L04_estimated_error_surface.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "L04_estimated_error surface.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMImBIzlHnrxS32oSafOaI5",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dalcimar/SI27CP---Sistemas-Inteligentes/blob/main/L04_estimated_error_surface.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "Ncaft_CdtyyT"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import datasets"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import datasets\n",
        "\n",
        "dataset = datasets.load_diabetes()\n",
        "X = dataset.data[0:20,[1,2]]"
      ],
      "metadata": {
        "id": "uKFuJIulbPW3"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(X.shape)\n",
        "print(X[0:5,:])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p5-eyE3Nj7i-",
        "outputId": "0cc2faca-871c-4cbe-edb6-db205c6f9941"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(20, 2)\n",
            "[[ 0.05068012  0.06169621]\n",
            " [-0.04464164 -0.05147406]\n",
            " [ 0.05068012  0.04445121]\n",
            " [-0.04464164 -0.01159501]\n",
            " [-0.04464164 -0.03638469]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = 1*X[:,0] + 0.5*X[:,1] - 1"
      ],
      "metadata": {
        "id": "qx_eLBrRkbrr"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(figsize=(20,7))\n",
        "ax = fig.gca(projection='3d')\n",
        "ax.plot_trisurf(X[:,0], X[:,1], y_pred)\n",
        "\n",
        "ax.view_init(elev=30, azim=-120)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "6lhRN0PQfuZC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "outputId": "8240c39c-92c1-4a03-817c-286aa2abe43c"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x504 with 1 Axes>"
            ],
            "image/png": 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eCm4IIbZmz1t5QogtVbrdqNjnAzc/mKpmuxHnvKbPNuaull5v1kux1dK5AYy54cjcztLMIYa5oruZv0fifKXWxhe+bt7G5Q7QNl98Ph/C4fC6rYSHDh1Cf39/yeMwBwM3++3CVkkhYFx7HyI7AUVNgEfd4BE3av3QljEgElnEgw8uQdeHMDvrx9xcHOfOnQPn3AoXIpFIze6H7N765PV6K/qcegY3MzMzSCaTGB4eBkAVN4QQ+6KghpAWllv1klvZUmqldCVDds0TjHo/6HG5XNA0raIHsYWrpYsFMIWrpQurXoLBYN4Jm10fRDeCqqol5wSR+iu2Hr5ZmRVtxapecq/npsKWI7fbbbUbVTJAezPMlfVOq5irJ2loMKb/GVK7DKbMQ+kKQvW4AQTqfiyMSbhcF9Dbewnd3bfCMB5ANiswPz+P2dlZnDlzBqqq5gU31Qre7Nz6ZM5R2opaBjfmDB3OObVKEUJsjYIaQprMRlUvheFLqa9RqtXI7g9aXC4XstksOOfrVrzkDtktfGbc5XLB6/UiFApZJ2e0WnrzOOfQdR0ej6fRh9LyzDY0u57klWO9liPz7bquW7djhaFqYTthIytXzIo7un0pTWqrMK68AalfAVOXoPR2gLldAGKNPjQAAGM6VPUEFOU8ON+N7u5BdHd3AwAymQzm5+cxNTWF06dPw+Vyob29HbFYDKFQaNN/d3YOasppfapUNYMbTdPQ1tYGgGbcEELsjYIaQmzOCe1G9VC4BaVYAKPrOtLpNBYXF9HW1nZTy5G5Wtp83a4PdJuN2fpEGs98FtlO1msnzH1bYbCae/32+XyIRCLW2+w80yW3LYpug4qT6XkYk/8AKabBXKtQtm8Dc/kB+Bt9aCUxlobLdRhCjMEw7oQQffB4POjp6UFPTw8AIJ1OI5FIYHJyEouLi/B6vVa4EAqFyv6bNVvv7KgWQU2hrQQ3mqYhFAoV/boU3BBC7ISCGkLqrHDIbuEmI8MwHNdutBmlWhIKA5iNVksXzoO4ePEifD4furq6GvwdEpOqqhTU2ARjrC5BTeEQ7VLX89x2wsKql3q1HNWL+T0+/PDDtj3JbiSxPAkx+Q+QchbMK6AM9IK5YrBL5Uy5OF8G529DiBh0/S5I2WG9z+v1ore3F729vQCAVCqFeDyOixcvYnl5GW1tbVbFTSAQcMR9eaF6BDWFKglu0ul02du6KLghhDQSBTWEVEGlVS/FZkQUthuZ/zrljj93tfR6LUcbrZbeaAvKRswZNcQ+qKLGPrYS1JS6fue+rHf9zh2ibQarzR5YmK1NrfC9boaYPwNj8h8AOQcedEHZ1Q+mbm/0YVUF53G43W/CMHphGHdCypurONra2rB9+3Zs374dUkqsrq4ikUjgwoULWFlZgd/vt6pC/H6/Ix4LNCKoKbRecDM3N4fl5WXr51qrdeDmixN+Z4QQe6KghpAi1gtepJTIZDLIZrPwer0lq15KBS9OuuMWQqwbuqw3iLPYdqN6rJZ2uVxYXV2t2dcnlaOgxj5yW5/KaTnKXR2fO8spt6otEolYb7Nzy1E9mXNnnF4FVAvGzCHIq28ASIBFw1B394Ep0UYfVs0oylVwPgUhBqHruwG0Ff04xhj8fj/8fj927NgBKSWSySQSiQTGxsaQTCYRDAbR3t5e8gkfOxBC2C6UzA1uFhYWcNddd1k/20uXLkHX9aqvAzdRcEMI2SwKakhLKGw3KrbdKLf6ZaNnnBcWFhCPx7Fr1y7HVb1Uulraac+Kq6pKFTU2Q0FN/RS2HBVetxcXFzE6OmrdZpkbzHKv52bLEc1yqoyiKBRWFSENHcbV/wY5/Y8AlsC7u6HcvR1M6Wv0odUNYxKKMg7OL8EwdsEwbgWwfvsNYwyBQACBQAD9/f2QUmJlZQVzc3NIp9N46623EAwGEYvF0N7ebg3ItQM7//1rmgaPxwOv11u04oaCG0KIXVBQQxxrq0N2za+xmXYjr9eLbDZrizvYYhtQCk/UcjeglDoxyw1jnHxiRq1P9qMoSt4DVVKZwkHapa7j5u1R4fU7N1zVdR0jIyPw++07lNVJGGNW9YydAutGk3oa4tIPIWZ+CsaTQO8g1Pt3grX4z4gxA6p6GopyAYZxOwxjBEB5PxPGGILBILxeL+bm5vDhD38YS0tLSCQSOHHiBDKZDMLhsBUueL3e2n4zDlb42G29VikKbgghjUJBDbENs4qlcLhuYdVL7vvWU8t2I4/Hk9fyU01Syg1bjcx2BCml9SxusdXS5uuttPrV5XJRKGAziqIgk8k0+jBso7CyrVTbkRDCuv1ar+WokpZCJ4ewdmIOBq51K6eTyMwijPG/A669A6gaWP8tUD9yDxinn08hxrJQ1aNQlHPQ9TsgxA4A5f2cdF23/u7C4TDC4TCGhoYghMDS0hLi8TiOHz8OTdMQDoetiptyw4WtsNtGuc1qZHDDGIMQAh6Ph4IbQlocBTWkpjaqeimn3cisBClW8dKoOzBVVcsOA8whuxttNzKrQMxnaAufEafV0uWhihr7aYXWp41ajszXTY1qOeKcl6wwJOtTFMUKaOjkaY1YmYIYfwWYOwR4FLCh3eC37KFwpkyMJeFyvQshzl7fENW94ecYhlF0WC/nHJFIBJFIBCMjIxBC5IULhSury918VIlSx2YXmw2S6h3cvPPOO9izZ4/1PkVRqOKGkBZk31tT4ijvvvsuGGPYvXv3uu1G5p2kk7cbAbACpuXl5XWrX4qtljZPwsxnxM2TNJprUB2tEAo4jVN/J8VajkptMTO3++RezwvnOdnhBL9e67mbhRmcq6pK4fh1YuE8xIWXgMQRwO8HG74Tyl2PN/qwHI3zBbjd/wQhuqDrd0PKSMmPNQyjrL9FzrkVHJifZ87Xm5iYgBAC0WgUsVgM0Wi0KgGLpmm2Dmo0TatKQFXL4EbXdauV0rytLqy4oeCGkNZg31tT4ijHjx/H3NwcbrnlFgA32o3M/9td4WrpUi1Huatns9ksLl26BI/HY52IbXW1NCHNyC5BTbGWo1JthUD+lqNi6+PrscWs2iioKQ+1NuUzZo9Ajr8MLJwAwjGw4bugfOgXG31YTYfzWbhcP4YQ/dD1OwDcPEvKbH2qVGG4oOs65ufnkUgkcP78eQCwgoVoNLqpy7DDau71VCuoKVTN4EbTNOv9xSpuAApuCGkV9r01JY4yODiIY8eO2SqYKLZaulgAY7ZWVbpa+sSJExgcHKShnDZl19WlraiWQU2xlqP1rue5LUfmdTscDrdMW6E5/4DczKyKstsmu0aQwoAx9VPgwivA0mmgox9s5G4oHbc1+tCaHmOAolwC55MwjBEYxm0APNb7y62o2Yiqqujs7ERnZyeAtYBgfn4e165dw9jYWF5FTiQSKesyWzWoKbSV4CabzZY8RgpuCGkt9r01JY7S39+PycnJml5GNVZLezweBIPBqqyW9ng8yGQyFNTYkDlDqB4PyMjGKg1qdF3fMHwxtxzlznQqdT23Q8uRXeSW05M15sD1Zg7oyiH1DMTkjyHHXwFbOQ903wa2+y4osQcafWgtiTEBVR2DokzAMG6FYewCoNQsDHG5XOjq6kJXVxeAtcAgkUhgZmYGZ86cgaqq1mDicDhc9LETBTXFVRLcGIaxpRk3AAU3hDQL+96aEkfZsWMHLl++XPHnFVstXeyEbKPV0oVVL/Xgdrtpk41NmQOFKaixB845NE1DMplct+2o1Ewns7qtcIU8PeCsHLU+rTG35bX6bDCZXYYx8QNg4gBYahKy7x7w++4Hj/xsow+NXMeYBlX9AIpyHrq+G4ah1OVxjtvtRk9PD3p6egAAmUwGiUQCV65cwalTp+B2u9He3o5YLIZgMAjOOQU1ZSoW3CwuLiKRSGBqaspaQFGN4cQABTeEOJV9b02Jo3i9XitUmZ6extTUFKanp621kcVOyHLXzhZuN8ptRbDrA2mPx4N0Ot3owyBF0Iru2ivVclS4ycwMWVdXVzExMZEXvuRuMnO73S3fblIPrRzUmNVXrT4/TKzOQjv3EjD+KqSWgNF7H9T7H4EnVnqALWk8xlJwud7Hjh1eLCwM1v3yPR4Ptm3bhm3btgEA0um0VRGytLQEr9cLzjn8fr9tW4/tWmmrKIoVypghss/nK1pxE41G4fF4Nv6ioOCGEKejoKaJJBIJPPPMM5iYmMDg4CBefPFFRKPRmz7uy1/+Mg4ePAgA+MpXvoJnnnkGAPCpT30K7733HlwuFx588EF8+9vftu7QxsfHMT09jdnZWczOzmJmZsb6/+zsLBYWFnD58mU89NBD1haBWCyGj370o9i1axd8Pl/eyulmKDH3eDxYXFxs9GGQImhFd+VyB2qv13a03pYjr9dbsuXo3XffxR133NHIb5GgNYMaGgwMpOfOInXyb6FOHgSYBtn/ILyP/jI80VCjD41UyONJo7v7NISYu77SO9aQ4/B6vejt7UVvby8AYHV1FWfPnkUikcBbb70Fn89nhQ+BQMAW1z1N02zfrp7NZhEMBm/a2GVW3FBwQ0jroKCmiezfvx+PPfYYnn32Wezfvx/79+/HN7/5zbyPOXjwIA4fPozR0VFkMhns3bsXTzzxBEKhED71qU/hu9/9LgDgk5/8JJ5//nl89rOfBQD88R//MRhj6OrqQnd3N3bv3o29e/da/czhcBif+MQn8NWvfhXDw8N1/94bgVqf7IuCmjVSSitgWS98MSvczGfyiq2XLjZQuxL0YM8eOOctMUxYURQroGnVvz1tZhTiwktQJv8eLpcb6tDD4B/6bfCAr9GHRqqA8zm43W/AMPpgGHdCymBDj8fn88Hv96Ovrw8dHR1YXV1FPB7H+fPnkUwm4ff7rVYpn8/XkOulXVqf1pPNZm9qdcqtuAEaG9zkfjwhpLYoqGkiBw4cwJtvvgkA+PSnP429e/feFNScPHkSjz76KFRVhaqquPvuu/Haa6/h6aefxsc//nHr4x588MG84cB/8Rd/seHlmwOFWyWo8Xg8yGazjT4MUoSqqk0b1JjbzEqFL+vNdTJffD5fXvjSym0graaZK2pavbVJCgEx8w7khVfALv8AvC0GNrQH/OOfBfe3NfrwSI0oyhVwfhVCDEHXdwPwNuxYNE2z2tX9fj/8fj/6+/shpcTKygoSiQTOnj2L1dXVvKoRn68+4aETgprc9dylUHBDSGugoKaJzMzMWL3DPT09mJmZuelj7rnnHnzta1/DF7/4RayuruKNN97A7t278z5G0zT8zd/8Df7kT/6kosvv7+/f1EBhp6rlymGyNS6XyzHzgzZqOSpnm5nX60UoFMprL7TbAycppW3nFrSSZgxqWrm1SRoaxORPIMdfAZ/8r0B4CBh6COy+L4H7yjs5I87HmISiXADnF2EYt8AwbgFQ/0Ci1DBhxhiCwSCCwSAGBgYgpcTy8jISiQROnTqFdDqNUChkVdx4vbUJm5wQ1Ky3nruURgQ3o6OjuPfeeym4IaSGKKhxmMcffxzT09M3vf3rX/963uvm2tpC+/btw6FDh/Dwww+js7MTe/bsuWlezOc+9zk8+uijeOSRRyo6tsHBQbz//vsVfU4zoJNP+2l061Nuy1Gp6hdN06wWFLPqJTd8qVbLkV2Ya6Gd/D00g2ZpfTJnJKmq2nLVM1JLwpj4e2DiVfCrr0N23AEMfQTsof8M7i1vOwxpTowZUNVTUJQL0PXbIcQwgPpdP8rd+sQYQygUQigUwuDgIIQQWF5eRjwexwcffIBsNotQKGStAy83WNiIE4IaIcSW5zjWI7hJp9PW68Uqbsx/cz+PEFIZCmoc5sc//nHJ93V3d2Nqagrbtm3D1NQUurq6in7cc889h+eeew7A2iyaW265xXrf1772NVy7dg3f/va3Kz62/v5+HDhwoOLPczJzu5Dd7/hbTS22PuW2HJWqfsltOcqtbilsOTLf3konmGYFWit9z3bEGHN0UGO2NjXDQPpKyHQCxoVXwSZeBZv9Z7Du+yGHHgR7dD9UD93/kDVSMkipQcp5KMpRKIqEYfwChLgPQO1Plje7nptzjnA4jHA4jOHhYQghrGBhcnISmqZZwUIl66oLGYbRcrcdQPWDG/O+fKNWKU3T8oIb83MouCGkPMuuPVQAACAASURBVBTUNJEnn3wSL7zwAp599lm88MILeOqpp276GMMwsLCwgFgshmPHjuHYsWPYt28fAOD555/HD3/4Q7z++uubOpkyZ9S0Eo/Hg0wmQ0GNzZRTUZPbcrRe+FJOy5HdV8nbgRnU0HWlsZzY+mQOuW6165dYvgxx4WWwiVfB44eB3ochRx4Ef/xXwN10PSJmMJMFsAhgGpzHUXgV4fz/hBCvQ9d/GVLuqunxbDaoKcQ5RzQaRTQaxcjIiPXYNZFI4OLFixBCIBKJIBaLIRqNVnS/YufbEHOwf61tNbgpNvAYqGzGDQU3hGyMgpom8uyzz+Lpp5/Gd77zHQwMDODFF18EALz33nv41re+heeffx6aplktTaFQCN/97netO9Xf/d3fxcDAAPbs2QMA+JVf+RV89atfLfvyOzo6MDc3V+Xvyt7MoCYQCDT6UAhutByl02mkUilMT0+X1XKUG8CYLUfm26rxoJPQTCe7sHNQk9syKIRAW1sbgsFgS4V7Rvwk5IWXwS4eAF86A/Q9Crn7Y8DgZ6C6Wq8SgNywNueLYWnpGoJBAc6nwNjiTcFMMZxfgtv9pzCM3TCMpyBlb82OsxYn3YqiIBaLIRZbW0VuGAbm5+eRSCRw4cIFSCmt4CEajTr2frtRrVmVBjeZTKasdqnC4AZY+zum4IaQ8jjzlowUFYvF8Prrr9/09g9/+MN4/vnnAQBerxcnT54s+vlbbRXJTdBb5UaWVnTXXmHLUbHql2ItR7quI5PJtHzLkV1QUGMP9Z5RI4RYd0i2ef01j623txc9PT0IhUJ1O8ZGM6b/BXL8ZfCLB8BXp2Ds2Avc90vAwO9BVSmcaVVmMCNlCozNg7Er4HwVkcjmv6ainATnpyDEA9D1XwQQrdrx1pOiKOjo6EBHRweAtcev8/PziMfjOHfunFWRE4vFEIlEoCgKhBC2v+8vValSbxsFN6lUCi6XC9PT0xXNuAFunqFZLLgxBxNTcENaHQU1pKo6OjqQSCSsZz2ancfjwerqaqMPw1GKtRwVazsqbDnKDVra2toQDofXbTl69913MTAw0IhvkRShKErV5waRylWjoqbc8NRUuB7e4/EgGAzmtRC2UuugNHSIK2+uhTOXvg+uJ2Hs+BjkR34DbEc/VNXeJ5OkNqSUSKUyyGYXoCjz8PnmoSjVH4q/tiHqXXB+BIbxKAxjH4D6rMeuFVVV0dnZic7OTgBrlSmJRAKzs7M4e/YsFEVBKBSClNLWgY1dhx0XBjcXL17E6uoqVlZWtjScGCge3BiGYT0GpOCGtDIKakhVDQwM4NKlSy0V1MzPzzf6MBqu2JajYuGLWfWiKMq6LUfmlqOtMIem2vUBWasxn9EkjVUqqClnRbyu69aD5MJ5TeWEp4XHYQ4GboXrqNRSMC79V8gLLwMXfwBFdUH2fwzykc+B7dgOVWn+nwHJJyUgpQCQBHANjE3B59Phq1NmwpgGVX0dfOZfoPvuhGz7VYBtfi12vearlMPlcqG7uxvd3d0A1ipVrl69Ck3T8M4778DlclmrwEOhkG1ug+xSUbMRXdcRjUbR09MDoHpbpQAKbgjJRUENqSpzoPB9993X6EOpi2ZufTIMY8PwpVjLUW4A4/f7G9ZyZG5+csKDnlagqipV1NRZscq1hYUFJJNJJJNJq3ItN3zJffH5fIhEInnh6VYfEKuqam1tavYH1zKzAGP879aGAV/5Ebjqh77jUWQf+Q/w79wJVWnu75/kk5JBCB2MrQCYAWMz4Ly+4bVcZZDHGeSRRYCvAg8sg/eNwq3NQ+r/Gbr3qxCuTwGs8vtqu1aDAGuP1cLhMDo6OrB7926k02lro9TS0hLcbre1CjwUCjXstskpQU0mk7Gqa4DarQMHKLghrY2CGlJVAwMDuHz5cqMPo248Hg+y2WyjD6MspVqOCsOX9U7cKn3WvJHMzU9OeNDTCmhGzdZVch0GkFe5lhu+SCkxPDxsXYdrjXNuDea2yzPXtSJWrkJceAXs4qvg0/8I7umAGNgLY99XofRtg5tz0C1Sa1irmNEh5RI4nwZj11DvzdByUoE8nIU8Ogd29DzY9EXgt+4C+/gyuPeDvI9l8jJcqd+CyPwpDO8fQbh+vqLLqtbGp1rJDZK8Xi96e3vR27s2VDmVSlkbpZaXl9HW1mZV3AQCgbo9ztE0DX6/vy6XtRXm/L9SygluwuGw9TEU3BBSnH1vUYkj9ff34/Dhw40+jLqp92DOQqVajgpP3Iq1HJkvubMiqtFyZBflrOgm9cM5p99HEeYgxfVWxJvXYQBF2wYruQ4vLCxA0zT46tBfYbY2NcttSiliYQzi/Etrm5rm3gVv2wYxuBfi/m+A9/RA5XSS0AqEYACyABbA2FUwtlDWRqaqXX4aSL2fQfbdBFwnZuE9Mw41cQ0MgPjYCOR/2gY2OAmOt9f9OlwcB199CkL5GHTvNyDV+8u6fCcFNYXa2trQ19eHvr6+67OCUojH47hw4QJWVlbg8/msihu/31+zE/9sNoto1P4DnrPZbEXhynrBzeXLl2sa3ExPT6Ovr4+CG+JI9r1FJY5ktj61EnPmQ7Vu+NebFWG+zc4tR3ZBQY29qKqKdDrd6MOoi8LwpVSQWix8MV9CoVDe69W6Dtd6PbeiKFb1TDM/GDZm34e8cH1T08IJINC/Fs7s+TdQtnWj9W5xW8uNjUwZMJYAY1fB+Up9j2GWQxzWwUYTwNFxsNOn4M9mYNZjiJAXi//+Lig/u4xA+3kA5yv6+tz4R7iSH4Vw/Sp0z9cAZWTdj3dyUJOLMQafzwefz4cdO3ZASolkMolEIoFz584hmUwiEAhYoYLP56vabZ1TWp8Mw9hSAF8Y3AghsLCwUPXgRgiBiYkJ9PT0UMUNcST73qISR9qxY0fLBTUbtdjknrQVhi/F2hUKtxyZ7QpOaTmyC1VVKaixEae3Pq1XvZZ7fTapqlr0etzoANUcsl3tr9nsg4GlMGBc/Sfg+qYmZWUCIjgMMfgxyL2/CaW7k8KZJrbWxoTrq7Lj11dl1y94lhogTyvQ319C9l8m4B+7BDY1iWKnyuLndkF+ugu8/zjCOL6ly2WQULT/D1w7AOH+Teie/wXgnUU/1glBzWYqCRljCAQCCAQC6O/vh5QSKysriMfjOHPmDFKpFILBoNUq1dbWtuljdEpQA6Cqj0E55zUJbszKn9z7JXPzFwU3xAnse4tKHMlJM1u2QggBTdOsE7OrV6+Cc35TAGM+c13spC0UCuVVwzR7e0C9uVyuph307ER2DGrM6/F64UvuAOTC6rXCbWUul8v2D/A451WrqDEHA9v55GwrpJ6BuPwjyPFXwC//AGr6GkR4F8TIY5DDd0PpilE406SklFhdTaGtTQCYu14xU7/gX85ziCMCbHQeOHoR7MRJ8FQSbqDojCMZ8UF+/l7gkXlwzykAY1U9HgYNSvZ/B89+F4bnf4Lh+R8Blj9LxQlBTTWGHTPGEAwGEQwGMTg4CCkllpaWkEgkcPLkSaTT6bxQwestf5OWnQcymwzDqHkgX63gJpPJ3PQ+8z7a/JeCG2Jn9r1FJY7l8XiQTqcrunOyg3LX0wLIW0+r6zpSqRSi0SgCgYB1MtfMzy47gcvlwspKfUvRSWn1CmqEEBvObDID1tzrscfjgdvthsfjyZv54oTwpRJbbX1q9tYmmVmCMfF9YOJVKJM/hKIvQ0Rug7jtv4McuQtKR5TCmSYkpbleegXALBibgt9fn/lzUgByTAFG08DoNNjRs2AXLxStlikk/tWtkP+uA3z7UXC8VfNjZViGmvkDKNn/A7rnOQj3ZwC2dirRKkFNIcYYwuEwwuEwhoaGIISwgpvjx49D07SKqkHsfrvaiKqfzQY36XS67J93qeDGvHxFUSi4IXVn31tU4lg7duzAlStXMDKyfj9zrZUzpFPTtLwNKYXPmJfTcjQ5OQnOOXp6ehrxbZISaEaNvWwlqCkVvuS+5D4bVng9dtK2slrbTFDT7K1NIjkDMf7K2hrtqTehigyM6J0w7v518JE7wNsjFM40mbX5MhqkXAZjM2BsFopSu9lNeZe9zCGPSsjRRbCjl8GOnwBfXiz78412H9jn7wM+OgfuPgPgTO0OtgQmp+FK/x5E9s9geP8AwvXL0HW9olki9abrel2qVTjniEQiiEQiGB4ehhACi4uLiMfjVqgQiUSs4cR2r6AptNHGp3ooN7gRQiAQCFT0tYsFN2brc+7lU3BD6oGCGlJ15kDhWgQ1ha0KpWa+mIN2zdL8YkM6zbdvteXI4/FQ5YYNmdVOxB4Kg5pSa6YLw5dSq+J9Ph8ikUhe6yA9WNpYJTNqzNvPZvzZisVxiAsvgU0cAL/2NlRpwIjdA+NDvwk+cgeUSKjRh0iqKJPRkEotg7FFtLUtwO1eqttGJjGuAEcykEevgR0dAzs/Br6JOVHi47ch84kAPAMnwfk/1+BIK8fFWfDVfwuhPAQ3fgcu175GH1JJ2Wy2IaEI5xzRaNTa5mQYhhUqTExMQAiBaDSKSCTiiNvZSjc+1UOp4GZsbAxLS0uYmpra0nDi3H8puCH1REENqbpKNz/lnrCVajsq1nJUbE5EI5719Xg8iMfjdbs8Uh6qqKkvcyVmqbajTCaDxcVFHDp0CEDxodm512Oz8oVU10Yzajjn1u1osz3YNK4dhRx/GWziAJT5o2BgEB33wfjw58BHdkMJBxt9iKQKzI1MQAZrq7Kn4PEsoh7nljLFII8zyCNLYEcnwY6dAp+f2/zX6wxCfv5u4OFr4K7T2PyY2trixjvY2fEOMtgHZnwTUrm90Yd0EymlLSoCFUVBLBZDLBYDsFbpMz8/j9nZWayuruKdd95BNBpFLBZDJBKx3f1gsbkvdmMGNz6fDwMDAwgEAlXdKpX7LwU3pJbsde0nTWFgYABvv/02RkdHMTU1hZmZGczMzOAXfuEXoKqqdfJmPqubu5rWPEHLfbbc7vMQ3G53SwxQdhpFUaiiZovKaR/MHZpd7LpszntxuVz44IMP8MADDzT4u2ptpVqfzHCmmYaaSyEgpt9aW6N96e+gLJ+HZByi837oH/kP4CO3Qwn6N/5CxNZurMpOgbH56xuZVutz2VcVyMNZYHQOOHoB7OwZcH3rTxCIX9oN/FoEbNsoOOxRPVMOD34Eufw6VsW/AQv8ARR3f6MPyfZUVUVnZyfcbjeklLj11lsxPz+Pubk5jI2N5VWLRCKRht9GZ7NZ+P3OuN00Q6VabZUCyg9uzPCGghtSCQpqmlQikcAzzzyDiYkJDA4O4sUXX7TKLnN9+ctfxsGDBwEAX/nKV/DMM8/kvf8LX/gC/uqv/spq7VlYWMC7775rhS+zs7PWv3NzczAMA6lUCoZhYHR0FB0dHejs7ER3dzeCwSCi0WjVWo7swu1203YhG6I7wuIKw5dSFTDFwpfC9kHzxQ7PUpLy5AY1zTgYWBpZiMuvX9/U9H0oqWlIpkB0PQD9jqfAR26DEqh8RS+xj7XqPQkpk+A8Ac6nwHnt74NllkGeYJCjSbDRK2DHToPNTqFa1xzZE1qrnnloGlw9WaWvWn+MGfAr/w+M5Cu4MvkJrIjPIxIdQDQabdh9RbU23dWS2ZrlcrnQ1dWFrq4u6+3z8/OYmZnBmTNnoKqqtQo8HA7X/WeayWSswMPuSg0+bkRwo+u69eQhBTekXBTUNKn9+/fjsccew7PPPov9+/dj//79+OY3v5n3MQcPHsThw4cxOjqKTCaDvXv34oknnkAotNab/95772F+fj7vc+bm5vCTn/wE3d3d2LZtG+699150d3ejq6sLHR0dUBQFc3NzeOaZZ/DSSy/V7fttpGquuyXVZ84rambmszflhC/m7KZiM19yq2EofGlOqqpiYGAAfr+/aX7HMrsC4+JBYPxVKJOvQdEWIJkK0fMR6Pf9BvjwrVD8ztpCSG5Y28hkQMokGLsGzqegqrXfIKfPAMb7GrR3p4Gj42gbH4eiVb96VvzyHcC/DYF1j4Ljp1X/+o2i8Az6Y/83DPn3mFr8DP7l7M9DVX3WEN1wOFy3+2bDMGz/5KCmaUVDBbfbje7ubnR3dwNYC0oSiQSuXr2KU6dOweVyWT/TUChU89v1Rmx92qxyH/8VC24WFxeRSCQwOTlZ8eauXBTckK2goKZJHThwAG+++SYA4NOf/jT27t17U1Bz8uRJPProo1BVFaqq4u6778Zrr72Gp59+GoZh4Etf+hL+9m//Fq+88or1OTt37sT+/fvXvexYLNZyM1vMAZ3NcuLTLBRFgRDC9g/QiikcnF3YepTJZKDruvVApHBuk8vlgt/vt1X4Qg8+GsesnFFV1QrjnUysXoOY+Dtg/BUoUz+BaqQguQui52HI4Y9AGb4VSpu95yiQ4oQAhNABLIOxWXA+C0Wp7apsqQPyjAKMrgKjUzDePwHXzFWoAGrxVyS3hSH+/V1gD14FV0/U4BLsQ2Hz2B75X9EXfQkp5TnMLD6Gy5cv48SJE2hra7OqQwKBQM3uI2q1mruayg1APB4Ptm3bhm3btgFYW0FtVoIsLS3B6/VaP9NgMFj1n6kTZtQA2NJj8twB0CMjI3UJbhKJBOLxOIaGhii4IRYKaprUzMyMdSPe09ODmZmZmz7mnnvuwde+9jV88YtfxOrqKt544w3s3r0bAPDnf/7nePLJJ62vUQnzRqUVKhlMbrcbmqY54s6rlZgDhe0S1BQLX0oNzgaw7uBs831Ou4610u1CozVba5NYunR9U9Or4LNvQZU6JPfA6P0ZYOgjUIZ3QfE645lecsNaMJMFsATOZ8D5HGqdKcsFDjEqwEYXgNEJsBOnwFdvbG+s1cWLX70TeDoA1jUKpYmqZ8piXIM3+VfoTx9A38DvQgQfRyqVQjwex/nz57GysoJgMGhVh/h81WtRdEJQo2napma/eL1e9Pb2ore3FwCwurpqbZRaXl5GW1ub9TOtRhjmhOokYC3A8nqrU0lZj+AmnU5br1PFDTFRUONgjz/+OKanp296+9e//vW810tdqfft24dDhw7h4YcfRmdnJ/bs2QNFUXD16lV873vfsypyNqOzsxPxeBwdHR2b/hpO4vF4HPMsQysxg5pq3VkXI4TYcM20ruvW9bAwePF6vXkzX5rlpLoYzrljK5ycwvwbs0MFVTUYcx/c2NSUOAwOQCptEDt+FnLoQShDO6F67H0CRvIZBiDl2kYmzqfB+UJNgxkpAHleAY6kgaMzYEfPAhMXoNSpZVlsj0B+/k7wB66AKx/U5TLtQgoPRPpusCQHWz4OLt4BACjzByGCPwe+/Rvw7bgXO3bsgJQSKysriMfjOHXqFNLptHXyG4vFtvT4yglBTbXWh/t8Pvh8Pmzfvh1SSiu4OX/+PJLJJPx+vxUo+P3+TT3ecMJjlFo+Jq9FcJNKpeD1eqlViuShoMbBfvzjH5d8X3d3N6amprBt2zZMTU1ZQ8kKPffcc3juuecAAJ/85Cdxyy234MiRIzh37hx27twJYC2d37lzJ86dO1f2sfX39+PSpUstE9TQQGF72uyK7lJrpnNfDMOw7iCLzXsxt5aZg7PpjnStwsMpz8Y5jaqq1tYmJ/+tSSEgZt9d29R08QCUpbNrb1f90Af+NTD0IJShIShue590kTVSSggBSJm+vpHpKhQlWdvLXOGQRwXk6DLY0Utgx0+CLy3U9DKLyf7qHdCeUtHWdxIKb53qGSlViMw9YCtusKXjUMShoh/Hl38C16k9EO1PQ+/9z2CeIQSDQQSDQQwODkIIgaWlJcTjcRw9ehS6riMajVonv5WEGk4Jaqo9+4UxBr/fD7/fb4VhyWQS8XgcY2NjSCaTeVVMbW1t695/CCEcc/9SzydPqxHcmMFkIQpuWhsFNU3qySefxAsvvIBnn30WL7zwAp566qmbPsYwDCwsLCAWi+HYsWM4duwY9u3bB1VV8yp1AoFARSENsBbUTE5O4kMf+tCWvxcn8Hg8tKLbhlRVtYbolgpfcluRDGNtQGWxTUdmy5FZEaOqdPNZKTOoIdXBObeqZ5z8wEwaGsSVNyEuvAR+6ftQUlcBAIbix0rPz0EOfRi+W2+nyhkHWBv8K66vyk6A86tQlHRtL/OiAnkkAzl6DezoebDzZ8EbdDsjB2IQn9sNfv9luJUTaJVGPCk5VuZH4JedYEsnoRjvl/V5DBJK4v8Fn38FRufvwNj2LKDGAKzdvkUiEUQiEYyMjFiPWePxOMbHxwEA0WgUsVgM0Wh03ScAdF1vyaCmEGMMgUAAgUAAAwMDkFJieXkZiUQCp0+fRiqVQigUsgKFtra2vM93UuV4Op1u2LFWEtxEo1F4vd6yW7UouGktdKbRpJ599lk8/fTT+M53voOBgQG8+OKLANY2OX3rW9/C888/D03T8MgjjwAAQqEQvvvd71bt5HNgYACXL1+uytdyAo/Hg6WlpUYfRkspXDNdbPbLysoKpJS4ePFi0fAlGAzmvU6VHrVFQc3WmVu7zOoZpzIyK0ieeQXi/Evwz70Bl1iCAkBXAljp/VfgIw/Cu2sXAi56mGJnNzYyrYKxOXA+BUWpvIqx7MtLA8YxAEeWIUcnoRw/DT4/V7UV2Zs6JgbIX7sH+BUvWOwIFPxTA4+mfqQEZPZOyGQYbPE0gsYYgLFNfS0ms1Bn/wxK/P+C0f0fYXR/AeD5IYGiKIjFYojF1oIcTdMwPz+Pa9eu4ezZs1BVNW+jVG7rpxNmCDai2pQxhlAohFAohMHBQUgpsbS0hEQigRMnTiCTyeS1nzlp41Mmk0EgEGj0YQAoL7hJp9OYn58H57yidn0Kbpob22CtMO0cJpvyxhtv4OWXX8Y3vvGNRh9KXSwvL2NychK33357ow/F0QrDl1IVMEKsbQAptmY692VhYQGpVApDQ0MN/s4IAJw5cwY9PT1Fy3vJ+pphMLCxGkd27GWwSwfgnvkJuJECAEh3FMaOj4GNfBh8Rz+Y6vzZOs1qLZjRIeXK9VXZ02CsdhuZxFUOcVgDRufAjl4AP3sGTK9dEFQJOdwB8bnbwe+bAOOt88SUyN4OJGNgS+fAtJvnJFaDdPVC7/19iNinAVZeeGGurY7H41hcXMzbfjQ1NYX29nZ0dnbW5Hir4a233sLDDz/c6MPIkxsoJBIJrK6uwuVyYXh4GO3t7bYObY4dO4ahobV2OrsTQuCnP/0p+vr6kEgkilbcbJZ5np97vk/Bje2U/AXQU1WkJszWp1bhdrup9akEKeW6m47M95mKhS8+n29Ta6Y9Hg+Wl5dr9a2RClFFTWWaYTCwWLkCceHltU1NM/+ENrF2ki08HdCHPw42fD/4ju1QFWd+f81ubSOTBmAZnM+AsWtQlNo8hyezgDjJII+sAEenwI+eBp+dqtkGps2QDJC/fh/wyy6w9tapnhHZXcBqD9jSOHj2VM0vj2lX4br4OYiZP4PR94cQkV/c8HMK11abQ3THx8cxNzeHxcVFpFIpxGIx+Hw+W52cbvCkecMUVoJcunQJyWQSy8vLuHTpEgzDQCQSsdrP7NReVs2tT/XgcrkwMjJSdqtUucqtuFEUhVr6bYh+I6Qmtm/fjitXrjT6MOqm1YKaYmumi71uKtx05HK54Pf7NxW+VGKzw4RJbVBQUx4znHFqa5OYPwNx/iWwiwfA5w5BvV6cK7xdMAb2gg1/CLyvD6pinxMlskYIeT2YWby+kSlRs41M4tr1apmj82BHJ8BPnYaSSdXmwrZI7uyC+Nyt4PeMg/MjjT6cuhDaELC6HWzpMnhm821NW8HTp8DPfwIi8DD0vm9ABh4q+3Nztx8dOXIEfX19SKVSOHPmDFKplDVENxaLNfyE3gkzdIC1FrJoNIqenh4Aa+1a8/PzViAmhMibG9TIE39N0xwTPBSGSpuZcVOuUsGNXcPCVueMv2DiOK02XJcx5vgbuWLhS7E106bcwbqFA3fN9zX6GSsKauyFgprSnN7aZMwcsjY18cVTVhWEaNsGY2AvMHwvlL5tUB1aGdSMbmxkMldlXwXnyzUJZqQOiLMc8vAqMDoFfnwMfPKiraplCkmFQf7GvcCTKli0NapnpL4dYnUIbGkaPD0GYLzRhwQA4CtvwX1mL4zIUzD6/hDSe0tFn6/rOiKRCLq6uqwhuuZGqePHj0PTNEQiEWuIbr1beqq1mrvWMpkMotGo9bqiKOjo6LA2vOq6bgU3586dA2PM+pluNPC5FpxyX7pR9U89ghunVu02OwpqSM14vV6kUqmbpsY3K8YYhBC2urETQmy4Zjq39LEwePF6vQiFQtbrTjuJNLc+EXugoCaf2dqkqqrjqmekMGBc+W/A+PVNTclL1vuErw9icC/YyL3gPT1QuXNuM5rZjWAmdyNTbSpY5CKHOGJAji6AjV4CP3ESyupKTS6r2uStPVj4VDciPzPXEtUzUu+BSO0CW7oGnjoNBfZtW1cWDoAvHITo+O+h9/4+4Oop6/MK13MzxhAOhxEOhzE8PAwhhLVR6uLFi3WvDHHKkN5sNrvuUGZVVdHZ2WnNAsod+Dw2NgbOuTU3KBKJ1Ozxsq7rjqmmASpv06pFcOOkx/atxDl/xcRxduzYgStXrmDnzp2NPpS6MKuIal1CW2rNdO6LeTLMOS867yUcDjs2fKmEoijW4GHSeIqitEylXbGQNJPJQNd1+P1+dHZ2IhqNOuq6J/U0xKUfQU68An7pB1Azc9b7RGAAYvBjYMP3QNnWbetKiVYhpYRhSAC5G5mqf/2TAhDnOeSRNDA6A35sDGziAhQHVZlKF4f4jfvAnmRg4SOIojZDcu1CGh2QqduApQWw1RNQHPT9MuhQ5p4HT/wXGF2/B6Pni4Cy8cDY9W5rzQChvb0dwI3KkHg8jnPnztU8YNA0zRFBTSaTqeg4XS4Xurq60NXVBWAt6EkkEpiensbp06fhcrmsn3vhpq6tHqfdt3zlSqVS8Pv9m/78/QXCaQAAIABJREFUagQ3Tnos0kooqCE1Yw4UbqWgJpPJbCqoMTcdrdd6ZIYvuWumzQoYv9+PaDSat2aabnSJ3SiKktc+5zSVVqjlBqShUAg9PT0IBAKOqp6RmUUYE98Hxl+FcuVHUPQbw7lFcHgtnBm5G0p3J4UzDXZjVXby+kamKahq9SvYZJJBjErI0UWwo5Pgx09BWZqv+uXUg9zdA/nZXWC7z0Hh7zf6cGpKywSRTAzCk9Hg1cfA8dNGH9KWMJGEOr0fytx3oG/7nyE6fwtg1WkfKqwMMQOGqakpK2Aw59uEQqEtP95ySuuTYRhbqlRxu93o6emxZtyYm7quXLmCU6dOwe12W4HYVn6u6XTaUUFNOp221s5XQy1bpUh9UVBDaqaVNz+tPZO5ceWLOdemWOVL7rwXM3whlTPnB1Fw1Xh2rHAqNpspk8lYbzOrYICb2wM9Hg98Ph8ikUjRkJQxBlVVHTcYWCSnIS68srapafpNqOJGFYYI74IYfBRs+G4oXTEKZxpobSOTDmAZjM2C81koSvWvX+IihziSub4i+xz4+TEoDm5hlC4O8ZkPgf2CBAsdAXdQNUmlpAhCpu4EVjJQV44jIo83+pCqjunX4Lr8HyFn/xx679cgop8Acu7vqzE/sDBgSKfTVpvU8vIyfD6fFTD4/f6KH29ks1nHjAmo5mOpwk1dqVQKiUQCly5dwtLSErxeL2KxGNrb2xEMBsu+7M0+adootd5QtVFwoygK9uzZU7PLJ5tHQQ2pmcHBQbz77ruNPoyqMdfZlQpdlpaWMDU1hYmJCQD5lS+5z6rnVsM46eTNqVRVdcxGhWanqmpdZtRIKTcMSc3ZRYyxm66nbW1tW2oPdOJgYLFwHuLC9U1N196BKm+c8IvIbWvhzMhdUDqiFM40yFowkwWwBM5nwPlc1Qf/yjRgHGfA6DLY6BWwY6fAE9ea4ncu7+qF/N0RsNvHoLD3Gn04NSNFG2TmHmDZAFs+Bi7fbvQh1QXLXIBr/DcgZv436H1/BBn6WQC12ajk9XrR19eHvr4+SCmxurqKeDyOsbExJJPJvI1S5QQw2WwW4XC4qsdYbUKImt+ftbW15f1czeBmfHwcKysrZQdiTmt9qvfxFgY3Tnmc0oooqCE109/fj5deeqnRh7EuKeW67Ubm+8xnZAqH7ZozX9xuN5LJJFZWVlqm1cspzM1PFNQ03lZanza6rpqVL2b1VGHli8fjqelgbPMya7VqvhaM2SOQ4y+DXTwAZf543sm4Eb0TcugR8JE7wNsjTXGi7jSGkbuRaQqcL1Y9mBFT5orsONjRcfAzp6FqzTNHSqgcy792C9RfYvB1nAFnVxt9SDUhpRsifQ/YCgdb/gBcvNPoQ2oYvvo+3GNPQIT2Qe/7OjSM1HSwLGMMfr8ffr8f/f39kFJieXkZ8XgcJ0+eRDqdRjgctipDip2QO2FGTaXzabaKMZa3Yl1KiWQyaW2USiaT8Pv91s/V5/NZ9+nmz9xJGhmWUFBjXxTUkJppVOtTsWfTC0/wNE2zTuhUVb0pfPH7/XmVL+WeeCUSiRp/d6RStKLbPjjneRU1G4UvhdfVYkFpo1fCm+GME6rjpDBgTP0UK8f/BsH4T6Cs5K/eNWL3QA59FHzkDiiRUIOOsjWtbWRi1zcyzYOxq1CUZHUvQwPESQ55JAmMXgU/fgZ8+kpThnDy3j7I3xkGu/U0wux0ow+nJqRUITJ3g614wJY+gCIONfqQbIUv/QiupR/DG/wEfOq/q9vlMsYQCoUQCoUwNDRktZnE43FcvnwZuq5bG6Xa29uhqqojZtRstPGp1hhjCAQCCAQCViC2srKCRCKBs2fPYnV1FcFgEO3t7Ugmk46pqNF1veGPHyiosS8KakjNtLe3Vy24KDZHYr1Whkac0Jlbn4i90Iru+lqvRTCdTmNhYQGHDh0qGpR6PB64XC74/X54PJ6GhS8bcVJrk9QzEJM/hhx/BfzS96GmZxEx3wcG0XEf5NDPgI/shhLeeHMKqY61wb+iYFV2uqqXYcwxaIfSMN6bAzt+CZ6xc1Cy1b0MO5EeFeK37gf7+QxY4Cg4rjT6kKpOCgaZvRtIBsCWTkIxDjf6kGyNQaBt+UXciVchJj8Po+c/AWq0rseQ22YCrA3kNTdKXbhwAcDabJbl5WVbh/52aydijCEYDCIYDGJgYCCvkmlxcRFHjhzJq2Sy68yaWs+nKYfdH8e0MgpqSM0wxtYd5FrOBhXDMCClvGmIp9vthtfrrWkrQ6WocsOe6PeydeZw7Ewms+Fw7FJVaj6fD6qqIplM4v7773dMe5DJSa1NMrsCY+IHwPgrUK78EIq2eON9jGM1eAdct+yFesudUIKbXwlKymduZMpmFwDMweuNQ1Gqd7skDWD1aBbZQ0vgx2bgOTUB78xV2POUr7rE/f3Abw+A7ToFhf1Low+n6qQEZPYOpBNt8KTGoYijjT4kx2HQkPzgINzvnIKr/VEYj3wOcDXm5FhRFHR0dKCjowPAWtvTW2+9hWvXrmFsbMxaWW1uPrLL/U02m7V1e1ZuJdPU1BQeeughLC0tIZFI4Pjx43mbjkq1oDUCBTVkPRTUkKpKpVKYmZmxXhhj+NKXvoSFhQXMzc0hHo/jrrvuwmc+85miQzx9Pt+Whng2khlKEXtxuVyOXgldK+VuJjO3NBULX8LhcF7ly0YPKM0gxy4PPMuRu7XJzrdFYnUWYvzvgIlXoEz9BKpxo3JCMgWi6wHIoYfBR26DP+Br4JG2hrVgRoeUK9dXZU9DUQSqtdjFWAC09zVgdBHKsctQT52BP7mMVondZJsL+v9wD5QnNDD/MTBcavQhVZ3I3gYkO8GWzoFrJ0DX2spkVkOYObsbq3M+hFYW0blyDC6cBfAalH/6C+hPfBXiw7+Oqg9+qpD5BMDu3bvXjjuTQTwex+TkJBYXF63NR7FYDIFAoGH3Q5lMBn6//W9hcrepRiIRRCIRDA8PF21Bi0QiVnDTqBCKghqyHgpqWkAikcAzzzyDiYkJDA4O4sUXX7RKMHN9+ctfxsGDBwEAX/nKV/DMM88AWLvR+/3f/31873vfg6Io+OxnP4svfOEL+Mu//Eu89tprmJmZwerqKoC1Sfjd3d3WSzAYRHd3N/bt24fe3l709vYiEok46kStEuYMDruWrrYil8uFVCrV6MOoG7PyRdO0khUw64UvuVVqbre7qtdVp4SZZgWfHduucomlCYgLL4NNHACf/WeoMmf+D1Mhej6yFs4M3wrFb8+y72axtpFJA7AExtY2MilK9f7WxXkOcTgNHJ0FP3oOfOI8vDZbdV8P4oF+iN/cAb7rFFxNuLlJaDuB5DawpQnw7GkAzTlfpxaEBJYu34rps/1YifsRVlLo0Y6i37h5/TpbmITrv/w2xJt/CuMX/whi979uwBGvKdym5PF4rMfLAKyNUufPn8fKygoCgUDeRql63Udls9mi5w52U2p5RLEWtIWFBSQSCVy8eBFCCEQiEcRiMUSj0brNDEqlUo4bfEzqh4KaFrB//3489thjePbZZ7F//37s378f3/zmN/M+5uDBgzh8+DBGR0eRyWSwd+9ePPHEEwiFQvjrv/5rXL58GadPnwbnHLOzswCAxx9/HI899hi6u7tLpux/+Id/iKGhIezbt6/m36cdmHNqylnHSOqjGVqfyql8MYf0FlsLHwwGrfkvbrebgsQizJYtO88IAABj7jjkheubmhJH8gbBSv7/s/fm0XGl5bnvbw9VpSqV5tHWLNtqybZs99x2zwwdTh+gGXKbDuRAGkKgyQArkMQ5fXIu3BvOSla4F07uOoSz0iT0CocEAk03BEJONzQE6MFurMmaZ2seqlTzvL/v/iFXWbIlWbIlVZW0f2tpeVn11a63SiXVt5/9vs9jRVSeRjbejdZ4C5o9M1q79yKxWIJYLIiUHiyWRXJyAtt2YV4GFUSnRLb5UDomUbp6UL1Le9L0dzPIXCvGR0+hvCWMltuFuse6Z0SiHhmsQfVNoUaHgKF0l5Q1xIIFLPYdZX64hKV5nby8BBWWCZpEB+omPvbVmYuof/suxOEHSLz988i6O3e+6Ku43khRMvmopqYmZaDrcrno6+sjHA6Tn5+/Kz4su536dKNs1ktH07SU4AXLpr4ej2eVd1BRURHFxcUUFRXtWHJYJBKhoqJiR469GZI2FSaZiSnU7ANeeOEFfvrTnwLwoQ99iIceeugaoaanp4cHHngAXdfRdZ0TJ07wox/9iMcff5y/+Zu/4Rvf+Ebqynp5eTkADQ0N133suro6JiYmtvcJZTA2m41oNGoKNRlEpgo1SfFlo86XjcSXlebY2SS+ZNqGINONgaUQiLnXkCPfRR1/Hs2/+iROqjaMg/dCw91ojUfQcjJ/I51tSCkJh6PE40FU1UdOziJWa4jtOmcRExriQhTaF1A6R1AHB9AMc1zTOF2P/HAV6qEedOVcusvZVmSiChFqRPHPoYYHgLF0l5QVLHfNNLPYW4V7zM6SR8XqlJQ6PZwuaidH+uEGGs3UoX/H+qX7MU6+l8R//L+g7ND2F78O63WArMVKA936+nqEEPh8PlwuV8qHJdkVUlxcvK1dIelOfdosN2p6rOv6Ku+gRCKB2+3G5XIxNDSEqqqpManCwsJt23Ole/QpE/c9JlcwhZp9wNzcHAcOHACgsrKSubm5a9acPHmSz33uc3z6058mFArx8ssvp+Zlh4eH+eY3v8l3v/tdysrK+Ou//muOHDmyqceura3l3Lm9tcHaCKvVaiY/ZRi7KdRsxiA76ZejquqasfDJzVXSo2kvsp7B+G6RHG3SdT0jxzClEUdM/iSV1KSFp1ffrtkRVfchG+5CaziMbsvsWNdsY9m/SSBlBEXxoGlTOBzbMz4pIhBrS6B3R1Hap1C6+lAX5/Ztt8zVSKcN42OnUN4UQHN0s5cEDGlUIEJHUPwu1FAv2h5MpdoJYsFCXD0tuAYKWJqAoKES1yQlRRFuqxmmTIwuL9yGSUOt4zuoF7+HuOfDJH7tacgrv/mDXoebMeld6cNy6NChVeM8Y2NjCCFSxsRFRUU3JS4kEoms2JNEIpFtEZR0Xae8vDx1cToWi7G0tMT8/Dz9/f3our5KuLnRvcRWhDqT/Ufm/8aZbIq3vOUtzM5eO4f7+c9/ftX/12txe+SRRzh//jxnzpyhrKyM06dPp/6gR6NRcnJyeOONN3juuef48Ic/zM9//vNN1VVbW8vk5OQNPKPsJNlRY5I56Lp+U2bCK6Ph1+t82Uh8cTgcFBYWrup82c9XMDRNwzCMtGz4kr4zmdh9JONBjLEfwtjzaJM/RIt5Vt+u52JU3Q8Nd6E1NKBZzY3ddiGlRAiJlCEUZRFVnUHXt0dwF3Mq4kIC2hZROsdQ+nrJiZti/tUY9zUin6xEa+hG30PJTUa8kJC7Hvw+nIyhce2FMpPVCAme8SNMny9hrh+8c1EMG4icCAWFGg0HvRxW29Awbqh75nooRhztl/8T9Y3/hfHQpzAe/hTYnNv/QJfZzjSltcZ53G53KlFK07SUcFNQULBlcSEb9i47ZXpstVpT/pvJx1laWmJmZoa+vr4bSutKeval83XNhp/pfsYUavYIL7300rq3VVRUMDMzw4EDB5iZmUmpw1fz9NNP8/TTTwPw/ve/n6amJgCqq6t5z3veA8C73/1unnzyyU3XVV1dzdTU/rlqZLPZCAaD6S7DZAVrGdiuFF/W+0p24ayVTma327M2nSzd7LZQk8mjTTLixhh5HmXsedTpH6MbodW3606M6geh8Q60+kZ0S+YJTNlIMipbyuDlRKYZNM24/h2vd9w4iD4VeSEAHbOonX2oM1Nmt8w6yLwcjI+fQnnYh2bvAUbSXdK2IEUBMnwM/GHUQCd5tKe7pIwnGijE3duCq9OOd1olHIgQ1TTiOTnIkigHSiIcL+igUF3atZqUaAD93/4c7ZW/JfFrTyPu+TBo2/+5tZMdFWt1hbjdbqanp+nt7cVqtaaEnby8vHU/I682PM5kotEoxcXFO/44NpuNyspKKisrgeVOHrfbvSqtK9lxk5+fv+brlwndNNnyc92vmELNPuCd73wnzz77LGfPnuXZZ5/lscceu2ZNsl2ypKSEzs5OOjs7UwbA73rXu3j55ZdpaGjgZz/7WUrA2QxWq3VfRSNbrVazoyZNSClXiS8rk48ikQhtbW0kEonU2M3V4ktOTs6qxKNMPLHfCySFmp1EUZRU90ymjTYJ/8TlpKbnUed+gS5X/32UlgKMmgdRGm9HratH101x5mZZTmRKAH4UZR5VnUfTbv5SvHAryDaBbHOjdIyj9vSiRULXv+M+x3jwMPK3ytHqLqIrr6W7nG1BCicychz8cZRAJ6p8Jd0lZTRCgu9SM66ug3i6DQJeSTQaI6ZGMPLzCSEoLlQ4dfASVfSmtVbFP4fl23+A+Nn/h/Ho5xCn3rOtx4/FYuTl5W3rMdfDarWuEhfC4TAul4uxsTH8fj8OhyPlb5Obm5vaA21n189Oky7Pl5ycnFVpXcnXdnx8HL/fj91uT3XcJGPW0+1PA6ZQk+mYQs0+4OzZszz++ON89atfpa6ujm9961sAvPHGG3zlK1/hmWeeIR6Pc//99wOQn5/P17/+9dQV77Nnz/KBD3yAL37xizidTp555pktPX5OTg7hcHhfGOwmU59MtoerxZf1Ol+S4kvS2+Vq0123201LSws2m838UEozOynUrExtyqSfs3D3IUa+syzOuH6FfpWZgrQWLYszh+5AralF1zNLXMo2loWZGOBDVZejsm9Wr5MGiEEV2RaG9lnUzkHUS6PbUu9+QBbYMZ46ifKgBy2nj72QbCRFDiJ6EsUvUfydqHJviE47RSxQgKv3KO52O96hIDHFSjiwRELXESUlBOMJdDVGS5WHW2ztWGUk3SWvQl0YRH32/Yif3kXiHZ9HHrp/W46bThHEbrdTXV1NdXU1UkqCwSBut5vBwUFCoRB5eXmUlJRgsViywkgYbtxMeLu5+rUNhUK43W5GRkYIBAI4HA6sViuqqqbVty+T9kom16JcPRJwFdtgzWWy33n88cc5e/bspg2IsxkpJefPn+euu+5KdykZi5SSRCKxZufLWuKLruvYbLZrBJjkl8Viue4HTUdHB83NzRnx4b3fGRgYoLy8nMLCwm05XtIYeDPvg93EmDuHHHkOdfwFVG/fNbcLWymi9nLnTE01imaKMzeKYYCUUcCDqs6gqt6bPqb0q4g2A9nuW+6WudiLEvDdfLH7DONNR5AfLEOr7UJR/Oku56aR0oKInEQJ6Cj+LhRhjjqvR7Jrxt19EPevIgRnQxh5eQQXFhA5OSiVlQSDQcKL8xxqLedE2QhFIntG5Y2jj2K8/c+RB47e1HHa29s5fPgwTufO+eDcCFJKfD4fbrebmZmZVIx0suMmUztsXnnlFc6cOZPuMjYkKYoNDg4SDoeRUuJ0OlMdN3a7fdf2M1arNaP2TvuUdX8AZkeNyY6TNBTeD0LNfv1jd7X4st7XSvFlLdPdleLLdo6s6LpOPB43hZoMYDs6apLvoUwyBpZGAjH9M+Toc6jj30cLTVyzRuSUI+oeQmm8DbWqCl3bn38vboZl418FKcMoyhKKMo2m3fzJshhVL0dkz6N2DqGMDKGJHXAq3QfI4lyMj59AecCNZusHBtNd0k0hpYaMnoBgDoqvB814I90lZSxJr5mlLgfuN+ZIKDqGM4Zv7BJqSQmK3U64spKl0REOlNq4+1iUemUAlf4dMQbeSbSeH6L2/Rvizt8k8bb/CoVVN3SceDyekaKHoigUFBRQUFCAxWIhkUiQn5+P2+1mfHwcIQRFRUWpRKlMSIS6TvNBxqAoCk6nE4fDQU1NDSUlJQQCAVwuF319fYTD4VQ3U3Fx8Y5NJKwXMGOSOaT/t8pkz7Pfkp+SJ6KZcgJ5oyxH1BrXiC1Xd76IyyczKztfkm2yOym+bIXdjOg22ZibEWoyzRhYxsOIiX9Djjy3nNQUdV2zRtgPIOoegsZTaFUH0DPMMyfTWTb+FZeFGTeqOo2m3dxIhAwrGB0S2nzQMYXW1YPqcZumvzeJ8cgtyN8sQavuRFdeTXc5N4UUCjLeigzkofp7URNt6S4pIxESFgcbWOqtIXBR4O0cRT2QIK6H8FyawlpVhWq3k2hqwj02hs2I0Hp7GUePebGLS+ku/6ZRhIH2+rOoF76Fcf/vYrzlM2DfWrdoJhjKXo9oNIrD4UiZ4x4+fJhEIsHS0hJut5uhoSFUVU3dXlRUlJb9XjZ56cAVPx1FUcjLyyMvL4/6+vpV3Uzd3d1Eo1EKCgpSr2+6fW1Mdg9TqDHZcerr63nttf0zu52M6HY4HOkuZU020/myUny5uvNlZdpRcr420zGFmsxhq0JNcrRJ1/WMeK/JqAdj9HvLfjNTL6IlAtesEY4qRP1DKIdOoVZWoqvpF5WyhSuJTFeisjXt5n53xaSKaIstR2R3jKAO9qMb+8fkfieRJU6MT5xAuXfxcvdM9iIlyPgxgvNWHPFJNKMz3SVlJLFAEa6+5a4Zzxtz+C5NoR8uI2EYeBZd5BQUolZWotx2G4vT04Qu/Irm+4/ywH9QqRD9kIXdM9dDiYfRf/IFtNf+DuMtf4xx/1Ogb76DNxMuPGxELBajqKho1fd0XaesrIyysrLUmqWlJebm5ujv78disaQSpdZLPdpuMsGcdyusV+/KbqaGhgaEEPh8PlwuF11dXcTjcQoKCm56DC3T33cmplBjsgvU1tby7W9/O91l7BrJ5KfdFGrW6ny5ugsmKb5omobVasVms6U6X1amHWXSOMl2YQo1mcNmhZqk70wmvBdFYBox8l2U8edRZ/8dXVxrGC6cdYj6B6HxJPqBCrM7Y5MsCzMJpAxcjsqevalEJhkDcVFFtvlROqZROvtQF2bNn8c2YzzajHx/EVpVBzrZnXAkYrdAqBzFN4Ia62Z38neyByHBP96Mu7eapfYY3jcGEJYJ1Pp6QgmJ1+vF5vFgOXgQy7334llcZPHnP6fuzlbO3JfHEX0InV/sOXFmLZSQG/17Z9F+/mUS/+H/RNz+G2zkZJ4tozrRaPS6YoDVaqWiooKKigrgSlz1pUuX8Pl8a6Ye7USd2TTibhjGpkbGVFWlsLCQwsJCDh06hBACj8eTen0Nw6CwsDDVcbPZDi1TqMl8TKHGZMepra1lYuJav4a9ynYlP11PfInFYqkT3qT4cnXa0cr/Z8IJb7qwWCxEIpmVILFf0TRtXdEsk0abhGcQMfwdlPEXUBfPoctrzzKiOTVEDp5Gb7qV3LoaUwzYBMuJTHHAj6rOoSgLaNqNn6yIeRVxIQHtLpSOMdS+XrRYdPsKNkkhy/MxPnEc5fQ8mvVag+xsQsQbIViF4r+EGr3c5WGSIhYowt3XwtJFJ562eXydPVgbgbIy/Lm5BIaHsdvtaJWVRE6dIq4oLL76KnkHKzl+upb33ldEnvhVup9G2lCWLmH5xkcQP/3vywlRzW9dc122jMnHYrEtCyAr46pXph4NDw8TCARWebBs14XNbBJqbkakWzlmBsvvI4/Hk4pa36x/ULr3WSbXxxRqTHacoqIilpaW0l3GrpEcfVoLIcR1O1+S4ouqqtd0vpjiy41hsVjw+7M/cWQvcHVHTTJWPZ0eRkmi068T6/8m+uS/YA8Nrim8RB31JGruw3LLrdgOVJAdW8L0IYS8LMx4Lkdlu284KlsmQPSpyLYgtM+gdg6gTk+YAtkOY7y9BfkbBWgHs7t7RiRqkaE6FN80amQYGEl3SRmDEAq+8WaW+qrwdCbwXhgiOnsO2/HjGE4nweJiXH195MTj6FVV2GpqCEWjLLS3k4jHaX7wFA9/+DC1dAPj+6J7ZjOo051Y/+c7EEceJvGO/4asuXXV7dniqZJIJG7KLFhRFHJzc8nNzaWmpgYpZco8t7e3l0gkkvJgKSkpuWGxJXmcbGA7RSVN01JjZsAq/6Dh4WGAVf5ByXMHU6jJfEyhxmTHSbqKCyHSfiK2E1wtvvj9fnw+H5FIJPW9RGLZDyEpvlyddlRYWLhKfDH/eG4v5uhT5qBpGkKIValN6Xq/S2EQGn0JMfwdbDP/ii0yuabwIgqbEfUPoBxqxVZaZIoz67CcyLQyKnsaVfXfuDDjUREXDGS7Z7lbprsHLRza1ppN1kZWLnfPqPfMoVl6013ODRONlCECDVgjHrTIAJD9BrbbRSxQzPzFJubbrbjb5jEGhpH6OFpzM6KqCq/PR6K9HVt9PdamJuSRI0SBqd5ewgsLHLztOA//+jGO6BdwaNltHr3TqIMvY/niGcSpXyfx6OegtBHIDiPhJNv5OX21ea4QAq/Xi9vtpqOjg0QisaojZLOvUTZ11Oykn87V/kHxeJylpSUWFhYYHBxMdeQ0NTVlhVC4nzGFGpNdoaKigsXFRcrLy9NdyqYQQhCPxzfsfFkpvlgslmvMdcvLy03xJUNIxnObpJfk5uDgwYNpi/KUiShi4kXk6HdRJ75PbmRhzXVG0XFkw/2oh46hFheaXRtrcEWYCQNuNG0aTQvf2LEEiEEV2RaG9jnUzkGUS6NoWeLhsFeIv6MZ4/FcrFXd6Ep2ds9IoxwRakLxL2EN9aCw9u/4fuNK10w1nosGvvYRImOvoZWVoTc1ET9mx9PdjbxwAcrLkY2NSEUhnJPD/Ogo/okJcisrOP5gMycq7JSIi+l+SlmFIiVa2z+jdr6AceajGI/8KbGYzPgTZSHEju9fVVWlqKiIoqIiDh06tGqUZ2RkufNtpXCzXje5KdSsjcVioby8PHUOFovFcLvdZld+FmAKNSa7QtKnJp1CjZSSeDy+Kl766q/kybyiKNd0vuTk5Kwy3V3PRyORSOD1eiks3FpEo8nOYXbUpA9FUVZ1z6QDGfNjjH4fxp5Hm/o3tLhvzXVGyUlkw32oh46hFeYA2cCDAAAgAElEQVTvcpWZz7IwI69KZLoxPy4ZUBDtEtnmRemYQL3Yg+b3bnPFJpshXu4k8GQjOfcvYs/tIzuu769GimJkqAX8fpTgRTTm011SRhALFOPqacbbl4+n002gsxsj2IteX49aU0Pc4cDV2wsLC1gPHsR5991EolGEzYZ3ZgbP0BCKxUL5ycOceaiZ47kDaMqcOdp0EyhGDP3n/wPt/D/guOO3CZ34T+kuaUPSMZ519SjPyo6QgYEBdF1P+dsUFBSkLpBmk1ATDoex2+1peWyr1cqBAwdMoSYLMIUak10hKdTcfvvt23rcpPhyvc4XKWXKCyMptNhsNmw2G3l5edhstg3Fl62gaVqq28YkM9hqJLTJjSGlTJlgq6qKw+HA4XCkpZtMBOcQo88vx2jPvIwurvWNkiiIstuQ9WdQDx9Dy3fuep2ZzJWo7ODlRKYZNO3Gfo/EmIq4EIX2BZSOIdSRQTRhnu2lk/h7jqI87kSv6KCI7IuilkY+MnIM/FGUQCcqv0x3SWlHCAX/eAvuviq8PQJf5xjhoVeQgO3oUdTbbiM4MUFwbAzGxrBWVpJ3331EQiGMnBwWPR4WLl4EKSltPsJDH7yfY85ucmX2jr9lKkrER/Ev/l/y2/8X8tH/irj7t0DNvBPnTBA/ru4IiUajuN1upqam6OnpIScnh+Li4qza52WTn45J+jCFGpNdoa6ujsnJyU2tlVKSSCSu2/mylviyVuKRxWLZ1RPF5GMl6zNJP+bP4eZY6cO03u+lEAKHw0FVVRUVFRVpaecW3lHEyHdQxl5AXXgVXV67aZOKiii7A9lwBvVQC1pe7q7XmaksJzIlAD+KMo+qzt9QVLYMKxhdQJsPpX0SpasPdWnRHB/LAERNEeKpo6h3TmLRe9JdzpaRwoERPg6+OFqoG1Wa3ihRfwlLPbfgGcjHe9GDv7MHw9cDViu248fRzpzBOziIu2f5520pKyPvvvsIh0IkrFaCoRALnZ2IeBxbYSEn33EvrdULHJT9wCCY04c7ih6Yg2/9LtEX/x/Cj/wZOXc/kVF7lkw0PLbZbBw4cIADBw4AEAqFcLlcxGIxfvnLX+J0OlPGxOm6WHQ9dnP0aS0y8TUxuRZTqDHZFWpqavjFL35BW1sbMzMzzMzMMDc3x9vf/nYsFkvqZC8pbui6fo34kpubm+p82W3xZavouo5hGGnz4TBZG1M8u8JGo4DJ7yUSiZQZ+HoJZDabLfW7mY42WmOhAzn6HMrYC2hLHWuKAVLREOV3XhZnmtGc2xMFmu1cicr2oqqzqKrrhox/xbSCuBC/HJE9gjrQj54wRw0zBamAeLwV+V47Wlk7epZ1nkhhwwi3QlBB819El+fSXVJaEULBN9bMUn813l6J/+IEoYFXQUrU/HwsLS0IwNPdTeLCBQAsJSXk3XvvsjijaXgTCeb7+0kEgyiqSs1dJ2g9bqPJ2oZF/sIUZ9KAbWkE2zefxPPSF5i88/extbyJ0tJS7HZ7Wvct0Wg044Saq0mKMQsLC9x6660Eg0FcLhf9/f2Ew2Hy8/NTwk06xZGVmEKNyWYwzyL3EW63m/e9732MjY1RX1/Pt771LYqKiq5Z9yd/8if84Ac/AODP/uzPeN/73gfAj3/8Y/7oj/4IIQROp5Ovfe1rHD58mHg8zquvvsrc3Byzs7Or/p2fn0+NJoVCIUZHRykvL6esrIzKykoKCwspKipKiS97JRUqGdFtCjWZw34Qz5LdaOsJLyt9mIANfZiSwst6H+aapmGxWLZlXHArSCEQs68gR55DvfQ9NP/w2usUHVF597I403gLWm5mbM7SiWEsJzIZxiKKMoPVGtyyMCNjILoVZHsQ2qdRO/tQ52fMbpkMRNQVIz7RgnrbBJrele5ytoSUOiLcigxY0QLd6OKNdJeUVsKeQha6jhAaK8HX48Pf1UtiaXkcSa+sxHrvvUQCAdzd3cjXX1/+fmHhsjgTDBIXgjiwODZGZGkJgPzaao6/8zZai4coEO3LD2QKNGmn0NVN4Y8+TmDgzQwe/whL1goKCgpSni27LZrEYrG0ealsheSIlqIoOJ1OnE4ndXV1SCnx+Xy4XC66urqIx+MUFham4qrTJUJJKdN6zmMKNdmBIjdOVDD/ZO8h/viP/5ji4mLOnj3LX/zFX7C0tMRf/uVfrlrzgx/8gC996Uv867/+K9FolIceeogf//jH5Ofn09TUxAsvvEBLSwtf/vKXOXfuHF/72tcIhUL85//8n6moqKCysnLVv+Xl5Skj19OnT/Pyyy+n6dnvLoODgymjM5PMoKuri8OHD2fFhuNqkr4vG40fJZMZ1upGSwovN9uNlhw13G1RVRoxxMSPU0lNanh27XWqFXHgNLLhHrTGJhR7dpgK7gRXEpkiKMoSijKNqga3fByxoF7ulnGjdI6j9vaiRCM7ULHJdiAVEL9xEvluK1ppBwo3ZvacDqRUEZFWZMCBFuhBMfavubQQCt7RFjz9B/H1Kyy2jZAYHV1ugwMshw6hHDxIcGEBX19f6n5afj6OY8eIxmJEQiG00lLcQ0MEZ2YA0O12Dt9/khOHQtTSaQqsGY5UNYy7Poj79CdZiOm4XC6EEKsSkHb64lNvby/l5eUpY99MZXZ2lmAwyKFDhzZcJ4RIJUq53e5dfz2TNbz++uucPn16xx9rPfbSxfE9wLqb8r17adnkGl544QV++tOfAvChD32Ihx566BqhpqenhwceeABd19F1nRMnTvCjH/2Ixx9/HEVR8PmW01K8Xi8HDx4EllsOv/SlL2342BaLJatMvm4Wm81GLJY9G+T9QDKiO1OEmpUR8OuNHyV/ZzRNu0Z0WZlAtjIWfidYmdq0W1dhZCyAMf4DGH0ebfJHaHHP2utUG+LgvcjGe9AaD6PZMrtFe6eQEgxDAiEUxY2qTqNpWxNUZAJEv4psC0H7DGrnAOrUJfNkLgsQDaWITzSj3jqGpnWku5xNIyUY0eMQyEf196MZ2VP7dhP1l+C+eAveoXx8fQEC3f3EF5Z9ZaSioLe0oJaU4BsbwzU8DMPL3YSa04nj+HGiiQQhlwup63jn5vBejjUGqDx5lNZbC2lxdJEjX0vL8zPZOoow0F/7e8oufJPiB38f402fJqE7WFpawuVyMTQ0tCohKT8/f9v3ArFYLO1mwpths6bHqqqmumlgOal15euZvL2kpITCwsId2Vule+zJJHswhZp9xNzcXMp4q7Kykrm5uWvWnDx5ks997nN8+tOfJhQK8fLLL3P06FEAnnnmGR599FHsdjv5+fm89trWPuxzcnIIhUI4HHvfH8JmsxGJmFedM4ndiOjeKIVspe9L0ivn6m4Xh8NBYWHhqgj4dKGqaqp7ZtfEmbALY/R5lNHvos78BN0Ir71OsyOq7kM23I3WcAjNlo2BwjfHlUSmZFT2NLq+tbQ56VEQ7QLZ5kFpH0ft6UELbb3rxiQ9SAXEB07CuyyoJR3o/CLdJW0aI9qMDJag+obQExfTXU5aEELBN9rCUm8VvkGFQP8Mwd5zyMupkUpODrY77iBhtbLY3Y3ouWL+rNrt5J44QUxK/FNToOsEfD5co6MwOgqAo6yMlgeaaa2Yolxevq/ZJ5+VKLEQ+ot/ifbKV9Heepaye3+HsrIy4EoC0uTkJF6vF7vdnhJucnNzb/rzOxNSnzZDNBpd087heui6TllZWer1jMViuN1uZmZm6Ovrw2q1poSb/Pz8bdkPZYJQY44+ZQemULPHeMtb3sLs7LVjAZ///OdX/T9pEHo1jzzyCOfPn+fMmTOUlZVx+vTplEHoF7/4RX74wx9y991381d/9Vf84R/+Ic8888yma6utrWVqaoojR45s8VllH1arFa93/7ZtZyI3KtSsjJzeaPxopRF2UnhZmUK2nRHwO0Wy/mT3zG4gfJcQI8+hjD+POvdLdLm22CD1XIyq+6HxLrT6BjTr/hJnloWZBFIGLkdlz24pkUkKEMMq8kIY0TaLuNCLbXoSbePxZ5MMRBwuQ3yiCfVEdnXPGLEjyEA5qn8MLd53/TvsQYLuAuY7DhEcKyE8HCHQN0RsZoUAU1SEtbmZaCLBUnc3xhtXvHkUm43ckydJKAqe0VFQVSLhMAuzs8ipqeX76zr1Z07R2gyHtTY0fm6KM3sIJbiI/vxn0H7+P0g8+lnErY+vSkCSUqYSkAYHBwkGg+Tn56eEmxsRBxKJRFZ4+22X+GG1WqmsrKSysjJ1XJfLxfj4OH6/H4fDkRJublQIM4Uak82S+b95JlvipZdeWve2iooKZmZmOHDgADMzM5SXl6+57umnn+bpp58G4P3vfz9NTU0sLCzQ0dHB3XffDcD73vc+3va2t22pttraWiYmJvaFUGOOPmUeFouFROKKCLDZyGm4dvTIarWu6nzJ9lnf5KjjbolI4Zk29Invo176HqrrAvo6ZxLSkodR/QA03IlW34Bu2f1UqXRxJZHJj6rOoSgLaNrmz7hkUEG0S2S7F6V9AvViL5pv7fExk8xHagriN0/CYxpqUUfWJDcZ8XpkoArVP4kWGwQG013SriKEgm/kKEt9B/ANqfgH5gj2dMGKiwZKZSV6Y+MVM+BXr0SOKxYLuSdP4gmHiU9Pg5QkgCWfj8UV64oPN3L8niqOF/Ti3OfGy/sBxTWK5R8+hHj5v5N4x58jm960/H1FITc3l9zcXGpra9c00k36sRQXF29agMmGk/qd6vzJycmhqqqKqqqqNYWwvLy8lBC22dH6cDhMbm7utte6WbLh52myjCnU7CPe+c538uyzz3L27FmeffZZHnvssWvWGIaBx+OhpKSEzs5OOjs7eeSRR4BlX5qBgQGampp48cUXaWlp2dLj19bWMjk5uS3PJdNJpj6Z7C4bRU77fD6i0SjT09OrIqdXjh8lI6eTX+mIm94tkqNNuq7vishkzL62nNQ0/gJ238C666SlAKPmQZRDd6DW1qHre/dnsBIh5GVhxoOqzqGq7i0lMolxDdEWgbYFlM4R1OEBtH3kC7ZXEc2ViI8fRm0dRlPb013OphDxakSwHtU/gxYdBsbSXdKuEvWV4u5qwjucj38oRHBglOhE96o11qYmZEUFvqkpQiMjsLITWtdxtrYicnJY7O1FxOOEFIWIYeA6f/7KMfLzuOWBE7TWLlEte4AR2HyTnckeQJ28gPVvHkU0v5XE2z+PrDqx6nZFUSgoKKCgoIDGxsbUHn9xcZHh4eHr+rEkQwqygXg8jsWys522awlhfr8fl8tFT08PkUhkUwldkUgkrebM2fIzNTGFmn3F2bNnefzxx/nqV79KXV0d3/rWtwB44403+MpXvsIzzzxDPB7n/vvvByA/P5+vf/3rKcX9b//2b3nve9+LqqoUFRXxd3/3d1t6/Pr6el555ZXtfVIZiqZp+8o8eSfZrshpp9OJ1+vllltu2dcfUknfmZ0WoaQRR0z9FDn6HOql76OFptZdK2zFiJoHURpvR62tQd/DAhmsTGSKsizMTKOq/k0LMzICRifQEUBpn0Lp7EV1L5imv3sEaVER/+kUvAPUwg501k45yyREohIRPITiX0SL9KOyPy7KwIqumd5KfEMawVEXwZ42RHiFx5amYT12DJGfj290FNfAAAysEKxVldzWVmJWK57+fgIuF0pxMSFVxd2xYrxNUai+o5XWEw5usXVglb80R5tMUPtexNL/EuK2J0g8+lkorltz3UrjYVjbj6WkpITS0lKcTiexWCxt8dU3wm7v7RRFIT8/n/z8fBoaGhBC4PV6cblcTExMYBgGhYWF13QwpXv0aT/vgbMNM57bZNfo6OjgC1/4Al/+8pfTXcqucP78ee644w7zD+I6bCZyOvn3aTsipwOBAOPj4xw7dmw3nl5GoWlaqntmJ9+PMh7CGP9XGHsebeIHKLGlddca1hJk/cMojbehVlejaHtXZlgWZiRSRgA3mjaNoqxtlLwWYiYZkb2I0jmG2t+HEjdHK/ca4mgl4mOHUI8Po6rZIM6UIkJNKH4vargHZR9tGaO+UlwdR/CNFOAfiRAaHidy2cQ3ieJwYD12jLim4enrI+5ZPXooFQVnayvk5+Pq7UXLy8NWU8PS+Dj+S5dWrbWWFtN0TwN3Vs9Qpkzv+PMzyV4m7LdQ8NGvYWu4dcv3DYfDuFwuXC4Xfr+fnJwcEokEJ0+ezJjEzLUwDIPz589zzz33pLuUVRiGkUqUWlpa3g8VFxczOzvLmTNn0ub9o+v6nu4Yz0LMeG6T9JP0qNkv6LpOIpHY8VbMTOJ6kdPJ1CNFUVBVdVcjp3cj9SmTUBQl1T2zk6NNMrKEMfoCytjzqNMvoSfWTw0SOeWIuoeJVR/F3tCwZ8WZK8JMCEVxXY7K3pywIuMgelRkW+ByRHYf6ty02S2zR5EWDePJUyiPCtSCzO+ekUYBRugYij+AGupGZ390yQpDxTfSwlJPJf5RneCYm2BvF0YgsGqdWlqKpamJSCzG0sWLiBWjSrB89dN5/DgUFrI0MIB7fh5HQQFGSQmLAwMwNpZaq9lsHLrvFCcOR6lXOlAV9y48U5Nsw68U8AYt/CpSRkXrGR56z/uxVVTc0LHsdjvV1dVUV1cjpeTSpUvMzc3R3d1NNBpd1R2SSZ02kUgkI5OpNE2jtLSU0tJSYHk8K5nQde7cOSwWy6pEqWz2OjTZGUyhxmTXKCwsxOPZP2aWVquVaDSa9UJNcvRoLeFlZeQ0XBEHMjFy+moz4b3KytSmneqeEYEpxMh3l8WZuX9HF+sLYMJxEFH3IDTeinawEl1V99wHz5Wo7ODlRKYZNG1zo49iUUW0GdDuQukYQ+3pQ4tuvtvGJDsRrVWI36lHPTqIrv4q3eVsiBR5y+JMIIoavIgu94c4E/WW4upqwjeUR2A0RmhsgvDQj69ZZ6mtRa2rI7i0hLenB9YY8XYcPYpaUoJ7cJCFyUmc+fnIykoWurpW+9MA5cdu4fgdpRxzXsQuXt+x52eSnRioDKgtXIhWcW5RZdAV5KFf+zWe/OhHyS8o2LbHURQFTdMoLy+nvr4eIQQejyeVgCSEoLi4mNLSUgoLC9PaoRGNRtOeorQZLBZLKi3q7rvvJhqN4nK5UtHqOTk5qdE0p9O5Y3s4s9M/e9hr+2WTDCZp4CqE2BeqcaYnP13P92WvRE4nUVU1leK010gaA29mBOxGEUsDiJHvoIy9gLp4bt2kJgCRW42oewjl0CnUygp0NbPfG1tlOZEpAfhRlHlUdW5TiUzSgEQfJM77kW0z6BeHsM5Omd0y+wRp0Qj+ZjPWd6hYirrRWd+3Kd1IYccIH0cJSNRAF7p8Ld0l7TjCUHH1H2GhvZjEXB6hCS+Bvm4Mr3fVOgnYmpuRZWUEpqZwjYzAVaNKAPbmZrSyMpZGRpgfHSU/Lw+1uhpPZyfuq8Qce0kxzfcfo/XgLJWyH+g3jYFNUsypB+mMH6Yr4KTTlaBrbJx4Ypjf/dSn+L8/+MEd6yaJxWKpkaek8XBxcTGwvId0u93Mz8/T39+fEiGS3SG7uSfcqcSnnWClP43NZuPgwYMcPHgQIJUoNTw8TCAQwOl0rkqU2q7XNNP36yZXMIUak12lsrKShYUFKm6wLTObSEfy08rI6fXGj/ZL5PReJymg7aQxsDH3xrIZ8PgLqJ6eDQUF4axD1D+EcugkWmX5nhIfloWZGOBDVWdRVdemjH8TS4LQqyGMX7nRL05hHx7FEg6S3T12JltFnLrcPdM8gFPpvv4d0oSUVoxQKwQ1tMBFdHH++nfKcqLey14zw3kExuL4Ri8RH3ltuU1uJbqOrbUVw+HAOzyMu68P+vquOZ798GG0Awfwjo8zOzhIgcOBXlOD2+PB8/rq7hhF06i75yStR3WO6G3o/Nx0hjQBIKzk0i2P0u0voncJxkJx+icmGBwa4sSpU/zRf/kvvPM979nxLpZoNErBOl06uq5TXl5OeXk5sCxAJLttfD4fubm5KZHB4XDsqDiQbnPerRAOh9et1eFw4HA4qKmpQUpJIBDA5XLR19dHOBwmPz8/NXp2M8/XFGqyB1OoMdlVkj41+0WoCYVCN32cZOT0esJLNBpN+b7s98jp67EXOrp0XU99bfeHrRQGxtS/QzKpKTi+4XqR14hoeBCl8QRaRdmeEWcMAwwjjJRuNG0OXd9cIlOsX2D8KoTSsYB+cRRtfIT8jQ37TfYo0qZjfPQ2lEeiqHmdGds9I6WOCB9HBm1o/h50kdljWDeLMFS8wy0sXSwnMG4hNOUnNDBA3OW6Zq2Sl4f12DFiUuLp7SXR1rbmMXMaG7FUVeGdnGRmaIiCnBy0mhrigQCTFy5cs76woY7jp2tpLRogT1x7u8n+QwAjShPdsRr6FlRGlyIsojA4Nczw8DAA9z3wAP/ti1/kTW99667VFYvFNt2pkpOTQ1VVFVVVVUgpCQaDuFwu+vv7CYfDqdjq4uLibe9+iUaj5Ofnb+sxd4rNikqKopCXl0deXl5q9Mzn8+Fyuejq6iIej6/yDNqszYIp0mQXplBjsqvU1tYyOTnJHXfcke5Sdhyr1bquJ896kdMrxZirI6ctFktq1CgZOZ0UY3bSj2QvkTR4ziQTvM2QHG3SdX3bRSaZiCAu/W/k2HdRL/0LenRxw/WioAlR/wDKoVa0spKsF2eklEQiUaJRP4qyhN3uxmqNcj09UwYVRIdEtvlQOidRunqwetdPuTLZH4jbahC/U4va1IeunEt3OWsipYKItiIDuWj+XjSjPd0l7SgRbynujia8A7kEJxNEpucJ9v37siJ7NcXFKIcOYSQSeLu7Ea+tPfJlq6vDWluLb3qaueFhclUVa3U1Mhpl6uLFa9ZbnLk03X+S1noftVwExs3Rpn3ObKKIXloYDOQzMOVnzh8i5IwxMDnJ6OUEMUVR+I+PPcYffPrT3HHXXbte443GcyuKgtPpxOl0UldXt0pkSMZWFxUVUVJSQlFR0U17F2bb6NN6XUoboaoqhYWFFBYWcujQIQzDwOPx4Ha7GRsbS3kGJV/T9S7KmucK2YUp1JjsKnV1dVxaY5Z7r7AycjoQCODxeBgZGdl05LTD4dhS5LTJ1kgmP2WLUJP0ndnuLigZ9WKMfR9Gn0eb+t9oCf+G643CFmTDAyiNx9FKi7JanBFCEInEECKIrnuwWuex22NcL3lUXFIRbTFoX0DpGEYdGkBb60TPZN8h7RaMj55CeWsU1dmFTualG0oJRuwoBIpQ/QNoic50l7RjJLtmFi4U4x6SBKZ8GBO9sLS2kGqpr0epqSG4uIivrw/Orz3yZa2qwtbYiH9ujvmBAXISCeyNjWjA7NAQDA1dc5+Dtx3n+Mk8Wuyd2PaJCbPJ2kQVG73iKH2hUoZc0NM7TCLHQ6JEo298YtXe2GKx8H/8xm/w+5/+NE233JK2muPx+LYEYlwtMiQSiVRs9dDQEKqqpsakCgoKtnxBKptGnyKRyLZMFWialnrN4Ipn0MLCAoODg2ialhJuVr6m5nlFdmEKNSa7Sm1tLa+skYiQydxo5HQyZWgnI6dNtkY2JD9pmpbqntnOD1QRnL2S1DT7U3SxsdG1UXwcWX8/6uHjaEXblySx21xJZAqhKIuo6jQOx8bvARlVEBdBtvlR2qdRuvpQF+eyWqAy2X6Mu+uQH6lGO9yLrmSmn4sRbUIESlH9w+iJnnSXs2NEvWW42o/gHXAQnDKIzrkI9r6GjF+bSCcVBdHQACUlROfmCI+NrYrFXontwAGshw8TWFhgoa8PazRKbnMzVl1noacHpq4dacutrODofU20VlyiVFzurjEnIPcl40ojnaFqRgIOLs0FGB8YRCmJkigpoc3vZ3FkZNX6XKeTD374wzz1B39AVXV1mqpezU6c2Ou6TllZGWVlZcBy547L5WJqaoqenh7sdntKhMjNzb1uDYZhpC1RdKvslKh0tWdQ8jWdnp6mt7cXq9VKSUkJ1dXVOJ3ObX98k50hO97VJnuG5OhTutkocnql7wvcXOT04uIipaWlu/nUTDYg2VGTaSTfY9tt4Cw8w8tJTeMvoC68hi437rU3Sk4hG+5FPXQcrTBv2+rYTaRc3rQtJzItoKqzaNrGz1vMqYhfxaHdjdIxgtrfhxbP3MQ2k/Qhc60Yv3MK5c0htNzLIywZRshfQ3SpmJzoDHZlAI2BdJe07Sx3zRzF3V5K8JKF8EKY0MgIsenpte9gtWI7fpxETg7ewUGiIyNw1UlyEq2sDEdzM0G3m/meHnS/n7zWVuy33spCZyeuX/zi2vtYrTTce4rWpgSNajsac+Zo0z7EpxbRFj5M16KN4YUYCwtu5sdfJbexEaOkhF5VZabnWsG0pLSUjz71FL/91FMUXU5VSje7mZJptVo5cOAABw4cQEpJOBxmcXGRwcFBQqEQeXl5KeHmapFDZpkP3HZ1KV2Pla8pLJsYu1yujNwDm6yPKdSY7CpVVVVMr7eR2gauFzkdj8dXjR6tFTmdFGS2o6NBUZRUxLVJ+sk0oWZlatN2vUeM+Tbk6HMo4y+gLXVt2AUiURBlt10WZ46i5WffVZblRKY44EdV51CUBXR9/Y2bjIPoU5EXAtA+g9rVjzpjRmSbbIxxuh754Sq0Q90Z6T0TC1eR8FdhCc3iSFzCwQTssY+diKeMxbbDeHptBKcFhsdPoOdV5Drpimp+PpajR4kKgae7G2MNY98kWkkJSl0d/qUlYmNjuF97jbzjx3HeeScLXV0svfrqmvcrbT7C8TsrOJbXQ67MvPeFyc6SQKOfFjo9xVzy25j3hJkeH2dhcpLi48eJVFQw6PWy0N+/5v1ramv5xKc+xW/+1m/hcDh2ufqN2YqR8HaiKAoOh4Pa2lpqa2uRUq5poltaWkpRURFA1nTTJM8/0nFOYLfbqa6u3hWRyGT7yI53tsmewWKxXL7avXmyOXI62zxR9joWi4VYLL2dEklj4O3yIJJCIGZ/iRx5DnX8e+ya+nkAACAASURBVGiBta8Sp9YrKqLsDmTDmWVxJi+zNofXQwh5WZjxXI7KXtowkUm4FeQFA9m+hNIxjtrTixa5+TQ2k72PdNowPn4K5eEAmqMbGEt3SasQiSpEsB7FP4c1MoQ1Q5OlbhRhqCwNtuC+UExgwkLUFSVy6RLRifU9gPTKSrTDhwkHArgvXkSuYwYMoBcXY29pubLW7cZ65AiOO+/E3duLf52UJ1tBAc0PttJavchB2QcMmqNN+4gZtYb2QC2DbiszAYHXF2C05zzxaJSS1lbCtbUMRSIsdnWte4z6xkbe/u538+g73kF5RQWGYWTcRb0bNRLebhRFoaCggIKCAhobG1Mmui6Xi5GREYQQCCFwu90UFhZmtL3AbnXTbEQmvcdMro8p1JjsOna7HZ/Ph8/nY2pqiqmpKfLz8zly5MgqMSYp6GRz5LTVaiUajWbEh53JslATDAZ3/XGTo026rm/Le1UaMcTES8jR7y7HaEfmNl6vaIiKu5ANp1Ebm9Gc2SHOSCkRAqSMsizMTKOq60dlSwPEgIJsj0D7LGrHAOrE2G6WbLIHMO5vRP5WJVpDN7ryerrLWYVIVCCCh1ECLrRwH+oeE2eSXTPeHhuhWUnM4yfU+wYiHF73PpbDh1EOHCAwP4+rvx9mZ9ddqxUU4Dh2jEg4jKurC/nLX5LX3EzB6dO4BgZwDawzJqaqlBw7xLGjFm4rGsKq/MIUZ/YJQSWPrsQtdM7ZmfJBIAFzU1PMjIygahrFJ06g3Xor3X19uDs6NjzWXffcwyf/6I+4/a67cLvd1NbW4nK5GB4eJhAIkJ+fv+6Iz26TqXvXq010Z2dnmZ6eZnZ2lr6+vpQXS0lJCXl5eRklTGST6bFJZqBcZ7bP/Bjao/zzP/8zn/3sZ+nt7eXcuXPrxmX/6Ec/4pOf/CSGYfDbv/3bnD17FoDR0VGeeOIJXC4Xt99+O//wD/+A1WolEAgwOTnJ7Ozsqq+5uTlmZ2dZWFhgfHycwsJCSkpKKC0tpby8nNOnT/Pwww+vEmP2QuT08PBw6rmapB+v18vMzAzNzc278njbOdokYwGMsX+BsefRJn+EEvduvF7RCRWeIlF7F/ajJ7BmwVjTsjAjkTICuNG0aRRl/RM06VcRbQayzYvSOYF6sQcl4Nu9gk32DLLAjvHxkygP+tDsmWW6K4xiRPAWlIAfNdSNsoe2ZiKhsTTUgvuNQoITOhFPgujUFJHL8cRrIVUVa0sLsrgY/9gYoQ06bADUvDxyjx0jGo/j6uxExOM46uux1dTguXQJ3/j6PkP5tdUcO9PAiZIhCsTMDT9Pk+zBQGFYuYX2pTIGZuL4DJ1QNMZ4by8hvx/VYqGktRW/zUZHXx+eddLEVvLWt72NT37mM5y+7z4AZmZmCIfDNDY2ptasHPFJeokUFRWlRnx2e7xnamqKeDxOfX39rj7uVrm6zqQXi8vlwu/343Q6KS0tpaSkBPv14h13mPn5ebxeL0eOHEnL4ycvfJtkHOueIJhCzT6lt7cXVVX52Mc+xhe+8IU1hRrDMGhqauLFF1+kurqaO++8k3/8x3/k6NGjPP7447znPe/hiSee4OMf/zgnT57kqaee4u///u958cUXqaysvOaroqKC0tJS/vRP/5QzZ87w5je/OQ3PfHeZnJxEVVUOHjyY7lJMgFAoxPDwMK2trTv2GMnRJl3Xb7oFV4QWiA99B0a/i2X+Z6hibS+G1HrFQqTkdmg8ja3pGFpuZl+5WU5kEpcTmVyo6jSKsv5omhhREBei0LGA2jGEMjqEsouGhyZ7j8i9tcTeX4SjaQhd3/1uu/WQRj5G6BhKIIQavIjC3omCDy+V42o7hKfbQngO4v4Qwb4+RCCw7n2UnBwsx44Rt1jw9vcTv87JsZabi6O1lZhhsNjZiYhGsVVW4jhyhMD8PO51PEMAdLudww+c4kRDkFql0/Sv2ge41Erawo10XhLM+g2ENYfFuTkmBweRUqJZrRSfOIFX1+no6cHnu/4FAV3Xedev/zqf/MxnOHr8+KrbxsfH0TSN6g2SnQzDwO1243K5WFpaSnWSlJaWkp+fv+MXMkdGRsjJycn4/evIyAh2uz1lmrsSKSWBQCAl3EQikdTF0+Li4l0XLTbzc99JkvtTk4xj3V9mc/Rpn9LS0nLdNefOnePw4cMpxf+JJ57ghRdeoKWlhZ/85Cd84xvfAOBDH/oQn/3sZ3nqqad48sknefLJJzc8bl1dXUYkP+0GNpuNwAabT5PdZSfNhJO+Mzc72hRxDRLu+Qb6xPdx+tuxXecETWo5iANnkI33oDUexmHL3KslV6Kyg0Qi4+TmetG0tZ+fDCkYnUCbF6V9EvViL6rHbZ40mdw0Rn4O4Y8cxfImHznOIXK4lO6SAJDCeVmciaMGu9Dl2ga22cbKrpnAuEbMZxCZnSUyNLTh/dSiIrRbbiEWj+Pp6cH41a82Xm+3k3viBDEpcXV14X7tNfSCAgpuv51wIMDixYssbjAWVXnyKLWHNO6pHCdnj7z2JmsTVXLoFi10zDnpG/OQsOUSR3Cpvx//ZRFQz8mh9I47WFJVOrq7CbzxxqaObbfbef+HPsTvfepT1K7TjRKLxSgoKNjwOJqmrYqwjkajuFwuxsfH8fl8OJ3OlHCzE50im6kxE4hEIilT4atRFIW8vDzy8vKor69HCIHX62VxcZHx8XGEEBQXF1NSUkJRUdGO2yhEIpG0dthn+5TCfsQUakzWZWpqipqamtT/q6uref3113G5XBQWFqbaMKurq5ma2vycfF1dHb9YI95yL2K1WtNuXmtyBV3Xt2xmvRGapqW6Z27mAzA234Ec/g7axPfJWWrnen0wUrMjqu5DNtyN1nAIzZaZV0iWE5kSLEdlz6Oqc2jacqOm86pJLDGpIi7EoH1xOSJ7sB/dSOx+0SZ7FuPNR5AfLEWr6cKprJ8AtJtIkYMRbkUJgBroQpeZ5Ylzo6S6Zrp0wvMQD0UJDVzE8Hg2vJ9WVYVaX0/Y68XX27uhGTCAYrXiPHmSuKbh6upi6fXXUXNyKDh5kphhMN/ZydIrr6x7f3tZKUfvb6G1copyeXnkzewl35OMKofp8B2gY8iPO5DAUuRkye3mUm9vKpDC4nBQdvfduIG2ixcJnT+/6eMXFBbykY99jI/93u9RellcWY8bMZW12WwcPHiQgwcPruoU6enpIRqNruoU2Y6uiWg0mpbUp62ylTpVVaWoqCgl7CQSCdxuNwsLCwwMDGCxWFL+NjvRtWR61JhsFVOo2cO85S1vYXaNq0ef//zneeyxx9JQ0TK1tbX7qqMmuk50qMnuk4xL3yxXx70nf5YFBQU3ZfYnhUDMvYYc+S7q+PNY/RtfWQaQei5G1f3QeBdafQOaNfPEmWVhJgb4LicyudY0/pUxCJ6LkNNvoLRPoXT1oS7Mmd0yJtuOLM7FeOoEyv0uNNsAMJjukpDSghE+AQEdLXARXWz+ZDBTSXbNuM4XEhxTiAUk0YUFwoODy38YNsBy5AiyvJzA7CzB4WG43oUfiwXH8ePInBxcFy/iOX8eNI2CEyeQNhvzXV14X19f8FJ1nfozpzjeDEe0NjR+boozexAPRXTEb6FjQqF/cAZbaTFCN5gYmcYzP59aZ3E6KTl2jEUheOPiRSIbvHfW4kBVFU/9/u/zwY98hLy8vE3d52YTldbqFFlaWsLlcjE6OoqiKBQXF1NaWkpBQcENjWFnSurT9bgZQUnXdcrLyykvLweWhRS3253qWsrNzU0JNw6H46aFm3QLNWZHTfZhCjV7mJdeeumm7l9VVcXECpO+yclJqqqqKCkpwePxkEgk0HU99f3NUltbu+q4e5lk6pNJ5iClXBXxfnXc+8rEMU3TsNls2Gw2ysrKOHDgAHa7/YY+7KQRR0z+5EpSU3j6+vex5GFUPwANd6LVN6BbMivdzDAkUsZYTmSaQVW9awozYl5FXEhAmwulcwy1rxdnzPy9MNk5jLc1IT9QglbVia6kf4xFSg0RaSU4J3CKMXSx8RhPNhBeKmex7RDedpXwgkIiGic01EvC5dr4jpqG9dgxDKcT3+gokcFBGLyOgKZpOFpbEXY77u5uvG1tSCD/2DEcRUUs9vYyuU6cdpLiw40cu6eK1oJenGJzYywm2UMcnT6O0r5QwLm2S8SkRl6VBZ/Xy/jEFImRsdRaW34++UePMp9IcL6ri+gWxRmAQ0eO8Ad/+Ic8/oEPbFnQ2G4RRFXVVUlIsVgMt9vN1NQUPT092O321JjUZgWHTIiS3gxCiG0bWUp68iS7loLBIC6Xi/7+fsLh8KpUrhsRhwzD2HVT6JWYQk32YQo1Juty5513Mjg4yOjoKFVVVfzTP/0T3/jGN1AUhYcffphvf/vbPPHEEzz77LNb6tApKCjA6904sWavoKrqljo4TG6cld0vawkx8XgcKSXhcJje3l5sNlsqZczhcFBYWJj6f/KDNGm8ZrFYbkyciYcwxn8Io8+jTf4QLXb9dAhpKeD/Z+/Ngxu97zPPz3sAIHER4H3f7OatlqzDlnUkjiau2I6c2ImtyHHGseWxYlmSj/aUM0lNJbXlP1KZ2llvJVubnVR2a+N1edeJZCW7nnjsJJ7Eltytowle4H3fOEgCIO73ffcPNiCSTXYDJECA3e+nSuUmCbzvDy9gAO/zPt/nUZqeROh4ELG5BVkuDnFmP19mv5FJELYRhDUk6dbwVS0JqltAGwrD0DqiaxJxfUV3y+jkHa3ShvLFAYT3e5CMJ9Qsn+d6NAE11o8WsiEFJ5CUIeyFXtQZUJMS29P7WTPBWY1ERCC+vU14YgLuMFIqWCzIvb0kRZHdiQkSw8N33qEoYh4YQLNY8Lvd7A4NAWBua8M8MMDOwgJrY2O33YTRbuPS4wMMtuzQqI0Dc6Dnj981zCfrGAo2Mr6iMDOxhKPFACUqK4EwAY8H5ubSty1xOLD19LAZi/Hz0VHidxirO4kr73kPL1+9ykc++tFTFwakLnTmC6PRmC7y0DSNcDiMz+djamqKcDicdgVXVFTcVjAq9hP7fH6/FgQBq9WK1WqlpaUFVVXTrVwulwtFUXA6nel8mzs9n8VwLlDsz6fOrehCzT3Kq6++yosvvojH4+HDH/4wV65c4Yc//CFra2s899xz/OAHP0CWZf7sz/6MD37wgyiKwmc/+1n6+voA+JM/+ROeeeYZ/vAP/5D777+fz33ucxnvWxAERFFEVdUzt+JcBFLjNvobZPaoqkoikTjR+RKPx9PuF1mW00JLquLdbDan/50SW1wuF5cvXz7RfioIQjp35jRXabSoH2X+NYSF7yOu/hhZCd/5cZrKUZueRGh/D2JzE3KeA+0yQdNAUVQgkm5kkqRbXTDajoj6joJ2YxvBtYg4Po4UufNj1tHJFcqHutGedSI1uJA5OY/kPNA0UOM9aKFyxOA0UnKkoOs5KxF/Dd6hdnbehqhPIJnUiMxNk9jcvON9xcpKpK4uYrEYu+PjqBnkfWiCgKW/H81mY3tykl2XCwBTQwOOvj4Ca2tszs3Bbeq7EQQaHxygf9BMt8mFUXtdH226S9gT7AwnuxlaMzDiWiCmaJTWqQRCe2wGAiwdCZwurajAevkya+Ewb4+Oknzj9O66Jz/wAV6+epUnP/CBsz4M4PxOmgVBwGKxYLFYaG5uTgfq+nw+lpaW0oG6qRrw1Pfzi8B5un5EUcThcOBwOOjo6EBRlPS42czMzCFX03HjZhcl80enuNDruXUKwoc+9CG+9a1vUVtbW+il5B2Xy0V3d7f+Bn0TTdNQFOVE58tB94sgCLeIL0d/zlZMGR8fp6mp6ZZZclmW061N2X6BUoMrqHOv7Iszm/+KoN05BFc1VaK2/AJC+wOIjY0IUmFFS03TbjpmQgeqsg8/Dk0FdVpEuxGBoU3E4WmEpXmEIrhSpHNvoVXbUV7oR3jvFpLxzhlP+UaJXULbq0IMziEm1gu9nFOz75rpxf9mGcHpJIm4TCIQIOx2o2XQmCc3NSG0tBD2+wlMTNwxnwb2v2iae3sRnE62p6eJ3swPMZSXY+nuJryzg8/t3lfBboO1vo6+xzoZrJrHqd4bOXh3Owoi00I3Q/4Khif9LE7MUXnpErLdzvrSEpuLi7fcx+B0otXV4U0kmJmbO1OBgCiKfOTXfo2Xr17lygMPnOWhpNE0jTfeeINHH300J9s7K6lAXa/Xy87ODkajkbKyMnw+H4888khRX2QMBAIsLi4yMDBQ6KUQj8fTNeC7u7uUlJSkx80sFgu7u7usrq6mL3ifN6nv0zpFiV7PrVNcpHJq7gWhJtX8dLcLNSn3y+3yX45zv6TEF7PZnP73aUeNMsFgMJBM7gsQqdEmWZazdnep/gnUub9FWHwN0fsWcga6tlpSjdryiwjt9yM2NCBLhfsCtO+YUdhvZPIgihtI0uGTKi0koN5Q0YYCCENLiGNupOC9MbaoU5woT/eifdKOVF9494wSb0fbq0MMLiHFp4DCj1udhoi/Bu+Ndrbf0oh6QUUksjhPPIM2Rw0wdnejVVYSXF0lPD8PGWbQlXZ3I1RWsjMzw8b4fuOSZLHgeOQRYrEY3tFR/LdpbAKQTCY6HrvCYFecVmEIkXV9tOmC4xHruBFuw7WYZOydKaQSP852BxGplB1RZOOmy+oglpoaSru6WNnd5c2xMdTtO48Z3w6TycQnP/UpvvTVr9LR2XmmbR2l0DklRzkaqBuJRFhZWSEWi/Gzn/3sUC5LsTUWFZNLxWg0UldXR11dHUB63GxmZoZQKITBYMBoNBYsULiYBTedkymedwqde4pU89NDDz1U6KXknVTzU6ZtAMVEyv1y0tjRSe6XlOBisVgoLy9P/z5XgW9nwWQyUVpaitlszno9yuZ1tLlXEBdfQ9ydyCh3RTXXo7Y8Ce33I9XXIhdo3G+/kSnBfiPTFoLgQZYPi0vqgoj6TgyGthBcs4hz00gXxAKtc/ei1dlRvtiP+MgGkmG8oGtRE02oe82IwXWk2Bwwd8f7FBsp14zvup3gZIJk0kByb4+9iQm0aPTOGzAYMPb1kTSbCczM4J+YyHjfJV1dSDU17MzPs3vzfoLBQNl73kNSFPGMjrKTQbBrRXcngw/X0G8bpVS9OyrN71UigplRpZvhTQuukWU25peo6a3A5HSiVlayPDPDwjENptbaWko6O1nc3ub6+DhaBuN4d8Jqs/G7n/88z7/4IrU3T7hzTTweL+qQ3tLSUhwOB6qqcunSpXQuy8jICIlEAqfTmR6TKrTgVOgWpdthNpsxm800NTWhaRoTExPEYrH0ccx1nfqd0IWai4ku1OgUhJaWFhYWFgq9jHOhGCu6VVU9UXhJ/ayqKoIgIEnSLWNH5+V+ySWSJGEwGOjp6cnYPaMpSdS1/442/wri4t8jhTO7UqxaGvfHmjquINbWIIvnf3xUVbtZlb17syp7+1AjkxYRSA4LMBRAGFpBGHEjbvv00F+doiH5633wCStSbWHdM2qyHnWvDSHoQYpOIXLxWgvTrpnrKlGfhirIRFeWiS0tZXR/wWZD7u4mIQjsut0kbwb7ZkJJRwdSXR27S0tsphqeBAHbwABYLHjdbgJv37kFS7bbaX+kgwda/DQbZoAZ3T1zAVGBBfESQzs1uKYDTA25MdkWqezqQqusIerbYXx09Nj72hoaMLa3s+D1cn1iAu0YAec0OJxOPv27v8vzL72Ud6f3Rai9TrnABUGgrKyMsrIy2tvb07ksXq+XmZkZJElKj/fY7fZz/y54US6Cpo5Lc3Mz5eXlKIrCzs5Ouk4dSLuWHA7HPZHfqZMZulCjUxCam5v56U9/WuhlnAtGo5FgMJj3/WiadmLzUernZDKJpmmIongo68VoNGK1Wg/9XAzul7OSCgY2GAyZizOJCOryD9HmXtlvaordoWr2Jqq1FbX1SYSO+5Bqq89V8NjPlwFNiwHbN6uyg4eEGXVVRL2RgBseBNcc4vQUcvLOmRM6OueJ2uhA/b0+xIfXkOXbN/rkdR3JKtRwF0JwBzHiRmatYGs5DYoiszPZg+/NMoLuCEnFRDIWI+x2o4YzC/uWqqsROzuJhsMEMgwDTmFsaUGsrye4usru7CzMzgIgt7SgORyElpYIjtw5aFmQJJofGaS/V+ayYQiZ21dw6xQn22IlQ9FOhlcERt6ZYdczRXW3SGlVFSUdHaxMTrJ8QguTvbkZuaWFua0trk1OQgYjeZnS0trKC1/+Mk9//OOEQiFWVlaYm5vLq2vkIgk1R5EkicrKSiorK4F9ocTn87G4uEgwGMRisaQFB7PZnPd1xmKx9FqKnYPun5TAlapTTyQS+P1+NjY2mJiYwGg0pv9us9lyIoBdhAuqOreiCzU6BSE1+nQvYDKZ8PkyO9k/joPul5NGkA66X44G7h4UYC6K++WsZBsMrMV2UOb/7mZT04+QkqGM9qPa2lHbnkRoH0SqqTo3cebd4N8o4EeS1pCkyLt/j4MyJqDdCIFrHXF4AnFrXXfL6BQtym/0o/2mGanahczPCrIGVXGihnsQgkHE8BgynoKs47RE/LV432ln+1qSqFdFNZiIra8Rnct8PEtua0NoaGDP4yE4NQU3g30zoqYGtaaGqM/H7uIi3Ax6NdTXIzc0sLe+zvaB39+OspYmet/XwmD5NGWaLs5cNOKCEbfag8tjxzW+wfLEDCZbnOqeHiydnfhujoJwwthcWWsrUlMTM+vrXJuZgQydX5nSPzjIS1/7Gr/2G7+RvihVVVVFW1vbIdfI9PQ0BoMh7RrJxUnzeTYVnZZYLIbdbr/j7UwmE/X19dTX16NpGqFQCJ/Ph9vtJhaL5X28p5hHn45yu7UaDAZqamqoqakB9nOCUm6bYDCI1Wo9swB2L3z3vxvRhRqdgtDQ0MDa2sW6Qnlajht9Ouh+OUl8Sdxs2DjqfjGZTHel++WspIKBMxWj1NAa6tyrCIvfR9z4F2Q1ntF+1LJLqK1PIHQMIFVVnIv4oWn7gp2mhREEL6K4jiS9u151S0S5ocKQD8G1gDgxgRTLIGtCR6eAqE1O1C/2Ij64giQfP+qQbzTFjhLpQwhGEPdGCx5QnA2KIrM92YP/ehmB0RAKpSjJBOHJSZRAIKNtaIKAsacHpayM4PIy0fn521dfH0GqrUVubSXi9RKcmYGbOSHG6mrMXV2EPB78U1OQwee9bDHT9dggA21BWoUxYFnvHr1ALAmtuEJNuGb3mLgxQSzsorKzE0tdHWX9JSy63azdJn/I0d6O0NDA1Ooq1+bmIA/j8Y8+9hgvf/3rPPXBD554m6OukWg0euik2W63U1lZSUVFxamCbC9CucRpXD+CIGCz2bDZbLS2tqKqKjs7O3i9Xubn5xEEIV0Dflx99Xmts1Ck3OyZUFpaSmNjI42NjbcIYNFolLKyMiorK9MZkJmgCzUXE12o0SkIsiyj3oUhpce5X2KxGIFAgOHh4bT7BUgnwB/Mf0kJMCaTCVmW9TfWO5AabZJlOSOxSt2ZITnzPRJT/w/m0DCyltlrUHH0oLU9gdDej1TpzLs4sy/MKDerslPCzH5jlpYEdVxEuxGFoXXE4SnE1SXdLaNzIdAEUD85iPYxE1JVYdwzmmpBifRBUEHaG0HW3jj3NZyWlGvGfy1BbDOJWmImvrVJZGbmjvXVKTSjEaW9nZgsE1teRhvPLqDZUFuLqaODPZ9vP0j4Zk6IbLdj7esjsreHb3QUX4ZunLorffRfsdNbOoyJ48dfdIqPHc3GmNLL0KrEiGsB3+oCBvMWNb29VN1/P6tzc0zNzMDMzInbcHZ1odXWMrWysi/OZOH+yhRBEPjghz/Ml69e5aH3vjfr+5eUlNDQ0EBDQwOaphEIBPB6vbhcLhRFSYsPTqczoxPxeDxe9LkquWhTEkWR8vJyysvLgf3H7ff7WV1dZXx8nNLS0rRTyWw2n+r7bjbiRyFJud5Pw3EC2O7ubnrkTFVVysvLqaiowOl06hdu7zJ0oUanYJjNZvb29rBYLIVeym1JuV/u1HwEh90vKfHFZrMhyzKXLl3CaDReiA+VYieb0SZl6x20uVcQFl9D2hnFCGRy/UEp70drfRyxsx/JWZaTdZ/EfiNTkv2q7C1EcRNJ2j/p0nZSFdk7CEOLiOPjSOG9vK5HRyfXqK0VqF/sRnxgCUkaPvf9a6oJJTKIEAIxNIqsXT/3NZyGfddML/7rdgKuAIpQiqIlCU9No+zsZLwdzWaDjg4SwN7UFGoWTU0AclUVJZcuEd7exut2p8UZsaQE28AACVXFMzLC9huZiV7mmmp63t/FfbXLVGqFyyLSyRwFkUl6cPnLeWd0k0X3DJp6DWdzM2XtHWhV1Sy63Wy+9dZtt+O8fBm1upqJxUWupcKl84DBYODjn/wkL37ta3T39ORkmwfDdTs6Okgmk/j9fjY3N5mcnMRoNKbdOBaL5djvJ4lEouhdIPkYzzIajdTW1lJbW4umaen66qmpKcLhMGVlZenxnkyOz0W62JvLES1RFHE6nTidTjo7O9OvQY/Hw9TUFLIs3xLwnPpP5+KhCzU6BSOVU3P58uWC7F9RlEPCy3FjSEfdLwfzX6xWa/rnO7lfFhYWdJHmjKRGm2RZvu1x1FQFZe1fYf5VxKW/QwotZLwPpeIKWtv7ETv6kRz5u+K1L8zE2a/K3kQUvYgiaCqoMyLKjSi4thCHpxEW5pAyvFKuo1NMaAKoz94Hv25ErBg6d/eMphlQIwNoIQNSaAxZzTwMt5DseWvYuN6E7/UY0Y04yRKJ5PYK2tLS/ptHhkh1dYhtbURDIXbHx9GyaGoCkCsqMF26RCQUwj82hvazm8+fKGK/7z40kwnP2Bi7GYYMiwYDbY/ex8BllQ5pCIktfbSpyNkUG3g72Mzb03tMDs8S2xtDNBgo7+yk4v772fF4mF1aumOGTHlvL8mKCsbn5vYDgScn87bm0tJSfuO3e9Vb3QAAIABJREFUfouv//7v09DUlLf9wP5Fo+rqaqqrqwHS4sP09HRafDg6olLs9dwp8nliLwgCFosFi8VCc3MzqqqmnUpLS0tpl8jtnEoXYYQsRSQSyVuWztHXYCrgeWlpiUAggNlspr6+nubm5rzsXye/6EKNTsFobm5meXk5p0LNce6Xo/9OJpPAu+6Xg+KLzWY79HOuhBWTyUQ8Hr8woWfFRCp35nZ2Ti0ZQ13+Edr8q4jL/y9yNDPLvYaAWvXATXGmF8luzdWyD6EoGpoWB3ZuNjLt7gszewLqkEbyxi6Caxlx1I0UyPwquY5OMaJ2VKL+XjfilQUkyXWu+9Y0ETU6gBYyI4XGkZR3znX/pyGZkFi70YbnmoXwSAhFNIOskFhcRfX7s9qW3NEBdXXsbW4Smp6G9fWs7i85HJT29hLZ28M/Oop2wCFj7elBdDrxTU6ymoXoU3Gpg76Ha+m3j2PVbu+20CksEcHCiNLD0HoJIyPLbMwvAqvY6+qou3KFvWiU+fHxfVfVHajo6yPudDI2O8u1LMfrTkN5RQXPPf88Tz71FJcuX06P3JwnZrMZs9lMU1NTekTF6/WyuLiIpmlUVFQQDodz3iSVS7QCXBgSRRGHw4HD4TjkEjnoVEq5RKxWK4Ig5GQ867w4z9DjowHP4XA4fd6jc/Eo3ncKnbuelpaWjJufjrpfjjpfDjYfybJ8SGwxmUzY7fb0z4XIfjEajbpQkwWSJKXdMyc9V1o8iDL/97DwfaTVHyIlMg3PFAlZeinte2pfnLHltkJyP19mv5FJEPwIwjqStD+qpC6KqDfiqDe2EFyziHPTSIqS0/3r6BQCTRJQP3UffFRGLB9C5qfnt29NQIn1QciOGJxEUs5XHDoNe94aPG+3snMtSXQtimB3EN/dJTK5iJbFl2pNFDH29qKWlRFcWCByoAo7UyS7ndK+PqKRCP7RUfyvvxuobG5vx1hXx/bCAusZnJynMJbZufx4P4NNPhqYBGZ190wRogJzQjdDO1UMT+0y5XKjJN5ClCRqentpfvxxttbWWJidZeFOop8gYOnsJOFwMLm4yLWx8xlpa2hs5Isvv8ynP/tZLBYLw8PDReFYOTiiAvvjRCmnw/Xr1zGbzYcyWoqFYgjoPeoSSbUgzc7OEgqFsNvtyLJc1ILXQaLRaEFiHlLOJT235uJyMV7hOnclTU1N/NM//RNvvvkma2trrK2tsbGxwbPPPksikSAejx9yvxytnT4ovhT7WNFxzU86h0kFAxsMhhOfS3VvE3X++/s12uv/jKxmdkw1QUKteRit7X2I7T3YrKU5W7emgaKoQARB8CGKa0hSDC0KyrCANhRAc60hDLsR/R499FfnrkK9VI36fBfiffNIYnajNWdFiXajhSsQAzPIycK0RmWKkjSwPdnD4j+B4o6jGqxgEAnPr5K4mfeSKUJpKYa+PhKyTGByksRo9o9dslop6esjnkjsizMHnDMl9fWUtLUR2Nhgc3Y284BXQaDpoUH6B0x0G10YLlCD1r2EX6zmRqSD4WWNkXemCPomgAksVVU0PPggcUVhYWKCsZGRO25LEEUqBgaIWK0MT07izVPezHFc7unhxa9+ld945plDwkwymSwKoeYoBoOB2tpa5ubmeN/73kc4HMbr9aabfJxOZ3pMqpACRCwWK7hQc5SjLUjBYJCZmRn29vbw+/3pY+d0OotSvIlGo1RUVBRs/3o+zcWl+F7NOufO9773Pf7oj/4It9vN9evXefDBB4+93T/8wz/w8ssvoygKzz33HN/4xjcA+NSnPsVbb72FwWDg4Ycf5i/+4i+QJIlr166xsbHB+vr6of/d3NwkmUwSjUZJJpNMTU1RVVVFTU0Nzc3NlJeXYzabMZlMGYXFXgR0oeZk7hQMrO7Oo879LcLCa4ieN5C1zBwomiCj1r53X5zpuIxkzo2bSdO0m46ZdxuZZDmJui6ivp1AcfkQXHOIkxPIyURO9qmjU0xokoD6O1fgV0VE5xAymY0a5gIl1oW2V4MYnEdKZBeIe96EfXX43mnD/0acyFIQodzG7uYmLC2hxeNZbUt0OpEuXyaeSLA9Po56h8DWY7dhNlPa309CVffFmQNVyQanE0t3N+FAAM/4eEZ12ilsjQ30PtrKYNU8TrX43Uz3GjHBhFvtYWjLxvDYOsuTM8AWCAK1PT2U9/bh3dpiZWqKZY/njtsTJQlzVxcxu53xmRn8rvN9zh985BFevnqVX/nIR04M6y3Gk3V4t/3nYEZLS0sLqqqyvb2ddo2IopgOJU4Fwp4XxZ79IggCdrsdq9VKU1MT5eXlbG9v4/V6mZmZQZKkW8J0C815jj4dRzEcA53TUZzvZDrnSn9/P6+88gpf+MIXTryNoii88MIL/OhHP6KxsZGHHnqIp59+mt7eXj71qU/x7W9/G4Bnn32Wv/zLv+QLX/gC3/72t6mtraWuro6HH344/e/q6moMBgO7u7s8/fTTfPe73z2vh1owjEYju7u7hV5G0SBJUlqgOe4DRPEOo90UZ6RtV8YuFE00ota9D63tvUjtl5BKz/5lY98xo7DfyORBFDcQFRXVLaLdCKEMrSEOTyJuruluGZ27GrW7FvX5TsSBGSTxxrntV0m0ooUaEYPLSPFp4Pyu2meDkjSwPdGD77qd3etbqLIFSiGytEF8ZQXILkBVamhAbG0lvLtL0O1G+3n21dVCSQnmgQGSgG90lO3r77ZdSRYL1v5+4vE43pGRQ66aOyGXltLx/kEGOsK0iiOIrO7P0egUBYtiO0OBeoZnw0zccBOP7LvdSh0Omh95hIQgsDQ1xXiG2TGiwUDFwABBkwnXxAQ7WbaG5YJf+uVf5uWrV3n/E0/c9naKohTtqMdJbUqiKKYbj2BfLEll2wQCAaxWa1q4yfcJfzE6ao4jlVEjSVL62KR+n6quDgaDWCyW9LEt1IhZofN0dKHm4qILNTr0ZFBbeP36dTo7O2lvbwfgmWee4bXXXqO3t5cPfehD6ds9/PDDrKysIIoif/7nf37bbZaVld0z4kUqTPhe5najTZqqom6+gTb3KuLi95GCmWcsaFIJat2jaO3vRWrvRDKd7QvGfiNTglQjkyB4EXcE1HeSaEN+1OFFxHE3Uixypv3o6FwENIOI+m+vwIdBdLiQyW5M57QoiUaSwSbE4AaGxDywcC77zZaDrpnw3A5ilZVkZI/wzDJqJPv3CMOlS2hVVYTW19mbm4PV1ay3IRiN++KMLOMfHWXnQCuTIMvYBgdRZRnPyAg7B1w1mVA90E3/A+X0W0Yp0bK7r07+CIhOXLFLuFYlhofm2F6fA/ZH1qq6ujDX1rLj97M4McFqhs+5bDLhHBhgV5ZxjY8TeOf8g7klSeLXPv5xXrp6lf7BwYzvV6wnpplWcxuNxkOBsKFQCK/Xy8jICIlE4tCYVK5FqWJ31KQ4Sfw4Gqa7t7d3aMTM4XCkj915jsgV62tSp7jRhRqdjFhdXaXpQM1hY2Mj14582CcSCf76r/+ab33rWxlvVxTFor76kSvu5dGnk0abNCWOuvJP+01NS3+PFMm8nUSTSlEbHkNrewSprQPJdPoP231hJgbsIoobCNo2wpSAdiOCOrSBODyFuLKou2V07inUvjrUL7Qj9s0giedzghaNVBDxNWCI7mBlCYnMwubPk33XTC++6zZ23thEM5jBKhBd8RBbXITpmew2KEkY+vpQrFaCc3NEp6Zgair7hckyloEBFJMJ//g4O2+/nf6TBtj7+xFsNrxud9Yn3KWVFXQ/3sNg3Ro12sS7G9UpGAlkJunG5XMyPO5hfnwKTd3/Tma0Wml66CFUg4GV2Vkmp6chw+wYuaQE58AA26KIa2yM0ClG7HKB0WTiY5/4BF/59/+ezq6ugqwhH5ymmlsQBGw2Gzabjba2NhRFwe/3p2vADQZD2lGSakQ6C7FYDLvdfqZtnAeZhB4LgoDVasVqtdLa2oqqquzs7OD1epmfn0cQhHQNeFlZWV6yLpPJZEHPcVKjdjoXE12ouUd46qmn2DgmsPCb3/wmH/3oR3Oyjy9+8Ys88cQTPP744xnfp66ujq2tLerq6nKyhmLFYDCQSNw7eSWiKKZbmw5+8GmJPZSF/2+/qWn5vyIlMq+i1mQLSsPj0P4wUmsbkjF7cWY/XwZisQCwQ0mJDyG4hzCkor3jR3UtIY65kcKhrLeto3PR0QwSymevIPyKiljmQia7aufTkIyXkwh1Iu8FMcUmKMGX931mS9hbj/edVrbfiLE37UOqNaPEI+wtrqHu7WW9PcFiwdDbS0IU2XG7SQ4Pn25hkoSlvx/FbGZ7fJzdG4fH0SxdXcjV1fhnZ1nLMnBYlGWa33sfA93QZXDtt3jp4kxBWRebGAq14JqPMnZjgmjw3ee0vLUVe1MTu4EAi+PjbBxwUd0Jg9mMY2AAv6ZxY2yMcBb3zTX2sjJ+9/Of55O//dsgCGx5PGzv7GQsRCiKUtTFErloVJIkiaqqKqqqqoD9/BOv13uoEamyspKKiopTOWOKofUpU7IVIERRpLy8PF3dHo/H8fv9rK6uMj4+TmlpaXpMymKx5ETg0PNpdM6CLtTcI/z4xz8+0/0bGhpYXl5O/7yyskJDQ0P65z/+4z/G4/HwF3/xF1ltt7m5meXl5bteqBEEAU27+7/lpkabDl490CI+lFRT09o/IiuZjwNoBhtK4xPQ9hBSaxuyIburEpqmoSgaqhoGfEjiOspMhOTPAyjvrCNMLFKytoJ0Dzw3OjonoQ40oH6hFbFnGll8+853OOv+FAdquAchuIcUHkPm+p3vdI4ccs38bB1NLoUygdjGDtH5BZhfyHqbYmUlclcXPr+f5MIC6ilPhjVBwDIwgGax4J+cZPdIkGtpUxOm5mZ2V1fZyMJJkcLZ0UrfexsZKJvApuX/taBzMnuCjZ/vNjK162R0ZJmtxWVg/3uYoaSEhgceQDSbWVtYYGZhARYWMt62wWrF0deHV1V5a3SUaJYjcLmmpq6O57/0JT7z+c/f4uY4KkSUlZWlhYijgsJJGTDFwmkcNXeipKTkUCNSIBDA6/UyNDSEqqppx4jT6cxIxCp0nkomKIqSEwHCaDRSW1tLbW0tQLqJa3p6mnA4fEj0Oq14FYlECirU6FxsdKFGJyMeeughpqenmZ+fp6Ghge9+97t85zvfAeAv//Iv+eEPf8g//uM/Zn0lo7m5mZWVFR5++OF8LLuoEEURVVWL+mrPaZAkKe2eSX1wqoEl1LlXEBa/j7j5M2QtmfH2NEMZStOTCB0PIja3IMuZizOqqhKJREkkAkiSH5PqI/ZWCOXtHeSRNUqmZjGGAlyMa0U6OvlDM8mEnu3G+BEwOseQheyzULLan2pDCfcihOKIe6PIWubBtedB2jXzeoy9yS2k+lIUJUZ4zYMSCJxqm1JzM2JzM2G/n8DEBGQR1nsQDbD096PZ7WxPTRE44sAxVlZivnSJkM/H1uQkHLiokgkGq5VLjw8w2LJDk+AGFnT3TAFQEJjhMm9tObjh9rI8OY+quNN/L2towNnWRigcZsHtZjPLETaT3Y69t5etZJI3R0aIFVicAWjv6OBLX/kKz3z60yeKA0eFiN3dXTweD4uLiwBpt01ZWVnRCzWJRAKLxZK37QuCQFlZGWVlZXR0dJBMJvH7/WxubjIxMUFJSUlaeDjJMVLsxxD2xaR8iB9ms5nm5maam5tRVTUtei0tLR0SvRwOR8bjTNFolNLS0pyvNVN0R83FRrjDVX79o/oe4NVXX+XFF1/E4/HgcDi4cuUKP/zhD1lbW+O5557jBz/4AQA/+MEP+PKXv4yiKHz2s5/lD/7gD4D9DJKWlhZsNhsAH/vYx/iP//E/ZrTv73znO8zPz/PSSy/l58EVESMjI3R2dhb0DTtXHBcMrPjG0OZeQVh8DdH3DkIWbx+qqRy16UmE9vcgNjchZPgBmEyqxGIRNC2ELG8jbXhQ3w4jDPuRRuYQZ6YQlMzqvHV07gUifdVEf6cWy5VFjMb8hrlrailKpB8hpCKGRhG04snpOuia2f7pKppYglheTszjITI9vV/3liUaYOzuRquoILi6SjgLh8Nx2zL39CCUl7M9PU1063AFumS3Y+vrI7q3h3d0FE3NsnJJEKh/oJ+BQTM9JcMY0cPRC4FXrGUo0o5rUWH0xhQh/3b6b6IsY2ttxehwsLW6yvZ69qOIJQ4Htp4eNmMxXKOjRVNqcN/99/PS177G0x/72JkuXsXjcXw+H16vl93dXYxGI4IgMDAwUJQuBrfbTU1NTXr05rxJOUZ8Ph/hcPiQOyklzrz++us8+uijBVlfpmxvb7O+vk5vb++57TMlenm9XnZ2djAajeka8NuN5E1PT1NWVkZ1dfW5rfUgsizf9TmgdwEnqmm6UKNTUH7605/y7W9/mz/90z8t9FLyzuTkJLW1tZSVlRV6KacmFQwsy/tmPGXj52hzryAuvoYYyC4AM2koJ1LzXoSO92Du7ETMwDmzH/ybBIIIiU20UQ+4gghDKwjDE4i+rTtuQ0fnXkMrNZD87H2IH4wj2kayElGz3pdmRAkPQEhECo0iaMUjAIQ9DXjfadnPmhlbQ2psQhEEItPTJP3+023UYMDY10eytJTA7CyxrbO9B5VcuoRYXc3O7CyRIyfmosmEbXCQhKbhHRlBOUVAvbW+lt73dzJYtUC5VnxhzXc7MaGEMbWXoU0zw6NrrE7PHfq7raaG8o4OookEC243kVD2eWmlFRVYL19mLRxmeHSUZDJzR2u+efwXfoGXr17lF596Kufb1jSNxcVFPB4PsH9ine3YT75xuVx0dHRgtVoLvRRUVWV3dzct3KSCddfX13nssceK4nidxMbGBnt7e3R0dBRsDZFIBJ/Ph8/nIxgMYrPZ0qLXQZFwZGSElpaWggU0H9e0qlN0nCjU6KNPOgUlNfp0L3BRm58OjjahKqir/0xy/pX9pqZwduMSCUMlsfpHkboeoqS1BZt0+w8PVdXSVdlsbcDQFgz5EFzziJMTCIniuDqoo1OMqA82oX6+GbFrAoOQv/YWTZNRIwNoe0ak4DiyWhzZJkoi5Zqxsv2vq6iCEalKIL4dIby5BWunC0sW7HYM3d3ENY3diQmSQ0NnWmdJVxdiTQ2BhQU2j7Y+iSL2gQG00lI8Y2PsniLbRjKZaHv/IIOdcdqlYUQ29Mtw58i82MnQbh3DM0Emb7hJxN4dWRJEkZqeHkzl5Xg2NlicnmZxczPrfRgcDozt7WzFYrw1MYHy+uu5fAhnQhRFPvT007x89SoPPPhg3vaTcvpWVVXR2tp6y9hPaWlpekzKbDbnbR23I9N67vNAFEWcTidOp5Ouri7i8Tibm5soisIbb7yB2WxOCw+FOl4nUeiAXoDS0tJDI3nBYPDYCvVCZ9Too08XG91Ro1NQkskkjzzyCD/5yU8KvZS8s7a2hqIoh2rOixFN00gmk8iyTGlpKZKWIDrzdyizf0vJ5o8wKNmNS6jmetSWJ6H9fqT6WoTbKPuKoqFpcUhuw+Qq3NgC1zri8CTiRn4zNHR07gY0ixHluSsI/yaCZBnJ3340ETXWjxayIAXdCErmDW755KBrJjS8jNzcgipJRObmSJzB7SLV1CB1dBDZ22N3fBztjC1+Je3tSHV1BFZWCN3M2jiItacH0enENzVF1Os91T4qe7rof7CKftsYZi2/Y24677IrVjAU7cS1IjIyNMvO5uHXnbm8nMpLl4hrGktTU4S2t0/Y0u2x1NZS2tnJ8u4uo2NjqNmOv+UZo9HIb/7Wb/Hi175G16VL57LPhYUFDAbDobKLFHt7e3i9XrxeL9FoNH0iXV5ennYJ55s33niDRx55pGgdDsFgkPn5eQYGBtLHy+fzEYvFcDgc5368TmJycjI9dlSMKIrC9vZ2Ot/G4XCk12u3289VPEmNA+oUNbqjRqc4kWW56L5c5AuTycTOTuFOZlRVJR6PE4/HicVit/w7kUhQUVFBXV0dZaUQnfwOscXXMHv/O2Y1u/EF1dKI2vILCB1XEGtrkMVb34M0bd8xo2lR2PaCaxmGNhCGFhDdEwjRcK4euo7OXY/y3la0zzYidY4jC/lpUdI0UOJ9ECpDDE4hJU9ZK51DlISR7YkefNet7PzrKooiItUJJAJxwv5ttM3TizNyezvU1xP2eAhOTcEpnA4HMbW0EHE4IBBgc24O5g6PvZjb2jDU17OzuMi6233CVm5PidPJ5Sd6GWzYok6bBqb1S255JoHMBL0MecoYHt9k0T2Nph0O6q2+fJnS6mr8Ph/LExOs/Pznp9qXtbaWks5OFre3uT4+jraxkYuHkFMsViufee45nn/xReqPEUzySSKRONH9YbFYsFgstLS0oKpq+kR6ZmYGg8GQcQX4WdA0rWhFGni38UkQBKxWK1arldbW1kPHa3Z2FkmSCiY8QHE4am6HJElpN5Lf7+e+++7D5/OxtLTE7u4uFovlXNxKgiDoIs0FRxdqdAqOxWIhFAoVxcxuPsnX6FMymTxRfEkJMKkvB0ajMf2fyWTCarVSU1ODzWbDpPjR5r+P8Pr3ETf/BZua3RVj1dqK2vokQsd9SLXVHP0qommgKCqoYbSZdYShJXCtIrqmEJcXcnY8dHTuFTSrCeXfXUH4pT0k8yiwkJf9KLHLaKFKxOAscnIsL/vIhvDWvmvG/0aU0NAicrOEZlKJhmLE19dvEUAyRRMEjD09qE4nwaUlIseIKdlibGzE0NpKaGODrZkZOOKeKamro6S9neDmJpszMzA/n/U+BFGk6ZFBBvoMXDYMIfMzXZzJMytiC65gE675KO4bbqKhw6Jlid1OdXc3SUliZWaGiclJmJw81b5sDQ0Y29tZ8Hq5PjFRlOIMQGVVFZ//4hd57vnncTidBVlDpo1FoihSUVFBRUUFcHwFeFVV1aGQ3XuBeDx+7GjW0eMVi8Xw+XwsLi4SCAROzGfJFxehQhzefT2aTCbq6+upr69H07S0W8ntdhONRg+5lXL5etNFmouPLtToFJympiZWVlbo7u4u9FLySjZCjaZpJBKJQ6LLUSFGudlmJEkSJpPpkABjNpvTvzMYDMe+WRsMBqS9eYSF/xth4TVE7/WsQ0ZVWztq25MI7YNINVWHxBlN01BVFS0QQHMtI7gWEFyLiKPjCHvBrPajo6PzLsr729B+tx6pfQxZyE/FrhLvQNurQwwsICUmgdOdZOZkLQkjfncP/utWtv91BSWuITdCYk8hHAyhZVlTfBDBZMLQ10fCZCI4NUV8fPzM6zXW12Nsbyfk8eCZnIQjOWwGhwNLby/h3V084+NwijYfgLKWJnrf18Jg+Qxl2tlycnRuT0iwM5y4jGvdyIhrAc/yInBYdKtsb8fa0MDOzg6Lbjdr10/vbLM3NyM1N+NeWuLa0hKsFu/ob3NLC1/88pf57c98puCtlqetlj5YAX4wZHdhYQFBENLukbKyslOf/CqKUtRuGshcADkqPASDQXw+Xzqf5WCIcz4ah1Lj+cXOcc6f49xKOzs7eL1e5m8K9Qdfb8X+mtHJL8X/Kte562lpaWF5efmuF2pkWSYejxONRk8UYOLxOKqqIggCsiynxRaTyURpaSllZWXp353mQ0qSJOSdEcSl1/abmnayPylRyy6htj6B0DGAVFWRFmf2HTMK2sIW3FjYD/wdnkGcn0G4R8bbdHTyhWYrQXn+PoRfDCKVjgPZOy/uhJJoQdtrQgyuIsVmgdmc7yNT0q6Z16ME357D0CqAWSMaU4ktL8PS0qm3LZaVIXd3E1MUdsbHUc4g9KQw1NZi6uhgz+/H43bD2tqhv0tmM9b+frZ3dtiZn8d/yrBX2WKm87FBBtuCtApjwLLunskDCiLTQjdD/gqGJ/zMjkygKoeDnA1mMzW9vWAysTo/z9QZHVhlra1ITU3MrK9zbWbmTK/x86C3v58Xv/pVPvaJTxTNSfNphZqDHBey6/P5WF5eZnR0FKvVmnbbZOMeOcmtUkzEYjFsNltW9xEEAbvdjt1up62tDUVR8Pv9eDwepqam8jZWdhHcIpmMaImiSHl5ebqyPZFI4PP5WFtbY3x8nJKSkrRbyWKxZPW4L8Ix0rk9xfHOqnNP09LScuGbn243fhSLxUgmk2iaRiQSYWpq6pD7xWazHXLE5Fo9F9CQvT9HXv57xKW/R9y7NbjyTiiOHrS2JxDa+5EqnYjsV2Ung1G0kRUYWkB0TSONuhF2Tllzq6OjcwvKEx1on6lBah3Ni3tGTTag7rUhBDeQojMcdQmcF7e4ZiJJ5GaNZAyisRjhMzYrSfX1iK2tREIhAuPjaNfOfizlykpMly4R2d3FOz4OR0ZSBFnGNjiIIst4R0bYOYPDoua+HvoGrfRbxyjhdPkmOrdnOVHBePISw0sKY+9MsXfMhQxnczP25mZCe3ssjI+z+dbZ2tTKOjoQ6+uZWl3l2twcLCycaXvnwZX3vIfPPf88z37604Veyi3kQqg5itFopK6ujrq6OjRNIxQK4fF4GB4eRlGUjCvAi6nx6STi8fiZR4okSaKqqoqqqirg3Rrrg2NlKeHhNMcjmUzmxaWTDyKRSNYuM4PBQG1tLbW1tQCEw2G8Xi/T09OEw2HsdnvGx08Xai4+ulCjU3BaWlqKsvUpH+NHb7/9Nn19ffn/kFFiyJs/QV7+e6SVHyDGsm8NUcr70VofR+zsR3KWoaqgLm+T+JkLYWgGYXgSaXoKQUnm4QHo6Ny7aGWlKL93H8KTO0glE+Ta2aIma0iG2kn61jFrC4gUZqxib6sB39v7WTPBN2eQW1QEO8QUkejq6pnHPeTOTqitZW9zk9D09C0ul1Nts7ycku5uIsEg/rExtCPOGA2w9/eDzYbP7SZwBreOsdxJ63uaeLB5i0bj6cKFdU4mIpgZVbpxbZoZGlpic2EJeOPQbWSjkereXmSrlfXlZWYXF8/30s7lAAAgAElEQVTsdHFeuoRWU8Pk8jLXZmdhtnDOtUwRBIGHH32U57/0JS719OBwOAq9pGPJd1ivIAjYbDZsNhvt7e1ZVYDH4/Giz7uJxWI5F5OO1ljv7u6mg3VVVU2P+Tgcjoyeu2g0eiHyaWB/ralcn9NiNptpbm6mubkZVVUJBALpNilVVdNCocPhuOXcQhdqLj66UKNTcJqbm8/VUXNc+9F5jR8ZjUZisVheU94B5LX/hunNLyNGPVndT6m4gtb2fsSOPiixwOgGyt+MoA5PIY6MIXvO1nqio6NzMsovdqL922qk5lFkIbeuCTVZgRq+jBAKIIbHMLLJeV/bVRJG/OPvumaSwQiGDg0lIRJVVdSRs9WJa6KIsa8P1W4nsLBAdGYGZmbOvG6prIzS3l6i4TD+0dFbxBkAS1cXcnU1/tlZ1kZHT70vwSDT/HA/g90al4wjSJyuulnnVlRgXujCtVuLazrA1JCbZPxWIc1WW4u1qYlAKMTG/DxbZ3RzATgvX0atrmZicZFrU1MwNXXmbZ4Hsizz67/5m7x89SotbW14PB4WFhbY2tpie3ubqqoqysvL79kcDVmWqa6uprq6GuCWkFin00lVVRVOp/NCjD7l2/UjCAIOhwOHw0FHRwfJZBKfz8f6+jputzs95pMSuo4TGmKxWFE3Ph0k1+1Uoiimj19nZ2daKNza2mJycvLc2st0zg9dqNEpOLkSajIdPzqu/Sjf40cpTCYT8Xg870JNsulXSdY8jmnojzHM/u8I2vEZMRoCatV70Nreh2bvgEkv/Lc5NNf/hjjpRojnvqVKR0fnXTSHed8984QfqWQSOLuwkN62YkcJ9yGEwoh7o8icLhflLBx0zQSuTWJoTiA6ISYYiG4twtbp67MBhNLS/TBgSSIwNUXijGJPCtFux9zbSzQWY3t0FP8bb9xyG0NdHVJDA6H1dTamp2F6+tT7K7/UQf/DtfTb3Vj1YOCcsS1WMhTtwrWsMXpjll3PzcryA4iSRFV3NwmjkXAgwOLs7C1jbKehvLeXZEUF43NzXDtD61MhMJvNfOozn+GFl1+mqaUl/fuWlhaCwSD19fUoipLOITGZTFRWVlJVVZX37zcnoWmFD2s6rgLc4/EwPT1NMpnEbrcTDAaL+iT6PNclyzI1NTXU1NQA7475TE5OEolEjm1DuiiNT5D/GvGjQmGqvWxubo69vT0ef/zxosmP0jkd+rOnU3DsdjuBQODYv2UzfiTL8iHxxWg0ZtR+dJ7kq6L7WIwOYg//ZxLtn6Lkza8gbbsA0AQRteIhVKkPvEaEny4i/i/fR1xfPp916ejooDx1Ce13KpAaR5CFW0WA06Kp1pviTAJxbwRZy922M0GJm25mzVj2XTPbQQxdCoomE5dkIjloVRLLy5EvXSKaSLA7Po56xpyQ9HYtFozd3UTjcXYmJtj++a2uJtHhQG5tJRoI4J+bO3VjE4CxzM7lx/sZbPLSwBQwqwcDn5G4YMSt9jDksTM8vsHyxAyaduvor7WykoquLmKKwuLkJO6x3NTOV/T1EXc6GZud5VoOXuvnjcPp5Lnnn+ffvfACFZWVx94mmUxiMpmwWCzpHJJwOIzH48HtdhOLxXA6nekT7PPKE1EUpaiyS45WWrvdbjRNS2e1pESIYqkALwah6+iYz87ODj6fj/n5+XT7VjweL9rRu6MoinKuQsnB9jJAF2nuAvRnUKcgxONxNjY2WF9fZ2Njg1gsxtWrV9na2sLj8eDz+fj4xz/OBz7wAQwGwyEBprS0FIfDkf7dRXojSo0+nSdq5YOEP/gTDFP/Bem//jPipAdxchQpkp9aXx0dnePRKqwovzeA8JgPyZS70QdNLUGJDCCEQAyNIGvn+//tva1GvG83s/16hMDPJzA0RRAqLcTlEiLbS5CL4N7GRoSWFsI7OwTcbjhGRDkNmskE7e0kBYHIzAza22/fum+rFWt/P9FIBO/oKNpZRmEEgcaHBhgYKKHb6MJQAJfT3caS0MqNQD3Dc1EmhiaIh1233kgQqOnupqSyEp/Hw/LkJEve7LPbjtuutauLgMnE7Ooq13Ik+Jw3dQ0NfPGll/idz30Oq9V629seV41sNptpaWmhpaUFRVEOOUnOy21T7GG9qqrS0NCAw+HIWwX4WSi2DJ2DbUgH27fW19fxeDxsbm6mx3wKXQt/HIUWvgp9YVonN1ycM1ydvPO9732PP/qjP8LtdnP9+nUefPDBY2/3D//wD7z88ssoisJzzz3HN77xjUN/f+mll/irv/orQqEQAH/3d3/H3/zN37C+vo7P5wP2BYuampp0kr7FYuHSpUs8/fTTNDY2Ul9ff2FmULPBZDKxt7d3/jsWJRLdz5Os+Cim/+n3kSK5uQKto6NzZ5RfuYz2bDlSw3DO3DOaZkCJDEJIRgqNIqtv3vlOOSLlmvFdt7DzL8skvDsYLydQRSOJUjORHI15yJcvQ2UlofV19ubmIEdZZoLRSEl/P4ok4R8dRXHfGtQrGI3YBwdJAp7R0WPdNdlga2yg99FWussmqZGHz7Ste52gUIYrfpmhNZmRoXn8awvAwi23Ky0ro6q7m6QosjQ1hfuY5/k0CKJIxcAAYauVkakpvBckb+Y4ui5f5sWvfIXffPbZjEWO44Sag0iSlD6BhnfHWfLttkkkEkV94e5gRs2dKsBtNlv6GJ7XmE8uGp/ySap9a3Nzk87OTgC8Xi9jY2PE43GcTicVFRWUl5cXxeug0CNaulBzd1D4V7JO0dDf388rr7zCF77whRNvoygKL7zwAj/60Y9obGzkoYce4umnn6a3txeAt956i+3tw+GHg4ODtLe3U1tbe2Lo3ObmJvfddx+PPPJIbh9UkXGuo0/HoFXVEf3m/0Hi6U9T8qdfQ1yZK9hadHTuZrRKG8oL/QiPepGMucmm0DQJNTqAFipFCo4hq7e6P/JF2jXzswjBaxNI9SGkWiuJUhvhvVXCb+ZAKJJlDD09xM1mQvPzxHOY6yEYDJgHB0lKEv7xcXaOa2MSRWwDA1Baind8nMAZR6rk0lI6HhtkoD1CqzhcsHati04SiSm6GfI6GZ70MTc6iaYeX3Ve2dmJuaaGne1tliYnWc2Bmwv2c2wqBgcJlZYyPDGB33WMa+cC8cBDD/HS177Gh59+OutMPlVVs7rP0XEWv9+frhs2Go1UVVVRWVmJxWLJ9mEcIh/V3Lnkdo6foxXgwWAQr9eLy+XKqgL8LOSj8SkfpHJfZFnGarXS2tqKoijs7Ozg9XqZnZ09JBbabLaCiBaRSKSgF5x1oebuQBdqdNL09PTc8TbXr1+ns7OT9vZ2AJ555hlee+01ent7URSFr3/963znO9/h1VdfTd+ntbX1jttNBQrrQs35oDzyS+z9Xz/H+H/+jxj/+j/rocE6OjlC+UgP2m+VIdW7kDm7e0bTBNRYP1rIihScRFLOJ2j2qGsmvuXH2F2LZighYbURzlGjklZaSqK1lbggEF9cRMtRGDAAsoxlYADFZNoXZ44ZawKwdncjlZfjm55mLQcn4NX9l+l/oIJ+6ygl5zyGdrewITZwI9TC8EKC8RuThAPHjxQZLRaqe3rQjEZWZmeZytHrEkA0GKgYGCBoMuGamGDnxo2cbLeQ/OJTT/Hy1as8/gu/cKbtnPYkUBTFQ26bSCSCx+NJh8emWpJO47YpdqEmmUxm9JgEQcBut2O327OuAD8Lxe6oSaGq6i2OGUmSDuUBRaPRdLZNMBgsiEMp30HCd0IXau4OdKFGJytWV1dpampK/9zY2Mi1m1es/uzP/oynn36aurq6rLfb0tLC7OxsztZZrEiSRDKZLPQy9jGVEP/8fyDxwU9Q8p++hnz9nwu9Ih2dC4lWa0f5vX7E920iGc4+XqFpoMZ70UIOxOAMUjKH4sVt2Nts2nfNvBEm8MYEcs0OUoOFpNVBdHmdSI5Ceykvh7Y24okEe5OTqDkaSQFAFDEPDKCZzfjdbnZPOLkubW3F2NDAztIS6xMTZ95taWUF3Y91M1i/To120wVU+GzOC0NEsOBKdjO8UcLw8DKbC0twggOpvLUVW0MDwVCIBbebjVy9LgHZZMI5MMCuLOMaHydwnPPqgiFJEr/667/Oy1evMnjlSqGXc4jS0tJDbpuD2TZGo/FQts2dTjyLXaiB0508H2z20TTtllEyh8NxanHrIIUe1cmETHNfSkpKaGhooKGh4ZBDaXh4mGQySXl5ORUVFTidzrwFUEej0YJm5+hCzd2BLtTcYzz11FNsHFM7+c1vfpOPfvSjp97u2toa3/ve9/jJT35yqvs3Nzef+r4XiWJ849SaO4n8z68h/+hvMH3rPyB6z15LqqNzL6A83Yv2jA2pbjgn1ddK7DLaXiVicA4pkf/GmETUwM5E303XzBLxDS/G7kq0khIUp5PIwgIsLORkX3JLC0JTE2Gfj8DEBPj9OdkugCYIWPr70Ww2ticn2T3BFWOqraW0o4Pg1hZb09NnfmyCJNHy3vsY6BXokl3I/EwXZzJEBWaFywxtV+Oa2mFmeAIlcbzjSTaZqO7tRTSbWV9cZCaHr0sA0WSipKODoNHI2MwMoRwKP4XEZDLxzG//Nl/66ldp7+jIyTbzGZB6tCUpEokcqmpOZdtUVFQce3KdSCSKMlQWcnfcBEG4bQW4wWBIO0eyrQCPx+PYbLacrDNfnEaMO86hlDpmU1NTaUEwNX6Xq+/p0WiUsrKynGxL595FF2ruMX784x+f6f4NDQ0sL79b47yyskJDQwM3btxgZmYmHfAVDofp7OxkJkMLcktLCys5CoosdmRZvmMYXyFI/pvfIPnoL2P6X/8HDH/7XxBUtdBL0tEpOrQ6O8oL/YgPryMZzi6mKPE2tL16xOASUnzy/2fvzaMby8tz3WfvrcmWLMmDPJfneaoquoseoDmBdGjC1IEQ0oEQ0hNceoAewjm5wA0sVriHISS5LEJIQqCz1j2d5pBDr77rpm8TIAkNXd1VXdXlWZ7nWZIt2ZqHve8fLgnb5UG2NdmlZy0vl13S/n2SZWv/3v1+3wskZibLXriXzrDyegWrFz24Lw0jFCyjlJYS1uQSiUTwJai9QwE0ra3IhYW4Z2fxTk/D9HRCjh09vr69Hcxm1kZGWN+jZUplMmFoa8O3sYF9YAB2uVBxWPLra2i/rYJO8zB5ysl3XKQKu1BMj6+OnlmF/mujbDj2fr2bKiow19Tg8fmYslpZSXDbkaTToWtowCmKWEdHExIbnynkGY388cMP86nHH6ektDShx05lBHZOTg5nzpzhzJkzMUHCbrczNja26+Y6FAphNBpTUtthSdY5305xy+/3x+a0HDYC/CQ4ahJRo0qlwmKxxKLlo4Lg6OgoXq8Xo9EYe86OM7Mn2/qUJRFk1k4xS8Zz4cIFRkdHmZycpKKigueee45nn32W9vb2bU4dg8EQt0gDUFZWtqvT5zSi0WgIBoMZJ9QAoDcSePobhN7zEXRfewLJevJ78rNkSQThD7bDhw1IJT3Hds/IoTPInirEjUWkwAQwmZgidyEY0LBwtRbbRQ3eyysoK0sodbmg1xM0mWFxcfMjEWg0qNvaiOTm4hodJZjIlqbr5LS2IhQU4BwfZ3GPKGQxJ4e8zk5C4TC2vj7WXj3+rCC1wUDTXZ10VTs5I1iBqax75gACaBmQW+hZyaN3YJG5kXFgZdfbiioVJa2tqEwmlufnmZychPnEDl/W5OVhbGvDHonwxsAA/v7+hB4/3RSXlPDJxx7jgU98AmOSruSnq71oL7dNdHNtNpvxer2xzXemsTXxKZnodDoqKyuprKzcMwLcYrFgNBpv2Minqsbj4Pf7Ey4mbRUEFUWJPWczMzMoihJ73ZnN5kMNck6nUCMIQlaoOSVk4E4xS7p4/vnnefzxx7HZbLznPe/h3Llz/OQnP2FhYYGHHnqIF198EZVKxbe//W3uueceIpEIDzzwAO3t7cdeW5Ik5JvEwREdKJzIIXCJRm45j/cf/wP1j/8R7Xe/jOB2pbukLFlSjlxpRn6kHfHCPCrV7qJA3McKlyN7ahE2VpD8o4jMHnynI+KcL8f2egWu1wJ4Xx9GNLtQ19WhKtXgXdtATlCSEoBgNG4mNckyLquVcHfihx3nNDcjWCy4JiZw7SX+SBLGri5ktRpbfz+uy7unAh0KQaD8TR10dObSltOLJgHDoU87U9TSvVFB75ib4Z5hgr69hzMbLBby6+vxBYPMjIxgT+Qg6etojEZMbW0sh0Jc7u8nkKAUqEyipq6Ox558kj/42MeSvjHMFDfwbm6bwcFBrFbrttk2iWxlOQ7pEEH2igCfnp5mfX39hgG7J0GoCQQCSX2NC4KA2WzGbDbT0NBAKBRidXWVxcVFrFbroQY5K4qStISuLDcPwgF9k9nrRVlSxl133cUPf/jDjO+RPS4zMzNoNBpKE2xJThaCYwXttz6H+if/M92lZMmSEiK/14nyoRyk4h4Ejp6IJoeLkb2NCBuriL4hhCS9pYaDOlYHW1m9lIvz5Rn8swtoW1sRTCYCi4v4JyYSup5UWopYV4ff48E1OIgSCiX0+AC6hgakkhJcMzN4ZncXtRTA2N6OYDJhHxoikKC5N/qyElrvrOdsyQyFys3RkntU1oV8uoNNdM+J9PdMsLa4vPeNBQFzbS2C0YjT4cAxN7c5OTvB6MxmDK2tLPv99A4MEAwGE75GJtDa3s59H/sYZ2+5hZycnFg7RzIvAq2trbG4uEhbW1vS1jgqr7/+OmfPnkWWZex2OzabLea2iQ7bTZfItLKygsvlorGxMS3r72TrgF273b7Z9urzce7cuUM7R1LJ+Pg4er0+LefPWwc52+12/H7/ttayra8tWZa5dOkSd9xxR8rrhE2RLtMHa2fZxp5qcvpl8SxZrlNVVcX8/DwtLS3pLiWpRFufTgpKYTHeL/49vOs+cr/5WdRzpz+dK8vNh1xdgPypVsRb5pBUR7+yL0fyCW00IWysow4Mo9qj1eO4eJY2E5pWL3rYeG0IMW8OdX09sqWUsMNJIMFtHaq6OoSyMjw2GxsjIwmZ9bITbW0tqooK1mdnWd4nZlnf0ICqpITV8XEW9mh/OiySVkvtnV10NoSoV/Ugspy9VLULIVRYI028YTPRa7UxNzKBIu/tUtHk5WGurycsCCxOTjKRYNEwSk5BAfqWFha9Xq729xNOQLtbpvLWt72Nz3z2s7zjt34r9r1ozHU0CWhrzHUiN92Z4qjZjWhbliAI29p/nE4nNpuN8fFxVCpVWtw2meZW2TlgNxQKcfHixSM5R1KJ3++Ptb+lmt0GOTudTux2OxMTE7Ho+eg8oOx8miyJIDP/2ma5KamqqmJmZubUCzVarZaNjY10lwFsqv6BQIBgMEgwGCQQCGz7OhgMoigKgiCgybWg/eI/Uflv/0zJC99DDB7daZAlSyagCCDf14XyQS1S0fXUniMQCupxO2qRPAEMygRaIfHtFTe4Zqbn0LYYEAoK4MwZPGNjYLMlbD1FENC0tSGbzWzMzOCbmIAkbLK1VVWoqqrYWFhgZWICJnef16OrqEBbU8P6wgJL+4g4h6WotZGOC8V0GAbIVV5PyDFPG1OhEl5zFNM3HWJyaJqQd//Bu5amJnKLi1ldXWV2aIilJLTDAeQWFZHT3MzCxgZXBgaIXDx+8lqmIggCv/2+9/GZP/kTbn3zm2/4/60x15FIhNXVVWw2G8PDwzG3TVFR0bFTkTJZqIEbN6iiKFJQUEBBQQHw62G7W2fb7OaISDTBYDBjE6lg0y2Sm5tLe3v7rhHg0cSt40aAH5dMGni887UVbS2bnZ1ldXUVQRCYm5ujqKgo5aJNVqg5PWTuX9ssNx03S/JTdEZNMolEInsKMIFAgHA4HOuf1Wg0aLXa2GeTyRT7WqPR3PgHv7ML732fQPcXf4Lq1Z8m9XFkyZIM5Noi5EeaEc/PIEm9RztGJJeguxXJE0HlGyRfue5gSeD5kXuxCscbZ37tmsmZQtXUhFJcRsTlZj3Bw3oFrRZ1ezshjYaN0VGCCXKr7ERTUYGmtpaN5eXNmOyZmd1vV1RETmMjnrU1bENDCRsuq80303pXO12VK5Qqo8Bo1j2zhQ1FzzV/PT2LWgYHF7DPzgN7tzRp8/KwtLQgq1TMjY8zPDICIyNJqU1fUoKuoYFZl4vXBweRXzmauHpSUKvVfOi++3j86adpjvMiliRJ21JtPB4PNpuN/v5+wuEwBQUFWCyWI7W4ZLpQcxA7h+1udURE3TZHibY+iFAolNFRzVsFkJ3OkUgkEkvcOm4EeCLrzDQ0Gg1lZWWUlZUxNzeHx+MhFArR399PMBhMqdiVFWpODyf3r22WU0d1dTX//u//nu4yko5GozmSUKMoyjYBZrfP4XAY2DxR2ynA5Obmxr6O2oOPilJRi++v/heqf38B7V/9N0TbwpGPlSVLKlAE8P5uC5H3SxgqhlGJh9/gKbKWiK8LwQ2iux+dcjWhNYYDOdddMzrWfjlDYGoGbXMOYlERQk0NnpERSPAwVNFkQtXSQiASwTk4SOSN5MRNq0tL0dTV4bbbsY2M7Cm6qAwG9O3tBPx+7P39KAlqYRFEkarbz9LRpqZJ041aeSUrzlwngsAYzXSvFdE74mS8d4hIeH8Bs6Cujrzyclzr68xYrSy+njw3kqGsDG1dHdNra1y2WlGW95mDc0rQ6/X85rvexZ9/7WtUVFYe+1h6vZ6amhrC4fC24ah6vT7mtolnAxwOhzNyoxx1/h6Gvdw24+PjeDweTCYTFoslIW6bYDCY0TND9mvNkiQpJszA8SLAj8tJGdAbCAQwmUyUlpZSW1u7p9hVWFhIXl5eVljJsidZoSZLxlBVVXVTOGpUKhWRSCT2taIohMPhfQWY6O1VKtUNAozBYIh9rVKpUvoHP/yOewnf/pto//4rqH/0XYQtjytLlkwgVFtA8KE6NBfm0auHDn1/RVEj+zpR3Gok9wAqObEb0phr5hUPG5eGEDRjqJubobSSiNvP+vAwJDClCUCqqECsrsaxvEx4agolSUk4KosF7XVHjH1oaM+5NoJGg6mri5AgbMZpJ7AeU/UZ2u+spjN/DJNybfObWYEGm1BKt6+WnukI/ddG8Kzt/7uhzsmhpK0NRatlYWqKsSS1wkUxVFSgra1l0m7n0tBQ4iLkM5zCoiIe/tSn+OOHH2ZicvLYIs1OVCoVxcXFFBcXoygKbrcbm81Gd3d3LIrYYrFgMpl2PZcIh8Po9fqE1pQIQqHQscWU3aKtbTYbExMTMbHCYrEcyUWSaTNqdnIYp8pBEeBRUWe3CPDjcED4TUaxc5bObmKXw+FgcnKSjY0NjEZjTLhJhBCaFX5OD1mhJkvGcObMmVMl1CiKQigU2lV48fl8XLlyJRZJrlartwkwOp0Oo9G4TYDJWHINBJ7474Te8xF0X38SqS8BsbhZshwDRRKQP3oW7lWhKuhGzZXD3V8Rkf2dKO5cJPcgUiRxLpOdrpng1AzqejVSaSlCQwO+oSG8SXAnqBsbUUpK8Cwt4R4bS1gb0Q3rFBWhbWrCu76OY2Bg77k5goCxsxP0emwDA6xfOdzPaN8a9Lk0vLWLrjoPZ+jbjEI/Oef4SSEg6OiPtNK9rKe3f56FsUlg/4HQ5jNnMFVV4fZ6mbZaWb6aWAfZTozX5xVNrKxwaR/X1WmkorKSTzz2GB/9oz9CbzAQDodT0h6Rl5dHXl5ebKBsdMZGf38/RqMx5raJOiWiA3szjUTXtTXaGjaFjJ1um+jGO57zs5Mg1BylvsNGgB+3xkx0c+2G3+/fdy6NTqejoqKCiooKFEVhfX0du91OT08PkUiEgoICioqKyM/PP5KDKCvUnB6y8dxZMorz58/z8ssvp7uMfZFleU8BJjoTRpZlBEG4QYDRarVotVpGRkbo7OxM61T4pKAoqF/4J7Tf+SLC+lq6q8lykyE3lSB/qgGxaxJRPFw7nqIIRALt4DYibgwjRhwJq2tjsZrVq5Wbs2YuDYEkoWlpAa0W78QEoSQkKCFJqNvbkQ0G1qem8C8krz1RVVBATksLPo+H1f5+lH2cdYaWFqTCQhyjo/hWEpuIVXaunY5zRtpy+9Aq7oQe+yQyTj2v2wq4NuJi2jpJ5IAYdUmtpqStDclgYGlujuXp6aTXaKypQaqsZGxpibEEDYg+STQ0NfHxhx7iHe98Z8xZG3XRFhQU0NDQgCiKSJKU0paP6ObRZrNht9tjTgmn00ljYyNGozFltcSD0+lkfn6e9vb2pK+11UVit9u3uSX2amO5ePEid955Z9JrOyrDw8MUFhbGHB+JYLcI8OPMR3K5XMzOztLR0ZGwGpPFxYsXueOOO44kmETbE+12O06nE61WG/vZxJNUJghCRouCWXZlzx9qVqjJklHccsst/PznP0/LVPlDJSBdH7S7U4CJfv+gN6CBgQFqamoy0kKcCIQ1O9pv/x+o//V/pLuULKccRS0if+wsyntFpPxuBA7Xfhfxt6B4CxHXxxDDiZl9EQ7ksDrQiuOSDucvpwlOz6OqrkZVWUnI7cZrtaIEgwlZaytCbi6q1lZCksT6yAghpzPha0SRTCZy2toI+Hw4+vtRrs/H2o2cmhq0lZU4Z2bY2GNw8FHJLbbQelczZ0vmKFKmEnrsk4ZLKOBaoJGeOZH+7nGcywcLYXmlpeTX1eEPBpmyWvF7PEmv01RXh1Bezsj8PJN7pHyddto6OviDj3+ct999NzqdLnYOEf0QRRFZlpFlGUVRYuceUdEm+u9UEQwGsdvtDA8Po1KpYvHfyU5Lihebzcba2hpNTU0pXzvqtrHZbLjd7m2zbaIun0wXanp7e6mpqUmqABcVIGw2G06n89AR4CsrK7hcLhobG5NWY6JI5M/b6/XicDiw2+14vd6Ym2uvmUCiKGak6y3LvmSFmiwng/e973184xvfoKKiImHHPE4C0jtPvs4AACAASURBVNbPuyYgHZGxsbFtQ+xOK1L3RbRffxJpIrHpNFmyyG2lyJ9sQOwYQxQP50iJBBpRPMWIG1OIocS0V8RcM6+42bg0hCIIaFtaIDcX38wMwSS1dYoFBYiNjQSCQdatVmS/PynrAIh5eeS2txMMhXD09iLv49DQlpSQ29jIxsoKawlOABLVamrvPEdns0y91I10SHHutBBCjVVppdtupHdwhRnr6IFzHARRpKS1FclkYmluDluChbO9MF9vvRuZm2Nqaiola2Yid99zD59++mluf8tbDnW/aJv0VuFmq9MmVaLN5cuXOXv2LF6vF5vNhsPhiKUlWSyWuK74J4PFxUX8fj+1tbUpX3sriqLEZts4HA4EQaCwsJClpSXe8pa3ZGxLypUrV+js7ExZa9HWCHC73R5XBPjM9b9VVVVVKanxqITDYa5evcptt92W8GNvdXOtrq7G5koVFRVhMplifxMyQTzNciiyQk2Wk8Gjjz7KBz7wgQP/wB03AWnr5+MmIB2F2dlZVCoVZWVlKV03LYRDaJ79Nprvfw3B7013NVlOMIpaJPLH5xHeIyOaehCQ475vJFSD4q5A3JhDDB6/pWNX10xFBarqasJeL56hIZQkiSaqM2cQqqrwOp2bEd1y/M/DodHpUDc3o4gia4ODyPsk1qlMJvLa2/FubOAYGEBJcF2FTfW0v7mUTqMVvbKa0GOfFOaEarrdZ+iZ8DLUPYzffbADJreggKKmJoKyzPTwMB6XKwWVQn5zMxGLhaHpaWZnZ1OyZiYiSRL3/u7v8vhTT9He2ZmQY6bLbbNbS0c0Bchms+H1emNum1TEEEeZmZlBEATOnDmTkvXiJRAIsLS0xMTEBBqNJjb3JxUJSYfh4sWL3H777WlLVNqairS6uhpLRdoq/o2OjmIymSguLk5LjfHidrsZHx/n7NmzSV8rOlfKbrfjcrnIzc2lsbFx2yDjLCeCrFCT5WTw1a9+FYPBQHt7O/Pz8ywsLCDLMr/1W78VVwLS1s+pTkA6DMvLy/h8PmpqatJdSsoQFmfQ/uV/Rf3LF9NdSpYThtxRjvzJWsS2MUQx/vYkOVSJ7KlB3FhEDIwfu46NxRocVypYu3jdNSPLaNvaUPR6AnNzBJLkTlAATXMzisWCe2EBTxLTdgDEnBxyOzsJKQqOvj4i+whOUk4OeV1dBMNhbH19yAlu6dIYjTS/rYPOSjuVQmKdOScBt2CkJ9RMz4KGvt4p7LPxOcCKW1rQFRWxarczOzycssSUgtZWwoWFDE5OMn8TDQPejZycHO772Md45DOfoTqJ7/W7uW22Om0Sufk+qKVDlmXW1taw2Wysrq6i1WpjG+542luOyvj4OHq9ntLS0qStcVQ2NjaYnJyks7PzBrdN9LlJd0TzK6+8wlsO6fJKJjvFP5PJhNfrpb6+PuNFiOhrv7m5OaXrRl1KGo0Gg8GQ0rWzHJusUJPlcPzoRz/iS1/6ElarlcuXL3PrrbfueruXXnqJz3zmM0QiER566CH+9E//FNj8g/GFL3yBH/3oR0iSxKc+9SkeeeQRBgYGWFhYYHFxcdvHwsICgUAg1rdaVVVFcXExpaWlNDY28s53vvNkJCDFidPpZGVlJS391OlGevlFdH/5WcSlm/cKa5aDUdQSkQfPI/x2GNHYG7d7Rg6XInvqETZsSP7jbezDgVwc/S2sXtLhfHmK4OwCUkkJqro6woEAvuFh5GTN9FCp0LS3EzEYcI2NEVhOzPycvRA0GvRdXYQlCUdfH2HvPu43UURqaACtFvf4+P63PVIxAkWdjbS2qDlfMIpOSPw8n0wlgsgIzfSsFtEz7GCibxh5n+HMUXRGI5aWFiKiyMzoKOuOxA3DPoiC9naCZjMDExMs3SQx2vthMpu5/+GHefiRR7Ck4er/Xm6b6LnTcYSbw87eiLZIRdtbosNkj5pmsxdDQ0Mxp0qm4XA4sNlstLS0bPt+dO6PzWaLRTTvTNlKBYqi8Oqrr2bsDJ1ou09vby9qtXrb8OZER4AngtnZWRRFSVuLllqtTpszKsuR2fNFfPJ3vFmSQkdHBz/+8Y/55Cc/uedtIpEIjz76KD/96U+prKzkwoULvP/976etrY1nnnmG2dlZhoaGEEWRlZUV/H4/f/3Xf015eTllZWW0tLTw9re/nbKyMkpLS8nJyeHixYs888wzfPOb30zho009Wq2WwD4tBKeZyNvejefNv4Hme19F89zfIIT3TyLJcnMhn61A/kQNYusIKiG+yGY5XITsbULYcCL6rKgOiB3ej435amxXKnBedON+fRg53LM5a+ZMDah1m26WJIkmgsGAuq2NkCDgtFoJ9/QkZZ3Yemo1uV1dRNRqVgcGcO4Tka0AxvZ2RLMZu9XKRoLnzgDklpbQcns150tnKbyJ3DMrQhnXvLX0TIUY7B7B44xvpldhfT2GsjKcTiczQ0MsXL6c5EqvIwjo6uoIGI2Mzc1xaWAgNetmOKVlZXzyscf4+IMPYsjLS1sdW100UcEmGpaQ6oHEubm5VFdXU11dTSQSYXV1leXlZYaGhsjNzY05So6bgJmpseGwd20ajYby8nLKy8tjs23sdjvT09Mxt00qxIhMfu7g1xHgarWaO+64g1AoFHueEh0Bngj8fj8mkylt62eacJXleGSFmiy70traeuBtLl++TENDA3V1dQDcd999vPDCC7S1tfG3f/u3PPvss7GTgGhP6Q9+8IN9j1ldXc1ckoZuZhIajeamFWoA0OUSfOzLhN/9B2i//iSq7ovprihLGpE1EvLDb0K4J4iY14uKg1sm5IgZ2duKsOFB9Paj4mivobA/F3t/C6uXtbh+OU1wZhqxyIOmoQFVVxfe4WECSdyIShYLUmMjfp8P18AAcrI325KEvrMTOScHx+AgzqtX9725vr4edVkZqxMTLCTheZB0OhruOktnvZ8aoQeR5DqHMgGfkEt/pIXuxRz6+udZnJgCDnaiqHNzKWltRdHpmB8fZ3R8HMaP39IXD4IoUtDRgc9goG9kBHuK1j0J1Dc28ugTT/Dhj3wk42Jxo+dgkiRta5EKhUKxgcTxxn/LsnysTaAkSVgsFiwWC4qi4PF4sNls9PX1EQ6HKSwsxGKxxIaiHoZMFhuCweCBrwtBEDCbzZjNZhoaGmJum6gYsXW2TaJfY4FAIONet3sRTV3dKnBFI8B7enqIRCKx4bpHiQBPBH6/n5KSkpSvm+V0khVqshyZ+fn5bYPbKisruXTpErDZL/zDH/6Q559/HovFwre+9a24IvVKS0tZTrLFPxPYetJ0MyPXteL72/8P1b8+i/bbX0B0ps6unyX9yG86Q+ThKpS6fjSa1w+8vSLnEfG0gTuA5OlHxatHWte9UIP9agVrFz1sXLIiB6+hbWlBqqpDzMnDOzKC124/0rHjQVVTg1BZidfhwDE0BDZb0tYCQBTRd3ai6PU4rFZc3d373lxTWop05gzu5WWWkiQGlHS20H5LIe25feQolxJ+/ExCBiaFRrqdJfSMrjPaM0Q4+EZc982vrsZYWcmG282U1cryAcJaIhFVKgo6OnDn5tI7NMRab2/K1j4JnHvTm3j8qad4z733nohWg2iNW902siwTiUQIh8MHum3C4XDCWs8FQcBgMGAwGKitrSUcDuNwOJifn2dgYACDwUBxcTFFRUVxiQiZLtTkHdJhtVOMWF9fx2azxZKPoqJWItw2wWAwI5wo+7GXSCgIAkajEaPRSF1dXex1tLi4iNVqPXQEeCLw+/3HdogdFUEQso6aU0ZWqLmJufvuu1laurFF4Ctf+Qr33nvvsY4dCATQ6XRcuXKFH//4xzzwwAP88pe/PPB+N5uAEe0fv6kRBMLv/Sjhu34b7Xe+hPr/+SeEFA2+zJJ6lBw1kYfOI7zTj2joQ83+s4oUOZewtx02Iqi8A6iOsKnfnDXTxtplLWsvTxGcmULKd6FuakJ97hze0dHN9KQkoQCatjaUggI25ubwTk1BkiOKFUFA39EBeXmsDg/jOqCNSjCZUNXUEHC7cYyPwy7vDcdFZTJSf1s9F2rXKBeHrhea8GUygjWxiG5/A90zCgPd47hso8DogfdTabWUtLYi6PUszc4yPj0N08dPKYsXUa2moLOTdY2GHquV9QNEvZuRu37jN/j000/zX97xjnSXcix2tkhFP29122wdSpxMMUSlUlFSUkJJSUnMJWGz2bh27RqKosRapPYSJiKRSMoSpg5LPI6a/RAEAZPJhMlkirltHA7HNrdNVIw4yjqBQCDjhZp4a9z5OopGgFut1rgiwBNBOkXDm34/cQrJCjU3MT/72c+Odf+KioptkZtzc3NUVFQAm+6aD37wgwB84AMf4P7774/7uHl5ebE3n9OMWq0mFAqdGMtp0jEVEPjfv0XoPR9F9/Unkcb6011RlgQSuVCF/GAFUuMwKnH/9h5F1hLxdYBbRHL3o1YOdtvsxL1Qi+NqBauvbFx3zVxB29SEWFWLaDDhGRqCS0l0cmg0aDo6COt0rI+Osjo4mLy1rqMAUn09kbw8PNPTrPf17Xt7Sa8nr7OTQCCAva8POQkzcQRJouaOc3S0CjSqulFxLeFrZAJBQcOg3Er3Sh59g8vMDo+hKPG5soxlZZhra/EGAkxbraykWByRNBp0DQ2siSLDk5N434jP7XMzIYoi77n3Xj799NOcPX8+3eUknL3cNuFwODaUeH19HVEUkWU5qQ6irS6J+vr6G4QJk8m0a8R1pm5SE71x12g0lJWVUVZWFvu52O32baJWUVERJpMprufkuEJSKjiKS0UQBPR6PXq9PjYjKRoBPjo6umsE+HGJBvSk67WYqb8DWY5OVqjJcmQuXLjA6Ogok5OTVFRU8Nxzz/Hss88C8Du/8zv8x3/8B7W1tfziF784VLpRVVUV8/Pzp16o0Wq1J+INMtXIXbfhfeZl1P/zu2i/938ieN3pLinLEVH0GsIPnUW424fK0I/E3vHViqLCt95CaBX04QlUwuFaPLa5Zn4xSXB2EtHoQNPSguaWW/COjbE+MgJJGIIbRTQaUbW2EpRlnIODRFK04ZXq6hAKC3HPzBA4oE1J0GgwdnUREUVsfX04X3stKTWZ62rouL2SjvxhjHLq2nVSyYxQS/dGOT3jPoa6hwh64xO6REmipK0NtcnE8vw8U5OTkOK0JFGjQd/cjEuS6B8dxZMCIfEkotFo+PBHPsJjTz5JXUNDustJOIqiEAqFCAQCBAIB/H5/7N+BQIBgMBhz/mo0GkpLSwkGg9uiv5Pd9rVTmIhGXE9NTSEIAhaLhUgkkrEO5WSe521122wVtWZnZ+nv7ycvLy+WJLVXDYFAAL1en5T6EkUiXD9b06IAfD4fDoeD0dHRWAR4UVHRDQLgYUh3C14mvv6zHI9sPHeWXXn++ed5/PHHsdlsmM1mzp07x09+8hMWFhZ46KGHePHFFwF48cUXeeKJJ4hEIjzwwAN8/vOfBzbjpz/60Y8yMzODwWDgu9/9LmfPno1r7c997nO86U1v4p577kna48sExsfHMZvNGRknmSoURSEcDm87Kdz6maU5Gv7l2xT3HNw2lyVzkO+o2XTP1A0iCGt73k5RRORAJ7j1iBuDCBHnodbZWKjDcaWctYubrhklGERTV4dUXk7Q5cJrtaKEw8d9OPsilZYi1dfjc7txDQ6ihFKTYpbT2IhYUoJragrPQQPYBQFjZyfo9dgGBwm6XEmpSW0w0PS2LjqrnVRx+jb+G4KZ7mATPQsq+ronWV2IX1zRFxVR2NhIIBxmengY7/p6EivdHXVuLqaODlYVhZ6BAbyJjlU/RRjy8vijBx7gf3v8cUrLytJdzpGIRCI3CC9bPyLXY9/VajU6nQ6tVrvrx87NXzLjvw9LIBBgZWWFkZERdDodZrMZi8VCQUFBwubpHJeLFy9yxx13pHwTvbWFzG63oyjKtoHN0Xr6+vqorq7O6Iuj09PTSJJEZWVlUo4fjQC32+04HI4jp265XC5mZmbo7OxMSp0HoVKpMrYFMMu+7PkCywo1WTKOv/u7v8Pn8/Hggw+mu5SkMjc3hyiKlJeXp7uUhHOQABMIBGI98Wq1Gq1Wi0aj2fY5+m9JkpAu/hu6b/4J4vxUeh9Ylj1RDFrkT55D+E0PYs7ebWuKAnKgAzwmxI1hhHD8Q3sDHh3L3Q2sX9WzcXGW4OwCQm4u2tZWFK0W3+QkwRQ4E1R1dQjl5XhWVpISU70Xuvp6VOXluKancc/s7U6KYmhuRioqYnVsDG8Sh7SX39JJZ5eelpxetMrp2fyHkRihhW5HAT1WO5MDwyjxzlATBEpaWtAWFmJfWWF+dJQDzreSgiYvD2NbG/ZIhJ6BAfw+X8prOEkUWSx84tFHuf/hhzGZzekuZ1dkWd72XrrTDRO6LhZLkrSr8BIVZRKxodsa/71VtElV/DdsijX9/f2cP38ep9OJzWbD4XCgVqtjKVPpdIxcvHiRO++8M23rRwmFQjgcDmw2Gy6XK+a2mZubo6urK20DcONheHiYgoICLBZLStaLpm7Z7fZDRYAvLy+zvr4eV3hKMlCr1SdisHmWG8gKNVlODi+99BI/+9nP+OIXv5juUpLKysoKXq+XmpqadJcSN/EKMIIgoFKpdhVetgowh8LvQ/PMN9D8j28hhILJeYBZDo381jqU+8sQa/sRhL2dGpFAC3iKEDbGEEPxD6rdmK/DcbWctVc22Li86ZpRysoIFxUhhEJEJiZQgsl9PSiiiNTURNBgwDs3RygJg3b3Qldbi1RRwcb8PBuTkwfePqe6Gm1VFc7paTbiEHOOiqGslLa3NtJZPE2hnLx1Us2SWME1Tw09kwGs10YO5XzRmc1YmpsJA9MjI7jX9naTJRON0YixrY2VUIje/v5Nd2KWfamqqeGRz3yGj/zRH6Vtw7rz/XW3VqStbUi7iS9arRa1Wp2WFoitA4mjbpvDxH8fFbfbzfj4+A2ubZ/Ph91ux2az4fP5KCgoSPog2Z0oisKrr76aEULNVra6bSYmJjAYDDEhwmw2Z1wLTW9vL7W1tYdOz0oEWyPA7Xb7vhHgyXb+HIRGo8m4n12WuMgKNVlODoODg3z5y1/mH/7hH9JdSlJxuVwsLS3R3Nyc7lKO5YA5tgBzSMSpEbTfeArV1ZeTuk6WvVHydMifOofw9nVE3d4tLnKoHsVdhrAxhRg8oD3nOmG/Hkd/669nzcwtgFaLrq0NcnPxzcwQmN0/KSoRKBoN4bo6whoNgelpIklqF9oNbVUV6upqNhYXWR8bO/D2muJi9I2NuO12VoeHk1aXqNFQ/9ZzdDYGqRN7EE/BKYJP0NMTbqF3SUdv7yzLU4cTnUw1NWgKC3GurbEyNRW/4ybBaPPzyWtpYcnvp7e/P+aqyLI/bR0dPP7UU/zOhz6U1PcuWZb3FF/8fv+2NqS9WpC0Wu2Julq+V4tUot02a2trLC4u0tbWtm8tq6ur2Gw21tbW0Gq1MbdNTk5OQurYjXA4zNWrV7ntttuStsZxuXjxIhcuXMDhcGC323G5XOj1+thsm0xIhHr99dc5e/ZsRsx0jEaA2+12nE7ntgjw2dnZmIiTDrJCzYllzx9aZjRwZsmyhTNnzjB30MyFU4BGo0n6lc7jCDC5ubmYzeaUCTDxItc04fub/xfVSz9E+63PI66upLukmwb5NxpQPl6CWN2PJOw+hFYO1aB4KhE25hAD48D+w21hN9fMFVQVFahralEXl+KxWvFfS35akGAyoWppIRiJ4BocJDI0lPQ1o2gqKtDU1uJeWWFlZAQOcMOoTCby2tvxud3Y+/txrCTv96CotZGOCyV0GAbIVfZP7Mp0ZGCMZnqcxfSMOBnrHSISin/YsZSTg7muDlmtxjY3x2QKotb3IqegAH1LC4teL1f7+wm/+mpa6jiJ3P6Wt/Dpp57i7ne961jHURRl3zak4HW3nyiKN4guBoMh5oTJlHkqieSg+O+t0d/HEW3iGeAqiuK2QbIejwe73c7AwADBYDC2uc7Pz0+oGJbpyZ7Ri/VqtZrS0lJKS0tRFAW3243NZqOnp4dIJJJ2t026h/RuZbcIcJvNxuDgIE6nM+Z8S6VzCzYHCWdFmtNH1lGTJSM5f/48L798uh0TsizzxhtvcOuttx76vifJAZNUNpxov/tl1M9/HyFNV7JPO4o5F/lTZxH+ixNRa931NnK4AsVTi7CxjOgfPfCYUdfM6iUtzpevu2ZUKrRtbQhGI/65Ofwp2vyqKioQa2vxulysDw6iXL+ynQo0paVoGhrwOBw4rbs/t1sRdTqMXV2EZJmV3l7kJLZ8afPNtNzVTlfFCmUc/DPNZOxYuOqp4dpUGGvvJF7n4YZW59fUYKysZH19nWmrlXAa3Sq5RUXkNDezsLFB38BAzImR5WAEQeCed7+bx59+mgtxOBwOakOKvsdufW/dOZQ3e4V7dxLptpmfnycUCh25jTwSicRmtzidTnJzc2NukuO2wblcLmZnZ+no6DjWcZJFMBikp6eHCxcu7Hmb6GybdLptMmXOz0G8+uqr1NXVsba2xurqamxOUlFRUcIiwPdCFMWMEbOyHJqsoybLyUKSJMLh8Km8yhRFFMXYiV6U0+iASSp5ZgKf/UtC7/kouq89iTTcne6KTg3yOxpRPm5BrOpD4sYr9XKkBMXTgLCxiuizAvP7Hi/mmvnV+qZrJnQFqaQEVW0tUnEpvuFh/L29SXo021E1NCCUleFeXMQxNgbz+9eeSNQWC9qmJrxOJ7bBQTho3o0kYerqQtZqsfX347qcPEeLIIqcue0sne1qmjTdqJVXkrZWMvEpaq64q7myoGNoxMHq3CJgi/v+ap2O4rY2hJwcFqanGU+jawZAX1KCrqGBWZeL1wcHkV85mT+XdKFSqfjghz/M4089RXNrK7Is4/f790xE2jmMNyq+5OTkxN5jEzWM92Zlp9smKthEn/vDiDbHdVtIkkRxcTHFxcUoioLH48Fms9Hb23tsN0kyo7kTQTz1HeS22ZoklYzWvHA4fGJa/hRFiblt4NdzkhIZAb4XWUH4dJJ11GTJSN7//vfzta99LW0DuRLNXgLM7OwsZrP55nHAJJNIBPX/+ge0f/fnCJ7UR9+eBpQC/aZ75q5VRO2NbT9KpBDZ24Kw4ULwDiDs8xYR8hmw9zZhf02F65dTRBZXUEQRpbaWiMFAxOGAVLU4ShKa9nZCej2u8XFCSWwT2g11YSG6lha86+usDQwcOMdEAYzt7YhmM/ahIfwOR1LrM1Wfof3OGjrzRzEpqRuUnEjGIlW84SxlYNLHaP8oIZ//UPc3VVRgrqnB4/MxNThI0H+4+ycaQ1kZ2ro6ptfWGLRa05IYddLR6XT81rvfzbve+16KS0s3EwSvt9vslYQUbUPKbnrSx063jSiKsYACuDH+e3R0FJPJRHFxccJrCYfDsYHEW5OSioqK4hJgFhYWCAaDGRsa4XA4WFlZobW19Uj3j85riT4/er0+Jmwlaii3x+NhdHSUc+fOJeR4yeKgwdGJigDfC0mSTvXF7VNOdphwlpPFY489xr333svtt9+e7lL25bgtSNPT0zQ3N6PX67MCTAKQZRnBvoTuW59D87Mfp7ucE0Pknmb4w0LEyh4EPNv+T4mYkH1tsOFF9PQjsHerhX28goWLhaxf8hDpm4ZwGMxmhJoaFEEgOD6OfIgUneMg5Oaibm8nJEm4rFZCKRwGDKDKz0fX2orf42G1vz+ulqrcujo05eWsTU7iTrLLR5WbS+NdXXTWeqgS+jgZ1yt/zbqQT3ewie45kf6eCdYWDxc/LqhUGGtq0JhMrNlsrCQxISteDNfnFE3Z7VhTOB/ptGE0Gvnd++7jD++/n5LSUjQaDZFIBKfTyerqamyDZLFYyM3NzYoyGUw88d+Dg4OUlZWRn5+f1Fq2JiXZ7XaAAzfaU1NTqNVqKioqklrbUVlYWMDv91NXV3fsY0XdNtF0pHA4vGc60mFYXV1leXn5yGJSqvD7/QwMDHDLLbfEdfvdIsAtFguFhYVHailTqVTZfcTJJSvUZDlZfP3rX6eoqIjf+73fS8v6qZoBY7VaqaysTEvk4Eki+lxH/15FT9xgb7un+sp/kvuX/xVp9uBhtjcjSpEB+ZEuhLfYETUj2/5Pjujxu5pgI4AuNIJIeNdjBDy5rPQ0snZZi/uVGUILSyiCgLa5GbGoiKDdjnd4GFLkBhALC1E1NREIBHAODiKn2BUhGY3ktLcT8Ptx9PWhhHd/3raiKy8np64O1+IirvHkv1ZLz7XRec5EW24fWsWd9PUSRQgVw7TSbTPRO2RnanDk0AlLeSUl5NfX4w8GmR4awudO/+M3VlWhqqpifGWFkZGRg++QZU/KKyr41Kc/zR/efz96vX7P2wUCgdgGyefzkZ+fj8ViOdZmMkvy2Rn/LcsykUiE4eFhmpqaMBqNKa0nutG22WxsbGxgMpliG+1oW8vIyEjs9ZWJJFNI2pmOdNTZPwsLCwQCAWpraxNeYyJZW1tjYWGB9vb2Q9/3MBHge6FWq7N/v04uWaEmy8nihz/8IcPDwzz55JMJPW6mDeGdmJjAaDSmLcov3RxFgIlOto/+f/SNaefXAAQDqP7pm6if+QuEYHITtk4K/nc2EPlwHrraISTRF/t+JKzFs9aA6BXIDY0isvvztTG7OWtm9ZV13K9bUUIhRLMZTVMTsijiHR0lnORWna2oqqoQqqrwrq2xbrVCiodKSwYDOR0dBEMhHH19cQ341RQUoG9txeN04hgcTLqQlVtsofWuZrpK57DIU0ldK5EsiFVc2zhD71SAwTeG8B9SWBFEkZLWVjT5+diWl5kfzYyhyMaaGqTKSsaWlhiLI349y/40tbTw2BNP8Lv33XfouQ+RSIS1tbXYINnooNTCwsKMni1y2olEIrvGmO92nqbT6airq0OlUiUl/jseFEXB5XLFNF6/ngAAIABJREFU3DaSJGGxWHA6ndTW1mI2m1NWy2EYHh6moKAg6ULS1tk/UbdNdN2DhIjJyUm0Wi3l5eVJrfG4LC4u4vP5EuJO2k3kirq39oqTzw4uP9FkhZosJ4tXX32VH/zgB3zzm9+M6/aZJsDEy9zcHIIgZKwt9qjsJcDs9yayU4DZS5A5CsLsOJqvP4n02s+PfIyTTLhQj+/BRjRvW0Orn459X1HUyL4ucKsQ3X0IsveG+4Z8Blb7W1m9pMb5iwmCC5szTDSNjUglJQTX1vAMDUGK0mcUQNPSglJUhHthAc/ERErW3YqYm0tuZydBWWa1r49IHM4dSa8nr6ODQDCIva8POQ63zbFqVKupvfMsnU0y9aoepH1a1jIFj5BHb6iZnkUtfb3TrMwcfoZRbkEBRY2NBIHpoSE8KW552wtTXR1CeTkj8/NMTk6mu5xTwS0XLvD400/z2+99b0I2KFsHpe6cIZHsxJabhZ1x5jvFmGiceXSQ815zhHaep+102yQy/vso+P3+2BBZlUoVEyUKCgoyao5IX18f1dXVKXcjhcNhVldX40raGhoaiomnmUyyBKWoyBV12wSDQfLz8ykqKtoWAZ4Vak40WaEmy8liYWGBBx98kOeeew6bzcbs7Cyzs7N0dXUhSVLGCzDxYrPZcLvdGW/pjHIcAWbrvxMlwBwW6d/+BfVf/TdE+8kcmHpYIu9rhT8wI5b1ILApwiiKhBzoArcWcX0QQb5xZszGbD2Oq2XbXTN5eZsCiUqFd2KC0PLhZoIcC5UKTUcHEb0e19gYgVSufR1Rp0PT2oovHGZjZAQlcLBDS1CrMXV1EZYkbH19hH2+A+9zXAoa62i7UEqnaYg8VpO+3nGIIDBKMz1rFnqHVxnvGyZyBAGruLkZncXCqsPB3PDwDWl66cLc2IhSUsLI3BxTaUyNOm28/e67+fTTT/OWt70tqetkW6QOR7wumOh52VbhJfpvtVqdkM1mIuO/j8OlS5c4f/78NgFQo9FgsVhiM5LSydWrV2lvb0/Y4N+jsJfbpqioiPz8fHp7e2loaMBgMKStxniwWq2UlJRQUFCQ1HWiLkC73c7q6ioajYbS0lLq6+uTum6WpJIVarIcjR/96Ed86Utfwmq1cvnyZW699dZdb/fSSy/xmc98hkgkwkMPPcSf/umfAvDzn/+cz372s8iyjMFg4JlnnqGhoQFFUVhdXWVhYYHFxcVtn6P/Hhsbw2Qyxab5l5SU8OCDD1JWVpbxAky8rK+vs7CwQEtLS1rr2E2AOShlZC/xJR0CzKFwr6P+7pdR/cvfI6TIBZJKlFIj8qOdCLctIao3Z54oioAc7AS3AXF9CCGyfQMf8uWx2tey6Zp5+deuGXVdHarycoLr63itm4JNqhDy8lC3tRECnFYr4RQNId5Wg0ZDblcXEUnC0d9P2OOJ404Cxs5OMBiwDwwQSIGjQ9Lrqby1jjfVumjMSf9Q3P2wCaV0+2rpmY7Qf20Ez5rz0MfQGY1YWlqIiCKzY2O4rg/2zATym5uJWCwMTU8zOzub7nJODZIk8f4PfIDHnnqKzrNnU77+zdwitdUFs1uk+V4umK1CTDrjzLcKNtELS6kSbS5evMgdd9yxTXzy+XzYbDZsNhuBQCAmABYUFKT8vOnixYvcfvvtGXW+FnXb2O121tbW8Pv9NDQ0UFJSklZB6SCuXbtGc3NzysU3n8+Hz+ejrKwspetmSShZoSbL0bBarYiiyCc/+Un+4i/+YlehJhKJ0NTUxE9/+lMqKyu5cOEC//zP/0xbWxtNTU288MILtLa28p3vfIfLly/zzDPP8IUvfIHXXnuN8vJyysvLKSsru+HznXfeycsvv5yGR506AoEAQ0NDnE3SieduAszWz7txYgWYQyIMXUPz1SeQBq6ku5SEEPmddvj9PMTSHgR8KArIwXbwmBHWRxHD2yOpY66ZX7lwXxlCCYUQcnLQtrai6HT4pqYILiyk9DFIxcVIDQ34fT5cAwNxzXtJOCoV+q4uZK0Wx8AAoTgFIm1tLSGjEe/sLKHVFDhZBIHS8210debQpu9Ho6Q3Tnov/OTQH2mhZ0VPb/88C2NHa/sprKvDUF6Oy+Vi2mo9kvMmWeTW1eExGJhaWmIlxdHvpx2dTsfv/+Ef8ugTT1CTIc7T09QiFY8LRhCE2CyY3YSYRLlgUsVu8d9R4SbR5zcXL17cM64ZNp//qCixurpKTk5OrAVor1kkqawv3SiKwq9+9SvOnDkTa/uJDtnNz8/PqPPRV199ldtuuy0tNWWjuU88e/4Bzf5Us+xLPHF4ly9fpqGhITZA67777uOFF16gra0NQRBYv77Rcblcsd7NP//zPz/wuEajEZfLhclkOsYjyGzUanXsatRhOKoAs1VsOa0CTLwoLecJfP8/UP34H1F/50sIG4e/sp9ulAoz8iMdCG9eQFINABAJNoPHgrA+gRQaiN32RtfMODCOqqoK7ZvfTNjjwWO14nvjjZQ+BlVtLWJFBR6HA8fQEKRjoytJ6Ds7kXNyWB0cxBXnc5BbVYW2qgrn3Bz2FM0dyassp+0t9XQVTpCvXP/5ZtgllQmhnm5XGb2jG4z0DBEKXDv0MdS5uRS3tiLodMxNTDA6MQFpmEe0G4IgkN/eTtBkYmB8nKUMqes0YTSZ+OOHHuITjz5KcUlJusvZhiAI5OXlkZeXR11dXaxFanx8PNYile6N5H4uGL/fT+i6O3I3F4zJZEq7CyaZbJ1ZExVtIpEI4XA4oW6bg1zJQGzocHSYb7QFqL+/n1AoRGFhYdLa7eKpLxOQJImamhpqampibpvl5WWGhoZSLmztR1T0y5IlkWSFmizHZn5+njNnzsS+rqys5NKlSwB873vf493vfjc5OTkYjUZee+21uI9bVVXF/Pz8qRZqRFHc9ma5dbbC1vajrACTWGRZ/vWco7fdS7j5Vgq//9/J/9W/pru0uIh8qBN+LxexuBuJXyGH6og434qwPoMUHAaGAdiYbcB+pZS1iy7crw+hhF4HjQZtWxu62np8s7O4Z2ZgJnXtMoogoG1rQ87PZ2N2Fu/kJKRhuKoiCOg7O1EMBtaGhnB1d8d1P43FQm5TExs2G8sjIyl57iSdjvq3nqWrwUeN0IvIQkaJM06hkO5AAz2zAn3d47hWNkXAw5JfVYXxzBk2PB6mrVaWr15NfLFHRBAECjo68BuN9I2OYuvvT3dJp5LikhI+8eij3P/ww+SleMDpUdFqtVRUVFBRUbGtRWpkZCQpLVKHmQWz1QVjMplOrAsmWewUbaKfQ6FQbOO9dSjxYQiFQodOIdPr9ej1+m2ixOLiIoODgxgMhpgoodVqD3XcverLdBdGOBzeVqNKpaK4uJji4mIURcHr9WKz2RgYGCAYDMaGNqdaJD1oVmOyyf4un14y+zc0S0q4++67WVq6cbjqV77yFe69995jHfuv/uqvePHFF7ntttv4xje+wVNPPcX3vve9uO5bVVXF7OwsbW1tx6ohU9jqgtkqwAiCwNLS0g1vLLuJLVEhZuv3svyanYkSu/XSR5/zrUOntfkW1j/3NyjW+zF963NI0yPpfig3oJwpQH6kFeHWeSRVH3KoCtn5ZoSNecTABDBByJfHSt+F666ZcUILY8AYqrIydBcuEA4E8Fit+OMUJRKGRoO2o4OQTodrZITVgYGD75MEFEDf0QEmE2vDw6z39sZ1P8FgQFVbi9/nwzExgeOVV5Jb6HWKO1rouKWAdn0/OcqllKwZDyHUWJVWum1Geq0rzFhHUY5Qn0qjobitDUmvZ3F2lvEUi4YHIYgiBR0d+AwG+kZGsPf1pbukU0ttfT2PPvEEv//RjyZkE5ouJEmKtUFtbZHq6ekBiG20d2uRyrpg0svW8yz4tdsmHA4faSBxMBg8lji3U5TY+lqKRCIUFRVhsVgwmUxH2qgHg8GM/10LBAJ71igIwjZhK9pGtry8zPDwMDqdLvYcJdtt4/f70zo/JyvUnF6yQk0Wfvaznx3r/hUVFduGJs7NzVFRURF7Q7ntttsA+P3f/33e9a53xX3c6urqEzGMcS8BZi92CjAtLS0sLS0xMzNDXl4eZWVlGdd7m24URSEUCu0pwAQCgdhzvk2A0WrJy8uLXYHSaDT7P6+W3yZwx2+i+r//L9T/+DWEQPJTevZDEUD+cCd8KAexqBshPInirUNe1yD6R4AZ1mfqcVx9K2uvuDYTmsKvg0q16Zqpa8Q/P497chIWF1Nau2gyoW5tJRCJ4BwcJJLilqooCpDb1gZmM2ujo6zH6YQQtFpyWlsJKwprVityijbpOYWFtNzVQlf5IiXK0OY3M8A9MydU0+0+Q8+EF+u1IQKe+ESuneSVllJQV4c3EGDaamUl1aLhAYgqFQUdHbhzc+kdGmItTjEvy9HoOneOx596ivd94AOn7j1va4tUdXU16+vrsav/fr8fjUaDSqWKzUuBrAsmkzjIbXNQ/PdRHDV7sbPdLhQK4XA4mJ2dpb+/H6PReGjnViAQyPhB2IcRQHZrI7Pb7dvcNtFI60T/rfH5fFmhJktSyAo1WY7NhQsXGB0dZXJykoqKCp577jmeffZZ8vPzcblcjIyMxIYNxzPzJkp1dTU//elPk1j5/uwmwOy0N0avssDRHTBmsxmz2YyiKDidTpaXlxkZGcFkMlFaWkp+fv6p/SOsKArhcHhfAWZn/Hr0Q6/XU1BQEPs6YW+8ag3h+z9L5J2/h+YbTyG98pPEHPcQhCpMRB5pQXPbIgLLKN5GlPkGRN8gIa8bR38zq5fuvO6a2WwzkSyWTddMOIx3aAh/GjaYqtJSxPp6fBsbrA4Oohyi1THRiDU1hE0mfPPzrA8OxnknEVNXF7JOh62/n/UUiQiCJFFyrpnWRplz5lHUwitpF2fcgpGeUDM9C2r6eqawz00D04c+jihJFLe1oTGZWFlcZHp8nOldHJzpRFSrMbW14VSp6B8dZSPDxKPTyFvf9jYef/pp3n733eku5VhEXTC7pSHt5YIpKSlBo9EQDAZxu92sr6/H2lpuhhSpk0i8bptom44oisd21OyHWq2mtLSU0tJSFEWJiYDT09Ox4dYWi4W8vLw9zx9PuqPmIKJum+rq6pjbJtqSqNVqY+62RKQ0+f3+tM/IyXI6yaY+ZdmX559/nscffxybzYbZbObcuXP85Cc/YWFhgYceeogXX3wRgBdffJEnnniCSCTCAw88wOc///nY/f/sz/4MURTJz8/n+9//fmzo8EFYrVa+9KUvxd0qFS/xCDA72WvuS7LakBRFYW1tjaWlJVwuF/n5+ZSWlh7Z4poODhJgItejsVUq1TYBZudHum3c0r+/gPqbn0VcmU/qOooA8kfOwgc0YJrCu1oB6xsYmMI5WYXzWsX1WTNWlHAYRRTRtbYi5OcTWF7GNzYGaRgOqKqvRygrw7OywsZIelvGVDU1CMXFeObm8B0isSqvtRWxoAD70BB+hyOJFW7HXFdDx+2VdOQPY5RtKVt3NyKIjNBCt6OA3pFVJvqGkY8YX28oKqKgsZFAOMz08DDeNESrH4SoVqOpq8OlUjE6NYUnnuj1LMdCFEXe9d738umnn+ZNuyRIZho7Z8HsFGP2mgVz2ESkaFuL3W7Hfj1qfr8WqSyZRdQRFf0cFW0WFxdRFIWampqU1hMMBrHb7dhsNjY2NjCbzTERcOu8l6mpKVQqFZWVlSmt7zCMj4+j1+spLS1N6HGjs23sdvu2iPT8/PwjnXMmq854iLbyZznRZOO5s5w83G4399xzDy+99FJct98tCSnTBJijIMtyrO92fX2dwsJCSkpKMBqNaTmBi0Qi+wow4euxuTv76Hd+ZPoQu2143aj//iuonvsOQiSxscBKbRHyoy0IHTaUUAG4fci2KRy9Tay+JrH2izHCy5ubeMVoRN3YiChJeEdGCDtTn1SliCKa9nYUo5H16Wl8c3Mpr2Eruro6pPJy1mdncU/H7/jQ19WhLi9nbWoKdwofg9pgoOltXXRWu6giPbN6oiyL5XR7auiZDjHwxghel+toBxIESlpa0BYW4rDZmBsZychEEUmnw9jWhkuS6B0czIozKUKj0fCh++7jsSefpKGpKd3l7OmCiX69mwtmpxCTzIsI0RQpu92O1+uNtWxkW6Izh+iFqJ1Cnt/vJxgMxs49GxsbMZlMSYv/PghZlnG5XLEoeZVKFXPbzM/Px4bvZiqDg4OxcQDJYmtE+traGlqtNvYcxeu2GRgYoKKiArPZnLQ690IUxYS12GVJG1mhJsvJ5Pz58/znf/4ncKMAA3v3ZZ4EAeYoyLKM3W5neXkZj8dDUVERJSUlGAyGY4s2sizvK8BET15FUTxQgDmtVwCF0T40X30Cqfd4LT2KJCB/9Cy8NxdyFXCHcA96WL1SyNqvnLivDG26ZgBtczOSxULAbsc7MgJbksFShaDToenoIKRS4RoZIbi6mvIatqKtqUF95gzr8/NsHCIaWVdWRk59/f/P3puHt1Xd+f9v7bJlSdYur3GceLcTmgWapEAhhbCGQOwW2gY6NC2l0CQkbQe+/Iam80yHTpeZDgWezgwznQ5gO2EvLSRkmLa0TQg0OPGSeImzOJEtXe2SZa1X9/cH3FtZkRwv2n1ez6PHSixdHdnXV+e8z+fzfsMzMQHX6NxTiRZC+apWtK0sQWNRLyTMVEZfm8XPK0Y/3Yjj5mL09l6A+ezcW5lYipRKaBsaEOHzcWFkBJ4MViLNBVFxMZStrXAwDE4MDGBqKjs/+8WIrKQE2/7mb/Dgjh0oKy/PyGtmqgomU7AbNewiUiaTcWbFZBc99czV0Jk9Z+LPpfgWKbaCO5Xx3/MhEAhw1TYOhwNqtRqVlZVQq9VZr15ORE9PDxoaGlLSnjRbpqamuJ8RW23Detsk+xkdO3YMLS0tWfGpIUJNQUCEGkJ+otVqcffdd6OjowOtra3T4qeB5ILMYoCmadhsNpjNZvj9fuh0OhiNRshksmmPmxZFnSQJCfj4ZzmTAJNLk9eswjAQvPEriJ/+O/DccxMsost1YB5oArNMANodhvNwFI73GbjeO4PwhAUAwFcoIG5sBMPnY2pkBOEsLYD5ajVEDQ0IhsNwDQyA9mfXWFlSVQVRTQ28ExPwnD496+eJ1GqUNDXB53LBfvJkRtvDZGUGNG+owwrDGDTRzKcZRQGc5dXhuMuAEyMejJwYROSTv/f5oF2+HDKjEU6nE2ODg/NujUo3YrkciuZm2GgaJwYGEMjyubvY0Gi12P7gg/jqAw+gNEU74QutgpFKpRCLxTm5GJ0tpEVqYcRXA8cLerEiXqLzZ6HzoFhDYla4WUj890L5y1/+goqKCrjdbjgcDojFYs6MN5PCyEwcOXIEV111Vdbm9jRNw+l0wmq1zlhtc/jwYaxbty4rf4MCgSC/KtQJiSBCDSE/8fl8OHDgALq7uzE6Oopbb70VHR0dWL58ebaHlnVik5DYHQCXy8UlDcSKWvFJSLE3sVhMJnjzwWWD+Kn/D4LfvADeDNdRRsBD9MufAnONDpNUFM4/huH8k42rmgEA0bJlEJSVIexywXfqFJClBTDPaESkogJ+jwfB0dGsVO/EIi4vh7i2FpNWK9xDQ7N+nkAmg6K1FcFQCNa+PkQjqW1Xmwm+WIzaDSuxoi6CpfzjEPAy+zFqZdQ47l+G/nEB+ntG4LHNX+gTy2TQNzWBEYtxcXQUToslhSNNLWKFAormZlDhMHr7+xEMBrM9pEVHVXU1vrlzJ+659945LfRi/cwSmfKybSSJPsdysQomU5AWqY+JDSVgz5/48wi4tBo4XojJtIiX7WqbeBEkvpKEbYvK5vl0+PBhrF+/PiuvnYhk1TbDw8PYsGFDVsYkFArzWoAmACBCDaEQ8Hq9eO2119DV1QWXy4UtW7Zg69atKM9QSXWmmEsSUqKJq0AggNfrhd1uB03TMBgMMBgMWY0OLGT4xw9D/MOd4I9OTxaK1hsQun0FnF4JnEeccP1hBGEzBQDgyWSQfLIAnhodRTiLC2C6uhq0VouQzYbgWOarPuIRG40QL18On90O16lTs34eTyiEYuVK0AIBrP39iGS4xUXbWIfWtXq0yk+imHFm7HVDPDFORhtxnFKgd8CMi8OjC/KHUdfUQF5ZCY/Hg/ODC6vASTcSlQryxkaYAwH09vdzVRWEzNLU3IyHd+/GnR0d03Z2U1EFk9JEvwKmUFukYiuCE7W0sZ54QqEw4bnD3nJdxIsVbNjrd2z0dzr+BmYSQWJTkpxOJ4qLi7lKkkzNJRmGwZEjR3JKqImF/ZujKAomk4kTbXQ63SWV7emE3Zgl5DVEqCEUFjabDS+99BK6u7vB4/GwdetWbNmyBRqNJttDS0oiASa+JYlNQoqPoo6vgJmteh4KhUBRFCwWC6LRKCfa5HokY94RiUDY+RRE//VP8NQ3wC7RwDkwDt+xmKqZmhoIKyoQ9nrhGxwEk6UFMCMQQNLaCrqkBJ6zZxGYQzpSuhBqtZA2NMDvdsMxMDDr9iQGgKKtDTy5HLaTJxHMsLmyRFWKxqtbsKKSQhkzkrHXHeMtxXFvBU6M+jB4fAihBYhSArEYqro6RMViWMfH4c7hqhkAKFKrIWtsxLjPh76BAW6hRsg8a668El998EF8esOGSz7L2M2EZBUwi7UKJhPkS4tUrJ9QIhGGrTKJb0WKPYcK1RMvWbVNbPz3QpiLCMIwDHw+H1dJEolEoNFooNPpOKPkdBAMBtHX14c1OZ4Q5/V6cebMGdTX13NJUn6/n0uSSrf/D6mKLwiIUEMoXC5cuIDu7m688sorUKvVaG9vx2233YaSkpKMjSHewDAXo6iDwSAsFgssFgv4fD4MBgP0en1e77blGqGLF3F+zx64fvMb8KRSSJqbwRQVIXD+PIJZTEfiyWQQNDTAF43Cd/o0mMnJrI2FRahWQ9rUBL/XC2d/P5g5tFnJ6uogNBjgOH0aU2ZzGkd5KTw+H1VXrURbiwj14uMQMekX3Ly8UhwP1ePEuBB9x8/CMT6xoONJtVoUl5cjFIlg4swZhAOBFI00PRRrtShuaMBFrxf9AwPc9ZSQeXg8HlZfeSU+/6UvYdXataQKJg8IhULcAjITLVJsW3ayNiTWF49UUs2OZPHfC2mRCofD6OnpwZVXXjnn50YiEdjtdlitVrhcLpSUlHDeNqmcT3o8Hpw/fx5tbW0pO2Y6YI2ZGxoauP+LRqOctw3r/xPrbZNKYYUINQUBEWoIi4OhoSF0dXXhjTfewLJly/D5z38eN9xww7wrSGiantGIN1HpdjIBJpcupH6/HxaLBRRFQSgUwmg0QqfTEef4FOF85x2Mfve78I9krsoiHr5WC2F9PYKBAFwDA4jmgGeHoLQURc3NCPh8cPT3g5nDgruouhqS6mq4L16E59y59A0yCcolVWhZtwStmtMojaZXHIpAgCGmESccapw4ZcPZgaE5CVnx8IVCGJqaIFQqYTGZYD57NoWjTQ8ygwHS5ctxwe3GwMmTXIUGITsIhULcfued2LFnD1pyfOFESM5CW6TYdMhkyVqsiBrflh1bDUMqqeZPMkPiucZ/T05O4vTp07jiiisWNB62eouiKNhsNjAMwwkSCoViQb9nVgiqq6tb0BjTzYULF8AwDKqrq5M+xu/3cxVJbLWNVquFRqNZ0AYtW3FGyHuIUENYXDAMg56eHnR2duLgwYNYvXo12tvbce2110IgECAYDOLixYsYGxuDSqWCRqNJuOOzGKKop6amONFGIpHAYDBAp9MRF/nLEGvmnOgWcLtB/8//IPryy0CG2jOE1dXgV1fD53DAMziYdTNg4OMUq+KWFgSDQTj6+hCdg4+IWKuFrKEBk3Y7HIODaRxlYoTFxai7eiXalk6imteHdO7vjqMcH7orcPxMACP9ZxFcYNVTiU4H9fLlCEYiOHfqFPw5UEV1OUrKyiCprcV5pxMnT51akNcOITUUFRXhi/fdh2/u3ImqGRYihPwjtkXKarWCYRgolUqUlJSAx+NdIsIAH8+J4qPNY0UYYmqaWeZrSGy320FRFJqamlI6nnA4zJ1PHo8HCoWCa7ub60bgbASQXGBkZARKpRJ6vX5Wj2erbWw2G+x2O1dtM5/WRBLNXTAQoYawOKBpGhRFYXx8nLuZTCb09PSgt7cXbrcbpaWlkEgk0Ov1MBgM2LJlC6666ioSRY2Pd1ksFgusViuKiopgNBqh1WoX3eTrcmbOl/MSYqNg+Xw+fCdP4vQjj8Dzpz+lfJwMAEljIxitFl6TCb4cqZQQlJSgqKUFoUgE9r4+ROfgxyNQKKBoaYF/agq2OVbdpArjFc1ovaIUzcV9kDLetLyGN1qED7xL0DMuwvCwFc7xBVbp8HgwNDdDolLBZrHAdPp0Xggd8spKiGpqcM5mw6ksiHGExJTI5Wi/+248uGMHapYuXZSfh4UCwzAzxlKzPk/soj4cDiMSiUChUECj0UCr1UIqlZJWpBwnUbVNbPR37O9vYmICfr8ftbW1aRsPwzBwu92wWq2w2+3g8XhcixQrBs7E6dOnIZfLYTAY0jbGVNDb24uamhooFIp5PZ+ttmFbE0tLSzlvm8ttmBKhpmAgQg2h8Hn99dfxgx/8AHq9HuXl5QlvKpUKv/vd79DZ2Yne3l7ceOON6OjoQGtra7aHn1OwO21msxk2mw0lJSUwGo3QaDR5PVljy7bn28rG7hzOR7iyvPACzj7+OMKfmDvOG5EI4pYW0MXFcJ8+jSBFLex4KYJfVITitjaEGQb2vj7Qc/A94UskUKxYgTAAa28v6Cy0aRXrdWj6TANWlF2ELnou5cePMsBQdDmOO3XoH/VitG8I9AJTiorVamjq6hAGMDY8jEln5tKmFoKiuhrC6mqMUhSGh4ezPRxCDGXl5Xjg4YfxpfvuQyAYBEVRmJyc5IwxF1v0c64T748X7weTyNQ53pQ3UWXsHOp6AAAgAElEQVRwoaZILSZmqrYZGxuDSCRCZWVlxsbDxslbrVZMTk5ygoRGo0koSPT396OqqgpKpTJjY5wPH3zwAa644oqU/F1Eo1G4XC7O20YoFE5Lkor/OxUIBKT6vTAgQg2BEI/f78ebb76Jrq4ujI2NYfPmzWhvb8fSpUuzPbScgmEYeDweWCwW2O12KBQKGAwGqNXqnJmwszGwyXYNY1vZ4su2M9nKFnY4cO6JJ2D+7/+edbIRAPDkcoibmhAE4D51ChFveqo85gpPIoFsxQpEeDzY+vtBzyV9iM+Hoq0NTFERrAMDCGfhPfFFIixdfwVaG6JYLjgOAVJbvWPj6XHCvwzHx6IYOD4Cr92x4GPq6utRrNfD4XDgwuBg3ni3KJcuBa+iAqMTEzg9Oprt4RDiWF5fj4d27ULHPfdcsuBgFw8URXGLdr1eD41GQ3Zz00Rsa20iISb2M22mWOpUVMMmSpGaafFIyB3YeHO/349AIMCdP06nE8uXL4dOp5u3IfFCxxUvSLDVNqzZ7rFjx9DS0pKxOPD5cvjwYaxbty4tfweBQIATtxJV2wiFwkVX8V6gEKGGQJgJt9uNV199Fd3d3fB6vbjzzjtx1113oaysLNtDyynYUlaz2Qyn0wmlUgmj0QiVSpWWD6lEkebxO4bsNWwmASbXXPE977+P0zt3wtffn/QxAoMBguXLEfD54D55ck7tQ2lFJIKosRH+aBT+M2cQ9fvn9PSSpiYI1GrYh4bgX2h10TxRLK1GwyodVmlHoeSnLtI7CAkGok04TpWgb2ACF4cXLkhI5HLoGhsRFQpx4fRpuK3WFIw0Myhra8ErL8fI+DjOnDmT7eEQEvCp1avxrT17cMvtt89qsRZrHmq326ctsHJ9QZUrxFd2xqcjxbbWxn+msf/O5mdaKBSatnhMd4oUITE0Tc9o7ByNRjmz2fgqKvb/AHCGxDweL2Xx33MlEAjAarVOM9u12WxYt25dTovBc4k5XyiJxK0VK1bMu+WKkFMQoYZAmC0WiwX79+/H/v37IRaL0d7ejs2bN0OlUmV7aDkFwzBwOp0wm81wu91QqVQwGo1QKpWzmkDONtI8mQ8Me8vXiSETicD07LMY+8EPQH9i9CqqrQWvogI+qxWeoaE5Vd2kFaEQJW1toKVS2AcGEPZ45vT04qVLIa6ogPPcOUxmKaZcIJNhyZV1WL3Mg6Wi1IkG53i1OO4uQ++oD4PHB1MSda2prUVJeTncbjfGBgcRWWCLVCaRL10Kfnk5hk0mnMtCOhdhdlx7/fXYsWcPrv7sZxd0HL/fzy2waJrmKi1m40FRiEQikYQL50AggFAoxLWgzBRLnU+tDLExxKRFKjXEblAlizgH/hp2EX8OzTXePB3x3wuBbbvr7e3l3gsrBhcVFWV0LJcjFArhxIkTWLt2bcZfOxAIoLi4OKeFLMKsIUINgTAfzp8/j66uLrzyyiswGo1ob2/HLbfcAplMlu2h5RTsB6vFYuEMm5VKJQQCwSUtSbONNM+nyepCCJpMOPuzn2HsN7/B1NhYtofzV/h8yFasQLS4GI6TJxFyza3yRKjTQVZXh0mrFa5sxZTzeKhcuwKtbVI0Sk5AzCxcRHHz1DgeXI4TJgH6j5+B02xZ8DFFRUUwNDWBkUoxfu4c7OPjCz5mJlE1NIDW6XDy7FmYTKZsD4eQBD6fj9u2bMGO3bux4lOfSvnxYxNffD4f1Go1dDodSktL81ZQZ2Hba5NVL8R+rsVXL8QbzBcqpEXq8sS2aSc6l9jzSCgUJvQTYm/p+lmmKv47FeM4evQo1q1bh6mpKU4MDoVC3HUlFyq43G43xsbG0NbWlpXXz7VqccK8IUINgbBQTp48ic7OTrz55ptoampCR0cHNm7cuGh2jRL5wMTfAHAfGuFwGDRNQ6FQQKvVcmlbizVR63JYDh7EiT17MJXF5CaGx0NJWxsYuRyOwUEE7fY5PV+kUqGkqQk+txv2kyezVhEkryhH84ZarNCehYpZmHAQhhCDTBNO2EvRe5LCuVMjYFLgC1NaVQVldTUmp6Zw/tQphFJQiZNJ1E1NCGs0OHnmDMbzTFhabEgkEnz+S1/CQ7t2oXbZsoy8JiveW61WuFwuyOXyGY1Ds8lsWkiAS9trY++Tz7VLiW+RKnRD6tiWtkSVMGyVsFgsTijCSKXStPvkzZX5xn8vlEAggIGBAaxevXra/9M0DbvdzplcFxcXc/Hf2Wi9tFgs8Hq9WL58ecZfm21rIxQERKghEFIFwzD4y1/+gs7OThw6dAhXXXUVOjo6sGHDhrw09UrkAxN/i52ozlQFEz/BoGkaNpsNZrMZfr8fOp0ORqORVCQlgfb7MfSjH+H0z36WMU8aBkBJaysYpRLO4WEE5uiBIiguhrytDaFwGNa+PkSz1KYjkEqx7DMrsWJ5ADW8XvAX8PE1zq9Gj7cKveeCOPnRIAKftKYtaHwiEQzNzRDI5ZgYGwOVS9VTs4DH40HV0oKQUomB0VGYzQuMEyekHblCgfu++lU88PDDMBiNWRsHa0jPxvSKxWKulUEikaT1dVlD3kRCTKwhb7I2pFQZ8i528r1FKrZVO5Ggl6ylLfZrvp9Hc4n/XigulwsmkwktLS1JH8MwDHw+3yWtl+zGYCYEr/Pnz0MgEGQ0PYuFCDUFBRFqCPnBgQMHsHPnTtA0je3bt+PRRx+d9v1gMIh7770Xx44dg0ajwb59+1BTUwMA6O3txQMPPACPxwM+n48PP/ww7Qo7TdN477330NnZiffffx/XXXcdOjo6sGrVqpzYFWF3CuNv8aaFbJltokmqWCxOyQQjEonAarXCbDYjFApBr9fDYDCguLh4wccuNLxDQzixaxds772Xttcoam4GT6WCa3QU/rkuuoVCSOvrERYI4BkZQTSL1SD61ka0rtKgpaQPRczcvHNYfDw5esMNODEhQV/veVBjqfHRURiNUNXWYioUwvlTpxDw+VJy3EzB4/GgbmtDQC5H38gIrDkSBU+YGZ1ej69/85v4m69/HYocjLaNbWVgGAZarRZ6vX5OAn68IW98FUMij7NErUi58Dm92MilFil2oypehIlP14pt1U7UjlSIFUKXI53VNvOpVIlEItw5FVvFl04xcGhoCBqNBlqtNi3Hnwk+n0/8aQoHItQQch+aplFfX49Dhw6hsrISa9euRVdXF5qbm7nHPPvss+jt7cUvfvELdHd347XXXsO+ffsQiUSwatUqPP/881i5ciXsdjtKS0szuoMRCoXwzjvvoLOzEydPnsTNN9+Mjo4ONDY2pvy12MjFZBNVts+Z3SlMFt2ZrRL0cDjMiTaRSAR6vR5Go5GkhsRxobsb/Y89hmCKFshFDQ3g63RwnTmDqTm2qzAAxHV14Mnl8IyOIux2p2RM80GqUaPp6iasqDDDEJ17shINHkbQgBNOHXqHHBjtGwIdiSx4XHyBAPqmJohLS0FNTGA8D2Oo+QIBVC0t8JeUoHdoCPY5tr8RsseSpUvxzZ07cc+2bXlzLWXbYyiKQiAQgFqthkajgUQiSZr2xy4KE6XZxLaQEPKDdLVIxfsKxX+NfHLNTyTm5UK6Vj4RK9iw68qFiDZjY2Pg8/nzrlRhGAZerxdWq3WaGKjVaqFQKFL2Oz1+/DiWL1+OkpKSlBxvLggEAnKdKxyIUEPIfY4cOYK9e/fi4MGDAIAnn3wSAPDYY49xj9m0aRP27t2LdevWIRKJwGg0wmq14u2330ZnZydeeOGFrIw9Hp/Ph1//+tfo6uqC2WzG5s2b0d7ejurq6hmfF1uqnSgRKTY1IrYNKV6Ayad++VAoBIqiYLFYEI1GYTAYYDAY0loSn0+EXC6c+v73cfa554B5eKOIa2vBaLWYvHABgYmJOT+/pK4OQoMBjtFR+Obx/FTBEwiwZN0VaG3io17YAyHmJqxYeUYc99fi+PkIBnqG4XOmJpZbptFAU1eHUDSK80ND8GVRwJovfKEQ6tZWTBYXo3dwEE6HI9tDIsyB1hUr8K3du7H5rrtyur3ickaqoVAINE2DpmlEo1FIJBIolUqo1WoUFRUt6uqFxUJ8i1SsB0lsVQRbUZVMhGHbdBJtVMWma+XLPCnfiK+2iY3/ns3f7/DwMCfYpQJWDLTZbPB4PFAqlZxn1kKqUt5//32sWbMmK4KJUCjM6es9YU4QoYaQ+7z88ss4cOAAnnvuOQDA888/j6NHj+Lpp5/mHtPa2ooDBw5wKvuyZctw9OhRvPDCCzh27BgoioLVasXdd9+N7373u1l5H/E4nU689NJLePHFF+H1erFu3ToYjUY4nU6Mj4/DYrFgxYoVuOOOOwDM7ANT6KkRwWAQFosFFosFfD4fBoMBer2e9OECcB47huM7dsB9/PjlH1xWhqhejyBFITQPcaWoqgrSJUvgNpngzqK5MQDIqirQtq4aV+hOQxGdvX9OAEXojzbihLkYvQPjGD+duvehb2yEVKuFw2bDhaEhXOZzNCfhi0RQt7bCLRKhd3AQnjlGrhOyz/qrr8aO3btx/Y03Znso09ps4zcZAoHAJT5nifxgYjcYGIaB2+0GRVFwOBwoKipKexsDITdgW5ECgQA8Hg+cTicmJycRjUYhEAi4SoJk1VTEVyi3mE+LVF9fH5YsWQKFQpHy8bDXFrbaRiAQcNeWkpKSOYl3hw8fxvr161M+xtkgEokKej2wyEh60pGaKUJBEIlE8Kc//QkffvghiouLsXHjRqxevRobN27M6DjOnDmDN954A+Pj4xgfH4fJZILb7QaPx4NCocCSJUswODiIvr4+SKVSrFq1Cg8++CCampqyUjqZa0gkElRXV6O6uhqBQABmsxnHjx+HUCiE0WiETqcr6J7cWMPCS9raaBrSH/0I0V//GpO//CWYOL8TUWUlREuWYHJiAt4zZ4A5CjRirRayhgZMOhygTp0CLlxI5VubE6ISGequXoG2JR4s4Q0AMAGzKCY6w1uG4+4y9I54MXxiEOFgT0rGI1UooG9qQpjHw4WREQwODqbkuJmGLxZDumwZnHw+hs+dw1RPan4+hMzB4/Gw6dZbsWPPHqy58sq0v168h0ciIQaY3mbLLpYVCsW8jVR5PB5KS0tRWloK4OMqVYqicOLECfB4PM6MmHic5Q+JKoZjvyaLOK+srOTEF4/HA5vNhqmpKUgkkoJOkSoUYo2GYw2Jw+EwV20Ta0oMfJz6lK72zdhrS11dHYLBIKxWK06fPo2pqSmUlpZCp9NBrVbPWCmTjxs0hPyDCDWEnKGiogIXYhaHFy9eREVFRcLHVFZWIhKJwO12Q6PRoLKyEtdccw1n6HXLLbfgo48+yrhQE41GodFo0NbWhoqKCpSXlyfthx0dHUVXVxd2796NqqoqdHR04KabbkJRUVFGx5yrSKVS1NTUoKamBlNTU7BYLPjoo48gkUhgMBig0+nypj93tp5CsYaF7E2pVE5PH9mwAYFdu9D36KOwvv8+xDU1mLRYYBsZAS7OzQRXKJejpLUVwakpWPv7Yf/zn9Px9mdN+apWtK2Uo7HoBCTMkcs+3gE1ekN1OHGBh77jo3BTowBS4wujXb4cxUYj3C4Xzp86hfGjR1Ny3EwjkEgga2iASyBA3/Awpk6dyvaQCPNAJBJh6xe+gIcfeQT1KfI9i70uJRJiWA+P2OoFiUQCuVwOrVabNO0vHchkMixduhRLly7lFlZDQ0MIhULQaDTQ6XQp9Z4gzA32XEp0HsWbO8eKMEqlMmFFVTLkcjkqKiqmtUgNDw8nbZEi5BasEBMr3ESjUUQiEa7aBvi4VSlTVVESiQSVlZWorKxENBqFy+XihBuxWDzN6DqWYDCY1RZ9cq1bHJDWJ0LOEIlEUF9fj3fffRcVFRVYu3YtOjs7p8XzPfPMM+jr6+PMhF999VXs378fTqcTGzduxJ/+9CeIxWLcdNNNeOSRR3Drrbdm8R3Nnr6+PnR2duK3v/0t2tra0N7ejuuvv76gq0fmi8/ng9lshtVqRVFREYxGI7RabVZKneOjzRNVw6TTU2j8//4PRx95BJ7Tp2f9HJ5YDOXKlQgDsPb1gc5iYhMAyMoMaN5QhxX6MWiYmSOrwxDhFNOEHkqO4/0TuDhyFkjRrpZYJoO+qQmMWAzTmTNw5HH8tEgmg7KlBQ4Ax/v74Z+ayvaQCPOkWCbDtq98Bd/YsQMVczDWTHZdio8Tjm9Fir025YOHRyQSgd1uh9VqhdfrnbYbTqosUgPb1pYonpr1g0lm7hzrB5MuYmOas50iRZiZmbyFAoEAV6Uil8tRV1eXtvjv2eL3+7mEOtbsnL2+uN1uTExMTAs8yRQkmrvgIB41hPzgrbfewq5du0DTNO6//348/vjjeOKJJ7BmzRps3rwZgUAA27ZtQ09PD9RqNbq7u1FbWwsAeOGFF/Dkk0+Cx+PhlltuwY9+9KMsv5u5wzAMjh49ihdffBG/+93vsH79enR0dGDdunVk0hkHG/FpNpths9lQUlICg8EArVabkp8VTdOX7BDGLnYSxb/GGxdmwlOIDgbR99Ofou8nP0H0kzaES+DzoWhrA1NcDNvAAEJZ9iPhi8Wo3bASK+ojWMo/AcEMfU0XeTXo8Vag92wAp3pOIehLneigWrIEispKeH0+nDt5EpFPoljzEbFcDkVzM2w0jRMDAwj4/dkeEmEBqDUafPUb38D2b3wDKrWa+3+2fSTRojm+fWSxxQnH7oY7HA7IZDKuyoJselxK7EZDMhEG+GtbWzIRJtfOpXSlSBFmJrZ1O9H5xLY5JbouJTqX0hn/Pd/3x1ZxORwO8Hg8SKVSNDU1ZbwSngg1BQcRagiEfCMSieD3v/89Ojs78eGHH+KGG25Ae3s7Vq5cSXaI4mAYBh6PBxaLBXa7HQqFAgaDIeGuamzySKId59Ani/X4aPNEu825hGd0FEcfeQTj777L/V9JYyMEGg3sw8PwW2dvxJsutI11aFmrR5v8JIoZZ8LHTPIUOBFuwIlxEfpOnIPt4txixGdCKJHA0NwMXnExJsbGYM2iD08qECsUUDQ3gwqH0dvfzy2sCPlLRWUl7tu+HXe0t4PP50+7NrHicLLqPKlUmleJf+mEFfLjDUN1Ot2iaC9OlLAVey6xgl58W1vs4rkQoqlnmyJFmJlYn6pE5xPw8ZwpkfiSik0rVrBhv2ZbtAGAoaGhaX9PbAtmaWlp2sfD5/OJ+FxYEKGGQMhngsEg3nrrLXR1dWFkZAS33norOjo6UFdXl+2h5RTsZMLhcMBqtWJychIikQgikYj7kAeSL3TYZK18npyeffllDO3bB0tfH7w5IERISpVovLoVK6oolDEjl3yfBh9DaMQJuxq9ww6c6RtC9JMFaSoo1ukgMRoRpmmYz55FKM8rTSQqFeSNjTAHAujt7+cWXIT8pmrJEmy9+25suvVWyGSyhAtnkmQzfwKBANfCEIlEoNFooNfr55zykguw7SPJFs3xgl6iSph8aGtLNaRF6lJizcITnUvsxpVQKEx6LmV6zhRrSBwb/x1rSpwJTp06xW0IRiIRbt7pcrkgk8m4cysdPjZs8hmhYCBCDYFQKHi9Xrzxxhvo6uqCzWbDli1b0N7efonxciGRyKgw9pYoLYK9hUIhuFwuTE5OQq1Ww2g0QqlUFvSkLOTx4P2//3v0/fu/g0mh6DFbeHw+qq5cgbZWMerFxyFiprcUWfjlOO6rwYnzYQx8NIwptztlr80XCmFoboZQoQBlMmEiy/HiqaBIrYassRHjPh/6BgY4k1dC/rN67Vrs2LMHN912W0Ffk3KJcDgMu90OiqLg8/mgUqmg1+szshN+OWbTPsLj8ZLGUhNBb/YUeotUbJtkonOK/Rxh27cTVcPkQ4Vetlqkenp60NDQcEnyXHw1H03TnGiTqrmnUCgkf+eFBRFqCIRCxG6346WXXsK+ffsQjUaxdetWbNmyhUu/ynVi4zqTtSHFTkxnakO63IdfNBqFw+GAxWKBx+OBRqOBwWAo6KQQqqcHf9i1C5a//CUjr6eorkTrhqVoVY+gNPpXM14/rxh9kUacsBSjt/cCzGfPp/R1ZVotNHV1CEQiOD84CL/Xm9LjZ4NirRZFDQ0web3oHxjgdskJhcHGG2/Ejj17sO4zn8n2UBY1bGsMRVFwuVwoKSmBXq+HRqNJ6Y51osqF2M87tnIh3lsofuOhEASEXCTfWqQYhklaVRXroXc5g+dCm/skq7aJj/9OBUeOHMFVV1112WOywrDVaoXb7YZCoYBWq13QuSUSici1oLAgQg2BMFsOHDiAnTt3gqZpbN++HY8++ui07weDQdx77704duwYNBoN9u3bh5qaGu77Y2NjaG5uxt69e/Htb387Y+M2mUzo7u7GSy+9BJVKhfb2dtx2222Qy+UZG0MsbFJEsjSkeDPe+Akp24aUjg+jaDQKu90Os9mMyclJaLVaGI3GvCyDvxxMNIr+//xPvL93L4IuV8qPLywuxvLPrMCKWh+qeX3gA4gCOMOrwwmXASeGPRjpHUytUS+PB1VtLQRKJZw228deMylKf8omMoMB0uXLccHtxsDJk9ykk1AYCAQC3HHXXfjWnj1oaWvL9nAIcTAMA6/XC4qiYLfbIRKJoNfrL9u+ELtoTrRwTla5EHs/31tuC4lst0jFt7bFn0/ZTtnKJ9JZbXP48GGsX79+Ts9h/RTZc4vH43Hnllwun/W5RYSagoMINQTCbKBpGvX19Th06BAqKyuxdu1adHV1TYvfe/bZZ9Hb28tFhL/22mvYt28f9/329nbweDxcddVVGRVqYhkeHkZXVxfeeOMNLF26FB0dHbjxxhshlUoXfOz4SWn8LdaMN5H4kmvl2TRNw2azwWw2w+/3Q6fTwWg0QiaTZXtoKWXKYsGf/9//w1B3d0qOZ1zZjNZPlaK5uA9SxgsnT4uewHKcuAD094zAY7On5HVYxHI55DU1oPl8mM+dS2m7VDYpKSuDpLYW551OnDx1Cpf5TCbkIVKpFHdv24aHdu3CkhhRn5Db+P1+mM1mztempKQEUql02kKaFVNnStgqxMqFxUQqW6SSRZ2zX5MlI8Xez5W5U76RqNpmvvHfNE3jgw8+wLp16xY0pthzy+v1orS0FDqd7rIVfUTYLTiIUEMgzIYjR45g7969OHjwIADgySefBAA89thj3GM2bdqEvXv3Yt26dYhEIjAajbBareDxeHj99dfx5z//GTKZDCUlJVkTalgYhsGJEyfQ2dmJt99+G6tWrUJ7ezuuvfbaSz4EotEowuFw0lakUCg0bScnWStSPvQ0JyMSicBqtcJisSAYDEKv18NgMFzSg5zPXPzDH/CHRx6Bc2hozs8t1mnRdHUjVhhNUMKEk9FGHKcU6D1pxsWh0ZSLDNrly1FsNMLlcGBscLBgKkzklZUQ1dTgnM2GU4OD2R4OIU0oS0vxN1/7Gr72zW9Cp9dneziEOGKTbBItmoG/pv+JRCJEIhH4/X6Ew2GoVCoYjUao1eq8/bwjzJ2ZWqT4fP4l59HlkpHixRhSJZE5klXbsHPjmX4XPp8Pw8PD+NSnPpXS8bjdblitVtjtdgiFwqSVXOkwKCZkFSLUEAiz4eWXX8aBAwfw3HPPAQCef/55HD16FE8//TT3mNbWVhw4cACVlZUAgGXLluHo0aOQSqW44YYbcOjQIfzkJz/JCaGGJRgM4uLFizh48CBef/119PX1oaamBhKJBC6XCz6fDwCwY8cOXHnllUkrYRbTJCIcDsNqtcJsNiMSiUCv18NoNKakKinb0KEQev71X/GXf/onRC6TgsQXClGz/gq0NQISoRO93jKcOO3D4PHBlCcoSeRy6BsbQQuFuDg6ChdFpfT42URRXQ1hdTVGKQrDw8PZHg4hjRiMRjzw8MP4yvbtKMlS6+liJtZENb71NhAIJDSfj/86U9stTdNcwgvrOcHugpNqh8Ij1l8oXojx+XzTjHmLioqgUCi46qvYuRQR9HKXucZ/s2bkTU1NaRtTIBBIWMml0WhQVFSUttclZIWkFwfSxEggpIi9e/fikUceQUlJSbaHgqeffhpvvfUWLBYLotEoJBIJysvLUV5ejuuuuw733HMPzGYz+vr64Ha7cccdd6CjowOtra1kMvEJIpGI+5mFQiFQFIWBgQFEo1EYDAYYDIa83dUQiMVY853voL6jA3/YvRvnP6kgi0VZuwRLPlWOsCSCU6YQ3nrNBK/VBmA0pWNRL10KeUUFPB4Pzp86hYkPP0zp8bOJculS8CoqMDoxgaOjo8DYWLaHREgjNbW1ePiRR/CFL30pb68NuU6iBMDYyoX4aGpWfFEqlSmr+hQIBNDpdNDpdGAYhtsFP3PmDKRSKfe9XDShJUwnmajHfmVFvXh/IVack0ql3PkU28YyPj7OLazn4j1CyA6sECMQCKa1SIXD4YTx34FAIO1iiVQqRWVlJSorKy+p5GojHmeLBlJRQyDEsJDWp2uuuQYXLlwAALhcLvD5fPz93/89Hn744Yy/j7GxMc4I8XI7fH6/H7/97W/R1dWFc+fO4bbbbkNHRwdqa2szNNr8IhgMwmKxwGKxgM/nw2AwQK/X5/ykPFnEeSAQwMShQzj71FOgJychamtAWCaBadwK08g5MCluNxJJpdA3N4NXVITxc+dgM5lSevxso1y2DLyyMgybTDhbANHghMuz4oorcO9Xv4oVq1bB7/dDo9FAr9enLIp1sZDMv4O9z+5057KJKmtCy7ZDx7YuEDLLTCbP8clIic4lqVQ6b3+hfEuRIiSHbZGKRqOIRCIIhUIwmUxcCEWmK80FAkHWr3OElENanwiE2RCJRFBfX493330XFRUVWLt2LTo7O9HS0sI95plnnkFfXx9nJvzqq69i//79046zd+/enGp9mi1utxuvvfYauru74Xa7ceedd2Lr1q0oKyvL9tBykkAgwIk2QqEQRqMROp0OIpEoY2NgyyqcpzgAACAASURBVLITJWwFAoFpEeexC5z43ngmGMRv//knePOn/wL6kzLuVKGsrETpkiWYnJrC+VOnEAoEUnr8bFNaV4eIVovBsTGYCkx4IiTn6s9+Fjv27MG111/P/R/bFkNRFDweD0pLS6HX6+dlPFooxF6jElUuJDOgj18459vPLxgMwmazgaIoBINBTsBTKBREwFsg8clI8V8TmTxnS9TLdooU4fIkam+LvR/fLikWi1FVVQWhUJi2+O9kCIVC0mJZeBChhkCYLW+99RZ27doFmqZx//334/HHH8cTTzyBNWvWYPPmzQgEAti2bRt6enqgVqvR3d19SfVJvgo1sVAUhZdeegn79++HQCDA1q1bcccdd0CtVmd7aDnJ1NQULBYLKIqCWCzmRJuFTAZnqoKJjX0VCoVJI87nusAZ6+vDr3btwun335/3uAUiEQxNTRDI5TCbTLCcOzfvY+UqqoYG0DodBs+f5yrpCIUPn8/HLZs3Y8eePbhi1aoZHxuNRuFyuUBRFJxOJ+RyOfR6fUF5mTAMg1AolLQShl3gCIXCpCLMYkgwoWkadrsdVqsVHo8HSqUSOp0OarW6YM6FVMFWViUTYdiNh2RVMLmejJTKFCnC5YkVYRKdT8na22LFvWTtkumM/04GieYuSIhQQyAQ5s/Y2Bi6urrw6quvQqfTob29Hbfeeisp506Cz+fjYl2LiopgNBqh1Wq5yWOqqmDSFfvKMAze+5//wf6/+ztM2mcXsy03GKBatgyBUAjnBwfhn5xM+biyjbqpCWGNBifPnMH4+Hi2h0PIIGKxGB333IOHH3kEy+rq5vx8hmHg8XhAURTsdjuKioqg1+uh1WozWoE3F2ZbtZDsGrWQ1pFChk13YQW8fDgXUgVN00kXzPFJW4kWzPlYWTUTpEVqYbAeQ4mqYJJ5DMWfV6m6RsUKNuzaOjb6O1XnLRFqChIi1BAIhNQwODiIzs5O/PrXv0ZDQwM6Ojrwuc99jkwqPiF+cePxeLhkLfbDWiQSJa2CYXeYc+GD2GuzYf/f/R3++Pzzl0Rv8/h8GJqaIFapYDWbYTp9OkujTB88Hg+qlhaElEoMjI7CbDZne0iEDFMil+Pe++/HN771LRhT1ALKtkJYLBbYbDbOTyyTXlfsgjlZJcxMVQvs/VyuWsgX2HOBoijYbLZpRsX5lOwy2/Y2gUCQtBUpVz73sgVpkZrOTEbPsUlbIpEoYWVVtoXihcR/z8RiqEBchBChhkAgpBaGYfDRRx/hxRdfxKFDh7B27Vq0t7fj6quvLsgJ/FyqYOJbj1jxhS15djgcUCgUMBgMUKvVOT85HT58GL/auRMOsxna+nqEolGcHxqCz+3O9tBSDo/Ph7q1FQG5HH0jI7AWUEQ4YfZotVp87aGHcP/Xvw5laWlaX2tqagoURXEGtHq9ft4L9fgd5vjrVaIFcyLBONevSYVKIBDgzIjD4TC3UM9mctBsqxZi29viF8wLTdpajBRyi1SsCJNIiIkXYRJVV+VTtd5c479ngiQKFiREqCEQCOkjGo3ij3/8Izo7O/HnP/8Z1113HTo6OrB69eq8+CCNrYJJJMRczgtmrlUwbKSr2WyG0+mEUqmE0WiESqXK2Z9XlKbx+s9/jq5//EcEfL5sDyel8AUCqFtb4ZPJ0Dc0BPss270IhUf1kiV4cOdOfPHee7NS0RAMBkFRFCiKAk3T0Ol00Ov1kMlkM6bYxF6nEnktsF/Jgjl/iEQi3EJ9cnIyLQt11mMoWXVVrlctLBbyqUUq3rdqNmlbic6pQiU2/puttomP/04G2w5PKDiIUEMg5BMHDhzAzp07QdM0tm/fjkcffXTa94PBIO69914cO3YMGo0G+/btQ01NDQ4dOoRHH30UoVAIYrEYP/7xj3F9TCJJJgiFQjh06BA6OzvR39+Pm266CZ///OfR1NSU0XEAicuxZ1MFEy/EpHMiyjAMnE4nzGYz3G43VCoVjEZjzkb7Uhcu4D++8x28/+ab2R7KguALhVC3tmKyuBi9g4NwOhzZHhIhizS1tOBbu3djS3t7VhYJ0Wj0kkXy1NQUvF4vpqamEI1GIRQKUVxcDJlMljRKmFCYxC/US0pKuIV6st97vBl9/KI5UTISOadyn2y2SM0k7MWLMImqYMg5dSlzMSRmW+cJBQcRagiEfIGmadTX1+PQoUOorKzE2rVr0dXVhebmZu4xzz77LHp7e7mI8Ndeew379u1DT08PDAYDysvL0d/fj02bNmU1Lnhqagpvvvkmurq6YDKZsHnzZrS3t2PJkiULPnamq2AyQTQahcPhgMVigcfjgUajgcFgyMk41w/eegv/tmcPqLGxbA9l1vBFIqjb2uAVi3Hi1Cm4C7B1izA3rlq/Hjv27MENN92UtteIj32Nv1YBfzVQTdaOBICLep6cnIRarYZer0dpaWnOXRsI6SW2ItPhcIDH46GoqAgikYjbmIhGo9M2IBKJMIXYorwYSVWLVKwIk0jcixdhkrUjEeZPomqb2Ohv1t+QUHAQoYZAyBeOHDmCvXv34uDBgwCAJ598EgDw2GOPcY/ZtGkT9u7di3Xr1iESicBoNHL+BiwMw0Cj0WBiYiInelpdLhdeeeUVdHd3Y2pqCnfddRfuuusuGAyGaY+LRqOYmpoCgKQeC9mugskE0WgUdrsdZrMZk5OT0Gq1MBqNKCkpyZn3FZiawr4f/hCvP/UUIp/4FOQaQokEpW1tcAsEOH7yJCa93mwPiZBleDwebrz5Znxrzx5c+elPz/s4ycwu42NfBQLBJck1CzFQZQVdiqLgdruhVCqh1+vzwu+KcHmSGT3HVoHGJiPx+XwEg0FMfpK0p9PpYDAYFqUB7WInWYuURqPhWidnEmFir0/x4h4RCDIDwzAIBAIwmUy4ePEid5uYmEBRURGeeuqpbA+RkHqIUEMg5Asvv/wyDhw4gOeeew4A8Pzzz+Po0aN4+umnuce0trbiwIEDqKysBAAsW7YMR48ehVarnXacX/ziF/jf//3fzL6BGQiHw5iYmEBvby9effVV/P73vwefz4fRaMTk5CR8Ph94PB6uvPJK7NixI6kp72JbjNA0DZvNBovFgqmpKW4iXlJSku2hAQDGTp3Cs7t2YeBPf8r2UAAAAqkU0uXL4WAYDJ45g4Dfn+0hEXIAoVCIOzs68K3du9EYU6GYiERtI7Ff430WElUtZMIPhmEYuFwuUBQFh8OBkpISLuqZVEzkHvHVVZdLRor/ernPv3A4nLC6orS0dNF9bi4WZmpxm5qaQigUQiQSAY/HQ3FxMZRKJeRyOYqKikh1VYZhxTKTycQJMSaTCePj47h48SIsFgtomoZEIkF5eTkqKytRWVmJqqoqVFZWoqamBlVVVdl+G4TUk3SiQORRAqEAGRgYwN/+7d/inXfeyeo43nvvPfz4xz+G2WxGJBKBSCRCWVkZKioqsGzZMlxzzTXg8Xjo7+/HH//4R1RVVeELX/gCbr755ryKJk03AoEABoMBBoMBkUgEVqsVp0+fRjAYhF6vh8FgQHFxcdbGV93UhB8ePIh3X3gBv3z8cbg/6ZvPJIKiIhTV1cHJ4+HE8DAC/f0ZHwMhNykuLsYX77sP39y5E5VVVaBpGlNTU0krYeIr9tiFcklJSc7tLvN4PKhUKqhUKjAMA6/XC4qicPbsWUilUi5BivgapJdEaVuxXxMlI0kkEsjlcmi1Wk6EWaiwx37GlpWVcZVXZrMZQ0NDkMvl0Ov10Gg0ZGGeJ8SKMImEGLbFLb4dSS6Xc/fZ33Vsi5TT6eREPDLXSg1s61isABMrwrDz4HgRpq6uDtdddx2qq6tRUVGR99XghNRCKmoIhBxjoa1PFy9exPXXX49f/vKX2LBhQ1beA4vT6YTP54PRaJzVwqa/vx+dnZ347W9/i5aWFrS3t2Pjxo1kkZGEcDgMq9XKTQD0ej2MRiOkUmnWxuR1OPCr730P7/zyl7jM58uCEcvlUDY3w0rTON7fj2AgkNbXI+QXytJS3PWFL+CO9nZIpVKuYoHP51/ShhT770KpPJicnOSingUCAfR6PfR6fU60wuYT8Sk2l4sSzlZ11eXeg8fj4QxoJRIJdDoddDodOR+yRKzPXqKY6lifoWTn1XwFt3xKkcoF2GvA+Ph4wkoYs9mMcDgMsVicsBKmuroa5eXlKRFjCQUJaX0iEPKFSCSC+vp6vPvuu6ioqMDatWvR2dmJlpYW7jHPPPMM+vr6ODPhV199Ffv374fL5cK1116L733ve7jrrruy+C4WBsMw+OCDD9DZ2Yn/+7//w7p169De3o7169cXzCIq1YRCIVAUBYvFgmg0ylXgZHoSzu4s9x8+jOe+/W1cOHUqpccXKxRQNDeDCofR29/PmbESCCw6vR53b9uGL3zpSyhVqaa1jSzWSbLf74fVagVFUWAYhov9zmYlXi4wlxa3ZIvlfNwBn5qaAkVRsNls3PnApgYRFg4rwiSqgplJhIkVjDNV9ZQsRUqr1eaUJ166YOcsExMTnB9MrAgzMTGBcDgMkUiE8vJyVFRUoKqq6hIRRiKRFPzPipA2iFBDIOQTb731Fnbt2gWapnH//ffj8ccfxxNPPIE1a9Zg8+bNCAQC2LZtG3p6eqBWq9Hd3Y3a2lr8wz/8A5588knU1dVxx3rnnXeg1+uz+G4WBk3T+MMf/oAXX3wRH3zwATZu3IiOjg5cccUV5EMxCcFgEBaLBRaLBXw+HwaDAXq9fsE7ZfE7gPFtI+yiht1ZFgmFOLx/P37z858j6PPN+3UlKhXkjY0wBwLo7e/n2ggIhFjqGhrw8K5daL/nHlKFNwOsqEtRFMLhMLRaLfR6fcEtyhItlhNVLCRKsVlM3h1sSwxFUQgEAtBoNNDpdFAqlQV1PqSK2PMq0bkVa/acTIjJ5Q2nVKVI5QIMwyASiXAiTCJvGFaEYdvyYwWYqqoqVFRUEBGGkG6IUEMgEPKfYDCIAwcOoKurC4ODg7j11lvR0dGB+vr6bA8tZwkEApxoIxQKOdEmdiHLTmYSxZzHJo3E7wDG30/W3mYfH8e/f+c7OPz667Med5FaDVljI8Z9PvQNDHDtBQRCPKvXrsXDu3fjlttvJ5PpOcKaz1IUBb/fnzeL9GTJSOx1i71eJauCyWTFQj5B0zTsdjusVis8Hg+USiV0Oh3UavWi+HlFo9GkZs/seRUvwsSfW/kmZsxELrdIsfMWs9l8iQjDtiiFQiEIhcIZRRipVJrT1zrCooAINQQCobCYnJzEG2+8ga6uLlitVtxxxx1ob2/nkrAIH8OmDASDQXg8HthsNng8HvB4PK5kn72fSHxJZdLWXw4exL/t2QPz2bMJv1+s1aKooQEmrxf9AwNchQ6BkIjrPvc57NizBxuuuSbbQykI2EU6RVHwer1QqVTQ6/UZTwyKT0aKF2GA6T5D8YvlxZgMmA7YRDGr1QqHw4GioqKcWaTPB5qmZ2xHio89L2T/qvmQyRYphmFA0zQsFgsuXLhwSRWMyWRCMBiEUCiE0WjkPGFYEYa9X1RUREQYQj5AhBoCgVC4OBwOvPzyy+ju7kYkEsHWrVuxZcsW6HS6bA8trcRPPOPvR6NRANP9FdjJZzQahcvlgt1uR3FxMYxGY0YifYN+P1768Y/xyr/8CyKhEGRGI6TLluGC242Bkye5MRMIiRAIBLj9zjvxrd270bZyZbaHU7CwO+kURcHlckGhUECv1y+osoLdAU9UqRAMBqfFUydrRVrMPkPZJH6RzuPxOF+bXPA5SlZhFVsRSsS91MK2SNlsNvh8PqhUKigUCqhUqhmTpFgRhqIoXLhwAePj45wYw4owgUCAS7tkq2BiRZiqqioiwhAKCSLUEAiExYHJZMK+ffvw8ssvQ6FQYOvWrbj99tuhUCiyPbRZkyjqNfZ+bHrNTK1Is1lQMQyDyclJWCwW2Gw2yGQyGAwGaLXatE5cLw4P42c//Smef/HFtKdDEfIfiUSCL3z5y3ho1y4sra3N9nAWFQzDwO12g6Io2O12yGQy6PV6aLVart2RvWYl8+2ITUZKVrGQ7WQkwuwJBoNcolgoFOJa5hQKRcp/h/EiTPz5BZAKq2zDCruHDx/G448/jvLyclx55ZWora2F1+vljHljRRi9Xs+1H1VVVU0TYYqLi8m1gLCYIEINgUCYHwcOHMDOnTtB0zS2b9+ORx99dNr3g8Eg7r33Xhw7dgwajQb79u1DTU0NgI+jxf/zP/8TAoEATz31FDZt2pTRsZ8+fRpdXV14/fXXsWTJEnR0dGDTpk1Zja+ONeRNJMTEGvImE2HStavMMAy8Xi/MZjPsdjvkcjmMRiPUanXaJrovd3fje489BitFpeX4hPxGrlDgK9u34+sPPQSD0Zjt4SxKYtsn/X4/PB4PXC4XfJ8YhAuFwoStk7EL5nxMRiLMjkgkwvnaeL1elJaWQq/Xz8p8lhVhkrUjAR9XWCXzgyEmr5mDYRhEo1FYrdZp7UixIozf7wePx0NZWRnC4TBGRkYgEonwmc98Blu2bMH1119fcKblBEIKIEINgUCYOzRNo76+HocOHUJlZSXWrl2Lrq4uNDc3c4959tln0dvby0WFv/baa9i3bx9OnjyJe+65Bx988AHGx8fxuc99DsPDw1kxJGQYBr29vejs7MTbb7+NlStXoqOjA5/97GeTGuDOh1hvhXgRJtbgMlH1C/vvVI5nIbC76GazGU6nE0qlEkajESqVKuWTLLfLhX/8/vfxq+eeI61PBACA3mDA1x96CH/zta9BnkfVcPlGfJLb5ZKR4oUYmqbhcDhgtVrB4/Gg1+uh1+uzKoYTsgfbUmu1WmG32yGVSiGXyyGRSKa1vcW2uSUSYUibW2aJFWFY0SVehJmamgKfz4dOp5tWCRN7SyTC2Gw2vP322/jNb36DwcFBbNu2Dd/+9rez9E4JhJyECDUEAmHuHDlyBHv37sXBgwcBfFwhAwCPPfYY95hNmzZh7969WLduHSKRCIxGI6xWK374wx9Oe2zs47JJNBrF+++/jxdffBHvvfceNmzYgI6ODlx11VVJd/8YhkEoFEraisTGRbPeCsmEmHwtv2YYBk6nExaLBS6XCyqVCgaDAaWlpSmdSPccO4bv7tyJEz09KTsmIb+oqa3FQ7t24e4vfxkSiSTbw8lrEpmnxifYxCe5xX+di7AeCARgtVpBURRomoZOp4Ner4dMJkvjuyRkg3jD59j7sSKMQCDgEgWFQiE0Gg2MRiPkcjkRYTIEwzBgGCapCDM+Pg6fzwcejwetVptUhEnF7ywUCsFkMmHp0qUpencEQkGQ9A8rN7ZuCQRCTmIymVBVVcX9u7KyEkePHk36GKFQCKVSCbvdDpPJhE9/+tPTnmsymTIz8Bng8/lYv3491q9fj0gkggMHDuDZZ5/F17/+dbS0tKCsrIxr/6EoCvX19Xj44YchFounLWCUSiUMBsOi8Fbg8XhQq9VQq9VcL/r4+DgGBwehVqthNBpT4k3wqdWrcfC99/DLf/93/OP3vw+vx5Oid0DIddpWrsS3du/G7XfeuShigBcKu/idqWUk3rejqKgIKpUqbcKxVCrlFnWs0ejw8DCCwSC0Wi30ej1ZoOcBsf5o8eIeK8KwrW5s9YtcLodOp5uxNZcV8kZGRkDTNDQaDfR6PWmFWQCsCGOz2TgBJl6E8Xq9nAjDmvJWVVWhpaWF+3tNh7dQIsRiMRFpCIQ5QIQaAoGwKPjoo4/w5ptvwmQywWQywWw2g2EYSCQSlJeX46abboLX68XFixfh9XqxZs0afP7zn8eKFSuyPfScgs/nQ6PRQKPRIBqNwm63Y2xsDJOTk9BqtTAajQuaePP5fHz1G9/AbXfcgScefRSvvfxyit8BIZf4zDXX4OHdu3H9DTdkeyg5QWwyUqIqmPhkJHaxLJPJoNFocsa3QywWo7y8HOXl5ZyHyblz5+Dz+aBWq7nY72yPczHBnluJRJhAIMBVhgqFwmnnFivCSKXSBW1KxAp54XAYNpsNZ8+e5c4JnU6X8Sj4XIYVYdiNL7YaJrYixuPxgMfjQaPRTKuC2bhxI3dfqVSSvzMCIU8hQg2BQEhKRUUFLly4wP374sWLqKioSPiYyspKRCIRuN1ubtJwuedmEolEgpUrV+KWW25BRUUFDAZD0p17j8eD119/Hd///vfhcrlw5513YuvWrSgrK8vwqHMbtl9dp9OBpmlu4j01NQWdTgeDwYCSkpJ5HdtQVoZ/+9Wv8MX77sPfPvIIzpw+neLRE7IFj8fDzbffjh179mDVmjXZHk7GiE1GSiTCsAtl1kg81QvlbCEUCmEwGGAwGDhxl63IUyqVXOw3WaDPn5mizxOJMKwQw8auZ7oyVCQSoaysDGVlZVyVpsViwdDQEHe+azSanPFsSzWsCONwOC4RYdib2+3mqllZEaayshLXXXcdJ8IQsZNAKGyIRw2BQEhKJBJBfX093n33XVRUVGDt2rXo7OxES0sL95hnnnkGfX19nJnwq6++iv3792NgYABf/OIXOTPhjRs3YmRkJO/aGmw2G1566SXs27cPPB4PW7duxZYtW6BWq7M9tJwlEonAarXCYrEgGAxCr9fDYDCguLh4XscLBoP4+T//M576yU8QCARSPFpCphCKRPjcpk24/a67sOKKK2AwGApmtzc2GSlRSxKb5hbfQhn7dbElI7HGsxRFwel0Qi6XQ6/XQ6PR5N3nRDpJJsIkE/jyOfqcYRh4PB7OjFgsFnObAfnkWcWKT7EiDFsFYzKZ4HK5wOPxoFKppokwbER1dXU1qS4iEBYPxEyYQCDMj7feegu7du0CTdO4//778fjjj+OJJ57AmjVrsHnzZgQCAWzbtg09PT1Qq9Xo7u5GbW0tAOAHP/gB/uu//gtCoRA/+9nPcPPNN2f53SyMCxcuoLu7G6+88go0Gg3a29tx6623zrtqZDEQDodhtVphNpsRiUQ40aaoqGjOxzozOorHdu/G7/73f9MwUkK6kJWU4Mtf+Qoe3LED5RUVXFUFRVHweDxpM6dOFfHJSPFf2aSyRPHUuZbmlquwC3SKomC321FUVAS9Xg+tVguRSJTt4aUNtsoqWTtSJBIB8LEIk+i8KnSBb2pqClarFVarFQzDQKvVQqfTQSaTZe09R6NRuN1uzg8mXoRxOp3g8XgoLS3lPGHiRZjZRJcTCIRFAxFqCAQCIZUMDQ2hs7MTv/71r7F8+XJ0dHTghhtuyKtdv0wTCoVAURQsFgui0SjXDjHTzyx+IRMMBvHbN97Av/74x7BZrRkcPWGuaLRafPUb38BXH3gAqiQVaNFoFA6HAxRFwe12Q6VSQa/XpyUGPhFsMlIyESbVyUiEy8MwDHw+HyiKgtVqhUgkgl6vz7uqithWt0TnVrwIQ6qsZoY1qLZarfD7/ZzXUSqr8qLRKDweT1IRxuFwAACUSiVXBRMvwqjVavB4PPJ7IxAIs4UINQQCgZAOGIZBT08POjs78c4772D16tVob2/HNddcQxZwMxAMBmGxWDhTZ7lcDqlUCpqmL2kXid1NZhcw4XAYP//pT/Hf//Ef3OMIuUFVdTUe3LEDX7zvvjm1u8V6VbjdbpSWlnKVNvPZfY49lxIJMcDHPksziTBk1zv7+P1+UBQFiqIAAHq9Hnq9fl5VeakimQjD3mdFmEStbux9IsLMH5qm4XA4YLVa4Xa7oVAo4Pf70dDQALlcnvA5bNVWrAATK8LY7XYAgEKhmBZRHSvCaDQaIsLMgQMHDmDnzp2gaRrbt2/Ho48+Ou37wWAQ9957L44dOwaNRoN9/397dx7dZJn3Dfyb7nubpE3SJSyFslbOWFpQZLRCsShQFJoiOMgBcXQeGQErWKFCfQQs6nFGjyj6IgzHsaFFQJhHZfV0RkeFacVBlEHFp9gtS5sWuqVpkvv9gzf3m9CUxbZJl+/nnJ40zUV63ScFen1zXb9fcTGGDRsmPv7LL79g3LhxKCgowNNPP+3h2RN5DIMaIqLeZrfb8fnnn6OoqAj//Oc/cdddd0Gj0SA1NXXQ/WJ3rZ0K7e3tsNvtkEgkCAgIgJ+fHzo6OtDa2go/Pz8oFArExsbe0ELs22++wdpVq1D+r3954KroWsaOG4cnVq/GvJycbh/1cdQv0ev1aGxsRGRkJJRKpbjTxl17asetc2ekqxfHjtuAgACGMP1Qe3s7jEYjDAYDOjo6EBMTA4VC0aNHYQRBgMVicfuzdXW9IXcBDI+6eZYgCGhsbMS2bdtQUlICuVyOsWPHIioqSqwTU19fL74h4BzCOD6GDBmC6OhohjA9yGazYdSoUTh27BgSEhKQlpYGrVaLcePGiWPefPNNnDlzRqxxeODAARQXF4uPZ2dnQyKRYPLkyQxqaCBjUENE5EkdHR04fvw4ioqKcObMGWRmZkKj0bgUYu6vrtU+uKudClcvZrpaJLe2tkKv18NgMCAgIAAqlQoxMTHXXPjY7Xa8t2sXNm/ciMaGhl65Zupa2m234cncXNxz773dXuS4q9lhNpvR1NSE5uZmdHR0wMfHB0FBQQgLC+syhOFia+BztHg2GAxoa2uDXC6HQqFAREREl6+/uxDG+XOGMH2PIAhobm5GZWUlampqxF0wjltH/ZqwsDCo1WpIpVLU1NTghx9+QHBwMObMmYNFixYhKSmJ/y540JdffomCggIcOXIEAPDiiy8CAJ599llxTGZmJgoKCnD77bfDarVCpVLBaDRCIpHgww8/xD//+U+EhoYiLCyMQQ0NZAxqiGjgMJlMWLBgASoqKjBs2DCUlJRAKpV2Grd7925s2rQJAJCfn48lS5agtbUVGo0GFy5cgK+vL+bMmYPCwsJenW9bWxv+9re/QavVorKyEllZWcjOznbZ4tsX3Gj7YD8/P7fHRBwfPfXLcEtLC3Q6HYxGI4KDg6FSqRAdHd3lkTKjwYCCdeuwV6vtke9P15aR1pLY6AAAIABJREFUmYknc3Nx2x133ND4a+1UcD4u0lXhVMdxkUuXLkGv16OhoUFsLyyXy7lDZhCz2Wyoq6uDTqdDU1MTQkJCEBwcDB8fHzFAdoQw7oJj558v8hxHPaKuQhiDwQBBEBAaGirWg3HeCaNWq6FQKODj4+P2/x29Xo+//e1vOHjwIGpra6HVapGUlOSFKx18PvjgAxw+fBg7duwAALz33ns4efIk3njjDXFMcnIyDh8+jISEBADAiBEjcPLkSQQFBWHGjBk4duwYXnnlFQY1NNAxqCGigWPt2rWQyWTIy8tDYWEhGhoasHXrVpcxJpMJqampKCsrg0QiwcSJE1FeXo7AwECcPHkSd999NywWC6ZPn45169Z5rCPVpUuXsH//fmi1WrS0tOCBBx7AvHnzoFKpevX7OneucbdI7svtgx3vqOr1etTV1SE0NBRKpRLR0dFuF+ef//3veGb1avx4/rzH5zrQ+fn5Ye78+fjjU09hXHKy+HW73X7NnQqOzkg9uVNBEAQxtDGZTAgPD4dSqWRoMwA52p93dRzJ+ShlYGAg7HY72traYDabERERAaVSKS7oyTMEQUBra2unoryO+0ajEXa7HSEhIS5HkRz1YNRqNZRKZZchzM1qbm4WW5VT7+tOUFNYWIhJkyYhJycHBQUFDGpooGNQQ0QDx+jRo1FaWorY2FjU1tYiPT0d569alGu1WpSWluLtt98GADz22GNIT0/HwoULXcatXLkSycnJePTRRz02fwe9Xo+SkhKUlJQgMDAQ8+fPx9y5cxEVFXVTz+MomtpVCOPcuaarEKa/FD4WBAFNTU3Q6XSor69HeHg4VCoVZDKZyyLMYrHgzddew5+2bkVbW5sXZzwwBAUHY35ODh5auhTRMTFu6w158+fLEdo42juHhYWJoU1/+dkerG4k5HOEMF11R+rqNb46zAsNDRXbfnP3zK8nCALa2tq6DGEMBoNLCOPYCeMcwqhUqh4LYajv6c7RpzvvvBOVlZUAgMbGRvj4+OC///u/sWLFCs9fCFHvY1BDRANHVFQUGhsbAVz5hVEqlYr3HV555RWYzWbk5+cDAF544QUEBwe7vCvT2NiIlJQUHD9+HImJiZ67ADcqKiqwZ88e7Nu3DyqVChqNBjNnzkRraysqKipw8eJFVFVVYcyYMRg6dKjboqldHUcaqO8iOxZhOp0ODQ0NiIyMhEqlcmntfLGiAutyc3Hs8GEvz7Z/Cg0Lw+z770f2woVQqlRud8P0tZ8vR3cXvV4vhjaOxTlDG89y3snnrgOXu5Cvt9qfO0Jeg8GAuro6BAYGijvzAgICeuR7DASOEKa6uloMYaqrq8UgRq/Xw263Izg4WAxhHEGMcwjj6+vLEGYQs1qtGDVqFE6cOIH4+HikpaWhqKjIpU7ftm3b8O2334rFhPfv34+SkhKX5+GOGhoEuvyHkm8nEFGflJGRAZ1O1+nrmzdvdrn/a7s0WK1WLFy4EE8++aRXQhqbzQaDweDyjuSlS5cwZswYnD9/HmvXrsXq1asRExMDlUqFxMREqNVqyGQyJCQksGgqrrz2UVFRiIqKgiAIYmvn8+fPQyqVQqlUYsjQoXh/3z58dOgQ8tesQXVVlben3S+oYmPx2IoVWPLIIwjrot1tXyWRSBAZGYnIyEhxca7X6/Hzzz+7HJtjaNM9NxPCOIcvERERPR7C3AiJRIKIiAhERERg5MiRaGlpgcFgwDfffANfX18oFArExMQgKCjIY3PyNEEQYDabrxvCBAYGuoQwY8eOxYwZMzBkyBDExcUxhKHr8vPzwxtvvIHMzEzYbDYsW7YM48ePx4YNG5CamoqsrCw88sgjWLx4MUaOHAmZTIY9e/Z4e9pEfQp31BBRv9MTR5+WLVuGsLAwvP766x6fPwBoNBq0trYiISFB/IXY+TYyMhIAUFZWhvfffx8nTpzA5MmTkZ2djalTp/a5XQx9id1uR0NDA3Q6HS5fvgyZTHblHV4fH7y8ZQv+z5tvioVrydXIUaPwxKpV0CxcOOB2GVxd6yg4OFgMbXgMxpUjhHEXwJjNZpfjlFfvgumrO62uxWw2w2AwiEd2HKFNaGiot6d2wxx1fK4Vwlit1k4hjPORpLi4OK/VIiMiGqR49ImIBo41a9ZALpeLxYRNJhNeeukllzEmkwkTJ07E119/DQBISUlBeXk5ZDIZ8vPzce7cOezdu7ffLCZsNhv+8Y9/oKioCF999RWmTZsGjUaDW2+9lb9UX4Pdbkd9fT30ej2ampoQHR2NSw0N2Pjss/jXV195e3p9xm9SUvDH3FzMysrqN38nusNdaONYnA/00MZut3dZlNdR08rHx8ftccr+GMLcLIvFAqPRCIPBgPb2dsTExEChUCAsLMxr/9Y6OqZ1FcLodDoxhImLi3MbwsTHxzOEISLqexjUENHAUV9fj5ycHPzyyy8YOnQoSkpKIJPJUFZWhu3bt4tdBnbu3IktW7YAANavX4+lS5eiqqoKarUaY8aMQWBgIABgxYoVWL58udeu52ZZLBYcOXIERUVFOHfuHO677z5oNBqMHj3a21Pr0xwtfPV6PVpaWvDV559j++uvo8Fk8vbUvObOu+/Gk7m5uPPuu709Fa9yhDZGoxFBQUHiTpv+1iHGZrN12R3p6hDGXQAz0EOYm2W1WlFXVweDwYCWlhbI5XIoFApERkb2WOAhCAI6OjquGcJ0dHQgICAAcXFxbjskxcXFDfqjsERE/RSDGiKigailpQWHDh2CVquFXq9HVlYWsrOzoVarvT21Ps2xADv/n//gnTfewPHDh3Gd/w8HDB8fH8y+/348+dRTmHDrrd6eTp/T3NwMg8EAo9GIgIAAKJVKxMTEeD20cQ5hrt4JY7FYOoUwVwcxAQEBDGG6wWazwWQywWAw4PLly4iKioLNZkNSUpIY+l/NEcLU1taiqqpK7I7kCGRqa2vR0dEBf39/lxDGuThvXFwcAgMDGcLcpMOHD2PlypWw2WxYvnw58vLyXB5vb2/Hww8/jPLycsjlchQXF2PYsGE4duwY8vLyYLFYEBAQgJdffhnTpk3z0lUQ0SDAoIaIaKBraGjABx98gOLiYrS3t2P+/Pl44IEHEBMT4+2p9WkdHR04+skneH79elT8/LO3p9NrAgMDkbNoEZ5YtQqJI0d6ezr9gqPgrMFggL+/P5RKJRQKRY+HNjabrcvjSM4hjLtdMAxhPM9RB+u1117Dvn37MGLECCQnJ0MqlUKv16OmpgY1NTWwWCzw9/dHbGysSwjj6I4UHx/PEKYX2Gw2jBo1CseOHUNCQgLS0tKg1Woxbtw4ccybb76JM2fOiB2HDhw4gOLiYpw+fRpKpRJxcXE4e/YsMjMzUV1d7cWrIaIBjkENEdFgUltbi+LiYuzduxdhYWGYP38+srKyEBER4e2p9SlWq1VcGDc3N2PXO+9g5/btMJvN3p5ajwkLD8eSRx7B4ytWQBkb6+3p9Futra3i8Sg/Pz8oFAooFIrrFl12hDDu6sG0t7cDAHx9fa95HIkLec8SBAFWqxV6vR6VlZUux5IcO2IsFgv8/PygUqkglUpRVVWFn3/+GcOGDcP999+PhQsXQqlU8rXzgi+//BIFBQU4cuQIAODFF18EADz77LPimMzMTBQUFOD222+H1WqFSqWC0Wh0eb0EQYBcLkdtbW2Xu6aIiLqJ7bmJiAaT2NhYrFq1CqtWrcKFCxeg1Woxe/ZsqNVqaDQaZGZmIjg42NvT7DWOhdbVi2LH5xaLBcCVBbLzovi/Vq7EgkWLsKWgAEc+/tjLV9E90TEx+P0TT2Dpo48iMirK29Pp90JCQjB8+HAMHz4cbW1t0Ov1OH36tNgOPDg42CX4cxfCBAUFITQ0FHK5nCGMlwiCAJvNJoYwNTU1YhjjCGHa29vh6+sLlUol7oJJSEjA5MmTxc+Dg4M7vXaCIOC7777D/v37MXfuXMjlcuzZs4cBuYdVV1e7HP9NSEjAyZMnuxzj5+eHyMhI1NfXIzo6Whyzb98+pKSkMKQhIq9gUENE1A0mkwkLFixARUUFhg0bhpKSEkil0k7jdu/ejU2bNgEA8vPzsWTJEpfHs7Ky8PPPP+Ps2bM9PscRI0YgPz8f+fn5+Pbbb1FUVITCwkJMmDAB2dnZmDZtWr/qdOOo+9BV62BH621/f3+XXQoRERGIiYlBUFAQ/P39u1wgKxQKvLd3L45+8gnW5ebil4sXPXl53TZ0+HD818qVWLh4MYKCgrw9nX7LOXS5+mfNOejz9/dHU1MTjEYjfH19IZfLoVarvdolaLByhDAGg6HLEMZsNsPX1xdKpVI8fqRWqzFp0iSxNoy7EOZGSCQSJCcnIzk5GRs2bEBFRQXCw8N74Uqpt3333Xd45plncPToUW9PhYgGKR59IiLqhrVr10Imk4mtwhsaGrB161aXMSaTCampqSgrK4NEIsHEiRNRXl4uBjr79+/HBx98gDNnzvRKUOOOIAj46quvUFRUhNLSUkyZMgUajQa33XabV2tdCILQafeL863NZgMABAQEdDoq4rjtyRa0ra2teLWwEG+9/jo6Ojp65Dl7y/hbbsEfn3oKc+fPh6+vr7en06ddvdvK+fOudls5f95Vhx2z2Qy9Xg+DwQCJRAKFQgGlUsl35HuAIAiw2+1iCON8FMnRKckRwigUCpcQxvkjJCSEAdoA192jT1VVVZg2bRp27dqFO+64wyvXQESDBmvUEBH1htGjR6O0tBSxsbGora1Feno6zp8/7zJGq9WitLQUb7/9NgDgscceQ3p6OhYuXIjm5mbMnDkT77zzDnJycjwW1DizWq0oLS1FUVERysrKkJGRAY1GgwkTJvTogsZut7uEMFcHMXa7HQDEIyFXL5IDAwO9tvPn/LlzeGb1anzx2Wde+f7XcvvUqXjyqacwPTPT21PxOseRt65+xhwhjJ+fn9uQ73q7rW6G2WwWCxELgiAWIuYup84cIYzRaOwyhGlra4OPj881Q5jQ0FCGMASr1YpRo0bhxIkTiI+PR1paGoqKijB+/HhxzLZt2/Dtt9+KxYT379+PkpISNDY24q677sLGjRsxb948L14FEQ0SDGqIiHpDVFQUGhsbAVxZbEilUvG+wyuvvAKz2Yz8/HwAwAsvvIDg4GA8/fTTWL16Ne68807ceuutmD17tleCGmft7e34+OOPodVq8dNPP2HWrFnQaDQYeZ0uQc6tg93dCoIAiUTS5S6YwMDAfrELpPj99/H8unWoq6vz6jwkEgky77sPf8zNRdrkyV6di6c41x1yF8Q4djxdHcI4f95TIczNam9vh8FggF6vhyAI4k6bwRDaOIcwjtDFOYSpqalBa2srJBIJYmJiugxheJSMbsbHH3+MVatWwWazYdmyZVi/fj02bNiA1NRUZGVlwWw2Y/HixTh9+jRkMhn27NmDxMREbNq0CS+++CKSkpLE5zp69CgUCoUXr4aIBjAGNUREv1ZGRgZ0Ol2nr2/evBlLlixxCWakUikaGhpcxnUV1GRkZGDDhg04dOgQKioq+kRQ46ypqQkffvgh3nvvPej1ekyePBmxsbEwmUyoqamBTqeDVCrFU089BR8fn2t2rRlIrYMbGxrwwoYN+OuuXbjO/6E9zt/fH/NycrBi9WqMHjvWo9+7N7kr/uwuhLm67pDzz5m3Qpib5QhtDAYD7HY7YmJioFQq+2Vxb0EQIAgCjEajGMBcHcI0NzdfN4QJDw/vF68dERFRD2NQQ0TUG7pz9KmxsREvvPACAgICYLVaYTAYMGXKFJSWlnr8Os6cOYNTp06JC62qqioYDAYAQFhYGGJiYtDU1ASLxQJfX1+kpaVhzpw5GD9+/HXbEw9UZadOYe3KlTh75kyvf6+Q0FD8bskS/GHlSsQnJPT69+tJjuLPXR1HchfCXB3E9GTdob7EYrGIO21sNpvY8jskJMTbUxNDmLq6OjGEubpNdVNTEyQSCaKjo90GMGq1GhEREQPytSMiIuoBDGqIiHrDmjVrIJfLxWLCJpMJL730kssYk8mEiRMn4uuvvwYApKSkoLy8HDKZTBzj7R01R44cwYULF8TWswkJCYiOjna7E6aqqgp79uzBvn37IJVKkZ2djdmzZyMsLMwLM/cum82GHW+9ha2bNqG5qanHn18ml2PZY49h+eOPQyaX9/jzd5dzBy53QYxzB66ujiMN1BDmZlksFhiNRuj1elitVnGnTW+ENo4Qpr6+vlMI4/i4fPkyJBIJ5HK5GMIkJCRgyJAhYggTGRnJ146IiOjXY1BDRNQb6uvrkZOTg19++QVDhw5FSUkJZDIZysrKsH37duzYsQMAsHPnTmzZsgUAsH79eixdutTlebwd1PxaP/zwA7RaLQ4ePIjExERoNBrcc889g67LTW1NDZ575hkc2r+/R54vPiEBj//xj/jd0qUIDQ3tkee8WTfaBt1dBy7n4s9cyN+8jo4O8XiUxWJBTEwMFArFDYWhjhDGZDJ1GcJcunQJEokEMpmsUwjjuI2KiuJrd5MOHz6MlStXwmazYfny5cjLy3N5vL29HQ8//DDKy8shl8tRXFyMYcOGAbjSmejdd9+Fr68vXn/9dWSyODgR0WDAoIaIiHqPIAj497//jffffx9HjhxBSkoKsrOzcdddd/WLIsE95dOjR5GXm4uKn3/+VX9ePXQoHn7kESxeuhRSqbTXFsqCIMBisbjdBdNVG3R3x5Go93V0dMBoNOJ//ud/sH37dmRkZGDOnDmIjIzsVJy3uroajY2NkEgkkEql1wxhBlLdqL7AZrNh1KhROHbsGBISEpCWlgatVotx48aJY958802cOXNG7DR04MABFBcX4/vvv8fChQtx6tQp1NTUICMjAz/88MOg+reTiGiQYlBDRESeYbfb8cUXX6CoqAifffYZfvvb30Kj0WDSpEmD4h16s9mMP7/8Mt549VWxHfT1TJw0CU/m5mLGzJmor6+HXq9Ha2urePzlZo6VOUIYd7tgrg5hrnUciTzPbrfj0qVLYp2oq0OYpqYmBAUFoba2Fo2NjRg3bhzuuusuTJ48WQxhpFIpQxgv+PLLL1FQUIAjR44AuLJDBgCeffZZcUxmZiYKCgpw++23w2q1QqVSwWg0orCw0GWs8zgiIhrQuvzFmL+JERFRj/Lx8cHUqVMxdepUdHR04MSJE9i1axdWrVqFe+65BxqNBsnJyd6eZq8JCgpC3nPPQfPgg1i7ahU+u0Zx6GkzZuDJ3FxM+e1vxa8plUoolUpYrVbU1dXhp59+Qnt7uxja+Pn5ud0F097e3imEcYQvMpnM5TgSeZ7dbsfly5ddAhjnEMZkMgEAIiMjXbojTZ06VQxhZDIZJBIJJBIJmpqa8NFHH2Hv3r345JNPMGvWLPzhD39gSOMl1dXVUKvV4v2EhAScPHmyyzF+fn6IjIwU6wTddtttLn+2urraMxMnIqI+ib+tERFRr/H398fMmTMxc+ZMtLW14aOPPsLWrVtx8eJFzJ49GxqNBsOHD/f2NHvFiKQk7PvoI+wrLsaGvDwY/18XLV9fX8ydNw8rnnoKyRMmiOMFQUB7e3un8MWx8K6ursbFixcBACEhIYiKikJ4eDjkcrkYyvCohHcIgtAphHGuCVNfXw8AiIiIcAlhpkyZIoYwcrlcDGFuRHh4OB588EE8+OCDaG5uxieffCLWDSIiIqL+jUENERF5RHBwMLKzs5GdnY1Lly7hwIEDyM3NxeXLl/HAAw9g3rx5iI2N9fY0e9z8BQsw/Z57sHnjRnR0dOB3y5YhRqGA2WzGmTNnYDabYbfbIZFIOu2ECQ8PF48jOUIY55bOly9fhlKpRGhoKEOaXiIIApqamtyGMDU1Nairq4MgCAgPD3cJYSZNmgS1Wo0hQ4YgOjr6pkKYmxUWFgaNRtMrz003Jj4+HpWVleL9qqoqxMfHux2TkJAAq9WKS5cuiV21rvdniYhocGGNGiKiAcRkMmHBggWoqKjAsGHDUFJSAqlU2mnc7t27sWnTJgBAfn4+lixZAuBKCLBixQqUlpbCx8cHmzdvxvz583t1zgaDAXv37kVxcTH8/Pyg0WiQlZXldt59kd1uF2vCuDuO1FUI4/z5rw1Z2tvbxdAG+P/HpgICAnryEgcsQRDQ3NyMyspK1NTUiEeRHLdGoxGCICAsLMwlhHH+UCgUvRrCUP9gtVoxatQonDhxAvHx8UhLS0NRURHGjx8vjtm2bRu+/fZbsZjw/v37UVJSgu+++w6LFi0SiwlPnz4dP/74I8NXIqKBj8WEiYgGg7Vr10ImkyEvLw+FhYVoaGjA1q1bXcaYTCakpqairKwMEokEEydORHl5OaRSKTZu3AibzYZNmzbBbrfDZDIhOjraY/O/ePGiuIBRKBTIzs7Gfffd57UW1Xa73e1xpKtDmKvbUzvfemqxZTabodfrYTAY4OvrC6VSCYVCAX9/f498/75GEAS0tLR0KsrruDUYDBAEAaGhoW4DGEcI4+PjwxCGbsjHH3+MVatWwWazYdmyZVi/fj02bNiA1NRUZGVlwWw2Y/HixTh9+jRkMhn27NmDxMREAMDmzZuxc+dO+Pn54c9//jPuvfdeL18NERF5AIMaIqLBYPTo0SgtLUVsbCxqa2uRnp6O8+fPu4zRarUoLS3F22+/DQB47LHHkJ6ejoULF0KtVuM///mP14IRZ+fOnYNWq8WhQ4cwZswYaDQaTJ8+vcd2izhCGHe7YK4Vwjh/3lcLt7a1tUGn08FoNMLf3x8qlQoxMTEDppCwIAhobW11G8JUV1fDaDTCbrcjJCTEJYRx1INRq9VQKpUMYYiIiMibGNQQEQ0GUVFRaGxsBHBlMSuVSsX7Dq+88grMZjPy8/MBAC+88AKCg4OxfPly3HLLLdBoNCgtLcWIESPwxhtvQKlUevw6nAmCgPLychQVFeH48eNIS0tDdnY2pk6d2uVuFecQxl0QIwgCfHx8EBgY2GUQ01dDmJvV0tIi7rQJDg6GUqlETExMnz1WIQgC2tra3LanrqqqgsFgcAlhEhISkJCQINaDUavVUKlUDGGIiIior2N7biKigSIjIwM6na7T1zdv3uxy/2brZlitVlRVVWHKlCl49dVX8eqrr+Lpp5/Ge++91+05d4dEIkFqaipSU1Nht9tx4sQJ7Ny5E0888QRGjx6NuLg4NDU1QafTwWAwQKVSoaCgoFMAExkZOeBCmBsRGhqKxMREJCYmorm5GTqdDhUVFQgJCYFKpYJcLvdYaOMIYRzFeB1hjGM3jCOECQoKcglhxo0bh8zMTAwZMgQqlQq+vr4MYYiIiGjAYlBDRNTPHD9+vMvHlEolamtrxaNPCoWi05j4+HiUlpaK96uqqpCeng65XI6QkBDMmzcPAKDRaPDuu+/2+Pxv1Oeff47PPvsMVVVV4q4Kq9UqLuJnzZqFlpYW1NXVoa6uDhMnTsSiRYswwanlNbkKCwvDyJEjMWLECDHcunDhAsLDw6FSqSCTyX51iOV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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "points2D = np.vstack([X[:,0],X[:,1]]).T\n",
        "from scipy.spatial import Delaunay\n",
        "\n",
        "tri = Delaunay(points2D)\n",
        "simplices = tri.simplices\n",
        "\n",
        "import plotly.figure_factory as ff\n",
        "\n",
        "fig = ff.create_trisurf(X[:,0], X[:,1], y_pred, simplices=simplices, aspectratio=dict(x=1, y=1, z=0.3))\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817
        },
        "id": "3cwjzOH29Xv8",
        "outputId": "32eebc68-0ada-4906-cc64-c0929ab88a68"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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