EsophagusCancerClassifier.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9Iz2utpRdeg1"
      },
      "source": [
        "# Cancerous and Healthy Tissue Classifier through esophagus microscopic images"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/drive/1JbMpw_nQaCq5WAZmY0iDWVEWWV4cgH9H?usp=sharing\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Data Challenge by Mauna Kea (Challenge Link: https://challengedata.ens.fr/participants/challenges/11/)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "from IPython.display import Image"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/jpeg": 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9AHV//IX/AMVQB7vRXh9j+1J4bv8AUILSLQtWDzyCNS3lYBJx/er3CgAoqvqF4mnaZdXsqsyW0Lysq9SFBJA/KvEP+Gr/AAv/ANAHV/8AyF/8VQB7vXHeOrd/t+hX9zZzX2l2V0z3kEEZlbBjZVfYOWAYqcAH1xXnP/DV/hf/AKAOr/8AkL/4qtrw78f7PxVcGLQ/CWt3GPvP+6VF+rF8CgA8UX0mpvNbaVpE1pYTWjC3ZtCkle4c9UwQvk/VsVb8OaLcahqnhi41zTppWi8NqkpuIThZSeVbI4b2PNdCvjq+b/mVL8f9vVv/APHKmXxjqTdPCl9/4F23/wAcoA4vRrOfSrXw/ea/pd5caZaRzwGEWrzNA29tjGIAsQVwAcHpVjxNaXEviS21SET2ujT6asMC/wBivdmJ97lgYhhkJBXnH5YrodU+Idxo9m9zfeGL6ONOp+025/8AalYMPx0spxmPw3qR/wC2sH/xdAE+ieGgPE/hkXcVxf21ppdwBcXNqYwGMoKhlOdpA4APOBXpgAVQFGABgAdq8nuPj3ZW0bO3hjVn29Qjwk/lvrCf9qvw1G5STw/rCspwQRGCP/HqAPdqK8I/4av8L/8AQB1f/wAhf/FV0Hgf4/6H478WW2g6dpGo289wHIln8vau1S3OGJ7UAer0UVzvjrxlaeAvCdxr+o201zBA6I0cGNxLMFHUgd6AOiorwj/hq/wv/wBAHV//ACF/8VR/w1f4X/6AOr/+Qv8A4qgDu9bEWm/EKXUde065vtPnsI4bV4bR7kQyB3LqVQEgnK/NjHvxXGeIJ9Y1G6P2bTJ7SaHUYWitodHkLeTlR5huOB0PKjJHpUH/AA1Z4Z/6F/WPyi/+Ko/4as8Mj/mX9Y/KL/4qgDo9Q8OtNb+PLptMke7mvY2tn8klnCpHgpxzznkelW9PMWk+JryTxNpV3dSX0dv9juEspLhQAuChKqfLIJyS2OvXiuQ/4at8Mf8AQA1j/wAhf/FUf8NW+GP+gBrH/kL/AOKoA0NS0S+bWNYtNUu7q2a9vvOtZIdDe6bZkFNsynCYI6HGK7LwpoixeMfEd9d2beY00IhnmiI3AJyVJ9/SvPf+GrfDH/QA1j/yF/8AFUo/as8Mnp4f1g/9+v8A4qgD3aivCP8Ahq/wv/0AdX/8hf8AxVH/AA1f4X/6AOr/APkL/wCKoA93orj/AIcfEbT/AIlaJdanpdnc2kdtcfZ2S525J2hsjaTx81dhQAUV5l8RPjho3w48SRaNqemX91NJbLch7fZtCszLjkg5+U1yv/DV/hf/AKAOr/8AkL/4qgD3evNrGRNFvdZt9T0S6vdZnvJJ7SYWjyRzg8xjzQCqAe5GK5SD9qjw5czJDb+HdZllc4VEEZLH2G6uwtfivLdWwmHhHVYlIziWaBW/IvkUAYPhg6rd/EDQ7trWaOLyJ0u1TSHtUhby2IQu33+cYOMe9S+HvDs+n+FfBL2+mTW96lwpuW8lg6Bh82/jIH1rYb4thevhjUv+/wDB/wDF1UPxutg23/hGdTz/ANdYP/i6ALHhVI7PTZtFu9MuovEO+fddvZuySMWYiQTY24OQcbsj0rC8K6NdrNpFtf3V3FqGnRkTwrobxh224YNc5KuCecgnPoK2D8aLcYH/AAjWpZPQedB/8XUEvx0tIW2v4Z1TPp5kP/xdAHT/AA20ePS/B1sXsvs128s7SmSPbIczORnPPTFdbXimoftM6Jpcvl33hrWYj2J8og/juxVP/hq/wv8A9AHV/wDyF/8AFUAe70V4R/w1f4X/AOgDq/8A5C/+Kr2Tw3rkPiXw3Y6zbQyQxXsQlSOXG5QexxxQBp0UV414j/aT8O+GvE2o6LdaNqcs1hcPA8kfl7WKnBIy2cUAey1z3juxvdR8F6hbaYrPcOgxGhwXAPKg+4ryn/hq/wAL/wDQB1f/AMhf/FVPZ/tRaBf3Ahs/DetSyN0VRGf/AGagDodY1q0k0+0Xw7oNxaweYqXc0+iTObcAcYi2gydxkZA9axtK0fUL3wtBaahYXUkS+LBKqPZtD+58jO/ZztXcT7ZOOvFaq/HK1YH/AIpjVAQMkebB/wDF1E3x5sUOH8M6qvOOXh/+LoAfq2iXsdx4hSz06c6emo2ly9tFGQJ4wG3hB0bnYSB6VN4rT+2tI0u88M2lzaWNnqIkvY30qTcyeU6g+QwVpAGZeB9ecUlv8brW5bbF4a1In/rrAP8A2erDfGBVznwvqeAeT50H/wAXQBiSeH2vdHi8trzUYLrXbOWSNtKks1RRINxEbchfU8DivX4IIraERW8SRRr0VFwB+FebN8Z4gSF8MamzAZwJoP8A4uudvv2n9C025a3vvDWtQSr1VxGP/ZqAPb6K8I/4av8AC/8A0AdX/wDIX/xVTWf7Uvhq9vobWLQtWDzOEUnysAk4/vUAe40UVBfXa2Gn3N3IpZLeJpWVepCgnA/KgCeivCP+Gr/C/wD0AdX/APIX/wAVR/w1f4X/AOgDq/8A5C/+KoA9G8eW0hvNCvprOa+0uyvDJe28MZkbaY3VW2DlwGKnABPfHFcp4nv31OSS20rSJrSwmtHFu7aFLK88h4KbSF8r6tisUftWeGiMjw/rBHriL/4qk/4at8M/9ADWP/IX/wAVQB0vhrRbi/1XwpPrmnTSND4eKym4hOElJ5Vs9G9jVLR7KfSrbQLvXdLvLjS7MXEJhFq8rQNvOxjGAWIxgDANY/8Aw1b4Y/6AGsf+Qv8A4qj/AIat8Mf9ADWP/IX/AMVQB0Pia1nl8RWmqwCe00WbThDCv9iyXZifexIMIwyEgjnHtxirGieGgPEfhdbqK41C2tdOuMT3Nq0YBMmVDKc7SBwAecCuX/4as8M/9C/rH/kL/wCKo/4as8M/9C/rH5Rf/FUAe6gBVAUYAGAB2pa8IP7V3hgddA1cf9+v/iqP+Gr/AAv/ANAHV/8AyF/8VQB7vRXk3gn9oHQvHHiy10HT9I1G3nud22Wby9q7VLc4YntXrNABRXPeOfGNp4D8JXOv6hbzXMFuyK0cGNx3MFGMkDvXlP8Aw1f4X/6AOr/+Qv8A4qgD3euE1wRad8Qm1LXdOub7TprBIbZ4bR7kQyBmLAogJGQRzjHvXB/8NX+F/wDoA6v/AOQv/iq0rD9o7StShM1r4Y1gxD+NjEoP0y/NAFXxHPrGo3EgtdLntJob+JoLaHR5CxhG3EhuOAODyoyR6Vu6h4dM/wDwnt2+mSSXU13EbVzCSzhY48FOOec8j0qp/wANBaZj/kXNU64/1kP/AMXWrp/xgTUyBa+GNSYnoDNACf8Ax+gBNPMWk+JbqXxPpV5dPfQ232OdbKS4VQFwUO1T5ZDHJJx168Vhanot8da1m11O6urb7deCW1kh0N7ptnylNsynEeCOhxiun1X4pHRY1bUfDd9ESM7PtNuWA+gkrAb9oXSlbB8O6p/38h/+LoA6jwpoixeMvEV9eWbGRngENxNERuAU5Kk+/XFdtXkVz+0DY2tibx/CmtNAOroYmx+T1i/8NX+F/wDoA6v/AOQv/iqAPd6K8I/4av8AC/8A0AdX/wDIX/xVejfDf4kaf8S9Hu9R0uzubSO1uPIZbnbknaGyNpPHNAHY0UUUAFZPiz/kS9b/AOwfP/6LatasnxZ/yJet/wDYPn/9FtQB+eVeu/Cj4Lv4yhfVNam+z2SAmKEH5pT/AEFcV4L8NjV777Tdrm0hIyD/ABt6V7x4d11tFmTyflRRgKO4oAxo9PHhu/8AItYxCsLYCgYyK7eznivoYbkSfMpAf6Vk+KjBqyJf2owWHzgdjWdoV59kuF3fNGx5B7UAdl4l0rzrNLnJdk+Rm9R2NcFLaCzvwwGVJxz616xamPVNGMD87F28HqOxrzvWbVkmkiddrxnB/CgC/dQf2p4f2EfPCN0Z9u4rkCHRgxGChw3uK6XR9THk+Q/3h0J/Ws3WbdYLkug/dyd6AOd8QeD9O8RwFyqw3e35JlGMn0PrXjmsaPd6JqD2l9GUdeh7MPUV71ZydYieV5B9qz/Ffh2DxLpTRsoW5jBMMncH0+hoAZ+yj/yUDWP+wWf/AEalfV1fK37LVtLafErXLedSkkemlWB7HzUr6poA8B/ax/5FLQP+v5//AEXXy7FE88gjiUszdABX1F+1j/yKegf9fz/+i68F8NQnTpFuSMTN/eHQUAR6ZoUlqyyzwb5OwI6V1CXDhFjWPBPUAU6fXpom+ZUZc9dtV0190IkMEe/PGBQBpWkFy8p227hcdccUlw6IxEyjPrVa58XTPH5VxECCOgNZcuuW79bZsj/aoAty3SB/3KqKr/aDyzHpUB1O0K5aJlHfmqst0k+RC4UfWgDQa8TG1tr54INc/qujIQ09mAO5j/wqcpICTzj1FSo3yjAJPvQBynTrX1z+y3/yS+7/AOwi/wD6AlfL2s2IBNxEMZ++B/OvqH9lv/kl93/2EX/9ASgD2qvkL9qP/krVv/2Cof8A0OSvr2vkr9pWzl1D402Npbrukm02BVH1kkoA8i0XRLvXdQW1soy3PzvjhB6mvr74WfD7w74X0KO4sbVbi+kTE11KuWJ7gegrm9C8Eaf4N0uz02zQy3c8YkuJGX/WEj+Qr1rQbH7Jo8MaxiP5cso9aAJfstu/W2j/ABQVj+JdTsdD09nEEJnI+Rdg61v3DeXGx747V4L8QfE011qr7Sf3Z27PagCLUvE11cXpa4KDn7oQcVlPqyTaokSoiwsMbtvQ1jfblmXEmcsMkHqKrr5iZ3cqDkGgDc0XV7CfWzHqsf7lGKt5Y5NbF3a6dqKSWklukloxwqMoyR2/GvN2uPK1NniPy5+b613XhFZdd1WKygdVdhkMxoA808ceAzocz3mk7prDPzDvEff2riK+lvEGnz2SXVnMFlCvsbvuzXhPizw5Lol75mzbbzE7PY+lAH2x8Lv+SWeHf+vFK6uuU+F3/JLPDv8A14pXV0AfA/xS/wCSteKf+wrcf+jDVXwt4TuPEVzuOYrRD88uOvsPeum8S+HJvE/x38SWUeVi/ta4aWT+6vmGvSX0220jSo7fTY9kEIwoHcep96AOVuNN07TY0ttLtxAiqA5xyxx1JrGuT8zLnjtWzqtwNxI596wJVJOR+NAC28PmTgMe/Q17f8MtPjgUTOM8dK8d0uIPOrV7R4HuhHa7eB070AenJqqrhQQAODXMeOdcFvYnY3UVR1XUpIbkFDkEY4rjfFGpS3kJVjuUCgDiNetrLxCjxXkQc/wuPvKfrXlfiHw7caFdYbLwMfkkHf2PvXqsEStKdp59Kbf2MF/ZyW12m9HGD7UAeTeGv+Rp0z/r5j/9CFfohX5/2eky6N47sLaYEgXUZRv7y7hg1+gFAGX4n/5FHWP+vGb/ANFmvzwr9D/E/wDyKOsf9eM3/os18PeBPC/9s3xvLxM2duckH+NvSgDS8BfDw61It/rQaKxU5WPoZf8A61e+6N9m0y0jtdPhjt4UGAqDGK5uy/dwIiDaoHQelXE1OG2YCSVR9TQB2K3ZwOealXU9qnLAEVwd/wCMLa1UbHBJGBg1zF/49kVv3XSgDS8f+KLm/lks0lPlrxjNcbp93NE20kgVnatq5v7nz48g/wAQqvBqjq+XJx70AdO9/smwy8t3q3q3hWw8WaQrSRR215GuI5lGC3sfWsq0mS9Rc9RXY+GfL5imPXge1AHgeuaFfeH9Qa01CIo3VWxw49RXoH7Ov/JadL/65zf+imr2zxz8PtO134fx2t9h9R2mS0nA+ZW9Poa8b+AthcaZ8erGyvY2inhWdHVhgg+U1AH2VXln7R3/ACRPUv8Arvb/APo1a9Tryz9o7/kiepf9d7f/ANGrQB8ZQwyXEyQwI0kjkKqqMkmvpn4Ufs/Wlnaw6x44hE104DR2Lfdi9N3qfas79n/4aRwwx+Ldbt98j82UbL90f38fyr27W21ZbmP7CFaAr8w75oA0YPDmkwW32dbOExjplBxXMePdF0qDRI3+wJw2PlUDFWbefWIIxcys0ccf3oiMkj2rJ13xRaavpwt5sIC207higDyq+t4Rj7PbIgHB+XrVX7GrxiRrQbR/EFrpZI9Ia6axjkd58naV7n0p9r4c16J0lS1doN+Cp9PpQBzsGmw3MmxIVUvwBs616r4Q8IJotmslzbxq0nJDAflWrYWelWMkZltIoZWXk7eQa0ri9hwCCCi9PagDyT4sfB/S9bt5tW8PwrZ6kDuaNeEmP07H3r5nvLO4sLyS1vImhmiYq6MMEGvsDWfFunQs8aXEcjE8qDXlHxS8P2viSy/tjTUVb6JcuFH+tUf1oA7/APZR/wCSfax/2FD/AOio691rwr9lL/kn2sf9hQ/+io691oA+RP2pv+SsWn/YJi/9Gy15No+j3Wt6glpZoWZj8zY4Uepr2H9pizm1D4y6fa2ylpZdLhVQP+ustXvDXh618OaUltEqtcNhpZMclqAOv+G/gPRfDum4S1WbUXjy1y4+bPoPQVS23Z12SJ5GVmJAU9KtaVrFzBeKC5A7H0p+oWE91qRuIJss3zc0AE8P2SEGc5JPNZpsklBmxxngDvW7fafcrbRFoy4YcnFUba1uDEdinA9qAKX2dN6lI9pxzntWTqckCTFUQbsdRXUJot/cwSEQsQBkms6LSbe4Vo5wTIvQUAcu2j2mpxGO8VXRuoauA8ZeAJdGRr/S901l/GvVo/8A61expoEkDicoywE8ZHWrkFrEzss0YaNhhkIyCKAPlmvvX4Vf8kp8O/8AXkv9a+PviP4RHh7WDdWMZFhcsdgH/LNv7tfYPwq/5JT4d/68l/rQB11fBPxW/wCSueKP+wnP/wChmvvavh/xnor658cvEtvkpCuqTNNIP4F3nJoA5zwt4RvfEs7GJSltHy8pH6D3r0DTdLg0ePybZVQL94/xE+9emaRpWjRaDDa+HvLURxgeXnluOvua47U9BlhupHZdvJyM9KAKVpcPcXDKh+72o1BpGtwkjLv3cDvVmLTYLe0Msc4DsOeelY/2B2uDKZtwB6k0Aa2hyv8AblDcACumubgAqmQFZea5O1UxSBk5B71r3MuY1Y54oAZh3mOHw6n86u3XhvTPEFj5WsxCTK4DjhkPqDVa2KX8627qUY/dYV2l9oNhoum2smoXbB2TLR92oA+aPF3g678M3jHDS2LOVinxwfY+9Znh7/kZNP8A+vhP517P4xv7XV45rKCLFmw+4eefX615JY6fJpvjGxgk6C5Ta394bqAP0GrN8Rf8ivqv/XnN/wCgGtKs3xF/yK+q/wDXnN/6AaAPzur2D4TfBebxPdWuqeJo3g0p2zHEflaf/wCxqD4E/C//AITfxEdS1SPOkaewLgjiZ+oX6dz+FfW95p0CwRiBBH5QCxqowFA6UAZOp+H9F0zwqdOsbO2tokTZEioODXz74g0ySzvpEe3A54KrXuXiXSb+901Wtp2eWN9x5x+VcVqqGVCHty8qDDEjvQB5rZWLSx/PEMe4FWobaEZ2269f7vSr0sgiuXQ4BB7V03hmHT5LaV7vZuYcM3RRQBzb28IhTdCuT/sitfQ5rSIBLi2j2lgCSo5FT3Gmx3t8DasHhBwdvQVa1Gew0pVt4IBIyjLN70AW/ip8LtE8UaFa6nYRw2lwkW0SqAuR2z696+VtZ0e60PUpLO9XDKflYdGHqK+p9EjvfFtw0e51ijToegqHxf8ACix8QaJJbPH5V+qkwTZ6N6fQ0AeOfs9f8lq0j/dm/wDRTV9rV8Z/A3TrjSfj7p9hexmOe3M6OpHcRtX2ZQB5d+0Z/wAkR1b/AK7W/wD6OWvi0Ak4HJr7S/aM/wCSI6t/12t//Ry18oaDoUksa3csZO7/AFYx+tAD9B0APKs16m70Q/1rvokl8tYY0wuOw6CiOxFpBFGF5UfMTWrpdpc3hYW+MDg4oAzbeyd7pFRCzscIgFdxbp/wh1qt7dODfsv7uP8Aue5pdE0R7S9a6AA8sfPK44Qe1cl498SWtzqOy1ZmCLtLMeWPrQBna/4hudRunkmkZ3c5ZiazLFo5Jg9y2I15NZJu2mkP6Vd+xv8AYA4blqANPU/FPmxi3tB5cYGABWG3gaTWLB7qyGy5PITs1SaZpyS3QaZvM2nJUV7X4TtIHsFeSFUC9BigD5YurWeyunt7qNopYzhkYYINfU/7KH/Ih61/2Ev/AGklcT8WvB8GrWz6pp8QW8hX5go/1ij+tdt+yj/yIetf9hL/ANpJQB7vRRRQAVleKhu8Hayo6mwnH/kNq1ay/E3/ACKWr/8AXjN/6LNAHzJp+kxaJpNtaxrgeUrk+pIzmnG6xHweV4rR1If8S+zfP/LFP/QRXPzPtJx0agDe0vVCAYJT+7f9DSNJ5F00Y+6ehrBt7jbwTg+ua1g32u3Eg4kjHPvQB6H4V1ry2jDY/uvnuKn8baeGZL6DkMMPgVwul6gY2VweM/MK9IsLpNV0iS3lAYlcDnt2oA8wn3W9xvjbAP8AOtiJk1TTCv8Ay1QZx6iqWs2T2lzJC45Q4qppN79kuhuyATg89qAIixhnychlOPwrSjlVsMP51DrlsqzmWH/VuMis+2maPhuQO1AHZ/CPT4rb4tajdwrtNzpLb/ciWPmvdK8T+Ecwm+IlwRxjSn/9Gx17ZQB4h+0vafbdG8OREZH26QkeuI68bt9Dd1BKn+dfQ/xgsItSuPDVvO5RDdTEsBnH7o1yS+AdU0ue3YXMcsU5yCF3ACgDy5vDV1KNsSFvbFQSeGryI/PbsR6Yr3CfToNOnALiZkAPmxIFUn0xWZreqRIhDW4lZ1GGPy7Py60AeMzaIxIDRMDjuOlUZ9Bnh+bZke1es2021g8tn9pic4bK5NdcPBvh+401JnuBatIMiOXqtAHza1lhSCMhux7GqD2jwvtYcV7Vq3ge0e4YWU8brnhxXM6n4OuIciaLcB/EKAPPws0f3GNPhvdrFZow36Gumn8OtwEDKR61lX3h+4jUyoCWXrgdaAKIEEyuASAeCrGvpP8AZki8j4cX0f8Ad1J8fTYlfNX2cg5Kkeor6Z/ZsXZ8PtQX01Jv/RaUAew18/fEu0t2/aEs7y7/ANXBp1uOmeskv+FfQNfP3xXvm034yLdiATLHp1scMMjO+WgD2OGG01SG3ulQbQvyllwQKvW8TW8TBpWfJyM9q5Xwl4tPiGOFY4FgKj94vr9K7FhleKAICoLZPIrwH4iaBcQa5cSeXhXYsCBX0GAK4zxzHaz4il278cE9qAPmy7trmObeuW49KngZm+Vya63U7O3EzqGX5eK5+W3SOYOhz9DQBQk0kyqWTPXOamsJpdHvI7lGZXjPBU4rUTaluwV+h/Os+W3lvp1H8HSgDan119Yn3yuysR8xz1rndf05tUsZbeVtxxmMnse1bieG57dRIjZVvfpWrB4O1W/thPBau6f3gKAPb/hipT4X+H1PVbJBXVVzPw5Up8ONEVuCtqoP5mumoA+bPssWn+M/FF6qgzXWsXW4+gErAVfu5Ulg8mNi3y96z9VcDxVrwyd39rXWB/21arSwyR4DZXI4zQBwmoDEkiE8gnNZLNsGTzz61oam0kOpSrJ13HrVJY1nf055oA1NOIEQcAA112iau9onBwfrXIRgQxBUGKv2svI5/WgDvTqTXS7nY5xxg1zusXeAyZp1vcFYxzmqt/GJT35oAo2UJ5YfnViUZIFWIYhDb47gVVkkyelAGZq+kreX+m3ariW1uUO71XcM19fV8pNMH2DvvX/0IV9W0AZniYZ8J6uB3sZv/RZr5s8K6dFYeH7a3jXA2Bj7kjOa+lPEf/Iq6r/15Tf+gGvmYawljo9sE+8YVH/jtAF7UNUFpbbVPzYx9K4nUdSmmkYmU7vrRdalNcLNLncm7v2NYkrs3LdO/NAErTSbSzuTuHGaZJKXIOegxUaybwM9B0p0Ch5sevegCFiR0OD6UBS4JzyKnu7ZopMEVVUsrZHA96ANDTrt4Zxg4r0jwtPHdXEbP14zXlsZIYMO57V2nhu8ETp29cUAe0xtc3N1E5lLwwjCg9q5TR9Khi/aM0jVLcAGZJ45sd28lyD+hq9pOrXDqkG75D/KtKzgtk+KnhuSDG9pJt+P+veSgD1+uD+MWlJrfgEabNxHc6haRv8AQzLmu8rnPGyB9L09WGQdWswc/wDXdaAMrRz9i8u3gkWOCJAiJ0AA6ACr13riWoKbv3vapL61sLWGS4MCGVQSCDzXhWveLryLUZjaySDYx27zmgDvvEXie+vLIyabctDJGx4Bxuqnplva6/pofXVMcyH/AFkfHPvXkN94n1C4uC0sm1T1VOKv6H4mu7KQuJ38o9QT1oA7+88N2+lalFfWUjSoZB+86EV3326GwtUuLmdQrDOd3SvLfEHjOHWfCqQ2w2SqeQOM+9cxZeJLqaxa0nldwvCgnpQB6V4tu5J4xqOlTiWIcPtPKmuY/wCEo1Ca2e3ldgrDBIrO0fVhAsiXRYwuOVzitu0urBvmKoY2/vDpQBxGq6PdpcCZWJjfndXQaFaw6ikdpLJslHCknrXUM2kmA2rtHM5HyAdqy7HQGOsJNCwSNDuZiaAO7+CehL4dtPE1ggwg1USAem6CJv616fXC/DW5W6uvEzpyo1GNQfXFtFXdUAeCfFGxgf4zm/nGWt9GgWPjoWlmyf0rIiILKcfLjvW38VZxD8UZt3fSrbH/AH8nrBimT7OjkZwaANBndHR44zjFby2ktxpq3ayFGB4U9Ko6c3nSIrDjuK6xGWLR3aIIDGMjP3fxoAtWwll0GOSU70K7WK9qg01IjBJDMFIzlWA5I96XwX9k/sy88u4eWWVsNEx+UH/ZqK4dbC5eJsg7uOelAG1Y31jbyJZSttVjuznHPoawdRfSo9eluXjNu44EY/jPqK5/U7h5bzv8p4YGix1aS1uxJJDHclPumUbtv0oA2Na0i6h0tJ/NIhlbcsbHpWPbKodUbknqKdfajqmt6kpnlzF2QcBfwp4sZItziIsQQBg0AWda+G1v4q8O3dnnJniLRH+7IOVP9K7f4ZwNa/DTQ7d/vRWwQ/UEisDwx4g/s26+zXq/Kw4bP3a6fwEwfwLpjDoY2I/77NAHQ18Z+LNc/sf4oeLo0iBNxqk4diOo3nivsyvizx9pcl58TvEzoMj+05z/AOPmgCTw3rtzFdhYywC9MHpXYPqkuqqyzNlyMbvWvNtOdtPvVfbkA4YV19uzTMJrcFT3X1oAPJuLHes25kY5+lMb5htA4Y9a1fPugqyeVuUDncMg1UmAnkLlBGCeAooA0LB7a0094p0DlsFWP8NV728MxjWEBVzg471YstJmvoc2yM+w/MPUVdi0e302ZWupQASPkZeRQBZ03w/d2kcWoaiGit43DAscF/pUHijW5dQZCwwqDAFbniLxGl3pcMFuiyRoAFHQrj0rib+aWS2EpRhnrkUAVlFtOrF/kb07GoNR8Opcx2V4NontLhHGO6ZGaS2X7Q4EfDZ6EV1FpoZTRry4vZNjJHuQZ+8cjigD6WrO8Qjd4Z1RR1NnKP8Axw1o1R1z/kXtR/69Zf8A0A0Aed/BHw9P4f8AC8cJV0hljWQhhwxYZz+tdT431e807T0WwB3OcMwHQVX8P+IBB4P08SxGN1tIgB6jYOabZaz9pim+27Zo9xK7hnFAHM6brl3NCftcr7c469KoeK3aKAJbzEs43HHetXXH05LOSaNdjEdF6GuH1PxBavbqIzh4+MsaAMBrJ2kaWVmJzTbvUJRZmCBdgHU96gvNZ3HNuc5PNT2lhJfYaRguevPSgDY8A6tcWVzNFKBNG/8AC3OK7m9fSrrbGLdFmlGN2OQa8/he00PftmG/HXNYc3jlre+KxHeFP3mNAHo8XieTwjemztVV0z87Y612dh4msdR0tppWCuRuOa8TXVk1YpNL1bnNblhdJ5ZiD8EYwKAJtFNpqX7RGiaxZQiIuJoZiP4yInIP86+h68H8LaTDafETw9dRE7pLqRSM/wDTvKf6V7xQB5z8d7UX3wmvLZs7Zbq1U49DOleNaZpwFukUMWCo2qAOmK96+KNul14MSCU7Uk1GzVj6D7QleU3N3baf5i23JHG4dvpQBQubWKZtjlQMZZz2rsfDFpoWmaMbszCdmPIxjBrzJp7nULsxrkhmOAKtazqMulWsdhacuRlz6GgDW8ffEBVsnstPAiRuCFrxia4kuZixOSTzWnq7y3NwdxzWeirD25oAkhIgGW69qnjvZSjLuO1hiqQyWOaswRmWQItAHWeELa3luFDgtk8165bpHb2oWJgBjpXDeBtCeO3Nw6ZH8JrsWR92xTn6UAUNRiaT/WH5T1rp/gPpkWk2HiW3txtiOph1HpuhQ4/WqcelNJBvnB2gcA963/hPH5TeJFAwBfx/+iI6APRKKKKACsvxP/yKOsf9eM//AKLNalZXin/kT9Z/68J//RbUAfPV0DLodqRziFP/AEEVzE5dWIAGO1dLpTi58OQqTkrGo/SufvojG/zcEdqAM9HLMQOuM1q6de+VcITjB+Vge9ZCsfMz0PtVmRNkgIPUZFAHQvGbW4IyCjcrjuK6nwvqbW10qM2e31Fcrp832/TCv3poe3cinWt20Mytkgg9qAO88aWCzxreQgYxhsfzrzu4XyLjgcV6hZXEeq6KVZgTs2kYrzrWbR4JXjcEFG4oAu28/wBt0socF0HH0rEkzHIQRj0p+mXXkz4bJHQipNRTDblBxnNAHafBo5+Id1/2Cn/9Gx17nXg/wVbd8RLvnP8AxKn/APRsde8UAcT49EQ1nw688iRpHLcMS/TiI1zN38QLayiaLTJBPNjapb7q/QVd+M0Ms48PxwhiTcTZC+nlGvNYbaOymz5I3DuwzigDoG8RXN3aSLdSoWYluBjBrnXS6muwBL5gPZqvYaSMyCIFyeGxxVFZp45yznBX2oA1LWLVLN1dB8vbA/pUl5qsbXHlahE8gb7xzjFFh4ku7ZgRskTurjitMz6NrDq14Fgkbjeg70AV9K0iy1GNkttSkgkJ+WNxwB9anvfB/iDR41uBILq2PLb+QKoL4e1lNVSLToxJGzZjkQ5GPevUdKkvbXSzaa8EPyY3ZyD9aAPI2t7O7meOcCOXsU6flWVf2SRIArAjv8td5r2g6ILgvayO0uc5ThT7Vz11atCpV4ARnrnpQBxU+jRTR5CLnuRXs3wCtxaeEtVhHRdSP/oqM1561l5pf7OpA/usK9N+C0bQ6JrSOMMNS5H/AGxioA9JryjxdpuiXnxJ1GbX7sQRw6dabVz9755/8K9Xr5/+Lcay/FlxLuMa6bbEqD1+eagDpNAvdFtNejudOmaO03bFVj1PrXq64eMOpyrDIr5e/tJnvY1gj2RIRgCvdvAfiaHVtLW3klzcRDGD3FAHVFcV5H8Srh01xwGdAFGOeDXsBGRXAfEjw7/aNmt7AoDxjEh9qAPCb29m8w4YnJ9Kgj3OcE45rTu7JICxdgD6VTigZm3bTgnigB8Nq7yHAJGelWpdOlhAZVKg9xXX+FfA13q+24lcwQDg4GSa6lvhzczXexJFFn0DN9764oA8/wBLsJ72BIlSR5d3QZORXe3Eur+BdDhkjKtDJy2ecH0rpNA0CHw2sryyBg2ACQARivPPHuvzatdyQKzCFG4UHIoA9Q+HjmX4eaNIerWwY/iTXSVzHw3/AOSb6H/16r/WunoA+XNakZfHGvYbGNWuj/5FatxdTS7aPzSdyrg1zXiKXy/G3iI5/wCYrc/+jWqFL0RqCDk49aAK3i+2C6kJkGA49a52ObynwTnnmuj1iQ6hYZ4JjOa5nyPnG7p1oA2VkBiDdj0IqW2JD5J+XtWTbXIZjBG+SOQDWlZK7yYYED1NAHR2h3BTmrshAUZ6e1UIEMcPy8ntV5QHT5j2oAryPlsdDWdM/wC8KcbquzkxDLsKo5V2LnHWgB6xYVSf76/+hCvq6vkuW8HmQxj+KVB/48K+tKAMzxIceFNW/wCvKb/0A18YTXslxbw4P3UAx+FfZ/iX/kU9X/68pv8A0A18UWx2CEMDtKj+VAEonK2sikZDdqznbKkMa1r61KQts4wMisoRkKMnr1oAIQS6g9zip2jaCcg1GiKIy27DA8CpFDSHkk5HU0AaSKLq3C43Efmazbm2ZDwCBW3oNpuvFDdxV/VrJY4SSuGoA5K3QiQDvnvXQadJ5Mq1krAVl3HOPpWpbIQu4cY45oA9B8PXSSTgNLsO3gtW/wCHDL/wtbQBIwZfNmwwP/TCSvO9OuSpAzXZ+AnZ/iVoJL5Hmy8en7iSgD6ErmfHknlaLZPnG3VbM/8Akda6auP+J28+EofLOG/tK0wf+2y0AVHvobmeSK5fapyCc15D4o0O0+1T+XeptjY84wTXYWWj3t3eecZi4jfLA5qp4q8JPcwSz2tvIzuckDpQB5DcRWiTbQxdh/s9ajFzGsgh8s7c9a2NQ09bFCvltJc8qVA+7WS1jcSnzHXyox60AaNxpZkkg+xM21h8wz0q3b6TLaSeYpBRTuLYzWOlxIoQW7OrJxuzXTDUl/sYRGRTK4w59aAKV1dfbJuEUDoNoxTTJPAoSUMI/WooLqOC6UvHle5Nat7cjUEAiVTtXntQBBbyv9pV0ZuOQa07G9uoLkmeVgrN61zrll6lsjsDUhnkNuGDZPoT0oA91+EEsc0PiJ4TlTqKc/8AbvFXo1eTfACXztA1585/4mQ/9ER16zQB8+/GFgPiwVY9dKt+P+2k1YFvfQKy28inB5Nanxuufs3xYVsZP9lQcf8AbSauJh1Zbm5VUQgnqR2oA763u0T95E+MDgV02hX4u42guVWRXB+VjivOo3YbOeAK6TQb5I33fKMdcmgDW8PXFpbXc1zcXTQSQy5hhRuDz6Vu+J72yvLwPbuPMZAcgcGuS1+3svsoudJRRODl8tnP0qlD4j+1RwxXqokkY2qVGKANN32x7GO5vWqhfyXJPXvUFxFPy8WSvUHPSqPntJJsLZPfmgDorbUI47hGVcg9hXSPCzWQuI5ygY7sYrldIihMgWUbjnpXoi6VFJpqJHIMFeBQBweo3RkL4TaxGMivSfhx/wAk50bP/Pv/AOzGuKu7a0tZJIbtgFAJyDyTXb/DrH/CvNH29PI4/wC+jQB0tfKfiq0B8c6/KDy+qXAP/fZr6sr5T8VyEeNPEKjr/alyR/32aAMu30qHcfMCls8e9dDaW9uIxswhxgiudS4dUWQ8beuatJehrkKrH5hmgDffdLF5asVReg7VTvLZ4rdWUc5zVuO5SK3O/HmAfKB1NSPaXDaS99KreU3yjI4oAl8N6ytrNukK8EEjHXFW/Et4niCTfBHHCVPCqMZrhbudrRyRnGOMVFZa1MJDGGzu55oA6GO1l85bdHDsTjAOcVR1SR1uTal92zg+mam02/e3ufO8shsYBqrHNF9oc3MkZLH+IHJoAjtYmiU4U72OAAehrorq5nj8PxQz8FsD681StZrb7WgyuFOSVHWtLxVqVjdaVYrZwlZBIocn0zQB9JVR1z/kXtR/69Zf/QDV6qOuf8i/qP8A16y/+gGgDmtJ0pZ/DenSy4ZTYxcA/wCwK5++mTSvMjVtin+E0+6ubmPw7pRhnaPbZxYAPX5BXI6teTXufPkO7pk0AZGua3I0LwRSbxuyK4G5vJ5JTnqDyK6q8sCobaS3fNZaaP8APulOCetAGVGfNTCAg+opLrU7mwt1SKXAJ55reis7e1jY7ST61h6tZQTkyBiCe1AGFc6rNcSkvISPrVZHJdWAzmnmykD4I4zWhbwxpGqgZbP5UAaWnSSJbqGbCit3Sr0tNkHpWFbwMzbWJ21p2kJhYbSM5oA9K8Jz+Z438NpnP+lyH/yXlr3WvnjwI4PxE8PLnJ+0SE/9+JK+h6AOL+Kys/gfahwTf2gH/f8ASvLWtLS3jkF7l3YHAU969Q+Lcwt/ARlbol/aH/yOleXNEl8vmB+RyDQBT0JI0nmd4wAoOCR0rl/EN0qX0shPUmtqW/ktoZll4IPXpXEa7KZwzKaAKzyRzZbPfAqo9qVkBb7tJYHewV+gNaVxGGuY4x0NAFOS1jig852x2A9an0SOK41CNZDtQtgmmXlm81yIk7Vq6XpDxXkIIyMigD3COzWy021js8eX5YxgdferWmaduBZxlu1P0uNZbK2jRt22ID6Vt2Vt5b9KAI5bcLBgntil+HMQiv8AxKo4H26M/wDkvHVm7jymQOvUUzwENuqeJR/0+xf+k8dAHZ0UUUAFZXin/kT9Z/68J/8A0W1atZPis48G60R/0D5//RbUAfNnhW4Bt44SR80Y/lTtdtctu9a5zw7qQltbe5gbjAUj0I612twFvrXPQ7dwoA4SbMc2QOnWrqHzLcE8labfwlHYAc+tQWUwVvLY9eKANDSLz+z9SWTOUY4Ye1bmq2v2abfFzHIA6EehrlZkMZIzjFdXpc/9qeGzGxBmtenqVNAGn4W1g283lu3B4INaXiq1WVRcouAww1cQk5tLoEcDNdraXq6lpLRMcsF4oA4OYGG4OztWj563Fhu6sODVDVEMUzg9QcVTtb3ZL5J4D9BQB6N8ECD8Rr0A5xpb/wDo2OvfK+dfgLeJcfFfV4UOfJ0ohvr5sdfRVAHAfEq4a21Xw0yOqFridcuOOYjXP/8ACIW90Wuv7Ui4PIPTJ7Vb+NWs22h3XhS5vv8AUNfSRscdN0eM1wN1e3Md23llljc5A3cUAemL4Og02MSy3sRXGdmM/wAqwb/wydVZmsoo4kjPJPRvcGo9N8VObIxz7mYrsYkdQKYuubZklikMQTghj8poAo3/AIYm018XC4jYfKR3pF0q0l2QfceQfKQe9dOusR+ILEWcwR5ASVZD09KpDw9f6ZepPPE0sIIII4I5oAzov7W8JXixmYuuM464FW7zxhLqNwYnlCjGNuMc10F2lpPMZrlg8xUBVJ6fWsOHQ7K71H988anOcA8UASW4t7m3aW4ljiij/iIPNVLiRR+9hg+0RHoVOQPc1vz6HJFZpbwyQlO285/Gss2U2lnZLc793ymNVwKAGzXtvb2CSwWiSSY5LDGK6L4UyGa11+RgoLakCQowB+4irhdYvo9Ks7ie4b9yiliDxit39nbUm1fwVqt8+f32qyEZ7DYgH6AUAet14D8XMj4mXT5wF0u2z/33NXv1fOvxi1GOP4uS6fIQGuNJt3Qk9dskuR+v6UAcXHdnzAoBG7vXbeGdSOjzK6yc45APrXEQELMQql2HT2rY05yt7GsoJBI3fSgD6Q8PXk1/paTS9GHGRzVu8tEvLSW3lzskUg4rP8L3sMmkQxKQrKvC1sk8mgDwnxH4JkhvCtuslwM9h0+tdH4U+G4fy7nWBtVcFIv8a9GktYWkJ2DJPJqxCoRsZ4xwKAGWNhDYoUgUKmeAB0q3gYpPpSjpQBzni6zM2mt5blSOmK8XuosSusvL5717f4rnEWiygFdxHc8188eMNaTRdLuryRv3mCsQ9WPT/GgD334c8fDnRP8Ar1X+Zrpq5X4ZOZPhh4fdurWaE11VAHyb4owfG3iLPP8AxNrr/wBGtWO8mxto4FP8V6gG+Inim1Bw8Wr3Jx6gyGslZ2aXD5PbNAGw06iF0JI4/Osk/KGI5J45qaRm2fLkjscVFgjl+9AFW1QjUlYDndXW2iHzOV4rmdPUyatGMfxV2aIE4XqKALUbfujxTLSWTLiVMKOhpgbnrjtSl8L6EUARXsoZPukgnjis+aTypAoOBirUk7SOVMRCKM7vWsjUGUktk59KAFR9+pQAnOJUI/76FfY1fEj3H2PVNJhL5lublOO4XdX23QBmeJf+RT1f/rxm/wDQDXxXZ/vI4s8jaP5V9p+J/wDkUdX/AOvGb/0Wa+J9FuYriGMofm24I9MUAbe6CW3eOTOcYBrIe2kWRRtAHTg5rV2v5JKR7h/Oq9u0hv1LJgE9DQBHBpbMylh+lXIbEI/zDArrY9LUtAyLlWGTgVn6xZpbqzRKcE0AMtLdISJFNLcObl8OM46VRt7zy8p973qeObc+QM0ARy6W8ieYqYAqqkbQ/Keee9dtp5V7EJMBtYZFZGpWkcUmVHDGgDLt3w4KjFdv8Ocn4k6CSMfvZv8A0RJXFqEEwHTmuj+HWqpN8ctD02F9ywxzPJjs3kuMfzoA+nK5H4lTLb+F7eV13qmpWhK+v75a66uB+M2pRaP8Pf7QuQWht9QtJJAOpUTKTQBl3XiZo9L86Cz+zsx4DHj61Xi8cxLpuy72eaoznoKj1fQ01u3t7+xu0g06WIPG7uPmUjgiueg8KWup3q21nctcODgnPFAGNJeSz3txcvCuyVjtlxwM1z2p2s4kKMcqORzXpnimG18H6KumwQ/art13sSPljryW6nurmZnnJJPb0oAgWx2nHmdewqvetLbqAgwB3JqwqXp/1MP4ioW067kk3T5GfWgDYtoDJpMLzR/O/celOjQwgqrgZ4PuK07FN+kiEgkjviopbHb99T7cdaAIIbRZpkXGQTgmruo+GQpIhlKA9F61JpliyXSNlvl5wK7Sw0eWdxNOvlxqMsz0AbHwGsm0/Q9egcHI1IHn3gjr1avM/gzrFvrcfim6siGt11fyo2HRgkEa5HscZr0ygD5j/aBu0tvimokx82kQc5/6azVy/hex+2SK0fKsM81rftIhX+M1jHI21W0qEf8AkWWrHhDTfIhDjLKqjB6UAaN5pbQwdDnHpWXDcNaEq55Nd2sUdzDtYggDkdxXHa/YLFKzgHg8YoAbBrBhykmAp65rKbfPqJlRuM8CmCLzomLHgd6LDUYrecIV37TyTQBuXlxqM1j5dkCCBg89a59bq70+4Busg9ya7S18poBcqcDGcCsHXvs94gMA+cdRQBqaJq8cxDhxn0Br1LQpBeRwMZmQL2Hevn3R7e6XV40tw2CcnFezeGXmeRY485U8+1AF7xzpUcES3CNlieK6j4cf8k50b/r3/wDZjXn/AMW9dGh+EZ57uQpOVxCP7zHj/wCv+Fd38LnMnwt0B26taKT+ZoA6yvkfxheG18d+Iyy5H9qXG0/8DNfXFfI3iUrqXxB8V2Srulh1S4OPUFzQBT07UYr5jEVUE/rWrHbxK/3fmA4NZuiaKtvc+ZNxjoPStu6AhiWRBuyccdqAMQT3UepZ+983Feh6pq1zceEbW2iiSOJB0HJJPesbw5BYXWoKt4NrYyPer8N7DoGpP9qjW6hVtojfpigDiZtheQXQyPWtK10SwOmLPE21n/vCpdfggurk3MEPlxynKovIHtRHOE0ny4wCyHOPSgBdQ042KwKCxUqGDdjWFqdm/nebGpH411Wpa0bi1trWe0BVFBSRRgiucv7x3YbULcYxigCPT5DFCwcYbHWt26tSdBtZwDvLKW+m6pfD/hpfEFiWaTyJM4VCPvVR8aXc2gXmmaQzAPcTIu0H+DPWgD6tqjrn/Iv6j/16y/8AoBq9Wd4hO3wxqhHUWcp/8cNAHmmt38Nv4e0uNSC/2KHnP+wK4fUr8GPcDjb1rF0TxFJqfh20nGZAEWJsnO0qMYrp4fD0mo6NLc5GO4HagDno9ZByCvAqvdajDK3BCmqd1ayW10YyMYOKxdUiuVkJVT+VAG9NcboeOeKw7mQAMz9R0qrFqEoKo+cjim3lwn/LRsZ6UAIZg4xgVLaMu7B61iSXhRvlOasWl4GYENhqANxr0wSBQoNXBdRhTJIcbay1iNxghhuqtdrOAVOeKAO++Fl9Jd/FzQx/yyDykD38l6+pq+PfgndyP8bNGtmbKoJmI9/KavsKgDzz45P5fwru3/u3dqf/ACOleReGNTE8Ri3c9s16t+0BMLf4PahK4yqXNsxHt5yV4Fo14llPHPE26J8EH2oA6TxWQAFxgt6VwDMWkeJ+ucV3XiKdblY5U5+UGuLv4Nl6syjh1z+NAFa1tzHMcjjNavk78yfxAYFQ2Y83tyDWjJiNUK0ARWEEnmu8i5CjqetdN4f8q5kILDepyM96qWkCPbux43CqtjHJa6l+6P8AFwRQB7D4aLDANdnbxgcnsK5fwxEz2kblcFhXYRJjCjnigCvIhfPy/Sq3gqNota8TK/X7ZD/6Tx1uGJEhLOQoUZJPauP+F3iK28T6j4uv7Bt9sNVWGNx0YJDGuR7HGaAPQqKKKACsnxZ/yJet/wDYPn/9FtWtWT4s/wCRL1v/ALB8/wD6LagD4O8Na4dKu/KmP+jyn5v9k+tey6DepcQqoIYYypz1FfP1dR4V8Xy6LcJFdFnts9e6UAen69aeW5dR8p5rl5FaNty8813NvcWniHSxJaTJKGGQVP6Vzl9YNA20rjHFAFMyCaAPj5hwRV3w3ffYNWVWPySfKw9qoRxPH2+U8U9YDHKsi9Qc0Ab2rWpWV9g+4cj3FSaPf+U4GeOhp01ys1vDMTnC7WHtWFcTLZXzDfhWGQaANXxENzGRRx3rzzXNW+xDEZxNn5SDW3r/AIys7ex8qNhPckY2joPc15tc3Ml1O0szbmY0Ae5/sqyNL8RNaeQlmbTCST3/AHqV9V18o/so/wDJQNY/7BZ/9GpX1dQB4D+1iceE9AI6/bn/APQK83+H3iz+07aPTrn572EYTcf9Yo/rXpH7WP8AyKWgf9fz/wDouvmGyvLjT7yK6s5WiniYMjqcEEUAfS7280i+ZsaNMc4HANVIkeG43XKs8X0qr4C+Muk+III9K8aQRx3TfKt0oChj6/WuwabT3u2itrxfskbHAAycfSgCGG9haOP7AkYKL/DwRU7JrZgLi+Lw98vnFRNc6aufscS7h/ERgmrKLZXhCS+ZbjGSwOQaAMi2N0uoD7RcrIGPY5zXVWXhZbxJX+2mF2+4rAgfnWfDcadp0jLLHG2MFJF5rctNWtbuzaMuig8Haec+tAEs0C6ZpDJLfIzoOCw+7XF6vqd5OylDE2R/B3rX1S+0uGwuFvnRBtz5srY2/nXhfjX4mrLHJpvh1/k5V7peMj/Z/wAaAKnxJ8ZNfSNpFnMWRD+/YHgt/dr3P9lv/kl93/2EX/8AQEr5GJJJJ5J619c/st/8kvu/+wi//oCUAe1V8jftNzyW3xitJoWKummQkEf9dJK+ua+Qv2o/+StW/wD2Cof/AEOSgCh4e1uLU7BZUIWVeJE7g+tdBZXWJwVGT6+9eI2F/Pp10s9s5Vh1HYj0Nej6J4vsbuIGVlhlUfMjHGfpQB6roviG6069S7diUj+4uevvXW6Z44v9T1wLpsBeJ/vg9vevF28QW1yDGLuJVbr844r0/wCHx0610Oa4/tSzimIPl75lBNAHpDa7C0nkuNsh4Iz0rZtVUQJt6AcV4Hq3i20TUCDqMDSBvmZZBg12Xhj4k6YtmkV3qUHXC5kHT1oA9RB5xS9MmsmPxToTIGGr2eCMj9+v+NUta8eeGtG0ua8vNZs1jjUniYEn2A7mgDP8dX9rBpjXMr7YY8+a+cbQK+P/AIi+K4fEuvsNN3rYQcRhzy57tWz8TfixeeM7h7KwZ4NKV8hehlPqf8K83oA++Phd/wAks8O/9eKV1dcp8Lv+SWeHf+vFK6ugD4Q+IV69h8ZfE0ydBqtxuHqPMNaVhJHewJcQHcrfp7VifFL/AJK14p/7Ctx/6MNY2jazNpF0HX54ifmQ96APShCPL6VRvNo4XrVyw1ey1S182zkXdj5kP3lqtNEXk2rySetAE3hu0aW+MhGAo6muqCbSe9QaRp7W1ngr8xGSavJAApLmgCnJliU6HqKYEZlw3Jx1qxJFuy6csOgpttbytIGfg/3fSgCEQ7IgCcnv71zWq3Vvp9w092flQHK9/atvxDr9hoMW64kzKVO2IdWryHWdZn1m+aef5QT8qDtQBf07UpdU8cafczcZuowq/wB0bhgV+gdfnf4a/wCRp0z/AK+Y/wD0IV+iFAGX4n/5FHWP+vGb/wBFmvz802+azuBzhG6+1foH4n/5FHWP+vGb/wBFmvzwoA9M8P36TsI2bgitHUbbySsiY9c15lpmqyWEq8kpn8q9C0/VU1S0GCG4xwaAPQfB+ppeWnkOF80LhQw+9Wzr/h+MaEjyIFd16Dsa8/s7k2UqPGSPpXb6VrK3pxdyfw8AmgDza5s5LeZlwRtrQ0+122vmzcDtmug1W3txM0j7SwPGKwJbhmcx5+XsPSgDW0u4hMhjkyCOVNN1V42PynkVRtofmyOorB8TeJ7TSg0MTia66bAc7frQBF4i1mLSLUsGDXD8Rr/Wpv2e5nn+OGmyysWd0nJJ7/umrzK8vZr+5ae5cs7fpXpX7Ov/ACWnS/8ArnN/6KagD7Sryz9o7/kiepf9d7f/ANGrXqdeWftHf8kT1L/rvb/+jVoA8D+GvjKW7W38NateyLEDttWZuBn+GvoLSorLwvZtLax7pCPmlc8k+1fFSOyOGQlWU5BHavTfD/xXvn02PTNauW+ThLgnqPRqAPRfFfiG61O7cnqT1IrkH3O581hnuBTxq1pduBPqcAyevmCprxdMtlVodUtpmI5HmigC5YzgQbQoUdyatRLA7fvioX1NY51Cxjtx5l/a7z/CsoOKhXUbFj8+oW//AH9FAHcaTFbS3AXK7ew9a1dQ8PPd7ZYyseOpPauAs9fsbVwU1C3JzwfNFbtp43sY5s32rQsndFkHNAHV6RYabpgkmu5g5Qclhx+Fee/FP4uqljNoHh5fLaVdss4PIX0FZPjf4p2gSaz0D97I4wZScqn09a8ekkeaRpJWLOxyWJ5JoA+rP2Uf+Sfax/2FD/6Kjr3WvCv2Uf8Akn2sf9hQ/wDoqOvdaAPkb9qGRovi5ZOnDLpUJH/f2Wr/AIG8SQ6vo6C2IW4iAWWPuPf6VnftTf8AJWLT/sExf+jZa8l0fWLvRNRjvLGQpIh5HZh6GgD6isQzNgEkt1PpWN4k/d5UjOeprL8DeP8AT9anRXkWG6x80DnGfp61veKpLaYhlfG/t6UAccpBjKAcGsi4geCZmiXHrnvXSppzDG0bh7VpR6VE0YM6fhQBh6Ybt4XSItgLkgcgVlT+a8paC4G/PKk9a9F057CztZIREsayDlu9ZlloGizvLeSbTKrcAHrQBN4SiVLZ55UCvt4LDrXSeHtbt7TVpBdSrFCql3kPAUDnJNcl4mnXw/YR38kojs5B8vbn0HrXjvifxxc6zGbS03QWhPzYPMn19vagDX+L/wARH8c+Jdlq5/syzJSAf3z3avrL4Vf8kp8O/wDXkv8AWvgqvvX4Vf8AJKfDv/Xkv9aAOur4Y8favcaN8a/E9zasQf7TnDDP3hvPFfc9fBPxW/5K54o/7Cc//oZoA6zRNTe809b7zNw6HnvXTRyyy2sb20O9G++T2NeJaPrlzo8xMR3RN9+M9DXpml+KbO608RWs/wC8dcsvdTQB09tp0Ud15kl3tkxuKDt7VleLb6YqkkYbyt2D6msVrvU4ros5Lo65VvTFdHpFs3iKEW8mM4zzQBjWWtfaVjgUkmuqstKgdUmYttYfMtcfrGjPoesQPYjcu75++Pathtb+zpvjUsONy+nvQB6HZWcepWttpscSGDdy235vpms238NRalrMdlbQlIPMxlupFV9G1uczW7RONisDxxXUar430jwGJ77W7iFjIN1vBFgyOfYf1oA5tLy28Jzahca1I1rZ2oOPUsOgHqTXhVz4juvFPxEt9Suyf3l0mxCfuLu4FTfEP4iaj4/1o3N0BBaoT5NunRR6n1NYHh7/AJGTT/8Ar4T+dAH6JVm+Iv8AkV9V/wCvOb/0A1pVm+Iv+RX1X/rzm/8AQDQB8M+CPGD+G7qS3n+eyuMb1P8ACw6NXruk+K5jNCkTEQSHseCDXzvXW+DvGC6JcJBqkZms92QR96M+3tQB75qvh6CeRbhplwcEAVyWtWsYkKn044qOfx5p8wWSDUI9uMqC4rOn8VWN+4Wa7gDeu8UAc7qFr5Tkx1zlzLIshDHJ96669vLAlmW9gb23iuU1JoHcyJNGc9gwoAotIzGnLK0bjBx3qHdHniRefegvGGxvX86AOm0i934yefWrGr65Hp1odwV5n4Rf61zcepxWEeYyHk7Adqx7m5lu52lmYsx/SgD0r9n+RpfjdpUjnLMJiT/2yavtSvin9nr/AJLVpH+7N/6KavtagDy79oz/AJIjq3/Xa3/9HLXyf4f1xoY/sU7fL/AT29q+sP2jP+SI6t/12t//AEctfFucdKAPYNPumubNBIc4G2m31kzxxEDO0kGuN8LeJVtrhLfUZNsZIAkPb616hdCM28b2brJHIu7cpyKAMDTrQ8HGDuxVu7snVVGDVvTUhaZFZwNrljzTby936kNv3N2AKACBJPsxjU4IFWNOR0ul8xMnNSOAzboOq4DD1rY0m186Ub0zjpQB6P4WkZrJAeuMCu1tYvlDGuX0GBLe3VpDsQDJLHGK8/8Aij+0BYaFbTaT4NmS81Ago10vMcP0Pc0AP+PnxWi0DS5PDOiTg6lcptuHQ/6hD2+po/ZR/wCRD1r/ALCX/tJK+Wr29udRvZbu+mee4mYvJI5yWJ7mvqX9lD/kQ9a/7CX/ALSSgD3eiiigAqtqVkmp6Vd2ErMiXUDwsy9QGUgkfnVmigDwwfsreFcf8hbUj+K/4Uv/AAyt4U/6Cupfmv8AhXuVFAHjel/s4aJo1wJtN1/VYH77WXB+oxzWvc/Ba1u8efr963v5MQ/9lr02igDypvgRpzdddvv+/Uf+FJ/wofTf+g7f/wDfuP8Awr1aigDyw/AuwKbf7fv8Yxjy4/8ACql7+z1pGoRqlzrupEKMDaqKf0FevUUAeGn9lfwqTzq2pfmv+FH/AAyt4U/6Cupfmv8AhXuVFAHnXw7+DWjfDfW7nUtJvru4kubf7OyT7cAbg2eO/wAtei0UUAcb8RvhrpvxK0+ys9Wuri2js5jKpgxliVxzmvP/APhlbwp/0FdS/Nf8K9yooA8N/wCGVvCn/QW1L81/wrb0r4C6fowAsvEOphR0WQI4H4EV6vRQBwkfw0aJiya/OCRjP2ODP/oNR/8ACrm3bv8AhJL3Pr9nh/8Aia7+igDzmT4RRykl/EN7z1/cRf8AxNNi+D8UL7o/EV8p9oYv/ia9IooA8l1r4A6b4gI/tXxHqsqjogKKv5AYrH/4ZW8Kf9BXUvzX/CvcqKAPDf8Ahlbwp/0FdS/Nf8K9H+HvgCx+HWgz6Vpl1PcwS3BnzOBlSVAxx2+XP411dFABXmnxA+COifEPxKus6rf3kEy26W4SHbtwpY55HX5q9LooA8N/4ZW8Kf8AQV1L81/wo/4ZW8Kf9BbUvzX/AAr3KigDw3/hlbwp/wBBbUvzX/Cj/hlfwr/0FtS/Nf8ACvcqKAPDf+GV/Cv/AEFtS/Nf8KP+GV/Cv/QW1L81/wAK9yooA8N/4ZX8K/8AQW1L81/wo/4ZX8K/9BbUvzX/AAr3KigDw3/hlbwp/wBBXUvzX/Cj/hlbwp/0FdS/Nf8ACvcqKAM3w5okXhzw3Y6PbyvNFZQiJZJANzAdzitKiigDx3X/ANm7w34h8R6hrF3qeoJPf3L3Dqm3apZiSBx05rP/AOGVvCn/AEFdS/Nf8K9yooA8Qh/Zc8MwSCSHWdURx0Kso/pWtH8AtLiKlddvyV6Exxn+les0UAebj4PQhNg8Q3oH/XCL/wCJpp+DUBUqfEN9g/8ATGL/AOJr0qigDzNfgxbKcjxBff8AfmL/AOJof4MW7xsp8RagA3UrFGD+eK9MooA8RuP2X/DV3M01zrWqSyMclnZST+lR/wDDK3hT/oK6l+a/4V7lRQB4nZ/sweGbG9huoNW1ESQyB1zsPIOfSvbKKKAK+oWaahpl1ZSMVS5heJmXqAwIz+teKD9lbwrjnVtSP4r/AIV7nRQB4b/wyt4U/wCgrqX5r/hU9p+zH4dsZhJa63qkbD0K8/pXtdFAHlcfwK0+P7uvXx9jFGf6VOfgtakADX70Y6YhiH/stem0UAeYv8FLSQYfxBfn/tlF/hVdvgNprtubXb/P/XOP/CvVqKAPJ5vgLp08BibxDqaqevlhFP5gVjN+yx4VZiW1fUiTySSv+Fe40UAeG/8ADK3hT/oK6l+a/wCFb3gv4CaF4H8V2uvaZqV7LPbhwI5du1gyleePfP4V6pRQAVz3jnwdZ+O/Ck+g6jPLBbzOjs8ON3ysGHX6V0NFAHhv/DK3hT/oK6l+a/4Uf8MreFP+grqX5r/hXuVFAHhv/DK3hT/oLal+a/4Uf8Mr+Ff+gtqX5r/hXuVFAHhv/DK3hT/oLal+a/4Uf8MreFP+gtqX5r/hXuVFAHhv/DK3hT/oLal+a/4Uf8MreFP+gtqX5r/hXuVFAHhv/DK3hT/oLal+a/4Uf8MreFP+grqX5r/hXuVFAHIfDr4d6f8ADfRrrTdKup7iK5uPtDGfGVO1VwMdvlrr6KKAPNfiD8EtE+IniSPWdVv7yCaO2W2CQ7duFZmzyOvzH8q5f/hlbwp/0FdS/Nf8K9yooA8OT9lnwvHIrx6xqaspyGBUEH8q6BfghaC2SB/Empyon3TKsbH8yM16jRQB5xB8IIrdcReIb3HvBEf/AGWpJPhOJV2t4jvQPaCIf+y16HRQB5q/wbgkjKN4hvsH/pjF/wDE1Xi+B1lDny/EOoDPX5I/8K9SooA8b1T9nDRdZmEmpeIdWuCvCh2XC/QY4qj/AMMreFP+grqX5r/hXuVFAHhv/DK3hT/oK6l+a/4V6/4b0OLw14bsdGt5XmisohEkkgG5gPXFadFABXj3iH9nDw54j8SahrN5qd+k9/cPO6pt2qWOcDjpXsNFAHhv/DK3hT/oK6l+a/4U+L9lzwxBIJIdY1NHHQqVH9K9vooA8qX4E6eiKg16/IUYGY4z/SrNr8GLWyXFvr14v/bCI/8AstemUUAeXyfBGylmaWTX74uwwf3UX/xNVj8AdLMm/wDt2/z/ANc4/wDCvWaKAPMIPgnaWyuIPEOoJvGCRHHkfTjisO8/Zj8O39y1xe67q08rdXkdST+le10UAeG/8MreFP8AoK6l+a/4VLa/sv8Ahizu4rmHVtREkTh1J2HkHPpXttFABUF9arf6fc2kjFUuImiYjqAwI/rU9FAHhg/ZW8K451bUj+K/4Uv/AAyt4U/6Cupfmv8AhXuVFAHhv/DK3hT/AKC2pfmv+FH/AAyt4U/6C2pfmv8AhXuVFAHhv/DK3hT/AKC2pfmv+FH/AAyt4U/6C2pfmv8AhXuVFAHhv/DK3hT/AKCupfmv+FH/AAyt4U/6Cupfmv8AhXuVFAHhv/DK3hT/AKCupfmv+FH/AAyt4U/6Cupfmv8AhXuVFAHlPg34A6D4J8V2mvabqV9JPa7sRy7drBlK4PHvn8K9WoooA5/xx4QtPHXhO40HUZ5YLe4dGZ4cbhtYMOv0ry3/AIZW8Kf9BXUvzX/CvcqKAPDf+GVvCn/QV1L81/wrS0z9nfR9IUrY6/qiIeqHYy/kRXsFFAHlMfwG02KVpE12/DN1Plx/4UD4D6aGDf27f5H/AEzj/wAK9WooA8uT4IWUbFl1+/y3XMUf+FX7f4UC1x5PiK8GOn+jwn/2WvQqKAPOdd+EZ8R2P2PUvFeqm2xhooQkasPcKBn8a5P/AIZW8Kf9BbUvzX/CvcqKAPDf+GVvCn/QV1L81/wr0P4dfDnTvhtpN3p+k3VxcRXU/nsZ8ZU7QuBj6V19FABRRRQAUUUUAFFFFABRUdxcwWkJlupo4Y16vI4VR+Jqsda0tVjZtSswsv8AqyZ1+f6c80AXaKrXOo2VmQLy8t4CRuHmyqvHryaWe/s7a3We4u4IoWxtkkkCqfoTxQBYoqtLqdhBDHLPe28ccv8Aq3eVQr/Qk80T6jZW237TeW8O4bl8yVVyPUZNAFmikBDKCpBBGQR3paACiiigAooooAKKKr3V/Z2O37bdwW+84XzpAm76ZoAsUVVXVNPe6Fsl9bNORkRCZSx/DOaH1TT4rgQSX1skxbYI2mUMW9MZzmgC1RVa41GytJUiury3gkk4RJJVUt9ATzSvqFlHdLbSXcCTv92JpVDN9BnNAFiiq51GyW5Fu15AJydoiMq7ifTGc1YoAKKKKACiiigAooooAKKqHVdOEzwm/tRLGCXQzLuUDqSM8U6LU7G4t3uIL23lhj5eRJVKr9SDgUAWaKr2+oWd27pa3cEzR/fWOQMV+uOlJDqVjcySR297byvH99UlVin1APFAFmiq0Op2NxHI9ve28qRf6xklVgn1weKdbXtrebvslzDPs+95Ugbb9cUAT0UUUAFFFFABRRRQAUUjMFUsxCgDJJPSqQ1vSjC0o1OzMaHaz/aEwp9Cc0AXqKrtqFmtslw13AIHOElMg2t9DnB6H8qI7+zmtTcw3UEkC9ZVkBUfj0oAsUVVTVLCS1a6jvrZ7dDhpVmUov1OcUo1GxNstwLy38hjhZfNXaT7HOKALNFRwXEN1CJbaaOaNujxsGB/EVJQAUUUUAFFFFABRRUc9xBawmW6mjhjXq8jBVH4mgCSiqR1rSlSNm1OzCy/cJuFw/055qS51Gys8fa7y3gyNw82VV49eTQBZoqvNf2dvbLcXF3BFC3KyvIFU/Qnimy6nYQQRzTXtvHFL/q3eVQr/Q55oAtUVWn1Gytgpuby3hDjcvmSqu4eoyasKwZQykEEZBHegBaKKKACiiigAooooAKKr3V/Z2IU3t1BbhjhTNIEz9M01dU097oWyX1s05GREJlLH8M5oAtUVVk1TT4rgQS31skxbYI2mUNu9MZ68iluNRsrSVI7u8t4JJOESSVVLfQE80AWaKryahZRXKW0t3Ak7/diaVQzfQZyaG1GyW5Fu15AJydoiMq7ifTGc0AWKKKKACiiigAooooAKKKrSalYw3S2015bxzt92JpVDH6DOaALNFVrbUrG8d0s7y3uGT7yxSqxX64PFJBqlhczCG2vraaUjcEjmVmI9cA0AWqKrDUbI3htBeW5uR1h81d//fOc0sWo2U1w8EN5byTR/fjSVSy/UZyKALFFV4NQsrmYxW13BNIBkpHKGIHToDVigAooooAKKKKACiikZgqlmIAHJJ7UALRVEa3pRieUanZmNDtZ/tCYU+hOeKmOoWa2yXBu4BA5wspkG1voc4PQ0AWKKrxX9nPatcw3UEkC9ZUkBUfj0pqapYS2r3MV9bPAnDSrMpVfqc4FAFqiqw1KxNstyLy3MDHCy+au0n0znFSwXEN1CJbWaOaNujxsGB/EUASUUUUAFFFFABRRRQAUVHPcQ2sLS3M0cMa9XkYKo/E1VOt6UqRu2p2YWT7jG4XD/TnmgC9RVa51Gys8fa7y3gyNw82VVyPXk0s1/Z29stxPdwRQNysryAKfxPFAFiiqsmp2EMEc817bRxSfckaVQr/Q55pZ9RsrZVNzeW8IcblMkqruHqMmgCzRSKwZQykFSMgjvS0AFFFFABRRRQAUUVBdX9pYqpvbqC3DHCmaQJn6ZoAnoqquq6e10LZb62M7DIiEy7j36ZzRJqmnwz+TLfWyS7tvltMobd6Yz15H50AWqKr3Go2VnIkd3eW8DyfcWWVVLfQE80SajZRXKW8t5bpPJ9yJpVDN9BnJoAsUVXbUbJLkW73lus5O0RGVQxPpjOasUAFFFFABRRRQAUUVW1G9j03S7q+nVmjtYXmdUHJCqSce/FAFmivD/wDhqvwZ/wBAnXP+/MP/AMco/wCGq/Bn/QJ1z/vzD/8AHKAO98dw/wDEy0K71C2lu9Gtrl2vYo4zJjMbBGZByyhiOMH6VyHiq8g1FprTRtKgtbFrRjaySaLLM9wx6qgBTyjnucV0Ph34sr4psvtmj+DvEUlt2mkS3jVvpulGfwq9cfEOS1z5/hXWVx1+e2/+PUAc7oWjPrGqeHLjXrCS4ZfDEYk+0REgSnOQwP8AF7HmqmkQGytfD1x4nsbm40m3gngEb27yiFxIwUsgBJG3aAcHpWhc/HXSLWQxzeH9aDDrgW5/lLVU/tDeHgcHQ9az/uwf/HaADxRaPL4kgvUeK00KbTEitfP0eS7WN97lgI1ZShwV5IP4Yq3o3htJPFnhxNRWTVLe10icC4ntiiljKpXKEnBA4AJJwKgj+P8AoUgJTQ9Z49RAP/atWf8Ahd+mGPenhzW2HsLf/wCO0AemKoVQqgAAYAHalrxW6/ag8KWU7Q3eh6/FIvVWgiH/ALUqH/hqvwZ/0Cdc/wC/MP8A8coA9worz34efGbQfiTrFzpui2Wo28ttb+e7XaIqldwXA2uecsK9CoAKK4/4ifErSfhrp1nea3a3lxHdymJBaIrEEDPO5hxXn/8Aw1X4M/6BOuf9+Yf/AI5QB7hXAa0tnZfES4vPFNjJd6fNYxR2Li2adI3DvvXaoOGOV5x+PFcgv7VPg52Cpo+usx6AQxf/ABytiD4/6Lcx+ZH4d13bjPKQD/2rQBia5dX19qCS2WnR2VxBqcOy3i0mQz+TlR5huNwGCD93BxW1qPh5ZrTx1fNpzvenUI3tZTES/wAojIKfjnkU4/H3RQMnw9rn/fEH/wAdpY/j3o0v3PD+uHjP3YP/AI7QBasPsNj4ovX8W6fNcT3QgNjM1q0y7cfdBAOwg9ScfWuf1HRr6XWtWttT1FbG4ub8y2kv9iS3MoTIMZSZZAFx6EDHfNbEfx40eVgqeHtcyTjlIP8A47U938bdMsVVrjw7rQVhkEC3P8paANTwpokI8ZeJL+8s90/2qPyZ5o+wTquf6V29eQXP7Rvh61j8yXQNe2+qxQn+UtZ//DVfgz/oE65/35h/+OUAe30V4f8A8NV+DP8AoE65/wB+Yf8A45Xo/wAP/H+m/EXQZdW0e2u7eCKcwFbpVViQAcjax45oA6miivN/H3xv8PfDvxEmjaxY6lcXD263Ae1jjZdrFgB8zg5+U9qAPSKjnWRreRYWCyFCEY9jjg14n/w1X4M/6BOuf9+Yf/jlXNO/aW8OavcGDS/DfiS8lAyUgtY3IHrxJQBYsruz0nwM9svh6S58SwQsLlZ7R2LtzvYyYw4xk4B56VkxwX1xbeMkt4vOtbnQmMf2TSpLOOSTphUZmJbHHbPpW8PjvZlto8E+Ls+n9np/8XUVx+0Dpdp/x9eD/FcP+/YoP/alAFm98PXFhqdlD4btGtZZtEkjeREIDOAdu4929zzTDFaX3w5utN8KafNY66lgiTb7RkkDDG4FzgOeDyGOfWs4/tK+HFYK3hvxIGPQfZY//jlRr+054Xabyl8P+IjJ/dFtFn8vMoAfa6Wbiz1SazvlkI0toHs7XQ5bME9txZ2DMOemfrXpfhHSrXSvC2nRWtols5tIvNwmGZtgzu7k/WvMV/ae8LNIY10DxCXHVRbxZH/kSll/aa8MwxmSXw94jRB1ZraIAf8AkSgD2eivD/8AhqvwZ/0Cdc/78w//AByj/hqvwZ/0Cdc/78w//HKAPcKKzvD+tQeI/D1lrFpHLFBexCVEmADqD64JGfxrRoAKK8g1/wDaS8KeHfEWoaNeaZrElxYXD28jxRRFWZTgkZkBxx6Vnf8ADVfgz/oE65/35h/+OUAenePbW+vPBd9Dpiu8xVSUjOGdQRuAPriuO1nVdGNhaReG9Eigt3kCXVxc6PLItvhflzEAC56jIOB61SsP2jtD1WNpNM8K+KLxFOGaCyRwD9RJVv8A4XxZ/wDQj+Mf/Bav/wAXQBlaVpd5qHhSxs9QtJpYU8WblT7K0K+T5BIIQliqZPrjnHtWjqmj3NtNrsFnYTDSYtUtZ5rWBCBJDht+wdxkISB1ApzfHuwT73gnxePrpy//ABdJ/wAL/wBO25/4Qvxdj1/s9f8A4ugCbxVHb6npOlXPhWAWul29/vvlbS3ZSvluATBlC4Dlen15xis7+wftek2qLcNqVpc69ayNFDpslpHEokG7CMxIX16CpZf2idGhUNN4S8VIG6FrFBn/AMfpT+0PpAjEh8I+Kwh6MbBMfnvoA9YtrWCzgWC0hjgiX7qRqFUfgKlrxu8/aU8PafGkl/4Z8TWyP91prSNA30Jkqn/w1X4M/wCgTrn/AH5h/wDjlAHuFFeLWX7UHhC/voLSHSdbEk0gjXdFFjJOP+ele00AFFV7+8TT9Nub2YM0dtE0rhepCgk49+K8X/4ar8Gf9AnXP+/MP/xygD3CuN8eQ/6foV3f20t3o1tdM17DGhk4MbBGZByyhypxz9K4H/hqvwZ/0Cdc/wC/MP8A8crVtv2g9KvLZbi08H+LJ4WGVkjsEZT9CHoAh8U3ltqLy2ej6VBa2L2jfZpZdFlmadz1RACnlH3OKuaBo76xqnhifX7CS4ZPDaiX7TESBKTyGB43exqpL+0bocH+u8K+KI/96yjH/tSqzftP+FU+/oPiFfrbxD/2pQBY0e2NjZ+Hp/Etjcz6RbRzweU8DyiFw7BCyYJI27QOD0qfxRavL4jtr6JorTQZdNWK2Fxo8l2sb73Lfu1ZShIK8kH8MVRX9pzwuy5Xw/4iI9RbRf8AxymH9qPwkOuh+IP/AAHi/wDjlAG3o/htJPE/hiPUFk1S3tdLuMTz2zRqSZQVBRicYHABJOBXp6qEUKoAUDAA7CvGl/aY8NsAV8OeJCD0ItY//jlQzftR+EraTZcaJr8T9dr28QP/AKMoA9sorw//AIar8Gf9AnXP+/MP/wAcrf8ABfx88N+OfFNtoOladqsNzcByslxHGEG1Sxzhye3pQB6jRRXP+N/GNj4D8LT69qsNxPbQOiMlsqlyWYKMBiB1PrQB0FFeH/8ADVfgz/oE65/35h/+OU5f2qfBzuFTR9dZicACGIk/+RKAOw11bOz+Ict74ospLvTpbCOOycWzTpHIHfeCqg4Y5XnH48Vxev3V9fXxksdOjsp7fUYfKt4tJkacw5UCQ3G4AAg/dwcV2Fr8W4ru3imXwlr0STDMYmFvGWH0M2R+NUbv466TY3LQXXh7W0kU4Ixbn+UtAEOpeHkni8d3z6c8l4b6NrWQxEt8qR4KfjnkelW7A2Vj4nvJPF+nzXE13Hbmxme1aZQu3lRgHYwbkk4+tUz+0DoQODoOt/8AfMH/AMdpU/aA0OTds0HWzt6/LB/8doAy9T0e9l1vV7bVNQSymur7zLOX+xJbmUR5BTZMsgCYI6ED3zXZeFNDhHjTxHf3lnvm8+HyZ5o+wQ5K56fhXOf8ND6Bkj+wdc46/JB/8dpJf2idAhhMreH9d2jriOA/p5tAHrlFeIH9qrwarENpGugjqDDF/wDHKT/hqvwZ/wBAnXP+/MP/AMcoA9workvh58RdL+JOjXOpaLbXdvDbXH2d1u1VWLbQ2RtY8YYV1tABRXnHj/43eHvh14ij0fWbHUri4ktluA9rHGy7WZlA+Zwc/Ke1ct/w1X4M/wCgTrn/AH5h/wDjlAHuFeZ2MlnpV/rKa3pE17rr3kk1o7WzOJl6xhZACEHbkjFc/F+1L4QnbbFouvOfQQRf/HKtx/tI+GpQSmia3wOfkg/+O0AR+FZL64+IGiXUdvHDFJBOt1Ha6TJarCfLYhHdmO85xzgfWpfDnh9tO8L+Cbi106SC/wDtCi4k8oiQBhyHPXHseBSJ+0l4ZkYKuia5knA/dwf/AB2rEn7QmgxY36Drgz0+SD/47QBe8Kx2ltp82m3lhLH4p3z77mS1Zi7lmw4lxjacggZ4HasLwppF0LjSI7zUFh1KyjIuoItEljklbbhw9wZCrgnnOOfQdK0V/aB0JlLf2DrYA7lYB/7VqF/2jPDkZw2h631xwkB/9q0Adb8NNFt9N8IW8pshBeSSzmV3jxIczPjJPOMY4rsK8auP2l/DFqm+fQdeVP7whhI/SWqn/DVfgz/oE65/35h/+OUAe4UV4f8A8NV+DP8AoE65/wB+Yf8A45Xr3h3XLfxL4dstZs45YoL2ISokwAdQfXBIz+NAGlRRXkPiH9pDwp4b8R3+i3umaxJcWE7wSPFFEUZlOCRmQHH4UAevVzvjy1vr3wVqEGlh2nZB8kZwzrnkA+uK8x/4ar8Gf9AnXP8AvzD/APHK2dA+P+keJ5zFofhjxDdFfvMsMKqPqxlAoAk1nVdG/s60i8NaJFDA8ipdT3OkSyLb4HG6IAGQ9RkE/WsfS9LvL/wnb2WoWs0sCeLAyILV4V8nyM7ghLFU3E9+/wCFdqPiOxn8n/hFNaEmM4Jtuf8AyNSH4ksJNjeFNbB9zbf/AB6gDntU0e5tpfENvY2Ew0uPUbSeW2gQqJIsN5mwd+QhIHpU3iqODVNG0u48JW4tdMttRD36tpjlSnlOATDlC4DlcgfXnGK0rz4s29gubjwzrQH+ybY/ymqG2+MVpdjNv4Y1xvwtx/OWgDn5dB+16JCqXDala3Ou2cjRQaZJZxxKJBuwjMxCnv0Few21rb2VusFpDHBEv3UjUKo/AVxc3xMMEYd/CeuFSM5X7M2PymrldT/aU8N6PcGDUdA1+Bx2MMJH5iXFAHsdFeH/APDVfgz/AKBOuf8AfmH/AOOVNaftReD728htodJ1vfM4RcxRYyTj/npQB7VRRUF7dJY6fcXcoZkt4mlYL1IUZOPyoAnorw//AIar8Gf9AnXP+/MP/wAco/4ar8Gf9AnXP+/MP/xygDvfH0Ba60K6vLaW70e2vC9/DEhf5TE4Rig5ZQ5U459ccVyXii9tdQkez0fSre1sHtH+zyy6LLM07nqiKCnlH3OKWH9ozQ7i2W4g8L+Jnhb7si2ke0/Q+ZUT/tKeHY/v+HPEa/W2i/8AjlAF7w7o76vqnhSbX7CS4Mfh4iX7TESokLdGB4z7GqmkWpsbTw/P4ksbmfR7UXEJiaB5RE24hC0eCSNuAODVc/tPeFQcHQfEGf8Ar3i/+OU8ftM+GW6eHvER/wC3aL/45QBd8T2rS+IbO+gaK00GTThHbi40eS7SN97E/ulZShII5IP4Yqxo/htJPEfhaLUBJqtvbadcYnntWjUkyZUFGJxgcAEk4FY7/tP+FYziTQvECn0NvF/8cpg/ak8Inpomv/8AfiL/AOOUAe1qoRQqAKqjAAHQUteJSftT+D4m2y6NryN6NBEP/alM/wCGq/Bn/QJ1z/vzD/8AHKAPcKK8s8G/H/w1438U2ug6Xp2qxXNzu2vcRxhF2qWOSHJ7elep0AFFYHjXxfY+BfCtxr+qw3E9tbsislsqlzuYKMAkDqfWvLv+Gq/Bn/QJ1z/vzD/8coA9wrgtfWzs/iE174nspLvTJLBI7RhbNOkcgZt4KqDgkEc4rjl/ap8HOwVNH11mJwAIYiT/AORK2l+O9oyhl8D+MCCMgjTV5/8AH6AMDxFdX19eSPYaaljPb38PkQRaTI07RDaBJ9o3AAYP3cHFbupeHkuG8e30mnPJdteRNayGMlvljjwU/HPI9Kd/wvW1/wChG8Y/+C1f/i6P+F62v/QjeMf/AAWr/wDF0AWLA2dj4mupfF+nzXMt3DbfYZntWnUALyowDsYMcknHUc8VhappF7JrmsW+p6gllLd3gks5ToktzKI/lKeXMsgCYIPBA/GtU/Ha0HXwN4x/8Fq//F1Gfj9pwOD4M8XZ/wCwev8A8XQBv+FdDh/4TbxDfXtn5kwkgENxNF6Kclc9Pwrua8oHx7sG+74K8XnHppy//F1lTftSeEbaZobjRNfilQ4ZHt4lKn3BkoA9sorw/wD4ar8Gf9AnXP8AvzD/APHK9C+HnxG0r4k6RdajotteW8VrP5DrdqqsW2hsjax4waAOuooooAKyfFn/ACJet/8AYPn/APRbVrVk+LP+RL1v/sHz/wDotqAPzyALMFUEknAA719HfBz4DQvDB4h8bRbtwD29g36M/wDhXM/An4dxapdnxTrkQays3xbRuOJZPX6D+dfS8eooYyRgKBwB0FABe3kFnbeTBGkMUYwqqMACvF/HPjuGOV4IpQCh6g9a3/G2vy2tvIwfC4PevnfVdQe/1CWWRs7j+VAGrc6/5sjGMn5jjk1nPqG5ic4J61kSyBc80zzSVzQBsC/kGMOefStfTfEk0WI5HOyuTWb5hzUolx09aAO01OLTteh8q6CliPkkH3lNedaxpE2kXhhl+ZDykg6MK37a7K4657VcvRFqdmbe4OG/gYjoaAO7/ZR/5KBrH/YLP/o1K+rq+Vf2V4mg+I2txv1XTCP/ACKlfVVAHgP7WP8AyKWgf9fz/wDouvmGysp7+6WC1jLux6DtX1D+1ZE8/hjw7FEpd3v3VVAySdlJ4B+FFl4e8JIL9I31a8QNM7f8s887R9KAPJtE8NW2l26FlWa5bl3Izj2FdLaxrDDJv4DdK9F1rwRp1paKI3KuD8xx1rh7/THt5SpyEXvQBjSbpTnBVegHtVuGEuqHBXoAcYyasJANqsEJAHpWrFZwTKiuSE254HJNAENraSCcwOqMmOXXk/nVzVdGmk8NG7K/uoGwOck1Z0K0upZituqMrHYN/YGvStM8O2c2ivYzITG64fJ6n1oA+cJU2k56ehHWud1fwut7C9xZLsnHO3GA9eweK/A76JO0gIlgzlSv8q5MklxwFUcYoA8WkjeKRkkUq6nBUjBBr63/AGW/+SX3f/YRf/0BK8D8aaHHcW51G0UCWPiRR/EPWvfP2W/+SX3f/YRf/wBASgD2qvkL9qP/AJK1b/8AYKh/9Dkr69r5Z+PXh288V/tAaXo2nqWmutOhXP8AdXfJlj9BQB494X8L3nibUBFbqywIczTY4Qf4+1fXvw28G6f4S0CBdIgVjcLulncDca57SvAln4Uul0q2wLaGMGSU/wAbd2NeraWkP9nx/ZGBi24BHegBHWOIM77VCjJY9q8a+IfiSO61QBCPLQbR7+9er+KDt8O3h7iIkY9hXyxr+oyXd40MhYYbhqALd9P5iPJCcvjIPpWJaMwvI7wffjJ3fWlt7h9/lk528E561ZKxwROyc5GT9aAMmwMi63PIwHLE/Xmu0sIxego0QlVhhkIyK4hGZbssoIGRk46mvXPhhqWm2sd+L+DzJWi/dtjODj/69AHknjDwULSNtQ0pf3YP72Efw+49q4WvoTU2tZZ23jbGCcivH/GOlQWmpNc6ehW2kOMf3WoA+1Phd/ySzw7/ANeKV1dcp8Lv+SWeHf8ArxSuroA+B/il/wAla8U/9hW4/wDRhrqfhJ8HbrxvMuqasr2+jRt97GGnI7D296j1nwtL4o+O/ieLy2NrDqtw87AdB5h4r3fQbi/a1S20wfZbW3UIiIuAAO1AHZaTZaf4YsY7LTbOG1tYlAVUUD8T60zUfHGmacMSkEjrikupd9r5bBixTBY+teQ+L/DeqtI0sc0YiyTzIKAOw1n4m6TKGibIBHBQ81U0LxjFer5UMjbc/ebBryb+zbUKDeXiMe6qc4rR0u5s40MNjKYnJ4ZuM0Aepa3e2ljbwSTQidMkgN0qS08RnVLdRbQwKiYLRletecavdXbRQ2zuXC9yeDWn4f1C60kgzwnawyGI4FAHoWtWWneJvD8llqNjFOrLgIQBj6Gvl3x/8PbnwndNcWyvJp7t8rHkx+x/xr2BfEl6JWMkuTuyuKSXVItZsJ7TU41kEqkFW70AfPvhr/kadM/6+Y//AEIV+iFfBDaG2g/EKxtxloWukaJvVd1fe9AGX4n/AORR1j/rxm/9Fmvzw61+h/if/kUdY/68Zv8A0Wa+FPC+kQyltRv/AJYIiAgP8Tf/AFqAPRPg/wDCWDW7+G+8Rg7CvmQ2xH3vdv8ACvqCzsUsrEW0UaJHGMKqrgAV458OfEa21xEq4II259BXr8mrw+UkgO5ScHHagDyL4g2bWV5OoHDHcgryLULmyLNFeW4Dk/fXrX0v428Ox6vaPdxcSxpk8dRXz9rPh4SXxCxE855FAFfT7u1TTzEifIAQCRyapf2ZEf3o2mMnn1FPmszDMISPwFa9jpklwPJiRmYj86AHWkbpbJt+ZQcD2qG/0uy1pPIv4uTwsqj5lNdbbeDNUgsFkltpFR2wCRgE1ZbwheWZEl5AUHVc0AeE+MfBuoeDdUS1vwrxzIJIZUOVdT/X2rsP2df+S06X/wBc5v8A0U1dt4x0qLXNFNrdAF1AEbHqh7VyHwDs5dP+O9ha3C7XjWcH/v01AH2XXln7R3/JE9S/672//o1a9Tryz9o7/kiepf8AXe3/APRq0AfG9hYXWqX0Vnp8ElxcTMFjjjXJYn2r6V+GXwv07wHdfbfFcMdzqwgEqxEBlgyP1NZv7N3heyt7z+1rxM6hKh8jcOEX/E123xVvzZ6558EwDCIRuAf0oA4jxP4ka41SV45WA3fKCelcje3rXM26Ykknr61U1S+aW5BHXPWobmR5Y4yvDDg0AJPLJ53ynirOm+Y0km8nkcVnyBgwJOa2NPQsR2zQAxbfbMx7E1amtDLb7VNTSQ7VC9OeabKWj6OAMUAc7r3hWK6iMkfyTAfKQOv1rgLm1ms7hobhCjqcEGvZbG3N9JtMgJY4GTWX4x8Lfbbd44Y/9MtwcEfxD0oA9Y/ZR/5J9rH/AGFD/wCio691rwv9lMFfh/rIYYI1Ugg/9co690oA+RP2pv8AkrFp/wBgmL/0bLXlehaBda7dGOBdsSDMkp6KP8a9b/aatZL34x2FvCMs+lQj6fvZao6HBDo+lLZxqN2MuR/EfWgCnYaBbWNs1vEgKsMMxHJPrWTe6ZNp8jYTdG3cV2KTozqvl4U96sSRxO6jYCp65oA8zy6zAnsegrojfRvYIHG5gBTtesIopldI9vOPSssR+XHhcbgc7fWgC4blZIiHbgHgZqvAA86CT5U3YJzn8apPKZWVVA6+vOa6fwtFYLfLLq+Sm3IGOtAFKaFYt8bsJIj0GOorlNZ0AJG11YrhV5ePPI+ldvqUyT6rI1tEqw54QelSWVpBc3QUrwfvKaAPIq+9fhV/ySnw7/15L/WvjTxx4dXSNQFxaIRby9eOFavsv4Vf8kp8O/8AXkv9aAOur4J+K3/JXPFH/YTn/wDQzX3tXxL4s0A678cfFCSfLbQ6nM8zf7O88UAYvgfwW/iK8We8DJYo3PYyewr6Q0UWGj6Z9k0yGO0jjHCKMZrnfC8Gl3VgsFmhhEICrgcVavYrmEsjAggkA+tAHXW+oxNIGcjcOhz0rRjMc7Heo2kdT3rgdPdopQZn3A9q6u2vFlZInbC8Ec0AU9Y0iMI7JyR1Gc1zkfmQSfJ8vOMV2Go28sspMTZBHPNYhtCzHHzDODjtQA22vbx45YfM2xsMEV5z418IX16D8glRjwe9eoRWnkrlT87cDIp8yKJcTEYoA+Xtf8Fanodot5JCzWrHBcD7h96zfD3/ACMmn/8AXwn86+ntZh0+50u5hnCmCUbWU85FfPt3oB0Dx7ZQx7mtZLlGgc913dPwoA+9qzfEX/Ir6r/15zf+gGtKs3xF/wAivqv/AF5zf+gGgD87q9E+HvgiDUJV1DWFzCvKRHofc1ymgactxcrPcoTCpwP9o17D4Yki8hoFBUdgaAOnm1hfsIsY44UgiTChQBgVxeqkTI5iAIXqfSpNXjkiuCASPTmsR7mXLxA5B60AZTqvnHI5J4rV05d2A3I6VnzDLfT0re0iGOC1e4m+6iFiaAOK12YjUZVXGFYisoSktx1p+oTma8kfdncxOaq76ANSW2+32u+4XtgN3Fc9c2zW0m1uR2PrXR6WjXJMQPUcCp7jQJns5vOTGzBHtQBu/s9f8lq0j/dm/wDRTV9rV8WfACJofjfpMbjBUTD/AMhNX2nQB5d+0Z/yRHVv+u1v/wCjlr41sLC61O+hs7CB7i4mYJHHGuSxPtX2V+0Z/wAkR1b/AK7W/wD6OWuc/Z4+FqaJo8finWbf/iYXiZtlccxRnofYmgC/8J/gVp/hCzi1bxJDHe6yyh/LI3Jbn0HqfevYISJIg3l7PYjpUtFADVXrkDrxxRtz/CBTj7VlapPqVrGZLRFlA5I70ALqt/DZx7ZRjdwDiuQutWhErkEfUCqPizxH9usEieMxTK3ze1chb3Ek8ixhycmgDtIvGkQtGgk2hugYDk1w/jnwJ4f8baTLfRTR2mqj7kuMbj6MKyL2We3v3STPBqHUb4pZoVchj1FAHg+pabc6TqEtnfRmOWNsEHv7j1FfUX7KH/Ih61/2Ev8A2kleT+J7CPxFo7uVH223GY37sP7tesfsogjwLrQIwRqfI/7ZJQB7vRRRQAVleKhnwbrI9bCf/wBFtWrWT4q/5E3Wv+vCf/0W1AHzrF48TR/DthpunRrDBbwqqgdzjJP51Qf4s3saMiP2xXmUs0nlREs33R39qhyTkk0Adnr/AI1fWdPaKfOexFcJ5vmSHnvU8vMJX1qkoweQaACc/MQcgVDvJbgkVNJl+emfaoduOvrQBLE2773FTA546GogPRfpTWO1snmgC7G+xwTxWjHOrMP8aww+7rT42KZIP60Ae6/s3hG+I+qSIME6UQff97HX0xXy/wDsxS+b8QdVz20s/wDo1K+oKAPPfibp8F/rfhT7Sodbe7mmUEfxLESP1qvFcYkLSltw5q38S3Kan4bIOP8ASJ//AEUawUm8yZo0Zi2eaALWrzNdRcnjtWA2nrc8S9PcVrXMUhUMCTjqaqyCRVHBGe9AEC6VFxEEBUjBI7VfsfDUTLsXo3G4DkVSxNs2K2Cxro9MXyYAssnIGetAGxpekW9hCqxAEKOvrVyQtGpWIYJrPjuwCAHPtV6AB3BZ6AKmteH/AO1dP2ytjaOPc14Z4o0mfTNQlHllQrccV9Gwz+eJVKkIhwCe9eR/EGCZtQZwuY+xNAHmYCPbnzwMMMEV7J+ztZDT/BOqWyfdTVHK+wMaEfzrxa5jlil3jlc5Ne4/AU58Kaqf+oif/RUdAHqdeV6lJDZ/tAzXjWfnzf2RbwpJj/VK0kpP54FeqV5dr/i618N/F29t7yHel1ptqd/ddrz/AONAHYy6PDd3E8tx8ySqABjpWhbxC2tRGowqjAArJ8P6z/bayNtCoD8oHpW6V+XgYoAyNft3udCvI4hlmiYAfhXy/relSLdSZyDkg8V9Zy4EL7uAAc14Z4tsoDfSvFyCeWFAHjc1pJBcg8ge/etW0gV0CvyDWlqGnBjkDHvVa2g2sAD905NADLjSCsm5l2+gFOt9Uk0yQ+RgHoa0ryYwjk7tw4rKj0p7xmKg5PJoA05Jje2O9eJGbJrNvLCG902e0lGWkXgnsexrRtrOaMCPY3oOKtJo8+SWiYZ9qAPoX4ZLs+GGgL/ds0FdTXMfDcY+G2hj0tV/rXT0AeCWOmTWvijxNf2a4aXV7p5WI6gSsMflV3R9au7vVppNjQR7cKmMDirx1ePT5NXSTjdqt506n981VtL1AzzTA2RWJ+j9zQBPb+Ir2e8SORv3O4hyB0FYHiiwleGd4mKxO+UVTn61PqWrwW0ps4UKyeuP61WstevbUOt6ITb54B60AcFf24s42KqZZWHQL0rNtYZ2lM5/dR9eR1NdlqN1DJq3mWTY39Vx8tVL/Q7iRsITj73HQ5oAzoLt52VXO+MH5iT0rr/tlvqOlLbWTbWhHCs33q4u40hrRWEkoTPXBqmlmsSF4JWLDkYNAG3581ncMLmMoc8HFLJM0m6W2+UZ9ai0a++0y/Y9QYHI+VnrSudJe1cYhYqf7vSgDBvrA6heWFy4/e21yjk+24Zr7Cr5ZIVYQNmw71HPf5hX1NQBmeJRnwnq49bGb/0A18ZapBFBpthawNtjRFYgdyeea+zvEn/Iq6t/15Tf+gGvkHWtGeK1tZWUhJIk6/7tAGj4RvmslkeM7tp5z2r0zw/4ucXUcM/zQNgHNeMeHZnhaZCMoDnb6V2emuxkiKjqwoA+k7cx3FuhXDIwrzv4k+F2wt7Yx4U8MEHSu18KKy6FEHJ6cZrTvrNL6zeJxnI4oA+XU0eWO4c3I3EH5a9V+FvhlXmkv7mLIUYjDDvUt14PLam00ke1C3KjvXceGI4bOE2sYwQOAaANf7KrwKsyqcHIGOlYut6TFfwsJuNn3eK6I4xzUTxLKvzDrQB4f4p0gWkrFHGMZrD8A6UkXxp0LUk4Z1mif3/cuR/I16D440sWrPNuJ3dAelch4GQr8StCz/z3m/8ASeSgD6Ary/8AaJXf8GdQUDObm3/9GrXqFeY/tCf8kdvs/wDPzb/+jVoA8G8HeJrrTpoFhkKNGuBtOKs+KfElzqN5I9zIWZuuTXI+HJSt8CeRU+qTiTUWzll9qALdjB9sk3uc+vvWjf2X2ba5HykYqLQnighlZxkryAav3d+l7EMDHHSgDMjtoyCy857Vs6YilfufdrPiiRfmHBNa9uFih5PJ6UAF+mCCv5CsO6bk7znPataaQrHyc1RkgEo3H9aAK1nJJbTLLGT1ziumtbwXl3vcZ96wEi8tsnLZ9K1bGRYsjFAHsPwNsY9P0/xJHCAEbVRIAOxaCMn9TXqVeXfA2RpdJ19n6/2iv/oiKvUaAPnf4zWdtL8Wjc3JIMekW6qR2zLNn+QrhLm4tbaMCGTzXY+nSu0+Od6tt8UDHIMq+k2//oyauCWw+22vmW7cHpmgCN5ZmiEiPtXPGKt22ptGi/aDyOCf61kvbXVjOTISy4wTnioBK8hYFfl5zQB1R8u+jO4q3cYNct4hSO3n2R7UwOcDrWlpssqOgiRvLY8+opviiwUKtzjdn+dAHOW7FW5bA/nXcaBrdjZ6XJHcWi3DyLgMy/dIrhrYCOVT8pye/wDWun0aaSTbE8SiIvwdvK0AMuCJJ3lwYw3b0qXT7lbeaOTO4gnArZ16xhhm2wfP8g3H1Nc1IrLc7Y1IHagDqdTNlruiT2syqXeMhTjo3avoT4Xp5fwu0BD/AA2ij9TXzPpalJVDn5M8knpX038Nv+Sb6Jj/AJ9/6mgDqK+XtV0My+OfE9wqshn1a4y+cbsOeK+oa+fdTikbX9a2Ljdqt1hwOn7w0AVdKdNKTyupXnaD3q9c6lLqDF0jO0/w1n/2RM0xkL8nrUxil0+3JZTIexzQBPPcTRRKBBsRR9TUEepTs/yKR6HHNZ0888ih5GZc/wANNS9uoiBCAgPBagDqYtYuYoCHbIPUmkj1YxbsEAH9a5aI3jyMJnOzsasiB0XO7JNAHS/bS2P3g25zVd5/O+9xz61iMxiXbK23j7pOKi+1OqjyfmU96AOge3iuf3UozF1JzUfinwbZar4WjvIIlhm0qRLhWxyygjI/GqEF1IrLhxnvWxf+IG/4Ra8s3ALPHtLD3IoA9xrO8Rc+F9U/685v/QDWjWd4h/5FjVP+vOb/ANANAHw7B5sFjBCyhFVQymuu8N6htdf3nI9a41oXW3icktlB+HFWtMuGhuVOTQB6ZqUAuot6tk7c1xyxrFcuJGOe3vXZ+G4mvlfzG+URnmuN18m21F9vAyRQBAy75tqjkmrPiPU107R0sIT+9lGZPYelZttciEm4c8ryPesHVb59Qunnc5YnmgCg/wAz5NKoDYDD8aYoLfnV60tHlkVQuSTxQBt+FdPkm1SNUQtzwAK9On8BarLpUsqWkpjA3MSvbFdx8GvhzFp2kw6zq0G64kH7lXH3R6169sDKyOo2njHqKAPkz4SaY9j8dNIdxtJ85SP+2T19bV41deHbbRf2gdBms1CrcNKdo7HyXr2WgDkfiXpUGt+FbfTbxd9vc6pYxyqf4lNwmR+VdZHGsUSxxgKqjAA7CuZ+IN2tj4dtbpwSsWqWTEDvi4SrVh4qtdQnSOJSN3r2oA3s4600yKOprM1jU1socn0znNc/qHiMJpjSxNlsZVQetAHYtMijJNZ02rJ5xiBHT8683n8aX0lqURTvA6+lcheeJtTe4w1xIpPfdQB2/i+O2mmZQB5nU47VyGh65a6RqDR3Kh1Jx9KwNT8QXS8tcPI57k1m6VqaX10Uu1XceQ3egDvNd0eTVJludOiaTdydozxUl14TgXSIxdri5xggHpUOneOE02NYFXKAYNX9Y12z1DTVms58tnLL3FAHnOsaWLKcwqGAB6+teq/s/W0Vro/iFYF2o2pK+PcwoT+tef6m4uXDOMk16P8AAldumeIB/wBRBf8A0SlAHq1FFFABWT4r/wCRN1r/AK8J/wD0W1a1ZPir/kTda/68J/8A0W1AHwiZSY1GeMDimLu3cMOe1TyQfu1xn7oqqyFMcnNADssMhvxqNueB3qWJwT83P1qX7MJFynPpjtQBVCHbgEmoniIxjtVort/rSSoCuMmgCujYJz1prrz708LxxSck80ALGrbfr7VLtAXFNT5W7njpTuDzz+NAHtP7MPHxB1Xj/mFn/wBGpX1DXy7+zAR/wsHVcf8AQLP/AKNjr6ioA86+Kz7Lzw4T/wA/E3/oo1yttIIroOG5Y10nxfbZN4dP/TzN/wCijXDrclyAPXNAHcWwEiHLA/WrgskkXlAcVzthdnam0jtXW2s+bUFcEY5oAwby18tmaMZ29KiS5KRfOMbvXtWlIPNkdyMDuKpi281mz90cjmgCBNS2zAEgDpmtzT9QDnIbC1xt6Nl6NvQHpmr1jdFWJLcelAHoH9pRi3Yjk46etc5rGlw6zp5807H7GmRXeON2cDvVgz74wu8e3PWgDyPXvD81g7JOBjOVI716V8CVK+GNXDcEakf/AETHVPxFZ/a7LZsDSJ905rX+DkbQ6TrSONrDURkf9sIqAPRa8K+KGg3mpfE+6vbaPMNrplt5jemXmx/Kvda8R+KGsX1r481DTbEYW60+0aRgOcK8/H60AdF8Mb0yQtA5wV6CvSNmPevn3wnrMuk67b73wM/OM9q+gLW4ju7VJoW3KwyCKAK2qDbpdzzj9038q+dtcv5PNkTyyVz619JXUIuLWSJhw6lTXzb4ts57DU57d4vLKseKAOQkvi0u0qy4PUnpUaTeYz7eCDmlnjwzO5qOzceeF6hhz7UAXY91yuT26Vo2dy9t/q8ZJwTiorJFZymw56cVc+wFZAVGRn8qANbT5bs6hGyHcwIONoNepya/oFrpn/EysohcqnAMY+Y4rO+H3h6zXT01S6bfKXKKpGVAAzzWB8StTsL/AFKMafGFMWQ7AY3UAemfD1g/w90ZlGAbcED8TXSVzHw3/wCSb6H/ANeq/wBa6egDxC6fTxd6y124Rl1a7G49v3zVG2rJHpLw6ZMZpW4VmGQK5/xJpV1c6xrUpcpAdVu8e/71qzLD7bb8QuQgPWgDWtdE12aaSbUsLERnzHHaskQ20cz/AGiZJI1b7uMk1taj4rvGgW3ibdHtCvkda5W4tJJ5/NhADE5wD1oA1jd6cZo0sbc4B+csBzW1rKRP4e/0Z/Kmx8xx2rkYUlWZd8RU7v4TWtJeQxs/2jzWjI2su7pQBw1x9oiuGDy+YM9QaIwk8gUu4J9Ku3qWslwzRy4Un7pFSxQxxgNGv44oAntdAlYrJGeBznPNdNY3GoLELZ8ugHAYf1rBt7uaHBlkwmeBmr8OvSeZ8igjsAKALlxp0jxvcPvXaynB/wB4V9N18xPql1PbMrrhGZc5/wB4V9O0AZviT/kVdW/68pv/AEA14M8Vv4n+GMF0luFvLARpIB3G3ANe8+I/+RW1X/rym/8AQDXzroxuLK3hhcssFzCinnjoMUAcpaaeLNJY/wCORsmtvTmMdzCrZ2qc5+lW9R0iXSr7bLATv58xhxj2qUPbpJHIy43EYA9KAPXPD/ie3tNF23EgEn8CnuK6qPWbQskbyqsjLu256V4BNdyz3MfOE3bj9BWrd+ImkhSOM4m6h8/N9KAPdd0TLxt+YZzWFphll8QyFFOxDhm7Vz+jazf2+lQG8+YuoIY9hXV6DdxSh23KGc9O9AG7RQDkUUAcR4+jkaNNqBkxzxXB+E7OWH4ieH5mQiNriYAnufs8teh+L5CS0JOFdTg9xXB+HZJf+Fj+HYXkZkSebaD2/wBHkoA9srzP9oFd/wAIL1fW5t//AEatemV5v8eRu+FF0D3u7b/0atAHyvaxLbKjjOe+KmVBcPn3qEk7inofWtHTLQyfMw2qD1zQBoRwLbw46sy81ViLLP8AKSV6Vo3scgjHkYJ71SIZMBR8xPWgC/EcyKMVew0jBB+lVIB5SiR+oHAq7YysJTJjqOtAFKdy+VbPXpUsEDSIRyRjpUjadJcTNMpIJNTwRS22VbnI4NAFeBArJG/Uda0HWNNqgYZulV0tZXvFZV+Uc8Gum061tWYy3UWdv3SegoA734HQPb6TrySDDf2ip/OCKvUK8++FDpIniFosbf7QjAx/17xV6DQB82/HaAS/FQFs8aVb/wDo2auDvdSNlCkUAGOlenfF+zW6+Kj7ui6Tb5/7+TV5jqdnDuBA27QRj+tAFnTr8alGVmUFh2FWo9NhEpO3iuVEk1g2YPlLdxzW7perG6hxKcOvf1oA17eGAtiPBxxnPSqviVSdL+XPy+nWlsoY7bcY2Ztx5yaq3upu948KICqL0IzmgDjGLbcrnGc8muk8NalaW12sl+zShRwGOQPbFZ0v2ebLywbHY/KOw/CqLQtFKwRMHO7jpQB3GqeLYfLaCNI3R2zuCAEe1UtHs5Nc1RY1Yrz0PpXM2dq80haQ5j75716N8PRoc2o7dVma2O3ajR/xH3NAFTX9IfSZ1iV1cN1Ir6I+GX/JM9C/69R/M14H4wKvcGO1YyQwkhXHU+5r3z4Y/wDJMdC/69R/M0AdVXg1+xOra2M9NXuuP+2hr3mvn68l2+JNfBx/yFbnGf8AroaAJSSY/l5I680GUMgVzg5qoZ85xwfSqzTb5tgPIoAfd2yyuQrfTmq8Fi0bHzDkelWgjoPWpG3Lgk//AF6AK8sojQZXOKm5uAjwYVu9UL6Y7dqgA0+wEyQGTdgUAN16Ce4Ildgz4xupqhY9MjjQbpOua0rS1a8VmkYgY6VTnRIZCqnaE6e9AGe155Mm0sc9zVS81MsREpzvZQST7imzxNcbj7nkVmSR4uonc4JkUAfiKAPsOs7xD/yLGqf9ec3/AKAa0azvEP8AyK+qf9ec3/oBoA+Ho7iOS3ijI+UIAT+FaFlpe1RN95D0NZ1nZl4YyvOVFdfpVtt01o24x0BoA3fD7iOzdVZkbHbuK5vxDHucsBnnnNa9jeCGTrjHUVka1PvjkccCgDjryds7Ow7VntxnPWrM7bpTn1qBsFgMc96AJLaPe2O9ewfBnwKPEHiBbq9izaWZDt6Mewry3TrRp5FAUjJ6ivsD4S6AND8C2xYfvbn96x/l+goA7ZUCIqxgKqjAAHQUHLA7Tgg04nFFAHnOtaPPB8WPDWpSymRZLmSMD0/0eU/0r0auX8SwKPE/hWbJLHU3XGen+iz11FAHM+PFjfQrNZvuHVbHdn0+0JTNR1PT4XVYrVFlfgOFANZ3xilaD4dySxsVZL60YEHofPSvKV8XyXMq/anO5eAxNAHYeIvFLh2jMglj6MprnpfEH9oQrHAoSWFfkHqKx9YmSeEzQyh2PUKeaybFpPNVgSuDjNAGqNYmeV1uPk9QB1rHvNSihlduGHbPalvphHeSNuDIfX1rnr++jBJjUE0AWn1WGVjuA/AVG13bofMQBW7ACuaeRg7FWPNSW+6SUZJwOTQBsnUJCxIkx9atafrckFwrcbTwR61gyYPbrUlqvmLkvjb6UAelI0d/ah4wFyO1ej/A2Mxaf4hRuo1BP/RKV4Hp+unT2A3ttzg17z8B9QXU9J1+5QYBv0HT0hQUAerUUUUAFZPiv/kTNa/7B8//AKLatasnxZ/yJet/9g+f/wBFtQB8NxOk1uoPUAVVnGGPpVW1kLQqyN0681bEyumGHPrQBTzk8jFWba4eJxg8VHKmCT2qHOO9AGtLEJV82PuOaqvleOpqXTbnEnlvyppbhQs7BRxQBTIzmmhSWzUjAjNMV9xIoAUjDbhg0jMDyBRnHekkXKigD2n9l5s/ELVv+wWf/RsdfUdfK37LD7viJrHfGln/ANGpX1TQB5d8aHCf8I6W6faZv/RRrz+KUPgg4rqv2idTTSrLwzcS/wCr+3SI59AY8ZrhIJ+FdGDKRkH1oA6yxlCnPHSux0e+ha22MRn0xXnllcGQe9dFp8xiZD70AdS6xsD069BSOsaW/EYzVRbpZOQQKluZcQHB5x0oA5m7jBuGbHemWpAYZweelTahMFyAR+FZSTGN85oA6JbtN3zcnHFaFoAw80LknoPSuQhvS8wwciuksL7bGF24I680AWLyVLfLMPpWn8MGDp4hYcA6kP8A0nirlPEes2+l2dxqFy4EMKbju+nFWf2dtUl1rwXq2oz/AH7jVpHx6DYmB+AwKAPXK8K+J1xJb/FK7eMD/kF22c/781e6184/GTVls/jMbGRgoutJgKk/3leXj9TQBzFvcytqBlYn73Ne1+BvGkYsI7O5A2p0YV4Uspjkx/e7+ldRot39mkUq+SoyaAPpSORZow6HKsOCK87+JnhiG6tG1NM+YowwHf3rc8CXU13pZeSQsnQA9q2tbs1vdJngkGVZDQB8oavFGo8pRhietQ6dpc5uIoRy7HoK6/XdDWC6Kqu8q3THSuo8A+FfN1OO6u4sqpDLmgDT8LfDxGsTPMP3xX7rDqa1Yvh3Ba2LXUpJl5LIRx+Fd/b2kduWMXG7nHpUkoDRMpGQRQB5vPqK6Jo7WykoHVsbema8tvWea4Ys27nPNes+NLGD7OFJw3YAV4j401ZNA0Wck4uJMxxDvk9/woA+jfhx/wAk30P/AK9V/rXTVyvwwYt8LvDzHkmyQmuqoA8w01dOv7vVLW/EL7NVvDsY4Y/vmrN1200GyUlVZCBwqnisfww0WuePvF2n28/l6np2r3MiIf40MrHI+ldHr/hpprXzNuXx8xA70AeYX91bySMlvEUUn7xNK+kXqW6XSSApjIxWpJ4Uubm4AiChc/MxbAFdMmkSRWcOnrJEyqPm2nmgDg5L87EKwqGU/MaXUPIa1acko74+UjrWvqnhg28zOGbywckgday9TtrhoF2Q/JjjigDn08tpATDkk9dta9sIopB5xDAj7uOlMstJ1CRWaNSAOxFXU8Kaxdv5i4VSe9AEElhZ3EnmbCWHQZ4ot4VN1tMAUZ4xXXaZ4IvLeFZbxlYHoE5NbUHhKFYzJGhJA+YtQBydxpZ/sl7glQFKkDPX5hX0ZXzP4+1i10dtG0a2nD317do0qoeEiDcA+5r6YoAzvEP/ACLGqf8AXnL/AOgGvJ4dEXUtDsvLZY2+zx5LdPuivVvExI8J6uR1FjN/6LNeMeAvGlt4g8K2UjhRJDGsMqoOVZRj+VAHb6Np9vrmg3Wi6kY5ri3X91Jj5q8n1XS5tM1B0uVI2MQoNep+G7OT/hLYbuJsR7TuAB54rrNf8I6V4hhIvYdsmOJU4YUAfOd1eBYfl69/pTtFia/1SKV8ku4wlT+JNIt7TWJrW0dikblQzd66b4beHjea6kxB8i3+Zmx1NAHca1pkthp8bMR9lSPnPUNXD2/iGW3uVK3OAGwMGus+LOqyWOhLDGceYcjnrXgp1lvLO4kMKAPqLwx4kg1VPJD7mUcH1rpa8E+Emry3mupGrYVEJf2Fenar430+wVkSXc+SOD3oAZ4viEy7mO3bx161wXh1PL+JegAsSftE3B/695a29c10ahYI6uMgZbmvP/BniZNY/aC0awtm3Q2kc+8j+J/Kb+X9aAPpKvOvjou/4W3C+t5bf+jVr0WvMv2grg2vwgvZxz5d1bNj6SrQB83TWUSyBYicnqTV+306aWNdkmdvQDiq0VzG0azxnekgyhrc02bYgLDGe1AC/YfIIcks5HINQARsxbaM9K2HcSQsOMkcGiy0SR4xuZVB5z60AZMcJkJ67auWqbG54FX5LKO3bajbvwqHyN8ox0B9KANPy0jtBsHzHmoLS3kvbhUSMkk/lWvDao8Iz2Fa2l2P2ORpnXYgXJY0ADaHHZaWWiXdIPvcdKyLuCWWz2MTH3zWlca75MkogO8sOM1z+r6pLPC8ssvlqo5x2oA9I+CT7tN8Qf7OoqP/ACBFXp9eOfs46j/anhrxDdA7lbViFPqBDGAf0r2OgDxb4iR2x+KF7JdtxHo9sVXOM/vJ68nv4/NmdlX923K+1dX8ddY/s/4xw2zttjudJgyR6iWbj9a4+5uCFU4IU8AGgDGugFkJDH0IHTNSafC0W+Qcj1q1NAs1uzR9ScYIqextmNqoYDjrQBZgmLRjJ/SorSVDqZWZUQ/3z0NWUtmRcnt0rG1HT387z2kwC3FAFrV7FYrsNEhCsPl7iqeYo7r7PcDIbgnOK67Smt5NC8mcK8wOFZv6Vz+o6a32zfIFz3xQBQuGt7TesLmQAcIv+NQaffSWzEvjB5UgYwadd2zRSFYcZfqMUKhnjVGQIwbmgDodO1F5ySxV88EGvpX4a/8AJNtE/wCvYfzNfJWoXp0bSZpyAsjfJFg/eJ719YfCxi3wr8Ps3JNmpP5mgDra+c9RnC+LNeTv/a1zx/20NfRlfK17qC3HxL8V2G7bNDqs7KM/eUuaANsANcDnAHapJI4lkLR4GabDGYlHmjNSi3C/OCWBoAlgZSrBiM44qGeVVBAb6U1j82FAHHJqnPnaTnJFAGbeTMs3Jzk1csywUs2fL9KoFh5+Zu/T2rTiWX7EdnzKaAL9rJ9njPl5YdSDWXqk/wBqm3Rr064pbe5aBXWU8selOLrFIjBV+btQBRAdFK4OW7VjXQDahFuONsi4H411tzatMElUhX7LXEeLbgWXijTLNGG+a4RmUHoN1AH2XWd4h/5FjVP+vOb/ANANaNZ3iL/kV9V/685v/QDQB8SWUuY4QhIwo/lXZWQM1qoHJIrhtEkju7aPD4ccFc16R4ds1KIjEdeST0oAhTTWZdzL19KyPEFm1taurAjj0r1Oz0u3dty42hcgZ6muf+Imnx21gjLyXXJ46UAeIzIyykOMVD5WXz2q3cGSWU57UsMWSc+nU0AaWh3H2a4UqM8+uK+wPh3r9trPhGzEboJoYxG8YPTH/wBavji1Xy29/SvQ/BXiq60i6jNrJtbcAcHgigD6u2/PuyenSsnWdRNs0aQTqsgOWTGSwrIbxzBDocdy67pmX7oPevOJvFtxNrT300ih88egoA9J1mYzap4QZ8hm1NiQf+vWeusrwHS/iKfFvx38N6TbPm2sFmeUjo8piYfoM/nXv1AHA/GkE/DO429ftlr/AOj0r5xubuWNiGA4PUV9CfHy7aw+EV9dKMmG6tXx64nQ189TTw6lbxTwYKyLkYoAltdQdfnHHHOe9XYtajEJRgS3bHasyKDbH83T0qNlUSc8A9KAJ7y5M6EqTzWDKxLlcHNac7rHwjdqy5YpmkMuRj60AVZY2jcBu9W4IZWIWM4Hc1A+XkHmZP0q2lwyRlEx060ASXcS/dRskdcVVije3mU5Ow9a09LtI5rjF1Mq+uTVrV304hYLNSQv8frQBgyI0rkJyCeK+hv2bInh8L64kgwf7RH/AKJSvAZLdI4TKGK7eTnpXu/7Md2b3wnr02cg6ngfQRIKAPbaKKKACsnxZ/yJet/9g+f/ANFtWtWT4s/5EvW/+wfP/wCi2oA/Pe3nMMn+yeorTQ7h8vIPINY9TW9y0B9V7igDTdieOtQkelKkyy8qaULnpQBLaAiVW9OtWpm3OSOtRRgRDJ4p7MO3egCNhxzUJQo2R+NT5X1zzSOU6k4PegCuWXuKr3NwU4U84/KnXV0i/LFhm9e1UGYs2WOTQB7r+yj/AMlA1n/sFn/0alfVtfKP7KP/ACUDWP8AsFn/ANGpX1dQB4D+1j/yKWgf9fz/APouvGvBHijcqaZfOAy8ROx6j0r2X9rH/kUtA/6/n/8ARdfLasUYMpII5BFAH0PYzHPDCt23uTwCwrxrwr49WFUs9ZJAHCzgfzr1Owu4rmFZIJVkQ8hlIINAHUQXJI5kUAU+4vD0EmfSsqI4Xjk1KVyp3kZx0oAqX1yXydwrJkuWWNyW+mKnu5AJGJPy9hWc7Kz4HSgDQ06UgrnqTzXT2dxHFC7zSqqgZJJxgVyZ1PT9JtDc6hPHDGozlz1+nrXmXjf4lya4jWGjI1vZ9Gk6NKP6CgCx8VvHy6/fNpelSZsYW+eRekrf4CvcP2W/+SX3f/YRf/0BK+Rq+uf2W/8Akl93/wBhF/8A0BKAPaq+RP2n5Gi+L1rJGSrLpcJBHb95JX13XyF+1H/yVq3/AOwVD/6HJQBjeGtbh1m3RJiEuIV+dc/e9xXU2Mvly8856V4dbXMtpOs1u5R1OQRXpPhrxlp14qRanItpOvV3+63vmgD6j+H88KaKsSkblXLGuqldZY8KwII7Gvm63+Juk6fthtNWiVPukhuvvW6fjPpUTxCHVbdY1GCA3X3NAHYav4fE+qS3CKFUtglql0idrC/igEgZN3G2uXvPi34YmsQBrFszkZIDd6i8N+NvB0tybvU/EtpBtfKxl+TQB7iCSuR6U2IOy5k4Oelcenxd8BBQP+Ensf8Av5VTVvjb4D03S5rpdet7pkX5YYCWdz6ACgCT4j3VhpOjS39/MkSRr1Y96+NfFviSXxJrUlwxIgUkRIew9a3viV8UtT+IWpDzc22nwk+Tbg/q3qa4SgD74+F3/JLPDv8A14pXV1ynwu/5JZ4d/wCvFK6ugD4h8S+KdQ8HfHzxBq+lSbZYdXuNy54dfMOVNfUHhfxvpHjjwrFeWEygypiaEn54m7givkX4pf8AJWvFP/YVuP8A0Yao+FPF2p+ENVW80yU4z+8iJ+Vx70AfZa6JZQWMyliVbLbia42/jjtSPIuA755PcCs7Rfjd4V1Xw+p1K7+w3WNrwyIxwfYgcisLUfiZ4U8zNtdq/HJ2t/hQB139uZtRBJEHUDHvmsqIzXGogeX+67g9q4mH4k6O+pBpLkRw7ucKen5V0I+IHhMSCSPWI1Hpsb/CgDsLbSUWQSNIFj6lSa2rO3kukVrcKsSHGF715tdfEPwrcKP+Jyq47BW5/Stfwx8WPCWmSOlzrC+WR3Rv8KAPSYIvLhHIbnmsnxd4203wLoNxd6oFbcpEFuD80relcV4n+O/hyy05pdFmF7M+QIFQj8yRxXzx4o8Wap4u1Vr3Vp2c9EjB+WMegoAsWusXGu/EK11G7P7ye9VtoPCDdwo9h0r9AK/O/wANf8jTpn/XzH/6EK/RCgDL8T/8ijrH/XjN/wCizXwx4E8Xy+E9cWVtz2cpCzRg/wDjw9xX3P4n/wCRR1j/AK8Zv/RZr88KAPujwnremXenWl3a3SOswyCGFdleXIh06WdeQqEjFfBfhXxvqPhmdVSR5LTOWi3dPcV9E6F8a/DNz4Nkt9S1cQzsAArq24Dv2oAxtYVbvXJHYFdzEn2r17wJZx2nh5FiUDd824DrXi97468GzCT7PqkafKeWViWP5V6D4d+LngSw8NWdu+v2yypEA6kNwcc9qAOd+MurNP4ig01R+7hjBY+55ryttLZ5WLdC2fatTxr480bWfEV1fQ30cisxCYB6du1cq3iq1kZgbtQvbg0Aep+G/EOjeEtCuhCwk1G4TapUZ21zjalcXUm+Ri2Tk81x0etaUHy14pP0P+FN1DxnbWdo8Wmt58zjAfGFSgDpPFvjgaVpT2tvJuu5V2qAfuDuTVD9nl2k+NumO5LMyTkk9/3TV5hcXEt1O0s7l3Y5JNem/s6/8lp0v/rnN/6KagD7Sryz9o7/AJInqX/Xe3/9GrXqdeWftHf8kT1L/rvb/wDo1aAPk/w3rAt5Fs7psQs3yMf4TXpQENvZAsw5+6fWvFa39M8TTxLDb3rs8EZ+U9xQB6aJHKovat2G6C+SufujHNYumSQ6hYpcW0iyBgPuHOParckEvnLuGB2oA6iy01Lu4Jdcpt4x1NWU8IXMUx/d4BGVzV/wrp919nWQR7m6KGHWuvXNuC1zgSdGBPSgDkLHw9cpbyvc7Q/8I9qzb68uGZoZScKNoNdFfaittdO3m8MMH0FcVrWqoLmWaeRIYgcl3YKooAo6pKEh2qSD3Yd68y8a+JgynTbCYtxiVgf0qTxX49+0B7PSGynIaf1+lcCSSSSck96APq79lH/kn2sf9hQ/+io691rwr9lH/kn2sf8AYUP/AKKjr3WgD5F/ajYp8WrNlOCNJhIP/bWWuW8O6xDq1v5d0+24iXoT973rqP2pv+SsWn/YJi/9Gy141DNJbyrJCxV16EUAes2+2NgmQ4NbtrZZjXAAzzXH+DPFNhPcLFqsixS4wC/Ct+NemeQpQOrDawyCKAMk2qlyvGQORWJr1nLtRkH3T0rorq/tLTdKqmRs4JUVSl1e0upkjuoCkTc5J/WgDCtpJIoAHwp64BrSR4ZgDK+c8jirr6RZSq8tlewyLnhSwBqhLpV3FGSIiR7DIoAv2mgLf3StAvmjHIXnFZ+uaZFoxa4uh5SKM5ao4fF6eEjI1y4DMpAjHLH8K898W+NtQ8V3I+0Hy7ZOEiX+ZoAzdc1eTVrwseIUJEaeg9a+4vhV/wAkp8O/9eS/1r4Kr71+FX/JKfDv/Xkv9aAOur4X8farPo3xw8R3tqfnj1WYlezDeeDX3RXwT8Vv+SueKP8AsJz/APoZoA9f0HxBY+ItNiubIhSQPMQnlG9DWyWWPKH86+btA8QXvh7UFubJ+M/PGfuuPevXND8cWfiJhtkEFxj5oXPOfb1oA6udAenHvVK4iYL7YrWtomktVZx9CalFnvwoXIPegDj5LV2bLfhXR2WnXEGii5ADITjr0rVTwtczr5kUO8dsc5rSg8HahFYvLMwjAGVjJoA4lYElmy0bEZ5NampaPC2mxPaOyygbipHUe1dvDocWmaLI+oQJ5bqGMp7VyHij4keFPC3hySJbxNRvwCLe2iX5lP8AtHsKAOX1bxDbeHtPa8vySyptjj7u3oK8cttVuda8cWt9eNmSW6Q47KN3AFV/EXiS+8Tao95fv1PyRr91B6CovD3/ACMmn/8AXwn86AP0SrN8Rf8AIr6r/wBec3/oBrSrN8Rf8ivqv/XnN/6AaAPz70q++wXySNzHn5h7V7l4YlguNKa5iKum0EOG6V4BXQeG/Ft54fcxD97aOfniJ/UUAe9w3/HlqccfKRWd4nvDeWAWZ9+xcVzdh410eeJXa9jizztfgiotQ8T6RdRNGuoxAHvu60Acfdoq3DY6Z5qsknzEDp60t7fWbTkx3Csuex61FFd2rTDdOiqffpQBoIACB3xzWvpshgkUggemKxBqNiJB/pCfWtOx1TTFb95eQge5oA9Bttazp4V2yfc9K4/xd4oXTrVo4Hzcy8KoP3R6msnW/F9tawiLTHE0xH3h91f8a4W4uJbqdpp3LuxySaAPSv2fXaT426S7kszCYknv+6avtWvin9nr/ktWkf7s3/opq+1qAPLv2jP+SI6t/wBdrf8A9HLXyh4X1xbOYWl2+IHPysf4DX1f+0Z/yRHVv+u1v/6OWvi2gD1qW5VVwg3DH3u1ZN1qkaHag3P+lcrp/iGeC3FrcMWhHAPdastqFmxyZv0NAF2S/mLEnjNPWd3jwDx1JrLbUbYkASDA9qni1Gz8vBuFU/Q0AXGkyBg804AY+UktVJtSsU+7MGJ6nB4qzZ6ppaEvcXGSBwoU8mgCeGR1yAD9auQgEZI5rM/tqwD7vOH0wazdS8QeYrRWWQDwX6flQBP4j1hXU2ds+f8Anow/lX0P+yh/yIetf9hL/wBpJXymTk5PJr6s/ZQ/5EPWv+wl/wC0koA93ooooAKgvbSLULC4s7kEw3ETRSAHBKsMH9DU9FAHlw/Z1+HgH/INuP8AwINH/DO3w8/6Bs//AIEGvUaKAPLx+zv8PVOV024B/wCvg0//AIZ98A/8+Fz/AOBLV6bRQB5n/wAM/wDgI9bG5/8AAlqP+Gf/AAF/z43P/gS1emUUAeZ/8M/eAv8Anxuf/Alqa37Pfw/f72n3B+ty1enUUAeXf8M7fDz/AKBs/wD4EGj/AIZ2+Hn/AEDZ/wDwINeo0UAcd4P+FnhfwLqc9/4dtZYJ54fJcvKWBXcG6fUCuxoooA5vxl4D0Lx5Z21t4jgknitZDJGEkK4YjHb2rkv+Gdvh5/0DZ/8AwINeo0UAeXf8M7fDz/oGz/8AgQavWPwQ8HaapFhFfW4PUR3bCvQ6KAOKX4V6Cn3bjVB9L1qVvhXoLDDXGqH/ALfWrtKKAOFb4Q+Gn+8+on63jUz/AIU54XznOof+BjV3tFAHm958B/BGoPvvba8nb1e6Y1W/4Z2+Hn/QNn/8CDXqNFAHl3/DO3w8/wCgbP8A+BBrsvCHgvRvA2ly6d4eikitpZjMyySF8MQBxnp0Fb9FABXFeLfhL4T8ba0uq+ILSWe6WFYAyzFQFUkjj6sa7WigDy7/AIZ2+Hn/AEDZ/wDwINH/AAzt8PP+gbP/AOBBr1GigDy7/hnb4ef9A2f/AMCDR/wzt8PP+gbP/wCBBr1GigDy7/hnb4ef9A2f/wACDR/wzt8PP+gbP/4EGvUaKAPLv+Gdvh5/0DZ//Ag0f8M7fDz/AKBs/wD4EGvUaKAPLv8Ahnb4ef8AQNn/APAg0f8ADO3w8/6Bs/8A4EGvUaKAKOjaRa6DotrpenhltbSMRxB23EKPU96vUUUAec6t8CfA2taxeapqFhPJdXkzzzMJyAWY5PH1NVP+Gdvh5/0DZ/8AwINeo0UAeXf8M7fDz/oGz/8AgQaP+Gdvh5/0DZ//AAINeo0UAeXf8M7fDz/oGz/+BBo/4Z2+Hn/QNn/8CDXqNFAHl3/DO3w8/wCgbP8A+BBo/wCGdvh5/wBA2f8A8CDXqNFAHl3/AAzt8PP+gbP/AOBBo/4Z2+Hn/QNn/wDAg16jRQB5lB+z74AtbiOeDT7hJImDowuDwQc16bRRQBDd2sV9Yz2lwCYp42icA4yrDB/Q15oP2dfh4B/yDbj/AMCDXqNFAHl3/DO3w8/6Bs//AIEGj/hnb4ef9A2f/wACDXqNFAHl3/DO3w8/6Bs//gQaP+Gdvh5/0DZ//Ag16jRQB5d/wzt8PP8AoGz/APgQaP8Ahnb4ef8AQNn/APAg16jRQB5d/wAM7fDz/oGz/wDgQaP+Gdvh5/0DZ/8AwINeo0UAeXf8M7fDz/oGz/8AgQa1fDXwa8HeEtft9Z0SznhvLfdsYzkj5lKnI78E13lFABWP4p8L6Z4x0GXR9cieWzldXdEfaSVII5+orYooA8u/4Z2+Hn/QNn/8CDR/wzt8PP8AoGz/APgQa9RooA85sfgV4K01y9hb3lux6mO6YVdPwi8Nt1k1I/8Ab41dzRQBykPw9063VBBqOsRhPuhb5hikl+HmmzsWm1HWHJ6k37c11lFAHFXHwq0G6GLi41ST/evWNUL34HeDdSAF/DfXAHTzLtjXolFAHl3/AAzt8PP+gbP/AOBBo/4Z2+Hn/QNn/wDAg16jRQBz3g7wPongTTrix8OwSQwXE3nOryFvm2he/soroaKKAOK8XfCbwp431pNV8Q2ks90kCwKyzFQEBYjj6saw/wDhnb4ef9A2f/wINeo0UAeXf8M7fDz/AKBs/wD4EGtW3+Dnhe0txBbHUY4l6It42BXeUUAcLF8IfDUG7yX1FN/3sXjc024+D3hi7Ci5OoSBRgbrtuBXeUUAeer8EfB6fcjvh9Ltqux/CnQIofKjn1NY/wC6L1sV2tFAHmdx+z94CupmmubG6lkY5LNcsSai/wCGdvh5/wBA2f8A8CDXqNFAHl3/AAzt8PP+gbP/AOBBr0PRdHtNA0S10rTlZbW0jEcQdtxA9z3q9RQAV51q/wACvA2ua1eapqNhPJdXkzTTMJyAWY5PHavRaKAPLv8Ahnb4ef8AQNn/APAg0qfs8/D6NgyadcKw6EXLV6hRQBxUXwq0CGERRXGqIijAUXrYFSf8Kx0UKB9s1XA6D7a1djRQBy8XgKxgx5OqaymOmL9qfL4ItZxiXV9acehv3rpaKAOTu/h3pl/Zm0vNR1ia3YYMb37EGubb9nj4fOxZ9OuGJ6k3LV6hRQB5d/wzt8PP+gbP/wCBBp8P7PngC3nSaHT7hJI2DKwuG4Ir06igAqK6to7yzmtpwTFNG0bgHGQRg/zqWigDy4fs6/DwD/kG3H/gQaP+Gdvh5/0DZ/8AwINeo0UAeXf8M7fDz/oGz/8AgQaP+Gdvh5/0DZ//AAINeo0UAeXf8M7fDz/oGz/+BBo/4Z2+Hn/QNn/8CDXqNFAHl3/DO3w8/wCgbP8A+BBo/wCGdvh5/wBA2f8A8CDXqNFAHl3/AAzt8PP+gbP/AOBBo/4Z2+Hn/QNn/wDAg16jRQBwXhz4MeDfCmv22s6LZzw3lsW2MZyRypU5Hfg13tFFAGR4o8MaZ4w0CbRtcieWzmZGdEfaSVYMOfqBXC/8M7fDz/oGz/8AgQa9RooA8u/4Z2+Hn/QNn/8AAg0f8M7fDz/oGz/+BBr1GigDy7/hnb4ef9A2f/wINH/DO3w8/wCgbP8A+BBr1GigDy7/AIZ2+Hn/AEDZ/wDwINH/AAzt8PP+gbP/AOBBr1GigDy7/hnb4ef9A2f/AMCDR/wzt8PP+gbP/wCBBr1GigDy7/hnb4ef9A2f/wACDXX+DvA2h+BNPuLLw5BJDBcS+dIryFstgDv7AV0VFABRRRQAUUUUAFFc74s8aad4QfTBqZwuoXXkBs48sbGYseDkfKBj3qzc+L9As3gS61SCJrhQ0QYn5geh9vxoA2aKwtR15LRtQxqenQi1gWX98rHygf4nweQe2MVW8VeNtN8OaXd5vbY6lFbNNDbuT85C5Gcdj9aAOmorBPjDSbKysX1m/t7Se7hWQRknuP0H1raeeKO3M7yKIQu4uTxj1zQBJRWNY+LdC1K3uZ7HUoZorVQ0zrnCA9+lOs/FehahY3N5Z6nBLBajM7gkeWPU5oA16KydM8U6HrE0sWmanBcPCnmOqt0X157e9O0zxNo2s3Uttpeow3M0Qy6IeQM4z70AalFFFABRRXNX3jrSdN8aR+HLyQRTyW4mEhJxksQExjrxnPvQB0tFZKeKNEl1g6XHqUDXoO3yQec+npn2qCDXllkt1/tPT3828kt8KjZfbn5Bz98dz09qAN2iuR1vx9p9nfWdjpV3a3V3JfJbTREklFIYkjHcECtj/hKdEGsf2V/aUH27O3yd3OeuPTPtQBrUVV1LVLLR7JrvU7lLa3QgGRzxz0qg3i3Ql0ddUbUohZM+xZsHBb06ZoA2aKyX8VaGmlxak+p24s5nCRzFvlZjxj60W/ijRLrSZdTt9SgeyhJEk2cBD6GgDWoqjpWt6drls0+k3cd1ErbWZD0PoQavUAFFFFABRXL6N4/0bWNZ1PTEnWKfT5mjIYn51UAl+nA5q7D4r0fULO+fS9UtZHtIWkdmyVjAH3mHBKjvigDborGtdche5KzajYtGtoLhhGGDBcj58k421mWfjqy1TxfBpmlXNtc2bWrzSzLncjKcY57UAdZRWVpfibRdauJINK1GG5ljGWVDyB6+9P1fxFpOg+X/AGvfRWvm/cD5y34CgDSorHv/ABXoeli3OoalDALlBJCWz86noenSl1HxXoWkGIajqcEBmj82MMc7k4+YY7cigDXorKu/FGiWOmwX93qUEdrcf6mUnIf6Yq/aXlvf2kdzZzLNBIMpIhyCKAJqKKKACiobu6isrOa6nbbFChdiewArm/DvxD0LxB4Xj1oXUdrH5atMkjE+SSPuk45P0oA6qisRvE2nXWmQ3umapZmGS4WHzJQxBJ/hAGCG9M0q+JLC1tL261LU7MQW1yYS8YI8s7QdjZJy3OeOxFAG1RXKaJ44s9Sl1yee4to9N06ZEiuVJAZSoOTnvk4rd0rWdO1u1NxpV3HdRK20sh6H0NAF6ism68U6JZasmmXOowx3sjKqwnJJJOAOB3ofxVokesDSpNShW+LbBCSQS3p6ZoA1qKxbrxj4estQayutWt4rlXEbRsxyrHoD6VLqPifRdJvo7PUdRgt7iQArG555/l+NAGrRQDkZHIooAKKKxfFnia18I+HpdWvl3RxyIm0HGSzBeuD0BJ/CgDaorCbxp4fj0y31CbVIY7e4/wBWzZ+Y9+MZqaXW4GurcW2oWflT20kyKwJZwo+8CDjaO9AGvRWEfFmkWWm2M+qaraK12gaN48hJfdRycfWqGh+OrG48H2Gta/c21ibsHAUnaT7Dk0AdZRUNreW99Zx3VpMk0Ei7kkQ5BHrWdZ+KtD1DUZbGy1GGa5hDF41z8u3rzjHFAGvRWRp/ivQ9VupbfT9ShnmhUs6KSCAOp5plj4w8P6lqCWVhqtvPcuCVjUnLYODj8qANqismHxTok+sHS4dSge9BIMIbnI7ema1qACiiigAormtQ8daTpnjOHw7eyCKeW3EyyEnGScBcY6981oL4o0R9YOlpqUBvQdvkg859PTPtQBq0Vgw68skkK/2npzeZevbYVGy20n5Bz98dz09qz9d8fafY3lrZaVd2t1ePfJbTQkklFIbJGO4wKAOuorJPinRF1j+ym1KAX2dvk7uc9cemfarmo6nZ6RZPd6lcJb26Y3SOeBmgC1RWMfFuhDRxqp1KIWTP5YmwcFvTpmnt4q0NNKi1JtTtxZzOI0mLfKzE4A+tAGtRWTb+KNEu9Km1K31KB7OAkSzbsBD6HNT6Trem65btPpN5HdRqdrFD0PuDQBfooooAKKK5fR/H+javrmqaUk6xXGnzGMhif3ihQS3TgDOPwoA6iisWDxXo+o2162l6paySWsTSOzZKxgD7xHBKjviltNchkugsuo2LoLP7SwjDBtuRl8k42frQBs0Vydp46stU8YW2l6Tc211aSWsk0sy53Iynp6YrX0zxNous3Ulvpeow3M0YyyIeQPX3oA1aKzdX8Q6ToKxnV76O1804QPnLfgKhv/Fmh6Yls1/qUMC3SCSEtn51PQ9OlAGxRWRqPirQ9J8r+0dTgg86PzY9xzvT+8MduaddeJ9FstMg1C61KCO0uP8AVSk5D/TFAGrRUNneW+oWkd1ZTJNBIMpIhyCKmoAKKKiubiO0tZbidtscSF3Y9gKAJaK5Tw38RNC8Q+F01oXMdrGI1aaORiTCT2JxyfpWg3ifTrvS4r3TNUszC06wmWUMVJP8OBghj2zQBt0Vir4jsbW3v7nUdTsxBa3Pks0YI8s7QdjZJy3OeOxFZui+ObPU7jXJpri2TTNNlRI7lSRuVkDEnPfJxQB1lFUdK1rTtctmuNJu47qJW2syHofQ1Xu/FOiWOqppl3qMUd5IQFhOSSScDoKANaisiTxVocOsDSpdShS+ZtghYkEt6Z6Zpl34x8PWN+1ld6tbxXKuI2jZjlWPQH0oA2qKytR8T6LpN5Ha6lqUFvPIAVRzyQf5fjWqCCMjkUAFFFFABRWN4s8S2vhLw7Nq18u6OJ0TaDjcWYDrj3J/Coz408PppcGoTanDHb3HEbNn5j34xnigDdorIl1y3a6tRbahZ+VcW8kyK4JaQKPvKQcbR3qE+LNIstNsrjVNVtFN2uY5I8hJPdRycfWgDdork9D8dWVx4Qs9Z165trH7USFCk7T9Bya6a0vLe/s47qzmSaCRdySIcgigCaisi08VaJf6lJYWeowzXUW7fGueNvXnGOKNP8V6Hqt3LbafqUM88QLOikggDqeaANeisWy8YeH9R1BLKx1W3muZM7I1Jy2Dg4/EVJH4p0SbWDpUWpQNeg4MIbnPp6ZoA1qKKKACiiua1Hx1pOleMoPD19IIppoPOEhJxnOAuMdT1zQB0tFZQ8T6K2sf2UNSgN9u2+TnnPp6Z9qrRa8sksa/2npzb757bCo2SVJHljn74xyentQBvUVyOv8Aj/T9Purey0u7tbq9a9S3mhJJKA5yeO4xWw3inRE1gaU+pQC+zt8ndznrj0z7UAa1FVdR1Kz0mye71K4S3t0xukc8CqP/AAluhf2ONV/tKL7CX8sTYON3p0zQBsUVkN4q0NdJj1NtTtxZSuI0mLfKWJwB9aW28UaJeaXNqNtqUD2luSJZd2An1zQBrUVQ0nXNN1y3abSbyO6jU7WKHofcGr9ABRRRQAUUVU1W+/svRr2/Mfm/ZbeSbZnG7apbGe3SgDn/AB3Z3k8eiXljaTXn9namtzLDAAXZPLkQ7QSMnLiuR1vw9qtxrusXEp8QLY61Cq+Vp8Fs5C4IKSeajFcZ7GuK/wCGt4v+hNf/AMGQ/wDjVH/DW8X/AEJr/wDgyH/xqgDsdY0W6uZPFGladFPdXH9k20SI5BkY46HoM1Y8R6Pq0Nn4ssItAm1STW4B9mnQKVU+Xt2uTyMHpiuJ0H9oOFry7utL8AvHJeOHnnk1Unee3JjOB7DiuiX4/XjDP/CJR/8Ag0/+1UAbraZqekXd68ugzaoupabDBH5YU+SyxhSj56LkZyM9a6qx0aSx+G9no2pRvfSW+nR28yRt80rKgU4P1FedH493o/5lKP8A8Gn/ANqpP+F/Xg+94TjH/cU/+1UAbFivi620nVYNJtr+S1itY0sk1eCITq4Y7lXYMMoXGN2Tmsy38P8AiK81HxFc3Fvq1xFfaPHBG+oxwRySSK7nbtiVRgBuM5PPWq5/aCuhn/ikkOP+op/9qqOb9oe8jiLp4OWTH8K6pyf/ACFQB02reFNRubzRYtPtTbKvhq8sZpVAURyuINitj3V/yNTaHp2o3viHw9I2izaTHotq8VxLIABMSoXYmOqk/Nk46CvN5f2shBIUm8FSIw6g6kP/AI1TP+Gt4v8AoTX/APBkP/jVAH0dRXlXwq+NqfE7X7zTE0FtNNra/aPMN35u75lXGNi4+91r1WgArj9Yt721+IltqcVhdXVrNp/2QyWyhjE+9jlskccjmqXxW+J6/C/SbC9fSTqf2ydodguPK2YXOc7WzXl3/DW8X/Qmv/4Mh/8AGqAOw0bwfqdtdW2matN4gdbfUXukaCK1+ykmRmD+Z5fmZIbkZ696m0bS7zUUsZLOJ2SDxDevLIv/ACzUlhu/OuKX9q1b4m2j8ETytKNuyPUvmOfTEWan034/3Oiaeljp3wvv7e3iJIT7a55JySSYiSSSTk0AdWNH1f8As/QNE/4RufztM1g3E19hfLZCZDvU5ySdwz9O9WG0LV/7Nbw3/Y0xuG1hLz+1cDyggkVy27ruwCmMdD1rkW/afvEOH+H14v1vT/8AGqRf2oLxvu/D+7P0vj/8aoA9f8a2Md7ocayWl/cvFOkkbaftM0TDkOob5Tj0PHNcq8njX/hH7TzI78L9ufzJ4baE3ywbTtbYR5YYnAPHTNcb/wANN6h/0Tu9/wDA0/8Axqmt+0/er974fXg+t6f/AI1QB0ej+FdabTreLUbC5lUeJFvCLpY9xi8wMXYIAvucAVpa54a1WXXddu7XT2mthqdlepb8AXaxxpvA98gjnvXDN+1LcKCW8BXQA6k3/wD9qqt/w1vF/wBCa/8A4Mh/8aoA9h8LWt5ceKNZ1yfT5tNt7wRxx284CyOVUAuwGQD269AK62vnH/hreL/oTX/8GQ/+NV618LviGPiV4Zm1hdMOmiK5aARGfzc4VTnO1fXp7UAdpRRXkfxP+O6fDbxZHoj+Hm1EvapcecLzysbmYYxsP93rnvQBq3mi6rPH4x0WOzuo21eRp7a8VV8ojao2Ek8E7cdCOayY9DuotK1S+1J/EHnWeh3MAOoRW0cIUxnKqYkUsMgEZ9K47/hreL/oTX/8GQ/+NVBe/tNWniS0fTLrwHNdQzYDxLqpXdznBKxg49R0PegDu7nwvqus6TdrZQHbdeHVgiZjhZHyp8sn3AxU15pGreJvEMs1roVxo0baJLZCedVUiQ5wOD0HY1lW3x2vVtI9vg2KFAoCx/2pyo9P9VUp+PF6o58Jxf8Ag0/+1UAdFoNhqF74g8PTNoUujxaNZvDOZAoEhKBQiY6qCM5OOtXPHNncNqFte6ZbauNQjhZIrrTUjcDJ+46yZG33AzzXHf8AC+73dj/hEo//AAaf/aqafj/djr4Tj/8ABp/9qoA1/EUPjK9tobW4gvIlm0lFf+yoIGD3B3b0kMqttTG3G0dzVvwv4c1GHXPDc+q2DYs9DktpXkAPlyF0+X64Brm2/aDuV/5lOM/9xT/7VWVqH7T1xprf6T4Ik29nXUwQf/IVAHVaLomsaBJoOqXejXF7FZxX1s9nEFaSEyzq6Oqk4xtQjr0auy8CaXd6T4bMd9D9nkmuJJxbg58lWPC/59a8V/4a3i/6E1//AAZD/wCNUf8ADW8X/Qmv/wCDIf8AxqgD6OorJ8La5/wkvhXTtZ+z/ZvtsCzeTv37M9t2Bn8q1qAGTqXt5EXqykD8q8mXQNcuPAOhaYtnqVlc6DNH53lJETMF43RbwytjGRkVheKP2nIvDXizVNEPhR7k6fdSWxmGoBfM2MRnHlnGcdM1lf8ADW8X/Qmv/wCDIf8AxqgDsLrSXs9M+2zNrDT32tWzSHVY4Y3dgu3IWJQOgA/CrzeH9XtbiXUW0yW5jtvET3n2VQC00RhRQ6g8Egg9feuK0748t431ezFr8Opr2e0k3wsdUISNvU/u8H8Qa9Sg8WeJ5oVc+GLJWIzt/tZjj/yBQBy6+H9Yu/7a1FdCkt0fW4L9LF8BriNY9pGBxnJzj1Fdd4TtLyTxJrmt3Gny6bb36wRxW0wAcmPfudgMgE7wPwrNvfH3iCxtxNL4XtCp9NVPH/kGqK/FXVioJ8M2ihumdWP/AMZoAsa1aata+Lnn8M2eqRT3FzCbjfHE9lOgYbmYn51IXONuOcVieKdO8X6vfTQtb6l+51SKaCG3hgFqYllVg5cqZC+Bngirdz8YNWtn2t4Thb3XVD/8ZqGD4z6rdMUt/CUDOOx1Uj/2jQBf1bwvf3GgfEFY9NZ7rUoyLT5RumPlYGD9aNU0vVbW68RwHQ5tUOuRRCCdQpWLESoUkJ6AEE8Zrj9Z/aYvtAujb6r4CngfsTqQ2t9D5VZv/DW8X/Qmv/4Mh/8AGqAPoLSLSWw0WytLiTzZbe3jieQ/xsqgE/jirlfPWnftVx6hqdtZr4PZDPKsYY6kDjJxn/VV9C0AFc/460651TwZe2thEZpy0TrGOrbJUcge+FNa2p3v9naTd3xTzPs0DzbM43bVJxnt0r57/wCGt4v+hNf/AMGQ/wDjVAHf63p2sX2v2PiC2j16yg+wtavDZwW73ETZU8rKrjacdQR0FQWejHTdZ0TTbZbxm/si92pebPNBbHBCgKOT2FcP/wANbxf9Ca//AIMh/wDGqk0z9oKK/wBafV7bwC4uni8k3MuqnATOcAGPA6dhQB3WjaVqvh6XSry70K41FW0cWTwxqrNBJkEhgeApxyaq+GdD1jw3p/hu+vdCnufslk9tNZwANJA5JIYAnB9OtY837Rs0P3vCaE+g1P8A+1VEn7Skr5x4QA+up/8A2qgD1DwPpN1pXhNoNQg8mSe4uLgWqn/UpJIzrH+AYD8K5vRbXXtO1ZrbQrLUodNWOdmttVjj8qJzyoidfmIJJzuJrlD+0o4OD4TT/wAGf/2qkP7Skqnnwiv/AIM//tVAGzpel+Kb3xTo1/qUOqsYLW4iuhcwwRxQsyr8sWxQxTI43E9K1LTwxf2/hXwjBFp7Q3VnrDz3G1QGiRlnyx+u5P0rkH/aWmCFk8Hh8dhqnP8A6KrMk/azWJyknguRWHUHUh/8aoA7mz0PVjYaT4ebRZYZ7DVDdS6mQPLZNzNuVupYhguPTPNep184/wDDW8X/AEJr/wDgyH/xqun+Hn7QqePvGlp4fTw01j9oV2M5vvM27ULfd8sZ6Y60Aez0UVy/xF8aD4f+CrnxA1ib8QSRp5Al8vduYLndg9M+lAEGsQXtp8Q7PVIrC6urWSwNoz2yhjExcnLAkcc1x+k+D9TtrqHTNWm8QOsOovdI1vFa/ZSTIWDmTy/Myc5Iyee9ch/w1vF/0Jr/APgyH/xqmv8AtaQSxtG/gyQqwwQNTx/KKgDuNH0y81H7M9lE7pB4kvHlkX/lmu5hu/OmHR9X/szRND/4RyczabrBuZr7C+WyFpDvU5ySdwz9O9cp4d/aCjtNNjtNI8Bm1tVJKh9VJySckkmIkkkk5NbP/DQt0P8AmUU/8Gn/ANqoA2pNC1f+zJvDY0aY3EmrreLqmB5QQSK+7d13YBTGOh612PjSxjvtCRJLS+uWjmSSNrDb50TDo6huDj0PHNebj9oG7IyPCUf/AINP/tVB/aAuguT4Tj/8Gn/2qgDdeTxqPD9rvjv9v9oNvnitoTfLb7DtbYR5e7dgHjpms3SfCutvpsUWo2F1Mv8AwkkV4RdLHuMXmBi7BAq9snAqj/w0Ldbc/wDCIpj/ALCf/wBqqrd/tJXdrGZD4KMqjr5ep5P/AKKoA6vXvDOqTa5rt1a6eZrb+0LC8SDgLdrEqmRR78Ec963vDFreXPivV9cm0+bTbe7SOOOCcBZHKgZdgCQPTr0FeQH9raNSQ3gyQEdjqQ/+NUn/AA1vF/0Jr/8AgyH/AMaoA+jqK4b4VfEpfid4fvNTTSzpotro2/lmfzd3yK2c7Vx97p7V3NABXnN3o2qyt4x0eOzuo21iQz216ir5WNijaSTwTtx0PWsr4o/HZPhr4ri0V/D7aiZLRLnzheeVjczLtxsP9zrnvXGf8Nbxf9Ca/wD4Mh/8aoA7GDQrqLTb+81J/EHnWOiXMAN/FbRwAGPlVMSKWGQCM+lPfwzqusaVOLOAhLnw39njdjhXk3KfLP1AIrhbz9pu18R2Uum3HgK4u4ZgPMij1NgWAOcHbGDj+daMf7TF3bwrFH8OryNEUBVF6QAP+/VAHX3ekat4l8QGS20K40ZP7EmsftEyqpEjDA6HoOxrR0Gw1G817w676HLpEei2zxXDyBQshKbQiY6qDzk4rg4/2mtQlOI/h3fOfRbwn/2lUzftH6wi7m+Gmogepum/+M0Aei+OLOd761vNNttXF/FEyxXWmpG+M/wOsmRj3xmsLXovGd5a2ttcw3kSy6SiynSYIG3XB3bkkMqttTpjaO5rjW/ajulbDeALoEdjfH/41SH9qS5HXwDdf+Bx/wDjVAHeeFvDeow6t4Xm1WwbFloslvM0gB8uQsuF+uBVLR9D1jQn0LU7nR7i9ishqED2cQUyRebOHjdQTjG1SOvRq42T9qqWJC0vgS4RR1LX+B/6KqD/AIa3i/6E1/8AwZD/AONUAe1eBNLu9L8Oul9D9mee5knW3z/qVY8L+mfxrpK+cf8AhreL/oTX/wDBkP8A41Xu/hTXf+En8KadrX2b7L9thEvk79+zPbdgZ/KgDXpsgLRsB1IIp1eD+Kv2m4/DHi3VNEPhV7k6fcvbmYX4TzNpxnHlnH0zQBtx+Htcm+H2iaUtnqVndaFNGZvKSImcL/FFvDK2MZGVpLzSpLTSnvp31lp77WLUyHVY4Y3cgbchYlA6ADPtXH/8Nbxf9Ca//gyH/wAaqJ/2kLTxDfWjyeAZLmW0k8yEnVSFRvUjy8H8c0AehSeHtXtry61E6ZLcxweIjei1GC08Xkou9QeCQQevvVX/AIR/WL19d1JdCktkl1i3vo7KTAa4jSIKwwOM55x6is9f2gbxlyfCMY9v7U/+1Uo/aAuz/wAylH/4NP8A7VQB3vhS0vJfE+ua5Pp8umW99HbxRW0wAcmPzNzsBkDO8D/gNY+uWmrWviyS48M2eqxXNxcQ+fujieyuFDDczlhvUhScbcc4rm/+F/3Y6+E4x/3FP/tVRn9oW5DYHhJD/wBxT/7VQBc8Wab4w1m6uYDb6kfL1OCaCG2hgFq0SSo28uVMhcAE8EdK1dX8L39z4f8AiEqaa0l1qVsy2fyjdM3kkAKf97H41zb/ALRN0ikjwgrH0/tT/wC1Vj3P7Vhs5Clx4JkQ/wDYSH/xqgDu9R0vVbO48QQtoU2qHW7eJYJlClYiIghSQnoMjPGa9A0Wzl07QbGyuZTNNb26RPIf42VQCfxxXz9/w1vF/wBCa/8A4Mh/8aqxYftWx32oW9qvg90M0ioGOpA4ycZ/1VAH0NRRVfUbv7Bpd1eFPM+zwvLszjdtUnGfwoAx/HOnXOq+C760sYjLO3lskY6ttkViB74U1x+uabrN/r2neILaLXbKBbF7V4LSC3a4ibKn7kquNpxyQQeBXA/8Nbxf9Ca//gyH/wAao/4a3i/6E1//AAZD/wCNUAdxaaMdM1rQNPt1vWY6XfFUvNnmgtt4IQBRyegHeptG0rVfD02k3t3oVxqKnSTZPDGqs0D7gcEE42kDk1wNv+0MJdUOtwfDa8kupIvJFwNQdhsznAHlYHIHQVd/4aevv+ie3n/gaf8A41QB0/hrQ9Y8OWPhzULzQ57gWdrLBNZwANJAzEkMATg+nXpXaeBtKutL8LyRX9v9ne4uri5W1B/1CSSMyx/gCBXkZ/ahux1+H93/AOBx/wDjVN/4akuf+hBuv/A4/wDxqgDutEtNc07Wvs+hWOpQaYFnZ7bVI4/Kic8r5Tr85BJP3jWVpel+Kr3xRol/qcOqs1vBPHdLcQwRwwsyr8sWxQxTI43E1zR/aluB18A3Q/7fj/8AGqaf2qJlOG8B3I+t/wD/AGqgDu7TwxqFv4S8KwRae0N1aa089xtUBo0Yz5Y/Xcn6VBaaHq39nab4dbRpop7PVWu5NUIHlMm923BupYhguMdO9cK/7WaxNtk8FSofRtRx/wC0qb/w1vF/0Jr/APgyH/xqgD6Oorxb4f8A7Q6eO/Gln4fTwy1iboOTOb7zNm1C33fLGemOte00AFcjrMF7afEKw1WLT7m7tWsWtGa2UMYmL5BIJHFT/ETxmPAHgm78QtYm/Fu8a+QJfL3b3C/ewcYznpXjH/DW8X/Qmv8A+DIf/GqAOw03wdqdveR6Zqs/iCRI9Sa6R7eK1+zMfMLBy5j8wHnJ5J96l0jTLzUZI3somdIPFF28rr/yzXzGG7864lv2s4ZlMf8AwhcjbxtwNT5P5RV0vhj4n6paaDENP+HLaXp5LPGbnVSC5JyTzEWJJJOTQBefRtXGlaRoX/COTtPp+stcy32F8tkMkjb1OckkMMj271Zm0LVv7Mu/DY0aZrifVxeLqgA8oJvV9xbruAGzGOneoG+NOpAMf+EVgO04P/E0P/xmqknx4vo/veEo+vbVP/tVAHovjOxjvvD4jltb66KTJIhsNvnRsOjqG4OPQ8c1yMknjYeHbfMV8V/tFt86W0Jv1t9hw2wjy9+7APHQmuen/aIubc/P4QU/TVP/ALVVT/hpiT/oUP8Ayp//AGqgDZ07wprkmk+Tf2F3MG8SQ3mLpY97RCRWLsECr2ycCtXxB4Z1SfXNeubTTzLbfbdPvEg4C3Yi2mRR7nBHPeuNn/aelgQv/wAIWXA67dT6f+Qqzz+1tEDg+DJAf+wkP/jVAHsHhi1vLnxZquuTadNpltdRxxJBOAsjlQMuwGQPTr0rrq+cf+Gt4v8AoTX/APBkP/jVeqfCr4lr8TtCvdSTSjpotbnyPLNx5u75Q2c7Vx16UAd1RRRQAVk+LP8AkS9b/wCwfP8A+i2rWrJ8Wf8AIl63/wBg+f8A9FtQB+eVdZ4b8K/agt3qCny+qx+v1qr4V0M6hdC5nXMMZ4B/iNel28CJGMDGPagCtBaJEoSJQqDoAKsxQZY4PHpVmKLJ/d8n0qJY3jmyQaAGuBzsH4VGtq7g5GPrV3yF3h1bHsakaP5tysMehoAypLZhkAfjVZ7fOcn/AOtXQvEvl4C53VVnsTxgY/CgDk9U0W21GAiZdr/wyDqK4DUNPm065MUy/wC63YivY2sdxAKk49qw9f0SO/tzCybXx8jkdDQB0n7KP/JQNY/7BZ/9GpX1dXyt+y1byWvxI1yGZdrpppBH/bVK+qaAPAf2sf8AkUtA/wCv5/8A0XXzLpem3Gr6lDZWa5llYKM9B7mvpv8AawUt4U8PqoyTfOAB/uV5n4K8Nf2bZrIyg3koy+R932oA94+GHwd0PwVpMV0wjv8AV5UDSXTrlUPog7D3rsbvSbcrITnMnXjoa830PxhfaXZrbyy71UYG48iuu0nxQ2oQ7lUSNnDLnpQBwfjbw7eWEnnQDzojySByK460muFkJUYx7V7v4g8htOdpNvTnPavFb+4hXVWW2xtB+YDvQBYXV5ymw9ao39zO2N7VIZUO47MH0qhPPvJ+X6ZNAFe6mJiZQucjnI61554i0SKRjPaII5erIOhru55doOf0rEu4UnfJcL+FAHmRBViGGCOor65/Zb/5Jfd/9hF//QEr5s8RaTCkIubY5cffGOo9a+k/2W/+SX3f/YRf/wBASgD2qvkL9qP/AJK1b/8AYKh/9Dkr69r5I/aXtZL34y2dvCMu+mQge3zyUAeR6Ro8+r3YihG1By8h6KK9F0zSbPSYhHarl/4pD1NN0zTItMs0gjGOMsf7xq8ZFTgCgCTzpDgHjFL5xbt+dN8xdowDmoASXOTQBY3kYJIqJpDjpTG3HkdKrPKckHjHagBScyZPAqtcyCVjFIodOhBFOyx+YnAFRysrDjg0AcrregeRuuLEEx9WTuv0rn69GXDLgjNchr2l/YrjzYx+6kPb+E0AfcPwu/5JZ4d/68Urq65T4Xf8ks8O/wDXildXQB8D/FL/AJK14p/7Ctx/6MNdD8IPhX/wnusefq0rWulQfM5A+ab/AGV/xpniPw8/iL47eJYGBFumrTtMw7DzDxX0H4U0u2tbeNNK2xCGNVEajAFAGnJo+i6F9m07QtPS0gQBVeMY/P1rsIyllp6GQB2xjeBWPqE9rHYq04xJnjC96mtri3OmtJJcfLnOCelAGFrzH7JPCIfvE8npXnRV0kCyKwZTxXa+Jb6d7qKS0+eAdSvOay9SkgEilAGLKDyKAMC6kZVXepAIqjZp9n1BWVuCcg1tu9vcx4kyMdDjpVdYYd21eG7ZHWgCbxb4ct9W0gNdKtzAy85XlT7GvnrxX4Tm8P3ReEmWzc/I+OV9jX0bc3sj6b9jl4HauQ8QaTHPYlJ0EkbjBFAHiPhr/kadM/6+Y/8A0IV+iFfANtpL6R47sIGyYzdIY29Rur7+oAy/E/8AyKOsf9eM3/os1+eFfof4n/5FHWP+vGb/ANFmvhbwjogu7j7ddJmCI/Kp/jb/AOtQBY0HwqvkpfauMIeY4f73ua3bm9CRiO3UIg4AUcU7VrrzCFB4A6DtWcuZQAqnngUARS3LPL8vNBnkI2mPPuK2odGt4YkM0hdmGTs/xq5/Ztj5A8iRVlHIyc5oA5sxskwU4OeRU1wp8rKkfQVorbTxyMk0YYk5U9jVO8h+QTQKQM/Mp/hNAFGIlM7utUb2KK9UiZQG/hYdRVu8kKqCOCetUHfp60AYNzbPay7X5HYjvXpf7Ov/ACWnS/8ArnN/6KauKmjW5jKN17H0Ndv+zyhj+NumIwwRHP8A+imoA+0K8s/aO/5InqX/AF3t/wD0atep15Z+0d/yRPUv+u9v/wCjVoA+MFVnYKgJJOABXY6H4aSJFnvF3ynkKei1W8NaPnF1OvJGVyOgrvLa2UwqD6UAVILRVAAGP6VZ+zgHnn2q4luRnCkj1p6WoPBJBoAoiE4x2/lStG3G3p3q8lsysQwJHapDGiR84OTQBlmFn6DAoa2UKOelankDYvHy1G9qT0HFAHGa74XivI2lgAjnAzkDhq4KaCS3maKZSjqcEGvbTa7lJPauK8V6ItwrzxLiZef94UAe5/so/wDJPtY/7Ch/9FR17rXhX7KXHw+1jP8A0FD/AOio691oA+RP2pv+SsWn/YJi/wDRsteX+HPDd54k1AQWq7Y15llPRB/jXq/7TVrJe/GSwt4Rl5NKhA9v3stL4bsV0DTUt7QBt2N5x940AWPDOk2vhV1W0hV2/ikdcljXQ6hdNPIDKdu8dhioUsLyeETCAsnotMaGW6YKQUK8YIxigC9pM1zb3itauB6A1q6rrGrTWLj7SE7bAOtZ2m7ISBKQcHtWpqFvb3luXspfnHGw96AOKxlyJ0OSfve9LPZEFd+VbHB9a0WglifbJGTzRfEizw6kns1AGDPp4ljKOqyIw+ZWHWvOfFfhBrCR7nT0byurx919x7V6OLsqcHB5qG4nWaNkmTcSOKAPD6+9fhV/ySnw7/15L/Wvi3xboP8AZtyt1AuIJj0H8LelfaXwq/5JT4d/68l/rQB11fBPxW/5K54o/wCwnP8A+hmvvavhzxzpEmsfGzxNCoPlrqcxkb0G80AcxoPh+TVpd8mUt1PLY6+wr0Ky0yCziWO2iCKBz71ZsdPS1iWGJNiKoAAFXhCFU4PNAFPycDjikaPGNvJ9asPGVPNSxRKxBB+vFAFAROW56elElu+3cF/StY2RZgY+anWzIhJZe9AHPLbFuScHFUdQ0mC5hZJV3rj05FdBJb7SdoOc9MVBJBkcg578UAeU6zokumS7ly8BPDY6fWmeHv8AkZNP/wCvhP516Jq9lHNamKRco3XiuGsLF7DxfYRtkqblCjeo3UAfoPWb4i/5FfVf+vOb/wBANaVZviL/AJFfVf8Arzm/9ANAH53deleq/DT4a2+oyJqniXKwLgxW39/3b29qg+GHw3k17T7nxJqK7LC0cJAjD/XydT+AH869s0Tw9PdW4kj2xoowQTQBna/frb2yWdmI4YYxhBEu0Yqjpr77R/NIPHBNbmr+D7iQ4RtxXvWZHpE2nRuk2G44FAGXdqCrKBjNYzyGEgEc9CTWpHcO1x5bvg5xgii5017oHZHz3bGBQBjTz7jhaxLvzfMZ+uO1b0+mlGOGJIHJrMu7SSQ9gDxQBiTaVbaxbFbiPa38MgHINcNquk3Gk3RiuFyp5Rx0YV6bJCI4/Jif5wODWXqNt/aFg1pdoC45R+6n1oAm/Z6/5LVpH+7N/wCimr7Wr4t+AcD2vxy0uGUYZBMD/wB+mr7SoA8u/aM/5Ijq3/Xa3/8ARy18YQwyXEyxQoXdzhVUZJNfZ/7Rn/JEdW/67W//AKOWvnX4daHDAy6jeAea/wDqgw+6PWgD0P4R/C/SdLey1bxEPtGoO25IWUGOP0Hua9q1vy5JBBJCHVuApXgD09q5LQWhnshB5yrKoDIO+a7H+2obVIE1W2bLgKJQAcmgDzzxB4ZWz3T2rrycmHFcBqgEA3GP5W6j0Ne0a2mnJfllmbceisRivM/EVnHO87WpyqN8wI/WgDgdTTfAJYxWEctnH3q6u4gzYzEDJTmueWNXJZOncUAUlB2ncetZuoabHcKXQBJMdfWtOdCj8+tV5GFAHJyRtG5Rxgivqr9lD/kQ9a/7CX/tJK+a9RtRKCyj5x+tfSn7KH/Ih61/2Ev/AGklAHu9FFFABWT4rGfButD/AKcJ/wD0W1a1ZXin/kT9Z/68J/8A0W1AHyXoVoltp0EUYx8oJreihzgdqp6ZCDawEn/lmv8AKteKNcc5HvQBAsbRyZxTpizPnP5VajQSfJnINBgCcHn2oAqoodgrEc981IsfXdyO9OjhzIHHanSqRL9RQAqBcjAPPCn0qx9hklQMOcdcGooYvKUmVuFPFaFsC8gKHaPT1oArLbs8WzbtYHgkdajutCdoCxXLHvXUXttF5ERjZQ3GVz1pYwgXY5529qAKnwZ0hNO+J17Mow82ktv/AAljxXvFeT/D2JI/iPJsOc6VJ2/6bR16xQB49+0BZJe2vhpZRlUvZHx7iPivN9LuZLW4wec8AkdK9P8AjuWFv4d2jJN3KP8AyHXmsdhcIol8vecZwKAH3MpkuSJGI71f0iW/tXMlrOcdQDVD7MZ8u3yMOoNalhPFAoEhDevNAE2uarqt9ZhWujknlFrmooX87DKwcnqa6G8SO6j3WjcnqtUESSNwHUnB6+lAFWaBw5yzBsc1XNo27KkOO4FX9RUrCrcg9z61QhlJJUOM9aAKt1FjOVK49aoSxqy8AVq3NwJFwy5fPWq5iAUhlzkZLUAc7eWyyhkK4DcYNe8/s12xtPh9qEB/h1N8fTYhrxx7RJM4I/GvcvgLH5XhTVUBzjUT/wCiY6APUq+cPjTbRt8YDcuPnj0qBVz2zJLn+VfR9fOnxqZV+Kj7v+gbb/8AoctAHCTSgN701TnvyameJZOaq7V3YzzQBYDcikdQzdccVFJnjHFKsgY4zjFACgiPqaq3D7m3DB5xU0kRkzjpVaSA7QM8igBsm4pwMCqu4BsGrhyI/m57VW8oFix7UARbiMkVHcW6XtjLA/JYcH0PapnKhSBUSNhvSgD68+GA2/C/w+vpZIK6quW+Gf8AyTLQP+vNa6mgD5yi023i8b+Jrk/K82sXRkb2ErAV2en6jDp0DGFcHgZ9a5R54ovFXiDzBuzqt18v/bVq0rSRZJtwb90MZXFAHaabqwvUf7fGHhPTAqe6OnNbfZI2ZEYcMBwPas+zvbFka2tCIpDxz61Fqd8ulRpBd/N5hzuFAGdqMi6fZy29u4OQcknr9KyYbsf2SWMXmSxsAGb0pblzNPKu3dHJ90k8VGg+xWbFMOucFTQAqvDdwbkTyyv3ge5pI7MXBJVgHXke9VJZTcsDbHy2x93pmltrkRyBJmIbPTvQBduo2ezwv+sTr61jSO00HluM8VqfbYgzRuzI7D7xqpI8dtMA6Bge470AcTqmjrdahaT7Nslpco4b23DIr66r521FoDYO0SD5ivPf7wr6JoAzPEwz4T1cf9OM3/os18b2rLa6fBBbjCrGMn3Ir7I8S/8AIp6t/wBeU3/oBr42tCpt4uM5Vf5UALHa/amxnn1rWj062ijUMW4IzgdRUaW5MagDZk8mt+CGJ7bzFZd3TDHrQAkOiXOpsf7PtpWtlQcJGWx+Veh+G/hJouqaKl1Lev8Aa2BVccbGHbFdJ8PtTsLTwXNJ8iyQZLgjmq8WuW+k2U+qWsgJkLFYj0BPYCgDxa+s20nxDd6fO4ka0kKufXBrNvXs5LaUxHl2zjFaepvLNq891dfM1y5Zvck1i3FssXmZOI8/L70Ac9eQBmyW6dqzZlxWnetl8qKzZeTnpQBXU/NXovwIjH/C6tJlHUxzA/8Afpq85Y7Wr0f4Ctn4xaT/ALs3/ol6APsKvNfj9ALn4SXcLch7u2B/7+rXpVeffG0Z+Gko/wCn21/9GrQB892dsiRqFX7owOK27K33nlDVa0VN2CPpXW6RDEMmQfNtyAaAKkViix7gpz3Bqo9qrZZSfl6jHNdTp1uRcEyD5D3PIFXUXS7m+ktp4TFIinDL/FQBxaR5wVGQOooa2V5NuzGelX7+3Fpff6K2+JjgH/GrMloEIYcuBnAoAzP7NIG0EZ9KlSxA2hgce4q5HEWTezfeNTTNGny+Z860AY9zb7XOAMEelYl5p3mqSVFdPcQM6g7uvSqXllcg5bB5oA7n9nqxTT/D/iCGMYX+1NwH1hjP9a9erzP4LKE0/wAQADA/tFf/AEnir0ygD55+MNgk/wAYhcMoLR6PAq57Zlmz/Kues18qVc5IzzXVfFwkfFR8f9Aq3/8ARk1YVgiOyh+tAHq/hCygm04Tbcrgcdan8S6FYNH5+zy32/KVGKpeEVnt4QtuwIPRSa2fE2pQR6YwvPkkxx9aAPH763eK4doXICnp61JpepCPrz2Oavag0dwokIwvdlrJh09HLNFJ8o5IoA7JNOF/apNEys38XtVS900R27BowQPcVD4N1ZTdyW8hIDdM12Mujm8kGwZQ/exQB5Lf6RG026NdhqiNO8lx5zfNmvaZ/BEU0a7flIHPFclr/g27tyzxoXQdCBQB57q+hRaxp01qxyWXKE9j2r6F+GEZi+F+gxnqloFP4E14xbRiK4EVwu05wQa9s+HPHw70bHTyP/ZjQB01fLOq6an/AAsDxPMi/vZtVuMn6OcV9TV826mWHjHxCyckarc8f9tDQBTi02Ux/vEIPZvWoJLcBsdxW7YSXX2kMkbSxn7wxnFQavb7rxlKeXJ1BAxmgDIW2+YZ6dKspbxD7vSrCIEhWOQfMKdBbEykNwOxoAfFbBACG49cU+7ii2oVk2nuDV5Xhs7UCRPM3HA46VWmWCaQSRjPGdhoApNFFcLnjI7iqclq3b86vTEPtWEbQxwQO1I9qywhdx3diKAOeurfD7GGRWLeaKJdQtLhQA1vcI2fbdXWy2xDFX6jmqssQ8onoVI/mKAPqys/X13+GtTX1tJR/wCOGtCqGvf8i3qX/XpL/wCgGgDynTLrT7HwbpOiacgWCC2RmC/xOygsfzJrovD03mW5iWCT5Tzhe1eWWd5J/Z9ksRKFYEOfX5RXS6H4h1GBT5UvA65oA7uWe2S5fy5gP4SrdRXIeIn2XBZGHlkdfesvVbqSeZp0LCTvjvVO7vZ57FIXJBPGDQBnW0CrqEl1cjKRjIX+8avHXftSmMYC/wCyOKxF8+2meK6J8uTgE9qu2mlNbyKzHfE54I7UAVdRlJQuvygelW9G0xdQtmZh8xq/qXh+ZdPM8S742HUdqf4bYQptZcbeuaAKF34VgdiIxtkA4rlr6wa2uPLnTDDgNXrzRJcoHVMcferjPE9ikz5A+Ze9AGT8MtKSD4zaDfRkZbzo3Hr+6cg/oa+pq+avh3C0PxS0DJyPNl/9ESV9K0Aea/H+ITfB/UI2+61zbA/TzkrwjSJVWCMJxs6Cve/jx/ySW9/6+rX/ANHJXzzp8giGDzQB6HpGoGK6jkjk3MpBGO1es3dyJfDMV/LbfaFXDOo+8PevBtNvVhlEkf3veu9tde1M20cunT5A+V4mGVYehFAHYzaJZeILOK9WXygy8E9j6GuD1uy+wXzEYdN3luR0PFekaRcxnT40uPJheRd7xDgA+1cJ4wvPJvX/AHSmAnOPX3oA8+1KzaxlmcJiNxkZ7iuWltwnmPCMKwPHoa7nVnS60+OSLJWM4bJziuUv4GWDzYTkZyRQBzDtuYq+apyMAcEVqTx5k3jqazpk3njigCvjf2r6Q/ZhiEPhDXVUYH9pA4/7ZJXzpCnXNfSP7NQx4V1z/sIj/wBEpQB7RRRRQAVleKf+RP1n/rwn/wDRbVq1leKf+RP1n/rwn/8ARbUAfMOmnFnDx/yzX+VbEAVgAOKzNNRTZQFef3a5/KtVA0RBHzA80AWbWDDZyOtNuoj5o9O+KehYow9elJCrM+Hb6UAQvEWU7eDUcSzAlWBPv6VotEI1wDlh+tV2YvCPlIcHnFAEMC75Wjc5Xqc9qvw7Ewo4IPHvUMEJ2M8hGT0NSpGsLJIx3AmgDobfSJ9ShWSArhe3c1pJoDLbB2JDx8ketc9p+qzW28QswHb0xXSaTqMjFZrr5oOQfagB3gYp/wALIdUUrjSpc5/67R16jXmvhSKCP4qTG2zsfSZDyf8AptHXpVAHlPxwIVfDZPT7XL/6LrmtMZBCrYDZ7V0vxxAMfh3P/P1L/wCizXDWLuiDY2MUAX9UWB3b92Fb2rmJ4jGWYMevStbUdRAKq/3vWqE8qSLuK7s9MUAT6bdYKqcYbiuxj0NLq2SeFw4xzXEwxwpA8y53AcLXceBNTW4tfssjbWznGe1AGbf2XlR4MeADXN3Oj5nJT5GavYm0KK7uNzgNGe1Tt4Msp23OmOKAPF4NOhjlXz9wIPPvV2XRILhWMZOB92u41v4fzRRtNaPuI521zWnMIL37NdR7XPy8+tAHFX2kywMSvOK9f+A4ZfC2rB+v9on/ANEx1yepWaszYFdr8F12aLrajtqX/tGKgD0ivnX40RiT4qSZ7aZb/wDoctfRVfPHxlOPilKf+oZb/wDoc1AHA3EhRQM1XiILZqxIPNY+gFVpPkGE4+lAE7qeMc0vk7eSODVe3+0N0DY9TUgknB/er09aAFIKsBUMwJ6mpxMJOcUkyqU460AUGz06ioHcpnNXiuOgqs8eQSetAFHlmzRjBqVk+emFMyYBoA+vfhn/AMkx0D/rzSuprlvhn/yTHQP+vNK6mgD5svjt8Za6c/8AMWuv/RrV0OnXlpAgMiMS/HFYd9CH8Wa63f8Ata6x/wB/WrW0wBYws0auN3JI6UAaxtllvC0J2hgDycYpLmzhlRRdXQLq/wApznj0q6o+1sgs0URgbWJ61kC3tp3mjO5Xibls96ADVRbW/lx2z7+7YrOUy+ZggCNhyKtX1vCoErSnzY1+6vRhVZN02GjUtHj8qAK0ixCfeH2kHpSX9qHZZYz15z3pJmSWXyo4suOpHen3gQQxoN0bL1z0oAQRx3SIs52uB1pxjjAMbNkr92obnEYVQufcdqrwguxySSDQAt//AMexHPVc/wDfQr6Rr5s1C5Wa2KgYYOuf++hX0nQBmeJf+RT1b/rym/8AQDXx9p9vm3hYnoi/yr7B8S/8ipq3/XlN/wCgGvkGw+S2jx0KLn8qANyN9tuyOA2R8p96dDG5tQJRhSe1VomDKAxzg1bS4zJjPy+hoA6XQjaSabMHvfIO3AR+jn61Bqt2otTZWzAhudwOcVjPdK37uNwo96qzusKiV5Ru7BTQBBcXawnKjIQ4ye9YF9eSzNhuF7VLf3u674GUX9ayr6486UkcD0FAFaeQbyCapStkHFLM+WqEnjNAET+tej/AEY+MWk/7s3/op6864NekfAUY+MWkf7s3/op6APsKvPvjZ/yTWX/r9tf/AEcteg15/wDGv/km0n/X7a/+jloA8PtE/fAnjmujt5MXHyElsYGKxbOISuAnPPevVdE8NxwaIb24hXdjhiKAMzw6LiS98koGjbG8t0IrX1HTbKznubpYwJIMYQdMVnaJetHqTQOjSRu2AR2rqL06fLpdyxHzf6k56k+tAHAi2BuZJGXEb5dFPaoNPkZpZDKOCOp9M10d/a2el2turB2uJkOSxyPb+dZ7WEa6e7JwxTk0AUpfs6xsFYfL0HrWaYXuJz5ak+4FS6VZtd6tFDMSYy3NeswW2h6LZopSMMy8kgZoA8na2JtirtiQdBT7KyPztIuVxzWtr1mlzqzPYHjdyM1tw6YLfSUM0edwBz3oAt/CVBHH4iVen9oJj/wHir0OuD+GK7bjxMoOQNSTH/gPFXeUAeBfFtivxXfjI/sq3/8ARk1c7bzJHOpbgVu/GJtvxTc/9Qq3/wDRk1cUtzubmgD17wlq0ULr82cnANbHj6JbnRUmTlgRXk2h6s1tOMNxniu1fxSbizWGcZUjB4oA5aKfHySk4pzPGLgNCuF6Fc9avX01iuJI8Kw6isxdQgmmOIlcL36ZoAJpUs5vPt8jHIINdRoXxEWPy4pk3YOGrlJZ7eZNscWw/WmoljaFXl3DPcdKAPoaxuor2xiuIvuyLkZqrqABXyyAeDxXK+GPFumppcUH2gZjGAGNasus210zvDIC2PWgDzvxjZJBc+ahVWznAr0z4bc/DfRf+vf+przHxK7XE7lyCO1enfDf/km+i/8AXv8A+zGgDp6+bdQRv+E219lz/wAhW4/9GGvpKvnLV2CeKddIzuOq3PH/AG0NAHQ6VPJDJGkUWQ+A4xVHU7aY6nNHcIzFW/d47DtWr4b+2FYpIo9zbgK1XFydcuA3yGEfK3p7UAcJqdtJFNE2Cu5eDUiuI3Cyrjgc1MZ3u9QYztuG8lTil1JEdD82Hxge1AFG9vlbKIVIHIFRWol3ec0biPGDxwa6D4daBZ6trko1MCRUXKqT1Nes3UejW1i+nskEcYjPyADigDwmOOOeaPyGwWbJBrRitZP9IWbgoOKngsbODUZLgLmNZOATxjNbk9pBcOZbXIWYYCj1oA5a6tEyZVOfWsu+hRLJiV+Y4/mK6htMuFtnaVQqs3IPWsLX/LWBki6AgH8xQB9HVQ13/kXdR/69Zf8A0A1frP1448N6kf8Ap0l/9ANAHgWsxRR6bpbw8MbaPOP9wVVhvntHVo3Clxyp6GsxNRmu7K0aZSAkCKP++RVGaVpH5b86AOttrx7ifDMuWGBjtW7p+g3d8hTb5u3knHOK5DQY5RI0mQ4QZ25617H4av8AT5LCGeE7ZAhDRnrQB5XrttJp135N3AQnYkdK3Ibq3sdLgaNfMWaMcnsa6/U1s9VLWepQjDfdY9fwrk7/AEVdETy3nE9vv3J6r9aAIH1GQwAcyR91UcVXk1GDy8xR+VIrZ57ite8lsjZj7FIiKq8+tc04TUEk2vwhwWoAuw6/IxKqQR6CqN48t2x+Uk01II4cQwt5jjqRV4RSPbSeXGzOozxQBF4JQp8SvD6spBFxJ/6Ikr6Gr558Emc/E7QDOpUfaJcAj/phJX0NQB5z8d/+SS3uf+fq1/8ARyV84WhVjgHFfR3x5/5JHff9fNt/6OSvmeAmOQEc0AdHbDawwa7Dw9qsVnuDH5W+8PSuGjcHBU5NaFpMAuWYgk4oA9fe6he1t7yK4WRAwDLWb4iMMrpMke+2m++P7h71zugagYGaKTa0cwxk9q1mu4kd4Jj8jDjPr60AYtzYxW0kkMD70ZeVNctcFNskMS7SpyM967W5iguEDp/rY+DjuK5LUrbdMZouGU80AcvfRcLLGvAPzAdqyrmEpJlRkHmuouUSW3kMY2sR8w/rWUiCa1ckcxnB+lAGQg+bBFfRP7Ngx4W1z/sIj/0SleDvbAjKccV73+zgMeGddz/0EV/9EpQB7JRRRQAVleKP+RP1n/rwn/8ARbVq1k+KzjwZrRH/AED5/wD0W1AHzbpybdOtygz+6Xt14rTtyTGN3H1rnvCOrJqmhwujAMihGX0Ire3qqg55J6UATK+Mj+HtVsGNgrAc+lVCCNrD7rVaWJpZUMfIoAWLdLIQQQPSpRFE0hjXh2/WtK1jjTO5FBJouLNGkWWBfm70AUBZ/vfImIDDpTJ4o4Yygbew6j0q1eWkryiQSASDk+1QfZ5GlYS4HHJoAfp9vJLOPs6F1I5XGcV2aaOLTSP30u0/fKjg1m+ErmK1vCYypDLt5rsbu3ttQhM0eGbaVYZ6UAcp4Euzc/FCYbdoTSZAB/22jr1WvEvhjqsV78bdZsrdxItlpbKzDuxmj4/DFe20AeS/HZxHB4dJ/wCfuX/0XXn+n3YBGSMV1v7St8NO0nw3O33ft0gb6GOvMLG/DqrK2R1HNAG5rC+a4dB+VUbeZ0bG3p604XxJ559KrT3eCSqdfSgC9Hc4c5H1GKfHqc+nTCW24IPasuO5cKTnmpFvBIwZ8cUAej+H/iBdyXUKTR/KSFNevQTCWJWHcV812utrY3SN5CMOua9H0r4mW7wKsyFXAxxQB6VJKGDDd2ryPxo8EOsmWDhlOScV2cPiS1v7J3ilCt7muI1tomkdi4kJNAEdvqNrdoCWUMR9012/wnCLZ68Ivuf2kMY/64RV41qNwmm2s15KRHHGpY816L+zhfyap4E1O9mJLTapI3PYbEwPyxQB6/Xzv8Z/+Soy/wDYMt//AEOavoivmv4036QfGyO0lOBPpUBUn1Dy8frQBynk5UZGB3NEVkJZQ2DtHatBoNyKVHA607zjEAEUDHtQAsUSLbbSigZ6kVnTBo2OCv41tRRNfKBwPpVp/h/rE9t9qtbZ5IiMg+tAHGxxl2OSAc9qkMZRtjD8alnt2tbhoZVMbqcEHsaD82SecUAVGXEvzDg0ksAI6VZO1sEUySTA2qM0AZzQjkeneqzgK1aDr8pOKxNbuBaWDyBsOx2qKAPsT4Z/8kx0D/rzWuprlPhec/C3w8T/AM+SV1dAHzpdws/ivXiuedWuv/RrVrWUb29nulOdzYANc3Fq32n4h+K9MRsTW+r3LAeqmRjXVaa8yxyG5i3BPu7vWgDprWD7NHGIoP3rx7iT0NZNw9xEWdLdU3cMQn3jV60vpvsr/aiyTN8qEDgelathZyXVgsN3KrkklqAOUutIadYLx3wj8PjgCpEgg0tnjeQMkiZUDnmtG8h+z2VzGxCxsdsbdc81Tk228UcTWwllC5Vz/OgDCvEms2SWGNU3HkkVHdK00Ykd1y3an3u65lAlcn0APQ1BL5Ma4lDY7n0oAhfzEUAICp7imBEXczHZ+FOluFa3/wBGfO085rOknkuAwY4b+dAEOo3isyRpwDIvOOvzCvqGvjbXNV+z67penqR5st1GWx2XcK+yaAMzxL/yKmrf9eU3/oBr5Bs5Ve3iA6hF/lX174n/AORS1f8A68Zv/RZr4s0m9F3p8bxn5lG1h6EUAdIkwRe2KSW7wPl61ki7b7meO9K0+Y8DFAFmSQHDM/I96gubwLCCCMdsms+SYhSCc+1U5JiwwelAEs911IOTVCSUsKJDk1ETmgBjnFRFvm56VI/NMwDQA4AY4r0b4DZ/4XFpOf7s3/ol68+ghLngV6B8C5QfjhpUKdEjnz9fKagD7CrgPjUM/DeQf9Ptr/6OWu/rzb493n2D4T3V3jd5N5bPj1xKtAHl2jxhLhS4wARXeaj4xmOmpp8SqIwMZXqa89sL6K8sY7i2cMsihlIrU047pQZ8HjjNAHc+ELe5Mnntt+zt1YgcVuarFYrbwRRNvj8wySMOrGua0i+eNTbRP+7YfMvYU3V9bSKaKCFd5H3iRigCv4g1RJtc3LFujSIKik/dxUP2oy2g8w7cc4AxVm6itnUTSKR8nOO9VZPLudkaELgfKaALnh2FH1ASsAAvepPFE++4HlSb1/lVC2mayWRYWDEjGKprctJMTJ1z0oA1tIsnERmOWJ7ntWtqOspaWKxM291AworEXUpoLUR5Cgmse/usb5Wb5FXcWP8ACKAO8+Etw10viSZwAW1JOB/17xV6HXkn7P2rLrei+I72P/Vtq21PcLDGAfxxmvW6APnv4zEf8LRf1/sq3/8ARk1cFnrzyK6z44ailp8aILeU4FxpEO0+4lm/xrj3TJyDQBasmaNg5PTmtqDU8pz2rCtH2ZVhUxwG4NAG9cahDKnZj796ZE9o0eV3I3sayI5VIIxip2iLx7ojg+goAJT+9LRyNnPSoTeh3Fs+WHXd6Gn20RMm2Tof0qWfSmilVyvHUGgCe2tXUAhip7EHrW9p0t3A33yQRjrWbYuRhSB+Na8JPC4B9MUAVr2SZpCWyc9RXsfw3/5Jxov/AF7/APsxrw3x1q8WgeHZ7p3xPIvlwLnksf8ADrXtvwtYv8LPD7tyWs1J/M0AdZXznqYz4s17d90arc/+jDX0ZXzFJqkd38RvFelswWWDVbhhk9VLmgD0fw5fizsVFntkLHnI5Bo1C4lSWY+aN8hJYZ5NYVjdwafa7A/7w/xZqvH5p1BZ7iXKMep70AQJFdRMYioA35yRSX6FFAIyw6kVbvLh3dvLOQSTn1qp53mMBIlAHTfDgRR6xukXDFTg+lTeLy6a4yW8mVbkjNYum3bW0pe3Ox1HFPEjanqGZ2IagDQS0intkRQp7nb2qHcBewiHOIznHpinSMdMn8srkMPvU6FomgmeIlnA5JFADL2/Bmk8xgqcAqBXGeIJwxIgOULDJP1rWWN7iaRpmyBXAeLNX+x61p+mxP8APPcJuA7Lu/rQB9f1n+IP+Ra1P/r0l/8AQDWhWd4i48L6r/15zf8AoBoA+TILm5bT7cKflES/yFMWcyS4yD61jaVrH2zSYtpAMahGH0pUujHcZBHWgDoRqU1oB5Lsp9PWui0bxS9ugeUsWXlcHoa424lWW3DoecVUhvniPLZ570Aez2ni9NRnieVf3q8da2y0V9bzzfKyRp+8DeleHQ6o45DFT6g1taT4iu4ba5gS7ZRcDac85FAHULpM0kzCIh4SflweauaJpINzNC0ZVHBV8jv2NY1vqsQtY0kDGSPgMjYyK7PQ9Zg8hgNrNjh36mgDntTs/wCyIiscTSSP8rP/AHR61naTfyWL3G6ZsOu3muh1bV0ZpAWC8YwOa4uQG6mZQfmzlTnFAHQ+Cpnl+Jeg7yT/AKTJjP8A1wlr6Er5b+Hurm4+PWiabG2UthMXwer+U38v619SUAeb/Hr/AJJFff8AXzbf+jkr5iSXDDFfTH7Qkvk/BnUpeuy4tjj/ALbJXzJAyyxJLG2VYZFAGtDMVNX4pUZR69cVjoflyTUiyncpDYwaAOks75lX5uQK2hd/bfKcEhl4Iz1FctBPkA9+9aFvOVAaJsMD0oA7eFUgulmXnbHlh9az7qzjuS0kKfMfvqOlX9Elt7mH/TDh2XCnPWtEWcFm0qyEbnjPQ8AUAeZXsHkPKI+cHDLWasC25aTGUfgiupnsw85nQ7gGww9RWTfREM8YUAHleKAMW4iSEBgdwxkYr239nB9/hrXif+giP/RKV4ngxq6y8JtyCe1eyfsy3K3fhXX5Y/uf2phfcCJBQB7ZRRRQAVk+LP8AkS9b/wCwfP8A+i2rWrJ8Wf8AIl63/wBg+f8A9FtQB8H+FPEDaHqYMhJtZTiRfT3r2W1mt7m3jnhlEiuMqR3r59rofDfi250OQRSZmtSeUzyvuKAPbwwaNjuJ29BmtTSrW4u43MCZ2Llsdq43Stes9ShEtnOr56qTgj6iuy8NasbNndXC5HIPegCzFbyySBVO0DualdZEXhjt7/WtnSrq01G5YMoQqMkdqxteu47O+/dMrJnoDQBDcklV547kVXJdJGDHK4qH7asknoCelV7++XczBgqjrmgDc0q5W2ydufmGT6Csr4gfFCHwlpMkWlTLLqF5GUjj/wCeOf4z/SuB8QfEmHSVkh0xlubsjG4H5E9z6mvKL6+uNSvJLq8laWWQ5ZjQB7j+yvNJcfEfXJpmLySaaWZj3JlSvqqvlH9lH/koGsf9gs/+jUr6uoA8B/ax/wCRS0D/AK/n/wDRdeDeGte2xi0nPzD7jHuPSvef2sf+RS0D/r+f/wBF18tqxVgVOCOhFAHq0d/gcnNPa6LEFfxriNK8RY2xXpxjgSf41uLrdiDzdIaAOg+2jbggZNOIBj3KOfasM6vpjYP2tB+dXbPXtLVdsl7Hj3zQBes3ZpCsuSM8e1bltCCR2HY1zf8AbmkI4K38X51oW3ifSAo3ahCPxNAHZafJ5UZRJCAfWmzSfK7F+nPPauaPi/Ro1yuow4A9TXA+KfH0+peZaaWzRWx4aToz/wCAoAd4/wDFv9p3B02xfNtE37xx/G3+FfQX7Lf/ACS+7/7CL/8AoCV8jV9c/st/8kvu/wDsIv8A+gJQB7VXyJ+09I8PxftZI2KuumQkEdj5klfXdfIX7Uf/ACVq3/7BUP8A6HJQBB4X8SQ63pqxthbuNcSLnr7itu3h82Uhq8Msr240+6S4tJDHIhyCK9X8IeNbDUysGoMttdnj5j8r/Q0AdgqCBk8nrXv3hxoP+EetVSVXAjG4574rweVY2iLRtn05pLfxdqGmQtBbzMAeMZoAb8SbW1bxfcG02gFsnHrXJMnlcHv1q7eTy3tw08pJdjkk96rSMVVg/PFAFQgKeOlMIycr0oLZPNUdQ1a30+MmeQAjoo6mgC3PJFBA8s7BEUZJNeca1qR1K+Z0G2JThF/rUus69carJt5jgU/KgPX3NZVAH3x8Lv8Aklnh3/rxSurrlPhd/wAks8O/9eKV1dAHw34v1258OfHXxDqNpy0WrzlkPR18w5Br3TRfFGn+KtCjv9NdVBGGiwNyN6Gvnf4pf8la8U/9hW4/9GGs/wAL+K9Q8K6kLmwfKE/vIWPyuKAPrC1nmuZIxKmE7n3rXjWOzuNlw5Z5cttDdBXn3hT4iaJ4ksYhbSmG8X5pLeQ4Ib29RXYJM2oapHcIArKmHzQBoR3ekmGaMxSSpbkuc+tZt9A2pRJfJN5EWcFGGMD2pftNrpk0you8zA7mPQVjXeqKbZEupMmNiQFPagBlwyw7vKiDBeSwH61iSTo0zC6+WNjzS3OqYUxRFgGHWsW5uZTkqPMA65oAuyzwwsVtsFD0PesLXdbttG0555mAbHyp3Y1ia14ntNNViZC8/aFTz+PpXnGq6xd6xdGa7fP91B0UUAaGmajPqvjmxu7psySXaH2A3Div0Fr87/DX/I06Z/18x/8AoQr9EKAMvxP/AMijrH/XjN/6LNfAOjamdOvBvJML8OP619/eJ/8AkUdY/wCvGb/0Wa/PCgD0gwJNCs0DBlYZDDvVcoQDg1zGh+IZdKbypQZbVj8ydx7iuytWtNRg82xlVweSufmX6igDHmB3VVkbiti7tTHkkVjzDBNAFdiaYWNPPNCrk4xzQBEcnrSBCasiHIJ9Ko3N8sOUjwz/AKCgCxJqQsbdlTmVhge3vXafs7sW+NemMxyTHOSf+2TV5c7tIxZzkmvUP2df+S06X/1zm/8ARTUAfaVeWftHf8kT1L/rvb/+jVr1OvLP2jv+SJ6l/wBd7f8A9GrQB8xeBvE4sJ1sL2XbAx/duf4T6fSvYbRo5o0bf19K+a67fwl48fTtlnqpZ4Bwko5KfX1FAHuJvmsrRmgxvbjrniq/9oC4jErx75FPHoax7TVLa7tBPayLOjf3WzU8d2Uj2hPkJ/GgDcbWEmTy5gA+OAKhiP7wEHg9Pasud4UQTLktU9nqOZFLAMB1FAGrGRHco0nTP51I4g8zzRhfmqjLdx3DYX5cetRXlzBbWDNczJGg6sxxQBdnuY5o8HH1ryb4i+M/Ljl0fTJgWfieRT0H92ovF3xHRUew8POWzkPc4/8AQf8AGvM2ZnYs5LMTkknrQB9W/so/8k+1j/sKH/0VHXuteFfso/8AJPtY/wCwof8A0VHXutAHyN+1E7R/FyydDhl0qEgjt+9lrnNA16PVLNUkIFxGMOPX3rof2pv+SsWn/YJi/wDRsteOW9zLaTrNA5R1PBFAHq/neW2T+FTibI3dAK5jSvFVpdwbL9hBMBySOG+laP8AbmlqoAvIyPxoA34pI3Q464q5AyxIMk1yi6/pqN8t5H+tX4/EulFPmvogfxoA6uy8mQ5Yc1rGBZ48Oeg4rkbDxFo6tltTt1B9Sa2W8WaDGo/4m1sTjs1AF1o4bM5fJHbirsWpWUNk91dyLDDENzOewrjNW8b6OkDOt7HJtH3UySa8v8QeLb3WyYQzRWgPEQP3vc0AWfHfi1/FOuM8RZbKAlYEPp/e+pr7N+FX/JKfDv8A15L/AFr4Kr71+FX/ACSnw7/15L/WgDrq+GPHurXGifHDxHe2p+aPVZsr2YbzkGvuevgn4rf8lc8Uf9hOf/0M0Aes6PrFp4h0yO7s5RyPmQnlD6GtvKPbxRmT5gc46V846Fr95oF6J7N/lJ+eM9GFeyeHPFml+IbdDHMIbsD5oXOCD7etAHVTSSxY2plc1NCivjnDt1zSJJ5sPlyEA44bNRPDLbsrO4ZPUUAaUdp5FwrcHgg80skEluyXCcKTimG4jkjDluMYOKvWtxDKoWQh4l6L3oAbf7pLVJFBJIwcmi0l2WGxU4Y8nFbdrLpVxCY3IHHCk9a4vxp8Q/D/AIXtGjVxLdLwtrGckn3PYUAZ3iXxJa+HdPmmu8LxhUH3nb0FeFWuq3GteOLS+u2zJJdIcdlG7gCofEnia/8AE+ptd374GfkiX7qD0qDw9/yMmn/9fCfzoA/RKs3xF/yK+q/9ec3/AKAa0qzfEX/Ir6r/ANec3/oBoA/PzS9RfT7nIOY24Za6PzhOodD8pGciuOq5Y6g9o2D80Z6r6UAdpp1wMmN+QelOubWSKYZB2nms+w1CxdldrlI++GruLKbw9qenFZ9YtYJlHy+YxA/lQBzKKSM9qkWcJ97OaLu80u1uXjjv4XC8ZU5BqhLqdgzcXSc+lAGuusSx4EZPvWxp/iKaJAGfntXDjU7QN/x8LUy6zZp0uF9OaAO4uNbE7fOSM1h694qj0izYW7brqQYjH933Nc1qHieOKPbakSSY4OOBXLTzyXMzSzOXdupNAHpnwAlef44aVLKxZ3ExYnufLavtOvin9nr/AJLVpH+7N/6KavtagDy79oz/AJIjq3/Xa3/9HLXyNoep+Qwtp2wjH5WP8Jr65/aM/wCSI6t/12t//Ry18W0AeiIwiA3ENmno4A3AZrkNN1toMRXRLJ0DdxXRQ3Ecih4ZA6H0NAG1BN6960LaTDisKN/l4q/bXA4BOTQB1NtdsIwoOB2PpWq19K1iELkseDXJwXOxRz36VvaZdw3ABnBwp7UASW8MlxvjjIBHzDPc+lUb+Im4CMuGI49jW1c/Z7e1aeKVYo+paRtuK8v8a/ECK7IttHGJF4e5HQ/SgCl411tIs6faMDIf9ayn7vtXuf7KH/Ih61/2Ev8A2klfKjuzuWclmJyST1r6r/ZQ/wCRD1r/ALCX/tJKAPd6KKKACoL6zi1DT7myuM+TcxNFJtODtYEHH4Gp6KAPJx+zb8PwP+Pa+/8AAn/61H/DNvw//wCfa9/8CP8A61esUUAeW2/7PHga0lEltHqETjoVucf0rUX4O+Hk+5d6oP8At5H/AMTXfUUAcPD8KNGtyTDqGrIT1xdD/wCJqOT4Q6DKcyXuqsfe5H/xNd5RQBwJ+D3h9sZvNU4/6eR/8TUN18EfC97CYrqfVJEPVTdDn/x2vRKKAPJ/+Gbvh+ettff+BP8A9aj/AIZt+H//AD7Xv/gR/wDWr1iigDivBXwn8M+AdVn1Dw9FcpPPD5D+bLuBXcG6Y65ArtaKKAOY8bfD/Q/iBZ2tr4iSZ4rWQyxiKTZ8xGOeDXHf8M2/D/8A59r3/wACP/rV6xRQB5P/AMM2/D//AJ9r3/wI/wDrUf8ADNvw/wD+fa9/8CP/AK1esUUAeT/8M2/D/wD59r3/AMCP/rUf8M2/D/8A59r3/wACP/rV6xRQB5P/AMM2/D//AJ9r3/wI/wDrUf8ADNvw/wD+fa9/8CP/AK1esUUAeT/8M2/D/wD59r3/AMCP/rUf8M2/D/8A59r3/wACP/rV6xRQB5P/AMM2/D//AJ9r3/wI/wDrV23gzwRpHgPSZdN0ATLbSzGYrNJvIYgDjgcfKK6KigArhfGPwg8K+OtcXVtfiuXulgWAGKbau1SSOMf7RruqKAPJ/wDhm34f/wDPte/+BH/1qB+zd8Pwci3vgf8Ar5/+tXrFFAHntt8FfDVnAIba51RIx0UXQP8A7LQ3wW8Ms2WuNTJ/6+R/8TXoVFAHn3/Cl/DWMfaNT/8AAkf/ABNMPwR8LN1m1M/9vI/+Jr0SigDzg/Azwmesmpf+BI/+JqjL+zn4DmkLyw37sepNz/8AWr1WigDyf/hm34f/APPte/8AgR/9aj/hm34f/wDPte/+BH/1q9YooAoaJo9t4f0O00qw3/ZrSMRR+Y25to9TV+iigDzPWPgF4I1zW73VdQgvGur2d55Ss+BuY5OBjpk1T/4Zt+H/APz7Xv8A4Ef/AFq9YooA8qh/Z08B28okgi1CN1OQy3WCP0ro7f4Z6baoEt9V1hFUYAF0P/ia7KigDjJPhhpcrFpNT1dieublf/iagb4SaE7bmvtVJHf7SP8A4mu6ooA4M/CHQD1vNU/8CR/8TUTfBjw2yspudUwwwR9pHP8A47XoNFAHlD/s4eAZGLPBfMx6k3P/ANak/wCGbfh//wA+17/4Ef8A1q9YooA8rt/2dfAdpdRXEEF8ksTh0YXHQg59K9UoooAhvLWO/sbi0nz5VxE0T7Tg7WGD/OvLR+zb8PwP+Pa+/wDAn/61esUUAeT/APDNvw//AOfa9/8AAj/61Swfs7eBbaQPbx6hGw7rc/8A1q9TooA83f4F+EpBh31Jh73I/wDiarn9nzwQ33k1A/8AbyP/AImvUKKAPLv+GefA3/PO/wD/AAJH/wATR/wz14HH/LO//wDAkf8AxNeo0UAeWv8As8+BpF2vHfken2n/AOtUP/DN3w//AOfa+/8AAj/61esUUAeT/wDDNvw//wCfa9/8CP8A61a/hf4KeEfB/iK31rRYruO7t9wQvPuU7lKnIx6GvQaKACsXxZ4V03xp4el0XW1kazldHcRPtYlWDDn6itqigDyf/hm34f8A/Pte/wDgR/8AWo/4Zt+H/wDz7Xv/AIEf/Wr1iigDzOx+Afg3TGJsDqUBPXbdf/Y1e/4U74exj7XqmP8Ar5H/AMTXfUUAcB/wpzw8Rg3eqY/6+R/8TSj4O+HlOVu9UH/byP8A4mu+ooA4P/hUGgZB+26rkf8ATyP/AImqmofA3wpqqhdQl1OdR0DXXH/oNej0UAeT/wDDNvw//wCfa9/8CP8A61H/AAzb8P8A/n2vf/Aj/wCtXrFFAHN+CvAmi+ANMuLDw8kyQXE3nuJZNx3bQvHHoorpKKKAOG8ZfCHwt471xNW1+K5e5SBbdfKm2rtUsRxjrljWB/wzb8P/APn2vf8AwI/+tXrFFAHk/wDwzb8P/wDn2vf/AAI/+tR/wzb8P/8An2vf/Aj/AOtXrFFAHk//AAzb8P8A/n2vf/Aj/wCtR/wzb8P/APn2vf8AwI/+tXrFFAHk/wDwzb8P/wDn2vf/AAI/+tR/wzb8P/8An2vf/Aj/AOtXrFFAHk//AAzb8P8A/n2vf/Aj/wCtR/wzb8P/APn2vf8AwI/+tXrFFAHk/wDwzb8P/wDn2vf/AAI/+tXpOhaNa+HtCtNJ0/zPs1pGI4/Mbc2Pc1fooAK801n4B+Cde1y91bUILxrq9maeUrPgbmOTgY6V6XRQB5P/AMM2/D//AJ9r3/wI/wDrU6P9nLwFE4eKG/Rh0K3OCP0r1aigDg0+EGgRxrGl7qoVeg+1Dj/x2pD8KNFMflnUNWKen2kf/E13FFAHDL8JtEVcLf6sB6faR/8AE0qfCjRo2ymoasD/ANfI/wDia7iigDh2+E+itGyHUNW2t1H2of8AxNYUv7OfgOeQyTQ38jsclmusk/pXqtFAHk//AAzb8P8A/n2vf/Aj/wCtUkH7OngO2uI54YL5JI2DKwuOhH4V6pRQAVFd20d7ZT2s2fLnjaN8HBwRg/zqWigDycfs2/D8D/j2vv8AwJ/+tR/wzb8P/wDn2vf/AAI/+tXrFFAHk/8Awzb8P/8An2vf/Aj/AOtR/wAM2/D/AP59r3/wI/8ArV6xRQB5P/wzb8P/APn2vf8AwI/+tR/wzb8P/wDn2vf/AAI/+tXrFFAHk/8Awzb8P/8An2vf/Aj/AOtR/wAM2/D/AP59r3/wI/8ArV6xRQB5P/wzb8P/APn2vf8AwI/+tR/wzb8P/wDn2vf/AAI/+tXrFFAHnvhn4JeEPCPiK21rRoruO7tt2wvPuU7lKnIx6GvQqKKAMbxX4W03xn4dm0XWlkazmZGcRPtYlWDDn6iuA/4Zt+H/APz7Xv8A4Ef/AFq9YooA8n/4Zt+H/wDz7Xv/AIEf/WqWH9nbwLbnMMV+h9rn/wCtXqdFAHmg+Ang4dDqP/gSP/iaUfAfweDkNqIP/XyP/ia9KooA84/4Ub4T/wCempf+BI/+JqWP4K+GYv8AV3Gpr9Lkf/E16FRQB5xffA3wpqcYjvpdTmQdFa64/wDQazv+Gbfh/wD8+17/AOBH/wBavWKKAPJ/+Gbfh/8A8+17/wCBH/1q7PwV4C0XwBp1zY+HkmSC5m85xLJuO7aF449AK6WigAooooAKKKKACiue8VeNNK8INpo1eZIlv7nyFZ3CiMbWYuc9vlA/4EKtXHivQLRrZbrV7OJrsAwB5QPMB6Y9aANeisTUNcW0a/A1DTYhbQrJ+/cjy893x0U9qreKfGem+G9LumkvrT+0Y7ZpoLWSTBlIGQMdcGgDpKKw/wDhLNJtLGwk1jULWxmvIldI5ZQuSR2zWy8saQmV3VYwNxYngD1oAfRWRZeLNA1KC5msNXs7iK0GZ3jlBEQ9T6dKdZeKND1KxnvbDVbS4trf/XSxygrH9T2oA1aKzNN8S6LrE0sWl6pa3ckKhpFhlDFAe5pdN8RaPrFzNb6XqVtdzQf6yOGQMU7cigDSooooAKKK5u+8d6LpvjKPw5fXUUFzJAJlZ5AASSQEx1zxn8aAOkorMTxJo0msHSk1O1a/XrbCUbx+FV4dbEskC/2hprebdvBhHOW25+Rf9sdxQBt0Vymt+PNOsb60sdNvLO7vZL1Lae3EuWiVgxJwO/A/Otj/AISTRf7Z/sn+1LX+0P8An280b/yoA06KrahqVlpNk95qd1Fa28f3pZW2qPxqg3i3w+ujrqraxZiwZtgufNGwt6ZoA2KKzG8SaKmmRai2qWos5mCxzmUbHJ7A0W3iTRbzSZNTtdUtZbGLO+4WUFFx1yaANOiqWl6xp2t2v2nSL2G8gzt8yFwwz6cVdoAKKKKACiuZ0bx9oeta1qWlwXkKXVhM0ZjMoJkCgEuB6DNXofFGkahZ3smk6tYzvaRs8jeaCsWAeXx0A70AbFFZNrrEct1slvrBkFqJ2ETncBkfPz/B71mWfjiw1TxbBpmkXVre2r2zzSTxSbijKcY44oA6mis3TfEejazcSwaVqdrdyw/6xIZAxX60ureINI0FI21nUbexWU4QzyBdx9s0AaNFZN94q0HTPs39oataW32pA8HmSgeYp6Eeop2o+J9E0jZ/amq2lr5ieYnmyhdy+o9uRQBqUVmXniPRtP02LUL3U7WC0mx5c7ygK+fQ96vW1zBeWyXFpKk0Mg3JIhyGHqDQBLRRRQAUVDd3UVlZzXVy6pFChd2Y4AAFc94d+IPh/wAReGV1qG/t4IRGrzpJKMwEjox7GgDp6Kx28R2F1pkF9pep2ElvLOsQmeTKMT/CCP4qVfEFlbWl7dalqVjHb2twYmkSTAj4B2uT0bn8iKANeiuX0TxrZ6pLrc0lxapp2nSoiXayfK6lQck9OpxW5pmr6frVp9p0m8hvIM7fMhcMM+nFAFyisq68T6HY6rHpl5qtrDfSkBLd5QHYk4GB70N4n0NdZGktqtqNQJ2i2Mo359MUAatFZFz4s0Czv/sN1rFnDdbxH5LzANuPQY9alv8AxHo2l3sVnqOp2ttczf6uKWQKzfQUAaVFFFABRRWN4q8TWXhHw/Jq2pEeTG6JjcF3FmA6n0BJ+gNAGzRWI3jLw6mlQalLrNnHaXBxHM0wCsfQGp5tYi+1wLBfWPlzW7zKHc7nAH3hj+Ed6ANSisVvFOk2Wm2Vxq2rWERu1HlusuElJ/uZ6iqGieOLC48H2Wt69dWumrddN8mFz7E0AdTRUVvcwXdrHcWsqSwyKGSRDkMD3BrPtPFOhX2pS6fZ6taT3kIYyQJKCyY65HtQBq0Vlad4o0PVriaDTNVtLqWAEypFKGKAetNsvFegajqAsbHV7O4umBYQxygsQDg8fWgDXorMi8SaLPrDaVDqlq9+v3rZZQXH4Vp0AFFFFABRXN6h470XS/GMXh2/uooLmWASq0kgAyTgJjrk9a0V8SaM+sHSl1O1OoDrbCUb/wAqANOisSHXBJJCv9oaY3mXj2+Fc5baT8g/2x3FZ+u+PNO0+8trHTbyzu7572O3mt/Ny0asGJOB34oA6uisw+JNFXWRpLapajUD0tvNG/8AKrWoajZ6VZPealcxWtvH9+WVtqr+NAFmisc+LfD40caqdYsxp5fYLnzRsLemfWpT4k0VdMi1FtUtRZTMFjn80bGJ6AGgDTorMtvEmjXmly6la6nay2UWfMuElBRcdcmptL1nTdbtTc6RewXkIODJC4YZ9OKALtFFFABRRXM6P4+0PWdd1LSYbyFLuwmMZjaUEyAKCWA9BnH4UAdNRWPB4n0fUba9bSdVsp3tI2aUiUFYsA8tjoPWnWmsJNdBJL6wdPsv2hhE53YyPn5/g96ANaiuWtPHFhqni620vR7q1vbaS2klknik3FGU4xxxWvpviPRtYuJbfS9TtbuaH/WJDIGK/WgDSorO1bxBpOgpG+s6jb2KyHCGeQLuPtmor7xVoOmLbNqGrWlsLpA8BklA8xT0I9RQBrUVl6j4m0TSBGdT1W1tRInmJ5soXcvqPbmlu/EejWGmRajeanawWc2PLneUBHz6HvQBp0VFa3UF7ax3FpKk0Mg3JIhyGHsaloAKKKiubmKztZbi4dY4okLu7HAAHU0AS0Vy/hv4haB4j8NLrMN9BBEsYedJJQTBnsx7Gr7eJNPu9LivtK1Swkt5JliEzyZRiT90EfxelAGzRWQviCytra/udS1Kxjt7ScxNIkmBF8oO1yejc/kRWdovjaz1W51uR7i1XTdNkRY7tZPldWQNknp1OKAOooqnpesadrVr9p0m9hvIN23zIXDDPpxVa78T6HYapFpt7qtrBeykCO3eUB2JOBgUAatFZT+J9DTWBpL6rarqBOBbGUbyfTFNuvFmgWV/9iu9Ys4breI/JeYBtx6DHrQBr0Vmah4j0bSryK11LU7W1uJv9XHLKFZ/oK06ACiiigAorH8VeJbPwl4fm1bUSPJjZExuC7izAdT9Sfwph8ZeHV0mDU5dYs47Oc7Y5mmG1j6A0AbdFZU2sQ/arZbe+sfKngkmQO53OFH3lxxtHeoj4o0my02yudW1awh+1geXIsuI5T/s560AbVFctovjiwufCNprevXVrpqXBIBeTCk57E10ltdQXlrHc2kqTQyLuSRDlWHqDQBLRWVa+KNDvdUl0601W1mvId3mQJKCy465HtRp/ijQ9WuZrfTNWtLqaAEyRxShimPUUAatFZFn4r0DUNQWxsdXs57pgSsMcoLEA4PH1FSR+JNFl1htKi1S1fUF62wlG8fhQBp0UUUAFFFc3qPjvRdJ8YQeHtQuooLiaDzVeSQAZJwEx1yetAHSUVmDxHox1g6SNTtTqA/5dvMG/wDKq8WuCSSNf7Q0xt169thXOTgkbB/tjuKANuiuU17x5p2m3UFlp15Z3d+15HbzW3m5aNWBycDvxWw3iTRU1gaS+qWo1A9LYyjf+VAGnRVe/wBQtNLsnu9RuY7a3j+/LK21V/Gs/wD4S3w//Y/9rf2xZ/2fv2fafNGzd6Z9aANiisw+JdFGlx6kdUtRZSsES480bGJ6AH1otfEmjXuly6jaanazWUOfMnSUFEx1yaANOiqWl61put2xuNIvoL2EHaXhcMAfTirtABRRRQAUUVV1S+GmaPeX7IZBawPMUBxu2qWxn8KAOd8eWt1LHod7aWk12unamtzNFbpvcp5UiZA78uK5HW9F1SfXNammOtJY63AiBLTTopm2YIKPvUsmM+tcl/w1rp3/AEKd1/4Gr/8AEUv/AA1pp56eE7r/AMDV/wDiKAOn1nSLqdvFGmWEc93cf2RbRohGZHOO4Hep/EulajDZ+LrE+H7nU5tatx9lmii3qMR4Csf4dp6VieGvjBFLNd6np/gm5ge+cPNPdankvjpjcpwB6DAre/4XRc548MZ+moL/APEUATPp19pV3evd6Dc6muo6ZDbw+VFv8plQKY3/ALoyCc+9dXZaRJafDS00jVkkvJYNNit7hYjlpGVADg9zkVyH/C5rnYzf8IxwvU/2gv8A8RSW3xouLs4i8M8++oL/APEUAS2U3iq30jVINMs7y6tre0iSz/tOyWOYMGIKBQBvAXBBOeayodH8QX+p+JLme21O4ivtGjgSS7s44HkkV3+TaijoG4zzzXRL8StTkVWj8Mo4boV1FT/7JVhfHeuSQySxeFUdY+p/tJcH/wAcoAzdU8LahLeaLFpdm1sP+EYvLKWVF2rHIwg2Ix7EkP8Akan0KwvbzxF4dePRbjSk0a0kiupZotglyoXYp/iBPzZ9q43V/wBpkaFeNban4KvIZFOMm8XB+h2Vn/8ADWunf9Cndf8Agav/AMRQB9D0V5f8L/jZa/E3XrvTLbRZtPa1tvtBkkuBIGG5VxgKP71eoUAFcdrEV3Z/Ea21JbK6uLWbTvsnm20Rfy33sctjoORzVb4pfE6D4Y6VY3tzpkmoC8maEJHMI9uFznkGvMv+GtdO/wChTuv/AANX/wCIoA6jRvC+qQXFrpWrTayDbak90pgsITAWMjMH87Zu5DZPOeam0fTby/WwezikdYfEN60kiDIjBLDcfxrlI/2p7PUWNrB4PvZGkG3Ed8AefcLkV0Ph34onTtKistL8FyW8C5YK+pbmyxJJZipJJJJJJJoAlGlaj/Z/h/Rv+EbuvtWm6y1xPeeT+72EyHer987lz9KsNoup/wBmt4d/sa4+3HWUvBqXl/uggkVy+/8AvbQUx71dHxU1JlyPCvH/AGEF/wDiKVPilqbtgeFf/Kiv/wARQB0njeyjvNFh8yC/leG4SWJ9Pj3yxOOQ4XofofWuXe+8YjQrSSS2u1Bv3D3MVgjXaw7TtfyiNoYnAPHQmpZPilqUYOfCw47DUV/+IqpJ8YryNSzeFTj/ALCC/wDxFAFDSfDOsTabbw6lp1zKn/CSrdlZ4FUmLzAxcqoCgdzgVpa74d1KTW9eubfTZJ7P+1LK9FuF4ukSNPMCjucg/jWLqH7Qr6cpaTwjNJjqI75Sf/QKwj+1np6sQ3hK6BHY3i//ABFAHq/hW2ubjxVrWttp8+nWl4IkjhuI/LeRlUAuV7en4V19fPH/AA1rp3/Qp3X/AIGr/wDEV6r8M/iFF8SfDc2rwac+npFcGDy3lEhOFBzkAetAHZUUV5R8S/jrafDfxVHotxoc1+72qXHmpcBAAzMMYKn+7+tAF680rVJo/Geiw2d3HNq0jT2t0sWYWXao2lugJwRg+tZaaTdf2Xqd7fyayJrPQrm3xd2EVvEFMf3QyKN3IBH0rlf+GtdO/wChTuv/AANX/wCIqG+/aT0vxPp02m3PgvUJ7eUASJFqPl7hnOCVUHB7joRweKAOxuvDeq6xpN4tjbOVufDiwRseFlfKny8+4BFTXml6j4j8RyzaboV3pKtoctmJ54fKxIc4H0HY1zcP7SqRRpDD4GvFRAFVRdrwB/wGrC/tITuPl8CX5/7fF/8AiaAOu8P2V3eeIfDssehXGkRaPZPBcmWLYrEoFCJ/eUEZzV7xxbzpqlrf6ZDqq6hHAyRT2NsJ0IJ+46sCAPf3rgm/aRmT73gW+H/b4v8A8TULftNhThvBN6D/ANfi/wDxNAHT+IX8XXdrFaT2VzAtxpCK/wDZ9lHNvnO7dG5dTsUfLjHqas+GPDt8uu+GZ9W06TFpoUlvI8qZEchZPl9jgflXIJ+015hwngm9J/6/F/8AiadP+0u9tCZZvA98qDqfti8f+O0Abui6PqmhSeH9Tv8ARrq7t7KG/tmtYot8kLSTqyOE9NqkZ9GrtPAWmXWl+GfLvYDbNLPJMluf+WKMeF9v/r149/w1pp//AEKd1/4Gr/8AEUn/AA1rp3/Qp3X/AIGr/wDEUAfQ9FZXhjW18SeF9P1lIDbrewrMIi24pntnvWrQAydS9vIq9WQgflXkiaNrU3w/0HTo7PUbS50GaP7SotVYybeN0YcFXxjI4rK8TftNWPhvxVqeiyeGri4fT7qS3Mq3aqHKsRnG3jpWX/w1rp3/AEKd1/4Gr/8AEUAdTdabJbaa1/NJqjy3+t2zyf2hapblmCbchEUDoAM+1W30PVLa4l1CXS7i5gtvEb3jWyplpYzCiiRV/iwQf1rmIPjO3jJrTULf4c6pfJYy74WW/wARh/UrgBiO2QcVsS/HLWYDiX4dakp97tf/AImgCRdC1S7XW9Qj0G4ggfW4L5bJ49rXESx7T8vruwceorsPCNrcy+Jde1l7CbTrS+ECQwTpsdmQPucr2zuUfhXK2Xxg8SajGXsvhpqkqjqVvE/+Jq1/ws7xf/0S3Vv/AALT/wCJoAs6xDqlh4tll8NWmpeddXUJuI5LVXtJlDDc5kIypC5IwRyBWJ4qt/FmrXc1ubO+Hk6tDNDDb2UfkGNZVPmeaV3bsDPBrQf4o+LY1LP8LtWAH/T2n/xNZc3x11e3kKTfDvUkYdQbxf8A4mgDV1fwxeXGg/EPZpjyXWoRn7IfLy0xEWBt9ef1o1bTdQt7vxJDPodxqb63FELaZI9ypiJVKOf4QGBNc1qP7ScukxrJqHgW/gRujNdrj/0Gsz/hrXTv+hTuv/A1f/iKAPe9ItprLRbK1upPNmgt445JCfvMFAJ/MVcrwHT/ANqmw1DUrezTwrco08ixhjeLxk4z92vfqACue8eWFzqXgq9trGJppy0TrGoyW2So5A98Ka2NSvBp2lXd6yGQW0DzFAcbtqk4/SvAf+GtdO/6FO6/8DV/+IoA7fWrbV7vxDYeILWPWLS2Ng1qY4dPjmmiYlSQY5FbAbHUelQWWjtpuraHp8H2uQ/2Re7EukCSDOMAqoAHJ6VyA/a008nA8J3Wf+v1f/iK1dD+L0esaw+u2/gm5ju3h8kS3Op8BM5wqlcLnAzgDNAG9o2m6hoMmlXeo6FdahG+jCzMUcO9oJMglWHYHHJqr4Y0bVPDun+Gb7UNCup0tLKS3ktIYt8lu5J52/TjNXZPi/fx/e8KH8NQX/4ikHxhvmGf+EUb/wAGC/8AxFAHU+BNKudL8IGC/tzbma4uJ0tf+eMckjOsfthWAx7Vzmhprem6mbLQ7LUDpiRzsYNTtVRYXJyojkxlgST1Jqu3xkvE+94Vb/wYL/8AEVGfjVchsf8ACKtn/r/X/wCIoAr6bZ+J9Q8VaLfahbaifItLiK5WaxjgjgZlX5EKqGZcjgknpWlZeGb218K+D44NOeG6tNZkmuNseGiRlnyzexyn6VTb423Izt8KMxHb+0F/+IrnNQ/aih0u4MN74NvI3HreLg/T5KAOmstF1I2OkaB/YtxDe2Oqm7l1Ex4iKbnJcP3ZgwXFerV88f8ADWunf9Cndf8Agav/AMRXS+AP2g7Tx74ytdAt/D09m9wrnznug4XahboFGemKAPYqKK5n4heNIvAHg248QT2T3qQPGhhSQITuYL1IPrQBV1iO6s/iNZ6mtjdXFrLp5tDJbRF/LfeTlsdBz1rkNJ8LapBcwaVq02s/udTe7VoLGEwMTIzCQzbN3OcnnNcv/wANa6d/0Kd1/wCBq/8AxFKP2rLG8/0ePwheO0g27UvQGOfTC5oA63SNOvL82r2cMjrD4lvHkkQZEY3MNx/GoTpOo/2Zoeif8I3dG607WmuZ7zyf3ZRmkO8P3yGXP0rG0n40voGmx2WnfDnUobdSXAa+DsxYliSzKSSSSck5rQX4+6k0Zdfh9qBUd/ti/wDxNAGlJoup/wBmz+Hf7GuDfSayt4upeX+6CCRX37/720FMe9dn42so7zQoxLBfTNDOksb2Ee+WJx0cL0P0PrXnQ+P2pE4Hw+1D/wADF/8AiamHxy1lsY+HOpcjI/0tf/iaANZ77xkNBtZHtbsA6gwe5SwRrtYNh2v5WNoYtgHjoTWVpfhrWJ9Mjh1HTrqVD4liuytxAqExeaGLlVAUDucCq0n7QV/ExEnw/wBQUjrm8X/4mkP7Qd8FyfAGoY9fti//ABNAG5r3hzUpdb1+e2015rT+0bC8FuF+W7WNVMgHqeCPrXQeFre5ufFms62dPn060u1jRIriPy3kZVALle3p+FeWXH7VlpaTNFc+D7yKRTgq14oI/wDHKi/4a107/oU7r/wNX/4igD6Horifhf8AEmD4m6Dd6nbabJp621ybcxySiQsdqtnIA/vV21ABXm93pepyN4z0eKzu45dXkM9rdLFmFl2KCpboCdpGD61R+Jvx0tPht4oi0W40Oa/aS1S581LgIAGZlxgqf7n61x3/AA1rp3/Qp3X/AIGr/wDEUAdVBpF3/Z99eahJrImsdDubfF1YRW8IUx8qGRQWGVBH0pZPDmq6vpVwtjbvtufDXkRueFkfcp8vPuARXLN+0PZeM7WXSP8AhCb+4hnAEqx6j5eRnOCyqDj1HccHivQ9I8fardW8Udn4RWGNVCqp1FQFA/4BQBlXWl6j4i8RGTTtCu9IH9hzWQuJ4fLxKRhR9B2NaXh+xvLvX/Djx6FcaTHo1q8Vy0sWxXym0Ih/iAPOa3YPEXiG5/1XhqA/9xNf/iKsf2r4n/6FmD/wZr/8RQBleN7eZNStL/TodVXUIoWSKewthOuD/A6sCAPesPXpPF91aW1rcWVzbifSUWX+zrKOffOd26Ny6kIo46eprsf7V8T/APQswf8AgzX/AOIpP7V8TD/mWYP/AAZr/wDEUAct4X8O366v4Vm1bTpP9C0SS3laVMiJyygKfQ4FUdH0fVNDfQNTvtHuru3sRqMDWkUW+SEyzho3Cem1SM+jVf8AFvxP13wfa/ar/wAEzXEA+89rfq+36jZXBH9rTTwcHwndA/8AX4v/AMRQB7B4C0260zw2yXsBtjNcyTx25/5Yox4X27n8a6avnj/hrXTv+hTuv/A1f/iK9x8L66vibwtp+tJbm2W9hEoiZtxTPbPegDWpsgLRMB1IIp1eG+KP2mLHwz4q1PRJPDVxcPp9y9uZVu1UOVOM428UAacWi61L8PND0tLPULW60KeM3AFsreaF/ijDgq+MZHFLe6bJBpcuoTS6o819rFq0n9oWiW5ZgNuQiKB0A59q5b/hrXTv+hTuv/A1f/iKcPj7p/iq6tLiXwReSiyk82EtqO2MP6lQuGI7ZBxQB2Muhapb3d3qEmlz3MFv4jN4bZUy00XkoodR/Fgg/rVQaFql62v6hFoNxbwS6zb3y2cke1rmJYgrfL67uceoqFvj+yMAfCkmf+v9f/iKlb47zKgY+E5MH/p/X/4igDsfCVtczeKNd1ptPn060vkt44oJ02OzR+Zucr2zvUf8BrJ1qHU7DxZPN4atNTFxdXEP2iN7VXtJ1DDLGQjKkKSeCOQK5t/2htj7W8KSg/8AX8v/AMRTl/aE3HjwpL/4Hr/8RQBN4utvFmr3Fxa/Y74eVqkE0ENvZRmBo0lRvMMpXduwCeD2rR1jwxe3OgfETbpjyXWoWrLaHy8tMwiOAvr82PxrBn/aOSA4fwpMfpfL/wDEVn3X7U1taH994QugD0IvVx/6BQB12p6bqFrceIorjQrnVH1u2iS3lSLeqYiClHP8IyM16HotpPYaDY2l3L508FukckhOd7BQCfzrwX/hrXTv+hTuv/A1f/iKsWP7VVhfX8FqnhW5VppAgJvF4ycf3aAPf6KKr6hdiw0y6vGQuLeF5SoON20E4/SgDG8d2Fzqfgq/tbGJpp28t1jUcttkViB74BrkNbtdXvPEGm+ILWPWLS2Wwe1aOHT45Z4mJUn93IrYDY6j0FcR/wANa6d/0Kd1/wCBq/8AxFKP2tNPJwPCd0T/ANfi/wDxFAHX2ekNpur6BYQfa3P9l3xRLqNUkG7bwVUADk9PepNG03UNAm0i91HQrq/jOkGzMMcO9oJCwJVh2BA5Nc3YfGGa/wBWGv2nw21Wa6kh8lJmvsgJkEhVK4XOBkgDOKuTftBahBIUm+H+oKw7G7X/AOJoAveGNG1Tw9YeGr/UNDupo7O1lhktIYt8lu7E4YL9OK7XwJpdzpnhV4r62NsZ7m4uEtf+eEckjMsftgEDFecn9oi8AyfAOoY/6/F/+JqGb9pKWBd0vgW/Uepu1/8AiaAOp0OPWtN1YWWh2WojTFWdmg1K1VEhY8gRyY3MCSeprL0y08T6j4p0K+1C21HNvbzx3Ky2McMVuzKvyIVUMy5HBJNYB/akhHXwZeD/ALfF/wDiaaf2qrYdfB13/wCBi/8AxFAHZWXhm9tfCXhOKDTZIbu11p559seGjRjPlz7HKfpUFpo2pf2fpvh/+xbiK9s9Wa7k1Ix/uim523h+7FWC4rj3/axsUOH8I3QPveL/APEU3/hrXTv+hTuv/A1f/iKAPoeivG/AX7Qtp468ZWegQeHp7N7nefOe6Dhdqlum0Z6Yr2SgArj9ZjurL4i2GqLY3VzavYtas9tEX8ty+QWx0HvVv4geMovAPgy68QT2b3qW7xqYUkCFt7hepB9a8d/4a107/oU7r/wNX/4igDqNN8LarDdR6Vqs+sny9Ta7V7exhMLHzCwkM2zcCc5POal0nTru/liezheRYfFF28joMiNfMYbjXJH9q/T5wYh4SvDvGMLegH8MLV7QPjfZ6RpUdppvgu4toNzOFl1Le7MxLFmZlJJJJOSSaANp9J1IaVo+h/8ACN3TXdhrTXM16If3bI0kjeYH7khhn6VZn0XU/wCzbvw9/Y1w19PrAvE1IR/ugm9W3l/7wUFMVQb9oEqRnwtJz/0/r/8AEU4/H5gM/wDCLP8A+B6//EUAeg+NbKO80BFlgvpminSSNrBN8sbjOHC9D9D61ykl94yGgW8jWt1j+0WDXK2CNdrB5ZxJ5ONu7dgdOhNYqftB732jwrJn/r/X/wCIrX0r4vX+sXAhs/ChLHu2oKAP/HKAMuw8M6zc6QYdQ066mRvEsN3tuIFQtF5ilnKKAoHGTgVq+IPDepTa14gmtNOea0N7p92IAuFu1i2mRR6ngjFTX3xS1eykmjPhBpHhQuypqC8genyc1w1z+1Xa2k7Q3Pg+8ikU4KteKP8A2SgD1Lwvb3N14u1fWzp0+nWl1HHGkVxH5byMoGXK9vSuwr54/wCGtdO/6FO6/wDA1f8A4ivUPhd8SoPibod5qVtpsmnra3PkFJJRIWO0NnIA9aAO3ooooAKyfFn/ACJet/8AYPn/APRbVrVk+LP+RL1v/sHz/wDotqAPzzVSzBVGSTgAd69I8GeDIo0F7qkYklP+rjbkJ7n3rI8EaAs8g1K7XKK2Ik9T616MZorSQomVz7c0AaljHCD5UoZwv8IOKur5dvH81qvPQnvWHBdtKzGNjjqWIxUr61G0SxSOcLwGNAF6ULLGcgovQAUw2aWluJIn+ZvbpVCPUQZPL3ce9TC7EO0yPkE8KaANXSLm8tsuZD5Cc7RXXaN4x0+C3kt75XK/fCrXDRanAr7YzkY+b0q7Y21teXDSFgC3UZ6CgDo/EI8MeLNL+w3+mI0dwcRuvDxH1Br5q8c+Br7wZqzRTIz2cjHyJ8cMPQ+9fU2l2unfYo2ltiJkyY8dCB3ra1HQNK8deFLrSdStEEMibI5iBuR+zA+xoA8L/ZR/5KBrH/YLP/o1K+rq+aP2efD914X+MviXR74fvbWwZMjow81MEV9L0AeA/tY/8iloH/X8/wD6Lr5q0bRrvXL9bWyTJ6s3ZR6mvpn9quGS58M+HYYVLySX7qqjudlc94O8GReHtBjiZQ13Ku6dx6+n0FAGb4W8I22kwpDbRb5m/wBZMw5Y/wBBXpljoawWRO0F8U3RNMVCHZfz711KxAxDcu1aAOclt1tbICZFDZ4Pc1jvIythXxz0Fa/iGYNIFU8KKxbSHz2+ckHPFAEzqTFy+Tj8a5/UpwP3Y6jrXRXn7tWPXAwK5e7geWQt60Ac7fw+YxNcrrHhdNQRpLdRHOBwR0b616E+msyEkVENNIQnbQB4PPBLbTtDOhR0OCDX1r+y3/yS+7/7CL/+gJXiPjfwx9pszfWyfv4h84A+8v8AjXt37Lf/ACS+7/7CL/8AoCUAe1V8hftR/wDJWrf/ALBUP/oclfXtfI/7TcDXHxhtY176XDn2HmSUAeTaNo76pcfMdkKn53/oK7+1trOzthFaIEUDn1P1rDtCljZhIjgCrsVxvX5Tk9xQBbYyBgV9a3rGbdENxw2Kw7Z92B3rct4VkUAcfSgBb6Mhd3Uetc7eZDMSOa3NSke3i28lfWsG4mLAEcn0NAFeO5ZMHOCDXRWNwLq2BYAjoQa5gn5W3L81X9Eu9oZHOOaAMzxR4WRi95pqhCOXiHQ+4riCCDg8GvYXUPJuz+FcP4w0MWkwvrZcRSHDgfwn1oA+z/hd/wAks8O/9eKV1dcp8Lv+SWeHf+vFK6ugD4H+KX/JWvFP/YVuP/RhrT+H/gL+3LmO91RSLQH5Iuhk/wDrVb8S6GNZ+OHicTA/Z49VuGf3/eHivQbFxboiwII/LHAHAAoA6oyvp9lFZwL9ltIgAEiGAMVFc3kt8URSsyLwHHDD61HBqYubNllwx9D1rDaSS2ujNCzKD2BoA7jS9Wfw+CHl2g84zzXUaT40trtnj+0KHI+Xca8gmu9zq0rFiRzk0sUIlk81CyHsVNAHud/r9rDp7NLOhIXqD1rxLxH4gS91BvJ+4D1HeoL2SR4HjmmkY9BlulYZjdOmGXvQBbmniuoTDeos0TjG1hkV5R4q8LjTZWu9Py1qx5TqY/8A61eoSxCNRnBU/pVCW3hniaNxuVhgg96APKfDX/I06Z/18x/+hCv0Qr4I/sQ6N4805E5gkuUaNvbd0r73oAy/E/8AyKOsf9eM3/os1+eKI0jhEBZmOAB3Nfod4n/5FHWP+vGb/wBFmvjL4ZeHkmv11W8VWEbYgRhwT/eoA6TwB8MEt4k1PXrZp52XdFb9o/c+prs5ID5jLFEU28AetasL3s1ypVwoXk4OOKZc4uLhTG+1lPzAUAVLaN5MRSptbBOWrR0uweeN/MUcHg1pxWpmtEU7PMx95hyRW/pVnFavEHyRgHAGc0AcbeaJ9muyjyBg3QelY2q2E9pMCCNh7+lel69pkHngqGPmHgYHymuY1TTf3kiSKoI6tQBwzIyNnIYk81natpFtq8DQXkKsp+63dT7Gt++h8t/LhG4AcnFZt3C/lBWyvoaAPGfEfhy40C82t+8t3P7uQd/Y+9dx+zr/AMlp0v8A65zf+imrY1TTIr3SZLa6/eBunqp9az/gJZSaf8d9PtphhkSf8R5TUAfZVeWftHf8kT1L/rvb/wDo1a9Tryz9o7n4J6l/13t//Rq0AfG1nZz390lvaoXkc4AFeu+EPC1t4eRbmRVnvOrORwvsKp+BvCw03T0v7hf9KmG7BH3F9K6hty8g455GKANCS9+0t8qFiO1PW4KW7xKfmb+H0q/4VtYbuf3711WqeE7JrFpo+JlHJWgDgbWSQSBZPzreN7I1oqrJyBgCsLUYZrWQKpywPaqa3rhsMxBxQBauLomc+YmR396IZVWMqRmM+vaprYrdjG3cR371MbRRH0wfTFAHGeJ9CsNbhKSgR3A/1cwHI+vrXkmpadcaXevbXS4ZTwR0Yeor27UrUEEqSrA1zHiDQW1rTiFQfaIhlH9fagD1z9lH/kn2sf8AYUP/AKKjr3WvC/2VEaPwDrSOCrLqpBB7Hykr3SgD5E/am/5Kxaf9gmL/ANGy15h4c8OXGvXgVQUgU/PJj9B7163+0jp0uq/GrT7SAcvpUOT6DzZcml0PT7bSbeO2tlA2r19T3NAG34Z0Sx0eGK2t4VReNxxyx9zXr2jw28dqvAyV+mK8lhuREVYtyOQK0JfEl75OyOXb2+Uc0AeyWU1tapwVQt71LJrVurACYMfQV4xaalqEg33E7Be2WrTtdYtrVtzzs7Y5FAHo2o+K4bRcIw3npmnL4ntHtVZ51LY5215Re6mdRk3DOM+tPjYInzHn60AdxquuRTI6qAwYHg85FfN/xF8DQzXM+qaLEsT5LSwIPlb3A7GvZbZgYnnfJRBjn1rnNQ2SS4wMHtQB80EFWIYYI4INfevwq/5JT4d/68l/rXyH8RPDP2G7/tOzi2wSHEgA6N619efCr/klPh3/AK8l/rQB11fBPxW/5K54o/7Cc/8A6Ga+9q+I/F+i/wBr/G7xP5o/0eLU5mkPr854oAxPCvhBtS23l+rLbdUToZP/AK1d8Lc21ukUEQRFGAqjAFWrXCxqqgIi8KAOBV65gbyAzg4I4PrQBhlNzjcpya3302aTRo5kGI1OCcVStYAzEHkds16T4WgtX8PT217D5pY5VQcGgDyyTT/NbdjGOM+tQTWzwDCofc13dxo9k0rMZHgCsR5Z5IrndbdE/dREbRxyOSPegDh74eZcHBGBWbNGs3ySIrDpita/tirblIIY9KrRwkLuZeRQByOr6QbJvMh5iPb+7Ufh7/kZNP8A+vhP510epAvHtZeCORWJpVubfxVp4H3TcIR+dAH6FVm+Iv8AkV9V/wCvOb/0A1pVm+Iv+RX1X/rzm/8AQDQB+d6qXYKoJYnAA717d8JfhjZyXUWp+IUEsmQ0Vuw+Vfc+prnPhj4K+2Kde1KLNujbbdSOGbua9K0fXRp+tNEw2JngUAe2WGkwomBEgQD5QBXL+KvCUM1wLmHClj8wxWlo3im3nttryYZRSvrENzMylgwzwaAOC1DQRaQ4Kg54HFZM+jRPAVdMg+orutaZJFQnqTWXc2oNsChI9eKAPEvE2gSWFzuhXMbnj2rn5NNlZTlf0r1TxaoSBUwCWbiufW1DpyB+VAHnl7phEOZF7cGufmhaFsHp2Nem6zp4MJ2+lcTeWmWKmgDsv2ev+S1aR/uzf+imr7Wr4r/Z+jMfxu0lW6hZv/RTV9qUAeXftGf8kR1b/rtb/wDo5a+Mra2lu7hILdC8jnAAr7N/aL/5Ijq3/Xa3/wDRy186+GdEtNH0qHUJpGfUJgSYivEYPTn1oAdovhq30WJJJwJbplyzHkL7CtHJabBPGOKeZXlJLHJ71FKNjIO5GaACY7ZF5yBSeeQxNQPJuZs9jTXYkgetAF+GNW+foa7PwcSUmSdnjifAMq5yvPP6Vxdup8sAV33glLi5t7iCEptUb2Rzt3Dvg0AdDM4mmuBpdw1zEsO13kH3R3+teYeKtC0/xDE4dFjuF4SZByP8RXo2o6rb6VoU0McUKSyoUQB8tz1JxXnm4huDk96APG9T0y50m9e2u0wyng9mHqK+oP2UP+RD1r/sJf8AtJK4LUfBk3jXTTbWMKtfRgtEw7+1eg/ss281n4N162uY2imi1Uo6MMFWEagg0Ae50UUUAFZPioZ8G60PWwn/APRbVrVleKf+RP1n/rwn/wDRbUAfLOmwG00qBLRdoVFPA9qsSyO83nT4ZgvcY5qtbXvk2MQXK5iXBx3xVFbq5aRjK3OeKALy3Lj5i2AOoHeqe2a4l3H5ATxSgoqL84JY/Nz0qxLKsQRYxkkcHFAFOaZrWRstlieoq6mZNsjuSSOmaz7vafmK8+pp8d19mtgXXdnoB2oA2oziEGHA5+atbSp3t5mlA3ow4HvXJx34MQ4KBuduetbGn6sI9ojxjsD2oA9Q03WYNO06KW6lLu+VWPHKCr9n4pt4rKWBZ8OvMYIwCc15hHqjT3wNxkqg7dK2LDyruaRrgiI4+Q+tAHZeCmt7n4u3N7Eo86XR3Erf3iJo8V6rXkPw2Yv8SJ2bHOlSAY/66x169QB5p8XrGO9vfDAmUMI7uaQA+oiOKxIJoomEci5bHFb3xak8u68OH/p5m/8ARRrFiWPy0n2ZZhg5HSgC9azNJsbAUA8Ctp7kLbkH865s3QjkVW4HfFJf6xiEJH0PagCvqDK1yQSDmoIVFtKS3pxWdNO0kmSTmmtdP5iq7c9hQBp7luZQn3sn0rZt/Csd6AdpT8KXwtpX2+cOV4XnpXoVtp/k49PSgDhrnwfb2vlLIQR7d6xtQ8PiJX2qMdRivU72xSVhI4BwK43xJeRWmc7QAMUAeU6xF5EbxkAhhgivQP2erNbDwbqtvH9xdUcj2BjQ4/WvPNbvBO7FB3616X8BwR4X1fPX+0j/AOio6APUa+Wv2hEH/C21c4z/AGVAB/33LX1LXzj8cdN+2/EmZ8Z2aZb8/wDA5qAPHY4wwIz+dTQgKxOcenvTpbdon249qjcOnFAFtLny3DA5roNN1BJApBA9RXIBiqnd2qxp9ziQLkgHqaAOu1QiaEBea5mWN0lIxjvzWiLtzjkEVS1CWQ4KoCcdjQBSdirknmqxmkhk3x8ZOaaTKMlsg+lN87P3+q0Aatnq0zsA4rTvYl1Cxkt5cbZFx9K5hbgxuCB1rXt9TBQBwc0AfWvwyXZ8MNAX+7ZoK6muX+Ghz8M9BP8A05rXUUAfMmpaZH/wlviOZQBJLq90S3c/vWpiMygZ+Vl4+tX9Qf8A4qrXh2GrXXX/AK6tUTrHJJknA9qAI3fzAvkkrJ0IrodP8F3uo6b9oikPmHkKR1rnlR1uFeMAgNXtHhPUIJ9IjCFUmVcEGgDxy/0W90+58rUYmQ9j2pltfpbZjPXoM16342s1e186SNTxyeuDXjOp24WZmYbCDxQBdup0vEI2bT6is02kkbDacgmobW+IUhj0OK6Kxiiu4QUPI60AYdzDKtucLkGufklkik2nIJOMEV3d5b/IV6H0rnr2xLON6/jQBzrxfa9Qsd/JguUdWxz94V9nV8j/AGRYJotq5/eJz6fMK+uKAMzxMM+E9XH/AE4zf+gGvlnQZ4rGwtVRANka4x9K+pvEv/Iqat/15Tf+gGvkTTC728IKn7i/yoA9Os9ajntMhAknqO4qxYNbOryAlpD0BHSuOW9eKFFXjtxXS6T85j44ft60AdTp9jJctHLHKSV6+grbstQnkuF3xKYYvlLEYyfaqulkQoIwNob0rbSyH2grEjsOwxxQBduTDPZq0y4PXFcL4gG6cCHceTnnoK7lSYo44LhHbecMcfdrN1Lw3Gsu+Hexbkd6APMbpFR3HzZUc1mTGKfjceD37V1/iDSJFTdGF3E/NiuLktmiuCZAQB1oAZewxLIvlIzccnsan+HVhGnxo0O9VNjlZ4zjv+5c/wBKkuJYfs6puzu7gVZ+Hy7filoQBJHmTf8AoiSgD6Krzz44wpP8MZo5QCjXtruB7jzlr0OvPfjedvwzmPX/AE21/wDRq0AeOw3acDOBjoKezrM23OawI5nSU5HFasTqVD9CetAHR+HklsrpZYW79PWvSLTVoby1khu4zEzDG8ivO9DmUOmTkE813lxBFc6K/lnohwR60AcJrqwC7l8uTeFPB9a5a4RzKWXn2FX7lpIbuRH555zVOZQo3o3zZ6UATaZdNa3sau2CT0rqpCJIi6jt271w06nes+ea6DR9cjEYSYjcP1oAsXOmtPGW24J9ay5NOkgTJHFdlbzW93CHRvu+9NmgSQHC8GgDY+A1slrpPiJY12htUDED1MEZP616tXnfwkiWGPxGiDA/tFDj/t3ir0SgD54+MkK/8LcM5HzrpFuoPoDLNn+VcvBlyMZzXZ/FqIS/FSTPbSrf/wBGTVzNsY1bAGc8A0AMUO8wwT6Yq2LeaJgzZ+pFW7VMXKhI/mzxgZzVu/bdcHzvvKMbaAMKa+m8xUDEj0FOBmb5iGwe9XYLBJbkAjqetXLtUX90mBt4zQBFp3yx5Jzx3q4jGW6CjrTLFYtoDgnnnFX4GiW4kZV4A4zQAmsXUcVnFaRHaw5fHc1iRwvLIGb7o71duomnl3uMjNQ3JaNACNgx0oAyPE9vBqenS2bAeWyYzjv617p8ME8v4X6CnXbaAfqa8NuwZIyeMDvXuvw1/wCSa6J/17D+ZoA6ivkXxQfI+IfiZlXl9WuCx9fnNfXVfH/jB3X4jeJPT+1LjH/fZoAs2Ja5ZUDd+K67Ul8nT7S3cAsqc1y3hi28+8TecCtvVHLagVduEwBzQBXhtysmc9TwfSu88NfZrfT7ie7n3NGo8tUPOeevtXFxYbAweK29AuvKvFcJuDfIyv0NAEfiJftc3mgGCTqy9q47VirqI8kt3b1r0/XIZYpjNd267pFwir/d9a4nVbBEY+Qu5n5xj7tAHA3ZPnbVztUU0EeUzMScda17qzPnMjgAH2rG1IfZCEVflI+Y0AZl9OsvOetVbGFTrVh6rcIQfxFOmUOpx9RU2lp/xNLM+kyfzoA+76z/ABAN3hrU19bSUf8AjhrQqhrv/Iu6j/16y/8AoBoA8LMK2PgrTrC2j8pVtUcbe5IBNc1ND9qAJk2XC9G/vV19zMZdDsAUwEtYgCf90ViPYo03zcHqp9aAILW5vIYACxz0yD1q0NWvLSTeGYpiobiXy4xsCkrxg0JMJ4idh9wKANG28TG5kUStjb6mtj+1lMWPbtXES6XKFNwpEadie9VLq9urcKI3LD0oAl8W3bS30ITkdTiqlvPhQGGOKjjlkvZ1aRDkcYNWbiBogcLx2oAy9UuVMbAVyNzbl8t369K6yS389iuOaiuNPxGflxxQBZ+CFvs+M+iy4xkTL/5CavsOvk74PQNF8XNFyuPnlGf+2L19Y0AecfHpFk+Ed6sgypurXI9R56V86I5kwR0r6K+PZx8Ir8/9PNt/6OSvmyxlZkIPc0AapADJz1qSdFmxjgr3qMIFKk8kD1ogR2ds9BzQBCYVG7uaBEJMsvYU8qVJxyDyaSJ9q7Txk0AWbJC0ypXXWFylhaSpyHYYBHpXJ2TE3A2jp3rclYLEu88kdaAKtxJ59wNx4zzzVbzI/tBVeQP1pLhtuWWqlsczEntQB7f8J7G0ttJuNWnIDK20Z7Vr/Dc2z614xms4xHHNqqvgephjyfxOTXBeBNU22Vxp8kzJHJ8231Ndt8KU8uXxKuCB/aCYz/1wjoA9DooooAKyvFH/ACJ+sf8AXhP/AOi2rVrK8Uf8ifrH/XhP/wCi2oA+VIo/MtYSvI8pe3tVO4A3YZtvuK1YIttnb4OSY1OB9KjksxKSQuSBQBjSDyiAuHqZ5w6HLYxyQT0oa3dJyKqXsDRZBAz6jvQBDdX3nzRpH90HH1q5EUDAMd3saw3l2yjaMbaspdFulAGoIPPmfbxjoBWhYWb2yEt8zdeO1ZlncyMrEgADp61q2d+jkI4x6+9AGza+WYCZl2nr9auJdxjlDnaOnpWWLtH+UcemKdDkSHDDHegD0T4TXrXfj6UN/BpUn/o6Ovaa8L+DRB+Il2V/6Bb/APo2OvdKAPOviqhkvvDagZP2mbA/7ZGqltpl0bTLxkfhXQeM7QXviHw3ExA/fXBBP/XI1s29gPsyx5yVHWgDz2XSyWO7Jccniqt5Yx2kYknba2OF7139zZJbxoZ1LszY4FY2taFDtDT8l+ntQB5zeTxxIzL97FZlm0lzdJgFiW5roNZ0R7eRRj5X5FSeGrFRqQbZlVHp3oA9J8J2bWNlmTADgEV0LzrHHuc9KzbG4jSBEYYbFR3knm/LgsewoAp61rjQrsgOSeM+lefeI5Rcozy8H2PWut1HT2WBnk+9jOK5W802a4U+WpY+npQBwscYmuPLxuB71618GIxFo2tIBgDUun/bGKuA/s14pWXAyDzXonwg/wCQbrmRj/iZD/0RFQB6HXhHxbBPj69A76da/wDoc1e714L8WrhYviPdI3VtNtiP++5qAPItQt9k24Vmuxxhhn610lwI5GJIrHuo1DEj7poAyy4VSp5NSQKGjO3jiiSNG+6OaZCxibA6UAPSZ+ADyPWpHmkbG7gdqjZSW3DgUEkLkjPNABJdMEKuOfpVU4ZcgDNW5IvMTJ60sFsQ2SvB60AZ0aEy4PSta3gHFMlswjZQVbs1LDbjmgD61+Gn/JMtB/681rqa5f4af8kz0H/r0WuooA+W/EF2YPF/iAZ4/ta64/7atUdrdidPkbmofEib/G3iL/sLXX/o1qrWmIpM520AdJpznzVRhkV6l4ZtILi1AQ7T6jsa8bhv/Jm3ZzXeeGPECq6hWwCeRmgDf8bazPpdj9kcBxJ/ERXmF5N9oG8YYn+Gu78cSjU7SEwndtzmvPDHNDLtK49M0AV1SPL5TbIBwKteH78wXBjn43HAqtKJBJvIOaoXcssZLxgqewoA9LgsYruQOCCaLzRI8Esg46Vw2j+Ib6KRNxIxXfjUPtNoNzc7efegDkdW0lYUEqH7rqcf8CFfSlfO2sT74HUA4DKM/wDAhX0TQBmeJf8AkVNW/wCvKb/0A18k6Rve2iIOBsX+VfW3iX/kU9W/68pv/QDXyLpcgS1i28fux/KgDfQ7FBLA89CK39PJDK3nLGRg8muWt5NpBLZz61oQXG9iC/agD0W11uGDGP3iqPzPrXQ6f4ihkWMrOyFTllbvXjz6h0VZNoHv1q1Hq8sbKVk9hz0oA9qXUWvY2kSQqc9Pap7O73wO+x2OcLXlGma/eG4VYpMLnHJ4Nek6TcTLYK906h3+6gPWgDO11Lya53eRlDwFX+dcRq1mi3RSQsD1PHSvSrme5hd8bXJGef4a4DWjNLdO4lAOeRQByN5NEkhVASRwBW18PR/xcjQT6zTf+iJKyLyFDzIvzA9c1r/D6Pb8StBI6ebN3/6YSUAfQ9effG3/AJJpL/1+2v8A6OWvQa8/+NYz8NZQf+f21/8ARy0AeC4UqScZ7U4TKoAprIORVdsAg5wR0oA1rDUGtpgQeM9K9A0nxNGLMwS9CK8paXMgCA5xWxaX3lxhX6jvQB0Go2UNwzyI2N3OKwZhFCuG4NWxdK8R+Ygn3rJkgSeYkS8g9GoAdIY2XiX8CKqJBulLB9uPei6SRCNm0n61XNyUjIl4HSgDr9AuPJVlLg5966E3HmrtVsV5paSSq4MbkDtW7aX10jIZCSKAPYPhQSV8RZ/6CCf+k8VehV5v8HJDLaeIGYYJ1FP/AEnir0igDwL4vSmL4nTY76Tbf+jJq42ykJl3Guv+MK7vijID/wBAq3/9GTVyEIjiT5mx70AdHbXTWiG4ib96RhD/AHfeqVzdHdlm3Oxyc1Rkv1ePCnPpim2mZrkF8kUAbdlciCB5pW9lqo8sk025QcE8U+9ZU8uELwvOaSG4CAsQD6UAXLd2Ziife747VoRusQyWDFuMVlWFwQs0hIXd096tLE8lqJUGc9KALT3KNkDHBrM1K7Ei8nHbirfkLHGPN6+nrXP6k2zPOBQBBfXqrb7F79a+gvhnz8M9D/69h/M18x3d0rZUE19N/DH/AJJjoX/XqP5mgDqq+P8AxhNt+I/iNcZP9q3H/oZr7Ar478a4X4jeJG7/ANq3H/oZoAvaNKyXKyA7SvNSSXBmupHLcliazbWcQWvmA5JFVkvssQTwT+VAHT21z8/JO72rptCnH2tBGyBh83J9K89hugXCpJjH610GnaksUTswAYjCsKAO48VaymqR25TMbqmxj0z9K5C6nNrbho977ztLkcCkvtZnuBDGTnaOPYVWuJTChcSLJGV4HWgDOuhLKvH3uufWuevIpDHIsp+btWxLLNJc8HCryMVRmQ3CNv8Alf8AnQBz9ygVccZFR6ac6xajpiZP5itW6sh5YYnmqtrbY1a1ccHzUJH40AfclUNe/wCRc1L/AK9Jf/QDV+qGu/8AIu6l/wBekv8A6AaAPPNE0i31TwrYrnE4tI+vQ/KK5fVtEv7G8CtCcDO0jkGui8P3L2uk6bLz5TWsanH+6KnF/c3F7IsseBGe/pQB5pd2s6582F1bPda2vD9sY4f3sXDnAyOtejXNjaX1ofMAy4IVsd8VyerMmnWkUSZ8xDnAHAoA5/xMyiH9wuAo+6K5iDF0NrcMvHNdPcE3X7xjuJ61m3eltHMJYo2GOcgdaAM5IPJuB8uKv3ah7fkZ+lVJfNdMofmB/KnKzmHazHf0zQBlx5a7MaISSeBirs+nShPnHb0q5o1uDfM0q5YdK6OaFPJ3FaAMH4bWTW/xY0KQ8ZllXH/bGSvpuvBfC9qsPxM8PSIMBriT/wBESV71QB5v8e/+SRX/AP1823/o5K+abMbFy34Cvpv45J5nwru0/vXdqP8AyOlfPEdmsfXpQA2AM2GPAxWnahFt3Lfeb1qBIwyZTAxxQEYnC/w0ARSHMxHbFVpSUlHHGKm8p2Zic9eajuE5G05wKAJrW5+bHQ1pm58wKD2Fc19pMMwA5z3q9BOsjZB4UUAX7h9y475qOEDPPSq0ku5fl5JqWHOMGgDqPC95HbaxA0uShcV7P4CXbq/ic9nvomH0NvGRXhWmSCG5RyOhFe1/C69XUH8QTr/z9wr+VvGP6UAd9RRRQAVl+KP+RQ1j/rxn/wDRbVqVk+KzjwZrWP8AoHz/APotqAPnCCxIsbZtpA8pc8e1RyTRwlgh69RUnhPXo9f8KQyqQJoUEMyDsQOD+NUL+PbKzDPNAFWX55WOODWTeAqjFh34qxNcMMhTtrNmmZvkYk5oAofZzNL8vX1qOQvAdo+mRVw5TpxUcqowDSd6AIo7qRVGDir9rdbuvX1HWs1irlVjHtViJPKXPegDpbSVSoJbnFaMUqknJ6jFcrb3DqCM9uKtx35ijy350AeufBfA+Il2B/0Cn/8ARsde7V81fs7aq2p/FHWOcpFpZUf9/Ur6VoA5PxY6x+J/DJc4XzrjJ/7ZGtCTXbaGMmFt2ODivOvj/wCIZPDEPhfUY+i30iP/ALrR4NUtI8Sm4tFdWV43AYEcg0AegT6pJPIu0ZIYHntT7uRHTfN25Brl7TVSs/ms3BHemah4nR7Qx8enSgB+tLlA0jgp2BrP0y+jtGZ0asS+1SS5ZVGQq1nxyyNNgE465oA9BttdMtyil+p5rrtPninAIYMw7V5Lppl84yA9OleieG3wqmQ/vCPvGgDflsRcuS64T+dZ8ukqvmGFQCenFdChR1AUg4pzKFjOBQB59feHdo3lB71c+GkSw/8ACRRoMBdTHA/694q0PGfiCy8O+Eb3VdQYIkEZKg9WbsBXFfs56nPrPgjVtRu2LS3OrSyNntlU4/DpQB67XgXxbs3uvidcGP8Ah0y26f781e+14H8RNbt7D9oCLTb4gQ6hpUCqx7OJJcfnk0AecXNvLE53A8dqpXFqXGVFe/N8NYNRtd4+V2GQcV5p4o8J3Phy+aGeP5W+62OCKAPNmtWDsDwO1Vpbd9+Fycmuqm0/fyFqrLpzphymec9KAMGZHjUR/wAQHJqPezKB3/nV6eHdMfVjVf7K8bYYd/SgBokY8dK0rZWaMU2xsftN1GjhcE13tp4MXyA0SnBGaAON8v5PmGcVDtaOYEdM11mp+HJrVSUBIHt0riPE1yumae2D++m+VR6epoA+u/hr/wAkz0H/AK9FrqK5T4XnPwt8PE/8+SV1dAHyp4iBPjTxFj/oLXX/AKNas13ZVx3putaqp+KHivT3OGTVrlk9wZDTZZe3egByzlEO6r+lX5Vh8xAz2rEa4wpU9asQHbFleOKAOvOpytgB9w96z9RvJiMhAWrHjv3GBnkU6W5lk/pQAq3M3zeYSp61A16JDh2zj1pZb0iPa/X3qiz7l3EKfoKALj6i9vMrIAQfatq18VOIwhXBrkrYyvcFZT8pPArXitw/oRQBsyar9qiAP8TqP/HhX1JXxZq2pJbeIdK0u3bLvdRtLg9BuGBX2nQBmeJf+RU1b/rym/8AQDXyLYx+TbQ7hn92p/SvrnxP/wAijq//AF4zf+izXx94auJdV0QTqN3kYSTA+76UAaBl9OGp4uAu4A5fHSqskgUZHPNQAPkyKcECgC6JnEO5vvA8Zq9azK7BmbA9Kx1d5iu4/L3rRtUVmC4+Ud/SgDprGdQyhYwcc5rsdL1kg7pF3MuAhPauFtZSF8tF2qwGHIrptIkhLrGyBgPvux6UAdXdytdWUnkPIGQbnbPBNcfdwTsxkVh83A9q7O2mt00xoIwGjkOSxPWsvVbewt7c+V8+8c/N92gDh7iGR4yGbzGzyRWl8PnI+JmgxlcYlmP/AJAkqN/JLeRCSEDZZietReEte03U/wBojQ7DQ/mtbK3mWSQn/WSGJsn8KAPpGuD+MqeZ8PGX1vrUf+RlrvK81+Pt6+nfCa6vIxloLu2cA98SqaAPGbq2eJsmsq4RicjnBroob221rTYby15SVc/T2rLuY/Lb2oAy1kk88FuPwq45+UMrc1DMF6sOKVGDAJ3oAlil3ZDMRT9jYyrHIqIRLx6ipIwyyHLce9AFeR5GmG7mlls2mT5uQfStBYVmYYwK0IbTbFtAyTQBm6dEVGxhnj0rdtYc4FVFs3iO/NbFoLeG2kmu5VRIlLsxPQCgD0X4PDFr4hB/6CCf+k8Vej15D+z1rA13Q/EmoINscmrkRj/ZEMYH6CvXqAPnf40zGP4qkA4B0m3z/wB/Jq8/luC8m3PGa6f9oDUfsXxmto3OEm0iEH6iWXFcT5m3LHk9qANqOdY8Z5+tX4bt1VihwB3ArnIZtyb5OtXI7wKu1ThW96ANJryQzfO5x35q7CBJCzA89ayAFfG5hk1ZilMbjZz70AatqJJOV+6prXW7WK3GRgL1HvWHZ3u18RkKAeBirtxdxSQYUKP7x9TQAyXUGluGfOFxwKwdXuix4PFS316sanbXP3d35mcnigBs06qrFjg19VfDA5+GGg/9eo/ma+NNb1AQWzKp+Z+Fr7J+FfPwp8Pf9ea/1oA62vj7xnGD8RPEZIznVLj/ANDNfYNfGvi28874oeK7EnDpqk7J7jeaAKU17tg8lE/GqivubAPOec0qB2SQswXb61ACrgHdyO/rQBdywlAPAPBNa1vIgjRd7YHWufhmQyEM2T2zW3BMFt1BClh2oA0nkecCWAcIMfWqkk0iSEmQYI5UHoaZLeyxqNigBuCBTQYYovmXknOT60AT2URlUvJwc5470XceMGMc5rT0y2E0O5VyvetKKytjG7NtYj+E9qAOVisnnm/esAg5pZ9Mht7q3k3c+Yu3H1FbWp28ahVtQWZj0XrXMa5rHka1pmkR8SfaIzLkcgZHFAH2lVDXv+Rc1L/r0l/9ANX6zvERx4X1X/rzm/8AQDQB5Vo120Wh2Mb5eI2sZU+nyiuvsbK31S1R0fEmPm9xXh/g7xgdb8LW0W/bLaqIpFHt0P5V6l4a12xtLECVj5vagDcFpexQtFBGH2NnrWNrVnvh82aEq69QRwa6Cy8URXtwYY4xv/hx3+tX4p4NQvvJuIQJV4xjgigDyu10hrq/lkhQxw9cdhU0MQvZUhkcKFGCMV6de6FM0D2+m+XCG5LFawpvCci2zCVdlyBlZB0Y0AcTP4bt4FkOSQD1FYWoaW8B3w/NG3f0NehW1pIs6xyxEv0ZG6VrP4bsbqxZjhEPJwvegDyTS4niv42blScHiu0S1VoiuAT9K29N8IWqrIAyuWOVOOlU9Y0i8s7xJIR+7UfMT3oAz9Ms2tPH/houMGS7kK/T7PLXsdfOGgeLx4h/aP0SxtXLWtgky9eC/lNk19H0AcF8Zxu+G0wPP+m2n/o9K8AuoihcIO9e5/H66ex+EF/dRffhubVx9ROhrw2LVYNT0+Ka3bKSDcc9c+lAEER/dgCtOxij+fzDjd0rPiQmTDdzVnG1ufwFAD5IgspjXGOuay9RiMcZUdT6VuxWvmoHPXGKp3Fj5jEE9KAOaJUwFSPnHeprVD5YGOT1q09kIy2RzmlkQIFSMdsmgBDGQAR64q7Eg6moIwXAAp6bhJtPSgC/EwVcmvX/AIFv5mma+3/T+n/ohK8UkmEULNIwVEGWJ7V6t+zVqH9p+GvEN0BhW1TCj2ESAUAe00UUUAFZPiz/AJEvW/8AsHz/APotq1qyfFn/ACJet/8AYPn/APRbUAfB3hXxJP4b1UTIS1vJ8s0fZh6/UV6y93a6lZLdWUgkidcg+ntXhVa2ieIbzRJv3Lb4GPzxMeD9PQ0AdxfHbKcDFZUkj7u/1qxFrVlqmGifbIeqN1FMuQApIFAFUyNuG9ifWklcOMChYJJegp8UJMm0AkigBkULBsmrAYdDVuGzfJVAGOOlOurFbSFZpXRVbrntQBWBIOR0rH1zVxEn2e3bLEcn0pmq+IECmDTxn1k/wrnGYsxZjknqTQB7r+yjz8QNZ/7BZ/8ARqV9W18o/so/8lA1j/sFn/0alfV1AHgP7WP/ACKWgf8AX8//AKLryX4a+NUs9uk6pJhM/uJGPT/Zr1r9rH/kUtA/6/n/APRdfLQJByODQB9UPehkXY3b1qjNcI/fpXjvhr4g3FlGlpqzNNCvCS/xKPQ+tdzDq8Wow+ZazK6H+6aANv7QPNyDkYq3C48xQRnPpXOwz44PrW7aTqgBPWgDo7VlcIgG1T1rqNMdfuknaOma8/a/CENk5zW5beIY0tgobLY6mgD0LSdYjWUxlvmJ71rajq1vYafLc3MqRxRqWZmOABXkE/jjRvD+b3V7tECDIjByzewFeL/Er4x6p44drKy3WOkg4EKt80vux/pQBP8AGT4qS+ONSXTtNdk0i1Y7ef8AXN/ePt6V7R+y3/yS+7/7CL/+gJXyNX1z+y3/AMkvu/8AsIv/AOgJQB7VXyJ+0/I8PxftZImKOmmQsrA4IIkk5r67r5C/aj/5K1b/APYKh/8AQ5KAPYfgf8WbXxlocekapKkWs2aBSGOPPUfxD39a7D4iWFpd+F5pLpBviIKNjnOa+ELDULvS7+G9064kt7mFg0csZwVNe42v7Qba54ai0zxPF5VzHjdcxDiUD1HY0AdFBpNtKRxkHpUesaLHb2+wAcisGx+KHhu3K77hyB2KVpX/AMVvB1zalRM5fH9zpQBxl9pxguQSuRmi5gUqGAwcc0++8beHrhjtmcjPB2VQufFmhuuI5n9/koA3/Dekm61CNh2Yda920zTYobRVfb06Yr500jx3o+nzq3nuAO+2utm+Nmk21mZIZpp5VHEYXG4/XtQB6H41k0vRvD81/fyLFEg9ssfQV8m+IdZfXNXluiuyPOI0/uir/jDxxq/jK/8AN1KdhAh/dW6n5UH9T71zlAH3x8Lv+SWeHf8ArxSurrlPhd/ySzw7/wBeKV1dAHwb8RruWy+MniW4gba6atcEH/toa6DTNXg1qzE0ZCyD76dwa5n4pf8AJWvFP/YVuP8A0Ya5yyvp7C4E1rIUYfkaAPTnVMn+tJBJsyCc+lc/a+LLSa2Auw0UncAZBpG8SaeG+WRiP92gDqARI3HbpTmYxqOM5Ncx/wAJRYjG2RwR3xVhfF2nMgDyNkf7NAHQSKJ06YNLbWoVsMMqawU8W6YD/rXx/u1ci8aaOq4aV/8AvigDUktRG3FVNY1yHRbAu+GmYYjTPU1l6n45sktm+wBppT93cMAVwd5e3F/cNPdSF3b17UAaWiXUt74zsLi4cvJJdoWJ/wB4V+hVfnf4a/5GnTP+vmP/ANCFfohQBl+J/wDkUdY/68Zv/RZr4a8AeMn8Ia6ZJo/tGm3S+TeWzch0P8Q/2h1Br7l8T/8AIo6x/wBeM3/os1+eFAHqF9dWk9zK+lyebbO26Nu4HoareaysNx471wmn6nPp8mYmyh+8h6Guqs9Utb6AbZNj90Y80AblvIkowMge1X4pOMDp6VhxXAQbIzg1ZjkdpFJP1xQB1FvfZiVSOFOAK3LS/HnxxqNqMPnxXGWuTMHL4HpXUaeEWPzG5NAHYRX1rdwpZRgxiMna2ev1qrqeny2sIWSUuJDncG/Sq3n2lrYi7lmjhUDlnOK848X/ABYT7M9hoS75c4Nyei/QetAFr4h+LbfRbA6Zp8gkv5VwzA/6pf8AGsr9ndi3xr0xmOSY5ySe/wC6avMJp5bmZ5p3aSRzlmY5JNenfs6/8lp0v/rnN/6KagD7Sryz9o7/AJInqX/Xe3/9GrXqdeWftHf8kT1L/rvb/wDo1aAPl/wN4sOi3Bsrxz9jmPBP/LM+v0r0y5gWaISRsHRhkMp4NeB11fhfxtcaNttb3dcWWeBn5k+n+FAHoEtuCpyP0qGKBUZm7DpVd/G3h2T5vtMgOO6VTl8Y6Hj5J3P/AACgDU8vPzDOfUU7G/7vWsNPGWjjrK49ttOXxhoobPnP1/u0AdFaxu0gGGOPSuhhgdYvusMdzWN4T+IPg21uS+sTuF7Dy812918VPhhLbbEvXU+0NAGC7KFYOcEDvXlnjnxebhX0nTZP3OcTOp+97fSn+O/iAmq3s1t4dMkNiTgyNw0g/oK8/oA+rv2Uf+Sfax/2FD/6Kjr3WvCv2Uf+Sfax/wBhQ/8AoqOvdaAPkX9qUkfFmzI4I0mH/wBGy1wOka4s0Cw3HMqjA/2hXe/tTf8AJWLT/sExf+jZa8YVijBlOCOhFAHez3uUCoME+lSRSHagLd8kVy1nrOQFufvDo3rWrDc7vmDZHYigDoEuH84knCr71qW10jSBR82RXKi52xdc/Sp7e/NvGxP3j0oA6r7WiMQODVefU8Lx0rnDqRwSWzVd9RLrQBp3t8z9+KyLm/WCJnc8VSutXSJSN+T2UVg3V3JdSZkPHZfSgAvLp7u4Mj9Ow9K+7vhV/wAkp8O/9eS/1r4Kr71+FX/JKfDv/Xkv9aAOur4O+JtxJa/GTxNNC2101SYg/wDAzX3jXwT8Vv8Akrnij/sJz/8AoZoAtWeqw6hb7z8rY+dfQ1HK+GGDgdgK5CGeS3k3xMVP8627PVI7khZjsb36GgDUjG59wGKtJNuBDryOnNQRvHsypxj9aZ54D527qANO3mRsGRzwcYzXQW0MVxGu5QxzxXMWsaGZGcYQnmuwghSOON42+UEZx3oA7bQ4tM02x8y4jU7hg55rPu1trsSm2QRBjhQKijh+0wR+QwHzDIJxjmsXxx4q03wk6QWV1a6jfc74oCSkZ/2j3/CgDs5da0b4a+Al1/UIre71i44s7eUZP1x/WvnaHWbzxB4+h1TUpPMubq8WRzjAyW6AdhWbq2s3+t3ZuNSuHmfooY8IPQDsKf4e/wCRk0//AK+E/nQB+iVZviL/AJFfVf8Arzm/9ANaVZviL/kV9V/685v/AEA0AfAvhvX5/D+qLcREmJvllTswr2bS9Zjv7eO5tZd8bDPB6e1eBVr6B4jvNAug8Db4WPzxN0b/AANAH0/4Wv0t7r7RM2MLx6111lqkEmsR3jSlCBjr1rwWy+JugtbxtLJLC+OVK5watR/FXQ1JBuJMZyDsoA+pbO7ju4xIjA59DU8sSyxlXAI96+c9F+OuiWE433UojB/u13UP7RXgNo182+mVsc/uv/r0AdTLeS6fcSpNbiQbvlbbnAq1cXEcuk+bYeWV/wCWiqOhrg7v49/D+6jZf7QlUspGfJ/+vXK6X8ZPCdhdXBbUZGgmJDRiM8+/WgD1XTNQ8u5HmcAnpXnnxx+Klt4e0l9D0plk1S5Xl1OfIQ9/qe1cj42/aBtTprWPg+yUTOCDdzL9wH0Hr714LdXU97dSXN3K800h3O7nJJoA9J/Z9dpPjbpLuSzMJiSe58tq+1a+Kf2ev+S1aR/uzf8Aopq+1qAPLv2jP+SI6t/12t//AEctfJnhnXf7NuBBckm3c/8AfB9a+s/2jP8AkiOrf9drf/0ctfFtAHt1qYmhWXhw33SDUqhGm5ry7w74sn0hlguczWufuk8p9K9CsNUstUQSWk6sMZI7j8KAOjtJkjQqR9DWbdlxOWH3c9aGmAwBwoH51Uu5WVDzlSc0AV8NLc5PSmsmbg46YpqTD7w6ninK2MkigBYso2ewqdTEcuxqjc3lvaI0l1KsaY7muJ1vxVJdBrfTy0cJ4L/xN/hQBb8XeJBcbtPsW/d5/euP4vavff2UP+RD1r/sJf8AtJK+U6+rP2UP+RD1r/sJf+0koA93ooooAKjubeK8tZba5QSQzI0ciH+JSMEfkakooA4gfBr4fAY/4Ri0/wC+n/8AiqP+FN/D/wD6Fi0/76f/AOKrt6KAOJX4O+AFbK+GbUH1Dv8A/FVJ/wAKl8DHr4fg/wC/sn/xVdlRQBxw+EvgcdPD8I/7ayf/ABVA+EvgcdPD8I/7ayf/ABVdjRQBx4+FHglTldBiB9ppP/iqST4S+Bpl2y+H4XHo0sh/9mrsaKAOI/4U38P/APoWLT/vp/8A4qj/AIU38P8A/oWLT/vp/wD4qu3ooA57w94C8MeFL6S88PaPDY3EsflO8bMSy5BxyT3AroaKKAMfxF4T0PxZBBD4i06O/jt3LxLIWAViME8EdqwP+FN/D/8A6Fi0/wC+n/8Aiq7eigDiP+FN/D//AKFi0/76f/4qpYvhJ4Fgz5Hh6CPPXZLIM/k1dlRQByP/AAqvwX/0A4/+/wDL/wDFU7/hV/g4dNGX/wACJf8A4qusooA5P/hWHg89dHX/AMCJf/iqP+FYeDx/zBl/8CJf/iq6yigDjJvhH4FuG3XHh2CVvV5JGP6tUf8Awpv4f/8AQsWn/fT/APxVdvRQBxH/AApv4f8A/QsWn/fT/wDxVdF4e8MaN4VspLPw9YR2NvLJ5rxxsxBbAGeSewFatFABXN698PfCvijUhqGv6LBe3QjEQlkZshQSQOCO5P510lFAHEf8Kb+H/wD0LFp/30//AMVR/wAKb+H/AP0LFp/30/8A8VXb0UAcR/wpv4f/APQsWn/fT/8AxVH/AApv4f8A/QsWn/fT/wDxVdvRQBxH/Cm/h/8A9Cxaf99P/wDFUf8ACm/h/wD9Cxaf99P/APFV29FAHEf8Kb+H/wD0LFp/30//AMVR/wAKb+H/AP0LFp/30/8A8VXb0UAcR/wpv4f/APQsWn/fT/8AxVH/AApv4f8A/QsWn/fT/wDxVdvRQBV03TbTSNNg0/TYRBa26BIogSQqjtzzVqiigDkL74U+B9T1C4vr/wAO2091cyNLNKzPl3Y5J+961X/4U38P/wDoWLT/AL6f/wCKrt6KAOI/4U38P/8AoWLT/vp//iqP+FN/D/8A6Fi0/wC+n/8Aiq7eigDiP+FN/D//AKFi0/76f/4qj/hTfw//AOhYtP8Avp//AIqu3ooA4j/hTfw//wChYtP++n/+Ko/4U38P/wDoWLT/AL6f/wCKrt6KAOI/4U38P/8AoWLT/vp//iqP+FN/D/8A6Fi0/wC+n/8Aiq7eigDi4/g/4BhlSSLw1ao6MGVg75BH/Aq7SiigCO4giurWW3uEDxTIUdT/ABKRgj8q4wfBr4fAYHhi0/76f/4qu3ooA4j/AIU38P8A/oWLT/vp/wD4qlHwc8AKcr4ZtQfUM/8A8VXbUUAcb/wqTwKOnh6D/v7J/wDFUo+E3gcdPD8I/wC2sn/xVdjRQBx4+FHgkdNBiH/baT/4qpB8L/By/d0ZR9LiX/4qusooA5GX4V+C54/Ln0OOVP7rzykfkWqt/wAKb+H/AP0LFp/30/8A8VXb0UAcR/wpv4f/APQsWn/fT/8AxVXtH+Gng/w/q0Op6NoUFpeQZ8uaNnyuQVPU46E11NFABWfrmg6Z4k0t9N1y0S8s5GVmhckAlTkdCO4rQooA4j/hTfw//wChYtP++n/+Ko/4U38P/wDoWLT/AL6f/wCKrt6KAOI/4U38P/8AoWLT/vp//iqP+FN/D/8A6Fi0/wC+n/8Aiq7eigDiP+FN/D//AKFi0/76f/4qj/hTfw//AOhYtP8Avp//AIqu3ooA4j/hTfw//wChYtP++n/+Ko/4U38P/wDoWLT/AL6f/wCKrt6KAOI/4U38P/8AoWLT/vp//iqP+FN/D/8A6Fi0/wC+n/8Aiq7eigDI8PeFtF8KWctr4d0+Oxgmk82RIySGbAGeSewFa9FFAHN6/wDD7wr4o1JdQ1/RoL66WIRCWRmBCAkgcEd2P51mf8Kb+H//AELFp/30/wD8VXb0UAcR/wAKb+H/AP0LFp/30/8A8VT1+D/gJRhfDdsB7PJ/8VXaUUAcZ/wqLwJ/0Llv/wB/JP8A4qj/AIVF4E/6F23/AO/kn/xVdnRQBxn/AAqHwJ/0Llv/AN/JP/iqT/hUHgP/AKFy3/7+Sf8AxVdpRQBxJ+Dnw/PXwxaf99P/APFUn/Cm/h//ANCxaf8AfT//ABVdvRQBxH/Cm/h//wBCxaf99P8A/FV1umabZ6PpkGn6bAILS3TZFEpJCj055q1RQAVyF/8ACnwRqmo3F/f+Hrae6uZDLNKzPl2JyT1rr6KAOI/4U38P/wDoWLT/AL6f/wCKo/4U38P/APoWLT/vp/8A4qu3ooA4wfCHwGBgeHLcD08yT/4qgfCLwIOnh23/AO/kn/xVdnRQBxv/AAqXwN/0L8P/AH9k/wDiqkHws8GAYGiIB7Ty/wDxVddRQByf/Cr/AAdtK/2MuDwR9ol5/wDHqqn4OfD8nJ8MWpP+8/8A8VXbUUAcR/wpv4f/APQsWn/fT/8AxVOT4PeAY5FePw1aq6kFWDuCD/31Xa0UAFMngjubeSCdQ8UqFHU9wRgin0UAcQPg18PgMDwxaf8AfT//ABVH/Cm/h/8A9Cxaf99P/wDFV29FAHEf8Kb+H/8A0LFp/wB9P/8AFUf8Kb+H/wD0LFp/30//AMVXb0UAcR/wpv4f/wDQsWn/AH0//wAVR/wpv4f/APQsWn/fT/8AxVdvRQBxH/Cm/h//ANCxaf8AfT//ABVH/Cm/h/8A9Cxaf99P/wDFV29FAHEf8Kb+H/8A0LFp/wB9P/8AFUf8Kb+H/wD0LFp/30//AMVXb0UAcrpHwy8HaDqsOpaPoVvaXkBJjmRnyuQVPU46E11VFFAGfrehab4k0qTTdbtEvLORlZ4XJAJUgjoR3ArmP+FN/D//AKFi0/76f/4qu3ooA4j/AIU38P8A/oWLT/vp/wD4qpIvhD4DhbdD4ct4z6pJIP8A2auzooA5H/hVfgv/AKAcf/f+X/4qkPwq8FHroUZ+s0v/AMVXX0UAcf8A8Ko8E/8AQBi/7/Sf/FUv/CqfBX/QCj/7/Sf/ABVdfRQBxknwi8CTY87w7byY6bpJD/7NUf8Awpv4f/8AQsWn/fT/APxVdvRQBxH/AApv4f8A/QsWn/fT/wDxVdB4e8K6J4TtZrbw7p8dhDNJ5kiRkkM2AM8k9gK16KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAP/9k=",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image('https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/Esophagus%20Cancer.JPG')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "euiFkCOldeg3"
      },
      "source": [
        "## 1. Load required libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "0DXj8iGLdeg3"
      },
      "outputs": [],
      "source": [
        "import os           \n",
        "import random       \n",
        "\n",
        "import numpy as np   \n",
        "import pandas as pd  \n",
        "\n",
        "from skimage import io \n",
        "\n",
        "from sklearn.model_selection import train_test_split   \n",
        "from sklearn.linear_model import Perceptron \n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "import matplotlib.pyplot as plt        \n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 1.1 Required Functions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "def matrix_confusion(yt, yp):\n",
        "    data = {'Y_Real': yt,\n",
        "            'Y_Prediccion': yp}\n",
        "\n",
        "    df = pd.DataFrame(data, columns=['Y_Real','Y_Prediccion'])\n",
        "    confusion_matrix = pd.crosstab(df['Y_Real'], df['Y_Prediccion'], rownames=['Real'], colnames=['Predicted'])\n",
        "    sns.heatmap(confusion_matrix, annot=True, fmt='g')\n",
        "\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2pk-KjXHdeg6"
      },
      "source": [
        "## 2. Read Data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YdYnDKMIdeg7"
      },
      "source": [
        "### 2.1 Read Labels (Y)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "fudeTyr-deg8"
      },
      "outputs": [],
      "source": [
        "data = pd.read_csv(\"https://raw.githubusercontent.com/AnIsAsPe/ClassificadorCancerEsofago/master/Datos/ClasesImagenes.csv\", usecols=[1,2])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "aESlr9b5deg_",
        "outputId": "67204192-ca2c-4251-b18c-79a3b8cad53a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5063 entries, 0 to 5062\n",
            "Data columns (total 2 columns):\n",
            " #   Column          Non-Null Count  Dtype \n",
            "---  ------          --------------  ----- \n",
            " 0   image_filename  5063 non-null   object\n",
            " 1   class_number    5063 non-null   int64 \n",
            "dtypes: int64(1), object(1)\n",
            "memory usage: 79.2+ KB\n"
          ]
        }
      ],
      "source": [
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yBu1Rt4udehE",
        "outputId": "bee10446-3fb1-4689-8635-2507050441c8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0    1469\n",
              "1    3594\n",
              "Name: class_number, dtype: int64"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data['class_number'].value_counts(sort=False)  "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_1qbEXDsdehH"
      },
      "source": [
        "Class 0 belongs to Healthy Tissue y Class 1 to Cancerous Tissue"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "7ZlgSWF1dehH"
      },
      "outputs": [],
      "source": [
        "Y = data['class_number']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F2_U4C27dehK"
      },
      "source": [
        "### 2.2 Read Images (X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vTJNnOXRRpMz",
        "outputId": "dc50ecd1-814a-46c9-fb75-4a12ce98d9bb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0          im_4_0.png\n",
              "1         im_21_0.png\n",
              "2          im_9_0.png\n",
              "3          im_8_0.png\n",
              "4         im_15_0.png\n",
              "            ...      \n",
              "5058    im_114_55.png\n",
              "5059      im_7_55.png\n",
              "5060     im_52_55.png\n",
              "5061     im_10_55.png\n",
              "5062    im_111_55.png\n",
              "Name: image_filename, Length: 5063, dtype: object"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data['image_filename']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Images can be dowloaded from:\n",
        "https://github.com/contepablod/QCNNCancerClassifier/tree/master/CarpetaImagenes\n",
        "\n",
        "We read them from local disk"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "path = \"C:\\\\Users\\\\conte\\\\OneDrive\\\\Escritorio\\\\Colegio Bourbaki\\\\ML-AI-WA\\\\Perceptron\\\\CarpetaImagenes\\\\\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "fPrlo8G6PoFR"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: total: 5.08 s\n",
            "Wall time: 1min 16s\n"
          ]
        }
      ],
      "source": [
        "%time  img = data['image_filename'].apply(lambda x: io.imread(path + x, as_gray=True))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pL1snJkDdehX"
      },
      "source": [
        "- Dimension 0: 260 up-to-down pixels rows\n",
        "- Dimension 1: 260 left-to-right pixel columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y0ZDj9JMdehX"
      },
      "source": [
        "####  Images to vectors"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AXpIIulp2dZt",
        "outputId": "a7cc33fd-3f15-405c-f9b6-71e3a8152a1c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(5063,)"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "img.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UzkIu7f8EAsX",
        "outputId": "af1f4200-e220-47cc-d456-a9fc850b2c08"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(260, 260)"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "img[0].shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pxkk_g6NdehY",
        "outputId": "f1bf5d9a-0c01-4683-ebe2-a798aea76163"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(5063, 260, 260)"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "IMG = np.stack(img, axis=0)    \n",
        "IMG.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hkvoYQrBdehZ"
      },
      "source": [
        "Then flatten the 2D matrix (260x260 pixels) of each image, to obtain one vector per image. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ir6ICYlTdeha",
        "outputId": "69cbeed5-1c1a-4458-fc67-a6f69f154672"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(5063, 67600)"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X = IMG.reshape(5063, -1) # se puede poner 67600 en vez de -1\n",
        "X.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KNjLjBwgdehc"
      },
      "source": [
        "##### Image Visualizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "bQRiXE3Gdehc",
        "outputId": "c8d2c6d5-a472-45e1-9d29-bf51cb7de768"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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5ckWPPvqoyuXy9RRT1+Pw4cP6hV/4Bd1///1tVNVSqaRyuWwBDWAING6U+qlTp5TP580YeEOAAxIOh7W1taWdnR319fUpHo+b47G6uqpqtapSqaRQKGTgwMbGhhqNhimhG2+8UYcPH9bnPvc5/emf/qnW19dfaNE955HP5/XGN75RN910k6rVqjY2NtRsNi2wZm36AR15fX1dX/7yl/X000/bGiPTFo/HbW7Gx8d1/PhxpVIpXbx4UVtbW6aHtra2LCjq6+uz7GY4HNba2poikYji8bhGRkZ09OhRLS4u6tOf/rTW1tZeCHF1NSYmJvRDP/RDeuMb39hWutDX16e+vj41m01jkzCq1arpY3QEQJS059j19fVJkoEvMCOQqy9bwOnc3d1VLBYzxwZwpdls6pZbbtGHPvQhfeQjH9HP/dzP6erVq9dZUt2PVCql2267TZOTkxodHdXg4KBSqZRGR0cNGMHpQ49iJ8vlsqLRqKrVqubm5rS+vq58Pt9GY45EIurr61OpVNL6+rq2tra0vb1tep79E4vFFI/HTUfhmALoVioVzc/P63Of+5w+/OEPf13axWPHjunHfuzH9KpXvUr9/f0GTl9r+IDmWsFOs9nU5uamZmZmFA6HNTAwoGw2a0FNuVzW2tqaOX7b29v6yle+ou3tbeVyOR07duwZlH4/arWaPvvZz+pnfuZndOHChQN4++s3RkZG9IEPfEBvetObLCg5f/68Hn/8cS0tLalcLhtARdYHh5sgiODHO+CS2gIagD4PEsIqoUwHXxJn/ejRo5qcnFQul1MikVAsFtNDDz2kD3zgA193cg4EArrxxhv1C7/wC3rFK16hWCxmOhYdDavv6tWrRqOcmppSPB5XLBZTIpFQf3+/arWatre3lUqlFAwGza/j5+FwWNFoVEtLSwoEAhobG1MymVS9Xrc1fPnyZe3u7iqZTFpARUCfyWRUrVb10Y9+VL/+67+uK1euvJCi29c4ceKEfuVXfkWvec1rbO3W63V7V5ICktr07dWrV7W0tGRsGz7jQYBarWZgLaNerysej1uZT7lcNiAkEokolUrZZ6RWOUoul9MDDzygCxcu6DOf+YyKxeL1FNP1DTBDoZBe9rKX6S1veYtuuukmFQoFSdLCwoJSqZQymYw50DjosVjMMjbb29tt9WuBQMAUAwhKrVZTpVJRpVKRtOfsVCoVy36ur6+rVCopHo/ryJEjOnLkiE6cOKFEImHZn2QyaTSsVCqlV7ziFXrlK1+pT3ziE/rEJz7xdYG6BINBnTlzRnfffbcGBgbU39+vXC6n4eHhZxhTFNDi4qIee+wxTU9Pa3d31xAZHBscxvHxcR05ckSBQEBPP/20OXNsIpQRgQ4ZjFqtpsHBQfX19Wl7e9uCJBz1SqWiM2fO6NixY3r44Yd17ty5F302MxwO64EHHtAP//AP69SpU0bdI3iMxWIWnDcaDW1ubqpUKqlUKikcDiufzysSiWh4eFhDQ0OqVqumhHAMt7a2LOvbbDbV19enQqFg6z2VSimdTmthYcEUy9LSkgX6GFwUV6lU0ujoqL7lW75Fn/3sZzUzM/Oil7O0t6ZvvPFG3XfffRobGzMHI5lMWlYRA+bXeKPR0PLysh555BE9+uijunLlisrlslG8+/v7zbjGYjFls1mrT8ZgEqD39/dL2jPo6XRayWRSm5ubFmRBhclms8pkMopGozp79qzGx8f1l3/5l/rKV77ydZH1CYfD+qZv+ia9733v05EjR4zdQXBIFgs9jL5kvUkt41mr1QxYgd0AvQcjiQ6q1+tKpVIWdHo6rSTL/kDRZ13XajX19fXpgQce0OHDh/XBD35QH//4x78udDXZ+Ntvv13pdFqSjL0QCASUSqWUz+eNiQN4giyCwaCazaZ2dnb0hS98QU888YQqlYqWlpYMPL3hhhuUzWZtv0h7Ae3u7q7NA4BBKBRSIpEw2+prwwFYarWabrvtNsXjcf3Zn/2Zzp0793WxrqPRqL73e79XP/7jP277k2zxcx3Q25inkZERRSIRjY+PG9uk0WhoaWlJpVJJiURChw4dUqPR0PDwsKrVqpLJpPr7+79qFrPZbOrtb3+7XvOa1+jf/tt/qw996EMHSXt7XkYoFNJtt92m7/zO79SrX/1qK7GRpNHRUeVyOc3MzGh+ft7s2+bmZluWZmdnxwJGehgAhkitWm9PJYSdBksI20s/jmg0aqD51NSUstmsstmsBWSvfvWr9dGPflQ///M/rz/6oz/6ushmRqNRve9979NP/uRPKh6Pa2FhQbVaTYcOHVJfX59lHBuNhiVWSqWSlpeXbc/CRoFZho4nmOSzwWDQ2Co7Ozuq1+va2NiwIBW7AFje39+vYrFo81ur1RSJRJTNZvVt3/ZtuuGGG/Qbv/Eb+uQnP/l1oavRHz/1Uz+lfD5vuhMGH3IkE761taXp6WmTwfnz57W5udnWi6BWqxlozbr3Ohc/xbN8CGa9LYU+y/8BZEKhkCYmJvTmN79Zf/d3f6fz589fN1193QLMVCqlBx980BDDjY2NNmXSbDbbGm8weQSUy8vLVsdHpiEej1t6HgdTamXh6vW6Nd4gm7S6uqpKpWJZ03Q6rfHxcTWbTc3Pz9uGJPhJJpMqFAoaHh7WbbfdplOnTul3fud3XtSZn3g8rm/8xm80KmwoFFJ/f7/Gxsasfo8B4v3FL35RTz31lFZWViworNVqVkMJjYLmQD4gx5hWq1Vtb28rFAqZgicLV6vVLJuZz+fNmQc1z+VyKpVKVu/2ile8Qn19fXriiSdetIonlUrpAx/4gL7ne75H4XDYnHDeV9pTSKurq2o0Gramr169qvX1dV29elXJZNK+i0IYHh7WxsaGBakoi52dHXNoAFR2d3cVj8fbDCFADA4QiG29Xtfm5qZlOoPBoO68804lk0mdO3fuRW1M+/v79drXvlZnz561d69UKtrc3FSj0TDEmvf21L7t7W098sgj+uxnP6u1tTWrQUXJRqNRW49cg6xzIBDQ5uamstms+vr6jGEB7UuS1SH6oBWnCDp/vV7X3XffrXw+r//zf/7Pi7q2O5lM6r3vfa++9Vu/Vclk0sARSbbPPb1NalGzpXbanzeUkiwwZK97ejF0tXK5bNlMAnwooB6sYa6ZbwLPo0eP6id+4id088036z/9p//0otbViURCb3zjG3X69Gljg0BFI3NYq9V05MgRjYyMtDVB8qUh7IeNjQ2Vy2WVy2Wzl3Nzc6pWq7rrrrskyYDDUqlkcsOxIaAFSYfOjAMF9R7GSiQS0X333acjR47or/7qryxL/WIcIyMjxjIJhUIGhiaTyeccYOJbEGxHo1FNTEwYIwVnETlXq1UDpwjgYadcK7hE/jjtALu/9mu/ple96lX64R/+Yc3Pzx+YbA5yJJNJve1tb9Odd96pQ4cOqVaraW1tzQBo1ih+xubmZlu92lejgjM8sOXptgSgZOQ7r4MvNDAwYKUUOPTlctnm8v3vf7+OHDmiD37wgwdZ233gY2RkRL/2a7+mt771rQqHwzp37pw+85nPqFqt6tZbb9XZs2clyXwt7GQ4HFY6nTaACT2ws7OjXC5nvSKCwaABuJubm9bjgYxduVy2EpDx8XFFo1HL2A0MDKivr88AQ2wheqm/v1+Tk5P6l//yX+qOO+7Qb/7mb2pxcfEFluizj+HhYf3qr/6qHnzwQQuy8dl84x4Ap2q1ak1DNzY2TJdj43zAvrW1JUkW4EutwFKSNbbzJSO7u7sKh8PmE9KTg2QQ+wMbSlwwPj6uz33uc9dFV1+XAHN8fFzvf//7deeddyoQCOjSpUu6cOGCKeXh4WEVi0VtbW2Z4k2n0+Ycbm1tWV0UkbtvJOG7MfkukSAKBD2+22atVjOEd3h4WLFYTFeuXDEHBmXnHcTBwUG9+93v1hve8Ab9yI/8iB555JHrIb7nNPL5vN70pjdpYGDAjFQ6nTa6E0oXA3j+/Hn9xV/8ha5cuWI1ZTgckUjEHEyMHAp5YWHBaLTcK5lMqtlsKhaLKZ/Pq1araWVlxWTJRurr61N/f7/W19ftO1DupFbW+dChQ5YlfbE55CMjI/qBH/gBfeu3fqsKhYKhq5ubmwoEAm3Ox1NPPaVms6lMJqOdnR1Dzn0gykDJ4/iA9i0sLOjq1au2J5D/zs6OksmkrXmUDcMbbNBGMvxkK44ePapEIqFHHnnkRSdnSRoYGNDrX/96Q/1xdlGutVrNMuGg2zjDzWZTa2trevLJJ7W6utqGHkqyNZ1KpdqCTF+ojzGt1+tKJBLWFTiRSFitNwYHIwNNBmMbiUTU39+vEydOKJfL6VOf+tR1p6t8LWNsbEzveMc79JrXvEZ9fX1tdSU+oAMQ8dkDMpc+8CR7SWaf71UqFTOuXn+j23GEfL0W8+L1uCSj4AKocJ8HHnhAY2Nj+qVf+iVdunTpOkrxaxvDw8N6xzveocnJSTWbTcu84IA3Gg2VSiWdP39eOzs72tzc1OjoqDFSEolEW5AORQoAl0C9r69P58+f1+nTp815TKfTpn/8Go9Go+ZsezohTCLf1C0ajSqbzSqZTOrIkSM6evSoPvKRj7woncRbbrlFv/u7v6tjx46ZDqRsRmrvXvxcRn9/v8nJB0Y+g5DNZk3HAEYBevs6OUa9Xjegd2RkxD4j7QE8b3/723X27Fm9+93v1he+8IUDkM7BjZGREX3Xd32XXvKSlxjrAycbSqxfb5Rx4HhLLUqyr49k/5OE8PoH/ZJIJGweOutg+Rl6Z3V1VX19fbb+0V3Ly8taX19XtVrVzTffrA984AP6rd/6Lc3NzV1nSf7T46abbtJ//+//XadOnbI1R0lOtVrVY489pqGhISsf4d+szXQ6beAc5R/oZC97Mr6lUkmSLGnA72dnZ1Uul9VsNjU2Nqbt7W0Vi0WlUimFw2Gjf+PLr66umh8o7fmsP/ADP6C3ve1tete73qWvfOUrL4xAv8o4e/as/vN//s966Utf2mbrPUun0WgYAxOwD2BleXnZSnKIYXwfGSjErH38QHxx5hcb7Jtswgyq1Woql8tKJBKWHINZ5G318ePHNTg4qE996lPPe9nO8x5gHjt2TD/7sz+rs2fPqlKpaHl52YINFKmvt6OZCfUhOMF0xkylUiZQEKdAIGA0Tu8MIdxqtWoTiUEBkdnc3NTs7KxisZjm5uasGQ0oz+7urk1+qVTSqVOndNddd+nP//zP9d3f/d36zGc+83yL8GseAwMDuv/++zU8PGzPnEwmlUwmdejQIR0+fLiNSvzoo4/qU5/6lC5cuKCtra22Imych8HBQXMuUCh0vfLHPQSDQQ0NDRktY3d31xAbPocCk2QUrtXVVSUSCaVSKVP4BGZwyE+dOqVz5869aOoyp6am9J73vEd33HGHFVZTS3blyhWrPUilUiqVSpqentb29rYKhYISiYStQ+8cgnoFAgFDvABVBgYGtLW11UapIBDEmBDYg4BxbZQYRmFnZ8f2FcaFjr+nT59uq018MYyRkRE9+OCDymQytt9xgPv7+y2zPjAwoKNHjxrbwGfNrly5oieffFJra2umT6j7icfjyuVyyuVyGh8fVzgc1vLystWuIh+6WcdiMctIeCPC5yW1OZfUiGI8BgcHNTg4qFe/+tX6m7/5G62urr5Qon3GOH36tDU3S6VSkmQ1HzgdoLadDiGGjz3uu71i3HymwWfYfYDpA1YyPMwZf0uymlfKJ3Aea7WazVU4HNbtt9+uX/qlX9L/8//8Py8qx2VqakrvfOc7NTg4aLKFyk5GHbZBtVrV/Py81a0fP35cR48eNRvnAaVcLqehoSGjo7HnNzY2NDMzY0wGgslwONxWP0R9TzKZNH1MiQM1sWTWstms2dNAIKCTJ0/qu77ru/T7v//7L5oa2EAgoNe97nX6nd/5HY2NjVnZS39/f9uxZazXryXIRG/ib3hdI8mAEsA9qMbN5t4xaNhFAiLWNs4kNDsyET745TnPnDmjP/3TP9V73vMeffKTn3xRlDicPHlS3/3d362hoaE2oK1Wq9n6pV6djEyxWFSlUjFwkGCbbKS3U1JLt0oyJgMUZ2ppmU9kFQ6Hjb3j6zzp7r62ttYW+Eqto5gKhYLe+9736r/+1//6oqoVfM1rXqPf//3f1/DwsP0MGbCnCYBisZjW1taM+RcOhw2IQp6AVdhFvw+YG2rw6YVCXWulUrG+J81m01hvvnkSQFUgEDAWIbXe+XxeY2NjOnv2rP73//7f+o7v+A59+tOfvu4yvdYIBAK699579Zu/+Zs6evRoWykIYKZvxIj+XFtb0+zsrO1331Nja2vLMpb40j5YpdES9hA5EkzyvU4qLHGVB2XxkUhMsL8ymYxe97rX6TOf+czzCgg+rwHmyMiI3vSmN2l4eNiie1AssoQLCwu2KRAodWsYPRZnNps1eiABCwg5dEImC0MKQoVC8Wls6Cvnzp1TKBTS5uambchQKKTR0VHbXNVqVWtra9rc3FQymVQulzOayuOPP/58ivFrGgMDA/qGb/gGo9SwKDF+29vbmp+fVyqVMsNIJotFDnpFkC/tbTCaphCc4Pgha+asv7/fEF3fFcujPNyHzBMOFU4MTrrvGpzJZHTDDTfo8ccff8GDnyNHjuj7v//7NTY2Zs4JQXkoFNLw8LCWl5eN5hCLxTQ2NmY1DDjB29vbRnlbWlpStVo15GlwcNCQr0qlosXFRU1PT2t9fd2cbAxFKpVSrVazI00wpmRRmQOyosyZ70bGXA0NDSkQCOipp556weUsSYVCQffdd5/C4bDRg/0+3tjYUDQa1eDgoI4dO6Z7773XKPM4ZgsLC/r7v/97ra2tGYUSWnIikdCxY8f0spe9zNBc6jN9prTZbJpuqFarlpEsFovWUMVnojEC1AX6eiwy25FIRK94xSv013/91y+KTObtt9+ub//2b7dMSzAYNDmgj6H48TPWIvOB8fKU1856b4IhQCwfgPqaKvYT+ygajbbRY9Fx0By9zDGuOKIjIyP6sR/7Mf3yL/+y/v7v//66yPOrjVtuuUXf/u3frkwmYzoQ0Kle3zsfuFqtWnM19i5Zgscee0xra2uamJh4hj6XZA2rCBzROxsbG23y6uvrM4AXZxs6Mee5cR1JlvHDRtLBEPtBPfjb3vY2/dmf/dmLolHKgw8+qN/+7d9WJpORJOvrwACAvlbW69mGz1R2giwEVbOzs1pbW7MsHtk6TzG/cOGCxsfHNTk5aeANegbZ8oyeqcUYGBjQH/zBH+j7v//79ZGPfOTAZLafcfToUb3nPe9RNpttAzCh9WFj2J/4EmTPsKNSezdehgeoJJl+kNTmjwCccE/WK8EXjJVGo6GZmRmtra1ZRg3WC0wvnrNUKum+++7T//pf/0sLCwvXWbLtIxAI6N3vfrd+9Vd/Vfl8/hm/Gx0d1dTUlB577DHlcjmNjY0pENjrjru5udmmL1hTBHuS2sBrSSbLUChkpU2rq6tWEkKShqz8zs6Ojhw5otHRUSWTSZtjmjmm02krM6F5E3TpWq2mkZERffjDH9aP/MiP6Hd/93dfcODkbW97mz74wQ9aOQz2inIwAkvopgSZy8vLmpmZsWB6Z2fHjibxrDL84Fgs1gZucC0/T76eGADB9yagdhb5Ak7SgInPSTLK/utf/3p9+tOfft4AwectwBweHtYb3vAGpVIpK+SGoobjgnPrMy4ois4NILVqpQj6oMXFYjHLqDUaDTtjEHRlZWXFDKfPiBJgkr0LBALKZDJmPIvFovr7+3Xo0CHl83ldvXpV8/Pz+sxnPqOJiQldvnxZDzzwgLa2tnT58gt3HM/AwIBe/epXW0BGahyEyWd2PTJIDRtBI+gHiCrK2DuKvrMpG8Are4IAHGkcSm8s/P19AMqz8VnfHESSbrjhBj399NMvmEN++PBh3X///daYZ3d3V2tra7beIpGIRkZGlEwmrQU1SDeoIJ3AFhYWFAgEtLGxYVQSePv1el2FQkGZTEaLi4taXFy0zpwELciJ7mFQP9lTXMuj6VA3CIbIBvquZclkUpOTk7p06ZKhbC/EGB4e1r333mu0agIeSW1rGsfh6NGjJkfG9va2vvjFL2p1ddUa/wwMDOiVr3ylOX3Hjh1TPp9Xvb53rA5Kme+zRlHoyFSSdeLzDifyBnTh3FLmC5AKetytt96qhx9++AWt87ntttv0vve9TxsbG8rlctaNmwwZcqbmQ5IZOgJxKK3sZ5gSIL6dA5AJ588bVTrPEsQy9ziG6AvWNfooEolYdsSXUlSrVQ0PD+tf/at/pV/4hV/Qww8/fP2E2zFe+tKX6ju/8zuVSqXMiQX4ALlmlMtl0+PIigCxXC5reXlZo6Ojymazlu0KhUIqFApGGwa8o0M7QQ96va+vT9ls1uwg12f9AtYGg0EVi0WbK+w2ewHnEvD4m7/5m/Xnf/7nOn/+/Asi50AgoLe97W1twaX/ndRqLLW7u2vMkq/12n5g66DAFotFLS8vq1gsKhqNamFhwWQIKIgPtL29rZWVFbO5OO/4KfQ/8F2XPXAbj8f1i7/4i1pcXNRf//VfH4Dknvs4duyYvvd7v9dKNTzbgJpifAwPGEky4M1nHD0ISuDvqZ30LPD6FvYErDNJxqRqNpttzW6gEkI7LxaLBt7AGvLnH8MGe93rXqdPfepTmp2dfUHkHAgE9J3f+Z369V//dWvU1Tni8bgmJye1uLioQqFgWfpCoaCZmRkD7im/QYeura1Z5pPmdgB8BJnoDPY8frmvq9/e3razvPFv8CVpHJbNZq0JIYAmPpK0R5n9jd/4DUl6wYLMQCCg+++/X//xP/5Hs9++IR320ZcMEMjPz8/rypUrBjLBIMFHw2egBEVSm03D72Wg//HpmANPxeeZOzOiMAbYZ9LevsCnpw/H3/zN3zwvmcznJcAsFAp63eteZ/UigUBAS0tLVmfpo32EwMHwBIlk0EBUcCDS6bRRtkDBcM64biKR0MDAgAYGBrS7u6vZ2VnLOOBcY8wJhra3txWPx5VOp+0edH4ql8uamJjQyZMnzZhcvXpVgUBA+Xxeb3vb2/SHf/iHLwgtKJfL6Y477rCuX5K0ubmp/v5+DQ8P61WvepWOHj1qVEIcv+npaX3yk5/U9PS0IdI0O0ilUjpy5Ihe8pKXKJFIaHd3VysrK1pbW2vjfvtgk3ozEK7FxUUtLy9bdyw2VCaTsTNIpVabd7IR0GX8mUs0dhoZGdH4+Lj+6q/+6rof+TA8PKzXv/71VhhP5revr68t2xcMBrWxsaH5+XlTAPPz86pUKioUCsrlcpYRKpfLWlpa0uDgoBqNhubm5rS0tGSUlUQioUKh0Nb52KPDKCecFkmmBJkXAkqMMAaXZ2MuyWZzBA1B5gvRtIPMJYAH1BpPfQoEAnYcwKlTpzQ1NdWWLWs0GlpZWdHi4qLV56TTaU1OTurkyZPK5/OWiQsEAlpYWNCTTz6pq1evGuOBLnBkTbl+JpMxx5SMsb8vMhwaGlI+n1e5XDYkk8HcxONxnTlzRo8++qjVuFzPccMNN+j973+/nXsLUluv102neAeO+SiVSoZAA57wbzJuPsD0VFaMMvLC0fF1LMw1hhH6D9fz1CR+DoBC5pn5Iss6OjqqH//xH9fP/MzP6Etf+tJ1l/Xhw4f19re/va1xEjRUZERpBllNZCnJMpt8d2VlxWrfs9ms0um00c6wfcid7PPi4qKVmdCgzVPxJdkxSAQBZDh8cyeOLWHe/bw2m3v1pA8++KD+4A/+4AUBX9/4xjfqQx/6kDKZTFt2vHN0nqH9XAcO49bWlpVLkKVjDpvNpjnRvuYbUAC5sX6LxaKazb3yEK7je0h4ewqd+ed+7uf0gQ984Lpn6A8fPqx3vetd6uvr0+bmZlvwB+BA7R17m+7qrCkvS/Q76whb5WvQ+DkBELpDkrHYWI++xpbAwHdLBTiUWgAhQTJ1/oDJmUxG73jHO/SRj3zkBaHL3nvvvfr3//7fP2twKckSLslkUjMzMyoUCsbEGx0dtUwZTB/0tA+U0LcAelJ7JjOdTpufQy22r5cHYMlmswb4MYew3FKplHZ2dqy0rfM872Qyqf/wH/6Drly5os9+9rPPt2ifMV796lfrV37lVxSPx40Jhp0jbsD+oBfL5bJmZmZ09epVra6uGv26VCq19bxAzuhyMqCsWeaRZA3Z5U7aeGdiB7vA2m00GgbsAJhIrW7L3CcYDOquu+7S3/zN3xz4kVMHHmCmUindc8891ogA5Aik1v+Ng+adN98QwrdObjQaRk+Nx+NaWlrS2tpa2wKmGQGLADR1YGDgGXU/CBvaBoEtKAw89Xq9rrm5OTtKYmBgwCYcam6tVtMb3/hG/Y//8T+ua+CTyWT0ile8wlr1Y7hoZ3/ixAkdPXpUAwMDbcZ1c3NTjz76qCKRiAqFguLxuCYmJnTPPfdI2lvIY2NjSiQSWl9f1+XLlw1ZBeUCAfTdr2h4QpG3z0ZiICjuJlNM9mx1ddUMbDKZNBSHjYiyi8fj+oZv+AZ95jOfuW5Zn2QyqVe96lXmUPf399s5Z1CzV1ZWtLS0ZM4GHfOg3gwNDVlmmWD56tWrmpmZsewhGQtqGCqVitbW1ixjB72LuhYCVZQLDqhf31KLtoHywZCz53Bk6UKG8zkyMqKZmZnr2l02kUjonnvuUSwWa2s6VSgUTCaJREKHDx/W2bNnNTU1ZUffdGbJOYiYeiu6Bp4/f14XLlxQrVbT6OioDh06pGKxaEEgmY3t7W3LnPlz6ngmmo4hYwxIKpXS+Pi4BgcHjRrHtWkSRC1Ks7nXbOGWW27R3//931/XrPH4+Lje+973KplMan5+XkNDQxaISHsZNDIvOF8YPgITqUVfRZfiiHiqKoAR1/cZS+YLGj6gB2uYowr4OfZAah3+TTBElg/nCceQ3xcKBf3Ij/yIfvqnf/q6Bj6Dg4N6y1veYplE3zQnHo+bnWOtAgbSXdPXbXtwjmY+sEUSiYTZVChtvuFVrbbXxRE9QI1+s9nU6OioAWjYEzL9W1tbRqX1R/JwTQ9a8WdwcFDvete79KEPfei6Ugtvu+02/dZv/VZb5vJa1Fd8hucy8E18Mxmag+HYcYwUvgwNN1iXOHWhUEhra2sG8JKNk9R2LFgnqIuz7mmlR44c0b/5N/9G73vf+67bus5ms3rd615nnWAJMgA+kTnrARvkgxfWoQcAPAXe923w15RkGUd/hIlnTOHvcS1AXW8fvc/o9Uq1WrU5ADTE3j/44IP6vd/7veu6pm+55Rb9/u///jOy8Z0jEAgol8tpdHRU586d00MPPaTDhw+bPYdtJclki/6JxWIWPPqsofcX0O3JZFIjIyPmh7N++d76+ro1+EH3UPMtyY748j+TWhROapd/8id/Uk899dR1zRrfdNNN+vVf/3WlUqk2UMMDpP68Smp7l5eXtby8bI2W6OXgv4sskWtnVt9n8vkMx/UwvP7n+fxa5zPsCXS2lzP+JrFMKBTSLbfcos997nMH6lcfaIAZjUb1qle9yrqygmKtr6+bs0jw55ua1Gp7baxRqD6IYRJxUtbX143CSmbT1+XgbHN8AcgLSCa/AzHwbZqhGs7OzhoNkmzapUuXtLGxoeHhYaXTaa2srBh1IhKJKJ/P67Wvfa3+5E/+5Lp04oxGo3r961+v0dFRO9w9m83q9OnTuvXWW4065TOb0h46feHCBV2+fNl49blczg6VJ2MRjUa1vr6uJ598Uo8//rhtKE+FQAnjaPT39xsoACrsqT2gXwTB0JDpvIoCo0mHR5Z9u/ZMJqP77rtPH//4x593WUejUd1xxx3K5XLmpFIvSUOG/v5+OxaHekpQKb9Zs9msZYpKpZLVMXBcAO+5vb2twcFBjY2NWYZsdHRUwWDQ1nGlUlE6nbbGQouLi1pdXW1rLuHphMgXp6ezHhY6HNlYsitjY2OamZlpy9I9n7L+hm/4Bo2MjGhjY8PWDLKZmprS6dOndfjwYY2NjT2j3tgPAuZIJKLBwUGrA5+enrZa3lAopMnJSb3qVa+yYA/Z0PgB2eA8eTSevUVtD3TPwcFB9ff3a2trS5ubm1pdXbUjeujojCNKtieVSummm27SP/zDP1yXgD6Tyeh7v/d7NTU1pc3NTQOnpFaXO4JLPwe+DgqjRQYBA8kaA/n1Oha9Qc291OoaDWWI6/B931AIJ5XgAD2BnfD1LZ31diDGR48e1Y/+6I/qp3/6p69Lk6X+/n694Q1vsL3PQD8SsCEPMjyeaozu9U1LcOjIuBOsct4ltH2yztKeHmBN1ut7HU7Hxsbaal85HJ3BXLD+faMn5Opr5JivYDCofD6vt771rfov/+W/XBfwZGxsTP/tv/03jY2N2c/Y177Gzwc0/t8eKPJUWl+2QWDD8McjMQdQ/nzW3ZdA4Hv4sx79EWLQGHEO8XGg3AWDQctEY4+3trb02te+Vr/3e7/3vDNPotGo7rrrLgUCAc3PzyudThv7IZlMttEn0Y3eJrGePOCP7+H3O74Ia4yAm+t4+rh3qL3zDuBCYOAbiCUSCfNDmS/sJPvLZ1NhWN133336n//zf14Xhs/Y2NgzGvowrkUf7evrMzC7Uqno6aeftvKBTCZjtd2MUChkDX98QIKNYn36fRAIBJTNZnX8+HFtbm5qYWGhjV1RLpcN+M3lcs+gNsMe8gP7wDNsbGyoVCrpO77jO/TBD37wujB8hoeH9Ru/8RuanJw0sAK95Zuc8bP19XUD+VZXV1Uul7WxsaHZ2dk2W4dM/Xz5JIr0zE7WHnz1e4KYCT3lAQH2EddiDfh96Gm52E/01s0336zPf/7zB+aDHFiAGQgEdPPNN9shwyxIAg4my29gNrGvo6FldGczGV+vCYcZo+ZpDKBQBKFknPL5vI4dO6apqSlNT09rZWXFFjB1hygq6jm9MQWh4aDa7e1tzc7Oand3V9lsVvl8Xru7u7rrrrv0l3/5l9esOzqoEQwGdfvtt6tQKGhgYEAnTpzQkSNHNDk5qYmJCVMunYNubhyKfejQIcXjcRWLRZ07d06PPfaYGYbbbrtNsVjMuoNhDDhjjQWZTCaNBgMwQJMJ5laS1frk83kzQKurq9YSfGBgwJpeUAvH2U0gh9BGoSO9/OUv11/91V89b7IOBAI6c+aMpqam7FxP3ok6Os5IJPil6QUbmkCUAJS9QKaTboG7u3tddzF2Y2NjOnHihJrNpv76r//a6gyHh4eN7sA+wbAyR+w5EF2vLHD+MfZ8jz3lDStB1MDAwPN+9EAwGNTLXvYyHTt2TKlUyu4fiUQ0OjqqM2fO6KabbtL4+LiBDtcKLKU9RU1tDQh1IpHQuXPndPHiRdMLsVjMzl995JFHrFkBiKSvBfdggKduE4SxNggaOOfRdyaUZI4g7ww9aGtrSyMjI7rrrrv0t3/7t89rQB8KhfTWt75Vx44dM8cL8AS54giwTnAQAO08rd0HPZIsoPHZT9Ycxs2vMQysX7M4+lwXQ4ljz5rGOPrmbt65hY7kM0fhcFgve9nL9P3f//36pV/6pbYGTc+HrO+77z5NTk62MWVgQ/C+BIKSnsE0IPj35SU+aMFJYd2yb33mnoCJngTYNtaer7lqNltHwsAEYg2Q2cfBv1ZGicCe95mYmNDrXvc6/emf/unzuq6j0ah+7dd+TSdPnmz7OcEDo1KpaH5+Xvl8vo0y6NlTPgtPoO8zGawjzwzxdZbIk89Ty03WYH193eho/hxe392THhOsCe4D+L64uGjHIEHPSyQSuvXWW/V3f/d31ww+DmIEg0HdeOONyufzbbT0crlsdpJsPAEZsqQBIOvKJwpwnLkHMscXlFqZRfY2eqLRaK+PhzmEnqLLNwwJz+DBeec5/fmZ6Cm/bpvNpoaHh3XffffpYx/72PO+pn/xF39Rx44de9bPoB95976+Po2OjmplZUXT09Mm54WFhWf0fOAekkwX4Qt0ZjIZ/CwajWp0dFR9fX166KGHdPnyZQNaQqGQMplMW0mQX8sERlJLl+NPUSdOv4LR0VF94zd+o/7kT/7kefWro9Gofvqnf1onT540+y+1/AzWCXHGzs6OdZAnwFxfX9fi4qKuXr1qsQNBJtfyQSBBpmeASK2jt3x20ttjvo9ekGTXYS942jFBv9fzksyPx2+MRqOamprSuXPnDkR/HFiAOTY2ppMnT5rzIbUOB/XUnr6+Pg0ODrZ1hqTTmM9GklEBBZBk2U1vADwtR2o5KVLL+UDRp9NpxeNxFQoFzc7O2jEZKGrPTab+EkcRGtHa2poV/UYiEcvQsmlOnz6ty5cvP68d9G6++Wa9+c1v1o033qjDhw+boYSug+yl1uao1+taXl7WxYsXVS6XDbm+cuWKnn76aXO6o9Gozpw5o93dXX35y1+2TYKTQTE8lCA2GG3xCfhpmoBTSF1AOBzW5uamlpaWrD6uv79fwWDQgldpjyoJ7RFKBmcx0UBnfHxcR44ced4aSQwPD+vkyZOWpfE1UaB109PTajQadm5ZPB7X2NiYoVzz8/Pa2dnR4OCgBRRQ01CylUrFjoo5duyY0um0ZZpXV1c1NzenXC5n98nn83aOHdnQjY0NA0UwDqx9nCYMLIBMs9m0ulfeD0DH1xukUqlnZGMPerzsZS/T/fffr1wu11bnmkgkdPvtt+vQoUOGeELllWR1TR5QqdVqWlhY0PLysjkzly5dUqVS0fDwsNGwqTUFfHrqqaesMQeOJ7LzxfN0TPaAF4giTiRGAPAKedM5O5PJ2BqHZdHX16epqSktLS09r52pX/GKV+hlL3uZAYFbW1tWRiC16kNZD6xTHxDx/pIs6+gp7wBLgHWSbD1JLVSWGipP4cSxo5bKNwJhTWMHWNfXyopKMgQeNJ7PBINBveENb9Djjz+uP/7jP37eZH3q1CmdPn3aHAlkyvv4xhHebiIT3+iIv5ERgQu2k3W6tLSkRCJhgVO9Xrd1xnXpPk0XR99dk3tgS3lOmCU8o6cv4th4VgG6PBKJ6MSJEzp16pQee+yx503Wb37zm/XSl75U5XLZ6vybzeYz6PPQ1slebWxsKBAImOPtqfCeqi3trdvl5WXT5dDwR0ZGTNf64JK9AJjI3OE/1Ot7Z+uSHZH2mC6AB2T2eRaaF+LEUpaBDahUKlY//3z1hKDzLWuFfSjJ9ByNiXziwAP47GUaHXn2GQAqsiTB4INI9I+nwLIGcZa5PvPvs5g8o/cpPTjA9fB/fJCJTnrJS16i6enp562eOxAI6L3vfa8eeOCBZwVTWUvoP3RjNpvVTTfdpIGBAQt2stmsisWihoaGLNvsB7reH1nns1w+g8b+hw5+6623KhqNmn9IGRFgAwCV90ekVsIJWV+6dEkXLlwwfxsWy5kzZ3Tp0iV98YtffF5kLUnvfve79cADD5h+YG3DVPIMTIJ2/s3+W1tb08rKir2z97/RK+wDZOGp2T5wBEThGsQzPuahiRPf4V6dASn3xh/huoCTXK/ZbGpyclLlcvlAaMkHEmCmUim97GUva1Mokto2OI0v4vG4hoeHVa+3jgTgZdPptFFQoWieO3dOktomi7+hX5Kx8ah4qVSyxYvzXK/X7XgJDpxmo0E1IbPkDStpZbqhzczM2GTGYjFrP0ym79Zbb7Wg9aBHPp/Xa17zGuXz+TbHmvo9gjWveFEIICHSnpN+5coVCxpwHDvT8CgMnAUWo6+tBQTwaCLOh29YwRx5Djufx5kn2+CVPAEm6C3t3iORiG677Tbr2HeQo7+/X2fPnjVagdR+tAKduaLRqCqVvTM9S6WSNduIx+O2vlZXVy3AXF9f1+OPP24NOlCuKIWVlRXNzs6qXq/r0qVL1sWYhktQqoLBvcN5l5eXrYFWZxMZ9geKDBlTL0MTG9atpLb5w7EPhUIaGhpqQ5IPcpw5c0Yf+tCHNDo6asEYzyLJsj3N5l7X58cee0xzc3OKxWIaHR3V8ePH29D+nZ0dPf3005qZmWnbA6ytQqGgfD5vINf09HQb7Y2gFX1QKpVsjnAscdw9TZRsJawJb6QBHHwmgqZa3oAEg0Hdeuutmp6efl70x+DgoF73utfZmlhcXLSmLuxfTy3F6fBNHliz/B59i1HD2cEQEjCxtgA5CC4JcnwdPk5gZ6bOUxF9tt03rMCwsoa4Dtfm841GQ9/93d+thx9++HlxxrGLrOlAINAWSPNMOKzeWcRuoSPRpZLaHApATjKdnpWAE+SbywAO+jMuceJY46xj/1x0iaV7O7ZdanXzZY7Yp6wraq2+8Ru/UQsLCwfeSELaC3q+/du/vS3Li6NM4Mj+ikQiVhPPPPD+nRlZHHZ+vru7a2c60kgJijzr1wN6AFA46Ol02vY+3yEoB1DH/nlwi+dDtmRLsL3odyjiL33pS7W2tnbgtORkMqlbb71VkowdAN2109eivADQkqAPfeADDd/J3gc0zAGBimfGAZRyL0lmF3k+v05pKIMf4fUSc889vZOOjkdvBwIBJRIJJZNJveY1r9H09PTzQrWfmprSD/7gD7atLYZfqz7zi35mj2ezWU1NTUlqZSo7qal+8F2CJ69rPIjrdVcoFNLg4KDOnj2rpaUlXblyxXQW+tr7n/gd5XLZ7DDAzdWrV62J3NramrElYrGYXv/612tmZkbLy8sHJmPGiRMn9IEPfECSrLyO9/RgKCCdB04lGZBEwsXXqiMnz3Dw3ed9Br3TfkntNbDsDUnmW/N87BXWbydQxp7DVrCH0JOezn/s2DHri9LN6DrADIVCev3rX6+RkRGjJSBcjBSUycnJSU1OTqpYLOqLX/yilpeXrRYym83q2LFjOn36tNWQXLx40QI1jCgTheFCySFAjDPP5mlSIA3ZbNY6X0Wje+fo+QHCwDXILkiyJjU0T/CUDIwVXOb/+3//74Gm9CORiL7t275Nt912m3K5nNVgkF1iodKCmudnEZIhxBB1Zg/I1CYSCaVSKaMP4lhLrcJkT5tF+XRmFTzQwP2QEaiKN8KRSMQaQ/miZh/UedqBtBcM3H333frYxz52YLIOBPYODc9kMrbmPGoE+gn9Egos7zc9Pa3+/n5NTU1pYGDAgkU2Md3FvJJmfRK8s3cymYzOnDmjoaEhbW1tKZvNWge2paUl6+7LuzebTTMkGHzv+PEz34DIz6NHwSS1OWaDg4Oan58/EBkzYrGYfvEXf1GnT59uC7aQiw8OJGljY0OXLl1SqVSybnojIyOKx+P2GdBQZEw2A0eP+cLRA5jheTwKT1MWr5z5LOg3tYucddoZMHAOlac3EnCGQiGjmDNCoZBOnDihL37xiwdKcwuF9o6PoAEJgRYBMyCQRz6ZE/QqwT77sHNfeOfQZ2vYrzBWAJ0AtnBC/CHTvnEPATF6xf+7M0DHyGIcAbsIslhb0WhUR48e1fvf/3791E/91IHWvgYCAd1yyy229ry9YU5xGJAz9srTkn0A7WlWONSS2rKTnRk3HCH/c2wC90ev+hpzyiCws1ATQbxxqAgSyIZ6KhwlDbzz4OCg3v72t+u3f/u3DxSoikQi+r7v+z4NDw+bPoNqR8kFVOFkMqn+/n4VCgWTswdNPKUM+0gGA6CZOajX92pYyT4S0G9tbdnZ3jwfDa7ISMM2Qi+gm7k27BLux3rg4HZ0BnuDtY2vk0wmdebMGf3DP/zDgdnFYHCvNCeRSGhlZcV0oq818yBGrVYzPY1O8QEdvgIBPmVKAHEwnlhTHqDy2XaGd6h9Voj95vWQz8j57E8gEDC5etvja2UJbFdXVxUOh3X33Xfrz//8zw+UKhsOh/XOd77T+o5wfBS2w+s+5t/rQvQ2gaYfz5YNZXR2B0cWnbbIy29zc9MYiYDbnoHi57kzePIDsIIzwemXwpq655579NGPfvRA/epoNKqf+ImfUD6fN6q3Z3HRHRpbRtCLrWHNbm1t2UkZJM6wW6x9/84+ePP3Y5599tOvV65DEzivN5AL9t3HQ/wOO8EzeVvDdUOhkEZHR3Xp0qWufJCuA8ybbrpJ99xzjyHuLE4cOrraZTIZo6ddvHhRV69etZoRougLFy6oWCxqZGTEaCAEmD7N6+tKcEpAGNgQKCScSp/K5twp6h0kGaUzkUjYIvHpcTp7YrBxykDsmFye8ejRo5qZmTnQdtYPPvigfvZnf7bNmSag+dKXvqRyuazh4WEVCgU7FxBHd2NjQw899JAh9Ri9er2uoaEh644bje6dmVSr1TQ1NWVI6dDQkCKRiGVveW/QwlwuZ1kx6ipAHgER+vv7bS6oO4SeCWpE92EyQPV63QLpYrFo5+OlUinrUMZmOKgsRD6fV6FQkNRCiaSWUYLGQ2ODarWqXC6n7e1tk9PS0pLVO1y6dEnT09OmODl+xCNiIO0cMRCJRKwTKYoPBcG+2dnZUSwWUz6fVyKRMJABIw7oIbWMLlk830BLkiFanvbmnUCa5ZRKpQPNrL3lLW/Rq1/9alPEUrvh6jSG6XRa4+PjWllZse66rBVGKBQyg7y5uWlyAIn2Davm5uaUyWR06tQpZbNZ1Wo16/iKM0G2zR+B4euGM5mMyuWyHUeDQUY/oTsIKgnqyMrTzp/9sbOzo+HhYWWz2QPtSn3y5EmdPXvWnAeQfChs0N5xYqBzMw+8D5kzb+TRn8jZH98DuETgz3U8hdJn6ph7dEW1WjWHnWDLGz0frLLOMdSg9QQHOPXoLxzEu+++W5/5zGcOTNZDQ0M2f6wZf24zcub5ccLI+hHME7zhuPHMPiOws7OjarVqzmRnVkZSm872wJPPCnld4Z11SVaywj4gQO+kNXJ9OpnzrNHo3tl4R44c0SOPPHKgZzbecccduvvuu60UgzpR3iMYDGp6elo7OzuamJjQ5OSkzYUPGsmU4AhvbGxoZWVFmUzGguyrV69aBh4gVtrTyWQUAb5Ypz57AfDBPHpgmDXM7+kOzPl5zeZeiQ7HfwHCeuqtB/anpqZ09epVzc3NHYic6bjNvTwVFYZDZ40jQS8/86UErG0cXt4FvbCzs2NdTX2GMhhsld4gN+5PcOMDTKnlcMPyYZ0CnqGjACAlmT+EriLzA9sDx398fFwTExO6dOnSgchZkm699VYdPXpUCwsLFsAUCgXb38vLy6rX6+aDoE+uFTz+UwHltT6LfZBalH2flfT3A3SliRDnwXYmFDwTxQNt/r5k3QcGBjQ5OWmlazS3GhoasjPoD2o88MADuvvuu63cCAYHetj7Rdvb23ZmMGsmEAhYYEomnjXUCTp4efiA0NOvkQV7RZLtM5IyUitgRIez/tlX3l/1thddRBwB0Mj7JBIJ81uSyWRXpVFdBZixWExvectbVCgUdP78eaOfeN4wtIStrS196UtfUq1W09LSkk0iymZlZUVzc3N66qmnTFAEqs1m064DHSWVSlkwCLoBvQRFh8OB0vbZGyYS4042wtPbfETPpEiyDQ+tFodSaimuWq2mm2++WbOzsweC1uZyOf3rf/2vlcvlJKnNmNPsB6cMZQ4dBEpHoVDQU089ZQ6b77q4s7OjfD4vSZqfn1ckEtGRI0c0NTWl8+fPm7NN/SldUEFACFzIAHGQeLlc1sLCgqGOdE0kC+JRd480etkjc5QcAAO1KtVqVbfccosWFha6ljXZI4AFjwiB5uNM5fN5yzzStdCfb/boo4+2dR0F/QoE9s5wpPYGBcr6yufzRoFmXfraNBzkkZERmz+Ky31mGWeG/7NuJbUZ+U7qhUeGWfc8x8TEhJ588skDQRCz2az+xb/4F2373Du2nQEmaOKtt95qQWIoFGqrJ2HdjI2NaWxszIAsak19hoigmuwhNFdP08bh5DxXDAkySSaT1s2Xe/tOh5IMoPJ1jr7mjUCZZivMy/DwsB330+3o7+/Xvffeaw1FyDjRFMdnvXk+ZI8hQt+AfrKm/fwB7uG0s/ZwODCkPovnM2tkxHz3VIwxjiXGnjXeqZu5Fw6CDzZZM56BEo/H9a53vUsPPfTQgYAn6JBqtarFxUVFInvnNw8NDZk94vgP1pRHuckG4RSzHtCb3sbwPpQO+DpTqaU/cWYIcqSWU0P2A71LQMR+5Pxdspo4n2QtEolEW5aCgJN5ou8CRw1913d9l77whS8ciKzj8bi+6Zu+yQJ4T6VEXtvb2+agUhvmQalyuaxisahYLKZCoWC1mdCCm82m2flLly6pWq3q8OHDbQDI1taW6XBfvw3oyr9xUPGVoAEyV4CpgUDAMpX4OLVazXS81ALgrkVvZy5e8pKXaGlpqWu7GI1Gdfvtt5te9jRLfkYgyB6khphAlM9Sj0kGnN4BgGs8e61WM7qhp35K7Q459ybgxO+hthZ9AiiGPmKNl8tlra2tmZ8ptRqw4ZD7LBGBE76MtBcQXr169UBYEIlEQt/yLd/S1gzq6aef1tjYmCYnJ63sZn5+XsPDw5qYmFAmk3lOgWTn3PHOXp6sL585ZV3jh0uyZA06mPWbyWTagl7PluN+fqD/STjNzMxYvwWacQaDQd1xxx2anZ09EFlns1n94A/+oBqNvf4W+LUEZDBQfN+K9fV1i11gfxSLRTtZwtNZkbFnnPCuyB7fzoO22FNiFC8r76d5AJG17j8DiMhzeLYM32N4u8DPDx06pKeeemrf2fmuAsxbb71VqVTKmvRQl+epooODg4rH41pcXLTAzht5nAaUja/xAyUko4XhQuA7OzuGmNDV06PgPorHUHvUgQmEvsTz4xAidIyBnzyP1nsHHodH2qt3On78uJ544oluxCxJete73qUTJ060Pbe0Z5Sy2azuvPNOy2jV63VlMpm2d49EIjp8+LBGRkZ0+fJlraysWKYRJxP0nL/9WY9kf70y9zUYnFE6NDSkeDyuXC6ncDisJ554Qtvb29YtlmM2AoG94xz8RiSIo4uer8uUWnWijUbD6g+RP919u80YFwoFDQ4OWubd07EJJnCoGo2GdX7FeWIdjI+Pa3NzU/Pz80okEhZcknGn1rdYLJqzDBK2tLSksbExkyV7hOAGRBuQpF6vG52K/YPj47MOKGlf38a6Zk2j9HCIcN4xtCMjI1pZWTmQrrJvfvObdfLkyWfQb3wGs3PgQPjzGv3n19bW9PTTT6vRaOjGG2+UJKPU+qMwCEDIKiIT3htHBio0+8hTSJE5WX7/eZxJqVV0L7Ufc0CAyWAv+bUIDbrbceedd2pkZKRN5wUCe6UJdFhkTQOg+MyLDyB5J2ROcII+IFDxwSCZCubLX49n6gRRcE58vRZr1OtwPgc46LMm9Xrd9AmZVYAFfhcMBnXbbbfpDW94gz784Q93LetCoaBsNmtAELRGmA6ZTMY6uOI4e4CHdQbQgR73QTa2EKYCwATf8/U5yM5nHbgne8fvfRwpyiUItrg/e8nTx/31AU/wCRKJhAYGBpROp9Xf368777xTb3rTm/SHf/iHXcv6zjvv1LFjx9qa7CBT9nG5XNbQ0JAF7tgW9kGhULDMsneIsQWsz8XFRQNasYvMh9Q6rgT50Q2zv7/fMvw8n+9KffXqVW1vbyuVSpnMpZbeIDPqmQYAfp5eS2Dr98bQ0JAmJye7boR36tQpnTp1ygJkAGrk4TPqBN4EvsiaM119rwuuge7z2R+pxaIJBoPPOEqDQZDIXpbUps9YC+gsnr3Z3KN2kp1knzC/nhXHevc11ATDgJxjY2MHkll78MEHdd9992l9fV0LCwt2BvnMzIweeeQRAzQBHIrFol7ykpf8k2dkenn54MxnFgGimEv0OnsLvQrzCt+FOaH8jGt5/cLP0HOdz0RzLhhHCwsL2traesaxdaOjozp16pQeeeSRrmX91re+VRMTExbIwxpgLfhyGBgCUIHxQ1lDAG6sWW/POt8V++dLDNAfBKMAgqzbzvjGM778PZgnvy/9vaVW2Rq+iLf7tVrNqPz9/f1dnSKw7wAzEAjotttu0+bmpubm5lQqldoaWuCU1+t7HZl8kMDLMzz1B/ojSqderxttkAkDVfBUWAyjb1iAQP2m4WcElfyexZtKpcxJKZfL5vB5TjoTRPdUUA9QXm9Yz5w5oyeffHK/Ypa0F9B+z/d8jyS1UaX8+xEM8nOPbNDhqq+vT6dPn9b6+ro9r880QOnkiAcccZxqED3+xrlgYEw4zLdYLNpB0lCmmBuUcr1eb0MPMRKg6j61j0PAs/NszM1BBJhHjx61e2No2PjIlMCCIJtMdq1WUzablSQtLi7a2mBtQaXsLBD3wVw+n7fzMnFqUFp0ql1aWjKnj3VPdpIMKXOLEfdBJfdEbtSc4FzhSPog1AcRhUJBKysrXdWcBINBveUtbzFFB50Kpct4NlS2E2jhnWBCbG9vG22Yzm7UT3N8CTqAoNvXEflGTQRNKGHWByDX+vq6ATWe1uidJZ6X90yn08pmswoE9ujrvlkHBk6SnXPbTRYzGAzqnnvu0fDwsAUj3uGiqYLvbOzpbTT6Yh34ILPz/zgbOB/MiySzD5IMtCK7ILXOBcO5w9mTZE2A2P8+w8w7QGXm31zPOzU4ndgAgs5qtao3v/nN+vjHP951t+Tjx4/bM/saGBpxddY84qTjCGOvCOpgfjBn3hlGljhCOIbYYJxJvocuZy6948c1AVoJeKBL41Tys76+Pl25csWAFJ6Rmi/mob+/X7lczoC5/v5+vec97+k6mGddw+rxOhUd5tcRvQpo1JNMJjUxMaF4PK6RkZE2/ecdY/ZuJpOxY5IAh7LZrMLhsHXxJvjz9HrPiKpWq9a9Xmo1B5H2MjwbGxttgCuOKMAkVGUGQT5rhbId33Tpla98ZVdd7QOBgL7hG77BmjPCCNnc3LSyIeqo2VP8DN2OXsMeeSYNNEjvdPM3+sXXTuNzwILyDj1rke8yBzwDOon34J7oIEBu9qx3xLERPsj0e/GGG27Q1atXu8oWh8Nh/dRP/ZSSyaTm5+e1tbVl5ytWKhWr8+eziURCCwsLajQauuOOO9qa3XUOfGJ0OmuEZI+nX7JWSSqw7tDXvLdPDlGShby9fWY/frXhgbBAIGA11MwJPvzg4KDuu+8+nT9/vqtzSEOhkO6//37NzMxobm7OGjV6wNn7/JLa3pc9LrUf9eLXRmcyyMcrAFPcA9l6Xczw/j7r2IOCPp7yLEYffPr5RTfCTvK2hM+zZ4aHh/ft7+07wIzFYspkMlpZWdHm5mZbDUg6nTYqIWlmsmSSDBkCdRseHrZFNDo6qrGxMS0uLurixYsmBLj4CKFYLLZR30qlkiKRiB0iW6vVjILjBY2A/Sb1yDELIxgMmuHySgpExbclph4C5I77o7j85O9nZDIZHTlypC1AZoH7RezRV0alUtHs7KzK5bL6+vo0MzOj+fl5zc/P2+HvZCCpzWNzQfkhGw3CS7DB51BqzE+lsnfGJcdEMLf1+l5DAwLJer1ugSyARC6XM6QSWW5ubtp7xWIxC1Rx+AOBgKGQ10LHvtYRDoeNxuhRaY8UgV7RZZQABGOVy+W0u7t3xMv09LStHYxBOp025NRvar9ncJTn5+cNTYLKWalUVCwW22icKCNq+XymnnfppDBCZ+K9MYrsS0+l8wFmKLR3IHgmk+mqc14qldLp06cltaNqnjrC775akOnH9va2otGoDh06pHPnzml2dlZXr161YB9ACeXLexGQI8dGo2FOtKeL4Ih7PVIsFtv0jM+4e5ojXajj8bjVdPlGCAArAEjsrXQ6rVwu11UWk6YmPKc/BqDRaFh5AVkZqKOesuopNwSW/p2RrZcvTjF7k3XnA1KCcOTE93Eq0aE+cwGoBCjj1zTPj1xpTENw6+s3PesmFovp5ptv1n333ac/+qM/2resCXpx3CqVSlujDWRBmQJ7DceC4J4gB7uD3vOMgk5acDqdViQSscYYOMPe2YNJQSAOhRPABbn4enrkB+URpx6qOMECZRFcg74HzB/329nZ0fj4uNLp9L7lLO3RY8+cOaNYLGaBGcc54SgRVBaLRcuWr6ystAGIHhDxbBI/D8wNdaU0oAkGg0YFpHkVuh57if0vlUp2DiaBIUArgVc0GjXgkAwpzYtogLexsaHV1dU23cj6Yu2xhwCfOxu9PJeBXwary4PX2BD2FGsTvQHgSYNBH+Sxp3F2AWs9kOLpzgShg4ODbZ3rfTaZzwOEwETyYJ9/ZuaG5AXZN/ak3zseUOM9+b20R7c8dOhQV7WYuVzO6NfpdLqtdtSDlgTZgO0PP/yw4vG4XvKSl7SdLsB7ssbRFbXaXvMr/HPWN3oa2cO28v4Da5H39raNNe/XydcygsGgRkZGdOzYMc3Ozpp/5LsFo4v6+vp0/PhxnT59Wl/4whf2LWu68v/t3/6tgcTsQ0ltsQBZeNayZ/EBKvNZ7A/2rDNr6ynz/B675hkYDA+4YANZo/h/Xtb4cMwz9/fJINY9z8leRX8gd0mWeIOl9VzGviMfaH843JIspTw5OfkM44LRajQaRgHx3UpRYPF43DYqnTNXV1e1ubmp22+/XfV6XU899ZQhF7FYTAMDAyoWi9a4BPoCCDxZCgwpAmTivKNDHVYikdDw8LAGBgbMaFLnAgLHNZhIn2GFDsIzdjPy+bwFv2xeFJ2nqD1bkOmzqzMzM1pdXTUagl/YvCMBCsivz8ygfPhOJ/rNvJOBxiHh+Xlm/i/tBTA43qlUypwWjwbxzlILZcQJ8q2sQSL3M6jzxYHqpEWgQEBtNzY27DxK6mQuXLhgtDUcSxz0gYEBTU1NaXd314Ie1gg8/nA4bOuYgnPWpVfwnkqOcSX4YW6hKGJwfKMgZCu1Owe+BpLPeYoG62VkZKSrADOXy1nNjdRqd47CxaB/tQDTDzL1IMiJRMLqNMg48DkUOPdjvr0MCdi3trZs3YFY+qyCbz7hm4swJ2S319fXzZkElCDr7bPHyJifxeNxHTt2rKsAk6J99jBsE+6XTqc1NzfXlsGRWmcK+2w3e5H1gXyhi/ng29dZMbi2N3Z8B4PL/Zh75oa1yL99YOAzn+hgfk6mmnvhhF6LFvrN3/zNXQWYOMf1et3mGsYCz1CpVLSysqJoNGrUSRwKHGyPVHs2EAEzzjHZB9Yizg3BLdQ+Moe1Wq1NdyNjvksQyLP4eUP3YHMymYwOHz5svycDzjXRmQQXqVSqDUCgQc5+B7bCZ7kAJ2F9wDDAAcRfGB0d1eDgoKLRqLa3t60rKvuSHgScx4e8h4aGJMlYPOhVgISNjQ3Nzs5asE+mPJfLGQDIXHg76TMH2E1kPTAwoHw+r3q9VQqB3mG+AHphGKFXYKh0I+tMJqPR0VHrHsteJWvus+r4eB7cRJf6Y7S8HfLAngdCGPhnZGYIzMm240z7BmKedeSDQKlF68fWdTIwvPOOvYOWzsAGSO128/Tp010FmENDQ/Y+sVhMx44dMwBwZmbGysw8U4Tnf/jhh9XX16fx8XErUUKPUF6ztLRkYBI+K000+/v72/a+BxUBvfGJ+C7zBYDh5fxcRyqV0u233665uTnNzc0pHo/r0qVL1nDTZ0/j8bhe/epXdxVgxmIxPfbYY1pdXW0rH4J1hv5gj2PfPDMGOxaJRNp6bXh/wq/FTjCdz3vw1fs9voTCA1/8YV54DtYi3/FZWJ7X+zg8A88ETZkMNvY0n89f3wCTCUA5sCEKhYJ1lPL1CiBpdLzyjTU2NjY0OjqqXC5nGwzOOWdMMulw3eHyo/y5V6VS0dramkqlkgYGBtrQOwwvmTMCKagPntbiEU2U88bGRlvdH53xPPeaa8DzB8HrZtCcgufxCKJHqnxmgd/jUODQEESVSqU2Jx7kBeqPd/KZLxwiFI5HSLyT5BEVjIW/B6hZKBQyymFn+t4HAChQruE3H1k8H3zud/hn4P1A/DY3Ny1QIYMKEJFMJq1WDuNH5iAUCunQoUOKxWLKZrN2dlo+n1cgEND58+d1+fJlo0F6h5y54144HN6Ar66uWkdSFAgGHScEJYIi8rVwXpadlA7vvPEd9ruvgdzPoDYKyok/AgHH7bnOJY4lxxJkMpk22eCEs4eQd6ecPErNWseg46x3NqogM0SdJ89frVatkyhHJITDYa2vr2t1dVWxWKytu3K1WrWjHVgH6XRan//857uSNY4Bh7Fz/XB4r8M3Z/uxbr3O8g1/2GsElT4bwfr0WX9v0CQZEuwzpN5x8zoEve1ptDhN6IFOPYQuwvFmT/AzgnbAFqiFOL+33HLLvuUs7e0ZmsNkMhnLFkNNllrHYEHHYq34ZkoE0bzj5uamreVsNmsBJ59BJtg0b4t8cMj7d4IsPsDl/pLafkeAiqyy2azVQzP/fh7i8bitMU8r52fXOuz9uQyAT8BJAiuCZcDNWCymnZ0dq3/lHFyCf2zr7u6uVldXtbGxoWQyqYWFBQMUcTZp9oUO9zoS34PaOWlPx46NjZktJvuJ00oJCXPhqYCsz+XlZQ0PD1swBZWfMg2y8BztQEBGgM/xKPsdqVTKgAQC8o2NDfPL0A34behTjmtAxpLMnvEd5gsfkmydd8SRo8/CwYDyALuXG0AP92VfSC0/wgeyHmxhEFR4AJv7e1Cf71Li0s0AkPbXHB0d1W233ab+/n6rySQD7t9va2tLKysrSqfTBr7g30Jpxo8ol8taWVkxQNTT2dlPZCMBQMhmIkPmle/5wOtaiY5/agB2hsNh5XI5DQwMWPkILA5sKgBQt2N2dtaSQbDE2DckL6LRqAV4BNUeiIe9QNIJcMf7rdhN/DaplT3k3X3yhTXA57BxHhTxgSF2FN0E6OTZZ/g23MPbax9wSq0+CdzDn1zxXMa+vXEcXY/Wjo6OKpvNGlqeTqdNKYJ4QmXBaYvFYlpbW9OnP/1pBQIBveIVr1AwuNdWnAkm8FleXtbQ0JAhovyR9lD63d1dbW5uGqWyVqtpfX3dsjjQVphQam1QIFJrMn1QVKvVzJhmMhltb29bjSXKjPuwscicfq0ZmK82QCVxwHFIvEPlaV8MjAzK4ty5czp//rydP9pJtyLjRjaC6/msM9Qc3otujB5sgMqAoUcuvAeoNrUXuVzOaNBkJVlXKDQ2EM4y9BXWVTqdNgXUzQBxQsZsPIILnEUO7yb4pOOfz/iwiTGegUBACwsLbWj4sWPHLMPlM7Y4F9S5otxRcigjmjMxQNN9Rh0HHRom6yiRSCiTyWh9fd2OwyDIJkjGOWQ9eapSN6NarerixYuGpg4ODrY5nc/VQAWDQeu+i/NH8T5rkGCCfY1h2NzctLn1Stkj5v74JWgk6AxqlVkngF8YQm8gfKdrvk/5AAaArBRy7ob2LbX2cCCw19mPo3IACdlDq6urFtThOOFcsB990IcekFr1k+hSvz48U4TvSa1aEebPZyc9Ys53oUkhM/a6X9Nch2f0GWvuibHHccG58Ej8fgc6KxAIaGlpye7r940HdFgDzeZeLRrBL3sP2UJB88chEahIrcDdOz7ImuAcvRwMBg3UQKYEgDiSyIr1yzzSgZX9hO2H0oaTKLVq1bEV2Clont2OcDisQqGgiYkJy9IXi8U2kAKnH1+jUCgYlZf9RglPKBQyKv3y8rIWFxdVLpc1NTWlra0tXbp0Saurqzp27JiGh4fbQDaOVeMQeALBer1upSbYP/waDxoz2KPoeAIabLCn5/p7874emOjMjux3hEIhAzRYE53Zcfw5H5D5deP3t9cB3r767JcHm/3/sak8F0B/Z/kCgS5BuKS24Ii9DhjIYK958J7sfH9//zMSCVyPtY1+2u9AHj5Ii0QiOn78uEZGRrS+vq6rV69qenpaFy9etLIH3/guHA5bsAPgQSIHXch1WFvJZNLOg/dMOY7jk1qZZPQX9hl5+rpu/ztk+LUOgjjowr5BobclHCW331Gv1y3o5h74TtjrarXatm68HPCVvB73QAi+E/IBdGP98h4AAR7YZw1ILTvpOyj75ItnF/mEAMdh+UAUOwmY7JNMrOnNzc02fxMAcT9j3944ipPJyGazdgYgmUb48jiRzWbT0t04J1tbW1YjWCgUtL6+rlptr4PU0aNHrdHGwMCAVldX9fjjj2txcdEmlQUBxSSZTBoihpNNcJBKpYxa6RFwFpBHxCjYx3lkY7KBUPYYjb6+Pm1tbZmyg0bLxutmsNm908v/fabw2b5HMHHo0CENDg6ao4FB4DrIBIXPBkKOOH0e1cZZIb2OkiUzBV+dgIzsGplgKNHRaNSyKzhBOF10b+vc2NCi2Cj5fL4rWXvl5WWCEeN9Nzc3DbVj0JkSReE3PvSrer1uCiYUarVRR6GSdUR+GDt+TtbDG1JJRn8hK0jTHr8GUDgYRbKzkUjEOt76TqoYcpByrkOg6ulO+xnlcln/8A//oPHxccViMTucHOMN2IBi/lpGNBrV+Pi4ms2mnU9577336rOf/awdGMy68o4L2QSySV5BAyBIexkbUE6/B1jzKHPmj/1K7ZIPiPL5vNVFo2eohfHHnHi0dL/DO244H76eqlbbq3OfnZ0155v6eYIWAgUYGeh01jX7jj3j9St6Bt0F+Mb6Qk7e4fbzQjBAEAXY5vUfgb839N4B9KwA7oHukGRgQLfrmmwouh+qKnPbbDZtfn09KPsfu+iDTEAnSjR4DxxkshXoRK7Hv5kD9BLMGpqsUQYBEMnB4ug+9KFnjDCP6JD+/n6lUilVKhUDR8LhsB0nlsvlzFc4qBGLxTQyMmLNsjyoy57kOQBUsP/4BT6zSIkFDb6wL1tbW5qfn9fi4qIymYx19/YOIOAn5xLv7u6aU0wWHSaRZ1QxV+gjGgv6sw2xv9RI+eY5oVBI2WzWjsNij+C3oD+7kXsgELC9tba2ZowMn32EBYYz7bNiOPDoCeRONhNfw6+1ziy61Mrs8znsK3YC/UImlX3kA1x0F3tBUlv3WYIMAlbWGX5tJBKxLLP3Qzwro5sB+I5PKbVAsVwup3Q6rUKhYOt+bm7O2BGhUMiOtQE05uzwcDhs/jprGhYfsvCgM8wA9gYBpWdD+fpIb7e8vWH9MI9fyzqsVqt66qmnLDAeHx/X+vq6SqWSZRc3Nja6Lj2rVqvGOsN381k8/FlvvzwwzP5iXZKx7wSNsF3er0UePgBnLcGiRF6eBcSzAb56fQ97iuf1up1reyDH14oSE7H/fAOiSqWyb7+6qwCT8xKpaYhGo5aJgfJTr9ftsE66amazWaMRRaNRc9xwxgqFgg4dOtRGNSsWi5qfn7cuWjg7ZES3traMAuPPhfIUQ44y6e/vVyaTUT6f1/Lysk0gwa/UqqmidoAJohgYamcmk9HIyIiSyaT9nDbSyKLbALNer9s5XdBhvhajEQrtFedieAuFghqNhv72b/9Wly9fts53PoXfeW4jRpbCbrK1IKqg3771PwvXd+PCIIIK+bpdkJ5isajd3V1DC8migSD6DB8bj01K8NStgmcTY9x5Bo+SYhx5/vHxcU1OTqq/v1+XL1+2dcSZmFCsNjc3DQ1iHQFEIHcUmq+V8mh7pxOMw+y75zEPrAH+xonGYNVqNc3OzkpqNTwhq4MS8tQKj87tF9FiVCoVnTt3TqurqxoaGtLo6KjS6bSBH6VSSbFYzGhfX0uQBchAq/NqtaqJiQndfvvtbQ3GPF0Lh4GgkbW7s7NjR9MQbCFj9grAgKeF+dqczswZDig6yv+ea7LmvME+iAwmzlE8HrcOgp4eQ4YCQAdjBXiEDvOsFYwgP+c5feYQuqbU2luepuORWE/P8U4KTpEPuPk+P6PzN1lCdAMgAY6Az/yzt2gg5wO0/Y5Go6HNzU1zgPw+DAQC1iHdN8Mg0GCNNxoNs50+60PQTJDP86KbPVLO+yB/0GxPHSaQ4RgNWCR9fX1Wi+6bW/DcXjcSHOVyOQMPcQLpX+CDPuSOrutm9PX1GYAtyWTEvmGuAYuwJawb/t1sNq3uHds3NjZmQBWMpRtuuEGFQkHpdLrN9gI44/gnk0mtra1pY2PDAtadnR07BgGKYywWM/AK5x7HnT3TaDQs6AGIg55P4Ed3XhxJQDBk5AOo/QzmH1YNdZjekZVagSA2hn3rs30AL53BI/fh516H+M/473U6/wAf/nPYPZ/1JDBhjRAIe/ou9hCwDZ3jKYr+uSVZJrzb0bmevV4keTMxMaGhoSE7XoOMO2AI9ZYeaMEvwPbzBz0N6Azjhz28vLysfD6vTCZjCZlGo2EsPg8oEvx7vY4P/7WsQd/nhD4VgJ5Q+ykv6XbUajVby2Tk8QkIunkv7HBn8OZ1ONRpn/DyNFj0JnNJUCe1wBMGgTy+O/f2Aa23k9gGkhdc04Mg1/LZdnZ2bO8wr9gqn3Ri/zzX0VWAKe0VJb/85S/X8ePHdfHiRSuoT6fTGh8fV71e1+zsrBYWFkxJptNpM0aBwF7bYY98SnvO39ramk6fPq3NzU09/vjjmp+fN5QBgcG199lIT9VACbP4mShah1OfsLm5aY402SkEz78XFxdt8e/u7priwUkh2Eyn09aue2dnp+tmBpVKRRcuXFAulzOqbicVQXomQoSSHBwcNOV09uxZbW9vG3pFMO4DNhAMnBM23/r6ujmiIMAYEhQ+SLIvzPY1FdSM8A6ACGSYyfLxPjjlvv6HoMdnRJiPbhFyNiiOK46UlzEKGmdqfX3dHAyvFDylFvR3dXVVqVSq7WgbAhpqAVAKIGidzgxGg7XvC7wl2c+YX59FYg94h53vekoiARNBOwpVag+i9jsajYaKxaI9eywW05e//GUzrtABI5GIHSbtG7d4hBlnkf8TFK2uriqTyejMmTMKh8N69NFHDVhB6XI/H5R4x9TXbHrZeeTeU5Y7A3scReoqAYtSqZQZfW90cOQ8lbFbpNYDNLVaTalUyrLcBM8YJ6gzrDvPgvBUHFBzMnasedYaDhvzwf284caJQV7eeHrd4rMErFMPOHjanl8b7BUfIPGzRqNhWRlPJ+p2EET5GphQKKR8Pm+OHHWBnZka7xzwb/YtIIsH6tjPAKzoVuaJtcoa99nmYLDVGRyUW2pREdnjgFoeeSdoTyaTSqVSBs5SrlKv1y3oIVBFB3JkmWdZ7HcQTHpqmQ80mAcCMpw+z2qCLubZBvRaGBgYMECoE3j02Qf+JkAnm0ugzVqmNpxMDDYSPU7mG72DHscWb2xs2PpnjiKRiJVIsFau5RB2o6+9LiQzCmCHzsT3Yp+x1j3F1wcf2BoAbvw5/34eTPbP4ueZZ6DMwZ9fDPvHA3cct+PBYgJhwFqYAYCPksxX5dl8lpb3wiZ3M1hnHnD0v0N3AnpzhN/g4KCy2awdbQJAiH4jeJbUplM9jRq/Z3t7W6urq0omk23MQ47kgQmA7LBXkkx3Yy99iYdfG8/27pxvTmdq5hY/ER+AmtJuBu/qbRzy8Fk+5gRb7m2LZx94MKAzqOSzHjiCtcKe6AxAWWMedPZ+DvYAXe0z9fgsnTR1D9o0m03zSXwTK4BJr0v361d3dQ7myMiIbr/9dt1+++0KhUI6d+6cUXsCgb0z/HDEQdRwTtLptPGf8/m87rjjDkUiEQ0ODqpWq9niPnfunJ544gktLCy0KV1QW6gtBEo0DmGxgM6Gw2ENDg5asIhiP3TokGq1mp3F2KmcUf5LS0taXFxUqVRSMBi0QI/NC02pr69PuVzOusatr693rXQ2Njb08Y9/XNls1tCVI0eOaHJyUtls1rI2Po3v58kjyH19fTp16pS2trb08MMPW+0MKK4vhMdAIk+PcvgaqXg8bp/d2dmx4AkDgyPEc7B4oXfl83mjoeA8omCoGQsEAioWizYnfJ5re4pNN8M7uj7QSiQSVvBNu3gyPtA7o9GohoeHLftdLpet8xaBJk68p1Iif1/bAjDCZ1AQkp4RAODkBwIBoxxzdJDUypB4yqHPnPF8nrpFkOsDLu4HdeYgBplu0Fa6bWLIoCOPjY0ZnfHw4cO64447NDIyYmvSN3tCcbLv+/v7deONNxpTAucuHA4bpR4ZeFoMjhR6xiv3TvQe5c06RI/wM5Q6ejAYDJpjCB0Yo+8dMR+E7XcQlNOAiuHBiUZj77yr9fV1c9xB7Ql2cMgwpMgJ9JS5wPD5UgE+x3cJNDuzmjiU/KFZWr1et6DMr0vvZErtdTKeQoS+x/HxjYg8bXy/zQwYXGNra8sQ94GBAeVyOUWjUTuUG2cWJwBAytN6JRkNH2fNOxs+08W7+Z9BvybI9bLnWcPhsDXCo46LuW00GrY2+TxrJhAIWA8Cvyb4eSgUsqOXKpWKnQFKHwb21EEM7h+JRKw0h2wxMvQgBOsNR5qeBEeOHNHhw4dN1wFudmbV8Gk47gRfxXeO5TsEsp6CTYCF7ieTvLGxYfoHWQJ8E9z5bNnOzo41fvGgC6AAQRMA+37H7u6ulpaW2pgs6CgYA6xNwDcPnHk94f0rPu91EH4bv8ex7wy0sPk+OPWNpPA7GIAd0MIlGQATCrXqsAFbfKYSAJt7++CW52Q+uwVe/TXRt50BjAdWAWqh1eZyOS0vL5t/RaBJza8Pign8O7NoAFbNZlOJREL5fL4taMQWAjwhG3Q2/n8oFGoDWToTIp2jWt07dxMaNrYSJoHXl91k1Rhcw68bL2sfDCJ39rb3mwjoPNjj2RH4Un5d8i7YN8+s8MwQv+7JjnoGWqed88CgpDZqrmcZ+fniD8Ek+48kROf+ey5j3xq+r69PJ0+etDN7QIqSyaTRNrzC8IaxWq3qyJEjGhwcVKlUsvQ7Dm6pVNLly5d14cIFoxFiNOhKlslkdOjQIVUqFaO+QoP1DjELgOASZ31wcFDHjx/X9va21tfXFY/H7bs8N+guGwq6LIuLLOjk5KQOHTpkGa3l5WWtra0ZTQFkd79je3tbTz31lG3OUCikRx55xOi4r33ta3XXXXeZA945fBo9GAxqYGBAx48f16OPPmrGAFqET70TXGJsvaJgoUYiETOMUJYJwv19/VzghGEAUc6k65E/KCIGls2UyWTs7FQa5HD/bpUOjj3G36NPvIPUygagBMnA8s6c0QqCiDLzyBvIEZkkZMXPWXuAGCh36lmp7URmrDMoXGQLvNIgy8sa9rVGzDcyZH74vufld+sc+uzO+vq61tfX7b2QVaVS0eLiosLhsJaXl002jz76qJ5++ml90zd9k44ePdrWCIaBnDzSnM1mdfr0aU1PT1tw4uvFpFYjCMAqMl3sCxgLOHvhcPgZZ60x536vgMBCReT7UNhA8tljBFGhUMjAlm4Gz0q9HOBMp7ML4ENgzLonA8Qe9kGZzy6SzcLIYTzRXd45xOn3BpGg1GeWPTLcSRv2BtYHaDwbcvQgH3PiA3f/jN0MHDEomXS8pPU72RHWhw/eGTh/BI1+rwDo+bPXcMK980AQxZrk+8jc17Gyhj0lkLlC73smhc92smYB3Lzc2RcEvjjygL4HkTH2oCr7hZ/RDKeTLo0jxVnblPr4RnP++AvuA7ANSLi8vKxKpaJsNmugMv6NLxOpVqtW4pLNZtsOc8fGAMoSmGFH+Lmn2mH3WGvVatUyMew3AgPmtZu1vbu7q8cff9x0GPuVoAVQg+CEfcU6yWazVhKC7H2Wk/979gP/BszwAJ8HIKEWSy06MQEO+wcmSCqVMuA3FAoZKEwg5oMK9FBn0x72IGvc+01Si7Gy34E+5d+d8+aD9HK5rI2NDS0uLmplZcVskySTA0E1GUz2Mf/2AKGv9QuHw1Z+RgMt5tjLyNtNv8cA5z2zzN+Xd/GDwNZ3aEdn5vN5AyOw0fsNevzwYJ23vawx1oR/Vm/vkIunYPssN/Lq9H+9L+mBEmTk7SV6At1GUOx1kwcJvB/iWWc+u4zd6IyVPIALe4tn3M/o6hzMW265RSMjI4pGo1pdXbUaKgwVTjEOBUaFmiuyQpVKRU8//bTm5ua0uLiohYWFNtolTgUU2zNnzlgXvQsXLhi6R52nz/j4hjYLCwtaXFw0xTM1NWWKDeVD90foRolEQgMDA5qdnTVHj3M6+/v7NTo6qtOnT1tb87m5OaMEY3wPIttDKh2n1Ae858+f16233nrNANMjfJ62R/bF02s8ouUXuke0Ox0ZH4DwezaW34igOFzPUwlY0CgerzgwJP7nkUjEapl4fk9T7Gb4dcfGpiiejCLKnZoE3nlra8vWCMgd7+hpKXSi66QaodA8OgUlCTlh1CnCv1arcoxuNpu1Nvg+UMJ44hgSeHg0E6XF3x4dl55bV7hrDRQ3zhGNZ3Ds6F5HXff6+rpR3Or1uqanp/WJT3xCJ06c0ODgoKrVvYO1c7mc1VhzH089SSaTOnTokDk2nTQogCZkgKNIQOJpf8wRQBRZahyEarVqWXqyKLwTjhTGjbXbiShz3W4H80dgCQuA9+aZh4aGzKh3GlKeCeYGn/N7EKPE9aBoevYJQSW6l2CKQAr5VKtVyziwnwhyvaOETvKG02c40fc8D8MDnlIL9OhmgEoznwSWzC2gDc4gehxnyjsH0OVx+LBnBIn87enuHn0GSPAyIsiJRqO236CiA+iB6PtshQ9ufCbBO/1kf6+1ZnyAS0btIHQI95Ja9En+Hwrt9SDwYA3rliAMJhL/JlOXTqdNLsiCII5/ezARcNVngTjyAD8iEonY0Sbr6+t2DZgN3m8h+CLARI74Mvg1vDcgJGvfA/vsmf2OWq2m+fl5A8p8BsaDjR5cI/DCrtDITGpvpuf/vlbAwJ7hPf3Puben9/mOutSe4pewxzzrjfVN8sEDWgBrPrPEPX2Qye8Ogm3SSSHtDMZYK7Ozs5qdnbVMH+/lWQWSDLSFfn2tbBQsCXwR3vfq1au6fPmyMpmMgbjPxpDzneyRP2AHFGSvn3hXP2AdpVIp21OsYUAE/Bn0WjeD9/Bzi07rLBFgn/L+nuHl9zw6meuyV/Ad+Dx7FvkhD6+fvP/FZ7CXzJNnbfn1h/+K/0wwyWf5Nz/vnA+f6AHI2c/oKsBMJBJGLQWpZTGDxtGWv7+/X4ODgxoeHtbw8LACgT3K45e+9CU98sgjWl9fbztEGCebrGgymdTY2JgymYySyaSWl5e1tLTUZgDJvuC4U1+0tbVl5wdVKhUVCgW7ZrVaNQeWgA3hsxHPnTunubk5oxfSkfWGG24w1BPlm0gkNDQ0ZJ3WPLqw31Gv1y27ymRj/OPxuPL5vDnqPjD0yIhH/CuVip544gmtr6+bUsHhRCmwwNgY3pizSDE2vpFPJ1rjlQDP5Nstx2Ixmze/2bxTSDDM/WOxmEZHR7WystJ2Bql3NvYzeC+CL48ie6cpGAxavSjBG44H1FQfMCAPj/ayTvkcChpl739PIIODg3JCCXqHFaemXq8rn88rl8tpZWWljXrId3AS4/G4tTDnXVCmPiMgqQ1s6Gb4jCuGjw6ZZHQLhYI5FwQYACywHGZmZmwNsi/ptHf8+HGNjo4aFYu1USgUrNkG8925931WhCwEaDfzQKaKPcZ8+Qy8b/cNu8M3zvH1MSDtoNgYq4MIMMk+IFtPRQO8A7X1DivyRx6sDXQF+oE154M93tHXtniAAh0BqIARZ9+hA9AZzeYejR+j6fWCb6qAHmGO+NvL0esJT13sdvCsPoj3DmmtVrNShEBg70gKAvD19XULEtCz7PFyuWzv6dec1Dp+xGd6oZtRJ0nmhcCTs/J4f44W8XRYntlnNwhw/L89CJJMJu35PbiJ48966MwK7Hf4deOZIjhlnm0Dos+aoDs9v0MP8S7YXM7mA1jB2YKNgD4no0k3eZ/VQN7lctmasHggymdiWfcwonhe9IoP9n0mCv2IfLEtgDv7Hehqsu6BQMDo1DSJon8AnW4BZbGjgA80VbmWXvD7s7Nu0AO5yB/96wFE//1OH4LrAKbAeOC+nj7rhwddscs498iDeeiW2YOt4nq8M3O9u7urubk5PfXUUxZYelAJnxlfnD4P7FlKy9CXBOJk1KVWU7Vms6mLFy9qdHRUo6OjbbLx9gH/3utY9IcHEJCTZ8B0vvvQ0FBbU00YD/i98Xjcgmo6oXcrb/YXOtJTfqUWK8X7s8gTmXh/EVvuGUB+jeAbsOa9D+kznn6v83vsitedyMYDgQAz3JPPA3oHg62eGz4T69/NB8P7Deb3vRt4yYWFBZXLZTsfC8opzq7UopKyAHFMNjc3NT09rcXFRcsM+Q2MIqJ1MnxljjWR9hZBqVQyuptHPRAajSvYeM1m01qIQ0GjdpPhG9xQc8HGq1QqWlpa0q233qpcLiepVaA8PT1tgTRBZrdKp9Fo2KbzyAQ1mZcuXbJ2y8zN0NCQDh06pJGRkTbqEwjc4OCgoWF9fX12rEM8Htfq6mpbMIsBxDlBsZKBZpOQofHcdZ/RoQifZ/EIYzgcNkNOoAyiw+/Jvmxvb2t6etrOn/RnU3UTYPoMI/dE9olEog0R8gGfD15QDFB+eW6uj4LFaHgUFKcQdJV7YxQIBKC84dBj2DxlhaYyZORwjFBgvkYOR4q5JCjyx5og34OibHrF5wMFjDiZ2nQ63ZZxJxgoFos2T+xzuiLH43FduHBBs7Ozuu222+x4IrICoKMcCSDJ6EaSDJjinsic76+urrbVdbGGCQ6gAnrqaS6X0/j4uCKRiDY3N61Zlq/JwOn19NVu0EMGxo7nAhBiX7LW0I046NIeqk1jBeatk7aKPuc9PO0N+ZLBYF+hS73D2ImO44R22g5k5enlPnDoBAg8YtsJmPG7zqBtvyMQCFgX8UqlolQqZbWI2LhQKKRcLmdgBQ4NwTzPCm2PuSPA8E4GcvdZJbKQ6CkC076+PmWzWWWzWXtfMng+w925drzzhAPpM23sY57RO2FS62xdT32m++RBDe6LveBnnZRpv8a8vmw2m5YJZl/iQCNLHM1MJqNcLme2uFQq2b3xfVZXV62LbDwe18rKipXzbG5u2p7x+x99i/x8AOT1Y2fwjj7n//4dqDXvRodgE32ZBj4FNa/YIj4jtUopCLT7+/tVKBRsT9MdF33EnmRd857MG/8GCItEIm31kpLa1lgo1DoujxIafECCd8Af9BVBGj4IwBNrxQcOvKcHxjoptd3IHAff68RKZe9sSzpVA9x4EIi6XcAoGFfoAT6fzWYNjOgMINCj5XJZs7OzZu/Q108//bTK5bJOnDhhmX4P+mEbvO7y4Azrx+sAnm98fFylUsmOceMYHupMma+D0NXMMYFyZ4YXf4k1wL7rBNmIC8jWs1d9RpE58f6wZyf44NsHr9zbg3LMN0CWTxxcSx97gND7FZ3JA56VINiDwvsZ+458Go29jnAzMzNaW1uzAIVMJgJlIljIHDNCILGwsGBIDM460TcdZ2liU6vtNQiCIloul9vOjWKiQLY8H1ySRkZGjDYzMTGhYDBo3VR9NskLGbQZJYhze/78eZ07d0433XSTJGl9fV0XL15UOBxWPp/X4OCgFhcXdfXq1QMxpJ7OBQ05Ho9re3tbjz76qDm0ZBeQ29jYmE6cOKGhoSHlcjnLHg4PD+vkyZP60pe+ZO/c19dnSBYNQZg7lA2bCcWNrCQZMkagTiab5yfb22w2jXZBExUMua9pYNOhvKRWjcKlS5faaHNSiya73+Ezv17pMu8gaGQJUXbekKJECZB8kIkR9kiwRyF9QBOPx62wnQYZOJZ+TXAvgkWUB89EdsJ39POoqHfwfW0DTASfGeb7oOvdDpwnDDeyZq4rlYpWVlbMoOBM4TjBHKDmDwNAY6DNzU0Vi0WdPHnSqHnLy8t6+umndfXq1baz4jhCiQwUjASeg+cE9CAQRDY4Xd7x88NTA5ljuknS2AjQhX8ji271h3fakCXZMvYstWesMfQIa8MbWYwy748MeUd/visOKQ4w+4rsradne+cafexrDX1WDXtB4OTXDc+ETeDZGdzDO7I+GOtW1j7jgYPKPAKYok85tiEej1t5Bs6Yn3fWJR3Y+Q6yQl6egYLzTV0fQAF6Hco8c4LDhwz8umEwD37evcx8VgcZeB3DvB3k4Jo+c+51ip+bZxvoQ56Z7/ruwswhOgDqHv6IzwZh0ziLsFPX++DSZ6H8Oq/Vaurv71epVLL39H/zXJ49ILX2Dv8n89GNfGFxeFCBde2zrtgn7CBrCr/BPweBuGdw+PXkbZkHkngnMjHoAwAZac8X4bgzQK9KpWIZdm+LfZDJWvB13Qz0PP/267xbvdEpb3SWr7XzzwBQSvIECjbvsrq6asd5+OwfsoAZGAqFtLq6aokGHyhzLM78/LwGBgY0MDCgYHCP3v3II49YF/jTp09f87ggv9alveB/eXnZGBXYo04QKBaL6dixY5KkpaUlVavVZxy5kkgkjHXRjZzx+QBBJLXpgUajYVl5T1MF+PcgEGsRP9zvE+5Ht2Ougd7wGVJkw3x3Ap/oJw8yesag9xHxj70v0fm+Hiz2AKzXo/vVH/sOMMvlsv7u7/5OGxsb9rAUllere62FPdraaDTssFQyJjQY8UpVaj+rqFwu2wujiDDMZCwajYY1yZBayB/CZ4M1Gg0dOXJEJ0+eVDKZ1Pnz5/WFL3zBqLO+hoFAl3osb2xxtFZXV7WwsKDNzU3Nzc1pZmbGnFVofJ3p7P0MFoDPCIRCIZVKJRWLRXMSkDWLAaW7vb1t1EFPZSETzMG8fX19prS8AWEj+syiP0ic52Fj4phicD1SwplzZLV9JtY7VmwSn+bH4azV9rr+ese22ywPcpZa9ahSS9nQ8IXPNJtNoxqSqQdRldqzlZ0ZABxC5IZi8JuYzIbP8pHB5FmRI8CMJKNpDw4OtmWHfVYBBca1fOMUOlx66hD/JwN2ULJmffjsn6efsn69YSfQBjlE1zAfXvlCuScYjUb3unguLi6accQYgHCzlnDIoeFAocVp8YEJzjzgiXccfaB++fJlYwdwttfGxkZbZ0uUuad+dQar+5E1MmMN0eGUWlfWKfvZn7nbGVyTtfV1lZ6C6/ejf350infemGf2v3ee0RugwhhLb1y9A+YDT6nVAAg5+noVgh6fzfRg5H5Hvb5XzhCPxzU5Odk2pwxkh4PFs+Ao8D7siWQyqUgkYvRgmgQ1m02rN97Z2bG9C1BFthQ5sc/q9boFQN62IAOvI5g/ZOoDcf8zH7QjX08B45n9dQ9iXCu4xfbv1+4SKPn952XD2mYfYHObzaby+bzVtjJXS0tL5pB60Babgg4nywSTqFqtGhW9M9OEPuR3gG8eSIGl4um4+xmdmeHd3V3Tn+hVD6J48M3rdvwTH1CgQ7k22VJJpnvJMBGscg/2C/aC63BvWGqjo6NKJpOq1WoWiMEy4g9ON3OE/vWOP8+HffD6xgdU3Q72rgfAvN8Bi4zkCraKIDCRSFg3/5WVFdXrdQP0vR4oFos2Z8lk0u6BL8w+Zi2z1mZnZ7W4uKhyuaxHHnnEgi/2gl+DyKte3+u4D1U8GAya7+6ZUlLrWC16m5w7d+4Z2X5YTt0M1rVnTHaCjKwxwCHWAzoCXeuDUp/pZPi6ZGQstTK8rC/KJbDFJM+8DfdxiL+Hp+tz/2azaWvE63Z/LamdKuwp4H5v7md0FWDSjRHEG0VMB1WfaatW9zqplUqlNocap7wTkZZaZw9J7S316cLmC+3ZNJ6ChdIFPSTtHovFtL29ratXrxq11CMt3kHBwYFnjnJhIczMzFg3z2KxqOXlZaPWsOm7dcgJrnEOoB/TKQyH12cLvHIH+enr6zNqYalU0tLSkilhFiHBP5RCHDqPxCNfTxPwWUc+72vMarWaIfBkKnEofbCKE+qbfnijg6KpVCpt55f57Eo3cmaj+eCKvz0ST6BDR0ccV6nlSLNWkAebm+sQTPlgFKXnnVIUG3RjX0PBZ3n3cDhsBz6j1Lxy9PLivgAGUKW9XHHCGRh5b0T2O6Cl4CyQBfZ7mnklePSKGEZD51zxbsh/eXlZwWDQ6LbeWeB7PuNBELWzs9OWoeZ3yIDsGyBINBpVPp83tJ+5xkCvrKxobW3NAjp0IwEAMiUzwgHt3dKu0K2sKV8z44EejCZzgE5nbaNffUCErNgf6EwG74bu9kEoa9LvG45eIAPi6+i4ts9seKPJNXygLLUAr84MSacj0Y0T7t93d3fX6hvZ++g43ovmL1CROtkJfLfR2CszoHkH+to35AkEAtaxFWAKvUDQwV5JJpNWP4dNxanoDNTRSV4f8nsPLnpZ+oDMZxXZB16vPR9B5kHoJZ7Xsyp8Vq3z3fmM/xmBP4Gk1x+e2on+wregbpfmUDSO8w1qeDb0JQAje4G9hu3stgaTjBp6DjBjY2NDGxsb1ryR9ULAQ6YKsN1nC5EzupWgBv1MDw32vHeAAb+QJc/IO3qAhUAxGo3aGaUwp/AzPMXXBwus387gh+H9Hz8n3QzmmHIZwArox9Cx8fOoG15bW7NeEalUytYYOtoDWr7GkPcFOI1Go8YMhN5//PhxDQ0NqVar6cKFC/ryl79srKpqtaonnnhCgUBA4+PjbU3tfFBMIz+aDpXLZZVKpWc9Ix59MTk5qXg8rosXL1qp0Pb2ts6dO6eVlZWuZM2zIQdJZv+8fNjXHpBEX3pgtNN/RA9iT30CwvuCHtwNBALG2sGnYI/j7/msurfPnYxCvotN5Bm5F8/iy1A6WVPcc7/ret+7gYem/q1UKlm6no2AUQct8oJiQ0NlIBvjG0ZgjJi0aDRqqAfX9tQS/iawIkhCWI3GXrH6+fPntb29rbW1tWuiEyyozjQyz4Cwyd7ybgQN1LLlcjllMpmuUS2eEQRfap1vQ1bBZwk6OfWxWEzlctl4+9TJ+oNqfZcxlCpOsM8wx+Nxk6tH/3mWziBBkgWXw8PDbTWaIFJQPDGS/qxSXz/ineROx4egq1sF71FRkFcyOaxjggGcNo8KEqz42hlk6pVJOBw2Jw+qJh05mUO+751r9g5yQenxN8Z5Y2PDruMP8/WADYZKamWKeS6CXx+0s0e4T7cjEHhmB1Vq1Xh/HINQKGRnilJbwnugMP0f5FUul83B4TqdNTyNxl49calUMl3AMxB4U8fpM/mSrFnY+vq6VlZWlM/ndejQIQNvGBhuf/9oNKpCoWA6Dd1CgIzu4127GR5Zxnnz65p1gOxwGAm8fZDLOgiFQhYM8hmaMvjgkWt6kAD5sdcAawAc0DfsEYIqH9z4miiCF94RnSSpjeng5evBHb7TDUDFCIVCRkPz2Vwy5NgMHAkCEB+cIy9J5kh2BjU40bu7u9ZwhnvzzuwPT6OCYcP9kS96zKPqfI9/o9ukFn3LO1estU5Q1YOH3qHrdvi19LV81oNqz/a9zp/7/z9bcImu9XaJzNDIyIiV4jCPfv0CNnBeKtn6anWvMzY19D5oJxBlzdIsj1IZatzwSbrR1379kPGTWmcYb25uWqad++AIA87TeduDGD4b6cEjbCz/x2dAT6HL0N1bW1uKRPaOodrY2GhLFpD5B/SnLID1CLuENS+1eob4TDvv5f/vAwipvaZ3vwNAAt2PvVlbW9Pi4qIF9wsLC+Z34ofz77GxMQOfsKf4cdVqValUyrJiNLjzNbwkMQYHBzU4ONiW5eVIOICGSqWiCxcuGFuII3sKhYKVAuCvcDwX2XrYcsPDw1bO0Omvh0IhDQ8PK5lMGsBeLBY1PT3dZl/3M7yv7P1nz7zwAIbU0nnYNvY8YIb33dAVnVnCayUgOgEqnge7wPC2y4Oz/Nx/zycHPEDDd1j3nkXj3xn2mAf2n+voqgYTJQnSxkLmrKdOJBuEhEXNGBgYMGNHhq3ZbJrT4KkRfBdFDrJLlI3TygaS9hxSkNtwOKylpSXLCILyoaR8qpvvSrINAh0gENirQ4vFYs8wAp7L7ms4upF1MBi0cxZxEPk/TVdQdsiDTAmb1gcgONN+M3lli8NL3WTnYkYhc20MhaS2gJCgOJ1Om4JZWVkxBQjF0QeIKBjqaNmk0ENo9MIcxWIxpVKptmYk+xkozU6aBOgTSA/vxvCdHzvRJQwjawAHh2t5pwfZ+8wa64gaEp6D7szMG9mwVCrV1snQB5bMB0oIh94HZABGIFc4lZ3f7dZBZM2AzOIAgNj6JjpkZnBsEomEgSbIFVoT+sgzGGgQgGPNHwAOump6VHxjY0Pr6+t2Db8moLKhfHHW6Wqcz+c1Pj5ugRfPjnJnjjnaKZvNmmzZez7z0W2AWavtNUACyCP46tTPGBnmhp951NPXS2FovTOGfifwY11htHwQx7rjOtzbZ0WRIfL2da/oC4/G+n3JWuBvriO1mtR5KtpXCzq+1uGDcuqvkRVdKv0Zuaw/6rnpiu2flf1Ph2kPduEg4JQjD38UCEE751PTaE1qnd/rA0TWYafO8E6N/x3PhPzROZ2/80j5QWUvn8tALxxElpPrSe1lD9RYeVaFB+oAtbztJMvYbDZNh6MTobCzXpjfQGCPSptKpSzIowEM12bdHEQwj98ACI2f1Gw2rXZdatGUYZ8BLiMPwA/2JGsJ+VCP7v0N1jUgCACFZ5fxe+9YBwIBO+aFa1HiQdaUfY8t6lzzPhvvwS2AXs++8P7BfkelUtFTTz2lSGTvSJtAIGDNIy9fvqy1tTWzTb5LLzpse3tbKysrdkwXOoZM+ObmpsbHx61JldQCCiqVitbX1+3/yCSTyZifCzvHs62WlpbsWQ4fPtzGrGOtwlbC36FrNsmpXC6n3d1dS8rwe1hvyWRSiUTCzpbv7+/v2i56neUTXx5E8oCBZ8Z4ENiD8MjFZ8Y9CNbpj7EPPNALuIDu4N74ywAAZKV5B94Jv88Hkr55IM/gfSVkILV3wUUG+9Uh+w4weSDveJDy9mdKRqNRCxQJEPlOo9GwVDuZTGqTSIejJECJcFZQ0j4LIqkNBUc5+GvT8AS6EYiXDyi9YxONRq3zHu9CEfX29rbGxsZs8kqlkjlI/iD2bg1aKBSygmYCC7rDEtgT5LB5WUgEkQR5sVhMm5ubtonomJnNZk0R8V0aGqXTaaMXoiSYB1Bar4BB3TDmNGwiqwPayTvhUBLEY0QKhYLC4bAZbbIc0A3JtnEtb5T2Mwjiyb6TPfGbywdZyNB3e/TKiXXlMwEEnP76ZIE8iubrDVBYktqUB0YFBNsjvX6/MM+sTc788r/HaBPEgg5jnMla84yACfsdjcZekzDWLog3h6MPDAwoGt1rdc980GUYkAeHAzn5rsTIEdQdhBWwiT3qayHQS74ZFtl19I1HO7e3t7W4uKhardbWUMJnzKixjMViGhkZUSaTMYo/jgKHtNPyX9rbEyDF3cq6Wq1aMw3eyxsRzwTgd/zNHva6njWCPDwC6wErqdWog3XE55k3jJyktnXNe5ON8dkNgiSe0a8F1j5ZVB8oeaOKI+Gd3G6ZJlLr/EkCPJ7FO6xQVKUWUk1Q7rskSi1aFjLzNFr2K70I/BEhfAcHLZPJ2PnNExMTBuiiG76ajfLzSjCFfugE3Dqzwf57rJfna/xT2UwPUHwtgYBfG9caAKmcwY0vA5CATYCOKbU6LlNbyZpFt3L8AjZhZ2fH/CnsNmshk8noxIkTbcd1ZbNZ63VRLBbb5mi/g+CSwZ7m2gQ5+GkeZGk0GgaUeYcbSjcBtvfhvHMrtWryfA2bBzlY6/gcvrYbRpkkOwMWABHmAyC9L9fCjvK+HhDxWVj+RhadNPfnOsrlsj7/+c9bx3HeoVKpaHV1VcVi0brIAlqyh2Ez+KMBpb2SMgKUer2uq1evqlKpmF/n6ay+nlaSNWyj0Q3dr9Gl+DT0IWEuseU0KuwEr0ZGRhQMBq1spFgsqlgsanBwUNlsVisrK1pdXdXg4KAymYyOHj1qvgE+Q7f6Gj1AA0+f3WNNe0DVB2qS2k6WIEBkzfg6eak9e+nZYx4E9APbiD/B99ErnukCyOj9NakFosJO88Cs19t8D5vOOxCQssf2M/YdYLKpEJbPTE5OThqyUa/XjX7mN6TPMuzs7FjBcTabtU558Lb9+Y4Eidls1rJhBFmcywSC67NrCCoYDFr9Hs+PgsdxBRmrVqtaW1szIw+i5ANeTy1KJpOamJjQ7u6uFhYWLHvns1r7GUw89ZFk/8jYQWFgkXQGKigdnsd3XyPYA0Xf3t42hN07Ob6tNFknSRZA0iCIDK6vKfNBFw4jyjORSDzD8aQ7IvPl6UGeEknnYrJe3gjud/hzCEHl/HvwrD7QRmnSQMBvZp85Bv316CBH71CPQ7Dq120nSIGy9kg1n/XNrjo5+QAvPushyRwgFBEGC4fAAzW+hqObUa/XDWzguQqFgoaHh83ILC0taXp6WsVi0VqyFwoFDQwMmPGUWhRIv0YbjYad87q7u2vNrAim/Rl2vCvfo5mPR+K940ynSCjyu7u7ymQySqfTajQaWlpaktRqhsE6Hx0d1cjIiHWcRo5kYgk8qJuFAtStIa3ValpYWLCmY6HQXidtUGFJbeuUdYMx85R25guqJ0Ae38MQ4TzjELB+PYVQaqce8Rn2V2eW0u9DSRa4EUSyb2A5+O94J7EzW+eD54MIMn3dV71et6MrPOuHdeMzfgzvwLNPCVZwOrABBJ2sZ34HqyOXyymbzWpkZES5XM7ocZ1ZXeyjl68Prnw2G3l3BuedgQzvwOd8oOoztN0Ovzf/qfHVMqc8JwGxv66noPnMD3YCBhPAGXvDB2AcT0IwRZYbR9Q77QRZ+CWUT5CxSyQSBnpT0hAKhYy5BUMMJ7jbwft7RpYHXmkwxfC2mIyLZ8RA//UsBzKAgN4eePJOtqdo83v2rQ9M+Z73L7xsCP4BttE5gFQeXON+HpySZD4sn+lW1tgcScYyQx94oBGZeWome7qz2z8d0tHZgI2RSMS6v+JHYvOZb9Yg787688GLX+P1et0Cxu3tbR09etTkMzQ0pGBwr88HZ1XXajWtr69reXlZGxsbKpVKmpiYsHOq6bJO745IJGLMvYNY19437cw0et9PatH8kY/3NZAV68dnHL3OwMfydFT2AIyezoDcJzR8oOczw8wPto1/e3CV+3oAxs+xL8vya5p77WfsO8Dc3d217B/KkYwDwRcIgHcMUI7NZtNQJCalVqsZGheJRCxwxGj6hhQEVR4NQFHk83mbNJyeaDSqoaEhlctlra+v2xmV3INNDKWDZicebUNZ0UiB7/Dzo0ePKpvNqlgsanh4WLlcTpubm13TgbxhD4VCGhoaMhoB6JY3gh4t8cM7dcwXfyMzupDSsIj7S7LgFaPVSccis5FIJMyQkknA2SLA9dQJGiFBD/JF7WSAeA4Mj+/WRxDqqQr7GWS1fSDum5NEIq0OXxgf72ywVpG9X1MYTtYkg+dmTfmmTH7ukb83qsyXD4g9Dc3XF+C8AHbwHN5h8I4m64hnRilJLepuNwO0PhLZ6746PDysyclJTU1NaWhoyDoIrq6uGt2e9ZXP5y0wgiLmkUPWDwg+Sp16SmqQaeHu0ULWXX9/v3K5nNEcyUbifDDH7L1AIGD6Al2GE0BAOjc31+Y4IU/WE9Rbrssc+Frw/cqasz8B0bgnwZjU2t8+wKjValYK4Ok1OEHoAZxt1runsLGeuBaZ+06gBIYLP+vcSx5l5/oYUk87Yo6wAT4w8wGRB3G8g9TN4JnQDz5o4PfoFw9uelky+D4y8Bkb1jklDOhCgDc6NQ4MDGhwcLAtQ44cOh005O3ZKMjJ3987Jz5LzDt2Ziq9g+6vexDZzIMIUgFiA4FAm+/ibahnnrCmPAgOGOQ7Qvs1DnALU4NgEYeOQHNzc9NAATp/Si0gFyBzdHRUY2Njdg1ki8PqnceDkBFrzsvM18rX6/U23cbwAIPUspMEehzz4ruYeoBfUluQw173exYwy7MneG/WuM8GhUIhC8rJrmJLKStCh/igAz3Uaf/8tbsNesLhsA4fPqyBgQEr6/Cdej2ggIzwcVkLgKqxWEyTk5NWm4tNYW1cvXrVsrokCQKBgJWG4O/U63UdPny4zfeo1+tt3WPxfaRWbLC0tKSdnR2NjY21JRKkvWP9qM3lXWlUROZSkoGiq6urymazBoymUik7t7qbgW/EnHobxrN6/eCz7B4kY/15AJV96LPzngLbCTb663gbik1h7bIX+D/PyN8+G8t9PTDSmeDzAS/MIAAHZLHfGGbfASab2EfvUDZB56EsUA+IMILBoHXe9IaXTeADV7INpNt9zQ0IILRc0FmUOZsSxUBGksOOfV0XzjdKHsQHBB2qZiCwR9cYGhrSxMSEpqamrKaTxRONRnXo0CFlMhlD47sZLMhsNqvBwUEdOXJEgUBAMzMzRldiwdbrdVNIi4uLhtCxmCRZthJlDZ2B3w0NDWlxcVGRSMQMItdH4bBgqef01CwQV5qr1Ot16yTsKRhkgnGQoPBKMtoFgWqz2Ww7TmFsbEwDAwOG2JVKJeP8dyNnGslQ+0Igg6x4Fu8cUBO6vr5utaYoHtYOBfkE2TglnfQFFIJvhoQi8jVlKGwyzV75E2Sy7vk5z47TAn0J2jHPyL14ts7a2G4z8gyCv5GREQ0PD2tkZETj4+PGQhgaGmpzYqU9R+2RRx4xhB+DSx2j73DI3sDxhsK+vb2t1dVVawDEc2Ckq9VqW7YPmjwZfhSyV+q+bs7XSeEAsWfIsNHZ1KP0BHegth6t72bU63WtrKy00UpZe+gHPgcyjaMitcoGYAl4w+opNVCvmRt0js8iktGE6gzIwHogQ4wzj25j/7EffW08FGYMrg+SPUIttWewcBoAFQ7CQUSOgJf+zDfWAvcNBFoHubPvCb497epaAYKXv6+tx64CyHraNVkLskGsSeTlA0Ff6+pBLqnlrLDGfcDoa+sYfi+wBw4iU8yzeHk8l+EDGc/G4pnJEGHbcMLwaWAaMN9Sq87UZ9cBVph3/9zoGh9EAV4PDQ0pHA5b/4hgcK8TNv4QIBqNfaitDYfDSqVSRg09CMYJDrW3UQBNBGLPBs6wPjytr1armT0ChCMLz7UJdPyRSYDSXjewZ7kePgNrjEw/PgWgNICOd7jZn74+kzXCuuUZ8Pd4B59t2u9Ip9N6xSteYeydcrksScrlciZDgkJvO8gqUj+5u7trtYr0t6DRFMHH2tqarl69apnOXC5nx+5hGzvXcjKZNN0UDAZNvwA48lnYWFeuXNHp06c1MTFhto19ACAbiUQ0Pj5udZcEq2fPntX29raWlpZULBY1Pz/fBmQcBHDi9Rv7juv6TCLDB6D4xB6A4/secIUyj27w8QD39OwxrsX64t/+WbzNZl+xjvF7+D3P5fcMn/dxFvfGJ/Iy2i/w2pX34jv8MUk4YAQRLCA2r1fc2WxW1ere8R7e8IKckEHxdSm+Ps5n0HCWUKooGupN+D81idQ3eISbBUH2tDMATSaTGh0dVT6f1+HDh1UsFvWVr3xF29vbKhQKlo2jcQLB1EFtBM7lgwLR39+vQqGgRqNhNa9khMgkkxkJh8NaXFw0SiZGDyWyvb2tbDZrgY8vMPfdDoPBoKFH0GJo7oTzR3feUqlkAZskFQoFjY2NaW1tTTMzM4ZAkXVmLpG97xiM0qKZD7Rr0F/WY7eyZrNLsuy1dzpR6h4t9XSCUqlkcmVdSTJ5Y9QweCgOghDow2Q4uCfXwSBSO0LQ6x0cqVXTxfV9vSEDSoynVvMsOAAoGq6Fg9itIw5wdPToUd1www3W4rxarWpjY0OhUEiFQkGSrPHA6uqqVldXTXlDkUaJFwoFNZtNXbx40QK+VCplDYEw1jgMOLyh0B5lFAWMEaTjo0fZcaq8nL0yBshCj4BOMl84QcgRlB5jSzaXo4QOIsAEhJFa6wfKJkaSTBqIKmvKZ7d5ZtaWDzb9PuU+ILcEi50BN3vVB3qdGTxPj2fv+W7R6HapZQgxrhjNTh3M/BNYoOcBFrsdOJ++YRhy86AEe4zumyDkOAkeeEIefBe5sK+xteFw2PQqQA3zxTv77Jp3HHg2HCIPanlnqzNo5xrow85gtFMn46QfRAZzv44m8of90AlQkAXa2dlpC/yQAboTXeSphdhegn0yOuxB1ixZKB/I8i6c9T06OqpEItF2FAh7iwY2rCu/rvv7+02nPRtI8VxkRV0dc49vgd8mtR/x4Cl+rDNvM3gewCafGQaczmQyBkpjF33GyJf+EFT6rAz3Rxf7ozHQgbwfa5IAhnfABnpqus/ie8bEQaxnHwDAmMG343nQ1QQC/Aw5sQai0ahWVlYsG0mTRamlWwkmh4aGrHSMHgEwXziOZmJiQvl8XrlczpIqJFyGh4fNjqytrRn4PTc319aMj2QF+wPWDmd312o165OyurqqfD6vQqGgYrGocrlstphguJsRCAQUj8dt33j2kA/QsJnoTGwRtpM9zP4kgeaZhdzPM3qkZ3Yn9noVpotnMLHHPFvE+4k+UCRYRK+gm/09O5knHmxhf/jM7XMdXdVgkg1JJpNGtcPhw0kLBoOWXn/44Yfb6CNMGOiBnxCc8MHBQWtx7c++ZCL5Dg4axe/JZFKFQkFDQ0NGwXziiSesyxqoExkbNlMwGLT3QbAoEBz/kZER5fN5PfXUU3rooYcUjUZ16tQpnTp1qg0ZPqjgkoUC4k+NF41doMWgeAgGPXK5s7Oj1dVVQ5jo1ttotI6GYKPg4KfTaQWDQQuGcI49JcoXXPMZSWact7e3jTq9s7OjwcFBq0vD4GxtbSkcDqtYLFoNrAcc/Hz5lD7ttZvNpjn/3cgbsAMjV6/X7UwpT41EzoFAoM3BZR3xXmxSPuuz7zSsAejwgQnBnK8JxtHEoWFt4sT77q9DQ0MmezIo6+vrbRlNABNoWzSz4RkbjYYV+PMzn4XrtvFMJBLRiRMnNDU1pZtvvlmFQkGPP/64rly5olgspkKhoNHRUc3NzWllZcUCxGazaY5bLpfT6Oio0WaozxwYGNBTTz1lgES9vkcfBiBBV7GnPP3dOwl+LlmHwWBQmUxGkUhE6+vrFpyQdcJxlGQgGBl86qhwND3q75sq0bhqZGREiUTCOgLud3h0HvDAN3Jij3sDSFaM/cYe8ECHJAtUJbU5uuhv1ixZfp/58jQsyhikVudNgkNPb2UNNxoNYwpwj04qnacOeiNJUEltL01ydnZ2unZaeL50Om06mH1DN83OBmhSa33haPMzv898gNc5rwTdHu0ulUqWffaZZV8+guPunSTWh3f6keG1nsGzJTwqjuy93LH1B9Gkw9O3/TN9LXNEXfbW1pbtQ/QwutjrDJ+1A4BBb/ojIgi82Ctk9XHaA4GAAQCNRsPOBUQe6FbmiDpFP48e0GeesOWAiXzGg4zdDE91ZY47ac4EbV5vcH+f6ZPa6yfRl6FQyLpdU2vnKeSAdawjXyblA+nOLBQBTDAYNMAb/e+Db56bf/N8HmRlj7CPPbOG63YzuD7vyx6kiZPXt55RVK3uNYVLJpMaGBgwX3VxcVFLS0vGyGIO/Jqgl8ny8rLm5+dNL6Nb0OcwJI4dO6ZisailpSWzkQC8PDP6u1Kp6OLFizp16pT1NfA6zvvKhw4dMn8LenCz2dTg4KDRgrGl4+PjdnpCN8P3XOGPz1R7VofUftY2z+/ti2d1AADgv/pg0LNCvF1jb/l7o+c98Ni5Bnyiwwe6HrQE5PblfTyLX3vc2/ud+/Wr9x1ghkIhS5dDbSDNHolEND8/b4plY2NDhw4dsgUPTYwAxtfa4YzgeOzu7lrAFwwGrVawUqlYfRTCiUb3zpU7fPiwZRRBaDY2NjQ7O6vFxUUTNIqbLm0EnAQOOKOpVMqcyuXlZRWLRQ0NDWl5edk2Mpm/UChkgSqdwLodyMsHhn7hpNNp5fN59ff3a3NzU6urq1peXjaZ4MRgBMmOoBi8E8tCZxHiKDIfGGSPuKCIEomEBfwEON65gAJBbRxzx2Kv1+tG4/DrwCOfGC4Mqj+ipFgsdmVIG42G0XKgXpbLZQsUfEG21F503YnwEGh7CrMPTHlv5gcHl/uARkoth9uzBLwBx3mHLs7eAuAh0OWZAGJ8p0KfjeWYEOYBxesRvG4HNPLx8XH19/drZWXFzu7c3d21ov+lpSVDOaFSI0/qdlgffD8UCunkyZOWQdra2tLKyopRgaFxwwIAGCBgbzQabc3CODR9cHDQgCgy++VyWSsrK5ZFQn7ewUNHRCIRA8j8ekEPse/q9bomJiZ07NgxSd1T3ABsmDvKCAADMVYepWVtgoT7BlQe8YRii1H2mQUMJ7LFSPogBhaEbza0vb1tzAp/Dx+0+myozypIz+z+6cGpWm2vLf78/LxWV1e1srJijeLInnczcDyxiZ7dwPPD0iBD7rO2zAEy9kGyd3YI+phf7JnXy2TTcAy9nMj0kkEi60qwzlx6WfJdD2YyeAfv8HAdj/h7x73bjM/u7q6eeuopYxV5GSHLazlGOGy+fwF2TWqBJtRXMh+UJkA/BDQl0+QbtOG7eLaHBxQJRgkmAQI9jRadjV9BgMCe8tnP9fV1Ay8JQlknvmvkfgesKY638Nlbn8FF7p3zgNz52wc5yGdzc7ONWYUu4brcg1p6bBTAN/ZOklFtWX/MDdlLhr8PAQt62GfkvY6kvIH7Mm+Act0M9gW+hc+ock8P6PuAg0AUMAtmH9RgdLsPUPAbsGG8L3o2l8tpamrKSsQGBgY0Pj6upaUl2z8eNM1kMhoaGrL92FkKApjJOs7n8ybHQCCgfD6vnZ0dZTKZtk6/gIeUv/X395t97GZ0gsjoMWyLD8p4ZrLkvjTD60gCNdYgn+cP9+IP18SG+oxk57Niw33W369nHwDzbHzW+yQ+1sJWcG8A5U4/ZT9j3wFmJBIxXng4HLasIYsfJLlWqxmtjWwOjh0RPs5GOp22oITuWaurq6pUWuf8QSGjnTeLIJ/Pq6+vzzpMUhi8srKiCxcuqFgsmkGHBkWQPDg4qNXVVUNHaCICAgl1dHl52VBNOlrefPPNFvCsr69rfHzckHWCEX/m574mKRy2Z8CR8M4vRf8DAwNaWVnRk08+acZMamUTeW7QbJyKWCymfD5v6NPm5qbW19ctwwNtIZPJWJMI5Ocdc4/UkBEpl8sWENEVDIedDUCA6jMrDK7ngyl/UPLk5KROnz6txcVFTU9Pd4UgesWLHPxZhL5WkcDENyVBIXinBDmzYQlSCYxYJ95xJviTWvRBng05oWioSwWEQemg5Mjysk+ZM69seH6UE4YDxe6zFB5p72b09fVpcHBQwWBQ586ds8ZbdFKlgx5UGtr6oz9wRCqVijlenp6TyWQ0OjpqTASO4UEvYbxx+AlGQ6GQ8vm8stmsBT4nTpzQ2bNnNTAwoGKxqJmZGS0sLOjSpUuGYnsjwzN65YxTJLUCSg8g+IZV/f39mpiY0MDAwDMo2vsZOF/sq87sEUbVgxY8G+vHZ7/owO0BIIJ2roHT5rMZ0EYJYFmrXJvh15ZHyNGnPuOKM8j+6WQT+Gz/5uamVlZWND8/r5mZGTtqqlQqmXN7EJ2ol5eXFQ6HDfRDD+MIsCb5udcH2ERPi2K/+/WLnPg3qDf6BVvL53DyvCPkGQ21Wq2tWRvPhDx5dt8IChl7B8c7Ucxdp05m7XQ7dnd3deHCBc3MzOj06dNt9e8eyUcuPCcOH+tufX29DexETtVqVbOzs1Z6Eg6H7Wgt/Al6ORAIMK8EO502Aj1D4Mhc4WfQnIka/M3NTTUaDTtGA/3E3HuwobNOkH3i528/g+8Wi0VJe43VpNZcXyuz7R1Vr2t4PnQJusFnz6EoejYCOssDFp4J4FkOXr92Zp75m47oBFUEvL6EAVuLnvEBMXJHXxwE6Ir8OFoF+ZTLZQM90GnYQOTpgYdKpWJgO8AlGXnvOzE3vps8a4+9D1uv2WwaTbdcLmt4eNgy+WSI8c9jsZgGBgZ0+fJl1Wo1nTlz5hn73TMieE/ujd7w61yS2ZdQKGRN+LodrDmvBz2zpzPjyppibbBuWXdSa1/gE+Orsw+uBa6xH2A+oKPYT16neUDRAxLYbH7m10cn2EZiw9sUr899oMs77Wd0lcEsFArG62bhQnWFkrC4uNhGRaHeBMSaBRoOh62L6MbGhm1klDMZMX+8yNWrV9Xf36/BwUH7XiAQ0NGjR+27cMhBqUEdmMi+vj6Nj48rFotpfn7eggEUkCQ7q4csa61Ws+eYmJjQ7bffbs0qQIrZ8ByI280IBoNWa4mBQvFRh4ljPjU1pUQiYRmhra0tra2taWFhwRQrKHU0GjWKrc+eMCe+aJ4gk8Cgr6/Pgn/f9luSBfLeqLNpqHNCRhhlMgv5fF5DQ0OSWvUT+XzeFCzfJ4MViUS0tLRkQXY3it47XigWAiyy7ATloM9+jnAC+T4KwDuLKAgyMz7T4jMc3FdqBZkYANYY38FYSLKgDPlhYPxzdhpVfy+pdYaTJKslIMjBwe/WEffvtrm5aZnKUChkDSowYDyTV3xkGJgnuvBCBS6VSmo2mxoeHlYikdDExIRyuZw53mQhfT1yKLRH8T958qRGR0dtvWKgqYFGP5AZ9YfaY3z8vPraIOYYBwhD1Gg0lE6nNTQ0pJGRETMA3gHoRtasIW84mEsyW95ZJAvj6ZGAQaD+Uqtxj0fcubYPGqG3dWaz+IzfazwP14XSjE7B0eO7XBtwhsH+IxN1+fJlXbhwQXNzcxYgYFd8NqabgU5mPXYGgZ4am0wmbd15Sh8ODnoEBwYZeefMrzMckM4g1GcTObPYOyroFfaN182sVWTu5waHxNPiPEjHHPCMvJOneHYzdnd3tbKyor6+Pp0/f96cTtYLskun00a9IwMG4Lq8vGzAViAQeMZxFaVSSWtra/busJOoVYOmyfphjvFxWK9kLtnrvjSCAIu6Q7Im+C4EUh7EyeVyBqwhR65LUMazdZtV89f3/Q7Yx37P4Zh7p9wHZN6v8M4sehm7Q5AOG6TThvIZP9BhwWDQemCgF/AxoSqzFsjkEyziG/n39qCVny9+x770IN5+R71e1+rqqiS1HRvHGvCMMB8Q+DnGPwQcz+fzxszygBFMFnzBZrNpWWHebWNjQwsLC7p8+bIxePgOABoyw3+kI/yJEydUrVY1MDDwVUtqCOD5N3+uxUzxtvYgmld53YSP0wnA+6xmJ4DZGdgTVGI/WYtQsjk6TWqtXw/OoC89XRYb4nUn8+xBF57dy7EzOcB1vR1Ff3ugU2rvgdC5177W0VUGc2xsTLlcTtPT03a2TiKRUD6fb6uZBLEEocfJIXOWTCa1tLRkSkVq0UP4P4YwEAjoypUr5lRCjzx//ryKxaKmp6e1tLSkK1eu2HEbS0tLbTQWnCKCErKAgUDAAsnFxUVrdlAul42+SKqZzm7ZbFanT5+2RcVCoFPtF77wha43gjfmdGZFtjihW1tbunTpktEkp6amdPjwYZVKJc3NzdnZojgRoHlcd3193QwjnerI4B4+fFjDw8MKBoNaWFjQ8vKyzSUNmshmYFzIMEiyhgOecoQzztEJ6XTaDPrQ0JBGR0d16NAhy0xwjiEHWuP41Ot75y5tb29reXl53xuBwebyGREfjFEbSkMpAAs2sTfwKCOfUQRJxHAyoMWisFFqrDmpRefpzBpgGLwB6XwGFJ7PhPJdn7XCCQKE6USbcY4PYk0PDw/bmaDQhAGCcIDJePGc6ATWKvoEirGnJBM88H/khwPa39+v9fV1raysaHd37yzLXC6nQqGgRCKhhYUF0ysPP/ywXvnKV+ro0aOGpo+MjGhxcbGtFpg5xmFE52AAqKmCPdFstrr0XquT8vnz5zU3N9eVrJG3d+oYnkHiwRGCX+affS2prYvgtYIG1oendjGP3M9nHjCsrHnvPGAImWue2f8f0Ic1w3VoWlEsFvXYY4/pypUrRtEHXAAgYz11my1G1uhk7ArBPE6Dp1chT5xv5E1DOmTFdTzVzcvDOxedQRx/s7d8Z1n2DPa32Wwql8vZOuY4Cd4FPYc+8Fk/qXVeoHfM0JkEt95x3O8goOKYg7m5OQvcoejBDGBP8Z2trS2tr68bRRuQkufC0d/Y2LBAm+ASNoV3LrETzBX0RGjIyIAggSw/8vHgMcwfGsYRJOGklkolK2sBDPSBbWf9tJ///YzODInP6njGBvs5EolYV3rou+h51kBnNrIzqON6HqzoDEI8k0GSBXd06fZBGHYDqihZZ+barymGDxZhL3ld5xkA7INuexPUajXNz8+31StKLeDJA3S8K8Cbb07E8wWDe2VlgPM+4GCdok9oksjvsQvb29uKx+Pm8ywsLFgZALYrm82aLPDNfCLj2dafD4x9MoP39eA4doLPdqs/vM70PgPXRg7YTM9KQ7bY+07bir5mzZOZhTb7bPfxSQr8W+6LLJAZ/2edetvlkxZ+nXJP1gj71wPPXs78+7oHmI1GQ2tra3ZIqj8QdnZ2ts2R9RkSztzBEUgmk8pmsyoUCpqfnzc6AMqaInqcXZBHlFS1WtWjjz5q7ZIXFhY0MzNjhto3f/FoGzS0kydPGg3FUzR8lsQ3B8EhYTEyqV4ZbWxs6I//+I/taJb9ppcZ9XpdCwsLz0BZWIwEm9Q2okDJtkC1k2TIFo4LSDuNfQYGBjQyMmIByejoqO644w5rlHTp0iXNzc3p6aefNscch8G/K8a3MxuIoQcxo76EDU794PHjx3Xo0CFDrC5duqSVlRWbU+4zMDCgUChkdEWuv9/RmQFlE3I/79gR8Hjnip+HQiFzEMlWemMEisV84UjTcATngT3Fs/h/s/69EiZI5fegigQNntZBB0XvjHJEBM4C+87L4iBGX1+fXvrSl2p2dlazs7PmFNAxlmcg4PaIIkrPByjIkM97xe0zcb62BgPrKSJ9fX2amZnR2tqaFhcXrfGUJH3605/WQw89ZMeqZDIZFQoFlctlq43BKHNt9KIPQnEA+/r6dPr0aVPsgAzUec3MzOjLX/6y1tbWupI18vKZUww4jgQ/w5gQkPP8ncad77COWWOg4gCEvushAx3M9ZCvz2RIra7QPrDxxt4HXZ2GGprY8vKyLl68qIsXLxrQCAJPgEnw4/Xrfge6ADDK08x9IMg68Cg9Toun5XUGiB6g9U4Df5iHTsS6E333yD2yx+kOBvcaBGHv0EHQtbGVBAk4kDy/DyC4B3v3oIJLaU+PcvwVwRlgcLVaNZAUHejviZ0nS7Ozs2NONJ9fWVkxvcLwYAiypVYZ0MLLn78J5H3ZCvPoazfX1tbaqJEA9Nybmk98GTKZrF2fuWY/d5uVDwaDJmd0qdSyc3wG9gbPSmOzbDZrYDRrg8Fa8lkzvu/XkH8fr0v4N6weAhpP+/SZVElmV/3P6/W6BZH8HH8Eu8AzEUhyb/ytTt9hv4MjRejkyr6RWkdBBQIBYzp5wM37sXyXfeApvQQuZMslWbO8cDhsARD2KJfLaXd3V2tra+Y/+jKeZrNpzYUA3AF0n00u2BH2R6lUsmN3UqmU0um0stmszXlnsNltMI++5Pl4X/YoILv38bGNHjD0mULPNmHve3vHWvIgQSflWWr5iOhLz45A73APrs37ICsfQKL/sPl+/fsA1dNq/TX2m5nvKsD0KFOj0bB6EwQTjUbb0sN8js+wiYaHhy1QKJfLVrMJKkPGDocF5YxDR2YrkUi0ZYhwGtiU/Dsa3TtO5JWvfKUKhYJmZ2fNsFerVTv+Akos9Xc4SyiUnZ0dLS4u6tKlSzp06JBRm55++mldvXpVExMTGh8f36+I22TtD3z3vGufFZBalDUWKnz+Wq32DIcNWXKtSCSiTCZj/HrO/fRIJags8+8Ng0dyceil1sL1z+ZBBgYOcDwet7Ov+BwNXQgims2m0ZqgMdG0pJvR6ewhGzKHOIY+O+jRJx/woGh4T08z9XPks6T8nqwBtHGMCQrZG3eUAiAISDyZI4JLqHLsT5Skz055VMw78h4xPChDWq/XNTk5aRQeggGf5fJ0FZxc3l9SG1JKcxmcws4sD/sAo8d6Zj0FAntUkLW1Nc3OzlqTAQ49X15eNudze3tbZ8+eVT6f18LCgrEdfGMPuj17pJMGBdQxETxGIhFls1kFAnsHXQeDew0WMpmMLly40JWcAXBwFnhnGpmR/WZ+MYDIkeDEAwzIHR3kgygCanQE8+OdR5/l8oABeh2Hjn2IgUMnsBc8k4Hrb2xsqFgsam5uTleuXNHly5e1srJizgs16cwXe6pbR9wP9j0Bs9eN3lH1VE6cCu9k+IDX63pvd3kPnBn2i8+EI3fWgv+uR8mxcf68QMpgAEloWMU1/Zx2BsSeHim16HsHUYMZCrWOMvKsJM64jUQi1tAOe1Kr1YwiC2uCcpf19XUDSJgrzoymvIZsKHYAn4X/45wyz6wv9hfrljnGx0HHArBLrWMqmOtoNNp2DBtZckpWWEdeN0qtDqf7HcHg3hnclUrF5MB64Z09Fbder1tNPbaO32FXPN0T+9ppV7y+YL3gcPvyG8A6hge0+Df6xrMdfCLBZwB9QN/pWzGH6FP2KHuw22SC1M6AwOfFtkOT9vW2PqPla14JJiORiHViXV5ebssiDwwM2DUI2iiFQm79/f0aGBjQ5uamrly5YtRlgERsCmBCZ+nQtbKN+EYbGxsqlUpaWFiwgGxlZUWpVEorKyvK5XLKZrNKJpNG72ccRAbT+6ueHeb9N5/R9d9jDtjP7D1PY0a23m8kmeADRJ/IYP7Rz1zTl2ehe7i+B+Cldp/Q+7Q+QQUw6K/B77gnP9/vuu7qkDWyhGQBpBavGAQfR9oXoBLsIQyoYtRDsDE4/5KACPoLL4/yhiIitZxfNkY8HlehULDFOTU1pRMnThi1lsJ62izn83ldvXrVumql02mjj/FcvFO5XNbly5f1sY99TJOTk8pkMiqVSrpw4YJWV1e/KjXguQze3ddglMtl40ezsFB61IpBn8GAdgZAUkuZRiJ7TZampqY0NjamarWqxx57TFtbWyoWi8pkMnZtnFO/oPm3d/59cABa5pEfnE42N3NCR2IUkA8cgsGgRkZG2pDKYDBoncu6CTBxwDCgGA+UAjK7Fk3DywGkivnh915xIXP/Pc+vx9HDcJO5ZbN7Rw/DiYGJx+PKZDKGWJJhIxuPg8UByT7rg5L3yk5qGVf+3W2QGQgE7LkikYid94ajTHadzyDDZDJpZ2LhKJCdZ31tbGy0ZXbZqwBXNCNgz0Dn4t1xRuv1urLZrFHtcbToHjszM6PR0VHlcjlzwMn4EVThTJPJYu7Qncw1783+4u8bbrhBV65c6UrWweBeHUhfX58d0k5DlEQiYTrFO8fIA/1A4Mz1JLXpcI/GEvhxhAQykVq1Vf6oGIwpjpOn4oHeUpPqmyX4oIVn3t7e1tzcnC5evKjZ2VlrvU9DFu5PQOkR6k4mwn6GR60JXHEmfMCM7vOAoQ/yffDtnZBrDeTX+QxQ2zxa7enN1WrV9BTgk8+CkpFGj1O7hj3C9qArcWaQY6eO4H06n7ebgaM7NDSksbExjY6OWi22bwoG4OEzg7wz7zI0NKREIqHFxUUtLy+r2Wxa7abU8newcwQA7H2fwcX58/obO8L6g2FEQMtapxs22XX2AcCgdwRZ+/l83o5k8sEsa6wbPwSQgX9Ti+qblEntNYvYZWyY1H6EB4CKBw95J6llGzv9C2QItRPb5zPGHqj1gCw/4x4ECFKLKs69faAOWHAtfeizSQC53YxGo6HFxUXTG/7MVPQqP2P9etaAz6axrwHjJyYmFI1Graa4r6/PMpacMYkPS/f8RCKhdDqtZrNp2Ut/bxpHHj161MA/D0QSrHT6ZT6g8meHV6tVsxepVMqCS8AuBomnbmXdCcrxbPhOPuPus9voOP89n8Xk+n7d8Hn8AZ9xJNjsDKA9GOX1C7/n+XySQHpmozzvw3JPurV7m+eTJtfS4c91dHUOJsbEZ1e80+ELk3EE+R2bhDo/ggmcQBxEsjiSjJIaCu3VL2UyGZtAT0NhQdMyeWJiwrqgjo6OtmWPcL4OHz5smTOynHNzcxbU1Go1Q4RpEBKJRCzbsLKyIqnVfbTZbNqRG92OaDSqiYkJ63i7u7trdC82CY4xdAaCNZSgzw6AdJLZJaM4NjamcDisubk5LS4u6umnn9bu7q4ef/xx3XjjjTp27JgZyMHBQY2NjanZbGp1ddU2glcuOB/MGU52OLzXjY9uodA4crmc8fp3dnY0Pz+vz33uc2o0GpqcnLQNubm5aecgXbhwQRMTEzp16lSbcdnv8EgWz0wmh82Jg+UVh9QyaIAbbH4cFJ8l90468+NRV980QpI5jIVCQYODgyqVSpalQGFJe8aRYIJ9l8vllMvlFAwGdenSJS0tLWltbc2aTKBM6aQJeANVhuficwdhSHd3d/XII4+YYqUWG9mvra3ZPkMWBBS+y14w2Kq1HBwc1MjIiB075JvK0C2UuSJwrNVq1o2aBhYnT57UyZMnLXNI9pMW97u7u5qYmLBmVOPj41YDDIjjqV3oSFBe9AtB1fj4+P+fvf+OsjSt7nvx7wkVTp06qXLs7urc09MTmACjGWZIgwaEAEv4ormWLki+ukoY5LCsn2VdlmxLWLIFsq2AbWHpCssgJHISyCYzzMAEJnfuqu7K8YQ6lU/4/VH67NrnzACarurqHvnda/Xq7qoT3ne/z7PDd3/3fhSNRnXgwAEDFrjOtrY23XrrrdvSNeg3tCP+8HP2LWsRWp6noHo7giMl4GHNs/7r0V5+58FGHB5r2DtZaauvkmoBe5G9xOsAQ/ABo6OjGhkZ0fj4uGZmZuyAe9oIfL8aSaZ3qtsV9hM2AvHJsO8T9kECSZoPTHhPPeMAIWnyfwBtmpqaLJHxw06kWro9bB+vUx/Mtra2amNjQ+Pj49rY2LAef4YUSVt05nrAzSec3BfPebvgazQatenn+EYAlEwmY0yDbDarjY0NSxr94L1oNKpMJmOxBoATlR78uGde8T6eKXYdPwEN3QN2PGueQ1NTkyWEJKzSFjhABcuzfwBpARNh7/BewHjiH/aapwFejuCfuT5iIfaOZzP4yiR6kraSNIQ4EbviK7vsdV998cA0MZpnRfgkt1Kp2HC2eno0140PrgcDSeQ9+Mvn11eIPJOsnnZ7uRKNRm2g48LCgiVfxAHEwtJWkouvw05wnew9QIuDBw+qv79fY2NjduxMc3Ozta2lUimrRtLDTCwhSZlMxpJP1jrH3RHn1IMZP2jdAXAtLCzYUX+ZTEa33nqrxeP1Nr9cLqtYLGpsbGxbukaHPEMqi3yHVHt0l7Q1+IZ9gA1Fz96u+kJLfezt59GwDj27hfeyL7wv5t+8B3/mE1F8D6/Hv/JdUi0ltlQqWdxCnEeV34MtL1QuO8GMRjfPbqKawI1RemV6KdUzHBZUCJKNRCJhPVgYZmhMS0tLmpqasrI9SAa0ARY5vQjhcNhQRSphkqy/Ao49D5XqD47KO9TZ2VlLWNmwfB+KX11d1dzcnNEZSTrQRzab3fYwFGkzaTh8+LA5QCo0vpzuy/ydnZ1WncLQ+MEo3Ic/dkPa3Gznzp3T+Pi4ZmdnVS6Xrcrx5JNP6lvf+pY6OzvV3t6uoaEhHTt2zBwv9DOffHHtJN2lUknt7e1WIdq3b59VqLq6ugxpK5VKGh8ft2AJNJpjcUqlklW6s9msva61tXVbBp6NiLHx/X8kVRh63ydM8u6rBNw7xovkgrXI5vb9bh7l88myryhWq1X19/drcHDQaNoEtCTrpVJJqVTKUPZIJKJcLqeGhgZL5KGdRyIRoxpzuDHVCr9moHdSufZo2eXIysqKxsbG7J5mZmZML9DnAWgITLlOnlVra6u6uro0OzurhYUF65tsa2uznmGqAOvr60omkzVAh6dvQT8DYbzhhht0xx13mEN98sknTd9NTU3au3evQqGQJicn7Tl6wKxS2WzoByElwRscHNTAwIAFD+zhTCZjo90ff/xx7d+/X5FIRB0dHRoYGNiWrqm8QvXt7+9XKpUyYMnvVe6BANxX3rATPjkkIfXsCOhmUBQJCn2Sye+okGEncLwEnfw8FAqZTfNTQn31naNjOO94fn7eArRisWgAg99bHqndCTCQz2PPoGNowwQm9cwA6Gb1SZdP/rHl6Lk+YPdJm6dXsaZ90MRnk4xQaSaJ4Q/Xt7q6alV8Ek5sjwebvD59xba+GsTvtyPYWXq1sE3cI74Je8XZo6urqxobG7PKH0AnjCUqdoCcfmYBoBC+wT8TH/ADhtMPyjV5YJH14Ctu/I3dY+gauvSAvR/KlM/nrb0EEItkFTDyciUajZrfxg9IMrDR+032qR8448E2Sda7530mdof3+D5Xfi/JEnj0w9rCFnlwFqnf875P0H+vD9h95djrju/xlWGus1rdmuZ+uRKJRNTd3W2VPewpwAJxCXYQm8r68/fuAc6VlRXNzMzo0KFD6u7utoFnPDv2NOwS1jkU9JWVFaPTUlDAxrFGLicJWV/fPGpoZGTEikp33XWX+QE/CZmzqbFX27UffD+An/c1PAvWt2cLYNP87AC/TkgoWe/1lFfWECCGp9B7YBEBxMXX+USS7/Qtad7e8oz47now2TNJeJbcX33iejmyrR7MYrFodA6qHiiOTeuPAmDB43AjkYjm5+c1Nzen9vZ2tba2qru7Ww0NDZY40JtVLBaVTqfV399vFMmlpSUzZPXfWyqVbDJqLpdTY2OjxsbGjIbX1dWlvXv32kAb0HzO0STIJdEhefOGjETY93fyAKkI+Yd9uVIsFvXAAw/UVLlAjlhYzc3NymQydsZksVjUwsKCcrmcHSdSLpeN8uADCZAjph7G43HNzc3ZdFePuoIAz87O2ll9TIbFmRPw0ftBAEJ/G8gUhs1TT9hgVOJuvfVWPfDAA8rn8yoUCspkMurs7DT0HMO2vr6uAwcObJsKBM3WI0jcN8+e7/SJFok6CQXIkw/Qpa1z5HiOGBk/pcsbC0+1CofDWlxc1OjoqEKhkO0FqjTVatUqNSQIHlljje/bt0/79++33iToo42Njdq3b58NNlhcXLQjHTizDee73aN3qERjyKDpEABSOfUUQvYcrIOBgQEbyuMpa55SLckq+4lEwhDT+j5O1iDoN9Qfztc9fvy4BY70xJbLZZvejL3ieYVCIaPz8qx9jzFV2MnJSY2Pj1t1Lp1OK5fL6dSpU8aq2C5FVtpsQxgcHDRd+IAFmmA9CgtdlYTTDznwATJVAII1f5B8S0uLHT/Dc5c27TNnuHrkn/3Bc+L7SZCwrdgLrpl2hcnJSUss0TEVbl7rqw9ck+9v3o5w7QTJ+J9UKiWpliaIDfE0KmwPa4j3+Iog4tFyvtsn3eXy1vnEBI0Ea9gogqZoNGqALHoBHOCZ+iSBqaAE+9xrfeXHB0S+Uvt8gdQLlYaGBu3du9fAaf+Z6+ubg+sWFxdr+iA5rxrGFGuVuGR+ft7o4wTSfsggcYC0RbFELzw7f/QN69QDBD6R9CwX9pxPMJ+v0su5nb4SUalUbPgPQ/0ImuntvlxpbW3VbbfdprNnz9rZhp5t4GM/X430zx4/ye/RJVUZH+iSMPmgnf8/X7WFvz2YQvVSqq2mo2+//1njrBvsAwkPv+O1XCv7ktdwLduRcrlse43nBxvN94n65IT7JUnk+RB/cW2Tk5Oam5vTjTfeqEQioZmZmRr6MjGgb7GCBbe+vjllPZFIqKury2wlfoEzKT2T7QfJysqKRkZGND09bZ/V09OjTCZjwD00TooXsCCxSdsR1gvxqbdxvqLoWxw8YIKP85V2n2z6BN8Xdtjf+HwPsvgkljjY+wXvCxDWPvYEn8rPWOesF/8Z/J5kGfuDbwEsuly/eNkJJg4cJIjmbyqU0DWY0OoRJBYnDyOfz2t+ft4OOCfIJwFi8h/nVtFoz7lXOBdK/DQN40hYiBMTE4ZkxmIxLSws6KabblJ7e7sFnVNTU5qfn9fi4qJ6e3stqGJB+EmXns5LguBpFyQnbOLLlaWlJWt8DoW2zqODRsMiz+fz6uzstACZhAMjwJQwKioYiomJCavI7tmzR4cOHdJ1112nlpYW5fN5owoSlFMB2djYqKnyYRA9bSIajdY4OygXOOl0Oq2hoSGjcWE4qXI2NTUpk8nYAde+JwBQYWFhQZFIRJcuXTKq8uVIpVJRf3+/Vb68g/IVYgASnL+nOZCME9x59Jkkn8oxRovqGXvCfx7XxRrn8yYnJ7W2tmaDpDhLkrNgAQ78ICcQutHRUavspVKpmkAGY8Wzh5GQSqUsEFhbW9Pw8PB2lrQh894ZUWmi8o6T4ygBjDuOb319XcPDw7p48aIN9iI5RufeWEJTyWazpg8YCzxTkqkLFy7YvsUJsddisZh6enosiM1kMhoZGbHnSWDS0dFhAQN7oa2tzcCV7u5uc6Jzc3PG5KhUKpqdndW5c+fU39+vRx55ZFu6LpVK2rNnj/r6+izZAIzztMVIJGK9k5Ks9cFTZL0zrE96uHd+BxDnk26SUNa9tHW4PY7e7zf+752k772XNvfHxMSE2XyGvrH2fW+pB4o8Ak8ywGHylysE2yRwfAd7yw8S8cEYyQW/8yDX90vE/O880s5aZyoiftkDKdgX9pWvRmBnPBDE2uQ78KXlclnt7e32Hexnbx99wixtrpXt6rpQKNQMdqtWq8YKWF1d1ejoqAFjVMzxMc3NzbafYS5gk+PxuDo6OgxcBfjCxzFRlaTJV+iw+/XVSxIw1rwHIvCf2A8fuPO5VK6gQmKXSWjYpwS2a2trisViamtrU0NDw7ZiECa943N98sae4m9fzcQ/025RX2Fnz/t9731QfTWJZMdX2mk9gL3m6cLEXth29rgfxuOTTf9vD3pji/wzbm5utu/md6XS5rFS2xEYgaVSySqYfliTp2j7JJT7wt6xv/H96JLTCDKZjO2JlZUVFQoFi6u8P8AGNDY2WiW/u7vbgDtmc1BVLZVKFuN9rySTgsDc3JzK5bJSqZSmpqaseloqlYzZNjMzY/6+Wq1avClJ3/zmN7ela2y1j32krfYMXx1nQJhPAiXVrAn8G2vHMzn4PbE6faZUpz213L9P2vKH/M5XMr1P9c+La8Mn8Hrui3tgDeGn2Kv11cvLBU4uO8FcXFzUsWPH1NraqlOnTtVUcnAqzc3NSqVSSqfThvajSFBob5Ap5S8uLqqjo0MdHR3KZDKWXJLQclhpNBq1ICgU2jzDkkRFUk3iiPhx9KOjo5ZUpVIpra2taXR0VOPj48pms3boNAjSnj17bOrsU089pUuXLqlQKEhSTRDlp0Xh9LYj6AcnxT3h5EKhkE0bbWxsNGSKxdTW1qa9e/eqtbVVS0tLKhQK9mzQAUaio6ND+/fvtyouR87w/T09Pero6NDc3JwuXbpkg5kwwhg6UBSq0slkUu3t7YpGo8rlcrYxYrGYnS147tw5FYtF66WZn5+3PtC+vj6FQiFDl5eXl023IPJf//rXlcvlLlvPBB/14+qhUOBUMAySnuOo6C3GeXpjxLNEN1QXMMaeZsL68Ymt/y6QeYYw9fT0qL+/35IWAqd8Pm9n1PoJs/l83npeocrwuaxpqpQEQyRf5XJZTz311GXrWZJRfDBsOCz2KtRsqm2l0mavJPSqUqmkZ599VjMzMxZsJBIJq3A3NjbaUBcCR3qqV1dXrU+rvb1dg4ODmp6etmujl3J1ddWGRxFMQHGuVDaHMSwsLJizwBZR3Umn05K2Kg5dXV1KJpNGI2O/Qs9bXV3V8vKyDWKAnvs//sf/2Jaul5eXNTQ0pGQyqeXl5ZqhRgSkUL5ZY/Sbs099sICzws5RbfTBD8EmQTlggj/nlbXNHgEAIZGhsk8AVY8CA7AtLy9rfHzcgjMql/SS1tObfMXQC1T/7QhO2QNE6AYKuE/QpC1KJAGPtDU63gco9ZQmhHvxIAw/I7n0LBQCJ76fNcCzk2R7js8ioafXslwuW18zIODzUbewhR7RB8BjyvLlCkeSMTuA1gkCq6amJs3NzdmeW15ermnngTWBjQdYgera09Ojzs5OqzDm83kLftEda7RS2TrmhcQS3+R16FuFEIL8+ufsGUEeEPIBKbEPMQI65g/raDsxyNzcnL7yla/YvfIMpdrBU/4Zx+NxO2YDP4jvA3hnPXqKqqfmsf4kWXIJXRA9MqARsIPP4XOxa/zcA1noux7IYf14kIf7pVpIaxY+mGewXbZJNpvV7OysQqGQxZ/4/nA4XAN6Qhn1gJ7fy4D1no21tLRk7BzPiKtPkABc8F3sWf7tK7bYFvZGMplUX1/f9zwyrlze7AkFEKCgI0nj4+P67ne/qz179qhUKmlsbMz0cPz4cbW3t9te/tCHPrQtXUtbcTt68tVFz1qUtoZXsT580oegB/7N7+vZFfXVSXqcYZj4ij82gGvzrADPivDAod+XPknkc2Evsd/4fNaaB8+8r3qhctkJJmjDbbfdpqGhIT366KMaGxszVNAjphgTnyTRpO1RIuhxlOrpq6Ba6alNlUrFesY8vSEajdpBywSFjY2NKhQKplAC8Pn5eWWzWY2Pj1tzPN9NUIDjCYVCmpubU0dHh06cOKF9+/bpzJkzevbZZzU9PW2BFkgjG39sbKyG/ng5Ui6XNTw8rKGhoZpyOPoEBeno6DA9gECRIFMRxEhwNhKJPWggVAw/rREdptNp4+FDjybZR3xQQoLL9N/W1lZ7LYZpcXFR2WxWzc3NRuulWkn/CMgYSWosFrPpspJsqMsTTzyxLV2Xy2U988wzOnLkiNE+POokbVGx/VQzvwE9ciVtUQ4w4D6QxNFVq1V7Pn7Yg6/24Lg9YoZzm5iYUC6Xs+Et/f39Coc3z7KLxWLq7e19TmAdi8XU0LA5DdD3p1GhJBAjufRo7aVLlzQ1NXXZepY218n09LQSiYSBBdB6+E4qqAwioDpJPwm0Hb/v0um0Dh06pIaGBksApa0gzlcwOjo6dOTIEZswXSwWdenSJQOhOFNPkiW7oL6jo6Oam5uzYJP9wl6TZIEtFfuuri4NDQ1Jkg3nQNddXV16yUteYusFIOOTn/ykHnjggW3penV1Vd/5znf0ute9zva9VItK+n3DOmQvY3dZfySCvnLjK5QwOggm19fXzX57KiHPlmDKI8ZQdrFRrHmcNJ+/tLSk0dFRo3HXg5jch6f1eWfvKXNM5t6OVKtVTU5Oat++fTWBBxNd0Q+69Amnp1I9HxXK2wD/fQQIPsDAJnl/id48uOWpiL7K45NQ/AbAQLVateM9fAWHa6y/Zn+tXMv//J//c9vA69LSkr7+9a/rR3/0R21d0ScIuwBACH3ir3zA5gMs7h2aPjaVa/ftINDkAcewycQOJHx+rbEW2CP4C6l2IA7rEsnlcjWJO37V0zK5LsAqWB4nT57cFvV7Y2NDTz/9tAX9rDHPzCAY9/dAFZe4i4AckMjrRpIlLn5NEXCzFull9z6Z+yWZ9esZ38meYr2TWPjkkvsi6cL2SFugGskxFXB/JiSDarYja2trevjhh3XzzTcrmUzawJ9KpaLp6Wnzy4B32FcPDIVCIQM5fKW3ubnZhvd4cHpubs5a3TzdnJic2Rae6UCbFdV/kvxcLqfFxUWbvuwp/OgZmjqV03w+b8+hUCjo/Pnz9p3sJ+6XuPbhhx/WE088sS1dS5sxJv4f/yCp5t/+uXMPJJr831NSpef2W/vEHx8AHZl8iaIO4pN+PsO3IrDvffJXX33n+31C7ON+b7s9o8XTsbfjEy87waxWq/rn//yf63d/93cNqceggAByU1TMPEKEIYBSRfmfBzU7O2v9SwTfIDZQzRKJhJ135QNuhpd4A49yQfR4KL5ni4ojqIC0lfWz+RoaGmxi3cDAgG6++WadPn1auVzOaCvpdFql0uY5eB/5yEcu++F4efbZZ9XT02N9Mn6xeLSSoUqgnxhyqbb/BzSLgAz6bDKZNAodi4xEG/SaJASj7Tciv+cZ+/42T79jA3JUDMEAm9lXwgENWltb7egavw5JTr/xjW9sW8/nzp2zKimDUeq/EwSqqWlzzDdBO/QsnBRrmuADQECqTTx9ZRJgxnPh+T1Bhacg4QxI2Ol9JfCgj43pqgA4VPhANHEgGHHQLB8IS5tB3Te/+c3Lpkx4+fKXv6w77rijhmLE5wKEeBQ/n8/beg6FQob6AYAkEgn19PRoz549liyALvteq1QqpX379unw4cMGZlCVZMIkwQoj3Q8dOmS6DIfDmpmZsSDOV0Uk2cHiBEH8v1Ao6OLFi0okEsrlcmpvbzda7/79+9Xc3KyTJ09a1e7ChQv6z//5P2876ZGkP//zP9eP/MiPGJBGEkeQ65MeaEq+IoUtZ10Q2PjEzw/1icVi1h7hqbIECx4oCYfDNZNk+Vz/rH1i5vttmTTsj3Twe8eLB4Sk2jHv5XJ5W+wHLzMzM+rt7a2pzngf5KuLPhEkYGQfYgdJ1H1V1FcG/XPySSrVNCpK3Dv7wPs4f4wH65jXeuqs7xnnfjy1rj6hRM/+3tfX1/Uf/sN/2BFd/5f/8l904sQJiwNo+4C5sba2pkKhYL3UnJWNn+TaPPhA9ZG4xff5MajNJ/Ykdvw/Go3akJ3p6Wmj7/skyweOPGues49RSB489dH3vMGe8H2C7EG+41Of+tS29fzd735Xg4ODpi9ii/o1Ay2T/e4r6gS0rCufkKIDH+TCysIuEWDzOvQDAB0Obx2H530mw+GwPTwDGEpS7dFM/v3+WfD53CPzAIiTLl26VJMwX6781V/9le666y61tbWpp6fH1kgoFLJ5A942YE+5Vr+u6p/D+vq6gXHz8/MaGxuzYXqsdXToY2piD/Y3QC1tQLOzsyqVNoc5plIpFQoFo7b6ihqxfqFQ0OTkpMbGxgwkJunM5/M6f/68JbHovlgsWqXzve997474xbW1NSUSCVufPm/helnnnpKK70Q8aOr3Xr0P8r9fW1t7zsAq/7n4PG/zvS7ZA7z3+eT5kkvPivH3zR7xP2N/X65s6xzM7373u/r0pz+tu+++W2NjY+bs2fD0L0JxxZFS9k8kEiqVSnbmpEcbQQkk2dhof0RCPB5XW1ubTYaEQpLNZmvOuGLjeWfqlcYGBR1rbW2169rY2FChUFAikdCNN96ovXv3WoWPB93d3a0DBw7UIGAsrg996EM7MkpZ2uTmZ7NZdXR0WEDLYonH42pvb9d1112n8+fPW8+MDyKYqphOp3XddddpYGDAJsWStCwvL2tmZsZothxlUSqVjErY1tZmE+sYhORpWASwHsmLx+Pas2eP4vG4CoWCJWxUgg4cOKCOjg6Fw+GaMw5TqZT27t1rwfjAwICam5s1NTVlZ3Pedtttisfj+o3f+A2Njo5uW8+Mvz58+LAFV9AeWZcY+0wmo66uLnV3d6tcLtsYfAwDhjGRSFjFCnqTp/nxt6+usJ48GsVaJqCACcC6JTGORjenkvb09Ghtbc0qb93d3UYjGxkZUaFQMMdSLpeNkumrqD64XV9f1zPPPKPJyclt61napAOdOnVKe/futaowVWOqkZFIxCYGY2CpbhGgQGumItne3q5UKqWOjo6aigyI4Q/90A9pYGBAkUjE+lwwsARy2WxWqVTKHMC+ffsskIYS5GnKJIXojWQ1HA4bJZUD4KH9t7e3q7e3Vx0dHdqzZ48N5QKgeOyxx7bd64p8+9vf1he+8AW9+c1vNrDAg2kAQQRNrDFAP2krKPb95uwHgk5P46SaJG0BegRkOE50hQPkM9EzFU7/3b7ChkPk/Xw3a6Xeufq9xO94Vtsd8IMsLS1pcnJSfX19NdfidSXVBghev7zHU17Z777y4xNMH2DwvNA51TJsDlVJn+RQtfN+DOCH7/bBCfqsrwD55+eTfO61Wq3qi1/8oh588MEd0fVDDz2k3//939cNN9ygjY0NDQ0NKZVK1UyMpcqCT+faWO/++CKoY9Vq1dhRzc3NNYmMT+Z4BgShfgYFjAmqNvXP2K9V/vZgMXaGn7NveKZe1z5Z9s/jmWee0cjIyLb1PDs7q/Pnz2v//v1mH0hcAAehUfpkG5uIbv1+ZJ2y/31lnXYOX1GsLxjwTPz+4PM82OGrkPh0PwHXg71+z0m1x4KwJ0mUkUgkYmft7oQ88cQT+sxnPqO///f/vhU+yuWyuru7LW7z59uie4TqIXva713A7uXlZU1PT2tqaspsPomrH8oYi8Us3iMR9HMoWO+eUbaxsWHH/HC+NbaE3stz585penra4iO+H3BicXHRZiO0t7erp6dH3d3dampq0qc//Wn9r//1v3ZE16wj7odnj27Zv55dI20NTvKUUs8u8PvQr0X+JqcBJCG+8b7Av4e9X28z8Cv1lUv8mwc4/f354oUHNX2VFL+xHdBkWwlmpVLRhz70IZvESnBaT0HhrDUqJZTW+bev5EBBoeJJ8MODJHCvVDZpfsePH1cikdDCwoI6Ozs1Pz+vyclJq85AVcH4e7SAh+APSS8UCurq6tL+/futZ7ClpcUmVvqHh1P3RhTJ5XL6T//pP+1IpUfaXCDPPvusbr/9dpu+yM8xrqFQSK95zWuUz+d1+vRpTU9Pm9FnkiM9kfTfEcheuHBBuVxOuVxOnZ2d6uzstLMC9+/fbxUPKtIkAf458dy6u7s1PT1t3Pl4PK7e3l6bciZJHR0dNphmdnbWqmuLi4saGRnRvn37NDAwYAl9PB43NLqpqUk33XSTjc0vl8v6X//rf+2YricnJ3XgwIEatMhXpKhc7tmzRwMDA5qfn7cprG1tbTbkiM1KlZPKb6VSsSEkvnKHkfBUQr5b2ho2AMWZxDKVStkUYa7ZP1+cIshrubzZWE9wxSH0XDOVeiowiUTCaKnf+ta3dgSllTbX7vj4uJ3bCv0pk8mot7dXyWRSFy9etHXMezyKDViVTCYVj8e1urqqkZER69WkchGLxdTa2qrrr79eR48eVTgc1qlTp6wHGWNKf28+n9fIyIg6OzvNmUPt4ZniCJncyxl8uVxOxWLRkiiuMxze7IceHBy0oIDJ2KDDra2tKhaLmpmZ0Ze+9KUdW9Plclnvfe97dfvtt6urq8vsh1RLiQXYI+EkECcA9IwFngVtDzhmX9GQZA5ckgUl7CucuKfQ+oDRAy1+/fMa6bm0TGkrmQTBZx+QCNRX1Lbbe1kvk5OT6urqqjmg3g9GKZVKNawIfy/1+8sH8/XJpEfdCRh8xYfAyJ9nyzXwGtpVpK3qF//3dLl6OwStywc5njrN/fj1MDc3p3e/+92X3dNTL+VyWZ/85CfV1tamTCajixcv2hwGfBODwtA7fpAYxCfXBJY+MSbJpPIZjUYN2Oa5QHsF2KYC6itkxA3Sc4dmeLCAvRAKhWp8PWu+Wt08Cg1GEUIrEaDY0tKSHnrooR2x15VKRQ8//LA6OzttL3Ff9RU0hhGtra1ZuwCvY10Rl7GO+BkVIwLcesor10JcAwUUHZJEsu75XA/gSlvrku+UthhCCHEp65rvICngepjsvlN+sVKp6OMf/7iOHTtmE/f5bqp6XC/AEQUC7AjrpL6aVl+hY//yDEulklHfGdhItbJaraq9vd3054EAmFBQhykq+aGNPNdsNqtCoaBIJGL34ynjgHArKytKJpM2lLKnp0erq6v6N//m39T4r+1KPp9XR0eHmpqaaiqGno0nbe1hDy74c1U9AOIrttIWIFRvu2Hr+J5IDyrV+4N6W+wLZZ7NwnsbGxsN+Ki3I/45+hiU+/bslcuVbSWY0uZk1s9//vN685vfrEqlYjRBlAnVkJHfKMFz+Rl2gePHyKBwaAmSjEqVTqd18OBBHT9+XPl8Xk888YTOnz9vqBaKam1ttc1B0OEDJ661PmNnI0UiERtqUyqVbPgIZXXpuQFOuVzW7/zO7+jpp5/ernprZHp6Wo8//rhe85rXaG1trabfqFqt6syZM8rlchoaGtL1119vgwk4poUR0yScHPI+OTmpZ555RnNzc5qbm9PAwIDW1jbPn+zq6lImkzG64ZkzZ6yCin6gDdP3SiAN3RaKMwEJY7DX1tbU3d2tvr4+Xbx4UfPz8xZgnj59WrOzsxobG7OjVxYXF7Vv3z7roWtvb9fExITe//737whKi6ysrOjMmTNqa2urWSdUzWKxmCVvBBfFYtGSPYYmYVCr1a3JuxiM+fl5TU1N1VRrOErBGxiCcdYpRp2hNt3d3TY4heqltEnTxDhSiSYoAuwB5YcuRlAPYi/VJrff/OY3lc1md0zP0mZAOz4+rhtuuMH+v7KyoomJCU1MTGhhYUGLi4s1lVRJFvSRkPJMuO/Tp09rfn5e5XLZhg6cOHFCvb291ld99uxZY15QqaY6Cu0yHA6ro6NDU1NT6uvrM8d34cIFM9iexjs7O2vT8TDw/f396urqUiQSUX9/vx38Ho1GjfJDMNnX16dSqaTPfe5zmpmZ2VFdDw8P64//+I/1L/7Fv6gByHj2JD1QqXxfj6dz+uoWzo51zhr1qKpHd0lg/TqH6gUTAqftUWM/6MejsVQ4uRfsEf7FD8riHn3lrVwum2/aSQHoOHHihLEW/HAHKpHozSft9UkOP68PNPhTj1RLW31D6IX1iU8lGfBDU3guBENQPdGTtBmQYm/8oBaCUILVeqCBf/+n//SfdPbs2R3V9fz8vL71rW/pjW98o9bX1zU5OVmTLDCN2gMdMKl8kuYHeKBvql2xWMxmOZTLm3RqKIWwKHw1if3iAz6/5vkZa6B+CBOTTkkifOXCU+Jgc3G/PPNoNKqHH354232uXhYXF/Xggw/qJS95iV039sLvJ/yIb4PyjB6EPVe/dmGukaTyTJqamizwJflj/RL4+8+HjSLVDl+Raim0fJ7fKz5JeD7x9n14eHjbR2bUy/T0tD75yU/q0KFDGhgYsFiPa+SeGaoDiA1jEBsO88ofCwfQxpnMxC/4okqlljK/uLhobTfMIgC0IsHk7E7YAjAWc7mcxSXEHYBY/qgkGIz4D4o9MAuJXd73vvfp9OnTO6rrSmVz3gL2lCIU4quFrHXfNsDrvX9C8GkelGGtUtHFX/H5JNnoDNvrbZO3J9gOD/bgEz2w4/0N69cntdgw4lzWw3Zk2wmmJH3jG9/Q0NCQBgcHa6Zv0kM1OztrvQKhUMjOoqxUKhbMhkJbvT8YRXp6WOw8GM/9pny+sbGhqampGvQVR5fJZLS4uGgLuKWlRf39/TUNxPl8XpOTk9Z0fPbsWQ0MDCgWi6lc3hzVXq1W1dvbK0mGCJdKJZsyy+Z/9NFH9R//43/cMUTLy9e+9jXt379f3d3dNagIdN5SqaRDhw6pvb1dBw8e1KlTp7S0tKSBgQEdOXJEsVhMExMTyufzRjktlUoW2FOJQW/xeNxQbmhDUCp8YI7xqlQqmpubU6VSMWrg1NSUHnnkEfX19alYLOrQoUOKRqMaGBiwfrQnn3xS1WpV6XRayWRSq6urmpiY0NzcnA3IIMiEPpFIJPSFL3xBH//4x3dcz2NjY5qdndXQ0FCN8/H0nEqlUnMuU1tbm8LhsNG3l5eXVSgUrH8U+ufq6qoN34ESxLr3QzgIkjHQoPIENgAdPlAnQfLHteTzedsv6+vrVqnmqCGP0lFhgvrCIKbTp0/r4Ycf3nE9S5v07ZmZGfX39xtAhZ5B4jGgvseGPwwB6uzstMq4ryJw1mRnZ6cOHz6s9vZ2TU5OanR01Cj12AzuW5I5PqqZBJqALfl83vRP8sL+YO9jwDnq5dlnn9XIyIiq1aqOHj1qAAJAUbFY1DPPPKOvfvWrO67narWqP/3TP9VrX/ta3XLLLTVBlEdn2dM+oCGJxBnhsHgWvJf17AN8KgihUEgrKytKp9O2Fvks9OCvh+CfZ8/+5/oIAkjYAHWgE/nrI6n0U1rX19e1sLCw49VLZHZ2VlNTUxocHKwJWDwz4vl65Am+/HsISPh9fWWCPwTL6B5/SSJE+we/k7aSUfyqT4AIejzI5UEBz2Dx98AeRvcbGxt69NFH9Z//83++In7xO9/5jg4cOKCenp7nTBPlOgGmuUaCKd93xBqHtUCyD33f9xditwmOSS69f/CBnlTbi+srCryHoR++2s16qU+CfJDo6cuVSkWjo6M7nshLm36xvb1d/f39tp9Yr9JWZRLdsj59EgkTinXHs/K6QGf+871d9c+G//t9wzX4Ck+9eF36zyR5Qvz1+wqntLnH/QTynZRvfvObeslLXqI3vvGN6u7utsog8R5raXV11UBAT3/0/aPVatWO36GlRJLpF52xt2ESct/YKfY1zwsWABVdziv3rTmeSSJttXZhGzww4CebbmxsaHFx0Xznk08+qfe///1XxH7ATCC+QHwlnHiDn/tKn/edUi3bTFLN8/Bga/0a9O0n3n54cMT3PtczVvhczzri832CzPt89Zg965lu25UdSTA3Njb02c9+Vj/7sz+rrq4uq8aw+AgeMIQcPQAlzZ9rRLYN0gvdJRwOW1DCQigWi/r617+ujo4OQzroc2Pxgjb6Q1RLpc2JpNFo1Hr7VlZW9NRTT2lkZES5XM4Sm0wmo7W1NbW2tqpQKFgSBy89HA5r7969On78uOLxuLLZrH7+539+R5FDL6urq/rIRz6i+++/3xKWSGTzjKimpiYtLi5qeHjYDoDH+IH0fetb39Lk5KQ6Ozs1OjqqWCymc+fO2bmEoVBICwsLVoWUZJPBSBilzaRxcXFRodDm0SGgVcVi0Z459IqWlhY7U4xR/e3t7ZYkP/LII5bY9vT02EYEQeG5h8Nha0jnGXzsYx/bsd4pL+VyWY8++qi6urrU3t5uBpbkC/Qwm82qra3N9Mc6SyaTGhgY0NTUlEqlzaMX6NWLx+O27kH9q9WqBX9Qtnxi7asCUArrR917GvrS0pI13qMf3uOrJt5QIlQ4qtXNHqXZ2Vl97nOf25Gm+u+l61OnTimTyVgFksoJ05+ZIEsijhHkEGbfE/yd73zHzsAF+aUSQR8lR+sQRHsacWtrq9FmcZqJREKSDEwhifI9dN5JY8Q3NjY0MzNjSQwJPZVNJv6urKzo5MmTunTpkj74wQ/aIdk7LcvLy3r3u9+tD37wg7auAc88PQbBhhJ4hEKhmknQoJ44RJ88ARBg96FwsYapgJD88TkAWgQerHOfCAHwYfuY5sjvm5ubbX/VM2YQql1XImBBPxcuXFBPT09NoOF15QNlroPXElR4Chvik0p04wOgepqgB0385/B8+bc/2sUnV0hra6v5HI+s8x2eqoV9AaD95V/+5SvmFzc2NvT5z3/eJspyXdg/39OHDa9UNidzwjihyuYDQXQPXZPWAnQMGwJw0ANj2BxfVeNzfcUP4dmxRj3Fnsp8KBSyqduekYX+pU2/+dBDD+0ojdBf45kzZ6x9yLMHCLK5f3+/kizJYG34pNIPeEQ8qOsF21r/f2w5NsM/C17nr9dXgj2DAPvs17MHcGHPrK6u6tKlSzXXspOyvr6uD33oQzp+/Lgd2be4uGiMnbm5OavKY2MnJiaseshajsVi6uzs1L59+9Te3m7xB3YYNhTrPBzepGnjV6l6UkSpVCoGsGLXx8fHNTY2ZqwshucVCgW1t7dbLAFLzlcBGaQIGOSfPdXLbDard77znVfMfkiqOTPXV7al507wprDjmQXYC4S15MFAYmO/b+vtKfvAMxj4PMT7suertpL/SFvVbu93iO8AJfh+PnOn+ol3JMGUNkv6DzzwgH71V3/VKljDw8MaGRlRY2Oj4vG49XlJsrMxI5GIISvS1mHdoCCSlEqlLJmimsERAGtra7bR6EnzaB4BE8rG8F+8eFGS7GzIwcFBHTx4ULFYTJcuXVI2m1WptDmAiARY2qwGccZTQ0OD0um0Ll26ZBS997znPfrud7+7U2p9XllYWNCXv/xlvelNb7Les71799po9snJSasc03u5tLSk6elpM0D0WGE8vH5otoai4je9p6dIW9WLSqViFTECdvQP1YrnhzPmObW3txu1lv4/qAP+GfJdUBi/9KUv7Thl00s+n9dDDz1k0zc99YDgZWJiwowwdE2SDF8toYqzsLBgAU0qlVIymbSAxk+hlTaHIzU2NtqYcZJ3f7QD10Eg46sL7DlvBKmqUuXzz7Ce1ru8vKxcLqcvfOELO07XrJeVlRXrMU4kEhbIYQwxgFBwWE+APu3t7VpbW9OZM2f01FNPGX2HHpVkMqlweHMS3cTEhDlgH+g0NDQolUrZdNdcLqeNjc2zEfv6+syxeioLiain1ngaJ5U1j6az77BDJMvnzp3TBz/4QbNNV0qeeuop/dZv/Zbe8573WMUP0MYHbwTVfgiAd3YE7x4c9E6XYJ7ABYCAQROsNdYtbACpNmkBcKhWq885LoPgaHFx0fYoz5LvI7nkGVApBli7krK8vKynn35aN954Yw190Pfx1K8Xrpvf+SSDe0M3fI5nIXh0m8/g/5yziv4IMPxgFr7DP0vEV1G5JmyUr6j6ytH6+rr+5b/8l3r88cevhIpN5ubm9LWvfU133nmn3bPvcYIN5QeUEGhHo1EDKRhCx57gzD7WeCgUMoCEI0qwS/zeJ33EOaw9DyrwWmjHPqkHwOEZ8lrAd/YVr8MePfTQQztCb/tesrS0pKeeekrHjx+vodhJtUcd+ACde/CgnrRVReaZeL/P5/nAvb7H139OfdDuK5q+ohONRo0Vx9EQPqap/5sZEPhjnsnDDz9c0y50JWRiYkJ//Md/rEQioYGBARWLRSWTSaXT6RpbBzgSiUQszo5GNwclHjhwQHv37rUqfH3bDUeM0AqFLtkjHAOHrsbHx21fNTU1aXl5WQsLC5qbm7ME0Cfv0maBg8nuzxdbRiIRYwt6KrS0ud7++I//WM8+++wV1TVAGKwk/JKnlCLeV2KjPUjBXuUz/Pr04B97BD/IazxzR9pKaLlOb4frAbX6eN2/pr6ggC2TZFVoQMadkB1LMCXp61//um699Va9/OUvVzwe18GDB/W5z31Ok5OTVrn0zccE4/QR+J4GEkEGyvDwOjs7LWig0kIFAMPtjzSBWgH3G146D71QKGhpacnOEfROGZoLARFBfWdnp1U5+KxHHnlEX/nKV3bsWJIfJEzf/Nmf/VkNDQ2ps7NTU1NTNsaaze6nkE1MTJgjBJ3i/34hetotRzZIW+dN+Z4KknwoQuiVgQOVSsUG+PA9VJt5rr4aQX8hz8qX7T2N6bHHHtvRvsvvJZcuXdKzzz6rW2+9VdVq1RJhSXakRVtbm1VsM5mMoUMzMzNaXl626heGZW1tTdls1mgZntqyurpq1BIQPc4HZb1LsmdMkMlzicViSiQSyufzpj+CPK6nWt2kIpPkcIwGZ08BqLCuT506dcX1LG2CVMPDwxoYGLAgxPc4kJTwcwYGEJRVKhXNzMxobGxMlUrFKucEL9FoVOPj4zZNFhTa07W6urr0yle+UnNzc/ryl7+s06dPm/7ov+L5+55tb9sIJrFLExMTCoVCFriura1pZmZGjz/+uJqbm21I0xe/+EV985vf3BVdf/SjH9Xhw4f1//w//08N0u8TFk+vkVSz/+oDSP9+KgCeJucTDlBy3gtNX9oaquL7FAGs6hMz+upAuVkfJMNUtf2USJKOp59+uoZGfiVlenpaZ86csWnj6NQnHx7goTLkqVc+yfTBgg88fADkg5p6IZH1SQqfAXPAJw1cGz8jmeS78Y0+wfWg4Pvf/3598IMfvGKVYi/Dw8NKJpM6fvy4+RdPL/PTXIkT0um00Qw5GoMYxSP8JJOsZwAXv3b5Tq93PseDWdIW7ZlKE8+XwJu1ADhZr1sAHsDtUqmkJ598UhMTE1dczzMzM2pqatKRI0dsfdZfIza1HuwgHmGSJq8nyUBXrKd6EMXTsX2w7o9swf5Isuo1gIoHHepZAlwje4JnSuzCsJpHH310V/QsSQ888IDa29v1Yz/2YzUVVOZZzM/Pa25uzl4fjW4OpsxkMtq/f78OHTpUk2h7Wwo7AYYa9iYajdqUdOwvx5GMjo6qVCrZlPWVlRUDXom30bM/oofn6Kf/chwZFXHWEp/R0NCgz3zmM/rCF76wK7qGfelnrBDnevDE7+V6YLnedvI5xIWIt9e0idS/xz8zb+e9ffH+wAt2i2tlHfPZxEVQz31cv1OyowlmuVzW7/3e7ymVSumuu+6SJN1yyy165plnND8/b8kfhiSZTCqTyahc3uy3aWtrU0dHh904RkHaDOYvXbpkB8Kur68rm83asBeG+RBMUNWk+iltKhzUGoMBhQ5kNxQKGQUG4+idDL+HvgIt94knntBHP/rRK0aXqJdqtaqvfvWretvb3qYbbrhB4XBYyWRSw8PDeuaZZ5TNZi05ZNyzHyTDwi0UClpZWTHaEPqggjU/P29B2/r6utEIGFgRiUSs0uWpzYyXphp54cIF5fP5msODJdnRJoODg0qlUjaEZWpqStPT01pfX7cJoyDNjz32mB555JFdCVgqlYq+8Y1vqKmpSSdOnLB7JyDg/gi6xsbGjDbFcInZ2VlJsnvgzNFUKmVUFA6aZ7Q959ZBPUZf6XTanCngAJMGCfhyuZwd/cMe4lw4qlJ+Mh2BDBWilZUVLS4u6sknn9Q3v/nNXdEz13Ly5EkNDQ3p4MGDZgPQLeuS/eeNLzaBc+f4PIQzWf3wDFBej2xz7NC+ffs0PDys4eFhS/wBu+hhge6NTn3ySYBPpUParFDjbDkKCLT23Llz+su//Mtdsx/l8uYgsnQ6rTe/+c01+iXwIoiVtpysr27SrgDIhL2s799ECCzRIZ/PtEnWL5/pK2+g5Ui1WjVaV6FQUG9vrxoaGmx4GWdkol+C9kqloieffPKK9Kd9L6lWq7p48aLC4bD1Y1IZrnf2BC0Ea75SWJ9gEgz6ZE6qPeuSz/fBEMEM7yEY92uY15P04rt9QuyRdh8Ucc+VSkUf+9jH9Ju/+Zs7GrT8IF0/9dRTisfjOnr0qNkH1gD2jvVeKpVsOIpPSBnMRHWB9g4qL1RhfMIibVWPfYAobVUTEE+x8z1o/tlh+wAlaWEB/GXfcfTXxYsXdebMmV2x19VqVWNjY2pqatK+ffuM0l4PCPsD6dEHSb6vzmLPPYDE6/kbvXi6Ic/KB/V8r7TVg4wvXllZUS6Xs7XgK8oINsqvc5LVxsZGjY6O6plnntk1v1ipVPS5z31O8XhcP/zDP2y2gcn0nhUmbcYZR44c0XXXXadMJmN2mZYEkiD2NgUBf4Qasx6ohrJ/RkdHDeymdQzwjgGM4+PjKhaLFtPDPmlsbFQmk1Fra6sB4NB5mXVRrW62rzBp9sEHH9SnPvWpK0L3/l7CuZ/MvvDMBA96sFfrEz7Egy7Y6XrqOLG1j2Ok2mFtz/fZfk/hSwF4sbXEOMQv9WAglUtvw3e63WxHE0xpEyH89//+36uhoUGvfe1rbcFycyQ9UPUKhYL27t2r/fv31xwJwIZfXFxUPp9XpVJRb2+vuru7DUVaXV21wQVslNXVVavs0AOYSCR06NAhdXd3a8+ePfrSl76k6elpc9CSrLTPoqDC5v/vB0lIm0HW2NiYzp8/r89+9rNXrEft++n6F3/xFxWPx3Xffffp/PnzevTRRy0xQ4f+3qStPjI2NCOgm5ubbfImfW4gvTxDnJtHEX2lgn8vLCxY8EIyBBLOdNZLly5pbGxMly5d0sGDB3Xo0CHlcjmrwsXjcWUyGTOS8XhcjzzyiD796U/vqsEplUr66le/qkwmo8OHD1tgRd9Aa2ururq6JMn67XK5nFUJACk41oUJu4AVBHVURKPRzUOH29razCHTm8ixIjT8A3K0tLSoWq1qdna2JughYaWSI21Sb1OplFXUOKZhdnbWzo47e/asvvCFL+xaYOh1/fnPf1633HKLHRVDsEX1D2PqDTPvJfn0B2JDF4NWS5WA6jFGl4oGz/aOO+7QyZMnLVlfXl42Cj7Jje9rgL7vg01pq1pFtR6HRPJ56dIlfeYzn9l1+7GysqLf+I3fUDKZ1F133WVJB9eL/gj+PC0N/XunSNWFYMYnOATRBJ74BRIb6Iq+CuZZKeiZShp70FPnYrGYjcsvFAo2TE7aooc/8cQTV6w/7ftJpVLRyMiITQomCMZGPF8CQlACkEUQ7e+/vh2EYAi03FeCWJe+auPpXAQogE/S1nlv/mfS1oAKfIlPmFgrDzzwgP7xP/7HV7Rv6vmkXC7r4YcftuPFvG/i3gErYDAQiOG/0um0JSdcPyAWCSZ/A8qyVlm7rHO/pv1zk7ZAR5JYKkH4h2q1WrMvsOtUlarVqorFop566imdP39+V9d1pVLR+fPnFYlEdODAAUsQSVT4vwfeuD7u369P1r+nJ/v975NQb1tZcySLnkIIGMzrSUa/VyWJayQB85T2cDisZ599Vg8//PCu2+qNjQ19/OMfV3t7u9rb27Vnzx4DuwuFgh0J19jYaOcqp9Npra+va35+vmb6M0mmJPNBxLT8LW0+B6b9kxxhU/3EbybYUjhg6i2FA2xHpVIxujHCc25ra1N7e7sN9jlz5owef/xx/cVf/MUVmbHxg4TWMoYhse6wmd7HsccpcPlqPa9lzfokFTvNa7E9rF/WtaffSrLkHqm37/hV7I2n+nrwt559dCX0vOMJprTZu/Ybv/EbWllZUVtbmxYXF20AjLQ1RATjDfXs5ptvfg4aRS8h6P/y8rKam5ttAipVICpqyWTS/gwPD2tubs6otv4Adt8P6qmY0hbnHiNeKm2eVwePHJrMxsaGTp48qb/6q7+6KptA2jys/m1ve5t+4zd+Q2fOnNG5c+fMCdHMTe+JtLkY0+m0pC3KJpSKm266SdlsVo899lhNbyFVI1Aov7mobOIocH6ACBh9Kn2rq6s6d+6cLly4oEKhIEk1A5QYgnPDDTfolltusWFMa2tr+ou/+Au9733v27EG5Bciq6ur+tSnPqW3vOUtOnz4sCF8HFsTCoVq6JZUUTwyzu8YRuMNOwkUe4GjGkhKcrmcmpqaDABoampSMpm085vot+X8VwIVDwoAFPjkEpp4Lpez6saZM2f02c9+9or3p30vKZVKeuSRR2z6MY4U6rAfCIBhhGI/Pz9voAnOlERJ2jrXj2l8nlLV3t5uZ9A1Nzdr7969uvXWW/XAAw8YjZtKfzqdViqVMuQYijRJEVVsX3Hyhh/HceHCBX35y1/e9YAFyWaz+uf//J/r3/ybf6N77723pqrCteKU2PcAJux337vhnyH2wle7+CySSh/Ase5hh0hbk0DrqaI8O5IiaIjt7e0W/DOEDGf82c9+Vp/+9Kev2roulzeHWUUiEfX09NRQ8jy1yldOCApIdgg8qBLxHoIXkhp6Xn110Q/I80mO/25vv6mw+mCF1yMEmf4+qtWqHn74Yb397W+/oj3y30/W19f11a9+VTfeeGPNObPcj59Mj77Yk8QFnL2MLmhDIChmP/hKJ8+Uz67vA/Z0Nj9gic/yQSwD3jY2to6eAFCEvSJt9p5OTEzsOmjCdZ89e1bhcFhDQ0M1gatfL74SWV+l9EwHEkUPWjEASHpubzZAjf8M1iCvY1AdoKP/PE9t9LRG3kuhIRqN6tSpU3rqqaeuip6lTUDwgx/8oJLJpPr7+9Xa2mqANXFzJBIx5hjxFMM0vb0hFvH2RtqqoPvqGrEGIDdAKlVU+jQbGxuNybZ3714lEgm7Lp5PMplUb2+vxsbGzA4DTNL7mEwm9dBDD+kDH/jAVYn10BGMJfyUByKwv/VtJR6o83ad9eXtNOvIr11imvpnQvzMd/EZnq5L4k/s41kbXCu2Cv8Qi8Vs8v2VkCuSYEqblcff+Z3f0U/+5E+qp6dHkmoUSv8i9Mrp6Wk9+uij6uvr08GDB3XkyBH19PTY8Q7Qn+CGP/300zbVra+vT/F43B5OS0uLent7lUgkNDk5qZmZGeVyOX33u981SqinW/lqiD+UnR6tQqFglSR6GqPRqM6ePasvfvGLVy25RLLZrP7pP/2nGhoassTYV2d89QDePq8jmEilUrr99ts1Ojqqp59+2vph5+fnbePA+/fBIBVKaavUTtBPgEeQHwptTqhdW1uzJIGKxLlz57SwsKADBw6Y8eTzKpWKHnzwQf3qr/7qFR1e8INkeXlZH/vYx/SzP/uzeulLX2poG7QbP8LeV4MIGqBxS1uV+XQ6rXg8roWFBTOm6IUElQSfoIJjOaSts8JY16Dg0A69U2lqarJjYObn540uSnVndXVVp0+f1uc+97mrFoQj5XJZJ0+e1NLSkrq6uqxvEnCKYVCsSZJ81jU0YB9oEEDXJ/zQ7AcHB9XZ2WnBaCwW03333af19XWdPn1akUhEnZ2dCoVCSqVSNU4kFosZAsuz8hREAntPUZyentbXvva1q5ZcItlsVv/v//v/SpLuueeemkoXwRuBH9fvA0ZsiK/KSVtVQ89gCYfDdpwRyRM2wlclSFrrA0cCH//8sP0Mm1laWlK1unmkFBWeT37yk/qTP/mTKz6U4wfJxsaGnn76aa2trWn//v01tD5PEZZqgwh8jkejfSDt/ybJ9MEEiQn7Rto6AsNTbvl8zw5gSBkTmHnmnlbov/+v//qv9Y53vENTU1O7o9TvIRsbG3r88ce1tLSkffv22WA79EzgBWAMaMz0V9oW2J+AJugFe+9pqwBXvooh1U5SJakluOd5k2DiMwAVPJWaNQ+Da2xs7Koll0i5XLazCWH4+MTt+Sh+0pZu2M+8B317OwS9E1sCaERc4RMj3iPJqnUAgTwrvhNb45MHkqJ4PG49yadOndLTTz99VfUsbbaK/d7v/Z7W1tb0hje8wXxXd3e3JSIAsiQkLS0tBirX04w9+4E17H/uQajGxkYdOnTI4spwOGz6AeBj3frYx1ftqLAeOHDA2FpUCrmmL3/5y/on/+SfXDVwCqlWN1uLWltbLfbw8YT3gV48OOjtNe9DH6xd367g/QGv5zs8DdYDLJJqwEZvk1jn3lZ7AIX+WQ8a7qRcsQRT2qRmfvCDH9Qb3/hGDQwMSNqsBC0tLVlSwqJfWVnRwsKCLl26pMcff1yZTEa33HKL7rrrLnV0dKi1tVW5XE6hUMiSP2hro6OjCofDRqWcnZ01ZGdoaEgDAwOam5vTyMiIstmsKpVKzaQqjBBGqVwuK5vNWvMxlQqSy1AopMcff/yqouH1QnLQ3d1tFCyoKn54BJuFBI7gAwpxLpezCaeRyOYRDVA7qeKmUikzJhxx4B02Roo/UCyoyqEznDlVVYbNUH0DBPjIRz6if/SP/tFVNzjSJnXiv/yX/6LFxUXddNNNWl5etkmtviJD/yABBM8COhXUHSqJ6KT+6BEco6diktRjaJgICzWW5AiWgCTrJ2DfAMTwTMfGxvSlL31Jn/jEJ656woOUy2VdvHhR6+vr2rt3bw0dk/3rB/jwp7W11X5G9ZzgjeSd5AaKTzKZ1J49ezQ0NFTTbJ9MJvXjP/7jGh0dtapCNpvVk08+acfANDc3q6OjQ4lEoibBpBrH8TCRyNaEv1OnTulrX/vaNWM/stmsfuVXfkXvete79OY3v7lmwA7VeeylJKvokDgSgHhH5av30ta5itLWUA3vVGOxmNkPnpvvH4KZAW2JgEramnrKe7jGjY0N/ff//t/167/+61cNDa+XUqlkw6OOHj1ac93efvgg0CeXPhj2dhfdenuB+N446bmj8AlE/CHo+GUQcSryfq/VD2L62Mc+pne84x1XFQj0gq5LpZL27t1rARh9pT6gQx8Axkzp9oFktVqtaXvg/4B/+Dtez76HCut7snlGVDdjsZj15gKYAfIAuJBsRiIRjY6O6uLFi98zgdtNIcmsVqvav3+/7WPWF9fo16u0NY2Yz/BJjqQam0/y6dtyni9w5rX1tHwAMj+lls/AzhDAAzLigx577LFdbxf5XpLP5/UHf/AHWl9f11ve8paaATmsMa6feJkKpgda64UYAp35Chr6pAos1U42lbaAAKppHM3FkENpM77p6upSc3OzlpeX7bzxYrGo1tZWfexjH9Mv/uIvXrGziV+oVKubZ7+Xy2WlUilbE9hhGAqsUdh2rNP6xA2byfs9Y4Ln5WcQ+LYD9g7/Zh94RhR2m99JqrEb9XH5lW5fuKIJprRZ9fnLv/xL3Xzzzbr99tvN+fuBD34aI5Sr9fV1fe1rX9PExIRe/vKXq7u7Wy0tLTZRs7+/X21tbcpkMnbODg+gUChofn5eo6Ojamtrqzlbr7u72w5Xb2lpsWoP3yttDbAolUp2LAkLYXl5WQ899JAeffTRq45m1UulUtHU1JTW19e1Z88eozdgFPhTj3bH43Ht27fPKMfJZNLoQD4AgfIA/ULaChqhW4KY1xsxEnh4+CDHTO/jfePj4yqXy+ru7lZjY6Pe//73673vfe8VK+FfjqysrOhP//RPdfLkSd1xxx12bxhwfw6rb5gHWfJ0TBJPnKGv/hKoEBDxB9qWpydDj5Bk+qXXwSNqUJ0xXMViUWtra/rCF76gr3zlK9eME0UqlYomJia0sbGh/fv323VDfYTVwDqkD4XqjU9AofQkEgml0+kaKlxbW5u91wcqodBmP+bhw4clyeh0JPKAN5VKRe3t7ZZcUkne2NiwvkD+fPe7370m0PB6WVpa0r//9/9eY2Nj+rmf+zklEgljKxDs4kB9cEHw5p2s/zfiK5y+l5Igj//7iaWscb6fQWW+j4frYL/x3qWlJf32b/+23ve+910ziTwCtXBtbU233HJLTS8m69nrmICvPmCvTzZJfPgdusY+c0wHA2uk2kPUfXWPz/SJF1ViAlr89+rqqv7dv/t3+sM//MNrUtfnzp3T0tKSjhw5IknWT+YBEOwKlV1/FAP+yScs4fDWJFKf+ElbvZKSbGK1JDsvmT3l901bW5udNe2p4z4QZFAZZ+ZeqcrD5QgU8Hw+r6NHj2ptba2mB9VTr+upmZLMRkuyeJCYwld5lGEmggABAABJREFUvI/ygXr9XvDfi55JBnxi6m2PB3aKxaKeeeaZK3rW5eXK8vKy/vAP/1DZbFa/9Eu/ZK0yPrEkIfST7+tpwAi2+dKlS2psbNSePXvsd16XUq1NR2h/ol0lHN461op2KvQK4HLw4EG1tbVpbGxMDz/8sL797W/r93//9685+yHJfDnMJU9llVST0BHTIfW2mueDPuptL7Gk74v0z8BXKQEVPK3ZAzT+GjwTiSNjrrRc8QRT2jQ8jzzyiCYmJvSKV7xCHR0dCofDNrAEigrOyvcGnjt3ThMTE+ru7lZnZ6f6+/vV19dnyQqbiu+hD6etrU1TU1P2+fl8Xvl83hws/Z+Li4tm9DE+GDoWUj6ft0rRX//1X2t8fHw31HZZUq1WbShJJBKxCbp+cbLIMMxUDny53S9eaasawOs87Qq6jqcC+DI81+V/LqmmnwVjBP3l9OnTeu9736svfelL15xxlzYTjW9961saGRnRnXfeadRJSTVDH/ywqMbGRiWTSSUSCSUSiRpaIUN6crmcrUefdGJQQLNZ8wTaVDEJ/qhSo1MMJEE6fYQjIyP6xCc+oQsXLlxTwYqXanXzyJe1tTUDQnxg5o27tHWgt7Q1pITkE+fV0dGhUChkI8n37dtXg7TWi0e8NzY2bAJ2Mpk0ejRVfsCwcrmsM2fO6Mknn1Q2m9XExIQeffTRK36m6HaEit/p06f1zne+UwcOHLCEWtqabkqg4Pv9cGwAWYBR0hbIQVXXB+/YY59sApJIsvXr9xU0Nvo5fVUiFAppdHRU/+gf/SN9/vOfvybth7Q1XXZlZUU/9EM/pM7OTgt2CcJ9YAhwhd7rwSACct/zx3uoDkmbwSATpaPRaA1w6PeNbx3xySUVeZKsc+fO6d3vfrf+5//8n9e0ricmJrS4uKj9+/erp6fHfCF69KCIB8B9DzJ9TaxREvhIJGJrFOBJ2oxJAEcBG5lm6u1tJpNRW1ubEomE7SmoulzD+vq6crmcnnrqqWuCzfN8gp6XlpbU29trxzdJW9VID/7581PxheiZ+IDPJbD21RqEORrsHUB139NJQsDPpS2Whf+sSmXzvOqnn35aCwsLu6i9FybY6jNnzui3f/u3bRIrDL96euoPEgYG0cKAPF8y6odNeWZLc3OzlpaW9Pjjjyufz6urq0uDg4Pas2ePgSe+2NDX16epqSn9+q//up588slrNgaRNvWdy+VsqCj37BNoD+5JtdNmpdpE0SfdvIf4GlCPxBE9e//AfuJ12CKuCeYWdkySgVW7VUjYlQQTmZiY0Cc+8Qm99KUv1bFjx4ymiTH3lElJNRMg5+bmlEqldO7cObW1temGG27Q4OCg+vv7DaHhIXDUAkkiEzKHh4e1urqqZDJpjdEglf5sTAJ00AAOy3766aevGZrVD5Jisagnn3xS0WhUR44csWEMGHz487FYTPfcc48Nnejp6dFrX/tafe1rX7NpvOl0Wnv27NHAwIDGx8c1Oztrk02hrPnDWZuamqzPDJoriU5LS4u6u7uVTCZ16tQpo8MyTOjMmTN64okn9LnPfe6aNu7IxMSEPve5z+mWW27RiRMnakb9x2IxO9g4HA7XJJvQXzG2mUzGJpNycDxTZX3FDpSL6ibVHWjG9EnF43Elk0kLwsfGxsxZ81weeeQRfeITn7hm6Cg/SPL5vJ599ln19PSoq6vLAi9JNQkmlQFPQcOQ+6mR6XRamUxGBw8e1L59+2p6ZOsDZQLtYrFoTiaTyaizs1PLy8vKZrM2sZrnUCgUNDU1pYWFBT3zzDN64oknrkl0tl6q1aq+/e1v653vfKd+4id+Qq997WttAqFnKUhbtEEfZJCMkNCwZgn0eK2vdPK9/nl6cIrvI7mBsskIfJz8ysqK/uzP/kzvec97du2cuu3KzMyMvvjFL+olL3mJjh8/XnNGMEmcn+JNEo7uSZQIyuuHJNWzgwgyoIDjOwGneJ8HEKB7+utaXl7Whz/8Yf3Wb/2Wpqenr6YK/9ayuLioZ555RsViUUePHrUAkPuupwdiP/k39sQHgpIsGQQc933KpVLJkkw+21ehOYsTkEbaClDL5c0hbABU4+Pj10wLw/eTfD6vYrGo7u5u9fb2PmegEeuYBJo9jNQPlvLUWMBXKrzetqA3b/Prhw75//MM+FmpVNLw8LAuXbr0otBztVrVQw89pPvvv1+//Mu/rPvvv1+SbNgfwD9zCjj6xldw+ZyGhgZ1d3db0v+9vm9xcVFjY2Nqa2uzQY60pyEM2aTt7dlnn9Xg4KAk2fDIUqmkL33pS/rt3/5tjY6OXiEN7ayUSpvHxjFDxFe9fTuHX3v4Oda9VNs7LD23h15STXJJUun9rAdgea/fY4BgxIf5fN7mE+yWhC73y0Kh0GVfZSgU0uDgoO699161tLQol8vVOFMcWaVSMYXQZIviOGPnyJEjOnDggAWd0qZxGxkZ0cjIiJ0f5ZNI+tEqlYrRaekv8VWRcDisiYkJff3rX9fk5OS2Hky1Wv3bwUjPr69t6XpgYEB33323Dhw4oEQioba2NqVSKdPliRMnNDQ0VBPcFYtFzc3N1SQrxWJRX/3qVzUyMqKlpSU7mLpSqSifz1sgg6NgyAzIrqfsQkm8cOGCIpGIurq6NDU1pc985jMaHh7eFhJ+ubrerp77+vr0ile8Qt3d3XbWJUaYXlYSTQJBKjGemjw7O6v5+XmbSIrxgtLF+VHsh6amphpUrVqt2rS2SCRizxKK5vj4uL70pS/pzJkz26VpPlqtVm+9TH1ty8q1trZqYGBA7e3tdn6rtFV9kGqnJEtbQzRSqZQSiYRaWlrU09Ojl73sZbrjjjtMvx5xxFGAGJ4/f17Dw8NaX19Xb2+v+vr6lEgklMvlNDw8rGKxqMHBQVWrm+fxffWrX9UXvvCFbdsPXSVdRyIR3XzzzXrLW96i48ePS9pKGFmLIOXQtXG6vrWA/lMGg9EL5Yf7gLzzHtYygEw9SMbvoBKdOXNGv/Vbv6W//uu/flGu61AoZOCbby8gQKjv6fH36INnkm30RZBBkE8FQpJVJHmdpy0j9P/BHADQvXDhgh555JFtoeFX0y8mk0mr8NbTAH1l4W+us0bfPkBnndYnLt6GEE/wXHkt1TN0iu75fujHDEXcjlwNvyjJwPp6Pfu/6++77rrtdb73EjDAJ5j1n1v/Gf6zPSvF6xvgdxtyVexHNBrVK1/5St17770qFos1px1gb/fv36/jx4+rvb2d7zPAEOCJFh7suhd84NmzZ62YEw6HDZwlbl9cXNTw8LCWlpYsdqeCia/49re/vRO9rVctBiEP4b7Zv/XgKEAIr/HtH35gEr7M9yR7MMY/C7+XeJ+n3UtbfhrbsQPg9gvW9VVJMJHGxkYNDg7qxIkTNp0UpWA4/ESkelocvSUM6+jv71dPT48dQDs2NmaBNYEQSOHKyooNrmCUL0ELk20fffRRO/Zju3K1HCnS0NCg6667TrfddpsN9JE2DcbLX/5yHTx4sCaoeT6Znp7WF7/4RU1PT9f0kXR2dpox871DS0tLmpqassFKqVTKnmN7e7uOHTumQqGgs2fP6pFHHtFDDz20IxWeq+VIpc01fcMNN+iVr3ylGWmo4J4O6BHzUChkE0+pvqMHjJAfXoND8ENP4vG47RWmamL86QOcmprSgw8+qMcff3ynJh9fNeMubeqmu7vbwBFQWJ9UQsUCaGpoaFA6nbbAur29XQMDAzpx4oSOHz9ua5Tk3VOMJicn9dhjj2l6elrlclmHDx/WoUOH7GiMJ554wqqUMzMzeuCBB/TYY4/9ndB1S0uLXvOa1+iVr3ylHRFFdQwk11dfqFBKW9UEwBIqkNDCQXlLpZKNu/c0UZ6rpJrPgOI8NjamD3zgA/rzP//znRpacFV1/b+TXG2/+L+TXE2/+L+ZXHW/+Hy0Vp94f78K5Q+i1NYDUHzmC3mNrx5vU666raanHb375I/79PMh6lknvjXvb66rJt8hFvleffd8Ft/lB//QG7tDVcsXrOtdpcjWy/r6us6fP6/x8XH19vbqtttuU3t7u/GGfeMriKyfWifJHgQ9louLizY1NpvN2llAPAgmfjLEhs8AoS0Wi3rwwQf17LPPvmjosH8b2djY0BNPPKHTp0/r0KFDuuOOO3Tw4EGdOHHCemJ/0PunpqZUKBQUDm9O7AUtl2SVyfb2dqXTaV26dElnzpxRNps11BsUra2tTUePHlUsFtNf/dVf6ROf+MQ1M3Vwu7K+vq5HHnlEJ0+e1E033WS0WZJI+qM4LgbqKz0kfk2y3lm/VH68IfFDaQBdoCi2tLRoaWlJExMT+s53vqNvf/vbV/2Yhp2USqWiyclJzc3Nqb+/XzfddJNSqZTRsqHvhEIhm17d0NBQcwZjuVzW9PS0FhYWdPLkSf3QD/2Qjh079hzUsFQq6dKlS7p06ZIkqbu7WwcPHrQKaqVSseNUPvGJT+ipp566pgZTbVeWl5f16U9/Wl/72tf0yle+Uq997WttEBdrUdo6FoBBbZzL5as4fpAGlTUcLIMiAFMk1dCMJNmeGR0d1R/90R/pU5/6lObm5q6abgIJJJBArhW5Vvug/64Kfg5Gn68s0sIEkOrP25Vqz70kSfQJ5fNRmeuBAn/6BQUzWoGutmyngjkr6eLOXs7fWdlbrVY7L/fNga5fkFy2rgM9v2AJdL17Euh69yTQ9e5I4Bd3T4I1vXsS6Hr3JND17skL1vVlJ5iBBBJIIIEEEkgggQQSSCCBBOLl+/MiAwkkkEACCSSQQAIJJJBAAgnkbylBghlIIIEEEkgggQQSSCCBBBLIjkiQYAYSSCCBBBJIIIEEEkgggQSyIxIkmIEEEkgggQQSSCCBBBJIIIHsiAQJZiCBBBJIIIEEEkgggQQSSCA7IkGCGUgggQQSSCCBBBJIIIEEEsiOSJBgBhJIIIEEEkgggQQSSCCBBLIjEiSYgQQSSCCBBBJIIIEEEkgggeyIBAlmIIEEEkgggQQSSCCBBBJIIDsiQYIZSCCBBBJIIIEEEkgggQQSyI5IkGAGEkgggQQSSCCBBBJIIIEEsiMSJJiBBBJIIIEEEkgggQQSSCCB7IgECWYggQQSSCCBBBJIIIEEEkggOyJBghlIIIEEEkgggQQSSCCBBBLIjkiQYAYSSCCBBBJIIIEEEkgggQSyIxIkmIEEEkgggQQSSCCBBBJIIIHsiAQJZiCBBBJIIIEEEkgggQQSSCA7IkGCGUgggQQSSCCBBBJIIIEEEsiOSJBgBhJIIIEEEkgggQQSSCCBBLIjEiSYgQQSSCCBBBJIIIEEEkgggeyIBAlmIIEEEkgggQQSSCCBBBJIIDsiQYIZSCCBBBJIIIEEEkgggQQSyI7INZFghkKh/zMUCj0SCoWKoVBoMhQK/VUoFLrral/X30UJdL17Euh6dyTQ8+5JoOvdk0DXuyeBrndPAl3vjgR63j0JdP38ctUTzFAo9E8k/QdJ75HULWmPpD+U9KareFkmoVAoerWvYack0PXuSaDr3ZFAz7snga53TwJd754Eut49CXS9OxLoefck0PX3kWq1etX+SEpJKkr6+9/j97dLelBSTtKkpN+X1Oh+X5X085LO/s1r/kBSyP3+ZyWdlLQo6VlJL/mbn/dJ+pikWUnDkt7p3vPrkj4q6c8kFST931dTR4GuX3x/Al0Hev67pOdA14GuA10Hug50/eL4E+g50PW1ouur/XDuk1SSFP0ev79F0sskRSXt+xtF/3Ldw/mspLQ2UYNZSff9ze/+vqRxSbdJCkk6KGmvNqu2j0p6t6RGSfslXZD0w+7hbEh689+8Nna1F3Gg6xfXn0DXgZ7/Luk50HWg60DXga4DXb84/gR6DnR9rej6aj+cfyBp6gW8/pclfaLu4dzl/v8Xkv5/f/PvL0p61/N8xkslXar72b+Q9Cfu4Xz9ai/cQNcv3j+BrgM9X23dBLp+8f4JdB3oOtB1oOtAz9f+n0DX3//P1eZBz0vqCIVC0Wq1Wqr/ZSgUOizpfZJuldSiTRTg0bqXTbl/L0tq/Zt/D0o6/zzfuVdSXygUyrmfRSR9w/1/9AXcw4tFAl3vngS63h0J9Lx7Euh69yTQ9e5JoOvdk0DXuyOBnndPAl1/H7naQ34elLSmzVLu88n7JZ2SdKharSYl/ao2S8V/GxmVdOB7/Hy4Wq2m3Z9EtVp9vXtN9W/5HS8mCXS9exLoenck0PPuSaDr3ZNA17snga53TwJd744Eet49CXT9feSqJpjVajWvTR7xH4RCoTeHQqGWUCjUEAqFXhcKhf6dpIQ2m1SLoVDoqKRfeAEf/wFJ/ywUCt0S2pSDoVBor6TvSFoMhUK/EgqFYqFQKBIKha4PhUK37fT9XUsS6Hr3JND17kig592TQNe7J4Gud08CXe+eBLreHQn0vHsS6Pr7y9WuYKparb5X0j+R9GvabHAdlfQOSZ+U9M8k/Z/anKD0R5I+8gI+9y8l/aakD/3N+z8pqa1arZYlvUHSTdqcvjSnzQeZ2oHbuaYl0PXuSaDr3ZFAz7snga53TwJd754Eut49CXS9OxLoefck0PX3llC1ek1UUgMJJJBAAgkkkEACCSSQQAJ5kctVr2AGEkgggQQSSCCBBBJIIIEE8ndDggQzkEACCSSQQAIJJJBAAgkkkB2RIMEMJJBAAgkkkEACCSSQQAIJZEckSDADCSSQQAIJJJBAAgkkkEAC2RGJXu4bQ6HQjkwHCoVCamhoUFNTkxobGxUOhxUOhxWNRhWPxxWJRFQqlVQulxUKhVStVhUKhRSJRCRJlUpFpVJJ6+vrqlQqqlarCofDCoU2j5qpVquqVCo1/+Yz/Ov4fblc1sbGhlZXV7W+vr4Tt8hn/23PvnmO7KSuY7GYEomEGhsb7d4rlYrK5bLK5bLpp1KpqFKpKBqNqqmpSZFIRNVq1XTS2Nho72FQFM+Oz6xWqzU698+hWq0qEomoXC5rdXVVGxsb2qmBU5er653SczgcVjKZVDKZND2xhtFBJBJROBxWJBJRpVLR6uqqSqWSSqWS6R59eN3xf9YvuvTf/Tf3Yq8LhUI117CDMletVjsv5407pev/jeSq6xr7kUqlFA6HtbKyYus0EonYmoxEIopEIorH44rH4wqHw7amEWytF/aCJLPp/PHv5VpY48ViUSsrKztxi8g1oetkMqmuri41NzebbeW+Efb16uqqlpeXtb6+XmOTvW3mvTwnxNsaXoe9978rlUpaWlr6O+cXpU1/1tTUZGuKdez1js68n/Q+D3uL8Du//v1rvE2uf2+pVNLa2ppKpeec3X7ZcrX9oiRFo1E1NzcrGo3WxHXRaFTRaFSNjY2KRqOmt3K5rHA4rMbGRtNRNBpVuVzW2tqaqtWqNjY2tLGxUWMjfKwhqcZX+mdB/LiTetY1YD+kTXva1NRk67o+Lkb8z719YC/wc/RX/zmlUqnm5+i3Xs8bGxtaX1//O6nr/03kBev6shPM7UpDQ4Ne8YpX6LbbblMul1O1WlVDQ4Ntis7OTu3bt68mCSGpJJipVCpaXFzU3NycFhYWtLa2pkgkopaWFoVCIQtSMEarq6uqVCqWwJI4Ycw2NjZUKBS0uroqSZqentazzz6r6enpHUt+roaEw2EdPXpUr3vd6zQ0NKTGxkbb5Oj33Llzdu/Ly8sWPHZ2dmpgYEDJZFLNzc26cOGC1tfXNTQ0pGQyqWKxqHw+r3K5bIEQRqRSqSgUCmltbU3FYlGhUEiNjY2SVBNwRiIRZbNZPfTQQ7p06dJzgskXi0SjUd1xxx36yZ/8SR06dEgzMzMWXMzPz2thYcHWVjgcViaTUWtrqxoaGrS4uKhz585pfn5euVxOi4uL5vhWVla0trZWE5CzHjHgTU1NNddRKpUUDofNmW9sbKihoUGlUkljY2Oan5/fiTV9cbsfcLkSjUY1NDRkzjMSidierneOkkx32JDnk3qwaXl5WYVCwb7PB6AEhazjUChU83sCn2KxqImJiZ1wqldN16FQSKlUSrfddpvuvPNO7du3TxMTE3r88ceVz+cVCoXU0tKiaDSqRCKhWCymaDSq/fv361WvepX27NmjpaUlW5PLy8taWFjQ+vq64vG4JFlCUywWtbGxodnZWc3Pz9u+KRaLZhcIMpPJpBKJhHK5nE6ePKmHH35Ys7OzL+p1HYlEdN111+mNb3yj3vSmN6m/v1/xeFytra0W/BGsLS0tqVgsamRkRI899piGh4c1NTVlPs8H6w0NDWpubjY70dzcbMBTpVIx31mtVtXc3KxEImHA38bGhiRZIjs5OanHHntMMzMzL2q/GIlE1N/frxMnTqi7u1srKyvK5XLa2NhQc3Oz4vG42tvbzU43NjZqeXlZuVxOhUJB6+vramlpUVNTU40eSJyam5uVSqWUSCTU0NCgtbU1S6Lm5+dVKBRUKBRULBa1vr5uQXqpVDKdFwoFXbhwQZOTky9avxgKhdTW1qYjR47Yfpek1dVVFYtFRSIRtbe3K51O2/NobGxUMplUoVDQxsaGEomEyuWyOjo6FI/H1dzcrIsXL2p8fFzZbFYzMzOan5+39ewLD5FIRM3Nzerq6lI8HtfCwoJyuZyWl5fNL8zOzmp4eFgLCwsvavshSa2trRoYGFBnZ6eSyaQymYxaWlqsYBOJRKyI0tDQoHg8bnZhY2NDjY2NBrjgB0ulktkH7Ap2BtvuY+5wOGwxNyDh0tKSyuWyZmdnNTIyonw+vxO3e1VjkOPHj+vOO+/U4uKiFRbW1tbU1tamWCympaUlZbNZraysKBwOK5VKqb29XdVqVdls1vSZSCQs54nFYmpoaDBbTMyyvr5unzU3N2fPhQLF2tqaNjY21NXVpZWVFW1sbGhlZUVf+cpX9MQTT1yVGOSqJJj79+/Xb/3Wb+nlL3+5zpw5o0ceeUTz8/Pa2NhQU1OTmpubJUkzMzNqbm5Wc3OzLVoSwpWVFc3Pz6tYLGpxcVGrq6sWWJJQgnxTaWOTkGCCkOG0QWIIHHt6etTX16czZ87oqaee2mmUfFckHo/rla98pV7+8pcrkUioqanJdLK2tqbGxkZLYJaWlrS8vKzl5WXTUaVS0czMjBYXF5VKpRSNRrW0tKTh4WF1dHQokUiotbVVq6urBhLgDEhUo9Gouru71dvbq87OTtM7AeTy8rKSyaQGBgZ09uxZff3rX1c2m73aqntB0tvbq5//+Z/Xvffeq4sXL+rs2bOSNgO51dVVLS0taWNjoyYZIrBrampSW1ubhoaGlMlkND09rXw+r0KhoFwuZ8nM+vq6NjY2DMFtbGysQW7rE6poNGrf19jYqObmZqXTaR08eFCXLl3S008/reXl5auir+3I/v379c/+2T/Tq171KnNqJDnt7e1qaGh4TnUXgKqhocE+x1dx6qVarapQKOj06dP2jLq6utTa2mqB9sbGhtbW1lQoFBQKhSyAWVtbs300MTGhb37zm/rQhz6k6enpK66bnZbm5mYNDg6qp6dHbW1tkmRrkUCY9YedZo0uLCzo4sWLisViCoVCZiNyuZzW1tYMjKpWq4pGo1peXtbY2JhmZmY0NjZmtppnWC6XLcjBsSJdXV165StfqdHRUT355JMqFou7r6xtSldXl+6//3696lWvUm9vr9rb29XU1KSWlhYDqghYcrmcwuGw8vm8zp49q7m5OWWz2RrQDtscj8fV0NBgtqBSqVgAA4BF8g+byFfVsFUEp52dnbrnnnt08uRJnT171kCzF5N0dHToDW94g/bu3WvBWjgcViwWM4AkGt0Mj9jnKysrFjBjz9GTX6v4PoK+paUltba2qrW1VbFYTJlMRisrK7b2Cfh9padYLKpcLqu/v1/Hjh3TpUuX9MADD2hxcfEqa+6FSSwW08GDB7V3714lk8mahIV4jPgMO1EqldTW1mYJ+trammZnZ00vFAlaWlqMiUWRwDPZJNXYj6amJvX19SmdTqtQKCibzWp5eVnValXpdLoGOHsx+sVIJKLu7m51d3db8aShocESRnwf+vGJJIATIKlP1EkkpU0d1ttez3QgieS7KAYRO4dCIWUyGTU1NWlqakqTk5MGpryYpK+vT+9617sslsrn81pZWVFbW5tCoZAGBgYkSVNTU0okEmYvMpmMent7lc/nTe/YnKNHj6qnp8fAWoARbPfa2pomJydrEnsAwFwup5WVFa2srCgej5uNyWazOnbsmM6cOaP//t//uyYmJnZVT7uaYDY2Nur+++/Xr/3ar6m/v1+lUkktLS1qa2szwwOKBw0Hww9qIkkrKytaXFxUNpvV6uqqGWtQmHK5bIGOp6V42qBUW0XzVQ9QRJKsffv2KZVK6ZlnntHk5OSLArUNhUIaHBzUy172Mg0MDKhardZUcLn3fD6vmZkZC/pIXAjYQ6GQOcuNjQ11dHSopaVF2WxWExMTamxsVGdnp+meYKOpqUmJRELSppNpbW1VKpVSV1eXVYNisZgF56A1x44dU39/v77yla/o9OnT1zxqG4lEdM899+htb3ubjh49qkgkomKxqOXlZUt0MAjonoC6paXFgjZQXAz+9PS06WhpaUkrKysqFotaXV1VKBQyowwFl7UajUYtaEHPIGRQdqvVqg4cOKC+vj5997vf1aVLl14Ua7qhoUFve9vb9K/+1b9SOp02WrHXB4k1yTXVxfrKJTbA73tPB5I2keC9e/dqfn5eoVDIkkvon5JszwDSxGIxNTU12Z6Jx+O688471d/fr89+9rP6xje+sdM05SsioVBIPT092rt3rwUfJBusORBTSfZ/X8UtFou6ePGiWlpa1NPTo+XlZQOxWltbFQ6HtbS0ZPY9n89rYmJCly5d0uzsrMrlsu0J/5z4GxCR4LK1tVXXX3+99uzZo4cffljDw8PXvP2QNm3Ivffeq5/5mZ/R4cOHrWJMgkmCt7S0pJGREQ0PDyufzxvz4fz585qamrIqJPpqaWlRIpFQKpWyIAWb1NTUpMXFRS0sLEiSJZes31KpZEHO81GUJWnv3r2KxWI6e/bsiwYQDIfDuvnmm3XfffeZLwqHw5qfn9fKyorZZBJqX4khmKM64GMM/5xgQ21sbBhtGdApnU5rfX3dKvAE+T7BLJfLampqsu/M5XLq6urSD//wD+vb3/62xsbGrnl7HQqF1NnZqePHjyuTyai5uVnt7e2SZDaDhDGXy0natCHxeFzFYlEdHR1aXV1VU1OTOjo61NfXp5GRERUKBUvI2f/41/X1dWNe8XwkGbjK/qF6RzsUvrhSqejgwYNqaWnRU0899aKq0MfjcbW1tZmPAiwh0ZS2aMMkiNgI7C+gk6cNs/dJ4pubm+01no7vqbC8xwO9tLoBsuMTmpubNTk5+aIBTiKRiF7+8pfrrW99q4aGhhSNRtXQ0FDDkmxra9PGxoZmZma0tLRk+qxUKioUCgZAEbewBlnLDQ0NWl1dVSqVMjYEMTl2gWfi/fDS0pJVRlnj0mal9brrrtP73vc+fehDH9LnP//5naYpf0/ZtQQznU7r137t1/T2t7/dDOrU1JQuXrxY0zuCceBvnCLGWJIlRgR1PITV1VV7DWi5r2pSsWDDsfAbGxsViUQseAf5YcPh8F/2spfpzJkzOnXq1K49oMuR5uZm3XTTTbruuusMUZmfnzcj0t7ero6ODs3Pz2txcdGCcmhB6Ke5uVmVSkXLy8uG1kJB9k5zZmZGnZ2dFnjiBFpbW5VOp83AJ5NJpVIpS34ICn2PIL1HP/qjP6rrr79en//857W0tHSVNfr8Eo/H9ff+3t/Tm970JrW2ttqm933FqVTKjLi0GeBATWlsbFRHR4ekTfpDOp221xLcYdQxJIuLi2aU+ENg6Xtlm5qaDEVsbGw0KhfJLJ8Pi+Dxxx/f0d6qnZa2tjb90i/9kt71rndZJQ3qLwaaBEjadKI4OF7Lz71xhjVBMop+oHPjtLENy8vLlkixX6hoQvlKJpNWXSLoaWpq0lve8hYdPHhQH/nIR65ph9rY2Kibb75Z3d3dZpvZw7FYzAJfnyjzDNbW1iTJ6Ni5XE5TU1NKp9MWWFKpWFlZMQccDoc1Nzen6elpzc7Oml1qaWmxdVwPBKB3ghl6xtPptN74xjdqbGzsmrYfktTS0qL7779f73rXu9Te3q5yuaxsNquRkRGtrq5q7969xtgpFoumHypci4uL9n+CSp4VABUVBfycX9+wSSSZTZBkQSfVJZ4dQSQgTDwe1/79+zU+Pm6gwLUqzc3Nes1rXqNbb71V0WhUKysrZiOSyaRVcwGzSfbwdQRsPpAG4PbMq0gkYr4RGw4IRYJKYFrfD+tnT/i+Wqp/N9xwg+LxuM6dO3fNxiDRaFSDg4MaGhpSQ0ODUeGpOELDhOq6urqq6elpq3LlcjmdOnVKt99+e01FZ3l52fZ6NpvVxYsXNT09bYH82tqaBfN+PgSVtXA4rOnpaRUKBUWjUaVSKbse7FapVFJTU5OOHz+uWCym0dHRa3pN02rT1tZW0w8vycBl1rjf+6VSyeIx7ADA98bGhq1bSaZL+jk9DXZ9fd3WqK9OE4vjl0lMvc+lpaKxsVFzc3PXvP1IJBJ685vfbPbj/Pnz1uIUjUbt34lEwoCTUChkrCYYI6xT9LuysqLl5WVjpsFsI+bA70WjUcViMa2srGh2dlarq6uam5szoIVCG36X+IRnA8uuq6tr12KQXUkwDxw4oF/4hV/Q3/t7f88CiWw2q9OnT+vSpUtWmcEQ8xDW1tasd0TarChgeEkuV1ZWahAUDIVHVEg0eUjSVkBEj5qn4PI6X8mk4rd//35Fo1GdOnXqmqQGJRIJvfrVr9bg4KAkmZ6q1ari8bhSqZQGBgZ09OhRo6GlUil7nSS7ZxYtZXrotGwiSdYzlc/nzWlQ3SG5p7d2fX1d+XzeNmBXV5e6urq0tLSkyclJTU5O1jiRm2++We3t7frLv/xLzc/PXx2Ffg9pa2vT/fffr2PHjlmgIcloEOVy2aoHGBOcGej1vn371Nraak5wbW3Nen3Onj1ryC8Ve54h9EISUU8TYq8QXPoKqQ9mfOJ6+PBhtbe361vf+tZO9UXsqBw6dEi/8zu/o+uvv972p0ddAaI8rQ+wgv2O4DipPmBjcIRSbXWTnk5Jto+gppDYc03sn0gkYvuEhJSE7M4771RXV5f+63/9r5qbm9tFLf7tJB6P6+6771Z3d7dyuZzZRU/VXFpaMsZDPRvE98qXy2VjSAwNDdX0YAMiYuvpL4G25nsCCfQ99Y1njM5Z2ySZsVhML33pSzU4OKgPfehDmpqaugra/P7S1dWlt771rXrLW96i9vZ2A0uTyaTRWgEt6NfDrsAioWeMgK21tdWqcNVq1QI49Ejlk3YJkk5PhaWaRoIpbQ1gYp/QTsL7YLGMj49fk4lPOp3WPffco8OHD1sAxx4lKEc/hUJBsVispjoOkIVeCBYJ3kggPc01Ho9bPIONguKJnab6yXuYj0AFYmVlRZFIRIVCQU1NTVpbW9Pg4KAaGhquSXpyS0uLjh07pra2NqtaAVCRiFcqFYsr9u/fr0OHDmljY0Ojo6NWpQyFQtb/Cmukra1NhUJBMzMzmpqa0vj4uIrForVXAZz6ooO0lfBXKhVrqeIZtre32/XgVwFT8M/nz5+/JtujGhoa1NXVZfvUA8f0XPokk3YwwGZ+RwxcqVRqbAV2d2lpSaurq4rFYjZbgDYJAL5qtWr7qaWlxVp7JJk94BpLpZK1MGC3KCKNjIxck0D3nj179DM/8zNqbW01/w+rhEQ5FApZggdTBztC8kiu4YsCVJ2z2axaW1ttvywuLlp1vR4E9LNpiNnwpz7Goe+7Wq1qdHRUvb29eslLXqLW1lZ9+MMfvuJtO1c8wbz11lv1j//xP9aNN96oSCSiubk5nT17VsPDw5qbm7MGdyg5VGpwYCxOMnmUVj9xk2QGQ07Q3tjYWJNkEoh4mqbnnPMZBKseyZU2H2I6ndb111+vU6dOXVO9Ph0dHXrjG9+ogYEBlUolLS4uWlDMYu7t7VVvb69WVlaUSCTU09Nj1c2NjY2aAQME177Xj2C5ra3N9IdxZ7BBe3u7JegYICo8pVJJMzMzkqRkMmnGiKqQJFsLoVBI+/bt09vf/nZ97GMf08jIyNVSbY10dHToda97nfbt26fGxkYLAKEV7tmzxwwtxrmvr8/Q61KppMbGRhsAQRJE5aahoUGdnZ2anJy06kMsFlNLS4tVj/jO5eVlSzCZ2OmBE/4QKPk+DD/VdmBgQG9605v0pS99SePj41dNt/Xy8pe/XL/5m7+pzs5OVSoVzc7O2rqTtqZQs8ZZY773BvH/JxnBzhBk1wt6A+Wlnxb7MzExYeispxJC+aaKwaCPdDqtI0eO6Cd/8if1iU98QhcvXtV5EDUSj8d1yy23aN++fZYo+rXV2tqqaDSqxcVFqwqSfPupgtLW+iIwJ9jJ5/M1QTjrGXoQtpdgxNtyDyDwGZJqplLigKGFHzlyRL/8y7+s//pf/6suXLhwFbT6/LJ//3799E//tO6++2719fVpdnZW2WxWyWRSg4OD1utO/3s2mzUmAkEavhEgSZJRLqng4zcBS6kyeCo9e2V1ddX0SNUDH0sACnADy4chKiS5MGOupb6qjo4OvepVr1IsFjMwm/th3QJUZbNZG9gRCoWUTqdtfxNY1zN6SJqIV3xg7StB6A5gBnuFDmFI4HcJPqn087zW1tbU0tKiQ4cOXVNJZltbm26//faayenEVgsLC7bOsKkLCws6e/as9ZreeOONOnjwoM6ePatCoWAzHxKJhLUlED8Ui8WaoXm0JxCHSFsDDLFDPkin+g/oxet4LgAOPT09SiaTeuaZZ64p8LWlpUVdXV01swbQeXNzs1paWozNwF4GAPFtM9gGEk5sqk/ysM2SDPSSZKxA4kba1BYXF2v2lm8hAZCRtga7ofNEIqG9e/dqbGzsmkroh4aG9NM//dPq7+/X9PS0isWiJewk8ySGFFvYq546u76+rkwmYzNjmpqaVCgUrNc4l8sZsAjQGovF1N3dLUlmc1taWmyWQTab1dLSkvk8zwj0dkXafA4XL17U0tKS9u7dq7e//e368Ic/rEuXLl0x3V3RBPPee+/VO9/5zprJaSMjIzp37pzy+byKxaI5MP4m2GCBeuqmr6oR5HlKgA8+MGIYd+hvNNu3trZKkhYXF22aGMkliwHaC9RCEAuoWxjDa4GC1dvbq3vvvVcHDx5UJpMxRwUFLR6Pa2BgQIODgwqFNo8byOVyNs0OZyDJ7nd9fd1+RqAMSg6lCMocFWhPF5A2A9BisWiOHRQnHo+rsbGxpo8K5+nHjjc3N6ujo0Nvfetb9ed//udXPSDv7u7WK1/5SqVSKa2urqqjo0ONjY0qFAqWqPf19RllJZ/P16BQDH7wYAfUQ9ZfsVjUwMCAGhoaNDw8bGudKnI4HFY8Hlc6nbYkkUTU9xt7+jf6JQElQPVVjlAopJ/4iZ/Qxz/+cQ0PD19VPUvSfffdp3/7b/+tmpublc/nbY16Wo8HlyRZX5qnw9cnQfW9aH4Ykk9c+FyCcQ9O+f0C6LS4uGhOnMCUvsNoNGpDgiTp+PHj6ujo0J/+6Z/aQKirKZlMRgMDA4rH4xZIoycmDTL9bmFhwYZgUM3ySSHPBSQWe5lIJAz4IjihlQE6IHYf2+sT9/p+ehyptIXsQhOF7SJJqVRK/+Af/AN95CMf0ZkzZ66ajpGbbrpJP/MzP6N9+/apu7vbksmpqSkLxDOZjA3zkbZYJVCvGVJCBay+N5VAkv/DIoECB62NwJukifUtyfyxf6b4SZB4Ahj2Agnw7OzsNVGJaGtr0z333GM6hlrMfAEAONgcLS0tNiyDgJ2KT31CIm3am2KxWDOR3tM00ZOn6EciES0vL9v6JuHHJqFjKpaSLBhlDdCXNTQ0ZG1GV1NSqZRuuukmJZPJGjAecKJarVovO71/yWRSq6urGh8fVy6X09LSkrq6upRKpayHHcAE+zw0NKSNjQ1NTk5aWwNCMM96x8eRUBI/kuCsra0pl8vZd/hg3IONyWRSN9xwg5566inbj1dTWlpa1N3dXQOiogv2K7EAQKfvlSSeTiaTzwGPWKd+3gnr0Rd1JNXoi7idmQTYbZ49CSi/832hHoxqbW3VgQMHNDIyck0Ub06cOKG3vOUtRltnjeHnAf199dAzG7z/4uf8H99HW8f6+rrGx8etor6+vm5AOoljR0eHPd+lpSXbF0tLS8rn89ZSwnXSIkGfORVNadOm3H///fr4xz9+xWKQK5JghkIhvfa1r9Vv//Zva2ZmRslkUnNzczp9+rQmJyctQKmfgAkSwoMiMAddpA8FuoPfXDxMNh3BkecvNzU12XEb4XBYMzMzNaOqpa2NgrMFDfZULtCixsZGHTx4cCdHLl+WdHV16fWvf726u7sViUTU09Oj/v5+VatVPfvss9rY2LApkBsbm0exTExMaHx83AYrYfgxGuiEiWTctzfYJJLxeNwMHEmnD3IkKZ/PW3WJZw2fnAST6hoBv++diMfj+vEf/3F99KMfvaKIyw/S8913322BAVMFM5mMoeIYHpIL0EKCsHQ6rUQiYevUT3gk8JM2jXdXV5fW1tYsoETnkqx6QGDPnpG26OFQBTGM9f1XPpHyLIIf+ZEf0ec+97mrmmTecsst+t3f/V319vZqbGxMkkw/MzMz1tPDmvSBAQk/90OC6e2FDy7rpT5w8VUg/k+yTxWJadf0A/GeeDxe42QIsjKZjDKZjN72trfpT/7kT3T+/Pkrp8wfIO3t7Tp+/LhNlWbvQqdqbGxUJpMxvebzeQtkPJVK2jrj1ieEAErxeFyLi4t2BA+T77C5fkAYAbs/j5iE3/c6exo+zxIaLkccEOj8yI/8iNbX168qE+LAgQP66Z/+aR04cEBNTU0aGxtTPp/XwsKC5ubmjAIP4wG90orA0BeSJU+/xi8B6JK4w5jwFWE/BRUQhECytbW1pl/bv0+qPSvT+w1fjchkMlpYWLiqlcyOjg694hWvsH0KwAnNmyTED1Ei0YMJ5QNgb2t9kMZ6972U6Ivq2erqqgX2vNdPFieZ8iAgVSYqybSY+LYdServ79fFixevWkKfSqV0/Phx8zMkyvhAn0xzDEw6nbb3LywsqLGxURcvXlQ6nVY0GrWkvbu724aMSVv2vbGx0cBtWmo8mOKnhbMmeX7SVsHBx5H4A54vP4dGescdd+jb3/62Dca6GhKPx61I4Bk5JIDxeFyxWMyOt+BZoCP+4P/Zv/TqEa+1trZaywJ0Tvys3xfsefYFwAqtQN6WY6OkrWq+T/Yl2eyKoaEhDQ8PX9Uk82Uve5n+r//r/7KqZKVSUSwW08LCgiXexKoA/fSXYht9Mu4ZIIBEFGCmpqY0ODiocnnzdAUmedNn6QEk2tNon/I5DHaMWJC4DpvM+qa419zcrP/j//g/9Bd/8RdXJMm8IgnmK17xCv3hH/6hwuGwxsfHNT09rfPnz2t6etqa3311jMTQDxMAqcNokNwR0HnEFgPPYiWo4Wce9WZhrK2tGQLMAqGs7B+Wr2wSpHthJPDjjz9+VdCtTCaju+++25wiSMbNN99sTp/kuFgsamZmxqrHBJQE4fV0YxrrfROxJHPCGLOWlhZ1dnbaoi2VStYb1N/fr4MHD2p5eVlzc3NmlLyu/UYFbfNVTK4vHo/rJ37iJ/TRj3501+lumUxGL3vZywz5ljYHSRUKBfX19SmZTBoS5Qf10O9Ez1M94l+PlLa1tWl2dtY+n6MGOjo6DPiQZIk5KBhJgaTnVNzYW57KRa8KQT3BF9XtN77xjfroRz96VeiyR48e1dvf/nZNTEwok8mov79f6+vrKhaLGhsbM7AJdA/nhB3BiRYKBQu0n48C+3yUWB8Y4pT5OUGJHwwBYCLJjiHAVlQqFZuu6QNS9mhTU5MGBgb0S7/0S/qjP/ojnTx58soo9PtIS0uLTpw4UTMUJhKJWALJVGMSHz9QhiMEfILjAUP+zWdQbZNkfgCw0PsEAj2eOe8DbPT0K4JH39NWrVat9YKgmwrnXXfdpXw+f1WmnnZ0dOjOO+/U8PCwJicnDehkf+JfGC/P7ziSC0CLZKlYLNrUTO6VxITA3ieKBJZQ1mCVYFcIOKStHm2PtLO/kPqEygearI9cLndVejJTqZRuueWWGho8SQ4IP2uUnmKCYwakUVH3PW60kACekuCw1rlXQEVpE+jAJ2QyGWMHef8M6Op1yuwD9iP+hAGHPoYaHBzUxMTErlML0+m0jh8/XnO0DTFSOLw5xI9AGeYJZ/k1Njba+oNNwuRTANxKpaI777zThhXyuc3NzZYkkXxLsmfkz91tbm5+zlAyf42SzPdROUbvnhnU0tKiV7/61frGN75xVXq6Gxsb1dPTY4CDBzyx0YlEQm1tbUbbbG5utqoi9pz1io2XtmjD0hYllmdEDEZM5mn1kkz/xBCejUhihZ32A4IQD0ay1hsaGnTgwAGdO3fuqjAEX/WqV+lf/+t/rdHRUc3MzCgU2hyUydBGbC+xKbpgPaMv4lr8mveV2IqVlRUDozlHEx1SYMAvE59wBjSDkdAbg4GYRovO+SwAGlrkGDj5oz/6o/rYxz624wzBHU8wb7rpJn3gAx9QIpHQY489plwup3PnzmlqasqCsudDoH3PI5udQI+qkEfMeaj8m+APRyhtJaHSFg+che+DFBy2T8YILnHe9ckOlEa+47rrrtv185Pi8bhuvfVWNTc31zRSU3mFkz0xMaHR0VGrgkmyoAx9+cSdYG5hYcF63jDY0qahS6fThsZg2OgXGRkZsU1SLBY1Pj5uvYceRZRUswa4fvqyPMUFFLq1tVU/9VM/pQ984AO7lvzE43HdfPPNth6oShJ8NTQ0qK2tzZJgEC90k0qlbL1IsoCCyiGBZmNjo/bs2WP04aWlJV26dEkNDQ1KpVKanZ21a8BxYkwAQUANfXVSkgUvJD6ANVQ52H9UlHCmn/nMZ3Y1GO/t7dXb3/52tba2anJyUvF4XIcOHbKDuD3owZ4nGcFeEAwAqoCgk3jWO0ipNtn0iDfigSVonsVi0YYy+aEFvJdEGIfJJGVQZdZLW1ubfvEXf1H/9t/+2109p6qhoUH79u2zgCWTyVhC7RMKAIuFhQVls1mVSiXrn+ageHSPTfTBD0cAYEdJkghG2Os8O1+N8MAHNHMAKR8E+v5LKPsESr5HMxwO6/bbb9c3v/nNXQ1cSORXVlY0NTVlg76wndiHZDKpdDqteDyulZUV0+/c3FzNVEHOV/RUTvpmATOwKZ467BFsbLLv5+T3fgCWXw/eV+OLPQXfs19isZj12u1mkkkvcTgc1uLiotHb2Hc+2EVvJIqSbIhSS0vLc5hL6KC+AsN69xVQX+FhAMri4qLRSH0lg+uBGSVtURCJa1paWtTR0VFzjqOPd3p7e3Xp0qVd03Vzc7OOHj2qpqYm8z3o18cUHEnU0tKi/v5+9fX1GXsMdg6fF4vF7JD6aDSqp59+Wvl8Xrfccov27t1rdri5udkAPfTPUBRJtgb9epS21rdPjtgzvp1K2qqmsefot7vvvvv0qU99alf9YjQatYFExKokCySYsVhM7e3tamtrM4YPx7NAjaUnkyTaH5EDddvbc/RZX7Rh3yMkMb5AI8mSVEAu77d9UQMBQMcP7N+/X+fOndtV4OTGG2/U+973PiUSCc3Pz9e08Y2Pj9cMJsIO8G+fyEmqoSr7JB4dYkur1ary+bwxofzQKgb5rK6u2rGODQ0N1m7DZzE4KxQKaWlpyY78YX3AFAAsB7CkReAtb3mL/uzP/mxHB//saILZ09OjP/7jP1Zvb68uXryosbExXbp0SWNjYxZUEBz7zF7ScwIT/vb9eQgBkUeXvKH1JWtJNYZ+bW3NNhrUT4/Ce+PjK6rSFtICWuf7KpqamrR///5dO8KksbFRt99+uwYHB83Qtra2KpPJ6PDhw5Y4rKysWIkdGhQooR+qRDBM0HvTTTfpscce04ULFwxhwSigO6ZfzczMaGVlRel0WsVi0ajNIPELCws2kdJTOTE6PjgheWCT+r4KKDHHjh3T7/7u7+oXfuEXrvh0WfTc3d1tKJQkozSxmXt7e9XW1mabdnV11YJwj1wxXQxqVDabtaCBfuCenh6jD0ejUaNnUEUCgV9YWFChULA1DULpq/8e9WUtY2Dq9wsBD5XwxsZGvfzlL9df//Vf78ogidbWVt1///3q6emp6QGZnZ01w9vZ2WnJO9dfPxyKgI1jH5gcWK1Wa/rzsDEkHnynr/zyf/6QVPnqg0fS4/G4XSNIYzabtcDGB/UAC6HQ5sHMP/VTP6U/+IM/2BVaUCQS0cDAgFHVCKh9fxmVxHB4c/I3RwGwzjzVSpJVZdAZTpgjSqDIEcQQuFPN9CAeCY6nbvu1jFPnufG9AFTQD/ELDQ0NZufi8bhOnDihRx99dFconNFoVIcPHzbQg6r6+vq62tralEqlrLKFnZE2/dbU1JTRYT2QBDWKP77vxwc3UDI9RdAn+Tw3vwf4PddAcNTY2Gh9tdgQfKjfI96u0784MTFRE3heKYlEIjYV2w+XAoyQtvw4e9H7e54Xg1LwofhT/B/PASCa9Y69Z30ScAN8QJ+nN4prJiGFYlffNwvjhDafRCKhrq4uFYtFTU5O2rTZ9vb2XTm/saGhQUePHrUEBf+BDfCJQ2Njo7q6upRIJNTR0aG2tja1tbXp4sWLZhPoe11eXrZYAv3m83kNDw+rv79f3d3dKhQKdvoAzxMd8jyJH/BtrEkSKU/X9AwX9oRnwlBdpS8c8PXTn/70rtCSw+GwUYX5P9dP8kAbQkdHhzo7O+26/dRuKNfMb2B9YqeXl5eVy+VUqVSMhjk7O2uxgo8TsDEkScTb/ngN4jVJxnQjbpdkr8EW8iy8b08mkzp48KBOnjy5K3F1V1eXfu/3fk9dXV2anZ21IWsUp3wxivXE0C2Gc6FT9EEVmf3gK8jejy0vL2t+fr7GF3PKwNzcXM0EZp4hDAHiC88ioArtgR/sNT+vLxK94Q1v0Ic//OEdK5TtWILZ2Niof/Wv/pXRIScnJzU+Pq6ZmZmaSYGehuM3PUGdD3pBOHylkt/xcx84g7p4ww2qwsP1SBWVKKpznk4jbY3S9z0QvAZqKfcEUt7f33/FD64Ph8O66667tG/fPiWTSfX09JgRP3HihIaGhqz/gcUHKgKSBRWVgBzKTSQS0fT0tL74xS9qamrKhjUwvYpqBpO0CNppmOfZMHGSZn0WbH3QznMKhUI1lC9JtmG8weE++/r69I53vEPvec97rliQGAqFdOTIEfX399eMpifQIHgj8I7FYhbsYSRoxuYwcn/WKrSokZERpVIpo7nQ90qAwfRNgAQqA9IW4kfiDgopydAvUM9wOKxEIlHTVyTJAkSMDesBROzIkSN68sknr+iajkajeutb36q9e/eaM2Rvc7RCX1+f6WhmZkblctmGReBkfb+ltx8MlimXt6YH+gQKG1OPwrMOcKQEzalUqgY5BMH3h7UzKRg0HrojQA6j2alCHT58WD/2Yz+m//E//scVDcZDoZC6u7vV3t5uTsvrgz3HvmQwla9ceSoOdpGk3CeXVG2hZE5NTdnku6WlJa2vr5ud8pU0TyWStirIPkgkgEK3vqWCIAB7zR98TVdXl44cOaJnnnnmiq7rUCikgwcPamBgQC0tLfazWCymVCqldDqt/v5+9fb2mv1dWFjQzMyMJiYmrPrn/WGhUDAgiwo9e9q3G6AbkiCSed/XSmDO+/CJpVJJy8vLZvM9YFvPOiFxJsD3FbjGxkazkyMjI1dc13v27LHrgZaKXrlvjsvwfVQkER4I5zX4TJJs7CwJKlKtVk13/ggj+oN98u6rH6xd/s8zovcP8ZOWPeWZOCcajVpAyqT2K6XnoaEh7d2712If9IBf96CGtOXjZ2ZmNDY2ZmCbB6oBk9EfIFEymdTS0pIWFhZ07tw5ra+v26RSwNBqtarW1lbbC1wLPhYhGeV32Aj6D3kW2BkPyqysrKitrU3pdFr79u3TnXfeqa997Ws1FbgrIR0dHeZTpK3jPjxLieSxs7NTmUzGhllhy/l9JpNRe3u7HYvEWoIdwpojHvNtC6xR4griSa8jT3P1iT1+GXAGZgqAiqfWYudYD4lEQoODg1fcfjQ0NOjnfu7nbIBlpbJ1rA33BrjvwVD8I0mhB1kBlLw/80wIX4VeWlpSNptVuVzWoUOHzJ9h72E+TExMaHl5WV1dXRoaGrLTLPgO9E4Bzg+xwh9KsnXv2Vv9/f2699579dnPfnZHYpAdSzDf+ta36r777rO+mccee8wqWwznoFyOsPjqDYIvy/vKpfTcBIWFwMPzmwqkoB5l8r0Ovhma3/H59bx+EGIWGYGRf7AdHR1aWlq6omfcHTx4UCdOnDA0SpINm0mlUnaMAAeX0wuBo4zFYkqn08rn81ZpYSFiWMbHxy1Io1rBwiSxpMogbQ1QoWzv+/ukLbqU76f1aBXorUfCPXIOcgg1N5fL6cd//Mc1Pj6u//bf/tsVMTx9fX06dOiQGT9pC3TASJTLZRUKBU1OTqq9vV2xWMyqAfxdKBQ0PT1t47dDoZDR4Ki4MKW3v79fExMT2tjYPE+TY0xwxlClqtWq9uzZU+Mo19bW7Lw0dErAUq1WLUjylCzei9P1DoPP7Ovr09TU1BU9M+kNb3iD3vSmN2lycvI5CQ9BdUNDg3p7ey04Z8omFXXuwUskEqk5xgFbBEASiURsii5BEXpYWloy6qIPzkOh0HOCovrqCAEBlTmq2f54j6amJhuyJW3uoVtvvVWnTp3Sd77znSum697eXjtih3497J+3o96GoksPFFKdIWjDTvDcGLHe0NCg2dlZzc/PW58YevMVXb+3+HelUrHjOUicsNfYLMAFKFgE4l6v3raQ3B88eNCqIVdKDh06pJe97GX2vFln9PJ0dXWpt7dX0WhUk5OTyuVyGh8f1+TkpLU0YP+8nWSSOuuL5E5STbLvh2fwTD0lWdqqPPvjGgBovO8kGOffgF8AQlRnAYb88zly5IhNSbxS0tnZqX379j2HeYR+5ufnbR9ToQFQk7aG+HBUFLrBTkYiESWTSVtnVO+wVwCQ3Def76chEwiura0ZkwIbTDUHgBDd11fVfFUf1gTPhQSI3q0rIclkUslkUoVCwWIQ9E08xfVS+eV6PIuHeLCxsdEqzoAAxA7MeeBYB35H5Z7kxR/9gr68P/DURPwysSe+emlpycB3Wh+IdXycR4JWrVY1NjZ2RaeAt7a2KpFI1CRwJCWss0QioWQyqUwmY/YWu0n80dzcbMA81HzmGGDnWatQMun7RofEh1yLj72x31BZqepLqml1oloHIEs84mm3+HyeY6lUUm9vrxYXF69oXP2mN71Jr371q63ncWxszBJ1QFTfruVzBYBlP3xK2tzDJJmeNYZvIwZhPVcqm0extbe3a2hoyGwGe4jqKEygjo4Otbe3a3p62nwb4tsPc7mcAdrYQ1/Q88yWEydOaHx8XI888si2dbojCebg4KD+4T/8h0bDHBkZ0ejoqBkDkgrPdecPG5xk0aPnvN5TftjsvsqAcvgZSiX4qS+tg9rgNDCQfC4Gh8CcB8EmIGn1lU4+MxQK6dixY3r00UevSD9me3u77rnnnprqH4YbylWxWNTDDz+sc+fOGTUQXVEBkmSUy4WFBavC8TnemElbTfAkfQQXsVjMJmWiB0k1wbenBNE3VE99JgDkcxsaGqzywzUkEgkb7c9a+JVf+RV961vf0rPPPrujem5padHNN99so7x9RcujQp42sb6+ec4RFcCNjQ0lEgmjNvnqL2uttbXVdMaUr42NDQ0PD2thYUF79+5VLBbTnj17NDY2pqWlJUPmi8Wi+vv7bVom1VRPAYIqwQRD1jEJAsGhD+p9UIlRPHjwoPUB7LQMDg7q537u59Tc3GzTX8vlsiXEyWTSAq+NjQ0DSBgYwZmg9FkSxPs94ulFVHVJWn1lgvegO4JL+i75UywWLQGlCkUl37MG2tra7D6bm5vtqI5oNFpzJh/Oe21tTXfffbfOnTt3RaYVptNp3XHHHbZe/dEgHmUl+GKdkqD4gMIj0ZKMpgXdhqNPIpGILl68aAkUCY2nKPrqJeJpm/4YCGhFvg/TJzb+Mz2iy2s9eHHzzTdrYWHhitCS29vb9eY3v9nsldehr8jOzs4ql8vp/Pnzmpub0/z8vAER9EtRMcDf0V/MPeKPsM2sPwJ+P+zI+0l/DAbPraGhoaZCwXVg/+qr3CDlUNXRLdchbQZhhw4d0vz8/BWxIZwL6dcl4FI4HLZqOecVLy4uWkWZ9QjYh52mwkNyGAqF7PxnppzyfmnrbF3sDTaW/9Ob6VlZME/4LPYSPoF4xFeH/Gtoe4ExFI/Hlc1mNTg4aH52J6WhoUEdHR0W6zHACJ9NLMb3rq2tWbXRJ/IkJ5z1x/37BBqbSzUZm8kaAujD1pMYAYx4YJG4rR5A8eAU65U2Cu6LwDuVSqm9vd2+q6mpSa95zWu0sLBwRVp1oDxDiZW2mDnS5toAbO3o6NCePXtsFgQx6/r6up1h3N/frz179tTEs8RYxJCRSKRmQBJ+gequtDVg0FfAuL56gB074/sKec6+j5nPxt/wWkCvSqWigYEBFQqFK0JL7u3t1T333KNsNqtYLGbH92E32MseiGYPs+YB1fzvJdUcS4fvAohqamqqWeewnObm5tTe3q7l5WWbxu3tE3H/xsaGurq67Oxh4hra9rA1xBxMcEe3HggjBq9Wq/qhH/ohnT9/ftt9xttOMBsaGvQP/+E/VGdnpzY2NjQ9Pa1Tp05ZoOUR/vpAjpv2nGRpa+KfR5xxWhhsDBFJkEdMpK3A2NNA+T+BDEZN2gz+oILyXh9gEpTApfZIAWgnD62zs1O33367vv71r+8ofSISiei1r32turq6rMkfGtP+/ft1+PBhhcNhJZNJdXV1aXR0tIbSBj2IygFVGErwBJXQhHyijz4IGHiuGCMSRo4V4Zmy0AEafL9GvW58fyYBj6dbDQ0Nac+ePZKkyclJLS0tqbu7Wz/5kz+pd7/73TvG0Y9EIrrzzjvV29tbE/x6I4oR9P1HGHMfeBFEVyoVS+x53/j4uCV+GGCSn4mJCaXTaUUiETs/8cCBA9bfyXUWCgVDgz26SeWDMyEBTKStIQYexeWZ8ofXcd+RSER9fX0aHh7e0WpxNBrVj/3Yj6m5uVnz8/N2vRhHT0mmB4xkg8m8BNv5fF7r6+uG6FIR8OAAwbgk068P/NnXBKegsjht+mTHx8ftWIPe3l51dXWZI/c2qp5uy+f6ahyBIvYsHo/rFa94hT71qU/tCE0FiUQiuvfee9XZ2am5uTkLhn0y6UElhPXjWwio8PrKAX1Kra2tam9vV29vrxKJhFUJp6amrGILqOHtBAlSvd0hUfJ0T5JFAAVvt7kH/6w9mOkpcK2trbrxxhv14IMP7qitbmho0C/90i/pTW96k1Wa6DtFB4uLi5qfn9fZs2eVz+c1PT2tbDarQqFg6wD2glRLhwf8BBjyAY0kCwh5DRPTPcPETw2mwk7rhKcUE+Bim+vtLEE5r/E9+1wXCXxvb++OU93C4bCOHDmiRCJR4+MJEOl19jRV37dN7OH9mz+qh3WETqgqYce5F6rsgC5US7FdBKCSrC+L2AU9YSs8M6UeZKefeHV11QJ6fxwWzJi+vj7rc9wp6ejosKCYYBgdwqyB7ocvodqD//EgHvfG/sAu4E9pbfAg4erqqnK5XI19x44SU+KfCZx9hZ99VD+AxSduTHT3ezCdTttzgU1FVen/+//+vx211dImQEUcwV5C7zADEomEUqmU9uzZo8HBQWUyGaXTaY2OjtqsgtbWVvX29qqzs1OpVEqhUMh8JfYUXZXLZXsOgOPFYlGxWMyYIdgwH0vjP9hLrHPAQZ477wHEqla32HMeBGCde9psc3PzFVnTDQ0N+qmf+im1tLTYOiWuIrbi+vF75CXYG1pAGCiGzfeJNMmzp5NLMhouIA0MvYmJCQPWAbxY3+ybs2fPqrOz01ospqambE+wNqlm8xkAjqFQyCbJLi8vG5BcKm0O/PuRH/kRffjDH97Wut52gnnbbbfpVa96lSqVzWbs2dlZ4yz7srIkQ4sQNjRBLIudxcMD9I6Sn3sDzMMmwPAGx5eNnw8tJ/mMx+NmlEAkPIUCqafs8hkELbFYTI2Njdq/f7+Gh4d3dOzv9ddfr/3792t5eVmLi4sqFApGix0aGlIqlbKAvLW1VYcOHVI+n7dpbRy0yiYpFot2j96x4Sh5Fp4e7IcDUYHhM3jWqVTKUGCpFrH0FAOSVr6X5CgWi9m0TQZgUMmanZ21qmuhUNDw8LAaGhp0/fXX6/HHH98RPR85ckS33HKLGhoarC+UvhmSHzYdgAlOFNogzodKF8FEW1ubURaYELm+vq5UKqVwePMQdV7b1dWlfD6vxcVF7d+/X01NTUqlUmptbTUjDwXDV8sxVIywJqjm+kEefQAIy4Dkn7951tLmEK/5+fkdpV6dOHFCe/fu1dTUVA24AZ3b9yORbPgKOoEVSaIkzc3NGTpXH6BtbGxY434ikdDQ0FDN0TM+weL+obuGQps9RLlczuhaXDPHjkAZ4zuxHwRbVJag0eDQfPIfCoW0f/9+7d27d0eP4zl27JiOHz9ec7g4lQBpa0iSv27+XU9j9YAGe5pKBMMJOB/20qVLmpiYsGOKAOKwzfUVGpwctsbT1crlsn0HQzdisZj1OvsgxSdCvmeG58zfg4ODGh4e3tEJvq9//et1//33q6Ojw4BReolnZ2c1PT2tubk5jY2NmT3Hd0qqqagBvPnnJG0FdeiQn5GIr61tHapNgkTwF4vFjH7v9xC22VND679L2qJrolt69Pl3pVKxCitBWCQSUVtbm+bm5uw+d0IGBgaMgkss4ZNJkmnum3VK0FytVm094xux61QZPJuqVCpZZRiqLYE1lXSfcBEse4BD2koWfVIFyMP1S5t2iD68bDZbY3/5Pmw567ypqUnHjh3TysrKjrU2sKeJC3zc5Y9swmf4/UcBwFfM8TdNTU02nAhwhc+mpSESiWhubq4mFuE7Jdma5+d8Z/0558SZ6Nof4YE94bm0trYqnU4btbShoUFPPPGEnnzySRtmGIlElE6ntX///h2lyra0tFiyIsliY+Y6sIbT6bT6+vq0Z88eO/8S+yvJkggGJGHzC4VCzR6k+MAMiYaGzQFhhUKhZs8TJ3pQ0CdMgCvsH9amZwb6Nh2eDd+H7yemYs9w/93d3QZE75Rcf/31On78uIGR2WzWPp81Vc9YW15ertmj2Gr2oU8sQ6FQzXr3/cnEDz7mCoVC1lvPvfNcPMDgi2yxWMymLJOUUjDz9G5sGDND+H4+k+JJJBLR0aNHdezYMT399NOXrdttJZhM02K8rj/82QerIHRsFu8ACL5Aj1Gwp/KQYHqURdoqs2OUPYLtaRDeaCMgWr6KiROheuI5zHw+jt5TnAiEeOgE8rfccov1021XWlpa9LrXvU7JZNKqKCAn09PTGh8f13XXXafGxkar5kB9pWJCAkSSWSrVHsAdDm8OgQHhwFktLy/bPVPV8Qk/+kHvIDzoGwQRZ8vz5v/okOS2s7NTHR0dllDQ70FyGYlELLllc9599906ffr0tsdZNzc36/Wvf70OHDhgjoqEz1fcvc6ggl+8eNHOrORohkqlYlPISJQ6OztrhhmB1tIXWCgUVKlUNDo6avSIbDarvXv3amhoyJJ3EjAq0PzMgyQ+qQc4YD8tLi4ql8tZEIsDYE9BO/cBA70QO1HticVi+uEf/uEamipN7ugrEolYv1JDw9bQGPa2R0p9Mixt9aJ5WV5eNr0SUBw+fLgGza6v4GGvQHUXFhasL4ZnyvXymdIW9Q6n7Cv4ADipVMr2pa+gNDc36xWveIXGxsZ2hBLU3Nysu+++2w7U9vRSSTXXKW2Be57ORxC9uLhoPWj0SNEniC2E3UDiBL3aVxV4fqx/n8BgE3zlAj3UVyL9AAPWMmi7D+i5Vxw8gVFDQ4Nuu+02ff7zn98RW51KpfSOd7xDkUhEMzMzRlFnENrFixd14cIF67MEnAWp5vq4Z66f+8ev+vsiOa9nhgBsAIbwWvYSySU/960K7H38YL3u0R0BO++LRqM1fYT4fnxpV1eXgQHblVgsple84hU1NGLWlgdFCZxIDDyYiu30sQBTFlnPVAqxi+wV1ib0fZ4bOqMtQZINT5Fkvpd+OAJC7Ax7DX/DvRHAe1/sGRH4Kt7f29trk0C3I5FIRIcOHTJw09PmuR6eb73NgCLJ/AQSZOw1sWImk7FjR3z/MffNkRGeTcX69HMdWJ8ecOAeiEu8jceOk7hx3U1NTTp+/Lh6enrU1NSkZ5991o6bwe/QInTfffdpdHR0R+jf4XDYKsUeOJVk18X+bW9v18DAgPW1d3d3KxqNKpPJKJlMGqidTCaNpTc9Pa3p6Wljv1GJZk4HfhfAFFYRbT/YBq8/3w6H/fLMKJIswG1vl2Br+JgRUO35qme9vb07aj/uvPNO22sXL140UGNpacniS6a2+sF0+Huuk31Rf0wcawWbw970+wTBBhN3e7YcVVHslAf9pqam1NHRod7eXknS1NSU5WKAAL59BP8HeMPPoOByluq9996r8+fPX3Zcva0E88iRI1pcXNSDDz6o3t7eGuPjk0CPiuOEMNAemeU1vrna01R9ssiD8QaNB8Rrpa0x6wjf4QdUkBj5PhYGpUhbNBoesKcssHEwjGw+6CuU9Lcrt9xyi9LptBkwP7FqY2ND58+f19GjR62f9MyZMxodHbUJayR+PukA4cBIEzCyaLlfjDmoNCPUoXb6KjMBKJRQ6Jo4GR8USjLnCGLY39+vrq4uS4ZIghYXF+0sVZByH3gnEgkdPnxYTzzxxLb0fP3116uvr89QQBBvzuviPghSWI/QDFZWVnTw4EHddNNNFrywngkK0+m01tfXlcvlLNnAOIMGb2xsmCOmIsoB9wMDA7YXQBgJgEgUOzo6FI/HrVqVyWSsf4jXFItFTU9Pa3Jy0ih0GD9P8yUwZSpqOp3ekf7AV7/61Tp69Kii0ag6OztrgIP66jiBLPuW/9cHt+VyWYlEQuFwWNPT04rH48pkMrYnJyYmbDKyJM3MzKirq8uOiaivZHp7gc3yFWGqx/R0+TNpSR7S6bTRBD06SmDEnvNATqlUUl9fn44fP67vfve729b19ddfr0wmU3NfOE4fFNQzRgBWCDxwrKxbguz6Q+FhSzDYiCMasCeeOsizwS75JJwAk8DZ656Anff4nk6fgCHernnGDMj40NCQzpw5s21dv/rVr1Y4HNaTTz5pepCkpaUl6x+DvglVzVMtPdgjyY4iInnx/pL7Z81gSwE5va75Q+W/3vdWq9Wade6BKV+5kGp7lGF0gNz7kfwg8J75wxTmnThH8Pjx49q/f7/y+bzRc1kz+Ddo2xsbG+rs7LQKpSTr1aMaAAXfJyesJZ+EEx94eiXtJ8lkUpKMegjg4RlcPJe1tTU7Tgnbhj5JZvmDrQPAYUiL368Mf8rlcvYcmIa7HTlw4IBuvPFGiwkActibxBae+i5tMQXwHa2trcZ08xUd7CDv90B1S0uLMXukrdYNXzHj56xxn+xiwz1V0F8fNm55edmqOJVKxYbmpFIpra2taWpqSpOTk5b4Qi+vVCo6fPiw7rvvPn3yk5/clp4lGe0V++qn20qyo2oymYyGhobsSA3apjyQBhuMycrT09N2xAvrj4FjrFWqZXwfswXQMWAzzw9QjufCGsE+8TywTZK0uLhoSam/T2nTTlOJBWDDX0cikR21H7feeqv27Nlje4V40wNxPpEjDmbtVSoV24PsWe6d+0IvUi2LknXH50qy+BYbxveRwMKogvnm/USpVFJXV5eOHz+ujo4OnTp1Svl83vr5PQAPqELsyPuRpaUltbW16ZZbbtHdd9+tL37xi5el38tOMEOhkPr7+23DLS4uqru7W5Ksn8/fFIE4Tg3lUOHk5sLhsCkYo1BflawPKAmApNpJdwgG2DtJqnTQRD3SxWdD46qvWtbTcAiufGWLBPn666/f9pTCUCikm266Sdls1oKo5ubmGv1ks1l95jOf0WOPPaa2tjabJOuPA8DQgoCBeJJkemqJP2QaY72xsWGIbTKZ1HXXXadKpaLp6WlDyOtpVaDJJGVsGp4nx3mAcDKSnLMGJyYm7HB3zsgkaUbPGKDjx4/rySef3JaeDx8+bINIGhoatLKyYs6N4Jvpfzgs9Eoins1mdeHCBXV1dVlCynpfXV3V1NSUTe+NRCKWkFNdJpjkHqlK+rHh6I81yKG6GxsbRimWNgc57dmzR52dndY3NDk5qdnZWTPqBOvQPgiiCIzqUcT29nY7L+tyJRwO641vfKMNvkkmkzZiP5vNWoBHYlMul633iQBHklXPfPBNFZHAG31xph32oFTaHJXPgAacuq/k8ZmsW0n2GZlMxhImUE9vf8rlzZHia2trNpTIr/1KpWKUMCbbgkSDXN922206efLktpDxUCikEydOSJJV03Fs9DFhFxDPTsC5MdyBoJvnSGIhbdpGn1C2trY+hwrsdUQFjbXMPpC2aKIkpjxbadNGMf2XNYJ9ZO3iJ7ywX3wiDSh40003aWRkZFsV43A4rJe+9KV67LHHlM/n7VgaT1EFnSZxpNrnkzCeAT2R7AGf7JAAkjBiH9EP4F+1WrXqBP6qfqiVXyv87X/vjxLw9F0+k3snyCe5IuH0vhta4XYDRPwive2exoqvQuf4GgLDUqlkQA/VHgJLqovsUypBJHDcIzRF7stXbRkOw3XCtmGwkB96NzMzY77Wr0lpqxeUn3nAjbXPnuD7iL8A/FOp1LYSzFAopLvuustAS8Bfnj10b6qw9SAEz6S5uVkdHR12jid9bqxZqt3ZbLaGrYZ/84NlqITyXEKhrcmqngnCevX34lukeF+9kET4xC6RSKinp0ednZ2WsJVKJTse5I477tBXv/pV5XK5y9a1tDkJGN9FjIzvIFFvb29XR0eHUZZ7enpULBYNoO7o6LBBRdDeFxYW7OgjYjNAGex2Lpez6bHehpA0sk7Rj7S1732yXl+N57n4ORSFQsHsMc8VQIukC7sDw41YpKenx6rclyvhcFivetWrDICan5+3WJh1g2/CTxM3E+8RF+P/sM3SFrPEMzTrC2Qe8IQVRFyOfeDZ8zriX3rdAWpXV1c1MzOjpqYmdXR06MSJE7pw4YJmZmasn9TTnfk330tM4Flvvb29ev3rX69vfOMblzW09LITTG6Y3iNJFihjoDEYXpkYfxIPjzZDh0KhLGgyeByepwF5ZNEjVp4W4R2f3wx+4Ew9ss9n+ylLBF04Ta6XRQdtBWS9VCpZD852BBSKgAT9kWCxORcWFgwdl7ZGcnOfLGa/caUt6pVHqXgveva9hqAznEUIxci/HuoOTs9P+CS447OosPX19UmSLl26ZLRPn9yxrphiR68vawoa5eUKVVloo1RXWBOsr+XlZUP9cGbxeFyDg4Pat2+fmpubtbKyYkN8cERQyaH88DuqF35IAYE9SNbi4qJmZmasCswxNDzLzs5Oq4SxHkulkp0RCWrM2aZMF2YPksB4ZgCIfj0VigBhO72YDB5AN+vr69bjU61unuPm9yPBFfdL9a9QKNja5G+QZWg3VGYqlYo6OzuVzWY1NzdnlTf6MqvVqlU72S+sU46JoeePAT99fX1Gh0bn2BKqxfPz8zWTm3k+hULBgiwo6dJWpY1q7J49e7ZVWYO+urCwoGg0akkYAaAHx7wQrLCnPXjE86AiRtLG6/0+rx+zTrLJ92GbCUYINOih8oOEfH8giPjGxob1ZDPMzPd68V7sD+AZFXK+t62tTQMDA9vqe2U9TU9PG23aD6PD5sJ28Mkwr5G2zpr0vVE8B8+GwJ/5RA+dUlmjSk3QQoXTfw52mDXoKW5S7fRZ1oK0dfY065U9wH1hj9GDp0bXV5hfqGCvWbueAsn/I5FIzXEu7FvWP4khgTQ+VZIFlqwzdOX9Ecc8kMAWi0XTCdR5X2UAIOQZQR33543W+x4f+/hqDnaZz6NPzAePVETq9/YLEdo66AuMx+OW4NBbdvLkSY2Pj5st8wE6MV0ymbRAGDsIPdgnMel0umbaJTadfeB9safm+uQ/kUiYXeZ5SVsDsvBn/Ix1CyBEsD41NWXP5uDBg+rr67OkniE8vuL6spe9TF/4whcuW9cAAz4J4R5bWlosFgQUYaAaA66I/aDulkol+1kul9PY2JikzbUdi8XU1tam5eVlS+p9EuLjbxIfKo/SVrLOfm5paTFKKfsQ3+CZcgDbsOjQIYUT/z4YEuw/rpv4czvTe5ubm9XT0yNJmp2dtbXh9yHrBHYCYIkvipEckkhTAUc36MOzJvkdPpShWORN1WrVklvWAM8FHbMveG48s6mpKS0sLNhxO95XMlgJ3+zZAD7u5NoqlYqOHDmiEydO6Nvf/vYL1vFlZz5U6KhAgeJ7ZfshA37D+GzeJyUYQYJB/1pez2KUatEnj+7yO/7vFeorn3y/VHu+pk/E+J1HYEnAuGaCGEk15WYWqD8s+XIkFotZgOHRFRaBv0+CK78BcOY8L6Zv8rwI0vz/cYQYBowxSFSlUtH8/HwNqoqBQE8cWJvNZi0xQhcEfNBsOaKCgTg4cio6PF9PJZRUc+4SG247epa2zkllDbS2ttoakLYOSvdBEoaH9Q/ylM/nNTc3ZwYG6hZBAEkcQTeIrTfy0K+y2ayeffZZ9fT02DVyLls0GlVPT48ZGpzs+vq6zp8/b9UxKFRUhVgz6JH96BMIEk7ucW1tTW1tbdtKMOkJIfjyFD5PpWQt0etH3xj7sVKpaGFhwXqSk8mkOjs7LfBj7/MdqVRKPT09NiwhnU5bpWN+fl7RaNT6IlkDGxsbyuVyZg8SiYSy2axWV1fV3d2t/v5+AzlAhkGOe3p6DM0FFaSSLcmmPXsHzTXzHG+99dZtJZgMGymXyxZI+GCaRNgHvtJW7zQ2zydu3Av2FB1z/dhWhlxRNcKJs87Y6+iHfeBRXZ+AeTYLQYCvXpJIEWgi3CvBrg94WINUjLeTYDY0NOjixYu2pwkQWAP1fsdXewisCNCx0dwPFQfP/qmv1GB/2bv4Z66Bz2hoaLCAH1+OHvykaip1gKbYL77P06q87eK+SOzwP1yr9PwD816IYIMJWP0a4Ts5aoL7x4bXT7ak/5094KlkUD9Z7+wDvre+euwTHf7md1Q7fHAJgEK/pqdzUiX2YCD7hH3jYxziEZgxfoDT5Qr2Y2FhQVNTU2pvb7eWDdgZt912W00PbH18xLAcb2fw6R5owef7+M8DYT6BZh9gowCpUqmUAXpSLdDuwRQ/mKi+EprP5zUzM6MzZ86oqalJg4OD6u/vV7lctiMs8Bujo6MGqL/hDW/YdoJJuwYVM/8c0um00um0HY91+PBh7dmzRw0NDcrn8+ro6JC0NZ9kfn7eKpscj0a85if0EnuRICEwUHwiwvu9jcWmUY30VT32KLEl+6axsdEACWK31tbWmlYq/AL3w2c2NjZqz54920owYXVkMhnNz89rdnb2ObmBH/7lC2N+yA5FB2ITEm5siN+bPpdg72LDvT9Mp9P2fw8wEYthD7ChfF40GrWjABcWFmzdY/cBEf318EwBiQGHo9HNXt5QKKR77rln9xNMnBROjAfiNz4VEDawrzyisHrUsD4Rra881r+fn/sEkETMI0C+MukfPI7TJ2te+dyLrwL6xAKqDL8noPLHSWxHotGt0ecIyKCnUPlADITQV0mo6vhGdhwnyYdP2Al4pC3klT/ozlPmKpWKIWr1Dc/0MxIUgR6VSiVDCqGA1lc4oXDwTOmb8cYHBM/T/F6oEPiDrIGWEVRgCEnIQZskWRLCWibJDIfDFnz4KiXBrg+Iofr5nl7WIMk4BiqZTGpwcFCLi4tqbm7W7OysGd25uTnlcjlNTk5qfn7eeip8kuCPxYBuwb1LW4kmTtQbxVBoc3DA8PDwZeu6paXFeo+gEkJJ5qwrkl5vDKFKQ8FEnyQyc3NzmpubU39/fw3y6SlApVLJpuw1NTVZYlcoFLSwsGB0EagjOJG1tc1plG1tbfZZfG93d3cNdYa/odGCzEpbSUW5XFZHR4f9fm5u7jmDbCKRiDXuX67wzCRZkEGQC1hCEAJqij2QtijCJAYklwR8kqwq7wNzJuGxvn3iic1Ax5Jsb1NF86AXOvX3QpWdoz084owALPhBbFAeSXh9z3FXV9e2dC3JKHL4E+wYOiBo4DUkk76vj+BXkvXK+GoJ/wf1xl4TnFF1gZbY2NhorIVqdZN629LSoo6ODqv4My4f6mH9EAtslk+ePEOJZ+ZBY2mryukDN18NvVxhqjYALGAJ9+np2PgUqrmSap4Bext7z7VR8cQGsYd9BV6SxQXYfvwf68pXHj2gE41G7QgX9iL7Dx/vYw32DXbNzyIAZIvH45qcnDQgth6of6ECDRv7ynogmeDsSewi/pq9y1CUjY0NJZNJW5fd3d22p4lxfFWK+yIBJQmXZBOK0T2+iXVMIgBI5QsE9SwBwCYEH0OSOTk5aeyaaHRzXgBJIH2w7MGXvOQll61naYspgC3w9GKOn4vFYurq6rJjRyKRiAGmvio/Pz9v07srlYrZc/YtDBFALGkLXEevxID4T1/cATzj83hGPmaExulbE/hs/rCGqbh6NpIHmqWt1o2mpib19/dvaz4Bfv/ixYs1vgdfRpyLzSJp5l5Z156WD8MQthNxo2dWsBafTxehUMjaaZgVgT6YTu+ZLLD6sDP1Z0v7GN3nRHw/643PAGBhjzBH4dixY5el48tOMDHWnHUG8unL5hhrX+r1SRs35Ok4JJw+y0ZQmk8ifbIjbfUM+SQQZ8h3sNB9NbP+YeOsuCaPGrCJPIqcSqWsQrC2tmZGjuvejnAf/uyheDxuRsgbFpKFTCaj/v5+dXZ2anp62g5fJXEheejr61Nvb69OnTql2dlZ+wxPayiXyxZosLm4J/SKTjo7O62PEqNHgIyxwhAxbpoJiv7Z45y8IyMwBTkiOcDZckj45QqbkYCf6ikoMwaC9Yxx8dRfksxIJKL5+fmaSqtHAH0lSJIZMGkrmQc5rlQqtslvuukmQ+sJRnDwGIZyuazh4WHNzc0ZPYzAxIM3GCDoPZ46RNDP+mKIEL2IvnJxOYL+6HsEGYZO6e1CMplUMpm0fcV6oFfTG3yCxrW1zcmzVHjpESJgTKfTkjYDSNYkVNlweLPPlsQ8k8lIkjkOwLRKZfNIg+npaUNkqSCxblgbnhHBmuaYBIaCAHJVq1tnX3nbth1BRyD3XJu3dQAfAFZM0iRow9lzL/yb5NujrT5JZV1LW7YUPbDnWlpaDPyoD8g9GFZfCQRswGl66qbXNc8BiizPHEoYgYCvel6u4NfQE4Eu94s99eeP0ZNEUOWTat7vK2H+d/QWNjU11TBCsFUtLS1qbW213q5QKGQU/4GBAdtv2P94PG7HYEFDl2RBLmi+D1S4P2w44qvD/vl7EGA7eq6nhA4MDGh4eNgGqAGoABJ58IJrYZ1xZiaVCPy9fy/BPomhv2cCvEgkYpV8Eicq5x6w5vOq1a1zQlmXxFMAs+jOxyDYOxKilZUVS0jrQeDtCMAke2htbU3ZbFatra02TIiWFkkG4PgqFtW0fD5vsUcymbR7oL/eAxBeh1Q22eM+GahPGiWZTfBsBmwgcYi3rexXPnt9ffMMzrm5OZ07d07T09Pq7+/X3r171draasA3wCjrgDafyxUf5LNXSS56enrU1tZmzJjjx4+ru7vb7DgxGuAKbVNTU1NGPSZW4rn4RL1SqVjM5+MvzyQhmfdJEsUmz1JgDZKseX/jY28PGHLNfA/xugcrEFoRtiM8N+ix/j59oo0f5BqJuyTV+I1qdbPVaHFx0YpO3lbif7A5MBfIZygixONxY5kBwlJZJL6LRCIGrpHUEutR7PKV3/rEEh8LiMC1SVuANDZoO0WbbfVgDg4O2sRGNjw0CYIW0FKPCPBwcZzPh2SyCH3A4lE4FCDVHhxPECRtIcjSVv8Qr/HBHkkLxh+FU7b3DpHP9M2+bG4qQj5Z3omAxfcgcEQJSQYTxViILLbFxUULLjBK3qHhdIrFoi5cuGCOEZ1D2fPDHdgsbCZoIV7fCwsLVmEEbQQtx3DNzc1pZmbGNoQ/6w0KGJvC04F5hlT6+A56yECuL1fQDQEA30cCz70zTZZgjkCuo6PDnBJrFmPpk2u+CyPi6YMYAU+JI1Ctr2rMzs4aPbC3t1exWEwjIyM6efKkpqentbi4aGvUV6AwoKxX1g1VO5A49iAGBtCICu52hcCV876WlpY0OTmpmZkZSTLqPfZjeXlZs7Oz9t1cs6f7kZiDumPcl5eXNTk5qfX1dSUS/3/2/jxI0vQ678WeL7Mqa83a1967pzHAcIbYhgDEC5CUSFCkrqgQQNO+IkUrbgTDDtmyJflehy2KCodD13KYlkIRcpimKZIgRFq6BCmRFC5FgMCAWAazYTCYfaanp/fuquraKzNrzdV/5PxOPpnTIDCVNd0D8jsRFbVlfvl95z3vWZ6zvPlwEnBicN4LhYKq1aomJibCCPb29mpycjL2c09Pj06dOqUkSbS0tKRKpaJr165pbGwshis4QuhGVFLICwZgYGAghkZ0ZrpwfLohnoO95I4q98GkSYyfVyZ4aTd71AcrIVteyQB6DRjVCUg5+OclV+hm9rsjsl5ihQ7DsHJvzmP0BtfDEcrlcm3l1mSj3ak5LLFHQLDRTdhFwEEHdKgeYJ2oxMD2sDfc8cJRrtfrYQNwTnhGglL2hH8/efJk9HNR0ZLLNSdnb29vx/Eq6ASuRabbHSdsoTv6nVVIUqsqArvfLWGvJbUNvJmenm4rWWX9yXDzXDhanZlsP3+Q71R30AfnNpggnz0AQOm+DZ9B/7YTQRNHRfAsUgtspLUEHuL8oQPR7dgVKpbgdTdyXa1WtbS0FM8/MTEhqTnsLUkSPffcc9rY2AjghHMXe3p6IvDEmfc5D+jWcrnc5gMAdhFE+F6v1ZotR2Si3V66v4BOGx4ejozp3t5eW5UIPAM87jwXdWtrK+Y6XL16Vc8//7zuv/9+nThxQufOnQu/CplmQnQ35NUW6A+SBRzjMjk5qbNnz+r48eNh8zxQRlcCOqDrCYCQBXxGeNzT0xNzC1hL5JIMP0GjpJBx19udVYYOrFI5Rb8hsuz+NNVI6Gb3pVkb7uNOccNbIQCCarUaR2+hF6R2+UCGM5lM+MoezDuoiD1B17ImyDufQbUnwDTTcQE3uAfkn4SGtzUQlLOWJM/Qi5VKJbLILiPoLWwvulxSlOqXSiXduHFDJ06cOLS+7irAnJiYaLtpDChGjVIzDwARKM9i8n7+j8JwpO5Or/WyB9AnhBnmuVFz9A+D6WliL4PBGSHo8pHUKEE+C0TTz3nDEe9EdA9DoBEcb4HhQDmATpPVIVtJRqi/v18zMzPq7e2NzZ0kSZQiFgqFcBxAwX2gSaVSiYysZ87gBT2KGONcLqeTJ09GUCkpnFfKNlZXV9sQMrImBAZ8BhNkEfBOZBbDwIboNrMGkW30/hsyS3t7exH8kMkfGRnR6OioJEXJJ5lHR7jcwT44OAjH0gdsEJBg0DkblHJVnHfKI2ZmZjQ0NKRCoaDbt28HCOGTA1GSPJsPi0JJSa0SGa8WYF+ApHvp9GGJcm0MMhUB9PWw3tPT05qeno6SWMpSvXIAh9D7UV3R5nI5zc7OhiLm+VDUDOKg50BSlAMR2GPwoFyueSYmZYUHB80R8Nvb2zp27FhMEEbRo6cgL4kh+KnX61EWMzo6qkKh0Kb4D0seuNzpc9nTOOV8Zy8RbPJejCv73QNS1tZBOc+c+/95v2cdWBcCWIwo70Mf+9/ZXx64ck30ODJL8Id8sEe9TL0bymazmpycbBvawv2x77znmqw6sgagwrMTNEpqG2rG8+CYjI2NxWCTsbGxtpYVjicqFAqq1WptLQy7u7saGxuL9R0eHtbt27d148aNNw0FAmQDuCRgc6cS2+iVBJ1yD4jYLcGrwcFB1WrNXsmbN2+2BR7wi4Eovb29UWXE+uO0sSZkKaSWk4nuxb/BHuBcdwJBZKgBY6TWmaEuuwwGIngqFothR3DC3bdhIizHfDiIhfNNKSr2xX2nw9De3p5eeOEFjY+P69SpUzp37lz0JD7wwAMaHh7Wo48+qlKppLGxscikDQwMqFQqReuLZ4V5Vs+YAXJ5tRXVNABh8Bv5llrVCuggdBfTyeF9b2+v1tfX4zWujwgg4D2+4/b2dlTvSNL6+rrW19e1tLSk++67T7VacxBbvV7veqqp1PKrM5lMTNY/d+6c3vve92pycjIyvVTMdGZu8VFWVla0sLCgjY2NOMfSAWZ4wnsA3QAIPfvF/72iBn1LVlhS27N7Wb0HiZRQO4CODHNvnbMdsCXe8oJP0g2Vy2WtrKy02TEHQ+HTnT7HE2Veqcje9ky9yynAn38e9pfqA4BZj5sADUhqSIoMJ7KLH8n9ohPd1mI/qd5AXxMHAHhOTU3F67qhrkpk6ccAVQJVRVh6enoiSkcoMbqeqnX008uJ3KHx90l6k8LEifJIvXOB+NkzVY7ou5GXWiWTXBukl+tgmHA8yaawcdg83QaY5XJZ6+vr4RAjOCMjI5qbm9PMzIympqbaSm9A7Aiw6Z8ZGhpq61cioIC/7mR5iYOjRx5s8Gw4PASok5OTYeRQVN/4xjciw8mm7ESzMaTeq5gkSduG5T0EeLyW7NNhqdNhQGYAIDBcnp2ECJAbjYaOHz+u7e1tFQqFcCC8J4fv7BUfnpLJZKLXYnx8PHpVWGeavzEY4+PjmpycVLlc1rVr12L4jDt9yAQoPdlAHEh3VLwMmkoE0EOcdwxQN0RAiBPGkAJAAy+/BPC4efNmGD74Nzw8HAMncBz5Hz1IJ0+e1Pz8vI4dOxYywz2wlmSIkGMyAY1GIyZDcsQAazg8PBw9MAS+hUJBuVxOk5OTbaUmXk2BrHEP/J2sab1ej6MLQJ27IQf2pFaLAPqPnz1j5UGd32tnL6ln3qVWJonf0fH+u+vbzuyD/01qOdmdRp7gwVFwr1LxL5x8gjUMNOvopY/dOi29vb06f/68isWi1tfX26o54OvW1pZu377dBgJR8UOWAp4gn15VQ0nh4OCgRkZGNDs7G0ElbSsnTpzQwMCAtra2Aqig1351dTUmTi8vL+td73pXDHPY3NxUoVCIvSgpdC52DVDGgQvWBD1CKaUDzc7bbm2i1JJHH+KDE+s+CUE95e2Ut5IVkBSZBNf5gINesgpgwHN72TMyxuvQtwwN82AbvVooFKKUX1Lb9eE1z9bX1zx+gDJ+ZN6Hi7DGVJYRtHVTSdVoNCLrOjs7G4EDAOf999+vXC6nixcvKpPJhAxxNiO8ppwWv4NsPtl3gkb6aXO5XMyPyOWak+YJ4pBnqlscEMNe83n8zfUYPgeJA+wgrRX1ej2m1tZqNR07dkxnz56NKqWNjQ0999xz8WxUVOXz+UPzmXvj2Lbh4WFNTU3p/e9/vx588MG4186gUmqVnu/v72thYUGXLl3S9evXtb6+HtUn+IBeFQZ4hXxg58fGxjQ8PKydnZ0AhADD8T0IgvBjkD38d0qUJbX1x3M/fCYyjg1i7RqNVvmtt2hJrYRFN1StVuPcUHiJnuPearVaVA9iZ7xFhAQM9sNbIvxYD/SDt7N1Alb0jwNo4xv6+ngsxBrwLB5Y4kfxHv7udh99ic2nSoOqOALi119/PdbxrdKhvUQ2AhuT7JFnCNjQxWIxUGNPjfuUKWeA1D6YojOKZlH4DE+Xk53jO1+eOe0s6fGyAi9f85IpMjo4R55apl+J+3YF1ulYHoZIpxPgeZBN1nF0dDSMDdmatbW1CHp2dnY0NTWlycnJMKT5fD54heKBDyB88BpjBdpHRqlWq7WNRGYQjaPCu7u7cbak943AL9bNHXKMv5f+EPCDaJJhPsr+KQcivMRIamU1vU8NeSG4mZmZiRKhW7duaWNjoy0rw/OwBl66SvA0NDSkiYkJnTx5UrOzsxoaGorzw1BQKJAkaZawLi8v6+bNm9ra2orG/Ww2G8YXpU5wyc8YJngOWILy9OwQfbIo/m4oSRKNj4/HOlOqiDzzGrLY999/v+6///4ASMrl5hm29JAQpANEwN8kaTbNnz59OrL8ADD0b1FeAt/gKUgxzy4pMj6gqcPDw1HWhoxQ9tU5rpz7+XalKjiK9H8ybKVbcsSS39mjrjczmWb5twc3rLcbVi/LwkhJij1JySqf6UGlE3seRwTDXiqVgoedr2W/eUDcmUGT2gdDUeWQz+fbzkx0e8O+6haxJQvNVEaciCRJYk3X1tai15iAjHJVZI738B2ZRJbIXk5OTmp8fFwnTpzQ1NRUlMqT7WK99/f3NTo6Gvro+PHjbbJO+drm5qZu3LgRYB2OOcERmR1KuNDflNnhcDJZFSCS/lnvq+2W3JlzwBq5Btjj/tGJvJe9iox4MEmvNnLvFQ9U1AwODoYuldRWwr23t6ehoaHwDzplxOXVS1x7enpUKpVioAcONsAEx0SwV7g/emNd3nGMu81gJkkS4Ew22zybulqt6tatW5qZmQnbNjQ0pIWFhQgu8Q/QBQDbXjlTKpW0vr4e4DdVKGRy3LdzIIvrAujzOnwYb0dhbb2iBRsBOMOeJYiCGIQzPDysY8eORbng5uamLl++rGvXroWu3Nzc1MLCwqH5LDXlgUE+8/Pzeuihh3Tu3LngifMDqtfrAW4uLi7qhRdeiKPWHGzG98IXZ/9gD9jjANzMgOjt7Q3euNxS1oxd4XM880cw6okA9zNZB9/HUuvIPGwjgBhgM/umGyIIJBZxII/n8SCRmMezwfwdfqJP3GfC5vA5BNSeVfTBSACJBLXYX2IJdAyJAK4FINUZH3jSjood7g/dSAKE16K38KkOexJG10N+cMxQHGx6nD4fdy61HBl33DtRYy8rcSb4xvJeNoT1TpsPpNFLSTodOw9WWWyvJ/dsCNcjYEVZegqf6aAIxFEEPt4rJbUCoe3tbW1sbEQvUqFQaOsbdWEbGhrS7Oxs27Q5+nc4Rw4F4BkMspI8O84wBhyHlM8pFAq6fv26lpaWtL29rcHBwVCSTz75pEqlUlwLx4R19OZ2qYWoISv8H4QHpJHN200GwnnF+hEUIreO0CMzGD56JTKZZr/P5OSk1tbW2pBxsg7sFb4jJxg/gidK36gWcJBkcnJSjUbz7CsMuvdFsf4oCi/Pw9jifMJvV+zsDy9lwZh2BgtvlVg7etHoiQTJw4HY29vTysqKJicnNTMzowceeCAmDoNyAohQakJZ2Pj4uKanp3X27Nk4jsQBBN+X9By7wcSJI1Dq1DGNRqNtmnE22xz33rnfPSDjy50+nEQqACjV2tzcDESzG6rX623OgWefMTroaw9CeS4cgs4qEc/GSIqBA466uiGDfxC8dFQbXeuVMAS6ZJXIqHkGydFlz/phdOm7xXj7emCcedZuaH9/XxcvXmyzgaDDXgrJcyGzXoKN0+W2a2BgIM6I9SCbCoaJiQm9613v0rFjx7S7u6vFxcXoyaG1gn7fiYkJnTp1KkDGqamp6Dnb2trS8vJyZKzIPFCxxJ6AvzwPMo0jS6BDBQuZK5zNbrMPUvO4oI985CO6deuWbty4EQ4vGT8vCcQ/cdkB2CCTNjw8HGCrAxXoW9bMQVFe44414JXbUi+xRW7JjhDIs/+QfeQVZ4/snds/guSJiQlls81hXJQCY1MAjQ5LmUwmnNKdnZ0YGpPNZnXp0qW410qlef4rZ1QXCoWw6V4VhUPsx1QVCoUIninZxndER5AAoKIKPcN+INjERnvFDZ/vg1dcVsfHx0PWqfzCHlPGzvN4aT7lp5J09epVra6uHprPPAuTdkdHR6MS4du1pDQazZLY5eVlXbt2TS+99FJknzqDC/+Z/k5PBGDv8/m8stlsDF/Ed0CncR3XA34/kiK77UAkBBCAnHtgR9DnWcRMJqNCoaBisRg2HT+7G8L3wX+grN3niuCjetzAvkMOeV6y6j70qFPueB4y9CQpCPC9aoF94r4KZdusHZNq0T+UmktvjrW4FnYWnmP/XUeQGMJn8kD7rdChA0yEF6R/YWEhFCybHwNKVsvT0I6Ke6aSTY0DihKHWQik1D5IwMu2YBQOBv9Hubly5nU4WihlH+LDtZnsiKDhmKDQSJOT0uc+uw0wPYXuR5Pw2devX4+sgQdD/iyTk5M6duxY22HHDHggUKR8Fb6zdiC4bEYPnPkdHrFRbty4EQH4zs6OLl68GM3irIk7qO54opgI9Hk9ip1ABMFnY3XLZ56JAAWniJJJXkNGmKAAR+3UqVOanJxUb2+vLl26FIp+fHw8ejl4JhBc+OYOPJ+Hsq7VmpPO6KUCKUcRbW1tRVCCA8MRKShIauwxEBD8JchFyTsqKSnkigzjUWTWXHlPTU0FD3AGi8ViHCtCOSE9KZubm+FU4dDgzBNscgwDgwtcD9yJPMAn80Hwg16h9IwBATiJHLvDkJXh4eG2QMb56XrQQQNH2N0B71aucdZwqnBKcWq9d8mzZ9wvvyMrXNP3KDLtQZSjzPAPJ0ZqlXjBa+QBcIFr+1Q89JGkNoedvcN98TkAaJSQ0i/FMxP84nQCXB6WqtWqFhYWIrgiU0kQxh5DL0uKfioAMpwCz56BPMMTjgcbHh6OoSPnzp1TkjSPEJqcnGxrlaDHanNzMxy0hYWF2DcEgcj19vZ2ZKbgp+tEeAfw6tkQ9pr3NbK+7K9uS5Glpu6an5/X+vp6DCeih4+1xAEkk4fzKimcPF6LPfeMv+tidxAltZWyoiPoh2KvkE0DSACARfbZIx40UsVCFoOMaq1Wi0F2uVwu7DfnB1Jyy3rhBFM+e1jyDAuDBtGD6CxAbgJF/AX2qIOSyD5+FxlfZIQ9ib/H82ODvAquXq+HXcWeekbHn9uDLg+KOltf3A4kSRJVNhsbG1pbW9OVK1fiPEoHcrnPbiiTyUSfJXuYNXBg0xMvS0tLev7553X16lUtLS3F3iSAoJIGeUYPequJrzPPzpR2MsTwm2tjFxykZE3xRUlE8Hr2mVfJePBcq9XaKr34XNa+WCyGbe0WpMJ+EaChI7wNzJ+3s1UA34WgjQytD2lCNtB32CWPOVzOBwYGwgfFx/Mgnc/0ANRbPvgc94nR4+xXqWWPyVCTIfYg09f7sMBr1xlMmOq9OTjAOHPZbLatz0tqOdTuSHNdXwwvg2GTeNmQZwNcgbly8awBi+uRu9eku/PH/TcajUhzdw4n8PsASSP76mVF3RLCxvAgL1+i7ArEHGXE5u3v7w8EDkNUr9fb+oC2t7ejBKBcLrcpShwyBBLB9S8ULCPZUbysGYYfOfDBIZICOQO19YE98BOHfG9vL1D2zrK/oyhx4zty406rZ/E8802QjoNcr9d169atQJ09UHNZg1c8g5c/bG5uqlKpRPZOUvTX4DRQL7+7u6vNzc0w9P7lAY43j2OgKEd0YKbT2CPL7KOjCOZBa8nezM3NRUnSxsZG8GJ6ejqyuOxP+h8lRUkZqBvBP8r54OAgFGwn2nqnYBOjhqxvbW1pfX09dB5GlR4gjDbOpKPnfA5yw3PT38r/O9cHpB656oYImD3w4xkcGfUgDR3hx4w4YIEh9h4mKiN4JoIRB/2c3w4QdvIfcgAP4+uZT2/L4DvXAOXmYHje73LuSDw86oZqtVpkOqrVavCPz/FMmINWZM2wm8gvexH+53LNg+Tn5+ejN3tqakpjY2MR5PMa7N3o6GhbcJ/NNqfS3rx5UwsLC5Gh8qwGvPUBK7wXfci6cN9eNeNgLc/pGVp//m4ol8vp2LFjsQcpFdzb21OhUIjPBBweGhpqq5IBuHVglv1JyT5OnA868t5ZeIKuxXaiC3BU2TcMlcL5JxDmM6im4OgSKlJ4BuxisVgMcKtSqYQdwBEHDGTPH5YymYxGR0cjK4M/R8UCe5+gAv4gtwR+6EV45hmonp6eCF45W5JqDkAm+OtAQE9Pj/L5fADlAAgui159g45jXeiZpAqKai1sB3aWa05PT8drT548qbNnz2p7e1vr6+sB/BzmQHpoZGREH//4x6PSwO0YskePNHbq9ddf1+XLl7W4uBh/bzQaMQBvYmIi/A6XMQAl2kxmZmZCTm7cuPEmG+V2jc/AdwDQBXACmALQxjd1ENGzeh7MIQ/YZ2IM/J3bt29H3263ROk+e8R9M/TynXx+gm50n6Q2349799Yz7AzX5lrw1fWE+7PYVAJcj2v4O/fin42vw97DDwGg4v/EEzyL9zPzt8O2RB06wKzVmgMCHP1j2IafnYJwuVHyv3tpkysDV4qOmEpqM14IAwuBAvTMAddHUSH4kDtMUmvRWTjumc3kEzgdaUN5snE8+OmGXDAYpz86OqpcrnkY6+rqahgfJ5ws+LGzs6Nr165FRoMeTYJs+ElWg41BfwQbi1IUdzw96wPYQFmnAxF892eSFNkmkCT4jRIkc9uJjLL5vW+2Gz57kA4vcOw6M63IHig9Tm+xWNTGxkb0qboxBmUGnWaNkDnkBiWzv7+vjY2NmFI6Pz8fZRBDQ0PRD0vvoQcAkqJMnc/uzBqhZFBeXpbhZUlS+xl2R4Eesl9A5kdHRzU7O9uWZZ2cnIwKCJxG9vTo6GgYOe4P52dnZ0f33XdfW7lY51p/u0wKBrJerwdvr127FkFvPp/X2NiYRkZGdPLkyeAha9n5OR5IdWamHZ3srHhwAKMbQg86ggxo44bJf2d/EfCiV3kdYBfX8UEbLsOeubtTJsjBDg9+cdQp56G03Ktb0CWAB36f6J+JiQmNj4+Hc+xgEQEZDj56qVvy4NpL4L3kFYNOFsqP1mH/ESBjK3mmqakpnT59WtPT0+FgU0kBag5PuB+C3a2tLWWzzVJuesQBCUZHR3Xy5EndvHkzghv2nvdrSq2KBgdyCbR8CA5Zwk5wBVnrlhioRS80Rzc5eFwuN48m4r4Yw49eIKDxjIq3WwCQoi+w7+guz8pgA8hgkwHDVriz6HLI71yP0kv0CfLEM5A93tjYiOf2SgT2BeBwN7x2EJ/v9M0DBntFgH+W+2H4X+x5gjd8B2TK140WBNYBvw0/jqqGoaEh5fN57e3txSR957evpdRq0SDb2gm6cr62T1dtNBpRkr60tCRJOn/+fIAEH/jAB/Tqq6/qt37rtw7Na3TvtWvXVK/Xo9qAdVxcXNTi4mIcI9RoNHTx4kUtLCzEvkK22fdUMpAZ5ZxyHwDmgC/r0ZkB9uQP5L5Apy/U09PTNvDKbQG6or+/X/l8PnRfvV6PNhP8UGwniSvADPrAD0vcC1UMEHvO/RN8feyDtz0hZx40cu3O0nrsDesB770qxyuN2DfEJ/gEnb4EADc6wgNRdKH7St5ixr4kg4s8c71uKtYOHWAeHBzo2WefVV9fX0yccmWLoyupTcG5EXfUQGo57PzPnTJX6P46/iepzdHjmo6Uskn94GJHHz2d7MwnsKFsi8UjAHJDQFDRiYZ0Qyg9nqlcLsd0NgIZz9D6dwQUxGdnZ0crKytRzkZQ4qUnII5u8AANCIwQRvpwvTafoA+HZ3d3Nz4LGYA/rEGj0YgBFKwhxKbkGBMUkyNhg4ODOnbsWFuG6q0SygYkyR07lC4y4ugQoII7FwTiQ0NDYQgI8viZEkucGS+PI6OLjAEg+NEvc3NzodRXV1e1ubnZdsaUDzZwB4d79AAdZYgxox8RxwGF53umG0KpJkmilZUV7e7uRgDR19ens2fPamRkJAwg+8snRMJPytKQCYIeBm0gI14e6zri290fCGSSJNra2oqMRqXSOv8V3eCOSye5XgGc8gwQa0T2wQdoISvdELrYQTH2ojvGHijw/Mir1D6YhSoQStPovXRnwtFc9jj7ir3lhtArL1w2Ma4EYfwf/ez2A4c9m81qYmJCc3Nzobd4Bpxa+IIT4zw4LHH/8IW9jfxJLWBhfHxc+Xy+7aidTkScbBaB9ujoaEzolpr74cqVK8rn8zp9+nSbboKQU7eF5XJZJ0+e1IkTJ2LPjI+PK5fL6T3veY8mJydVKpXU19fX1mtPpQuy4YE9suZryXOwPwgQuuWz8xtnb2BgQMePH49KGfqXWXvXb+jszuyrAyHcq2f+G41GZGk6S/zcoUTW6W933wTeoacAAwgieY2/Fv2G48o+43PQJQ6yU17rwNBhiGdmX0utYUQ+KE1qgf8OUsEXgl6cYWwqOtEr0zr1KevkyQocY9aSai30vOta5737Rj5/AB4ym8LXoFgs6pVXXlGxWNRDDz2kgYEBra6uamBgIKboomu6oXK5rCtXrgQINDU1FYP5tra2dP36dV2/fj186q2tLW1sbLQdW0YPMGAOcigpBlL6oETsPdU4ZEGZmo5MsR+QQ3Qn+8tbziTF2nqAQrCEH0OLHeeVNhqNKHff2dlp6x92P8T9zMMSPj3yyTNShspruGf2uvvLyCJVCZ4I80wiNtATMZyJ60k3yLPvJMc8iYaNo2qws5xWaukV+MS+gO/oC14LyIod9GAVWXir1FUGc3Nzs21wAilrspgoBDapG/ZOVJuFoiRCandovCzC/wfDGFftWRmc706UnI3o5xtxTUfg+B0Fz72OjIxEvb0HQh5A+EIeBSru5wUibCgVhA2hlBQ84b4WFxcDvWb9yBR6pgSnDRTc+Q5y5DzEwPs64AiyvoODg3FcDQaYjczPXJMNheC744fAe5bOAwcGPRyWOo2bo1JSOzIIj+v1egQhxWIx1oKhHCMjI5GBJfsNGk7jNNN8pZYhZegNA5EoCcUAUDJaKpXimVFA7tQjg4AGrL87/cgIjhbTLEHhyX44mtitTBO8IQerq6saHR0NNJN72tvb0/r6eugFeujckfDsuPeiSoox5Pv7+5qdnf2uS/M8IN/d3Y1BZrw3n89HT6wHZJ3X9uwl6yG1D9dx44uMF4vFIzlXTWoN+XEDyJ7iOclqOlLsOlZqAUM4MIBtfo+sg8uh3wefi47sDDT89awhmQQ+M0mStgmT6GX2JnIyOjqq4eHhtt425L63tzfsBfflz3xYAsyjBJIA0dceO4TtBMXHVnggw/mNBCTDw8M6deqU+vv7tbm5qeXl5SgTdWeez8G5oJKBzx4dHdXIyIhqteYUcM6WHRwc1Pz8fOh/Msk4Gew1soAefOGssR6ZTCaAIBwUD/S7BV6l1pm+TF+cmJjQ1NRUTOx1oAYHstFoTYTFxjFx0wOdTn8FkJUA08vhc7nmFFX0BAAM4JDvEfSb7y8cR17P2m1tbQW4MjQ0FA4q5elkrLG/rDfVZEehQxqNRmT6AIUGBwdVLBZj3xFYec+t+048KzqIe200GlGF43zH4U+SJKq1OOCea7D+rI+Xd4+NjcV1HXBFPzHAhIwNNhJdiK/CupLlWlxc1MjIiD74wQ/GOZjo1o2Nja4DTEk6depUgD2FQkEbGxsxZ4MsKnuSAAw/DXtP1YD7KpQur6ysaGhoSGNjY2o0GhGks1cAOllHnxXBvvVg3X0XfAb0DLLOPQCAUblB6wL3i87BxnBd9hXy6FVOR0F8bicADHhGv637ovjfDlDgl7ovQCWfA6DYPxI0bgtdLyDT7CUI/eAgLYk+QKmxsbGo5nBglsDYg0+vOPJ1RTcd1i4eOsBkkff396Nsc2pqqi2jQMYQxe6IlmcBuR4GaXBwMJwiVyBSqyfHF4TvKC1P+aMY2GDOKC8T4zp+bTatG07S25SJ4pB5OYKjeN7bdlhisXHy/ewvR6txuEFakiSJgJAMIFk1UESUtqN8HvBLLSXu5Q+dvRGeHSLbNjExEYF8f3+/lpeXoyeJ1zgqhDH3cjzQG55FavWkuDzs7OxodXW1DTA4DPH5nc6r1CrpY435O70jOCmZTCb6GgYHB6MH6saNG4H40QOC4gEVRJZx8inJnJqaCtQvk8mEIiG49QEgyDoyWa1Wo0TXA8xOuSHTh9MLmCIpDkgm09ZtrxoZgCtXroQTdOXKlSiF5nzJ4eHhOLB7aWlJxWIxynwwSJzXVa1WIxAnUKvVmiXLlNbSr9UJHPBFZgx0tlQqqVQqxXrjdGBsPJPQWaKNzK6vr2tnZ6fNoOIo+ZqD7qPHOsu7Dks4pQQYnoFGPjoDQe+R7sxcMlSEkrTO/YEBcxDRjbCX9zgYAs8wfAS0fK5nm3DwuabbAwINHFN0nfehSAonis9Fd3ZDfX19OnPmTNghSW0yw726jfDsC+AJw1soD85kMlEyjMN1+/bttjYFsqWsc7lcjqqQ9fV1JUkSwNHIyEhbZnp/f1+lUimuNzQ0FH3wPT094XSS0XQ+uoOPPkN2cBaxU9jSo3IQy+XmYek7OzuhO06ePClJcbSCrzHBMAAAg5IYgORArdsj+MLzISfoWdaX6igIXUJGkbV2QAR5wF/ByeUIBcAU+gXR+4CXAJfIFMfxUN68tbXVVTDv78VWENhjy/hsAi7ParsNBdQGmGZP4wT73/Eb8DUITtC5EHobn4LAxquQdnd3Y906M9P+jB5gAcD4ZFvuBxu1urqql156SZLaynkPS9z/7u6uFhYWdOvWrVhj9Nr4+LiWl5ejdcarQJAl9l+t1mw/4Qg5ZHpzczOmkSI/HGXEMEb4wbNhJ9gfnmWDPIDx4Ae/hAwxZ3yTucRP5Bo8r5d+JkkSNhNZ7JY625M8aPNkg1fsYEuoAqP6hEosr0hDxzuPHKh34BFbzNrh/3VWh3hwiT4jsMe34H/oEge1eC92neMmpVa1S5IksY877/+t0KFXiEXhpkGlCDpcwAgCXCmgpHwBaK6WFIwla4YgswgIAIEPhsuRUZjGaxEmUscofu6PL3dg/P4wCL6BO0uvfKNzP90GmNy/Z48QLA8MuVcMuisZR1VpFHfn0IXcsxzu4FSr1bYyHfoUvHwGx5RyVjIJKLKBgYEYgsEa+HphDED1WQuMC5uLe+T99KMcRYDJ8/E7PETGO0dO46AVi8WY7jgyMqKtra0o6eXsxk7UGecfp431cwWAoiAT4Nk7+OA9oHfKVmJ0+Vyu72CKB6wMqqCsGucWJ+6wJRNQvV6P0eMoMRBnnL+5uTnNzc3FFF72O0EYz4qTjm7IZpvDqlCcjoAuLi62IX0AN1tbW6rX63HUC84K4MXQ0FAEVmfOnNHs7Gz0LTDR1nWiO2UHBwdaWVlRvV5vm+bsaDcyB3LL53kJzWHJDZKXtHUaG/Sa98h5EODACAg7gT160a8Ff9m33Ivrb5dxqVWhgT4naAeEyeVyAZR5qaak2JuTk5Oanp4Ohw/5cvSYTJXv46MgSnMpbfesCPfgFSOeoUFfT0xMxDUAmMg+UDZWKpXCWeNZrl+/Hk5ao9GIUlHWg6ynJK2vr8fe4Pk3NzcDvISXgGC0OWAPvGrCnSBfd3Qje7XTjh4FLS8v69FHH9XOzo7Gx8d1+vRp5fN5vec97wkgkDOY0R8Ed1JTxqenpzU0NKSLFy/GOcIOXrsvwjOidzqHhDiQwecjp2NjY1GZAIiOvsBZxe+o1WoaHx+PqiNsI7qLvlJJ2trakqQAAGZmZnT69GnVajVdvXo1nvOw1Nvbq+PHj7edYYlfxjNjG72Elc8kyYB+ga9kCdF7UvskU+TfEwMuO6wle8z1iusOnt/3Ia+X1HYsBjqB465qtVrsx4ODAxWLRd24cUPHjh0LO3/y5MmQB4bxHZZ2dnb0+OOPt4FnUqsXutFo6NatW3HeKK1H+CjsVeehB2boHIJD9CjZcsBUSuq5LlVM+Hi+poBI+IcOrlWr1VhHMsWUxFLdga/SaDSHJfJ+dD7rh6/gAFY3lM1m285d3d/fj9YgqgSQU/gM8O0xRTab1eTkZNhX77/3QNEDVvfZvBLL780rXly/EoDDN3hHAgC+06rnfMIG8vlcGz3vAI/UGlR6WDp0gAnCJClKks6fP6+trS1dvXo1kCovaUAJwWgP8LzMwlOyHnw4mo0B81KsO6HDKG0QMk8544x6gOkZJM+eYkg5fL7RaER5HCU6fCZOhKPy3RBOSOdUO5xFNj6f7aUF7njDL4wiAk22sDMgpuR1eno6phRyJASfhwKBR/ATxcAGo8xrZ2dH+Xw+0Dc3Dih8ysUwBDg74+PjgbRJrcCJ63QbyDso0Bm4dxpC1peMiqRAiw4Omuc6jo+Ptzk1yB+ZCvi4s7PzpuElPT098XcUHMMohoaGNDo6GmVv3Cu89kDLDapnFVzxeK8XCrJcLmt4eDiyGuwHJrR2IvVvlWq1mm7fvh1BFwZqbW0t0LhisajJyUllMs1zyhi2ILUyqvV6vS3gxzh4Fhby4R9kdKrVqra2tqK3DOcIB5FMEo7dzMyMZmdn40xCMtXb29txH+5cITuUlG1ubsa9sVbuZDKYhnM+faLbYYln9ioQqTXoCccPnYCzhNwCTPmzABgR9Pj0Ru63kw/QnbKFGGzPPCC7ns1D9/teRG/ncjmNjY1pZmYmwEp4ir7GsHoVAp/dWeFyGEqS1rmWnEcMAAVKD2BHxQPOBPcLau/3yCAVSsYBDMlEXr9+XZcvXw6Zzefz8R6ecXp6OsA9wBx0ALYtSZLI6IHWE9AwSAa7ks/nVSwW2xBu9g52BCfUHRvPeHdDZGbX1tZi0vPu7q7OnTsX/ZilUikcbAdPM5lMyAMToufn5zU4OKixsbFwtr3PC9kDZPN9xZ7xLLLbUfgxPDwsSTENHn2M3oKHUuvQdeSC/UErEp+FDSE4KhQKWlpa0tTUVNxrNz4IoAmftbm52TYdGRtMqaVXhhEgelUZOsUdbmwUFSnsFUB+nHV63fx50b88K/yiDJ4sH59NtQ+tD5SGOhAiKXTb0tKSdnZ2NDMzE9UJFy5c0ODgYPQxS+3zRQ5L5XJZV69ejUqXsbGxCBbL5bIWFhYC7MHvQdbQbQQeBCJkzBw8IkPF/0kKkOhhbfAN0ReALPjanpjwv1Ny6joeW42cMP2X+8aG+FwIH7iF/8m0YGTnsNTT0zq/Ff4BSnAPntgAEPcJx2R20S3IkMc4ZBY9qYafh0y7jUc3YUvZG6wjfHXABB5KTd0yMzOjnp6eaKHI5/MBVlPhBv+oypycnIw4iWFva2trIZeH4vFhF6e3t1dzc3NRDktGY3R0NBwCL79iAb2plkXAqaCEBOfXHSAe0ku2UG6gMQi3Z5+kVllXZ9Mrih2HnmtQ+uufjzEcGxuLLCCZKErwCHp55qNCxaX2g+8RVkfrPCD3AMLRPs9OgHrT2+SoH69BIaHAcXz4ooQZwcaQwu9sNhtlShieycnJtuwQB/miDEHD2GRsIBQgm86zK7Vaq5+0G+L5kQkcgE6gAGXH60HDuf9bt25pcHBQMzMz6uvr09LSUtsAl5WVlXAQa7VaWwaAdYA/HO/CuoNQTkxMRN8xynp/f19jY2PBL8q32G8+/AaifBYHns+Wmr3UoI1SC3XzIL8bXo+Pj2t2djZQ36WlJeVyOZ04cUK5XC76z1CgUssp5XeGFuBoINeSovQKR54MsqN8DAJBsRL8wW/6n+jlQ78hE4ODg7H/MAbIg9TcE2NjY6FLMDI4AugLfsbAT0xMaGZmJjJW3RA6DNlCNhykY2/5wBsMEE4bQ84wfoAe5XI5Av7OlgZHud358v3LPkJuvYKkp6dHExMTkfFFvxBYAZpkMs0elOnp6QiApVYbBOvOs4KUc0+dNqMbXntlj8sR8oN8Ub7K2mMf19fX29oyCJAAGNF/PT094QDAa/i2tLQU+19q7oVisdhmaz1IIOtP5nV8fFzZbDb208jIiDKZTGTiqQDA8QTtx+nxShv+jr6TWlNAu6EkSXTixAmNjY3F+Yvr6+sBhuKbTExMxHNS/oe8ZDIZlUqlcBw5f3B6elpXr17V2tpaPIdXgrh8OUiDbSCD7GuDDgD8gE84oa6XPBgmMMJRJeCAf/TS8Z6rV6/q6tWrmp2dbQOvDkv1er1tgjaAMntVap+c7E6v93ghGw4wuT+H7qT8d3BwMPYtzrHP9YBvyDkZHGSZNoqVlZXQt9wzZcfoOl9jdDtrS2VUJpOJgVzb29u6fPmyarVaAFqdLRKHIfevmN5PLyYlmMgDdgT/Cb91eHg49HCSJDGsC5CLe/Shdb4W2AH42Al23WnfAkbRy+qyA0/RgZ0Dz/AB3U47sEIwR9m+pAAPuiFAL85uRhY6219Ye3wJwBQqmAA6vRUAvet6kDiC41w8NvI90/mz29BOQMZ/J+NLewgJidHR0UhY1Gq1sJ0OvrAugKMf/ehH9cQTT2hzczNs5mHo0FpncHBQ73rXu7S0tBRn6Vy4cCFqqnFoPWsCw708FaaxkJQBojA8eHLjjaL3Uj/IA0Lug5I5rsn1OgXBNy+IOWVkOzs7Iej+GWTsXNmhtNzZPCx5gOBCLCk2JwaL4JB7R2nisOBAepDGxvesAYYC4drf348R8O4cOnLC72R7fRPUarVw1JMk0fb2dnwehsiBBP7uShvlB/JDxo5SMdaiG2LDcv+exXH03ZF6+E05KYp+fHy8rTSRQIgSI5cRL2lmoxOAU7K1s7Oj4eFhDQ4OxrEeZProqQDNRyk6qsq6kX2k3NB7W9iPPhmRXo2+vr62bFU3lM1mdeLEiUDycVC2trY0MDCgubm5CA7K5XIoZPTL0NBQZPHJgq+urmprayv2HEGUI6FkHtjr7rRTAowMIXfu0HkAhQEGXXbH2rPKIPIAcjhbnXLt4ALDVjY3N6MErlt+e6ZJaq8OgQedAaIbXHiBTqRMDtTZnRqe3RFdBwH9vjp5ISkAwampKU1OTsb6sUewERhIhi4RXHQ+tw9x6MxSeqVLt/oaXcteclDK5Rmbh+z4wDjvqWNN4C3giWdasEWUYhGs8zOgIf32d1p/sjWAp1QNjI2NxZ6fnZ2NcnLW3dsnPNjgvhyIc51J0Nktr0dGRnT27Nnov69Wq1El4KWcSZKEjXCfw+c9rK2tKZfLaXZ2VqOjoxobG1OSJFpfX2/LFMJTSW3l5D5hns8DvIZfgPGAHc4P+IVTvbu721Y+h//RaDQHvfjekhTXxA/JZpule74mh6F6vXlmNo6/7xcHO9B/VDWxp/24N8+68KxeceX9ysyK4AguD/yYrAz4whAiAoXBwUGNj49Hrx++DwMoWTsqH9CBDuoQaKH7yWLxOipwbty4ETJ3/vz5Q/NZavod09PTmpqaitJ4Zg9gA0necAQagBm6kTJ41o6qCM/sklVGBr3ckl5D/DqynF6x5YkcAhQH5/kZf572Eq/U8gCZGRbIvPta7AfkpNFoDR7rljwG4bOoFPHqIvwy9Ds+EH4zco3ce58l8kJrAfyiRY3MrtQqSSVmAgSF1w60I7/8nf0B/3t6enT+/HkNDg7qxo0b0UdMUD81NaVKpRLVgWfPnlVvb68WFhb02c9+Vuvr63EPh/Wru+rBZDMjrAzF4Ow6kBUE1gUHx7ozw8aCuBJzx83LmtgQZDb93jy4IbPg2SY2ljvg/I6yr1arUa5J2SAlAiBpGHZKZ7kv+hW6LbmSFA7UwMBATCj0ABeUz/sIPFjwxmgE11HE0dFRPfTQQxFMbG9vx4AHkG4fEuLNx+4EsZFw5lgLNlSSJKHc6S9zB8ozyxhrNi2ZrEKhoGq1GgrHG8OPAkF08IGNKrWfn4XB4d56e3s1NTWliYmJ4G8mkwnghX5XZA2nBBkhc4Zh9lJQlDuONMp2fX09SoIwDuxDjA/3QulGPp8PMILgleykB7rsafYa90agS1lJt5TP59uyWGNjY3rggQfaejLQKQTkyBfPQeCLjuE7CrterwcgRACB/Nfr9TgP7NatW1pfX49DrCkBpEeDrIQkra6u6uDgIA7CJsOHzrlTto41pmySfeEGiL/zTP683ZLrPuTI968HuWS5yOryTPDBs9ieRegs5eX6/qzsDa9Q4LO9TCmbzWp8fFxTU1MaHh4O405wyTr29vZqZGREMzMzbcgsOsIrP9Dvrm88E4MzfxQEj/nMSqUSTqA7eJLa1qDzuwN4HpQgw9hI5A0kG7vkAY+kAFB4HXwn6KUMDUeIXlvW6tSpU8pkMtrY2AiwivJvPy5LamWtvN0Bu9VtplhS2KfTp0/rxo0bwTdsBGAkPggA0+7ubti0zc3NtoC+t7dX6+vrqlQqGhkZiQBjd3c3qirYR6yvZ8E4Kgl+s5ekJjiDHeO+2OfYGQd4h4aG3tQO4vMH/KB5/DHug4DWneBu+AyA5JUYXNPL7aiywedivQF+3FEmm0ZlgoPa8GxjY0Nra2sRNKJDsftUQ+HUS83KG2wUJbcAlpSZrq6uRmDl/p3Uvs+SJIk9AxAxPDwcR2oxPI6KAQ/uDkO5XC4G0W1sbGh9fV3r6+uhWwmAqGxhjSmTRZfha/gsC56nVquFfwfAwt+x9bTfkK1z+yC1APbe3l6Nj4/HXmTfoevQ5VLLh0K3ESjyOfg6+NmeUGGtyKIzXLJbAjzttF3wCt3lCRBkFMJPJIOOnvGsH4APOkZSm54kyHSA0/U268rf0J/cFwFlo9GIwYQPPvigNjY2tLy8rJWVFU1MTOi9732vtra29Prrr0d1ENl+WtBqtZoKhULY926A10MHmPv7+7p582aU2UgtRwphJVBE6aJUOxEQd7jcEfH/uyOKsHvgRHDlSJmXG9AX5+lvro+TxPVRWJVKJQJmFo/Pp0wOB5wSGB/qwH12Swg294/T4WWcdxpa4SWDKFKux+ZFwGq1WtT8UwpHf4KXsRJYu/LAYDrfyYxRYtjX1xfHbJTLZQ0ODurWrVthIPw5QSVRpp7K5zk6M32S3oTQH4YIjnGCPHuOk4IsovTItuCAYNhwCo4fPx4ZBJQ4Q3+Qq729vQheCZQoPfONTqnc6OhoBIEcit7f36+5uTkNDQ1Fn4w3g3tQTL8FSg0Fx/05Gk5JLeg7ircbItB2fsJD/o9Bx3iSPfHnYE3gPVlN9jiv80w6ATQoKzyHz1LTiIyNjUUPDHoMhJc94O/vfD5JbQaZ67phgQ+dGR0m7U1OTmp9fb0rXoOe8rwewLNvcTLYW6CryDF71jMBgIoYJQcPWSNJbc5j55eXBWIvqKggW+9ZToBH1mdkZCTOv2VNGB6CUfR2DZxkHHAHF/2euyGAJc+E8Iw+GMXLIN22OJDaqYPQA46usz+Rb+QIZx8nH97ijOAoASrx+fQ5EQA98MADmpqaiuvPzs6Gk45TSZDhWSAvi4T8td1SrVbT+vq6isViBBH1ej3OiEY20dP7+/vh+HkmG3tK5gK7Q3CIzUKX8h4vifdST6nVr+kOIE4sPeLZbLatvYQyNeTS+6/ZJ1tbW9Ejt7e3p9HR0QBd0JVk97wyrFuiD9crFaT2AJp9SkCCTmM/ApJjx5APbCBywbNtbGyED0LpNiCXV2OQgXddtLm5qdXV1ZBtKl94jlqtprW1tciCsq6+zuwx7DNADP3I9LrxPoK5bqher2tlZSXOgSRr6QChZ9joXZRaR9mhOwDlCNaoZECX4nvx/P4Z+F9eydc58IWqLORMUuwv1gLQGn/Ce/nQMfgxrAXXwg/d3t6OsnKyod0On4HQr53Za6qTfLAcPgO6Db3C3vdWG09y8Z34CFvoVWqdwA08QUf7HvbMLveD343OxmYXi0UdP35c2Ww2zlHNZDJRAebHTJLZZMAj688aHYYOHWDu7e3p2rVr8bB+zALRL0qaTe6BJZvYFTbf2SAobnfO3CAjZF5mglEmGOJ/9Iqwgfz93tuD0+OKlOCUZwU1z+Vy2tzcjOceGBiI0eIEQ0eRwYRflUpFKysrgYbg4HU65ThhlGqyQX1jSK00++bmZpQm8HcEf29vL5ScZykpLaFkwp0b1hBUy4NbspmUcYLAc/+uYDAgrCdGxdcfOeGcom6QWneGMplMBDauREAweU7uD4eJMmwc+t7e5vlSJ06c0MbGhra2tiIolVrDHnp6mn1lDPAh6+nZFc8CIANkuyYnJ6N8GcfFDTY8ZkiClzp5479nkXG6cGC8CqFbcoPCnnMnG6K8hwmWBD8eRMAXd5y5vtQK6gCSCK7RBUmSBIJHjwuZBZdpsmqU2cIn/3IgrDNLg5x4SQ3GBgcGQ8VeHB0d1fj4eNf8Zu8QNLou5V68RxfjibMNilmr1UK3c6+dAaZnNyA+g/Vhb8BHH+4DwOEZD5xud2zn5+c1NzcXtgcwBADA5YGsPrKDLmMtWO9uM2v1er2tpM8DKS+JRGYd3HT75WAZzhnX4udOoIPPR6Y8o+U2yYew+D6Q1GYfb968KUkxnXVtbU0rKytRrdHX1xd9j/S7+REVgJHoENawMxA+LBFI7OzsqK+vTx/4wAc0MzOj559/Xt/85jeDXw5S8uU6m/vyPizkBLkn0+P9augcB+SYoond9Aydt7e4vmWvcF0vcya7hjxz/qj3O+KokmlFT6H/jyKYT5JmhQnZMmYKOOjovoU/C8EOuhpAcH9/P8o8ATNdRl03kUkkUJQUJaT4Gr4/WIOVlRUVi8XYT/SQ0je5vr4evdDoQPYn+oMADt+EappqtXnMFmt08uRJFQqFrvhMSSzD9QA4kC8/L5SMrNTynyl5dD3qSQhsFH6N+wfuW8FDqqSQY9YY3c1wPgidhXxT5YcORtf5QDz0mKR4PfLkw0KRHc7wpPz7sMTe9rX29it0McGmn72MbvdkA/aQ9aFfGnK9D/8BBfDXpFZ1pAe9vjZuo9gvHsTip9JXjkxOTU1pdnZWuVxOr7/+elRoFIvFaAcYHx/X9PS01tfXgydkow9Dhw4wPc2OQXGjgaFDmbhTg4H3AKITseXLHUZe07monjnzayKQvmFA0LhXFBtlpp5h5Vo4s2wwGr25PoGeb1rPgHVbtkkpAeWqlIuwDggWAupKhaAaweOZCRQ8g8jzYsQQKhxTz+zBz84yYBd+NpCXjaDgUZSetWSt/HO4jm920Ew/9wpF1U0Gwh0eShkIggkEAUw840EJxcLCgjY2NjQ0NKSzZ88qn8+H3HKOJY57f39/9IM0Gs2eu6mpKUmtDAhDVFDoOH/08GBccKw9Y+5ZIgwL+8+DuM5sOMgXjpgHl1Jr0BaN7YclQB/W3fe0ZxEltR3tQnkQe5LeamTcMz4YQfaH/w4f9vf3dfv27RisgszVajWtrKzEkCUy/sgDSCTBlAecnVlL10/OexQ4WcJGozmVdn19PWQF9L0b8pJYppsisxh2LwVyGWXvY4gJ0AlqXAf4s3dmzrxs05/bjao7iuhUD4LJ/g0PD8e0WNfb6GL0F9elf43zSF3Hc1+sV7fgCca9829emYN9cCAQoJBKGKoXqtVqyD7v9cynBxDoAy8J5X8O8OLAeRCOU+oBaLlc1uLiol544YUApnZ3d1UoFDQ5OdmWoUCuJAUw5vrT7b/UsindULlc1pUrV9oyXHweDjWlyTxvsVgMeW40moN4ANmQQQbKbG1txZ739SLA4/d6vd4mh2S5WDPej3wPDg7G8BZkncAcu8ieYY84EIENYs+yV4rFYgzygNfocc8cvVXq6enR+Ph47BNKVXHGCSa4RwdXsMvsWVqJsFfoOHwSqWUDhoaGoqwYoJG9gC3wc05xshlssre3p1u3bmljYyMSGpOTk1HWycC2/v7+yJYiy9hX5JhnxGdiLTOZjEZGRmLaOdmfwxKgCSAedoBjiaT20krkEv1OVRf88MqQg4MDbWxstO135JtSdzJ2yC17HJ6wZsiFB4gABegUEgzcI/cktUpGuUdvV3B7CRhE8A9o1jmL5DDEZ5CJdWC0U86QUQcI0ZPoU3jjQBUALcR9ezud+y3sGwe4fM07QUtfXwcMSEYlSfMEiuPHj8frpqenlclkIpv/3HPPaWNjQ6dOndLExISmpqYCkPVqpsNQVwEm52whEDjcCCfoy97envL5fAzCQWhhLDfPgng6FmZ6wIEidwfBgyQWV2ovtSuVSuGQIjA4qm7sHYl0xlL+gDEhhe8lCxgplDzP1S250+SOBffuze2e6aN802vIEcKNjY3glWeNyVTxjB7c41wSgPFsKBtfS37HEFSrzQEMPpoagwD6irGgnIn0PM9IMMQGROlRptiN04KyQX49M0XZq0/RQwHgIMAbzv2kjw8FyX0yiIZz0ZDDGzdu3DED1ImoSu2Ino++B12l1whDiBOC0US5AVR0KjmcGD7Xy7U6S10OQ7VaLc4JBZxywIESN6a34qDytb29rbGxsbYgyPWD1Jps57oJBV2rNQd23L59W9evXw+wwvUK6B1rhUEZHR0NeeHzkEN+7gwy4Rc8dYLXyDyfW6lUtLGx0bXTwtqSNUQP4yB1OhReoYAseHmpl6Ly853AKOcHn+1gAnu6MzNHIIljjBHOZrNxBivOYaPR6nvDrkiKdcQhJItBQMxauO3w9TosUWYEH3BKeGYHVrPZbNvYfww5wQu2FWfTM5noT7Jqrm/Rxegj7sMDfvQ5cslaY888SF1cXNSFCxd0//33R8k2es/Lu3HUcHQcUCErj2x4e8thiWwPn5nNZrWwsBB8QqYlRempg9WVSnMIEEEPYAT/w6nHIeS5vMwcsIr1ZE/xNwecs9lsZFtZLwC83t7eKD0nYGZNkiTR3NxcOOzj4+PhZ9Tr9ahAKpVKyufz0UOKje52Yi82BpnxAMKBVrcJyBK+BO098J+9iN12u0RCgmmyQ0NDmpycDF1BZnJxcTH0I76YpNAHy8vLMSCN68IHf8/09LTm5uZi0Ay2gYQBx/bwXJ6NQ4eg247i+K6tra22oAX/ybNVkiKbij5zPY4dZ73QG4DRBwfNSdH4tD4nBR3KPvBKQQfkeB+BLSAPbVn40FwLO7ezsxN+KvoeHcV0fbLe3tLgoCWZ2m7IfV4vEfZBlvjArDvPzpqzZvzPbR+6G7/BPwNwCZnh9ewPbyXwJB33LbX6L13PolM5C3V6ejqqXaanp/Xiiy/qlVde0eTkpE6dOqV6va7Z2VkVCgXl83kdO3ZM+Xxe4+PjunjxYvjjh6WuAkwOJeehvQxSUpszB6O95CFuwhS393NKrSZcXzhHmt2oeokGr8cBAq10VHdoaCgEnE3kyDACg5PtqAnZW0pUuI47mBj6bjOYkmLQhSQVi8U4KBvnH+XNZ9PP0dvbq1KpFILLfSKcGAkvWWat2FRezubBCgaMa7thBwkfHh7W6OioRkZGotncUV+MHz2Jm5ubbUEbMpMkrWlxKEhkBNCg294eR5x4VjJfDBdw5UbwKLUye9VqNVDCXK45BRMnuFqtanJyMjLS1Wo1JnsRUHH/PtmXPYPi5b58AATgAiUlXqJGthq0F15yTfoPpVYZH+i4yy737Qf6HpYajeZEvkymOfrdKxDgY6FQUKVSiYyb9zqyFz2YYw07P6fzd8rGi8Wibt++HU4Kz8TnuIJnmi/ZTPQS8uAovJftokOQKfakZ2w9GB0YGNDU1FQ4iThq3fKa6zBsy8EpZL0zo4nDwt5Gdni9lwN55tKNM+vJc/OZHvB4xYoHBhhMz4B5xg2nBR3GZ6N/Dg6aU4npK6GPxnt/uXd0OUa8G16zt9hv3K+DpQ72Ie8Q9+hlWJ2BIjLlgJ7UcoAJSvkbP/NZnZU1XjbuZZ/7+/taX1/XzZs3w9nPZrMxcZU+MZ9m3pmx994w7tP7Xw9LrjclRZCGfKIL/V7gB04wQZ87wOhyfAjPELFOzvfOTFEm02yX8QEZnmXnM5Fb7yNHdhzEI8ghq0egQa+spFgXprP7dZiwelhiPwOAsK87wRzsPWsxNjYWwDiZZN6bz+fjupQSI8+5XK7taCLWbmZmRtVqVbdu3YoSQDKPrAu6mv0Br/r6+jQ1NRX92GSoyG7Oz8/r5MmT6unpUbFY1M2bN0P/Y+9ZR4LI4eFhZTKt4252d3c1NjZ2aD5D7jfiPyOXrKODsZLastu1Wi34hl4ElCdb75U/Xq2C/fKMsmcvCdSRZfctpNb0706fsFwux1FHDOHieQiEeZ+3MMAHdJo/78jISFd8TpLWUVgE7ux7z1B7xRM+Iq/rjGfgGTYGe+LtAzwra+u+net8PtcBPKn96BPPInusVKlU4sxj3sP5oaOjo5qYmNDKykro9bm5OU1MTMTxd1750g11FWB6bToPhbDAeKn9DCYv93EUzzeCGwLPIrG4vNbT0AgARsOFwg0eCAsbhoAHA+AC4ilrhJAG41qteZ6MO9teRkOJk2f5Dkv1enNwgZcLS63eRJQgfQ0elLnz5cEdgjcwMPCm8ywxHh6AYCjdsLiT4saXa9FPeP78+TAO5XI5gnOcD5yYjY2NtqNp2DwEvaurq3EuD7zgHglKuw0w3Tn2NUdGKTlGMbDGIJ+UnaDka7WaFhYW4ny1+fl55fP56NFxfoD4UeZEOXdnVlhqBbQoeS9ddcOEU7+zsxMK1IEFntEVHAoUWXaUtLe3N9DnbgjnkBJheoQhZIz96nsPA/ndlER3Bp+dIAIDQdgDlEKTnR4YGIhSLfhOqREACygz2RCcLBroPSMu3TnolVpVGtlsts256tYR55k5q41MKRk0AgMvUacM2408Bo4AiCDBdbjvIWTJDbDrDg8yHQjkffDGS/wpub948WIcZ+P9mfRQcX9MIPbr40Q5cMnzdxvMwx/KMjuzs5LiM3AS0BuQ61Hnr2eMO+2apDZnzsFWPhedC4/5H/aQ391eYwNXV1d169YtnT59Wrlcc0iZO67w2AFXL53GmXSHv1vCvvFs2GLXWe4oYcvhG9kD5ynyCqgFv9DxXjGDfkQ24SlOK+vg1/Ksg2dupGaQeOLEiZh9wNE19XpdS0tLkUmRWmcx8/nwc39/P4I3/JRuStzgM1lBghT2OTYY0NorFQg+yJxJTf1JeTB+CeBGJ/+oUNjc3NTS0lLYU9pHCLBZO/jItXt6emKw4NDQUJxzOjY2poceekirq6v65je/qVKpFOeYUyIICLm5uRmZzcnJyQDoGDZDsIzP1221CbqDjBXZf6l9eA/7C/J+bGQU/iOnUqv6jhJZB3Sl1iAy95+lVgaY/YH9wIdzPxe9znmcBFYACcimpDdlyNjT6EWALjLOJBcmJia+o+3/bqgTeHW+OcCEfkTu3dZByB/PgK5zoDRJmueSAk64/mevsJ+9EsIrEjwj7feCTHDPZL7xSUqlknp7e/V93/d96uvr03PPPRe6IZ/Px1E4N27ciL5Njt47bKDZVREzhg8nBAXuC4HggQ6TGve+BBx63wxumD2ogqHuLDjKg5C40eU+pRaKiqPMdfwZcGS9XAbnE7SKv0lqM7aUknHv7gAclur1utbW1qI8DISZkgRXsF4eJbUcNJQVfZzclwcllCI40i61ppNRRsT12eDeH+hGp1qtant7W7dv39b09LTm5+cDNdza2tLW1lb0GxJUkSVrNBoaHR2N50SxIAc9PT2anZ2NZ3SHt1ti/ZBJSk1B+lgD5Ax52dnZiXJOgg56KK5fvx4lTGSHKJdtNBqanZ2Nmnh6/yifguCxpDYU0isAent7o7wSB4RAlCwnvZWeRQE8cMeTYQ4YAfhMMNot4ciC/Pqed9lDhiuVSpyligL+TtQJ7tC3SfYFfcRnzM7Oqre3eSh9kiTK5/MaGhpq60u+fft2W8YPPkut/qQkaQ7FmJ2djeyZH2fioBlgGfuRntfOCX3dkO9P+Ea5lANK7oA4yiy1SgBxGlxXdGbSOuUDPQPIxzOxb11nu/OK0fWMTpI0hzKBuHplDOVNnAnr0xbR8w7AwQ+caD/64TDUaDQi2PJMNhklntlBWRwHeOvZCQdrPSDhGoBBksLB93Xj+byvmSoUXysPMnE4mS7e09M84mh5eTkAFxxw6c3Ta6VWQOfXxPHE/nZL3Kdn6+Cf+wjw2itu3J74/m00GnE0EXbO2y88k8CzYxdx2B3E8KAHEAZHk3XBdhDwTk5OxtyCYrGoYrEYx2HQBlGpVGIqK/fQ09MTlTxkn1nHbkBu9iCAmQ/2uhMgBK992BV8IWNIYE9gCo+wLQCigIDwqFgsqlQqSWqBrFRWECwgcwQOvb29MYUUPrEOgGp+dvTQ0FCUK7NWu7u7EaR6VRalh/v7+3GGczfE8/o6kolH/qjE8EoFMtvYTvY7lWyAOp6dguAFe8H7I91v9oBJatfTVAW4v+t7yAFahiKh+9h/BM4O8BOs8Z29jZ3qhkhKSAq5wYck7oBXyAm6juC3c8o/upT9xrm52Bj078HBQdvxMQBYHnC7bWLtCRrxGXid+8CAASQScrlctPoAFC0sLMRpBCQyVldXJUlXr15VLpcLYJ2qwcNQV+dg4ky54+9OAcxxdGN4eDgOIKYfptFoROADOXKDMnKGdwq+G7LO8h83pCCdBGme1fPgGCeE/29tbWlzc1PHjh2Lzc8Qlv39/UAC/CwwT6t3Q6CQ8AHFx7064szneQCOUiAAxtDzd96PAAMGsKlQYl7mBRqCMPMejC8bqVgsKpPJ6JVXXlE2m9Xc3JwmJyc1Pj6u5eXl4CFOJ3JEQEQwjGODkzA6OqrZ2VmVSqUI0rolDCM/8xxSayw9yoU1JuCanp4OmSVYrlarevDBBzU8PKzNzU3dvn1bCwsLOnHihEZHR6O8a2JiIqbalUoljY2NaWtrK0rQkUX2GbzwkgmCX3fEQdwdiUdWfYAPASh7i/3DmnIUEfu1W8UutfYkxs8VI+XRyAMACcfq+CTBzvXrdHLJquDgSE3Zmp+fD0eyUChE+d/Jkyd15cqVQGpzuebxJ5z1B9860XsCFM9a7O3taW1tTevr6xHInThxQvPz8+FcsTbsWX4HJWY6cre8Zo1xAAGTvOemE5nGgffMqvdTu2NC4OBZQamVEXMHlL+7M+L7DT2CLcEJxVawNqVSKXjvYCegEDqSPYwtYp+7I+MZ124IO8I1cbBdLj3j6u/xbJYj2gBILnusp9soz5YjSx5ouYPE58J7B5wIduEtmRlAQfgGfwlmXQZwGtnPrp87syOHJTLWyDL2jed0PeWBJvqR1xH8ce/o2E7eOQDnGUTPULAmOK/4Ab7mLpe+/8vlchxJRLsIXwSgDmxVq9Vof6lWqxofH4/gaHR0NKoqPGN9WHIH2jNrHoCjv5FH9ASVE+znUqkUoAD60oNDsrzZbOsYFwfUATbIHmIXGdYIPwio6OVkvfb29vTqq6+2ga846DjvhUIh9KMDb8jL7Oyspqen1dPTE33Jt2/f7qqCSmruDUAuyqjZQ/BJUluATwIAeXK54u9uz5BFb/NAN3J9B3Xx/aju8Woc18kOmPGFHgf44zXsFQAW1gyewwv0RKc/78D3YcmTUA7kO5DJPaAbPdZAnj27x17zCp1yuRyJB/YKNh4/l9cChALwAmAjg8QbDhgSiLtNkRSVDOVyOQCUnp4elUolZTIZTU1NtZ2RS2IH/6BSqURLFNWqb5UObU1RCDy8l9FJLcQSdImeJtLbjUarB6uzjNNrl1lQlBqv8aymp6vdoINAuAHHCFIyhkJ0tIZglg2H4lleXtaJEyfCGKPYQN6kFhKCU3ZUgQ/C5sgPCgT+gpjyf5QyzyO1nG7PnsCPJEniXC3PJqC04QeoKBscJQCiKLXKVLzXpV5vHg7N2Zujo6P61re+FUoUw+kBOpk0Si6YwFev16Nc1oOHbpwWd1K5J8/0wgM/WgRlfuLECY2NjcU5Q/V6XRsbG3rllVeiTGd2dlZra2tRPkdpCYEO2TUUrY9v934QAjIMsQ+oYXACwT1luDg1DF7w7JOkUD6eyfQMpjs1yEo3hKzR6+ky5IoW9Lmvry+Cyzs5S446cn2pVXZK0A+izfdyuawzZ85EQ/zi4mKUjE5PT2tycrKt74lgnr1Fdp1+Fu7d9QD8rNebZ5zxDIuLi6rX6xobG4v3e5CM4e4WFZfUdq+sfWc21XW6g4ReoupDHNCtrocdaORvDtKwTq67/PV8vlcBoIO9vNA/jz3K+nt5JE6p720HT+ANVQXdZjABXnGykW2vDIBH7iR4ptYDTw8Y3ZHh3nmPg0j+Ps+YOc981gG6FicRvUCASVk1ZxMi+/39/XHYO5/hzo7LBnsBe38UOqReb52Ti0w78IpNd956xpesCvxHz98J+EAXwRP0qFcsOZiHz8D7HTBz28xa4r9g4/EnkH9ff64FAUBgmyYmJuJvnu06LPG87H/4xb0StKE/PJtMcELWknX31xJ8eC+cr4+3K5BJZjgeQSWVCv687iNRvYMNBZxykKJeb1aKsWf4fHxB9gcALXpKUgxK8UDlsLzO5/Nh07H13jtOoIyNZC8jf5LaAGP+h25DHzLHAL4ijwDn6FCXVwIS+Oz6xP1nfuY9AH67u7ux3g6OYSfQRZLi2ZEX+M8adOtbwzuu6Z/t2UsHzrBd2CZP1rgOdbuHjkU3uK/AOvgQJzKZfL5noz22cfDX7Ro6rre3N3q3t7a2gu9ra2uam5vT1NSUJicnVavVdOvWLVUqlchmMhOFPXZY4KSrABPl4AvWiQjyd5QTQzI6y5RwJDHKIB+UVrnT7SUAGBAWFQXF73dCM3Gc+QwUjwsY1+7MMLCoIC3cHxvJgxHq8bvdCJlMcxDK8PBwZKh8Y3ZmqbwczBEgyiT8NVKrnInyT8+CoYRRLLyHoJpNAs9Bpur1epScUaaBo95oNHvuzpw5o0wmo+np6dgAfCZrRPbCjTUOlztoriwOSy5D/uwEfsgjAbYjg/v7+xodHdWpU6fCGcahWFxcDJmenp6OYTHeUyUpAg+M1sbGRgQr7jABGqysrET5E1l27sUz/u40Oc88e+N7R1JbcHlwcBAj3HGAu+3B7O3t1cTERJvD2dPT0ya73BPAAjy/05p1rjtyWas1D2NfX1/X6OioxsbGYq/s7u5qaWkpUOixsTGVy2WdOnUqAmBJobNwlJBTH6TlJV9MhaN8i73lyCSOQqlU0ubmZuwXnC6ewYOTw1Imk4mzW6XW9NROB5zf0YMYSb7jTPogFUltepzfO1F0vnsGzbNgHpx4rw+6is9mP+ZyuQDDXA7cAOOIuSHmPhlGgW7jGIWjyKp5pgsdgMPSqbM8gLkT6OPXY00AReEh15PU5hT6lwOevNc/n+u7jodv7H/6cSjf7wQYHLB0efB1Zm93K9NcC7nwHi2AY+QAfQo4Qr8VgZO3k7B/AWmlVik/ICDONFkdr7QADMEp8zYb3gdfkGPuxdcC3lPN0t/fH9kLMnOUuHvJIftnaGgoymo7M0Bvlfr7+3XfffdpY2NDKysr4XN43x9fBJQEeJlMJlpMyAx7NhDCP+T58VUYxIjcVyrNQUcHBwcaHByMclmOM6F8u3PPeZIBn8KBF9dLvr7ojE5gaGFhQZVKRadPn45Wnh/4gR/QuXPnDs1n+EDPG0GzpAB/vfzSAalO4JOpvQSPlPPis2UymViH4eHhGO5C4of9RMCEvBGoO0jtttbvD38B+WSPeKkreh694+tAwObk7Tnd+iCun/jdq5N4LgdbPbhjvbCZ2ETXt773COxZH/QCgT0nAABQYSu8AgLee/CLfvXYqVqtan19PU7OgK9JkkT/5/r6erS6oStWV1dDptgDgL2HoUMHmJ4V6FSOjoDDIC/vW1tbC+FncVBKZA8c7eJgc0ohMbqge26kHbl1FJ3F9sALo4lh8GfxwA1l5cEsz+oN/PQXIGig590GmNlsNkpzCa43NzfjOb122xUqqIgf5eAbm58d5Wbz+EbG2Hlw60hwp4MPXzhXiQwd60EGr9FoaGxsTH19fTHYQJJu376tzc3NqB33DBDGG4M0ODgY6Xvk8bBEAOY1854RRyb4H84Bnzs6OqparRbDGVAErNHKyoqmp6dDsVWrrVHUOD38HYTX+7lQRCg7FODQ0FAgniC7yD/TBbkuCswDS68WqNVaZzBJiiN9CIzu5AgflkAo2ec9Pa3JiAxvoOeFXlMnMic4HZ3/L5ebZ8Otra2pVCoFgIVR3NzcbBsJn8lkNDs7q4GBAZVKJRWLRW1ubqpcLmt6elr5fL6tf2dlZUWVSmtcOvt+e3s7AsbJycm2agnviRkfH49MOYEq12bNMpnuz1bz4M37wqQ3n0HM31wfOMBGX2hnRg396r97wAd5dg1nA73rgS9ACfbEs3S5XC4O2vYACtAAfeWILo5OtVoNQJD9lM/no9ztKHoD+XwCWHcyGMOPDmMPehWP88ltkmdk2DcQdse/4C363p1B5MKdVZxUbAyyQiaMQJ+yTIA0qQX0AqjgJHWCgZ4F6JY8+K5UKqH7uHdaeJj2jd5ywM11Ojzf2dmJwS1cm3v3qhacPpw6fBiu2QnAuBzi7JM9BwBaWlqK4BQZpeqHc1whroNMeZkw+hOb3Y0PMjQ0pPe97316/vnnYxBfT09POK7oSHdIkXFJUU3j8oRPQmacxAT88coQns2HSnLsnAefVEUNDw/H8SToPElRGugZOXhHBZXUXhXgzyG1JhBvbm5GgF8oFKLapVv90Wi0+kEJ8ADDPKCU1KYrAT/GxsbiaC98aABOAnBkdmRkJHxygNfR0VEdHBxE/+zy8nKcy+k6gWDfAyq3Mw6SDgwMaGdnJ2YRcP/wGL3TGfCTRcbmwgN05FH4IOhn14tSK9iEVySVPH5wm+dVYrwfP5l4iIRJvd6sxhsZGdH4+Lh6enp06dKl2MskaJBV5wdrzl5wfQ+hp/k/CQiIqd8A3Nh1XtcJvjjo+Fapq4YTUHgE3yfDdSJmBIo45GxenCqplRWTFEpofHw8DrG9fft2HIwstQZEeGklCsPRRg+AERyCUwSb7JErGdLgIC/eOOuITSbTrOHe3Nxs68voFNrDEkGE1BpAgyLDmLmAIzDFYlFS00Dk8/lAtRBgr+vvDKI8Y0ZfodQqWyGTRrYMXuJUZTIZ5fN5nT59WidPnowggX4eSlvITDF5c3t7O5DLmzdvxnqwBo6+ZzLNkdeeXesGqcVpcITZMzs4pl6WgPL0qWheGjc2NhYl4ZSI4MRQegjQUigUovSKrDUDJPhsSq+8XLCnp0cjIyPhuNG74dkNFBAAAvLvgAI/s0dQRMidK7Vu+Axh6OEvn+9AEhmTzimz/B8HBaAHwvFZX18PdM6Ra5xhAkCmKROkMF3Wm/+RQTIcZBRWVlbU19cXJb/sPc68Az3G+KPjALZA6wEnfP8dhTOezWY1Pj4uSaETvF+N13QiufzdATn2uwcrGFp3Fjz48XVBf3qGCB7w3PCB/eUOejab1dTUlE6cONHWJ+eZM2+nYLIvxhOdw/2ybp3ydVjC+XXQojPAgg8eQPI3vuNceBaGewaIY11wPlhLnp0AiGDPnUB31BxYcKets9yVddve3m6z09gRSaGnAFY9WKKE0cGxboj7Qo+w3sjT/v5+2J1cLhfnXfLZ8EFqTc+EX1Q48QweiOL3sL4O0OEMe2DEe1lr31/ok/e+972anJzUV77yFZVKpbZgHzlFfny9+Ex8Kt878Nmf8zDkVQy0cABwELzTjoHzS3DDkLvt7W01Gs3SRu4J3jJrwHs1y+VyZCe9sgKQyHs9HcTyTA68cIAKwEFS3C/AA/4DsopcARZXq1Wtrq6GjiHoXV1d1ezsrI4fPx7DmbohBwQ8GIOf6AKXCcDMyclJDQ8PtwWTBKoO5uNnMDegUqnEuZhjY2Oanp7W5uZmgKiUKft+xw8CcMCf8VYqypX7+/vD5+Farjd8WKX7cug1dDZABuvZDbnNcECV9edz8APxv9AVDsDyLJ588eo0T1BxagLl7NPT08rlcrp8+bKSJNHW1lbwjfVH3+zs7LRVKLjcoxuQXa/SQY9QPeqzCFgn9oFn7QHgPUB9K9RVgEkJgW9GNzwsEg5UJtM6S4lFwSnhOh454wwSFB07dkwTExOxsUFWQUfYeCxGJ7rqTrFH9tVqVSMjIxoZGQlj4oMlJAXig0NJIImhJnCAL5RAgo50QwglmVwULPfndeQgzKAYfsSIl7SwBn5/XkYFuoiCllrKG0F0FAuF19fXPG9qeno6AAWcSRwjBvMQWLpDPTMzE8EwcrSxsRGyxPoyeMZ7fHnWwxLBGiglPAJF4/kJMhmqg6Kjf8OR3IODA/X39+v48eNR5rS6uhrl4jiJ6+vrqteb/Xi5XE7Ly8uBcCVJEkEK000pG89ms3EwLsqut7c3ssSsla+1I46UeXm5M1/IMUQJjQebhyU36BhxL5OR1KZgOwndQKlPp7FhSAYj5uv15nQ+lCol3yMjI7HfeX3nXkbZAkSRHeEQ4xs3bmhzczOm2zrohbNAtQQGjOcDXGCfACBks1kNDw/r4OBAa2trXfE6k2k29KPvGo3WAAe+3Fh6xQDPsLe3F3rFM+gQsoW+Zx+yhsgN/bydFQ+eFXV9AvX0NIdYUYY+NTUV+5H1RBdxP+gK9D42yvduPp8PwI391Q1hyxyMhOf+jK6DcWDcKXEnin0Jz3GyuKYHlp5Z8y8PWDqDSwcHpFZPPcATZY9ca29vrw1wZe35HAd+2Vtcl0CB37uhWq19xsPY2FgMZ0EfEJCPjo5G0AePHdgAcGKqOc44exNe4SwT/LsPxL0ARHnfIraKZ/e2j4ODAy0vL2t8fDzu00tqAWuxO1QvoTuxz9yXVxr4ubeHpUajoYmJCU1OToZPsbW11Rbg9ff3a2VlpQ1McX3nJZb4gayfZzrxCdGRIyMjUdaM7UJ/DQ8Pt/XfItsAhZ4dHh0dDRmnKgogzMEgdBdlnY1GI+wLx1nhG9VqtZgPwNmOGxsbh+YzvJbU1qrkPbnIBaAGf+csQ3ynmZkZTUxMqF6va319PdYJHuKHs1d4dipt6DPtDL7R1VLryEH0EcE6+8TBWdZBUpuO57UOrnlGkZ93d3fbKg356pbc3vne5B79fvCRkLnOrLKDUOgYZJ6Mves+1iFJEs3NzWlgYED9/f167bXXQr7gO4AMz0yZuLcKohOwP/39/fHafD4fz5DP55XNZmNIl4OT7F/kCnk5bBXVoQPMcrkcPUo8NIuF8kTIECzf+JLanHmpfaoTzg6laJLazh7CKICY9vX1RWkaTCIYQIAwpiwCSsrRIp4hl8tFZgyHHjRgaWkplD3IKAiNI6RsosOO+IUYCV+v12PTel8SShfjj5OVz+djOibp985+BHjPBvc1wYAQKDuawmexxqAiBAsM4Nna2lKxWAyFx6RUNzbj4+NtJbU45Pl8XqVSKZ7dexYdxeN53Zk5DHFPKEwPuHEocFqRBfpLUPiDg4OamZkJxUDAsL6+Hgof2ZFaaCXOBqU9vuGR2d7eXuXz+dh3/J1MztTUVGTS19bWtLy8HDxBWfEe9iHOLYbMlTdOmCOLUlNhcZ+HJUqMPEtcrVbjvNBisRgBGIoVvQC/IJ+ExmtRiI7QAUoUi0WNjo4GekvZV6FQCGWMY0rGxnta2Avs/3PnzkWfLUYFAIx1IpMyMjISSC/vJwhhf6I3kPfPfvazXfHa0VkqNarVajgZ6D10qWdYOH+W5/HMKnKEk+BAEddwBx0nnHWRWhUR6CGp1d/v+6S/v1+zs7M6deqU8vl8VA00Go3o05JawAWZf2QFh5IeMOyC99FmMhk98sgjXfEavYkeRjf7vblcEIA4ucPlJWgEI5AH6ejyTtTceY0e47M7/+fgEvLt33E2cLI6kXGcIq7vEysdjADlPywqDqHrcYQ96KAcDbuMH0KGzct7uT+ANuxduVxWPp8P24bduxPyTxAASOkVVdvb2xG84uSxrhxtUa83p6tWKs2jmGi7KJfLEcSQfchmswGcUZZLYIG+9PsDTDosra+vh23k+SYmJiJoJoBIkiQmvPJadKgPKPHMe5Ik0Vvv2ZV8Pq+ZmZkIuiVpZWVFy8vLITd9fX3K5/PxmfwNu8yaUGpJkFgqlUJneW+g1MpC9/T0xMwLqTUkDZCAYYMkHuhJfPrppw/NZ0lhpxw4gLyHj5Js/M98Pq+JiQmNjo4qn89rampKY2NjGhoa0rFjx3T79u0AX8jkVyqVkL29vT2tr6+Hzt7Y2IhjK9DHfB4+Bz4kNhy/Fx3oehXQ3XUUdgneo9sAE5EfsocOkNZqta6zxT4fgQowdEdnpQe6FN3IPRPUOUjhegV59/5o/MJisaiVlRWNj49Hy0d/f3/sbc8UM+gPcGFoaChOk0Bm8SNYM0nhc8zOzobdxr/34BI7y3MQaxDPXLly5VA87irAxNGG8SgTlCc18b29vbFoMAMmYLDcqfC0OQfsMm56cnIylAjBAIEWCBYBiGctHcl2Z2RkZCQcVFCAYrEYgSyMZuLW5uZmZNR6epoH+XaWy6D4EaJue6gYE8xAAgQPYyi1HDUUjKOzbBwMDvfOZvCUuGczEGQvp2NzoYThJc6jZ/8ymUzU3ZdKJa2vr2tmZiY+E6M4OTkZ6DJrxPPMzc3FuZk4KSh1DJTzoxtD6uVcUqsEXGoZHpwQ0CGf8IpDOz4+HveGUeLeQAyZpIujxyh6lHQ2mw3HqLe3N84iYs+54QRwkKSxsbHoG1lbW4t1xIHy/kmCZJQ4hh/nBkAIR4c9Sla5G9rY2FChUAhe46DkcrnoDcGQd6J/ksJ5Y//5GpKFdDlBdvyYlnw+r0qlopWVlcgwnjlzJqoDyLSzTyiJJVsmtUr55+bmAgxBN+J8j4yMhPFwfYeMEfBRPstgrEajoZWVFf3+7/9+V7xm701OToZDRwYaneVAHDK5v78fxyTwrBh3r3rgu5cYkRVkrdDTne/zbJsHq/APnTIwMKBjx44pm81qY2NDtVpNg4ODEVi4Q0tGyasxJEUlDfoR5wr9v7e3p8985jNd8dozk1J7uar05oO6eQ+2xrPD6G5e74FmZ9DogWVn1YxXZngg6Y4F9yq1htnwXnQbusYBTQcq/TN5ZtfRBCJeCdMNEUTgvFarVU1NTUVPYJIkUbWAo8u9I1ve2zcwMKCRkZHwAzxbho3H7nmW30FaSmul1jmzlIdid2u1mgqFgorFovr6+sJeAAB5JhjZZk3wqyg1RP9Q4UJljGf1HMQ/DK2vr+vixYuRzfOgEl2InXcg2vUEviFZWXjKXidIHhkZUT6fj/OHqRY7depU7FFaEHZ3d0N/eSbf97ZnwKR2feMVE1LLBmWzzdkF+FIAWDs7O2FX6PnMZrORISyXy/r6179+aD7Ds97e3qhcQg6Qc/YhvOfIssHBwQhS0JPI/OjoaNhxMtD4qNPT0/H/crl1Bjc2lMpArwIh0CNIcZ+e/8MvAnv8Y35GbngdusmB/c5qGfwoAK5ufRCebXx8POwtGXS/HwdcvYVKUluPJc/vmUWvDMM/hH/4KisrK7F/T548qa2tLRUKhTagrFKpaHJyMuya6wP2D2C125Xe3uaRfhMTE5qamlKt1qyWu3btWiSB8Luc8Hnwe1588cVD8fjQAWatVtOFCxd07ty5N5XKssFHR0c1OTkZmUDKNeg3csUptVBYrk8DqvfUEJhIiuwCvWKu+DqbtjEUrlxwIpOk2eOIMSCI41ypqampEMLr16+HgazVaoGekRHBIeJZrl692pVyl5rB28svv6z3ve990ccFKnlwcBAZPndQWA82kaOG7pAT+MAjAlkc+t7eXk1NTbX1QrIOXg7BxmJ9PTirVCqh4HF2UJQ+KMo3bibTnG529uxZLSwsqFAotK03ARYbt7+/Xzdv3uyqbKJarerGjRsx3ZaN7WVdAA0jIyNKkiScCLJiUtOYjo+Ph1O9sbGhiYmJCP5A+plqSnCB7EkKo0l2HIVEIMnBzvSr0heIAqSKAGL9WddyuRy9iShAZAYFm802e24IQJG3a9euRX/MYeng4EBf+tKX9MlPfjI+mwCAvURvJagfhIyhGD1TQyaQEpbBwUFNTEyoVqvFwALAC3QBZcLwksCbvUJgjnHkswF49vb2NDY2FgZ0e3s7ZJXJzMhGZ9bGS3QAdDBs9XpdX/nKV/T66693xetKpaLLly9ramqqDVTqRC6RbQAEDjZHp3D/XhLE/nPk37MBXnngYBaEAcf59hI1z2rwGo6lgHp6eoLP6EFAHQJ37snXlvUDKKpWq3riiSd04cKFrnhNOdHMzEzIoztNnpH0QJr9CXVWTXjA7NlED/KkVlVDJxjTGcR7IMBrOn9GV+DQMmTOK2D8M1lj7w3zdgYPhG/cuNGVrpaaa3b58mWdP38+eMrZsWSnqtVqZJq2t7e1s7MTa879ccwFWRUcdnQDexQ5Qk/xt0ajoVKpFGuEvWdwHfoev4WsAHaTag2pCRCSHUKPjYyMaHd3N0rwqQiDpwBEBBuU+MPfy5cvd8XrcrmsV199VQ888EAEPd6Dxh7mf2SFuAcCXL7gPdk39MfAwIDm5uY0NzcnSZHVXVpaCj2az+dVLpfDDyCohvBxyPARhLnMOjDu8uwAF/ycnJyMwXzYSvq1SZxUq82hSouLi5H1OyyxT8fGxkKWANM6K6iGhoY0Pz8f8j40NKTp6WlNTU2FP0Y/L1O3HUQcGRl508kE2Pj9/X0Vi0UVi8UAtqXWZFieGz6i231GBb4I+t4D5N3d3SgFRy8iU34ECX4u+gy9DpDbDVUqFd26dUv3339/BLRkar2Cy7On6BgHUdC3HmQim8gN4As8yGSaMy76+/u1tram0dHR8PVmZmZ04sQJbW1tvSkhwLEjEMAaGXdKbj0zy324/0jMBnCB/AMcAIYnSaIbN27E+bxvlbrqwbxw4UI0E6N8HaGYnp4OQ4pSZHPQx8FD8HBeHuaOEBsI5YZjh3BiHHCQIZQe3x0JLpfLWltbi0yQpAiE2JDnz5/X3NxcZI3I4Kyvr2t3dzc2MEg4X6A7X/3qV7thcdCrr76qhx9+ODI6+Xy+DZHCqCB8lFrg3OGsEfziZOAYukIgQOTnkZERSYoyQoTUUXo2GMIJ2s37CAIZnCIpspK1Wk2nTp3S+Ph4CD6b5Pjx43rwwQfbymPht/d61Wq1rh1xSXr++ec1MzPTVtrhGXcUPIqPYB+ljIFnohxI1MbGRhz2nMlkYnoYA2UYaAXgwWAKspoYchQCckjvB+tAGQznbTL9keypZ1hw+BxZh8+UecID1pRexaOgf/fv/p1++Id/WPPz820oMkaQ6gfWgrVGuSNzyDQB4djYWDgzvB8AAJ7ieGDgUOIEVTijmUwmMuyUICMHZD8PDg7imAscpqmpqQAapqenQ/+xdnciZB7a39/Xv/7X/7prgEqSvv71r+v7v//7AxDxwSWuf7PZbOjWYrHYdog3gAuOGO+HH/Aao+pAnMsor/HshTs+yLpnOHp6esKJ9yoDslReLkRLAnqNfpTe3t4oUcbQMyV5fX1dn/70p7su25SkhYWFADU8mLzTOrrjDwLdmeX1YM6zl85T1oPXO+re2V+N/oR/7gT6z+gJH8LGtdEdXppFkOkOmrdxsKaVSkU3btzoms+S9MILL8QgNTIcBMIHBwdh8wCqAPzImBF8ukOJfveSP/ji4CyAOUEnYAx8Qh95rx/OHBU7BKtUa21ubsbgMfajyw0TZZMkiYwaa0157fT0dBxfkslkjsQufuYzn9Ev/MIvBAjN3nfwCLlCPpjDANhJ9hPdg89RrVZjnWjp2d3djemlknTlypVwygEemdrOddBlVLxgQ9kXngVkb3Df6EXuhSTF4OCgtra2tLy8rEKhoP7+fp0+fVoPPPCAZmdnVavVdOLECT3zzDP69Kc/3ZbFPywtLCzooYceCp1F4AZvARR6e5tTY8+fPx/tYz4w0BMnY2NjOn36dMgcJZe1WvNoips3b2pzc1OZTCZmFngWkT3hmUzpzRUsDvyjdxyE8FJbSQHs0ILBZ6FPkA8HQBuNRte98tCXv/xlve997wuAn/0IUNbJd/a3J3PwPwAaOoewof/QfcghvhQgXjabjRkc586d09LSUiSJkqRZfk7iAtDAM7vYDwd74fvGxobW1tbCZ0J3dw4u9f1DAujVV19tAyDfCnUVYG5vb+vGjRuan59XJpOJs3R6e3tjohUogz+sM77TmCFUODMofwSN82NARXF2WHjv6eFvCLoHJpJCsClZRKBQ7IyvJ+Aol8uamZlRo9GcbomjjUBh8DE4r7/+uhYXF7thcdDt27f17LPP6v3vf3+U22EwKQ1DOHg20FccbTY1RsHLHeCTnxHmzr3UXvZEcMeGYQCHn9PF56CcKP/BOaQ8aX19PbJBgA8IOT/PzMy0HUDrQAK87rYvUGqWql66dClQLal9HH6j0Yi+NHiNMjo4OIgzy0qlkgYGBjQ1NaXh4WGtr69HLzGODVkuRxBBzSnlGxwcjMnJPpqdckp34DD0BEZ+rix7Dv5J7b1u7rhCKESQZElaWlrqesAPdOHCBX35y1/Wz/7sz4ZSZD9TioridQL46MzSoHi9X8b1A9UIvpa7u7sqFApaW1vT1tZWyDJ7eHh4WMePHw9wQGqfPpfL5aK8GYeE7Ad7sLO897ulRx55RI8//nh3TH6Drl27pueee07vete72novAPMAgTCuDPiS1FaC6oEIstMZIHYCfl6t4rzgd36WWqXorAHnfpHZRZ/wWThBnk3jOzoMhxFwAEcFR6bRaOgP/uAPuu6fgkqlklZXV3Xy5MnQj/DDSzUh5MkzKy7zXp7lmRjWBPJn57ru2Entx8l0vtdl2sFH9ltnZtOrH7AN2GupFWR5YLuzs6Nr16619c11y+urV6+2VXBwJAMBhoOmY2Nj4UDzWrJnzgN8Be9fx3bhd1D1QHYSvYWNpAeV858pJa1UKqFb4aP3JjcajciS8fnoEcoJCSjgKY5uJtM8aqlQKGhlZSVK4bqla9eu6dVXX43ABz7xLP39/W0T5dlnQ0NDsXfh1e3bt7W6utrmS7DXDw4OdOHChQBdS6VSnMuIk12v1yOzyL7CHhA4sb+xAVLLP6OslrUnu+RtVtvb21pdXY02FjLRBPS0uAwMDGh8fFy3b9/W0tJS13yWmsD7jRs39OCDD0byBlnwhABVXjMzMxFc9vf3x2kGhUIhsoleBUIwByC0tbWltbW1mPI6MjISvkQ+nw/bgK6XWq0drLlXGblfAjEQyPXFwcFB20RvdDnX8DY3TyRwHOBR0M2bN/XEE0/oQx/6UHwu2TvsYKe/hB2SWrqZe/cqHV7jso9NZH4JFQysHwmLnp4e3XfffdHrjr2gYpGWHsizxKwPa48vhb5AT1MZh85Bh3hG/8qVK1peXj40f7sKMCVpcXExMgMohbGxMc3MzOjg4CAyMB7YEViitAmOCDxQ6FILKfGyLOqSPSsptQym/817Qxx597LbnZ0dbWxsaH5+XsPDw+HEl0qlCHoajeZwn9dff12FQiGmqGF0arVWLfn+/r5u376tL33pS4eO/Dup0Wjoqaee0vT0dBhLMrpuzCQFwkV63McSc8YgZy1Risi6wCuMKEYQ1GtiYiIyxxyHwesJqqTWAAY2FUHa/Px8THGjxGR3d1fXrl1rKykgyEIRra+vtw1yoGSRLODLL798JLxuNBq6cOGC5ubm2kpKcEql1rEKDISBlyhan941MjISjjoZR9atXq8Hv0DZ3SBK0vDwsKampsIoMNwkl2see8G6cTadZ1dBCj0ghL+gaJ17EvK+GNZlbW2t6xIgp3q9rl//9V/XD/3QD+nkyZOxz3Z2drS8vKy9vT2dOnUqxng7ce+dQSYOjpejNBrNvlj2Aa91pY3DRMk2DgtyijFGjnHEp6am2gCTWq3WdpyN89Tv805/d9ra2tI/+2f/rOsyQqher+vzn/+8Jicn24I5MgV+QD1ghgdBXvkBudPBNdHd7AcvB5Ra/X13en4cZKotkF+Gl+CccA3X4TwPso/BRG5cJjD+BHS3b9/Wpz71qSPJPkALCwt697vf3VbC5/sQBw8HzTMAyLHbLfQdv3dmLTvpTmWyvLczEOV+4A/34yCLyzI2x4EWfmd2AbaR4DpJkvAHbt68eVRsliRdvXo1jmeAbwQ2gHTwG7CZlhrPfkkKeUF+3ZfozNKTOeDvBAPFYjGyEg7O0jLB4edeSYIfQVl3qVQKvYtMYFPR1QC5ZPTZL/Pz8xoZGdETTzyhRx555Mjs4iOPPKKHHnpIp06dCsARmSDAJ9BAVguFgiTpxIkTevjhh7W5uRmT0AHEz549q8nJyfDDlpaW1Gg0ApiVWr2T+JE8EwNusH9UJFBB5gNX4CGv8xLj4eFhjY+Ph2+xu7urlZUVbW1taXR0NPYD4PJXv/pVfeMb34gg9Td+4zeOTH80Gg29+OKLuv/++8OH8Oo0fC7+JykGSVHiKLVPaqcknb51WsgYtIcfIil0a6PRiLYv1tnnC7Dv+SxPVKBb0SmdgBRATF9fX1uW3+0Iz+J2nNkSR0X1el1f/OIXNTs7Gxl3WqD29/dDf8PTTCYT+gTdDYhKAgS744EpsQfPxLpQNUFVBTpLkqampsJeY+fcpvo0ZNcVUvuRj4BbgN7oD+w2vj5xDM+6tbWlJ554oiv90XWAub+/rxs3bujs2bPhdI+NjalYLEYNsStDFLw7MUTUHgB6mhdBZ7oapZUIemc5rTOEDeECj1KXWoq/WCxqenpaExMTklqlS4ODg5KaDsMXv/hFLS4uhoNO4OENvSBdf/Inf3KkG0FqorXPPvtsKDyyvEzBzGazYfQICHt6ejQ1NaWRkZGoW+/MTvI+qYXEgAazgUBr/dxHD+wdEOB/KAs2IAYFw0owBjIJGgqaw9rj2GIwvPezr69PX//6148kewnt7OzolVde0Uc/+tFAjr2EgM+lqR5kGtlHeaMIQGnr9XrbMCOUrSOD7BMy6WQ4h4aGdPr0afX19WljYyNKKygNQ4Gwh1whSi0H0oEaZF9SrBm87SyZ6O3t1Y0bN46kXNPp2rVr+vVf/3X94i/+YgRqS0tLunLlSoAPtVotgJU7ZXb42ZFdl61vF9B55q1cLmt8fFz7+/tRXkRgA38cTPHBOBMTE7FWTJzFSFDa404q/Hdn36lWq+lf/at/pZdeeumIuNyk9fV1PfbYY/rYxz4WhgRZkhQOsQ93IDjE2QbB9cDbs2MeGHnJnAc8yCLOOWtAYEO/OxlhAEyfxu3G00tFMdpeBusTOHFiuMdyuazf/M3fPLKSTWh3d1cXL17Uf/Vf/VcRCPsh4/DWpx1jq9xZQwfDX+ylgyseiMIT/oe88Xcn3xesIY4KRFaEklMcms5MK3bFM58EWZTaNxoNXbt2ra2H9ihob29PFy9e1Pnz56NfUWodq4Q95HDzer0eoCD8Qe/hIHrlA4AeGW+CEsAY1sCBWCoovMzPQVc/ro0KFgJ5Kk8Ay3xCLY7pnUrcfb3m5+f1p3/6p0eWKZak5eVlfetb39I//If/UC+99JL29/djMjp7DR/D/TkCmJ6eHn3f932fxsfH9fTTT2txcVG5XE7vete7NDY2phdeeCHKYlkTAm30g9Scd0ELg08QJnDMZrMxwKSzhJvexb6+vrbSeqq8yOiRKQW4R37drjKx98knnzyySjWoVCrp+eef16lTp2Lt+XwCwMHBQW1sbEQgRLXTwMCAZmZmND09HT7I7du3o/KP/sBMptlOQBY0SZLgN5PiFxcXw+4y+4JMs4O4XjIqtSpcHLjG10EmyNInSRIyz4RfAlzkAEDHpwgfFW1uburrX/+6/vpf/+ux57wFA98NW0e23gNFqvUA5Qgc4QP63RNcAJ3oqN7eXl26dCkmKA8MDOjs2bNaW1sLHx+dg86Apx7fAFjho7APvWINkMEHZHFN7vMb3/hGAESHpa4DTBZoZmZGp0+f1tjYmOr1ulZXV6OswQNFDCs9giwaDgOMQPmCiHoPBalrhBNFLrWMLYQj7393JNMZy1TK8fFxFYtFDQ8PK5fL6fr16/ra176mmzdvtvW0cQ0fKFKrNYcfPfnkk0fB2jfRpUuXdOzYsciUJEkSfQleJsw5OQTyAwMD4QRjADwVjlPiwT+C5w7LyMiIxsbGInvZWQrBeUWAAgRjbDZKY2jwpyTAETJK9tiEPpgD+QANv3z5sp5//vkj5/ONGzf07ne/OxBRL6mkDJPR3pxn6cMhkGvkBUMGYMH0NbLIIElknslacP3p6enIkA4PD8dRJPl8PtbNh215JsnlXGoNWODvPogCQjZY462trSMrAXJqNBr6j//xP+pjH/uYfuzHfkzlclm3b9+O6YHFYlGbm5ttxxPdKQMjqa132J1pf11nsEkAOD8/H0Yil8uFY8YgJPYX5S60A+BQ4miDatZqtUCeQW49MPBerk565pln9G/+zb85suoHpxdeeEFnzpwJB2JraysMvqS2CYLeB+OVIF7m6nzGiQZg6QQKkVMHjjwbTBmrnzXKwd9cT2oZfam9skVSWzDgg4IoEXInYW9vT48//rj+/b//90fOZ6nZN3bffffpzJkzITdSe4UNrQE+FIJgtHPvEqB4Bhqe8t15JLWCUv+ddXGQg2Cf1yHXlChjF3DAuAbP40COyy38rlQqobPeDlpdXdX09HQAQqVSKZ6xp6cnMpkM2/KhUDix2EXkHbACGXPwhL+zfltbW+GvMDgFR3xnZ6ctyPcAEqCHoSd8oS8cNAAc4b4AXAiMBwcHY0r21atX9bnPfe7I+fzHf/zHOnPmTJyJOTk52VaayqRoB6KGhob0/d///brvvvs0MDCg+fl5PfTQQyoWi7px44auXbsWARpVIGS5CPA9i89zEuwhd8PDwzFtlgwP1V1+3a2trchgUz0nKWSTvYdewjckQAUUqFarWl1dPZIe1zvRiy++qIceekjnzp2T1H5O+d7eXpxRXiwWNTQ0FCW0mUwmnp3yaal1zijv5ZqAyOhgru/DqvBR0EUEJrQGeSsV+sRLXPHxWUP2Ga+v1+saGRnRwMBAnAlO4OR+ylG159yJ16dOndLZs2cjaMP/98nJBGhk+8gcsz+9ysPBRPSQryH8rFQqKhQKoff5rGPHjmlyclITExN67bXX4l7hvVdYsu6dwffIyIgODg5UKBSi3Yz9ybpgIx08uXLlypHI9ZEEmPV6XTdu3ND73/9+JUkSEff+/n4sEs4HC7Czs6OdnZ0IHN0wOarBCGVQG758WAXBFgLuzJNajg8oAV+eHcPpOTg4iGzR3NycFhcX9cILL+j111+PJn4MDT/jwGBMPvvZzx55pgeqVpvTDguFgiYmJgIZxBEEZS6Xy1GKSfmIl5I5gsI5cThx8AnH0LNilDWQGcChdyTcnU/KhqTW4dKcDcZELBBKDw7IzjrKy71JCsX66KOPvi28rtVqevLJJ2ODO/qGQgCdr9frIefef7OzsxNDfry0ggZ1UC5Kasn+ch4aA3tAZ3G86fnc3t7W5uZm9LpsbW2FwWRdCZq8jA3Z7SxfxomECFozmUyULb0dtLu7q1/+5V/WuXPnYqquH7tDP0m9Xtfo6Oib+i8h0EL2NX9z5xpnBTl1AwsKiJzDz7W1tRjqNTQ0pPvuuy8MCyAC18zn88F/MtZ8DsaDLPadspcbGxv6+3//7x9p5sGpUqnokUce0Qc/+MEYakFgV6vVInvpUyI7S4PRrR7gsC88G0TlCr3gBJeUULImXJeSL45p4YB0nBhJbb1TUuscMneyuUcMKRkLqTVkrlaraWlpSf/8n//zt81pqVarevLJJzU1NRWG3R0R9mC9Xg8dQGaFMk4P7DoJPnZmh31veCUJ+9erAHC64Q16juFuyAXr6XaE96FH3OZ27rH9/X1dunTpSMuQner1ui5fvhxACSCkT4c9c+aMzp07p4GBAS0sLETwQt86AzrQIf7MDtBJrcy5B6fsA4AM5A9nNUlaR7lxX+xBn1TNVEn3UciC+nl4ZPoIRJGnQqGg3/7t335b5Hpvb0+/8zu/o7/39/5eTK1kiimBZieoPDs7q9nZ2fDlCNwGBwdVrVb12muvaWtrS0NDQzp//nzIOxlObBZBv/c0k6VhZgEZS3xOSnk7fQT2CP4HsgxgDnjgVUuSIrtXLjcn2T755JNH1sbQSdVqVX/yJ3+in/3Zn9Xs7GxkWLHngGgEG24z0MHoHHQz/0MPI+OA1cw9oI8S+fXyY0pr0eleiutZdtd1Drqzb7yiUFKsHaXIPlhsf39fa2trb5sPUq1W9bWvfU0TExMxbwHAyCtiCIwpo0UufX4Bv0uthBd+oYN97pdRBYctwP8j6Kcao1wuR2KJmIWfXQdjdztnbnB/2GL3a1mb/f19fetb3zoSuT6SAFNqBozPPPNMlC+QWkVIpBZDSdWDNnsa3YfzcLaPD99BMaGYUQagKCAnUgs9RTmg8AlovN7bUZbZ2Vndd999qtfreuaZZ2IoARuJTYFw+NERX/rSl942lBaiJOjcuXOBluIgg+Q54o2T4sLOQcFecw0yCr89o8nXxsZGW908DeHex4bSR2GhMPju5ZeemfDyIl8jDLg7kvV6XU8//XTXKfw/j6hB//jHPx79rChADCqAh6QY3IPxx1hR+lStVkOJsNEPDg40NjYWQyJQFJw/SCasp6d55mqj0YjGe5/e3NvbG6CNl9PAb89QIhsoei/D63RGd3d3tbCwcORlbZ10+fJl/at/9a/0j/7RPwr5RLnSm8OZlA5G+L3iiJBtoHQI9NXLtymbdEeSL1Bcn8JLyT9O2/T0dFv5PiPBCYjcoOLMUEXw7YLL/f19/ZN/8k/07LPPvq28LhQKev7553X27NnImPf3Nw+k57xVjCrkICAGDTnyYBGiPBJHw3Ws73cPdkCL8/l8lOPDMy/J9WoXqaXfQHJZk3w+r9HR0dgnZGozmYw2Nzf1L//lvzz0AdLfLW1uburRRx/Vxz72sbhv5x+GnTIzL39Cz3mpH44i8nynTL0DtY6Y+/8dEPT3I6/0MHq22V/vuoQ953uSv4HKv/zyy12fB/2diMzdyZMn43d4lCSJrl69qrNnz+rkyZMxXZOp0egaHHUPEl1nkFGBt3wGQ4LQ8UnSOvtTavVuUeqNrPowLd9jZOF91oDbPgBHzvkESJakP/3TPz3yPlen27dv64tf/KL+zt/5OxoZGdHp06c1OjqqmzdvxgHwtVpNU1NTmp2d1blz5+KIJCd4gk9YrVZ1/vx5nTx5UvV6Xbdu3dJrr70Wx8cxh8HB5kymec4j11laWgq7x+vQ4ch35xFXrKX7PIC/8BaAKJfLaW5uTtvb23r00UePtDXnTrS+vq4/+7M/0yc/+ckIqt13wkYR6LgtZ+9D3sZEYIFuBnijaoFsIuBrZ9UEfEFveVUDfoWDMw5S4tO5bqL01itciA8GBgZ07dq1ty1pA1Eq+5M/+ZNxnx5DZLPZqPYCmB0dHY1sufPey2Q7qz28OqETEM9mszHNlgwpR5jgZ+KPIAvwkUpPYpwkSeKMVqk1bIj7cd3kA0Eff/zxI5PrIwswJen1119XT0+PTp8+HWOypVaZDgHa3t5eZAcgN7AYXHo6x8fH1Wg0ohTUEQ9JbUEKgkvwx7UJQAlUvTSUgIrglXQ8o/o9kAV5YQNxv7VaTd/61rd07dq1o2Tpt6VSqaRbt25pfn4+FDSbgTIdUAwyLFILsfZDg3H0PJuGs8B7UWIEMJzh6MGmO9Rcz6+B4vC+XMrDvMQQJUNZG/X6BAS7u7t6/vnn37bSFKerV6/q5Zdf1o/92I/F1C2Mk9QqXeLMVNBwnJdGoxFj11FOKFWpCcysra3FeHmQ3+3t7XCC3AkhGK3Xm9PHyLAWCgWVSqUIFLyW3h179gR7BEPD33GQQLPW1tbe1iDe6Qtf+ILm5ub08Y9/PDJa7N2dnR2trKxEttazj+gWL59nOixTYClNRnF79gjH3fe3G2Cy7hg9SusqlUr0r/T09MSQKzLNUnt5LvrnTlSr1fRv/+2/1ac+9am3n9FqZkpzuZzuv//+COI4LJ0g2Mt4PTvl6D+y7EENzooP6cJp9jJZ9hFIPM6EpNjz8IaAF50COWqLziCTks/nw5khICPg+Y3f+A39l//yX+4Kr69fv67JyUl94AMfCLSY+4ZHyBMljpQoI9vYQ3dGpFawiNzyGt7roADkP7MO7KVMJhPBOTqOYJEgl5997T17hcPDnrpw4UJM0H67aWtrK85TdHB0f39fKysrevbZZ/Xud787wMErV65ocXExzhJ2JB9+0A6CPfWeah8iRVWJ95z60ReUGgK6YgOxlQS1VFx5UCS1pt5LreABXYVcPP7443r55Zffdj4///zzeuCBB/QLv/ALOnPmTFvWqVgsRolyJpMJwJtpll7tUK83jwjiSIZisahr167F+cUMsmOfEGBSSTU6Oqpjx44pm81qeXm5bdiN6wMf/iUp1sFBG3rr0GGU6KN/0DFJkujixYu6evXq285nqTlt/Wtf+5q+//u/P4IFD2aQEW87wy5KLVvPXvUSZC9rpbSWvTE+Pq7JyckIPvDbCF6KxWIkBQDL/fPwjX1gnOsP12PeskP7AvHBrVu3uj53+7ulS5cu6emnn9YP//APtx0dQm/v+vq6crlczGnwifP4E15R4rGGg8udSSqCdObBeOtUoVDQyMhI7CGfWYN+g6duI8iKSq0jlXyN0I/+8zPPPHOkcn2kAWaj0ZzAube3p/n5+TeVqqE0i8ViKAGYSTBKKt6HBBC9Uw+/trYWfXoodoycLxaL4LXgKCdej6IBraG37urVq4FM+CbC0fT+mHq9rosXL+rFF19821L4dyKyiQQZnKkID+Ad6JvUKhXp6ekJZ4aNgpNHKQ/PCc9wfLg+2SHPROBAVyrNIzi8/KQTqZJagi6pbSN6IEGwQQD3zDPPHOmE3j+PGo3m9N7Z2Vn90A/9UJTv5nK5yFZxRiIBnR9Ivr29rY2NjTZEj1IWgnN4u76+rpGREU1PT2t+fj6UO+8nQ9ZoNGIMf6FQCIeGc0Rv374do8rp0cQguXLyYAvjzX3S/7mxsfG28xiq1+v6D//hP2h4eFgf/ehHoxyK4IehP5TuuOOMXuBwaKoI5ubmYgotz03ZCA4lz4nuwcFkcqkfMsw1dnd3ValU2kpopOaeBFX3MhkvBbrTc3/xi1/UL/7iL75t5VZ3opWVFY2NjWl6ejpADC+NldqP6CHgxBD663DIcZSRbT/vGEfFA1T0Nw4+GXne7+Vqzi90rwdWBKqckUclBQAKxvwP/uAP9Gu/9mt3jdeNRkPPPfecBgcH9b73va8tA+bI9vr6elQtINv+f+wTz+5/R7Y6nRffI/46rst37C2Z+L6+vuA9a4/zwh7gHsheAsjg3Nbrdb3++utHPkDpO9Ht27fj2Cy/x0qlouXl5bYyMibSexkZzjd6HqfaMy5eZgZvuQZ+AvdAX/PNmzfV19cX0ypxqtG36ChJUSmDL+OAGs+DPmffvfbaa3fNB6nX6/rDP/xD/a2/9bf08MMPa2trqy3zRXWUB9lkcHd3d/XCCy9EOf7i4qI2NjZC3hniCBiDr5bL5QJcnZmZ0blz5+Lc6J6enlhLqXVMA7qhr68vgiBsIb4doLpXm/hwSOwPYPLLL7+sL3zhC3fN1wM4KJVKOn/+fKy9pLajVvzMSu6tM1sIoTcJjgDg8AVYm93dXY2PjweISnUF/qJnx6T2YNZLc5FzbACBjesK/FEvod3Y2OjqmIy3So1GQ08//bTy+bw+/OEPq1ar6fjx4zHMcWpqKmSW0yZIgvBMxAYElASGnn1Gh3uii4Ac8iDTQXHvJ8ZXYe3IYhOoA8xIrUpNBx55b6VS0auvvqqnn376SOX6SANMqdWPmclk4hwwUCFS+r7JUeYwl/pj75XEUfB+TRdsz2C6wwGDfcyyl/Sw2CDuZOiYXuZN4CMjI21N5Y4cXr9+Xc8+++xddQ65j9u3b0tSDMJAUXCYPDylb5VNj7IFLS2VSpGRRGi91MEREojpdjjSKHLKNjAOlG9SJuuggJea4uSwPpQSATj09vbqm9/8pn7v937vbS+XcKpWq/rc5z6nsbExvf/97497zOVymp2dbcsAE3BQp0/QTskBSCMKGEcaQzEyMqLJyUnl8/k4cHtubk61WnNohCuyU6dOhVOKo+EyKrWQK+6FLBzrRcCFMQY1LJVK2tzcvKuAidQ07L/1W7+lgYEB/fiP/3iASeVyOfY/iCh7mvIwsrjsYZdH1gv9IzV1AYMmKpVKTKB0YAzFjaKmz5bX0CdLAz3rQDDgfcxejuUBwFe+8hX9/M///NvWC/jtqF6v69KlSzEt1wEG9jkBBg40+sUDFxxtvtDbOMeUXUmKzJwTup0ydAw2fW2OiEut7A1OuGfemBQKOIVux+n68pe//Lb2XX47qtVqeuqppzQ0NKRz58618c4H4FCK7ki3OwgQ6wB5ECmpzTn39fIMI38neIF/BFNenullWFJ7+R3ZSz8XuFwu6/r163rllVfa7vNuEDZ5fn4+jj9yZ3ZjY6MNuBgbG2vLXNL/tLm5qcHBwahOQT82Go0A86RWQFksFkP2CXaGh4cjM9ZoNLSyshIDPADJ2F/FYjH2CXaSNUXGWT+3zbVaTVevXtVzzz13V3m9t7enf/AP/oF++Zd/WT/6oz+qiYmJyMDQGoXNmpiYiD1Ie9Ti4qK2t7cjEO/t7dXU1FRc29uffGKm1PR3HnjggQBm6/V6nOUIf9BFXqWGzvbzz48dOxZ29ODgIGZDoPuhcrmsl156Sa+88spd9T+k5t5/6aWXVC6Xdfz48TZwKpvNth0H5IGE1KryODg4iAwymU58RGwRckdQVC6XVSgUdHBwoLm5uTjTtDOQBSjHj5bap1t74M8+JPBFx2ODCoVCtAndvHnzrvsgtVpNjz76qCYmJuLce4K98fFxVatVzc7OqlgsamNjQxsbGwFiDg4Oand3NzKN2FT4CmAhqY13nhzD7vme7ywpdrsID/HriZ/wST02Yj0c4Dw4ONDFixf1ta997chjmCMPMKXmAnGuoaMcBJZsAHdkPFsGI3CI6Rc7ODiIL3rYPHD0VC+fJ7UcIJgptQy4pCihQQFhLHBkvRyFjcCCXr9+XU8++eRdVzhQvd4aQT0/P6/R0dHIyjYajTgYGOcc1JYyTp6RwIPDg+EP6wLSQSZ5aGgoyh8YIkT2wB0jSi74TJxOUHLeQ2CLPOBwjoyMREbjiSee0K/+6q/ededQahq83/3d31Wj0dD999/fhjojC/7aarWqfD6v4eHhuF94jEJn6ixlVl5aBTjiCkRSHACNciOw4j4KhYKKxWLb+bOUbKIEmXiIsqOMEYMDani3HUNoZ2dHv/qrv6okSfS+970vDoCm5BHZRfkWCgUtLCxEeZwPBGs0GtrY2IhynlKpFAH97u6u1tbWtLa21lYWh2L2EiQCFdcFgGQYcNbx9u3bwX/K/NlPAA44PI8++qj+7t/9u3c1U+xUrVb13HPP6dSpUxEgeDksAYjUyu4gM+4A8x7PzNTr9ThbjuNfqIDoBKby+XwM4+kEET1L5IGRB7RMn6Ufi/5Pvvf39+vP/uzP9Iu/+It3rdyqk8rlsv7sz/5MuVxO09PT8RxMSsahc8Sf55baJ/Zil6TWZFh+dgCDvyHbkL+XDB06Bz3hFSVui70/iQDJS94qlYquXbumb3zjG/fcLubzeY2Pj0flFH29VCoxJC2fz0cpLNMZG41GDCL05yfz43JaKpW0tramarUawWelUgm9w/qQccOHcMAWWZBaJZxexuZZVkD3g4MD3bhxQ0899dSbgJu7QRsbG/rv/rv/Tv/iX/wLffjDH9by8rI2NzeVz+eDb7SL+IkAp0+fjjMn77vvvhhsRMXO4uJi+Bec2w2PqILyMvqlpaW2bCT+BzqGCigqVBqN5jCm8+fPK0kSffOb31Qmkwk9TEkt5f3ValU3b97U66+/ftcTCVC1WtXFixfVaDQ0Pz8vqeXb4hdLCkDUM1wEeJ4BQzd22nkHMiqVSlQNHRwcaHZ2NnQ0wDpBrYNYBEUE6Z44wH4CkkiKrHeSNNu3CC7vlQ+yv7+vz372s2FXTp48qfHx8bYkVz6f1/z8vFZXV7W+vh52kJaT3d3d8DdcltjLrAEyCjAiqS3z78Cet/05EC61qlmQcV7vtgC7gT2o1+u6efOmvvzlL4eMHCW9LQGm1HwwejKPHTvWFmH7WVP+ek8dc+4lQVJPT08oGs8gSK3BA6BOfj2UMY6pZzdBargnhJtUvU9VdTQddOD111+/p8ElVK/XtbKyolyuefA7ChQE3x0xMlreU5bNZqPceH9/v62Higyb9+55KdTW1lYE46Ojo8pms4FeEuwQsJMJPn/+fNSHUyPuPTBJkgSafubMGQ0ODuqLX/yifvVXf/VtHxTx59Hu7q4+85nP6JOf/KQ+/OEPR7kP5arb29sRRBDQ4VzgDCCT+Xw+yokymUw4NbyeYAZFzZESq6urun79upaXl+PMKIwBih7ZlVojrTFEZIm8T4X37e7uanl5WYuLi/dMsUPb29v6lV/5Ff29v/f39OCDD8YURo7QkFplZBsbG5EZKBaL8YwM7cC4AXgAWDQajZgOy4HlnU48+gG9gSF1YIa9gfEslUoaGhqKsiWGNFGKz3Tsr3zlK/qlX/qlOIfyXlG1WtX169c1MzMT53f6lECAJWSRIIOAGifbHV8MLag0fIa4LvuFPeTHABDEekDvGTfWi4FlHEVBsIMTVK1W9Xu/93v6H/6H/+FtH8D2nahcLusLX/iCPvaxj8U5dRsbG1EN4uW/0rcPLj3QdoeXsmMPXBzI9b+5feQLkFVqlfDDa9cX3Ae6GoenUqno8uXLevzxx++5XazVarp48aJ2dnZ09uxZjY2NhZ1DPnd2drS+vh6Tu3HAqSbBFwEk9b5jeAjIRFBZKpU0PDysnp6eKPdsNJpzC7CX3AOZdnRNo9HQ6upqHJ2ErvE18t70mzdv6utf//o9CS6hUqmkX/qlX9LP//zP64EHHmgDRYeGhnT16tVoOZicnIwsz/Hjx6OMmWdnui9Z5p6enpgkzmC7mZkZPfjggxocHAyQ17M6tO3gD2azzUnSc3NzOnHiRJyzKzXB4Nu3b7eBXug4L3VcWFi4p8ElVK1W9frrr6tarWpubi6SJuw19CZrQKYWH9l7eCW96XgyMnW8Bn/EbRz9zfDb51H4tbgHqVW5xe/07BILkLmUpJs3b+rq1av3nNd7e3v6zGc+o0qloocfflhnzpyJdg5Om+jp6dHJkycj805fq1dVMgeFOIKYwkE/dKe3LDjQ6FUknixAV7NW2MTOCiOScdhXAJRr167pT//0T9+W4FJ6GwNMqSmsL7/8svb393X8+PEohZXah214NhPnD8VLEFQoFFQoFNrO1vT0utSO5BJUeSTvvRa+IaUWOk+5AdPheI0PTSiXy3r11Vf1zDPP3FPF7lSvN6euZbPZcFxQqmwEP+MIng8ODkZZoR+o7c3BnYZWUpQAEECyLhsbG21lgZQ6UG45MDCgqakpbW9vq1QqBWpfqVQ0Pj4emU0C0KWlJYzDtasAAQAASURBVD399NP69V//9XsaXEK7u7v6/d//fUnSJz7xidjsZLNcAfT394cBpIdXap5NND4+3jbwo1arRQbBM0ilUinOClteXtbW1pZKpZJKpVLIHr2DUitbQcbfnR9JbU3plHC4I/B2HiXwVmlnZ0ef/vSn9YlPfEJ/7a/9tUBqQa0PDg7U19enra2tULYoeGTds++UsvlegAdUWrAWrnvc6ec16AcCIMpkMZzIO0aXLB1DnR577DH91m/91tt2HMlbpVqtptu3b6tSqWhiYqLNuLOXOWKBDAI6WGrvwUTeKScGDOnMxhOIUgZPZgl9K7Wy/jigXm6EnQBl9v0D8FKr1fQ7v/M7+pf/8l++I/SH1NSdX/7yl3Xs2LGYrokji/NB9kBqZW7dafBSKy9XlVrHHcEnL8P0wJUsHHwn6+FZSallIzsBYZx5ZKHRaOiVV17R448//o6zi/V6Xffdd184grTOwCOmx3IeJSChT6BGFpFBdDs2LJPJKJ/Phy5gYiylg5Si09PtZcwQ+nlpaSmqetDdZKKQj5dffllf+tKX7nkgLzXt1Kc//Wl98pOf1MMPP6y1tbUYtEWQPDExoXw+r1KppEuXLml8fFyzs7OamZmJgX9eheNTpAHnzp49q1OnTun48eMByDAUZmNjIybYUgGFPI+MjOjkyZOamZlpK6lfWFjQxYsXVSqVInkhqa288dq1a7p48eI9D3igarWqy5cva2dnR6dOnZLUqtaTWsEGYIgPBJJabQ9+hAXvI9DwHk+pNbODeRBe8uyBEDaSe8CXIevvOosvKgiTJNHly5ffUT4ISYX19XX9+I//ePhKXvZNRnd0dFQjIyOSWuvBubb41PDcQUIHQryFBj2O/0BwiF/tpa7Sm4crcQ2vNOJ7o9HQ888/rz/90z99W/XH2xpgSq0+n0KhEOl1EBUelI1AYOIjc1E6GAB3qiW1BZlE6BhH72NwtIA6506nhff4pkH587nlclnf+ta3dPny5XfMJoDq9bquXbumjY2NyIytrKzove99bwyjkVqOHcgK560RfPLsDCrAqSSrQY+JDz0ql8vhaHh2zI+bALG9detWrLekCHhZu729vThP8JFHHtHnPve5d4QRhcrlsj7zmc9ob29PP/dzP6e5ubm2Y0k4GqFer8ckYnpDhoaGNDExEZlknOlyuRyTG0dGRiLrs7q6qldeeUWbm5sxGZVMvKNhe3t7odAprZAUYAmOP6VXUqtHolwu6xvf+IZu3LjxjpPpvb09/f7v/76Wlpb0Ez/xE5qYmNDw8HBbYF4sFqMUC0PW29sbhwt7zxJnviJPyD7PzR7oLKn3sh4/PgKFjq4CVIB6enq0s7MTfbjFYlGPPfaYHn300XeMEw41Gg2tra2pVqtpbm4udDSOHI6DD+CCl/5aSuH29/e1uroa5W2sA3oWeSR7icPRWTXi6DnfkWMCHJxZJkPW682erN/6rd/Sb/7mb76j9IfUdPJu3bqlYrEYdtEzmJA/M7LmQXpn8OeDpXAu0PeAHehzsukAsdgAPodA8069mNhcrl8ul/X1r39dr7zyyjvGEYfIjFUqFZ04cUL7+/vRvuADX7wyQmqB4GTCKd2DX2TPyXZRDk+fMWX4ZCaq1WocCQRQxfsY4IYuOTg40MrKSvR/AjgwPO/VV1/Viy+++I7i9d7enn7v935Pi4uL+shHPhJHOJw5cyZK5cfHxyU1QdadnR0999xzMaSQlg+Cy+HhYZ0+fVrj4+PK5XKamZmJM3K974z+ZYJLKqXOnj2r0dHRKFMcHh7WSy+9pN3dXb373e/W2bNnNTEx0Val4WWmBwcHevbZZ3Xt2rV3nF2s1+taWlrS3t5e2ETXC+67sle94g9fxUEjAhPkWVJUmOzu7kbWnAmqExMTUdbtoB4gIb48n+9+iVcwVirNM6epzHqn8bpSqegLX/iCisWiPvaxj0U7B7I4NzcXwTa+CQkYeEIVE3wncETeOuMhwFriIPQCukhqH6zkJcjEPBDr6smhRx99VE899dTbrj/e9gBTajJiZWUlEJfx8fE2lBpD5dlGDClKFUUNeRmAM5eSHQgkBUL4vRcORQ8iQBDl9cu5XE47Ozv66le/GoN13onUaDTCsSYbWCgUQsETaFLCR/AhNTNGbAoP1kFNyVLWarU4P4yhNv39/VHi4Achc3i1pMgwgMru7e2pUCi0ZZXpD1xeXtYTTzyhq1evtiG87xSqVqv6wz/8Q129elX/+B//Y505cyYyhaB9BwcH2trairLrvr4+zc/PRzkmyBflsY6Sb21taWVlRaurq9rc3IzzCek/BCQhs+Slsg6QSK0x5hhQyjsPDg60vr6uJ5988h0t09VqVV/5yld0/fp1/fRP/7Tm5+fDKYAPOOdkENnT6Ayca3qSUeIEmAxXIXClRJlgxUEXd/LJtKM/eB2BF7KbzTYPUP/CF76ghYWFe8bL74boB5yentbw8HBb9UY+n9fY2FhbKavUcmLQGbVaLWS3E2WFAKAYA++Ze1BeHwZHmTfvJSNEFtPLjV577TX98i//8pFPxTtKQlfT20TvDACGP487XV4a5a/BFvrfkWN+JvPIcRsEml4K55lmr/DBXvJ52JJisfg9IdcrKyt69NFHQ1Y4+mpsbEz1enOKL5MzATimpqaiaokAFF0OT8hAoFNxyuk3JGOEvzM0NBSTMefm5iS1zv8mm5/P57WxsaFCoaCJiYnwQ/b29vT444/ftWNf3ipVq1V99atf1ZUrV/TJT35SmUxGCwsLcZwafDhx4oQk6cUXX9SLL76owcHB8CmGhoY0MjKi48eP673vfa/Gx8dDJtnL+/v7Wlxc1LPPPqsbN26oVqtpfHxc4+PjymQyOnHiRGSO6vW6JiYmlMvlYo0ZkIcu53Vk2dbW1vTUU0/ds97474YajUbo6pMnT0a2GD3KfkanwnsHR7lOZyazs1oBOSeh4C1XUsvn4/N9aKNnOr2iiHar5eVlXbhw4W0/U7QbqtVqeuyxx3Tjxg39+I//uI4fPx5n0G5uburhhx+OEuybN2/GsEDAIkmRxAJUApjN5XJt5dhenQnvkXviIeYc+KwEnyPB+jkAjPx/7nOf0/Xr1++KXbwrASa0s7Oj119/XTMzM5qfn28TfE+V4zyw4d2xw6FEWbsD2amEkqR1JIEjsGRC2QhkPAg2XQikpvP04osv6oUXXmg7u/OdTOVyWZubm+rr64ssT6lUCqeREpK9vT0NDg6qWq3G9E1JUTJFFo6+PtBwDj9mYhVnmy4vL4dw47T39vZGQ//a2locndFZcig11/HGjRt68cUX3/G8bjQaevbZZ/Xf//f/vX7u535OP/RDP6Th4eEoh/AS4kqlEmf84aijLHp6emI6GRMHV1ZWdPPmTW1tbWl7ezvWBkXCez2T51kI7g8ZZxpyPp+P+7lw4YIuXLgQ6/ROp6tXr+rXfu3X9PGPf1wPPvhgBIpeFutDxXwQDw4jZW0En+gblLI336OTJLUFm2R3vPyILI8jkLwOXj///PPveJmG9vb2dOvWLU1NTWlqaioGaoyNjUV23rNoPq0YXUJJKgGOZ70IhshqcFYe8kvZvA+P8MAIHUbfN8Ho2tqaPvvZz+pTn/rUO9YJ76T9/X3dvHlTY2NjcTQRJWMAI/BBag8qpRaC7U4hZZUE5lKrr9aBPuTYQUWX8c5sAmg41UEXLlzQU0899Y4pP/5OdPPmTf2P/+P/qA9/+MP64Ac/GLYpk2med7mwsBCTpsnMUp1A4Ijv4LxDT+CfVCoVTU9Pa3R0NHQHgSrAIj37ZOABHnkP5bIMznvxxRf16quvvuP1daPR0I0bN/SpT31KP/7jP64f+IEfiPMk2e+0jOCjbW9vt5X/joyMxCAgz+7UajUVCgU9/fTT+spXvqL19XX19fVpampKH/rQh/Se97wnjmtjP0xMTGh2dlavvfZaVBLRe8nAPEDag4MDPf/883r66aff8XyG9vb2dPnyZU1PT2t6erptyAv6mIo9bKEHI+4zOKDE741GI2wmWWJsJr3GDnh5dpSKCi/9hOr1ul599VW98sorb1sP4FHTzZs39bu/+7v66Ec/qg9+8IPq7++P/vnZ2dnYz729vVpYWNDNmzejsgpAipamSqWiwcHB8Md8cGGtVgu/hmAT0NF9C28R9IC+s61if39fL7/8sr761a/e1bacuxpgSk0Dtbi4GKVBIyMjbYiHpDB0lEKAHhJk0gchqS2dLLXOL+JnHDzKNL0JWlJMPfSNQJlsrVbTysqKnnjiCS0uLr5jkfBvR7VaTQsLCyoWi5qfn9fU1JQKhUI4iQTyZIjpaXKnAkccnrAZGHmdzWa1tbUVBpZpn+VyWTs7OyHgjCNfXl5WpVLRmTNnIggGGa5UKrp9+7YKhcL3FK/X1tb0K7/yK3rsscf0iU98QvPz86Eg3EEZHBzUxsaGJiYm2iZGUlrR398fZzguLS1Fzf7Ozk70q3pZK4CMpLYSRl6DMUE5lUolbWxsqFar6dKlS9FP8b1E29vb+uxnP6sXXnhBDz30UJtipm8KHsAjD/74GeCK0iipxUNJbY62l9lDOIvoCYYVOEopNZ2tW7duaWVl5XuO1/V6c3jY9va25ufn4/w+ZIrJgh50oG/JlHUOl5Fa4BXZUCZeU0KE8+6VLDj39LKNjIzEdOR6vXlu2yuvvKLf/u3f1je/+c13VOngd0P1ej16yKanp9uGPLgsecAotYJ3HDjv4yE45f/wED5yPZ/G7qAvf+NaPphif39fTz755PekXdzZ2dFXvvIVXbx4UX/tr/01nT59OmYAcJQaLQjscyo/JEUlCMAGMuil8pTFEyQB8CLrBLCU7PtZ3n19fTENnimqTz755D05sqEbKpVK+qM/+iNdvHhRP/3TP613v/vdbeXC2WxWx48f1+LiYpQts7/n5uaipaezjPOxxx7TF7/4Ra2trUUP5uDgoFZXV3X8+PHwHekBJ3PvfeH0gLJGHFf11a9+9a5ld46S6KEvFos6c+ZM27mVgPgOTnsJrKRYFyrWaBtDH3gvoKS25Isfbce1SNpgdwEfkfnV1VU98cQTWlpa+p7j9e7urh555BFdunRJP/ETP6H77rtP29vbKhQKoXMJMkmOefaegX+AsrSTeEtgJ/AnKdYQm4ju95JY9DoZ6lqtps3NTT322GPRi3436a4HmBA9D2NjY3EmlBs3z0ZQtkImDUTXDS/v438YSBArTyc7ec0yGSH6Er/5zW/ekzOPjpoY4lMqlfTud787hIxzLyuV5hmA7ngXi8VwzkGlEFyyQF4eCFWrVRWLxTbEvdFoxPp5diKfz6tarapQKGhjYyMC0u9FqtVqeuaZZ/Tqq6/qh3/4h/WDP/iDkQHmeTkfjKCxv79fx44di541+tW2tra0vr4eZbZkLwlavTEcp4Zychx1SZEZppd2a2srjNA7rc/hrVC9XteVK1d05cqVe30rfylod3dXV69eVaVS0Yc+9KFwrDmiiN5HghXkE4cZWQPk89LYmZmZyOxz8LlPcZRaoF9fX18ElhxpQi/jf/pP/0mf//zn78kRRkdJ5XJZi4uL0cbggZ6j0vDVp7p2lsv6ewBt/ZgcgAIcGzJ2Xu1DYEpQUCqVdP36dS0sLLzjeojfCtGX+ZnPfEbnz5/X6dOndeLEiTijEbDVKxK8XWd3d1e5XE4TExOam5sLnhM8ZrPZAGNmZmZ05swZvfLKKzFBFr0+MDCgzc3NqBBioB49yl//+td14cKF71kfpF6v66WXXtKVK1f0V/7KX9F/89/8Nzp9+rTGxsYktY6iI6tOFRQ208sppaZNu3XrVvgjfq767u6uLl++HBOlP/CBD0S/eE9Pj86fP6+BgQGtrKzotdde0+XLlyPh8JWvfEVPPfXU90wm7dvR7u6uXnvtNW1sbOj06dNRncZzAQzeKThxYNrBLK9AoVoK+aTfmGDSp6dyJJVnQ2/fvq1nnnlGly5d+p6VaampP65evapPfepTUXWCDXQf14P5znkxrq8JHD355VVCbkf5XWoHX7zFz9ePSsN7QfcswJRaqG2hUNDk5KSOHTumkZERjY2NxSQ2qXVwM1kfhByU3DMRBDYebLK5MKpE9p7twFHf3NzUSy+9pOvXr3/PlLN9N0RT+Pr6uu6//379yI/8SExzPTg4iB5TBJLeIJBrgm5vsv92gotwdwaL3j/B2Y1LS0taXl7+nss4fDva3d3V5z//eT322GN6+OGH9fDDD8eYdTLiZLroj6WvgYCdkp2Dg4M4P9RLIujpxBmUWtl67ylG7re2tmIK818UPqd0d6ler+vGjRtaWVnRmTNndOLEiZA5Aj1JbaATWWDklomlAwMDGhwc1NTUlKanpyOwAYgqFAptASrOOlP6Jicn1dPToxs3bug//+f/rEceeeQd3Sv1VqnRaASoyjnBHFHh6LaXxgIyeeaT7FrnYfN+hp2k6FXjWthOz97v7u7q5s2bMWn4LwpVKhW9+uqrunTpUmTpObs5n89HEL63t6dr166FjsVmStKJEydiGJ6XrQFWS9LDDz+sqakp/dEf/ZGmp6e1sLCglZUVXb16VaOjozE85cSJExoZGYkM6/c6YALt7u7qz/7sz/T888/r5Zdf1j/9p/80Su/n5uY0OTkZZcELCwsql8vRjwloChhONRtBJlPVcepnZ2e1s7OjS5cu6dSpU9re3tbo6KgmJyc1NDSk06dPK5PJ6MKFC/rSl76kCxcuvGOmeR8FEcitra1FfztJGy9f9X54MmfIu2eZkXfPmtFy48deECShn5igzJTmZ599VpcuXfoL5VeXy2UtLS3d69t4x1Jy2IxRkiSrkq4f7e38haXTjUZj+rBvTnn9lujQvE75/JYp5fXdo5TXd49SXt8dSu3i3aNUpu8epby+e5Ty+u7RW+b1oQPMlFJKKaWUUkoppZRSSimllFJyynznl6SUUkoppZRSSimllFJKKaWU0nemNMBMKaWUUkoppZRSSimllFJK6UgoDTBTSimllFJKKaWUUkoppZRSOhJKA8yUUkoppZRSSimllFJKKaWUjoTSADOllFJKKaWUUkoppZRSSimlI6E0wEwppZRSSimllFJKKaWUUkrpSCgNMFNKKaWUUkoppZRSSimllFI6EkoDzJRSSimllFJKKaWUUkoppZSOhNIAM6WUUkoppZRSSimllFJKKaUjoTTATCmllFJKKaWUUkoppZRSSulIKA0wU0oppZRSSimllFJKKaWUUjoSSgPMlFJKKaWUUkoppZRSSimllI6E0gAzpZRSSimllFJKKaWUUkoppSOhNMBMKaWUUkoppZRSSimllFJK6UgoDTBTSimllFJKKaWUUkoppZRSOhJKA8yUUkoppZRSSimllFJKKaWUjoTSADOllFJKKaWUUkoppZRSSimlI6E0wEwppZRSSimllFJKKaWUUkrpSCgNMFNKKaWUUkoppZRSSimllFI6EkoDzJRSSimllFJKKaWUUkoppZSOhNIAM6WUUkoppZRSSimllFJKKaUjoXseYCZJ0kiS5Pyf8/9rSZJ8/G2+hx9KkuS1t/Mz3gmU8vruUcrru0cpr+8OpXy+e5Ty+u5Ryuu7Rymv7x6lvL47lPL529N3DDDvxJwkSf7bJEm+ftQ3kyTJp5Mk+b+9Ddf9u0mSbL/xtZckSd1+3240Go82Go13H/XnHuI+U17fJUp5ffco5fXdoZTPd49SXt89Snl99yjl9d2jlNd3h1I+3zu65xnMu0GNRuPfNxqN4UajMSzpb0ha5Pc3/pbSEVHK67tHKa/vHqW8vjuU8vnuUcrru0cpr+8epby+e5Ty+u7Q9yqfjyTATJLkWJIk/ylJktUkSa4mSfIP7X8fTpLkiSRJtpIkWUqS5P+dJEnuDtf4X0v6u5L+T29E5f+T/fv9SZK8kCRJIUmSzyRJ0v/Ge15KkuRv2TV6kyRZS5LkA2/x/v9qkiS37Pf/c5IkC0mSlJIkeS1Jkh+zZ/lmkiTFJEmWkyT513d6/xt/C9QkSZJMkiT/JEmSy0mSrCdJ8ntJkky8lXu066a8Tnn93d5/yusWpbxWyudUpt/S/ae8blHK69Z1U16nvP5u7/97gtcpn98ePncdYCZJkpH0P0l6XtJxST8m6R8nSfITb7ykJun/IGlK0g++8f//bed1Go3Gv5X07yX9P9+Iyv+W/ft/IeknJZ2V9F5J/+0bf/9tST9vr/uvJS01Go1nu3ied0v630n6UKPRyEv6CUnX3vj3v5H0bxqNxoik+yT93nd52f+9pE9I+hFJxyRtSvqVQ9xbyuvvTCmv7/w8Ka//kvM65fN3RalM3/l5Ul6nvE55/d1Ryus7P887ktcpn78rOhSfv9sA84/eiN63kiTZkvT/sf99SNJ0o9H4541Go9xoNK5I+nVJf0eSGo3GM41G48lGo1FtNBrXJP3aGzf5Vuj/1Wg0FhuNxoaagvD+N/7+/5P0XydJMvLG7/9LSb/zFq/dSTVJfZK+L0mS3kajca3RaFx+438VSeeTJJlqNBrbjUbjye/ymn9f0i81Go1bjUbjQNL/VdLPJEnSc4fXprxuUsrrlNcpr1v03fI65XOTUplOeZ3yukUpr+9MKa//cvA65XOT7oZMB323AeYnGo3GGF9qj95PSzrWsXj/VNKsJCVJcn+SJH+cJMntJEmKkv7vaiIBb4Vu28+7koYlqdFoLEp6TNL/LEmSMTVrk//9W7x2GzUajUuS/rGaDFxJkuR3kyQ59sa/f0HS/ZIuJEnydJIkP/VdXva0pD80/ryqphDM3uG1Ka+blPI65XXK6xZ9t7xO+dykVKZTXqe8blHK6ztQyuu/NLxO+dykuyHTQUfRg3lT0lVfvEajkW80Gv/1G///VUkXJL2r0UzL/lNJybe5VuMQn//v1Ewx/88lPdFoNBYOcY32m2g0/kOj0fiYmkxtSPrlN/7+eqPR+FlJM2/87T8mSTIkaUfSIO9PkiQradoueVPS3+jgUf8h7jXldcrrQ1PK629Lf1l4nfI5lelDU8rrb0spr1Nep7z+LugdyuuUz28Tn48iwPyGpFLSbCodSJIkmyTJQ0mSfOiN/+clFSVtJ0nyHkn/mz/nWsuSzr3Fz/8jSR+U9I/UrGfuipIkeXeSJD+aJEmfpH1Je5Lqb/zv55MkmW40GnVJW2+8pS7poqT+JEn+ZpIkvZL+mZopauj/K+lfJEly+o3rTCdJ8rcPcXspr1NeH4pSXv+59Ef6y8HrlM+pTB+KUl7/ufRHSnmd8rpFKa/vQO9gXqd8fpv43HWA2Wg0apJ+Ss2a4quS1iT9hqTRN17yf5T0c5JKatY1f+bPudxvqlk3vJUkyR99l5+/J+k/qdk8+wdv/QneRH2S/h9qPsdtNSP9X3zjfz8p6eUkSbbVbJb9O41GY6/RaBTUTLn/hqQFNdEAn8j0byR9VtIXkiQpSXpS0kfe6o2lvE553QWlvP72n/+Xgtcpn1OZ7oJSXn/7z095nfI65fV3pnckr1M+v318ThqNw2R031mUJMn/RdL9jUbj57/ji1PqilJe3z1KeX33KOX13aGUz3ePUl7fPUp5ffco5fXdo5TXd4f+ovL5z50A9L1ASfMsll9Qc/pSSm8jpby+e5Ty+u5Ryuu7Qymf7x6lvL57lPL67lHK67tHKa/vDv1F5vNR9GDeM0qS5H+lZvPp5xqNxtfu9f38RaaU13ePUl7fPUp5fXco5fPdo5TXd49SXt89Snl99yjl9d2hv+h8/gtRIptSSimllFJKKaWUUkoppZTSvafv6QxmSimllFJKKaWUUkoppZRSSu8cOnQPZpIkR5r6TJJEPT096uvrU09P87YajYYymYyS5M1HzjQaDZF9TZJEmUxG9Xr9TdfkvbzGM7Zcn8+oVqva3t7W/v6+jjqz22g0vt25Od+R3g5e9/f3a3h4WLlcTplMRrVaTfV6XUmSxLM7D+BT598bjUa8x//uvOc1fDUaDZXL5Xccr4+az5KUzWaVy+WUzWa/7Wvq9fqbeH4neXXKZDLKZrMhu85r3i9J5XJZ+/v7qlQqR/ZMRmuNRmP6O7/szfR2yHRfX5+Gh4fV19enJElCpuFvkiTKZrMhq+iLTv3iOkOSarXam+Sb9eQ19XpdlUpFe3t7qlQqRy7Teofxur+/X4ODg8rlcm06wwmeIcu8zvUAv3Ndvt/pZ9as0WioVqupUChob2/vLzyvketcLhc869zn/I6O7uSf89rXA35iP/010P7+vkqlkg4ODt4xulp6e3mNnsAm+mvuxP9O6vx/p473deF7vV5XuVxWuVxWtVo9ykfjc98xdvEvOL1j9IfU1Ak9PT3q7e1t+3unH9dxH9/xui7Dndf1v9dqNVWrVdVqtcM+wp9H7yhe9/T0KJfLqbe39012zT63Tbf469xPcZ3hcUo2m1W1Wm2Ld/AHDw4OtL29rXK5fNSPJh2C1/d8yE82m9Xx48f1oQ99SLlc7k3KFefcDSOKeH9/X7VaTX19ferv79fu7q4qlYoGBgZigfv7+yU1F54gsq+vebxLJpPRQw89pI985COq1+va3d3V66+/rm9+85v60pe+pKtXr74tiv5eUS6X0/vf/3599KMf1fHjxyVJ1WpV2Ww2lEC5XA5nuV6vq6+vLwS7p6cnjCvrUKvV2oJGqalQcIZ6e3vDQWdz9PT0xOZaW1vTY489phdffPHt2hR3nTKZjCYmJnTy5EmNjo6qVqu1KVd4Jin4RiCEvKGoUDS8lv/19fVpYGBA/f39EVABzLAefE4mk9H6+rpefvllLS4uHqWiv35UFzosDQ4O6uGHH9bDDz+s48ePq1arqVKphD4ol8sqFAo6ODhQb2+vhoaG1Nvbq729vQgGa7Waent7lcvlYq2SJAl9xF5AjjOZjHp7e2MPAATwt83NTT311FO6efPmUQb295zX/f39+vCHP6y/+lf/qkZGRrSzsyOpKc+ZTEb9/f3KZrPa3d1tCwbhZT6fD8OILt7d3dXAwEDwHlnm/YODg8FfeLu/v6+pqSkNDg7q5s2b+tznPqdnnnlG+/v7R/Wo95zXuVxO3/d936cf+qEf0vz8vOr1esgtcoi+zuVy8f/e3t7QAxBgyMHBgSSFvRwaGgq9LymCdZwVZLpYLKpWq2lvb09f+9rX9K1vfesoeX3PKZfL6b777tNHPvIRnThxIgLvarWq/f39+F16c8BerVbj/+iFcrncFkyi3x3YymazodsdwOL/KysrevXVV7W6uvoXygf5S0L3XH8kSaKRkRHNzMxoZGREPT09bYkbSaGLkTm+kE18lDsleXgNr8OnQJ907plGo6Fisajbt2+rUCgcJVB1z3mdzWY1MzOjd73rXRobG1OtVgteZ7NZ9fb2hn7wRAN+BTqF9/T29qqvr0+FQkGSNDAwIEkRuOZyubC92NFcLhc2eX9/X8ViUc8995yuXbt2T32QQ/dgdhv9J0mimZkZPfDAA5qdnVVfX58ODg4CJXVF3NPT0xaYVKtVVSoVHRwcRMDY09OjcrmsTCajgYGBCChB2DGYUmuhfuAHfkA//dM/raGhIVWrVa2trenLX/6yXnvtNW1sbGhxcVFPPfWUlpaW3pQdfat0L5HaTCaj+++/Xz/5kz+pY8eOhVJwJxBHcGdnJwxatVpVb29vZMq4Fq9FqfA7a4ODzhpgRPlczzaTQV1bW9MjjzyiV1555Z7x+ij4fPz4cZ08eVJDQ0MRvFQqFVWr1eChB+WQB+eNRkPZbFZ9fX2BOvJ+D2oymYxyuVzweXR0NHgtKfaN39/6+rpefPFFLS8vH4WSf6bRaPzAYd7YLa+z2aze+9736hOf+ITOnj2rtbW1cPgqlUoEh+VyWbu7uyHTyHOlUlG5XNbBwYHK5XLwO0kSVSqVNuUvKfiay+XidzegrEcmk1FfX5/K5XIEmgsLC13LtO4hrzOZjN797nfrb/7Nv6n7779fmUwmsloE5DjX8M+DGgdE6vW69vb2go97e3tRTdFoNFSpVJQkifb29iQ1AYTBwcGQ6Y2NDe3t7Smfz2twcFCStLu7qytXruiRRx7RxYsXjwJAuady/cADD+jjH/+4xsfHQ7YAL/b29kKWsIHInNQMHuEL8p/L5cLJQC+T0ejMntVqNQ0MDGhycjLWYGVlRfV6XdPT06rX67p27Zo+//nP69VXX+2a1/fSLmazWZ07d05/5a/8FU1MTATAISnksVQqhT52nwS5R5fjVPb29obeR/dLijUrl8uhg6T26gjsA7q+XC5rY2NDzz33nNbX17vW1/fKLrovwDNK+rY6sbMS6ttVsfnrudadKtn+vCqrTqpWq9/TdlGSRkdHNT8/r5GRkXhu+I/sSgrZxNZJagOnfL08y+b+ID9jD10fwEf2jNTkb6FQ0MLCgkqlUrePKt1DXhPDPPjggxobG4u/l8vl4GO1Wo0kl6QAAB1YgvAfent7Va1Wgz+jo6MRWKJfDg4OQl9xvd7e3ki69fT0KJPJaGtrS0899ZSuX79+T3yQexJgDg0N6T3veY/Onj0bgi8pHLv9/X3V6/VgEq/p7+9XvV6PwBImE0TyM4uYzWbD2HrJSn9/v06ePKl/8A/+gUZGRiQ1heJzn/ucvvWtb6ler2tnZyeM+cLCgh5//HFtbm4e9pHvmSGdn5/XT/zET+j+++8Ppw6F31k+2NPTo729vUBHEFp4mSRJW+ofpJZSxJ6enggwvfSNv3GtXC4X6JkDAEmS6KWXXtIf//Efa21t7bCPfE8M6fj4uH7kR35EU1NT2tjY0M7OTsgzckqQA2LlG96VvxvVgYGBuI4j3jicbzyvBgYGNDIyEoEq6CJ7xzPISZLo8uXLeuWVV7S7u3vYR5bukXKfnZ3Vz/zMz+j9739/yPHW1paklkx28nh3d1e7u7ttso8zsbu721YlAY95rxuC/v7+AMEoLccBfeO52oJ/Sbpx44a+9rWvxT0eku4Zr//G3/gbuv/++9XT06PBwcGoSjg4OIiMGrIJz4aGhsLx6+/vj+wmmTDQXDKegClcf3NzM3REX19fAFFbW1vxXgwsAM7e3p5efvllff7zn9fKysphH1m6R7yem5vTJz/5SZ07d64tkCRwQb+Wy+UI5A8ODgJkgndk6YvFonZ2djQ9Pa39/f3IUAJQDQwMaGBgIIKhcrmsnZ0d9ff3a25uLrL3y8vLqtfrmpqaCsS8Uqno+eef1+c+97mueH2v7OLk5KR+6qd+SufPn9fOzk74FGSDR0ZG1NfXp83NzdCvAFU9PT0RRHr2p6+vr+13bzvhtZVKJfwa9A3X8pYI12F7e3u6du2aXn311bDNh6F7YRcHBwd15swZzc3NSWpmY5Ahu6+ompIUsghYMjg4GDzr7e1tA7ThKUBhLpfTwcFBW5uCAyi05FCZBYDLGq2vr+v69esBrhyS7on+yOVyOnHihObm5kKu3Pa7X+GyyVqgF7zSjAy8/90TFJ2tP52VWugsD+YbjYYODg60urqqpaWlbjNs94TXo6Ojeu9736u5ubk2OQPk7vS78NUA96jYcZ7zGqqvisVi6J58Pq98Pq++vj5Vq1Xt7OyoVCppYGCgLdj3tcZn7O3t1csvv6wnn3wysqKHpLfM67taIpskiY4dO6b3v//9gUp7ZqezFMSRJzKV/A7aSoCDEON8eFkhiggjPTg4qB/8wR/U8PBwfFYmk1E+nw+UmOv19vbqXe96l44dO6ZHH31UFy9ePAok4G2nbDarj3/84/qZn/kZZTKZcOIwpKBObIZcLqf+/v5wACW9aQPAPxxM/yyc9KGhIR0cHARIgJJB6KVWMIVRQcn39vbqwx/+sI4fP64/+ZM/0fPPP/+O53U2m42y456eHm1sbAQIsr+/34aIuuxKrX4pL8nEWfReMz6H9XAEEWcGI+vkpbie1ezt7dXZs2c1Pj6ul19+WUtLS0dZsvK2UTab1Qc+8AH91E/9lObn53VwcBABMs/p2QWvhEiSRIODg4HwoXiRbYJG1gH59DXzsuPOIJYsKEYZuR0cHNT999+vyclJff3rX9fly5ff8TItNfn4oz/6o/rrf/2va3h4OLIxzjMPLuE/CCtyj94ga1Ov16PkBwAwk8m0Va6USiXt7++3Bek45r4f2Gdcp1ar6X3ve59Onz7dBha+0ymbzeojH/mI/vbf/tuanJx8U890kiRRZomMuX1Cb/T394fzODw8rNHR0bZy2P8/df8ZI3l2nffjT4WuDpU79/TksJHcpbhcLnNYcEmKYhCpBNq0JcGCLL2wQcMv/MIvDIM2YAO2AQOGLQs/WIBoKFC2JZkSqcAkapl2l7vcnGYnp87dVd3VodL/Rftz6/ne6aW4XT1L/i8wmJnuqm8499xznvOcc8+t1+va2dnR5uamBgYGws+51traWpArAT5bKMimQdhubW3pzjvv1JEjR/TlL39ZTzzxxP/fyPquu+7SQw89pNnZ2ZC9cXwAjkCuBIDIIq5cYADoWRO+FQdC3D/vwb6kBIZxXzk0NKQzZ85oampKP/jBD3Tt2rWfeHudSqU0MzOjN77xjSGY8yyw+y/e120s9sLtOuS24weIPq6HnXDiyW0Gc+JzR8VLOp3WoUOHNDk5qQsXLujy5cs/8XKWdt9ldHRUR48eVaFQSGQtPasY6x5/u4z5HAG9b1tyEpb7MnxO+Z2XiXqlBD+jfPfKlSsHXTZ7y0Y6ndZdd92lt7/97cpkMtrY2AgyAochI/64jJ24Rkb8wXaw5rHz6DOxiROu+EkIQwhwCBeue+rUKc3Ozurxxx/X008/fav2w940XrcAc2hoSHfccYdOnTp1k5HGeHu07/XKzWYzUZop9bIKzqh64AMbyb1yuZwmJiY0OTmpo0eP6qd+6qcSC8Tr0QkOnIUYGRnRe97zHk1OTuqRRx75id6DUi6X9Qu/8Au6//77AxBkbyugDCPO8MUBS+hlsa9WpjIwMBD2UCGTwcHBEKgyTywIAiKCWlgWX2THjh3TL/7iL+rEiRP6i7/4i36zbLdsFItF/dzP/Zxuu+22kC1Axm5IpV6w52XFABH/P5+FmQXcxJvHqet31hfWdnBw8CaCReqV/zCvIyMjestb3qJz587pxRdfvFWNgA5kDA8P66GHHtIb3/hGZbPZECjyzs7QEthLCnuBfX/D9vZ2AgzDkENa7QViXJ7OnrtTJAvh64XrVqtVfehDH9Izzzyj7373uz/R9qNQKOgXfuEX9La3vU1bW1shuAFwoHdOHkkKOglYBLADsGP9gwGnPHFrayvhHHGu/PGAh58xZ0NDQxobGwu+4uMf/7imp6f11a9+td9sxC0dhUJBH/3oR3XvvfdqZGQkZC49W+n6DdDO5/NhD3GxWNTw8HCCkN3e3lalUlGpVNLa2lqwoaOjo6rVamF9kKXsdruJ8ioy1JlMRqVSSUNDQ8GeI/tOp6PR0VF9+tOf1vHjx/XlL3/5J9ZWS7uy/rmf+zndcccdoXyY7Azvg3yLxWIIOrEJXr3jWAQ74LpNpkfqkXvYJ9YSNoThAN8zS5BmhUJB999/v1588UWdPXv2J9ZeZ7NZnTx5UmfOnEmUZJIo8O0e3nNA6mVhvG8B++fRR+ZFSjYf9GDVkw/gGgbXxl55YgNbcv/992tiYuInvjdEJpPRkSNHdOjQoYA74p4lDK+IcPIZXYz3VCI39DIOIqWbcQ32x68r3UymgH1GRkZ06tQpzc/PH3R/iAMfw8PDevvb3643vvGNkqSNjY1gB/BXnjX0BnjI17P1HtgzV2Tv2TZCrwgCWRJtnU4nJHGIcwgo0XswJNVtd911lz7+8Y/rhRde0H/6T/+p3yqfH2m8LgFmoVDQ+973Po2NjSWaZiBQAkzPzsT1yVJPwZ15ioMkJsgXRSqVUrVa1Rve8AaVSiXdf//9oT6dsb29HdL1MMheRgoTdtttt2l0dFTf+MY3+i15uyVjdnZWn/3sZ3XvvfdqeXlZtVotURpFtoWgz8tgySKQhpd6NfaeYZMUMhkEPlwPkEIpirM47jhYUABQQCMAsVwu653vfKcOHTqkL3zhC6/LYngtY2ZmRv/wH/5Dzc7Ohn1hdMX1Jg8EKRj1uLTSy1MwCFLPCRC0AOiRv9QD6DgB9h164Ipz5Hk868Pc3HbbbSoUCnrqqad+IgHi6Oiofvqnf1ozMzMBdG9sbIQyEM+QYw8coKRSqcD6IZv19fVEiTjBu9Tbk+KZUOYQe+IZZSfEvBGW1ANHfOaee+7RxMSE/vqv//on0n7MzMzoM5/5TAjksYexHFi72Fp0mgw8cvZsWwx8kMv29naYO9+L7PMHKQDwJjOHo3aCsdPpqFAo6F3vepcmJyf1J3/yJ1peXv5xinXPgQ05efJk8H2+XgEQMUnlwQfydjCXy+U0PDysSqUSbG+7vdt1t16vh7Uj9fZhEdxTfoscmTtKnLFnTlZmMhm99a1v1dTUlL7whS/0tb3hVo3p6Wn9vb/393TnnXeq0+mExkUEGU48QZhub29raGgoARA9i46tdVAv9Sp0sANOmvN7glW+H5cnAlSZVw/A3vCGN6harerJJ5/sq2T2VoyhoSHdfvvtmpjYbTYJYQTgpoLK5egBDz+jlJb/e3bYCb+9Gtf4NhEIKX7HvEhK4BB8qeO906dPa3R0VN/5zne0vr7+eojvNY1cLqfjx48HWTvG8nJrfJVjAHQVOeK/4iRCTKQgM8fXfD8OPvm5Z+0YcZJpampKuVxOly9f/okM6MfHx/Wxj31MY2NjwR95kE71GDbCiWY+h9yxOZ5F5m/fh5nL5dRoNAIW2dzcDLYfckzanQMynPhSysULhYIOHTqk4eFhveENbwgVYB/84Af1S7/0S3r55ZdvqdxueYA5Njamt7/97RodHU1sfPWSCUrQ+L3/DVDhCICRkZGbMgdSjyWEZYc9AACNjY3p9OnT2t7e1uDgYKKJhNRriIDiYNxhd1kM7XZb09PT+sQnPqG/+Iu/0Nzc3K0W4Y883vCGN+jXf/3XNTs7q62trfAONB3xLK3UYwvJ1krJowVwcgSXUg+s82+u4cEmG5s3NzcTZRoxaUCABVtOcEMX4FKppDvvvFO/+Zu/qc9//vM6d+7c6ynOVx0809DQkOr1ujY3N8MePwJB35vgTJUHlQwvh/Xy5XiQAaLUGeeYyWSC4/YyIEk3ydzBKICm2+1qenpaIyMj+v73v99vnf6BjiNHjujDH/7wTYQQBIaXb7NOATLe0AcmkHJNjDyOjkxGLpcL9oFMkDO9OG7fE+dBAE6EAIjvebOs2dlZffzjH9df/uVf/kTZjzNnzug3f/M3dezYsVD2TkADGcU+tHw+H4goLwtieBa33e51h3WWPJ/Pa2pqSrVaLQTb7An0BjQxM9zpdAKZg/OG4GFQ/nnbbbfpV3/1V/W//tf/0sWLP/aGg2Hcdddd+sxnPnNTEBiDaDLBBM9kgKSe/SVjz9rPZDIhMMpms8rn8wGYrK+vB7+KrXHgD7gGnPsfCAX8JM+RTqeVz+d19OhR/fIv//JPnKxPnTqlv//3/74qlUogj5F5Op3WyMhI8PtbW1va2toKJZbu43zvpVepxCVxrHf/DJ/Dv/pRSl4NwLzjg3kOCBTWwbFjx1QqlfS9732vr94QBznYDlAsFiUpbDWSlJCbV+pgM5zQ9my9+1EvISaI4nqekedz4EqpV6YMnov9M5UZPA/d2emt0G8PjoMeIyMjOnPmTGKbl3RzA0HXX/7P2AtDO6ZAzv5Zx8FxNj7OmDI8c++krGe3pd0+FrlcThcuXPiJqjo5fvy4PvnJTyqfzwciDtsZbxejtDXGcASY/NtJcXyl4wj2Czu560kikkHg8qGhodDkx0mxbDaroaEh7ezsqFarhUrC06dP69/+23+rz33uc3r66advmexuaYA5NTWlt7/97YkugJ4qdqHxOwTmaWNXTDosxYPF4PXe4SWzWR09elRHjhyRtFvaSGBA46DV1dXAYOJ0nXF0BZF2s7If+tCH9NWvflVXr169NQL8EUcqldI73vEO/bN/9s+Uy+W0vr6u5eXlYFD9bC3k2Gw2A+vhWU1nvrzBj+8lrFQqyuVyWltbC8oLKKFUiz0/fI/9EFwXQ+cZbGRO6VepVNLAwICmp6f1K7/yK/r93/99Pf/88z8eIf+/8e53v1u/8iu/EkBWo9EIfxPEOADk/dBh13dGXOKzVxlKnPH3rAYMFmDc7yv1WEicrJMGHvySYXvqqad+IoLM6elp/fRP/7SGhoYSzw0Yk3rZRi/LQZe63d3SduaIzGcul1OlUgmBJFk69jqQycQ+Ae6Qo5eF+nM4MOI53S4BdgYHBzU+Pq6f/umf1l/+5V/q+vXrr7doEyOVSulNb3qTfu3Xfk2zs7OJMrTBwcEAyr00ttlsKp/PBx1yBtdtMOXy7iS9aQddZrEjZMoIdJArRFU6nU7sNXSQzrukUimtr68Hcu3QoUP6zGc+oy984Qu3nLH9uway/o3f+A1lMpmw9wgdcZ/oJX5+9JYHGh6Eu05ik/leOp0OZZ8EpU6UxNnlGITHjHlcKUCQm81m9fGPf1xf/OIXdeHChdddvvE4evSofv7nf16p1O4eU9Y3vnB4eDjoqAcwBHXYSewK9tbtJ1U3zI3bZkgYbAfkCaQvwwlc5t/JQdYVej4wMKDR0VG97W1v03e/+90fe/BTqVR06tQpjYyMJAhlZOrBMzqNz/HSYtc/TxRIvaopbKqT04B+twWe1XRZguUc6wDaeT6aOmWzWQ0PD+vd7363HnnkEd24ceP1Fu1No1gs6vTp02Evu5TMgnlwIfVIT/RT0k2JkxiTe2WUl7l6CXOMW/hMnAWVkk0MfS34NTudTiiZvXDhwo89a5xKpXTPPffo53/+55XJZFSr1UKzNKmHvXiHeLsOuNkJI37OPHg8RJLGM/d0X280Ggl5s55ooMfJGdlsNuzDBTPRdV2SarWaisWiVldXdeTIEf2Tf/JP9P/9f/+fHn300ZsIh4MYN9MNBzRmZmb03ve+N7Smd+MsJRucSDe3R/Z/O0CBTfXyQQfJUi+V78cNtNttPf744/r2t78djg0YGRkJ5+Rdu3ZNGxsbSqd3N8vm8/nQEMXT3hinTme3O+IHP/hBHT169FaJ8Uca73rXu/Rv/s2/0eHDh4OiETQCCOnIBuAgu+LHYJB6x7GSpWAABAuFgqrVqorFotrtdmBPstmsSqVSOKiaLEKxWAzXgvWRlHC2Xq9OULyxsRE+Mzs7q1/7tV/TG97whtdfwP9vvOlNb9Iv//Iva2dnR9evX9eNGze0uLiYaJ7hTQUw1r6XKs4oOsvNHMV67M7ay2B8vgCMnc5ubT7nIRFYsR42NzcDGNze3la9Xtfq6qqWlpZUq9XUbDZ14sSJm5jR13uMj4/rwQcfDBULvrcVGSKDjY0NbWxsBJBAwxMHhd7RF2YQfSZwgiAAzFFqGNsDspPo/NDQUMh8sh9CUkLWbruYj3K5rA996EMaHx//scr6zW9+sz772c/q5MmTia7bIyMjwVlJuyA4n88rn88H4NHtdkNJodscBxp8loDPGxhQUl4oFFQsFpXJ7O7JrFQqGhkZ0eDgoAYHB8M9YyYY0Okly/5vade2VatV/YN/8A901113/Rgk3BtvetOb9NnPflZjY2OhA6Bv6fDAp1QqJYJ4B2JSD8w5yYL/KpfLKhaLqlarGh4eVqvVUqFQUKVSCbLGHwBSWDeQM1Ky6oJ1x7qCiPUgIJvNqlwu62Mf+5iOHz/+Y5ExY2ZmRj/7sz8bGs+xvmNCys+pwwZXq9UQiFKGT4aYSh0PVDxjwWexFy5b7AclcHwOXQBv8AeigCy2l/J3u12VSiU98MADAUD+OEa5XNaJEydCoC7t2r5araZ6vR70M+6z4Vl6SFnsOgO9f7UABtu+sbGRqCKKs8vgCt/fjd3n89zL/SQdaYeGhvSOd7wjdMP9cY1isajbb789lBA7GY2cHKdKyXMsndxmHfj65mfMletinP3EH/PH8Qo22bOnPIsTV/7cUs+mHz16VPl8/uAF+BrGm9/8Zv3ar/2aSqVS4hk90JN6uC2fz4cg0YkmdJ93Ayfwb67tMZB3A8fm0mUdm+tNISFzx8fHVSqVdPToUR07dkzj4+OBvCyXyyERcuXKFaVSKX3wgx/Un/7pn+oXf/EXb4kMb0kGc2xsTO94xzuCI5KSHaykHvPJopYUglH+kDlA2ZkoAFpsdFgs0q6iejlMrVbT0aNHtbS0pG984xs6fPiwfuqnfkqLi4u6cOGCXnzxRW1vb4dyGYwljsNZIHfwQ0NDeuihh/SlL33px5KJuO+++/TP//k/D+U72WxW09PTgVXGGVF6hpHAeADEvVQQ+bFnjcyOO0wY1IWFhVA+RMDiC8ZLgJgv5jUGTXHgRdkSwDOXy+mTn/ykarWaLl269LrK+eTJk/r0pz8d9jGtr69rc3NTKysriaylBz6eteF3yDZmi5zJckPvDsHXAAOmivXkpc6UfcZGHufabrdD4OvGMJPJ6MSJE3rllVd+LHsyZ2Zm9NBDD2lkZCSxf4/nhKlzVhA98wyw74Og1Ix39BIcStHQOTqzsV4gRrAFnulwGyfppi6yOGsCYJ4Bp8/+9G984xs/lr1rb3jDG/SP//E/VrVaDc8HCcWWhOHhYW1sbARnyD49d4ockeGVEMgDIo9Me6FQCFkiabfcGWcKqTQ+Pq6lpaVEV1qIs72qX6ReMORlcV7OmMvl9LM/+7NaX19/3e2HtFta/0//6T/V1NRUsM10sIwrFLxjN0E47yglS92d8fYyWcgm/l+r1YKPJQjCZwwPD4eyLLdlniX1bAODuSbYJDudzWb1sY99TH/6p3/6Y5H1zMyMPvGJT6hYLAbyDRKIbDk/k5Tw98jYgXoqlQpNmHhvBnaewNEzwK6zXBPZe/YMwot99G4/eKZUKhUCUUr4Iaruu+8+/eAHP3jd93UPDw/r6NGjieyU+25JIUjDh4MtvFzVK1SkXsY2DqA8i+n7taVko0bWu/tUrhlXAWHLvGIOnInt4Ltvectb9PDDD/9Y9s/n83mdPHkyQehIyaA7Dn6QjcvRA8J4ePbTM26OHaUehomDfebM8Uwc6MbrKybe8ddHjhw5iCNj9jXuuusu/fqv/7qGhobC0Vh0PK/VaolSbLL26KXrLvLxEmyvgvJqHWSGbXe/wOcITLFbBJj8DFJ2enpak5OTunbtmi5evBhKvtl/f/LkSZXLZS0uLurGjRv61V/9VT3xxBN66aWXDlSOBx5glstlffjDHw4v48EDwnZGCeH5/sxXM/Qxu8VgYrx5iQONTCajhYWF4LSXlpbUbDY1Ozurubk5vfjii6rVaqH0iu+yB4l7oAT+bN1uV5VKRZ/85Cf1B3/wB69rM4njx4/rc5/7nGZmZiRJ6+vrgS0dGxvT6upqAHUAi1qtlmBb2Z/D/KDUgBIa96D0ZHwymYyq1aq63a5WV1c1MjKixcXFAPRj8M+ccoC1g5bYwPB7Sl86nd2mHeyr++hHP/q6ynpyclKf/OQnA/tDcEmAyfuiN64nHix6CTf/jo0vzhhj5Iyvf87LL11uXJfSIQ/0vXzT78N1+Zt/Hz16VOfOnXtdN92Xy2V98IMf1OjoaAiQpWSmHVBCWTBrFOLCWfFSqRQAH4QJtodrutMjYOc67GWGiHHQ6XPrJS/uRJgTABfPAXBMpVIqFot65zvfqa985Suva9OO2267LdgPB7n5fD6cv7q4uKjJyUktLi6GMkmItXw+H+wBWTj28xFk+HwwR41GQ4cOHVKrtXvoNoCH8h4y8pJCBtmz8J7FZqADTup4oMlnh4eH9alPfUqf//zntbS09LrJ+ujRo/rc5z6nO+64Q51OR/V6PbDUjUYjnJvraxO9okQKuwuwgRFHHjGgKRQK4Xe+L46gixLxzc3NsLXBganLjYEdiYkwwD9kQC6X0+zsrD796U/rd37nd17XJm3ValUf+chHVCqVAvnJc1OJ4CXxW1tboVPuzs5OIJl5z0KhkKj8gQRxW0yABDbw5oOsfT4nKQBIqnUgsrAZkoKtYK6dmHQCJ5VKqVKp6J577tGjjz76ugFymsyALbABkGq8A+uQd/MsLYN3g9yXek0bsaXI1n0V+sraIKPv1T6uoxDxnjV1kspLvplfqsLwOQ888IC+9a1vva4lnENDQyFLzPPGZazu/102sQykHkHlyZu9Mp0eeHt5q3RzkBkHva6r2ArH8gwnkB3fDw8P68iRIzp//vzr2jH56NGj+hf/4l/o2LFjWlhY0NraWqIhZqfTCTYgDtQ9yPQO1KwJSCSfQ7KT2CqIMJ8j/ga3UGmEPB0fFYtFDQwMhIzlwsKCjh8/rq2tLV25ckX33nuvZmdn1Wq1dPXqVT355JOSpE9/+tP6b//tvx2orT7QADObzeqOO+4I7czdaGAk3GBKCkKXlDhXjeEKt1dWCCNEupiJknoGqNPp6Pr163r88cdVrVZVLpclSc8995xqtZrm5ubCxthms6lCoaCrV6+qVqslshsYUZ9Qxvj4uD7+8Y/rD//wD18XA1+tVvUv/+W/VKlUCpnXgYGBoFDejRBjjtH0IwCQHdkLwDMlOVJv74OkBCkwODiocrkcAtNUKqXFxcUgRxYZz+BGEMPtTCFz7Uay2+2GvRDsexweHtaHP/xh/fEf//Etl/Xw8LA++tGPBmICQLa9va319fVEhm+vchHkFzePcsPMZwlEPEsjKWHAHYC40ea+GECyxtxnL2LGM/SeAeE7g4ODOnz4sC5evLjn9w96DA0NhfNpCVa8u6MTO7y7B3EEbn6shpdlsW4x1HSJRD6UrHipCvKBvCLzTubH1wzy88yS73VxssAdS6PRUKFQ0Fvf+lY9/PDDr4szrVar+s//+T/r9OnToerAn59mPgMDA6pWq2H/iZQEH65fAAX2rGE3IRoJQGi7nsnsnptbqVRULpcTOsueE3Qd0Mleee7n2SIyfT7POGBKctvtdjga5I/+6I9elwx9uVzWZz/7WZ04cSIEyJlMJvQB8O6t9CuATPPMVkzIpVKp4LfoOItt50znra2tsI4mJydDFnN1dVVbW1vhiJNqtaqlpSXV6/UQzALEmTvuS7Dv8kXfaSKEzg8MDOjDH/6w/uiP/uh18YtDQ0P6wAc+oOnp6UQmQNrV7VKpFI7t6nR2m1YNDAyEvgwE+PyeLQvYCs8EeMVIo9EIAFHqlQL6+uD3BDrejMaDJs/8YEv85156yBpNp9MqlUp64xvfqCeeeOKW25BMJqPDhw+Hs7MdROMr9go+/LNgBidkkY/jF8hubDv6BZgHq3i/CUhW1hXP4EkLfINv2XFi2DsqY0OwH29+85v13e9+93UhXzOZjI4fP65SqRT0yP0guuNEBLJ0HAJG4P3BZI4D+J0H7p799IDWA3Mp2QjIr+Ejvp5jHL7j6yGfz+vIkSO6cOHCntc76FGtVvWv/tW/0pve9CYNDQ2FPfJUNvFsBHluS9wvocfoshP3kIRSsnwZGQwNDalcLqtQKKjRaGh9fT3IyXuVNBqNsCWF5pp+X68wSqV2O/UODQ3plVdeCVnZ559/PjQS4niy//E//seB2eoDCzBTqZROnDihfD6vhYUFZbNZVavVYKxj5gkBOxONAsXZSpyqZ4oAl69mzLwRB8En+wFwyjhUnOPy8rKGh4c1Ojqqc+fOJRpXuPLHGSOM3qFDh/Tggw/qy1/+8i1dDNlsVv/oH/0jHT9+XHNzc8FxIRdKgzGym5ubGh8fT6T3/flHR0fDPjZn/5wtBzhSBgR7BihPp9OqVCphHwTzCYhkT6AbP0AggJ/hARdOyEFPs9nU5OSk3vWud+mrX/3qLZN1Op3W+973PpVKJdVqtZDBpJQMQMy7OiB2to53QR/RTQJmN9a8uwMLn3cPGmMjj3xi9tJLONFfntX/eMDLv0ulkg4dOqQrV67clM04yJFOp/WOd7xDs7OzASizBxBDyqADoztWN6YAW4w1MuMzEFk4BTIZXm7iAaukYNTT6V55GuvOWcw46GENAlqcnKGklPtMT0/r7rvv1pNPPnlLZZ3NZvXpT39aQ0NDmp+fDw6Qd2bNe8OoarUaMsY0EIM4JMtIwyTft06WplKpBFkBBrvdbrC3w8PDISOQTqdDKQ8BANdlzt3huvx5fs9YsC74XKfT0ezsrB588EF96UtfuqW2OpPJ6Bd/8Rd1++23a319PbEXp9vtJggr3iuXy6lYLGpwcDDYnG53d0/s0NBQ+JlX1fBuVFhAPKbT6RAkZbPZEHjSlZkMPfO3sbERgp+YbGLd8JxeeSQly/U9cz0+Pq73ve99+su//MtbKut0Oq03velNGh8fD+uduccPDQ0NaX19PZEhIDvpQNHJK7qhSwp7Ynd2dhLbTkZGRgLQ8+BQ6vkC3y+MTL36AqLWgydISZ4VXaH8E/3Bp8zMzKher+uFF164pTZkampKxWIxzGccWDLQHw+K3R56gNlqtYJMfK27DJCd+1evWnMyGzIdDMGaY37AHE4U+HNjF/GfkD9UBNx222169tlnb6mcU6mUDh06FIJLfvZqI/aJ/nneG3Jor+swP16h52vW8YPUw++u7x408Tu/16vZAO6J/eZa1WpVW1tbunbt2g+VVb8jk8noF37hF0IzUKqLstlsaBSInSYxwuf2aj4aB9ke9KOLkF/evIuKw5mZGW1ubmpxcTHcHzvP9iGIb4g0MCJbHVZWVlQsFkM10ve+9z1J0j333KNcLqfNzc3QQwSy6v7779fDDz98ILb6wALMw4cP68477wybozG2jJhxiTNWHvVjGFBOJi6TySTK+txIdLvd0IEwzkBks1mNj48Hh4qjXVlZ0c7OjiqVSmCBc7lcAF1uOJyB5Fn4N4FGJpPRvffeq2vXrumJJ544KNHeNN73vvfp/e9/f3BaW1tbofSVElnkTIYGBxbLms/v7OyEci2C5kajoVwup1KpFOrMC4WC8vl82FdG059WqxV+Pj8/H+aIBeOsZTqdDmVgBFqxI2IhM4f8nHfrdDq68847df36dT3zzDO3RM6nT5/W8ePHVa/XEw1z3MhgOL1EEgNMcOFBOu9LhsjJCmcQpV6zCKkH3mK2GwfoBp51FYPxuBRor1IVPucZ58nJSTUajVtaUjgzMxPKrdBP1jYA2RslQWoQ7CMnP6/PS+YJNACOZCJjIguCBuCZTqeDLfPune6EHfxwrdh+sBYJPrGNcVbzzJkz4dDpWzXe9a536YEHHkhkLgG8dIcl++WAEBAbZxup+sjn81pdXQ3dDQF2vi+PMkRKccvlcgDVXmXhZAxzBenAeWBOojD3/I53cvn7z7a3t3X77bfrypUr+sEPfnDLZP3ud79bDzzwQIKxXl1dDfvYvXrE5wISFD3niB0yuZ6JJ9jhu81mUysrK6FJECAJf+F2CBu8ubkZiFipd4g438NexMG++3KApJNi2MW7775b165dC+VYt2IcPXpUd9xxR3g2ZMG/8/m8RkZGQpaHTCRbPchCkpmVFPSJLBp2CDvFOiDg8+wj68ODL+bMj+0h248NobkJ2AfbwPew9cwLRALj+PHjWllZuWUdT4vFosbGxsI7ohOeQYv9ilfA4F8c//nnfC3wcyf2peT53Ngn7AjZF9Z6TELxf3+u2Fdj93lWnzeyV0eOHNHKysotPUWgWq1qampKUpL45bniTLfLLQ4Q4nmJA2NPovgcuZ9zf+nX5DvI1fGQfzfGOHuRs/4cvO/U1JQajcYt3ft633336fTp03rppZd06dKloOOsQ0hRdFRK4jbe2UkkJ6EZHks4VnR/5k0zM5mMVlZWtLGxEZpJ+v5liCls9fb2tjY2NnTlyhWtrKzo8OHDmp+f1/T0tIaHh7WysqKzZ8/q/vvv1+TkZMB16PuZM2d06dKlA+kCfiAB5tDQkE6dOhXYPxYpQiAo8MUB4PA6eEBMzIa5UscLybM5HgAyAH90oyQDxuLBMXNGjDcAQEHivWoOljz7g3N46KGHdPny5VvStGN6eloPPfSQVlZWNDY2lmh45IweNdp+Bg4lfnEjEsrRMJwELZlMRsViUVNTU4HhoO0688FeHsB+pVJJsJo49ampKS0vLwd9qNVqofHJ0tJSyCR51yzuwzuxBwb2KJPJ6O1vf7uuXr164G3ay+WyHnjggUTWEv1G5nFg4kZWUmCcGMjIAVmcFY/ZWYbva3XDi37HzWP2KqWRkocsMxwYeCYW4JvNZnX48OHAdB30KBQKuueee4It8M6u6+vr4SgBJyWwMcyF72OixBZb4HvaPFACRLgNgsRw+boDcLvl4IY5JbBFR71kzh2CpMSzU97S7XZ1zz33aHV19ZaUb87MzOjDH/6wdnZ2tLS0FDKK2EFkRNfndrsdSjmlXpdQOjcS4NBdllJCz/4CspH54OBg6CzN/iZIA6nHCGMLdnZ2Qjl+qVRSp9MJpZzSzU1WvIkVoN+DTg+E3vnOd+rSpUu3ZD/3oUOH9IlPfCJkBzudXuMR2HC65EI+UBLlIC6d3t27zjYB9rFTEowvYu1jOwmqfH8OJVb87U1/8vm8dnZ2QiUPut9qtQIx630N3N55dl5SsBuQA51OR+9+97t1+fLlWyLrcrmsd7zjHSqVSqGLLqCQZ4L1l3ZtDgEFn/NMN/PCOxJ4k2XHHzEHHBXA95kL9Bf77EEius/aQg9GR0e1trYWMhHYJLL82Bsny8AsYJ0777wzVN0c5ICs9/mOAxnWvgeM/NuJPa9i49pkUbAdXo7pQQcycH/I//3sULCj388HOND9JT7BSV2yRW7jc7mcjhw5oqWlpbB94CBHLpfTsWPHEj5kL9/twTbDMYIHc54B3uta/jfz6r7QCYS9Mlwxwe7EB8OfleA9xteOoxiHDh0KPuegx/j4uN773vcG+9ZoNFSv18Oea/Am/QCIC3hXsuD+vq5vVHTEZIl3EJd6GeSNjQ3Nz8+HrrCTk5NaXl4OvsHxYKFQ0OHDhwOZtrCwEIhFcMTVq1dDEu5tb3ubVldXtba2FmyX68POzo6OHz+uGzdu9K3XfR9TkkqlNDk5qa2trZDKZbFyGCgPzUL2EhTPWjrDwqTFzBcTisECqEs3p++5TjqdDht1u92u1tfXQ+kEzQ1yuZwKhYLGxsZCYOMOlvvAWPpizOVympqa0tTUVDic94Mf/GBCcQ5iZDIZ/czP/EzobLWwsBDkCLPqZa44UOSAwcTgAwS9Y2G1WlW1WlWlUlE+nw/yjFls0u+1Wk3r6+vh33SeHB0d1ejoaHAog4ODGhsbUz6fV6lUCuw6zwFDzLMCMNEXAjOcAM9cKBT0zne+c09Dtt+RTu+Wa1JCwNlHlCe54QAo0gYfMOFBqQefGJC9fu73xwl4AOQjDmq9pIjfcx/PLjjYdkMXM5M+AFzHjh27ySn1O9Lp3bM3R0dHQzAAeCAA9FI/L23zNUpGCJC+sbERgLETSpR1Uu5NeSeAmWCv1WqFuXfCAEeCzjpgknrsOIw6DhO5O6DFTvLH9wieOXPmwGWdzWb1qU99SiMjI2HfBQBue3tbq6urqtfrWllZCQCXNehnifoaQO48K01UhoeHValUgh2hBBl7RSdm9rIhF3SAOZEU1h4ywm57hQzZQO7FdWKixe1HOr17NuQHPvCBW2KrP/rRj4aMK+ur1WoFsnNra0v1el1ra2tB1/CJPDfgplwuhxb1gDzWA+w1wQXEIEHSxsaG1tfXQzC0traWOKoIEM3eH59PJywhH73Uk6ynN8GSdm2GBz2ZTEaVSkUf+MAHDtRWS7s25P7779f4+LiGh4dVKBSCTPgb2dVqtURWgedk7yi2wTPonmmArNra2tLa2po2NjYSJc6SEmRfp9MJJCVrLpVKJY4+wg+nUrsVVn7mHfNJQMf/IQ14Pq92kXYD7lOnTh24DRkdHQ2Epm9tAY95EOL/9ywXwBjd4nfYRO9v4NVCThzFGVLWu5TsbMzc8Txx4OJ40slVD3B5JnwC/oVtP9PT0wcu51QqpcOHDyf6EXgwLCWP/IgzgzFBGsvK953yc68UcznshT+4Ds/lP+e6Lus4IPVnj78fZ1oZg4ODmpyc/NGF+COOTCajBx98MBCq3JtMINgJu8yWGuTkwTT67sS+Z9g9wYPM8QvETGCOjY0NLS0tBduMDEZHR0MjH54D2+39QSqViu677z7lcjk1Gg1NTEzo/e9/v+644w5ls1mtrKzo8uXLWltb0+rqajhWqNvdPcf+6NGjfet13xnMQqGg0dHRBGDyDAEgEcXFQPAZ3+8RGyIHa3wfZ82icYDsmRgvwWi1WlpeXlahUAgpdg+2MHrlclntdjtk2txZMlAC7gGYmpiY0MzMjLa2tnThwoWw2f7555/vV8Rh3H777Tpx4kRgPZAFgSDvE8vbQaQbJ9+nxv9TqVRgfx1s040Th8gi41qSwl45nLnPbbvdDkEXnSbX19fV6XTCAeAsMgImgmZJ4VmYb+8syZk/58+fPxA5Hz16VDMzM4EskZLHprh+YgxwlHwW/ZduZgS9ZAIn7Iyj1DPIGHr/uWfC0F3fe8l6cfbWn4M585/7PXAMziRDJC0sLBxomcrhw4d15swZSb2siOsu680z2ENDQ4nAE6MN+4y+EehTZoZcPECFwRsYGFC9Xg9ZA9+vw/vH5fnxPmJAjM81JerMHXPGNQG0zCGyP3HihG7cuKG5ubkDk/Wdd96pU6dOBedfrVaVzWZDVsb1pVgsamhoKMjC96Hw3p1OJwAgymD9fC9+VywWb2o6Fu8BwnlTJVEqlRKZXTo2UxLN53ztQYQQGEtKkG2sR95H2l0Hd9xxh06ePKmXX375wGR96tQpzczMhGZG+DuencwvwBV5IneCavZEUs4clxpDgBIsw0Zz1iUECpkvZ6lZ4zxjvV5XOp3W6Oho6I6NDGHK8S9uiz1Lib93Ipbgqdvt6vTp06EM7aDG4cOHdfvtt4c59U7o+CwIS4LsmCwl04ffIaBeXV0NGX70Jz4jsdPphHVC1lPqNSD0oIu5c9s9NDQUyHj8JCW06C52hfmlJwHPyzu7rbvjjju0sLBwYKWyBO9uvzxA9KDEwbMTJk50u190/NZoNBI2Avl51pL1zO+RC/dxO4udcNvsZC/+2LNSPJtvS2Ee0DP0Z3JyUmtrawdaRVUul8PpAAzu5z7ICVmXJWsR/OXDg0jHhI5ZPDB0zMhnYtvt1+ZafH+vIMWf3W1zvF48SM1kMhofH9fa2tqBdvC97bbbdObMmYALSIj4evJ38oDdq5lcR11+/O2l++AZdBkbJSlBkm1vb6vRaIQKLnqpLC4uhq0KnBOdzWZ15coVbWxs6MaNG1paWlKpVNK5c+e0vLyshYUFnTlzJmx/eP7553XlypVEbMVcDw8Ph9LafvBeXwFmOp3W9PR0MAYsTkmB+cYh4njiLAtgkGAiZqd8QqQeCI2zav55rskkt1qtsO+F58CZ8tyc9waIwViiLDwHrDmAIZPZ7Uz3tre9TSdOnFC329WLL76ob3zjG3rooYd0/vz5AymfGB4e1vvf//6g9JJCWSAGPC7XK5VKGhwcDMxEHNRQPsW8+SHSdHhdWVkJRoJ9Jygh5bK+R7bV2j16gFI5ACzgykELjpmshDso5B4zdOzR8vnOZrN673vfq+vXr/ct64GBAb3pTW8KQIS/yd7wfHH2PGat0Rn+9uFO0A2rG6UfllFxIsb/sBY8Sxk777g0Jjb+/ln+7/uADh06pFqttmd5zGsdbCgHOBNUEvSx14BMLuehSkqUq6TTvcPqWeNOjqATGHXu4aVQBK7O2CJn9JMgCzmTecAmECzErL6XfnoQzV5c2E0nL9LptO68804tLS3tySC/1jE0NKT3vve92tjYCO+ytrYWAhUCc/Zjr66uanBwUCsrK1pdXQ0ZMGwEJZDo7dbWVshwkdEikKMZCpkigk6AOyAZwgD2dmhoSKVSKTQOw9E5W09zFd8LJynMk3f9Za3FazWVSun973+/Ll++fCC2OpfL6R3veIeazaZqtVqQE+9M0ILtdRC+srISSh7RM/7mswSkXvLJ+6BrzOnOzo5KpZKKxWIgDbGzHEqPjfdyTW9g4eexFYvFQCRyHdYewRXBP/d3MJnL5fTggw/q0qVLByLrgYEBvfnNb04Qvvg/usOm0+lQOpvL5UJXRggrD2ao4mGvJrZC6jUP29zcDPfCNlLa6oPn4L09q+rElMsam4OPJevpn2fN5vN5NZu7x/6wjtAj5uTee+/V4uJi3zYknU5rYmIiXB/s5GRO7FvAGVKvXND9omc0+axnvtLpdNARb7KGjJzURf/QCWTKWvdMHveAvPJsk5Rspse8+P0cn2CLjh07plqt9qpVQK9V1ocPH04kSdwveBDososDf69g8+D01T7vGVInSRierOA5sU0edDM8axlnUl3HPePNOzEHDHRucHBQMzMzeuWVVw4Eg4CrwfPcq9PphPJY3hu761Ufjqn4vtsgnjFu8IWdpPKGd+NvP5ebnjAklPj52tpayGBevXo1EE/Y/h/84AfK5XKam5tTs9nU008/rZ2d3S7Lly5d0srKSiC2BgYGgp/FL09MTOjEiRN68skn9y3rvgJM9sSQLeh2u8GIxtkT6WZW3yP5eEIwGB68uGKzGHxipWTzEp/IdDqter2uarWqQqGQANAAnFqtpvn5+URJrC9wZyP4ealU0t133x0MQjqd1qlTp/TUU09pZmZG99xzjx555JF+xCxp9+DXsbGxxGZ6yjQ2NzeDsyEDiWNCfmQUKMui7M3BFse3kIWcmJhIgHgOTHengpHpdruh3BhGPJPJhICdUopWq6UbN24EA8+C8WclQMDYYdjJaLvRRBcqlYpOnjyp5557ri85Hz16NJwf1Gg0ghx976QzylIyKHOjGv/twcteRhyddLbbA/o48PMsuw+Xo2f6fS36s/ta4WdOsADOM5lMKKE+iIY/s7OzoeQKfeI5IA58f8b29nZoWAJ75zYBMEzw5mVcHui7M+l2k00h2JMGoHCnThDEM/E9AlO3aW43sCcwo67zPDeOC3vYbO52Xp2ZmdHly5f7lvU999yjarUabAYBAAF4KpUKXTaRL3s+yKZg27HL6AayZK/s4OCgRkZGwr5MMgMEHtnsbvMCwJ2DJ8gwyDOp1wXcM3bYYD+CAlmTeUUvALRkX7EhzrZPTk7qjjvuOJCGP6dPn1a5XA4OnzmHdIN1HhgYCA1dPFtLqS96C7hAT9BF9tlDvJAZIvsOaeLEgaRQdgjB6CVS+MpOp9dFFduXSqU0NjamTCYTtmI42eaZFOTsWQhvXHH69OkDac529OhRjY2NJTAIulwsFhNNi9BPt9OceQkJTun7+Ph4orGb207mQVLQbUlB9zhb0wl25BlnQ1hHyAqgzrr0SqJutxvOunafQKaDfdROhFarVR0+fLjvhh0cJeT2zAfr1ysU3K/xXsgL3IBN4BqsSbJr8X67vWxsXJXl+1z9ecF6Us9e+Lxyb34WY09PNHiQDJk/Pj5+IBUn+Fj33byfY1vXJSeS3Y/7v72Me68kjv+f6+2FH/zz/r0fRoo7LvJgPc4Kxu8Qy6DT6YQtVgdRSXX77beH0npsKIkFdNXJCuycr2Un2lzveWcnliGmuR7+1HucMJ/EIHuRftiGbrcbTsfw52YbHVUwnU5Hc3Nz2tjY0PT0dNh6wV507gX5yzFZk5OTGh0d3Xc/mb4CTA5Dj0uQHAi74nvgKSnBHvofgIcDPGdXMEiudO4MWRg+qQANBz4DAwMhQ5DL5bS4uJhwnDF4RZH8XWmCc+7cOTWbTd12220JJXzHO96hRx99tB8xK5VK6U1velN4X2egKAv0UtK1tbXwzChxpVIJ4Aa2gqCT8sDFxcUwT2SMACaAO/ax0GnSmV8CWNhTgA3gOjZWTkKgLx5AM7csUndeLAAvjbzvvvv6KklOpVK67777wn09mHB9cIDihjo2/DFBEX+e4Y6D68cOxB0F8vCMr3/Ojb+zyjEL5UFXDKBwzAADAFw6ndbMzIxWVlb6ZhDvvvvuxLtRKtZsNrW0tBQawVAOxhr2fYEELAQUkFzDw8NBR5wZ9T3BUq+rI5k9wD/gxzMjlH6zP8gJBBwOtodAzcE6gYKz5gDvbrcbnIvrzB133KHr16/3lYFIpVK6++67w/qJzylGDgT6rHPWt6QQfPJv1iAO08GFZ2vY7847Uw7PvGDPAZTsZfZnl3oMcKfTCTYFOWGjmLM4eATo43wdkFG+mcnsNgx74YUX+sqsYaulHpjGhnizHf5Nib0H2QTp6BPvn0qlQoMf316QSqVC9rhWq4XMr7+bBzSw3Mw3bewJLj0IALDzvDs7O8HuAsbQE0gBz+64LWQ9ZLNZPfDAA3r22Wf3LWdk/eY3vzlRogvpwbNylAbP6OWys7OzKpfLun79ulZXV4OMvGkda8a7/fIOTnA5WYJuAwD9+ciaEhRCxni3WrcPbg+knn/0YMjtGQQb9juTyegtb3mLLl682Jesjx07FjLmVAe4Xjk2oSOxZ/j2ymwxL05g8nuv5vD59KypB6Se+YwDR+QVnzHt/tPfw3GV+20PKly3ebbDhw8fSMXJoUOHEvLiHfx+brsZMWkNlnMyQlKw71IveEZfHfNyTQZrwYdnMfd6JoZjhThZ5HjHM3x+rxg7TUxM9F1Jha32gNDl4OSG34fn4xkhXAnindh3Peb6jmWcmKYRXDq92zOGDrJsJ8PHcV3m1k8kiBNLfgxeKpUK53q6zQZTe7JvY2Mj+Hy6Je8nO7/vABMGNS7RQanJCqLUriwoCsDNm0agaPGCJ4B0Q+6G1oMQPo9RB+xNTExoYmJCs7OzoWaf8k3ftO2gnOELyB3M8PCwNjY29OSTT2p9fV3z8/PhIOtWqxXYkX4G56IBCmCqkRPBnJdQsfC9RAw2lfPVpN6ZgpxzxtzQxCCfz99knDc3N0OwCkBHNoAPgAeglGetVCqJsix/dq4XGxeALACTefVsYCaTCU2W+pHz6OjoTV0cpZsdpP/N75GPM7RuvGJn7MN13oO6GGD4/QAyDNdbDzZjI+wO2INVfudMLZ9xImFkZETlcrmvPSdkMnzeARsYxEajoUqlEprS8GwOMNivxDvC1rEvAWfK59HPwcHBUCpHtoCsJ6WgGF+MMfemFNcz6h6M8ftCoRBKfT1LwjrGlsBGevkZ+j82NtZ3FpOGRuznQzf9fEUHpTge73DnJKGk0Dad40nIxKE3zI0TQg4kcMTMqZfAQXB1Ort7Cb1FPfNMSS9+xnWdc3f9eZyw9MDASZjp6em+s5hOUPDOBCqcodhqtQJJ4YQJfouyJ/bdYO9p6oN9TKVSIUihFHZqakq5XC4cKwUxBLFAd0TmAt8IIcPceHCEn3dSkwZozBfrwHWc76DnLvPx8fG+bDWyLpfLYY066IJ0XVtbC3Z5cnJSlUolzDWVKsViUevr66GCgE66sV8bGBjQ4uJiIjhiLijLxI76vmrPYjKH2NBCoaB6va6lpaUgVwBrXMWB3ZB6JAUZb0CmBxHYRUqz+5Hz0aNHQzY3leplTZGXB8Re6hpn3RgeMHiwthfh6UkJzxZ7NYO/t9QL+B0XOgnBcLzkn4kJXw9GHb/yXNidSqXS1+kBVGN5kOJEpn/OA0700OXK+3gzNN4HXOEBt3+Xz/icIQd0OU4G7IVTYozkz8w7OdZz/MJAFn599pivra29ujD/jkE3c3wFz4H9c5+EDed9c7ncTQ0/3fdBXrJ+mS+CUD9uz6s9sJVS7+SAbrfXidoxB1tP+A7YAYzuHaixjbFNYtsK322322E7HdsIDx06pOvXr+9rL/e+A0we1tkG/sRBnmcipWSwxqLxckhnen3iALgYNR9u4FwZKV/DkZNef+mllzQwMKATJ05ocXExgJd4MTNhGCHenfKm06dPa3Z2Vs8++6za7bYuXryodDodHBSZvX4GpVC+zwhn7gEZDgaD7842ldpNqwN62XNKgyY6pXIWmAND/uZ3XMsXBfLPZrMhxd5sNsPekGazGRh1Sk6dDZaSQRgLgPcGLDn7yXdYPC6r/coZsO9gyA29743CwWAEnEV1NtVHzJh6dtybYXggHQeNyMcJHKm3Xpxh+1GGO/r4OVm3MVidmJjoK8B0gMKaxhgSTMaZHw9aAHB8BuYfvSqVSiqXyyoWi+F+NPyBBYdl973f3smQe3Y6nbBXAbAfN8xCr91pA7Ypv/F9juwbdNIBIIsesD7uuuuuvgJM9lNTuu5BDawpc8AcY1f8vD6CSQgmfl8oFHT06NEQVLBPbXNzM5Td4yzRWfyD1DvfGOLAS4Zw0ti1dHp3H2C9Xk/MEffw8j0HhU6QuZ4zrzzLfffd11eAidPf2toK+4GRJfeIM9g8qwcn2MxSqaStra3QYbZarapUKgWwj46gT5RJYZ9Zv2Q+0+ndKh6aBqXT6VCOW61Wg8whIdFHiFgne2PSAV+Bzvj7+eeZ636J15GRkUCguty8eQbnQ/uzEOSxx7tSqYSjssi+N5vNENyzTpAjxJQTXXyPd6xUKkGHKWlttVqqVCqamJhQPp/XsWPHlE7vHiswOTkZ8A9kwMLCgoaHh0Pw6CQJ92O+vAMxgTvPT7fs/Y5CoRAa/0FobG9vq1arhXswqCbYKxPmvs5xlvu0OOMD1sC+Sz0chB76Z91neeMkxzLYIe6HXnsAw3oES7JePaHC9zc2NoI9nZyc7CvApHQektGxD88VZ/zcP+MPeV4P8N3uxU0T48/6O/I7x13eOInfeXDqmMLn138WJ3FiIlxKVoX5tdLpdGj4s9+BX261WqrVapJ2dd33r0PC4ddbrVaoGnE9dn1hDsB0sf3nOm67fdsOMYOfUOAVInFyQOpVIFUqFa2vryeIGGwCawHdIAZwLMJz+vxkMrvnc7+uAaYzTgCTmC1mwIx6S2M+CyAgeIR58xIofsdeIV9c/vu9wLazON1uV7Ozs7rttts0OzurtbU11et1vfDCCwmjyMQRwMUdELlnqVTSbbfdpmx295zAlZUV5fP5wHIyYgbptQ4vzZB6zX12dnYSjRVwrm5MUDRAshMBIyMjqlQqwRF7dtPLlGG4OVLA98wipzgz4w2V2HPLnDcajaDMGxsbwYh70BaXp7xagOkOzEHrfuW8V6mNBwy+ZxW5+v0xMr4fiBEHbVLyzD+uFwemyMeNK993FtXXnAe+HsQw4p/5WnMGlOt4GUW3u7u3p5/hxpayOwIsspAEfJwBCEggyJR650iR8fHytk6nE/YQw7jiLGg4FTOqXt6G0QdoE4hBnjgg8RJZrl+r1VQoFIJNYx7Rb39OBuuNdbWzs6OxsbG+ZI1+EaD5GsbZYaM4mw+7B2mFPSCzyfVwUr5vEActKewNoxlPXA3h2Q5APeWC7h8ISPgdAS7HOuDEsXN+HjMEggc2bkuczR8fH+9L1oD8GNB50I7uImsGa7JerycYdJ6JvWXeNAqfCtjBD0DStNvtoPOevY91gaNTCBAgUWmbDykIQCGA9RItnon3jMG8pDCf/dpqZA0OcDvLe/qe20xmt6kdnXCd4Yd4pnwdm+zd4tfW1kLZGiAuk9ndi0ommc/ynpAxvPPw8LAmJydDR1qqFwCUyGplZSUQvqlUSlNTUwGrAF5Zk14ai75hS6XeNo1+Mpi5XE6Tk5Pa2dkJVRC+P5K/sZvoXRx4OqZDP5AZQR4YgesRUKP7Hkyxtr1iy301RCFg3oND1kpM8DkGQXf4ffxc4DDPuh4E1gPTxQQx8vVGk5Aq3sjOSWEpiVWYH/fpPyz5Ewe0Tta5vvN8fMfnmevG1TluI/ciwz2ojLFLt9sN5PF+B1gGP+JkgwffjnEJGNEP35eJHvPcyI3j+Phe/K5xMoPn8WPSPOB14qXdboeKF9df7Av+1O2/E4NUGC4tLYXg2qs5eJ5SqbQvGfcVYMb13c5aunNx4buAPEj1vR6AGWftpGRpLb/j3pTZeXkhZ4QVCoWwmfXq1at64xvfqJGREV27dk1PP/10aHvsSobjcYPu75RKpXT06NHAQB47dkzT09MhU0BAS4ag34HxctmiZATXLleMJ2AMRfFUusuOem+YUJwmDZHccXhWiblbXV1NvDOK64aaAJVua2SV3Mh4AODvwMCZ+c9ZXK4j/QwcIQbQ2R1kyOccpHvGgGfxwDoGnT4HrBE/zNmDn9jROcggIIid5V5Oyteg/y52RnsZf0CCO5X9jkwmk2DVd3Z2Ajvu2QXK/QC42AayKgSomUwmNFYhg4Iu8/yUxQMOAHBSryLDKym8dAXQxlrgeVlXnjnBNuFQaPyBwYcxdLLHdc5JtzgA3s9w0g49QVfdqRE8eiMificpfJdyTXSWqgjKjiWFLJBvacBukilCXrlcLmxPwAcQfHNkASX57P9qt9vBcbNnE7uHfrB2WacM1xnWA+stZtX3I+s428FaIzB3uQNS6LxLKTO+h0YznGtJ1o71wRYGqVea7XpE8AIhwP2o9GBNcx3KZ9knKPXKztFb/L5XeqAvXtUB0YYeYaucUDwoWTOXPDc6SxUNwL1YLGpubi5RHs8zHT58OLFPlwBmaGgo7FtF95EBvow5JjvKWpmYmNDy8nIgu3jG7e1tXb9+XfV6XRsbG1pcXNTIyEjoYyDt9rjY3NzU1NSUpqendfHixZBpoeKAd/Vu5+geNi0m3/cjZ8q7kTO+OpPJhP3o2Abmw7My7muQL+vcB3aeazDQP2wya13qkZV+L54xzii5f/N5jpMT2Ei/luMND9peLQu6nxEHduAs/AnvGQdcXvbv+9v9M+i57+PlWr6WY9yB/eY9PUsaB1Ovls3cC5c5tt9Lbi5Pv4bHAf0M9x34iXq9Hv7vfoTg0kuvPQseX5fn5/9OonhwHush69mz4p49xb66vpLhh2iAMJQUfLlnKWm8BzlIFRIy9apGbNt+tzP0RSF6Ta+ziAiC/8dAySNsaptjNjLOYLJAPFvj9c2SwnV4Nlh17zzJ+VtDQ0O6ceOGNjc3Q9dC7ullal6G5A6JkqJMJqNnnnlGExMTOnnypLrdbujYFm/M7WfEgN9l5nJDcWKw5EElQIT9Nx4UUfpAJoAySN+8zKHsOEwCAIAxjoCGBoCLbrcbskFk+NhbSlmXZ+u8Bt2DO/7mnZ1p7MeRxkYxlh/PwHwSaMQMVBw4ekAas34+t7wL+u9GXEqWRPh8SsmzNV+N0HBH+mqMoX8/dv6e8TuI7AMNONzAoivpdO9QcbLtq6ur4XsOsqWekYVhlBTKNAFDgGwYOmQCCPajNWgQhB6y5rE3TmjhiFhzfN/Bq8+xr6W9nH1cgtjv8KAVth/dYnhAi6NzXSPYoTna0NBQ4vgRD+YJ3iCQmG9YUAAk9ge7QHBLFm17ezs0q8nlclpeXg5HNHQ6nbCtAVvTarVCdQT2wQkpSTfNBfOGTelX3k4qeZMY1jQ6hUx5Z2SK3WV9Omjk2WC1scUAfd7BG16l0+kE2Ye83DcTrOBfOWeWoIJ1zzYJ/KIHki5Xlzs/dyDPZ/qVdQzSPEuK7DyTwzrnPGbI0GazGcpWs9lsYs+06w22CDJ2ZWUlyIqMMPYjn8+HwJ2uxq1WS0tLS0HH6/V6aOAFqUqmNJ/Pa2xsLOiGn3UHucYa8awURBbzvZcve60DvIAO80wjIyOh2Zvv83K/x73x5cwb1/W5dALbMUmcgUOHfDDP6LcTg2Ts+VwslzhIYsT34Pd7ZV6R90EQ3HFGEQwA3vX5BG8hTw/EeB4IU68Q9ICRzFgsSym5/9WJUEmJJAP380DVfxdXLHggHQ+/pwdlBz1Y/54ZxDe7P0aeTpZij/39sIVOVuNvPTGBj0Q+HmRDaDmxQAzC+iLA5fdObm9sbIRtCqzRQqEQmk95oOokJsSaVzo5ibNfonvfKBHhcXMH0s5MMHxzOMyoZ8UwznzPWU8cv5fOOlBH8WOADHjgnkzguXPnwhEdrdZuw4VWq7c3K51OB2CKU4oZo3a7rdXVVV2/fl07OzsaHR3VxMSE5ubmQikfGZZ+jQ7PwaJjsfJ+/jnKiL2MCrBMFlFSKIny65I9YPE7c4MRQ5FpjUyGeGpqKmSBHSADcJAZisy9PeDxoJJFABDgMw5e+JnUAzL9DBxIHEg6IxVngTwwckYPA+Gky14Oi/lDFwcHBwPQ9DXjpAv3jR0xz+KOzh2HAzzex2XmQXQMyJ0163Q6fZ9hx7XQAYCRl1Tn8/mw5vP5fCAgAJNjY2NKp9Mh+0WmBwbQ2WepR0BhC8gmYrtg/7LZbMjcAyBZE91uNzCAzvw6oCZwQJ5krnhnMjl7kULueA7CdkgK686rHyDR4oDDD3D3ZwTMUnkAsMH2Yj/Zmw4pQAkhdoV5wzaiu5w7CEvs+992dnZUr9e1vLwcbATHLSF3jkhKpVIJ3YyziQy3m/iXgwjoWbdk5x1IOfMPmGHuYat5Zn7u7zsyMpLYB48PBEw4yGdeKSVmjihn3tjYCMEigcva2lrIUtVqNS0tLQVSAXlRhYLtcnvk9sXJMPTL7av/fr8D2WB7eU90FGIIsmpnZ0dzc3NaXl6+6bzQ9fV1jY2NhXfNZrNaXV0NMh8YGAglrsiLSouVlZWbANnm5mawIVyDbL8D+HK5HBoCghsAfAT4+Xw+lJpjHwYGBrS+vh5sJs/MmuH/HpT1M+IAUurhPOyWZ+b54xUv/N7t8V7D/QzD94xjI/z7ewWv6XQ6ZKRYI3sFQQzmJQ6wYoKXQMkxDt/rN5ngAaWUPEvUtyn4M3nFEz7D11csT9YhhFIcyCNv7o8dgpTdC9/zfa4Zy8Gf18klz/76cLv5asmDg/CNZPYkBbliA5EBJcGQb3H5Pc8WYzInHnh234/d7XYTVQF8hyATf4n/Rd/i6oDBwUFNTk4Ge7e0tBQa9EAqjI2Nhf2qVCo6NnVShnlCPq9GBPwoo780hJQwah5VxwrkZVLx4nCHKSUXhE9anE53gIbSo5h8H+YQ1hClocaZ6/nze/AcsycoRLvd1vnz54OzKZVKWlpa0tmzZ8Pk8mz7nRyGBw3uqKUe20PQHoMkP/zcs8SSQnBNB0hK0Hhv7u3NC5wkYC/c1taWKpVK6J5LuY7UM9o4aJ7XM7tu6FqtVmioQDdIAKMbRp6HOSfz2o8j5drOTsXNXGCPvFw6NrY4IH4Hy8xa8PmLSyacXcI4QLwwNwxnsmIDvRcD54P7xr+LnXbMRvKzGLC/1uHAmuCDLCTBCWtta2tLq6urIdhkP9Lk5KQOHz4cznsiwwJLK/UYUPbhSAp7oCSFDfFe2kfmjEA3m82GkjrXPeRHsOXyRr/5DMxop9MJHT4bjUbiKAkP9jw4PghHyn4zt9U4M0kJcMTzEhh6YACYZE9UJpMJlQyu4+g+P3MSkGvi0FljZEV9/xS2gOck45fJ7O5/85JA9oD6/jDWrJfTeTCHTpPl65cph3QAlGCffLtHvP4BD+327j49t5PoW6fTCTq9vr6uUqmUCFKZT5pncW3u5UQKz4leUdYMScN68b2gw8PD2traUi6XC41zvFzLbR5yZrjP96qngyBeW61WIhMOyKLcGzuezWbDOZ+dTjJLDKG8ubkZ9hTToCqVSml9fT3IAL2DRJmcnAxBN4TvwMBAkBG+DjKHqgwnIZxU5fP4wmazqevXrwf7MzCwe6TY6OioVlZW1Gg0wvpxmXvZaL9+kWAaIs2Dn5jEiyvSWF/4aNahExPuPz1QxP545ohA3H/mYJtrOGZy8hp75frD53xLDrrtY6+gLca0/Vb2SL2sFP/2DCXDM5lxxs1xhr8Dts2xKX7Hu5ry/h6sg9V5x/g9fR5dNjHxH/uzOHjhncjW7jXiRNJ+Rzab1eTkZMjCp1KpRKMyPw7RbRb22bcz8TweYKKfXANd84yjzxuy8wY9yJzYJU6uEeOsrq5qdnY2NIFbXFxMNEAiERRXb1GRwNm94FWwFP523zLe9zejgUEEHMTKxojLspz1cnbTJ0lSQrgEhC5sB8sYDBhafpdK7WYk2McA8PB7OmAH5Pg7eiB07do1nTlzRnfeeafq9bpWVlZ08eLFkAmEhQC89DMcnLgckI+/O2l5wJuXslar1RCwUQ4kKWQ2kTWBpMvOQQp7hZrNpmq1mqampgJTi6FmHnA2HGJPhz3mHycSl574YekYzLjEj8WOjPplarmfs5T+N0yPG0l3tD5fkgLQcVbZmU8vRZQU9mIR3GDE/IxE10mMkD+Ts8geSL7an1cb/N4ZRl9//Q5k7CX2rMeRkZFQ2r61taWNjY1wADWBx8rKik6cOKHZ2dnE+bXodaPRCCVwgDVKzTxz73utCQQAg4BUDC+ZEfSPP6zFGIhhR5gTHBV6400qPAvO79359DPQAS/Z9X3D/KEqwYNmqaf/7Nf2IJ21il1wQpBsPP/HuQ4NDd2032V4eDiUTS8vLwcdYT5TqVRwhgRjDmj5QwZZ6hFcrBPu4WsQHffy6n4GAYVntHh3wBPzjV5g+9i/nslkAsGSzWZDOTKyim2J1Cub98ZW/L7T6QSb4uCdjCh2hmt48xCaOZXL5eAnnDRz8pE5cBKDuXVg2A8rzoj9NoQcNoRqhRggebaROel0dqt7CADHx8cD5nAigxJ7Ss/S6XTolIwNYE4pM0YXHbTybDxfqVQKXVlpioXtWl5eDk03CI4cfDJvHnCBOQg49so4/agDXWFO3f75HMZBHjjIbSC/i/2q4wz8AuvDCXH0hvfCrjup6FtrPAiJkwX8jOeK9dG38vh7EcyjR+CXOMjfz0DW2C1/Ns8KO6HjmBCZeUUQsnNbxL2cMI0DHf+sB7qeQUbGBPmuFzEuieXtP4vxkw/eCfn7z/sZ2exuc87BwcFQheCkKPut8TE8A7LkD8QPcvK5i4Nh5IT8vBIRG+NZZeaZPgfNZjNUZyEPSPfh4WGVy2WNjY2pUChocXExkFXYLQhY9NaJS0g2Sv673d450V41+JpkvK9vae9yPC8/iweLAqPjTDpslANiqbd43Gg7C+CLwINTBxUoAIuL9vYI2MtHMMQAlNgIMniO9fX14JRWV1e1uroaGE4A18jISMgQ7ne4k+D5YL59UbjD5b0wVjCw3mhgZGQk7OVwhtDZaWfPPGjl3Sgl9uYIHlAXCoUALgCsKO3Q0NBNHUOZM+bHGZxUKpUo4eOZ3fj2Y3SQKSVKvqicHYyZW3c6zJfPHc7PSz4BFjT28MYQZIjI5C0sLISsBcER2QbujUGHldzLWbhD8HXrziXWeWd0Xy1bup9Bhpo5J7iETXUQyHocGNg9j43yvo2NDV28eFGjo6OanZ0Nc0In55dffjkRIJK5WFlZCZkabAVODMcCkOJZCZx8faAvBAKAHYICgCVZoFwuF0rzGe74X230S5p0u93wnE64OdMPewmBQaDmjYsgV6amphKglrJ49MLPYPTmE+l0Ouwv8QCGsk3APY1myuVy6O7pnWulXXtUrVaDTZCUWBO8ozt6bAz2g3lxFv8gMpiuV8w1YMJtNPcjuAEYks3FXpTL5US3UK9W8Uw9A7DD/bDVTtIxt+xppWQKf4Gfdj+LL1tbWwsVA/5++Jh8Ph/uwdrLZHbLQ+nU2i84ZHj2ivXpJaM8G+flgkEotfTKAfY+up7iV8le1ut1NRoNLS8vK5/P69ChQyEzwP5kbxziHacJ5JlH1j0y5PvFYjH4ZkmJ7q0EMmT24+E23vWkn+HEF/7G1zfkG77aCUnsYbyu3A95Bo1n3Sur5ThN6nXL5f+su5jg9t/t9e+YII79nPt+l6cT2vj0fm0168UxK7aE+/izOjEr6abA14lFvh/ja7fdLnPuzf+xNdgoxxisobhs1ElMT4bwXZ+nGMe7TA6KaPUBweuZPW+kyRpDRxz/8k7gBfclzF8cYPr/u91uaEgWN8+KYyNPamSzuz0owNtcW9rtBLu4uBjOYwWHcxY37+X3oEQ4XteSEr5/v7LvO4PpLDCGyDOKrtg+KLt0oyXd3HWKz+AYPOB0AXv7YAwIrDGZCyJzHKkbir2CE8BIvPhQoGazGTbt8x44Vxz0xMREX+whw4NmZ6p4NkraPLAEBDrL60cPwEKjrJ4188YFyBdWnLnzhQToHxkZCWBG6rWMB+xwD1iwTqcTwIobFncCBF2ZTCYEJXwO4Mvn+hkEyo1GI5QH8HOeiYHB9ACMOQE841xzuZzK5bImJyeDA3CQ53uE/fgMsgv5fF7lclndbjeUVRaLxUSQsxcJ4saa9eUGJg4mWYcekHpwhr4dFDhkXcCwYcTJfLHXgeejCcb09HQAemtrazp79qze8IY3qNPpBIA4OTmpbrery5cvhxJabAnkkJMZ2BjsCAaZ4BKwGDPqZDicHHPiw+UMCHH98fXpthDjD3DvZ7BWXQ+cmMKRdTqdQIy5PkMAEqCvr6+rWCyq2WyGoBCACfnBO9Ckxys/CMALhULYGyUlj7ggW0ZgzP04/5Gsfi6X0+rqarBlUvLIGJcBclxbWwuEDPbD/9/PQF7YSt6btePXZ28fNoSjL6amphJzQACKnmJfsS3Yawgpmq6tra2FrQnMeavV0srKitbX1zU5OalisRgy/cis09nNdo6OjgaiodPphIwz93Xg4QFUzNKjV1KyM2S/9ppnkRT0Tur5HEjM4eHhQIpin9Ehlz8EBh0V0UtsOYMgz+0keAKbCWj0hkHIiioIAnuplxlFByhpi8/A8/NLqd7x36PjyD9uctXPcDvFNSEpJAUb4CSLV7u4P8E+8nMvl2dAdmA3Y3sp9arKPOCVbm5wEweXHvDEWTU+y+e86YlnfJCx61C/w8kwJ6B8HTLcf3pJqftpyL44e+lzBE5GXjEOIBiRerrv2Xp0G5Lds918b6/gET3w5+HfbrvjCkXmrl9c7YQjz0agSJUUspeUODMavWB+eH7PDoOznegCM2CDnDx32+HrgHf25nlsw3Dsmc1mtbKyEvwb92VrgJ+p7HqAv/YjlbxKQdq7y++PMvrKYPpCdCaR38WBoDOX3rXIHZt/V+oZBGdtEGo8gQCyODDZ2NhIHGCLI2EBxEYRRdgraicA473Onz+vp59+Wuvr64HVHBsbCxMCa9vP8IDYF5aDQDe4yJ1yS4I5yiwB7p69dUYMeZBdKhQKqlQqqtVqQTmZDxoZYIAJppAjnawIZOv1ujqdTthjR8BIBi9mElm8XooQl/A5w9fPYLGRCUEOMdsZs2uub4BeDHShUFCxWAydB2mWgrHwcxKdPKEpBGx7KpXS2NhYADvtdjucA8Xz8ozoAUZMunmfMcOBgMuB94mZNebiIJwpg4ASeVMe6404cDIcSn7q1CmdO3cuALWVlZVQvlepVEKQT4nLxsaGarVayI76XPCe2BFABIEvLD1y51lihtvtReyEAVGpVCqwht7Nj/Xi7CI6Hzub/QwHEqwX7Iqkm+w385LNZkPLc54Pe8r/ATLMn7/D+vp6sEG+t5nsnjPoOFw+T3kt36nX68EJoteUC7EGnfX398Lee2WGV6w4MdDvcJCBXUSWAFHsA/fkPXHw6N3Y2NhNZbYu40wmExht1jwgj+fwfb0ABy/1Hh4e1vj4eCBh4qO1Go2G6vV6aILFfh2O24BI5t04R5lBVhxyzOenn8H7uP1lfUNgYAskBVCGjc5kMqHDKEQTjY5osEML//n5+UCkug0gAz8wMKC1tbWgPzs7O+EYHUAp1Tx+HI+k0MuAzxSLRY2Ojmp9fV3z8/MJXOPgHOKLShhkQoDtQVc/eu3g3ys+8BvMP3YaX+LgHZsCycFnPMuIf4o/L/WCQHo/YD9cJjyPB0T4K7+OBxR8xslNfsb1Ynzh5HqMGw9Cr/EZ+JD4/o45/DuesHGfzfCMZkw+x4SQE5Hx8LlDD90X8Izons+xB4V74T1/R/72941J8X5Gp9MJ57/jb+LnRycHBgYCbvNzJ/15sEeOyx1D+tzwe0mB7EI2XnXF+1NBlU6nwxYKKizwhdlsVqOjo1paWtLGxoaGh4cDobizsxNwP9cAY5CRZU6IV+Ik1X5GXxlMhOBKJvUWMcx37PR9uMJLPaXFEEm9xc5nmSwAEgw69/CJBYCyHwKWzOusUXRXLg9ifcQMTK1W0+OPP64jR46oVCppbGxMpVIpgF2yUv2OOMj2YBN5eDbGGXDO/0qn08FZeVoctgzggNKNjIyEjB6LkCwGzCUOOpPZ3R9ChpKzwjBaZNnQDfZybW9vB8DKdf2znlUAnO/FOLpT2e8AMNBx0w2xkxDSzfs9AXdupDxIWl5eVrFYDAAZeZNdoIaetvY0O6GEmCBpbGxM3W43GA3AP8/vf7vhdsLE9dsdY2xE3KjHDrnfANMNp7P70m5nRdYqegaQBTwdP35c7XZbc3NzibLLubk5bW5uhrJLqddNmnJAbwzD+vBMHDpG0yF3wOiZd6/kXZyAABjE8kKPsD84KndKDngOQq95BrfPzIGXVDnrKSXP0EKerdZu8xcCRoISCCwPjtiDjmOOM/sxUEJPmSvuh3MkSOOa2LxYr8nuIF9sF8Eo8nU7giPtp6EBIya9eEeeBZkjMwayo3spwR6BNoGjM+dkiWk2h7545sd9BgGlEx+UZWaz2WDrAfHeaAkCzt+R5/Q/EJPcwwEra+ogbIikoBtexUJFSLFYDHLZ2dnR2tqaOp1OyKqzZ2lnZydBAvM7fEAul1OlUgllqugO/QdSqVSorsAnYl+bzaYKhYLy+XxiHyrBdjabVb1e1/r6eiDBvSwO20bzIrZTVCoVpVK7WW+ui/zRMyfW+5E1/pxnwC6jgxzkjg+Xbs5CMd+sCdfROFvmBJUTf2TpPCHha9/3QWKLnAj0gBAyh59LPSwaE4Wxn3f75Z+HfOlngGkhvHhfZOHZJcer/m78AR/yXhAa/jnem3dzXOB4wPG3z6nbYpeh+xhPWnjgH9+b/7tPiGMG/16/1SY8K429Go1GSHzlcrmAhemj4fePA0b0CfsTVzh4Bph7o9uup2AD9w34CreZ4E2/TjqdVqFQCJU+rkduh70vCHvsPR7ChjgJ8boHmO5EY+PAgqDdrpTcT4kTknp7M535iqN87uPlXJISpancl8+TmeD3HCjqgvZMTKzwniGNQZAz8TDrq6uruvPOOzUxMRGa3cBAHgRA5Bm9JNT3RzoA9kxFt9sN5Ya1Wi2UOTlbhbLSoMc3IEu7wVEmkwl13cwPwYEztzDEDvYcvFWrVbVarXDsBBk8SpwArd41L16sznLGwUk/zBYZFwx4fF+fcy8LkXrOBdaIMjb23M3OziaemcWNbHGIy8vLgcmemJhI7A+g2cTo6GjYS4hxROeZT8ANhsONvrT3HupYdrHxj3Wxn0HQDAAmU0ZGfGlpKZBHrDkCBwzv5ORkKI+s1+uqVqvhbESOtoj3U+KgKQsZGhrS7OysPvShDymdTuvGjRt65plndOPGjWB43algP3DeAAIANU1y8vm8JiYmQikvgIq5J4vpTt5JHM+sHQQQRy9Yhw4AXGfIdiBTyuxwOgBIgiD2RxJoOIAkS8T9eR/stdtn5ohyNHwEnwfEZLPZ0FSl0+kEO4IO+bqEWEC2+CRfszFhcBAZCGf/eZd4wIITSPD+AwMD2tjYCHJbWVlRpVIJfpPgkrUNYZLN7nZEhJl2gsKHk4n4NwcV2FsvN6WbN9/BL3hpbjqdDsCFNct1PZhnXl9NLvsZnjnAboMHqOJgHWYyu3uGS6VSeH+aZ2B3IUKGhoZ0/fr1BPDEX/Fu6B79GJaXlzU8PKzp6ekgF+zzxsaGbty4EQKler0e5M1zEqDyLHSbTaV2q2FodEZDDmyOA1LWGccp7Rcc+nCw6eQ16xi9AMuB53gWbI/POToRZ4P2AuYQt07q7RWwALS5vwdm7nud9OA6TtZzfXTKM29uJ/gdwdtBDMeyTnDGcvHn9HOX+RlEHzYutsdkyjzIp7IBWfncxyW68fPEc+vy4nl+GLHE+8S/Pyj8vNeAuB8dHVW5XNbm5qbq9XqISzhOy+WLvPi364LU22/vsnYMwc+QOfJDL2Mdx46lUqlEp3xwI9fj/kNDQ4mtciQhSKbxzNgw7u94BNlA7Lv+v5bRVwbTBRovdBYcRgQDEzMhXiLkhsuv7ZlLgCKO2QNDvrtXqZu0K+Bisah2u31T2WqsJFJPsVm0fAbl4jm3t7e1tLSkS5cuaWZmJmSg5ubmAmDqZ2BAAIMoOv92phqWm+CPTNDOzk7YW8g8ICvPaPn5czy3n3+HkgNyyABx79iwU4qG8fIA1febFIvFsFeO5/LSMDdeLGx+hyz6BeJuqNFpn3d3cHG2iQApm82qWq2GPTWUadH9lG5lnskCFN+4cSPsa4MYgAGfmJjQjRs3QrlssVgMWUy6DtLsBP13hi8OlBnosAccccAJi+pGpl9Zdzqd0I3RgRHAFj30Mu3x8fHE5zY2NgK7T+l2Op1O7K8kwxZnFz3gKRaLmpiYCOfclctlffOb31StVksQYt5REPAUM8TxnxjEOhDyYIrgx8vvAY79Dme3nTTzEnPWOwGmr28YUZqVQcTA/nq1BrIlA+lZMtczX0PYCO8s7RkOZA9wxYFzH/QBMhNbxh/fO87wDAly8AxLP4P3ZK8678LcSr1u0R7cYRvZm0d1CNmtfD4fMoyQLwR1AAnm07dEoAOU0vvPHXC43ScLuL29rdXV1QTJQJCKTefnuVwu0RmY+7IOnHyIsyH7HR6YOJGGDAiCeUYHzXx/fHw8yK7VaoVyWLZ2NJvNmzo44hO63W4gJTmXFXvF59iH6Xu4yBzwf5o6pVIpLS8va319XeVyWblcTtVqNTQRgkS4ceOG5ufnlc1mNT4+vufRPb73uR973W63Ez0JfO16tnCvoM4JH/TVsQSBjpNOsY3AT/IdTzpAgPl8OJHFwCa47ZNu7q7tJLDju73wKvjSZdtvMMTzs77RYyfGnOj2gf66LJzw8UCSoNjJHg/443u5vYiJZz7DWmEeXVZ8njW6lz46vogDaJ/LvbD6fmXNfKPfyAVZ+vPQyTkOtnzO0fO9fAn+1wkP3s2xp3cA7nQ6obmarwX8JWsAP7q8vBz0xxNpkLeOA9CHmDzwmMV1Yj+jL/SCksdspAdmLNI4uMQJuKLxIh5gSjd3YJKSQS0vHzMoKAsTjvFPpVJ7ZiccyPhwNiEIziY1k9ndzL+0tBQYz+Xl5ZAhOQhW3Fkt3iFmFVEq3seBKgwr4MVBCOxpPp8P2bF2ux0+j7wwqs5Ika1BTm6o4uylBzMEQ4BT7j03NxeCBd4FoIXcmVtk4CUJBxHMu8FwNglGCPKE922322HPDo0x5ufnNTExoZmZGY2Pj+vatWu6du2aNjY2NDExEZjCdrutQqEQnBXtqNnTRgkY7DZgeGxsLByELikESu5MHES9GphzAof/+98M5t0Z3n4GBhhdhKX3xkgecJDV7nQ6Wl1d1fj4uNLptFZXVxMdRtmPVqvVgvwXFhZCRhSHyjw2m01duHBBc3NzOnXqlHK5nCYnJ3X8+HFdvXo1lJcPDQ1pcXFRS0tLodTObRl2ywMbdJsALS4bxDb4PlDWq4Otg7IfMYCLgwq/F+9HZ71utxtKBD2b6MErDpprAHphXPcCiXwWZ+qElwM5nhcZ+f41dNEdJs9HFpOAeC876UFHv3rNdaRek5K4UoZ1jawABE6U0Zl3Y2NDrVYrdJKFLOx0OsFuUBGSTu9W01Dy7YN7ci9JYS49cEAHCH7Ze0TJlaSwDilDRl9SqVRoPOPZKCcEmMODyPgQCHA/dIs5zmazYbsD78NaparH9Xh1dTVBvGQyu8eVjI+Pa3FxMQSS+D/Waq1WC7LlGSBGCLo3NzdDGf/AwED4GbIjoKfLPdslKIll60ScpWUeadbEdTyY9SPI9jPa7bZqtVrw+dg9StghCMFBrGmwA/rv61NSgnRyf+OZFg9eIAm8FJfruB3CzkEoOVke22ueEbvI/SAjPGvldktK2o52u31gOo3N8mAvDij9GTwY9IAQeXn1DrLxxIz7H5c3v+fa/iwxFoyHB0IuM793jPM98PSkAjqPf8DmHQTWw24uLS2Fd+QMbCceeR/fc+52wOXp7+YBPZ/n37632n0dZBTbpxipVG8vpldQYJPQYQ8e8SUcP+K9RXheJwNZez8siH4to68SWco7JCWCHmcKebg4Yme4UXDAQ+Tt+wdiJsSVEyHBKPkiQ+A+EW70cDxk5mLhOjjgORz8+TutrKxodXVV+XxexWIxNAXoZ+BIeQ4WGSUp/B7Q7Hv7fP+nvwfMN4dG5/N5raysaGxsLOwVXF9fVzq9u88G1hUFRGZ03MPZeoct3wPnQICMw8rKSnBIAwMDIWiYn59XrVZLZCVZFLy7N2bwee2HFXfHjbGVesAW2fNvPoNB4rMDAwMaHR1NHGDLAh8ZGQl7qmjmcOTIEZ05c0aVSkWFQkGPPfaYXnjhhUBSNBqNMJ/lclkDAwNh/xAyh8nl8x4oe2bJ2fcYqOy1Pvk5sjgIAC71SvX8ejwz8ga4kIVYW1sLWclms6mZmRlVKhUtLi5qdXVVV69e1cTERGD8r1+/ru3tbU1NTalarercuXMJcoV7YqQJDEdHR3X8+HEtLS2p0+lodHRUo6OjmpiY0PXr13Xt2rVwyDlrQUqeSUqAyf4k7slnuDd6hC3xoJW5w7btdzgD6fPvoIKySdavM/wEmd6wgTnAD/j6h7giC4dNYu0DlpxkRO9w3MgURpiMXyazu+/d11U+n0+AQw8YsZGe6UOmztT6XPQ7PBD2Z8EuxzYtJnmQO6QSwaaXdQ8PDydsLyXNXgbngI3sm2fz0ul0sOmSQvl5nKEZHBwMfsz9I1UbrAOA8V6kFXoCm35QpIkP7kFVhGc0nVzhT6FQ0OrqauiAXq/XA7G3sbEROne77YOQJTBfXFwMQay029SPc2LRL4JZx0XeOAuC1LtdYz8qlYokhexJs9kM9t23onAtiBr8cxzw72dATvgf7+HAGuX9AbEeCMSZcrAXJAzkv9TzoVKvSzzXj4lTbAdz65UPYCTfWoX+OjEfJzx4L2wjzZSc9GL9YMt9C0c/g3dx7BqXMnpmzbc6xTbHfSnfdQyFnXd/5Otyr+AP7Ozbs+JMpeuE654Hh3sFmXGMEFcbOFY4CPsxODio0dHR0CDQm/nRjIvnRQaUxPPuLhu3m+zr9oyo6z3vj6z83VutVui9wTm6dI9mjryKgDXmW2wajUawhwzuy9pwe8h7+JYqj6NcF17L6DvAlHpGgEXq5QYO2F3JY7bYFSpmQP3nAJg4CveF5hPlLBYZExrRcE1AFJPsAWGcHU2n04GZd1DDQslkdvcqnjx5UvPz8zp79ux+RZyQNfL1Z3JgiCNDoTF+BHPInMDMy/Xy+XxwaFyHTf2w0qnUbot0St+QO9d2dobn8/bsyNkXkxs52N5isaj5+fnEezNXsKcuFxazA91+B0DAgb/rGr9nQaNPBD+AvFarpaWlpQDOaV4DcDl06JDe9ra36b777gtNZiTpnnvu0d/8zd/oC1/4Qsi8eNBLkw6MD2vCS/BwqnuVCyE73ocREz97BX9Sz6n1M3DG2BDmz4MEwJw3OeFZADp052X9ZjIZTUxMhP3PS0tLGhkZUaVS0ZEjRxLnQfFne3tbjz32mI4ePRqylSdPntTQ0JAuXLiga9eu6caNG2GdjI+Ph/0Z7XY77EMEeKVSqZB5wkZgr9BhJy+85FvqHWMAOXQQzjQulyZwQOco0/OyLJ4JgMgZhu6kmA8anGA74n1rrGPP5vHduFzHZcacsx693AfbB4BnPvic7wfzYzXcQXvA4dUJ/QzsHvPGc3D0hJcjeVaPZ2O9UkbJ57AzyH59fT0BFt0OewZN6u014jPsr6VahPUHIEdP2efN+cOsS29yRbBEpQqZDgjbOPtBIHQQttqzN9hjQD7VH8i6VCol5qJYLKrT6YR92xARUs8HYHe5JgF/p9PR8vJy2NfJdYeGhsKeWbo5VqvVEFxjo48dOxZIs5GREW1vb4deBsiN56fKgRJ6zkzlPbD9bsv5jmfv9juQEZls1jXBCb7Cgz/p5oyUkzmevQTHSLope+I4EPvh/+ffvm4YcQaK5/EtJPzs1fZgOwnKWvUj1Vg7PLPb2X7k7RjZn99JWEmJTK6/O4GGlDwZQEoGpfw/Hi6HvUhlx3TYWicuPfhmzbucmHsnu3lWntfJLNeJGJPvd0xNTek3f/M39cILL+hrX/uaVlZW1GrtHmFGLxXI1Gw2G6ogeEfHsK6fXoHnvh9/5kRLHGB6wL69vZ3YNsF3vOzZSTsnDqnOotqI7/qc4nslBZvvxLInWfY79h1gOuPrpScoE0YozmYyADE4dEC5TxaCcpbKGVpn92PDQDBDaY8zTjhPB5gOltxQ+eLEgfFMblS2t7dVq9W0sbGht771rTpx4oQKhULYx9Xv4PlgRqVkgw7PPvA+Xsbre9r4PZ+BNW02myEzUSqV1GzutkBnD0kqlVKlUkkcw8KCYAHyXB6EMq8YdJ613d5tauMdC9fW1kJGiTnkvWImxecJfTmIgeMGQHlZCKBW6h2LQ9DNZ5CxM3E04zly5EgAwxARrAFKLwuFgt71rnfpiSee0NraWnDsBAU4CM/qOFB3fXHA/sOMRRxculz5GfLfq4TitQ4HhNns7l7hUqkU9BDHOTQ0pEKhEAxmo9EIIGdtbS2A5mKxqHK5rPHx8VAqnMlkwmfa7d19PzMzMyH7iH41Gg19//vfVzqd1nvf+17Nzs4qn8/r2LFjqlar+s53vqPz58/r+vXrocwNkOQZHnQHwiRmjJ2hh7UnMxHPA8+/V8n+ax3OyLujccYae4xjc72BUW23dzuWslZ5VoAwJXpkn8m28Yd1wxFFrF+yF3SqdbLKgQc6SPYS2wrJ4IELTllSWDOezUin0zeV1vfrTKVkJ0ovc+P+yNmDSKnXqROdhBzFZrot5D6Li4tKp9OhgiKV6p1hTPaKeaCUGD3EpnrAzf8hDp2gnZycDEGPPzNyl3oN3tB5QBHPzpqJCc5+Bvdy+cLo4+cgT/DbdJbld/g/P9+QhmOU3ENoII9isaj19XVVq9VApoAztre3QzMg9qR6eT7B5/j4uA4dOqRCoRD2TnKGHTIG3LLm6OtQqVRC2SykZkzWgLvYjrLf0W7v7rmGnAbb4afdtrC+WHsMiCX8KesOcpjve2WDr1f3+/hjJ/XjrJIHs05c8dk4k+rDA1b8hgc1cXdOt2EHSQbuVYbphLtnh/dKjPjz+Vpz4j6Wq5OfnjkG1/g1nGj8UdZyHGRyDQ8yueZeeM4D1oMY+I43v/nNOnr0qB555BE9++yzun79upaXl8PWrPi9+Zvn8ICfmMQTLR7Mg3c8QGU9eICOPNmCBmGNnPicxzWsCWSKDntzJSczHWd5Nc1eY7+2uv8OEuoJ3UsMeDn+74qK4fPgxAWDIgFKEIYPHCXOlOwVjhLFBwgVi8XggL18wwPUuNyD+/jC4N8YPhw+3+Ow5FarFfZy9cuKO+h0wxiXgxF0AFDcANBFl2dFRpISgJJ3wmCyIFBuymYBCpTBITOCBbqpwox3Op3EvhD2Kw4PD4dyXPay4DQdMLozYYHFxteN5X4HOsk7Ejj7oo6BHBlj39vl+5NowvCe97xHt912m7a2tnTlyhWdO3dOf/zHf6wjR47ozjvv1JNPPqmVlRW9+93v1l133aUHHnhATz31VACHrBOCI0DPyMiI1tfXw/MT4DtxEpe+xAHlXvr2w34XO+XXOlKpVAiOAW0wdu4Ut7e3VS6XVa1Wlc1mtbi4qJWVlaBz+Xw+6C/z0el0dPjwYQ0MDGhpaSmUlLGnmCNgcAbYiR/84Afqdrv6yEc+ounp6aDL9913n0ZHR/Xiiy+Ga0gKmQwCMzp4Uk6OrDxgcvbYgb0TAu7gYRb7Gc5suqMBQKAvrC/PTnqGgrIfgCy2k/Jsgj+OeLh+/bo6nU7I2rOXjOCHoIDrkUEkOHH7jiw8C7m2thbWxcjISOhqS4t5SpT5DraSwMf3+Tqj3K+svTzMfRyNZNA3qbcW2XPj2x8AdRCDkE/YALfDNOMZHh4OZxZju91PEXRiD8jKu68mwGQ/oKQEycP2Bjpk53K9s499qwrPFWclDspWS7oJlHnW0rMfNEviZzMzMxoYGAhN78gUAA7JFHJtSFwaJS0tLYWsIsEp80gQMjQ0pFqtpsXFxdCnANlAVh07dizYAs4j3djYSHR7P378uNLptF5++eUgt52dnVAizc+QN4Es8+5k0H5Gp9NJdOdGJ2KSCTlA4kvJ7q6sL+bDcaGvQX8nbAH6ib1CZthQ7INjSwfuHhAwP/zt9jV+Xq4HrkK/sIluWx279jO4hgfu2FhsJv92UiEOvNyXeLWGZxw908n6dbvFe/nWhniO+Hd8f+7Js/CZOMPpARWfjcnP+L382vsdPtdTU1N629vepvn5eV26dCn0G/BqLU+m8Q68B+/ncYFnyp34d72VkqWrvC/66cdUkeThuh5Qsia8asez7divOEZinfBu/G6v4Hk/o+8A05lgBzFSsozWGSYHNc7I8vIIkUUeKxyT6YGFKyvBEewTE8IC29nZ0dLSUqIMkowawAAl8kydG3cCLmfMULAXXnghNBg5duzYgdTlx3vtXE6+F9bLJZ3983lwIOAbfD37jNFFJshwfX1dN27c0IkTJ8L1mFuMHs/g5UlkR/1YDYIjLynIZrMhE+wln7DDyBjnQJDgz9/PwPB6cyjewUvIMPqFQiHB2rvDI+PzoQ99SNvb27rzzju1ubmpiYkJHTlyRIcPH9aXvvQlra2taX19XefOndPIyIjq9bo6nU44o43jXMgera2tJRpSUeoGsSAlGWMfsVH2IP3vGhiyg3CiyBWygSZJqVQqvAvypPwyn89renpaY2NjYf9dt9sNZ4OyNq5fvx7OpC2Xy6EcsF6v68UXXwxZ4Zi4oVR2a2tLDz30kA4dOqTt7W3Nz89rampKx44d087Oji5cuKBLly6Fd8BeAOxYAxwlQEmLs42dTq8DIXOAHcN+8U6QB/0Mz+BJSjgYnolgjGeKnanUK2HzcnUvv6Jkm3mDWMLmZDK9xmvspfQzlJ3Z5Q8ZfO5JiaxnwQkSvJqCvYtSrxEIALjV6nXr88Cn3xI3nskdN7rsBEgmk0mQEO12W2tra6GM00vcGd5ciWuwrWF1dVXZbDZUnhCwQ+Bgq9i/6ew1z4HuobOQsexrlHr+PpvNhkAIv033bPeZ/J7597LZfgc+F2KV67rs0FffB8X7YG9KpZJKpZLW19c1Pj6ugYEBXbt2TXNzcyoUCgnCdm1tLRClzLdn0JyQmZiYUCqV0oULF0Ig7qB9Y2NDc3NzqlQqIWNKppBS32KxqPHx8ZCx9yogeiN40OZBh9SrIOrHL7ZarVC+y/rjPh6ckXlyfwLR4PgoBtR8h2cG1HqQ6gGnB11x1s5LDlnrfMa3oWDP/PkdU7mOMRwvgpvQqXivaD/Dt7Wgr57x96oIX7c8i2c5PanglQdekin1Ej+eIPIsLnPifozvMUfIK/4dw4NMRvwZJ79j/OLBbZwI2s8gM4998L4WtVrtpupHx8H4SWyIb93woN6zmHzOfYT7Ov8cv+e67he9TJf7SAoErRPE4GTmBXJS6lXqub30ANQJiv2OvgLMOMXNi3insVihPMJmspwFwknwJw4u+by/uLMZmUzvaAypV3rLJGEcVldXNTExcZPBwCG5kfR2+85Mcz9nfFjI9Xpds7OzoeSr38HzkLXBWGCweQ8AB4bBsyxewhErIY4Io+2BCgfd8840UKlUKgnWq9vdPbYgTtN7yQPASlKivNMdMwvFg050J5YH+kTAcBDAxTMG3AcjCwDEGOPoXTeQMSCmWCyqUCjoK1/5ioaGhnT48GGVSiWNjIzonnvuCQu+WCzq5MmTuvPOO7W9va0nn3wylJ1RnlWr1RIdVXGatVotBGYMdA8j5QzZ32VAvBTkh/1+vwM5OcHE/j3PoAOmV1dX1e12NTs7q+npaV26dEnZbDZkMj3A2dnZ0cWLFzU+Pq7JyUnNzs6GdXLq1CmdP39e8/PzajabifPVAKQvvfSSzp8/r+npaZ04cUKtVkuVSkW33367Dh06FNYJzah2dnZCkESAhbGGHEJfyCi4/Fgb2BkCPdYbmYr9DtYd93AQgIxpXoA8kb/bBNYF680dvgdCrVZL1WpVW1tbIUM0Pz+fOCKK/W8EOfl8PtgOB+/oCTrcaDRC4I7+YIM88Eqn02FusctSL9tKZhg7iM1yG9OvvGPfEGeiY7sHucJ746/4Hs9dLBYl9TpwM8geYxso2ywWi2EOsSXYCsAm56tx5m673dbKyoq63W7oLM68E6AReDjJnM/ntbq6GgJTP4rFS8QdSO53OBD1v1lfBMW+1iA3eY7JycmgiwR1kD8cF0J5bb1eT6wlso4QXQBO3pnqC4KsSqUSAB++AV+7ubkZmpPRzIys68bGRmjQhE3gXlybzPTa2lrQNS+N68ded7u9c2g9UJSU0GvWKaQh64ogBz+H3vn1WZ+eneLZ3VaxniAMPFjFl2CX0Hl01+XAszkZksn0ugvHBLxv1SKw49+eOTqIrJpnxLDFHlA6yQTmAueBdx2HOFZ1+XgmmOH4gTlm7bq8Y/zO8KAKWbh99eRNnMmMR0we+HUPIoO5tramP/3TP9WZM2c0NTUVGijm83ktLS2p1WqFTt1OcDgZvLW1FbYTsC5YExCLfC8mQFyPXDYMMDBkKLbGyVfmARLW55JEmPsignb0A5Ib3+Dkg8/rfv1iX3swHbC6YrvhR5lZ4L74PYD0gARBO7h3Jo7JwaBQFuKdCnkuyhpYTFxrbGxMUm8fnQvUMxNSsgU1z86z+kJxoCPtLgTONuxnID9XEhq8uAy9A52XcfCekhJGmHd3VpJyRT4H8wo7g8Jvbm5qdXVVMzMziY6xZNk8tQ64x/H6c7N3hHmjo1+n0wkLChm47Hk2HC1Avt/hhox3cJBIoJ5KpQK7nM1mValUwnuzl2ZgYEATExNhbyAlhuw1XFlZSTD/x48f11ve8hZVKhWdPXtWL7/8cuhq6KVHZJgxWGQb3OnzuzgjxPDA38ePCvr6JU3cQXt23ANN1jn6g1PN5/M6dOiQlpeXQ4aBjm0rKyuam5tTNpsNOjo5ORl0aWFhIfz/6tWrajQageig7JC1c/78eZ09e1ap1O7e46efflqHDx9WOp3W4uJiMOhuv2Apc7mcSqWSBgYGQsk8c+H6hbNElwHlZP5iALDf4QSPryMvt8Fh4mT4ObrkgbivN56fQekkASFBLUz7yMhICMr9DE3WF47VnTAli36shncEZt1JvQwABFgul9PCwoLGx8e1srIS9sihbz6H7CPvV9bIheePmzCwHv3eyCGVSiVKSwnsIYmo/OC6Thp6R1eCRipHAHYO3iEA2O7AeXDr6+shIPAtELwfvqJQKAQmnPfJ5/Pa3NwMeuDfYV33Cw6lHtFMWb1nL7EVYALkyvySSeVs6GazGbqpr66uanV1Nci91WqFMyorlUrQn52dHV29ejXxfo5rms2mlpaWgm+lSoPtKlRhdDqdkO30jBX7x6kE2NjYCPrDGr169aoGBgYCoUMgBEnL+uo3mHeiSbq5JDK2UY5BpF2AyrYZJxVZ424TnXRBtuiul+U7JgST+LXwGzFu4B4E5RDvnq2K8QkyRLd8/7aXHvY7eBfkCwHoOMeDR54nrqLybD7r2wMTKjrAdQyv/OP/zEE8CPRZIwzHpL7O4zXvz8m7x/dCP+KE0qs902sZbh8uX76sdDqt48ePq1AoqFwuB5l5oAgxh12OCRwnYbkHvo9rUMnhR/d5xYHPo2Mb5O3VRswjc42NYE49y03Q69sJY7314Ngx/H51uy+61hluhOfMEQJzdseBjtRTMmfmYJBcAd1wO1Cj+QSLiPuwONmTE2dvWETOYEnJSJ1Ji7OnXCcOLiUFx7q2tqb5+Xldu3at77Irlwv3wzCyiMm+8FzOIjpAZ9GgrGQGeDfmxo0B3QodhEIocJwIC45N0Z5VIrMTM5g8P91E0RMYY0kBSLl+OSgDtHo2pV8Zu7Pzxg7skaJktVgsJhwb5bJDQ0NaXV0NraLZV3rs2DHNz8+HgJz7ra6uKpPJaGpqKgRCjz32mJaXlxMNmdhLyNx6mZuzgnyeeXenzYhLW/xn/PzV5Mk9+hluAzDYDvJPnjwZngFZsneOOa9Wq+G5K5WK6vW6yuVy0ElJWlxc1ObmZtjHOTExoe3tbZVKpZClIeufSiW7vwI4KKmv1+uam5tLkDMADN9TyDPGQMmdFXoEoEEmzIc3YTkIMM613G65TXUHFwMUfucltLwTc8Eg0Ltx40bQP/bWptPpxJ5HqdekBV3e2NjQ8PDwTY1JuCdBlh9Dgd1Dp6i6QM7tdlvlcllra2tqNBrB7gFSaZzmQWo/A/vrmS5soJdY8VlsJ4Psl1f7EHC3Wi01Gg2VSqUQiEIKZDKZRDl5Op0OTdsI6gBVfs+hoaEQvLPHkAYulNRKCmAU+0PDt+HhYa2uroYsHzad+fEAb3BwMARY/dprqVfmJSn87YQx6zGfz4emXLwPR4yw3in5XV1dDZlZqVdGyT7f2dnZ8H6FQiHYBscwVF0A+LrdrpaXlzU9Pa1SqRTILwadeb0zsDdK9HVIQ7Nut6tarZY4BqVUKoUMNSW1DuL3M6gGYGCbYkwFscFnmAuvVPDMI3bSSV3P1mOzAMVumxy/oLMeeHmTQe4Z7wulCgK7kk4nzyT2z3ogzDpymbod6nd45s+3G3ngG9tgx61xUIdtBTv5uiQ5I/W2isRZX+wpmDoui3bi0pNA3C8mt5Ep8+nv5EFmnICKP9/vGBoa0gc+8AGl02k9++yzeuWVVzQ7O6vR0dFQJQMBBPGJvXBf6kkwbD22Ok4OeeLMz4xlsE7cb0CEejM7z+66vriMSUL4M3jmE2zrOBIfDc707Xj7GX0FmCg+Xfq87IiXYSJciaXkobCSwoTEpVYIGSF5ahxHjnBc8J1Or+MdEbukhGNzJfFn8oA3Zp09UINVcjaj3W6rXq/r7Nmz4YiKfpt08D4YXe9iCdCFRfKsIXIlYwhA5/Me8AMGfQGwIFKp3tEYzCPXqtfrqlaroQtoqVRKBNzciz1C3rUKw+8lsxwjA1PjZSE8D0bNnRgO5yAG+kv2o1wuS+oFRTiv9fX1EFBCZDSbTY2Ojmp6ejo0eLhw4YJOnDihsbExXb9+Xd1uV5VKJWQ+p6eng3w52uaJJ54IZyEBMJAt5RBOdjhh45lmAp3YGfKebqhezXD/sGCzn4HeOWlQKpVUKBSUy+VUrVbVbrcDO59KpVStVoO9cR1pt9saGRnRoUOHlM1mQxMOsgScB1etVrW8vKyVlRWVy+UQzCwvL4eMDA1iCAgGBwcDWCOjj51oNpvhLFmeG9LNM08xSbK9vR0ILvZB8DsvbSG72s/wTFfMfvu6csfP/AB0pV4w6Xu+pd7eJ74b23J3UFtbW2G/G/NC51+6S5O1YU1wX6+iSKV297ih77VaTZISpeAOFDOZTGhQBonj2wv2AkL9yDsOHJ1k8IDeMyaeMXNW2wlAPgMR4llk5ii+Jow3OkngAgFJwE7wJyl0YgbEQ2qm070GQ5Aq+Bc6gvOMXoVANpfvxeVc+xnpdDpxniTvxHrKZDIhoIQMTKfT4dgcfHO32010S2cOUqlUqKYYGRlRqVRSuVzW2NiY8vl8IC4oUWR+IWEhYvFP7XZbtVpNw8PDoeRV2g10Lly4IEnhnGR8IPYEv0kmcHp6WisrKxofHw/PUqvVQo8Dxwi8y34HOMcDSbAVmMEJe/fFlOpKSRKf+SKAAThT8u54ElsLKQQhDbZxgI1eebKBd3Df5gGBZ/24BxjGdRQZemMcJ+bijuD7HY498e3Iiu1KXn0WP59jaAINTwLwGewqGI/rgSt5FoJ45s2zXF4tKCn4B37GXDB8rpA5tspxtP+ed3NM6QTHfsfQ0FAg+ycmJvTKK6+oVquFd3SS3oNGx01gRD7juu5bA5xE5/d7rUnXI67nxLPrIDLB3roP53n9Obm+z7njKJ7VfRWDMvfXOvoOMONyBBaEZwY9OORnzqJIPYF4RtAzATQEIsjBCTOc7fAGNV4mwb09rezGxbM8TDBO1YWOAngNOos1l8tpZWVFnU5HCwsLwcD3MwikMRL+jtLNbB+ycCPkWQN/TwfKvAv1/M4akqbnuxgOsg7VajWUnABimHsMozsAjBWLkEYvMMmVSkUrKyvBuTkT54EJ73oQht2ZNJ5xeHg4gHwCbUCt1NN7Mpnt9u7G8YGBAc3Ozqrb7erpp5/WPffco5mZmdA4Znt7W/l8XmNjY2EdtVotPf/883r00UcD40gpFjoKcON4DgdtzsiiC/4+6AFAmnl0w+TDf+ZB5kEEnOhnJpMJwVk6nQ7lv96F2MuqyIQTCGaz2bA3ir0K09PTKhQK2tzc1OTkZCJb1el0NDMzo0wmE/Z1AjgB7aOjoyGj02g0wiHMLkfWArLvdDqq1+sqFApBR7zE0MtqIAcA9hxO7us0ZoL7GTy3l9k4mxmzxqxJ9Ivn4ndk/NweORnkwMX1lgwW9pvAh+cjsG632yFjTXaG63gGbWRkJOxHzOfzWlhYCOXIAFNsvTebceAg9Zq/Sf2XfjsodZ/npF3swAEQm5ubCZLMAQK6w7PznsjYt4cQNEm9bQSSEsTJ5uamCoVC2MPN9gWARz6fV7VaDT7Ss8SSQhkt/hES0fcxrq+vB1/ixAbBykHoNX7Fs7RSct/y6OioBgcHtb29HY6HokP9xsZGOI6AM3DxU/jAiYkJjY2NhaqV4eHhENhubW2F6+M76/V6IvtYr9cTPR7IDlPGCj4YGRnR+Ph4aExGh1/sICTa1NRUmKPNzU3duHEjZBhZezs7O8FPHAT+iPeqs96dMAYP4RshAnnvOKhD7ozBwcFEhoX7sf0DcgD9Ipsk9SrPsFfc0zP/2KeYRMK/+NqPs6VekgsG9U6hUpJo2+/wtYzspd7xFo7zuKcThNh5bLhnFT3Y4bq+pvk5PsIDGzALsokxgPsClwU2OK6g+mGy9gQPMuD7Hk/0O/Bn2ApIqEajodXV1QT5zZxDmMTZQvxXvG0mjitcZgRtrAf3C96xHZ/gJfJOIvq64g92nOdz3+p+iLXBNTudTiDjwSn9yHrfAWacGg4X/H+CQsH2YnFdCK6QCCVmexkOXBCSN7FhYvZKrTs775lIP48NYcaLk3dwVtgdprNlOPS1tbVEjXU/I352V3BffHuBUb4TBxcur1hWyJrPkf3w4LLb3S2Dgi3FkRIMsQBwBsViMWTkUHgMD07CzxtzUoJAi5JTZEx2mmf2fRb7GQSzXMtlhIHPZDIql8shmHQyw7MFzNn4+LhSqZRefvnloPebm5thX021Wg2G+erVq3r00UfD4d3IDAO0tLQUQEd8LiYAgzPZ4v2oMZnjBiZ2FnsFmwc9fH7RE4LppaWlkBVYWFjQ9va2RkdHQ1kgrbspewMQbm9va3NzU5VKRVNTU8pkMqFkncDO14KfMZdOpzU6OhrO2WTP7MLCQsI5O8uN3PwZWAPsM3RjD1h35h/n4ZkiWEWetd+gR+o1O0P2yMADWtaRN/Bx4IgcCNbc3nJd5IxN9Mw6QI75wF6m0+lQfgRxQrkdWaDh4eFw9qm0e0g2c8XxJwDObDYbugA6UYFDJ8Dx4NhLnvsZXAMbh+yY7xjwxeQeOhGz9NgX5sSJNW+yhv/imlSKAObn5ubCHGUyuyWVk5OTiWdGP6empsJRUjSaYV7REew5zYEkhYoPMgTMP76mXxDOYO052cz7Qkxgt1mbmUwmADX28JLlLBQKgSSmWqRarWp2djb4g1qtFsgmZD0xMZEgzCjFpsTYeyMQ3N64cSOAR3SEMzHT6XQIaLe3t0O1Bccz5fP50FnawStEAPuU3Sf0Y0NYn8ibSiOIYXwasqRJFGuTChPPTIIN+Ty4AhuJDeDelGni/6hAcF1wOwWGc/sZ612M5zKZTMi6+2fI2PFvqXdsSZwdPgjf6ViYd3Pyz4Mtnscrldy+8Mys6djGud33f0Oqs2bB82Aev76khK3C9niWDPzI++yFix2jeEXPrcInjvdGRkaUz+f1zDPPhOqnOCh0gs/tqr/3XhU0yM0z0Qzm0IkC7Ao21hNlJHDwm3HfGSd5ka8TcB4j4I/jANi3ZuBL9rt1pK8AE2aHh/EsmbPHztSiXAgXJXXmyZ0vSgoI8OAvne6VyMSZGT6DUsSsCEL39HY8CHR4H/52Y+0T5qAexWCB9DtcaQGfzk7HgTSydufL72AzMPy+qDGk3JNsh783jCYscLvdDmfOUbIDwwdgwck7S09ZHM6Yd2y1WgEMsJBYTAB0zpRrNpuBZPAOgfsZBLLID7IkZuABDeyJlBRkyWdhyzl/9eWXX9Zzzz0X9gyPjo7qxIkToSnS0tKS/vzP/1yLi4shwCBrzxmh6C+B0fDwcHi+mD1mvmOSJWbeYt10fYp/5v8/iKAHY0anXdrxLy0tSdolHACunFNXLpcDEODcSeSQzWbD3meymGTF6QbH9X3tUEpLm3JkurOzE/ayMaeUBnW7veyxk1Ttdq8dPDrhRFur1QoNVyh1IhBB/wGdGPd+S+wdfEk90slLZdwBepkYpa7YQi8pRH5OrvB9gjkPMLk+QByZ8RzsO/QAiICAo4vY400JrQN0Gj7RoIXsFFk67NZedoK14XLar6y5lweV+CNKSmPy1AM8r9jwwBJZelCJbJlXt+keNHu/AQC729lcLheIL557aWkp2HT2/2Bz0U2uSXMh5tWrm/bal3wQPpEsKaXV+EUwQqlU0tDQkIrFomq1WsALAwMDWl5eTjTs4JzPoaEhFQoF1et1bWxsaHJyUqOjowE/0ISOtTswMBAymIBVzuZdX1/X6upq8HmZTCZ0ieVz+AcCXEjYYrEYgjf8zPj4eAju2D7AkTKVSkWZzG6jMo5gw+b1q9PpdDo8J7aR4BCMQFkl/sUblAHEWWNxlt3XCPeTbj4Ozu0igNeBMNfeC3PxPalnDz25IfUyUa6ryM7JKMefHtQehKx5PsfOELGvVpHEmmQtsvY88YBcmRPsk3Rz4I295/08KIJU4NoxCerJHb82tsPlg3/he/zxLRhx7MDoN2nDNRxXDAwM6Gtf+5oWFhaCDHgHdBQ/RqzDZ6jEIRj0oN0xpPsB5Ov+wquHuCaJKuQNjvB4xjORcXyCfCEHHL+57479cZyY2s/oK8CE5UBA3h0MRfNF4dnMmDXnmlIP3PJ9rsXEefDowa1H+txD6imIK4wbO4ToLBqT4P9H4P6sKJqnxWHv4oXcj6xdNs46OPPgCuEsFoxizHhj9P0dY/bOWTBY3Gw2G84YbLfboRRqcnIyzL8beMDIwMBAaNWOI6cUY3l5Wc1mU8ViUd1uV1euXAkdZFF4gkuMlG88J+joN8D0jonuRDDOvukZUEzQwOG8ADaM9Pb2tq5du5YgQFxPBwYGdPbsWV2+fDlkwFKp3Y6FlN6S5cM5A5RwwpRzOsPpQaU7b2dHX62s54cRI7Gx38/odrsBOOVyOS0vL2t8fFwnTpwIGWKyuNKuDkBGsA9T2l1/ly5d0vDwsGZmZgKR4d1h2ae9srKiVqsVshA4cfZObm1taX5+Xul0OuyBGhgYCHsFeW7IDuTKficyNu4oXN68A4DIATtrFj3HiRAE9DOcpXdH5eCAe/nv6X6JHvDOPLs30nBG2jMHBPJcj32VntEcHx9Xs7l7/iJZeW8wQIZkYGAgZCqRNWsUQIv9oJRX6h215PbFgY+khE3pV9a+BQP5IHt0w4FVnKXm3FYHa77e3Fc5ccr1uR6/HxwcVKlUSnTZ5d5kFhcXF4P9o7qEOSCgxN6ura2FAAG7Tokt9nxjYyPsm2ZN+D0PYhCQE0Cjr9zHG4OxJWFoaEhra2vBzkI6NZtNTUxMhMqJVCql0dFRVavVRAMYgOfKykrQZ7rDekXG5uamFhcXQ7aewIcSO/xfNrvbXXZwcFCLi4uSel3xG42GJicnE11ysUWQuBBokBL8zb1oVBJXtLyWgb2Lq7uwDQSQXtWDrcZ2YCuoKsDvOLmGjPi/2xfmFP12fXLixisG0BE+7/dxTMq64fskO/Dh7j9Zax5w+Drimfc7eCZf8zxbnBHk/ZAJvo659wxvTO5gW7w6ze0VCR3H145//RnjwJX7ISvHOo6lwKO8t5ObcZzAcFvZL0m1tbWlS5cu6dChQxoZGdHS0pLm5ubC7yGRIZb36uLLMzpZgqzieCgmGoeGhhIVc7y7D2yaJ4L8uvhs/zfy5Lkc3zkeZD15cMl1eK9+bfW+A0zYQK/H52E8e4ay+MJhgjxQAmzxPY/4HXBxfWeU+LmDd77nneU8y+OMMBPnbI0HLizaOEiOWTc3Pjzbq2VHX8tAIT2oj4Nt7s8cOGj1gJ1gjcAYgBMbZg9qOW+L9yRzyblbsJjb29vhcGrACQDdAxnKj9AdSogcMNAIgrG2thYWO3PiDFK/AQ/XiFk77oEcvYWzlGRQcbYeZALKYYG9fGhjY0MXLlwI+yc3NzdDRiGbzarRaIT/cz3PIFEOyx83ELHOeRDgpIQ7G//7Vo9sNqvR0dGgk4C8bDarmZmZAAAJMrPZrMbHx1WpVEIHZcDAzs6Ozp49q1qtpttvv11TU1NBP9LpdMhIQKxQDjMxMRHYSsiPRqOhhYWFQG5gzGkAggwpr8OIs3685It55N1Yb9g91qtnOlnj7P2s1+t9E1RSsuyKtehrPA5OHEAyRwQaUo+0Q5/3Yvpj+4itIfPowQaZmE5n98gG7MfKykqw8ZQH5vN5lcvlEPAArlxXWB/sg3VyB7/gYJx3OghbHWcXIBGkXiCLvGOf6NlxAI1nItwuSb3jNgiMHSRmMhkNDw+HTJ5nfQj+AZLYVylJEJTL5dBxmTnwUnWIA64LWdPpdALIdR04KNKVEZPXvAPZQ/RgYmJC+Xw+lPqSDZcUbPro6GhY1zQwkpTAKegoPo8GYBC5lNVfvXo1ZCAgGiEL+ez6+noo+SRLT1YVP8tnOGoGH8i6GxgYULlcVjabDR1oCaQ5r3pxcbGvjA/Eg9Rb3zRScntK8ynegTNZ3d9gU7x6jTXimIzPewkhGVO3zY7/0Ie9ALUHRgSDDAJL7OJeQWKM+Tyz6nrRTyDvzyz1gkLWOkGL2xRsjH+GteDPyb/3Kj31ygh0G3yJjNG3OGmDfPm+P4OkhH/DzsUZTycDuHYcZPN7/3+/OCWXy+no0aMaHh7WlStX9Ld/+7eh3wIkpyegsM9UzEHueKzihAPvyRx5Io7gkmoal5lje97bs497+SvHEx4HxddyMtkrlnwu3QfF5OdrHX0FmM4+uGGIFRYl8zJYVzAmhM9JugmwO0vA95gUB25et5zNZkMpJUYRhWaC3bD5ouBvNyz+WX8P/4yXgTko6Gc40+bAQOotSs8+8FyequcZnTVyQ88i8JJYN+x+HpTUO44AudK2neYoksL3HFwTZFHWCEjhHRYXF0OzAzei8T4q9kq0Wq1QkhSzXa91OKuDDrRardBYgHJFnAj7e5ANwR1zQaaFErN0Oq25ubkga845oyENmQNkRfaHvTyUy6ZSqcSxAgSXPt+su9ig7xVguiH7u0Y/8o2vMz09HdY8ZSBkSiqVSgg4AVsANd41k9ltTnL//fdrZmZGi4uLqtfroSSSecSOSArdRrPZrEqlkiSFTEer1QqdIhuNhmq1mtrttsbGxkLmhvJX1gVZAi91cbYbkO/dKSmB3quSgoDZjwTpl0X0INJLcPgd//dqDH4X64gTgfzfSUbslNshqbffg/VMFoNmMb6XHh3g2pTZE8DgRGnIQsaJYJ7GLPV6PaznZnP3WBvsBuW0/I53OQhbjR1lTyjP4MEha5z5x585Yw1B5WXZXMNBDN/H73hjJIINqkik3eOWqtWqarVasGfYTrf9lUol7HOmsRM+c2RkRM1mU7VaLRBEdNymozgBEEQEZBs/7xcgIgMnbZAR5z+yf4hz7Wq1WijBR5boZqfT0crKSggwsE2ZTCZxbAN2l3lcX18P56vu7OxodXVV29vbIQtMdQQ2hvUBUUh1BTbdSR7WC1uBlpeXw5pgOwd+kbW9ubkZOmUzx/3KmbWG3PxvL5ff3t4OZcHYWtdfJ8fBg15VJSXLKn2bEvpO0O73JHD1QDrGbjwzGJNnoEuwk4TYAt+ORKUQ9s7199VKc1/rwBd44OXkIzL0RIA/CzYcAsC/430k3D/6dTyQ8qaKkKU+Pz63yNZ9oGNqH+57PIMcYxeXrwevsR72O55++mn93//7f3X9+vXgZyBUIX/QO09mYfN8jyI6HeMx5Ace8D3ibLnyDLXHGm4rmSOuhT11MtMzzp55Zt3sFZc4DmFu0KN+kg59FYx7ICn1Jh8D6mDEg8Q4wif4lHoZA14yDnpc+RAQBhxBO7vi7BTPyd42DyS5n2cB3XE7O8F34uBNSpb1OrvRz+CalJF5htQzCg4SPChzNgvZO6DkHq6wbigIJmG0cGIEl+l0Opw96Gfr5PP5m4JSDDoGm+cny0OjDxYti4L34ns4bjJ6AKiDMDrxnLtec083BASfsPapVCoACsAbGRfOa/SDtgHQGDQyWLwP+13pHOnOGxkhy9hwxPoXBw17MdsxkPXvOqnTz+h2u4Fx516bm5uamZnR5uZm6MRLOaw3deAYi3a7HZpmjI+PB/CGsXeio9PZbai0tramGzdu6OrVqxodHdXY2FjIyLA/FrkMDAyEPVfValWFQiHsBSRQZK35GaXYMm9gg+4CrgE67rA8mEKXCBr6He5kAJw+/w5mCPwAwAQ8btu9+YMDOb+mOyzsiqRAiACQPYPtlRXs+wPsbW1thS6ecWDB+qecGFuYz+eDLnB9CC6qCFjHTtz1M+I5Rdasz3hPmrPGbmv4vvsz92MOtpzddj/n64ZAnCxyqVQKmTx8VhxQ5fP5m/wuNh+bBGGSSqXCkRmQi5SoMmeQkgdlp53Y4e+dnZ2wlkdGRkJJq7TbUbbVaml1dTW8MwFxNpvVyspKYpsC+y3JZjgZsbOzoytXrgRbDcHB3LTb7VA+iy33wJ8SbvyEN6lqNne78gJk6XyNrSeT6bIgi7a+vh72mK6vr/dNcqfT6dD9Gd3yZAGVBOCqSqWijY0N3bhxQ0tLSyEol5TARh60eLYHfcVOsgac0JV6zciQYxx8oB/8n4oYbLK0uw92cnIyNCx8NdCN38U+eNWJv4dnU/uRtweU7q/xEfwfjCIl1wPYzKufnGxjLgienUD0LKUTY6zzOGvr8kIezC8+Jw6Kffg8OZ71ctH4PvHP9jPq9bp+93d/V88//7yWlpa0srISArpmsxnITOSzl/2l5B28iv5C9rB2wAX+Bwzr14TM8WoWJ2u5PrbEg0UnrpCTB/PMBfPhOM8/79jPjx7az+hrDybO3UGBLzYAliu9L2DYIRaQdyrjmkyEB5UexCFUL+HyCJ/9AP4Mvoj4m995utpBtKewPcjECDkL4wa9X5aW4SCD67pieJreg2z/rAfJnoX1d9/rfnQ1JfgBPLAYYfZ8MRLMMs/UnAMkmXfPIsAobm1tqdFohP0mzC1AEFaf+fVSg36GLz4P4r3kkQWOk0Kerps8J/LwMkz20/B9jlbgfrlcLpT2xYZ+c3MzlFJhzBjIz42LM2jSzUY6/jx/HxQz+MNGHDilUrsZ3eeee06Tk5OBgW02m6EpDhlEzwTQ6CebzYaOxmS/0undBhlzc3PqdHb35505c0blclkLCwuq1WpqNBoaHR3VxMSEisViyFSi6+VyOQBJACMdTZ34AZRLPScNeYBuAJD4nqSgIxBkAEj+fRDBpTsUZzXdkfi8e8nMXgAeEMCaBGyi175+YqKC9+W9CoVCYt0xZ+xDXFlZCcAbf4HsuD9ylXrHSJGF8OwI7DENUXyfkgOCfgbXQMYO6nz/dpwldn/ngSbPz2exNx5g897I25vXOLh3oATp5T6ca9AIiYC02+2GgBNfx7tQacA+P8o33YbQSGOvg8UPYqBbXhVDdpF53tzc1PT0tKampkLjHz/zk+di2w+BBWsTe0y1RbPZTARy7IcnGIXYpskUMmR4ZRZ2ApnhYzqdTmhYRQlzOr3b2RYfg77UajXNzc0Fu0S1TTqdLAfdzyB4jM/CRmeLxWKoGhkcHNTMzExoxJfNZjU/Py8peUatb7lh/qjY4Xdk3ulazee9yoI1wlx5Mysnv1hTYDj8L+W9vAPX9swPvpc58y0PvmYPgpzy94sTFB7w8u4e9PA9Pg+pjR5AXEJuuR1Gn7DXrHX0EFvpwYbbbD4bE4xSL2nkwfJeuDj2Ra8W2BxUBpMtGJALi4uL2traUqVSCVsD6NvAljDWk9+bLQEQz4670DMvu+XnTirh39xuuU33+abSjes42eP436uVXIdigiAmJsG5rB+Inv2MvjOYKLRnBB1Y8EIOMBge5MXRM87CgRYgzRVf6gW7vtj93CDfgO9BjTOzPAvXl5RYUO7UfXF4BsAVAWOGDPodlIGiZG7gGG7gnDWKg9IYSPEzgLorI46KpjJemoKBcvYEpeZ7XA8ml4AUecbZDthn9m7gRAliR0ZGQkaKIIC9nrTb72fEWXl3NJ4FgpkCOPAzQADAHDliSBqNRvgMuujkCu/voJjgpVarhb2EbtDjbLODxR+mex5wvprBZ3AdX8v9DOYaQwkrLymcJQe7jO6nUrtZxqWlJTUaDVUqFR06dChkutbW1kK5EyDBiYBWqxX2NA0NDWlxcTHoLccKcZ6rZ2Wazaamp6d17dq14JAB581mM2Q5sDeU6ntjIOTH+7bb7ZA58hbyfJ8Am7K7fgasaKvVCiDDbUH8b7cj7ijRf4Ag+oqee7YOHQF04tR4T1hfbEuhUAj63G63Va/XQ7Doz0zzJmwMdh4Qhd0jIHJH2u12Q+aSLFs+nw/ZZ3fU/QwvJfMSJ5c1svJmYA4SyJi4c/fgknnl8+iTpMR3IN5iu8AzQNhgR3yPaLPZ1NLSksrlcgLIEFC5DYfJ99Jnz2bQoIx1369O897I2/cL8ayQD8PDw+G8YcreJYVAGlkyVzSTiqsKMpndPb7oo9QjJtA/fpZKpYLPZN0AUHlmAiPuwdoHl6BDTsDy3IODg1pfX1ej0dDa2loohXWCGxviZPN+B3JivSHDgYEBlUqlUGnCWdiSNDExEdYqx7I4qe1YCluN7Kh0Qu7oEyQG69VxC8fMYKMkJeRNGbEHY/gLKiPwze73JYV9sENDQ6rX64mGRsg8PtdzP8OJX1/32D/fhsA8OwFIoFKtVjU6OhrIUWwlBApycOKQSkAn0IvFYvBz2GP3I3sR1FIyCIyz1fzMbV6c3XSMEeMQT2T0M5xEGhwcDM3mqBjjZASaauHXHSM7lvWKPMeRTpw4gQEZ5scZemBIwsV1nefeaz37+vLss38njl0o9fcqUdailOyns5+x7wATpsyF48EbC8TBL47NFZPyEQbf8Z87MEHoroj8m9IJmCYMnQd5zo6wYOPg1xVf6ik/gapnt+IsYXwPZNXPQAkItAgu4+AxDjhj9s7fxRc8jCvD3x2jJfXKQtgIjawoX4ENh82GifGSLWdomBdIAJ4hzrqhD/zf2RZffLDK+x1eOug67UQKhtiDFgwI30GnnKV20A5R0Gq1QokeJU9epul7aiQljKoHnw4qfK2gA26I4/W313AW1L/nOt6PnCWFoIr9dmS4kfnOzo6Wl5e1uLioI0eOaHJyMhx4Xq/XdePGjQCuOLqEeeE50bNCoaBut3dWn5cmDwwMaHZ2NgSM2WxWq6urqtfroQMkx50MDw9rfn4+7NVAN8mApFK7pdEEw57JZv7RbaotfJ3gBDxzLUlnz57tS9ZkVZzIcIKCP3uBFuy5dPNZqgTfAHP/nAMMdJl5hU1n7rEflMxiL2GLIRPT6d39bpVKJZQ0YoewBzhKwDrzga/imAiynOyfBUA98sgjfcs6JmOwEzETzLrFJjrYJmjjOvGa3Yvo8euh581mM1FS7LoFcMRew7Izb96kh2uztggaAdiUdTEPfNfL6Dwb3ul0gl3b72CbBu/sgTqZcUqB2YN57do1ST375XvvsK+cTZxO944IQS4cjwO+oHmSV1EwPx5cZjK7Xc7Jmko9vw5oJUCTFEhG7CFZWZootdtt1Wq1oMt8Fn8dl9f3g0EIrCBnWNM0GMI2jo2NhSqBTqcTAjfkuLy8fJN95t/IFJ13/IZe0m9AUiDfuA42mk7qnjVDF/GXXJf7eNMVfIiUxAOQFY5hvCQSuV+6dGnfcpYU7CLP5pUuTmCjX9hhfs+7jI+PK53e3bpULpcDyefbBJAh2IOAG7/neNi3srDWKK/3IB95OD53zOkjDjK5F3ocjxiTeMfX/Qxs08bGRsB5+D5sHmsSsgafTcDuxJKX9DpGZb6YH485/J28wsXxAPjQcR1+2St0uB7+0nEh/3b7i/yZH39+nptrnjt3bl8y7ivAxLG4IZOSbdk9q4JBQVFjJXIBYMS4li82GBY/KgDnB0hlUh0wYcC8pCDO8vHcKI5PQFxy6ODMs62eiYCl72f4/i6eBRDiJVVSzyj5QnWg6HPjBp6AiWf14JDFgJJ6625/noGBgcQ+BX7uJa6+YZnmKqnU7n4r36vii9Lf0VliFh4Lf35+Ppwxtp/h+0ylJHPG3O5lhFzPmYN4T6QbaN7Pm8Z4lz5v7NFoNLS+vh70VFLCSKGTDvw8SxEbZddZDxj2Yg59eKB9EOBwfX1dm5ubYc4pH+l2u4nyqlZrt/FTt9vV5OSkMpmMZmdnNTk5GTbfu6PnOAJ/bzo2Yhv8XLlKpaLJycnQqKLb3c1yTU1NaX19XXNzc1pZWdHQ0JDGxsbC+XRzc3Ohiy/gA/KB8u50ulfC65nNOFvh84bzd7ty8eLFvmQNqHVyBx12EAFQQn9Y//x7r2wIQabLgPdBlzw77T93Ow+44ToAbCnJxnIuqdRree/HmuRyuUSQR3kT9wXAAcg9w72zs6NvfOMbfcnaG/tgF9yHIUu3zU4Kenk0a9t1020+/tK74XJP7Co+w0uJmZ9isRhsDNfmrOJyuRwCBOaKQQk6vh/ZZTKZ0KiGJjtkAqSe7cGWHQRJhc9HD1kzEFZ0NGdNSgrbZjyAxL4VCoVQPRNn8huNhqampgKOKBQKoZybsbOzE/atUjLL3PnzgS/YV+++EVzlwQ7rjmZ6i4uLWltbC9srfF2hH2TasLX7HbVaTYODg6pUKqFHAkEhjbMoMSUY5D1KpZLe+c53qlar6cknnwzktBPPUo/w9jJBScFmYwNIbDDHvs4J4r2yyvEKw3s7xISZy9BtIzoLSZLJZFSr1UIwSFZtYWFh33KWkmeU8xxuL3yrl5PerAOaQbGHcHJyMuHnvWKBbDNBJ/aBkm7fA4stprqGQNt9lW9T83Jo5g858XccWPJZTx7EeMSxKKXX+x3r6+th/aE7VGBks1nV6/Xwfl6Z59vAeF4n15w84W+wKnaJ998rYSD1Tm7gb3A99/eYxH2BZ0HjrDByi3Gf4484Uw7RuV/iZN8BZrvd1uXLl3XbbbfdxIITVccPzQt6it/ZDSaNjJr/3qN6nCaCcUPFMwB2uK7vw3SgHqejHfT4u8bP62wzICYGZ9lsVufOnUs4qv2MZrOps2fP6vTp04nggWf2d2efR8yU+8AwubPrdntlxSgr7+CLwTNyzpp6iYuzhc64wZZJPfaZ+cIZ1ev1sLk6m82GFvs7Ozuq1+uhHT8sLtcYHBzUI488ktjn8loHOn3q1KmErKSeA0O2nq2RkmDZS5k9A+NZTvQS3WOPDz+HrfWugrw7esjRGXuRHv5scTaJsVcAutdwxrnb7QaWuJ/RbDb18ssv64EHHkhk+9BrGm1Q7spxHXQhrlarmpiYkJRsXuJnNUq9DHu5XJa0W+rF8R+UEVHqzP3RyVKpFBjdhYWFRMYzk8kEQsMdjbRbTkW3UvSR0ud4rpzl9CCETPbZs2e1urrat6xfeeUVHT9+PAAhZzBdL5zVxNa6s+Szzow6YHG9dmDtwSq2JpXqNVYim0kpL0QX1/asOn6CfV/IkPJ53jGVSoWfbW5uJjIgrDmCwcHBQT333HN9B/OtVkuXL1/WsWPHbioZdnvl7DC2wcsDPagmcPbMswfxcWZyr2eKsx/sS5SSx0dgv7e3t0PpOR2sAf7MNQEBHbLx2TyfZxbx2djD559/vm/itdVqaW5uTrOzs4lMIdkvJ1B5LuaELrfgCM8KSQr6QmZsY2Mjoe/Iu1AohCwmxBE9C+gPwDyDbfgZYJx54zNkCwnY2HOfTqe1tLQU/AqyxK/if5ENQPj8+fN9YZDt7W098cQTev/7369Uavd80M3NzXBkUKlUCvjK34/1fujQIb397W/X/Px82MuOTjkx7nbUcRr2ANLOiWh+z3tzJJUHNVKyVBZ5ox9kqCCq4v1tzFtMyPv2jnQ6rXPnziUy1PsZ7XZbFy9e1G233XYTAbWXb0dvCTCz2Wywqd5ABlKArDOl4o1GQysrKwEHcj8ydyQN4mNq+D2NqDqdTgh8vPGNrxUfyDLWS64vJbefxZlNCN5+xs7Oji5cuKCxsbGwVrF3bNmgyR86hr93os6fF7nHftNLm/Gx2F3khm5j44vF4k0EC/PswWa8DuLA3vWWn/Mdly32zQPmVCqlS5cuhaaSr3X0tQfzqaee0smTJ2+K1lE2NxieuXJn51k1X1A4BJTMgzd+FjsVfo6Rw+ByDxgoZxQ8WODZGXzHAYLU63CFw3XnzPvB7rz88sv9iDiMb37zmzpy5EjC8BLIS73sKkbC34F38nnyEQNC5stZb0pfKH/xpiSU+cVltlwHA4fMkDkLi2tS706pDc/NvqtKpSJJwVjyrPl8Xqurq/qzP/uzvuX83HPP6fjx44nA3fd3eXDvAFK6uQsxQN4XPPMF6OZsL9dtDD9ZAUoHYdfX19cTbKEbizjD5AGkOyiMSpy59Hfx4Qxjv4ad8e1vf1tve9vblM/nValUghH0IGB7e1vFYlGjo6MJG9BoNALopppia2srlAOx9tnPSaCRy+VUqVTC3G1vb4eMDMPtAACazr7ca2ZmJjQUIkMK0ODeOBn2AzJH3qAJRpP9RhAGlC299NJLPxIJ8HeN7373uzedD+rZMifPnBBx0hDZOBngztVLu7iPg3YAJcGfBzSdTkcLCwvB2RNYIS/AjjtuMj3cBzvMvmyehb3gPDtVFl56u7Gxob/4i7+4iYzbz3jqqac0Ozsb1gzBo5NSyM+7cwIWYpvtDLVXpLi98dInSSEAhIgC+GB3u91u6DDKdaRe6S0ZDDLD/J5yc+YbUEQzNs7yBTixXmjNL+12b/zKV77St5wl6Vvf+pZOnz59E0FF91yCYTKCBDbFYlFra2uBREFPyEAWi0UtLy8nOh0DsnK5XMikU9rtPoFrQDZCTno5pu8LlhRKQJk/7AHZ1mZz94xJcE29Xk8c7yP11pf7pZ2dHT311FN9y/mLX/yi3vrWtwY9HRkZUblcVrFYDHYVYB2TZsPDwzp9+rTuvffesG+U0tlOpxO+581zwHNODKD/vJ8TA15R5OWEXv7sGI45LBQKieQD78FwrIR9Yd7Zp4uNv3Tp0oHY6vPnz+vMmTOJd/QkDoP384B8dXU12ARIWa8swS6WSiUtLCwkznbmfuBIMBvvDN7AFhFkgtfppkwgS2WL4wXk5XiKnzM8TpCSDSfR6X4zxYzvfe97+tSnPhXsHfqyurqqlZWVcOQOdpEKAogddNGzzNhND4jdZ+GP0HGPZ9rtdqIpEPu/kQNz4YSrX4Nni4lMZMgz4O+Zeyc0uT4k2fnz5/et130FmAsLCzp//rxOnz59k/C9Bt4jZ0+98kIorL8cwxlIJsZBNYrBxnecpU+eC1PqpZ/dwPvgOx40e2DnwaSX9vFdlOz8+fN9Zx8Yc3NzunDhgu66666EIQWEAWL8HVz+cYaG4dkBDy5cyZABexydmXJmBBaIwAjnzeKMFZ+spmfhstmsyuVycOhkp5xNjAP/bDarhx9+uO+9atKuYbl06ZJOnTqVID7cIKJHgHQP0AFdPCMGnWvwXTdCgCGML01j+D/ztLq6Gn6HofcMfDyv/u9Yz/m/B/I/LAvCdxqNRt8Zecbly5f18ssv6yMf+UgAToODg5qfn9f6+rpGR0dVLBZDMD0+Pq5arRbW1ObmZgAIAOazZ8+qVCppdnZW+Xw+MN+ZTCYw7c1mU5OTk6FsDoADMHEyTOqdM0f5Zau1e8xBuVzW7OyslpaWwvl6zAtACntH5hWdYY+cZ/iYA+by4sWLfZV8+5ifn9e5c+d0++23B9vIevKgEVsJS+uO30kJQI07t5hoQYaAQ9/346CHdUOpoR/h4TaoVCqpUqmE7E673Q5Hl7jcCEIdeANMvHwLZy9J3/nOd/TKK68ciKwXFhZ0+fJl3XHHHWF9olNuL5AV68ntsNtW3svBpttxZOVnnAHEvUSTzI7bFLc7ZJA9E43sAIv4dvwp4JoO4U5EObtONcL29rYee+yxvjPFjKtXr+rpp5/W3XffnfDvgO9UavcYEi+BgzSleQfkBecRNxqNQF4MDw8Hn0dXznR6d29bsVgMawA8QSYTm07JIaC70+mEbCjrhJ9ns9lgE5AZASZzAdjkd5BVDhDBKqlUSmfPng3nfvYznn32WT388MN68MEHAylGkAGecnLVdRZZnjhxQmfPntXy8nII5jy7Q2aGNeCNZchKj4yMJLpfesBCoCgpQWJhi7Bn2HMqIDw4dhLLMYlXaRFQ8cxbW1t65ZVXDizoqdVqunz5ss6cOZPIdKHTjjuwH4ODg2HvJNuNIFixt57RBF94qSs+KN7OQKBBVZHU682B7roOYFv9Z35cknRzE0rHV07K83NGu90O/RcOYly/fl3z8/O68847EyQdx6B5Asuzq2yF8KRYnFRxny4psY2QtYK9Rp/a7Xai6R3JLP9unJl33+fXQ85xDOY+fS/SkzXX6XR09uzZfWcvpT4DzG63q0cffVRHjhxRqVQKGRZXJJTH96A5GHbmRNoVGEyWg3sm050zv4cNYJKYOLJsDL8HYJFniff54RBwUlKyrIKBEnlmKJPJaGtrS88+++yBMFrI6Wtf+1rIrsHq8dzIy42og5gYMCMjgkDADzL2MhaYVwCZb8R35pDFQTaT58K4edkF9wfwAU7QEY4nYI4bjUYoGWIu+FOv1/V//s//OZDsQ7fb1RNPPKFDhw4Fh+dZX89ao+duEH0xe+Dp2QYHZpRiAfQlBZDiTtbJGAyPO2Pme69g0t/NnzHOZDMATRguN2IHZdil3Tn83//7f+v+++/XiRMnEuWKHDxerVbDQcTso9zZ2QmdE9Pp3QYPx44d0+TkpJrNpq5cuaJaraaTJ0+GIHBubk61Wk3VajVkPcnGuDzcUfiaQXaDg4Oanp6WtNvwY2BgQGNjYwG8sicKJ+77W9BdKWknuI/bmoWFBT333HMHZj/cVtMRLy77xs56ZtOzcE6uOOvq+u566FsOcJSux91ur1QWYgZ5kCHyDtZ0ffVmLtgO9goCqmjihI30TCrOH5Z9YWFBf/Inf3Ig9gM5fP/739exY8fCPkXenUyA1OskjNwI5uIMMfOB70F3kDPv6CVq2Gu+B9nVaDRCAMm8MpxI4bm3traUz+fD8/teZrLBgHmASXysk5/pW6/X9cUvfvHAZN3pdPS3f/u3Onr0aHhmqh7ItmUymVDZQLA4MLDbdZxOm5AWjUYjHAXl2Rr2a6dSqUBMxVsFJiYm1Gq1tLy8rI2NjT3JcvScAA05UnlEEIDdd/KAQJOzeJ0wYTjgXVlZ0aOPPnogNqTT6ej3fu/3dPfdd+vo0aMJkiL2T1KyYQh+nQRAKpUKCQGwh5MwBC8bGxuJ86E9YIkJMWTre92wOZKCnWENEWA6+eBHUYCLWq1WkDsJDkruCfyWlpb03e9+90Bt9TPPPKPjx4+HLCnriVLV2D6jV75HEll7aTxzsLCwEII+Pk/2nQQBJbfolGNrvy92Iq6uADt65RH2jXnB5/CcvAfvyLUY9Xpd169fPxA5S7t6/fWvf1333ntv2KKFnDyjCbGEXtE4j2fz4BxbyPtQpeb7/p2gdYJ7aGgonCWMDkJesRbi+MrjKg8SpWRlmlfRxNjRr0cVwcrKSt8VVH0fSrW6uqrHH388CNM3oDqYdiYpZr1dGM1mMzDdbmBjgM4EcU2MFtG/n4PGoosXHAvU25XvFWQSaPneAv4moIszAU8++WTfTQzisby8rG9/+9uJYDZWKjc6nol1OfGOGAoUDSPuexIwuDFL6uyL1NtPwv4TFgigBidOO3BKflqt3aMjrl+/rpdeekmvvPKKFhcXbyr3ZFFzFiS6trGxoT//8z/XjRs3DkzO6+vrevzxxxNBowMiz4z7YBFzbhoEBkwzpZSUN3EcC6WXvA/AhUwxQSX/3uuZmEM35PH/PWMkJfdWMjwY9jWHXA4KGDKuXbumP/zDP1StVgvri2CtVqtpZWVFuVxOExMToYED+8NKpZJarZZu3Lihl156Saurq5qYmNCRI0fUbrf1wgsv6MqVKxoYGNDMzIzq9bpqtVow3LQhv3jxos6fPx/OW8OpuGF12WWz2RBUMs/ICXCYy+U0OjoaskI+R1KvmQuMubOlnU5Hjz/+eKJ5yEGMtbU1Pf7445J6lRbYK56d9/MGD9hRtxXu/P3dvTwWB8xnIaawzcjV5Qxo5oiOfD4f7JDbN9YZ9oXusLVaLdHQBBvENQmCcPY7Ozv62te+1nfDiL1k/eijjyYAtweFse3lWXxdu4x8zQKAfN+/Z0YBw26rkQV2BZYd/xcHtcwZ9pYsHZUlCwsLunbtWgjECBAAqwS2vgd5bm5Of/zHf3ygtlra9YsPP/xweDdIEt6dgPjatWtaWVkJ59wODw9rZWVFCwsLqtfrQW+l3hmCrFGqahYXFzU/P6/V1dVQUcJ70jCIAF3q7R/E7pMJdhLLSQA+63u9XLZOoICTmDP0mnX72GOPHVgFhLRrq//sz/4skURgTYH/HCdIvfXdarVCRRLVG27zAPSDg4Mql8saHR0NRIjrVT6fD6SjB7lSD+9wTcdpfI6McqVSCXvl2WvMMxDk+z7LgYEBVSqVQKBzz2azqUcfffTAKtUYYBDWO7aQYAQficzAbqxl9kWzzcntzNzcnBYXFxPzSDMscC+4AX1z/AD+2QvHe2YSG0szKN+ry3AyADJH6hGwzCl/rl+/3vfe7XjMz8/r29/+djgjmWPMCoWCqtWqKpWKCoVCeFb8D4kqcMurEYDePNIztQziD2/yhb3l/sw32JzrOK6XekeFSckGm17OGych8OOO53d2dvT888/33cyxrwwm49lnn9Xdd9+tycnJYDhY/B7MuWB9MhCod4OTehlKZ/4cFLtBiUt/JIVgif8jSI/wpV5XToC871OKz65yoOmBLuxjKpXStWvXDqzcKh6PPvqojh07pkOHDoX39kBCSnbxdWDiRiaeDxwd8sDh+UGwntVy4+vztb6+HlqpM/jO1tZWKCPhmAAAH45Y2iUtMJoxeQAY51lfeeWVA9vP4+PcuXM6fPiwDh8+HOTspdC+h8aNIO/DAOAyD2SzYGk9EHdQiNw8oPQMpDNQscHgM/49Z6kYcaAZX8O/Q9B8K8bXvvY13XfffXrve9+r0dHR4MTJBCwtLalUKoU9MyMjI7p27ZqGhoZ06NChUFK7tbWlsbExTU9Pa2xsLGRBz507p6mpKY2OjoayQYBFs9lUsVjUSy+9pHPnzumOO+7QkSNHghN0p8dAnsxhvMfK/1C6RIMKMhV8V0ru9W61Wrp+/fq+24L/XePZZ5/VkSNHND09fVPJueuz1MtC8BlsHjrpzPpezTE8UEFu7szQNy8pQgYMbAQEICWBfIe1Cbje2tpSLpcL5W+SEllR3xvY7Xb17LPP6utf//otkfULL7yg48ePa2ZmZk+CCtm6vcVuI1sHzMjLAZoH+jHh5DaKxihkdcjGYE/RaQIyL1N2MpDsqFe6ULkCwIUU4DkgYc6dO6e/+qu/uiWyfuaZZ3Tq1CmdOnVKqVQq2OBsNhu62AIIyShcuXJFjUZD4+PjyuVyOn/+vObm5pTP53Xy5Ek1m81APJC9XV1dTQQXBKIEfBCsAH0CKs/8DA0NaX19PWAGQCD6AA4hSOXzlCr6/lInmcEs7XZb58+f17PPPnvgcv7Sl76k+++/X+95z3tCsEBg7/0a4sqvnZ3dY6fI/MVlg75FIp/Pq9VqqVQqhQDWiTiwQK1WC3YUuwHeRMeRCRiSrCVkNwEF++x5Jk9g0FU13g6TTqd18eJFPfHEEwcuZ2kX29xxxx2anZ0Na819jZTsCuoZW9Yra5agb21tTUtLS0HnfM+slx4TmNbr9QTJODw8nDhiDJzn+ufBFYkBAuO48zuyhJRy2yj1yktTqZTm5+cPpNx7r/GVr3xFx48fD1WY6BA6yFYDqo68OgK5uW+Mg0Unr8gSEvP4UU7YCU944Q+RD3ES8vNzYd1fMKd7JSP42wNej7eWlpYOJFN8IAFms9nUl7/8Zf3Mz/xMAM9SkoWQkuWD/M5TwezhdODgZSRxxo5yIxeMB5sYeUAlQiRY9ZS1Zyx90biiYEQ5sJeF6Gnn9fX1BHN90KPZbOqv/uqv9KlPfUrFYjE8G+DOASPPB2PqASiy5z35258b4+TZM0os4u95RpOmPF7GAhPW6XTCUQ8YGgwmBt43rvteA8+yttttLS0t6fd///f7Pmd0r9Fut/XYY4+pXC6HJg7OXCFHjLiXFrrh5HNuXJAHv3NH7D+LrxFnJLleTCx4WcSrBY1OQvjv/L788f1xt2Jsbm7qf/7P/6kHH3wwvCMHPJNxuH79emioARN69epVNZtNHTp0SLVaLTCzS0tLqlarIVtOA4bh4eEA9j2IKZVKOnHihF555RU98sgjunHjhk6cOKFqtRpsgTsASYEU8Uw68zY0NKRarRbAZrFYDGuI+Xc9RuaU3X3ta19LPN9BjlarpYcfflgf+tCHVC6XbwpuscvYES9r9UCI4Vld7DM2A0LG//BeXuoOYCQjzXpxGW1sbASbRfYOQOX2gnkC/KLL+IVsNhuIhhs3bujzn//8LbEfLuuPfOQjGh4eDmsPAOakTkz6AUKQsf/t9gQZ+nzgE92eMB9ua9xnAqiwxZ4R4dn9Wcl40LGSrpHMIXawUqloaGhI58+f1x/8wR/cMlk3m019/etf1/HjxwP+ABj7Hv9SqaSdnR2trq5qeHg4dCx/8cUX1WrtdokEwywvL+vcuXNBPpQrouOUUDohAElKFRXYgjWRSqXCnibP/Ha7yS094BN8jqRQvuuBAGsC/9tsNrW2tqYvf/nLidLZgxqbm5v6rd/6LZ05cybs9fNSUiehHAd2Op3QAZfybYgP1q7vdczlcioWi1pdXQ2yphkgNoBzLyUFXeX77l+RA3aDqhIymGQvyS57KSRA3yvzyPwvLi7qi1/84i2Rs7S7Rr/5zW/qox/9qMrlcqKU2gMv/Eo2u9u/ApyUz+eD34ZM8qo6dKjd3t1mRNUJ65n5kHabho2Pj2t4eFiNRiNUAjm+Rp/dfnuFBQEbhLs383OcQqbefWOj0dDly5dvwjMHNba2tvR7v/d7+tjHPpbYbuHl2el0OlSYedUBupZOpzU8PJzw3XyGtez75CUlEgtkLUl4kemHrONzAwMDAVN4JYCk0HRQ6vlmt7lefhz7FWlXt+v1up599tlEULrfcSABprRbpvK3f/u3ete73hUcl9QLPhyoYBhRepgv6r89tR9nLzHSHlg5+8eCQPmZqBiQO7vL97gfLBD3c1DI2UEYwTir88QTT9xSMC5JS0tL+sY3vqEPfvCD4V08S8uz+nM7oyQl92rgAPz7HszHaXiMBoYfeWOscDixHNlXhWGXFNplAxbZ80NJkjsQ5pm9c//lv/wXXb58+ZbJuV6v69FHH9X73ve+RNmkM0oehLtBcvkjH0ZcC+/ZC4b/252lZy/jrIhnp/fKXPrPHaDGI644YI5u5Th37pz++3//7/rc5z4X3sczfb7OARNDQ0OhU161WtXw8LAWFxfVaDR07do1lUqlcG5dqVRSo9HQ1atXlc1mNTU1Fcqs0NkjR44onU5rfn5ey8vLOnLkiGZnZ0NGHnnEZWo4ZKlXNp/L5bS2thZ+DuEVZ+jcFmYyGT388MMHXm4Vj9XVVX3nO9/Ru971LkkK9hEwiw2MdT12SB6U8HMcKfrv2V8PqpA5doasopNSgEoYeDJNqdTu8SOdTq9JBbLnPqyrdDodSqtrtZq63d2zNNfX1/U7v/M7unDhwi2X9be+9a3gFwHInsF2kAKYwL8BHH0/kGfnvILGCdu4wgbASSCCf0TW/E3AD/lASSLPzjmXbBuBbKXUP5XabTLCWZKQxn/yJ3+iq1ev3lJZLy0t6Stf+Yo+8YlPhK6xbjtpQIecyV7duHFD3e7u0UBXrlwJ85bNZoPO4MM47oh5yWazKhQKWl1dDfuyAPHlcjkQXG7f3VdzDc8GewCBn/XO03F5OdegW/BXv/pVLS8v3zI5X7hwQb/927+tf/2v/3V4Fs6w5bmcyNje3g7kn5MUBHScG8oYGBgI+Ix9r2CtONsyMLB7jAY2Nyb8+RxycszHOoFAhRgk6CV480oOJ5K/8pWvHHhpfTywHx/5yEcS/p716tiWwKNWq4XmUGTX/d29YsQrqRznQVZgZ6empvTggw+qVCqFoKdarWphYUGXLl3S888/r4WFhRDwcB+Cfi8Pl3rHzOHbHbc6kYbcL1y4cMvIKcby8rK+973v6T3veU9i3VHR4VuUSDZJyWpMYgnsMdUGnt3lD+/mvpWfUZrqJf74VgJ2AlDwJzGMY0RIA4J6x/XI13G9JL300kuh6qPfcWABpiRdvHhRhUJB99xzj6Re9z43iFIyiHGjQJkTwMWDRKlXr01Q4y2WCQQlJQTtGSJP/SNgjDLP6cAbJpiJAfAQtOLomfxnnnlG165dO0iRvuo4e/asRkdH9eY3v1lS8mxGnom/kTUgIS5niB2aB9XeLIJFB9D3Dfpcx1P2AMhms5lgCNlDRxmWH37uXXmdhCCYxej/4R/+of7mb/7mlsv52rVreuqpp/SWt7wlkflyQOABvtRjpvfKqmNMcFQ+XzEAxwnGgSp/4oB0r58x4oAyzqC4gfPfsW/m9Rhf+MIXdPr0af3Gb/xG6M5Hx0WeE+cGMVWtVgO7fPjwYVWrVV27di3sca3VaqGMjdbrtVpNy8vLmp6eDgfKUzpJFr3T6YQ27iMjI5qeng7OkmAIwL26uhoIJ5qk4KhZL6wjyClADgxms9nU008/rfPnz78usr58+bKeffZZ3XvvvYkSPXTIHX084q0IyD8mPQhW3TbH2XE+h0wBm1RCkF2gCYek0KgG+4JMU6mUCoVCgvihWqPb7QZH3Wq19PnPf/5AjjX6UcalS5f0xBNP6N57700AXimZGQeUICd8mweYVN142b1fIwaLUi+QYX48m8u2A/el9XpdlUolMO/MFQQJNs9L9TzTxv3wwb/7u7+rb3zjG6+LrDki5n3ve1+QGWAZvchmsyoWi2FfVaeze2j7/Px8qKip1+sBQPpaZV7Yx1coFMKxJPhJgiFKMh3QeQaKCh6qebz02XGL1CvzTqVSIUuCf5B6R2I9+uijevHFF2+5nL/yla/o7rvv1q/+6q8GUsJ9lBNHa2treuWVVwLxDs7i/QDxjkO4Hp8laMcX+HYEsIyffcr9HfO0Wq2A3yTddFaj+8+tra0Q+GC/3W5//etfD/vZb/W4cOGCvv/97+v+++8P9qHdbodzfcHQkD4DAwOq1+uhGzJrgOCPwHxgYCD4Mcd4yJRsbrFY1Bve8AYdO3YsNF2DVBkcHNS9996rmZkZffOb39TKykro3k6GGt9HeTTEUyaTCUSUk7ee0ZZ2yeeVlZXXRdYvvviihoeH9cY3vjFR9YFdZV1D1EnJo6RY57H/RL7uC1m7ThKxprFTzA+2iMCSdeGfkXqENTKXlFgDYFbHsb7l4bnnntPc3NyByfNAA0weMJvN6vTp0wkjAnPoAAMlclDimUQEBZPAZmwvnWRyPLPphssnm4DWG1gwsTEb7OCIyfSsFM0EuNe5c+d09uzZW5bC30vWjz32mPL5vI4fPx6cFyACBYLV7na7oWwM0ODZBRaJZzO5Fo7VAyUPfJAZC8z3ZrIwGo2GlpeXA4vu+3+8NIPsFI6Ga6ET29vb+vrXv67f//3fP5AU/o8i5+eee07FYlEnT54MOgdoieXB8EwiA5DjpXwYnr3u62AQ4+/39xFnl/z3e/0s/l38s263G5qnvF6j3W7rP/yH/6BcLqfPfOYzGhoaUrFYVL1eD2sZRpAN76xZsuZjY2PhIOmlpaXE+mc/9sbGhlZWVrS+vq7JyUlVKpUQxJRKpWBTcMiUAxGgSAoZTGl37dRqNS0uLoYGDL52sF+x7uC0Wq3dg+e/9a1vva7245lnntHw8HA4sxHH5Wsbu+iVDqzJmKBwNlrqOVDfo81npWQ7fEmB8YUIRL6cY+jZB0pmvWmKX9//j7z5/xe/+EX99m//9i3PyjO63a5eeOEF5XI5HT9+PJGN73Z7ZZUEZAyvAvG172AMG8Q7x5UR6CGZHt83x14i/B/3X1tbC5Um3W437FsjOCarzPPzTL7vUtr1v1/60pf0u7/7u6+LrUZOf/VXf6Xp6Wk98MADoREUATSYhP2VBMYEzJJuAuTYEEmhkQ8YYmdnR0tLSyGTm8lkwpm5fpYxNsXJHCcanQD24BNdwXfE+5yZ/06no5dfflmPPPLI62JD2u22fuu3fkuFQkE/8zM/E2wxlUnoX6PR0NLSUtjOIPX0GtuH3kEycS3HK8wRNoo/nrHBVqVSqZBp98w+gbzbZZpUecDgoL5YLKrT6YQeBNlsVo899pi+9KUvvW463e3udgAfGRkJx2kgLwJrSUFWkBhOfpPAoaR9YGDgpvNbwX9SjwTgXHIqypDn1atXtbKyErY3HDp0SB/+8If1ve99TwsLC0qlUiG7RuIAn4oejIyMhHnF5uMTmcuLFy8eeFOwv0vWTz31lHK5nE6cOCEpeca8n2vr/s8rBeMSWeTpn/MYxCvaPGHmdgD7jH3grGEp6UfjykHeiecgyeGxGT+7fPmyLl68eKD240ADTGn3JZ9++mnlcjndfvvt4WdSck+jpAAMmDAObY0DOmdhaLEPEPHUMc7SszXuYKVk+R+T5uVHOGuelYnnOs4k8vxXr17VM88887oZHEa7vVuj3+12dejQoaCwODP+xrG22+3QPMfBF38jd5cBjAdGCgVnXwly8GtJvWzxxsZGmPNGo5FoelIsFoN8PfvgTZek3plD3W5XX/3qV/Vf/+t/PfBOYn+XnB999FHlcjlNT0/fFGj75/z/GFJ+7r/3jGOc4XQwifz3KrHyEf/M/x8DewCh/yz+PfssXu+xubmpf/fv/p22trb0S7/0Szpy5IiGhoa0vLwcDHytVtPa2lroOMgeMdhQmjYUi0Vtbm5qc3MzlNRSFriwsBAyFsvLy4HkqFaryufzAZDSpKPT6YTSVQeddJGka5+XzyJ3ACIOlM9x3Zdeeklf+9rXXreAh9Fu7+4zbrVaOnz4sKReUwAv5/Gsupe+eukPeu0svxN+yAw9T6VS2tzcDDafMi7WOU1j6LBcq9V0+PBhFYtFraysqNFoaGxsLMy7k5XOElMW2W7v7jP667/+a33uc5973bLyDPxiJpPRkSNHgqzc/nk2EDlJvSAUWTp55SSXE1deTkng7pkcSWHfMHvi+Q77eDiOgdb9ZOh9DhlOzAJyv/zlL+vf//t//7rLutls6vd+7/e0s7OjO++8U1Kv22mj0QjbLQhAIJ7YQ9jt7p45DO4AJ3i5q6SQOVpeXg7Zo+3tbY2NjWl9fV21Wi0AcmRHyS16ytmgVGXQ4IxrcQwMGAkdp8kN6/XcuXP667/+6wS4vdWj0WjoP/7H/6h8Pq+PfOQjCSKfwIKziZeWlsJRZE4Usfb/f+z9eZhk53XeCb43tsyMyIjIfakVhUJVASCqAILgTkJcQIriIpKSSO0tqdWyRD1aOP2wbUu2ZVs9mtaouym1PWOOxqY9lKyxtXhEkZLhFgUSIkGiKBIgAGIhiKX2NbfIJXKJjMiYPxK/L957K0ERmVlZReme58mnKjMibtx7vvOd8573nO/7vJjAOlNIZeKoV94A3e5TfP44BnRfJilULDkDOZfLaWFhIfgcOh8Yf59TTz31VLCtnZRWq6UHHnhAvb29uvHGGwM+dQKV5QI8Hz4af4jtgkWoTrp+pc6upsTRwcHBkKyy7vbChQvBF0nr57TncjkdO3ZMTz75pGq1mgqFgmq1WiBHiNOepLHGFRxPsrW2tqYLFy7o5MmTO0a6uq4feughRVGkG264ISzV8uOXWA/sO+snfS2+Uorvb+G2zmtcG5I2n88HMosxJs+R4ueYg5d9k0jXo2NO7EKKr8c8ffq0nn766W3PYbY9wZTWb/ixxx5TqVTS/v37w4SnjC912iiSDy0p1u4Ai+jtD7DZJC283wOet3JyTVc8LXZUG7yyiuOTOuXlZEWTNoCzZ8/qK1/5yo46dpdms6njx4/r9a9/vUZGRmKG7NVcAp0nF5JiBryR4cHceJIpdVhekiK+gzECaKD3bDYbA6/+PTjEUqkkSWGsOcuO/z/00EP6+Mc/vuWtkzcjq6ur+uIXv6iXv/zlYWdZgqUngYBpZ7b8d6mzptJbJrxqxHuxO3cSyEaOIFlRerGkM1np97/B3AOEroXU63X9zu/8jprNpv7BP/gH2rVrl0ZHR0NFFV+CPS8vL4d1EufPn9ezzz4b2lr7+vpiO0nzOXzIyZMnY2t75ubmwucqlUpIPgE+tHwBTvFDbKGPv6Kiit9gHnmLI1WHz3zmM1dto4i/TZrNph577DFlMpmQsCEAWuwTQZcO4vgcduzthF5tc1/P3/GxCwsLwQc4u4pfWVlZCSCFLhKSfBIkEgHmDWMnSV/84hf1W7/1W9u2vuSlSqvV0te//nXlcjmNj4/HYp4vz0gSQogvH/FY5gAxSVi5jrkm/p7WYnY/JR6urKyoWq3GOlMYT/drfCc+i/83Gg19/vOf12//9m9fM10vLS3pj//4j/W+971PR44ciVUBnZQAuAFuJcUqnvhvOm+cyKbFEFvDn9fr9eATGEOIFPyMj5MnM6xZxRZWV1djVX0/+oq4fOLECX3mM5/Z8aRHWvfVkAhvectb1NvbG7vvy5cv69SpU8F3JjvE0L+T1VRnsFnGw+3aN19zDILesGUn3KXOnPLKkbctM1/8eDD2fHj66af1e7/3e9cEf0jrOOkv//Iv9a53vUv79u27otKLL2Qtu1fKqPT6BjBSZ5O1/v7+8Pvo6Khe8YpXaGBgIOyHQfdQFEUql8s6duyY5ufng12fOnVKZ8+e1dGjR/WKV7xCTz75pCYnJ0NFu1arBR9HkQiyl7Eg6Wq1Wrp48aKee+65HSddkWazqUceeURra2vq7+8Pu8AnfTR/w4bRO7bDfHeSgrlLTHSsICkco+SFOPwC2AF79aWEjr09qaTjAl/uLerN5vpmd88888xV0fVVSTCl9arTAw88oHa7rZtuuin02DvrhKAsJjwTIgmYJYU+aIQJBthPtkAwUN7f7Ndj8BmsKIpiRwk4+869w8SdOnVKDzzwwDUDh8jS0pL++q//Wq95zWu0a9euWMIH4CMgkuhJ8Y070Flyy3wHMQ4wktVKZwmZZF6hY2LBGtL6w7hzX319fSoUCgHAMw5f+tKX9LGPfWxHWzaTsrq6qocffliNRkP79++/4vm90pPcAdATeU8gN0ouvYr57SSXPi5+T7zm/yYTy+TfFhcXNTs7e82SS6Rer+tf/+t/rWw2q5/8yZ/Url27AnMIc+s7PkvrIG7Xrl2SpHPnzmlyclLj4+PatWtXCITNZufg4/HxcTWbzXAGHh0Lzz//vEZGRtTf3692e33tHu35Fy9eDH6AYI3N+2ZljLXUqQq6D2u1Wnr22Wd17733XhNg6NJoNPTwww/rZS97WThD1Cti3rUgdTZTS5JyUifgui/nx1uLvAJHAPSA64CT+eCbEUkKRB9/8wDKpgx87lOf+pT+5//5f97WcwE3I41GQw899JBuu+023XDDDZI6XTOAYbpM0F8SpDgYgYSSFICHk4Du3/mXsQV8uh0Ty+bm5sJxDujfk1PGmcSS71pdXd9R/n/9X//Xq77Z3d8my8vL+uQnP6l3v/vd2r17d0gcuFdf1+r7KywsLISk29vTSFB7e3vV09OjWq0W1sDRzu9VOTCJ65ruK0mxCocTlJICzvCKKZVO7D2Xy+nJJ5/Ufffdd00xyPT0tH77t39bMzMzevOb3xx0xfp0qjzYmq9Rh2hjUyZ8a6vVCu2UxFIwBESSJ+q+kyp+gx1i8TH4A+9WS65l9rnI3Jqbm9MjjzyiT37yk9eFTf/FX/yFvvu7v1u33XZbKNpACNXr9TA3aXGF+ARLeYcYm12hy7GxMb397W/X/v37VavVdOHCBU1PT6tYLGr37t0qFAoBw5GUgtsoBvT29mp8fFyzs7Nho5/+/n51dXUF/1ssFoOvwo+APTmm61oll8jy8rIeeughHTx4UMPDw5I6nSa+k7PUWYbhRRr8Mv462bHpWJG5zxpPsDq+2vWEnTqhKHX8fTK38hZ9f73dbocNmq5WgeyqJZjSesB74IEH1Gg0dPvtt4eNGmCjUBgAPelsmQQEsWw2G8rrsHmSrvi8tw15YuSsA0Gbe5A6Dob2DHYTw7nBcq6srOi5557TE088cc2TS2R1dVUPPvigjh49qptvvjmmN0+Wk9VLKV6N5FqAHQcyUpxV90SWMUuy6X4oLMECJqxer4f1lmtr6zsWlsvlsMGLtJ7w/Of//J/1H/7Df7hq5zC+FKHi02g0dOjQoRhjJXWSCd7ridpGtkbg9b/zb/LvyZbc5O9Iskrtkkw8vdWNtq5rnVwii4uL+p3f+R3NzMzol37plzQyMhKzZ35cR11dXSEZvXDhgi5evKjZ2Vnt27cvbFwirdsnm/9cunQptLVInTO3FhYWQlsb29qT4EpSuVyOrV0DzNAax6ZlECb4otXVVT366KP6/Oc/f82TS6TZbOrxxx9Xo9HQwYMHQ/BL+gz8CvboSaCTIySY6Nt9kSeY3nbrFWHuyQEf899JE7djWGGqF63W+vEm/+E//Ad99KMfvWbVtKQ0m019/etf18rKig4dOiQprh9/Jq8M8jcnoJwp9zVSzmg7seFEAYBdUmjP5P3ePQIQ901vSJhIBqgyfeITn9DHPvax60bXy8vL+tSnPqW77rpLt9xySyCj2eiHg8vHxsZUKpU0NzeniYkJzczMBBxBYkTy393drbGxsbBrJsC4u7s7tMLn8/lQtXEfBfYh5nol3olfkmESA3QPab68vKyvfe1ruv/++68LDFKr1fS7v/u7mp+f12te85qAo1iLyvyGtEoWFdgREzxAazbg24lWyCips/6MsfJWckkBg0idFlCAPu2w6No3KgLTLC0t6dFHH9V999133fjq5eVl/df/+l+VzWZ1++23q7u7W3v27NHc3Fw4XxUbGx0dVRRF4Zgv/AQtnqyPZE709/erUqnowoULmpmZ0YkTJ9TX16e5uTmtrKzowIEDqtVqwY9wIgD7GLTbbU1OTmrv3r1aXV3V/Py8Ll26FKqs58+f18WLFwOp4L5odXVVp06d0nPPPbchrrkW0mq19Nxzz2llZUX79++/Am8wR71LxH20d6s5pmM+uP/2BJDkX+oktfgSnwt8B3bOZ704I8WTXLqBOPv7aibyVzXBlDotnPV6XW9605sCS41ycTS0j2G4AHV2a6UFCkeMQ/K1TrDVOA9vYXRhgDOZzloHPs9geWkZh8h3slvs9QLEkWazqUcffVQLCws6evRoLKGROi1pntR7gJOuPJiVSZEEmc5k8zc+myzLM3FarVaoQBJ0WPPmZ63RtjExMaF/82/+jf7oj/7ougiiyNramp566inV63XdcccdgW1KVg48weQ19LkRY8Rr0pW7wibbil9MNiIQvtXfGavZ2dnrIoFPyuLiov7dv/t3qtfr+pVf+RXt27dPzWZTMzMzYffXZMtVV1eX9u7dq3K5rHPnzqlerwcWVup0PeCo+/v7AzPOMUQ9PT2BEKnVasrn8yGIVqvVEKilzm7K0ro+e3t7NTMzE0gqb7mv1+v6/Oc/r0ceeeSaM7RJabVa+sY3vqF6va5bbrklBtQITF6VxFc7KEtuToDP9uDLdZ3o8wooLUGAS99Zmo1P1tbWW2rRsbeAEexrtZo++tGP6uMf//h15T+kdV0//fTTWlxc1M033xwjetCJ+9ckey11khUHL56M8D7GietyHQgPxoYNVng/x/BQSWJsGAvGsdVqaWZmRh/96Ef1+7//+9edrhuNho4fP66ZmRm95S1vCSB6dHRUBw8e1NDQkIaGhtRsNvXss8+GqqTHLzaX6e/v16FDhzQ4OKjJyckwL0qlknp7e7W2thaOJ4IwwGa90r8RwQju8YQLIofPFQoFzc/P67Of/awee+yx68qHLC0t6ROf+IROnTql173udcGG2M2UeesxkUqykyXYcxKoe/WS+YD+vY3YKzuuHye26BLwVkXfobzdbmt+fl4PP/ywHnvssesm4UFWV1f1Z3/2Z5qentYP/uAPamhoSLt3747ZWF9fnw4dOhSIPtrCZ2ZmNDQ0pKWlJc3Ozoa4yT4FHD/y3HPPKYoiHTp0SFNTU1pYWIjZ5OTkpFqtVqiANhoNDQ4OamVlReVyWXfddZdqtZpOnDgRTmtoNBphXSb4G7Ll4YcfvqpnXW5WWq31NYqrq6t62cteFuyU/RawUUmh40HqHEHiR7JwPar1jsuIm5BV5XI5JJlspkSCyd4S3imEOEnr8YMEM4oiff3rX98RXV/1BFNaf+BHH31UMzMzuueee8KW3oAMHATOgCoXyR9Ogd5yqgAMMo6E3zOZTMxRkNA6CHW2nEonDj/Zv06wmJmZ0SOPPLJjWyZvRtbW1td1TU9P6zWveU04R4r2PwzW24UdoEjxI09w7p6Q8l4SeWddpE5rrqTQfuSTjo1/JIWdPgmwrCE4e/as/tk/+2ehzfp6k3a7rVOnTmlhYUF33nmnKpVKLFDiQH3XQK+QS1e2aSeTUd7zrZ4/WcV8sfdSvfCkgSRpdnb2ugOFLqurq/r93/99ffOb39Rv/MZv6JWvfKUqlUo4hJvd8AAKJIlDQ0MqFothzeT4jA7MAAD/YklEQVTMzIz6+vpix914AnPx4kUVCoVwhA5AZmFhQdPT0yFAVyqV2NqSer2uUqkUNhFiLUyzub6JB0fsXLhwQZ/61Kd0+vTp69KmpU7bzPz8vI4eParh4eGQWADoPNEBHHuVAX9LZXOjlk0AorcFkhh6Eptcr1mv12NrgiYmJkKnCRWIpaUlnT17Vv/iX/wL3X///detrtfW1nTq1CnNzs7q1ltv1cjISIzd9hZKxAG4x6xkx4KDbHyEV4l9587kZ9H/8vKyZmZmQssynT25XOdA98XFRU1OTuqf/tN/et36ailOCn7wgx/Ud33Xd+nQoUMaGhoKy3dWV1c1OjqqM2fOqFgsXtGuRgxlfebY2JguXboU/samPHSBUCnDNy0tLWl5eTm85q3QkLxJwkaKE+ITExO69957r1sf0mw2dd999+mb3/ym3vSmN8U2kfEzax1/OOktdTCHV3e8Ku8EN5/Dp+MvfA2bY0O+M0neMC6Mw+zsrL7whS9c9XMutyKtVkt//dd/rUuXLunnfu7n9KpXvUrj4+Oh+4DlDpcuXQrdSeDsfD4fWrrBdlJHL/v27VO1Wg1EKZtKnThxQv39/RoeHtaZM2fUarVCx9DS0pJ6e3tVLpd14sQJDQ8PB/yDHrPZrMrlcuyc1nq9ri984QvbejzGdku73db58+e1uLioG264IeQwvnGfF6icENxokzP8tsc3t1/wNO34uVwubIIpKZABs7OzofuK9n/iqvsH5kCtVtPjjz+uycnJHdDaDiWYyOnTp/WHf/iHet3rXqcDBw4Ex75Rq6DU2QwFYLy2thYqX8kEKMl+LSwsqLu7O5xT5W25/Ato8UXmSXYeI/nmN7+pxx57bMd3xNusTE1N6bOf/axuvfVWHT58OOgFUJ1MdNwwHSw60MM5s7NesjpBIE62enkVBIactT200cAGLSws6HOf+5x+93d/VxcuXLgGmntpMjU1pb/+67/W4cOHdeONN16xfjRZLaRq4LaGYJeIt5Dz+SSoSBID/v5kMpn8fL1eDztJXu/Sbrd1/Phx/eAP/qB+6qd+Sh/4wAc0ODgYjglgdztaVPmd6jjJyOzsbKhUsr6h2WyqXC5rfHw8rK8GvGSzWY2Ojob2OX7K5XJIMufn5zU/P69yuay+vj5JCiCFefTII4/oz//8z6/5GsBvV2ZmZnT8+HEdPHhQhw4digE2fC7gW4pXB2gT9BZXfDi69b+x/pVr4JtI/L21TZJKpVJIvgDuDuI//elP6z/+x/+4o9vbb0VqtZq++tWv6uDBg9q3b1+sdcyTd49dVHd9x0hJsbX2JO/oTeoASJIl7NNbZ+kmqVQqYSMRSSHJ9Ar1pz71Kf37f//vv2N0ffr0af37f//vValU9PKXvzw8q9SJU7TDz8/Ph6U6tMY3Gg2dOXMmRq768QXJVu52ux0AOmDQl+74PHC8Iyms9ZLWSbaTJ0/qs5/97DXdh+DbEUiqP/mTP9ErXvEKHThwILYJI9jBSSba9rAtcIpjCSez3eZptyS2Yf+QfWy6FEVR8O9+XB3YUFqPic8884yefvrp7wis12639dRTT+mf//N/rh/90R/V2972No2MjKhQKGhwcFD1el2XLl0KBRnWaDK3WSdLsrS8vKzp6Wnt3r1b/f396u7u1je+8Q3VajWdOXNGfX19YSfvAwcO6Mknn9Tly5e1a9euUMGnVfz555/X/Py8arWaJiYmQpt9T09P2IDpiSee0Oc///nrsntqI6nVanriiSc0NjamwcHB2F4jUieR866RjbCXky4UffDN+PCBgQENDg5qYGAgLMWBCGk0GrH18ZCzTlK1Wq1gw41GQydPntSpU6d2tNV7RxNMaX0C33fffdq9e7fe8IY3aHR0NCyYlTrVG3eyfq4iAREFeguhJ0jeCsHCZGd6vU+ZwSexhB1eXV3V1NSUvvSlL+nixYvXJWP4rWRpaUkPP/ywzp07p9e97nXq6+uLra30FmWvmnnVQepUDwAmyQTfE3FeJ2FNJj2SAqBkXAGlJ06c0B/+4R/qy1/+8nXV+vO3SaPR0BNPPKELFy7o1ltvDYfFSx3g7Y5no8SSZCaZkPq/LsmkMAmSpM6aE78etr2wsHDdrCl5KTI5OamPfvSj+qu/+iv98i//st7xjncE4NdsNoPTnZ2dDckliWYURZqbmwvsabVaDc6dgOzOmvECrAA8L168qLm5udBSSBWoVquFttBWa30zsmeffVb/9b/+Vz355JPfEYm8S6PR0De+8Q1dvnxZt99++xW7VHu1koQGn+zVSKnTtuMbbHhbKADHO1So4jmY5Du8KgcwevLJJ/WJT3ziO85/SB1dX7p0SceOHQvVWCf6PO65kMj7Bm1J0tD9EEmR7zFAQt9oNFStVtXb2xuO3qDayfrWxcVFPfzww/rEJz6hL37xi99xup6entav//qv66GHHtJv/MZv6KabbpKksO6PlmBI5yQIbDQaunDhQqg88uPJoBMmudz6ma74XJIbTygB38wflgxRgXrwwQd17ty57ygfsri4qAceeEBPP/20hoaGQvXb15tKnfXHTmJ59d3JbK/Y0wrOnOCHRJTPQgBIioF/qbOOjjlUq9U0PT39HYf1arWaPvaxj+mLX/yifv7nf17vfve7Q6x69tlnw/IlOj0uXboUqvLecZPJZPTQQw+FpEaShoeHdfHixbCPAV1mt9xyi2644QbVajWNjY2pu7s7HOVFC66vo4WgKhaLmp+f1yc/+UmdOHHiO8qmpfX5febMGc3MzGh0dDScRMHc9TwjSaoksbC0jofxL8RBWu4rlUroxIqiSDMzM2E9OEQ5bcuey+B7omj9SLZnnnlGMzMzO27X0Wa/MIqiLd9poVDQ4cOHdfTo0dg23rRCUEKGbYX1Q2DQAe9UwygVAwjz+bzq9XposfW1AL6GkO9fWVnR7Oysnn/+eZ08eXJb2gfb7fbGu658G7Idus7n8zpw4IBuueUWlUqlkGBms9ngqL1HHEmy54yNt5hInTOAfMtsxoAJVCwWw6HdtAfNzMxoYmJCX/ziF/VXf/VX27I5xGZ1vR16puK1Z8+eABLdwUqdFrSNkkwHlC88y4aJ5kt1ygBEANQ2OZqH2u32XZv54HboulQq6Yd+6If0i7/4i+EoAieJJAWSiWQHH8FugLS7Li8vh7Pa3G6ldfBPlbK7u1tLS0s6f/58WP/tSVdvb6+azabOnDmjz372s3rggQe2a1v7a6rrXC6nffv26ciRIyGg4hd8fRk2Trsw6+QBNiQ1XpkA8PEaVc1MJhPWneA7isWihoeHw66E09PTevbZZ3Xffffp3nvv3a7NZa65rnfv3q2bb745HPsgdUhUqhHEPYCgV22czU4STSwh8Y3ssF3OvhsdHQ1tWIxlvV7XuXPn9Gd/9mf68z//82vqq6Xt0XW1WtWP/diP6f3vf384N/fy5ct6+umnNTU1FVpZX/g+dXd3B3tkl1eWQ+DvV1ZW1NvbG+IeZz+fOnUqrMekgkOF1HeoZzymp6f10EMP6cknn7ymGGQ79Pz3TK6p/+jt7dVP//RP65d+6ZfU1dWlBx54QNPT05qamgprBKls0enDjsjZbDacazo+Pq6FhQXt378/HBFWrVbDBnj79u1TLpfTqVOnQkci+x3MzMwol1s/cubs2bM6d+6cZmdnNTU1pa9+9at67LHH/k7ExUwmo2q1qv7+/ivyFnA1hBPiHSXsXu07K3d1dam3tzesqx0fHw+YvV6va35+XktLS6rX65qdndXMzEwsyaTKX6vV9I1vfEPnz5/fLhLwJev6miaYSKFQ0P79+3XHHXeoWq2GpLHdbsfahZLrTsjgyehpjwP0ERx8tzASzGQ7iq+3+vKXv6wzZ85s67q0ax1IkUKhEMBLuVwOTB+sKeKtKr5BBGsUSCS9DYBAyWvomgnE76xXm5qa0l/+5V/qgQce2Nbtv6+HQJrNZjU0NBSYvWTrcTLJfLEEU+okmf5eT+4Rkqrkmit2c9vGxBK5ps4dGRwc1I//+I/rwx/+sHbt2qUoisIRA1TCqGxCWK2urur06dNhN0mqDGytzrphWj05x01aH9u5uTldunRJtVotVOvYhv1zn/uc7rvvvu3e0v660HU+n9f4+LgOHz6sUqkUWxtFi2Cz2YwdHUX1gDY5EhzEEyHfkZd1QrQo+k6+w8PDOnv2rD71qU/pr/7qr7a79fi60zUbS+E78NXeZrm2thY7L/qF+wlj5OvP8MdematUKmFXyPHxcQ0MDKheryubzery5cv6i7/4C33mM58JVYrtkOslLvb19ektb3mL3vKWt6i7u1uTk5OhI8FJpEKhoL6+PvX392tubi6c2UjLLAkmoJNOiOnpaV24cCGMUXd3d6ga+dorSMCHH35YTz/99LaeuXg9xMW/J3Jd+I/BwUF93/d9n44cOaJSqRSIPogM2rXHx8dVrVZ16tQpTUxMKJvNat++fbrxxhvV39+vY8eOqaurKyypqVQqYWlNX1+f6vV6qErWajVFURQ2AGq1WpqcnNTXvvY1feYzn9Gjjz663a3H14WuM5mMyuWyBgYGwtI//LB3ZYIp/HP8DQzBhj4jIyPatWuX+vr6AulEZxREea1W0/z8vOr1evAVS0tL+uY3v6nz589v994aO5pgTkg6takP//2T/e12e3izH051/ZJk07pO9fySJdX1zkmq652TVNc7I2lc3DlJbXrnJNX1zkmq652Tl6zrTSeYqaSSSiqppJJKKqmkkkoqqaTi8q0P1UsllVRSSSWVVFJJJZVUUkkllW9T0gQzlVRSSSWVVFJJJZVUUkkllW2RNMFMJZVUUkkllVRSSSWVVFJJZVskTTBTSSWVVFJJJZVUUkkllVRS2RZJE8xUUkkllVRSSSWVVFJJJZVUtkXSBDOVVFJJJZVUUkkllVRSSSWVbZE0wUwllVRSSSWVVFJJJZVUUkllWyRNMFNJJZVUUkkllVRSSSWVVFLZFkkTzFRSSSWVVFJJJZVUUkkllVS2RdIEM5VUUkkllVRSSSWVVFJJJZVtkTTBTCWVVFJJJZVUUkkllVRSSWVbJE0wU0kllVRSSSWVVFJJJZVUUtkWSRPMVFJJJZVUUkkllVRSSSWVVLZF0gQzlVRSSSWVVFJJJZVUUkkllW2RNMFMJZVUUkkllVRSSSWVVFJJZVskTTBTSSWVVFJJJZVUUkkllVRS2RZJE8xUUkkllVRSSSWVVFJJJZVUtkXSBDOVVFJJJZVUUkkllVRSSSWVbZE0wUwllVRSSSWVVFJJJZVUUkllWyRNMFNJJZVUUkkllVRSSSWVVFLZFkkTzFRSSSWVVFJJJZVUUkkllVS2Ra55ghlFUTuKopu+xesnoyi65yrfwxujKHr6an7H9SCprndOUl3vnKS63hlJ9bxzkup65yTV9c5Jquudk1TXOyOpnl9c/tYEcyPlRFH0k1EUPbDdNxNF0f8niqL/61W47o9GUbTwws9SFEVr9vtCu93+QrvdPrLd37uJ+0x1vUOS6nrnJNX1zkiq552TVNc7J6mud05SXe+cpLreGUn1fO3kmlcwd0La7fYftNvt3na73SvpeySd5/cX/pbKNkmq652TVNc7J6mud0ZSPe+cpLreOUl1vXOS6nrnJNX1zsh3qp63JcGMomhXFEX/JYqiiSiKTkRR9Ev22quiKHowiqJaFEUXoij6f0RRVNjgGv9A0o9K+ocvZOWftpfviKLosSiKZqMo+sMoirpf+MzjURS9x66Rj6JoMoqil7/E+39TFEVn7fd/FEXRuSiK5qMoejqKorfas3w1iqK5KIouRVH00Y0+/8LfAmsSRVEmiqJ/HEXRc1EUTUVR9EdRFA28lHu066a6TnX97d5/quuOpLpWqufUpl/S/ae67kiq6851U12nuv527/87Qtepnq+OnrecYEZRlJH0aUmPStot6a2SPhxF0Xe/8JaWpP+LpCFJr33h9Z9PXqfdbv+/Jf2BpN96ISt/j738QUnvkHRA0jFJP/nC339P0o/Z+94p6UK73f7aFp7niKRfkPTKdrtdlvTdkk6+8PL/Ien/aLfbFUkHJf3Rt3nZX5T0PknfJWmXpBlJ/89N3Fuq679dUl1v/Dyprv+e6zrV87clqU1v/DyprlNdp7r+9iTV9cbPc13qOtXztyWb0vO3m2B+8oXsvRZFUU3Sv7HXXilpuN1u/3q73W602+3nJf1bST8kSe12+6F2u3283W432+32SUm/+8JNvhT5V+12+3y73Z7WuiHc8cLf/6Okd0ZRVHnh9x+X9Psv8dpJaUnqknRrFEX5drt9st1uP/fCa6uSboqiaKjdbi+02+3j3+Y1f07SP2m322fb7faKpH8h6QeiKMpt8N5U1+uS6jrVdarrjny7uk71vC6pTae6TnXdkVTXG0uq678fuk71vC47YdNBvt0E833tdruPH8Wz9/2SdiUG71cljUpSFEWHoyj68yiKLkZRNCfp/6Z1JuClyEX7/6KkXklqt9vnJX1R0vdHUdSn9d7kP3iJ145Ju91+VtKHta7Ay1EU/ecoina98PJPSzos6RtRFH0liqJ3f5uX3S/pT00/T2ndCEY3eG+q63VJdZ3qOtV1R75dXad6XpfUplNdp7ruSKrrDSTV9d8bXad6XpedsOkg27EG84ykEz547Xa73G633/nC6x+T9A1Jh9rrZdlflRS9yLXam/j+T2i9xPwBSQ+22+1zm7hG/Cba7f9vu91+g9aV2pb0f3/h78+02+0fljTywt/+JIqikqS6pCKfj6IoK2nYLnlG0vckdNS9iXtNdZ3qetOS6vpF5e+LrlM9pza9aUl1/aKS6jrVdarrb0OuU12ner5Ket6OBPNvJM1H64tKe6IoykZRdFsURa984fWypDlJC1EU3SzpQ9/iWpck3fgSv/+Tku6U9Mta72fekkRRdCSKordEUdQlaVnSkqS1F177sSiKhtvt9pqk2gsfWZP0TUndURS9K4qivKR/qvUSNfL/kvQbURTtf+E6w1EUvXcTt5fqOtX1piTV9beUT+rvh65TPac2vSlJdf0t5ZNKdZ3quiOprjeQ61jXqZ6vkp63nGC22+2WpHdrvaf4hKRJSf9OUvWFt3xE0o9Imtd6X/MffovLfVzrfcO1KIo++W1+/5Kk/6L1xbP/v5f+BFdIl6Tf1PpzXNR6pv8rL7z2DklPRFG0oPXFsj/UbreX2u32rNZL7v9O0jmtswG+I9P/IelTkv4yiqJ5Scclvfql3liq61TXW5BU1y/+/X8vdJ3qObXpLUiq6xf//lTXqa5TXf/tcl3qOtXz1dNz1G5vpqJ7fUkURb8m6XC73f6xv/XNqWxJUl3vnKS63jlJdb0zkup55yTV9c5Jquudk1TXOyeprndG/q7q+VvuAPSdINH6WSw/rfXdl1K5ipLqeuck1fXOSarrnZFUzzsnqa53TlJd75ykut45SXW9M/J3Wc/bsQbzmkkURT+j9cWn97bb7c9f6/v5uyyprndOUl3vnKS63hlJ9bxzkup65yTV9c5Jquudk1TXOyN/1/X8d6JFNpVUUkkllVRSSSWVVFJJJZVrL9/RFcxUUkkllVRSSSWVVFJJJZVUrh/Z9BrMKIrS0udLkHa7/WLn5vytsl26jqJIxWJRlUpF+Xw+/C2KImUyGbXbba2trWltbU3Jyna73Q4/SfG/Jf//YhVyXmu1WlpcXFSj0diOR+Tam9L1duq5p6dHpVJJuVxOURRxX+F110273Q7vQV5Mp8nv4Vr86+/3f13P29i1MNlut4f/9rddKan/eMlyXei6UCioWCwqm80G+3PZaM67b+H35Gf8WryP35P/+ne0Wi3V6/Vt9R+6TnSdz+fV1dWlbDZ7hV6z2Wzw0+4HpLif8b/zWtJfSLrC5290vbW1NbVaLbVare16xOsiLv59kWsdF6WOTYM/Xrgvvidmn/wt6Wf8NZ8D+BVex04zmUzs8/iidrutZrOp5eVlra6u/p2KixthkOScRg+uX9d3clyS13fc6Nf01/k7fqNer2txcfHvnK4rlYoGBwfV09MT/uZ2l4xdHgvdflutlprNZvC1Ph6MA7rEhsHsXC+bzarRaGhubu6a6/qabfKTy+U0MDAQ+xsKSyYzmUwmTJJWq6VcLqdsNhuU3Gq1NgQ2/vl8Ph8CNa95ksPPRkF2cXExDOB3omSzWd1xxx1617vepQMHDqjZbEpad/a5XE6tVkuFQkHS+hjMzc2pXq+r2Wyq3W4rk8lobW1NjUYjNkZra2thEqG31dXV4KwZG0kxUMKEwLm1221NT0/rq1/9qs6cObOdE2JHJZPJ6KabbtI73vEOjY2NKYoiNRqN4FxyuZwymYwymYwWFhbUaDSUzWbVbDYVRVEIuqurq1pbW4vp0YEkjiifzyufz2t1dTU4KsZqdXVVzWYzzBG+d3JyUsePH9fZs2e3w6ZPbfUCm5V8Ph/8hwPgZOLutvpidkWyJMUDrCc6GyX8/r3J7/NkaXl5eTts+prpOooijY+P6+Uvf7lGR0eDH+3p6VFXV5d6enpUKBQ0MzOjxcVFraysSFKwu1wuF4Bcu91WPp+PgRNsE1/iwBC/vba2pnw+HwKwj1ej0dDMzIwefPBBnT9//jte14ODgzp27JjK5XKwvZWVFS0vL2t5eVmSVCwW1dXVpeXlZXV1dSmXywW9Swr6TPpqJ5h8/jcajXDtbDYrSUHXAB18y+LioiYnJ7WwsLBTarkqkslkNDAwoHw+HwPKYA0nRpwUcV8MbkBn/h7wRBRFIc7yN4+HSXt10M93zM7OfsdikCiKNDo6qltvvVV9fX3K5XLK5/Nqt9taXV2VtP7MuVwuxC4kk8mEhBS/k8lkgs9xEE08LBaLWllZ0eLioqR1Uowxxl/U63XlcjkVCgUNDg5qYWFBX/rSl/TEE08EfLQFuWb+I5vN6tZbb9Xb3vY29fX1BfslsW+321paWpKkmE/OZrPBj6DbZrOp+fl5ZbNZ5fN5LS8vq1AoBJ++uroaPsNYghkHBgbU1bV+jOLMzIxmZ2fV3d2tSqWikydP6t5779WTTz65HWTVNdN1LpfTPffco5/7uZ/Tnj17tLi4qFKppHa7Hewcux4YGFAmk9Hy8rIWFhY0NzentbU1dXV1qbu7O/jvxcVFTU9Pq1araW1tLeg7n8+r0WgE3Li6uhqIVZL2KIo0MDCggYGBMA7nzp3Tvffeq4ceeuia6HrTazC3kv3v2rVLP/MzP6P3vve9ISFxBc/Ozmp6elr1el0rKyvq6+vT7t27NTw8rFwup+Hh4ZCUXLp0SQsLC1pZWdH8/HwYlGazGYJpd3e3BgcHdcMNNwSQv7q6Gr7r9OnTqtVqqtfrIVh4UDhx4oT+6q/+SlNTU5t95GvG1I6Pj+uDH/ygbrvtNknrTiWbzYYqhOsIEF6r1TQ/Px8YPgfLnrQ764fzXl1dDYmoV0MdhCOeYBLMn3nmGT344INbAi/XgqkdGxvTd3/3d+vGG28Mz4M+CoWCWq1WcMyZTEZLS0sBbKyuriqbzSqbzQabA1Tymic76N4ToxeeOwTvlZWVML4EbAflTz/9tB588EHNzs5u9pEl6aF2u33XZj64FV3ffPPN+tVf/VW9+tWv1uLiohYXF9VsNrWysqJWq6X5+XktLS1pfn4+vLawsBCCqesyl8upt7dXhUIhBMtisahSqaSlpaUQILDHtbU1NZvN4LfW1tbCOKHr1dXVME7NZlMnT57U8ePHtwrIr4muy+WyXv7yl2v//v2BkJKkUqmkV73qVbr11lt1/vx5DQ0NaWZmRv/n//l/amZmJgaSs9msVldXtbKyEgPnJPG5XC5cF+CJZLPZMJewZylelSABWllZ0fPPP6+HHnpI8/Pzm31k6Rrpulgs6vDhw9q3bx/XCuBtaWkppr92u61Go6Guri719vaqWCyGBAYGHKBMgi8p+BX0SdzF5ywsLMR03mw2YzGA60RRpFqtposXL8YSgpcq1youDg4O6u1vf7uOHDkS/DLxqre3N4C+1dVVLS0tBdsHjJNQzs3NaXl5Wd3d3cGeIVYhEKMoUqFQ0OLiopaWlmJAHF/iySOxgmqEtA7S77vvPk1PT2/2ka9JXOzv79fLX/5yjYyMxGIgcQ784aScpOAP8A8AbWIh+llcXAz6y2QywY/X6/Xw2SiK1NvbG6uuzc3NKZvNamBgQHv37g1JcLPZ1G/+5m/qySef3OwjS9fIf4yOjuq9732vbrvttuAvsKtCoRASRfxIJpMJfjKXy6lSqairq0vRC51uzWZT09PTymazGhwc1MTERKyStra2plKppHw+H/wNsbCvr09jY2Oq1+uanp7W5OSkisViIM2Wlpb0+OOP69Of/rQmJyc3+8jSNdL1jTfeqI985CN685vfrGw2q3q9rvn5eVUqlaBrCNhGo6He3l5lMhnV63XVajWtrq6qt7c3FMxyuZwWFxe1sLCgWq2m2dlZNRqNMD+KxaKkTsVzbm4uhnFWVlaUyWTU39+vvr6+4JN7enqUzWb1hS98QX/2Z3+247re0QpmNpvVq1/9an3gAx/QkSNHFEWRSqWSFhcXValUAvCmmlYoFAJYPHHihFZWVrRnzx7Nzc1pdnZWtVpNS0tLgXmFoenu7g6Tq9VqaXl5WdPT02EwS6VSSEphhgEpMGUE4J6eHt12223atWuXPve5z+mxxx77jmASs9ms3va2t+knfuInVCqVVKvVQqUSAAFbCBtO9RKmgyBIQPVA4NVfhPcmKw28x9tYPKBwrUwmo8OHD2tkZERf+tKXdPLkyeu+mpnNZvVd3/Vdete73qVMJqOVlZUA/HidAIiOeb3VaoUkHbDnlQJJIRBTtWdMisVicOpeReYHksWrb14NOnz4sMbGxvTFL35Rzz333HeETefzeX3oQx/Sr/zKr8TmMIx2pVJRu91WV1eX5ufnQ7KysrISEvu1tbUA2gB+zHcASqFQCG0v7XZby8vL6unpiQHIhYWFGFgH/ERRFMYWf7Jnzx7dc889evjhh79jKvRRFGnfvn163etep56enjA/8Ykf+MAHdMcdd2hmZkaPPPKIxsbGdOedd+r8+fP60pe+FAPXya4Hrw6RsHgS6e0/kCZSp6LG71Kn2k8yduONN2psbExf/vKXvyP8h7Su6/379+vYsWPBRzSbzVDppVshmVRjx+iKJAjw7RU0SbEKEH7D/762thaAZbKzAh8OmFxbW9PAwIBKpZIuXLiwVaJqxySbzequu+7Su9/9bg0ODgYbJZYBrqMouqKi6+QGIB37RE9ujz09PbHuHyoRvJfrkeR7AuQtcplMRvv379eP//iP6/Of/7wee+yxbW1TvhqSyWR09OhRvelNbwpkxMrKSqgy+ryXOiSRk1LYLnEL25Y6RLUnlNi9E6r4cy8skBQtLCwEDDQwMKChoSG99rWv1T333KN/9I/+kf7Tf/pP21HNvOoCrn7nO9+p/v7+oLNkS6WTTJJixDZV3lKpFP4O4YovGhgYiBGohUIhJDBcc2pqKlRGz507FytSLC0thXtbWVnRkSNHND4+rvvuu09f/epXr3ubltbn6g/+4A/qn//zf67h4WHNz88H4poEEh9JR0k2m9Xi4qKWl5djvlqKFwxIUvG//J8xAFtICnkNf8ffQ3Izn6T1cb7jjjt04MAB3XvvvTp+/PiO6XrHEsxyuaz3v//9etWrXqXu7u6Q8AGU2+22ent7FUWRuru71dPTEwyVRPD8+fNaWloKbKGkUOVkUPgsIJDJ0tvbq9XVVc3Ozmpubk4rKyuhR53qw/Lycoxt96pGpVLRu971Lo2Pj+v+++8PbQbXo1SrVf3UT/2U3v72tyuXy2l5eTk8J8bK8wKmoyhSvV7X3NxccCA4KMBIst0HIYgCUrxamWzvhClOVjK9slQqlfSmN71JTz/9tL761a9u9/qqbZPe3l59//d/v+64444rWiFhqZeXl2OVS4IrDp/kyFuwAICAbcYL4C0p5lj8/z5OACMHliQ/3d3dKhaL+p7v+R49/vjj+tKXvhQA1fUoY2Nj+u3f/m29733vC/rALqgS82wwigsLC6ECkwyy3pLFZxqNRiAIuru7g27RubPtEF9UIADzsJH4J9b39PT06NWvfrUqlYqefvrpLVV9rrbk83nddtttuuWWW9Td3R30R5J9991366677tLa2pp6enr07ne/O7T6vPWtb9Wzzz6r8+fPq1AoaHl5OaY3J6kguqRO9R19A7Kxae7BiRj/jHdSlEol3X333RodHdXDDz983foPaR0g33HHHaHzAWCAPfJ/X8JAl05XV5eazWaMNPS2euY/IIU2OV+P7a30EF+AFWwY35Vc5kA82b17t4rFoi5fvnxdg8RSqaT3vOc9evWrX61SqRQIk66uroAVANokgK5H/AB+HuKP2AYQ944gEk4IP2+RhViUFKqjkIMASJY/1Ot1dXd36+1vf7tGR0d1//33X7f+uqenR29729t06NAhZbPZ2H06cURc5P/4Aq8o8xqfhSR32/RKJTHTW57xFfgoKpf4hXw+r/7+ft10001aWlpSrVbTr/7qr+qWW27R//6//+9b6ly72tLb26v3vve9OnbsWMAWTtx7FxQ+ggSHOd7T0xMSRfwHvnZ0dFTT09MBG9N+DGGS7JoAO0rr84REdGRkJMRLSYGMqVar+oEf+AHdcMMN+vSnPx3amq9HqVar+shHPqKf+ImfUF9fX0iWl5eXQ8Wc38HNXV1dKpVKsTWSEE4UDYiPy8vLAX93dXWpXC6H3AT/TDeFF8a8863RaGhxcTHMA6nT8j8wMKD3v//92rNnz47pekcSzNHRUf3UT/2UDh48GFrP6EGmJWdpaSkEuHa7rXK5rIWFhRjwzmazWlhY0OLiYujnplWIYIeSvYIgKXymUCgEJ45z8goGg4IRAHQIPK94xSvU19ene++9V7VabSfU95Lk0KFD+of/8B/qyJEjgTVhYw6SSIxWUgDgGDa6wFEkWS9vs+T/BAJfo+mB1JMfAFKSZQd0+utHjhxRuVzWF7/4xetuvc/4+Lh+6qd+SjfffLOWl5evSDZgpH09E4CY5/WEiMoBSTjsFDqjKu9B2YkVHBRsr6/3IbFFqJIQXO68806NjIzov/23/3Zd2vTRo0f1R3/0Rzp8+LAkhdYQad3pS+vgsaenJ7zW29sbHDL2DsCTFNh0QDk6oSOCViHGkPHw9m9ftyZ1HLkntIwB8+imm25SsVjUY489dl0CxJ6eHh07dkw33XRTeBb8aCaTUaVS0W233aZWq6XTp09reHg4tpZ+eHhYN998s6anpwPb/a3WEpP4ID7/pc46TJJMEnj+z9/x+ZKCzbPm64EHHrju/Ie0TrrefffdGh7u7JtAuyq+hAQIP4LPQJ8kOXT/ICSe2B4+Ax1RoUwSgpArdAB5m6YDfnwMoH5oaEiFQkHnz5+/LsmToaEhffCDH9SNN94YYqFXgX3OLiwsBGCIP8cHS539BMrlsqR4FR2QDrCWOusxvTWRMfEkFH/vLbgIWKTVaunAgQMqFAr67Gc/e93Z9dDQkL73e79XY2NjwV6SLdfMYSeanMjGnj1WJskOdAQpSGXHiSn3W9L6GJfLZXV3d2t0dFTlclkXLlzQysqKRkZGlMvldO7cudAy+4u/+It65Stfqf/+v//vdebMmWum0xeT8fFx/eiP/qgOHjwY7A97TeJgKd6RllzeBDHiVeNyuayuri719/er1WqFJWS03/I5L8osLS3FyDHsuru7OyT4+Xw+FIa4v9tuu039/f36kz/5k622cV4V2bdvn37hF35B73nPe0IeAom0vLwclimwJpJkn2ekxZvuh/n5+dD95L6HZTksF/SlTujK1ynjvxlbYgJjy30WCoXgw171qldpaGhIf/zHf6zLly9fVb1d9QRz//79+tEf/VENDAwENptBmZubU29vryqVSmjPIbDB3nmCklSypAAcPSFk0TcMQbvdDq2gPT09AZhTGQWEwqoA8pvNpur1uiSpr69P5XJZmUxGBw4c0Hve8x7de++919VkuOOOO/Sv//W/1uDgoCYnJ8OC7a6uLq2srGhmZiYGinEK3d3dAYT7omJvyXInz2QgOADwGC9nsXx9FeOAfr2KSfB0h5jNZrVnzx69/e1v1+c+9znNzMzsmC6/lRw+fFj/w//wP2hgYCCwed5CRrAEIPL8MFtUCWCuoigKCT/V+e7u7pDsEDA96eE7PHFFuB8fI1heklBADmMwPj6u9773vbr33nuvutN5KfLmN79Zf/AHf6DR0dHw7HQoAOIqlUqYvyQsfX19unjxok6dOqWZmZlg6wTWZBUB+8O3LC8vh2vR4uKtmwQGb2VGp5KCT8E+CAR0arzsZS/TU089dV0xttVqVbfddptGR0djbdoDAwNhDcj4+LharZYeeeQRXbp0KYBsB4t79uwJgRTwzHj5nHcSit83qjx4IsDr2DPgBrKKMeH+x8bGdM899+jzn//8ltavbbcMDQ3pLW95S2C3AR9JHUmKrc/25Q2SYv9i11LHDzlzDpmCjbJuk80iPFknFiZb832spM6a/ihaX+6yd+9eXbhw4brq8Nm3b5/e9773hb0bVlZWQpJJ1RGCD3BHct7d3R1bgoN0d3eHdZq+eRXVAym+Jh6g50m9d6N4yyikN9fjdycoK5WK3vCGN+jLX/7ydRMXb7zxRn3wgx9UqVTS/Px8wANu114pd2Lfk0tvq/cNgbzrAb/slU+pgyMkBb3xHuZRf3+/BgYGtHv3bq2srOjEiRMx8mBtbX1tYaFQ0A033KBf+qVf0sc//nF94xvfuCZ63Uhuvvlm/fRP//QVS2WS1V4nqaMoCsm4x/5Go6H5+flQGWZ/DtpsS6WS6vW6isWi5ufnw5iR6OBn2FcCvTOXeJ0izezsbGwtMuO+Z88e/Xf/3X+nP/mTP9Hp06evpXpjcuutt+rXfu3XtHfv3iuqjCTOdF/yGtjNN5QqlUohCZUUwyTgQaqgFIOWlpZi/p5YiJ7BeY4z8eXMI78u2O/AgQP6uZ/7Of3BH/yBnnvuuaumu6uaYB49elTvf//7Q6kX5jqfz6tQKGhlZSVUTAYGBrS0tKRcLqfZ2dmQ+dP2ShCmFO1KlHRFMip1BsPXwXk7bJI5hAFiMFjkT9mZ3bVgwN773vfqvvvu08mTJ6+mGr8teeMb36h/+S//pQqFQtjhD4DAjrC1Wi3GppK8UJ0hyJVKJUkdttwdlVfppPimJw7wAP/0oyfXV2D8TgAAkBzwr62tqa+vT29/+9v1+c9/XhcuXLhmOo6iSLfffrt+4id+QoODg6rVaqFNwXfF840beC2fz8c2gkiyiYyVjwVJizOLnlACeJItsd4a4QDUq8W+sQc/Q0NDesc73qHPfOYz11TP0rquv/d7v1e/8zu/o6GhoRAMYQNh9SQFpwmYKRQKGhoaUm9vr0qlUmgJpGVH6iQqbou+Gx46hrTaaK2DrzH2NlsSf+yeVmkfo2KxqIMHD+rkyZNb3ZBmW6Svr09Hjx4NrcG09DmzfeDAAfX09OjSpUs6ceJEqDzyzE4aefXB25ClTheEpNhr+Hg+4y1v+BYnq/BXjAOJULJNs7e3V2984xt1/PhxXbp06arr8m+TXbt26U1velNguT1xc9tJtge7TTlY4Nl9zbAnl+jYgTv+KZvNBn/P99MqChkG6cjGb9KVOzTjx7u6ujQ+Pq6LFy9eF+TJ7t279a53vUvlcjnYkFfNstls6Gbo6ekJfphqLlhFUtA5uuZfNgv0XX75POPreMLb3ADe3unA/XV3dwfiFmwiddZtVatVvfrVr77mSWYURbrzzjv1gQ98QPl8XktLS8HGWIfmG6BhN7RluuB7IEnZ4Md9AmNFm6cTqMlkyltCSZqq1ar27Nmj0dHRsCyIjZ1GRkbCrpz5fF7f/OY31dPTo5/4iZ/Q7/3e7+mpp566FioO4hhkYGBACwsLYT8AXzft5AXkKz/4AKmzjCnZfgxGGR0dDXiZQgSYBp9E51Byp99khxuJVnI9IfYNsfPOd75T/+2//bfrAle/+c1v1v/4P/6PqlarobuBWA655nYHrq7Vapqbmwv6hsBoNpsBl1ClZN8ZfD4bD66uroa9UzxhdILb/bATW7zW09MT28CM+2232xodHdVHPvIRfeITn9Dx48eviv6uWoJ566236kd+5EfU3d0dK9lLCg6UBGZpaSlss1utVsNnqETiYHDeBF0Cb/IcIwbJgT9MLRNpdXU1GIoHY94LS8Yicd5PIIDlueeee/SZz3xGp05ds92Sddddd+lnf/ZnVa/XY4kBQKNUKgXgmGzdY1JTVSSJxhiTCSFBGqN2FkrShp9LsvMEBE9SvazvJAGse09Pj+6++27df//91wwk3nnnnfqFX/iFUAVHj96ySnArFovBlki0PSGC6U4m2jgtbNgZ3bW1zkZBBE30t1F1gTF1lpFqqVc3vTW6Wq3qLW95iz772c9e0yTzwIED+qEf+qEAWEgq0RXr0rxiRTBFJ/l8XoODgzpy5IhWV1d18uTJsDubtxYCYtA71/SWtWSbMf6CBAj9kwRIioGhJOCHAb3hhhuueZJZrVZ18803BzYcMJvJZAK5t7i4qJmZGeXzeU1MTGhqakr5fF7PPvusdu3aJUmh/axer6ter8cqxd625kQIpJMvV+Bz6N7biJgL2LFXL6Urz4ZlbrAu8wtf+IIuXrx4zXQ9NjamN73pTbE1edhWcp76/MXm3aeura2FDhuvfPFZ1llLim16R1WSNi26XJJdKt3d3SFRciDP+5wocMBaKBQ0Pj6uCxcuXNMkk8ol+zk4WUEiI3WWw7hvITFZWVlRpVJRtVqNbRCDz+jp6Qnr7NGLAzo6HzwBb7fboZVQ6oydVzHxQcQAjx+QA5lMRuVyWa95zWt0/Pjxa5Zk3nHHHfrQhz6k5eXl0CXlBQXwAl04G5F62JKDdp7bbZu1xyz78W4Fxpa1xpJCgksym8vlNDc3p3PnzoVdU3ft2hUqdEtLSzp79qyazaaKxaLOnz+vubk5NRoNfd/3fZ/+03/6T3r++eeviZ4l6fbbb9eHP/xh9fX1heoYc9pJCFq8c7lc6CbwlmxJIfHxhFNS6PTr7+9XqVRSb29vIJf6+vrU09MT4qjUOXsRnM61eU3q+B/Hf4w1880LCu95z3v06U9/+pommW9729v027/922q322HJh7det9vtsIs95Em9XtfMzEyo5uJXms2mZmdn1dXVpcHBwWC7CwsLqtfrsc4VMCPrXn0eSYrFVI8Z6Jr4gK59eZUXelqtlsrlsn79139dv/mbv6nPfvaz267Dq5Jgjo+P6x3veEcwJNgOP0fHGYBmc307ZO+nd8bP25/4l9e9CuNAxsv03p/v2407w0gyxnW8Zc53hfLWAhix17/+9Zqbm7smDp5WiSiKNDU1FQtCkmKb+CC+rgen70yfFGdgAXMk+BwmS8JNAu7f4wEXIdFkwjlz5sml/7jj6+rq0hvf+EZ99rOf3fF2t1tvvVU//dM/HRZxO2MndVgjb9Wk3YxgmkxWAAoeZIvFYqxiT/DAFn1cpHilSOrsdMg9uSN3HXty5QkF7WKve93r9LnPfe6atBUODg7qta99rU6cOKEjR44EWwUgJKsw7mAhJNzuisWijhw5okKhoDNnzujy5cuh9cTPofJWQEB+ctyozDsjLykWuD1JIjmg1Q5iwtfo7t27VydOnLgmbYXFYlH79u0LLTrYc7PZVE9Pj6rVqtrt9U2NSMzm5+dVq9XU3d2t06dPB/BYLBZVq9X06KOPhhYoT7Y9AcJXO4D0BFLqgBP3t04EokOCNdfw73Q7yOfzet3rXqf777//mtn161//ekkKuiYeSh3/CLgGPDAv8dPMgYWFhUC+8B7f9AjA4wk9NkdMpF0N2y4Wi8FO3afxOmPlu3K6+NgNDw/rwoUL12STpX379un7vu/7VK1WY2QQoNp9twNw9maA/ObeIbsh+KhUkKSTrEoKrXF0ZEkKPhabhGCgi4gxdOzh1XyugV/yynGlUtGrX/1qHT9+fMfX0N911136x//4H2t5eTlUcfF9TqB4dwN2hJ+kJdCJOnAXPh87w8a7u7tDezmdI+iccWM+OTnJsqe5ublQjeKIJapGly9fVrPZ1I033hiq2iSvb3nLW1Sv168JyX348GH97M/+rMbGxiStd2aUy2WdPXs2PC9kCfZI0QC9QPC5XTomQ1dgDqpwAwMD4SzW3t7e4GuTXUQsO9vIZ0vxo+n8fsDStJEuLCzo3e9+t/70T/9U586d20k1S5Je9apX6dd+7deCbdHmztwulUoql8thCQz/0qFA3KcwxR4duVwukHpcmyNzmANgDcbUdYdfR4eej4AhPRbwGa+wEgOiKAq+77d+67f0kY98RPfff/+26nHbE8yhoSF94AMfCCVg2CYYOAIW7YKwio1GIwwgDp7BdGaPdWjOeDir6ky5B2yp09bD5PN2Kqqa3lvOZOB7vEohdcB9oVDQG9/4Rn3uc5/b0UrE7t279fM///Pq6+uLVdIwaALo3NxcYLo8AXQn32q1YmtMMHAcO+cJ4vidIfFkHqDuOkScxdoIBCarG/4+XmeR8he+8IXA3l9t2b9/v/7ZP/tnGh8f18zMjKamppTL5cLROuxWivPwaiJrfaQrmWmSTw+8OFvAJI6Ag3fRh+9W5tU1t2cP2lwbJyMprMVAGJt2e32TLZLMndKztF5Ne9vb3qZSqaSJiQl95StfUbPZ1J49e8JxOugKG3O78VYTB249PT266aabQqvy5ORkaI2DhEHfEFzJ5JwF9+gQfRGMCQbeJo5/Q79OgjE23Nuzzz67o0lmd3e3Dh06FOsywS7xoSsrK5qbmwtJNZszLC4uKpPJ6NKlS6pUKhobGwtM7+XLl2NsKYk7ds/4ub4Q1xlj6L6d90gdf859J9tNk+3lVGTf8IY37PgGKf39/fqe7/meoEd8JkmNA2Jf2wuBx9IM7/yJoijEQ/RG3CWBdZvDf6NzrkGHCHMDG8DeIbUQj73OujvQIZYODw/r0qVLsTHeCV37MSS+zsvjOmsi2Y8BG/NOCOIg66EAjmxOCEgslUoqlUohFkdRpBMnToR54oAcPORdPyRCyU4T7AAc5EDUCdxSqaRjx47pq1/96o5VjQ8ePKh/9a/+lXp7e/Xcc8+FqjexkGMpvBvB57PHN+a8E1FuZ1InSWeO0HHTbrdD+yYxIXn0HPtQ4BP8hIDZ2VmdP39evb29WlxcVFdXV8BPzE/st1qt6ru+67v053/+5ztand+3b59+5Vd+RS972cu0tra+rIlKY1dXly5duhT2dCC+4wd7enpCZ4kTdNgfBYKkz5U61f1CoaD+/v5AWFWr1diu+bRi0tKZJHm96wF/4jHcE0y6e0ZHR/VjP/Zj+vjHP76je50cOnRIH/3oRzU4OBizUyffeDaWOXBcCV0lYA/8iW+a5niMzU3xJcThWq0WSC2PfY4B0Su/O4HlhRnvOOS+vEtrYmJCAwMD+t/+t/9NP/mTP6nHH39823S5rQlmb2+vfuAHfkAjIyPhbzjrbDYb2kl8+2KvvqBQxFulnLVzg0T5DrR5HwmQ1DlDjQN3oyhSuVwOgwyg9ATIAyY91LQLMfEIvH19fXr1q1+tz3/+8zvC2Pb29upnfuZntHv37lBdjKL1s7u8J59A5dWXdrsdgCKAD2dDS6I/PwaK8Xq7Fdf1KhxOivcnE83kJPF2JX+P1GHAnPUql8u68847dfz48SsY9O2Wvr4+/fIv/7L27NkTnAhOoNlsqlKpBIeO4yT4+zpLZ6J4zdl+16+07iz6+/s1PDysVqsVWD2A9MzMTAxoML8Yh4WFhQBQqIhsBAK9FcmTgFarpUqlole+8pX64he/eNX1LK0nPG984xtVqVQCIXXu3LkAEkdHRwN7ynN6JQxAwJyX1u2nv78/7FxdKBQ0MDCgTCYTDimmglMul0OwZc54ZRMbTO6i5y2aXml24sDvZ6O/9/f369Zbb9Vjjz22I7rO5XK66aabwgZr2CpVFWygu7tbtVotEGft9vomRbT8NBoN7d27NzDfs7Ozwa7wg4wTCRS/J3WUJAjRD4ATX4A/4Nq+LsgTSiQZQ2gr3ClfzfESQ0NDMZDHs3lrPQBrbm4uVAkLhUKIVb7RT39/f7h+FK3vCN1oNDQ9PR3skhjl+x4wZ6gESetEGLGht7c3nB29EWBxkOrgh78xFyBfhoaGdPny5dj7rpb09PToHe94h4aGhkLnA8+Yy+VCbETfyUoiiQXPRrWTXSK9EolN+6ZjAwMDIeayY76vRSyVSrH13IwTIBYb95gNYPd2ObdvZHh4WEePHtXDDz+8I3HxIx/5iEZGRmKt1i6+3s+JQJJlT7zx5161dfLCsUSy1bO3tze0bS4sLITKJntPSJ22TzZfceKvXq/rzJkzOnDggPbv36+BgQGdPn1ap06d0uXLl7W4uBjiKfZx66236pFHHtkR4qRarerDH/6wbrvtNkmdebW0tKSlpaVwMgAbyTSbzbCGVFI42o/9CBx7QCpls9lATDUaDVWr1ZCck/DRXbWysqK+vj7Nzs4G24Xs8ngMocL9Mq6+RwUVbOyDdZqQCN3d3XrnO9+pP/7jP94R8rW/v1//y//yv2jv3r1hzB3vSQpLB2q1msrlcrjfbDYbbA77gsjzhH1lZUULCwthfjiZSzxiJ1q6RJKEUhJreywldtNZ4YQN8dPtdnV1VfPz87rxxhv1sY99TO9///u3LaHftgQzm83qe7/3e3X48OEAVqmkNRqNAH4LhUJIbvr7+wMwJIixyYlvPc3nWO8HkKcd0ZkwXx/nSpcU2iO8YkcVx3eDSzLnDA6ODcPhh+u5g/fv3W7JZrP6oR/6Ie3fvz+20yjAF4dNgCVA8Yy+Bs8nByAR/TqrKq1Pjq6uruAMuL4nVQQTWBlnTgAjOCGChjspvouxTn6G8dm9e7duu+02PfLII1dN17lcTj/2Yz+mAwcO6PLly4HVxzn6OYvOBsLiSood1g3L6tVgfliA72d1sR6Z1vJqtapKpaK5ubmwu6BXfxmbRqMRElFnhd0ROXPslRPum/saGRnRzTffrMcff/yq2nQmk9Ftt92mvr6+WBI8Pz+v8+fPq9FohODPvXsrPX6gVCoFu/P2Fpw+IJxKD/OHYAyrDSBkLa23+uAvHAh5MEHQNX7E78M3O+C9AwMDOnLkiJ544omrqusoirR3714NDAyElhyEwCR12NlqtRqOleI9zMeenh4dPnxYN998s1qtlp555plY9cyTSeaxJ5uuJ1/jyhg6cwuAcabWW9SdlXf/4okqYzE0NLQjvjqKIr3qVa9StVoNAIJxJ2lwXUidw+P5PFWK7u5u9ff3q91u6+LFi5qbmwsJzuDg4BWxjLY4Pg+w8+oBuoZUwAdQ1ceeneBFX8n2N3TsgEpan1N9fX1XvS05k8nota99rXbv3h07AB47YR8CNvySFAOIHpe8fVNSIGId+DFXisWihoaGwnq1YrGoixcvxqpf3AdkNWszfS44DuI++F7iuFch/H6ldb80NjZ21f11LpfTD//wD6tcLuvpp58OiYHU2YUV30GbN1V4xwNgEp6bOZCsovH8/j4nz3t7eyUpJEJUIL3jbW1tTeVyOez38cwzz2jPnj1qtVp67rnnNDU1paeffjrMr4WFBT311FOampqKtToyBsPDw9q7d69Onjx5Vf1HLpfTj/zIj4QzOsFm7XY7Fu/BzthstVpVqVSKFR/y+fXd1UlMifW+lIf/0zkBdoeAiqLO/hIQY+Af9E6Hi4+hJ5zYhPtwJxPQMS23g4ODuvvuu/WZz3zmqpJUuVxOH/7wh/WKV7witnwPW2VdK0Qdc5hKNvfMD5gLHI0vxZ6clJYUay123+vY2ZNvrs17vGMFP+LYNEkIMobtdlsXLlxQd3e3xsfH9U/+yT/R//Q//U/bQp5sW4L5mte8Rq9//esDQMNQk73EOIhWa33Tnd7e3tDuR7D1ltje3l4NDQ2pv79fy8vLmpycDOVjricpfLZarYZ2W15vtVohcSUBSlbYAPUkNgwuA8T3wF4kWQAG+/Dhw5qcnLyqm/7cc889uvvuuwNY8a2gcTBs7uBtyThZSWFjAk8uWV8CwE4CQZy6FD9yhN/dqJMJpN+fA1WvUPJe34nTk84km37LLbdoenr6qun6nnvu0Rve8IbAzMLuUWVwcNjb26tstnOcBewbiYj3xMOKs4YPJhuWkIQJR1sul8OuhVTt6/V60BVMvCeQsO0EDdcxY8DnGXuCuDvKbDarm2++WbOzs1d16/ADBw4EhhaQ7Cz9/Py8nn/+ec3MzIT24UKhEHZkg7kFAPb394fkA7v1DSL410Feo9EI1SBP0N1nONHhbCzA3Nc9OFvvwcZJBUAvmwGh66t57trg4KDGx8clKZbUuY/2Kuzo6Kj6+vqCTwWoLS8v64YbbtDu3bvDZgVPPfWUZmdnAyMrdQKo1Gm1Z5M0T3I8yZIUAxPJqrRXypgXMLeSYjbO79wLf7/ppps0MTFxVe16bGxMIyMjIV4BLHxpgZNs2AlElaQAksvlsoaGhrS6uqrZ2VlJCklNtVrV4uJiIJfwPX70l/t1QJOfBy0pxprTVsj9+RpjByl/m0RRFDo9rma7/U033aRbb701xHHvpAGM4ydJwPHN+D98B/EMQotnpQIhdTYSgwTAR+Pj/cxSgB3HgkGsg4UgTtAX/3pMxS97t4nUmV+Q4GCQq7VJ2xvf+Ea95S1vUbvd1tmzZ5XJZALJzf16QojgF2nJB1t50syYga0YHxIRSPAoisJ3QqLgz0nG6/V6iBFra2uBJKP69JWvfEX5fD6suTx16pT6+vq0uLio06dP6+LFi4HcxZ/R3dXb26tjx45pcXHxqq7HfNOb3qSXv/zlWlxcVKFQCDs+e8slLddOGrs/hFSFxE4SbrTC+1EtdKyQVJVKpYAPJYW1hiSMXpUnCeK9yVZwSBPfdZbXPWaT4OXzed166626ePGiHn300aum6/e///36wAc+ENauQ1KgOzA1u3XPzc3Fdo9mHoIhPOFHry5eTXbi39vz0Zkno06+eqcQn3F9Li0tBYKRcQLXefK8sLCgkydPanl5Wa997Wv1rne9S3/2Z3+2ZZ1uS4I5Pj6u7//+7w/rDzBuJgMKIWjRDklpll0W3fBxpNVqVQcOHNDg4KCWl5e1a9cuzc/P6/Tp07EyLt8pXTlw3qpBEJY6Gy1IChU/2ngB7oBNJgttM3wOJgg2TVrfeGdiYuKq9OiPjY3pgx/8oMrlsubm5sJ5U+iTeySgeRLojgOdYbwwfySeGLrvwuZjCJPmiahXjAkG3v+N+Jo1ApLfO62dPln8Gg6EX/GKV2hycnLbgcvu3bv17ne/W8vLy2F9A4l8b29vrDXVD0LHjtw5sG7BnTjggrNVIWZ4Lthvnpeks9FoqFgsanBwMLR8eSsLDgTAAlvuSRHvJ/l0hpPg7ux5JpPRsWPHNDk5eVVsulwu61WvelWsxcpJDeY2Z7l6klatVjU+Pq58fn3b/8uXL4cxKBaLsc2UAN8AzLm5uRBcIQeo5Hi1EptEp976yXu8eubzzdl6Xuvp6VGpVArzjMCKn7zppps0OTl5VVqCuru7tX///mCv3Cs2iGDXIyMjev3rX69yuaxHH31UZ86cCZ/J5/O6/fbb1dfXp5WVFT3++OO6dOmS5ufnY+vFnCDyCpeDS9cFscD9A7rxVmVP1P05kkGW707eRxStH68wPT19VdZj9vT0aP/+/WFDJPTKvCKZLBaLV9w31XnfhXhhYSEkw06YMG4zMzOxjhRIW6qnTrQsLCzEOkIgSLDD3t7esD7Nqx18tydvThp6ouw+P4oiDQ4Oho3ytlv6+vr01re+Ndw3xHKyokDi6W2WhUJBIyMjGh0dDWvNyuVyAGbSeuWSRGRiYkLNZjMcQk+LJsn85cuXNT8/H8YOn4L9ug9Fh/hs99GOPQC6+ENvMfWOAapDL3vZy1Sr1bbdh4yPj+ttb3ub5ubmVKlUQuwAlEMKQ5xRWfOWXezaN88hHjppy+/eCYW9Ysu+ERZ6cttEJ743ArjkzJkzYZMVSbp8+bIee+yx0LHRbq+vj8evs5yETqSuri4dOXJEc3NzV8VX79q1S+9973tDYsd5ztgVra++bAR9YDfJLkAIcghsX5+MXsAvxCoSJt7vVXXakfHRLLHy9YeOI91nJ/GdxwHGirmcyWT0xje+UWfOnLkqnRB79+7Vhz70IXV1dWlubi74Qu6R2M98hnQAJ2On0sa7UjMv+NeLKDw/48AYegdfslLpxKmvLyamoDvuBRLI26f5LCQDY1UsFvXWt751W4712nKCmc1m9b73vU8jIyPBKGF4MAwSNpyQt26y6xQAmjY2JtHQ0JCGhobCbnA40kOHDmliYkLPPfecLl++HJw4CQ+VPRwggRdj8ICKERPsvfLEd3riJCkwKyRHGCGs5sGDB7e9TSWbzer7v//71dXVFQ7GdYfqAMKNHIfB8zvD7U6b7ZYd3MHe+IHTUnyTDgeMnmgm+8/Ro685QpdMDAcq2Ah/B1T6RO7q6tLRo0f15S9/edt0nc1m9Y53vCNUCj0YZrPZ0OLtW0mTPOKwsS/YcRJIJjct3zCEkmKOHftvtVqanZ29ohrBNWgPgs0lGePasPcb6ZfvSrYdJoGNtL7O5dZbb9VDDz20rTZN8sqaEp6JNhxJMZskwW61WjFyByYXP8J8xH6Y87Q4LywshPN2vXXVK5H4hI0Ajre9YY/4AUANDtsrEfxfiq9FduDZbre1a9cuPf/889uq6yiKNDo6GlhPb0/zaoMn6HfddZduv/32AArn5+d16dIlrays6Pbbb9fLXvayEBiffvrpQMQ4QYSNefJDEEwCS694MIYORjywOpkJQMeunS1OJkLu33p6enTs2DE9+OCD267rXbt2BVvBd9Kh4DYAUw4oZ72Ur/lhN0eAoVfAV1ZWdOnSJU1MTKhQKGhwcDDEQCqh+F3f4E5SiJdJO0ZfAEYfE/yLpNhxK17d30iXuVxOg4OD217xyWazuvvuu0NlAeFZSf6Y/0tLS2EvBmm9oj8yMqJKpRIqkRy5Q4z0jXkAcyT4+CvORaYVGtC9EfCnqkQXC/oBT6BPKX7cFLaLz3Ji0NvdS6WSDhw4oKeeemrb7DqXy+kDH/iARkdHVSwWA3GHzwRvkID5OHgc984EyCGeCz+ETWKX6AOs6GtU8cVSxwdHURRLfjyO+46q7qfy+bwuXboUjhAjeWC+ttvtQAbNzMyop6dH5XJZe/fu1TPPPLPtWO+d73xniEngCxI14hix29e4OhlHjOR82lqtFuzGTxLgO2ir5QgeyK3p6ekYjuC+sHP0B373TkCKDZLCHEQcL4Jf8vl8bIMb/Htvb6/e/OY360//9E9jNrRVyeVy+tCHPqSxsbFARJRKpUDq0c00OTkZbNnzm76+vmCL9Xpd09PTgdAjFnnHB7HLcQFxDezhdkzMYm4Tu52Ed6IA385cYimX3wPfD2nC3GV+5HI5vf/979e//bf/9orK60vS7aY/+YLcdtttuu2222IAyidsEtwmHScK9IlAAsT5U/TvA9QZpL6+PhWLRZ08eVJnzpy5gklxZ4IiCRYAfJw+SRqLuP2MLAc3OD8HsTwLDJG0vvPohQsXtnX3q7vuukt33XVXjLWnmgaYlRR0hGEy4b2UzvPB6DE2JKGwG+7wcR6+u6xPdK7BmGLoPi78Hb36Zxw88q9PrCRAx1FyluB2nW93yy236MCBAyGIYDeSQiIOUAGME/yY7Aj2RUKI48fGMpn1NVS9vb2xChKTn8qsVzQZn3K5HJISnD5jw3cBuKnI+4Lxdrsd20nRgwGJFwE8iiIdOnRI58+f1/nz57dFz9J6pfjgwYNhTHHKVHDQJQHUSSqeo1arqVgsanx8XCMjI8FGaJlljvLZ6elpTU1NhSqOpNhRD+7Yk2sYnGnk3jwg4N/4IQAzPsxVnpV564RKo9FQX19fOH9su6RYLKpSqYTx9Koe3+3AuVgs6pZbbgnVNzZvo/173759On/+vIaGhpTJZPT888+HawDGmft0SWCPUse3ekVaiq/3k+JVMR8LfANxhkCKLqWNd6PmO/jZu3evnn/++W09H7Ovry8k8w6SvTqFDkhYJIW1UyzrAEC2WusbLtG5QOtbPr++fT5+YH5+PgA1gPLevXu1ttY5yxR/xIHg7HTKfQI2PEl6sWqzExOMPZL019ns+pEabK61XbJ3717t2bMnVl1x22aNNXGT1r5isahqtar+/v4Asr01mbiHDlivCUno7e0Q6dPT0wFHUMmTFLsvOiggyhyA+rIQn5Nu705qO2BNthUeOHBAly5d0tTU1Lbo+ZZbbtHevXtDhQd9ct/e0l2v12Nts1KHSGZcmBte1XL8iA7AkI4TvGIkdTZf9FZCnydSvLLEOkTiHYkka5UhrhqNRugAwg+xURTJ7qFDh1Sr1XT58uVt0bO0vkPvrl27tLCwoJWVldDpBCbgOalsevUR7EuBRVpP5Ofm5oL+WCq1trYWNtaBKCEeVSoVFYtF9fX1xdo2qb4xjr6uku4Hrxwzh7q7u4ONQE6430Hv2IbjRPD7kSNHdPDgQT3zzDPbpus3vOENuvPOO2MdAF1dXcH/gSVWVlZUq9VCu7DUSeK4V4ppECDePYm+pfgGf9g6voHXvZrr2ANygVyG++Cz6JDvaLc763a9y7Pd7ux5A/EFGdput7V//34dPnxYTz311KZ1u6UEs1gs6u1vf3ssofRKotQ5hwdn7a0PKAvF0TdfLBbV29urvXv3au/evSqXy7GWIW9/GB4eVqlUUrVa1alTp65oz5I6gJz2AmfXpPige1mbCQPY5/694uPsljPj2WxWd9xxh+6///5taQnq6enR93zP9wQWC0PxIO7tgBi136+36ZFIug4KhUJInpgQPT09IVhQVUsmUFInMMJc+Wvow5NOT9b9ObxNzsfF17YlE/tsNqvbb79dExMTW2JbpPVqwd133x2rRtF+AojYKPjDkmIPTHyey9lG7tFbqySFg5G99diTSnag9KSFlmaCq2+pDpD0yhDv5Rov1sLsQYT7zWQyuuuuu3TvvfdeMYc2I7lcTseOHQtAgYoaPgMnT+KQzWbDzm6wpVRwL1++HJ6dBMmrR7QXXrp0SRcuXAgsI8J8p9LhoEJSbOwYUw8KgPqkj8NuGZ/k+hQClbOU2NbIyMgVu45uVjKZTEgQYUDxacmKoidETkrhe6V1YnHfvn0hyLHpjKRQ+fFKLvfgvtTBgyeZHnypSrvO0L1Xmb3a4SAV8SCNvj1pPXr0qCYnJ7fFV2ezWe3bty/2zOhPUiCAnEDx17Fx9/GMz+rqqkqlUgBq2Ecul9PevXtDdZCku91u68SJE8rlcoGw5VqsZyaWMR+cEZfiiQC24rGOMXF9JitV6DybzWpwcDCsf9yq5HI5veIVr4gRYQ6ksAcqWHR1+FxkXbC3DUI4cd/4wFwup/Hx8bBz6traWmhBhtCi+sJ6QUhzx0VOEkLwkQx44o6/5r1RFMVa/QGybu/4066uLt188806fvz4tsTF1772tSG5mp2dDc8GKYfgwwqFQkjmvcsJv4B+vPLtxADvc30A/qkwEQOdqHNigCobyb5XVx0TOSmPHeDH5ufnQwEEP84yqUxm/fzf22+/XZ/73Oe2xX8UCgW97nWvC3EIDLCyshJ28Ma+fKNKfK2vbWS+Yh/49O7ublWr1SvIO4+BbLTZbK5v9IZ9u39dXV3f8Xp6ejq0E2ez2RiGxN8zdmzA5ctPGAOfv4yf2242m9Xb3vY2nTlzJtZRt1kplUr64R/+4dCZhj3Q/s0mSfgI9MkeGKwr5x69g43fpY1PTsD+8DOeI3nXDePm5LaTgMmuniTx46Q2nW2+94LHYv+ufD6vN7/5zXruuec2vdv6lhLMV73qVbrhhhtCKx+TEAU50GArb5y1J6BeIaSFtaenJ1Qou7u7w2QCoKAsQGWlUtGBAwd04cIF1Wq1wMRyBIkzLlI8MfMKAqCQSY1zBKwDzLkmgZJnxgiz2axGR0fDIepblde85jXatWtXMGa2Oeb53bHAVksdJ81ExWgBKzzH8vJy7EBe3othwi5SUWPHMNdrMvnzoIAQlBw0efXSJ4ePUzabje3ilvzM4OCgdu/eveUNO44cOaJSqRQcKeymV0Vw3Ng9zpD7hNnGmVPxdocRRVFYQ9Hd3a2BgYEQ/DizyqvODiiwM+7LK2awmLBTsGg4c9p+GCd34B6YPal3doxK4XZsjLJ792719vbG2kmiKAo7ZvKcnnCz7T/AdmFhQV1dXSEAQDZBwqyurmpqakoTExM6d+6cLl68GGtJ9OdbXV0NiSXBhYqeV5ySbCTvcbbTQZEnblKHyXdAwDzic9I6AVGpVLbl8HTWlPm8S4ILb1fLZtePb3r88cc1NjYWKoVHjx5Vf3+/brzxRk1OTqparSqbzeprX/taqJj5LsoOetGX+1iAtyfkMKrd3d0bElpeBZXWAyTj78kP35ckUKQr12QODg5q165d22LX1Wo1VF3wsfgJ7pffPaEHzAGYq9VqqJRBsnAGr7Ruf75J3tLSUiAsiEssQSHOcRQPQJXqByw3CSzVBwf4SZtxhtz1myQC+D9CC/B2rHs9dOiQBgcHg1593nlXAoSTE7D4Ovwo/zrWkDq2y/sBzJcvX9bo6GhYlzUxMREAKlUc/BBzGlCKPtmkiXjO/Xk8cQIZ0E3nCz7SbQIdFAoFjY6OamxsbMuH1d90003BLtA1GMuJHk/s3V6IJ8Qd8Aex1BNpj+1O2DMOjA/Ln3huFz9uit/pvMDP8R7HOxQx+Az2Mzs7G8bHx4DYwF4A27E52y233BLWteOH0TebRGWz62ur8Zfz8/NBt93d3YG4oEuHpAidQqJA5nplHD8cRVEgvX0zMHwJGxsuLy9rdnZWi4uLwZd7bPMiAsfFzMzMhHHDf/DdjKkTkeg7n89reHhYR44c2ZYNf97znvfo6NGjMQKy3W5ramoqYACvdnNsHImxYyb8LbEI8UKKJ4PgduYMz4ygE6+kSh1czdzwSq9/jtc9aXTykDFnLrj/kdZxytDQUDiSZzOy6QQziqLAHMLMedkew3DWlmoYn3dmMFkZnJ+fD84r2Svu7SA4GqodyaDNAmVYYTd87s0BJtXSZOnZ2XbAugNLjCUJzl/2spfp5MmTm1Vz0NWb3vSmkBC4ccGC4CQ9AfHKm1+LiZD8G2PjLVHedoO4cyKB4vs8yGMLUqclF115EHEng04JRg5c+JwDR09Sjx49uiWAGEWRbrvtttjz4PRomfEEEWfuANJ3UfZg2W532lH9aBmSooWFhcAu5XLr6y2npqZiFTTuw/UK+CBYevLF5ySFllKvOHj1MgkQkwmB28HLXvYyXbhwYUtVzCiKdMstt8R8AOCh1WppcnIy2APz1m0J26dVuV6va35+XuVyWaVSKdhBo9HQ7OysZmZmQtXBdyv0XQmjKNLc3FxgWb1ajN48GffkDN042PLAg13zDMwTrgVYQ9DD8PCw5ufnt1yB4MxEvhN79rF1v0J15pFHHtGrX/1q9fX1KZvN6rbbbtMNN9ygyclJnTx5Urt379bi4qK+9rWvxSrr6N6r6Q408Eu0Zg0PD8eqAhzB0dfXp0qlosXFRU1OToZEC5/lPgfflyS1eG73g1K8uhhFkQ4fPqzz589vuQpBy7CkQDiiA5J8vyfiFOQPcRNiFSKPjaxYj8mO6VTnsLVisRhs29uGeV42MHFCkntCl548JuOepBD38Cn8IE46JiWK1ndn3WqCGUWRjh07dsWmMU70uG/2eI3d0A3Bcgc/0ziZHDMuAN2VlRVNT0+rUqno7Nmzunz5ssbGxjQ4OBhLcFirT/uyk9rgIuKob4bCuDBvfJ0U73EiBWGceOYbb7xxSwlmFEW64447QkwkcUYfLCPBjqVOuzRJkZPNjI0fh4Gf51nxy56k4/cZv0KhEDbQSybY2K1Xyvgcy4ogBhwT8t2eTHZ3d4dkgrmMrTGvCoWCjh07posXL245Lt5+++0BX+BTW63OEgNwLmtM3edlMp0NA6lyknDgU7j/6elp9fX1heMCSUJZV0zi6csdMplM0BmxtFKpaGhoKKxB9iVFvhSNJN/xMSQ4uD5ZgfZ44kTNK1/5Sj399NNbqmJmMhn97M/+rPr7+0NSSIKYHGPuY21tLRCBVPHRP+QgGMyJLMbWfWvymZKv8f3+d0++GVfHBh5bwHHJ6xMrmTcbdUMy79rttu688049+eSTm6pibjrBZI0kFUKpc9aNt8jwkLCsTEa29IZ9wcCcCajX6+EoE6pCa2ud9Q2Ueru7u8PaB5TuG4Cw5hK2xas5ySDJQOD4GAAHL+5YpE4/Oawh/fytVksDAwOxitxmpKenR7t27Qq6QVdsMONAmNc9OFF9TVYYPTnxVhV+SED8WXHa6MGTQ8QrdXxe6hg/k8PBLAkUY+WAiPvhGh5ESOxbrZYGBwe3pGsqwouLizEnx7+MP7rCISVZIgdu6JB1Kf48AA2vsgM6PKnxJAudeIIIK+4gkefxVjups3OyV1SSQdkZMKnTPsrYj46ObrmKmc/nNTQ0FACTz3vf0MTX5XiSncvlwoYaAL61tfWt6HHwbqfOUvPjyVUSlDBmJHoA0aTdcx1AOHbiNp9k2R244tcWFhbCvTipQYWDYyk2I9lsNmyaxHf7cgECkOsMuXjxor785S/rzW9+cyD0JGlyclKjo6Mql8t66qmnQnupA+OkQHi5/gcGBvTWt75VBw8e1MzMjIrFog4cOKCFhQU99thjOnfunPr6+nTs2DFNT0/r+eef16lTp2Jz0rsokqA8SXTxnJ40MV7ValVDQ0NbWouJjtAv98I9AtYYC6prBHv8AiBxbW0t1p7V398ffKYDdtoyAXj9/f2xtZuQVmxMMjMzo7W1tZDouZ+m+gkpBaByuwXIkhQ5CPL474Iu6B5IJvwvVfL5fFjHyLWYo+iO+yVWMt7ol04U7t/jjxQHZQ7uVldXY0Cb8RgaGtLw8HBoq/M17hCQSb+eyWQCHpIUi2nYOP+6XfkYcK+uC3zZVuMiG74wzpJiANUrItg6umY9v/tEr6wAZJkXPAv25oQdybrU2TuCe0l2aHkSzhIUSAG6XtgxOIoiTU1NXdFlQALKpk1Sx58QbzwWlMtljYyMbCmZJ7ahE67tmJc5Pz09HfwougA3gUGIXdg2O6szdvgMfDPHe7G+m+/Cz9br9RBj3Z91d3eHDcwkBayD/ThuabfboTMF0pWfRqMRuj+8e07qFCek9dMUbrzxRj355JOb1nV/f78OHz6smZmZUGDBP3i7LH6L58OWGRfs29eV4t8dW6Azxsf9JBjCE1J0z3ihT3ACvheshj9LxkJe8znhpAS6xnb4G8/a39+vG264Qd/85jdfso43nWCyoyWKqVQqAXzRgobzgSGkpaG3t1flcjkYttRhrFDi8vKyzp8/H865g8EC8LENuAOI2dnZAEI9wPkmCklHzeuSQhIMOyZ12gn4l//j4JLsgrONfN6PX9iMlMvl0AvuSYAnx+7snMX14MSYIBh0u90OrQDoDGNDj+54IRL4bow6yaThwBzIefuFV19xUlSc0adXl7wygbPBuXJ9gslmhOqCs8hJwoT7wflDPDjjiu5ZMO873pVKpVB14+wuAiTsoFcLcFqMJd/va5e95ZV/PRnyagRj4klmsViM7ayHOFHBvxAuR44c2VKCyZx2O+V+FxcXA6nEeLv9eOdBqVSK+SDWQjE/BgcHg84IHFJnfmKL6APH71V6WFJAqZ+Hhl5x0gRAT9q828DJGgK4t8V5oCHQDg0NbSnB9LmLeHDBZzC2/DDPv/71r+vw4cOhPYg24pWVFX3961/XV77ylbB229vgnH32TQYgBru6urR371695jWv0XPPPaevfOUrYQ7efPPNOnjwoC5cuKBz584pk8moVCppcHBQ09PTqtVq4Tuc9HICQIofd8PvzpI7qdlqtbR///4tJ5hc1yuS+BGAG76CWMLfvKoKSYkfKZfL2rdvXzgsnjXf+BTiI0f5ADi8FY5dMNn4je6JiYmJAEJ8gwpft+YVFebiRuz5i/3fEwDmxVaEFnfmDomwE8RSJ44A0vP5vCqVSqi+cS5jpVIJCaCDvWQFgliF7bjPvnz5sgYHB2OJHzuwYw9c0wlFb/t0ohJdEe/8SCz8BYSGE17cK77SN5B7qUIFlrjjRBExfHl5ObRdO3HteAHc4sk7sRObd58vdc5K9CokevTuEvTJmPvyDs6RzufzYQdslqfQCUDbpsc6CATmsvsansd3YZakG264YUsJJljRCSRshPF04pQ5i79jztKiTSLH/Ojq6tLY2FjQDwRJrVYLJDhkt3edlMvlQPgWi0XNzc0F0hts7muRSZBJ5OkecqIW3Oa25NhVirfZM7fRz7Fjx7aUYA4PD0vqbLRGUYuNnbxqnSzYcO4z5547WY0f93GEAOF5eWbHzTyj+0fGiO8lVkVR5+g06cpznz3RRLzI5AUa9OzLdPx9+Xxer3nNa3Y2wQS00PLXbrfV398fqw76ugcehL/5Dnm0B2FcUqdnfnJyMrZlOAET4IjgeBksAFImkwkVKZIbAIifH+XsLP3l3JcDFwf83Cegl3amJOu51QomDj65HpT7SjJp0pUb7AAYGDOE60qdjUyY/OjaJ1ZyLabrXIoDOA+QjB0TwHce474cFHnpP3ltZ009oUpW616q0FKUTM6dcfW/e8WKijmkA8GLJBjnnMvlAtvnbJHr3Jl3HA26oJruQNQBCM7OwRtzLekoSYgYH78G9kSyBUggkWLd02bF5yLz2H0AbJuTRTi9ZCspLU+ANG/lIyBTDcS2IBLwA2wsRlXPQYsztdgI62/xbe7MGT90SpBxUOBt1A7YuA6JiLcbbVZeDMg7c4quAAXePlur1fSFL3xBBw4cCJWZCxcuaGlpSefOndPly5dja7Mc5Pt89yDILrXtdltPPPGEnn/+eUVRpMnJSX35y1/W4OBg2P2y0Wjo1KlTsaM+fLt95pHbC8/nhInUYaOT8Qa7Hhoa2jZdJxNdwBxVQUACPjXZJcOmSQC4tbU1Xbx4MVSk2c2wXC6HvQra7bYmJiY0ODioYrGobDarXbt2hV1WL126pJmZmQB08vm8RkZGwnmXkmJ26S1f+Av0ThJFkpGUb5VweqKxWXHiBJvzThD8MfOKcYfg6O/vV7VaDXOS56nVaqHzCH/PuHglxluQ8TP1el2zs7Ph6Kn5+fmway4JOuPvFWM/f9rnPHryFs4keUKMZsycdPaK1mYF3+ddUlzXMQOxjfkIvgLsMgZeVHCigf+7XSSXyzh5xfc64ZFMWldWVsJO3KOjo9q9e7eq1aomJiY0Pz8f7Jrvolug2ezsyt9ut4O/R6cQ8gsLCyEpBDduRbzDwTvjeHaKDJDTTiYQRynOONYAQ1OdjKIoFIJ8oy9iADqg46/ZbIYNwjhbm1jQ19cXPsPyEp6BjiT2DvGKqq8TJ6bjB3lefBFVUMcoAwMDW9I1ZBz3xK67JJzoh8ol85PY4fgVPEvMljpHyYARvMDi2M8JA/8b5AHjC0GdJL14nd/xUckuDO6f90rxgpuThcRD3ssSm5cqm0bjGLu3LUxNTYXA49UXBo2EBQXxQL4+zw+kpuIAo7xnz57g9Ht7e4PjLZVKWlpaUrFY1Pnz58MkarfbwUi4F18zCCj1xAE2sl6vx7YYJ4mRFGO2GEyYGm8Bw9EnQc5mdO1VKmfjYfR4DkAz9+aGiMF4Jdg3/mAsAZ1eTXHWxQEd1+Y+McjkJgm87owbkxHdFwqFwAwzzlzfA6hXQ3zSeeK8GcHZepKFzqVOWw6BE8eCY03qhwo/wKVYLMaOagA0sF2+V8v4TuwqiqJwbiO69+ol37tRuxDB0lktgqWDGZ43CdJ5Lk8It8KII16p8WoI9kAijf04m0yyx/t4jnK5HBh1knE+R4sgTt/9DtUcjoyp1WpXjJ+kWJuYb5bCDwSTJ1ncO8/pBBTPy1zAtvAf6GerkkxSnZxLAlISGmyh3W7r/PnzOnnypObn58MztFotTU9Ph8TEAR524/MSe+T6pVJJy8vLeuCBB8KmbkNDQ6HadOnSpeCT6vV6YNl9cwtfL8V3uD9ibjgjzDO7rfF+D7KbEQg9J46SnSBsGsGuoCT12AhJjxNrAKDV1dXAvBcKBR08eDCw6T09PQEEcq4j+mcTEGLopUuXwtpl7Bgilk4eqkReGUrqy5Md95N/m462SpogXv2nAoO/wu7Qv5O9vkNkpVIJoA8CwDfQkTpVDhKAarWq3t7e2KZjVJOxI/eZjAGVQAh0CEj05mQan+c1Ejvfa8Ir8PjFJL7aKv4oFArq6+vT3NxcwHLcA3EaH0qnAaQmayQdD/E74wRWIW56q58nXBABxDP+TnKDzyJJZEw535vKNcl/uVwO/tyrObSbc11ft8iSFlojfXmRJ8+bFU+ysWFPdHlucK3jpFwuF44UoQvLCw+lUinEGZJHvotzYVni5RizXC6rt7c34C4wCjiyWCyG1lYSb19rTgs++uO+ubekv/TuHy+aeIfjduDqVqsVlgqwzwFzFZ1TPKC74MKFC2ETSMgUn/+OwSDinCh2MoVn97nKOEOS8YzEZo9tSR04Ge5xh/egb1+6gd65vmNEJ282q+stJZi0qWI4fkA0LTkcERBF6+2B9OQTLH0QJAXgzlbUgJFGo6HJycngjMbHxwOrQatctVpVuVzW7OysMplMcOIYtB+QzIAkjRonk3QgnuTwurMVCEwmlRKMbysSRVHYCMDbqHzyMSZeZUGfSbbEKzyAZwcKyYqZGzlVWip2DqT9MzgQb8nMZrNh8pGUe2uYJ7J8dqNrAypoe5GkS5cuxZztZsUTLA/YjEOSRSUAuvOTFAO87hiwLwJpX19feB/f19XVFVpNeGYYPjbG8N0jPcgzTqz94f+MK6CKeYE9MPZ8nnvxlidnrreqZ3SQBP+uc1hw3of+vAKQbEtxYCcpdo6oJ9peFSKIEDCZb3yPt7VJnTnlm1SwIQIttK1WK7DNzEd8TZJx9yoJ13cyabPsoes5+Tu+A/bSg7qPtbcQz87OhvVLEDHe3u0t1VwLW2F+oONSqaS+vr4Y8J6entbNN9+sSqWi06dPq7e3V/v37w9J5tmzZ3X+/PmQLHlnAICXeyE5SAZ1D7aeLCUTz62Igwaem3tgszmAOFVImHLuk1Y1qVNZXlpa0sDAQNj4qVaraXZ2VrOzs4HcPHToUADtc3NzIQEC9M3NzalareqVr3ylTp8+ra985SsxkElVAb/gyw+8CyVJIjiwRs8vlkhuV3Lpftj9EeS2d8NQ4SUBXFxc1KVLl8J677GxsbDOkIQEHyEptAlDHHJ0hScE+fz6DpfsjN1qtUIlpFaraX5+Xrnc+qZW7BLKmZKeLHk3AAQXlR0nLaQOyey+z9czuo1vVsByxGL8qFdVpU57phNpVIckBSIc8Xt3MjoJ2OkO804R/Cp6YVzoVElWgtbW1jQ1NaXp6emwozZ/57q0PCZjEqQFwnhRqQMHbQfJ7WDf/bRXiz3eg7VJDqMoCsm965CCgrdhQ5o4sY+vhuTv7u4OJDfn7TrRgg9mUyDfbRdc7mSJE7SOp7FnJw6SfgI74WerxCs+EpINImFhYeGKdlS+u9FohIQZ/4AeIAGdYMZvePXVsTtjjXgMpdKbxJCIxzInd9G968u/x3FMkmj15+X5t2LTWxohHgpnyg16OxlJFsGfALa6uhp2a2ICAXJwKN76A/PrDmFgYCC0ksGkdHd3x3rpvcpYqVRCeV/qJFMYiU9sZzNoY+KZJQXQThuCpJjhs+4CpmkrAvhwp424gZDwehWBHwzOq335fD7sbLdR261XHGA+JAXgDJDZiJn0oA+YgjVDf2xzjdOEMZcUO6sH/XmVKJPJaHBwUAcOHNA3vvGNEEi2kvgwqb16IMXXb3ni6y1AXvlNAnjAG+9lwjKmbOTCOK6srIQd4mifWl1dDeCetQKsVyXJwdHwDA5uPYlxQoXxAMj4+lMPbBs5+62IJyH87qSIg0d3djwXgVXqkCBck+oqfofAzCJ+rsmGB8vLy7EdO5ljgA7szcfW11UTcNErdgCh5cdPcB1siCqp1Nl50ckeSTFQtllJAnDXJcK98ZxR1Dk7DiAMgGMeOuhL3jvX8flDcgpjjk7m5ua0tram6elpjYyMqNlsamxsLKzd6e/v1/z8vM6dO6fZ2dlY27aDXXykB0afA57g+30iW01++F6vfDkYAqBJCoAPgoK4iM2trq6GpR/EwGazqZMnT4bz8drttnbt2qWBgQHt3r07tHaePn1aZ8+eDQTA4OCgZmZmtLy8rKmpKfX29oZ1NSdPnlSlUgkg3uM14+c6o7LD872UBGarjPiLiSdX6Iv7kxSr9mD7CwsLYW4vLi5qaGgoYAhf19ZqtTQxMRFLvFdXVwMJRYKztLSk8+fPhwpao9HQ3NycFhYWNDc3p1ZrfZ3nyMhIwCyZTEbT09OxThSpc46pg1OIdidSnZj1+UdldCOg/lIFzEWswLex5trJP7ABXSToyu8Rf+AdHO57PF4hjC2Jj3fbsM7QK4/EZ6/8UKmam5vTrl27wthxb6VSKSQRfCdJEXsUYDveTQMZvFGcfKnipKpjUifCHA955anZbIZWVC8mUFXErhkjElKSSDCUj3U2mw3noEsdEiGK1k964HNDQ0OBUOFeOQNVWq8Wcz9JUvzFijBgWydnvdizVVldXQ3LEPz72+12jCiROjsLJxNAhPd5Es189nmI/fCdjnUQJ4+Sz+p4CJ2AAf39SbKaz6JXj5UeJx0neifcZkmqLSWYPBiGmclkYgmlJyk4A2+jQSmSAkCAzSVZgpll/RQB3FmH1dVVzc/P69KlS6rVasFpkOA5kEJhAEQv0TcajRCQadMCeKJg7oXKn7NYkoLD496obGxFMBiAM7vuekVJ6rQs+Fbr3kKEY/DWGkkxp0+ywgYKPBPG6wEAR0Y1kuv4YdZra2sqlUoaHh7WxMSEurq6VKlU1NvbG9oxaGd0UOoMGC0J3GNPT0/QPxuAsDX/VhIfn+hONjARpc4uhU5eoCPWNkiKVQ1Jlunlh23lO71lIZPJhOojFR8SFVqP0DWBLorWz+GqVCqanp7eEFwDBBywJBMMqVPp88qaV368hXgrwnzz6hL/erDze/Aqm+u92WyGDUwIDKxbbjabsbZiPkugw77QzeLiYmBkW61WaP/0Kl8y8eV5CCjYtW9YASDJ5/Mql8uSFA5rxgchzG33rdshfJcHOyemSGRp46OiU61WFUXr7VqVSkWrq6u6fPlyANJ+nWSFJdl94HOc3Qj5TkDijTfeqCiKNDExoccff1yt1nor7szMTACR2GRyJ+FsNhs2VHG9MeaeEG3EiG/VrrFT9AwggnhgF0j0wTPQdZNsZycB6u/vDwDZK+PtdluHDx/WyMhI8C/okSS0Uqnolltu0fHjx4PfodJw55136uzZszESBd0Rb5x48iSA8XVdSvG5sBEQ3M7kkrnD2CdtjHkKQQfOcLKNNWtTU1Pq6+vT6Oio+vv7Q7sha+0gF/HFbA5Tr9dDwjU/Px9bd8XfAeYcu5PNrq9txl/5ZiFO7PpaQmIJscdjSVLPG8XurQjP1Gq1QnwCYINxOMvTkzEpvlmf+3K3Eynun3g//oUOBX8urzK6/3Eb8I0RwQyLi4uan58PpCyEFX6Zc5jBTl7UoPMOu3dfyjNsRcA+PmaeXHp3micSzWYz4AI2+El2NpEwgS2SxBp+hx/0zh4CxAnGm/uEHFleXg4+PZNZ3xmd49dIYmljB2NDFDsRR0cKdkLBit/dl29FmJ+QCt5d6RgTXAbWKpVKsY2APP45Iedks1fxNyJcnPjy5+MajL/HKXQC3nAC1cdVihe/fOyJm475wO5+nc36jy0hF0CsZ/IEdWdCUQJGmAz0TGAMnESJQM3CYZIIKgiNRkMXLlxQs7l+oCwgpF6vx6qpAHFvDwTI0pLJAl8A5fLyckhiYXl8kkkKvfwMBoykV26TE3mzQoBxwOYGgWF5Gy2G6yVxHzsAL/e3ttY5xJiWCRZg45w4TN0dO+8n+MGEOyjds2dPYOT37NmjSqWi8+fPx/TFvXobqf/N1yExwZ3h32p7CpKsdjgT5UkONsa9omPAAUACJwlgcCaLBFvqnBnloBTWem1tLWyKgq74Llq6vFWTNhjv/We8PWAiDg6TtkXg8orGdgRSZ8C5JvON5M4ZRIK+j7MDTKqB7j94D/4Fx4w+aN8nOWV88vl8WM+2trYWdk51FtABAG012KO333K/HO1EwOG+eV5nnqWOf92OCqYL9+227IEFkmltbb09bHJyUgMDA+rr61Oj0Qh+lkBJ4ILNRyf+7FKHyPIKAML3Xrp0SX/6p3+qUqmkubm5QKYR+KXODsTMHSqBVC3wPU4MeSLsdu+EGba9FXEfzLX4P3GD/QPoysEOPQEl3jQajdASXCgUVKvVlM/nw3rLu+66SwcOHJC0Xh31c0IPHToUlrEsLCyETggnQG666aawvg59QCK5fToQRDyRerHqjet7I0Z+q4JfZRyJ5yRh+EAwCv/iE3k2ukUcJ3C2bq1Wk6SwYQq+m3XBzJ1KpaJKpSKp0woNniiVSuHzJGmQAVQz0Ysv4UlWIPBtvoMkz0GcILlwMmkrCSa6ooWbxIbElooUXQ1e+UE8vnii6WQdtuEJJ59B51EUBRLQwbVXZKQOQUxnFNesVqvB96NjdObYgvkK5kDf6BRb80oh9rgV8WSa8zcZz40SbPBlq7W+JIOkGf0QX8EFxFwnspkr6J8CAa2gXDOXW99xvlgshq4fSEaSTJJLTwypFHPyRC6XC34bXOtjD4727jj8IWOCv9+qrhlTxh/hObBB7zBwO2Mu8OyMvxcr+N2XjXm3HnEhSfr6hnDuAxz7YQtOmLmPxT48SefvPv98XibbeJ3IeKmypQTTHYNXUwC1zhBIChUedxxuXIBOZxRg/jA6lFUsFrW4uKharaaFhQWdOnVK09PToaWKicFkoRUUQ5EUmAp3Xj5ZqWA6yAW4AohhE7hXSaGiQkDfjgST70lWzZz1wSBwKsln8sCAEaMfbyXxJA/wwOYoJEO8v1wuh80qmPw4w1ZrfaevO+64Q9VqVfV6XdPT09q/f7+q1aomJyclrQffWq0WWB2qSwAuqtc4Fm+PiaIogLTtYGqxSYKGt6AARtAd4+JVVxwkExpg4cmCAzKCsjOHOBwcDHa/sLAQkiiSLRJZvt+TEd+ZMAlG0BM2gs34a14p8irodpAmzsIzzjw3vsRJG77P3yd1nKvvPJfL5QI5xLoo1kABCCBI0IuvbZ2ZmQk7cebz+VA147ucaXcAw+YKJOTeZgJgoG3I559X/dyPJitJmxWfE574ePBnfqEf9+krKyuanZ0NAZR1K/gNyAASZ28d4/8k3vh6JxixP7pOzp8/H+5P6jDN/jcpHsSJHQAX3suzMlfcZpL2js63Ik6ceFUYXUqdndRbrVbYNEnqxEcAm5Og2LikQLAePXpUN954Y1gbOzk5qRMnTiiK1s9j7OrqUl9fX0jIq9WqlpeX1d/fr5GRkbBh0sjISGi79+9bW1tTrVYLNkjLptTZIdGJESdg0Cc24pL0QVsRvpN5yfiT8CQrTMQX/Bmf5b18vlarha6UpaWlsMRhZmYm1lZL5Yh1fZBSURSpr69Pk5OTMd8yODgYO8aN+QHpAGHoFUKeLQnIsWMntKi0ME78uxVpt9dPCGB9qic3zHe+B9txUIp9+/Pi23zs3CbAf16JTpKgvI/voDpEksb8wRc1Go3Y3gWSwhpBujZ4FnwOWIh/k/gVjMB832oHhAv34/pxwI9eif1zc3Nhnrbb7bCpID7A8YmkQDKBMTwugLFZo8m8AUugJ6+i87onqsR3xq9SqYROFGIhsZKklJZnX2oQRZ09XCDjPCHcjHgy7/dIXHESmBjM3iwk6OQKnkMQ25N5BXEuSbBiP94Cjt9MLtlC18x3xyX+O+MJnuXHOwd4v/tpLzA4abhZvLelTX7coDypwWBoXUVxUqeXGRbOnT8PzXXm5uY0ODgY/kY1k2SqXC5rbW198TZML4ZOIuhZfiaTCW1f3L+zWwQUBt/bMh0A4sT9uVhDB+hkMGmD24o46GAibtQKxITm3DQCFQwY7+PzjBHjQXtLMiihe/QPuCwWixoeHg7JNCwVbGwul9Po6Kh27doVNkUYGhpStVpVu90O2+MTnBuNhmq1WmBBae/y9jAYeoKypPB3PyNss5JcpwMQkDqAFgYKQI1t8N2w0wAzdlnzlsJyuRyCGCwp691g0xlb1vM6keFJLmOUdET8TpsXzgpn51VoxG3VWzX5DmxnO6rF2EipVAprNJJrWwAafDdVWn8WBxSSwhldUbTeOsxz9fX1hTUqnszxLIuLi8rlcuGMXrZix0k7SCXxIgA5g087nTPx+AS+D1tx++HaXs0AJG2HAC6wYeyAYAJYo1otdRIz5nc+nw9nhUHCADqoHkqKBehkIuFJByBVUth4w/0qcQV7wVcxhqyD8zWBbpvYlNu8s7rECEDkVgG5JzTOALuNMqfYUMQJQ5IRiE1alBmjUqkUq4A988wzwWdSwfQqHn6pXC7r5S9/edgUiNjGZ1j36evwe3p6gr/1XbIhIl5MkiSVx3d/z1aF+JUkFkkgIajcb/HdvO4xHz+MX3XfgG1PTEwEfCF1jtFg7NgdmNgwMjISqvEsncHvAjapDnv1mHtjrnLfvN8TMwA/FS+pk0hvRyIPfsBO8W3MQwjhVqsVlr44jpMU8588C/fP3508R+f+vWATNmsitlHdIlYnq2S+UWO9Xg9xxyt3ntA48cj/vapDcsp3SZ1K+lYTTE9O6Jpx/AWJzJiDa/lZW1tTf39/wM10l1HsoGBDYYXE3K/lFWjwB0kfxMrMzIzy+XxY8z05ORl8Cjol8aEoAGninQZuHwgbnDEPeW46tfjZjgomWBM/iQ6Y+94N4HibZV0+bjw7MchbkvH5ycpikjjxOMG9eBLJOPEv+vGqKn6Ez3qBxCv8PkbEXMbD5+JW/MeWN/nZqD8apg2ASABvNpvhfEl6nB3gMCAE/2ZzfYdBjgIAXPOaJxreAkeW78kug0CrgN+XgzhAkTtOr94AvlA+E4hgBiBLVhu3IoA1BytUSWG9fREyEyS5iyW6JrlHX36GqBs5eiNYMcmYMDDjztIQ+AimQ0ND6unp0enTp5XNZjUwMBC+t7+/PwAuwAx6HBwcjB3czLmRJBi+ZqJSqQSQtZUE05M2D6o4EvQodcAuAZzXaK9yAoAKDtf0Sj8sFdelugwQoYWKccN5waDBVPpGW5LCdvKMCYGWCnbSJtxJeaWOecV9uCPdijDnenp6VCqVwoZH2CvVKJ7DQRhg0AOZO1D8Dwk8n8vlcoGsgInE33jFHqbVzw/le3kv340dEAQZV0lX/C51WqgAvO6nnKhw4OXAbDNCkJGuXEPH/70tiSqAJ4fO1HoLu4vbH8/oc4Nx88O/ma8ANI7sAUQAtLB3wAokITYD4OfvzhY7K+tkIvMb37pVwIJ4Ukxcw07b7XYgObgP4p0DEineKlksFjUyMqLR0dFQienv79fExITOnz+vYrGoPXv2KJfLaX5+PraujP0JLl++rK6uLo2MjOjmm29WNpsNXSTJZ3fmW+oAQGzeK9DOcnuF3wksr0IxJlu1axf8MN/FfMeuvauA58rn82ENNokZ9k/LPLY2MzMTfArjRHWTdfHtdjvs3EtXDniH1tlGoxGOVcNvES9Y85nNrm+aQsePJ4terXQihZjNMyRJxK1Iu71+tqrUIeGJPeACYoTbhn8/Y+J2nwSxybEjIcFnYjf4BW+TRJfMaXx0csMcsAfv88oPyaMnlI63+C58DJ8DT0lbX4OJLviXOIDNeSxZW1uL7atB3MaeZmdn1dvbG6sce+LMdXt7ewPOdXKc+QMucoLDCfVsNqu+vr5Y66cXQ6IoCoRto9EICS/VT4+ldME5CcrvPibbQZxInZgFmYev9u6HxcXFsKeGxxcSXjCcxzm3UydmGFf8vI+1jw3i+RRjkkxI0Z8TA+jJbWWjSiXv5ZrMm2QCulniddMJJiCYB/KbIsN35+NtCVLnKAtv7eTvJGq0M5BMkvwxALRMlsvlcC1nHzy4wwySlMzOzsaABwwgAwrobzabYYdDjAlAxmThfUn2nQmzHRPBg7izTFR0K5VKuNdarRYYKx8vEhychrf2cc8EUXeuzhL7BiC0rkqKtbNgD4wdG3H09/erUCjEzqWSFBaHk8T09PRocHAwbKlN9W9tbS0EfsY9k8lofn5exWJR09PTW3LwDlKkTtDid19XJ3WqnYgDWBwl7RS8n7EEQEOQVCqVMKdIPEi8ATreFpLJZMJOslQovCJPEuXHDkidygjzKZfLhXVCPHMSiDvxgOPdqk0TzLyKBEBgR2gc/fLycmih9gTSwYOz/PgdGH0CJM/r7B7jynx3to8NvPyMLHxDEsShT3fczDNvLYad9iDtNuUBHFvZDv8hxTf8SF7XfZYDZvSKD+Z3ruMsNADQ1xIzngRxf0ae08mrKIq0a9cu5XK5sK4ee3Rm3+eB2yw/zBee0ZloPucEDP/f6hoq6code13/nnBLHRvBjzuTDoHX1dWl0dFR3X333ZLWOzbGx8fVbDY1OTmpYrGo8fFxHThwQAMDA6rX6zp16lSowHP2H9Wlnp4ejY+Pa2JiQg8++KBqtVqYQ9gF+qRaEkVRAI7oL8lwO5B/MT+cTEq3Kl7RwT7BENlsZzdZ/A125F07jEuhUAidHpDU2JI/txSfD8RdSFfWpnEtdI9uIMY94SG2Mg7EcHTmgNermAjjw/05uPWx2oy02+1A/nZ3d6tcLoequq/DbjaboULo9oQQ3z2W4D+dgCHe0H3AOGCbFB4YyyTpDzHD2HobLckU/hrdMsb87vfmwB+94uvwh96xsR3CmHnS7Utv8CP4EsdprA3O5XKhqkghgrkN/vBWYu/ecjsjFrsuq9VqLJkBB3usJE5C5jphm0yK0aHjb+7Br0XBw3OPrerZE2fmIvfnWJsNjHg/NuD/Bwc7cS/FSV6+F3t3Itlti+uAXZLdAH7vUmf/j43iO+PE9fndP8/f3O6SpPFLlS1VMAEhOAtPKPmbV4RwDl5+dvbYq3+wUzhwWEVf08i1C4VCWCPhay+QJMuNkWPcOHwGE/DiDtsnTldXV2gnYpICinFSbFW8HQyiV0FwaoBzJi67ddHK44xbslqBTtAhDppkk8DpDsl78Xt7e0P1GSdOGxX6pZLHDyDT2z5Y53ru3Dk1m00NDAyEAOaJr1e2sDeOnHHA4G0DmxWvIFBhZAywkyRQlxTWgTImc3NzYVey0dHR4LzY5MFbcdA99gkYz2QysXXLxWIxxjBxxAH3ymfQC6w2vwOSvBpIgHFmjmdi/JnnzlBvVc9cl/vGobPegXPXWLdYKpU0MzMTc6YOahgP9OHsNBUfWrkBSuyOyTxnLmBPsORUIGjh5nBmSBLflpwfAohX3Xz+0WHAPCOouF2g4622bXIv6Aj9M58JJFRVCLKw2fgVQIwTEB70kgCRqpxX8KT4RgX+vFRJL1++HNYQ4n8gV1j75/7dAzS2kfS5yUTSKx98dqtAHL36//kung9gRLLr/sSTy3K5rIGBARUKhbCr7uLionbt2qVSqaRMJqOZmRlVq1WNjo6Gdln8c7Va1e7du4PN7t27NxzpJa0TiX/xF38Rjnhi3nV3d8d2JcVfkaA7yHMy1dlu9Om+08VB1VZ17ef3SZ2zFvGb7XY7VHEAfyzjIFY6MeR4xQGnC62aq6urwTdyZA9dOhMTE4Fc9PH26i1tzdg4CQ/J4vz8vDKZznmpkLv4J9+w0BMDr2p48r9ZSeKner0e/LP7O57DuwYQT8zBV2A53/gOX+j37QknemQ9KMdjJMl0x5/Ec3AUlWfG3ZNb5iw24Lrz1kzeyzODubZjQzZiNbGI5MKLDNgy+vAq8erqqqanp1UqlULla2VlJbaXBcdxSQqbNOFzPNbzPdyXV4rdd4LPfJd5kjPuE8I3k8nENrsDU0dRFJYGuZ/3HEOK79GwVT0nxxpdOE4m1jcajYCX8Hv4QbcxbNVjkBOd2I23OnMtb8v3+OBdkT7XeQZPdL3KDYZ1vIbN8nl0mbxHr+xvluTe0hpMjJ4J5hNV6rSBSYoZnNQBWN4G1Gq1Ygejs8aS9wOqHQTBzvT19cUSPwYh2VLAGhcPKs4AeSsATt/Buh8TgbOqVquxszB5XmfItyI4FPTigRuW2p1MkonivSTEsL4YHYCBBJFk1Rlhnp/1kv5cyY0VcA4wjZy/xhEHOJeJiQldvnxZ09PTwZGhSyYFDgsQ75UWEgWIiWq1uuUKBLaFQwP4uaOT4ueuMUYeiNgQgzUitEIBJlutVmgZqVQqYSMZFrLjOAgIVN/z+XzYoRCAwZmCXnmg/RhGM5vNan5+PrYuzs+jwg482WIdiwdTBxJbFX9Grk9AWltbCzvHtlqtUM2hKsv9YvOMB5UzBxkkJ55QMS7eMcH3w8YC9LAvdJWsMECEsAlYkjBAl9wL12eOeIDw5NIrg9uha0+uACboAxIPUMz94Qt9zQt6531OZknxyn8SiDjTDzPO/XV3d4cW+suXL4eWWWfBWTMDAeDB0H2uB0jEfaEnpR5AtyPxAZz4s/p3+xm/2JOD3+7ublWr1ZAojY2NaWJiIsx5um3o+hgYGND09LSOHz8eNqS56aabtH//fo2Pj+vgwYOxhGtpaUlf+9rXdOHChTBuHB/l1SEAJt0YkEH4ZuKJg5ckUE/6iY3GY7OSJMPAG77hHjbupGhPT09YZz07OxvGibGBEJLilUr04JUHP/dRkiYnJzU3NxerUkuKde2wgRB7B+BfiAu+ZtA3/yF5prLHcztZgs0TQ5L7XGxGBgcHdezYMZ09e1b1el0zMzMxQoF78eQKf+5+B0LQY6t3BRELpM7abwfSiBMd+DFipNsiccyr2072JEk9JymwbcgWJ4UZj41sfDt8NfpwHUCEOEkIcUKyyJ4UJOCQE/V6PfhM/LUnQD63IUQZG+8CgQBkfLmWY2n04+MKdkR/vBeC3O2fsfT4B65MJpxb9R+ew3hXDcL9sOeDkxjMVfd/6Mn3IPHYmCRC/TPoyG3dcYH7EsdhvD9JeHjiyetJQsjzBSe3JMXue7PJpbSFBHNtbS0AVG999VY8kg4Mxkv8TAJn6jHIlZUVLSwsxI6+YAOf4eHhkEjgZNrtdgDfOD53ZgSPJLvsgZ9e/ySb5ZOqUCjEzlgjuW00GhocHAxByNfubRcQh40iQWm3O2cyefJFIJIUmzxereL1ZFsrzCJMik9k1x3Xi6Iodi4bDDmAfnFxURMTE6pWqyqXyyF48ywEZsaL+wU8cpDvwMBA2EF1aWlJc3NzymQyGh0dDckyrc9bqUCgK5yvgz9P2JOstoNFgv/c3FxIkGdmZsIW79PT0+H5nD2DpIFgoQWYKo+3gJM0Sp1gyJh6gC4UCiqVSlpbWwtJmTsdgii27BVKT/A9ueD5nbjZrK6dqUOf6Jv549X4JHnANdgcBoZf6rCcBCcS03K5HNaAs7kHhAC6ojWbCquvbSIxgjBotVqhiyCbzYajaRjbdrut8fFxdXV1aXJyMpZQMn99LPkefFsyeduseBBEt4AAxoCxd/Hkkte82sa/3maf9KFR1KmQY3MIgZqEvKurK2w6I0ljY2Mql8thl1MPnvzfk/Mk2+p+3wOzA2Tm4naAw2TC4/fiwAI7Yyxg+KmW53K54Funpqa0tra+o+uhQ4fUbK4fy0VVi9h455136ty5cyoUCpqdndWDDz6oYrGo7/7u7w7+Z2lpSV/4whf0N3/zN5qZmQkJJTu1+7g40USMcTKK392OPN4ANvn7doDCpDig8uow+MCJYj9Q3m3Jl76wBGN+fj4cMI8tA3K9Gu7VOIAl5BXJrFcfJIXN3uiK4rshwdA9VULmArbOGd5gG8aD90jxduyt7rbZ3d2tH/zBH9Rf//Vf62/+5m/Chn3gG8Cpk7Mel5j76Iz4gY6cWIMQkDqx6sXi7traWsAC+CnvYEE8EXbQzlh5gs57fSydCF1cXJTUOVrCcct2CNchJnubsX8HiZ1jFUkhXhPzpHVs67sbU9UsFouhq4eqvm+k5PGWcWYDHp6deeEtyowhCS5EDH8HxzFfIWWJrTyfxwavWEKgbLWY4L7MW6aljv2AQfxsVzCK26a3xjIm3n3nsdUJSLcdx0D+rP4612UcsU0noVzcL2wU3z3pJ2fye0wSsC9VtrQGU1IsEWGCcoNMEu+7RyHOjjjI8a2hcaDDw8Mh6AI0+vr6wkDyeRhfDnLFqSTbuJxFcdYBsEmw8nP12DmRZ8LAYZAWFxdDMOG6nsBuVQBF3KM7ZZ4Nx8138v2816tEvhsv16RqsRFz0W6vbyZDVZnWBq/8eCIrKVZl6OvrC0RANrt+yHS73Q6JuT/XyspK2GLbmVxvT/FNXrxdaytsi7Ou/J6ssLlusD1vR/KAhO45g87bc6hiSQrsGHrzNoze3t5Y+xUtxzgXr9ZJHYcIWPFExuehg31vU/dWLp7JHSIOaDvs2hlOgqmTOhBUDmKY155QezCkE8LvHz3l8/kAjPr7+8PmHnQ+MO6s+8W3eRLCj7chk5xKnW4Dby1il1xaPPEhq6ur4XsdIPD9zO3tSjA9GfNkinnM/WLz+A1vV6ISJsWPTkoGNyrvbkPeDRJFUfjdOzRWV1fDDoeQZ4ODg7F1ghAsHlwdjEhXzs+kL/aKioNEZ7A3I3yvJ2iMH0k9iSR6BohzT/hhOnxmZ2e1srKisbExzc/Pa2pqStlsVrOzs9q3b5/6+vp08eLFkLAcOHBA9XpdJ06cCMkoz/X444/r0Ucf1aVLl0L1rN1eX9cKeHQSU+psjc888oo04mRRsmsnCZI2AjqbleR8g4RzMCh1YiH37x1QEB74lyiKgs/1MeWavnkeBDjP49/PDuJu+xDyc3NzsWOkwBzYImDbl+kwDtwHsY/k1P0p8R5fudW4ODAwoKNHj+qJJ54IpMfg4KCKxWJMVz7HPVnkntEbv3vlBL1RxcX/MDb4KV8exAYsUqfLDZ/jyTrVNuzQMRTzDtvneYiR6BSi15OdJAG4Vf+BMAexD7c3/CO+2e/F5y42wpId9ANewueCK/DvzWYz1t0ErmFfD+wTLI3tQUijM/TKhlDuE4jXvmQI/IhPZCx5TVLwjclq9WYEG2HZVvI1SDLwm+cD3AtEocciyHru3f2dEypJUobrkXs4Nkr6VF5LJqNgvuQyQV7n7+5TpM5mdMmi2EbkxkuRLbXIwowx0K5oDNAnNo4Hp+hZN8aVPJrADZV/u7q6YueHtdvrrZJDQ0Oh1ZDKA8br90NroTtqwAusD9ULXpc6azJx2D6RAaT8jefeyuAgDgyZ5N6uQaBhgksKTprPSR3WDUNCB8l1VXwnY0DyzQQggefaJNoeWJytPHfunHp7e4Oz4f6KxaIqlUqsjXZubi6wWKxvYTLQWru2thbbjdgn5ladDg7YAxVOxYGos/PozRlP3uNOxKtxAGnfMQ1bI9miXZZNjggCrFPgmXFmvqNwV1dXmAsIG1Bg48n7JiCzloQ5ia34HNxqtYc5w7mRADKcs9Q548x1xnxzPScrcl65dxJF6iQWa2trgTDhbDraMBkr5gXjhgOXOoBJUmhjYy7hv9AnfhJfBzlF+yEt1CT6JMJsuLVVMA54Qpde8eaeEeYyRA+6xiacoZU6hAb/TxJs2DKvMydgtNET9g7ALJVKQe9sKMZ6NV+n4hVvB1qAAcY8SRC4f2Yucd9bFQ/KzH90AwDDNrwbBpvmqBGIDABvb2+vJiYmgp+YmZnR5cuXNT4+rjNnzmhiYiLsVkpMnJ2d1V/+5V/q4MGDKpfLOn78uKampmLVHgfzVEVyufVNljhjNxl/sVNP3PEJ2EeyWuS62S5xsEscBPQ6UcLmM2AUPsuzA7JXV1dDRdh9drKaRjLrIB1g7LtoNpvNUCnCn2Lv+HxIMrcD7pUEjFiDjUjx6jzr8x1AOgjdiuA/h4eHNTQ0JEmhQ6dcLoe4C1nnhCf34BiDZ4Hsk+JrpD2Z8Os4XkPoPvFndoHIQdeetPIdTqzxPRAQXgknFicT+aSutiL4N77P8SZEJsuGPPmjau+68iKE40WO4qnVaoF05jp+Rq8vDYGEWl5eVnd3d9j3gMqepHAPLOOJoiisI+7r6wskId2NENrJCjOtvuAU5ojjI4ierYon4skk0ckRJxWcnMJ2eL+/1/ECtpLEMpJi8xNd+tz3ewO7cH18l491kmRwLOo/vCf5LE7qbNVfb8nzeILjSZDUUZQnM/zOgzlr7gxcq9U5Uw0w4Ykr7XB+iC4AdWBgILCxTAAmHhO1XC7H1rB58PP1Uj44BGzAtTMAvO7JmidcWxUCJluie9UQY3B234O/J+ewc4B7ximTyWhgYCAEKAAaAQ+jpZ3PW+Y82eJvbEPNd6ysrOjUqVPq7+9Xd3d3qEay7ofEZ3Z2NujU20JLpVJInqgk+2SgDZJn3aw4IMRWsDe+j/+jA6+i+oTk/e4wsGvud2pqKgAJAAaV8EKhECoSOFJnzrF7qUNA8ANgIYFlrQP3Mjs7GxIYbwVyh5UM7AQ9Avl2kSbYDLZF0oHufG4xJz1Z5F6oBFIhcEDCc3DWaLvd1uXLl8N5apJiu04SSLF5NifAJtkciPvne33tc71e1+LiYkgWAQsEIXwS83RwcDC05LlvSQKqzeraiRcH3l594f6SCSb+zMkr7AD7kTobrHjlhOtBHHgyy+fy+XxoLQa4VioVVatVnTlzJuiLqifjwHcmAy+VT68uJduakoQaIGc7Ekz8Lffo+kkCGRf8crPZDMCYCs3q6qpmZmbUbq+v065UKqE69sQTT6hYLGrfvn3avXt38Bls8JM8ZiOTyWj37t2q1Wqq1WqxzhMID+7DK4RSJ6H39bmuV7cxB0fJpGOrQBw9O5jCh0CyoUPGm41z3GaSa9AXFha0ttbZgRvSx+2HMxjdX3INfCf+En9BZwLfSTygAlIsFq/AKdizE3qQUV6llToVCOYl76eCtRVpNps6ffq0xsfHdcstt+ixxx4LHUe0jDoR6cRrEtS6P2Meb1RlhABBz2BASYHAw4cRU0nuPaFqtTpnxnriSFJKxZUYxFrN5Fz1ZCCZpG6U8G9W0JH7B3Tm3XOMq5On3CPPQZXXYzfzmORldXV980zOs3SSKdke7h017JOBHrxdlSQWTJ7P58OGZe12O2BZT7IYO9c/czQZAyl4bJXk5l6Ja/5dnviCNx3TObHJfWL7joX9vvGzntTxd+7Fv8OTPqlTyEvmLIwB94u/IudKdmx4nuZkIP/6PHb8tRnZUoLpzB4Agofj7yQqKEPqnPUndfqNPVHzNhOqZVLnjMqlpaXAalPBofIZRZ0zEzFuwJ4zgXw3DgOng1HQzuZOEaPiPd4u1Gq1wmJrdOFBZCvCBOeevf3MEyHWZsDer62thcTMQTfjQfCkXZDWCL6TazDpAekANr83rxpxr4xjsVgM6y5htpaWlmIVK4ILSQ8V5EqlEqqVjC398jhRxmc7Eh+uRRsK4+52g71go9iDM0jOMiFJcsUdDjrAxgionkQSWBDfWjzJVuNICK4EG5KL2dnZ0K7LOlhsFxvhudw58bxbrRTzTNgcQYlnYfxJOL3C4oQTlQGuQwAm6Lr+0DGsKjvL9vf3q6enR3Nzc8G+GWevLLNuBf1ih/yO7mlx8TZ/xg9CRFIgWjjn0W3ZkxRPyjYr3J/rDn+YTHbdbh3Y8OOBlOeS4puRefurJ8rJz7HhyuDgYKjWsaZ17969arfbunjxYmyzGb7HkxcHUhutpcHufT46IMR/bdWuPenweeLz3CvcHnfoTPD4sbi4qJGREdXrdT333HPK5/Pq7e3V0aNHw32fPn1avb29uueeezQyMqJ2u63HHntMZ86cCRv2YHt+3NPk5KQWFhZifgRiamJiItgI3QGMmwP4ZGzbyP96gplMNrZLnCDDznxjEdZegylYc4pdUS3hCByu5aA62bbpgB8cIkl9fX2B3GPTJuYd88A3EmLesSyEijVJlrcn4+8gv5i7JNaOxbC7rRLdq6urOnfunAYGBlSpVDQ8PBwjeZ3cJrnBdhwkcw90lOHX8CtOWHvXm5MEfB9+y1spHYBzbU/+eB9xxav47BBK1c4rTy+2XIF46GB9O/yHfwfxh7ZgJ7fBY+BsdvdFNxBB7XY7huu8EttsNgM26+npCVgL0pZ4xf993rTb68um3Lbwo7SU4m8KhYLGxsZCxfPy5csxIoHONtr5s9lsIAGS/mI7SFdJAT9AqoFjiTOeBPOd/N8xoft4bItruT/is+A+L5LwbGBKJ702um/XiRf5PCfwqr2Te1zDfbJjZ//Ojez+pciWEkyvjiVBqAdYz5xxrr7eLplU8tBeOZE6/cswgJVKRQMDA6GdB4PAYdNPTnUDp8IiewdzPjiwcw42cWY8H/fjrS7Jti8qMtsRSD04ueOV4pUDbyvEScJmM2nZPIDX0Itfm3Y11qnxQ/Lqvf98L6wiTsnZbYJ8o9HQ9PR0GHsO4OVcUnfs2I5PIAAYQdTHZ6u6dtLAdez24ZOf76Ut0oG4A1eciSejDjid/SY5okXCd9zEoeNc0DHJOS2E+Xw+OE4CBX8jWK6tdQ6Vxt69pdvnIc/hZNBWbZr7xIa5Bw/QVHKxC3wBpBB69rHiOXC8BAhn6tDB5OSkBgcHQ6Uok8nEEvJWqxV2hOzt7VWr1Yodhk4g5PrYAok890DiyFgCzpzM4DoEKd+Zb6stbuibJME3XXOwRwLvc4/56HOB4ApB5GDO9eFMPHbqn0XP6Pfw4cMqFos6efKklpeXw7m2tVpNfX194VnQp+ucbhSIwSSRmEz0POnxZHs7gIvPH29hIlHAlt3W8b8sJYAsoapWKBQ0OTkZ5uPRo0c1Njamr33ta6HSdv/99wfS4tKlS+FsRk8u2+12SG6IXVTpaUOmu4fxJcnEHr1N0wkDbOBbVXhcR9tBBuKj0LETCegbfEGMdN9LR49XvJKt4VK8FZzjfHj+QmF9M7WpqSlJ68Tf+Pi4Go2GZmZmQpXPfT32C07BB2QynZ0/vTLBPXilj7nMd+JbvIro4HKzAkl/9uxZtVqtsHM+yTg+BMzj+A8bw+Z9aY0nDBvFe68CeYdBq7W+A7svAaLzh/HmNXSHzaJT/27G3jEENuWkrhPJ/JBEYFNbrao5Cef69znkSQ/fCUElKRQLpM6eBDwT88KTG3YGdkzN67VaLSR/bEBGCyskItVKn4dgTvBlJpMJ+C+Xy2l0dFRLS0uamZmJYRyIcI+tjjOZr8lEfDNCPPIxc9yVrKDiT7x6SQySOtVA7Mm7IB2vu30nE8QkcecksNuXEyVJv0pBiM8nSVVPdp34wl6SZA7zeTOypU1+3Bn436TO+ikcNWASw0HZvs7IFQYARulUKOfm5sJZXXzeDQFwhlIwgFwuF6sqsCbD19a5A/PKJc4Ko3PWCufJ6wwYn/fWgq0IgIAWVq++MrEBt+4Q0SFtOr6VNeLAw1l3xoRq3srKiiYmJsIz4cR8Mx6CASwZTFC9XteePXtCkgOYrdfrYVyWl5fDGZgkTM6e08ogdSp03Gezub4rH/e0WYHNwqZwGoyBkx/OzCYBK2OOPWCLgJek06Aay+J6/kYlo9FohHOsqPAB7EkKPGiie1+XwWs8A0mdFG8VSSaXzop5QrEVcV/B/fmOjDwTQYwdij3xwlZxyIBgknEnvaIoumJnPHYk7u/vD+/xs0UhpuiUwBYLhUJYM8w1WZfCPWNL+CT8DqxsFEWBLGBNDHOZ5wJ0blcFEz+Lf6Ka5mxokrjy5BbgQ4B1m3AQhF8C4HmCJ3XOLSY5pKX++eefVxStL2Fgx9+pqanwf2+Dh+xKVvCxa/cVPI+D+41AI8+yneLzG3IU3QOSvTLLWPg5dbOzs8H25+fntbq6GtZVXrx4MZAjzz//fEhQqQT39PSElm7WvGGPHBOTXJ+8sLAQ6xhI+j2fV0l/mySgHHh7Mr9VcOi6BVv4dzMHpc4aqpWVldDeip/1NZmeOBC7SUwg7/ghvpXL5RB3fJ56R4qfdenVSloIq9VqINwAsn4fHpMA43yHx2FwlVcQt4PgXltbC76I45mI2WAHT+ToIpDi67+5R+wI8aSNZ/BYRlx1AL+62tkgDaDvGNJ9lRcpsGOugw17wcGJa4g3r8j6Tq3ggO0gplxHjj24L2KFzyeP5zwHFXD05pvwYHPFYjF0F4K9+H1tbU2VSiUUbFhnW6/XVSgUQhcPsZg4QmLJ5xYWFkKLP+QH44DvYaMx5hUkAeQYWNKTIffXWxFPzj12SJ39AiBh+T/xDLIH4op4g64dezF+YFZPPqVORfLFfsdH+/O6L0oWcpJ64X3gEd+Ii3vya3DPHic3m8NsOsHMZDLBSJLAyNk9btadIIwHADvZtuVrM3Ee3koGgzMzMxNrz1pcXIy1udLy5m0EnEflW4LD6CZZZWljIMxE9+qZt+exS+hGbO5mBB150uOTjAQ86ZRp98CwSD5Z01gul1Wv18M26Ml1TgQ71l+RpFMtJph5kMMmAE1MpEKhoLNnz+rAgQMqFouamZlRq9UK16lUKsHI0bEzzdiEJ7IkciSXly5d2hIYB9R7QJfijH273Y5VF3AyHqR8DDYCw7SF4ISweXeegBHWkrEmk7ZOvsNbYp3RZlxw7oAq1rAS5P17SRScWeP/SWe8VeH63J/UYdsInlQKeEYnb9CdO0eSP68e0cUQRVE454/XYVjxRYChdnt9N72FhYWQPJbL5QBYJIXkkE6BbDYb1nWSMBG0CcQOUhgzEkuSIhy5M9jbAcZdd8wZ3+bciStsyYlD7sMBndsrwmch7qhSMuZS53DqxcXF0D7farU0NTUV2+gon18//LvVWt9NuVarxdrp+V7vnPCOAScy3a7Qr/tm961blSRjzDUJ4K57/BW+BJukVYz2NN/Bsd1u68yZM3ruuedC5RYd1mq1AMjW1tbC8U5Sx4+RENFui8/G/rg3nydOqjooB4An46TLt3ptq5IkNzz2QcR5Qs/yGmyT5waT8MzJpNufRVJsPSXjyev4riiKAoHKd3pCzNFqAHbmElVM4qb7xySg5B6JpV6JwPa22gFRKBQ0ODgYyIrZ2VktLi7Gukmkzlmf3ibrOvTqjJODnjTzLPhLB+fua9A516ZK710ZTj56ldJxmWNXbMbJVXyzJ3NX057d5yZtDxtGV9wniaOTQE5ogcWwcRI5qso8M4UAqbOxE7gRO8UvE2fBnWAKOtIgwrBJ4grfz+8QF9wn310qlUKS6fZOIsd9b0U8OffYBFHhRBq+E4KBcYEwcj+TzWYDroFs8bjP9+BDPS4xfskEj/ngnRrMqY3wmNupx3Psyu3HSQy/D597O55g5nLrB9sDpPymAQDcqDOMfqNJ8IUT4XMekNfW1s88khSSAAyVs8C8CtJut8OmGd6KSbBkcFypUudsGoIUxuWTPZlkkiSxO6Qzo0kAtlnxwcaRkgAm2Upn7xwUswlCqVQKATDZaugOi6QePdBa673qPj44HhIgB69sHDE5Oam9e/cGsH/hwgU1m00NDg6Gz3POKfc3NzcX1mz6WZvY0+Lioqanp8Nh5JuVTCYTABfMp2/cwrPzbATGZDWVBFRSuF8CL/bg//fg6yy0rysC/HuLEQmV64N7iKL1ih1MpbfyYDuAACdgeFZPdACU6GA7GFt3dPzuyYszstwjQTIJCBz4ujNMrtHhCCM28cnn85qbm9Pk5KR27dqlcrkcqvXYAq2C2DWAzecKtl2tVjU/P6/p6WktLS1pdnZWc3NzmpiYCPOMe2PTlqGhoSsSfKnjhwAJW5Vk5VfSFcGEOQ1g4zX0CoFGAoNPd8adsYTVxfezLMEBCmQHY8FxHCSWzz33XCwwOwnoIDAZNwAJDmI3qogALrmvZGvadojfv89l5iLP4v6O6tDCwkIgVPE3VDrd9ol51Wo16AW7X1lZCW3exCRfv4+vZXyjKIptbuOglGfweEl88S4KTzixEx+f7RLHBx7v8NGeKDJH8RtsrMZZo1JnUzGp0yrmY+etbXy/J0zM7QsXLoT9AxwcAz495vLDkSS8RrujE0NJn+uJRbLiDCZwXW1Fz3SFPPXUU5qZmYkBUEkxcj4JTqlweaWLRJKODteNE/eObfjhnvxM8mQ84X4oIiTnnScWbtP868kQz+Tfz3vxSVLn5IGtCHpLLrdxkpeEjnv1IgvP7hVWroWvq9froXIOeYUvmp2dDYQVJDg2uri4qMnJybBRIzbJM8/OzoaONU9QSWaJ4ayFppW8p6cnxORqtaoLFy6Etly6gnyzzq12qbmuHX9JnXnihS10KOmKLij+5l15L5bPEJvQJ1jV7ZD3uW9xwjQZZ5NzzveM2OiHWOPf6URMkuDA5jYbF7eUYNJuyWTHyTowdoDHj4Npfvd2G9+4h0HhvQASlOmsbjIzd6fqDsWrTh4ECUi+Rgrl8jcHW544AIIlxf7mQGizgiFQdfXgxNo6gIGveSBJ5l9vU2bdEmCPREXqLLT2KgFVHNZC4azcEKluMmYYM846l8uFQ8M5QL1er2tubk6tVkv9/f3KZDKx58CxeYWlXC6H7bQXFhZUq9U0MzOj8+fPb5ppQUqlUjh70hfY88y+AQO241UIqQNOomi9BSQZJLAr2Dj0TMDwICh11pxJHTYYO3Dw5om+s4OAL1p7mD8EbxIZQIAHJ57PHfB2kCaexLrD9CSbH4IcbX84cwAlz8JGL+iK+VGpVEKyIymca9Xb26uFhQVNT09rYGAgrF+jwsZOncwN9O7fS3t4sVjU6uqqSqWS+vv71Ww2wzESmUwmtHouLCzEDr2nDZyATEUT/+abaWxV3z6f3SYBdc5yoj8ICSeQeI3rup/jGmypz7OxgQat3nTALC8vh91RHYh6x8KePXuuOEstGRCTc4b/ezLEs3OPbidJxngrevbvTQJf5hmJJUklDLjU2QQFn+r3xTPPzs4GO8Wul5eXAzBMxj6/F0iv/v5+7d69W+12O1RC3acwJiRw/nvSnnxMkp0PGwH57RCuTSLgnTTYMYkGlZ9sNhs7pqxUKsUqD7T24Yu4NrGTLh4nhaT4ruHEDsYK/+oEE8kI+IedptEvvsyBptsAiRV4yysZPDc6erEqx0vRM999/vz5sKaU+JWsNIL5nOBLJnAOWvEv3Cux39ecOskpKYYHent7r7BxJ2LdF3jLazJ59Qp28rmdmMJWuGf+JU5tRZzkchzn9ujzD/vyTijsmXt24pj7heDEzkigqCTyg++m1bW/v19ra+vFHnA01yYGYpt08aFvCC7wh5/pid5OnToVCAFiDwUcvoeEbqvdJm4ryQQtSZK4bfMZj9vcL3+DmON7kvOA+cx4k9t4p2KSpJMU5jV+mnvzrk/e77+7DTlRkvThHsv9Hna8gtnV1RXWLsEkJVtFfHLiYJOT3x2ns1gYvqTYw7KmwY2BSeGJIG0/Umdr73w+H5InZ/EJIh4Y/WgBEl2AE5/15MuBMEEu2Rq2WcEwCDhUELxPvNFoxI678MSWyQ24IzARZGl9cTDhjl1aN+y5uTmNj49LUlgPm2xvIUB7MOU66HJ2dlarq+vnanmAd+YriqKwPX+73Q7tTbBstC42Gg1NTU2Fe9mK8MzDw8O6dOlSqGywuyWO2JM8ACD2n0wyeS9O06vhjB1OXFKsvY3XICzYyIDgwtEO6NZJAiq7yXXN2CJVf6r6VPndkQBc+Jy3ZmwHUHRHx/zk2d2OAYR0I1DhIblzIONJJmNFOxugAKeMDqrVakj8qFT61uXMeZhXAj9jhAPHVhhnduWrVCo6deqUJiYmQhsSfjOTyWhkZCTGnHKvkALbwdgm21w8qBOIPCjhr9EBpIWDNf8df4KPZn7gF9GLEwQO8gArEDh8X6FQ0O23364TJ07E1vVLnTWuvlzBwar7P+zNBTv2f7dDAIJJAORJBv4Av5Fsk4I0RF8QJJAOvqtjsViMVYqwceZJFHUqZNI6iZbP59XX1xfiAmStr8nFn3iC42MGaeBJtIOzpDjI3Q7SxK+L3pLfxVj4HMUPOHnD8/l6PTCHk8/4A8ZzbW0tkJ1SfDdbSHcn0gHMzA++G9+LX3KC3ckbdMy98Gz4CcC463mrVbUoWl8X/cQTT2hycjIGuMEM/A2dePXGsZWksLyBH3+fY0V8IJ9LJkn8n+oW4B+8R5z0xNGTR+41CcA9dntnEPfg3UBJe9tqXPTkwDG0P6+/vhFx6EkCeJwiDe+nxdljC3onXvoGWNgQG47hSygy4fOZP/l8Pra22OMaVWsSXwjXxcVFLSwsqK+vL5BCc3NzIQ/wOUQ82aq4PbnfRu/esYSgX+KTE3PYFdd23Xqe47HGSQO/J/e3xBLuZaPkMWnfHr+xbb6PZ3XBBzpZ4//fjGza89CXjxFGUXTFwe4O8ngPLL2kWHBy1oKHBdCjOAIhBgBDQpLj6+8YBHfouVxOAwMD4btxJr52ICjGHJu3XLmzc0BGsMcYfEJvVbgGekTPHMfC+hxnVNBZsn3Vk3J3+nzOk2MmjdRh3i9fvqxSqRTOzeRzXlHzjSwYY+zAK8Jnz55VuVxWqVRSX19fqFCx9pDdZn3nVAdA3BuVIK9ebUYIHhcuXAibEbXbnZ1tpc5ROTyDT0qcC84k+ZoUXxtD8oQOScD9M8whmEF0zr/VajU4d28hZMw8efWz3UgoOQbIk1904QyZJwLY4lbFAYAnwu7MIEeS1VQqBd6K3m63Q/s8DptA5t/HPCVpn5ycDEmlH2fgAZm55y2iPo7ojKBDdYlKXnd3t7q6unTx4sVwNmGj0QgBGmCUPFfOE6Wt6NmJPII94mtfHOTxvF5JSI6Ps5ze5uktTZLCLqVOFPrGNtiAM+ewwBMTE3r22WfDuLttEhewTffbHoQ9aZDi7ZD+3u0ALUmg7Ov5AIqeiDhgwO86EYWtok+elSQkm80GQsbBPq3dngz6cQcLCwvhfr0Vje/2uOcxhb+5T0vqMplkOjBiDLea0Pv3u9695Qtdkdgzvk5eeTVqeXk5tl7Mlx/g05Pt1F5tR0e+r4OTzgBkyBb0DDD3TZVc114pwj484SAm0JmVnMtb1fPTTz+tv/mbvwl2mGzpJqkjWcYmifckna1WK7a/gW8GhI59d1hvcU0CZQf1JLo8O3bP/fP3ZGKWrO5ik+4zHSP5XAVfeszfDpKK63gVEjvAxhzrkKDgE8BivM/15/pKFlawYSfyePbe3t5AbDle5pgvlnqwpwe4ZXR0NCSQMzMz4dmoivI99Xpd8/PzsZZcCFviA2PIHN1qXJR0xbWdjOH5+/v7w7M7WcV8A1uDLSDCmXdeaErGJt7na2F9Xrs9eUzx5E9SzOf5szk24m9cy9/HPWFr7su2ouct7SK7e/durays6PLly8EoPeNPlo0xaAdnPCDK8OyfiSB1Svewumx+AtNLYOV9vpMWiQ6ABifGoJBM8BmMzHukmYjuvL3FhckJwOT9gLOtSDLIeOuC65dkHwfOffkhzkwi9IwevDpHAsrf+clms6GdtaenJ7abGIDNE2tPLAmATJhcLheckeuR+2HTipmZGU1PTwewDthhsvPjrdOblVwuF86cy+fzGhsb08LCQmzdrhRfD4vdeaWPSYqOsWGfF+jKbV66cgtrb39ibtHmurS0FNZCAOqxc59n2MLq6mqoarAjJcEg6bA88Hh7RzLIb1Z4Hk8weHZvj2Y+N5vrGzk56JIUKpa0UKIjAn9ygxJaUP15VlZWdPbsWTUaDd1www2hvYf2c3wCYAcdeNLF+ONTGMtSqSRJ6u/vD/ewtramycnJ0AVAMoYOAGbY2FYr84j7IwCFf0+SpSV44lfx1x58HAjxu9TZUp7/ZzKZUH1vtVrhjEcHHPid/v7+WEXn6aefVq1WC3rFjzjA8sTBd2r2yiCSTH6ShM52CLHLYxzPl6wk8zq/J8ExLfqedHJmIvfuR+MwnrTEE69oTeYcSMZuYWEhECz4VWIgMdETFo/l6N9B+EbiOk/6mq3KRuOHr3VbdUziY+DJqM9RQLLHf/ySk4nEftZyolu+Hz174uBgGf8C6PeqIPZL1c+vy/zidZ/LJJpSfI3yZmR2dlb/5b/8l5Ag5HK52LpV4i5xwTsLenp6QvIM6eE24gS4FAfjHiO8NdB9VZIAxef7a+iV15N26CDafaHjT7cPf0Y+4+TdVoRn8e/k/8RDLwRgozwD9+yJpOMA5jX6xJ6dTAZjMT7gBycUvCADXsvn86HTzAmF/v5+DQ4OanBwMGwAJK3jxlqtFlprfV7gJ5O2zD05kb4VgQhG9+gUYpuOP5JqKX4OK7+7DYKx8CXYLM+QrKh7EuhzNUnmc333w0li1G3a23jdXyE8pxPyfo/u97z49pL0u6lPqbOTHMYNQ8rgO9PD/33iSJ2dlHiQZHnfFeAJDwrkO511IPh6+Z/eZleeV6J8ADyIu1HQckT7AIrn+A/EnQ7X3w6ngy549o3WWKArXzPGRPcJANBjHHwyd3V1haTDEzieZ3V1dcONEZwB9q20CSrewug6pf3U16DAylNpIzHi74wLO54xbkk28qVKPp/X6OiopqamlMvlNDw8HDYf8RYFD0ZuPw60k+PC2PHcSNLJ8DevzOGMCHwOpknASPYBPMzDYrEYY2pXV1c1PT0dNr3yOezJvxRfS0pLavI9mxW3TU8EfWMBByPMNea8B17IC/QDg42eeY5GoxEqctgzfmJ5eVmTk5Ox9htP+rB9r9Q7Q8jvTpY548imVtg6QXhlZf2A7Gq1ekXiQ9tbpVLZsq69e8BJL8ZAihMnvraP93ANn+/OrksdgpFE21vUmPtUQdjcgTk1OzsbOhqY6319fZqYmIhV20hGuU9nfj3x4d4dtPGcLm77W018fB7ze/L/G30Hf0Nf+DmpcxQX/pDW8FwuF9ZZ+1yVOi1ZsOvYLz4Tn4qdk5jja7BNt3HE44KDbh+HJHPOv94hsZWkB8HuPB5615MTeE7eOQbBbnzpSNL3SgqHsePPwS/EnmQ1Cz369Txx5RB6fBNjjM69hdZJFR97J9LxQQj63SoZODs7qwsXLmh6ejoQEa1WKxxlISkkAe53kx0E+F+ex4sHgGUnGZOtlck570CdMcbPoG8nxvhOMB524LjKkwXen7Rj/z5igxcVtiLcc/I7sU/wkD+v4zOPQZ4w+nzALr393YlT5jOEKt0nfD9kiuNmbIMOHx9Xjkjq7e0Nx03h5+r1uqIoCkURloVIiq0/98TJ7Wor4vOY53b/xxyjmOP+1Ylq/AaEMpux+Vx1bBJFnTXSjB24hPvCFrzijjiRxnV5Bile0JDie4M4sex6dFLFv9ur3JuRLVUwKV97AsODuPG6oh0EuMGTOP7/23uz2LjP6/z/GXIoLsOd1GZJXuTYiVTbcZAYiI0mMbJ1gWG0CRK0KNAkN0UvWqDtRVC0Fy1apAWKpPFV05umabO1SZrEcp243uQltmzL8iaJWimJlkSK+zIkh+Rs/4v5f955vi/pJCZHi3+ZAwiSyJnvct7znvOc55z3fRk4Jgzb/jtb6Fu8l0qlUL1AsTgQQKsbNAr1v7m3VzvWSoIBiG4IcQLlbBGOcqPCdfydnOFm0mUymfCHTXnYDIKx8e2TYWiamppCOyqG72s8ECYj6/YczMSO3p+dpBM9EWy4Fu+Dk1lYWNDMzExooyOpd2bdgQUEAvfbiJ43b96s/v7+UGHq6OiQpLCoHUbWdwvzf6/1/uiFYIXD8VYUAiFgEadKNQ9b93ZwACAL9nHsfN/PwKNCj678wGInhMrl6sYiOE6ez1vm4vdcjzjb6tU/3tETX8gP2mr4vjvVcrl6rq1XbpqamkJiurS0FHbWdcKpXC6HbdELhYK2bNkSkr50urKRRE9PT1inydh6QOd+nvw6Q0zHBdUnwMLs7GzwpZ5Q+/hvVNAtPtSTZxJZT0Ahe3gG96+eCGND2Ia3uXrbD/pH1xMTE2pvbw/ty21tbVpcXNTk5GRY53XLLbdodnZW4+PjwT58rrk4MemMr9uIB2onCGLCoJbi93OSCT3yGSeN8CP4aPffVIwA2m5XDpYBb/h3v5+k4MPZ8XtmZiZcG9vzap8D6/i5/ecOBN8KFMWJ0EbEE3LEQTf2x/2YuxDTzE0fgxiAo2eu6e8Yk3/+DI5/SEId1NF95fYMtoHQxqc5KQ7h53PWn4t/v9VYvF0Bh/FekOptbW1hmYK3yGaz2UR8YI0qyR9686oL8wMbJg4wZh4fvJri/tbfOY5T6MB9dFzR8fnJM0KG4f/cn6AbbK8WviMG8zHhQywAw8UJCH4Xv02ccRLcrx1XqjwhB9u2t7eHHWdJPFtbW8PJDeVyOSxv4rrE4Y6ODnV0dIQY0NTUFLp6fPwgiFniwq6y4CbHAb7EbqPCtdjYC702NTWFJWh02kAmMNfRF76S90I/6CEupMVY2WODz1MnDXxuS6vPh/VCR9zm6/7Anz0Wro0O/N/r9R8bQi6e7QIqYkYFA8GQUawnozjguK/cnYS3rqJYr8z4tTkPk1ZAHxifsDEr788oKUwS1jgyOWHqYqZeqrZleJJZK8fjgJl3QJednZ2BPQJwcIitO0HfOIfDzldWVtTT0xMAuLcBxQwvIBH9+bmDUjUhB1y6seLwuCdCsoQDYg3GwsJCCEpcy9v1/NrY40YCaalUUltbm3bs2KG+vj6dOXNGLS0t6uzsVD6fD1UU3hld+sZW3pLgLWro0Ce4B1gHujGDGQc0dFEoFDQ+Ph5ImFQqFQAlR60wbzgSgqCJzbDuQUouRMfG+KwfceDs83oF+/UA7iCD8cCBondPjjypc/DFz5zZh9DwzgX8Cs9DoFxYWND4+Lh6enoCuO/t7dXKyor6+vrU0dGR8CfcB13TUsJYoy9ab9mdFpufmZkJVU7G223Z1wCvR3hW3xzMAxNzjvdxoOU+j2t5AufC+HknSgz08de8e0NDZdfozs5O9ff3a2pqSsvLy4kdfvG3JL/YilequB/3Zkz5twdK9xFeNalVculz1xNe/LXrEJ24H+Nd+S7VXkiWUqkUOkioGPEHXwlw8tZKj3X+XV8G4b7KEySu5YmVPzPvtlYCLa1eHlAroSrmvpTn9nNlEU8ynODyBNIB2lqJM/4X/+jv4/4He3R/hq/is4yp4x705dUGflcsFhMbGHprrXd3uX/iXhuRlpYW9fX1BfIpnU6HBAMiE/LfN4EBNzhJEhOKbhfgA3wqftQLFujS46m3FiIxtnNAH3cb+dh7HCIxAluB9TxWus5rUcGMr+sEplTFmDHe5p14T7qO4sTZO3j4GffmfiR6rINED26DxFVI35goyGQy6u/vD1VQ7gNe6enpCRsN5nI5dXd3q1gsBhLfk2m/huPgjQgxBLvzmBd3TEIAl8uVvU/YyJLEX6ruz9Ha2qqGhoZABKZSqVD5RU+MAXbu4nHLfQnf5Tli0hJ7cNthvEmaIR/894ybzy2/11qFk19WNlTBZDLSToXSAI4Ebk8EMFCAjDP2HuRIZLgGxsBnvWqGEhzQ+ec8WPN8HNHhCpeUSBTdOfLsMPsx210ulxM6eCsQtl7xs+d4H3/vuE3Xq7/eUkXQXVxcTDAyntjNzc2FbanZKIJF2Og8lUoFVtPBi29SgM4kJcBguVxOgCicKu2x2JRUBWi+rgMH4ITAWgDn7Yq3fmzZskWjo6NaXFwMLBw7muF0HMw4EPd3clv1wOEbkwA6uGYMcOJ5JSl839/ZEzECi69/aWhoCC1yMGlOWHgbB9f1NRtO6GxUYrBJlcATT/QBG4idUtH2uR/r2Fu2PDmitdq3UGf8vG2Ho2+YM+Pj4xobG9OePXvU19cXEm6YV+YD4IVrM78ASyQLLS0toZW9UChodnY2VAV4J3zHRpla9IgPkKpra3gOnpGE2UmTODFC93Fi5nbP2Hoiz9yIbR8Sqbu7Wx0dHWpoqGxAw267jDs+lnvECRDPi1/D9+OD/LOxf/ZEcKOCTTtB40m3JwDMA37mpAfAhPfo6OhQe3v7KtKOFm/8L3HZyS7atny+QQQ6QMV++bdfQ0pWwuPx5JmZl28l/v4bEeIIAvB1/IAAIBmD2GZ5N8ccUtI++J7PJ37nvpRr8YyATbd5B5esIcdf8D0HjvFOv76hIDFTSu4YGSdK6xWP67wb88oJDp4NksPt3ckydOx+zTFInDQyRv5OThzxHW8BZO7x/E4uxQDb9Y3fY1zRKc/AtZzAQWph1+4PuBfj511+YE3G132cJyVe4IlxtJMPFBfoNHO7AQ/6Hg/gy8bGxrCkClzm60S9wsd4SUrgOycdSVylym7XbEKIH/IEqhbJfGNj5Ygx38sF8e4I9JFOp0OMkqpnfyLgcEi+dDod5j46d//Cu6BrtyH3NU6Acf21SBXPZeJreMzxv90nOi50P75e/7GhCmZzc7N6e3tDwuY7QPlxCwArN6aYZfNA6EDFd46Vqg7FW/y4hoNL/sYpx6yAtw3wh2fz6hjBlgkFs+LsirNCvBfVT2/dWa+QdPiA8zNno/L5fEgcOzo6EsCZdakkGKVStdUBffOetDH09/eHw88XFhZCUs6OYrwvIMeZeGfoYcKcdYWN4nyypqam0MJJQOZzTEpAJkGMMSMAxmzyeqRUKumVV17R+9//fnV3d2tiYkKdnZ3hKAuOL3HGkLEAlPlk9EnszsGBRpysxkA0rso4iIZcwM64LnaAnVLRj4ERm9l4CyP2RSU8m82G6i1sWC2qECsrKwH4ObDmXdkZk1Y+B734Ewce7g94Pm9DdqKCJNXbfvELrLVmzSXzvlQqaWRkRLt37w4269Uh7kOwhAn28SXwEhw80E5OTgZCwYP8RsXtgGd0UA07jw/JZrOr2r5igi4OWO7L0QHfccJiZWUlnJXL9WMwDuBpaGgIR3D4Zx14eTLp1+Dzrr9Yn1zPSapatCM7GHAihTgGaIn9AM/Nu2DjbAbFpildXV2JLhCuyXo4bJp3pHshBmVOWPmc9s0sSEK5jxPCzE1/5xiQOFhyvftnNiIOtJxowjd7l1FMaPqc5f38mfw4El8P6dgE/eCLfTxjG8fG0DvVOvflcQzwfS3whzxHQ0P17O04hqxFAK1XwESdnZ0hseWPFw78qKs4MUQP6JkxQyfozjuU+DnvxPfAPfjmxsbGxFjECbWTYuAUcIPjvzh2cB0nXDzJdRvHnmpFvq71x4motYgOxon57x01xJzYr/sY8I4km8RHL/rwN12C3j7Oc2IrJJpU3H2pGe/j5DEYiqN2OAbOq8eufycD1iOMM3s7eAuvd9SBmZ2gTafT4TMUqVKpChmeyWQ0MzMT3pfuAp8H+ErvsvJnYv66Lca5BN/zee9j6/7e7VtafU60X9/jtdvZemTd0dSZP1ryYJE80fAJykugVJJJd4oOrAnKDiyZMF6yZrBIZN15MUhMNiYkARrQg9J5dkBszBDxvj7YDBZgDYMCKG5UPIh6BYlgmk6nA7hgR9yxsbGQFKInwDDPxsQgYUdH/f39yuVympiYSLBWOCKYRp6FsWGc3Gm5IyMgkCjCBPluk1JyUxYmSDabDdcmEDFpfW3hRgB5S0uL9uzZo7m5OTU3N2vXrl0hcJKM01ZcLBaVzWaDs+BZPMjw/u7wEU8UPVBhowRpxhzH5mddoivOx2T9LePNekNfE0cFG8Djm0TwO2/nAKRBUPBeG018POHgPg6y4jYkXxfKPPPEAL/B7wEdzGnAGs8vVZl47NbXsDIu2BxVvfn5+UBolMvlRGcB9+AYIfcL3p48MzMTNspirQn3ZE0TbWcEso0KhJfbFeOQSqXCvGRXZ4Qk2G0VP+u+KE6mGA8H5g5S+MxaRJ4njNg+z4kO8eM8F3Mrfj8XD8gOkj352KiufQ4jDgr5jAv+DEE/3j5FosEu3l1dXUE/bm+8P3bJ+qG4k4dxoPrpPhWfy3xhDH2uuY/3hM6fP64w8C61Ik48LtM6jP3h4zzBcaKS54mTTd6Lf3vyE4M0fChxGAAa2xWf5Tm8qkP89uTc7dOxCLG3VKp2YBH7PfHHLvjD2K1XHDOx3rKlpUUzMzOamppK7HkBtnD/4HPTyXjiDe+IHnxuooMYiBeLxZBw+9Fb6CAG847jYrzJcyFOXCNeBeXZ8ZOOU/w769W1V+v4vz+Xzz0peXKDJxvMXy9EcA//g878Z8ViMbThOwnL/dldv6GhIWxWJSl05/AsdKHQ8QP+p9vA/XqxWAwdc5CcEBq8s28Ut9FknvlBLAc7xD6hr68vkO+ss8zlcmH3ZC8A+FGAjGFcdIl9pi+Jwjf7mDjej3E1/45JEsYZ8XnoRAASkzL+PUjO9ci6E0w2Yeno6NDCwoLa2tpCoPKdIPm3sxY4Dil5LpkH4jhBBUT44GGs8WDi2HH6khLgxRNVfuatmYBzdsXi+Zjs3ibkCYInRRgqm6tsRFhATSLX2NgYKsYe8Lu6ukIr5/z8fOI7JOWwSrwD7Q7oH6NeWlpKtKn5xiYYtLfb8b6+1gKd+IQl4eFQXYgCAhTPRbuGr/vBFhy8x2AZp7geoQV4fn4+BNLdu3crm83q3LlzoeWDdgrG1Tcx8NZOTyhj++YPjhubJ8h6WwYOB7uUqkGUipszyezU5g4Tu2ccGxsbw/mwgFBIF38XAhNrBrnXiRMn1q1nSWHtBluUM4dou3b2zZ0fc87X8jpLyHcBY1IS2LpvAaz5Pbg24JFxQnfoy5MgHysHOn4dWqvdP0FAefDOZrPK5XKam5sLFfyTJ09uSNeMo1cD/J25N4HOk3wPQtgrfpxroFv8L74SlpmE3NvH45Z5ruXBl3ng8wF9+3i7rBVPHPwR0LETB4QNDQ0aHBzckK6dDHSJExOvxPI94oaDYSddiIFzc3OSqrsEzs3NBduMWXXOFZaqxCggET37ffHrnji5Xj3WrZVI+lzld64LB0wbTTJZ/44P8eqexybe35caYBu8txNRPBcdDJs2bUpUcdGTV1M8acHO+GzcrsvvfM0UfiauTPsu4A443YY9AYlJjDhZWI+srKyEM2xZfw7h5tf1HbqJW/hCJ1ixL6lKrqRSqRAHSDSokEMu4jsgUguFynIHSFL3J04keYLp44TOfFyk5OY3MZaJfRZjxveGhobWrWdJiYo04uSE+xae0Tv8/PnBS6wJxC+7fviDrTJ+7PyK/6B1FX04CUWCz7NRlcTne5LvJFapVFmnWS5XNrxCj21tbeEoEyeaySfQx9GjRzek64WFhYChSqWSOjs7w74ffX19KhQKYfOfjo6OUNVl88fW1lbNzs6G3fjBjBB+jk88cXQCnf87oe2krJMf/v+1MM1bJZsxeRbbb0xYuDCv1ov31p1gjo+PK5VKqaenJ7AAMBccNuqGQYXL13R4Ju1Mo1Q9esIDkjMNXt2QkqwMg8AEI6nxQWAyScl2Tp6DaxUKhcCUtbS0rOrRdzCFEMiZ1BtNMLPZrGZnZ8MiaAySbf4x1Gw2m2CtXD9MyqamJnV1dQV2Gz0TwNipc2lpKbQJot9NmzYpk8lodnY2/J/J5cwPE4U/AG2qMiQRTD5A9qZNm9TZ2ZlY/wU762CfCUoQg41nx9n1yujoaHCEIyMj6uzsVKlUCtt0ZzIZdXR0qFistEyxNoHKT3t7uyQlDuR10BGDXQfMUvI8Nt6fz8EKe1LDZxzEFIuVyqqvTXIg1NfXFxx/U1NT2JkOVpLKNMkucwHbIck8fPjwuvUsKUE6kYDx3l5x5V35nSfOTkI5acLPPNF3gsR332RcsKd0Oh2IJZIFmHvaeanytbe3h2Dpa+38XlQuWcPMeY5cj8+T8LtvZEyfffbZDeua5/FWfq4PI+yJBb9zdtWrCHFQixN8pFgshiTT29JSqWQFA4AJ8I4TW58/Pv/xNV5NQhxIrRVYpeQ6q0KhsOEEE/sETMfMsAP/eNkDuvQkk5+jF3ThOuMd+R7+kznijLcDSuzQq8T87c+1Vqx1n+IkHzHPwbkDHSc1apFg8v5uF5KCH3NignfxOYAunYzyRINuDnCH+2qfD3QpcG/8hi/Fcd3696Tq7p/4Aye/8f9UTHgv5hvvzHN68hyTXuuRpaUl9ff3B/+Xz+c1OTmphYWFoFt8pHeLrIXrpNWVcNcLY+CVrph8oYsHAiCVSoXEgOv7XGcsGTfHh/4c8f35vLS6KupkN59bWVnRhQsX1q1nSQErUuzwqpPjh5hIcNIjThZYVxmLdy4RE11/2DN+is9xX8bCz9Zubm4OXXNtbW2JM2G5PkklR6t515ETsVQ5WePpnWDlclnPPffchnQ9Nzen0dFRdXV1hXs7CUfsm5qaCs8MTkbnEC4sl8G/gAk9p4iLZj5WTlJ4fHVf5GPu1+UafNf9QWwnHhNdPFbwOWRpaenKJ5i5XE6PPvqoPvrRj6q5uTnsQkpLl7NYbJXsPcleiZKSW0Qz0DBYKBuJnVZc6aCSilOincQdA2ASB0drqQd5f1aeR1p7a3RnLDG4TZs2aXBwMFHJWo/k83mdOHFCd911l6TqgngHBt5GyaRGVzxre3t7ItmWKkRBOp0O5/eUSqVwNIC3fcJgxruR+rbqMTNGsOR5SBh5HhIJSerq6go97wA07MABpgMsT47z+bxOnTqVsJO3KwsLC3rppZd0zz33aHBwUCMjIyoWi+rt7VVPT48mJyfDGYaLi4uhV58EJmaZpWQ7KYHXk/84KfLEMwaeMdvL+hMSGm9R6u3tDZXiTCYTgjGEC7qWqqCQtQNS1elzTeZVsVjUuXPnNDY2tm49804XLlzQzTffnGiPitfQOLhgzuJEvZoQO1J052f78Tva2B1AewITB11afDioHnKN6oIn4dgfyRMBc2lpKaxlpSKB7bt9e/UpnU5rcHBww7ouFou6ePGibrzxxkQrlZTc3RNb9oTBAxP/jzfYwv84IMEfIPgG5oD7ffyor6sFZANqGXtiSpxI8iyMB9eMgaV/h/fhnufPnw/2v14pl8vKZrPq6OhILCuQktu/+xjEQJjPYOd8zskQuob8GtgO85l7e5zIZrNhl16vtGFvfs6eP7eDFZ7Xq3DYBM/ots13/D03SrpKlTEdHx8P7cLekcD/HUg5oe2xn+fE1xB/sDnwhNs1+vDqqFeHYwyBrmkVJCFhSQMYAf+XSlXb1sEw2ADX9HM0PanEb+PLzpw5s6G4mM/nNTQ0pDvuuCMQZJ4Y8v4+1r6pET7C8R3j599x0tRjvC8Z8CUqUqUls6OjQ83NzaGS6bvOc2307RgCf+9JLM/h+uQafJZn5PdU70ZGRsJeBeuVQqGg8+fP6/rrrw/PiN4cHzgecGJtLXLafYDrPR4fKdmp53MHIppjjfDjThLgm0ulUqg6oz/O0XQdQ+LSycN+K76xmfvpTCajXC6npqYmvfTSSxuuFq+srOjo0aO65557EuRXoVBQR0dHwJa8F8+PXtiUj7kPHmYZg8dFruVjKVULBWBHJxOdKIkJPsYxJjBjLBkTtTHp5zmYf59nKpVKOn369Lrj4oZ2NPjWt76l97///WFS016KYEhUpzBoAHIc5H0CSNXNekjoUATOmL+Z7D4pvPoJ0HPg7v3+DBQOwyukXAOGrqGh0soJY+ZOlus6W3ngwIGNqDjIk08+qb1796qtrS0AX6qYOGGYUyqCzmRkMpngHIrFYtiGWlLiKAAmCMkECSI99xi0JwK+BsETe8aGycn3l5aWEjuQASQdVALMW1tbQyWVAOGTHIewvLysY8eObUjH5XJZX/rSl/TQQw9p586dOnv2bGjVJaGfmZkJTB2sIE7ENxqKK5ZOMmBr7phJmNyZuIMgYMCOcW1sgZ81NTWFSjtBnip8JpMJAKehobJ2or29XblcLrQHkzQxVvE6haWlJb300kuJeb5eOX/+vHbs2BE6H5w1BhSQRHogjRlRby/heREqpegSe0SnMSPM/Wn7wUewWU+5XNbs7GyocvoZuJ74oh/fPIlxcqDrtoHPYJwLhYJeeOGFDVd6JOn06dPauXNnwkf6urW4zR3d4xPxp1RrPbn0qgDv4XMUYIZvpXLmAdWDKpVd7sHvpOqxMLHgB9wvuP9G4oDO2BeLRZ08ebImdj02NqaOjo5EB4CTql51c4IJHaE7r57wzu5P2AwDnyolwWNMgDr4c/9EJYI5T2x2XTgIkRSqc2+VpMU2GydcGwXiyIULF3TdddeF9Vx+f0+Mvd0buyVuk/jjJx1/QPowbyGbY3CN7p148aSdBAdfB0HIvYhvPCPVQHTncQF/5+QFGAeClrEtl8sbbiWUKvjjzjvvDMDbY5z7Pp6JdeXEbH7nNoc+SX6YL570NTU1qbOzM+iYOMSOynzeuyd8fwh0x7zAZl132IDPubi7ICY4fW6Am4aGhmriP1555RVdd911CVLHu33c1/r6aP7m35Ai6BndeLXT57V3AoAZaYHlWSg0SNV14XzXdyNnvIibS0tLgaSFDGBesaZ3dnZWc3NzYUMzcDbvwbtms1k9/vjjNYmLjz32mD7wgQ8kYg9FFmwczAVGRf/gQuKjz1/XbaFQSHTW+RzA5pwo8hjtRDA+zIkZ7sWYgwe98u1/0ykR+xLXpZNG8/PzOnHixLrtekMJ5uuvv659+/bp7rvvDsrFUTQ0NITdAnF65XI5sUOUL2aNHQ0OJq5S4ODZxACg4JPK+7QxSphZggkDC+CWkk7GK3I8kzOY3krINfg9z3b48GENDw9vRMVBRkZGdOzYMd11111qbGwMVUGSO4wTY0YvbW1tCZDmhgow9kXyCwsLgRlNpVJqb29XKpUKB3O7c3bHJVVbilxn6By9OWvW29sb7slGOo2NjYGZZ7KS9BAgSPId2J49e3bD1QdJeuaZZ/T444/rvvvu05YtWzQ/Px/Ws7KrbFtbmzo7OwOb5i2/zjytlchg14BfJ1r8d9i9VwcymUwAKF59bGpqUm9vr6SKMyMw+CZVBAmAGI6SNmlf68q5VpAHrPfN5/MaGBjQ6OjohvUsVbb4PnPmjG688caQrKEv9BEnns708Tc27WSSM4jo2llKZ7LjlhHsincmIZibm1NbW1vY3KK3t1ednZ2Jtdr4ENqDvK2OtSwEMj8L0v0SZMbRo0drqusLFy7olltuCc+ITbq+8N34BnyZlKxquziZFetZqoJCxhM94PNJNgHxvgbFOwKosBInPIjHCRABHPGgHidsVHmmp6droutcLqfp6Wlt2bIlsfGIV5FcZ/58Tqw4g+1A0QXdeFWIe3kC7WQr44LefXOrGJh4lUdSwk7xU/7ZxsbGME48j78z/mWjXT3I/Px82NnZ8QPCXPdk21tbvVMGPTrhkUqlQksm4NxJZ9epr7fyeMczMac8eQGkgh/AN+jL16s56HTAB8aKuwEgTcbHxzes56GhIR06dEi33nqrpqenlUql1N3dHdac8R5UcUjkSL7w456Quo54L94HwptuG8hSOrHwS16xx5dynjBxC7vwrgaWcWELbic+N9Gzx2neg7mZSqV09uzZmpEm4+PjOnfunPbs2RPuyzt6Io3P9vmOfTpZ7foFQ8cdBh4XIUPc3zDnx8fHQ1uo+2QIEwoSmUwmYBj2b6AQADnv+z3wOdYvkrzSQQD+aW9v18MPP6xz587VRNcXLlzQyZMnde+99yaqe74euKGhIawJBd97HAFnxMShYxd06D93wtXtLV72wPh7HhTHE8fkPLff0zeGBF/E5Av2wPdTqZSGhoY0Ozu7bv1uKMEslUr69re/re3bt2vLli0qlUpht08M1NkOZ6QxdCm5Bo0Xk5RoaXAFe2LqynbG0hMp7rW0tBSArDPF7sB9swQGxichn2dBO/dw1r+lpUUTExN68cUXa8Joce+f/OQn2rt3b3CgvIsz017d9GePgQuBrFisbAqzvLwc1nC2tbWpu7s7sQOhM2gkkA5WvOU5nU4HVsorITwHY0gVuFQqBdDBsRgOvNG7tx0i5XJZ8/Pzeu2112qi60KhoL/8y7/Uhz70IXV1dWnz5s1qampSf39/OKbEk8P29vYwWbEXX39CZdMrPlKVOWIc/D3dNhlnWkxow4oDDed14rh5F0BSzCY3NjYqm82G3Uzn5uZWbbmN8wToZLNZHThwoGY2LVWqmCRqUvV4FOyG5ydIujN0htoDolddndyQqgDZnSgMIl0WcSJAcFxcXAw73E1PT2t8fDwwsrSzkVSm02nt3LlTnZ2d4fmYIyTJ3DsGMySzBw8erJmuy+Wyjh8/rt27d68KkDwLduhJLhsVOKh1P0BQhsWFrXY2nN8Drrm/tylyTXySM7kOprBPT2B5Jk8oY+aW+3gbLkB3aWlJR48eraldj42NhbU9PIdXKx1cu32SLMSsMoJOmZdc2+OtEzDciypP/HPiHddG/HP+jOjOk19/JwgxKdm14c8OWKuVnDt3Tv39/eGMUPTT2NgYDjuPq5lSEmhBrEhV0A0GwI9jk1RxYnvxTgQnMfibpGgtItL9rlfZW1pagh+GCPJ9B7yDwEFkKpXS3NxczbpNisWifvzjH+sP//APE6Q878tz0PHjJKZXVr1Lw+2N5AMdedLu4Bl/ND09nUjevfKYSqUS3VpOjtARxfPh+6VqbOE74B6PB06w8J3l5WWdPXu2pr760KFDuv7660OHmqREFT32Af5dfABJpCdL3rXnlXdPrrxj0LuouBZnpDu5B56hSkkswdZbW1vD3KTIVCwWQ3ea+xbvOMLmPZF96KGHalK95N2/973v6Y477tDWrVvDnPTd9tEbbf3ELwiQhoaGcOqC+xP0iS1654jnFvgLj2nEZE8CPU/xwhv3YR5gL35tx1BI7J+xHWx7bm5Or7/++obsesOHfo2OjurRRx/V/fffn0gMCficVykl12wweA58pSR44fdrBefYmeOQmDjOMuHoGHRnCV15zuyzroMWF/+dM81UEr3aUiqVdOjQoZpU1FwmJia0f/9+feYzn0kEfNg4KblGgwTP2S2vIpCIUE0BZGPA7M5H9ZdreAubTwqAaVdXV1gUDfvhDgRjn56eTkxgjoFg4vrzuxNirHiXl19+uaag5fjx43rggQf0xS9+Ub29veG9yuWyMpmMstlsOHiYwImOmfgubtv83xMNt8HYaXgLLOPnVQvmF4GObbRbW1sTu8sCknCSviMsoADxHYql6kHbBw4c2BCbtZYsLS1paGhI73nPeyRVySZsjXGPW5hcr7yjA+7Gxsawfi/2Ldi+rxnkOrC3cauZVCVR0Pv09HQgUiB7/Dib5eVl9fX1Bdth/ZvvfOhgFpC5srKiQ4cO1VzX8/PzOnz4sH7913896AD9rEWYEUjx1di3JxgOyj354TskJ86iM58BHvgQrxzTGeJg20Gkgz6fM05Iuo1I1fjjVQFJOnz4cDjrrFaSz+c1Ojqq7du3J+a3E0yxX+Dn0uodA0lYPBGKk2g+64DZfabrj2dhvD1uxICCsea94jF2AOrVoBg0lUolzczMJMauFpLL5XT69Gndcccd4X29mukVS3QOiAXkOeDmPZwciEksiEVvn2W3TsSJVW+jx+dC3KFHdk7lXplMJsR1KjpUA5knPDfXdZ998ODBmvqQ6elpvfrqq/rwhz8cCGFiYHNzc9iVE6zFXHc9eOeA+2EnxJ3UjkG2J9oeK/DLEEbYhZPVvv4VvOP+1+8TEzyOLxlvPn/q1KmarCl2mZ2d1csvv6x77rknPKd36nB/x4HYs+OEGF+47r0a79gZX+NETVzd87MpwZpcC8yMTfAMXV1dKhQKYbkV3Sv4YjbKaW5uDlVyJ4sXFxf1yCOPaGRkpKa6vnjxon70ox/pc5/7XEgYm5qagh0xd92PgpW9HZvfeX6B3bkPoXMEf4NufXNL5gD3BA95ldpxkccVTyrRbUxcOQ73d+I5i8WiXnnllQ3HxY2fKi3p6aef1nve8x7dcsstYfJ5axCK4EXjig6KdPbRqwxS8vBogiJg0ZmYuLrF5xsaGhIVNVp5VlZWEiwurRmwXR4MfVD98FgmM3/efPNNvfHGG7VQ7SrZv3+/9u7dqzvvvFPFYjFs7xxXUmETMXRaYAFnjA+sULzBkVck0JH3+/u5hC0tLWptbVVvb2/YVVWqbkbE+DmTJlXZRQdSUvXMQ9omeAYSIX5fLpc1PDy84SMzYimXy/rqV7+qu+++W+973/u0vLys6elpLSwshA1bOMKlq6srtEi6XfOeHqx4JwfD6EFaDS6l6lpiJ2dwwjhkbJ7A3tPTE8ZkdnY23Jd1sNgs/yY4evBnvJhTw8PDOnLkSE31jIyNjam3t1dbt25dtZ5JWr0REnpz/TGv+bnr2p2wk0EADQ/e3M+BEdeIx4055a3SVJBpKWdMaEP3jQMAq9gNAHRkZEQDAwOXRdenTp3S7bffrh07diQ6ROIuDP7ESXusA4KxjxXEIhVkfACgLp/Ph6pvQ0NDaIvyoEqgxhZi4Bonts78olsfP0mrEoiGhgaNjo7qzJkzl0XXU1NToV2MMfdE2+e7A+m1AAC69b/9d1w7rjxix3FLHPfy9fM+52JQEvsxKblTs3cDcT2P4eVyZXlMrdoIYxkdHdWlS5e0a9euAODQlYM/j9MOmqmQsPYR+4uTRK8gut7AF068AMSxWa7FcgWp2pbsz+aEtu9IzdgAaH1jOcaGP+fPn9fx48drrucDBw5o+/bt6uvrC/pFB/iy2D5cx05AgJ/iRMc/75sI4lt8ORYVMCpO8S7yJLH8zrsi0KNXLj2x5DkpWDDO/qyTk5O6ePFizfUsVYjuG264QVu3bk0QZT6nIFK88ovfcDLayRJPQEhGvTqO/fqeEo6lua+vQeR5mP9tbW2JbkCpkjTjj3gmrzDzHhwJ4r4ynU7r8OHD2r9//2XR9SOPPKLbb79dH/zgBxNHoEnVXaElBRIJIprnZPM+bAa7dhIuTijXKkRgZ2A0dOoVf8dAjnk8GY0LP5DDTiBiw+4jib8XL17c8I7qUo0SzJWVFX3ve9/TH/3RH2nbtm0J9pJqo7OlVITceUvJCoQDRJyNGywTyz+LodIKC/gB1OCUAUAxiPcgjBODscJovEKKeNCamprS//3f/yUS3VrKysqK/uu//kvbtm3TTTfdpKamJnV0dKxiqnnedDodmLtyuRzAHK21BDGS5tHR0YTzdd24IW7evFm9vb0qlUqBucRpwW5SxQRAww5JCsnPwsKCUqlUYo2FkxC5XC4AX56LcZidndUTTzxRc0Zcqiwk/4u/+Av9+Mc/VldXl2ZmZpRKpcKidala6cOu0JcnmPw7Bo6+zoY/HuS8PRQH7W1GkhI2y1yQlDi6BsdEizh2wbMiHvy5P7peWFjQE088saqlolZSKpV09uzZEJTcEbqj5D2xxdhRO4gnSXYgiZOlctvYWGln516+MRgO223ex8Vt1Vnx+DqQM+iYpI7xcUCWSqU0PT2txx577LL5j0KhoCeeeEKf/exnE2eO+gHR/jcBBz/CUSru8/CP3rbjiR1EoHedxAk8Y03rkRNRHni5DuDJW/W9Q4V2WL7vtsRz53I5HTx48LL4D957bGxMO3bsSPhUB+XEP7dxJ/o8iWQeM6fRQSwxK429MT6e6ErV9VUOZJx4QH8OTrAJYq8DHt6PRKpcrrRNj4+PJ96zllIqlXTy5En19fWF5QQOXvmM2y3P5kAPH80yB4TPkrzOz8+H85AZUwd7zN/4HE0IwqamphD7HPzzfUkhViNux/wff877SZXWtmefffay+Ot8Pq/HHntMv/M7vxPW2aE3khH8IzEdMlNSAhd6zOH94yUj6M0TUWyVRD9OTL2yC2Z0Ig8f7jEQO3edEQO5p7c9gnMGBgYSc6mWUigU9Nxzz+m3f/u3ExtCuQ170cVxt/sAxsiXm+BrvVrJWGH73qqKT4UUdB9PjPBEDP8L0U0VT6rMAdZqut2wM3Zra2vYRwKCcnBwUP/93/+9oWPofp6srKzoP//zP7V7925t3749PJPHeAgk7Bb854kkcxebx+beamdjdOvJoVcuuRY+3Ndvu0/mOx4PvLrN2Dqp4r7ECz25XE4vvPBCTeJiwy/+yC8no6Oj2rdvn6ampjQ7Oxv63DFiZ7KlaqbsFR8PiF5iZuJQwWKy8zcJlAcUBjdmZDEQBy8AaSo5DDoH0XvVQUoebuzBKZVK6Wc/+5kmJydrpdY1ZWRkRP/zP/+jyclJLS4uBlYYcNbS0qL29nZlMhm1tbWpq6srtLsyDuidqkt7e7taWlpCeyuOl80NfNfMrVu36r3vfa9uvfVW9ff3q7u7Wx0dHcF4cVJTU1Oam5vT7OysJiYmNDk5GSZaoVDZCnrz5s3q7u4OffvOptEyxPo3FuVLFbD+5JNP1mxjjrXk2LFj+tu//VtNTEyoVKq2Q7MZDfrbunVrYtdVD3xu35KCTeK8fWIjODT/t18HwFYsFsNZnKxn5TlgHwFBPDdVN0gYkh9/Fu8qWF5e1hNPPHHZbTqXy2lwcDAc7ozzdp3hH9AvuuZ5aeeOna/7C6mapLL9PV0AABtPyBcWFhLdAQ5C8FOxfwP8eEss48XzYysAH97nmWeeuey6npyc1P79+0OXRmdnZyB/8HfoFH3gB+LEEmDtjDX6B+xI1TWS7kvQgTOsMfD3IO/MrCe2nqT5vQH+3kLnYKrWrfVrST6fD5usrFUNRAAA/jvszAkqxsXX9ErJze24nt8T8covQnumVx/5HiARcguds/GNkzgeC9E7v5+YmLhspAmSy+V05MiRcJQW78uz8HxUcLAPJ6E4/9nnKrqG8GRTGz7H9fArXsWAVIJg9UTGdeTjByFTLBYTOwW77ccgE/+3srKi559/vubt9S5TU1N66qmngh7m5uY0NTUVyDLahn0jRBIa99+Mj1Sdu3GVEP+CLvEH6AbfScHA/Q06karndLqvxndL1So0No5trzVfpEpCd/z48bAh3uWSmZkZPffcc6FS6+RonJh7Zxd2ghADiU0eJ90OvbUZnRH76MbwVl2qffhXKvsdHR3h5ILe3t5w1BvdVfiUjo4O9fT0qLu7O3SzSAoxgt2C9+3bd9kqxcj58+f19a9/XalUKmwklc/nQ7fa4uJiwAZs9Me4eIXd2+59PkOM8zd27XjGcR7jF8cE7Dr+PLbgiSGfl5Idcm4bXJu48uyzz9bMf9SkgokcPnxYO3fu1N133x1ANIHIEzlvv4qZFKl6Tp2UXLyK4eN8vDLnjp770AsOCCG5lJRIdnE6klaBHXdI3ENSaKdxFv25556rebvmW8nBgwd1/fXX61Of+pQ6OzvDpKA9IZ1Oa2ZmJiRBtOlRxfKNNmBTOb+npaVF3d3dGhsbS7BK+XxeW7duDa2MsE7ZbFYjIyNqbW0NjJUzU5JCiwrOh0S4WCyGbcinpqYSDg/WCLIARnR5eVmHDh2q2U5iP0++973v6ZZbbtHnP//5MM6srWX9GLvMui1LyRY2dOCVTBwM34mBedxCwfXYNMF3fmVeQR6QfBIgvIrGvRl3ruObTQAUXnjhhcvSarWWTE9P69y5c7r55ptXsdlxgOcdsRd3wN6O7YyfV2/xI/gid+rogvWtjY2NgaRBnGACkPBzjuDBFxG0Cb7+7FLVwb/44os6efLkFdH1iRMndN111+mee+5RKpVKJPHYJ/MTW+SdsB12iKQSTJs4XQceaD0p5J3xB+gRXbrf8FjhCau3u8ZVMWfq+R3gi5+/8cYbNdvh+xfJwsJCWJvuCV9cwfSKpFcJ/DP+B+GzXNOvtxZI9rY4SIEY1Phc8P87+HcyIK60YhPLy8saHh6+bK2xsYyNjenEiRP6tV/7tVU68CqrJ2y+hhE9NDZWl4jwjvhGKjDYJODRCYClpaXgP7yNlUSSa+Cr+IxUbRV04Mn4eRLlXVaQilcqLp49e1a9vb16z3veo1wup4WFhYAppOrO1FK1aul+wONf3ObrHW+MGZUiunPcF3lVDpCM/3F/hT92osN9P3oF67n/wA6kCvY7efLkhs8n/mXlzTffVFtbm+64447gM+IEwUkSn6MkM/hr9Eqiz7uvVR1jnbxXRMGPJE8kmD5ehUJB2Ww24T/w/dg7SRnzBiwK4epL377+9a9fttbYWA4cOKAf/vCH+tznPhfwNFifs+KJlW1tbWpvbw+JuRP9nlyid5J7dAIWcbxHDPBKvSeMMYHAv5k/bsvu8xiDuGLtBYyVlRW98sorGz5f1KWmCWapVNKjjz6qtrY27dmzJ7GeKlYU68FguRxo4zS8yhhPdBwIjt4V7kqLWzyl5KYgXnVA8axVBKx7iyaGIlUNJJVK6dixY3r22WdXJRWXS8rlsvbt26ft27frN3/zN4OOqVj6O7W3t0uqOIdyuazu7m51dnaGTXYYj97e3nAGJu0vTJRSqRSqlalUSvPz85qentaFCxcCeMCxd3V1hYnoYA+HRLWSpLhUKqmjoyPszslhyuhfqm6pn81mdeTIkZrusPnzpFgs6stf/rJ27NihT33qUyoUCpqcnAwguFSq7IrorWs4WQKZBz/GhWv7eDpIZO54e4SUZCJzuVzYcRVwn06nlc1mVzk2zh6lNZoAwnWd0OFdBgYG9Pzzz18RPSMXLlxQU1OTduzYsari40HQ/0a3OHavCjtg9KpwXFnDdzBHYqDO8ThezeF53N9I1XlABd7bYrxi58nbwMCAXnzxxSvqP5555hn19fXp1ltvTYC6UqkUAidteuiP9+WA+FKpFEAGPjyXyyV2kUanTqS4PhAHTl5Jc3/tOnddxcHWf8a/ue6pU6d0+vTpK2rXs7OzSqVSoVKMTWMPsT1iFx734neVkkcbrQUqHGww3/0YL99p2atJ+B1fC+T6dr36/OFnUgWoDw8P1+SYjLcjg4ODymQy2rFjx6odT73658sK+JvE0t/DiXAwgxPmfN+7Eah6+lEYbHzCztO+LMQ7IEi8eAZIHLpP/D0Y01KppHPnzmlgYOCK2HW5XNarr76qfD6vnTt3Bl0Qp70lFTtzUruhoSEAde9OcZCNcG1PJMGNjY2NYVdfX26Ajtzu0SH38VZ79xuedMW2UywWNTQ0pAsXLlx2HbuuT5w4oebmZt1www2JpWHYgJTc7wTs61jD19zjf7BTfhZ3UyH49XS6uiMsBCF4DcxcLBbD3g8tLS1qa2tTb29vws/EBDo43XenXVpa0g9/+EP927/9W03aNX8ZKZVK+uY3v6ne3l598pOfDF1OLNtIp9OhuplKpcJeAsxfzoxvamoK+zOgT8go30ARAetiY66beKmH+/445knJc6ipLsf4k3th56VSSadOndLhw4dr6j9qmmBKFUN58MEH1dzcrL1794YXJXEEhLghO0stJTcn4OfeDkRFxrf/ZXLBkDBQzsB4oonz8MDhDBoOzNtvfRCdTTx37pz+93//97K3AMWysrKif//3f9fmzZt11113BWOCQcrnK2cTTU9Ph4Stq6tL6XQ6HHwLa0SLGw4fhpGxgr2ZnJwMIGlkZETz8/NhEwsCKn8cJDU1Nam1tVU9PT2hH39sbExtbW3q6elRZ2dn2JmPnTepwPK8KysrOnPmjPbv33/FHI5UWQvzxS9+Uf39/brrrrsC89zY2KjZ2Vml02m1tbUldkeTVm9yQRWLfzsT64Jd4SgAIQCbmKFiIyQSSWxeqgSn9vb2REsR12QjGuYGgXh+fl6Dg4P66U9/elnW8fw8KZUq6zGbmpp03XXXJfQhVTcich3H3/fEjZ952yX/9oQmru644/YEESFZiq+Dz6ESR9B0h86zc+2zZ8/q0UcfveK6LhQKevDBB/Vbv/Vb2rVrV2Csm5qaQrUWO0cf2LqTHr4bbVNT5WB0EhmS1jjhd3vzjUy8auDJKICJSgTXwF/7Whkfrxh8nT17Vq+99toVS+SRcrkcOh/Q7VsljQjP6Hrge8RUt1MH6XHV0r/ra6uk6u66/lls06t4PjZOHnMfJ3hLpcpGEbU6fP7tSKlU0pEjR1QsFkMlEx1BDMaAOvaZ+G1vaXMdx5VldEYy5ZumuC8HlHvl0Z+bP1RFnKiF/FkrqT179qwOHDhwReNisVjUkSNHVCqVtHXr1oSNOBZyohWdeeveWmMA9iMxclt3/eNffL2l69KXI+DH+A4Sk1oeoxHuPTQ0pFOnTl1x/1EqlXT48GFJ0g033BCe0+e7z0kn9NAT/t0TEieo+Bx/O2HO2seWlpawlAwCsqGhIUFc050GxhgfHw8dLvh635yQccrn86FFNpfL6aGHHtI//dM/XbZ1l28lS0tL+pd/+Rf19vbq7rvvDvaMDXjlEWKDpBucRqzy+S4lybuYHEQ8TsbkHX/HvsrJPcft/nuPvf4s+I9arbt0qXmCKVUAx49//GOl02ndfPPNIfGRqpPZW01xGvztVUWcNsriZ75FsANJr/7wM5843jJBMHBWx9lenjtmv3wtxYkTJ/SjH/3oik8CZH5+Xl/5ylf053/+57r33ntDhY3AQzWW9+7s7AxbD/uGKnGSzQYN7e3tIUlBX4DI3t5ebd68WblcTmNjY+GeUnWnXxhGSWE9oG/iMTY2Fg7vzWQy2rlzZ6IdlnPMpMoOmFdL17Ozs/rTP/1TfeMb39CNN94Y2om9skjLYJxEYlcENSdMcK4k3Q7YvO3VGVocugdmEhuvmHEfqpfYPxtmMQ6w4qVSpXr/5ptvXtaNZn6RlEolnT59WpK0ZcuWRFuhpMSclFbvjOmfk6obUCA44fj7TmCxztb9iz+fpDAuTgRwLZ8HtCU7IMB/vPnmm3rwwQfD56+0rKys6LHHHtMnP/lJbd68OSSQtAfBXPNubNgASHPA5+ua+Dn+2P2vB+bY5v16zq7GTK1fH+G6cVLFHL148aJee+21K57II+VyOVQyfTdCxN+fz7tfdpDhP/frr0Wc+H3w9w6UsHWvRsaVG+/+4XeeUHhCIFUOiz979uwVB+JIoVDQsWPH1NjYqN27dwebjIF13E3i/pz3diLDk3tIU3aedfIKHIOeqZh5RdJJgljwy9wX/8UGh042klxeDX9dLBZ14sQJNTY26vrrrw/v5+8hJY/mQtBHbPeuE/cxUpVAbGpqUnt7e9AhBDUFhvn5+UD48pzozMG3zw9iKb46TjAvXbqkU6dOXdEk3oWuosbGRm3bti2xlCiO+z6PHd+iB8YibsGOk5FcLhdwguuoXC6HaiOYB52xPrmjoyPo08cB8eKO4/SlpSU988wzeuCBB2p+fNQvK9lsVv/4j/+ov/7rv9bHP/7xsKeCVPW/6J/5zx86nhwfOnnhSz7wndi5+1BfDxvHOidjnXBlLL045/GV50fK5bLOnz+vp59++rL4j8uSYEqVxOf73/++7r//ft1+++2JSk1HR0dQIptgNDZWD8H1dWC+lmqt9ioHZpSfnX2Nq5SAdj7PpHPQxwQi0XXQ5BXYgYEBPfzww1dtEiCzs7P66le/qqWlJd15552hPJ9KpUJyh3NFJzhfHATOhoXX/llvB4AFw6HNzMwEEOmVDBircrmszs7O0A6TyWTU39+vsbExFYvFsAaQdgJ2xIUFbmho0MLCgo4ePaof/OAHNT9v6u3I8PCwPvvZz+rv/u7v9IEPfCC8g68bQzc4bgdy7qQ9qaddSFLCuWBnCM7H2wQLhepmVCRGVIUI4CsrKyHB7OjoUGdnZ+JAbAcxJ0+e1COPPHLVCBOkUCjo9OnTWllZ0Y4dO0KSwrvxvu50+YyLgxPvmoDxJtj6vPekyNvo3JH7GMT3Yoxhfp0EoCsCAPzTn/70sm8U8YtkcXFRP/nJT/ThD39Yd9xxR9j4qFQqhU6RUqkUzvmE+JGSnRzlcjl0RgA0HKg5OegAx9cJ+nhJCu2GvslQrGNPfogzMXA5e/ZsaOm7mlIqVc7/LZfLoRLMe6zFMnuyLa1eg+Pf86RSqi6R4N8OaDxRxPd4UkU1yQkBYohUXbvG39xDqqwZO3Xq1FVL5JFCoaAjR44olUrp5ptvXgXymPP40VIpucsj1/ANg+INTSQlzsvzHZWJoVLV99BCKCWX6HiHFhVL1g1DghM3fB3X4ODgVUsukZWVFR05ckTpdFo33XRTInbg8+Jqu6TEM4PF4iSTMXFADhEKliiXy+rt7Q2FBbBKY2OjJiYmAr4El6A772JzUsX3K8D2z507p6NHj151m15ZWdFrr72mPXv26Oabb074BuK9J57uN7zQgj06ceL4xAkjrkvCybIcfLknR8yXpaUlLS4uavPmzQE3sgM/88i7LNBrPp/Xww8/rC9/+cuXfQO2XyQzMzP60pe+pHw+r49//OOSqkQFVXNP6mkNzufziWUh/J7ClVT1L8RTxP2A++i14oGvwQaPYOdgDsgofI7bb7FY1OnTp/X0009fNoL7siWYUmVzgx/96EcqlUp63/veF5QHCI8BgaRVaxNwAFJ1K2kAOW0oGCxKBNT4HwTn5IedOjhva2sL2/fzMxKGlpaWAHgOHTqkJ5544qoDFmR2dlYPPPCA/uAP/kAf//jHE7t/wZYvLy9rZmYmBMHW1tYQyNiUAB22tLRocXFR+Xxe27ZtCw5Dqhjp1NSUxsfHwxrP6enp0F7X2NgY2sBwVGxaACChbz2dTodNArAL1ql0dHSosbFRDz30kL7zne9cE7qemZnRX/3VX+kLX/iC9u7dm1iL6ay2t23jeLF5d/bu5H0uxC1uAHLmBSDE2V5niR0YkqjiHBcWFsIuYTjD2dlZHTx4UM8999w1oWepYmfnzp1TuVzWzp07E+SSz2kPrL5+iSDmrcp830Eam2DFlR9aPD1Q+BpKbzfGruMkl+fBHorForLZrF5//XX97Gc/u2Z0vbKyoqefflrpdFof/OAHQ9IIKPBKLoQU/3cwAoj27g/mAFVzfA6JqINPZ2RpN+cPa7iYK04OSsk1nZ7snzx58poAh0i5XGmXxXfGANdBoZRskfV3dSba7dYTVoR74BOk5Lpr9O7dJb5mSlLw7VzXwQ5jdurUKQ0NDV21Kk8shUJBb7zxhgqFgm699VZJ1cQOQIadxO3t3k5LcsKcZ9nG9PR0YnmJE4jeWh77f8hTfLqDRkgtr4jgb7h+LpfTwMCAjhw5ck3YdaFQ0GuvvabFxUXt2LFj1SY/bg++HhMfwzX83aXqLvbertzQUFn319/fr+3bt6upqUm9vb2Jzif80fz8fIIMwz95yyO2G/svKlEnT57UmTNnrhmbLhaLOnbsmIrFYrBpJ0m9qOKxC/v2ihiEhRN3khJEifsRvss4eSGgra0tUchA717g8WvQtcWfhYUFffvb39bXvva1q160QWZmZvT3f//3mpmZ0f333x+q8w0NlQ2nyAniJQMkoY4LPW7F+7uAAR3XSNVxhTTx5Sbcjy4312WpVD3ix6vUzItSqbKM4Gc/+9ll9R+XNcGUKuzeD37wA01NTelDH/pQaJNEURydwM8AElIysJKcSFplqCiZwfKdCuNAy/c9gPJMbIkMU8/kdMZteHhYTz31lF5++eVrxuEgS0tL+o//+A9NTk7q937v94Jj9upPKpUK51YSGGmB4+90Oq3p6Wnl83l1dXWpq6tLzc3NunTpkvL5vNra2sL4EaTZ9GPTpk3q6upSU1OTcrlcqH4sLS2ptbVV/f39IaD09fWFMWccpAqA7enp0datW/WVr3xF3//+96+JIIrMz8/ra1/7mj7xiU/oYx/7mKSKbXhF0HcW9HZwqcrY4UxwBL4bqVcqPeh60gRg9HYpr5jitLzFM5fLBeeP/U5PT+upp57Sq6++etVa2t5KSqXKGudcLqfrr78+sKeSwqYD2M9aRxMQdKkclsurW4L5jq+1ogPC2+29YkTgwLkznt5GJyXbwPL5vObm5vTyyy/r6NGj15yu8/nKGXfZbFYf+tCHlE6nwwYagC3fNAUw5v6YrgTACQEY0onuCk86nSWXkhv70PlAcPXzOqVkC6gnT4D4V199VUNDQ9ecrsvlctgcjC6TmO2WVrdyemLpwI2feTu5kyquF5hvr6QhXtWJEyUnUrAJfFShUNDhw4c1PDy8Kt5ebSkWK2sF5+bmdOedd4aWYCcGpdWEFGDd/SoJj2MC36kef/tWvtl1w70A2z6PWB+PjrlmsVjZxfz111/Xm2++eU3pmq6MmZmZQAgWi8VEZ5OUPAMQwO34DZ+LfyAGSgpdDK2trero6FBXV5e2bt2aAO+QeXwfm/VqPs/hfsSr1xCDb7zxhi5cuHBN6VmqtiYvLi7qtttuk1TdoMqTHPeJEBrgWjpIfHMkXzrCfeLuBXwCY4uul5eXE2deLi8va35+PnRZbd68OXEdxz2Li4t64IEH9M1vfvOaIV2RXC6nf/7nf9aFCxf0+c9/PtHx4IUwj2GeXPJ/JwyRuKqPvuMqMiQU84DYG3ewxGStxwbunc/n9eSTT14RDHLZE0yporTHH39cZ86c0e/+7u9q+/btgS11J4ADIOlAvOyL0qQqkPSACFBEHPQ5MMc4cGjsFtXf368tW7aEXU2XlpbCmstXX31VP/jBD3TmzJlrzuEghUJl447BwUF94Qtf0O7duwODwUTH+OkrZyK0t7eHoEZVs6urKyT8nZ2damysHNmwuLgYgNHc3Fxgdzdv3hzWbxHIJYUNhnbu3CmpMqaskyCJ56zO+fl5nT59Wv/wD/9wxXcx/WWlUCjokUce0dmzZ/XpT386AHHslF1dPeHw5AQByGDbTqQg3t7gbZreGugt3HHbRLFYObJEqrb9SBXHOT4+rocffljnz5+/Empbl5TLlfUv8/Pzuummm9TZ2Zkgjxy4uKPnb99cAP1SzUW8HRyf4vfHwfvfBNG4fYVA4Ad7p1IpjY+P68knn9To6OgV1N7bk2KxqOeff14XLlzQJz7xCe3cuXNV9Zd3JwhSzfGgWygUwq7FXikmwAFa+K4HWF/O4ASfJ/a+rCGuYqZSKU1OTurQoUOampq6Clr85QXCh/VjUvI9+b+3S8UVBRev5vs1pGqS6ZUlbDYWQI0/D/flWSAZ5+fndeTIkct6JvFGpVyubNBCkrlly5ZVyaXjAmxbUgK0OZnhHVNxm3Z8JimfYVzcdzkJxTW8+uA+ZHJyUs8///w1a9flclnDw8Oam5vTrl27AnZCp97h4XNbqh5l4XtwoEN0B2kFOU77JbGOo3H8+1Qs/ec8q+NM7stmM9eynqWKXWHTt912m/r6+oJd4pfX6mTgD8mlkyKQ4zEG8RiILdKVhp/wFmV0m81mQ/V9dHQ0xIO2tjY1NzcHDPI3f/M3evbZZ69JrCdV/Op3v/tdDQwM6E/+5E90ww03hASdJX++VpWCCZVOx4C+/MBjHPHTu3+o2Luv9k4U90meJzkB6CTk+Pi4HnnkkSuG91LrHdBUKrWuL3Z3d+u+++7THXfcIUmh3cN3TPOye1zW5+coLM7Q3ak7q/j/P3NikvjuhW1tbdq2bZtuvPFG9fX1hfUxqVRlveIPf/hDfetb31q3wymXy6uj+C8pG9H1Zz7zGX3iE59IMKDob9u2baEaSfWN6sLw8LDy+coW5O9+97s1MzMT1u1JlSDY3d0d2Nzh4WHlcjllMpng4AgCmUxGuVxOfX192rVrl4rFoqampnTx4kWNjo4Gpnd5eVljY2N66qmntG/fvnUf9rpeXW9Ez/fee69uuummwOYXCoWwzhUnjNOl0gaIcMbKkx7atRx8E2TZHhsbdXsmoXLmEUdHMFhcXNTx48f19NNPb+SMukPlcvkD6/nienWdTqe1Y8eOQFLhG7yS5mwsRAf2T8KPLgmUOH6OIZGqwDJuSeE5+J63NXvLMr5meXlZAwMDevXVVzey3vKK67q9vV0f+9jH9N73vlelUinYLcmkryfFrmG0PcH04xcgErF9/k1wdXIAnyRVN1Zgy/g40QfErqysaGhoSMePH9/IOuIrrmuqMsxpBFuKSaq1xMkWfALx0IGJtPrsZwfwAEyex+3c2Xta2IeGhta9hudqxMVNmzZp7969ete73pXwkZ40e+UX/4IOSHLwHZDlJEe016InqsaePMXjwRxi/CB6IV+Wl5d17NgxnThx4orreiO+evPmzWGpCz/z+QqAdsKUThLwncczksv+/n5dd9116u3tDTrdtGmTlpaWNDc3p+XlZWWzWY2Pj2t2dja09bM0R1LCb0nVTcLOnTun06dPv6P8x6ZNm/Sud71Lu3fvDvrzTkBIIV8uEmMT7Lm1tTVhp14FlRSO4yBZZA5lMhm1t7eHo/La29uVyWQSa+x9PpVKJT300EP6xje+sRHS9Yrrure3V7//+7+vj3zkI9qxY4c6OzvDfJ+amkp06DQ2NoalZ05M0cpN9w7Ye62ChM8NYhy+wvMcYivf4fpSBe8dPnxYBw4c2Ej78dvW9RWpYLrMzMzoO9/5jl566SXdcMMNCfYJ4weoSEoYpoM9TxydUfcysjPhvtbCW1e4bnNzs7q7u5XJZEJljsl17Nixa7Il9hfJzMyMvv71r+uFF17Qpz/9ad16663BWdOGg8NfWFhQQ0ODenp6QstEJpNRZ2dn2M2OCcC2zLTxdHR0qK+vL7CEy8vLIZi2trYqk8mEcWUC+EJxnM6JEyf0rW99S2+88cY119L282RmZkb79u3Trl279NGPfjS0/pJwODMNUPYzwiSFNilaH3DA3qaJ03CmygG4LzrH5n2tYalU3Tb86aef1vnz599RepYq7zU0NKSpqamwzpd5GleGnTGUkpUIvuftKZ6ou0Nfq4WQMeC7XvX0RLZUKmlqakqjo6PXLDv7VjI/P6+HHnpIR44c0Yc//GH19vYGYCIpAGv0jL3yOwclzpx7ayW+GOLL164gcXXHqw7otFAoaGxsTAMDA5qamnrH6bpcLgd/CihzW+Uz/v+4cu92LSVJ1riDh88QF7mOpITf8i4h9zvT09M6fvx42LDonSQrKyt6/fXXdeHCBW3fvj0kM04O+Vl1PsexWbqeAJHe1untxZ6w4lvidm7WJHss4LvE25GREU1OTr6jdF0oFDQyMqLZ2Vlt2bIlscsrfsIrv26/3p3AHzoepMr+HsxzkvtMJhNs1/fo8HF0woYxYnzHx8c1ODj4jvQfKysrOnbsmC5duqTbbrtNW7ZsSbwjlTHIP0mrEhIpuQzE1xCv5S/4PHr17hXIQHw65DqE5KFDh/Ttb39bBw8efMfh6qmpKf3rv/6rXnzxRf3Zn/2Zbr/99qBj9m/B93JkC8shsH90yDmZ4L63qu677eJ//HQO39/EY22hUNDo6Kj2799/VVrqr3iCKVWUf/LkSZ08efJq3P5XSorFog4fPqzTp0/rIx/5iO677z7t2rUrMFCsfwUsctSGV4bd+dDyQiWTTXo6OjrCuj4OoiW5ZOe2ubk5TUxMqKurK+wwubS0pLNnz+qpp57S/v37r5nF3W9XaFf57ne/qz179ui2225LOOi4rY2f0UbsrSpSdR0I13anznrDfD6fOFcqBpSe0C4uLmpiYkKvvPKKBgYGrtqxGLWSbDZ71XeZ+1WQUqmkwcFBnT9/Xnv37tWePXvCGnVa1NLpynloAGgPjoA9gJwDRl/fx/yIKxwAo7iF0e18enpag4ODunjx4jsOrMRSKBQ0Ozsb/Kcn6b+MxBVPKdnVIyWJlrdK5L3Fyhn0+fl5DQwMaHh4+B2t63K5rImJCU1MTFztR/l/XhYXF/Xmm2+qu7tbW7ZsSbSCO/kPmQqREe+46xvHsC67paUl8RkvUFBJQrx91ImAmZkZnTt3TpcuXXrH2/TU1JSef/557dixQ7fccosymUxi/jPnwXhUhcELvt5PqvoO7+aBuMZf8P2YVGHfDUhxSTpx4oQeeeQR7du37x2L9aSK/b388sv64z/+Y91///361Kc+pe3bt4elUexy7CcKEBchsNnzhA4FkkbGBgLAK5kQLz5H6NTyuLuwsKBLly7p4MGDOnbs2FXDe1e8RfZXVa5GK9Ba0t7ernvvvVcf+9jH9K53vSvR983aydnZWV26dEnpdFo33nhjaPt0poV1l7BivjESTA2MIsBzcnJSS0tLoRLy2muv6bvf/a6efPLJjbRprpIr3Qq0lrS0tOj666/XbbfdFlg7HA3MKuANB4NTIQDD2MZbuNPGBsAHANKOSGVPUgDgL7zwgo4fP17rY16ueHvKr7BcE7retGmTdu7cqbvuukvbt29Xd3d3WDftHQqeCLqdS9UqpINJBzxSch2+d5z4mtdsNqtjx45peHi41puAXRO6lqrtaPGaqDXuuyY7Hbe4AUK8JdZ3UmdTFUALm6nkcjmdPHkyLJ2olVwrcfFXQa6FuNjY2BjO0IZchWQChDc1NYVY5hscgTOYC9u2bVNvb2/oOsO/5HI5ZbNZzc3NaXFxMew74dW75uZmzc7O6sSJExoZGfl/0n80NTVpy5Yteve7362enp5VO7/S3eOJYbz0Ayziu52CSdh8iY44NslsaWlRX1+f+vv7A8k9OjqqRx99VI899ti6lz69hVwTuu7q6tJv/MZv6L777tPOnTuVSqWCfeMvZ2ZmJCmcg0uRhb1RwHckg7Tbk9x7F49UrWQydmDxkZER7d+/X6+//nqtj5t727reSII5LmloXV/+1ZMbyuXy5vV+ua7rtyXr1nVdz29b6rq+clLX9ZWTuq6vjNTj4pWTuk1fOanr+spJXddXTt62rtedYNalLnWpS13qUpe61KUudalLXeri0vCLP1KXutSlLnWpS13qUpe61KUudanLL5Z6glmXutSlLnWpS13qUpe61KUudamJ1BPMutSlLnWpS13qUpe61KUudalLTaSeYNalLnWpS13qUpe61KUudalLXWoi9QSzLnWpS13qUpe61KUudalLXepSE6knmHWpS13qUpe61KUudalLXepSl5pIPcGsS13qUpe61KUudalLXepSl7rUROoJZl3qUpe61KUudalLXepSl7rUpSZSTzDrUpe61KUudalLXepSl7rUpS41kf8PJmNm0idl5lMAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 1152x576 with 40 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "byClass = data.groupby('class_number')\n",
        "\n",
        "n = 20\n",
        "c = random.sample(byClass.get_group(1).index.tolist(), n)\n",
        "s = random.sample(byClass.get_group(0).index.tolist(), n)\n",
        "\n",
        "\n",
        "fig = plt.figure(figsize=(16, 8))\n",
        "columns = 10\n",
        "rows = 4\n",
        "for i in range(0, columns * rows):\n",
        "    fig.add_subplot(rows, columns, i+1)\n",
        "    if i < 20:\n",
        "        plt.imshow(img[c[i]], cmap='Greys_r')\n",
        "        plt.title('Cancer')\n",
        "        plt.xticks([])\n",
        "        plt.yticks([])\n",
        "    else:\n",
        "        plt.imshow(img[s[i-20]], cmap='Greys_r')\n",
        "        plt.title('Healthy Tissue')\n",
        "        plt.xticks([])\n",
        "        plt.yticks([])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zKnFTGWhdehe"
      },
      "source": [
        "## 3. Perceptron Training"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ROqxj7Qodehe"
      },
      "source": [
        "### 3.1  Train and Test Sets creation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "oUswkFCzdehe"
      },
      "outputs": [],
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, \n",
        "                                                    shuffle=True, random_state=0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7dBpIpAXdehh",
        "outputId": "8071dc22-d882-456e-cf81-99b41bdc40fe"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Training set\n",
            "X:  (3544, 67600)\n",
            "Y:  (3544,)\n",
            "Healthy Tissue:         1043 \n",
            "Cancer:  2501 \n",
            "\n",
            "Test set\n",
            "X:  (1519, 67600)\n",
            "Y:  (1519,)\n",
            "Healthy Tissue:          426 \n",
            "Cancer:  1093 \n",
            "\n"
          ]
        }
      ],
      "source": [
        "print(\"Training set\")\n",
        "print(\"X: \", X_train.shape)\n",
        "print(\"Y: \", y_train.shape)\n",
        "unique, counts = np.unique(y_train, return_counts=True)\n",
        "print('Healthy Tissue:        ', counts[0],'\\nCancer: ', counts[1],'\\n')\n",
        "\n",
        "\n",
        "print(\"Test set\")\n",
        "print(\"X: \", X_test.shape)\n",
        "print(\"Y: \", y_test.shape)\n",
        "unique, counts = np.unique(y_test, return_counts=True)\n",
        "print('Healthy Tissue:         ', counts[0],'\\nCancer: ', counts[1],'\\n')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3amwnr4wdehi"
      },
      "source": [
        "### 3.2  Perceptron Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TLNU0YFWXwki",
        "outputId": "0dafee63-407e-47d4-cf61-a701f2748472"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-- Epoch 1\n",
            "Norm: 1123.26, NNZs: 67600, Bias: -39.000000, T: 3544, Avg. loss: 1641.286726\n",
            "Total training time: 0.47 seconds.\n",
            "-- Epoch 2\n",
            "Norm: 1709.08, NNZs: 67600, Bias: -56.000000, T: 7088, Avg. loss: 1415.700003\n",
            "Total training time: 0.95 seconds.\n",
            "-- Epoch 3\n",
            "Norm: 2155.80, NNZs: 67600, Bias: -69.000000, T: 10632, Avg. loss: 1231.936834\n",
            "Total training time: 1.43 seconds.\n",
            "-- Epoch 4\n",
            "Norm: 2616.13, NNZs: 67600, Bias: -76.000000, T: 14176, Avg. loss: 1124.851144\n",
            "Total training time: 1.94 seconds.\n",
            "-- Epoch 5\n",
            "Norm: 3021.59, NNZs: 67600, Bias: -75.000000, T: 17720, Avg. loss: 1133.721658\n",
            "Total training time: 2.45 seconds.\n",
            "-- Epoch 6\n",
            "Norm: 3379.11, NNZs: 67600, Bias: -74.000000, T: 21264, Avg. loss: 971.851823\n",
            "Total training time: 2.94 seconds.\n",
            "-- Epoch 7\n",
            "Norm: 3724.07, NNZs: 67600, Bias: -66.000000, T: 24808, Avg. loss: 937.594908\n",
            "Total training time: 3.40 seconds.\n",
            "-- Epoch 8\n",
            "Norm: 4026.70, NNZs: 67600, Bias: -68.000000, T: 28352, Avg. loss: 855.373414\n",
            "Total training time: 3.84 seconds.\n",
            "-- Epoch 9\n",
            "Norm: 4353.32, NNZs: 67600, Bias: -69.000000, T: 31896, Avg. loss: 866.263533\n",
            "Total training time: 4.29 seconds.\n",
            "-- Epoch 10\n",
            "Norm: 4660.13, NNZs: 67600, Bias: -65.000000, T: 35440, Avg. loss: 776.228995\n",
            "Total training time: 4.73 seconds.\n",
            "-- Epoch 11\n",
            "Norm: 4921.06, NNZs: 67600, Bias: -61.000000, T: 38984, Avg. loss: 678.473853\n",
            "Total training time: 5.16 seconds.\n",
            "-- Epoch 12\n",
            "Norm: 5171.96, NNZs: 67600, Bias: -60.000000, T: 42528, Avg. loss: 699.998242\n",
            "Total training time: 5.57 seconds.\n",
            "-- Epoch 13\n",
            "Norm: 5430.28, NNZs: 67600, Bias: -63.000000, T: 46072, Avg. loss: 702.381738\n",
            "Total training time: 6.11 seconds.\n",
            "-- Epoch 14\n",
            "Norm: 5668.24, NNZs: 67600, Bias: -66.000000, T: 49616, Avg. loss: 671.321657\n",
            "Total training time: 6.54 seconds.\n",
            "-- Epoch 15\n",
            "Norm: 5874.92, NNZs: 67600, Bias: -60.000000, T: 53160, Avg. loss: 616.342931\n",
            "Total training time: 6.96 seconds.\n",
            "-- Epoch 16\n",
            "Norm: 6076.95, NNZs: 67600, Bias: -61.000000, T: 56704, Avg. loss: 594.252122\n",
            "Total training time: 7.39 seconds.\n",
            "-- Epoch 17\n",
            "Norm: 6269.64, NNZs: 67600, Bias: -60.000000, T: 60248, Avg. loss: 564.383660\n",
            "Total training time: 7.80 seconds.\n",
            "-- Epoch 18\n",
            "Norm: 6476.34, NNZs: 67600, Bias: -60.000000, T: 63792, Avg. loss: 565.665024\n",
            "Total training time: 8.21 seconds.\n",
            "-- Epoch 19\n",
            "Norm: 6689.34, NNZs: 67600, Bias: -58.000000, T: 67336, Avg. loss: 524.297755\n",
            "Total training time: 8.61 seconds.\n",
            "-- Epoch 20\n",
            "Norm: 6862.68, NNZs: 67600, Bias: -48.000000, T: 70880, Avg. loss: 511.356194\n",
            "Total training time: 9.01 seconds.\n",
            "-- Epoch 21\n",
            "Norm: 7028.38, NNZs: 67600, Bias: -49.000000, T: 74424, Avg. loss: 474.784911\n",
            "Total training time: 9.40 seconds.\n",
            "-- Epoch 22\n",
            "Norm: 7204.30, NNZs: 67600, Bias: -48.000000, T: 77968, Avg. loss: 476.401283\n",
            "Total training time: 9.79 seconds.\n",
            "-- Epoch 23\n",
            "Norm: 7387.32, NNZs: 67600, Bias: -60.000000, T: 81512, Avg. loss: 478.475253\n",
            "Total training time: 10.18 seconds.\n",
            "-- Epoch 24\n",
            "Norm: 7540.80, NNZs: 67600, Bias: -60.000000, T: 85056, Avg. loss: 424.364124\n",
            "Total training time: 10.57 seconds.\n",
            "-- Epoch 25\n",
            "Norm: 7695.07, NNZs: 67600, Bias: -57.000000, T: 88600, Avg. loss: 397.421738\n",
            "Total training time: 11.00 seconds.\n",
            "-- Epoch 26\n",
            "Norm: 7845.61, NNZs: 67600, Bias: -49.000000, T: 92144, Avg. loss: 416.331109\n",
            "Total training time: 11.42 seconds.\n",
            "-- Epoch 27\n",
            "Norm: 8000.78, NNZs: 67600, Bias: -46.000000, T: 95688, Avg. loss: 412.591219\n",
            "Total training time: 11.83 seconds.\n",
            "-- Epoch 28\n",
            "Norm: 8155.36, NNZs: 67600, Bias: -45.000000, T: 99232, Avg. loss: 428.564681\n",
            "Total training time: 12.24 seconds.\n",
            "-- Epoch 29\n",
            "Norm: 8286.79, NNZs: 67600, Bias: -46.000000, T: 102776, Avg. loss: 365.973572\n",
            "Total training time: 12.65 seconds.\n",
            "-- Epoch 30\n",
            "Norm: 8417.99, NNZs: 67600, Bias: -47.000000, T: 106320, Avg. loss: 365.643387\n",
            "Total training time: 13.05 seconds.\n",
            "-- Epoch 31\n",
            "Norm: 8539.75, NNZs: 67600, Bias: -45.000000, T: 109864, Avg. loss: 324.497018\n",
            "Total training time: 13.44 seconds.\n",
            "-- Epoch 32\n",
            "Norm: 8653.12, NNZs: 67600, Bias: -39.000000, T: 113408, Avg. loss: 352.922933\n",
            "Total training time: 13.84 seconds.\n",
            "-- Epoch 33\n",
            "Norm: 8785.61, NNZs: 67600, Bias: -40.000000, T: 116952, Avg. loss: 366.305244\n",
            "Total training time: 14.23 seconds.\n",
            "-- Epoch 34\n",
            "Norm: 8906.23, NNZs: 67600, Bias: -39.000000, T: 120496, Avg. loss: 321.524374\n",
            "Total training time: 14.60 seconds.\n",
            "-- Epoch 35\n",
            "Norm: 9025.11, NNZs: 67600, Bias: -46.000000, T: 124040, Avg. loss: 302.449620\n",
            "Total training time: 14.96 seconds.\n",
            "-- Epoch 36\n",
            "Norm: 9138.24, NNZs: 67600, Bias: -41.000000, T: 127584, Avg. loss: 336.517278\n",
            "Total training time: 15.31 seconds.\n",
            "-- Epoch 37\n",
            "Norm: 9256.34, NNZs: 67600, Bias: -45.000000, T: 131128, Avg. loss: 308.302559\n",
            "Total training time: 15.69 seconds.\n",
            "-- Epoch 38\n",
            "Norm: 9363.62, NNZs: 67600, Bias: -45.000000, T: 134672, Avg. loss: 293.436983\n",
            "Total training time: 16.08 seconds.\n",
            "-- Epoch 39\n",
            "Norm: 9457.47, NNZs: 67600, Bias: -42.000000, T: 138216, Avg. loss: 256.112092\n",
            "Total training time: 16.45 seconds.\n",
            "-- Epoch 40\n",
            "Norm: 9572.63, NNZs: 67600, Bias: -43.000000, T: 141760, Avg. loss: 287.843137\n",
            "Total training time: 16.79 seconds.\n",
            "-- Epoch 41\n",
            "Norm: 9681.44, NNZs: 67600, Bias: -46.000000, T: 145304, Avg. loss: 285.325545\n",
            "Total training time: 17.13 seconds.\n",
            "-- Epoch 42\n",
            "Norm: 9768.06, NNZs: 67600, Bias: -42.000000, T: 148848, Avg. loss: 273.327549\n",
            "Total training time: 17.46 seconds.\n",
            "-- Epoch 43\n",
            "Norm: 9858.35, NNZs: 67600, Bias: -40.000000, T: 152392, Avg. loss: 280.426231\n",
            "Total training time: 17.79 seconds.\n",
            "-- Epoch 44\n",
            "Norm: 9960.65, NNZs: 67600, Bias: -42.000000, T: 155936, Avg. loss: 269.664988\n",
            "Total training time: 18.11 seconds.\n",
            "Convergence after 44 epochs took 18.11 seconds\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Perceptron(max_iter=50, verbose=True)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Perceptron</label><div class=\"sk-toggleable__content\"><pre>Perceptron(max_iter=50, verbose=True)</pre></div></div></div></div></div>"
            ],
            "text/plain": [
              "Perceptron(max_iter=50, verbose=True)"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "model_p = Perceptron(max_iter=50, random_state=0, verbose=True)\n",
        "model_p.fit(X_train,y_train)             "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "StUE3aEGdeho",
        "outputId": "ae9b8d25-b3aa-49b5-fb75-3553a2437c05"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train Set Accuracy: 95.49%\n",
            "Test Set Accuracy: 90.19%\n"
          ]
        }
      ],
      "source": [
        "print(\"Train Set Accuracy: %.2f%%\" % (model_p.score(X_train, y_train)*100.0))\n",
        "print(\"Test Set Accuracy: %.2f%%\" % (model_p.score(X_test, y_test)*100.0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "y_pred = model_p.predict(X_test) "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t6rmWDgfV7nO",
        "outputId": "1f0c27a6-4813-45c6-b0e2-565ebdc5e167"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 90.19%\n"
          ]
        }
      ],
      "source": [
        "print(\"Accuracy: %.2f%%\" % (accuracy_score(y_test, y_pred)*100))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "qKpomRrudehq",
        "outputId": "85f36a5e-af42-49fd-b29e-d146884edd84"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "matrix_confusion(y_test, y_pred)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h8_DtNTIdehu"
      },
      "source": [
        "## 4. Percetron Training with alpha and penalty"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gxmtpgu7jpXm",
        "outputId": "fbc9f1ac-0c41-4e4d-9d3c-a1ddff0c8c03"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train Set Accuracy: 95.49%\n",
            "Test Set Accuracy: 90.19%\n"
          ]
        }
      ],
      "source": [
        "model_mp = Perceptron(max_iter=1000, random_state=0, verbose=False, alpha=0.0001) \n",
        "model_mp.fit(X_train,y_train)                                  \n",
        "\n",
        "print(\"Train Set Accuracy: %.2f%%\" % (model_mp.score(X_train, y_train)*100.0))\n",
        "print(\"Test Set Accuracy: %.2f%%\" % (model_mp.score(X_test, y_test)*100.0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "y_pred = model_mp.predict(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 90.19%\n"
          ]
        }
      ],
      "source": [
        "print(\"Accuracy: %.2f%%\" % (accuracy_score(y_test, y_pred)*100))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "matrix_confusion(y_test, y_pred)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wkYOX_1j5CLk",
        "outputId": "5d2fe30a-3162-4e94-8d50-0cbd01f57737"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train Set Accuracy: 98.59%\n",
            "Test Set Accuracy: 92.03%\n"
          ]
        }
      ],
      "source": [
        "model_mp1 = Perceptron(max_iter=1000,  random_state=0, verbose=False, alpha=0.000001, penalty='l2') # Adds L2 penalty\n",
        "model_mp1.fit(X_train,y_train) \n",
        "\n",
        "print(\"Train Set Accuracy: %.2f%%\" % (model_mp1.score(X_train, y_train)*100.0))\n",
        "print(\"Test Set Accuracy: %.2f%%\" % (model_mp1.score(X_test, y_test)*100.0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {},
      "outputs": [],
      "source": [
        "y_pred = model_mp1.predict(X_test)  #pasa cada una de las imágenes de X_test por el modelo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 92.03%\n"
          ]
        }
      ],
      "source": [
        "print(\"Accuracy: %.2f%%\" % (accuracy_score(y_test, y_pred)*100))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "matrix_confusion(y_test, y_pred)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 5. Quantum Machine Learning - QCNN Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Pytorch\n",
        "import torch, torchvision, torch.utils\n",
        "from torch import Tensor\n",
        "from torch import cat\n",
        "from torch.autograd.grad_mode import no_grad\n",
        "from torch.utils.data import DataLoader\n",
        "from torchvision import datasets, transforms\n",
        "import torch.optim as optim\n",
        "from torch.nn import (\n",
        "    Module,\n",
        "    Conv2d,\n",
        "    Linear,\n",
        "    Dropout2d,\n",
        "    NLLLoss, BCELoss, CrossEntropyLoss, MSELoss,\n",
        "    MaxPool2d,\n",
        "    Flatten,\n",
        "    Sequential,\n",
        "    ReLU,\n",
        ")\n",
        "import torch.nn.functional as F\n",
        "from torchviz import make_dot\n",
        "from torchsummary import summary\n",
        "\n",
        "\n",
        "# Qiskit\n",
        "from qiskit import Aer, QuantumCircuit\n",
        "from qiskit.utils import QuantumInstance\n",
        "from qiskit.opflow import AerPauliExpectation\n",
        "from qiskit.circuit import Parameter\n",
        "from qiskit.circuit.library import RealAmplitudes, ZZFeatureMap\n",
        "from qiskit.quantum_info import DensityMatrix, entanglement_of_formation\n",
        "from qiskit.visualization import plot_state_city\n",
        "from qiskit_machine_learning.neural_networks import TwoLayerQNN\n",
        "from qiskit_machine_learning.connectors import TorchConnector"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Classified Images can be download from:\n",
        "https://github.com/contepablod/QCNNCancerClassifier/tree/master/Imagenes_Clasificadas_Random_Split\n",
        "\n",
        "We read them from local disk:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [],
      "source": [
        "train_data = torchvision.datasets.ImageFolder('C:\\\\Users\\\\conte\\\\OneDrive\\\\Escritorio\\\\Colegio Bourbaki\\\\ML-AI-WA\\\\Perceptron\\\\Imagenes_Clasificadas_Random_Split\\\\Train', transform=transforms.Compose([transforms.ToTensor()]))\n",
        "test_data = torchvision.datasets.ImageFolder('C:\\\\Users\\\\conte\\\\OneDrive\\\\Escritorio\\\\Colegio Bourbaki\\\\ML-AI-WA\\\\Perceptron\\\\Imagenes_Clasificadas_Random_Split\\\\Test', transform=transforms.Compose([transforms.ToTensor()]))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Input Tensor Dimension"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "torch.Size([3, 260, 260])"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_data[0][0].shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "train_loader = DataLoader(train_data, shuffle=True, batch_size=1)\n",
        "test_loader = DataLoader(test_data, shuffle=True, batch_size=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Show Images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'False': 0, 'True': 1}\n"
          ]
        }
      ],
      "source": [
        "# False is no cancer (0) and True, yes (1)\n",
        "print((train_loader.dataset.class_to_idx))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x720 with 6 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_samples_show = 6\n",
        "\n",
        "data_iter = iter(train_loader)\n",
        "fig, axes = plt.subplots(nrows=1, ncols=n_samples_show, figsize=(10, 10))\n",
        "\n",
        "while n_samples_show > 0:\n",
        "    images, targets = data_iter.__next__()\n",
        "\n",
        "    axes[n_samples_show - 1].imshow(images[0, 0].numpy().squeeze(), cmap=plt.cm.rainbow)\n",
        "    axes[n_samples_show - 1].set_xticks([])\n",
        "    axes[n_samples_show - 1].set_yticks([])\n",
        "    axes[n_samples_show - 1].set_title(f\"Labeled: {targets[0].item()}\")\n",
        "\n",
        "    n_samples_show -= 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## How a Hybrid Neural Networks works?"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<img src=\"https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/hybridnetwork.png\"/>"
            ],
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image(url='https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/hybridnetwork.png') "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Quantum Instance Declaration"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [],
      "source": [
        "qi = QuantumInstance(Aer.get_backend(\"aer_simulator_statevector\"))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Interacion between Quantum Node and Convolutional Neural Network"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<img src=\"https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/neuralnetworkQC.png\"/>"
            ],
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image(url='https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/neuralnetworkQC.png') "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Quantum Neural Network Definition"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [],
      "source": [
        "def create_qnn():\n",
        "    feature_map = ZZFeatureMap(2)\n",
        "    ansatz = RealAmplitudes(2, reps=1)\n",
        "    qnn = TwoLayerQNN(\n",
        "        2,\n",
        "        feature_map,\n",
        "        ansatz,\n",
        "        input_gradients=True,\n",
        "        exp_val=AerPauliExpectation(),\n",
        "        quantum_instance=qi,\n",
        "    )\n",
        "    return qnn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [],
      "source": [
        "qnn = create_qnn()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Circuit Graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 447.652x144.48 with 1 Axes>"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "qnn.circuit.draw(output='mpl')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### ZZFeatureMap Graph / Second-order Pauli-Z evolution circuit."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 929.252x144.48 with 1 Axes>"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "qnn.feature_map.decompose().draw(output='mpl')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### RealAmplitudes Graph / Real-Amplitudes 2-local circuit."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 267.052x144.48 with 1 Axes>"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "qnn.ansatz.decompose().draw(output='mpl')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Quantum Entaglement Check"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "There are CNOT gates in the circuits like ZZFeatureMap and RealAmplitudes, thus the QNN makes use of entanglement.<br>\n",
        "<br>\n",
        "Probably in 99% of cases there is entanglement but not always (e.g. if the inputs to CNOTs are in only |0> or |1>), thus at the end is parameter dependant"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Let's check the circuit parameters:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "ParameterView([ParameterVectorElement(x[0]), ParameterVectorElement(x[1]), ParameterVectorElement(θ[0]), ParameterVectorElement(θ[1]), ParameterVectorElement(θ[2]), ParameterVectorElement(θ[3])])"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "qnn.circuit.parameters"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Let's generate parameters randomly:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([-0.59250565, -0.57766283,  0.61099097, -0.68353721, -0.39525827,\n",
              "       -0.22483577])"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "params = np.random.uniform(-1, 1, len(qnn.circuit.parameters))\n",
        "params"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Let's bind parameters, get the Circuit Density Matrix and get the purity state of it:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "rho_01 = DensityMatrix.from_instruction(qnn.circuit.bind_parameters(params))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "plot_state_city(rho_01.data, title='Density Matrix', figsize=(12,6))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/latex": [
              "$$\n",
              "\\rho_p = \n",
              "\\begin{bmatrix}\n",
              "0.1331 & 0.10791 - 0.20321i & 0.10447 - 0.04943i & 0.19869 - 0.09805i  \\\\\n",
              " 0.10791 + 0.20321i & 0.39773 & 0.16016 + 0.11943i & 0.31077 + 0.22384i  \\\\\n",
              " 0.10447 + 0.04943i & 0.16016 - 0.11943i & 0.10036 & 0.19236 - 0.00318i  \\\\\n",
              " 0.19869 + 0.09805i & 0.31077 - 0.22384i & 0.19236 + 0.00318i & 0.36881  \\\\\n",
              " \\end{bmatrix}\n",
              "$$"
            ],
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "State purity:  1.0\n"
          ]
        }
      ],
      "source": [
        "gamma_p = rho_01.purity()\n",
        "display(rho_01.draw('latex', prefix='\\\\rho_p = '))\n",
        "print(\"State purity: \", np.round(np.real(gamma_p), 3))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0.2802\n"
          ]
        }
      ],
      "source": [
        "print(f'{entanglement_of_formation(rho_01):.4f}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Pytorch Neural Net Definition "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Red Neuronal en Pytorch\n",
        "class Net(Module):\n",
        "    def __init__(self, qnn):\n",
        "        super().__init__()\n",
        "        self.conv1 = Conv2d(3, 128, kernel_size=5)\n",
        "        self.conv2 = Conv2d(128, 128, kernel_size=3)\n",
        "        self.dropout = Dropout2d()\n",
        "        self.fc1 = Linear(508032, 128)\n",
        "        self.fc2 = Linear(128, 2) # QNN binary input\n",
        "        self.qnn = TorchConnector(qnn) # use TorchConnector to bind quantum node and classic convolutional layers\n",
        "        self.fc3 = Linear(1, 1)  # Quantum Circuit Output\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = F.relu(self.conv1(x))\n",
        "        x = F.max_pool2d(x, 2)\n",
        "        x = F.relu(self.conv2(x))\n",
        "        x = F.max_pool2d(x, 2)\n",
        "        x = self.dropout(x)\n",
        "        x = x.view(x.shape[0], -1)\n",
        "        x = F.relu(self.fc1(x))\n",
        "        x = self.fc2(x)\n",
        "        x = self.qnn(x)  # QNN in foward section\n",
        "        x = self.fc3(x)\n",
        "        return cat((x, 1 - x), -1)\n",
        "\n",
        "model = Net(qnn)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### GPU Model Activation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [],
      "source": [
        "model = model.to('cuda')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Show Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Net(\n",
            "  (conv1): Conv2d(3, 128, kernel_size=(5, 5), stride=(1, 1))\n",
            "  (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1))\n",
            "  (dropout): Dropout2d(p=0.5, inplace=False)\n",
            "  (fc1): Linear(in_features=508032, out_features=128, bias=True)\n",
            "  (fc2): Linear(in_features=128, out_features=2, bias=True)\n",
            "  (qnn): TorchConnector()\n",
            "  (fc3): Linear(in_features=1, out_features=1, bias=True)\n",
            ")\n"
          ]
        }
      ],
      "source": [
        "print(model)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1        [-1, 128, 256, 256]           9,728\n",
            "            Conv2d-2        [-1, 128, 126, 126]         147,584\n",
            "         Dropout2d-3          [-1, 128, 63, 63]               0\n",
            "            Linear-4                  [-1, 128]      65,028,224\n",
            "            Linear-5                    [-1, 2]             258\n",
            "    TorchConnector-6                    [-1, 1]               4\n",
            "            Linear-7                    [-1, 1]               2\n",
            "================================================================\n",
            "Total params: 65,185,800\n",
            "Trainable params: 65,185,800\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.77\n",
            "Forward/backward pass size (MB): 83.38\n",
            "Params size (MB): 248.66\n",
            "Estimated Total Size (MB): 332.82\n",
            "----------------------------------------------------------------\n"
          ]
        }
      ],
      "source": [
        "summary(model, (3, 260, 260), batch_size=-1, device='cuda')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 76,
          "metadata": {
            "image/png": {
              "height": 2250,
              "width": 2000
            }
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# dummy_tensor = next(iter(train_loader))[0].to('cuda')\n",
        "# make_dot(model(dummy_tensor), params=dict(list(model.named_parameters())), show_saved=True, show_attrs=True).render(\"rnn_torchviz\", format=\"png\")\n",
        "#Image('https://raw.githubusercontent.com/contepablod/QCNNCancerClassifier/master/rnn_torchviz.png') \n",
        "Image(r'C:\\Users\\conte\\OneDrive\\Escritorio\\qiskit-fall-fest-peru-2022-main\\qiskit-community-tutorials-master\\qiskit-community-tutorials-master\\drafts\\rnn_torchviz.png', width=2000, height=2250)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Optimisation and Loss Function Definition, and finally training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Training [2%]\tLoss: 0.6158\tAccuracy: 68.52%\n",
            "Training [4%]\tLoss: 0.5503\tAccuracy: 77.73%\n",
            "Training [6%]\tLoss: 0.5232\tAccuracy: 81.34%\n",
            "Training [8%]\tLoss: 0.5083\tAccuracy: 84.08%\n",
            "Training [10%]\tLoss: 0.4688\tAccuracy: 85.84%\n",
            "Training [12%]\tLoss: 0.4375\tAccuracy: 88.73%\n",
            "Training [14%]\tLoss: 0.4055\tAccuracy: 90.88%\n",
            "Training [16%]\tLoss: 0.3808\tAccuracy: 93.07%\n",
            "Training [18%]\tLoss: 0.3613\tAccuracy: 93.83%\n",
            "Training [20%]\tLoss: 0.3408\tAccuracy: 94.44%\n",
            "Training [22%]\tLoss: 0.3255\tAccuracy: 94.53%\n",
            "Training [24%]\tLoss: 0.3108\tAccuracy: 95.59%\n",
            "Training [26%]\tLoss: 0.2964\tAccuracy: 95.93%\n",
            "Training [28%]\tLoss: 0.2775\tAccuracy: 96.90%\n",
            "Training [30%]\tLoss: 0.2647\tAccuracy: 96.84%\n",
            "Training [32%]\tLoss: 0.2480\tAccuracy: 97.48%\n",
            "Training [34%]\tLoss: 0.2389\tAccuracy: 97.57%\n",
            "Training [36%]\tLoss: 0.2232\tAccuracy: 97.81%\n",
            "Training [38%]\tLoss: 0.2109\tAccuracy: 98.39%\n",
            "Training [40%]\tLoss: 0.1980\tAccuracy: 98.69%\n",
            "Training [42%]\tLoss: 0.1890\tAccuracy: 98.81%\n",
            "Training [44%]\tLoss: 0.1817\tAccuracy: 98.54%\n",
            "Training [46%]\tLoss: 0.1675\tAccuracy: 98.78%\n",
            "Training [48%]\tLoss: 0.1600\tAccuracy: 99.03%\n",
            "Training [50%]\tLoss: 0.1508\tAccuracy: 99.27%\n",
            "Training [52%]\tLoss: 0.1443\tAccuracy: 99.00%\n",
            "Training [54%]\tLoss: 0.1346\tAccuracy: 99.27%\n",
            "Training [56%]\tLoss: 0.1270\tAccuracy: 99.45%\n",
            "Training [58%]\tLoss: 0.1198\tAccuracy: 99.42%\n",
            "Training [60%]\tLoss: 0.1136\tAccuracy: 99.54%\n",
            "Training [62%]\tLoss: 0.1054\tAccuracy: 99.57%\n",
            "Training [64%]\tLoss: 0.1024\tAccuracy: 99.48%\n",
            "Training [66%]\tLoss: 0.0957\tAccuracy: 99.67%\n",
            "Training [68%]\tLoss: 0.0884\tAccuracy: 99.73%\n",
            "Training [70%]\tLoss: 0.0830\tAccuracy: 99.70%\n",
            "Training [72%]\tLoss: 0.0777\tAccuracy: 99.76%\n",
            "Training [74%]\tLoss: 0.0759\tAccuracy: 99.73%\n",
            "Training [76%]\tLoss: 0.0693\tAccuracy: 99.79%\n",
            "Training [78%]\tLoss: 0.0695\tAccuracy: 99.64%\n",
            "Training [80%]\tLoss: 0.0606\tAccuracy: 99.88%\n",
            "Training [82%]\tLoss: 0.0563\tAccuracy: 99.91%\n",
            "Training [84%]\tLoss: 0.0545\tAccuracy: 99.79%\n",
            "Training [86%]\tLoss: 0.0500\tAccuracy: 99.85%\n",
            "Training [88%]\tLoss: 0.0499\tAccuracy: 99.79%\n",
            "Training [90%]\tLoss: 0.0465\tAccuracy: 99.82%\n",
            "Training [92%]\tLoss: 0.0410\tAccuracy: 99.91%\n",
            "Training [94%]\tLoss: 0.0416\tAccuracy: 99.82%\n",
            "Training [96%]\tLoss: 0.0346\tAccuracy: 99.94%\n",
            "Training [98%]\tLoss: 0.0345\tAccuracy: 99.91%\n",
            "Training [100%]\tLoss: 0.0345\tAccuracy: 99.82%\n"
          ]
        }
      ],
      "source": [
        "optimizer = optim.Adam(model.parameters(), lr=0.00001)\n",
        "loss_func = CrossEntropyLoss().to('cuda')\n",
        "\n",
        "\n",
        "epochs = 50 \n",
        "model.train() \n",
        "\n",
        "loss_list = []  \n",
        "total_accuracy = []\n",
        "\n",
        "for epoch in range(epochs):\n",
        "    correct = 0\n",
        "    total_loss = []\n",
        "    for batch_idx, (data, target) in enumerate(train_loader):\n",
        "        optimizer.zero_grad(set_to_none=True)  \n",
        "        output = model(data.to('cuda'))  # Forward pass, Data to GPU\n",
        "        loss = loss_func(output, target.to('cuda')) #Labels to GPU\n",
        "        loss.backward()  # Backward pass\n",
        "        optimizer.step()\n",
        "        total_loss.append(loss.item())  \n",
        "        train_pred = output.argmax(dim=1, keepdim=True)\n",
        "        correct += train_pred.eq(target.to('cuda').view_as(train_pred)).sum().item()\n",
        "    loss_list.append(sum(total_loss) / len(total_loss))\n",
        "    accuracy = 100 * correct / len(train_loader) \n",
        "    total_accuracy.append(accuracy) \n",
        "    print(f\"Training [{100.0 * (epoch + 1) / epochs:.0f}%]\\tLoss: {loss_list[-1]:.4f}\\tAccuracy: {accuracy:.2f}%\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Convergence Plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax1 = plt.subplots()\n",
        "ax1.plot(loss_list, 'g-')\n",
        "ax2 = ax1.twinx()\n",
        "ax2.plot(total_accuracy, 'b')\n",
        "plt.title(\"Hybrid NN Training Convergence\", color='red')\n",
        "ax1.set_xlabel(\"Training Iterations\")\n",
        "ax1.set_ylabel(\"Cross Entropy Loss\", color='g')\n",
        "ax2.set_ylabel(\"Accuracy (%)\", color='b')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Save Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [],
      "source": [
        "torch.save(model.state_dict(), \"model.pt\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Load Model to prediction"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [],
      "source": [
        "qnn1 = create_qnn()\n",
        "model1 = Net(qnn1)\n",
        "model1.load_state_dict(torch.load(\"model.pt\"))\n",
        "model1= model1.to('cuda')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Performance on test data:\n",
            "\tLoss: 0.0438\n",
            "\tAccuracy: 98.76%\n"
          ]
        }
      ],
      "source": [
        "batch_size=1\n",
        "\n",
        "model1.eval() \n",
        "pred_targets = []\n",
        "test_targets= []\n",
        "with no_grad():\n",
        "\n",
        "    correct = 0\n",
        "    for batch_idx, (data, target) in enumerate(test_loader):\n",
        "        output = model1(data.to('cuda'))\n",
        "        if len(output.shape) == 1:\n",
        "            output = output.reshape(1, *output.shape)\n",
        "\n",
        "        pred = output.argmax(dim=1, keepdim=True)\n",
        "        pred_targets.append(pred.item())\n",
        "        test_targets.append(target.item())\n",
        "        correct += pred.eq(target.to('cuda').view_as(pred)).sum().item()\n",
        "\n",
        "        loss = loss_func(output, target.to('cuda'))\n",
        "        total_loss.append(loss.item())\n",
        "\n",
        "    print(f\"Performance on test data:\\n\\tLoss: {sum(total_loss) / len(total_loss):.4f}\\n\\tAccuracy: {100 * correct / len(test_loader) / batch_size:.2f}%\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Show predicted images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x216 with 6 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from PIL import Image\n",
        "\n",
        "n_samples_show = 6\n",
        "count = 0\n",
        "fig, axes = plt.subplots(nrows=1, ncols=n_samples_show, figsize=(10, 3))\n",
        "\n",
        "model1.eval()\n",
        "with no_grad():\n",
        "    for batch_idx, (data, target) in enumerate(test_loader):\n",
        "        if count == n_samples_show:\n",
        "            break\n",
        "        output = model1(data.to('cuda')[0:1])\n",
        "        if len(output.shape) == 1:\n",
        "            output = output.reshape(3, *output.shape)\n",
        "\n",
        "        pred = output.argmax(dim=1, keepdim=True)\n",
        "\n",
        "        axes[count].imshow(torchvision.transforms.ToPILImage(mode='RGB')(data[0].squeeze()), cmap=plt.cm.rainbow)\n",
        "\n",
        "        axes[count].set_xticks([])\n",
        "        axes[count].set_yticks([])\n",
        "        axes[count].set_title(\"Predicted {}\".format(pred.item()))\n",
        "\n",
        "        count += 1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "matrix_confusion(test_targets, pred_targets)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Observations:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "- The hybrid neural network has better accuracy than the perceptron. Recall that the input to the perceptron is a matrix representing grayscale images while the input to the neural network is a [3, 260, 260] tensor.\n",
        "\n",
        "- By vectorizing the image, the Perceptron losses information about the image, although it can be reconstructed. The neural network works with the complete information of the image.\n",
        "\n",
        "- Could be possible to optimize hyperparameters and architecture of the quantum convolutional neural network.\n",
        "\n",
        "- The quantum circuit could be improved with more layers.\n",
        "\n",
        "- Quantum Entaglement is, at the end, parameter binded.\n",
        "\n",
        "- This model is built only with educational purposes."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Referencias"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "1. Hybrid quantum-classical Neural Networks with PyTorch and Qiskit: https://qiskit.org/textbook/ch-machine-learning/machine-learning-qiskit-pytorch.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "2. Torch Connector and Hybrid QNNs: https://qiskit.org/documentation/machine-learning/tutorials/05_torch_connector.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "3. The Quantum Convolution Neural Network: https://qiskit.org/documentation/machine-learning/tutorials/11_quantum_convolutional_neural_networks.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "4. Clasificador de Cáncer de Esófago: https://github.com/AnIsAsPe/ClassificadorCancerEsofago"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "5. Machine Learning & IA for the Working Analyst - Colegio de Mátematicas Bourbaki - Mexico\n",
        "- https://www.colegio-bourbaki.com/\n",
        "- LinkedIn: Colegio Bourbaki"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "6. Qiskit Slack Channel (qiskit.slack.com) - Special Thanks to Owen Lockwood & Anton Dekusar"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "include_colab_link": true,
      "machine_shape": "hm",
      "name": "PerceptronClasificadorCancerEsófago.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3.10.7 64-bit",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.7"
    },
    "vscode": {
      "interpreter": {
        "hash": "de534543493c93dd74983ce351d5dc380ee4b042ff5b76a9a21948ad35ca9587"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}