf+L8WxZIXSsJxP4j9l8LuP9cY7VX2DMrn27zUBrzUc6/8nG4R5mHpO2k9bVJN9BlROw3+qRyX9If+JTRl0cSNGngss2HvMegl1d4hG1/kd+8x1F/+YSnA6QBZgAJNESWwmWbDzH+Yv7F+hPrLy0EeT8nJi8L8iAizj9x/tE9Vpx/4/xbbh3CEuGsWUAEGiIL4bLNh2du/yEbfTwhfipy8JTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy8UH0BWt68ZTxDDTy+UJ/RV/lPb31UCxn3gQVKvAfbEqOGtWkBvREe6jITxXgupjiKFQQ9acy5as0tSIe8zhyB6ssgR6KI8yboEIFmrcykd/WwpW+FtXTQw2YN0GFCqL+VMkY/37O1dHhh5l4PdEeirXMm6BCBTH+YvzF/KMxUGeExzLn7NEqC99DcYR5E1SoQPNW5gWYfzSaR/9gFv05u/y9yhYDpQcHm3lgWGi71ioshpLuEoz8Uf8Yfzwh+mfI8EatT4+ZJdYqLIYq5l+sP7H+x/mvu1rUFSLWn6EPyn0rKurWrWifOtbfWH+f+vXXXNEvg5CNHZCWz0PXxvyQXhBPWxNw90OiXxaoquZTSsGCpOtotDWByC8LuBSpVIaNVinq78ZlrpStjVRuYY7amkCMvxh/5fNtHVc8QHSUNHweaTaW/YV7aGsCMf5i/MX4w/wpM4ONzhIKWj5rbQxtF9xqawIx/2L+PV3zz2z0/WDVAQm6GZj2eyqiNS0A2ebv9dMnFvTDFgJHOqejIMJOjMhPk6QUVWplKgbINuof4y/mX6w/dnnFAmE5jzsKImL9rRuTOP/E+SfOv7JmyFphVgxAtrH/eFbsP+i+nfx20Ga8eTp2JfPnAPY6eqdx73SNdGgQkb9Tz6h/PZPUEaSoUy+NZIBxBVuCcGFVF+OvU88YfzH+sJNxc0ucznhxGkww2Jh/XAGUAzbWHyqLfATvjKdYf2L9ifXHrarW6cwXG9R1RRca+qVLukW/udyustw2fw6YUApem7le2enEGqJxa5uegKUif9Q/xh9OhjgtxvxrK2DXjLq4VFUnTiHmegKWivUn1p9Yf2L9ySuJXRfqyiKoE2uIxuVGzPUELBXrT6w/T8b609y6Y4dYHovWt1gGtwsXCm1ETUf7915oBj+ttzmsb3Hk5wr0lCTqL0XRY4y/7qeDmH8DV8vaCWV9i2P9ifWHKtAzJEBKiI6x/sT64+8bpDFB46L3anU7oKxvcaw/sf4s3PrDG337qVEWqlzGMjp5fMkgy8f8wLitrGdEZY7ckA69gzuP+/qpLfI3VeYi84HPK1H/GH9+tsnYkNlmccw/rUAuS549sf5oSSyI9TfOP7hqGOdfXixoesT+h9cIPqXwIfYfZdF8Lp5/5Yp+82byv5yYXxReUXmBYxk3PZzTbdUJR36qNRdBLhJ1CtStYcu4Js5plZ2lXIjIT4WaEPXPVZjP+OmOqGZMzad9J5yJGH8x/mL+xfqDpSAvMrH/yFVYoIdbU53Tbd4Jx/r7vD//TJBf0beDgd/1QpghUWgbzSLxB4LolsIjOpHX3/5AL31fKUAMvWdLM34ghdADwcgvFaDyRP1j/MX8w86hrBe0qNhRoZNFdxhZlx+x/sT664YBj4p8kJFUxhOGlUYLID7WXzvTUKiYf7YqMlpQm+xlnB+x/sT644YBj4p8kNFSxowdOqoQEV3Rn0dhcyUT50IjHGpvJGNC1z47+aF5JMpHJxRZPg7QVTAf5NpnJz8iv9TBDhVXqBImM0BXwXyQax/1l2rF+CujRkYHH91AqYNqgK6C+SDXPjv5EfWXOsT858HAY8QNlFIeMgN0FcwHufbZyY8Yf1KHGH88GHiMuIFSykNmgK6C+SDXPjv5EeNP6vBCGX90f6a89W40lBrA4MsjpOn7bhFkfbZ22/fp3bSoQkMWGPlpYtLMjPrH+KNhoGt0d6Z0mDqtYv51r56ZctVCGbLAWH9i/Yn1N84/cf6N8+9z9Pzbc+uOPbll3L+tGOu8yB+SSjf9zUvrsSYOn1wjf9Q/xh+mkrUx/4ZmBlUpFweP3uET6w9XL9bf4Y1LnH/KBOudQOU6KCZZY2P+1YL0li/Wn1h/aGA8jeuv3rrDI7OMvzpK5ZxZx2odoLyB79FLWwkgDKv9OsI4BkLrqeKBhIVYrQQQhm3CxTVRA6H1VPFAwkKsVgIIwzbh4pqogdB6qnggYSFWKwGEYZtwcU3UQGg9VTyQsBCrlQDCsE24uCZqILSeKh5IWIjVSgBh2CZcXBM1EFpPFQ8kLMRqJYAwbBMurokaCK2nigcSFmK1EkAYtgkX10QNhNZTxQMJC7FaCSAM24SLa6IGQuup4oGEhVitBBCGbcLFNVEDofVU8UDCQqxWAgjDNuHimqiB0HqqeCBhIVYrAYRhm3BxTdRAaD1VPJCwEKuVAMKwTbi4JmogtJ4qHkhYiNVKAGHYJlxcEzUQWk8VDyQsxGolgDBsEy6uiRoIraeKBxIWYrUSQBi2CRfXRA2E1lPFAwkLsVoJIAzbhItrogZC66nigYSFWK0EEIZtwsU1UQOh9VTxQMJCrFYCCMM24eKaqIHQeqp4IGEhVisBhGGbcHFN1EBoPVU8kLAQq5UAwrBNuLgmaiC0nioeSFiI1UoAYdgmXFwTNRBaTxUPJCzEaiWAMGwTLq6JGgitp4oHEhZitRJAmK1+Gdex2qIX+G66EnRVIy1TfUUAsLVxB4lkWNiNtEz1FQHAdrJWQiTDwm6kZaqvCAC2pusgkQwLu5GWqb4iANhO1kqIZFjYjbRM9RUBwNZ0HSSSYWE30jLVVwQA28laCZEMC7uRlqm+IgDYmq6DRDIs7EZapvqKAGA7WSshkmFhN9Iy1VcEAFvTdZBIhoXdSMtUXxEAbCdrJUQyLOxGWqb6igBga7oOEsmwsBtpmeorAoDtZK2ESIaF3UjLVF8RAGxN10EiGRZ2Iy1TfUUAsJ2slRDJsLAbaZnqKwKArek6SCTDwm6kZaqvCAC2k7USIhkWdiMtU31FALA1XQeJZFjYjbRM9RUBwHayVkIkw8JupGWqrwgAtqbrIJEMC7uRlqm+IgDYTtZKiGRY2I20TPUVAcDWdB0kkmFhN9Iy1VcEANvJWgmRDAu7kZapviIA2Jqug0QyLOxG6KZVvUdfu4Ms2/zI1/MJ4+Z8hIU1d+YgAJvbdh8aZaCeEYLLNj8if9SfxkKMP50KmHSYKTJP4MEK2x41ykA9IwOXbX7E/Iv5R2Mh5p9OhZh/sjJgpfCeZyVWjxploF4V6E1BOZYfsf7E+kNjIdYfnQrjWX8m0I/u5O1+mVA8s3oP/QqwsL5p/YdYmi8Ckhzvm8zr/va2t34FWFjbgnLkl8b/SE7kd19EpHJF/WXexPijORPzPxfBLx6NN7DClHYD0Vh/Yv2N8w/NkTj/xvm3/rhzPufG/uPp3X/wFX13mlJHQXPK67pQ8veX6HwJq0oIlBAw7/HZadrpP2P9KntsnhZb/qV5TbAVaFqI+8ClN6RH/t9d6WXbbZCWWP1l2gR5Z15yQ3r0ujvTi9ddNS3/zvVNn73daXuOLkD+thc0QX5Y1UGghAcurI4CL+7xoEReWJVCoIQHLqyOAi/u8aBEXliVQqCEBy6sjgIv7vGgRF5YlUKghAcurI4CL+7xoEReWJVCoIQHLqyOAi/u8aBEXthLL700XX/99WmvPfZKSy+7dE9LoXL7iy68MP32N79NH/vYx9Iyyy5DDHodbKYBKJEXtiNQwoPc/vLLLkvXXXdd2mP3PdKyyy1LzChdeOFF6be//W3an57T0svk59T/eDLy6zYfnT3Nr/+Jxx9PZ5xxRlpv3fXS1ttsTS9Un0j/izYslKg7rEogUMIDF1ZHgRcXL4+t39PY2mNPGlvLLC3XXakJ/zhNsdpw7K78K1WtAu1mCECJ1w2regiU8MCF1VHgxT0elMgLq1IIlPDAhdVR4MU9HpTIC6tSCJTwwIXVUeDFPR6UyAurUgiU8MCF1VHgxT0elMgLq1IIlPDAhdVR4MU9HpTIC6tSCJTwwIXVUeDFPR6UyAurUgiU8MCF1VHgxT0elMgLq1IIlPDAhdVR4MU9HpTIC6tSCJTwwIXVUeDFPR6UyAurUgiU8MCF1VHgxT0elMgLq1ISdG7dkUZoKlLHdXrR7gZA7YsRHfBpbu6MR9Ite5zK7db80l7pRath017b5KB4haP895zy0zTzp9el1T65fXrpRmt38t5zKsV/fG1aerN106s+vh3F5TTOPdAB+TsN21xF0Obns1lf416uPG/0Hfmj/jQcdWPZjBk31krMcc38mzdvXrr22mvTcssvl9Z8zZqut2OOPSadc/bZ6dxzz0urrbaazKOB8bf99tunu/7nf9Jxxx2X3vH2t1E/9RmOld8l7HWkdQ4xGsh/7LHHprPPOSedQ/+tvtqrST0hbb/9e+k5TaXn9Dl6Tlsw172KQPSYjwXLjy5EXdtk3nFN/dFu2Na+GNGhb/25//77aYO/Tdp6663T0UcdSd09vfXH83evtZCOK6//6GOOoXF1Tjr3nHN5bKF910rrzDOiQ9/rRzuXq5COe4rqH/mlAq7WUX+ugKtJjD9amurahHkzbKV6Oc6IDjH/7eruK+fGWgk5bpzjr9noS5fcv0IFniYPOVnhZeUpwvQH58x8JE3Z3W70V6QGZRBpEwXcWfamfekn6YGfXp9eeej2aek3r60DCE11o78JbfQPfTe18H1wR70Ho1OogFtY7699/d2nYHpXqCDyUwVsNaL+Kc2cOSNtudXW6S2bbppO/sLJbkgdczRt9M89lzZkZ9NmbHUXa52rrroq/eH//T7tsuvktOSSS5pC24obOr8XFOIruITHvvvH99Hmzn7e6J9z9vfp+cqHkvxGX/Wb5jmRzvb0ZOaX52R6V6iAJdZ7MvPnjf42W29Fm/1t01FHHWVeqM1o6FwLCj1Z9V/Y138sbfS/f/Y56bzzzk2vpg+Rf+37v7D5s/6ZfP2RP+of4++ZW39i/i3c/Gs2+tSYKojPaxbnwvqHRMfW1BatOvvz7qcr+nvSRp8SrvlFe0Vf2g31fQ9t9GdefF169Sffm1668dr6fJFNN/qb0kb/kLzRx+uqPTKqLpo+ra+/7+Ron5LF+gQVSHRsjYrL66pqRtVVoaUsVoECiY6tUXHkp1KUf3+ai8J16ymepSyulQSS6P33z6CrwFulzd6yWTr5881GnzZj55xzdjqPNs+vypsxM7q5dU8CS1mMrNVKdGzNsJrbmcZ8Rf/7Z6dzaOO4Oj3X/DDh2pEiiY6tUfGzfvzxFX36wLb1ttvQFX3a6NNj7Nf2zL7+o485mq/mn0NX9FdfXd6vWu0uap8t+z0v0FIWz7/HrsIy0lftkVF1VWopi1WgQKJja1T8rB9/eKb29ViMeLXx+v2KXivTh9pqsd9TYEtZ3O1TomNraqtWzX5PY0tZXHsCkujYGmixllU1o+qq0FIWq0CBRMfWqPgFP/90oz9cMHyRxigUKqgVZTTE5yBiozRnxmNpyh6nEDchveZLe6Yl6dad9vHE1L+kaV+9LD1xy91pwpJLpKUmrZlGj89ND172h/SqT74nLbXxa9sm6Z5TL04zf3JdWnqT9Wijn2/dsY+anz9hlBBYqxT81L3+yI+PlHVURP3bCgyPv69//WvpRz/6UbrzzrvSi1+8ZFp11VXTOuusm4488tPUyYR0zDF0lZw2+l/92lfTd8/6Xrr66t+lxRZbNL3pTW9KBx10UFp++RU02Re++MX0i//+RTrzzK+kZeh++KlTp7LmXe/6h7TIoounCy84P91x+51ptTVWo3v+907bbDvWfeRjzKbRPHou302XXHpJuuGGm9KrX/2qtNdee6err7marujTrSB0O0i+zSg/vkjP6b//+/L0lTO/lpZdZiliZLxcftnl6dvf/naacustaYkllqDXvF7ad9990hve8AZul0fTiSedlH59xZXp05/+VDr1y6ema6+5Lq2wwvJpn30+mP7+7/+eXueZ6fzzL+C/iKy33uvSR/7lI+mN2l66mTZtWjrrrO+k3/z26vQnuoXojW9cP22yySZpl513TRMWyRp5nSeemHNdkfKtUqecQrmuvTottvjiacNJG6UDD9yf8ua/VOIxSrfddhv1e1b65S+vSHPnzqE+N02Td5ucJtNfU7ah+/P5ij7klEO+yCe5+H058KC03XbbpdlzZqULLrgg/eUv96WNN9ooHXLoIenee+9LJ510QvrDDTek5ZdbIf3d37017X/AAWkRecLU6yg99NBDXNvf0uuaNu2etMYar0kbv3nj9JH//ZG06KL8wjj7iSeemH796yvSJw87Ip1+2qnp+ut+n/beZ++09557819gzj7n+3RF/zx6D+X9uoFyfuYzR6all35pOv6EE9IyS8v3KqZPn56++93vpV/96pf0/P6SNqLnmt+DzTf/O32Vd9J4O/igg1Meb488/HD6ycUXp9zuiit+5V4/N9DhpUD7ETDE5yhisPNr4evPam2qQDrR4xCfBYjBSiPvaUest+8/R1SswDbgNpgrTcDEfFvv2Vbx+qP++Yu0ZoQoVGAHjBljDc0u2sCKxnu2XYy/J2P80UZ/HtW4brjq+zlcerwNXoE3pERdkJxyYxb+3JVVc+gefWz016SN/otWW6mug/REZt3zQLr9//w7bexnpSVfs3JaZNmXpEevn5pGdF9yfryK7tFfmq7oy6Pm5yv6F5V79PmKfn9+tHumXn/kzxVwA8W4DS/FckevqO8/i1yQnJ7xJ5054XMq/3/98Ifp0ksuoc3wf/Mmdv03TUxrrL5G+vCH9+PXwffo0z3vq758FbrNYUJae53X0hduf5cef/yx9LrXrZe++a1vlpk/IR12+GHpxxddlC7+yU/TCiuuwJvovKF9+ctfnmbMmJHWX3992hROS3fceSe3yV8cfdPEiWblWLD6f/WrX09fpo33kvShfeIGG6Rp99yT/vjH29MrXvmKdPef/kRXienWHb5CPEqHHXZ4+vGPf5wupk3fCivIh5KL6DkefvjhaamllkpveOMb00x6bjfeeCNt+BdPX/vGN9K6r12H39a8acwfJlZZZZW0HH25eKWVVklX/fY3adYTs9Omm26Sfve736RJG26YHnrwQfrC8u+5vx/84DzSLs/LwYMPPZA+uPc+6fbbb6cr1qvzh4/8XYgHaZO8x+67p49+9KM6cg8+mHJd8vO0Cn3QWmKxJfjDS/5i86zZs9KkSZPSaad9WcfffffNSB/4wG7pz3+eRv2ukV5Jr/uaa67lmv+JviOxzdZ0687R+Yp+My5lsKYpU6akXXbZJa288srpIdoQb0j930nvyZ133pH+9vVvSFPvnEof4JZLa625Fn94mjlzJr2OvdJ++/1vfl1z547STjvtmO6444/pteusk15Bzznnf5DqsO2226YjaaMub+ooHXzwv9LruiStuOKKafbs2fSBah3aiL+L/zuG/lqUv1NxHt0alj+Y3XLLzemf/nm/tNiii6VTTz0lvXZtugBDp5VHH3007b3XnunWWynfuuukFZZfkb50fW2aNevx9Hn6C1R+L7Jwyq30unbemeMzH5iZ1lzrNYxPPVVu7Swv3xlfoQUbf/b8I535XmrZG95l7msZ+WVDUgrlykfO83D9dS+RBk68fv/LOvXkEO//Mz/+8w/p8yP/01n1MS//7iY/KqpRDXWoTKAlgvDF2uNoNOeBR/k/2rxDzjZn/dPnLxrdsN1xo/858QLt9MFf3kzcZ/m/h6+Y4trAmfP4bO5z7mOzSl8S+f/svQn8XVV1L74D+BxQFBzqwCAoSvv/W2kSCsGRSRwAxWcrU2WwDmB9FQgyagtCEkWgFZkC+LQ+q88CFlRmEPy0Ck4MCkgShASZNMwBSYCct4b9XXvtfc79JVwZhKzzSc76rrW+e6971l17n33PPff8fOQ6GvtrSznqgrQXt6+bmKM1Q1fp99aEAFhqK1EL8mzBdRNzt2boKv3emhAAS20lakGeLbhuYu7WDF2l31sTAmCprUQtyLMF103M3Zqhq/R7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WTE3olo9uypSpHS08zY2eZsyYQb4p3d9/5CPdksWLJcKDDy7q6Ie33WRqQwtEa3PwwQcJ98477xTb9XOul36nTduku/Lqq4x3yqmnCO/QQw9tX7JxEB8G6Df85jfdX280tdtiiy262+/4HdzdqaeeSn1Oln7xmvioDz74ELEvzK+JG3zu8M91H/rQhzq6Km7xv/GNf5e2J8+eLX1yPPrGQmz//E//bJm94MILu6kUZ6ONNup+/osrhMs7+uAgcX74wx+a7bP/9FmyTe2+/OVjrf0DDzzQ/c8P/E/pl37TYPGnT99PbNP33bd7lFbSHJ8WznKcnP9bb7tN+mX7QQcdINx//dKxFotz/s53bi32gw46KHORtfr9nzN3jvDe8pa3dDfMnSfcxYuXdDvvvDMd25Tuk5/8ZPcIvQbeOJcbbfTX3c677CI693jttb/qdvm7Xbqjjj5GbLxbsmRJt9VWW3b0bYVgtnFUPa7J3T9+6lMdx/Ab19bUyVMkxrx5N8ixvmOrreR9wStn/uGHH061NqX7Cr3Hal/a3fCbG7q3vPVt3dvf/vbukUcekW7pg4IcF7+Gyy+/XOJrvPr41Zb3PpBztGboiM9U2Eqz2lKiFlS4GdVNzN2aoav0e2tCACy1lagFebbguom5WzN0lX5vTQiApbYStSDPFlw3MXdrhq7S760JAbDUVqIW5NmC6ybmbs3QVfq9NSEAltpK1II8W3DdxNytGbpKv7cmBMBSW4lakGcLrpuYuzVDV+n31oQAWGorUQvybMF1E3O3Zugq/d6aEABLbSVqQZ4tuG5i7tYMXaXfWxMCYKmtRC3IswXXTczdmqGr9HtrQgAstZWoBXm24LqJuVsz63Slj0JkT9WlYyt0e+eTF1g6sGAKiFhxG3dWS3NHJjhvtxNkof+HBQuJqT7ez/vYqd21232hu/8yXuiTpXSQe4RgH/BoWZo7cg+qQfbOF/EpGSWBTZLZ15gG1NLckXtQDbJ3vhU9/3fddWc3ZfJkXehXeem6GTOOIN+U7gc/+EGV9SO/+EVZVF100UVi5/zzonoyLYKx0J9z/RxZONK3A27kdR1d0ac+p3Yf/dhHc5/UuLyBVRx9b4rpu2edJXG/+a1vFSMhXpdut917JT4W+hz0kIMPJv7kThf6enCyV5j7WNrdcfvt0u+BBxxo/U6fvq+0vf7X15uNP+zwwnuHHXYwG4Ozzz6X7FO7b37rm2Z/L70eXrhi4Y5C/q///m85/tkn64cKtvMCn/u96srygYg7OuigAyX/P//5z61fuiLebZn7hZHT973vfV+OHwt9P27ckXfXz5kr8fel49ONvNQB3eYksS6++GJ0S3Jpt/37tu8223xzZ+tDjk+33Ej8G2+8UQlk208+LE3urrn2OrKRAXuCdI++HPOll17SbbXllt3WW2/d3fibG5niNo3/zne9y9kUfjHXIH1DIeUzh46L648e76oEDSfYRdZX4XzyuvgAeKvs2dCzCbPaleaO3INqkL3zRXxKRklglVfNTWMaUEtzl9geVIPsnS/yT8koCWyyy77GNKCW5o7cg2qQvfNF/ikZJYFNdtnXmAbU0tyRe1ANsne+5c2/LPQHYg+8QN97/kjgTdaJ+7hgfgO5X6dbuwYseYQW81+khf6RtBJgfmlz8xHf6a6hq/rDV/Qfp/glXH5h3vAkHL8PJ6/AGyK+ZMOnxMpnxXr/77ybruhPndL9r3/EFf1y/DOO0MXYjTf+xrLDw+isM/9TFml0f7fZDz7kYFnYY6E/lxb6vPg98kgaf7KVZPNV/t12390PSeuHjcZsgCzu6IPHlVf8wvEV7vfp/SS+X+jrFf0p1UKf2RdeeEE3c9as7iN//5Hugzt8sHvzW94sOdh///3Jq/FlkUqxFi1aJDZuxxt/8Nlrz4+rkveXXnqptP/mN3Whf99998tr2XPPvRxPD+b3v/895YUWpHvvbcc/fT/69oDeg3vvvZf45fj/91f+t+SZ7t+Xfu69797B+Oycd8M8iTm00JfGOatz5vD7Mrmje+AtPvtPmn2SxOLc+rTvtNNO3WZ05dw2ct56y2+7k046Sa7+/93f/Z18w8Ovn78RkG9KmEw8fFPR5pCdR+Qr+tyO/9PvQHKIcvyL7l8kr4k/iO688y70zcLOHf0Oodtl553UTvHoNybSjr+p4PhH8XHxZgeham3IMXocbWjmPsjdmAOd92WP4g0RX7LhU2IZLO9/eQ8dcXRD60GAa6IOb4j8j05j5N8qpQ9W2PHvFvqaFcsNjS7DBjAWnUGg6rx3nkqDHRI9Fake+Jcuebi7hq7aXycL/cJi9NtZZ8oV/UV8RV8alLZory2KBgRZ98iaerzfsAG0cgaBqvPeeSoNdkj0VKR6vN+wAbCdQaDqvHeeSoMdEj0VqR7vN2wAbGcQqDrvnafSYIdET0Wqx/sNGwDbGQSqznvnqTTYIdFTkerxfsMGwHYGgarz3nkqDXZI9FSkerzfsAGwi+GuO/nWHbq9gm7dYWvxdN1MvqJPi6cF828yO/vPPPNMsk/tvn92WegfQrfuTKYFG26T4YUX60cfdXTdKbWftskm3e680OdNAmpU3isST6WxnX5kSldtp3TXXHMNCCYRn78xwHaQfPiY2t25kL/R0+1zhx1Gi+XJHf14tPv7D3+446v4++//aVkkfpoW+ojPt+7wbTq6SC2vi+Pvueee6E4kL/SZ++90RZ/b3/n7hbJ4/V+f+kfloVPS7qPFPMff6xP5QwD5+NsDXqTSPfMWnxt+7au60L/8sh+LnT8kcHx/m5UG6LqbF8yXfB+Yb91hu4U10HVzeaFP8esF8dJuNi3cue9fXFFuSeIeeKG/+WZvt77oR7rdZpttJu//u979rm6fffbt/umf/kmOn9/veXxLVN72pQ8wU6lOHqAFe70tpW+L6NYdiscfnLj+3kq3EnFb91K7hb//ndQf8w6gbzcOPPDA7gD6z5IX/v9I+f3Rj/RD0Fy6dYfjyweYHMz6MoBX4QwCVee981Qa7JDoqUj1eL9hA2A7g0DVee88lQY7JHoqUj3eb9gA2M4gUHXeO0+lwQ6JnopUj/cbNgC2MwhUnffOU2mwQ6KnItXj/YYNgO0MAlXnvfNUGuyQ6KlI9Xi/YQNgO4NA1XnvPJUGOyR6KlI93m/YANjOIFB13jtPpcEOiZ6KVI/3GzYAtjMIVJ33zlNpsEOipyLV4/2GDYDtDAJV573zVBrskOipSPV4v2EDYDuDQNV57zyVBjskeipSPd5v2ADYziBQdd47T6XprTsD7cWE7xR8k7ontGwjjNDROMta9NrM2flYuRf/4d/fVw6A2ty4z9fFrrfu5JeArvGKBnUYs6xFL759JfMUHX/Ex/vl3ppiwjutsrUP6jBmWQsXJHf9FNf/8rz/eo8+LR4/mRelyAod24wZM2WhJVfJ5Vj1gM/EFX26XYQ3tsrVc1q04Yq+XDl2C0ptqWS+j9oW+twBb0ZQdUj/9rf/r7yes846U0m5DYsddthRFo12RZ9sB9Oilz+o8GtiDh8rLzzpiTO2gOeObrzxRmo7tTtg/wNYlW36vnyP/tTCk1hLpb89cUVfbF13CV/RJy49DQjN6Z75d3bb0m022DK1+8XPfyF9fOlLX4JLfw9A8R9Y9IDZ+AV/9atfE+5ll12W87O025Juc6Enyygvd8ri4ot/IMdvV/SZMVB/fEsV58QW+tpTd9KJsyU3V+Dbkty3XNGnhb2+H0s7+oNo1H5y9y2+fcrFP/BAyjW9/3ZFn/rFLUn8YSlTrQ1+//GjH/1IPzjS8b9/+/c3+e46+gNg3fvf/36Lry/XBebDpP986w7Hr45r4PjLC9GebG8vMFsGdRizrIUdW+kTfOcqJqMJaO2DOoxZ1sIFwTGA71zFFPF9Btq8DOowZlkLl+TIv2Qgxp9VGCrn6Tr/lCv67k21oyOAA4T0PuDiKwg+SPH03M4wEH/BYafLLTq//9Z/2+t46Dd3yCKff5C76DL9MVrppSDEhRRPz+0MA/G5LRiQ6M/L4ivI+xmLp+d2hojfpkx0ZAhyiFR8BbU88fTczvA0zT/fLsL3Nr/vfe+jQ3bHQxoWY/PparE//rPkiv6U7vvf19smOFe2qF6oP8aVhRctKHGF1fc8bdqm1UK/+AriPv3GnquvulquOn/gAx/o6GksZFH+BRdcQIu8/GPcm8oV/YPpHn2+Sn0n/Q6Bmbi94yMfxe8DNMIXj9LfHPCVfWx6fzlu3Snjj/vby67oa3y5dYfi49Yd7oNvzeEFNT3ZSLpk5qNLH5W2/KEAv29gJ98vz9xFi+4XLnZf/epXxX7Z5ZdZ/v/hH/5B+6X3AMe/mH47sDNdeec++H3wm75CMPMVfYrvF8TM4VtxeAFvC/3ciSz0N9/M4u+bf6SsvxvQ3m+99Va5vYfj/8Zd0edvRThfix5wC/3cr17R1x90cy/8bQ3H33vvT/nPJ3LP/VT6AfaF/HsQHAzx6fGo8k3IDTf8Rnqcc/31cvxHfTHfupPjoAlkNlei+AqqCKSIp+d2hqfp+OfjLEdRUBx/nQHJTC89zhDvf52wrCFDkEOk4iuo5Ymn53aGyH+bMtGRIcghUvEV1PImsaH35LD6uVGjnvRGzVrikKXXu5A6+mtR7mFMNSl3+4frbkk37f9N4a/+zr9MK7/oeemec69Kj9z7APFXSmsdRM/R36R+jn7/FdVdi0ak5YlvLUd22nf0LdZLARE/8r8c9W8FM7Ko1EFPsUm04E9vo+eSv/mtb0nbv+990lQerynPptdHIKK/s848Kx16+KHp8EMPT3T7hpj18Zr8KEt6vObqq6e5N/DjDndMtFBM++y9T37kovbAj0TcYIO/SF/5yilkcI/mJW3kS9WmiW4TSd//3vfTuq9dN73tzW9Lv/v97xL9gDQ9ix6Pef9999Nz9OnxmmutJd0ecgg98pMfr3kePV6THvnJD7B7Jz1+8s67FtLz5t9Fj3tcP11Jj2r8yWWXp8VLlqStttwqzaBn2fMrkkde0uM1L73k0rTqqqvm6Eked/nXG/11Ou6E42z+oaftpH323SfRtwCJfqgrB7GAnpu/Bz3fnx8P+fa3vV0emcmP5/wlPUv+bW9/azryyKPSSvLI+Ukaix5Dyc/3f+6qz7OMfO3fvpaO/dKx9Gz949LGG28sr4Huxae/Q7B7eqR7JG3x9i3Sy1/xcnq+/I/SbfQ8ez7+rfkv4x6OR1zml+2Sqo/X3IHel13SPvt8igiaf3riUJo9++Q0m/4Owl/Ro1Cx0dN40m30CFPOMW+nnXZamkV/X+GVa70yveed76G8LZZn8d+/6H569OiS9O1v/0dab911pVt9bGjO4fNLDrkf/RsN/5HOoOfor03P0X+EHr/5kY98NF1Nf12ZPkilD3/4w0yTv8dA3/6kP/zhD4nrdL3XrCc5vPS/Lk3rr7d++gb9nYKVV145P16T621nqre9cVjSx+iicolR5mhq9ougZjH/L/v8aynrp3lktkdSrTMCkf+ov8fx/NeUls2/3l7hFbH+qpU/fSCoPhOM+JRlbRxZoTMwCapI3tU/ooHb91fZKP69l/66+/UHjrGr+PP2OrVb8M+n0b379NSdn5T7SbVd1fpxiW+vbQi4cBGfE+QS4lUx8+6xv//czcjNhVPoDNwIqkjePTPjX3TRxd3WdKsJXxXfbddd+chlm0m37vD90TcvuJn0cvzfPet7cvX07HPPycyu++xn6HGSdOsE7tGfN49+HEr90R+DMg7Apptu2n14jz1KfnPvlYHJA/l/iK5eH/rPh8rjGPmebP5hLz0rvaPFp8SnP5yEMN1nD+HHa9I9+u7xmnxV/2/+5m/s/nD+JoMW2HLl+cAD3a07+9EjL+l4HqRHYurr0OOfMnUqXZX/hMTAy+Mnx/AtQd/65rfsJTPhml/+sttrr090b3rTmyRf76KnxxxGvxF46KGH9DXmDuh58xL/Abry7bev0a07nP/LL7uczBqf9/SHyeQRoVP/eiPqd7LcR//Tn/xUXu/BdMy2Dcy//KNdvvJ+zNH1bydO5Cv69H5dfdVV1pxD7kKP3dx8M37qjsbnR28eQ+8pHxPnfyO62j6TnqDz+Vl0Sw/l6zc33mjtPy1X/+mWJM5hs82aSbeFEf/mm7m2tHf6Owv0mM6tuo3ouC53jx/lpxHx7VKbvmma5In+kJjcp//7O8tvL26Yd4P0dxQfF7aB44dLJB9S3hQ6A9uhiuTdM3P8l0PFAbOFNqhx/DkZ8f5bKbjy4FKRjZwoGdUrLZOccG6FzsA0qCJ5F/m3VLj0cKpkI6f4Ta80WIt0boXOwCyoJPWK/sDH8NrkNAerT0njKOgL0vXhTd3SR9Pim+5MKz33Wel/vFz/oI2jjg8RBNL1VJuc5qCjjwfRF6TrpTY5zUFHHw+iL0jXS21ymoOOPh5EX5Cul9rkNAcdfTyIviBdL7XJaQ46+ngQfUG6XmqT0xx0dIEP01XtNGlSehb9Vdbl2tAXpGtUm5zmINOvv/769Fv6Q0+88bVldvOmWP+iIpq8+S1vlT9sxX66v4P+ANcd6SUvfUl61ir0evXCNLtkQ5uelh30BJv08JKH00te0v9r2rmLZQsEgXQtvIn/Au3dd90jf6Rq+S4Zu44mgPfde196hP4y7hr8F4of4/FP0O1yuTj/t912u3xT8pxnP+dJib+E3q+FC39Hefwz+gvNq2ixoGie5OOXJOFNhnSZq01Oc9DRx4PoC9L1Upuc5qCjjwfRF6TrpTY5zUFHHw+iL0jXS21ymoOOPh5EX5Cul9rkNAcdfTyIviBdL7XJaQ46+ngQfUG6XmqT0xx09PEg+oJ0vdQmpzno6ONB9AXpeqlNTnPQ0ceD6AvS9VKbnOagoy8TDt+6M3Q2GxVA7M5p0ID1Vixljh9+hZ6ZGQMm8YjdOQ0aiPiUqPZ8WrIz9A4MeAdMkX/KgOTFJceggWd0/R1x+Iz0n/95Oh2jrtTkRkCCK5HFbLn+vn/22enP6C+68layI2qzG/AOmKSR2J3ToAGLVSwR3+eiST6pA94BU+QfqXLJMWjAslksgxl2b4NnZvOAKfIf+dficsVh0EDUH5XJCr/+0ev7dOVNz9NWFHl6KXMJxlR2oIwgPb/GnuExWPxHuyJ+5F/rYbhCRg/UIT4qq9/jEDvq748Zf3Pn3ZBuu/VWSvVS+p8nEUK8zF9JlvvFPm3axvRtw7P1bbF95P+Pyf9QRVtqBXiGx2BF/iP/cf6N86/OB8MzRJx/R31QGMoXZtZ+RofYT878667o5xchwr8gb+eX7n31IS2PZq0J0Pq+WhqIJgRjlXhmMrA84Xoca00g4kf+/dI06o+yIQPERkmMP8x3lhIDvblleQzWmkDMPzH/xPyDUZNHhggbJTH/xPxDNYDzEteKrw3WH9tmrQmsSPOvW+jXCbOEwNwkhr+irz8FuxaAIvnaHt+r6zcQvK3GPQYZ/BsT8SP/UX86ZnSsuBEDKDLGX8w/Mf/G+cefXzFBeFuNewwyxPm3fDCN9UesP55W6w/+cS4P8d5ywFdyPQeI1uNXHEwTkNkJFdJ9Ouv1F/HLSKpyq0ovXxUHCYaM/EsGkA7IqD9Kiy6BevUU4y/GH85k1dyiSq9eKg4GGGR2QoWM8UeJifHH1dGrp5h/Yv6J+SdPnH3RGy8VBRMsJJUSP4Knudzupl8agOzOCS/Nql5F6fkaQ6OWNgMOb4r4kf+oPywGsCyI8ddmwM8ZZXIprJ6fXGIbcHhTzD8x/8T8E/MPzyR+Xigzi6KerzE0qjQS24DDm2L+ifnn8Zh/mlt3fIlxLXrdYy3uyp1NaKNs2vvv+8AZ+Wm9jeF1jyO+ZGAgJZF/TYrto/76nw5i/I24WtYOKK97HPNPzD+UgYGSgFFdtI/5J+Yf/ZyUJw2uG6qLwavVbUF53ePc1YAp6k+TYvsYfzL+ZKHvPzVqoXAh5eqUjFnapMJQt8VaW3IZFsFEnhUHi5vrvnxqi/iSLMpX5F8KSIpMdnJeZVtdbeoT7vCZN5cU8aL+NE3NPsZfzD+4ahTzL88nvMX8K2mQ6VXn2CYzebZVn3Bj/i11owkpaeHcxPnHZ8VwnH+e+POPXtGXsaoD1iC/DVhR2VsyGnA73qRJpajd73tuCzpJp4oewbcexlWTSunze2420J9k5ldvkJvF8XMWlmurclop/eY9tyU98m+p4LRF/fWLZ4SlqqlK6TfouS3pUX+WCk5b1F+/eEZYqpqqlH6DntuSHvVnqeC0Rf31i2eEpaqpSuk36Lkt6VF/lgpO2zOo/ibxX8mtj0cONVeHK4ls9l4mqT7CmXthEv0NXsobIqGXoZ8UwIfeWVK7ESHUPMIZ8TUDlJ7If9RfjL+Yf2xCkLk45l8/K9S5YY3PK7zF+SfOv1UZSFXwLtYfPDpi/eXnCCsOgD+B9Rdd0V9KL8N9ksO5EC/SitkZHiPMZaCtWOHN4qhX9hVRabwfYS6EZaCqPSu8RXzNg5+qqkRlN4kR5kJYBqraR/41W1F/uWq0OmRfFUopqhHmQlgGqtqzwlvkX/MQ41+KQWqkKpScHhIjzIWwDFS1Z4W3qD/NQ9SfFIPUSFUoOT0kRpgLYRmoas8Kb1F/mocVpf7ogr6+9VU15BxA4McjxBn6bQNoQ7J0O3T1yLUoRGfMMOLTwKSRGfmP+qMysDm6P1J6ljKsYvz1r966dJVEOWOGMf/E/BPzb5x/4vwb59+n6fl34NYdf3JjPLysmOi8KB+ScjfDzXPriQaOnFwjfuQ/6g9DycsYf6NGBmWJk4NtsHxi/pHsxfw7euES5588wAYHUL4OikHWyBh/JSGD6Yv5J+YfKowncf61W3ekMnP9lSrVc2ap1VKgsoAf4GtbdcANaf1WBqc4CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAt0n6MW1mtxSCou+lT0FXxtJaiGwKALI17SCmjiX1Paym6IQDIXtRiUMpoYt/TWopuCACyhOshpYwm9j2tpeiGACB7UYtBKaOJfU9rKbohAMgSroeUMprY97SWohsCgOxFLQaljCb2Pa2l6IYAIEu4HlLKaGLf01qKbggAshe1GJQymtj3tJaiGwKALOF6SCmjiX1Paym6IQDIXtRiUMpoYt/TWopuCACyhOshpYwm9j2tpeiGACB7UYtBKaOJfU9rKbohAMgSroeUMprY97SWohsCgOxFLQaljCb2Pa2l6IYAIEu4HlLKaGLf01qKbggAshe1GJQymtj3tJaiGwKALOF6SCmjiX1Paym6IQDIXtRiUMpoYt/TWopuCACyhOshpYwm9j2tpeiGACB7UYtBKaOJfU9rKbohAMgSroeUMprY97SWohsCgOxFLQaljCb2Pa2l6IYAIEu4HlLKaGLfQzet2j361h1oLHnj6/mEcXM+3Gp1d+bAAclt+5t5BZjmiLCx5C3iR/6pFqL+bChg0GGk6DiBBqnWdm9eAaY5GmwseYvxF+OPaiHGnw2FGH86M2CmqLXaqr6yN68A0wrBbgpiH28x/8T8Q7UQ848NhXHmn0n00B1e7ucBJSNrcDfMgBWybsq/89U/xNL8EJDoeN90XA+3970NM2CF9C0oRsSP/MsfKYn6q36ISsMlxp/OmzH/0JwZ8z8noT55NNqIM0xuN8Ib5584/8T5h8ZInH+f6vOvXNGvpilTDDRTXl8Fk+Y1fThMlsYEwQw1qNymGKjJAxqYET/yLw/HoIKQ+RW1ggKB3sjKbYqBht1XwYz6i/qL+uMLLDH+Yv5x8yQmSGfysHKbYsBTBzGYqDtII4NghhpUblMM1OQBDUzEhTQqCGaoQeU2xUBNHtDARFxIo4JghhpUblMM1OQBDUzEhTQqCGaoQeU2xUBNHtDARFxIo4JghhpUblMM1OQBDUzEhTQqCGaoQeU2xUBNHtDARFxIoxKhd+uONkJTpVa2Xi/W3QhQ+hJEO7uaONCiipX9lS3iN2fRgSRWJs0emwTRLvJPKaxyVJSq1rK5skX9Rf1Vq7hSO8NIq4d9gmgX4y/GX8w/E42WMmZs3OjoocFDvhh/w8kbtJZcCqJdzD8r3vzTLPRLUWBc5dOTlZBj2JhDAY1cPZXOrJ9h4Ho3aECaeA1jXmze0et8QqdjO55BAxGfMuCzEfnXc47kxCfGVZTCCZ2O7XgGDQjPa5H/yL98g0CVMfHdN75qXLn1oOMZNBD1Rxnw2YjxF+Mvxl8eE35gTDSv9Hze4DoxaECIXovxt/zjr1noNxMZpXbUlQcwfeL9W9Zi5RW2oKIa3Zs8NoIB9U7MMXKeoAtbUFGN6E0eG8GAeifmGDniUyrsT2UTlrwNJM+bPC6ZBFLvxBxw+9Uq7QYae5PHpScg9U7MATfit9kSfSB53uRxySSQeifmgBv5b7Ml+kDyvMnjkkkg9U7MATfy32ZL9IHkeZPHJZNA6p2YA27kv82W6APJ8yaPSyaB1DsxB9zIf5st0QeS500el0wCqXdiDriRf1voj04YfkjhGATn//Z2WqwtlR/bdPxdkHy84sTyR4Ol+aNGxmJjzH3ozxK415RWyjZeArJdNzBVY89K5KM+8Z0TNeUf+Ub8yL/UQdRfjL+Yf3TqjfmXThtx/pHbW3he5FzE+TfnINYfsf56fNefr17rlVRb7cZ1htXsKF/NqTXfZnj9rd2PatW300J/KVndizKOAR/V8E0330YLbd9Sl+6TsHh3TlnG86SzEiGeg7mXSZiAQGRJGxbz/F20TFRqHtqjpfoivuYjf3hyyYn8U21E/cX4i/kn5t84/8T5lxcMsf7gJNB/LBRYsko2Nsf6a7nWn+uu9QpJG+exfbKODjRJquUVtxvlRiSQf+tG89/aSwNDdcuJ49sV/TZgaVaQRQCoI8Hae4mgqfR7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K0Zukq/tyYEwFJbiVqQZwuum5i7NUNX9lM4PwAAQABJREFU6ffWhABYaitRC/JswXUTc7dm6Cr93poQAEttJWpBni24bmLu1gxdpd9bEwJgqa1ELcizBddNzN2aoav0e2tCACy1lagFebbguom5WzN0lX5vTQiApbYStSDPFlw3MXdrhq7S760JAbDUVqIW5NmC6ybmbs3QVfq9NSEAltpK1II8W3DdxNytGbpKv7cmBMBSW4lakGcLrpuYuzVDV+n31oQAWGorUQvybMF1E3O3Zugq/d6aEABLbSVqQZ4tuG5i7tYMXaXfWxMCYKmtRC3IswXXTczdmqGr9HtrQgAstZWoBXm24LqJuVszdJV+b00IgKW2ErUgzxZcNzF3a4au0u+tCQGw1FaiFuTZgusm5m7N0FX6vTUhAJbaStSCPFtw3cTcrRm6Sr+3JgTAUluJWpBnC66bmLs1Q1fp99aEAFhqK1EL8mzBdRNzt2boKv3emhAAS20lakGeLbhuYu7WLDr/wSx8yqi6dGyFbu988gJFp4+BlZ3jkgGfEO1l9EHEpw9xkj73mdDlUqHbO1/kn5Ih+Yj6i/FHcwtfjbKNa4MMlc2cBmL+ifkn5l+eRuP8MwmThTvHKnR754vzLyVD8hHn3z/l86+7om/nPQVVMbPJG/KU4E3W3E0X5jeQu3G6tWtAj+INEV+mZJ8SS1/k305Xlh8DUX+SCpcPq5sG9CjeEOMvxh8tiXxJWPnE/BPzT14uW30YiPlXUuHyYeOmAT2KN8T8G/PvY5t/3UJfC6kup3wxzBulHp1BoOq8561cQCs8IEhl+r16vN+wAfCdQaDqvOct4mse/IczZAwSjCJLDpE/4xoA2xkEqs573tA+4pc8AUFqpvxePd5v2AD4ziBQdd7zFvnXPET9lToBgkSGilSP9xs2ALYzCFSd97xF/Wkeov5KnQBBIkNFqsf7DRsA2xkEqs573qL+NA9Rf6VOgCCRoSLV4/2GDYDtDAJV5z1vf4r1Jwt9e9kG9AXbg/JJNZeBzIFo7YM6jFnWwgWJ+JIB3FNACjJXABKPXJEsFeYaeD96qRMPa6/viE851aSOzBHeBiP4fMNJUvwgZVmLgfeMCBFfkojM9WoUKTZCNgzqMGZZi8g/0mM5JUPUX9QfZcBKwwCKJMvWPqjDmGUtXBD0SYSoP0kGMlfeiMh/lQFLEGqHZG89BFKWtXhG11+5ou8WdT6BTWq8yzA4/UwZpV7nmLm09B8qzE0ADEjvAy6+guCDFE/P7Qxx/DapImcskSFI7wMuvoLggxRPz+0Mkf/Ifz6po2ZYokIgvQ+4+AqCD1I8PbczRP1F/UX9YbiYxAiBNIcDxVeQcwsUT8/tDDH+YvzF+GuHzeN2/isLfR/Cjb8ySj0BuCWWEzMYg5KadXSDp/3wpSW13ba68fuOvsXIBRAp4kf+o/78JY8yPGx2gWnkoOo7+hZ04mSMv5h/Yv6P8191ybWeHyrXyEml7+hbXL+AMf/E/LOCzT/1Ql8GAH2wtAFBhoFPWXD7BYEOMN33/GLmHX8QKD8iaNjyKaF6SMaIT/m9/qVfft1Nj1BF8i7iR/6j/vAjSgwPGRg6OOgEEOM/5r9cETH/xvkvzv82PfaAm0AVOkOeT2UxJWbexfoj1h9PzfpDF/pNffoaler0C+gBrnLG2KMvSNdFbXKag44+HkRfkK6X2uQ0Bx19PIi+IF0vtclpDjr6eBB9QbpeapPTHHT08SD6gnS91CanOejo40H0Bel6qU1Oc9DRx4PoC9L1Upuc5qCjjwfRF6TrpTY5zUFHHw+iL0jXS21ymoOOPh5EX5Cul9rkNAcdfTyIviBdL7XJaQ46+ngQfUG6XmqT0xx09PEg+oJ0vdQmpzno6ONB9AXpeqlNTnPQ0ceD6AvS9VKbnOago48H0Rek66U2Oc1BRx8Poi9I10ttcpqDjj4eRF+Qrpfa5DQHHX08iL4gXS+1yWkOOvp4EH1Bul5qk9McdPTxIPqCdL3UJqc56OjjQfQF6XqpTU5z0NHHg+gL0vVSm5zmoKMvE9ZX9I0+0NuASehid06DBuxjQrHIxfvyzYHFBfDMbBswRXzKgOTFJceggcg/pYmv0paM1FjqqNp5ZnYMmMQjduc0aMDiFkvE97moUl+SWptHNRC7cxo0EPmnTEb912OuVEddZqoNeAdMwhW7cxo0EPUX9Rfjj2qgjIga65jze8/M9gGTeMTunAYNWNxiWQHjd91S+oNZ9HVC/r7aJwOphw2S7cCQ4PalZ3gMJj0TNuJH/qP+ZEAMj5DRC7UhPkaWSs/wGKwYfzH/xPwf57/+bFFmiJh/Rn1QHppRkbd+RofYMf/G/PvEz7/uin4uQhG+IL2dS9f76pJeHs1aE6juB0a/QjBWiWcmA8sTrsex1gQivk7gmqScGRGWpch/VZecKZ8bzdxj2VtrAlF/UX/5822pKykQq5LGzpXmfaw/ts1aE4j6i/qL+sP4ySNDhI0Scno7c70PbZdfWmsCMf5i/D1Z488t9OtitYKEuSlM/zst5boWgCLzX3FDPyJBqIyV0mOQwQ+MiE+DJFeJ5splDFBk5L//fCEkqCq5SukxyBD1VybmGH8x/mL+0SlD5wo3YwCKjPk35l+6Yjvx2aXysoISMgcZ4vwT5x/U0WM+/9J9O1xTVFjNcPQ9WbUV0OMXl/Smb0lTrlAhXTn3+ov4ZSVR5VaVXr4qDhIMmZ1QISP/lBgdOr18Rv1F/WElW40tVXr1UnEwwCCzEypkjD9KTIw/ro5ePcX8E/NPzD954uyL3nipKJhgIbMTKuQKNP9O4lv0m4+b7vBpAmJ3LjjLT5VUVXq+xtCo0khsAw5viviR/6g/LIawLOoPQD9myuAqvJ6fXGIbcHhTjL8YfzH+YvzxTOLnhTKzKOr5GkOjSiOxDTi8KeafmH9i/vnj55/m1h0/xHgset1jHdyVO5vQRtm09983gTPyakUbw+seR3zJwEBKIv+aFNtH/fU/HcT4G3G1sB1QXvc45p+YfygDAyUBo7poH/NPzD+6TsuTBtcN1cXg1fq2oLzuce5qwBT1p0mxfYw/GX+y0PefmrVQuJBydUrGLG1SYajbYq0tuQyLYCLPioPFzXVfPrVGfEkW5SvyLwUkRSY7Oa+yra429Ql3+MybS4p4UX+apmYf4y/mH1w1i/mX5xPeYv6VNMj0qnNsk5k826pPuDH/lrrRhJS0cG7i/OOzYjjOP0/8+Uev6MtY1QFrkN8GrKjsLRkNuB1v0qRS1O73PbcFzX/btkfwrYdx1aRS+vyemw35z4Ua5GZx/P3kjbBUOa2UfoOe25Ie77+lgtMW9dcvnhGWqqYqpd+g57akR/1ZKjhtUX/94hlhqWqqUvoNem5LetSfpYLTFvXXL54RlqqmKqXfoOe2pEf9WSo4bc+g+pukT9H3xSCHmg2uJLLZe5mk+ggnuiV3Rwvp8ttz9DL0kwr40DtLyviIEGoe4Yz4mgFKT+Q/6i/GH2buPF/QpOKrwgaLzfDM4y3mn5h/qzKQquCdVlKuJ5SVeTMge8y/fqQhUTH+fFa0WpAb1hjzFvNPzD9VGUhV8E6rJdeMLx1jKImu6C8lt/skh3OhI45q7ygTwqo9K7xRnKWLH063nXgBXUyflF6661vTs160qtiVUPbcpLv3wXTbceel5/zFmunF79uoOAfQvZdcmx64cn567utfkVZ/14aoEWW6+MXw1Bx/xOcMaHXIXqGmxe1HmB1jYli1Z4U3q3P1yr4iKo33I8yFsAxUtWeFtyc5/qWXXJKuvvrqtPuuu6UXrLaaxD/7nLPTT3/607T3p/YWW/5SS1+f21ev39mXF1btn6Ljr9LNLzwbLrnkB5SXX6Zdd9stvfAFmpf2uKrX3zqXQ6/a/4kdP6pbXmP1QsuBjTAXwjJQ1Z4V3qo3JOZfyVGVKE0T70eYC2EZqGrPCm+Rf81DnH+kGKRGqkLJ6SExwlwIy0BVe1Z4i/rTPDxZ9Uf3R2nqq3cjvwYI/HiEOEO/bQBtSJZu+5/eH7nrgTR3t+PlPV/32N3Ts9d5yVAXFLRLS26/N93w0ZPT89/0+rTWAdsN87L11hMuSPeec2V6waavT68irtZUP37VSXmhlVmUJ+j4q0AR3w3+KjPy/sv9jY9z/VVRnuH5nzljRjrtO2ek75x+Rlp77bXl0Lfffvt08803pyO/8IW02Wabr5D5nzlzZjrj9NPT6ZyXdTQvVV2wEuOfaoNm0Rh/j+v5r6qzZ/j8w8XTv3rtMhDHv0LOv1YB8f4/oe//wK07OfVycmNsH73sPWEw0fsiTrAHm2trXujPyQv99b5MC/213UK/if/wbfekeR87mRbvG6Q1D9h2wvi3HXdBuudcXugT98Bt8UqczK+exMgPLk1811jg43H8fBARf0SFRf5zYgYH0IT1PzT+ZtGC9jRa0J5xBi/016IanpR+cvnl6ZfXXJN23mnn9JznPLsu8RUk/zNm6UJf8+IW+ivI8cf8E/PP4AwT9f+4zr/N5Crzb5z/Y/3zZM2/duuOFOLA6rU2ZQ1GyLqKSVMH3JBGy4ZH7uYr+sfJuy0L/bVood/MOmi7hBb6N3xsdlpt0z9Pr9qfFu/Mg9M6VnD7Ceenu8+5Kj2frujz1f8erTI4xUF0WZuyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfcLHmhz1etTz/j9LTOWrSgtXEGFpEcRFe1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4RZ05a0Y6/bQz9ANQlRdl122zBiOkdQygDrgh4a3z7LwOglubsgYjJMgm1QE3ZOPOqvM6CG5tyhqMkCCbVAfckI07q87rILi1KWswQoJsUh1wQzburDqvg+DWpqzBCAmySXXADdm4s+q8DoJbm7IGIyTIJtUBN2TjzqrzOghubcoajJAgm1QH3JCNO6vO6yC4tSlrMEKCbFIdcEM27qw6r4Pg1qaswQgJskl1wA3ZuLPqvA6CW5uyBiMkyCbVATdk486q8zoIbm3KGoyQIJtUB9yQjTurzusguLUpazBCgmxSHXBDNu6sOq+D4NamrMEICbJJdcAN2biz6rwOglubsgYjJMgm1QG3SPsxbmW1FoOg7qZPQVfF01pU54X+nA+dQN8Kd2k93LrTUnMnutCnW3do8b6m3I4zgkj8W4+/MN173hVy686a+/NtPi236IYAIMuL7yGljCb2Pa2l6IYAIHtRi0Epo4l9T2spuiEAyBKuh5Qymtj3tJaiGwKA7EUtBqWMJvY9raXohgAgS7geUspoYt/TWopuCACyF7UYlNKlCy68MJ1y0ilplw/tkrbdtnxzxf4jj/xC+tnPfpaOPurotOaar0ozZ86ihT5d0ZdbVPSK/rHHHpt++MP/SqeeenJaje5PX/DbBWn6PtPTNttuk1ZeaeV09tnfT7+5aX56NX0DsNvuu6ett95aXgTi86eF8849L513wfnp5xRrzTXXTJtsskn6EP0O4IWrvaC84IHxt2DBzWn69H3Te96zXXr00YfT9777vbTwroVp4402TgcceEBauHBh+pdjjqFvHK5NL1599fTWt7017b333mmllVbKvXXpvvvvT8d96bj0k5//NN1x++3p1a9+tcTf6xP/kFZZeSWLf/TRR6XLLrs8HXLIIenEE0+ke/KvSnvs8WH6v0eaMWMWLfJPy3mhD0B0cNded2363Oc+Rzl5QTryi0el1fKxnHvuuen8Cy6QvK5FOd1k2rS024f4Nw/lWBcsWJD2nT6d3o9t0qJFi9L5552f7rjj9vTjH19mr8fPR5pLcgFAOnYLlTKa2Pe0lqIbAoBsgzpdKaOJfU9rKbohAEgXr4VKGU3se1pL0Q0BQLZBna6U0cS+p7UU3RAApIvXQqWMJvY9raXohgAg26BOV8poYt/TWopuCADSxWuhUkYT+57WUnRDAJBtUKcrZTSx72ktRTcEAOnitVApo4l9T2spuiEAyDao05Uymtj3tJaiGwKAdPFaqJTRxL6ntRTdEABkG9TpShlN7HtaS9ENAUC6eC1Uymhi30M3zdk9+tYbaCx5y5fO8R0D3ORx0Gm1lXvwm3kJPHLPojR31xMkhCz05dYdMFjypvGX3Er36H+cbt2ZVm7HAVN50Lp0Gy/06dad50+jDwUH1vfzg6Uv3jTtQvawseTtiTt+PNJT42Af8S3nkpLIv4y0gfF3x+9+l7bdZtu04V+9Mc0+6SSr1YceWpy23HLL9LKXvUyuVHMa+V50XujLFf2115EuD/nMwelcWqifTwv1NVZfI82dOzfttOMO6c9e/op09913pQ033DDdfvsdaf78m4g/Kc0+eXaa/FeT9e2hPs8866z0ucM+l1Z9/vPShm98Y7r5t7ekBcSdMmVqOv6449PKq6zMoasN1T13zty040470Gv8s7TogUVpKrWZTx8qFiy4Kf3/b/hLibk6LfBf85rXpl/84ufpnrvvTXt8eI+01557Sfxu6dL0gb/9W2mz/utem175ilekX1xxZbr/vnvTO9/5rnT44Ydb3P322y/94Ac/SC9+8YvTkocfThu8/nXpPe/ehj7QvEc/ANG3HPIBiH67MHfO9eljH98zrUwfFI4//vi0/vqvo366dNaZ302Hfe6wtOrznp82nPzGdMvNv003zp9Pr3tKOu744+iDBR/rJMrhnLTjjjulNdZYI91zzz1pvfXWE8x98Ybjj/mH02XZkNzoDjaWvMX4l6oZGP/IlOYJGqRa2715BZjmaLCx5C3yH/mnWoj6s6EgQ4JGBkaKDBPTaqv6yt68AkwrhKofNj9O448eukOb7BiM3IYZsELWzZcuhX1pHYHM8Dxyz4Pdo/c9UAx1F6Y9dOvd3bXbfqG7eeaZZiuN0Ju6lj70cPfIfQ92jzy4OHNHx3+qjz/i81tUv3/5TavEMANWyKoJrQVhf+a+/3vuuWe30UZTuzsX3mkHf/FFF3VTpk7pZs+enW1LuyNmHtFNmTKlmz9/gaSbM3PwIYd0UyZP6e66a6Hw5syZI+02mbZpd9VVV1l/p5xySjeZ2h566KFmu+WWW7tNNtm4e/e7390tXPh7s3/usMM6Wvx2X/8/X58w/9fPmUuxpnZvefNbuhtumCvtFy9e3O28y84Ua2r3yU9+snv0UX3/5s+f303daKNul112sTjXXHMt6Tt3Rx99NNmUR4v47h1bbdVtOm1at+ThJRZ/v+n7dpMpH5/61Ke6xYuX2PFzZzOOmNFNnTpZ8jJv3rxuiy236Lbc6h30mm6wWLfccku38Sab9I71sMMOlZx+/ev/Zlxa6MvxT9t0WnfZZZdl+zO3/vQAMc4sDQJWhPEXx88ZiPdf66DeR/2jLmL+QyakQkgxXYBpdQE5bZgBK6RrQNDXH/9V2hK0UoYbM6XdwMS6CtJ4IJihBpXbFANCXswL/e3ahb72AybiQloUEMxQg8ptioGaPKCBibiQRgXBDDWo3KYYqMkDGpiIC2lUEMxQg8ptioGaPKCBibiQRgXBDDWo3KYYqMkDGpiIC2lUEMxQg8ptioGaPKCBibiQRgXBDDWo3KYYqMmN9r3vfV8WsaeddhoNbHUeeOBBtHid2vECVTayz5hBC1pa1NPVeevh4IMPloXqwjv1Q4Is9Inzib32Ik6Jv4AW2vwh4aMf+6i1Peecc2RBe8YZ3zEmx7/33nu7ydQHXUU3rhGKpZvLHyqoz3333bdyH/ulY6Xfiy++yLG7jp4Q1G22+WaVDQpeKcenq+4S/8Ybb4S7m77vfhLrumuvNRsA54U/xFx66aXdVvQhYet3bN3dJG3Ra9edS8fKr/WM75yBZiLvo2Olby+66Z/WY+X4nEM+fv5QYVvpykweVG5TDHjqIAaT4/MGqRobDA2Cym2KgcE23ggm4kIaBwQz1KBym2KgJg9oYCIupFFBMEMNKrcpBmrygAYm4kIaFQQz1KBym2KgJg9oYCIupFFBMEMNKrcpBmrygAYm4kIaFQQz1KBym2KgJg9oYCIupFFBMEMNKrcpBmrygAYm4kIaFQQz1KBym2KgJg9oYCIupFFBMEMNKrcpBmrygAYm4kIaFQQz1KBym2KgJg9oYCIupFFBMEMNKrcpBmrygAYm4kIaFQQz1KBym2KgJg9oYCIupFGJ0Lt1R79MqL9SqGzya3z+OmF5t9KXINrhW6ChHqpYmcC2h2+7O/3mY6fQ7Tivo9tx3jvUdIRNe2SnINqNEz8/6ZkaUwf8qLnl3iK+fv0U+X8i6u/BBx+Ue+ff8JdvkNtllixZkrai23Ze9/rXp5NPPhlVL7fu8FN3+PGaa9FjJLmCP0P3rJ9zDt93Trfu0K0mc+fNSzvssEPacYcP0v3z+1mF8+vedNNp6S82+HO6n/9Uqf+j6f75f//3b8ibusEGG8hbzHdiMPf6X/86rU79nX/++aTJUUtfgphDwefJbUI7ph3oNpd9991H/Lw7afbsdPLsk9Ipp5wqtw6xjdvtsvNO6fbbbk8XXXSRjb9bb7tV7u3/1a9+le659570AN2zP5/u/edj+7/f/rbcNsOt99vv03LrziWXXpqe/7xVq/E/YwY9dYdu3ZGNxjV9Q5I+vMfupHIvuvGxfuMb/yetRLbXU17TJLr/nw6WGddd92vJnR5ryrc/7Ui3Je2U9tmHj2v4+EvvOUgWyi5t2FzZYv6x97/O3Cit5FIQ7WL+99Vd562qteyqbFF/UX+x/qkHzYSajh6mCKLdUzH/NAv98qLK+cnZ8GLzgWHM4wDcuTEzIOo+YO1LxzOo4OFb6fGae9KPcem+ezxH/8mMj9dqL4sMEV/nPMmJTwySZXJCp7HyUFDdmhgQu9ci/5r/Qz7z2XTBeXSv/YXnpyuvvCrtSwvMgw86OG3//u1zbju7F10W+vk5+od85pB0Li/0aUHOC/15dH85L7x34kXq3rRIldWoZnzTaZumDf58g3TqV74iZnkuP31oeD3d777Oq9eldS/x+PevJH5NC32+l5/7182/a2qZO4/u0d9xR/pNABbEbO/S7Nkn0//Z6ZSTT6HfHmwoNn4hu9AjQG+9/bZ00cUXS/xf//o6WpR/It1//33ppXSf/1/Qh40XvPAFsvDnnr5tC/1EC/3ptNC/JF36w0vpHnv6o3xuw28X2MQf5p9L/q9+9atpvXXXs+OXDwN0rK/b4PVpnXXWkfh8rqOfCaTrr/91+qvJk9NnDqZjJRv/zsGOyz7A9I/fvQQHHc+gAeF5LeqfUk45l5z4xLiMKpzQ6diOZ9BA5J8y4LMR9Rf1F+PvaTL/2OX9DPA1AKsetzx4J+aUVsorbEFFNaI3edy/dUe9nmOdDICWLfpAY2/yuN+leifmlFYtW/SBxt7kcekJSL0Tc8Dtv1vSbqCxN3lcegJS78QccCN+my3RB5LnTR6XTAKpl/c//vGP5d76M888s/vsZz7bTaN71O+77z4QRR5Bt6hMmTK549tweON2hxykt+7c6W7d4dtYjjr6KOMIoB33ufvuu0PtTjv9NLmd5dzzzjPbRKC8WmVdT7e48K1ERx2lsdD2xJNOkmO54oorqvlnp5127jbbbDPQulmfnyXxv/nNb5mNwYEHHCh2f4/9ftOny+05ixbdb1x5PbTjW3f49ww/+tGPOs4fHz99QOroiTkWnx5LKn2ed74/1vaItGu5/Ylz2BxXy0Z8e0EZKE8Vj1tef0T1Gd4S8TkbJaOCimqp8iaPjWBAvRNzjJwjF7agohrRmzw2ggH1TswxcsSXVJRsCSqqJcqbPDaCAfVOzDFy5F9SUbIlqKiWKG/y2AgG1Dsxx8grfP7lHn1Ox+iE4YcUjmHQQMmooFF2H6nm1JrvTuMvvvWu8mNcIxvwDQiPso8fv+rTujcQ8asMjMpL5L/UUZ2jWvPJXPb44x+t8r3l/MPct799s27//T/tOxBMV6VlsXqT3aO/tDv4YPoxLi1K77zzLhkxc/gHsqQfXS1SNf60aZt0u++WF/r0Yq+79jriTu52223Xjp7yY/HuuON3dH/+9O7Ek040Ww30SOfMuZ7aT7UFMY7/JFro8495eaGvm8bfaacdu83o2GQj8n7T+b77yR09kSfzuu7WW2+lDwObi/2G35Qf006nhT7H4sV7m39Z6JPvpvwB6IgjjpD49CjP/GOmpd01+Vh33ZWOdfFD1gU9NrP7NN2ff+KJJ9lr0BxOtg9L5jCAI4VUR60ZmcCy33/PXlZv9uKbOTLi97OIXGpuXIYMGmgaj7IzDT5IRGm6MDXef82Uy5dBA5atZWUz8o+cQS4rY1F/mimXL4MG/uTrjxb6zYs11UBzEEWtGSiI7K+cpGS990MBONCttTMgniX5qTsL3FN3asYTGx8vz8uIX2ejykerZH3c999HAq5CUB1Veqs8w+Mfc8zRcjWaF7T8w9I2Gfx0GX7KzU030VN38nbwIXxFfzIt9Osf4+rV6CqBvSv63MWsz3+e2k/pPvjBD3bHHffl7l+P/RL9oPUdYqPn6yMMSeqryT+e8HPUUV90vK476cTZ0v6KK39R2el2ouqK/n/8x3/I8W633XbdCSec0P3rv/5Lt9U73kGvc1Npf8O8stDnp+7w04UWPfBA74eqM2bgaUQ3Sbwlix/ueEE/hZ7Ew08bwvb5fKx/K8d6XPelL32Jns6zlR6rfKuh9YcPS0d90X9T0T9+9GuJgcHSbgCenqwZK3b9cx6rfLRK1mP+acuoSpQrx8beNiO9ZkT+q3y0Staj/tpCqhLliqqxt82i/h7T+LMr+i7DktIybAvq5XrEe9Gaoav0e98jWGorURUtvvUevaI/yz1es25inbVm6Cr93poQAGs4vmcarpuMNIPmI8NmjSJ+SQWh9v2vnFD6SRRPa4au0u/REUuw1PZ0i88LZ74SvsUWW9CjJR/2ByZHNmumPl3mtzfrQp+P9jOf+YwsVHWhv7Tjx0vKFX16ZGV7/Jtu+qaO/sBU3e8jj3bHHHNM9973vk/acXz6w13d988+u+ZlzWd+Li3EEUvd6uUr+my/8qorrRV7dt55l27zzTfPto4evflo9y9HH9O96U1vIv5UesToRh399d9u1qxZ9AFgcnfjjTcadzo9AWgq2Xihj/dZo3Ud3aMv8W7OeeFGd9xxBy3it6Q+/7r7yU8ul/zxtyZyrO97r/D5NW63zbbd2c2xcg45vj72U18CYqn0e/XXLGilFZBnCx7haM3QVfq97xGsiM8ZaOvfZ8pwnbKRZtB85mGzRlJlXgOjvJLizQiUxtGaoav0e98QLLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K0Zukq/tyYEwFJbiVqQZwuum5i7NUNX6ffWhABYaitRC/JswXUTc7dm6Cr93poQAEttJWpBni24bmLu1gxdpd9bEwJgqa1ELcizBddNzN2aWZ+kXvyohJ8kIb/Aq351oz/AcXv/ixz+eY7o+FWU+22T+Mieu/Qej8uPekbHf4SeunMDPXVn1U03SGvtT38F1Pp8cuLjqTtyqLLDEUT8J+P9j/xr0f2p1t+dd90lf033Rau/CAODJI+Nx2f8j3r/ly59VJ7Gswb9MaznPPs5bl7gl/HExL9rIR3rs1ZKL3ohHyvHIGG/SuO42J6Y+PXfmYr4kX+qt6i/PA4x9ljG+Hui59+Y/54e868s9P3QMEyvvyym2eoNHWn0kcCbXENbrpvfQO7G6dauAQ1lSV7ov2BT+mu3B2z7pMd/qo8/4vuCePLrL/If+S8TYtTfkz3/x/iL8RfjD1c3Y/6J+eexrb/dQl8nkno6yUPLG2U97gwCVec9byhHPzmjBaQy/b70gfbGJfDw7fR4zY+fnFajx2u+ihb6FkVIpS33iPaPZ3zXKUWwV5ZhxOescxZ4i/xrHnydoGIgwSiy1BDyZ1wDYDuDQNV5zxvaR/ySJyBIzZTfq8f7DRsA3xkEqs573iL/moeov1InQJDIUJHq8X7DBsB2BoGq8563qD/NQ9RfqRMgSGSoSPV4v2EDYDuDQNV5z1vUn+bhT6n+9NYdvDnu/ZOXintqSDGXARxMlq19UIcxy1q4IOiTCPyVJG2Lb7uH/mDWyekFtNBf88DtMsEJdA3ToA5jlrWYMD5alkQgUJZGmEgHqQ4Ma6/vP6H8j3yNSIMR4vglA4P5gDHLWkT9IT1WU2TI499cBkCaqN4cR9qhcZa1iPwjPUhbzD9RfzH+ZDTY0DCAQZJlax/UYcyyFjH/ID1Ibcw/j9v8U67ou6QizyyRe0jvAy6+guCDFE/P7QzLiL/00aXpoetvTc964fPSs161BroVWXopqCKQIp6e2xmWEd8x264tRyVbPUrEp5T0b/VyWY3826D21YMMQXofcPEVBB+keHpuZ4j8R/7zog41wxIVAul9wMVXEHyQ4um5nSHqL+ov6g/DxSRGCKQ5HCi+gpxboHh6bmeI8feMHn9loe8rw73/pUo8AbgllhMDGIOSmtHPgOkrnvIlT8Vru211I/cdfYuRCyBSxI/8R/3F+CuTgkPtJNLqRu07+hYjF0CkmH9i/on5J+afMik41E4irW7UvqNvMXIBRIr5Z8Waf+qFvhQAfbBBSYz4lAe3Xe4hgxZYU2ZQRfKOeeVHBHCLQ51UgBE/8p8rIupv8CqDHy8YrDqWmhEFVSTvYvzF/BPzL75ZxPDw4ynOP3H+jfNvHhFx/n3GnH91od+b8bBwxxToCA7CO7ZEX5Cuo9rkNAcdfTyIviBdL7XJaQ46+ngQfUG6XmqT0xx09PEg+oJ0vdQmpzno6ONB9AXpeqlNTnPQ0ceD6AvS9VKbnOago48H0Rek66U2Oc1BRx8Poi9I10ttcpqDjj4eRF+Qrpfa5DQHHX08iL4gXS+1yWkOOvp4EH1Bul5qk9McdPTxIPqCdL3UJqc56OjjQfQF6XqpTU5z0NHHg+gL0vVSm5zmoKOPB9EXpOulNjnNQUcfD6IvSNdLbXKag44+HkRfkK6X2uQ0Bx19PIi+IF0vtclpDjr6eBB9QbpeapPTHHT08SD6gnS91CanOejo40H0Bel6qU1Oc9DRx4PoC9L1Upuc5qCjjwfRF6TrpTY5zUFHXyasr+gbfaC3AZPQxe6cBg3Yhf9iaT9IWOAMPHO0KeJTBiRVLl8GDUT+KU18laZkpMZSR9XOM7NjwCQesTunQQMWt1givs9FlfqS1No8qoHYndOggcg/ZTLqvx5zpTrqMlNtwDtgEq7YndOggai/qL8Yf1QDZUTUWMec33tmtg+YxCN25zRowOIWywoYX/8iF32dm7+v8slA6mGDZDswJLh96Rkeg0nPhKXvSyO+5mM4Q6NP1EN8ZLbf4xA78h/1F+Mv5p/+bIF5BLMGJNuBIcHtS8/wGMyYf2L+ifkn5h+dD4ZniFj/jLpQM5QvzKw+o+6Kfm4iwjf3dm7qfXWXy6NZawLV/ZDoVwjGKvHMZGB5wvU41ppAxNcBpEnKmRFhWYr8V3XJmfK50cw9lr21JhD1F/WXr6+UupICsSpp7Fxp3sf6Y9usNYGov6i/qD+MnzwyRNgoIae3M9f70Hb5pbUmEOMvxt+TNf7cQr8uVitImJvC9L/TUK5rASgy/xU39CMShMpYKT0GGfzAiPg0SHKVaK5cxgBFRv77v69HgqqSq5QegwxRf2VijvEX4y/mH50ydK5wMwagyJh/Y/6lbywmPrtUXlZQQuYgQ5x/4vyDOnrM59+ONi2sZjj6nqzaChiavrxX35KmXKFCunLu9Rfxy0qiJNZQL1/mYYAEQ2YnVEjjcYt4/6vpOOov6g8r2WpsqdIbLxUHAwwyxp9kAOmAjPmH0qKn7l49xfwT80/MP9Ws6pXeePFOm1dsolEvVEjjPfPXP5O6pTSj4GNCTpblgXT+HDApF5y3V3llHv2vumkMjSrNxTbg8KaIH/mP+sNioBljbhD6MVMGVyH0/OQS24DDm2L8xfiL8Rfjj2cSPy+UmUVRz9cYGlUaiW3A4U0x/8T8E/PPHz//NLfu+CHGY9HrHuvgrtzZhDbKpr3/vgmckVcr2hhe9zjiSwYGUhL516TYPuqv/+kgxt+Iq4XtgPK6xzH/xPxDGRgoCRjVRfuYf2L+qa6Act1QXQxerW8Lyusex/wT889jm39koe8/NetExWnM1Sn1pUXGe95Qt8VaW5Tl9tKQdoPFzXVfPrVG/CbLkmTZyXkl8h/1V482rQ0dbR7H+LMMcFp49MT8YynxIObfOP/gqmmcf2WyoOER6x+ZI+SUIrtYf+RJ8+l4/tUr+s2bKX85kA8KR5QPcCJRDY9K6bfquSM+5VqSoBeJegnq57C1VE0qpWX2pnI1RHxK1KTIP2dhGfXTr6imppbRvudmQ9Rf1F+Mv5h/MBXwJBPrD87Ccm3VnFop/eY9d8y/z/jzzyS6RZ+/XHSbvOtZdyWRzd7LJNVHONEruTs6kZcfO6KXoZ9UwIfeWdIrHBFCzSOcEV8zQOmJ/Ef9xfjDTJfnC5pUfFXYYLEVBvN4i/kn5t+qDKQqeKeVlOsJZWXeDMge868faUhUjD+fFa0W5IY1xrzF/BPzT1UGUhW802rJNeNLxxhKoiv6S8ntrmTiXOiIo9o7yoSwas8KbxZHvbKviErj/QhzISwDVe1Z4S3iax58qVSJym4SI8yFsAxUtY/8a7ai/nLVaHXIviqUUlQjzIWwDFS1Z4W3yL/mIca/FIPUSFUoOT0kRpgLYRmoas8Kb1F/moeoPykGqZGqUHJ6SIwwF8IyUNWeFd6i/jQPK0r90QV9feurasg5gMCPR4gz9Nsi0IZk6Xbo07trUYjOmGHEp4FJIzPyH/VHZWBzdH+k9CxlWMX46189c+kqiXLGDGP+ifkn5t84/8T5N86/T9Pz78CtO/7kxnh4WTHReVE+JOVuhpvn1hMNHDm5RvzIf9QfhpKXMf5GjQzKEicH22D5xPwj2Yv5d/TCJc4/eYANDqB8HRSDrJEx/kpCBtMX80/MP1QYT+L8a7fuSGXm+itVqufMUqulQGUBP8DXtuqAG9L6rQxOcRDc2pQ1GCFBNqkOuCEbd1ad10Fwa1PWYIQE2aQ64IZs3Fl1XgfBrU1ZgxESZJPqgBuycWfVeR0EtzZlDUZIkE2qA27Ixp1V53UQ3NqUNRghQTapDrghG3dWnddBcGtT1mCEBNmkOuCGbNxZdV4Hwa1NWYMREmST6oAbsnFn1XkdBLc2ZQ1GSJBNqgNuyMadVed1ENzalDUYIUE2qQ64IRt3Vp3XQXBrU9ZghATZpDrghmzcWXVeB8GtTVmDERJkk+qAG7JxZ9V5HQS3NmUNRkiQTaoDbsjGnVXndRDc2pQ1GCFBNqkOuCEbd1ad10Fwa1PWYIQE2aQ64IZs3Fl1XgfBrU1ZgxESZJPqgBuycWfVeR0EtzZlDUZIkE2qA27Ixp1V53UQ3NqUNRghQTapDrghG3dWnddBcGtT1mCEBNmkOuCGbNxZdV4Hwa1NWYMREmST6oAbsnFn1XkdBLc2ZQ1GSJBNqgNuyMadVed1ENzalDUYIUE2qQ64IRt3Vp3XQXBrU9ZghATZpDrghmzcWXVeB8GtTVmDERJkk+qAW6T9GLeyWotBwNT5N99KH8ro531L6f5+e0yH0qUrfDpgxT7/kyL3/ghD7F23EnXDdlJXov9L6T+3JV2/LeWfEPJtB2VjLL8qiPiR/6i/GH8x/5TJkZDMjzH/ak7kxKFnDMlMnH/o5FnyEeffWH/E+ovGAw+JMdafr17zFdXcywpGV3G0lqIbAoAsjXtIKaOJfQ/dtGr36Ft3oLHkLa+6cXN+ds+/+TZdk7POCeKvOsEVybZsIoGNl+w0tDI9E3II5aMRS96G47NVPhMwLeJH/qP+yliJ8Ue5oA1TiWrZFPNPzL9x/tHpMg+QOP/qXCHpwKTBkrdYf0hymvVfrL90/bnuWljo+7rh7AxvYNVrXc8FY+L64xZgamtokL5PqmJ66A4v98k6+sVxk2EGrJB15/w7X/1DHM0PAYmOuhl9wE1fpPZfIeJCNm0ifuSfvxaiIqt+iBn1F+OPykLmE5k6hucPP5sMM2CF9C2o6mL+ifkn5p+Yf+P8E+dfOtvY+pVOF0/2+leu6FenKVMM1GevAQ1MOq/p7TZZGhUEM9SgcptioCYPaGBG/Mi/3O5FBSHnV9QKCgR6Iyu3KQYadl8FM+ov6i/qjz/gxPiL+cfNk5ggncnDym2KAU8dxGCi7iCNDIIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNCoIZalC5TTFQkwc0MBEX0qggmKEGldsUAzV5QAMTcSGNSoTerTvaCE2VWtl6vVh3I0DpSxDt7NPMQIsqVvZXtojfnEUHkliZNHtsEkS7yD+lsMpRUapay+bKFvUX9Vet4krtDCOtHvYJol2Mvxh/Mf9MNFrKmLFxo6OHBg/5YvwNJ2/QWnIpiHYx/6x480+z0C9FgXGVT09WQo5hYw4FNHL1VDqzfoaB692gAWniNYx5sXlHr/MJnY7teAYNRHzKgM9G5F/POZITnxhXUQondDq24xk0IDyvRf4j//INAlXGxHdf+qpx5daDjmfQQNQfZcBnI8ZfjL8Yf3lM+IEx0bzS83mD68SgASF6Lcbf8o+/ZqHfTGSU2lFXHsD0ifdvWYuVV9iCimp0b/LYCAbUOzHHyHmCLmxBRTWiN3lsBAPqnZhj5IhPqZAnJeWKkrwNJM+bPC6ZBFLvxBxw+9Uq7QYae5PHpScg9U7MATfit9kSfSB53uRxySSQeifmgBv5b7Ml+kDyvMnjkkkg9U7MATfy32ZL9IHkeZPHJZNA6p2YA27kv82W6APJ8yaPSyaB1DsxB9zIf5st0QeS500el0wCqXdiDriRf1voj04YfsjoGAYNlIwKGmVnJ3yQ2rTW1AaP/pDSMQwa8A0Ij7IzDT5IbVpraoMn4usjTu1jnyXLgE8Y4VF2psEHqU1rTW3wRP4j//5DopVQAb5gCI+upuKrObXmu4v5L8ZfjL8Yf26GMGjATxgx/8T8SzUw6hI5agZSS6fWfDk9PucfWugvpRjuRVlEAz5qhWsGXlCmVE5S8o1h+LqldFQRy3l4wmLR1nXLiK8n5Mi/ZKAqjqi/GH80x9G/mH8oDW66dxNuM6lWAyhPKrWoGTH/xvxbP1mkLCti/o35N+bfp/L8Y1f02wm/TNsF1dM8afVMb+7WDF2l31uTXmclakGeLRgdN47WDN1Hhq00rS0lakGFm1HdxNytGbpKv7cmBMBSW4lakGcLrpuYuzVDV+n31oQAWGorUQvybMF1E3O3Zugq/d6aEABLbSVqQZ4tuG5i7tYMXaXfWxMCYKmtRC3IswXXTczdmqGr9HtrQgAstZWoBXm24LqJuVszdJV+b00IgKW2ErUgzxZcNzF3a4au0u+tCQGw1FaiFuTZgusm5m7N0FX6vTUhAJbaStSCPFtw3cTcrRm6Sr+3JgTAUluJWpBnC66bmLs1Q1fp99aEAFhqK1EL8mzBdRNzt2boKv3emhAAS20lakGeLbhuYu7WDF2l31sTAmCprUQtyLMF103M3Zqhq/R7a0IALLWVqAV5tuC6iblbM3SVfm9NCIClthK1IM8WXDcxd2uGrtLvrQkBsNRWohbk2YLrJuZuzdBV+r01IQCW2krUgjxbcN3E3K0Zukq/tyYEwFJbiVqQZwuum5i7NUNX6ffWhABYaitRC/JswXUTc7dm6Cr93poQAEttJWpBni24bmLu1gxdpd9bEwJgqa1ELcizBddNzN2aoav0e2tCACy1lagFebbguom5W7Po/AezcJWr6tKxFbq988kLFJ0vl1Gs9mrRRD/xzi8t4utVtsi/uybmakmh2ztf1B8lQ/IR4y/mn5h/4/xj53sCPDfolVRvbXGcf+P8qz8qjvOvfSfl1hgK3d75ni7rD3dFvxn+1cGwzxvyktSbrLlbrprfQO7G6dauAT2KN0R8GZI+JZa+yL9NV5YfA1F/kgqXD6ubBvQo3hDjL8YfnRJ9SVj5xPwT809eLll9GIj5V1Lh8mHjpgE9ijfE/Bvz72Obf91CXwupLqd8gd4bpR6dQaDqvOetXNQvPCBIZfq9erzfsAHwnUGg6rznLeJrHvyHM2QMEowiSw6RP+MaANsZBKrOe97QPuKXPAFBaqb8Xj3eb9gA+M4gUHXe8xb51zxE/ZU6AYJEhopUj/cbNgC2MwhUnfe8Rf1pHqL+Sp0AQSJDRarH+w0bANsZBKrOe96i/jQPUX+lToAgkaEi1eP9hg2A7QwCVec9b3+K9ScLfXvZBvQF+1+umctA5kC09kEdxixr4etSe8V3iqShZQEInKURJtJBqgPD2us74lPVatmOzBHeBiNE/iUDg/mAMctauCJHDokQ+a/TiRTmFJlo7YM6jFnWIvKP9CCpMf/F+Iv5J+YfyoBNDQYwSWTZ2gd1GLOshQuCPokQ9SfJQObKG/HY8l+u6LtJ3XeBAJDeB1x8BcEHKZ6e2xkivhU1csYSGYL0PuDiKwg+SPH03M4Q+Y/850kVNcMSFQLpfcDFVxB8kOLpuZ0h6i/qL+oPw8UkRgikORwovoKcW6B4em5niPEX4y/GXztsnjHnv7LQ94foxn+ZJTwBuCWWhQEYg5KadXSDp/3woSW13ba68fuOvsXIBRAp4kf+o/7Kl4xlcBBqB1GrG7nv6FuMXACRYvzF+IvxF+OvTAoOtZNIqxu17+hbjFwAkWL+iflnRZp/6oW+DAD6YIshMeJTPtx+QaADrBlmUEXyjtcQlN5sh9v3Vz0kIOIPXmXw+cKbpblsMgpVJO8i/1F/Mf5i/qGJgCZ5TA8yMejkQAugmP/j/JcrIs6/cf4duMrv54tYf2g2dC5tZlSoInn31K2/dKGPF6SvOb8gN+H7U8IA1zV7bBB9QbrWtclpDjr6eBB9QbpeapPTHHT08SD6gnS91CanOejo40H0Bel6qU1Oc9DRx4PoC9L1Upuc5qCjjwfRF6TrpTY5zUFHHw+iL0jXS21ymoOOPh5EX5Cul9rkNAcdfTyIviBdL7XJaQ46+ngQfUG6XmqT0xx09PEg+oJ0vdQmpzno6ONB9AXpeqlNTnPQ0ceD6AvS9VKbnOago48H0Rek66U2Oc1BRx8Poi9I10ttcpqDjj4eRF+Qrpfa5DQHHX08iL4gXS+1yWkOOvp4EH1Bul5qk9McdPTxIPqCdL3UJqc56OjjQfQF6XqpTU5z0NHHg+gL0vVSm5zmoKOPB9EXpOulNjnNQUcfD6IvSNdLbXKag46+TFhf0Tf6QG8DJqGL3TkNGrCPCcUycDXJYjPwzOwYMIlH7M5p0ID1ViyDEXIgFp6ZzQMm8YjdOQ0asN6KZTBCDsTCM7N5wCQesTunQQPWW7EMRsiBWHhmNg+YxCN25zRowHorlsEIORALz8zmAZN4xO6cBg1Yb8UyGCEHYuGZ2TxgEo/YndOgAeutWAYj5EAsPDObB0ziEbtzGjRgvRXLYIQciIVnZvOASTxid06DBqy3YhmMkAOx8MxsHjCJR+zOadCA9VYsgxFyIBaemc0DJvGI3TkNGrDeimUwQg7EwjOzecAkHrE7p0ED1luxDEbIgVh4ZjYPmMQjduc0aMB6K5bBCDkQC8/M5gGTeMTunAYNWG/FMhghB2Lhmdk8YBKP2J3ToAHrrVgGI+RALDwzmwdM4hG7cxo0YL0Vy2CEHIiFZ2bzgEk8YndOgwast2IZjJADsfDMbB4wiUfszmnQgPVWLIMRciAWnpnNAybxiN05DRqw3oplMEIOxMIzs3nAJB6xO6dBA9ZbsQxGyIFYeGY2D5jEI3bnNGjAeiuWwQg5EAvPzOYBk3jE7pwGDVhvxTIYIQdi4ZnZPGASj9id06AB661YBiPkQCw8M5sHTOIRu3MaNKC9dd1S+oNZ9HV+/r6yuHMAF9b7gCELu0We4TF49EzYiB/5j/qTATE8QvTbNe8DhsRo6kvP8BjMGH8x/8T8H+c/nQ+GZ4iYf/j05HMDDInZtC89w2MwY/6N+feJn3/dFf1chCJ8QXo7F6f3oViXX1prAtX9oOhXCMYq8cxkYPmDOqa1JhDxB27PkgRZliL/VV1yIfncuMJaTmitCUT9Rf3Z/eCoKykQq5JSb2YysJwVV9OsNYGov6i/qD+MjzwyRNgoifFXzUucK58b5G75pbUmEPPPkzf/uIV+/WbZGwJz88b43+ko17UAFJn/ihv6EamEpQ89nG4/6SJ6x7v0sl3fmlZZfVVjoQtv8IUxUfx7f3BteuDqBem56788rf7uN1Jp0icm64hBr/fKO8igJssb37qXMKOPvxfUGXqvMOJH/qmIUceo/0suuSRddfUv0x67fyi94AUv1ApC8TT1x9yrr7467bb7rmm1zD377HPSz3720/SpT30qrbbaalaB6MIbnqn1b3nZbTfLwYp0/PYeOxDHX8aapIUS8kytf/e2G4z3P95/nGui/ikDT/fxT/ft8Jim42iWw1hJyLvc3/X4FQXTBGR2Qs3ykbsXpbm7niDOdb+8W3rO2i8tvfwR8W87/vx077lXp+dvun5a84D3uj4JcvXidRTwlBy/eyERnzJQfRz7I97/kld7o7UGoEI+A97/mTNnptNPPz2dccYZae211861jgOEVPOsGTPTad8h7mnEXYe5Xdp++/enm2++OX3+C59PW2y+RW7PLmqL+xmK1dDjMf7L+8ToqXv/Z3JezjiNcvidtA5yuAIdP7+pT2X+I37kP+rvqZv/Yvw988ffJL5F3y4T8jtOm18e8OeASfmE7+3KLPuerzE0qjR8+O4H0rwPHS+L79d8eff0P9Z+idg9d5z4t51wQbrn7CvTam9+fXrV/tv1+sSrljg+WHZ40zjxhwL6PiO+ZiDyT6U/UBjetKz640Xq6WecTv/PKItUTq/vJKuzZs6gDwVn2IcCpvz08p+kX13zq7TzTjunZz/n2dyyarqs+NKgaSO2gfjVFSK0aXjc1puejPgzZ81MZ1BeOI/8YenJjv9Uzb9ynP5g5Y178vMfx58TH/mXDPiSfDLGf9Rf1J/PwDOx/ppbd/wh8qF73eOclgET2qiL9v77TmQzXy17hBf6ux4vlPVoof/stV5MDL8c8AE8njj+bcdflO4+94q02qavS2vuT1f0fZfcdOTVujaG1z2eOD4HVDbtJzj+3IsTbQyvexzxJQMDKXks9ecSPyKhPoDHI+juRSmb9k/w+y9X9GmBygtVXKUfVX8zZ84i3mnpNPoGYJ111ukffjXe2e2P2ePcdMCENuqi/RN8/L2xXUaejsLliD+DvhU5Q3LIC/11XF78AXr8zDr+csDtMXrd4zh+ycBASp6O9R/vPzLQvqFe9zjqP+qfMjBQEjCqi/bLcf5B9aHtsD4QbMCEPtr4stD3n5qVyKHy6lhaWDN5DVg3F2ttKS80IyZyVppbAR6564E0d/fjUrc0pdcet0e+oi9k4o8fX67on0NX9DelK/oH0BX9EfHzq6N1f/nW4sk8/oivGYj8j19/n6er9KfRIv/UU7+SvvXNb6Sf/+KKtMqzVkkbvnHD9On99ksvWn11q/+Zs2bJVWv5UJBvUTn2y8emH176w/SVU09NL6B79BcsmJ+m7zc9bbPNtmnllVZJZ3/ve+nGBTemtddah+7t3z1tvfXWGJm2pD733PPSBRdckH5O9/qvueZaaUbGeS8AABmXSURBVONpm6RdP0S/A8A9/yPG34L5HGu/9J73vCctffTR9F2KtXDh79PGm2ycDjjgwLTw93emfzn66PSr636VVn/Ri9Nb3/bWtPfee9PrWkkKh7tddN+96dgvH0e/M/hZuuP229KrX72uxP/EXp9IK6+8svAWzF+Qpk/fN22z7bZp0QOL0gXnnZ9uv+N36cc//pH4Z8yYkb5D34jwtyJrr72W2K697rr0ucMOT6s9//npyKOPlN80cLxzzz03XXjhBelnP/1ZetVaa6ZNN944fWhX3NvPjEnpaHrNl112WfrMIYekE048KV191VVpjz12T3t8+MPSd7uL+h+//nFJRXOq+W/zG/M/Z4Ry05x/kaeov6g/3LUR6x+eQ3gbf/2p7d1eunxqx59e0ecXku8hMMivE+t395pHQTkWNKmUfgu4l9IV/Tl8jz4ttNc7fje6ov9SXTyAMGb82467MN1DV/SfT7furJVv3fGvotc9G56C47fDi/iR/zHrT6/Sn55e9vI/kxJf/7WvpQX3L9If/vBg2uD/+/P09a/9m916h/v5dUG7tgzvQw75TDr3nHPS+Reel9ZY/cVpztx5aacddkgvf/nL09333J023HDDdPvttydeLPN9tLNnz06TJ0+24XTWWd+lBfFh6bmrPk+4t/z2t2n+TQvSlCmT03EnHJdWWXkV4wJg/N0wd27aYced0ste+tK06MH709QpG6WbKM6Cm25Kb3jDG9J8+tCxOn1Qec1rXpOuoA8w/Hr22GOPtNdee0lXS+kKwd/+zQcp3k3pNeu/Nr3yla9MV15xRbrv3vvTO9+5dTr8iMOFN3fe3LTjDjumNdZYI91zzz1p3fXWI7x6OuF4/X2Q3P70HbpH//TvpLXoA9Dc6+ekj3/842nlVVZOxx9/fFp//fWln++edVY6lI71+auumt644V+l395ysxzr1ClT0rHHfTmtssoqktP9pn86/eAHF6c1XrpGemTJI+l1r39d2uY929CHp22kHxx/jH9Jh64txqz/3IOcNxhLTnsJBktlz82GiC/Zs1RwqqxAWZl4q3JaKf12PbcFzR/beoR+H62lalIpLbO3lI36i/w/88c/P0W/3ryFcdZrYU3UPMIJFrnppAyt9Em2h+99sHuE/pet5dV9ey+3Ub3mPPrQw92j1OejDy3Rbsk9Kn7bH3q0hnjddQh1j4hvToCIH/lHHUlNoOrqqtRygY81xlmvhVJpf8QRMzpaVHcf+chHusUPLRb7Aw880G2//fbd5KlTuvnz50sXHImuXBOXbTfl9ku7gw4+WGx33nWX2ObMvV70adM26a666kqyaeBTTj5F7P982GG5bdfdcsst3cYbb9K9+93v6hYuXAhqdxhxOM6/ff3ryqUu6iPVPufOub6bTLy3vOUt3bwbbhDu4v/X3rXG3FFd1yEoiiCpQkCiUv8Ukoqan/kwETh/YihICQIafhRsk1KiClXQSAHbUYXhB0UYI9k4gEhw44LUNhICWsm8UlsKj0qNBGpKVAVC/eAZDER2UohRwS2e7sdZ6+w9j88gpSRB58qevdba68y5s++ZuefeOzPfwbf7VatWSfuF/mtf+8v+3Xf/1/QXX3ixP/XUU/tVX/kK+3/66af7VRdf3N988yb2c/Dgwf6ss87qTz/99P7g//j+LxN3qcVCv0y0J554QrylmOVZWV2WLrVa7d6zqz/zzDNlHX/U79mzm95XfvpKf9ppp/VfPOecfr9ua3lcd51u60L/97qtZbVr1qyx7f/6lV/v33lHXpOZ7R9WxVeJ56ZMceE5uJXZmSRckp6q/1B1e1mXEcV53TGrFufZY03jQtKt/1g54FwVLxlyyhQXnoNbmZ1JwiXp3FPxD1S3I6dMceE5uJXZmSRckm79lxpZTYBzVbxcyClTXHgObmV2JgmXpHNPxT9Q3Y6cMsWF5+BWZmeScEm69V9qZDUBzlXxciGnTHHhObiV2ZkkXJKWL9PdZMviRx5xRkb6sDG1VzISipT0utoZuRoOg1J7JSOh9W8lSXWpRZ2Rq+EwKLVXMhJa/a0kqS61qDOyGTB5f+zRR2sDQRs3brTJ5iPf/z7Lrd6lC6f0L7zwEr3r1l1tvn3799uLsGvnTuOXX34FPdq/fjhYKh8cLrvsMuryS0B/imhyxx9qCt544w1bx9q1a01Pz19JEXbu0r4W+tWrV7tU9Ntuu030pf2jjzyS2l9wwZf75cuXm7bY4vq/vt76f/755832n2Wb5Bai3nfpx9fhH4D0A8fjjz1uHxLk9KQebdWjdt1W3f7Rtr7p2yqnSfnqZLlmtU/0n3nmGdMG3XH7vYFnbZmMXB3KVYX3idJqlYyEIiW9djIjV8NhUGqvZCS0/q0kqS61qDNyNRwGpfZKRkKrv5Uk1aUWdUauhsOg1F7JSGj1t5KkutSizsjVcBiU2isZCR/++vupO/rrlv18M/6ZyxRcvCqeqWsLZlp5U1n6L4CjG2jlZq1/FCrXRVmrv9RGRlEbf6P9D3fdue++f+xOOOH3OXbul9NM5Jt1O9XknC99SQdRt17O0f8n8cVbcV4j55Fvl/POt8t568ced2y3y06nWSGnulwk57Wv8fWV8bfs9GXdH568pLvrzjtN37x5c/fdf/iujdslS06WqC+QpOSlevYnz9qpMtt37Jjd/7WvFStWyB1/Vsq591dZO12xnh6k/7+zdWv3WTl1CONf7wy0V87Dlw8A1r8u9r6yt3vwoQe7H//46e6/3vhFd+CXB7oXX37Jnso999xjp+nsltORVlx0Ybfi4lXdau1n8NggF+Nq/eyJyvO//IrL7RQh2mT7N3/zm7atevw7eckSSelRTTdWtvVZ3dbjuh07thtf84213WOPPNo9/vjj3dFymo861StnAhdsQl6UumWxsLb/S7mlilKj9v7D3WRyqAzFOqza+Gv7Xzv++LF4uJcIrzvKOPkhOP4eoR9uJjfeNk63eTK7aF0siXJNNi9VXezA3fovpZ8sYKv/7MiUhA4vPCbL9+EZfzjvPk7edft9on99d/3113VftIl+11VvubuM+NZd6xP9HTIhP1bOYd9dJt86Ab9qtU6KawGXLVvWLZFJ7p0y0dcK3igXsWq/J510knzIOKEeLCWpk9+FhVO6a65dh1ciRG19RLdrp5yjv9In+lddVSfg35FJ/pYtW7qtf7tVzvv/LNvJKT3dq6++2j0iE31dw7NywewVV1zRvfnmm93xxx8vE/CT5YLi3+kefOBBa3PvPfd2J37mRPnwItcdrLioWyEfKLwf719Xogc/nejr3yKwTRXt40cf3d11113dpz/zaXueujLdVr22Qbf1RNlWuX8AK+PbutDphyZ9rF2zVs7Rf9Qucj76E0eblhe5f3kK40c7/pUCT1bHXv/pjJRSy4vHpKnV34orZZj94NTGXxt/tu9M7kBt/5Pjy3RlJPGbePxJv2OknzT895AsFQYRcfTTiSeQRqQtCYEECG+WCoOICDOjJ5BGHKQLDdkA4c1SYRARYWb0BNKIg3ShIRsgvFkqDCIizIyeQBpxkC40ZAOEN0uFQUSEmdETSCMO0oWGbIDwZqkwiIgwM3oCacRButCQDRDeLBUGERFmRk8gjThIFxqyAcKbpcIgSsSpO3YuPhrJb5Pbtm2z898ffugh/lK5fv2NdkqLXCxL57pr/NSd/eXUnZ3lNJeNm242D7pSouftf/XSr/KQcd9999n6tm/fzvU58FZoi0hTEawvOXd+06Z6jr16ZJJvp+786EdP8bmrvnLliv6M5Wew/w0bNlj/d999t6b5uPrqvzId5/3j1J1NZZvSSoWghj/41x9Y3fT6gj/+8gX9W28doFVuSSrrXOh3bN/B/plkzw7Wrl1t/f/ywAET5rbf3SEbIFaZpcIgIsLM6AmkEQfpQkM2QHizVBhERJgZPYE04iBdaMgGCG+WCoOICDOjJ5BGHKQLDdkA4c1SYRARYWb0BNKIg3ShIRsgvFkqDCIizIyeQBpxkC40ZAOEN0uFQUSEmdETSCMO0oWGbIDwZqkwiIgwM3oCacRButCQDRDeLBUGERFmRk8gjThIFxqyAcKbpcIgIsLM6AmkEQfpQkM2QHizVBhERJgZPYE04iBdaMgGCG+WCoOICDOjJ5BGHKQLDdkA4c1SYRARYWb0BNKIg3ShIRsgvFkqDCIizIyeQFpjB8I3LQpsNQJumTeOM0OlciIAxFGvVXDLvHGcGSqVEwEg1u5GyC3zxnFmqFROBIA46rUKbpk3jjNDpXIiAMTa3Qi5Zd44zgyVyokAEEe9VsEt88ZxZqhUTgSAWLsbIbfMG8eZoVI5EQDiqNcquMWXN95wo03o40RfM9vu32bnzz8kE33MTNevv8EmoPVi3L6/+uprTNu/T87Rl8dOuXBVJ7qbNpbJt6m+0Atc5Rab5VBxqH/mJ8/IOf9L+0suuaR/++236Xzt9df7td9Y29+x5Y6iDTfKuU70F6S9TfRhkWgTfbmWQO6gw3UqWLlyZf8FOUffrYd6uQ2o9f9vP/whfXv37jWPXjuw5zm/wHenXPRr27RpY/GhM6+MTfSlP7nLjwk33CB1En7VlVf2h4pVz7fXdei2/rdtqyd+9trP5HnItt6Bbe371XoxrvQvt/Ic9edC7t80SIil5VRwy7xxnBkqlRMBIE51XDS3zBvHmaFSOREAYut/tgJeovlCjTNDpXIiAMTZ3nE0mTeOM0OlciIAxNb/bAW8RPOFGmeGSuVEAIizvbfX30s0X6hxZqhUTgSA+Cuuv5z+OnygJ40BB4gWkJyDIcKVI7MGyIIJmsaAA4QZknMwRLhyZNYAWTBB0xhwgDBDcg6GCFeOzBogCyZoGgMOEGZIzsEQ4cqRWQNkwQRNY8ABwgzJORgiXDkya4AsmKBpDDhAmCE5B0OEK0dmDZAFEzSNAQcIMyTnYIhw5cisAbJggqYx4ABhVmm93nVHJpV18u7G+7fdbxNTn+h7C53Q6kWncv/6supD/Tq96460t2/0xaZ3wqmT4tCpQJ3oX/pnl6J7e3Y3bbjJ2l944Z/0t99+e3/rrbfYBa26jvE3/XWLtDEn4Lhrjq35UPlGf6F/6ql/L32JWf7pRH/5F5az/3vuvVee69L+vPPP67/97W/1t9xyS3/22X7HHe1/T7mTD36l0A8Ushp/GHC2/sZyNyK5s492pHfuueSSP5V1L/Rbt241TRvedJNsq3wAuPCiC/tvybbecuutvq1Sv+3b/5krxl13DpRv9EvCwlT/MV8rpE64JQYIPyTnYIhw5cisAbJggqYx4ABhhuQcDBGuHJk1QBZM0DQGHCDMkJyDIcKVI7MGyIIJmsaAA4QZknMwRLhyZNYAWTBB0xhwgDBDcg6GCFeOzBogCyZoGgMOEGZIzsEQ4cqRWQNkwQRNY8ABwgzJORgiXDkya4AsmKBpDDhAmCE5B0OEK0dmDZAFEzSNAQcIMyTnYIhw5cisAbJggqYx4ABhhuQcDBGuHJk1QBZM0DQGHCDMkJyDIcKVI7MGyIIJmsaAA4QZknMwRLhyZNYAWTBB0xhwgDBDcg6GCJdH+WNVCqaT0TrtgIoYW8ha8XWYrD85hJAbIMsrCGzaARUxNBDY+kddWv1RCRshQsgNkOUBFNi0AypiaCDwgxh/ct69TUhffunl1PkDDz4g35Yv9N+Tu8Xo1uozdO/S/iXx4hlfe821cjeZBZno++01d8stJRdk8ix/9CmtT/1yjn4v97EP+iG5/eW7/ebNN/fnn3++TbrlnvL9eeee2z/8vYcPu/16ao1OnDdvzr8ebNnyN7KuU+T2nv/BvrR/ve3mGWfIqTvlobfelAuC+89/fpn5T/3c53o5376/SU/pkcn3c889Z849u3fZrUa5TbIyXZ89BGzYoBP9pf3LL9cavi6/Spx11tl2S88nn3zS/MNt1Q8C5+q2Pqy/mtSH3oHHvtHnRL/tf6y3lmlQ//Bq1CIOUGrPHFREJgx8EPuf99j6z5UvVWnv/6Usbf9Pe4gQcgNkU8PItGkHVMTcvO3/qMuh/ggrTbywoFyn5FcUzF5ugEudLKKJXb8jTRBpgoFCBilNQpDNEwxO9ItIKwwUMkhpEoJsnmBwol9EWmGgkEFKkxBk8wSDE/0i0goDhQxSmoQgmycYnOgXkVYYKGSQ0iQE2TzB4ES/iLTCQCGDlCYhyOYJBif6RaQVBgoZpDQJQTZPMDjRLyKtMFDIIKVJCLJ5gsG5b9/P5Y9MHdEd88lP5T/CCcNEW5VSmoRgplWV35U/nPX6q6/JH9c6rjvqqI99IMefffv2dx+VP6j1yWOO4fNH3RH5DA+zKSlNQsDVzAE40S8i/TBQyCClSQiyeYLBiX4RaYWBQgYpTUKQzRMMTvSLSCsMFDJIaRKCbJ5gcKJfRFphoJBBSpMQZPMEgxP9ItIKA4UMUpqEIJsnGJzoF5FWGChkkNIkBNk8weBEv4i0wkAhg5QmIcjmCQYn+kWkFQYKGaQ0CUE2TzA40S8irTBQyCClSQiyeYLBiX4RaYWBQgYpTUKQzRMMTvSLSCsMFDJIaRKCbJ5gcKJfRFphoJBBSpMQZPMEgxP9ItIqBpvoUxDgjdDUM0kbrSW2nsJ1XYZkMXulf+n/0Btvda/f+S/+XOSWfX5foEPdR+Q6Z/lgIs/6I5LTP1vddUd+4qjud/98+VTHRXv//ec/qz6oyQew/a3/+prpi+isaK3+Mv7f2wdw3wFqLQ3J4nD7Xxt/tWZt/LX9z0dDGRPt+NOOP+34628t72lZj6WGZNHef2QXmqmdV6vW7Ff1/jOY6IcOCAnsqUWGY55pMTHaiEWTwe2+g6/8otvzF1utGjrpsPvfSqr/iPyXqEXSfe2Q3OPuo5/6ePcHf3c5/oJ5WFeE769/a8kmBFkW9v+1/bmj1n/cLWI1Wv19P7CaxMLYAIqLRZPBGHyEBHlYCmv1b/XX47CNkDxMwphSuGgyeIOPkMB8kbXx18ZfG39t/7NjQjwwhCOKw0WTwR18hAS/1cefwUQ/H5LzJoZ6hE1e3FPbuK+6DVVKo+t9985Pf863B/0zDzrd14d9EhIoJx05O/LI7mO/d4zlFlu4u7QRo6FK2TRKEdNA4NnFPTSXbaluQ5XSGKWIaSDw7OIemlv/Uor4TbXVbaJ4UYq4VhLIs4t74MV+Vd2GKqUxShHTQODZxT00t9dfStFe/zpaDFXKgRKliGkg8OziHprb+JNStPFXR4uhSjlQohQxDQSeXdxDcxt/Uoo2/upoMVQpB0qUIqaBwLOLe2j+tY8/TvTnn3D5Rr08VXvqNBPULcqGga4UbRDdklls1vr3v+gXKkRIEAsWajyQjaINonsyi+1a/Vv9/aO2vlWkIcR9OY4XxfOjqeayJ7O4vjb+2vhr4y9O0uruNbfXzOlx38yezNr+VyvQjj/t+PPbf/yRif4h2cfLG3g8DtSjSR3zA5QPDtghiiklhZQTs/Bza11VMtZ5QOtfShRel1owoly5Vn8/IJXypOK08df2P9mX5F87/kgZ0mEl7Sjt+MtyEPB4OwTZ0Y6/7firE8L2/mMVSDuHkDb/+7W+//Ab/XCEL68TdtvBAQwDWWN6MWtiKIN7jMvaZriy2mtF0W0YKx4khjJ47BlabZqV2mtF1VtQbsL0UAb3GJdsIgAu12qvFUW34dyE6aEM7jEu2UQAXK7VXiuKbsO5CdNDGdxjXLKJALhcq71WFN2GcxOmhzK4x7hkEwFwuVZ7rSi6DecmTA9lcI9xySYC4HKt9lpRdBvOTZgeyuAe45JNBMDlWu21oug2nJswPZTBPcYlmwiAy7Xaa0XRbTg3YXoog3uMSzYRAJdrtdeKottwbsL0UAb3GJdsIgAu12qvFUW34dyE6aEM7jEu2UQAXK7VXiuKbsO5CdNDGdxjXLKJALhcq71WFN2GcxOmhzK4x7hkEwFwuVZ7rSi6DecmTA9lcI9xySYC4HKt9lpRdBvOTZgeyuAe45JNBMDlWu21oug2nJswPZTBPcYlmwiAy7Xaa0XRbTg3YXoog3uMSzYRAJdrtdeKottwbsL0UAb3GJdsIgAu12qvFUW34dyE6aEM7jEu2UQAXK7VXiuKbsO5CdNDGdxjXLKJALhcq71WFN2GcxOmhzK4x7hkEwFwuVZ7rSi6DecmTA9lcI9xySYC4HKt9lpRdBvOTZgeysb9zqP+LU9aZXA7DMuQsydoXL8uk774kVb7FWGxS6zLU8O3bK1/fLjy0qGWXtawTHXWGoufVyWVolrQnLwg6TWJecet/ihfqz+/kwpjzGFYhpzv4zKO2vgr+2Hcv6RQbf9rx592/I07xQi39x8cPtv7T3v/KQeL8B4b3nl9qhdy7/X9N3yjP9j/0so0F4UyJY8Sm4fpOvMEZTWBs90AjCxRaP3bISGWhOVr9efhkvUhaOPPShHqwXEzACNLFNr+1/Y/eUuOQ4LDpx1/2vGnTNc4Pgja8ddKEerB/WYARpYotONvO/6+v+NvmOj7QMrDqXwZE0Ubj0Ew6FyX+qhfYFQfEKI749IzMU9MAH8QDDrXpT5a/16H+OEMFUOEo8ZaQ9SPXgK4g2DQuS71gfat/1onIESvVFx6JuaJCeAPgkHnutRHq7/XoY2/Ok6AEFGhGj0T88QEcAfBoHNd6qONP69DG391nAAhokI1eibmiQngDoJB57rURxt/Xoc2/uo4AUJEhWr0TMwTE8AdBIPOdamP38Tx93/sK08YDpZnxQAAAABJRU5ErkJggg==)"
      ],
      "metadata": {
        "id": "ubYugEPOM-FP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can speed up the process by using the shorthand notation which goes like “color**marker**line”. Lets see an example of this : "
      ],
      "metadata": {
        "id": "39UDTlmp8Sh0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = [1,2,3]\n",
        "y = [2,4,6]\n",
        "plt.plot(x , y, 'r.--' ,label=\"2x\" ) \n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "SsAD-hZ08a3h",
        "outputId": "166ecd5f-35d9-44d4-821f-d1737beca94a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Basic Commands:**"
      ],
      "metadata": {
        "id": "0JlZqY9w9A-C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# lets customize a graph\n",
        "\n",
        "plt.xlabel(\"X\") #sets the labelling for both the X and the Y axes\n",
        "plt.ylabel(\"Y\")\n",
        "\n",
        "plt.title(\"Single Graph\",fontdict = {\"fontname\" : \"Roboto\", \"fontsize\" : 20}) #colab doesn't contain the fonts so it defaults to one.\n",
        "\n",
        "plt.xticks([0,1,2,3,4,5]) #Gives the ticks data in X and Y axes\n",
        "plt.yticks([0,2,4,6,8,10])\n",
        "\n",
        "\n",
        "x = [0,1,2,3,4,5]\n",
        "y = [0,2,4,6,8,10]\n",
        "\n",
        "plt.plot(x,y,'r.--', label=\"2x\")\n",
        "plt.legend() #runs a background function that will print out the legend you see in the top left. \n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "u3ke8zpG9F1m",
        "outputId": "f62ce218-f426-4a79-d1ad-938c2534f5bb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Plotting a second line in the same graph canvas**"
      ],
      "metadata": {
        "id": "kjWS5saGAhuD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.xlabel(\"X\") #sets the labelling for both the X and the Y axes\n",
        "plt.ylabel(\"Y\")\n",
        "\n",
        "plt.title(\"Single Graph\",fontdict = {\"fontname\" : \"Roboto\", \"fontsize\" : 20}) #colab doesn't contain the fonts so it defaults to one.\n",
        "\n",
        "x = [0,1,2,3,4,5]\n",
        "y = [0,2,4,6,8,10]\n",
        "\n",
        "plt.legend()\n",
        "plt.plot(x,y,'r.--', label=\"2x\") #plotting the graph, for which we set up the variables earlier\n",
        "\n",
        "x1 = list(np.arange(0,12,2)) \n",
        "y1 = np.square(x1) #useful numpy command to square all the elements of the array\n",
        "\n",
        "xtick = x1[::2] #using list slicing to generate step values. \n",
        "ytick = y1[::2]\n",
        "\n",
        "\n",
        "plt.plot(x1,y1,'g.--',label = \"X^2\",markeredgecolor = 'b', mfc = 'r')\n",
        "#\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "c9r0eDqkVaOP",
        "outputId": "72cd311d-0e79-46e4-b0ad-b467bca8ba3f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No handles with labels found to put in legend.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Notice how the graph scales with the values we input. "
      ],
      "metadata": {
        "id": "B_lhArCRajKK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "###There is a small error in this code. Can you find it? 👆🏼"
      ],
      "metadata": {
        "id": "UCNjpSJXaVeL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##An application of MatPlotLib using Petrol Prices in various cities of our country"
      ],
      "metadata": {
        "id": "sCAGSwD4ZmMG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "df = pd.read_csv(\"/content/petrol.csv\") #using pandas which I went through yesterday. \n",
        "dfc = df.loc[df[\"city\"]==\"Chennai\"] #making a dataframe that only looks at the petrol prices in Chennai over the years\n",
        "dfc.reset_index()\n",
        "\n",
        "xtick = dfc['date'][::100] #using list slicing to only take out certain marks\n",
        "ytick = dfc['rate'][::100]\n",
        "\n",
        "\n",
        "\n",
        "x = dfc.date\n",
        "y = dfc.rate\n",
        "\n",
        "xtick = list(xtick)\n",
        "ytick = list(ytick)\n",
        "\n",
        "\n",
        "\n",
        "tickvalues = [100,200,300,400,500,600,700,800,900,1000,1100] \n",
        "#This tells plt where to put the labels considering the fact that these labels are not integers in the classic sense\n",
        "\n",
        "\n",
        "plt.xlabel(\"Dates\")\n",
        "plt.ylabel(\"Rates\")\n",
        "plt.xticks(tickvalues,xtick)\n",
        "plt.yticks(ytick)\n",
        "\n",
        "plt.plot(x,y,'r',label = \"Chennai\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "2RTgZ9znAnkh",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "7a935fbb-92de-4bf6-faff-f4a34f42605e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[32.8, 69.84, 72.85, 74.36, 82.72, 74.54, 74.6, 76.15, 75.52, 84.57, 85.27]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The thing is, with the default size that matplotlib uses, these labels are too crowded or too big. \n",
        "\n",
        "WE can deal with this either by making the font size small, or the canvas bigger. We choose to do the latter by executing the following command. "
      ],
      "metadata": {
        "id": "oqyy1T-IbT0z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "df = pd.read_csv(\"/content/petrol.csv\")\n",
        "dfc = df.loc[df[\"city\"]==\"Chennai\"]\n",
        "dfc.reset_index()\n",
        "xtick = dfc['date'][::100] \n",
        "ytick = dfc['rate'][::100]\n",
        "x = dfc.date\n",
        "y = dfc.rate\n",
        "xtick = list(xtick)\n",
        "ytick = list(ytick)\n",
        "\n",
        "\n",
        "\n",
        "plt.figure(figsize = (30,30), dpi = 300) #new resizing command, rest all are previous commands\n",
        "\n",
        "\n",
        "\n",
        "tickvalues = [100,200,300,400,500,600,700,800,900,1000,1100] \n",
        "plt.xlabel(\"Dates\",fontdict = {'fontname': \"Roboto\",'fontsize' :'30'})\n",
        "plt.ylabel(\"Rates\")\n",
        "plt.xticks(tickvalues,xtick)\n",
        "plt.yticks(ytick)\n",
        "plt.plot(x,y,'r',label = \"Chennai\",linewidth = 2)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "ur0E4Yh5cCXb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Now let's analyse the fuel prices at multiple cities using the `subplot` command"
      ],
      "metadata": {
        "id": "51bVsCsGgqPA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"/content/petrol.csv\") #using pandas which I went through yesterday. \n",
        "dfc = df.loc[df[\"city\"]==\"Chennai\"] #making a dataframe that only looks at the petrol prices in Chennai over the years\n",
        "dfc.reset_index()\n",
        "\n",
        "dfh = df.loc[df[\"city\"]==\"Hyderabad\"] \n",
        "dfh.reset_index()\n",
        "dfm = df.loc[df[\"city\"]==\"Mumbai\"] \n",
        "dfm.reset_index()\n",
        "dfb = df.loc[df[\"city\"]==\"Bengaluru\"] \n",
        "dfb.reset_index()\n",
        "dfd = df.loc[df[\"city\"]==\"Delhi\"] \n",
        "dfd.reset_index()\n",
        "\n",
        "\n",
        "xtick = dfc['date'][::100] #using list slicing to only take out certain marks\n",
        "ytick = dfc['rate'][::100]\n",
        "x = dfc.date\n",
        "y = dfc.rate\n",
        "xtick = list(xtick)\n",
        "ytick = list(ytick)\n",
        "\n",
        "\n",
        "x1 = dfh.date\n",
        "y1 = dfh.rate\n",
        "\n",
        "x2 = dfb.date\n",
        "y2 = dfb.rate\n",
        "\n",
        "x3 = dfd.date\n",
        "y3 = dfd.rate\n",
        "\n",
        "print(x3)\n",
        "\n",
        "plt.figure(figsize = (30,30), dpi = 300)\n",
        "\n",
        "\n",
        "\n",
        "tickvalues = [100,200,300,400,500,600,700,800,900,1000,1100]\n",
        "\n",
        "#This tells plt where to put the labels considering the fact that these labels are not integers in the classic sense\n",
        "\n",
        "\n",
        "plt.xlabel(\"Dates\")\n",
        "plt.ylabel(\"Rates\")\n",
        "plt.xticks(tickvalues,xtick)\n",
        "plt.yticks(ytick)\n",
        "\n",
        "\n",
        "plt.subplot(2,2,1) #giving the data for each subplot. \n",
        "plt.plot(x,y,'r',label = \"Chennai\")\n",
        "plt.title(\"Chennai\")\n",
        "\n",
        "plt.subplot(2,2,2)\n",
        "plt.plot(x1,y1,'b',label = \"Hyderabad\")\n",
        "plt.title(\"Hyderabad\")\n",
        "\n",
        "plt.subplot(2,2,3)\n",
        "plt.plot(x2,y2,'g',label = \"Mumbai\")\n",
        "plt.title(\"Mumbai\")\n",
        "\n",
        "plt.subplot(2,2,4)\n",
        "plt.plot(x3,y3,'y',label = \"Delhi\")\n",
        "plt.title(\"Delhi\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "uFVRC5MEgqI1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Bar Graphs"
      ],
      "metadata": {
        "id": "ENrylcE9wJI3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Before we conclude, I just wanted to touch upon bar graphs. \n",
        "\n",
        "It is a pretty simple graph to work with, and is useful in comparitive datatypes. "
      ],
      "metadata": {
        "id": "UhP94wG3xVLE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#initialising a bar graph\n",
        "\n",
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([1, 2, 3, 4])\n",
        "\n",
        "plt.bar(x,y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "1Y1Pjvn7yaoO",
        "outputId": "c5a81d20-535e-4c4c-c3a3-25e791da9c33"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Once again, all the customisation options persist here also.\n",
        "\n",
        "Use `.barh` instead of `.bar` to get a horizontal bar graph. "
      ],
      "metadata": {
        "id": "t-nzrQxYykZ7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#initialising a horizontal bar graph\n",
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([1, 2, 3, 4])\n",
        "\n",
        "plt.barh(x,y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "I7OOKtTAy3TT",
        "outputId": "92ebfb8a-374e-488b-abba-d6efa5b669eb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can customise individual bars of the bar graphs by using patterns."
      ],
      "metadata": {
        "id": "9v9xc9eazLo2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([1, 2, 3, 4])\n",
        "\n",
        "bars = plt.barh(x,y)\n",
        "\n",
        "bars[0].set_hatch('/')\n",
        "bars[1].set_hatch('O')\n",
        "bars[2].set_hatch(\"*\")\n",
        "bars[3].set_hatch(\"x\")\n",
        "plt.figure(figsize=(6,4))\n",
        "plt. show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "_gmP6fS9zhfx",
        "outputId": "77cc936b-9f8a-4397-f6aa-848af2bef67d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Finally lets look compare fuel prices in the 4 cities on a particular day"
      ],
      "metadata": {
        "id": "sp6TMEG-z1m_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import random #importing to get a random day where we can view the prices. \n",
        "df = pd.read_csv(\"/content/petrol.csv\") \n",
        "dfc = df.loc[df[\"city\"]==\"Chennai\"] \n",
        "dfc.reset_index()\n",
        "\n",
        "day = random.randint(1,1040)\n",
        "\n",
        "dfh = df.loc[df[\"city\"]==\"Hyderabad\"] \n",
        "dfh.reset_index()\n",
        "dfm = df.loc[df[\"city\"]==\"Mumbai\"] \n",
        "dfm.reset_index()\n",
        "dfb = df.loc[df[\"city\"]==\"Bengaluru\"] \n",
        "dfb.reset_index()\n",
        "dfd = df.loc[df[\"city\"]==\"Delhi\"] \n",
        "dfd.reset_index()\n",
        "\n",
        "print(\"Day: \",(list(dfc[\"date\"])[day])) #prints out the date correspoinding to the random number that is chosen\n",
        "\n",
        "dfc = list(dfc[\"rate\"])\n",
        "dfb = list(dfb[\"rate\"])\n",
        "dfh = list(dfh[\"rate\"])\n",
        "dfm = list(dfm[\"rate\"])\n",
        "dfd = list(dfd[\"rate\"])\n",
        "\n",
        "x = [\"Chennai\",\"Hyderabad\",\"Mumbai\",\"Delhi\"]\n",
        "y = [dfc[day],dfh[day],dfb[day],dfd[day]]\n",
        "\n",
        "\n",
        "plt.bar(x,y) \n",
        "plt.show()\n",
        "\n",
        "#you can subtract a common number from the values to get a more nuanced view of the graph. "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "FN3LSTh6zzsp",
        "outputId": "72090b40-594e-4584-c725-5cdb025a06d3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Day:  2019-11-10\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "---\n",
        "\n"
      ],
      "metadata": {
        "id": "XIhUbcNL5bV8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Further References :**"
      ],
      "metadata": {
        "id": "A-qBQnGVM9Z1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "A very useful library is the Seaborn library. Lets have a look at some of the features this library offers us:"
      ],
      "metadata": {
        "id": "zD4DKVBNNlKI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "ZcfuC1FoNtyT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gRxos_ENd3N1"
      },
      "source": [
        "### Improving Default Styles using Seaborn\n",
        "\n",
        "An easy way to make your charts look beautiful is to use some default styles from the Seaborn library. These can be applied globally using the `sns.set_style` function. You can see a full list of predefined styles here: https://seaborn.pydata.org/generated/seaborn.set_style.html ."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rWorI6gxd3N1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "e7f9b6e0-7400-4b76-e9b8-fe05d7fa15af"
      },
      "source": [
        "sns.set_style(\"whitegrid\")\n",
        "plt.plot([1,2,3],[2,4,6],'r.--')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f382fca3850>]"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gQWKWzvrd3N2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "eefffac2-9d50-48b4-a0c9-e334b7fca8ba"
      },
      "source": [
        "sns.set_style(\"darkgrid\")\n",
        "plt.plot([1,2,3],[2,4,6],'r.--')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f382fc24650>]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Data can be loaded directly using seaborn's pre-coded datasets"
      ],
      "metadata": {
        "id": "Xn7MFZ9QUAbo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Load data into a Pandas dataframe\n",
        "flowers_df = sns.load_dataset(\"iris\")\n",
        "flowers_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "0a5_l_T6UG-m",
        "outputId": "922cca52-3bb9-41c0-e170-817b5dd9caa1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     sepal_length  sepal_width  petal_length  petal_width    species\n",
              "0             5.1          3.5           1.4          0.2     setosa\n",
              "1             4.9          3.0           1.4          0.2     setosa\n",
              "2             4.7          3.2           1.3          0.2     setosa\n",
              "3             4.6          3.1           1.5          0.2     setosa\n",
              "4             5.0          3.6           1.4          0.2     setosa\n",
              "..            ...          ...           ...          ...        ...\n",
              "145           6.7          3.0           5.2          2.3  virginica\n",
              "146           6.3          2.5           5.0          1.9  virginica\n",
              "147           6.5          3.0           5.2          2.0  virginica\n",
              "148           6.2          3.4           5.4          2.3  virginica\n",
              "149           5.9          3.0           5.1          1.8  virginica\n",
              "\n",
              "[150 rows x 5 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-30dc9cb1-95d8-4f6e-a52e-9740a821d831\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sepal_length</th>\n",
              "      <th>sepal_width</th>\n",
              "      <th>petal_length</th>\n",
              "      <th>petal_width</th>\n",
              "      <th>species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5.1</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>setosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>4.9</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>setosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4.7</td>\n",
              "      <td>3.2</td>\n",
              "      <td>1.3</td>\n",
              "      <td>0.2</td>\n",
              "      <td>setosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.6</td>\n",
              "      <td>3.1</td>\n",
              "      <td>1.5</td>\n",
              "      <td>0.2</td>\n",
              "      <td>setosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>setosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>6.7</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>2.3</td>\n",
              "      <td>virginica</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>6.3</td>\n",
              "      <td>2.5</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.9</td>\n",
              "      <td>virginica</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>6.5</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>2.0</td>\n",
              "      <td>virginica</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>6.2</td>\n",
              "      <td>3.4</td>\n",
              "      <td>5.4</td>\n",
              "      <td>2.3</td>\n",
              "      <td>virginica</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>5.9</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>virginica</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>150 rows × 5 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-30dc9cb1-95d8-4f6e-a52e-9740a821d831')\"\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lets try plotting bar plots using seaborn. For this we will use another pre-loaded dataset for tips at a restaurant. "
      ],
      "metadata": {
        "id": "tclL-WuJUZGf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([1, 2, 3, 4])\n",
        "\n",
        "sns.barplot(x, y)"
      ],
      "metadata": {
        "id": "kghRRLuVUb0p"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "You can make the bars horizontal simply by switching the axes."
      ],
      "metadata": {
        "id": "slBgtYx6VgIz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.barplot(y, x)"
      ],
      "metadata": {
        "id": "GF00fjcTVg27"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Heatmap :** A heatmap is used to visualize 2-dimensional data like a matrix or a table using colors. The best way to understand it is by looking at an example. We'll use another sample dataset from Seaborn, called flights, to visualize monthly passenger footfall at an airport over 12 years."
      ],
      "metadata": {
        "id": "cY3KcwLEVry0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "flights_df = sns.load_dataset(\"flights\").pivot(\"month\", \"year\", \"passengers\")\n",
        "flights_df"
      ],
      "metadata": {
        "id": "wk5MgcrcV-Zk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.heatmap(flights_df)"
      ],
      "metadata": {
        "id": "BdpyX1EAWFGW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "The brighter colors indicate a higher footfall at the airport. By looking at the graph, we can infer two things:\n",
        "\n",
        "- The footfall at the airport in any given year tends to be the highest around July & August.\n",
        "- The footfall at the airport in any given month tends to grow year by year."
      ],
      "metadata": {
        "id": "eJXnBZn1WSoR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "---\n",
        "\n"
      ],
      "metadata": {
        "id": "pjZBubbkcXQL"
      }
    }
  ]
}