{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Fortran kernel for Jupyter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Switching compilers\n",
    "`%comipler: compiler-name .file-extention`\n",
    "\n",
    "### default compiler is intel fortran "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " GCC version 9.1.0\n",
      " -mtune=generic -march=x86-64 -Wall\n"
     ]
    }
   ],
   "source": [
    "use, intrinsic :: iso_fortran_env\n",
    "print *, compiler_version()\n",
    "print *, compiler_options()\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### gfortran "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " GCC version 9.1.0\n",
      " -mtune=generic -march=x86-64 -Wall\n"
     ]
    }
   ],
   "source": [
    "%compiler: gfortran\n",
    "use, intrinsic :: iso_fortran_env\n",
    "print *, compiler_version()\n",
    "print *, compiler_options()\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change file extention\n",
    "default file extention is .f90 (free format)\n",
    "\n",
    "for FIXED FORMAT source use .f/.for"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "STOP NORMAL TERMINATION\n"
     ]
    }
   ],
   "source": [
    "%compiler: gfortran .f\n",
    "      PARAMETER(N = 100)\n",
    "      OPEN(9, FILE = 'SINCOS.XY')\n",
    "      PI = 4.0 * ATAN(1.0)\n",
    "      DO 10 I = 0, N\n",
    "        X = 2.0 * I * PI / N  \n",
    "        WRITE(9, *) X, SIN(X), COS(X)\n",
    "   10 CONTINUE\n",
    "      STOP 'NORMAL TERMINATION'\n",
    "      END"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write text file\n",
    "- %writefile *fn* [-a]   \n",
    "- %%writefile *fn* [-a]\n",
    "- -a append"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "write to file:Laurence_Sterne.txt"
     ]
    }
   ],
   "source": [
    "%writefile: Laurence_Sterne.txt\n",
    "“O Cupid! Cupid! prince of Gods and men.”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "append to file:Laurence_Sterne.txt"
     ]
    }
   ],
   "source": [
    "%%writefile: Laurence_Sterne.txt -a\n",
    "Laurence Sterne. (1713–1768).  A Sentimental Journey through France and Italy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compile C program \n",
    "- %compiler: gcc .c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello world\n"
     ]
    }
   ],
   "source": [
    "%compiler: gcc .c\n",
    "#include <stdio.h>\n",
    "int main(void) {\n",
    "    printf(\"Hello world\\n\");\n",
    "    return 0;  \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compile C++ program\n",
    "- %compiler: g++ .c++"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello World!\n"
     ]
    }
   ],
   "source": [
    "%compiler: g++ .c++\n",
    "#include <iostream>\n",
    "\n",
    "using namespace std;\n",
    "\n",
    "int main() {\n",
    "    std::cout << \"Hello World!\" << std::endl;\n",
    "    return 0;\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Separate module compilation\n",
    "`%module: object-file-name`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[gfort kernel] module objects created successfully: m.o"
     ]
    }
   ],
   "source": [
    "%module: m\n",
    "%fcflags: -O2\n",
    "!\n",
    "! The Sieve of Eratosthenes\n",
    "!\n",
    "module m_eratos\n",
    "    implicit none\n",
    "contains\n",
    "    integer function nprimes(n) \n",
    "        integer, intent(in) :: n\n",
    "        logical, allocatable :: tab(:)\n",
    "        integer :: i\n",
    "        allocate(tab(2:n), source = .true.)\n",
    "        do i = 2, int(sqrt(real(n)))\n",
    "            if (tab(i)) tab(i**2::i) = .false.\n",
    "        end do\n",
    "        nprimes = count(tab)\n",
    "    end function nprimes    \n",
    "end module m_eratos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compiler options \n",
    "`%fcflags: arg1 arg2 ...`\n",
    "`%ldflags: arg1 arg2 ...`\n",
    "\n",
    "gfortran *fcflags* source.f90 *ldflags*\n",
    "\n",
    "to use module, put object-file-names to *fcflags*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           1          10           4           4\n",
      "           2         100          25          22\n",
      "           3        1000         168         145\n",
      "           4       10000        1229        1086\n",
      "           5      100000        9592        8686\n",
      "           6     1000000       78498       72382\n",
      "           7    10000000      664579      620421\n",
      "           8   100000000     5761455     5428681\n"
     ]
    }
   ],
   "source": [
    "%fcflags: m.o\n",
    "program test\n",
    "    use m_eratos\n",
    "    implicit none\n",
    "    integer :: i \n",
    "    do i = 1, 8\n",
    "       write(*, *) i, 10**i, nprimes(10**i), nint(10**i / log(10.0**i))\n",
    "       write(9, *) i, 10**i, nprimes(10**i), nint(10**i / log(10.0**i))\n",
    "    end do\n",
    "end program test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib Ready\n",
    "`%fig: args`\n",
    "\n",
    "```python\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "_fig = plt.figure( args )\n",
    "```\n",
    "\n",
    "> ...\n",
    "\n",
    "> ( user inputs are executed by Python's exec command )\n",
    "\n",
    "> ... \n",
    "\n",
    "```python\n",
    "plt.show()\n",
    "```\n",
    "\n",
    "### note\n",
    "I don't know why, but `plt.figure()` doesn't work properlly with `exec/eval` commands. So it is hard coded in the kernel.    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot number of primes $\\pi(n)$\n",
    "$$\n",
    "\\large\\pi(n)\\simeq{n \\over {\\log(n)}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "STOP normal end\n"
     ]
    }
   ],
   "source": [
    "%fcflags: m.o -O2  \n",
    "program prime\n",
    "    use m_eratos\n",
    "    implicit none\n",
    "    integer :: i \n",
    "    open(9, file = 'primes.csv')\n",
    "    write(9, '(5g0)') 'n', ',', 'primes', ',', 'n/log(n)'\n",
    "    do i = 2, 501\n",
    "      ! write(*, *) i, ',', nprimes(i)\n",
    "       write(9, '(5g0)') i, ',', nprimes(i), ',', i / log(real(i)) \n",
    "    end do\n",
    "    stop 'normal end'\n",
    "end program prime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:\n",
    "x, y1, y2 = np.loadtxt('primes.csv', unpack = True, delimiter=',', skiprows=1) \n",
    "plt.grid(which='both')\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y2)\n",
    "plt.title('Prime numbers', fontsize = 25)\n",
    "plt.xlabel('n', fontsize = 20)\n",
    "plt.ylabel('number of primes', fontsize = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:\n",
    "x, y1, y2, y3 = np.loadtxt('fort.9', unpack = True)\n",
    "plt.yscale('log')\n",
    "plt.grid(which='both')\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y3)\n",
    "plt.title('Prime number theorem', fontsize = 25)\n",
    "plt.xlabel('10^x', fontsize = 20)\n",
    "plt.ylabel('number of primes', fontsize = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### subplot   \n",
    "sin cos curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:figsize=(6, 2)\n",
    "x, y1, y2 = np.loadtxt('SINCOS.XY', unpack = True)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.grid(which='both')\n",
    "plt.plot(x, y1)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.grid(which='both')\n",
    "plt.plot(x, y2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pandas examples\n",
    "DataFrame is AxesSubplot object.\n",
    "\n",
    "Internal variable \\_fig is accessible and assignable (e.g. \\_fig = rhs). \n",
    "However multiple assignment is not possble. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:\n",
    "import pandas as pd\n",
    "ax = _fig.add_subplot(1, 1, 1)\n",
    "\n",
    "x = np.arange(100)\n",
    "df = pd.DataFrame({'x': x, 'sin(x)': np.sin(x / 5)})\n",
    "df.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:\n",
    "from pandas import *\n",
    "fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(9, 6))\n",
    "_fig = fig\n",
    "# Multiple assignment is not allowed for _fig.\n",
    "\n",
    "df = DataFrame(np.random.randn(1000, 4))\n",
    "df.plot(ax=axes[0], legend=False)\n",
    "df.plot(ax=axes[1], legend=False, kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BMP example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[gfort kernel] module objects created successfully: BMP.o"
     ]
    }
   ],
   "source": [
    "%module: BMP\n",
    "    module m_bmp\n",
    "      use, intrinsic :: iso_fortran_env\n",
    "      implicit none\n",
    "      type :: t_bmp_file_header\n",
    "        sequence  \n",
    "        integer(int16) :: bfType = transfer('BM', 0_int16) ! BitMap\n",
    "        integer(int32) :: bfSize          ! file size in bytes\n",
    "        integer(int16) :: bfReserved1 = 0 ! always 0\n",
    "        integer(int16) :: bfReserved2 = 0 ! always 0\n",
    "        integer(int32) :: bfOffBits\n",
    "      end type t_bmp_file_header\n",
    "      !\n",
    "      type :: t_bmp_info_header\n",
    "        sequence\n",
    "        integer(int32) :: biSize          = Z'28' ! size of bmp_info_header ; 40bytes \n",
    "        integer(int32) :: biWidth\n",
    "        integer(int32) :: biHeight\n",
    "        integer(int16) :: biPlanes        = 1 ! always 1\n",
    "        integer(int16) :: biBitCount\n",
    "        integer(int32) :: biCompression   = 0 ! 0:nocompression, 1:8bitRLE, 2:4bitRLE, 3:bitfield\n",
    "        integer(int32) :: biSizeImage\n",
    "        integer(int32) :: biXPelsPerMeter = 3780 ! 96dpi\n",
    "        integer(int32) :: biYPelsPerMeter = 3780 ! 96dpi \n",
    "        integer(int32) :: biClrUsed       = 0\n",
    "        integer(int32) :: biClrImportant  = 0 \n",
    "      end type t_bmp_info_header\n",
    "      !\n",
    "      type :: t_rgb\n",
    "        sequence\n",
    "        integer(int8) :: ib, ig, ir\n",
    "      end type t_rgb  \n",
    "    contains   \n",
    "      subroutine wr(bmp, fn)\n",
    "        type(t_rgb), intent(in) :: bmp(:, :)\n",
    "        character(len = *), intent(in) :: fn\n",
    "        type(t_bmp_file_header) :: bmp_file_header\n",
    "        type(t_bmp_info_header) :: bmp_info_header\n",
    "        integer :: i, nx, ny\n",
    "        nx = size(bmp, 1)\n",
    "        ny = size(bmp, 2)\n",
    "        bmp_file_header%bfSize      = 14 + 40 + 0 + (3 * nx + mod(ny, 4)) * ny\n",
    "        bmp_file_header%bfOffBits   = 14 + 40\n",
    "        bmp_info_header%biWidth     = nx\n",
    "        bmp_info_header%biHeight    = ny\n",
    "        bmp_info_header%biBitCount  = 24 \n",
    "        bmp_info_header%biSizeImage = (3 * nx + mod(ny, 4)) * ny\n",
    "        open(9, file = fn // '.bmp', access = 'stream', status = 'unknown')\n",
    "        write(9) bmp_file_header\n",
    "        write(9) bmp_info_header\n",
    "        write(9) (bmp(:, i), repeat(achar(0), mod(nx, 4)), i = 1, ny)\n",
    "        close(9)\n",
    "      end subroutine wr  \n",
    "    end module m_bmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "STOP normal end\n"
     ]
    }
   ],
   "source": [
    "%fcflags: BMP.o\n",
    "    module m_mandel\n",
    "      use, intrinsic :: iso_fortran_env\n",
    "      implicit none\n",
    "      integer, parameter :: kd = real64\n",
    "      integer, parameter :: maxiter = 255\n",
    "    contains\n",
    "      pure elemental integer function mandel(c)\n",
    "        complex(kd), intent(in) :: c\n",
    "        complex(kd) :: z\n",
    "        z = c\n",
    "        do mandel = maxiter, 1, -1\n",
    "          if (abs(z) > 2.0_kd) exit\n",
    "          z = z**2 + c\n",
    "        end do \n",
    "      end function mandel\n",
    "    end module m_mandel\n",
    "\n",
    "\n",
    "    program mandelbrot\n",
    "      use m_bmp \n",
    "      use m_mandel\n",
    "      implicit none\n",
    "      complex(kd), allocatable :: c(:, :)\n",
    "      type(t_rgb), allocatable :: bmp(:, :)\n",
    "      integer  :: ix, iy, nx, ny\n",
    "      real(kd) :: xmin, ymin, xmax, ymax\n",
    "      xmin = 0.15_kd\n",
    "      xmax = 0.25_kd\n",
    "      ymin = 0.50_kd\n",
    "      ymax = 0.60_kd\n",
    "      nx = 320\n",
    "      ny = 320\n",
    "      allocate( c(nx, ny) )\n",
    "      forall (ix = 1:nx, iy = 1:ny) c(ix, iy) = cmplx(pos(ix, nx, xmin, xmax), pos(iy, ny, ymin, ymax)) \n",
    "      bmp = to_rgb( mandel(c) ) \n",
    "      call wr(bmp, 'mandel')\n",
    "      stop 'normal end'\n",
    "    contains\n",
    "      pure real(kd) function pos(i, n, rmin, rmax) \n",
    "        integer , intent(in) :: i, n\n",
    "        real(kd), intent(in) :: rmin, rmax\n",
    "        pos = (rmax - rmin) / (n - 1) * i + rmin\n",
    "      end function pos\n",
    "      !\n",
    "      pure elemental type(t_rgb) function to_rgb(k)\n",
    "        integer, intent(in) :: k\n",
    "        to_rgb = t_rgb(10 * k,  k, 5 * k)\n",
    "      end function to_rgb\n",
    "    end program mandelbrot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PIL "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9Pw+lzXktc9GdU+a16zuIhZZ2fFVuJrT+ZOBivUPX43m5EUrsThsBuhCG+imW0r3nIulaL6rKrOOa2lOXuRutYtVxp1sF7yQL183u6510bITbCxGAwg1FLW0Clz5wrtUdXF07V7r+9Vw+25YMwOhDawlpnU2b7P5sMc1E59AzqlEqTwcoZVXyz2YTWn8yOx/ZQcqpYfiWtKJrvSgAemS/SKZpAU1zOvPUw59p26/JzenaP727gVGNctl7LoUAXRk9fngRgPdO9OWxR5cTVBbBP74YzlMPf4bRy+LSiiLqDp5PJ+XUMAY2TCHIOwIAc2kGzh4OPB0+eBp8OPefU5jvy6Brvapj9fLt2XhlNwAg5P5oMHbBeCHjeXqLogrLXy7uT/0bmNOTrffEkljoD8CoRrGYfGwV4grrYmLI1VKba/pmHZ+7RcSI+BPuJEQACjcE9cZkc1g4ufMAAL69WmlxY9XVg7uah/KtjrVxtZwF6JRM3WlHCzBZenOix36CiKDN3v5Y25i17NhPN+9h4qM5LGy8jh/Nn9HkbAde3PoaAKH1JxPWczoDBszG5rCw9XQsAxtmsy/jQwAee2j5Zfun9mnjmCkY3lFiBw2eJs79J5OM7vEc77aLrXmx7O5UcfQOa7mZ+AJ/AuqHsG3jbAYMmA2Azl8PJ8MJ0Udj8CzixH37MXqFXVK70Oaw0PS7zmw4OUmLd4yqt442e/vj2dOHgQ3jsDtN1cb91WTZ/KrjXAwOC6MaKTGAisW0RbXHQl1PRODVIwKj9kiyh3Cn4eZ0Op23uhPCnUdxcTF+fn7MP3Qv9RpedAFXfphby828/MshALrtH8tLvzuA3mUoMajeynC7PJgvVz5FFUFqBiwoFjN1//Pt2fRcPYGJTXNo3acvAHvPKW7M9OJpRPgm0LVeFEYvpQxMgC4Eg6cJvbuBxw+uYl5LX779ajmZpgUAZJoWaNnGla1nNoeFNb+NZu+5FA6eTye0/mRij5cBimUwydgFg6dJG8HDdfg5tZ18ezYzjhUzK6BUSwIxl2bQbf9YjnTdjt1p429vGfn3XydXOEd/+LSQPw49RcaZeHr88CJF3Q8D0LVeFItPdCMu0FMbNaS6c3vwvFIbUXWHJ1t680nQOM0lbSnL1fps8DRh8DRdkg18OUtzVdwu15pwZ3Knir+zxed5vNX/YrVa8fW9tLi7cHcjSSDCNWF3ntOsTZXFkfpRS4/49mqliaTK8WaV169p+s2kKsFXed/W/DZaq+unflRLZ2JhsOY+bd2nryZazv3nFEavMCY3y+Ohf8wl355Ng+QWNEhuwVv5Xuw9l8LXX76tCZzdnZZWEDxV9cXutHHuP6fYejoWnZue0PqT6VovimVterGsTS+MXmHYnTYsZblaG1Xtn5+HkYRWLdC7GwjM6UlgTk9eOJLFoR2b+DA+EpNPJP83L+KS4xAX6MmY6Wn0zp3Csja9CPKOIMg7Ar27gVkBpRW2Wd359vMwkl48jZd/OcTLvxwiwjfhQqFtL8ylGTT9rrM2nF62LZnAnJ4VjsPlzmFtzrMg1JabdX+6EduxO22UOc9d1zaFOwtxAQvXlcpJBE//vJauDaYD8HjuKhKDghnVKI2CzD08PPDtWruAb0TyR3VcLhbNNa7RWm4msXAJy+pl88hP8zUXb1TjdYw+tJa08+mMP5FNqO9kutbLw8+hCMN2fQdpVrL76o3jl292kNpuJAC77UvJOBPP0NAklvn0wui08chPF92xJns2Qd5Vi1NnDweWw7kMbByHwdOEzWHRLLBWpxm33V7s7JRIpG4F1nIzQd4RVR5TVax9cM8QAPr9GMOEwXt4wliGiUht/rI2vQAo21XCNPcC+k6dxm/WGMIa+DLQLa5C/2wOxUpXkLmHjg8Or/IYTztaQIRvGAtbK32a8XMumQ1zifDNZdrRAvRNthBxOhZQXOW7Oy3FfCaDrvWi0Lsbqi1tUxtX7828xoQ7m1sddnIr2xHuHsQCKAiCIAiCUMeQGEDhqlBjAP+c1wKfhhffI9S4t8UnupFYGExqu5GknBoGQIPkFpy4bz+lIWdIMnYhQBdSbTzY5awwN8pKU5MbUf2s+W00oMTq9fjhRSY2zcHPw0i2LVkbpcLoFcZ6awz9fnydCN8EzVJ2aMcmAI503c6Sjd1ZENkWvbsBvbtBi7eLMe9jWN4SOj44nGhDJjaHhcTCYBa2bgegLa8eh8qWwMUnuhHpvwJQYgJnHFMKQb/zayDzWvoS5K1kATcJ7UCk/wpGpK4G4Ex0QQU3rc1hId+ujASSVjQer+wGtOjdnQjfBM3SpvY5tySNGPM+0ounaYWeS0POaP0FWG+NIbT+ZGYcK9YynhNatagQx2gtN2NxGU7PXJpBWtF4InwT+Par5ew8m6hZD/Pt2cQFeqJz05NYGMyyNr20GEP12FSmtteNWAGF6rhZLt+b0Y6tuJRRrZMlBrCOIi5g4brgeqPRuelZb40hrMl03li9iaYtlRtL2MDpfPvVcp4K/Ix6rW3akGRVud5qk73pyrU8sC93k6wcrxh2waXdP2Um/X7cz7yWvliHmkm0BqNvPhNQhNF3z6yi/cohHK8XheHCfkYbMgFIORXBuIhNzHVEaoJOFVWfBI3jq44mDJ6Z2vSEVnr0VRwf136pf59tskXrs85NT1RjJeFkdNFaph1N49eNORR1P4yntw9e2WtZENkWgKH2DTz98wY+bz9VSwbJLUkDIDBnETvPJ1KQuYdlbXppCSkqAboQkozQ6Xs9Rq8wPgkah8kRWWGZEH00LxzJ4mC5mYPuSpLHivIB2n6r/XW9Jg6eT+fQjk2cvb8Qv06KazyxMBiA0FaTCSufTpB3BKMapaFzS7rMma49kh0sVOZOEH7i5hWuBBGAwjVhd57Dw+nm8l25AX1wzxBGlbVj5rBhzO7po8xLsTF3eAMGNszD/9O2vPS7ZMIaTK9xWLCrqQt4PXFt11puxuawkG1TypD06+HguPcuilq3I61oMgtbt8N4wSJmc1h44JVFWMvNDHSLQ+9uwO608Xn7qQC8lR/Cko3die1VRviBMUwYvEezlLla+FSqrvtX8z6r1lXVSjcroBS7cwCPNlrKgHtmM373Noz+YbzzayAA3+YEYntwOIYLMY4GTxMmH0XE/eHTQvpO3YXf90ZGNUpl+bhE2q8cUkF4Pv3zBg56pPPBPUN4/Kf5WhkYNWbSWm4mRB/NwIZxWMuVYeJGOW3YHIZLspnVv2ENpvPHobnk23PILYljr1sKO88mXmgvUxOqQ/2m1+pauZI4PxGBAtzewk8Eo3AtiAAUrgm701ZBAKrTVJfmoR2b+NtbioXnsbYDWLJxCkljpjBweBwhumjU0S2gojvzSkZ1uBFUdqtay82U7SphznEf6j3QGIB0Pws9GpcRvHMwLwRlEWldoRVdnju8ASvbhpNtS8bP/2LpE7VOYFxgLsN6OPjbW0aaDk/BWt4A72WKpVQfY7ikH1VlWKvldGrqN6CVlzF6hWE+mcE3T8/nY3see1JWYP+djfXWGABWniwmdd9gjnTdrp2LJRu7A6CL2ISnTyR5XTYyev9aWi/ti81h4YUjWQBMbJrDL5YdHO+2iwjP/ezutBS9U9kP/z1tAXirhRd4QpB3RIVkjaqsmCtPhivHwt1Avj2b+AJ/nv55A191nKutG9ZgOkavsAvFqi89FtcDEYF1mxspkK6mbRF8wvVEBKBwTZxz/IyH82IxXjV2zFpuJkAXwtQhubRdobj7irMy2ThmBb98swMiarb4XYs18FqpfJNUM2l1LfQkGcMuDGemxNSFdZvOwtbtOH5MyUh9/KAittb81oHpgUUYvdphcCmSrO6DWpPv4MJ0mn7XmelZJjJGxwPwrHOLVvNOFZ4DBsyusP9pReOxOSxEGzKxlpurFVR2p00TgDaHhWebbMGv1IjjuTJaJfXm6U0LGBK+CICQztEYPA9gcCg1CG0OC6H13waUIt4ndx6gn+freF6w6FrLzcQFKreQ/34tm5+e3cD8Da2wP/kiNodFi/003hPG2LUbsf3OwlC/JILcIyqcZ5vDTI8fXiSn82p2nk0kQJeh1Tlss7c/9s42tnSI5quOezi0w4suYQMA2Hs2EZNPZI1xmzUNL3cl1mURgXWLm+FRuFn9qDmu2X7N7Qt3LiIAhWtCrQOouvmahHbg43uG8HacQREpXS2axWztsjEEDD1FyEPRmoUp/MAqtnRQ4uaqSmhwDei/GQ/iqmrT2Z025rX0Vf632LTh0QyeZYTWn0z9LQ7OPpKH0SOMlScVK95LzgMMy1tCXpeNFRIr/v1XRTx2nzIeg6eJICJY0340ad+O15IfVKFoc1h459dA1jQYTdmuEuw9Lgo71fq33hrDn9642K5al3Bys7wq9+/xg6tw2+3OP/8SxUSfHPIfydZcwGvOjybakKmdT7vTRru+g7R2/fe0JbT+ZCa02cOrzY9jLTeTcUYRrTunTqNVaQYZpgXYHNsBJeYPIP9cNin9hmH0WofBs7TC9TL+8DYWtm7H1tOx5JyOxc/DyMmdB4jx2wfAjvfGM/+hVvxw74sc77YLex+bJg6H+iWRcSYeo1c8YQ2mV2kRvdy5FhEoVOZGiL8rafNGJYCI9U+ojJSBEQRBEARBqGOIBVC4Jk6WHcDd4aFZdJr39OGVGDNhDRKY2DSKgPIQ5l3IAt5+YA5fOhw0W96Fwuf38fpnZ4j038DIICVJQbXg2J02sm3JFZIQoOoYwetJdW/ISr8UF+vkZhbsF2Lb5rW08en65zkYMYZ9X33IYw8tx+9/LmTyuvUGdqHnYjzfP74YzjdPzweUIeAsZbmE6KNJKxpPQr8WvPEvBwC2p5Ri0imnhqH3MZDQqgV7z6WQUKa42oflLWFroCfd9o/l2SZb2Dl2Cf1+VI7TwIZxpJwdhrXJ1CoTK5KMXXhy58e8GzgCg9NE+slpvP7ZUgA2PwVbT8did9oY6pdUIRHF7rTxrydfpGxXEa/me2E1mNG56TVr6OLibqQXT2NUoyTmlftq+wiwaeF0Jk/PY54uiq7OKC2mEpTYwfTCCDL844kqMNC13jC6do5i4WklSeSH99rxkX0EXes5eCEvC727gRVtlf0yeJpYb93H9BZF1RaAvp5UznQX7i6ut4XsZrt7L1fCylpurlA+CuCco/iatinc2YgAFK4Jr+/qYw0za9+/fCeOvedSyD3kxfHIXZADT/+8AYCu8xPItvnyReBrxOX0ZMCAAUpsWLgiHnVuyjBlaUXjybb1ZnKzPE1YqqVBqosRvBaqunFWVWZGdb2qAtBabsbZw8GhHZvw7dVKWw64RDzZHBZGDvqQ3JJ1AGTbIokx7yM/KJvv16TyS+/ufDRKibfTlSvuX3Oplzb8W7QhE0OZ4vpMaNWCwvHb+L95EaScGkb4gf4YL9TGM3qFMapRKt12u2PpnluhpAooCRgfjRqBn4cRm8PCHz4tJLbf8wB8/4dUnnr4M2KPe9Jj2IvMCihlqF+Stg/jD28jol0Cey29ybNtxOQTSbKlNwBPH96AvU0vXm1ehN2ex95zKVoix7MvQ5C3Tdtm5eMb5B3BlH8fZsCA2QxsGMfQ+kkkNVKOX4CnCaOXHpjMumALW0/HMspr5oVjbCK13UjCanD91qac0NVcR+ISvju41aLvWvtQmxJW1nIze8+laC/VABG+CUqYifP0VW9buPMRAShcE2573Cnqc5gn13wMwB+HnkLnpmd6iyJ+fmg5TxSkMNTYBYBu+7thbrqaVemDmPenbJ77cDu7xi8hwK5kxvrvccfWTYk9a79yCAMGzOYFo5Jl+sE9Qy6JA7wWi8yV3HRdt1t5m1tPx+LX0UikxwpmHCvWrFOufVJiHefQ78fXyetSAEDb1AE4ezjItpVifd5MIfsqFFX239OW1HYj+XTz8yxr05bs7slaNm1U43WMi9iEbttsAno4yOm8mo6kAoooHX1oLWkl47F/Y0PX99LjEqALuZip/YKZH8d/BsDqUYPpdd9+xp0ahvkrtfB+AAAgAElEQVRMBtOORmFtYNb2YXHLbhg8UxnYcIi2rb0+So3Bn/93C6GLJ2Mtj8ZSlkvGuXjMpV6AMmRbACHk27Px8zCSb89mX8aHAHzefgOR/hnMuK+YqMbj0DmUOoCulgr14+cRQlRj0LtftPZVV0j8ZiAi8M7meoq/62HtuxFiVG3Tz8OIwdOkJYTtPRdCsqU3rzf0uK7bFO4sRAAK10TuU59SWnqaGLMStP+RZQQDG8Zhc7fw/OsZvDILguYpxYS9l/mS/uY0Zg4roX/KTGY+UUK7DjMJ3jcYgJSAUoaWZjD+8Day9IsweoWxsLWSQOJaFa+qB29VFrua5l8tru3q3Q2sC84lydiFF45k8YE/WrFmV7GodzeQaVrAuuBc3vlVcdX26u/PtKMFNHqvHcaJYRi9wrCWK3uZTzazZ0PDiTtYPjeM5cCjHy0lOlgpIh1wOpZt52azILIth3Zs4kjX7ew9p7T7yE/zKV9Xytn4Qk3o1XQcMs7E0yBZcS3vPZfCy78cYmDDKDLOxLOi7QACyqdqy1p9zRw8n07W9kV0fSiqwogd//2nbAwFJizGXLJtyXy6+XmGXsguXgfaCB/B+wbzzIfpTB9XpPSneBo2xzAe+akneV2itHN78ThXPI+ux7+6/6+UaxFyt6pMkXD13KgkiytdrzoRWPl6vNLEpsro3JTi7MmWMu0lM714Ggf94lhn/QlYfIV7INwtyFBwwlWhDgVX+DczDwwaq4mBPh8osWf393uegQ3j6LZ/rOYK/HTz8wyaFk/KqWH8/c8h/PpuDsVZR7W30qce/oyTOw+QW5LGgAGzNTcFQNd6UZdYe27mcHBV1ddTXbvm0gxtWLvqlrc7bZhLM7Q6gS8cyWLvuRSiDZk8fnAVC1u304TYjvkJ/M8n+/nynbgKfeiforg+P7hniBbzll48jZd/OaQdw5zOqzF4miqMLFKVGFY/NodFc8smFgaTtX0RTz38GU2/68zEpjk8M0Mp4fPQP+Zid9pILAwm9ngZWdsX0XBiIFtPxwIw7WgBOZ1Xs/hEN97K9yK0/mR+uFexCqtuaHNpBks2dqcgcw+zZyt9GdUotUJ/dW76Ctm8rudcnV/VvJqGf6tpem3n1xYRgrcnt9LaV9V61d1P7E4bPX54USsYr9YNvdz1XV2/XH/rlrLcCiEY1nIz3554n296vCNDwdVRxAIoXBOnduXxQvssTSicSsqjf8pMJubmMP9EN+7v145Hd7wOwOcTSvho1AjmPOpDr/6TaPBwCwZ/uIBXmx8HYOOYKSS804J1wRMY6p1EgC7EJZZO+VuVC/hWPXRVsRLkfenNvHKsot1pozjrKP2OK8fihx4fs/vsUpbpo7G0nERe/Y2Ex8wBINuWzLSj7fgSpaD065+d4btnVpH5szL8mtXYRUu+GDQ3nrJO+4kerlgHo8pyMWCiOOsoswJKWdaml3bT17npefrnDbjtdmfjmCmXHMfwA3OIGFaCzRHC0cxM/rV6Am6vJQNw9GQ4Eb4J2J2BJBlD6HT/CM7YC7SxgkPrx5Nvz8buDCa1XRSf+yZoLwVZXy+i/cohTJqZS9KwEmJDygitr7iRTe4Xk3yqcrOrNQInNs0hLvDGuVyvlztX3MK3F7eD8Ku8rirI1BfjsAbTNWu9WnLKdqG80lC/JO2aqjw60JX2V3khvBi/vPV0LPWdza96n4Q7H7EACleFagGcmLKXEu/fiGqsJDfo3Q1KDNiZeKYdLaDN3v40Ce0AwLHnsjjebRep7UbSq/8kutaLIvzAHP7zNyXRYNu22Sw+0Y0paYf5+59DMHiaNCtW5RpvlR+yNzIhpPL06t7eq1vH1dqmWszUwOweP7zI1tOx9Oo/SXOjT26WR2JhMHvPpRB7XKk1uKLtAEYfWgvAirYDmN5CcaEmW3oz+tBaElop1sPckjTmtfSlOOsoLXp3Z0Tqah57aDkA8QX+eGU34LGHlqNz0xPhm8CoRqlaP1VroM1hYVPCdFaPHKwdf5NPJCafSO38LtnYnbwuGxn8oSJKv/1qOYOmxTOxaQ4/3Psxi090o/63zbR9bdG7O8va9MLoFVbBOqkOkZdyahivNj9Ot/1jOXHf/grH0VKWS78fX+fEffsrHGeTT2StLYCXm1eb+VeKCMFbx61281a3rnofSC+eps2fdrSAz9tPJduWzMHz6YTWn6zdJ6Iar2Pr6ViCvCMqDJt5JZZA1/vP3nNKzO7B8+lYy80YS8P45L5xYgGso0gdQEEQBEEQhDqGWACFq0K1AKate5kJc77UrEyPfrSUf/4ligBdCLklaTz98wbWbhoDKDF+aUXjWT5XiVdrHBPMlg4z2Xk2EVAsOifu28/Epjm0XzmEjg8Op3WfvgBVxrNdbytgTW/71VkAXb9fzgqoDpEHsPNsIvEF/oTWn8ycdT5afUBQLF5rfhuNwdOE+UJSzLrgCdoQdGopB7vTRr49m3x7Np+9rYy6YfKJpHFMMNm2ZGwOCyafSG20jsTCYNKLpxGijyYu0JN/fDGcY89lVeirGhtkLTez8mS4Flv4z79E8enm5/np2Q1sfup1Ms7Ec/B8uuaKBphxrJjUdiOxlpv5y/rGOHsodQ2PdN2ulbPRuek5e38hc9Ypw8mtC56A3WkjxrwPc2kGKaeGsbvTUi0sAJTEllebH+eFI1nkdF6NuTQDUCylVWUBX20c4JUuV1vEEnjzuB0sfzWtb3fayC1J04ZaBGVYR7vTRog+GpvDQsaZeM3dG9ZgOrklaUT6r9B+99Vd7zXFAFrLlQQu9T4afmAOUY3XMcRjESu7hIsFsI4iAlC4KlQBuH/TFxzz+II1v40GFPHy9Zdv8+u7OSyfG8bzr2ewY75S1Ddr+yIifBN4/OAqfvz6M3aNVYZKU4ctizHvY/ZseO/zvujc9FjLzZo70LUciPpd5XokhtSmnlZ1y9ZWHLrG/WzbNpunHv4Mo1cYNocFvbtBy4ZW4/aKs46SW5JGsqU3HR8cznfPrAKU4wiKazV432AWn+imJVwoxZhTCd43GO9lvtzzUji5JUoW9rC8JTz18GeENZhOkHeE9kBRHzZ2p43euVPY0mFmhbGIAf76WDOs5WbefNSd95/oj5+HkRnHion0X6Gt2+n7EXTbP5Yh4YvINC3Qinj7eRgZu3YjG8dMwc/DSJu9/RnYUElwmRVQSsv3e9E4Jpi0ovF0+n4EoxqlasMHWspyMXqF0en7ERi9whjYMI6czqu1fl+JALzcvCtZ5moRMXj9uV3i/C7XRuV7gfrb2nsuRUtwSiwMrhT7rAypaPKJrDapq6aKB+p2ki29eefXQD4JGgcooSIGTxNNSjqQfG9vEYB1FBGAwlWhCsDJ/zjIk4H/1JIBzKUZHDyfzr//OplDOzbx8eixjEhVHtgn7ttPpmkBj360lBVtBzD+8DYAzXoYoAuh4cRAXm1+nC+2vsY3T8+vcNNzvdH1T5nJrrFLqpynTqsNtb3h11YAVre8ayYwwH+9GsvC1u144JUYbRlVqKWcGgaAzwR/SpYU0ei9doyL2MTxbruAi3Fz1nIzO88mkl48jXERmwAlWzfCN4E/Dj0FgMd/e2nxRMeey6LZ8i68+ag7Ca1aEH5gDmeiC7Qajvn2bEY1SuUfXwxn9cjBFR5S1nIzf/i0kF79J7FkY3dMPpH49mrFjGPKSAJhDaZj9Aqja70oQutPJsg7QtuPp3/eQNPvOtO6T1/qf9uMBZFttXGCY8z7iDZkEhfoySM/zeeHez9G727Q1rU5LCS0asHB8+mkF08j25bMxKY5AKS2G1ljTFRtp1XFjRZqIgSvjdtN9F2uneruB4A27na+PZuUU8MIazCdtKLxAET6r9Bib11f1NQX7qjG66qthalu4+D5dC2DX/UiqHHaDzhj+KXPDhGAdRQRgMJVoQrARR/34r4ZkfhM8AdgycbuOF4sY+zajaQXT+N4t12aG/Hcf06xrE0vVp4MZ0Tqau59eTTfL0zVyp9ENV7HUL8kQutPJrT+ZIblLcGzp+Iq1LnpSTJ20VyFG8dM4fXPzmjzbmRB4MsJvispG+NaO0/NeFU/qgBsNak34Qfm8P3CVKUWny6kQnFklb3nUrA5LLwdZ9AspfM3tKJJaAd+fTeHP7+pZ3KzPNYFTwCUUUIeP7iKF45kUbarBI//9qLn6gnMCigFIK/LRoqzjrL5KSVT2VyawV/WK5a4Pw49hd7dQL49G3NpBnvPpbBkY3c+uEfJ5v3Dp4UsHdGTGceKSTk1jF79J2nnfV5LX60WmZp0ou6Lq2Uj25bM2k1j+Hj0WE7uPKD1KUQfjbk0A727ocIQdZXLxVTFrS4LczlECNae6yn6rleb1/ICWVkA7j2XQox5HyH6aO0lRxV+rvc313tFti2ZSP8Vl5Shct2Wmth18Hw62TYlq191B38e/yZdU4aKAKyjiAAUrgpVAHo/70cn38fpnTsFgAWRbVl5Mpz//lM2Q8IXkW1L5qXfKQ9zvbuBFz/eRf1vm3Hvy6MZ1SiV4qyjfDRqBKBYABvHBNPy/V74eRgZ1SiVpAujiIDi3nzjXw4mzczl7TgDZ6ILtHZdxdH1fqjWZP273LSq3vwrz1c/7VcqYupPb9j4y/rGJFt6E+GbwCdB47RaeVAx5kd1Az/0j7kAJBm7MC5iEwMbxpFtS+aFI1ls6aDUDwzyjkDnpufg+fQLw+0l85+/JWlWgeb/04311hhC608ma/siprco0sbz7RI2hqd/3sB/vRrL3/8cQrQhk9GH1mrZyFnbF/HYQ8vJtiUT1mA6ScYumgs4QBeiffTuhgrZ3aqwVf+6ftR9VctgTDtaQGq7kZcch5rE/7XEA95scSZi8FJuhOi7Xu1ejfhz/e4qAJUSSjbNg9K1XhSgXBPqb2VY3hKiGq8j0n+Fdr81eoWxrE0v4gv8NYt4Vfcra7mZGceKNYt+VON1uO12xxL8I7t6LhYBWEcRAShcFaoAfOahL/i/zQ9rcX4mn0gO7dhEQqsWRDVex6hGqRw8r9QIbL9yCBMG72H0obX8cO/HxB4v4y/rG/Pgf70GKGIgxryPt+MMBHlH0LVelHbzW5U+iCahHUg5NYw/fFpIaruRvP9EfwCaLe9Cq0m9b0iR6Cu19lWeVt3fytPUN3VQkilC608mQBdCWtF4fvlmB5mmBZqQc903NU5PLTD9bJMtrN00hrnDG9A7V6n1V/i8Ul7m0I5N6Nz0ZNuS+cv6xixs3Y6TOw9w9v5CABa2bseoRqnklqQRmNOT3JI0TiUp8ZnuSz01oT4idTW5JWnYHBYOj98GKIkeTUI7MCR8EXvPpfDCkSxij5cB8P4T/RmRupoz0QXo3Q0E6EI066DB00Ts8TKSjF00Yeha88zVAlLZEnKtRaBvFyvg7bbtW8mNEnzXaxtXsm5tPQPWcjPv/BpIgC6Ep3/ewLNNtjCqUaq2nPrilnEmHktZbgVrn/ry1LVe1CWlstRtqPeWxMLgCjG77/waSODfH+D8cqsIwDqKlIERBEEQBEGoY8hIIMI14eveik0J0+k7VXEVbn7qFEtH9MRStp+4ck/yi7NJP6PMe7bJFqINmfgfDSPlq2Ec/XcHDO2nMnXIUQDWW4dj62Wh2ZQuLGppws/Dwp/eUFwW9/dLYVX6IP78iZ5TO/IY9V4q45crCRSOF8s0N6GK65v21VhTrtTSV9X32loLKluwEgub0bVzlOb2HRK+iIENm6F3qxgDaHfatGVUd2takZHfP7IFo1cc1nvNJBYG88uMHcBFa9qI1NV0fHA4bbaNx83Tnf1dlQLTGUdTmdxsJEcXtWDhE/0pzhpNzltKAs8nDcYR8XnfCyVilHGAn1zzMR9dGJ7u7MZCJj2cy/Yn5/DcP7fTsdVwPlb3y6FnwIDZ/LjyMzaOmUJB5h7aH1Xc3fvHrWWoXwZDrYqlY2DDOHRuei1BaEXbARi9ancOK18DVzu9tvNvJOq1c7dbAm+Gxe9at3M169amqoDrMiH6aBaf6MZAoxn90dH0K1SS6lLbjWTvuRQyzsTzZGYHHh6oWN7VJCqjV5g21KK13FzBClj5XhRtqJh4EuQdQfxQI68s33vF+yfcHYgLWLgqXMcC/qPxsDb9oX/MZdfYJeSWpGEpy2XX2CXaKBUDG8bxwCsxfLr5ecIPzKFxTDCDpsVrI4HMCijF5BOpuUKPPXdxiDl1qCQ14HmoXxKp7UYCyk2wNokgtRURVzv9Sv93/e76QDCXZmiub/XGXtW+ud7M1VFCrOVmVrQdgN1pY1X6IN77vC9/flNZz7W8xIYtk/Ds6VOh3cTCYKINmVp5mPv+bxz/evJFbRuAlgQyf0MrTD6Rmvv+6Z83sLB1OwyeJt5/oj9LNnbXxjE1eoVhKcvVtp1xJl4T/VOHHOWVWWYO7djEs0220PHB4ejdDdr+pLYbyR8+LWTX2CWXxP65/n+1WcC3sxu4Om7HPtWWmyX4rmWbNzIxpKrfe8YZZRjF0PqT+WLra1jLzXR8cLi23MqT4SQWBjMroBQ/D6MW/wfQond3QBlNJMnYRRN2wCUvxJUzjwNzevLFr6+x6fnp4gKuo4gAFK4KVQCu/deL2H0KKpQLOXg+nVaTejN7NnhlN6DT90rs2I9ff0bL93vx07Mb+PKdON77vC+//f4QmxKmA3AmuoAvtr7G7x/ZQYg+mkzTAu0mNnbtRuYOb0CMeR+NY4L5MD5SK4sS6b+CEH10rYZJuhquRPxdScZwTXGC1SWPVNWGmkEIaLF1NoeFaUcL0LnptUSOCN8Ereai3Wkj40x8BVE4Je0w7VcO0crCqNmDgFYcesaxYgJzeuLZ04ewBtO1It6fbn6e9dYYjj2XxfjD29h5NpEVbQcAML1FUYXED1UsgiJ2Q/TRvJXvRbKlN8e77WLvuRSG+ikvBeutMdidNu1aqEn8XYn4v5J40TtBcN2OfbwVYu9qtn+9+lkbq191f9U4vXx7thbnp2JzWDj3n1Mc6bodPw8jb+V7adUEJjfLw8/DiLXcTKfvR/BJ0DjNOhjhm1AhKaSyADSXZvDeL4NpPKCZCMA6ighA4apQBeCbaxpxj18P7cby+0d2VFhu9cjBWvFRdSzX/ikz+bz9VPYsWMGcdT40jgkG0JIIVqUP4pVZZi1zFJQH3N5zKew8m8irzY8zZ50Ps2cr2+j0/QgteUDlRiWBVDWtpgSPK1mvNhnDVa1b3bL59mzNeghU+WCp/FBwnWYtN/NhvOJa7j5FyRpuv3IITUI7kGTsQtd6UZrgPL34OGeiCzB6hWHwNBFj3sc7vwYC0LpPX81NrY4F7GrN+8Onhfxx6CkMniYeP7iKCN8Erd2nf95Al7AxdK0XVa2Ft7oC4VVRW+thdevcidys8ki3E7UVY1e63tVSm98woI0W5OrGtTttrLfGaC+5dqdNy/r/vP1UZgWUsvNsIknGLpcUeFd/G5W3bynLZefZROqfa843Pd4RAVhHEQEoXBWqAAyJiWZBUVttKDO1ADHAT89u0EqbgPIgGrt2I2329mfNb6MxeoURWn8yXcKUoeLMpRnsy/iQou6HSWjVAmu5mfkbWgGKddBSlsuX78TxzIz0CmVRrmZEiJq43MOhKiGnflRrmzrSRXV9uJxovJxVsPJ2q5qmWhUqz3P9XxV86jT1u7XczNbTsVrhavXBtPJkOHPW+XDsuSzCGkzXxPvbcQZij5dxpOt2jF5hxBf4ayObOHs48PMwEuQdwcSmORVqGvp5GDXLoKswXG9V4jsjfBN4418ONj/1erVu8PXWGEY1Sq0xBEBdTs2CrJwxebeLwLpEbVywVU1znVddzKgrl4sfrWlaTUKwqt9s5d+pagHceTZRe3GKC/RkqF+S9nuKL/AnoVWLKmOjzaUZ5JakEWSP4JP7xokArKOIALwLmT17Nm+++WaFaR07diQ3V7lplJSU8Oqrr/Lhhx9y/vx5HnnkEZKSkmjevHmtt6EKwB76/+bR1/5OXpeNgGLxe+KPKfzzL0odqyf+mEJYA8XFO6pRKgtbt+Off4ni0I5NzAoopfD5ffz9z4pVal/Gh5qF8K18L6akHdbedFv36as94KsqB3Kt8X+1dfNWd2O3lpsJzOlJfIFSEDvTtIAeP7zI7x/ZcVkRWNX2r8b6V3labcSh6wPHdXpuSRqP/DRfW3+oXxLB+wbj26uVZmXQuem1EQveyvfi6y/fZuOYKUQbMtG7G4gxK+VnJjbNYfGJbrz8yyGGhC/Cz8NIcZYSA9ir/6QqawC6lrmobDF03R+bw0Ls8TJmBZReMoRW5fOTXjxNE4Bq/2srAkUA3t5cqehzna6KKbvTxvjD2/jgniFVJlNMO1pAXKBnhTJFV9O32lj8q/qNV/Vi5zqKyMqT4UT4JlC2qwSALR1mkluSxlcd51a5bbvThtVqJrXbSBGAdRTJAr5Luffee9m0aZP23dPz4ql+5ZVXWL9+PWvWrMHPz49JkyYxYsQIvv766yveThPPDsyeDZ1XJWvTVPGX12UjwX8ZzD8vTM9cc5xQ3UjiArswFnhmRjr/88l+bb3949by6EdLOf/CZKaEnOG5f26nqPthoKLIq07s2Z3VZ23W1rVTncCzO20E7xtMp++XaqNjqNZNu9NGt/1jabBiAPf+uwMA8Sv9CT8wB3tE1SKvqky96vpQ0wOjOquk63aqmmdzWLSiz61e6g3AojkmQutPxlKWy8mdB3jrvBevxSpDvX0x4TVs/2WBMwDpxBeMZkXbAVqs3n9e8+KpP37GB75ljD5UwJYOM7VRQtKLtxBafzLDX2vAp5sd5DfMptv+sQDs77kWk08kQd4RFfapqqLXOjc9NodFi3cc/OECNo6ZgqUsmNyf5pPaLk0roKuus/V0LPn2bGLM+9Ddo9diVdX6aTVdM5XPgYjA25NrEX+u8/Pt2dgch3Db7Y6th6XC0GugxLJmnEkm2dKbD+4ZUuN9qHLb6v81/e4vty+uVA5f8PMwElp/MluLYtnbUvl9RBsy8fPohdFhqfba9XSrV6vtCXcnIgDvUjw9PWnRosUl061WK++99x4pKSmEh4cD8P7779OpUycyMzPp3bv3ze6qIAiCIAg3GRGAdyk//fQTgYGB+Pj40KdPH+bNm4fRaGT37t3Y7XYGDRqkLWsymTAajXzzzTdXLAAb9wzGEVyG+zjlUmrdpy+/fKMkguwft5Yxp9IYlrcEgDMN49C5GRm7diP3/d84Ts89TuaABfyup5JJOuieIfT78XUC7gtB/72B41678HO7WA4FuKzr5WotNTVZ0lSr1JNrPqZL2BhS31DKzySV5RJ7vIx5LX3Z0mEmweMGs+qVLQAsn9uL6TOKmHfh7dvutLFkY3ctSWbzU6/z6EdLq61dWF1fXPvz5TtxNJwYqJV9qDz/cvuTbOmNwTOdj0cr1rjj7MJabuaNfzkoDenF4A930H3KMAC61osif3c29R5ofGH4qUjNigbwxmMOFp/oRnbzZLaezqKee2PtXKUVjWdh6xzGJ64j9osy0kOL6dV/EgAr/xZO9ynjGeqVhN1pY+fZRP70ho3vFyojIew8m0iEb8V+qwkiS0dkoLNnE1o/ET9fI4t/3sBXHc0VLDeLT3Tj1eYGElpZ8Np5gJ29lWstwjdB63vl4305K7JYAm8frtSSdjmr3PQWRQS03o6+zEBa0XiiDZma1Vgde3tUo1RC7dkVEqoqb8M1g17vbmC9NYYI3wTW/DaaqMbrLlm+qnCNquZVXk69t+jc9HStF8Uoz1RW/UeJvbUbj2rJc66WcVfKnOeqnC7UDUQA3oWEhoayYsUKOnbsSH5+Pm+++Sb9+vVj3759FBQU4OXlhb+/f4V1mjdvTkFBQbVtnj9/nvPnz2vfi4sV1+B3tlVk2/K16ZmmBbT8phf3vjyaSP8VjN00hp9e2qDMtCtC4tPNJvYsWEFi4XjO/ecULQ/3AqCxJZj3n+jP7PuUG5trNtycdT7Ue8CLhFY1B2pD7URgde7UA4nruOel8AouFnXe869n8/Vbb+PoqAxxtvfcCkw+KYSci8bmsNDD40Xe+VWpWxg3y0xU4zz8HEaafteZg/emk9puDn0+UGLfZiTMZlZZboWYxqr6V11c0LdfLSe3JI2GJYEM1MVViGeyO22XZEWr61nLzTz0j7nMOFZMXpclZPue4dNfnwfAvL4xf30sl3ERueSWpPHu4+GkFysZ3Pe8FM6EwXvYXb6UNi37Y3ww7MIxUZJEDJ4mPpkwjubP7+OXiB0cP7uLkYM+BEDf3oAJMIdmsDt3CuuaTdCSPIaE+7PMmsVerxyMXmFk25IZOjcJw4XhA5MtvVnRwFIhm9HuVB6sXetFaTFQazeN4a+PNQP7SK00zVC/JBa2boe+TKmfdrBbOg96v6b0yX2Fdp2Ie/fO5ErEX23CKnRuSgHyZEsJScZD5Lcowlqeqi0Te7yMha1DLpQ0MtW4fUtZrpZAdfB8OnanklSld7doBZvV9UcfWktcoCd258XC7m67lUG6MjrO1Qo/75ifQPP/6abFr1buvzrOdqZpAQDrrVu00Ao1+75yP63lv1S5D0LdQJJA6gBFRUW0adOG+fPnU69ePZ577rkKYg7ggQce4KGHHiI+Pr7KNqpKLKmJe18erRUhVi0tq0cOZu2mMQToQrA5LDw88G3+/KaeH+5V6s5lnInngVdiWBDZlu5TxvP3P4fQfcp4ALZHzeH7hamcuE+JGYwx72Nd8ASg9uU8qsLutPHF1td4K9+Lhwe+TfC+wbza/LgWOO3nYWT84W282vw44QfmUP/bZpqwafl+L9yXelK2q4RkS29mBZTy3D+3A/CHTwv56dkNzBxWwqEdm1gXPIGMM/Ha/PXWGDaOmUJCqxZEGzIvG0uUb88m44xybgY2jMNSlkuypTfhB+bQJLQDWdsXAdBqUm++fCeOvC4biQv0rCPi1OwAACAASURBVNDO394y8thDy/GZ4M/RRZmsPBnO7k5LmZJ2GFCytgGyti8ir8tG3sr30toI0IVwaMcmlo7oqYlLm8OijfO88mQ48QX+HNqxCc+ePnR8cLhWjsJV5PpM8OejUSO0Qs9ff/k2CyLb8tfHmhHkHUG2LRm706aVkPkkaBwBuhBC60++JJ5RtbKkF08jMKcnXcLGaMcFIC7Qk7Si8XwYH8mf3lDiCtWEJNfi4VVdO5IVfPtyJTF/NX2vbF1TM93VT25JGkHeEZqlT0048vMw8vIvh+gSNqZKUaUKQDW5xFKWywtHsni1+XH8PIyENZheYT3LBU/C4hPdyOuyEb27QbM6bj0di8knEj8PI/n2bNKKxhPVeJ02zvbkZnkV+qfEMVq0ddOKxhOijyahVQvt96iSbUsm9qCekY8ulSSQOopYAOsA/v7+dOjQgby8PB5++GFKS0spKiqqYAUsLCysMQt4xowZTJ06VfteXFxM69atq13++4Wp9CaVBqdb8Le3LghALlrnAnQhfP3l25hLM0gwK9YgnZueRz9ayswLgft7X0rRbmazZ0NC/cksWdSdLmFjaD7LHftG1YVz5cfE9UHw4H+9xrvn0+m2Yyy7xi0hf52Plt061C+JfHs2i+YMwLfXNnIeXK25J2NHlfG/j3fg6Z83sPdcMLmN5jLmq+UA/PqukenmIorKDmviZ+XJcDpfsE7d+/JoXvObSaRXGH7Oiq5I1z6qnx+//oze3iVan6zlZmiUSrQhkyR7Fy1ZptF77dAXGyhZUoRtNppQA1g98kV2f688ONx2uxNeOofJzcKZNboUAIN9DgcS1/Hu4y1YeXAVCR1mYrrgbo30X0HABfHnWn5HFXJd63lRnNWdEH0041ptIumCtRGgxw8vUtRdOQ62JRbGv7dN69OeBSvoeEHcJh4KhjaK1e/JNYoVIz9yCnldNmJzVLQCquw8m0i2LZnIniuwlOUyLG8JUe0uZEjaFHGYMLcFoZ4mzXJzPRCr4c2ntgkS6rKuL1CqGFNfXlzdtOp5zDgTz8Hz6XStl4vNYcHPw8i+jA9B+QmgdzdgLs1iVkApbgfdaedSrqXyteCauW4uzWBeSwNfb57ChMF7NEu82idreQY6t3AyTQvwc9owl2ZoL3tt9vbnhRZZxAVmKy823opF0VqulF9yzWB2LakE8MhP8znStYjQ+qUYqkgGM/lEsrjlgVofU+HuQwRgHeDMmTMcPHiQZ555hh49eqDT6di8eTNPPPEEAAcOHMBsNtOnT59q2/D29sbb27vW2/zgniE0nBjIpteno7tQmf6xh5Yz49gq1gUrN8dkS2+s5b156B/HAVi7aQxfzJjPka7p5Ns9+fdfJ+MzQRGpow/t4aGvikkfeooAXQh/Wb8dvwvbulJX3qWxNorr5ddvc1i7aQxhDaazzGMyAE2/68zjJ8aw+8Uwvl74Nu827sz/lCtWyPef6M9/wsbQcGIG8QX+7DWm8Hl7ZWzcx44tJ6fzavLPZpPROp72K4ewplszTOFKYeUPSoawaucgXvrdAS0b1ZW0ovHEmPfx7uOd2TE/Af89b7NrrBJL2WbvHAyeJrZ4J9Pvxx1MbJpC/W+bAXDu+1M8sCQGt93u6B2GCgLw1ebHGXa6CzOHldDyfR/2LFjBz/+7heCoOQAsPjEcz2dWUf+r5WQbkjH5dNfqGfp5mCocW9Wqp1oiFp/Yw9n7A3kq8DOG+iZhLY/TrJJDOySR6jZSeyjOGFZMgE4ZHWaoXxL7Mj5kU8J0Pvjndvr9+Dor2q7g4HOKZTGp4TBGeewn366MjaoOCQgXLYBbT8eyU7cOk08kUY3XMeucEhO5bdtsxkVsYrG5Gwtb24gvKGBZm6rFdlXXiAi824fLib+qLHsv/3IIk08kkf4rNKtwVON1GDwV9625NIMY8z5tqMrcklis5WZ2nk3URsow3R+puXIDdCEXCp0fR9/nUsufis1hYcaxYiY2VX53GWfiCWswnQmD92iuX7vTxoxjShhNWIN4LGWBmEszNOv3ej/l5Wl3p6X4FU8jMCcQv9aK5XFGw2LCGimW7LX/z97Zx+V0/3/82a1cqLREbi4kJGmWu1gsrbXczHI7YtYws2bNaBtGLEbbzAyL0SyNvhazZlia0Y/mXqyMixW51ipcUsnVff3+OJ3jKldJ7ue8Hg8PV+f2c851rnNe5/V+v1/v3dtwazgT854tySlVV7qXpDjFYp/kzdAmEWy3n6L3epargJ9syATwP4jAwEBeeuklWrduTXp6OvPmzcPIyIgxY8ZgYWHBxIkTmT59OlZWVpibm/POO+/Qu3fve1oBPPbCTnatnY7Rm6b4LYgTJqbG8X7AZSyMkjExUDCycRStk/rx1hvCjZDdgiI0bksMqoIirPztyT8qGEuvjunKrC77OBW/iU6NG1LsdPMNX5f83e7BXd2DRFOi4o//+4y8SePxSx3F2Ipm7C4NJ/HaU8tI0IYR+0ogmy81x6+NcDxN307GJFFBRnEC/RtFEp7vTn57Ybw+lsf4qUQFBlByrAAHMx9+7zYb4/pmALxlmIjKLRiFYWilsYvo3ygYWxMXem+cTnnLMkrCCvDvJ/jq7aAfnd8dRTPXrqxcaMb5A7slslWwPZumbzvzb/kRFOXW0nEBOJ4eweKRkYS9MpnTVluY3iyNzldH0RaBAP71VRRLWjZjz7Q5rAsMISLWk5RC4SF2/sBunuk7gZTC2EoFFNoXhflTe1gRHv0ZLsYO9IvcSopfrLSMr9V2wisUFYWhNV+1ssbEQFAdu5T7MtBjJcX9rZhX5kaxk5aUq0US8Rx1fgvxHUNQGFoTmTWY8DaV8yVdVdOY22kN4zbG8PuY2XwQpCHyQ6FwpVXvPsz6dytvtUjEATspnF31ergbw3CZJN5/3Cn5ExHc3JiUwgD2XlfiohCuxcM3vHBrOJPicsG0PcHaAdeTQm/dLk6+FJdrSdCG4Xx6HIHmmcxoevM6zilVoy7KJCn/EF7mS/SOLT4vBE2JipRCD2ZUvLS0q+cl/b41JSosjJTsvR7EiwWCimfSSEG7el4kZUXS9+xs3Losx9pYKCazNXFBkWfN8U5r8DF2wKSxAutzkQQ3F4o6+raazY02l+mWOJnjndZUKghrcMKGSbaH+KqVE/FXPaQ2kLrnKr/8am2+Ahn/UcgE8D+ItLQ0xowZw9WrV2nSpAlubm4cOnSIJk2aAPDll19iaGjI8OHDKxlBy5AhQ4YMGTKeDMhFIDLqBLETSE3o/O4oAHpvFHIHwzSunNi/rtIb8Subt/Lr50K4dWTjKDZfG0XM6Gl4b1qGhZFSWjdm9DSUpm5oyzTsaj+dM523cvRLgbSKb+h1LQLRzQcSE6nFkOPhG8vxS42j5FgBZzpvZeyFnXwWLIR/xNBqgE0yF1bs4effJ/Dsc0KVaajSiaT8SGmMnd8dhZf5EsZeEAotsrumSopY1UIEcTyaEhVJ+ZHE5gYSpnGV7Fra1fNihOcmUv3i+GHkMLbbT5HMtzUlKmb9m8szfSsqe4vipTyhkmMFXPo6kXTnY6T6xfHSD2ukTisixnvtpsEJGxp/a4fz6XHS/CneJylyyaNLfV/m2hZJ51xUQHJK1QSllzDIIpRzy7dT+Eau1BYvQRtGslMM/RsF623bp6uOuKqmsbHtQClhPSk/EseIEUzxPslP7cYTpnGV9j2jaTo5pWq0ZRqW7myJg5kPyU4xUhWwiYGCLy4150znrWQeOikVsOheM/rOvy5qc03JKuD9QW1y/vRV84q/n+hsP4LSS0jKj2SS9SFAUNbFgiLLk2043mlNJdsgbZmGzddGYWGkRFUQjdLUDQczH2nbFkZKvrjUXOq7W9XGSVOiIqdUTXS2n7ReUn4k/xw8wAjPTSTlR5JSGEtKYayUZ5x56CQHxy5FXRSPX2ocbzVJlOaJoVvdfGBxnEClopW914MqqfOaEhWBaZnsaj9db5ecFb924PkeizjvulsuAnlCISuAMu4bSo4VMNe2iBmvTAbgnfPnsDYWblwmBhXVwWNggomQY5O28hBlk0v4qpUd//ttCGNe2CZVuDlGjBAsQixC+eHMMK5N7IpFlS4RdxKSq/rg0CUl9qe8cTUWwkL2GlcO31jOWreezPohl/0dj/BCfyGk+vPvE/jmExcGWWjwO5rFladP81aTRAC0Zc1QmrqhftuZBRmmuF2bSXG5P5OshZvw2P07cXeff0vukDim4nItKYWxfL/Yi+WX7Wk5VStV6b5x8Qg/tRvPcc0aNq8x5pMGCp7/TrDSmfT+IZq1cpGS23XtYFTPRPPxS4ZMH9gc2xIXnul7hP/rbsZzM4KkMSy/bI9vl+1cL0qnQWEsqxt3BeAjby3t6nkx699YrI2noDC4mcsEAsl7q4kLmhJrfhg5jKWRLYkTQ64Ownwa3fo96Hb8+Pn3CWxs64aqYI/Uss3EQEGTPx0JdIohvM1ovMzjpQec6R8NMe/ZkuJyLS8/vw510QSeXjMex3LBpzG8jTtr3XqybvZ0Bi5bSf9SNUn5wrXWpb4vO3L8CbBJvmsCJ4eC7z3upOBDF0KYNh4TAwU7co5grdzD4RvN6FWR0yu+RBaXq4huE4Kbzu+juFzL+qsefHGpOeFt3DApVBCfF0J/AyEdwdrYAaWpG+Ft3LDVk7cLSDl+LopJUn6siUEg2jINrZP6kdIhlvbrB7JoSEPC27gDYNs+AlsjIb8w2SmGGcBYrZu0PWEbikr3B/Hzjhx/isu1qAwFsjo42V5yR9h8bRTBzUNRpESwv+OiW+41F7tkkll8sk7nWcZ/A7ICKKNOuJ0C+NpTe1h/1YPrq9IlEie+iYJwY2tXz6uSH1ZSfiS/fh5ASKYlP34q5OOIhsHf7upD/tEs3BrOZNGQhpJfFnCLoiRO0wd9thC6/2b9m8uKXzvgvUmoQn11VixLWjZjzuACGn9rxxeXmktv50n5kdisc6JV7z5c7LIPuz6eUg5OSKYlfc/OZkGGKTOapuPkNpr4vBBiRgvE8vUf95HouEE6Bm2Zhnf/OQ/AuC0xRMR6Mi06FVVBtKRAftXKDhCU1C8XKJkWnYrS1A0LI6W0X7ESMKdULSW76/YNFe0tjo1bzaWvE/l0hxVPfz9eOh+bQny4evgcy3za8OqsWOkh1rPfVHYvmXmLkvDGxSMAZIUmk1IYi7ooHi/zJezzXYhLRfFP/0bBkmoorltVgRO/LzEpX1Rgu52ZTHS2H44RI9i9ZCaz/s2VcplEu5qZzbLRlKjYez2Ibmcms6eDUIijLorH12o7/SLn0OM9f64ePkd5tzJpP/s7LqpkyVHdNXMn5E4mgneHO630FaGriPU9O5vFLcxRF8Xj1nAm5w/s5sYzlwGka7Dv2dlsbDvwltaBGcUJxOYG0qW+r0S6xP2I17atiUu1beBEoudrtV3KYxWvab/UOF57ag/dzkwm3fmY5IXpYxnOIIvQSr8rfUUtYoQiPi9Emr/3ehBKUzcyihNYftkeCyMllifbAPBUrw4sbmEu2chUVStzStW8fTaNN4fGyQrgEwpZAZRxTzHF+yTpzsc4XbyFGZHpzLUtIitYeGAfWLqE5ZftWXXFGVfVNLS+mkrWBf0bBZMzT6jKbVfoxecv23D+gBAKfP3HfXw91JGM4gQsT45iaOMIdrW/aUtTVYWprVdYVQIYYJNM0qhgrjw9G4A9zXoSmTWY4R9mkW52jL++CiR8XjgAb36UwHOzgniryRLWLXJj7sEDLPo/odNH743TK/rhJrC2dU9sTQLo9NcR3LYLRSBrW8/BGodKb/In/hQsZCxPtiE3NY3XU/ax6Xsfmu5fx1zbIlYuFM7F0a1CwUenv4ax3T6IkY1vmtUuv2zP7G159FPMwS81jnTnY5JieWTfSl7oH8srm7ey0mE2GzK82blnKqXfCAUZHucWEp3tQvLwGOZFp7L/9SMUXhYS1cPbuKMqiAaTyiRHrKAMmlqCxap0Wk51ZcXwDvArTPpVCLv1eC8Ej2BrDjksI6dUzYIMUwJsBCVOYWgtheRMDBSEt3HHolzLgPeFMG7M6O7U72FFQZ9sxibtRGOo4vANIaw+0jMKF8Ukjn7iQsLEMF57ag85vcOlB6utiQurrjjTcqorJgYKnn3uA1ZdcQagV4MwBmVasqv9vSVsshpYN9RV8au6bpjGFXXbgVhXkCULIyUXu/ihyosGhPSJpPxIopsq8TXzqUS6ckrVjL2wk+jGGqnKXdd02UUxqYoB860vkzmlata27klxqgcppkUV6wVha5LOjKZCtf6zz33As8YfoLo0TdquPjN4cZtidGPv9SA0JSq0Bjf9N/s3CkZbpiFBG0avBstpV8+L1zWC1+h3Zv0q2d5UJcyaEhXvWafW+bzLePwhK4Ay6oTbKYDJTjGEt3EnozihUohxvNduTi4Lp+s0oQuIYKtw0zAYQFUQTYI2jC8uNZfafm1sOxClqRs7cvwpOVbA9IFpenP/atMBRFcVE/N21EXxkmu+pkTFe3MFGwZ39/lkHjrJL69MJqdUzcLtgskxCMbJNuucaPq2M+qieDoEDJbyfvqenY2LYhL5R7PY9tkkAmySmfVvLhvbDgQEciIet7hP8aZecqwATYlKCjn5Wm2XFAkQQju/j5nNhRV76N8omNwjaUwfKHQYsTZ2YIr3SY5+GUqTPx1pE+4u5Sye6bwVTYmKX16ZzHfD+9HtzGQ8A0OkcYxsHIW2TEPukTQWtzBnWNQGmr4tEKZuZybTqncfAmySb3logqCOqAqiSSmMxePcQuLi5jPQQyCqu9pP57Wn9kiKZE6pWrLlKC7XsqfDnFvy8MTvR3iwBaApUbHqijNXD58j2SlGOta5tkWCv2DFA21oSgShSidAsNKZ0TQdpakbYRpXlrRsJinQuubUtTESv1NSJ5PA2qMu5E/fSxwIatviFoKSpWuLIlq5qAqiicwaTK8GAQyyCK3kmycuF53tR2BapuDLp6OcideK7jWja0kkvngk5UcCSOqiq2oa5d3Kqr3WtGUavYbS4v+6uckrfu1AeBt3SQXv1SCAlMJYYnMD8TJfIpFWoML3UlkpxzEwTej2NPbCTqLsRjDYNBIrdxtZAXxCISuAMu4L7E95s6ZDd6yNNWQUCzYvgWmZtBgzX+ruoSlRcaXHada9IpC8Tz4WbopHvwwlY0IC9qcmSEShQ8BgLIyU+Fptx2KAEgvD6s2Ta4IY0hGJy9gLO9GUqOhS35dn+o7AVTWNlQsdWJUjWInUv7Ecr2eXcLreFkZ4NuSY+RJ4VtjW6z/uIyi9hE6vDWPMC9t495/zfNVKUPgK++USvNeYbWdn85t5NrYmwWxsq6hEQHTHqjC0lsiuqVlD0lYeYveSmaw/6kF2qwBsTbykMeceSeO74f1o+44H3w3vxxTvy8yfT8U5VDMtOpX4pH7M6JPOpR6JUgK8okzDK5u3Ev+tHdGRftg6H2NBhilhGsFDUOntxs49U/E4t5Di5puY+OIBejYXxqtsc4529bxuOe/ig1X0LYzNDcT/0imeff0I+82EAhIXs0kUl2/nxb+XYmviwm97PyB4ohDubldvBBYVKofuA1J8MIt2GwpDawYnf8YVj9NSaDkyazC2Joek7zNBG0aG9SH2Vzx43UpmMqn+IayNHVjb2gGlkRITg+rTBu4lZCWwdrgb5U8X4rkW0ySASukl4vU09oI3isZ+BDc2RmG4B6gcNVAYWlcUa1mxv+PJSuPTF2EQX1Rmb8sjwVPwqOxS3xelqRtdjITrsLxbWY0vG7eLXOSUqglMy+StJmqauY4i1NQJWxMhbcPCQMn1Velox2ik46waShZbahaXa6V7gYPZGtane1By9vVanF0Z/1UYPuwByJAhQ4YMGTJkyHiwkEPAMuqE2tjAKAytufL0aT4IEt5Ok/IjeW+umvo9rPDetIzt9lPoOs1PylHTzbdZdcUZWxMXqXerQ0W+jr4wDNQu9JtSGMvZP7bRq0GApCxe+jqRjs8OYaDHShzMfFjbuieBaZlSM/b584VqXxDCkWKoFeDf14+wYYQ3FkZKXvx7KW3f8WD2tjwA3BrOxP6UN2f/2IZnYIheyxfd1ma6YSwxJO2qmsb+imbwOaVqqTBihOcmnv5+PF9cao5noNAy6rvh/QCh+8XomdEsbmHOqPNbaL9+oKS4Kgyt+SBIw3iv3Vzsso/AtExMDBQs82kjHVNgWiafBVvz3lw1G9sOZJBFqLSuGDbVB9GGonlid3KPpBHc3FiqRoyI9cTWxIW273jglxrHV63spPO/3X4KOaVqejUIqBTS11fUo2s5I45J7NiQlB+JrYlLJSPcVVecCW5uXCkUpu+aqU0IuDbz79U6TwLuVc5f1b9rKvICyChOYO91IW+26jpir9/+jYJRF8UTmxtYKeVhQYYpi1uYVwqpitdiybEC9ndcxBeXmnNk30piRk+TlmtXz0sKJdfGpF53vNoyDeuvemBt7EBsbiB9z87mq1Z2zGgqdE8S+6qLdlUzmqZXUs0tjJQk5UdKxS2iJVSX+r54mS8hOe4g/WfNkEPATyhkAiijTqgNAfx+sRfnD+xmX0WrsbbveLD52ijavuPByWXhPDcjiK2jxkkkT6zs1X0gV630rSmEcrvKX22ZhlClE0f2raRNuDsANuucuLBiD3uvB7F0Z0uOfhlK37OzpVCJSEzURfGsXOjAU706SCFIbZkG703LOLB0iVTMolvdKt6AdW/+ugQqLm6+RH51b/q6eT+ircWnO6ykiujici0/furLa08J404pjJUsYtZf9cDWxIX+jYL55+ABgtJLiIj1BIRQVP9GwcTFzQdg3i9lKE3dpKrm4ObGJGjD6PTXMJzcRtP37GzSnY9Jx1NTvlxxuRZ/9Slyj6QR3sadBG0YxzutAQTiP+vfXI53WiP1OBUrj3u8509SfiRftbKr1pOvpn3O+jcXF8UkUgpjGWQRWqlVnLooHmtjBzZfG1Xt9u/kJaKuZE4mgTdxL0K+NRHA2/0tpoBUF87dfG0Uh28sp0t9XzKKE2hXz0sofkJ48fCxDCelMJZeDQIqrRumcaVdPS+avu3MkX0rMU1oKL04dnx2iEQcb3ePqkpYxZ7BYy/sxFU1jUTHDSzIMJWq2cXtaUpUZBQnSEVOIFQIhyqd2LJ7tGCJ1Lqn9BK5+dooFIbW/NHyM072CJcJ4BMKmQDKqBNqQwA7BAzm3PLtNAwTKkUzihNo9FZzyabk85dtSHTcIBlBd/pr2C1vyvoUM93pVT9XB93iD02JSiIiyy/bc2DpEp6bESQVgThGjGC8125AqIwd88I2hqZEsCDDFM/AEKLsBJ85symWfLurD3Nti/j39SMS4YObuTjiv/nzBUsZ59OCmfONZy4zemY0UXYjiIj1xLi7GcM/jKx0PKLC0Kp3H57+frw03drYgeaJ3Vm3yI0ilzzsT3kzYbaQizd/PkyYLRS0fDRPe8v2AD4LtsbguCGpfnGkrTzELxU+jWJxhZjHpI+M61NfRYiJ8CeXhfPhoCzpPA1OXo2LYhKz/s3lTOetGBw3pNsZYZ8TXzxAx2eH1Pi9637/Vb9Tj3MLmfVvLj+1G4+6KJ4ouxHScUZn+5GUH0m7el58cak5N565fIvly51eR3ey3N2u81/Cvcr1q25bd0ICa/osEqT4vBDBx7MoXrJCWpBhSqLjBv732xAmvniAXg0CKhE30bg989BJ3N3ns7yigl4sPqqNAqivSC2jOIHf9n7Aa0/tkYrhqhbAFZdrWX7ZvpIKvvnaKEIyLVnbuqdUES3mIIv7Sc4+wKBBITIBfEIhF4HIuG84t3w7M5tl0ydL6AiRYSbcXHNK1ShN3Xj/53g+6upG6yQhfFk1vFiTLUJdYWKgoPfG6cS+ZFgxRhWnxy9k9QvbaBOey/VV6QTYzGRJywrbiHbnKC7XEmU3gs/fs+HHT9XSOAe8v5x/X5/MggxTOhQurDgmwW9szuB4vrjUXCJBU+doUBUkUDZZeJi80PAz6q01xz/8FFvSMpkwPh7tYuHG/fZPp/nn4IGK9YSQzZ+vRuAYIWwrpTCWmEXTeKpXB0wPN8TXajvz5w+WjvHS14msy9FKnVV0H3LmPVtSciwb4+5mJOVHsu/3hXw63QoQCneyu6ZWCnHpPmDEPqbVdV4Rk+7fm6vG/pS3VBF9sYsvq2O6UuQ2mvirISS0CsOlYxsAomyb881UF66vSq/xO6uOsO3vuIg9DTIZ2TgKF8UUrA3nCKbTCN6Efv3jiG7qx6QWhwjg8i3bfVCorpjgv477TfyqQ9UiK93rWHde1eWsjQVrpl4N1NKyX7USfoPlzdUoS92EdBEjH3bk+Eu/haT8SLzME4jO9mOQRWhFJa7wW88oTrglulHdsZkYKMgpVUtddMTfUDPXruzI8efwjeXYn/PmYpd90njFbc5omk5xeTLF5eHCfo0TGbZ3AxZ2Wbz21B4gkaR8oTClxXc96TrND0WDtrU+pzL+e5AVQBl1Qm0UQBGiwgTw0g9CWPDK06dp8qcjILRCAsE8ujqlryZ1qOrnqqgaWg1v4y6FgLVlGoy7m1GwOpsp3idRmrrhGRhC+/UDpe3mlKr5+fcJNHPtSvv1A2lR0XVDRKLjBj6ap2WQRSghmZaAoCwO+SCMK0+fJitUsGz4aJ5WMik+3mkNgyxCefr78fzvtyHs77iIvmcF78Ee7/nz3fB+Um7P09+Pp1/kHK5VVM5+u6sPDmY+BKWXSGTnTvDLK5NxVU3j85dtpMpjgJefX1eJ3B2+sVzKJzIxUGD0pilGb5rSzLXrLcay4vkVz7HYok08x5oSFZoSFWEa10ph5yKXPMlcurrv+Hah4aoQ93v2j22AcF0lO8VUmwN4u+3pw92SuP8yCbyXpK+2261uXk1qob7/RdVdTMHQVeNEK5arh8+R3TWVbdsGrwAAIABJREFUMI2r1PknpTBWUthEc3ExP1AkabXJU9aWabA/5S1ZyAxNicCujyfR2X58u6sP4712s3RnSw6OXQrc2spQV8UMSi9hZrNslKZumBgoSMqPxC81DhBstSyMlHQp9eWnp8fLCuATClkBlHHfIZI+EZtCfFD8YM3WUeP4IEjDSBMhIVtBZfsCfQRD37yqb/H6IM7/+CVDVh3NYv1VDwC+atUBCyMlcc7z+W3jdBIdz9F+/cBKHn2qG9Gsbd0Ti8tKJuxfR721wo2y8A3B3sb59Dh4BSy2xNC/UcXbuIEQYm7ypyMfxWpxd5/P1DkKhhcLpHdj4UDi1adY38+Df1+fQ1/f2cz7Rcjric8LQVOiwt19Pg5mPmwYYc2XC5RsNBBIaWBaJu8MmE5CcofbnPlbMbJxFOnOIfzZI4KffzqNrcloqUikuDwZbZmGBids+N+1IXicW8i6PCEXcviHkbzteZp3OpzDl+2Vzr2+86z72TShIV80bY6XeSQn9p8m32wbI91GC8uc17KrvbKSZYfuQ1dhaI2tiRaoff6n+Llnv6mYGChIpnbq8oOEruLzX8H9In53s+2a7g3iPF11cO/1oAqlbQtLWja7xVIl89BJQpVOuOQvon+zYKwNhPsEhTdfmoItjCulg9xO9asKCyMlnf4aBkD9vttRF8WToC1hoEcCHue2cPylNQyqIUVGfKlTmpZgbZwsjePwjeW0qzBuP1TPi8M3ltPT9J3anUgZ/0nICqCMOuF2CuDvY2bz/P8WVZp2ecIptuwejb/6FJ6BISRow2hXzwuzKYJqVlX9E0kAVA51iM73uuqU7v9Voa+4YnWM0ON2hOcm6UFwfVU6f74aUandmbZMw+iZ0Szd2ZJUvzjq97CSvO96vCcYvw54fzm/fh7AoiENcaogNtOiU/nllcmsjunKil87MHtbHl3q+0oh4C8XKDk2bjUA6xa5cabzVik/R9y/aJjcpb4vuUfSpBu76JdYF1j52xObG8iYF7bhophE9w1TsPIXcpV6NQioVFm793qQpGIMi9pA3qRMvDct49rE82QUJzCzWfYt2w9My6RLfV+sjR0Yt0XIKex7djZ2fTxxMPPBcI0xhmuMpe9OXRSPj2W4pGSICoyYP9WunpeksugqhSJqo+LVVj28UzJ2r8nb40oG7yfxu9N91FYJrKr+gRCq3ZHjj62Ji2RsLl6nAF9cak7/RsGYGCgk5V2sJo7PC6FdPS9J/avuWrudIqkt02Bw3FDKx917PQi/1DgyihMIb+OOpkRVycBan7OALqruu6qyXp5XxnonD1kBfEIh+wDKkCFDhgwZMmQ8YZAVQBl1wu0UwF9emUzPflPpdmay5J13cOxSNl8bxddDHXl1VqzUpLxqKzhAUqDENmZHv7xp8fHqLKGf7ajzWwD05qPpg26VnT7bBTHnp2reT721gqfewu1mvPlRAt984lJpuz+1G88vr0xm3SI3yR7i8I3lFKzOlqppRzaOQlUQLYWejd40rbSNH0YOw8cyHBD67rZfP5B1i9xQmrrR9G1nnuk7gX6Rc257jDWhS31fqU0VCCrl0JQIqXBl5UIhAb7zu6MYPTOa5ZftpdZ1mhKVVFSS6LhBb0K7mH/U4IQNx8atZlp0KgD/+20ImhIVpd8U0ap3H84t3y75kU2yPnTL9yfmWoGgymjLNLRO6seYF7bdonLUVg28E6XwTnA/VLvHRQl8EMrfne6rtqkg+lIVxFzVbmcmS/15RzaOkr4PdVE8CzJMWdu6J3uvB6EwtJbcBESboapV5rUdZ9X7kKi8t07qJ0U78o9mscynjVRRDJX9OWuTIlF1XnleGWGdXWUF8AmFnAMo477gp3bjeamij2yP34RQsG3UBja/IPTjNO/Zkk5/DauU+yWiuFzLxy8Z8ulYK+KuC32EjVeboXlLuDkPTh4GbJVImm7ouDb5NtUto5sLpItUvzjUM+PZbj+FM6e8pekbRngzbksMQ1MiYFEEIBA/EIhNfF4IuUlp/P31Tv4EjN4cQnQPq1v2+80nLrxje45XJgg34GPjVlM0JY/1Vz3wtdrO0kFZHO/UASJvWfWOkJQfya7203nx76US2dzYdiAfzRPMnnNK1bzQ/zOGRdkz9FwEFpbhFdWDAnncY+qGRbNsLAyVt+TUibAwUrLiSgeifr4smdUmPDuES75CGPe74f0ITMskTCOcR3f3+dKDT1UQXSl3CgQbnpJjBUL4+4VtlfZVWyJY3TqPKh7V/MAHSfju93715QaK7QRjW6iY9W8YbzVJxLrEQXppUhhaE2UXikmZBhfFJJLyI6VCNhOlYY2h2KrHUV1uYtVpu9pPR1OiYldROgu6mZKUf4hehgGVlt98bRSLW9zcru4+9P1f9bOMJxcyAZRxX+CqmsZspxjsT3lLRRO9jAMom7yVwLRMGpwQ+s/qexMvLtcye1send/dzan4TQB4T11GTMdp+O2Ko8GJA1xYsQf/b04BkPFGApe+ThRsDaohJrWFeEMVb5Bd6vtK1ibrFk3nhWdL4Gch/0fMcdOHMI0r6TtXcmlPIo2/tWNw8mqhR2hFB4zRREvLvvlRAptCfBiNcDzdN0xh4pUDvGjXhvVXPfghKpvOjLqr4xLha7Wdbz5xIcAmgEFFoZzYv45vK3IaN4zw5ttdfQhKX87OtExa9V5Dcb7wncSXhuBlvqSS+qDvIaIwtGbiiweIze0j5TTW22fOwu1mzBlcwIym6SiL4mnVuw9wM+9JXRTP/Plg3tOMl58PkWwwOmVaMsJvE20beVR7TPcqt68uxOtubYlqMx4RD+Oh/bBI38NAgxM25LRTs/6qB2+1SkSdG1qRpxwLgI9lOBZGSgLTMrE2HkxI5kKmeG8FwLr8ZhTjTl8wxWk7cvylCIIIpakbmhIVP/8+gf69OmCaMIycPmre/UdwBAhVOjGzWTYWyOqdjDuHHAKWUSdUFwKOshuBlb+91KIMbtq86Joj61ojiDdE703LONN5K7+PmU2TPx1JKYyVQiwDPVby+5jZJDpuoHVSP97/+TKd3xVIUf0eVmy3n8Igi9AaQzDVkc3ici1J+ZEYHDekyCWPi132MSxqAyAoZCYGCrRlGrbsHs2E2fE8+9wHAOzpMEcit9Xhm09c6HZmMt03TKl2mad6deDq4XN65xW+IXTQUBfFM3pmtN5l7gZ/vhpBx2eHANByqitN33bGxzKcZKcY8iZlYrhGeEcc2TiKubZFgOBNpi8Uq2ujIXYmACEEvKRlMza2HSi1ZRPJoRj+H5oSQUZxAvt8F2K4xhjj7maAUARia+JSqZXbnSgbdbF6edjFIA9j348q0avLuGobBhY/V70X7NwzlcUtzPmqlZ103cHNazw2N5CM4gT8UuP4qZ3Q0UZdFM9bTRJr9PqraQyaEhXzfimjmWtX3BrOlH4X2jINkVmDOXxjOaNnRuMZGILHuYVSByEXxSQpXF1dekR1xSEmBgqKrufJIeAnGLICKOOuIYZCASEvL7Dy/Ko3JV3Sl+wUQ4CN4JO36oozxeVarPztCcm0xPzFllIl8ScfK3h+nvDZvGccuYVppHwWK2235VRXtNOEHL7bqYBVb/qiS34DExsGqUP5kJsWL1c/OUei4wZBvTN1o97aREKWCFXL9f7v9jfMNz9KAKonf0C15A+QCKZYqXsvsN1+CsHNjbE/5c3bP8XTsyIvUVOionvvKfhkhNM/JxjFl9Z4f7sMAP9RpwjFiW5nJtPkT0fe/ChB70NFW6YhNjeQd/85z+IWwtgzeifwu9to1PvMqbfWnJQ3YrE/LoSAv2jbnLm2Raxt3ZOkfHPid1gxyfoQJiU3H14nl4Uz/EMt2rJbexE/CmGt+6kC1mbfMu4OVb+7Z5/7gK8KY1mQYYqFkSlftRKvOQUKQyU+llqis/0o71aGV5lQJRwXN5+cfmosjGrnSKBv2svPr8O2yIUEbVilVnO2Ji5oGqp4dZZ/RTV+H1IKhXvf5sJRzDXT1DrycbuKZBlPFmQFUEadUFMRyLe7+mBhpJRaFok3Hbs+nuQfzaJ+DyspdyY6209S1EAoHskoTsDCSMm1ief54lJzAP5+bWeNStmXC5R8N7wf47128/z/FrG4hXmNN2Hx5pdTqsbdfT5ZocmsuuKM0lQo5Nh8TVAXMw+d5M9XI7AwUuKvPkWvBgGsXCi8nS9uYS4VUDwIfP6yEDa/F/ucM7iAZT5tyJuUKU37bng/Xuj/GQ5mPmSFJjPea7fU9zjRcQP7Oy4i90gazz73QbVKh7ZMQ4vveuJlvkRqSSVeCzOapjPIIpQdOf74q4Vwd3m3MtwaziSlMBaD44aUdyuj25nJhLdxBwQLmYEeK1GauhGSaUnukTTWDOsu7atdPa9qQ9J1Uf/qsuy9WE/GragrQbkTBVD3b/G+sPd6EJFZg+nfKBhbExfJlLkqydKnJNaGiFUtRMkpVXMqfhPBzQU9ZpBFqPTbEV9Q11/1IDrbj0nWh/jiUnMpMpLdNRWlqdstPdNFVM2Nrnp9ykUgTzZkGxgZMmTIkCFDhownDLICKKNOEBXAhE+jGNY0FLeGMwHhLXloSgQD3l9OXNx8Rs+MlnIARQQ3N2by1mO0q+dFcbmWE/vXATf7Xla1SLkdCt/IlUKlc22LmD//psEz3Br20LV5WR3TFU2JSjJ1BugzPZDjnYTuJe/+cx6bdU503zCFnFI1m0J8JDNny5Nt+HZXH0qOFdzReB8mLk84xVtNEvnxU0HVaL9+IJFZQh/hxS3MaXDChu8XewlFKTo5hzbrnOj47JBKuXigvxNISmEstiYukllu/tEszh/YzccvGdLkT0c+HJRF88Tu0vLZXVNRF8VLZrql3xRJ5uDR2X4sbmFOUn4kX1xqjqZEha+V0InkTOetNbbZkhXAxxv3SwGsukxVBVBVEE1GcQIOZj41Xut12ZfuNF37maT8SFQF0Wy+NgqFobV0P111xRkLIyXxeSH4WIbTrp4X+UezJFUyu2tqpRzAquOMzBospFRUkx9YdD1PNoJ+giHnAMq4K7h8KIRKU4mTpomN31IKY/Xe/ILSSwhy7co/Bw9gbezA2XLB3kOX+J0evwXHiBHV/q0LMfxx6etEzHvm0bPhTGzLb1arVr3Zt18/kILVQheLtpdv5tYlOm7AyW00rQ/2Y5a5kAM4v8KHcEuJisC0TFZe2MngkUIHj4LV2VgPyqKv/Wy8Ny27zZl6NGCzzonrq9Ip+mFNRZ7RHgZVeI5dHnWKbZ9N4nuE6sJtn1lLodoPbbOYqdN9BfQTLBMDBQ5mPhSXa1nxq9Cq7tnnPmD9Lx7M+2UPG0a0RFt2DounBauXyKzBzEpSUtxBi2PECH4fM5ukYZG4aYUH4CTrQ2w0DeathonE1vPC+fQ4drUXUga6GB27Z35+9woPMx/wv4SHkZ8mfm/t6nmRoB2Fi8L6tiFdfS9A+pa53fHklKpRGFozs1k2yy9bS20h+zaezXb7KfilxqEpKUDR1xrbPi6SVZKDsU+l/eq+3JoYKNh8LYLip6bI16QMvZAJoIx7AjGP7/CN5ZIitv6qB1cPL6x2ncsTTqEIt8a8Z0sAjuxbSUphLAnaMBxftqH9+oGSB9fe60HEjJ5G/tEsXuj/GQ3DmkkN0fe3WEScx3yavu2M8+lxWBvd7ONbFcXlWo6NW83hoYJf3x+5n7HPdyHvDDhHw7BmjB7SkJBMS8bOF5b/fcxs/nw1ghGem+j87ii2jhoHiwQC2O3MZPzVp/D+6fRdnr0Hh7m2RWzZ7UnC4ALCNEfYbj+FKDsh38idU3zVyo5xW2J4/+fLGL3phHlFu7coOw/6V+RzVldVKEL0dvxhpNDPdEN5Il98EEbXRn5EZk3CwcyHLsaCguGvPsAhh2XsyPHH4lUlff+aTZOChYxsvBMQSLmrahrZXVOZ2SybONV8SSk2Maid6W5dcDdETiaBjxd0XxR1X2IUhlG3/R6rs+rRN70mEihGQwQSqCKlIs91TtEQorP9ALjYZR/NirtSbKiVjKItjJRoy24WgRSXa/l2l2CxNMgilMAyDc+2u6k2Vj1WGU825BCwjDrhdp1AAHYvmUn/RsFSwce8X8ok/yoRZ//YJr2xTp2jolXvPmwK8cF70zJiRk+TlvtwUBaf7hBMlC2MlLz8/DqJdL75UQI/fuqLY8QIRnhuomxySaV+vlVDwGI/YIAT+9dJFb+/fh5ATqma2NxAdi8RFKiXfliDtbEDOaVq4vNCpP69ANMHprF0Z8s7PHMPHmJ4+4tLzZkWnUqqXxwNTtjwzoBzPNN3gmQ5MeSDMNKdj/HLK5M5sm8lQekldAgQwsPt6nlVspq4E3PZ4nItZ//Yhl0fTzQlqkoqhaZEVdHsPozN10aRoA3jvblqfh8zGxDsf56bEcSvnwdwvNMavX1Wa1sJ/CDtXeSHa91wL5S/uwnL6vu/rvu93T6qfhZ/F//7bQgXu+wDBPN2MYzbe+N0evabivPpcSQ6CjZVezrM4cW/l3Ll6dOYGCjIKVVLL83nD+xmvNfuGntoF12/QWSXQXII+AmFrADKuG/IKVVXCuu+W2X+6piupBTGMtBjpTTtl2aT2QTEjJ6GcXczySJGJH8A2z6bxHMzPBnhKVSoem8az/DR04BIWvZ3Ja3zIRRn9FepijddVYGQ32bc3YyIkZ4EpmUyNCWC453WMKPpdLpECArV10MdWdu6Jx9fPHKL59+jSP7Ge+0mItZTCpnvXjKT3CNCK75+UaF4b1pG0+POzLtWxl+9onAw8+GDoJsEfMD767jW4Tyfv2xD/XQbup0R8vhuPHOz8lhXTdBnnqxPHXRyG01xuRYLIyU5pWqWV4Tek/KP8MbFAlqX9qNLe1+cT8dh5e+F+9PzATA4bsgrm7eyv54XFgbKW7Z7J7hT1UNWAZ8siNez7v/6UB0xrKry1WT8rG9d8X+7Pp5orqmkdWc0TcfBLIDY0YGoCqI5lzCFpl8LXZbWb/KgXb3lJBZvkF7kRP/N7K6pUuWwqBLKCqAMXcgKoIw6oTYKoD7U72FF/tEsAFb82oF3BlS2dfnz1Qie/n48v4+ZLXkA6sPuJTMls+l5v5Qx/MNIjLubsbiFObG5gbSc6irlyVRVAFUF0WwYIfjQ9XjPH9OEhnw91JHpA9NI9YtjQYapFEZpGNaMvEmZfDRPyycfP143zOur0lnxawdmb8sDhPP0xsUjLGnZDF+r7ZJ9hPiAev/ny3Q7M5n4vBCOfhmKiYFCeqjo2vlUZ8Zck92EqHCkFMaSlB/Jd8P7AXBhxR5Gnd/CU706oDC0Jii9hKT8SCkJPspuhLTd/o2C9Sa734kX4INUAe/F+k8S7lXeX10VwKrT79ROpjbTqip/Vf/XlmnYkeMvtD4ESTHXlKjQlKh495/zuDWcSWCaYN+03X4K7ep5YW3swI1nLtPkT0dpe0n5kQxNiaC8Wxln/9iGu/v8W6Iixde1RDmPkBXAJxQyAZRRJ9SVAAKUflNE/0bB9G8UzMcvGUodJhZk3L76d2TjKP76Kor8o1lcWCH0qR3w/nJ+/VwwTu2+YQqHHJYxOHk1RS55t6yfUZxAfF4Iq2O6AsIN9H+/DUFdFM/fr+2k9Jsivt3Vhz7TBTfr9Vc9yAoVVMh/Xz9Ci+961umYHzQavdUcdVE8Lz+/TiJxxeVaqZJQDAuJnTlAUGxP7F+H8+lx9JkeqJf0VUe2xA4vNeUHil0NPM4tlIpJ1rbuKYXY+0XOYeuocczelscgC6E/8ZzBBay64kxQegnmPVtWGlPVMej7uyrqQshkEnj/cS+LPu4VAazNtu6UBOqGe3Xn6f7LKVVX8gh84+IRll+2Z1f76fz6eQBRdiMkn9L9HRfhqppG/0bBuLvPx8JIKVXJmxgoePef80TZjSAyazBrW/e85fcsE8AnG7IPoAwZMmTIkCFDxhMGWQGUUSfURQF0azhTcrAXUbXYoybY9fHk/IHdeG9ahsLQGvtTQhj3swqrlgYnbNCWaST/rqo9PEF4207Kj5S6eTifHke3M5M5f2A3dn08SVt5iJZTXe/ouB5FPNN3Aif2r2OQRagUKv/rqyiGRW1AYWgttZtSFUQzo2k6IJwn59PjSHc+Jilt+sK+ICipxzutweC48A45snFUJU++6lSvnFI1L/2wRuo/3OmvYYx5YRse5xYSqnRCaeomFZyI+xWrI2vqd1rd39VBLgh5tPCoKID65tXVV1DffDGce/jGcqnLju4yVRXCnFK1YJX0by4BNsmoi+LxS40j1S8OgPnzBV/VT3dYUfhGLkn5kZJ6/vVQR8ZtiWFoSgQ9+02V7otw0zqr+LqWn54eLyuATyhkAiijTribELAu6q01l6pwa4O3miSy+doolu5syXiv3YBQjbthhDfG3c30EgXdxOfici2v/7iPqXOEJGvLk22kPJuM4gRicwMZtyWGhmHN7vrYHgXo5i4WvpHLhhHeKAyt2Xs9iBf/Xkqi4wa+amUH3MzzE8+frgea7vkUH2Iv/r2UsRcEu5Z052P81G58rUiauL64T22Zhr3Xg3jj4hF8rbaztnVPva2tbmc/o+/v6iDnAj46uNeef/eaANZ2uzWRQF1iF6ZxJT4vRKrW7d8omJGNo7A1cam0LAgE0P6UN281SaRNuDv1e1jRZ3oge68HSdsum1zC1lHjSNCGYWviIqVXrL/qga2JC7YmLgTYJBOZNZgwjfBym901tSIEnM/2rm/KBPAJhUwAZdQJ94oA3ik6PjuEs38IxtFH9gnVw+3qeVXqh2lt7CBVnMKt1XjaMk2lz9oyDdldU4mI9QQEL8PnZgg32FHntzygI3swGBa1ARfFJOYMLuD1H/fx3fB+jNsSAwj5RNV1FBicvJrt9lMkEqYt07Agw1Sy+Hn2uQ8YZCEUjtRkO1EVYs5TZNZgTi4LZ87gApq5dpUehjUVfNTm75rwoEngvdrGfwn3w/D5fhHAO5lXHQHUlmnIKVUzNCVCKvRwMPMhKT+SAJvkSvm6IJC42NxAAmySyShOYO/1IJZftpd+d399FcWFFXvY2Hag9LsTX67sT3mT6LiBdvW8OLF/Hc/0nSAVV9maVBjl5xnIBPAJhmwDI+OxgtLUjbNs46Uf1mBr4gQgEZKcUjXG3c3QHFdR3q1Majcmti8D/QatmhIVeV0zMTtvSXxeCMV2WubPF+Z/eVHJPwcPPJKWL3eKfpFzOLksnHYfqtkUMhnfqx4AtE4SKnL3dJhTKVT16+cBWPkLdi2HGwTg6dOG52YEYddHIMrxeVtY9F5DACJiPdmR0pBQpROLW+hXAPWTHwUKQw2TrA9xbNw07Bw3VJBH61qu/+Cgz/KmLtt42MfxqOB+kL+Hiao2MFWhOy9U6URGsVDEZl3oQEphLJqSIunFSVzWxzIcTUNjLMqVmCY0pF1HL95qEo1/hwr1MCKYpw3GE6ZRM6NpeiX/0yi7EZz9fRt7OswhuJsxh28sx8JCWWk8JWWPTxtLGfceMgGU8VjhYpd9sFfIOdOUCJfv+z9fpjykDPWBeEAgI68Sy+cv2wDQJtyV157ao/fBqy3T0OK7nlw6mYgywI2JLx5gTeDNPMX3AHi8yZ+Y7zjVdyFfLlCy949t7HAyZu+VIJ4jSG+ForooHie3A7y7QzDurt9jOZezThHcPBjrtEzm2hYR3NyYVd8K4ePCN3LxWrOEubZrsKiFPYsuqVMYCuNLdgILg5qrfO8l6krG7pbEySTw4ZK/u9n37UhedfsrLteyI8efkExLtGVCByPRDD3ARvjsfNqfK0+fvmWMolXTPyUH6Ht2NjmlaqlFY8dni4jO9mPv9SBClfsEhd6wIuJhpSXJcxMTK16A+zcKRlFe+UU4qzS5zudCxuMPmQDKeKzQPLE759iOtbEDz/SdIE2/POEU09MFw+NXZ8UCSPlp7vN6khwXQ5M/HaWwsHjzFW+41sYOxIyehmNEPI2/tZPyc/4LBSFiviNAi+96su28kHyu/bw5HQIGc8hB6GP86+cBDPlAMH62MFKS46LmilVFm7sicImYxDsDCnj7p0hmb/NmXkkZjnFCf+b/+8KD5NYx9KqjDcvtQr33Cw+LjN0LNVHGrXhUVUWxOC2jeCmhSif2Xg/C+fQ4AFTm0awqdOZ4J2Osyxxu8S0V13+qVwfczs5ky+7RKFsJ4eOP5mn58dNsvmq1QVjW4OY1pTC0xst8iZTPq9BR1at6EMp4MiHbwMiQIUOGDBkyZDxhkBVAGY8Nnv5+PHGvzmef70JSS+IqzbNZ58Tv+bPZoGe9uLj5wE2nffEzCK3G3rh4hMlbhSrWo1+G0mOiPy15/JU/fRCLWhp/a8eup6aTdM6Kv5WCUtruXS+0ZUL4WwxbaVoI6qG6KJ56a+ewse0mQnwXYrv5MlsWj2b0TKGlXoBNMkPeNMVk462KVk0qV23DvbVVyuqi6D2ode7ndh4HPElqU9VQscLQGqWpG/s7qmi88hCK0Tc78HT6axjZXY1xqFhH9z6lLdOgKVERmxuIl/kSwtu4s2OkP4OThZ7kmnEqFmeZ81aTRHJK1ez8YypjXtgmjUEXVQ2ohWn59+0cyHj0IVcBy6gTHlYVsC7e/1noT/v5yzZcWLGH6Gw/3v3nPLO35TGzWTaWJ9sA4OQ2mgCbZLK7pkp5geKN8H+/DWFms2wUhtZ8NE/L4OTV5E3K/M/YwFRFql8cO3L8efun00TEerJzz1Qpafy74f0wMRAayjufHof3pmX07DcVAC/zJezI8ae4XMu4LTHYrHPCwkhJl/pCz2Sxo4iuDUxVcnc7sldT+Pd2oePaLHs7PIwuIfdrW48aHhT5u9sK4Ludry+0qkvqdu6ZyuIW5gTYJDM0JQIQCkKsjR0kC6vici0//y6kt5R3K2PU+S38c/AAlyecYv1VDyKzBrMjxx8Av9Q47Pp4EpKU3LDdAAAgAElEQVRpSZTdCHo1CJAq6HU9/6TOHxXjWpBhKngKKhJo2r+NXAX8hEImgDLqhIdBAA+OXUrvjdOlv9uvHwjA36/tvGXZi132SdWtumhwwkaqGgakdnGiJcqTgOdmBDHIIpRn+k6QbCdAsKMQCeBTvTqQFZosnacZTdOJzQ1kT4c5Uu/RnFK1ZGbb5E9HOj47pEYPwdoQvDshereb96CIoEwCa8aDVP7ultzd7TaqI4CiS4Hz6XH0bxTMa0/twTRBqKDv1SCAJS2b0eCEDenOx+hS35ecUjUg2MBYGztINlfaMg2rrjhLvYDVRfF8uUDJ10Md6fTXMF6dFSu11hSvpcM3ltO/UXClayulMJbSb4o4MeJH+nq/LRPAJxRyCFjGYwNd8gfC2y/AR3qWTXc+xu7XBM+rbZ9N4vUf96E0dbslyTrz0MmK3pvpfAe89MMaGoY143+/DblPR/HwYOVvT5jGlQ29OlC/kRVJ+ZH0bxR8iwGtlb89Td92JryNO9MHCoU1i4Y05Ejrnph0VGDesyVtwt1Z38yDHcWC6exyhT1Xyk5TXK7l0x1WLBqi1SGB2kq2LlVxv0jP3VT5wv0NO9+rfT/qeJSUvwc9Bl0ymKANIynfj72t7FhSHko7Iy80zwjpFb6a7az/cykpxbGsW+TGB0EJfHGpubARUyFtY7u9NTty/NGWaejVIIDYXKFX+YD3l9NneiAbBngT5u6MrYmGnNIo4KbJ+oJrpnRLy8RFMYleDYSe6QnGYQT2z8Qio/WDODUyHlHICqCMOuFRCAHXhMbf2nFtomBhsnPPVEm1UhVESzdBuPl2nlGcgJPbaEAwVxXDyzv3TH3wg7+PGNk4ijOdt9JneiBrhnXH3X2+1EpPNKbNKVWjKVGhKojmj//7DICvWtmx3X4K7/5znpnNspk+MI2ff58gdR1wUUwiozgBt4Yz2XxtFJFZg6Xt/dRuPEpTt7vq5HE3+YEPuo3bvSJvjysJfBhkrLb7vJ8KoL6wLyCFfs903sqW3aMZ88I2qV0bCG0VVQXR5B5Jo109L/qenU2/yDkAbB01jqd6daC4XItfahzHO63BxEAhVRDH54Vg3N1Map9obexQyURd7LozbksM7u7zGdn4JjnsvmEKWaGCDYysAD6ZkBVAGf9JXJso5AICtJwajWpFNK6qaYyfvhuzKcc4OHaptGxxuZaXflgj/b33ehA+lkJ45tbg8uONVr37kPVqModvLAeEApmjXwpdBUymKySbHKM3TRk7bScN/xZykfZaWqEpUTGycTQv/n2KpTunoy3TsHC7GQDPHQ7C3X0+Hw6KJCJ2DSMbR/FUrw4AzDVedNfjrkllu50CdzcKXV0UuXtZICLicSGDjyr5u9/jqmn7qoJojncaxVtPJdLM9QiDLLwrpUisv+rBSz8kEzbElS71fXnDJIbsz4TUihGW4WhKVMz6N5dZJmFMfPEA47bEMH6at7R+/0bBzPulTNqm2AlEXRRPTqmaVzZvZenOlrR/yRAQUj5yStV8N7wfq3q8Q8zr797r0yHjMYFsAyNDhgwZMmTIkPGEQQ4By6gTHvUQMIBxd0GdKjlWfbujzEMn0ZZpUBfFs3C7GbuXzHxQw3soaDnVlbSVh3huRhB7OsyhX+QcKcz7v9+G4GDmQ3G5lp79pvLmRwlSovqYF7YR3sadI/tWcuXp0xV5SVMIsBFCSP0bBdOlvi/Wxg5kFCcQmTWY7fZTAOhS31dSJ+6ml+/d2sQ86NDs/VDtHlUl8FHv7HEn46tLCFhfH2B9vcfFlBPd71EsEAlKL2Fk4yhSCmOl34t4b1IXxZOUH8ne60H0mR4o2S/NaJqOg5kPtiYubL42Cm2ZRuqVfshhGQE2yeQeSePbXX2o38OKfb4LAdiR40+YxpWpjVR8Mbq5HAJ+QiGHgGX8Z1H4Ri4ARsdMcXIbzan4TbcsI1bbubvPf5BDeyi4POEUNiudqN/DiiP7VuKd0BAfy3D+qJg/4P3lnFwWDghV0a3q9eGPIoEc5pSqURfFE58XQsPXmxGwIplf3zRl1krhHJtNmU9SXCSTrA8xyeIQGssRuJj5APfOquVuwsDiMnez/6rbqc3+7jVhe5TCwo9i4UVdl6ntstUVetQE0dpFuB6sMTHQ3vI9KgytmWurxrbUpZJLwan4TWidNQSll9ClfjSBaTtxmaPimf8TSN4/tkXMUkbQMKwZC2YE4WMZjqKvQB6tRtrjopjEj5/68snHCmxNHHlDdQSAWY2CaXDChgu99tT63Mj470FWAGXUCY+DAlgdPpqnxa6PJyCoU6L1iaZExfkDu/kgSPOQR/jg4GMZzvVV6YBQIGJr4iKdjxf/XiqRjNJviuj87igcI0bg5DZa8l0USfYzfSewv+MitGUaftv7Aal+cZWsXWrjA3g/590O93vdB0HWHsQ+HgXSJ+JeFn7Udll9Sl9t5lftt607TXy50pSopMIN8cW025nJvNUkEW2Zhrd/EqrsX35+HW//JLRo/OfgAYpc8ghv484hh2WYGChQFQjqYOukflxYsYfeG6dLRXDem4S2j96bltEwrBnl+WXceOeyrAA+oZAVQBlPFC59nUjTtxVShWp5t0jWLXKT5j9J5O+dAeeY+OIBFld4AU7xPgmc5NMdVlgbO7C2dU8StEJvYO92y/jkYwVd6ltSfmEnndoOIyg9neWX7QHQljlis86J4R9Gohy/BX1U5F4oYnerAta03TuBvn6tVafr2/79JGlVj+FeF6I8jniQ5K82EL+TqusLCl8QJgYKXBSTJAVwY9uBKC4Kqt3yyxvYMMIbEwMF7ww4B4Bp0zaEaVx5frEdAD3e8yeksSUArlc98Oh+gE5/DWPdIjfarx9IoFsQAD+Uqnll0tY6HYOM/w7kIpDHEPv27eOll16iefPmGBgYEB0dXWl+eXk5QUFB2NraUr9+fTw9Pfn7778rLZOVlcXYsWMxNzfH0tKSiRMnkpeX9yAP46EgKT8SgBvPXObGM5f55+ABXuj/GZoS1WP/sLtTZBQn0H3DFPZeD2Lv9SD++kqwiOh2ZjJmUywpLtdia+KCrYkLJ/avI7yNO93OTGZoSgQ+luH8MHIYFkZKLIyUXD18TrLREasQ64raPIhrY8VxLyHuU7erg/7WWndvRHyvUHXMdfn3qOJhnMfb7buuYxLtk8I0rizd2ZKcUjXaMo1EApsndmfv9SB+eWUyk6wPoSqIxst8CV7mSxh7YSf/+20Im0J8eO2pPRz9MpT26wfSfv1A+kXOoeRYAesWueHWcCbdN0zBVTUNV9U0Xtkskz8Zcgj4scSvv/7KH3/8gYuLC8OHD+enn37Cx8dHmv/pp5+yePFiwsPDsbOzY+7cuSQlJXH69GnMzITCiAEDBpCRkcE333xDcXExr7/+Oj169CAyMrJWY3icQ8D6sHC7mVTAcH1VOkt3tnzYQ3pgSHQUOiiL3mKDLEK59HUir86K5d/XBfVhf8dFJGjD6Bc5hxlN08numkq7el5SR4L/+yKY/KNZWBs78OLfS1l1xZk1w7oDldvA3UnRx93Ov5cKWHG5lgYnhDaCO3L8efa5DwAk25y65Dk+7By+xxX3OvRb03K1Jfi3W06fR6A4LaM4gZ17pvLi30tZM6w7CkNrwjRCL/J29bz49fMA/n5tJ0taCu0pxXQVEDp6qAqiKTlWwJcLlNUeR3gbd8k4Xx/kEPCTCVkBfAwxYMAAFi5cyLBhw26ZV15ezrJly5gzZw4+Pj44OzsTERFBenq6pBSeOXOGmJgYwsLC6NWrF25ubqxYsYJNmzaRnp7+oA/noeL7xV6A0AFE9MaLzvZ7iCN68KiqcOzI8adf5Bzs+nhKSsTg5NW8+PdS/n5tJ+8MOMc/Bw9gebIN/upT+KtPcWTfSoamRGBhpOT7xV58/rKN3ty/uoytrvPvVsWquu7FLvu42GUfxt3NeOPiEZxPj5NUGn2q2d0omTJuxYM+X7UhdXVRgatCW6bBLzWOP1+NwMRAgf2pmx5/4m9ONFY/+8c2Dt9YLv0u11/1IKM4gT0d5pDdNbXafTxp9zQZtYNMAP9juHDhApmZmXh6ekrTLCws6NWrFwcPHgTg4MGDWFpa0r17d2kZT09PDA0NOXz48AMfswwZMmTIkCHjwUIuAvmPITNTCMk1bdq00vSmTZtK8zIzM7Gxsak039jYGCsrK2mZqigsLKSwsFD6Ozc3914O+6Hh1VmxADz9/Xj4HiZvPUbnd0fx+5jZgOCNJ3YUeVwhFHfA6piu0rRrE88zsnEULopJHA53l6ZvbDsQa2MHetoW8fLzNgyy6APADyN96b2xDx0Nh9AwrBllUyw5lLiMmc2yAYj/05EuSic6Nh7CvF/KKkKjt1f+7sS+pa4FFndagFGd0iOuryqIZuyFLJa0dON42Zpbqpt1l63Nvh9EgcjjjjtV1e42/FtTNW91RT93ui2x329ErCfm7nEcM3bAxzKc/zsUzN7n1wHgfHob6m7xmPecgrWhA05uo5nxdzoHlgrFHH8MacjJZeHEh4TQ6GTzao9TVgBl6INMAJ8QlJeXY2hYs+BbXl6OgYGB3nmLFy/m448/vh9De6SwZlh3+kXOwa2hUP3672NO/gDJkPnCij2sjulK/tEsGn9rR5twd3b7zaRVb4HkoRaWsWngxLK8Nvj/dYoznYUQ56c7ZqIumsQPI4cxLMqZLvV9uWp0juWXBc+xj18xxMIoD4Wh9R23Zatt9a6+B2zVB3BtiNadQDcHcGhKBACxTRIJsEnGxzKGkRWmvrqET7fNV9XtyETwznE/C3tuN72qbUtOqZp/Dh7Aro8nBscNKe5efQX47ULDohPBDyOHsfnaKHyNt/8/e+ceV/Ph//FnqeRIJQfVSNKsNdfkHkuj9YtZiFmMZmnWDItZjOYbs2bNMDOXRoxmMWuGtVjMmqWltTQOk8tZKjmo5KjOqX5/fHw+KpXELtbn+Xh41Dmf6/mck8/rvC+vN8YGCp6cHUp2eQoAk5ofIMreHRu9MN/XydSHVW0dpdKVxwyVRGryKFvnzeolTkxfcH8NWDKNC1kA/sewthYKhS9duoSNjY30fF5eHj169JDWycvLq7KdXq/n2rVrd0QORebNm0dwcLD0uLCwkPbt2z/o0/9XcPTGKmmg+n8BsVHjyN4ILr4/g617vXh+2G5unMjjPIewChKsXLw9VrNghAuwjNwkP3BfRM+yPQBcOdqG8+8fwrrfYZpu2I0y2Ikdncdx8gmhm9CG2zfAB23yXBeVpyqI0bfKPIj6Q/Hnto7eAHTSpbKyvQpdcToz/zxLRDtrqW5rVZ4jLz19pFYh/CAino2J+xHt97pObZFf0epInNKR6byV0uJYNI+p6Fs+A6ifsK++3+EWty2nXmmdLi2zaGIn7W+P4zSMy9SSmTQIIrBrMz9AmFu+YIQay4/tebbVRg77ZTM4egEgTO/5fP/Iu14LmcaLLAD/Y3Ts2BFra2u+//57SfAVFhZy9OhRXnnlFQD69+9Pfn4+x44do1evXgAkJCRQXl5O3759a9xv06ZNadq06d/zIv5hSqYWssxBiOI8+XE6bV/t9g+f0f0xK/b8rd/OMzd9C69+dQKFoZJOTT35eNQRKQKY8fJ2ujbz49xHCdgYu6AuTeSxgcIN5L29VgR7j2bpyG5Mt1MRm5/Ihg4BdEsWOodD2+mJcbCrl+ipTQTVN5UrotGr+PXHjQx8cm6VqFtdabl7iTRW/ll5P7/+uJEbPfPwOL0Ena2WHdfG0clBiMiQl3bX19KQiGdjE4MNjfo1RPzVJQZzdKl4mgumzPsPzsXI1ZT9B+fSZ/D0KqIMFPV6v2pbp+q+bq8388+zOJn6oNGrhCkfhko8zSMoKBOEZ4GZmvjCOXz6nR/Hb3rw5o1VrEnsAkCQLP5k7oIsAB9CioqKOHPmjPT43LlzpKWlYWVlhZ2dHbNmzWLJkiU8+uijdOzYkYULF2JraytZxTz++ON4eXkxdepU1q5di06nY/r06YwfPx5b29rrSBoT487uFH55dSfbw32k2ZsPMxdfTObwoCnYGLugNHJCaRSF0shJsjdRGCq58uppzGnHDV0e7fsPoM1G4WYyKjOcay+dRZfnSKemnsTm+5No5MSnJwXxeLzVeDxOq0hyEiYN3E+Uq76dvwpDJRe6juDC1RFYNLHDxzLqrjYz91IbpqvQkqNLZVTmFvY4TiNInQFAvGsM6puJqIpjGZWp5aW5R/j0u1sb9rxzP/cjAms67/+yGPwrhV9N69Ul/nQVWpRGTigMhUjdwCdVfPRtZ9r3jyZHm8qMNmekLnBjA8EX8uD1UPo2n4FFE7saSwEqU5MptBjFztGlAqAwtMXYQMGs2PMUvKC+Y3mmLp4ApYIJ5xwpKPNnX8J0Anxvlfosz6jXNZFpvMgC8CEkJSWFIUOGSI/F1OzkyZOJiopi7ty53Lhxg8DAQPLz83FzcyMuLk7yAATYtm0b06dP56mnnsLQ0JAxY8awatWqv/21PAyMD4llQPAcjiyP+KdP5Z4xXG/E2JaCwbNv6XZmAL+vjOHPn48wOmYr1v16YJlmDwiCSoxE9DoZSL8Fsxh+ZQ0AFQPKURo58eNjYdgYuZDktILJl29HRhfnmPDsU8HcqzPk/QghXYWWOVm56Cq0PLJJia5iBKdX7alxu3uNuKlLEykoU+OY4Yyd1R4yS+IJUAqRoIJSYXTXjpbjuHL0NK/9Xy5jEoSarU1jBqMtt6uSAn5QIrD6ef6XhOBfbe9yL8KvrvPJLInn+Wa78WuxB4sKO8mPb1/CdAKUSZhcN2NJgSnB3qnYGAvisLoQrKuWVVy2JV5wcXj6j+X4DvUnvnAOpmVLMDZQMPVCMkG3BODYlrHYmbgRZmvEzD8hvnAOP/1+FgADHr7/r2T+XmQB+BDi7u5OXf7dBgYGhIWFERYWVus6VlZW9TZ9lpGRkZGRkflvIQtAGZl6IKZJHzbKA/V8gWAY/t5eK8JzR9B1wnK2fmXJlLQ99H49iMO6JQCsf8aVLfFOGBso2PTuYIrXHiGxKA6AeTsKsTE+T7Ljap4fthuLJnbM/PMInW6Zz1o/0aPOiNbdlkH908biz70FQajaxDLzz7M83mc5W329GJSey4Wuh6X1NHoVnZp63rGvuuoExXMtKFPjZOrD0RurOHojm9yk2/V9E8wH80prF6IfHUHPQfPxsYwCYMiNVQw6NR/jPvWzg2loFLCm834YI4IPIvJX35KBmh7fLQVc+ee8i4XoXE355HI3tOUaQqwTSSwKB6BX00AGnZpPzP+dJuR0PleOnsZigDiZQ3NPpQ5NXjbh0yZCacXhBVasyoPz/ocoKBMi0Jq2KuyjhLGLX4yNofmvbRhlvoWxLWPo4raF1E8j67weMjIisgCUkakH+w/O/adP4b4R6oZC+emHZQBsvuKBnUkhrX9zBmBlpIOUuhwds5Xnduwis0TwSUxb4cnAr+bybNeNKA0FkagYqJRmKw9pEVYvAXe/Ni2VGzL6Np9xq0g/Aut+QtPKcIs1hJQK3oSq4lj2JVixwkcjpeFqqruqfnzRysXORE2YbTza8lLUxYl0HSh0Xp49coAkpxUkphQzpEUYfZtPomuzUgBsjF3Y1tGbV0iv9zV4UCndh6lO8EGlfBsq/nQVWjJL4rExdpE88kQRX9O6ACHWqUy9kIybWQhvf1POztbpaMuFVK26NJHsninYGLuQ3S0FpZHTHfu525cO8WfZulJ+1wllG59HLyDs/05jmz6LbR29UZcmYmPsQuuewt/sB5dsSZnlz6zY8xy8HkoH7T7mntQgI1MfZAEoI3OPiJYNn1z+d3cHX+h6mLavdpNubIG7Ujid1YffEraw0KaUBdnFrPCZzqZbr8fTPAKLWwJQaeTE+8+2ocesA4Dgjxg4ypmX30qlycsm0s1sSAuhzKD6yLcHWfdWmy+bwlDLcIs17Mg0Y4/jNHaNnIhukxbbdGHCzY72Djz7lIK+5Rqgqi1LfZpDVMWxLM4x4d1HBINecZ1BreYTobPGxtWFDw7b4tYlhIzD2wHY2z2IbR2TEE2waxN8D7ImsCb+bdHBv6LG717Fn4i2XCMtc8zwosDmVmRNr0JhqCSzJJ6D10MJUCZV2c6iiR0r22twKQng++eVdPlzKQbHhIYL36Hbb41oS8LYQMHg6AWkTFwLCFYtnua11+NVF5oFZWoyEoXPU/8KLU6mPlT0KmfJFlM0+nY8/UcI+3sJRvwddIOZP66IM+mu0NGb1r858+NjgiXRoFPz67w+MjIGFXUVk8nI1EJhYSEWFvda8i/zdzOjzRl2jROsWrJWJ3G5+wlKXYrwsYwiNFvPYb8lkr+dk6lPleaFnycsZ9gQIVqYNyUDiyZ2UndjTZ5/1Z+rr+iojxirKW2nLdeg0atYledItxMTWWPXhfjCOazwsQeElHff5jOIcfBl6JxwFi2Cya0S7npulTuANXqVFBEUjyvOAB4fEsurX53g6++nsHSkGUCV61NZFNd2vJqe/7vE2l91nL+6oaM+x6gtwqYt1/DeXisGPjkXdWki+w/OlayORJsVdWkiUy8k81WnSVXeQ3H+rvjvlw/XSB6am694UJichbv7IjJL4nEy9ZFEX25SGj0HTbk1Hafucy4oU/PG13nShJ0Oxwdz2E9o/lCXJmKSasZ3jwYz80+h0WNU5hb2FgTxwSVbNl/x4L29VvdyGSUKCgowNzdv0LYyDy+yAJRpELIA/PfTqamnlMIFaLrBnJKphYRY5xOea4m7+yJ6nQxkdMxWAPys9uCiCKhRuFQWNLWJmrs9X1+qi73MkniURk5o9CpsjF2k5eG5lsTm+1NQpqZv8xl8cMkWfUox/ucPAdDFbTw2xi6E2RrhaR5BaLYed/dFwJ2dmdWPX/mfGDESLT8OXg9lb0EQr7ROx87EDaWRk3RzNzZQSAKwNjPo+lyffzpi92+mLvF3ty8PBWVqCsrUbL7iIYl6cSKHjbELtumuBKkzeH7YbnQVWvYWBPHrj8JYthU+9iiNnKTPgvgPBPN4s0hrDvstYd7FQt59xFza7+O/jybJaQXvPmJ+R6S88vnpKrTE5vtLdacgdB2LwrSgTM3NX67y3aPBFCZnAcIXjnbT+9Gqb2euHD3doOsJsgBsrNQ9G0xGRuahwMbYBRtjF7y2Cz58ZpHWeHusxizSmp8nLOfnCcspmVrI9nAf8m81bkw4t48PF9sxu202s9tm07WZXxWRV1MkqyHci0dbQZmaVG0ko2O2MjpmKzm6VGzTXen4mgebr3gw9UJylZv47LbZjG0ZQ0GZmua/tmF7uA+TWyUwuVUCLT91YI1dF3KT0lhoU8pjA0feIe5q+1cXTTeY08VtPKHZesmXbd7FQuZdLCRS0w+NXsU7/1NUSTVWf52Vj1PTMf+OKNrDRl3vTW3Lql9jYwMFFk3sCFAm0etkIJ9c7iYt0+hVTG6VQELnBczJymVVniNB6gxKXYoodSni4PVQ1KWJnPppd5W6PrFk4tpLZxl3dicR7azZcW0cLooAXBQBTG6VIH22K59LTefsaR6BjbELfZvPoG/zGUxulYDSyEn6exzbMoYd18YRuCuFwF0prGzvwCOb+tB5xgiOLI/gzeFXpX097Ab2Mn89cgRQpkHIEcB/F2aRwgjA6KsjePcRc15pnc4kzwOc+yhBGte2fF87HtnUh+kLVPR+PQiA7eE+bPUVaoYqCz64M717txRvXTV2tT1f/QYopnWnXkgGhAhIbL4/X4wVOpm9tq/g0++EDskX5sUzOmYr3h6rib46AoWhkg8u2UoF+K1/c2aaVxpDWoTRf1sw1v16MPDJudJrBSEiNPVCMu8+Yl5l/J8o7MQoT+Wb9Z8/HyGh8wK+fX8G694RTLWlDk29iu3hPlLa7nL3E7VeC2255o50+v1GT/+r3GvUr/qy6lFlbbkG23RX3n3EnMU5JoAQ2U1yWiGl/NWliSgMlaiKBRP4zVc8CNyVguk0Syya2GFn4lZl/wVlalr/5oxlmj3B3lnMaCOY9duZuEnlE7V9maouVGv6cqAt17D5igduZiGoSxMBSCwKZ1bseY49vl4Si2Jn8uolTnQ7MfFulxaQI4CNFTkCKCMjIyMjIyPTyJAjgDINQo4A/nv49v0Z9FPNAoTGh/97YxVPzg4FoDA5C/M+7aR1B0cvYHKrBFYvcaJsXSkWTeykiFldNX51PX+33+uLGO0oKFNz8Lpw/qHZetSliazKc8TG2AWNXkWpS5G0zaBT83HM8OL5YbtRFccy72KhFNG50TOP6Ksj8LPaw4YOfeh1MpBmva2qnJ+2XIPBMUOmXkiWoipbfb1QGjmRo0tl+b52rGzvQLrzVilqmFkSz4Rz+/jthS18/f0UhluskaI0mSXxnD1ygCB1Bq36dqZZb6sar4v4Ot/bayU1kFSPwFamMUcC7zf6V9Pv2nIN694RJtqIEfKIdtZ3RH615RopultQpkajV/H0H8uJsnfHzSxEqv0UtwnPtSSxKJzJrRLYWyBE2Wf+eZaXnj4iTdq52/lWTw1XjgoWlKnRVWjRpxQDghXSQptStOUacnSphOda8vjvQrR8bMsYKdJ/N+QIYONEFoAyDUIWgP8cX77nh6d5BC1euT23WbwRlboUsSrPke6fTcLNLARjAwWG6wW3pxgHX/oMnk7aiijGtozhiZnj7phZej8C8G7L6qL6zU8srs9I3I6f1R7p9Q1pESb5GBobKHhs4Eg6NfVkb0EQsfn+vDAvnrjxghh+4+s80lZE4WYWwsHroWzo0EcqzAehm3dyqwQcM7xIWxHFuY+EDuHZbbOxM3HDMUMQgquXOLHuHRdmt80GhLSbqjiWHF0qY1vG0Lf5DN74Og+AJKcVJHRegJ2JG52aet7RCCLWoekqtOy4No7MkngW2ggegmKKsAcRN/YAACAASURBVLZr1xhF4IMWf+Ljyo09osATnxNrTDV6FeG5lnRtJvg/dm3mJy1zzPBiW0dvySrG2ECBRq/i4PVQgtQZ9G0+Q0rF5vc4j7GBAidTH6mer65zrksAVj5HQOpSz01KI8renQnn9jEqcwsgfDEUcRgwlLNHDtR6vWQB2DiRfQBlZP4G3N0XcejQonvezkURwNA54SwLuy3SxrwZTXmg8J/8+JBYsrulSEbVTTeYM5VkxuydhXKCcLOZ+YxgGaE6FkuwWRa6t7RY4Vhrl6pIdV+6yuIFuOP3mravbVlN69X0XLPeVvhciZL82Q4dWsT4EKEm67kdu3CMH8rHo5xIbBrO2SMH2L0sgNlthW7IA4PC+eCiLS6Ks0Rq1tK+dXoVg95PLndjbEsN3U5MJFLTj/nNhcii8Q2h4H70iYnEOPiy1TcX31bbUZQL74GdiRuf/zASt8EhKI3SWZxjQtmtSTHHO0SjMMzDdes0UibG06mpZ5XrdOjQIhI6L8A23RUXhTMWLnaoSwWBUVkwVr/2Nb0f/3UaIv7qYw9TfZ3KorugTM2Vo6dZnGPCYwPnkJueRrcWQh1dL0UgP3wQhna1hhgHXw5eD0VjKdTeKo2cUBgqcTML4XjHaFTFEbzSWrBXsigSvmRNNk2ocuzK0eC7Ub0uUNzWookd2nIN2d1S6Fs2gx8fW8rjuwXhNyQsjLmhGsrWlVKYnEXLIw53PY5M40KOAMo0CDkC2DDEqN3kVgnk6FL58j2/GtfzNI+gZGohP3wgGC1P3BnH5/sFv7JZsef54JItOw+Mp1NTT0xSzYhoJ9yIrhw9jad5BEtHmtXY1FG9s7e2KJ/4uKZldUWn7jWFWVN0pqBMLTV65OhSudEzj5KphbTq25mWnzpIY/nEpg0xWmPdrwdFAblcfDFZWi7emNWlibiZhUjbiF2f2nINhclZhGbr6TN4OiBEGUW7mf7bgonN9+fr76dIaXUjV1Oir44gUtOP7x4NpqBMLUVdVrZ3wM9qDwVlamb+eZYkpxXYGLtIdjyZJfHMu1jIQptSdlwbx/Gb0ZIoPX4zmma9re6IyNbEf10I3o/VS03P1dRkIX7WxGiz6LE372Ih2nINflZ7pM8JCNM+UrWRuCgCsGhiR2i2npu/CF23JybtlGxcdlwbh7o0kR8fWwoIPoD7Eqaz7h0X6fNXnyhg5fONzfdnxJm1fNVpktStLy7XlmuIvjoCF0WA1EQF8M7/FITZGnGjZx5PzBwnmLnvSpGOdbn7CWkKkBwBbJzIAlCmQcgC8MHRdIPgGSbeHA77CbN53/g6j/efFcTOzgPj8R26Xdrmy/f8GPjkXIwNFLTq21m6Eb05/Co7D4y/Q+zBnV5+dxN8gHRzvHL0NA4DhtYq8I7fjKZrM79aTaLrQ+WbsijyVvjYk5G4neTDq1k/2rVKNA0E8RdfOAdVcSwWTeyIL5wjXYsVPvaYRVrT9tVukhCsLK7Em2dmSTyh2XomeQopsvJAPenOQncxQGy+P3OycunbXIishNka8cwX6zFyNSXGwVfyIgQIsc6XIpXrR7tKUT3xnDV6FRq9ivjCOSzOMeHpP5bz7FOCz9zsttlSirAxegXWJ3p3t+fv9ruYwhWjaPMuFkqTckZlbiFHl4q2XMO2jt5oyzXsuDaOeReFqRtiWtdFEYCf1R7Ccy1J6LwAQPIHzCyJxzbdlTDb28m1PY7TmPnnWbZ19K4zBVzTeYt1iDm6VEZlbpG+dIgTeMTPVuW6xcrp4RxdKpkl8Wj0Ko7fjGbTmMEAtNnYhbwpGexc/DK+C9fJArCRIqeAZWT+YfYWBDF0Tjh/sA8Qon2ir9+W+KGShYRoSKswVFaZOGFwzBCloRBFUuxXYsy91d7VlIoSbypiY8QHNras1KuqpFAB6WYz9UIyx2/O4kbPvCppTLi3FLCuQsupn3ZLjR6FyVmoimMJ9s6iq8HgKgJOW65h/u4iBtnMZ8r8RB7Z1IfjN6MZfmuyg0avQjNRRYfEwfQcNEWKFIKQxhVvnhZN7AixTpWu7yfLu/Gm2VW0SRqMXE1RGCqZk5VGRDvBnDdH586CEcUciJiFOiQWdWkiG5cKtYU5KxLYmTCeVn07k6NLJVLTj8mtYunU1FM672e+WI/tI9tJd96KcZuRDGlhf+s63a7Zqg//pZRwQ8RfbRYvmSXx0t+M+Jz4OU7VRjIq05W9BUG06tuZSE0gH5TcElPmEXiaewtfniqUzPzzLJtvRhNmuweAQacsOX6zGz8+5kNsvpKCslXScUXxFZqnZ3GFlpu/6Ok5aAoAPzbpQ4yDC4pKf2d1RQArp3tTtZHkJqWR7rwVJ1sj9jYPIkidQYGT8HdXfT+p2khG/CmMoFvZ3gFjAwU2xi6oimOxM1FIEcBPLnfDY/YS4FKd113mv41sAyMjIyMjIyMj08iQI4AyMv8wQ+fc7hYEsPS1BwTLFj8rIfpw9sgBycQYqk42qInKnbRi1Myiid0dDRzVU6q6Ci3Nf23DundcaP2bM0v2mALw3qFFHIiYhsfpJdgYu2BsIEy6iHHwBeCF5wLZohxKnNUsouzdpWOI+6wP4nrixA6AycYJeG3fyNvl5XwxVntHmnqS5wEuvpiM6QJLZh46y758f2Y/Px+ARzd78/jvo/lqwSQml8SjLk2kZKqQzmvysgkz2pwh3VkYg5d8eDWbr3gA4D5rEbmfTSJvSgZKvRNaIw0Hu4Zy+P+E5pJ5O1zws1Lz3aPB9C4p5tcfN7LunTQAPvq2M30GT+epz5fSreth3N0XodArOX4zWnqN8c8ocDObju6ycK11nrfTkxZNbncpV782dTXaVL7eDxP1/WzUtE3lGr7K0b74wjkMOpWGcf8B0udbXH7weigu9mpsjE3J0aVKow9BsE1RGgipXNt0V3zaReFmpsLYQIh6v/uIOfoUf6Iu2fLuI+aE2UZVSe0fvBFKydRZvPupA52uuLIqzx2A0nbqGrvBa3ttlSOANsYuFPRWoyvSMicrF2XLGD57txvn/QWrI7F8AIQopD6lGJ/HogDYcU2Fp3kE2nINS0ea8eKXh6URc3sLLPnhg0h+uOerL/NfQq4BlGkQcg3gX8vGpW5MmZ9I3+YzpP+0RX79cSPGBgpSJq7F//whCpOzpNSmeEPTVWjJ73GedOet0jQA0R9swrl9fPdocI2eZLoKLS0/deDL9/w491ECHV/zkJZZBTnyx+R9TG6VID0nptYe2dSHy91P8NjAkXdMPKiPMKnNAkNbruGjbzszyfPAHYJSV6Hl4PVQ+m8Lxscyiu8eDaZrMz/J6mVxjgkXX0ym6QZzbv5ylS/Gjubr74W0XNdmftzomccauy4ojZyYeiFZsvQoKFNTtq6URzd703nGCP73jCF5UzL4fWUMINyULZrYEeydxdvflDN0TjhpK6IA6HB8MDd65rFxqRurlzjRt/kMCsrUrF4iiIhmva2IGz9LSlFWtuGpaxKLyN2u5cMiAu9F+NWW6hXTvanaSOIL5wBCHWV84Rw2X/FgTlauNPs5SJ0BCM1V4hxgdanw9+VmFgLc/qKkLdegLk2kw/HBbOvoLV1T8TMiNhdZNLGThL3CUEloth4/qz0EKJMwNlBInxcjV1PeHH5V2n9tQl5s4Lhy9DRGrsIXr/BcSxaMKGb+7iKenB3Kl+/58dMPy6TaYLHLPDcpjYPXQ8nulsLMP4Wu/w0d+mDRxI4cXSrTvNK40PWw9GXzj8n7+Oa5QJ75Yj0gN4E0VmQBKNMgZAH492G43ojyQL30+NHN3qyx68JzO3Zxdc2ZKusaHDNEYahEW67h+M1oyZQYoCggF225Bss0e9r3H1CjDYyuQkuqNhJdhZas1UnE5vsDgmi0aGLHC/PiSXfeypb4oQwbskzyznts4EgMjhly8Hoob71d9eZeW2ND5WNW/72mrs2a1tHoVUw4t4/jN6NxUQQw88+zUjPNH5P3Sdu88XUeewuCpJu9RRM7kg+vpllvK5KchPnJlQ1/j95YxeIcE56cHcojm4QbqTgS7M+fj1DRq5xNYwbzzBfr8Ti9hG0dBcuPvs1nMCpzCxe6HqZrMz+SD6+mff8BvNI6HUDygtPoVdgYu0iNM1C3EbdIfQXev1EI3m+0r/rzYrSv8szlzJJ4dBVabIxdWL6vHd88Fwjc/qISfXUEj/8+miEtwqSmnjV2XYDbAlCjV7Hj2jgs0+yp6FVexQD80KFF3OiZh5tZCM5bfPnksjBvd6FNKa/932lW5Tli3a9HlQi8iyJAiprX9TcgNm1svuIhdY1r9CoClEnsXhaAVZAjT/+xnDNd4qQvOZVF65ysXMa2jMEkVTAWT3JaQXzhHDzNIwj2zmK4xRrJnLo6sgBsnMgpYBmZfzFj3ozmy8CqVjF/TN5HZlw2Y1vGsA6XKssqepVTkCJ0OR4vj+ZMlziy5mYB8GhvbwqTs7j0cTrbDnoztmW0ZHIroqvQ0qmpJ9pyDUdvrCJS0w8A8+cC+bC7Hc5b4gixNuLysyd4/PfRdHEbD0BmcTxNPjJhi+1h4l/vzNxQDSt87IGqaap7pSaBWn15RuJ2osYM5uOeedz85apkl7NhWzAfXLJlQLAQEdrW0Zvl+44A8GruCYa/ZIjC0Ain0kRydKkcWR4hHGOuEFmMvppBuxwTQvzzufhiMu37C8c+0yWON2LyOBjlTqSmHybnD3H2iF56rVH27ihu+GKbvgV390V0beaH/x+HAPjxsaVShFZVHIuqeFyViGr119pQL8B/U2q4IcKvru0qd712beYnTX4BoWnoQtfDeJpH0MVtDpv0KhSGSpIPCx3dNj1DCbLKYEOHPqTfmtGrrLZvsYN+0Kn5/Oy6XBJZTqY+4A4a/QxmxeZhbLGGMwPjADj5x3JW2NhTkKPGxtilSnS9euNUba/ToomdZDIdaS383cU4+BJS4cTnvYWyiDNd4qSOY7jdpa+r0LLQppRUrYZ13wr/J/RarkcTruLojVUstBlR5TrJyIAsAGVk/tXU5hOYWBTOT7fSXpVp8rIJBWVqMkvi2b0sgCtHBwNClKJyRGzYkGW0/s2ZozdW4aIIuGM/ugotL8yLlyInC0YUsyrPkQtdvZg0KQB399O4mYVg+7KrcNwPTPjfM4aEfqPn0TR7gr3TODJ4u7Sv2syNqx+zPlSvA/x5wnKc8EH7u4acglRp9F2L0bYsftmE6QtUOFgPxcbYheeHRQJwdG0+126cpfVvzhSaZLElfigpE4W0WufiWMa2VJJulsqn3w2g6YbxfFFUyobTfYRrb2vEwCfnUrZuEp/96UnelAyGPSZEFrs2m0H/beNJmbiWGAdfhmjDqHArZ3VPQQQ8MbOY5oo2tDZ0pvVvzuwaN7Fer/l++LvFYEMFX237qB4FjtT0Y2zLGNSliRy/GYqLIgCP04J10sr2dhgXKFCbZtNJ4YlbRQjaco3k8dhPNQufVgnsuSXSaroeV46exqaLi9S5XTlCq2uuZd7FQlImltLtxEQsyoXawu+fn4/JT7tJclpBQZm6VruX+lwbd/dFUko74Va0eNCp+ax/wlXap3hOVkGOvPZ/pzFJNeP1hWo2LnXjz58FOyNbs1RSJtpyfEM0/lMOwTt3PbRMI0MWgDIyDxmnV+3B4pItbT9KwM0shMSicM77HwLAfp07OS8IXmafXO7GxcXJnM8UaggdM7z46NvO0n4udz8BgPaEEEUQRdqZLnEsC1Py2MBxmA8RxNRPPyzj6uU43H9YxJz1Rvy+UhglZ3rDUtrf29+Us7K9A3EZXrzSP52vOk0CwP/8IbTlmlo9B+HeJjtUFzSVIyLnPkrAspc9AM5bfFnhY88ex2n0fyaB3KQ0otuOAGDHsHH4FEax79x0dBVahsZbM9hf8HRL1UbiZOojCdYvxo5mYBM7hvp6AfDW21qs/qdge7gPewsW8VmYks2vCiI7zNafeRcLKRwzGCdTH3z22vHt+zMw8xCMuu1M3Mhvep5SwyIW55jQolUCUDVCVJM1T00TWRpCTdfzfkXhgxB8te2rcgp4x7VxAASp9xFSaoubWSogRNhGnBGsT7q4pd8qV+iHskMfSTiKvpJ2Fm4ojZx4/PfRXO5+osbXHmKdzweXbJnk6YaxwWjpeTEyuKFDHzYA2m4aqc5vaO9wXLdOo+WnDtgZutWY7q2P/YvSyAltuUbyJlSUK1m+rx0LbUpx+c0Z+1Pu7B0fJDW1vPTrEZxf98XFJQCNXsXOA7cbxY7eWIW3x2r2TZ1+R6ZARgZkGxgZGRkZGRkZmUaH3AQi0yDkJpB/Nx9925nXbtmWiCwdacb83UXscZwmRUyuHD0tNUaAMHpNtKN5538KbvTMk7ZdMKKYnycs5/vn57NpzGBe/PJwrcc3i7TGul8PQEjZzWhzRmqAuFdj6Oo/a2oQEWvCHDO8yJsiNL2s8LHHKshR6ko2cjWVopI/T1jO29+U0/zXNkzyPEDXZn688XWedNwAZRLDhizjuR27eOPrPGmaAoCqOJboqyNYlefI7mUBVPQqlwrvdRVaRs6NpFNTT15pnY6f1R66nZjIghHFgBCt8jSPYOqFZM50iavSBVzXZJbqj//pur6/itqaPbTlGmkiR2i2nv0H52I6zVKyeDGLFCKs3zwXKHXoiu+7uA0IjRzjzu5kSIswhlus4djj66scT5ykEaTOIFUbiY9llFQH+1WnSbVO0qnPhJ36lD9UT3cXlKlRlyZy85er+J8/xKWP09k1biJNNwgNG65bpzG5VYI0unDK/ERpEs69IDeBNE7kFLCMzEOO0siJ9aOFWrzRMVt5620tBWVWdP9sEotzTKS5uvN3CxYoI86sJW9KBpvGDOaNr/MoGH97qsDSkWYEAdMXqHjrbSdAEDYrfOyJL4yk24mJfM98XvzyMK36dubKUUFklroUYZJqRn6P81im2QOw7h0h7XR8UjQfLvYlv8cuvnku8A77mdomkVT/vaaO4MqIjRXHDgo39fT9I+n0syfKQcIYOH1KMdFXhRTwlQ9O8+TsLTT50YQTg3bStkUGx04LXb5dm/lhkmrGC/3C8Pt+CsvClCzO8ZdG9L3+uZpPnQfwdlYumuA59Fs3SxKdEe2s2RI/lB8DltKsdTqzm61H3XIkuoooADISt1OxsJzwNZY837V2n8S71UzeTxr430pt76so7HNufVHRtFSxwT8CVX4squJY1tg50byvkOLdWxBEeK4l2d1SqpQdvNJa+IxnlqSztyCBZt2tONZkfY3XMDcpjVe6nyA2fw2br4xgb4F/leW1CcC6Xldd72dtNjcgjFgMzdbjZO9DpFkczv19efubcqnTXVuuoduJibz8ViotP3Ukb8paZg4TbGDE6TQyMrUhRwBlGoQcAfz3sNXXi4k74xq0rT6lWLqZ6Cq0bPX1wnC9Ed4eq+n4modk87LCx55ZsecBmOaVxtq4HpKdiUipSxHpzlsJsc4n3XmrJIpyk9J46ekjDI5ewMkndtVphyGeR+XfxX89ZvnTt/kM3vlf1Ztu5Y5I0U4DhFo+j9NLONMlTroB5+iEurF5FwsZ2zJG8onbEj+UXz5cAwgibcyb0RQmZ7GhQx/OfZRAs95Wkk/gyvYOnOkSR44ulSdnhxJl747/+UMAjJwrRI0i2lmTfHg1Gr2Kay+dlerXYhx8pTF0LoqAKmK4puiRSG0ecv8VEVhXradGr+Lg9VA+uGQLCNcwNymNrzpNIkeXSoh1vtQNu7cgCFWxMHrv6I1V7Lg2Dm25Rmp0sjNxY97FQkpdiqpECEW05RpCs/WSx5+uQitFyEUrl8pjGKsLwPqKwtpMoStHPAHso9wZ2zKGrNVJzLtYSI9Z/qStiJL+BtbYdaHHLH/ef7YNLz19BHVpIhdfTAao4gF6N+QIYONEFoAyDUIWgP9eLn2cTttbTQn1weCYUApsbKCgoExNQZka6349+Hz/SJ4ftltar/tnk9DoBVuJdtNv21QABHtnkbU6SVrXa/sK4sbPAsA23VVK/9bWeSlSPRpyZHkE7ab3w6KJHVeOniY3KY0WrwhCILMknqtrzkjmttVvnqIgrBw1rLxMo1fx0bedse7XQzLUBUE4fvauJzuujePDxYJI0OhVfDFWaAhw3uLLoUOLaLOxCycm7eS9vVa8/JYgLA3XG9Fz0BQqepUT0U5IS66N6yFdG4NjhhQmZ/Hm8KtVpleAMJ91oU1pFWHrvEW4vhdfTK5RBP4XBODdGoAq+/yJz+sqtMz886x0jcXlqdpIep0MZI1dF0Kz9YTZGrG3IEi6Tl2b+eGiCKBTU88aBaD4BcLgmCGWafY0620licexLWP4vzdWcXrVnjtKGWpL/1ZGW665NZPXrUrj0t6CIIZbrCFS04+9BUHEOPhWSQHvLQji2/dn8MbXeTTrbYXDgKFS88kL8+K59HE6l7ufkGZZNwRZADZOZAEo0yBkAfjwcaHrYdaPdmWNXReuvSSkia6uOSNNHRANpOdk5TK5VQKh2Xo8zQVvPHVpIgevh3Ji0s4q+3xhnmBYO+LMWp7bsQs3sxB++XANzlt8JRPezVc8iGhnTZ/B02s1hRZv6qUuRehTiqXnE4vC6XUykCh7d6z79cCiiR2FyYKv4eiYrRy9sQqrIMcqoqmuGsHKywrK1OToUun+2STixs+S9qEt16At15BZEi+ZQwuWI8LUh5SJQv1kydRCmvW2ojxQL9WgzfzzLI//PhobYxee+nwpOw+Mp2szP2nfhclZ5OhS+WLsaBSGSuZk5UoCdnxILPk9zmNj7EKOLpWjN1ZJtZpGrqZ1mgk/rEKwrg7imuo+a1pW+WdBmRqNXiX9KyhTE5qtl77kZHdLYbjFGjJL4tnQoc8dHn3ie6/Rq9h/cC5jW8ZIZs8FZWpOPrELs0hrpsxPrPJeVPYPrO3zrS3XEF84h7VxPVg60kwycw5SZxBinc+R5RF0cRuPw4ChktiPL5xDYlE48y4Wcuqn3dimu0qff4DvHg3m6T+WS48XLUKqZRU7n+uDLAAbJ7IAlGkQsgB8uHn1qxNs9fXipx+WSTfBzJL4KvOGr645w+y22QBsGjMYEMxwxYkY1VNMptMsqeglNFYsHWnGNC9hPm7LTx1YtAj2JUyv0x9t3TsurI3rwdxQDcVr8wGhFvHpP5aTWRJPgDKJHF0qZ7oI6e7jN6MJsc7HzsSN7G4pdDg+uEpKtbr4KyhT3yEqKj8vRgfFKKgoBL58z4+BT86VrDkGBM8hbvwsFowoJlLTj1e/OiFNann6j+Uce3w9LooAlu9rx42eeSgMlVzoKjTMdGrqKY2rMzZQoC5NlM5pTlYuW+KHMs0rjW0dvUksCpdeT4AyqUr09L8gAu9mH1NTbVxNz1de3vzXNniaRxCb70+Uvbsk2sX31uCYIfk9zjOjzZk7PoviZyL66ggSi8IZ2zKGm79clf4+ApRJ3PzlKs8P2y2l7ytHKUOz9UTZu9cqAFXFsXhtX4HheiPabOzCI5sEX8lTP+2m/7ZgPM0jGHRqPpe7n5COqavQcrn7CdbG9WCaVxpzQzUsC7tzhOP9IgvAxoncBCIj0whxMvVh54Hx6Cq0UrdudZpuMGfTr44AhNkaEZqtp9SlCIRhGnQ7MZGydaUAdHzNA/XaRFy3TmNRPGw19+LKUWcAVi9xYuaf5Yy4VYdXE2KN3+tXrPju0UlMmS8YUM9doKHbCeEmPhfhXD57VzDoVT+WiEavwiTDjBs983j+s918//z8KlEdMdKnLdfw1OdLMYoQop2vfnWChTalVQr0xXMrTM7C903BxPqNr/P4eNQ+Ju6czrJE4bnerwfxWo/TOBn7MCv2PAttStlkIgjkk0+40SbSGt2rWr4YOxpjAwXXXjqL6/Bpwjm/kIjBz4YMG7JMmhgh1iyG51py/NFgvmhxHs8rCmyMXTh7RDD15dZUlf9KY0h9xR/cboip/rj6TxAifNqzO1EVx5Kjm8SvP27kpaeP0EknfGbCHSxJsF6A0tCp1lnYvV8PQr1Q+GxpuqqkWtZfPjRC219zR5kBCF9uHAYMZU15mBQJrL5fG2MX3hx+FbtRbhgbGJF5K/L7xdgoLuX7Y2cSy9q4Hgxw3oqdgZu03dq4Hnz9/RROTLLF2jof47e1Ug2gjMz9IPsAysjIyMjIyMg0MuQUsEyDkFPADy9e21fQdIM5X38/hf0H50p1br5DhQjX88N2U9GrHF2FttZRdHC7ZhCgzcYuUqTkpx+WSYX2gBTpqpxyqyn1JqZcjz2+nvEhQpp5e7hPlWP+vjJGGpP1+kI1b3ydx/6Dcwmxzufg9VC2+npJ0RexgP74zWiCvbM40yUOxwxhmsfOA+N59asT3PzlKj98EMbzw3ZL48JCrPO50PUw/VSz8B26nR3XxjF0TjhR9u4AbOjQh4++7UzgrhRi8/1RlyZiOk2YiPL2N+WMO7sTN7MQVrZ3wM1MGEUmjioLsc6nbF0p6tJEpi9QEaBMkq7/3oIgdBVaNl/xYE5WLief2MX+g0JK3nSaZa2dp9X5N0cB7xb5q229urqEKy9TFceSWRLPi18eljrP277ajVGZWwCY0eYM4bmWkv9f9c+htlzDqjxHfv1xI6UuRdJnDbg1U7cUhaESG2OXKh6OObpUoq+OwMcyCnVpopSyr7zvyiUHzX9tI3WGn3xiFx9csmXHtXFSOYPYeCJGsNWliSQWhTPh3D6pCepBIqeAGyeyAJRpELIAfHhIcloBCHNQ6+JGz7x6F46LjQoiz+3YxRdjR/PxKGfKA/WMO7tTOl7bV7tJHZd3E4AJnRdIna8Ag07N58v3/NDoVSy0KeXZpzZKBtc/TxCK32fFnmdsS6ErckiLsCrNHPGFc/j1x43MDRWEqlh3Jd5YZ7Q5w5AWYWj0KiZ5CunWvCkZJDmtYEiLMPYfnMsrrdNJclrBweuhAJzpEofCUMn4kFgcIG9HmwAAIABJREFUM7wY0iJMqlkMUCYx6NR85l0s5Mv3/CgP1NPkZROp4ze+cI4khM/7HyK/x3lJ7BaUqdlxbRxPfb4UOxM33n+2jWRcfejQIpaONKux+7Qm/o0isL7ir7Z16yMCxfc1cFcKF7oelsybK28rzuqt7bgjzqxlZXsHxp3dyTNfrGeNXRcAjj2+nuX72lFQpmZ222yWjjRjcY4JIAhPUWxq9Cq6NvNjoY1QHiG+92KDSWy+P6HZekmUdnEbj0avwqKJHfN3F/HzhOVVmkuO3hA6j1u8YktmSTw//bCMmX8KTVxe21fU+5rWhSwAGydyDaCMzH+cuwm/+buLAGg+0qze+1w60owXvxSEHwg1hcHeWbz6VTtcx0zDtihc8hD87tFgpnmlVbkRi5HD7x4NZulIM6Ls3SkKyCXYO4uh7cL5cLFw0zx3LIH2/Qfwm+MWdBVHsI+axu5uQnRktXkEL8yL51yQIwOz9RQmZ1FQFsCW+KEADBsSzTvhCnyHFgPCPOT39loBMHFnMs16W9FpsSeRmjk4b4kgv0cuACnOaxnzRjSdmmq49tJZEovC8bGMYkj7rQDYNLFDYWgn1GGNgWVhShIsV9x6XULDhyJnKKbTLBneYg3acg3Hbwh1jJNbJdDhuJ6FNqU4b/Hl0c3e0qQJrYUGpZETS0ea8axuI32bZxNVlg7AwCfnojCMqff782+rB7wX8XcvVDdY1lVoURgqefeRI1x4xByXW1G4ytE4iyZ1i8kYB1+UFVquHD1Nx9c8WJUnGKl7Nyvltxe2EJ5rybizOwnNDqagTBBik1slYDwjiV4nA3EzC8HPKpRMK+HLhpOpDwVlalblOZKjy+WowSoe//0ACd2Ez3hPg2y6NvNDYagkbryySo1h8uHVnHxiF5kvxGNX6oY+pZiKXuV06TAegPdvRleZYCMjcy/IEUCZBiFHAP8bmEVaS6na317YUu/trr10lpafOkiPP/q2M65bpzHu7E7SnbeiNHKSGkS2xA+t0h1ZueFCVRzL6wuFLtxhQ5Zx8HooBWVqyd+tZGohY96MxuCYITsPjK9ynjd65rGtozdtX+3GM1+sR2nkxIgzaxluIRg6b77iwcHroXxyuRsfLrZj/WhX3hwujMlyMwuRvOC05Rref7YN9lHugGDl8vpCIS3bZ/B0No0ZTPHafClF/uNjS0novABtuYbkw6vZuNRN6gI2XG/Erz9u5OyRA1xdc4bP3vUkop21FCnK7pZSJRpa+VpklsSzL2E65n3aMe9iITd65tG1mZCCr2yfc68dwP+kEGyo8KuPPUxNj8XrmVkSX6flUF3bipE6sSRBXSo0JAWpM+jU1JMJ5/ZRFJDLYb8lkgH7R992pqBMzYRz+5gyP5HB0Qt4pbUg3hWGSn74IIyKXuWc6RLHjmvjSFsRxcknhC9Prfp25sfHllaxkREpKFOjKo4l2DsLw/VG/DF5X5VyiweFHAFsnMgCUKZByALw4Wf9aFcCd6U0eHsxSgeCKJrdNpsv3/Nj+b527F4WwMi5kQA4ZnhJHnYiYoQjsySex38fzdEbqwixzidrdRJFAbnSdJK1cT1I1UZi5GqKj2UUdia3xVZ5oJ6Xnj6C0shJutlryzVSLZ/r1mmkTFxL988m0eIVWxKLwqUpCQOfnMsTM8fx/LDdNOttxUKb0ioehyPnRhKp6UebjV34eJQzr351QhqpF55rycr2DhiuN+LjUc7M311E/23B0vkOt1hDy08dOHg9lGe+WM+n3w2QojRx42dJdWTiDV8UIb/+uBHzPu3ITUrDvE87APys9gBUqf9rqAXM3yUE7yfaV59t75Yerm7+fbf9VE8fF5SpufRxujRrWKzRbPKyCXNDNfRTzeLI8gisghwlI/ThFmuwaGKHRq/CzsQNOxO3Kkbf/VSzpC8u4pcncZb2voTp7Bo3EWMDBZ9c7saMNmekiKWuQjAD76eaxamfdlNQpmZ8SOwdtbH3iywAGyeyAJRpELIA/O8xcm4ku5cF1GvdJi+bSBE+EMTFqZ924zBASL+27z+A658IHoI2xi53WLPk9zgPwNxQDZZp9qRMXEvy4dUciAjhi7GjJaEW7H3b9LZTU09efiuV7G6CaLUzcWOFjz3q0kQ++rYzquJYpl5IruITWFCmZsUtC5XyQD2G64Wql9Or9qDRq/DavoIFI4pJWxFVpRkDhIkq/VSzOPdRAk03mEv1eEojJ3J0qRy8HsrEnXG4bp3G+88KtZMnn9jF+8+2QWGopKBMzajMLdiZuPHoZm9AsM5ZG9dDEnQWTewkoWBsoGDngfEEKJNId97KgYgQyZfR22P1A2n++CtF4INI8z4oAVjXvmqLAIoNIDd/ucqFrodRFcdKVkEgmIGL66yN64HDgKHSZ2Z222ypKUT8KW73+8oYHAYMpcPxwYTnWvLmcMFbUBwt2Kmpp/QFSV2aSHiupRTtvvbSWQYEz7knU+eGIAvAxolsAyMjIyMjIyMj08iQI4AyDUKOAMpUJ/nwavo2n1ElEgLcYYyrq9BKHcSf7x9Jn8HTadbbCh/LKAJ3pWBsoGDcWSEdqzBUMnFnHBs69OHqmjP8vjJG6sbt/tkkvnzPj8d/H823788gNt+fuaEaKVrS5GUTFowopjbypmSw49o4MkviWb6vnfR88dp8hlus4fvn50vPrWzvwFOfL5UeT72QzKBT81kWpsS6Xw/c3RcBSNNBItpZozBUUhSQSxe38dLyHF2qFP08eD2U/tuCGRA8R3qt1VO8ikpNDHeLAN5t2f2sWxcPssHjQdnE1Bblq/5c9Qhgji6V0Gyhi/34zWjM+7SrMpVDo1cx7uxOBp2aj6o4loxb5uAvzBM+Q+tHu2JsoCBVG4mTqZCmTdUKkfWvv5/CN88FMu7sTkxSzTgQEQIItkkR7azJWp3Ed48GY96nnVRSsCV+KJkl8fzvGUNe+7/TfPRt53pdn3tFjgA2TmQBKNMgZAEoU5mTT+zikU19JPFXkwCs3AUsFtZryzUYGygoKFNXmb0rFrkf9ltyx9SDLm5Ceky8+XZq6klmSTwdX/Pgqc+XkqoVag8XjChm54HxHL8ZLY0Eqwux8ePDxXYE7kohNykNd/dFdG3mh9Lo9uQI8XVM3BnH5FYJ7F4WINVz7bg2Dj+rPXiaR+Bk6iPNR47N9wcEISfa1+ToUpl3sVAaE1fdJ7G63cvfYf9yt+3/qm7ee933vfgE3m25+FOjV9HrZCDq0kQ+uGTLkBZh/PjYUul91+hVHDq0CPM+7dh5YDxHb6yS5vl6nF6CtlxDu+n9MDZQkFkSz9QLQhlDmK2R1Hw05s1ozn2UQM9BU6Tmq/m7i/D2WI3v0O0MaRHGyvYOVUomep0MlPb58lu3rZceJLIAbJzINjAyMjL3xFZfLyLaWbM2rocUxchqnkSbii7k6FKxj3Ln8toT8Juw/qObvbn20tkq4kK8wYndlqK5LgjCqFVfIdLx7iN33pTSnQU7lj0jzRjSIozP948kcBec+yiBuas0dJ4hCMBpXl342tiF/tvuLv7gdlPL98/P5xtDJe7ui6qcp4h4noG7Unjnf9Y81X8AH48SlveY5Yp2cBROpj5YNLHj/WfbcPRGD54v2w3AuLM7USXE0rf5DHK6pvLWx1oU66v+N1yTX2J9hd392r/8lQLvn6SyTUxtKAyV/PjYUlblOeJkGsRwC28syqZVaVja6xyEXakbjw0cya/hZkT4Ct3qk7uPJm9KBs8F7MLYQEHy4dUcvzVHO6LEGhvjQHYvC6D360JXd+p3kVKne5OXS9m3bjr7EuDDxf7kWK/g6A2hDrVv8xlEao7w5Xt+fDzK+S+5NjKNFzkCKNMg5Ahg42SFjz2zYs9Ljz/fPxIQvM4yErfzwrx4Ni51Y3bbbCk6cuqn3RSvzafD8cFVuhvFn9pyDfqUYq69dJYX5sUz4szaGptARGbfurHuGjdR8hoUad9/gDRh4ZvnAu9pZurqJYLYG3RqvpTKO3vkAKriWP73jCE//bAMgP89Y4ixgUJKB3qaRzDizFpp23kXCxk2ZBnB3lnoKrR8cMmW3KQ0QLD18B26nVV5jhgbKNh8xYNhQ4T9ihNTaur2rS7q7iby/k0egPXlr4wA1rVdZW/KzJJ44gvn4GTqw08/LGN222zJzmXzFQ/2FgSx/+BcpnmlMejUfGmO88r2DsxocwZjAwUnJu1kx7VxLFokHCPK3p3z/odQGjkx3GINm6941PiaFowoZskeYVa1aCzuaR7BYb8l9bwqDUeOADZOZAEo0yBkAdi4uPhiMo9s6sP1T7LxNI+gazM/QrP10kitZ5/aCAiCbfm+dtiZuJHQeQGANH6tMDkL8z7t6HB8sLRfXYUWdWkiRq6mBHtnMWzIMv7vjVVSSnXTmMG06tuZK0dPN+i8q3cr18XGpYJgjWhnTWi2XprQ0fv1IH75cI0k4pRGTugqtCxaBC89fYQQ63ze/qYcAHf3RexLmM7Lb6VKqXBdhVaa+uBntYfB0Qt4bODIW4bF5rT+TYjseHusxscyqsao38Pk/dcQ7jXyWB8BWNvzNVnGgCDO5+8uom/zGfQcNIWNS4Uuc7GWz+P0ErZ19GbexUKKAnJ5622tJA6NDRR4bV/Bef9DRF8dwf+9sYqUiWul/SqNnOj+2aR6v77fV96ebONxeskDt32pjiwAGyeyAJRpELIAlKnMe3ut0KcUs//gXA4dWkRC5wXS/FuRPoOn88uHa6rUN+XoUjFyNa2y3oYOfVj3jpBmXbRI8Cusrz3Ng+KRTX2kKOTn+0diFmnNmDdvp5K15RqmXkim/7ZgAnelSLVZ695xwTLNvsr8Y4WhUhpBZ3DMkAHBc3DdOg0XRQDrR7tKo/rEdWvy+muI99/DJAL/CQFY/adYjlD5cY4ulcySeECoWw3N1vPt+zNYlefIuLM7eXK20JDkZhZCr5OBZHdLodfJQNps7CIdb41dF4LU92bc3GOWPwDbOnrzxMxx97RtQ5AFYONEFoAyDUIWgI2b/B7nsUyzlx4H7kph/WhXgFvjsxx55ov1NW7b/Nc2kjgpKFNz6qfd3PzlKk6mPjTdYM7VNWewCnL8y19DdUynWQJC+k1p5ESnpp5MX6Bi54HxrHvHRYoEGRso6PiaB+2m9+ONr/Pw9lgtjduLGz9L8vZTFcdy8Hoo2zp6S6Li+M1oNl/x4PjNaAzXG7F6iZM0uUSMGIrHqMy/1fvvQdCQusO/QgBWNpAWSxMiNf2kUX2TWyUQpM5g/WhX+m8LZlbseSl9v2SPKQttSvn0uwHMycq959dTG9MXqKTShL8SWQA2TmQfQBkZGRkZGRmZRobcBSwjI3PPVI7+AVL078SknTh/5MszVG3OEOv4CpOzUFY4ScXzzXpb0aZHF6yCHPHaXgjwj0T/vD1Ws2+tMEJuQPAcCsrUDPxjLtc/8eJr9RQ2XzmPYsttL8Mes/zZHu7DH8cHs7y4Hd88ZwUIKe1BGfNxMwthr0UQa+N60PG129v1fj2IGav2oNGbM3zFGmKzcomyFGv+lNTG/XT33m9n8F/Jv63ruPp1Ong9FAuF0B0+8Mm5TJmfyL6E6Ry8HsKgU2oYIqx32G8JPfUqsn7LZ+yNGKkRqaFsGiPUyb74N0T/ZBovcgpYpkHIKWCZe8XbYzX7EqZz85erkrXGS08fwbpfD5q8bMKVo6f/8mL36rw5/Crv7bWiKCBX6mhevcSJz/ePxHmLL003mFMytRDbdNc7fADN+7Rj9RInkpxWSI0t5n3a8fjvo7nRMw8fyyhcFAFV/P1AMP7d0KEPMQ6+d5hk12X7cr9NH/82EdhQ8Vffjt+anq8t/Vv9OTEF3PzXNlKjU2JROMYGClTFsXQ4PphOTT2lJpAcXSoTzu2TavfulzV2Qg3hvdYONhQ5Bdw4kVPADyGHDx/mmWeewdbWFgMDA2JjY6ss9/f3x8DAoMo/Ly+vKutcvXqVCRMmYG5ujqWlJS+99BJFRUV/58uQaWS89baWP38+IhXa6yq0vPrVCcaHxPLxKGe2h/tg3qfd3Xf0ABg2ZBnjQ2J5b68VbV/thlmkNZc+TufSx+n89sIWApRJrF7ixOlVe2j9m/MdHbkKQyX6lGJ8h27HxzJK+re3IAgnUx/Ccy3v8PMT/w0bskwSf/ciyuoSTA2doStTN5e7n0Bp5ITSyIm+zWew+YoHxgYKVrZ34MUvD2O43gjD9UbE5vtLtZw/fBDGEzPHYWPsInlG3itB6oy/TfzJNF7kFPBDyI0bN+jevTsvvvgiY8aMqXEdLy8vNm3aJD1u2rRpleUTJkwgJyeH/fv3o9PpePHFFwkMDCQ6un6muTIy9eXVr07QtZkfLT91YK9fEJ7mEdIyOxPBVLdrMz+O34ymMDlLmuzxV7L/4Fw4KPzec9AUOg31xNhAsIFp1lvBm8Ov4qLYSCdvTxQVSsmsWkT8fcSZtXS43I0YB18Anoq0xvQHFe8/24Y4q1nk6JZIESSo2eT57+Tfkg7+O8bH1TYJpLL1S22+gOLzlSO0wnQbPa1/c2ZJuilPJW6XRrPlXbJluMUaMuPNefeqOUGJGbyqO/HAXqOMzF+BnAJ+yDEwMOCrr77Cx+d26szf35/8/Pw7IoMiJ0+exNnZmV9++QVXV6F2Ky4uDm9vb7KysrC1tb3rceUUsMz9cOjQIkC4qX6+fyRpK6KkGb9/N/ZR7owPiZWsO4a0CENp5HTHTOP4QmFm7/zdRZQH6jE2UKAt10g2LgDP7dhF81/b8OpXJ/jlwzWkO2/FooldrZM9auv2bWi6t77i7p8Sn3/F9vciAEVxpy5NJHBXCl+MHV3rdtXFoLZcg2WaPcceX09BmRqNXiXNdT575IBQ/3lqPrPbZnN61R6+/n5Kg1/r342cAm6cyBHA/yiHDh2iTZs2tGzZEg8PD5YsWUKrVq0A+Pnnn7G0tJTEH8DQoUMxNDTk6NGjjBo16o79lfw/e2ceFlXZxuGbXXHBdEQgJdwQCQ3R3ELDJSQ0JbfIFPncJbfIlcwUCXHJkIyMjJCQyMxwTQkRlRRNkdAMCclGEsRJgXBiHb4/TnMEBEXSUnnv6+Jizpz3rPZ9/nyW31NURFFRkbydn5//4B9C8MjywoA1UpQNOLZ+Hb1T56FbYeRZaqH0j5P2Rs7yCLZ/GwfjKfT1ns8xr3UEqJuBq/T9maOSPU2bPn3539dHuDkqh79+uI5hamMA4qzhBZ01sm3LTxu2cbNbDgDmBmas/rE5I7dFYBU2nGftFHUSW3eK1NV1X9V1Wv4NMfhfpp8rXlutUZFaGM3cy/E4Oa1jXNmt/w/c8sdApv52kmKHghrfyZWup1CUS36Ne/O8iNw9DICsknXklSn5du0cRi3qisE4Y/a3lKyBPj3Q9x83hQgEDwJRA/gY4uLiQnh4OAcPHmT16tUcPnyYF198kbKyMgCys7MxNTWtdIy+vj7NmzcnO7t6D6tVq1ZhYmIi/7Rp0+aBP4dAIBAIBIIHg0gBP+JUlwKuSkZGBu3btyc2NpZBgwbh7+/Pli1buHDhQqV1LVu2ZOXKlcyYMeO2c1QXARQiUFAXvhwzUp4TfMkznhM3gwh0s/rP7qe8uwad07f+LfzdoYUY6yrIKklio58NLwxYQ8/+s3AduBGANb4Kvju0kMabzeRjtFGm8JjBTB5y7LapHncydn5QM3/vNbL3ICKB9yvyV9f0b9XfeWVKnvncgxGDQjn05zJWPdmU7j9PA6TOW2VxAnNM0ykpV8up/+pSwmqNio+udWXZlVIAvl49jlGLIjlzNJSMY7GUniqU7YyuB6ffj1fwQBEp4PqJSAHXA9q1a4dCoSA9PZ1BgwZhZmZGTk5OpTWlpaXcuHGDVq1aVXsOIyOj2xpJBIJ7JS1oD9ZzhrFgpzQn1bJ0U507Je8XOqd1MQ21kxtP4jRLeWHAGhab5WI3JZtejQoZPCCATfvtATiXEIXRJyerbeiY/WIaCt1b4u9eqZrCrdiMUNN6LVXX3O3YeznXvXC/0711HRNXVbiB9FxHxvmx4agfM1umsjcvjM2G0qSP7MRk0u3289E1ZyxSetC0Z2sGNPGt8ToOxlNIbS2VMmzYmMh7Vy0Y2MqPzf0mMcx8E+/8LfxuTM7ApoEbVz9MubcHFwgeMEIA1gMyMzP5448/MDc3B6BPnz7k5uZy+vRpunfvDkBcXBwajYZevXr9l7cqeIx5YcAa5l7OAGDtiFslCPOiLwFW/8k9gRShUZTayN5rR0b6AaEMX7iZd3ZrOOrtz6b9+7nw/S4AznuEY8KtusWqQrBit3BN3Gs3bm3EXE3nrEvnb02iqyaR+bBxty7fbe1G897VORjrzmexWS4ALlHJXP7zGBnlsTR0aY5NAzfUGlWN7+7C97uYokgEIMU2glTzaDr8UUzOW8GkzrTgevARAPR1GmCZ5sgJzyCswpyqPdfaEaYs2JlT7T6B4EEhUsCPIAUFBaSnS/+67NatG+vXr2fAgAE0b96c5s2bs2LFCkaNGoWZmRkXL15k4cKF/Pnnn5w9e1aO4r344otcvXqVTZs2yTYwPXr0qLUNjOgCFtwvXvlqB8riBI6/tv5fv/aRcX7k2l9i+MLN8nc+uwr486MrfPCtNR23uPL5KmdWZhnKAnHktgi+HDMSn10FlTp8oXqbl9qmeO+0rrbcrYv4YbCAuRfu1fuwovDLK1PipTzHhjbtbosGqkpTySpJIq9MSV6ZEkDe9rwUT16ZkmBLOwx0jJnYQppqoxX2FdPA2ok2WnNwVWkqC3bmUOxQwIqXpLKCJz5tx5Bf1vPyxXBe+WqHfK+H35Oii8fWr2PJ7/9tU51IAddPhAB8BImPj2fAgAG3fT9x4kQ++ugj3NzcOHPmDLm5uVhYWODs7MzKlSsrpXevX7/OrFmz2L17N7q6uowaNYqgoCAaN25cq3sQAlBwP3nys540S7bipw3b/vVrJ9oE0jt1nrw9fvt+Ika74OEcy6Kh1xmY5sfVD1Pos9UbgOOvredoJ3+mv5XEc88vvK3Gr7ZWL9Vt36sI1AqboJwOTGwRJwvSf1JX+LBwt+jinXz+1BoVkdeHMTDNj5vdcrh8/BggdfFq7VoSCgIIs3KSBZ72uEN/LiNJvZmBaX7yyD+4NZ5Nu7aqRYz2R1WaWklYFkzJJi1oD1klSZz9K5Kzf0Vy4mYQBVOqb7j7LxACsH4iBKCgTggBKLjfvL/SkjfeVv5n15/+VhIAPz+9g4tFMbhEBdKu72DeekeNt2smcdZLAZj620lC/R2xaeBWqdFDy53EYHVoRUR156runNUJn7wyJZkbE/lsVH82tGl3VxF4t3v6r6htSrkm8QfSu5ifmY3OaV2GmgRz7ZnzPPFpOwAiRrtgaeiIqjSVjGOxTFEk0t7IGQBfC33aGzmj1qg4lxDFU2f7Yz/PU96vbQqpeM2KvxMKAsjcmMjEFnGsHWEqNzppRWGHcy74WuiTM+kcX90Yy+D5AQDErlt8z+/pfiMEYP1E2MAIBAKBQCAQ1DNEBFBQJ0QEUPC48fyb0iSSw+/5ohuij2ZaabXryj4uZsSgUHlSyL3YvFTc1qYQo3M9AWnSyNa2rrUeFVcxBTn3cgaH/lyGiZ4lcdZLOXEzSJ5NW5u08sMQDaxL9K/qdtX6PNvw0ag1Kjl9q50C4rOrACen5ag1KpTFCYD0/oMt7SgpV5NaGE1UgBshI3twoKOU+ve10L/tPak1Kvn369+cZ9bSVNbva423aybnEqLkdeExgwmzcqJXozl8dWMsDWY0u8e382AREcD6iegCFggEAm4V5QNoppWycJkkIkL9pVTejclSB/Nb76iZdSiVqACbGs9VsWv3Ts0Ka3wVvNJ5OACb2/em/ClVjWng6s6hPc9is1RWTJ3PwVd9WNa4lIXLxlLy2a2ZyxVFZ02dwlXX/lv8k07iO3UrJ6m9GNKnL6uebIri72camOZH1/Pjye1zib15Xn8LZansIP9kJqmm6ZgbONA/cinf92nKla7HUP0pNXqoNWa3dXhXTAG/+sIuZi21JiZ/Ppc87fm97KS8rmf/WawZfI7dTCM10LDOzysQ3E9EBFBQJ0QEUPCoc95jO7bho2k7eyDPfO7BuyskkTDHNJ2Dr/oAkuhbbJaLqjRV9nFziQrkdOeQO8741VJSrubbtXOwn+cJgELfRhZ4JeVq+l3wYdWTUuRlb54XZ46GsrWtK2a97eW1VSkpV5NVksS+uFlydKrjFlcOvurDpv32rGttxtJhhdg0kJoXtLVrde0yflgMou8W+av4WRsF1M7sfXquNIrt2Te8UOjbMHJbBOXdNQTldGBDG6k+sFmyFaMHR2HTwI2LRTG8fDGco538ZauXqh3fII2PA7Bp4EbLH23JKkliQ5t2tDdyrlQzmFemZNmVUs57bAcgzMoJz0vx9/wOHhQiAlg/ERFAgUBQL7ENH02frd4cf209vxJH9Fzpe90Qfd7ZrWHFS7okFASQaFNIozOmfPitLQCnxnfF4NDdjZm129G5nnifzAQgn0zeu2rB2hGm9I9cStjY8Ry6Ls2TXZKVz/hkK8Z138MeTWvUGlW1noIl5Wr0pmcwZ3a6nL4MGNKMZedciM51IczqEknqWbhEOQGQM+mcLDjvFgmszTPdL0/Bf3KOO4k/7e+SchVjM7Yz5oltNPufFI2b1agp0bmevPrCLj661pW8MkPyyqS/BpOsNzNDfzTK4gT+OJEGCnjpyxBy7S8BUhRP+960IrNXozkA3OzmzveH1/B2bjGxAW6k2+3nw5el/15CRvagvdE0umzK5TySAHyYxJ+g/iIEoEAgqDdoo21Lfs9HN0RfFlATlsSwaOh1AOwc3em9dh4+uwrQv+DDjxNC+OuH62RulCJBE1vE8R37ASoJAi0Vt0vK1SxfDouVktlwX+/59E6dh3teNB6umRQO7EFPLVMTAAAgAElEQVSLy97ysSHAsR7rSLLYTJOZFvTZqpLPqaWkXM314HT2H+lKeXcpKlmiSMRYdxO/P3sSMyN7OiS5cMlzDwDGKCodW1EEVj13bfi3zZ9r4wVY1ecvJn8+0bmefPTnMl7L9WSd5a2xfX57GrBoqDMFU7I58FUwzn9367Y3ckZVmkrv1Hk81ag/6Xb78bdsTAtzawAsyx1v+7NW6EtlACVJahzLF7OlKIY+5masdXSnaKr031bb2QO5bp9O9HVPxv49Mk4geBgQAlAgENQbKhruRud6MnzhZl59YdffKd1bQkzntC7+CxrT6IwpLy4Iot8FH8oXawBQ6KdWmgRS3fg27Y+yOAG1RsULA0IAePKzeAx0jHnOaiEtf7Rl8Ue5IAUAGbUokveuWqBv2IAtf7TGN1S/xvpBY10Fv0zcJ/sXlpSrGbktAue3lTgbrcOknyVqjTS72ECn8tSSqsKvLpNC/i3uZvas/dmb5wXAgCa+lJRLtZtdGo5jpYEhvhYpbP1bqC35PZ90uwz2GMxg035olhzO0U7SPmVxAvMzsxlnuoehJsFMMUrE10IfhV67au+l4raJniVqjYqY/PkkuAYwKNyLqb9JxuYfps7j9VXn6TBbspYRCB4WRA2goE6IGkDBo0yu/SW2/DFQHk0HUg0YSB2dxQ4FdGk4Dp3TupSUqzE3cJDTsdoavjs1aywdVkjmxkScnJbz6gu75Otc6XqKa8+cJ91uP0E5HdjWbjQjBoUCUqrWyWk5Xc+PJ2RkDya2iJPnJGuFjrbrWGs6rDUbVpWm8t5VC6YoEjHRs+RiUQzXnjkPwPzM7Er1hFrBd7f6xf+au6V9tR28xroKXKICASh2KGBPhxnMz8xmbMZ2Rm6L4ON3HeRnu/D9Lkz0LPmmvQcKfRt0TuuSaCMd+/ybyzj8ni/tjZxJUm/mbfNizA0c7vh+qk4eOXEziMJNufSImEGn54bL19za1pXXft13n9/Q/UPUANZPhA+gQCAQCAQCQT1DpIAFAsFjj/tiydet4xZXAG7kZzB39q3o3764WUzRlWr8FPo2GPxkjKFu4ztO54Dq078AC3aqUJUWc/y19TgYO3F+mVTLN7JfBFauTnROiOI1g32075xJ61lSpO5ax/MY6BgTkz+fLg0tcGAKZ/+S6sWySpJ46csQBjTx5csxI9na1pVh6ZtYOqwQgFe+SkIzzZQf+gVjP8+T+ZnZOB5eA8A3SFFN7X3Oz8wmqySJb9p7yPddtUnkv+ZudX/aCGB4TGtudsuht3kxAGFGzmSVJLHsiim+FvpM8bPB5O8/Q4A2ffqi85EuWZZJWBo6YtxLwVAkv0TjUAW9iufgYDwFt2ZhmOia3fFeKtrwZJUkYayrYF70Jd585gpESJE/LQ9z9E9QfxECUCAQPLY8PXcsP23YJs9z/WWi9BdxW279hfzM5x6MeWIbCp1bvn619eGrzuev4nan54aT/VEyvWZK3aItf7TlJjkcecaPoqn5uEQNo53fYACafWfF1smuDCxJ4rcuR2if5kxQTgcAujRcxhfGwzmXcIy5ve3ZCiQUBKAqdQGQZsyGRJJjcI6A7GaMHnqdlj+GAbD9y0J2vzKNhAIvLA0d6dJwHCqDVOb8nT5W6Nvc9iz/lRC8k9iq7rs3W11h7uUMhi/cDEDeF+1QFqdgYGeMOlNFxrFYevafJafvTfQs+Wh0V7yU5zjQUXpm7T5jXQUOxlNk0a+9RlXjbq2Y3pvnRXZiMgDdLabxgdKaEaNd2JvnxejBUXKH8IKdOffxDQkE9w9RAyioE6IGUPAwEOhmRZiVE8mBYQAMnh8gz1bV1l2N3BbBk5/15INvrTl5RGqM0Nb1qTUqvF0zOXM0tFKNH9yazVvV/61q/V91EcCScjXdf57G69/cmkML0OGcJNjS7aQuYien5QxM8wPgZrccXlwQRK9Gc+jScBwmepZyjV9WSRKr9zan03PDGWoSzKE/l3FjcgZuzaTndmy8mCmKRNaOMCUguxnl3TVYhTkBkt3Na7/uY+fBSSiLE5jZMoV50ZdkUWxp6Fhjndu/JQTv1llcMdqm1qhIUm/GMKkxRzv5E3l9mDx1I9EmUK7ps54zDC/lOd7Zran0HKrSVNwXR5Nut5+lwwrlOktjXUWliG91kd+ScjVFU/PxcI5lb54XxQ4FgOQH+OKCIM4lRGHn6M5vXY7IXeXa9/wwI2oA6ydCAArqhBCAgoeJUYsi8bXQx7HxYro0HAdIwqa9kTPmBg6Y6Fliaegom/Oa6FnKP9q/+LWUlKtJKAjAb08DPhvVHwfjKZWaKFILo+nScFylSFFFKkaKtGPFtCJDu19ZnMDNbjkEulkRMrIHIBlTH1u/jr7e89E5rcv8zGzWjjAFoNEZUyKvD2PEoFCa9mzNrKWpPPuGl2xOvWm/Pc89v5DNqt68d9WCAU18Od05RH4PL30ZgvWcYZzuHMKZo6HE5M8n8m//QQ/n2Ls2gjxIIVgb8Qe3xq4pixNwiQrE2zUTY10Fy66UymPvtE0bao0U/TPWVdCz/6xK7//EzSBO3AxiZZYhM1umyP9NPPlZT5p7daj0Lqr6MGobhEDyBdT+g+LdFca89Y6a+PjlAHz4si2FmyTrn8jrw2gy06LO7+ffQAjA+okQgII6IQSg4GFjYos4eTIDQJz1UnatmUKgmxXbY93lVCfACwOk+rjSU4W3CcDOP43k+Gvr5e21I0z5fJWzvL1gZw4TlsQw5Jf1NdYHVrQoqRi90n7OK1NiGmrHgY7esoWJVZgT/S74MHh+ANmJybTrO5j5mdmAlMqOzvXkf18fQTdEn5HbInhnt4ZnPpfq+DpuceViUQzbY90ZMShUTvVqz7twmYpzCVEsHVYoC2Oth13VyOedxN79EoL3OvdXK6gBWeAmqTeTUBDA2+bF8jvceXASW/4YyAyXZMZmbOd6cDrWc4bRope1fP9au5ZpO06Ra39JFtHOTdcxa2kqBjrGpBZG895Vi0qzmSvex8WiGOwc3Xlnt0Y+r3b6x8WiGGa/mMavH8QB8NcP17ENH30f3tqDQwjA+okQgII6IQSg4FHgmc89aO7VgUN/LmP13ua0N5KE3EfXuqI33ZCY/PlkbkykXd/B8jHa8WEhI3uwMkua27po6HVW720OSGKsz1Zvvj+8hhkuyXx3aGG1165OAAKyhUuSejMGOsayRczePC/W72vNK1/t4H9fH+HTA33xH94YgKEmwbLtybzoS/z89A4mtohj9yvTALj6YQovLggiSb2ZOabpdOs3CQfjKQB0/3kaPz+9g4+udeXzVZLZsVWYE5N8JKPi6tKdtRV6dZ0mUluqE4Da317Kc6xrbYaBjrFs6K0sTiCrJImskiQ8nGOZF32Js39FEmblBEiR35JyNU+d7c+61mYkqTfz0bWuAPz6QRyh/o4Y6ypQFieQUBDAO7s1ct2oNuK75Pd8jHUVrN/XmtkvpgGSibR2f0m5Gg/n2Do973+FEID1E2EDIxAIBAKBQFDPEBFAQZ0QEUDBo8DH7zow/a2k275PtAkkznopPrukeq4U2wjZIkY7WcJAx5hZS1PlTk8tloaOKIsT0EwrpWhqPkNNgm9Ln1Y3raLqtlqjolmyldwk0HpWb5rMtGDTfnuUxQn4D2/Mfndp0oedozt/nEjj4Ks+JKk30++CD4WbcuWxYu9dteDsX5HExy+n9FQhvRrN4fk3lwGwxleBbfhogi3teH+lJR++bItNAze5SeFhNYWuavxc88zfW9HBgOxmrMwy5G3zYkz0LDmXEMWiodflOj/tMWeOhhJsacd7Vy3kCOyhP5fxtnkxb5sXo9ao+HbtHNr1HUzP/rMAKXo4rvkerMKcaPmjLQkFAbSe1Vs+9nTnELb8MZCLRTGMa76HiNEuD/YF3UdEBLB+IgSgoE4IASh4lJg85BifHuh7xzVaoZdQEMDowVHk2l9i+MLNbFb1xnrOMJyclgPIhf5apu04JXeeVp24of1dMX1Zsalh6m8nWfGSlIhZsDOHAU18MdAxlmsUK/LWO2rirJfKjSIJBQHoTZdS1OXdNZR316Abcruz16sv7GLME9sYuS2CWUtT+XFCOL0azalkfwLVi7+HxQ6mJvGn/a19vx9d68rLF8P5+ekdKPRtiI9fjuvAjXK9o3a956V43jYvZtAX/rJfX+tZvfngW2tO3AzCztGdN1tdITxmMOtaS36AnZ4bzoKdOWSVJDH1t5PYObozs6VUP9gs2YqfNmwDpK7r8x7b2bVGSsFrLWoeZoQArJ8IASioE0IACh41ftqwjafnjq1xv7ajc8gv6wnK6cBTZ/tjbuBAeMxguRawKoWbcul3wYcbk6UoUsXRYdroVKJNoGz/YpjUmBTbCPR7NKDlj7aoNSpe+lLq1o0KcKNd38FEBbihKk3Fb08D5pimA9Cr0RySA8Pwds1EWZzAJ0/1pM9Wb857bAekucZBOR0qWc5UfO6VWYa06dNXMkdWJFYSqtroWEm5+jbLG/hvROCdBGDV7aoWMVv+GEjk9WF8097jNjGu/awdo3exKIYTN4MAuHz8GJHXh/HuCmMabzZjsVkuJnqWlZpleqfO44lP22GgY4zOaV3W+Eri+YvvhnPmaCjH1q+jvZEzrV7vep/fyINFCMD6iRCAgjohBKDgccB6zjCCcjrgEhXIvjgp1ZdVksTkIceAW16CwZZ2eCnP3Xb8qEWRfL16HF3Pjweo1E2cnZhMeXcNv3U5UumY8dv3M7NlCgY6xvRqNEcWJ9pGBm2TiKo0FdeBkijtH7lU9pqLGO3CiZtBvP7NefmcTk7LufbMebr/PI2JLeKIvD5MjnheD07n5YvhHH7Pl79+uM7EFnGExwzGsbHkl/jc8wtplmxFl4bjSLGN+E9FYG2NoKuLCAJyh25FIV7det0QfX7asA3TUDvirJcCsH5fa3wt9Lnw/S7a9OnLxBZxlQRgfPxy0u32MzDNj3dXVP8+UmwjGDEolE+e6sng+QH3+PT/HUIA1k+EABTUCSEABY8LcdZLOfyerxwJ83bNBCTh1NyrA0VT8zH6pPJfjjNcktm0355LnvEUTc2XDZm1ArCkXE2KbQRrfBWcORrKF98Nl4+d/WIaH3xrTXz8cro0HFcpSlVR/Kk1KuZFXwIkixL9Hg1Qlaby7gpj7Od5oipNlaNXn6+Spob4D2+Mz64CFi67lWruHynZ4UxsEUdJuRpfC30uFsWw7EopAGOe2MaYJ7ahKk3FrVlYJX/DfzMdfLfxb3f67k71ghX3a/cpixPonToPAx1j3mx1Rd6XcSyWp+eOxds1k23tRvPVjbFyHeb2WHfO/hWJbog+Hs6xhMcMpiaefcOLH94PrsVTPxwIAVg/EQJQUCeEABQ8Dmjr6cZv30/+SUn4GX3SlK9u3J4q1jZcfL16HMmBYdjP85T3df5ppPxZ6zWXV6akwzmXSp6CAMdfW0+frd50em44F77fJdcWfr7KWfaoe3eFMZHXh8leclprGv/hjemz1RtVaSq6Ifq06SNF+WLXLebbtXPo/NNI1rU2wyKlh9zgAlJ9YVrQHtr1HcyIQaFMbBEni9JQf0fMetvzwoA17HefVykC+G9FAmtrBl3Td7X5rN1Wa1RYpPRg2o5T/DghXPZLTC2Mlv/ct8e6k2IbwYAmvrJhtv08T9nw+XFDCMD6iRCAgjohBKDgccLok6YUTc2v1drpbyXx8bsObI91Z0ATX2wauFVK/f5xIo2OW1w5czRU7kK+9oyUrt3a1pXfuhzh/ZWW5Ew6xxRFotyNa6yroEfEDMo+ljpRN/rZyLWFPrsK8NvTQG7yiApwY3usO9tj3eXr/vpBHG1nDyRzYyKtZ/Wmz1ZvQBIuP7wfTLClHRv9bOTGFq3wuVgUw0tfhuA/vDGv/boPvemGlZ7nQYrAezWEvtv3VRtEqvtcUq7mxM0gvju0kDFPbCPjmOTZd/avSHRO6zLDJZmhJsEoixOYY5ouC8AJS2Jq/2CPGEIA1k+ED6BAIBAIBAJBPeN2zwCBQCCoZ9wt+jezZQrvr5RqBBvMaEa3fpMYPTgUiKJZshV5ZUoAcu0voTfdkKY9W8NR6J06j+XLPRgaJ9WDeSY1xvgZKbpmGmrHpv32jM2QOowvFsVwtNN1+jJf6jqeDD0iZgAwNmM7Cn0/+X7cF0cD0ZR9XAxIkygWROTg7ZqJc1OpZk0bqTMNtaPHhzNQzg8g1H8K7Y18MTY/wv6npXWzX0xj7avRdOo7mKLBURhTef5tSbm62oaKfxIJvJfJIHWZIqKdyFETF77fxejB0hxojZ1UC3mjIINlL5YyR5mObogro85H8gbVd38LBI8DIgUsqBMiBSyoTzT36iD7xb31jpqu58djGz6aPlu95fFiIHX+tnq9KyZ6luSVKekfuZSpv52slD7UDdHHwXgK7Y2caW/kLHvYnTkayuH3fAFpVvEMl2S57lCLk9Ny4uOX4744msPv+XI9+JZNjG6IPlklSTSY0QwDHWNOjd8ESBYly66UohuiT8jIHng4x2Ksq5DH4qk1Kr66MZbvDi3kxwnhdeoCro0Y/Kfj4Gqz7261gFXH86k1KrlZI2RkD3RO63L2r0hWZhmyta0rCQUBchfwpwf6cuZoaJ2e4WFHpIDrJ0IACuqEEICC+kp4zGDaGzljbuAg241oBUZM/nwsDR1JLYxmkk8Cf/1wHft5niQHhsnHaydxDPrCH7hlFJxut1/29Vv1ZFOW/J5Pim0EAF3Pj+eb9h68fDFc7vSNCnCT/QWXDitkye/5PPFpOz5f5czePC/mZ2YDkkl0r0ZzWHallKEmwbzZ6gqq0lScm64DkGsYDXSMK3UAw8NpCn2nffcqAEvK1bx8MRwAXwt9tvwxkJNHNvLJUz354FtrPJxj5T+TFwasoVu/SbL33+OEEID1E5ECFggEgjvg1iyM6FxPebukXM2ioddJKJBsQLTdwyBF4vLKlLz6wi7KPi5mU2t7Ui/4kEyYvOarG2MpdrjVoau1n9EKDYAlv0spaa2/IMDLF8NZ46tgzBPbaNc3iBTbCH5+WhJlw3605fmlqby4IIgRRs4sNlPw2l9SB7HlFUfS7ZwJtlRi1vsY7+zWoGqZgrmBA3BrFNzdBF7VVPC/QV2jhvfC1rbSCEBFmRJLQ0cUA21ocTMIXwt93jYvJmtfawAuH3cn2NKOT57qydTfTj7w+xIIHjRCAAoEAsEdcF8czTFTO3o1mgPA5CHTsA234OC3Pgz6wp/4+OV06zdJXv/G21I9YOefRnJ0cBStXreudL74+OUQf2v781VSKlZvuqFc01cTC5epGNQ5ncRVgSh0FbJ4nLU0jaY9W2MbPpqLju64NQvjYpGUdn7qQn9MnrFEYWTDGl8FKUUxGCZ1IOa5+YA0yk5vumGt07gPw5zge6HqpJCKnytioGPMUJNgktSbuUgMHbPTsX1hFx98K/35mehZUjAFTr21D951+HcfQiB4AIgUsKBOiBSwoL6gFWaFm3IBeO+qxW1ecN8flmb3muhZYucoWbM4OUnCUNs88k+ZtVQyh96b58U37T1YsDOHWUtTAXh3hTEpthH02erNB99aY27gIHsEnkuIor2RM8dfW8+86Es8+4YXnx7oy2u/7gOk8XU1mT9Xt3237+8XtYn+1XZmsLZJp/NPIwmzcgJgfmY2nzzVU15nrKuQjbjzypTklSnZeXCSbBNjkdIDVWkqYzOkSG3rWb3J3JgIwIGO3gz5pbLf46OESAHXT4QNjEAgEAgEAkE9Q0QABXVCRAAF9Q1tardqRE9vuqE8Lmyzqjfx8cu5+mHKA7uPm91yiApwo72RM329pTSuYVJjQGokMQ21w0TPkvLuGgA++NYaS0NHdEP0+XyVM8riBNobOcvdrdroX12mf/xXk0FqWled6bN29BtIUT/Hxov5bFR/1vgqSC2MpuGzzQE4NX4Tr3y1A7g1j3nnwUmY9bYHoGBKNpN8Ejgyzk82zR4xSOoKTrQJJDrX8297nkcPEQGsnwgBKKgTQgAK6hstekm1YH+cSJO/szR0RFmcII9V27TfHrPe9rT80ZaNfjb37doV041aMo7FytY0MfnzufbMedyaheFgPKXSnGCfXQUc6OjNoqHXsWngJou9qtM+7tTx+2+JwLr6A1YnBCumgLX1fj67Ctib58VQk2C6nh+PnaO7vC7Mygnnpusw1lXIx6tKUyvVDGaVJKEsTpB/a+dGP/lZT37/36PbGCIEYP1ECEBBnRACUCC4hXburomepTza7Z/iP7yxPJv2zNFQpigS+f1/J/nh/WBOHtlYya9v58FJjM3YTqJNIO9dtcDXQp+0oD2ANAruZrccNrRpVynaV1Xw3c3y5UGLwHvt+K2NANQ2fWhrAFWlqaQWRvPEp+3Y/co08sqUJKklG56TRzZi5+iOsa6Ct82LK50DJAE4LH0Tu1+Zxqb99pSUqwl0swJgo58Nnx7oW2k036OEEID1EyEABXVCCECB4Ham7ThFyMge9+18lzzjAbAKcyLX/hLfrp2DpaEjJnqWLNiZw8FXfQCpQaS8u4ZnPvfg+GvrueQZXynCZ6JnecdUb002MA/CELoqdbF6qU3qV1WaSumpQqYoEuWGlw1t2gHS3F+XqEDmXs6QG3pcB25kQ5t2LNiZI4vrigJwbMZ2PhvVn7KPi/G10MdYV4FFivRn/ajPCRYCsH4imkAEAoHgPqGNLt0vrMKcsApzYmtbV95faYlmWinPPb+Q6FxPdE7rYqJniYmeJb4W+lx75jxjntjGqfGbMNZVyD9VJ3vUJLiq+75iKvVOx1ZdX/W4O627V+4k/iqyWdUbXwt9vj+8hnS7/aTb7efC97t476oFK7MM8XbNlH0b88qULNiZQ6CbFYO+8JdrACveZ0B2MwDGPLGNvDIli4ZeZ8KSmEde/AnqLyICKKgTIgIoEPy7jN++n4jRLmxo0442ffpiomfJJB+pucFEzxK1RoWJnmW1ti5V0761if5VXVeb7QdJbYRr1bq/0lOFDDUJZm+eFyDNTPa8FM9TZ/szsUUcG/1sWP+30bOqNJU33laiG6JfacKLNgI493IGUxSJaKaVYj1nGNeD09FMk+YIB+V0uG92P/8FIgJYPxERQIFAIBAIBIJ6hogACuqEiAAKBNXj2HgxCQUB9+Vcz7+5DIDD7/nyxKftuDE5A4D+kUs52smfLg3HAVRK+d6pyaO6Ro+7jYIrKVfT74IPRzv539Y5XN3nB0Ft0slVt7XNHxeLYuS5yF/dGEv3n6dxsSiGiS3iKClX8017D0Cq8Xv2DS90Q/Qp766Rn6liE0hemZKA7GZ8+LLtg3rU/wQRAayfiFFwAoFAcB+5X+IPJOEHcPBVHwZN9gckv7pBE/z58ElbogKsACoJFrhdMM29nCF3AWv3a1OfK166e13fUJNgWh6IZ/IQVYXr3BKN2uvdbyFYm5rDmtBOTTENtaPLK9MAWL/vCMbP7WD89u3MtMnE0tCRi/mSl2LZd/7sPHgKx8aLMSm3xIDqnyU7MbmOTyMQPFwIASgQCAQPOYO+8Md6zjDSgvbQI2IGAF5K6PyM5E2oQPIcrKmRY3usO8dujMV+nifGugq2tnXFarm0X1W6T+4Srg61RsVQk2Cstw9jS4+BjGsu2cuY6N0u/Kpev66C8F7GwFWN/mktX/LKlJz9K5ItzgNR6Etj2vz2nOTwAEfcmrXmtz+PEJM/nz0dpPc5fOFmUguTbtX+lUuRvzyNdL6skiROHtnI5CH2NDoTy/zMbLqeH1+n5xMIHgZEClhQJ0QKWCB48GgnTew8OOm2fb9M3EfHLa4A9LvgUymNq9ao2KzqDcCS3/M5cTOIC9/v4tUXduHWLIzJQ47J5wkZ2YNRiyJ527z4NiEXlNOB+PjltOhlzUtfhpC5MZFGZ0wBeLPVlX81DVyVigJQ+/nTA32Z2TIFhb4NW9u68t2hhZR312CiJzVo7M3z4lxCFGa97VHo28hpc0De1r7HknI1T53tL1vIGOgYs63daGa2TMFAx5iVWYaM3BYBIBuBP6qIFHD9REQABQKB4CHlxwnh0oeDYBs+mvMe22kwoxljntjGFUVipQhU1UjYD+8HA5DgmsnFohim/naSMU9sw8P5WKVr7Iubxe5X4tFXNMDcwKHSubJKklh2pZTOfjas8NbFbUIab7corrDmVgSwpFz9r4nAquJPu51rf4mpx07y2q/unB2/iYbPBvDRta6YmEsCcGKLOLY4uuN5KZ6A7ELZ+LnqebWf93SYgdJyIQArswyxONMD9QAVak0SRVNt+QJJ+B3o6M2QX9b/K88uENwvRARQUCdEBFAgeLAY6yrkBoSI0S74Wugz+8U09uZ5sd99Hn22enOzW468FiQhptaoON05RD7PK1/t4G3zYkxD7TANtWNe9CUGpvkReX0YAL4W+pzuHMI37T3IK1NibuAgC6ETN4ModijgjxNpuEQF0rP/LFY9KUWKJraIq3TdmmYJ329qMn0GGJjmh7I4gb15Xhzo6E1JuZrSU4Vce+Y8AENNgmVPv6gANyYsicHS0BFAHgFX0UJHrVHJ01gufL9LrrVUa1ScPLLxtvF8jyoiAlg/ERFAgUAgeEho+GxznJyW8+3aOZW+f/YNL/brGGNu4MCbrSxplmzFNf3zGHOrqUMrTErK1Vik9OCd3RoAvvu4GEt/R5gBFybvIqFgHAt2Knj2jQYAOObPp6l5a14+25+EggCuTT3PmaNS6nlAE1+yziRxQb2L5Mww9Jr44lsuNaZorwUQbGnHkt/zZREFD35GsPa7vDIlg76QGmReGLCOoSbBTH/rCErvnhz6cxnxyuX0tJoFgElzVwx0jHGJmsPemWnsPDiJ+PjlAEQFuPHar/vo1WgOZ//aJE/7eGf3aADCrNZRkqZmZZYhwZZ2bHl6B02wuG/PKIdmTUsAACAASURBVBD82wgfQIFAIBAIBIJ6hkgBC+qESAELBA+GRUOvs3pvc8q7a/h6teTz16vRHHmsW8XmBW2UrWodW1ZJEheLpBFly66UsqFNO0rK1Zw5GspLX4awdFihnD52axaGg/EUVKWpNHy2OX+cSGP13uYAeDjHcrEohiPj/Nib58UP7wfz1Nn+APT1ns+Zo6Ec7eRPxy2udOs3CdeBG+/7tJA7TQApKVeTpN4sP/8lz3hsw0fz/eE13OyWw9m/IkktjEahL3VJz2yZgrGugjNHQ9na1pUPX7ZFN0RKhL131YJDfy7jbfNiEgoCMNAxpvWs3pWueWScH/0jl7JwmYo1vgq5g3hY+qZ/9Iz/NSIFXD8RAvARY9WqVezYsYPU1FQaNmxI3759Wb16NZ06dZLXFBYW8uabbxIVFUVRURFDhgwhODiYVq1ayWuUSiUzZ87k0KFDNG7cmIkTJ7Jq1Sr09WtXFSAEoEBwf0gLkmxVhpoEY9PADQfjKZgbOGBp6Cg3ZRjrKsiZdI6jnfwZtShSFoRZJUkA2DRwq9TBW3GEWcWZtpv22zPJJ4GtbV1JtAkEoNXrXVk6rJDvD6+hWbIVfbZ603b2QEAanbZjrNRosnaEKYuGXscipQcAk4ccI9jSjk8P9OXQn8u4MTlDHqEG/3xs3N3Mnys+a9W6QLVGxacH+nKgozczW6bIXbprR5jK72TZlVKaJVux2CwXkMTjwmUqwqycUOjbYGnoyO5XppFaGH1P9/0oIgRg/UQIwEcMFxcX3N3defbZZyktLcXHx4dz585x/vx5GjVqBMDMmTPZu3cvYWFhmJiYMGvWLHR1dfn+++8BKCsrw97eHjMzM9auXUtWVhYeHh5MnToVf3//Wt2HEIACwYNh2o5ThIzswQffWtPeyBmQLEpUpam4DtzIgY7e2IaPxtzAAf0eUh2fRUoPOSJYVRBpBaBao0JVmoqyOAE7R3d5f1rQHpIDw3BfHM2Jm0E8+4aXvC85MAy1RsWWPwby8bsOle7zzVZXsApzYmbLFGLy53Ogo3elqCQ8uIaQqh6A1TWG5JUp8VKeY0ObdreZZKs1KmLy51NSrpaNnQc08SUopwNvmxej0LdBrVGxMsuQ/pFLASg9VXjbfRzo6A3wyHcACwFYPxEC8BHn2rVrmJqacvjwYfr3709eXh4tW7YkMjKS0aOl4uXU1FQ6d+7M8ePH6d27N99++y3Dhg3jypUrclRw06ZNLFq0iGvXrmFoaHjX6woBKBA8GJ78rCex6xbT+aeR8nc7D07iYlEM3q6ZgDQhZNSiSLn79dUXdhG7bnG1liZawaP9aXTGlJJyNXrTpf+dv/LVDp462581vreO1frmzXBJxtdCH6NPbomDXo2kBpUk9WZe+WoH61qbkVWSRJiVU7XdwA9yOkjVKGHVyODFohg5ilpxTV6Zkpe+DOGH94OZF30JgKfO9qfJTAs8nGPpd8GHiS3iiLNeiktU4H29/4cRIQDrJ6IJ5BEnLy8PgObNpZqd06dPU1JSwuDBg+U1NjY2WFpacvz4cQCOHz9Oly5dKqWEhwwZQn5+Pj/99FO11ykqKiI/P7/Sj0AguP/Mz8xmQ5t2lb6rKP4A8k9myuIPJCPiY+vXoSxOuE3wXXvmPF7Kc+ic1iWvTEmKbQTOTdfht6cBfnsaYGnoWEn8HVu/jpxJ58iZdI4WvawriT+QUtVDTYKZ2TKFZz6XrGNWPdm0Uuq5Yofwg6QmcakVou2NnG+bj2ygY4yxroJOzw2n4xZXSk8VUnqqkM2q3ny9ehz9LvjQ3KsDLXpZ1wvxJ6i/CBuYRxiNRsO8efN47rnnsLOzAyA7OxtDQ0OaNWtWaW2rVq3Izs6W11QUf9r92n3VsWrVKlasWHG/H0EgEFThjbeVgH2l75LUm0kOzCavTMnzby7725supNKay8ePwRxkAXb5uGT43Iqucu3bd6sW0um54cxsmUJemRQZM9FzZMHOHNaOMEWhb0P+yUwuGkoNJNoGiYpoPQZ3HuxAjzEzWP38QkL9Hel3wYFZS1P564frALTrq/1H6P0xiL6TFYwWbQq86nZ1M4vfNi8GZjDmCWkm8uKfcimaGomdozvnFkXWOBpPIHhcEBHAR5jXX3+dc+fOERUVdde15eXl6Ojo3HVdTWuWLFlCXl6e/HP58uV7vl+BQCAQCAQPByIC+Igya9Ys9uzZw5EjR2jdurX8vZmZGcXFxeTm5laKAubk5MhRPjMzM06ePFnpfFevXgW4LTKoxcjICCMjo/v9GAKB4A5oO4SX/HAd+9We8vfhMVJ0bfcr0wB46csQBqb5UVpeiEGZFPXyuVoASB3C2k7WnQcnoWlfysQWt2r1+mz15uJoNS16WfOEVztcJgby9WrJIqaofT68I11z9otpfPCttdz4EDrIkcXFCfjsKmC0WRSxyVZcPl4oW8h83lsl1xL+kzFx9zuVrI0Kmhs4oNao5EkgG9q044O51rQzGkzk9WHymD2tXY52BrJA8LggBOAjRnl5ObNnz+abb74hPj6etm3bVtrfvXt3DAwMOHjwIKNGjQIgLS0NpVJJnz59AOjTpw/vvvsuOTk5mJr+nRr67juaNm2Kra3tv/tAAoGgRqznDLvj/pe+lNKxnx7oy4AmvuSfzKTcS4M+DWQPwTUVbEy2x7pDLDjua12hpjAWIqBoaj4/39iBPfvk9W+9oyZn0jnGNd/DB+usASjcJNmm9LdbSsK0Uj4p6Ula0Hni7JYSu24/5z22A7DffR6vfLVDFn9VU7O14Z+Iv4rp34qpX609jpYBTaTJJplbmvPnRymM/iaKrmt0eeWrHXx/eA0miZbVnv/np3dUatQRCB41RBfwI4aXlxeRkZHs3LmzkvefiYkJDRs2BCQbmH379hEWFkbTpk2ZPXs2AMeOSTVBWhsYCwsL1qxZQ3Z2NhMmTGDKlCnCBkYgeAT4csxIfn56B8uX3/ruXEIUJ49sZEObdvw4IbzS+uZeHbgenE7hplwGNPHl+Gu3bEt8LfT5/X8ncW66jlGLIkm0CaR36jwAnJuuY/pbSYxaFAlIo+oWDZVq/PLKlOSVKfnkqZ6Ud9dg08CNoJwO5JUpATjayb+SLcydGja03Kvgu5NJdE2/tV3AF4tiMNGzlPepNSqySpJ44tN2HHzVh5NHNmKiZ8ng+QHyeW9MzqDr+fF4OMfy7ooHO/P430R0AddPhAB8xKipRu+zzz7D09MTuGUE/cUXX1QygjYzM5PX//bbb8ycOZP4+HgaNWrExIkTCQgIEEbQAsEjhM8uKc3bq9EcTPQsySpJIq9MyQyXZH7asA2Ap+eOldfbz/MkOTCM5MAw7Od5VjrXla6nZJPnMCsnADwvxZMWtAfrOcPkYxpvlv5/ZGCaH4k2gZgbOLCnwwzmXs6g4bPN5eaJit238GDtYGraV93vvXlejM3YzoKdOWxrN1ruph5qEsyIQaHklSlRa1Rsj3Wn03PD6dZvEiC9a//hjVm+HBwbL64kDB91hACsnwgBKKgTQgAKBP8NTk7L8XCOZZJPAt+ulTz5ziVEsWBnDl98N5xXX9hV53PvfmUaQ35Zj2FSYwCe+dyDHyeEs+IlXfa7z+P4a+sZuS0CgH1xs0i0CcSstz1mve0JjxnMng4z5LFrFW1XtNxPEXi36F/FzxWjfHllSv44kUawpd1tI/NOdw7B3MChkp1Nmz59AfAf3pjzHttxiQpk/Pb99+05HgaEAKyfiBpAgUAgeISIj19OfDwMX7iZso9PAbAgXWpU0I6GqysvfRnC56suYTpLspUyN3Bgrn8GXRqOY8VNSWxqGzvCrJxIsY1g2Y5SnvysJ0N+Wc/RToW3ibyabFj+CbVJFVdN+8KtNG+qbTTZse58qupLt36bAZjYIpXuPw/kdOcQ+RkBih2kKGvv2Hk0dk9gb54X8HgJQEH9REQABXVCRAAFgocTbZr3fjAv+hKBblYc6OiNbog+M1yS+eBbqRlkQBNfdq2ZwsfvOmCiZ4mJnqVssqzlTtG/B9UVXF3aV9sF3eGcCxNbxJGk3szLF8MZtShSrpecPOQYl48f45OnelLsUICBjjETlsTw3aGF8rk/X+XMhCUxdbrvhxkRAayfCB9AgUAgEAgEgnqGSAELBALBY0C7voPRTCsl2TOszudY8ZIu7+zW8MV3wwF49QUrvF0zMcnYzgRlDBeLYujScDkgRQAN/Gww17epMZpXNf1bXcfv/bSEqW42cEm5Wq5LHNd8D70aLSYopwN+P0/D0ymet9pJxwQXxZBRGMtm1RxeLd9FSbmajX425JVtBKSpKD6rCoDHLwIoqJ8IASgQCASPARnHYvn11Timznchdt3iOp3jyDg//Kb7yp2xZ46GYhvelH4F6XIt3Ljmkjm1ia5ltePSqgq7u9UAVifsqvoG3o27rdXe57rWZvQIyOU9ews2t0xh+YfNYa+0puMWVzxbxNOt3yTUGpV8D9pzKycm8PNFFdfU52n5o/BLFTz6CAEoEAgEjwltZw+k9azedTrWQMeYs39FcvDVQso+PgdIUzBmtkzh5Ccb6ao3XvYH1HKnCR81Cbu7HVfTsfeytqJwA2Tz5+4/T+PUeF+mv5WE9ZwQYBoRo10AeKEggG96eWCsq5DXx8cvp0tDyVC7u9E0+noX03KMLU1mWvDnR1dqfY8CwcOIqAEUCASCx4iEgnv3p0u3209JuTT1o2nP1uhNN0RvuiEKfRt2vzKNDuckkaQVVlqblD0dZsh2Kd1/noZao7pNfGmNl8dv3y+vrXieulKb49UaFf0u+KAsTkBZnMBTZ/uj0Ldh15opXD5+DJ9dBdyYnMGNyRnEWS+Vx8Jpn2/hMhVzL2cw93IGCn0blMUJ6IboC/EneCwQXcCCOiG6gAWCx5cxT0gm0hGjXWg7e2ClVO+Jm0GAZIxsomeJS1QgPrsKCMhuxqonm2Ju4HDb+fLKlHT+aSRjM6QxcSEje9zmEViR6r6vrVisaPmiLE5g5LYIEm0CAWnqydiM7ezpMAMDHWManTFlXWvJ2Fqhb4NC3wZVaar8DBeLYpj9Ylql8+v3aMDNbjkYffL4dM2KLuD6iUgBCwQCgYBT4zfRI2IGAF/dkKaHfPUJtJxlK6dETUPt+N5izd9HeDGxRRxPp/mxalBTdpem4t10Ha9/IzVJ9Go0R568cfavSP64GI7O3wbTajdVjXYxUPcZwFW9/84cDUUT68H0XsEAXCyyoaRczdzLUsRvbusMPC/FA1LkNOuZJJTFCZw5momvhT45a87xwoApAKx6sik9ImbQ6bnhGBfeXvsoEDxqiBSwQCAQCAQCQT1DRAAFAoFAwKKh17mSIs0DXr5c+m7ykGN0KZeaIE7cDMK0wI7PuvQHwMPYmqefX4j74miWBLhx/LUouvVbhrmBFCFUlaZioGNMyx9tMehkzOH3fHn+zWWANLHE0tCxUjPIP5kOUl3EMK9Myab99ji2deXnHwsBaNHLmiW/p7HqyWjMDRwIs7IEnOTnD3Sz4oe8YD4b1R+rsNG8+touvntXSgd/9/d5tTOWBYJHHVEDKKgTogZQIHi8CI8ZjKWhI+YGDrJvnkLfRk7VlpSr+XLMSPSmGwLQ6bnh5JUp6dl/FrvWTOGb9h6serKp3IQyenCU3Dxy4mYQLXpZy/V0X68eh0LfBrVGRa9Gc+QpInURgTV1AVfXbDJ84WbOe0g1gNqZv8riBAD6bPXm8vFjtOhlzYGO3ij0bRiWvomP3729pvFxQ9QA1k+EABTUCSEABYJHj7UjTDndOYQ3W13BsbHkFTjUJJj2Rs50aTgOD+dYXv/mPKuelMSAgY6xPBdXK6q09YBqjYq8MiWjB0dR3l1Dw2ebkxwYxveHpQhgj4gZvG1eDIDnpXiOdvKXmyvS7fbj2Hgx5z2202BGM46M85Ovp+VuYrCmOsHqZgBrf+eVKStFHdUaFTqnpUoovemG9IiYwZdjRuLtmknDZ5szySehdi/2EUcIwPqJEICCOiEEoEDweLF+X2uySpJYO8KUnEmSD+Bno/ozrvkeWbhpRaD2c16ZkotFMbgO3MiIQaF0PT+eXz+IA5D99cq7ayjvrmFsxnaicz0BKD1VyJdjRtJ29kBWPdkUxd/TRP5JGlh7T1U/V/2uqjC8MTkDgNTCaJybrpOnoNQnhACsn4gaQIFAIBBw4mYQX44xZfly2PnZJAAWhV5nEX0ByD+ZCcCCnTkAhPo70qKXNZ+vcsYqzIkbhhmo5qbKwi85MIwTN4PQeUsXTt9+vfLuGgZ94c/g+QG3RfP+qRCseq6K5686lURr52JV5kSTny3kYr+1I0wxTGpMt37Su+gfufS+3ZNA8DAgIoCCOiEigALB48OqJ5vy7gpjNqt64744uto1l48fQ61R0em5yhGyTfvtWZllyIAmvqQWRuO3pwEAI7dFMHnIMYaaBLNgZw5n/4qUjznayZ+BaX7onNblo2td2dZuNAc6ejP1t5MA9xwNrKkOsKbPFb0CK6a0VaWpTNtxCuem64jO9WRrW1fi45cDcC4hisVmuZw5GsqRcX6PlSAUEcD6ibCBEQgEAoFAIKhniBSwQCAQ1HOW/J4PU/Jx5/boX5iVE1ZhTpz9K1LumNVSNDWfsxGRuI3qT5+t3hwaeh2z3l4A7OrRgKCcI5j8bomq9AgAPz+9A4BEm0BKLqjJPJZIut1+pr+VxJbEZBaX5952/bo2g9QGbdQPIEm9GRM9S5YOK2RySV9GFIdyNDObFNsIAH49GMfv/wOOinSw4PFACECBQCAQVCJkZA8AdE7rkhwYxoa3fTlzNLTSmv3u8zD6pCl/fnSFD1+24GlLO37ffg57TlZatwu45BnPsPRNNO3YGoDgZnbAEQ79uQwno+WYNrDDrLe9PJWjIv9E4N2JknI1WSVJbI91B2CLzUCm/nWS/e7zUH6XgIGOMb4W+uS10gCw4iVd1Jocrgen09yrwwO5J4Hg30TUAArqhKgBFAjqBwt25mCgY4yyOIEtfwxk0Bf+AMTHL2drW1de+3UfE5bE8PkqZwC8XaVmkfX7WnO0kz+BblZ8vXock3wSaG8krXnrHTWmoXYY6Bjz+/9OMjDNr5Ln4D81h64qGqurAdRG/yKvDwOg808jafV6VzpuceXqhyls9JM6k7URwrmXMwjIblZjjeSjjKgBrJ8IASioE0IACgSCOzHJJ4EpikRGbosgOzGZ555fyI8TwgEomJJNq9e7cujPZbzy1Q4uH5eaRarzAbxXEVibhpCScjVGnzTlm/Yeclp7e6w7Y57YRru+g+mz1ZsJS2Jks2qQJptMHnLs3l7CI4IQgPUT0QQiEAgEgjvSeLPZPR8T6u9IX+/5ZCcmA2Dn6M661masa20mewU++4YXzZKtGNDEF6jcoavlXlLAte0GLilX8/v/TqLfowGNN5vReLMZBjrGODZejLI4gYbPNmfLHwNl42htunjktoh7ewkCwUOMqAEUCAQCwR0pmJJdq3Xb2o1mbMZ2eXvBzhyyE5P5fJUzMfnziWh1BYDzHpa0PtwbEz3LSqPmKkb7tGKtqo+f9ruq66rjToJQrVGRa3+JnI2S6fVzmoUE/7qP7j9PY8SgUGwauKHWGOPhHAtIEU1NcDrmBg5klSTV6n0IBA8zIgUsqBMiBSwQCKojKsANAPfF0diGj+Z/Xx/Bf3hjih0K5BnDxroKWfwZ6BjLv7VUTf/ezxnBJeVqUgujUZWmcvLIRrkzudXrXVnjq5BnIWvvKa9MCcAP7wfjP7wxpacK8VKek/0BHwdECrh+IlLAAoFAIBAIBPUMkQIWCAQCwX0hxTYCb1Xm31vRbGjTDgcff97Qs8QES7mj1qy3PdbPDyM5MAwAhb4NJnqWcqRPrVGRV6aUI4UVqYsvYMXaP7VGhf/wxoxalEac9VLGXpBS1uVbNJhkZpNVksTevIFYpPRgWPomUidIXb9jM4I4l9CAkdsi8HbNJJ7ldXlFAsFDg0gBC+qESAELBILqGDFI8gvceVCaofvHiTSMdRW8/s15JraQmj+ef3MZZR8Xs6fDDIqm5jM2YztDflkvi7u8MiVHO0l2My9fDJfrBOGfdQWXlKtxHbiRUYsiaTLTghkuyUTnegJSinfJ7/l8eqAvvRrNoc9Wbz661pWyj4sB0JtuWIe38WggUsD1EyEABXVCCECBQFAV6znDSAvaA0jTPnqnziM7MRkDHWN+mbiPt96RxNi45ntQa1T02eqN354GpNvtx+iTprLQ++H9YHaMHY+loSNlHxezfHnlesDaisDqOoqzSpLkxhKjT5ryy8R9AJjoWVJSriYmfz6bVb1Z8ZIuX68ex6hF0gxjrefh44gQgPUTIQAFdUIIQIFAUB3v7JYmZ3RpOI72/2/v3uOiKvM/gH9AGRRxQERuISreWAJERW3KjJJAU1dTN80bdtGfiLVqmsqat7VwrTUzC7bcoptZlvdV8xa4JGKIBIrgJW0yGWksriPXeX5/zM6J4aKIwDCcz/v1Oi+Yc54zPF/ORF+fq22o1LWr02ul2bPlQoe9k2ZjU24vdPq3N3b2nIHg4FXSe9xMvoBuGcPg3NYHV2fG48GFi+DTzjC5pOh5Tb2SwNqWfzF+X3Ux6Kp0ei1W7tXjm94L8diFtVLy19oxAZQnJoDUIEwAiaiqD14bip09Z0izZitSSrB6jDUef3Q9sr/bY5JwGXfh+HuOQlocGgA6/dsbAPD7cz9K5zznPYCf/I/D5QM/AIZ9eO+mFRCoey3A6usOGut1ye+gdM41MgAAcOOd9Hr/PEvDBFCemABSgzABJKK7cer4ZikBTNVtgbYiC93jgjFnRBr0sysAAEPtlwIAloz6DWO+eE+699moRChS7QEAV94+Ji3RUp8ksK6FpWv7qtNrpSQw49ZWBGROw/xdVwEADz3yMh5cuAjt5jii4NQ1qT6tARNAeeIyMEREREQyw2VgiIioSY354j3klJ9Exi3DmLrlo0sA2GPEto3oWeqCizBMrkgsWmf4+oXp/bEHA/9ocesN9Do7Av7tpwC4/azg2+0SUtsOI+VCh3/e8MCia9bYtmMcvpw/E9oXDUvXnC4ztEiWxObh6OtRADcDIQvHFkAiImpSbx/ogy/+Mh7LR5dg+egSnPTZCADYlTdTmoULAPrZFVJ3sHEZGLcHAvFc2AlcDN+Pi+H78fij67H996eke2oby1fbnsL1NeunU4jaU4Sskl248U46cspTkVOeCjtrZ4iBevzyzClpL2MiS8YWQCIiajK9P3oCM2yOIFYfiHGJEwEAD2TNx5JRv6HdHEfs6zUHoy/FAgCyv9sDACidVQDb9w1j0jQn05AzNBU/+ecBAA5/tA4vua6FnTAsGVPffYGrX69eVqfXYtkvBVDk9sJv31/Cf8e9hhe8JyNU8wYA4EWXS3h1tR0ulx7Chx+ebfDvg6il4CQQahBOAiGiO5kzIg2xBwNRGHMdk5fuwn/y5962/KurDcnc31bq8MFrQ+GlGAobKzt0yxiG0lkFAIAt2geQ7vupySSQe90dBDAkgOqyRBScuobfn/sRR5+Owuk/vYdjfZYDAIZ0eBHqskR8OGEY0jbGIXD+zPr/Ilo4TgKRJ7YAEhFRk4g9GIiuqgfRMcKjXuXf9TIs9bJk1EE8G+WEDfuvYuET19DlB1+42wwAADg4n4QdnKXErfpYvurJ4J2Sv6rfj74UC3fXAVgUm4eHs6Pg1vc19FQMBWBIEI1l//rzjzg+ZS2GbV1e798FUUvDFkBqELYAElFjGrl4E770NnQRd4zwwI8njsDdZgCc2/pIewUDgJ21s7QMDGCa8N3tsjBV1yac9tVBlA0owgsjL+Bs4jZ8fCgE69c4Y9L2HQCAyUt34W8rdegY4YHk4k2NE3QLwRZAeWILIBERmd2B119E+btPADCsGQgA7Qc5YfNaH8xbfhwe6UEADN3Dn0SHSi1/3g+G4GbyhRrvd6exgcZz2grDLF//9lPw8K4oHH06Cn5DJ6MipQTlQo03/2JIPB/4uxcyZ6gbMWIi8+IsYCIiIiKZYRcwNQi7gImoqXyXsB4AMPpSLMI7H0Ny8SYkTd0gXe91dgTsrJ0RtacID2dHSXv23u0OIVW7gI3fO6Z1x/WAFJQLHR565GVpC7jjU9Yic8ZX8P14YmOHa3bsApYndgETEZHZvNXVG3/9+UfM3pGCAXbPA/hjwsUbnm7Q6UPx6URrvDDS0M379oE++LVfJr70nojucU+h2C5X2ru3IqUEPu3GwaGNV51JYPXu4KrlHNp4obh/LuyEYZKJGKiHnbVhuRkvxVCT7ekASPVN1W1phN8EUfNiCyA1CFsAiaix2G9xQ3LxJrzfbTAAYOO47vjqyGSUCx20FVnQVmRh9RjDiKU5I9IwMWQbLpcewpE3lposCr14dy6O9Vl+2wSwqroWkDYe+ZVqqMsSAQBtg9rhyBtLkVy8SVqmZvjnhsWqu2UMa7TfhTmwBVCe2AJIRERmNWjBXNxf+JTJuYkh27Byrx6rx1jjl2dS8INjHADDOoCxi0rwXNgJbP/9QZN7Xh/rAgBYPcYaCf9cc9fbxFUtr9NrcfjblzHQaTYAoLh/Lv7lOwB55VeR+2wu3i8fjEXXNA2Kl6glYAsgNQhbAImoKUV0SUfMrwE1zr+8Qovtvz+Fm8kXUHDqWo3rtu8rMWzrcpTE5tW6VExt+/9Wf21seSw4dQ0b9nsCAJ75+jgAIHJnJrQVWfD9eCJW7tXfW5AtBFsA5YktgERE1KKUxOahXOgQE2F43dM2FJdLDwEA1q8xjMkLDl6FDg4u+Kb3Qpz+k2Fs3vn7d2DyrF24du4kHIRh+ZbqC0XfTtVFoS+XHsLNkguYftjwc9/qeg1lA4qQUpEFnV4Lj/QgXPJbA8AwKYXI0nAZGAsTHR2NQYMGoWPHjnBxccG4ceOQ/0r8iAAAHEhJREFUnZ1tUiY4OBhWVlYmx5w5c0zKqNVqjBo1CnZ2dnBxccHixYtRUVHRnKEQERGRmbAF0MIkJCQgMjISgwYNQkVFBaKiohAaGorMzEx06NBBKjdr1iysWbNGem1n90cXSGVlJUaNGgU3NzecOHECOTk5mDFjBmxsbPDaa681azxERNW1m+OINv+nkF4bW/+M5oxIQ17gVeABYIntb3i65wwAwLJf/tgezqhc6Oo9I7jquccurIW7ywBpf+J1mrW4HpACh0o18ivVSPf9FLMO9Gl4kERmxjGAFu7XX3+Fi4sLEhISMGyYYSZacHAwAgMDsXHjxlrvOXDgAEaPHo3r16/D1dUVABAbG4slS5bg119/hUKhqPW+qjgGkIia0jtP+iJyZ2aN89cDUqRdQWIPBmKo/VL0tA0FAGnruOrrAd7NFnHlQodU3Rac2PAGxg7/APN3XQUAvDDyAnp/9AQuhu+v997GloJjAOWJXcAWLj8/HwDg5ORkcv6zzz6Ds7Mz/Pz8sGzZMuh0f/xLNykpCf7+/lLyBwBhYWEoKCjAuXPnmqfiRES3UVvyBwAe6UFoP8gJsQcD4W4zAP/4jxMKY66jMOY68gKv4ujTUdDptdDptVCXJSK/Um2ytItR9SVfjOcAQ7L3yEsrkPvsWUTtKULUniK0H+SEiSHbELWnCGUDipr+F0DUxNgFbMH0ej3mz5+Phx56CH5+ftL5KVOmoFu3bvDw8EB6ejqWLFmC7Oxs7Nhh2NRco9GYJH8ApNcaTe3LGpSWlqK0tFR6XVBQ0NjhEBHVy63vf0N+paFl75PoUJRtN/xtwwf/W5PPD+jygy+ubT6JNv+nkBZsrm9L4OFvX4aXGIr8H/7Y+9dB74WCrtfQZq0CbzdJVETNiwmgBYuMjMTZs2eRmJhocn727NnS9/7+/nB3d8fw4cNx+fJl9OzZ87bvaWVlVev56OhorF69+t4rTUR0l37yP44ZoUcAAF96T4RrZIC0UPPKvXpoK7IAAPOWZ2HzWh8AwJ/OjcfOnjMwOWgXpn1l2CnkpM9GOLSp3+xgGys7OLTxkraKs7N2hhiox7teflg9xhqTtu/AptxeTRYzUVPjGEALNW/ePOzevRvHjx9Hjx49blu2uLgY9vb2OHjwIMLCwrBixQrs2bMHaWlpUpkrV67A29sbqamp6N+/f433qK0FsGvXro0XEBHRbXzW4wkAwNQr+6Vzn04cgeNT1uK98UE1yisHe9ZYJ9AjPQgObbyk7d2qq94VXLV7OL9SjfVrnPH4o+sxb3kWbN9XYsdT0wAAy0eXYO2+dvcYoflwDKA8cQyghRFCYN68edi5cyeOHTt2x+QPgJToubu7AwBUKhUyMjKQm5srlTl8+DCUSiV8fX1rfQ9bW1solUqTg4iIiCwTWwAtzNy5c7F161bs3r0bffv2lc47ODigffv2uHz5MrZu3YonnngCnTt3Rnp6OhYsWABPT08kJCQAMCwDExgYCA8PD6xfvx4ajQbTp0/H888/X+9lYDgLmIhagl+eOYX7Phxsci5zxlfw/XhijbJf/GU8Dk6ej5M+G01mCQOoMUHE+LXqxBDj1m/Tlx1Cuu+n0v2Lrmkweemuxg2sGbEFUJ6YAFqYusboffjhh5g5cyZ+/vlnTJs2DWfPnkVxcTG6du2KJ598EsuXLzf5D/ynn35CREQE4uPj0aFDB4SHh2PdunVo27Z+w0KZABKRue1Z/zz+/PKWWq/5DZ2Mh7OjamwnZ+wGrs8+weVCJ40BzK9Uo7h/Ln6Y/jGmfXUQhTHXpWuKVHsEZE7D/mPzGiOsZscEUJ6YAFKDMAEkopZux1PToBzsCe8HQwAA/u2nwLmtT51rBNbWCmhM8m68kw5Fqj22rRuHgednw91mgMli1ZaMCaA8cQwgERG1KsZ1+ozr+Bm7co3rA+r02hrrA9bW7Vv1nuj7lLj1/W8Y0uFFXA9Ige37TJjIsrEFkBqELYBE1JLN33UVAZnT8GxUIuy3uAEAip7XwOq0NcRAPQBDd3Bdu4VUnxGs02ulhDCnPBWKVHs4zTUsA+P9YAh+PHGkWeJqCmwBlCcmgNQgTACJqKVpG9QOr491QWLROhT3z4W7zQBoK7KQcWsrAMPagM98fRzhnY9hi/YBfBIdipM+hi0zjesDVlXbziE6vRbaiiwoB3tKu5UkFq3DD9M/RnH/XHQ449IMkTYuJoDyxASQGoQJIBG1VM5tfaCtyELQp3OQMi0WR95YCgAIWbSu1nKAYeeQ6usD1rV13I130jH889dQ3N+wlNbF8P2wsbJD0fO176TU0jEBlCeOASQiIiKSGW4FR0RErYqxVW/g+dlIQWyNlr+q5YxrCObprwKoeyxg1ddFz2tQll2EuG7BAIC+FRtQLnTInroHqs8WNmIkRE2HLYBERNQq/evVAbWe3ziuu/T9+ft34Pz9OwCYzgA2vq7t+9k7UnDmvx+gbEARygYUYdUqoNO/vZn8kUVhCyAREclK5oyvgF1BGDv8A2mdv3Khg7Yiq8Y6gdWTQJ1ei/wJauT8eZs0ZnDBK2pYzfNo/kCI7gETQCIikhV1WSIAYPfRZ1EuNgMALr96CN3OD4P6/kS42wyoc0KInbUzdNAavv4veVT3S2zG2hM1Ds4CpgbhLGAismTd44KRXLxJWsrlqyOTpWsFp65JLYFVVV8sOr9SDcDQ/Wv9Xltc2LQPANDnxdHNEUKj4SxgeWILIBERycrqMdZYOTMervhjn+BRDu/iP/lzAQDKwZ649f1vta4NWJUxIfzo5mNYProE2orN0Om1+HTiCEz76mDTBUDUCDgJhIiIiEhm2AJIRESyYui69TQ513lIH7zWzh7tBzkhOHgVANMJIDZWdjW6gG99/5t0b5vA0Xgw9Aj2TprN1j+yCBwDSA3CMYBE1Jp0+rc3FKn2uPFOOs789wN4KYZi8e5cvDc+qNbyxlnDAKSxgH5DJ9datqXjGEB5YhcwERHJVuD8mQicPxP5lWqUDShCYcx1uHzgh85D+mCpWx7aBrVD26B2tW4LZ2ftDDtrZzi39YGdtTO+/scU9LQNlSaDELVkTACJiEi2+n0yA/0+mQH97Aqk6ragY8Qf6/lVnc0bH78KOr22xs4gwB+7h0xYshWPdlyDjFtb8Wu/TPzaL7PpAyBqIHYBU4OwC5iI5ODpx/cAAD4//GfcTL5gsjRM1TGBOr0WX/9jChbvzsWrq+3wt5U1E8WWil3A8sQEkBqECSARtWZpG+MQOH+m9Pps4japy7e2XULyK9XQVmShXOiQ8M81WLlX39xVbjAmgPLELmAiIqJq7KydcW3zSel19nd7EHswEBm3tiK/Ui2NAzQeNlZ20ljAtkHtEH2fEtH3KfHBa0PNGAVR3ZgAEhEREckMu4CpQdgFTERy9uOJIzW6go1jAfs//Cy8HwwBADwXdqLFjwdkF7A8cSFoIiKiepq8dBdeGHkBOr1WSgCNi0QbjwWvqKUE8IWRLTv5I/liCyA1CFsAiUhuvn/zXSQWrcOCVwxrBp5760sAMGkJNLYC6vRaAMChgkXwSA/Chv2e0JxMM1vdb4ctgPLEBJAahAkgEZHBqeObaySBxt1BnnhsMwDgJdfr+OcNjzrfw5yYAMoTJ4EQERHVw6Md19R6Pr9SLS0SXf0wWuqW11zVJKoXJoBERET18G3hilrPayuy8NAjL5skgTZWdrCxssNXRybj7QN90OUH32auLdHtMQEkIiIikhkmgERERHfp2ahE6XvjdnHBwatqdP0CkMYDDlowt/kqSHQHTACJiIjuUvUdPnw/noh/f/NgjbGAAPDm370QtacIa/e1M0dViWrFBJCIiOge/N/fUhGQOQ0fHwrB2OEfSJNCjMng+jXOcLcZgLCLG+A57wF81uMJc1eZiAtBExER3Yt/vTrA5PWDCxfhxIY3ai0btacIU9Una71G1Jy4DiA1CNcBJCK6s9iDgQAgrQ34n/y50JxMw5W3j5m5Zn/gOoDyxC5gIiKiJvK3lTqpK9jGyg4b9nu2qOSP5IsJIBEREZHMsAuYGoRdwEREdzZs63IMtV8KO2tnaZ9gbUUW9h+bBwC48U66mWvILmC5YgJIDcIEkIio/hbvzoWNlR3KhQ7aiix8OGGYuaskYQIoT+wCJiIiakI/TP8YiUXrkF+plsYCTtq+A5O27zB31UjG2AJIDcIWQCKiuzd7R4rUFQwAqbotuBi+36x1YgugPLEFkIiIqJm8Nz7IZLcQL8XQO99E1ASYABIRETWTF0ZewJgv3pN2CgGAfp/MMHOtSI7YBUwNwi5gIqKGC/p0DgDAxsoOOr0WWSW7UDqrwCx1YRewPLEFkIiIiEhmuBcwERFRM0uZFgsA6B4XDDtrZzi39cEvOGXmWpGcsAWQiIjITK7OjIe2IgvlQgfr99riekCKuatEMsEEkIiIyEz8hk5G97hg5FeqAQAZt7aauUYkF5wEQg3CSSBERI0jL/AqHNO6ozDmOnR6LVwjA5r153MSiDyxBZCIiMiMHNO64/z9O9AxwgM6vRZpG+OQtjEOEV3Mv08wtV5MAC1MTEwMAgICoFQqoVQqoVKpcODAAel6SUkJIiMj0blzZ9jb22PChAm4ceOGyXuo1WqMGjUKdnZ2cHFxweLFi1FRUdHcoRAR0f/86dx4AECPFx6TFol+5KUVZq4VtWZMAC2Mp6cn1q1bh5SUFKSkpOCxxx7D2LFjce7cOQDAggULsHfvXmzfvh0JCQm4fv06xo8fL91fWVmJUaNGoaysDCdOnMBHH32EuLg4rFjBPzRERESyIcjiderUSWzZskXk5eUJGxsbsX37duna+fPnBQCRlJQkhBBi//79wtraWmg0GqlMTEyMUCqVorS0tN4/Mz8/XwDgwYMHDx6NfAzp8KIY0uFF8fU/pogFr6ib/Ofl5+c33v+QyGKwBdCCVVZWYtu2bSguLoZKpcLp06dRXl6OkJAQqYyPjw+8vLyQlJQEAEhKSoK/vz9cXV2lMmFhYSgoKJBaEYmIyHySizchuXgTUnVbuFcwNRkuBG2BMjIyoFKpUFJSAnt7e+zcuRO+vr5IS0uDQqGAo6OjSXlXV1doNBoAgEajMUn+jNeN1+pSWlqK0tJS6XVBgXm2LCIikotXV9sBAOYtz8LmtT5mrg21NmwBtEB9+/ZFWloaTp48iYiICISHhyMzM7PO8kIIWFlZ3fF9b1cmOjoaDg4O0tG1a9cG1Z2IiO5OTnkqQhatM3c1qJVhAmiBFAoFevXqhaCgIERHR6Nfv35466234ObmhrKyMuTl5ZmUz83NlVr53NzcaswKNr6u3jJY1bJly5Cfny8dP//8cyNHRUREtfn6H1OgrchCxwgPc1eFWhEmgK2AXq9HaWkpBg4cCBsbGxw9elS6duHCBajVaqhUKgCASqVCRkYGcnNzpTKHDx+GUqmEr69vnT/D1tZWWnrGeBARUfNI2xiHcqEzdzWoFeEYQAsTFRWFkSNHomvXrigsLMTWrVsRHx+Pb775Bg4ODnjuueewcOFCODk5QalU4oUXXoBKpcIDDzwAAAgNDYWvry+mT5+O9evXQ6PRYPny5YiMjIStra2ZoyMiorqUxObhYvh+9P7oCXNXhVoBJoAW5saNG5g+fTpycnLg4OCAgIAAfPPNN3j88ccBAG+++Sasra0xYcIElJaWIiwsDO+++650f5s2bbBv3z5ERERApVKhQ4cOCA8Px5o1a8wVEhERETUz7gVMDcK9gImIzOPTiSMAANO+Otgo78e9gOWJCSA1CBNAIiLzmhF6BB8fCrlzwTtgAihPnARCRERkgT4+FIK2Qe3MXQ2yUEwAiYiILFRFSom5q0AWigkgERERkcwwASQiIiKSGSaARERERDLDBJCIiIhIZpgAEhEREckME0AiIiIimWECSERERCQzTACJiIiIZIYJIBEREZHMMAEkIiIikhkmgEREREQywwSQiIiISGaYAFKDCCHMXQUiImoE/HsuT0wAqUEKCwvNXQUiImoE/HsuT1aCqT81gF6vR3Z2Nnx9ffHzzz9DqVSau0pNpqCgAF27dm3VccohRoBxtjZyiLMpYxRCoLCwEB4eHrC2ZnuQ3LQ1dwXIMllbW+O+++4DACiVylb7x7cqOcQphxgBxtnayCHOporRwcGh0d+TLANTfiIiIiKZYQJIREREJDNtVq1atcrclSDL1aZNGwQHB6Nt29Y9mkAOccohRoBxtjZyiFMOMVLz4yQQIiIiIplhFzARERGRzDABJCIiIpIZJoBEREREMsMEkIiIiEhmmABSg7zzzjvo3r072rVrhyFDhuDUqVPmrtI9WbVqFaysrEwOHx8f6XpJSQkiIyPRuXNn2NvbY8KECbhx44YZa1w/x48fx5gxY+Dh4QErKyvs2rXL5LoQAitWrIC7uzvat2+PkJAQXLx40aTMb7/9hqlTp0KpVMLR0RHPPfccioqKmjOM27pTjDNnzqzxbEeMGGFSpqXHCADR0dEYNGgQOnbsCBcXF4wbNw7Z2dkmZerzOVWr1Rg1ahTs7Ozg4uKCxYsXo6KiojlDqVN9YgwODq7xPOfMmWNSpiXHCAAxMTEICAiQFndWqVQ4cOCAdN3SnyNZBiaAdNe++OILLFy4ECtXrkRqair69euHsLAw5Obmmrtq9+T+++9HTk6OdCQmJkrXFixYgL1792L79u1ISEjA9evXMX78eDPWtn6Ki4vRr18/bN68udbr69evx6ZNmxATE4Pk5GR06NABYWFhKCkpkcpMnToV586dw+HDh7Fv3z4cP34cs2fPbq4Q7uhOMQLAiBEjTJ7t559/bnK9pccIAAkJCYiMjMTJkydx+PBhlJeXIzQ0FMXFxVKZO31OKysrMWrUKJSVleHEiRP46KOPEBcXhxUrVpgjpBrqEyMAzJo1y+R5rl+/XrrW0mMEAE9PT6xbtw4pKSlISUnBY489hrFjx+LcuXMALP85koUQRHdp8ODBIjIyUnpdWVkpPDw8RHR0tBlrdW9Wrlwp+vXrV+u1vLw8YWNjI7Zv3y6dO3/+vAAgkpKSmquK9wyA2Llzp/Rar9cLNzc38frrr0vn8vLyhK2trfj888+FEEJkZmYKAOL777+Xyhw4cEBYWVmJX375pfkqX0/VYxRCiPDwcDF27Ng677G0GI1yc3MFAJGQkCCEqN/ndP/+/cLa2lpoNBqpTExMjFAqlaK0tLR5A6iH6jEKIcQjjzwi/vrXv9Z5j6XFaNSpUyexZcuWVvkcqWViCyDdlbKyMpw+fRohISHSOWtra4SEhCApKcmMNbt3Fy9ehIeHB7y9vTF16lSo1WoAwOnTp1FeXm4Ss4+PD7y8vCw65itXrkCj0ZjE5eDggCFDhkhxJSUlwdHREUFBQVKZkJAQWFtbIzk5udnr3FDx8fFwcXFB3759ERERgZs3b0rXLDXG/Px8AICTkxOA+n1Ok5KS4O/vD1dXV6lMWFgYCgoKpNanlqR6jEafffYZnJ2d4efnh2XLlkGn00nXLC3GyspKbNu2DcXFxVCpVK3yOVLLxGXF6a5otVpUVlaa/OEBAFdXV2RlZZmpVvduyJAhiIuLQ9++fZGTk4PVq1fj4YcfxtmzZ6HRaKBQKODo6Ghyj6urKzQajZlqfO+Mda/tWRqvaTQauLi4mFxv27YtnJycLCb2ESNGYPz48ejRowcuX76MqKgojBw5EklJSWjTpo1FxqjX6zF//nw89NBD8PPzA4B6fU41Gk2tz9t4rSWpLUYAmDJlCrp16wYPDw+kp6djyZIlyM7Oxo4dOwBYTowZGRlQqVQoKSmBvb09du7cCV9fX6SlpbWq50gtFxNAahRCCFhZWZm7Gg02cuRI6fuAgAAMGTIE3bp1w5dffon27dvXeo+lx1wXIQSsrW/fOWBJsU+ePFn63t/fHwEBAejZsyfi4+MxfPjwOu9ryTFGRkbi7NmzJuNU61LfOFparHXFWHVspr+/P9zd3TF8+HBcvnwZPXv2vO17tqQY+/bti7S0NOTl5eHrr79GeHg4EhIS6ixvqc+RWi52AdNdcXZ2Rps2bWrMSMvNza3xL1JL5ujoiD59+uDSpUtwc3NDWVkZ8vLyTMpYesxubm4AcNtn6ebmVmNyT0VFBX7//XeLjd3b2xvOzs64dOkSAMuLcd68edi3bx++/fZbeHp6Sufr8zl1c3Or8byNr1tSrHXFWJshQ4YAgMnztIQYFQoFevXqhaCgIERHR6Nfv3546623WtVzpJaNCSDdFYVCgYEDB+Lo0aPSOb1ej6NHj0KlUpmxZo2rqKgIly9fhru7OwYOHAgbGxuTmC9cuAC1Wm3RMffo0QNubm4mcRUUFCA5OVmKS6VSIS8vD6dPn5bKHDt2DHq9Xvofr6W5du0abt68CXd3dwCWE6MQAvPmzcPOnTtx7Ngx9OjRw+R6fT6nKpUKGRkZJgnv4cOHoVQq4evr2zyB3MadYqxNWloaAJg8z5YcY130ej1KS0tbxXMkC2G26SdksbZt2yYUCoWIi4sTmZmZYvbs2cLR0dFkRpqleemll0R8fLy4cuWK+O6770RISIhwdnYWubm5Qggh5syZI7y8vMSxY8dESkqKUKlUQqVSmbnWd1ZYWCjOnDkjzpw5IwCIDRs2iDNnzoiffvpJCCHEunXrhKOjo9i9e7dIT08XY8eOFT169BC3bt2S3mPEiBGif//+Ijk5WSQmJorevXuLp59+2lwh1XC7GAsLC8WiRYtEUlKSuHLlijhy5IgYMGCA6N27tygpKZHeo6XHKIQQERERwsHBQcTHx4ucnBzp0Ol0Upk7fU4rKiqEn5+fCA0NFWlpaeLgwYOiS5cuYtmyZeYIqYY7xXjp0iWxZs0akZKSIq5cuSJ2794tvL29xbBhw6T3aOkxCiHEsmXLxPHjx8WVK1dEenq6WLp0qbCyshKHDh0SQlj+cyTLwASQGuTtt98WXl5eQqFQiMGDB4uTJ0+au0r3ZNKkScLd3V0oFApx3333iUmTJolLly5J12/duiXmzp0rOnXqJOzs7MSTTz4pcnJyzFjj+vn2228FgBpHeHi4EMKwFMwrr7wiXF1dha2trRg+fLjIzs42eY+bN2+Kp59+Wtjb2wulUimeeeYZUVhYaIZoane7GHU6nQgNDRVdunQRNjY2olu3bmLWrFk1/rHS0mMUQtQaIwDx4YcfSmXq8zm9evWqGDlypGjfvr1wdnYWL730kigvL2/maGp3pxjVarUYNmyYcHJyEra2tqJXr15i8eLFIj8/3+R9WnKMQgjx7LPPim7dugmFQiG6dOkihg8fLiV/Qlj+cyTLYCWEEM3X3khERERE5sYxgEREREQywwSQiIiISGaYABIRERHJDBNAIiIiIplhAkhEREQkM0wAiYiIiGSGCSARERGRzDABJCIiIpIZJoBEREREMsMEkIiIiEhmmAASERERyQwTQCIiIiKZYQJIREREJDNMAImIiIhkhgkgERERkcwwASQiIiKSGSaARERERDLDBJCIiIhIZpgAEhEREckME0AiIiIimWECSERERCQzTACJiIiIZIYJIBEREZHMMAEkIiIikhkmgEREREQywwSQiIiISGaYABIRERHJDBNAIiIiIplhAkhEREQkM0wAiYiIiGSGCSARERGRzPw/8GCHHGQfR9cAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%fig:\n",
    "from PIL import Image\n",
    "im1 = Image.open('mandel.bmp')\n",
    "plt.imshow(im1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Display Images   (MIME: image/xxx)\n",
    "`%image: fn1 fn2 ...`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/bmp": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%image: mandel.bmp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python ; limited functionality (exec line by line)\n",
    "- %py:\n",
    "- **print** *text* -> eval(*text*)    ; not pyhon2 nor python3 **print**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x/(exp(x) - 1)\n",
      "[1, -1/2, 1/6, -1/30, 1/42, -1/30]\n"
     ]
    }
   ],
   "source": [
    "%py:\n",
    "from sympy import *\n",
    "x = Symbol('x')\n",
    "bernoulli_gen = x / (exp(x) - 1)\n",
    "print bernoulli_gen\n",
    "\n",
    "bernoulli_ser = series(bernoulli_gen , x, 0, 10).removeO()\n",
    "btmp = Poly(bernoulli_ser, x).coeffs()\n",
    "bernoulli = [0, 0, 0, 0, 0, 0]\n",
    "\n",
    "indx = [0, 1, 2, 4, 6, 8]\n",
    "for i in range(6): bernoulli[i] = factorial(indx[i]) * btmp[5 - i]\n",
    "print bernoulli"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bernoulli numbers\n",
    "$$\n",
    "B_0=1, B_1=-{1\\over2}, B_2={1\\over6}, B_4=-{1\\over30}, B_6={1\\over42}, B_8=-{1\\over30}\n",
    "$$"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gfortran",
   "language": "Fortran",
   "name": "gfort_spec"
  },
  "language_info": {
   "file_extension": "f90",
   "mimetype": "text/plain",
   "name": "fortran"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}