{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a424b44",
   "metadata": {},
   "source": [
    "# Lecture 7: Harmonics\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "64c2e558-4725-4d8e-8dbb-625e6c62dba5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "Fs = 8000\n",
    "duration = 4000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "927a4059",
   "metadata": {},
   "source": [
    "## 1. Creating a synthetic vowel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19840f2b",
   "metadata": {},
   "source": [
    "Vowels are periodic sounds created by taking any periodic signal (with period $T_0=\\frac{1}{F_0}$), and passing it through [resonators](https://en.wikipedia.org/wiki/Resonance) with [formant frequencies that define the vowel](https://en.wikipedia.org/wiki/Formant).  A resonator is a system with two feedback connections, as shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "f61341ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "def resonator(x,F,BW,Fs):\n",
    "    C = -np.exp(-2*np.pi*BW/Fs)\n",
    "    B = 2 * np.exp(-np.pi*BW/Fs) * np.cos(2*np.pi*F/Fs)\n",
    "    A = 1 - B - C\n",
    "    y = np.zeros(len(x))\n",
    "    y[0] = A*x[0]\n",
    "    y[1] = A*x[1] + B*y[0]\n",
    "    for n in range(2,len(y)):\n",
    "        y[n] = A*x[n] + B*y[n-1] + C*y[n-2]\n",
    "    return y"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "746deec7",
   "metadata": {},
   "source": [
    "* The excitation signal $e[n]$ has one sample per period equal to 1, all others equal zero.\n",
    "* A reasonable pitch period is 0.01s (100Hz) = 80 samples at $F_s=8000$.\n",
    "* Then we pass the excitation through resonators with F1 and F2 as given in [wikipedia](https://en.wikipedia.org/wiki/Formant) for the vowel we want.\n",
    "* For the higher formants and bandwidths, we'll use some neutral default values that don't depend on the vowel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "568b7adc",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "F0 = 100\n",
    "T0 = int(np.round(Fs/F0))\n",
    "e = np.zeros(duration)\n",
    "e[::T0] = 1\n",
    "\n",
    "x1 = resonator(e,750,100,Fs)\n",
    "x2 = resonator(x1,940,200,Fs)\n",
    "x3 = resonator(x2,2500,300,Fs)\n",
    "x4 = resonator(x3,3500,400,Fs)\n",
    "\n",
    "fig = plt.figure(figsize=(14,2),layout='tight')\n",
    "subplot = fig.subplots(1,1)\n",
    "subplot.plot(x4[:300])\n",
    "subplot.set_title('First 300 samples of a synthetic vowel')\n",
    "subplot.set_xlabel('Time (samples)')\n",
    "\n",
    "import IPython\n",
    "IPython.display.Audio(data=x4, rate=Fs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b53cacb7",
   "metadata": {},
   "source": [
    "## 2. Fourier Synthesis of a Periodic Signal\n",
    "\n",
    "Notice that, despite its complexity, this signal is perfectly periodic with a period of $T_0=80$ samples.\n",
    "\n",
    "In 1822, [Joseph Fourier](https://en.wikipedia.org/wiki/Joseph_Fourier) proposed that any periodic signal, with a period of $T_0$, can be expressed as the sum of sinusoids at frequencies including all integer multiples of $\\frac{1}{T_0}$.  We will write his proposal in the following form:\n",
    "\n",
    "$$x[n] = \\sum_{k} X_k e^{-j\\frac{2\\pi k n}{T_0}}$$\n",
    "\n",
    "We will spend the next two lectures talking about the Fourier series coefficients, $X_k$.  For now, we can obtain them using [numpy.fft.fft](https://numpy.org/doc/stable/reference/generated/numpy.fft.fft.html).  Let's analyze the vowel, and then resynthesize it, one harmonic at a time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "9d52d668",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ccMABOPbYY/G2t70N11xzDU4++WR89rOflQn/bDaLf/zjH9hnn31wyimnYMqUKXj3u9+Nc889F1OmTFGS3aOBfs6EBIN+fUb7+sHBQSxatAiPPvooLrroItxzzz14/PHHcf3117N/p6WlBR0dHezfGu0aEddfv18BYM6cOcb6aGlpQVNTk/G99DWno6urC3Pnzo19joeHh4eHh4fHaOE1bj08PDw8PDw8GgDHSp0/fz5+85vfAABWrFiBa665BhdccAGKxSJ++ctfjtvfnjt3LubMmYMVK1bIxw4//HD8+c9/Rmdnp6Jzu3TpUgDAYYcdBgBobm7G/vvvLx+nWLp0KZqbm7HffvvF/v1FixZh0aJFqFQqeOKJJ/DTn/4UZ511FmbNmoX3ve99+POf/4xMJoObbrpJSYLdcMMNY/naVpTLZXR3dyuJxM7OTgBmcpFi+vTpaG5uxuWXX249LvD2t78db3/721EoFPDII4/g4osvxgc+8AEsWLAAxx9//Lh8j1e96lW49dZb0dXVJTVR999/fzz88MPYuHEjenp6sHDhQvT19eELX/gCTjjhhHH5uzsKd911FzZt2oR77rlHsmwBSM1nHXFM79FCXH+dnQ4AmzZtUq7xWDBjxgxs2LBhXN7Lw8PDw8PDw0OHZ9x6eHh4eHh4eIwjDjzwQPz3f/83Dj/8cDz11FPy8VwuVzej0YaXXnoJGzZswP777y8fe/vb345EIoHf/e53ynOvuOIKNDc34y1veYt87B3veAfuuusurF+/Xj42MDCA66+/Hm9729ucMhECqVQKxx13HH7+858DgPyeiUQC6XRaacMfGRnBlVde2fiXrRN//OMfld+vuuoqAKHcgg1nnHEGVq5ciWnTphmM62OOOQYLFiwwXpPL5fD6179eDhF7+umnx+XzB0GAe++9F5MnT2aTzXvvvTcOP/xwtLS04Hvf+x5aW1vx8Y9/PPY9x2OtjQUiEasPV/vVr3610z7D8ccfj+bmZvzhD39QHt+wYQPuuusunHzyyePyd0499VTcfffdeOGFF8bl/Tw8PDw8PDw8KDzj1sPDw8PDw8NjDFiyZAk+97nP4V//9V9xwAEHIJvN4q677sKSJUvw1a9+VT5PMGOvvvpq7LfffmhqasLhhx9ufc//+q//wrvf/W7st99+SCaTWLp0KX70ox9h2rRpOOecc+RzDz30UHz84x/H+eefj1QqhWOPPRa33347LrvsMlx00UVKS/k555yDK6+8Eqeffjq+8Y1vIJfL4dvf/jby+TwuuOCC2O/5y1/+EnfddRdOP/107LPPPsjn85Kx+sY3vhFAqJ36wx/+EB/4wAfwqU99Ct3d3fj+979vJPDGC9lsFj/4wQ8wODiIY489Fg899BAuuuginHrqqXjd615nfd1ZZ52F6667DieccAL+67/+C0cccQSq1SrWrVuH22+/HV/84hdx3HHH4bzzzsOGDRtw8sknY+7cuejt7cWPf/xjRa8VCJPE9957L4IgiP28b3/723HkkUfiqKOOwrRp07Bp0yZcccUVuPfee/Hzn/9cSZx/97vfxezZs7HPPvtgy5YtuOaaa3DDDTfgyiuvdEolHH744bj++uvxi1/8AkcffTSSyWRdMiDjhde85jWYMmUKPvOZz+D8889HJpPBH//4RyxevHinfYbJkyfjf/7nf3DuuefiQx/6EN7//veju7sbF154IZqamnD++eePy9/5xje+gX/84x844YQTcO655+Lwww+XmsRnn302Dj744HH5Ox4eHh4eHh57Jnzi1sPDw8PDw8NjDJg9ezYWLlyISy+9FOvXr0cikcB+++2HH/zgB/jP//xP+bwLL7wQmzdvxic/+UkMDAxg/vz5WLNmDfues2bNwpw5c/CDH/wAmzdvRrlcxty5c3HGGWfg3HPPxbx585TnX3rppdh7773x05/+FJ2dnViwYAF+/OMfK38fCNu677//fpxzzjn48Ic/jHK5jOOPPx733HOPM8F01FFH4fbbb8f555+Pzs5OtLW14bDDDsONN94odW1POukkXH755fjOd76Dt771rdh7773xyU9+EjNnznSyREcDIcvw+c9/HhdddBGam5vxyU9+Et/73vdiX9fa2or7778f3/72t3HZZZdh9erVaG5uxj777IM3vvGNknF73HHH4YknnsBXvvIVdHV1YfLkyTjmmGNw11134dBDD5XvNzg4qMhU2PDa174W1157LX72s5+hv79fvt9NN92E008/XXluPp/HN77xDWzYsAHNzc149atfjXvuuQeLFi1y/p0vfOELWLZsGc4991z09fUhCAJnUnk8MW3aNNx888344he/iA9+8INobW3F29/+dlx99dV45StfudM+x9e+9jXMnDkTP/nJT3D11VejubkZJ554Iv73f/8XBxxwwLj8jb333huPPfYYzj//fHz7299Gd3c3ZsyYgde97nWxmtEeHh4eHh4eHvUgEexML87Dw8PDw8PDw8NjHPCRj3wE1157LQYHB1/WzzEwMICpU6fikksuwWc/+9mX9bN4eHh4eHh4eHhMLHiNWw8PDw8PDw8PD49R4r777pPMYg8PDw8PDw8PD4/xhE/cenh4eHh4eHh4eIwSp59+OtasWYNsNvtyfxQPDw8PDw8PD48JBi+V4OHh4eHh4eHh4eHh4eHh4eHh4eGxi8Ezbj08PDw8PDw8PDw8PDw8PDw8PDw8djH4xK2Hh4eHh4eHh4eHh4eHh4eHh4eHxy4Gn7j18PDw8PDw8PDw8PDw8PDw8PDw8NjFkH65P8B4o1qtYtOmTWhvb0cikXi5P46Hh4eHh4eHh4eHh4eHh4eHh4eHBwAgCAIMDAxgzpw5SCbjObUTLnG7adMmzJs37+X+GB4eHh4eHh4eHh4eHh4eHh4eHh4eLNavX4+5c+fGPmfCJW7b29sBhF++o6PjZf40Hh4eHh4eHh4eHh4eHh4eHh4eHh4h+vv7MW/ePJnDjMOES9wKeYSOjg6fuPXw8PDw8PDw8PDw8PDw8PDw8PDY5VCPxKsfTubh4eHh4eHh4eHh4eHh4eHh4eHhsYvBJ249PDw8PHYLlCrVl/sjeHh4eLysqFYDVKrBy/0xPDw8PF5WeJ/Qw8NjT4JP3O7mWL1tCD+8YwV+//Cal/ujeEwgfP2vS/HfNyy1Hv/Cn5/Ge375sA8ePcYN+VIFL24ZsB7/1b0rcfgFt+GZ9b3s8a0DeVz5yFoMFso76BN67GnY1DuC9132MG59tpM93tmXx4nfuxv/d9+qnfzJPCYyNvWOYNtggT0WBAH+36UP4rQf32/dfx9f04Nbn928Iz+ixx6Gvy/ehPdf9gi2DuTZ49c/tQGLvnsXnt/cv5M/mcdERRAEWN7Zb03OPr+5H0dccDt+fOeL7PFqNcDVj6/DS1vtfqWHRyMIggBfuXYJLvz7Mutzzvzjk/i3Xz+Cqo+PPXYAfOJ2N8e6nmH85J8v4k+PrX+5P4rHboTnNvVjbfcQe2wgX8IfH12HPzyyDkNMEiwIAty4eBMeW9ODzX0j7Hv89ekNuPgfzyMI/MblUR/OvX4p3vSj+/Dk2u3s8UdX9yBfqmKxJXF76d0r8T83PIvrn9qwAz+lx0RCuVLFgy9tY+0cANy7oguPrOrB1Y+vY48/sbYHa7qHcfNSPklWqlRxwY3LcMdzW8btM3tMbIwUK3jzj+7D23/2IHt8uFjBkg19eGHLAPpGSuxz/uMPT+I//viUNfnr4aGje7CAx1b3WH22Pz22Dg+v6sYDL25jj9+2rBPre0bw0Mpu9vgLnQP46nVLsLGX9xk9PHTctmwL3nLJ/fj+bS+wx5ds6MVIqYJHV/Nr7tHVPfjKdUtx/o32JJuHh45nN/Zhfc8we6xnqIirn1iP3z64BsWyWVAolqu4ZWknHnypG9uG+P33L0+sx/dve8HHxx6jgk/c7uZozqQAAIVShT0eBAH+8MhaPL6mZ2d+LI9dGP35Ev7fpQ/ifZc9wh4fIWtphFlXhXIVYr/Jl/hK+P/eshy/uncVXto6OPYP7DEhEAQB8hY7BQCra4UEW0FBvNb2Ht1DRQDAtsEie7xroIBf3LPSJzM8JG5cvAn/9utH8eN/8oydkWK41jg7CET2z7Ymn1q7HVc8tAY/uJ0PPD32TBTKFSsbp3uogIFCGRt7R1imGV1r3LoLggDbBosIAqB3mLeFj63uwR8fXTvKT+8xEXHOXxbjPb96GEs39rHHhQ0crS288pE1+PPj63HD0xvH4dN6TBTE+YRrar7gGqtPGL/mumuJs26LTxgEAX7/8BorWcBjz8P2oSLecemD+OBvHmWPU/uXL5vrjj5WsMTHF938PH5290tYZ0kOe3jEwSdud3M0ZcJLaNu4VmwZxH/f8Cy+et2SnfmxPHZhdA8WUSxXsbkvzwaP+WK02YjEhXLcETgCwGA+ZLDZ2taDIGCrlR4TF+f+dSmO/uYd2GRh3Ii1ZisGuAPH+MTu7x9eg+/cuhxXPuwTFh4hNm4P16KNBRatufg1abWDNfs3kLfLd5QqVc+82IMwVCjjdd+5Gx+94nH2OLV/3Lqqp7Aqjxf5dfvlaxfj63991hdWPSSEDXTtz5xPCNRhC/NuW+h9wj0Ldz63BYedfxuueZzvGK3fJ+SPi9fZfMZlm/px3t+W4et/tcvCeexZ2DpQQKkSWO2gEv9y8XExfn8GIr/Qx8ceo4FP3O7maKoxbm0GoqfGQusd5lvqPCYm/vr0BmsVmTreBWZzUCqGXEXREVgGQSDfw7Yuv3ztErzqf+/07Mc9CI+t7sFQsYLlnbwGnliLbkaPzUmPDxwjW8izLzwmHnqHi/jtg6utdkasNVvHSqHO4/Y1Gc8IGsiXcPzFd+HMPz5l+QYeEw1ru4fRNVDAE5YuqLwjMevaf5XAktm/AW8L90Qs2dCLa55Yby0SjThsmdifOZ8RoLZwdIzcW5/txGHn34YbF2+yfAOPiYan1m1HuRpYYxVXHJF37M+uYoKPj/dMXPvkBuusDLFmSpUAZbbjpcr+zB83112pUpXa9LZ1edbVz+DVF//T788eLHzidjeHkEqwBo6OjQ8IW5O7fQJtwmBt9xD+6+rF+K+rn2GP02CODwwpo9bVqmkep1IKtlaRR1Z3o3e4hBWdfmjAnoKxJl7dgWF9gaPNFlarAZ7d2OenFE8g/PHRdbjw78/htw+uZo+71kS+HJ9skGvOkiBzBY6ruoawbbCAR1d7KaM9BWKt5Ms805quFW7/dO/P8YGj+NuAfd0P5EuxgyI9dj98+dol+PK1S7Dc4nM5bWHdidnRdSc8saYHxUoVT3pZtz0Gcs1Y9k9h/2yJWVcxwF1YdcfHq7cNyQSvx+6Pl7YO4Jy/LMY5f1nMHlcLn4791yGVwK27Ecf+DQCPrOpGz1DRd8R4sPCJ290cOSGVUK7wQQDR6OOO9w2X8KYf3WfVO/XY/SC0Pm3OBm3l4Bk7DkZPOf71NNi0OUSihXPY0nbnsfvh3hVduPSel6yMHukkO1ot7U567bjFyY8CT1dimD9+3VMbcMZPH8Cld69kj3vsfhDadjZb6GKZudaMK3CkgSF3X4i/P1y0tw977F4IggA/v/sl3P9iF3tc7L+VaoBSxb4mAMv+qmjoxRdeOVtbqUZtmLZ1/bmrnsabfnQfVnb5wHGioF6/cNSF0XJ9r7f6hNIWep9womDD9mF859bl2NKfZ4+PuHxCh1RCVDgdXWLWVUzoHizglB/diw/+mtc79dj9sK1OnxAYZXzsfH38/kwf97bQg4NP3O7mEFIJQRDf9h4EQJFhknX251EsV7G224tkTxTkXQN1HIlXV0Uw70jMut6fPm77jJVq4FnguxnO+9uz+O6tL1gZPdJJtiZeHU64I9ngZgTFrzlhA23D0Tx2P7gCQxeLWwaOrjVbimdPVgPEJunypap1WFV/vhQ7wMVj18LSjX343m0v4MK/P8cedw43aaQV08X4YWxpwdFxA0TDgNZ5v3DCIO/QqI0Sry7G7OiSZK7uBZeGPRAOGPV64LsPfv/wWvzinpX402Pr2ONuny9+/y04iwXh+xbL/P4qGb2W45t68yhVAu8TTiDU6xMCOyY+Ljj2b/oecfGxZ4HvufCJ290cQioB4Nvq6HCKPDOoQjB9ipUqq+fisWvinhe2Yr1lIqUw9iGjJ35NuKQSuOMjDsbuSB3i7C4n/SvXLcGx37rTt2vuRhA6YX0jpl5YEASxDlMQBJGz4qhCj3Y4Sr3H4wJHj10LA/kSbn12cx0ssVEOvKsz2QBYCqcOW5p36I2PFCs44bt3412/eIj9+x67HuLsIKAFfo7hn679lxs+1sj+zP19+hzP+Nl98NLWATy8stt6PK5wWq5UZWGJW3PK/uwqctkSu5JQMLrC6+3LOnHst+7EL+9dxR732PUgNDqttlCsmdH6fI6OUtf+7CqiUf/AFwx2DwRBgLuXb7UOnM2TYrxrzTgZs87Ebvxxa0dMJd7vPPuaZ3Dst+7Emm2+oLAnwidud3NkUkmkkgkANvZG/UbGJyx2Dyzv7MdHfvs4zrJo2A47EqeNadg2zuhxafzUI87+3KZ+VAPgBZ+43W0QlwRTdI9ZFlj9A+9cVWon49aR+PXJit0Hl923Cp/5w1P4s4XRIwqT7uEmbqkEnlHrapuLjrNt7Q724+a+EfQOl/Dc5n4fOO4mkAkyR7IB4PdHZ+Do6GhxSx3VIWXki1i7HT7xuyfwb79+BFuZtvRiuYpyzefi9j+6Jjg75dqf6XtYpYzqZEfa1tzzm0Nf8LnN/HBTj10PIw6fzNmF5dSYD4/bOkrdgx7jk2jiNVVLR6vHrodnN/bjo1c8jnOu4TVshX9v7VJ2drzUn9h1atS7iv0WH+K5Tf2oVAOs8PHxHgmfuJ0AaEqHlzFu49F/FnBtbADwv7c8jx/f+eJYP6bHOGFzX+iYd/bF60YBfPDYSEWR17CtsD9Hr4l38l0VR/o6n0TbPaDoJrpYZI7jnDNTrESJ39EOopBBhC1IcEiMdPbl8ekrn8BDK7exxz12Pjb1hjZws1VDz8ESczFuXYzaBgZR8OzJ+CSaeMwWZHjsehhx2BGXz+Vq1WxIKmEUHTP0cdt3uG1ZJ87845Poz/tp7LsKNvXlUQ2ArQOmxJSTBTbGYn9V0U2OL1i4jrsKq7bjHrseRkThdJTXtF4phfC5jQ9qHHH4nS5bGQQBLvz7Mvz87pfYz+ex87GpL2Tadjp0lYFR2kJHEcs5vIyuyVHkbOjjvrC6Z8InbicAmrOhXAJnJJx6LTRwZIxI92ABl923Cpf8c4V0zDxeXow1MHRXDGlg6NDw4TYe1/CzOqQUhh1OvsfOxwU3LsO//+ZRyZamoMOVuGS7S/epsYEADj00R2J3tEHE7c914rZlW3Dlw2vZ4x47HyOlcN3Z2I2ugTsuRlAjRazRJDxcRSy1Ld7bwl0B24eKeNvPHsDlD6xmjwv7VybJLIqGbKFrqjWzpgqO4y7/oETb5i1D8359/yrcsrQTD7zoi1i7AsqVqlxroyFoNOITcozaQh0sbpcUQpSMsBReZfeEH+S4q+D2ZZ14yyX3YXknz4IWttBGwJA+mWPN2DRqVXZj40UsVyxDX8N9h60DBfz2wTX44R0rrBr1HjsXrgLQWKUOFHkrdv91xMdjTBzT53ifcM+ET9xOAOTStcTtaBg/juNDhfCxIPBGYlfBUCF0XG2TyMfKnnA6Q66KIm3/HWNFMY5xa2vJ89gx+NNj63D/i9uwmtFVasTOjKa911WAcmn00cdHq3c6kA/vt8GCDxx3FYj9yWYn6h1EYdOwa2hQlCswHEXChL5m2LIuy0R6xmPH4/E1PViyoQ9/eXIDe3xcbaGrO2EUPl1j7cO8rZS2MO9t4a4Aahs4W+jSRR6zfJbj9UBUhBhrYtf7hLsOblqyGcs7B/DP57eyx10+lcsna4i9yK3bhmKhxm2psIOVamDt5PLYuYiKBXXEx4wtUYrxzu5AV7FgbPIdVrklbwv3aPjE7QRAU8YuldAILZ8zAsOkuj3sK907DYOFslXTkDo7XJXXyeJybhyNVAwdjJ9RtIrQv2vbmC65cwWOuOB2LNvUxx73GF+UK1XJqhkNy9pVTHC+nhYT2Jb1Ohi5riCizkEYXr5j5yIuUe7qPqg3cKxHI889YbjxwNDlxCt65UwgUqkGOP0nD+BtP3vAM352EoalnbAFhtHjY02suuYWjErjthGf0OLzRYGj9wl3FkqVqlNmQP9ZPjZGAodLi9tlBxUpJdf+bNlfhx378zPre3H4Bbf7tvWdiGGXFIKz46W+4+FzXHqh459Ec95X5DHvF+48xMXHYk26CBr6z9xjrhkuzljIuX833pGjDHq23Dffu205jrzwdq+BO0HhE7cTAHFSCU6HzDFhmG5Ggt3ksWOxsmsQr/zGHfjvG55ljw87Nga3s9OI7lPjgaGaOG6cBV6uVGUSxRYcP7qqB4VyFYvX+8TtzoDK6DGvSSPFAlawvwGtMlcVnGOJ088wWl1Hcd8NecbtTsMv7lmJIy64DQ+9xLdki8SSO3Csg9Ezio6VRphqowkMXa2avcNFvLBlAMs29WPIJ9F2CsR5drG8AXdgx9mqsXYnNLKmeZaau7AqbaFPVuw0vP1nD+Kk79/Dym+oA2lNO6D4jKNYU66Bek75Drq/u7ojHPuz7b57Zt12FMtVPLa6hz3uMf6ou+PFWnCob/iY7Tnu2QnxQ/ecbevOwiohNvn4eKdgeWc/XvGN2/GNm55jj4u1WKxUUWaK8WOOj+n+OKourLEV0eigZ1vh9NFVPciXqliywcfHExE7PHF76aWXYt9990VTUxOOPvpo3H///dbn3nPPPUgkEsa/5cuX7+iPuVujqSaV4Gxrdzjx7hYrfmMqlu1MAI/GsWxTP4qVKhZv6GWP0+vkumZjZ4mNptUjfniKyr5sfE0CUSLRJ9F2DqhTyrVsq4Fj485KQ+1Djiq2rUpNp1Zz1XoXi0wExHEDAeKYAB6N4+l121ENgKUbeQfUpaHnZPSMMaHRCOPHFTi6GLdsR4wvrO50CFvoYgYCo7V1tEg1mrb28QscrfeVg/0YBIGXlBlHFMoVPLe5H5v68ugaNIePuTXmx+oT1s/idg6stbTwuronXLbe+4Q7H8MO3WEXS1qspXI1QMnR8eKMNUZj68ZYOFUIDZZzUChXfNv6OGLZxn6UKgEWr+9ljys+k7MINQpbSItQoxgO2kgxgdv/XT4hfdzbwomJHZq4vfrqq3HWWWfh61//Op5++mksWrQIp556KtatWxf7uhdeeAGbN2+W/w444IAd+TF3ezRlwsTtaIKERgJHjtETBAHe9rMH8MYf3stuvB6NQ2rYWgJxykJ1DrRxsazZil79GxfLnqQbn8MZcrb12Tam2jnyLLPxQ8XiPAPqeR7NmnMnyMbveLkaGJV2Kq8QBLzcgkuCJHKG+DW5bFMfjrrwdnzr5ufZ4x6NQ6w7G7PPKZVAjrs1bBlb2EiSbDT3hSuh4ggsXfuzx+gQF2hLxq2tAOQqrDoCs8baf0expsboEwZBIBM2tjX3oztW4MgLb8eTa7ezxz0aA91zhplgvJGWbvf+PIqOmAakFEoVc3+m71ss85rdkV65JUlYO0eeBT6+iLeF8cn0uI4X2vIdPmcUfp+SRBsFu9IxVK+R+4rzC6vVAKf++H68+Uf3eR36cYKz44VKFY0ivhzPWGTMGrfOxK4tcevj44mMHZq4/eEPf4iPf/zj+MQnPoFDDjkEl1xyCebNm4df/OIXsa+bOXMmZs+eLf+lUqkd+TF3e4jE7Wj0UtyBYZn9mb7/8s4BbNg+gm0ME8CjcQw5kpIuRo9zY2qgLZ3XsB2r1EL9yQpXRdHrSo0PgiDA23/+AN58yX1sUKUwbkfBzG9EV7me9l49YaK/Rnfi9c/kbIFi1q1r6MGyjf0oVwM8bWECeDQO2YppYQ7EMXpoYBgWJdQ1U6kGiq6tS9uRWxMFF/uiAVvqum94xq1v1RxvPL+5H0dccDu+f9sL7HFxHfT1IzCeusduOxWvMc+2Wo6xWFAoVyFyELY19/T6XlSqAZZauoY8GgNlTnGJyeFG9l/2msavCbpmXJ19XOFUf0993er3Uty6tBVMXPuzR+P4yT9fxOEX3I4ltu6/gj2JRvdf7pqUKoGSzNRtlb5ns36hi4TiYuQ2wL50SZBw99VAvoxVXUNY0z2M7cNF47hH4xiSBRp3fOyMVVxkN6awWnD4dA1JCY6KJR7fXUEf9z7hxMQOS9wWi0U8+eSTOOWUU5THTznlFDz00EOxr33FK16BvfbaCyeffDLuvvvu2OcWCgX09/cr//Y0iOFkziSai/04iiQaNZ6elj8+iJIVtopi/DVpqD1orOxIR7JirIMybJPUhSPo2zHHB8PFCp7d2I9VXUPoHjIdTJVxyziwjTgjjjXrarUETMasvk6NRK22Tp2V8BiHb6RUYRm5kh3q1+S4ISpixdtCrk1RXyP6ujSSCdqaKFeqSuDItrU1wFQblS1UbH184Oht4fhg8fpeFGK0Mun9ze3R7iSao1jgZInVb0vHKpXkXJOW/dl133o0hiGlQONIII2GZT3G1+udV3pi1rk/68djPoOtY2bY77/jjsdW96BYrlrb0sX9zdmhYiViTruKogAUbW3AXBP6/hsEgbIORmPLXCQW57wOGv8y+7OPj8cfro5UdR7H2OJP9wwZzha69tf69cT5OCR6vStx633CiYkdlrjdtm0bKpUKZs2apTw+a9YsdHZ2sq/Za6+9cNlll+G6667D9ddfj4MOOggnn3wy7rvvPuvfufjiizFp0iT5b968eeP6PXYH1CuV4HLiXRp6nKGkm9Ggr+6MC4ZImwPHLHC2rY9x42ikFdMdOLqcIVfgy288skXLsjHdvGQzTv7BPVjeuecVckYDusFzDqbSEsY6E/FrUknMOlraeEH+xpJurkBR/xt6217cIIogiGfkemdp/CCddJaxQ4cYxmuBAdyacfzuSPzqz3Eyepx63w5byBxXkogWW3nOXxbjQ5c/xhYbPEwMOjpeXIlLZ7KAvH40A3MU9uMoWN7OLiyXT0iPO5jw3haOD9yM23gWVmNSRfFrhmPUuotijSVqXX4hTyIJH7NJGXX25fHmH92H3z+8hj3uYWKgzsIpZyv1oqa+/+hEIn1/NNaEnsh1FAf0x5xJslHYcnVNMolbJT72tnA80Mj+PJqcSGPDPxtPDKtrqvFYiK4zjgUeBAGRk+DP0d+e2Yg3/vBevLR1gD3usWtjhw8nSyQSyu9BEBiPCRx00EH45Cc/iVe+8pU4/vjjcemll+L000/H97//fev7f+1rX0NfX5/8t379+nH9/LsDmmOkEsaz0s5vTNHxwbzfmOrB1v48Pnz5Y7jzuS3scbHZV63MAnrNXA7T2DYWt9SBa3jKKIIIh4NerlTlZGWbQ3nTkk1Y2TWEu5d3scc9VAzkaeKWC4rqDwxHJd/hCAxdiVrTqXc8X/sMRtveKAJH4VB6B71+3LasEx++/DF0DfAyO3Eaeq4CjysZ4AoMXWuuVKnGtnoCWmLXVWQbhVQCPc7Zwko1wLVPbsB9K7qwqW/EOO5hQthCG0PK2X0wRvZiI4OgdkTh1ek/1NGqKW2h9wnrxgU3LsP/3sLroysat6415yzmc3FC/ckKYDSM2rExcAHdL+T83mh4KKcn+siqbrywZQDXP7XROObBYzBfAsDbwmKZFk7j1xzg7oBxrQHXGtKP68V4LpZydsQ4fIx6iwmAt4X1YlPvCD50+WO4+4Wt7HFx7+dLvBY2XaujkY0Z33kc8fGxq7twNPJZhXIVgu9li4//vngTXto6iHtXbGOPe+za2GGJ2+nTpyOVShns2q1btxos3Di8+tWvxosvvmg9nsvl0NHRofzb0xAnlVBogF3Bb0z1V/p9wqI+/HP5Vty7ogu/f2Qte1xlUbmcCVdiN35j4YaLjTTA2BmNhm3BNRDAxcilyQrLmouSaCX2uIcKFzOAsu1dUgmj0Y91B4Yup10PAhxBQoO/64+xLdKF+ISPh4nfP7wG967owj2Mkx4EQSzjVi8W6N0JbrkMLbBsOJCMDxz153B6pI0MqmADw0K8LRz0jJ+GMST3Dj7ocQXrDemN7oDAcKzsyoa6sBw6g94W1oeeoSKueGgNLrtvFbtmGvIJx0jQcCX7ueeYUkZje/5o/EJXctsXVhuHOKfcOXNJtumPNV4oHVsit1QJQPN6rrbz0ZBc6vUJAT8oql7c+fwW3LeiC398hB9iT+/z0RRGh5X9cRSDGMeoceuUImqEsevYK5zxsS8m7JbYYYnbbDaLo48+GnfccYfy+B133IHXvOY1db/P008/jb322mu8P96EQjScrHGHbKytIK4WawB4cm0Pblm6mT22J6J/JEwmDuT5pOKgIxh3XROXuLozsdrAmnElfkcTRDQiLm+rKIp1OeA3prowqASG8VpdrK7ymBm3jkSskdh1OPXacT0pp/+uv94ViHBOuLhvS5WAbWGuVgNc8/h6rNji25ME+kfs92mhXEW5FnlxLHC6TrnuhEZZYI2yto3kg/Z6Q37Dse6dbXGuwqojcettYX0YjCkWAO4kWiMase6OlVEMPyu7Asvx8wld+68tSba1P48rH17jE7s1CJ8QAAaYYrPLz3b5TK5gn9qucjVAyeh4aaxw6rKtJtsyviOmSPYCoA4Jj5iOGJvf7WFC2sIxdmEBjXfAmANnx/b80cQ6NJZxDgeNWXPhz7ytfGx1D25bxstH7olwx8fknI8mPnYRmxyFV2dHKnnMJQs39pyM47hlzXlbuHsjvSPf/Oyzz8a///u/45hjjsHxxx+Pyy67DOvWrcNnPvMZAKHMwcaNG/H73/8eAHDJJZdgwYIFOPTQQ1EsFvGHP/wB1113Ha677rod+TF3e8QlbsfKrnAxfuoZjvIff3gKWwcKeORrJ2P2pCb2OXsSRABtq3Y59crGWLFrTIMnPjB0M4Ya17h1y3PEb9z0Ob6iGGH1tiFk00nsPbnZOEaTOizj1uHMNBI4Fsqh3lkymWCPc3/DybZwJe0cv7vYIfpncjnxg/kycm0p5fgTa7fjy9ctwasWTMU1nzneeP2eCOE4utacqz0YCK+P2AuBxlnVrsRso4ygYiVqWeOO65+BHX7iDBxJEs2lQe9tIYCwgPLMhl78y14dynoRGJCJ24php8TjArwtjG/VpAUBl1TCqPZn5/H492+IMcwcLxEpI5tP+NO7XsKVtY6jfz9+AfucPQnK/psvY2a7etwZrBPJrNEQODj2YyYV8XpchU5nIdUllTDG/RrQ2I3MuvM+oYn+fAlrtg3h8L0nGRKG1WoQFWAcRcP6pIrKscfdXVRjXIOOQVO8zxd/XzXio9jW3aevfAJ9IyU89vU3Ynpbjn3OngQZH1v10+O7gJ3DvRopfDq6A12yb6M5rhR2RyGVUE9OJo5J77HrY4cmbt/73veiu7sb3/jGN7B582YcdthhuOWWWzB//nwAwObNm7FuXUSHLxaLOOecc7Bx40Y0Nzfj0EMPxc0334zTTjttR37M3R7RcLJ4jZ/R6Lk0NpzMNALVaoCuwVC/cOtA3iduESUrrBp6jvYaV2DobpWsX0OPY9Tmne+vOkO6rrWuO1WpBkiR4LgRRq79HIbP6fdOOoDwnL71pw+gJZvCo+eebDjpKqMnPhnhYruwzob2WKFcRXPWnmRrVKNW/5uNsisN9of2exAE2jngWMlqEm1am3q8sz8PANgykDdeu6ciTk90yLEmueB+Cv29YamDsf3uSgS7uw+4dtR4Wz/kWJP0vu737AoAoa7yf/zxKXz0tQtw/lsPNY7r+297U0Y57mLeuzViyf43iiSbq1XTySJjJEZs+zN73PH969mft9RsobCJezoo84mzdYMOn1AtKrplZXRwidb2pvjjyu9O9mSDiVrHfszZSlcRKxpqVDF8zj0VX71uCW5Z2onrz3wNXrnPFOXYkKObQ5GmYOyEWVgd69yCBjtqDBa3qVFfVjTqGyc2uYr5rnNYKFewfTi897cNFnziFlHMZm/zj99f1OFdjmT9aOJnsg5Z3WQXI1c53rh8lkt32eUTAr4jdXfHDk3cAsCZZ56JM888kz12xRVXKL9/+ctfxpe//OUd/ZEmHJotjFud8eNkX7iYdMzrXXoqQ8Wy/Ax9Iz5wBKKNacC6McUH6252Y/3i5i5npZ7hJ7rDZmhHlqsKs4lLgLTmIlNE/36pErbtUfZHPa2aEZPPrzkgLJoMFsoYLJQxVKygLaeaftd0ekVLczTtR0ybG03cNsx2dLIrGkzUOo4XylVFL43XG40vYgnGhbeDIYIgkMlEzha65Dv0a+D63dWO27gGX6MMXU5PbWyDKFxJNMry8U56iFXbhgCEHQgc6DkbLlaYxO3oO2KMYrojicYFhrSo5Ur8st0N5PVBYO7PdE1VqgFKlQDZNJ+QGY0dpI97WxiCFlU4qQTXwB03I9eVrG+METvemvRj7ZAJH4tPbg9qXUWTmjPGc/Y0rOqq2cKuITNxSxOzbDFftSP5klaMb1AKwd0BE3/cKPa7fnf4fOFj9cfH3Jqr1ycEgL5hbwuByBba2aIOEkmMLaxWg9iOE3N/HpvUkOt4kSMukeNCtobGv0qxwFlY5ePjQUcOwmPXxg7TuPXYebANJzMqjg4n31lRZBOz0XHO0NJgUegZ7umg7cH6QB0gnrESMv/sG0O5Ek16BUxnpVINZBsjYJtqWf/GUw3C5Kp6vMFBUg6nXP/dVVEMgkCuS1uy4tFV3XjHpQ/i2Y197PGJBhogc7pGriFGLpa3c5K6g/3oCtR0p9xo3XS2aroCTW3NOZx6l4QHbwvD894/UmLv+z0NhXJV2g6ujdDJ8tbO8ViTAe5EbGMaeq7fdVvs1DNjC6cV9ufoMXcS7Yd3rMAnfvc4yhUzSJmI6JMaeu7CKXfOlOEo2rosVarKfmhodVaqsQNzqtVAHd7pKMzyjB49oRFfsNC7alwJDcryKZarxrqpZ2CtOPfeJwzRr0kl6HCxSek5Z302LclWrMSvibEXqcb2u+kTlrXfGVvnYB1Tv9HmA73/skfwu4fWGMcmKvpi9EQp6cHlE3K/66xoV3HcuV/rz3dq0Dt8RkfiV38Pp3wWu/82EB/7wiqA6JzY9ue4zreKtn+6CB8uVrdrbkE98pS6r9/oIEfDFpLfA2a2g4tMV6lG38GmcfvgS9vwzksfxPLOfva4x8sLn7idALBp3LoG9ADutgBX8OxOVux5rZq9w0V877blWNk1yB4XG3QQuAXt9ePFSlihsx13MwfjN4kg0Da+snvjaZSZ5mqDcweO0e/cICghvwDYN/8bntmIp9f14qYle8bQPDVxG3+f8sz5+ALPsOasVKvqmnEmZl2BnEP6oOFA0rUGHfeVW2/Ufo6rgb0SPtHw5Noe/OiOFcawG0DdD1g2Cgl6CmyCKP6auNdcg2tGd/qNQLJRu6h/vnhZGl5HMP6+VYeT8fvv5Q+sxp3Pb8ULe8jQPMFssp2POFtIgx7Aveb0ZLteTHclWV26jKVKYNwXjRatxqovqn9HVzEBIEWsPcQnBIDfPbQGtz7L+xsujflGug9cLHDAXIfuQYzjm4gdb5+wTHSVAX4QFH2M84EeX92Dh1d176GJW4dP6JCGAurpeGnMzji7rBosNjjlO7T3q0tqkO4FbGE1fn9WiU17hi3sHizgu7cuxxpLx4vYG8LCvukTxcXHrgJPo/JZ+pox5xZwjNzG9nQnM93xHeJ8EKHTT6EWsPj4+LqnNuCpdb24ZakfmrcrwiduJwAiqYTGWkGrjiBEf8zlMPKBY7QZ7Skb01+f3oif370Sl969kj0eFxgGQRCrcduI0QbqSII6Ko6iVTLuPfWkW+NDgVybr/q7fs70SrcrCAIipk/vcJE9PtHgYtyqa46xA7RV08HoAUbDRmyQ7dio0z/W5IT++yjYjYre6B5iC7918/P48T9fxIMvbTOOue5T4z53JMUMxo/BLBzbmmm0GNDoZHVOG9o1KV1pZ3UUATkmX7lSlc/p3UNaNV2MW1WX0GE3HGuuUe1P1+8lrXALuLsHXAkPV7HXFQzrtlD3X/TAEYjW5Z5iBzf2juD8G5fhS9cuYY+rGrfxtpDdn10dLw2yGY116ixKjU2/1O0TOn7Xn8+2pccXCkURYfse4hOWKlV5HrmWaVcBRj/H7jXl6pCJZzs22vHS6BrVn1+qBLEkmfAxkkQcTUcqjY/3kCLWtU9uwKX3rMSv7lvFHo+Lj8uVqnId9eNjjY9HY8cosSkIgoYlOVwyM43uzy6fZdDR3QHsefHx7gafuJ0AyNmkEhpsC3A5fJzD6EpW0PaPOD0zzrnfXbF1IBzGtq02lE3HgKJnpp4zQ0uzEL8RNSqP4dwkuNZMso70Vk7uPcbsxGvfwbX56uuOrsmBPN+WLtbinpasAPiWLHU4mYtxyxRw9La4RgsKjbItGmV5j7G4oH8fnoHisoXRNbDZwolkBwFqC00HUJ+krsNVoNGTZg23Wo6REWvY0jFKJ7gHUcQHjq7kN5eopK/Z02whdz6CIFDWorkGG2P0jLWgpLdaulozxWviPlOjjB/X77otpHtFEPBMNLEH7TE+YW0I20C+zLZk07XIJtEckmXOSerOxKzLrxzfJFnjPmG87df3BpfECVe8FkWEvpHShFp7NrjlsxzFhEYZtg6N+caL8WPruhorwQRQv4MrsevqSN1jbGEj8bG2R5vF+gbj44aveXwxAVDzKIWyysjl3qORjtJ6PqM7kRsfH3Po38Pi490NPnE7ASCkEtzOTmPOEaBV8lldKboxxTuktoriOX9ZjNd8+64JI84uqlS2jTguYWEkIV1sF0NXqsHkRVmtGAoHPp1MQOid24al5NJJ5TXyOQ06QK7KvBEoOpLZ9ByGUgr2Nu3ekT2jojhWqQSXg9rosC/bhGGh0W9bM0LPW0+iibb3dO0Nxh5IOu4z7ftUtKEHbPeBoy2ud7iI47/9T3z52sXGsd0VwvHjbOGAgwFlOJxOWzjWhBQfCGZTlsJo7XdpB8eZ8aPrtY2mI4buyVzBhl6XPc0WDhbKBnu1UFYnjTvXnCOQHG1ygA68VzX7op+zzLqrVAOpXypsYaOJXNf+7LKFrsCxUK7ItnabruMtSzfj8Atuw53PbWGP726gAbDTFjqKWDzjNjpe1rSzgXr2Y8d+WFsj0hZaWN712kK3nxr/+RttkQZ02Ri7LawGe8bQHlcxn56jkVLFsJVmEavBWMRZWA3XQJKJQ+jvkU/IH6/XJ3RqfTNJO7UjxnHfOn1Cfs19/k9PY9F377Z2D+5u2N5IfByTdARGER+7BtTWuX9nybAwum7ozzZb6OyQce6/jf2u7xeD2l6i39cAjY8nRk5mosEnbicAbFIJ4vdMKty4Gm1pB1SjwU/NJMdHuTHdvXwrOvvzWLZpYgyK6hkKNyYuORMEQezwE1frR6OtILYEWWtt+qsubi7WTFMmhaZ0+By6GdFNZXJLhv+Mtee0N6XD14y5gqgfj9+89XPKOekTraIYBAEuuuk5/OGRtexxeu+52RXxBZqRYsVgMdc73MTmhIs1MLklC8DeJje5OWt5f/X1tvcXtrDR5ISh49jgGgTcgyie29SPLf0F/PP5rcax3RHFctSGzycrHGxRR0t2w7bQsqaELbSvqdDO6WtS/D5FrjmenSHsoNM2O+4ht1QRl6wosT8LULswUWzh+p5hfOHPT1v9iThtZXM/jr/vzXbh+joP7AWqmp2rranwsYrxcy6dZP0+yuaU+7NlXUtb2OB9YwSGjnNo/F6HruP9L27DULGC+1/sYo/vbhA+IcB/50ZkY1it60YLpw5baFszdlsYvl7aQqOYHx63+YSNdks41yRbxIpP3NI9eaK0CN+8ZDO+et0SI5EPqOvQ1Y0BMAWZBmOTsfqEtvjW5hMWNFuqJ2Z1n7DROER/zCVlxBOb3FIJdy/fio29I1i+eWIMitoeEx+XiXwH4I6PDZ+wpK/Z+uye/L2sxsfFsjqvQzy/rSmNlCiMElsnfk4mgPYmc/+lA2mlLRwj89tl+xrdnwEaH08MOzjR4BO3EwCCcWsb8CM2rnqcIV2vxTnZmzJu2apt/MYUBIGs6nQPTQwjsT2GZTasVbicgaMjQWQL7kVF0LUmwudEm5dYE02ZlKxkK4FjOXJ2WrPmxlOuRIwlmxMv/kaLJWHi0hHUHca4VhDA0hZXW6sTJVmxsmsQv35gNb79j+XscRfjVinAcAkicrxMWF3yeJ0FA5stipzsTO35ttfXjltkYNyvr/19Z7IivjLv0nlkbaFD71vYje3DxQnRGkedPj5Z4RpO5goc422hzo4YbbLftqbM43xQMMXx/i2WZEk9hVV6TlyFVT5ZQRi3E8RJ/8uTG/C3Zzbhyof5IlZci7B+3xqBorOo6JAqKprJCOpziee35lIsYzZimVn2Z/LcSc18kk1PDjdeONWO6z6IwxbSdVgoV9kWZLEWJ45PGH2P0RSxdJaUDlcSTbeFLr/QluSy2rpyffuvrcjVuE/YWDFBnx0RV8wHJo5f+IPbX8CfH1+Px9f0GMcamXsQ/t6YX14vm9Fmhwyfz7E/26T/7Ptzoz6h+ntFY7a7pRLi73vORypVqpL9PXFsoT0+dhb9HN2WrmKBHh+79mdAS8zWnt+cSaGJYdS69mdaWLXZQvH8um2ho1js4+OJB5+4nQBwtYpMqW1c5WqgTGkUx9tzYQJOZ1/qeqtFZsrjoItx6xjIM0DaFXsmyMZEpRJ0ZqLuMOpBjSshVG9Ve0orz7ahbFiuhUhsUk2ZiNGjHBeM3HQKOcH4oYxd8vMUyciNd+IbdcpdYuyuzT8IgqiiGNMezLWQ7KrY2h/qRQ0Wymwg3O9w0uNY4IB7SJ74XbTv2tad04ludjnZIhlhScw6Xj/FwkIb0WyhoaHnuC9dBRZAY5ox10CsxWowMVqUtjvbg6PzUSxXDe1Hl56o02kvarbQsmbFcVvidbKlACWOiwSZbU3RNcfplQo7qO/P+uctVQJj/6XrkBuY52SZ1Zms2J1sYddAqCfKBbqVaqDqiTqkipwdMbbAUNhBa7IiIx9TfC4aGGbMwE2sueZMijBuo+M0Qddas2V03VIpBZstFH9D2EIXw8dpCx3nlFuXYi1OHJ9wbFIJCrPPIWUExMQCDr/QdtyV7Bfv34gtZD+fJYnmbgeOZ+LpEihs9wEtYln230o1YGcm7KoQeqKcLXTKZzlJJfGJXGmLLD6hmZi1MWr5Yn3BeH28T+mKj/X9WfcJi+WqNqzM9Pn0taHOjojfnzmfkF6jiWML7VIJzvjYUcyvN5Fr8wnFGhPHw9eYOZNcJolmpuCudKwyHTH0Z1csEtnC+JkvZtEq/rie/Nbva3Vg7cSIjycafOJ2AkA48OVqgDIN/DQDQB9TjrdGx12atnFJtEFm43KJr/cORY91W8TKdzeIhEW5Ghjny2D4NMi4HXYlyIoqy8tM1nMbi61iaG48Yk3kMik0MxVFumY6rEm08P2mtvIbk+4wuRM2jQWGw8WKdOLzJZ7x88/nt+DQ82/F357ZaBzbFdFF7h0uAaPomTGSJfQc6UFPyLy3XwOqxTmtdk3pNQmCQF7TqQ72oS2Z72IvGkk25+v5NnVhC92sb1cVO/4cs7ZweGLZQhfLTJeLMAsw8cF5vcUC65oqq8dtbXNTnIwdRzGh9v5BAIWpLu+J1vj9WdhBQL3vgiBQ2I7FStVoiR10MPnoddluSdx+6S+L8apv3bnbrMmugXDdbWcCXX3/1YvJ5l7RIOO2dj2m2ewI45NxHS10/7UVVvnAMAoshdQR3V/p37KyHzW/0MW4ddpC7Xc9QcHZBmE7upmhhrsjxpNxO1yqKB0Z5UpV2hVhC+m6LVWqKFXULii6poIgYBix8UmuxrsPVFto2/+nWu4bnWRidvjEr8l6igWK3jeTsOgbKeH4i/+Jz//5GePYroh8qSK/N2cL+xWfkCnmO21hfbZxmsOO2HxCVzLfvWZNnzCucAposnGaTwho+7P2eXTiE6B+Z64gow7v5gpY0XXbXfZfF4SfMVysGIVofW9wx8d8LNiIT6gk62t7ZUs2zXZqidc3pVPIpZn4WB4nUkZl8/XZVJT4pe9fJbMypjKxFH2+LT7WGbimVFG8z6NLupW1awQAtz67GYeefytuWbrZOOax4+ETtxMAwoEHVMajMBIdzZlo0BSTmG3NpVlDN0yMjGRnxtDwg8A0Iv2KVAKzMRHG4+7SCrK+ZxhfvnYxXto6YBwLgkBxkvSNSD8HTg0fy8YkA0NL4OhK1oeBnzlcrCATu8mIUesMHLnEb5JtAaZBhi1JJh2+Nv47GrqDzlaQ+MCRS3Q+8NI25EtV3Lti99DYowHudkvQIdDoBOECYRoIXSe6Lun1F86G2h4UTVrlrjkNHK16Zlorpi0JZzsu2ZU2lrcWONqCELmmG1yTgJrA4JLnipO+m9jCfyzdjAtuXMY6d9QOulhmQB1t6hYmgc0WDmvX3Nae62zVbLYFjmoxoFhRGTnRccLeYJJoHc3pSOeP0czraM7I+45+hoLGAApfYy8wDOTNDhBqC/ss3Qd3v9CF7qEilmzcPTTou4fCANdlBwFzbzDZofx9zdlBgCQjGDsY/h7p23HaiiJwtEshRIlddn8mjN0cV1glP7ts5VTbfVULDK220NGq6dqPgeg67S52sFoN8K2bn7MWepXELeNvUL9QP18lrSATBKrPRpOYnC2k15dLghUrUWedbf+VUkZWjXnVFppFLBfLW02SuX3C+PvWtR+zSTSH3vfzm/uxdaCAu5fvHhr020iiz+0TxhcLuN/FObbZwnwp3hbqBSI7I9ehcVunT1jVC6eaf6B/Rp0lHn5HUkApRrZWIK67gC2sOjpSlWL+bmIL12wbwpevXYxVXYPGsXKlqqw7135s+IQOjXmXT6gTmwB9xgvdX82cSJ7Ex7H7c5bs30ysZOtopZ9liuW+kTmAOuNjlza1fo5dOQsg1KDPl6oTRoN+d4NP3E4AiOmFgHoT8211ZmK3mRoRZQhR+HNzNiWrQya7on4HybUx7S6tIFc9tg7XPLEBv3vI1NAbLJSVlix9Y3JVFG3JCQHJ6GmzVLFrxyc1Z9hkgKLRkzEDrxHluH1jsrVyFhjGkJr4NVtFbJV2WxJNVBRF4GtOzVR/N1lW6jnnnFqxFrsGdo8q91ic9HKlqtgFveWLrg8umKfXh3OiVZaXydihgaM8bpl0PskWOEonPF6Dz9YWP6JVuW1JwOltOQD16Cyrx+kkdcAilbAb2sL//cfzuOKhNXhy7XbjGGVwcrZfvw8b1fce0YJ521RrK4urrCYTXIxaYxqwDAxpEGDa0vYmYovpcRL4cU481X1sqR23ac7bbSFl3gUGI4heA45xW60G0p509e9ettDVeQCoutNA/dIIUWDIB45izenyFsr+yjB2XB0v4ucc1dhTNPiixC/H+JGM3HQSLVlzUJTSHeFIokW20JVEiw/G4/zC3UXve8nGPvzf/avxrZufZ49vJ51lXCBM9wOdocxJoHCdcckEL1WQZ47bdJG5xCqV16hXQ97FuLVp6Npscb2F1cgOxu8trmsQ5xMOFspsYXZXwzZSzHfZwpGSyX50+TQuEok4bvOp6r3m4rgupSTsWuQTVlm/VSmcUltajgZNcbJx0lZniS0lhVex5lpzaRkrGR0xziJW/AyY3dEn/MMja3HNExvwx0fXGceMeNjxe6PDQk2fMN6OAHyynuZEuPi2OevoWE2T48z+S/f3AvN6IEZKoeiyhVp87JBGMBK1DcTHW3cTn3CiwSduJwASiYSDnWHTK42MUMSeMDemlmxKDqKim2+lGhhGRXc6XYMotiutILvHxrSpdwQAsLWmpUehO0g6u8JVURRGVTjINgbu1NYwaDJ0E8k1c13zuFbLJhJYKhVBRWohabxeMobSvAYf/VlqT9larGqB4XCJ37xniOOOwHA0jFuxFrf0m9d4V4TCuB2Kd9JNlpl6/quBek2Fc9SUSZL2HFrgiZIRLdJOmMmKdDKBthyX2I2ey7VahoxcR+BY1tviHOxKB1POxsi1Mn603+PsIBA/nAzYPdriqtUAm3vD+2MrU+BwtwfXlzQT19xwUEsiMBS2kE8mWNmP2ppwtVoaE4aLInCMAkOFEcvtvyz7IsXqpYkCFS2cqlOsw+O5dFJOMHYlyeJsoS24F6ze3c0Wckk/F8PHSJpZCtW2Ao6e2KWPAdGaacqk0MQwVmmrJdcRox4392+65rjCLBc42hg/1oRLgx0xpi2MZ/TkSxX5mSrVgLUduxqET7htsMBq/8XZQr2oZ/iEZKCO8NMVbWvp86Wj45ZiPNcFJdZEKplgJ50rPpvFVurDRV16pi4pJPuay7HHxfeNfEItWWHYQa6QGG8L6Z7M7Xe7Gujn5ZJ++jp07RUuW+iSSnDqGrsKp1afzqIXXrObtHBKk2TRIGZ+f1b92tp9RWKREdJ5IOJjeg64jpg4yY7BQtnYr3bL+LhPxMecTxgvk+PSnHf6hEx8TCFlBiwdLy5iEpuYtTByOSkFxefjivW1n6lGvU1KMLKFfI5A2MKx+ISAIz5mciAeOx4+cTtBIKs3tgmIMYweyvhhW0GyKbTkaoxbqrVFniucfNcgijh9M9HiqOPnd7+Et1xy3y5TcezsC43VNmYj1T+juTHVl6yY2R7vDE1XKoZmsr2JBPucRq09sVpj9KSj1xfYjccilcBWJJm/n0miRWxMWpLOZDXxTvyM2jmytbMK6OdYT6ZzLcKiLWnLblJRjGPcVquBJlnCs86EphOgaeoJZkE2HSWQGGejJWsLDCPmPztplQSObcxAnEIDLG2bxp54D6mnZmH02hm34fmwJWx0pp3LWeKSEX0O2ZhiuYp3/+Ih/PcNS41jLwe6h4qyu2Abk2h2SyXo96n6HBEYRraQd1CnW9iP0fCxehk/NhYZHxiKNdSSTUV6aEzbnRIEKEm4qnFcDRyj49x9RRk/4nijE4T7lbbFoiGlQNfh7uCkDxfL8rxUA3ON1duaKbqYjI4YYQfa+QSS+N3W8TJCAjduqCwtrEYsr/jjvBRS9P5qK6hjuBnTXWH1QWRgyNvKen1C/Zrov3O28Mm12/GG79+DO5/bYhx7OSB8wmrAM5TihpPVm6xozUWF0aGi6Ye3KD4fk7jNRsUC3ifkWWZq4tbcXxVGrm2uQVlNzBrsSlfhVEsC2lhmkU8YX1hlB9Y6NOgVW7gbFLEa6cIC7OvQZgvFNZK2UCNYRD5VfBLNxsJ2DsTTOmb091Db2u164c0Z/r7gSC5cp1mLUliNzgG1e+Izmnqj0e+BY7+ySSVccucKnPrj+1kJlpcDMj52FPOBOuJji5RRvfGxbaBck8Xn4hKrfPzKH1c7TjkyXbT/5uTfZzRyLWQ7qldut4VqfOzqDnTvx1x8HF7b3SU+nmjwidsJAm4QBTUyMkiwBBEs44e2ajIJG2EgUsmEdLjMimI8Db+eVpC/PLEeyzsH8PDKbvb4zkZnzWnjWHHujcnhpBdFsqIJAJOsqD1fsF3054wwyQJWoycbL4Vg08B1Dk+p/ZxLW5wl8vlsGj8id2BrdxnSnHTbcDKh22wyfNTfuRbhntrG1DdSMoKMlwNBEOCqR9exLekAsI3cO/pgjXBoYPS7bQ12NPMJIPEzZearjJ/IGYpLBjRl4yehN6WTbLGBPle2xSmaf+7hKjo7w1bFdksl2FhmqkPp1nU0Wy1dtvCFzgE8sXY7/vzYelZTdmdDOOgAzwah9xXXbaG3qRtM8KI4p6EtNBJEgvFjceLlNa1zkrm1GNCcMR4Lf47XOxN/L+eSpbEk4cR9FTJuTUYP1dgTBQ96jqrVQO4nWUvwTfenUiUwnHy6DneVtriugQJ+de9K9h7R16G+H+v+h74XiPt2Vge/5iKWWSTPwU0ib86mYxOrdP8raPsfYG+1lIzaNEnMsmvSYWvJmrUxftqYwioQrWGRuNUTNqYt1O57R/eBzvDhrvNtyzqxetsQbly8yTj2cqCz324LgyBATwzjlhueSpMNUeI2jdacnWARdlmZdoJLNrAJLFv7bzkafCb2f2VNkp/rZUe6NG4NXUfJMuNlcfRkhX5cnOPIJzT9bnrO49qDgV2Hcfv4mh5c/bjZkg64pRJctnDQsIX8fS5soW2a/VSrPJV63LU/V4xBy+HxtlykAc+1pdukAvNcfGwpgnF63pTYxDFu6f4sBjU7C6kxbMceC7HpmsfX4/nN/Xh09S4SH9f8Qo6IpQ/JG3N8rBcTtMIqoHcH1hKnDRQ+OVuYc2nc2mwtk5hl16wjVgKILdRtpRYf24aFWuNj7ZpwHZzCFnYPFnaJWGRPg0/cThA0Mw4VTbJxx7kgghoJ6RBm0rLSTxM2wiC0ZKPAsVEaPnWQtg+XDCMQBIF0kjZsH2a/+85EEATYHMO4NaQSLBVFmei2VBRnWIIeYaRbc2lZCXe1evCtmDYWGHl9mkvCRYxcTqOPKxbwgSPPKFIZP3ylXnfSbUMU9prUxB53BYpBEChO+q6gc7t0Yx/O/etSfOkvi9njtLpttCMZch18siIMDDlGT23NZdMkgUSdoShwFGvKVUzgdButusi142nCyKXJCnW4ik1KIT5JJ4MM2/AynWWmJWzEfSqCHKM9uBDvHAG6VIJpW4Q0S7kaYMsusCY311riAJ5xqxcQ9O8s9oaImccnw23BuKGh12AyQDxfrJlyVdcjDX9uzcW31bnWrU1WhpNK4IIAhclOA0OFiWdq0NOfhS10FRD0a0aLk7vCmgOA/7t/FS7+x3Jc8eBq41iXtg5HW0id1cHrt+rM+6o2SZxjYbFdTlmeUUM7UvhWS5NFZgsc62cUmT6fEliS43S4qC1hI4JraQsday7OJwT4AvnWWqJ0V/AJAUifEDBt4UhJlUJw+YSAdh8XyP6bSSmPATSB5JZKYAkctZ9zaTrwjmfkspPUyXtFhdXosSAImP03XuPWGATpaIE2kxX6XhL+PlqfEFD35K27COP28396Gl+5bile3DJgHBsr43ZIt4WWxKxNKmFEu2bmcV3eit+/J7fwhVNFFiZdX+HUtj/H2cLmeohNTEequIdbc1Fi1/QL49mO9Lr1DJkdMdVqIPe8DdtH8HKjQnzTeuJjwycsqD6drfvAxiYV12xySzSQ3VY4da2JHLM/0/iaGw5K92+241RZk6YtZuWz6HFClpN65fo5EFKC7bwPM6THxy6pBO0alStVGatUg91naN5Egk/cThDkuI2ryGxMjBGwaehRRhAbGNYMRFsuHTF+LFqPYvPVDbWeVNKTToOFqPVx/S7gpPcOl6QTPlgoG86GyfDhnSObA6lvTCOliqJ7NMIFhpwuk6ViF1X0qAYep5HHO/Fq+5C9Imlj1Cpt85xuI2H8tOdMXeXw+bVzZHEYxTmcXQsczUBRS1ZorSD9+bJsRwF2jba4F7eEE1rX9QwbOlhBEKhOuqWqLQYwDBbUpKNYk225NFqz9sCwJZeSxzlnSF2TlpbxOF3HTEoGhvYEmX3SKxBNvbYlXl0TjIXDqCfx9CAl0HSAhyU7NDxeLFeV14tzLO1g3iwWqFIJZrKCtiWt73n5bSG9Lzgnvd6kWWQLeakEm5PuklQR18yWLNB1FcPHuMCQL2K5E7dm4Od6PcfYURg/JRoYRgmbVkZ7Wpy/dDIhz1GjbMfuoV0vWSGSFOuYe0Bvz7StQWELDY3b2u8zLSwznXkP6PtvjSXtSJw2O/ZX2hHj0qhVB+6QJBtXmKXsSy4wpIwfpv2X2s0oYcN3Bdm6D3Qd/7guLIAPDIUtXL8LJCsAYEtM4lb3aW0+4fS2rCwQ0WB6kBRouPtcrLkWi8/n9gnjWWjc/utk5JI1VaxEXVSu7gZROB0uqbMbhLaouO/0oX/63INipaoky3WfcCBfUt4/TsJNgO7Ju4JPOFgoy4IBawuVuQf2xG1kC/l1ydnCIAiizjcL897VxWTIU2nXXLxe0ZC3Fkbj123OwahlNW4ZYhMnVdScSbNSRpQQEXXEROeoWg1MWxiTNCtVAiN22T5clLHKrhAfdxON7+3DRYOIVa9Ugi0+HnQV80UsYrmmLhY2T2bjpAyIT6jIZ5nFeq4jRum4UfZnRj7LWkwwWd7cfanrfZu2UPcJtWKCds30/WxXsIV7GnzidoKADRKkhg/ftu7amKhDyA0nGyLHJeOWGAk6dGHvyc0AzKSZbsj1tjiarNgVKoqUWQEwTvqQmQSkiJIV4fmwaXHNJK0efPtsWk4ab+SaOsXV5cbDt1LSwJDbeDgN3IJl43MxjrjAsVKNBlXZWkF0xq1NN0pUZHu1VhB9DXJtcVv68/jSXxZj6YY+49iOwNqaY16uBkYgO1SsKKwvW/Fgr8nh+agGahJMnK82yrhltKwVjVtLgin2mjoDQ14qYYRZU1yCLZEAO1ylWg3k+RGMHr3tTk/s6t9R1+Cj5wUw2woB9RyKNSjsoD6IYqhYUYoFXHswdZB2NVvIatzGdB8EQUCc9No5IfdpsRwx+6SeGTmfitZXm5mMp1rZtsBQrJFJzTw7g65LlonmGtSoMIJiEioNBI7ccLJWsj/T/VckwltzaTm8zNaaKW1hTJt610DBKBoBwN3Lt+Lcvy41kjE7CsIW6nsxYCb59Da/Ps0W2roPZlukEsQ572jKyFZDTu+7niRYbKsm1aDnhpORZATP+LG0B5fNwNAVuI4w7Mpkwj4gxmixNtrWw3Me+YR68SDeJwQiveWugcJOW3dx2NxPuw/0NVhfsqK9KUP8aGb/zfGMWpfWpls+ix5nNOjrlMdSBubRZAYp4to06CXjtmarA43Jzu+/5jmgLdLUlg5oPmGpEijvL5IVwg6ORiohCAJ877bl+NNjvHTBeGNt95D8mbWFZE8eKqqsb8D0Cwe0/Vecn9nMfZwvRcn46e2mpFmxXJX699xwULo/i2S+fs25jhU+luDZjfL1Fu1mln1JYxkHsYlqS0vtaaUjVdyXabQ1mX71EJEwk7bQKGLtvvFxEECRiAHM33Vb2K/Hx4yMDBD5hKVKoKxr4SPSQY18xwtPIuGkAhUpP0Yey11YjY+PrfKVcf5BJiXj/2HFVkfdhzbGrW4L9RyFHh/rfrwRHzMSWpt6R/ClvyzGsk07Jz7e0+ATtxMEzazDFO9wNaLhIzYulXFrtlhTQ0sdAWGIdUOt0/D1tritAzs/WVGqVPHsxj52OrBeXTKc9JqRE9fD5qTPmWxj3EYOqjCcXNt6i4Wxyg2isOsqMlVoJplgb/+trxXTmpiNOa5svMznB+wbkzins+XmzzNe5tSO64xbfQ1yFcXrntqAvzy5AT+/+yXj2I4AddI79eKBwTLjkxWz2ptYdoW4Z9ubeKmEyAFNxbZiWhk/0kGO14VqzqZky1uBdXbipRYos7FQrsokkzrcjJ/2TtkdUi+NFkxKUXJbfAcucJzUnJHdD8rEYHnfh2tOH0RhtqhzUgnUSd857IqeoSLWbBtij3X2uxK34XfgbGGhHCVehS0cYJIVAM+4ped+GtOKSbWyReAYJus5PdKIPcEFhuG6MvW+I71RPjAsEFvJtlqWTFvIJeGsUglMqyZNbg+SjhhR0LAVseqxheVqYAReAPC9217AVY+uw53P7/hBUZVqINnmnYxddjFuhe2fO7kFgF0qgSYrOEmUFppEYwY52q4Zp6HHdqRYhnty7b0jWuAGaG3x9P2ZVk5+f6afn/t+kXwWvS+DIJDPES3WNlZzlKxozCcEgC4SLG7s3Tl+4YtbBoxEPxB+5y190ecxGbd2OwhEgXN7U5TgoX6h9LOzaVmg4Wwh3f+4oiP14/k1aSswmcl+fmCtxWes2cxUMiHtEO1oqZJivK37QXzejqaM9GFUWxieo0nNGTkocpCJVWZ2NEm/mq5L3Q72jZSMIhXdkzmfcNW2Ifz87pU4/2/LjCTpjsDa7sgH0H1CwFyH1MeoVAO530a2MFqXNMHISSVQ/1DsvzY/nZMyKlUCGV/Zh4uR/Tk2CRY/r8NuS+tPokkmuWN/5oaTtWYjpvwAw6TPpBLSx3F2wOwC8XGxHMbHXBFX35O3Daj7ryDJ2OPj8JzY4mOdcQvwet/0mttkY7j4l9OY5WIRJT5WiEumRr21eyFmnkdIYjHXNO9fmN8foMND9RxDrbBq6XQThdTIJ4xfg9zQ2mueWI+/PLkBv7x3lXHMY+zwidsJAr6FyTRCqjZV+LOt7Z4aiVbmuHAeW7NptDEaPyIh1JpNyc3ZJpUgnDGdMbO1X01W6Bo/OwK/vGclzvjpA7iKqZzrlW3diAknff600BlqtKKosB8ZXWFx/qmuISuV4NiYmhQn3Dyu6kJxUgo0Cce3xXOMILUV065LZa1y185PMhE5+bZWELuuY3hN5k2tbUyO1kxucua6mtP8AqMttiOgOOmac6S31etJQLEGJzVnZOBEK/uDtADDDCdTGT+CeU9bNesNDOPlO6wscJbZaEuGpOTjIolB13+HY9o7TT6zgyYsgyik3ncuxcrGiDU4rTUrvwNlmvVqdnD7cNFwjGmr+vqeneOkv++yh3HKj+5TAgSBuOFklWog1x1nC8V3Tyb44Sd0wKAY7MHpKqeTCXmcKyABfLK+VImmDbsmANcjlcAzcoktZPVKzYSLtXsiZvhJiyWhM0T2knYmIVQoV+Tnqd8WqusgCALZpvtC5463hZv7RmTyvbMvb/gD+ue1ac7PncInDQdkgieSROE6XlqzhPFiacXki+VMqyTjs4XsRaaIJdmPNpaZWQzgXu8aztJCC79M4Nis+ISEqVeJmHYz2s37Goh8nr0t10C3hfo1HS6WlSLPzpCNWd7Zj1MuuQ9n/vEp41jPUFF2BwCcT6jaweFihZXRCRm3tenzSoJH+HxptkAT+YRRF5ZVssXFAnclExrYn8W9STVy6f4s3oMWVtuaeD1x3i/kCwqtzDkSa7CjKY02oTdK9t9+zS7ohdVqNVCKQBzLTPiExUoVa7r5Yud4Is4nBLhBjeb3Bch9yCQVmzJJdDSZg7Vo0jIamGfGIalkAh3N0ZBDuSbItW1rSkfJ+NrjtEuqKZ1k52nUz250JHYtfqmw1S2WJOAwWZMtnE9I7ssoPo6OU4kyIQdhG05WV3zcs3Pi45/e9SLO+OkDuPbJDcYxvYCgxyau+NjowrIkHTuao46XIYsfHxsf2/Y/huzmkrfii1jx+3M4Q8Yu32HrwuJ8Ro4FnksnZZeVKSUY/r6XVSpBj4+1Yn4j8XFnv3HMY+zwidsJAs7I0KED8XqnZGNinfg0Wpip1XQ4CscUoA6pbWPSDbnZChJtBPlSldVSHG88tLIbALB4fa9xzKgoGlVte7ICMCuKI6WKogMkDG8bYfSoA2fENUujJWNOfXYlyUYYxmwjGj1qq6a94phzBAmu4Wn29mDqoPO6yhHj1jaIIvx9n6nhNXJNseaSVqK6vaZ7aKe0aqqMWzVp11WranfU7kH989PErUhyKYxbRiphkGn5anYlNTP8JPUCc82tLDImWcAlKyijVmnVTCfJ+1aU/7OpJFLJhPEZK9Wo3cq6Lpl2VG4QVKulLU6c4/amyEmntkGsQbEmq4FZ6d6isCt2fLKia6CAFVsGUaxU8fxmMylHbeFIqaJ83/6RkmS8iu9Eg0UatPDtwRV5nEuQDSltitH11APDbCpMgOksarq+OPYhHaiTsw2CKpu2lLN1OSIB4mJXUm3oEWLr2fuO0b7k5DlacylWKoE67HOnCFsY35qptwj3jZTkddsZiVuarCiUq4btFoNapC20FLHE9zUYt7XzM6M9J5l5CvvR2T5rHueGi6jX3DxuY9QqgWPaZIG7uhOiJBpfOOUYRypjidx3jE9If57ZwTN+TKkEvj3Y5hPqSbOdwTR7ZGU3ggB4Zn2vkRwxfUK9eBD+Pq9mBwHdFgqphCjBw0kltJEhR0OMLXTOqlCKBRbdxgyzpqQdjE+AUUmZagCZzKZDknPppCFLQ9+LJndHKxvDMcEHSHGai1VEXDK9PSf3E5qo7R0pgdZROakEuifvHFto78IqV6rS9nF+obCDlFTD+4QZ4hOa/k5Y6OaKirXjmeh6UCkE4RMmE2KPVvdXmsy3+4VMLMNKJbi7B2MHSVqSaBzjVu2OJPFxTDFfiY+NIlb98fFAoWxILewIiPj4mQ29xrFG42P983KMW0XrmvqFjo6QZkbeUS2Gu4pQ9sKm2xa6yQBxcw8U/4Bbk1l+TcpB0rmogEXvW6qrvNdkPjku9uN64+OumPh4VdfQTuk+2NPgE7cTBM6hAw4mHN+KWZbvHQXPFqYes7mLSeptTWmZMKKGukpYWQtntAHgWkHU3zkB9u7BAh5auc14fDQIggDP1nRZ1jJVcz1ppjvpwqgtmNYKwF5RnE21MBWWVG3jseiZUd1hViqBCRxtVeZ4qQOqV8ZvTHFt8a6pmnYphSgIkexOcpw6jK1M4FgoR1qhLo3b+bVrZGsPFi3vHLtCOOlBEA0O21HoGykpbAmbc3TArHYA4cZLiwHi+3YQxq3axl9z0puiJNowEzi21iOVECfP4XCGVGYjw/ImjFwgcu7pmkynkpKxI9Zt5GyF11NnFdH1Swcx0mEbaveByYQfIqwoOUGYnON+majMSAaLwritrcHp7TnpxBu2sA49s+c39+OlreOzHp8l+lS6LQyCwGRXEFsogsb2XFpq0PaN8EFLW0wbIb3Puc6DlmxarolKNZDJgkh3OYlEImE4ueKai8BR70ihA3VsGrYce4LreGmyHHfZQsnoySTZIEUmETMRU55r1WxryshBj8qarNkFeo3M1szwOka2UL3mlPm9M7oPaOIW4FozVVto6z4QzDpT4zY8px1NGfY+l8lyIhVA7YRLasipq0gYsdzUaim/kaYa8vGBJVcsaLK0H9PPzw2aGmaOc2uuKZOUdsw2Sd0qlTCs+4TxrG/OJ6xWA9y7ossISkeLpRtD5tBAvmxIERnSRcbcg1pSsC0r78M+pojV3sQXsaQttMhzSFuY4fdfaQstyQBlYCzrEzK6yOWqTKhwGrn0dTRZkUgkDFkaWmRLp0wJLSqloO7P5v7bTBigip4o032g2kLByM3IDg1aONV9wsFC2VhbdE/e2UUs3Q72DBcRBKFO5X61+4jaQuoTdsiiHl9olj4hF6dk06wdUGWIojUh1hW1g4lEwliXamE1ZQzfrpJiO+1O4PffJGtLuU4t2yBmbs1FGrdptiN1kOwVnFSC2HvacmniE5LuhXJV7vFjiY+3DRbwyKpu4/HRoFIN8Nym0Bby8XG8VILwC+uNj+lME0DzCxldYYVgISTNHNfcFavYdJPjGLnNNJYpm/FvzjH3wO0TWljehShn08rct/RcjFd8zDFuRXxcrgZYtW3Hxsd7InzidoIgdkJxOslP1XRUFFUNvfhWzfYYxk97U1pWfXXWlahiC+fC1ZrJJSy+/tdn8YH/exR3Pjd2jb11PcPyc+tBIgB01oyUmG5r05Gab9mYxPef1paVrR6ck96Wo4L3ZgKJJtM5Rk5LNmrP5Rk7Dr1RsvFwTrxakYxv/7UmK2KO23SjuIoi1SGkm7jY/AcLZUWvWCTMREVx+7A6YViswYNmh8G/vgYr1UDR1dvRCYt12jo05TrCz7twRqt8jGtL72jOoD1nJg2lk06kEAYtVezIDtDAkTB+2GQ8TRbEM3Yo40dnT+pBgGTUEuYFAGPd0jUJwLgv6GfNEb1SG/tRtqta9Mwixm30vpRV1cGwK0QyYHJzBtNqmnDUFpYrVcXWhC3jaiW7b7iEd/3iIbz7lw+NCwt82UaauFXX4EChHA2EqdnCLvL5hB2c0pqV31dZkyPR+YjTdbR1HnBaXwDkIBxawAJgJLHE80QyIaetWzpQR3Xiw+N0uIo6VM9c91ZbSJ10jv2osEfsRTzKuB1kdAjbSEcMTaKJILGjOYPJzeE11JNSpi3U2Y7RuljXM6zcEzsCerBotmaGn/eAmaE/oQ8nE3ZPJG6HihVlbxhk1p3CfiyJ/cdVxOK7D7j9j7MzuTQfOCq2MC6wtLDE5d+3aPBxxQQa7HH3HceEb9V8QmHLKeNHtGj3jaj7r2A6Lpxp8QkH3Izbvy3eiA9f/hguvHGZcWw0WBZTxBJJM2EHzRb1mi1sibeFHU0ZtDWZUgmqLbRr3OrdBwJyTTo6Azg7R59LNXCpXjjtssqmklKKSBQU6FwDILLJ+v6rH4/29+izhMVhMxYZkfclP2CVnsOoUGj6SJOaI/YjZdyKNbj35GaZpDOKWJRxu1OKWHbGrViDU1uyUutSkUog3ze2mE/3X6aYT/XVlY4Xsv+mU0mpO6xfc31/tnVJ6euSrgmqUW9lP0qfz9bWbm9bV5JotiIW25Earck2V3zcbBZ0RMIskQD2nR769u742IxZv3LtErzvskdw34ou41ijWNU1KM8LGx/3qbZwm0XGzR4fh+dk9iSiRU00WN1+IVmXNTuhSKJxHS+OWMSmgav7jOHxaP+VdswhdeDqPlRez3T+cRJiqk9o2sFUMiHtwkBe3X/FfiQZt0Mun1Bdg8VyFZvJYzujiLWnwSduJwhcRsbF/mhm2I1O8XU61Zpj3BJWVQcjlSA2ppZsSlZ/bG1x4vNzG9MTa7cDAG5/rtM41iiWkmTF1oGCEYgKxu2hcyYBsA8nWzDdlEoIgoBUsiMWFHXSqZ6oSEy62nNGuEq3IzCsR+/MJZ7OavC5dCGVxLPZyjKsJDOivy/a4qmz1EpasMTfFeeyKZPEJDL0gG7u+sZULFeV7yjW4CGzOwCYVe2tA3llyNGKcXDSuwYKePvPH8Sv7l1pHFvbowaK5oC88PPN6miSBRLqpAumo9VJp22EHFuFJIi4tvV6GbX2NRcluIQzFNBWSxEYpsMgQOh9SUatFhjq65auaYAEjkX19YL9oTtE5UpVfpaWDJ+wkMGzxUmnDJYORme4jwT3YpgHtYXdQ0VUgxpDNJ1ENTCDtec7+zFcrKB3uITHVvdgrFi6MSZZUfvbk5oz2LvWdk7ZICJhNqUlw0pDiPXXQeygGmibgfhwMQoMh0mxIENY1mKIXFTACl+rB350TYb/a4EjGaiTSZndA5SRmyO2jrZ4FqgtdbAzWpi2PsqUk2uOssxIEMLpOkqphGyaSCWQNUdYV2Laex9hV1Bdx8gW2gupQYBxYXvftqwTJ//gHjy/2dRHczJua2twf5G4HVa/j7D9ImkIRHsGTSragu1hlmnGBPOWjhilFZItrFL5jPpaMZ1SRKxPaClQsf4D539EScRCOdKLjjqGIp+wSvZnbpJ6uRoon1Gsy/1qyQpd71skzCKf0EzcPrEm9AnveH4LO2S2EeRLFbxI1vU6TVNX2ELhE3YNFthE9JSWbKwttDFuo1kSKeITMsV8i6QKleeIu6a2Lilqx3KUUVtWk2ySUau9B+08AGB0H9ACFgBjXdLv0pTm/V6FacYkdiPZGJctTEe2kPhQYi+e1paVmuy6X0jX4Xj4hECYdPvobx8zirT5UkVJjgwWykoiWtjBaW1ZKYWw3cK4bWc6gCI7aEsARftzC+OH6/urbqus17ykr6mk8n++rPqEAD8bIQgCqEmw+mRhrPNCuGIBWzAx/eaWbMrhE5IuLGIXxPqb1JyRSTZDKmFAj49VWxgEwQ6Ljzf1jhht8GI/lvExYdwGQSC7KUR8TL9vqVKV17+jKSO1qMVaq1ajwZeh3jfTEcPYOhrDU2ITN/fHpXssSSJpy+s5WRlueJll/x5RfEKucFqLb22dB2QvEAWmYrkq7UfkE6ZkLFiqBIrfqhObBgplxf644uPNfSOgakLjZQs9IvjE7QRBfNt6vBC3S7uSSilwtHybVILQi2unrSCMruPk5oxs1dTZCiJQPGreZADmUJ7uwYJ0Uu5bsW3M4uzPblSDRZuTfvjek+TfF8iXKvL8ilaQMCkYPjZUrEiGcXsTPWfheaBt/tzU5iAIpBFvyabZwFBJfHKBm7KxOBg7nIYe2bjixdujqZicLlUY2EbH9Uq9zqQT70F1HcX3C89hWfm/LZdBLp2Slf4BEpwL1tlek5tkEpC2g4g1eMheYUWxb6SkfEd9DY5HRfGaJ9Zj8fpe/PqB1cYxkawQxQ2DcTskWOA5TGkVzDnTSZ9EnHQucUs1bocZ5gBNVrDMA0tg2BALm1xTwXrUnXjdYSrogaHmMNHEsPp6NUgQn02/b6jjZB9EEbEbZVuchV3B6X1LW9hCbWFkW0QBa0Z7DnNrCQ99KA91kMaDXUFtoZEwq63B2R1NmCG7D6I1J9bfZGuyImLctjIFLDnsjdiBChlYQu0EEF17cU3omgLiAkP19fqaEDbQPE41+NytmvUy3WxMubhBG63KXsGwzGhCiBnI09GUlsF9r1LwKcmk18E1W6gzbvXWzPGwhT+6YwVWdg3hL0+Yw0/E0B/OFpYqkeYtl7gdLEYdPtPbcrLVT9yH9D6n61KsqWI5KuDQc660rRNbEtcRQ/dH23CyuMJqrq5BjrViAtuFZQlMGZ+QJmY5nzB8vKz831rbK3TWlNhr0skEprZmpfY0LWKJayi6sOigQyAKFIVPuIEZTiZsYe9wCc+SZMNo8PzmfiX5u2YbbwsP2zsMZIvlquIHbye2nbWFhXiN22jwJc+4pbrDcbqONnkruSbINS+S4Y10zVCNWr3IZdjK2uNU4178HfoZC0QehP5vJvmSSCYTRixC94VWC1Ne7s9NNqmEiPUspRIo47a2F09tzcqJ9oZkR8/4dh+8uGUAVz+xHne/0KUkzAAxqFlNwNDPI3xYxSdkNG5dxfy2XIaVSqDMRuqzRXbAck0ZqQR6XC+s6vu3sE+UkZukjFyhoVvW9ue0uibD93Bp4FJbaO7v9Du2aEnG8GczPlZ9wui+Z33CEXd83NWvx8eqbdo6UJDX+r4V2zBWUJ+wGqhEKiqfJeNjwrgdKJTl4ErBuB0g3ZDU/2tj/EK6P7eSxKS4t6kdoB0vXMeIS8rIWmwv0uOOwmocC7weqQWumCAG5pH9t1QJZGKV0/qm33uIFAtas+lof66dY3VgLa/JrsfH2wYLijSfGR97qYTxhk/cThDEOfH1JExauOOEXcENRYhaQVJOqQTBfqQaPiKomkRYZtTQB0EgA8Wj508BYDJuaUtSZ39+zIwf2hIHqAmL4WJZfn7hpNP2ZfF90skEZnc0yZYxYfTERi0GJEXsCmFU6cZEp7WGf5M60y05PjAcUZwN7ppSvbJa4Mhp2FpaNbnhKbaKZa5ODR86yIJWucXGF56DivJ/czaNZDJhaDvSBBqAaJp67boNFCLGzyTCNKMttaIVZMH0VlbnVqxBsebHI1nx98WbAITMW70FT7AdX73fNADmNHVR1Z7elsPklnqddMKuIPdpC8v4oYGhWSzgku2sbiJhmZUqgdzsI0ZPyJwU942eeBXrUdcrM5JwYt1pjFoz8csHEXqSTPyfTIRSCnHaji1ZC+OW6z5gpBImtWQwtTUMDGlbnAjKZrY3YW7NodLZFcvJOrz/xbE56duHioocyNqeYYX1JhO3k5okG4SzhZRxyw0no1IJA1ygTZIVAG8HAPs1EwGXPTCMT8zqLDHxOrFmE9pwFfF3y5WqLMI1K04+1/bOJ+lUvXJTooRn9JiBY6ihx+kuR6yrSc1mwUesv/amtGRH6rZJrEFhC8fKrlixZUCu42e1vTgIAllIFbZwC0ncCiZIKpmQraVUBkcwmHK1oEkvYol7NJ1MKPe5sIU0gFIYPaUogSQYSFRvlG3VtDFilcCQS7zGSyEoiWFXMiLGJ6QscPocmrDJpaOhf3pg2JpLI5FIGKwpet8nEgk2YSHW4Mz2nNyvqC0Ua1D4hN1DReW+CIJAs4VjK2I9u0kt5usdMIJltu/0NumP0CJWL8O4ZW1hLoO2mpSRTTZG9wnDn839V/UJSRwQ4zOGPl8UEhb0wmfWolGrsSelrbQU0XTtR+qT0v+NtnrteLQXROeC2kJ1f67Icyh9QmY4WUdzRsYqtGtJrL+prbmIcUt8wsFCpH3clkuPy+yDvy/ZLH9etpGPS+ZPa5VFrM6+6POIvTj0Cc3vwxfzbT5hlCCLOl6iNZeq2Uv6uF5YlW3rlmK5PtvA2H+1YoAsYOmMXO39xWvl67lOsQZsoXLfERINV1ilTHl2YK0ilWDOgBE+vBofqx0koogVxcd2n3BdzzCrS9sI9D2Zxsf9I2V5zg6dw8THtc/enElhZq34Eb5OxMcRaz6TShK/MDwuzl0yEV5vnUCh2wFdo12Vt7KRTExGLMeoVYsB1KeLNHDj5CsbGT5GBzErsnRK4VT1i1uyaWTTkUSJOHfR/pxCMhntz8IW0vU3qTnDdnCKHM0Bs9qRSiYQBOp+p8fHnnE7/vCJ2wkC3chQI0WnYruEuNWNyWQ9UXbJIElWcIOiBpXA0WQaiJ+ntPCtIIOFaCMQG9NGbWNaoSXN7htDwiIIAlnZFoEfpyPVmk3JiqHCMhsSzIosksmEoWcWtQfXghotqUgHe6RT0cYkzim9dtwgCho4Nmeo1EH0ukLJ3BhYdkaWBo5kY1NYZPZWzZxSLIgGWSh6aQy7kjpTyaQ5VIhWFAEYicZB0hIHwEhUCiehKZNELp2SiU7KuO0hDNaoLS5KEAjnaNGB0wGEgVufpg25vLMfr/zmHfjRHSvgAk1WADDYFWtqztFx+06tnYOKkuSibXFTGeZcP3HSuQQOK5Vg07jlJFUoo5Zh7kuWdzqpOBsycCOvV1st9cSs6qRH7Ekt8MtqTr7GyNX1vm1SC5JxS75/IpEw7suwFSkwzyHDrrDbwii4F/pg1BYKB31WR07qc+pFLGoLX9gyYDCCGoFw0OdOaUY6mUCxXMUWcg+IZMXsjiaWISwcvSmtLsZthtXCpK2YamCosi9aXMG+xsgd0VjcOstab/XUA8cCs+aUNSvXHGX8xCdMcmm+lZNlb3LyHFle741OUueY9v1EQmVKq3mNxPpT7aDGuK0lUk84cAYA4AUmWfGLe1bi2G/diSdrLZtxuKlWwAKA5zb1K8WCrsEChosVJBPAMQtCf4C2C3cNRKy4aTV/oliO2i9psgIAsYWCDVq7R8X+rBVgxLnNpBLIppNGsE59Jy4woz6ZTU9U6UjhWi3pwLuYwJAm4dg1R15frkaMHbruc0RPnEvIJBIJuS6jwFBN2Oh6o2L9Cd9HXANxbfKlimRNTbb4haKYv//MNvl66hd29ueVdT4WnxAAnt2g+4T27oNpcUUsqy2s+YXNGcMnBPi29CGmPVjRVVaKBVGw30TsTDRcjKw5UizXE6+2JFmhrO6/ut9Jiw3i73Dvb2NXUgJJ+L9WhNMLq5K1TGIRViqB+kjEFrbE2cIsZnWE15j6hGL9TW7J4Ii5IdtQ17ktVap41y8ewrt+8ZByfTgEQaDYQptPOH9ai7TNm8ng5C7FJzQZxPUybltzUSI8CMwkWateODWS7apUkXg9ZbsCJgtbn0vgLKxqtlYcT9ekjnQ90RIhwdSj9637hOFnNeNjruPFJp8VDazlfcJeNj5W7YpgsL5in8kAzMStER+PoROrSgaTsfFxbS+e0pKRUkRUKkH4hFNbs8ikov1TfOd+wkAGQLqE9KSj8MPVNSXWTiKhzqoQxykL25o4ZRKrdqkiMz5m42s2fiaJWU5qwYiVTL9W6D/T704LKgCMeRzUJwSY+Jhcg1QyIdn6fUp8HP48oz2HGW2mLdTjY6774NmNfXjFN27Hz+9+CR6NwyduJwh0doVipGxOvtLqIYxMdFxpBYkZTkZbrFXBf8oyE7qOEQOGtgdPlS3eJcnEEw56e1MaB8wK2+Y2bB9RgjkRKIqqcj0b0wudA/j53S8ZU2E39o6gd7iETCqBU/5lFgBtcivDMts+XJSft5ewzAAYTjpNVgBRRUoEjEMWZyhik4bnW07fzerOEEnsWjYOmjiVFUFL+5BLQ49l1DIbGxCtRxq4Um1KPUmmsx9FEUFvwdLbuGixAIgCROGUSmZF7RpMFteothaDIJAb09TWrKwM0xZhkaw4ZHYH5tTYDiu2qg7StU9sQM9QET/+54t48KX4wJE66AAj11FbgwfNbpdriuqbUnaFaPNzSyWYemZtuTQ7qTXSlYofGKc7Q9ygihw3XIwkEwDOCY934o3AUmNvuPTU9CSfzmTXB121GmtSrfS7pBKkLSSBEpWNkeyKQYZx29GEeTVN2fWKvmggA8V6bWEQBLhpySbc8PRG45hYg0fOmywTxbRFeDPLuI1nmakD80zGbTWIzjkd9gbAaFsflkGRSNarx0c0O2KVSkjzyXyXxp4tsavrKgMRwxOIHHuqwWcroinDTximu2Q/EnkO60CeOJZZUzScrJcwVGl78EyZrCjI/TcIAumkn3TwTADAC52q7QqCAFc8tBpdAwWcdfXTxp6rP5eyzAYLZSmNAER78ZzJzfIeoIzbbpJobs2m5N4iAsZ+LXGrJyyoJjBAko4MmwWAsf+KNaEHjsKnKlaqUqqhyRbY0cQrNxxUYewyHTMiMNQCTyNJl1HZlZGti9YkLZxKxq1uK3PqORguqvuvYIhG51jIZ9WS5xoDVdjBdDJMnEe2MNp/RQFpZkdOtnMqg6E6VTv41Nrtyn7HYSBfwq/uXSkTExSiiHX64XsBiEncTmoiA8oset9MUpC2TEc+ocmsb83a9l+uIyY6LiVXyJqgXU60fTeZTMihuZGeqGorbftzk77/6q+XtlJdt0b3g6VwGiV+VVsfMRvDhE4k91TrVCMSJ+pwMs4WpoktNOWzQp8w9Pk4n3DulGYcOKsdgJk0e3pdL55cux1Prt2O79y6HHFYtqkfq7ZFts/0CcNjlHFrk0qYzPiEajE/Tj4rUytOho+LtUi1rIHIJpodMWL/tRTLJeNWl7fi998RneChrylL4TWnvT+1uU1ZKmXEzAOhhVPLoEjdPwGijlTqV9tnwAif0NS4pT5hz1BR2vItZFC2SKSu3z6sdOMZPmEdRaznN/fj0nteMpJta7qHMFgooymTlPv9mm7qE4a+wKyOyCfsHor0viP5LFt8HPmE9H99zUX7c83WFdTYUNgBvSOG7qOcFFGVEJ+olAGnQe/SmLdJKXDDR2knLdedSB+nPiEtnEpCAym40HMVdfU64uMRPj4W+3K5UlUS8MIvVGxhbS8+Yu5kuQ5WaAX9a55Yj+3DJXz/9hfGZR7HnoYdnri99NJLse+++6KpqQlHH3007r///tjn33vvvTj66KPR1NSE/fbbD7/85S939EecEDCmYmutInFJPHUQBXH4mBYsW6tmZGSjIEGZpF4zBHQQBdVBnNKSlc6BMAxbZXtwDrM7mpBKJlCsVJXp5YKG/2/H7QMAeHR1t/LdKYIgwO8fXoO3/uwBfO+2F3DZfauU40IL7cBZ7VIjT0nc9kcO+pSWDBKJsArdU/sePSRZAZgbU7+2MemTwIe0apjuDFHmBMAkmLRkgZ4MKFWqskKrtM2RDY22rfOtlrVBUbTiWK7ygSFJ0kk9M0sSzpak04Nj6qSH50hn/KgbkwgQRRJNMCtEwKi3kfXny5I9ObU1GkRBnWKRrJg7tVlO1tTlEmir+pf+slhxyChosuLImk4VZVfkSxW57tS2uPCxQrki19X0tqx00sVaDIIAdPCGWHv9jJNOdR35CcJkun3BdEZo4Bh+NhujVm2ltGvQOgI/y/Gc/v4aI0hn/NjWXMQIiuwc/V+cA3H+sulk2OKlncNqNcBgMXLSuXbZSDYmw8rGiIr2zHaecStYZulkAu89Zh6AeLmEvpESPnfV0/jcVU/jrKufwYsaO0jYwsP3noR9at0F60iL8BZiCzmWmSh+KFIJeZqsiM5HcyYl5TEEu2LQsIXqfW4wC+pkcRksbYNxqweOjuNpLbHLsLgTiYTx922FVVuRjJMokdrTGRI4KlIJUeBI24NFkMAN5CmTAV3dpIA1vS2HRCLs6hCP9wwVMVKqIJEA3lAL5Lb0F5SEx4tbB6VTv75nBN+6+XnYsGxTP1ZvG0IuncTBNbuqDsiLWGaRxm1UvNg2EAWyiUTCkI3RGbf6UB5xvqL9WV9zWrdHhi8WtGTUIYdi384Xbdfc7JJqyiYj5iKnMZ+xJHaVwmuUpBN7GrXF2VQykqVx2EJXC3RUOFWT2221c6wzbtsl41a9BjS4TyQSbItwV209zWxvIrbQHAz12v2nY/60FpSrAR5ZZQ8On1nfi9N/8gAu/sdynH3NM8qxQrki3+/0I8LE7bbBgqKpL3wLagu7aokzqnerSiWYzDt17oFZgKH6rbaBeHGSKy4N+WYtiWbsz1r3gmt/dumVWvdfi0+oM251eY6osKoWXKgvQzVhaWGVDuvipRLMIpbqE9YSt5NbpO3SGbdUsuOKh9bEFvT/viQs5gufcMWWAcUPp4zb2ZJxyxXz6XAys9uxg2j+jpQqknlP2/gTiYRR0NcZt5FfGD4u2aiaHTHlqXgWtksqgcYpAC3W2xK//JpL1qSOdJZ3leil1hMfR+zO+PhYmQFDtK2FXRguRteAxsfCDpYqgbQXooA1o70Jc2pSRsPFinKd9fj44ZXdxqA7gSAI8JsHVuPtP3sQ3731Bfz2wTXKcbEXH7JXB/abIXzCyAcV98Nek5rUz1uzdduH+PhY2H6d2CSTjoZPqO49emG1WfMJ85pPGBGf+IG04j04KUCuY5TVmE9TRq4pdUTfn74H3Z+TpNPMKhtjiY8F011PbhvxsVa06SfdH0Ao0wFEtkP8n0iE1zEqYjHx8ZRmaQv1IpaITYIA+OJfnokt6HuY2KGJ26uvvhpnnXUWvv71r+Ppp5/GokWLcOqpp2LdunXs81evXo3TTjsNixYtwtNPP41zzz0Xn//853HdddftyI85IWAGllqriHbcmsQjRojTznINJ6tUIyaRrNo2hQ6nGAQlDDllmaWSCWnQRdAftQc3IZ1KymBNVLeDIJAG4a1HzsGsjhzypaqcKEyxfaiIT135JM772zJZVbtp8SalOimq2ofNmYQFohWEJCsky6yjGelUUrYgieo2HUIBwGh/0YMWUyqhIs8nAEO/VU9WGAkmrRpXt+6TpYoc24qZSbJJOno8TRi1XKuH+Kz0s9s2X3lcY9rpDiVdc/R/4RRQhxWAIZUgmDJtuTSaMimFaSawoTdcf/OmtOBAJnHb2ZfHC1sGkEiEm9emvjwuvPE5cBDJiqZMEme98YDaY1GyQjhG7bUBQiKRLBK34l7JpBJKm1/vkGBxV2SiZlJzpK8qzkcQBHL9teUyFuaeWJdkYjNl1JYiZ4FL1tsCM1tglzPWrerE22ydcN6bNSc/0o1UnXw9sdyU4e8rgwWusz9J5wH9X97XZJI6LWIp7ArZFpdl24OFnt6sjihZQYcAiPW37/RWnHxI2C3wwEvblO4EgSfX9uC0H9+Pm5dG7EbKdAQiltlhcyZhwbSQ1aayK0yW2TZGKmFyS1Z+XxqUDOSjpCFlSQ3oSTJpC7UkmRbMR/tXWTuuJRP09l8Hi6xZrsn4xK7uxFsH5mkscPEcff8NgkBh0nESJXTCMh3UIQunigRKWr5OBJSUXUEZImJfjlhbYWvjtFa1LU4wvme1h4Ga0MGl7ArB+hZr9k+PrcPdL2wFB6Hz/cZDZuFVNVmYZYQBuZawzGbVfIH+fFmeJzqkEYAxTd1M3KpsEymVoK05QwZAY5OKYN5g7mvMQWGPdJ9MJCGKlaq0E+pwk/j9V9HYI7aOY9TShActKNimwevrkhbx6Hc0hpPVzo0+bIsWCQEYiUyx9sTjumzMEEmUhrIxNcYtSSCIYSgHzWrHCQeEEh5c90G1GuCX967Eu3/xkNxnl3cOKJp8KzoHUaoEmNySwcGz22VCQnTBiH24vXaPSaZZzRYKvyKRCINhXRqiUK5If7S9KV4qQRkeqkghmH46HVhDNW4zqaT0w/VkgL7/2YtU/P6rd8zYpBJsttTpE2a0+0q772xFPrHmhE+qJyuqpFilDCdjBvJQ2Zgu6hPWbOG8qc2sTwhEbEcxrd1W0A9lEsL9+NMn7IcpLRmUq4GyLsV6nT+tBbMnhbbVOZyM68JqidYcPSd655pexBqSa06PVerz8xv1CY01Va5vzeYMn7AWpxQjnzIssmmMX5rEo4lbZv9tthZOzfg4X6rKDk1F5z9nXgOx/ia3hPuzeI6whV3SJ8yFsUqtO1DYwipZM+94xVxMbc1isFDG0+t6oaN7sICP/+4JfPOm5yQ7/e9aJ6DYi0OfMIyPaUcM9QlDDfnw826r7cv1xsciRtFnHxjdHNreoxMsdKkEQz4rra9JIm/FDP+s6lKEXHzMDKRVBj2SQY60+9BFXNIJAQZhQR6PT27rUglR9wEfH0dDa2vxce1aTmkJB4vO4uLj7SQ+rnUf0CLW+p5hrN42hFQygTmTmpwFfQ8TOzRx+8Mf/hAf//jH8YlPfAKHHHIILrnkEsybNw+/+MUv2Of/8pe/xD777INLLrkEhxxyCD7xiU/gYx/7GL7//e/vyI85IaAbEbMyw1dugJDdwQl1R7T9qNWDThhWtLdI9Uhs+rqma4dWYevVWif0tjjhiAhHSbRHCidpU18eA4WQZbbf9DYsqjnp+jCKJRt6cdpP7scdz21BJpXAl99yEHLpJFZtG1ICQ1FRPGzvDsyvOVcbt49IYx21xIXGSh/K00sYSsAopBK09uAWmUTjk5r6BGGrs2Rh5Oota2WSzG9Kp6IEWtlM0jVZGLW2hIaeXJYOlb7x6N9Bb8ESCRmtoiiSETpTTx9ORodQAGYrSI92DUVFUbC/y5UqNvWGP8+d0oKDmI1JrL8j9p6ES957FBIJ4LqnNuC2ZZ3QIZyjkw+ehWMXTEUiETpAYk2t2SaSFS1IJBIR47b2eYSG1LTWHBKJhOGki+RMJhUG6XqyolCOrnmoZybOJ3VQI3aFuC6VamAOlMumkE5FgvhGYOhk7FjYE0T3SXm91lYnbJzt/a0Tji3DUcRasxUTpIRJQXUYddaU+D+TCivo+iCKIAhY2RhFKmFA2MKoPXjLQF7euyJIPHB2O16xz2S05dLoGSoq9g0A/u++VXjPrx7Bxt4R7DO1BZ8+YT8AahGrb6Qk2Y2HzumQgeY6RTYmtMGzO5qkzhVlxQnbPrU1K7+veG9AZdwCxBbqRSytJVtnP5osaRGY1ecARywyncVt09CrHS/ryQo1MWto+Ol2kLA/UsmInSk+t95WH9fxQqWMqkH0tym7oqnGsATs7AoqlwBEenqRLaw56bWAUbLMaknZgximmUhWfOQ1C/Cx1+4LAPjKtUuU4YlAGBTdVCsenHHEXjhsTqgTuXQDw7id2oJ2kqwW+7KQ6phW+7xTNLaIsP1m4lZdk22Scau2auqMW53totsJ296nJ/Nl0FbUA0e1gBXKa9D9N7LFIklHCwbZVFJ2MRX0/VW/b3SmuMVW6kk0vaBiFp9VW6j7QFRCC6A+YXjtdJ9QBIhiCNU8hnH7wpbQ5h04qx2LDpgOwPQJB/IlfOSKx/HtfyxHuRrgtMNn47X7TwMAVlv0sDmTkEgkpC0URQSx9kQhYYZWxNLJCba5B4Daxi/OV4V0qClamkpHTHScFtONZIDDLzT0vI22dd3W6a/nE7t6l5UuIWJIGdnYmZb7TjJuM6JYINaknoTMKMcHxX1PBtbS7gPaOcDLZ0WJ0vXSFrbggFq33taBgrRz24eKWLKhFwBwxUePxfxpLdaC/lPrerGxdwSt2RROOngmDtu7Zgtra7Fcqcrk3PxprTIe4Rm3kXxW30hJxm5U05cWkSK9b61wqhX09ZZsvS3dagut+2+9PiG/v+qDoOwscdWnNDr/NFsN8N2Lil453Z8JoYF2B4rzFJ7D8HFaxEqTTi3DFjY74uNajDJPG1q7rmcY+VIVuXQS+05vxev2D22hXsR6at12nPrj+3HX8q3IppP46qkHI5NKGEUssRcftnfkE27oGZFrqpMQmwBIv1B0wlCfEABjC+M1bulMHSAmPpZ2RC126/JZekeL9MlqkjE2LW/ALYVAj9Pn0OGjlFHrIqnoEiFN2nc0GLcyFtEKLgbjVt1v+kcc8fFgfHycL1Vkh9XcKc04aHZoC1coPmG4/l65z2T84D1HAagV9JfzBX0PEzsscVssFvHkk0/ilFNOUR4/5ZRT8NBDD7Gvefjhh43nv/nNb8YTTzyBUolvNS4UCujv71f+7YmwsSvFhqbrkQoDIlpF9MpNuRLpQtFBWADDrsjWJhQagygEg0UdBiIMdVRR1Jz0mrOzRbbEhRuA3iIs2Lb7zWhFNp2UTjrV8ekbKeHTVz6JzX157Du9FX8987U488T9cfIhYWunaEkKgkC2Bx+29yTMaM+hOZNCNYCcrh5JJYSfY5rmpFOWGQAjQWMwbi0JHhvjVq+26Qkm28YUsW3UgTpGFdzYmFK1cxPpoRXIxpIm7I0oiaYNqjAKCvEtykZFMaOeA91hlOxHbTiZOLe6fpeucygSnVFFUd2Y9IpiZ38elWqAbCqJme25SM9sy4B02EQbyAkHzsAxC6bi0ycsBACce/1ShZVIkxVvPXIvtOXSUqtKrMV1xEEPP4/aFkcHkwFRskJstJRllkgkzEnqShuhKpUQBAGq1UDVuqaBocF+jE8GuFohbUk2QwrBcOJrx2WSjA8sbezKYZIAo9/DHI4ijluSFbI9WE34DJA1mUgkDKbBYKEsk+dTWrIy8bR9uCid4i2kPXhaaxZNmSSCANhcKyKIZNnBs9qRSSVx/MIwCXEfSVjcvXwrvnXL86hUA7z9qDm4+fOvw3+efIBRxFpGBpNNac0a7Ip8KWrH24u0B/cOl0ibX5SITiUTMjErnfSC5qRrU5dtUgnm9FzNFmosLL1YoLMfZaumlVEbP7Xa9nqD3aEVG/Rkh5FMIYEjZfzkS+GE4SAI5HNas2rhVBax8ryTrg9qFLZQJixGdFsYXl99KI9gfIuAUdd2zJcqeHRVN4DQFn75LQdh4YxWbB0o4H/+9iwonl6/XSYr3kCSFc9u6pN2lTJuE4mETJZFRaxasqJdMG5V296nBSW6LdSlitq0wFAPimzDUawJqjpZZKlkIiy0aXawVAmiZD4prCrvYdnj9YSG7hdKW6jZ4sgvtPggliSa8F30+3rAsj/rPuEUWcxXi0JUPiuRSEjGrUhWVKoBXqwxvg+e3Y7jF05DOpnAmu5hpfB0/o3LcN+KLjRlkrj4nYfj5x94Jd5Tk5j5+5LNcs3JzoPaehTdB2tr+3InaQ8GEMnGDERyIuH3sRXzo/ORSiaMQJoOO2rNqQSKslE4TbPyF1a/0CJVFDHRRJFKW7cWDVub1JG57vn92SafNaIV6aRPqNlK3Sc0urBqx/UBrfrA2ohlFj5eqQayED6tNYuZNR9sqFiR703bg9ubMqT7ILSFD67chiAIWeD7zWjDD/71SFnQv/VZtaAvivmnHDobTZlUZAtrHYGb+/IoVwNk00ns1dEkE2UikRcEgSz6TmvLSrseBNF3dXcfqPdpm1HE0m2hIJGEx6W8hWFH4osFdp/QFt+KxG59GrmmlJHNJ4xen0xGg7DoPSOS/XQ4aIVILNBYJZeOCqeDhl9oiY/JgFeAiY+J1jdgxsfCJzxgVhtSyYQcIEqLWNuHivj0lU9i60AB+89sw98++1p85vUL8frac0URKwgCxRbOmdyMTCqULhRyRVF8HH6eKD4WHalqUc5mC8V5aNf2Dr0oaBIoeJ/QSWxy7N+ujtVCOfLJCoyUkfIe5fiCgkviS9fZN7oPiE9I/7f7hLpUgu4Tah2pjvh4Uy1X0pJNYWprNmLcku6D+1fU4uMDZuD4hdNkQf/L15kFfQ8eOyxxu23bNlQqFcyaNUt5fNasWejsNJlnANDZ2ck+v1wuY9u2bexrLr74YkyaNEn+mzdv3vh8gd0M9sAxfpKr7uCLFqthYqTEUCExwdDKrtDb4nQ9M8sgislaW1zErogG8gAgbXGhcRAbkzAOiw6YgUQiFFcXr73wxmXY3JfHgmktuPFzr5VO0FuPmAMAuGlx6KR39ufRPVREKpnAIXt1IJFIYL5sEVbZFXvVPk/UFqduTLbhZLrwt65xq7dc2yqKVqNtSQaYDrTOXLQM1KEbT7GqsCzNtjndyecTElaNW2Zdqt9RPQf6oCipZ1bkHc5oambUEgdE14hrDwZgaNwKB33vKc1IJhPYf2Ybkonw9V21wT0P1LTLBAP8v950AA6e3Y7uoSI+dsXjMoAUyYq2XBonHhQWEgTTTCTRxNoTDHB9EAVlVgDR2uuxJitqVX3BrCAbeeighsfLNQeUsrRbs2lloJw+kMZIWFgCQ7NVUmc3am3lRjFA1+DjnR0jmWFhHNkCT4NJl7E4jEZ7sMoU0FlmuraXWHtiiJVw1KtBmHQqV6rSJs7sUBMWgukjAkTRpnmCKGLV2BXbh4r48nVLAAAffe0CXPLeo8LW3FzaKGI9S1hmAKQdXNcdDr4Qa68pk8Sk5oxkkwHh/RMEgaFnprMrpNa0xm60tcWZet96Mt1iJ2zFAkfgphc+7Rp62prWAkfBqNA19AxdSQsLLpNKKBOYxbEi6Y5oyaWU4HLY0ExXk2iDWsIiko2p1xbaGLchu0I46Y+v6UGhXMXsjiYcMLMNTZkUfvieo5BKJnDTks34xt+fk6y+v9dag0Wy4oBZbcimkxjIl+V+v5a0BwMw9L63DWmM29aaLRzibWEkWaImK9rl/qv6MzIQl/IcKrOPJtDC/xvzyWhLeiKRkGuuVAkU5iUQdknl0hGj1q43yq8rq963nuTTGD/G/puz2UK+OG1o3Fps4aQa+zvyCUWyQtjBmk84tSYbU1uL63qGUShX0ZRJYt7UFrQ3ZfDKfaYAiIpYtz67Gdc/tRHJBHDlx4/D+1+1DxKJBN54yCw0ZZJYTYpYz5IuLABS7zti3EadB+HnjYbyhN8nfiCPuAfNuQdizYXnO11jZ7UQ5t5wKZSeET5Za7Y2sMYYFBW+l7E/2hi1RuHUsj8X+eOm1FF9+7NNA1cvDLdonWa2tn17F5aarOjT/HKx9vrzIUO1d7goCyZTWrMKM3qr5heKIpboPhD7skhWCHIJLeh/+drFuL3WjVWpBlLC6K1HhprKkU8YrkXhE86r+aCza3Zw22BRzjwQa2J6Ww6ZVFLaNN0vFOtRvw/12E2cez1WMTRuLX66NYlmSea7pIisyX7DlsYn4cxYyeET1hi1tPOlORNJGYnPUK0GEeNWj48Nv9BlC/X4WBSxNFs4RbWFooAaxcfh2luysU/uif/zt2fRVUva3vi51+KQvUI799Yjw/hYFLHW9QxjIF9GNpXEATPbkUomZAesLhsjiE26LaRDGun3imbAaBq3Vp9QtQORFILGyJUsaHV/Nu2QheUd45Olkgl5HAiTtyojt75Bj0aM7mCq692Fht43kdei5zCax6GuSbOYr8bHpk8YaWcD9vh47pRmJBIJHFBbe6L7oFyp4sGVNVtYKw6Ign7XQAEfveJxRfbIg8cOH06WEJ5lDUEQGI+5ns89LvC1r30NfX198t/69evH+Il3T1hbTWwGwhI4imPCgCRrE5LpBMOhQlmZ1KpPYbY66U36xlQL7rWKotS4JRo+QKgfBUQao2JjEu3qU1uz0sl54MVtoYP+dOig/+A9R8kNAQiHqbRmU9jYO4Kn1vXKarYIMAE1YQGow8mAqKLYJRm39bErTI1btT3JxjbVjbJNZkDXfbQNHhHfU7RaRjIG4aYjNiggdPILmng7fQ9bJVvX8bNp6BmsYYdDaEz+lkw9y8ZktILwyQpbe7DYmOj0YPE9hR7y8s4BLNvUj56hItpyabxin8m185nCj957FDqa0liyoQ+n/+R+3Lh4U5Ss+JdZ8nwdvrfaIizagwXrcZYcyqO1BwvGrcYgtjErBgtlRdstmkJKAsNiRZ7vRMJ0codrDqqRGM3yzka0JpKxx11JMlMqQdXQs1axHYxcO/tCuy9lu6p63GwPDo+byYrI4SxVqopMAgBkUkl5vXqGiugeCgPHVDIhdUZpizBlmR1EilhA2AY3WCjjv4mD/pW3HKzsp3oRS9jCw+eGa3He1BYkEuE91DNUJC1xTUgkEkgmoyFCYnAPZRADbtkYsy2uZsss3QdDFjthTVAZ7EZbZ4B4PT/QzjYQz6aXpt8TVpaaxqg1WHJp7b4kWnoRqym6t4MgGojX1qQ76Sq7wpRKUNmCNltInXQAOGhWGPS9UOs+EJ0Hiw6YLtfbkfMm4ytvOQgAcPmDq/GuXzyElV2DRrIik0riEDKgrG+4JO8TsS9LvW8n41awzKL2YPV8RC3TgFn0MzTmbSxwjWVmFLAsSdF6fLJ8qSL30EStSyqRUFst6dyCJp2J5kpYGBr0uq0vq99RS17rxWW3T6iyzCKNW7X4bfqEqnyWKGD1DpcwkC/JooFILgBQ5BK6Bgo4968h2/vTr1+IYxdMlee4NZfGyQeHxJG/L96EUqWK5ZvD9ztcZ9w6fMJt2twDYyCPzSesna9iuYpCuaL4hIlEQkqrAGEwTrVu9XUzrNkim9634Rdq7EWqm0zfXw6KKvPHo/3dpVGv2+rwfSKfsPZ6g+WtJnT0ZIWtPbhNYzXrdlBcI8FQFWtPyAoA1BYW0J8vyX1NMG1F4nZ5Z2gLRdFAsB6BsKB/9Pwp6M+X8akrn8T5f3tWrtFJzRm8bv/wuWLtLd88gGK5aviEU1oyMkG0tb8gi/lCIgdQ/cJqNTC+s41xqxdg5JAj3SeyFbvFmrOwvG3MQqNYYPiEtuFlPEtcl1KwMRttUoPi8wdBmKQbJrFSKhnGScIWDxXLBuGBnktnEUuzhXpHqohRRBFrVrvwCdXuA0FsEj7hrI4mHDSrHUEAPPjSNty4eBNuWrIZqWQCP3zPkUryWS9iCZ/w4L3a5Vqbr80+kLawQ7OFA/HxsWELLbMipC10zICxSqLJa6oVTi12iO7PukwRAEUqMF+qGIxc+px8LeEfdYLV9xnsc2zUGF/ed9pw0KjgotlC4RPmbLbQFh+rPuEMYgcBVTIGCK+hyNu8sGUAizf0YiBfxuSWjLRrTZkUfvy+V6A9l8Yz60NZy1vI/A0PEzsscTt9+nSkUimDXbt161aDVSswe/Zs9vnpdBrTpk1jX5PL5dDR0aH82xNh6KVZ2gKKlbDFSk+w5dJqixVld4qgqyUXGQlacRSPtxOHiU5SF0bCGEQhpBKkho/aFidbQdpVJ11sTMtF4rbmJAGRk/7XpzdKB/0zr1+Io+dP0c5XCqccOhsAcNOSTZJZcWgt8QtE7elruodQqlSlQySc9OlaW9x2rbXFnqzgjabeqknPN2CXSrAFhlb9Oq3KLZ6jD9QJWT/RxqOLt9P3GKltTLRVRD9O/2/SNk99aJDZqqkmyfQJwnKqtZTnCI+36ckKjV0xxdoKEl5bUc3uz5eRL1WMZAUQOUYrtgxIB/34hdOkkw+Ek1hv+cIiHDN/CgYKZXz+T0/jj4+uBRBVtwHg0BqzR7QlCSd9H4NlFn4OUQGd0WYmK4IgMJkVTVFQMlQsGy1x6VSkfTxUiAb/tFI7QBgvdIhDixY42tkVlsSqQyPPxiS3OekGy1tzlqJig5pk0xk9+n0n7k/x/oOaVILe4qW3B+uDKMTaE9cOiFiD3UNFmSib3paVQXtkC4extntIYZkBwILprdhnagtKlQD/c8OzuHnJZqSTCfzoPUcpCSFALWI9vb5Xrr1D53TI8yqc8bU9w0ayIvxskd63cPLoACXqpAdBYAQtRouw1t6qdx/IIQyGVIK6/7kGOeoDdUas7Au9FVMvFugsca1YkNb/Ph+4ir+hByHJpCptI5Ia2XQ4cIeeq+FiGcPFimzl1Nddfz68BpJdIWVjNHaFnritrQHRFreeDKEAQsmiVDKBvpEStg4UJNt7EUlWAMCnTliIX3/oGExpyeDZjf14yyX3GckKADiUyCWIIaEz2nPy/tQZt4LZo9vCuoeT6Rq3WgFG17i1DQYxtTjVjhi9mCCGl0gZA6HbaASGka6jsMU0CcYGjhbZGUOqqKjbYvU75rXvGNnClPJ4FFzX9l+jsFrbnx0sM2PugTawViTO2nJpmeTd2DsSaX3PinxCkSx76KVufO36JegZKuLg2e1yGCiFKBzctGQzVmwZQLFSRXtTWmo6ztcTt32qLZyu6Tpu18gJYu0NFMqoVANrASs8ZxUj6RgyaqN1JexJKpmQrdh0XVLJM1v3gZMJrg+CsrEXNVtn6/TS92edZab7hIIx5+rCihi3uk+otwdHe02lGhjdH9l0pDfaO1KSa0/syQDI0No8NtQ6Aqa2ZqVvQH3ClV2D2NyXRzadlEMXgfA+/9MnX41PLgpbhX/38Fp88vdPAABOPWy2TJDNm9qM9qY0ipUqXtw6INnewidMJBJyf+7szxudEgAZ1DhUUjR9I1vIS2hFw8l4Jrjetq4zXo1YxZEkK1gSqzltf7UVoAry/ePjEL0LjMZKVIaoSfv84jvqLHB6LoaL0X2bJIQHaguLhKHZnlN9c2kL65WN6eDjYzr3QOCEA8P4+LqnNuB/bgjj4/88aX8cMXcyKJQi1pJNxCc04+O1PUPIlyrSduu2sEsvYklbGJ4PG7HJ7hOK+Fj3CYUfbomPLcQmWzGBxseFctU4rg/fFsdTteGj9LkjxYoxfBSI9nize5BngjuHd5f4/dfU+1bj435L94FdKkHIZzXVHi+gXKlGnQeW+PjeWufBa/efLmMZIJTfuOULi3DUvMkYyJdx5h+fwteuX6pIhnlE2GGJ22w2i6OPPhp33HGH8vgdd9yB17zmNexrjj/+eOP5t99+O4455hhkMhn2NR4hDL00y3AUIKxK6kEElUsYLlYMZwpQWxME4ymbTkojRTd3Okm9QxtE0TdSQrVKkkotZitIEAQG41Ykyzb1hgPDXuqqscyUjUno+GxDz1ARh+zVgbPeeCB7zs44InTSb16yWQ4OEC1xgMq43TpQQBCEbRJTa8ZshqUtTm8FMdkVWitIXq0Y6lOtXS3beoJM6jrWrn1ZMGo1Z4gOL1ECQ7Jh0aojHaiTrBlduu508Xb99fSz2irtdj1R9RzZqtjRBGbVIdWHk03S2BW29uCOprQ8H1v7CyRx2yK/K9XxEcmKE7RkhXjNnz/1anz+pP2RSIQtsJOaM3htbWgAEDlGG7aPoGugIPWVBbtCOOjbh0vIlyqGVIIIeMvVAAOFsqFjmUtHzsZAvkySFZF9pQNldN0o+vNQLUEkELH71WS+UWW22SprEo13qAramnGxJ4z3tySW9UGOUvdRcwj1QR3CWaKJ3XKlSoZQhOeYDqLoGykZLXFAxFboHiwSOxglSmVbXM+IbMekLDNALWIBwOdO2l+yaCmaMim86V9CJ/3Pj63D6tpAPCErA9CExZDCuBWgtltnVtDv1jdSQr4UMQOlLdSGGJksZjUJZnNgbcx/I1lgBI4aM1FO/+UTr0ZHi2Dk2jT2yNRq5Z7Q1qT4G3qQQb/jcKkcrTlmfw7v2yhwFN9R2sJCGQXSMRPZQuGkh/uzuI7Ctoj1t7U/jyAIsFGzhU2ZlGQk3v/iNizvHEAiATkUheKN/zIL//jCCThu36koVcK1QJMVQNQi/OzGPsnqEe8PROuvsy+PalXVdQQiW7id0fum50Mkz8zAUL3P9ZZsvRvESEDpBaaYwDBfqpA1Gz5Oh5eMlCqGDBF9r3wpCiwBMsiRaNiWK1V5rqOhPvqAND65bJ0Wr0kV6fetTSqhQ0vcRhq3NXZji5BKCNfe9hpTMBpYm5PflUpoCVsoZDuA0I5NbslgoFDGnc9vRSaVwI/ee5RMkFOceFBUxLry4bCweuicDpkoF8mKTX0jKJQrBstM+IQDhbDQG0nGqC3pQOgX6smKFCnQDObLhvQEoPqFkm2aSZHCamSr6NwC16ConJ54LatzDUypI9vAHJseeIP7s7YmbbrKui00JNss7FEg9GF0n5D+3DtcNOwKQG1hgUxRj5IV1CcUyYrj9p1qFE2z6SS+fvq/4LcfPRbTWrPy/jzjiKiYn0gkFFuoM26BKFnWSQbbinsHiBIw24eLhqYvoHYfBEFAfBYRa6hJMrP7L6087pIqsiVGzS6seMk1q25ykX+9tYtLGfQYGP4BlQgbKVWMYgF9Lo2PKeGB2kI6W6JN68TqGymhQIq3kxnZmGo1QNcAHx9v2D6MQrki/biDSBFLdGLd80IX+kZKOHzvSfjsG/YHBxEf37R4szKYTED6hNuGpU/Ykk1J2x5JCVri4xaHVIJcc+r+G+m32nxCLT62+oSWOIXxyfK2/ZcUqaJifXSc+oUc8YmSSJSBdzZbaBAStByBiNdkkUstPktbKEkmWnyszz1wxMfTWkMySRCEXSau+FjoKwspN4p5U1vwl88cj/84cSESiXBg2TsufVDp9PUIsUOlEs4++2z8+te/xuWXX47nn38e//Vf/4V169bhM5/5DIBQ5uBDH/qQfP5nPvMZrF27FmeffTaef/55XH755fjNb36Dc845Z0d+zAkBXShb3xhN9oaZkKFTGCO9GDNhM1wsE703s+I4WChLhzRNgg9ZURwp1Vg/4evExkTb4gYKUbuJYNzO6mhCJpVAqRLgsdU9KAqWGTESr9xnivyc2VQSP3zPkUowSLHogBnoaEpj60AB99YSbofTZMXUiHErGI6zOppk0lIfTibaCNzi6zV2hTbESGeryImQUkOPl0qIdJeE0VeTBUAt8NMSs8rwkmLVcGboz3TN5JTAUSTRqkp1TNfAHSmFbfUFizi7zqiNggDVSZcOo3aO9IqieDySStA0fPSBPDWGqt4Kkkgk5PrbMpAnrSCkolgrHDy1bjueWrcdAL8xAWHS7uxTDsJVn3g1jpw7CWe/6UBlfU5qzkiH6LZlnahUA+TSSckwmtScked8S3/ekEpoyqTkNd0+VDQqqPqAMl3XMTx3UbJcb0MEonM/UlSTDeK+EM6CSOaL+9w+HKXOJJqFkZu3sLxdGntWZ8iiXWkwbsWa1JwhZYJwsWIw7QG1qKPrIAJqW5zeeQDQCcLDeKHTLGABavHgiLl2Bx2IWN/XPrkBQRCyGWngJ2zh2u5hKdMhtMwAlXGr20H6fftqLc1AmFTUhxgZwXZWCxyNayKSaKoDaxtEUS9jp6Al2UwNW7V915x6rf598T6i1VJf8ymih0YDQ2qLqS3UC1gAZVdUlGSFCBwpw1Q46PQaRInOojKBXCTgaXtw10ABhXIVyQSw1+RoXYo1+Ov7VwEI99OphKlGMXtSE6765KtxzikH4tA5HfjY6/ZVjh++N0lW1ILQfabSZEW4/jr78+gbKcligJATkYzb2nrUgxJ9SJFtIM+wXqDRuj0itosaNBldTvqa0IaXyIF5xNaqidmY/blcUda0ZOQSCQ4uiWdjX+rJaVthVS8u64MadR1/23AyEbRH0gJqR0ylVujnilhSQmv7cNQePDtKMKSSCaV4cPabDpJajjpoJ9Y1T6wHoPqE01qzaM2mEARholhn3HY0p2WCp3uoaAyszaSS8n7rq/nB9DwAqi0c0iRjwp+jgoJewBLfAYAieQYQvW2y//I+GS+lYN9f+bZ2s4gVn4ywJel0W2hq+IpzpO7PYddBEBXza+e1KRMNiqK2kCbVqV+oy2cBqmzMeiZZIboP+vNl/KW2jk44wCzmC7zhoJn4xxcW4dTDZuPNh87Cq/ebqhwXBddnN/YbXViAWsTSB9YChHE7bPqE4c+RLcyXqtL2R7aQT5LpusJGS7eWRLNq1Frb2tU1Y/f5tP1XH6inMXpNXWc9VmLiY5KY1Tv/ABKLkMIp1aRW4+OSfH9RbKc+Yd9wtD+LfZvGxz3DRZSrARKJyPeaM7kZiUR4Dh5fvR3laoD2prTsTAGAV+07VdqBbDqJH733SKUzkIJ2Yj1U0yU9nCvm9xCfsCafBUTJPT0+blRKUEgY6Zr9kU+o2QFbgcdSWAVUn0zYoQwdvl2qRnMRyL5N53XoPh99Lt2/xfBRelzMLZDDRy2dYnpBRNfxlX6hpqscDXDTpBJ0jdu8Hh+rclN6fJxMJmSxckt/3pASBCKf8PE1PVi8vhdAVEDQkUkl8ZW3HIzff+xVmNGewxsPmcUWWPd07NDE7Xvf+15ccskl+MY3voGjjjoK9913H2655RbMnz8fALB582asW7dOPn/ffffFLbfcgnvuuQdHHXUUvvnNb+InP/kJ3vWud+3IjzkhoAtlR4yhiL1Bh/rorZpAVCmngSE1btRJj7S3IoeSSiXQiq0w5LQtThiC1mxKBqxRW1xBtoG0N6Wl8UolE5hT05C68/ktAMJqTpKwzLLpJE46OBy2c/YpB1oddPHcUw8Lq4rVINSOo88XG9P67SPY1MuxzKLhZOVKVW48EbtCbQXpt0klaFOtjYE8xnAydeOxJQP0CcPsxkICP91ZCo8Txg8TOCqtmrU1l0klZPsuPU4ZuQa7UWtXkUw6nR1pYeTqE4T1c2zoOmpSCcVaYK23BwNkcmZ/wWCZAVFFcWXXEEqVAPOntUhmjg3HL5yGv33udfjwaxYYxwS74uYloc7P/Gktco0rbXEWdoX47NuHSwbLjJ6bgXxJOkWtrINZMVhmANCSieyAHugDKqOV130Say5+oI6psccHfrqUgk2KwaotqTN2s+rxKHmtBiFhV4E5hIJOEB4iRSyauKVD4no1HURAbYvbIodQUJaZGERBWGaEWQGEa6w9l0YuHRawbA46EBWxhONIW+IAYP70qEV4i2SZRZ+HOum9WvIFiGxhf74kncM2mlQktrBcidiDxgRhhy002I+OZL2N2eBiT5q6yZZkhKYxD9SKXIwtprZS12Oj33WkWDEYT4Ca0NGTkIB6jumgLnENxPXqG47ag9ub0nJ/FsmyrsEC1tUc9L0mNSvrSthCIWO0yFLAEkglE/jcSQfg5s8vUtrbAeDA2W3IpBLYPlzCQyu7AdgZt6LrpYN83inSDtqkEtT2YJlUtAyKkrZQBo6qHcjra4ZcG9rlJNaEzqgtaMcBNUmmr2kAisatLnVEX18oq7ZYT+LlS1VFI9e4b/Tg2DaoUUtum1IJaveBaJcVBVWRsBDF/Gw6KW1l91BRFrGEth4Q7cUruwZZlhkAvLmWjD1m/hR86oT9EAchlyBsIe08CIfWhnv7S1sHZeFUrMVEItIh7x4sEJZZZNupH8zuDbRzTWttBVQ/nGvZ5qQUmjO8vAbXJWUbqmfXsLUcN1qQxZrT2JE6I9eSxDMGUdYe15l44nillpSW8hw5c/8dyJcM+SxAldDS24MBwrgdKBhDGsU5ELZK2sID423hzI4m/OKDR+NX/36M9J8FhGzRko2RbAxl3ErZGFLMpz7hFKdPGHUfCJJDImEWq/WOGFuSTL9mTvksTVdZL5xSYhJ9H5cUgr4mhSyNvqZprFQg+y9XOKW2mCM+UakEpbBKJLS4+54WsXrJNRK+/1RGPmtaa1buv9l0UtohER8fNKtdmWfQlEnhxIPCpNlX3nIw9p+p2kkKWsSqBiEJi+7R88mgxs7+2pBGRj6re6iIkWJka0RRJCJyif03fu6BISUofUILsYmsGXrNm7U1Aeg+lxkf044XxWfLmvFxzrJ/Rz6hWVgtlKrIF5n42MEK1rtubcPJ9PhYysZo8fGANrBW+ISDhTJKlar0s9j4eKBgDGkEIp9wxZZBVANg/5ltMo9jw6IDZuDWLyxi5Yw8gLT7KWPDmWeeiTPPPJM9dsUVVxiPvf71r8dTTz21gz/VxIMulM1JHTRnUrLywwWOwhnPK60g5sZFK/3UGWolhlY3woAqvr592GRlUUPPMSuA0Dla2z2Mfy6PNiYd33rH4fjwaxbgGE3XlsNbj5yDq2sV8YUz2pSWtDmTm5FJJVAsV/FMrVJEN6ZpSntw5OzobfgiWWgdTmZtBQn/L1bCoMocDBJdG8p+FA6EYNQOFStKxY++TtXIq2nsWRi3GS0ZqxwvE/alLfBkknj071M9thbNibcxetr0dlbLBGGx+UcJi2jzFyzu7cMlMjUzcnqFhtTG3mFs7hMbU7TxLJjWgmw6iWLNMXElK1w4bO9JuHnpZjy6OkxWUJYZEK7BNd3DipNO2RWTWzLY2DuitMVRJ506iFFgSKUSonMqnFma2KXajVyBh14zcc0zqUj3iSbruWQBZXEDZmI3SlZYBj0Z7Mr44ShuXWX+eFUOquC6D1IoDleV7gPFSVdsoSoZA6htceVq+PlnEcatSFZ0DRSwuCbzcqDGuO1oyuCGz70WCQD7zWhDHEQR62qGZQZQxu2QTGhQxu00UsTSdR0BlV3B7Q3UFg4TO9Gqadzqk9KtUglGMoBniZlDFlXGjmw5t7K41eNi0KNuSzO1oUIigNBfLz5r30gJI8UqCQyjNUMDQxGKKRp7pLVQbw8G1OCcY/oJqYTtw0XWDk5vyyKRCL/j4lrr5N5TVAf8YJ31HcMycyGXTuHAWe1Ytqk/soU0cTspSiR39qmDyYAo6BDdFLotpMUTgNF1JIweqnuoT1LXB9aIx2mX00ixYiR2gXDdiaIr55NFCYuo7Z3fn6tRMZ7uv0Tig3ZHcEk8ZX/WplbrgaOuB64PJ9NZy65J6gN5VZ5jsmILcxjIl9E9WEBXjGzMvSu6UKkG6GhKK1IKQNj2O60ti6PmTVbkZDi8bv8ZmNSckb7CYbotnNaC5zb34/E1PQDCpA8NZKe1ZWt7c0Ha9qmtahv+5r58zRaqiWyA2sJSJJXASKYMFctGlwugJtu5xC7dH5XCam295mRhtWIZyhO/v+p63/bX80U0Y3+2ynfwSUR6LkJbqN63QHiOu4eKGMyXCcuMdMQQTVhOM1b4hFv68/IczyXJCgA4eHYHVnaFSdaZ7Tk2VqkX0dDaXlSDkIm5N0l+zCJFLPHZp9HErWTO8T6hSOD0j0Qs7zbS5k/3FqrH3aqTTPT92eLHRyQSi66yUViN339z2poqWNaUeI6ucUtjpZCpXjVeF37HgtIRoxKbovtS2Bi6/7ZlI1vI3feKT8h0LVHpgUjr24yPN/flZXys+4QA8N13HYlPLhow5r5weOuRe0mprQNntSvJzrlTQobvcLEih5dRYtM0ovct7HomlZB7gotxa2rc1u5jfQZMbW8aKvJ7E6AxYolPJmI/6pPp++9gTfZGl5+kP+dLFSQg5AOjfZ/KynDFAIUYVfM5qUYuteVUaoErmNCuW4NkYpGNofJZAJSCvjieSIQ+Ti8p6JvxcR/Wdg9JIhEtYi2c0YZ0MiHjvHp9Qmq/PFTsUMatx86DLpQth0SlVSMECCkEprpEEy5M4CgHUZQqjlaQisKqEuigLDMxmIxpD+4dLkltT90Bn0f0zACzPRgIN4RjF0xVKo02vHq/qdIhO2yOys5NJRPy74nAkWPcFitVrKtVwTuaMrJaLjYmMT1eT1iI81WqBCiUK0YrCN1A1GsSPp5OJSWzb9hyTWmrozhOA78cYWHTiqAADQx1ZiMQOUwjRSLeziT7aWBIJyOr8hwV43XUIaxWYwLHolpRlIldx3CyRCIR6X8NRUknri1u8fo+VIMwIJ9BNpV0Kon9SWJsLMkKINKREgkyyjIDQpYbAGzqzcs2vhmMk06lEnjGbaRxS5OKdCrzUMG0AzSY5wtESeM46+zoLDC9VVI48VpbnJ0RFO/k2zRsbW31NqkEei7C7oPaca6IRRK3NDmusitMVhZti9uiaX2Hz83IQEFUubnAcOGMNmfSVoAOyaNaZoA6lGdLzHCyLpKsoIxbNXFrX3OUZZYmA3doUATYGT36IKgm7bjO+JG6jpbhnrZWS53dWA97Q0mSMVIILYytVo6T76gX8cJzKM5RhWh9m4yfsD3YTFbIRCeZpE7tYDqVlGzCp9aGkjBUpghQh0K1ZlN4xT7u4DAOovsgsoVREStkG4X6as9vDgPH6a2mHRwslBUpBfGdxfobLoZFQ73jRZxPwdwzJqlrdmBYu+ZUiogm0fiOFZLsT5vHR4pmK6dyvGTR4CO2kmfkksCwtiaTCcj7jvqE4XRtKOcg8glF9wEvZRRNrealEqoBMFgsx/qFG7aPyA4RRSqB8Ql13y+RSOA1C6cr18yGsIgVMs1asynsq3XPCKaZ8AlnTcopf48OreUSMB1sEYvcx0SXUC9EA5RRWzFYZgDv8zUpPp95PJuKhhxGSbRQE1m27xqFVTVJZu2Y0Y9rHS26rTbkOQyfL3p9tWomK6hOMGU/tjEdL4pUgsK4jbeFwifcOlBg24MB1RYuOmBGXfGIDQumtaItF3XE7D2lWZHYoozbaGCtKZXQ4/IJCyVjSCNAfMKiNpjaYEGrPpPZsaIm4/WOFcmolbEKL5+R1+LbSEu0yjITdalAPonGxMdMEY2LxZRzYOmIkT5OMSI2jSY+3j5cxJY+U+sbYGwh4xNOasngmDrjY1HEAkyfMJdOYU4tFpHxseIThp93qFiRhJfJLVn5dymxqVqNBtZ2aPHxcLGCSjUgRaza3lK734NAFC5r14S55vSaNTHXVI1/LYlVbU3S1xdKVUOeA9D2Z63ARX+2ddTY4mPJuCWfX7DJAbDDyULZGFUaj/qEQRBEBf3atUklE/I6dQ9F3XScLXx6Xa98b2pbsukk9p0e7aGuzgMPN3zidgKBY1fwrZhVYwgFQIxAyZxqHT43YldwTAA6TZ1LCFGHtW/Y3JimtGTlsCwxEZOrKFLo7ZWNIp1K4j3HzAMAvP4gM+EmGD7PbapVFMnG1JRJSQP44pbB2ncw24+AMBktghexQdNzN5gvG056lgySGi5Gx5s5J71YJs6GubFYk/WkbT2uIhgyfuzHbeLtOaLhow8MoJ+FrtlEItp0qUNINy5dT3So1sohJ7VqVdtiJWRGigQv3ViEAPuG7cNyOITaChJe8yfWhgybvac0G06PKCCkkwkcv3AaxoLD9DZ1LXErPs/yzn7pyNPPS4fy6BVUgDLN+JZq2t4aDZsx11zIqFWZFfRnpUrNJfNJFZlecxr4VauBZDJL3WRDaoFvi6u/lVNP7PKBIZVsEZ91qBDpfdN2VnoORaumagvDnxVb2Gw66d1DBZkopVIJiURCkevgWGaN4tX7TcWCaS1oz6WNhJtYg91DRTmQZy/GSe8eLJKBPLZkheqgAyozj9rBaOBO5MQXy9GQJbNlWwSGVeVx23AUk3ErkgV8q6ZwjvU1l0vTQY98ko0GAa62PK7jhQaGccPJhovl+PbgAj+QRySXqFSCrk8r1piwhfp+PH9aq0woHL9wmlVfvl4cNtduC5PJSH9cTL2e3q6uOXFNhC5kJhUldej+TAfGiGBGZ+7pk9SpLvFwsWwMUaI/2685U+RiGTvxgaVynNnfRwgj17bm6OeT952yJqOEjc5kGypUaqzc8Hg0/EQkfMoolCvSlot7vykTSWVt7c/L45OZIpZIzrdkU8q6Hm+fEAD+9Zh5SCUTWHTADEWKC4jWoPAJ9+pQ/75M3A4VnIMa9WFtAGHc5glblOwtsvuAFFabmTVnGzLczFxzJRlBCqtqskCT1xAati4Nen1Qcpq3xbqsjF3XMTpXdF2qSbKoYKBPUgeA9loR1WoLm4UtLFragyPG7UZmkjqgDsg7YYzJimQygX8hxJL5WhfWLGU4mcmKk+QEp1RCWUolqN2UkZ8trgf1g2xSCVapIrFm9P1Z88lMDdv444CuV5qS54+TpWG1oYsmOxPQ9l9NPov+PFTkCy5UKkGXdAMs8THjE5YqAV7aGsabOzo+zqaT+Nej5wIAXn/gTOO4bgtpfNxWk+kC+PhYfN8gCAskYm3IjlRtiKDOFqXXZkiZxxEeTyb5wqnwGel7UJY1l9i1J/uJVJHjOO8TmrbYlvgV3y+XjohP1OcT/kn4HVVbKZjkIl6MGLcRYSIkmIVP4OLjNTUZokRC3c/qiY8F8zubSuK4fVX9bo/G4RO3Ewi0kh1XHVKMhCUJGOcMjRTLpG2BHM9GzpJLw4eTSkglE9IgPN8ZbgQztWTEXI3hwzFuG8UXTzkIt561CP/vqL2NY4LhE7UHqxulaFEXGyltD04lE/L7d/bl5XsIJymVTCjnjJsgTFsR4/TMaHstl0SjrRZK4pQ4I3p7EaC2gnCtmDJJV66w4u3NzJq0sjOZwJEbyJNIRN+BDtISzhJ9vI04VptqLG5AXZci0Sna2tpyaWXzFMkKwXzUWWZAtA5fsc9kJSEwGkxpzSptcLperkiYLd0YJiumtGQUTbSIuW5jVxA9s7yd0TNUtGjcMtdEcYDJmnLqRpFkhLjmNFnBafDZnPhcmj9uMnK14xr7UWmrK1cs7MaoEj7EOPE0EcnZQjqIwtYeDISJ0Li2OIGDZ3eMidEDhEWs6898LW4/+wQjYdfelMG02mNBENoutY0+Gk4Wn6yI2CaU7UkdSI4tSgNHOnDHJpVgT8ZrgaMIPDVGra1VUxzTjycSCUVv1MWu0Fs16We0BY6cLWxhz1HEAlcTt9F9zw2omUxYZpF2tp64FQkLsyUOCNfFgbPChIVtAEUjoF0wk5ozir8AmLaQrslUMhEFHd1D8j3EfZJNJ+U1G8hTZrzJ3KPFamsyXZMqAnhbxxVWleFkyv4baT8WmP07YvzY1hxXWGX2bwvLrJn5fnQQJR3UKO7bRCJ6XyqfJYr54ePR3xBrkCbXqeyMWIPCJ9Tls1xyHaPB0fOn4J9nvx7ff8+RxjGRrBD+3CzNJxSfd2t/Qd5nUzSpBKCWuJVFPbNtfbBQioYA0/uc7M/R3sRfU96OmF1WXDEhT3zCBGVhE6mEciUqotk05PUkmWGLNdkaXWM+r+2/odRH+FkVW8iwG4eLNHFrylEotpAZThbKZzHtwTWW2XCxIlngZmwS2S46HG+0oAV9vZgv7OCW/jy21nSgpzFzD6hPaC3mMz4hlUqgOtZRYTWyEyWyJmRHjM6i1opIesfLiLY/5qQdq2ryHWJN6vuz6F7guwcjvXEzFqLsTT6JFnW82IeTqUU+ICocNOYTRvtdUyYqWEW2cMfHx1899WDcdtYJOO3w2cax+Xp8TGxzIhH5iDI+1r6PuD6i+AFE5yRHiEuD+SgxKc5BMplQZh/oQwoBW3cgd83J/sjEtwXSEWOVCoyJdWyJX062Rv18kS1m42fqE9aOZ9NR90QrM/eAalfT9SdY0XRgLQBMql0zER9PackqckN6fKyvQQA4uFZAOGbBlLq6Xjzi4c/gBIJ0uCxGpNmRUFGOs+wRpqKo6EZFeimDjENKB1H0MhVFIHQweoaKeH7zAABV1xFQtUUnt2SkAzUWpJIJHEycLIp9pvIOksD0thzWdA/jRWZjAsLNeCBfxvraAIM0GRIHhA5kOHmebPZZ1UnvGykpeqL8pNOypSIY78Srw0uYwJCsiXSyxi5jAsc8aRXhpmqquo5cYrcOlpkInElit5UktsXGFDKVw8+YTIaaSoOFsmwpb82mlESncI5W1q6hnrRyVbUB4P2v2geru4bwgeP2MY6NBoft3SHlQmyMWzGIZbqmBRSxK4roq7VE26QSuDZCKpWQTqqOOUCGo5AkmnLNMlFSk19zprPCt/9GDjZ9HW3V5Kdiq4GfLTGrt2py02ZHbO2oMqHDJxqpZivLrmAGUXAss60DBckI0hMWygAAwu4ZC/S1T7HPtBbJxJzZnlOcN7EGe4aoxq2ZrOi36TrWgmo9MBSgjFsxQTeTihiPtI0x1PpSmeC0GwWAoTeqM2qNgXfEmadOuK43KtZ03Lq32sIMtYVmd4WuNwrouspmcK1o3JJBFFx7sLhGlWqAdbUkmmkLtdbMqaaTfu6ph+Afz3bKTpax4JC9OqQ2sG4HgShpJmzhtFb1801pyWL7cAlrtoXfp0PzN9qbMijUig2yW4PqfefSsjijt2QDoS3sHS4pet6NJONVlhc3MJbx2VhGEO2YMW2pokHPJfFKtuNRYjYqHHNFPnLfZlIysStsYrkaSNvRou2/Hc1pbCMD7yY1Z5UiVMS4DX1CfQ22ZNOY3paVTMPxYNwCwILprezjtkKqgLCFq7dFeuCCwQm4ZWMo45bXuI2SkiKxYdPCZjXoORY355NRn1AprJLEL1tYVaWK9HXplDIitrhcodrR4euEBIlgFOtMeHo+hgqmBBmgSyWYHSCT5XAyXiqhNZeWfiUQXnN6DgFg3+mt+NKbD8Kk5sy46DXSVnXdFs5oyyGZCO8z4edO1+YeAPUNJxNrjpXPsiTKo9hQ7YzTC6siYWsWRtVkvs5epOuXG8ScTiWljqaNJNKUSaJvRJMqshQ84otYVdbvFR2pikY/OS58nEESq7Sz8lm8ZAwQrsHBQjmyhfoMGBIfz2jPxfpz9SKdSloTwGYBQe8+yGJj70hsfLx1oCDjY7o3JBJh7LZ9uBTrFw7XpCk4YhOV0IrrOFWIT0ph1ZRKYBmzxaosJinHa+9fKFd5YhQzA4ZLHCtdWBwLvBR1Ydl9wlqcQrSrxSDlYqUq7QYdWAtELOl642OaoxH44KvnY/32YXzo+AXGMY/G4Rm3EwiyEm4JAlwTimUSsET12jimXdRyzlUUrVMzySAKjpUFqNqOQDzj9sBZppbZeGPBdD5pJqAzbvWNVjhHYvJse1Na+czUsA4yDmZLLnJAOUaPomfGBJaqxk58siCu1TJfrvKMIKUVhGHkZs2NydWqyek+DhNGD6clOlKqSAe8nRwHojUoEqF68C6KBytF8G+wzOKr2kB4nb/z7iNw5LzJxrHRQAyjSCcTCvsWiAJF0Zaqf94pZLCGTNAo7MboPowcSJMtOlQos4xbWeW1XFPK6IlzkO26T2Z7EdVFpmuGnYqtM3K1xK4eGOpBAG2rs7GKJbvCoWem2kJ+EEUvIxsj2K19IyXJcJ2mOUy0gDCWwSf1guqL6nZQ2O1yNZBJssmW9uB+Ttexdj4HLIO16N7DJSOoA1usVCNdRp3FVdPAM3STKcuaWZdJ0hafZ1ox6Xu4ChKFEg0SLLawWDWOK21x3JokwbPUKWSSFYMFfiBPUyYlP+NKSyLUCBSZItZr9p+Ob/6/w5TPNlo0ZVI4YGZYlNATZgCwV4dqC6lUAhDdU2sJ45ZCfP9NvXn5WKsieUILNHY90aEiX8Ry6RpHiVWLvEaaOd6IVIJ4/2J84OnSZR4u8UlAWlDhOoZownFzTZeR3vdAdE0E43aKkayIikKAuQYBYG/NL9yR2KujSZEAcfmEbbm08nxaxBL7M90b6KyIQSYpSZn1vKRZtDfFJfvp/st3WVmK8aQYoGjUa90L+VKoHS20pXUpBKNwqiXxwr9RJceZ/aBUloW85ix/33JyUJLVnC8TXUfShdUsNGGjDhLdz6KxCWcHAeCzb9gfH3z1fPZYo6ADQ3VbmE4lMaNW0Ij8wvi5B9QPFt+dzj2wy2eZBBNKsBB2jmplR51/ZXbIodwby6E8lU3eCnB3tCixBNcdWIoKDjY901hbaNt/KeOWiY8p+5HzgToksamEXsG4bXbEx3ohldjBneMTavHxJPXzTNMZt63u+JhCnL9+UsRqc/qFzLq0xJdUA57fXx3xMXOcFvPVwi1TmOWIVVafkImluC6srLn/DhUrLJMeYOLjJkd8rCdu64iPp7Rm8d13H2kM+vQYHXzidgJBrZTHV9q5wFG2m1oZt8RIxA4nM9sOAXUQhaju6IlOW2umwIy2nHSCd8bGtA/RkkokzOqSYFcIo8dVFIHo++pt9MKB3D5ckvpuSosw2ZhGimZFjdPwUSqGWfOas4MqipaNjUvMWjYu8f48Izc+cKXDUbgqdrjx2ltVAcgWMX1jEudTtOPowbuQt1hVcy7MjcldURxvHDF3MoCQ5UjZSYAp16EzbsUa3Nw3gmIlvGb0O3cQtskAlyST+nAV4qQzSbIib0c4Db3mjFnFtibzRZVacYa41/NTsen7VxiNXPpZ82VeYqSFuW/UhA1hNXFtcVlqC+2DKHotTvoUbQ3OaMsZWot6EWtHg3Yf6CyzbDop1xhnC8WxwUJZBsLUSRfMk8F85IC3MQkg2+BMxUEuRsl8PRlQqQbhFGHtmtOWSquTz0khcK2YZd6J5wJDF7uyhT1ejQ2eafdBG8Pko4xbwxbW9mNpC2OKWKlkQmmN3FE4oqZzux/DgDSkixjGLaBKJVCI/Vi0CTZlkoq9bSH38QgTjCsdITF638OW/VXV+7YXRqkUgjJclHS0xDN6qrytVRi/8T4hJ5/FBc70/NB21s7aOW7T9mfhFwrGrdMnZLqshL7ozPacYTvHG8lkQtEztTFuhR20FfOtjFtGKqFNaf+NCjgjMfuzNRnP+YQ0WcDs77aBtZFMUVISEtQuLGKLte4G0TmgM3KpXjj1C60twkynGtcdqA4ni4rXnC0UCaa124ZlEVD37Wk3INd5MN7Yb0abXBsLZzC2kNjibCqp6CaLz16uBlIyTPUJiXxWrE8YJdC4lnR9f5aSZ+Sa0yFKNo1afd1mSOHeLgVI9UbjYhVH4ZSuOYtPGLEfGUIDsZUq45aJjxliU6FclW3njcbHe01qkudp5/iE0TpMJxPKcFAg+ryRLWwsPhbnbNtgwdBnBWzrzuJTsbGKyai1F7m4WCXqcuaISzmOUWuTryzW13HDMd1tA/HEPVqpBlKru01LjovfbfGxuGZ2n9BdzPcYX/jE7QSCUil3GYkYxhAVwuYYP7bhZNzGRA0xHUQRtcWZrSAUekUxmUxgbo2BeOA46Pe4MG9qs3Qip7XmjGEretJM//zCIYo2Jt5oiqQjwAve25h/1Fngk/VkYyrHsCvKkYaPzdlxMXZ4Rq7pxLOtpCXSEmfZuCTjlpwfKtQutEBtFcVNloqiWIPCYTX0PXNp5TtzFcXxxuv2n44vvulAXPT/DjOOTW/j29QFROAqGEypmlyEACuVwLArhqnWdY46qAzzz8F8cLVq6i3n4XHXmozWXDqZkAmXKIGmJnbFWlKSdDShQrWlSMKFc9JpQSVuEMVgoRKrZ7apdyRqpyVOeiaVVGyjXtUGNMbtTrCFtPtAd9YAM6iYygwnAyJ2oyKV0ESY87VEN+eADhejpCQnz1GuRpNx08mElEzR5S90vU+FUVtysxM59gXVuHXpnbls9Qiz/1KNPW5QJb1vWamEpig5rk8PFhB6ZjZbSAuXcyY3GUWlHYH/POkAnHniQpa5piduZ2iMW90WGoxbokEPqDqY4e+cz2NJzMbsz6Et5DTyzMCRt4X88E9VQz7GVpb5ZAZlP3KBI8f4YRO7paosUNH7EojOYcS41VnPauJ2koVlJsDbwtA27Qw7CMR3Hzh9QiIZxu0NlBkf2Tpu74nvwqID83g7Qiah08SskoywxwlOXWUizwGYw0crtcGfgdYdIaQQAFEQsTPZbQmLqCOGdHAwg5R7R0qSHanKxqh2cFJzRu4lAvUwbscTqWQCP3rvUfjv0w/B/jPNdT5bGxZKO/uasyl5XThbKM5HvlSVg7F4n7BCOg/4zj9xPThmYzWA7IwDeJa1tROL7s/soOR4W6nOTmBsKbGV3AyYJsXWM2uOxGryvrWwlgc5uahsGsKttxWxXLYwnUrKBP5B4ySfFQcqlTCro8kgFxi2sEW3hfHxsfh9a38UH9P9s5XZn3kpwXgym7VYz8Qi9lglrmOmfsauk2xny9kUTDtJbV7d8XGzelysQZtPOLUlKyX1AH4GjMf4widuJxCo9pQrMRsXWNq0seRwspJNfD3amCTLTDPEOrtCr2IbrZntZoLgzYfNxuSWDF4/DsNPXMilU5hT0+3RmRWAmaywsStENUtPGopzJibHZ1NJJTnMMVo4jTlnMp6yJ5TEKNUr45IVdbZiOgJHWsVmnSW6Jq2MHnNjTiSiQSZiczelElQmoG1jEtD1yBKJhBKc7QwnPZlM4D9PPgCvWTjdOJZKJpSChr4GBWtOaAp2aPIcilQCEzi2EpZZpLtMk2TEgeWCKpJs5yetkmQBw8iluov8mqTOjn1gQKUaSAcaiJyoRCLSme7Pl2TiVHkP2gIdsy5tCR1hF3st2pl6sqIpk1TOEaBWtjk7eMCsNiyc0YoTDpxhMBl2BCi7grOF+n0zuVVNRItztpFx0ml7urCFHOMWgBwWwyXIgKiNkD6WSSVksUPITwA2W8RLIdB1p+sq0+O2tji+cDoaWxglM5T7UmmxZtqDa+e7WKmiq+bE29riBPT9mDJu507eOQ76vKkt+PJbDpatwBQ649dk3Kq20GTc1oIWSxu/WJc9QxHjp4Vh/NjmAiiyMDEsr7w1sUtez7LAmWQDq8EXX0RztwfbfMLoXGwbKBqPAdEa7LScY5E8j3xC1xo0bc+JB81AWy6N0w7fyzi2I7DPNHv3gekT8iyzroGC7IihBRRxvgas7cEkiRaTrKAa8Tb5DCfzsByTmLUkG3Jpagc5Rm60PoWt1t9D/NyfLxnszPDzRj6KsLVcwqJvuCSPcxr0roG1AjrLDMBO9wkB4E3/MgufWLQfe4zaQk5TV8RanC2k54azheKerlQDbK+9XmV5h8eDAFL6iVuTAGSHUTIBqdGcSiakrIKzI6XEsxu5JJq9MBpPEonVKy+5SDRltgtL7UitSSVo3QntRveBFh+T65pImIlRADj1sNmY2podl+GgLrTm0vIz6EVUgPEJHfGxjXHbWfMJW7MpJTnMSiVw3YEWn0oZTsYWNl3FfNoR4yAuxfqE8Rr16ufnGMdldohyiszU2Sr9ajXOEHGJSypBQN+Pk8mE4pvN3QkdqXs6fOJ2AoFWDOvVO6Nt9dwERlaAvsC3gtCNSQSOHbqTXkuaifblOAepoynN6uR95S0H46n/fpPiPO9IiKoizzLjWzMFJrXUp+EjWmNaNaNKg3EucakwE2KcEVVDp/6KoFMD1yHezlWxbUFCnDNVtTiEgPscCid9gyV5bhYPTCddJEqbMyn2+M6Gyq5wrEGDZSYSt7z+G9Xiih2SpAR+hH3BJaAaSEbk0mTNxTB6qcwB15IOQLblZ9NJxeET70cDR05bWaw5+lj4c1q+P9fCJZwjwTIDtLa42jUQdlC/ZoC6DnWdZSA8T3f8f/bOO0yKKmvjb3WenCMTyAw5R4kGlGBCVxEDRtaAu6xhVzGAYUXd1c8c17QqhjVHTAgGQEFyzmmYgZmBybG76/ujp6qrq2/V7e7pxMz5PY+PdFeHmupb55577jnv+dsEvHHVcK9joUCpZ8Zy0jMU49BkELw2ULz1zNzjUmqSACjvY/f7lZ3Ey2tdx5W/hzIwKwduFb+nMovreD37N/cISDACFp7ZiVKmGuO4hl4pKzDM2izg2XIPqSKL95jz7KTODn67G1F4/kZqDTovXUeP8uDIO+hesjEJ6oUiuwJGQlq0lLQuWrTmXylbBfD8TTzK1nUW+42KjVG/ArO8McNYWFpZwQy7VnmxwlarGvq5/j7lcW+f0GoyyFliZa33ZZzG/KylcSsFLX3xCQH2JtaormnYuGAyLhkRnOagPKSMW0GA14aCOiNJHYhW20FBcEvrAJ766MzGW4r5WU/SrEFrTLLGnMl7zDZp6S4zx6x3FrhHEynF+VmM7jEjza/K6gjldyjnZ88KC9Zx72uovG9Z1QeaDWu9ghXaPiEQHVlm2YrGUOrNA0B7AwFwZWpK11eyhR6bBYrxI11TVi8NQGt+NshZecr5WZlQII2hKoXP5ZExy/ILLQxbqFhr8KoXPI4rPp+p583YBGNtFtQ1szfz4xnrY29b6Lk+9t7Esij+bfXKAgeAu6f3wZq7TkducnjmZ8kvZMkmeSeVaEkl+Lo+Vh23uDe5pGumJaGlWx2oEaxnacBrNQ9jr59ZmxHszXpdn9BjTLIrbqQkHK2KF+kaqqWKuOvjOPXmgbYtTIoxe72fCD4UuG1HeGayaZela+k6Mo2cRsCGWQrSagBaHKI8OWs1opBQOxNKp5fVhEJCXZIRSqTAbXaSd/DE1x1FqRxLS+NWyjJTTjqAe+KvVASIPHcM3dkXbo1YZcDDRyddc2GonFgYuo4mzsTDywLn7IjGchxC5WNJbiJeXYpp87zGWs3JJFidWKWxmJcSE/KGeL6gl12hnmi1ssyqGtzNyViZAa6MHimzj1WKqR9g8tBtYjjYroxc36QQWCVzzXanrHusdIYsRneQ70Rdi8d75HNULfzMRs+Fo3S8opYdsJECPGUaAR2p5PqoIlNAKW+hDpipfyNAZQsZwQrAZQfDNR5T4yyyvWJtYqWpulirz8vbFrIdSNkWKoJogiDItsBtB0zM4xWMjFvAPYakYL46WCD9fnVN7kWAZpDMx+oErfezSjFZiwBWEE05P8cytC89O6l7Zl+oKzzU405dpq5eaLlKcF3/DodkDA/lfWEzG7yChmpbrmULS2SpBNWYbL2m0n1uMxs87mNlo0aWz8RsLqKxGaCX0eOZEeQd4GpSZPSwyuK19U4ZDXm0ssiavTcLBEGQH0vXKFZ9DVVjLsHK9pEk1D6hegyypBKA8PqEUtJAerx38MRkNHgEXLSCFZIdjLeYPM49gRHg0SrJZgYjFPMzK7Dr6RMyKgcYPh0zy5uTRQZAboSl9DldFS+etlhdbSKdj5atlv4eaX4WBM/7Qu0TWkyelWxqv1s9Bk1Gg8fGo55PCESHrqNyfcLKuE3VaAwlobaFWlrV8n2uGDNGRUNXqSKG95tqzc+V3I1VJ3v+ZTbnZq9VdNe/GkkurIxbtpyTnSknIfk39c0O+b7wko3xynbUWR8zKlAkImELfUpsUo3BRJUtVCd6Jah8QnXgVrr+5Qo/ndUjxUMqQcPnamLMv56BVW9baWUcZ8/PPA16Tr+QZvb6XPm3Hq9jz7/SGNTqAaO+xkkaMQwJ3vqYCD0UuG1HeIqza2dv+CKlwEq7l8uDm5UNZLwdSsBdgqTWjPOamHTK4lhZZpHggiF5GJifjPMHd/I65qXr6KVnxnaOJNTBCvXCUbr+5bWKzALWYt5j4cUqlXQygwXs8l6WLpRiYclY2DW1sMuLZT00u1b5EmtH0X0NTEaDnIknXYM4i9bCUNpRZO84SoFvb11HfakEwN2IIlomJrWemZI4i1EuQQO0x6AyG4VVFlfbZNdtQljfbJd/Uy1dKb0stCa71i63lDmhWBgyssgAxcJQI7uy0sdFgvciw/U3SkFAm1mdsasKVqhKuKTArmwHuRtY3oFb5TiMBlsoCALmjO+KcT3SMSg/2et4OqOLtRL1OFQ76eoAT7zqPpccUskOqDdwpN9YcmBjzOrf3DWu5DHhddz1WBpTyvcAGraQMb9qaT8yFwE8W8hchLA7e8sZPxqd1JWPZVuoMx8n2kxemu4mo0H+naPBFlpM7vNJi7N6bRZoZTtKSAvnUnn+9Twu2TrpPlfPPVKguLbR7pbP0PhNA8q44Y45hqwMo1O6VimoZ8atdnMUp+jSA1U+J6EO6KjvW+kaatlCnk9oMXk2WmIFCMLNqC5pGNMtDVef0oV5XM8W+uoT1mpo0Cv9cFajxljlmNPTXdZYB7CrqFjzs4Yus8JmnKhnjxlpjGsGbuWNU7atjpEDNm6fUHnvqzP11HZQuuZaPiHg6ReyfUL3c+HKbtQjO1GZcet9vnoZt4C3LdTKfizT0MqUHktNkLzmZ9XGqnZgVz8Lu77ZjhZHq3wGs7pAI/vRorSlvjUvYyaZaGhLKyXEWA1Wlf+WNdU5fqHe2iQafEIAuGhYPgbmJ+PcQblex/ytBtSSSnAHblVzj9XTDhgEzx4WrCpirYoX1lrEqjjO0kX2mJ91dZf118daSSrK46wxpxz/blvInp81baGXT+h53EuuI45hCxOjxyfsCJj4LyFOFrjZFRwjpcykY4mvK7W1LCbvHUWjwRUwcTWY0SoF0V9IKbO2sjSyzMLNsM6p+PSmU5jH1KWZ/DJ19UJaysxjl/nHyROT67jF5Nn12r0jZ9cNxiudGU89Mv1GFMpGFWZ7a3MJ1sKQU57E2yxotjsVDXdU2ZEWI5obnO5MO/XkLe0oytmNaidd/zfwRSqhT24iAGBAXrLXsUigzLhVO0eCICA51uLWsdRwjiTtOJMiWwLwDABJWqAeGbceDiqjiRJLnoNlh5QaeIxghnJMsMp7AXdGLSsIV9/skBcB6kWCuxST/X6pHEnKyPXKhFdl3GrpOlYzmlAArutpEKDZsRpQSyVEhy28+bQemsd4gVvfnXStsjgjyuC2hV7BACkLS2thKAULpCxs1fslu6WUx2AtDJWZaqxxydNm1tYb15+/lRq3kjam8hq4NegdcgMYVsCitNr9WG0bUjjBCgDok5OI5TVl6N8piXk83GQnWVFe2+Q1FwMMqQSNoJlkC9WbftI1lcuDreox53q/Vsm2Mkua3bVaoTHPDfazArOM45yGelq2WM9nVP6NWhUvZRrXSLqm2j6haqEYw7CF8VZUN9oRZzF6jelIEGMxYvF1ozSPp8dbsau1C7c6y8xXO1jT6NYtZFXENDQ7UG/x3lhVdhrX87ma7L6MGUblQevvLYqQmxwqg7Wm1rJ4u1OUA7NW1QaQnHErV0ewK2K0sjPVmXbq4+q+B952UD+hBHDNYVL5MMsn7JYZD4vRgK4ZcV5zTSTQ28wHPG272Sh4/OYAyxay599jjIxbwLuKSWtj9QRDykj5mBfMP+EhpcAOkjWxxi2nIsZXvW9l81DPhnit6+MmB5qNrWX7ivtSaqTscIratlAxDo0GwWutEo0+4aiuadrrYx+lEiTU8lpe62OvjVNpM99dhaVuygfwZWOaWrQSmxRZ3sz51z2mpK9lybZ5VFlpBIb1Nk49E5vcxw2KmIuWLZTuY59toY5PCLClEvrkuHzBaFkft3ci7wERQcMze1K77E6rUYZSz0xPKqG+2S5nQXplP9pMsoECvI2EciJKsJq8ysyUGasZUbKjqEeC1QSL0SAvpLWkEuTXeznprmsqZXl5l4KoJya2M1TXrJ/F1ai1MGRkXzA18locMBkMXu+3eTSi4DRX0SlPAtzak+ogWazFiKqGFmaJNOCtZ6bexeZtHvA6twLAjMGd0CcnET2yQt+p1Rf0NG4B12QrLaS1SuIk4m3qbBX3mFI/B7BLtjWDAXoNeexOpjPFy6iVGlk0O5xyFph6ESItJE9oZFfyyvakMcbL+NHSddTKdJSQGlFIfx8r49bDFuqUxUULaqkENdxx2HqN3LaQ/Zto2kJ1MIDzm6vHjBSsl3WRjZ5Z1tKYUmbksheG7IwdlmwNa9x7ljgzgoAtDlnKwSPjVtkoqpYd/NZbKAKeQTOWHQSAZy8dgtKqRnTPjBJbmBiDzcXVSGecLz/Dh53tKMHLuJVLtj20shnltRoa7sosMb3sR+XCT0uj1leNXM2MIUbFjtlogNkooMUhMpsCuq5B6zWqZV8j9TX19gn1F4qAayzuK6/Tlc+KJjxtoecYtJqMsJkNsr+kZQdrFI01WfNvXZNd/i1iPXwqhvyFH8F65ZiQ5nePMafwD7Uyam1mI2qb7LJeqffGaevGaL3GxqvqvtIac+UcXWWtTupeWd+qzQPAcw5j2cL0eCu+v2WC1+8XKfQ28wFPW5gU4y1lpLWBIMHLuHUH0/UDr/JmuebGKfv9LCkF5YaANKbqmuzyeozVO0FLm1m2tRqbbFy/V7E+NjHWx4LgkipS+g/qQKVyHLJ+I1+lEqKF5FiLnKAgCPzELa3moL6uj7Uy+6sa3E2IWRWjHhunrL4FGoFXd48Yp9d7AM/ArP7GrP5ayBXsZ/d4ibV4Bm69fBSOLfTHJwTYtnDm8HwMyk9GzyhZH7d3SCqhHWHlLALcu0v6DpuWNpZ0wze2OOWumF6NoDhOudJQq8tAAJdzIc1V0ZJxq4cgCPKuYqzF6BH0BAJYKGosDOVghYYzpHRmPIJkLCkFjYlHTyOvocXJLBVRjjmeRh9LQ0/peB3naGNVaJRIS2PQrpEpwBuTMWajR0kwa2IyGAT0yU1kNgOIBJKTHmcxMhv4qZ10JTazuxGU6zPY16vZ7pQzAzwDSK2ZBYrfVKuTul5Xa4dTlAX1eRp56oWdtJDUdPItng6fVX1clVGrVTavVfYnXbMyRqMOgO8cAWonnZ1lJhEt2RV6tDnjViNo5n6ssoWqa+6WSmDbCXXDG63fXGszQPr8Kk0NPve4b2J2Y9d30pkBFYbGXn2zQ1Gd4GlLpTizpi1UXHNW1pUyWKHVhDHeaoqaoC3g1nZkBiv8znZkSyXw9NUlrc0Ys7rhTutvxvG5tDfblfOr9saosvyXqTGvYYvl6gaHU5bX4NpCM/u+5JVQS+j5hADbL5TG4skQrADUtlB/E4vnExoEdea9u/JNal7m2ZDHfZzZkJYjhaC0KXJGreK42SjIdkayhTYTe8xobZxypYqk+ZmzcereTGCPObtGJj0vWAF4Bty1qg8K0mK9egpEihiLUR5XvMAtSxpCSxpB/dhXW6g1/2pn1Eo+ncZmvNS8TPLpVA1neVJHSqkEvYpTXlm9UgJMS3varTGvvz7Wy/xO5vU9OAl8QqNBQGqcu3GV0cDueyDh1QPGb5+QbSeUFTHcxCJWkolW4FUaUxrzN7NihrdZwJifAYUt1Ko00zgubWpp+4T6m1gJNpNs7wWB7dtL62NTlKyP2zt0ldsRnkLW+mn3LCeeVWKldNKVRlFuWqRhSCW8jYJ20wbAZeil50+GYAXgduqYuo5e2Z++LRQl1GWIWiVjHhk/3K6XLGdGoYts8l44Nmk5+cyMHsZmgd2dvaGlR8orxdR2GHlBM/2FoiAIspMUbzVFRdkbj76dkpCXEoMz+mQxj+sFbgFPh0jtHCmvp1Q25xGYtbgDr9WMwKpSF9G98PN2VgAopAzcz0kZta7j7OxI98JPcuJVi4TWx+7sS3YpptbCMdaiPyalv5GnJSrBWhgmedhC7WCF0SBoBtGiCWVZHGsxq7wGBoGfpayVXSHbQo3fTJZK0Mi+qNTIAuONCWlMSYFdo4YGn+fCUWkLvUs1bRa2k8/U0GPMz8r5VhAEbmaZ8l5nZfR4Biuif8wBwKlFmUiwmjChV4bXMXW2iDooyFqkKFEvevzdLJB+05pGjYwfOTCrr5usqXHLkDpiyc5oZeQq/YnAbaHrmtRqBSu8pIv0K2CYsjHxJ5dP6GELmX6hMnDrvZGsjG+o9VtjFRvVlQ3ei3Wl1FBNo3cw3qacnxsYxxX+H0sPXNlcTLPiRQrCaW2CyUE8fVt8XCvj1uzpE2rpOkpoNR2UYAUylYGzk2H+BYAp/bKRnWhDv06JXseUm1gsn1Dto/BtoX6QTGt+1grc2jhjghf4takCv4DnWkj6t9IWM2XdNKWKpMQldkVMjOL6NDEqYgBP22gyeG+cKn8XVtWSzeyWijnZbGEqs++B/tygXh+rN2D89Qm1mhBryVux17eMwKtduX5mz98NjOPuhvFKn9B93GwU5GA3777iVR9I8DYP1LbBYBDk51JiLV7BdyL8REeNBxEU1DuSAHv3qK7JvXvEbipk18yOVOoyqt8PeDdRUN/kHjuKjIkJADqnxeJ4XTO6ZcZp/alRhTQxqbN7AN/LgyW8NW7dWc4Af+Ho3URJ+k05jaA0Sy3dx6UJT/v92hlBgLLs3TuTraHFIUsleE1MrZsHkkOnvgZazcgkeJp6gGssHqtp0iwPjjbirSb8dPskze6xPCc9wWaSnRn19bKYDB7yHwC7ZBtg7/J6atB6/6YWo9uOaGXkWM2tUgicUkvtDsXScZ7GrX7ARWvh6F2OpBqDnPsc4NvCgtRYCALQNT0urF2CA4WfZabcLPAOGvpafcCauwBAat6l5eCqf1PNhWGd/piTx6Rat1EK7CozchmbYNXKIB4jiFbbZJelEFgat7WKEmqvTSuLSQ7WAN4VGsrSTHaWmX55cDRyalEWNiyYzLxHLCYD4q0m+Zp5a86rtaf1Fz3aWWZa1SKtdkgj48czY0dHaqiZk8XdzJNKcKCB8fkeFS8aet58W8heTEt42UKvbEfPxyxb2DnN5Qt2y4ieTG89PGwh4z7Sy7iVSqrlahd1sELx+7FsofLf7vlREWBSZnEp/EYJD43aOq3ArEtDXnt+9rSFvONaGbVu+Sz2cdkn5AQn1PexwSB42AVm4PYktIUPXzAATqfItIXJnM18rWahElobqerHWlnQ3lJGHF1jzTGjJY/l+X6LV0aup0+o/g7p39WKsnrWhkh1Y4scvGZJKSjx1vt2XxO1RBngOQ7VEisSndNjsbm4Gl0zTpb1sRVAjU/yWer7UD1XsGT0AD2fUN/nk+bn2kZ3wzutihVmQzupYrXFAQGC9/HW9zfZHW7dZYv3+1scouy3KX1GKbGptsnuXh9rbJxq2UKeT+Ml16FRfXCivuWksYPtHQrctiNYGkCshaNWYFcyelUNLXJTIqUhFAQBsRaT7sJROTHxy4PZgdunZw3B/vI6FGV77xpHI7oZt34HbvUXiloaPlolZdLEUa34Ta0aEw8rWK/cMTQbfdXYYzeS8jWgolUKIqGlfSnBDdzqlMWdLFlmAHSDeTwnXbnLqh5zrueMaK53ORpmo+AhJWE2ugO7kg6f8jfw0EVk/OaSM1LX7NDNvqhptHOzI+XNAJP3ZgCgszBUZXdoLhw1ghlqh5y/q80L3HqPu/zUWLx73SgPPeNoJtbi1m5kSiXEagcrAP4mlvdvoLGJxbGF3IydBv2FI+/9UrDDbBQ8G0lyyvbUwQiAnemuxCuQqLhmcRajl43wyLTnBCtY3YOjFX1baEZtkx1Gg+C1iPEuU/dN51FCGpNuO8i2M5Id9M7S1i9bZ2XUMitm7E45MMsK3LY4RNQ3ecvSuLInXfesW69UbUs9N0R4Pol3gzf9DB/lY4vR4HXfAcDsMZ3RLSMeY7qneR2LRtL8kkrwPq4M3Kqvn8logNVkkAP5gOdvYjUZIAiu5mEsW2hmNA9jza81TXb3cRN7XPtqC7VsqbZPqL8J5zUXcI6zNk4TbIrALWM+OhmrDwBtW+hPFRbA92m852fXYy1b6KVbrOmTaVVZqaUU2HbIV5/QILjmaPfne8+/rI1Vz0aUnveVxWSQN13NRsGrEizOj/WxVmLT85cOxaET9SfNJpZ07/gmn6WflMNbH6uPc31CVbAf8PzNZSlAjb4E7uNOWeLRY/2r7AHDyuhlbrJ5j+vaJrt2RapGBq782M+1id4m1slSedDeIamEdoR64vNaOJoZRoqR1q/MqNVKy5eOqTNqlYaTl2XGMuQA0Ck5Bqd0T2cei0ak7ApW8MVsNHgsFnk7iv4GctULR54zpH6NUgOXJc7O08hTLgwlJ1gZGFaWvVdygmRaQTatzDoJrSxlCV7XTMBdFtdeJqZUXnaFwkFUj0GArWmrRGsDQcKdvcguW/fOnuAE2TS6Umu+X+WQccvuNP4eVuYF4O0sqQNCUgdhCdY19nDSNTaxRnZNQ2HayZFZ4dL7lmxhYMEKvcdeC0WvzHzPhaPWBpDbDvHGlOdxK2fMyZ8vLxzVY8Lz/SYDu2xPsoOC4JkRqf57LUaDl+a2OqNHjfK6M4MVMSdnsEIPKUskkZHhxGvIo5Vh6+tjORuGo6tc22R3Z3Ex5lePrtcaG68sqSPlZ7kXhv5lukn3iZOxmQ+wMuP172NWhYf0ncmx3pn4gOtvPr1PFnMuikakKizl36ZEaQtZFUDKe5flR2sFKABP+Slf/UKtRlGs5qCu45wgmtnTFmppzMu22Ou+8dSwV2dv6m1YAXxtUfVzPKkErbXKyQTPJ1TaQlfQ0dNOaGXYuh/r+4ReGbcaY85nn05DV9nX96v1yFnrZzNj41Wyg+rjgDrzXX/MqWUAALXGLXvM5afGYky39rE+jjEbPYLn6qQanlSClx3UWDtq+YQ2lU8IePpcPKkhj/UxQwrQY2O12VsqweohS6OxPlb5hVpSRhJaPUvkxxz5RmZik7Q+bic+4ckOBW7bEd6lnFoGgC3uzio3Vu/espqVKfHMuNVfvGvtKJ5snNI9DTazAWM1skF0G1H4uVBUG2WtiUj9WNpFdmX8KDulu3cMWTuCTHF2hoYuAKbeqfLzfA2S8TJ6eIFavYWiIHiXhgBux7y9lIIo7y3WRJygcIhY10N5zdRBScD3TPA6RpMHgF9K6aVHqh7Xst6obxq4mkE2zmaChFegllM2KJW7SvBtYfsYd5N6ZSIpxoyB+clex/TsIMCyhX4uFH3cTNCSZPHSTdYMRmiMudYxWaVl52RbrJ9xJG8WqBaWptZMd62/F/BvfmYt3i0m90Zj+7GFrr/DlyyztlbEaNmxOsaiTvnYo1M6IyOnQSPjhyV1pNX801e/UMtWuh/7l/XkrfftPS6l36a9+IQ9sxKQm2TD+B4ZzEB0oh+bWMwSbMVzJsXmuNZ71MF6tV/oNSYsqrVEgPNvlUb2JC+70tsWsrMnJXhjkGUL1XrfaiS5qaQYc9Q0pW0LyXEcn1C1WeAlZaT2uznzM88n9FdjXu2zqcekZOvcY9LPzQb1mNc4P63HgOc14W0WsHygdr0+7uG9PhYEQX997KNUgtZjdZKPZrWnRjCftbHKbz6mmJ9b7aTDKcoN65TjVqp4AXz3C7l+L+eaeEkLKq6xxWjwssVA+1sfn+ycHNvXhE94NQzgOG+8hS5rx1D5nDqABvgildD+ghXjemRg88IzNTsqJsaYcaSq0fXvAEsxJXi/mdZjqXzHZjJ47jK3fp6mlIKU8WN3wswo1VQuDPX0RKsb7e7mZBoLR63H/gaz9UpBEqwmZilZYXosAKDrSVJ+xMOfsjh2Ro/7GqtLbQC+c8APouk3L1HLunhlL0rv55RiVmpuJrRtzHmXB7OddOn8eVIJrHLak5EHzuuHBWf3YdpCjywzHwK3XrbRT4dVaww2M7RClcd9bX6itTBkNdwD3JmQkh30Cgxz7hnpNc0NUuMT/xeOynHIyjIDgIK0OGwvrZZ1RU92pHuLZQfNrQsVaVOSF/DhLQy5WWca2a6SnVJnWXuUWraeozKwa1Us6mSNPMV3GgyCXL6r5RdqbaT6+jd6NwfVD6KxApWJMSaUVrcfnzDOasJPf5+k2ciFZwt5lWtqCRV1kE1rg8D92DWGZC1tjcCsdsULxxbK79eff1kNa1mPeQEbryZQPkkl6AcyC1Jd9u9k0RLlkWA1yRIZvIxbVrWGly206s9fbfcJ2WNCSwpB9vk0fEK1reWNOb5PqO8XszZclNeQdd97Nu9uHz7hqUVZ3PVxeS2734a6iSBvveylq+y3T6jVxJgtn6GsiAFDKkE5V2ttktnMRjS2ODX9Qt787K8t9J6PlT6h94YNABSkta6P09vH+vhkhwK37QjJiDgYO0OAd+d1tQEwKpx81nFAFdDhlIKwgxX88uCTEa1JCXA76azyI5vZVVIt/Wa8YIXfpZqc4IBbPN3JfI9ykqplaOQpF4YNjMAu6zt9zRJ2/036wWxeJ3Wrya25qhWsuPqULuidk4jRXdOYx082+M3JeBq3vmf8AHynVyt7QhQ1Xt9qq1hjTvm4hiHP4TruGoNatpB/X+iPSV5zMkBlC1myMR7lsu3fFnKzzBT3rUHg2xGeziFvQ0grmNEkz3/shSErQKZ8zOoezDp/ryw4zvkBrvtOWriyNlR4AR8PJ53xGwDAy1cMRWlVI/JTY5nHTzakTSyteyzBZkZji6sjs/f862eGD2+zXGNMSnbQZlJn/LhLMd3PGb2OA25byNoYbbY73bZQvXDkjlP9+8grUGvRXhgaGZ3UAfdY7Gg+IcD2k5XPseZnrWahWs9pNZyT0No4ZTXEUz5mNdRRfh5L3gPwIQGBMx/z/j6b2bORMisQGa8KWKjpnhmP9+aMajd2UBAEJMe6gmS8zXz1PQx4zzc8rU1/51+1LVTPv9LayVefUGtMa/mEvDGq1I5mHQc812us+ZmXMKGck5PaySYW4JstjLUYvV7H2wT0O+HCTzvEWh97bKxKgV9FI2cPjVzFmNFcH5uNqAS7YZ7rsf44bWv/DeW9ruUT/nl8NwzMT8aYbu1jfXyyc/LXfxAy3NIOHzJ6tLrTuj9DOfHo7ygmsDR82mEpCA9pYmJ1UleXVPOExblBUK7zob9o8xLsN3mbCO8gm2+LU+3HnDI/7g6j/kJSEAQ5UKQ1MdnMRkzqlckMlpyMSMEKQeAvDFnH43gLQ0UWllrPFfDBIdLQJ5M/U6Mxhebn+Zk9wXPavRcl+vcha6GjHIdaWWbSubWXcaeH8t7jSSXEWbx3/gNt3Kh1nJ+Vxhsz/m0G+GsX2fOv/vysHHPs8mB9bU0AyEuJxbDOqcxjJyMpOlIJgL4t5DbI42Tg+ruhpaWr7PEahe20GF0BKr3P8Hcj1Wsccsalt5SR9sZqAkNnGHD7hR3NJwR8kUrgVMQwM/98KxGW8Lcs3N/3c4NkftpCXha4IAgeczLLFib6sIk1smsacpNjmMdORvQ2sXg+oXq9x60G9Dvjtm3zsfrzvDfz2zY/K7WjWcfVn8ldH+v4hED72sTSw70+9h5zJlWzSu+1np8VL37Px95jjrWxqvUeQRD4G6N+jkve/MvV/1bdt0aDOwbBalgrfcekXple8QMiMlDgth3hvzPFmHgUzzEXhh4LR/3FN2uX22w0yJ/bXsrieCTqTEyAWrCes6PICSD5mumo9dhm9tZVNBn0y/B4AREtrUhfH/OyK5TBbVYnV8B97bUW7+2NwrQ4jO6ahguH5DGlIfhSCfrZF8rfnJV54DUOOTItbQ1w+BvYbfsY1Hcg1c+xbKE0FttLSRwPm9koZyswF4bcLDM/bVlbxxgvM9Hf93O+32wUPDZAeBq27PnZ94zbjmILTy3KRJf0OEzrn8M87lEirLpmJqPBI8NGHcjlLppUtrOtc6F6Y9WlkeffuPfbVvKkETjB7HjOmASUtrBj+YSAVpBMOSZZdsD9HmYASSNbUYJni7w3Tv0bI+EO5LIqXpTPsa6hh953B5mDZwzJQ8+seAzvnOJ1LFHHDgK+VB/4uVngt2SLvz4h5/1+zufq1/DmX/aGi75PGGN2N+vqMLbQ5k5sYqHnFwbbJ/T7MWOtqVV9oPUerk/AC9R62UbtDNtYi1F3PdhRfMKTHQrctiN4ExfP2VI/xzvO1Ljl7NoCQN/cRMSYjeia3j60o3jo7SgCqkwz1cRkNAi6zoKvUghar+c59IG8x9shalsGkHeQTLUw9HDQ9a+xVpZZe8NoEPDOnFH4158GMo8ncvXMFGOOp4Hrw5gJutPt78KQm/3h35g0Gw2wKAM6DFvJy2DpkZkAk0FAn9wkr2PtFWX1gRpPO6i/KGI95tlGrWYkWsd5Y0hLnsN9XP/z1e/3JaNHuXHH1KDnSCV4dFLXWCi1N/rnJeHH2yZiikbgVsq8EwS+LiFPtsffLC7eGDEbBY+M2hizD3qmfmrI+7u5q/fYaPCWg+JVHgBAn5xE1/9zE5nH2xv8jFuln80KoukHkJTjktVk2P/qA33b5lXJxckc9zuIx90g0b9v1d3pAfd1FwRvLc32yg0Tu+Hbv01AWrzV65jHZj5jTCqvp8Vk8GrYxqtO8HeTipsxyz0e3MoD9WuYG6ucpr5KySyWTygIAvrkJCLOYpR1Rds7bVkfq6v9/PcJeQkl+kFXSSpQwmwUvOQe+NWAnECvn8lberaRuz7W+A2I6IJ+pXYEz0AYW7vPSnos7J16pUOov+vKLg/WLwUBgDevGYm6JjtSOkiHQnliYjiPgGpHUaMsTtLHUWcWmI1u/VbA+zeVSiklrS/1pCB1tZQan7DGhNVslHWjLCbvRYBXZhkvIOJndoa67E/9fbGckjjA7RR0lGAFD56GXhzHAVWWKrIc2LbvbPsXBOPvjPunZ+ZL2XqsxSjrgbMX1/pOen5qLFbeeVqHKQ8GXLbwWE0TXyqBlXHLyXbkl9f6uRBUj2FOBq6/mwksW2szG2UNP97GKa8ihi+V0HHGnR7SWIxnyHMArvn3eF3rvxllhlaTQaGLrAo+cGSE1LqJrGC+zWzUbOIEeNo2dUYu6zP9zcDlSxV5zhXqa2hSNIDTWpxfO64Lpg/MQU5S+ylL14OnccvzCZUBImbzUM4GUChKiP17vX/fz0tQ4K5VGBuB0nXXaljb0fCs/NMPhLN9Qv3fiJdRy6ui4o8x/8agerPBy1Zz/ka2hBhnw8WH9fF7fx6NhmZHh8l+1NvMB/Q39AVBQKzFKGttazVZlOD15lCPIfX6mbnWUfQFYmbg+pv4xPVL1dKCig0VI2NDxYeKF3l93EHG3MkOZdy2I3g7Oa7XeAtrK1F3q/U6zskEUE74rIY80veydnzbK+mtf2uqRqCal2nGW6x7OOkMrS/lcebCT/GcOkDmOq7scq1/XBBck4fW+QXyWF0erHayfZmYpIwLmphceJRqcjLzeCXbPAfXbBS8nAmvDFd/F468ciRuJrr+Y56WJcBfGPL0vgEgI8HqdW3aM7ItZJQBcjeweNkUXg1q1Mf9XPhxssiCrbusPkde0yFelhlP25qyK1xIm3msygPAc9z5awsNqmZcrPlZOc5YPps/87da6gjwtpW8YLKe3jfLlvN8QsA9n2j5hIIgdJigLQCkxbvsn8VoYGZ7KjNEmZtYygASJzOQFdRscyCWs2nV5sAsZ7PAl/lZ+Rxr/nVXYZFPCLg2WKSALLtaQ39M+V194GPjRq3H3Kxv3sYqyxYrbTVnfcyueOEFbn1bH3eUpCYASG+1hakaCQy8DX29fhxe86/qN5USn7SOq6WI1HMnoF4/c9bXjMQn5XcKgv78LCXfKeGtxXjyHK7n9XvAENFFSFeMJ06cwOWXX46kpCQkJSXh8ssvR2Vlpe57rrzySgiC4PHfqFGjQnma7QaeswXwSz2U7+GXanofVzqcWtkVHY1p/XNw7dguuHFSN+Zxnrajx8LR7H3c4zfl/ObsjB0j89+s9/DGjLortvq4ycAK4rmPW4wGr1ITXuA61gepBEkioaPsYvPwLItjOeEKB5TppCsXjvrHecEGnx57ZXX7uZD0s3yYl/Xtek7fiZeusUmjk3pH5LYze+LP47tiUlGm1zFeMxleAKntWWNte8xrqGdW6YXzNjx48zevaRErK8pqMsiOP9lCF3LGrcbcEcfZWI3VWTgC/v2mgW2s+jP/G7zmZ+VxC6PRpDowrIa3mQAoArfkEwJwbWDdO70PFs3oz8z29PQJWT6P/piLVf3manhZYP5nQ/obCPavjF093xtVJcq8fhusaygFbMkOupGyHlnSElw7pw6uc4Lv/s+vHJ+OV+butTHbtk2yQDToE2h97MU5gzrhmrFdcP1EH9bHvLVIAPOvP4FX/sap/8ly6vlbb37mHWf5fJ4+ocb6mDRuTypCajlmzZqFw4cPY8mSJQCAOXPm4PLLL8fnn3+u+76zzjoLr732mvzYYuk4u09twWL0LLvjlUixsjv4GT2+7yhq7e50NJJizbh7eh/N41LGhYmhDwfwfxOXQ9UEQLv8VsKXhZ33+/2YeHiB3QA2EzyySxgTj6Q32mx3amb8/GloPkoqGzG1fzbzeEdDWZbEkzxhNf7wGDOBBCu42RQcp5wXyOXpmXE+n6cbBXg6SXoN3uI1Oql3RIYWpmJoYSrzmNHgKnurb3awG/Ios8A5ASTAh9+cG+gNru6y9JwkO8OytdxSTA8pBP0gIssWCoKA6yd2w4GKOnRO6xga8zwkW6g1d/jVqJE5Lk04Ud+ieZxX1m7lZIFx52eT/udzdZW58hz8ihelLSRcXD22i+Yxnm5/HMdn0qvCUh9naeC2NYM21M1CAbVUkf58wbq3R3dLw7ge6ThnYK7XsY5Kgs2E0mp+BRFLnoM3/7ZVPoOvR8rzCfXPT/rOE2i11RbOWkzD1kuwfUL9+7ojkhpnwT166+PW6xRjNnptKgKe6xNWYpPH/Kvxm8tSC5z5kbc+Zs7PnPnXn8Awd7NAQzZHigtp+TgXD89HRW0zzupH6+OTgZBZjm3btmHJkiVYtWoVRo4cCQB4+eWXMXr0aOzYsQO9evXSfK/VakV2Ng0gf5HK4nX10HhBPJ7Dx9ndUU5GWpo1hCfSYiaWoQ8HqJujtN1JV6MMFnPfz8zI9V1KIZAxydvpB1zj7ri9WXNhOLpbGkZ3S2Me64jwGmfFc4IVPAeW95uqA7Peuk9+ZvhwOwSrnX79haXZKMBoEOBwsrWjXZ/BCWhQlpnfxFtNqG92sBvicbJN/Q3O+yt9wA3scrK+AU+98LbbQv37Vmvc3XJGT+bzHRVZ61KzOYrvwXT2xqWB+W8Jqx+B1zZLHXFscSB9D3hZ4IDSFpJP6AvKjEdeE0Je9iNPkoU3Jlif4b/MTNuCbFp6opWtQTZW1Y9035qN7ISIRJsZb14z0uv5joyeLYzjrP2UvxGv5Jv12H+fTz+DVj0GpYoXe6tPF9D6mJtEo28LaX3sP9I1Y20mAP5lggeSuMTbOOVn9OrP/7zAb1s3VgVBQJzFhNomu6aPM65HBsb1yGAeI6KPkNVvrly5EklJSXLQFgBGjRqFpKQkrFixQve9y5YtQ2ZmJnr27InrrrsOxxvQTtIAAN+9SURBVI4dC9Vptjv8SutnGjmFEWQ4Q7xyVp7GHuGNNDFp7cBy9UQ5pZZ+TVwcqQRe2R0vu5K1i83LMuM5S8rnO0p34LaSEmtBYVosuqTHMR1I37K8tY9zx5ziOVbDOy+n3k+9UX8bU6iPC4KgyvRmBGY5tlDSMNPStyW8idcpW/enJD2Qx23VfTQbBSiHMavsTmn/eLaYKc/hV0Yu2UJfGJCXBIPg+j8LXhYzt1TTD1vICrzyK2L0529/vp/nX7Dez7ODgMIWkk/oE56NongZt/p2guuTcY6zPqOtUgl8aSL94+rXsKqCpPs2zkoVL74yKD8FRoOAvrnettBkNMjBWJ7GbaxZv6Qb4I8B/zcP9B+rnwsssUlR9RNAQ7x4TsIE4Y10zTQrYvyQSggkMMqzpVaP421bHzOrsLh/Hz+xSXpeK/hNnFyEzHKUlpYiM9Nbxy4zMxOlpaWa75syZQr+9Kc/obCwEPv27cM999yDU089FX/88QesVu+GVk1NTWhqapIfV1dXB+cPOElR7jrySjH52RX+LwzNRgMK02JRXtOErESb7yfegUngTky+Zz/ySjVYwXpeRo8yyMUMRrTVGeIEnn0JRsRZ9K8h4YnRIOCbeePlf6vhNQTw0NDjZWkzj/PKf9vmpPvbrIyZKWdxZ0fqZT0ZNSROumXEu/6fGe91jGAjBXhYds5icjWSaHGIGgt1/d802GNIbQulipe61oqXQMrm2ly2zrlvCW+GFqZi3b2TNZu1SbbQwMgiAzxtA3/j0v/50bOiRf846/P587d+9iXPJ3Tp5kqlmOyFYbfMePyw/ZhsEwl9Engatx4+ob6dCKw81z0mpOoTJXy9UX8Du+rP0y+LB/gbedJ10dJ1JLy5Z3pv/PX0Hppal/FWE5rszRpjkrMB5KcP1tZArVZ2Y22T9nGuBBiveShHTzTGbERukg01TXZkJHScBt1tIV7HJwRU1QcsqQDOuORVnPincdvG9TG3YpbnE+pUvNQ0kU/YTvD7V1y4cCHuu+8+3desXr0aAJi7nKIo6u5+XnzxxfK/+/Xrh2HDhqGwsBBffvklZsyY4fX6RYsWcc+nI2HjOGz+lFAF4iwBwMc3noLGFgdp+PiIZExZkw7gy44bZ2HFzajlSRn4HmTjbRYEsrDlBTMA9+KGNPR8h/VbSCgneK6uEjcAxduF1i8fAvhSCqHQ0OONS+nv1pI46Z+XhO9vmYC8lI7TLb2tSONOryyuqqGFWQ2i/I2MBsGjWzDQ9s0ArzGo0WG4TpYq4mVP+n/f8JuTKTJ6aP71Gb2mHNJYjLWwM/d4v0mbF3Y8qQSTvi319PnaeFyjFDO2ddxrLRxvP7MXLhiSh55ZFLj1Bd4GDD/LW99P92tMcqqwAEZjRk5FC2/+NRldTRSbHU7mceVzgsA+R5Iq8h9BEDi20ISKuuY2S7YBrGC9f4FY9WNpzm9xaMtb+SUVGIhPyMkCFwQBn908FnaHqOt/E254UglxnLUIbxNLOeexm5PxpIwU72fYIV5Grj8Vr4HIdwDua0c+YfvA719x7ty5mDlzpu5rOnfujI0bN+Lo0aNex8rKypCVleXz9+Xk5KCwsBC7du1iHr/zzjtxyy23yI+rq6uRn5/v8+e3N/h6aJwdQ47DF+uDuHpqHDWT84fcZFdgJ0cjQ5kXROM3iuJo2PpTisnTAOJq/Pk/8XjoKvOan1ApSFDgZXnzFob+yHPwMhOtDCmFtmfkej7m65Vp20K9DarulG3rF5ItzE5i28JYixFVDS1MO2MxGmAQAKeI1oYM+vIb3g3v9LPEBMGVWd3U2hAnoOxJTvUDLwio/ExmAxmSSgg60u+gWYbI2TjlBQP4Gbccn4638PNDI5ddAs1fGMZaTajTaCoIuCqxemUnMI8R3iTYTIi3muBwisxAmvLe50kl8DfDOT4f5/0sPVOvjFxOEE7LR2hucNlaPW3lWLPRyz8A3IkQZAeDh3T/s34Pg0GAzWxAY4uTu7EK+JCB62dgV3quxeGbhnwg62Oe38trTgYA6fGUaesP8vo4iZ0AobzmbW3UyJdK0LeVvPUvs98Hp8eMP1JMmlnJVJHarvD7V0xPT0d6ejr3daNHj0ZVVRV+//13jBgxAgDw22+/oaqqCmPGjPH5+yoqKnDo0CHk5OQwj1utVqaEQkfFv+xInhPPMyJkBILBuO7peP7SIRhckMI8zrvm/B1F5cKOMfFwFnZ+ZQQFsmPI+XyrSRGQ0Vg4SrIcJM8RHOL8aMjDW9jxyne5wQiOnXJ9HkcaQfXYaBA8Mnr0vsNsFGA2ancY1gpmEP5zx5QiTOqVicl92Zu7etdcEATEtjZhYP2e6oZzaltoMho8Mna0NpmkwC3L1nEbTfljqzkLQ1YH5XirCbEWI+xOEcmxpK0cDOI5ASDe/NvW5mXc6gQ/Nuvb7hPqXwPyCYOD2WjAW9eOhMPJzszjJljwMvu586vvDXVsJu9NMu9mZarH6k0zjd4HVQ2u5mNsiRLXZ7AC1wCQ3eoLZpNPGDTcZesaGzgWExpbmplzl3L+ZVXE8KqqDAYBFpMBzXZ9n62m0c58v/q5QGyhP1KCZAuDw6ReGXju0iEY1ll/fawlZeRPDxi+hm0A62ve+/05P53KP/VrlZAtbF+EzLL07t0bZ511Fq677jq8+OKLAIA5c+Zg+vTp6NWrl/y6oqIiLFq0COeffz5qa2uxcOFCXHDBBcjJycH+/fsxf/58pKen4/zzzw/VqbYr+NmX+je55yLDf/F1wn8MBgFT+rM3JgD3NbeYDEw9Un9KKbS0PN2fxXfS9b6/rRq3vICMlsN4+5m9MKprGs7ql808TvgHr1TTw4HlORuchjnM8iRO+a/yuC/NzVgOnc3sCtyyMoYAxcJQo6SNdrGDT3q8FdMG6NjC1mut5aDazEbUNtmZTRAlDdraVt1irYxZd8aO1rhrkV+rhpudYdJfOHrYQk4QkDX/mowGvH7VCNgdTlo4BglZykhjzMXwMn78CdYHUqrpUeoZgG4j1yfU//uUryGfMHgMyk/WPBbH+U3aWhLu4dMF0LBW+ZlmowCTUR3IdR8XBFe1hNdnKOZfVkatdFxrzE3slYHHLxqIkV3TmMcJ/+HKurX+7qy5Szn/2kwGr2C/ILgzdgGtJBFe4Fa/7L2tTfs8N+n0G7SRLQwOJqMBU/XWx/L8rCFl5E/FC6d5diBSg/4kPnH7DjGOK2VltMbcnVOLMKFnBk7v43u1OxG9eI/SIPL222+jf//+mDx5MiZPnowBAwbgzTff9HjNjh07UFVVBQAwGo3YtGkTzj33XPTs2ROzZ89Gz549sXLlSiQkUJmVL3hmPwa/OZkvZetEcImVNfa0Fk2cwGwbJw6+k+7PxOX/mAQUTrxGMCIr0YYLh+YxNYYI/7GaDEiKMcNkEJAa6y194teYC6hUs626y0rdKe/ArvK8WWX1ys/lZZlR85Pwwcty5gXb/QlIcBtFBdJB2A9ZGl4QUOsajOiSijHd+VVRhG9kJboqujI1msn40wiKFVj1r/kJZ8wEUBHD1bjlLBwBhS0knzAsKCXLAtF1bGvDHX/kN1hjTtnwTGv+lT5De7NA39abjQbMGJKHTsmkMR8sfLWFehuresf9aeTE29APaC3D8Wv9ybglWxgeeGPOn6Z5/OafbevXEQqfUPm81lolJykGFwzNY1YOEicfIbUsqampeOutt3RfI4qi/O+YmBh88803oTyldg9fb4UTuOU4fAk2k5z1SKL/4UEKDGkvmpTlswHs+HGDZEFcWPLGJGfy1cq4JYKLIAh47arhqGm0I4lRcu2pu8zR2AtgzPkj2B9I+bDyed5mgVaATNLcytHQYyWCj2wLOcF0rQ0eyfFmZWkDwbCFvEYWnPmXm/2oXDjS/BsOTumWjv+7eCCGFqQyj/sjVcTzufilmP6POStv4ckNdujrPgJuG0i2MDzEeUglcOSzOBtAgWQe+mUnNaqobCYD6pod2vNv63dQxUv0cNvkXhjRJU0zAzKWUxEj2R99n0yqaGlbIye27Jrvgd1AqgNTYi2wmQ0wGw20oR8m3D6h1pjj9OPg2CreWoInpeBPYDeQilnA3fuBZNs6BmRZ2hl+ZfwEsKNoNRnx9nWj5H8ToUcOIGk4qG0O1ntkBLF+87YFM5SLRd6Y1Hbi9a8BEXyGaGguAyoHNoCMH24wgtfEiTPmlHpovDGltYiQjms5S6f3zsQLlw3BsM7sgA4RfHjBdHcwnp1ZII0r3phQvlYJr0MwVy+cN/9y7huPjB5aGIYFg0HA+YPzNI9LASSbWSOz34/5mbuw49pC/0s9PeZnjSBbjNmIhhaH5obIvWf3wfQBuZjQM5N5nAguNrMBggCIIpjd6/1qmMPJIuNliWvJELH+rSTGYkRds0N7/uVk0rkrYmgdEi4yWyvbtJB8Qc0kk1Z5Ad78qyWf4bHJFIgt5GxY+KNxq7Uh8va1o2AxsmXtiODDyzb1J4ubu7EawMapX9UJ3OpEfVtJPmHHgH7ldoY/4uu8haGWIdTT3iKCT7cMV2f6rulxzON+Bcl4E0cA4u78rpmcXW4TP6NHLpHWmLiI8MITxOfqKvsTzOAJ/mtsIEl6aFoLR19LMbXGpMlowFn9tLW3iODTPdNlCyWbqIZXPiv91rwxAWjohbax+ZiVl13B2Tjl6akS4cfXMaf1Gn98NubGKjcj1w9brJnd6ArcatnCzAQb6cuHEUEQ0C0jHiWVDcyGrG3eOPUjo5Y5pjjyHIDbL9QM7HICs9QcNPrgSiVwjku2TFs+Q7/fhpVz3ENjnhckC7DiZWihdsIDEXzcPmGA62M/gvlsn5Dzfj9kawLxCZXPk0/YMaDAbTvDn6YBfKFuMgLRQPfMePz890nI0NCVavPEwQuy8RpFtXGXWymurpV9MbxzKjYfqUb/vCTmcSK8KH+zgHSV/cgyY5e86WeJSe+rbrTzM2o1jrsXGTRNRgs3n9oDZw/M1dzE4mVJ8+QxpONaDev8034MwMnnzM+ZCVYUpMYiOdYMC+P8iPDDzfhp48aqZ2C2bVJEgZTFK99HPmH08OENY9DY4kA8owrJH/ksbgCLs9nACpB5VLxwdBl5tlpr/h6YnwyTQaBAWRTBz5LWl0rgHVfaQl4mOD8hgDXuOZtoHKkEIvz0zknET7dPQmai/vrYaBBgNvrf3Nuf47yGtIH4hFZOQ1sAGFaYil1Ha9E3N5F5nGhf0Iq0neGPnil/R5EmpmghPzVW85j0O1pM7PIcXvmQx8QSgG6UP8e1F4auIKDW4vfOqb3xtzN6ajp0RPiJt5lwvK6ZuXDkjjm/tES9369cGLKCGYAyu1J7zKnPVYlU1kdZ3tGD0SBoZtsC/N+cJ48hBwtMGhk/3LI3PzLVONkfrPnZbDTg+1smgKowo4cEq6S1qT/mAPYmkz+BVfZmQds6qfujMU8+YfSQFGNGUoy3/jzA39i0cTbTuZIwnOOAouJFqyKGM//yMm5HdU3D5vvOJJ8wipD6nsRzytYD7jvgz8YqpxGjjSMRoleRqvX9RGQoSOOvj3lNiIFA1yrBWz+zxpzBIMBmNqCxxamZRLLg7D64Y0oR2cIOAgVu2xncpj8cI5ISa4FBABJsZupAeJLAW1T516mVF4wIoJM6Z+EKuCbX6kY7U29N77OJyHHb5F7YXlqNHpnegTSpa7TDKfqwS83eZZY0/DSdfFkKQes4ZxEgBfk0xmRavAUAkJ5gYR4nog9fbaHemHId15JSMHi91vO477YwkOxLAJRpG2UM65yKPw3Nw4ReGczjXI3ZYG5yBaA3yhuzgMsW7joGpMezs5qI6MJgcOsSszYe29qw1tyq4elwirpBuOpGu7bPx7HFyoCLFuQTRheXjixEbZMD5w3uxDzu/k315TFY2bSAe1y6/EPWxqpyE4uX/ej/xmlqbKtPGG9lfj8RffBkBJRrTraUH2/jtG3ra580bM1GV+BW47ggCGQLOxAUuG1ncNP6OWV7KXEWPHfpUM2dfCL6kB1gjcwGj4mJq+vk/y60PzuSvJ10PSediC5mjSzQPCY1tKltsjN/U7PRALNRQItDZI5bQRBgNRl0nRUp2M8LsvHL5tnvP39wJzhFEZP7kHbjyQLfFvoWzOeVjJsMAkyMjU2/gnAMWyu932wUaOP0JMFiMuBffxqoeVzyuXwp1eQtDNuq0cd6v9GHRo73n9sPfxw4gRHUiPGkIaZVl1gr8GoyCLA7RaadshgNMAiAU2fjVJrfeYFXrYoYnhQC+YQnH/06JeHpSwZrHudKFVn0529uRi4nI9bKsYUeeqaM92cm2vDsrCGasnVE9OHeINLfLADYSRx8jXp9n8+vTTKdTa4TaNFNbCI6DhS4bWf4urujtYgAQE0mTjL65CaiT04ixvVMZx73Z0fQyin14Jdi8jqtsyceaaMgKYayG9sLMZbWhZ1W4NRkRItDO8va1rrLzC1r5x7Xd9i0FgFxVhOuGN2ZeYyITk7vk4VlO8twam92d3tpLGiX9/o2pvQkXwCdrthmo+5xsoPtj1jFmOE13AlMQ8+fhaX2wlAvcNszKwE9sxKYx4jo5PzBnfD7vuPolc3+3Ww6G6tSBld9Mzvw63q/AbVNetULbbOliZItjKUkkvYCt3mZybfjvDGllZHruf7VDrJp2WoAmDaAGtKeTPTPS0JRdgLO6JPFPM5v7ul7xQpfD5wn78H2SxNjzDhS1Uh+IQGAArftDskIWIxsvVObDxMTcXIRazHhq7+O0zzuoWfGmBiUgbO2avhoafTwMnrmT+2NlXsrMKILZfS0F3jd1m0WI2r0MnbMRlSiRbtsjiOF4GtglxrutB/G9cjA8tsnaR7n/ebS86wNKuX7ece1g3T6xwvSYnH3tN4oTGM3XyNOPiTddl5modZr/JqfA6x4sZkNqGogW9ieuGd6H93jeoFbwDVWXIFb9vxrlYNonIqXAAO3fxqWh9omOy4Zrl3ZQ5xccG2hRX9jldu3wNS2MUc+YfsjwWbGknnjNY/707yMN7+y/EKehrxSFk5r3N17dh+s2X8Cg/OTNf8OouNAgdt2hqwBpDHxZbaWeGRpdGAk2h/K8ltWea+VkxHrT8ZPoBk9I7umYWTXNI2/gDgZmT26M5btLMMgDWfDnf3ICbxympvoZQTpHc9JsgEAshJtzONE+4MnpWDlZeRyjkuOe1vKf68d11XzGHHyUZSTgNN7Z2JIYQrzOG/js83zs0fFDHvcZifacLS6iWxhB8IdJAvN/Ou2hVoVL/pSRpkJNvzjrCLmMeLkZPqAHKw7eAJnD8xlHudtxkv2S6sxGG/+5c3f2YnkE3Y03D6hhm4yZ/7kzb9WzsaqIAiwmVyyNlrjfky3dIzpxq6oJToeFLhtZ/AWhrnJMVh87UhkJdHE1FFIj7fCILgcYRb8Ug/9wKznxKRdll7V0KJZNk+0P64e2wVXj+2ieZzXnMRq8m1hqBWM4NnCS0cWolNyDMb1ZDcVItof0oIsQ2Pjsq1Z3MpFAPM4J2OIaH+YjQb8Z/ZwzePKwBWvUzpLyoi3MFTqmWqN66cuGYz9FfXozmg0SbRPshJsOHS8QVOv08oJrPICu9zmY5zjRPtjQF4y/nf9GM3j3IoXH6USAh1zBWmxeOuakeiUEqN5jkT7IkNOZtNYH7dRiojXnBTQ1yMnCDUUuG1n8CYuABjTnXZuOhIZCVb89+qRSItn6+Nwm5twOrEqSz20xt2lIwuwcm8F+uYm+nv6RDsl3uqafhKs7GmI1zyMlz3J1bi1GDGlP+mVdSQuGpaP1DgLxvdgB+t9LcXkZuRqBDv6d0rCqK6pGE+bBUQrkh2MsxhhYMpb+d5cVHtc6jeSKkyLI3mODsZjFw3EjtIaTZ+M19SHN7/yMnKn9s/BukOVOLMvW3uS6Hj47hPqB2a1MnJ9WR+P7UHr445EbnIM/nv1CGRrJLPxm3/ypIqUUgnscXnZyAKsO1SpqUdOEEoocNvO6JOTiKxEKyb1ooUh4UbPGYm3miAIrswctsae/o6jIAiINRtR16xd6nHzaT1w82k9Ajhzor3ytzN64vutRzG6G1sig5cdYeNkBI3tkY6vNpVgFElwEK3EWIyaZZqAsjkYuyFODEe3mavrbDbi3TmjfT5fov2TmxyDv53eEznJGgtHrsYeX6poUlEmNhdXoUs6BWcJF7xgPdcWcvRAJT1TreMju6bhs7ljfT5fov1z3uBOOHC8HleMLmQej/FRykhrzPXrlISMBFofE57obaQn2lx2LNZi1G1op/63hNlogNkooMUhas7Pt0zu5e8pEx0YCty2M1LiLFh152nUeIzwmaQYMx6ZMQAxFiO7oZ3JiKQYM5rsDiTGsE3GnPHdsKesFp0pa4fwkXE9MjBOI/MRAHrnJGLVvgr01NiFlhadBamxzOPTB+RiWv8csoWEz0wbkIOSygacM4gd3JXK6TI1yuqGd3Zl006nztOEH/z1dO1NzaQYM3KSbDAbDYjVWBjmJtlQ3WhHahy7qubpSwZDFEWyhYTP/OOsIizbUYZTNCr0ZFuoIcF14dA8lFY1YrJGN3eCUJOVaMND5/fXPF6Uk+jxfzWFaS5fUMsnzEiw4vf5tD4mfCct3oqHzu+PlFj2Blac1YR4qwmiKCLOyg7M/nl8NxypbECnZJLgINqOIIqiGOmTCCbV1dVISkpCVVUVEhOpLJsggsHm4io0O5wYUsBusEIQwcbpFHG8vhnp8WwNvia7AztLa9E3N5FZYkwQwcbhFPHDtqMYVJCsGbAgiGBT22SHQXBnMao5Wt2IphYnCtLYAQuCCDYVtU1Yc+AETivKZDa9JYhQUFbThPR4CzP4KooitpZUo3NaHOI05BYIIthsPFwJUQQGajRiJgge/sQuKXBLEARBEARBEARBEARBEAQRBvyJXdI2KUEQBEEQBEEQBEEQBEEQRJRBgVuCIAiCIAiCIAiCIAiCIIgoo92JwEjKD9XV1RE+E4IgCIIgCIIgCIIgCIIgCDdSzNIX9dp2F7itqakBAOTn50f4TAiCIAiCIAiCIAiCIAiCILypqalBUlKS7mvaXXMyp9OJI0eOICEhgdl1sj1SXV2N/Px8HDp0iBqyEQQDukcIgg/dJwTBh+4TgtCH7hGC4EP3CUHwae/3iSiKqKmpQW5uLgwGfRXbdpdxazAYkJeXF+nTiAiJiYntckATRLCge4Qg+NB9QhB86D4hCH3oHiEIPnSfEASf9nyf8DJtJag5GUEQBEEQBEEQBEEQBEEQRJRBgVuCIAiCIAiCIAiCIAiCIIgogwK37QCr1YoFCxbAarVG+lQIIiqhe4Qg+NB9QhB86D4hCH3oHiEIPnSfEAQfuk/ctLvmZARBEARBEARBEARBEARBECc7lHFLEARBEARBEARBEARBEAQRZVDgliAIgiAIgiAIgiAIgiAIIsqgwC1BEARBEARBEARBEARBEESUQYFbgiAIgiAIgiAIgiAIgiCIKIMCtyc5zz33HLp06QKbzYahQ4fi559/jvQpEUTEWLhwIQRB8PgvOztbPi6KIhYuXIjc3FzExMRg4sSJ2LJlSwTPmCBCy08//YSzzz4bubm5EAQBn3zyicdxX+6JpqYm3HzzzUhPT0dcXBzOOeccHD58OIx/BUGEFt59cuWVV3rNLaNGjfJ4Dd0nRHtm0aJFGD58OBISEpCZmYnzzjsPO3bs8HgNzSdER8eX+4TmE6Ij8/zzz2PAgAFITExEYmIiRo8eja+//lo+TvOINhS4PYl57733MG/ePNx1111Yt24dxo0bhylTpuDgwYORPjWCiBh9+/ZFSUmJ/N+mTZvkY48++igef/xxPPPMM1i9ejWys7NxxhlnoKamJoJnTBCho66uDgMHDsQzzzzDPO7LPTFv3jx8/PHHePfdd/HLL7+gtrYW06dPh8PhCNefQRAhhXefAMBZZ53lMbd89dVXHsfpPiHaM8uXL8dNN92EVatW4bvvvoPdbsfkyZNRV1cnv4bmE6Kj48t9AtB8QnRc8vLy8PDDD2PNmjVYs2YNTj31VJx77rlycJbmER1E4qRlxIgR4vXXX+/xXFFRkXjHHXdE6IwIIrIsWLBAHDhwIPOY0+kUs7OzxYcfflh+rrGxUUxKShJfeOGFMJ0hQUQOAOLHH38sP/blnqisrBTNZrP47rvvyq8pLi4WDQaDuGTJkrCdO0GEC/V9IoqiOHv2bPHcc8/VfA/dJ0RH49ixYyIAcfny5aIo0nxCECzU94ko0nxCEGpSUlLE//znPzSPcKCM25OU5uZm/PHHH5g8ebLH85MnT8aKFSsidFYEEXl27dqF3NxcdOnSBTNnzsTevXsBAPv27UNpaanHPWO1WjFhwgS6Z4gOiS/3xB9//IGWlhaP1+Tm5qJfv3503xAdimXLliEzMxM9e/bEddddh2PHjsnH6D4hOhpVVVUAgNTUVAA0nxAEC/V9IkHzCUEADocD7777Lurq6jB69GiaRzhQ4PYkpby8HA6HA1lZWR7PZ2VlobS0NEJnRRCRZeTIkfjvf/+Lb775Bi+//DJKS0sxZswYVFRUyPcF3TME4cKXe6K0tBQWiwUpKSmaryGI9s6UKVPw9ttvY+nSpXjsscewevVqnHrqqWhqagJA9wnRsRBFEbfccgvGjh2Lfv36AaD5hCDUsO4TgOYTgti0aRPi4+NhtVpx/fXX4+OPP0afPn1oHuFgivQJEG1DEASPx6Ioej1HEB2FKVOmyP/u378/Ro8ejW7duuGNN96Qhf/pniEITwK5J+i+IToSF198sfzvfv36YdiwYSgsLMSXX36JGTNmaL6P7hOiPTJ37lxs3LgRv/zyi9cxmk8IwoXWfULzCdHR6dWrF9avX4/Kykp8+OGHmD17NpYvXy4fp3mEDWXcnqSkp6fDaDR67SwcO3bMa5eCIDoqcXFx6N+/P3bt2oXs7GwAoHuGIFrx5Z7Izs5Gc3MzTpw4ofkaguho5OTkoLCwELt27QJA9wnRcbj55pvx2Wef4ccff0ReXp78PM0nBOFG6z5hQfMJ0dGwWCzo3r07hg0bhkWLFmHgwIF48sknaR7hQIHbkxSLxYKhQ4fiu+++83j+u+++w5gxYyJ0VgQRXTQ1NWHbtm3IyclBly5dkJ2d7XHPNDc3Y/ny5XTPEB0SX+6JoUOHwmw2e7ympKQEmzdvpvuG6LBUVFTg0KFDyMnJAUD3CdH+EUURc+fOxUcffYSlS5eiS5cuHsdpPiEI/n3CguYToqMjiiKamppoHuFAUgknMbfccgsuv/xyDBs2DKNHj8ZLL72EgwcP4vrrr4/0qRFERLjttttw9tlno6CgAMeOHcODDz6I6upqzJ49G4IgYN68eXjooYfQo0cP9OjRAw899BBiY2Mxa9asSJ86QYSE2tpa7N69W368b98+rF+/HqmpqSgoKODeE0lJSbjmmmtw6623Ii0tDampqbjtttvQv39/nH766ZH6swgiqOjdJ6mpqVi4cCEuuOAC5OTkYP/+/Zg/fz7S09Nx/vnnA6D7hGj/3HTTTVi8eDE+/fRTJCQkyBlRSUlJiImJ8cnHovuEaO/w7pPa2lqaT4gOzfz58zFlyhTk5+ejpqYG7777LpYtW4YlS5bQPMJDJE5qnn32WbGwsFC0WCzikCFDxOXLl0f6lAgiYlx88cViTk6OaDabxdzcXHHGjBnili1b5ONOp1NcsGCBmJ2dLVqtVnH8+PHipk2bInjGBBFafvzxRxGA13+zZ88WRdG3e6KhoUGcO3eumJqaKsbExIjTp08XDx48GIG/hiBCg959Ul9fL06ePFnMyMgQzWazWFBQIM6ePdvrHqD7hGjPsO4PAOJrr70mv4bmE6Kjw7tPaD4hOjpXX321HLvKyMgQTzvtNPHbb7+Vj9M8oo0giqIYzkAxQRAEQRAEQRAEQRAEQRAEoQ9p3BIEQRAEQRAEQRAEQRAEQUQZFLglCIIgCIIgCIIgCIIgCIKIMihwSxAEQRAEQRAEQRAEQRAEEWVQ4JYgCIIgCIIgCIIgCIIgCCLKoMAtQRAEQRAEQRAEQRAEQRBElEGBW4IgCIIgCIIgCIIgCIIgiCiDArcEQRAEQRAEQRAEQRAEQRBRBgVuCYIgCIIgCIIgCIIgCIIgogwK3BIEQRAEQRAEQRAEQRAEQUQZFLglCIIgCIIgCIIgCIIgCIKIMihwSxAEQRAEQRAEQRAEQRAEEWVQ4JYgCIIgCIIgCIIgCIIgCCLKoMAtQRAEQRAEQRAEQRAEQRBElEGBW4IgCIIgCIIgCIIgCIIgiCiDArcEQRAEQRAEQRAEQRAEQRBRBgVuCYIgCIIgCIIgCIIgCIIgogwK3BIEQRAEQRAEQRAEQRAEQUQZFLglCIIgCAKvv/46BEFg/nfbbbdh//79EAQBr7/+etC+87nnnvPr8+666y4MHjwYqampsNls6Nq1K+bMmYMDBw54vbalpQX33XcfOnfuDKvViqKiIjz99NPMz927dy9mzJiB5ORkxMfH44wzzsDatWsD/bNOCjp37owrr7wy0qfR7rj77rtRUFAAk8mE5ORkzdd99dVXWLhwIfOYIAiYO3duaE5QwfHjxzFz5kxkZmZCEAScd9558vdrnVsgLF68GE888YTPr3/qqacwatQopKenw2q1oqCgADNnzsSWLVu8XltSUoIrr7wSmZmZsNlsGDBgAF555RWfvkeyeWvWrPH53Nobwf6tCYIgCIIIPqZInwBBEARBENHDa6+9hqKiIo/ncnNzkZWVhZUrV6Jbt25B+67nnnsO6enpPgcQKysrcckll6B3795ISEjA1q1b8eCDD+Kzzz7Dli1bkJaWJr/2xhtvxJtvvokHHngAw4cPxzfffIO//vWvqKmpwfz58+XXlZWVYdy4cUhJScGrr74Km82GRYsWYeLEiVi9ejV69eoVtL+XaN98+umn+Oc//4m77roLU6ZMgdVq1XztV199hWeffTaiQbMHHngAH3/8MV599VV069YNqampAICVK1ciLy8vaN+zePFibN68GfPmzfPp9RUVFZgyZQoGDhyIlJQU7N27Fw8//DBGjhyJP/74Q74nq6qqMHbsWDQ3N+PRRx9FTk4O3nnnHVx77bWoqqrCLbfcErS/ob0S7N+aIAiCIIjgQ4FbgiAIgiBk+vXrh2HDhjGPjRo1ivv++vp6xMbGBvu0AADPPvusx+OJEyeiS5cumDp1Kj799FNcffXVAIAtW7bglVdewT//+U/cfvvt8msrKirw4IMP4vrrr5eDVP/6179QVlaGFStWoLCwEAAwduxYdOvWDffeey/ee++9kPwtRPtj8+bNAIC//OUvyMzMjPDZ8Nm8eTO6deuGSy+91ON5X+7zhoYG2Gw2CIIQ9PO67777PB5PmDABo0aNQp8+ffD222/j/vvvBwA8//zz2Lt3L9asWYOhQ4cCAM4880yUlJTg3nvvxdVXX62b9RwuQmkT24ovvzVBEARBEJGFpBIIgiAIguDCkkpYuHAhBEHA2rVrceGFFyIlJUXOyN27dy9mzpyJ3NxcWK1WZGVl4bTTTsP69esBuEr1t2zZguXLl8uSDJ07d/b7vDIyMgAAJpN7L/qTTz6BKIq46qqrPF571VVXoaGhAUuWLJGf+/jjj3HqqafKQVsASExMxIwZM/D555/Dbrfrfv/SpUsxceJEpKWlISYmBgUFBbjgggtQX18vv+a+++7DyJEjkZqaisTERAwZMgSvvPIKRFH0+KzOnTtj+vTp+OKLLzB48GDExMSgd+/e+OKLLwC4Srt79+6NuLg4jBgxwqvE+8orr0R8fDy2bNmC0047DXFxccjIyMDcuXM9zkeL6upq3HbbbejSpQssFgs6deqEefPmoa6uzuN1//vf/zBy5EgkJSUhNjYWXbt2lYPm/sIbJ4B2Obda7kEqfV+6dCmuu+46pKWlITExEVdccQXq6upQWlqKiy66CMnJycjJycFtt92GlpYW7jk6nU48+uijKCoqgtVqRWZmJq644gocPnzY41zuvvtuAEBWVpZuCfqVV14pb0IoJUn279/v8bo333wTvXv3RmxsLAYOHCiPAyW7du3CrFmzkJmZCavVit69e3ttcKiR7uXvv/8e27Ztk79/2bJl8jkpz126rt9++y2uvvpqZGRkIDY2Fk1NTSgrK8OcOXOQn58Pq9WKjIwMnHLKKfj+++8BuDZMvvzySxw4cMDjb/UX1n3+66+/IisrSw7aSkyfPh11dXUe97keNTU1uOGGG5Ceno60tDTMmDEDR44c8XjNe++9h8mTJyMnJ0e+L++44w6ve0O6Bzdt2oTJkycjISEBp512GgC3BMZrr72GXr16ISYmBsOGDcOqVasgiiL+9a9/oUuXLoiPj8epp56K3bt3e53rq6++ioEDB8JmsyE1NRXnn38+tm3bxjyH3bt3Y+rUqYiPj0d+fj5uvfVWNDU1ebyWNU6Li4vl39RisSA3NxcXXnghjh49CsB1Pzz44IPy35CcnIwBAwbgySef9Ol6EwRBEAThH5RxSxAEQRCEjMPh8ApWKoMlLGbMmIGZM2fi+uuvlwMZU6dOhcPhwKOPPoqCggKUl5djxYoVqKysBOAKmF544YVISkrCc889BwC6peVK7HY7WlpasH37dsybNw89e/bEjBkz5OObN29GRkYGsrOzPd43YMAA+Tjgyhrcs2cPzj//fK/vGDBgABoaGrB371707NmTeR779+/HtGnTMG7cOLz66qtITk5GcXExlixZgubmZjnLbv/+/fjzn/+MgoICAMCqVatw8803o7i4GPfee6/HZ27YsAF33nkn7rrrLiQlJeG+++7DjBkzcOedd+KHH37AQw89BEEQ8I9//APTp0/Hvn37EBMTI7+/paUFU6dOxZ///GfccccdWLFiBR588EEcOHAAn3/+ueY1ra+vx4QJE3D48GHMnz8fAwYMwJYtW3Dvvfdi06ZN+P777yEIAlauXImLL74YF198MRYuXAibzYYDBw5g6dKlmp+tB2+cBMK1116LGTNm4N1338W6deswf/582O127NixAzNmzMCcOXPw/fff45FHHkFubi63pP6GG27ASy+9hLlz52L69OnYv38/7rnnHixbtgxr165Feno6Pv74Yzz77LN45ZVXsGTJEiQlJWmWoN9zzz2oq6vDBx98gJUrV8rP5+TkyP/+8ssvsXr1atx///2Ij4/Ho48+ivPPPx87duxA165dAQBbt27FmDFjUFBQgMceewzZ2dn45ptv8Je//AXl5eVYsGAB8/tzcnKwcuVK3HjjjaiqqsLbb78NAOjTp4/udbj66qsxbdo0vPnmm6irq4PZbMbll1+OtWvX4p///Cd69uyJyspKrF27FhUVFQBccihz5szBnj178PHHH+t+vhrJFu3btw933HEHMjMzPTZjmpubmTZDem7jxo2YOXMm93uuvfZaTJs2DYsXL8ahQ4dw++2347LLLvMY07t27cLUqVMxb948xMXFYfv27XjkkUfw+++/e4395uZmnHPOOfI9qLSnX3zxBdatW4eHH35Yvo+nTZuG2bNnY+/evXjmmWdkmYcLLrgA69evlwPdixYtwvz583HJJZdg0aJFqKiowMKFCzF69GisXr0aPXr0kL+npaUF55xzDq655hrceuut+Omnn/DAAw8gKSnJy+YoKS4uxvDhw9HS0iLbgYqKCnzzzTc4ceIEsrKy8Oijj2LhwoW4++67MX78eNkWt+WeJQiCIAhCB5EgCIIgiA7Pa6+9JgJg/tfS0iLu27dPBCC+9tpr8nsWLFggAhDvvfdej88qLy8XAYhPPPGE7nf27dtXnDBhgl/nWVJS4nFuI0eOFIuLiz1ec8YZZ4i9evVivt9isYhz5swRRVEUi4uLRQDiokWLvF63ePFiEYC4YsUKzXP54IMPRADi+vXrfT5/h8MhtrS0iPfff7+YlpYmOp1O+VhhYaEYExMjHj58WH5u/fr1IgAxJydHrKurk5//5JNPRADiZ599Jj83e/ZsEYD45JNPenznP//5TxGA+Msvv3h81+zZs+XHixYtEg0Gg7h69Wrm3/jVV1+JoiiK//73v0UAYmVlpc9/sxa+jhMA4oIFC7yeV/8N0hi++eabPV533nnniQDExx9/3OP5QYMGiUOGDNH97m3btokAxBtvvNHj+d9++00EIM6fP19+TrofysrKdD9TFEXxpptuErXccABiVlaWWF1dLT9XWloqGgwGj7F65plninl5eWJVVZXH++fOnSvabDbx+PHjuucwYcIEsW/fvszvV15v6bpeccUVXq+Nj48X582bp/s906ZNEwsLC3Vfw8Jqtcr3ec+ePcWtW7d6HJ83b55oMBjEAwcOeDx/+eWXiwDk+1wL6e9S/7aPPvqoCEAsKSlhvs/pdIotLS3i8uXLRQDihg0b5GPSPfjqq696vQ+AmJ2dLdbW1srPSffxoEGDPGzBE088IQIQN27cKIqiKJ44cUKMiYkRp06d6vGZBw8eFK1Wqzhr1iyvc3j//fc9Xjt16lQvu6j+ra+++mrRbDZ7XWsl06dPFwcNGqR5nCAIgiCI4EJSCQRBEARByPz3v//F6tWrPf7jZdxecMEFHo9TU1PRrVs3/Otf/8Ljjz+OdevWwel0BuX80tPTsXr1avzyyy94+eWXcfz4cUyaNAklJSUer9Mrx1Yf8+e1SgYNGgSLxYI5c+bgjTfewN69e5mvW7p0KU4//XQkJSXBaDTCbDbj3nvvRUVFBY4dO+b1mZ06dZIf9+7dG4Cr5Fypkyk9f+DAAa/vU2uWzpo1CwDw448/av4tX3zxBfr164dBgwbBbrfL/5155pkeZfTDhw8HAFx00UV4//33UVxcrPmZPEI1TqZPn+7xWLpW06ZN83qedf2USNdM3UBvxIgR6N27N3744Yc2ni2bSZMmISEhQX6clZWFzMxM+XwbGxvxww8/4Pzzz0dsbKzHbzZ16lQ0NjZi1apVQT0n9X0OuK7D66+/jgcffBCrVq3ySXrCV1asWIGVK1firbfeQkJCAiZNmoQtW7bIx+fMmQOz2YxLL70UW7ZsQUVFBZ599llZl9pg8G2Zc84553g8ljLzlWNj7969mDVrFrKzs+V7eMKECQDgJVUAsK8V4Ppd4+Li5MfS2JwyZYqHrVHf3ytXrkRDQ4PXOMzPz8epp57qNQ4FQcDZZ5/t9XfxxvvXX3+NSZMmyd/PYsSIEdiwYQNuvPFGfPPNN6iurtb9TIIgCIIg2gYFbgmCIAiCkOnduzeGDRvm8R8PZYk34Aoa/PDDDzjzzDPx6KOPYsiQIcjIyMBf/vIX1NTUtOn8TCYThg0bhlNOOQXXXnstli5dKnedl0hLS5NLtZXU1dWhublZbkyWkpICQRCYrz1+/DgAyK9l0a1bN3z//ffIzMzETTfdhG7duqFbt24eWo+///47Jk+eDAB4+eWX8euvv2L16tW46667ALjkGpSov89iseg+39jY6PG8yWRCWlqax3OSZATr75Q4evQoNm7cCLPZ7PFfQkICRFFEeXk5AGD8+PH45JNPYLfbccUVVyAvLw/9+vXDO++8o/nZWoRqnPhzDdXXT410zdRjHAByc3N1r2lbUP+GgEsCQBovFRUVsNvtePrpp71+s6lTpwKA/JsFC9Y1eO+99zB79mz85z//wejRo5GamoorrrgCpaWlbf6+IUOGYNSoUbj00kvx448/QhRFzJ8/Xz7eu3dvfPzxxzhw4AD69euH9PR0PPLII3jssccAwGMDRA/1tZakFqRrXVtbi3HjxuG3337Dgw8+iGXLlmH16tX46KOPPF4nERsbi8TEROZ3BXp/+zsOY2NjYbPZvP4u3ngvKyvTlPiQuPPOO/Hvf/8bq1atwpQpU5CWlobTTjvNS3ObIAiCIIjgQBq3BEEQBEG0CVZWamFhIV555RUAwM6dO/H+++9j4cKFaG5uxgsvvBC0787Ly0Nubi527twpP9e/f3+8++67KC0t9dC53bRpEwCgX79+AICYmBh0795dfl7Jpk2bEBMTI+uJajFu3DiMGzcODocDa9aswdNPP4158+YhKysLM2fOxLvvvguz2YwvvvjCI5DyySeftOXP1sRut6OiosIjGCUF0VjBQIn09HTExMTg1Vdf1Twuce655+Lcc89FU1MTVq1ahUWLFmHWrFno3LkzRo8e7df5+jJOrFarV1MlQD8QHSyka1ZSUuIV0Dpy5IjHdQknKSkpMBqNuPzyy3HTTTcxX9OlS5egfifrPk9PT8cTTzyBJ554AgcPHsRnn32GO+64A8eOHfO5OZgvJCQkoKioyOM+B1yZqgcOHMDu3btht9vRs2dPvP/++wBcmwzBYOnSpThy5AiWLVsmZ9kC0NR0DaT5Gg/lOFQTzHGYkZHh0XSPhclkwi233IJbbrkFlZWV+P777zF//nyceeaZOHTokEdlAEEQBEEQbYcybgmCIAiCCCk9e/bE3Xffjf79+2Pt2rXy88oMwkDZvXs3Dh8+jO7du8vPnXvuuRAEAW+88YbHa19//XXExMTgrLPOkp87//zzsXTpUhw6dEh+rqamBh999BHOOeccrkyEhNFoxMiRI/Hss88CgPx3CoIAk8kEo9Eov7ahoQFvvvmm/3+sj0jNpiQWL14MwCW3oMX06dOxZ88epKWleWVcDxs2DJ07d/Z6j9VqxYQJE/DII48AANatW9em89YaJ507d8bGjRs9Xrt06VLU1ta26ft84dRTTwUAvPXWWx7Pr169Gtu2bcNpp50W0Oeqszr9JTY2FpMmTcK6deswYMAA5m+mF6gPBQUFBZg7dy7OOOOMoN/n5eXl2LRpk8d9LiEIAnr06IHevXvD4XDgySefxKBBg4IWuJUCsepGaC+++GJQPt8XRo8ejZiYGK9xePjwYSxdujTgcahmypQp+PHHH7Fjxw6fXp+cnIwLL7wQN910E44fP479+/cH5TwIgiAIgnBDGbcEQRAEQQSVjRs3Yu7cufjTn/6EHj16wGKxYOnSpdi4cSPuuOMO+XVSZux7772Hrl27wmazoX///pqf+be//Q0XXnghunbtCoPBgE2bNuH//u//kJaWhttuu01+bd++fXHNNddgwYIFMBqNGD58OL799lu89NJLePDBBz3Kkm+77Ta8+eabmDZtGu6//35YrVY8/PDDaGxsxMKFC3X/zhdeeAFLly7FtGnTUFBQgMbGRjlj9fTTTwfg0lV9/PHHMWvWLMyZMwcVFRX497//7RUEChYWiwWPPfYYamtrMXz4cKxYsQIPPvggpkyZgrFjx2q+b968efjwww8xfvx4/O1vf8OAAQPgdDpx8OBBfPvtt7j11lsxcuRI3HvvvTh8+DBOO+005OXlobKyEk8++aSH5ifgChIvX74coihqfqev4+Tyyy/HPffcg3vvvRcTJkzA1q1b8cwzzyApKSk4F02HXr16Yc6cOXj66adhMBgwZcoU7N+/H/fccw/y8/Pxt7/9LaDPlcb5I488gilTpsBoNGLAgAFyibwvPPnkkxg7dizGjRuHG264AZ07d0ZNTQ12796Nzz//HEuXLg3o3HylqqoKkyZNwqxZs1BUVISEhASsXr0aS5YswYwZM+TX9e/fHx999BGef/55DB06FAaDQVOCpaqqCmeccQZmzZqFHj16ICYmBjt37sSTTz6JpqYmLFiwwOP1N998MyZOnIi0tDTs3bsXTz31FA4fPozly5cH7e8cM2YMUlJScP3112PBggUwm814++23sWHDhqB9B4/k5GTcc889mD9/Pq644gpccsklqKiowH333QebzeZ1XQLl/vvvx9dff43x48dj/vz56N+/PyorK7FkyRLccsstKCoqwtlnn41+/fph2LBhyMjIwIEDB/DEE0+gsLAQPXr0CMp5EARBEAThhgK3BEEQBEEElezsbHTr1g3PPfccDh06BEEQ0LVrVzz22GO4+eab5dfdd999KCkpwXXXXYeamhoUFhZqZmxlZWUhNzcXjz32GEpKSmC325GXl4fp06dj/vz5yM/P93j9c889h06dOuHpp59GaWkpOnfujCeffNLj+wFXafDPP/+M2267DbNnz4bdbsfo0aOxbNkyFBUV6f6dgwYNwrfffosFCxagtLQU8fHx6NevHz777DNZ1/bUU0/Fq6++ikceeQRnn302OnXqhOuuuw6ZmZm45pprAri6+kiyDH/5y1/w4IMPIiYmBtdddx3+9a9/6b4vLi4OP//8Mx5++GG89NJL2LdvH2JiYlBQUIDTTz9dzrgdOXIk1qxZg3/84x8oKytDcnIyhg0bhqVLl6Jv377y59XW1nrIVLDwdZzcfvvtqK6uxuuvv45///vfGDFiBN5//32ce+65gV8oP3j++efRrVs3vPLKK3j22WeRlJSEs846C4sWLQo4q3XWrFn49ddf8dxzz+H++++HKIrYt28fM7NZiz59+mDt2rV44IEHcPfdd+PYsWNITk5Gjx49ZJ3bUGKz2TBy5Ei8+eab2L9/P1paWlBQUIB//OMf+Pvf/y6/7q9//Su2bNmC+fPno6qqCqIoagb0bTYbBg4ciJdeegmHDh1CY2MjsrOzMXHiRHz44Yfo06ePx+sPHTqEm2++GeXl5UhLS8NZZ52FTz/9FIWFhUH7O9PS0vDll1/i1ltvxWWXXYa4uDice+65eO+99zBkyJCgfQ+PO++8E5mZmXjqqafw3nvvISYmBhMnTsRDDz0UtIBpp06d8Pvvv2PBggV4+OGHUVFRgYyMDIwdO1be8Jo0aRI+/PBD/Oc//0F1dTWys7Nxxhln4J577oHZbA7KeRAEQRAE4UYQ9VIhCIIgCIIgiJOCK6+8Eh988EFYJAT0qKmpQWpqKp544glN/VWCIAiCIAiCIPiQxi1BEARBEAQRNH766Sc5s5ggCIIgCIIgiMChwC1BEARBEAQRNKZNm4b9+/f7pddKEARBEARBEIQ3JJVAEARBEARBEARBEARBEAQRZVDGLUEQBEEQBEEQBEEQBEEQRJRBgVuCIAiCIAiCIAiCIAiCIIgogwK3BEEQBEEQBEEQBEEQBEEQUYYp0icQbJxOJ44cOYKEhAQIghDp0yEIgiAIgiAIgiAIgiAIggAAiKKImpoa5ObmwmDQz6ltd4HbI0eOID8/P9KnQRAEQRAEQRAEQRAEQRAEweTQoUPIy8vTfU27C9wmJCQAcP3xiYmJET4bgiAIgiAIgiAIgiAIgiAIF9XV1cjPz5djmHq0u8CtJI+QmJhIgVuCIAiCIAiCIAiCIAiCIKIOXyReqTkZQRAEQRAEQRAEQRAEQRBElEGBWyLkHKyox8bDlZE+DYIgiIiyam8FymqaIn0aBEEQEaOuyY6fd5WhxeGM9KkQBEFEjP3lddhcXBXp0yAI4iSBArdESBFFETNfWolznvkVi387GOnTIQiCiAh/HDiOmS+twrSnfsbestpInw5BEERE+Nc3O3D5K7/jxrfXotlOwVuCIDoeDqeIP724Emc/8ws++ONwpE+HIIiTAArcEiFlf0U9jlQ1AgDmf7wJ762m4C1BEB2PFbsrAADHappwycursK+8LsJnRBAEEX5W7CkHAHy39ShufmctZd4SBNHh2FNWi7KaJogicPsHG/DRWgreEgShDwVuiZCy/tAJAIDF6Bpqd3y0Ce+vORTJUyIIggg76w9VAnDZwqPVTbjkpVXYT8FbgiA6EDWNLdh1zFVxYDEa8M2Wo/jru+soeEsQRIdi/cFKAC47KIrAbf/bgE/WFUf2pAiCiGoocEuEFGliunRUAWaPLoQoAv/4cCOVhRAE0WEQRVEO3D576RD0yIxHaXUjLnl5FQ5W1Ef25AiCIMLEpsNVEEWgU3IMXrx8KCxGA77aVIp5762HnYK3BEF0ENa1+oRXntIZl4wogFMEbnl/PT5dT8FbgiDYUOCWCClSsGJQfjIWntMXl49yB29Lqhoie3IEQRBh4PCJBlTUNcNsFDCuRzoWXzcK3TLiUFLViNs/2BDp0yMIgggL6xQ+4aSiTDx/2RCYjQK+3FiCd1dTNRZBEB0DaX08OD8Z/zyvH2YOz4ezNfP2WE1jZE+OIIiohAK3RMhobHFga0k1AGBwfgoEQcB95/RFUXYCHE4RG1onLYIgiPaMFKzonZMIm9mIjAQrXrhsqHyMMs0IgugIKDfzAeC03lm4YWJ3AMAfB05E6KwIgiDCR32zHTtKXevjQQXJMBgEPHR+f3TNiEOLQ8Smw1URPkOCIKIRCtwSIWNbSTVaHCJS4yzIT40BABgMAvp1SgIA7CilzuoEQbR/JMkYKVgBAN0y4mEzG9Bsd+LAcZJLIAiifaOUjBlUkCw/31/2CWsicFYEQRDhZdPhKjhFICvRipwkxfo4t9UWHiVbSBCENxS4JUKGMrNCEAT5+V5ZCQCAHUerI3FaBEEQYUVq0qgM3BoMAnq22sKdFLAgCKKdU1LViLKaJhgVAQrA7RPuLqul6gOCINo96soDiV7Z5BMSBKFNWAO3CxcuhCAIHv9lZ2fLx0VRxMKFC5Gbm4uYmBhMnDgRW7ZsCecpEkFEa2Lq2ToxUXYFQRDtnRaHE5uPtJbEqZ301oDFdrKFBEG0cySfsCg7ATEWo/x8XkoMYi1GNNud2E/NGgmCaOdsOFwJABiUn+LxfE/yCQmC0CHsGbd9+/ZFSUmJ/N+mTZvkY48++igef/xxPPPMM1i9ejWys7NxxhlnoKaGDNjJiFbgtqg1cLu/oh6NLY4wnxVBEET42F5Sg2a7E0kxZnRJj/M4JmdXUFkcQRDtHC2f0GAQ0COLbCFBEB0DlnwW4F4f7y2rQwtVHxAEoSLsgVuTyYTs7Gz5v4yMDACubNsnnngCd911F2bMmIF+/frhjTfeQH19PRYvXhzu0zxpaGxx4Mftx/Dj9mORPhUPjtc140Br5sRA1cSUmWBFUowZDqeIPWWkc0sQRNtpbHFg4+FKiKIY6VPxQJJJGKiSjAHc2RWkZ0YQRLA4Vt2IAxV1kT4NL7SCFQDQKyseAGWaEQQRPLaXVqO6sSXSp+HBsepGHKlqhEEABuQleRzrlNxafeBwRqUNJwgisoQ9cLtr1y7k5uaiS5cumDlzJvbu3QsA2LdvH0pLSzF58mT5tVarFRMmTMCKFSvCfZonDZ+sK8ZVr6/GE9/vjPSpeLChNbOia0YckmLMHscEQaBMM4IggsoLy/fgnGd+xTu/H4r0qXiwTiPLDFBUH5TXUfUBQRBB4ZKXV2Hqkz+jtKox0qciY3c4sanY1Sl9sKIxmUSv7EQApO1IEERw2FxchbOe+Bk3L14X6VPxQPIJe2YlIM5q8jim7H1Am1gEQagJa+B25MiR+O9//4tvvvkGL7/8MkpLSzFmzBhUVFSgtLQUAJCVleXxnqysLPkYi6amJlRXV3v815E4rXcWBAHYcLgKJVUNkT4dGbkkLi+ZeZy0HQmCCCZbW3VkP153OMJn4om7PDjJ61hGghXJsWY4RWD3Mao+IAiibTS2OLCnrA51zQ58u1Xbdw43O4/WoqHFgQSrCV3T472O96LqA4Iggoi0vvxpVxnKapoifDZuJJ9wIGd9TJtYBEGoCWvgdsqUKbjgggvQv39/nH766fjyyy8BAG+88Yb8GnUpqSiKXs8pWbRoEZKSkuT/8vPzQ3PyUUpGghVDC1zi5t9vPRrhs3EjBysYmRWAu0EZTUwEQQSDirpmAMCaAydQXhsdTnpVfQv2lrnK3VhOuiAI7oAF2UKCINrI8VY7CADfbok+n3BAfhIMBm+fvme2K5i7v4KqDwiCaDsVrX6gKAI/bIsiWyhJxnDWx5TYRBCEmrBLJSiJi4tD//79sWvXLmRnZwOAV3btsWPHvLJwldx5552oqqqS/zt0KLrKZMPB5L6u6/NtlARuRVFUdMxMZr6mSJZKoCwzgiDajhSwiCYnXbKDBamxSIu3Ml9DsjEEQQQLZeB21d4KVNVHh76jpPWt5RNmxFuRGmeBSNUHBEEEAY9NrChZHzucIjb6vD4mn5AgCE8iGrhtamrCtm3bkJOTgy5duiA7OxvfffedfLy5uRnLly/HmDFjND/DarUiMTHR47+Oxhl9XEHvlXuiw0nfX1GPyvoWWEwGFGWzf4+ema6JqbiyIeqE4wmCOPmoUGTZRkummVYXdSVS4JZKhAmCaCsVimCF3Snixx3R0bjWbQtTmMcFQUBPalBGEESQUNrCX3aXo7bJHsGzcbH7WC3qmh2ItRhlLVs10vMHjtejoZmqDwiCcBPWwO1tt92G5cuXY9++ffjtt99w4YUXorq6GrNnz4YgCJg3bx4eeughfPzxx9i8eTOuvPJKxMbGYtasWeE8zZOOLulx6JkVHzVOupRZ0S83ERYTe4glxZqRk2QDAOyigAVBEG2g2e5EdaPbKf95dznqosBJ9ylwS1IJBEEEiQqVTEw06NzWNLZgV2sWrZ4tlDb6KdOMIIi2orSFzXYnftpZFsGzcSGtj/t3SoKRIRkDuCQQ01qrD3YdI1tIEISbsAZuDx8+jEsuuQS9evXCjBkzYLFYsGrVKhQWFgIA/v73v2PevHm48cYbMWzYMBQXF+Pbb79FQgJ7V4pwM7k16zYanHRZv0cjs0IimjpnOpxipE+BIIgAOVHvyqwwCC5Zgmhw0kVR5Gp9A249s5KqRlQ1RLb6QBRF2B3OiJ4DQRCBI5UHd02PAwAs21EWcc3YTYerIIpAp+QYZCSwJWOA6PMJRZH8QoI4WVHbwm+3RMH62AefEHDbwmjY0Kf1MUFED2EN3L777rs4cuQImpubUVxcjA8//BB9+vSRjwuCgIULF6KkpASNjY1Yvnw5+vXrF85TPGmRdG6jwUn3dWLqFSUNyl7/dR+K7vka76/pePrIBNEekJqRpcZZcWaUaH4fPtGA43XNMBsF9MnRlvBJtJmR21p9EMlMM6dTxMUvrcK4R3/EwYr6iJ0HQRCBU17rClaM75mBnCQb6psdWLGnPKLntM5nn9AllRBpn3D3sRoMvO9bzF28joIWBHGSIkklzBzhalr+w/ZjaInwxvT6Q1UAgME6lQeAQkIrwrbw5Z/2ovc9S/DxusMRPQ+CIFxEVOOWCB79OyUhOzHyTrooitjWOtEMzEvSfW2vKMiuaGxx4Omlu9HiEHHXx5uwZv/xiJ0LQRCBIWVWpMVZMLmvq/rgh21HI+qkbzlSDcBV/mszG3Vf2zMKnPTlu8rw+77jKKlqxJw310SF1ARBEP5xvM61iZUeb8HkPq2bWBHW/N5W4rKFPJ9QyjIrrW6MaL+G55btQW2THV9uKsHj3+2I2HkQBBE4Fa2bWKf3zkJ6vAU1jXb8tjdyazy7wylvzg/IS9Z9bTT0PqhvtuOZH3ej2eHEPz7cJCdlEQQROShw204QBEHOuo2kk15Z34JmuytYkpMUo/taZTf1SJWkfbq+WN6VbXGIuP6ttSipaojIuRAEERhy4DbegiEFKUiLs6C60Y7f90XOST9W0wgAyE22cV/bKwq6CL/6yz7539tLa3D7BxuoVJggTjLcttAqb2J9v+1oRDNHj1W7gsm5yfo+YYLNjE6tr4lUwOJYdSM+33BEfvzsj3vw5caSiJwLQRCB0dDsQENr9WlGghWn95YqsSInl1BR1wyHU4RBALIS9f1CaRMrkj7hh38cluW7mu1O/PnNNThW3Rix8yEIggK37QpJ5zaSTrpUspwca9ZsTCbRPTMeBgE4Ud+CMlVDjXAgiiJeaQ1WzDu9B4qyE1Be24Q/v/lHxOUmCILwHak8ODXOAqNBkJ30byKoaVZe47JpepqOEpGuPtheWo2fd5XDIABPzhwEs1HAV5tK8eyPuyNyPgRBBIbSFo7okopEmwnltc1Ye/BEBM+p1RbG+2ALI5xp9uaqA2hxiBhWmILrxnUBANz2vw3Y2lpBQRBE9FPRWnlgMRoQbzV5JDY5I7Q+Lmv1CdPirZqNySR6ZrlkY45WN6GytYdDOHE6Rbz6634AwG2Te6J7ZjyOVjfh+rf+QJOd1scEESkocNuOGNk1FQmtTvq6CDnp0sTki4NuMxvROc0lGh+JEuGfd5Vj59FaxFmMuHpsF7x8xTAkx5qx8XAV5n+0ibLNCOIkQSoPTouzAICHkx6p+7hMDlb4l3EbifOVsm3P6peNcwd1wv3nurTlH/tuJ37YFtkya4IgfEcpG2M2GnCalGkWwU2sMj82sdxNecIfKG1sceCtVQcAANeM7YJ/nFWEcT3S0dDiwHX/XSNfW4IgopsKxQaWIAgY0y0dsRYjSqsbsam4KiLnVObHBpZH9UEE1sdLtx/DvvI6JNhMuOoU1/o40WbC2oOVWPDpFlofE0SEoMBtO8JsNOC0okwAkWvMI01M6T5MTEBkO2dK2bZ/GpaPRJsZ+amxeG7WEBgNAj5aV4zPFOVyBEFEL8ryYAA4pXsUOOmtwYr0BAv3td0y4mE0CKisb5HfFy7KaprwyXqXrbtmrCvD7JIRBbhsVAFEEZj37vqIZHwQBOE/also69xujcwmVmOLAzWtetnpvlQfyA3KakN6Xiw+WluME/UtyEuJweS+2TAZDXjmkiEoTItFcWUD7v5kU9jPiSAI/1HKZwGuRKGJvTIARE4uwe0T+rY+jqSElrQ+vmREAeKsJnRJj8NTlwyGQQDeXX0IX2+O3EYgQXRkKHDbzpA0zd5adQDLd5aF/fv9yawAItc5c9fRGizfWQZBAK4+pYv8/Jju6fjz+K4AgCU0MRHESYGyPBhwOekTerqc9Pkfbwp7MBQAylrPyffqg1gA4ZdLeGvVATTbnRiUn4whBSny8/dO74uu6XGoabLj190VYT0ngiD8p7HFgdrWIKlkC8f3zIDVZMCBino8/PX2sJcJS7bXajIgwWrivr5XViIAl3xLOAPNrtJgV7DiqlO6yKXMSbFmPDVzMADgh23HqEyYIE4CJHkWyQ4CbjnBN1YcwIrd4W/i7Y9kDOBeH4fbJ9xypAor91bAaBAwe0xn+fmJvTLl9TKtjwkiMlDgtp1xRp8sjOuRjvpmB655fTU+WVcc1u+XS0GifEdRctAn98lCQWvAROK03q6s5d/3HadyEII4CVCWB0v87YyeSIuzYHNxNS58YQUOVNSF9Zz80bgFImML1aXBguDWXbOYDBjfGvz+bR8Fbgki2pHsoNkoINHmCpLGWU24Y0oRAODFn/bitv9tQIvDGbZzUvqESvuiRbfMOBgNAqob7ThaHb4Nt+W7yrD7WC3irSZcNCzP49iAvCSkx1vRZHdi4+HIVHAQBOE7ki1UVn9O7Z+D0V3TUNtkx+zXfscXG8NbVel3YlOEGpRJ2bZT+mXLcg0Sp7auj3/bV0HrY4KIABS4bWeYjQa8Mns4zh2UC7tTxLz31uPln/aG7fvlUhA/dxR3Hq0NWybI8bpmfLTWFdC+ZmxXr+P9OyXDZjagoq4Zu4+Fv1yPIAj/qKh1N32Q6JmVgA9uGIP81BgcqKjHBc+vwOYwySaIoui3LewZgQZln64vRkVdM3KTbJjSL9vr+MguqQCA3/YeD9s5EQQRGGpdR4mrTumCf/9poCwDde0ba1DXmpkbavy1g1aTEV3SW3sfhDFgIel8Xzw8Hwk2s8cxQRAUtpA2sQgi2pECt8qMW4vJgNevHo6p/bPR4hBx8zvr8HprEk84cNtCvnwW4JlxG64g6bHqRny+wVM6S8mQghSYjQKOVjfhQEV9WM6JIAg3FLhth1hMBvzfRYNko/vPr7aFrTu4vzuKhamxsJgMaGhx4NCJ8EwC7/x+EE12JwbkJWF45xSv4xaTQS4ZXrWPAhYEEe1UMJx0AOiSHocPbxiD3jmJKK9txsyXVoUleFvdaEdza1abr7awKAKyMa+1dg2+8pTOMBm93YHhrcGKHUdrqDEPQUQ5Uif11Dhvm3Ph0Dz854phiDEbsXxnGS575bewZN766xMC7kyzcDUo23W0Bj/vKodBAK5UlAYrGSEFbsknJIioRy2fJWE1GfH0JUNwxehCiCKw8POtYUtuKvezIrVrhqv6oKbRjpKqxlCemszbvx1Ei0PE0MIUDC7wXh/bzEYMzEsGQJVYBBEJKHDbTjEYBNw9rTduP7MXAOCFZXvCktEqTZa+TkwmowFd0lzZFfvDtHu3qjVj4qJh+ZqleyO7pAGg7AqCiHaa7U7UNLqyx9LivDMZMhNseO/PozC8cwpqm+x4+7cDIT8nKViRYDPBZjb69J5uGa6mPOGSdKiqb5Gzey8als98TXq8Fd0zXef1OwUsCCKqYUnGKJlUlInF141EgtWEdQcrw3JP+xusAIBuGWH2CVuvwynd05GfGst8zciursDtHwdOhFVqgiAI/zlep53dajQIuO+cvvjraT0AAM8v3xOWjFZ/N7GsJiMKWu1RuLJbpfXxxRo+IeC2hVSJRRDhhwK37RhBEDBnfFdYjAbUNNnDktHqbykIAOSluDR0Docp41aSP+idk6D5GnliIp1bgohqpGCF0SAgKcbMfE2izYwrx7gqELYcCX0WVyBZZp1a7WB1ox3VjS0hOS8lu8tcQducJBuSY7XttVwiTNkVBBHVSFIJaTr+1+CCFIztkQ7A1YQm1PgrlQAAeSmuYMXhEw0hOSc1e2SfMFHzNT0zE5Aca0Z9swObwiS5QxBEYLilEth2RxAE3DCxG4wGAcfrmlFaHfqMVskWZvrhF4Z7fbynzGULi/TWx1JiE23mE0TYocBtO8dsNMgGeHNxaAMWDqco73IGErAoDoOTXtPYIpecdM/QnpgG5SfDYjKgrKYJ+8rD29SIIAjfkcqDU2ItMBi0m9/069TarbykJuQZU1KWmT/BiliLSS7rC4ct3HXU5aBLGbVajOwqVR+Qk04Q0YyWZIyafp2SAITeJwTatolVHKZgxa5jrk0sPVtoMAgY0ZkyzQjiZEBLKkGJzWxEj9Z7PtS2sMnuQHVrZZg/fqHUHKy4MvQ+4Ym6Zvm6SRVgLIYWpsBoEFBc2RC2gDJBEC4ocNsB6JvrCliEOrvieF0znCJgEIA0jV1OFu4dxdBPTHvKXEHYjAQrkmLZ2XmAa0IflJ8MgHYVCSKa4ZUHS+SnxCLBakKzwxnypoOBBCuA8NpC6RrwArejWjNut5VWo6o+9JnABEEEhrRxzrOFfcLkEwIKqQS/Mm7ddjAcFU++2kJ5E4uqDwgiqpH8Ql71Z7hsoRQQNRu1K8NYhNUnbM227ZQcgzirSfN1cVYT+rdu/tEmFkGEFwrcdgD65rZmV4S4RFgKVqTGWWDUyXxT4y6LC/3Oneyg6+wmSoyiLsIEEfX4Uh4MuDKmJCc91A3KygIIVgDhLYuTnHResCIz0YYu6XEQRWD1fnLSCSJacdtCfbvTr9Un3Fteh7ome0jPSbaFCb7LZ+UkxUAQgCa7Uw54hIrqxhYcrXadIzdw2+oTrtl/AnbSuSWIqKS+2Y6GFgcAH6oPcsNTfSBv5sdbNXursIjE+rgbxw4CSjlBWh8TRDihwG0HQCqL21JcFdLshbIAyoOB8JaC+JpZASizK0jnliCiFV/LgwGFLQzxJlZ5gBm3si0MZ8atD5tYpHNLENGPr7YwI8GKzAQrRBHYXho6WyiKoiJgYfP5fRaTAVkJrteH2i+U9G0zE6xItOlnwvXOSUSCzYTaJju2loReZoIgCP+RNrAsJgPidTJHAaVPGOKMW0nr21+fMCUC62OfEptI55YgIgEFbjsARdkJMBoEVNQ1y5kFoSDQYIWUZXa0uglNdkfQz0vJbh+0zCSGFKTAbBRQUtWIQ8fD0ySDIAj/cHcP5tudcMnGBJ5xG56mPPXNdvk7emRpa31LKJs1EgQRnfhaHgyER+e2rtmBxhZXZmq6Hxm3QPiqD3a1Bit6ZPF9QiPp3BJE1KOUz+Jlt0pNqkuqGlFRG7r1cVursEoqG0Oe5e+PLRzWOQUGAThQUY/SqtA3diMIwgUFbjsANrNR3kELZcAi0IkpNc6CGLMRAHCkMrQTgLSj2MOHwG2MxYgBeckAgFWUaUYQUUmFD00oJKRgxdYj1XA6Q1h90FaN28rQBiv2tmp9p8ZZfLpuUhfhzcVVqGkknVuCiEakwINWJ3Ul4djEkuxgnMWIWIt+5puacGk77vEjywygEmGCiHaO+1GFlWAzo0t6HIDQVmIF6hNmJthgNgqwO0UcrQldYBlQ2EIf1scJNrMsw0i2kCDCBwVuOwh9ZW3H6JuYBEFQdBEOnZPe2OLAweOugIgvExOgKBGm7AqCiEr8kUromh4Hq8mAumYH9lfUheycygOVjQmDHQT8K4kDgNzkGOSnxsApAmsOnAjlqREEEQCNLQ7UNfum6wgoeh9EoU8IRMAW+uwTujaxft93HI4Qbv4RBBEYkv/F0/qWcDcoC50tDNQnNBoE5CSF3hbWNdllOQafN7Fa18eraH1MEGGDArcdhL5SWVwIsyvk7sEBOOnhKIvbX1EHpwgk2Ew+n6Okc/v7ftpRJIhopEJ2iPnBCpPRgN45rZtYIXLSnU5RbqgTqMbtifoW1IawaZAcrPChJE5CGbAgCCK6kDawzEYBiTZ+dmu/Ti47uPNoTcgkqtrmE4anKY+7SSNfMgZwJUHEW02obrRjR2lNKE+NIIgAUEol+ILcoCwM1QfRuj6WqrDS4y1I8fG6ufvA0PqYIMIFBW47CP1adxS3hqEUxN8dRSA8ZXG7jrozK3zt6jm0MAVGg4BDxxtwJAzi8ARB+Ie7LM43uyMFLLYUh8ZJP1HfLGdipfkQTFaSYDMjOdbVICeU2RW7JK1vHzMrAGX1ATnpBBFtHFdIxvji33RKjkFSjBl2pyj7RsEm2n3CQKqwTEYDhhamAKCABUFEI/5IJQCh9wmBYAVuQ+8TdvPDJxzRORWC4Ar6HqshnVuCCAf+iU4RJy1SKUhxZQNO1DX7vKPmD20qi0t2ZVeEsnOmP/q2EvFWE/rlJmLD4Sr8tq8C5w/OC9Xp6dLQ7MDGw5VYe7AS6w6ewJYj1ZhUlIEHzu3ncxCaINoj/kglAO4S4VCVxUnZtimxZpiN/u+NdkqOQWV9C4or69Er27csMH/xtzwYcGfcbjxchfpmu9+alcHiWHWjbAfXHazE4RP1eOC8fjitd1ZEzocgooGKOt/1bQGXRFW/Ton4dXcFNhdXyfrfwaRtPqG7m7ooiiHxc/aW1UEUgaQYs08VGxIjuqRi+c4y/Lb3OK46pUvQz8sXnE4Ru47VYu3BE7ItjLUY8cqVwwMKlBNEe0HywXzdOJd8wv0V9ahpbEGCzRyCcwp8E0teH4cwcBuIT5gUa0avrARsL63B6n0nMG1ATqhOT5f6Zjs2Hq7C2oMnsPZAJbYeqcLkvtlYcHYfWh8T7Q4K3HYQEmxmdE6Lxf6Kemw5Uo2xPdKD/h3RLpXgLonzfWICXOUgGw5XYfX+ExEJ3G4ursLlr/yGE/WeTYHeWnUQndPicO24rmE/J4KIBprsDtQ0uiQFfF14K8viQhEQaEuwAnDZwi1HqkOWXdHicOJAhX9ZZgCQnxqDnCQbSqoasf5QJcZ0C/4cwuOF5XvwyJLtEFXSkn95Zx0+nXuKz+XOBNHekJo0+hOA7JubhF93V4RwEyuwhrWAS1cbAOqbHThR3+Lzxpw/KH1Cf+aBUa0NytYcOB6yoLIejS0OXPaf35h643MXr8Vb14yEKYBNQ4JoDxxv3cTyVSohNc6C3CQbjlQ1YuuRalkCIJgEJeM2hE1rAwncAsCormmuwO3+4xEJ3K4/VInZr/6OqgbP9fHrK/ajS3ocZo/pHPZzIohQQjN7ByKUOrfNdqccWIzWsjh/OmYqGZiXDADYeLgyyGfEp7bJjrmL1+JEfQvS462Y0i8bd03tjb+c2h0AsOjr7Vixpzzs50UQ0cCJOpfNMRoEJPqYJdEzOx4mg9Ca1Rp8e1NW6yoZCzxwK2k7hsYWHqiog90pIs5iRE6Szef3CYKgsIWhKynUYsWecjloW5SdgEtGFOBfFw7AqK6pqGt2YM6bf6CmsYX/QQTRDvG3PBhQNK0NkbajLJUQgC20mY3IbH1fqDb0A6nCAlwBb5NBQHltM45Uhb9E+MEvt2LNgROwmgwY3TUNN03qhscvGog4ixGr9h7Hoq+3h/2cCCJacGvc+m533Ovj4G9i1Tfb5caR0SqVIG1i9fBz83tgvuu6RWJ9XNXQgrmL16KqoQUZCVZM7Z+Nu6f1xo0TuwEAHvhiK/VkINodlHHbgeibm4gvN5Zgcwh0fKQyPZNBQHKM/2UmUgfho9WNaLY7YTEFd0/B7nDK4uvdMwKbmLaX1KCxxQGb2RjUc9NCFEXc/fEm7K+oR26SDV/9dRySYy3yscOVDfhobTHmLl6Hz28eK5cWEkRHQbI7KbEWGAy+ZT1ZTUb0yErAtpJqbDlSLQdKg0V5jZT5FljgVi4RDpGTHojWt8TA/GQs2VIadie9orYJ895dD1EEZg7Px8MXDJCPTSrKxNlP/4K9ZXW45f0NePGyoT6PBYJoL/grGQNAlkfYVlINh1OEMcj3TVkbMm4Bl194rKYJxScaMKB10yiY7Ja0vv0M3NrMRvTKTsCWI9XYeKgyrL7X15tK8NaqgwCA/8wehnE9MuRjsRYTrn/rD7zyyz4MyEvCuYM6he28CCJakKQSUv2qPkjEd1uPYksINrEkn9BmNiDO4v/6MS/V5aMeqWyA0ykG3b9ptgdWhQW4E5u2HKlGi8MZkDxYIIiiiPkfbcLhEw3IT43Bl38ZJydviKKIQyca8PmGI7jx7bX48i9jkZXoe5ICQUQzlHHbgZBKhEPRoEyamNLifQ+gKMmIt8JqMsApAqUhyGA4dKIBzQ4nbGaDHCT2lU7JMUiLs8DuFLGtJHTN3dR8uLYYn6w/AqNBwFOXDJaDtoAr++2h8/ujX6dEHK9rxg1v/YHGltB0hiaIaCWQ8mDA3awxFM0o2hqsCLVsjJRl1s1PBx0ABua55pANh8KXcet0irj1fxtwrKYJ3TPjseDsvh7H0+OteOGyobAYDfhu61E8t2x32M6NIKKFigA0FLukxSHWYkRjixN7y4LfoKy8DRm3QOirD9piC6VA8oYwVh8cOl6Pv3+4EQBww8RuHkFbADirXzZumuTKNvvHhxtD2oyYIKIVd8atH5tYUu+D4uDfM8oqrEBkVbISrDAaBLQ4RBxrtanBZH9FHRxOEfFWE7IS/bPVndPikGAzocnuxM6jNUE/Ny3e+f0QvtxUApNBwNOXDPGouBMEAY9c0B9F2Qkor23CDW/9gWa7M2znRhChhAK3HQipLG5veR1qm+xB/ey2lgcLgiAHVEOh4yM56F3T4/3OKhEEAQPypHKQ8Djpe8pqcc8nmwEAfzu9B4Z1TvV6jc1sxAuXDUVKrBkbD1fhvs+3huXcCCJaCKQ8GHBnmoVC27HtGrchDlYEqPUNAP1a7WBxZYMcKAo1r/66D8t2lMFqMuCZWYMRw8hYGZifjAfOcwV0H/tuJ37ZRfIxRMciEFtoMAjokxMauQRRFN2bWG3Q+wZC07TW7nBiX7lUhRX4Jla4qg9aHE789d11qGm0Y3BBMm45oyfzdbec0Qvje2agscWJP7+1Jui+PkFEM/XNdjS0JrGk+bGJJfmEu8tqg54EI/uEAW7mm4wGWdYqFBv6yg0sfwPLBkP418c7Smtw3+dbAAB/P6sXBuUne70m1mLCi5cPRaLNhLUHK/HPL2l9TLQPKHDbgUiLt8rGP9iZo22dmAB3iXAoAhaBCq9LuLMrKoN0Rto02R2Yu3gdGlocGNMtDTdM7K752ryUWDx9yRAAwDu/HwyJDAZBRCtS8xt/A7eh1HZsS/dgwC0bU1HXjIbm4GfRu3Ud/W/klWgzo2tGHIDwOOkbD1fikSUuvcZ7z+6DouxEzddePLwAl4zIhygCCz/fAruDMiyIjkN5gJtYfeXqg+D6hFUNLWhxuLoI+lsRIeH2CYMfrDh4vB4tDhExZmNAUgeST7jpcBWcTlH/xUHg/77bibUHK5FgM+GpmYM1S5KNBgFPzRyEvJQYHDregJd+2hvycyOIaEGqwrKY/JMlyEq0Ii3OAodTxPbS4GaOltW2TT4LCO0mVqBa3xIDwtgHprHFgbmL16LJ7sSEnhm4dqx2c+7CtDg8OXMwAOC/qw5geylVIBAnPxS47WD0lTqqBznAJzehaNPEFLpMs10BaplJuAXYQx+s+HxDCbaVVCM1zoL/u3gQN0N4bI90nDcoFwDwcJQ0pRBFEXvLavH+mkP4+wcbcOpjyzBm0Q+Y//Em/LSzjMpWiKAgZZn5a3d65yRCEICj1U2y7QoWbc24TYoxI8Hmkp8vDnL1gdMpYk8bMm4Bt6ZZODaxHvt2J1ocIqb2z8asEQXc198xpTeSY83YfawWH/xxOOTn5wtNdgf+OHAcLyzfg2vfWIPh//we0576GU//sAu7jtZAFEMf9CHaP1IndX+DpKFqWivZwUSbCVZTYH0BQtmUZ5ecZRYXkLxXz6x42MwG1DTZsa+iLtin58GJumY5APvwjAHIT9XXZU+OteCuqb0BAP/5eS+O1YS/gRqL43XN+G7rUSz6ahsueH4FhjzwHa59YzX+t+YQTrTO5QTRFmSfMM7iV/aoIAhuWxii9XGgPiEAdEoO5fq4rT6h67qtD4OE1kdri7HrWC0yEqx47KKBXNs9qSgTU/tnQxSBR6JofbynrBbvrT6I2/+3AZP+vQynPLwUd3+yCb/sKkcLJR0QOlBzsg5G39xEfL/taNBLhCUx+LZMTPKOYggmpj1ByrjdU1aLmsYWJPjYwT4Qvt5UAgC4YnShz4Lqt07uha82leKX3eX4eVeZl/ZZOGlxOHHtG2uwfGeZ17HFvx3E4t8OIsFmwtkDc3Hv9D5ha/bmD6IooqHFgVgLmchoJlCphDirCV3S47C3rA5bjlRhYq/MoJ1TMJz0vJRYbCupxqETDegeQGasFsWVDWhsccJiNCDfT61viQF5Sfh4XXHIN7Gq6lvw626X5MGtk3v5tAhLijFj7qTuePDLbfi/73fi3EGdmNIK4WJHaQ0u/c9vcha2RFlNE7YcqcZj3+1E1/Q43DipOy4cmhehs9Snye6AQRDC1nSECIzjUkMePzqpA4qM2yPVEEUxIA1GFm2VSQDcm/nFJxqCem6AogorAJkEwFW+3Dc3CX8cOIGNhyvRLcDP8YXvth6F3Smid04ipg3I8ek9Z/XLxqD8ZKw/VImnftiFB8/rH7Lz84XXft2HB77YCnVy8vfbjuH7bcdgNAgY3TUNC8/pE9Q5L5jUN9sRYzYGdRwSwUX2CQPI8u+bm4ifdpYFfX0cHJ8wdNUHbbWF0vp459EaNDQ7Qupzfb3ZtT6+6pTOPids3Da5F77ZchQ/7ijDyj0VGN0tLWTnx6PJ7sDVr6/Gr7srvI69teog3lp1EEkxZpw7KBd3Tesd8KZnKKH1cWShq97B6BfFO4qhmphEUWxzKUh6vBWdkmNQXNmATcVVGNMtPZinKFPT2IKfW/UZp/b3zUEHgPzUWFw2qhCv/roPD3+9Had0S49YZ/VHl2zH8p1lMBsFDMpPxrDOqRhWmAKjQcC3W4/i2y1HUV7bhMW/HYTd4cSjFw6MyHkqsTuc+GV3OdYdrMT6Q5XYcLgSVQ0tOH9wJzx0fv+oDC4T7g2jtACc9H65Sa2B2+qgBW7tDieO17e9LK5Tcgy2lVQHfRNLsoNd0uNgCjAQJ8vGHKoMejBFyffbXMGKXlkJfgVFLh9diNd+3Y/iyga8+us+3DRJW2omlNQ22XHD23+gvLYJKbFmDO+ciuGdUzG4IBl7y+qwZEspftlVjr3ldbj9gw1Ij7cEdQMhUCpqm/DTrjKsb7WFW0uqYTEa8MB5/TBjSHQGlzs6jS0O1DVLuo7+2cIemQmwGA2oabTj0PEGFKTpZ3P6SnCyzFw+YU2THdUNdiTFBm/DvK2b+YBrE+uPAyew4VAVzh8cuntDClZM7Zft83sEQcCdU4pw8Uur8M7vh3D1KV3QNYTBZT1W7a2Qg7bdMuIwoksqhhamokt6LH7ZVYElW0qxraQav+wux1Wvr8YXc8cF9bcOlG0l1Vi5p0L2CQ9U1KMoOwHPXTokYteS0Mctn+W/3ZEblAW5+qCt8llA6KoPHE5RbkwZqC3MSbIhPd6K8tombC2pwtBC754sweBEXTNW7HEFPKf083193DUjHpeMyMdbqw7i4SXb8cmNYyK2+fLQl9vw6+4KWIyG1vVxCoZ3TgUE4Nstpfh2y1FU1DXjvysPwCmKEd9wA1zJWL/sLse6Ayew/nAVNhyqRHVjCy4amo/7z+sblcHl9gwFbjsYvbJcO9n7yuuCm10RFKmE0ExMJVWNqGt2wGgQUJgWF/DnDMhLQnFlAzYeDl3gdun2Y2h2ONE1I87vIPPcU7vjf2sOYcuRany24QjOG9wpJOeox3dbj+Lln/cBAJ6+ZAjOUi00JvbKxAPn9sM3W0oxd/FavL/mMIYVpuKi4flhP1eJDYcqccdHm5i6zx+tLcbuY7V48fKhyEkKLEORCB1SebA/3YMlemUnABuAvWXBK3M9XtcMUQQMgv9ZwEpCZQtlyZiswBedfXMTYTIIqKhrRnFlg5wVF2ykYIXahvCwmoy47cye+Nt7G/DCsj24ZERBm36LQBBFEXd9vAl7y+qQnWjDl38Z69EoZVhnl82raWzBA19sxftrDmPee+vxxc1jQ3Y9eTidIt7+7QAeXbIDNaqGRi0OB255fwO2HqnGHVOKAg76E6GhojXLzGwUkGD1z623mAzomhGH7aU12FteG/TAbVt8whiLEenxFpTXNuPQiXokxSYF5dwAZXlw4Nmd4ZCNqWpowS+tlQdT+vtnC0d2TcNpRZn4Yfsx/OubHXj+sqGhOEVdymqa8Jd31sEpAjOGdMJjfxrose4YWpiKv57eA/vK63DFq7/h0PEG3Pq/9Xjp8mERSz44XteMB7/cio/WFnsd215ag3Of/RVPXzI4KjbaCE+UUgn+0ivb5RftC6JPCARpEytEFamHT9Sjye6ExWTgSrBoIQgCBuYl4Yftx7DhUOgCt99tOwqHU0RRdgK6pPu3lv/raT3x0dpibDhUia82lfpcuRBMvtxYgjdWHgAAvHD5EJxalOVxfFKvTDx4nogvNh7BvPfW461VBzGsMDUia3mJPw6cwPyPNmHHUW/d5/fWHMKOozV48fKhPlcHE22HvO8ORlaSa+JosjtRWd8StM8tD2JZXGl1Y1Aby0hZZoVpsbCYAh/yA1s7V4ZSgP2rTVJmRY7fQfXUOAuun9gNAPDvb3egyR78xkZ6HDpej1vfXw8AuPqULpoBF6NBwNT+OXJX5Hs+3Rz0HW5fqG2yY+FnW3Dec79iW0k1kmLMmDG4E+4/ty8+m3sK/nv1CKTEmrHxcBXOfvpXrNl/POznqEVlfTPeW30QSzaXdGi9YLdUgv92R2rUWFodPEf4WKuDnhZv5WpT6xGq6oO2lsQBgM1sdAW9ETrN75rGFvwUQOWBxLkDO6F3TiJqmux4ZunuYJ8el3d+P4RP1x+B0SDg6VmDNbtbJ9jMuP/cfujfKQmV9S24afG6sNttANheWo0LXliBez7dgpomO3pmxePqU7rgqUsGY/ntEzG3NWv5P7/sw1Wvr0ZlffToUW4vrcZrv+7DpjB1tI5G3DIJ/uk6Ssi2sCp4WqjBkM8CgE6SXEIQm/IEQ+sbcPuEW49Uh0yX8IdtR9HiENEjMz6gIPPfzyqCQQC+3lyKtQdPhOAMtXE4RfztvfU4VtOEHpnxePC8fprjs0t6HJ6/dCgsJgO+33YML0agqZooivjgj8M47bFl+GhtMQQBmNgrA7ee0RP/vXoEfrh1AoYWpqCm0Y6rXl+NF5bviRqNcrvDiW+3lGLxbwe9pHk6EhUBymcBQHaSO8O/pjF46+NgBG7zpR4wlQ1BbYYo+YRd0+Pa5LOGY30syQgG4hNmJFhx3ThXI7N/fbM97Dqy+8vr8I8PNwIA/jyhq1fQVsJoEHDuoE64udXnuvOjTdjJCJqGmurGFtz9ySZc+MIK7Dhag5RYMy4YkocHzu2Lz+eOxWtXDkeizYT1hypx9tO/YF2Y55aODAVuOxhWk1FuXnGkKniOcDAmpox4KyxGAxxOEaXVwVtABCNYAbgybgFgQ4gE2Oua7Fi2w6UL629mhcTVp3RBVqIVh0804M3Wnb1w0Gx3Yu4761DdaMfA/GTcMaWI+54bJ3bHqUWZaLI7cePba1HVEDxHiceGQ5U44/HleH3FfogicP7gTvjh1gl4/OJBuGJ0ZwzIS8b4nhn4bO5YFGUnoLy2CZe8vAofRrjh0YZDlbjtfxsw8qEf8I8PN+H6t9Zi9KIfsOjrbdhXHtoGKdFIRRukErJbgxUllcEMVrQ9ywwIXQfh3UEoDwYUcgkhctKXbj+GZrur8qBnANnBBoMg26A3V+3HoePB14XTYsuRKiz8fAsAl7ba8M762Sc2sxHPXToESTFmbDhUiX9+uS0cpynzwvI9mP7UL1h3sBLxVhPuO6cvvv7reNx7dh+cMzAXhWlxuO3MXnh21hDEmI34eVc5zn32V+yPoL1psjvw6fpi/OmFFTjriZ9x3+dbcfYzv2D60z/j7d8OoFaVMdzeKZcrDwKzO1LA4kgQA7fB8AkBIC85+NUHJdWNqG92wGQQUNiGDOPOabFItJnQZHdiR5A70Ut8vbkUADAlgGAF4KosuaBV4uThr7aHNdD4zNLd+GV3OWJabRxPE7FfpyTcd05fAK7gyso93jqQoaKmsQVXvPo7bvvfBpyob0FRdgI+vGEMXr9qBG4+rQfG98xAt4x4LL5uJC4ZkQ9RdDUD/tt76yPaTOhYdSOe+mEXxj7yI+a8+Qfmf7wJoxf9gJveXotfdpUHNch3MiD5hIFo3MZbTXJj2GBtYomi6E5saoNfmJ1kg0FwrbUkex8MgucThraBd3Wju/JgaoDr4+vGd0V6vAX7K+rxzu8Hg3l6ujS2OHDj22tR22THsMIU3Da5F/c9fz29J8b1SEdDiwPXv/VHWH2aPw4cx+mPLcdbqw5CFIELh+bhh1sn4rGLBuLy0Z3RPy8Jk4oy8dncseiRGY9jNU24+MVV+GzDkbCdY0eGArcdEKnkO1gBi8YWh1xa2ZaAhcEgIDfZFUwJppO+uzWzokcbyoMBoH+nJAiCK5hSEYId7WU7ytBkd6IgNRZ9chID+owYixF/O92Vyfrcsj1oaA5P9tair7dhw6FKJMWY8eyswT5lNhsMAh6/aCA6JcfgQEU9bv/fhrAsKqobW3Dj22tRUtWIwrRYvHnNCPzfxYOYYzc/NRYf3TgG0/rnoMUh4tb/bcAbK/aH/BzV/NIaLDn32V/xwR+H0WR3oig7AZkJVlTUNePF5Xsx6d/LcNl/fsPynWVRkwUSSprsbrsTiFRCrhysaAja9QpasCIl+B2EPbS+22gLpS7CG0O0ibVEClb0yw5Yzmd8j3Sc0j0NLQ4RT/2wK5inp0lNYwtuenstmu1OTOqVgT+P7+rT+/JTY/F/F7u0vv+78gA+Xe9dohsKlu04hoe/3g67U8SZfbPw/S0TMHtMZ2bmzbQBOfjwhjHIS3HZ6z+9uDJkwSotGlsceOmnPTjl4aX467vrsXr/CRgNAoZ3ToHFaMDm4mrc9fFmjPjn91jw6WYcqOgYm1nH27CBBQC58iZWEDfzg7yJFczqA6XWd1ua7gmCIG9ihSJgUdtkl5u8TvFTMkbJLZN7wmoy4Pf9x+UeCqFmxe5yPPHDTgDAg+f1Q48s37KFZw7Px4whneAUgZvfWYdjQUzi0OO+z7fi513lsJkN+MdZRfj85rEYUpDi9TqryYiHzu+PB87rB5NBwCfrj+DPb/6BxpbwV7jd8t56jHl4KR7/bidKqxuRGmdBv06JaHGI+HJTCS575Tec+tgy/HflftQ3d4zNLEk+Kz3ATazcIG9i1TTZ0dRaFdcWW2g2GpCdGIL1sdz/pW0NASU7uLe8LiRJOFLlQfcAKw8AV2D+L6f1AAA8vXR32O7ZB77Yiq0l1UiNs+DpWYN9mnOMBgFPXDwI2Yk27C1zZeuGY11XWd+MG99ei2M1TeiSHofF143Ev/80kJnB3jk9Dh/fdAom98lCs8OJv767Dot/C19AvKMStRq3zz33HP71r3+hpKQEffv2xRNPPIFx48ZF+rTaBTlJNmwqrkJJkBwiKVhhMRmQaGvbkMpLicX+ivqg6vhIwutd09sWrEiwmdE1PQ57yuqw8XAVJhUFV9/qq1ZNxyn9Aw9WAK7dsWeX7cah4w344I9DuHx05yCdIZslm0vw2q/7AQCP/WmgXxqNybEWPH/ZEFz4/Ep8u/UoXv55L+aM7xaiM3Wx8LMtKK5sQEFqLL64eSwSbPpNMGItJjx9yWBkJdrw6q/7sOCzLa4AzaTuIRe433qkGg8v2Y6fWhdvFqMB0wbk4LJRhRhSkAyHU8TS7cfwzu8HsWxnGX7ZXY5fdpejV1YCrh3XBecMyg27cLwoili2owzP/LgbW49UIzPRipwkG3KTYpCZaENSjBnJsWYkxZiRlxLTuiHi/3U8UedyDo0GAYmc35CFlHHb2OJEVUMLkmPbroNaFoTMCsAdrCiraUJjiyMozfEq6ppR3WiHIACd26D1Dbid9M3FVXA6xaBqEdY32/HjjmMA/GtAoUYQBNxyRi/8unsFPllfjNvO7BVSHS5RFHHHR5uwv6IeuUk2PH7RIL+uy6lFWbhpUjc8++Me3PnRJvTJSfQ52BEIJ+qa8fcPXKV7V47pjIWtmW569MlNxMc3noLLX/kN20trcNGLK/HG1SMwqLVMMlQ4nSI+WV+Mx77dKWehZyVaccmIAswcXoDsJBuO1zXjo7WHsfj3g9hbVoc3Vh7Am6sO4My+2bhufFdmECbU1DXZ8daqA3h9xX7UNdmRmxyDnCQbspNikBFvQWKMudUeWtC/U5Jsk/zleBvKgwEgpzWrNZiVTuVB28QKvraj7BNmtM0OAq5Ms192l2Pj4UrMGlnQ5s9TIlUedEmPQ1F24LYgJykGs0YW4LVf9+Oln/ZifM+MIJ6lN8dqGvGXd9dDFIGLhuXhgqG+N24TBAH/PK8/th6pxvbSGsxdvA6LrxsZUl3tJZtL8cEfhyEIwBtXjcDIrvpd5wVBwOWjCpGXEoPr3/wDS7cfw5Wv/Y7/zB6OeD81pv2lsr4Zz/64G2+sOIDm1kzfYYUpuHx0Ic7qlw2ryYgtR6rw7u+H8Mm6YuyvqMe9n27B49/txGUjC3HFmEJkJoRfj3JvWS2e/XEPlmwuQbzNhJykGOQm25CdGIOUWDOSWn3C1DgLhndODdjnaYtUAgDkJNuw42gNSoNUkSqtjxOsJsRY2ubH5aXE4khVIw6faAjafLa3tXKmrbYwNc6C/NQYHDregE2HqzC2R3D7wHy1ybWZ70+DRhYzhxfg+WV7UFLViE/WFWPmiODabDWfri/G263BzMcvGuhXr5S0eCuevXQILn5xJb7cWILhhSm48pQuoTpVAMDdn2zG0eomdE2Pwxd/Gcutkoi3mvDCZUNx72eb8daqg5j/8SbUNLbgzxNCu47vyERl4Pa9997DvHnz8Nxzz+GUU07Biy++iClTpmDr1q0oKAjtTdYRyAlydoUyWNHWQFanEJTF7S93ZWp0CYKTPjAvGXvK6rDhcGVQA7eNLQ78uN0VrJjahmAFAJiMBlw7tisWfLYFL/+8D7NGFrZJu0iPgxX1uL118T9nfFec3oet26PHgLxk3Ht2H9z9yWY8smQHBuYlcx3nQPl6Uwk+WlsMg+CaRHlBWwmDQcA903sjwWbCkz/swr+/3YmaRjvumFIUkuBtY4sD93yyGR+sPQxRdDWduWxUIW6a1N1j195kFDC5bzYm983GoeP1eO3X/Xh39UHsOFqD2z/YiBeW78HrV40IuOmAP4iiiO+2HsXTS3djU7E7++hART0OVGhnS43tno67p/dGUbZ/Webu7sGWgAKHNrMRqXEWHK9rxpHKxqAEbstrgqPrmBRjRpzFiLpmB45UNgSlg7VU2p6bFNPmQHDPrHjYzAbUNNmxt7yuzWV2SpbtKENji6vyoG9uYJUHEkMLUzCsMAVrDpzAa7/u90nCJVDeWnUAX24sgckg4OlZQ5ASwMLxljN6Yd3BSqzYU4Eb3l6LT286BXEhCASIooi7PtmEYzVN6JYR59d1yUiw4r05o3Hl679j3cFKXPryKrw8e1jIGnZuK6nGre9vwNbW5pHZiTbcMrknzh/cySNzJTXOgmvHdcU1Y7tgxZ4KvPzzXizbUYavN5fi682lmDk8Hw+e1y8sjdVqGlvw35UH8J+f9+KEopdAdWkNtmtkKVuMBlw1tjNumtTd742otkolSD7hkRBk3LZ1E6tTCBo1SrawSxs38wGlbEzwM26XSJv5bag8kLhmbBf8d+UB/LK7HJuLq9CvU/AavSlxOEX89Z31KK9tQq+sBNx3Tj+/PyPG4pJWOOeZX/H7/uP41zc7cOfU3iE4W1eQef7HmwAAfx7fzS/fc1KvTPz36hG45o01WLX3OC59eRVev2pEQLbfF975/SAWfbUN1Y2u7Nkx3dJwx5QieQxK9M1NwgPnJeHOqUX48I/D+M8v+3Cgoh7P/Lgb//llL564eBDOauM6w1d2Ha3BMz/uxucbjkBSbahrduBodRPWH2K/p1NyDP4xpQhnD/C/10db5LMApS0MziZWsDawANcm1u/7g7uJ5baFwdjESsah4w3YcLgyqIFbj8qDACVjJCwmA64+pQv++dU2vPTzXlw0LD9kTRD3lNVi/kcu23LTpG4BNTMcWpiC+VN74/4vtuKfX23DgPzkkG1Cf7q+GF9sLIHRIOD/Lh7EDdpKGAwCHji3HxJtZjy3bA8Wfb0d1Y0tuG1yr5AnN3VEolIq4fHHH8c111yDa6+9Fr1798YTTzyB/Px8PP/885E+tXaBlF1REqRSELl7cJAmJiB4ZXH1zXY5i6RLG7PMgNDp+CzfWYb6Zgc6JcfI39EW/jQsDymxZhw8Xi+XHQebJrsDNy1ei5pGO4YWpuD2M/m6PVpcOrIA5w/uBIdTxNx31uFYTfDL445Vux30GyZ2wzCO9qQaQRDwtzN64u5prgXEiz/txSNLdgT9PO0OJ+YuXof//eEK2k4fkIPvb5mABWf31S21yk+Nxb1n98HKO0/DHVOKkB5vxZ6yOlzw/ApsPVId9POUOHyiHs8s3YXTHluOOW/+gU3FVYgxGzFnfFd8M2883v/zaDw5cxD+cVYRrj6lCy4YkofTe2diWKGrvPmX3eWY+uTPuPOjjX797lKWWSAyCRLyJlawsivk8uC2LdwEQQi6XMLeIDroJqMBfXMlW1jZ5s9T8nUQZBKUSDv/b686ENSGI0o2Ha7CA1+4tGnvmFKEoYWBOdZGg4CnLhmMrEQrdh+r/f/27js+ijp94PhndpPd9B5SSCGh19AxoICC2Bv2CrYTlVOspz89RT3Frqfn2euph569C0oT6b2XQCCBJKT3vju/PzazSSB1d3Y3kOf9euV1R7K7DMjMfOf5PoUHv9rqkvK4bzYd5qetOXg1LNA7G8gP9vPm4xvHMaFPOBW1Fma+v5b1B/UfTnGwoIJr313NjuxSAs1e3H9mf5bcN5nLRse3Wm6oKAoT+kTwwfVj+XXORC4dFYdBgflrM7nlP+td1j5IVVXWpBfywJdbGD9vEc/9upuiyjp6hfvx3CXDWHDXRD68YSxPTx/KHVP6cu1JiZyfEsvEfpH0jwqk1mLlzaX7mfzcEv6z6mCnBrQ62yqh8TpYrcu/N4tVtbeT0q9tjH6tEtIbNhKTIpzf0EyJt10H9xwp0/XfVlWthcW7tDYJzgfZ4kL9OLdhkvpbLhz89c/f9rByfwF+JiOvXT3S4SzD5MgAnr1kGGBba/26Xf91rKqqPPDlVgorahkYE8Rdp/ft9GeMSw7n05vHEernzeZDJVz9zmqXXGPmr8ngwa+2Ulpdz4DoQD64fgyf3DTumKBtU34mL65N7cWieybzxjUjSYkPobrONlPi41Wum4FRUVPPVxsOcc07q5n28jK+3WQL2k4Z0IPPb0nlu9kTeOOaUTx63iBumZTMFWPiOWtINKnJ4UQEmDlcXMUd/93I9NdXdHqgXuO60NFNLO35WO81ofPPxz11fj4uqaqzZyj30mFdaG+hpfOacHFD5UGvcD+nKg80V4yNJ9DHi/15Ffy284gOR3is6joLt3+ygYpaC+OSwuwtDB1x/YRe9nZ9t3+ywSWtGrOKq/j7N9sA+OtpfezD5jpKURTuP3MAfzvTlgTw2uJ9vPSbe1qUdTddLuO2traW9evX88ADDzT7/rRp01ixYsUxr6+pqaGmpvEfcWmp6wIUJwq9gxV6NF7X9NR5KI+WbRvs663LLviwJpMzVVXVbTdJC66eqVOwQluwvfL7Xt5cto+znWy/0JInf9zJ1sMlhPp58+qVHevb0xpFUXjyoiFszyphz5Fy7vjvRj6+Ub/yOFVVuf/LLRRV1jE4Nog7pzh+E73plGQCzF488NVW3li6j+HxIZzpZPlO0+P8v6+38tvOI5i8DLw3Y0ynd66Dfb2ZNak3Fw7vyYz31rD7SBmXv7mSt64bTWpv/TKZF+44wrvL97Nqf6H9e/4mIzPG9+LGk5MI78D1IKOgkqd/2clPW3P475pMvt54mPG9I5jcP5JJ/SJJbGOzpaCiMePWUTHBvmzPKtVxE8v2OXpkV/QM9WX3kTLdArdaZkUvHYIVYNvEWn+wiC2HSpg+suOlsG2prrOwqGEh7WxmhWbKgB70jrS1uJm/JpObO9h3tqNKq+u4/dMN1FqsnD4oihtPdq6ULSLAzL+uGskVb9mGPYzpFapru5vDxVU88q1teNqdU/q2+eDfFn+zF+/OGMPtn2zg9125zP50Az/89eQOnfcdkVtWzbXvriG/vJZBMUH858axnf7s/tGBPHdpCtMGRzP7U9txXv3OKt6dMUa3rLjqOgtvL9vP5+szySxsPFd7R/rz19P6cu6wGPt9rF8rrS9UVWXx7lz+8eNO9udV8PdvtvHaojT7dXB8nwiCfVvPwnW6PLghWFFZa6G0ur7N36sjiiprsaqgKM5dn6GxCqu0up7S6jqH2uIcLT3f1irB2ZYxYMsAjww0k1dWw47sEkYldm5DuDVL9+RSVWchLtSXIT2dqzzQ/GViMt9uyuLHrdncd0Z/3Stxlu3J49XFaQDMmz7U6UqMs4fGcOPJSby7PJ17P9/MgDsC21wTdNb8tZks2pWLyWjg5cuHO9xWalhcCJ/fksqVb69iR3YpD32zlRcuTdFtzf3r9pwmWcHJ3H/mgE5V0RkNCmcOiWHqwCj+/u12/rsmg4e/2UZuWQ13Te2r23HuzyvnX4vT+GVbDpVNgtdnDo5m9ml9mmV5D2tlyVBVa+HtP/bz+pJ9bMwoZvq/V5ASF8ykfpFM6h9JSlxIq88FlbX1VDX0LXVkOBk038TSg15zD6BpYpO+a8LIQLMuLT5c1e/7lyYDGvX4txro483V4xJ5Y+k+3lq2n2mD9Xl+a2rud9vZlVNGRICJV68c4dSzrKIoPH3xUHZml7I/v4I5n23ig+vH6lZJa7Wq3PfFZvtw8dtP7ePwZ906uTcBZiN//3Y7r/y+l+HxwZw2oPOVuKJ1XS7jNj8/H4vFQlRU8//QUVFR5OQcu+M6b948goOD7V/x8fHuOtTjVuOOYle8MembZXagQAtW6LPYGxQThJdBIb+8Vrfgck29hd92NAQrdAoAAsxITcTsZWDLoZJmwTU9/LAli49W2nbsX7x8OLEhHe/b0xo/kxevXzMKf5ORVfsLeWHhHqc/U/PBigMs2Z2HycvAS5cP79DwtLZcMTaBmxoCNPf9bzPpOk1Yf37Bbj5fdwiDAq9eOcKpcqPoYB8+n5XK2KQwymrqmfHeGr5cf8jpKcMVNfXc/8Vmbv7IVh6oKLaSvecvTWH1Q1O5/8wBHQ6wJIT78e+rR/G/WamkxAVTXWdl0a5cHvl2O5OeW8Jpzy/h41UHqak/NoOlsSTO8euO/ptY+rRKgCa9HYv1ya6wXwt1evBNaVikb8os1uXzAP7Ym09FrYXYYB979oazDAaFvzQEa99dnk5tvX4TwFVV5f7/bSGjsJK4UF+ev0Sfh/UxvcJ4sKF9weM/7NDt77jOYuXuzzZRVl3PiIQQbp3sXB8yH28j/7xyBL0j/ckuqebO+Zuw6DDFvKy6jpnvrSWjsJKEMD8+uGGMU+f56YOi+OSmcQT7erMho5hL3lhBWq7zg9V25ZRy/r+W88LCPWQWVhFg9uKy0XHM/8tJLLxrEheO6NmhBzZFUThtQBS/zpnIY+cPJtTPm5zSauavzeTWTzYw8omFzHhvDWsPtHwfL3Cy+sDXZCTEzxYQ1eNaqK0Jw/xMTm3ogm2DILTh2PQoEa6tt9o/R4/qA0VR7NeqTToOa9R6OupVeQC2EvpT+kZgsaq8uzxdl8/UHCmt5q7PbH1trxybwAXDe+ryuVoFQ1lNPbM+3qDbQKG03DKe+GEHAPed0Z/+Tmby9Y0K5NUrR2JQ4KsNh/nvmlb6AHTS6v0F/PW/G7E29At+4KzOBW2b8jIaeOqiIcyZasssfuX3vTz41VanJ9arqspnazM455XlfLXhMJW1FnqF+3H36f344/5TeePaUR1uzeFrMnLHlL4NlRVxKIqtDckri9K4+PWVjHxiIY99v50jLfTj1taEZi8D/g5meuv9fJyvU+UBND4f65bY1LAm1KMaFWBIwwDv7JJq3YYKVtVaWLRLm3mg3/Px9RN6YTIaWHewiPUH9X0+/nrjIeavzURR4J9XjKCHDrMVAn28ef2aUfh4G/hjb76uA3ff/mM/f6YV4ONt4KXLUpy+Z1+b2osZqYkA3PXZZjIL9auWEV0wcKs5eqHSWnbjgw8+SElJif0rM1Ofm+WJTO+yOHvg1snyYGgMVmQVV+nyAKgF1JLC9cks8PE2MiDGtsDTa1fxz7R8ymrq6RFo1rV3TXiAmctG2zYy3ly2T7fPzSur4cGvGlsOnOpA357W9I4M4JmG8rjXl+yz9zVyxuJdufYF+t/OHNBq1lNn/e2sAYzpZXuguPVj50tw3/8zndcW2/47PXnRUM7QYRc42Nebj24Yy5mDo6m1WLnnf5s5/aWlfL42s8VgaHu2HCrm3FeX8/k62yCPm09JYvnfTuPTm0/iklFxDu/aj+kVxje3T+DHO07mb2cO4KTkMLwMCvvzK3j4m21Mfs42GbnpQ5surRJCtH7fOm9i6ZB1qHd2RbrW61unTSytlGpHdqluwdCft9p6Op45RJ/MCs2FI3oSGWgmp7Sa7zdn6fa5X204zC/bc/A2Krx21UiC/ZzPBtTceHISZw6OtpfHOdvmQVVVHvp6K6vTC/EzGXnxsuG6VDQEmG0bbr7eRpan5fPP35zbcKupt/CXj9azI7uUiAATH90wVpdhOqN7hfHFrFRign3Yl1fB6S8t4y8frXOoxYOqqny44gDn/+tP9hwpJyLAzAuXprD2oak8e0kKJyWHO9Q3z9toYMb4Xqx8cAof3jCWGyYkkRzpj8WqsnRPHpe+sZIr31rFyn0Fzd6nTVJ3tFUCNAlY6HAttLfP0in7Ws8N/YzCSqyqrTpEj2AKNG5i6VUiXF3XJFihU+WB5paG4a+frc2kqOEe6ixVVfnbl1soaGg58Oh5g3T5XLCdE69dNZJwfxM7s0vtazln5JXVMPP9tVTWWjgpOczpKglNau9w7jvDtuE297vtbHXyGWFXTik3fbSO2norUwf24KmLhjp9X1QUhTlT+/HkRUPsLWRS5/3OM7/scijYVlJpqzj525dbqaqzkJoczpe3prL43sncMaWvw1ndUUE+PHtJCqsfnMJzlwzj3GExBPt6U1pdz/t/HuCUZxfz6Lfbmm00NV0TOvr31LgmrNL1+djZ9lnQdAZMpS7Hlq5zFVaA2Yu+DVn2evX81ioPeobYBhnrJSrIh4tG2DaX3lyqX+uYnJJqHv7a1nLgjtP6MqGPfr1++0cH8tRFQwF4ZdFeVuzLd/ozf92ew9O/7ALgoXMG6TJPQ/us4fEhlFTVcdsn+m24iS4YuI2IiMBoNB6TXZubm3tMFi6A2WwmKCio2ZdoW1SQD4piyzwo1GHhpueOYlSQD14GhXqrqkuf08byYP3KqxqHURTr8nm/brNl254xOFr3Juk3nZKEQbEN/NmVo08bkXk/76Ssup6hPYO553THWw605txhsVzXsFv3ty+2UFLpeMBie1YJsz/dgFWFS0bFccOEXjodpe2B4l9XjSQiwMSunDL+/u02hxZT1XUW/vHDDh773vZAcs/p/bhSx0mnPt62XnNzpvYl0MeLfXkV3P/lFk55ZjFvLN1HaTsBoZLKOn7feYTHvt/O9H+vID2/gphgHz696SQeOmeQfTHpLEVRGBwbzK2TezP/L6lsfOR05p43iKggM9kl1Tzy7XbG/OM3Rv9jIUPn/sqbDX36nCnFjdUxu6Km3kJJle3vUpdWCSH6BStUVeWgztUHvcL9CPLxorbeyp4jzmcv1lms9n5jerUe0Zi9jFzfcO6/uWyfLg89JVV1zPvZ1tf2rtP7dbonWHsUReHZS4cRH+bL4eIqpwMW/16yz57N/9pVI3UL4IOtBcDTF2sPFGn2QZuddSC/whaY3F9AgNmLD64fq+u9u29UIF/dNp7TB0WhqrBgxxEufn0Fl7y+goU7jrRZjaCqKgfyK/h8XSbXvbeGR7/bTm29lVP7R/LLnFO4eFSc01PDNT7eRib1i+SR8wax6J7JLL53MleNS8DbqLByfwFXvr2K0f/4jZFPLGTIo7/aWzSEOdjXESBWxxJhPdeE0BiwOKxDb0dtTZgY7q/b5lBjCy19ghUr9uVTXlNPVJCZ4Q62MmnNhD7hDIoJoqrOoluf0wU7jtgqmowGXr1yhNPDL48WHezDy1cMB+CT1RlObehX1Vq46aN1HCqqIrGh4kfPdfesSclMHRhFrcXKrZ+sp7jSsWesH7dkc8Vbqyirrmd0YiivXjlS18GKV49L5N0ZY+gd6U9ZdT2vL9nHyc8s5oEvt7Avr7zN99bWW1l/sIg3l+7jzH8us/dL/9uZA/j4pnGMSgzT7dzqEeTDpaPj+ddVI9nw99P58IaxjE4MpbbeyocrDzLx2cWMffI3Uh5bwGVvrgQcb5MAjYlNFbUWypzMRAZ9K1JjQmzP7tV1VnuVhTNc+Xys1ybWr9sb14R6t/u7eaJtw2bhziOk5bb9b76j/vHjDipqLYxMCOGOKZ3vmd2e6SPjuGJMPKoK9/1vi1Mb+pszi7lz/kZUFa4al8A14/R77jR5GXjt6pGE+nmz9XCJ/flWOK/LBW5NJhOjRo1i4cKFzb6/cOFCxo8f76GjOrGYvAz2TAg9Ful63piMBsW+46lHwMJeCqLjjWl4wyJ9Y0ax059lsar2YIUeGZZHSwz3tw+2eEuHXcU16YV8teEwioJLJ3Q/eNZAkiP8ySmtZu732x36jOySKm74YC0VtRbG9w7XJVvhaFFBPrxy5QgMCnyx/hAvLtzTqezD7VklnP+v5bzTULZ4y8RkZp/meH+h1hgNtiyLFQ+cxkNnDyQ6yIfcshqe/nkX4+ctYt5PO8lpuBZkFVfx7abDPPzNVs54aRkpjy/gxg/X8f6fB6i3qpw1JJqf7zxF1365LQn08WbmhCSW3ncqT1w4hNhgH8pq6skvr6Wsuh6LVcXbqDCmk0PmmorWsVWCVqbnbVSc7hEJTVol6HAdzC2robLWgkGB+FB9sisURbEHKzd2coBIS1bvL6S0up5wf5PDw73acvW4RPxNRvYcKWfxbscCi029uGA3+eW19OkRwE0n69s3VxPk480Llw5HUeDzdYf43cFBGt9uOsxzv9oGKT52/mBOHaBflYTmguE9ufYk24bbnM82sXxvx7NBVFXl09UZnP3KH2zIKCbQ7MVbnSiv7YyYYF/evm40v909ictHx9vLJW/+aF2zagSLVWXb4RLe/zOd2z5Zz9infmfy80u4/4st/LE3H5OXgbnnDeK9mWN0yyxtTVKEP09dNJSl953KdamJmIwG8strKKyotZc5J4b7ObWJpue1UM81IehbfeCKNaHWKiE9v0KXLNYFDcGKaYP038xXFIVbJtmuVx+sOOB0pVBlbT2PNzyU/2VistN9bVtzSt9Ie/mtoxv6FqvKnM82sjmzmBA/b96fOcbpHsxHUxSFFy5LISHMj0NFVcz6eL19bdURJVV13PXZJm7/dAPFlXUMiwvm3RljdNsUaurUAT1YeNck3r5utC0YarEyf20mU19cys0frbOXkJfX1LNsTx4vLNjNFW+tZNhjv3Lx6yuY9/Muskuq6RXux5e3jufWyb1167vZEqNBYVK/SP43K5VPbx7HuKQw6iwquWU1lFTVUdOw9p7Q2/EsRz+Tl339pkf1gZ7ts8xeRqIaqk/0WBfahzTq2Ddaz+fjOovVvuZxxfNxnx6BTB1o28R9W4eBjX+m5fPDlmwMCjxx4RCXnQsPnzvIvqH/j4ahuJ2VWVjJjR+uo7rOyqR+kTx+/mDdn497hvjyzytGoCjw3zUZ/PO3vdR1YuiqaFmXG04GcPfdd3PttdcyevRoUlNTeeutt8jIyGDWrFmePrQTRmywD3llNWQVVzn9cKTn1EyAuBA/MgurOFRU6VRQBvQvDwYYmRAC2HYU6y1Wp4KX6w8WUVBRS7CvN+OS9RlqcbS/TEzmx63ZfLXxMOcPj2Wyg60N6ixW+9TJK8Yk6J5h1pSvycjzl6Vwyesr+HrjYc4YHMWZnZisXFZdx/Xvr+VIaQ19ewTw+jWjnO5r25rxvSO474wBPPPLLl5dlMbP23J44oIhbQY26y1W3vpjPy8t3EOdRSUiwMQzFw9jykDXNnEP9PHm5onJzBjfi+82Z/Hm0n3szS3nzWX7ee/PdCIDzGS18JCRHOHPmF5hnDqgB2cMjtL9Bt8WH28j156UyOWj49mbW4ZBUTB5GTAZDQT7eTs1rKZpxq2zwwablgfr8fejBSuOlFVTU29xeHAKNJbExYX66XoejEgI5Y+9+WzMKObaVOc+a8EOW5XN6YOiXLLgDfb15qpxCbz9RzqPfLudUYlhDgfYtx0u4T8N2WqPnz/YZdcWgLFJYdx0chJv/5HOA19tZcGc0E4N1lqTXsh9/9sC2Fqb6Dno7GgPnzuQrYdL2JRZzDXvrub8lFgePmdgmz3eckureeCrrfbS8JOSw3j+0hR7ebyr9Olha8tz97R+vP/nAT5ZddBejfDML7uoqbce0/vRZDQwLC6Y0b3CuGRUT/r00KftTkfFhvjy+AVDmDO1H4eLqjB7266DJi8DkYFmp3rTaX3qs3RtlaBPUEzPwK3e5cEAIX4mkiP92Z9XwabMYqc2RixWlYU7XBesADhnaAzP/bqbQ0VVPPnTDv5x4VCHP+u1xWkcLq6iZ4ivU0NtOuKBswaybG8+6fkVPPb9dl68fHin3j/vp538uv0IJqOBt64drVtZ8NGCfb15/ZqRXPz6ClbtL2TKC0u4e1p/ZqQmtvm88GdaPvf9bzNZJdUYFLhtch/umNLXpfcXg0Hh9EFRnD4oinUHCnlz2X4W7jhi/4oL9SWruIqjixFC/bwZ3SuMk5LDuWJMPP46DLfqKEVRGN87gvG9I9ifV05VnQWzlwGT0YiPyeB0a52YYB9KqurIKqlyuvex3m1jeob6klNazaGiKqefwVyRcTui4fl4U2YxFqvq1FrO1Zv5YMuQ/23nET5fn8kFw2MZ72Brg9p6K498a3s+vi61F4Nj9d901gSYvXj+khSueHsVn63L5IwhUZ0aAFZSVccNH6wlv7yGgTFBvHa1vtn8TU3sF8mcKf146bc9vPTbHn7ams0/LhrSZmynzmLlwxUHGB4fwmgnY0Anoi4ZuL388sspKCjg8ccfJzs7myFDhvDTTz+RmJjo6UM7YcQE+7L5UAk5TjYQV1WV/DL9dhTBdmMC53cUy6rr7CV7et6YkiMCCPLxorS6nl05ZU4Fvn/dbgtWTBnQw+mG4K1JiQ/hmpMS+HhVBnd/vpmf7jjFnl3TGR+tPMjuI2WE+Hlz/xn9XXCkzY1MCGXWpN78e8k+Hvp6G6N7hXVo8VNdZ+GW/6xvmOhp5v3rx+iSAdmWWZOSiQ428+SPO0nLLefKt1cxfURP5kztR8JR/ZVX7itg7nfb2d1QXj5tUBTzpg/VbRp7R5i8DFwyKo7pI3qyZE8ubyzdz5r0QrJKqjEaFAbHBjE6MYyxSaGMSgzT7dx29pj1XgxFBdv+XDX1Vooq65zKvtG7PDjM34SPt4HqOivZxdVOXcNcsUCHxk2sDU5m3Fqtqj3LzFXBCoDZp/Xll+05ZBZW8bcvtvD6NSM7HWS3WlUe+XYbVhXOS3F8od8Z90zrz+LdeaTllvPwt9t47aqRHXrfjqxSbv5oHbUWK2cOjubBswa69DjNXkb+c+NYXliwh49WHuC7zVks3pXL3dP6ceno+GY9sOssVj748wD//H0v5TX1mIwG7j+zPzdMSNI9y7AtUUE+PHDWAG4/tTf/XZPBe8sP2NdFgWYvRiaGMjYpjDG9whgWF6x7GbgjwvxNumcKaiXCOaXOB0d1b5Wg41AevYc0akYmhLI/r4INGUVOBW7dsZnvZTTw5EVDmfHeGj5elcFJyeGcOyy205+zP6+ctxoy1R45b5BLskKb8jUZef7SFC59YwVfbTzMtMHRHW6r8+bSffbKpucuHcbYJNcGBAbHBvP1bRN46OutbMgo5okfdvDF+kP8/ZyBx/TAzi6p4qmfdtn7ryeG+/HiZcNdFqxqzeheYYzuFUZabjlvL9vP1xsP2zdL4kJ9GdsrjDFJYYzpFUrvyAC3buC3xhXB99gQX3bllHUqU7olqqpSUKF/9cH6g0UccrJtTFFFrb21l57Xwv5RgfiZjJTX1JOWW+5U4Ft7PnbVZj7Y/s1fPjqez9Zlcsf8Tfx058kOBf7f+zOdfXkVRASYuMsFLQSPNi45nBsnJPHO8nT+9mXHN/Qra+u5+cN17M0tJyrIzHszRzs8m6Sj7pjSh9gQH+b9vIvdR8q49I2VXDoqrsUe2H+m5fPod9tJyy1nQHQgP/z1ZJcFlY9XXTJwC3Dbbbdx2223efowTlha4M7Z7IqCilqq6iwoiu0BSA96ZVccbCgDCfc3OZWVdzSDQWF4QijL9uSxIaPI4cCtqqr2LLNpLgxWADx8ziA2HCxmR3Ypd8zfyKc3jevUxTC3tJqXFtqGzvztzAGdyvhyxp1T+7JoVy67csr4v6+28ua1o9pcLNbUW5j18XpW7CvA32Tk3RmjXZ65BbYMgItGxHFa/yieW7CLT1Zn8NXGw3y18TDD4oI5e2gMJyWH8+7ydPviPMTPm4fOHsglo+I8tgA2GGzTzE8bEMX2rBJKKusYFh/i8ht5V2H2MhIRYCa/3FZ94EwwRJucGq3TdVBRFOJC/UjLLedwcZVTQdf0An2HNGpGxNseLA8UVFJQXuPw5sOWw7ZNRH+T0aUtOIJ9vXntKlsm1C/bc/hwxQFmTujcYJovNhxiQ0Yx/iYjD53t2kCoxsfbyIuXpXDRv1fw45ZszhicxfkpbQda9h4p45p3V1NSVcfIhBBeuny4WwKigT7ezD1/MBePjOPhb7ay+ZCtv9nTP+9icv9Izh4aQ5Cvt32TC2ybi89ePMzp7CZnj/svE3szc3wSq/YXEB5gYkB0kEtLf7sSPYeTZTas3aKD9el/3rgm1KPHrf5VWGDLNPti/SGnN7EWuGEzH2BSv0hum2zbGH/gy60MiQ3u1D1GVVUe/W47dRaVU/tHMm2Qa6uFNKMSQ7llUm9eX7KPh77eyuheoe1u6H+44gDzfrYN4Ln/zP5cMLynOw6VgTFBfDFrPJ+ty+Tpn3exM7uUq95ZTVSQmbOGxHD20BjWHyzi1UV7qay1PUddMy6RB84a4NYM1qNp1Qj3TOvH9qxSBsQE2q8P3YF9gLeTG0U5pdXUWVS8DIqOgxobEpucPDZtTRgd5KPrhotXQ1XKqv2FbMgocviebm1SeTBtsGuvLXPPH8ymzGJ2Hynjrs828dEN4zp1388qruKV3/cCtjZ/rk4U0tx7Rn+W7Gnc0P/XlSPafJasrrMNfl1zoJBAsxfvzRzjlvNaURQuHR3P1IFRPPvrLv67JpP/rT/E/9YfIiU+hHOHxjAmKYy3l+3nx4YBxWH+JtsmfhfYHOpqJIzdTcWG6NPPTHvwigv11S0TRa8JwukuyjKDxkwzZ/r47MwuI7OwCrOXgYn9XJu1pQ2o8jcZWZNeyMu/7e3we1VV5bEfdlBeU09KfAiXj4534ZE2Z/ayTT/3Nios2HGEy99cZe+7dbQ6i5U7/ruRJbvz8PE28N7MMS5t59CSYD9v/nHhUL6+bQIn94nAoNgGljz98y4ufO1Pvt+cZVucn5TA4nsmc+no+C6RtQC2DJHxfSK6TdBWE6PTUJ60hoEeevb40ytg4aqM22A/b3pH2j5zU2axw5+jZVZMHtDD5RmNw+JC7JmnT/20q1NDNPLLbX2hAeZM7edQ5YKjhsWF2EuR7/l8E49+u81ehnm0A/kVXP3OagorahnaM5gPbhjr8my4ow2NC+ar2ybwjwuHkBThT029lV+3H+HO+Zu4/v21pOWWE+5v4tmLh/H1reM9GrRtyuRlYGK/SAbHBneboC00XgezSpybpq6qqn1d2EenbDitCquoso4KJwYGVddZyGpY8+pffWDbxNqcWYKljSF3bVFVlV/tm/muD4TefXo/xvQKpbymnts/7dzk7++3ZDf2enZBf8S2zJnalwHRgRRU1HLuK8v575oM6lvpnfjZ2gwe/c42J2H2qX24bbJr2zkczWBQuHJsAovumcTV4xIINHtxpLSGD1Yc4LI3V/LML7uobBhm9P3sk3niwiEeDdo21SPIh1MH9OhWQVtoei10ck3YcB1MDPfTbRNGr6G1B1zQMkajXQudmX3QdDN/vBM9izvC12TktatH4Ott5M+0Al5bnNbh91qtKo99v53KWgtjeoUyfaR7NoWgcUPfaFD4cUs2V769qtW/89p6K7d9soHlafn4mYx8cMNYl7ZzaEmov4l504fx5a3jGd87HINiG5D25E87ufC1P/lxq60/8MzxvVh8z2QuGxPv1uqr44UEbrupGJ2mqWs3pt46lqvYJwg7uaNovzHpXBIHtt6O4FyJsBasmNgvEj+T6xdqSRH+zLt4GACvLUnjj73tT+ats1i553+b+XFLNooCT1ww2O0X0kGxQTx+wRDMXgbWHCjk4tdXctOH69hyqJjc0mryy2soqqjlns832/qXeRl4+7rRjEt27fCstgyPD+Hjm8ax5qGpPHnREMb3DsfLoDA6MZTvZ5/MPy4c6rasZdE2e4mwTptYrrgWOr9Id02WGehzLdSyzFzZJqGp6yf0Ytog2+Tv2Z9upLQDk3kzCiq59I2VFFbU0rdHADMn9HL9gR7lr6f1YdqgKOosKh+uPMik5xbz4oLdHCqqJLesmsKKWtJyy7n6ndXkltXQPyqQj24Yq2vFSWcYDQrXnJTIonsm8dMdpzD71D4kRfhjMhqYOb4Xi2Rx3mVomxDVdVZ7Ca0j8sttJbiKAsmR+lxvgny8CfKxrZGcWRdmFFaiqhDo40W4zvffflGB+DeUCO/NLXPoM5pv5kfqenwt8TIaeOXKEYT6ebM9q5SnfurYoJtvNh7mns83ATBrUm8SXbDGbovZy8grV46gZ4it3+eDX21l2kvL+HFLNkdKq8krs60Jv1x/iAe+2grAjScncc8015cwtyY8wMyTFw1l3d+n8u6M0Uwf0ZNAsxfRQT68cGkKX8wa75JhjKLztOdjZ1sluGJNqPdmflKE/q0mGteExQ5/hjs388E2qOyJC4cA8PJve1i5r6Dd99TWW7nr8038uv0IRoPC4xcMcXsizrC4EOaeNwiT0cCq/YVc9O8V3PKfdWw7XEJuaTUFDc/Hd87fyKJduZi9DLw7Y4zb27A0NSoxlE9vPolV/zeFJy4YzEnJYXgZFMYlhfHDX09h7vmDCfbzzJr1eNA1tvWE28XoNEF4X56+mRXQfJq61ao6/FBnLw92wY6iNjnzoBMlwr+6OVgBcH5KLKv2F/Dp6gxu/2QD780c02rz7/Kaem77ZAPL9uRhNCjMmz6UYXEhbjvWpq4cm8Dk/pH887e9fL4uk992HuG3FiasexkUXr96JKf0df1DT0dEBJi5elwiV49LdOrfsnAd+1AeJxfp+/Js1xt9M24bejs6Ebi1WlWXTFLXjEwI5Yv1hxyuPkjLLWdfXgXeRoXJ/d1z3iqKwnOXpLD9lT/IKKzkxg/W8s51Y1pdLG49VML1H6whv7yWniG+vHHtKJeWMbfG22jgretGsyItn2d+3c3mzGJeWZTGK4uOzRBJjvDn45vGdYkNIkVRGBQbxKDYIO6Z1g9VRa6FXYyPt5FwfxMFFbVkFVcT4ufYvxttTahnFZbt8/zYkV3KoaJK+kU5lp2dnt94HdT7AdtoUEiJD2HFvgI2ZhQzIDqo05/h7s18sAWpXrx8ONe/v5aPVh6kR6CZ20/t0+Lfj6qqvLVsv73twLnDYpjt4oFkrekXFciieyfx8aoMXlucxv78Cm7/dEOLr716XAIPnzOwS1Q3mb2MTBkYxZSBUbIm7KJiQhqrD5xhrzxwQRXW4aIqpwbqphdom/n6Px9rA8rScsspqapzqHWAdi10VwsWgEtGxbFqfwFfrD/ErZ+s572ZY+zZw0crq65j1sfr+TOtAC+DwnOXDmNgTOev+Xq4NrUXpw2M4qWFe/hqwyF+3X6EX7cf+3xsalg/urIdWWf0CPTh2tReXJvaS66FnSAZt91UTEjjjqLVwbIucM2NKSbYB6NBodZitQ+5cISryoPB1itR+zM7ErDIKKhkV04ZRoPCFCcGWTjikXMHMToxlNLqeq5+Z7X9BtlUXlkNV761imV78vD1NvLOdaO5zI0tEloSE+zL0xcPY8Fdkzh7aDQmLwNN1yzBvt68euUIpgx0342+M+Sm1DVF69DPrKSqzl623tslrRIcP7bs0mpq6q14GRR7Bq+etEX65oYpwp2lXX/G945wa2ZosJ9t8neg2Yu1B4q49M0VLW5kLtmdy+VvrSS/vJZBMUF8fdt4XTNoHDG+TwTf3DaeN64ZxYDowGNK+gfHBvHJzeO6xFDBoymKItfCLipahw19vdskaOJ0GFrryiosaLwWbjjoWPXBgh2uH9DYklP79+CehoE6zy/YwyPfbj/mWm6xqjz2/Q570PbGk5N45YoRmLw89xhp9jJy48lJLL1vMndO6UuonzdNLy0GBa5LTeQJD2TCdYRcB7umpv2+nWkbs88F7bO0RIOKWgvFlY5XRqTn247NFdfCiAAzCQ1DpxxpoZWWW87+hs18ZwY9OuLxCwaTEh9CcWUdV729it9bSBA6UlrNZW+u4s802yyV92aO4aIRcW49zqP1DPHl+UtT+GXORKYNijrm+TjUz5t/XTWCSW6o5HCEXAs7TjJuu6kegWYMCtRZVPIrahyaogiwzwWBWy+jgeggHw4XV5FZVEUPB4f9HGjYUXTVIn1kQghpueVszCxiaid3BbWhZGN7hbk9I8rH28h/bhzHX/+7kd92HuHWj9fz+AVDuGpsAhsyivh2UxY/bMmiqLKOMH8T780cY88w7gr69Ajg31ePsv9aVVUsVtvOc3fqSSj0oUc/My1YERPso2uP4J46lMVpwYqEMD+XTGftFxVIgNmL8pp69hwp63TWgbvbJDQ1LC6Ez2elMvP9New5Us70f6/gwxvG0jPEl992HuG7TVks2ZOHxapycp8IW6DXQ20HjqYoCmcOaT5V3WpVsai2YShdMVAhuraYYF+2Z5Xqci3Uc00ITa+FTgRuC1y3mQ9Nejs6EKzILKxkZ3apRzbzAf46pS9Bvt7M/X47/1l1kLyyGl6+Yjh5ZTV8vyWLbzYeZs8R23/bh88ZyE2nJLv9GFsT6OPNXaf3s09zV1UVq2r7X5lILjpLWxNW1VkoqapzuPogLVf/KiwfbyORgWbyymo4VFTl0POjqqoubZ8FtufjjMJKNmYUdTpY6KnNfAA/kxef3jSO2z/dwJLdefzlP+uZd9FQLhkVx9oDhXy3OYsftmRTUlVHRICZD64f06VanPSLCuSt60bbfy3PxyceCdx2U95GA5GBZo6U1pBTUu1Q4Laipt6+wNc7A6lnqC+Hi6s4VFTpUC+Wkqo6CitqAdcu0j9fd4gNB4s7/d7GNgmeyQ71NRl545qR/P3bbfx3TSYPf7ONf/6+t9mwm+QIf96bOcZlf396URQFL6PckIRjYkOc72e2zwW9zKAxy8w2ndjqUHm+K4c0glYiHMyfaQVsyCjqVOA2u6SKzYdKUBSYOsj9wQqwTf7+8tbxzHhvDfvyKpj+7xVYrCpVTQb1XDwyjnnTh3o0u6wjDAYFA3ItFI7RhtY60+9byzLT/1ro/FCexlYJ+pcHQ2Nvx7Tcckoq6zrVp09bE3piM18zY3wvIgPNzJm/iV+253DyM4ubVb35eBt45uJhXDDcfQN4HKEoCrYloVwLRef5eBsJ8zdRWFFLdoljbWNKKuvs506yC9aFeWU1HC6uZGhc54OG+eW1lNfUoygQH+aaa+HIxFC+2ZTlUJ9bbTPfHQMaW+Jv9uLt60bzwJdb+XLDIe7/cgvPLdjd7Pm4T48A3p85xmV/f3qR5+MTT9d+ChEupZWDZBU7FrDY39DTMdzfpPtC014W52D5spZl1iPQrGsGXFPaIn3zoc6VCOeX17CuoZRumgeyzDReRgNPXTSUOVP7Arb2CAFmL6aP7MmHN4xlwV0Tu3zQVghnRQdpwQrH28a4oiQOIDLAjNnLgFV1PLDs6vJggBHx2hTh4k69b2FDafDIhFCHqz70EBfqxxezxjMyIYTymnqq6iz0CvfjjtP68NvdE3nhspQuH7QVwlmNbWOc38TS+1pobxvjREsbLcvMVdfCMH8TvcIbSoQPFXfqvQu2a20SPNvq6eyhMXx4w1gCfbzIL69BUWB873CeuXgoqx+c2uWDtkLoQVsXOto2Ji3PNqBQ7yoscH5orVZ5EBusbx/yprQ14aaMok6tq5tu5p/uxv62R/M2Gnj+0mHcfmpvwPZ8HGj24tJRcfznxrH8cucpXT5oK05MknHbjcUE+7Ap0/kbk549HTVxOt2YXBl47NsjgECzF2U19ezOKWNQbMcyzX7eloOqwtCewfZsP09RFIU5U/sxIiGUqloLk/tHumWCpxBdRXSwD4oCtRYrBRW1DvUFtU8P1vlaqCi2vrT78yvILKp0aKF4wIVDGjUjE0MA2JDRud6OP2zJBtw7gKI1of4mPr35JL7bnEX/qECGxQVLuwHRrcRqm/kOrgldWoUVovW4daxtTFWthZxS27G5qjwYbJtQBwoq2XCw4yXCOSXVrDtYCHh2M1+T2juc72efzJr0Qib1jyTKwXZlQhyvYkN82JFd6nBi0z4XtEnQOFt90HRIo6sMiAnEx9tAaXU9+/PL6dOjYwMlf9pqy7YdER/i0c18sK2/7ztjAKMTw6izWJnYT56PhedJCkk3pmXcOprJleai8mDQ8cbkwiwzQ8MUYYCNmR0PWPxvXSYAFwyPdcVhOWRSv0jOHBItNyXR7XgbDUQG2IK1Dl8L7eXB+l9vejo5lMfVrRIAhjdkV+zPq6C4srZD7zmQX8Ga9EIUBc5L6RrXQh9vI5eNjiclPkSCtqLb0Xo7Onod1CoPXFGFFd+wJswvr6Wq1tLOq4+lbWCF+Hk73LOyI7QBZZ3pc/vlhkNYVVubBE9v5mt6Rfhz2Zh4CdqKbsnp52MXtYwB54fWNg7udt1mvrfRwLCeIQAdbpegqqr9+fjCEV0ns//UAT2YNliej0XXIIHbbkzrZ+boIApXDaGAphOEHcuuOOCGYAXYGrADHe5zuzO7lC2HSvA2Kkwf6dkplEIIm8YBZZ1fCFfXWcgstF2nulp2hcWqklloe58rWyWE+Zvs2RsdDVh83rBAn9g3sssEK4TozuzT1Escm6buqsoDgCBfLwIbSo4daaHljpYx0NhCa2MHS4StVtV+LbxsTLxLj00I0THRTqwJwbXXQmeH1torUl19LWyoxNrYwUqsLYdK2JVThsnLwAUpXSdwK0RXIoHbbqyxn5ljN6Z9ea4rBWk6QdiRB4j0Am1ipmt70NgX6R3MuP1srW2BfvqgKMI8NIBCCNGcPWDhSECgoAKrCkE+XvbMXT05k12RVVxFrcWKyWhweXB0hFZ90IHsinqLlS/WHwLgcglWCNElRAXbrl819Vb7cNfOcFWvb2hoG+NEwCK9wPXlwQADogPx9TZS1lAi3J7V6YUcLKgkwOzF2UM93yZBCNGY2ORov297YpMLMm7jna7C0p6PXRy47eTsg88aNrDOGhLdqcGOQnQnErjtxppmV3RWncVqz2BwxSI9JtgXRbE9QOSXd+4BQlVV0hseIFydcTu8IVjRkRLhmnoL32w6DMCloyVYIURXEaMt0ks7fy1sWnngivL6xkGNDgQrGq7RCeF+GA2uLf0fkdiYadaepXvyyC2rIczfxNSBnu9vK4QAs5eRiIbNJ0fWha4MVoBzm1juyrj1MhoY1jDpvSOVWFq27XkpMfiZZOyIEF2BvVWCA2vC6joLmUWuq8LqGWJLSCqrqaekqq5T71VVlYNumAEDjRWpu4+UUVbd9nFW1Vr4flMWAJfL87EQrZLAbTem7SgeKa3G0slp6gcLKqm3qvh6G4lxQQ8sk5fBPtWzs2VxRZV1lFbXA5AY5tobU6i/iWStRLidXcWFO45QXFlHTLAPE/t2bGiFEML1Yu0Zt44HK1zRywycDFa4qSQOGjNuN2UUt1sirAUrLhrRE5OXLEOE6CrsmWZOBG5dUR4MjW1jHGmVkO6Gvo4arRKrvWGNpdV1/LTVNqDxMglWCNFl2Ac1Fne+6jM9vwK1oQorIkD/ykpfk5HwhorNzlYf5JbVUFlrwaA09g13lR5BPvQM8UVVYXNmSZuv/XlbNmU19cSH+XJScrhLj0uI45k8MXVjkQFmDArUW1Xyy2s69V6tJK53D38MLsrk0qYId/bGpC3QY4J98DW5vpm4tkhftb+gzddpbRIuGRXn8uw3IUTH2dvGONDPzJUtY6AxuyK7pJp6i7VT722cHuz6YMWA6ED8TEbKaurZnlXa6uvyymr4fWcuIMEKIboabcO8s9fCOouVgwWuyzKDpmtCRwK37ikPhsZMs9XphW1uYn23KYuaeiv9ogLs1VtCCM9r2jamqLJzWa2ursICxzf0tTVhXKifWzbNRyZ27vn40lHxLospCHEikMBtN+ZlNNgnxnY2u8LVJXHg+I3JXSVxmtMG9ADggxUH7H8vRztUVMnytHzAdmMSQnQdemSZuSpY0SPQjLdRwWJVOVLWuQ22dDcNaQTb/USrJJj7/fZWqzi+3niIeqtKSnwI/aMDXX5cQoiO03phd/ZaqFVh+ZmMxAbrX4UFTdeEndvML6uusycnuONaODYpDD+TkfT8Cj5YcaDV19mHko2Od1mARwjReba2Mbas1s5uYrl6TQhNqg8cDNy64zoIcNoA25rw3eXp9mfzox3Ir2B1eiGKYktsEkK0TgK33VyMgwPK9nXhG9MBN/Xv0Zw9NJqJ/SKpqbdy7/82txiw+GL9IVQVxvcOJyHc9dlvQoiO0/qZHSmt7tAkcI3FqrLfhQN5AAwGpTHTrLBzAYsD+e4ZyKN5+NyBBJi9WH+wiPeWpx/zc1VV7ZkV0sdMiK7H0TVh05Yxrssyc2xNqGUCRwSYCPJx/dCbED8T/3f2QACe/XWX/R7R1M7sUrYcKsHbqHDRCJmgLkRXE+NgCy1XDmnU9HQysSnZTWvCC1J6kpocTlWdhfu/2NLi+lrbwJrYN9LlQ3SFON5J4Lab025MWZ3NuM1zbV9HwOEJwuluvjEpisIzFw8l0OzFpsxi3v5jf7OfW60q/1tnm6AupcFCdD09Am1tY+osnWsbc7ioipp6KyYvgz2o4AqOLNLrLFb7690VuI0L9ePhc2wBi+cX7D6mAmFDRhH78irw9TZyXkqMW45JCNFxWtuYzq4J7e2zIl13rdGug7llNVTXWTr8vnQ3V2EBXD0ugZP7RFBdZ+W+L7Ycs6GvbWBNHRhFeMNAOCFE1+FoCy1Xzz0Ax6sPGq+F7kkgMhgUnr1kGH4mI2sOFB5TgVBvsfLFetvz8eVj5PlYiPZI4Lab07IrcjpxY1JV1U0Zt47tKO7MtvVX7BPlumM7WkywL38/bxAALy7Yw94jZQDkl9fw+A87OFxcRaCPF2cOiXbbMQkhOsbLaKBHYOfbJWjBiuQIf5f2rY4L6fxQnr1Hyqm3qgSavYgKdE3pcksuHxPfYgXCxowiHv9hJwBnD40h0A2Zb0KIztEynnI6G7h1w5ow1M8bv4a5BVmduBZqa8K+blwTKorC0xcPPaYCoc5i5fO1mXzZEKy4TIIVQnRJscGdXxNarCr781079wAan487O6hxZ452LXRfm6r4ML8WKxByy6p59Lvt5JbVEOZvYurAKLcdkxDHKy9PH4DwrJiQzmfc5pRWU1FrwWhQSHRhBkPTCcKqqnao/K6sus5+0xzaM9hlx9aSS0fF8fPWbBbvzuOe/21mXFIYH6/KoKohM+SGCUn4eLt+WJoQovNiQnzIKa0mu6SKlA4OinH1FHWNI9kVWw8XAzCkZ7Bbhz1oFQjTXlrGpsxi5n63nYOFlSzbkweAycvA9RN6ue14hBAd17iZb2sb09FrR5obyoMVRSEu1Jc9R8o5XFxFcgcz2rYetk00H9ozxGXH1hKtAuGBr7by3ILd1FtVPl1zkMxCW7BlUEyQvS+4EKJriXGg3/ehokpq3VGF1bCZ35nEpqKKWvu1Z0ise5+Prx6XwC/bcliels+9/9vM8PhQPll9kJp628DdG09OcsuwNCGOd3KWdHOO9DPTghWJYa6dSqkdW2WtpcNTPbdnlaKqtunDEW4uP1MUhXnThxHk48WWQyW8/Uc6VXUWUuKCeW/maOZM7evW4xFCdJx2vcnqRD8zd5TEgWOtErYcsgUrhsW5d4EOtgqER861VSD8Z9VBlu3Jw2hQuHRUHAvmTGSImzfVhBAdExXkg6JArcVKQUVth97TtArL5dfCkM5dC1VV9ei1UKtAqK238swvu8gsrCIiwMRDZw/ki1tTXVqpIYRwXOOasPPPx66uwtLWhCVVdZRVd+z5WNvA6hXuR7CfeyuemlYgbMgo5r0/06mptzIiIYQPrh/DbZN7u/V4hDheScZtNxfjQCnIPjdlmfl4G+kRaCa3rIZDRZWE+Zvafc82e2aFZwID0cE+PDV9KHfO38SwuGDunNKXSf0iZWKwEF2cfRBFJ9rGuGMIBTSvPugo+7XQA8EKsE0HXronj1+25XDxyDhuP7WPDGYUoovzNhqIDLCtu7JLqogMbH8D3F1VWNB4Lexo9cGhoipKquowGQ30c2N5sEarQLjwtT+xqnDLxGSuHpeIr0mqr4ToyhrXhJ1vn+Xq5+MAsxehft4UVdZxuLiKAdHtB2LtlQdxIS49ttbEhfrxxIWDuefzzYxMCOXOqX05uU+EPB8L0QkSuO3mtEVwTmk11XWWDpXyu6MkThMX6ktuWQ2Hi6oY1oGbjZZZ4algBcC5w2I5fVAUZi9ZmAtxvNDaEWQUdiwgoKpq47XQxVlm2rFlFVdhsartZnLU1lvZmW3rsz3MzeXBGkVReOWKEdRbVSmBE+I4oq27MgorO7Tusldhhbu2Cks7NrANhuwIbU04MCbQY9ehmGBf/rj/NLwMilvb1gghHNd03VVnseJtbP/6oV0LXb0mBFvWbVFlHYcKqxgQHdTu67dqlQcerHi6aEQcZw2JkbaBQjhInqa6uYgAE4E+XqgqHCzoWMDCvTemzvXx2erhjFuNBG2FOL5o/RL351V06PUFFbUUV9ahKJDswknqYCtf9jIo1FlUcsvaz/7Yc6SMWouVYF9v4sN8XXpsbTEYFAnaCnGc6ey10N3BCuj4mnBLk17fnmTyMkjQVojjSHSQD77eRuqtKpkd3NBPc8OQRk1cSOeqD7TnY09fCyVoK4Tj5Imqm1MUheQIW9BBm/TYnrRc22Le1aUg0LnJmSVVdaR7aDCZEOL4pl0HDxZUYrGq7b5eW6DHhfq6fCFqNCjEhNja2nQk08xeedAzWMrQhBCdktTpNaF7yoOh821jtnqwv60Q4vhlMCj0argWas+WbVFV1W1zD6Bzz8f55TX21w3p2X52rhCia5LArWjMrujAjamkso788hoAers4ywyaDqJof0dxe8NuYnyYL6Ed6IcrhBCa2BBfTF4Gai3WDgVH97mpTYKmM0N5tjZkmXmyZYwQ4vikre06EqwA914LtetgTmk1tQ0TyVtjtapNqrBCXH1oQogTjFZN1ZHqg/zyWkqr691ShQWdqz7QroPJkf4E+rh3MJkQQj8SuBVNMm7bvzGl5dn6JsYE+7jl4h/XiRvTlsNa/54QVx6SEOIEZDQoJDUM1tmX336m2d4jttf0ddPAm84M5dnSBXqZCSGOT01bJahqx6sP+ka5PnAbEWDC7GVAVdsfJHmwsJKy6nrMXga3HJsQ4sTSW3s+7siaMNf2fJwQ5ueWdgBxnWgl2BX62wohnCeBW9Ek47bjwQp39O+BJmVxRVXtPkBs9fAUdSHE8a0z2RXu7GUGHS+Lq66zsOeI7QFCroVCiM5KDPfDoEBZTT15DRVWrSmsqCW/vBZwT3mwoigdHlCmrQkHxQZ1aLCQEEI0pT0f7+vEmrBvF1sTQtPn4xBXHpIQwsVkJSOaBSvaC47utd+Y3JNlppXFldXUU1pV3+Zrtx7qGoPJhBDHp870dtSyK9y1SO9oq4TdOWXUWVRC/bzt7xFCiI4yexntm+btbWJpwYqeIb74m71cfmzQ8aG1Ww8VA7ImFEI4JqkTFamNiU1uej5uCNwWVtRSUSPPx0J0BxK4FfRqKA8uqaqjsKK2zdfudWNJHICvyUhEgK1fbWYbJcLFlbVkNEz9HBIrNyYhROdp2RXt9XYsqarjSKktE83d1QftBSu2NMmskMFkQghHdDRgYd/AcmMrgsYWWm23jdkiwQohhBO0xKb88hpKq+vafK27N/ODfLwJ8rFtlrWVdZtbWk1OaTWKAoNjZTCZEMczCdwKfE1Ge2ZWewGLtCPuvTFB4wPEjuzSVl+jlYH0Cvcj2E8arwshOq+jrRK0LDN39fqGxutgRmElZW08QGhZZtLLTAjhqGT7gLK2qw/svb7duCZM7sCa0GpV2abNPZDyYCGEAwJ9vIkMNAOQ3sF1oTs3sezPx1ntPx/3iQxwW1WEEMI1JHArgI4FLMqq68gqqQbcl2UGMC4pHIAVafmtvsaeWSELdCGEg7SAQE5pdZulZ2kNmRXuvA5GB/uQGO6HxaqyJr2w1dc1XgslcCuEcEzTAWVtSXNz+yxoXBOu3l9IvcXa4mv251dQUWvB19tIbzdMeBdCnJiSOzCgzN29vjXjkhuej/d15PlY1oRCHO8kcCuAxhtTW9PUtebskYFmQvxMbjkugPF9tBtTQas9eO2ZFZJlJoRwUIifiTB/27WtreoDdw9p1IzvHQHAn2kFLf68us5ib2czTBbpQggHNU5T71irhD5uzDIbFBtEsK83ZTX19myyo2lrwsGxQXjJYDIhhIM6ktjkiV7fAON7256P/0yT52MhugNZzQigY9kV7p6YqRmZEIrZy0BuWQ37WhkapO0oDpEbkxDCCckdCFi4e0ijZkKftrMrdmSXYrGqRASYiA7yceehCSFOINqaMKOwktr6lrNaS6vd3+sbwGhQSE1u3NBviawJhRB6SI5oeD5uY03oiTYJAGOTwvA2KhwurrLPeWlKVdUmcw/kWijE8c6tgdtevXqhKEqzrwceeKDZazIyMjjvvPPw9/cnIiKCO+64g9ratgdmCed1ZJr6Xg+UBwP4eBsZ3SsUaDnTrKC8xt6YfUhPabwuhHBcY3ZF69dCTy3StWDFrpwy8strjvl508nBMphMCOGoqCAzfiYjFqvaYkAAGq+DUUFmgtzU61ujVWL92UoLra2HiwGpPBBCOKcjGbf252M3tkkA8DN5MSLe9nzc0ibWkdIa8spqMCgwKEauhUIc79yecfv444+TnZ1t/3r44YftP7NYLJxzzjlUVFSwfPly5s+fz5dffsk999zj7sPsdrQbU0ZhZas9w9I8MIRC01gifOwiXSuVS470d9ugICHEiam96oPymnr7RpG7F+nhAWYGRNuyfFe2sEiXXt9CCD0oimLf0G+tbUzjmtC9lQfQuCZcd7CI6jpLs59ZrCrbDtuG9UjgVgjhDG1NmJ5fjtXacjsCT23mA6T2bn0Ta0vDsNp+UYH4mozuPCwhhAu4PXAbGBhIdHS0/SsgoPEit2DBAnbs2MHHH3/MiBEjmDp1Ki+88AJvv/02paWtT0wUzosN9sXH20CdReVQUVWLr9HKg/t4YJE+oY9tkb5qfwGWo26cWpaZ9O8RQjirvUEU+xqugxEBZkL93dfrW6NdC1tql2DPMpNroRDCSY2bWC1fCz1VhQXQO9KfqCAztfVWNhwsavazfXnlVNVZ8DcZSYpw/7EJIU4c8aG+eBkUquusZJdWt/iaxrkHnns+Xrmv4JjAspbYNFTWhEKcENweuH3mmWcIDw9n+PDhPPnkk83aIKxcuZIhQ4YQGxtr/94ZZ5xBTU0N69evd/ehdisGg0Kv8NYDFlW1FjKLbOVynthRHBIbRKDZi9LqerZnNR9GsbZh0S5ZZkIIZ2nVB+l5FS0Oe/BUr2/NhD4t93YsrKi1H5v0MhNCOMu+idVK9cFeD2aZKYrSWIl11CbW2gOFAAzuGYzRIC1jhBCO8zIaSAj3A2zrwqOVVteR0xDQ9cQm1vD4EHy9jRRU1LKnYTNNo10LpfJAiBODWwO3d955J/Pnz2fx4sXMnj2bl19+mdtuu83+85ycHKKiopq9JzQ0FJPJRE5OToufWVNTQ2lpabMv4ZjebZQI78srR1Uh1M+bcA9kmXkZDYxLbpyeqdl2uIRle/JQFJjUL9LtxyWEOLEkhPljNChU1FrILTu2j6wngxUAY3qFYTQoHCyo5FBRY+/Jt5btx6rapqhHyWAyIYST7L0dW6k+2OvBVgnQfKK6ps5i5e1l+wE4bUAPjxyXEOLE0jig7NhrYdNe38G+7m/XZ/IyMCYpDGh+LdyQUcSq/YUYDQoT5flYiBOC04HbuXPnHjNw7OivdevWAXDXXXcxadIkhg0bxk033cQbb7zBu+++S0FB44WmpYEqqqq2Omhl3rx5BAcH27/i4+Od/SN1W0ltTFNPazJF3VNDb1qaqP7iwj0AXJAS65GdTiHEicXkZSA+1BewbVgdLc2D5cEAgT7epDRkT6xoWKTnllXzwYp0AO4+vZ9HjksIcWLRghUt9bitaNLr21PVB+MbSoS3HCqmtLoOgK82HOJAQSXh/iauPSnRI8clhDix9G5jQJkne31rJjRsYq1o0uf2xQW25+OLR/YksaGiVghxfHM6cDt79mx27tzZ5teQIUNafO9JJ50EQFpaGgDR0dHHZNYWFRVRV1d3TCau5sEHH6SkpMT+lZmZ6ewfqdtqa5q6vZeZh7LMoHEYxdoDhdTUW1h/sIhFu3IxGhTunCrBCiGEPtoaUNbY69tz18Kj+9y+vmQf1XVWhseHSJaZEEIXSQ1rwvzyWkqq6pr9TNvUiggweaTXN0DPEF96hfthVWHNftu68JXfbc8Tt07ujb/ZyyPHJYQ4sWjPxy1t5nuy17dGWxOuTi+k3mJl5b4Clqfl421U+OtpfT12XEIIfTm9qomIiCAiIsKh927cuBGAmJgYAFJTU3nyySfJzs62f2/BggWYzWZGjRrV4meYzWbMZrNDv79ors1gxRHP9nUE6BcVQESAifzyWjZmFPPqor0AXDIyzp4tLIQQzmptmnp1nYWMwoZe3x7MrhjfO4JXF6Xx574Csoqr+GRVBgD3TuvvsYoIIcSJJcDsRVSQmSOlNezPK2dEQqj9Z43DeDxb6TS+TwQHCjL4c18+WSVVHC6uIirIzDWSbSuE0ElSG9UHnm6fBTAoJohgX29KqurYcriEFxfuBuCKMQnEh/l57LiEEPpyW4/blStX8tJLL7Fp0ybS09P5/PPPueWWWzj//PNJSEgAYNq0aQwaNIhrr72WjRs38vvvv3Pvvfdy8803ExQU5K5D7ba0HcXcshrKqptnV6Tleb4URFEUUhuybl/+bQ9/phXYdhOn9PHYMQkhTjytVR9ovb5D/LyJCPBMlhnAiIQQzF4G8spquOfzzdRarIxLCrO3kxFCCD3YezsetaHfFdaE0NjndunuPP61yJZtO/u0vvh4Gz15WEKIE4i2JjxcXEV1naXZz5q2EvQUg0EhtWEOzHO/7GbtgSLMXgZmnybPx0KcSNwWuDWbzXz22WdMnjyZQYMG8cgjj3DzzTfz3//+1/4ao9HIjz/+iI+PDxMmTOCyyy7jwgsv5Pnnn3fXYXZrQT7eRATYspeb7irW1Fs4WNCQZebBHUVo7OOzar9tUuaVYxOIC5XdRCGEfhoHURwVrMhtrDzwZGarj7eRMb1swyhW7rf1ub1Hsm2FEDprbUCZvQrLw2tCLVixP7+C3LIaeob4cvlomXUhhNBPuL+JIB8vVBUOFDSuCytr6zlU5Nle3xpt415bE157UqIMqhXiBOO2BlAjR45k1apV7b4uISGBH374wQ1HJFqSHOlPfnkN6fkVDIsLAeBAfiUWq0qgjxc9Aj3blkLr4wNg9jJw+6mymyiE0Jc2iCKzsJKaegtmL1v2VmN5sGezzADG9wlnecMgilP6RjC2YaqwEELoRWuhdXSJsKeHNGrCA8wMjAliZ3YpAHdO7YvJy205KUKIbkBRFJIjA9iUWcz+vAoGRNuqgPfl2q6Lnuz1rRnf5PnYz2Rk1uTeHjwaIYQryOpGNJMcoTVgb1yka43XPZ1lBhAf5kdcw8T361JlN1EIob/IQDP+JiNW1Ra81TS9FnqaNqwRbNm2QgihN21N2LRVQlfp9a3R2iUkRfgzfURPDx+NEOJElNzC7IOuMJhMkxzhT3TDM/HM8b3sFbRCiBOHjFwVzbTU27GrDKHQPHreYBZsz2G2TMoUQriAll2x9XAJ+/Iq7Bm2XWEIhSYlLphZk3oT7m9ieHyIpw9HCHEC0taE6fkVWK0qBoPC/rwKrCoE+3q217fmplOSyCmt5qaTk/AySj6KEEJ/2rVwX9Pn49yu83ysKApzzx/E4l153CrZtkKckCRwK5rRejum5ZajqiqKonSJxutNnT4oitMHRXn6MIQQJ7DkSH+2Hi4hLbecMwY37/XdVRbpD5w1wNOHIYQ4gcWF+mEyGqipt5JZVEliuH+XqsICiAn25bWrRnr6MIQQJzCtbcy+Js/H9l7fXeT5+MwhMZw5JMbThyGEcBEJ3IpmejcEJHbllDHpuSWclxLDlsPFAPTpAllmQgjhDr0bFunPL9jNsj15jE0Kw2JVCTB72cvRhBDiRGY0KPSK8GPPkXLOeWU50wZHUVljm6reFSoPhBDCHbQ14eZDJZz6/BLOS4llR1YJ0DXaZwkhTnxSUySa6RXux8zxvfAzGckorOS1xfvILOwaEzOFEMJdLh4Vx7ikMFQVVqcX8uqiNMCWbdsVssyEEMId5kztR88QX8pr6vlqw2F+2Z4DdI0hjUII4Q79ogK4elwCvt5GDhRU8uqiNLJKqgFJbBJCuIeiqqrq6YPQU2lpKcHBwZSUlBAUFOTpwzluVdbW8/vOXL7dlMXSPbn0jgzgpztOwWCQgIUQovs4XFzF95uz+HZTFjuzS7l3Wj/pry2E6FasVpUNGUV8uymLH7dmU1Zdx093nELfKAneCiG6j8raehbuOMJ3m7JYuiePQbFBfHv7BNnQF0I4pDOxSwncinZV1VoweRkwStBWCNGNVdTU42cyygJdCNFt1Vus1FtVfLyNnj4UIYTwGHk+FkI4qzOxS+lxK9rla5LFuRBC+JvllimE6N68jAa8ZFkohOjm5PlYCOFO0uNWCCGEEEIIIYQQQgghuhgJ3AohhBBCCCGEEEIIIUQXc8LVfWote0tLSz18JEIIIYQQQgghhBBCCNFIi1l2ZOzYCRe4LSsrAyA+Pt7DRyKEEEIIIYQQQgghhBDHKisrIzg4uM3XKGpHwrvHEavVSlZWFoGBgd1m8ndpaSnx8fFkZma2O41OiO5IzhEh2ifniRDtk/NEiLbJOSJE++Q8EaJ9J/p5oqoqZWVlxMbGYjC03cX2hMu4NRgMxMXFefowPCIoKOiE/ActhF7kHBGifXKeCNE+OU+EaJucI0K0T84TIdp3Ip8n7WXaamQ4mRBCCCGEEEIIIYQQQnQxErgVQgghhBBCCCGEEEKILkYCtycAs9nMo48+itls9vShCNElyTkiRPvkPBGifXKeCNE2OUeEaJ+cJ0K0T86TRifccDIhhBBCCCGEEEIIIYQ43knGrRBCCCGEEEIIIYQQQnQxErgVQgghhBBCCCGEEEKILkYCt0IIIYQQQgghhBBCCNHFSOD2OPfvf/+bpKQkfHx8GDVqFH/88YenD0kIj5k7dy6KojT7io6Otv9cVVXmzp1LbGwsvr6+TJ48me3bt3vwiIVwrWXLlnHeeecRGxuLoih88803zX7ekXOipqaGv/71r0RERODv78/555/PoUOH3PinEMK12jtPZs6cecy95aSTTmr2GjlPxIls3rx5jBkzhsDAQHr06MGFF17I7t27m71G7ieiu+vIeSL3E9Gdvf766wwbNoygoCCCgoJITU3l559/tv9c7iOtk8Dtceyzzz5jzpw5PPTQQ2zcuJFTTjmFs846i4yMDE8fmhAeM3jwYLKzs+1fW7dutf/s2Wef5cUXX+Rf//oXa9euJTo6mtNPP52ysjIPHrEQrlNRUUFKSgr/+te/Wvx5R86JOXPm8PXXXzN//nyWL19OeXk55557LhaLxV1/DCFcqr3zBODMM89sdm/56aefmv1czhNxIlu6dCm33347q1atYuHChdTX1zNt2jQqKirsr5H7iejuOnKegNxPRPcVFxfH008/zbp161i3bh2nnXYaF1xwgT04K/eRNqjiuDV27Fh11qxZzb43YMAA9YEHHvDQEQnhWY8++qiakpLS4s+sVqsaHR2tPv300/bvVVdXq8HBweobb7zhpiMUwnMA9euvv7b/uiPnRHFxsert7a3Onz/f/prDhw+rBoNB/eWXX9x27EK4y9Hniaqq6owZM9QLLrig1ffIeSK6m9zcXBVQly5dqqqq3E+EaMnR54mqyv1EiKOFhoaq77zzjtxH2iEZt8ep2tpa1q9fz7Rp05p9f9q0aaxYscJDRyWE5+3du5fY2FiSkpK44oor2L9/PwDp6enk5OQ0O2fMZjOTJk2Sc0Z0Sx05J9avX09dXV2z18TGxjJkyBA5b0S3smTJEnr06EG/fv24+eabyc3Ntf9MzhPR3ZSUlAAQFhYGyP1EiJYcfZ5o5H4iBFgsFubPn09FRQWpqalyH2mHBG6PU/n5+VgsFqKiopp9PyoqipycHA8dlRCeNW7cOD766CN+/fVX3n77bXJychg/fjwFBQX280LOGSFsOnJO5OTkYDKZCA0NbfU1QpzozjrrLD755BMWLVrECy+8wNq1aznttNOoqakB5DwR3Yuqqtx9992cfPLJDBkyBJD7iRBHa+k8AbmfCLF161YCAgIwm83MmjWLr7/+mkGDBsl9pB1enj4A4RxFUZr9WlXVY74nRHdx1lln2f//0KFDSU1NpXfv3nz44Yf2xv9yzgjRnCPnhJw3oju5/PLL7f9/yJAhjB49msTERH788UemT5/e6vvkPBEnotmzZ7NlyxaWL19+zM/kfiKETWvnidxPRHfXv39/Nm3aRHFxMV9++SUzZsxg6dKl9p/LfaRlknF7nIqIiMBoNB6zs5Cbm3vMLoUQ3ZW/vz9Dhw5l7969REdHA8g5I0SDjpwT0dHR1NbWUlRU1OprhOhuYmJiSExMZO/evYCcJ6L7+Otf/8p3333H4sWLiYuLs39f7idCNGrtPGmJ3E9Ed2MymejTpw+jR49m3rx5pKSk8M9//lPuI+2QwO1xymQyMWrUKBYuXNjs+wsXLmT8+PEeOiohupaamhp27txJTEwMSUlJREdHNztnamtrWbp0qZwzolvqyDkxatQovL29m70mOzubbdu2yXkjuq2CggIyMzOJiYkB5DwRJz5VVZk9ezZfffUVixYtIikpqdnP5X4iRPvnSUvkfiK6O1VVqampkftIO6RVwnHs7rvv5tprr2X06NGkpqby1ltvkZGRwaxZszx9aEJ4xL333st5551HQkICubm5/OMf/6C0tJQZM2agKApz5szhqaeeom/fvvTt25ennnoKPz8/rrrqKk8fuhAuUV5eTlpamv3X6enpbNq0ibCwMBISEto9J4KDg7nxxhu55557CA8PJywsjHvvvZehQ4cydepUT/2xhNBVW+dJWFgYc+fO5eKLLyYmJoYDBw7wf//3f0RERHDRRRcBcp6IE9/tt9/Op59+yrfffktgYKA9Iyo4OBhfX98OrbHkPBEnuvbOk/LycrmfiG7t//7v/zjrrLOIj4+nrKyM+fPns2TJEn755Re5j7RHFce11157TU1MTFRNJpM6cuRIdenSpZ4+JCE85vLLL1djYmJUb29vNTY2Vp0+fbq6fft2+8+tVqv66KOPqtHR0arZbFYnTpyobt261YNHLIRrLV68WAWO+ZoxY4aqqh07J6qqqtTZs2erYWFhqq+vr3ruueeqGRkZHvjTCOEabZ0nlZWV6rRp09TIyEjV29tbTUhIUGfMmHHMOSDniTiRtXR+AOr7779vf43cT0R31955IvcT0d3dcMMN9thVZGSkOmXKFHXBggX2n8t9pHWKqqqqOwPFQgghhBBCCCGEEEIIIdomPW6FEEIIIYQQQgghhBCii5HArRBCCCGEEEIIIYQQQnQxErgVQgghhBBCCCGEEEKILkYCt0IIIYQQQgghhBBCCNHFSOBWCCGEEEIIIYQQQgghuhgJ3AohhBBCCCGEEEIIIUQXI4FbIYQQQgghhBBCCCGE6GIkcCuEEEIIIYQQQgghhBBdjARuhRBCCCGEW82dO5fhw4d77Pf/+9//zl/+8heP/f4dNXPmTC688EJdPis3N5fIyEgOHz6sy+cJIYQQQgjXk8CtEEIIIYTQjaIobX7NnDmTe++9l99//90jx3fkyBH++c9/8n//938e+f09pUePHlx77bU8+uijnj4UIYQQQgjRQV6ePgAhhBBCCHHiyM7Otv//zz77jEceeYTdu3fbv+fr60tAQAABAQGeODzeffddUlNT6dWrl0d+f0+6/vrrGTt2LM899xyhoaGePhwhhBBCCNEOybgVQgghhBC6iY6Otn8FBwejKMox3zu6VYLWEuCpp54iKiqKkJAQHnvsMerr67nvvvsICwsjLi6O9957r9nvdfjwYS6//HJCQ0MJDw/nggsu4MCBA20e3/z58zn//PObfe+LL75g6NCh+Pr6Eh4eztSpU6moqABg7dq1nH766URERBAcHMykSZPYsGFDs/crisKbb77Jueeei5+fHwMHDmTlypWkpaUxefJk/P39SU1NZd++ffb3aH8Hb775JvHx8fj5+XHppZdSXFzc6rGrqsqzzz5LcnIyvr6+pKSk8MUXX9h/XlRUxNVXX01kZCS+vr707duX999/3/7zoUOHEh0dzddff93m35EQQgghhOgaJHArhBBCCCE8btGiRWRlZbFs2TJefPFF5s6dy7nnnktoaCirV69m1qxZzJo1i8zMTAAqKys59dRTCQgIYNmyZSxfvpyAgADOPPNMamtrW/w9ioqK2LZtG6NHj7Z/Lzs7myuvvJIbbriBnTt3smTJEqZPn46qqgCUlZUxY8YM/vjjD1atWkXfvn05++yzKSsra/bZTzzxBNdddx2bNm1iwIABXHXVVdxyyy08+OCDrFu3DoDZs2c3e09aWhqff/4533//Pb/88gubNm3i9ttvb/Xv6OGHH+b999/n9ddfZ/v27dx1111cc801LF26FLD17t2xYwc///wzO3fu5PXXXyciIqLZZ4wdO5Y//vijI/9JhBBCCCGEh0mrBCGEEEII4XFhYWG88sorGAwG+vfvz7PPPktlZaW9F+2DDz7I008/zZ9//skVV1zB/PnzMRgMvPPOOyiKAsD7779PSEgIS5YsYdq0acf8HgcPHkRVVWJjY+3fy87Opr6+nunTp5OYmAjYMlM1p512WrPPePPNNwkNDWXp0qWce+659u9ff/31XHbZZQD87W9/IzU1lb///e+cccYZANx5551cf/31zT6rurqaDz/8kLi4OABeffVVzjnnHF544QWio6ObvbaiooIXX3yRRYsWkZqaCkBycjLLly/nzTffZNKkSWRkZDBixAh7YLqldhA9e/Zk48aNLf43EEIIIYQQXYsEboUQQgghhMcNHjwYg6GxGCwqKoohQ4bYf200GgkPDyc3NxeA9evXk5aWRmBgYLPPqa6ubtaSoKmqqioAfHx87N9LSUlhypQpDB06lDPOOINp06ZxySWX2HvA5ubm8sgjj7Bo0SKOHDmCxWKhsrKSjIyMZp89bNiwZscOzQPAUVFRVFdXU1paSlBQEAAJCQn2oC1AamoqVquV3bt3HxO43bFjB9XV1Zx++unNvl9bW8uIESMAuPXWW7n44ovZsGED06ZN48ILL2T8+PHNXu/r60tlZWWLfz9CCCGEEKJrkcCtEEIIIYTwOG9v72a/VhSlxe9ZrVYArFYro0aN4pNPPjnmsyIjI1v8PbS2AUVFRfbXGI1GFi5cyIoVK1iwYAGvvvoqDz30EKtXryYpKYmZM2eSl5fHyy+/TGJiImazmdTU1GPaMTQ9Vi0DuKXvacffEu012v82pb3vxx9/pGfPns1+ZjabATjrrLM4ePAgP/74I7/99htTpkzh9ttv5/nnn7e/trCwsNW/HyGEEEII0bVIj1shhBBCCHHcGTlyJHv37qVHjx706dOn2VdwcHCL7+nduzdBQUHs2LGj2fcVRWHChAk89thjbNy4EZPJZB/g9ccff3DHHXdw9tlnM3jwYMxmM/n5+br8GTIyMsjKyrL/euXKlRgMBvr163fMawcNGoTZbCYjI+OYP298fLz9dZGRkcycOZOPP/6Yl19+mbfeeqvZ52zbts2eoSuEEEIIIbo2CdwKIYQQQojjztVXX01ERAQXXHABf/zxB+np6SxdupQ777yTQ4cOtfgeg8HA1KlTWb58uf17q1ev5qmnnmLdunVkZGTw1VdfkZeXx8CBAwHo06cP//nPf9i5cyerV6/m6quvxtfXV5c/g4+PDzNmzGDz5s32APFll112TJsEgMDAQO69917uuusuPvzwQ/bt28fGjRt57bXX+PDDDwF45JFH+Pbbb0lLS2P79u388MMP9j8H2Aa6rV+/vsX+v0IIIYQQouuRwK0QQgghhDju+Pn5sWzZMhISEpg+fToDBw7khhtuoKqqyt5DtiV/+ctfmD9/vr31QFBQEMuWLePss8+mX79+PPzww7zwwgucddZZALz33nsUFRUxYsQIrr32Wu644w569Oihy5+hT58+TJ8+nbPPPptp06YxZMgQ/v3vf7f6+ieeeIJHHnmEefPmMXDgQM444wy+//57kpKSADCZTDz44IMMGzaMiRMnYjQamT9/vv393377LQkJCZxyyim6HL8QQgghhHAtRVVV1dMHIYQQQgghhDuoqspJJ53EnDlzuPLKKz12HHPnzuWbb75h06ZNbvs9x44dy5w5c7jqqqvc9nsKIYQQQgjHScatEEIIIYToNhRF4a233qK+vt7Th+JWubm5XHLJJR4NVgshhBBCiM7x8vQBCCGEEEII4U4pKSmkpKR4+jDcqkePHtx///2ePgwhhBBCCNEJ0ipBCCGEEEIIIYQQQgghuhhplSCEEEIIIYQQQgghhBBdjARuhRBCCCGEEEIIIYQQoouRwK0QQgghhBBCCCGEEEJ0MRK4FUIIIYQQQgghhBBCiC5GArdCCCGEEEIIIYQQQgjRxUjgVgghhBBCCCGEEEIIIboYCdwKIYQQQgghhBBCCCFEFyOBWyGEEEIIIYQQQgghhOhiJHArhBBCCCGEEEIIIYQQXcz/A2eZncRd6UD0AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.fft.fft(x4[:80])\n",
    "\n",
    "n = np.arange(N)\n",
    "harmonics = np.zeros((40,N))\n",
    "for k in range(40):\n",
    "    harmonics[k,:] = np.real(X[k]*np.exp(1j*2*np.pi*k*n/T0))\n",
    "\n",
    "num_harmonics=39\n",
    "synthesized = np.sum(harmonics[1:1+num_harmonics,:], axis=0)\n",
    "\n",
    "fig = plt.figure(figsize=(14,4),layout='tight')\n",
    "subplot = fig.subplots(2,1)\n",
    "subplot[0].plot(harmonics[num_harmonics,:300])\n",
    "subplot[0].set_title(\"First 300 samples, %d'th harmonic\"%(num_harmonics))\n",
    "subplot[1].plot(synthesized[:300])\n",
    "subplot[1].set_title('First 300 samples, sum of the first %d harmonics'%(num_harmonics))\n",
    "subplot[1].set_xlabel('Time (samples)')\n",
    "\n",
    "import IPython\n",
    "IPython.display.Audio(data=synthesized, rate=Fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b958ea6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
