XM_40017/notebooks/pdes.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "914c7250",
   "metadata": {},
   "source": [
    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
    "\n",
    "### Programming large-scale parallel systems\n",
    "\n",
    "# Partial Differential Equations (PDEs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afbe96e7",
   "metadata": {},
   "source": [
    "## Contents\n",
    "\n",
    "In this notebook, we will learn\n",
    "\n",
    "- Key concepts for the solution of PDEs on large-scale computers\n",
    "- What is a preconditioner\n",
    "- What is a multi-grid solver\n",
    "- Parallelization of conjugate gradient method\n",
    "- Distributed sparse matrix-vector product"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a343cca6",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>Note:</b> Do not forget to execute the cell below before starting this notebook! \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "821ac5e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pdes_check_1 (generic function with 1 method)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Printf\n",
    "function answer_checker(answer,solution)\n",
    "    if answer == solution\n",
    "        \"🥳 Well done! \"\n",
    "    else\n",
    "        \"It's not correct. Keep trying! 💪\"\n",
    "    end |> println\n",
    "end\n",
    "pdes_check_1(answer)=answer_checker(answer, \"b\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da4d45cd",
   "metadata": {},
   "source": [
    "## Mini project\n",
    "\n",
    "For the demonstration of different numberical methods we will use the example project of simulating the temperature distribution in a closed room. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "924de06a",
   "metadata": {},
   "source": [
    "### Problem statement\n",
    "\n",
    "Given the temperature at the boundary of a room, predict the temperature at any point in the room. The illustration below shows the temperature at different intervals of the room boundary (including a window and a heater). \n",
    "\n",
    "We will discuss the serial implementation first and learn how to compute it in parallel afterwards."
   ]
  },
  {
   "attachments": {
    "g927.png": {
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3271rrfV3SikvylSILqV87Morr9zrlntwMLn8jPKjgfPqS9KXr2T3PwibjQ+Vf3nu+fWEnTXfyu6XHa149ZiM5Zp8sSS373Vyu07Nz/aS+5SSe079o+KnGoY9upRcNtCtLx0fKovy/MvYUDn7lJH6iV7JH2T3crjDk9xvhtNvKsl5fclb3rO+zPbJJCuQIL1MDA8PX5jkwk2bNnWOP/74tbXW0SS3bRlrcHDw3UneffbZZ69Zs2bN3WutJ5dSfjP2810MPzdD287Vq1e/b28XllLuM0f3Ym4RN9dY95rPAIODg781Ojp6U5LfzWSgeGyn0/l8t9v9UinlH3q93g9KKcfUWh+Y5OFlWnIvpbyn1rpub2vG4WA0vrH820C3XpV5bmm5N+9ZX74/0K3/kORXFmO85WB8bZlI8q8z9Q2M1b78KA+pfXlcqXlSkv+Z+W+M0EnyJ2tH6s6x4TKyGLVeMly+mORJp5xf7zNR86xS84hM/n9/m5R8v9R8o1fy0dU7c8WfbSyL9RwLy4ggvcxs2rSpl+TikZGRo0opm/dlrKn1wl9N8nsjIyP/UUrxdPE+mNoO7r4zdP3VS17ykh/OY4h7ztZRSlm0IF1rvWqOO98/e9FFFx22t9elTy3jeGO32/1sJj/63HWH5hdqrb+wa/w95vmvWuvrh4aGLtqnPwAsve9mkYJ0MvlQYcvt7ZNH6uNKye8vVh2Lqub/jA+Xjyz0sqmQ/ZmpX29+9vn1zv29nFqT0zPfT1FL/uTkzfWrWzaUjy90/tlcsr58JSt0zTr7RpBepvr7+8cmJib2KUhPd8wxx2y59tprr0ty1GKNeajpdDqP6PV6t/qeqrX+8d6u7Xa7qzLHX8wTExM/2sfybtbpdOYaq7Nt27a7ZOZXid/K0NDQR8fGxh543XXXPavW+uwkj80tX9byvVrr33Q6nQ+sWrVqfG8BHZaJRft+TJJOsnXupxRnVpKjs4C3ph5QZa9LEOflsvXlO0l+98UX1T+8fnuGS/Jb2fvyxv7SyUUnXFgf8L7Tyk8Wow6YjSC9TK1bt+6abrd7Q5LbLMZ4a9euneh2u19Lww/lkZGRJ5dSZtv/eEl1Op23rF+/fq87ZiyGXq830/8GXx4aGvrw8PDw3i6/feZYc7nHK7X3ycTExNa+vtl3naq1/nTmGaSTyf92klw69StjY2Orf/zjHx/d6/WuWejWeLBMtOTeWfVq6uwfEpEk7zi1bE3yfwcuqO8sEzm3Js/ZyyV3WzORlyd5wwEoj0OYIL28fT/JPRZxvOtbLiqlPCjJ4CLWsWh6vd7bM4+t5/bVpk2bOkmePUPXq/e2m0WSdDqdO/R6s283uphBuq+vb86xOp3OHfZl/LVr127P5H+bAItqfF25JslzTx6pHy0lI0lWz3pyzctf8M76tne9sMz2xlnYZ95suLxNLPJ4No5vdNxxx52QPZZmlFI+NjQ09MF5DjHng5611kVbEnH00UfPGaRrrUcu1lwA+8OW4XJRap6e5MY5Tjvqpq1tb2CF+XJHGhbHni8lub7WumG+F9da59z6qr+/f3tTVTOYWsazI8mqmfpLKYct1lzA/rOz5m9WdbJfXpW9r+qOfGl/zzE+XD42MFqfn5otmeXGYOnlpCTv3t+1cOgSpGEfjYyMPDLJr05vK6W8YnBw8GvzHaOU0lfr7CtAtm3btmhLO3YNmdmD9OwflQIHjcs3lB8k+YulrmMpjQ+Wy9eO1jfVmv8z4wkl/zO1lsxjiR20EKTZZ51O5+MTExOvWeo6ZrJq1ar/2p/j11rL+eef/4fTQ3Ap5b2Dg4PnL2ScXq835x3n/v7+xX4UadZlXbXWxV4yBLDfHLEqb7xhe05J8vMzdN/+OSP52YuTbx7gsjhECNLss/Xr1/99kr9f6jqWQrfbPamU8uhpTV/dunXrCxc6Till21x3pPe29KPBXOPZog5YNt5xatm6dqS+vpb82Uz9E/25RwRp9hMPG0Kjbrf7U6WUP5rWdF0p5Zlnnnnmfy90rFrrnHudLmaQntqzetb970opNy3WXAAHQj0mlyb53oydvdzxwFbDoUSQhkallLclufPU4bZa68mDg4P/3jLWjh075nzzYX9//6IF6Z07d845Vq/XW9SXTQDsb+Nry/ZSc9ks3XYiYr8RpKFBt9t9Wq31JVOHvVLKC4eHh/+ydbzTTz/9miSzvrxkMe9I722sUsoPFmsugAOl18knZ+ma/Q1UsI8EaVigzZs33y3JO7P7TYQvHRwcHNuXMade2vLt2fp7vd7h+zL+HnPNuWd1X1/fdxdrLoADpa/mszO1lxqvCWe/EaRhAc4+++w1nU5nPMkxU02vGxoaOmcxxq61/ucc3T+9GHMkSV9f38/M0X31unXrrlmsuQAOlJv6M+Onab0I0uw/gjTMU621rF69+sIkD51qetPQ0NCbFnGKr87WUUpZtIdlOp3OXGM1rfEGWGrvO638JMmtthKtiU/Z2G9sfwfzdP7557+5lPK8qcNzhoaGXrfIU3xujr7jFnGeucb6wiLOA+xHA+fVe5XOwfkK7Jq8f3y4/OuBnHPTptr58q1vENYjjshXDmQdHFoEaZiH0dHRjbXWVydJKeXC9evXnzk0NLSoc3Q6nc/MsZf0ogXpWutcd6RnXGMIHIQ6uX8tectSlzGL/0pyQIP0l++cozJxq1zz9Xe9sNxwIOvg0CJIs8/OPffcO65evfpOS13HTNasWfPVF77whfv0Q3R0dPR5tdY/SZJSynuuvPLKwbIfXje7fv36/xgdHb0qM4TmUsqdZ7ik1axj9fX1/e0izgNwwPR6OW6G9aofPfCVcCgRpNln/f39L+71em9e6jpmctNNNz0iyT+0Xj86OnpCrfWiJJ1SyntrrS/atGlTb/Eq3K2UUkdGRq4opbx4z75a6/0XcaoHztL+9XXr1s31wCPAQasvefgMdzg+eOAr4VDiYUOYxcjIyONqrZckWVVrvWLr1q2nDA0NzbrX82LodDofmKXr2HPPPfcu+zr+2NhYX5LZQvn79nV8oEGxz/Ei+dU9jr97tDvS7GfuSMMMut3uw5NcnuSwJJ8+4ogjThoeHt62v+ddtWrVB7dv335tkqP37Ovr63tQJtcdNrvmmmvuNds+0rXWd+/L2HDIKKmZaXFXzeq24TLXlpSz6pR8vZeMtly73/VyQD/dGjirHl5rnrZH8+bRobJfb36AIM3NSilljofdDhkjIyMPTPLhJLctpXymr6/vyfu6znq6brf7xFLKiYODgxv27Dv11FO3drvdi5Pcqq+U8pAk79/H6X9xlvZ/HR4enmvXEGCXmutm6bnrQod6RrcekeSRs3TP+anxJUPl80kW96nnZaocmefXmmOnNV25elv+ZMkK4pAhSK9AvV6v6WPCWuut7oLO87rrSilfb7l2f6u1bl3I+aOjo/estV6RyTvCX+x0Ok857bTTFm0z/3POOefYJBf1er0/n+2ciYmJP+7r6xvKrf8SfVqSTfsyfynl6bN0nb0v48IhpeaHN7/X9Jbufsr59T6XrC/z3m7t8JKNtd78gqc9zdbONFN3o399elsteeW7zyz/vVQ1cegQpJe3GQNep9NZ8Fvwzj333COT3HumvlLKzH9lTBkeHh5JMrLQOQ823W73rrXWj2XyY9av9nq9Jw4NDS3aW/5qraXb7Z6f5PjM8XHsxo0b/21kZOS9pZQT9+h6yObNm++2YcOGb7bMf9FFFx22ffv2p87QddXq1av/tGVMOCR18o8zLu1IUnv5nSRr5zPMyZvrY2rNG+Y45ZjBbl21YpYn1FrWjuaZveQZpeTYWvOd1HzsmJIP7cufsR6RN5Tk529uKLlwy2C5eFFqhr3wsOEyVkr50UzttdZHb9q0aUH/SOrv7z8jyZpZxrtdQ3nLyvnnn/8zST6WyY9mv9HpdJ6wYcOGGV83uw9zvLmUcmKt9e+Hh4e/ONe5pZTXJtnzL5bS6XT2DNfztmPHjscnue0MXb996qmnLujOPRzKJkr+OsmMu/fUZGDtyOSe87MZGKt9a7v15aWTDybp1OR3Zzm175qaZ+xjuQeNtaP53zW5vCQvSc0zS3J6Kfnza5N/HxipJ7eMOTBaTywlL5/W9Ne3WZUzFqlk2CtBehnr9XqzbXZ/+zve8Y4vmO84o6OjD0rymtn6Syl3WGhty8l55513dK/XuyLJPZN8p9PpPG79+vXfWazxR0ZG7tvtdrfseqFL5vFw0NDQ0FdLKTOt7zut1jrnJwRzWDdD2+ePPvroixrHg0PSZevLdzLHLje15C0D3XrpwPn1IbvaBs6qh5/UrQ8/uVtfn2vztZqclaQ/JWtLzYdnG6uUXLC2W888ZaQ+8NndetzUmuplqZY8b5auu6VkfKBbt5y4uc77E9WB0Xpiai5JpnY9KfnY1uTp7zi1uDHAAdP6FzIHgW63+6xM7iwxk+s6nc6j1q9fP+davZGRkaeWUt6R5NhMPmC351PPSbKj1+vdebHv0B4Mzj333CP7+vo+Vkp5xFTTd5J8f5GGPzKTy0SOmtZ2XZI7DQ0N3bi3i88666zDb3Ob23wuyX2nt9daTxoeHr5sIYWMjo4+qNb6+dzye/7GWuvDhoeHD+jbx2AlOGlzfXCnk79P9rpTx41Tv26/R/sNpWbt2HD50MBIfWRKPj3PqUfHh8qyfMBwoFv/ObNvv7nLNbXmVVuG8o7M8uKrEy6st109kT8oNUOZ+plWkz+6+qr8xsc3lZ2LXDbMSZBexqbWvH4zs2+d9KNSyhlXXnnl2PSXiJx11lmHH3nkkY9LsqHW+tQktda6vtPpbK+1vnOWsf6y0+msX79+/TcW90+xdKb+9/tAkscdwGnPGRoa+t/zPXnz5s2/0Ol0PpXkp6Y1f2Pnzp0POP3006+fzxhjY2N911133SdqrY+e1lyTnDo0NGRtNDQaGK0vTc3/bbj0+72ap186XD6XJPMI0teW5IrUfLCv5CPvGSpXt1W8tAa69Q+SWz4UOIdPlZI/2TGRj1++ofzg2d16XH/Nz9eSgSS/lt0PYv57rdm4Zbj85X4pGvZCkF7mRkdHX1Vr/cO9nHZlkn/MZHi6S5L7ZHJ/5CTZWWsdHh4evnB0dPQFcwTpXX6U5Ae11rcMDw/v7dyD1qZNm/qPO+64S5OccICnfsDQ0NC/LOSC0dHRx9daP5BbrmG/5Kqrrvq1+bxlsdvtvjm3Xrrz20NDQ7OtywTmaSpMvy2Z90tV/rqvl5dcvKF88+YxZg7S3y7Jxan54A++l0+vhDutJ1xYb7tmRz6akkfs/exbqLl1XvlaTd5yTPKnK+ZhTJYla6SXuaOOOuqPknxiL6cdn+QZmQyND87uEH1DKeXE4eHhCxcw5bVJPtbX1/fZBRd7kNi0aVPnjne84zty4EP0pxcaopNkcHDwL5I8Jcn0rZxOOe64495x1llnHT7bdWNjY33dbvf3cssQ3au1vlKIhsUxPlj+uNfLw5J8JLM8gDjlH0vJKeODedz0EL2HH9fk7Sl5zP2uyt3Hhsqrx4bL36yEEJ0k7zut/OT67XlMSX47yQ8XcOmuEP2Dmry91jz+flflnluGygVCNEvNHekVoNvt3j7Je5M8agGXfb2U8pzBwcGbA/Esd6Qnkny81vqhXq/3wY0bN/7bIpS8ZGqt5fzzzz+v1jq8BNO/eF+WUpx33nn36uvre3eSh0xr/o9a65tLKe8fGhq6OkkuvPDC205MTDyx1vqaJA+ddu5VpZTTBgcHZ32wCWh34ub606tKHtfr5G6dmqOSXJ/k251ePjFHeJ68ri+Pqdfn/eOvKDcdsIKX0FPOrmuOXJ1fKZ38SmruVSd3TLpdJj95+++UXJderi3JV9PJP0308oX7fy9f27Sp7PVTODiQBOkVYmq972uTvDyTD7nN5rpSyjm11jfv+cDbHkH6C0netXPnzvecfvrp39tPZR9w3W73/kn+eQmmvvaGG2640yte8Yp9+kuy2+2uSjKY5HVJjtuj+4eZvCN2+9zyY+Ybkpzb19f3++vWrVu0fbEB4FAnSK8w55xzzrGrV69+aq31caWU42utfw3TZQAAIABJREFUxyT5QZJvJ/nL/v7+j8z2pr6RkZFfKaU8rdfrvWvDhg1fOqCFHyBjY2N9V1999QHfF3vNmjU7F/MNiWNjY6uvueaap5RSTkry8Ey+jGD69/N3knyulPL+WuulQ0NDP16suQGASYI0rABjY2N9119//TE33XRT3x3ucIdr1q5du32pawIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA5upa+v7787nU7/UhcCwP5Vay292jmsdDpLXQqwf9VOJrYudRErXa/X21n6+vq2n3feeauWuhgA9q+rr746bzv3HXnc6/99qUsB9pOd267PR19315z11rcsdSkr3saNG3e4LQEAAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANCgf6km3rlzZ04//fSsWrXqpqWqAeBQUmstvdo57LIzDl/qUoD9q55xxhlbl7qIA2HHjh2Hn3POOVm1atWSzL9kQTpJVq1addOOHTuOWMoaAA45E0tdALC/HSrf5qtWrbohyZJlSUs7AACggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBlh5+pIcnWT1UhcCsJL1L3UBAOyzByR5RpLHJ7lfktsnKVN91yf5dpK/S/KpJO9Lcs0S1Aiw4gjSAMvXI5O8PsmT5jjnyCT3nfp1WpKtSS5J8rYk/7K/CwRYyQRpgOWnP5MB+rWZXKJ3QybvNH8iydeS3JjkzpkM2muTHD/t2sOSvCjJryV5a5I3ZDJcA7BAgjTA8tKXZCzJiUkmMhmG35jkuhnOHUvymiSvSvLbueWa6VVJfjOTy0GeHMs9ABbMw4YAy8tIJkP09iQnJPn1zByid9mWyaD99Eyul97Tw5L8VZJjF7dMgJVPkAZYPp6UZN3U17+b5EMLuPZjSdbP0vfAJOfuQ10AhyRBGmB5KEn+77TjdzaMcXGSS2fpOyXJsxrGBDhkCdIAy8Mjk9x72vFPNY7zu3P0/XrjmACHJEEaYHk4aY/jP0zbz/AvJvnKLH2PTPJzDWMCHJIEaYDl4b57HD8pyW80jvXXs7SXJE9rHBPgkCNIAywPx8/Q9jtJHtQw1rfn6Lv3HH0ATCNIAyxfqzP3mufZzLVd3tGNtQAccgRpgOXhv2Zpf1jDWLedo++mhvEADkmCNMDy8HeztM+1TGM2x8zR94OG8QAOSYI0wPJwbpJvzND+Bw1j3WmOvi83jAdwSOpf6gIAmJfrkjwqkzt1PDTJ95JcmOSKhrEeMEffJxvGAzgkCdIAy8f3krxiH8dYlVtvpbfLP2fmu94AzECQBg51lyc5cp7nvjrJ5+fof2uSBy5g7rem7Y7yvvjFTO72MZPugSwEYLkTpIFD3Z8nuX+SRyR59F7OPXYv/d9N8vNJjktyn+w9oP/ZfApcZE+dpf17Sf70QBYCsNwJ0sChbnp4fGaSLWn/2fhHU7+SZE2SFyX5k8x+B3gpPGWW9jcmueFAFgKw3Nm1A2C39yZ5xyKNtS3JaCaXbxws7prkITO0fz7JyAGuBWDZE6QBbukTizze+xd5vH3x4tz65/6OJOuS7Dzg1QAsc4I0wC19d5HHm+2NhAdaJ5NBek//J8kXDmwpACuDIA1wS9cs8nhbF3m8Vo9Pcvc92q7IwbX0BGBZEaQBbqke5OO1evkex99M8vwkvQNfCsDKIEgDrHz3SvKkacfXJzkhydVLUw7AyiBIA6x8r0pSpr6uSU5L8i9LVw7AyiBIA6xsRyd53rTjtyUZW6JaAFYUQRpgZXteksOnvv5CktctYS0AK4ogDbCyvWTq962ZfNPi9iWsBWBFEaQBVq4HJXnw1NdvjXXRAItKkAZYuQamfr8uyVlLWQjASiRIA6xcT5n6/awk1y5lIQArkSANsDIdmeQBmdzu7k+XuBaAFUmQBliZHpSkL8mnk3x7iWsBWJEEaYCV6eenfh9f0ioAVjBBGmBlutvU759cyiIAVjJBGmBlun0m94625R3AfiJIA6xMt8vkmwx3LHUhACtVf+n1Vr3qpS9dksk7vd5hSzIxwMr3+kzu2AHAftJfSsm3nvSkAz7xtl4vd//Qh8oBnxjg0PD1pS4AYKXrT5KjV68+4BNvnZg44HMCLIG+pS4AgP3DGmmAW+rN0ddy1+FnWgsB4OAmSAPc0nVz9N21YbwnzNHnZzDAMuaHOMAtXZ3ZH9J72gLHOizJK+foP2aB483HEUleneSvk3wqyZsyuRUeAIusf6kLADjIbE3ypST3n6HvqUkekeTv5zFOf5J3J7nTHOcs9rKP2yT5eJKHTmt7dJIXJPmVJN9Y5PkADmnuSAPc2l/O0l6SXJLk5/Zy/T2nxnh2kr9K8tFZznt62tZdz+a1uWWI3uXOSS5cxHkAiCANMJORzP7Q4V2TfCbJy5IcO9XWmWp/bpLLk3w5k3eAP5nkhCQ3zjLWvZJ8KJN3uu+TySUY+/Jz+eQ5+h6byUANwCKxtAPg1v4tyTuTvHiW/qOT/NHUr+syuaRi1R7nfCTJQJIb9jLX46Z+7fJzSb62sHJvdtxe+o9P8p3GsQHYgzvSADP730m+Mo/zjsqtQ/TbkzwjyfXzuL4m+VyS30nyS9m3dczfmqNvIl7SArCoBGmAmV2f5DFJ/mEB19yQ5MwkpyXZOcd5O5J8YOq845M8LMmmJJ/N3PtY783mOfr+XyZ3JAFgkVjaATC7H2RyrfNgktdk9h04rk/yjiR/mOTbc4z32UwG2vck+eGiVbnb5iQ/m+QV2f3zvSYZS3L6fpgP4JAmSAPMbXuSc5Kcm+TBmVx+8TOZ/Pn5w0xulfe3SbbNMcZIkt9M8tX9WulkaH51Jmt9dCY/dfxskn/fz/MCHJIEaYD5qUk+P/Vroa5Y5Fr25tuZ+844AIvAGmkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANBAkAYAgAaCNAAANBCkAQCggSANAAANBGkAAGggSAMAQANBGgAAGgjSAADQQJAGAIAGgjQAADQQpAEAoIEgDQAADQRpAABoIEgDAEADQRoAABoI0gAA0ECQBgCABoI0AAA0EKQBAKCBIA0AAA0EaQAAaCBIAwBAA0EaAAAaCNIAANCgf6kLYPmrAwNHJrnXzQ2HHfbV8q533XBA5n7xiw/L1q13yI4dR6e//4bcdNMPyvve95MDMfetajnhhNtm1ao7JdmeTueqMj5+01LUAQAcGII0i+GCJKfcfLR9+y8l+ez+mKgmJWvXPiq93nNTyq/mhhvuk6QvnU7S6yVr1qQODHwtpfxNkj/Lfe/7V2XTpt7+qCVJ6sDAE1Lrc1LKM5LcYY++r6eU92Vi4p3l0ku/sL9qAACWhiDNPqkDAy/I9BC9P+c6+eSnpJQ3ptYHp5TpXf+V5NpMBtnjkvyP1Po/kpyaL3/5i3Vg4DVlfPwji1rLSSc9IJ3O2Ul+dY9aprtHan1ZOp2X1pNPvji93ivLZZddtZh1AABLR5CmWX3Oc+6WiYlz9vs8z3rWUVm16twkvzat+frU+vvp7397ufjiK28+95RT7ple72VJhjL5DMADk3y4DgxcmMMOe+liLDmpAwMnJ3lHkttMa/7P1HpFSvlWal2TTuceqfXpmQz3JaU8N319v1IHBp5Zxsf/cV9rAACWniBNkzow0JeJiXclud1+nefZz/7Z9PVdkelrsJP/TK/31HLppf+x5/nlkkv+PcnGOjBweZLLszvsnpatW3+hPve5Ty/vec/VzfWcfPIzk1yS3Q/qfjnJy8v4+Mdude7AQF9qPTWlvCmTgfpOSf6qDgw8soyP/2trDQDAwcGuHbR6TZJf3p8TTIXoT+WWIfr7mZh47EwheroyPv6xlHJSkunrox+enTv/oj7veU3hv5500r1Tyruy+/vmfdm69ZdmCtFTNUyULVsuSPLQTAbuZPIfHu+dekATAFjGBGkWrJ5yysOSvH6/zjEw8FPp6/tQkjvfsqOeWi677DvzGaOMjV2R5G17ND8w27dvqQMDfQsuqtP5/SS3nTr6uyQD5f3vv3GvdYyPfzvJk5J8b6rp55K8YsHzAwAHFUGaBakveMFt0uv9vySr9u9EdXOS++7R+v6yZcuHFzjSG7I7wO7yhJTy6gWVMzDwkCQnTB3uSK/3/DI+vn2+15fx8e+mlA3Tml7ZemccADg4CNIszLZtb0tyz6mj/bJXdF27dm1Kee6tOnq9Ny50rDI+fn1qPfvWk9RN9aST7jf/ourAtKN3lksv/fpCa8nY2HuTfH7q6HbZtu1JCx4DADhoCNLMWx0YOCG1Dk0e1Lcn+ZdFn+MZzzgitb51hq4vlksv/YemQScmLkwysUfrqnQ6fzTvMUp58rSvx1vKKElNrZfc3NDpPKVlHADg4CBIMy91YOCOmXzxSpJ8Pdu3v2y/THTYYS9PcpdbF1Avbx2yXH75D5L87QxdT6hr1z52nsPc/eavVq36u9ZaUsqnb/661ns0jwMALDlBmr2qSUny9kxu4TaRWl+wP17DXQcGDk9y5syd7UE6SVLKn88y7l7XSk/VtWs9843l3e/+7+Y6Op3pL2Q5rnkcAGDJCdLs3dq1G5PsWobwlrJly6fnOr1Zrc9L8tMz9HyjXHrpP+/j2O+fpeeJ9ZRT7jlL3y7bs3tpyJqmHT926fWOmHa0rXkcAGDJCdLMqZ5yyn1S6x9OHX4uRx/9O/ttslJePHMR9bP7PPT4+H8m+dFMXen1XriXayeSfH/qsC/JXfehlLtP+/rKWc8CAA56gjSzqgMDq9PrvTvJ4UluTK/3gjI6umM/zXX3JI+apfufFmma2ca59Q4ht7b7td6ltO+2cctrv9A8DgCw5ARpZlfK7yZ58NTRq8qll351P872tEyuxZ7J4gTpUmYb5x71pJPuPee1tb5v2tcb66ZNC/7eqQMDP5VaT7m5odebed02ALAsCNLMqJ588mNS66umDj+c8fGR/Tzlk2ft6e//4qLMUOvs40zf3m7m/vHsXhpy/3zpSy9qmP/1SY6dOvpi7n//fV6yAgAsHUGaW6nPetZRKeVPM/nfx9WZmDitJHW/zTd5d/fRs3RvzcUXXzVL30J9Y9aeTme2ZSVJkjI+/uPU+ubdDeWcqbcdzksdGDglpUzfMvDXy6ZNvfleDwAcfPqXuoC9qWvXPim1njfP068q4+O/POtYz3nOXTIx8fGFTF/Gx39uAeevDP3952X3A3WD5bLLFivIzuwrX7lXkqNm6f3eooX4Tueq9GbJrrU+fK/XX331H+cOd3hKksclOSLJX9W1a59fxsZm2xFk8h8JX/7yy5L8QXYvXTmnjI9/bIHVAwAHmYM+SKfWz6eU16fXu09KeXqSB8xx9qo5x9q69SdZvfqS1HrnJHdO8vBMBqJZZ19wvctcXbv2+al18uG7Ui4qY2P7tn/zfPR6D56j93uLNs+NN16Vww6brfeudWDgmDI+fs1sJ5SPf3xnPfHEU9Lf/9dJ7p/kdqn1ffX/t3e3MZZXhR3Hf+fuUwEfWBB86oMNAaG+sdQ2Na3pC21aWyFI9+7CEtrUtqhtjGAUrfFhakiUWI0m1iqGxFBZ2Lm7QgC7bZUUUlEbATVkabEtplYLCDpYEHZ3du7pi5nFZffe2dkzd2e4M59Pssne+79zzpndffGdu+f+T7d7U5K/zcaNtx74MGY977wTs37967J792VJzj5omJvy8MOXjeg7AgCW0TM+pEuv93CSzyVJnZh4b+6992Op9S1NY91446NJ3n3gce12n5XkI0kuGcVax1294IKXZGbmE3MP78+ePW9dkolLOSN16M8sI3s3vNx88xO12/1xkucOfEGnc0aSr807xg03/LCee+5vZMOG6zL7AckkOTfJuZma2l+73QeTbEhyyiHfU01yZZL3lNtuO/S4cgBgDI3VHukyMdHPY4+9I4PvB3z04/V6j+dlL3tzkm+PYrxxVrvdNZmZuSazkTmTUv7wWJxeOFC/P/xAlFJGva1k+Dvc/f7pCxmg3HTTY+n1zkkpm5Lcd9CltZn9n45TDnquJtmVTucVpdf7y7l7UgMAK8Az/h3pQ5Vdu/bWbvcbSV4zkvEmJvp18+YvpdYjnW63stV6eUp51dzvryy93h1LNncpw4/K7vdHHfPDj/cu5UULHaQkNZOTO5PsnPvQ4e+nlNNS6/OT7E0p30vyzXQ6XyjXX+/gFQBYgcYupJMktX4/Zdgthxv0+w+0jFe73V9K8uXRLWSEav1w2bHjg0d+YTIXggdOLLwrJ500cczWNdigY8FnlTLqY7SHj1fr8HXMo/R6d+XgA1sAgFVhPEO6lEdHOl6ns2eePbrzWZNk40jXMiqlDP1U3cHqOeccn+TazH5Q84l0Osfs9MJ5nDT0ylKGdCnPG/FcAMAKNlZ7pJ9Syqq7m8Yxs2HDR5K8NElSyuVl+/Z/W4ZVDI/+fn/pQrrfX9APHwAAybiGNCNRN216XUp549zDf8jk5ELv1z1q64deGf070nvmmUtIAwALJqRXqXrhhc9PKVdn9pCQRzIz84ZjeXrhkZYzz7V9I52plPnGG8+tTgDAshAOi3Nf+v3TlnsRA23YMDXsUk1K9u+/Ogc+5FfKm4756YXz25vkhIFXSpn/kJ2jVevwd79HHe0AwIompBeh9Hr7kty/3Os4aps2vTk/PUzks2X2Nm7Lab47aWwY8VzzjTfqbSQAwApma8cqU7dsOSulfHju4Xeyfv3SnF44v6Hvnh+DkB6+D7qUpTmABgBYEYT0KlIvuWRd+v3PJjk+ST/JH5drrx1+QMnS+cHQK53O0r0jXetDI54LAFjBhPRqMjX1gSS/liQp5crS692+vAt6yvCAXdqtHQ+PeC4AYAUT0qtE7XZ/K8nlcw/vTq0Ty7icQ/3n0Cu1PnvEcz1n6JVS/nvEcwEAK5gPG64C9bzzTkxyTWZ/cNqXWt+S9etPqFu3Dr5TxkJNTw/+99PvP7tu3Tr8xMdt2x592q32SvmPoSdLlvKCRa3xcMPHq/XbI54LAFjBhPRqsG7dryb5+blH61PKHZk+pqeA3zrv+N3u8en1nnzq8czM7nSG/ufIC0e1qLnj0J875PJ0Hn/8v0Y1FwCw8tnawfI7+eRvJXlyyNWRhXSOP36+sb5Vdu1y+zsAYMGENMuuXHXVdJJvDrk8uq0dtc431tdHNg8AsCrY2rEItdt9cZL3Lfc6hvhC6fVuWu5FLFitX0oprxxw5bh6/vkvHMnJi/3+aSll8LVSblv0+ADAqiKkF+ekJJcs9yKGeDDJgZB+MsfmBMYXZPae1If6fuY7JfCEEw7/ZGGn84+p9b0DX9/pvDzJKI4wf/mQ5/dn375/GsH4AMAqIqRXgdLrfTnJaaMet3a7Nyd53WEXOp3Xl+3bj26rRK1fy2yAv3jA1Zcn2dWwxKcrZVhI315uvPHRRY8PAKwq9kjzjFB6vZkk24ZcHhbAC1aTMnScWq9Z7PgAwOojpJOkVu/MPzNcndmjy5+ulFfOhXC7LVvOTDLo3tY/TimfX9TYAMCqNJ4BWevhsTXrZ5rGK+VFQw8Emd+DKeVdTXMea7XesdxLOFql17uvdru3JDn3kEs/ly1bXpGj3S5ysFpfP3jS8skyOfl487gAwKo1riE9NeTuCyfXiy56Trn22v9b8FDd7prU+rtDr09MdMrExMBwL73ew0muXOhcLECnc0X6/XNy6DvQ/f75Wcwt6mo9f8Czj2fNmo83jwkArGrjubWjlB8MudLJ9PSh72YeaawLk5w+7Gp27z75qMZjUcr27V9PrdcOuPQHrds7arf7i0nOHnDpQ+W66x5qGRMAYDxDutP516HXan1vvfjiExYyTN2y5ddT6yczaF/uT+d60VGvj8VZu/adSX54yLOnp9v9vcYR35rDI/zfk3y0cTwAgDEN6bPOuiez90ke5Izs2bOtdrvHDfvy2u2ur5s3vz39/q1Jjkutbxw6V61bF7dYjla5/vr/TSmD/k4+ULvdNUczVr3ggpfk8Ht9702/v7X0esOOJQcAOKKx3CNdJib6tdv9RJIrhrzk3CTfrN3uFUm+mI0bf5ipqZ9NrWcm+e0kF6XWU5PMJLkopXwxyWcGjlTrO2q3e3JKuSW1PpSZmf8pn//890b/XXGwMjm5s27efEVqfc9BT5+dUi5L8tf7aiEoAAAGhUlEQVQLGaNOTHSye/enkhz8Q1VNKX9adu78xijXCwCsPuP5jnSSTE//TZLvzvOKM5Jck+SBTE3tS3J/Svn7uRA7NcmTKWVT6fW2H2GmkuRPUusNSb6SNWvcc3ipTE6+L7V+6mnP1frBumnT4YfADLJ794eT/M7BX51a31YmJz83ukUCAKvV2Ib03El0FyTZ0/DljyR5dZmcvHGBr/9uav1Uaj0ne/YsLOJYtJLUsmPHm1PKX+Wn+9jXppSdtdt9a52YGPjvt5533om1270mydsOenpPar247NjxsWO9bgBgdRjLrR0HlF7vq3XTplenlBsy+y7zQtya5M9Kr/edI7xud0rZllpvLr3ePYtbKYtRJicn6qZN/5JSrk7yC0nWJ/lYdu/+i7p587bUendq/UlKeV5qfVVKuSjJiQcNcWeSPyo7dty7HOsHAFamsQ7pJCk7dnylbt16Zvbte2dKeUOSUwa8bCbJl1PKRzI5eUtJhp2+8lBKuS6l/F3Zvv3uY7fqFeOOlDLoA3s/GvVEZceOW+trX/vSPOtZb0ry55ndunN6an3/7Avmbsrx9PuLfzXJR9Pr7Zzn7xwAoMnYh3SSlG3bppK8q05MvDv33HN2Op0zUuupKeWxlPJAav1a6fWGx93GjY/lRz96TR555PZy2237l27l4630eh9a0vl27dqb5ONJPl673V9J8pup9ZdTyvOSbEjyk9T6QEq5M/3+P5edO+9fyvUBAKvLigjpA+ZOILxz7tfCv+6qq6Yzu+WDMVF6vbuS3LXc6wAAVq+x/bAhAAAsJyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAg7W11tw1NbXkE+/r95d8TgAAGJW16zqdeuG995alnrgm6ZSipgEAGEtr9yX73/7+969b6on379+fSy+9dO9SzwsAAKNgjzQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADQQ0gAA0EBIAwBAAyENAAANhDQAADRYu5yTT09PH7du3bonlnMNAACMp+np6eOWc/5lC+m1a9fm05/+dJIs6x8AAAC0sLUDAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAaCGkAAGggpAEAoIGQBgCABkIaAAAalCT9devW7V3uhQAAwLiYnp7e8P/WLb5Rd6oJkwAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "570d7e1f",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:g927.png\" align=\"left\" width=\"200\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3168a06c",
   "metadata": {},
   "source": [
    "### Laplace equation\n",
    "\n",
    "Assuming that the room is isolated, it can be shown that the temperature in the room can be described using the [Laplace equation](https://en.wikipedia.org/wiki/Laplace%27s_equation)\n",
    "\n",
    "\n",
    "$$\\dfrac{\\partial^2 u(x,y)}{\\partial x^2} + \\dfrac{\\partial^2 u(x,y)}{\\partial y^2} = 0.$$\n"
   ]
  },
  {
   "attachments": {
    "laplace.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1b32658b",
   "metadata": {},
   "source": [
    " Pierre-Simon, marquis de Laplace (1749-1827)\n",
    " \n",
    " *Picture from wikipedia*\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:laplace.jpg\" align=\"left\" width=\"200\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3602f79",
   "metadata": {},
   "source": [
    "### Boundary value problem (BVP)\n",
    "\n",
    "$\\dfrac{\\partial^2 u}{\\partial x^2} + \\dfrac{\\partial^2 u}{\\partial y^2} = 0 \\text{ in the room}$\n",
    "\n",
    "$u = 5 \\text{ on the window}$\n",
    "\n",
    "$u = 40 \\text{ on the heater}$\n",
    "\n",
    "$u = 20 \\text{ on the walls}$\n"
   ]
  },
  {
   "attachments": {
    "g1775.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b3e74d18",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:g1775.png\" align=\"left\" width=\"200\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60e01813",
   "metadata": {},
   "source": [
    "### Numerical methods for PDEs\n",
    "\n",
    "There are several methods for solving PDEs: \n",
    "\n",
    "- Finite difference method (FDM)\n",
    "- Finite element method (FEM)\n",
    "- Finite volume method (FVM)\n",
    "- Boundary element method (BEM)\n",
    "- Meshfree methods\n",
    "\n",
    "All of them follow the same main idea: to transform a PDE into a system of linear equations. The problem is first discretized into a computational mesh. The solution to the PDE at any point of the mesh is then given by the solution for vector x. \n"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "b3ba6f5b",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:g3373.png\" align=\"left\" width=\"400\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e17d1c5f",
   "metadata": {},
   "source": [
    "### Finite Difference method\n",
    "\n",
    "To solve the temperature distribution in the room, we choose the Finite Difference method. The advantage of this method is that it is easy to implement and computationally efficient. On the other hand, it is not suitable for more complex geometries. "
   ]
  },
  {
   "attachments": {
    "g2421.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "bb9b5d52",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:g2421.png\" align=\"left\" width=\"200\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54a8f290",
   "metadata": {},
   "source": [
    "With the finite difference method, we first model the room as a grid, which can be stored using an array. Each entry of the matrix `u[i,j]` represents the temperature in the room at point $(i,j)$. The goal is now to compute the temperature at each grid point. \n",
    "\n",
    "Let's set up the grid matrix for our problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "344420b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "] add Plots IterativeSolvers Preconditioners Printf SparseArrays LinearAlgebra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b3b69c74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8×8 Matrix{Float64}:\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0\n",
       " 0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 8\n",
    "u = zeros(N,N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c7af2b38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fill_boundary! (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function fill_boundary!(u)\n",
    "    u_window = 5.0\n",
    "    u_heater = 40.0\n",
    "    u_wall = 20.0\n",
    "    window_span = (0.6,0.9)\n",
    "    heater_span = (0.2,0.4)\n",
    "    nx,ny = size(u)\n",
    "    hx,hy = 1 ./ (nx-1,ny-1)\n",
    "    for j in 1:ny\n",
    "        y = hy*(j-1)\n",
    "        for i in 1:nx\n",
    "            x = hx*(i-1)\n",
    "            if j==ny && (window_span[1]<=x && x<=window_span[2])\n",
    "                u[i,j] = u_window\n",
    "            elseif i==1 && (heater_span[1]<=y && y<=heater_span[2])\n",
    "                u[i,j] = u_heater\n",
    "            elseif (j==1||j==ny) || (i==1||i==ny)\n",
    "                u[i,j] = u_wall\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    u\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "76888875",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8×8 Matrix{Float64}:\n",
       " 20.0  20.0  40.0  20.0  20.0  20.0  20.0  20.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0  20.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0  20.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0  20.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0  20.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0   5.0\n",
       " 20.0   0.0   0.0   0.0   0.0   0.0   0.0   5.0\n",
       " 20.0  20.0  20.0  20.0  20.0  20.0  20.0  20.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fill_boundary!(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53231e30",
   "metadata": {},
   "source": [
    "### Data Visualization\n",
    "\n",
    "To illustrate the solution, we also write a visualization function that plots the temperature of the room as a heatmap. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e29f8eaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b75d45cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "visualize (generic function with 1 method)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function visualize(u;title=\"Temperature distribution\")\n",
    "    xlabel=\"x-coordinate\"\n",
    "    ylabel=\"y-coordinate\"\n",
    "    aspectratio = :equal\n",
    "    plt = plot(;size= 1.5 .*(350,300),title,xlabel,ylabel,aspectratio,fontsize=100)\n",
    "    nx,ny = size(u)\n",
    "    hx,hy = (1,1) ./ (nx-1,ny-1)\n",
    "    x = hx .* ((1:nx) .- 1)\n",
    "    y = hy .* ((1:ny) .- 1)\n",
    "    heatmap!(x,y,transpose(u),color=:thermal)\n",
    "    plt\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b5a0362c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualize(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f7a0f7f",
   "metadata": {},
   "source": [
    "### How to find the temperature at the interior points?\n",
    "\n",
    "To set up a system of linear equations, we have to find one equation for each unknown value in the grid. The Laplace equation can be approximated by the following linear equation:\n",
    "\n",
    "$$\\dfrac{\\partial^2 u}{\\partial x^2} + \\dfrac{\\partial^2 u}{\\partial y^2} = 0 $$\n",
    "\n",
    "$$\\downarrow$$\n",
    "\n",
    "$$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0.$$\n",
    "\n",
    "This approximation computes the value at point $(i,j)$ by combining the values of its neighbors. \n"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "6fa66416",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:g2632.png\" align=\"left\" width=\"200\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a380c04",
   "metadata": {},
   "source": [
    "### System of linear equations\n",
    " \n",
    "We can now obtain this kind of equation for every unknown point in the grid (= all the interior points). All these equations can be arranged in array form\n",
    " \n",
    "$$Ax=b.$$\n",
    "\n",
    "Next we create the matrix $A$: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ec0622d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "generate_system_sparse (generic function with 1 method)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using SparseArrays\n",
    "function generate_system_sparse(u)\n",
    "    nx,ny = size(u)\n",
    "    stencil = [(-1,0),(1,0),(0,-1),(0,1)]\n",
    "    nnz_bound = 5*nx*ny\n",
    "    nrows = (nx-2)*(ny-2)\n",
    "    ncols = nrows\n",
    "    b = zeros(nrows)\n",
    "    I = zeros(Int,nnz_bound)\n",
    "    J = zeros(Int,nnz_bound)\n",
    "    V = zeros(nnz_bound)\n",
    "    inz = 0\n",
    "    for j in 2:(ny-1)\n",
    "        for i in 2:(nx-1)\n",
    "            row = i-1 + (ny-2)*(j-2)\n",
    "            inz += 1\n",
    "            I[inz] = row\n",
    "            J[inz] = row\n",
    "            V[inz] = 4.0\n",
    "            for (di,dj) in stencil\n",
    "                on_boundary = i+di in (1,nx) || j+dj in (1,ny)\n",
    "                if on_boundary\n",
    "                    b[row] += u[i+di,j+dj]\n",
    "                    continue\n",
    "                end\n",
    "                col = i+di-1 + (ny-2)*(j+dj-2)\n",
    "                inz += 1\n",
    "                I[inz] = row\n",
    "                J[inz] = col\n",
    "                V[inz] = -1.0\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    A = sparse(view(I,1:inz),view(J,1:inz),view(V,1:inz),nrows,ncols)\n",
    "    A,b\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5cc7201",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9×9 SparseMatrixCSC{Float64, Int64} with 33 stored entries:\n",
       "  4.0  -1.0    ⋅   -1.0    ⋅     ⋅     ⋅     ⋅     ⋅ \n",
       " -1.0   4.0  -1.0    ⋅   -1.0    ⋅     ⋅     ⋅     ⋅ \n",
       "   ⋅   -1.0   4.0    ⋅     ⋅   -1.0    ⋅     ⋅     ⋅ \n",
       " -1.0    ⋅     ⋅    4.0  -1.0    ⋅   -1.0    ⋅     ⋅ \n",
       "   ⋅   -1.0    ⋅   -1.0   4.0  -1.0    ⋅   -1.0    ⋅ \n",
       "   ⋅     ⋅   -1.0    ⋅   -1.0   4.0    ⋅     ⋅   -1.0\n",
       "   ⋅     ⋅     ⋅   -1.0    ⋅     ⋅    4.0  -1.0    ⋅ \n",
       "   ⋅     ⋅     ⋅     ⋅   -1.0    ⋅   -1.0   4.0  -1.0\n",
       "   ⋅     ⋅     ⋅     ⋅     ⋅   -1.0    ⋅   -1.0   4.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 5\n",
    "u = zeros(N,N)\n",
    "A, b = generate_system_sparse(u)\n",
    "A"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f4c98fd",
   "metadata": {},
   "source": [
    "We created the matrix $A$ of the system of linear equations $Ax=b$ for a grid size $N=5$. For a grid of this size, we need 9 linear equations since there are 9 interior points. Note that we are using two types of numeration: one that defines the coordinates in the grid, e.g. $(2,3)$. The other numeration simply enumerates the interior values row-wise (1,2,...,9). The latter numeration is used to construct the matrix $A$. \n",
    "\n",
    "For any grid size, the equations matrix will only contain up to 5 nonzero values per row. Therefore, it is useful to store it as a sparse array which only stores the nonzero values under the hood. This is essential for the implementation because a lot of memory can be saved in this way. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e521df4",
   "metadata": {},
   "source": [
    "$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$"
   ]
  },
  {
   "attachments": {
    "Screenshot%20from%202023-10-12%2010-18-37.png": {
     "image/png": 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RHR2N2v+9zs7OiIqKgpubW5PFrimWLVuGjRs38srt7Owwbtw4dO/eHUZGRrzn8/LycO7cOfz111+8DytTU1NcvnwZPXr0aLK4NcWvv/6K9957j1dubm6OUaNGoW/fvjAzM+M9X1xcjMuXL+Ps2bO8D2+BQIADBw7g9ddfb7K4NcX58+cxatQoXgJgaGiIIUOGYMiQIXJ7zVdUVCAiIgInTpxAUVER7/nvvvsOn332WZPFrSkSEhLQu3dvPH/+nFMuFArRu3dvBAUFwcnJiXecWCzG7du3ERYWJvcH1Ny5c/HHH380Wdy6jpIGDbV161YsWLCAUyYQCBAUFIQJEyYo9Evj3r172LZtG2+scVBQUJ2/vnXF5cuXMWjQIF55jx49MGfOHBgaGtZbx7Nnz7B582bk5eVxytu1a4e4uDiF6tBWycnJaN++Pe9Lv127dliwYIFC47sLCgqwefNmpKSkcMqtra3x8OFDpXu2a7LS0lK0bdsWGRkZnHJnZ2csXLhQ7pddbeXl5fj9998RGxvLKRcKhYiJiUHnzp1VGrMmYYwhMDAQN2/e5JRbWVnhvffeg7e3d711SCQS7N+/H3/99RfvuUOHDuG1115TWbz6RPTVV199pe4gCFdpaSlef/11lJSUcMqnTJmC0aNHK3xp0snJCZ06dUJkZCTn187Dhw8xYMAAeHl5qTRuTcEYw7Rp05CWlsYpHzBgAObMmaPwMEorKyv06NEDt27dQnl5uaw8Ly8PLVu21OmrDYsXL0ZMTAynzM/PD4sXL4aJiYlCdZiamqJXr164f/8+CgsLZeWVlZUQi8UICgpSacyaZN26dTh27BinrGXLlvj0008VHpNvaGiI7t27IysrC+np6bJyxhiePn2KmTNnqjRmTRISEoKffvqJU2ZpaYnly5fD1dVVoTqEQiE6d+4MqVSKpKQkznN37tzBe++9B6GQ5jdsKGoxDbRt2zbeL5RevXph2LBhDa7LxcUFb731Fq981apVjY5P050+fRqRkZGcMm9vb0ybNq3B94KtrKzwwQcf8BKNb7/9ts77rNouKSkJe/fu5ZQ5ODjgnXfegYGBQYPqMjIywvvvv8+bb2DLli3IyclROlZNVFZWhg0bNnDKjI2NsWjRIrm3c15FKBRi7ty5vMmFTp06haioKKVj1VRff/01Z1sgEGDBggWNujo1fvx43twEiYmJ2Ldvn1Ix6itKGjTQgQMHONvGxsZK3QPu2rUrOnTowCm7evUqMjMzG12nJjt48CBnWyAQ4I033mj0RE2urq68ZWPT09Nx/fr1RseoyQ4fPszryDhp0qQGf+G9ZG1tzZscp7KykvdLXFecOXOG1xdhxIgRjb4dY2hoiGnTpvHKm2s1xOYWHx+P+Ph4TllgYCDatm3bqPoEAgGmTZvGS3h1tf2aWsN+NpAml52djYiICE5Zz549YWVlpVS9w4cP5/whSqVS7NmzB2+++aZS9Wqa6upqXufRdu3awcPDQ6l6hw8fjosXL3LK9u7d2+gPMk1W+8PU1tYWAQEBStXZv39/hIaGoqKiQlYWEhKiEzPt1bZ//37OtkgkwpAhQ5Sq08fHB66urnj27Jms7NChQ/jnP/+pVL2aaM+ePbyyxlxlrcnBwQFdunRBdHS0rOzcuXMoKytrdDKsryhp0DB3797lXfbu0qWL0vW2a9cOJiYmnA/tjz76CB999JHSdWs6VbSfvb093NzcOMMxt2zZgi1btihdt6br3Lmz0kP8DAwM4Ofnx/nQPnPmDJydnZUNT+O1bdtWJV9MnTt35iQNjx490ov2s7W1Vclor9pJQ1lZGRITE2m6/Qai2xMapmaHp5dUsa67gYGBXnzAyKOK9gPQZIvWaDpqP+Woqv1UVY+2cXFxUcm8FPLef7U7S5P6UdKgYeSNK1bVojXK3uLQVtR+ylFV+1lbW6ukHm1D7z/lNOX7LysrSyV16xNKGjSMvD+QmrcUlFFz2KA+UVX7qaoebUPvP+XUNTthQ+lr+zXl+09fEzFlUNKgYeRdQsvPz1dJ3aqqR9uo6rxrT/KkL+j9pxxVvW/0tf2a8v2nr7fMlEEdITVM69ateWX37t2Du7u7UvVmZmbyPryGDRumdK9uTVNVVYVvvvmG05n03r17Sk/EVFVVxZsgpmvXrpg6dapS9WqiDRs2cD5g7927h7Fjxypd77179zjbrq6u+OCDD5SuV9MEBwfjwYMHsu2EhARIpVKlJxKqPQzRxMQEX3zxhc6tQ3H8+HFcu3ZNtp2amori4mKlb1PUXsNHIBDo7AR3TYmSBg3j5+cHDw8PPH36VFYWGRmJkSNHKvWhU/OP8KW1a9cqPZROE/399984d+6cbPvOnTtKD626efMmxGIxp+zjjz/GjBkzGl2npkpPT+csUvXkyRNkZGSgZcuWja7z0aNHvP46b7/9tk6uoWBhYYElS5bItouLixEXF6fUtM8FBQW8pGHixIlYsWJFo+vUVP7+/pzZQqVSKSIiIjB8+PBG1ykWi3lTUnft2pWuNDQC3Z7QQBMmTOBsZ2RkyP3SV1RBQQHCw8M5ZW5ubvD39290nZps4sSJnO2ysjKl1tqoqqrizf1gaGiI0aNHN7pOTVb7/ccYw5EjRxpdH2NM7kQ6tV9HV8hbG+bIkSN1rvypiLCwMN7CV7rafoMHD+b1NTh16hRvDZ2GuHDhAmcqc0B326+pUdKggT744APe7GUhISGcMdqKEovF2Lp1K+9X8qJFi3TusuZLM2bMgL29Pafs3LlzuHv3boPrYoxh165dKCgo4JTPnj1b4TUEtM3gwYPRsWNHTtmdO3d4k1sp6tixY3j06BGnrH///jo7Pt7d3R3jx4/nlKWnp/MmfVJUdHQ0b/ZRFxcX3mvoCiMjI95ifaWlpfjtt98alXg9fvyYN/uoqakp5s2bp1Sc+ooWrNJADg4OSEtL40xEUl1djbt376J9+/YKD12rqKjA1q1bkZiYyCl3c3PDrl27dHaVRhMTExgYGODs2bOc8tjYWLi5uSm0wiDwos337dvHu8pjamqKQ4cO6WzPa6FQCDc3N97c/PHx8bCyslJ4dk3GGM6cOcP7wBYIBNi3b59OL8/epUsX/Prrr5wvueTkZIjFYrRv317hhP3GjRsIDg7mTfi2adMmnV4wrXv37ti6dStn5EROTg6ys7PRqVMnhaeET0pKwpYtW3gjMD7++GNa5bKRKGnQUD169MDevXs5K11WVFQgIiICBgYGcHd3f+UfTlxcHH755Rc8efKEUy4QCBAcHMxbwEXX+Pv74/jx45z1NSQSCW7evInKykp4enq+MmlKTk7Gtm3bcPv2bd5zq1evxqhRo5okbk3h4+ODmJgYTsLJGENsbCxyc3Ph6ekJU1PTOo/Pzs7Gzp07cenSJd5zb7/9NhYuXNgUYWsMR0dHlJSU8BLOR48e4dGjR3B3d39lx77i4mIcPHgQoaGhvIRh4MCB2Lhxo85eKQReJOb29va8hDM9PR2xsbFo2bIl72piTZWVlTh16hR2797NSxjatGmDXbt2wdjYuEli13UCxhhTdxBEvsjISAwaNEjuOGVra2t069YN7du3h42NDYyNjZGfn4+UlBTExMQgJSVFbp1ffvkl9CVPTElJQY8ePeROmGVmZoYuXbrAz88PdnZ2MDU1RVFREdLS0nDnzh08ePAA8v40pk+fjj179uj0B/ZLxcXF6N27N2/UA/CiT0enTp3QsWNHODk5wdzcHKWlpcjIyEBsbCzu3bsndxXQPn36IDw8XC8+sKurqzF27FicPn2a95xQKISvry86d+6Mli1bwtLSEmVlZcjNzUVcXBzu3r0rd34HT09PREVFwdHRsTlOQe0WLlyIzZs3y33O29sbXbt2haurK2xsbFBRUYH8/Hzcv38fMTExnB9cL1lZWSEiIgK+vr5NHbruYkSjHTlyhJmZmTEASv97//33mVQqVfcpNavIyEjm5OSkkvYbPXo0KysrU/cpNasnT54wHx8flbSfv78/y8zMVPcpNauCggLWv39/lbSfu7s7u3fvnrpPqVlVVVWxadOmqaT9bGxs2IULF9R9SlqPkgYtcPv2bebh4dHoPxYDAwO2du1adZ+G2qSmprKAgAClPnCWLFnCJBKJuk9FLYqKiti4ceOUar8pU6aw0tJSdZ+KWojFYrZw4UKl2q9Pnz4sIyND3aeiFlKplK1du5YJhcJGt1+bNm1YfHy8uk9FJ1DSoCUKCgrY8uXLmampaYP+WMaOHcvi4uLUHb7aVVRUsP/85z/Mzs6uQe3Xs2dPdvnyZXWHr3bV1dVsx44dzN3dvUHt5+Pjww4dOqR3V7jkOXnyJOvcuXOD2s/Z2Zn98ssvTCwWqzt8tYuKimKDBw9uUPtZWVmxb775hpWUlKg7fJ1BfRq0TFpaGnbv3o2jR48iIiJC7n13T09PTJgwAdOmTUOvXr3UEKXmKiwsxN69exEaGorw8HC5990dHBwwYcIETJ48GSNHjtSL/guKqqioQEhICEJDQ3Hy5Em5993Nzc0xduxYTJo0Ca+99prOjtJpDKlUirCwMBw+fBhhYWF4/vw5bx9DQ0OMGDECEydOxPTp02Fubq6GSDXXpUuXEBISgrCwMLmrVAoEAgwcOBATJkzAzJkz9ab/R7NRc9JClDBz5kxeZm1hYaHusLTGN998I/fXybNnz9QdmlYICQmR237nz59Xd2ha4e7du3Lb7+eff1Z3aFqhqqqqzluJpOnQ5E5azMjIiFdGv4oVV9cvYGXXCNAXtScgq6+ccNU1ZJquzCimrs86ar+mRZ+OhBBCCFEIJQ2EEEIIUQglDYQQQghRCCUNhBBCCFEIJQ2EEEIIUQglDYQQQghRCCUNhBBCCFEIJQ2EEEIIUQglDYQQQghRCCUNhBBCCFEIJQ2EEEIIUQglDYQQQghRCCUNhBBCCFEIJQ2EEEIIUQglDYQQQghRCCUNhBCNUykpRzWrVncYhJBaDNQdACFEv0mZFNEp4bj17BISs2KQX5YFcXUlAMDC2Bpe9h3QsWVvDGw7EZbGtmqOlhD9RkkDIURtop6ew56bG5Bbkg4jkTE6u/TDgDbjYWJghucV+UjMuoW49AjEpl/Hwdv/xYRO72J853cgEojUHToheomSBkJIs2NMij8iV+NCYggAoLv7EMzrtRLWpva8fR/nxuG/V5Yjs+gpDt7+GUk5t7F08I8wFBk1d9haR1xdhcLyHBRXFMDSxBa2Zk4wEBqqOyyixShpIIQ0u9031ssSBn+3wfjHoO8hEMjvYtXaoSO+CPoDnx97A4XlObiTdhU7Ir/DO32+asaItUdVdSX+ehiKiOQzuJ8VDcaksucEEKCtUxf0az0Ovb1Gw8zIQo2REm1ESQMhpFklZN3EmYQ9AAChQIi5PVfUmTC8ZGPqiCndFuG3a18CAC4lHcYQnylobe/X5PFqk1upF7Ezai1yStJhamiBMX5z4GXvB2MDE2QWPcXVx8fxIPs2HmTfxuE7v+Dt3l/A322wusMmWoSSBkJIszp69zcwMABAG8fOsDd3Vui4Xp4jsT3iG1RLJWBguPoojJKGGo7Hbcef0T+AgcHVpg0+G7EVNqaOnH1GdZiN84n7sSPyOxSW5+A/4UswtuM8TA9YqqaoibahIZeEkGZTUvkc9zIiZNv25i0VPtbE0BxOlq6y7ce591QamzY7eW8H9kV/DwYGEwMzfDJsCy9heGmYzxt4s8cnsu3jcdtxIObn5gqVaDm60kCIAn65+jlupV5SWX1rxh9s0BemrsgueQZpjXvsFeKyBh1vavi/e/BFFfkqi0ubPcy9iz9v/SDbHu03u96rNyPaT0dE8hk8yI4BAITe/RXeDh3h7zaoKUMlOoCSBkLqUVxZgIjk0xBXV6mkPktjW9iYOamkLm1TUlnI2X6cFwfGpPX2aXipuEaiYEqd+MDAsO3aV6iWSgC86Og4sM2keo8TCIQY4zdHljQAQHDkanRw7gETQ/Mmi5doP7o9QUg9LiUdUVnCAADdPYbq7TwDJgbcL6Tn5Xm4kXJBoWOLKwuQetAvBgAAIABJREFUV5op2/a081VpbNrozrOrSC1Ikm23smkNB4tWCh3bzW0QrEzsZNt5pZk4nbBb5TES3aJTScP9+/cRHByMS5cugTGm7nCIDmBguPjgIK/c2MAU5kZWCv0zM7LkHNvDfWhzha9xXGxaQ1jrqsLemxtQLi6p99iop+c5tzb6th6j8vi0zfnE/ZxtL/sOCh8rEojQvkV3Tln4g0OcNiakNp25PbFhwwYsX74c1dUv5qsfOnQojh8/DhMTEzVHRrTZvYxIZBWnQiAQYlSHWRjUZhIcLVxgZKD4+yox6xa+Pj0HAGBmZAm/lj2bKlyNZ25kBb+WvRCbfk1WllOSjk2XP8ayIZsgEsr/SKqUlCMsdptsO8BtMDo4BzZ5vJqsWipBQuYNTpm1CX9yrFdp38IfUU/PyrbzSjNwN+1vdHXtr5IYie7RiSsNDx484CQMAHDhwgVs3LhRjVERXXAhMQRCgRDv9lmFmd0/gouNd4MSBgCIfHpG9jjAbbDez8g3tdti3u2ZO2lXsfHiElRKynn7MybFtutfIbckHQDgbueD+X2/aZZYNdnjvHuokHA7klqZNGxtDhcbb15ZXMZ1peIiuk0nkoaoqChOwvDS1atX1RAN0RWF5bmITr2ISV3ew8A2ExtVB2NSRD09L9vu4TFMVeFprdYOHTG752e88tvPrmDliRl4VvhQViaRivHzX5/i2uOTAIBOrXrj8xG/w8LYutni1VQvk6iaTGvdCquPg5wRPEk5dxodE9F9OpE0uLm5yS13d3dv5kiILolIPg0Pu/aY0Hl+o+t4kHMbBWXZAAATAzN0atVHVeFptWE+byCowyxe+bPCh/ji+DRcSAxBXmkmvjvzDiKST8PU0AKzAj/FJ8N+oYTh/xVVFPDKxJKKBtUhb2jm0/z7tCw5qZNO9Gno378/Bg8ejIsXL8rKLC0t8dFHH6kxKqLtRrSfgX6txyo10iEq+ZzscVfXATASGasiNJ0ws/tHEEsqcOHBAU55VXUltkd8A0OREcTVVejlGYQ3e3wMWz0dplqXqmp+glAmLm1QHYYiY4iEBrIhm8CLRa5KK4safKuD6AedSBqEQiFOnjyJjRs3IiIiAh4eHli6dClat26t7tCIFhMKhLAwtmn08YxJEVmjk1mgx3BVhKUzhAIh5vVeCQtjGxyN/Y33vLi6CoYiYwR6DKeEQQ4LIyteWXZxaoPrMRKZoFzKHb1SUllISQORSyeSBgAwMTHBihUr1B0GITI1b00YiYzRxbWfmiPSTFP9l8DGzBE7o9ZyVmQEAHF1JTZd/ghP8t7CG/4fKjwJlD6Qt4x4SsGDBtdjbGDCG/JaWlXU6LiIbqO/QEKaSGTy/64ydHbpCxMDMzVGo9k87HxgWsdMhAwMx+K24z/hS1BWVf98DvqitUMnCCDglKUUPEBheU6D6pGXiBkKjZSKjeguShoIaQIMDDdrzHTYg25N1OlCYgi+O/MOKsVlmB6wtM6ZHmOeXcZXJ2fKrt7oOxtTB7Sy4d6CZUyKyBr9aBQhbyI8UyOaSprIR0kDIU0gKfu2bMpjkdAA3VwHqDkizSORivH79VXYHvENBAIBlgzaiLEd5+Gr0bsR1GEW71c0AKQ9f4xvz8yjxOH/DW03hVd24t4fCk97XiEuxfOKPE6ZAALO9NKE1ERJAyFNoOatiY4te8FcTqc1fVZVXYmN4UsQ/v9TdL/V81/o7j4EAGAoMsKsHp/go6H/haUxvzNeZtFTbLz4IaqqK5s1Zk00sM1E3hLYeaWZ2HNzg0LHh97dyutHYmfuzFlNlJCaKGkgRMUYGGcRJho1wcWYFD9dWoY7aS8mX+vuPhQD2/JXZuzq2h+rxuyBizV/FNTj3DgcuPVTk8eq6UwMzbGg3ze8qzLn7u/D3pv/qXO+hZLKQvwR8S2OxW3nPedu27ZJYiW6gZIGQlQsKfsO8kozALwYVujvNljNEWmWY3HbEfPsMoAX7TOj+7I6921h6YavRu+ROynWmYQ9yC5+1mRxaovOrfpiXu+VvIXATtwLxiehExB6dytupoQjOvUiTsbvxLpz72HRgaGISD6N17q8x6vPy96vuUInWkhnhlzWdOPGDezcuRPV1dXYvHmzusMheqbm3Ay+zj1ovHsNZVXFOHL3V9m2t0MntLCUP6PrS2ZGFlg2ZBPWnHsXiVm3ZOXVrBoXkw7hDf8PmyxebTGk3WTYmztjR+QaZBWnyMozi57iQMwmzr4ioQH6tR6Lqf5LcCnpMK8ufV6FldRPZ5KG1NRU7NmzBzt37kRCQgIAYMwYWjqXNC8Ghhu01kSdbj27jKoaUx272/kodJyhyAiLB6zHR0fGcRZpis+IUnmM2qqLSz/8e2IoIpLPIDrlIp7k3UNheS6krBqWxrZoae2Jzq36oLfXaDhatAIAzm00AGhh6a7w/wnRT1qdNCQnJ+Po0aM4cOAArl27JnfoECHN6WHOXdmtCYFAiO5uQ9QckWZJLUjibNfuxPcqtmZOGOozFSfuBcvKMoqSVRSZbjAQGqJf67Ho13psvfs+zb+P5LwETllPT+p/Q15NK5OG8vJy9OrVC3fv3lV3KIRwRCb/bxnsto5daPrjWmrPPGhm1LBe+t3dh3CShtpLQxPFhcX+ztkWCQ0wzOcNNUVDtIVWJg2GhoZYs2YNbG1tYWlpievXr2PRokWoqlJsbDIhTYE/aoJuTdRmVmsoX2llw6YrbmHJXblW3pBMUr+s4lRE1eh7AwAD2kyEvZylsgmpSSuTBgMDA4wePVq23bFjR5w/fx4hISFqjIrou0c5scgtSZdtd6cOZTwO/38v/aX0548bdLxhrVVCHWvVRxSz58Z6SGvMz2BiaI7JXT9QY0REW+jMkMuAgAB1h0D0XM1bE63t/eBo4aLGaDRTF5f+nDkFErJucpZlrk9uaTpnu4tLf5XFpi/+fnwC0akXOWWzenzSoP4lRH/pTNJgY9P4JYwJURYDQ1RKzVET1KFMHkeLVujYqrds+3l5HiJqJFv1uf3siuyxocgY/bzHqTQ+XZdTkoadUWs5ZX1bj8Ggtq+pKSKibXQmaTAw0Mo7LURH1L41QWPd6zY7cDnnNsPemxtQVFFQ73EllYU4nbBLtj3Gby7dnmiAkspC/Pv8+yipLJSV+Tr3wLt9VqkxKqJtdCZpIESdat6acLNti5bWnuoLRsO1svbCkoHrIRK+SPQLy3Px3dm3ZQt8yVNS+RzfX/wHnpe/WFwp0GM4Xqd78AorqyrBf8KXIP35E1lZ+xYBWDbkJ14/EUJehZIGQpRU+9YErTVRP3+3wfhsxG+yjpGpBUn4OHQ8/oz+Ho9z41AhKYNEKkZm0VOcjN+J5WGv4X5WNEQCESZ2no9FA/7NmzaZyJdVnIIvT87Ag+wYWVm/1mOxfPhWWpiKNBhd09dC1dXV+OuvvxAdHc17rrKyEnv37sXo0aOpn0cdGGOIjo7G+fPn5T6/e/duzJo1C87OzgrV9yiXe2tCH5KG+/fv4+jRo3KfO3jwINzc3NC6NX+hqZp8W3THuglHcDnpCM4n7kf68yc4Frdd7iJKZkaWGNpuCkb6zoSLjbdKzkGdUlNTsW/fPrnPnTp1Cj179kSXLl2Ufp2I5NP4I+JblFQ+B/CiHWcHLkd/7/FK161Oubm5CAsLk/vc33//jWvXrqFXr14QCimxVDmmI37//XcGgPNvzJgx6g5LpfLy8tiyZcuYvb0971xr/zM0NGTjxo1jMTEx6g5bY5SVlbG1a9cyV1fXettPKBSy/v37s3PnztVb7+4b69mM4I5sRnBH9s/DuvWeq0kikbBt27YxHx+fetsPAOvcuTPbt28fk0qlCtWfX5rFopLPsbP397Gw2N/Z6fg97Oqj4ywl/wGTSqub+Oyax9GjR1lgYCATCAT1tp+Xlxf76aefWGVlZYNfJ7Ugia0+87bsfTlrZ1f227WvWH5pVhOcVfP5+++/2fDhw5lIJKq3/Vq0aMFWrlzJioqK1B22TqGkQUv8+OOPzMbGRqEP69pffrNnz2aFhYXqPgW1OnjwoELJgrx/I0eOZCkpKXLrlTIp+/DgCNmH85/RPzTzmTWPq1evsg4dOjSq/bp37673yWtiYiLr169fo9rP29ubnTlzpt7XkEglLCr5HFtz9l02M7gTmxHckb27tw8LjljNMovkv3+1RVZWFps0aVKj2s/JyYnt2LFD3aegMyhp0HAVFRVs7ty5jfpjqfmvbdu2LCEhQd2n0+ykUilbu3YtEwqFSrWfg4MDu3TpEq/+hzl3ZQnDjOCO7HHuPTWcZdPatm0bMzIyUqr9zM3N2cGDB9V9Kmpx5swZZmtrq1T7iUQitnbtWl7dVZIKdiz2d/bv8++zeXt6shnBHdnCkCFsy5UV7PqT06xKUqGGM1atO3fuME9PT6U/A+fPn8+qqqrUfTpaj/o0aDCJRIJx48bh3Llzcp8XCARwcnKCjY0NjIyMUFhYiMzMTIjFYt6+SUlJ6NevHyIiItCmTZumDl1jvP/++/j111/rfN7T0xNubm6wtrZGdnY27t+/j6Ii/tTGubm5GDlyJM6cOYOBAwfKyiOT/zcVr6NFK3ja+6r2BNRs48aNWLZsWZ3POzs7w9vbG7a2tsjPz0dSUhJycnJ4+5WWlmLKlCn4448/MGfOnKYMWaMcPXoUkydPhkQifwIrW1tb+Pj4wMHBAYWFhUhOTsazZ894+1VXV2P58uUoKirC6tWrZeVCoQGe5MXDy74D+nuPh5ttO7hYv7oviTaJiYnBgAEDUFJSIvd5Y2NjODs7w9raGhUVFSgsLER2drbcfbdu3YqCggLs378fAoFA7j6kfpQ0aLB//OMfchMGCwsLjBw5Ej169ICtLXfu/aqqKsTFxeH06dN4+vQp57m8vDyMHz8e169fh7W1dZPGrgk2bdokN2EwMzPDhx9+iDlz5sDHh7sMsFgsxqVLl7BhwwacPcudm7+yshKTJ09GVFQUvLy8AAA3ak7o5D6MM9uhtjt58iQ++eQTXrmBgQHmzZuH+fPnw9/fn/MBLJVKERkZif/+97/Yt28fpNL/TVXMGMOCBQvQtm1b9OnTp1nOQZ1iY2Mxa9YsuQnDpEmT8OGHH6Jfv34QiUS8437//Xds2bKFt57OmjVr4OfnhxkzZgAARAIRFg/c0HQnoUaZmZmYMGGC3IShbdu2GDlyJNq3bw9DQ0POc7m5uYiIiMC5c+dQUVHBee7AgQPo0KEDvvrqq6YMXacJGNON9aS3b9+Ot99+m1M2ZswYHD9+XE0RKSc0NBSTJk3ilQcEBGD27NkwMTF55fGMMVy6dAkHDhxAdXU157nZs2djx44dKo1X08TGxsLf35/3gd2nTx+EhITAxaX+KZ5DQ0MxZ84c3pWHXr164dq1a3iSdw9fnJguK/9y1C60c+qqmhNQs9zcXLRt2xaFhYWc8rZt2+Lw4cPo2LFjvXVERERg8uTJSEtL45S7uroiMTERZmZmKo1Zk0gkEnTq1An379/nlDs4OGD//v0YMqT+JdMfPnyI119/nbear6mpKRISEuDh4aHSmDXN6NGjcerUKU6ZoaEhZs2ahZ49e9Z7fHFxMbZv3474+HhOuUAgwOXLl9G/P01B3hg0HkUDSSQSLF++nFc+aNAgvPvuu/UmDMCLP4zBgwdj4cKFvF8yu3fvxu3bt1UWryZavnw5L2EYM2YMwsPDFUoYAGDixIm4evUqb+hqREQEDh48iMrqCozrOA/jOs7DxM7z0daxs8riV7fVq1fzEoYuXbogIiJCoYQBeJFc3bhxA97e3CGSz549ww8//KCyWDXRtm3beAlDy5YtERkZqVDCAABt2rTB33//jX79+nHKy8vLsXLlSpXFqonCw8N5CYORkRH++c9/KpQwAIClpSUWL17M258xhk8++QQ68nu52dGVBg0UHByMt956i1Pm6+uLJUuWNGrc8cWLF/Hnn39yysaPH1/nOHttd/36dd7lb19fX0RGRsLS0rLB9Z09exZBQUGcDxkfHx/el4KuSE9PR+vWrVFZWSkrc3BwQHR0NNzd3V9xpHzx8fEIDAxEaWmprMza2hopKSmwsrJSScyaRCwWw8PDAxkZGbIyQ0NDXLlyReEvvJpycnIQEBCA1NRUWZlQKMS9e/fQvn17lcSsafr27Ytr165xyt5991107969wXVJJBKsX78eycnJnPKwsDCMG0drlzQUXWnQQLW/4EUiEWbMmNHoiUoGDRrEu5R56tQpFBTUP9+/NqrdfgDwww8/NCphAIARI0bgjTfe4JQlJiYiJiamjiO02+HDhzkJAwB8+eWXjUoYAKBDhw68zpTPnz/n/ZLUFZcuXeIkDACwYMGCRiUMAODo6Ig1a9ZwyqRSKUJCQhodoyZ7+vQprl+/zinr0KFDoxIG4EUfnOnTp/M6P+7fv7/RMeozSho0TFFRES5dusQpCwgIgJOTU6PrFAgECAoK4pSJxWKcPn260XVqstpXUAICAjBixAil6vz888/rfR1dUXumPXt7e8yfP1+pOpctW8a7raYv7ScUCuXebmyI6dOn82bY1OX2q30BfNSoUUrV6enpiQ4dOnDKTp48KXekGXk1Gj2hYW7dusX7ldetWzel6/Xz84OhoSHnj2Tu3Ll47733lK5bkzDGUFxczCl77TXll/3t2LEj2rZti6SkJFnZ6tWr8f333ytdt6ap3X5jxoyBkZGRUnVaWVlhyJAhOHnypKxs//79OHHihFL1aqKat2EAIDAwUOF+NHURCoWYMGEC5/1269YtnRwFVV5eztm2tLRUyTDxrl274t69e7LtgoIC3L9/H506dVK6bn1CSYOGqd3THIBKekm/HM9c875oVVUVb0iXLmrsZc3aAgICOEmDRCKRO6eDrlFV+3Xv3p2TNEilUmq/BggICOCV6UP7ubq6qmQNCXmfo2lpaZQ0NBDdntAwWVlZvDJVdRbTxV8limjRooVK6mnZsqVK6tE21H7KUXThs/q0atVKJfVoG1V9bsmrp3bfE1I/Sho0jLExf217Vd13q2tWOl1X+3ZPY9WeKEZfqKr9al921heqet/oa/up6vNPXj2KDF8nXJQ0aBh5vyZqj5dvLF0dLVEfebd8GkPe9L76QFXtp6p6tA21n3JU9fknrx59vXqjDOrToGHkDWtLTExU+s1dUFDAm5O9c+fO8Pf3V6peTVNVVYV9+/Zxel9fuHBB7uyaDSEWi3HlyhVOmYeHBwYPHqxUvZooJCQEZWVlsu3w8HCle/8DL/4farK1tcWECROUrlfTnD59GpmZmbLt8PBwMMaUXu+gdvuJRCK8+eabOreOwvXr15GYmCjbfvr0KSoqKpS+KiBvXpXGDiPWZzqdNGjjpaeuXbvCycmJ8wUfFRWl9JdTVFQUbxjTTz/9xFl8SVckJydzJoY5fPgwNmzYoNT74eTJk7xfKitWrFB6KKKmCg4Olj2+dOkS0tPTlUpc4+PjebOQzps3Dxs26N66CWvWrMGKFStk20+fPpU7s2NDFBYW8ua1GDVqFOf/SVccPnwYr7/+umxbIpEgOjoaffv2bXSdUqkUN27c4JS1a9dOtoYMUZxO357Qxo5/IpEIY8eO5ZQ9fvwYd+7caXSdZWVlOHPmDKfMwcFBqQ8xTVb712tGRgY2bdrU6Pqqq6vxr3/9i1MmFAp1dja52u0nFovx5ZdfKlVnzS/Rul5HV0ycOJFXJu/8G2LNmjW8kRLyXkcXjBgxgpfgnzhxQqm+DdevX+d1MtfV919T0+mkQVunqH3nnXd4lxz37t3bqHt7jDHs3LmTN3b8rbfe4q1JoStmzpwJU1NTTtlXX32FW7duNaq+zz//HHFxcZyysWPH6uxogKCgILi5uXHKtm/f3ujJhOQd6+fnp7MrXfr6+vJ+FV+5cgXr169vVH2XLl3izQdiZ2fH+TWuSywsLDB9+nROWV5eXqNncMzOzsbBgwc5ZSKRiDdVP1GMziQN8uYb0NZV4Hr37s37FVFYWIiff/65QYmDVCrFn3/+yZvu2NbWFp999plKYtVELi4u+PDDDzllZWVlmDBhAmJjYxtU18aNG7Fu3TpOmUgk4k3rq0tMTEywatUqTplUKsWsWbN499Xrc/jwYbz//vu88jVr1uhs0gqA954BgM8++6zBtxNerhRa+1f2Z599xltITZesWrWKl/hfuXJF7myRr5KTk4Off/6Z00cHeHFrzNfXVyWx6hudSRrkDQvr2lV7lyleu3YtLCwsOGWpqalYs2aNQrcqsrKy8OOPP/KmpAaAb7/9Fra2tqoKVSN9+umnvF/Lz549Q9++fbFt2zbecuG1ZWZmYtasWbw1EwBg4cKFvClpdc3s2bMRGBjIKSsuLkZQUBBWr15d7/C/4uJifPLJJ5g8eTIvoR81apTO3tp5qW/fvpgxYwanrLq6Gm+99RYWLlyI/Pz8Vx5fVVWF77//HoMGDUJeXh7nOV9fXyxatEjlMWsSNzc3fPrpp7zyEydO4Jdffqm3/RhjiIqKwpo1a3i3JRwcHHhJMVGczqxyuX79enzyySeybZFIhJycHK3+cgwNDcXrr78OqVTKe65169YIDAyEj48PbG1tYWhoiOfPn+Pp06eIiYlBdHS03C/GuXPn4o8//miO8NXu1q1b6N+/P+9XBvDig3fWrFkYOXIk3N3dYW1tjaysLMTGxuLo0aPYs2cPSkpKeMcNGDAA58+fh6GhYXOcglqlpaWhR48ecifAcXV1xaxZszB27Fi0bt0ajo6OyM7OxoMHD3D8+HHs2LEDOTk5vOPatGmDyMhI2NnZNccpqFVpaSn69esndxl6GxsbzJ49G+PGjUOHDh3g5OSE/Px8JCcn49SpU9i5cyceP37MO87W1haRkZFo27Ztc5yCWkmlUkycOBHHjh3jPWdoaIgePXqga9eucHNzg5WVFaqqqpCfn4/4+HhERUVxZr+tedy5c+d0sgN4s2E64osvvmAAZP+GDRum7pBU4vvvv2dCoZBzbo39N2LECFZRUaHuU2pWoaGhzMTERCXt16lTJ5adna3uU2pWUVFRzN7eXiXt5+LiwuLj49V9Ss3q6dOnzNvbWyXtZ2lpyS5cuKDuU2pWRUVFrFevXippPwMDAxYcHKzuU9J6Gp80VFZWsh07drC1a9e+8gNn+vTpnDfIjh07mjHKpnXixAlmZWWl1B/M/PnzWVVVlbpPRS1u3brF3NzclGq/0aNHs8LCQnWfilo8evSI+fn5KdV+3bp1YykpKeo+FbXIy8tjQ4cOVar9WrduzWJjY9V9KmpRUVHB5syZo1T72dnZsXPnzqn7VHSCRicN1dXVnD82IyMjdvz4cbn7+vv7y/Zr3749q6ysbOZom1ZiYiKbNGlSg/9YfH192dGjR9UdvtplZGSw+fPnMwMDgwa1X6tWrdjWrVtZdXW1uk9BrYqKitiKFSuYmZlZg9rP2tqafffdd6y8vFzdp6BWYrGYff/998zBwaFB7WdsbMyWLl3K8vPz1X0Kard7927m6enZoPYTCoXszTff1NuEtSlodNKQkJAg94/o7NmznP3S09OZoaGh7E2iy5fwrl27xubNm8ccHR1f+UETFBTEgoODmVgsVnfIGiUhIYEtWbKEeXh41Nl+IpGI9evXj/3www+stLRU3SFrlLS0NLZixQrWoUOHeq8srFq1iuXk5Kg7ZI1SWFjI1q1bxwIDA5lAIKiz/dq0acM++ugj9vjxY3WHrFEqKirYli1b2JAhQ175A6BVq1bsvffeYzExMeoOWedodNLw7NkzJhKJeG8Ic3NzFhoayhhjrKCggI0ZM0aWMGzbtk3NUTcPiUTCxo0bx2sbMzMz9vz5c3WHpxWWLl0q9wNHXy8DN9SWLVvktl9ISIi6Q9MKly5dktt+X3/9tbpD0wpZWVly22/WrFlMKpWqOzydpdFDLl1cXLBy5UpeeWlpKSZOnAhra2s4OjrixIkTcHV1xaFDh/D222+rIdLmJxKJ4ODgILdcWye1am51Lflsb2/fzJFop7raz8nJqZkj0U6Ojo5yy1W1FLmuq2sEjpOTk86tx6FJNDppAICVK1ciPDwcb7zxBm/egvLycgwYMAA//vgjEhISdHZaVUIIIUQTaMWCVYMHD5Yt2FRQUIDc3FxYW1vTLxpCCCGkGWlF0lCTra2tVk/YRAghhGgrjb89QQghhBDNQEkDIYQQQhRCSQMhhBBCFEJJAyGEEEIUQkkDIYQQQhRCSQMhhBBCFEJJAyGEEEIUQkkDIYQQQhRCSQMhhBBCFEJJAyGEEEIUQkkDIYQQQhRCSQMhhBBCFEJJAyGEEEIUQkkDIYQQQhSi9UlDXl6eukMghBBC9IJWJw2HDh2Cs7MzHBwcMHbsWCQmJqo7JEIIIURnaWXSUFZWhuXLl2PatGmQSCTIy8vDiRMnEBAQgNjYWHWHRwhRk0pJubpDIESnaV3SkJGRgR49emDdunWQSCSc50pLSzF//nw1RUbIq1VIyvAkLx5P8uJRVV2p7nB0zp20q9hydYW6wyBEpxmoO4CGyMjIwODBg195GyIiIgLR0dEICAhoxsgIqd/v11bh2pOTAIA14w7C3c5HzRFproTMG9hzc4PC+z8vz0N+WRaWDfmpCaPSTRKpGDkl6XCycIFIqFVfCUQNtOYdsmnTJmzatAlJSUlynzcyMkJVVRUAYO/evZQ0EI1y9fFxWcJA6nc09jc8yYtv0DGOFq3Q1XVgE0WkGyol5UjKuYPErFtIyrmN9OdP8Lw8D552vlg65EfYmDqoO0Si4bQiaVi2bBk2btzIKfP29sajR49k28OGDcPJky8+lIODg9GrVy8MGTIE9vb2zRorIbXll2VhZ+QadYehNVLyExGXHtHg40b4zoRQoHV3XJtctVSCmGeXcf3JKdxKvYSq6kqYGJiht9cojOv4Nto4doaxgan/cX9XAAAgAElEQVS6wyRaQqOThocPH2LlypXYt28fp7xv375466238M4778jK5syZI0sa8vPzMXXqVPj4+GDatGn4+OOPYW5u3qyxEwIAjEmx+cpnKK0qUncoWuPYve1gYA06xsTADAPbTGyiiLRTVXUlLiUdxol7wcgtSQcAWJnYYXr3ZejvPQ6mhhZqjpBoI41MGqqqqnDgwAEsXrwYBQUFsnJzc3OsW7cO8+bNQ2hoKOeYUaNGYdKkSThy5Iis7MGDB1i1ahUOHz6MU6dOwcXFpdnOgRAACIv7HQmZN9QdhtbILUlH5JMzEECAt3p/AQsja4WOa2XtBXMjqyaOTnvEPPsLOyJXI+f/kwWRQITh7afj9a4fwMzIUs3REW2mcUlDSEgIPvroI6SmpnLKzc3NceLECQwcWPc9yz///BMff/wxtm7dioqKCjD24tdKbGwsxo4diytXrsDCgrJr0jye5MXj0O3N8LBrj4yiZFRJKtQdksY7Gb8T1awaAW6DMbTdFHWHo3Wqqiux/frXuPIoTFZmbmSFxQM3oFOr3mqMjOgKjboBePjwYUyfPp2XMEyYMAHR0dGvTBiAF50hf/zxRzx+/Bg//fQTOnXqJHvu9u3bGDhwIM6cOdMksRNSU5WkApuvLIdQIMT7/b6DUCBSd0gar6TyOS4nvbhSOLEzDZ1uqIKybKw6NYuTMLSwdMfXY/ZSwkBURqOShnXr1kEqlcq2PT09sWnTJhw5cgQ+PooPT2vZsiUWL16Mv/76Cx06dJCV37p1C0FBQejbty8ePnyo0tgJqWn3zfVIf/4E0wP+CTfbtuoORyucu/8nKiRl6OY6EK0dOqo7HK3yvDwPa87NR3JegqzMysQWnw7fAmcrDzVGRnSNRiUNz58/lz0eNGgQkpKSsGjRIggEgkbVZ2NjgxMnTqBdu3ac8mvXrmHQoEGUOJAmcSftKsITD6Bjy14Y4TtD3eFoharqSpy9vxcAMKrDLDVHo10qJGVYc+5dpBX+bzSZsYEpPh32K1pYuqsxMqKLNCppGDNmjOzx48ePYWCgfJcLT09PREVF4YsvvoCV1f86SqWlpaF3796YOnUq7t69q/TrEAIARRUF2Pr3FzA1ssD8vt9AgMYlvPrmyqMwFFXkAwDWnpuP5WGv4bdrX+Jy0hEUlueqOTrN9tvfXyK1gDt/zdRui+Fp76umiIgu06ikoUePHrLHxsbGKqvX2toaX3/9NZKTkzF+/HhZeW5uLg4cOIDAwEBcuXJFZa9H9BMDw2/XVqKwPBdv914Je3NndYekFaRMipP3dnC2UwuScCnpMLZeW4lFB4biq5Nv4uS9HTR0tZZrT04iIvk0p6y1vR9G+M5UU0RE12lU0hAXFwcAEAgEWLlypcrrt7W1RUhICKZOncop79u3L80gSZR2PnE/bqVeQj/vcejlGaTucLTGzZQLyCx6WufzjEmRlHMHe25uwJIDw7Ezai0KyrKbMULNVC4uwa6odbzymT0+pkmuSJPRqCGXgwYNgq2tLcaOHdugjo8NYWxsjH379uGtt97CwYMH8eTJExw7dgxmZmZN8npEP6Q/f4K9N/8DO7MWmB24XN3haJWaVxnqUyEpw5mEPbjyKAyzAz9Ff+8JTRiZZjuTsEd2S+clTztftG9BP4BI09GopGHYsGEYNmxYk7+OUChEUFAQgoKCIBaLYWho2OSvSXRXtVSCX65+DnF1Fd7v/x1NMtRAo/1mI6v4GYrK85BR9BTPCpNkkxLVpayqGL9c/RfiM29gfp+vIdCzX9bi6iqcjt/DK6eOt6SpaVTSoA6UMBBlHbz9Mx7lxmJcx3no4Byo7nC0TqDHCF5ZTkk67mVE4NqTk4jPiKpzWum/Hh6FSGiIt3uv1KtOpzdSzqO4soBTJhAIEeA2CMCLfiFxGddxPzMahRW5qK4Ww9LEFo4Wrujcqg9aWns2f9BEJ+h90kCIMhKzb+F43B9wtWmD17t+oO5wdIajRSsMavsaBrV9DRnPk3EmYQ/Ckw6iWirh7XvxwUH4OHXVq1sVEU9O88rcbdvB1MgS5xP343jcH8gpSavzeHc7H0zz/we6uPRryjCJDtKva3qEqFBZVQk2X/kMIqEBFg34NwxFqhvxQ/6npbUn5vb6HGvGH4KXfQe5+/wZ/SPKxSXNHJl6VEsliM24zis3EhljRdhk/BHxLSol5XC1aQN3Ox9Ymdjx9k3JT8S/z7+P7de/hpRJec8TUhe60kBII/0R+Q1yS9IxK/BTmvWxGbhYt8aXo3bhl6uf84YZFpbn4OqjYxjefrqaoms+zwofyl3H5FFuLEb4zsTSwT/wZoFMLUjCyfgd+OvhUU75hQcHUCEpwwf91zZpzER30JUGQhoh6ulZXHt8Eh1b9sJIGhPfbAxFRlg4YB0C3AbznruVelkNETW/5Pz7cssX9FuNWT0+kTtttJttWyzo+y0WDljH6zT69+MTsjU/CKkPJQ2ENFB+WRa2XVsFMyNLzO/7tV51wNMEQoEQC/p9C2tTe055QtYNiKur1BRV80kpeMAr6+AciH6tx9Z7bB+v0ZjabQmv/M9bP6CqulIl8RHdRkkDIQ3AmBRbrqxAaVUR5vX6AvbmLdUdkl4yN7LCa13e55SJq6vwXA+mnC6qyOOVdXcfqvDxo/1m89akKKrIx9+PjikdG9F9lDQQ0gDH4v5AfGYU+rUei95eo9Qdjl7r7z0eJgbcSdlqT3aki8qqinllDhaKJ68GQkMMb/8Grzw69aJScRH9QEkDIQpKzk/Aodv/fTHrY8/P1B2O3jM2MEU7p26cslI5X6i6RlIt5pVZGts2qA55c2MkZsfQSApSLxo9QYiC9t78DyRSMezMW+DP6O8bdKy41v3iI3d/hYWxNafMt0UP9Gk9Wuk49Ym7nQ/upv8t2zY2MFFjNM3DzMiSV2bUwOG+9ubOsDd3Rl5ppqysrKoYz8tzYWvmpHSMRHdR0kCIgirF5QCAhzl38TBHueXUo56e45UJBSJKGhrIyoT7C7uhv7i1kbxpyisl5Q2ux9WmDSdpAICSyueUNJBXotsThBCtVfNyukhoACdLVzVG0zwsTWx4ZRWSsgbXY2PmyCsrF5c2KiaiP+hKAyEKau3gBxPDxq2Gmph9izMcsI1jZ14nvlbWXkrFp4+KK/63/oKXXQeIhLr/keZuy18B+Hk5f0RFfUwNLXhllsb8hISQmnT/L4wQFZnTc0Wjj110YCgKyrJl22/3Wgl3u6ZZ/l2fJOcnyB53cxugxkiaj7dDJ15ZRlFyg+sxkJNgWZhYy9mTkP+h2xOEEK1UKSlHUs4dAC9uTQxsM0nNETUPJ0tX2Jg6cMrSnz9ucD0VYu4tDSsTO1jQlQZSD0oaCCFa6a9HR2VrMAxq+5pedeDr03oMZ/t+VnSDh0uWVBZytjs496DZTUm9KGnQUmlpaUhKSuKVV1VV4ebNm2CMqSEq7ZGfn487d+78H3v3HRXF1f4B/Lt0pCMCCopgwQaiAgqo2CuCvbfXbozpMUVfS2LUVJMYY2JJLKivXbFhb2hQFFFUEBtIEZHepO3e3x+e8HOYBZbdhZldns85nMPcnbk8c4HdZ2ZukfvatWvXIJVK6zgizVJQUIDr16/LfS08PBxFRfwFleTJL87B41d3q1zGWZ7CknyE3N0MAGho0lju1MhiVlJSgmvXrsl9LTIyErm5uVUe36vCXZX84hw8SY+uUQwpFR5pdHToUaPjhSSTyfDPP/yVPgEgJiYGaWlpcl8jqqOkQYOUlZVh8+bN8Pb2RtOmTREWFsbbp7i4GF5eXnBycsInn3yCV69eCRCpeB06dAh9+/aFnZ0ddu/eLXef0aNHw87ODrNmzcKTJ0/qOEJxCwsLQ1BQEBo1aoRvv/1W7j6ff/45GjVqhLFjx+LWrVuV1nX/xXUs3NcXy05MwgcHBuG/xycgLu12tTHImAxb/lmOzMKXMNY3xQe91/LmvBCrBw8eYMqUKbCzs8Ps2bPl7vPnn3+iUaNGGDx4ME6fPi13HwfLFujkyO3DceHRAYXjKCzJR0r2/z/SsDRupBEznCYlJWHhwoVwcHBAz57y+7CcOHECjRs3Ro8ePbBz507IZDRhlTpR0qAhQkND4ebmhtmzZyMiIqLaOwmJiYn48ccf0bJlS6xatQplZWV1FKk43bp1C35+fhg5ciTOnz9fbXtkZGRgy5YtaNeuHd5//33k5+fXUaTi9PTpUwQFBaFHjx4ICQnB69dVzwuQn5+Pffv2wcvLCxMnTsSLFy94+1yPP8VZJOlp+j18FTodf/3zldypkgGgqLQAG658gfD4U7A0tsHnA/6ES8P2qp1cHcjIyMCsWbPg7u6O4OBgZGdnV7l/SUkJQkNDMXDgQPTv3x8xMTG8faZ6f8GZ1Ona0+OczrZViUq+jDLZ/88sOazDf6Cva6Dg2dS9oqIifPHFF2jdujV+++03pKamVrm/TCZDWFgYJk+eDE9PT7kXWEQ5lDSIHGMM3377LYYOHYrYWPlL4lYlNzcXixcvxpAhQ5CVlVX9AVpoz5496NGjR6W3g6tSUlKCX3/9Fb6+vnj27FktRCd+YWFh8PHxQUhISI2PZYxh9+7d8PT0xI0bNziv2Zo1lbO/DOfi9uHTw0G48OgA8otzIGVSpOUlIfTBDiw6MgL/PDsJX+chWBmwBy1t3JU+r7oSFxcHPz8/bNmyRanHXmfPnoW3tzcOHz7MKbc1c8S4Lh+Ub5dKS7Dp2jIwVH1BwcBw/N7W8u32jbuKenn3V69eYeDAgVizZk21yao8t2/fRu/evSu9M0ZqRsI09OH37t27MXHixPLt3NxcmJnxp1fVdHPmzMGmTZsqfV1XVxdmZmYwMDBATk4OiosrX97W1dUVYWFhsLGxqXQfbfPDDz/g008/rfR1HR0d2NnZwdTUFGlpacjJyal030aNGuHSpUto27ZtjeOoOORy9bD9GjHk8sCBA5gwYQJKS/nrHfzL1tYWFhYWyMrKQnp65atMGhsb4+jRo+jb982KjCXSYqy79CkiFVwoSV/XAB0deiDIbRZcbDrU7EQEEhERgX79+lXZR8HKygo2NjbIy8vDy5cvK72LqKOjg40bN2LmzJmc8j2RPyMkekv59pB2UzHR82NIJPKvCQ/d+RP7o34D8OYxx5cDNsHSmD/Rkxg8f/4c3bt3R2JiYqX7GBoawsLCAiUlJcjNza3yccTnn3+O1atX10ao9QYlDSJW2Qeerq4ufHx84OXlhdatW0NH5//fHFJTU3H79m2cP39e7huVv78/zpw5A319/VqNXQyOHDmCkSNH8t5EJBIJRowYgenTp6Nfv34wNjYufy0xMRFHjhzBr7/+KrejaatWrRAeHg5ra+saxbL71loUlvz/72NEx3mwbmBXwzOqW5GRkejRowcKC/mzDfr7+2Pu3LkYMmQILCz+vz9BRkYGjh49it9//x0RERG846ytrXH9+nW0bNmyvOz+i+u4Hn8KCZkPkfX6FfKKMqGjowcTAzPYmDSBk7UrWjRyR2fHXmhgwJ+QSKySk5Ph7e2NlJQU3mtubm5YuHAhhg0bBnt7+/Ly/Px8hIaGYsuWLQgNDeUdp6+vjzNnzsDf359THhK9BQfv/F4+gZiHYw+M9ngXzg3ble+TW5SJQ3f+wOnYN3152tl744Pea+VOSy0GBQUF6N69O6KionivWVtbo2/fvvDw8OBcBJWVleHhw4cIDw+v9DHu33//jenTp9dm6FqNkgaRunr1Kvz9/Xm3M5s3b44ZM2bAzq7qD5zi4mIcOnQIFy7wr+IWLVqk9bfqnj9/jvbt2/P6Ijg7O2PXrl3o1q1blceXlpbip59+wuLFi3m/g6CgIN6tYm1TWFiItm3b4vnz55xya2tr/PXXXwgKCqryeMYYgoODMX/+fBQUcKcmdnNzQ2RkJPT0tHduOcYYevbsyXuWbmhoiLVr12Lu3LmcZF+es2fPYsqUKbzn940aNUJsbCwvcU3KfoxdN39EdMq18uGX1g3s0MjMAa9L8pGc8xRSWRkamTbBmE7vwddliKiHWM6YMQN///03p0wikWDw4MEYMmRItRc+iYmJ2LJlC68/jaGhIW7duoX27cXfF0aMKGkQIcYY/Pz8eEOK3N3dMWfOnBrdJbh48SJvlIChoSFiY2PRvHlzdYQrStOnT8e2bds4ZZ07d0ZoaCgaNVL8VuzJkycxfPhwlJSUcMovXLiAXr16qSNUUVq1ahUWL17MKXN0dMT58+fRqlUrheuJiopCv379kJHBneZ448aNlY4e0AYHDhzA6NGjOWWmpqYIDQ2Fn5+fwvUkJSWhb9++iIuL45R//PHH+OGHH+Qek1WYhhsJZxCfGYOswjToSHRhbtQQtmaO8HDoDmeb9qJOFgDgzp076Ny5M+cuoUQiwcyZM+Hl5aVwPUVFRVi/fj2v/QICAnD06FG1xVufUNIgQiEhIbwrOUdHRyxatAiGhjVbAhd48wZWcejWtGnTsHXrVlXCFK0HDx7A3d2dc4egcePGiIiIgIODQ43r27JlC2bNmsUp69atW6XjxDVdVlYWnJ2dOf07jI2NERYWhs6dO9e4vgsXLmDAgAGcEStNmjTB06dPlfp7FjuZTIZ27drh4cOH5WUSiQQHDhzAiBE1n7UyLi4OXbt25Yy4MDIywqNHj+DoqJ0LdAUEBOD48eOcslGjRmHAgAE1rqugoACrV6/mDT8PCwurUQJH3qDREyK0fft2zrZEIsGkSZOUfoMNCgqCrS13trx9+/bJfVatDXbu3Ml7pPD9998rlTAAwMyZM9GvXz9OWXh4OO/qRVuEhITwOoR++umnSiUMANC7d2/eXYWUlBScO3dO6RjF7Pr165yEAQDGjh2rVMIAAK1bt8ayZcs4ZUVFRdi3b5/SMYpZRkYGrz+Ho6Mj+vfvr1R9JiYmGD9+PK98x44dStVX31HSIDJFRUU4deoUp6xDhw5wcXFRuk49PT0MGjSIU1ZYWKi1b9pHjhzhbLdu3RoTJkxQqc6Kb9oAlBqCqAkqtp+pqSk++eQTler873//C11dXU6ZtvYLkfd3Ie/vpybeeecdXj+mir8nbRESEsJL+gMDAyGRKP9IRd57aEhICE38pATt7YmkoW7dusXrvKfsFd7bPDw8EBwczPknmTNnDpo25Y+V12RlZWW4f/8+p2zUqFHVdjqrjp+fH5o0acLpCf/NN99g7969KtUrRrdvc2dlHDBggMqP/ho3bgw/Pz9cvny5vGzHjh1ye8ZruooTMXXo0EGpYbpvMzAwQGBgIGf49eXLl+Hl5aXSh6kYVZwPxcjISC2dFjt37oynT/9/FswXL14gLi4Obdq0Ubnu+oSSBpFJTubPwf/28DRlmZiYoHHjxpz6U1NTq51ZTRuo47mlRCKBr68v9u/fX16WnZ0td1ihtlHXc9+KSUNRURG1Xw3reTtpYIzh5s2baqlbzJo1a6aWkTYtWrTglSUlJVHSUEP0eEJk5I3pfnscvCosLevnsrdNmjQRVT2ahtpPNdR+qlHX+5a8euS935KqUdIgMrV5q1FDB8qoTF3nTe0njno0DbWfamqz/bTt0U5doKRBZORdTVS3uI2i1FWPplHX1UR9vSqRt9iUkPVoGmo/1VQ1tbuq9dTXuzeqoD4NIiNvWOCTJ0+qnQGyOvn5+bz+C02aNIGTk5NK9YpNWVkZ7zn51atXERAQoFK9MpkMV69e5ZRZWVlp5fPQiIgIzpwKYWFh+Oijj1Su98qVK5xtY2NjeHh4qFyv2Ny7dw95ef+/Sqe6Vlis2H4SiQRdu3bVuqvlx48fc+ZUSEhIQGlpqcpT3z9+/JhXpq3zXNQmShpEpkuXLjA3N+esG3Hr1i34+vqqVO/t27d5w4s2btyIoUOHqlSvGLm7uyM6Orp8e//+/Vi5ciVvyF9NhIWF8ZKuJUuWqOXDVGzGjBnD6fB5+vRp5OTkqNS3Jjk5mTcZ1tSpU/HHH38oXadYLV68GKtWrSrfvn//Pu7fv6/SCICioiLeDIb+/v5yp4nXdNu3b8e0adPKt4uLi3Hv3j106tRJpXpv3brF2XZwcEDr1q1VqrM+oscTImNoaMibU+HevXt48uSJ0nWWlpbi5MmTnDJTU9Py1Qa1zfDhwznbjx8/VnkilxUrVvDKhg0bplKdYlVxNtKCggKV1ypZvnw5b+x9xd+TtpC3LsfSpUtVqnPdunVIS0vjlGlr+wUEBPBGSxw9elSlvg137txBfHw8pywoKEjr7tLUBUoaRGjq1Km8suDgYBQVFSlV36FDh3hz/48dOxZGRkZK1Sd2EydO5N1V+Oyzz5CQkKBUfRs2bMD58+c5ZX5+fjVag0GTDBs2DFZWVpyytWvX4saNG0rVd/r0ad7CQ46Ojujdu7fSMYqZl5cXb16GQ4cOKT2nx4MHD7By5UpOmZGREcaMGaN0jGJmbW2NIUOGcMqSk5N5Fz6Kys/Px549e3jlkydPVqq++o6SBhEaOnQounfvzilLSUnBxo0bUVxcXKO6zp07x5v50cjISOUZ6sSsTZs2vKVv09LSEBgYWON5KUJCQvD+++/zytesWaNKiKJmYWGBzz//nFNWVFSE4cOH8yYuqs7Nmzcxfvx43l2GFStWaOW6E8CbvgarV6/mlDHG8J///AcXL16sUV3x8fEIDAzkLXP/3nvvaXUnvm+++YaX+IeEhCA8PLxG9RQWFmLDhg28i6agoCD4+PioHGd9REmDSP3www+8W3T379/H999/r1Av/sLCQgQHB8u9uvn444/RrFkztcUqRitWrOA9g7979y68vb05EwxVpri4GF999RVGjBiB0tJSzmujR4/mJXXaZuHChbxpd1+8eAEfHx+FrphlMhk2b96Mnj17Iisri/Nap06dOM+stVFQUBDvTkphYSEGDBiAX375hdPRtDLHjx+Ht7c379Gkvb09vvjiC7XGKzYdOnTAzJkzOWWMMWzduhUHDhzgrTorT3x8PFavXs3rAGlkZKTVSX9to1UuRezXX3+Ve5Wro6MDb29veHt7w9XVlZNcJCUlISoqCufPn0dBQQHv2H79+uHkyZNqmWFN7E6cOIHAwEDeVS7w5rnptGnTMGjQIJiampaXP336FIcPH8a6det4z0CBN3cxwsPD1TbhlpjdvXsXfn5+vGnNAcDX1xezZ89GQEAAbGxsystTU1MREhKCDRs2yJ0i2sbGBjdu3ICzs3Otxi4Gqamp8Pb2RmJiIu+1Nm3a4N1330VgYCBnKvfs7GycPHkSmzdv5j0SA970eTp//rzKHaM1wevXr9GzZ0+5s15aWlqid+/e8PDwgL29fXl5aWkpHjx4gOvXryMyMpLXD0IikSA4OJjz2UFqiGmoXbt2MQDlX7m5uUKHVCveeecdznlW/JJIJMzc3JxZWVkxPT29Kvdt164dy8jIEPqU6tTPP//MJBJJle3SsGFD1rx5c2ZsbFzlfnZ2duzhw4dCn1KdOnLkCDMwMKiyXczNzZmLiwszNTWtcj8TExN28eJFoU+pTt26dYtZWlpW2S4NGjRgzs7OzMrKqsr9dHV12bZt24Q+pTqVlJTEmjdvXmW76OvrM2tra2ZmZlblfgDY0qVLhT4ljUdJgwb4+eefma6ubrX/EFV9DRo0iGVlZQl9KoLYu3cva9CggUrt17FjRxYfHy/0qQji6tWrzM7OTqX2c3R0ZBEREUKfiiAePXrE2rZtq1L7mZmZsZCQEKFPRRDp6emsV69eKrWfnp4eW7dundCnohUoadAQZ8+eZW5ubjX+Z7GysmLff/89KysrE/oUBBUVFaXUG4+RkRH79NNPWUFBgdCnIKiEhAQ2evToau/aVPzS0dFh06dPZy9fvhT6FASVlZXF5s+fz/T19Wv8Nzh06FAWFxcn9CkIqri4mC1btqzau1nyvrp27crCw8OFPgWtQUmDBpFKpWzr1q2se/fu1d55cHFxYV9++WW9exxRnePHj7NBgwYxQ0PDKtvP3t6evfPOOywhIUHokEUlPDycjR49uto3b0tLSzZp0iR29+5doUMWlYcPH7IZM2YwGxubKtvP2NiYBQYGsgsXLggdsqi8ePGCffjhh6xp06bV3lno06cP27dvH5PJZEKHrVUoadBQL1++ZP7+/nKvjOmNuno5OTls8uTJct9wjh49yqRSqdAhitrr16/ZkiVL5Lbfjz/+yEpKSoQOUdTKysrYtm3b5LbfO++8U+/vbFVHJpOx69evy22/gIAAuliqRTTkUkPZ2tryhsQBgL6+Ptzc3ASISLOYm5ujQ4cOcl/r0qULdHToX6MqRkZG6Ny5s9zXunTpovI6AdpOV1cXnp6ecl/r2LEjGjRoUMcRaRaJRFLp35+rqyusra3rOKL6g94ZCSGEEKIQShoIIYQQohBKGgghhBCiEEoaCCGEEKIQShoIIYQQohBKGgghhBCiEEoaCCGEEKIQShoIIYQQohBKGgghhBCiEEoaCCGEEKIQShoIIYQQohBKGgghhBCiEEoaCCGEEKIQShoIIYQQohBKGgghhBCiEEoaCKlDL3LicT5uv9BhEEKIUvSEDoCQ+uBVfgpCojfh0qNDaN6wHfq0Hi10SIQQUmOUNBBSi95OFqRMKnQ4osbA8Cz9PuJeRSE19zmKSgvRwMAElsa2aGPXBS0buUNHQjdHFVEmK0Xsy1t4/Ooucosy8Lq0AA0MzGFv3gzt7buiiYWz0CESDUVJAyG1ID0/BUcoWVAIA0PYk6M4dOdPvMx7Xul+lsaNMMxtBvq2HgN9XcM6jFBzFJe9xvH723DywTYUluRXul8buy6Y0OUjtGzkXofREW1ASQMhapSen4LD0ZsQ9uQorBo0go6OLqRSShoqU1iSh3WXPsXdlKvV7pv9+hV23PgWVx6H4IPea9HI1KEOItQcqbkJ+P7cAqTmJlS7b+zLW/jq5FRM6/ol+rWwz0wAACAASURBVLqOrYPoiLagpIEQNUnLS8L2G6vh6zIUU70+g4GeERIyY7H46FgwMKHDE51SaTG+Ozsfj17dqdFx8ZkxWH5iMpYP2YlGpk1qKTrN8jIvEStOTkFuURYAoJm1K5yt28LMyBr5xdl4mn4Pz7PiOMdImRR/X/8G1iZ26OToL0TYRANR0kCImtiaOeKTvus5ZU7WbdDYojlScp4JFJV4bbq2rDxhcLBwQdfmA+Fg6QJjfVPkFWUhKfsxIhMvIjnnKe/Y7Nfp+PH8u/gmYC90der321iJtBg/nl+I3KIseDj2wIQuH8HRsiVvv8ev7mLTtWVIyn5cXsaYDNuur4Z7E796345EMfRXQkgtMzW0EDoE0YlKuoKrT49DV0cPk70WoX+b8ZBAwttvXJcPEJFwBn/9sxJ5xVmc1xKzHuHsw70Y2HZiXYUtSkfubkJy9hOM7fweAt1myW1HAGjZyB3Lh+zA8hNTOInDq/xkxLy8iQ6Nu9VVyESDUVdkQmqd/Dfx+ooxGYJvfgcAmOu3EgPaTKj0g04CCbydBuDrgN2wNLbhvX7ywfZajVXs8otzcOLBNgx3n4Mgt9mVtuO/jPVNMdtvBa88Li2qtkIkWoaSBkJInbqbcg0vcuLRq9VI+LkMVeiYRqYOWNDzW175q/xkPM98qO4QNcaFRwfQzLI1RnksUPiYljbuvMcXuUWZ6g6NaClKGgghdery48Mw0DXE2E7v1ei4dvbecGviwytPfOtWe33CmAwXHx3EnO5f13j+iubWbTjbFkYN1Rka0WKUNBBC6oyMyRCd8g96tx4FC+Oaf1B1dRrAK8t+/UodoWkciUQH3wzbCwcLlxofq6drwNlubNFcTVERbUdJAyGkzsRnPEBx2WsMbf8fpY53senAK6vPvf6N9BoodVxGwYvy700NLeDh2ENdIREtV3//2wghdc7FpgM2jLuMBgamSh1vbmTNK7MytlU1rHqlRFqMJ+n3yrcneX6qdPJB6h+600AIqVPKJgzAmzUVKmresI2cPUllrseHorAkDwAwouNc9GwZJHBERJPQnQZCiMbILHzJ2bYzawo7s2YCRaN5cl5nYNfNH6Ej0cGYTgsxzG2m0CERDUNJAyFEY8RnxHC2fZyHCBSJ5sktysK3Z+dBxhg+778R7Rt3FTokooHo8QQhRGNEp1wr/15f1wD924wTMBrNEfPyJpYen4CEzFgUluTi6tNjSM9PETosooHoTgMhRCMUluTh3ovw8u3+ruNhadxIwIjELyXnGQ7e2YDw+FNgTAbgzbDXS48P4+rT4whyn4Ph7nNqPM8Dqb8oaSCEaISLjw6iVFoCALA0boQRHecLHJE4lUpLEPH8LM7H7Uds6s1KV1gtk5XiQNR6JGTG4j3/H+r10FWiOEovCSGiVyotQWjMTgBv1qOY4/eVSqMwtNnj9Lu49OgQZDIprBrYQlLNXYSbz89hxw3+FN2EyEOpJSFE9E7F7CyfkGhI+2no6NBd4IjEq62dJ9oO8Czffl2aj9iXkYh4fhbXnp5AqbSYd8zZh3vg4zIYrrad6zJUooHoTgMhRNQyC1/iSPRGAIBns76Y0OVDgSPSLMb6pujk2BNzfL/Cr6NPw9upP28fBoZj97bWfXBE41DSQAgRtS3/rEBhST5cbDpgQY811d5uJ5UzN7LG+71+wsiO83ivRadcRYmcuxCEvI3++wghonUqZieikq7AxrQJPu6zDgZ6RkKHpBVGerwDL6d+nLJSaQniMx4IFBHRFJQ0EEJEKS7tNnbe/AGWxjb4ov9GWBrbCB2S1pBAgsmen/KGWmYV1s8VQ4niKGkghIhOWl4S1l74AIZ6xljUbwPszZ2EDknr2Jg24XV8LCzNEygaoikoaSCEiErO6wysOTMXZbISfDlgM5ysaUGq2tKikRtn20CXHv+QqlHSQAgRjcKSfHx3bj6yXqfh4z6/wblhO6FD0mpWFWbUbGhiL1AkRFNQ0kAIEYWSsiL8cG4BkrIe44Nea9HGrovQIdUr+roGaGblKnQYROQoaSCECK5UWowfzr+Lx+l38UHvtUpN3pSU/RhSWVktRKe9sl+nl3/v1sSPZtkk1aKkgZBaJpNJhQ5B1GRMht+vfImY1AjM774KnRz9a1zHy7xE/HBuAWSM2romHr+6W/69nwstM06qR0kDIbUsrzibsy1vGt/6ijEZ/gj7EhEJZzDb9yv4OA+ucR1FpQVYd+kTeDn1h76uYS1EqZ2yCtPw6NUdAEBrWw90dRogcEREE1DSQEgtyix8ibT8JE5ZesGLSlcerE8YGLZeX4VrT09gWtcv0LNlUI3reJpxH6tPz0F8Rgz6tBpdC1Fqr6P3/kKZrBT6ugaY6bOMZtokCqEFqwipJblFmfgzbAkYk3HKC0vyEPpgBwa1mwIJJAJFJ7w9t37G2Yd7oCvRxYkH23HiwfYaHZ9XlI3XpfkAgLb2Xmhs0bwWohS3g3f+wLmHe2CgZwTPZn0R6DYTZoZW1R5370U4Tsfuhr6uAd7vtRaOli3rIFqiDShpIESNQqI341nGA2QVpuFZxgOUyUrl7hcc8T1O3N+O5g3booGBGZpYOCPIbXYdRyucI9GbcPTeXwAAKZMiLS+pmiOq1rf1GHWEpVHS81NwIGp9+faJ+9tw6dEhDO84F/1dx0Nf10DucTefn8f6K5/BWN8E7/RYjU6OPesqZKIFKGnQUGVlZUhLS5NbnpmZCWtrawGi0hyMMSQnJ8t97eXLl2jcuLFS9bZr7A0Xmw41Ps5Ir4FSP09IiYmJcsuTkqpOAM48/B/2Rv6qtjjMDK3g2ayv2uqrKykpKXLLq2u/fxnoGUFXR48zYqSgJBc7I75H6INgDG0/HZ0ce6KhiT3yi3PwNOMezscdQGTiBXRu2gszuv0XVg1s1XIuQpD3/gcAqampkEql0NXVreOI6gcJY0wjH67u3r0bEydOLN/Ozc2FmZmZgBHVjUuXLmHz5s04fvw4srKy5O6jp6eHnj17Yty4cfjPf/4DfX39Oo5SvKKjo7F+/XocPXq00jdtiUQCLy8vjBo1CvPnz68Xf1eKev78OdatW4fDhw/j8ePHle7Xrl07jBgxAgsXLoSdnV15+b0X4VhzZi7vkY0qhrafjomeH6utvtqUmZmJ9evX49ChQ7h9+3al+zk5OSEwMBALFy5Eq1atKt3vdOxuBEd8p9BQUz0dfXg79Uf/NuPR2raTUvEL7fXr19i0aRP27duHf/75B1Kp/NEyjRo1wrBhwzB37lx4e3vXcZTajZIGDXH//n0sWrQIJ06cqNFxLVu2xKpVqzBmTP27ffu25ORkLF68GDt27IBMpvgHlq2tLZYuXYp58+bV6yuXnJwcrFy5Er/99huKiooUPs7U1BQff/wxFi1ahAYNGiCvOAvp+S/UGpudWTPRzy9QUlKCn3/+GWvWrKk02ZdHX18fs2fPxooVK2BjI3/Brlf5KYhIOIP7qdeRXZiO3KJM6OsawszQEiaG5nCyboPWtp3gatsJDQw08z2SMYatW7di6dKlCt+JAd5cAIwePRpr1qyBi4tLLUZYjzANtWvXLgag/Cs3N1fokGrN3r17WYMGDTjnW9Ov2bNns+LiYqFPRRBXr15ldnZ2KrXfwIEDWVZWltCnIohHjx6xtm3bqtR+HTt2ZPHx8UKfiiDS09NZr169VGo/BwcHFhERIfSpCOL169ds8uTJKrWfmZkZCwkJEfpUtAIlDSL37bffMolEotI/zL9fvXv3ZoWFhUKfUp3au3cvMzAwUEv7tW3blr148ULoU6pT165dY5aWlmppP3t7exYdHS30KdWpp0+fMicnJ7W0n4mJCTt16pTQp1SnsrKymKenp1raT1dXl23cuFHoU9J49HhCxPbu3Yvx48dD3q+oVatW8Pb2hqurK6ysrKCnp4fc3FwkJCQgKioKN27cQFkZ/znnxIkTERwcDIlE+4f63bhxA/7+/nJvp7u7u2PKlCkYOHAgnJycYGpqirS0NNy/fx9HjhzBtm3bkJubyzvO19cX58+fh6Gh9k8ilJCQgK5du+Lly5e815o3b47p06dj6NChcHZ2RsOGDfHq1Ss8efIEISEh2Lp1K1684D+GcHZ2xo0bNyq91a5N8vLy4Ovri3v37vFes7GxwfTp0zFs2DC4urrC1tYWOTk5ePbsGUJDQ7F161bExcXxjrOwsMA///yDtm3b1sUpCEoqlSIgIAChoaG81wwMDNCtWzd4eHjAwcEB5ubmKC0tRWZmJmJiYnD9+nXEx8fzjtPT08OJEyfQv3//OjgD7URJg0jFxMTA09MThYWFnHJra2tMnjwZ7du3r/L49PR07N69W+4b1tq1a/HBBx+oNV6xyczMRIcOHXgfXBYWFli3bh0mTZoEHZ3KJ7NJT0/HZ599hr/++ov32rx587Bhwwa1xywmZWVl8Pb25nXWMzAwwMqVK/Hee+9VmTgVFBRgzZo1WLVqFa8PSd++fXH27NlaiVtMxowZg/3793PKJBIJPvjgAyxbtgwWFhaVHltWVoaNGzfik08+wevXrzmvtWrVCnfu3IGxsXGtxC0WixcvxqpVq3jlnp6eGDNmDCwtLSs9ljGG27dvY9euXcjLy+O8ZmVlhbt378LR0VHtMdcHlDSIVGBgII4ePcopc3Jywrvvvgtzc3OF6mCMYd++fTh37hyn3MLCAk+ePEHDhg3VFq/YfPrpp/jhhx84Zc2aNUNoaGiNrtJ+++03vPfee5y7PTo6OoiKioKbm5va4hWbTZs2Yc6cOZwyc3NzhISEwN/fX+F6jh49irFjx/Lu9hw8eBAjRoxQS6xidOnSJfTq1YtTpqenh61bt2LSpEkK13Pz5k0MHTqUN7xw9erV+Pzzz9URqijFx8ejTZs2KC7mTrkeGBiIIUOGKHynNCMjA7/++itSU1M55dOnT8fff/+ttnjrE41NGvLz8zn/SM2bN6/yylGThIWFoUePHpwyKysrfPnllwonDP9ijGHLli2IiIjglH/44Yf46aefVI5VjBITE9G6dWvOB5WpqSmuXr0Kd3f3Gte3bNkyfPXVV5yyoUOH4tixYyrHKkavX79Gy5YtOUNSdXV1ERISgiFDar6oUXBwMKZMmcIpa9OmDe7du6e1I1J8fHwQHh7OKfvll1/w3nvv1biuq1evom/fvpwPUEtLSzx58kRr52OZOnUqduzYwSnr1asXJkyYUOO60tPTsXr1auTn55eX6erqIioqCh061HxOlfpOYz9lTU1N4eLiUv6lLQkDAGzevJlXNnny5BonDMCb26Hyjt22bZvcPg/aYMeOHbwr26+//lqphAF4kzR07tyZU3bixIkaDf3SJMePH+fNYTFnzhylEgbgzd/u6NHcdSFiY2MRFhamdIxiFh0dzUsY/P39lUoYAMDPzw+ffPIJpyw7O5v36ENb5OfnY9++fZwyGxsbpYeNyztWKpVi69atyoZYr2nPJ62WkEqlOH78OKesRYsWKmXERkZGGDhwIKcsMzMTV65cUbpOMQsJCeFsOzg4YP78+UrXp6OjgxUrVnDKGGNae6ehYvsZGBhg6dKlKtW5cuVK3i3lI0eOqFSnWMk7r9WrV6tU56JFi3h9ILS1/U6ePMlL+ocNGwY9PeUnMO7atStvlldtbb/aRtNIi0xkZCTS09M5ZV5eXirX6+npif3793OezS9cuBAeHh4q1y0mJSUluH79Oqds5MiRKo92GDhwIKysrDgT86xatUorr5YPHjzI2e7duzfs7e1VqtPV1RWdO3fGrVu3ysv+/vvvSqcC1mRnzpzhbDs7O8PHx0elOs3NzTF06FDs2rWrvOzUqVOYNGmS1o2Eqvj/q6enp/L7lEQigaenJ6ef2OPHj/H06VOa9KmGKGkQGXnz+bu6uqpcr6WlJWxtbTnD5+7fv4/79++rXLfY9e7dW+U69PX10aNHD85VeGJiInbu3Kly3WKnjvb7t563k4bs7GxqvxrW83bSIJVKOdvaysnJCUZGRirX4+rqyutc/vz5c0oaaogeT4iMvPUQ1NXZycqq+iVztVHTpk3VUk99HaKlrvN2cHBQSz2ahtpPNep635JXT2Xrz5DKUdIgMiUlJbwydfUwV+WZoCZT14Jd9WFCJ3nU1X7quFrURPT3p5rafP+rOKSTVI+SBpGRtyRzTk6OWupWVz2apuIYbWXV16sSaj/VUPupRt7MrMrIzs7mldXXuzeqqJ+XniLWpEkTXll8fLzK0+4WFxfz3ryMjIxgYmKiUr1iI5PJeKsIRkRE8EaPKKPiXBf6+vpKDYMVu8zMTE6H2Zs3b6ql3ortp6Ojo5WPzHJycjjDmdXVfvLqsba21rqOkPn5+Zw7AImJiZDJZCoPq09ISOCVybtII1WjpEFkunTpAiMjI86Qo6ioKHh6eqpUb3R0NEpLSzllW7duxbhx41SqV4xatGiBp0+flm8fPHgQS5YsUanOO3fucOoEgCVLlqg8FFGMBg8ezJnv//jx4yguLlbp9nh2djYuXLjAKZswYQKCg4OVrlOs3n//ffz666/l2zdu3EBiYqJKfWtkMhlviKCXlxdu3LihdJ1i9fvvv2PBggXl2/n5+YiLi0ObNm1UqrfilOjW1tb1Yg0PdaPHEyJjamqKPn36cMpu3bql0q1Jxhhv0RdDQ0MMHjxY6TrFLCgoiLN9+/ZtledUqDgjJAAMHz5cpTrFqmL7ZWZmYv369SrV+e233/KeH2tr+1U8L8YYvvnmG5Xq3L59O28Bpoq/J20RFBTEu3tSce6amnr27BliY2M5ZQEBAfW2n5cqKGkQofHjx3O2ZTIZdu/ezVv4R1Hnzp3jDeUcPHiwVt5aB/jtBwAfffSR3Geaijh27BgOHTrEKWvXrp3SM0yK3fDhw3mdFleuXMm706Kou3fv4pdffuGUWVpaYtCgQUrHKGY9evTgPSvfsmWL0nN6pKamYvHixZwyXV1dpWdIFDsHBwd0796dUxYXF8ebZVNRpaWl2LlzJ2+1YG28y1oXKGkQoYkTJ/JWsYyLi8Pu3bvlLpNdlbt37+LAgQOcMl1dXblXztrC29ubdxX26NEjjBs3jrdiYHVu376NSZMm8dp95cqVKscpVvb29nj33Xc5ZVlZWQgKCuJNPFadpKQkBAUF8dr9iy++gKmpqcqxipGenh6WL1/OKSsrK8OoUaPw6NGjGtWVm5uLESNG8O40Tps2Da1bt1Y1VNGS9/8VHBxc4/b7d7roihdNfn5+Sk+LXt9p7IJV2u748eMICAjglXfs2BHTpk2rtgMjYwxnz57FwYMHeXcoZs6cKXd9C23y4MEDeHh48PpxeHl5Yd++fXBycqq2jj179mDWrFmchW6AN1eSly9fVmu8YpOVlYVWrVohIyODU+7i4oL9+/ejU6dO1dZx+fJljBs3jtcB18nJCTExMVq9tLNUKoWHhwdvaXpra2sEBwcr9GgwJiYGo0ePxoMHDzjlJiYmiI2N1fp5Q4KCgnhTmuvp6WHixInw9fWttgNoTk4ONm/ejLi4OE65jo4OwsLCVJ6ls76ipEHEPv74Y7krUTZo0AADBgyAl5cXb1RFUVERoqOjcfLkSSQnJ/OOdXNzw7Vr17T2Ku9tf/75J+bNm8crNzIywoIFCzBt2jTe8tZFRUU4d+4cfvjhB1y8eJF3rJ2dHSIiItQ2YZSYnTlzBkOGDOEtbKajo4OpU6di7ty58Pb25vRql0qlCAsLw/r163nTlgOAsbExLl26pJap0cUuJiYGPj4+coc6Dx06FB988AH8/f058zgwxhAZGYktW7Zg8+bNvKRXIpFg7969vAXAtFF6ejq8vLx4fTmAN1NzDxw4EO3bt4eBgQHntZcvXyI8PBznzp2TOw/DN998gy+//LK2wtZ6lDSImFQqRWBgIE6cOFHpPjY2NrCysoKenh5ycnKQlpZW6eqVtra2CA8Ph7Ozc22FLDoVe7JX1KRJEzRv3hxmZmZITU3FkydPeHcW/mVsbIyzZ8/C19e3tsIVnd9++w0LFy6s9PWGDRuiZcuWsLS0REZGBp48ecIb8vovHR0d7NixAxMnTqytcEXn5MmTCAoK4n34/8vc3BwtW7ZEo0aNkJubiydPnlS5Hsfy5cuxbNmy2gpXdKKjo9GjR49K55jR19eHra0tLC0tUVxcjMzMTGRmZlZa36RJk7Bjxw6tG6ZapxgRtdLSUrZgwQIGQKUvNzc39vTpU6FPp87JZDK2Zs0apqOjo1L7NWnShF2/fl3o0xHE7t27mbGxsUrtZ2pqyg4dOiT0qQjiypUrzNbWVqX209XVZWvWrBH6VATx8OFD5urqqvJ74Jw5c1hpaanQp6PxKGnQEH/88Qdr2LChUm82s2bNYnl5eUKfgqBCQkJY8+bNlXqzCQwMZMnJyUKfgqDCw8OZh4eHUu3n4+PD7t27J/QpCOrx48esb9++SrVfmzZt2IULF4Q+BUGlp6ez8ePHM4lEolTCv3v3bqFPQWtQ0qBBsrOz2Zdffsns7Oyq/UcxMjJio0aNqvdv1m8rKipiP/30E3N2dlYo2erbty+7fPmy0GGLhlQqZdu3b2dubm7Vtp9EImFeXl7swIEDQoctKqGhoczPz0+hO1+urq7sjz/+oKvjt0RERLChQ4cyfX39atvP0dGRrVy5khUUFAgdtlahpEEDSaVSdvXqVblXfgYGBmzfvn31/s5Cde7cucMGDRok981m7dq17NWrV0KHKGpPnjxhM2bMkNt+77//Pnv+/LnQIYraixcv2PLly+W236hRo1hMTIzQIYpaVlYW2759u9z28/PzYxEREUwmkwkdplaieRo0kI6ODnx9feUOezM0NMTo0aPrxegIVbi7u6NXr15yXxs3bpzKa31oOxcXF7lDggFgxIgR9WJ0iSrs7e0rnZxpwIABKk+ZrO0sLS0xYcIEua9169YNnp6e1NmxllDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSQAghhBCFUNJACCGEEIVQ0kAIIYQQhVDSoMGKiop4ZTKZDIwxAaLRPK9fv5ZbXlZWVseRaCZ5f38AUFJSUseRaKbS0lK55ZW1K+GSSqVyy6n9apeE0SeMRklISMD27dtx5MgR3Lp1S+4+TZo0QWBgICZMmICePXvWcYTilpGRUd5+V65cgUwm4+1jYWGBYcOGYfTo0Rg2bBh0dCi3/ldhYSF27dqFQ4cO4cyZM3I/+IyMjDB48GAMHz4c48ePh4GBgQCRilNZWRkOHjyIAwcO4MSJE8jPz+fto6uri969e2P48OGYMmUKzM3NBYhUvE6dOoV9+/YhJCQEr1694r0ukUjQrVs3BAUFYerUqWjcuLEAUWoxRjRCeno6+/DDD5mhoSEDoPBX//79WWRkpNDhC66goICtWrWKWVhY1Kj9OnfuzE6fPi10+IIrLS1lGzduZA4ODjVqPxcXF7Zr1y4mk8mEPgXBHTp0iLVt27ZG7WdjY8N++eUXVlxcLHT4ggsLC2O+vr41aj8TExO2ZMkSlpOTI3T4WoOSBg0QGRnJmjZtWqN/lre/dHV12Zo1a4Q+DcE8efKEdejQQen2A8DmzJnDSkpKhD4VQWRkZLC+ffuq1H5Dhw6tt2/cRUVFbPr06Sq1X6dOndjz58+FPhVByGQytmbNGqajo6N0+7m4uLDo6GihT0UrUNIgcnv37mVGRkYqveH8+zVz5kwmlUqFPqU6dfXqVdawYUO1tF///v1Zfn6+0KdUpx49esRatGihlvZzd3dnycnJQp9SncrIyGDdunVTS/s5ODiwO3fuCH1Kdaq4uJiNHDlSLe1nZmbGQkNDhT4ljUd9GkTs6tWr6Nu3L4qLi3mvWVlZoUuXLnB1dYWVlRX09PSQl5eH+Ph43L59G0+fPpVb5xdffIFVq1bVduii8PTpU3Tt2hXp6em810xMTNC5c2e0b98eVlZWMDY2Rm5uLlJSUhAVFYWYmBi5HUpHjx6NvXv3QiKR1MUpCCo7Oxs+Pj6IjY3lvWZoaAh3d3e4u7vDxsYGpqamyMvLw6tXr3Dnzh3cvXtXbodSLy8vXLp0CcbGxnVxCoIqKyvDoEGDcO7cOd5rOjo66NChAzp27Ah7e3uYm5ujoKAAGRkZuHfvHqKiouR21G3atCkiIiJgZ2dXF6cguDlz5mDTpk28colEglatWsHDwwPNmjWDmZkZSkpKkJWVhQcPHiAyMhK5ubm840xNTXHt2jW4ubnVRfhaiZIGkUpJSUGnTp2QlpbGKTcyMkJQUBB69uwJPT29So+PjY3Fnj17kJKSwimXSCTYs2cPxowZUytxi8Xr16/h7e2Ne/fuccp1dHQwaNAgDBw4EEZGRpUen5SUhD179iAuLo732sqVK7F48WK1xyw2Q4YMwcmTJ3nl3bt3R2BgICwsLCo9NiMjAwcOHJDbWXfq1KnYtm2bWmMVow8++AC//PILr9zNzQ1jxoypoo7WIgAAGNVJREFU8oO/oKAAx44dw4ULF3jJq6+vLy5fvgxdXV21xywmv//+OxYsWMArb968OcaPHw9nZ+dKjy0pKcG5c+dw7NgxXvLavHlz3L59G5aWlmqPuT6gpEGkZs6cib/++otTZm1tjXfffRcODg4K1VFcXIwtW7bgzp07nHIHBwfExcWhQYMGaotXbL777jt89tlnnDJjY2PMnTsXbdu2VagOmUyGvXv34sKFC5xyIyMjPHz4EM2aNVNbvGJz+PBhjBgxglOmq6uLyZMnw9fXV+F6zp49i/379/M++K5cuYLu3burJVYxunfvHjw8PHjDAgMCAhAQEKDwnarbt29jy5YtvFEqmzdvxsyZM9UWr9hkZGSgRYsWyMnJ4ZR369YNU6ZMqfKC6W1Pnz7F77//jry8PE75p59+iu+++05t8dYnusuXL18udBCEKzY2FvPmzeMMBzQyMsJHH32kcMIAAHp6eujcuTMePXqEjIyM8vK8vDyYmpqiR48eao1bLLKysjBu3DjO7V0dHR3MmzcP7du3V7geiUSCDh06ICsrC4mJieXlZWVlyMrKwvDhw9Uat1hIpVKMGTOGN5xtwoQJNf6bcXFxgUQiwcOHDznlDx48wMyZM7X2Mc+MGTN459yvXz+MGDGiRufcuHFj2NvbIzIyklN+8+ZNzJ8/H/r6+mqJV2yWLFmCixcvcso6dOiA2bNn1+gOi5WVFVxdXXH9+nVOAhcZGYmpU6dWebeMyEcD0EVo/fr1vFtq48aNQ5MmTWpcl66uLmbOnAlDQ0Pez9DWm0zBwcHIzMzklA0YMAAdOnRQqr4JEyagYcOGnLJdu3YhKytL6RjF7Ny5c3jw4AGnrFOnTvD391eqviFDhqB169acsuvXr/M+CLVFfHw8jh8/zilzdHTEqFGjlKqvc+fOvLsyKSkpOHLkiNIxillxcTE2b97MKTMzM8OsWbOUmjPFyckJgYGBnLKioiLenVyiGEoaRIYxxnszaNKkCXx8fJSu09LSEn379uWUJScn4+bNm0rXKWYV269BgwYYNGiQ0vXp6+vz3nRKS0t5Hwza4vDhw5xtiUTCe1RRE5Udr60fehXbDwBGjBih0iRhw4YN491VkPdztMH58+d5jxMGDx6sUufZ3r17w8rKilOmrX9/tU2xB0Okzty7d49zKxwAunbtqvJt3G7duuHEiROcss8++wy9e/dWqV6xKSkp4d3W9PDwULm3fpcuXbBz507OFMnfffcdnj17plK9YrR7927OtouLi8q99f+t4+XLl+Vlf/31l1beXt++fTtn29zcvEaPxeSxsLBA27Ztcffu3fKyI0eO4KuvvtK6RzwVk3EdHR14e3urVKeenh68vLxw+vTp8rKoqCikpKQodQe3PqOkQWTkfQip+oYDAHZ2dmjYsCGnb8OFCxd4nfy0kTraT19fH61atcL9+/fLy6KjoxEdHa1y3WLXrl07tdXzdtKQnJyMpUuXqqVuMWvbtq1aPtjbt2/PSRqKi4uxbNkylesVu6ZNm8LMzEzletq1a8dJGoA3HSUpaagZejwhMsnJybwya2trtdRd8bl8faGu9lNXPZpGXX839Pcnjno0TW3+/VUckk6qR0mDyBQUFPDKKnZiVFZV8xJoM2o/1VD7qYbaTzXqWvBM3u+hYt8JUj1KGkRG3rNjdf1hVxzzXF+oq/3kzTBXH6jrvOnvTzXUfqqR93dMK2DWHCUNIiPv+Zq8RxY1VVZWxnmeXJ+oo/3UWY+mofZTDbWfalJSUtQyPFxe+1HSUHPUEVJkOnbsCF1dXc5EJFFRUUrPMfCvhw8foqioiFP2888/Y/LkySrVKzYymQwdOnTgTL8dFRXFG3JaU+np6UhKSuKUvfvuu9DGudECAgIQHh5evn337l1MnDhRpc58paWlvLkfBg8ejB07dihdp1i9//772LlzZ/n2o0ePUFBQABMTE5XqrTiza+vWrXHt2jWV6hSjdevWYcWKFeXbWVlZeP78OZycnFSqNyoqirNtYmKCNm3aqFRnfURJg8jY2NjAz88Ply9fLi8LDw/H0KFDeeOMa6Jir2EdHR2MGzdOKzunBQUFcRa5iYuLw5MnT9CiRQul6zx16hSvTN6kT9pg1KhRnKQhOzsbN27cQNeuXZWu89KlS7ykdezYsVrZfmPHjuUkDVKpFGfPnkVQUJDSdUZHR/M67Y0aNUor22/SpEmcpAF48/41e/Zspet8+fIlZ+QJAAwcOLBeLJymbvR4QoRGjx7N2S4tLcWBAweUru/mzZu8lQp79uwJe3t7pesUs4rtBwD79u2Tu+qiIhISEhAWFsYpc3BwQLdu3ZSqT+zkTUR0+PBhuZ10FZGVlcWbI8TIyAgBAQFKxyhm/fv35y2GdO7cOaUfDxYXF8v9/x85cqRS9Yldq1ateHdWb926JXe1VUUwxrBnzx7eOiDKztBZ31HSIEKzZs2Co6MjpywiIkLu1W51EhMTeZPNANDK2+r/GjBgAG9RpWfPnmHXrl01fjaanZ2NDRs2cNYBAYClS5eqNMOfmLVo0QJTpkzhlGVmZmLjxo01TryKi4uxYcMGXsKxYMEC2NjYqByrGBkbG2PRokWcsuLiYqxfv77GiZdMJsPff/+NFy9ecMoDAgLg6empcqxiVfH9iTGGjRs38lb9VcShQ4c486sAb+bOGDt2rCoh1lu0yqVI/fXXX3JXsevXrx9GjRql0AfW3bt3sWXLFt5t4YCAABw9elRtsYpRWFgYevbsyUsSOnfujOnTpys0DC4+Ph4bNmxAdnY2p/zfmfkUXWlPEz1//hyurq68v50WLVpg3rx5MDc3r7aO9PR0bNiwgdcXxMrKCo8fP9bqeQcKCwvRunVrXuc7W1tbvPPOOwp1wCsoKMCmTZsQExPDKdfV1cWdO3fUMmmZWDHG4Ovry3lMBgCmpqaYO3cuby0TeUpLS7F7925cvXqV99qRI0d4U8MTxdAqlyLl4eGBe/fu8d4wnj59isjISJibm8PGxkbuim8JCQn43//+h5CQEN6VoYODA0JCQtQyw5qYNWvWDMXFxbzHCi9evMA///wDQ0ND2NnZyf3gT0tLw6FDh7B7927OSpnAm85Tx48f1/pZ5CwsLODg4MCbnz8rKwthYWFgjMHe3l5u8pWdnY1Tp07h77//5i3qpaOjg//973/w8PCo1fiFpq+vXz71+Nt3qQoKChAWFobCwkLY29vLXZ6+sLAQly9fxsaNG+VOPvT999+r1D9CE0gkEvj7+yM4OJiTuJaUlCA8PBxpaWmws7OT+z5WUlKCiIgI/Pnnn7yVRgFgzpw5+OSTT2o1fq3GRKqsrIytXbuWFRYWKnzMsWPH2O+//16LUXG9evWKffHFFywpKanK/crKytjXX3/NsrOza1R/fn4+8/DwYADkfhkaGrL27dszPz8/1rt3b9apUyfWsGHDSvc3NjZmN27cUOWUNYpUKmWBgYGVtoeenh5r3bo18/HxYX369GGenp6scePGle4vkUjY3r17hT6tOvXRRx9V2h46OjrM2dmZde3alfXp04d17dqVNWvWjEkkkkqPWbVqldCnVKf+/PPPStsCAHN0dGReXl6sT58+rFu3bqxly5ZMR0en0v2nTZsm9CnVqdOnTzM9Pb1K28PW1pZ17tyZ9enTh/n6+rK2bdsyfX39Svfv2bMnKykpEfq0NJook4bExETWp08f9sMPPyi0/8mTJ1nXrl0ZADZ16tRajo6xjIwM9uWXXzIzMzMGgMXExFR7zKZNm1jr1q3ZnTt3avyz+vbtW+UbjyJfNjY27OLFi8qessYqKipi06dPV7n9jIyMWHBwsNCnU+dkMhlbs2ZNlR9kinzp6uqyNWvWCH06gggODmZGRkYq/w3OmTOnXn7gnTp1illZWancfkOGDGE5OTlCn47GE13ScOHCBWZra8v+97//Vbvv6dOnma+vL+cPozaThszMTPbf//6XmZubc36mIkkDY2+SGxsbG3bmzJka/dySkhL20UcfVZlxV/Xl7+/Pnj9/rswpa42ffvqJmZiYKNV+7du3Z7dv3xb6FAS1Z88e1qhRI6Xaz9HRkYWGhgp9CoK6cuUKc3FxUar9LC0t2ZYtW4Q+BUHFxsayLl26KJ3wr1ixgkmlUqFPQyuIKmk4fPgwMzIyYjt27Khyv1u3brEJEyawBQsWsEWLFnE+TGsrafjqq6/YuHHj2LJly5iPj49SSQNjbx6hmJiYsNOnT9c4hocPH7LRo0czXV1dhf5Z3Nzc2JEjR2r8c7TVixcv2Lx58xS+6mvWrBnbvHkzKysrEzp0UcjJyWFLlizhJc2VfTVs2JCtWbOmRo8YtVlxcTH79ddfmb29vULt16BBA/bxxx+zjIwMoUMXBZlMxnbt2sVatWqlUPvp6+uzqVOnsoSEBKFD1yqiGT0RFhaG/v3745133sGPP/5Y5b6pqamwtbUtH0EwcODA8smLpk6dim3btqk9vrfXXY+IiOCs7x4TE1OjmcVWrFiBn376CdeuXVOqB3R6ejqOHTuG06dP4/nz50hOTkZRUREaN24MBwcH+Pr6IigoSG1LGmub/Px8hIaG4uTJk3j06BFSU1ORk5MDOzs7ODo6wsPDA8OHD4eXl5daljTWNsXFxbhw4QKOHj2K2NhYvHjxAq9evYKtrS2aNGmC9u3bIzAwED179tTqESbKkkql+Oeff3DkyBFER0cjKSkJaWlpsLa2hr29PVxdXTF06FD079+fJh+qxO3bt3HkyBHcvHkTSUlJSE1NhYmJCZo0aQJnZ2cMGjQIQ4YM4c2XQVQniqTh+fPn6NKlC0xMTBATE1Pjf5QpU6YgODgYQO0lDW+rOKVpTZOGkpISuLu7QyqV4ubNm7CwsKiNMAkhhBC1EsXsNHPnzkV6ejqWL1+uVGataVeDBgYG+Oqrr/D48WN8+eWXQodDCCGEKETwpGHnzp0IDQ2FtbU1xo0bJ3Q4dWb48OFo1KgR/vjjD94EJoQQQogYCZo0MMawatUqAG8WGapPz+8MDAwwYsQIyGQyLFu2TOhwCCGEkGoJmjScPHmyfLlcf39/IUMRRM+ePQG8WcGt4gpshBBCiNgImjTs2LGj/HsfHx8BIxFG9+7dy7//888/BYyEEEIIqZ5gSQNjDBcvXgTwZgGW5s2bCxWKYJo2bVo+d78yK1gSQgghdUmwpOHBgwdITU0F8GYRJQMDA6FCEYyOjk75EthPnjzBs2fPBI6IEEIIqZxgScPb65vb2toKFYbg/k0aAODatWsCRkIIIYRUTbCkIS0trfx7ecvD1hdvn/uLFy8EjIQQQgipmmBJw6tXr8q/r09DLSt6+9zfTqQIIYQQsREsacjPzy//vj7PT/920pCRkSFgJIQQQkjVBEsarK2ty78vLi4WKgzBlZaWln+vr68vYCSEEEJI1QRLGt7u/Pj69WuhwhBcYWFh+fe0cBUhhBAxEyxpsLe3L/++oKBAqDAE93bC9PbKmYQQQojYCJY0+Pj4QEfnzY9PSUkRKgzB/TtXBQB07txZwEgIIYSQqgmWNNjY2MDd3R3Am1ED9fVuQ0JCAgDAzMwMXbp0ETgaQkhtkclkiIyMxLlz55Cbmyt0OIQoRdC1JwYNGlT+/ZMnT5Su5+3OhDU55sMPP0T79u0RFBSE6OjoWv158rx8+bJ8FEmPHj2oIyQhWiovLw/9+vVDly5d0K9fP7Ro0QKnT58WOixCakzQpGHOnDnQ1dUFoNpsiImJieXfK3rHYvPmzfj555/x4MEDhISEwM/PD8nJyQodm5SUxNl+uzNjTbx9ztOmTVOqDkKI+C1fvhwXLlwo305PT8fEiRORl5cnYFSE1JygSYOzszOGDx8OALh8+bJSdURERCAiIqJ8++bNmwr9I8bHx3O28/LysHHjxmqPKykpwaZNmzhlb78Z1MS/C3Y1b94cI0eOVKoOQoj4nT9/nleWkZGB27dvCxANIcoTNGkAgKVLl0JPTw/Hjh3jTPhUlbi4OEyZMgU+Pj7o2rUrSkpKyl9LSEiAo6Mjhg0bhhkzZiAuLk5uHVOmTEGjRo04ZQ8fPqz0Z/78888YPnw4mjZtip07d3Je++STT9CxY0dMmDAB3333nULnUFZWhv379wMAPv/883o9wRUh2q7ie82/6vO6O0QzSRhjTOggPvvsM3z33XfYtGkTZs2aVWc/t7CwEI8fP4aFhQV69uyJUaNG4aeffqqTn33o0CGMHDkS3bt3x6VLl8pHkhBCtE9oaCiGDBmCt99uhw0bhpCQEAGjIqTmRJE0FBYWwtvbG7m5uYiNja3zBaxyc3PRuHFjXLhwAd7e3rX+80pLS9GxY0ckJyfjxo0bcHV1rfWfSQgR1qlTp/Drr78iKysLAwcOxKJFi+r1ujtEM4kiaQDejJ7w9vbGjBkz8P3339fpz54/fz5evXpV/rigti1fvhyrVq3CsWPHMGDAgDr5mYQQQoiqRPMgvUWLFjh8+DCGDh0KT09PjBs3rtZ/JmMMS5cuRUREBM6dO1frPw8Ajhw5gjVr1mDbtm2UMBCipMTEREilUjg5OUEikQgdDiH1hmiSBuDNXAUnTpzAyJEjoa+vX+sjCmbMmIHCwkKcPn26TtZ9OH78OGbNmoWDBw9iyJAhtf7zCNEW//zzD6ZMmQJ3d3e8fPmyfLhyjx49cPjwYc4CeISQ2iOaxxNvi42NxahRozB37ly89957tfZz4uPj0bx581qr/22bN2/G33//jW3btqFly5Z18jMJ0RYRERGV9jfq378/TZRESB0RZZf9Nm3a4Pr168jMzKzVZbPrKmGQSqXIyMjAxYsXKWEgRAleXl7l085XdObMmfI5TwghtUuUdxoIIaSivLw8rFu3DomJiXBzc8Pnn39ePpHbgAEDcOLEifIZZgkhtYOSBkKIRvr4448586p8/fXXWLJkiYAREaL9RPl4ghBCqvPRRx/BxsamfHvt2rVVzuoqFowxXL58GdOnT8fdu3eFDoeQGqGkgRCikRwcHPDXX3+Vb2dmZqJXr1549uyZgFFVLiUlBd9++y1cXV3h7++Pbdu2ISsrS+iwCKkRShoIIRpr2LBhGD16dPl2amoqxo4dK2BEXK9evcL27dsxbNgwODk54fPPP8ejR4+EDosQpVHSQAjRaLt27cKYMWPKtyMjI/Hjjz8KGBFw48YN+Pn5wc7ODtOmTcOxY8dQVlYmaEyEqAMlDYQQjaavr4+ffvoJhoaGAACZTIZPPvmkzhafk8fCwgLz58/HsWPHcPDgQXTr1k2wWAhRJxo9QQjRCnv27MH/tXe3IM1FARjHnxsmit9oUDAZREEMIggGTQ4nWCZL9oFFsAgWYckPMA6N1pmUcUEQ1CAYFlcEgw4UVGQo2xVUxt70Xt6xN1znx9nd/r+0c+4uPGHh2bkfZ2FhQYVCQZJkWZZs21YoFDKcTLq6utLAwEDZ/NnZmaampgwkAipDaUDdi0ajen5+Nh0D3yCTySiVSrlbUPf19eny8lLNzc2Gk0ldXV3KZrMlc5QG+E1V7T0BmJBMJnV/f286Bn7A7e2tZmZmZNu22trajGbp6OgoKw2A33BPA4Cadn5+rlQqZTqGGhoaTEcAvoyVBtS9yclJ/gHWiGKxqGw2q+vra/eSk2VZGh0dNZwMqA2UBtS9RCJhOgK+yHEcbW1taXd3V4+PjyXHJiYm1NnZaSgZUFsoDQB8LZ/PKxgM6uLiouxYb2+v9vb2fj8UUKO4pwGAr62vr5cVhvb2di0tLSmdTrMdPfCNWGkA4Fu5XE47OzvueHh4WLFYTLOzs2psbDSYDKhNlAYAvnV6elqy6VMkElE4HDaYCKhtXJ4A4EuZTEYrKyvuuL+/X9Fo1GAioPax0gDAd9LptKanp/Xw8ODOzc/Pq6enx2AqoPax0gDAVxzH0dzcXElhGB8fVywWM5gKqA+UBgC+Eo/Hlclk3HEoFNLx8bGampoMpgLqA5cnAPhGPp/X9va2Ox4ZGdHh4aECgYDBVED9YKUBgC/8fYnTv298XFtbozAAv4jSAKDqFQoFRSKRkpc4jY2N8Xgl8MsoDQCq3s3NjY6Ojtzx0NCQksmkLMsymOpzHMcpm3t7ezOQBKgcpQFA1dvY2HA/W5alk5MT3z1e+XfXzX/lcjkDSYDKURoAVL1wOOy+FjoYDPquMLy+viqfz5fNPz09GUgDVI7SAKDqhUIh7e/vq7u7W5ubm6bjfNrBwYGKxWLZvG3bBtIAlbOK//slA0AVyuVyam1tNR3Dk0KhoLu7O9m2rdXVVb28vPz3e4uLi4pGoxocHGSTLVQ9SgMAfLPl5WXF43F9fHx4PseyLEUiESUSiR9MBnwNpQEAvpnjOHp/f//0eYFAQC0tLT+QCPgelAYAAOAJN0ICAABPKA0AAMATSgMAAPCE0gAAADyhNAAAAE8oDQAAwBNKAwAA8ITSAAAAPKE0AAAATygNAADAE0oDAADwhNIAAAA8+QN2I9MzYghS0QAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "756ae8fd",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:Screenshot%20from%202023-10-12%2010-18-37.png\" align=\"left\" width=\"200\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8a3b45b",
   "metadata": {},
   "source": [
    "### Solution methods\n",
    "\n",
    "Two possible solution methods have already been discussed in the course:\n",
    "\n",
    "- Jacobi method\n",
    "- Gaussian elimination\n",
    "\n",
    "To determine wether any of these methods are useful solvers for our problem, we analyze if they are _algorithmically scalable_. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f29c756a",
   "metadata": {},
   "source": [
    "### Algorithmically scalable solver\n",
    "\n",
    "A computation method is an _algorithmically scalable_ solver if the total cost scales at most linearly with respect to the total problem size.\n",
    "\n",
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Question:</b>  Let $R$ be our problem size, the number of rows in our matrix $A$. Because we have $N$ points in each dimension of the grid, $R=O(N^2)$. What is the complexity of the Jacobi method and Gaussian elimination with respect to the problem size $R$?\n",
    "</div>\n",
    "\n",
    "    a) Jacobi: O(N^2) = O(R) per iteration, GE: O(N^3) = O(R*sqrt(R))\n",
    "    b) Jacobi: O(N^2) = O(R) per iteration, GE: O(R^3)\n",
    "    c) Jacobi: O(R^2) per iteration, GE: O(R^3)\n",
    "    d) Jacobi: O(N^2) = O(R) per iteration, GE: O(R) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0244f525",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "It's not correct. Keep trying! 💪\n"
     ]
    }
   ],
   "source": [
    "answer=\"x\" # Replace x with a,b,c or d\n",
    "pdes_check_1(answer)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "638b0ecc",
   "metadata": {},
   "source": [
    "To conclude, we find that none of the two solvers are algorithmically scalable. The Jacobi method scales linearly with respect to the problem size per iteration. However, the number of iterations might increase with the problem size, as we will demonstrate in the next section."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ca3d718",
   "metadata": {},
   "source": [
    "### Complexity of Jacobi method\n",
    "\n",
    "Next we implement the Jacobi method to solve the PDE. In addition to using a fixed maximum number of iterations, we introduce a relative tolerance threshold. The iterations stop when the relative error in an iteration subceeds this threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2f70617a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "jacobi! (generic function with 2 methods)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using LinearAlgebra\n",
    "function jacobi!(u,f=zeros(size(u));reltol=0.0,maxiters=0)\n",
    "    u_new = copy(u)\n",
    "    e = similar(u)\n",
    "    ni,nj = size(u)\n",
    "    for iter in 1:maxiters\n",
    "        for j in 2:(nj-1)\n",
    "            for i in 2:(ni-1)\n",
    "                u_new[i,j] =\n",
    "                  0.25*(u[i-1,j] + u[i+1,j] + u[i,j-1] + u[i,j+1] + f[i,j])\n",
    "            end\n",
    "        end\n",
    "        e .= u_new .- u\n",
    "        relerror = norm(e)/norm(u_new)\n",
    "        if relerror < reltol\n",
    "            return u_new, iter\n",
    "        end\n",
    "        u, u_new = u_new, u\n",
    "    end\n",
    "    u, maxiters\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b1b69d",
   "metadata": {},
   "source": [
    "Run the following code cell several times with different values for $N$. For instance, $N=10$, $N=20$, $N=40$. Compare the number of iterations that are needed to converge for each problem size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7a8ff556",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jacobi converged in 136 iterations\n"
     ]
    },
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 10\n",
    "u = zeros(N,N)\n",
    "fill_boundary!(u)\n",
    "u, iter = jacobi!(u,reltol=1.0e-5,maxiters=1000000)\n",
    "println(\"Jacobi converged in $iter iterations\")\n",
    "visualize(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "791691b8",
   "metadata": {},
   "source": [
    "### Convergence analysis\n",
    "We can observe that the number of iterations scales with the problem size. In the next step, we plot the number of iterations needed for convergence against the problem size. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "67e79b9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt = plot(xlabel=\"N^2\",ylabel=\"Iterations\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "86c8fbb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ns = [20,40,80,160]\n",
    "reltol = 1.0e-6\n",
    "iters = zeros(size(Ns))\n",
    "for (i,N) in enumerate(Ns)\n",
    "    u = zeros(N,N)\n",
    "    fill_boundary!(u)\n",
    "    u, iter = jacobi!(u;reltol=reltol,maxiters=1000000)\n",
    "    iters[i] = iter\n",
    "end\n",
    "plot!(plt,Ns.^2,iters,xaxis=:log10,yaxis=:log10,label=\"reltol=$reltol (Jacobi)\",marker=:auto)\n",
    "plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4886157c",
   "metadata": {},
   "source": [
    "It can be analytically proven that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s N^2)$. Remember: The cost per iteration of the Jacobi method is $O(N^2) = O(R)$. Treating $s$ as a constant, the total cost of the Jacobi method will be $O((N^2)^2) = O(R^2) = O(N^4)$.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55c529a1",
   "metadata": {},
   "source": [
    "### Complexity of some solvers\n",
    "\n",
    "There exist several methods to solve a Laplace equation on a regular mesh of $S$ points ($S=N^d$). The following table compares the scalability of these solvers for different numbers of mesh dimensions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a87f765",
   "metadata": {},
   "source": [
    "| Solver | 1D | 2D | 3D |\n",
    "|--|--|--|--|\n",
    "| Dense Cholesky | O(S^3) | O(S^3) | O(S^3) |\n",
    "| Sparse Cholesky | O(S) | O(S^1.5) | O(S^2) |\n",
    "| Conjugate gradient + Multi grid | O(S) | O(S) | O(S) |\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d24408b4",
   "metadata": {},
   "source": [
    "## Conjugate gradient method\n",
    "\n",
    "In this section, we will discuss the [Conjugate Gradient Method](https://en.wikipedia.org/wiki/Conjugate_gradient_method). Combined with the multi grid method, it achieves the best scalability for solving Laplace equations.\n",
    "\n",
    "\n",
    "The idea of the conjugate gradient method is to transform the problem into an optimization problem of the form\n",
    "\n",
    "$$ x = \\text{arg }\\min_{y} f(y)$$ \n",
    "\n",
    "<p style=\"text-align:center\">with</p> \n",
    "\n",
    "$$ f(y)= \\frac{1}{2}( y^\\mathrm{T}Ay - y^\\mathrm{T} b ).$$\n",
    "\n",
    "Thus, the goal is to find vector $x$, the minimum of function $f(y)$. This vector is equivalent to the solution of the system of linear equations, $A x = b$.  \n",
    "\n",
    "The conjugate gradient method is a gradient descent algorithm optimized for symmetic ($A^\\mathrm{T}=A$) positive-definite ($y^\\mathrm{T}Ay > 0$) matrices. The algorithm is applicable to our problem since the matrix $A$ is both symmetric and positive-definite.\n",
    "\n",
    "\n",
    "### Top 10 algorithms of the 20th century\n",
    "\n",
    "The conjugate gradient method is a type of Krylov subspace method, which is listed by the IEEE Computer Society as one of the top 10 algorithms of the past century:\n",
    "\n",
    "- Metropolis Algorithm for Monte Carlo\n",
    "- Simplex Method for Linear Programming\n",
    "- **Krylov Subspace Iteration Methods**\n",
    "- The Decompositional Approach to Matrix Computations\n",
    "- The Fortran Optimizing Compiler\n",
    "- QR Algorithm for Computing Eigenvalues\n",
    "- Quicksort Algorithm for Sorting\n",
    "- Fast Fourier Transform\n",
    "- Integer Relation Detection\n",
    "- Fast Multipole Method\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9f516e6",
   "metadata": {},
   "source": [
    "### Convergence analysis\n",
    "\n",
    "For the following convergence analysis, we will use the implementation of the conjugate gradient method from the `IterativeSolvers` package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9f8dbf39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Converged after 158 iterations."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using IterativeSolvers: cg!\n",
    "N = 80\n",
    "u = zeros(N,N)\n",
    "fill_boundary!(u)\n",
    "A,b = generate_system_sparse(u)\n",
    "x = zeros(length(b))\n",
    "_,ch = cg!(x, A, b, reltol=1e-5,log=true)\n",
    "display(ch)\n",
    "u[2:end-1,2:end-1] = x\n",
    "visualize(u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "30c6e04e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ns = [20,40,80,160]\n",
    "reltol = 1.0e-5\n",
    "iters = zeros(size(Ns))\n",
    "for (i,N) in enumerate(Ns)\n",
    "    u = zeros(N,N)\n",
    "    fill_boundary!(u)\n",
    "    A,b = generate_system_sparse(u)\n",
    "    x = zeros(length(b))\n",
    "    _,ch = cg!(x, A, b, reltol=reltol,log=true)\n",
    "    iters[i] = ch.iters\n",
    "end\n",
    "plot!(plt,Ns.^2,iters,xaxis=:log10,yaxis=:log10,label=\"reltol=$reltol (CG)\",marker=:auto)\n",
    "plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5396554c",
   "metadata": {},
   "source": [
    "The number of iterations needed to converge is much lower with the conjugate gradient method than with the Jacobi method. However, the number of iterations still increase with the problem size, so there is still room for improvement. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92bfd7d7",
   "metadata": {},
   "source": [
    "### Number of iterations\n",
    "\n",
    "We can prove that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s \\sqrt{\\kappa(A)})$. As a reminder, the condition number of A $\\kappa(A)$ is ratio between the largest and smallest eigenvalues of A: \n",
    "$$\\kappa(A)=\\dfrac{\\lambda_{max}(A)}{\\lambda_{min}(A)}$$\n",
    "\n",
    "It can be shown that in our example $\\kappa(A) = O(N^2)$. Thus, the number of iterations scales as $O(s N)$ for the conjugate gradient method. Remember that the number of iterations scales as $O(sN^2)$ for the Jacobi method.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb8ffe6",
   "metadata": {},
   "source": [
    "### Goal\n",
    "\n",
    "The conjugate gradient method provides some improvement to the Jacobi method, since the number of iterations increases more slowly with the problem size. However, the ultimate goal is to find an iterative method whose number of iterations is _independent_ of the problem size."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "956564d5",
   "metadata": {},
   "source": [
    "### Preconditioner\n",
    "\n",
    "To achieve this goal, we will apply a [preconditioner](https://en.wikipedia.org/wiki/Preconditioner) to transform the original problem into a format that is easier to solve. \n",
    "\n",
    "A preconditioner is simply a linear function $M$ such that \n",
    "$$M(b) \\approx x, \\text{ with } Ax=b \\text{ for any }  b.$$ \n",
    "\n",
    "When we have found such a function $M(b)$, we can solve the _preconditioned problem_ $(MA)x = Mb$, which is equivalent to $Ax=b$.\n",
    "\n",
    "The way that this preconditioning affects the number of iterations is that it reduces the condition number of $A$: \n",
    "\n",
    "$$ \\begin{align}\n",
    "&M(b) \\approx x, \\text{ with } Ax=b \\text{ for any }  b \\\\\n",
    "&\\rightarrow M(b) \\approx A^{-1}b \\\\\n",
    "&\\rightarrow M \\approx A^{-1} \\\\\n",
    "&\\rightarrow M A \\approx I \\text{ (Identity matrix)} \\\\\n",
    "&\\rightarrow \\kappa (MA) \\approx 1 \\\\\n",
    "\\end{align}$$\n",
    "\n",
    "We mentioned that the number of iterations to achieve a relative error of $10^{-s}$ is $O(s\\sqrt{\\kappa (A)})$. With $\\kappa (MA) \\approx 1$, the number of iterations will scale as $O(s)$. Thus, the number of iterations will be independent of the problem size for the preconditioned problem. \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89563cc4",
   "metadata": {},
   "source": [
    "### How to build a preconditioner  ?\n",
    "\n",
    "Many ways of building a preconditioner can be found in the literature. The solutions range between two extremes: \n",
    "\n",
    "1. $M=A^{-1}$. This is the exact preconditioner. The CG method will converge in just one iteration. However, it is exactly as costly to compute the matrix $M$ as it is to find the solution to the original problem. \n",
    "2. $M=I$. This is the other extreme where we do no extra work to find the matrix $M$. The preconditioned problem is identical to the original problem.\n",
    "\n",
    "The solution is to find a good trade-off such that we get a matrix $M$ that is accurate enough to approximate the original problem but also cheap enough to be computed quickly. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4338ee30",
   "metadata": {},
   "source": [
    "### Jacobi Preconditioner\n",
    "\n",
    "Next we use the Jacobi method to construct a preconditioner for the CG method. The matrix $M$ is simply computed as the grid values after a certain number of iterations with the Jacobi method. In order for $M$ to be linear, we set a fixed maximum number of iterations in the `jacobi!` function and disable the relative error stopping criterion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cd608f2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "struct JacobiPrec{T}\n",
    "    u::Matrix{T}\n",
    "    f::Matrix{T}\n",
    "    niters::Int\n",
    "end\n",
    "function jacobi_prec(N;niters)\n",
    "    u = zeros(N,N)\n",
    "    f = zeros(N,N)\n",
    "    JacobiPrec(u,f,niters)\n",
    "end\n",
    "function LinearAlgebra.ldiv!(x,M::JacobiPrec,b)\n",
    "    M.u[2:end-1,2:end-1] .= 0 \n",
    "    M.f[2:end-1,2:end-1] = b\n",
    "    u,_ = jacobi!(M.u,M.f,reltol=0,maxiters=M.niters)\n",
    "    x[:] = @view u[2:end-1,2:end-1]\n",
    "    x\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46b3883d",
   "metadata": {},
   "source": [
    "Run the following cell for different values of `niters`. The larger the value of `niters`, the more matrix $M$ resembles the exact solution. The fewer iterations we use, the less accurate the approximation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "858ac6ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 80\n",
    "u = zeros(N,N)\n",
    "fill_boundary!(u)\n",
    "A,b = generate_system_sparse(u)\n",
    "# Generate preconditioner\n",
    "M = jacobi_prec(N,niters=1000)\n",
    "x = zeros(size(b))\n",
    "# Compute solution as x=b/M\n",
    "ldiv!(x,M,b)\n",
    "u[2:end-1,2:end-1] = x\n",
    "visualize(u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1750ecb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ns = [20,40,80,160]\n",
    "reltol = 1.0e-5\n",
    "iters = zeros(size(Ns))\n",
    "for (i,N) in enumerate(Ns)\n",
    "    u = zeros(N,N)\n",
    "    fill_boundary!(u)\n",
    "    A,b = generate_system_sparse(u)\n",
    "    M = jacobi_prec(N,niters=100)\n",
    "    x = zeros(length(b))\n",
    "    # Provide preconditioner to conjugate gradient method\n",
    "    _,ch = cg!(x, A, b, Pl=M, reltol=reltol,log=true)\n",
    "    iters[i] = ch.iters\n",
    "end\n",
    "plot!(plt,Ns.^2,iters,xaxis=:log10,yaxis=:log10,label=\"reltol=$reltol (CG+Jacobi($(M.niters)))\",marker=:auto)\n",
    "plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f7e342",
   "metadata": {},
   "source": [
    "Observe that the Jacobi preconditioner achieves that the CG method needs fewer iterations. However, the number of iterations still increases with the problem size. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43fb5082",
   "metadata": {},
   "source": [
    "### How can we improve the Jacobi method?\n",
    "\n",
    "We can optimize the Jacobi method to obtain a better preconditioner for the CG method. Run the following code cell again with a grid size of $N=10$ and $N=100$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "db9397dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 100\n",
    "u = zeros(N,N)\n",
    "fill_boundary!(u)\n",
    "A,b = generate_system_sparse(u)\n",
    "M = jacobi_prec(N,niters=80)\n",
    "x = zeros(size(b))\n",
    "ldiv!(x,M,b)\n",
    "u[2:end-1,2:end-1] = x\n",
    "visualize(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf76a64b",
   "metadata": {},
   "source": [
    "The main reason that the preconditioner performs badly for larger problem sizes is that it takes more time to update the interior values of the grid. The larger the grid, the longer the Jacobi method needs to propagate the values from the outer boundary to the interior of the grid. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c04df158",
   "metadata": {},
   "source": [
    "### Multi-grid method\n",
    "\n",
    "The [multi-grid method](https://en.wikipedia.org/wiki/Multigrid_method) is the second building block of the fast solver for our Laplace equation. \n",
    "\n",
    "The multi-grid method achieves a faster convergence of the Jacobi method by starting to solve the coarse problem first and then stepwise increasing the grid resolution. On each resolution level, a few steps of the Jacobi method are performed (only 2 steps per level in this example). Next, the resolution of the grid is increased and the Jacobi method is run again. This process is repeated until we reach the desired grid size. Since the Jacobi method converges after a few iterations on very small grids, the values are propagated to the center much more quickly than without using the multi-grid method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ee7679f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prolongate! (generic function with 1 method)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function prolongate!(u_fine,u_coarse)\n",
    "    ni_coarse, nj_coarse = size(u_coarse)\n",
    "    ni_fine, nj_fine = size(u_fine)\n",
    "    @assert 2*(ni_coarse-1) == (ni_fine-1)\n",
    "    for j_fine in 1:nj_fine\n",
    "        j_coarse = div(j_fine-1,2)+1\n",
    "        j_rem = mod(j_fine-1,2)\n",
    "        for i_fine in 1:ni_fine\n",
    "            i_coarse = div(i_fine-1,2)+1\n",
    "            i_rem = mod(i_fine-1,2)\n",
    "            u_fine[i_fine,j_fine] = 0.25*(\n",
    "                u_coarse[i_coarse,j_coarse] +\n",
    "                u_coarse[i_coarse+i_rem,j_coarse] +\n",
    "                u_coarse[i_coarse,j_coarse+j_rem] +\n",
    "                u_coarse[i_coarse+i_rem,j_coarse+j_rem] )\n",
    "        end\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "260bbcb0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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\" />"
      ],
      "text/plain": [
       "Plots.AnimatedGif(\"C:\\\\Users\\\\gelie\\\\Home\\\\TeachingInnovationProject\\\\XM_40017\\\\notebooks\\\\a2.gif\")"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iters_in_level = [2,2,2,2,2,2,2,2]\n",
    "u_coarse = zeros(2,2)\n",
    "anim = @animate  for (level,iters) in enumerate(iters_in_level)\n",
    "    N = 2^level\n",
    "    u = zeros(1+N,1+N)\n",
    "    prolongate!(u,u_coarse)\n",
    "    fill_boundary!(u)\n",
    "    global u_coarse\n",
    "    u_coarse,_ = jacobi!(u,reltol=0,maxiters=iters)\n",
    "    visualize(u,title=\"Level $level\")\n",
    "end\n",
    "gif(anim,\"a2.gif\",fps=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6122ac8b",
   "metadata": {},
   "source": [
    "### Multi-grid preconditioner\n",
    "\n",
    "Let's see what happens when we use the CG method in combination with a multi-grid preconditioner. In the following code cell, we use a multi-grid preconditioner from the package `Preconditioners`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8a5e1031",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Preconditioners\n",
    "Ns = [20,40,80,160]\n",
    "reltol = 1.0e-5\n",
    "iters = zeros(size(Ns))\n",
    "for (i,N) in enumerate(Ns)\n",
    "    u = zeros(N,N)\n",
    "    fill_boundary!(u)\n",
    "    A,b = generate_system_sparse(u)\n",
    "    M = AMGPreconditioner{SmoothedAggregation}(A)\n",
    "    x = zeros(length(b))\n",
    "    _,ch = cg!(x, A, b, Pl=M, reltol=reltol,log=true)\n",
    "    iters[i] = ch.iters\n",
    "end\n",
    "plot!(plt,Ns.^2,iters,xaxis=:log10,yaxis=:log10,label=\"reltol=$reltol (CG+MG)\",marker=:auto)\n",
    "plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63c406e0",
   "metadata": {},
   "source": [
    "The number of iterations is now constant for different problem sizes. Thus, we have finally achieved an algorithmically scalable solver by combining the conjugate gradient method and the multi-grid method!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3c02536",
   "metadata": {},
   "source": [
    "### High-performance conjugate gradient (HPCG) benchmark\n",
    "\n",
    "The HPCG benchmark is an alternative to the HPL benchmark to rank the [top 500](https://www.top500.org/) computers. It is based on the CG + multigrid method, whereas the HPL benchmark is a Gaussian elimination type of algorithm. The HPCG was introduced because the CG + multigrid method is more commonly run on supercomputers than Gaussian elimination. While HPL gives a good indication of the peak performance, the HPCG benchmark is orders of magnitude below the peak performance. \n"
   ]
  },
  {
   "attachments": {
    "Screenshot%20from%202023-10-12%2014-39-49.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "e240db31",
   "metadata": {},
   "source": [
    "Fig. from DOI: [10.1177/1094342015593158](https://journals.sagepub.com/doi/10.1177/1094342015593158)\n",
    "<div>\n",
    "<img src=\"attachment:Screenshot%20from%202023-10-12%2014-39-49.png\" align=\"left\" width=\"350\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b30f96ad",
   "metadata": {},
   "source": [
    "## Parallel implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5eadafc",
   "metadata": {},
   "source": [
    "### Conjugate gradient method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b37f6be4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "conjugate_gradient! (generic function with 1 method)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function conjugate_gradient!(x,A,b;M,reltol,maxiters=size(A,1))\n",
    "    c = similar(x)\n",
    "    u = similar(x)\n",
    "    r = similar(x)\n",
    "    mul!(c,A,x)\n",
    "    r .= b .- c\n",
    "    norm_r0 = sqrt(dot(r,r))\n",
    "    for iter in 1:maxiters\n",
    "        ldiv!(c,M,r)\n",
    "        ρ_prev = ρ\n",
    "        ρ = dot(c,r)\n",
    "        β = ρ / ρ_prev\n",
    "        u .= c .+ β .* u\n",
    "        mul!(c, A, u)\n",
    "        α = ρ / dot(u,c)\n",
    "        x .= x .+ α .* u\n",
    "        r .= r .- α .* c\n",
    "        if sqrt(dot(r,r)) < reltol*norm_r0\n",
    "            break\n",
    "        end\n",
    "    end\n",
    "    x\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0bb3512",
   "metadata": {},
   "source": [
    "The phases that are not trivially parallel are\n",
    "\n",
    "- Dot products\n",
    "- Sparse matrix-vector products\n",
    "- Preconditioners"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c88fb01",
   "metadata": {},
   "source": [
    "### Dot product\n",
    "\n",
    "\n",
    "$\\text{dot}(a,b)=  \\sum_i a_i b_i$\n"
   ]
  },
  {
   "attachments": {
    "d1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8392e688",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:d1.png\" align=\"left\" width=\"350\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8aa2ebd",
   "metadata": {},
   "source": [
    "### MPI implementation\n",
    "    TODO maybe question which MPI directive is used? (erase MPI.Allreduce from picture and put it into answer for the question"
   ]
  },
  {
   "attachments": {
    "g2419.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f0260d7b",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:g2419.png\" align=\"left\" width=\"550\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "759aefd1",
   "metadata": {},
   "source": [
    "### Sparse matrix-vector product\n"
   ]
  },
  {
   "attachments": {
    "data-partition.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1961a0c6",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:data-partition.png\" align=\"left\" width=\"350\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d00ca4c1",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Question:</b>  Which parts of $A$ and $x$ are needed to compute the local values of $b$ in a worker? \n",
    "</div>\n",
    "\n",
    "\n",
    "- Answer: Only the entries of x associated with the non-zero columns of A stored in the worker."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4afca5ab",
   "metadata": {},
   "source": [
    "### Ghost (halo) columns"
   ]
  },
  {
   "attachments": {
    "spmvp.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ce7c6c20",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:spmvp.png\" align=\"left\" width=\"350\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb1fc034",
   "metadata": {},
   "source": [
    "### Latency hiding\n",
    "\n",
    "A = A_own + A_ghost\n"
   ]
  },
  {
   "attachments": {
    "g4581.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "9c0f0ddf",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:g4581.png\" align=\"left\" width=\"500\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "541cd29a",
   "metadata": {},
   "source": [
    "### Mesh partition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e2926d0",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Question:</b>  Which mesh partition does lead to less communication in the sparse matrix-vector product?\n",
    "</div>\n",
    "\n",
    "- Answer: 2d block (as for Jacobi method)"
   ]
  },
  {
   "attachments": {
    "fig-pdes-2d-partition.png": {
     "image/png": 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VPh1yvaTfmNnunpsxt4iZ7aAwP0D+/69Z4Yvgqx211zOzGoX2/h9TmHWvtrPn6ykzO0bS/6ryCtzvFIJ6ysPKAckws8MV+pcMy920RNJh7n5L9avqlYMKtjUpNOnrb/ngK4XP76pw9+fM7I+qHIbxw8o1d8muer87d7/V6nhY5ryor7VKNoXX2Gs0gwlHyHkLFc5sJiU743xTwU1Vb+/dgeslzXX3Q9z9N0VDUrn7Cnf/icKZ6qJLXV/NAmm/MLO3qvJD1iV92N0/s6GOmtm4rT9RGDYsf7/tJX21C89vCgcj+S/ttZLe5u4f3VDHmqyGW939XZJ2UGgz3uey9+nXqjwYuFQEdaDLzOy9Ck3G8v/zL0g60N3/Xf2qeq2ojfYNVRoR6rWCbUVn+fvTuQXbjs9ORpU6TpVjz1/k7l3tE1f0WvMnuQa6TeE19tomHdazjj5FQx9+p7+bYvRC0TCTO1W9inKrFWYKe31XzxC5+xOSji+4abqkA/uwtryiDrnnu/vPuvoA7n6zQoffvJOyYag25EiF3u9573b3bl0dcfcn3P2tClcq+qxDtJkdJuliVZ75v0TScQR1oGuycdR/ocr/pQWS9nP3+6tfVe+Y2VSFIW7zfl+lEorabBe1e+437n6dKpv8rL9qXKqoY2nRbLUdif5aq2BTeI29tsmGdTObqOLmFo8pNEVIVdFIAflxWKvthmymsG4d4Lj7VSq+UnBs35RVzsx2VxhDvdQySZ/rwcP9SmG881IjVTxlcqmPF2y71N17PKZsdhXjfT39/VJm9iaF9uj1uZsuFkEd6BIzqzGz7ys098tf5r9XIag/Wf3K+sTXVDmSzRIVD4DQH4quyM6p0nOXKjq73tbR1Mz2kzQ7d/t13TxAK3qt+ccc6FL5eyZtkwzrZlav0H4w3/a7VdIHEu80VzQZT52ZFXXaHAguKNhWNLZsX8g3f5Gky7pxSbJNdmBS1O7wqI5+J5tuuqgz8xndff7+kH25FI1UcamkEzaysX2BfpFNYneRpE8W3HyTpIPc/cXqVtU3zGyeik9I/KS/JoorUBR252TvezX9WpUdIWdlHYmlng/XWKrote6eTbK0sSh6jVuZ2biqV5KwTS6sZ22Gf67iDjKnuXtybdVzOposY3gH21N3ZcG2bc0s376zL+xTsK03l24vUzjAK7VHdjBY5ABVnmW7293v7kUNfSIL6lepcujNi0QbdaBLsoBxjcL8EXl/kvSmgTrTr5ltr9AxPp8bnpf07SqWcq8qT1oNlXREFWtQdnByYcFNHzazSaqcxPBpdX+W1TsURiQrNUZhluuNxUJJz+W2maR3VL+UdG1yYV3S2SpuK/1HSadVuZaeyA/7tV6no5CkyN2fV+VlsFpJs/ryebIAXTTE5F09fczsjHz+UvYQSbt18CtFbfFv7Onz9xUze53CmL/5oP5rSe/hjDrQOTPbTmHehKIrg9+T9NYBMjNpBTPbQ9J1ksYX3PxJd6/aUHvZTKVXFdz04WrVUOJcVY5c8lZJX1JlU8Jzu/tZmg148M+Cm2K81n6RXaUu6q/1wY3sCkKvbFJh3czOUphaPu8Ghfa4qXYqLZXvbS5J69x9TdUr6TuPFWzr67HEN1flgc7L7v5SLx+36BLedh3cd4eCbVHHVs7a8V+lytEULpT0XoI60Lms6cMtqhwGuFlhpKmT3T1/FS55ZjbEzE5RaL5TNMvzT939d1UuSwon3fIOMrN8B88uM7M6M/tsd37H3R9WmLOjVL0qJ0lao3BFvyd+WLDtMDN7Sw8fT2ZWb2af7unv94NzVHmVeraK+3h1STar+sf76Sp91W0yYd3Mvi6paOe8XWGc24FyxmN6wbbnq15F3yrqYNLXQ3Hlh8+SpA6HSOyGlwu2FU3yIBVPcPFsH9TQI2Y2W9LfVfne/EoEdaBLzOx4hXk58v/fyyQd6u4/rX5VvWNmI8zsI5KeUOhTU9Qe/F8qHhWr37n7TSoeXvlHZlY02tYGmdku2eN9vQfl/LgL97nY3Xs082g2EEPRFeDzzazbs1+b2Z4KE+4VDVsdRXbQUzQM8TezQQ+6JbvK9XeFg7p8Z+gBaZMI62b2BUlfLLjpXoWZ46o5+1lvbVuwbcAN/5VT1DGpr8N6UYDui7970eXf7oT1WDO17STpalUOkdUi6ZyBeBYQqLZsXO0LVBlmFyqM+JLi5HplzGywme1gZoea2WfM7BqFEyg/ljS1g1/7u8JJrnx76mr6oirPxo6SdLWZvb8r83WY2TZmdr7CFc6iPk1d8RdJz3Ryn+52LM37giqb24yTdK2ZHZf1xdug7G98ocIoZrv3sp7+8DVVts8fKunPZvYJM+s0dJvZNDP7gcKwmof0Q43RbPQzmJrZ1yR9ueCm+yS90d2LBuRPWX7oQUm6p+pV9K2izoudfvh0U9GlsMY+eNy1Bdvybb83tD1W86U/qvhqQ62kK81sf3d/vMo1AQONqfizqkHSn7qQobrjHe7ekxlC7zSz/FWyeoUah6t7Zx5doVnGZyMHdbn7jWZ2ukKQLTVcocnJJ83stwpXAJ5ROCnUIGlrhf5Lh0naX708aenuzWb2M0nf6OAuN7p7r76j3f0qM/uhKq9kjFYYBOBkM7tUoV/BcwqvdbjCyb09JR0uaa76/nu1z7j7/VkzpB/kbqrPtn00+3teo9BZd5nC9/oMhYOPwyS9Xhtprt0oX5QkZR0TfqwwPXzezZIO78mQfTFlzRamFNz0t2rX0seK2uH36JLhBlTMpqqOQ3V3FI3CU/Rc67fnx8Qveu3VUBTU15so6R9mtp+753vpA+jceBV3xuyNng7Pu0UfPf+Dkj6dNctIxZcUPq9OLLhtljoO0H3t51ktRc2FentWfb2TFb4/ikYa2jX7GdDc/exsJJ2iuU+2VXiPv1TdqtKwUTaDycZbvVTFQf1KhTPqAyqoZ4omvnlBlZPzDDRFTV6K2rH3RtFwaX3R1KboMTq6WlN0ABJ7WuX7VPzhN0PS382MmeSATdt9ko6RNDuxoL5+JJGTJJ0qqS/mR+lRP6ZsoILLCm56VsVtsXvyHC0KM6R+XaG5Ym/1RZ+tPufun1fooNsXV52XqPjK/YCz0YV1MxulMLpFfoxTKYwR+5YB1Jm0TTbjalFY/8VG0L54q4JtRR03e6MoKE/rg6GhZnTxuaTiEF/UB6Fabpf0enf/hoqHLZ0p6a9mNlDH8AfQfcsVRn/5nKQd3X2Ou1+S6veMB6crnFm+WD0LsncoTPa0dS9KKboK+dO+nKPC3Vvd/cuS9lCYI6Qnf5NbFEJ/sjOhuvtPJO2sMPFgT5pbPaAQ+Ke5+4Ac1jpvo2oGY2aTFc6c71Jw8zkK48Em+YHTBWeqssnEWkk/ilBLnzGz0aoMvI2SHu3jp3pe4UxC6aXpoZK2l/RQLx63aF+7t4P7PlGwbY9ePHdvXCfpv9d3rnb3r2QzrObH732dpD+Y2WHZ+MYA2jWqehMCdTZy1Cp1r5YVCmcdlyi8jgWSHu+D4WyjcPcHJR1rZl+WdKTCvBb7qfjq5TKFgH69pEvdvWj44C4zswZVNsVplHR+bx63I1kb+KPMbAdJb1GYcG8/FTerXKpw9f16SZe4e35ukCKXSMr3j+jK1e41qtwHezRbr7svkHRi1u/wbQp/z/1VOSiCFNro36kwos/v3H2gD7pRYaMJ62a2s6QrVDm0oUv6qrsPhAmPCpnZ+yWdUHDTOQP1g7XEgars9HJ7X3decnc3s1sk/XfupgPUw7BuZjNV+cHxqjo+0LijYNsbzawuwgyhxxWMgvQxhREG3p7bPk/Sb8zsaIZzBNplB7BF7WurLptRM4laYnL3JySdlf0ouzK4WfazSuHg5JU+PnH3HlWO9vVbd+/rK8Rl3P0RhaE1z5DaXus4hde6Qu2vtVtzyLh7j8aEz85i9+k+6O7PKHQw/YEkZeOmb6bwOteo/TVu1N9NG0UzmGwczptUGdTXKczAOJCD+nGSisbpfVphqKOB7j0F24pmM+sLNxVs6/EkGiqeCffmDXww/l2Vl2inSJrfixp6qqJ9Z/bl9S6F3vZ5b5P0s64MEQYAqXD3le6+yN3vcvdH3f3lvgzq2RCRnyy4qepXvbPXutDd73T3x9x98QCZ7LHL3H21uz/j7ne7+yPu/tLGHtSljSCsm9kHFc6o5zv6vSrpEHe/sPpV9V42w9h3FKZ8z18BaVaYtGZAt8XKJnQ4LLd5jcK4xf3hN6oMqXPNbP/uPlDW8fL9BTf9b0e/4+6LJf214KZvmFl+auru1rN9b35/veyKxltVfBXg/areJX8AGAiOUOXMtf9296izU2PjMmDDupnVmNlZCmed82H2cUn7uHvRDGdJy6Y8fp9CU4qTVTwu6inunp/ieEDJ2vj9UpV/uwuzUNvn3P15SfmpsU3SuT2Ykvi7CpfhSi1QmCBjQ75VsG12B9s7ZWZjzOwiZZdB+0LWPOZQFTfn+Uw2/TgAQPpUwba+Gq4RkDSAw7pCe7RPF2y/QSGoD5gJXcxsmJm9KZv0YIFCD+gZHdz9NHf/XtWK65oJZlY0O2chM5sg6Z+S5uRuWi3pO31ZWIFvq7J3+SyFCUyGdvbLFpwh6d0FN3+zs8ur7n6bwtTkeSeb2fe7MktbVscgM/uowoHpcV35ne7IDpjepOJObaeb2Qf6+jkBYCAxs90VOj2WekHS5RHKwUZsIHcwLZroYbWkuxTO/vXV89zu7j35x3tzNrpGXoPCjFxjJE1SGLawoymdSzUpTEjxwx7U0t92k/RcNoPaZZKucfeKMVLNbLrChA6fU/GkPJ/JOgf1G3e/z8y+Iun03E3zJN1nZp+S9LeiNnBZs53vKsySlvcnd/9lF8v4kMKss/mmW59U2G++IemK/FwAWXvx2QojHZyoru03Pebui8zsvxQOgEsPxkzST8xsqbvnr1QAwKai6IThT2PP7oqNjw3UvgdmdplCp7f+dr67n9RJLX+V9OZ+rOFRSce7e1E74qoyszkKQXNDWhSuEDyncAA1UtJkVbbrK3W5pKO62hnGzB4veLyGroyhn3UIulLhzHGRlxWGuXpB4SBpgsIQhtt1cP+nJO3l7l2eyMnM5in0tSia8U4K/RIey2pZrdDkZgd1PJHTH939yA6e615Vjqk7oavNjcxsb4VOp/kZX9cpzARcdKUAADZaZra5pCcllV4NXSdpC3fv0XCFQEcG8pn1TcEChemSL4owtF9v1CoE247Cbd7/KYzaU5UjR3dvNbMjFDqcFh3wTVDl8IUduVfS/O4E9ayGa8xsvsKViKImRHWSdsp+onL3W83sKIVRekq/mOolXW5m89z91jjVAUAUn1D556EUxmwnqKPPDeQ26xurVyT9SqGpww7u/qsBENSfUjgL3V3rFGbOPN7d+2Kq6C7Lxkc+WqFjZ0/e31aFkXoOdPeevHa5+78Uznj/Vj2fPnq1pPMUptvuNx6mGX+PKmfMa1CY5XRWfz4/AKTCzEaochIkiY6l6CcD+cz6+skN+lunzSoUZs/qSi2rFALqUoXmFSsUZvd6PPt5TNI9iY8Z2qLK13q+pO8rTNf8PnU+K2eTpKskfTab1KEnlhfU0d2JH1okfSEbTeUUhSG4itrSl2pU6Bz7lb4Ymsvdn5P0zmzWvZMl/ZeK+2OUapZ0o0LI/12+bXuBXr9XWa3/Z2bjJH01d5NJ+q2ZvTEbcQcANmbvV+V3xZ3ufnuMYrDxG7Bt1pEuM9ta0r4KHU/HKrSzXq5w9v1Bhc6Tr8WrsJiZ1SlM2TxX0kSF5jBDFA6oXpJ0n6R/ZDMF9mcdMxQOeCYqzNQ2TOHA7hWF9++urrTNBwD0PTM7QOHzudRD7v5gjHqw8SOsAwAAAImizToAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AAAAkCjCOgAAAJAowjoAAACQKMI6AACGaGqJAAAfXUlEQVQAkCiTNCN2EZ0YL2lwtrw8+0nJyOxHkholLY5YS5HBCu/hes/GKmQDNi9ZflnSuliFdKB0H1wmaUXEWoqMkjQiW14r6ZWItRQZImlctuySnotYS1e84O6NsYvYVJnZYEmTY9fRiakK359S+H9bG7GWIuMU/u+k8Hm1LGItRUYofG5JaX5v1kuaULKe+vfmYoX3MSVktz5kCl+eAIBgrrvfEruITZWZ7SPp37HrAIBU0AwGAAAASBRhHQAAAEhUXenKQcf9WhO3nBurlkKXn7WLmhpDE+GZ+/+PZh34ycgVlfvnhcfolafvkCSNn76XDj7h4sgVlXvklvN17z/PaFs/+osLIlZTqXndav3+zJ3b1s+efJRmD5kSsaJKb170E61pbZIkvXfM3jph9F6RKyr30ecv1UONL0qSdhs6Td+ddGTkispdsOQ2/WrpbZKkOqvR1TM+Frmicmu9WfMXnhu7DHTgbac8oLpBQ2OXUeaSb2zdtnz6xP/W3sNmxCumwH8vOk8rWkMz+h3nfkizD/5M5IrK/eui4/XywtDSaafBk/TjKe+IXFG5Pyy/Tz989bq29bd//hHV1A6KV1CB0n3wu5OO1G5Dp0WsptJhi36mVa2hGf1O+39MOx/4qcgVlbv2wmO0OMtus4dM0dmTj4pcUbm71jyjk1/8Q9t6WVgfOnKSRmy2VdWL2hCz9pP/9UNHJ1dfXd3gtuXaQUOSq2/wsDFl66nV17xuZdn6hLrhmjZoTAf3jqOmrR+ZNKpmaHL11Vv7v/EQq0uuvlG15UErtfrWH4ghTSPGzlBdfUPsMjo0PsXPLGv/zKofOiq5z/26QUPalusT/MwanfvMGrHZlqqprY9UTefGpbgPlnxvDk4wu9XWte+DgxPcB59uWlK2TjMYAAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRhHUAAAAgUYR1AAAAIFGEdQAAACBRJsnbVqxGMotYTiVvbSlZM1lNWscX3tqqkrdQVlMbr5gi7nJvbVtNrj6V/41NprT2QKm19O8rJVdh6vW5JC+psSax+qTy91DSe939V5FK2eSZ2Xsk/bJtnc+sbivfn9P/3kztMyH/mcU+2H1l30tmkqW2D5a+f+l9b0rl72Fd6Q3urSr/zkqN58J7eqivd7zsIzI9+Q/x1KRen1QRjFM0KHYBm7iy95/PrN5K/3sz9c+E1N+/1PdBd5c83fdwIHxvpnWoAwAAAKBN2Zn12Qd/VmMmzYxVS6Gbf/chNTetkSRtMesIzZj91sgVlbvn6m9q2eLHJEmjJmyvXeadGrmics88dKWevOeStvUDj70gYjWVWlsadeMlJ7Wtf3js/tqqfrOIFVX64ktXqNGbJUlvGr6j5g3fPnJF5b73yrV6oXm5JGnb+vE6aey+kSsqd8WKB3T9qickSbUynTHpiMgVlWvyFp360l9KNz0bqxZIyr3/5+0r1Sd2Wuk9N7Yvn3yENHtGtFIKfeRn0qq1YfnQadLbZ0Qtp8KZ90sPLQ3L20yWvvSOuPXkXX2vdNF17eu/2E+qTayVROk++NkjpZnT49VS5KRzpcamsHzEdOnILeLWk/eVu6VFK8Py9lOlU4+KW0/eg09LZ/6hfb0srE/d/hBN3W5etWvaoFsu/7iUhfWxU2Zr2z1PiFxRuUdvPb8trA8dMTG5+taseLEsrKdWX/O6lWVh/YCGrbXn0LT+q7/68pVqzK6Q7Th4ko4cOSduQTm/WfqftrA+vm54cvU927S0LaybWXL1rWltyof1pbFqgaTc+//OraSGuo7uGkdpUDp4tvTm3ePVUuRTv5BWZcuzRksnbBO1nAoXPtEe1seNlE54fdx68patLg/rx22d9gHjIbtI89L6WNXHz28P6zuPSW8f/MXj7WF9wqj09sFr7i0P64ntfgAAAADWI6wDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiTJJvn5l6PAJqh00JGI5lVYueUbrS6wbNExDho+LW1DO6uUvqLWlSZJkNXVqGDUlckXlGlcvUVPjirb14WOmR6ymknurVi19tm19dO0wDbNBESuq9HzzsrbloTWDNKZmWMRqKr3cskLN3ipJGmx12qy2IXJF5Za1rtGq1nWSwgfO5LpRcQvKcbleaF5euulod780Vj2bOjN7h6RL1q9Pawj7TUqeXtW+PGa4NCKtr00986rk2Tf70FppfGL1vbBGagofWaqtkaaOjVtP3tLV0vLV7eup74Njh0vDE/sbl+6DIwdJo+vj1pP3wmqpKatv8CBpYlpfS1rbJL3cHj3KwzoAQCe5+/mxi9hUmdkHJJ0Xuw4ASAXNYAAAAIBE1ZWuTNvxzWoYPTVWLYUeu/0CtbaES+jjNt9N46btHrmicose+IvWrHhRkjRs5GRNn3lY5IrKvfrcvVr89O1t6zvs84GI1VRqbW3WY7f9sm394IbtNL5ueMSKKv1++T1tzUx2HjJFOw2eFLmicleueFArWhslSRPrRuighm0jV1TuzjXP6Il1iyVJNTK9fdSukSsq1+Ktumz5PaWbXotVCyTl3v/t9nqvamrrOrpvFI/c0n7h5YCGbTS5bmTEair9Yfm9WuctkqSxU+ZowhZ7Ra6o3NMPXanVy56TJG1W26B5w7ePXFG5xxsX6661z7Stb7/3+2WW1rnN0n3woIZtNbFuRMRqKl227B61KHxvbjZ1V42fvkfkiso9dc9lalyzRJI0vm64Dm7YLnJF5V5qXqHrVj3etl72CTjroE9p6nbzql7Uhjx596Val4X1aTsdqt3nnxa5onJLX9q/LayPHL+t9ntHWldv77v2zLKwnlp9zetWloX1D4ydqz2HbhGxokpXrHhAzR72wTc0bK+PbXZA5IrKPdr4su5ZG9r9b10/Tt+ceHjkisqd8+r1OvvV6yRJNWbJ1bemtSkf1p+PVQsk5d7/uW87R3X1afXDKA1KJ4zeK7kD5KtWPqx1LWskSdN2/C/tedgZkSsqd+W5b2gL69MGjUnuM+HCpbeXhfV9jzpXNbVpNbou3QffO2Zv7Ttsq4jVVLpyxUNa0bpWkjR95qHaff7XI1dUbulLj+jFJ2+UJM0YNDa5ffDm1U+WhfW0DhUBAAAAtCGsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkirAMAAACJIqwDAAAAiSKsAwAAAIkySb5+ZdJW+2voiIkRy6m08P4/yFtbJEkjxs7QuGl7RK6o3HOPXaN1a5ZKkgYNGanNt39j5IrKLXnhAS19+ZG29S3nHBWxmkqtrU1adP+f2tZ3Hbq5JtaNjFhRpX+sfFitHv5Npg0ao5lDJkeuqNxNqxZoZWujJGmz2gbtOWyLyBWVe2Tti1rY9JokqUamN47YMXJF5Vq8VVevfKR00+HufkWsejZ1ZnaYpL+sX99i57eopqYuYkWVnrr3srblnQdP0dT60RGrqXT1ykfU4q2SpOFjpmv89L0iV1Tu+cf/qcbVSyRJDTX12r9hm8gVlXuy8RU9tu7ltvUZOx8pq6mNWFGl0n1wzpCpmjxoVMRqKl298mG1ZN+boyfuqDGTZkauqFxpdhtTO0yvGzYjbkE5rzav1B1rnm5bLwvrAACd5O7nxy5iU2VmH5B0Xuw6ACAVNIMBAAAAElV2bXH4mC1UN7ghVi2Flr30iDy7nDdk+HgNGT4+ckXlVr66UM1NqyVJdfXDNHzsjLgF5TSufFVrVr7Utj560k4RqynQ2lrWTGfzQaM1xAZFLKjSk+teUWt2AWqz2gaNqR0WuaJyC5teU7OHpmJDawZpal1al+Rfbl6h5a1rJYVLeVvXp/U/7HItWPdK6aa1sWqBpNz7v+PosN+k5KGl7cvTx0vDh8Srpcijz0kt4WtT44ZIExKrb9FKaVVzWB5aL22ZVutbvbZSenFJ+3rq++AW46WGxP7GDz8rZa1gktwHn1gurcv+R4YNlmZMiFtP3qq10qLF7etlYX3/Y36uqdvNq3ZNG3Th50dr3dplkqQd535Iu88/LXJF5a44Z3+9+ORNkqRx0/bQYR+7PnJF5e679kzd/pdT2taPOuXBiNVUal63Ur86ZUTb+lmT3qI9h6bV5nrOE6drVes6SdLxo/fSxzY7IHJF5Y56+he6Z+2zkqRdh2yuCzc/IXJF5c559Xqd/ep1kqRaq9FVMz4St6CcNa1N2vmJb5VueiJWLZCUe/9vP1xqSKvJump+2b78kw9Jb949Xi1FNntXCJyS9P5tpdPT6uqleVdJ174QludsKd3y7bj15J3zV+njJQ3h7j5Cqk+sHULpPvjzj0nz5sSrpcjoY6Vl4TymPrS9dNpucevJO/Bv0o0vhuXdt5Zu+NaG719t19wrHfKV9vXEdj8AAAAA6xHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgETVla688MR1WrtqcaxaCrW0rGtbfuXZO7Xg7osjVlNp9YoX25eXPpdcfa88/Z+y9dTqa2laW7Z+/aoFeql5RaRqijWppW35/sbndMWKByJWU+nV5pVty680r0quvoca2/9HWqXk6lvnLflNQ2LUgTZl7/9lC6XBCZ9Wuvoeadnq2FWUW9PUvnz3a9Jvn4xXS5HnS96vF5dIF98Yr5Yitz1Wvn7pU1KdxamlK/5+j7R4eewqyq1rbl9+aGl6++ALJfvg4uXp7YMPPl2+bpI8SiUAkKaT3P382EVsqszsA5LOi10HAKQi4fMVAAAAwKaNsA4AAAAkqqzN+uVvkA6cFKuUYlteKi3P2t99Zmfpc7Pj1pN36D+kW7Nm/nMnSH85JG49eec8JH317vb1V4+LV0uR1c3StEva1//6JWmf7ePVU2T6idLKrGn9qUdJn35L3Hry5n1FumtBWD5wpvSHz8etJ++My6UzLw/Lg2qlly6IW0/e6kZp8/eXbXooUikIyt7/d371WdUNGharlkK//sLYtuUfTj5K+w7bOmI1lV7/1Nla3ho+tGYd+Ent+sYvR66o3NX/+xa9uOAGSdLsIVP0y6nHR66o3CXL7tSZr1zTtn7c119STc2giBVVKt0HfzLlaO01dEa8Ygoc+NQPtLK1UZK08+s/rV3mnRq5onJ/P2++Xl50myRp1yGb6+dT0wpHt69ZqA8/3x6OysL68DppTH3Va9qg0j4dQ2rTq6+upnw5tfqG1Javp1bfoNy1neFDpDHD49TSoZKdcEh9evXVl/yN62rTq2/Y4PL11Oqrr6vY1BqhDLQre/8HDx2tuvqGWLV0alhNvUbVptUn2az9Q6u2brAGDxsTsZpKNTXt/3Q1qknu/RuSC+aDh45WTW1iX54lktwHS7446wYNSW8fLPl71ll6++CwmvL9jWYwAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiTJLHLgIAEvJNd/9i7CI2VWb2DUlfiF0HAKSCM+sAUK42dgGbON5/AChBWAcAAAASVVe6ctpu0pyxsUop9s7rpNXNYfmYLaV3bh21nAqf/4/00NKwPGuM9M3d49aTd/ki6YLH29f/NC9eLUXWNktHX9e+fvrx0szp0copdPRZ0pp1Yfm4A6Wj94tbT97x35eWrQ7Lc2ZIXz8uajkVzvi99O9HwnJdrXT55+LWk9fYJL39zLJNL0YqBUHZ+3/p66XBiZ1rP+Ka9uWvHCPtntj30rHflVauDctvmyGdsE3Ucip86S7pvtfC8vZTpbPeE7WcClfcIZ33j/b13x8s1SV2arN0H/z6sdKcLePVUuQt35Jas0bWR28pHZvY/8h7b5ReawzLM6eH7JGSe5+SvvR/7etlYX3v8dK8KdUuacMGWfvytqOkw6fFq6XIWfe3L48dnF59Dy8tX0+tvpXN5etzd5AOmBmnlo7UlgSF7adKh+8Zr5YiDUPaw/q4kenVd8lN7WHdlF59q9ZWbFodoQy0K3v/528uNdR1dNf49tpWenNiJ2nqS96vbUak97l/9oPty2OGp/eZsPDl8vVDp0n1iYX1UntvL82bE7uKcjXWHta3HZnePjh8UHtYH5vgPji0vnw94d0PAAAA2LQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEEdYBAACARBHWAQAAgEQR1gEAAIBEmSRfv1JnklnEago0tbYvm6S6xA4vmltL3kBJgxKrr8Wl1pICU6tPKv8b19ZINYnV2NTcvmwm1dXGq6VI6vW1tOT2wbp4tRRyqamlbMuP3P1/IlWzyTOzcyR9bP166p9ZNTXhcyslZZ8JGgDfm4l9JrS0Sq0lf2P2we4r3QdrTKpNOVsm+L3preH/ZL2yf5FmV/l/UGJc5W9wiqivd1paw0+q3Ms/hFKTen1S+vVJGhW7gE1c2fuf+mdWay7YpWZAfG8m/pmQ+vuX+j7YmjtpmJqB8L2Z2LEYAAAAgPXKzqwfs6W0xfBYpRT7wUNSY3aJet8J0n4T49aT95snpWdXheVpDdKxW8WtJ+/2xdK/XmxfP2XneLUUaXLpew+0rx97gDRtXLx6inz/z9K67Kh7/52kuTvErSfvB3+WGrP6thgvHbN/3HryfnujtGhxWK4x6TNHxq0nr6lF+t6fyjY9F6kUBGXv/84H/T/V1A6KVUuhe//57bbl+SN20vRBYyJWU+lXS25To4cPhQlb7K3J2xwYuaJyC+76rVYuWSRJmlA3QkeOnB25onIPrH1BN69+sm199sGfkVla5zZL98HDRszS1EFpXRD82Ws3ty1P3HKuJm2V1hfTA9f/QC3NjZKkyXUj9d8j0wpHzzUt0xUr2sNRWVh/33bSvClVr2mDfvpIe1g/eIr0tV3j1pN388vtYX3LEdLpe8StJ+/M+8vDemr1rWwuD+sffJN0wMx49RT58d/aw/ohu0hfekfcevJ+fZ30/GtheZvJ0hknRC2nwrOvSouuD8u1NenVt2ptRVh/soO7ojrK3v/d55+muvqGWLUUKg1Kbxu5iw5q2DZiNZV+u+wuNbaED63J2xyoPQ87I3JF5RY/fUdbWJ9SN0qfGTcvckXlLlx6e1lY3+PN31BNbX3EiiqV7oNvH7Wr9h2W1pnCn792i1oU2uZM2fZg7T7/65ErKrfgrou1csnTkqTNB41Obh+8efWTZWE9rUNFAAAAAG0I6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiCOsAAABAogjrAAAAQKII6wAAAECiTJKvX9llrDRmcMRqCtzwotSSVThpqLTj6Lj15N2xWFrZHJaH1UmvGx+3nrwFy6WnV7Wvv35yvFqKtHj4G683a7o0flS8eopc/4DUmu2Dk8dKO0yNW0/eTQ9LTdk+2DBE2mvbuPXk3b9IemV5WK4x6cBZcevJa/XwNy5xirufGamcTZ6ZfVbSt9evT976QJmldV7p+Sf+1ba8Vf04TagbHrGaSnesWaQWDx9aQ0dM0JiJMyNXVG7xs/9R09oVkqQhNki7DE3rQ/XZpmV6tmlJ23rq++A29eM1rq4hYjWVblu9SJ7Fy2EjJmn0xB0jV1TuxaduVmvLOknSyNoh2mnwpMgVlVvWslYPN7aHo7KwDgDQGe7++dhFbKrM7HRJn4tdBwCkIq1DRQAAAABt6kpXZo2RRg2KVUqxWxe3N4OZ1iBNT+tKj+5fIi1vCssjB0k7j4lbT95zq6WFK9vX950Qr5YirS7dsrh9fectpJHD4tVT5NZHpZbWsDx9vDRtXNx68u5bKK1YE5ZHDZNmbRG1nAoPPyu9Fq54y0yau0PcevJaW6VbHi3btKSDu6I6yt7/fSakd1bp5pfbl3eaJo1JqxWMbntMam4Jy5s3SFsk9r35wFJpWWiBoBFDpdkzopZT4YXXpCdfal+fOyE0Q0hJ6T44a7o0KrG/cen3ZorZ7fZXpKasvpHDQvZIybJV0gNPt6+XhfXv7SXNm1LtkjZszEXSsiwMv2db6Wu7xq0n74ArpZuyf+pdNpOumx+3nrwz75c+95/29RsPjVdLkZXN0shft6//6CTpgLSaV2rEO6WVWRg+8RDpS++IW0/ePp+Vbn0sLO+xjXTNaXHryfvaJdJXLw7LdTXSTafHrSdv1Vpp+DFlm26MVAqCsvf/H2+SGuo6umscNb9sXz7rPdKbd49WSqHN3iW9lp2kOW4r6fQ94taTN+8q6doXwvLM6el9JpzzV+nj57evXztfqk/siLF0H/z++6V5c+LVUmT0sdKy1WH53dtIp+0Wt568A/8m3Zg1CZ8zQ7rhW1HLqXDNvdIhX2lfT2z3AwAAALAeYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIFGEdAAAASBRhHQAAAEgUYR0AAABIVF3pyj2vSTUWq5Rizd6+vHCFdO0L8Wopsmxd+/LSxvTqW7CifD21+tY2l6/f9aTU3BKnlo60lNTz1EvStffFq6XI8tXty0tWpVffwpfal13p1be2KXYF2JDrX5SG1MauomP3LZSGDIpdRbmmks+sp1el97m/pOR7c/nq9D4THnu+fP26F6S6hE9t3vNUgtmttX154cr09sFljSXLCe6D9zxVvm4K358AgGCuu98Su4hNlZntI+nfsesAgFQkfKwIAAAAbNoI6wAAAECi/j8NQ/G/FqK5WwAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "a6433395",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:fig-pdes-2d-partition.png\" align=\"left\" width=\"400\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a91edb5d",
   "metadata": {},
   "source": [
    "Remember:  The equation associated with point (i,j) is:\n",
    "\n",
    "$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$"
   ]
  },
  {
   "attachments": {
    "g2632.png": {
     "image/png": 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s2dOMHj3arFq1ykQrLS01M2fONL/73e9MgwYNvK4OlGBnSBJ3l+IxuLlp06bmzjvvNJ999pkpKyurFIulS5eaxx57zHTr1i3WlZqxIeStOmmPxx2trKwsM2TIEPPWW2+Zbdu2VYpDYWGheeWVV8xZZ50VKw7fo247XrKwk2C4lmHv3r3NP//5T7N69epKcSgpKTEzZswwN998s6lfv75XHPYAp6Q+e9XKFXjEoVmzZuYPf/iDmTdvnmPd9MMPP5i//e1v5qCDDop1TowOIW/VSSfsDKeuddOll15qJkyYYLZv314pDlu2bDEvvfSSOfPMM2PF4Rs0dshLNvAuHmXYt29f89RTT5mCggLHumnatGnmxhtvNLm5uV5x2I0mk4nlajzi0Lx5c/OnP/3JfP7555XiYIwx33//vXn44YfNgQceGOucGBVC3iSD3InLwXXAAQeY5557zpSWljoepNHWrl1rrr76aq+DdQt2qmyprBcusxdFIhFz8803m59++imuOOzZs8c8+eSTpmHDhl6xuDaUXKa/HDzGaPXv3998+eWXccXBGGNmzpxpevXq5RWHKegOvps/41JuLVq0MOPGjYu7biooKDDDhg3zisMmNIuqm77Ybk2OddOtt95qNm/eHFccdu/ebf7+97/HujB3VSi5TH91sI9XcSy3E0880SxYsCDuumnatGmmR48eXnGYGEYmq4n7cCm3vLw889JLLzledHCyevVqM3ToUK84bMQ+akQqOwqXCcSysrLMiBEjzJYtW+KKw65du8yoUaNiXZi7PJRcSrXXBpdp3bt27Wq++eabuCvuisaNG2fq1q3rdrC+Fk5W094HOJRX3bp1zbhx46oUh2+//dbrLtdmdFfFyfW4VLRXX3212bVrV8Jx2LFjh7nsssu8KvALQ8lpeuuIyw/8Hj16mKVLl1bpnBg7dqypXbu2WxxeDCerac9xhrX69eub119/vUpxWLBggencubNbHDYAjcPJalq7BZc6ZPjw4Wb37t0Jx2Hr1q3mggsu8Kqbzgklp+mtMy51U8+ePc3y5curdE6MGTPG5OTkuMXhuXCymtYi2G6clcqrQYMG5s0336xSHObPn286duzoFof12O6jIgn5Fw4HVKdOncz69eurdKCWe+2110wkEnE7YI8NKb/p6kxcrsy88847ScUhPz/ftG3b1i0OD4WU33RV/sDJSmV15ZVXJhWHsrIyc/HFF7vF4VvsHTXZ5wUcyqpz585mw4YNScXi+eefd4tDGfYujuxzLg5llZ2dbd57772k4rB8+XLTsmVLt1j8v5Dym64aY+9wVCqr3/72t0nFobS01JxzzjlucfgGOxOo7PMyDmXVrVu3uO/wunn22Wfd4lCKHpMQ7SIcyionJ8dMnTo1qTgsW7bMtGjRwi0Wd4eTXamuumDHUe13IOXm5pqvv/46qQO13IgRI9wO1skh5TldzcWhnB566CFf4jBr1ixTq1YtpzjsQNOQVzQChzgcd9xxVbpqHK24uNh0797d7ZwYFk6W01JXHGaVatCggVmyZIkPZ4Qxt9xyi1sc3gkpz+nKcWrxxx57zJc4TJ8+3WRnZzvFYRt2Fkqx/oRDHE4++WSzZ8+epONQWFjo1QvispDynI664zCuulGjRua7777z4Yww5oYbbnCLwxsh5TldLcahnEaPHu1LHKZOnWqysrKc4lCM7m5JAm7D4UC96667fDlQjbHdpzp06OB0sJagH/nlOuFylcyPL9Fyw4cPd6vANb3sPpXGamVlZZkvvvjCtzhMnTrVLQ4aH7HPXTiU0Z///Gff4rB161bTunVrpzjsRhMDlPsFDnHo0aNH3GPl4nHllVe6nRNDQ8p3OvqaqPLJzs42Cxcu9C0OEydOdIvDW2FlOg39GYcyuu+++3yLQ3FxscnLy3OKw07sI3rEPjqlUhn16tXL17rJYyzdkJDyLdXQdByuziR7GzzaU0895XawXhFWxtPMzTiUz6uvvuprHPLz893GquiL1GqPwxXLIUOG+BoHY4w56aSTnOKwA9uNUWAOUeXTtGlTU1RU5GscnnjiCbe66VdhZTzN3I5D+VR1LISblStXut15Hx9WxtNMFxzicPnll/saB2OM6d+/v1MctqFnoJWrdEGuefPmZuvWrb7G4W9/+5tb3aTxvdYfcCifiRMn+hqHZcuWud3dyrjxvZqlKxhNsYOQsyu+OWTIEF5++WVfd7R582by8vKcnu0xHxjn686qp2uw3aZ+1qBBAzZs2EDdup6PeErYaaedxpQpU6Lf3oPtolLq686qn6Nx+CJ76623OPfcc33d0dixY7n2WsfJIJ8FFvm6s+qnPvbq8X51/+WXX87zzz/v647Wr19PmzZtKC2tdOh/jh2XUdNdR9TssY0bN2b9+vXUrl3b1x0NGDCAjz76KPrtXcBI7EWQmqw/cF70m++99x5nnHGGrzsaPXo0N9xwg9NH/0bPBGwE/JGouumqq67iX//6l687KigooH379pSVVTr052If1VPTXY/tFfSzAw44gLVr11Krlr9DDI8//nhmzpwZ/XYh9ne08XVnknF643BVoKqz3sXiciVfi8tywQUXBBIHjyv5WhyWunXrOj5HK1kFBQWh5626LX7f6S137LHHhp636rQEcafXGGMeffTR0PNWnZb69eubnTt3+h6HFStWhJ636rb4fae33BFHHBF63qrTEsSdXmOMefDBB9322YIMkhV2AjJUW6c3Dz744EB21q1bt0C2m6mCKi/FITHt27cnN9f/3jOtW7emUSONr02E6qb0EFR5de3aNfZK8rNOnTpRp04d37fboUMH6tWr5/t2M5nqpvQQQt3UJpAdhkSNrWC0dnozLy8vmJ21dtyduGjVqlUg223TJqPqhsAFFQdQLBIVVN2kOCRGdVN6UN2UPlQ3pYcQ6ibHmxbVlRpbwXDsA+/QP9ifnQW03UzlMIYkrbebqYI8bhWLxAQVC8UhMaqb0oPqpvShuik9hFA3ZVSA1NgKRoHTm2vWrAlmZwWOuxMXikN6CLK8gopxptI5kR4Uh/QQVHkZY1i7dm0g285UOifSQwhxyA9khyFRYysYjkflkiXBTDa0ePHiQLabqYKKQ1DbzVT5+fkUFxf7vt2VK1eydetW37ebyVQ3pQfVTelhxYoVbN++3fftLl26lJ07d/q+3Uymuik9hFA3ZdQVU3/ncJRyy7BTfudUfHPChAkMGzbM1x2tX7+eOXPmOH00Gxjr686qp1uAnhXf+PDDD9m2bRv169f3dUcTJkxwensndhrVmt7X83jgqopv7N69m/fff5+LL77Y1x29/fbbbh89BizwdWfVT33gCaIutE2YMIFLL73U1x3l5+fz+eefO300AzvVdU13G9C94htTpkxhx44dvk+i4FI3bQduwM78VZOdTNRzKXfu3MmUKVM477xKM8InxaNuegQ9lqIRMIqoqd8nTJjARRdd5OuOVqxYwfz5850++hh4ztedVU93APvNiDFp0iR2797t+2MpXOqmjcAmX3ckGeu/RE1lmZuba9atW+frtJkeU/rqCdzW/+JQPs8++6yvcVi6dKnJzs52isMrYWU8zeRh+2DvVz5nn322r3EoKyszRx55pFMctgKaBsyaRlT5NGzY0GzcuNHXWDzwwANuddP5YWU8zdyIQ/n85z//8TUO3333nduDQ/UcRqsdDg9cv/DCC32NQ1lZmenTp49THAoB/6c+rJ5mEVU+jRs3Nps3b/Y1Fvfee69b3XRWWBlPM7fhUD7jx4/3NQ6LFy82kUjEKQ7PhpRvqYbKrxjut9xwww2+HahFRUWmZcuWTgfqTuxVIrHTh1b6Iu3UqZOvz1H51a9+5VZ5XxJSvtPRJziU0YwZM3yLw/jx493i8HpIeU5Hv8OhjH73u9/5FodNmzaZZs2aOcVhO/bumkAHHOqmzp07m127dvkWiwsvvNDtnPhlSPlOR3OJKp9IJGJmzZrlWxxefPFFtzjoAd/7jMChjEaMGOFbHDZs2GAaN27sFIdioG5I+U43B+IQh27dupk9e/b4FotzzjnH7Zw4N6R8SzXUFthF1EFUu3ZtM3v2bF8O1OHDh7sdqG+GlOd0VelKPmDuvPNOX+IwadIkt6szRUCTkPKcjhyv5Pfu3duXhxtv3LjRdOrUye2c0J3efToCu4kqozp16pi5c+f6cEYYM2zYMLc46E7v/ipdyQfMyJEjfYnDO++841Y3bQEahpTndHQrDnHo16+f2bFjR9JxWL9+venQoYPbOXFBSHlORwcCJUSVUb169cwXX3zhwxlhzNChQ93ioDu9+5uHQzndd999vsThzTffdIvDJsD/B3BKRhuFw8HUqlUrs3LlyqQO1CeffNLtQC0laoyScDwOZRWJRMxLL72UVBy++eYb06RJE7dYjAwpv+mqLrACh7K66KKLTFlZWZXjsHv3bjNgwAC3OHyFJgOK9iQOZdW2bVuTn5+f1DkxatQotzjsAQ4JJ7tpawAudVOyXXYWLVpkGjVq5BaLO0PKb7rKBVbjUFaXXXZZUnXTrl27zAknnOAWh3lEjVESnsahrDp06GDWrFmT1Dnx8MMPu8VhN3BQONlNW6fjUFZZWVnm7bffTioOCxYsMA0bNnSLxW0h5VeqsebYK4iOP2rmzZtXpQN11KhRbn3wDfBMOFlNexNwKK9atWqZxx9/vEpx+OSTT0yrVq3c4rAOXTl2cgXO5WUGDx5sCgsLE47DTz/9ZAYOHOgWBwOcGkpO01tL7J3XSuXVvn178/nnnycch7KyMvPAAw941U1jwslq2nsfl7rp73//e8JxMMaYmTNnmry8PLc45KMrx06uxqUOueiii6p0933jxo1eF4EMMDCUnKa3NtgxtpXK68ADDzQLFy5MOA5x1E3/CCeraa/S3ANge0H8+9//TjgOxhgzffp0t+EvBliFxlZLFTlO0ACY+vXrm4ceeijubgrffvutVx/X8h/4GfXUbR8dhEvDFzCXXHKJWbFiRVxxKC4uNnfffbepU6eOWxzKgF+FkclqIAs745Nj2XXv3t3897//jbvifuONN0znzp29zonxIeSxurgJl3Jr2LChefTRR+Me17hkyRJz5plnesWhAGgVRiargYNxafgC5vLLL4+7J0RRUZH505/+ZGrXru1VN10YRiargWxgJi5x6Nmzp5k6dWpccSgrKzPjx483HTt29DonXgwjk9WE4wQNgGnUqJEZNWpU3OMaFy1aZE477TSvOKwCWoSRyWrgMFwavoAZNmyYWb16dVxxKCwsNHfddZfJycnxqps0VkuSMgb3E9106NDBjBw50vFq8tatW83rr79uhg4d6nWQGuz4sP4h5K06OQOH/uDlS926dc2vf/1r8+6771ZqAJeWlpo5c+aYO+64w+tuVvny1xDyVp00B5biUYYnn3yyGTt2rGO3keXLl5snnnjCbdbBistXaDKGWJ7Boww7depk7r77bsfxEsXFxea1114zl156qalVq5ZXHHYAR4WQt+rkHBxm6yxf6tWrZ6655hozceJEx7pp1qxZZsSIEV5XjMuXe0LIW3WSh0tX5/Jl0KBB5umnnzZr166tdE4sW7bMjBo1yvTr1y9WHD5HdxdjGYdHGXbp0sXcc8895quvvqoUh6KiIvPqq6+aIUOGuM0SXL5sB/qGkLfq5EIcJvIpX3Jzc821115r3n///UoX50pLS83MmTPN7bffblq0aBHrnNCwC0laDvAR3geaATuBRocOHUyPHj3iOTgrXhG4MqU5qr5uIb4yNXl5eaZnz56mXbt2sRq6FZe30figeByGx53GikuDBg3MIYccYrp27Wpyc3PjjcMa7EQQ4q0O9rlXCdVNzZs3jzcOpcDQlOao+vo9cZRpJBIxrVq1Mj179jRt27aN1dCtuLyG6qZ49MbjTmPFpWHDhlWpm/KB9inNUfVUF/u80JhlWqdOHdOxY0dz2GGHJVo3qQdKfP5IsHXTy2jsovikDvbZAfEefPEuO4DLUpeNjHAp9oqW37EYQ9SDrMVTV2AJ/sdhPtApddmo9uoCL+B/HIrRM7USdTUOs9j6x5IKOgAAIABJREFUsKhuSkwPYtx9r+LyFboIlIj62IsEfsehCHVZS9RwHGax9WEZA9RKYT6khhiBnZXLj4N0KfYqnCTuWOw4Ej/isBM7Nk8S1wyYgn8V96uo62BVRLBXL/2qm77H/mCVxB0PrMWfOOwArklt8jNGc2Aq/tVNL6Kug1URAe7GYwhAgsu3wKGpzEAGORlYjz9x2I56ZEnAumJ/FLr2g42xFGMrH83akpz62MZvIVWLQxk2jl1SnfAMNAj4mqpX3AuBi1Ke6szTjeTqpp+w55QeDpqc8ropru5sDkspNo6dU53wDHQ28B1Vr5u+BganPNWZ52DsMV3VOKhu8kcD/KmbOqU43VKDHY29hRrPHZYy4FPs81GahZHYDNYK+DPwBfFVFiuBv6O7in7LAf4HeBd7RT5WHLYCrwMXo7EofusPjCW+Oyyl2LEVvweahpHYDNYae2HtS+Krm5YDT6BnLfotB7gKeA/bkyFWHIqx3d9+icai+O144P+wsy/HUzfNAm4HGoeR2AzWFjvhznziq5uWAY9jx2uLhCILe/XM7SCdj332hASvI/AD7rE4Hn15pkIDvMc4/g3d2U2FLOxsVG5x+ALbIJDgdcI2ptxicWRYCathGuI9U96D6O5JKmRhJ7hwi8Nn2NklJXhdsFPou8Xi8PCSlh50NTg9lGGvXLpZg737JcFbAWz0+Lz8CrMEayuwyOPzBdi7XxKsMmyDyk0+tn6S4C0HNnl8/lWK0lHTFQOLPT6fj737JcGK9btpFfbulwRvKXZ2YTc1vm5SY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREAqDGloiIiIiISADU2BIREREREQmAGlsiIiIiIiIBUGNLREREREQkAGpsiYiIiIiIBECNLRERERERkQCosSUiIiIiIhIANbZEREREREQCoMaWiIiIiIhIANTYEhERERERCYAaWyIiIiIiIgFQY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREAqDGloiIiIiISADU2BIREREREQmAGlsiIiIiIiIBUGNLREREREQkAGpsiYiIiIiIBECNLRERERERkQCosSUiIiIiIhIANbZEREREREQCoMaWiIiIiIhIANTYEhERERERCYAaWyIiIiIiIgFQY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREAqDGloiIiIiISADU2BIREREREQmAGlvpI9fjs/pAJFUJqeGygHoen3t9Jv5q7PFZo5SlQmLVTZIaWUBdj8+9PhN/qW5KD151U4OUpUKygToen3t9JhK4psCvgXeAnYDxWFYCfwcGooaX37KBM4AxwBq847ANeB24An2pBqE78GfgC7zjUAbMBu4ADgwlpZntAOAaYCKx66blwBPAyahu8ls2MBgYC6zFOw7FwHhgKNAwjMRmuB7AX4CviF03fQL8HugSSkozW3NgOPAesAvvWCwDRgEnhpLSzFYLOBv4P2Ad3nEoAl4FLkWNYEmhXGAEsBnvA9RtmQsMSHmqM9MgYn95ui0bsXHUFeXkdcQ2dktJPA6l2Iq8U6oTnYHK66YtVO2c+Azb6JLkDQLmk1zdpCvKyeuKrV/KqFrd9DzQJuWpzjz1Sa5u+hQ1uvwyCFhA1eKwAdVNkgKnAaup2kEavbyDvQItiWsDTMWfOCwF+qc2+RkjG/grsJvk47AdezVZd1eqZjBQgD/nxJvYO/eSuHbANPyJww/A0alNfsaoBTwM7CH5OGwDfpfa5GeUc4h9Zzfe5TW8u4GKu47Yu7Z+xOE74IjUJl9qiuH486Oy4vIjtuuVxK83sAJ/47ALuCqVmcgADYG38TcOBngF7778UtlNQAn+xuF74NBUZiIDHI7tMu5nHHYCw1KYh0zQCHsx0++66SU07jdRN1G1Hg9ey3fAwanMRAY4htjDLKpSN12RykxI5nsc/yvu8qUQ3VmJ1+nYOyBBxeLulOWkemsOLCK4OMxBfcPj9U+Ci8Nm4KjUZaVaGwzsILhY/CF1WanW8oBvCS4On6CLQfGIYMcDBRWHTUC/lOWmejuP2GN3q7qUYbsViiTtRjwOtpycHHPGGWeYp556ynzxxRdmzZo1Ztu2bWbp0qXmo48+MnfccYfp1q1brAN2HfYWr7g7FNswdS3Hnj17mpEjR5rp06ebZcuWmW3btpmCggIzb94888QTT5iBAwea7OzsWLEYmvqsVSu1idFNqkWLFuaaa64xb7/9tlm8eLEpLCw0mzZtMosWLTLjx483l19+uWnSpEmsOLyBZlyN5TY8yrB27dpm8ODBZuzYsebLL7/8uW768ccfzdSpU82IESNM165dY8WhANs1Ttz1wA4idy3HXr16mbvvvtvMmDHDLF++3Gzbts3k5+ebefPmmVGjRpkBAwaYrKysWD9qfpX6rFUrdYjRTSovL88MHz7cvPPOO2bx4sWmqKjIbNq0ySxcuNC8+uqr5rLLLjONGzeOdU68iro7x3InHmVYp04dc9ZZZ5mnn37afPXVVz/XTT/88IP58MMPze23325+8YtfxIrDaqB16rNWrRwObMWjHA8//HBzzz33mBkzZpgVK1b8XDfNnTvXPPbYY+akk06Kp266MPVZk0xyCi59viORiLn44ovN999/b2IpKyszr7zySqzK4ys0FbObZthuTY5l1717d/POO+/EjIMxxnz99ddm8ODBXnHYga7mexmLS9k1btzY3H///Wbbtm0x47BlyxZz5513mnr16nnF4p5Qclg9nIlL18FIJGIuueQS8+OPP8ZVN7344oumc+fOXnGYh7pPuWmOHffpWHY9evQw7733Xlx10/z5883pp5/uFYftQN8Q8lhdPItL2TVp0sQ8+OCDZvv27THjsHnzZvP73//e1K1b1ysWfwojg9XEObh0HYxEImbo0KFm2bJlMeNQWlpqXnjhBdOxY0evOMxBk1y5ycOjW3Pv3r3N5MmT46qbvvzyS3Pqqad6xWErdoiHSMLqYqdFdrwq89xzz8V1kFa0detWc+GFF3odsPeGkdFq4ElcyuzSSy81O3bsSDgWY8aMMTk5OW5xWIwdYC37OxGXOHTt2tV88803Ccdh/vz5plOnTm5xKEUVuJN6uHyJ1q1b17zwwgsJx6G4uNicf/75+nGZuKdxKbOrr77a7Nq1K+FYxKib5qM7vk5Ox6PBu3Tp0oTj8NVXX3n90C9B462dNMBlbFD9+vXN66+/nnAciouLzbnnnutVN90RSk7T33O4lNnw4cPN7t27E47FmDFjTK1atdziMBfd8ZUquBWXHzPTp09P+CAtV1ZWZq699lqvqwO6Lb6/rrhMTHLHHXdUOQ7GGDNx4kSviuPKcLKbtiLYyrRSWfXp08cUFhZWOQ7r1q3zuus7MZzspjXHLjr16tUzs2fPrnIcSktLzVVXXeUWhyKgZTjZTVuH4NLz4Y9//GOV42CMMW+//bZXl2d1dd5fFi6PADnyyCNNUVFRleNQUFDgddf3rXCym9ZG4tLQ+uyzz6och9LSUnPFFVe4xWEzmtk5Wk9c7i7ec889VY6DMca8/vrrXt0Kh4STXamuGgM/4XAwPf/880kdqMYYs2fPHjNgwAC3g/Wf4WQ5bb2CQzldcMEFprS0NOlYjBo1yi0Oq9CzJCq6GIdyat26tVm1alXScVi8eLFp1KiRWyxOCCnP6agZDs+qiUQi5uWXX046Drt27TLHH3+8WxweDynP6eoNHMrp4osvNmVlZUnH4uGHH3aLw3IgJ5Qcp6ehOJRTu3btTEFBQdJx+Prrr03Dhg3dYnFsSHlORy1wGLsYiUTMa6+9lnQcdu7caY499li3ODwSUp7T1bs4lNPQoUN9qZvuv/9+tzj8gHoFSQIux+FAOv/885M+SMutXr3a5ObmOh2sW7CTEIht9FZ6ynyTJk3Mxo0bfYvFySef7FZxnBlSvtPReziU0auvvupbHB5//HG3OPwrpDyno1/jUEZDhgzxLQ7Lli0zderUcYrDT+iLtFwzHO5qNW3a1Pz000++xaJ///5u58QpIeU7HX2AQxm99dZbvsXhkUcecYvDUyHlOR1dh8sPfL/8+OOPpnbt2k5xWId97qPYHgiV7mq1aNEiqR4oFZWVlZmjjz7a7Zw4KZxsS3U0nqgDKDs72yxevNiXA7Xcbbfd5nawnhpWxtPMJTiUz1//+ldf4zB79my3OIwJKd/ppgEO01r369fPl6tk5Xbt2mW6dOniFIf16Iu0XKVnm+Xk5MQ1UU8ibrzxRn2RersCh/J55JFHfI3D9OnT3eLwj5DynW6a4NDN/JhjjvE1Djt27DAdOnRwikMBGkNXrtIFudq1a1dpvJyX3/zmN27nhB6hYzlekHviiSd8jcOHH37oFofHQsp3YDQQLRh1gI1EPefnpJNO4qOPPvJ1Rz/88AMHHXSQ00cvockywHYN2O/uUnZ2NmvWrKFFixa+7qhXr14sWLAg+u0N2B+XxtedVT+nAqOi3xwzZgzDhw/3dUf33nsvI0eOdPpoKPCFrzurfuoCs4iafevUU09l8uTJvu5o8eLFdO/uOP7/eeABX3dWPY0i6qJYrVq1WLduHc2aNfN1R4ceeihLliyJfnstMMDXHVVPg4GHo9985plnGDZsmK87GjlyJPfe6/i1fAl24pKarD522v39euUMHjyYd99919cdzZ8/n969HedN+jfqTggwGji54ht16tRh/fr1NGrUyNcdde3ale+//z767WVAF193JBnpUBxa66NGjfL1qkC57t27u10d0OKwnHDCCYHEYeTIkaHnrTotWVlZvoyHiDZ//vzQ81bdlieffNL3OBhj4nkGl5YKy8CBAwOJw5133hl63qrTkp2dbTZs2OB7HObNmxd63qrb8vTTT/seB2NMrEdVaIlazjjjjEDi4NE7qyEZRLeug9HG6c1+/YJ5WHlQ281UQZVX3756fE0i2rVrR+vW/k+c2aNHD+rW1WNTEqFzIj0oDumhc+fONG/e3PftHn744dSqpSGLidA5kR5CiEPbQHYYEjW2guH4C7JNG8c2WNKC2m6mCuIHPigOiQoqDpFIhFatWgWy7Uyluik9qG5KD0HFISsri7y8vEC2nalUN6WHEOqmjAqQGlvBqO/0Zr169YLZWX3H3YmLoOLQoEGD2CvJz3JzcwPbtmKRGNVN6UF1U3pQ3ZQ+VDelhxDqpowKkBpbwVjr+OZax7eTtmbNmkC2m6nWrVsXyHYVh8QEdT4AFBQUBLbtTKS6KT0oDulBdVP60DmRHkKIQ0YFSI2tYDjWpitWrAhkZ0FtN1MtX748kO0qDolZvXo1paWlvm+3qKiIzZs3+77dTKa6KT0oDulh5cqVlJWV+b7dTZs2UVxc7Pt2M5nOifQQQhwyqrGlkZrBWOX05qRJkzj33HN93dHOnTv5+OOPnT5ag51GtaY7GTig4htTpkyhrKyMrCx/rzW8//77Tm8b4C3sAwJrsoOAXhXfKC4u5pNPPuGEE07wdUeTJ0/GGOP00WfASl93Vv3k4vCg7UmTJnHGGWf4uqNt27YxY8YMp4/ygdm+7qx6Ggg0rfhG+bEbifj7VBaXuqkMWzf536qoXroBPSq+sXnzZj777DOOPvpoX3c0adIkt4/mAKt93Vn10wA4PfrNSZMmMWjQIF93VFRUxKxZs5w+WgV86uvOqqdTgMYV3/D70SDlXOqmXbj0EBOJ9jVRU1m2bt3a7N6929dpM9988023aTNvDCvjaeZuHMpn2rRpvsZh69atplGjRk5xmBZSvtPNYTjE4be//a2vcTDGmIsvvtgpDqWARqZb3xJVPh06dDB79uzxNQ6vvPKKW910XVgZTzP/D4fymTVrlq9xKCoqMvXr13eKwwdhZTzN9MEhDrfeequvcTDGmPPPP98pDiWA/1MfVk8/ElU+Xbp0MSUlJb7GYdy4cW5106/DyniaeRiH8pk3b56vcdi8ebOpW7euUxwcW2AiTu7F4WAdPXq0bwdqaWmp6dOnj1ul0TmkfKebw3EonxNPPNG3OBhjzN133+0Wh1tCync6+o6o8qlXr55ZuXKlb3FYsGCByc7OdorDzNBynX4exOFY9fN5NiUlJeawww5zikMZ0C6kfKebI3GIw2mnneZbHIwx5o9//KNb3XRDSPlOR8uIKp8GDRqYNWvW+BaHr776ymRlZTnF4aPQcp1+HsXhWH322Wd9i0NJSYk59NBD3S7IaRpb6zgc4nD22Wf7FgdjjBkxYoRb3XRtSPmWaqgvDgdRXl6ebw9LfPrpp90O1M9DynM6iuDwRQqYN99805c4rFixwjRs2NDth6Wegr6P49Wyyy67zJc4lJaWmkGDBrmdE7eFlOd0dAwOZdSmTRvz008/+RKL0aNHu8VB3Qf3iWC7LVUqp3fffdeXOCxdutTtrlYp0CGcbKelx3GIw5VXXulLHEpKSsxJJ53kdk7cFFKe09EJOJRR+/btzebNm32JxahRo9ziMD2kPKejbOxQlErlNGXKFF/i8P3335t69eo5xaGEDJv2XYI3GYeD9bjjjjO7du1K6kD94osvTG5urlulcWFI+U1Xw3Eop4YNG5qFCxcmFYft27ebfv36ucXhxZDym67aANtwKKsnnngiqTgYY8xdd93lFocNRPU/Fz7AoawGDRqUdHfCWbNmmTp16rjF4uyQ8puursehnJo2bWq+/fbbpOJQXFxsevbs6RaH50LKb7rqCOzEoaz++c9/JhUHY4y5/fbb3eKwHmgUSo7T1wwcyurUU09Num765JNPvOqmSuPFarhbcCinZs2ame+//z6pOBQVFbn1fDDA/4WUX6nGemOvIFY6oC644AKzdevWKh2on376qWnVqpXbgToHe8VU9qkFLMahvDp16mS+/vrrKsVh8+bN5pRTTnGLwy50V8vJ/TiUV61atZLqxvbAAw+YSCTiFoubQ8prOjsCe+e1UnldfPHFZvv27VWKw6xZs0zLli3d4qArx5Xl4NC9FuxYlcWLF1cpDj/99JMZMGCAWxx2YBsXsr9HcCivnJycKndjKysrM/fdd59bHAy2sS37OwaXuunSSy81O3bsqFIsZsyYYZo3b+4Wh6nhZDWt1QGW4lBeBx10UJUvBm3YsMGceOKJbnHYjrqZSxX9C5eKtnfv3gn90C8pKTFPPfWU24BCg7392j+UXKa/wbhU4A0bNjTjxo0zZWVlccfis88+M127dvX6En04lFymv8bYRyM4ltv1119vCgsL447D+vXrzSWXXOIVh2+wXxpS2Qu4lFu/fv3MokWLEqqb/vGPf3hdNd6DHaMklZ2LSxwaN25sXnrppYTqptmzZ5tf/OIXXufE/aHkMv01A9bhUm433XSTKSoqijsO69atc5usp3xZiG1sS2Uv41JuRx11lFmyZEnccdizZ48ZNWqUqV27tlscdmMnSZHKLsIlDk2bNjXjx4+POw7GGDNz5kzTpUsXr3PiL6HkUjJCLnYMlePBlZ2dbYYNG2Y+++wz1y/UoqIi89JLL3nddi1fbg0hf9XJfXiU3xFHHGHeeOMNs23bNsc4lJaWmpkzZ5ohQ4Z43UUxwMfoS9TL0dir647l17x5c/PII4+Y1atXu1baP/74o/nLX/7iNgNk+bIFOCSE/FUXDYD5eNRNV199tZk7d65r3VRYWGj+85//uA04r7j8NoT8VSeOk5aUL0cddZR56623XO84lpSUmOnTp5tf/vKXseqmD9AjX7wcj+2V4Fh+LVu2NI8++qjJz893rZt++OEHM3LkSLdxvOXLJqBrCPmrLhphG6OO5VerVi0zfPhw8/nnn7vGYcuWLeb55583Bx98cKy6SbOjensMj/I79thjzYQJE1zvOJaUlJiPP/7YbSbOissk7FixjKTuZqnRHvuMH8+Zbtq2bUu/fv1o3749ubm5rFu3jhUrVjB79mx27doVax/PAlf6k9yMlQW8DpzntVJubi7HHnss7dq1Iy8vj6KiIvLz85kzZw7r16+PtY9l2Cv4G/1Jcsa6ghjjRiKRCL179+aQQw6hVatWlJWVsWbNGhYtWsTChQtjbb8UOAd4z6f0ZqpO2LqphddK7dq1o2/fvvvVTcuXL2f27Nns3r071j6exo6bFHdZwATsHXhXubm59O/fn3bt2tGyZUuKiopYvXo1c+bMYcOGDbH28QNwFPaHvrj7NTHGjUQiEfr06cPBBx9MXl7ez3XTwoULWbRoUaztl2DjPMWn9GaqA7HPvDrAa6UOHTrQp08f2rdvT926dX+um+bMmRNP3fQk6soZSzb2e/RUr5Xq16//c93UokULCgsLf66bNm6M+XPoW+xF2C3+JFlqsu7YL7tYrfuqLP8CaqcuK9VaLvAqwcRhIRqnlYjh2C4cfsdhG7b7g8SnJy4zdvqwPIXu8sarPvAGwcRhPrZhLfG5Htv11e84FAPnpzAf1V1vYAXBnBP/QHd549UQezEoiDh8gb0hIeKbZrjMAlbFpQQYkdIcZIYIttwcJy+p4vIemvGuKvpjnxTvVxxWA/1SmoPMcAB2kLhfcdiD6qaqCKJuehfNeFcVx2NnC/QrDquwj4SRxDTHds33s25St+bERYC7cRn7XsVlPPYik4jvamFP9GQr8WlowHmyTsR2oUr2x/2vsd2ApGraYu/OllD1OOzCPivHs8uJeMrBTve7keTOianoR2WyBgDzSP7H/ZVouEAy2mO7OyfT+N2JfVhvsxSnPZPUxo5J/4nkzon/AoenOO2Z5hTgS5KLwwrsUALVTRK4RsA9uDzU0mUpBWaiZ9X4KQJcjO0bnsgVm6XAndhuieKPw7BdPB2fxeWyFGF/DB0YQnozVWPg/2EvJMQbhxLsBaAzQkhvpooAlwBzSaxu+hF7d6xe6pOcsXpix/tuJ/44FALPAJ1DSG+magr8FcgnsbrpY+C01Cc3Y2UBQ/GY/M1l+QG4Daib+iRLTRfBdnt6AvcDtAC4GsgLKY01RVvgf/G+enYf0CusBNYQudhJTObgHocPsA+h1LTuwYlgn8f1JO5xKL+z6znBhiStPXYc0WbcY/FnoEdYCawh6gMXYBvAbnGYgv1hr3HUwcnCTvYyBvc4rMTe2W0eUhprig7Y3lqFuMfiD9h5C0RC1w73A3VSiOmqibx+5DcIMV01ze24x+F/QkxXTdMZ9zi8E2K6aqIvcI+Fftynzl24x+HSENNV03TDPQ6vh5iumuhr3GNR47sLapyJiIiIiIhIANTYEhERERERCYAaWyIiIiIiIgFQY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREAqDGloiIiIiISADU2BIREREREQmAGlsiIiIiIiIBUGNLREREREQkAGpsiYiIiIiIBECNLRERERERkQCosSUiIiIiIhIANbZEREREREQCoMaWiIiIiIhIANTYEhERERERCYAaWyIiIiIiIgFQY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREAqDGloiIiIiISADU2BIREREREQmAGlsiIiIiIiIBUGNLREREREQkAGpsiYiIiIiIBECNLRERERERkQCosSUiIiIiIhIANbZEREREREQCoMaWiIiIiIhIANTYEhERERERCYAaWyIiIiIiIgFQY0tERERERCQAamyJiIiIiIgEQI0tERERERGRAKixJSIiIiIiEgA1tkRERERERAKgxpaIiIiIiEgA1NgSEREREREJgBpbIiIiIiIiAVBjS0REREREJABqbImIiIiIiARAjS0REREREZEAqLElIiIiIiISADW2REREREREApAddgKENsBlwEigk8c6HYASYBVQmpKU1Sz1gDOB3wOnArVc1jscqAusBranJmk1SgToB/wGuA5o5LJez72fbQbWpyZpNU5bYCjwJ6CjxzrtgT2obgpKLjAYGAEMxP17uzeqm4IUAY4AbgCGAw1d1uu197NNwIbUJK3GaQ9cDvxx7//d1mnHvrqpLDVJq1HqA2cDdwAn4V439WRf3bQjJSkT2as38B62AjAJLIXAX3Cv6CUxzYCHga0kFocS4HXg4NQnOSNlAVcAP5JYHAywEDg/9UnOWH2AySReN23GXjRqkPokZ6QDgL8B20i8bnoV6Jr6JGekbOBKYBmJ100LgHNSn+SMdQTwXxKvmzYBf8A2DiR5LYDHsRd1Eq2bXgZ+kfokS02TB7yAvQKcaMVdcVmHvfIfSW3yM0YWcBu2Ek4mDnuAMUCT1CY/o5wEzCe5OBhgFtA3tUnPKK2BF0n8h0z0sga4OsVpzyTZ2LtYW0guDruBJ4HGqU1+RhmIvZiTbN00A9t4I03VAAAgAElEQVQrQqqmLfAKyddNBdiGs1RNLeAu7EX/ZOumv6ObBhKQnlTt6pjX8jK2m4nErwHwJv7G4XvgkFRmIkMMx1a8fsVhJ/A/Kc1BZugNrMDfc+JFbPdciV9D4G38jcN36A58VQzHXkzzKw47sF3fJDGHAyvx95z4P6B2KjORARoC7+BvHL4FuqUyE5L5ziHxrmrxLp8CLVOXlWqtPfA1wcRhM/ZKqMSWBYwlmDgY4P7UZaXau5DEu6rFu3yC7Q4nsXUEFhFMHH4CTkxdVqq1bOAZgolDGXBP6rJS7Q3BNlKDiMV0oGnqslKtdQG+IZg4bACOS11WwqEuaKlxNPARdoCgo3r16jFo0CCOOOII2rVrR/369Vm3bh0rV65kypQpLFiwINY+PsH+0N/lX7IzTgNgJnYAs6NIJEKfPn0YNGgQ7dq1Iy8vj6KiIvLz85k1axYfffQRu3fv9tpHMXAstuuJuHsQOxmJq7Zt23LmmWdy8MEHk5eXhzGGtWvXsnDhQt577z02bIg59vxW4FG/EpyhjgM+xOMqb25uLqeccgp9+/alXbt25Obmsn79elasWMHkyZNZuDDmoT4NOAV7l0CcNcJ2g+3utkIkEqFfv34MHDiQtm3bkpeXR2FhIfn5+XzyySdMmzYtVt1UCBwDLPE36RnnMeBmrxXatWv3c93UsmVLysrK9qubNm7cGGsfN2K7UYm7k4ApQI7bCrm5uZx22mn06dOHdu3aUa9ePdatW8eKFSuYNGkSixcvjrWPD4HTsWOJxFkTYDYed8ezsrI44ogjGDBgAG3btqVly5Zs2bKFgoICZs6cybRp09izx7P634z9nfydv0nPbAcDv8T+4NTU8nY2nDW4tOrz8vLM6NGjzbZt24yX77//3lxxxRUmKyvL6wrBv8PIYDWRBbyBS9nl5OSY6667zqxYscIzDoWFhebhhx82zZo184rDj0DzEPJYXVyOx5Wu/v37m48//tiUlZW5xqGkpMRMnDjR9O7d2ysOJdgvUnHWETv207H8WrdubZ566qmYddO3335rLrvsslh101NhZLCayMKje05OTo65/vrrzapVqzzjsGXLFvPggw+aJk2aeMXhO+ykQOLsKjzqphNOOMFMnz49Zt30zjvvmJ49e3rFYQ8wKIT8VRddgI24lF/btm3N2LFjzfbt2z3PiSVLlphf/epXJhKJeMVCjV532cAkXMqudu3a5sYbbzT5+fmecdi8ebO5//77TePGjb3isASNfY9LbexEARUHMM4BDgwzUWlgKi4H12WXXWaKi4s9D9Joc+fONR06dPA6YC8JJZfp7wZcyqxbt25m0aJFCcVh06ZN5uyzz/aKw2uh5DL9dcKlW0jdunXNs88+m1AcSktLzaOPPmpq1arlFoef0I9LNzNxOX6HDRtmtm7dmlAsZs+ebdq2bet1TlwYSi7T3y24lNkhhxxilixZklAcNm7caM4880yvOLwUSi7T3y+wPUMqlVm9evXMuHHjEopDaWmpeeihh0x2drZbHDagH5dOItjfjo7ldvXVV8e8ABRt5syZpnXr1l7nhGaMdDYClzI77LDDzHfffZdQHDZs2GBOPfVUrzg8H0ouq5l7cS68r6i5AxEH43JQ3X333Z5Xx7ysXbvW9OnTx+1gXQrUCSW36asR9llMlcrrhBNOMJs2bapSHEpLS83NN9/sFocybJcd2d8LOJRX06ZNzZw5c6oUB2OMmTx5sqlXr55bLB4JKa/p7Hxc6qb777+/ynEoKCgwvXr1covDd3h0CaqhmuByBf/kk082W7ZsqVIcSkpKzA033OBVNx0RSm7T2ys4lNcBBxxg5s6dW+VzYuLEiaZu3bpusfhrSHlNZxfjUjc9/PDDVY7D6tWrzWGHHeYWh8W4P1uzpjoA272vUnmdcsoppqioqEpxKCkpMdddd51bHEqxkzWJi9p4T/5wXnhJC002LhMxXHnllVWuMMoVFBSYdu3auZX3LeFkOW3dh0M5de7c2WzYsCGpOJSVlZkhQ4a4xWE2GhdZUS8cHnmQnZ1tJk6cmPQ5MX78eLfuIruw3VLEysb+uKhUVjfccEPSccjPzzdt2rRxOyeuDyfLaetBHMqpW7duZvPmzUnFoayszFx00UVucfg4nOymrSNxmFY8JyfHfPjhh0mfE88//7xbHHYAHcLJclrKwc7sW6msbrnllqTjsHz5ctOyZUu3WAwPJ8tp6zEcyumQQw6p8kWgcqWlpV49g6aGlN9qoQXuDS0D3BRe0kJzCg5l0b17d7N79+6kKw1jjJk6dapbeS8LKc/pqBa2K9l+ZZSVlWW+/PJLX+KwdetW0759e7dY6LlP+/wbhzIaOXKkL3Ewxpjhw4e7xUGzE+7jeMe9V69eZs+ePb7EYfLkyW5x+DakPKej2jg8Sys7O9t8/fXXvsShqKjIq+HbM6R8p6NxOJTRfffd50scjDHmyiuvdIvDX0LKczo6D4cy6tu3rykpKfElDu+++65bHDSp1T71cLiBkpOTY7755htf4rBlyxaTl5fnFgs9RsfDWtwbW2eEmK6wjMahLCZMmODLgVrurLPOcitz1xn3apgBOJTPsGHDfI3DM8884xYHTfNrZePQlbNly5ZV7o7gZN26daZhw4ZOcYg5LVUN8jQOx+qkSZN8i4Mxxqtvvr5IrdNwKJ9rrrnG1ziMHTvWLQ5/Cinf6SYHh4fbt2nTJuGxQV7y8/NNbm6uUxzmh5XxNPQsDsfqBx984FscjDFm4MCBbudE13CynXbOxqF8rr/+el/jMHr0aLc43BFSvquF3+FcaDOxP7RqkggOD+E7+OCDfT1QjTFmxowZbgfryJDynm5G4VA+Cxcu9DUOJSUlbgNw9UVqHY9DHP7yl7/4GgdjjPnNb36jL1J3WTjMjtqzZ0/f4/Dhhx/qi9Sb4wW5b7/91tc47Nmzx7Ro0cIpDvPCyniaGYhDHP7617/6GgdjjLnmmmvczonOIeU9nWRjJw3Zr2z69u3rexwmTZrkFodbQ8p7unG8ILds2TJf47B79263mZ1nh5XxoPg5IPBxIBd7tax8QozXsX30S33cT3XQCfvw3P2cd57/Q9eOPfZYWrZsyfr166M/ugMY5vsOq5+20W907dqV7t1dH2dTJdnZ2ZxzzjmMGTMm+qOewHLseICazHHWrSDOifPOO48nn3zS6aNPsM9Bq8lygFbRbwYRhxNOOIFmzZqxadOm6I/+hMZHgEPd1L17d7p29feaQK1atTj77LP5978rPRmkL7bLufF1h9VPSuump59+2umjT7Hdtmqy2jg8MiWIOJx88sk0btyYwsLC6I/uQeNKwT6yaD+HH344nTp18nUnOTk5DB48mBdeeCH6oyOxE73pubEeGgF9gDZhJyRE/XG4KjBlyhRfrwqU8xgErcVhufbaa/8/e/cdZ0V1/3/8tQvbgAWkLB0RARUsqFhQokhRLGiIUWNiQ40t4s8SJfq1lyQmGjV2o8aYWCIxigJiRYoIBruAIEpdirD0tmw5vz8O6O7dmdlbZu7Mvft+Ph7zgFv2zjnnM/fc+cycORNIHF588cXQ65ZJS5s2bQKJQ3l5udd0y1oclvfffz+QWJxyyimh1y2TFj8mKHHyz3/+M/S6ZdLSoUOHQOKwdevW+u75pCVm+eCDDwKJRT23R9ASs1x99dWBxOHpp592W2c3skgQNx3eCHwCLA/gszNFnSOWYO86H4QuXeqcRBMPQcUhqM/NVp06OX5NUpafn09JSUkgn52t1DdFg/qmaAiqvYqKimjdunUgn52t1DdFQwh9U1adsAki2RJ7f4K6TwbUybZpU+fMu3gIKg5t27YN5HOzVZA7HfpOJEZ9UzSob4oG9U3Rob4pGkLom7Kq01KyFYw6FykATtcu+KKsrCyQz81WQcVhzZo1gXxutgoqDqDvRKLUN0WD+qZoUN8UHeqboiGEvimrAqRkKxgrnJ5cvjyYkZVBfW62UhyiIaj2qqysdJowRjzoOxENikM0BNVeO3bs0E5+gkpLSwP5XH0nEhNC35RVAfJzNkL5keNGMmXKFAYNGuTriowxTJ061emlajSTC9gZbWodVHBpr5RNmTLF7aXt2As+G7LG2JnwfvD9998zb9489tprL19XNH36dCorK51eqgAcX2hAcoDC2CenTJnCgAEDfF1RdXU106ZNc3qpCtjh68oyUyE2Hj8IoW/aFsgKM0seMftCy5YtY+HCheyxh78zsk+dOpXqaseJaXfQ8GZtjpWL/b2uZerUqRx++OG+rqiyspIPPvjA6SX1TVbYfZPB5aSFSE25ONzkuW/fvr7P5PLRRx+5zeRyV0h1j5pHcWifBQsW+BqH6upq07VrV6c4fB1WxSNmCA5x+OMf/+hrHIwx5qqrrnL7TuwXUt2jpDGwhpi2OfTQQ32Pw7Rp09zicEtIdY+aJ4lpm5ycHLNo0SJf41BVVWU6duzoFIcvQ6t5tJyAw3b6l7/8xdc4GGPM5Zdf7vad2DukukdJHrCOmLY58sgjfY/DpEmT3OJwQ0h1j5pniWmb3NxcU1pa6mscKisrTUlJiVMcPgmt5pJxnsDhy+z3ndDPOOMMt07jkJDqHTXDcGgfv++E/u9//9stDn8Iqd5Rk4e9lrFW+3Tq1Mls3brVtzisXbvW7SaJC8KqeAQ9g8O2OmnSJN/iYIwxI0aMcPtOHBBOtSNnOA7tc+WVV/oah3/9619ucbg9pHpHTQGwgZj22WOPPcz27dt9i8Pq1atNixYtnOIwJ6yKR9BzOGyrfk//ftJJJ7l9J3qHVO+oORWH9rnuuut8jcPf//53tzjcHFK9JQOdhMNG1K9fP1NVVeXLhjpz5ky3e3aUEnMKuAFz/CHNy8sz8+bN8yUO5eXlpmfPnm6dxhEh1TuK/oVDG/35z3/2JQ7GGHP11Ve7xeHekOocRSNwaKP+/fub6upqX+Iwbdo0t75pYViVjqAi7I1sa7VRQUGB+fbbb32Jw7Zt28wee+yhA3L1ewmHNnrggQd8iYMxxowaNcotDn8Mqc5RdDoObXTUUUf51je9//77bnH4JqQ6R1Ez7BDjWm1UWFhoFi9e7Esctm7d6jYayAB9Q6p3xuoPPAIMDrsgIcjDHk2vsyGNHj065Q21rKzM9OjRw21DvSmcKkfWX3Bop759+5rNmzenHItf//rXbnH4BE1CU5Pjzb4LCwvNjBkzUo7DhAkT3G5mXIGG6dRUACzCIRY33XRTynFYvXq16datm9t3YnQoNY6uB3Fop4MPPths2bIl5Vicd955bnGYiQ7I1XQMDu3UpEkTM2vWrJTjMHbsWJObm+sUhx1Aj5DqHEVFwFIcYnH77benHIeVK1d67eBfHU6VI+txHNrpsMMOM9u2bUs5Fr/61a/c4uB4MZ3U1Qn7gzqPHxvvglBLFJ4zcN6YzKOPPpr0Rrpx40YzcOBAtw11OdA0lNpGV2tgPQ7tNXz48JSGsf3+9793i4MBhoZS22h7BYe26tChg5k7d27Scfjoo4/chugY4LGQ6hplZ+PQVjk5OebJJ59MOg7r1683AwYMcIvDEuzOlPyoBNiIQ3uNGDEipZ2a2267zatvGhhGZSNuPA5t1blzZzN//vyk4/Dhhx+a4uJitzg8GFJdo2wkLn3TP/7xj6TjsHbtWtO/f3+3OCzEYXKOBq4jDmfeAXP66aeb8vLypOJQXV1tbrzxRq++6chQapsh2gOXAO9hZ3OJbbyGmmzlYI8gOm5UV155pdmxY0dCG+r8+fNNnz59vDbUi8KoaAb4HS5tdsghh5ilS5cmFIdt27aZkSNHesXhzVBqGX17Y8801WmzFi1amPHjxycUB2PsNSlFRUVucdgMdAilptGWC3yKy/Z77bXXmoqKioTi8PXXX5u9997b6ztxXgj1zAQ34dJmhx9+eMIXpW/dutWcffbZXnEYF0oto28/7Gylddpst912M2+++WZCcTDGmGeeecYUFha6xWEjNtmW2hphJ29xTLiuv/56U1lZmVAcZs+e7TXU3wC/CqWm0XcHLm02YMAAs2LFioTisGXLFnPmmWd6xeGVUGoZcV2wO/av47LzVGNpqMkWQC8cJgbYtfTq1cuMGTOm3uu41qxZY3772996ddwG+C8atuYmD3gXl7Zr1qyZufnmm82GDRs841BZWWmeffZZr6EIBnt2sXMIdcwUV+DRX4wYMcLMmTOn3o571qxZZsiQIV5xqAZ+EUL9MkVvHK5n3LXsvffe5pVXXqm3b1q9erW56qqrTEFBgVcs/o2GrbnJBybj0nbFxcXmtttuMxs3bvSMQ0VFhXn66adNly5dvOKwDHvEWpz9Fpe2y8nJMT//+c/N119/XW/fNHPmTHPMMcfU1zedGkYFM8R+uJzxBUzv3r3N2LFj672Oa9WqVeaKK64w+fn5XrH4F+qb3BQA03Fpu+bNm5u77rrLbNq0yTMOO3bsME8++aTp1KmTVxwWA+1CqGNaJLuB3YqdLSTev78QeCrJdWWDY7FDFFzva9auXTuGDx/OYYcdRocOHWjZsiUrVqxg8eLFTJw4kcmTJ1NRUeG1ji+wp183+1v0rNIae6ZxT7c3FBYWMmjQIIYOHUrXrl1p164d69atY/ny5UyfPp1x48bVd1PKcuwQnRm+ljz7/A3bL7g68MADGT58OD179qRz585UVVVRWlrKnDlzeO2115g7d25967gLuNGvAmepE4Gx2KPJjjp06MDw4cM59NBDad++PS1btmT58uU/9E1Tpkypr2/6BPgJsNXfomeVtsBHQDe3NxQWFjJkyBAGDx7M7rvvTklJCevWraO0tJQPPviA8ePHs3btWq91bAOOBv7na8mzzz+Ac9xezMnJ4aCDDuKkk06iR48edOnShYqKCpYvX87s2bMZO3Ys8+bNq28dt2H3o8TdKdRzALljx461+qYWLVpQWlrKokWLmDhxIlOnTnW75+Iu/8N+J3S/OXftsX1TF7c3FBUVMXToUAYNGsTuu+9O27ZtWbt2LaWlpUybNo0JEyawbt06r3VsBQZgR1tIDUcAJ2PvnXMIcBY2K9WZLXcjsRfDemX2yS5fA7unryoZbW9cJgfwYdmGjlbGKx+X67d8Wp5CZ3njdRH1j05IdpmNzvLGqw/2urYg4rAF+Gn6qpLRCrAjdoLqmx5DZ1LidRkuQzt9WL5AZ3njtT92lusg4rAZO3u3xMlxOuGdi5ItawCwCn831IlAy3RWIgu0BibhbxxKgUPTWYkskIOdTKca/+JQiWa8S8ZRwPf4+52YALRIZyWyQBvgffyNwzI0zXuicrBnntQ3he9YPC7FSHIZj/qmRHXEjtjxMw5LgYPTWYls0AT3IxBKtn7UHZsgpbqRbsZeWO06/Ec85QN343AviSSW/6IjZKn4Gd5nxuNd5mLPtktyegBvk3ocNgLXozOLySoA7gG2k1ocqoEx2GFAkpzTcZmKPMFlNnZ6eUnOXtgJ2FKNwwbgOtQ3JasQuA97uUSqfdO/0QQxSVuDc8Mq2aprCDCLxDfSCuwwBP2A+qMrdoy+0yya9S3T0E2L/VKIvTi9jMTjsAK4GI9rIiUhx+ExU6HHsgN4CP2A+qUb9uL9ZPqmKcDhaS9xdirCnpFaR+JxKAV+jfomvxyPHf6XaBzKgb9ir42U1HUHXiC5M7+T0Jn2lH2Lkq1E9QVuwWWqU35MsF7BTp3cJpRSZr922B/F8Xjv3MzCHrXvHU4xs14hdtKGJ/CYKQ9Yjb1HzRDsTJPivwOxF/LPxrtvehl7365W4RQz63XAXlc3Ae++aQb2Fhf7hFPMrFcEDAeexGOmPOxw3L8Cg1GSFYQc7NCz27HXq3sd/BmDnVNAfVMwOmJv+zQR777pA+wZxb3CKWb2mY+SrWR1xn1DnRhiuRoir3HJzUIsV0NzLe5xODfEcjU0e+Aeh9dDLFdD9AnuscgPsVwNzQ24x+GXIZarodkL9zi8HGK5GiKvEwYNfkIYjVsVEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQlAupKtqjStR0REREREJBLSlWxtStN6REREREREIiFdydbGNK1HREREREQkEpRsiYiIiIiIBMDvZCvP5flSn9cjIiIiIiISaX4nW4UOz5UBy3xej4iIiIiISKT5nWwVODz3qc/rEBERERERiTy/k618h+dm+rwOERERERGRyPMz2WoMFDk8/4KP6xAREREREckIjet5vQ3QH9gKTAEqPN7bnrrJ2yfA7KRLJyIiIiIikqG8kq3jsWelWux8PAc4BVjg8v5eDs/9JfmiiYiIiIiIZC63YYS5wDP8mGgB9AbeBzq7/M0RMY8nA8+nUDYREREREZGM5ZZsdQZKHJ7vBLwFtI15vgAYWePxJuBSwKRaQBERERERkUzklmytBNa4vLYP8C7Qb+fjdsA/ge47H28GfgrM9amMIiIiIiIiGcct2doB/Aaocnl9P+B/wBZsYnbazufnAD8B3vOxjCIiIiIiIhnHa+r3l4Cjgeke72my89/ZwGXAgcBn/hRNREREREQkc9U39fsHwJHAnsBRO/9tgz2jtRx7Vmsm7jMUioiIiIiINEj1JVu7fLtzERERERERkTh4DSMUERERERGRJCnZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRACjZEhERERERCYCSLRERERERkQAo2RIREREREQmAki0REREREZEAKNkSEREREREJgJItERERERGRAKSabB0AfA1MAO4CDky5RCIiIiIiIlkglWSrN/AWsBdwPHADMBO4xodyiYiIiIiIZLRkkq3mwH3A50BJzGt5wD3AT1Msl4iIiIiISEZLNNlqBbwDXAk09njf/UCjZAslIiIiIiKS6RJJtloBbwOHxPHe3YETkipRw9QVOM/j9b2B4UBRWkrTcDUFTgW6ebznfKBDWkrTcOUC/YFhHu85BTgoPcVp0HbHu2/qA5wIFKalNA1XM+DnQGeP91wAtE9PcRqsXOBI4FiP94wA+qanOA3aHsC5Hq/vj90PLUhPcRqsYuB0oKPHey6k7kg4iZGD/bH9FDAey8KYxy+EUNZMkg/8BvgY73atuWwG/gMcFkJ5s9lA4HVgG/HFoQqYgU28dAbXP52BB4EVxP+dWAz8CWgTQnmzVT5wBfAJ8cdhE/AS0C+E8mazwcA4EuubpmN/szXbsH+6Ag8DK4n/O7EQ+CPQOoTyZqsC4CrgM+KPw0bgRXRwzm/HYifH2078fdM04GzUN9XRGHgZ54aL7fz/E/N4M+pknOQAvwAWEH9nEbtUA2OAnmkue7bZDxhP8nEwwGzsWUdJXkvsTslWko/DBuD/gCZpLns2yQV+BXxHan3Ti8CeaS57tjkAmEhqfdOX2LOOkrxWwJ+JP9l1WtYBv0MjU1KRC5wDLCL5OFQBz2HPiEnyDsKOckulb/oM75ErDUou8CTODbUYmBzz3E3AjpjnPgfew552FzvU5jlS20hrLtuxHZAk7iLqbq+pLM+hoVTJ2I+6Z8VTWeZhZ0iVxDQD/ot/cdgGnJXWGmQPv/umv2HPVkpiDiC1nfvY5Qu0o5+MZsCr+BeHzcDP0lqD7HERUIF/sXgcO7Feg3US9qiYU+N8C/QA3oh5/mrgKZe/KcOeQeiRzkpETCfgf/i3kdZcHkCnZePVCHsWJYg4fAC0S19VMt4J2DNSfsehDDv8SuLTmcSGM8e7VGO/a+qb4tMY+CvB9E3T0DUTifg5sAX/47AGOCaN9ch03YGvUN8Utnzc9+9TXaYAbdNXlXDkxDxuBVwC3E7da1G2AqOAV7Cnxd+g9mnAa7DXaU3HfYKB9dgjCpNSKXQGag18hO04XDVt2pT999+f9u3b06JFC1atWsWiRYuYO3duPOu4F/itD2XNdk8DI73ekJubS+/evdl9990pKSlh7dq1rFy5ks8//5zt27fX9/lfYs/kbvKpvNnqJGAs9fzYde7cmR49etC5c2eqq6tZtmwZ8+fPZ+XKlfV9fjkwCNsfibsSbN+0u/fbmmGvN2+PvfvHKuwJya/jWccfsPdhFG/PYq9ncJWbm0ufPn3o2rXrD33TihUr+OKLL+Lpmz4DBmCTCHE3AntZhGff1LVrV/bcc086depEVVUVpaWlzJs3j1WrVtX3+dux1wnP9KW02asDtm/ymhSG4uJi9ttvP9q3b09xcTGrVq1i4cKFzJs3L5513A7c4kNZs1kOdt/+DK835ebmsu+++9KlSxdKSkooKyv7Yb+pvLy8vnV8DPwEOyIiq7XE3h/LbVzyFuyOS01OZ7bAXkg60+VzDPZI9r7BVSVy8rDJpWtmf8IJJ5jXXnvNbN261ThZvHixuf/++03nzp3rO0JwXtprl1muxqP99txzT/Poo4+a5cuXO8Zh8+bN5j//+Y8ZOHBgfXF4FR0x89IHe9GyY/s1adLEXHvtteaTTz5xjENVVZX58MMPzWWXXWby8/O94rAS2x+JswLsGQ+PNhxuYJyBbQaMw7LIwF8MdKzvKPIv01+9jDIajzj07NnTPPbYY2blypWO34lNmzaZMWPGmKOOOqq+vuk/1D3IKj86AE8uSocAACAASURBVDvMzLH9mjZtan73u9+Zzz77zLVv+uCDD8wll1xi8vLyvOKwHDvaRZwVAh/isS2fcsopZsKECWb79u2Osfjuu+/MPffcYzp06FBf33Ra+quXUW7CIw577bWX+dvf/mZWrVrlGIeNGzeal156yRx55JH19U0vkOV9UxPs0QO3BvgYOMLh79ySrV0GYS/wdZpZbDENZ0a9v+DStt27dzeTJk1y3ECdbN261dx2222mUaNGbrHajqacdXMUUIlDu+Xn55t7773XlJeXxx2LcePGmY4dPXcwbwylltHXBDsU2bHdTjvtNFNaWhp3HBYsWGCOPfZYrzjMQjNGunkI13braWCKS4LltGwxcJOBXLc4bKVhHWRLxGDsxft12q2goMA88MADZseOHXF/J8aOHWvat2/v9Z0YHUoto68Yj2u0zjzzTLNixYq44zB//nwzePBgrzjMQAfl3DyOx879tGnT4o7D5s2bzQ033GByc137pi3Y2+tIXcOwCWmddisqKjIPP/ywqaioiDsW//3vf01JSYnXdyI2j8gqj+Bc6SpsRuuWadaXbO1SCPzbZR1vAIf6UYmI6oXLhc5HH320Wb16ddwbaU1vvPGGadGihdvG+k44VY20HFyuSWnbtq2ZOnVqUnEoLS01hxxyiFcH7nXfiYbqBhzaKycnx9x5552muro64ThUVlaaq666yqsDvyCcqkZaH1wOPsBgA2UJJFo1l9cNFLvFYUI4VY20XOxEUnXaq127dmb69OlJ9U1Lly41Bx10kFscNqFrS53cikN75ebmmrvvvjupOFRUVJhRo0Z59U2a4KquA3A5+HDssceadevWJRWLV1991TRr1swtDmPDqWqkNcLOtlynvTp06GBmzpyZVBwWLVpkDjjgALc4rCeLb+MSe7+C7cC/sLOEeYk32YL6h6v8PvniR5rjtPl9+/Y1mzdvTmpD3WXKlCleQ6iOC6m+UfVLHNqpsLDQzJgxI6U4rF271vTq1cstDk+EVN+oaoPtTOu01S233JJSHIwx5tJLL3WLQymaEj7W6zi21UHGnqVKJtHatbxloLFbLDRxSW3n4tBORUVF5qOPPkrp+1BWVmZ69OjhFoeHQ6pvVJXgMrT5rrvuSrlvuuiii9zisAxNCR/L8ZYH/fr1c73UIl4TJ070GhmkiUtq+zUO7dSsWTPz+eefpxSHNWvWmD333NMtDveHVN/AxR7xvyPOv0sk2QI7+cYUnBvXYC+iziZ9cDj9uttuu5klS5aktKHucu+997q15bSQ6hxVc3Fop2eeecaXOMydO9cUFhY6xaGCei7ubWDuwCEOw4cPT+qMVqwdO3aY/v37u30nLg+pzlHUF8c2am2gNMVEa9fyB7c4vBdSnaPqGxza6bnnnvOhZzLmq6++MgUFBU5x2IGd7USsu3GIw6mnnupL31ReXu41CuLikOocRYfg0EYlJSUJDeH0cvvtt7vF4c2Q6hxFOdjLfeq005gxY3yJw2effeZ2XWM5WXp2K3YH6N04/y7RZAvs9JGjsBeHOjXyd9hhRi3iL35k3YxDHZMdjuCksrLS9O7d26kdq9FO/i59cIjDoYce6suP6C7XXXedWwf+m5DqHUVziGmfvLw888033/gWh48++sjk5ORoJ9+bY9IL9/mUaBkDOww4nlWppAFM8xsnx6T38MMP97Vv8hhie1FI9Y6i+cS0T35+vvn22299i8OMGTPc+ibt5P/I8bYsDz30kG9xKC8vN927d3eKQwV25mixl/fUaaOjjz7atzgYY8zll1/u1jd5zhidqfajdiU/jPPvkkm2dikErsBmsE4NvYTMvzHpLGLq1aZNm5RPg8d67rnn3DZWHS2zrsehfd544w1f47B27VrTpEkT/ZC664lDHC644AJf42CMMcOHD3f7IW0VUt2j5gvqtE97A9t9TLaMgb83qB/SJDgekHvnnXd8/T6sWbPG7ezWuLAqHjGOB+QuvfRSX+NgjDHDhg1zikM52XGA2Q91RqF06tQpoQli4vHEE0+49U26Ebt1Jw7tM2XKFF/jsGrVKrezW6+GVfGgNAZ6xzz3bBrWux1788Y12OvDYifhaIe9AXJcN0qIoLbAQbFPDh8+nKIif4dnn3zyyRQWFjrdY+Va7I9IQ1fnTvGtWrViyJAhvq5kt912Y+jQoYwdW+c628HY6yOqfF1h5jnA6cnTTz/d9xWdfvrpvP7667FPNwaeww7basia4ng97inYS2v9NAJ7zGdH7AvXAwf6vLJM9PPYJ0pKShg4cKCvK2ndujWDBw9mwoQ685MMw85IWe3rCjOP47YYVN80ceLE2Kfzgeexs7Q2ZMU4zAo4YsQI8vLyfF3Rz372My677DIqKytjX7qR7J60LV517qnVsWNHBgwY4OtKdvV3b7/9duxLQ7GTB2VV37RrSMl24B/YnZJ4pHJmq6YzsPfeqnmUZ3iSnxUV/XA4KuDXWNdYxx13nNtRGi0Oy5lnnhlIHDyOlmlxWJo2bZrQdPvxKisrC71umbeMNfh6VmvXckwE6pY5yznnnOP798EYYx5++OHQ65ZJS4sWLRKa0jpeK1euDL1umbZMmDDB9zgYY8yAAQNCr1smLRdeeGEgcbj//vvd1plV15TmYs8w9cNe43Mudkx9Ov0bewq9N/bmvz/HzpSVyRyn/O7Ro0cgK9tzzz0D+dxsFVR7de/ePZDPzVZdunQhPz/f989t1aoVu+22m++fm92C6ZtAfVMi1DdFw+67707jxvEed45fu3btaNasme+fm8203xQNIfRNWXXrnFxgNXZGwjUhl2Uu9kbImZ5ogUtG3q5dMLc26dChQyCfm62CikPHjlnVNwSuffvgDlzpO5GooG67pDgkQn1TNKhvig7tN0VDCH1TVnVaunt5MModnyx3fDplDtdriYeg4rBt27ZAPjdbBbnd6juRqGC+E3Z0usRLfVM0qG+KDu03RUMIfVNWdVpKtoKx3PHJ5Y5Pp76ygD43W61YsSKQz1UcEhNUHIL+7OwU1Lar70Qi1DdFQ1BxqK6uZuXKlYF8drbSflM0hNA3ZVWAlGwFw3Gr/PzzzwNZWVCfm62Caq8vvvgikM/NVsuWLaOsrMz3z503b56O5CcsqD5EfVMi1DdFw6JFi9iwYYPvnztnzhwqKip8/9xspv2maAihb8qqI6b+XwEqYG/OvA2oNc/72LFjufTSS31d0ZIlS/j000+dXnoDuMfXlWWm24Ba85VOnjyZ9evX07JlS19X9OqrjreG2Iidft74urLMMxh7w/IfVFVVMW7cOM4991xfV+Qw/f4u1wKf+LqyzNMEeIU6ff9Y4AKfV/Ut8JXTC68BD/i8skx0F3B4zSfee+89Nm3aRHFxsa8rcumb1gGnob7pOOC6mk9UVFQwYcIEzjzzTF9X5NE3XYW9/11DVgy8DDSq+eTYsWM555xzfF3R119/zbx5jncW+i/2Vi0N3d3YifN+8Pbbb7N161aaNGni64pc+qZSYL2vK8pgfk39nq1eI2Yqy/z8fLNw4UJfp8289dZb3abNPDmsikfMuTi0z1//+ldf4/D555+bnJwcpzg8E1K9o2Y37A2XarWP33ekr6ysNL1793aKwzrA35u1ZK6J1GmfQgNLDb5O+36DW980LKyKR8yFOLTPo48+6ut34uOPP3aLw99CqnfUtMXOwlyrfYYMGeJrHCoqKkyvXr2c4rCamASjAXuXmPZp0qSJWb58ua+xuPbaa92+E4PDqnjEXIZD+zz11FO+xmHGjBlucXgkpHpHkpItbxfgsBGdddZZvm2oq1atMs2bN3faULdgj2ALtAYqiGmjtm3bmg0bNvgWi2HDhrl1Gj8Nqd5R9A4ObTR+/Hjf4vC3v/3NLQ7/CqnOUXQpjm10vo+JVqmBpk5x2IC9iatACfZm57XaqEOHDmbz5s2+fSeGDBni9p04MaR6R9EUHNrorbfe8i0OjzzyiFsc/h5SnaPoChza6OKLL/YtDsuWLTNNmjRxioMOyP2oE/aGwrXaqFOnTmbLli2+xWLQoEFu34ljQ6p3JCnZ8tYG2ETMRpSbm2tef/31lDfS6upqM2LECLcN9dmQ6hxV43Bop/PPP9+H7sKYZ5991i0O36Okt6bzcGin7t27mzVr1qQch0WLFpm2bdu6xeL4cKocSe2wB2Ri2qiRgYk+JFpVBk50i8OTIdU5qt4kwJ3Lp556yi0OK4DCcKocSRfh0E49e/Y0a9euTTkO3333nWndurVbLIaEVOco6oi9BKNWGzVu3Ni88847KcehsrLSHHfccW5xeDSkOkfVJBzaadSoUSnHwRhjHnvsMbc4lKIDcrUo2arfrThsTM2bNzdffPFFShvqjTfe6LahlgO6g2VtB+BwBBkw9957b0pxmD59uiksLHSLxRXhVDeyGgGzcWirY445xmzfvj3pOGzcuNH07dvXLQ6Tw6lupP0ex7ZqaWBOisnWdW5x2AZ0Dae6kXUwDkeQIfWhzlOnTjUFBQVusfD34uHMlwfMw6Gthg4dasrLy5OOw/r1682+++7rFod3w6lupP0Zh7Zq1aqVmTdvXkrfiauuusotDlvIsvs6+aA/Ln3TY489llIcJk2aZPLy8txicWE41Y0uJVv1a4Y9glhngyouLk7qDFdFRYUZPXq020ZqgPtCqWn0/QOXNrviiitMVVVVwrF4/fXX3YZxGuwkKQWh1DTaTsYlDv379zcrVqxIOA5LliwxBx10kNd34ohQahptxcAqHNurlYF3kkiyKgxc7hWHu0OpafQ9j0N75eTkmNGjRyfVN7300ktuQ6UMNqnQcKm6fo7LtnvkkUealStXJhyHBQsWmD59+rjFoRqbbEttLYE1OLRZ69atzbvvvptwHLZv327OP/98r77pzlBqGn3/wee+6cUXX/Tqm+aiifvqULIVn1NxOTrQqFEjc/nll5vvv/8+ro30/fffN/369fPqMBZgJyKQujpgT087tt1RRx1lZs6cGVccli1bZs4//3y3CTEM9hoxDQ1xNwaXOHTs2NE89dRTprKyst44lJeXm/vvv9+0atXK6zvxUCg1zAxn4tI3QWMDVxpYHWei9a6BA73i8DXQIoxKZoDOwEpc2m7gwIFm1qxZcfVNS5YsMeeee65X37QDGBhCHTNBDvAqLnHo3LmzeeaZZ+Lawdy+fbu59957TcuWLb2+Ezow6u4cXNotLy/PXHPNNaasrCyu78Rbb71lDjjgAK84zMYefJK6dsdO4OLYdkOGDDGffPJJXHFYtGiROeuss7ziUE7MzNFiKdmK3224b2CmuLjYjBw50rzyyiumtLT0hx3NrVu3mjlz5pj77rvPHHXUUV4bqcFeeN47/VXLKIfiMB5815KTk2OGDh1qHnnkETNv3jyzbds2Y4w9m7h06VLz0ksvmV/96ldeR2V2Lf8vhLplkqbAp3i0Ya9evcyNN95oZsyYYdatW/dDh71mzRozZcoU89vf/tZ07dq1vji8h47g1+cPeLZhcwMXGBhrYLmx12MZA1sMzDbwFwMD6ovDOmCv9FctoxwBbMejbzruuOPMo48+aubPn1+nb3rxxRfNL37xC68hzbuWy0KoWyYpBr7Eow333ntvc/PNN5uZM2fW6ptWr15tJk+ebK655hrTpUuX+uLwFjqCX5978GjDli1bmgsvvNC89tprZvny5T8kwVu2bDFffvmlueeee0z//v3ri0MZ0CP9VcsoR+Ewk/CuJTc31xx//PHm8ccfNwsWLPjhcoCKigqzZMkS8/zzz5szzjgjnr7p1yHULSMo2YpfDvAC3hvaD0ujRo28hqc5LdvRzFLxOhOHaX7dlhYtWpjc3NxEYqGLbOPTFVhKnO1aVFQUT2ddc/kaOxOleMvFZaiI89LYQHEicdiGZpaK19kE2zf9NZ2VyWB7AMuJs12bNGmSaN80G41AiUcjPM40xi6NGzc2xcUJ9U1bgUFprE8mOx+X696dlpYtWybaN92bzspkGiVbicnBTpjhMmwn6WU1cHT6qpEVjgXW4m8cqrHxzUlfNTJeB2AG/sbBYI8aa2cmfo2AP+J/HJYDh6WxHtngOOyZwCD6JolfR+Aj/P9OTMRekyTxCapvKsWOdJH4HY+90bCfcagERqezEplIyVZyfol/G+wMNLtXsnoBn+NPHFYDw9Nb/KxRCDyFPwchKrFDTzQ8JznnABvx5zsxDXuvFkncPsBX+BOHVei2B8kqwk6s5EffVIFNGnTz4uScj8OtdJJcJmMP9Eni9sVOYuFHHFaiUQ9xUbKVvFbYjtf1+qF6lsXY+4LkprvgWSYXOA1YSHJx2IKNo45Upu4Q7DVWyXbcb2On+JfUtMZu067XD9WzLMImbTrDm5pcbDu6TupTz7Krb9KkJKk7FJd7DsW5vA3sn/ZSZ582pNY3zcP+3qtvSk1j7P5n3ENtY5bN2Dg2T3fBM5WSrdR1A27ADleo7+jZJuwsbr9CN3zzWxEwEjs+fCvecajCHrW/Dt2XIwjHAI8Ay6i/0/4OuB97PxDxV3fgRmAW9fdNG4B/A79AE5L4rQn2qP5r1N83VQJTgWvRkfsgDAEeI76dzG+Bv6BhtEHoAdwMfEz9cVgPvAicgfomvzXD3hNrHPWfOKjEnlG8BmgXRmEzmZItf/XDfUOdie7ZlC5NgDm4x2KP8IrWoORgEym3OPxfeEVrcI7APQ4foL4pXZoC3+AeCw3bTI9c4GHc43BdeEVrcAbiHof30YHpdGmG9wihtuEVLRo0DC06Vnq8tg57DwIJ3lbsdStuVqerIA2cwQ6hcrMsXQURVni8thb1TemyBTvCwY36pvSoRn1TVHj1TWXYKcsleJt3Lm7WpKsgUaVkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASrZEREREREQCoGRLREREREQkAEq2REREREREAqBkS0REREREJABKtkRERERERAKgZEtERERERCQASraio4vHa62BJukqSAPXHGjp8XqndBWkgWsEdPV4fXcgJ01laei84tAG9U3p0gLbP7npmK6CNHDqm6LDKw5tgaJ0FaSBawkUe7zeIV0FyUZvAKbGcnW4xclIPYDbgM+o3ZZOy1ZgLDASKAyjsFmsGXAxdpvejnccqoH/Af+Hd0cvyRkGPAl8T/3fiWXAI8BRoZQ0u/UC7gC+oP44bAFeAc4FCsIobBYrBi4B3gTKqb9v+gi4Ae+Dd5K4HOAE4GlgNfV/J5YADwEDwihsltsbuAv4ivrjsBl4GTgbyA+jsFmsOXAZ8BawA+84VAEzgN+hA9YJU7KVvDbAH6l/x95tWQpchD3CJsnLw7bjcpKLQznwOFCS7oJnocOBySQXBwO8DRyU9lJnn7bAA0AFycVhCeqb/LCrb1pBan1T23QXPAv1B6aSWt90YNpLnX06YbfpZPumxahv8sOuvmklyfdND+A9gkhqULKVnJHYoy3Jdtw1l0+A7uktftboA8zFnzisA36e3uJnjSbAv/AnDlXYo8l5aa1B9rgIe5bKj1j8DzucShK3HzAff+KwFvhpeoufNZoB/8a/vul+oHFaa5A9LsOO7vEjFjPQmd9kHQgswJ84rAFOSm/xM5OSrcQ0wp7N8mMjrbmUAYPSWI9sMAxYj79xqMbGV9dBxq8jdtiT39+JqehsYyKC6pvWAAPTV42scAKwgWD6Jl1HFL/OwCz8/05MQWcbE9EYexbE7zisRsPPE3Uq/p0oqNk33Yr6Jk9KtuKXC/yHODfAgoIC07p160Q22B3AKWmsTyY7B3uUsd52zcnJMa1btzb5+fmJxOKptNYmc+1BQsM3WxholkgcvkE7NfFohL0WNM52LTCQUN9UDpyYxvpksvOJs2+C3J1xSKhveiyttclcPYBVxNmuLVq0ME2bNk0kDl9jJ70Sb42B8cTZroWFhYnuN20HjktjfTLZJdjEqN52zc3NNa1btzZ5eXmJxOLBtNYmwyjZit/v8djQWrZsaS6++GIzYcIEs3r1arPLjh07zLfffmseffRRM2TIEJOTk+O1sW4C9g+hbpnkSDyuk8vNzTUnnniiefLJJ82iRYtMRUXFD7FYtWqVefXVV83IkSNNs2b17vRfG0LdMkkx9U680MfA7QY+MbDFgNm5bDYww8D/GdizvjhMQRdF1+cePNuwlYFLDEw0sLpGHMoNLDDwsIFB9cVhA9A7/VXLKEfhOQFGroHhBp42sNhARY1YrDTwXwPnGqh3p//KEOqWSVoAc/Bow/3228/ceeed5tNPPzVbtmz54Tdi06ZN5sMPPzTXX3+96d69e31xeA8Nd66P5xmt1q1bm8suu8y8+eabZs2aNT/Eoby83HzzzTfmwQcfNAMHDqwvDuuAvdJftYwyGI/r5Bo1amROOeUU88wzz5glS5bU2m9auXKlefnll80555xjmjRpUl8sfhNC3TKCkq34nInLEYG8vDzz29/+1pSVlZl4TJ8+3RxxxBFeG+tCdMTMTWc8LugcMmSI+fTTT+OKw8qVK82ll15qcnNz3eJQiR2qKHXl4HkmpYuBfxmoqrEz6bZUGHjUQFuv78QTYVQyQ5yLa7vlGxhtYF0ccTAGpho4zCsOC4DdwqhkBtgdzxnujjPweZxxWG7gYgOuB+YqgSFhVDID5AATcIlDt27dzAsvvGCqq6vr/Y3YsWOHeeihh0ybNm28vhMPh1HJDHEBLu1WUFBgbrjhBrN+/fq4fq8nT55s+vXr5xWHedgkW+raE3upimPbnXDCCearr76KKw7Lli0zF154oddJgwo07NyRkq36FeMyHKFVq1bm3XffjWsjramystKMHj3aq+PQ6VhnL+DQXjk5OWb06NGmqqoq4VhMmDDBtGjRwi0OC9E02E5OxXXbPdLAqjh3Kmsuywx4/phq+uW6WuL6I9rawKQk4lBhbILmGod7Q6lp9LkMMc/Z2Z7VScRinIHmbnH4Dp3xdXImLtvuT37yE/P9998n/BuxdOlSc/DBB7vFoRo706HUtht2Ypc6bdamTRvz/vvvJxyHiooKM2rUKK++6Y+h1DT6XsNlv+mWW26J68BDrDFjxngNu52HzvjWoWSrfnfisEG1bNnSzJkzJ+GNtKbbb7/dbWPdgR1zLj86CJeziw8++GBKcfjf//7ndXpc34naGmOvV3Boq6HGDk1LdKey5vBC14Trg3CqG2l/wrGtWhmYl0IcjIEb3eKwHegWSm2j6zBcr4V4LMU4fGig0C0Wo8KpbmTl4zLL2gknnFBraFSiNm3aZPr27esWh/dDqW203YdLorVgwYKUfq89DlRvRTMUxhqAc1uZp59+OqU4TJ061RQUFLjF4pJwqhtdSra8tcVh5pZGjRqZiRMnprShGmNMdXW1Of3009021udCqnNUxW6rBjCXXHJJynEwxpgXX3zRLQ5rsNMHi+UyNKSngbUp7ljuOsPV3i0Ww0OqcxR1ALZRp40aG3jXhzhUGxjhFoe/h1TnqHoHx3Ya5UMcjIF/usXhe6AonCpH0qU4tNM+++xjNmzYkPJvxOLFi01JSYlbLDTk/EedcbiuOi8vz0yePDnlOFRVVZnhw4e7xUFDzmubgkM7XXPNNSnHwRhjnn76abc4rECjgmpRsuXtIhw2pPPPP9+XDdUYY1avXu02jG0r0DSkekdNCfY6hVpt1KFDB7N582bfYuHRgZ8aUr2jaBKObfSWTzuWxsA/3OLwQkh1jqLLcWyjS+Jo328NnGjg4JjlSAPXGHjc2OuGVhkodorDJqAwpHpHTUccz2p1MrUnhUl1Geb2nTg5pHpH0Qc4tFEyQ/3dPPnkk25xeDakOkfRVTi00ahRo3yLQ2lpqdswtvVoeO0uXXHom7p162a2b9/uWyyGDBni9p04PqR6R5KSLW/jiNmACgoKzJIlS3zbUI0x5o477nDbWHUjS+t8HNrnkUce8TUOX331lduEGfohtVrhOKPRIB93Ko2xE2vspx9Sb29Rp32KDJTG0b7nGTsznmOfs3OZvPO9N7m954S01ziaLsaxff7m83fiM+MyYYZuU2GV4DDl/rBhw3z9jaisrDT77LOPUxzK0M2Od5lETPs0bdrUrFy50tdY/O53v3Prm4aGVfGIGYVD+/zjH//wNQ6zZs1yi0PW3aZCX/BgNMVOl1nLoEGD6NLF32HB5513HjfffDPGmNiXLsEOFWroLoh9Ij8/n1/+8pe+rqRPnz4ceuihzJgxI/aln2KP0lT7usLMMwjH/uY8n1eTi72VWp3ZYkflWwAAIABJREFU91sA1wCf+LzCTNMEOKbu08diT7S4qcTOzPtMAqsaCdzh9MJl2J3bhu78uk8VAr/weTUHYC9b/Tj2hVOBMdidm4bsOBxuRn/eeef5upJGjRpx9tlnc8MNN8S+1Ap7RucLX1eYeYqBn8Q+efzxx9OuXTtfVzRy5Ej++EfHOTF+g8O20ACdF/tE06ZNOe2003xdycEHH8z+++/PF1/U2fRPRtdu/UBnttzti0O2/vjjj/t6VGCXeqY11RKzHHvssYHE4Q9/+EPodcuspbGBMoOvR/GNgfkRqFumLX/3aM9NxmMomsMyucbf7h+BumXScqJHHFJZXCdU0uKw5Ofn+3KtVqzZs2eHXrdMW/75z3/6HgdjjNtZRi0uy4gRIwKJw003uY6AyKpbhSiDD0Ynpyf33z+Yew4H9bnZKqj22m+//QL53OzVGXtQ1289sSdwJH5e34nGwHKH53OAQ4BHgeuwc5AMofZvpPqmxATVXuqbEtGtWzeaN2/u++fus88+5OdrNHMiDjjggEA+V/tNiQlhv8lrqEXGUbIVjA6OT3ZwfDplHTtm1TYZOMUhKoJsr2BinL282quQurcq2wOYA/wZ+BCbND8HvE3tHXt9JxIT1HarOCQiqL48JyeH9u3bB/LZ2Uq/19EQQhyyKkC6ZisYjoeu8vKCuVebjpQlJqj2KijQbKWJCfLehYpFYhKNRXegEfZarx07n/sTcCX2LNeu9lccEhNUX644JCKo32rQ70SigoqF4pCYEPabsipAOrMVjBWOT65wfDply5c7DfERN0HFobS0NJDPzV7BxMFSLBKTaCxWAr/nx0QLYC1wM3Y44dadzykOiQnqO6E4JCKo3wjQ73Wi9HsdDUFttx5xyKoAKdkKhuNW+d133wWysm+//TaQz81WQbVXUPHNXsuovbPulzJgQwCfm83q23Y3xTwegr2VYAuH977NjwmX+qbEBNVe6psSsWTJEiorK33/3JUrV7JlyxbfPzebBfW7qt/rxIQQhyCPxqadhhEGYzF2NpWcmk+OHz/e96kzN23axJQpU5xe+gZ43deVZabTgFrz7b/11ltUVFT4Pjxh/PjxTk9XAQ+hqa77Yqd/r2Er8B4wzOdVjfN6Yb7PK8s0TbH3d4oxHjjF48/einl8MNAf+By4EXie2nc3eA97x4MPnT5s3s4VNnS/oM51CROxXUUjn1fl2NyV2L6pod+W4mDg6JpPbNy4kSlTpjBo0CCXP0nOuHGufdNYdGSiGPh17JPjx4/nhBP8vTXfmjVrnG7TAvZC1Im+riwz/RKodXHhG2+8QXV1Nbm5/p6jcdlv2gJ87+uKMpimfvc2k5ipLFu1amW2bNni67SZzz77rNu0mXU6rQZqNA7tM27cOF/jsGbNGlNUVOQUhzfCqnjE7InjdjrS4Ps01yc4xWEHWTaVbAo+pU77lBjY5tKeax3ac17Mez4x0DreaYTPTXeFI+pGHNvnTZ+/D98bKHCKw2thVTxi9sEhDhdffLGvvxHGGDN06FCnOGwH/J/6MDN9RUz7dOzY0Wzfvt3XODz66KNufZO/N+DMXLfj0D6TJk3yNQ7Lly83eXl5TnF4OayKR5GSLW834LCx3nnnnb5tqDt27DA9e/Z02lCriDkq0YD1xCEOBxxwgKmqqvItFldddZVb5+1wFqHB+pI67dPIwBwfdyw/NJDjFIe3Q6t19NyK47b6J5c2fTfmfXkGKh3e95mJI+GqBNqku8IR5Xg/RjjUQLWP34nL3WLhcFPlButrYtonLy/PLFiwwLffiMmTJ7vFYUJYlY6gu3Boo/vuu8+3OGzbts107drVKQ47gJYh1TtqDsIhDgMGDPAtDsYYc/HFF7t9J84Oqd6RpGTL297Y4Rm1NqLmzZubhQsX+rKhetxE13FcYQNW52gZYJ544glf4vDll1+aggLHI8cVZNn0pSm6Fcft9XgDVT7sVJYbOMTtO3FpOFWOpP1xbKPdDCxxaNdlBl6qsUz0iMFnBtq4xcAA74RT5ciah2M7/d2H74Mx8KmxyXGddZQDJSHVOYp+j0McTj75ZFNdXZ3yb8S2bdvMgQce6PaduDCkOkeR405+mzZtzLJly3z4tTbmxhtvdIuDRqH8KAd7oWeddnruued8icOsWbNM48aNneKwHWgdTrWjSclW/V7EYWPt3bt3ynenf+utt9w2VIO9el1+dDoO7ZSfn28mT56cUhzKyspMjx493OLwSEj1jardsLNXOLTVDT7sWP7aLQ7L0F2OY/0Xx7bqa2BzinF43C0OBjgmnOpG1q9wbKdCAzNSjMMaA93d4vBASPWNqrbYWXXqtNWtt96a0m+EMcZccMEFbnFYSJZNce2D13Foq4MOOijlyzBeeeUVk5ub6xaLI0Oqb1SNxKGdioqKzEcffZRSHFauXGm6dOniFod7QqpvZCnZqt+e2COIdTaoI4880qxatSqpDfW1114zxcXFbhuqLu6sKweHa+gA07p1a/Pee+8lFYfFixebvn37usVhExrK6eQ6HNsrx8DNJrnhUxUGLvPawT8vlJpG297YM68O7XWUgdVJ7uC/bKCpVyx0pre2XOBjHNuqjYHJScZhoYH93WKwAZtcSG2O19Dl5OSYO+64I6kzXDt27DAXXXSR1/fhV+FUNdL2xQ43rtNegwYNMmVlZUn9Xr/00kumSZMmbnHQNUJ1NQK+wKG92rVrZz744IOk4rBgwQLTp08ftzisA1qFUtsIU7IVn7tx6Wi7du1q3njjjbg30k2bNpkbbrjB68jMVmC/UGoZfUfgsnOZl5dnfv/735tt27bFHYuXX37ZlJSUeP2Ijg6lltFXhOvQKQycbGBRAjuVcw0c7RWHGegWF27uw7Xd9jDwdgJx2GjgOuNyvVzN5ZYwKhpxR+Gycwn5Bu42sD3OOFQbO9TTcyinfqudNcXOCOjYbj/72c/MkiVL4v6NmD17thkwYIBXHKahvsnNQ7i025577mnefffduOOwfv16c/XVV5ucHNe+aRP22m6pazB2DoA67VZQUGDuvfdeU15eHlccqqurzQsvvGBat/a8rndUKLWMOCVb8WmMnTfZdQMbPHiwGTNmjNm0aZPjRvrNN9+Yu+++27Rv395rI61GM+nU53I84tC1a1dz//33m0WLFjnGYd26deb55583/fv3r2+Hcgwx0/5LLXtjj2C5tF+BgSuMnezC6VquSgOTDFxgwHUorcHeFLFTCPXLFHnAJDy35WONPVvlNrRwvoE/GDuboed3YtcyE5twS21X4dlu3Qz81ThfU2eMnTHyXwYOq6/9X0B9k5c+wEZc2q+oqMhceeWVZubMmY5nuioqKsx7771nRo4caRo1auQVh6Vo5IOXfGAqHtvy8ccfb1555RXXoYVff/21ueuuu0ybNp4HHqqAn6a/ehnFcUbnXUv37t3NQw89ZJYuXeoYh7KyMvPss8+afv361dc3PRtC3dImlU73DWrfIOca4C+pFSdr7YbdyfA8elJYWEjv3r3p2LEjzZs3Z8WKFSxZsiTem/D+Ebjeh7Jmu8eIY4bAXr160bVrV0pKStiwYQPLli1jzpw5VFRU1PennwEDsPeJEHfDsPe9queGQiXYr00n7O/iCmAuNlfztB0YiP3eibs22Dbq7v22IqA3dhRgMTYOi0nyZrlzsfeY+iKZP85iT1HvDIE5QC+gKz9eZrQMe3ugevumj4GfANtSK2bWGw68Sj1nndq1a0fPnj3p2LEjlZWVrFixgrlz57J+/fr6Pn8bNg4f+1PcrFUCfATs7vWmoqKiH/abiouLWb58OYsXL2bhwoXxrOMm4E4fyprt/gmc5fWGnJwc9tprL7p06ULbtm3ZsGEDS5cuZc6cOfHcIHwm9vd6uz/FzS46s5WYjtghTfEeAY53qcYmWhqOEJ9G2PbyOw4GeyROM3zFbxieZ7iSXlZjO26JTyfsTk0QfdND2HjEvvYV/t+5N9MF2TdNRtdpJeIEYD3B9E1Hp7Eema4zMItg+qZb0VneeDXGTqoTRN/0JroHpiclW4krAJ7Bv410M3BqOiuQRX6JvcbNr1g8jh2WJYnphT3T4VccPge6pbMCWaIQe/TSrzhsAkbs/OyBOA/N0pTXzi7EZWKlJBf1TcnZD5fpr5NcPqOeszTiqCnwH/yLw0bglLTWIHtchL0fmZ99U+O01iADKdlK3k+x4z6S3UCrsDtG6rhTsxd2FqI690NLYPkEGJrugmeZZtijjJtIPg5l2KHMmkY5eTnYgzceE5jE1Tc9A3SJ+ex9gE9j3vsNOrvlZh/sULZUdmRmYS9wl+Q1B+7AHthMNg5rgCux1yFJcnKA07B9RrJxqMQO1e2c5rJnmz64TM+fwPIRGn0SNyVbqWmMPYI5HZfZXhyW9cDzwIEhlDeb9cdOahHvD2ol8D522l4N3/RPO+w9NhYTf6f9DXZnSMMQ/JOHva5xBvH3TeuwB4D29/jcQQ5/p4vTvR2JPSCUSN80CTgTDZHyUwfs7J1LiL9vmgfcBrQIobzZKg97g/qZxH+QdC128oV9QyhvNjsaeAV7fXo8cagA3sXe91R9UwKUbPmnPd4zvnwHHIuOjAWtEDgJWI57LC7GTiogwToIe884tzj8G3uETYLVAfg/3OOwAHsT9XiHqf0v5u9XoZ2geBRhJ25YhXsszgdah1XABiIH6Ae8jXscnseemZRgdcKOiHCLw9fYM7saphasJthhmU7X5u5azkH3z0qaki1/dcZ9Q9WNitPLayKTZiGWq6G5Fvc4nBtiuRqaPXCPw+sJftbJDp+xCk3RH69PcI+FDsalzw24x0G3YEmfvXCPg25UnF5f4h6LBn8mS0OgREQkXV7DHqirqQT4A/pBFhGRLKRkS0RE0ulU7Nj9ms7GTi2shEtERLKKki0REUmnbdiEK/bO1KOAB1HCJSIiWUTJloiIpNsG7IQOFTHP/wYlXCIikkWUbImISBhexU4mUBnzvBIuERHJGkq2REQkLP/BPeG6Iv3FERER8ZeSLRERCdMY4BfUHlI4HXg6nOKIiIj4R8mWiIiE7WXgTGzCNR0YBmwKtUQiIiI+0J21RUQkCl4GTsTeVFyJloiIZAUlWyIiEhVvh10AERERP2kYoYiIiIiISABSObO1APi4xuNVKZZFREREREQka6RyZmsU0K/G8pwvJRIREantYKDY5bXLgCnAP4GuaShLR+DZneu8Avf7gQ0E8tJQHhERiTANIxQRkahqDNyOvR9XO4fXfwY8DPwEOAt4PQ1legk4e+c6H9j5/1g5wP8DZgI901AmERGJKCVbIiISRe2xE2acAByJHboe65iYx/sDbQMsUwFwRMxzgx3eZ4BTgXexCddxAZZJREQiTMmWiIhEzd7YJKUIGAIsd3nfJzGPFwFrgisW5cCcmOc+dnojUA1cC9wPjANOD7BcIiISUZr6XUREoqQf8AawGntGaIPHe/+BTczOABZjh+6ZgMt3BnboYjfsvcEeqef9twPNsdc15wIvBlk4ERGJFiVbIiISFd2BCdiJJX6Kd6IF9uzR6J1LuszGTn6RiN8BfbHJ4TJgms9lEhGRiNIwQhERiYLdgPHYa66uB+aHWxxfVQIXAFXYyT7SMWuiiIhEgJItERGJgoewQwI/B54IuSxBWAzci51V8V+4TxkvIiJZRMmWiIiE7STglzv//yfsGaBsdD92ko2fAOeHXBYREUkDJVsiIhKmIuCxnf8vA/4bYlmCVga8uvP/fyLYaepFRCQClGyJiEiYzgI67fz/f4HtSX5OLjAIey+sdOkAHJ7g37yw899WwBX+FkdERKJGyZaIiIQlB7iqxuPJSXxGN+BW4DvsTYRbpFwqb0XYIY9vAEuByxL8+2n8OD39JUAT/4omIiJRo6nfRUQkLEOBfWo8nhLn3+0BnLpzOYzgJ5soBk7cub7jgaYpfFYZ9sbIfYA2wDn8OIxSRESyjM5siYhIWE6t8f/12DNF9TkKeB4YBvQkPbP6PYc9C9WZ1BKtXT6p8f9zfPg8ERGJKJ3ZEhGRsAyr8f+Fcf7NFKD/zv/vgz1LFLSTa/z/Sew9s1KxuMb/D8NOB78qxc8UEZEI0pktEREJQwdq39w33mSrprnAcn+KE7d3ffiMmslWLnCkD58pIiIRpGRLRETCsH/M4xVJfs6GVAsSwvpih0se6sNniohIBCnZEhGRMHSLebw1yc+pTrEcYaxvU8zjHj58poiIRJCSLRERCUO7mMfbQilFOGLrunsopRARkcAp2RIRkTDE3l+qISdbzUMphYiIBE7JloiIhCF2Ntx0DwcMU2yyVRRKKUREJHBKtkREJAyxCUdhKKUIR0HM4+2hlEJERAKnZEtERMKwLuZxQzq7E1vXLaGUQkREAqdkS0REwrA45nFDOrMVe73aslBKISIigVOyJSIiYfg65nHLUEoRjqYxj5O5obOIiGQAJVsiIhKGOcD6Go8b0vTnXWIefxxKKUREJHBKtkREJAwGmFLjcbeQyhGGbjGPPwyjECIiEjwlWyIiEpZXa/y/M5CXxGfETiHfqJ73DwKeAV4GLnD4+3ToVuP/C4D5IZRBRETSQMmWiIiEZQw/DiXMAw5M4jNaxDwu9njvQOAd4FzgZ8CTwL+TWGeq+tX4fxjrFxGRNFGyJSIiYdkM/K3G458k+PdNgdYxz3XweP8vgZyY534GnJrgelNRAuyz8//lwMNpXLeIiKSZki0REQnTg0Dlzv8fk8Df5QN3UHfo4fVAc5e/cbt58FkJrDdVA/kx4XseWJHGdYuISJop2RIRkTAtBR7a+f9jgfb1vP8s4CPge+Aqh9ePA1YBnwIjY167H1ji8Dft4i2sD87Z+W85cHca1ysiIiEI48JgERGRmm7CDufrir2eyisJeRkYH+fnxp7J+g7oBRyMvbFwY+ANoDSRwsYoT+C9XYFhO/9/JzAvhfWKiEgGULIlIiJh2wxcBryOPVv1GLDB5b3bdi7JKgem7/z/vjv/fSuFz9uYwHtvwc6W+Dk6qyUi0iBoGKGIiETBeOAP2CF9N6ZpnaOAldhrp+IV+7u5Os6/Oww4b+f7TwUqEliniIhkKCVbIiISFTfx49mtIQGv61TsNV2XAlsS+LuCmMdfxPE3rYDnsGfVTga+TWB9IiKSwZRsiYhIVFQDZwJTgBeAHgGt53Rs8nM5tW+sHI+ayVYVMCuO97+InfJ9ODAjwfWJiEgGU7IlIiJRsgU4CfgMeB/o6fPn3ww8BVwEPOHynmb8f/buPL6K6uD/+CcLAUKAsG8JiyyiouACopVWEaUqKu6iUtH6gFVbl1b9tdpK64NatZX6aC22bmhdcWHRAipW2VRkcQVFFoGEPeyBhCTn98eIYpgzuTd35s7cm+/79ZpX7b3hzpzznTn3npkzZ6CL5b39Zy58G2dWRJv6OBN69AFO/vbvRUSkDlFnS0REoqYUOAPnPq73gP4+fvZ84FBgvOX9vjjT0S8HXsF5ntf+Dt7vv//isZ7mwNRv//doYF5tNlZERFKbOlsiIhJF5cAo4DZgEtDTp899HaczZTMCyP/2v8/BGQK4b+beejjPAgN4BvsshhnfvjcX+EkN6xMRkTSmqd9FRCTKHsfpIK1P0vpm4UyakfHt/z8Hp+P0Gs7Vtq7AS8DPPT7DAKfjPcRQRETqAF3ZEhGRqEtWRwuciTmG4TwLa5+TcIYMZuHMYnghzpU3L+poiYiIrmyJiIhU88K3S1OgAOcesnUk9jBlERGpg9TZEhERcbft20VERKRWNIxQREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiUlsZYW+AiJfDgNHAJ4CxLFXALOB6oEMoW5n+CoGRwGSc+rZlsRi4BzgBNS5BaAicCYwDdmDPYTswHrgAaBTKlqa/fW3Tp9hzqATexGmb2oeylemvI7G1TV+gtilI+7dNO6m5bToTqB/Klqa3TOBonLZpKfYcKvi+bWoXxobWAZ2IrW36HLVNEpJBwELsO6fXj5sXgS7J3+S01Anny7OS+LOYBwxM/ianpVzgVmAr8eew6dt/2yDpW52eBgEfU/u2qXPStzg99cCpT68fMbblQ+Ck5G9yWmpE4m2TOl3+GIT3iWmvtmk8OiHkl4Opfdv0AfCT5G+y1DUHA/8l/h20+rIbGANkJ3Xr00cD4G9AOYln8QbO2WepnUuAYhLPYRlwepK3PZ0cAswk8Rx2AX9EbVNtNQQewp+2aTJQkNzNTys/A9aSeA5LgcFJ3vZ00guYQ+I57AT+AGQld/PTRiPgH8BeEs/iNdT5lYCcApSQ+E66//Ie0CqZhUgD7YD38TeHjehsTbwycIaC+JlD1befqaEK8RkMbMHfLKYDzZJZiDTQHueqlJ85FAPHJrMQaSALZ9hTEG2TxOc0andV0WuZCuQnsxBpoAPOaB4/cygC+iWzEJL+RuLP2QC35WvgoOQVJaUdBqwhmBz2ABcnrygprT4whWByMMDT6OxlrK7Fub8hiBy+xBmqKzU7An+u8Lotu4Hzk1eUlNYQ58d4UG3T42hysljdQO2G+MeyfIFzr7bU7ChgHcHkUAqck7yihENnf5PjDGAiHj/+CgsLOeuss+jXrx/t2rWjSZMmrF+/nm+++Ybp06fz1ltvsWfPHq91fAEch3NzrrhrhXPWuLPtDxo1asTgwYM5+eSTKSwspE2bNmzZsoW1a9cyd+5cJk2axLp167zWUQ6cjDOhidg9CVxuezMzM5O+ffty5pln0qNHD9q1a4cxhqKiIhYvXsykSZNYtGhRTeu4D7jFx21OR0OBl/H88dcROBs4BufCS2NgPbASmAbMwDnPYPUJ8COcITziri1O22T98ZeXl/eDtql169bftU2zZ89m0qRJbNiwwWsdZTj3cc31d9PTSgbwb2CY7Q8yMzM59thjGTJkCN27d6d9+/ZUVVWxZs2a79qmjz/+uKb13AXc5uN2p6Pzce4Lsv5O7dy5M2eddRbHHHMM7du3p1GjRmzYsIHly5czbdo03nnnHcrKyrzWsQAYgPODX9y1x7miZR3y17hxY376058ycOBACgoKaNOmDZs3b2bt2rXMmjWLyZMns3HjRq917MYZGTTP302XuuRQYBuWXv1hhx1mJk2aZKqqqoyXrVu3mttvv900atTI6wzBZHTGzCYHZ8ila901bdrU3HXXXWbnzp2eOVRWVpoXXnjBdOvWzSuH9ehsvpffYKm7jIwMc/HFF5uvv/7aMwdjjPn000/NkCFDajprNjyMAqaII/Cc8fEIA68bMDUsWwz81kBDrxxeQW2TTX087kfJz88399xzj9m1a1eNbdOzzz5rDjroIK8c1qKz+V5+h6XuMjMzzaWXXmqWL19eY9u0aNEic9ppp3nlUIVHh044Eo8ZH/v06WOmTp1aYw4lJSXmlltuMQ0aNPDKwrNDV8c1xGNYc/Pmzc39999vdu/e7ZlDRUWFefrpp03nzp29cliD7uGSWsoE5mPZuW699VZTUVFRY4OxvxUrVpjevXt77bDXhFHQFHA7ljo7/vjjzdq1a+PKoayszFx99dVeObwdSimjrxeWIWvNmzc3b775Zlw5GGPMSy+95HUSYhd6XIKbLKyzemUYuN1AZQwdrf2XZQZ6eR0TV4VS0uj7I5Y6GzBggFm/fn1cx8OePXvMVVdd5ZXD1FBKGX19sAxZa9mypXnnnXfibpuee+45k5uba8thB84VTfmhbJyROgfUWUZGhhk9erSprKyMK4evvvrKHHLIIV7HxOWhlDT67sZSZyeddJLZuHFjXDns3r3bjBgxwiuHyaGUUlLepVgajMceeyyunXR/O3fuNKeccoptZ10H5IVT3MhqheXq4rnnnmv27NlT6yzuv/9+r4bjp6GUNtom41JXHTp0MEuXLq11DgsWLDDNmjWz5fCvkMoaZSOwdrTGx9nJ2n/ZbuBEWw5FOFP8y/faYjmDf+GFF5qysrJaHxN33323V9t0ciiljbZpuNRVp06dzLJly2qdw7x580zTpk1tOTwSUlmj7H9wqavMzEzz7LPP1jqHbdu2mQEDBthy+AY9OqS6ApzhlQfU16WXXmrKy8trncWf/vQnr7bpx6GUVlJWfWA5LjvT73//+1rvpPts2bLFHHzwwbaddXQoJY6uB3Gpp2OOOcaUlpYmnMW1115ry+FjNHRqfz/BpZ5yc3PNRx99lHAO06dPN9nZ2W45VOBMjCKOhsAqXPfZOxPoaO1bNhuwDrP9XThFjqxHcKmnY489tsahObEYOXKkLYf5aOjU/gbhUk95eXlm0aJFCefwxhtvmKysLLcc9uI8DkYcuTgnZQ6oq3vuuSfhHDZu3Gi6dOliOyZuDqfIkfUYLvV0wgknJHSCep8rrrjClsP7qG2SOJyFy47Uv3//Gu/PitWCBQtMZmam285ajH7k79MAl/tScnJyEjpbub/y8nLTs2dPW8NxQkjljqJncamjBx54wJccjDHm1ltvteXwQEhljqLzca2jAQaqfOhsGQMfGOcqmesZZH2ROnJxhrn+oI4aNGhgVq5c6cvxUFZW5nV/qaaD/94EXOro4Ycf9iUHY4y56aabbDncG1KZo2gYLnU0cOBA33KYNWuWLYdlIZU5ihrjzHr0gzrKzc01a9as8SWHPXv2eHV8jwqp3JKCHsdlJ5oxY4YvO+o+l112mW1n7R9SuaPmDFzq54YbbvA1h1dffdWWw30hlTtq6uHyHKfOnTv7cpZsn61bt5oWLVq45bAypHJH0TO47quzfepo7Vsu1Bept6G41M/NN9/s2/FgjDEvvviiLYe7Qip31NTHmcX3B/XTo0ePhIZKVVdSUmKaN2/ulsPSsAoeQS9QrX4yMjJ8Gfmwv3POOcd2TBweVsGKH1RdAAAgAElEQVQj5kJc6ue2227zNYd///vfthz+GFK5JcVk4cxI94Md6KijjvJ1RzXGmI8++si2s94dUtmjZhwu9RPLjFLxssy081VYBY+YU3HJ4d577/U9h9/85je2Y6J3SGWPkmxcH6ze3+eOljEwR1+k3g44IZeRkWFWrVrl6/FQVVVlCgoK3HL4PLSSR8sQXPbTsWPH+pqDMcZcf/31tmPi0JDKHiU5uNxbPWDAAN9zePfdd2053B5S2aPmgBNymZmZcU8kVpPKykrTtm1btxxqfK6LCEA3XA7kP/7xj77uqMY4X6QdO3Z021mrcMaD1/Wlqnrd9O7d2/ccjDHmhhtusDXgYddBFBbXWb6++uor33OYOXOmLYfKCNRD2Ivl4cV3B9DZqjTQTm2TfTmgbTrmmGN8Px6M8byvNOw6iMLi2jb5NZRzfzNmzFDbZF9c26b777/f9xwqKipMq1at1DbZlwPapuOPP973HIzxvK+0ISI1+DEuO4/fQwj3ueSSS2w7qxaX5dprrw0khwkTJoRetlRa2rZtG0gOFRUVtokytFiXWQbfO1vGwPkRKFvqLH4Pb97nueeeC71sqbR07NgxkBzKysps91lrsSwffPBBIFmcffbZoZctlZZbbrklkBzGjx9vW2dX0ogmUQhGB9cXO7i+nPjKAvrcdKUcoqF9+2CeX5iVlUXbtnp8TXyC2nd1TMRDbVM0BNU25eTk0KpVq0A+O13pmIiGEHJIqwccq7MVjHzXF/NdX05Ys2bNAvncdBVUDs2bNw/kc9NVUDmAjon4BZWFcoiH2qZoUNsUHfrdFA0htE1p1WipsxWMja4vbnR9OWEbNmwI5HPTVVA5rF+/PpDPTVebNm0K7LN1TMQrmGMClEM81DZFg9qm6NDvpmgIoW1Kq4DU2QrGWrcX16xZE8jKgvrcdFVUVJRSn5uugtpvy8rKAvtiSF9BtSFqm+KhtikagmqbSktL2bJlSyCfna70uykagqovj7apOJAVhiQ77A1IU657z4wZMxg8eLCvK6qsrOTdd991e6sU/dIB6IjzYOPvzJgxI5AVvf3227a3vsaZ3acuaw603P+FkpISFi1aRJ8+fXxd0X//+1+qqlyrez3O1MJ1WQ7Q+cCXZwAn+byqvcBMtzd2YWkj65hOOM94+k4IbdNSnJvR67IW3y7fWbduHV988QWHHurvjOwzZszAGNfqXofzrK+6zLVtmjFjBieccIKvKyorK2P27Nlub+0kzX7k11JnnDy+88477wSyIkvbVIXlooXI/jJwHqL6g9lVevToYaqqqnydyeW///2vbSYXPS/C8Vdc6ueTTz7xNYeKigrTpk0btxwWhlXwiPkRLjn84Q9/8DUHY4wZNWqU7ZjoFlLZoyQTp6NTrW56GXyfiXC6LYdbQip71PwfLvWzePFiX4+H8vJy24O+Pwyr4BFzEi45/O///q+vORhjzJVXXmk7JjqFVPYocX0+6ZFHHul7Dq+//rothxtDKnvUuD6fdNmyZb7mUFZWZvLz891ycO0Ji7j5Gy4768svv+zrzjp48GBbo9ErpHJHzU9wqZ9LL73U1xzGjRtny+GOkModNZk4Z6p+UD8tW7Y027Zt8y2HoqIik5ub65bDJ2EVPIIewXVfnexzZ+tk2zFxcEjljppBuNTPiBEjfDsejDHmoYcesuXwu5DKHTVZODct/qB+WrdubbZv3+5bDqtXrzYNGzZ0y2F+WAWPoH/hsq9OnTrVtxyMMeakk06yHRMHhVTuqDkdl/oZOXKkrzk88MADthxuDqnckoIG4rIT9ezZ0+zZs8eXHXXatGm2HXVZSGWOItcv0szMTDNv3jxfcti+fbtp3769LYsjQyp3FP0Tlzr67W9/60sOxhgzYsQIWw7/G1KZo+inuNZRLwNlPnW0JttyWBxSmaOoHrCFanWUlZVlFi5c6MvxsHXrVtsVd4NOyO3vKVzq6I477vAlB2OMueyyy2w53BFSmaPoTFzqqE+fPqa8vNyXHF555RVbDjoh9736OMNaf1BH2dnZ5rPPPvMlh5KSEtOyZUtbFjohJzHLxDljdcCO9LOf/SzhHbWoqMjrB/514RQ5su7ApZ46d+5s1q9fn1AOlZWV5qyzzrLl4HozXR12OFCBS8d38uTJCR8THg9H3I1z7544soDPcK2rK3zoaK000MqWxchwihxZ/4tLPXXp0sVs3Lgx4bZpyJAhthyCuTksdfUGKnHp+L7++usJt01PPPGELYdSoCCcIkdSFvAFLnV17bXXJpzD8uXLvX7gXxFOkSPrXlzq6eCDDzZbtmxJKIeKigpz+umn23J4PaTySgobjPvOZH73u9/V+v6toqIi07t3b9uO+jXVbmwU8nAZwgaY4447zmzatKnWDca1115ry6EK6BdKaaPtCVzqq2nTpmbmzJm1ysEYY6ZMmWLq169vy+LPIZU1ylzPIDvLaANVtexorTZwmC2HxWhSpuqa4ExxfEB9DRgwwJSUlNTqeNi7d68ZOXKkLYdK4KhQShtt/8alvpo1a2bmzp1b67bptddeMzk5ObYsdMX9QOdiaZsSuY9u5cqVpmfPnrYcPsXp6Mn3mgGbcamvk046yWzdurVWOZSXl3vdu1gJHBFKaSXlTcPScFxwwQVx77CzZs3yuqJlgAtCKWX0jcJSZ127do172M6GDRu87pczwPOhlDL6CnFmozugznJycsy4cePiOglRUVFh7r77bpOZmWnLYSPBPbE31b2Ddf8dZmBbnB2tdw209Tomzg6llNF3HZY66969e9yT+axbt84MGjTIK4enQyll9HXBuQp+QJ01aNDAPPbYY3G1TXv37jV33nmnV9u0DqezLT+UAczCsv8OHz7c7NixI65jYsaMGaZ169Zex8TpYRQ0BdyEpc569uxpPv/887hyWLt2rdf9cgZ4PJRSSlpohzMFu+vO1aJFC/PAAw/UOEnAZ599Zi666CKTkZHhtaP+I4wCpogM4AUsdZeVlWWuvPJKs3TpUs8cNm/ebMaMGWOaNGnilcNXOGeFxN1FOFf+XOuvb9++Zvr06aaystKaQ3l5uXnllVfMoYce6pXDXpxJCMRdAZYrvs7SysCDBrbX0Mn6xMD5BjzbpgfDKGCKyABewaNtuuqqq2qcCWzTpk3mT3/6k2ncuLFXDouBpiGUMVUMx153pn///uatt96qsW2aMGGC11UUA5QDJya/eCmjEy4zE+5b2rRpYx566KEaO12LFi0y5557rlcOBvhLCOVLFZnAZCx1l52dba6++mqzYsUKzxw2btxo7rjjDpOXl+eVw2dA4xDKmBQZYW9AHXEM8B7Q0PYHOTk5nHjiifTv35927drRpEkT1q9fz4oVK5g+fTpffvllTet4FzgF5wemuMvFefCP5xCaww8/nEGDBtGxY0fatGlDSUkJa9euZc6cOcycOZOKigqvf74N6A8s8W+z09Kd1PB4glatWnHGGWfQvXt3CgoKqKqqYvXq1SxZsoQ33niDrVu31rSOX+FMry12/XGucDWw/0l9nNmx++GcO2qCc1J+Bc6F+6U1reMt4DSc+/XEXR7O2fzeXn/Uu3dvTj755O/aps2bN1NcXMzs2bOZNWsWlZWVXv98C3AsMQRWx/2ZGh5P0KZNG8444wy6detGhw4dvmubvvjiC/7zn/+wbVuNj/P7BTo5WpMTgLfxuC2iQYMGDBw4kL59+9KuXTvy8vJYv349y5cvZ+rUqSxbVuNcYVOBITjD18RdE2AOcJjXHx155JEMHDiQwsJC2rRpw6ZNm1i7di0zZ85kzpw5NbVNm3G+YJb7t9lSV52Oy+wuPi2zqPZQRrFqDywgmBw2AT9OXlFSWiaW5wz5sFQBo5NWktR3FrCDYLJ4F13ljVUh8DHB5LAB51l3UrNMLM8Z8mGpAm5LXlFS3rlYhp37sLyNrvLGqhPWSZUSXtbhnPQT8U0PnCsefu6oz+BxxUxcNcCpNz9z+BJNV1ob/wOU4V8Ou4HLklqC9HA4zllFP4+JR9FkPfHKA17G3xw+wbkfSeIzEme4n1857ATOS2oJ0kNvYCX+HhPjcB69ILHLA17F3xw+BjonsQxSh7TAed7QAVNgx7kUASOSu+lpJQPnxvQDnsEV51KG8wDrtB1rnATHAR+SeMP9DprJKBGtcG5QTrRtWo06vInIAK7HuVKeSA57gL/i/EiS2hmA5REucS5vUcMwLPHUBudZaAdMzx/n8g0wLMnbnk4ycSbNKCGxHHYD9wONkrv5UhcdCrxG/D9sNuMMQ8hN/ianpSY40+9uI74c9gLPAl2Tv8lpKQNn4ozaXPldiGaT8lMvnJui4/1hsxG4FV1p90s+cDfxDz8vx7lyr6tZ/sgELsGZ+Cjetmk+zkPExR+9cZ7DFG/btAG4Gc97UyUOzXCewxXv8PNyYDzOsESRpGqF8zC9qdh30B04V09ORs+pCUoOznPRHsF50KQti1dxztrrPpTgHAH8HucspC2HL3FuYtfQzeC0Bn4OvIk9h+3AWJwZNNQ2BaM+zgQj/8AyNfm3y0s4nQK1TcHpA9yBc/XWlsNinB/23UPaxrqgDc4Q9Hew57AN58ruT9AztILSADgDZ8j4HuxZPI9zRVGPYZHQFWDfUaeGuF110fvYs9CQnOS5GXsOl4e4XXVNF+w5TA5xu+oir8l9dH9c8vwOew6XhLhddc3B2HN4OcTtqos+xZ5FnZ/5PDPsDRAREREREUlH6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpbIiIiIiIiAVBnS0REREREJADqbImIiIiIiARAnS0REREREZEAqLMlIiIiIiISAHW2REREREREAqDOloiIiIiISADU2RIREREREQmAOlsiIiIiIiIBUGdLREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiIgFQZ0tERERERCQA6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpbIiIiIiIiAVBnS0REREREJADqbImIiIiIiARAnS0REREREZEAqLMlIiIiIiISAHW2REREREREAqDOloiIiIiISADU2RIREREREQmAOlsiIiIiIiIBUGdLREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiIgFQZ0tERERERCQA6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpbIiIiIiIiAVBnS0REREREJADqbImIiIiIiARAnS0REREREZEAqLMlIiIiIiISAHW2REREREREAqDOloiIiIiISADU2RIREREREQmAOlsiIiIiIiIByAp7A4RM4DjgWqCv5W8aA6XAWmB7krarLuoMjADOBRpa/qYesAUnCwlGY2AoMApob/mbZkAJsAqoSNJ21TWZwI+A64CjLX/TBNgFFAM7krRdddFBOG3TOUADy99kAduAdUnaprqoCU7bNBJoZ/mbZjjfEatR2xSULGAATtt0pOVvmgA7cdqmnUnarrqoK3AlcDZQ3/I3GTi/XfW7SZKuGXAPzhejiXGpAj4AzsPZeSVxmcBwYCGx52BwvkhHA3lJ3+L0dSTwGrCH2HPYBTwLHBzC9qarFsB9wHria5vm4vwQFX9k4nSwPia+tmkV8HugUdK3OH0dA0wGyog9h53AM0D3ELY3XbUE/gpsIPYcKoE5wJkhbG+6ygJ+DnxKfG3TSuB3QG7St1jqnBzgZpyz8vHspNWX94ETkrzt6eZUYBGJ5bAO56qkrhLXXifg3zhfirXNYS/wD6BNkrc9nTQA/h/OWflEjonZOFfrpfZOI/4fMtWXtcDVqG1KxEHA8zgnE2qbQznwd6B1krc9nTQEbsO5cpvIMfEecGyStz3dnAl8TmI5FOFcHdatTBKIlsA7JLaT7r9U4Vxd0VWu+GTg1FsiX6DVl2lAfhLLkC5+THxnKWtaitGXaW20At7FvxwqgFuTWoL0sK9t8isHA/wHtU21MZjETzxU/4Fpu1VA7NrjjOhR2xSuLJzRWH62TW8ATZNZCEl/R+BcQvVzR923PI19rKz8UB7OULUgcliChozE4zqcK1J+57AbuCSJ5Uh1R+EMiw3imHgc52q+1KwxMIVgcvgc594Kic2NOD/K/c5hF3BhEsuR6vridFKDOCYexbkHW2rWFJhKMDl8CnRJXlHCoSsiydEZ58yM5zCCzp0707dvX9q3b0/jxo1Zv349q1atYubMmZSWlta0jn/j3HtkfNni9JQFTATO8Pqjxo0bM2DAAAoKCmjdujXbt2+nqKiI999/n6KioprWsQroh3O/i9j9HPiX1x9kZmbSr18/evToQfv27amsrGTdunV8/vnnLFy4EGM8d/UqnMkEJvm4zemoK07b1MLrj7p06ULfvn1p164djRs3Zt26dd+1Tbt3765pHU8CV/izuWkrC3gd52qKVZMmTTjhhBMoLCykVatWbNu2jeLiYubMmcPatTXee74Cp23a5M8mp61f4Az7s8rKyuLYY4+lW7dudOjQgb179/6gbapBJXAWzll9seuBc7tEM68/6tq1K0cfffR3bdPatWu/a5v27NlT0zr+iTOcTezq4XS0Bnr9UdOmTb9rm1q2bMm2bdsoKipizpw5rFtX45w9X+OMSCnxZ5OlLsrD4wbn7OxsM2rUKLNw4UJjs2vXLvPyyy+bo446qqYzBP8vhPKlknvxqL8f/ehHZsqUKWbPnj2uOVRVVZkPP/zQDB8+3GRmZnrlMAtdafQyAI8bzdu2bWsefPBBs379eusxsWrVKnPPPfeY5s2be+WwHegVQvlSRRM8xt7Xq1fPXHPNNebjjz/2bJteeukl07t375rapptCKF8qeQCP+hswYIB54403rG1TZWWlef/9982ll15aU9v0Ljqb7+UknHusXOuvffv25qGHHjIbNmywHhPffPONGTNmjMnPz/fKYStwSAjlSxX5OCNFXOsvJyfH/PKXvzSffvqpNYedO3eaF154wRx++OE1tU2/DKF8qeRhPOrvxBNPNFOnTjVlZWXWtmnu3Lnm4osvNhkZGV45vA1kh1A+SRPjsexc/fr1M0uWLLE2FtVVVVWZJ554wuTm5tp21krgJ6GUMvrOxpJDfn6+eemll2LOwRhjFi1aZA477DCvhuOBUEoZfc3wmOXupptuMjt37ow5h5KSEjNixAivHJZinyq7rnseS70dd9xx5quvvoo5h8rKSvPPf/7TNGzY0JZDBXB8KKWMvvOx5NC8eXPzyiuvxNU2zZ8/3/Ts2dPrmLg3lFJGX0ucq34H1FlGRoa59dZbza5du2LOYfPmzWb48OFeOSxBQ2xtXsZSbyeccIL5+uuv42qb/vGPf5gGDRrYctiLc8VXDnQJlhxatmxpJk2aFFfbNG/ePNOjRw+vY2JMKKWUlHc0lkkYLrroIlNaWhrXjrrPggULTIcOHWw76zw0PLS6esCXuNRX165d4+rw7m/79u3m9NNPt+VQju7fcnMfLvVVr149M378+FrlYIwxDzzwgNdZs1+HVNYoOw5L23TppZdar6DU5MMPPzRt27a15TAHtU3V5QDLcKmv7t27x9Xh3d/WrVvNqaeeasthD3XgHola+Bsu9ZWTk2OeffbZWuVgjDH33nuvV9v0q5DKGmUDsPwYv/zyy61XUGoyd+5c07p1a1sO74ZT1EhrAHyDS3317NnTLFu2rFY5lJSUmJNPPtmWw26gYyillZT2Fi471I9//ONaNxj7LFy40DRq1Mi2w14cUnmj6lpc6qlZs2a1/jGzz+7du82xxx5ry+HFkMobVQU4D+c+oK4eeeSRhHIwxpjRo0fbcigBmodS4uh6B5e6OvXUU83evXsTymH+/PleV9/PDam8UXUDLvXUvHlzs3Tp0oRyKC0tNX379rXl8O+QyhtVXbA83+/RRx9NKAdjjLnttttsOWxEs7FVNxuXuvrpT39qKioqEsrho48+8rr6rudw/dAtuNRTy5Yta93R2qe0tNQcffTRthyeDKe4kqr64rIjtWvXzmzevDmhHXWfp556yrazLgqpzFGUgeXszJQpU3zJoaioyDRt2tQthyqgWzjFjqS/4pLDFVdc4UsOVVVVXlcaNdXv936ESx0VFhaarVu3+pLFP//5T1sOH4ZU5ijKxDLT2rRp03zJYdWqVaZx48a2tqlzKKWOpodwyWHUqFG+5FBZWWlOOeUU2zGh+xm/dyIuddS5c2ezfft2X7L4+9//bsthdjhFjqQsXB7JkpGRYd555x1fclixYoXtgkElzolZkZjcjcsBPW7cOF92VGOcH5f9+/e3NRwHhVTuqDkGl/oZPHiwbzkYY8xdd91ly+E3IZU7ipZTrX4aNWpkiouLfcthyZIlJjs72y2HuaGVOnr+gsu++sQTT/iWQ2VlpW1CnyqgMKRyR81xuOQwZMgQ33Iwxpg//vGPtrbp+pDKHTUZuDz6IC8vz6xbt863HD755BOTlZXllsN7YRU8gh7EZV995plnfMuhoqLC9OrVy/Yjv11I5Y6an+CSw7nnnutbDsYYc/vtt9vapmtCKrekoANm+erQoUPCQ3SqmzRpkm1nvSGsgkfMn3Cpn5kzZ/qaw65du2xXt2aGVfCI6Y1LDjfccIOvORhjzLBhw/RF6m0pLmeOEx2iU92ECRP0RerN9YTc+++/72sOO3bsMHl5eW45zAir4BHjOgrllltu8TUHY4w5//zz3XKowHmouDiPJ/hB/XTr1s1UVlb6msNzzz1na5v+J6yCR4zrCbkFCxb4msO2bdtswzqnhVXwoGiaxWC0Bw6t/uLZZ59Ndra/VX7qqafSuHFjduzYUf2t/4dzSb6uG1D9hXbt2nH88f5OjJabm8tpp53G888/X/2tHwGTcX7s12WuD1Q977zzfF/Reeedx3PPPVf95UycHNb4vsLUkovL0NahQ4eSlZXl64pOO+00cnNz3Z4ReDtwqq8rS00/qf5CYWEh/fr5OzFaXl4egwcP5uWXX67+1ok4z6Gr8nWFqcd1IqOg2qYJEyZUfzkL55lbNT7EMc01wmVo6znnnENmZqavKzrjjDOoX78+ZWVl1d+6gxqew1lHnFT9hYMOOogjjzzS15U0adKEU045hUmTDngc5ok4/ZMKX1coaedYXM4KxDtNZqzOPPNM21kaLS7L5ZdfHkgOTz75ZOhlS6WlSZMmvl9NMcY5k1/D8zy0VFumTp3qew7GGDN48ODQy5ZKy1VXXRVIDh730GlxWVq0aGGqqqp8z2HLli2hly3Vlrffftv3HIwxZuDAgaGXLZWWa665JpAcPO6h60Aa8fd0gezT3u3Fzp07B7KyoD43XQVVX506dQrkc9NVYWGh71dTwDmT36JFC98/N52pbYoGtU3R0LFjRzIy/H9KQX5+Pk2bavLBeKhtioYQ2iZ1tqRGbdxebN26dSAra9u2bSCfm66UQzQElQMoi3jpmIgG5RANapuiQ8dENISQQ1oFpM5WMHa6vrjT9eWEudyvJR6UQzQElQMoi3jpmIgG5RANapuiQ8dENISQw/ZAVhgSdbaCUez6YrHry4mvLKDPTVdr164N5HOVQ3yCysEYw7p16wL57HSltika1DZFQ1A5VFZWsn79+kA+O12pbYqGENqmtApIna1guO6V8+bNC2RlH36o54TGI6gcgvrcdFVUVMSaNf5PDrho0SK3WabEQ1D77vz58wP53HSltikaVq5cGcgJm/nz51NZWdcnpo2P2qZoCKFtSqvOlqZ+D8ZynEugTfZ/ceLEidx0k78Pi//yyy9ZsmSJ21tP4zxjqq77K3Dm/i/MnTuX9evX06aN6611tTZx4kS3lzcAJ+DMrlOXnQo8vP8LxhimTJnC1Vdf7euKXKaR3edioK5/wzYAPgQa7v/ixIkTue6663xd0WeffcbSpUvd3noc5xlTdd2DwGn7vzBr1iw2b97s+wQvlrapGJfp5+ugIcAD+79QVVXFG2+8wZVXXunrijzapvOAT3xdWerJxWmb6u//4sSJExk1apSvK1q4cCErV650e+tR4D5fV5aaHgEG7f/Cf//7X7Zt2+b7BC+WtmkZlttxRKp7gWpTWWZlZZlPP/3U12kzb7zxRtu0mYNsG1bHXIhL/dx5552+5jBz5kxbDo+EVO6oaQSUUq1+jjzySF8fWLlnzx7TqVMntxzWoSv5+7xKtfrJzs42S5Ys8S0HY4y59tprbcfEj8MqeMRcikv93HPPPb7mMGPGDFsOD4ZU7qhpCpRRrX769evn6/TvpaWlpqCgwC2HNYD/Ux+mpilUq5969eqZpUuX+paDMcaMHDnSdkwcF1bBI+YKXOrnr3/9q685TJs2zZbDX0Iqt6SgS3DZiYYMGeLbjrpixQpTv359tx11C5ATUrmjJg/YTbU6ysvLM+vWrfMti+OPP97WaAwOqdxRNAmXOnrmmWd8y+G+++6z5fBoSGWOohG41NG5557rWw5ffvmlqVevnlsOm9CIin3ycfmRn5+fbzZt2uRLDlVVVeaYY46xHRMDQyp3FE3FpY5efPFFX3Iwxpi77rrLlsPDlm2qi/4Hlzq66KKLfMthyZIlJjs7WyfkvLUA9lKtjpo1a2ZKSkp8yaGystIcddRRtmNiQEjllhTUGNiIy4702GOPJbyjlpWVmQEDBth21IfCKXJkPYul4+vHVZV7773XlsNK1Ond37m41FPr1q3NypUrE87hk08+MQynN7MAACAASURBVHl5ebYsfhRSmaMoHyjBpZ7Gjx+fcA579uwxxx13nC2Hv4ZT5Mh6CZd6Ouecc3xpm8aMGWPLYRnq9O7vYlzqqV27dmb16tUJ57Bw4UKTm5vrlkMVcGxIZY6iFsA2qtVTRkaGee655xLOobS01PTt29d2TPw5pDJH1URc6unCCy/05Yrv6NGjbTl8Cfj/AE5Ja9fjsjPl5OSYGTNm1HonraysNFdeeaVtR92B5TlfdVhXXM4gA+amm25KqOF47bXXTFZWli2Ln4VT3MjKAObiUle9e/dO6IxZcXGx6dKliy0H10HhddzNuNRVgwYNzHvvvVfrHCoqKszw4cNtOWwFWoZT3MjqAZTjUl+33nprrXMwxpgJEyaYzMxMWxbDwiluZGXi3M95QF0dffTRZuvWrbXOYfXq1aZjx462HCaEU9xI+x0uddWwYUMzZ86cWuewd+9eM2zYMFsOJUCzcIobWYcBFbjU1+23317rHIwx5vnnnzcZGRm2LM4Pp7iSynKAr7F0uGpzhWvHjh1m6NChtp3UAH8IpaTR9zcsdXbRRReZXbt2xZ3FuHHjbEOlDPAxGpLgZgCWHLp162a++OKLuHNYuHCh14+ZCpwvDfmhBsA3uNRZ/fr1zZNPPhl3Dtu3bzdnnXWWV9v0/0IpafT9HUudDRs2zJSWlsadxbhx42xDpQywELVNbk7EkkP37t3N4sWL485h/vz5prCw0JbDXuCQMAoacQ2BVVhOBtXm6vu2bdvMkCFDvNqmX4dS0uj7F5Y6+/nPf27KysrizmLs2LFeJ4E+QPcvSi2diOXMJWDOPvvsmH5gVlZWmvHjx9tu/t+3fES1WcbkO/nAEix116NHDzNhwoSYrnItWLDADBo0yCuHXcDRIZQxVTyEpe7y8vLMHXfcYXbs2FFjDps2bTI33XST7b7FfcvvQylhajgFl3H5+5Zzzz03pkkzKisrzRNPPOH1o9LgXNFsEEIZU0FzYCmWuuvZs6d59dVXa8zBGGPmzZtnBg4c6JXDTqB3CGVMFY9iqbvGjRubP/3pT2bnzp015rBx40Zz/fXXm5ycHJ18qJ3TsFxVycjIMBdccIH56quvasyhoqLC/Otf/zIdOnTwymEWGu5v0xJndm3XujvssMPMpEmTYmqbPvjgA/OTn/zEK4ftQK8QypgU6kEmx9V4zEqXlZXFiSeeyNlnn03fvn0pLCwkLy+PtWvXsmrVKqZNm8Zrr73G8uXLvdaxDuiLM7ORuOsBvI/HcIGePXsydOhQTjnlFAoKCmjTpg3bt29nzZo1zJkzh4kTJzJ79myqqqpsH2Fwhui84P/mp41snBvST7b9QfPmzRkyZAhDhgzhkEMOoW3btlRWVrJu3To+++wzJk2axH/+8x+vp88DvMj392KIu1/hXPV1lZ2dzUknncTZZ5/NMcccQ0FBwXdt0zfffPNd27RixQqvdRThtE3BPBUzPRyC0yG1zqt86KGHMnToUAYNGkRBQQGtW7dm27ZtrFmzhtmzZzNx4kTmzJmDMdbd3QAXAC/7v/lpIwd4E48ZM1u0aMGZZ57JkCFDOPjgg2nXrh0VFRWsW7eOTz/99Lu2aedOz5mrnwUuQ22Tl18D99verFevHieddBJDhw7l6KOPpqCggNzc3O/apqlTp/Laa6/xzTffeK1jFdAP0JOm7Q4HZuPMQ+CqV69eDB06lJNPPpmCggJatWrFtm3bWL169Xdt09y5c73apiqce7o15F8Sdh/2Hn2iyxZ0k22sBuGc3Q0qi98lrygprTnOc2WCymEWznNbpGbWIbY+LJvRVd5YDca5Kh5EDlXALckrSkprBXxOcMfEf9EIlFhZh9j6sGwE+iSvKCltCC6zOvu0VAE3Jq8oUheMxGNIYS2XpWjcd7yOAFbgbw57gMuTWYg0kAe8gv+N97/Rj5l4BdE2fQn0TGYh0kBvnFlM/cxhNzA8iWVIB42B1/C/bfonGrIWr5F4DHeu5fIJ0CWZhUgDR2K5zzeBZTfO8wZFfHci/v3QfwnnXiSJX2vgDfzJYTHOUASJXyZwB/6cNduBMyxOamcQ/nyZVgHPAU2Su/lpoy0wDX/api/QlcXaygLuxDKTbZzLNuCa5G5+WhkMrMaftukZPIbEiacOwNv40zZ9iq4sSsDq4ZytWU/tdtL38RhTLnE5GcuUvzEsG3Gm99fzahJXAIzDclN0DUv5t/+2bdK3Ov3k4LRNG6jdMTEXPZDSL4OABdQuhw2obfJLIYm3TXocS+JycPbpLdTumJgDnJD0rU5Pg3BmNa1NDmtwvmP0LC1JmiY4wzsmUPNY/WXAX9APmSBk4nS6/g/LlLP7LdtwztpfBDQKY2PTXA+cWbrexzkLacuhEngXuAnoFMqWprd8nGGxrwCleB8TS3HuSdWDo/2XifPD5mFqPrO/BWfihQvR/YpB6IlzT+6H1Nw2vQPcAHQMZUvTWzPgCpxhnjWNiPgSuBc4LpQtTW9ZwKk4k7+twTuHEpwrihegIf4Ssq7Yd9R3Q9yuuiYDWIQ9i+bhbVqdMxp7DhqSkzyHYM/h7RC3q67JwHviBp38SZ4x2HO4KsTtqmt6Y8/hPyFuV12TgdOxtWVR5+9T1IMNo6PM473dSdsKMTiTXdiUJ2tDhF21fE/85XU8lCZtK8Tg/T2xN1kbIp7tj46J5FHbFA0G799Gdb5tUmdLREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiIgFQZ0tERERERCQA6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpbIiIiIiIiAVBnS0REREREJADqbImIiIiIiARAnS0REREREZEAqLMlIiIiIiISAHW2REREREREAqDOloiIiIiISADU2RIREREREQmAOlsiIiIiIiIBUGdLREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiIgFQZ0tERERERCQA6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpbIiIiIiIiAVBnS0REREREJADqbImIiIiIiARAnS0REREREZEAqLMlIiIiIiISAHW2REREREREAqDOloiIiIiISADU2RIREREREQmAOlsiIiIiIiIBUGdLREREREQkAOpsiYiIiIiIBECdLRERERERkQCosyUiIiIiIhIAdbZEREREREQCoM6WiIiIiIhIANTZEhERERERCYA6WyIiIiIiIgFQZ0tERERERCQA6myJiIiIiIgEQJ0tERERERGRAKizJSIiIiIiEgB1tkRERERERAKgzpaIiIiIiEgA1NkSEREREREJgDpb0ZAF9Pd4vwPQOTmbUud1B1p7vN8PHTfJkA8c4fH+0UBekralLssGjvN4vxDomKRtqet6AC093lfblBzNgMM93j8GaJSkbanLsvH+3dQJp32S4PUEmnu83w/ISNK2iBzgx8ATwEbAxLAsBO4AWoWxsWmsAzAG+JzYclgLjAP6hrGxaSwH+B9gOlBOzTnsBiYDl+GcsBD/nAg8BWwitmNiPvB7vDsDEr9C4C7gC2LLoRj4B87JCPFPfeBq4C1gLzXnUApMAi5BHWC/nQyMBzZTcw5VwEfAbXh3BiR+nYB7gCXE1jatAR4B+oSxsVI3HQK8SGw7qNuyE2cnb5LsDU8zecBonC/G2mYxGedqmNReBnAB8DW1z2Hxt58hiTmUxNqmHThtU+Nkb3iaaYZTj7Vtm6pwcuyW7A1PM/vapmXU/pj4ArVNfjiMxNum0UDDJG93ummO0zbtJrG2qWuyN1zqjgycK1MV1L7B2H9ZhTNkQeJ3IrABf3IoB65P6tanj1bAu/iTgwEmoh/6tZEB3AlU4k8OK4Ejk1mANHIysY92qGkpA65N7uanjTbALPxrm15GQ59rIxO4G//apuV4D1EXu8HEdkUxlmUPMCq5my91QQPgafxruPctu4HhSSxHOvgfnB8hfmfxL5yhcBKbw3G++PzO4Uvg4CSWI9U1wvkhGETbdGkSy5EORhLbENp4l0dR2xSPI3BOGPidwydAl+QVI+XlAa/ifw47gHOSWI50EFTbNA6ol8RySBqrD7xHDDtebm6u6d69uznyyCNN+/btTVZWViw7axXOgSA1u4UYcsjOzjYdOnQwRx11lOnatatp2LBhrA3H6+j+oVj0BrYTQ522bNnS9OrVyxx22GGmWbNmseawAf2oiUUDYA5xtE19+vSJt20akdQSpa7biCGHevXqfdc2HXTQQaZBgwaxHhOvofuHYnE0zlD9Guu0VatWplevXubQQw+Np21ai3O/i3jLBT4kxrapR48epk+fPqZdu3axtk2V6GRQrP5IjG1TQUGBOeqoo0yXLl3iaZsmoAk0xAeP47GjHXTQQWbMmDHms88+M9Xt3r3bTJkyxVx55ZUmJyfHa2ctB34SQtlSyVl4DEXIzc01v/jFL8z06dNNeXn5AVksWLDA3HHHHaagoKCmhuP+EMqWStpQw1njwYMHmyeffNJs2rTpgByKi4vNuHHjzAknnFBTDp+iIYVeMoBn8KjDbt26mbvvvtt88cUXB+RQWlpqJk2aZEaMGFFT27QHOD75xUsp5+J0TF3rsFGjRubaa681b7311gFtU1VVlfnoo4/M73//e9O+ffuajom7QyhbKmmHcyO/tQ5PP/10M378eLN58+YDjomioiLzj3/8wxx//PE15bAIzVjoJQN4Ho867NGjh7nnnnvM4sWLXdumiRMnmp/97GemXr16XjnsBo5NfvFSykV4tE15eXnml7/8pXn77bfN3r17D2ib5s2bZ26//XbTtm3bmo6JP4VQNkkjv8KyczVu3Nj87W9/M2VlZQc0Fm6WL19uzj//fK+ddSOa6tSmJx5XUkaMGGHWrFkTUw6lpaXmrrvuqumszWVhFDIFZOFxH0SfPn3Mu+++G1MOxhgzZcoU0717d68cXg2jkCniN1jqrWnTpuahhx5yPeng5uuvvzZDhw71ymEd0D6MQqaAw/C4kvLzn//cFBcXx5TDrl27zJ133mnq16/vlcVFYRQyBWQD72Opt6OOOsrMmjUr5rZp4sSJpmvXrl45vBhGIVPEb7HUW35+vnnkkUcO+GFv89VXX5kzzzzTK4dinBOAcqDeWCbpycjIMKNGjTLr1q2LKYedO3ea0aNHe52Yq8I56SQSt1bANlx2rMLCQrNgwYKYG+79jRs3zmRnZ9t22KfDKWrkvYFLfWVnZ5uHHnqoVjksWLDAFBYW2nLYgGaLdHMlli+9Cy64wOzatSvuHLZv317Tl+npoZQ02tph+YHftWtX8/nnn9fqmBg7dqzJzMy05fBYOEWNvOm41Ff9+vXN448/Xqsc5syZ43UmuRhdVXFzNZY25KKLLjKlpaVx57B582YzaNAgr7bplFBKGm0dgF241Fe3bt1cr7LXpKqqytxzzz1ebdM/wilq5L2NpW166qmn4s7BGGNmz55t2rRpY8thDc7wUZG4/B8uO1T79u1NUVFRrXbUff75z3/adtZK9ByD6k7CcmbmpZdeSiiHpUuXmubNm9uy+GNI5Y2qhsBqXOpq2LBhpqqqqtY57N2715x66qm2HD5B99FVNw6XuurYsaNZu3ZtQsfEww8/bMuhAugVTnEj61Rc6iozM9O8+uqrCeWwZMkSk5+fb8vi9pDKG1WNcO6lOqCuLr/88oRyKC8vNwMHDrTlsADdR1ed620XnTt3Nhs2bEgoi7Fjx9py2Isz+kW+NwSXusrKyjKvv/56Qjl8/vnnpkmTJrYsbg2pvJKiCnGZuaV+/fpm3rx5Ce2o+1x33XW2nXVSSGWOKtdha3/4wx98yeGtt96ynTHbifO8HHHcgEsORx99dK3OGldXUlJiunXrZjsmhoVU5ijqgsuDWRs0aGAWLlzowxFhzMiRI205TAipzFH1AS71dOedd/qSw9SpU01GRoZbDtvQlff9uU6c1L9/f7Nnz56Ec9i0aZPp0qWL7Zg4P6QyR1F3XB6Nk5ubaz755BMfjghjrrjiClsOz4VU5qhaiEs9/fnPf/YlhylTptjapi3oyrvE4XpcdtQbb7zRlx3VGGN27NhhGypSDuSHVO6o6YDLzZ1dunSJ+V65WAwfPtzWgOvere+53g8xZ84c33KYOHGiLYfXQipzFN2MSx3deuutvuWwfft207p1a7cc9qBJS/bpjEsOPXr0iPleuVhcfPHFtmNC9259bwHV6icjI8N89NFHvuUwYcIEWw4vhVXoCPodLnV0++23+5bDli1bbKNRdqEhbPt0xyWHnj17xnyvXCzOO+882zGhe7ckZgeMdW3UqJHZuHGjbzuqMcb87W9/s+2sOpPvuBaX+nn66ad9zWHlypW2++j0Repoh8tMkGeffbavORhjzHHHHacvUm8zqVY/TZo0MSUlJb7mcN9999napvPCKnjEuF7pff75533N4euvv7ZdeX82rIJHTEdcTshdcMEFvuZQVVVljjnmGLccduA8gkFcTsjl5+ebrVu3+prFXXfdZWubzgqr4BHjeqX3lVde8TWHJUuW2K5uPRVWwYOiee2D0QTnKdvZ+7947rnn8vLLL/u6oo0bN9KuXTsqKyurv/UBzkN267rrqXafSG5uLhs3biQ319/f3gMHDuSdd96p/nIZzoyUVb6uLPWcAFxe/cWXXnqJ88/3dxTNww8/zHXXXef21v/h3L9Vl+UBf6HafSIXX3wxzz3n7yia4uJiCgsLqao6YNefAzzh68pS003AIfu/kJeXx8aNG2nQwN/f3gMGDGDWrFnVX97N9yMw6rITcXne0sSJEznrLH9/e48dO5Ybb7zR9S3gc19Xlnqa4Dw25Qe/S4cPH8748eN9XdGqVavo3Lkzxhyw688E/F1ZaroZ6LH/C/n5+WzYsIF69fx9/nD//v354IMPqr+8GWeCubreNkkNeuNyVuDJJ5/09azAPjE8b0jLfstZZ50VSA4PPPBA6GVLpSUnJ8fs2LHD9xxWrVoVetlSbXn22Wd9z8EYY/r16xd62VJpOe+88wLJ4d577w29bKm0NGzY0Jf7SKtbtmxZ6GVLtSXRSaxsjjzyyNDLlkrLsGHDAslhzJgxtnW2JI1oFpxgdHB78dBDDw1kZYccckjNfyTfCaq+evbUZEbxKCwsJC8vL2U+N52pbYoGtU3R0LlzZxo2bOj75x500EGBfG46U9sUDSG0TWn1XEZ1toLRzvXFdq4vJ6x9+7TaJwOnHKIhqBxAWcRLx0Q0KIdoCLJtatu2bWCfnY50TERDCDmkVUDqbAVD98LVQRkZij0eQdaXsogG5RANyiE+apvSn3KIhrqSgzpbwSh2e3Ht2rXBrKzYdXVioRyiIcj6UhbxCeqYKCoqCuRz05XapmgIsr6CyjhdqW2KhhDaprRqtNTZCobrTvLll18GsrKgPjddKYdoWLNmDaWlpb5/bnFxMTt27PD9c9NZUPvuV199Fcjnpiu1TdHwzTffsGfPnkA+d/fu3b5/bjpT2xQNIbRNaXVWIrvmP5FaWInzTKGs/V+cPHkyl13m7zNuN2/ezJw5c9zeWoimMAW4Gjh4/xfefPNNdu/e7fuNypMnT3Z7uRznQY0HzM1fxxwHXLj/C2VlZUybNo1zzjnH1xVNmjTJ9tZjwGe+riz1NALupNpQ58mTJ3PhhRe6/4taWr9+vduUvgDz0DOewHkGYLf9X5g2bRrl5eXk5OT4uiJL21SG0zbpsRTVnv1WWlrK22+/zRlnnOHrijzapkeBxb6uLPU0AUbj0jb5/R1RVFTE/Pnz3d56H3jB15Wlpl8BXfZ/4T//+Q8VFRVkZ/vbbbC0TVuBTb6uSNLWf6k2lWXjxo19f3Do3//+d9u0mf726lLXr3CpH78fHLp69WpTr149txxeCavgEdMBlweHnn/++b7mYIwxAwYMcMthN05HQ5znXP2gfvLz8822bdt8zWHs2LG2tsnfXl3q+jUu9fPyyy/7msPKlStNVlaWWw76UenojEsOl1xyia85GGNM//793XLYCWiKQsc8qtVPixYtfH9EiMcD1/3t1aWu3+JSP5MnT/Y1B48Hrj8TVsEl9dyIy8568803+7ajlpaWmoKCArcdtRxoFlK5o6YjLj/ye/ToYcrLy33L4oorrrA13j8LqdxR9CHV6icjI8N89NFHvuUwZcoUWw7WU8p10K241NFtt93mWw47duwwbdq0ccthD9A4pHJHTVdccujZs6fZu3evb1lcdtlltmNiWEjljqJFVKufzMxMs2DBAt9yePXVV205vBxWoSPodlzqaPTo0b7lsGXLFtOiRQu3HErRCbl9DsElhyOOOMJUVlb6lsVFF11kOybOD6nckoI6A3upthM1aNDALFq0yJcd9aabbrLtqG+EU+TIeh+XehozZowvObz33nu2M8elQIuQyhxFv8Elh/79+5uysrKEc9i2bZs5+OCDbcfE8JDKHEXdgAqq1VFubq757LPPfDgijLnuuutsObwWUpmjaj4u9XTvvff6ksOMGTNsZ453AvkhlTmKfodLDgMGDPDlpNyWLVtMt27dbMfExSGVOYp64gy5/0Ed5eXlmcWLF/twRBgzatQoWw4vhVTmqPoUl3oaO3asLzlMnz7dZGRkuOWwHZ2QkziNw2Vn7dSpk1m/fn1CO+rTTz9tazCqgP7hFDeyTsWlrjIzM82kSZMSymHlypWmdevWtizuCqm8UdUQWI1LXV1++eUJ5VBZWWnOPPNMWw5L0P2p1T2BS1117tzZbNiwIaEsnnzySVsOlcBR4RQ3ss7A0jZNmTIloRxWrFhhWrVqZcvijyGVN6rygHW41NWVV16ZUA6VlZXmjDPOsOXwCdXu7RaewaWuunTpYjZu3JhQFo8//rgthwqgVzjFjaxzcKmr7Oxs89ZbbyWUw/Lly03Lli1tWdweUnklhbXG6aUfsEN169bNfPHFF7XaUceNG2dycnJsO+rz4RQ18qbjUl/169c3Tz31VK1y+Pjjj03nzp1tOZSgoZxuRuFeX+aSSy4xpaWlceewY8cOc84559hyMMDZoZQ02joAu3Cprx49epglS5bU6pgYN26c7d5FgybssXkLl/pq0KCBefrpp2uVw6JFi0ynTp1sOWzAmYxAfuiXWNqQq666qlZX33fs2GGGDh3q1TadHkpJo60zznDjA+rr8MMPN8uXL6/VMTFu3DiTnZ1ty+GxUEoafbNwqa9GjRrV+t7SBQsWmI4dO9pyKEZDOaWWbsbS0DZr1sw8+uijMY/PX7NmjRk+fLhXw11CtRlk5Du9sPy4zMjIML/4xS9iPqNfVlZmxo4daxo1auSVxc9DKWX0ZQMfYKm3Y4891nz44YcxN9wzZswwhx12mFcOGlJrdxuWemvRooV5/PHHTUVFRUw5rFq1ygwbNswrh01AYRiFTAF9cIYcu7ZN1113ndm0aVNMOezZs8f85S9/Mbm5uV5Z6D5SdznAAiz1dvzxx8d1f+mbb75pevbs6ZXDxDAKmSJGY6m3li1bmieffDLme4dWrlxpLrzwQq8cNgDtQyhjKjgGS8c3IyPD3HDDDWbz5s0x5bB7925z7733mgYNGnhloftIpdYycKY5tu5ghx56qPnrX/9qli1bdsAOunfvXvP222+b6667rqYv0L04w+XE7gJcJsvYtzRp0sT8+te/NjNnznT9kblkyRLz5z//2Rx00EFeORjg4RDKlkraA0VY6i8jI8Occ8455sUXXzTbt28/IIfNmzeb8ePHm1NPPbWmHJag+1K8ZODcp2Ctw169epmxY8eaFStWHJBDeXm5eeutt8w111xjGjZs6JVDOXBS8ouXUobh0TY1bdrU3HzzzWb27NmuPzI///xzc/fdd3tdad+3jA2hbKmkEMtwQr5tm84//3zz0ksvuc6Qt2nTJvPkk0+aQYMG1ZTD5+jqopdMnPs7rXV4xBFHmAcffNCsXLnStW2aPn26GTVqVE0/7suAAckvXkq5HI8cmjVrZm699VYzd+5c17bps88+M2PGjPG6mrVvuS+EsiVNRs1/Ij5oiDMVfL+a/rBVq1a0bduW/Px81q1bx5o1a2J9COL1wIOJbWadcAfOWTNPjRo1oqCggDZt2lBSUsLatWvZvHlzLJ8/A/gpTudX7PriHBO5Xn9Ur1492rRpQ2FhIZWVlaxZs4b169dTWVnjY8u24DzbS09z9dYIeI8Y7qVq3bo1bdu2pWnTpqxdu5aioqJY26ZrgEcS3M664H9xrjZ6atSoEYWFhbRu3ZqSkhKKi4spKSmJ5fOn49wjVpHgdqa744G3gQZef1SvXj3atm1LQUEBFRUVFBUVxdo2bca5r/prfzY3beUBs4EjavrDNm3a0LZtW5o0aUJxcTHFxcWxtE0GGAn8K/FNTXv34ozS8pSXl0dBQQGtW7dm8+bNFBcXs2XLllg+/3Wc4f51/Xmk4oM84FW8e/a1WcqAK5NYjnQwEpeZIn1YnqeGzoP8QB/gG/zPYSlwaBLLkeoa40yN73cOe4ARyStGWrgel5kifVieQ89yikd/nPtH/M7hK5xptSU2TYDJBNM2aThtfK7HZaZIH5Z/o7ZJfJYJ3I3HcJE4l7XAj5JagvQxGOceNz9yqMB5CKCuFMevPTAX/xruaWhiktrIAu7Hv7apCM2KWlunA1vxJ4e9xHBGWlwV4PKQ3QSWN4CmSS1BesjGGf7qV9u0GmdkhcTvLGAb/rVNNyZ386WuORpnmEJtd9JdwD3ofpRENcepx93UqLhnCAAAFmNJREFUPos3gd7J3vA0k4lzP90Kap/DSpwzlerwJqYvzlDYRNsm/ahMTAucenS9OT3G5U1iGIIlnjJx2hXrPaYxLF/itG9qmxLTD2foeW1z2IlzTOleucS0xJ+26fBkb7jUXYOBF4j9TMGXwJ9xzriJfw4CHgCWE1sOJcDTwI/D2Ng0loszVGEWsQ1X2Itz0mIkUC+E7U1npwMvYnl0hcuyGOe5cu3C2Ng01g3nrH6sJyI240yxf0IYG5vGGgE3AXOIrW0qx5nS/yrUNvntTGACsIPYjokvgDFA2zA2No31wJknINZbATYBT+HcE1nn6ExLNNQHTsS5Sb0dzjNw8oD1OOPGV+OcbV4c0vbVJUfgZFGI0zi3wekMF3+7fAS8i24yD1pr4DScjnAHnCwM3+fwFc6QwZhmBpD/396dR8tR1Qkc/2Z72QiQhCWOhGysMiggKKICIiADKDCKuAyMssoZBQccBURlxDkyjoqj4jYu6OCGqCgoYlADIgjI5gKIIIFhiWwGMSGBJG/++PWzq+t1v+6qrup6/fL9nPNOul6qbv3efU2oX997fze3ycA+wM7E72ALIil+mPq/TVdgIZJe2AnYi/gdDP3btJz6fxM3AD/Hf5vKNocogrSA+u9iHfXfw++Jf5s6qgyg3KYQ/zbtRPwO5hJrf5LPTYuJNbwq1y5EVcfkc9PjxFKXB4DrqX+IKkmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEn9byKwf85rxwGHAYuKCye3ccCrgYUZrtkPmF5OOJIkSZLWZ9sCvwL+J+N144BDgJuBQeDAguPKGsuhwC21WA7IcO1ngbuA55cQV6f2As7o4LwtgFOAi4jf2a3AFcC5wL5EP1Rpd+B7wGYdnj8Z+AKwdWkRtTcV+DCwVQfn7gKcDfyA6P+baq/f2+H1ZZoGnAq8P8M1hwLvBCaUEpEkSdJ67rXAE8C7Ml53MHAjkdgMfVWRbI0DXkU89CZjyZJsAbwDWAG8odDo2psIfAi4H9hthPMmAf8JrKbx50x/3Qy8uMR4W9mNSDqG4pib4dpTiPfg60qIq50dgduBLwIDI5w3D7iUkft+LfBpIunppanAvwLLanFckOHaZwM3AEuATQuPTJIkaT12MvGA+LYM1+wLXEfzh81eJ1v7Ate3iCVrsgVwLLAGOKmoANvYDLiKeNjfYoTzZgLXMvKDfvLraeJn6YXnA5c0iSFLsgXwSuApYtSoV95IJNhntjlvZ+qJzNDXSEnvT4gRu7JNId6rD6bunyXZgkgOLwWWAjsUGJ8kSdJ666PEg9lpHZ6/C/Bj4HzgLcS0taqSrV2BxcCXgBOAjzWJJU+yBTGlah3ZEtA8FgB3ArcBc0Y4bxIxTXDo57oduJAYibkUeJjmD/xrgINKih1gJ+Bioq+a3T9rsgXxO3uKeG+VPR3yHUTs72xz3t8BDxAfSnwJeAn1RGpD4HBiKmf65z+9+JD/ZjLwVmI0tFnfZ022IEb1vk+8n55bTJiSJEnrp9OJh7Jv0vlD7QKGF5G4k2qSrYUMn6p1F8UkW+OIZGYtMT2xDAuJB/hHiX4dybuIn+dO4kE/bTyxbu4PDH/ovo9yprSdSqzvezkx9ey4JvfOk2wBvLl2/Ye7D7Ols2r3+GQH514M/JUootLKFBqnUA4CDxG/m6JtQowkngxsRySD6dHdPMkWxHvlZuCRWtuSJEnK6AjiE/1HgFldtrWY6tdsDfkJxSRbALOBx4l1REVPq5pFjE6tY+QHeIhE5i/A72lfcGImzad3HtdNsC2kE/TxwEqKSbYgErlB4Ogu2mjl6Frb1xCjhiPZg5hm2MkauNnAchr7YPv8YbbU7MORt1NMsgWR/A+95zbuoh1JkqT1zpbEg9QgMRWwWz9i9CRbP6a4ZAti5GAQ+DXtH8o7NR74aa3dr3Zw/mnEdMBdO2x/C2IUJtkPl2YPM5f0uqFukq1ZxKjfKqK6YVH2JNazrQGe18H5FxLvg059icY+2DNrgDkdRXHJFtRHUy+jnNE5SZKkMeky4iHqEYpZwD+Wk62pwJ9rbWWt1NjKUAK3iqgC185v6SwpS0qvX7sr4/V5PUBxyRbUR2tup5j36nTqU0072eJgA2KabZZk41Qa+6BX5eyLTrYmA/fW2jqhy7YkSZLWC0dQfxj7r4LaHMvJFkQZ70FiKtn8LttaSH3U6esdnD+XWDeWdRrjPjT2w58zXp9X0cnWxtSnJr6vy7agsaBLJ6NaeZyRuMcyihsRbafoZAti37BBYjrtSAVcJEnSGOO0lnySVde+WVkU/eUbtT+n0b5qXTvnUC8w8rkOzp9OPLz/LuN9/pA6/kvG60eL5cC3a69Pp7tkd2vq1SWvJ6oHliG5qfFHgWdKuk8vnE+sK5xJvHclSZLUwsuof+r9BDChoHbH+sjWZKIU+dDo1uyc7cwnHryL7v9mNqWxHy4v8V5JRY9sQWy4PdTeuV2088lEO+8pIK5mpgCP1e7xQ3o3qgXljGxBfdPypxl5HzhJkjSGOLKV3VsTr39BTE9Te6uBX9VeTyP/+pWTgIm112X3/6ap4ytLvFfZfp54fQywUY42ZgFvShyX1R/vrt3rciJJ7OdRrSFX1/6cROO/IZIkaQwz2cpmGvAPiePfVhVIn7ol8frIHNdPIvaOGnJ1qxMLklyPNAh8q+T7lekh4O7a6xnkKwX/RurTN58hphEW7Y1EEZWzidHdv5Zwjyokk93jiaIxkiRpjDPZymZPGh+S7qkqkD51b+L1dmSvMLcXjfsVpddUFW3fxOsf9OB+Zbsj8frwHNcfknh9H1EJsiiTifVMXyGS6p2BHQtsv2rJvp9J43tLkiSNUSZb2aT3KTLZyube1PFLM16/d+q4zP6fQj25WE1xJeurlOz/F5JtI+5JNG5IvLSIgIgPL44mkpF3Uf836WDgJuDjFFOuvmrp936VazIlSVKPmGxlky4dvqySKPrX/6WOX5Dx+vT5S/OH0tbrqRfxOAe4rcR79crSxOvxZNvkeEciAR3SbaK7IfAJYgPnL9C8QuJ4ovLht+ltkYwyPEmUfh+yR1WBSJKk3jHZymZB6nhlJVH0r/T6m0UZr98mdfx407O6N5Uo0gBRLv6DJd2n19IfDuyc4dptU8fd7jm2liiwcRJR1fAi4OEW5x5EMfuDVS3Z/zsAA1UFIkmSemNi+1OUsFnq+KlKouhf6eR0XoZrJ9JYMns1sXdRGU4jEsHHgMNq9xoL0u/XhRmuTf+uuv2gYQWRYCVNIKZunsXw9VqnEiNhf+ryvlVK9tkEYEvgropikSRJPeDIVjbTUscmW9mk+2tGhmtn0LinVll9vw2xdmg1kWj1e1GMpHSC9KwM126cOi6j/9cC3wF2I6YWJk0BXlfCPXsp3WdZ+l+SJPUhk61s0iOBg5VE0b/S1euylL/uRaI7GTifmN51DI3luseCdJ9tkOHadP8XWYkwbTWxD9vi1PdfUuI9e6Gb/pckSX3IZCub9MjAWKiS1kvp/srywJ6eMjih6Vnd+SzwIuAU4KsltF+1NanjLH3Yi/5PWgu8M/W9LUu+Z9nSmzM7jVuSpDHOZCubdFGA9Kf9Gll6JCvLhrUr2rTVrXcA/wycCXys4LZHi3Sfpft0JOkPGnqxKe8twM2J434fCeqm/yVJUh8y2cpmaep4SrOT1FI6OU2Xgh/JkzQ+8Bf5sH8YUd79HOA/Cmx3tEn32RMZrk0XpujVez9Zcr+fi2PA8Pd/lv6XJEl9yGQrm9tTxzMriaJ/pUcmlma4djB1/kSK2XtpP+DrwKeA0wtobzRLP+ynN9odyR9Tx70Y2QK4v8XrfpTusyz9L0mS+pDJVjbXpY6zlC4XzE0d/yrj9bemjtOl+LPaA/gusT7r5C7b6gfpioJZKi3+OnW8eZexdCqZoPy0R/csS/LDmceBR6sKRJIk9YbJVjZXEgv3h5hsZTM/dXxtxut/2aa9LHYGfgBcAhxPtsqSHwG27+LeVZmfOr4+w7X3Ag8mjnv13t+u9ucqIjHuV5OAZyeOs/S9JEnqUyZb2TwMXJM4zrIpbDtF/C4OA74FXAqcSP5qZ2W9LxYkXj9IY/GDTlyWOs77wL8d8CPgKuAoGhPodg4BDgTuaPH3AxQzvbEM8xOvHwd+k/H6ZP/Pb3VSgTaiXu7943S2xml6eeF0ZS6NFRyvrCoQSZKk0eyfiFGQQeC3Bbb7m0S7g8ArM17/qtT1g8BFOWP5Xaqdg3K2k3Zdos2P5GzjlkQb/57j+vlEYY4fk610/yTgTcReSac2+fvNiATuGWKfqAvIv6bvURr7Pz39Mq8bE21ekOP6AxLXr6H86oBn1u51F+0rf74BWFY7/x7giJz3PI7Gvs/TT83sl2p3h4LalSRJGlMmEQv1B4m9h2YX0OZ0ogx08mHsxIxtfJXhydYgcGiOWFam2jg+YxvNzCASkcHan3lHpY5OxHVFxmufRaxTGiR+h3d3+HUv9T5ZBWzSpO0vM7zvs8YHkcCk29kmRztpyf4fBPbO0cZ4YkRvqI19O7xuEnAh8AixUfSrO7hmV6Kv7we2bnPuPCLBTfbZOmD/DuNLOjvVzndytNHMWYk2s06flSRJWq+cRv3BqZMHx5HMpnmidCvZHrI/26SNQeAbGdrYhKjMl27jZto/8LZzcM6Y0qYQJcAHiX26Op2yN4vho4d5vlptdnxbi/MPzPLDESOa6TZelbGNZpKjUlkLkySdmGin05HFlzL8Z1oCvLDF+YcQe9p1+r47pEn7gwwv6tHOOCIZTLbxu4xttLIk0eZrCmpTkiRpTNqAKEM+CHw/x/VbEA91vyemY430cH83URjig23aXESU505f/5M2183LGMu15NuL6lu1Np4GdsxxfdLQ9LJOR1dm0DiFsZuvPVvc45stzv9Qm9gmAHOA5wFvBx5r0sY9wAnAtsCm5FsT9t+J9t6Q4/oh06gnuzd0eM0cYp+09M+1jpjOeSr1DaV/SfTBGXT+c25N46hd8mtWm2unE2sv9ydGsZq18WVgH2BLYMMOY0qaSYzSDf03NGHk0yVJ0lgxruoA+tjBRCW7NUTC8uDIp/fEAPD3xFqkGcDlwFeIB9kqbU6sk5oEfAB4T5ftTSVGLbYiRsle3+b8VwDHdHlPgOVE0jPY5O/mAOcCexHviQHi5z4XOGWENndv8/fNXAL8b4bzpwAPEInHdcCLyVYUJO1I4n0FkSR2MoL0QuJ3vzfNC7c8ThSfuRj4GrE2LosjiBHnLYlkcFti2uPmRGGbVs4he6GbY4jksVMnEckuxEh4UVMTJUmSxrShKXefqTqQJnYnYmuXiPTCedSnZGUpSjGSfWttPkUkOqPNgUR8x1YdCFHYY5BY11RUYYbFtTY/nfG6jYnE6yDiA4sXEaOyRX/wcxWRZFX9gdIE6gVn8haskUaTucQm8IuBLwLPrTYcSdJYNoOoSLgG2KniWNK+QUwrHKg4jp2J/nmUYgo9JH2GeIj9fMHtFuHdRCLYq81/W9mAekGX0wtsdyExGvU0o2/PscnE+y1rIliGtxB9v4zR+aGAlMXziRH+5DTb1eSv/ilJUluLiDUmtxHJ12hwDPE/wH0qjmMjYi3YU9T3SyrSAHA1MSVu9xLaz2sz4j3x4aoDIUrsDxLT/ooe5dmfSKQXM7r27DuTqO45r+I4nkUkfSuA3SqORSrCr2m+rnE5zau0SpJUiN2IT/kvJv9GwkU5gUi0XltxHAPAD4m1LXlKcHdqc6KAxH1EklO1DYHriSSw3d5QZXsNUYRiMeWNcJ5MPGydVVL7Wb2GGG2revrsAPCLWixFVJOUqraAkYsHWWVTklSqXYhPsS8kX7W4InyUGFGp+uFuAPgesWbmBT243zxiyuQ15KsWV5QFwE1EafWNKowDotz6X4kPAKaUfK9/I0YXjyz5Pu28laj6d1zFcUwginysoLgNwaWqzWHkZMuphJKk0i0i9nK6jGoetl9BlAav0kyi3Py1xELqXplLFCK4hijC0GvjgDuJdUJVj2i9jEi0PkXvRlpPIkZx3tyj+6UdTmw+XeYoaicmEeslHwL2qDgWqWi30zzRWoFrEiVJPTKDqND006oDqciVxD5cVRTm2JAYUbuD7jdhzmN2BfdMO4oY3axilOkAYjrtB+j9Gq6pta8qzST+u19CrNeSxpq9gJU0JlprgeOrDEqStH5qt5nqWFXFqFLSOOBfiAf+9c0UYtrgVhXGsCWR8C6oMIaqHEtMqXTTYo1l2wMXENOlL6Kc4keSJEmSlNlMRk/lWkmSJEnqSzsBPwM+AbwNuI6oEDpIjAxVvT2BJEmSJPWllzNyBb8HgWdXFp0kSZIk9amNiUp9IyVcX6wsOkmSJEnqY+8nKva1SraexrLpkiRJkpTLrsAHgTOB/Yh98JIJ13nVhSZJkiRJY8dnGD7CdVylEUmSJEnSGDAPWEVjsrWU6jfmliRJkqS+dzjDR7euAWZXGVRO04DJVQchSZIkSUMWMzzhuhGYUmVQGbwI+BzwBPCPFcciSZIkSX+zELiP4QnXiVUG1cYs4HjgFhpjNtmSJEmSNKosItZrJROXZcBzKowpbTZwFHAJUaq+WQl7ky1JkiRJo86RDE9elgHbVxjTHOBtwBJgDSNvzGyyJUmSJGlUGgCuZngCcz8wt6KYziLWYt1DTBl8skl8JluSJEmSRr0ZNE+4zq8wpqQB4PuYbEmSJGkUuJv2U6/88qvd1zrgQEaHvWkdp8mWJDUxvuoAJElSS+OA7wKvrjoQ4PqqA5CkfmOyJUnS6DYAnFF1EMBKYFXVQUhSPzHZkiRp9Lup6gBqVlQdgCT1k4lVByBJY9QhwOSqg1DfGABeChwAvLh2nHRjzyOSJEmSpD53EPBHWhefWApsXFVwKY9igQxJkiRJfeBQ4GlaJ1qPALtXFt1wJluSJEmSRr3ptE5eVgKfB+ZUFl1zJluSlIFrtiRJqsaxwOzU95YAXyHKvS/vdUCSJEmSNBbcQePo0JJKo+mMI1uSlIGl3yVJ6r1tgPmJ4z8xesq7S5IkSVJfeg5wD40jQ8uBzaoMqkOObElSBq7ZkiSpd/YAfghslPr+ecDDvQ9HkiRJkvrfXKKUe3pU6JfAlArjysKRLUnKwDVbkiT1xvuATVLfuxZ4JbCq9+FIkiRJUv9bBDxD42jQd+mfEa0hjmxJkiRJGjXGA1+nMTl5kuF7bPUDky1JysBphJIklWcy8DXgdanvnwc81vtwJEmSJGls+BzDR4GeoD9HtcCRLUmSJEmjwEyGJyUrgJdVGVSXTLYkKQOnEUqSVI50UrUSOBj4WQWxFGVci+/7PCFJkiSpJ8YDt9M4+nNFpREV40maj2y9qcKYJGnU8pMoSZKKtw44FHgo8b1zK4qlKBOAqS3+bkYvA5EkSZKkHYA/Ad+h9RS8fjGP5qNag8B7K4xLkiRJ0npqK6IEfL87mtbJ1uUVxiVJkiRJfWsL4B5aJ1vriOIfkqSEfp/SIEmSirclkWAtAvYAXg9s1OaatcClwFXAH4DbgLtLjFGSJEmS+s4NtB7F6vTr1p5HLUmjzP8DC9mza2dEYK0AAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "f28cf7b2",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:g2632.png\" align=\"left\" width=\"200\"/>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d401713b",
   "metadata": {},
   "source": [
    "## How to partition unstructured meshes?\n",
    "\n",
    "- FEM methods work on unstructured meshes\n",
    "- One equation per node\n",
    "- Non-zero columns are associated with nodes connected by mesh edges\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "g1133.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "a1275f90",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:g1133.png\" align=\"left\" width=\"500\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b4385e0",
   "metadata": {},
   "source": [
    "### k-way graph partitioning problem\n",
    "\n",
    "\n",
    "Given a graph $G$ (i.e. the mesh)\n",
    "\n",
    "- Partition the vertices of $G$ into k disjoint parts of equal size (load balance)\n",
    "- Minimize the number of edges with end vertices belonging to different parts (reduce communication)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "sc3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ea55c3dc",
   "metadata": {},
   "source": [
    "### Example\n",
    "\n",
    "- Partition of a mesh into 8 parts\n",
    "- Computed with [METIS](https://github.com/KarypisLab/METIS)\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:sc3.png\" align=\"left\" width=\"350\"/>\n",
    "</div>\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.9.1",
   "language": "julia",
   "name": "julia-1.9"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}