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     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(n_bins_energy):\n",
    "    condition_energy_bin= (log_reco_energy < log_energy[i+1]) \\\n",
    "        & (log_reco_energy >= log_energy[i])\n",
    "    data_bin=selected_data[condition_energy_bin]\n",
    "    theta2_on = np.array(compute_theta2(data_bin, (true_source_position[0][condition_energy_bin], true_source_position[1][condition_energy_bin])))\n",
    "    theta2_off = np.array(compute_theta2(data_bin, (off_source_position[0][condition_energy_bin], off_source_position[1][condition_energy_bin])))\n",
    "    \n",
    "    hist_on, bin_edges_on=np.histogram(theta2_on,density=False, bins=nbins, range=theta2_range)\n",
    "    hist_off, bin_edges_off=np.histogram(theta2_off, density=False, bins=nbins, range=theta2_range)\n",
    "\n",
    "    bin_width=bin_edges_on[1]-bin_edges_off[0]\n",
    "    bin_center=bin_edges_on[:-1]+(bin_width/2)\n",
    "    N_on = np.sum(hist_on[bin_edges_on[1:]<=THETA2_GLOBAL_CUT])\n",
    "    N_off = np.sum(hist_off[bin_edges_off[1:]<=THETA2_GLOBAL_CUT])\n",
    "    \n",
    "    N_off_err = np.sqrt(N_off)\n",
    "\n",
    "    idx_min = (np.abs(bin_edges_on - norm_range_theta2_min)).argmin()\n",
    "    idx_max = (np.abs(bin_edges_on - norm_range_theta2_max)).argmin()\n",
    "\n",
    "    Non_norm = np.sum(hist_on[idx_min:idx_max])\n",
    "    Noff_norm = np.sum(hist_off[idx_min:idx_max])\n",
    "\n",
    "    alpha = Noff_norm / Non_norm\n",
    "\n",
    "    stat = WStatCountsStatistic(n_on=N_on, n_off=N_off, alpha=alpha)\n",
    "    significance_lima = stat.sqrt_ts\n",
    "\n",
    "    textstr = r'N$_{{\\rm on}}$ = {:.0f} '\\\n",
    "            f'\\n'\\\n",
    "            r'N$_{{\\rm off}}$ = {:.0f} $\\pm$ {:.1f}'\\\n",
    "            f'\\n'\\\n",
    "            r'Time = {:.1f}'\\\n",
    "            f'\\n'\\\n",
    "            r'LiMa Significance = {:.1f} $\\sigma$ '.format(N_on,\n",
    "                                                      N_off,\n",
    "                                                      N_off_err,\n",
    "                                                      obstime_real.to(u.h),\n",
    "                                                      significance_lima)\n",
    "\n",
    "    props = dict(boxstyle='round', facecolor='wheat', alpha=0.95)\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=(12, 10))\n",
    "\n",
    "    ax.errorbar(bin_center, hist_on, yerr=np.sqrt(hist_on), fmt='o', label='ON data', ms=10, color='tab:orange')\n",
    "    ax.errorbar(bin_center, hist_off, yerr=np.sqrt(hist_off),fmt='s',label='Background', ms=10, color='tab:blue')\n",
    "    ax.set_xlim(0, 0.5)\n",
    "    ax.grid(ls='dashed')\n",
    "    ax.axvline(THETA2_GLOBAL_CUT, color='black',ls='--',alpha=0.75)\n",
    "    ax.set_xlabel(\"$\\\\theta^{2} [deg^{2}]$\")\n",
    "    ax.set_ylabel(\"Counts\")\n",
    "    ax.legend(bbox_to_anchor=(0.99, 0.8))\n",
    "    ax.set_title(r'{:.2f} TeV to {:.2f} TeV'.format(10**log_energy[i], 10**log_energy[i+1]))\n",
    "\n",
    "    box_prop = dict(boxstyle='Round', facecolor='white', alpha=0.5)\n",
    "    text_prop = dict(fontsize=20, bbox=box_prop)\n",
    "    txt = AnchoredText(textstr, loc=1, transform=ax.transAxes, prop=text_prop, frameon=False)\n",
    "    ax.add_artist(txt)\n",
    "    #txt = ax.text(0.57, 0.98, textstr, transform=ax.transAxes, fontsize=20,\n",
    "        #verticalalignment='top', bbox=props)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b095166-8cab-435d-9123-924421a2f1a4",
   "metadata": {},
   "source": [
    "## Count Map: plot the position of the selected events"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00f058e0-01e2-4431-a6c8-a661f09e3d43",
   "metadata": {},
   "source": [
    "### In camera coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "6827e51a-70ea-4cd8-a427-9fc5fe1aa9d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'y (m)')"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3brfnGefZ67SXhifpcC8DDGe700Swtx2c64+XRXb3P1uek8Wlnx8vs5SuvtIhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiiVK96nJRqdDKQKqBVz28og9dnlNlKjvlFlaESHW003k8C4e/a06vW2uXWQBeqwD4+pW3b+Ir4RRO3DIKe60ath8AoGjXO9J8DherZsze+XI6T7pYoWP1Q7zeMddlFz9ye/roPN5+ZKUQbx6visNKNe37Cnwex/SudVXP09jvnKdO5YtVoLzjrJLjR00lx64lXtmIl3RY3cirnXnv19uP7Hz0qmueBVL0KfTwbbHiaX4esO3uncPutY6UwQC+nbxKkXcMFjd0mNNLrXztW594gY6x49M7Nr0CFHtfmQN8HaZv3kjHWHXNW4/008/TeVi1DnAKYM71rKZqoVMaq6Wu5Vk4foKO1TlFTe+ewLjFJrLdvaJmTZ9XyP35fK9VE6+a6WwL+nnPe7+XIGylr3SIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiiVIy93KRSiHV2GiPeQk1R+U0SdwWyesACPsP8wWS9Jqbie2rPq1HE4MAQnGejqEhx8cIL4vrpjjJa0338G3b4iwvDNpJPi+B6eVFWRq34f7v0HlqTR+XN7TZAzUet8VtdkY0M86zhZ7pG68yp7ccHKfzsAwwAOSG+Hafz9vv2TtuJ3fauVIAyJNjxs/E8twmPR+dfVVL/tZLo3rHrZcKZcad7dd6sPoscn7vKB3z9mOFnKvz2+zjD6g9ZTq1JW9O9zK23n7M9dvv2b2iOhnRNEmRs20E8GwvAKSLC+Z0b9t652ktWJ4VqO0+4h1L3r8GL+TtpLOXD3aPQWe+BfIZwk09e/dvcp3xjs0USaif77VqwbZt+khtbdno5fpJQt+93nqp4k77c5iXN74U9JUOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEqWHDhERERERSZTqVZeLkOIFGacS4lVnaGHCqTzV8hTqFaqKu3rpWO6APV/FKYGknZIFk6qxcMFKFgCQOTBiTm99okjn8aoUrC7i1m1m+WvlSAXIK1R5FTKvytW69xQdY4KzHzNk3dOk9gEA872r6Bgr+nj7wytleWUmVgEau2E1nccrLLFKUboU6TyexuKKqufxilLs3C/evJHOkyqW6RirfwFAqdXe7l5tyjuHyzn79ufdFL2aHHtfxS6+DgBfXinPtzs757xz2FuP7LhdWPLWobGfX1fZMeOVyzKD9jUVANBuF/K8apTHO84YrxjHal0AX0fvXubdA9k2LPfyopRXqKrM8DKTV6livGs7u05714QwOkbHUuyzzMYeOg+c4yzTN2xOr/CluffU6BwzrNLI7iFAbfsj1eBcf2qLcl0UfaVDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEqWHDhERERERSZSSuZeLVKApWy+D6OU7WSbPy4tmxiboWC1YFhcAfb9emtDLBy+ctpOq6fZr+PIcLKkJAGWSAs7t6aPzVHJ8P7LXCoe/S+dZeO1uOsakx3ku2dNycLz6mZw0c3FDBx1juVrvuJ1dxROYs6vsHHHDMD+WJjbxzGDbYZ79nNy50pyeneRJyBO383Tvym/b50L9EM9SepnYY6+3j0H2OoCfD47ddoJ3dgW/LgF8/Zqe4znL8lb7tU7v5sdSwwjf7izBW1jHl+ft+xdbbqj648zjHe8sw+qlTMd38u3EjvdSazOdp+zsx86n7Iyod//z8rzpond82rwUrKdIjtvGIj/vvbxx0x77PpdyEuAsObw4Hx9jvFSxd/9mSVrv2l668+V0rGnPMXN6PD5I51m4nn8eYOvnZXG9+1w8MkDHcsVue8BJ4Xuff1h2P+0khy8FfaVDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEqV61eWiEmm1IO3UDCpO9aHcu8aczgoNAFAkVSbAKTPleDnIqy2w6kMll6WzpJ3SRpqUdLzqSHGbvY0AINdvF1MA0H3Faj4AMJ/n24kWgnbzcodXFUoP2oUTr4TmmdqSp2MjO+0SzNUfG6LzpIsLdIyVWxr7eVmtxSnVMF7lqfnYPB3zqmZNAzPmdLY/Fq2jI+wY9OoxXrVn3ZftMe+c849bezqrDQH+dodTzytn7WKTt6+8yleWrIdXLvNM9zSa073y28yG6stBANC695Q5PeYydB5vu7MSVevBAp2n/aGjdCySkpK9hRa5dShyryjl+fZj9UYAKG3YSMdYNcy7V8yu4tu9/cmT5vSKU1hqGnS2FLkHetfo1ocO0zH3ns/qk871xzvO2JXTu2Z5YxVSZkqtJWUoAMG7V5DPK5UZ+7p+vtdyq1fsWud8xpnexe8VTY8fMadX+BpcEvpKh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKKWzUNHCGFdCOHvQwgnQghzIYT+EMJfhBCcb6r7vvnfGUKI5/mvfM48G87z9z+ezLsVEREREblyLIsfJA8hbATwGIBVAD4L4DkANwD4TQB3hxBujTF6P8kJAN8C8F4y9iMA7gDwJTL+bQCfMabvO89rioiIiIgse8vioQPAB7D4wPEbMcb3n5kYQvgzAL8N4I8B/LK3gBjjt7D44PEDQgiPL/3PD5HZvxVjfE9VaywiIiIi8hIRYoyXeh0uSgjhagBHAPQD2BhjrJw11gJgEEAAsCrGOF3D8ncA+A6A4wDWxxjLZ41tANAH4B9ijO+s/V0AbenOeFPuR+112NjD18/JDNKcnJNxY/N487E8IlBbrpameQE3z8tysOk+kv07z/K83C/LDLqZXU8N+TyW7QX4Ppnr4vvKS/CyjC3AU7a1vhZLtHrbtrjBTn4CPJvqHZteWjhVLNExlh5l2UzAX/eJjXbKtu0IX4da9uPsCjt7DADt+3g2tZZMrJf2ZMlhgK/7yE7+b2fr7uP7mB1nXv7US8iyLLKXuWy4/zt0bOIt1/LXKlYfwsxOls//l85RzvHvwC618mOmYdjOGHvLq+UYrOT4PIUeJ4k9UH2i1ctKe9cEbz4mPc4/qrAsspscdnj3b5a/zQxN1vRaLPUd9vOkr5ekXTj8XXN63aarq1uxM9h92PmcsHCcf76oW8szy2y7h8EROo/3eYBuC2cd7j32vqdjjLv5C774lsNXOu5Y+vO+sx84ACDGOBVCeBTAXQBuAnB/Dct/99KfHz77geMca0II7wbQCeA0gMdjjHtreC0RERERkWVnOTx0XLP050EyfgiLDx1bUOVDRwihAcDPYPH3q/yd81dft/Tf2fM+COAdMcaBal5TRERERGS5WQ71qjNfb2K/yvbM9HwNy/7ppfm+FGO0fr3pDIA/AnA9gPal/24H8ACAVwO4P4RAf3VnCOFdIYSnQghPlaLzm7tFRERERK5gy+Gh43zC0p+1/PDKu5b+/KA1GGMcjjH+xxjjMzHG8aX/HsbiV1aeALAJwC+yhccYPxRj3B1j3J0Nzs8WiIiIiIhcwZbDQ8eZr2Swn7BpPefvXZAQwssA3ALgGIAvVjNvjHEB3/t2rNuqmVdEREREZLlZDj/T8fzSn1vI+OalP9nPfDAX8gPknlNLf9Jvr/o+mQyvNBTtEghwntpUo12W8WoVhRuvomNekYZyClC0suMUGli5A+AFkdi9gs4TnG2LhhwdShcXzOkjr1pN51nxCC8YTd+80ZxezgZzOuDvD/a+2HoDvEQEAK1PWN9duOjkj20wp3uFpbEdzXSs7bBdj5nvajWnA36xafhWu0TVcCpP5/EqSl6Vi/GOW1bXAoCG1nzVr+UVfbLj9j7JDfFLHKs8AbxGxCpeADDbyY/pUis/Lsr19nw55zcwecc0qzl5lSdv21Z6V5nTvXPYKxN668H248QmXmzysOO97FTrvCIbO95ZDQnwj0HGqyhl87walekbpmPzZD96pnvydKz1IVJmcopIbhGSXNu94p7HK2+litXvE+9axwpvxVu3V/06AMDu0KySBZynlEU+M3nHRMb5nFA5PkjHSqze6dSrvOXRSpXzGexSWA5f6Xhg6c+7Qgjf936Wkrm3ApgF8I0LXWAIIQfgZ7H4A+QfrnG9blr60+6YiYiIiIi8RFzxDx0xxiMA7gOwAcCvnTP8Xix+peGjZ35HRwghE0LYuvRbzJm3YfGHwr9IfoAcS8u6MYTwA/+cEkK4A4u/lBAAPnah70VEREREZDlaDt9eBQC/CuAxAO8LIdwJ4ACAGwG8BovfVvV7Z/3dtUvjR7H4oGI58wPk7DeQn/EnALYv5XGPLU3bie/97pDfjzE+dsHvQkRERERkGVoWDx0xxiMhhN0A/hDA3QDeiMXfRP4+AO+NMV7wr4kOIWwD8Cpc2A+Q/yOAtwB4JYA3AMgAOAngkwD+Msb49SrfioiIiIjIsrMsHjoAYOnboH7+Av5eP76X0bXGD3jj5/zdD6P2n/kQEREREXlJuOJ/pkNERERERC5vy+YrHS9VlVk7Lwrw/JvHS6OyJF96fJrP00sybuD5yZST3POSi3Xj9rYIYzxJ6vGyhey12niNz8345Ybs5XmJTi/3y14rc4Dv31SR76siyft5vDxvw0j1/94xu4onJr3EbXrO/r2gDcM8JVh0UqHpYoWOlUml00vINg/wc5i9L2/9Cuv4WMOIncAstfLjrNDNv/B71WeHzOljN/B0dHaK/57W7CTftiwR7SWMvRwxm6+xn/9Kp2Ov51lSti1Gt3fReYZu4cdF12N8WxR67H3MssIAkC7x7c6u4Vnn+uNdz7zrFuOlW+ORAXP65Bt20nm85LB3PWPHjHeceduWJeC9tGwlx3O/aZJUTY85v4rMydB7GdZ5krL17vkzG/hrNZF7cW5PH52H5eQBvg29Y2nh+mvoWIokmL37ppfk9z6D1X31KXtg09V0Hszw+9zC8RP2OjTUltFOir7SISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKL00CEiIiIiIokKMTrVBfmhaWvsjjdv+gVzrJZiE+DXjRivOtP+5Elz+nxXK52nnOOBNFY3ShV5dSQ9eJqOoSFnTvbWr9btx5aZ6Rum80zvWkfHvGJOLVhBxHudWo4XAACppkzevonO4pWj2D7xqiizK3gthxWRvOLV5JZmOpbfy3/X6Onddo0ozWMqtHgFAM3H7H3i1aY85Zz970yznbx6tHIP306lvL3yDfd/h85TcIpDsyud/UiqV15NzFtewyn7OuMdF/N5XlCbXWWXdLyKUnacHxhDN/LyTcfzvAxXy2sxrJIF+O+LXWemtuTpPN41gd1HCut4Aco757xinHfPYjLjfN1ZyWt0O9+/K57m1TW2PPdeVmPBkd1TvfKWh1W5vPs6q2YCQLrPLjZ51Uw2DwAgx8/vmpDt5/E+r2RIXQvgFTKvoHXvyAefjjHuvvC1u3j6SoeIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSqOrbcPJDl376eTq2cP01dCxzYMSc7uXk2j79LTo2T14rc+AFOk+qlnSdk62bvPEqOualLhkvR5wZ4glZlgrNOIk8L+3J1sNL5Hlpvabn7H1f3GAnXQEg189TsJM7V/LXGmgi0/n+SBWrz3d6ud90sYWOnXoFa9LylGDDMN/33jHD8rzpEk+T54Z46nLkevt9tR3h2290G2/wNh+3M6fpEk/LegnRiV57bOS3d9F52p/jqVWWsfWwDDDAM7sA0Lr3lDndy4Z7xwXLDjcM8/O+1izuyE57u695uPq8McDPrawzTznLM8ssb91ycJzOU0tOt+0w30Zeet3DtpN3nrKMrbc8L4vrJWQrvavoGFPcxu/D9UN8PcKgfR+pePd1Z93T5P7orV9uTx8dQ7t9nKXHp+ks3ucflsTOPrqfr4Mj1dFOx2K7fW33rrcZkqcHnDQu2UYAAHv3Jkpf6RARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFEqV51uZgrIR4ZMIdolQBAGOdFDVp2cOoSWNtNh1KkpFSZqbFSRCpVrOoA+PWTMGZXOGqpfQDA9NYVdIyVTLx5mvYco2PzZB3LebsMBfiVixSZL13ktRdv3Vnpx5vPq3Wli7z2MrrdPt5X3z9E55nYyCs7bX12xYYVcQBgYhMvVDWMVP9vNaVW/n5nVzTz+chQYV2GzsMKVQAvijXZlx4AwNEf4+djaz+rQ/GykbfdCz18u7PjqdTCX8urfLGSW5kfSm4pK01eytv3XqHKO39W7LXnm13Fy3+e8Z32tmBFLsA/zrzSE5Od5Mtj52PzMV4T8+pVx+7ix/S6++z7SLGLH5usFggAdeP8XGW8e2AtVa7cAVKKPM9rsdKTe18v8vOb8QpaXm2KVaq8+6aH3R+9ClVldIyOeduWyYw7288pUcWcfZyFIj9HLgV9pUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJlJK5l4mYyyFu32QP9vHcnb9MklAbm+AzObm72G2nUVNOZheDPCXIUniVHE9MurnA7k5zcinPG5he2rHh/u/QsdF/dq05ve1w9alIgL+vWjONbN9XctUnSYHzpIDJenjZwvk8T3s2nLK3xdgNq+k8XhqVZRC9LK6X4nTzvGQ9Cq3833e812o7bK+7l5YtOa+FHjtHzFK6ALBiLz/nWObUTQQ7WVcvV8v+jWzF0zy3eeJ2J436ZTsdXs7xLKV3jrDjdqKXb4uuJ/h2Z+lowDve+b4f2clv9xmyCdv6eNK3sJYvLztp7+OJjXx/ePuxnWREvevINDnWAZ7FBfg117venryzi46x9+Vd2xv7+T2ar5+djz2fhTxfD3ZfmutyMrsb+PmTHbePW+++7uV52T0mPsXv3ePvvJmOrfjKUXvA+Vzkfv4hGX+A53TdX2ngrEcgv4KgloRxkvSVDhERERERSZQeOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUlUiDFe6nUQAG3pznhT7kfNsbCxh85XyfHci1d9qGV56XG7juFVitg8AIDZ4gWv14Uok3qVVzipH+J1Ca/q4RWxatG055g5fb53VU3rwCohXjmo9YkX6Fhxm10aA3ipKF2q7drCqjhe2ajjAD/WvdoUXd5+XhXKDE3SsaM/bVdsVuzlFaDZFbxuxMpWXh3Kq1dlJ+36UjnH5yl0Bzo2vd5e3poH+b73Slkj1/MqTnbKXmapha+fd8ywMa8o9cJreRGJF6B4mafWc6QWE728NsUqVV7xas3DfDuxa5N33LY/eZKOMSfewKtRaef259XuGO8c8SqItfAKRtO71pnTvbqWd69lFSUAGN/ZYU5vGObFPVYLBJxrp7N+ldExOsaKn97njlo+r3jzeJ+zQpFvJ7CKKKtQAUBDjg7xWin/jHPvsfc9HWPczV/wxaevdIiIiIiISKL00CEiIiIiIonSQ4eIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJ4j08uWyEQZ7Cm9/VS8cy4/Z0L/FW7OKZ2Ib9h+3l5Zyk7/FBOjZ758vt17n/O3Se1NpuOsbkDpzgg8U5OlTYuYWOtT901JzuJW5TRZ7OZEnazDhfPy/TyDLBXk7VSyd661E/ZB9PMxva6Dzpop1aBXjKlGU9AaCwzs4FAkCpmayDU830csSl/Ao6Nk9ea/QaL1fKjwuWGPX24+QGnpDNnbaX56VlG07zrOvKb9v7pO9f8uX1fIpfY5qP833MtgVL6QJ+Tpdllgs9fP1YFhfgx5OXxS1nndyvk2htHrDPfe8aM3gLP7/b+uzp6+7jb/jE7Xx57JhhyWYAeOHNPH/b8bx9XHjXBC/323CKp3uzk/Y29K633n2zsZ+kUR3efYTO09VKx8o5O30L+Nd2dp/z7hVedp+lZ+c38PXL7eHrBy/JT9TyqwQ8Xlq/bpzPR898J4vrYZ8TYze/X8Eu9SdKX+kQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRRKledblIpZBqbDSHKjMzdDavPMHMdfHyhFfoCBvtSlU8MkDnYe8JAJqeI1Uup1AVc7xSxLAyFOBvv4bheb5QUpjIDE1e8HqdLT142pxe7u6k83gVjnTRrrNMbuBlkeZj/LiYXcW3+2yn3eFgdSDAL/PQeZzST8MIr/Y08PhbTa/labFjL25haaKXl3SYbIGPLTTz12rea9eDvBqWVxzqe6s9X9dX+HuadWIqXm2K8bbttBO7S8/Zx3S5nq9DYTOvJfV8wZ6eHefnwYnb+PUxZ18SAABH32jPt+5r/LXyB/l2YqWn3Fp+TVj5bf5arDQ2u7L6Y91bXvuTJ+k86SIvIk1s5NfBpgH7fjvdw/cVK14BwPhOez1YgQwA6sb5WKZv2Jzu3StGt/N179jPj+kKqWh5dT+v1sXKVl5hcn7bVXQs/fTz5vSJt1xL5/GOGVbXcu+1ffwGM33zRjqWI9uCfRYAgOld6+hY/Re+a06va+cVyUtBX+kQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEhVi5Bk9+eFpbr8qvuLO3zTHWh86zGfM1fOxop2D9RJ0LMcH8Fxb055jfB1qME8yfYCfElzIN5jTy7naytBeTreSsxOOqSJPJ05uaaZjLOM339VK5/EziHb2sdBjb6PzKfNCItoO2/uEZT0BYNVTfDuNbbW37Yq9PO2YLvKs68Dddhq16zE+j5exbevj687Ss2leXHRzm4W19rFb5HVMNJ3g13SWFh69hp8jpZt4n7f5q/Yx3Xyc76uJXv5aE9v5fM2Hqj+PvXXPZe0kduXhdjqPlyoe224fT9lR/m977U7G1ssHe5lgpvUgX/mDv2bfR3r/O19eYR3PaHsJa8Y7h1my27sueelj7/ishZeJDUUnvU4UN/DcL8sHu58TnGyql6FniVsvIRsGeUJ28vZN5vTWvafoPJgt0qHYbied3W3uLI8in6UuRrnXTvl7yVz2fgEgjE2Z0yujY3Se+2b+8ekY4276FxKgr3SIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiiaqtJSovutRCBQ3DdpatMmPnTwEg5aXwSF7Ny7qyLC4A5IbsNGq5m/c7T97ME29rvjRkL89J3Ja7+PLqh+xkHEhK93yvxbK4AE8LF7fZGTyAZ3EBoJxvMqd7+6rhFB9j83l5Vi9Z6eUxWbo37+RA0yU+tvpJO8d48gbex5znNWL0fsY+fyY28eOi6wnnnHP2CXp4JpjxcrXz5HCf6+LJzzUP85wlSyZPr+f7vmEP37gs3Tp4C39PC838tdbexzOnU++w049e4nbl/+T7eGSn/b5aT9eWsW09VH0uebaTL8/DUrHe8tJFJ7H9DftaVz/E852FdTzrOruCXzuZdInPw65NzQM8ZTq7ysnJO1iS1svzNvbzMXZtn3auFS0Hx+lYumgf08Vdvc48/HpRS1I+M87H0s5nEva+vGyvd4awpO+88zkh1z9Kx9i+So9P85UY47lk71ca0GU25PjyHOzzXnQ+n+GbNb3URdFXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRRy6ZeFUJYB+APAdwNoBPAIIDPAHhvjNHOnvzgMvoBrCfDJ2OMXWS+WwD8BwA3AcgBOAzg7wG8P8bopG7OWsbcAi0i8dYLry0AvI4wvSVP5/HqRqminWEJxXk6z+rH6RAvRTilDQ9bj3KOlywy47x+4hl5nX2YeKWa0W3m4QMAaD5ub3evYtI0wF+L7ftGsg8BYPhWXrlY9Siv2LDtPrlzJZ2HFWIAIJ21eyWt/bwq5GF1lrbDdo0N8MtW2Ul+Rs6utN9X2xG+3d1qD9ns7Qf5PKwm5mkY4o2YDInCAcCp6+zpHfv4vjp1k7f9nJocqVRlC3QWlHP839XY8dQwwq+BbYf5fmTbPT3nHbd8u09387myZJ80OOWtwlp+zMyQ1yp28mvCuvv4gXHsLvua23TCOS7IsQQAax+05/OOdW+7e9fphmH7eja6jeerZjbwYlOZXM88p3c7ZTBSKOt4nt83c/2TfHnOdZpVBuud+4hXomK1qfQgv7+wKhPA73Pe8rzaJvuMU9zA94fXmqplW7B1OJ8wOGJOn3eqZpfCsnjoCCFsBPAYgFUAPgvgOQA3APhNAHeHEG6NMfKj8PtNAPgLY7p5awshvBnApwAUAXwCwCiAHwfw5wBuBfC2C34jIiIiIiLL0LJ46ADwASw+cPxGjPH9ZyaGEP4MwG8D+GMAv3yByxqPMb7nQv5iCKEVwN8CKAN4dYzxqaXpvw/gawDeGkJ4e4zx4xf6RkRERERElpsr/mc6QghXA7gLQD+Avzpn+A8ATAP42RAC/z6k2r0VwEoAHz/zwAEAMcYiFr/dCgB+JYHXFRERERG5YiyHr3TcsfTnfTHG7/tm4RjjVAjhUSw+lNwE4P4LWF59COFnAPRg8YFlL4CHyc9mnHnte42xhwHMALglhFAfY6zthwdERERERK5wV/xXOgBcs/TnQTJ+aOnPLRe4vC4A/4jFb8n6Cyx+m9ShEMLt1bx2jHEBQB8WH+yuvsDXFhERERFZdpbDQ8eZbMQEGT8zPX8By/pvAO7E4oNHE4CXA/gggA0AvhRCeEWCry0iIiIisiwth2+vOp8zfbnz9jZjjO89Z9I+AL8cQigA+B0A7wHwlhfrtUMI7wLwLgDIZdtoyi3dwKNs011O2jNnJxJbn3iBzuPl6VjirejkAnNDPEs6n683p9cP8RRjGONj07vWmdObnrNTcoCftJvr4tui86lRc7qXnV25Z4aOpYp2ppNtcwCY7uG5yCzZtrkDJ+g8Hfv5sbSQ52MsSezmSg86nVOiQo5nwE/cHrvD3oarnuLLY1lKADh1O0+qNu+zl3nyBr4fU843Xs6TQ3Cmm69fJcsvdfWj9nzeOkxu5onbuoK9j6fX8OU1H+K3nSI/fWhudXoN3xZernT2NvsYPFXg+8q7Za79vH1cjOzkx9lCM99XK5/ha8Hysm2H+Pv1tm09aTs2D/L16/tJfn1Mkeqnl5v2/g20sNbe7lMscA8gU6gtA908YKdnVz/OTxJ2LwOAxn77xbz7S+veU3TMS5Ez812tdIxlcQEgO27vSO9+4Kkbtz8PeJ87xnfyXG37Q0fN6V4W18vpgnzW8u5l3q8t8O5Z7J7v/QqCyvFBOhbW2t3r3J4+Os+lsBy+0nHmqwnsk2/rOX+vFn+z9OdtL+Zrxxg/FGPcHWPcnalL4ufcRUREREQuveXw0PH80p/sZzY2L/3JfubjQpz5rX3nPhnQ1w4h1AHoBbAA4LsX8doiIiIiIle05fDQ8cDSn3eFEL7v/YQQWrD4C/pmAXzjIl7j5qU/z314+NrSn3cb89wGoBHAYypXiYiIiMhL2RX/0BFjPALgPiz+sPevnTP8Xix+deKjMcZpAAghZEIIW5d+i/k/CSFsDyH8wDcPhhDWA/jLpf/7sXOG7wEwAuDtIYTdZ82TA/Cflv7vX9fyvkRERERElovl8oPkvwrgMQDvCyHcCeAAgBsBvAaL31b1e2f93bVL40ex+KByxtsA/G4I4QEspm6nAGwE8KMAcgC+COBPz37RGONkCOGXsPjw8WAI4eMARgG8CYs53XsAfOLFfKMiIiIiIleaZfHQEWM8svSVhj/E4rc6vRHAIID3AXhvjNFODX2/B7D4oLALi99O1QRgHMAjWPy9Hf8YY/yBzEOM8TNLv8Pj9wD8FBYfUA4D+NcA3mfNYwnzC7Sq4JUdaqlDpZyyQ6pIsiPO8pr2HKPzFLfxjE1hnV2OKrXm6TxNA7wsky7aZRSvUOXVobxiBZsvO8V3N6tVALxE1TDMvzPPW780mW/yxqvoPN5reXWoUotdiVn9OE/ETG5ppmOsHMVKTgDQ2s+3e+e+CzoFv0+anwZIn+bHE1vHJh4dcWVJ5KvENx/a+nghaGyrXVMpbLaLPQCQLvACCytl5U7zctC0HVkB4O9Hdpx55S2v2JT9hr0Rg3OcedWjUqu97t6xlDvKt9PkBj5fsx3tcY8Lj7eOTAtZBw87/gD+ngCg7Yi9guk5fi56Bbrm4/xazK7TYzv4xm0+xotDXtGQyfXzsaYBu4LoXVNzQ/z9svsmAMyusu/53r2n/cmTdIzdi70allc6rKVYyQpVAC9RNfbzDtFMjfVO9nnPLW+N8WIl27Yhx8tql8KyeOgAgBjjCwB+/gL+Xj++l7I9e/pDAB6q8bUfxeKDjoiIiIiInOOK/5kOERERERG5vOmhQ0REREREEqWHDhERERERSZQeOkREREREJFF66BARERERkUQtm3rVFa8uRdO4YYx3GlNOTrfUaufVso8epvNUtm+iY5lxu01ZGR2j86SLq+jYikcupGT8/bz8bbpo5xi9HJ+XsfVSgixx6+X9Rq7n+2r1/UPm9MmdK+k8nlLeTvp6qUM2D+DnJ9v67G3IthEAlPlLYYYkVVNO1pPlVAGeTc2d5vlOb/3WPsiPmZGd9iXVW56XAp7rsDOsHfv4PKVWvo/nSVWzfojfCua6eE63ccCeb2o9nQX1dinyvArr7W3Rdojv+8IOftC0f8W+lpSd9Zte46SAyRjb5gAw28WvMakSfy2WJPZSsCM7+fHOjsGZbr4OnlVPkWtCN1+HlHOOnHqFM0g0nOb55dmVfD3SJft+kZ300rL8vsSwDDAAvPDmLjq25iH780DDMM/2stw9ANQP8c8XuQP2mJfxL274gd+xfNbyTpjTvQ+iXtaepWxZ+nZxeXzfM6kiH8uO8/2Y7rPfLwCg3U7ter+2IHavoGNsO1X/bpOlr3SIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIolSvulwsVNxKFTPXxSsSDcN2bSo6hapiFy890UrD9dfQeWZX8WrG7Cq7zJQu8eqIV5RidS2vBuGVMdjyFsfs6d5rNZziZRlW5WoamKHzeFiho7CWF6XGtvDLQc4p+rASzDSpUAHAmkf4dppeY+8Tbx2yU/yYKZLyFqtaAcBMDy82eZdNVqmaI+UlACg38+Mi22lnUyYLPInk1aZYpcrbtumSU7Yida360dqqR6M7+Fi5067zlAadus0hPpadtLeTd40Z3cErRT332us3cDefp2GI/7ufVzwrkd1fzvJWTftBfgye3mHvrwyP8blYKau13zkP6vkx4107Ga/i5p37bUfs/Z8d5+fV0I38urry2/a1jpWcAKDLqT6yKqD3fld8/iAdK/euoWPz2+wx797o8apXzMmbnerj4/ZnpvSgc0Hr5js/PT5tD8w6+SqnjskKVQC/53ufA73tR9f9MqOvdIiIiIiISKL00CEiIiIiIonSQ4eIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJUjL3MhEzdSiTlJuXYfXSdWy+ULTTjgBQJjk+AMgceMGex0nutT5hzwMA8712FnBiE0/QrfjKMTpWJHm/3B6eJpzf1UvHPPVDdtZuwcnnFdbynGV20k7hefs37D9Mx0p3vtyc3naEH0ur7+mjY2Ov38Jfq8VOXXpZ3NFtTg+UvQ6vxCJdQ8FxxV6ewByp8dKYJm857SRkVzzIl3dyt/2mM05de6GZH2csjTvj5I3zTmq1td+e3vCv+Hk6+tl1dKxhkG+nWdiJyQqvcrsKa+197KVqm4/ysf43sWOGb7/caf5+p9bz1ypsto/dUOL/jjh7G89v5/9Pkz0PyU0DwJyTnZ3vsNdv2skvN53g22mi1z6m550Cq3f9aRhxttMq+zgrZ3n6uOsJvm3LOfs9n/jJDXSehtN8W7Q/edJe3hu66DyTt/NMPkvrA/z+46X1G/sn6Bgzs4GnZdd8aYjPOEZey0nVemnZk3fa23DVozzBm+kbpmOeSt4+59INOTpPPDLAF7ixx5wcvNzvJaCvdIiIiIiISKL00CEiIiIiIonSQ4eIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEiiQoy8kiA/PG25rnhLzzvMsTKpHABAepBXFWK7k/YgvPpS3fjsizYPwIsVXv3Ce61S3s7OpIsVOg+rUAF+5QukCDF541V0luxkmY6VWu06izdPOcf/zaCctaszsyt52ajhFH+tkZ18vtZ++xpSruflm+bjvBw10WvXXiY38/1YV+DbopK1149NB4D2/Xx5XlWIVXvSBWe7O8UmxisHee8rvd4ut5RO82JKqpmfB80t9nlQebidzsPKSwDQsaf6aljHfl4OOnEbr/HN9Njr0TjA18Grhk3daF/r0gP8muXtq7ZD/LhgJTfvuOh+jG/3Y2+393HuWb7u805NLlOwp7N62vkUyfua6+Dbr9zJj9uur/ASFauXsUofwNcPAK76qn18epXG9n1kA4KXo9g9BPDvI7khfo8eud7+DOGdc6kify1W1KzkeDKukuPvi32+8O7dleODdCxutytfXkE0DI7QMa+ixT5D1PK5zeOt370jH3w6xrj7RX3B89BXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFEVd8nlGRUIk2o8WAcUNy2ho6xHKyXkyvlncQb4SXyvBRe055j5nQvGee9FsvENvbzzqW3fnDGUjk7ueglaZsGeGYwXfT2MsNP31KrvX4sBwkAE718HbzUZXbSTtmeeLWXmOTrPrPZzhNu+jBPfvb9BM9PlpvtY8ZLwU5s5glZL2U62mFP79hHZwHAs5/Ta+zXKvfwzGXnV/m6j8LOb6e67GsPADTu4du28w32gXGskydzux7mx1mhmw7R1O7oLuegBj9m2vbbx6B3jsw465f/ur2dvMRy58t4zrIwupKOLeyyk6rzTvqYXR8BYH2XvR9P7VlH52l08sET2+3tXs7y877ibPd6cv1Z+yC/H7xwF3+tQjffFpV6e3pqjs6CNY/wpCpL47Yd5ufwidv5PfCqzw6Z02dftZrO42Xjvdda+W37fXkpfC9rnyKXmfS4nfIGADi/MoBl970McHqMZ7SnSY644f7DdJ4KyewCfmp3boN9s8iM8wMt3XeCjo29fos5vX3MOVEvAX2lQ0REREREEqWHDhERERERSZQeOkREREREJFF66BARERERkUTpoUNERERERBKletVlotyUxeSNV5lj2Ule6Mj1j76o6+FVLjJ9w/ZAAy+mFEmhAQDGdthZl4YR5/06VYqWg+PmdFa4AIDG/gk6Nr6TrzvbJ9kpXiLysCrX5JZmOk+phRdY0nP2enhlnjQPbaCtj1eA2DGz4XN8eaVWXjCa67DLWxOb7OkA0Hy0llIWv/x5tS7P2vvs9Zjo5es3vZ6fc+37Sb3qMC/ETPyoXTYCgMqgXW6pG+DLm+ukQyh8bK05veEtY3ye07xsxQpVANA4YO+v4suca8ITTtWMnAve/ggdvCwzSo7bzCg/zja3n6Jjj3XxDZ/db18Xug7y60+plQ7hxLN2BbGdH0oY/xGnEDRk3xO886r5OL/up0v2+3rhLv7vpmse5Nti6BY+1vWYvf/HtvJr1olX8QtrO9knL7yWV5S87cTuqV4N69Qu/lqsUOWZ6+LFK0+GlDMnd/JSm/f5Jztur7tXjarM8Iok+3yR6uDXrOi8llcKpXVRpzZV7uW10vYvHzSnT97O61qwA6KJ0lc6REREREQkUXroEBERERGRROmhQ0REREREEqWHDhERERERSZQeOkREREREJFF66BARERERkUQpmXuZSC1U0DBs5xhpqhZwc7UxZyccvYxbbk8fHTvxL64xp6/cwxN06SJPYK54xM79lvNNdJ5iF09gNj03bS8vy3OlC3m+vPYnT9IxlvhrHuDZQg97X17itsRrupjdbE/veoznByd6eRJy9Bp+qWg4TfK89Xy7e2nhStYeK7XwfyPxcr9zXfYx2PUwf7+Fbr7uk5t5UnV6lC+TWfEMf63xLfb0jJMynTvKz5/YbO//+tN823oJ2bm32Mnp2f08MVlPR4D6IX6czZPj/d9d/2U6z/v3/ARfHql+1hX4tlhw1r5+1J6vtZ8f63sKL6Nj6OLbnfEy2t71omHInm9sO1+Hhmf5tZMlX5uP8/vBsbfz+1L+6/ZrtR6is2Cil4917OP7ZHZl9edw02DVs6D3Ht7FHb6V55LZPbWU5zeLNV8aomMvvLmLz/eQnW/1krTeus+uWm1O9+5z7HORZ2pLng86Yyy7P3a7nfcH/KRv0x7epA2zRTrGpAf5MRO7V5jTW594oerXSZK+0iEiIiIiIonSQ4eIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJUr3qMhFDQDlHdkfvqpqWmSraVYX5LpJtAVDeahcQAF7AmO9qpfPUjTs1J1ZvcOpVTY8foWPFXXaupGmA17WmexrpWN24Xf8CeFFjdDtfnlduObnb3vesAgMAbX28mpEt2AWWdIlXW7qe4NtpYhMv1WQn7cLN8G5egak/zSs7rKRT5FEUZOzICgAgTbbFbKezDqTIBQBznfzfaup3jdnz7OE1p/EtfD1SJBIz11F9/QsA7r5+rzn9K4VddJ4dr+inY889ejUdY7walidVsrfTn33iJ+g8b/nZR+nYpz9zqznd234xy9d99+ufM6efmObXRycohfJf8KpQYa19DNa9+RSdZ2Ge3+7TX7WPz6YT/Nice4t9rANA9hN5c/rsCn5NiKT+5fFKclfdx8cmevm26Dhgn3TpOX4/8K4laRJfGt/ZQedpOMWv7YWe6kuHDce9vBY/ztLjdhHSu+d7WN3RK3SOvI6Xo1Z8/iAZuYrO430mYWVPr0qZGZqkY55yt31DcwtV7fyzG1v3ee/zI49rJUZf6RARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSFWLkeUD54Wlr7I43b/qFqueb2pKnYywVmyqSDieAMDhCxyZv32ROZ/lYACjlecevnLUzg9lJngsc3caX13zcnq/l4Did5/RuJ1s4wtcjN2Qn9Obz9XSedJEnc1kuubDOyfY668eSkIX1/Hxf+QwdQsOwneMDgImN9j7xso+zK3k6c2y7nbpsOsr/jaTCNzuKL7P3VcsTPAM8082Xt/XW79IxlpDNFPjyZjbz87HrK/b+P3UdX57nba99rOp5PvVFOy3rme/m7ymV4cfFXdccoGP37tthTn/51bz7uP8FviMrBXvb/u+730/n+eVnf4aOrW6yu821ZIUBnksGgIVm+zxuPsrTrbO3OQchkf0Gj/oWdjgrOEfO1Xqesc0M8mt7Iym+euept/1W7OXH4MhOfm1i1n+BN7tZln1sK3+d9uf4+rH72ZyXws/xa+foNTwfzDLq3n296Tn+GeLEG+w878o9PNfOEsGAn7KtRebAC+b0cu8aOk+xi69fusiP91z/6IWv2JKY458HWDK3uIF/xnnwK7/7dIxxd9UrchH0lQ4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJFM8WyGXDK0qVd/IyQXp82pzu1QzSeV5iYFWpzNAknQdopSOpor08r661ssjXj1UuZja00XnaDvP6xalddnVkkf1aXq2CFaoWx+zn/9lOXqMBeP0kO2XXbdoOOXWbTv5Kkxt4rYQpZ/n6tfU5Ja+svZ1qqe8AQCMp8DSc5iWviet4revIl3mNaL7Hfl/lHr683q7TdOzElnXm9EqWH2eej3/jRnN6ZtQ5Nnv4ObKerPt0iefEWOUJAK5u4Nc6VjfaN7WBzrPjFf107OS0Xfv5yXt/na+Ds502v+aUOd0ref2XV32Sjv27J36KjjW3FM3pDc/k6TyFo010rGHQvi7M8yASGg/Vck2oehYA/Ho2uZmfw62H+L+peoWqHD8d+fKu5xsqPWevY2s/X/dSK1/3BXKPzozzimQ6x99v8yAfm11ln8deDSvbxe/5HQfsc4G9DgC0P3SUjk3vsq+PHlbNBIByrtecPruKV6NqLWiV8/b5mB50DkCnXoVZ+5qQO3CimtVKnL7SISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikqhl89ARQlgXQvj7EMKJEMJcCKE/hPAXIYT2C5y/M4TwiyGET4cQDocQZkMIEyGER0IIvxBC+IFtFULYEEKIzn8ff/HfqYiIiIjIlWVZ/CB5CGEjgMcArALwWQDPAbgBwG8CuDuEcGuM8Xw/HvY2AH8NYBDAAwAGAKwG8JMA/g7AG0IIb4sxWj/99W0AnzGm76v+3YiIiIiILC/L4qEDwAew+MDxGzHG95+ZGEL4MwC/DeCPAfzyeZZxEMCbAPyfGOM/pWFCCP8ewJMAfgqLDyCfMub9VozxPRfzBkRERERElqsr/qEjhHA1gLsA9AP4q3OG/wDAuwD8bAjhd2KMdkMWQIzxa2T6UAjhb7D44PJq2A8dF68SEYp2VrPcu4bO5uXkULQTemknaccytgBPvk5vXUHnaXr8CB07+dZrzOkNp/g6tD7xAh3Lj9vZQpYYBPz3m+alS5rdy47zFOzEJi9HXH0C1cvpZkld1ktWrtwzw1/LSRqyfGKpha9fYW31l56w307fAkCGV1gx222nKQs7eMa27Rm+oYpOWrhxwH5f8838/fbNr6Jj2e32jmzJ8nV/4/pn6djnPnmrOd3LhBY283Ok73CXOT3baecbAaApy9Oeows868pkuvlx2/c5njdmwnp+Lq674RgdOzFtX1dbO+htB//2kZ+mY837+DE4ucPOnFa6+TnXMEiHUNhhX+y882DiOn6BTJ+20551Bb5+3vWWXR+bjvLc6+Rmvh9TJb4eM+Ta3v2Yl/nmyxvbaq9j+3P8vCp08/dVrrdT7izNCwDNx/j1wsu8s/vtfC+/ZnloGn4lf7+tDTk61tg/YU73MvnpEt9OLDtcP+TcYBxzXU5zmhj5sQ10bMXTfD3C6Jg9fWMPfzF+OUvMFf/QAeCOpT/vO/srFAAQY5wKITyKxYeSmwDcX+NrnDlj2VVnTQjh3QA6AZwG8HiMcW+NryUiIiIisqwsh4eOM/9cfpCMH8LiQ8cW1PDQEUKoA/BzS//3XvLXXrf039nzPQjgHTHGgWpfU0RERERkOVkO9aozX0ezv872ven5Gpf//wLYAeCLMcYvnzM2A+CPAFwPoH3pv9ux+IPorwZwfwiBfr9ACOFdIYSnQghPlcq1/VZLEREREZHL3XJ46DifM99syb+Rj80Ywm8A+B0s1rB+9tzxGONwjPE/xhifiTGOL/33MBa/svIEgE0AfpEtP8b4oRjj7hjj7myaf7+/iIiIiMiVbDk8dJz5Sgb7yaHWc/7eBQkh/BqA/wrgWQCviTGOXui8McYFLGZ2AeC2al5XRERERGS5WQ4/0/H80p9byPjmpT/Zz3z8gBDCbwH4cyz+no07Y4zDNazXqaU/LyjHEjNpzJOqFKtGAUCqyOsIc128esVkhiarnied4+WJkR9nu4VXqpq/xH8Gf/INO+lY695T5vRyjm8jr17lVYrajtjzlfK89tIwwl9rdoW9DZsH+RfovHrV1Hp7+qqn+DqMbrerKIBfRinX2+tRyzwAMLHd7jX03sMrKwN327UcgBdzys7+ZesA8EIVAMyTwNZ8B1+ehxW7Ol/FsyOsUAXwytfEZr6vKoP8uLj75m+Z0x/+9HV0nmPNvEJ2DOv4emTtdfTWr8M5fyY32MdFbOH7avSzfP1mb7NLY69cx3+s79sPv4yOlW4iCToAraReNrmDzoLGQ/zaxGpTXqGq6yv8nDu9g1wTnEKVV6Ab3m1fHzv38f0731Lbv6m2H7SX6RWqSq38tVIk1ubN0/VE9SXB7KRTYizyY7qwjR8X5dvtG0nDMK9h5fr5v8+Obrdrdx37+fstbuigY977YljxCgAtiNYqd+AEHyRVrtXOZ7CY4+fc3K3bzenZR/fzdbgElsNXOh5Y+vOuc39reAihBcCtAGYBfONCFhZC+HdYfOD4Fha/wlHLAwewWMsCgO/WOL+IiIiIyLJwxT90xBiPALgPwAYAv3bO8Hux+JWGj575HR0hhEwIYevSbzH/PiGE38fiD44/jcWvcIx4rx1CuDGE8AP/TBBCuAOLv5QQAD5W3TsSEREREVlelsO3VwHArwJ4DMD7Qgh3AjgA4EYAr8Hit1X93ll/d+3S+FEsPqgAAEII7wDwhwDKAL4O4DdC+IEvp/bHGD9y1v//EwDbl/K4Z77fYSe+97tDfj/G+NjFvTURERERkSvbsnjoiDEeCSHsxuJDw90A3ghgEMD7ALz3An8IvHfpzzSA3yJ/5yEAHznr//8jgLcAeCWANwDIADgJ4JMA/jLG+PWq3oiIiIiIyDK0LB46ACDG+AKAn7+Av9eP72V0z57+HgDvqfI1Pwzgw9XMIyIiIiLyUnPF/0yHiIiIiIhc3pbNVzqudDEEmsatH3JagjXwlucl2SokjetmdjdV/0sPw8YeOpYu8UQiS+sV1vH3tGJPHx1b8/BVdIxlC2dX8nywl5Attdg5xsJ6Pk+Hm4skmdgc/3eG7BRfXqGb5yJZ1nf4jUU6T+YwPy5au+3jc+DuPJ2HZXEBoMKKkHN8W7Tt55fG+NoxOlbe024P1PPcb/M+nqyc7ba3rZdunXFyv2zbxik737j4YvaxDgD3f8VO4259PY/2fecAP7+znfyYqd9jp3bf9NP8x+Y+3vJKOsa2e5ji+77MdxX16Ld5Njy1a5aOrWjiYxNPrjSnt+7ix+ZsM1/52GVv98wAP08L3XSIWtjFM8Be/HS+YK/7zPZpOk/7J/IXuFbfj6WUM1P82t583MnVlqr/t91CTw2/LNhJ5nra+qrPzpZa+baAk7hd8bR9/Rm5nmftV9/zPB2L3SvM6V4K383ijpGcbjv7NXB+0tf7rDXXZb9nb54wyNtGmZx9jsTtm+g8+CYfSoq+0iEiIiIiIonSQ4eIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJUr3qMpFaKNNqgVcs8KoK6aJdpfCWN3k7Lx1kSR2j7NQb2vfxWgmrYVVIheF8MuNz5vSsU9oYez0vyzQP8HpM08CMOb1hmL/W6PZGOsYKIvMt/BQd56uOdV8rmdO9kletWNEn92wNBRYAlYftAlQdD5y4FprtclT9EN+2XjWsPNpEx1g9aM6ZZ955Xw2DdklnxikHBaeWM3WUXy+Y1kPVF88GBq/mC7zOPjYB4JXrBujYoSa72PS5T95K52m9kdecptbb+z902NcRAJgf5cd06bRdAOvdNETnac7wbbHv2xvoWB055xaeIPU0APM9vFKUHrLXfb6br99CMz9/GobsY2buKD8PVj5Dh3B6B6nTdfB61WwnL9p551yGxIM6DvBtcewOfs9i12KvJOgprLW3e/MA379H38jvPfmD/FrH7t+TW+yS3OIgL0exe37zcb7uxV29dCx34IQ5PdXOd7BbmyL1zniEX5cyeX5Ms0IVAOT6ye+sZgUtAPPbeFGTVkRneRHwUtBXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFEKZl7uZgr8Szbxh46Wy152XLvGjrW+tDhqucbuZ5n4VY8zfOTpXz1697Yz3NyYYy0Dnt4LtAzu6qejqVLdmZw9Bp+SlX44sBOxRTffGgkbxcA+t9kLy9mec5w7X08MVmu5yng8S32fC1H6SyYWs/H5jfbicmeT/F/IxnZybd7ptvOGy+UeOqw3My3U2aQH7dzR8nYei89ypOVC6RMWcnyebzka2Xe3o+9Vw3TeY535+lYgSRQm51937yPb7+WHTzveOpwpz3QZSeRAaBuP0/IgqSU81/nWdzCa3kCPAza15mjQ2S9ATTu4a+1403fpWOMl9n1zu+hW+zp3rHeuY8fg2Mk5x27+P4tZ+1sLwCkyOnjJaBXkJwzAKx+nO9Hdj878Sq+LRoH6RBOvcKer62PX2OGd/Pr7fov2tezU7v4fc5bPw/bFh377XUA/Pt67oB9nZl4Hb8htO/j6fpI0rje56KSk9DPPmp/Bkt18OtILPJre2acDvE0bo5/UKBZXABllu51kr44xoeSoq90iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKJUr7rCFbt4/YSVnryyw/TNG+lYdtyuNDSc4hWOaaccVc7Zz7zpIq/RjO/soGPtD9k5p5aD43Se07v58kotvHLRdoRsi9O8mNJ8bJ6/FilqNJyis2BsK1+/pqPs3xP4vzMU1vLXmunmY6wsM7GZb4v6UV7SWUdKSkffzitAzS085VXeY5dHOvr5+qVLfNtObqBDKL7MLq1kBvh5mj/I12N0hz09tizQeRqe5a/F1q/vcBedB/X8fAykohVfO07nKQzy2t19z2+jY7e88jlz+uNHeuk88845fOtWUup7JZ3F9Z2sfZJMjvJ6TGEHL9+cnObbiZW8Vn+Dn1en/jkvDnU22cfF8ACv9pzewT8+lHvs5VUKGTpPmm8Kyn2/1/H5Tt3Ez5GOPfZ0b/2aj1dfoko/z897r/xXi44DfOXTRX4tGd1u37+9smPTAD/OJm+8ypzeMMK3X3p8mo7Nd7Wa0+vGefGqYZhfE+L2Teb0SedzTOsTL9CxdAMvsqGdl9dqUcnZ78vbFpeCvtIhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJErJ3MtFug6pDjtPWOzi6USWxQWAmQ12ko2lbwGgac8xOlbutjON6ZKT/LyGH2IsL9s8MEfnSRV5Wq+4bY05vX6I51S9VJ+37ky5niccC+t4LnJygz1fhq+6O8YSjqVW/u8M3rqzLC4A5E7b0yc7+HEx38xf6/hY3pxemeepw4UneNoTpBCdneQp2OM/zo+Ll1/Nz5H9L9jZ1IVm/lqjO/i2qMVsF3+tD938j+b09x17LZ3nRzpJWhbAh++5y16HAt8f2c0FOnbNKjuXDADfeNTO6TZvHqfzVB7m6/HN5h5zeuk0z1z2bhqiY29c/6w9sJ7Ogk/u413X4jy//qzcZJ90Q1nnPHDeV+4f7LHGnXwdWH4ZADKH7STt/CY+z9BtdAiresbM6YWplXQe75rVtqf6a/tMD0/Leh+lGgft6d79ZQ3JvwM8k+/l2k/ewDP5TSf4fSk7ZS+zdS9vubOMLcAz+Q3D/LiIOb5+hR57W7QPTdJ5SvnqU7XeZ5zLRSlv7+NMH7+mXgr6SoeIiIiIiCRKDx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSqBDj5Z8Ceyloy3XFW3reUfV8kzt5MpBpOThOxxbydoIOADIkQ1fON9F55vP1dCz76H5zethopywBYPA1drYXAFbumTGnz67i68ASfgBw2kmZrnrKTqrWmg9m2vp4unVkJ0/IsoxtYT1fv4ZB/n5nu/l8satoTvcSt60d03Rsbo+d/Uw7Ccz5Zj7GcrUNQ3zf17I8AIhZe6z5EN/3WV6QxbZ32hnWR7+9hc6TGeWv1X6tnbocn+bn/dr2cTq2psm+Jjz63CY6z6rVPPM9PMCTr+x91ZNjHQBSt9mpVQCo/3TenH7qJn7OpZrn6Vh6wN6G7vHS4mRY5/jxeff1e83p9+7bQeepP8qzqSy/XbqJH5x1e/hJMrPZPlkzg3wd5rv5Cd72jD3fxHV8npUP8dTqyHX8erbiGfs66F1/xrbwa2drv/1a3vI8+b2j5vThW/m9sWO/fW8EeGoVAGZX2NdwLzeeneTnT6mVLc9J12/j68cywQ3D/DzNjPMkP5Mq8p3lfWbyEv9smbUuL913wpw+eTu/Fj/2qX/7dIxxN/0LCdBXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRR1ed0JBmVCMzaFaByN69SeNWH3J4+c3rsXkHnYYUqAChu6LBf54BdTQCAVLGFjs3dut1eXr9d5wCA5uNOGYNUOGZX8opS2xFepcgf5PWTwlp7mW19vEbT9QQviExssosVY1v5ujcN0iGqYx8fm9zAx1IlXmfJPMtrG8x0B9+2cdOsOb00yitk7fv5v59MbLbXfbar+goVAHTs4ZfN0Zvs/T/PTwP82M8+Ssc+/ZlbzekrSREHAO78Lb68z33SXl6J1IYAYODoWjp2cnSdOb31Rl6NGhnl1aNsp30NBIB8j31cNGWrr9EAwJp32yfQKae85RXZKh32vk8X+Dwx49RonNLT8xOrzOmNh6ovVAHA5Gb7eA9zzro7hTdWp5ua4ufOrVsP07F9z7zMnL7283z9CmudotQhPja6gxSRnLrfmkf4+cPqS941YcVefh9hBUevhnXitsaaXmt6DXvP/HrrFRzZ5xWvItn9gJOnI8Z32p9VAP/zBcbssp5XgGoa4Pd1r95Zztn3zew435FeRQs5+7Uahmu7PiZFX+kQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEqVk7mUiZupoGreS41nAdNHJ3d280Zze9NwInYdlcQGetYvtTha3i4/VD9kNx3K+ic7j5enGdtgNx479fB5PdpJvd/a8Xs46KcbtPFvI0r0NI06asMizrizTuOpRngscua6djtUV+HqsvuOYOf3Yk3ZOFQDqR/l2mkPOnJ4p8HkW3sgTran99vtqPsqX1/FmnoE+2swT1ijYKeB5kgEGgC992M7YAkC8rWBOP72JH5vj8zxhPE8ypy+/2t6HAFC4imdYjw7Z26KuxJPIFbKNAKA8ZO97ABjutNcj28wzkqXTfHnufiS87XR03D7Ois62uGbVMB07ePhq/lpku6edjK2XiF65yc6Sjn1rJZ1noZkvL5ex70tzo/w68tg3t9KxLNlVkySHDQCxhR8XXlqYZcVnncPFuw9np+z9794rruEfzRpO20na5mPzdJ6O/Xz9yjn+Wiyn29hvp2WB2u75tQpj9vJaD/L9632+gDdGTPfw+7r3eYVdFbzMrveBnX1+zBx4wZnrh09f6RARERERkURd8Fc6QgjNAG5b+q8HwAoAswCGAXwLwAMxxmcTWEcREREREbmCnfehI4RwE4BfBfBWAPUA2NcEYwjheQB/DeAjMcYX9+toIiIiIiJyRaIPHSGELQD+FMCPAqgA+DqARwF8E8AQgFEADQA6AWwFcDOAOwD8VwC/H0L4AwAfjDHyb/wUEREREZFlz/tKxz4sfuvU7wL4WIxx0Pm7DwL4mxBCAPA6AO8G8JcA8gD+nxdlTUVERERE5IrkPXT8LoAPxBiLF7qwGGMEcB+A+0IIrwDQfZHr99KR8itVTN04r+KwKsXkTl4kaX2Clw7me1dd+IpdgErOLkykirw6wuYBgM6n7DLT1JY8nYcVuQCgzF8KpRb7uwzbDs/xeVp5VWhio/1i6Tm7VLK4Dvz0bT5eNqc/93+18XkO8W2RtSNKAIDCwbXm9Hqn9jKzix+3KzrsFxsZ5WmeLXlerzpYsqtCE9fx42zy2TV0LLY4pZpO+3KZb+Lvt+nNdjkIAPrJerSs5/WYqQVebGrYbm+n73yXl8Zu3XqYjh0bsOf7nbd8hs7z/zz0Y3SsFs1f5cdF29t4bYpt21Wk5AQAn938ZTq29dGfNaf/4rbH6Dz3DOyiY3Pr+fGZrbfP7wbnnwZnuvn5feqwfbLGbr4OHd/gF8jhrH3Ovfw136Xz9H2O17pmu+3rYNapYeWcQlVbHz+HS632fbjCo0I4cRsvGC3ssq9n2W/w45YVqgBgttO+95Tr+fsd287vFVfdx78ZhRUSF/L8XubdU9l8s6v4xk2X+LbIkuV5xabYvYKOsc8XzV/ay5e3fRMdS49P0zHM2veK+Ty/94RBXh5N58g2bOf3fPDFJYYeiTHGP7uYBccYvw3g2xezDBERERERufIpmSsiIiIiIonSQ4eIiIiIiCSqqoeOEMINIYRPhRCOhBDmQghl4z/+zZIiIiIiIvKSU80vB3wrgI9j8UGlH8CTAPSAISIiIiIirgt+6ADwHgDTAH40xvhIMqsjIiIiIiLLTVis3F7AXwyhiMXfNP7Lya7SS1NL67q4+6ZfN8fSRf4FJS+Zy3i5O295bL6JTXx57ft4a7XYRfJ5K3g6ODvJ834tB8fN6eM7O+g8kxvs/OD5tPbb503rQf5+p3t4VpFlAUev4f8u4GVsp9bb0zPOPJkpPublg1neMc1rmxjbwrd7hbzWfAc/D5oP8e30irc+a05//EgvnSdzmB/TW5zs59rGcXP6/V+5js4z72RJ06cz5vTYxUvmlYI9DwDcfb2dfjw+k6fzbG/jHdb9E3YV/ei4nUwFgOlD/LXKnfN0bNVqnglmhk/yXCRLAX/zWE/VrwMAuay97nN7+LZou+EUHfPWnR0XlSy/n8csv3ay1HPDwzzrGl/LM9Wz++337J3DqWa+73PP2udj8WX8fhWGeDo6vZ6nTNl7nm+hs6DphJN1JfesiV5+n/OSuSzX7l1vPQ2n7PyyJzvJ52HJYYDndNl7AoDm49V/Q01jP79WeNl9Jj3IM9rlbt6G95K55XzTizaPx1vevYf+89Mxxt1VL/QiVPMzHUMA+FVBRERERETEUM1Dx/8C8LoQQvWPiSIiIiIi8pJVzUPHHwAYB/DJEAL55g0REREREZHvd8E/SB5jnAkhvAvAAwC+G0IYB2B941yMMW58kdZPRERERESucBf8lY4QwqsAPAagHUAZwAyAYPynXzgoIiIiIiL/pJpk7p8AyAD4OQD/I8bIUxiXQAhhHYA/BHA3gE4AgwA+A+C9MUae2XgRlhNCuAXAfwBwE4AcgMMA/h7A+2OMF5SGCOWIzPicOZYq8ixFGOPJoeld68zpXtkhFHkroJyz8x1eUcqrPszusL9Lzyteecsbu91eXn7vKJ2n9SD/ESVvux97vV2syE7y6lHDsL1/AaCcq+ZUXFTk0Qx0P2YXP46/mpdFWvv58mY7eV2EjfW+iVeeTj96NR1Lkc3uFaqm1/NjcM/nX2Yv70Z+WShu56ftwQf4uv/IW+8zpz+2nb9WKPHaVGnO/jeceqeu5VXI7h+1K1peVQjb+NB3vmtfY/72to/QeX5p8F/RsZdffYyOPT+8ypyeb+IFI29533jUfmP1o/xY92pJrCcWnZ+CHB7gZavWbr4jJ2FXbBoP8Reb6+Dvq2G/XWzyrjFNX+TrniHzpUr8HM5M8TFWZio75wErDALAqU6+nepIpWrNwzN0nqEbeZlw5Dp7uzcM0VlQruf7Kjt1YcXR73utEX49y47z+1wt96XWvbzINvKq1eZ0r1DlrR8z18VTY/VD/Lxin39iO1+eV6XM5uvp2Owq+7rfepDO4n8WJOte3MDrnTjEh5JSzRH1CgD/M8b4saRWplYhhI1Y/CrMKgCfBfAcgBsA/CaAu0MIt8YY+afVi1hOCOHNAD6FxXvOJwCMAvhxAH8O4FYAb3sx3qOIiIiIyJWqmm+FKmDxA/Xl6ANYfFD4jRjjT8QYfzfGeAcWP/hfA+CPk1hOCKEVwN9i8dvNXh1j/IUY478FcC2AxwG8NYTw9ot/eyIiIiIiV65qHjq+COD2pFakViGEqwHcBaAfwF+dM/wHWPwt6j8bQnB/q0qNy3krgJUAPh5jfOrMxBhjEYvfbgUAv1LF2xERERERWXaqeej4XQCtIYS/Ot8H+B+yO5b+vO/cnzOJMU4BeBRAIxZ/3uLFXs6Zee41lvcwFn/Y/pYQAv/GPhERERGRZa6ah46PA5gC8MsAhkIIT4cQvmb8d38yq0pds/Qn+/GbMz8qsyWB5dB5YowLAPqw+HMz/CdPRURERESWuWp+kPzVZ/3vJgC7yN+rPq1wcdqW/mRJpjPT8wks58V6bRERERGRZauaXw54pf7+jTPtuYt9GKplOe48S79s8V0AUJ/LY57k1TLj/AVSTsotN8TzjszkzpV0jCZfW3mGtdzNm4tth+31q+T48ua3raFjzQP28rwM8MitfP1KdkUSANDWZycIvbxfoYfnHdNFO/nKXgcAyjl+Sk702qc2y9ECwKyTx2TJSm/s+P/gX+Cbv4kvMNtsj82TrCcA1BX4tljYZSeYd60apPOwzC4ANL+KJyE/8M1X2wMkfXs+6YJ9LrzmR5+h83ytn39RtyFrnwvlqRydZ/8L3XSs/qidHv2lh99J58l2srgssL2N7xOW5/2FHV+l8/zJ06+nY+uvPW5Ony7x74bd2MRzmyzp651z3raYPpSnY71k3Y8N2tsIAOoKPMNaWG/f1l53+x46z/1fsfPLANBAEtFzznva/foDdIydj2038HNxAvxeFpw8L0tOH/lpfo5kncRO01H73M/yMrybxW3/sv3NGCf+xTXmdABoGOGvNbHJuS+RY3dsCz+W1o/z7773cvjM5BZ+3S902+ux7ss8VjqzoY2OsV8nsJDn26hpgKeUa+FlcSs5nnpOO59zLidX6oPE2c4cJexIaj3n772Yy7mo144xfijGuDvGuDuTuZx+TEZERERE5MWzHB46nl/6k/3z3ualP51fuVLzcug8IYQ6AL0AFgDw35ImIiIiIrLM0YeOEMLui1lwCCEXQnB+l+2L5oGlP+8KIXzf+wkhtGDxF/TNAvhGAsv52tKfdxvLuw2LtavHYoz8V1GLiIiIiCxz3lc6ngwhfDqEcGM1CwwhtIUQfhOL/7qf+G/jjjEeAXAfgA0Afu2c4fdi8YfePxpjnF5av0wIYevSbx+veTlL7gEwAuDtZz+khRByAP7T0v/965rfnIiIiIjIMuD9IPkvAvgjAI+FEA5hMZn7KICnYoz/9FNiIYQ0FtOxNwF4PYAfB5AD8L8A/LeE1vtcvwrgMQDvCyHcCeAAgBsBvAaL3w71e2f93bVL40ex+IBR63IQY5wMIfwSFh8+HgwhfByLv7X9TVjcJvcA+MSL9i5FRERERK5AIUZeSVj6JYC/CeDdAK7C9ypM8wDGsPhwceaHpQOAMoDPA/gvMcbHE1pntq5XAfhDLH6rUyeAQQCfAfDeGOPoWX9vAxZ/f8bRGOOGWpdzzjy3YvGB5GYsbpPDAP4ewPtijDw/dJbWlrXxhl2/ao6lihe0iB/AKlB149VXrRaXZ5cTpnsa6TwtB8fpmFeEYMo5/pycLi5UPY9XgGJFKQDIjNvfMVfs4u+psJavBytleYWTMg9ZoEhKVGse4WWM0W18gTM8YIRyD6mGDfHaS/NRXj+pRfNxfo4M/qT9nr31azvE12/UKW+tfChjTj/9Wl4p8rQ8YR9P8bV2HQgAGj+Rp2OVn7EzNtetfIHO8+XHr6VjscU+51iBDADu2MB/vO7O/LN07N//r58xp7dfywtGnvFpe9uWTvPjonGAn8N1N9r75Gc2frO6FVvywXtfR8dil308Nbfw4yx8tZ2O1b/B3oZsGwFA3R5eFZrtsq+dXmUu41zrZjbbx1NmkF+zGnkIjV4fAWDFXvtaMtHLq4oV59f/tvbbn7Gyk/yadXI3P87aD9rLaxjm9aKTN/DtlOOhJ6x61B70ClAlp2aZ32tnvrzCZMzZ11QAmOuy6525fp4TG3nVajrGipreZ6ZaPscA/HMJ+xwD+J8Fw/7D9jyN/PPZvSMffDrGeFE/SlEtN5m79K1E//8Qwv8L4HUAXgvgVQB6sPiBfBaLH7D3AngQwGdijHbLL2ExxhcA/PwF/L1+fC9lW/NyzpnnUQBvrGYeEREREZGXigv6PR0xxgqALy/9JyIiIiIicsGWQzJXREREREQuY3roEBERERGRROmhQ0REREREEqWHDhERERERSdQF/SC5XFrpQd60i+12Mg4ARq63u4Cr7+F5zNi9our1SDuZWJa0A3h2lqV+AT+FV843mdNHt/NknJdObDrBc9INJLU7u4Kve8f+GTo2scnehqM76CxY+QwfK6y3p3tZXC/BmyeZRgCYLNnrnpniy5vczHPELesnzOl1X+TJz+HdzjHzrL1+87z4iSmy/QAgleHZwrf9mwfN6fcM7KLzTDy5ko9dR9Kzg/y86vxXPCB4eto+Rx470UvnaTrK/20qddu0OX19nid9H/g/19Gxd73zIToWNttNVS/res2qYTp2+ln7Whey/Fj3jun6jJ26/NvP3UXnueE1PBHccy3fj8eeXGdOXyjwbXHbz/ELxr377AtN8z5+UZhez8/h1kP2MeNdY7w8eGbKnpGeHwAmOvhx23yIf/Rh1xIv6etdS1ga17tXeGlzlqQtrONp2TUP83uPd38c39lhTvfyvA1Oap5l98d2268DAO37+IZnnwfYZwEA6HyKf4aY2pI3p7f28etIuYbPOACQYcts4MluLx+8cP015nT3Fy583RtMhr7SISIiIiIiidJDh4iIiIiIJOqCHzpCCKuSXBEREREREVmeqvlKxwshhE+EEO5IbG1ERERERGTZqeah4yCAtwH4SgjhYAjhd0IIzo/hioiIiIiIACFGXur4gb8cwi0A3oXFh48GAHMA/jeAD8YYH05kDV8i2jIr4y35nzLHpm/eSOdLO6UIWnqaLdJ5itvW0LFaalO00ABg5HV2Iqjt8Cydp5Tn+ZPCWrtI0naEl0A8XnliuscufjQM83m8dWclk3J94Mtziilp8pa9Wle7U6hiBRaAb3fvtdbdxzNAP/WP95vT/+Tp19N5whAvfpSb3X6HKdvJz5GFOX6819VX/1rzg7weU1ew/12oYTuvQxVLvHCytn3cnM6qVgAwdbSNjjExy69LjQO8HHTbW3hhiRW2vPVj2w8Att76XXP60XFeSfO2bfNX7RNybDvfFrHFLl4BfiWN8c6DzpeN0LHCI3ZBre5GfpzdsqaPjj38abtQNtfBrzFth/i1Lj1nzze9hs/jlcbmeXCISvFLO73eAkBhvb3u3vut5drurYN3D/SqV9lJ+9hNl5x7xbhTFCOVRq9Q5X2+mF1Vb05v3XuKzuMVoELRrnLNd7XSeerG+ecVTxizD1DvM1gtvM8xX/nmHzwdY9z9or7geVT1g+QxxsdijO8EsAbAbwI4DOCfA3gghHAghPCbIQR+xRYRERERkZecmupVMcaJGOP7Y4wvB/AqAB8F0APgzwAcDyF8JITwQ316EhERERGRy9OLkcw9DWAMQBFAAJAF8HMAngghfCaEwH/ri4iIiIiILHs1PXSEEDIhhLeHEB4A8CyA3wJwCsC/BrACwB0AvgzgTQD+6sVZVRERERERuRLxn+gzhBA2YfEHyd8JoBOLv2H9MwA+EGM8+6c/HwTwYAjhHgB3vxgrKiIiIiIiV6YLfugIIXwVwGuw+C1UJwD8EYAPxRhPOLM9DeAtF7WGIiIiIiJyRavmKx13AHgAwAcAfCbGeCE9v89j8QFFziNmsyj3Vp9K83Jo5bydwZzeaecRAT81x5aXKvJDIbbzNmHnU3bSd2pLns7jpVs79s+Y0zNDk3SekVetpmMrWHIYQLrLTv+Vc/yUYmlZgCcS2/r4+51az1OCeZK/bT7O852FtXx5pRa+7ixn2eSc+cfu4sfF+//uJ8zpnad5ptHLRZ7eUdUXdAEAJfD0qJfTbXjY3pFTN/KsopeXne8mSdX9PBJ4w2uepWOPH7Gzs5V5vu9XbTpNx8a+ZV9L2q/l82x+Bb/G5DN8O7E0rpedXXBucYV5O2HtJXibjvLvSJ6yC+Du/sUcX15zxzQdmz6UN6eXO+3kJwAMn+TvK0OuP7c5WdyvPLSLjlW67PecHeXvd7qbDmF+k33OtTxhX4cB/5pQ5PVyNA2SeZwEeGEHf7HMoP1iXha3YpdgAQDNg/Z1sNTCE7xeFrdhhN9jckP2+Tif5ys4up0nwNk9enIL3xjerwVgn1fYZxUASBX5vipusH8EOV3k15iZDfy8Kmf5PmkasI8L7zOdt+4s9+tti0uhmrvxthjj89UsPMa4D8C+6lZJRERERESWkwv+QfJqHzhERERERESAFyeZKyIiIiIiQumhQ0REREREEqWHDhERERERSVT1WRdJRCWXogWH1oMFOl986jt0bOYnb6x6PWqpPrBqwvmWl+6z80YNeV4kKeV5dmR0m13NWP04r3M0H+PrfvLOLjrGsDoHADQf58/4E732qTjR61SFnrqQgNz3K7U6tZzjfHneemRhFzq8OounsNkuhcx18stVy1G+vIbtY+Z0r1LUtt+pHq3nx/TkZru0Ep06VCg5//ZDxua7ecXkO8M8A1RXb+/jOMDPuW+8/h46du38283pp59dQecZbublrVU99r4CgJb1E+Z0VnICgA4nY3Ka7MdMNz+H5wr8oGbH2bomXqHqO8yvMbNOoazSTIo+Tg2rd9MQHeufssuJz0+sovOkSrzM03PtcXP60SGegPIKaukhuyZXdipUK/fw/bjwRl4IKpbs7d50gtfz5jp4HYqVBLOTvMpUzvH9WOi2t7tXOkyX+LqzQhXAK1X1Q1N0nuYcv64WeuzrTMMwvw975a2Ys8eKpC4JALMr+DncdtjeFl4BM1Xk94NKzjmmx+3rgveZacH5bJQiSTaveHUp6CsdIiIiIiKSKD10iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKKUzL1MpGcXkN87ao7NdbXQ+XKbrqZjLQfHzelhjOfupnet469FiotjuzvoPCseOUnH0G6n9bwsbjnLM41tfXZqlaXpAJ4EBID0HM8MstTu7Cq+PC+DyHK1Q7fwedIlnuNrOG2ve6mFb79SC1/ePD8Eaaox7eQ7Zzv5eqQL9nqw9CQAnLqJ5yIDSePWFfj6ee/XS4XWFUg+2LnUZked9dhkJxz5GgCFKTsvCgBx1D4+W0juFQC2fehX6FiGXErKJHsMAKjnqdCJJ1fSsS2v+a45/WCBp2XL/HTE3B57vlIXX/fAUrXg291L+v7q3V+hY3934BY6hkE7D944wI+z0f382h632+/5+FieztO5j5+Pa15jJ0ZPHObrsOYRnvY8dod9xHc8z/fVkZ/m58HqT/D0aOVnTpnTZ+7nx2bvZ3ie99Que181jPDt1zTAM/npor08z8hOflysGefXfZbGndqSp/M0DfBtUVhrX1jze/lnktlV/POFl5BlWBYXAOrG7TGW5gWA6R6+P7xtwZbJfpUAAFS2XUXH6OecMTs1fqnoKx0iIiIiIpIoPXSIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSqBAjLyjID09L67q4+6ZfN8fSRV7oyAzZlRDP9NYVdKzpuRE6NnbDanN6usiLLp7CWruawUpOgF+D8CoSzOxKXu5oPs63e6nVnq9h2K5anQ9bnlu8GuAVjtHt1W+Ljv3VF1g8rKAFAKd38P5S+7V2PWbhs7wes/BGXl+aHLSLKalmvq8yh3kVpX4Xf61cxj5m/uZlH6PzvP2bv0TH6vY0m9Nnu2o752555XPm9ENjfNtet/IFOvblx681p8csX7+OPU5h6SZeMPrVVz5oTv/AN19N53n7rm/Ssc998lZzurdtW9bzEkyxxAs3zMIcv/6kB/gx+Etvus+c/refu4vOU3+ar0fqNvuYZoWv82FVs5ld/JrV+VVem2K8Gl+ZRxCR5ocZvW6duo7Ps/ZBfs+aXWHv4+k1fN1Tc/y1WLGrsJafV21H+Bue2Mg3lHcPZHJDfB8z3r27YZhvjHLOfs/sfgrwqqfHq3W1PsGvj+Xuzqpfy6ttYrZY9Wt5y7v30H9+Osa4+4JX7kWgr3SIiIiIiEii9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiiVIy9zLR2rI23rDrV82xunGeoKvkeO4uVbQzeQt5nmIs5fnyWApvPl9P5/HUD5GuomOuy86fAjwtXMt7AoCTN/PXyk5Vf95kJ3mKs3WvnYk98YYuOo+XpJ3ttHOM3np7GUkvTTndbU9n2UyAJzoBnun0UrWVh3nac3p99XlZL43qvVa2YE8v2eXbxeXVcPp4WdfY4mQu5+x/Zwol/u9PKzfx1urYt+zUbrmHn1deCjZ/kB+fLDG6+o5jdJ7T0010rLPJTkkee3IdnadhOz8Gpw/lzemxi2cuK4XqM7sA0LbfToXOkHMRAO583TN07N6nd1b1Oud7rbDZPhHCfn4ilDr4MZ0dtY/PpkG+Dl4y18Oug1Pr+TyVLD9uO/bZ08v1/JracIoneEd22jnYnJNEruVeAQAdB+yNMbuKH7fZSb7u2XHnJkOwLK7H+2wRijyV7v06Acb7lQG5/lE6FnP2NvTWD2NOsntXb9XroGSuiIiIiIgsO3roEBERERGRROmhQ0REREREEqWHDhERERERSZQeOkREREREJFHVZwEkEWG+jMzQpDnGKgfnXSatIPB6jFdiYDWs+iFepAiDI3TsxL+4xpy+cs8MncfDKl9e/WK6p5GOtfXxClA5axc/CmvtsggAZO3dC4BXqpqP8xJIy8FxOpbekjene+tXWM8LJ5UsPy5Wf8PeFl7xauxoGx1j0ZmFJ3g1aq6br3tdofp/W/EKVXOdfD5Wvils5sfS3dfvpWP3Pb/NnL6hi6dq+p9dQ8fYtvDqOzP324UqAFj3Brsc5RWg5jv4trj+1/i2+MpDu+gYMznIC3ST9XbZqtUpVBWmcnQsN2of7zOd/JxLF/jY627fQ8e+XLrWnL7iGX7O3du9g47VD9nXSK8AlXJCRJVDdqVq7at4aezEI/yYYbzK0+xKvm0nNvPjvesx+1o3tZ4vr9zJi0Mj19nbdvNHSeoOwMj1/Lhlxa7m49XfrwBgzZfsciIAzHe1khH+mcR7rVpkxufoWCVn7xOvAFXO86Id+/xTauX7vmnPCToW2/l+pOvoFKrQzu+b5Ry5z83yet6loK90iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKL00CEiIiIiIokKMfJ0nPzwtOW64i097zDHeLaOZ2IBYIpkU1ufeIHOU9zGc5u5/lE6Vgv2vrzE7cRG3nBMz9nHMsuYAkDrQZ4tPPpjPHe3+ik7T+glh0e38XVned7ZFV6Cl78Wy+d5GVuPl86cJ5vJm8fbJ/N2bRNhM99Xaz/IX6z59+1M5/PDq+g8pdM8jdq2nx+fs7fZ6xhJQhTwc7Vth+z9tfBGnnWdPpSnY/Uk67qwi2/b8lGemGTrvuMV/XSewjzfV0eHeI84/3U79e1ti5evIn1RAE99+WXm9PpdfHmz+3lKed0N9nHmJYxjC8+cYo7/m2Br95Q53dv3zUf5uT/TbU/3zrnsN/gxzc7v7FRtnzfYdYutNwCUe/i9MXOYZ+PbD9rreHoH335ePpjdKzyj1/BrTMfz9vK8rGvDME/IpovVr5/3uWOui98364fs4/bY6/l5v/LbfOOydZ9dVU/n8VLzbN1pjvY8mp7jvzKguKGj6uW5n8FYGreB38vuPfSfn44x7q56RS6CvtIhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiieKJBPnhSgXEXMYcygxN0tm8AkK6ZFc45nt5tYfVJTxsvQFgZkMbHWvsnzCnZ8b4OuT6eYnhhTd3mdO9+kWxi1dMVuwt8/UYsusd0z2NdJ6G07zcUs7aZZTxLbyY0rmP/5vBbKc9X/Nx/p48syudMkq//b68UpZXtprrsJdXt5/Xco6+0ynVPHC1Ob2Zh41Q4i/lqttjz1h8WW0lHbadpo7y8yp28lLNxlfahaWDZBsBwLvfeh8du2dglzn9O99dR+fxNB5yCm9vs9f9xCP8tVp+tI+OsfP7+Hpe62rdzstWx5601yN28DpQ+jS/dnpVM6bs7PsJHghC/VF7u9dn+fJ4O48X7bLO7WVyA79eNJFz1dtGLU/w88qTnbSPi+7H+DwTvfyj1OAt9ljnPr7uax7iG4rdY7zrbcMwHXKxkuTEbv65o/kYP2YCubeveYif9/N5XqJiFa3WA7zQOX3zRjrm1aYY7zNYOc+vJdlH95vTU438MwTa+XWflUdf7OroxdJXOkREREREJFF66BARERERkUTpoUNERERERBK1LB46Qgi3hBC+GEIYDSHMhBD2hhB+K4TAvxH9B5exOYTw70IIXwshvBBCKIUQToYQPhtCeA2Z550hhOj898sv3rsUEREREbkyXfE/SB5CeDOATwEoAvgEgFEAPw7gzwHcCuBtF7ioPwLwzwA8C+CLS8u5BsCbALwphPCbMcb3kXk/C+BbxvSnLvC1RURERESWrSv6oSOE0ArgbwGUAbw6xvjU0vTfB/A1AG8NIbw9xvjxC1jcvQD+JMa455zXuB3AVwD8lxDC/4oxWh2Nz8QYP3IRb0VEREREZNm6oh86ALwVwEoAHz3zwAEAMcZiCOE/ALgfwK8AOO9DB3toiDE+FEJ4EMDrANyCxa+qvOhiSKGSs7NxlTxP/+UOnODLbLe7hcO38nZi2xF+SKSLPP1Yi7kue/0KTo5vxecP0rG2vpVVr0NhLX+/bUd4apdlC1mmGABKrXw9mgfmzOktR3k+z8vOsjTu8R/nydy1n+ffjTixmb+vrsfseGZDkc6C4d38tepHefqRafo6P0eaj9vH7cndfN/H7QU6tvJ/8tdi+/+FLp599F5r4jRPRNN1cDKsffvsNG5pPQ+gfnuKJ2kLj9jnXL2XRO7i15GZzfyc63vBTn2nNvEc8dN/ZSd9AeD0T9oHaOOzfP/OZfkba9hl53TnB0k/FkCqVP2xDgB1X2w3p2dfy4+lP772M3Ts/576F+b09BP26wC1fW/2lncfoGPfvudldKxIbllth2rbfp7Ra+zrQpZv2vOkyO1rHcuaA8DkXfyYYVpJuhwARrfx47aD7xJkxu37UqeT1mf3dQAYu329Od3LJa95eIaOLZDPRqUNThZ3j53eBvivE2DpYIBvI8DP/eY67HOLfW4DQD8jAvzzmZftvRSu9IeOO5b+vNcYexjADIBbQgj1MUZ+ZJzfmfA0u1teG0L4LQA5AMcBPBBj5Ee2iIiIiMhLyJX+0HHN0p8/8M/fMcaFEEIfgO0ArgbgPM9zIYT1AO7E4gPMw+Sv/eY5/78cQvg7AL8VY3T+vVdEREREZPm70utVZ349o/2rrb83PV/LwkMI9QD+O4B6AO+JMZ779fM+AL+OxYefJgBrAPw0gH4A7wbw9+dZ/rtCCE+FEJ6aX5iuZRVFRERERC57l/yhI4TQf57s7Ln/fayaxS/9yb/Zka9XGsA/YrGA9QkAf3ru34kxPhRj/MsY48EY40yMcTDG+L8AvAbAGIB/HkJ4BXuNGOOHYoy7Y4y7M3WX1/fdiYiIiIi8WC6Hb686gsXc7YU6+yenz3wlo836iwBaz/l7F2TpgeNjWMztfhLAz8QYL/jBJcb4QgjhiwD+JYDbAHy7mtcXEREREVlOLvlDR4zxzouY/XkAuwFsAfD02QMhhDoAvVj84e/vXugCl+b7H1h84PgfAH4uxuilKZhTS39e0JcwwvwC0oOnzTHvNxyWu3mJipUTOvbzGoQnMzRZ9Tyzq3hRKjtu/1x+22Fet4ndK+hYw7DdCphdxQsSrGwEAOUc/0Jgy8Fxc/rMBvb8C6R5mAelvF2lyE7xZ92G4Xk6xrQ9w+sXQ7fw1+rYx5dZarW306mb+GnTsYcOIT1nr0fzMf5+T72Cv6/jr7bPoPR6nqOJh5rp2NhWOoS5DnvdU86+X5jjZ3jbfvsS7R1LozfxwZkue580OMWmR7+9hb9Yj33+pAv8Pb182wAdO/iAXdcCePWquYN/a+rkBv6+4qh9XZgh7wkAMqP8ljl9KG9Ory/wMo9X8golfv1pOGXXxqb38+P2/x60C1UAUFewX8sr5DWdcGpJO+zpT32ZF6rS/DKNnH1rpNcKAJhew7d7ysnKzHbby5xzSmPFTn68r9hr72N2XQL8gt+6++xyFCsqAkDzcTqEUqtTLdxol5S8+2a6yEt4rQfta277k/wcnt7K7/mN/fa/J3v3fBT5zmf3YW8befWqeqfyxUpZdeO8xpfu47VS9K4xJxe7+DXwUrjk3151kb629OfdxthtABoBPHah5aoQQhbAPVh84PgogJ+t8YEDAG5c+vOCH3hERERERJajK/2h4x4AIwDeHkLYfWZiCCEH4D8t/d+/PnuGEEJbCGFrCKH7nOn1AD4N4M0APgzg52OM/JF9cZ4fMaaFEML/D8DNS+tm5XxFRERERF4yLvm3V12MGONkCOGXsPjw8WAI4eMARgG8CYtFqXuw+EPgZ3sLgP8G4B8AvPOs6X8D4I1YfFA4DuA/hvADX+J8MMb44Fn//+EQwkEA31yapw2LP3i+A4uJ3X8ZY6z+e5JERERERJaRK/qhAwBijJ8JIdwO4PcA/BQWf0HfYQD/GsD7qvgB8N6lP1cA+I/O33vwrP/9pwBuwOIvKewAUAEwAOCvAPxZjFHfWiUiIiIiL3lX/EMHAMQYH8XiVyku5O9+BMBHjOmvruF1/22184iIiIiIvNRc6T/TISIiIiIil7ll8ZWOZaEuhdhu5+kW8jx5ljnwAh1Lt9v51nKeV3xZZhcA6nIZOsawjK2HZesAP9tbytvvN13i32GXG+J5Om9bVHL2OpazPHXIcoEAMLbDTl2WWvjyZjv5diqSkvLqp3jqsPk4f60Tr+Zjq79hj3nZ1BIve6LSaS9vfItzXPBNi0rW3v8N3+Ar0XCaHzOnbufpXpYkZvsDAOYK/Lya2G7vLy87e0PjOB378uPXmtO9TGzvpiE6dnwsb04v1fN99SOdh+lY3xRP5lay9u0q7G+n88xdx/PBmUF7HSvOOcyOJQCoI2ncufV8HcJUbbfgU//cvm55+WUvi8zSuF6aOTvJOysrn7H/PXPMqS+vfpK/WGFd9fceL4vrnd9tffb7YmlwACjX82OG6bm3+uQ5AFRyXkTf5t0DPSyN62VxvUxsKNrv2cvieq8112V/Zmrde8qcDvjZffZ5IMcvga4wxrdFinyG8D7vIX8VHWKfjXJ8aZeEvtIhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiiVK96nJRibTskOnjBQSQQhUAVI4PmtOLW19O52l6/Agdm99mlxNSxTKdx1M3bpci2HQAiDUUtEZ28sN8dZEXqkqtXiXEns8rnBRutksbAND9wGlz+uBrePbIKyK1H7RrJbMr+HuaJdUoANjwOV6WmV1l75OVz9BZUOjmY6ykkyfvCQCm1/B1bzpq7xOvYDO+hS+PFaoAoLDeXqa3Lcr9fJ9MbrDXY38z34BHW3jNKdM9Y07POiWv0f3r6FgdOaTX3nGMzvOBR+6gY9jBjzO23b39OJXh16Zyj32dqTg1MZ+9HxsP8eNltbOdWBkMAJq/au+vaee8ytmXGAD8nJvczMtB5Sw/btn1x6vnnXoF305z5FrnXRM87ft47q7vJ+2Duvd/8/vwsbv4tb1jv31MH31jI53Hq/E1nbCPz4YR51h3imxjW/l+bO23t2+rU31kn2MAoLihw5zurV+6SIeQ29NnTvcKVWFwhI7N7+o1p2fGeQotVeTXrMkbeW2qacC+Fnuff7yyFauSpsen6TyXgr7SISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikig9dIiIiIiISKL00CEiIiIiIonSQ4eIiIiIiCRKydzLRMykMd/Vao6linYKDfBzaLN32mncnJO785Rz9uGSGZqk88yTRB4AjN5qdxBXf6Gfr0M378Rmx+10XdMJngSsH+IZxMw4TziO7bCTlV62MF3i6zFMtoWXxc04JeV00U5dznbydVj5bZ7+m9jItwXDMpwA0DzIU5elgp1P9DK2q57i233wJ+33lX6C5wdTfFO4GdFUyV7H4Tfy7mPjHr4eLFl5ehOdBbP7eTK3krWXV7qJNzpzWZ7AnBm1r02jn+WZXWzn2VTM8X8HmydV0qKTem5u4dt9kqz73dfvpfM8/tHr6Bhz88/xXvLDn+bLC875M7rL3oYde/gtnc0DACu/YV8XVjzDt+2sc206Rd5Wxz5+/Uk755x3PjKz3fwaM3I9T9yya8nkFp6VbjrBX4vdN7sf4/ujsJbvx7bD9v270MOvI9lJfn1cdx+/kUz38KwvM/Kq1XRsxecPmtMzvWuqfh0A9FcGVHL85PFC+OmivU+KXXzbNu3hLeqmAWc9yGc39jkQOM+vEzgyYE/f2EPnuRT0lQ4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUSFGnnqTH57WprXxpu3vNsdSRd4LDIMjfKG5enOyl511X6topzPLeZ70nc/b6wAAuT195vTJ23kPtGF4jo6V8naebnYFj+Q1H+M5UA9L63lO3Mbzgyv2Vr+8Uit/X60H7QTqyZt5KrL5OM8qFtby12rrs9d99BqeffTyvMfusPdjhlddkeKHBbJkvtGb+DpkBnnq0Mvzzq60t9PUejoLwmb+xkqnc+b0zCjfti1H+Wt568HU8yIkzZI2bR7ny/t0no6Fn+bXs8IjK83pC7v49ouHeOZ0odlOHzcM8X+L846zCrnUzfTwc9tL3I7/CM9jruiw33P85Ao6j2dyA0/jMiznDADTa6pfXs/n+IE2vtNOr3spWDc7e4Sf++Wcvf8b+yfoPANv4vfUWq7t3j2rXG9v2+bj/HVYQh0ACusydKzzqVE6Vou5Lvv+kxnnJ5aX7W05OH6xq/R9WGo33XeipuWVnRQw+2zkbYv41HeqXoew2/7VCQDwlW/+wdMxxt1VL/Qi6CsdIiIiIiKSKD10iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJEoPHSIiIiIikijVqy4TbY3d8eZNv2COsaIC4Nem2HyTW3jRpWGY15zqh6bM6axIAQC5fqd+MWbXQIq7eukstVSj6sZ5BYZVUQB/W0xstLft6i/003liO99OMxvazOnZcb5/PUffaBc/1n9xhs5T6GngY928RtNw2r6GeGUwtv0AXmGppegCAA2n7MLNiVfzeVKl6us7ALDyGXv60G28spMu8PcVu4rm9Kv/hl+3vUpamWz2thtO0Xlm7rerUQAws8s+t3LP8mOp+DJ+PqYH+HyMV9dqvJO/r1OH7eLQhpfxUs3Jr62jY/PkslprTaxxkI/NdNvTG7aP0Xnm9rTzBRI5Z9tObuZFpKvus8e8c9grXrFS1ukdfJ78QX6OlFr4fGlyyWXnDsCvgQAw22m/Fqv+AX55q2O/fQ337nPePZrd1wFgakuejjG1FCa9ulbuAD8fx263TyBWbzyfSs4+Pr1ty6qegF/2pEUsUh0FADTYNUOPtw6qV4mIiIiIyLKjhw4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJFO+yyWVjPs8Tark9PCc3+fot5vT2h3jDcXoXT0KyrKuXu3OTcbN2DrRW5Zx9OJedXGDzAE/hZfqGndeyt9PI63gDc8UjJ+lYbshej+keJ3+a4/9msO5rdvcxVeTpVm9bzHby9aCJSWf9SrzajNFrqr8srfw2Twuz9ciO8nxnk5MrnSa5UgCYtSusqB/i78nNkmbtc//ULr5tWV4U4PnO1U08m3lqcAVfXredcPTyopVCho7xPcIVdvB9P/8kz/2uINvpxCi/BsZdPMXZ+LB9UI//CD+vGvfwRLCXYZ24zs50Nn6VZ3HT/DKIFKmcsnMbANr382Pw2NvtBa7/iHOvqOcHjZfsZsa38HlWPcWvg9lJe6yWXDvAr52Dt/BrQvdj/LVmV5HPA2w6gKYBnkr3srhsPu++5OVlM0OT9oDzWcBLzdeSxk2PT9OxVM6+Nnm/tgDOmPda89uuMqd7nzu87VQZJbns/Ca+vEtAX+kQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRRKledZmIIUULCZlxkhYBgBwvVrR/+aD9Wt28RtO05xgdY2Wr3J4+Ok+5d03Vy2t6boTOE0ldAgBSZPtVcryJ45Uixm7nJSpWzWja46SIGuzSj6ewtpaeD1DO2tspvYpvP1ZtAYAiqTIBQJaEjyZ6+eXFq+Iwbs1nIy+IsHWvZR0AvzY1T0Ir3mt5Y7HFrtiUs04xxanJZafsf2d69pu9fCWu40P1o3YhyKtXNQ7w42Kug+9j+loZftx6FbJSi708b57Cdj7Gjs+GL/LzfswODAIAJut5fanrK/Z57C1v/Rd4oYzViCZ6+fUnW304yD1Pm4/zYlNhrX3MVPjtz1VqreHfW1truxaz83v9F3lRamITr5p1PjVqTp9zKo3ePbDl4DgdW8jb6+HN45nvajWnZw5M0HlCkZ8/FbJ+pTw/zhqL/IIbjwzYA9trK0BNb3U+azmfcyjnM0T5+mvM6ZkDL1T/OgnSVzpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJlB46REREREQkUXroEBERERGRRCmZe5kI8wtID5IWZ9FJ5ra38TEy38wGPk/TIM+4Zcft1JyXxfVSfY39diaPZfUAPyXYdnjWnJ4ZmqTzzPeuomMNw/N8vrzdaqzk+PLqxu31A4Bil/2+vFTtir08FcqSkCwTCgDNAzwl2DRY/aXCS9yecjKsK5+xp3sp2OZJ/lpT6+11n+923u8JnhZuOMXXY2yrfbzPN9NZkOElU6xabZ8jp6b4gdE8yP8taeQ6ezuteZBvv5Gd/BxuOmHPN7qDzoK5Tn5ehSl+nJWz9rG7yknSlnhFFIX19rqXm/l5tfZ/8uvPyE57/bz9W3HSwrWc3wvNfD+yaxbAj9vVT/Jz5Pi7+Vg32U7pEs/ilmpI0rb28/frXeuyk/wcLufsbTvbyZe3+nG+k8e22gdhoYcfS83H+DkyvrPDnM4y7gCQcjKxw7fya8mKp+335eV5vcR/OWef3xnnc4yXyWf39lSxic4ztSVPxxpIgte7d3vbws3ijpFMsPNrEOg8AOrIdvJ+RQJqqPZeLH2lQ0REREREEqWHDhERERERSZQeOkREREREJFF66BARERERkUTpoUNERERERBIVYuT1B/nhact1xVt63mGOefWGeGSAjqXWdtsDs0U6z/SudXSM1asyfcN0nuI2XrZicnv66Nj8tqvoGCtMLJAixcVg5RGvIMIKVQAv83hYZcWdx6nldD41Sse8bZgq2pWdkzfzqgcrBwFAxz46VBNWgvG2n7c/Zlfyyg6rjbHKEwBMr+GvlSNBu6n1dBakeKiGlpS80ljaWd7pHfa6Nw7yebzlNZzixSa23b3C20wPryVlRu2STv4g3xZewajjefu1vCqTdz6Ob+GvxfaxV3PyjrMUCQ55+6r5ON9XTLrkVdJ4uYxVtNxt65zf2Um+7uw+5ynl+Y5k6+itQ9OeY3QsttvX1UqOr8PkFp7P8yqN9UP2BSM4lUuvvsQ+X7CSJeDXodj6eferF/vzSrrIrzGs1gXwypdX/MwceIGOsUpVKPL9e++h//x0jHE3/QsJ0Fc6REREREQkUXroEBERERGRROmhQ0REREREEqWHDhERERERSZQeOkREREREJFF66BARERERkUTxnpf8cKUCTeN6Kbx0RztfJknjzveuorM0PX6EjlVmZuyBxka+Do7cgRP2QHsbncdLE7J0q8dbnpdOZGnc+TzPBU70OknIx+3038j1PBfYfJyn+hgvBTuzgW93b1tM99j738uwdhzgGb/ZVfZ5UGqpPisMAMfusPfxuq/x93RyNz8uFpr5+2o7ZK9jw4iT6Jzk72ui184nZniZ2TVH8rKzpK4NAA2DfP223vpdc/rAPVfTedJzfPsN73ZykeQ9r9jLz4PjHdUvr1zP32/W2e7jv2Sfw5OD/Bzu2MOvCQvNFTp21X32WGEtX56X0y102++54wA/RyY28nNk1aN263n4Vt43Zjnn870W4+WIs5POfCRz6iV400W+r9rJPbW4q5fO46VbWWo1VeT7qpYsLgCEMXuM5VkBYGpLno61PsGTr0zOSb4ydeN8zPv8Q9eBfVYBgCLpTQPIOJ9l2Oe99Dh/vwunSUMdQB17LedXJFwK+kqHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIovTQISIiIiIiidJDh4iIiIiIJCrEyIsWV4oQwi0A/gOAmwDkABwG8PcA3h9jvKCkUQhhA4A+5698Isb4djLvOwD8GoCXASgD2APgT2OMX7jQ99CWXR1vWW0u3teQo0PzXa3mdK/ylO7jlQavWPFicmtd49N0bHqrvX5esalpgBS5ABS7GugY41VM0sXqa1O11rUKPfa6Zyf5vj+5m5dv1jzCX2t0m72Ozcerr4kBwOxKuziUnartWsX2iVdKyh/krzXbyY+njuer38fedk+Tze4Vm2ZX8Pc1vcZe96YT/P2OXMfH1jxoj3nn1Ynbec2J1bUAYL7b3hjN+6ovGwFAhYfmKK8AxWpJXrlsZCff9159iZ2PhXV2EQfwj1tWmmPHH8CLVx6vaOcW3si1jpWmAH9btB2epWOMd99kBT8AaDk4bk737nOVHD+H2Xp45URWvAL8dWfncXqQV5S8mtPY67eY09ufPEnnKeeb6BgrdgWneFU5PkjH4vZN5nTvcxFyzoXE2Ra00jk2QWep5TNYGByhY/eOfPDpGOPuqhd6Ea74ZG4I4c0APgWgCOATAEYB/DiAPwdwK4C3VbnIbwP4jDF9H3n9PwXwOwCOAfhbAFkAbwfw+RDCr8cY/7LK1xcRERERWVau6IeOEEIrFj/olwG8Osb41NL03wfwNQBvDSG8Pcb48SoW+60Y43su8PVvweIDxxEAr4wxji1N/y8AngbwpyGEL8QY+6t4fRERERGRZeVK/5mOtwJYCeDjZx44ACDGWMTit1sBwK8k+Pq/vPTnH5954Fh6/X4AfwWgHsDPJ/j6IiIiIiKXvSv9oeOOpT/vNcYeBjAD4JYQQjXfvbsmhPDuEMK/X/pzZ42v/6Vz/o6IiIiIyEvSFf3tVQCuWfrz4LkDMcaFEEIfgO0ArgZw4AKX+bql//5JCOFBAO+IMQ6cNa0JwFoAhRij9ZNJh5b+tH9ySkRERETkJeJK/0rHmR//Zz/uf2Z6/gKWNQPgjwBcD6B96b/bATwA4NUA7l960EjitUVERERElq1L/pWOEEI/gPVVzPLfY4w/c6GLX/rzvK3NGOMwgP94zuSHQwh3AXgEwI0AfhHAf73QFT3fa4cQ3gXgXQCQq2ul+VuWvgWATN8wHasbt5OBXqrPw+bzMrZe7o5l99JeZs7J0+WGqs8g1pI69Dz/rnY6tvVPeHZvvneVOd1L8Hq5yNaDBXP60R/judLee3gG8fTuDjrWccDOFk5sdNLHc04685SdhCy18n8jKbXwfGd2yp5v1VM8gVlYy5OVXkaUJVAzU3yeWnhZXG/95pvJ8pycaspZ3kSvvW3Tpepz0wCQsQ9bAEA9SeNmnXmKToKXZYe9bTu2xclvkxKnl+ye6+DnQXo9v67OHuTXVcbbToyXxfXyxp377PflLa9cz69nq5+zs58lkkkHgOwkv3ae2sWv+90P2NfBqS15Ok+6xPfjXJd9zfWSvrXkg+uH+EUmjDkXIOceyLD7FcBz7QDQPGDfo1nuHvDv6yyNG3N826bWdtMxkM8kXqp2Ic/fb904X3f6ecpJ5s5sIJldAI399nzl3jV0HvCabmIu+UMHFstPxSr+/tmf3M5sZbYnWs/5e1Vb+jatv8PiQ8dt+N5Dx/le+3xfCUGM8UMAPgQAbbmuK/8XpoiIiIiIGC75Q0eM8c6LmP15ALux+HMTT589EEKoA9ALYAHAdy/iNQDg1NKf//TPSzHG6RDCcQBrQwjdxs91bF768wd+3kRERERE5KXkSv+Zjq8t/Xm3MXYbgEYAj8UYne/XuSA3Lf157sOL9/pvOOfviIiIiIi8JF3pDx33YPG70t4eQvinX+UeQsgB+E9L//evz54hhNAWQtgaQug+Z/qNIYQf+Ca7EMIdAH576f9+7Jzhv1n68/dCCO1nzbMBwK8BmAPw36p9UyIiIiIiy8kl//aqixFjnAwh/BIWHz4eDCF8HMAogDdhMad7D4BPnDPbW7D4IPAPAN551vQ/AbB9KY97bGnaTnzv92z8fozxsXNe/7EQwp8B+NcA9oYQ7gGQBfDPAHQA+HX9NnIREREReam7oh86ACDG+JkQwu0Afg/ATwHIATiMxQeB98UYL/QHtP8Riw8kr8Tit0ZlAJwE8EkAfxlj/Dp5/d8JIewF8H9hsURVAfAMgP8SY/zCBb+RSgRm7Z+nTz9NsigA4JQYWFXBqx6lnEpDquhkbGqYpzI6Zk4vX3+NOR04Xw3Crs5khibpPNk8r2Gx6ggA5A7YJaoNn+PzwKlypYp2rYRNPx9W5Vr/BV4x8QpVnU+N0rHhW+2MTdmNpPGKDdO+j+d3il28IMJqROUc/0Lvyj0zdMyrs3QcsGsqXqlm3ilvsdrUuFNRWvc17zy1d0pbn1PLKfCaU3aKVIrW1nZrSTnfCMvqS2PbeaWo9RDfx6PX2Os475zCpQ7+WumS/VrNx/ktqGMff63ZQbLzAbAoYtthfn08+kZeKWoctI+njuftwhfgV4WO3WVvxJ7P8UIeKxEBvG7klcG8opSHXQebj/H1Sxf5dmL3W69Q5VUL2f2suIFfv3NOvap17yk6tnDY/nHY8mt3m9MBIL+X3ytoscl5v95nCFapKu97ns4Tdr+cvxZZnlf/yjjHLftMBwDxuP0Zouhs24b7v0PHFsjnpvTTfFtcClf8QwcAxBgfBfDGC/y7HwHwEWP6hwF8uMbX/wcsfuVERERERETOcaX/TIeIiIiIiFzm9NAhIiIiIiKJ0kOHiIiIiIgkSg8dIiIiIiKSKD10iIiIiIhIopZFvWpZqEshttuZwUCmAwCcXBvLy2YGR/jy2tvoEMvTeam++iGemovbN5nTMwdeoPN465cZsrdFOd9E5/GyqU3P8e3E9pWn3LuGjo1cby+v+ThPMWbHeUqw5eC4OX18J99XXhLSy+m2HbHXY2Ijb+auvn+Ijo3dsNqevoMnRL1UaNOeYXP69K51dJ5Tu3hedPXj/JhmqdAVe52kZr2TsCYJWS9levIGvt1bjpJ1cM4DL33MUpcdA7x96yW7S608zzvRa4+t3MQzrIWhlXSs6QTJzvbxfOfITr5+DEvzAv5+nF7jbCeSWZ7YxHPO9XwzuZlgxstUr36y+rw6u78AfhqX8bLNaWf1Zjvt12o7zPdVLbzrt3eOMF62t5b7FQBM/YubzentXz5I55nfdhUdYwn4zDi/XrDMLgDMk+R9PXh2n5/dThq3IUfn8T5fVLpa6Rg72qOzH8PGHr68Pvs+F515wAu8idFXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRRqlddJmI6hYU8r4EwdeN8LJCylVdRShWrr4541YxaeOvnqeTssoxXw2oa5zUsD9u2XoWDlTYAIDtll3S8gta8U8aY2pI3pzcM80JVrn/UGaNDtDbF3hMAjLzKngfg9RhPdpJv24lN683p5Xr+Om19tR3TrDblVZlY/cvT/yZ+6W7gYTBaQ2MVKgA4vYPXY9Il+32VWvm1zKuklVr5v4O19dnlmxOHO+k813yOJ5sG3mTPV2rh+6ppkA7RylfzcXu9AWB2BX+tDI+k0ddqOMX3Y8MIPx9zQ3b9zbtmFdbx2hQrbzWd4BW89n0FOtYwbJ9YpbyTVnOsvud5OjZ988aqlze7yrm2T9r7v9DDzxHvOu1d9xmvAJUen6Zj7U+eNKf7nyH48V7LOnhVs8y4Pd37LOWtH6t8uduv7wQfy/HjghWxvGPJ/YRI3rNbA70E9JUOERERERFJlB46REREREQkUXroEBERERGRROmhQ0REREREEqWHDhERERERSZQeOkREREREJFFK5l4uKjzl5iXZPLF7hTm9liwuwDOxXrbXwzJ5XiKPrQMAIN9U9TrU/FqzRXNyxckZejnd2VX2ekzuXEnnaTk4TsdYWq+cc0558p4AoNzNs6SlFjs923CKpwmbB/i2aDtsT68bt7OewHmShl321ihneTLXG/MyohUyxLKZAHDqFdVnP+t4XdRNrbI0Ljv+AKD7MZ4PZsnXtHOJ8V6LHUsAMNtpv9bW9/FGcNm5Jqx5eMacPrq9kc5TaqZD9D2Xc/zf9rKTtSVuX7jLXmbzcToLzeICwNgO+41Nr+H7wzvO2Lb1rj9Fcp4CPB1ezvEEr5eiLu7qpWPs3PdSq961mOVb25/kiXKMTdAhlvT19q/HS/DSzyRO4tZbHr2GO/eeeJx3qot3vtyc3vT4EToP2nkmn30eSA/y9LaXD/a2E9P8pb10LNXIr00geV72ORAAwIv8idFXOkREREREJFF66BARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRRqldd6ZwSg1tfIoobeA0kXbQrNpmhSTpPxSlPYGPPBa/XGV7NqXXvKXuAVB0AYGpLno41DdgFFgC0lOUVlrzXyu91SibEXFdL1fOwfQgAsZ0vz6twrP6CXfbwlufVpia32CUdJxzkYlUX9joArzydDyv6eDWshtO8UsSs+zI/Xk7v5ucwKyn51Sh+m2Dr7m2/2ZV2hQoAmo/zQtDwbns+75rgYdti1aO8VHPonXzbVrL2tmjr49vCOy4Ka/l23/xR+0Cr5Pi2Hbmen4+syrX+H/rpPMVtvNpTytvnN6tQAcDYDavpWJrcl0a38evImi/xqpn3Wqw0523bFI8vUV45seIUkbLjdpXLrVw6nxO86iO77ntVOLbvPWXnXlb31errnfPbrqp6HsC/fzNuocqpkLHPJam13XQW7/NUiuzjWj4HJklf6RARERERkUTpoUNERERERBKlhw4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpWTuZSIUiwj7D9uDTkLNNUs6fg05OkvugJOnK86RmXiSNtXYyJc3Rvqi7HUANDmpVZan8/J5DcP8tbwUHk8L823hvRZLyHqZRpb8BHgmdj7P1w/5BjpUyvPkInstf92dDOuwnfg7tYsfS9kpnp1N24VJlJ1DKe0kMAvreOqSJV+9fVWu59lUljL1ksMNIzw7W2q198nq+2vLi7LUs5eHTs/xfeXldLsfs3PPXp7X2+7pkr2dxnfyLG7PvTw/6R0XjHdNaBrg+7HYZZ+rXoLXO96v+ni/PU93J5/JwY4zlr4FgNaDBTp24nY7qdr1BM+ae1nXWngp2NHt/NrUdsS+AHkfvrycd/uTJ83p0zdvpPOwzC4AZA68QMfYvTPTN0znaRrnny/YZ5KUc5yldlxDxxru/445vTLL07d1m66mY+y+nnGut+xcBICmPdW3lL2UcvB+zQBJ43rLuxT0lQ4REREREUmUHjpERERERCRReugQEREREZFE6aFDREREREQSpYcOERERERFJlOpV/1979x5mV13fe/z9nVsmGZhcwJAAYkKQy+H+kEoNCihtvVSRnirFI1Rar31aq9X21Fo9taft054jrba1p16oQmsrtljxwQNii1wULRYKpVggBRMDIeGWhJDLkMzM9/yxVg7Tzfp+Z/aavTKzJ5/X88yzYf32b11+67d+e/+y9/6s2aK3j54liyuLshSO3k1PxeuMUqqClCcAX35ovD6qE0QsSE0A0iSqyNjKw8OyLBGpJ9j3p4+J0yWypJ++bXHqQ/+26uPK0qGyxKa+bVHaRpyaMXT/k2FZlBKy9aQXhVXmP1nv3yB6RqJklHjfs7aIEtSWEPeLLKUoS26JxOcjT2Y6eO22tre1a0X7yWBZuk2W5hQlg2VjTJZ6FKVo9e6JE6oyS2+Lx7PRIF0t60tRihLAQRvav+Z6R6oTtAAOeqR6eZYI6Iurx1TI+9mOI6qPK0pPAzjsu0FaILD9zOqUooHt8fqy49pyworK5b0j8fnYMxwnQB15Q3W/iPoE5KlC2TUSia5FgLGBeN+jPjg2GF/32f5FCUtZnf7N28Oy7PU2TLZaHO97JkpDy5IiM+MnHlO5vG9d3De3n/KCsKzO+D10V/IeLHn/k7/Xqpa+1wpe80eXDbe9nSbpkw4REREREWmUJh0iIiIiItIoTTpERERERKRRmnSIiIiIiEijNOkQEREREZFGadIhIiIiIiKNUmTuLOF79zK6sTrmrS+LnR2MI1rDaNwk7i6LZBt98AfVdVafHNbxoA5A70nHVS6PI1ihd1Mc+xjF8S18MI46zKJRsyjTsQGrXD58zxNxnSSW9NllcXRmHVEw5SF3bAnrRPGnkEe0RmGRWXzwjiPjOGKCaNwsrvTpVXFkJUdUD3NZFOyS++KhcWjDrrBs2ynVcZa7D6nuL5DHnEZtmEWZZtGZUXxnFleaxUpHsaTR9QFw0CPJGJNEoD5xevU+ZlGwT6+KT/KeRUkHCGw5MW6nQ++s3o+RE+JI0nmb433fenwcL3vY96rHyMH18fW98/g4ojPqT1kUdXZcS+6r3r/seKNrJytbfMsPwzqsXBoW9YzEfTqSxdPHI3sse53LRNdI/7rHwzpZNHO2H1GcbhZHnEULR6IYYMj7dFwpfu0Zvj2IASZupzSqNlMjWjjdVnK7g+iY6/T1JumTDhERERERaZQmHSIiIiIi0ihNOkREREREpFGadIiIiIiISKM06RARERERkUYpvWqWsL5e+hZVpy9FCRKT6d22s/1Ku0fCIn/ZaZXL+zZvj+sECVUQpzSMb9wU1hk9I15fJEv1iBKvAIbueqTtbe08/ciwrE6qR/+2OLksS5QaXlu9vHdddUIaQM/yON0mS0SKUr6G7n8yWd9wWDY2WD0sPX1MnJiy9LY4WSZKe8mSy7IUpa0nxe0eJT0dtCFOiNlxVLyt3serz39vfJmG7QcwP1hfluS0YH2cmBK1U7YPmbQtgiZ88ow4meegjXHiWXRcWZJc77MelkXqJjYdfmuckrZ7aXVSze6XHBbWmf94nIoTjTODyXix9VXHhmWxuG2z/YsSjLLxNht/tp/ygrBs+JYHq+ucc0xY56Dr7wnLdp8XpTvGfX1gWzxe9N9Xnb7kyfidjWfZtR/tR/ZaZt+vbj8AP7G6DbPXuSyxqTdLc4pkiZ+BLHmyN3nPlCXGRf3TB+NkR6ux79lr/kzQJx0iIiIiItIoTTpERERERKRRmnSIiIiIiEijNOkQEREREZFGadIhIiIiIiKN0qRDREREREQaZe7tRwBK5y3sPcR/dPAn2643vjuOrusN4mr9oQ1hHVt1VFy2tTr6cXzL1rBOz5LFYVlWr5OyY0rrbYojF/ee8MLK5Vk8796VS8OyKGI0ixLsGYljFaOIxJ6R6khXgN5NceysL46jLjsdm5rGJwayeOgognB8MI6KHB/sDcuy4xq8rzqeMItmHlkWx1nWkcUb715a3RYD2+N+sfvQuC0W37ujcvneRXG0Y3Z+s3aPoj2fXhmfjyX3xddI70h1nG4W21unnQ69NsivnkQWSbvonuoI2Q3nx/1s8f3xvh+8dlvl8ixqNbsOorbN4ln3DCf97IbqNszi5LPxbOSEuF60H7174vdKWax05JljF4VlQxviuORo3M/Gs0x2rUZRxXuXxZHnUaQvwPiu6uOKonQnE8bBZtGyI/H4E8UOR/H+k0ridJk/uF/Wl92C4Bu7/upOd1/d/o7Up086RERERESkUZp0iIiIiIhIozTpEBERERGRRmnSISIiIiIijdKkQ0REREREGlUvXkY6r6eHngULKouiRAWAviRhiaBs9IzqVCuA/s3bw7IobarniOVhnSg5CGrOeJPkiSjJpCdJMdl5+pFh2WCSBrJ7aXU6Rt+2OOUpqgNxekxdfduqU82yFI4soWrXioVh2eDmOEGtjp1HVV8HWXpMb420pLoJVfM2V6e4QZ5SVUeUivPssvhcRclBAItvWFe5fOT0lWGdQ//hkbAsOt4nTo2vnWW3x/uXifrZ2EB1f4E8KevJM6rbsPfZuJ8NbIvTsKD6mLefEyfzZClFw2urk8EgTpU6/NYs9ShOr4qu77EBC+sM3/JgWBaNxdlYkZ3HOmmBW895UVgWpX8VqvvF4F3V1w7k10/UB+skVAFsO2VJ5fKDNsRtmyVKxaMgYQrU2GD1PgD0JIli4T4k6YOpxUG/XTQUVsnaduzeByqX9x0RH1P2ukny/qdWIlaSeBW918ren/Ef7e/CdOmTDhERERERaZQmHSIiIiIi0ihNOkREREREpFFzYtJhZmvM7Doz22Jmu8zsHjN7n5mlX1dsWccVZuaT/N3YUufSSZ7/7s4frYiIiIhId+n6H5Kb2RuALwMjwJeALcDrgY8DZwFvmuKqrgHWB2WXAEcD1wflXwXurlh+xxS3LSIiIiIyZ3X1pMPMhoHPAmPAue5+R7n8I8A3gTea2UXuftVk63L3aygmHq3bWAT8d2APcEVQ/Rp3j8pERERERA5oXT3pAN4IvAD4y30TDgB3HzGzDwM3Ar8ATDrpSFwCzAeucvckn3aGBJF2mSw+L4qgA8JI30ydiNYoDhLyKNMomjCLMc0iHHuTqN3hoGz7mdXRjpBHJEb8oQ1h2ViN6OOtLzksrJNFLg5996GwLI50jmNTR5bF5ziK4tz6qmPDOvGWYDCIY+zJ4pyTuOQsPjiKGJ3/eBzdmvXBKBp3cH0c+bnz+DhieyyI9hwbTL5pm8Q09q57tHL5wqPimNgozhniOFCAPQcHbftEHAW7N4lSXvhQdXRmFrObxSz3joxXLl+wPo5Yzsa6TBS/nfWz7JqL+mAWL5pFuUcRqFmUaTY+RmPxyAlxlGkWi5tFTkeR2Nn4s/h7j4VlUZRp9tqYtVN0XNkx9SXnKuuDvXdWR8gO3pX0syQ+ePC+6vGiblx7FCme9dvxZGyPonGj2wUAkJUlbMnitreVxd9advuEWaTbJx2vLB+/XlF2K7ALWGNm89w9vkpy7ygfP5M85zQzex8wCGwEbnL3ONxeREREROQA0u2Tjn3/1Lu2tcDdR81sHXAixe8x7mt35Wb2UuBkYK2735Q89b0t/z9mZpcD73P3kXa3KyIiIiIyl3R7etW+z92qP2N7bvmimut/Z/n42aB8HfAeisnPEHA4cCHFD9LfBXwuW7mZvdPM7jCzO/aMa24iIiIiInPTjE86zGz9FKJqJ/59oZ3Vl49eY78WUkwgwh+Qu/st7v5Jd1/r7rvcfZO7/x3wCmAr8GYzOzXahrt/xt1Xu/vqgZ74e9MiIiIiIt1sNny96iGKuNupmvhLpH2fZES/NBpueV47LgYWUOMH5O7+sJldB7wFOBv41xrbFxERERGZE2Z80uHu502j+gPAauBY4M6JBWbWB6wERoEf1Fj3vh+Qf7rmvj1RPsYxFCIiIiIiB4AZn3RM0zcpPk14NfDFlrKzKT6puLXd5CozOxM4leIH5DfX3Lczy8epTXjGxxnfFUQGJrGpUewaxNFrWexaJopIzKLasljFKDKwf3McJdi/O/5QLIvdC/chi5lL4oOjSMMo7hUmiVy84XlZCABYElPcE8TiAhC00/DaHWGVKOYS8vMYRTVm0aOZvSdUxw5nkb57FsUxiHuXDYdlkShyGGAgiU2N6j35sjiq+NBvx3GbUfTj9lNeENYZ2B5HyEZRu6MPxsOUnxRHM4+vjCNLI1m0ZxQ7CzAQfBs4i1qtE52586j4mjt47bawjCB6NIvo7F/3eFj22OtWhGWHfW195fIsQjaNBw+u/ezayaKPR1ZURx9nY0IWUb535dK215f1sywiOnpdyq6rKBY3248oPhYgHmFiWYx29HoAMJa0057zTq7eVtKXBu9aF5ZFY3s23g7dFQeBhu9xkvdFJBH6Uby+ZTG22a0EklsajG6sPv9RbO+kkvcroRlI2Z3x33RM09UUzXaRma3et9DMBoHfLf/3zydWMLOFZna8mWXvvPf9gDyLycXMXl6xzMzsN4CXlvtWFecrIiIiInLA6OpPOtx9u5m9g2LycbOZXQVsAc6nSJS6GvhSS7WfAj4PXAlc2rrO8i7nP0PxA/IrJ9mFW81sLfDPFPfnWAicBZxEcY+Qt7h78s/RIiIiIiJzX1dPOgDc/RozOwf4TeCnKW7Q9yDwfuBP3L3d5Kq3UPwOYyo/IL8MeAnFTQqXAOPABuDPgD9y9zq/JRERERERmVO6ftIB4O63Aa+d4nOvIIjALcv/nJavZCXP/bWpPE9ERERE5EDW7b/pEBERERGRWW5OfNIxJ8wbwFYdVVlkW58Jq0XpDTBJgkMkSbmwrcHtTpLUhDQdKkl2CM2Pb6I4GqTH9N75QFznjDiZJ0uW6Q3aIkwgI06oAuq1RXKuIlmaT7a+XcfH6VVRukiUOAMwNmBhWf99D1evL0g+ARjYFh/XjqOq+8Wie5K0l6ivA7uT5Kj+ddVteOi19c79tpdUp15lSV5jg8mwHpzjvmOODqvsDa4riM/VwSNxf9m1Ih4vsnSoaCwZOX1lWKc/Xh3jQQpZug9BshFAz0h1SlW0HYCdZ8Z9+qCNo2FZNA7O25y8ViQpWluDfrb4lh+GdaKkn0yWkFdHtr50W9nYGbTt0P1JSmOSXhUlZWVpi9lrfjSuZmlilhxvnT5TN+kw3Mca5wPiJM7sfNj344TJ8D1Y8l4qSqEC6E2S//pGgutnJE5k256MF8O3V4/FWfvNBH3SISIiIiIijdKkQ0REREREGqVJh4iIiIiINEqTDhERERERaZQmHSIiIiIi0ihNOkREREREpFGKzJ0t9o7m8bKBngUL4sIoKi2JA83ib6N4Xksi8uJg1Dgy0B/akNSKRSF540mdLGYwFbRTTxZ9WyO6bmzRUFjWu+mpsKxOrGJmwfq4z0TRmf2bt4d1omhZIGzbKJ4VYPs5x4Rlw2t3VC7P4k+zGNswmpC4T1ucbJ2KonF7RsbCOlm7R/0ii4fevTSOCO4ZObxyedY3h5JxLou/jc5I70gcLZtFe/YEsZpR9DZA/+YsMrc6tnnvojgaNYpTBZj/eHyt7l02XLk8u75HlsXHFcZ5J68HWfx2GFWcRKNmEbLRcWXjY3a8Ucw3xHGrzy6L92/wvjg2NXqFTteXRjNXX/vp+pJrLhubLIrkD6JqIX/9Hgsi6rM3oun7oqR/husLYnEheU3IYnvnx/0sHUtGqvc9i/sdviWO+43UibZukj7pEBERERGRRmnSISIiIiIijdKkQ0REREREGqVJh4iIiIiINEqTDhERERERaZTSq2YJHxhgbGWQBLMuTsYYfSpOibFofdmOJOkiPVFixdZn4vUl6RJRsoPtjhNY/GWnhWU9QQJPlJgBeWpPlNaV6VmyOC5M2jaUpbOcUH1+Afr+8Y7K5XbM0e3vA5MkiAT9LE3eSrY1smJJ5fJ5NVM9dr50VeXyoSRhiZFn47KkT6eJWIEstWfPooHK5Wn6To0UoJ2nHxnWGdgeJ2VF6VBZ39wzHJ/9+Y/H7b5rRXW7D2yLU5QyFoxbO06p7n8A8wfjl8woRat/W3xMg+u3hGVZik14PSapa0PJOO1BAmHWn7O0pKgtepK++cyxi8Kyg9duq15fkqA1uDksSq+RqJ8N3d9+umQmS7zKEofGB9NX8EpZKlxm4Lbq18B8bI+TraKRZHywepwD6E36dJ2ksXmb4+ugTipcJqs3+uAPKpdnaVheYx+ya2Qm6JMOERERERFplCYdIiIiIiLSKE06RERERESkUZp0iIiIiIhIozTpEBERERGRRmnSISIiIiIijTL3OiFc0mnDtsTPtPMqy/pqxpyy9em2q4zv2hWW9SxYULk8iluESaJWa0i3FUVCzh+MV5i0URZHHEX39m/eHm8rE8TpZtGOaTxrcFzZ+fUTj4m39f04kjaKJM7aYufx8XmMIlB7RpLo1iT+NoufjGSxlNlxhXG/SUxj2G8h7LtZZGUmik+sGzEZ9sEkHjo7H3sXxfGYUbxs1pfSmNNoH5PxIouxjUTR4JPZvTRuiyhCNjuPWTxvnf6Unqu71gUFcZ2sX0T9Nrt2svVl41mt17lkP/auXFq5vO5rRXSuovjqydTp09lrT531ZZG5mWzcD3X4+s6kY3sQy56+B8si+bOY98DXn/z0ne6+uu2K06BPOkREREREpFGadIiIiIiISKM06RARERERkUZp0iEiIiIiIo3SpENERERERBrVN9M7IAXr76fvsMMry7JEhTQdYfHCysXjGzfF61t1VLy+LC0pkCVA9R1SnS6S1knST0JJQlWWSNKTJT0FSUp7lw2HdcYG48stSpbJUkKybfUG57jniOVhHZL0E0/6Rd+23fE6A0N3PRIX1kjhSM9jlHyTJKv1JOvLkpn2DFenXg3el1yniSipptPpWplaiUhJQkx0PgAG73o0LItSXYaS85Glv3lwjURpbAD99z0clo2trB6/05SiZN/7N7efspMljWXj4HgwlmTH68k4TZC4mPW/MPEKwteyTHaN9CXj2ViNJKXxIKEKktS95NxvP/OFYVmUXFb3fYKFJaT7GG8r7md7T6g+ruw1pFYCZo3+AnE7pSmSNRM6w9eshzaEdUY3xuNj3xHV489so086RERERESkUZp0iIiIiIhIozTpEBERERGRRmnSISIiIiIijdKkQ0REREREGqVJh4iIiIiINEqRubOE790bxqH1jVRHy0IcIwnQs2Rx9fIsNjWJaI2idrP1RbG4EEfG9WVxd0kcH1Gcbs34vDrxsj1JbGFvEoVHtK3seJPI3HTfI8m2LGnDKLq3f129mNjofO08Po6xHbq//djCLGY3jYlN4ieH73miuiCJkI1icQF6a/SzLOYyilQdu/eBsE7P/Pnxtmr029EgNhOgfyTuZ2NBvZ4k1hXi8xjZsyiJTE32PYpGzSLKs+s06+8L1le373gW9xpE+kIcWTpy+sqwzsBtSaR4nUjfJA49Wl8Wz9q/7vF4W1mkc7B8dFF8HWTb2nn6kZXLBwbjmN0Ff397WGZBHHEWmVsnhhziiNY6r+uQxEfXiOYF4j6TrS9rixqR/FEMMIB9++6wLHqfYwsWhHWi93QA41u2Vi/f3X6kfZP0SYeIiIiIiDRKkw4REREREWmUJh0iIiIiItIoTTpERERERKRRmnSIiIiIiEijzN1neh8EWDhwmK857KLKsihBAiZJlonqZMlGNdKhotQEqJe20JOkN6RpXTWSdGqtjyxNJUlnSRJT0nYPZMkyff94R/XyIPlksn3IEklsU5AclSRejaxYEpYNrt9SXZAkkvji9lOKsjSaKM1nsnphik2WmFIjXS1rv/5t8bZ611WPJdl14CceE5b1jOypXG41UvAgv/ajPrhrRdx+Q3c9EpZF12O2f1lbREljqZopO1FbpOlViWjfs0Sk7BxHiWy9m56KdyIbHzssS4zbu6j6dS67rqLrAJJ2qjneRsl6g/fF7xNqv/YEY1PWL7I+GJ3/9D1EMiZE+5cmAmZ9MLjm0vcJ2f4laVh13v90en1ff/LTd7r76niDnadPOkREREREpFGadIiIiIiISKM06RARERERkUZp0iEiIiIiIo3SpENERERERBqlSYeIiIiIiDSqb6Z3QEpjo3HkWRKLWydetm5kZadlcbphnaRs77LhyuX9SSxltr40di+Kx8yiUZPYwuhcZbG9g3eti9cX9Jn0mJJ2CmNxIYwtzGJd522Oo4XDOOJ4D1JRjHE2+GXH2781ji2MzvHelUuTrcV6RsYql2ftl8amBucquw62HntQWLbwK3dXLrdkHLFVRyUbi48rOo8DSYRxFqUcnePd550c1hncHEcp14nRHlt+SFiWRXtGMazZeawT553VqdOnPYl/7zskbotIFmW656wTw7IsXrZnpLrPZBHBqRpx6Fm7Dwb7kcXOZsbOOC4s23Ji9XV82I2bwzr20IZ4Y8G4UPt9R9C2vUmVOtfc+FPxtVjnfUwqiVCv894tu0Zmgj7pEBERERGRRmnSISIiIiIijdKkQ0REREREGqVJh4iIiIiINEqTDhERERERaZS5+0zvgwALBw7zNYddVFk2miR+ZMlWYZ26SRGD1ak9WWpGrW0F2wHSBKgoySJLb0j3r+5+BNLkiSgBI9tOkja18/QjK5cP3fVIvL5MjXbPUjiyRJft5xxTufzgtdvCOrWSZWqkygD48kPb34/kXI2ccHhYFqbs1OwX2898YeXyBX9/e1gnG2Oi5JsodQtg76L4usoS2cZWVrdTz8iesE7WL8K0u/seDutkY0KUlPXssjhBa+C274dlWSpOtC1PkoP8xOrrCuI0viyBLt33KHUvu+ay8SLq01laYJ31ZbJtZaI+U+M1BIjbMHu96vC+p6/5SeJiJH1tTNYX1RvfHafMZfqOObq6IOsvNftgdsxhneS46qS/ff3JT9/p7qvbrjgN+qRDREREREQapUmHiIiIiIg0SpMOERERERFplCYdIiIiIiLSKE06RERERESkUZp0iIiIiIhIo/pmegek5OP1Y+0CUbxaFsWYRuFNe49aRHFyNaNMo2jc2hHBdSINk2g9W3VUXK9G1GoUmwlxNG5WJ42dzc5JFNWYxQwm8Y7DtzxYuXzk9JXx6tZvibdVYx863U5R3CtA78hoWDa2vDoG0b5f3UaQR0wO3x7EwUZRkZCee9vWfjTlvM1xxG12TqJo3LF7Hwjr9J5UHekLSTRuzZjLnmC8CGOPAbJ40XQcrO6fWaRmbxItHMUHZxHG1BhXd750Vby69Uk/i8aSurG4ydgenePd550c1hn67kPx+oLX1Ox1OH0vkEXj1pCOTZuean+FNV4rsn7bk6wvasOe+e3H9gL4YH/lcqv5niRri/B9STYGJsfV6fjgpuiTDhERERERaZQmHSIiIiIi0ihNOkREREREpFGadIiIiIiISKM06RARERERkUYpvaoL9MyfH5clCSJRasHoxjhNpe+Q6rQcgNGnqpMs+mom34TpIjXTOdI0kBpGH/xBWJYec8A2Pdl2nb0nvDAs69+8vf192PpM23WA/JwESTBREgjA+OBAWNa7rrp/pilAWdJY0Ad9+aFhlSyhKjuuZ4OErSwFaDw5x1F6jNdJQoM4FadmWk6d/pQlg2XpeePBuJWPP/H+Rak9UUoW5MlgddJjbHWciNSbpYYFx5Wtz7btDMv6tlUvjxIBYZLxNtj3obviRKns3Hu0D1mCVpZsVcP8G/8tLBtNzrG/7LTqgjvj1LU6yVbZucpk/b1WomaN1+/sPU46TgfXQTZG+0Mb4v0I+lPWttn13XdEnAwWvQ/L6tRKw8rU6zLT0tWfdJhZv5m918w+b2Z3m9keM3Mze/s01rnGzK4zsy1mtsvM7jGz95lZb1LnrWb2PTPbYWZPm9nNZva6uvsgIiIiIjKXdPWkAxgCPgFcCiwDNk9nZWb2BuBW4GzgK8CfAQPAx4GrgjqXAVcAy4HPAl8ATgauNbNfms7+iIiIiIjMBd0+6dgFvBY43N2XAZ+ruyIzG6aYNIwB57r729z914DTgO8CbzSzi1rqrAE+ADwEnOLuv+LuvwicAWwBLjOzFXX3SURERERkLujqSYe773H36909vk3s1L0ReAFwlbvfMWEbI8CHy//9hZY67y4ff8/dt06os57iU5J5wM91YN9ERERERLpWV086OuyV5ePXK8pupfhUZY2ZTfyVVFbn+pbniIiIiIgckDTpeM5x5ePa1gJ3HwXWUaR9HQ1gZkPAEcCO4JOW/ygfj+38roqIiIiIdA9zj8Louo+ZfRT4LeAd7n55m3XXAi8GXuzuD1aU3wasAda4+3fN7HBgI7DR3Y+seH4/sAfY4+6VGXJm9k7gneX/ngTc284+S+pQoP2MWomoPTtL7dk5asvOUnt2ltqzc9SWnXWcu8cZ5g2Y8ft0mNl64EVtVPlrd7+4od3JWPnY7iwtfL67fwb4DICZ3eHuq2vum7RQe3aW2rOz1J6do7bsLLVnZ6k9O0dt2Vlmdsfkz+qsGZ90UCQ/xXcMer7kDmHTsu+uK9EdhYZbnjfZ8xe2PE9ERERE5IA045MOdz9vpveh9ACwmuI3GHdOLDCzPmAlMAr8AMDdd5rZRuAIM1te8buOF5ePz/uNiIiIiIjIgUQ/JH/ON8vHV1eUnQ0sAL7j7s9Osc5rWp4zmc9M8XkyNWrPzlJ7dpbas3PUlp2l9uwstWfnqC07a7+35wH3Q3IzW0hx9/CnJ346Ud4c8CGKr1Gdte9eHWY2SDFxeCnwZne/akKdNcBtZb0f2XevjvKGgHdS3DH9+PK+HSIiIiIiB6Sun3SY2QeB48v/PQ04FfgOz0XWfnviBMTMLgU+D1zp7pe2rOsC4GqK35hcRXFX8fMp4nSvBi70lgYzsz8E3g88Uj5nAPgZ4BDgPe7+yY4cqIiIiIhIl5rx33R0wKuBc1qWrSn/9plSfK67X2Nm5wC/Cfw0MAg8SDGp+JPWCUdZ5wNmdg/wSxTxt+PAvwAfc/evtXksIiIiIiJzTtf/psPdz3V3S/4ubXn+FVXLJ5Tf5u6vdffF7j7f3U9294+7+1iyD1e6+4+4+1CZefxjwCoz+7yZ3W1me8zMzeztdY/TzNaY2XVmtsXMdpnZPWb2PjPrTeq81cy+Z2Y7zOxpM7vZzF5Xdx9mWp02qFjHFeW5yP5ubKlz6STPf3fnj7ZZHWrLFZO0y1VJXfXN56/jxWb262b2TTN7uBw3HjOzr5rZK4I6Xdk3zexIM/ucmT1qZs+a2Xoz+4SZLW56PZ04V7PNdNvTzA4xs7eb2VfM7EEz211el982s7eZ2fPeK0zn+p/tOtE/yzpR22xO6s2p/tmBvjnZGOdmNtZSZ072TTN7o5n9qZl9y8y2l8fyhZrrmpGxcy580jEbDQGfKP/7MWAz8MK6KzOzNwBfpvja15covvb1euDjwFnAmyrqXAZ8gOJrX5+l+NrXRcC1ZtZ1X/uq0waBa4D1QdklFHecvz4o/ypwd8Xy/Z51PR0dbMt9/pWiXVtV3uxSfTP0OxRfzfx34LpyPcdRfMXzfDN7r7v/SVC3a/qmma2i+ArsUor9vh94CfBe4NVmdpa7P9XEehro+zOuQ+35JuDPgU3ATcAG4DDgv1J8U+A1Zvamqk/7afP6n+061T9LT/Pce4GJdgTbnlP9s0NteTfw20HZy4FXEr9mz6m+CXyY4icEOyheP4/Pn15tRsdOd9dfh/8o3kS9Blhe/v9HKW4S+PYa6xoGHgeeBVZPWD5YdhoHLmqps6Zc/iCweMLyFcBTZadZMdPt1GQb1NjGImBXuY1DW8ouLbdx6Uy3xWxqy7I/OXBFG9tX34zXdSlwesXyc4A95TaWV9Tpqr4J3FDu83talv9RufxTTaxnf4wj3dqeFG/cXg/0tCxfRjEBceCnW8ravv674a+D/XM9sL6N7c65/tmptkzW/91yPee3LJ+rffMVFLdjMODc8hi/0PR56ejr3Ew34oHwx/QmHT9f1r2youyVZdktLcv/slz+cxV1/mdZ9tsz3S5NtkGNbbynXM8XK8oupcve2O2PtqwzsKtv1t7ON6h+49dVfZPik0QH1vH8N7gHU/wL3k5gqNPr2V/nqhvbc5JtfKjcxp+2LG/7+p/tf51sT9qfdMyp/tl03wROKtf/CNDbUjbn+mbF8Z9LjUnHTI+dXf+bjgPAK8vHr1eU3Urxr/NrzGzeFOtc3/KcblCnDdr1jvIxy60+rfz+4gfN7BIzO3Ia25spTbTl4Wb2LjP7UPl4Ss3tq2/G9paPo0F5t/TNfe31DXcfn1jg7s9QRJAvAH60gfXsr3O1P3WqPTOT9b12rv/ZrtPtOc/MLi7b5r1m9ork++9zrX823TffVT7+hce/uZ1LfbNTZnTs1KRj9juufHzenc3dfZRittpHMXvFzIaAI4Ad/vy7pMNzUcLHdn5XG9NWG7TLzF4KnAysdfebkqe+l+L7i79P8S/2683sU1bcy6VbNNGWPw58Cvi98vFfzewmMztq4pPUN+sxsxcB51EM7LcGT+uWvhm2V2mqfaDOeho/VzOgU+1Zycz6gJ8t/7fqDQdM8frvEp1uz2XAX1G0zSco7vn1H1akZE55213aPxvrm2Y2H7iYIi00SyedS32zU2Z07NSkY/ZbWD4+HZTvW76o5vO7QdPH9M7y8bNB+TqKr18dRxEScDhwIcXH5+8CPldzuzOhk225i+LHz2cAi8u/cyh+iHoucGM50Whi27NFo8dU/svRXwPzgI96eQPSCbqtb3aqveqsR/2vfX9A8TWW69z9hpaydq//btDJ9vw8xT8WLKO4Nk8GPk3x1Z/rzezUBrc9GzR5PBeW9a5394cryudi3+yUGR07NekIWB53V/VXK7asE7taPnqb9dp9/rQ03J5122DfHeovpPih7hVVz3H3W9z9k+6+1t13ufsmd/87ih91bQXeXPEC0pjZ0pbu/ri7/w93/xd331b+3Qr8BHA7cAxQJyZafbPYr16KfyU9iyIt5LLW58y2vtkBtdurA+vp1LZnk+n0v1+mSJm7nyLZ7z9p8PqfzdoZH3/b3b/p7o+V1+a97v5uih/rzqf4rWcj2+4S0zmeff9Q+OmqwgO0b3ZKo2OnInNjD1Ek6UzVow3tx74Z5MKgfLjleZM9f7IZa1Om057ttkE7Lqb4/uJV7v5kOxXd/WEzuw54C3A2RTzf/jBb2xIoPm41s8uBMyna5Y+nuG31zVI54fgCRQzh3wIXe/mrvamYwb45mU61V531NN73Z0BT/e8XKa7bfwfOc/ctU62bXP/dYH/0kU9RTObOnoFt709N9c3/QpGC+AhFtPiUdXnf7JQZHTs16Qi4+3kzvQ+lB4DVFN+vu3NiQfl925UUP/D7AYC77zSzjcARZra84rvzLy4fo+/zNWKa7dlWG7Rp3w/IK//FZAqeKB/320e1s7gtJ3peu6hvTk1Z728oJhx/A/xs8kPJzH7vm1PwQPkYfY97qn2gznr2V9/fnzrVnv+fmb2P4vdB91JMOB6vsV+zse9NRcfbs8K+9mxtm7nWP5tqy6n8gDzTrX2zU2Z07NTXq2a/b5aPr64oO5viX+m/4+7PTrHOa1qe0w3qtMGkzOxMihvtrHX3m2vu25nlY7e8EDTSlhX2JV+0tov6ZsLMBoCrKSYcfwlcUvOFFWZn39wX1PAT1nKXazM7mOKrZLuBf2pgPfur7+9PnWrPfXV+nWLCcTfwipoTDoiv/9muo+0ZeGn52M7Y2I39s+NtWQZjXELxA/K/qLlf3do3O2Vmx8528n31VztP+aNMcp8Oio+tjuf5N/8appiZH+g3B2y3DSrbs+U5f1HW/cAk2395xTIDfqOs/wQwPNPttL/bkuJN7UDFNl5Z9jEH1qhvTrk95wH/t6xzOS0Z6nOlb9LGjamA/rKtVk1nPXXPVTf8dbA9P1I+/w5gyRS22/b13w1/nWhP4MSqNgReRJEO5MCH5nr/7FTfnPCcS8p61x6IfbPlWM4luU/HbB07rawoHWZmH+S5W9SfRvEv6t/huTiyb7v75ROefylF2sWV7n5py7ouoPjXzxHgKorbz59PkVhzNXCht5xIM/tD4P0U33u8muIu6T8DHELR0T7ZkQPdT9ptg6w9y/Jhiu/m9wNHePJ7DjNzio8a/xnYSPGm8SyKVJddwE+5+zeme4z7S6fa0sxupnhxvZminwGcwnOZ3h9x99+t2L76ZnV7fp7iZn9PAv+H6h/l3ewTPpXrxr5pZqsoxsKlwFeB+yjeJLyC4ljWuPtT5XNXUCR0/dDdV9Rdz4Q6F9DmWDrbdaI9zeytFEEaY8CfUv3d7PXufsWEOjdT4/qf7TrUnh8FPkjxr8rrgGeAVcBPUrxRu47i2tzTsu0LmEP9s1PX+oT1fQt4GcUdyK9Ntnszc7NvXgBcUP7vMuBVFJ/YfKtc9qS7/2r53BXMxrFzpmdrc/WPorN78ndFy/MvrVo+ofwsioFqK8VHX/8G/Aotd+JsqfNWijcjOykGvVuA181020yjTafcBlNoz18guAN5xXM/Vrbdo+UFt4si0eWTwNEz3S4z1ZbA24CvUcSz7qD4V5ANFElLz/sXePXNSdtzsjHDKWJzu75vAi+kmHhtokiO+yHFjzqXtDxvRXnc66eznrrnqlv+ptuePPdpfPZ3c0ud2tf/bP/rQHueA3yxvBa3Udxg8QngHyjue2IHSv/s4LV+Qln+8GRtMVf75hSu0/UTnjsrx0590iEiIiIiIo3SD8lFRERERKRRmnSIiIiIiEijNOkQEREREZFGadIhIiIiIiKN0qRDREREREQapUmHiIiIiIg0SpMOERERERFplCYdIiIiIiLSKE06RESkK5jZz5uZm9lLGtzGB8xsr5kd39Q2REQORLojuYiIzHpmdhCwFrjD3c9vcDvzgQeBu9z9dU1tR0TkQKNPOkREpBv8MrAc+IMmN+Luu4E/Bn7SzNY0uS0RkQOJPukQEZFZzcx6gXXAiLsfux+2dziwAbjK3S9uensiIgcCfdIhIiIdZ2bXlL+/eE9F2e+UZZdPcXU/DrwQ+FKwLTezm83sMDP7nJk9ZmY7zew7Zvby8jlDZvYxM/uhmT1rZt83szdVrc/dHwW+BbzRzIanuI8iIpLQpENERJrw8xSfFnzMzE7ft9DMzgM+BPw7xVempuLHysdvJ89ZBNwGnA58EfgysBq4wcxOBW4E3gB8DbgSOAr4kpn9aLC+24B5wNlT3EcREUlo0iEiIh3n7luANwO9FG/uDzKzpcAXgGeBC9191xRX97Ly8Y7kOacC/wic4e7vc/efBd4GzAduAp4ATnH3X3T3dwKvBQz49WB9/1w+atIhItIB+k2HiIg0xsw+CPw+8DfACyi+KvUOd5/qV6sws0eBQ919ICh3YBewzN2fmbC8FxgB+oBV7v6DlnrrANx9ZcU6zwT+CfiSu1801X0VEZFqfTO9AyIiMqf9L+Bc4L+V///FdiYcpUOArZM8Z+3ECQeAu4+Z2WPAUOuEo7QRODNY35by8dC29lRERCrp61UiItIYLz5O/8qERZ+osZrdwOAkz3k6WD46SVn0j2/zJ2xbRESmSZMOERFpjJm9GLiM4pOKceByM5tsAtHqcWDYzPo7vX+JQyZsW0REpkmTDhERaYSZzaOIuR0CLqL4bcfJtP9pxz3l43Ed27nJHV8+3r0ftykiMmdp0iEiIk25jCLC9n+7+zeA36KIon2XmV3YxnpuLh+jeNsm7NvWTftxmyIic5YmHSIi0nFmdgHwS8DtwIeh+GE3RYzuFuCzZnb0FFd3DTAGvKrjO1rBzHqA84AH3P3e/bFNEZG5TpMOERHpKDM7CvgcxQ+43+zuo/vK3P1hihsHDgNXmVllDO5E7v4IcC3wejNb3Mxe/yc/BhwBfGo/bEtE5ICg+3SIiMisZ2ZrKL6a9X53/3jD2/oycA7FvT2i5CsREWmDJh0iItIVzOxvKe4QfnQbdzNvdxunAf8C/LK7f7KJbYiIHIj09SoREekWv0rxlafn3UG8g5YDH0FfrRIR6Sh90iEiIiIiIo3SJx0iIiIiItIoTTpERERERKRRmnSIiIiIiEijNOkQEREREZFGadIhIiIiIiKN0qRDREREREQa9f8AVw/EpHgjEVsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 12))\n",
    "\n",
    "skymap=ax.hist2d(selected_data['reco_src_x'], \n",
    "           selected_data['reco_src_y'], bins=100, \n",
    "           range=[(-1,1), (-1,1)])\n",
    "#plt.gca().scatter(sourcePos.ra, sourcePos.dec, transform=plt.gca().get_transform('world'), marker='+', c='k', label=source_name, s=[100])\n",
    "ax.set_xlabel(\"x (m)\")\n",
    "ax.set_ylabel(\"y (m)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a4a9886-efc2-46ae-af8e-3af6b782aadb",
   "metadata": {},
   "source": [
    "### In Sky coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "b8e1bb46-2a8f-4b2a-a3ee-cd6dd62903db",
   "metadata": {},
   "outputs": [],
   "source": [
    "location = EarthLocation.from_geodetic(-17.89139 * u.deg, 28.76139 * u.deg, 2184 * u.m) #Location of LST1\n",
    "obstime = pd.to_datetime(selected_data[\"dragon_time\"], unit=\"s\")\n",
    "horizon_frame = AltAz(location=location, obstime=obstime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "3e0f8535-be99-474a-8fee-9c5d05998455",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 11s, sys: 1.8 s, total: 2min 12s\n",
      "Wall time: 2min 12s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pointing_alt = u.Quantity(selected_data[\"alt_tel\"], u.rad, copy=False)\n",
    "pointing_az = u.Quantity(selected_data[\"az_tel\"], u.rad, copy=False)\n",
    "pointing_direction=SkyCoord(alt=clip_alt(pointing_alt), az=pointing_az, frame=horizon_frame)\n",
    "camera_frame = CameraFrame(focal_length=28 * u.m,\n",
    "                           telescope_pointing=pointing_direction,\n",
    "                           obstime=obstime,\n",
    "                           location=location)  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "463f5358-b155-4bd3-98d9-208ceff991b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "camera_coords = SkyCoord(x=selected_data['reco_src_x'], y=selected_data['reco_src_y'], frame=camera_frame, unit=(u.m, u.m))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "9eb3ea22-ce02-4362-b88d-3f5fcad3dcef",
   "metadata": {},
   "outputs": [],
   "source": [
    "radec_coords=camera_coords.transform_to(frame=ICRS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "424a3e20-7705-4344-ba68-cb65c92bf821",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Declination (deg)')"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 12))\n",
    "radec_skymap=plt.hist2d(radec_coords.ra.to_value(u.hourangle), \n",
    "           radec_coords.dec.value, \n",
    "           bins=100, cmap='coolwarm')\n",
    "ax.plot(coordinates[0].ra.to_value(u.hourangle), coordinates[0].dec.value, marker='+', \n",
    "        color='k')\n",
    "ax.text(coordinates[0].ra.to_value(u.hourangle)+0.01, coordinates[0].dec.value+0.1, source_name, c='k')\n",
    "ax.grid(color='white')\n",
    "ax.set_xlabel(\"Right Ascension (h)\")\n",
    "ax.set_ylabel(\"Declination (deg)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c24e697-29d6-4c9c-85ff-70124170ec27",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}