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"stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_14.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_15.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_16.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_17.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_14.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_14.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_13.npy\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "from pathlib import Path\n", + "from data_scripts import *\n", + "\n", + "tex_fonts = {\n", + " # Use LaTeX to write all text\n", + " # \"text.usetex\": True,\n", + " \"font.family\": \"serif\",\n", + " # Use 10pt font in plots, to match 10pt font in document\n", + " \"axes.labelsize\": 9,\n", + " \"font.size\": 9,\n", + " # Make the legend/label fonts a little smaller\n", + " \"legend.fontsize\": 8,\n", + " \"xtick.labelsize\": 8,\n", + " \"ytick.labelsize\": 8,\n", + "}\n", + "\n", + "sns.set_theme(\n", + " # context=\"talk\",\n", + " context=\"paper\",\n", + " # rc={\"figure.figsize\": (8, 6)},\n", + " palette=\"bright\",\n", + " style=\"whitegrid\",\n", + " rc=tex_fonts,\n", + ")\n", + "\n", + "NUM_SIMS = 5\n", + "CONVERGED = False\n", + "\n", + "\n", + "data = {\n", + " r\"$L = L_{\\mathrm{min}}$\": load_data(\"poro_l0\", n_newest=NUM_SIMS),\n", + " r\"$L = L_{\\mathrm{phys}}$\": load_data(\"poro_l1\", n_newest=NUM_SIMS),\n", + " \"Dynamic\": load_data(\"poro_ldynamic\", n_newest=NUM_SIMS),\n", + " \"Random\": load_data(\"poro_lrandom\", n_newest=NUM_SIMS),\n", + "}\n", + "\n", + "\n", + "save_media_path = None" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 2\n" + ] + }, + { + "data": { + "image/png": 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HH8LHxwdlZWXQaDRmr5OIyF6ZFBZXr17Ftm3bpEMYtVqNlJQUTJs2rU3CQq1W3/frzzdv3txkOSwsDGFhYfedY8iQIRgyZIjZayMi+j0w6XMW7dq1a3auy8nJybjzX0REZDNMvlLetm3bpLdpVVVVITk5GR06dDBrcUREZB1MOg0VHR2Nt956C0uXLoWLiwuqqqrQs2dPfPzxx+auj4iIrIDJV8rbvXs3r5RHRPQ7YdYr5RERkX0y6VDg4sWL2LBhA2pqalBaWorFixdj0aJF0Ol05q6PiIisgElhsWHDBvTq1QuOjo5Ys2YN7ty5g27duuGvf/2ruesjIiIrYNJpKIPBgBEjRqCqqgoHDx7Et99+iw4dOiA8PNzc9RERkRUw6cji7t27qK2txb59+zBo0CDpLbN8gZuIyD6ZdGQxcuRIDBkyBLW1tUhOTkZ5eTnWrl2Lzp07m7s+IiKyAiaFxZw5c/Diiy/C3d0djz76KKqqqjBy5Eg8+eST5q6PiIisgMlvnX3qqaek2y4uLhg4cKBZCiIiIuvDFxmIiEgWw4KIiGSZNSz4oTwiIvtktrCoqanBsGHDzDUdERFZEbMeWQghzDkdERFZCaPC4uzZs6isrPzN9Y0XQyciIvti1Ftnp0+fjvr6ejz22GMIDAxEQEAAAgMD0bt3bzg5ObVVjUREZGFGhUVGRgays7Nx9epVXLlyBd9++y0SEhJQXV2NLl26tFWNRERkYUaFhaOjIwIDAxEYGIjXXnsNAFBfX48ffvgBV65cQVZWVpsUSURElmXyJ7gbOTg4oEePHujRowfGjx9vhpKIiMja8EN5REQki2FBRESyGBZERCSLYUFERLIYFkREJIthQUREshgWREQki2FBRESyGBZERCSLYUFERLIYFkREJKvV3w3VloQQWLNmDXQ6HaqrqzFgwABMnTr1vmMLCgqg1WqhUqmg0+kQGRkJPz8/1NbWYvny5airq4OLiwtu3LiB+fPno0+fPg+5GyIi22XVYXHgwAFcu3YNW7ZsgcFgwLhx49C/f38EBgY2GxsbG4vx48cjJCQEFy5cQFRUFL766ivo9Xrk5ubik08+AQAcOnQI7777Lg4dOvSw2yEisllWHRZ79+6VruutVCoRHByMPXv2NAuL0tJSHD16FPHx8QCAvn37QqfTISsrC/7+/ti0aZM0tlu3brh16xbq6+vh4GD8WTiDwQCDwWDU+Hv/tkfs0T6wR/tgTI/G7AerDov8/HyoVCpp2cvLC+fOnWs2rqCgAK6urnB3d5fuU6lUyMvLg7+/f5NQOHz4MCZOnGhSUABAdna2SdtlZmaatJ0tYY/2gT3aB3P3aNGwmDZtGnJzc++7bvv27WZ/vMuXL+P8+fNYt26dyXP4+fnBzc2txeMNBgMyMzMRFBQEpVJp8uNaM/ZoH9ijfTCmx8rKyhb/AmzRsNi6desD16vVahQVFUnLxcXFUKvVzcb5+vpCr9ejoqJCOrr49dhLly4hKSkJf/vb3+Ds7GxyzUql0qQfMlO3syXs0T6wR/vQkh6N2QdW/dbZsWPH4siRIwAa0vLYsWPS1fh0Oh3+85//AAA8PDwQHByMtLQ0AMCFCxfg7e2NgIAAAMCZM2ewbds2rFy5Em5ubkhMTMQvv/zy0PshIrJVVv2axZgxY5CZmYmoqCjU1NTg1VdfRe/evQE0BMDmzZsxYsQIAA3vhtJqtUhPT0dhYSHi4uIAACUlJZg1axZcXV0xfPhwAA2HXqNGjbJMU0RENsiqw0KhUGDRokX3XRcaGorQ0FBpWa1WY+PGjc3GeXp64uLFi21WIxHR74FVn4YiIiLrwLAgIiJZDAsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLVztIFPIgQAmvWrIFOp0N1dTUGDBiAqVOn3ndsQUEBtFotVCoVdDodIiMj4efn12TMgQMH8M477+DgwYPo2rXrw2iBiMguWHVYHDhwANeuXcOWLVtgMBgwbtw49O/fH4GBgc3GxsbGYvz48QgJCcGFCxcQFRWFr776Slp/69YtHDhw4GGWT0RkN6w6LPbu3Ythw4YBAJRKJYKDg7Fnz55mYVFaWoqjR48iPj4eANC3b1/odDpkZWXB398fALBixQq89957+Prrr1tVk8FggMFgMGr8vX/bI/ZoH9ijfTCmR2P2g1WHRX5+PlQqlbTs5eWFc+fONRtXUFAAV1dXuLu7S/epVCrk5eXB398fn3/+OYYMGQJfX99W15SdnW3SdpmZma1+bGvHHu0De7QP5u7RomExbdo05Obm3nfd9u3bzfIYubm5OH36NNasWWOW+fz8/ODm5tbi8QaDAZmZmQgKCoJSqTRLDdaGPdoH9mgfjOmxsrKyxb8AWzQstm7d+sD1arUaRUVF0nJxcTHUanWzcb6+vtDr9aioqJCOLhrHHjp0CAAQHR0tjY+Pj8fAgQPxxhtvGF2zUqk06YfM1O1sCXu0D+zRPrSkR2P2gVWfhho7dix27dqFKVOmwGAw4NixY1ixYgUAQKfTITMzEyNGjICHhweCg4ORlpYmvcDt7e2NgIAABAQENJnz888/x4IFC/huKCIiI1h1WIwZMwaZmZmIiopCTU0NXn31VfTu3RsAcObMGWzevBkjRowA0PBuKK1Wi/T0dBQWFiIuLq7JXNeuXcOOHTsAAAkJCXj11Vfx7LPPPtyGiIhslFWHhUKhwKJFi+67LjQ0FKGhodKyWq3Gxo0bf3OuXr16ITo6usnpKCIiahl+gpuIiGQxLIiISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWw4KIiGQxLIiISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWw4KIiGQxLIiISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWw4KIiGQxLIiISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWw4KIiGS1s3QBtqK+vh4AoNfrjdrOYDAAACorK6FUKs1elzVgj/aBPdoHY3psfD5rfH57EIUQQrS+PPtXXFyMnJwcS5dBRGR23bt3h5eX1wPHMCxaqK6uDnfu3IGzszMcHHj2johsX319Paqrq9GxY0e0a/fgE00MCyIiksVfkYmISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWw4KIiGQxLIiISBbDgoiIZDEsiIhIFr9IsI0VFBRAq9VCpVJBp9MhMjISfn5+li7LZKWlpVi1ahXc3NygUCiQl5eHxYsX4/HHH8fdu3cRExOD9u3b4+bNm5g5cyYGDhxo6ZJNlpiYiFWrVuH69esAYHf9VVVVISEhAQaDAZWVlcjPz0diYqJd9ZmWlobk5GQ89dRT+OmnnzB+/HiMHj3apnusra3FP/7xD/z973/Hjh07pOeTB/VUU1ODJUuWAABKSkowduxYjBkzxrgHFtSmZs+eLfbv3y+EECIjI0OEhYVZuKLWuXr1qoiJiZGWP/vsMzFlyhQhhBCxsbFi06ZNQgghCgsLxdChQ0VVVZUlymy169evi9mzZws/Pz/pPnvqTwghli5dKi5fviwtnzt3TghhX30OHjxYnDhxQgghxE8//SQCAwOFXq+36R63bdsmzp8/L/z8/MT169el+x/U0yeffCKio6OFEEKUl5eL//u//xM3b9406nF5GqoNlZaW4ujRo3j++ecBAH379oVOp0NWVpaFKzOdv78/YmJipOVu3bpBp9MBAL766isMGzYMAODj44POnTvj2LFjliizVWpra7F27VosXLiwyf320h/QcFRx5MgRXL16FWvWrMGSJUukbx21pz59fHxQXFwMALh16xaUSiXq6+ttusfw8HD069ev2f0P6mnv3r3SOnd3d/Tr1w/79+836nF5GqoNFRQUwNXVFe7u7tJ9KpUKeXl58Pf3t2BlraNQKKTbhw4dwuTJk3H79m2Ul5dDpVJJ6xp7tTUbNmxAREQE2rdvL91nT/0BQH5+Pn766ScoFApERkbi4sWLiIiIwBdffGFXfcbHx2PhwoU4ceIELl26hHXr1qGmpsauegTkfz7z8/ObrPPy8jK6Xx5ZkMmOHDmCqqoqTJs2zdKlmM358+eh1+sxePBgS5fSpioqKgAAo0ePBgD84Q9/gJOTE86dO2fJssyqqqoKM2fOxPvvv49ly5YhISEBCQkJqKystHRpNolh0YZ8fX2h1+ul/5hAw0WU1Gq1BasyjyNHjuDgwYNYvnw5FAoFOnXqBHd3dxQVFUljioqKbK7XgwcP4u7du4iOjkZ8fDwAIDo6GqdOnbKL/hr5+PgAQJNrszg6OsLJyclu+szOzkZJSQkGDBgAAHjiiSdQVVWFy5cv202PjeT+/6nV6ibriouL0bVrV6Meg2HRhjw8PBAcHIy0tDQAwIULF+Dt7Y2AgAALV9Y6X3/9NY4fPw6NRgOlUgmtVgsAGDt2LI4cOQIA0Ol0uHnzJp577jkLVmq8P//5z1ixYgU0Gg0WLFgAANBoNBg1apRd9NfIx8cH/fv3x5kzZwA09FNSUoJ+/frZTZ9du3ZFXV0d8vPzAQDl5eUoLCxEly5d7KbHez2op3vXVVRUICMjAyEhIUbNz4sftbH8/HxotVp4e3ujsLAQCxcuRK9evSxdlsmuXbuGl19+GR4eHtJ9ZWVluHTpEu7cuYPo6Gg88sgj0Ol0mDFjhs2ezjl16hR27dqFPXv2IDw8HJMmTULnzp3tpj+g4WczLi4OPj4+yM/Px6RJkzB06FC7+nf85ptv8OWXX+KJJ55ATk4OhgwZgunTp9t0j2fPnkVqaipSUlIQGhqKESNGYMyYMQ/sqaamBjExMVAoFCgpKUFYWBheeuklox6XYUFERLJ4GoqIiGQxLIiISBbDgoiIZDEsiIhIFsOCiIhkMSyIiEgWvxuKbM7o0aPh7e0NoOGzAnfv3pW+ays/Px/Lly+HUqnEmjVr8M9//tOSpdqV1NRUrF+/Ht7e3khOTrZ0OfSQMSzI5tz7ZJWQkIDTp083WQaA/v374+OPP7ZYjY0iIiIwYcIEvPzyy5YupdVCQkJQVVWF3bt3W7oUsgCGBdmcX391+L1CQ0PRqVMnKBQKdOzY8SFWRWTf+JoF2Zz7fZd/oyeeeAI1NTV4/fXX0bNnTwDAjz/+KC3v3bsX06dPx5gxY3DhwgUkJycjIiIC48aNw88//yzNc/v2bURGRmLy5MmYOHEikpKSfvMxc3JyMHXqVERERCA8PBwrV64EAKxYsQJZWVnYvHkzIiIisGvXLgDA9evXMXXqVEyZMgWTJk3CiRMnAACnT5/GuHHj8MILL2Dt2rWIiIjASy+9hC+++OK+j3tvX3v27MGbb76JkSNH4tChQwCAy5cvS/M1jv/1srH7BQCEEFi5ciXCw8MRFhYmffcZ0PBNrxqNBhMnTsSkSZOwevVq1NXVAQBmzZqFoKAgJCUl4e2338bzzz+PpUuX/uZ+JSvT+us2EVnO+vXrpSv13Ss3N7fJVe4alxuvWvjpp5+K4cOHi9OnTwshhFiyZEmTKwDOnj1bxMbGCiGE0Ov1IjQ0VBw4cOC+NbzzzjvSFcpqa2vFhAkTpHVTpkwRO3fulJbLysrEkCFDRGpqqhBCiJycHPHMM8+IwsJCIYQQ6enpomfPnuKbb76R1vfu3bvJFe3u1+fu3buFEELs27dPjB49Wlqfnp4uhg8f/pvLxu6XnTt3it69e4tLly4JIYQ4ffq0CAoKkuqPjY0Vc+fOFQaDQdTV1Yk333xTJCYmStsPHz5cREZGivr6evHzzz+LrVu33rcvsj48sqDflcZv4ezZsyfKy8vx7LPPAgB69eol/QZ98+ZNpKWlYdKkSQAAFxcXjBgx4jfP1Xfs2BHHjh3D999/j3bt2iElJeU3H//IkSOoq6uTrn/8+OOPo1evXk2uWubm5oaRI0dK6wcMGIB///vfD+zrxRdfBNBwJcPc3FzZ/fBrLdkvjbp3746goCAAwLPPPotHH30U3333Herr67Fz50688cYbcHBwgFKpxJgxY5rtt9GjR0OhUKBbt26YOnWq0bWSZfA1C/pdabz6nVKpbHIlvHbt2qG2thYAUFhYCACIiYlBu3YN/0XKy8vh6el53znff/99bN26FfPnz4ezszPeeustKQx+7ZdffkFNTQ0iIiKk+0pLS5tc86RTp05NtvH09JQuXftbOnToAABwdnaW+jBGS/aLXH2lpaWorq5GQkICPv30UwCAXq+H+NV3lTbWSraFYUH0K48++igAYNWqVejWrRsAwGAwoKys7L7j79y5gzlz5mDOnDk4duwY5s2bh8DAQDz22GPNxnbp0gWdOnVq8tbTqqoqGAwGafn27dtNtikuLjb5MryOjo6oqamRln+rB2Pcrz4fHx94eHjA2dkZ7733Hv74xz9K60tKSlr9mGR5PA1F9CudO3fG888/L70gDQDJyclITEy87/jFixfj5s2bABpefHdycpJ+m3Z3d4der0dJSQkiIyMxbNgw1NbW4uTJkwCA+vp6REVF4fz589J81dXV+PbbbwEAN27cwLlz5xAaGmpSL127dkVpaalUX+OL363xww8/IDMzE0DDdT90Oh1GjhwJBwcHvPLKK9izZ4/U/3fffSddHItsG69nQTZr48aN+OKLL3D37l307dsXW7ZsAdBwlbD58+fj4sWLGDhwIFasWIEFCxbg4sWLCA4Oxvvvv48FCxbgxx9/RGhoKCZMmIDo6GgUFRVh3Lhx+PDDD3H79m1otVrk5eXB0dERjz/+OKKjo+Hk5NSsjj179uBf//oXnJycUF5ejldeeQXh4eEAGi7TGhcXB3d3d8ycORMhISG4fv06li9fjrq6OhgMBowaNQrTp08H0PDku3jxYkycOBHHjx9HUVERZsyYgddee63Z497b59ChQ7Fu3TrMnDlT6rvx6GX9+vXYv38/nnrqKQwYMADx8fEYMmQINBqNtH1L9kv//v2xfv16eHh4oEePHvjf//6HsrIyKQSBhqOkuLg4XL58Gc7OzujUqRM0Gg06deqEP/3pTzh8+DCefPJJvPHGG5g8eXIb/FRQW2FYEFmRxrAwxxEAkTnxNBQREcliWBBZidOnT2PZsmW4desW5s6da+lyiJrgaSgiIpLFIwsiIpLFsCAiIlkMCyIiksWwICIiWQwLIiKSxbAgIiJZDAsiIpLFsCAiIlkMCyIikvX/AOnXhsQ7X3+pAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 4\n" + ] + }, + { + "data": { + "image/png": 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", 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BAQGIjY1Fbm6u/MvY4OBgREZGIi8vD6GhoQgPD7f5EFZmZibKy8uRmpqqpGwAgFarVfQNovR1roQ9ioE9isGeHu09BoqCftKkSRg7diwaGxuRnZ2N2tparFmzBn379nXofVJSUqDX63Hw4EFUVlYiPT0dAJCVlYUxY8YgISFBHrtx40bk5ubCaDTizTffRFJSkpLSiYh6HEVBv3DhQtx3333w8/NDv379YDabMWnSJNxyyy0OvY9Op8OGDRuu2r5x48Y297lw4UIl5XYZV7u2loiuJuLPseLLKwcNGiR/7e3tjdGjRzulICIici7FQU+/cdX1L4joNyL/HCta64aIiFyHU2f0BoNB0SWPrs5V178got+I/HPstBl9Q0MD7rnnHme9HREROYlTZ/SSJDnz7VyOSDMAop5KxJ9jh2b0P/zwA+rq6tp9XqPRdLggIiJyLodm9PPmzUNzczNuuukmREVFITIyElFRUbjtttvg6enZWTUSEVEHOBT0x44dQ2lpKYqLi1FUVISvvvoKmZmZqK+vR2hoaGfVSEREHeBQ0Ht4eMh3P3/00UcBAM3NzTh16hSKiopQUlLSKUUSEZFyHf5lrJubGwYPHozBgwdj+vTpTiiJiIiciR+YIiISHIOeiEhwDHoiIsEx6ImIBMegJyISHIOeiEhwDHoiIsEx6ImIBMegJyISHIOeiEhwDHoiIsEx6ImIBMegJyISHINeQNalpImIAAY9EZHwnHpzcFKXdRZfXFxs81jEmx0Tkf04oyciEhxn9AKxztw5kyeiljijJyISHGf0AuJMnoha4oyeiEhwDHoiIsEx6ImIBMegJyISHIOeiEhwDHoiIsEx6ImIBKfqdfQVFRXQ6/UICgqCwWBAYmIiIiIibMbk5eXh448/hk6ng8FgQL9+/ZCUlAQ3N/4bRURkD1WDPiUlBdOnT0dcXBzy8/ORlJSEnTt32ozZu3cvnnrqKQwfPhwAMGPGDOzYsQMzZsxQo2QiIpejWtDX1NRg//79yMjIAADExMTAYDCgpKQEw4YNk8ctXbrUZvbev39/GAwGxfu1WCywWCwOjW/5p4jYoxjYoxgc6dHe46Ba0FdUVMDHxwd+fn7ytqCgIJSVldkEfcuQNxqNKCoqwssvv6x4v6WlpYpeV1hYqHifroI9ioE9isGZPbrMWjeSJCE1NRWvvvoqwsLCFL9PREQEfH197R5vsVhQWFiI6OhoaLVaxfvtztijGNijGBzpsa6uzq7Jq2pBHxYWBpPJBKPRKM/qq6qqoNPprhprsViQmpqKSZMmYcKECR3ar1arVfQNovR1roQ9ioE9isGeHu09BqpduhIQEIDY2Fjk5uYCAPLz8xEcHIzIyEjk5eXhzJkzAIDGxka8+uqrmDx5Mu677z4AgF6vV6tsIiKXo/pVN3q9HgcPHkRlZSXS09MBAFlZWRgzZgwSEhLwt7/9Dbt378b+/fvl18XGxqpVMhGRy1E16HU6HTZs2HDV9o0bN8pfv/TSS3jppZe6siwiIqHwU0dERIJj0BMRCY5BT0QkOAY9EZHgGPRERIJj0BMRCY5BT0QkOAY9EZHgGPRERIJj0BMRCY5BT0QkOAY9EZHgGPRERIJj0BMRCY5B301ERUUhKipK7TK6XE/tm6grMeiJiATnMjcHF5V1NltcXGzzuKioSLWaukJP7ZtIDZzRExEJjjN6lVlnsD1tRttT+yZSA2f0RESC44y+m+ipM9qe2jdRV+KMnohIcAx6IiLBMeiJiATHoCciEhyDnohIcLzq5jqGDx8Os9mM0tLSNp/ndeBE1N1xRk9EJDjO6NvRei2W4cOHA7j6E51cq4WIujvO6ImIBMcZfTtaztzNZjMKCgqg1WrbfL7lYyKi7oYzeiIiwXFGfx0FBQXIz89v93nO5Imou+OMnohIcAx6IiLBMeiJiATHoCciEhyDnohIcKpedVNRUQG9Xo+goCAYDAYkJiYiIiLiqnE5OTnYtWsXAgMDodFosHz5cnh4eKhQccfxunsi6mqqzuhTUlIwdepUpKam4tlnn0VSUtJVYwwGA15//XW8+eabWLFiBdzc3LB582YVqiUick2qzehramqwf/9+ZGRkAABiYmJgMBhQUlKCYcOGyeNycnJw++23w8/PDwAwYcIErFmzBvPmzVO0X4vFAovF4tD4ln8qZV0rp/XaOAUFBR16X2dwVo/dGXsUA3tse+z1qBb0FRUV8PHxkQMcAIKCglBWVmYT9OXl5QgKCpIf9+nTB2VlZYr3295yw9dTWFioeJ8AYDab23x8rQ9jdbWO9ugK2KMY2KNjetwnYyMiIuDr62v3eIvFgsLCQkRHR9usdeMo6z8w1pl9d5jJWzmrx+6MPYqBPdqqq6uza/KqWtCHhYXBZDLBaDTKs/qqqirodDqbcTqdDseOHZMftzXGEVqtVtE3iNLXXev9uhtn99gdsUcxsMffxthDtV/GBgQEIDY2Frm5uQCunMIIDg5GZGQk8vLycObMGQBAXFwcjh49CqPRCAD49ttvMX36dJWq7riioiJecUNEXUrVUzcpKSnQ6/U4ePAgKisrkZ6eDgDIysrCmDFjkJCQgJCQELz00ktITExEYGAgAGDOnDlqlk1E5FJUDXqdTocNGzZctX3jxo02j6dNm4Zp06Z1VVlERELhJ2OJiATHoCciEhyDnohIcAx6IiLB9ZgPTDU3NwMATCaTQ6+zfsS4rq5O2Ot22aMY2KMYHOnRmmfWfGuPRpIkyTnldW9VVVXytflERCIJDw9Hnz592n2+xwR9U1MTLl68CC8vL7i58YwVEbm+5uZm1NfXo3fv3nB3b/8ETY8JeiKinopTWyIiwTHoiYgEx6AnIhIcg56ISHAMeiIiwTHoiYgEx6AnIhIcg56ISHAMeiIiwfWYRc2UqKiogF6vR1BQEAwGAxITExEREaF2WYrV1NQgLS0Nvr6+0Gg0KCsrw9KlS3HzzTfj0qVLWL58OXr16oVz584hISEBo0ePVrvkDtm0aRPS0tJw8uRJABCqR7PZjMzMTFgsFtTV1aG8vBybNm0Sqsfc3FxkZ2dj0KBBOHv2LKZPn47Jkye7dI+NjY34xz/+gfXr12PLli1ynlyrp4aGBrz22msAgOrqajz44IOYMmWKYzuWqF0LFiyQdu/eLUmSJB07dkyaNm2ayhV1THFxsbR8+XL58QcffCDNmTNHkiRJSklJkd555x1JkiSpsrJSGjdunGQ2m9Uo0ylOnjwpLViwQIqIiJC3idTjihUrpBMnTsiPjxw5IkmSWD3eeeed0vfffy9JkiSdPXtWioqKkkwmk0v3+OGHH0pHjx6VIiIipJMnT8rbr9XTu+++KyUnJ0uSJEm1tbXSXXfdJZ07d86h/fLUTTtqamqwf/9+jB8/HgAQExMDg8GAkpISlStTbtiwYVi+fLn8eMCAATAYDACAnTt34p577gEAhISEoG/fvjhw4IAaZXZYY2Mj1qxZgyVLlthsF6VHs9mMffv2obi4GKtXr8Zrr70mr1woSo/AlfqrqqoAAL/++iu0Wi2am5tdusfZs2djxIgRV22/Vk+ff/65/Jyfnx9GjBiB3bt3O7RfnrppR0VFBXx8fODn5ydvCwoKQllZGYYNG6ZiZR2j0Wjkr/fu3YsnnngCFy5cQG1tLYKCguTnrL26orfeegvx8fHo1auXvE2kHsvLy3H27FloNBokJibi+PHjiI+Px9atW4XpEQAyMjKwZMkSfP/99ygoKMDatWvR0NAgVI/A9b83y8vLbZ7r06ePw/1yRt9D7du3D2azGX/4wx/ULsWpjh49CpPJhDvvvFPtUjqN0WgEAEyePBkA8Lvf/Q6enp44cuSImmU5ldlsRkJCApYtW4bXX38dmZmZyMzMRF1dndqluSQGfTvCwsJgMpnkHyrgys1LdDqdilU5x759+/DNN9/gjTfegEajgb+/P/z8/HD+/Hl5zPnz512y12+++QaXLl1CcnIyMjIyAADJyck4dOiQMD2GhIQAgM19FTw8PODp6SlMj6WlpaiursbIkSMBAAMHDoTZbMaJEyeE6dHqej9/Op3O5rmqqir079/foX0w6NsREBCA2NhY5ObmAgDy8/MRHByMyMhIlSvrmC+++ALfffcdUlNTodVqodfrAQAPPvgg9u3bBwAwGAw4d+4c7r77bhUrVeYvf/kLVq5cidTUVCxevBgAkJqaivvvv1+YHkNCQnDHHXfg3//+N4ArvVRXV2PEiBHC9Ni/f380NTWhvLwcAFBbW4vKykqEhoYK02NL1+qp5XNGoxHHjh1DXFycQ+/PG49cQ3l5OfR6PYKDg1FZWYklS5Zg6NChapel2H/+8x/MmDEDAQEB8rbLly+joKAAFy9eRHJyMm688UYYDAbMnz/fpU9/HDp0CJ9++il27NiB2bNnY9asWejbt68wPZaXlyM9PR0hISEoLy/HrFmzMG7cOKH+Hvfs2YNt27Zh4MCBOHPmDMaOHYt58+a5dI8//PADcnJysHnzZkydOhUTJ07ElClTrtlTQ0MDli9fDo1Gg+rqakybNg0PPPCAQ/tl0BMRCY6nboiIBMegJyISHIOeiEhwDHoiIsEx6ImIBMegJyISHNe6oS41efJkBAcHA7hyLfilS5fktYPKy8vxxhtvQKvVYvXq1fj444/VLFUoOTk5WLduHYKDg5Gdna12OdTFGPTUpVoGTWZmJg4fPmzzGADuuOMOvP3226rVaBUfH4+HH34YM2bMULuUDouLi4PZbMZnn32mdimkAgY9danWSwe3NHXqVPj7+0Oj0aB3795dWBWR2HiOnrpUW2txWw0cOBANDQ2YOXMmhgwZAgA4ffq0/Pjzzz/HvHnzMGXKFOTn5yM7Oxvx8fF46KGH8PPPP8vvc+HCBSQmJuKJJ57A448/jqysrHb3eebMGcydOxfx8fGYPXs2Vq1aBQBYuXIlSkpKsHHjRsTHx+PTTz8FAJw8eRJz587FnDlzMGvWLHz//fcAgMOHD+Ohhx7CvffeizVr1iA+Ph4PPPAAtm7d2uZ+W/a1Y8cOPPnkk5g0aRL27t0LADhx4oT8ftbxrR87elwAQJIkrFq1CrNnz8a0adPktZyAKytGpqam4vHHH8esWbPw5ptvoqmpCQDw1FNPITo6GllZWXjuuecwfvx4rFixot3jSt1Mx++ZQqTMunXr5DtctfTLL7/Y3BnK+th6t6/33ntPmjBhgnT48GFJkiTptddes7lz1oIFC6SUlBRJkiTJZDJJU6dOlb788ss2a3j++eflO/s0NjZKDz/8sPzcnDlzpO3bt8uPL1++LI0dO1bKycmRJEmSzpw5I91+++1SZWWlJEmSdPDgQWnIkCHSnj175Odvu+02mztBtdXnZ599JkmSJO3atUuaPHmy/PzBgwelCRMmtPvY0eOyfft26bbbbpMKCgokSZKkw4cPS9HR0XL9KSkp0tNPPy1ZLBapqalJevLJJ6VNmzbJr58wYYKUmJgoNTc3Sz///LP0/vvvt9kXdT+c0ZPLsK7mN2TIENTW1mLUqFEAgKFDh8oz13PnziE3NxezZs0CAHh7e2PixIntnpvu3bs3Dhw4gB9//BHu7u7YvHlzu/vft28fmpqa5Pt13nzzzRg6dKjN3X58fX0xadIk+fmRI0fin//85zX7uu+++wBcuQPYL7/8ct3j0Jo9x8UqPDwc0dHRAIBRo0ahX79++Prrr9Hc3Izt27fjscceg5ubG7RaLaZMmXLVcZs8eTI0Gg0GDBiAuXPnOlwrqYPn6MllWO8YpdVqbe4e5e7ujsbGRgBAZWUlAGD58uVwd7/y7V1bW4vAwMA233PZsmV4//33sWjRInh5eeGZZ55p98bL//vf/9DQ0ID4+Hh5W01Njc09C/z9/W1eExgYKN+usT033HADAMDLy0vuwxH2HJfr1VdTU4P6+npkZmbivffeAwCYTCZIrdY8tNZKroVBT0Lp168fACAtLQ0DBgwAAFgsFly+fLnN8RcvXsTChQuxcOFCHDhwAM8++yyioqJw0003XTU2NDQU/v7+Npcnms1mWCwW+fGFCxdsXlNVVaX41pMeHh5oaGiQH7fXgyPaqi8kJAQBAQHw8vLCiy++iN///vfy89XV1R3eJ6mPp25IKH379sX48ePlX54CQHZ2NjZt2tTm+KVLl+LcuXMArvyi2NPTU57F+vn5wWQyobq6GomJibjnnnvQ2NiIvLw8AEBzczOSkpJw9OhR+f3q6+vx1VdfAQD++9//4siRI5g6daqiXvr374+amhq5Pusvajvi1KlTKCwsBHBlzX6DwYBJkybBzc0NjzzyCHbs2CH3//XXX8s3piHXxvXoSRUbNmzA1q1bcenSJcTExODvf/87gCt311m0aBGOHz+O0aNHY+XKlVi8eDGOHz+O2NhYLFu2DIsXL8bp06cxdepUPPzww0hOTsb58+fx0EMP4f/+7/9w4cIF6PV6lJWVwcPDAzfffDOSk5Ph6el5VR07duzAJ598Ak9PT9TW1uKRRx7B7NmzAVy5LWF6ejr8/PyQkJCAuLg4nDx5Em+88QaamppgsVhw//33Y968eQCuBOfSpUvx+OOP47vvvsP58+cxf/58PProo1ftt2Wf48aNw9q1a5GQkCD3bf2/hnXr1mH37t0YNGgQRo4ciYyMDIwdOxapqany6+05LnfccQfWrVuHgIAADB48GD/99BMuX74s/wMGXPm/k/T0dJw4cQJeXl7w9/dHamoq/P398ec//xnffvstbrnlFjz22GN44oknOuG7gjoLg57ISaxB74yZN5Ez8dQNEZHgGPRETnD48GG8/vrr+PXXX/H000+rXQ6RDZ66ISISHGf0RESCY9ATEQmOQU9EJDgGPRGR4Bj0RESCY9ATEQmOQU9EJDgGPRGR4Bj0RESC+39LyClwE1+oqQAAAABJRU5ErkJggg==", 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", 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", 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", 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9Hi8VJHJ+jvBzbNM5+szMTKSnp6OqqgoAYDAYsGDBAuTm5to1OCIi6jybOvqSkhJ89NFH8vNFNRoNtmzZgqeffhoxMTF2DbAnsvc0CkTU/Rzp59imjr5Xr15mD5EGrs5zc+06IiJSnk0dfe/evfHRRx/hD3/4Azw8PGA0GrF161bccsst9o6vR7L3NApE1P0c6efYpkKfmpqK559/HkuXLpUL/dChQ/HOO+/YOz4iIuokm58wtWPHDj5hqouxkydyfo7wc2zXJ0wREZHjsakFP3bsGNavX4/GxkbU1tZi0aJFWLhwIXQ6nb3jIyKiTrKp0K9fvx7Dhg2Dq6srVq1ahUuXLmHgwIFYvHixveMjIqJOsunUjclkwoQJE2A0GvHNN9/gq6++wi233IL4+Hh7x0dERJ1kU0d/+fJlNDU1Yffu3Rg9erR8WSU/jO0e4eHh1z3JhoioIzZ19BMnTsSYMWPQ1NSEzZs3o66uDqtXr0a/fv3sHR8REXWSTYV+7ty5ePDBB+Ht7Y3+/fvDaDRi4sSJuP322+0dH7XhSLdUE5HzsPnyysGDB8tfe3h44O6777Z6G5WVldBqtfD394dOp0NycjJCQ0PbHdvU1IRp06Zh6NChWL58ua1hExH1ODYXentIS0tDXFwcYmJiUFhYiJSUFOzatavdsRs2bEDv3r27OULH4ki3VBOR81Ds09Pa2lrk5+dj3LhxAICoqCjodDqUlpZeN/bo0aNoaGiw6a8GIqKezq4dvU6nQ2BgoEVjKysr4enpCW9vb3mdv78/ysvLMXz4cHldfX093n33XaxevRrvvfdep2M0mUwwmUxWjW/7ryMoKioCYL+YHDFHe2OOYmCO7Y+9GbsV+sbGRtx///3tduSdsWrVKrz44ovw8PCwy/bKyspsel1xcbFd9u/ImKMYmKMY7JmjXTt6SZIsHhscHAyDwQC9Xi939dXV1dBoNPIYg8GAsrIybNu2Ddu2bcPx48eh1+uRmpqKP/7xjxb/9dBWaGgovLy8LB5vMplQXFyMiIgIYefbZ45iYI5isCbH+vp6i5pXqwr94cOHERYW1mGhVKlUFm/L19cX0dHRyMvLkz+MDQgIQFhYGAoKChAUFISQkBBs3rxZfs26detQUVGB9PR0a8I2o1arbXqD2Po6Z8IcxcAcxWBJjpYeA6sKfWJiIlpaWvCb3/wG4eHhCAsLQ3h4OO644w64ublZsykAV6+60Wq1OHjwIKqqqpCRkQEAyM7OxujRo5GUlCSPzcrKQl5eHvR6PVauXImUlBSr90dE1BNZVeiPHj2KsrIylJSU4MSJE/jqq6+wbt06NDQ0ICgoyOqdazQabNy48br1WVlZ162bO3cu5s6da/U+7OlmlzXyskcickRWFXpXV1d5npUnnngCANDS0oJTp07hxIkTdv8gloiIOq/TH8a6uLhgyJAhGDJkCOLi4uwQkuOZNm0aPDw8Opx6gFMTEJEj43STRESCU3QKBGeRk5ODqKgoREZGAri+U+fUBETkyNjRExEJjh29FW7WqbOTJyJHxI6eiEhwLPRERIJjoSciEhwLPRGR4FjoiUgxrXfaU9dioSciEhwvrySibsdpQ7oXO3oiIsGxoyeibsdpQ7oXO3oiIsGxoycixbCT7x7s6ImIBMdCT0QkOBZ6IiLBsdATEQmOhZ6ISHAs9EREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwLPRERIJjoSciEhwLPRGR4FjoiYgEp+gTpiorK6HVauHv7w+dTofk5GSEhoaajSkoKMAnn3wCjUYDnU6H/v37IyUlBS4u/B1FRGQJRQt9Wloa4uLiEBMTg8LCQqSkpGDXrl1mY/bt24dnn30WkZGRAICpU6di586dmDp1qhIhExE5HcUKfW1tLfLz85GZmQkAiIqKgk6nQ2lpKYYPHy6PW7RokVn3PmDAAOh0Opv3azKZYDKZrBrf9l8RMUcxMEcxWJOjpcdBsUJfWVkJT09PeHt7y+v8/f1RXl5uVujbFnm9Xo8TJ07gtddes3m/ZWVlNr2uuLjY5n06C+YoBuYoBnvmqOipG2tIkoT09HQsXrwYwcHBNm8nNDQUXl5eFo83mUwoLi5GREQE1Gq1zft1ZMxRDMxRDNbkWF9fb1HzqlihDw4OhsFggF6vl7v66upqaDSa68aaTCakp6dj4sSJGD9+fKf2q1arbXqD2Po6Z8IcxcAcxWBJjpYeA8UuXfH19UV0dDTy8vIAAIWFhQgICEBYWBgKCgpw5swZAEBTUxMWL16MSZMm4cEHHwQAaLVapcImInI6il91o9VqcfDgQVRVVSEjIwMAkJ2djdGjRyMpKQl/+9vfsGfPHuTn58uvi46OVipkIiKno2ih12g02Lhx43Xrs7Ky5K8XLlyIhQsXdmdYRERC4V1HRESCY6EnIhIcCz0RkeBY6ImIBMdCT0QkOBZ6IiLBsdATEQmOhZ6ISHAs9EREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwLPRERIJjoSciEhwLPRGR4FjoiYgEx0JPRCQ4FnoiIsGx0BM5qPDwcISHhysdBgmAhZ6ISHC9lA6AiMy1dvElJSVmyydOnFAsJnJu7OiJiATHjp7IwbR27uzkyV7Y0RMRCY4dPZGDYidP9sKOnohIcCz0RESCY6EnIhIcCz0RkeAU/TC2srISWq0W/v7+0Ol0SE5ORmho6HXjcnNzsXv3bvj5+UGlUmHJkiVwdXXtlhgjIyNhNBpRVlbWLfsjIrI3RTv6tLQ0xMbGIj09HS+88AJSUlKuG6PT6bBs2TKsXLkSS5cuhYuLC7Zs2aJAtEREzkmxjr62thb5+fnIzMwEAERFRUGn06G0tBTDhw+Xx+Xm5uLOO++Et7c3AGD8+PFYvXo1EhMTbdqvyWSCyWS66bjIyEgA/38bekREBFQqFYqKimzaryNrPR6WHBdnxRzFwBzbH3szihX6yspKeHp6ygUcAPz9/VFeXm5W6CsqKuDv7y8v9+3bF+Xl5Tbv19JTMEaj0Wy5oaEBAFBYWGjzvh1dcXGx0iF0OeYoBuZonR53w1RoaCi8vLxuOq71F0JERAQaGhpQWloKtVrd1eEpwmQyobi4GBEREczRiTFHMViTY319vUXNq2KFPjg4GAaDAXq9Xu7qq6urodFozMZpNBocPXpUXm5vjDXUarVVbxCVSmXT65wRcxQDcxSDJTlaegwU+zDW19cX0dHRyMvLA3D1lEhAQADCwsJQUFCAM2fOAABiYmJw5MgR6PV6AMC3336LuLi4bouzqKgIOTk53bY/IiJ7U/TUTVpaGrRaLQ4ePIiqqipkZGQAALKzszF69GgkJSUhMDAQCxcuRHJyMvz8/AAAM2fOVDJsIiKnomih12g02Lhx43Xrs7KyzJanTJmCKVOmdFdYRERC4Z2xRESCY6EnIhIcCz0RkeBY6ImIBNdjbphqaWkBABgMBqte13qLcX19vbDX7TJHMTBHMViTY2s9a61vHVFJkiTZJzzHVl1dLV+bT0QkkpCQEPTt27fD7/eYQt/c3IxLly7B3d0dLi48Y0VEzq+lpQUNDQ3o06cPevXq+ARNjyn0REQ9FVtbIiLBsdATEQmOhZ6ISHAs9EREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwfWYSc1sUVlZCa1WC39/f+h0OiQnJyM0NFTpsGxWW1uLFStWwMvLCyqVCuXl5Vi0aBFuu+02XL58GUuWLEHv3r1x/vx5JCUl4e6771Y65E7ZtGkTVqxYgZMnTwKAUDkajUasW7cOJpMJ9fX1qKiowKZNm4TKMS8vD5s3b8bgwYNx9uxZxMXFYdKkSU6dY1NTE/7xj39gw4YNyMnJkevJjXJqbGzEm2++CQCoqanBI488gsmTJ1u3Y4k6NGfOHGnPnj2SJEnS0aNHpSlTpigcUeeUlJRIS5YskZc//PBDaebMmZIkSVJaWpr07rvvSpIkSVVVVdLYsWMlo9GoRJh2cfLkSWnOnDlSaGiovE6kHJcuXSodP35cXv7xxx8lSRIrx3vuuUf6/vvvJUmSpLNnz0rh4eGSwWBw6hw/+ugj6ciRI1JoaKh08uRJef2Ncnrvvfek1NRUSZIkqa6uTrr33nul8+fPW7VfnrrpQG1tLfLz8zFu3DgAQFRUFHQ6HUpLSxWOzHbDhw/HkiVL5OWBAwdCp9MBAHbt2oX7778fABAYGIh+/frhwIEDSoTZaU1NTVi9ejUWLFhgtl6UHI1GI/bv34+SkhKsWrUKb775pjxzoSg5Alfjr66uBgD8+uuvUKvVaGlpceoc4+PjMWLEiOvW3yinzz//XP6et7c3RowYgT179li1X5666UBlZSU8PT3h7e0tr/P390d5eTmGDx+uYGSdo1Kp5K/37duHp556ChcvXkRdXR38/f3l77Xm6ozWr1+PhIQE9O7dW14nUo4VFRU4e/YsVCoVkpOTcezYMSQkJGDr1q3C5AgAmZmZWLBgAb7//nsUFRVhzZo1aGxsFCpH4ObvzYqKCrPv9e3b1+p82dH3UPv374fRaMTTTz+tdCh2deTIERgMBtxzzz1Kh9Jl9Ho9AGDSpEkAgN/97ndwc3PDjz/+qGRYdmU0GpGUlITXX38dy5Ytw7p167Bu3TrU19crHZpTYqHvQHBwMAwGg/xDBVx9eIlGo1EwKvvYv38/vvnmG7z11ltQqVTw8fGBt7c3Lly4II+5cOGCU+b6zTff4PLly0hNTUVmZiYAIDU1FT/88IMwOQYGBgKA2XMVXF1d4ebmJkyOZWVlqKmpwciRIwEAgwYNgtFoxPHjx4XJsdXNfv40Go3Z96qrqzFgwACr9sFC3wFfX19ER0cjLy8PAFBYWIiAgACEhYUpHFnnfPHFF/juu++Qnp4OtVoNrVYLAHjkkUewf/9+AIBOp8P58+dx3333KRipbf785z9j+fLlSE9Px/z58wEA6enpeOihh4TJMTAwEHfddRf+/e9/A7iaS01NDUaMGCFMjgMGDEBzczMqKioAAHV1daiqqkJQUJAwObZ1o5zafk+v1+Po0aOIiYmxavt88MgNVFRUQKvVIiAgAFVVVViwYAGGDRumdFg2+89//oOpU6fC19dXXnflyhUUFRXh0qVLSE1Nxa233gqdTofZs2c79emPH374AZ999hl27tyJ+Ph4zJgxA/369RMmx4qKCmRkZCAwMBAVFRWYMWMGxo4dK9T/4969e7Ft2zYMGjQIZ86cwZgxY5CYmOjUOR4+fBi5ubnYsmULYmNjMWHCBEyePPmGOTU2NmLJkiVQqVSoqanBlClT8PDDD1u1XxZ6IiLB8dQNEZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwnOuGutWkSZMQEBAA4Oq14JcvX5bnDqqoqMBbb70FtVqNVatW4ZNPPlEyVKHk5uZi7dq1CAgIwObNm5UOh7oZCz11q7aFZt26dTh06JDZMgDcddddeOeddxSLsVVCQgIee+wxTJ06VelQOi0mJgZGoxE7duxQOhRSAAs9datrpw5uKzY2Fj4+PlCpVOjTp083RkUkNp6jp27V3lzcrQYNGoTGxkZMmzYNQ4cOBQCcPn1aXv7888+RmJiIyZMno7CwEJs3b0ZCQgIeffRRnDt3Tt7OxYsXkZycjKeeegrTp09HdnZ2h/s8c+YMZs2ahYSEBMTHx+Ptt98GACxfvhylpaXIyspCQkICPvvsMwDAyZMnMWvWLMycORMzZszA999/DwA4dOgQHn30UTzwwANYvXo1EhIS8PDDD2Pr1q3t7rdtXjt37sQzzzyDiRMnYt++fQCA48ePy9trHX/tsrXHBQAkScLbb7+N+Ph4TJkyRZ7LCbg6Y2R6ejqmT5+OGTNmYOXKlWhubgYAPPvss4iIiEB2djZefPFFjBs3DkuXLu3wuJKD6fwzU4hss3btWvkJV2398ssvZk+Gal1ufdrX+++/L40fP146dOiQJEmS9Oabb5o9OWvOnDlSWlqaJEmSZDAYpNjYWOnLL79sN4aXX35ZfrJPU1OT9Nhjj8nfmzlzprR9+3Z5+cqVK9KYMWOk3NxcSZIk6cyZM9Kdd94pVVVVSZIkSQcPHpSGDh0q7d27V/7+HXfcYfYkqPby3LFjhyRJkrR7925p0qRJ8vcPHjwojR8/vsNla4/L9u3bpTvuuEMqKiqSJEmSDh06JEVERMjxp6WlSc8995xkMpmk5uZm6ZlnnpE2bdokv378+PFScnKy1NLSIp07d0764IMP2s2LHA87enIarbP5DR06FHV1dRg1ahQAYNiwYXLnev78eeTl5WHGjBkAAA8PD0yYMKHDc9N9+vTBgQMH8NNPP6FXr17YsmVLh/vfv38/mpub5ed13nbbbRg2bJjZ0368vLwwceJE+fsjR47EP//5zxvm9eCDDwK4+gSwX3755abH4VqWHJdWISEhiIiIAACMGjUK/fv3x9dff42WlhZs374dTz75JFxcXKBWqzF58uTrjtukSZOgUqkwcOBAzJo1y+pYSRk8R09Oo/WJUWq12uzpUb169UJTUxMAoKqqCgCwZMkS9Op19e1dV1cHPz+/drf5+uuv44MPPsC8efPg7u6O559/vsMHL//vf/9DY2MjEhIS5HW1tbVmzyzw8fExe42fn5/8uMaO3HLLLQAAd3d3OQ9rWHJcbhZfbW0tGhoasG7dOrz//vsAAIPBAOmaOQ9bYyXnwkJPQunfvz8AYMWKFRg4cCAAwGQy4cqVK+2Ov3TpEubOnYu5c+fiwIEDeOGFFxAeHo7f/OY3140NCgqCj4+P2eWJRqMRJpNJXr548aLZa6qrq21+9KSrqysaGxvl5Y5ysEZ78QUGBsLX1xfu7u549dVX8fvf/17+fk1NTaf3ScrjqRsSSr9+/TBu3Dj5w1MA2Lx5MzZt2tTu+EWLFuH8+fMArn5Q7ObmJnex3t7eMBgMqKmpQXJyMu6//340NTWhoKAAANDS0oKUlBQcOXJE3l5DQwO++uorAMB///tf/Pjjj4iNjbUplwEDBqC2tlaOr/WD2s44deoUiouLAVyds1+n02HixIlwcXHB448/jp07d8r5f/311/KDaci5cT56UsTGjRuxdetWXL58GVFRUfj73/8O4OrTdebNm4djx47h7rvvxvLlyzF//nwcO3YM0dHReP311zF//nycPn0asbGxeOyxx5CamooLFy7g0UcfxV/+8hdcvHgRWq0W5eXlcHV1xW233YbU1FS4ubldF8fOnTvx6aefws3NDXV1dXj88ccRHx8P4OpjCTMyMuDt7Y2kpCTExMTg5MmTeOutt9Dc3AyTyYSHHnoIiYmJAK4WzkWLFmH69On47rvvcOHCBcyePRtPPPHEdfttm+fYsWOxZs0aJCUlyXm3/tWwdu1a7NmzB4MHD8bIkSORmZmJMWPGID09XX69Jcflrrvuwtq1a+Hr64shQ4bg559/xpUrV+RfYMDVv04yMjJw/PhxuLu7w8fHB+np6fDx8cGf/vQnfPvtt7j99tvx5JNP4qmnnuqCdwV1FRZ6IjtpLfT26LyJ7ImnboiIBMdCT2QHhw4dwrJly/Drr7/iueeeUzocIjM8dUNEJDh29EREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwLPRERIL7P3wLaF+2wcc6AAAAAElFTkSuQmCC", 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MERFpj6JCv3TpUmRnZ2PevHnIyclBfX098vPzcezYMVfHJwS9ngbujvWrnaMcrcXaXjnoaWxI2xQd+G4wGNCrVy9HN+/t7Y1Ro0ZxxyQi0iBFhf7KlStoaGiAj48PCgoKADR+nfPTTz+5NDgiImo7RV/d3Hvvvfjoo48wbdo0zJgxA15eXqirq0NycrKr4yMiojZSVOifffZZx//z8vJw5MgRhIeHo3///i4LjIiIXENRob98+TJKS0vRs2dP9OrVC/7+/qiurnZ1bNTEje4YLzK1ThgTbXzl5iXqOHgiRd/RZ2VlIT09HRUVFQAAi8WC2bNnIy8vz6XBERFR2ynq6I8ePYoPP/wQRqMRAGAymbBhwwY8/fTTiIuLc2mAns6ZO8aL2nG5+1IAol56QG5eoo6DJ1PU0Xfo0MFR5O18fHyumUZEROpT1NF37twZH374If74xz/C19cXVqsVGzduxE033eTq+Dzeje4YLzJ3XwpA1EsPyM1L1HHwZIoKfWpqKp5//nksXLjQUej79euHd955x9XxERFRGym+w9SWLVt4hyk3cucd47VGrYu6iUZuXqKOgydy6R2miIhIexS14IcOHcKqVatQV1eHqqoqzJ07F3PmzIHZbHZ1fERE1EaKCv2qVavQv39/eHt7Y+nSpbhw4QJ69eqF+fPnuzo+IiJqI0Vf3dhsNowaNQpWqxVff/01vvzyS9x0001ISEhwdXxERNRGijr6ixcvor6+Htu3b8eQIUMch1Xyx1jxRUVFXXPPVCKRtOc+rtb7R1FHP3r0aAwdOhT19fXIycnB5cuXsWzZMnTr1s3V8RERURspKvQzZszAAw88AH9/f3Tv3h1WqxWjR4/Gbbfd5ur4SCN4WjyJrj33cbXfP4oPr+zTp4/j/76+vrjrrrtkv0Z5eTkyMjIQHBwMs9mM5ORkREREtDhvfX09Jk6ciH79+mHx4sVKwyYi8jiKC70rpKWlYfz48YiLi0NhYSFSUlKwbdu2FuddvXo1Onfu7OYIyY6nxZPo2nMfV/v9o9qvp1VVVdizZw9GjBgBAIiNjYXZbG7xBuMHDx5EbW2tor8aiIg8nUs7erPZjNDQUKfmLS8vR6dOneDv7++YFhwcjNLSUgwYMMAxraamBu+++y6WLVuG9957r80x2mw22Gw2WfM3/VdEcnIsKipyel4t4XYUgztybM993JnXlpOjszG6rNDX1dXhvvvua7Ejb4ulS5fixRdfhK+vr0ter6SkRNFyxcXFLlm/ljFHMTBHMbgyR5d29JIkOT1vjx49YLFYUF1d7ejqKysrYTKZHPNYLBaUlJRg06ZN2LRpEw4fPozq6mqkpqbiT3/6k9N/PTQVEREBPz8/p+e32WwoLi5GdHS0sNfbZ45iYI5ikJNjTU2NU82rrEJ/4MABREZGtlooDQaD068VGBiI4cOHIz8/3/FjbEhICCIjI1FQUICwsDCEh4cjJyfHsczKlStRVlaG9PR0OWE3YzQaFe0gSpfTE+YoBuYoBmdydHYMZBX6qVOnoqGhAbfccguioqIQGRmJqKgo3H777fDx8ZHzUgAaj7rJyMjAvn37UFFRgczMTABAdnY2hgwZgqSkJMe8a9euRX5+Pqqrq/H2228jJSVF9vqIiDyRrEJ/8OBBlJSU4OjRozhy5Ai+/PJLrFy5ErW1tQgLC5O9cpPJhDVr1lwzfe3atddMmzFjBmbMmCF7HXRjMTExsFqtin+/ICJtk1Xovb29HddqePzxxwEADQ0NOHHiBI4cOeLyH2KJiKjt2vxjrJeXF/r27Yu+ffti/PjxLgiJ3OXq07JjYmIA8GQoItHwcpNERIJT9RIIpK6mp2VbrVYUFRUJfyQDkSdiR09EJDh29ISioiIUFhaqHQYRtRN29EREgmOhJyISHAs9EZHgWOiJiATHQk+6Yj8zm7Sl6XbhNtIeFnoiIsHx8ErShasv18B712rD1dvF19cXtbW1zZ7jNlIfO3oiIsGxoyddaHq5hqaPSV0tbRduI+1hR09EJDh29KQr7BK1qel24TbSHnb0RESCY6EnIhIcCz0RkeBY6ImIBMdCrzE8fbxtOH6NtDwOrcUmd7qr1+9KWht/FnoiIsHx8EqN4Cn+bcPxazRx4kT4+vpqchxa20Z2zk5fv369S9fvyrHR6n7Ijp6ISHDs6DWCp/i3DcevUW5uLmJjYxETEwNAW+Nwo23kzHSbzab4/sbu2Ee0uh+yoyciEhw7eo3RSgegVxy/Rloeh9Zikzvd1evX2zrkYEdPRCQ4FnoiIsGx0BMRCY6FnohIcCz0MmjttGZAmzHdiB5jvpqcHETIl/SNhZ6ISHCqHl5ZXl6OjIwMBAcHw2w2Izk5GREREc3mKSgowMcffwyTyQSz2Yzu3bsjJSUFXl7u+4zS4mnlWj3V+nr0GPPV5OQgQr4kBlULfVpaGsaPH4+4uDgUFhYiJSUF27ZtazbPrl278OyzzzrO9JswYQK2bt2KCRMmqBEyEZHuqFboq6qqsGfPHmRlZQEAYmNjYTabcezYMQwYMMAx39y5c5t17z179oTZbFa8XpvNBpvNJmv+3NxcREdHY+DAgQCAoqIix3Nqscdg/wBsS0z2Zdo7H1fGLJercpSTg7vzddd2VBNzbHneG1Gt0JeXl6NTp07w9/d3TAsODkZpaWmzQt+0yFdXV+PIkSN47bXXFK+3pKRE0XLFxcWwWq0AoPhaG+3BlTEVFxe3+TWcoeY4uipHOTm4O193bUc1MUd5dHMJBEmSkJ6ejvnz56NHjx6KXyciIgJ+fn5Oz2+z2VBcXIzo6GjFHxLtyRUxNc3RaDS6IKrrU2McXZ2jnBzcla+7t6MamGNzNTU1Tu1fqhX6Hj16wGKxoLq62tHVV1ZWwmQyXTOvzWZDeno6Ro8ejZEjR7ZpvUajUdEOonQ5PWGOYmCOYnAmR2fHQLXDKwMDAzF8+HDk5+cDaPyzNiQkBJGRkSgoKMCpU6cAAPX19Zg/fz7GjBmDBx54AACQkZGhVthERLqj+lE3GRkZ2LdvHyoqKpCZmQkAyM7OxpAhQ5CUlIS//e1v2LFjB/bs2eNYbvjw4WqFTESkO6oWepPJhDVr1lwzfe3atY7/z5kzB3PmzHFnWEREQuGZsUTgZQr0rOm20+J21EJMLPRERILTzeGVRO2BlynQr6u3na+vL2pra5s9x8uUNGJHT0QkOHb05NHs3ZUWOkCSp6Vtp6XtqKV9ix09EZHg2NETQRsdICnTdNtpcTtqISZ29EREgmOhJyISHAs9EZHgWOiJiATHQi8gLZxy3VYi5OBKWhwPLcakBj2MAws9EZHgeHilQLR0yrVSIuTgSlocDy3GpAY9jQM7eiIiwbGjF4iWTrlWSoQcXEmL46HFmNSgp3FgR09EJDh29ALScmfhLBFycCUtjocWY1KDHsaBHT0RkeBY6ImIBMdCT0QkOBZ6IiLBsdC7mR5Ol24PnpC3J+RI16fVfYCFnohIcDy80k30dLq0K3lC3p6QI12f1vcBdvRERIJjR+8mejpd2pU8IW9PyJGuT+v7ADt6IiLBsaN3M6190ruLJ+TtCTnS9Wl1H2BHT0QkOBZ6IiLBsdATEQmOhZ6ISHCq/hhbXl6OjIwMBAcHw2w2Izk5GREREdfMl5eXh+3btyMoKAgGgwELFiyAt7e3ChETuU5Lh+LJPTzP3YfzafXwwRvRa9yuompHn5aWhvj4eKSnp+OFF15ASkrKNfOYzWYsWrQIb7/9NhYuXAgvLy9s2LBBhWiJiPRJtY6+qqoKe/bsQVZWFgAgNjYWZrMZx44dw4ABAxzz5eXl4Y477oC/vz8AYOTIkVi2bBmmTp2qaL02mw02m03W/E3/FRFzdK+YmBgAzU+XP3HiBPr06XPNKfRFRUVOv4YkScjJyWmXHFta3/Xiay9yt6NW4pZDTo7OjoNqhb68vBydOnVyFHAACA4ORmlpabNCX1ZWhuDgYMfjrl27orS0VPF6S0pKFC1XXFyseJ16wRzdw2q1XvO4oaGh2XT7/wsLC51+Dbv2yLG19bUWX3tzNketxS2HK7ejx50wFRERAT8/P6fnt9lsKC4uRnR0NIxGYztGph7m6F72ZsPebTbtLlua5uxrtGeO14vZneTmqJW45ZCTY01NjVPNq2qFvkePHrBYLKiurnZ09ZWVlTCZTM3mM5lMOHjwoONxS/PIYTQaFb0JlC6nJ8xRHS3FIzfGpvO7I0e1x7At72O9cCZHZ/NRrdAHBgZi+PDhyM/PR1xcHAoLCxESEoLIyEgUFBQgLCwM4eHhiIuLw7p16xwfCN988w3Gjx+vVthELtPSESByjwpx91Ekej1qRa9xu4qqX92kpaUhIyMD+/btQ0VFBTIzMwEA2dnZGDJkCJKSkhAaGoo5c+YgOTkZQUFBAIDJkyerGTYRka6oWuhNJhPWrFlzzfS1a9c2ezxu3DiMGzfOXWEREQmFZ8YSEQmOhZ6ISHAs9EREgmOhJyISnMecMNXQ0AAAsFgsspazn2JcU1Ojq2Nw5WCOYmCOYpCTo72e2etbawySJEmuCU/bKisrcerUKbXDICJyufDwcHTt2rXV5z2m0F+5cgUXLlxAx44d4eXFb6yISP8aGhpQW1uLLl26oEOH1r+g8ZhCT0TkqdjaEhEJjoWeiEhwLPRERIJjoSciEhwLPRGR4FjoiYgEx0JPRCQ4FnoiIsGx0BMRCc5jLmqmRHl5OTIyMhAcHAyz2Yzk5GRERESoHZZiVVVVWLJkCfz8/GAwGFBaWoq5c+fi1ltvxcWLF7FgwQJ07twZZ86cQVJSEu666y61Q26TdevWYcmSJTh+/DgACJWj1WrFypUrYbPZUFNTg7KyMqxbt06oHPPz85GTk4M+ffrg9OnTGD9+PMaMGaPrHOvr6/GPf/wDq1evRm5urqOeXC+nuro6vPHGGwCAc+fO4eGHH8bYsWPlrViiVk2fPl3asWOHJEmSdPDgQWncuHEqR9Q2R48elRYsWOB4vH79emny5MmSJElSWlqa9O6770qSJEkVFRXSsGHDJKvVqkaYLnH8+HFp+vTpUkREhGOaSDkuXLhQOnz4sOPxDz/8IEmSWDnefffd0nfffSdJkiSdPn1aioqKkiwWi65z/PDDD6Uff/xRioiIkI4fP+6Yfr2c3nvvPSk1NVWSJEm6fPmydM8990hnzpyRtV5+ddOKqqoq7NmzByNGjAAAxMbGwmw249ixYypHptyAAQOwYMECx+NevXrBbDYDALZt24b77rsPABAaGopu3bph7969aoTZZvX19Vi2bBlmz57dbLooOVqtVuzevRtHjx7F0qVL8cYbbziuXChKjkBj/JWVlQCA3377DUajEQ0NDbrOMSEhAQMHDrxm+vVy+uyzzxzP+fv7Y+DAgdixY4es9fKrm1aUl5ejU6dO8Pf3d0wLDg5GaWkpBgwYoGJkbWMwGBz/37VrF5566imcP38ely9fRnBwsOM5e656tGrVKiQmJqJz586OaSLlWFZWhtOnT8NgMCA5ORmHDh1CYmIiNm7cKEyOAJCVlYXZs2fju+++Q1FREZYvX466ujqhcgRuvG+WlZU1e65r166y82VH76F2794Nq9WKp59+Wu1QXOrHH3+ExWLB3XffrXYo7aa6uhoAMGbMGADA73//e/j4+OCHH35QMyyXslqtSEpKwrx587Bo0SKsXLkSK1euRE1Njdqh6RILfSt69OgBi8XieFMBjTcvMZlMKkblGrt378bXX3+NN998EwaDAQEBAfD398fZs2cd85w9e1aXuX799de4ePEiUlNTkZWVBQBITU3F999/L0yOoaGhANDsvgre3t7w8fERJseSkhKcO3cOgwYNAgD07t0bVqsVhw8fFiZHuxu9/0wmU7PnKisr0bNnT1nrYKFvRWBgIIYPH478/HwAQGFhIUJCQhAZGalyZG3z+eef49tvv0V6ejqMRiMyMjIAAA8//DB2794NADCbzThz5gzuvfdeFSNV5i9/+QsWL16M9PR0zJo1CwCQnp6OBx98UJgcQ0NDceedd+Lf//43gMZczp07h4EDBwqTY8+ePXHlyhWUlZUBAC5fvoyKigqEhYUJk2NT18up6XPV1dU4ePAg4uLiZL0+bzxyHWVlZcjIyEBISAgqKiowe/Zs9O/fX+2wFPvPf/6DCRMmIDAw0DHt0qVLKCoqwoULF5Camoqbb74ZZrMZ06ZN0/XXH99//z0+/fRTbN26FQkJCZg0aRK6desmTI5lZWXIzMxEaGgoysrKMGnSJAwbNkyo7bhz505s2rQJvXv3xqlTpzB06FBMnTpV1zkeOHAAeXl52LBhA+Lj4zFq1CiMHTv2ujnV1dVhwYIFMBgMOHfuHMaNG4eHHnpI1npZ6ImIBMevboiIBMdCT0QkOBZ6IiLBsdATEQmOhZ6ISHAs9EREguO1bsitxowZg5CQEACNx4JfvHjRce2gsrIyvPnmmzAajVi6dCk+/vhjNUMVSl5eHlasWIGQkBDk5OSoHQ65GQs9uVXTQrNy5Urs37+/2WMAuPPOO/HOO++oFqNdYmIiHn30UUyYMEHtUNosLi4OVqsVW7ZsUTsUUgELPbnV1ZcObio+Ph4BAQEwGAzo0qWLG6MiEhu/oye3aula3Ha9e/dGXV0dJk6ciH79+gEATp486Xj82WefYerUqRg7diwKCwuRk5ODxMREPPLII/jll18cr3P+/HkkJyfjqaeewpNPPons7OxW13nq1ClMmTIFiYmJSEhIwFtvvQUAWLx4MY4dO4a1a9ciMTERn376KQDg+PHjmDJlCiZPnoxJkybhu+++AwDs378fjzzyCO6//34sW7YMiYmJeOihh7Bx48YW19s0r61bt+KZZ57B6NGjsWvXLgDA4cOHHa9nn//qx3LHBQAkScJbb72FhIQEjBs3znEtJ6DxipHp6el48sknMWnSJLz99tu4cuUKAODZZ59FdHQ0srOz8eKLL2LEiBFYuHBhq+NKGtP2e6YQKbNixQrHHa6a+vXXX5vdGcr+2H63r/fff18aOXKktH//fkmSJOmNN95odues6dOnS2lpaZIkSZLFYpHi4+OlL774osUYXn75Zcedferr66VHH33U8dzkyZOlzZs3Ox5funRJGjp0qJSXlydJkiSdOnVKuuOOO6SKigpJkiRp3759Ur9+/aSdO3c6nr/99tub3QmqpTy3bNkiSZIkbd++XRozZozj+X379kkjR45s9bHccdm8ebN0++23S0VFRZIkSdL+/ful6OhoR/xpaWnSc889J9lsNunKlSvSM888I61bt86x/MiRI6Xk5GSpoaFB+uWXX6QPPvigxbxIe9jRk27Yr+bXr18/XL58GYMHDwYA9O/f39G5njlzBvn5+Zg0aRIAwNfXF6NGjWr1u+kuXbpg7969+Omnn9ChQwds2LCh1fXv3r0bV65ccdyv89Zbb0X//v2b3e3Hz88Po0ePdjw/aNAg/POf/7xuXg888ACAxjuA/frrrzcch6s5My524eHhiI6OBgAMHjwY3bt3x1dffYWGhgZs3rwZTzzxBLy8vGA0GjF27Nhrxm3MmDEwGAzo1asXpkyZIjtWUge/oyfdsN8xymg0Nrt7VIcOHVBfXw8AqKioAAAsWLAAHTo07t6XL19GUFBQi685b948fPDBB5g5cyY6duyI559/vtUbL//vf/9DXV0dEhMTHdOqqqqa3bMgICCg2TJBQUGO2zW25qabbgIAdOzY0ZGHHM6My43iq6qqQm1tLVauXIn3338fAGCxWCBddc1De6ykLyz0JJTu3bsDAJYsWYJevXoBAGw2Gy5dutTi/BcuXMCMGTMwY8YM7N27Fy+88AKioqJwyy23XDNvWFgYAgICmh2eaLVaYbPZHI/Pnz/fbJnKykrFt5709vZGXV2d43FrOcjRUnyhoaEIDAxEx44d8eqrr+IPf/iD4/lz5861eZ2kPn51Q0Lp1q0bRowY4fjxFABycnKwbt26FuefO3cuzpw5A6Dxh2IfHx9HF+vv7w+LxYJz584hOTkZ9913H+rr61FQUAAAaGhoQEpKCn788UfH69XW1uLLL78EAPz3v//FDz/8gPj4eEW59OzZE1VVVY747D/UtsWJEydQXFwMoPGa/WazGaNHj4aXlxcee+wxbN261ZH/V1995bgxDekbr0dPqlizZg02btyIixcvIjY2Fn//+98BNN5dZ+bMmTh06BDuuusuLF68GLNmzcKhQ4cwfPhwzJs3D7NmzcLJkycRHx+PRx99FKmpqTh79iweeeQR/N///R/Onz+PjIwMlJaWwtvbG7feeitSU1Ph4+NzTRxbt27FJ598Ah8fH1y+fBmPPfYYEhISADTeljAzMxP+/v5ISkpCXFwcjh8/jjfffBNXrlyBzWbDgw8+iKlTpwJoLJxz587Fk08+iW+//RZnz57FtGnT8Pjjj1+z3qZ5Dhs2DMuXL0dSUpIjb/tfDStWrMCOHTvQp08fDBo0CFlZWRg6dCjS09MdyzszLnfeeSdWrFiBwMBA9O3bFz///DMuXbrk+AADGv86yczMxOHDh9GxY0cEBAQgPT0dAQEB+POf/4xvvvkGt912G5544gk89dRT7bBXUHthoSdyEXuhd0XnTeRK/OqGiEhwLPRELrB//34sWrQIv/32G5577jm1wyFqhl/dEBEJjh09EZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwLPRERIJjoSciEhwLPRGR4P4f5xsc9yK3R7gAAAAASUVORK5CYII=", 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", 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", 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03n77bTzwwAOYPXs2/P390dTUhIyMDLXjIyIiDykq9A899JD896KiIhw8eBAxMTEYMmSIaoEREZE6FBX6s2fPorKyEv369UP//v0REhKC+vp6tWPTNW9dGuXKdtXed2JiIux2OyoqKlTZHolFr5cvukOEHDyh6Dv6/Px85OTkoKamBgBgs9kwZ84cFBUVqRocERF5TlFHf+jQIbz11lswmUwAAIvFgg0bNuD+++9HcnKyqgHqjbemXbuyXbX3feH2PJkQRuLR+y0GXCFCDmpQ1NF369ZNLvKtAgMDL3qPiIi0p6ij79GjB9566y384Q9/gNlsht1ux8aNG3HZZZepHZ/ueGvatSvbVXvfbbdnt9tRVlbGH9Yk0/stBlwhQg5qUFTos7Ky8Mgjj2DhwoVyoR88eDBeffVVteMjIiIPKX7C1AcffODTT5jyVmfgynbV3ndZWRlv+EVOidAFi5CDJ1R9whQREemPohZ8//79WLlyJZqamlBXV4d58+Zh7ty5sFqtasdHREQeUlToV65ciSFDhiAgIABLlizBqVOn0L9/f8yfP1/t+IiIyEOKvrpxOBwYN24c7HY7PvvsM3zyySe47LLLMG3aNLXjIyIiDykq9KdPn0ZzczO2bt2KkSNHypdV+tIvY/XM1y8l64jat3loO8ZGGW8t4jTK2Dhj9PhbKSr048ePx/XXX4/m5masX78eZ8+exdKlS9G7d2+14yMiIg8pKvSzZ8/GLbfcgpCQEPTp0wd2ux3jx4/HlVdeqXZ85AZO976Y2rd5uHB7ZrMZjY2N7T7T23hrcV4Y/Vw0evwXUnx55cCBA+W/m81mXHvttW5vo7q6Grm5uYiIiIDVakVGRgZiY2M7XLa5uRmpqakYPHgwXn75ZaVhExH5HMWFXg3Z2dmYPHkykpOTUVpaiszMTGzZsqXDZVetWoUePXp0cYTGwuneF1P7Ng8djbHex1uL88Lo56LR47+QZr89raurw65duzBmzBgAQFJSEqxWa4cPGN+3bx8aGxsV/a+BiMjXqdrRW61WREVFubRsdXU1goKCEBISIr8XERGByspKDB06VH6voaEBr732GpYuXYrXX3/d4xgdDgccDodby7f90wjKysoAuB6zEXN01759+1BeXq5ajm3H2N3x9pbOjqMWcaq9z64+V7UYM3dydDUu1Qp9U1MTbrrppg47ck8sWbIEjz32GMxmsyrbU3p5XXl5uSr71zPmKAbmKAY1c1S1o5ckyeVl+/btC5vNhvr6ermrr62thcVikZex2WyoqKjApk2bsGnTJhw4cAD19fXIysrCH//4R5f/99BWbGwsgoODXV7e4XCgvLwcCQkJwt7ClzmKgTmKwZ0cGxoaXGpe3Sr0X3/9NeLi4pwWSj8/P5e3FRYWhlGjRqG4uFj+ZWxkZCTi4uJQUlKC6OhoxMTEYP369fI6K1asQFVVFXJyctwJux2TyaToBFG6npEwRzEwRzG4kqOrY+BWoZ85cyZaWlpw+eWXIz4+HnFxcYiPj8dVV12FwMBAdzYF4PxVN7m5udizZw9qamqQl5cHACgoKMDIkSORnp4uL7tmzRoUFxejvr4eixcvRmZmptv7IyLyRW4V+n379qGiogKHDh3CwYMH8cknn2DFihVobGxEdHS02zu3WCxYvXr1Re+vWbPmovdmz56N2bNnu72PriTKpVhKdJa7s8+VjpmoY+1JXmrf5qEzXXUMRD3WXcmtQh8QEID4+HjEx8fj7rvvBgC0tLTghx9+wMGDB1X/RSwREXnO41/G+vv7Y9CgQRg0aBAmT56sQkjGI9p0aXd0lruzz1u5O2aijrUneal9mwd39+etY+BsP+vWrVN1P76At5skIhKcprdAEIVo06Xd0VnunX3u7piJOtae5KX2bR7c2V/b112xH4fDwecbK8COnohIcOzoVSRKd6lEZ7k7+1zpmIk61p7kVVZW1qXdblcdA1GPdVdiR09EJDgWeiIiwbHQExEJjoWeiEhwLPRE1CVaZ9VT12OhJyISHC+vJCKvEvW2FUbCjp6ISHDs6InIq0S9bYWRsKMnIhIcO3oi6hLs5LXDjp6ISHAs9EREgmOhJyISHAs9EZHgWOg9ZKRp3UaKlchTPN//h4WeiEhwvLxSISNN6zZSrESe4vl+MXb0RESCY0evkJGmdRspViJP8Xy/GDt6IiLBsaP3kJG6BSPFSuQpnu//w46eiEhwLPRERIJjoSciEhwLPRGR4FjoDc4Xpnn7Qo7eYqSx00useolDTSz0RESC0/TyyurqauTm5iIiIgJWqxUZGRmIjY1tt0xJSQneeecdWCwWWK1W9OnTB5mZmfD39+2fUb4wzdsXcvQWI42dXmLVSxzeoGmhz87OxuTJk5GcnIzS0lJkZmZiy5Yt7ZbZsWMHHnroISQmJgIApkyZgs2bN2PKlClahExEZDiaFfq6ujrs2rUL+fn5AICkpCRYrVYcPnwYQ4cOlZebN29eu+69X79+sFqtivfrcDjgcDjcWr7tn3pRVlYGAPIPwNbXSuJkjmJom6OaY+dt7sTqzeOolzFzJ0dXY9Os0FdXVyMoKAghISHyexEREaisrGxX6NsW+fr6ehw8eBDPPvus4v1WVFQoWq+8vFzxPr3JbrcDAEpLSz3eFnMUQ9sc1Rw7b3MnVm8eR72MmZo5GuYWCJIkIScnB/Pnz0ffvn0Vbyc2NhbBwcEuL+9wOFBeXo6EhASYTCbF+/UWpT+42mKOYugoRzXGrqu4EmtXHEetx8ydHBsaGlyKV7NC37dvX9hsNtTX18tdfW1tLSwWy0XLOhwO5OTkYPz48Rg7dqxH+zWZTIpOEKXrGQlzFANzFIMrObo6BppduhIWFoZRo0ahuLgYwPn/JkVGRiIuLg4lJSU4evQoAKC5uRnz58/HhAkTcMsttwAAcnNztQqbiMhwNL/qJjc3F3v27EFNTQ3y8vIAAAUFBRg5ciTS09Px17/+Fdu2bcOuXbvk9UaNGqVVyEREhqNpobdYLFi9evVF769Zs0b++9y5czF37tyuDIuISCi+PeuoixhpSrXeY1UzPr3n6k2+nLsa1B4/bx8PFnoiIsEZ5vJKIzLSlOrU1FSYzWbdxqrmWBrpuKjNl3NXg9rj52x769at8yjOC7GjJyISHDt6LzLS0+gLCwuRlJQkT//WW6xqjqWRjovafDl3Nag9fh1tz+FwqD4rlx09EZHg2NF3ASN1TXqPVc349J6rN/ly7mpQe/y8fTzY0RMRCY6FnohIcCz0RESCY6EnIhIcC71BcMo6ESnFQk9EJDheXqlznLJORJ5iR09EJDh29DrHKetE5Cl29EREgmNHbxDs5IlIKXb0RESCY6EnIhIcCz0RkeBY6ImIBMdC7yV6v2WBO/G5m4vec++MFvHrZcz0EocrjBSr1ljoiYgEx8srVab3Wxa489R5d3PRe+6d0SJ+vYyZXuJwRWpqKsxmsyFi1Qt29EREgmNHrzK937LAnafOu5uL3nPvjBbx62XM9BKHKwoLC5GUlITExEQA+o5VL9jRExEJjh29l+i9y3AnPndz0XvundEifr2MmV7icIWRYtUaO3oiIsGx0BMRCY6FnohIcCz0RESC0/SXsdXV1cjNzUVERASsVisyMjIQGxt70XJFRUXYunUrwsPD4efnhwULFiAgIECDiEkNzi7hU3ppX9v1vHl5oBEuPTQaXxtTrfLVtKPPzs5GSkoKcnJy8OijjyIzM/OiZaxWK1588UUsXrwYCxcuhL+/PzZs2KBBtERExqRZR19XV4ddu3YhPz8fAJCUlASr1YrDhw9j6NCh8nJFRUW4+uqrERISAgAYO3Ysli5dipkzZyrar8PhgMPhcGv5tn+KqKtybJ3gcuHU9VYXvl9WVubW9sxmMxobGzvchic5Oou7s/i6mpHOVaVjaqQc23InX3dydHUcNCv01dXVCAoKkgs4AERERKCysrJdoa+qqkJERIT8ulevXqisrFS834qKCkXrlZeXK96nUXg7R7vdfsnXF77f0WzdS63f0tLS6TaU5Ogs7s7i04oRzlVPx9QIObalJF81c/S5CVOxsbEIDg52eXmHw4Hy8nIkJCTAZDJ5MTLtdFWOrT9kW7ubC7sZZ++7sz1n2/Akx87i1gsjnatKx9RIObblTr7u5NjQ0OBS86pZoe/bty9sNhvq6+vlrr62thYWi6XdchaLBfv27ZNfd7SMO0wmk6ITROl6RtLVOTrbl9IY2q53qW17mqPezwMjnqvuxmvEHNtyJXZXcnR1DDQr9GFhYRg1ahSKi4uRnJyM0tJSREZGIi4uDiUlJYiOjkZMTAySk5Oxdu1a+QfC559/jsmTJ2sVNqnA2RUHSq9EaLueN69m8JUrQ7qSr42pVvlq+tVNdnY2cnNzsWfPHtTU1CAvLw8AUFBQgJEjRyI9PR1RUVGYO3cuMjIyEB4eDgCYPn26lmETERmKpoXeYrFg9erVF72/Zs2adq8nTZqESZMmdVVYRERC4cxYIiLBsdATEQmOhZ6ISHAs9EREgvOZCVOtsyZtNptb67VOMW5oaDD0dbuXwhzFwBzF4E6OrfWs7azwjvhJkiSpE56+1dbW4ujRo1qHQUSkupiYGPTq1cvp5z5T6M+dO4dTp06he/fu8PfnN1ZEZHwtLS1obGxEz5490a2b8y9ofKbQExH5Kra2RESCY6EnIhIcCz0RkeBY6ImIBMdCT0QkOBZ6IiLBsdATEQmOhZ6ISHAs9EREgvOZm5opUV1djdzcXERERMBqtSIjIwOxsbFah6VYXV0dFi1ahODgYPj5+aGyshLz5s3DFVdcgdOnT2PBggXo0aMHjh07hvT0dFx77bVah+yRtWvXYtGiRThy5AgACJWj3W7HihUr4HA40NDQgKqqKqxdu1aoHIuLi7F+/XoMHDgQP/30EyZPnowJEyYYOsfm5mb8/e9/x6pVq1BYWCjXk0vl1NTUhBdeeAEAcOLECdx+++2YOHGiezuWyKlZs2ZJ27ZtkyRJkvbt2ydNmjRJ44g8c+jQIWnBggXy63Xr1knTp0+XJEmSsrOzpddee02SJEmqqamRbrjhBslut2sRpiqOHDkizZo1S4qNjZXfEynHhQsXSgcOHJBff/PNN5IkiZXjddddJ3355ZeSJEnSTz/9JMXHx0s2m83QOb711lvSt99+K8XGxkpHjhyR379UTq+//rqUlZUlSZIknT17VrrxxhulY8eOubVffnXjRF1dHXbt2oUxY8YAAJKSkmC1WnH48GGNI1Nu6NChWLBggfy6f//+sFqtAIAtW7bgpptuAgBERUWhd+/e2L17txZheqy5uRlLly7FnDlz2r0vSo52ux07d+7EoUOHsGTJErzwwgvynQtFyRE4H39tbS0A4Ndff4XJZEJLS4uhc5w2bRqGDRt20fuXyunDDz+UPwsJCcGwYcOwbds2t/bLr26cqK6uRlBQEEJCQuT3IiIiUFlZiaFDh2oYmWf8/Pzkv+/YsQP33XcfTp48ibNnzyIiIkL+rDVXI1q5ciXS0tLQo0cP+T2RcqyqqsJPP/0EPz8/ZGRkYP/+/UhLS8PGjRuFyREA8vPzMWfOHHz55ZcoKyvDsmXL0NTUJFSOQOfnZlVVVbvPevXq5Xa+7Oh91M6dO2G323H//fdrHYqqvv32W9hsNlx33XVah+I19fX1AIAJEyYAAH73u98hMDAQ33zzjZZhqcputyM9PR3PPfccXnzxRaxYsQIrVqxAQ0OD1qEZEgu9E3379oXNZpP/UQHnH15isVg0jEodO3fuxGeffYaXXnoJfn5+CA0NRUhICI4fPy4vc/z4cUPm+tlnn+H06dPIyspCfn4+ACArKwtfffWVMDlGRUUBQLvnKgQEBCAwMFCYHCsqKnDixAkMHz4cADBgwADY7XYcOHBAmBxbdfbvz2KxtPustrYW/fr1c2sfLPROhIWFYdSoUSguLgYAlJaWIjIyEnFxcRpH5pmPPvoIX3zxBXJycmAymZCbmwsAuP3227Fz504AgNVqxbFjxzB69GgNI1Xmz3/+M15++WXk5OTg6aefBgDk5OTg1ltvFSbHqKgoXHPNNfjXv/4F4HwuJ06cwLBhw4TJsV+/fjh37hyqqqoAAGfPnkVNTQ2io6OFybGtS+XU9rP6+nrs27cPycnJbm2fDx65hKqqKuTm5iIyMhI1NTWYM2cOhgwZonVYiv373//GlClTEBYWJr935swZlJWV4dSpU8jKysJvfvMbWK1WPPDAA4b++uOrr77C+++/j82bN2PatGmYOnUqevfuLUyOVVVVyMvLQ1RUFKqqqjB16lTccMMNQh3H7du3Y9OmTRgwYACOHj2K66+/HjNnzjR0jl9//TWKioqwYcMGpKSkYNy4cZg4ceIlc2pqasKCBQvg5+eHEydOYNKkSbjtttvc2i8LPRGR4PjVDRGR4FjoiYgEx0JPRCQ4FnoiIsGx0BMRCY6FnohIcLzXDXWpCRMmIDIyEsD5a8FPnz4t3zuoqqoKL730EkwmE5YsWYJ33nlHy1CFUlRUhOXLlyMyMhLr16/XOhzqYiz01KXaFpoVK1Zg79697V4DwDXXXINXX31VsxhbpaWl4c4778SUKVO0DsVjycnJsNvt+OCDD7QOhTTAQk9d6sJbB7eVkpKC0NBQ+Pn5oWfPnl0YFZHY+B09damO7sXdasCAAWhqakJqaioGDx4MAPjxxx/l1x9++CFmzpyJiRMnorS0FOvXr0daWhruuOMO/Pzzz/J2Tp48iYyMDNx333249957UVBQ4HSfR48exYwZM5CWloZp06bhlVdeAQC8/PLLOHz4MNasWYO0tDS8//77AIAjR45gxowZmD59OqZOnYovv/wSALB3717ccccduPnmm7F06VKkpaXhtttuw8aNGzvcb9u8Nm/ejAcffBDjx4/Hjh07AAAHDhyQt9e6/IWv3R0XAJAkCa+88gqmTZuGSZMmyfdyAs7fMTInJwf33nsvpk6disWLF+PcuXMAgIceeggJCQkoKCjAY489hjFjxmDhwoVOx5V0xvNnphAps3z5cvkJV2398ssv7Z4M1fq69Wlfb7zxhjR27Fhp7969kiRJ0gsvvNDuyVmzZs2SsrOzJUmSJJvNJqWkpEgff/xxhzE8+eST8pN9mpubpTvvvFP+bPr06dJ7770nvz5z5ox0/fXXS0VFRZIkSdLRo0elq6++WqqpqZEkSZL27NkjDR48WNq+fbv8+VVXXdXuSVAd5fnBBx9IkiRJW7dulSZMmCB/vmfPHmns2LFOX7s7Lu+995501VVXSWVlZZIkSdLevXulhIQEOf7s7Gzp4YcflhwOh3Tu3DnpwQcflNauXSuvP3bsWCkjI0NqaWmRfv75Z+nNN9/sMC/SH3b0ZBitd/MbPHgwzp49ixEjRgAAhgwZIneux44dQ3FxMaZOnQoAMJvNGDdunNPvpnv27Indu3fju+++Q7du3bBhwwan+9+5cyfOnTsnP6/ziiuuwJAhQ9o97Sc4OBjjx4+XPx8+fDj+8Y9/XDKvW265BcD5J4D98ssvnY7DhVwZl1YxMTFISEgAAIwYMQJ9+vTBp59+ipaWFrz33nu455574O/vD5PJhIkTJ140bhMmTICfnx/69++PGTNmuB0raYPf0ZNhtD4xymQytXt6VLdu3dDc3AwAqKmpAQAsWLAA3bqdP73Pnj2L8PDwDrf53HPP4c0338QTTzyB7t2745FHHnH64OX//ve/aGpqQlpamvxeXV1du2cWhIaGtlsnPDxcflyjM5dddhkAoHv37nIe7nBlXDqLr66uDo2NjVixYgXeeOMNAIDNZoN0wT0PW2MlY2GhJ6H06dMHALBo0SL0798fAOBwOHDmzJkOlz916hRmz56N2bNnY/fu3Xj00UcRHx+Pyy+//KJlo6OjERoa2u7yRLvdDofDIb8+efJku3Vqa2sVP3oyICAATU1N8mtnObijo/iioqIQFhaG7t2745lnnsHvf/97+fMTJ054vE/SHr+6IaH07t0bY8aMkX95CgDr16/H2rVrO1x+3rx5OHbsGIDzvygODAyUu9iQkBDYbDacOHECGRkZuOmmm9Dc3IySkhIAQEtLCzIzM/Htt9/K22tsbMQnn3wCAPjPf/6Db775BikpKYpy6devH+rq6uT4Wn9R64kffvgB5eXlAM7fs99qtWL8+PHw9/fHXXfdhc2bN8v5f/rpp/KDacjYeD960sTq1auxceNGnD59GklJSfjb3/4G4PzTdZ544gns378f1157LV5++WU8/fTT2L9/P0aNGoXnnnsOTz/9NH788UekpKTgzjvvRFZWFo4fP4477rgD//d//4eTJ08iNzcXlZWVCAgIwBVXXIGsrCwEBgZeFMfmzZvx7rvvIjAwEGfPnsVdd92FadOmATj/WMK8vDyEhIQgPT0dycnJOHLkCF566SWcO3cODocDt956K2bOnAngfOGcN28e7r33XnzxxRc4fvw4HnjgAdx9990X7bdtnjfccAOWLVuG9PR0Oe/W/zUsX74c27Ztw8CBAzF8+HDk5+fj+uuvR05Ojry+K+NyzTXXYPny5QgLC8OgQYPw/fff48yZM/IPMOD8/07y8vJw4MABdO/eHaGhocjJyUFoaCj+9Kc/4fPPP8eVV16Je+65B/fdd58XzgryFhZ6IpW0Fno1Om8iNfGrGyIiwbHQE6lg7969ePHFF/Hrr7/i4Ycf1joconb41Q0RkeDY0RMRCY6FnohIcCz0RESCY6EnIhIcCz0RkeBY6ImIBMdCT0QkOBZ6IiLBsdATEQnu/wF5SlEcVYuKagAAAABJRU5ErkJggg==", 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xY+jTpw8GDhxos8CIiMg2FBX6mpoalJWVoVevXujduzf8/f1RW1tr69jIAi0Pk3OHQ+ZsmaM958sdXgtLcB5aU2s+FH1Gn52djYyMDFRWVgIAjEYj5s6di/z8fJsGR0REnaeooz9+/Dg+/PBDaLVaAIBOp8OmTZvw9NNPIy4uzqYBUtuuX8ru4+OD+vr6Vj8TqYuy5dJ9e54GgKcYuIbz0Jra86Goo+/SpYtc5Jt5eXndcB8REalPUUfftWtXfPjhh/jDH/4AHx8fmEwmbN68Gbfccout46N2tLWUXeSuyZZL9+15GgCeYuAazkNras+HokKflpaG559/HosXL5YL/YABA/D222/bOj4iIuokxVeY2rZtG68w5QRadgbu0DXZo/u2B3d4LSzBeWhNrfmw6RWmiIjI+ShqwY8cOYK1a9eioaEB1dXVmD9/PubNmweDwWDr+IiIqJMUFfq1a9di4MCB8PT0xIoVK3Dp0iX07t0bCxcutHV8RETUSYo+ujGbzRg7dixMJhO+/vprfPnll7jlllswZcoUW8dHRESdpKijv3z5MhobG7Fz504MGzZMPqySX8b+v6ioKPlQKlfi6LjbG0/N+bP12K66LyjlDvm6Wo6KOvpx48Zh+PDhaGxsRG5uLmpqarBy5Ur06NHD1vEREVEnKSr0s2bNwgMPPAB/f3/07NkTJpMJ48aNw+23327r+FyO2kudlUpMTISPj4/D4m5vnpqpMX+2fu1cdV9Qyh3yddUcFR9e2a9fP/n/Pj4+uPvuu61+joqKCmRmZiI4OBgGgwEpKSmIiIhoc9vGxkYkJiZiwIABWLp0qdKwiYjcjuJCbwvp6elISEhAXFwciouLkZqaih07drS57bp169C1a1cHR2g9tZc6K5WXl4fY2FjExMQAsH/cN5snNebP1q+dq+4LSrlDvq6ao2rfnlZXV6OwsBCjR48GAMTGxsJgMLR5gfHDhw+jvr5e0V8NRETuzqYdvcFgQGhoqEXbVlRUwNfXF/7+/vJ9wcHBKCsrw6BBg+T76urq8M4772DlypV49913Ox2j2WyG2Wy2avuW/1pKr9crepwaWubo6LjbG8/WcVjzOtp6bEfNqdJ91dbsmS9zbHvbm7FZoW9oaMB9993XZkfeGStWrMCLL74IHx8fmzxfaWmposeVlJTYZHxnxhzFwBzFYMscbdrRS5Jk8bbh4eEwGo2ora2Vu/qqqirodDp5G6PRiNLSUmzZsgVbtmzB0aNHUVtbi7S0NPzxj3+0+K+HliIiIuDn52fx9mazGSUlJYiOjhb2fPvMUQzMUQzW5FhXV2dR82pVoT948CAiIyPbLZQajcbi5woMDMTIkSNRUFAgfxkbEhKCyMhIFBUVISwsDH369EFubq78mDVr1qC8vBwZGRnWhN2KVqtVtIMofZwrYY5iYI5isCRHS+fAqkI/ffp0NDU14Te/+Q2ioqIQGRmJqKgo3HHHHfDy8rLmqQBcO+omMzMT+/fvR2VlJbKysgAAOTk5GDZsGJKTk+VtN2zYgIKCAtTW1mL58uVITU21ejwiIndkVaE/fPgwSktLcfz4cRw7dgxffvkl1qxZg/r6eoSFhVk9uE6nw/r162+4f8OGDTfcN2vWLMyaNcvqMVyFPa5b6qyHfjl7fC05KlZ7jWPr53Wl1649beUgQl4dsarQe3p6yud4ePzxxwEATU1NOHXqFI4dO2bzL2KJiKjzOv1lrIeHB/r374/+/fsjISHBBiG5F1suqXb25dnOHl9LjorVXuPwdA43aiuHU6dOoV+/fi6dlyV4ukkiIsGpegoEsu2Samdfnu3s8bXkqFjtNQ5P53CjjnJw5bwswY6eiEhw7OidhC07CWfvSpw9vpYcFau9/2Jw1udTQ1s5iJBXR9jRExEJjoWeiEhwLPRERIJjoSciEhwLvRVc7crv7sgdXiNnzNGamJwxftGx0BMRCY6HV1ogMTERPj4+wi+TdmUiLNG/GWfM0ZqYnDF+d8GOnohIcOzoLZCXl4fY2FjExMQAYAfijERYon8zzpijNTE5Y/zugh09EZHg2NFbgR2I83OH18gZc7QmJmeMX3Ts6ImIBMdCT0QkOBZ6IiLBsdATEQmOhZ7axaXq1uF8qcNR8650HGfYL1joiYgEx8Mr6QZcqm4dzpc6HDXvSsdxpv2CHT0RkeDY0dMNuFTdOpwvdThq3pWO40z7BTt6IiLBsaOndrEztQ7nSx2Omnel4zjDfsGOnohIcCz0RESCY6EnIhIcCz0RkeBY6FXkDEujreWKMYuA8249NefM2V4vFnoiIsGpenhlRUUFMjMzERwcDIPBgJSUFERERLTapqioCB9//DF0Oh0MBgN69uyJ1NRUeHi47u8oZ1oabSlXjFkEnHfrqTlnzvp6qVro09PTkZCQgLi4OBQXFyM1NRU7duxotc2ePXvw7LPPyhfmnjRpErZv345JkyapETIRkctRrdBXV1ejsLAQ2dnZAIDY2FgYDAacOHECgwYNkrebP39+q+69V69eMBgMisc1m80wm81Wbd/yX1vQ6/UAIP/yar5tyzGsYUmOzhaztezxOjqCNfPuqjlaw9n3VVuMbc3raOnzqlboKyoq4OvrC39/f/m+4OBglJWVtSr0LYt8bW0tjh07htdee03xuKWlpYoeV1JSonjM9phMJgBAcXGxzZ9bCUtydLaYrWWP19ERrJl3V83RGs6+r9pibFu+ji5zCgRJkpCRkYGFCxciPDxc8fNERETAz8/P4u3NZjNKSkoQHR0NrVareNy2KP2lY2vW5OgsMVvLnq+jI1gy766eoyVcZV/tzNjW5FhXV2fRWKoV+vDwcBiNRtTW1spdfVVVFXQ63Q3bms1mZGRkYNy4cRgzZkynxtVqtYreBEof50qYoxiYoxgsydHSOVDt0JXAwECMHDkSBQUFAK79iRMSEoLIyEgUFRXhzJkzAIDGxkYsXLgQ48ePxwMPPAAAyMzMVCtsIiKXo/pRN5mZmdi/fz8qKyuRlZUFAMjJycGwYcOQnJyMv/3tb9i1axcKCwvlx40cOVKtkImIXI6qhV6n02H9+vU33L9hwwb5//PmzcO8efMcGRYRkVBc5stYos6IiYmByWRyqi+TnWUxTXucPT57ETFv111eSkREFmFHT0K7fkl680IWNbs1Z10m38zZ47MXkfNmR09EJDh29CS05m4sKioKJpMJer1e9eOvW8bU8razcPb47EXkvNnRExEJjh09uQW9Xu905+dx9o7R2eOzFxHzZkdPRCQ4FnoiIsGx0BMRCY6FnohIcCz0pJijrnTvqHGcgTvl2hHOg22x0BMRCY6HV5LVHLVUXOQl6ddzp1w7wnmwD3b0RESCY0dPVnPUUnGRl6Rfz51y7QjnwT7Y0RMRCY4dPSnmqG7Lnbo6d8q1I5wH22JHT0QkOBZ6IiLBsdATEQmOhZ6ISHD8MpZIAUcc/mfJGC23iYmJgclkQmlpqeLncyWi5WNP7OiJiATHjp7ICo5Yom/JGNdv4+Pjg/r6egBATExMq+1FO61AYmIifHx8hMnHEdjRExEJjh09kRUcsUTfkjHa2iYqKgomkwl6vR5ardahMTtSXl4eYmNjb/jLhdrHjp6ISHDs6IkUcEQXackYLbfR6/UoLi7u1PO5EtHysSd29EREgmOhJyISHAs9EZHgWOiJiASn6pexFRUVyMzMRHBwMAwGA1JSUhAREXHDdvn5+di5cyeCgoKg0WiwaNEieHp6qhCxOKxZOm/r8YjIsVTt6NPT0xEfH4+MjAy88MILSE1NvWEbg8GAJUuWYPny5Vi8eDE8PDywadMmFaIlInJNqnX01dXVKCwsRHZ2NgAgNjYWBoMBJ06cwKBBg+Tt8vPzceedd8Lf3x8AMGbMGKxcuRLTp09XNK7ZbIbZbLZq+5b/urrmRSZtLZ2Pjo6GRqOBXq+323jNnb0tx7CEaK9jW5ijGKzJ0dJ5UK3QV1RUwNfXVy7gABAcHIyysrJWhb68vBzBwcHy7e7du6OsrEzxuEo/nigpKVE8pjMxmUytbjc1Ncn/by74HR2L3dnxmm/bcgxriPI6doQ5isGWObrdgqmIiAj4+flZvL3ZbEZJSQmio6NbLSt3Vc2/6Jo7bb1ej+joaNTX1+PEiRM2z7Gt8dQg2uvYFuYoBmtyrKurs6h5Va3Qh4eHw2g0ora2Vu7qq6qqoNPpWm2n0+lw+PBh+XZb21hDq9Uq2kGUPs7ZabVaaDQa+f/2zlHtORT1dWyJOYrBkhwtnQPVvowNDAzEyJEjUVBQAODan/IhISGIjIxEUVERzpw5AwCIi4vDoUOHUFtbCwD45ptvkJCQoFLU4jh27Jh8BIxer0deXp7DxiMix1L1o5v09HRkZmZi//79qKysRFZWFgAgJycHw4YNQ3JyMkJDQzFv3jykpKQgKCgIADB16lQ1wyYicimqFnqdTof169ffcP+GDRta3Z44cSImTpzoqLCIiITClbFERIJjoSciEhwLPRGR4FjoiYgE5zYLpppXgBqNRqse17zEuK6uTtjjdpmjGJijGKzJsbmetVzh3haNJEmSbcJzblVVVfKx+UREIunTpw+6d+/e7s/dptBfvXoVly5dgre3Nzw8+IkVEbm+pqYm1NfXo1u3bujSpf0PaNym0BMRuSu2tkREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwbHQExEJjoWeiEhwLPRERIJzm5OaKVFRUYHMzEwEBwfDYDAgJSUFERERaoelWHV1NZYtWwY/Pz9oNBqUlZVh/vz5uO2223D58mUsWrQIXbt2xblz55CcnIy7775b7ZA7ZePGjVi2bBlOnjwJAELlaDKZsGbNGpjNZtTV1aG8vBwbN24UKseCggLk5uaiX79+OHv2LBISEjB+/HiXzrGxsRH/+Mc/sG7dOuTl5cn1pKOcGhoa8MYbbwAALly4gIcffhgTJkywbmCJ2jVz5kxp165dkiRJ0uHDh6WJEyeqHFHnHD9+XFq0aJF8+4MPPpCmTp0qSZIkpaenS++8844kSZJUWVkpjRgxQjKZTGqEaRMnT56UZs6cKUVERMj3iZTj4sWLpaNHj8q3f/jhB0mSxMrxnnvukb777jtJkiTp7NmzUlRUlGQ0Gl06xw8//FA6dOiQFBERIZ08eVK+v6Oc3n33XSktLU2SJEmqqamR7r33XuncuXNWjcuPbtpRXV2NwsJCjB49GgAQGxsLg8GAEydOqByZcoMGDcKiRYvk271794bBYAAA7NixA/fddx8AIDQ0FD169MC+ffvUCLPTGhsbsXLlSsydO7fV/aLkaDKZsHfvXhw/fhwrVqzAG2+8IZ+5UJQcgWvxV1VVAQB+/fVXaLVaNDU1uXSOU6ZMweDBg2+4v6OcPvvsM/ln/v7+GDx4MHbt2mXVuPzoph0VFRXw9fWFv7+/fF9wcDDKysowaNAgFSPrHI1GI/9/z549eOqpp3Dx4kXU1NQgODhY/llzrq5o7dq1SEpKQteuXeX7RMqxvLwcZ8+ehUajQUpKCo4cOYKkpCRs3rxZmBwBIDs7G3PnzsV3330HvV6PVatWoaGhQagcgZvvm+Xl5a1+1r17d6vzZUfvpvbu3QuTyYSnn35a7VBs6tChQzAajbjnnnvUDsVuamtrAQDjx48HAPzud7+Dl5cXfvjhBzXDsimTyYTk5GQsWLAAS5YswZo1a7BmzRrU1dWpHZpLYqFvR3h4OIxGo/ymAq5dvESn06kYlW3s3bsXX3/9Nd58801oNBoEBATA398f58+fl7c5f/68S+b69ddf4/Lly0hLS0N2djYAIC0tDd9//70wOYaGhgJAq+sqeHp6wsvLS5gcS0tLceHCBQwZMgQA0LdvX5hMJhw9elSYHJvd7P2n0+la/ayqqgq9evWyagwW+nYEBgZi5MiRKCgoAAAUFxcjJCQEkZGRKkfWOZ9//jm+/fZbZGRkQKvVIjMzEwDw8MMPY+/evQAAg8GAc+fOYdSoUSpGqsyf//xnLF26FBkZGZgzZw4AICMjAw8++KAwOYaGhuKuu+7Cv//9bwDXcrlw4QIGDx4sTI69evXC1atXUV5eDgCoqalBZWUlwsLChMmxpY5yavmz2tpaHD58GHFxcVY9Py880oHy8nJkZmYiJCQElZWVmDt3LgYOHKh2WIr95z//waRJkxAYGCjfd+XKFej1ely6dAlpaWm49dZbYTAYMGPGDJf++OP777/Hp59+iu3bt2PKlCmYPHkyevToIUyO5eXlyMrKQmhoKMrLyzF58mSMGDFCqNdx9+7d2LJlC/r27YszZ85g+PDhmD59ukvnePDgQeTn52PTpk2Ij4/H2LFjMWHChA5zamhowKJFi6DRaHDhwgVMnDgRDz30kFXjstATEQmOH90QEQmOhZ6ISHAs9EREgmOhJyISHAs9EZHgWOiJiATHc92QQ40fPx4hISEArh0LfvnyZfncQeXl5XjzzTeh1WqxYsUKfPzxx2qGKpT8/HysXr0aISEhyM3NVTsccjAWenKoloVmzZo1OHDgQKvbAHDXXXfh7bffVi3GZklJSXj00UcxadIktUPptLi4OJhMJmzbtk3tUEgFLPTkUNefOril+Ph4BAQEQKPRoFu3bg6Mikhs/IyeHKqtc3E369u3LxoaGpCYmIgBAwYAAE6fPi3f/uyzzzB9+nRMmDABxcXFyM3NRVJSEh555BH8/PPP8vNcvHgRKSkpeOqpp/Dkk08iJyen3THPnDmDadOmISkpCVOmTMFbb70FAFi6dClOnDiBDRs2ICkpCZ9++ikA4OTJk5g2bRqmTp2KyZMn47vvvgMAHDhwAI888gjuv/9+rFy5EklJSXjooYewefPmNsdtmdf27dvxzDPPYNy4cdizZw8A4OjRo/LzNW9//W1r5wUAJEnCW2+9hSlTpmDixInyuZyAa2eMzMjIwJNPPonJkydj+fLluHr1KgDg2WefRXR0NHJycvDiiy9i9OjRWLx4cbvzSk6m89dMIVJm9erV8hWuWvrll19aXRmq+Xbz1b7ee+89acyYMdKBAwckSZKkN954o9WVs2bOnCmlp6dLkiRJRqNRio+Pl7744os2Y3j55ZflK/s0NjZKjz76qPyzqVOnSlu3bpVvX7lyRRo+fLiUn58vSZIknTlzRrrzzjulyspKSZIkaf/+/dKAAQOk3bt3yz+/4447Wl0Jqq08t23bJkmSJO3cuVMaP368/PP9+/dLY8aMafe2tfOydetW6Y477pD0er0kSZJ04MABKTo6Wo4/PT1deu655ySz2SxdvXpVeuaZZ6SNGzfKjx8zZoyUkpIiNTU1ST///LP0/vvvt5kXOR929OQyms/mN2DAANTU1GDo0KEAgIEDB8qd67lz51BQUIDJkycDAHx8fDB27Nh2P5vu1q0b9u3bhx9//BFdunTBpk2b2h1/7969uHr1qny9zttuuw0DBw5sdbUfPz8/jBs3Tv75kCFD8M9//rPDvB544AEA164A9ssvv9x0Hq5nybw069OnD6KjowEAQ4cORc+ePfHVV1+hqakJW7duxRNPPAEPDw9otVpMmDDhhnkbP348NBoNevfujWnTplkdK6mDn9GTy2i+YpRWq2119aguXbqgsbERAFBZWQkAWLRoEbp0ubZ719TUICgoqM3nXLBgAd5//33Mnj0b3t7eeP7559u98PL//vc/NDQ0ICkpSb6vurq61TULAgICWj0mKChIvlxje2655RYAgLe3t5yHNSyZl5vFV11djfr6eqxZswbvvfceAMBoNEK67pyHzbGSa2GhJ6H07NkTALBs2TL07t0bAGA2m3HlypU2t7906RJmzZqFWbNmYd++fXjhhRcQFRWF3/zmNzdsGxYWhoCAgFaHJ5pMJpjNZvn2xYsXWz2mqqpK8aUnPT090dDQIN9uLwdrtBVfaGgoAgMD4e3tjVdffRW///3v5Z9fuHCh02OS+vjRDQmlR48eGD16tPzlKQDk5uZi48aNbW4/f/58nDt3DsC1L4q9vLzkLtbf3x9GoxEXLlxASkoK7rvvPjQ2NqKoqAgA0NTUhNTUVBw6dEh+vvr6enz55ZcAgP/+97/44YcfEB8fryiXXr16obq6Wo6v+Yvazjh16hRKSkoAXDtnv8FgwLhx4+Dh4YHHHnsM27dvl/P/6quv5AvTkGvj+ehJFevXr8fmzZtx+fJlxMbG4u9//zuAa1fXmT17No4cOYK7774bS5cuxZw5c3DkyBGMHDkSCxYswJw5c3D69GnEx8fj0UcfRVpaGs6fP49HHnkEf/nLX3Dx4kVkZmairKwMnp6euO2225CWlgYvL68b4ti+fTs++eQTeHl5oaamBo899himTJkC4NplCbOysuDv74/k5GTExcXh5MmTePPNN3H16lWYzWY8+OCDmD59OoBrhXP+/Pl48skn8e233+L8+fOYMWMGHn/88RvGbZnniBEjsGrVKiQnJ8t5N//VsHr1auzatQv9+vXDkCFDkJ2djeHDhyMjI0N+vCXzctddd2H16tUIDAxE//798dNPP+HKlSvyLzDg2l8nWVlZOHr0KLy9vREQEICMjAwEBATgT3/6E7755hvcfvvteOKJJ/DUU0/ZYa8ge2GhJ7KR5kJvi86byJb40Q0RkeBY6Ils4MCBA1iyZAl+/fVXPPfcc2qHQ9QKP7ohIhIcO3oiIsGx0BMRCY6FnohIcCz0RESCY6EnIhIcCz0RkeBY6ImIBMdCT0QkOBZ6IiLB/R/TmSyTeXlvOwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def make_l_factor(data: Sequence[SolverSelectionData], converged=True):\n", + " l_factors = np.array(\n", + " [\n", + " x.config[\"gmres\"][\"preconditioner\"][\"splitting_fixed_stress\"][\"l_factor\"]\n", + " for x in data\n", + " ]\n", + " )\n", + " if converged:\n", + " return l_factors[make_converged_indices(data)]\n", + " return l_factors\n", + "\n", + "\n", + "for name, values in data.items():\n", + " for i, value in enumerate(values):\n", + " print(name, i)\n", + " plt.figure(figsize=(4, 3))\n", + " l_factors = make_l_factor(value, converged=CONVERGED)\n", + " plt.scatter(\n", + " np.arange(l_factors.size), l_factors, label=name, color=\"black\", marker=\"+\"\n", + " )\n", + "\n", + " plt.ylabel(\"$L$ scaled\")\n", + " plt.xlabel(\"Time step number\")\n", + " plt.show()\n", + " if save_media_path is not None:\n", + " plt.savefig(\n", + " save_media_path / f\"poro_lfactor_dt_{name}_{i}.pdf\", bbox_inches=\"tight\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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AwDM0yaK7SFAAAJ4JGrgXDxWUxECCAgDwjIV78fh8HX+ooNhGggIA8IyFVTxSR4JEBcU2EhQAgGcsrOKROhIkVvHYRoICAPCMlQpKio99UKwjQQEAeMZKBcXvp4JiHQkKAMAzoQqKrxdX8UhnKyj0oJhGggIA8EzQ7bi809sJij+FVTzWkaAAADzjOL27B0pICqt4zCNBAQB4Juj27i6yIVRQ7CNBAQB4xglSQUH3kKAAADwTDPb+Ch6JCkoiMDBNAAB9RahJtrel+FhmbJ2BaQIA6CtokkV3kaAAADxDkyy6iwQFAOCZIE2y6CYSFACAZxyaZNFNBqYJAKCvCAaNNMlyN2PzUiN9w/bt2/XMM8/ommuu0cGDBzVlyhRNnDixy3FFRUUaOHBg+PHKlSt18803S5J2796tp556SsOGDVNTU5MefvhhXXbZZT34GACARGCpgsIlHtsiTlAWLlyolStXqri4WIcOHVJJSYnGjx+v/v37dzqupKREy5cv7/L+lpYWzZs3T88++6wCgYDWrVun1atXa9GiRdF/CgBAQgi6UqqBJtkUH5d4rIs4jw0EAqqvr5ckHTt2TH6/X8Hz/Cv/7ne/0/Lly1VeXq4f/vCHct2OWtqOHTsUCAQUCAQkSePHj9fzzz/fg48AAEgUZjZq83OJx7qIKyirVq3S3LlztWvXLu3bt09r1qxRRkZGl+OmTp2qsrIyBYNBzZ49W42NjZo5c6Zqa2s1dOjQ8HHZ2dk6efKkGhoaNHjw4IjG4jiOHMeJ9CNc8pzn/hfxQ6y9Q6y9Q6wvrt3xySfJcXqeHfQs1j61t/vkcJ2nW2I1ryN5f0QJSktLi6ZPn67HHntMo0ePVnV1tebPn6+bbrpJmZmZnY4tKyuTJKWkpGjKlClau3atZs6cGcmPu6SqqqqYnu9clZWVcTs3OiPW3iHW3iHW53f8+NU6k9muvXtrY3bOaGJ9rC5HH300QHv3/jFm4+gLvJzXESUoVVVVOnHihEaPHi1JGjFihFpaWrRz507ddttt4ePq6+uVnp4ebpJNS0tTa2urJCk3N1fHjh0LH3v8+HENHDgw4uqJJOXn55+3etMTjuOosrJShYWF8lvYTSiJEWvvEGvvEOuLG/yST4EsaeTIoZc++BJ6EusrKn063OTTyJEjezyOviBW87q5ubnbxYWIEpThw4ervb1dtbW1ys3NVVNTk44cOaKcnBy9/vrrysnJUV5enrZv367Tp0+Hqyi7d+9WcXGxJOmWW27R0qVLVVdXp0AgoG3btunOO++M8CN28Pv9cfsFEM9zozNi7R1i7R1ifX6upLTU2O4mG02s01Il1xX/RhHq6byO5L0RJShZWVlasWKFli5dqhEjRujAgQOaM2eOCgsLNXPmTI0ZM0bTp09XQUGBHn/8cVVXV6utrU1tbW168MEHJUn9+/fXihUr9NBDDykQCOjkyZMqLy+P7BMCABKSpXvxuG7HH5+B8aCriJtkJ0yYoAkTJnR5ft26deG/FxQU6IknnrjgOcaOHauxY8dG+qMBAAnO0t2MpY6EKTXib0J4wcA0AQD0FWaWGZ8dA0uN7TIwTQAAfYVj6GaBEpu1WUaCAgDwjLlLPCQoZhmYJgCAvsJxjFziObuYhEs8dhmYJgCAvuDsHU9MVFBCK3e4xGOXgWkCAOgLQrucW+hBCVVxuMRjFwkKAMATocspFi7x0CRrn4FpAgDoC0LVCguXeGiStc/ANAEA9AWhaoWFCgpNsvYZmCYAgL7AZAXF6d1x4MIMTBMAQF8QNJSgsJOsfQamCQCgLwhXUAys4klhFY95JCgAAE+EV/H4e3cc0jkVFBIUs0hQAACesLQPChUU+0hQAACesLQPChUU+wxMEwBAX2BqFQ8VFPMMTBMAQF9gah8UKijmGZgmAIC+IGjoZoGhPhiWGdtlYJoAAPoCmmQRCRIUAIAnWGaMSJCgAAA8QQUFkSBBAQB4gmXGiISBaQIA6AtMLTMO3SyQBMUsA9MEANAXmFpmfLYPhlU8dhmYJgCAvsBkBcXp3XHgwgxMEwBAX2CqghLqQaGCYpaBaQIA6AvCG7UZWsVDk6xdJCgAAE+ELvFY2geFJlm7SFAAAJ4IVStMVVC4xGMWCQoAwBMW78VDk6xdBqYJAKAvCCUDNMmiOwxMEwBAX0CTLCJBggIA8ISpfVBokjUvNdI3bN++Xc8884yuueYaHTx4UFOmTNHEiRM7HfP6669r06ZNys3NVV1dnT796U9r/vz5Sjk7IyZMmKCmpqbw8d/5znc0ZcqUnn0SAIBpJvdBIUExK+IEZeHChVq5cqWKi4t16NAhlZSUaPz48erfv3/4mF/96lf6u7/7OxUVFUmSpk6dqueff15Tp06VJN14441avnx5jD4CACARWGySpQfFrogTlEAgoPr6eknSsWPH5Pf7FfxECrpw4cJwtUSShg8frrq6uvDjuro6LV++XI7jaOjQoZo2bZrS09Oj/QwAgAQQapK10IMS2ouFSzx2RZygrFq1SnPnztWuXbu0b98+rVmzRhkZGZ2OOTc5OXXqlPbv36/7778//Nztt9+uv/zLv1RaWpqWLVumZcuWqby8POLBO44jJ8ZrxELni/V50RWx9g6x9g6xvrB2R3LdFEnBmCzv7Ums3WDHWNrbXTkOZZRLidW8juT9Ptd1u/0v09LSokmTJumxxx7T6NGjVV1drfnz52vDhg3KzMzscrzrurr//vs1ceJE3Xrrrec95/79+/U3f/M3evvtt7s96ObmZr333nvdPh4A0Pte3fcpbfnfIfrHO2p09bDWXh3L8cZUPfqjq/WVoo81+Yv1vTqWvqigoKBLceOTIqqgVFVV6cSJExo9erQkacSIEWppadHOnTt12223dTrWcRyVl5frtttu65ScnDx5Uq2trcrOzpYkpaWlqa2tTcFgsFPlpTvy8/Mv+QEj5TiOKisrVVhYKL+F/ZiTGLH2DrH2DrG+sD80SIP+L0U33DBQn83t+fl6EuujH0mDfp6i4VcO0siRV/Z8MEkuVvO6ublZVVVV3To2ogRl+PDham9vV21trXJzc9XU1KQjR44oJydHr7/+unJycpSXl6czZ85o8eLFuuOOO1RcXCxJWrZsmRYtWqR3331X27dv1z/90z9Jknbv3q0xY8ZEnJxIkt/vj9svgHieG50Ra+8Qa+8Q665cST6flJbqj+n9eKKJdVpqx1iCrs/EvYESRU/ndSTvjShBycrK0ooVK7R06VKNGDFCBw4c0Jw5c1RYWKiZM2dqzJgxmj59uh5//HG9+OKL2rFjR/i948aNk9SR5FRXV2vJkiVKTU3VsWPH9Mgjj0QyDABAAjK1zPjs9ySreOyKuEl2woQJmjBhQpfn161bF/77ggULtGDBgvO+Pzc3V//5n/8Z6Y8FACQ4Uxu1hZYZ08tsloFpAgDoC0xVULgXj3kGpgkAoC8IV1AM7IPCVvf2kaAAADwRqlZYaEplq3v7SFAAAJ6wtJMsFRT7SFAAAJ4IV1AMfPNQQbHPwDQBAPQFQUOreHxnqzhUUOwyME0AAH2BpVU8Pl9HosQqHrsMTBMAQF9gaR8UqaMXhns62mVkmgAAkp2lCorUsZqICopdRqYJACDZhZIBC6t4pI5x0CRrFwkKAMAT5i7xpNAka5mRaQIASHahaoXPSAXFT5OsaSQoAABPOMGOqoWVBIUmWdtIUAAAnggG7TTISjTJWmdoqgAAklnQtdN/ItEka52hqQIASGaOtQoKTbKmGZoqAIBkFgzaWWIsnd1JlgTFLBIUAIAngm5H34cVVFBsI0EBAHjCcQxWUGiSNYsEBQDgiaBrrweFSzx2GZoqAIBkFtoHxQp2krXN0FQBACQzc/ugUEExzdBUAQAkM3MVFB8VFMsMTRUAQDKztsyYnWRtI0EBAHjCWpMsO8naZmiqAACSmeMYu8RDk6xphqYKACCZWaug0CRrm6GpAgBIZjTJIhKGpgoAIJlZa5JlJ1nbSFAAAJ5wggbvxeP09ihwISQoAABPWKygSJJLFcUkEhQAgCcs9qBIVFGsMjRVAADJzOIqHok+FKtSI33D9u3b9cwzz+iaa67RwYMHNWXKFE2cOLHLcRUVFdqyZYuysrLk8/m0ZMkSpaWlSZJ2796tp556SsOGDVNTU5MefvhhXXbZZT3/NAAAsxzH5iUeVvLYFHGCsnDhQq1cuVLFxcU6dOiQSkpKNH78ePXv3z98TF1dnR599FFt3bpVmZmZWrx4sTZu3Khp06appaVF8+bN07PPPqtAIKB169Zp9erVWrRoUUw/GADAlqBrr0lWYi8UqyIutgUCAdXX10uSjh07Jr/fr+An/nUrKio0atQoZWZmSpJuvfVWPffcc5KkHTt2KBAIKBAISJLGjx+v559/viefAQBgnOvabZKlgmJTxBWUVatWae7cudq1a5f27dunNWvWKCMjo9MxtbW1ys7ODj8eMmSIampqwq8NHTo0/Fp2drZOnjyphoYGDR48OKKxOI4jJ8bdTaHzxfq86IpYe4dYe4dYn18wKLluinw+V44Tm6aPnsbaJ59c16cz7UEaZS8hVvM6kvdHlKC0tLRo+vTpeuyxxzR69GhVV1dr/vz5uummm8LVEi9VVVXF7dyVlZVxOzc6I9beIdbeIdadtTtSY+M1OnK4SXv31sX03NHGurY2W42Ng7X3twf0qUwylO7wcl5HlKBUVVXpxIkTGj16tCRpxIgRamlp0c6dO3XbbbeFj8vNzdWePXvCj+vr65Wbmxt+7dixY+HXjh8/roEDB0ZcPZGk/Pz8LtWbnnIcR5WVlSosLJTf0sXSJESsvUOsvUOsz6+1TRo0KEVXDh+kkSNzYnLOnsZ6z4c+/fYDn264oVBDPxWTISWtWM3r5ubmbhcXIkpQhg8frvb2dtXW1io3N1dNTU06cuSIcnJy9PrrrysnJ0d5eXkqKSnR+vXrderUKWVmZurVV1/VlClTJEm33HKLli5dqrq6OgUCAW3btk133nlnxB9Skvx+f9x+AcTz3OiMWHuHWHuHWH+CT/L5pNRUX8wbZaONtd/fMSbJb6p517KezutI3htRgpKVlaUVK1Zo6dKlGjFihA4cOKA5c+aosLBQM2fO1JgxYzR9+nQFAgEtWLBA8+bNU1ZWliTp7rvvliT1799fK1as0EMPPaRAIKCTJ0+qvLw8kmEAABJMaC0F+6CguyJukp0wYYImTJjQ5fl169Z1elxaWqrS0tLznmPs2LEaO3ZspD8aAJCgQkmAxVU8LDO2yVAuCwBIVqGlvD5D3zrhre5JUEwyNFUAAMnK5CWes+0QXOKxydBUAQAkq1CVgpsForsMTRUAQLKigoJIGZoqAIBkFa6gWGqSpYJiGgkKACDuQlUKS/uNsMzYNhIUAEDchaoUpioo3CzQNBIUAEDchSsohr51/OyDYpqhqQIASFYmV/FQQTHN0FQBACQrk6t4qKCYZmiqAACSVdBiBeVsPwxNsjYZmioAgGRlcZlxaEURl3hsIkEBAMSdxWXG4QoKCYpJJCgAgLgLGqygpLAPimkkKACAuHMMN8myk6xNhqYKACBZ0SSLSBmaKgCAZBVKAkxe4qEHxSQSFABA3IUv8RhqkvWzUZtpJCgAgLijSRaRIkEBAMSdya3uzyZLNMnaZGiqAACSlemt7qmgmGRoqgAAkpXFnWS5WaBtJCgAgLizuJMsNwu0jQQFABB3oT4PKijoLhIUAEDchSsohr51qKDYZmiqAACSlclVPFRQTDM0VQAAycr0Kh4SFJMMTRUAQLIyWUEJ7YNCgmKSoakCAEhWJisoZ1cUsQ+KTYamCgAgWZmuoLCTrEmGpgoAIFmZrKCwk6xphqYKACBZWd5JliZZm0hQAABxx06yiFRqJAfX1NSotLRUGRkZ4ecaGhr0wgsvKC8vL/zc/fffr9deey38+MyZMxo3bpxWrlx53nP84Ac/0NVXX92DjwEAsCxouYLCJR6TIkpQ/H6/7r33Xs2YMUOS1NjYqNmzZ3dKTiQpMzNTO3fuDD9etWqVRo0aFX58zz33aM6cOT0YNgAgkdAki0hFlKDk5OSEkxNJ2rx5s6ZOndrluIceeij897a2Nr3xxhu67777ws+99dZbWr58uVpbW3XTTTeppKQkiqEDABIFTbKIVEQJyrmCwaC2bt2qDRs2XPS4iooKTZw4UT5fR6o6cOBA3XXXXZo8ebJaW1tVVlYm13U1adKkiMfgOI6cGKe+ofPF+rzoilh7h1h7h1ifX3u7T67rk+sGY1ax6GmsXVdy3RSdaXflOGQpFxOreR3J+6NOUHbs2KGbb75Z6enpFz1u8+bN+o//+I/w48GDB2vy5MmSpH79+mnSpEnasmVLVAlKVVVVxO/prsrKyridG50Ra+8Qa+8Q684OfTBUjY2DtP+damX2j21XarSxdl2psfEa1dae0t69R2I6pmTl5byOOkHZtGmTysvLL3rM3r179ZnPfEYDBw4MP/fhhx9qyJAh6tevnyQpLS1Nra2tUY0hPz+/U7NtLDiOo8rKShUWFspvqd08CRFr7xBr7xDr8/v1H30a9KFPIz9fpMwBsTlnLGL9qU+laFhgkEaO/HRsBpWkYjWvm5ubu11ciCpBqa6u1oABAxQIBMLPvfzyyyoqKtKwYcPCz33/+9/X3//933d67+bNm1VUVKQvf/nLkqTdu3eruLg4mmHI7/fH7RdAPM+Nzoi1d4i1d4h1Vz6flJ7mj/lS457EOtUvST5Ty58t6+m8juS9USUoGzduVFlZWafn1qxZo1mzZoUbXo8fP66PP/5Yn/vc5zodN3r0aD355JPauXOnGhoalJOTo2nTpkUzDABAgggaXMUjdYyHJlmbokpQFi1a1OW5LVu2dHqcnZ2tJ598sstxxcXFUVdMAACJyeJOslLHSh7uZmyTsVwWAJCMLO4kK3UkTOwkaxMJCgAg7oLBjh4Un7UKip9LPFaRoAAA4s4J2us/kToqKGxZY5PB6QIASDbBoK1dZEP8NMmaZXC6AACSjRO01yArdVR1aJK1iQQFABB3Qddeg6x0toJCgmISCQoAIO4chwoKIkOCAgCIu6Brt0mWCopNBqcLACDZ0CSLSBmcLgCAZGO6SZZlxiaRoAAA4s7qJR4qKHYZnC4AgGTjODYv8dAka5fB6QIASDZWKyg0ydplcLoAAJKN1WXGfj8VFKtIUAAAcRd0jV7ioYJilsHpAgBINmZvFkgPilkGpwsAINmwDwoiZXC6AACSjdkKio99UKwyOF0AAMnGbAXFTwXFKoPTBQCQbCxXUIJBySVJMcfgdAEAJBurq3hCYyJBscfgdAEAJBur+6CEqjqs5LGHBAUAEHdBt6Pfw5pQBYW9UOwhQQEAxF3Q8N2MJRplLSJBAQDEneUmWYmlxhYZnC4AgGTiuh1/LDfJUkGxx+B0AQAkk1B/h8VLPD6aZM0iQQEAxFWoOkGTLCJBggIAiKtQf4fFCgrLjO0iQQEAxFW4gmLwG4cKil0GpwsAIJmEqhOmV/GQoJhjcLoAAJJJ0HCCEuqLYRWPPQanCwAgmSREBYV9UMxJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5V30uB/84Ae6+uqrJUkVFRXasmWLsrKy5PP5tGTJEqWlpfXwowAALApVUEz3oFBBMSeiBMXv9+vee+/VjBkzJEmNjY2aPXt2p+Qk5J577tGcOXO6PF9XV6dHH31UW7duVWZmphYvXqyNGzdq2rRpUX0AAIBtoS9/VvEgEhHlszk5OeHkRJI2b96sqVOnnvfYt956S8uXL9d3v/tdVVRUhJ+vqKjQqFGjlJmZKUm69dZb9dxzz0UzdgBAAgh9+bMPCiIRUQXlXMFgUFu3btWGDRu6vDZw4EDdddddmjx5slpbW1VWVibXdTVp0iTV1tYqOzs7fOyQIUNUU1MT1Rgcx5ET4wuHofPF+rzoilh7h1h7h1h3deaM5LopkuvKcWJ3LSVWsXbdFJ1pD9KHchGxinUk7486QdmxY4duvvlmpaend3lt8ODBmjx5siSpX79+mjRpkrZs2aJJkyZF++POq6qqKqbnO1dlZWXczo3OiLV3iLV3iPWf1H2UpsbGq1TzwUfau/dEzM/fk1gfPDBYjY3ZevfdWrV+1BLDUSUnL+d11AnKpk2bVF5eft7XPvzwQw0ZMkT9+vWTJKWlpam1tVWSlJubqz179oSPra+vV25ublRjyM/P79SIGwuO46iyslKFhYXyW6xHJhFi7R1i7R1i3dWBI9KgQSkaMWKQRo68KmbnjUWsD7dIg/an6HP5A1V0TcyGlnRiNa+bm5u7XVyIKkGprq7WgAEDFAgEws+9/PLLKioq0rBhw7R582YVFRXpy1/+siRp9+7dKi4uliSVlJRo/fr1OnXqlDIzM/Xqq69qypQp0QxDfr8/br8A4nludEasvUOsvUOs/8Tn6/iT6vfFpQ+lJ7FOTQ2Nz2+yR8aans7rSN4bVYKyceNGlZWVdXpuzZo1mjVrlkpKSjR69Gg9+eST2rlzpxoaGpSTkxNepRMIBLRgwQLNmzdPWVlZkqS77747mmEAABKA5X1Q/KziMSuqBGXRokVdntuyZUv478XFxeGKyfmUlpaqtLQ0mh8NAEgwlvdBSWEVj1kGpwsAIJlY3uo+tDcLG7XZY3C6AACSSfgSj8GN2kItEVzisYcEBQAQV6HqhMUm1HAFhQTFHBIUAEBchfbmslhBYat7u0hQAABxFa6gGPzGYat7uwxOFwBAMrG8zDhU1aGCYo/B6QIASCaWlxmH+mJYxWOPwekCAEgmCVFB4UaB5hicLgCAZGK6ghLqQaGCYo7B6QIASCaW90FhFY9dJCgAgLiyvA8Kq3jsIkEBAMQV+6AgGiQoAIC4Yh8URMPgdAEAJBPTq3iooJhlcLoAAJJJQqziIUExx+B0AQAkk9AlHpMVlNDNAllmbI7B6QIASCY0ySIaJCgAgLhimTGiQYICAIgrKiiIBgkKACCuWGaMaBicLgCAZGJ6mXHoZoEkKOYYnC4AgGRiepnx2b4Yl1U85hicLgCAZJIIy4xDfTKww+B0AQAkk9CXv8kKSqgHhQqKOQanCwAgmYQrKIZX8dAkaw8JCgAgroI0ySIKBqcLACCZOAnQJMslHnsMThcAQDJxDTfJ+nwdf7jEY4/B6QIASCaWd5KVOhInLvHYQ4ICAIgryzvJSh3jooJij9HpAgBIFpZ3kpU6KjtUUOwxOl0AAMnC8k6yUkejLE2y9hidLgCAZGF5J1mpo4LCJR57UiM5uKamRqWlpcrIyAg/19DQoBdeeEF5eXnh5yoqKvSLX/xCOTk5+uCDDzRq1Cjdc8894deLioo0cODA8OOVK1fq5ptv7sHHAABY5Th/Wi1jEU2yNkWUoPj9ft17772aMWOGJKmxsVGzZ8/ulJxI0ksvvaSHHnpIw4YNU1tbm77yla/ohhtu0JgxYyRJJSUlWr58eWw+AQDAtKBr9/KORJOsVRElKDk5OeHkRJI2b96sqVOndjluzZo1Sjlby0tPT1cgEFBdXV349d/97ndavny52tralJ+fr6997WvyWU2tAQA94gTtXt6RaJK1KqIE5VzBYFBbt27Vhg0buryWcs5MPHz4sD7++GN99atfDT83depUlZWVKRgMavbs2WpsbNTMmTMjHoPjOHJifAvK0PlifV50Ray9Q6y9Q6y7and88sknJ8ZZQKxi7fP55DiS49ApeyGxinUk7/e5rhvVv8i2bdu0d+9e3XfffRc8pq2tTf/wD/+ge++9V0VFRec95he/+IXWrl2rLVu2dPtnNzc367333ot0yACAXvCfFVeo5ng/PfI31b09lPN69EdXKT3V1fypH/T2UPqMgoKCTv2s5xN1BWXTpk0qLy+/4OunT5/Wgw8+qFmzZnVKTurr65Wenh5ukk1LS1Nra2tUY8jPz7/kB4yU4ziqrKxUYWGh/KGbNCAuiLV3iLV3iHVXQ9/yqTkojRw5MqbnjVWsh77qU2qKNHLkkBiOLrnEKtbNzc2qqqrq1rFRJSjV1dUaMGCAAoFA+LmXX35ZRUVFGjZsmJqamvTAAw/o3nvv1XXXXafDhw+roqJC06dP1/bt23X69GmVlZVJknbv3q3i4uJohiG/3x+3XwDxPDc6I9beIdbeIdZ/4rode43EKxw9jbU/5WwjL/9cl9TjWEfw3qgSlI0bN4YTjJA1a9Zo1qxZKikp0QMPPKDXXntNb7/9tqSOzCt0fEFBgR5//HFVV1erra1NbW1tevDBB6MZBgAgASTCKp629t4eBT4pqgRl0aJFXZ47t4fkX//1Xy/43oKCAj3xxBPR/FgAQAJyHLs3CpTYB8UqwzktACAZWL98wj4oNpGgAADiigoKokGCAgCIq0ToQaGCYo/hKQMASAbmd5KlgmKS4SkDAEgGwWACVFDYRNYcw1MGAJAMgq7xCoqPSzwWGZ4yAIBk4DjGKyh+LvFYZHjKAACSARUURMPwlAEAJAMnyDJjRI4EBQAQV4nQJOu6HX9gh+EpAwBIBolwiUfiMo81hqcMACAZJEKTrMRSY2sMTxkAQDJIlAqK4/TuONCZ4SkDAEgGidCDIlFBscbwlAEAJINEWMUjsZLHGhIUAEDchFbHhPo8LAolKDTJ2kKCAgCIm1BfBxUURIoEBQAQN6G+joToQSFBMcXwlAEAJLrQl34irOKhSdYWw1MGAJDoQpdNLF/iCfXHcInHFhIUAEDchC/xWG6SZSdZk0hQAABxE/rS9xmuoKSwD4pJJCgAgLgJXTZJhCZZdpK1xfCUAQAkOppkES3DUwYAkOhCX/qWm2TZB8UmEhQAQNyEL/EYbpJlHxSbSFAAAHETTIBlxmx1bxMJCgAgbpwE6kHhEo8thqcMACDRBRNhFc/Zy080ydpieMoAABJdIuwkG66gsMzYFBIUAEDcJMJOsn42ajOJBAUAEDehqoTpCgrLjE0iQQEAxE1CVVBIUExJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5XU69umnn9ZvfvMbpaen64orrtDcuXPDr1VUVGjLli3KysqSz+fTkiVLlJaW1rNPAgAwhwoKohVRBcXv9+vee+/Vzp07tXPnTr300ksaNWpUl+Rk3759+slPfqJVq1ZpxYoV2r9/v375y19Kkurq6vToo49qxYoVeuSRR5SSkqKNGzfG7AMBAOwIV1AM1+upoNgUUQUlJydHM2bMCD/evHmzpk6d2uW4n/3sZxo3bpz8Z2t6t956q5577jn9xV/8hSoqKjRq1ChlZmaGX1u9erWmTZvWg48ROy1tUt1HafrgqO2SZDJwHGLtFWLtHWLdWd1HHf9NhH1Qjn4sfXC0V4dihk9SzpDencMRJSjnCgaD2rp1qzZs2NDltZqaGt10003hx0OGDFFNTY0kqba2VtnZ2ed9LVKO48iJ8bqwJf8jvfnOVRr0S58kWrrjy6fGRmLtDWLtHWJ9PqkpwZgv4w39/u/p90CqX3LdFD1dIT1dEYuRJYfJY1393eSOORyrWEfy/qgTlB07dujmm29Wenp6tKfosaqqqpif8wtXDtDlaQMkfRTzc+NCiLV3iLV3iHVIWmpQ/c80aO/e+CRslZWVPXq/0+7T+IJBammj5PUnrnIzTmnv3rZOz/Y01pGIOkHZtGmTysvLz/va8OHDdfz48fDj+vp65ebmSpJyc3O1Z8+e874Wqfz8/E4Nu7FQWOiosrJShYWF4UtUiA/HIdZeIdbeIdbeiWWsbxodo0ElqVjFurm5udvFhagSlOrqag0YMECBQCD83Msvv6yioiINGzZMd9xxhx544AHNnz9ffr9fr776qv76r/9aklRSUqL169fr1KlTyszM1KuvvqopU6ZEMwz5/f64/QKI57nRGbH2DrH2DrH2DrH2Tk9jHcl7o0pQNm7cqLKysk7PrVmzRrNmzVJJSYmKior0V3/1V/r2t7+t9PR0XXfddZowYYIkKRAIaMGCBZo3b56ysrIkSXfffXc0wwAAAEkqqgRl0aJFXZ7bsmVLp8ff+ta39K1vfeu87y8tLVVpaWk0PxoAAPQBhhd+AQCAvooEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgDgkKAAAwhwQFAACYE/XdjHtTMBiUJJ0+fTrm53YcR1LHHRe5+VR8EWvvEGvvEGvvEGvvxCrWoe/t0Pf4xfhc13Wj/km9pL6+XgcOHOjtYQAAgCjk5eVpyJAhFz0mIROU9vZ2NTQ0qF+/fkpJ4SoVAACJIBgMqrW1VYMHD1Zq6sUv4iRkggIAAJIb5QcAAGAOCQoAADCHBAUAAJhDggIAAMwhQQEAAOaQoAAAAHNIUAAAgDkkKAAAwBwSFAAAYE5C3iwwXj788EMtW7ZM2dnZqqur07x585Sfn9/bw0oKH330kb73ve8pIyNDPp9PNTU1Wrhwoa6++mo1NjZqyZIluuyyy3T06FFNnz5dX/ziF3t7yAlv/fr1+t73vqf3339fkohznLS0tGjt2rVyHEfNzc2qra3V+vXriXccbN++Xc8884yuueYaHTx4UFOmTNHEiROJdQycOXNGTz/9tP793/9dP/rRj8LffReLbVtbm7773e9Kkk6cOKE77rhDt99+e+wG5SJsxowZ7osvvui6ruvu2bPHLS0t7eURJY93333XXbJkSfjxhg0b3Lvvvtt1XdddunSp+9///d+u67rukSNH3C996UtuS0tLbwwzabz//vvujBkz3Pz8/PBzxDk+HnnkEfedd94JP3777bdd1yXe8VBcXOzu2rXLdV3XPXjwoHvDDTe4p0+fJtYx8P3vf9/9zW9+4+bn57vvv/9++PmLxfaJJ55wFy9e7Lqu6zY1Nbl/9md/5h49ejRmY+ISz1kfffSRduzYoS9/+cuSpJEjR6qurk7vvfdeL48sORQUFGjJkiXhx1deeaXq6uokST/72c80fvx4SVIgENCwYcP02muv9cYwk8KZM2e0evVqzZ07t9PzxDn2WlpatG3bNr377rtauXKlvvvd74bv0Eq8Yy8QCKi+vl6SdOzYMfn9fgWDQWIdA2VlZbrxxhu7PH+x2P70pz8Nv5aZmakbb7xRL774YszGxCWesz788EMNGDBAmZmZ4eeys7NVU1OjgoKCXhxZ8vD5fOG//+pXv9I3vvENffzxx2pqalJ2dnb4tVDcEZ1/+7d/0ze/+U1ddtll4eeIc3zU1tbq4MGD8vl8mjdvnn7729/qm9/8pn784x8T7zhYtWqV5s6dq127dmnfvn1as2aN2traiHWcXOr3Rm1tbafXhgwZEtO4U0GB57Zt26aWlhb97d/+bW8PJen85je/0enTp1VcXNzbQ+kTTp06JUmaOHGiJOnzn/+80tPT9fbbb/fmsJJSS0uLpk+frgceeECPPvqo1q5dq7Vr16q5ubm3h4Y4IUE564orrtDp06fDv3Akqb6+Xrm5ub04quSzbds2vfLKK/rnf/5n+Xw+fepTn1JmZqaOHz8ePub48ePEPUqvvPKKGhsbtXjxYq1atUqStHjxYr3xxhvEOQ4CgYAkKSXlT79K09LSlJ6eTrxjrKqqSidOnNDo0aMlSSNGjFBLS4veeecdYh0nl/r9nJub2+m1+vp6DR8+PGY/nwTlrMsvv1zjxo3T9u3bJUl79+7V0KFDdf311/fyyJLHSy+9pF//+tcqLy+X3+/XsmXLJEl33HGHtm3bJkmqq6vT0aNHdcstt/TiSBPXd77zHS1fvlzl5eX69re/LUkqLy/XhAkTiHMcBAIBfeELX9Cbb74pqSOuJ06c0I033ki8Y2z48OFqb29XbW2tJKmpqUlHjhxRTk4OsY6ji8X23NdOnTqlPXv2qKSkJGY/2+e6rhuzsyW42tpaLVu2TEOHDtWRI0c0d+5cXXfddb09rKTwf//3f5o6daouv/zy8HMnT57Uvn371NDQoMWLF2vQoEGqq6vTt771LS5R9NAbb7yhZ599Vs8//7zKysr09a9/XcOGDSPOcVBbW6t/+Zd/USAQUG1trb7+9a/rS1/6EvM6DrZu3aqf/OQnGjFihA4cOKCxY8dq2rRpxDoG3nrrLVVUVGjjxo2aPHmy/vzP/1y33377RWPb1tamJUuWyOfz6cSJEyotLdWkSZNiNiYSFAAAYA6XeAAAgDkkKAAAwBwSFAAAYA4JCgAAMIcEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgzv8Hy3ieJcft+TwAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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AwDM0yaK7SFAAAJ4JGrgXDxWUxECCAgDwjIV78fh8HX+ooNhGggIA8IyFVTxSR4JEBcU2EhQAgGcsrOKROhIkVvHYRoICAPCMlQpKio99UKwjQQEAeMZKBcXvp4JiHQkKAMAzoQqKrxdX8UhnKyj0oJhGggIA8EzQ7bi809sJij+FVTzWkaAAADzjOL27B0pICqt4zCNBAQB4Juj27i6yIVRQ7CNBAQB4xglSQUH3kKAAADwTDPb+Ch6JCkoiMDBNAAB9RahJtrel+FhmbJ2BaQIA6CtokkV3kaAAADxDkyy6iwQFAOCZIE2y6CYSFACAZxyaZNFNBqYJAKCvCAaNNMlyN2PzUiN9w/bt2/XMM8/ommuu0cGDBzVlyhRNnDixy3FFRUUaOHBg+PHKlSt18803S5J2796tp556SsOGDVNTU5MefvhhXXbZZT34GACARGCpgsIlHtsiTlAWLlyolStXqri4WIcOHVJJSYnGjx+v/v37dzqupKREy5cv7/L+lpYWzZs3T88++6wCgYDWrVun1atXa9GiRdF/CgBAQgi6UqqBJtkUH5d4rIs4jw0EAqqvr5ckHTt2TH6/X8Hz/Cv/7ne/0/Lly1VeXq4f/vCHct2OWtqOHTsUCAQUCAQkSePHj9fzzz/fg48AAEgUZjZq83OJx7qIKyirVq3S3LlztWvXLu3bt09r1qxRRkZGl+OmTp2qsrIyBYNBzZ49W42NjZo5c6Zqa2s1dOjQ8HHZ2dk6efKkGhoaNHjw4IjG4jiOHMeJ9CNc8pzn/hfxQ6y9Q6y9Q6wvrt3xySfJcXqeHfQs1j61t/vkcJ2nW2I1ryN5f0QJSktLi6ZPn67HHntMo0ePVnV1tebPn6+bbrpJmZmZnY4tKyuTJKWkpGjKlClau3atZs6cGcmPu6SqqqqYnu9clZWVcTs3OiPW3iHW3iHW53f8+NU6k9muvXtrY3bOaGJ9rC5HH300QHv3/jFm4+gLvJzXESUoVVVVOnHihEaPHi1JGjFihFpaWrRz507ddttt4ePq6+uVnp4ebpJNS0tTa2urJCk3N1fHjh0LH3v8+HENHDgw4uqJJOXn55+3etMTjuOosrJShYWF8lvYTSiJEWvvEGvvEOuLG/yST4EsaeTIoZc++BJ6EusrKn063OTTyJEjezyOviBW87q5ubnbxYWIEpThw4ervb1dtbW1ys3NVVNTk44cOaKcnBy9/vrrysnJUV5enrZv367Tp0+Hqyi7d+9WcXGxJOmWW27R0qVLVVdXp0AgoG3btunOO++M8CN28Pv9cfsFEM9zozNi7R1i7R1ifX6upLTU2O4mG02s01Il1xX/RhHq6byO5L0RJShZWVlasWKFli5dqhEjRujAgQOaM2eOCgsLNXPmTI0ZM0bTp09XQUGBHn/8cVVXV6utrU1tbW168MEHJUn9+/fXihUr9NBDDykQCOjkyZMqLy+P7BMCABKSpXvxuG7HH5+B8aCriJtkJ0yYoAkTJnR5ft26deG/FxQU6IknnrjgOcaOHauxY8dG+qMBAAnO0t2MpY6EKTXib0J4wcA0AQD0FWaWGZ8dA0uN7TIwTQAAfYVj6GaBEpu1WUaCAgDwjLlLPCQoZhmYJgCAvsJxjFziObuYhEs8dhmYJgCAvuDsHU9MVFBCK3e4xGOXgWkCAOgLQrucW+hBCVVxuMRjFwkKAMATocspFi7x0CRrn4FpAgDoC0LVCguXeGiStc/ANAEA9AWhaoWFCgpNsvYZmCYAgL7AZAXF6d1x4MIMTBMAQF8QNJSgsJOsfQamCQCgLwhXUAys4klhFY95JCgAAE+EV/H4e3cc0jkVFBIUs0hQAACesLQPChUU+0hQAACesLQPChUU+wxMEwBAX2BqFQ8VFPMMTBMAQF9gah8UKijmGZgmAIC+IGjoZoGhPhiWGdtlYJoAAPoCmmQRCRIUAIAnWGaMSJCgAAA8QQUFkSBBAQB4gmXGiISBaQIA6AtMLTMO3SyQBMUsA9MEANAXmFpmfLYPhlU8dhmYJgCAvsBkBcXp3XHgwgxMEwBAX2CqghLqQaGCYpaBaQIA6AvCG7UZWsVDk6xdJCgAAE+ELvFY2geFJlm7SFAAAJ4IVStMVVC4xGMWCQoAwBMW78VDk6xdBqYJAKAvCCUDNMmiOwxMEwBAX0CTLCJBggIA8ISpfVBokjUvNdI3bN++Xc8884yuueYaHTx4UFOmTNHEiRM7HfP6669r06ZNys3NVV1dnT796U9r/vz5Sjk7IyZMmKCmpqbw8d/5znc0ZcqUnn0SAIBpJvdBIUExK+IEZeHChVq5cqWKi4t16NAhlZSUaPz48erfv3/4mF/96lf6u7/7OxUVFUmSpk6dqueff15Tp06VJN14441avnx5jD4CACARWGySpQfFrogTlEAgoPr6eknSsWPH5Pf7FfxECrpw4cJwtUSShg8frrq6uvDjuro6LV++XI7jaOjQoZo2bZrS09Oj/QwAgAQQapK10IMS2ouFSzx2RZygrFq1SnPnztWuXbu0b98+rVmzRhkZGZ2OOTc5OXXqlPbv36/7778//Nztt9+uv/zLv1RaWpqWLVumZcuWqby8POLBO44jJ8ZrxELni/V50RWx9g6x9g6xvrB2R3LdFEnBmCzv7Ums3WDHWNrbXTkOZZRLidW8juT9Ptd1u/0v09LSokmTJumxxx7T6NGjVV1drfnz52vDhg3KzMzscrzrurr//vs1ceJE3Xrrrec95/79+/U3f/M3evvtt7s96ObmZr333nvdPh4A0Pte3fcpbfnfIfrHO2p09bDWXh3L8cZUPfqjq/WVoo81+Yv1vTqWvqigoKBLceOTIqqgVFVV6cSJExo9erQkacSIEWppadHOnTt12223dTrWcRyVl5frtttu65ScnDx5Uq2trcrOzpYkpaWlqa2tTcFgsFPlpTvy8/Mv+QEj5TiOKisrVVhYKL+F/ZiTGLH2DrH2DrG+sD80SIP+L0U33DBQn83t+fl6EuujH0mDfp6i4VcO0siRV/Z8MEkuVvO6ublZVVVV3To2ogRl+PDham9vV21trXJzc9XU1KQjR44oJydHr7/+unJycpSXl6czZ85o8eLFuuOOO1RcXCxJWrZsmRYtWqR3331X27dv1z/90z9Jknbv3q0xY8ZEnJxIkt/vj9svgHieG50Ra+8Qa+8Q665cST6flJbqj+n9eKKJdVpqx1iCrs/EvYESRU/ndSTvjShBycrK0ooVK7R06VKNGDFCBw4c0Jw5c1RYWKiZM2dqzJgxmj59uh5//HG9+OKL2rFjR/i948aNk9SR5FRXV2vJkiVKTU3VsWPH9Mgjj0QyDABAAjK1zPjs9ySreOyKuEl2woQJmjBhQpfn161bF/77ggULtGDBgvO+Pzc3V//5n/8Z6Y8FACQ4Uxu1hZYZ08tsloFpAgDoC0xVULgXj3kGpgkAoC8IV1AM7IPCVvf2kaAAADwRqlZYaEplq3v7SFAAAJ6wtJMsFRT7SFAAAJ4IV1AMfPNQQbHPwDQBAPQFQUOreHxnqzhUUOwyME0AAH2BpVU8Pl9HosQqHrsMTBMAQF9gaR8UqaMXhns62mVkmgAAkp2lCorUsZqICopdRqYJACDZhZIBC6t4pI5x0CRrFwkKAMAT5i7xpNAka5mRaQIASHahaoXPSAXFT5OsaSQoAABPOMGOqoWVBIUmWdtIUAAAnggG7TTISjTJWmdoqgAAklnQtdN/ItEka52hqQIASGaOtQoKTbKmGZoqAIBkFgzaWWIsnd1JlgTFLBIUAIAngm5H34cVVFBsI0EBAHjCcQxWUGiSNYsEBQDgiaBrrweFSzx2GZoqAIBkFtoHxQp2krXN0FQBACQzc/ugUEExzdBUAQAkM3MVFB8VFMsMTRUAQDKztsyYnWRtI0EBAHjCWpMsO8naZmiqAACSmeMYu8RDk6xphqYKACCZWaug0CRrm6GpAgBIZjTJIhKGpgoAIJlZa5JlJ1nbSFAAAJ5wggbvxeP09ihwISQoAABPWKygSJJLFcUkEhQAgCcs9qBIVFGsMjRVAADJzOIqHok+FKtSI33D9u3b9cwzz+iaa67RwYMHNWXKFE2cOLHLcRUVFdqyZYuysrLk8/m0ZMkSpaWlSZJ2796tp556SsOGDVNTU5MefvhhXXbZZT3/NAAAsxzH5iUeVvLYFHGCsnDhQq1cuVLFxcU6dOiQSkpKNH78ePXv3z98TF1dnR599FFt3bpVmZmZWrx4sTZu3Khp06appaVF8+bN07PPPqtAIKB169Zp9erVWrRoUUw/GADAlqBrr0lWYi8UqyIutgUCAdXX10uSjh07Jr/fr+An/nUrKio0atQoZWZmSpJuvfVWPffcc5KkHTt2KBAIKBAISJLGjx+v559/viefAQBgnOvabZKlgmJTxBWUVatWae7cudq1a5f27dunNWvWKCMjo9MxtbW1ys7ODj8eMmSIampqwq8NHTo0/Fp2drZOnjyphoYGDR48OKKxOI4jJ8bdTaHzxfq86IpYe4dYe4dYn18wKLluinw+V44Tm6aPnsbaJ59c16cz7UEaZS8hVvM6kvdHlKC0tLRo+vTpeuyxxzR69GhVV1dr/vz5uummm8LVEi9VVVXF7dyVlZVxOzc6I9beIdbeIdadtTtSY+M1OnK4SXv31sX03NHGurY2W42Ng7X3twf0qUwylO7wcl5HlKBUVVXpxIkTGj16tCRpxIgRamlp0c6dO3XbbbeFj8vNzdWePXvCj+vr65Wbmxt+7dixY+HXjh8/roEDB0ZcPZGk/Pz8LtWbnnIcR5WVlSosLJTf0sXSJESsvUOsvUOsz6+1TRo0KEVXDh+kkSNzYnLOnsZ6z4c+/fYDn264oVBDPxWTISWtWM3r5ubmbhcXIkpQhg8frvb2dtXW1io3N1dNTU06cuSIcnJy9PrrrysnJ0d5eXkqKSnR+vXrderUKWVmZurVV1/VlClTJEm33HKLli5dqrq6OgUCAW3btk133nlnxB9Skvx+f9x+AcTz3OiMWHuHWHuHWH+CT/L5pNRUX8wbZaONtd/fMSbJb6p517KezutI3htRgpKVlaUVK1Zo6dKlGjFihA4cOKA5c+aosLBQM2fO1JgxYzR9+nQFAgEtWLBA8+bNU1ZWliTp7rvvliT1799fK1as0EMPPaRAIKCTJ0+qvLw8kmEAABJMaC0F+6CguyJukp0wYYImTJjQ5fl169Z1elxaWqrS0tLznmPs2LEaO3ZspD8aAJCgQkmAxVU8LDO2yVAuCwBIVqGlvD5D3zrhre5JUEwyNFUAAMnK5CWes+0QXOKxydBUAQAkq1CVgpsForsMTRUAQLKigoJIGZoqAIBkFa6gWGqSpYJiGgkKACDuQlUKS/uNsMzYNhIUAEDchaoUpioo3CzQNBIUAEDchSsohr51/OyDYpqhqQIASFYmV/FQQTHN0FQBACQrk6t4qKCYZmiqAACSVdBiBeVsPwxNsjYZmioAgGRlcZlxaEURl3hsIkEBAMSdxWXG4QoKCYpJJCgAgLgLGqygpLAPimkkKACAuHMMN8myk6xNhqYKACBZ0SSLSBmaKgCAZBVKAkxe4qEHxSQSFABA3IUv8RhqkvWzUZtpJCgAgLijSRaRIkEBAMSdya3uzyZLNMnaZGiqAACSlemt7qmgmGRoqgAAkpXFnWS5WaBtJCgAgLizuJMsNwu0jQQFABB3oT4PKijoLhIUAEDchSsohr51qKDYZmiqAACSlclVPFRQTDM0VQAAycr0Kh4SFJMMTRUAQLIyWUEJ7YNCgmKSoakCAEhWJisoZ1cUsQ+KTYamCgAgWZmuoLCTrEmGpgoAIFmZrKCwk6xphqYKACBZWd5JliZZm0hQAABxx06yiFRqJAfX1NSotLRUGRkZ4ecaGhr0wgsvKC8vL/zc/fffr9deey38+MyZMxo3bpxWrlx53nP84Ac/0NVXX92DjwEAsCxouYLCJR6TIkpQ/H6/7r33Xs2YMUOS1NjYqNmzZ3dKTiQpMzNTO3fuDD9etWqVRo0aFX58zz33aM6cOT0YNgAgkdAki0hFlKDk5OSEkxNJ2rx5s6ZOndrluIceeij897a2Nr3xxhu67777ws+99dZbWr58uVpbW3XTTTeppKQkiqEDABIFTbKIVEQJyrmCwaC2bt2qDRs2XPS4iooKTZw4UT5fR6o6cOBA3XXXXZo8ebJaW1tVVlYm13U1adKkiMfgOI6cGKe+ofPF+rzoilh7h1h7h1ifX3u7T67rk+sGY1ax6GmsXVdy3RSdaXflOGQpFxOreR3J+6NOUHbs2KGbb75Z6enpFz1u8+bN+o//+I/w48GDB2vy5MmSpH79+mnSpEnasmVLVAlKVVVVxO/prsrKyridG50Ra+8Qa+8Q684OfTBUjY2DtP+damX2j21XarSxdl2psfEa1dae0t69R2I6pmTl5byOOkHZtGmTysvLL3rM3r179ZnPfEYDBw4MP/fhhx9qyJAh6tevnyQpLS1Nra2tUY0hPz+/U7NtLDiOo8rKShUWFspvqd08CRFr7xBr7xDr8/v1H30a9KFPIz9fpMwBsTlnLGL9qU+laFhgkEaO/HRsBpWkYjWvm5ubu11ciCpBqa6u1oABAxQIBMLPvfzyyyoqKtKwYcPCz33/+9/X3//933d67+bNm1VUVKQvf/nLkqTdu3eruLg4mmHI7/fH7RdAPM+Nzoi1d4i1d4h1Vz6flJ7mj/lS457EOtUvST5Ty58t6+m8juS9USUoGzduVFlZWafn1qxZo1mzZoUbXo8fP66PP/5Yn/vc5zodN3r0aD355JPauXOnGhoalJOTo2nTpkUzDABAgggaXMUjdYyHJlmbokpQFi1a1OW5LVu2dHqcnZ2tJ598sstxxcXFUVdMAACJyeJOslLHSh7uZmyTsVwWAJCMLO4kK3UkTOwkaxMJCgAg7oLBjh4Un7UKip9LPFaRoAAA4s4J2us/kToqKGxZY5PB6QIASDbBoK1dZEP8NMmaZXC6AACSjRO01yArdVR1aJK1iQQFABB3Qddeg6x0toJCgmISCQoAIO4chwoKIkOCAgCIu6Brt0mWCopNBqcLACDZ0CSLSBmcLgCAZGO6SZZlxiaRoAAA4s7qJR4qKHYZnC4AgGTjODYv8dAka5fB6QIASDZWKyg0ydplcLoAAJKN1WXGfj8VFKtIUAAAcRd0jV7ioYJilsHpAgBINmZvFkgPilkGpwsAINmwDwoiZXC6AACSjdkKio99UKwyOF0AAMnGbAXFTwXFKoPTBQCQbCxXUIJBySVJMcfgdAEAJBurq3hCYyJBscfgdAEAJBur+6CEqjqs5LGHBAUAEHdBt6Pfw5pQBYW9UOwhQQEAxF3Q8N2MJRplLSJBAQDEneUmWYmlxhYZnC4AgGTiuh1/LDfJUkGxx+B0AQAkk1B/h8VLPD6aZM0iQQEAxFWoOkGTLCJBggIAiKtQf4fFCgrLjO0iQQEAxFW4gmLwG4cKil0GpwsAIJmEqhOmV/GQoJhjcLoAAJJJ0HCCEuqLYRWPPQanCwAgmSREBYV9UMxJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5V30uB/84Ae6+uqrJUkVFRXasmWLsrKy5PP5tGTJEqWlpfXwowAALApVUEz3oFBBMSeiBMXv9+vee+/VjBkzJEmNjY2aPXt2p+Qk5J577tGcOXO6PF9XV6dHH31UW7duVWZmphYvXqyNGzdq2rRpUX0AAIBtoS9/VvEgEhHlszk5OeHkRJI2b96sqVOnnvfYt956S8uXL9d3v/tdVVRUhJ+vqKjQqFGjlJmZKUm69dZb9dxzz0UzdgBAAgh9+bMPCiIRUQXlXMFgUFu3btWGDRu6vDZw4EDdddddmjx5slpbW1VWVibXdTVp0iTV1tYqOzs7fOyQIUNUU1MT1Rgcx5ET4wuHofPF+rzoilh7h1h7h1h3deaM5LopkuvKcWJ3LSVWsXbdFJ1pD9KHchGxinUk7486QdmxY4duvvlmpaend3lt8ODBmjx5siSpX79+mjRpkrZs2aJJkyZF++POq6qqKqbnO1dlZWXczo3OiLV3iLV3iPWf1H2UpsbGq1TzwUfau/dEzM/fk1gfPDBYjY3ZevfdWrV+1BLDUSUnL+d11AnKpk2bVF5eft7XPvzwQw0ZMkT9+vWTJKWlpam1tVWSlJubqz179oSPra+vV25ublRjyM/P79SIGwuO46iyslKFhYXyW6xHJhFi7R1i7R1i3dWBI9KgQSkaMWKQRo68KmbnjUWsD7dIg/an6HP5A1V0TcyGlnRiNa+bm5u7XVyIKkGprq7WgAEDFAgEws+9/PLLKioq0rBhw7R582YVFRXpy1/+siRp9+7dKi4uliSVlJRo/fr1OnXqlDIzM/Xqq69qypQp0QxDfr8/br8A4nludEasvUOsvUOs/8Tn6/iT6vfFpQ+lJ7FOTQ2Nz2+yR8aans7rSN4bVYKyceNGlZWVdXpuzZo1mjVrlkpKSjR69Gg9+eST2rlzpxoaGpSTkxNepRMIBLRgwQLNmzdPWVlZkqS77747mmEAABKA5X1Q/KziMSuqBGXRokVdntuyZUv478XFxeGKyfmUlpaqtLQ0mh8NAEgwlvdBSWEVj1kGpwsAIJlY3uo+tDcLG7XZY3C6AACSSfgSj8GN2kItEVzisYcEBQAQV6HqhMUm1HAFhQTFHBIUAEBchfbmslhBYat7u0hQAABxFa6gGPzGYat7uwxOFwBAMrG8zDhU1aGCYo/B6QIASCaWlxmH+mJYxWOPwekCAEgmCVFB4UaB5hicLgCAZGK6ghLqQaGCYo7B6QIASCaW90FhFY9dJCgAgLiyvA8Kq3jsIkEBAMQV+6AgGiQoAIC4Yh8URMPgdAEAJBPTq3iooJhlcLoAAJJJQqziIUExx+B0AQAkk9AlHpMVlNDNAllmbI7B6QIASCY0ySIaJCgAgLhimTGiQYICAIgrKiiIBgkKACCuWGaMaBicLgCAZGJ6mXHoZoEkKOYYnC4AgGRiepnx2b4Yl1U85hicLgCAZJIIy4xDfTKww+B0AQAkk9CXv8kKSqgHhQqKOQanCwAgmYQrKIZX8dAkaw8JCgAgroI0ySIKBqcLACCZOAnQJMslHnsMThcAQDJxDTfJ+nwdf7jEY4/B6QIASCaWd5KVOhInLvHYQ4ICAIgryzvJSh3jooJij9HpAgBIFpZ3kpU6KjtUUOwxOl0AAMnC8k6yUkejLE2y9hidLgCAZGF5J1mpo4LCJR57UiM5uKamRqWlpcrIyAg/19DQoBdeeEF5eXnh5yoqKvSLX/xCOTk5+uCDDzRq1Cjdc8894deLioo0cODA8OOVK1fq5ptv7sHHAABY5Th/Wi1jEU2yNkWUoPj9ft17772aMWOGJKmxsVGzZ8/ulJxI0ksvvaSHHnpIw4YNU1tbm77yla/ohhtu0JgxYyRJJSUlWr58eWw+AQDAtKBr9/KORJOsVRElKDk5OeHkRJI2b96sqVOndjluzZo1Sjlby0tPT1cgEFBdXV349d/97ndavny52tralJ+fr6997WvyWU2tAQA94gTtXt6RaJK1KqIE5VzBYFBbt27Vhg0buryWcs5MPHz4sD7++GN99atfDT83depUlZWVKRgMavbs2WpsbNTMmTMjHoPjOHJifAvK0PlifV50Ray9Q6y9Q6y7and88sknJ8ZZQKxi7fP55DiS49ApeyGxinUk7/e5rhvVv8i2bdu0d+9e3XfffRc8pq2tTf/wD/+ge++9V0VFRec95he/+IXWrl2rLVu2dPtnNzc367333ot0yACAXvCfFVeo5ng/PfI31b09lPN69EdXKT3V1fypH/T2UPqMgoKCTv2s5xN1BWXTpk0qLy+/4OunT5/Wgw8+qFmzZnVKTurr65Wenh5ukk1LS1Nra2tUY8jPz7/kB4yU4ziqrKxUYWGh/KGbNCAuiLV3iLV3iHVXQ9/yqTkojRw5MqbnjVWsh77qU2qKNHLkkBiOLrnEKtbNzc2qqqrq1rFRJSjV1dUaMGCAAoFA+LmXX35ZRUVFGjZsmJqamvTAAw/o3nvv1XXXXafDhw+roqJC06dP1/bt23X69GmVlZVJknbv3q3i4uJohiG/3x+3XwDxPDc6I9beIdbeIdZ/4rode43EKxw9jbU/5WwjL/9cl9TjWEfw3qgSlI0bN4YTjJA1a9Zo1qxZKikp0QMPPKDXXntNb7/9tqSOzCt0fEFBgR5//HFVV1erra1NbW1tevDBB6MZBgAgASTCKp629t4eBT4pqgRl0aJFXZ47t4fkX//1Xy/43oKCAj3xxBPR/FgAQAJyHLs3CpTYB8UqwzktACAZWL98wj4oNpGgAADiigoKokGCAgCIq0ToQaGCYo/hKQMASAbmd5KlgmKS4SkDAEgGwWACVFDYRNYcw1MGAJAMgq7xCoqPSzwWGZ4yAIBk4DjGKyh+LvFYZHjKAACSARUURMPwlAEAJAMnyDJjRI4EBQAQV4nQJOu6HX9gh+EpAwBIBolwiUfiMo81hqcMACAZJEKTrMRSY2sMTxkAQDJIlAqK4/TuONCZ4SkDAEgGidCDIlFBscbwlAEAJINEWMUjsZLHGhIUAEDchFbHhPo8LAolKDTJ2kKCAgCIm1BfBxUURIoEBQAQN6G+joToQSFBMcXwlAEAJLrQl34irOKhSdYWw1MGAJDoQpdNLF/iCfXHcInHFhIUAEDchC/xWG6SZSdZk0hQAABxE/rS9xmuoKSwD4pJJCgAgLgJXTZJhCZZdpK1xfCUAQAkOppkES3DUwYAkOhCX/qWm2TZB8UmEhQAQNyEL/EYbpJlHxSbSFAAAHETTIBlxmx1bxMJCgAgbpwE6kHhEo8thqcMACDRBRNhFc/Zy080ydpieMoAABJdIuwkG66gsMzYFBIUAEDcJMJOsn42ajOJBAUAEDehqoTpCgrLjE0iQQEAxE1CVVBIUExJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5XU69umnn9ZvfvMbpaen64orrtDcuXPDr1VUVGjLli3KysqSz+fTkiVLlJaW1rNPAgAwhwoKohVRBcXv9+vee+/Vzp07tXPnTr300ksaNWpUl+Rk3759+slPfqJVq1ZpxYoV2r9/v375y19Kkurq6vToo49qxYoVeuSRR5SSkqKNGzfG7AMBAOwIV1AM1+upoNgUUQUlJydHM2bMCD/evHmzpk6d2uW4n/3sZxo3bpz8Z2t6t956q5577jn9xV/8hSoqKjRq1ChlZmaGX1u9erWmTZvWg48ROy1tUt1HafrgqO2SZDJwHGLtFWLtHWLdWd1HHf9NhH1Qjn4sfXC0V4dihk9SzpDencMRJSjnCgaD2rp1qzZs2NDltZqaGt10003hx0OGDFFNTY0kqba2VtnZ2ed9LVKO48iJ8bqwJf8jvfnOVRr0S58kWrrjy6fGRmLtDWLtHWJ9PqkpwZgv4w39/u/p90CqX3LdFD1dIT1dEYuRJYfJY1393eSOORyrWEfy/qgTlB07dujmm29Wenp6tKfosaqqqpif8wtXDtDlaQMkfRTzc+NCiLV3iLV3iHVIWmpQ/c80aO/e+CRslZWVPXq/0+7T+IJBammj5PUnrnIzTmnv3rZOz/Y01pGIOkHZtGmTysvLz/va8OHDdfz48fDj+vp65ebmSpJyc3O1Z8+e874Wqfz8/E4Nu7FQWOiosrJShYWF4UtUiA/HIdZeIdbeIdbeiWWsbxodo0ElqVjFurm5udvFhagSlOrqag0YMECBQCD83Msvv6yioiINGzZMd9xxhx544AHNnz9ffr9fr776qv76r/9aklRSUqL169fr1KlTyszM1KuvvqopU6ZEMwz5/f64/QKI57nRGbH2DrH2DrH2DrH2Tk9jHcl7o0pQNm7cqLKysk7PrVmzRrNmzVJJSYmKior0V3/1V/r2t7+t9PR0XXfddZowYYIkKRAIaMGCBZo3b56ysrIkSXfffXc0wwAAAEkqqgRl0aJFXZ7bsmVLp8ff+ta39K1vfeu87y8tLVVpaWk0PxoAAPQBhhd+AQCAvooEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgDgkKAAAwhwQFAACYE/XdjHtTMBiUJJ0+fTrm53YcR1LHHRe5+VR8EWvvEGvvEGvvEGvvxCrWoe/t0Pf4xfhc13Wj/km9pL6+XgcOHOjtYQAAgCjk5eVpyJAhFz0mIROU9vZ2NTQ0qF+/fkpJ4SoVAACJIBgMqrW1VYMHD1Zq6sUv4iRkggIAAJIb5QcAAGAOCQoAADCHBAUAAJhDggIAAMwhQQEAAOaQoAAAAHNIUAAAgDkkKAAAwBwSFAAAYE5C3iwwXj788EMtW7ZM2dnZqqur07x585Sfn9/bw0oKH330kb73ve8pIyNDPp9PNTU1Wrhwoa6++mo1NjZqyZIluuyyy3T06FFNnz5dX/ziF3t7yAlv/fr1+t73vqf3339fkohznLS0tGjt2rVyHEfNzc2qra3V+vXriXccbN++Xc8884yuueYaHTx4UFOmTNHEiROJdQycOXNGTz/9tP793/9dP/rRj8LffReLbVtbm7773e9Kkk6cOKE77rhDt99+e+wG5SJsxowZ7osvvui6ruvu2bPHLS0t7eURJY93333XXbJkSfjxhg0b3Lvvvtt1XdddunSp+9///d+u67rukSNH3C996UtuS0tLbwwzabz//vvujBkz3Pz8/PBzxDk+HnnkEfedd94JP3777bdd1yXe8VBcXOzu2rXLdV3XPXjwoHvDDTe4p0+fJtYx8P3vf9/9zW9+4+bn57vvv/9++PmLxfaJJ55wFy9e7Lqu6zY1Nbl/9md/5h49ejRmY+ISz1kfffSRduzYoS9/+cuSpJEjR6qurk7vvfdeL48sORQUFGjJkiXhx1deeaXq6uokST/72c80fvx4SVIgENCwYcP02muv9cYwk8KZM2e0evVqzZ07t9PzxDn2WlpatG3bNr377rtauXKlvvvd74bv0Eq8Yy8QCKi+vl6SdOzYMfn9fgWDQWIdA2VlZbrxxhu7PH+x2P70pz8Nv5aZmakbb7xRL774YszGxCWesz788EMNGDBAmZmZ4eeys7NVU1OjgoKCXhxZ8vD5fOG//+pXv9I3vvENffzxx2pqalJ2dnb4tVDcEZ1/+7d/0ze/+U1ddtll4eeIc3zU1tbq4MGD8vl8mjdvnn7729/qm9/8pn784x8T7zhYtWqV5s6dq127dmnfvn1as2aN2traiHWcXOr3Rm1tbafXhgwZEtO4U0GB57Zt26aWlhb97d/+bW8PJen85je/0enTp1VcXNzbQ+kTTp06JUmaOHGiJOnzn/+80tPT9fbbb/fmsJJSS0uLpk+frgceeECPPvqo1q5dq7Vr16q5ubm3h4Y4IUE564orrtDp06fDv3Akqb6+Xrm5ub04quSzbds2vfLKK/rnf/5n+Xw+fepTn1JmZqaOHz8ePub48ePEPUqvvPKKGhsbtXjxYq1atUqStHjxYr3xxhvEOQ4CgYAkKSXlT79K09LSlJ6eTrxjrKqqSidOnNDo0aMlSSNGjFBLS4veeecdYh0nl/r9nJub2+m1+vp6DR8+PGY/nwTlrMsvv1zjxo3T9u3bJUl79+7V0KFDdf311/fyyJLHSy+9pF//+tcqLy+X3+/XsmXLJEl33HGHtm3bJkmqq6vT0aNHdcstt/TiSBPXd77zHS1fvlzl5eX69re/LUkqLy/XhAkTiHMcBAIBfeELX9Cbb74pqSOuJ06c0I033ki8Y2z48OFqb29XbW2tJKmpqUlHjhxRTk4OsY6ji8X23NdOnTqlPXv2qKSkJGY/2+e6rhuzsyW42tpaLVu2TEOHDtWRI0c0d+5cXXfddb09rKTwf//3f5o6daouv/zy8HMnT57Uvn371NDQoMWLF2vQoEGqq6vTt771LS5R9NAbb7yhZ599Vs8//7zKysr09a9/XcOGDSPOcVBbW6t/+Zd/USAQUG1trb7+9a/rS1/6EvM6DrZu3aqf/OQnGjFihA4cOKCxY8dq2rRpxDoG3nrrLVVUVGjjxo2aPHmy/vzP/1y33377RWPb1tamJUuWyOfz6cSJEyotLdWkSZNiNiYSFAAAYA6XeAAAgDkkKAAAwBwSFAAAYA4JCgAAMIcEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgzv8Hy3ieJcft+TwAAAAASUVORK5CYII=", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(NUM_SIMS):\n", + " for name, values in data.items():\n", + " plt.figure()\n", + " value = values[i]\n", + " num_iters = make_num_linear_iters(value)\n", + " plt.plot(num_iters, label=name, alpha=0.7)\n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{phys}}$ 4\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for name, values in data.items():\n", + " for i, value in enumerate(values):\n", + " print(name, i)\n", + " plt.figure(figsize=(4, 3))\n", + " l_factors = make_l_factor(value)\n", + " num_iters = make_num_linear_iters(value)\n", + " plt.scatter(\n", + " l_factors, num_iters, label=name, alpha=0.9, color=\"black\", marker=\"x\"\n", + " )\n", + " plt.ylabel(\"#iter. pr. time step\")\n", + " plt.xlabel(\"$L$ scaled\")\n", + " plt.show()\n", + " if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"poro_iters.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 41.40888314247131 2.0514261722564697\n", + "$L = L_{\\mathrm{phys}}$ 40.220467472076415 0.48769664764404297\n", + "Dynamic 32.67836971282959 0.843440055847168\n", + "Random 36.432244825363156 1.3099141120910645\n" + ] + }, + { + "data": { + "image/png": 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SC8tvyreBOmPu2cRisfD333/fcwhi9uzZubrcvc516NAhli5diizLaDQa3n77bf7880/ee+89kpKS+Oyzz5g0aRLdu3enUKFCTJkyhaZNmwJKhVW9Xk+zZs1o3rx5rvoiCILwKPn1FExaCzvuUteiWH6Y3Rea1Mhhp80MfyyH/RMgKSJ9c+bgIc7mx6SICXjV6knv4RqC/Nx/D7LTiWXHLkyz5mPbp1T21L5UFc8P33f/xXLJ5SBi8uTJOZbmnjt3rls69LQ5d+4cAQEBBAXltEZIkds3Ef92Lg8PDz799FOWL19OUlISBoOB2bNns3DhQg4dOkR4eDi7du2iR48enD9/njJlyrBs2TJ69+5NnTp1kLOXoxMEQXhkyTL88IdSFGvfsZzblC0K8wZB7Yo57DQnwu+L4MAUSI3NOC8ZwUO83ZcZUeMIqNeL0WO0eBtzOM8Dku12zJu2YZo0HfvJ06DVou/QBmP/Xki+PsgJie6/aC65HEQUK1aM06dPs23bNiwWC8OHD2fnzp20bt06L/qXt+qM+dc3BelkmVSTSakb4sahm9xMhMztm4h/O9czzzwDQJkyZThx4gSlSpUCIDQ0lMTERGrVqsXKlSs5fvw45cqVA5Q5MPPnz2fnzp106tSJ8uXL56ovgiAID0tu6lpUfgYWDb1LXYuUGDg4R0lPbc1YqnHnm4dP4z4kqEFfRjXWZV+x4Y77sFhIXb0O05RZOP7+B8nLC+OwgRgG9MZx8jRJo8Zh2/MDGAyEmqLd34FccDmI+Prrr5k8eTKvvPIKZ8+eRa/X89dffzFr1iwGDRqUF318op06dYrffvuNunXrpm/r1asXrVq1cvu5zp8/DyhvLAoUKMDly5fT28myjEqlomDBgixdupQ+ffoASrG1MWPGEB0dzUcffcSCBQvu6z4FQRDymtMJ2/4Hk9bAsQs5t6lXWUlNXTx/DjuTo+DnGfDrXLCb0zdnDh4irSEsSh5PqTc68349jzwpiuVMSiJ1yQpMM+fhvBGB5O+P50cj0Xdsi3XX98TVeh3nP5fS26sCA9zfiVxy+fbXrVvHN998g5+fHx07dkSj0TBq1CjefvvtvOjfE2/ChAlMmDDhPzmXw+Gga9euqFQqOnbsmGOb8PBwRo0axbPPPgsoQeOXX35JamoqPXv2dEs/BUEQ3MluVyZKTloL565k3387u+S8geQ8VyEpAn6aBr/OB2dGYcnMwcNlc2FWWCfxQqs2jH5ZnSdFsZxRUZgWLME0bzFyXByqsHx4Tp2ApkQxzBu3cuuZF5SbvX1fRQqhebY06rSf1w+Dy0GEWq3Gz88v23axOuPR9/zzz2dZ0lmrVi2ALJMlVSoV4eHh6V+3atXqvt6KCIIg5DWzBVZ9p6y2uHwzLSNkJmoVdGoAs/uDV05zFWLOK6W4j668a12LkyllWSVPp2GHBox9MW9SU9uOHMU0bxHm9ZvBakVdoji6Ab0gKYnU2Qtw3ojI0l5driw4HThOn8V6+SqqE6dh9hT3dywX7qsA14oVK2jTpg2SJCHLMtu2bUtPgS08vg4ePMjs2bOZM2fOw+6KIAjCXSWmwOKvYOZGiIrPCB5uT/3WqqFLY5jVN4fskgDXD8P+T+5Z1+KXhOp8rplBy7erM7WS+1NTy3Y7lm1fYZq7CNvPSpZLzUtV0DxbGvufJzF9lFZGwmBIP0ZVuCDOm1E4Tp4CrRYMekg1I/n6uLdzLnA5iBg7diw9e/Zk2rRpSJJE+fLlKVmyJAsXLsyL/gluUq1aNapVq3bPNtWrV6d69er/UY8EQRBck2qBaeth1kZINGUPHow66NMcxndVPmOzufIL/PBRlroW6TUtUFJT74ptyDc+02nX7TkWPO/+e3DGxpL62SpM8xfjvHoNPDzQtW6OpNdj+eJr7L/+DjpdxqqL1FQwGsCUivPKNVSFCyHHxiEnJ6MKDsJz8iAM3bu4v6O55HIQERYWxpdffsmff/7JzZs3CQsLo0KFCmI4QxAEQcgzew7De9PhYqY3+7eDhwBvGNkJBrbK4Y2BLMOl/bB3jFIcK9OxmVNTb4lpzW8Fp/Du0EIsKO7+/ttPnsK0YAmpq9eDyYQqXyiGAb2R4+Iwb9gKViuSny94eIDFoiyplySQZSStFqmAP87rN3BeuYqqcCG8po7H0KUjkl7v/s66wOUgYunSpXTv3p1KlSqlb+vevTuvvPIK77zzjls7JwiCIDzdouNh8DxYtyf7vrAAmNQTOuaUpFeW4a9dSvBw40jGZrKmpl4W2ZPLZcbSp28AbfO5t++yzYbly68xLViCbf9PAKhfqIhH3do4Tpwidc6nAEhenshWK3J8QsbwhdWKKn8Yzqgo5IREZJsdfYc26Du0waNeHaQcX7X891wOIg4cOED37t2zbFu8eDHt2rUTQYQgCILgFrIMq7+DQfOyV9Usmg/mDoTGOY2+Oh1wehv8MBaiM5JE3JmaelbE+5heHMKAQQby3z3X332xnz1H6qp1mFd9jjPiZtqQRQtU+fNh3fEtqdPT5p3pPMBiRbZYwNMTUlIAUBUvivPiZZw3ItC+Uh3De93QvdkY1SM49zDXQcT8+fMBuH79evrfb0tNTSUpKcm9PRMEQRCeSv/cgB7T4Mc/sm7XqmFGX2XeQzYOG/z5uVIU6y51LW7ZAph68yMMr7xH7/e1hPi7r8/OuDjMm7ZhXvk5tl9/A0BVpDDGwf2QE5NI3bAFkpOV4YrbwxRGI7JGAykm0HqgyheK82Ykzn8uoWvaGOPwQXi8/JL7OpkHch1EXL9+HVDqM9z++22enp5MnjzZvT0TBEEQnip2O8zdCh8uBYst676aFeDLieDnfcdBNjMcXaHUQkq+mb45c/BwwxLG9JhPKNKgI6PfUOe83PM+yFYrll27Ma9Zj+XrXWC1gtGIvlN7tNUqY/l2D6aZ85TGt5eJWK1I+UKQo2KQ4+KV7ZIEJhOyVouhRxeMA3qjea6MezqZx3IdREyaNAmAZcuW0bVr1zzrkCAIgvD0OfYXdJ2cPdOkpx5WjYJmte44wJKk1LXYPwnMcembMwcPF1JLMDt+Ki+89RaTG6jwcNM0Atvxk6R+thLzuk3It2JBktC+WhNDx3ZIYaGYps/F3Gew0litBocDVCqkoCDkmBjkm1HgoQWrExxOdG82Rt+xHbrwBg99oqSrXJ4T0aFDB27cuEH+/ErO0N9++w2n08lLLz3ar1wEQRCER4/ZKjFqqcSMjdlLczevBZ+PVkYA0pluKXUtfp4JtpRs55OAo8kVmW+aQb2WdZhdR0LjhtTUzqQkzOs3k/rZKuy/KxM11WWewTB0ALp2rXCcPE3yxKnYD/6W5ThV/jBksxk5OgbZYlXSZzplVPnyYezdHUPXTqjuUYDxUefyo/3kk0+IjY1l5syZbN26ldmzZ+Pn50eTJk3o169fXvRREARBeAId+BM6TnuOG7ey5pAO8FGGLmpkztOQdBN+ng6/zgOHNdu5ZBl+jK/D59I0mrZ5kaUv45bU1PbTZzAtWIJ51TrklBQkT0/0Xd/B0O0d1M+UInX5GuKq11UmUKaRfLzRlHsO27kLSi4ItVrZ4XDgUbc2hn7voXsjHOn29seYy0HExYsXWbNmDQArV65k+fLllC5dmnbt2okg4j4cPnyYOXPmcOHCBerXr09SUhImk4nmzZvToEGDh9q38+fPM3bsWNavX/9Q+yEIwpMlMQU+WASLt6uBrJ/0PZrCgkGZAoCEq0pq6t8XgdOe7VwOWcUXMc3Y6/8Jb/cszTI3FBqW7XYsO3aROm8R1h/2A6CpVAFDr27o27bEefUaKTPmYl6zAWwZkzc0L1dDFRKCdc+P2H45lHETOg8Mndpj7NsTTdnnHryDjxCXgwhZVtJ7HD9+HE9Pz/TS097ed852EXKjcuXKNGvWjLVr1zJu3DgAoqKi6NatGxEREXTu3Pmh9a1kyZLMmDHjoV1fEIQnz65fodsUuBmbdXuxMNgxBZ4tkrbh1l/KfIdjq0B2ZjuPzalhTVQnjhX+mJ7DC9Ky2IP3zRkdrWSTXPiZ8gZBo0HfrhWGvj3RVKuCbed3xDd8SwkQbjMa0TUNR7ZYsX69844CWYUx9u2JocvbqPzduBTkEXJftTM++ugjjhw5kl658/Tp09jt2SNE4f6EhIQwbNgw+vfvz969e4mIiGDUqFHUrl2b/v37k5CQQPv27Zk+fTrVq1fHZDJx/vx5GjRokP42aOXKlZw+fZrg4GBu3rzJ+++/T2hoKGvXrmXRokU0adKEGzducO7cOYYOHcqJEyf47bff8Pb2ZuHChWg0GqZOncqKFSs4d+4cAGfPnmXRokXkz5+fy5cvU7FixWw5QwRBEHISEw8D58H6O5JGqSQY28XBh++kvdqP+FNZpnnmSzJyUmZIdehZcrMXl0uPpHevIN4t+OB9sx3+QymAtWGLkuQpXyieY0dg6NkVSa/DtHwNCS074ozISJepLl4UTa0a2P48iWXDloyTSRIejV7H2LcnHg3qIeVFuc9HyH3NiVi+fDlNmzalTZs2REdHs2bNGrp165YX/ctTs64vY3vs3tw1lsEpO1FJquyl4u6iacBrDCpwfytZypcvj8lkYsCAAfTp04dq1aqhUqkoUqQI7du3p0CBAly4cIFff/2VNWvWkJKSQs2aNenevTt6vZ6QkBA6deqESqVi165dfPrpp3z88ce8/fbbnDx5kri4OObOncvBgwfp3bs327ZtY/DgwbRr145Dhw5Ro0YNPvjgA1asWAGAzWajb9++zJ49m3LlypGSksIHH3xwX/cmCMLTQ5Zh1bdK0qjEO+ZBVigpM/ntP3mtVnmlrsXe0fDPDzmeJ8Hhy+Qrw/m7YD+mfeJFkQfMLinbbEoBrDkLsR1U3ixoX6mOsW9PdM2aYj9zjuQx4zGvXq8s3UyjrfkyqvxhWL7bi2Pl5xl5tg0GjL26YezbE3Wxog/WuVy6YY1iS8xObE47Qwo+nM9gl4OI//3vfwwdOjT96+Dg4PTln4L7eXh4ULVqVb766iveeustYmNjKVCgQPr+F154AZVKhbe3N76+vsTGxpI/f37CwsIYOXIkXl5eREVFkZCQkOW8t9OWFyxYEE9PT4oVU94FFi5cmOjo6Gz9uHjxIlFRUZQrVw5QcoPMmzcvr25bEIQnwLkr0H0K/Hwy63atWsk42TXcwd/f/4xqSXe4cTjHc8TKYbx/fjy7zJ2Y3l/LJ689WEVNZ2IiqYuWYZq3COe166DToe/SEWP/XqiLFcG8YQu3XqmP4/eMVNmo1XjUr4PTbMW273/KtrQ3DJKfL8aBfTD27YkqIOD+O5ZLFqeV3fEH2Bi9g/0Jv+HEybOGEo9PEDFp0iSioqJ48803CQ0NzYs+/WcGFeia6zcFsixjMpkwGo3/SbGxkydPYjQaKV26NB06dGDChAmoVCqaNGmSpZ1HprVParUap9OJ1Wqla9eurFixggoVKnDo0KFsWUZvHydJUpZzSJKE8851VoIgCC6wWGHK5zBhjZIiIbPq5WDHJCd+V79EXjCK0jFncxi0gHhdaXqfmsKmG01p85qKY/0h2O/+++SMjcU0bxGmOQuR4+JQ5Q/Dc8IYDN074zh7HtP0OZi3fAkWS0aUotWieb4c9itXsX6bdRxG/WxpDN27YOj2Tp6no5ZlmeMpZ9kcs5Mvbu0m3pGIGhWFdfmJssZwzRzx7yfJIy4HERUrVuT5559n1qxZpKSkEB4eTr169dA+IsVAngS3bt1i+vTp9OvXD71en56D44svvsjVSgmr1YrJZMLPzw+AiIgH/wYrVqwYISEhnDx5knLlypGcnMzHH3/MtGnTHvjcgiA8OQ78qSSN+vtG1u1eBlg9wsqb3p/D4tGQmJH5OPOvZanBVRj+zzQW/K8WhUIkvpp8lxoZueS4dh3T/MWkfroUOSkJdYnieE6bgEezN7Bs/oL4em9gP3FKaaxLyyrp4YEU4I8ccRP7kaPpQYXk44O+Q2sMXTqiqfxCnv9CedMazRe3vmNzzC7Opf4DQIg2kBApkCj7LS5Zrin9ytNe3JvLQcTixYsBeOmll0hOTubrr7+mefPmVK1alebNm6ev1hBy5/Dhw2zfvp2IiAjGjRtHYmIiycnJ9OjRg/Dw8PR2LVq0QK1Wp3/THj58mP37laVHtWrV4tixY8THxzNv3jwmTZrE0KFDGTp0KJUrVyYqKopLly7x5Zdf4u3tnV7G/YUXXmDhwoXEx8ezatUqihYtmr6vQoUKbN68GYDJkyfzwQcfMH/+fD799FPy589PbGwsXbo8vBr2giA8WuKSYPhCWPZN9n1dXzexsPZS1P8bB6kZyzIyf/g5C9VkhXM6fbdUxWaHPs1gYg/wvs8U1dZff8M0ewGWrV+B3Y66zDN4jnofzQsVMS9ZTtKQkcgJCUomq7RCWKhUShXN1FTkm5Hp59JWr4qhV3f0Ld/K84ySqQ4z38btZ8utXfwv4XecOPFSe1JCX4RL5qtE2W5laV9UV5B2wW/kaZ/uRZJvr9nMpT179lCvXj3i4+P5+uuv2bp1K5cvX+b111/H39+fv/76i3fffZcaNWrkVZ//lclk4syZM5QpUwajMeM70OFwcP78eUqXLo3axSQf//Vwxm1XrlyhcOHCjBo1ihEjRuD1CFZxy8zVZ+xwODh27BgVK1Z0+d+JkDPxTPOGeK45k2XYsg/6zoKYrFOvKJc/nt2tFxB6YlKO2SUBEoKrcfrZeXRZVYW/rsFzRWHxMHi53H30xWrFvPkLTHMXYv9NmWPhUa8Ohr49QZJI/XQp1u/ShiW8PCE5JfvfVSoldaanEUPHdhje64a2ghuST9yDU3bya9IxtsTsZEfsj6Q4TahRU0xfkARbEtGOrOthjSo9pfTFuGWL55otAj+1D6de/A5wz/fp3T5Dc+Lym4hp06bx9ddf88MPP1C2bFnat29PeHh4+oebxWKhQ4cODzWIeJLMmDEDjUZDxYoVH/kAQhCEp8vVKOg9E3YezLo9ny6KLQ1nUD1xNvyRPbskkgqea0FkpTF0Xpif3VsDMOhgUk8Y2AqXa1w4Im6SungZqYuX47wZCXo9hu6dMXTthO3X30ke9AGOi5eUYYnbbx1STMpbCKtVCSDSKmuqihbG2K+XktvB1/d+H02u/GO+ypaYnWyN+ZZrViXjZQGPUALx44r1BhfMl7O0D9L4E6jx57z5In+azhCk8adHvnZ0CH4zT/t5Ly4HETExMRQoUIAvv/ySEiVKZNt/4MABYmNjczhSuB9z5sx52F0QBEHIwumERV/B+wsh1ZKxvbDuMrMrfEJTwzKkOEf2A1VaqPQOztpjWPZTIYYPkklIkQh/SWbeQImiYbnvgyzL2A79Tuq8RZg3fwE2G6rChfCaMh6P8Ncxr91I7OtvQWJiRtppWUby8FBqWMiy8k8aj9dexdi/Fx7hDfI0HXWyI4WvY/eyMfobfk8+DoC/xpfiusJctlzjujUyS3sVEiHaIJLtKcTY44h3JNLAvyZtgppQx7c6WpUbCoM8AJevPnjwYDp06HDX/VWqVGHjxo0P1ClBEATh0XThGrw7KeuyzZL6v5hYYgwtAjciIWfPEaU1wkv94ZVhnIsJ4L2x8L8/IX8gjGz1NwM7FkWjyd0Ht2yxYN64FdO8RdgP/6Gc/tWaGPv3QhUSQuqnS0ge9bGSOTI97bQOVaA/zqvXkZOS04csJB9vDO92wtCjC5qS2X8pdpfbwxUbo3fwTdyPpDrNeEhaSugLE2W9RZw9gTh71rEgf7UPWklLlP0WN23RlDYUo23QG7QIakCQNu+XkuaWy0FEwYIFGTFiBB999BHR0dGMGDECWZYZO3YspUqVwjePX/8IgiAI/z2HA+ZugZFLwJqWoLiM8TTjinxIs+Avcl4hoPeDWiOhWh+skpHpG2DCamU04b03YXxXJxcvxOcq74Pj2nVSF32GackK5OgYMBgw9OiCvkcXHGfOk/zJdBxpQcVtqrB8yIB8/QZOkyl9u/blahje64a+xZt5OlHyuuUmm2J2sjlmJ5ctymqUQh5hyMhcs97kb/OVLO11kgf+Gl9u2qKJcyTiq/bm7eC3aBPchEqez/2n8/Fyy+UgYuXKlQwfPhydTsf06dMpXrw4FStWZNy4cemFuQRBEIQngyzD7t9h1BI4+peyrbzncSYUHUnjgG9yDgC8w+C1CVCxI6i1HDwJPafDqYtQpogycbJG+ew5JLJfW8b280FMcxdi2bYdHA7UxYpieH8Q+vatsGz9ivimbZBvRGTkdlCpUJUsjvPqdZzXM60zNRoxvNMeQ69uaMvfx6zNXJJlmV+TjrIschPfxR3AiRNftTcl9EW4bL7GVWv2Jfd+ah8sTgupsoUYeywN/GrRIqgh9fxqoFN55HCVR8d9DaY8++yzJCUlcejQIfbt24dOp2Pbtm3u7psgCILwkDgcsHU/TFwNJy8q2170OsykYu/zmv+POR8UWAoaTINnm4IkkZAMo5Yq8ye0GvioC7zfXpnbeC+yLGPdu4+Ujz/B9pMya9Ojfl2M/d5DW/sVUj9bxa0K1ZFjbmUED0YD6gIFcPx1Aef5C+nn0rxYCUP3zujbtULl4/Ogj+WuzE4L22/t4bPIjZwyKdFWIY8w4u2JJDiSSHAkZWmvkzzQSR4kOpOJdyRSxlCSNsGNaR7YgEDt41Osy+UgIikpidjYWDZt2kSdOnXQpSXnEFkOBUEQHn9mC6zZDZPXwqWbADKv+PzElOLDeMnnUM4HhVWCRrOgWO30TV8egH6z4UYM1KoAi4bCM4XvfW1ZlrF+/wMpH0/C9suvShXNru/gObQ/qtAQUuZ8SnyHrpCU8YGsyh8GOh3Ofy7iOK98eEs+3ujf7YSxayc05fIud5EsyxxOPsHmmJ18HbuXREcyWkmDn9qHeEditrcOKlR4qT1JdCRhka0Y1Qa6BLWkTXATyhlLP5LDFf/G5SCiffv21KxZEy8vLzZs2EBcXByjRo3KcaXGvUyYMIGUlBR8fHw4e/Ysb7/9NvXr1ycxMZGxY8em13zo2rUrVatWdbWbj43Dhw8zZ84cLly4QP369XE6nVy5coW2bdtmSTb1IBYuXMiSJUv4+uuvKVjQDSXvBEF44iQkK28MZm5U8j1IOGkS8A0Ti42gnOcpcswoVKSmEjwUeDF9U2Qs9J+j5I7w9VKGLt4Nz5jjmBPZZMK0cSup8xdj//MEaDQYunfGc+QwZI2GlBFjMW/cCjabcoAkoXmxEs6IiCxDFuqyZfAcPhh9q2Z5OtfhmiWCzTG72BKzKz1rpJdKyadgk+0kOBKztPdWeWJ2WrBhx+w009i/Di2DGvGq70t4qB7vbM8uBxHNmzenYcOGqNVqdDoddrudUaNGEeBi4RGtVpteuOvgwYMMHDiQ+vXrM2vWLMqUKUOPHj2IjIykRYsW7N27N/2Nx5OmcuXKNGvWjLVr1zJu3DgALl26RNOmTalXr16Wuhb3q1evXunZJwVBEDKLioNZm2D+VjBZQIWDtsGbmFhsBEX1l9ODh4xfkiV4pokybBH8TPp5ZBlWfwdD5ivZK5vVgnkDISzw7td2XLqM75yFxO74FjkuHsnLC0OfHhiHDsBx4W/iW72N/fDR9PaqfKGony+L7dCR9JUZqNXomobjOXIY2sovuPXZZJbiMPFN7I9sjtnFL0lKcS69SodO8sAiW0l2ZkzclNP2adGQ5EwhyZlCRc8ytA5qwpuB9fDT5N2wyn/tvuZEZM5gpdFoslSVzK3hw4en//3SpUs884zyzbh9+/b0+hChoaGEhIRw4MAB6tWrdz9dfSzdunULq9WK2Wzm+++/Z/fu3RQqVIgbN27Qu3dvSpYsya5du5g+fTrVq1fHZDJx/vx5GjRoQL9+/QA4d+4c48aNIywsjKJFi5I5Men169eZMWMG+fLl4+bNm7z++us0bNiQtWvXsmjRIpo0acKNGzc4d+4cQ4cO5cSJE/z22294e3uzcOFCNJqHuy5ZEIQHdy0Kpm+AxdvBagONZOOd0LV8UmwE+TwychWkBw8qDTzfDup9Ar5Z32j+dQ36zIS9RyA0ADaNgxa1yZEsy9j2/U+ZLLl9J95OJ6rSJTF+PApdu1akLlpGbJXayDExygEaNdrX6iAZjVh3fodzt1IqXPL3w9ivF8YBvfKseqZDdvBL4h9sidnFzrh9mJypqFHhrfIkyZmC2WnJ0l6NCs+04Qqz04KXxki7kKa0CWrMs8a8W0L6MD3UT4PTp0+zcOFCIiIiWLBgAfHx8SQnJxMUFJTeJigoiGvXrt3X+R0OB45M038dDgeyLKf/kzJuMuZNW3N9Ptkpk6rK/ZiVvnULPMd88O/nlWUiIiIYM2YM165d48yZM/Tv3x9vb288PT0ZP3483t7enDhxgsmTJ7N06VIaNmzIX3/9xaFDh1i9ejUpKSnUqlWLbt26odfr+eCDD+jWrRvh4eFcvnyZBQsWpN/3sGHD6NSpEw0aNMBsNlO/fn1KlSpFhw4dOHHiBLGxscyZM4eDBw/Sp08ftm7dyqBBg2jfvj2//vrrPbOR3r6G49+mXae53S637YV/J55p3nhSnuulmzBlncSqXRJ2h4RWstI933ImFhtFoDZ7okBZrUOu3BO59igwpr1WSHsGFitM2yAx5XMJi02icyMnk3vKBPhkX3khm0xY1m8mdf5iHGkFr7SNXudGeH1KdeuCbckKYoo+p2SSBKSgQDzatcJx/gK2PT+mn1Bd5hmM40fj0bQxkkqFjPv/nfyVeomtsd/yxa3dRNiiAPBWeyq3jpNkZ9YU3n5qb0wOM1ZsWJ1W3vSvR/PABtT0qYJG0qQ9sv/m+8Yd36euHPtQg4jnnnuOefPm8fPPP9O+fXvWrVvn1vOfP38+2zaNRkNqaioqlQqbzYbsdKl0iEvtbTYbpkxrk+/GarUSGhrK8OHDMZvNjBo1iiZNmmAymQgMDGTixIno9XpMJhMXL15MP6fNZqN8+fKYzWbUajU+Pj5cv34dLy8vTp8+Tbly5TCZTAQHBxMQEIDZbCY6OpojR44wadKk9POUKFGCffv2kS9fPhwOB+XLl8dkMhEUFITRaCQ0NBSTyUT+/Pm5fv36Pe/J6XRis9k4ceJErp8T4HJ74d+JZ5o3Htfnei3Gg2Xfh7HzcCCyLOEhWeiTfzHji47GV5OYrb1DY+RmyU5ElWyPU2OE81eBq+n7f//Lm6lbC3M5Sk+x0FQ+aHWFSsWTufIPZM5+oL4RgdfmL/H86htUiUk4PY2ktGtJSqtm2AsVQL//J24VLI36ViwyYCtWBMsLlTD8chDnvEVIgCxJWKq+SPz7A7AXLaKc+Phxtz6fZNnEAfkIe+VDnOcSAAaUIQkbdpIcGYGDDBjR44WRKGKJdyRRjAI0lmrzivQCxkQ9JMJJTuZ8sf/Af/V96nIQkZycjFqtxmAw3PdFHQ4HZrMZT08lsqtRowYpKSlcvnwZT09PYmJi0udY3E6zfT9Kly6drQDXhQsXMBgMqNVqjONHw/jRuTqXLMukpqZiMBjcPoPWw8MDlUqF0WjEaDTy2muvsWDBAiZPnszQoUPp378/4eHhXLt2jU6dOqXfk1arRavVpn99e57K7edqMBjS90mShF6vT//3lnmfWq3Gw8MDo9GIWq3Gy8sLo9GIwWBI3w5KAKbRaO5ZkMXhcKDVailTpkyuC3CdOHGC8uXLi6JGbiKead54XJ/r2Sswaa3Ehr0SsixhUJl4L/8CPir6MV5q5YNRJqOipuwZglx7NLzwLvk0OvLdcb6rUTB8kcSWfSr0HjLjuzkZ1MoDD23J9DayLGP78X+YFyzB+vVOcDpRP1MK/fgx6Dq2Jchswbx2A6kDhiNfTStnHRKMpnRJpIO/4XExrWaEpyf69q0xThmHyscHd08Lt8t2DiT+zpZb37I7/gAW2YpW0uCr8ibBkUQqWYcrPCQtYdpgEuzJxDsTMWOloV8t3g1pRTWvio/E6gp3fJ/eHiLPDZeDiKpVq9KzZ08GDBjgcsdui4iIYNasWcyYMQOAyMhIUlJSKFCgAE2bNmXfvn2ULl2ayMhIoqKiqFWr1n1dR61WZ3uIkiSl/3M/HuTYe50z859NmzZl9uzZXLt2jfj4ePz9/ZEkiZs3b2a5fk5/SpKEt7c3ZcuW5ffff6dx48ZcuXKFmJiY9H2VK1fm6NGj6cMZ58+f58MPP8zybO78J/P573X/t/fn9OzvxdX2wr8TzzRvPC7P9dhfMGEVfHFA+dpPE8fgAtMZUmgGepXy4Xg7eJAA/IvD65ORnmuBlMNSCotVWbnxyVowmaHpKzCzr0SxsIyfB3JKCqlrN2CatwjHqTMAeDRuqOR3eLUm1u3fkNy+C9bdPygFOACnVos6NAT52nXsUdEAqIoWxuujUejfbpsndSwupF5iQ/QOtt76Nr20tr/aB6vDhk22k+hIztI+WBOAVtJwwxbFZesNiuoK0i2oDS2DGlFI50LBj//Qg3yfunKcy0HEiy++mGMAYbVac72SwM/PD4fDwYgRI/Dx8eHChQtMmjSJAgUKMGjQIMaMGcPo0aOJjIxk2rRpT+zKDFCWeG7fvp2IiAimT5/O0KFD0el0NG/enKFDhzJixAimTZtGlSpVsFgsxMfHs3LlSsqVK8f+/fsBqFWrFseOHSM+Pp558+YxadIkpkyZwkcffcRPP/2En58fwcHBzJs3j7FjxzJ16lSmT5/OH3/8QWRkJKNGjaJ48eLs3buXP//8k5s3b/LCCy+wcOFC4uPjWbVqFUWLFk3fV6FCBZeX9AqC8N84eBI+Xgnf/658nc8jgg8Lj6Nbvs/QqpR81VmCh3wVoeF0KF438xKMdMkmWPUtzN4M/9yAUgVhdn9oWC2jjf3vf0hd+Bmpy1Yjx8cj+fhgHNgHQ58eSF5epC5ZTuI7PXBGRmUcpNeBWoOUkoJ87TpoNHg0eA3j8MF4vPJynvxWfzzlLPNurGJn3D5AWXqpl3SYZQtxjkSktPcxMjJ6SUeg1o8b1iii7bHpKahbBYXzole5R+Ktw6NAkuUcV//e1axZs2jSpAmlSpXKsr1Tp06sXr3arZ27X3erhe5wODh//jylS5d2OUKTZRmTyYTRaBTfPPfg6jN2OBwcO3aMihUrPha/3T0OxDPNG4/yc5Vl+PEofLQcfk4bCi+p/4vxRUfRMngLKimHH/NFairBQ8Gc8/BcjIAF22D5TiWHhL+3km1yQEsl46TsdGLdvRfT/MVYd34HsqxMeuz3HvqO7XD8fRHT1FmYN21TimHdptcp+R4cypsIR4A/XoP64j1sIFIe/MIoyzIHk46yIGI1+xKUZFmeKiMpaUsyNWiwk9G/AI0fdqedRGcyKlS86vsSrYPDqe/3CnrVo/8LrTu+T+/2GZoTl99E/PHHH6xevZqiRYvi7e2dvv3s2bOu91QQBEG4b7IM3xyEj5fDH2l1LV7wOsLkYu9T1++HHF4sSPBMY6g/GUKzZ3KUZfjlpPLW4csDyohDmSIwqSd0fB2MenAmJWFa8jmmeYuVDJEqFbqmjTH064lH3VexH/2ThLe7Yv3qm6wnN+gh1aykxJQkNFVfxDh5PKd9PKlYsaLbhy2irLfYcmsX66O384/5apZ9Zqc5/e927HhIWgI1/kTaoom1x5PfI5TeIW/TOqgxoR5Bd55ayMTlICImJoYxY8Zk2SbLMkuXLnVbpwRBEIS7s9th048wfiWcvwYgU9t3P9OKD+FF7z+yHyCpoUJ7eG08+BXJtttmV+pkzN4Ev6f9PtiwGgxsBfUqK6Mc9n8ukjR/sTJkkZiI5O+P8f1BGHt1Q1WkMLafDxLfqBnW7/ZknFitAq1WCRxSzWDQo2/XCq9pE1EHBChLCY8dc9tzsTit7I3/hU0x3/BD/C84cKYPUUiALm3owoETFRLB2kAsThvxjgQibFG84lOZLqEtqedXI31ppnBvLj+lfv365ZiOOTDwHmnJBEEQhAdmtsDKb2HSWiVZFMg0DtjB9OJDKG38K/sBag+o3ANeHQ1eIdl2xybCZzuUYYtr0aD3gB5NoX8LKFM0bcji+x+VIYsdu5Qhi7JlMPafgOHttiDLpK7bhGnGXBznMl1fo1FeYzic4LCgyh+G8YPBGPr0RHWv/Nf3QZZljiSfZMutXWy/tSdboSu9pMMm27DjwCxb0Es6vNVeRNtvEWmLoYBHPjqGvEXLoEaUNGQPsIR7czmIuFs9h19++YXate+SouwRcXsug4vTQAQX3H62Yt6IILhPYopS12LaeuWDX4WD1sGbmV58CAV0N7IfoDVC9YFQ833Q+2bbfeYSzN0Ka76DVIuSmnp8N+jxBgT5gTM5GdO8NZgWLFGCA0lC90Y4hn7voa1bG8fRP0n6YCzmFauRkzMlXlKrlaRQdnv6kIXXtInoar3i9mdy0xrNlphdbIz5hn/MSmYKNRkByu101KmyMnRhVBkwO82YZQsap5o2QY1pGRTOS94VUUnuDWyeJi4HERaLhc8++4wTJ05kSTp09uxZRowY4dbOuZtKpUKr1XLr1i0CAwNd+qCTZRmn04nD4RAfkHchyzK3bt1Cq9W6/bcNQXgaRcfD3C0wZwukpIJWstI5dA1Tig8nSHsr+wF6P6g1Eqr1AY+sE+JkGfYdhZmbYKdSXZvKz8CAVtDyVfDQgjMujuRxizDNWYgcG6sMWQwbiLFXN9BoMK/dQFLfwVnfOmTmcCAFBWLo0hHPsSNQpeWscRer08ae+J/ZEP01Pyb8ihNnlsBBLalxyMqETYtsRSNpUCFhlW2YnRZq+ValZWAjGvrXxqDOuwJdTxOXg4hx48YRGhrK5cuX6dGjB3a7nf/973+89tpredE/tytcuDBXrlwhNjZ7etd7kWUZm82GVqsVQcQ9aLVaChf+l3q/giDc0511LYyqFAYWWMRHRT7CW6PkMMicIAqvfPDaOKjUGdRZq0La7LD5R6XI1h/nlfkNzWrBoNbwcjnla8fNSJJmzSf106XIycmoixXFOHEM+o7tsB38jaSBw7F8vVOJRHL6+SdJaF+qgufkcXny1uGv1Eusj97Olphd3LLHK5fMuHvUqHDgxCrbkJAwqPSYnKnYZTvF9YXT3jo0Ip9HsNv79rRzOYi4du0aEydO5Pfff6dZs2YAtGzZ8oGST/2XPDw8KFmyJE6n06VhjdtZwHKbifFpJEmSeAMhCA/g7+swea2Sl8HhVBJEjS4yjcGFZuacICqwNLw+GZ59M1ut7Zh4WPI1LPwSbsQoKyt6N1OWaJZMS/1o//sfTNPnkLpiLVgsqJ97Fs8RQ/FoWA/Lpm3EVqmF48y5rJ3M9HNT8vJC/057PCeMQe3n59ZnkexIYUfsD6yP/prDycq6VTUZP3vVkgq77MCB8ubBIOkxy2bktP+1DmpMu+A3qOL1vPjFLw+5HETcruDocDhITk7Gy8sLh8PB33//7fbO5aX7/bB7XLLVCYLw+Dh/VckuuW6P8hkdqIlhZNEJ9Mm/IOcEUQVfUnI8FMleDO/kP8rwx7rvwWyFAsEwsTt0fwMC06ZH2I4cJWX6HCybtoHTiaZqZYxD+yPpdJjXbiCxWx+wWJQJkjnR6/AcMwLPYQOR3FjVV5Zlfk8+zobor/k69gdMzlRUZA4AMgIYu+xAJ3kgyzJWbFhkK7V8qtEiqCEN/Wvhqb53fgPBPVz+t+/t7c2ePXt46aWXaNu2LZUrV+b48eMULOjurOaCIAhPtjOXYPxq2PSDEjyEam8yusjHdA9bikbKWklRQoIS9SF8FoQ8l2WfLMOew8p8h92/Kdteeg76t4LmtUCrAWd0NKY5m0hdsRb7n8pv9h4N6qHv2Bb70eMk9RmMHJ1WftuQNl/gdpIoDy04ZbDb0bVujvesKajzuy/d83XrTb6I+55N0d9wyaLU0tCkvXWQkZGQkJFx4ESDGp3kQYqcikW2UsZQglZBjXkrsL7I6fAQuBxEjB49GrPZTO3atdFoNPz555/p9TQEQRCEf/f7GZiwGnb8onxdTP8P44p8SJuQDaizZZeU4Llm0GAqBGRNN2+xwoYflPwOx/9WRjRa1VHyO7yUlkvK+utvxE+fg2X7TrDZkHx90ffogrbi81h2fU9ix+4gy0h+vkpOB5tNyekAYDBAaipYbWirV8Nz7Ah0Deq57Tnsif+ZOY7lHD9xHhkZDyljPsftYQo57f89VQZSnKnYceCt9qBt4Bu0DgqnrLG0GK54iFwOIjLng+jdu7dbOyMIgvCkur06Yvwq2H9M2VbOeIKpxYfyuv/u7PMVVVqo9A7U/Rh88mfZFZsIi7+CBV9AxC3wMiirLPq3gKJhyrCAZc8+Uj6Zhu3H/wHgUa8OunatkZOSSF30GeYlK0CSkPx8kePikeMTlJNLkvLmwWIFwNCtM4Ze3dC+UNFtzyLCGsWHl2bybfx+JCRUSDiQscq2jOeFjE7ywCE7sWPHKtsI93+VlkGNqONbHQ+V9u4XEP4zLgcRTqeT1atXs3XrViRJYtWqVUyYMIGxY8fi4+OTF30UBEF4bDmdsP1nZc7D0bSVkS/7/Mz04oOo5vN79gO0RnipH9QakS3Hwz83lLcOK3YplTQLBsOU96BbE/DzTgsednxL8vgp2H87DGo1+k7t0Xdsi3X3DyQPGYEcH68Uv9BqwGZHjotXTu7hAVarklCqSBEM73XF0LkDKn9/9z0L2cnyyM1MuroQs3x7oqic9s5BoUKFVtJgka1YZCuVPMvSKiicpoGv4a/JnvNCeLhcDiJmzZrF6dOn6dy5Mxs3bsTf35+GDRsyZswYZs+enQddFARBePzY7LB+D3yyBv5KS03dyH8X00sM5lnjuewH6P2g9iglgNBkLfT0+xllyee2/ylBSaVSMKgNtK6jxAKyLGP55juSP/oE++E/QKdD36sbulqvYN68jfgGbykH3p7rkPaWAbUa9HpISQGnE13LtzD26oa2Tm23DhEk2JNYG/UFyyI3E2mLybZfRkaNGmWthZMArR8tAhvSKihcZJF8xN1XAa61a9ciSRJfffUVAPXr1+fzzz93e+cEQRAeN1abskRzwiollbQKB22CNzG1+DAK6q5nP8ArH9SbqAxdqDJWfjkcsOMgzNmcMfzRoCoMbQd1KimjDrLFgvnLnaRMnY399yPpwYOmRHHMq9dhXviZcuDttwxpcx2kAH9kkwnMFiSDHuOgPhh6dXfrZEm7bGdP3C98enMtR9KWaN6LBhVNA1+jdVBjavi8iFoSq+AeBy4HEXfL2Gg2m3NoLQiC8HQwW2DFTmXOQ2QceEgWeuRbzsRiIwnQxmc/wLcwNJwBZVtkSeCUkAzLv1HmO1yMAI0aOjaAIW2gfIm0xHeHfleChA1bkePiwMMDfY93UYUGY166EvPNSGV5piQpkzGsVlCpkDw9kZOSkGPj0DxfDuOA3ujbt0bSuy9744XUSyyIWMv2W3vShyzudHu1BUBpitK5cEveCnodX413ju2FR5fLQUTZsmXp3bs3bdq0wWQy8dtvv/HFF19Qrly5vOifIAjCIy0xBRZ9mVbXIkkJHvqGLWJi8VF4qZW6ElmyS/qXgPDZSknuTMHD39eVFNcrdikproP94MNO8N5bSm0Lx6XLJE/YgHn1ehx/XQBAU+45dAN6I6ekkLpsFXJsXEZuh8zLM212ZThDr8PQ5W0MndqjeaGi24YsEu3JbIj+muWRm7lqjfjX9vm1IbQIbkQz/9dJOhtLxeCKIv/OY8rlIOL9999n8uTJ9O/fH4vFQo8ePWjRogXDhg3Li/4JgiA8kiJjlaGGeduUSY5aycrAAvMYX3Q0RnUqcEeCqJByED4HStRNP4cswy8nYeZG+Oon5esKJaF/S2hbF3T2FMwbtxK7eh22/T8BoAoJxjiwD9r6dbF+txfTtNnIKSkZGStvBw86D2Xug92BrmljDN074/H6a0ha96xqcMgO9sUf4tObaziU9Gf6m4W70Us6mgbWo1WmolcOh4NjuFaCQHi0uBxE6HQ6xo4dy5gxY4iLi8Pf31+s0RUE4akRcQumb4RFX4DNodS1GFtkCu8XmppzauqC1SB8LhSqmn4Oqw0274N5W+D3s8q2xtWVehavVgLHhQukfrCUxBVrkRMSQKdD16YFhk7tkfz9Mc2ci+mNlkoCqNucaWsc0ippSl5eGAZ1wfheV9RF3FfP5oLpEp/e/JwdsXtJcabm2CbzcMWLXuVoG/QGTQNfw0vt3oJcwsN33/lKJUkiICAg/eshQ4YwY8YMt3RKEAThUXMjBqZtK8iXB1XYHOCvieXjEh/SI2xpemrq2ySA4vWUYYvQsunbI2NhyXalrPfNWDDooEdTpZ7Fs0XA+sM+4hvNxvrdHgDUzz2L8ZOx6Nq1wn7oMCnjJmM7eOie/dS8UBFjnx7o27Rw21yHZEcKa6K+ZEXkZq5bI/+1fZg2hJbBjWgR2FCsrnjCuRxEHD9+nHnz5nH16lVsNiUxyO0S0IIgCE+aWwnKMs3521TYHaEU1F1lSqlhtArejFpyZm0sqaDMW0pdC/9i6ZtP/qNU0Vy3R3kLUThUye/wbmMI8AHrzweJ7TJeSQylVqNr8SbGvj3RvPIy1i1fEPdKfRynz2ZcR6VS3jzcnjip80DfthXGPj3QVnnRbfd+KuU8n1xbyIGE33HguGdbo2SgaeBrtAxqRLW04QrhyedyEDFixAjefPNNOnXqhE6nrGWWZZlJkya5vXOCIAgPS7JJmSw5fYNSyKqM8QzTiw+mgf93OWeXrNgJ6k0A73yA8tn+/WFlvsP3aTmlaj6v1LNo+jKo1coqi7iPJ2H99ntQqdB3fhvP0cPRFC+G5fsfiC1fFcfZ89k7lzZ0oSoQhrF3DwzdO6MKck/diBS7iaWRG1gb9SURtuh/bf+Sd0XaBDWhcUAdUfTqKXRfaa979OiRbfusWbPc0iFBEISHyWJV5iqMW62sknjB6wizy/Snhu8v2RtrjfBS/7TskkrGXpMZ1u6GeVvh9CVlikLrusp8h6plQDabMX++lYT5i5XEUJKEvl0rPMeOQPNMaWzHT3KrSk3sh4/etY/amjUwDuiF7s0mbqmi6ZSdfBP7Iwsj1nLcdO5fJ0mGaUNoHRxOq6BwiukLPfD1hceXy999devW5dChQ1SrVi3L9sWLFzN58mS3dUwQBOG/5HTCkq9h5GJISIEaPj8xt0xfKnr9mb2xIQBqfwjVeqdnl7waBQu/hKVfK7UtfL2UwKFvc6WehePyFZJGLCN16QrkW7FgNGLo+S7Gfu+hLlWS1M83Et+iA45TZ3LuoF6P4Z32GPr0QFvePUvqz5guMP36Z/wYfxCLbL1nWx1awgPr0DqoMa/4VBbDFQJwH0HE6tWriY6Oxmg04uXlBWTMiRBBhCAIj6P1e2DQPIiOl3nd/zvmlOlPaeNf2dpZDKFoGk1DXaEDqFTIMvx8XHnr8MUBJctkqYLw8bvQqQF4GmRsP+4nvvcipYqm04m6ZAkMHw7H0LkDjr8vkjR8DNbvf1ASQuVAXbokhl7dlToWfn4PfK8JtiQ+vbmWjdE7iLbnvLzyztUVrYMa0zSgHj4arwe+vvBkcTmI8PHxyRYsiDkRgiA8jn74A7pOhquRTt4K3MbsagNzTk0dUg5HwxmcTAyk4vMVsdhVrN8L87dmFNV6vSr0awENq4LksGFet4lbU2cpEyIlCY/wBhj79kRbrw7m9Zu49UINnBcv59gvydsb/TvtMbzTAc2LlR54Gb0sy+yK28fcG6s4YcqhbgdZA4cQTSAtgxvROiickoaiD3Rt4cnmchAxatQoqlSpkm37xIkT3dIhQRCEvHbkHHT+BP66bKVDyBqmVn+fQK3yW3mW7JKFX4HGcyF/JXA4iP/pBJ+skVj4lbJc09MAvZtBn2bKEk3ZaiV1+TpMn0zHcfESkq8vxiH9MfTqhsrPl5TJM0lo3RE5KTnHfqnLl8VrzAfomjZG8vB44Pu8bL7OlGuL2R1/gFRnzqUJbgcPOsmD8IA6tApqJGpXCLnmchCRUwABMG/ePBYtWvTAHRIEQcgrv5+BHtPgwsUUeuVfwMGXx2VLTS0hQalG0GQ+BCjLNM9ehtmbJVbveh6LXUWhEJjaC7o2VkpwOxMTMc1dS8qMeTivXEXy98dz/GgMvbph+98vJLTrokyilHOesOjx2qt4jhqG9tVaD/zWweKwsjxyEyujtnLNejPHNpnfOrzkXYlWQeE0DnhVJIMSXJarIGLIkCGMGzcOT09PXnvttWz7RZ4IQRAeZT+fgPemw9WriQwrOIWhL09Hp8o6B0GSVFC2JTSaBT75kWX48Q8lv8POgwAqniuUwsjOBlq+qkKrAfv5v0gctRjzirXIyclIQYF4TfoYXYc2pC5Ywq0izykpqXMg+fqg79gew7sd0Vaq8ED3J8syu+N+Yn7Eao6lnMaJ857ti+gK0DKoES2DGlFI577KncLTJ1dBRJ06dTAYDAB4e3szcuTILPvFnAhBEB5Few9D31kQfTOWj4qMoWf1xdmyS6LSwgvvKjkePIOw2mDjdzB7Exy7oORzalYLBrR0YLCdpeLz5XF8u5e4BUuU/A6QXhFTW6cWKR+OI7l4uYwaFlmupcKjYX2Mvbrh0aDeA9exuGqJYMLV+eyN/5lUZ84VM2/zUXnxZlB9WgY24kWvcqJcgeAWuQoimjRpkv73iRMnUrZs2WxtxJwIQRAeFTt+hgFzwRwbweRi79O++rrs2SW1Rnh5kJLjwcOT2ERYshbmb1PqY3galOWZ/VtCiQJguxnDxYnriNuxC+elK0pmyeZNMQ7oDT7eJA8cTmK3PjkPWej1GHt1wzikP+oC+R/o3hyyg7VRX7L45nouW3KYBErW4Yq6vtVpHdyY1/1qolM9+DwLQcjsvkqB50TMiRAE4WGSZWWp5geLQJt8kbkl+tKo1C5U0h0f6oZAqDMGqrwHGg/+uqa8dVj1LaRaoGCwkpK6axPw9wbbkaMkjFqEecMWfC0W5NAQPEcPR9/1HexHjpLYs3/OWSUBKSgQz6EDMPR894GXZ54z/cOkawv5Mf5X7GR/y5E5cCimL0SboMa0CGpImEfIA11XEO4lV0FETvMgMhNzIgRBeFjsdiVJ1NjlkM9+ivWlevCyzy/ZU1P7FYMGk6FsK2Qkfj6hpKTe/rMSgLz4jJIcquWroJFtWLZ+SezcRekFrzQvv0Rk49cp0bQxluVriK30MnJcfI590r5cDePAPujeeuOBhizMDgsLb37OmqgviLTF5NhGQpkUapT0vBlUn9ZBjansVV4MVwj/iVwFETnNg8hMzIkQBOG/ZrHCrM0waQ2U1Rzkx9LdKOd5OnvD0OeVZZrFamO3w7YflcmSv6UlhmzyMgxpq9S1kG/FkDp1BfELluC8EQE6HfouHTF074L1yFF8ps0iftS4nDuk12N4pwPGvj3QlMv5jW1uyLLMtlvfseTmek6acn7DoULCmfbWoYZPZVoFhRPu/ypGteG+rysI9yNXQcTdckPc2UYQBCGvpaTCpLUwe5NMTc9vOVG+J4X1VwHljUL6L+BFakKTBZCvPIkpsHwTzN0Kl2+C3kMpwT2wFTxTGOwnT5HUYyGpazeA2YyqQH68PvkIXbuWpH76GXH1GoMplZzeKahLlcDYvxf6Tu1R+fjc930dSz7N1GtL+CXxCLZ/Ga4oqi9EqyCl1HYBXb77vqYgPKhcBRH/FkDkto0gCML9ik+Cj1bAkq+cNPXbxD8v9CfEQ6kymZ7jQZKgdLgSPPgX4Xo0zF2oDHckpkCIP3zUBd57C4K8HVi++Za4Lp9i/WE/ANqXqmIc0AtN7ZqkDB1JcqmKOa+ykCQ8mjTCc2BvtHVq3/fQwS1bHNOuLeXr2L3EOxLv2dZH5clbQa/TMiicSp7PieEK4ZHw4OXfBEEQ8lBUHLy/EDbtsdExeDkRVd/HV5P1A1eSVFCutZLjwTsfpy/BjMXw+fdgs8OzhWFab3i7PujsKaQuW8WtuYtw/P0PaDTo27VSVlkYjST1HYyt/bs5rrJw6nUYu3fBs38vNCVL3Nf9OJ1ONt3aycKIz7lgvpRjm9vDFRIS9fxq0CaoMXX9XharK4RHjggiBEF4JF2+CQPnwe5fzLwXtoDol8bgqTZlbZQpx4NsDGLPYZizBXb9quyu+bwy36FxdSDuFqbJi0mctwj5VixSYACeo4Zh6NUd22+HSejYDcdff+fYF3XJ4uh79+D8C+Wp8MorqNWup4Q+b7rI5GuL+DH+IFZs2farUKUniSquL0zb4Ca0CGxEiEegy9cShP+KCCIEQXiknPwH+s2GwydSGFJwGutfnoxedUciJY0eqg+AWiNJlXz4/HuYuwVOXQSVSkkONbQtvFQWHBcvkTJ0EalLViCnpKAuVhTj+NHo27XC9OlSblV4SSnNfSeVCt2bjTH274W2dk2cTifysWMu3UuSPYU5N1awJWZXjhUzM89z8FF70TSwHi0CG4pkUMJjw+UgYuTIkXzyySd50RdBEJ5iR8+n1bX4O4GxRcay++UF2bNL6nyU5FDVBxCZZGDhOlj4JcQkgI+nskSzT3MoGurEuudH4kYsxrpjF8iyklXyg8Foq1YmZfwUkgYOz7H8tuTrg7F/Lwy9e6DOF+ryfTidTjbFfMPSyA2cTf0nxza3gwcNaur716RlUEPq+FbHQ/VgGSwF4b/mchDx/fffc+3atWzbJUkiKCiI2rVr07RpU7d0ThCEJ9+Rs9BtKkRciWJysffp+PKa7NklPUOg3kSo1JnTVzXMmqXMd7BYoVgYjOoEXcLBS20hddXn3JoxD8f5v0CS0L0Rjr53d5BlUkaPVwph5UBduiSeH49C3+Kt+8rt8EfyKaalra6w48i2P/OyzIqeZWgZFM6bgfXw1/i6fC1BeFS4HES0atWKw4cP06hRI/z8/IiPj2f37t1Ur14do9HIqlWruHHjBu+9915e9FcQhCfEz8fhvRlgunmRWcUH0OSlHdmzS/oVhQbTkcs0Y88fKmZ9AN/9puyqXhYGtYG3XgGVzUzqZyuJmTIL57XrSP7+GIcNxND1HSw7vyOxYzfk6JyTNWmqVcZr2kR0NWu4fA+xtnimXVvK9tg9Oa6uyDxcEaDxo2VQI9oEN6G0oZjL1xKER5HLQcQ///zD2rVr8chU6759+/YMHjyYBQsW8Pbbb9OxY8d7BhFxcXFMnToVo9GIJElcu3aNESNGUKRIERITExk7dixeXl5ERUXRtWtXqlaten93JwjCI+ebg9B/NngnHWd+iX7UKvS/7NklQ8pB4zlYCtZl/V6YPQNO/KPMd2hRWxm2qF4OZJMJ09zlmKbNxhlxEyk4CK8p49F1aEPKuMncqlgdzOYc++Hx2qt4ThiDx0uu/XxRVld8w8Kbn/O3+UqObTJPkqznV4N2wW/wmm8NtCoxDU14srj8HX3r1q0sAQSATqcjKioKAL1ej9FovOc5bt68iU6nY/To0QCsWbOGDz/8kDVr1jBr1izKlClDjx49iIyMpEWLFuzduxedTudqVwVBeETIsjL8MOxTmdKOn9hWsi8VvI5nb1ioOjSeyy2vyizeDgu2wc1Y8DYqiaH6tlCGL5xJSaRMWUrKjLnI0TGo8oXiNXMyHo1eJ3nAMJJHjAVnDuWwJQldizfxHPU+2orPu3QPF1IvM9GxhD+Ons4xGZQaFY60wKG0oSitgsJpFtiAUI8gl64jCI8Tl4MIb29vpkyZQsuWLfH39yc2NpbNmzfjk5ap7fjx46SkpNzzHGXKlGHs2LHpXxcqVIjIyEgAtm/fzvr16wEIDQ0lJCSEAwcOUK9ePVe7KgjCQ+ZwwKKvYOwyJzU8dvBzyYEUN1y8o5UEpRpC47lcSC3JnM2wcheYzFAoRMnv0LUx+HqBMyqK5PHLMc3+FDk2FlXBAnjNn4GmWlWS+g8hefAHOXdEq8XQuQPG4YPRlCie6/4nO1KYe30VW27tJNKWvT5Q5uEKb7UXzYMa0DqoMeWMpcXqCuGp4HIQMWnSJIYMGcKKFSvS/yOpXLky06dPJz4+nvXr19O1a9d/PU/m/8B++OEH2rdvT3x8PMnJyQQFZUTuQUFBOU7kzA2Hw4HDkX2C0/2eK/OfgnuI5+p+j8IztVhh5iaJmesdNPVex+lyw9KzS94mS2rk8m1x1pvMvgthzJ2mYuevMrIsUamUzMDWMi1ry2g1YPv9CPELlmDZtA2sVlRFC+M5cQxSYCCmsRNw9B2SvROShKbGS+i7dMSj2RvpKan/7bk4nU6+jPuexZHrOJOac96I28GDjMyrPtVoHdSY+r6vpCeDcub0FkTI5lH4Xn3SuOOZunKsJMs5pGXLhYiICKKjowkNDSU01PVlULft27ePnTt3MmXKFBISEqhWrRoHDx4kICAAgB49evDyyy/TuXPnXJ/TZDJx5syZ++6TIAj3x2RRsfS7MLb/7MM7wUsZX3Q0PpqkLG2cKi3RxVpzuWR3dp0owrr9IVyIMCJJMjXLJtC2ZiQvlkxGkp0YfjyA15oN6E4qhbUsFcuT3OJNNBcv4bXlK9SJyrlvp70GcPj7kdy+FSmNG+AMCc513y84r/C5vIM/OZfj6orMChBKXakqr0pVCZb8c30NQXiclClT5l+nJ9z3LJ+wsDDCwsLSv540aRIjRoxw6Rz79u1j7969TJo0CUmS8PPzw9PTk5iYmPQgIiYmhgIFCtxXH0uXLv2vDyC3HA4HJ06coHz58veVrU7ImXiu7vcwnmlMAoxaIrF1j4m++WYRUfUTDOqsExplDy/kmiOJK9+f5TsNLJgpEXFLwssg06+5k97NZEoU8Ea26bGs20TqtNk4zp4HvR7dux3Rvd0W85IV6D6enK2ehQRoXqyEYdQwPBo3JDSX9x1vT2TmjWV8FbuHODnhnm19Vd7UkCvRvWR7XvAuK4Yr3ED89+9+7nimJpOJ8+dzriB7J5eDiKtXr7J8+XKuXLmCzaakbpVlmXPnzrkUROzatYsjR44wbtw4JEliwoQJfPjhhzRt2pR9+/ZRunRpIiMjiYqKolatWq52EwC1Wu32b8y8OKcgnmte+C+e6aUIGDwf9v2awMhC44msNhcP1R0pnT2Dof5kLud7h7lfqFk2GZJToUAwTO0F3ZpI+HpJOG5EYJ6+HtOnS3FeuYrk44NxxFB0zZqQMmocia81yV7PQpLQNXsDr/Gj0TxXJld9djqdbIjZwZKb6/nrLrUrbvNAy+sBNWkR2JCaXlU4ffwUFX3Kie9VNxP//bvfgzxTV45zOYgYMGAA5cqVo379+ukrJmRZZunSpbk+x9mzZxkyZAj+/v7s2rULgKSkJD788EMGDRrEmDFjGD16NJGRkUybNk2szBCER8ypi9BvFpw8FcPEoiPYVH0FGumOIQC/ohA+h0PON5i5SWLb/5QFE+WLK/Us2tQFrWzF8vVO4lasxbprNzidSMFBeE4YgxTgT+q8RZgmTc/eAY0GQ9dOeH4wBHXRIrnq84mUs0y5toQDCb/963DFC55laRv8Bk0C6uKr8QbEuL0g5MTlIMJgMDBu3Lhs2wsVKpTrczz77LOcPn06x32+vr7MmTPH1W4JgvAfOHIO+s6Ca39fZ2aJgbSovgVVthwPZXGEf8r267WYtQB+PqFsfr2qkt+hfmUAGcu2r4gZPALnlaugUuHR6HW0dWtj/+kXUsZPAcsd9TIAVeFCGHp3x/BOh1ylpI63JTLz+jK+jN3NLXv8PdsGqv1oHdyYNsFNKGUompvHIQhPPZeDiBdffJHLly9TpEjW6H///v1UqVLFbR0TBOHRceBPGDAXUq79xael3qNutR+yJIiSAangS6Q2+JSVRysxazT8fR08tEo66oGtoFzaykr72XMk9R+G9fsfkHx98Rw5FNkpY16zHus332a/uFaD7q038BwxFE3F5/91LoLT6WRdzHaW3tzABfPle7bVoaVhwKu0CGpILZ+qIhmUILjI5f9ijh49ypo1ayhWrBheXl7p28+ePcvQoUPd2jlBEB4eWYavfoL3F4JX/FGWlu7GC1X+yB48lAon5pW5zPuxBAv7QWwiBPgo9Sx6vwX50ipZO2NjSZk8E9PsBWCz4RHeAGdiAimTZmSf6wBIfr4Yh/THc3A/pFxMkP4r9SITrn7K/oRfscnZk0FlVsPnRVoENiQ8oA7eak8XnoogCJm5HETExMQwZsyYLNtcnRMhCMKjy26Htbth1FKZZx0/sKt0d0qUuCNBlKSC59tz/rlpTN+Rj7U9wGqDkgVgXFd4pyEY9UpTZ1wcppnzMM1ZiJyUhFS0CJLDgXXndzleX1W8KF7jRqNv2xLpXyZ4mRypLI/cxMrIbUTYou7ZtrS+GC2DGvFW4OsU0N3/snRBEDK4HET069eP8PDwbNsDAwPd0iFBEB4OixUWfgUTVjp5TbeZo6X7ZUsQhUqLXLU3BwLHMvULf3bNUzbXKA+D28AbL8Ptz31nXBym2QuU7JKJiRAUCLIX8qXLZHvvoFLh8fpreH40Eo9q9x4WlWWZHxJ+Yc71VRxNOZVeoyInnpKBlsGNaBPUhOc9nxXLMgXBzVwOInIKIAD27NlD7dq1H7hDgiD8t0xmmL4BZq2308pvOReeH4af5o6KlBoD9peHsdk2jOlbvTh2ASQJmtWCIW2UYli3OaOiSJm1gNQFS5CTksDPF7RaiMkhbXSAP4bunfEc3A9VSMg9+3nFfIPp15fybdx+Upyp92xbzasiHUPeomFAbQwqfa6fhSAIrslVEDFz5kz69OmDTqejU6dOObY5e/Ys48ePd2vnBEHIO0kmmPI5LNhsoWvQPK69OBZPtSlrIw9vUl4azfyIAcxf5MGNGPA0QL8Wyj8lMuWBc1y/gWnabEyLlyuVM40GJdKIvyOJk1qNR4N6GIcOwKP2K0gq1V37mOow81nkRtZEfcl168173k+YNoS3Q96iZVBDCurC7tlWEAT3yFUQ4eXllf4aMDo6mh49emTZL+ZECMLjIzYRJq+F5V8m0y90GhFVpqBX3bGc0hDIzUofM+7Ue6yepibVoiSHmtQTur8B/t4ZTe3/XMQ0ZSapy9coEypuBwWmO94WBAXiNXwQhu5dUPn63rV/sizzbdz/WBCxmj9Tzt5zuEIv6Wge2IBWweFU8fr3lRuCILhXroKIzEHD0KFDee2117K1EXMiBOHRdjUKPloO3+y9xbACn3Cjylw8VFlXMcg+BTn1zDQ++LkNuyanFdh7Bga0glZ1QJvpJ4b99BmSP5mOZf3mrGW37yg+palUAa+JY/FoWP+eH/LnTP8w4/pn7I3/BbOcPUdEZjW9q9A+pCn1/V8RwxWC8BC5PCdiwYIFvPzyyxgMhizbxXwIQXg0nb0MI5fAkd+uMbboGJZUW4laypjaKAMElGZv/nl88P3rHN2hjEK8VVNJDlWjPOnLOmWnE+vO70iZOQ/bj/+7+0V1OvTtW+M15oN7ZpSMtyey9OYG1kd/TaQt5p73UVJflLdD3uStwNcJ1ga48AQEQcgrLgcRCQkJDB8+HB8fH9566y0qV66cF/0SBOEBHT0PwxfDjbPnmFRsOFuqfZUlu6QMOEIqsc64mA93VeF6tLIss08z5c1D5vkOzoQEUlesxTRrvpJh8i5UJYvjOWIohvatkfQ5vyFwyk52x/3E3IiVHE85i5x9rUY6g6SjY2hz2gW/QWlDMVcfgSAIeczlIGLUqFHUrVuXiIgItm3bxqJFi6hatSpvvfUWIf8yu1oQhLz38wnoPfNZtHEnmVF8EHUq/5gtQVRqWG1mmZcw5ZvSpKRC/iCY2B16vnnHfIe/LpAydyHmZash9S4rItQqdG81xXP4ILRVXrxrv66aI5h2fQm74vZhcprv2g6ghK4I3cPa0CKwIUa14Z5tBUF4eFwOIurWrQsopcB79OjB999/z5QpU5g3bx4nTpxwewcFQfh3sgx7D8Og+eB16zDLS/SjavHfs7ZBIq5AU4ZfX8jKzWE4nVChpDJk0aaukqJaOZeM7X8/kTx5JrZvv7/7Rf398Bo2EEOPLqjuMifK7LSwMnIrKyI3c+1fVlfo8KBJYF3aBDfhZe8XxCRJQXgMuBxE9OjRg8GDB7NlyxZ27NiBr68v7dq1o1mzZnnRP0EQ7kGWYccvSjnugin72VCyN2ULZy1uJ0tqroR1pOep2Xz/P2VVRMNqSnKoui9kmu8gy1h37SZ59ATsfxy96zVVZZ7Ba9T76Fs3R9Jqc+iTzIHE35l9fQWHk4/juMfqCoCXvCvSOqgJjQNexUukoBaEx4rLQcRPP/3E77//ToMGDZg3b54ouiUID4HDARt+gA8WyZR37GJ3yT4UM1zK0kZWe/BH0CDe+eVjzuzXpRfDGtQaymaaXiBbraRu/gLT2Ik4/v4n5wuqJDzCG2Ds1wuP+nVzfEtwwxLFtOuL2Rm7j2SnKYeTZCjuUYhWIeE0D2wgcjoIwmPM5SCidOnSfP7553h6it8YBOG/ZrPDsh0wbpmN+vp1HCk5LFtqaqfWi02OwfQ/PJpbSRoCfGDE29C3eUYxLADHjQhSps/BvHQlcnJyjtdTlSyOsVd39B1aow7NXm/C6XSy5dYu5kes5m/zlfTtEmSbLuklGWkVHE7r4MaUNz4jhisE4QngchCxefNmtDm8wpwzZw4DBgxwS6cEQcjKYoV522DmmhTa+S7iXLmxeGtSsrSx6wJZzXT67OuE1aaiZEGZj7tlLYYFYP31N5KGjMB+8Lccq2cCeLzZGK+Rw9BUeTHHD/tL5mtMurqQ7+N/wiJbs+3PfNZqXpXoGPKmSEEtCE+gXAURI0aM+Nc2Bw4cEEGEILhZqgWmrYMlm+LpFTyNixWno1Nl/dC2GAoyI3keo79/E5B4uZxMs6oX6Ne+GFqtUg3L6XRiXrqClInTcF69lvPF1Gr0Xd/Bc9gANCVLZNttdVpZFLGONdFfcMN674qZYZpg2oa8QcugRhTVF7yvexcE4dGXqyDi0KFDNG/e/J5tdDqdWzokCIJSFGv8Slj3ZRTDC3zEpRcXo5GyTlBM0pdkRMRCFv6vHpIEb74CQ9tBtTJOjh1LQKUC2WwmecwETPMX33WJphQWiufg/hjeaY8qODjb/h/jf2X29eX88S8VM/XoeDOoHq2CwqnmXRGVdPeaGIIgPBlyFUR07tz5roW3bvPx8XFLhwThaZaSCqM/g692XmNcoeFcrLwuW4KoaN3z9Dy/iO2Xq6P3gB5NYUBLeDYtMaTDAVJSEskfjME8fxGYc04hrX3tVbzGfIC2Zo1sQxaXzdeYem0p38cf+NeKmbV9qtIqKJyG/rUxqMVwhSA8TXIVROQUQBw/fpwbN26QP39+ypcv/69BhiAId5eQDKOWwJ7v/2Z60QHMePGbbAmi/tHWpu0fC/kjrgwh/vDxu/DemxDkl9ZGlrEf/oOUJcvJv/JzzHZ79gtpNOi7dcZr9HDU+bOuijA5UlkQsYaN0TuIsEVnPzaTYh4FaR/6Js0DG5DPI/vbC0EQng4uT6y8efMmvXr14syZM+j1esxmM2XKlOHTTz8lLEws1RIEV9xKUOpaHN3/B7OK92Pei7/cETxIHKYpLX9bwDVzAcoWg6XdoX090KeNIDoiIzGvXk/qZytxnL8AKKsjsvD2xjhyKJ69umWpoCnLMl/H7uHTiM85aTp/zxTURklPy+BwWgeFU9HzObG6QhAE14OI8ePH06xZMz7//HOMRiMmk4nNmzczbtw4Fi5cmBd9FIQnzo0YeP9TmZtH9jG7RD/KVTqVZb8TNV+b36XzkakkOvyoXwWWtIbXq2RKDmWxYJo1n+Rxk+8630HzQiU8Rw1F17QxkibjP/fTKX8x9foS/pfwW46rK26TkHjV5yXahjShnl8N9Cox90kQhAwuBxGJiYlZhi6MRiPvvPMOe/bscWvHBOFJ9M8N6D9bxnl+F5+W7E3R5y9n2W+X9CyMGcr7pz8EjY4ODZT5DuUzLZaQZRnL9m9I6j0I542I7BdRq0lu3ICCn3yMrmyZ9M0J9iRmXV/Otlvfcssef89+ltGXoHVIY5oFNhAVMwVBuCuXgwibzUZycjJeXl7p25KTk7Fa7/7bjCA87Y6eh36znARHfsWSkn3IXz7rh79Z8mHs1YnM+Kc3gb4qhneCXm9BaKbP79tpqZM+GIPjRNY3FwAYDRiHD0HfuxvXLl+m6LOlkWWZL299z9wbK/nLfPEegxUQpAmgbXBjWgQ1EhUzBUHIFZeDiDfeeINmzZrx+uuvExAQQGxsLLt37+bdd9/Ni/4JwmNLlmHPYRg610Zl82q2lxhKQFB8ljYJUij9zs3m85ttKJ5fYt6g7MmhHElJmCZMxbRkOcQnZLuOqkhhPCeMwdC2JZJGg8PhIOLiYVZfnMg38T+Q6sx5dQaAFg1vBLxG6+DG1PB5USzLFATBJS4HER06dMDf35+tW7dy8+ZN8uXLx5AhQ2jYsGFe9E8QHjtOJ3zxPxg5P4U3PRbwS9GP8FRnzFmQgZtyCTocX8r+hDpUfgY2vAfNa4FanXEe62+HSR46CttPv2TPLKnRoGveFK+Zk9EUyA9Aoj2ZL27uZmnkBi7KVyH27n2s4vk8bUIa0yTgNbxF0StBEO6Ty0EEQHh4OOHh4e7uiyA81ux2WLMbJi2No4vPVE48Mx0PVcYySxk4Z6tEq2OrOZ1ajiYvww9toFaFjMmSTosF0/Q5mOYvRr4Zme0akr8fnpPGYezRBUmScMgO9sX/ysrIrfyQ8Ms9K2bm14byduhbNA9sQCFR9EoQBDdwOYjYv38/3377LR999BExMTF88MEHyLLM2LFjKVWqVF70URAeaTY7LP0a5q64Sf+gcZwumzW7pAz8klKXDieWE00ROjWELa3gmcJp+2UZy7d7SJ4wBfuvvyvZou6gLlkC7+UL0dV8GYBrlgjWRX3NmugviL3HJEmDykCbwMa0Cm5EBc8yYlmmIAhu5XIQsXLlSoYPH45Op2PatGkUL16cihUrMm7cONasWZMXfRSER5LVBgu/hEWrrzEi30hOP7/mjuySEl/HNaPH2U+RvELp8zb0fBOC/ZT9jshIkt8fjXnbV5CcktMl0NR4Cd+VS9CULE6qw8wXMd+xMnIbh1OO37VfKiQq8iz9S77Lq34voVXd1wtHQRCEf3VfP12effZZkpKSOHToEPv27UOn07Ft2zZ3900QHkkmM8zeDGs2XmZCwcGcqrAtS/DgQMVnEd0Z/s9UChXyYeIg6JApOZRlz48kfzAG+5GjOV9ApcLjzcb4LJqDFBzEr0nH+PzCGHbG7cMq2+7ar6IeBekZ1o4mfnW5ePJvKvpWRK1S37W9IAjCg3I5iEhKSiI2NpZNmzZRp06d9MJbTufdx2IF4UkQnwST1sK335xhRpF+jKi4N0t2SZus5ZPLHzD56ihqV9axcXJGciin3U7yx1MxLViCHB2T8wV8fPAc0g/PIf35WxXDkltfsO7odmLsd58haZQMdAh5k7dD3qSkoSgAjhyGQwRBEPKCy0FE+/btqVmzJl5eXmzYsIG4uDhGjRpFiRLZSwcLwpMgMhbGLIM//3eYeSXeY3LFI1mCB5PTkyEXprEqpgft6qv5/WMoV1zZZzt9huShI7F+/6My8zIH6nLP4b1oDqnVyrL11h42XezPMdPpu/ZHAl7xrsy7+VpT1686GkkMVwiC8HC4/NOnefPmNGzYELVajU6nw263M2rUKAICRFY74clyKQI+WCQTc+wHFpTsxTMV/8qyP84RSLezi/kuuTnd35A41wYKhSj7LLv3kNR/GI5zf+VwZkCS8HijEcb50/jZ+wabYr7h2z/ex0bOgQZAIY8wuoe25a2g+gRq/d11m4IgCPftvn6FMRqNGSfQaChQoIDbOiQID9vNW9BrhhP5zHYWlOpNgeezZpeMsBWg4+lV/OF4jT7NYFFLZbKkLMukbthC8vujcV69lvPJtRr073UjfmgnVqoOsjGqD5ERt+7aF4Oko23wG3QKbS6ySAqC8MgR70EFIU1KKvSZbkc+vo5lJQYQUC4+fZ8M/GMuRfvTa7msqcqgNrDtLfDxBMfNSJJGLiR10WfIcWnHSFKWBFFSSDAeHw/nf40L8HnKbn662fOu/ZCA6l4v0q9AJ2r4vIhaEpMjBUF4NIkgQnjqWW0waJYFj6MLmV9sFF7PmtL3ycAxU2XanPycVK/SDH8X3m0MBg8nlh27iJ29ANu+A9kzSqZ9rS5flisz+/B5sSvsiNtMcoSJuwnThtAvfydaBDXES2SRFAThMSCCCOGpZbVBv6km8p2dxszCE9GVzFg+KQMHUurT+s81SN6hfNANejYFndqOeeNWbo0Zj+OfS3c9t7NwfvZMe4t5pc5z3bYQ7jJi4YGW5oEN6JW/Q/rqCkEQhMfFfQURVquV/fv3k5CQQNOmTbl27RrFixd3d98EIU+kmqHP5ESeuzyO+flnoy2asSRSRmJXUgs6HF+K2ujHsHehTzPw9LCTunItMWMm4Iy4eddz270NbBvwPNMapeDQHEC6S1qHql4V6Jf/HWr5VhGrKwRBeGy5/NPrzJkzdO/eHa1Wi06nIzw8nJEjR9KpUydRT0N4pMUlQo+PYqifMJKlYZ+hLpgxBOFExdaEd+h+cjZqgw9DO0O/FsqcB8vuPcR07Y3z2o27njvVV8+aDkGsbe5DsrcJZWYDWUpvh2gC6R3WkdbB4fhqvPPmJgVBEP5DLgcRkydPZvbs2VSuXJmOHTtiNBpZtWoVXbt2FUGE8Ei6EQM9P7xGR3kQG4O3oMo03cCBhoXRQxh+bix6o4Gh7yjBg68XWA/9TkyX93CcOZftnDJKmBATomP52wF8+WYAZn32MtoqVNT3e4VhBbpTxrNk3t2kIAjCQ+ByEOF0OqlcuTJAejEfnU4nCvsIj5xLN6DPmAsM0PVie9CeLAmirOj56MoEpl8aQGiQhnE9oVsT8NGYMS1eRvTchTjvMefheDkDG1oH8UNdX2za7N/7xXSFGJi/C28G1he1KwRBeGK5/NPN4XBw4sQJypcvn77t77//FmmvhUfG+aswdMyfjPLpzo58v2cJHlLw5b1zC1gX2Z7nikos+QDa1wN+O0hKs4lE/XggWxVNWQJJBqsGvnvdjw2tAzlTxsidvFSetA1qwoACnQnQ+uXtTQqCIDwCXA4iBg4cSKdOnShRogTXr1+nY8eOnD9/ngULFrh0HpvNxsqVK1mwYAGbNm2idOnSACQmJjJ27Fi8vLyIioqia9euVK1a1dVuCk+hX0/CpMkH+SSkK9sLnknfLgOxjlDan1rFnvgG1K8COwbD6y/YsW7aTELpCTgvXc52PqdaQuWQMXvA1uaBrGkfTHSINksbNWpe9X2J4QV7UtazVF7foiAIwiPF5SCiatWqfPPNN+zYsYOIiAjCwsKYOnUqYWFhLp1n06ZNVK5cmdTU1CzbZ82aRZkyZejRoweRkZG0aNGCvXv3phf6EoQ7ffOzzGfzfmB6we58Vexi+nYZuGQtSYsTGzlre4G368PxVlAmKAnTgiXcCp+VkRwqE6cKVE5I0cPG1sGsaxNEvH/W/1T81T4MLdiDt0PeFKsrBEF4at3XT7/8+fPTo0ePLNv2799P7dq1c32ODh065Lh9+/btrF+/HoDQ0FBCQkI4cOAA9erVc7mfDofDbRUNb59HVEh0rwd5rp997eSH9d8wq0gvviiVsexSluFPUyXeOvEFqYbCvNdC5ps3HQQ5bmGaNIPoxZ+B2ZLlXHLaPyrgen4P1rUJ5OvG/pg8s2aLLOZRkFEF+1Df7xVlHpATHDxa3xPiezVviOfqfuKZup87nqkrx95XEHHixAmuXLmCzZaxCH7JkiUuBRE5iY+PJzk5maCgoPRtQUFBXLt2lzoE/+L8+fMP1J+cnDhxwu3nFHL/XGUZln8XiOX4D0wvNpiepROy7Nsb/xqtT2/GL9DA229G0ujFo3hdv0Rq+5Xc2rsPKW3uzu3VFbf/lIDDL3ryedsgfqrhjVOdMZFCi4aXqEALqR7FHYXgMvx5+U+33XteEd+reUM8V/cTz9T9/qtn6nIQ8eGHH7J3716KFi2KRpNxeExMjFs75g6lS5fOUizsQWSeUKpWi1oG7pLb5+p0woeLUrEe/IxpRUfgWdqcsU+W2BzVks7nV1PzBR2rxzupXyoO67qvMXdYhPPipfS2mYMGgKsFtXzdOIBdDf24kd8jyzWf1Zegb763CQ+o81gNWYjv1bwhnqv7iWfqfu54piaTKde/hLv8k/HPP/9k37592eYozJw509VTZePn54enpycxMTHppcVjYmLuu0qoWq12+zdmXpxTuPtztdvh/dkJ+B+fwYRCk9CWyCiVbZfVLLjemw+uzKZdPRWH3pd5NvJXTNNmE//1LiXyICPh0+3gwSnB7td8WNcumJNlDWRevuGj8qJlcCOGFOiGn8YnD+8474nv1bwhnqv7iWfqfg/yTF05zuUgoly5cqhU2ZPqlClTxtVT5ahp06bs27eP0qVLExkZSVRUFLVq1XLLuYXHh8UK/SdG8vzVcUzNvxBNkYzcjxanlo8ufcRniSN570345+MUfL/bhKnJXOLO/ZXezimBSs546+CQYEe4H591DeV6gYy3DhISlT3LM6xQD2r4vPhf3aIgCMJjz+UgYvDgwfTp04cSJUrg6ZmR+u+LL76gUaNGuT7P4cOH2blzJwCLFy+mXr16NGrUiEGDBjFmzBhGjx5NZGQk06ZNEyszniIpqdB79D80SRrGwuBtqNJeQskymBxGev31KYc83mFgS5m//X+FdWtJHbCJJFNGdUwnygRJVVrcYdFKfNXUn6VdQ7gVmLFEM0wTTKd8zXkvX3s8VFmHMgRBEIR/53IQ8dFHHxEVFYWvry/x8fHp2y0Wy90PykHlypWpXLkyY8aMybLd19eXOXPmuNot4TEXFQeDxpymp6o3K/32IxmU7bIMcXY/2p7egLVIA4a9E8WCkzOxjFxDaqa3DpApeEj7+pa/mmWdQ9jaPACbh7LVKOl5PaAWwwv0oLD+/obJBEEQBIXLQcSNGzf48ssvs21fvXq1O/ojPGX+uQFjZ9v4OKAK6wOOpk9PkGW4YQmj6ekdlKpciWntD1P0m26YW2zFZLMha9RZVleAEjzIwPmSOub0DePX6kqRKwmJyl7lGJj/XV71rSZStAuCILiJy0FEhQoVSE5OxsvLK8t28YNZcMXR8zB+/C9MCu7MjqIZbxRkGf5KLUXz899S77WifFHqSzyXDMA+7ihmwOmhUd402JV1zOnzHVRwoIY3k4fmJyqfMjRRQBvKO6Et6BraGr1aDIkJgiC4m8tBRFJSEo0bN6ZChQpZ5kQcOHCAjh07urVzwpNn/x8yi2fsZHr+rmwrGpm+XZbhUGI1ut/YQbs3AthX/gvkaa1xnj6LTaXKeNtgVVZn3P460UvF5pYBLHk3BJtOjVEy0DLgVYYW6E4hvWtZVAVBEATXuBxEHD16lFatWmXb7uEhJqYJd/fFPge7lqxjauG+rCuemL7dKcOOW28wybqRPm+p+CVmG+YpM3CcOZsxVJFDcbd/iupY8F4o+2r7IKskKnuVF8MVgiAI/zGXg4jOnTvTqVOnbNvz5cvnlg4JT5ZlX1o4s2Ux4wsPp1mJjARRDlnFsoiufBOykJblfuK7a5NJ7bwcU2xcloRQmec8pOolvqvny5q3g7lYTE8hbRgf5mvBuyGt8VBrs19cEARByFMuBxE5BRAA169ff+DOCE+OWWtTSNg9nZGFxuNRLCMPu9WpYeq1kVwv/xFDnv+JlmvbYp3yLamyfNfg4e9iOpZ0DWHPa754abxoHFCHLQV7kM8j+L+/MUEQBCFdroKIjRs30qJFCzQaDSNGjMixzYEDBxgwYIBbOyc8fj5amIDPb+MYUGA26iJpGSNlSHXq+fDGHAJrdKJH2CZUi6riOHUGGxnBQmY2rcS+Wt7MGJif2BAdNXwq82WBblT2Lv+f3o8gCIJwd7kKIk6dOkXTpk3RaDQcOnSI5s2bZ2sj5kQ8vWQZhs+4Rekz7zMmbAWqgnL69gS7D+9Hr6deuTBGJ67D+n4J5PgE7GQED7fzO0hATICaNW8Hs7ZtICWMxRge1p42QU1yzJIqCIIgPFy5CiLGjRuX/vfevXvTsmXLbG3EnIinj8MB/SdEUC+iF5ODvkKVX9kuyxBtC2Z0xBq6ep5m4q9jcC4/i5WswxSZhy/+KqFjVv8wTlXPR8vgRpws0B0/7eNdu0IQBOFJ5/KciLi4uGzbunfvTo0aNdzSIeHRZ7ZAr9GX6GLqxHy/A0hpUxNkGa5aCjLy4hoGO3fw8a52SGYrDrIGDqR97VDBwapeTBmWn5DSlfigUC9e8a3839+QIAiCcF9cfkd84MCBbNsWL17Mrl273NIh4dEVnwTt+p7h7PCKLPcoRi3/A0iSEjycSC5Lu+P7ifizLtO+fIMCXywCszX9WHvad5oKsOgkNjcP4I0fXuLMhg+ZWng2X5VZIgIIQRCEx0yu30TMnz8fUFZh3P77bampqSQlJbm3Z8Ij43o0DBpxmE98W7PO72KW1NT7419h3Zn+dIudwZxj4VmOkwG7GrQO0DghwVvFqndCudHrDYYUeY++nqVxOBwcizn2n9+TIAiC8OByHUTcXsJpsViyLef09PRk8uTJ7u2Z8NCdvQRjx/zInHxt2RQWlb7dKcP2q405cq0ibU+vYPzNLunDFKAED3JaGW6VA6KCNKzv9yxlew5nXEhT1NL91bgXBEEQHi25DiImTZoEwLJly+jatWuedUh4+H7+U2bptC+YU6gzG4tkvGGy21VsPl4f3fVEqp3YR3XnvixzHCDTxEkZzpfS89sHjWj39nQ+8Qj9T+9BEARByHsuT6wUAcST6+sDDr5fvIwphfuzsphS2l2WISHSg90ny1Pp1EXqJv2UHijc+SeAQw1/1M6HauoYwl/oSE2RgloQBOGJ5XIQITx5Vn1j49KmyYws+DFvpGWXtKfA2XM+mI4ZKXIjidqcTW9vV4H2jnIWsf4aznZ+haqj5vJGYPH/svuCIAjCQyKCiKfYvA1mHN+NoF/+OagLKwMTSbKKg+eDKLHTTHCKA6ekDGfYJbBrQG9TJknedqlcAPLkD6ka3o0ykkgIJQiC8DQRQcRTRpbhk6XJFP69F31C16IqqGy/YNSzKy6MqhsSqHA1BWfaKIRFCzoraGTQ2JRtNg+JG02r8szspVQrIN46CIIgPK1c/tVx6dKl2bZ1796dVatWuaVDQt5wOmHo9Dh29WnEyCvedMy3FiTY4+fLhJSSnN3iQ+tpURS+ljYXIu04g1X5JpGB+DAvzNNHUDA5lmqb9+InAghBEISnmstvIg4cOED37t2zbFu8eDHt2rXjnXfecVvHBPew2aDvhCg6x73BNJ/fkAIhQa3mW2cASX/qqf1jPOWTInCSNkEyLXpQp/2Z4qkmruWrlP14DvmKFH1IdyEIgiA8ikSyqSdUSir0+PAKo+QGLDKeRfKFy3Ydf1z2IfRXB69eNAEmrGkpGzK/knJIcKVqIQKnTaFUzaYPo/uCIAjCY0Akm3rCxCZA9+HnmOVdj7WGa8jAsWhvkg5rKXnMwstOE2atEiioZfBwZByb5KMlZkAbKg2dRH4f/4d2D4IgCMLjQSSbekJcjYT+HxxhSUgDtgTdIlWlYs/NALx/kCn2txU7FpK9VPgkO9HbMo5zqOB6nTIUmjiVktXqUPLh3YIgCILwmHF5YuXdAoicJlwKee/cFWjTcS9+s73ZVqAyVkMSmyNCOLPch+eXWihwyYpFC2rANzljbWZCqBeJi8aSLymKKnt+J1+1Og/vJgRBEITHkssTK+Pj49myZQtXrlzBZsv4lTanCZdC3jnxDywct4aZ+buxoaiVP1SenDqTj2rfmaidmIJdpUyU9HAAmYYskquXJf8nUwmpXQtJZJMUBEEQHoDLQUTfvn3R6XQ899xz6HS69O0eHh5u7ZiQs1+Oy3w/eyojw0Yxv5CD3VZ/4n4PoNaPSRR0JHH7XUPmhFAODzWa9i3xHzSI0OfLPZR+C4IgCE8el4MIq9XK2rVrs20vXlzkDMhLm390Ev35IHrmm0flfPBVdBCBPzmpdMYMWNPzOtwen5IBuVol/AYPQv9GIySD4eF0XBAEQXhiuRxEPPfccyQkJODr65tle1RU1F2OEB7E7E128v/QgZZBm7gW5MHqv/NR/dsUasabyFy+4vbAhD3ID59BA/Ds0QVVUNDD6LIgCILwlHA5iEhKSqJx48ZUqlQJLy+v9O0HDhygc+fO7uzbU0uW4aOlZmoeb0If371sCA5h4y/5qL0viXBnYra3Dk6VhEfjhvhOnYDm2WceVrcFQRCEp4zLQcTRo0dp27Zttu1iTsSDczph4NREOt+szUDPE6yT8mHYGMDrf6dkaXe7/LY1xI+AKZPw7NgeSa1+KH0WBEEQnl4uBxGdO3emU6dO2bbny5fPLR16Gtls8N6464xKfYV+qpv8fN0fn11GWqbEp791uM0pQeqrVSi8cROa4OCH0l9BEARBgPsIIm4HEKdPnyY2NpaXXnoJk8lEy5Yt3d65J53JDP1H/Mlkj7oMclg4/KcXr+xR04jE9Da35zrY9BpUA3oQ9slkJJUouS0IgiA8fC5/Gl2/fp0333yTli1bMm7cOMxmMx06dODgwYN50b8nUnwS9O39LY6PPXlbXYs/dqsIngG19ySTeVBCBkylC2LYvJICpjjyT54qAghBEAThkeHyJ9LHH39M165dOX78OKGhoXh5ebF27Vo+/fTTvOjfEyUyFsb2XET8dE9eNb3DxWVaysxwUOFYapZ2Zh8d0ughhCTdpNi5s/i0bCkSQwmCIAiPHJeHM8xmM02bKpUdb3+w+fr6ig+5e7h4HXZMfJ9n8n1GlVMaNMskajqyTpZ0SmB7+QXCli9DW7rUQ+qpIAiCIOSey0GExWIhIiKCsLCw9G0xMTFYrVa3duxJ8Od5mWOLWmCw/0SVb6wUvWJHIutzsnjp8BsyGK/RH6ASKywEQRCEx4jLQUSXLl1o3LgxNWvW5MqVK4wYMYIDBw4wduzYvOjfY+mH351ErnsNzZVT/L+9e4+qss73OP5GBBJ0BAM23lJrhVppOl6Olxy1GgXFa2tMBBzTtGZa1lJq1uA6AnJQvLU0aTKbsTQqW16KcrDMpYPpcZTGO0cHZ6bxBrFRQAUBuf3OHx6e4z32ZhOin9df+7ns3/N9Pgv2/u7nefZ+Bm0pwafs+uUGKO/SEdt7q/AaNLBBahQREakrh5uIkJAQ2rRpw8aNGwkODsbDw4N33nmH7t2710d9jcq6LRX4bOhLi8OnGXLwyk0XnFQ1ccN9whj85/8XTR/u1CA1ioiIuIrDTQRA9+7d1TRcI/mTyzy8+Um6bT9HwLmqm5ZfbuWN/3/OpcWMqbj5+DRAhSIiIq7ncBNRXV1NSkoKmzdvxm63Y7PZGD16NJGRkTS5z75+GLs8hyf3/gehmy/QouT6n4UywKXuHXlo2dsEDh2sC09FROSe43ATkZSUxN69exk5ciStWrUiPz+f9evXk52dTUxMTH3UeNd5dcF39Ns3lhfTLuJ1w4GHKjcoC32Kh5JXEqRTFiIicg9zuInYu3cvGzZs4IEHHrDmTZkyhQkTJrisqJycHBITE/H398dutxMdHU1wcLDLxnfWktRviJoxnJgDZddd72CASzYffF+dSevXZumUhYiI3BccbiICAwOvayAAmjVrhs1ms6bPnDlD+/btnS4qPj6esWPHMmLECA4dOsTrr7/Ol19+6fR4rvDulD4s/+gE156UuOLhxpnxfemzdA1B7ZzfXxERkcbI4YsY+vfvT1JSEsePHycnJ4djx46xaNEinn76aX744QdycnJ44403nC6osLCQb7/9lsGDBwPQo0cP7HY7x48fd3pMVwg+ddG6e+bZzr5c3P4hD5UXMfDT7XiqgRARkfuQw0cili5dCsDatWtvWpaQkABQp4sIc3JyaNasGT7XnBLw9/fn7NmzdO3a1aGxqqqqqKq6+dsSzhj0zf/w36kfMiAsnIBm3tb4Ujc1GSpL11Gm9UO5up4ydT1XZOrIcx1uIvr06UNKSsod14mKinJ02Hpx4sQJl47n+2gvjmW5dky56ujRow1dwj1HmdYP5ep6ytT1fqpMHW4iVq5c6ZJ1bqdNmzaUlpZy+fJl62hEfn4+bdu2dXis4OBgvL29na7lWlVVVRw9epRu3brhrp+ndhnl6nrKtH4oV9dTpq7nikxLSkpq/SG8Vk1EcXEx586do0WLFvj7+wNQUFDAJ598QlFREf3792fIkCHW+s2bN3e86v/j5+fHoEGD2Llzp3VhZUBAAI899pjDY7m7u7v8D7M+xhTlWh+Uaf1Qrq6nTF2vLpk68rxaXVi5fPlyJk+ezI4dOwAoLy8nMjKSjRs3YrfbmTt3LuvXr3eq2FuJj49n8+bNxMbG8s4777BkyRKXjS0iIiKuUasjEYcPH2bTpk0EBgYC8PXXX3PmzBm2bdtGUFAQdrudV155xWW/FdG2bds6nRIRERGR+lerIxHe3t5WAwHw1VdfMXToUIKCggCw2Ww0a9asfioUERGRu1KtmogrV65YjwsKCti9ezchISH1VpSIiIjc/Wp1OqN169YsXryYfv36sWbNGlq2bMkvf/lLa/nWrVvvu5tviYiI3O9q1UTExMTw+9//nnXr1tGuXTuWL1+Oh4cHAC+//DInTpzglVdeqddCHVFdXQ1AaWmpy8as+fGNkpISXUXsQsrV9ZRp/VCurqdMXc8Vmda8d9a8l96JmzHG/OhajUx+fj4nT55s6DJEREQarY4dO/Lggw/ecZ17somorKzk4sWLeHl56TSLiIiIA6qrq7ly5QotW7akadM7n7C4J5sIERERqX/6mC4iIiJOURMhIiIiTlETISIiIk5REyEiIiJOURMhIiIiTlETISIiIk5REyEiIiJOURMhIiIiTlETISIiIk6p1Q24BHJyckhMTMTf3x+73U50dDTBwcENXVajUVhYyOLFi/H29sbNzY2zZ88SExNDhw4duHTpEnFxcTRv3py8vDymTZtG3759G7rkRmX16tUsXryYrKwsAGVaR2VlZSQnJ1NVVUVJSQnZ2dmsXr1audbRzp07SUlJ4ZFHHuHUqVOMHTuWkJAQ5eqAiooK1qxZwx/+8AfWr19vvQ/dKcPy8nLmzZsHQEFBAaNHjyY0NNQ1BRmplenTp5u0tDRjjDEHDx40o0aNauCKGpdjx46ZuLg4a/rDDz80kZGRxhhj4uPjzapVq4wxxuTm5pqBAweasrKyhiizUcrKyjLTp083wcHB1jxlWjfz5883mZmZ1vT+/fuNMcq1rvr372/27NljjDHm1KlT5vHHHzelpaXK1QEfffSROXDggAkODjZZWVnW/Dtl+Mc//tHExsYaY4wpLi42Tz31lMnLy3NJPTqdUQuFhYV8++23DB48GIAePXpgt9s5fvx4A1fWeHTt2pW4uDhrun379tjtdgC+/PJLhgwZAoDNZiMwMJBdu3Y1RJmNTkVFBcuXL2f27NnXzVemzisrKyM9PZ1jx47x5ptvMm/ePOtOhsq1bmw2G/n5+QCcO3cOd3d3qqurlasDIiIi6Nmz503z75ThF198YS3z8fGhZ8+epKWluaQenc6ohZycHJo1a4aPj481z9/fn7Nnz9K1a9cGrKxxcXNzsx7v2LGDSZMmceHCBYqLi/H397eW1WQrP+7tt98mKiqK5s2bW/OUad1kZ2dz6tQp3NzciI6O5vDhw0RFRbFhwwblWkfLli1j9uzZ7NmzhyNHjvDWW29RXl6uXOvox/7ns7Ozr1v24IMPuixfHYmQn1x6ejplZWX8+te/buhSGrUDBw5QWlpK//79G7qUe8rly5cBCAkJAeDJJ5/E09OT/fv3N2RZjV5ZWRnTpk1jzpw5LFiwgOTkZJKTkykpKWno0qQO1ETUQps2bSgtLbVeXADy8/Np27ZtA1bVOKWnp7N9+3aSkpJwc3PD19cXHx8fzp8/b61z/vx5ZVsL27dv59KlS8TGxrJs2TIAYmNj2bdvnzKtA5vNBkCTJv//8ujh4YGnp6dyrYMTJ05QUFBA7969AejUqRNlZWVkZmYq1zr6sdfRtm3bXrcsPz+fdu3auWTbaiJqwc/Pj0GDBrFz504ADh06REBAAI899lgDV9a4fPXVV+zevZuEhATc3d1JTEwEYPTo0aSnpwNgt9vJy8vjF7/4RQNW2ji88cYbLFy4kISEBGbNmgVAQkICw4cPV6Z1YLPZ6NWrF9999x1wNb+CggJ69uypXOugXbt2VFZWkp2dDUBxcTG5ubm0bt1aubrAnTK8dtnly5c5ePAgI0aMcMl23YwxxiUj3eOys7NJTEwkICCA3NxcZs+eTZcuXRq6rEbj73//O+PHj8fPz8+aV1RUxJEjR7h48SKxsbH87Gc/w26388ILL+gQvQP27dvHZ599RmpqKhEREYSHhxMYGKhM6yA7O5slS5Zgs9nIzs4mPDycgQMH6m+1jrZu3crGjRvp1KkTJ0+eZMCAAUyZMkW5OuBvf/sbW7Zs4eOPPyYsLIxnn32W0NDQO2ZYXl5OXFwcbm5uFBQUMGrUKEaOHOmSetREiIiIiFN0OkNEREScoiZCREREnKImQkRERJyiJkJEREScoiZCREREnKImQkRERJyie2eI3GVCQkIICAgArv5ewaVLl6x7tGRnZ5OUlIS7uztvvvkm69ata8hS7ylbtmxhxYoVBAQEkJKS0tDliDQKaiJE7jLXvoklJyeTkZFx3TRAr169ePfddxusxhpRUVGMGzeO8ePHN3QpdTZixAjKysr4/PPPG7oUkUZDTYTIXebG23pfKywsDF9fX9zc3GjZsuVPWJWIyM10TYTIXaZnz563XdapUyfKy8uZMGECnTt3BuD777+3pr/44gumTJlCaGgohw4dIiUlhaioKMaMGcPp06etcS5cuEB0dDSTJk1i4sSJfPDBB7fd5smTJ5k8eTJRUVFERESwaNEiABYuXMjx48d57733iIqK4rPPPgMgKyuLyZMnExkZSXh4OHv27AEgIyODMWPG8PTTT7N8+XKioqIYOXIkGzZsuOV2r92v1NRUpk6dyrBhw9ixYwcAmZmZ1ng169847WguAMYYFi1aREREBKNGjbLumQNX70SZkJDAxIkTCQ8PZ+nSpVRWVgLw4osv0q1bNz744AN++9vfMnjwYObPn3/bXEXuCUZE7lorVqwwkZGRN80/c+aMCQ4Ovmk6LS3NGGPM+++/b4YOHWoyMjKMMcbMmzfPxMXFWetPnz7dxMfHG2OMKS0tNWFhYebrr7++ZQ2vvfaaWbVqlTHGmIqKCjNu3DhrWWRkpNm0aZM1XVRUZAYMGGC2bNlijDHm5MmT5uc//7nJzc01xhizd+9e07lzZ7N161Zr+RNPPGEyMzNvue2a/fr888+NMcZs3rzZhISEWMv37t1rhg4dettpR3PZtGmTeeKJJ8yRI0eMMcZkZGSYbt26WfXHx8ebl156yVRVVZnKykozdepUs3r1auv5Q4cONdHR0aa6utqcPn3arF279pb7JXKv0JEIkXtIzV37OnfuTHFxMX369AGgS5cu1ifuvLw8du7cSXh4OAAPPPAAzz777G2vBWjZsiW7du3iH//4B02bNuXjjz++7fbT09OprKwkNDQUgA4dOtClSxfS0tKsdby9vRk2bJi1vHfv3vz5z3++434988wzAHTt2pUzZ878aA43qk0uNTp27Ei3bt0A6NOnD0FBQWzbto3q6mo2bdrE888/T5MmTXB3dyc0NPSm3EJCQnBzc6N9+/ZMnjzZ4VpFGhNdEyFyD2nevDkA7u7u1mOApk2bUlFRAUBubi4AcXFxNG169SWguLiYVq1a3XLMOXPmsHbtWmbOnImXlxcvv/yy1STc6IcffqC8vJyoqChrXmFhIZcvX7amfX19r3tOq1atsNvtd9yvFi1aAODl5WXthyNqk8uP1VdYWMiVK1dITk7m/fffB6C0tBRzwz0Ma2oVuR+oiRC5zwQFBQGwePFi2rdvD0BVVRVFRUW3XP/ixYvMmDGDGTNmsGvXLn7zm9/w+OOP89BDD920buvWrfH19b3uK5JlZWVUVVVZ0xcuXLjuOfn5+dZXWB3l4eFBeXm5NX27fXDEreqz2Wz4+fnh5eXF7373O/r162ctLygoqPM2RRornc4Quc8EBgYyePBg60JIgJSUFFavXn3L9WNiYsjLywOuXvTp6elpffr28fGhtLSUgoICoqOjGTJkCBUVFfz1r38FoLq6mtdff50DBw5Y4125coVvvvkGgH//+9/s37+fsLAwp/alXbt2FBYWWvXVXHRZF//61784evQoAPv27cNutzNs2DCaNGnCc889R2pqqrX/27ZtIzExsc7bFGms3MyNx+JE5K6wcuVKNmzYwKVLl+jRowd/+tOfALDb7cycOZPDhw/Tt29fFi5cyKxZszh8+DCDBg1izpw5zJo1i++//56wsDDGjRtHbGws58+fZ8yYMcydO5cLFy6QmJjI2bNn8fDwoEOHDsTGxuLp6XlTHampqXz66ad4enpSXFzMc889R0REBADbt29nyZIl+Pj4MG3aNEaMGEFWVhZJSUlUVlZSVVXF8OHDmTJlCnD1TTkmJoaJEyeye/duzp8/zwsvvMCvfvWrm7Z77X4OHDiQt956i2nTpln7XXO0Y8WKFaSlpfHII4/Qu3dvli1bxoABA0hISLCeX5tcevXqxYoVK/Dz8+PRRx/ln//8J0VFRVZzBFePqixZsoTMzEy8vLzw9fUlISEBX19fXn31Vf7yl7/w8MMP8/zzzzNp0qR6+KsQubuoiRCRn0xNE+GKIwYi0vB0OkNEREScoiZCRH4SGRkZLFiwgHPnzvHSSy81dDki4gI6nSEiIiJO0ZEIERERcYqaCBEREXGKmggRERFxipoIERERcYqaCBEREXGKmggRERFxipoIERERcYqaCBEREXGKmggRERFxyv8Cqvty7MYoJ0MAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "color_iter = -1\n", + "plt.figure(figsize=(6, 3))\n", + "for name, values in data.items():\n", + " results = [make_solve_linear_system_time(value) for value in values]\n", + " color_iter += 1\n", + " make_label = True\n", + " total = []\n", + " for result in results:\n", + " result = np.cumsum(result)\n", + " total.append(result[-1])\n", + " if make_label:\n", + " plt.plot(result, color=f\"C{color_iter}\", label=name)\n", + " make_label = False\n", + " else:\n", + " plt.plot(result, color=f\"C{color_iter}\")\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Time step number\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"poro_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 41.40888314247131 2.0514261722564697\n", + "$L = L_{\\mathrm{phys}}$ 40.220467472076415 0.48769664764404297\n", + "Dynamic 32.67836971282959 0.843440055847168\n", + "Random 36.432244825363156 1.3099141120910645\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "color_iter = 0\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0)\n", + " min_ = np.min(interp_data, axis=0)\n", + " mean = np.mean(interp_data, axis=0)\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " if name == 'Dynamic':\n", + " best = mean\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$L = L_{\\mathrm{min}}$ 41.40888314247131 2.0514261722564697\n", + "$L = L_{\\mathrm{phys}}$ 40.220467472076415 0.48769664764404297\n", + "Dynamic 32.67836971282959 0.843440055847168\n", + "Random 36.432244825363156 1.3099141120910645\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "color_iter = 0\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0) - best\n", + " min_ = np.min(interp_data, axis=0) - best\n", + " mean = np.mean(interp_data, axis=0) - best\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Difference to best, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "porepy", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "7978147ee963df04ac4a1cce10c62bf4d5109d0936eb0a3c5d4861426d7f53cc" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/1/results_1_thermal.ipynb b/examples/1/results_1_thermal.ipynb new file mode 100644 index 0000000..f5837a3 --- /dev/null +++ b/examples/1/results_1_thermal.ipynb @@ -0,0 +1,770 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_17.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_18.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_19.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_20.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_21.npy\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/firedrake/workspace/porepy_workspace/porepy/src/porepy/numerics/nonlinear/nonlinear_solvers.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import trange # type: ignore\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_14.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_24.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_25.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_26.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_27.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_28.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_14.npy\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from matplotlib import pyplot as plt\n", + "from data_scripts import *\n", + "\n", + "tex_fonts = {\n", + " # Use LaTeX to write all text\n", + " # \"text.usetex\": True,\n", + " \"font.family\": \"serif\",\n", + " # Use 10pt font in plots, to match 10pt font in document\n", + " \"axes.labelsize\": 10,\n", + " \"font.size\": 10,\n", + " # Make the legend/label fonts a little smaller\n", + " \"legend.fontsize\": 8,\n", + " \"xtick.labelsize\": 8,\n", + " \"ytick.labelsize\": 8,\n", + "}\n", + "\n", + "sns.set_theme(\n", + " # context=\"talk\",\n", + " context=\"paper\",\n", + " # rc={\"figure.figsize\": (8, 6)},\n", + " palette=\"bright\",\n", + " style=\"whitegrid\",\n", + " rc=tex_fonts,\n", + ")\n", + "\n", + "CONVERGED = False\n", + "NUM_SIMS = 5\n", + "\n", + "\n", + "data = {\n", + " \"CPR\": load_data(\"thermal_cpr\", n_newest=NUM_SIMS),\n", + " \"Schur\": load_data(\"thermal_schur\", n_newest=NUM_SIMS),\n", + " \"Dynamic\": load_data(\"thermal_dynamic\", n_newest=NUM_SIMS),\n", + " \"Random\": load_data(\"thermal_random\", n_newest=NUM_SIMS),\n", + "}\n", + "\n", + "# save_media_path = Path('/dev/null')\n", + "save_media_path = None" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[NonlinearIterationStats(work_time=0.29327821731567383, solve_linear_system_time=0.009161710739135742, assembly_time=0.22122430801391602, update_preconditioner_time=0.06271243095397949, linear_solver_converged=True, num_linear_iterations=2, linear_residual_decrease=3.69324824937681e-11),\n", + " NonlinearIterationStats(work_time=0.28135180473327637, solve_linear_system_time=0.008257150650024414, assembly_time=0.22055387496948242, update_preconditioner_time=0.052350521087646484, linear_solver_converged=True, num_linear_iterations=3, linear_residual_decrease=2.758119500803358e-13),\n", + " NonlinearIterationStats(work_time=0.30342841148376465, solve_linear_system_time=0.008005619049072266, assembly_time=0.24045205116271973, update_preconditioner_time=0.05478477478027344, linear_solver_converged=True, num_linear_iterations=3, linear_residual_decrease=1.531113019603115e-13)]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Dynamic'][0][0].nonlinear_solver_stats.iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPR 122.18767876625061 1.4231457710266113\n", + "Schur 72.91204872131348 2.359184980392456\n", + "Dynamic 59.222565269470216 7.242836236953735\n", + "Random 98.49394636154175 11.71674370765686\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = [\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " for perf in values\n", + " ]\n", + " color_iter += 1\n", + " make_label = True\n", + " total = []\n", + " for result in results:\n", + " result = np.cumsum(result)\n", + " total.append(result[-1])\n", + " if make_label:\n", + " plt.plot(result, color=f\"C{color_iter}\", label=name)\n", + " make_label = False\n", + " else:\n", + " plt.plot(result, color=f\"C{color_iter}\")\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Time step number\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPR 122.18767876625061 1.4231457710266113\n", + "Schur 72.91204872131348 2.359184980392456\n", + "Dynamic 59.222565269470216 7.242836236953735\n", + "Random 98.49394636154175 11.71674370765686\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DAY = 24 * 60 * 60\n", + "YEAR = 365 * DAY\n", + "\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0)\n", + " min_ = np.min(interp_data, axis=0)\n", + " mean = np.mean(interp_data, axis=0)\n", + " if name == 'Dynamic':\n", + " best = mean\n", + " x_space /= YEAR\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, years\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPR 122.18767876625061 1.4231457710266113\n", + "Schur 72.91204872131348 2.359184980392456\n", + "Dynamic 59.222565269470216 7.242836236953735\n", + "Random 98.49394636154175 11.71674370765686\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DAY = 24 * 60 * 60\n", + "YEAR = 365 * DAY\n", + "\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0) - best\n", + " min_ = np.min(interp_data, axis=0) - best\n", + " mean = np.mean(interp_data, axis=0) - best\n", + " x_space /= YEAR\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, years\")\n", + "plt.ylabel(\"Differencer from best, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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8eJB169YRHh5O1apViY+Pp3r16kyaNImff/6Zjz76iHPnztGuXTuMRiOXL1/mpZdeomPHjqq9n2InJVu3brVhGMJRaTSw+A347jiM+hBaPwp+ZdWOyrkprt58c0fLZgFUqObNmr0axvSCR+qoHZHzKtUdXc08vMl47HU8o6YQvf1rwrr2UDsihzBr1iw8PT1ZuHChZduKFSvYsmULc+fOZdeuXfTp04dWrVphNBp5/vnnWb9+PREREXTr1o01a9YwY8YMAC5evEiXLl1o27atXde3KYhVl/nEiRPZsmWL5ee4uDgOHjxIcrKMJ3cllSvA/JHwdfXHObpwnNrhOL1S0Xxzx8jOsQBMXKZyIE6uVHd0vUv2YyPZnNiLhXtryCLCQGxsLJs3b2bEiBG5tvfp0yfP2g6tVkvt2rW5cOFCnsdLTEwkKyuLjAz1Oqhb9agWFRVlWbY4KSmJ7t27k5qaip+fH6tWraJWLdebqry06t8ejh8sT9ushcQc7kv9JxqpHZLTUoyloPnmjnoPpNOrlcKG/RqOnILGoWpH5JwMxlLep+SOshXKsa/2BtZsg6G/wZMPqRzQdzPwOrkeNHbIGBu+CK0iC9zl5MmTVKlSBR8fn1zbPT09efrpp+/ZPzk5mejoaCZMmGDZdvXqVSIjI4mLi+P3339n9OjR+Pr62uY9FINVJZmcnEzlypUB2LNnDwEBARw/fpyOHTvabbEeoQ6NBsp0+wAFDZlfv4FilMeU4jIazDUlrt18YzYhwnStzJK1HotNmm/+NvIF0/dFm9WNwxEUdr2ddevWERkZyTvvvMPIkSN59tlnLa9VrVqVGTNmsGTJEh577DF69eplr3ALxaq7YtWqVYmNjaVq1ars3r2bbt264eHhwUsvvURERIStYhQOol7jR4ja8wpPZ33GD5t30KxnZ7VDckp/DwkuHY++D9aE7i1gy0H4+Qw0ClE7IudT6kff3KVBDWjzmKnjfeyf8EAlFYNpFUl6k/GmReZUWJCvYcOGJCQkkJqamqu2JD09nfj4eGrXrg1g6VNSEE9PT1q0aMEHH3zA3Llz7Rp3QazKvbt168asWbP48MMPOXz4MG3btgVMvYHT0mQsuSsKHTyL75NbsmS7J0mpakfjnEpLR9e7Te5n+j5Xpi0pFhl9k9vIF0xl8q9SPmlwUFAQPXr04NNPP821fcGCBXz77bdFPl6XLl34/vvvuXLliq1CLDKrkpKhQ4fy7LPPcuzYMcaNG0f16tUBUztX1apVbRKgcCwBQQGcav0dGy+1JfJfakfjnMzNN6WhT4lZWF1o9zhsiYJL19SOxvlIR9fcOjaBoAD4905TclKaTZ48mSpVqjB27FimTp3KuHHjqFixIkOGDGHBggXcunWL9evX35OkHDt2jG3btnH16lU++MA0EZVer6d79+6MHz+eXbt2qfF2rGu+0Wg0DBs2jGHDhuXafv36dTp3lqp9V/VKZ/hiDyz5Cvo/C49KdXyRmGtKNKWsPv6NnvDNUdN18/6w++8vTMyLYkpNyd/c3GBQB5i1GvYchY5PqB2RejQaDREREXl2mRg7dixjx47N8/fCw8NZuXLlPdvHjVN3hKVdcu9XXnnlniFKwnVotbDkznX+9lJkaF4R/T36pvQ03wA88zjUD4bP/wsp0rpbaIY7SYnUlOQ2uJOpG8fn29WORNhSkS7z27dvc+vWLQBu3LjB3r17OXv2rD3iEg7u4dow4FnYfxz2HFE7GudizCl9zTdgSmbHdb3N0dDa/LR5g9rhOI07i0pLUvIP1avA2032MjUtjFvX/lQ7HGEjhb7MN23aRPfu3XnhhRdYt24dI0aM4NChQ4wdO5ZNmzbZM0bhoKYNAk8PmPCptOsWhaWmpJQ13wD0bu9BoPd1Gl+fI1VshWT+vyXNN/d6uW0yj5Q5gc/pL9QORdhIoeuPV69ezY4dO8jIyKBVq1bs27ePChUqkJycTN++fenZs6c94xQO6IFKpn4Cc9fC0q1/zx8gCqaYO7rqSlfzDYBXGS8I7wNHP4X4nyAoXO2QHJ6lpkSSknvUatkJjpTH/eRqaGHfvhDmOUEUSaYLZC6fws6h8k+Frilxc3PD09OT8uXLExwcTIUKFQAoW7ZssU8unN+kflCjCkxajqwGW0iluaYEgPBXTd9/+lzdOJyE9CkpgLsnNHwJEn6Bq9F2PZVWq8Xd3Z3ExERycnIwGAwYDAaMRqPl36X9Kycnh8TERNzd3dFqi3fBFvpRTavVkpmZiV6vZ82aNZbtqakyWUVp5uMFn4yD8VN/Y+uHhxg1+2U0WklSC2JOSrSlsKYEgMBHoWoj+GUdtP8A9GXUjsihGWT0TcHC+ptq3qJXQ9Uwu54qODiYy5cvc+PGDcBUK5CdnY27u7s8nN/h7u5OcHBwsX+/0HfFlStXWlYNLFv272ViMzIyLCsMitKpfWNIb7KeroZZHPm6Mo27Pad2SA5NKYXzlNzjsVfgvyPgt03w6CC1o3Fo0tH1Pqo9ARXrwom18Mx7oHO326k8PDyoU6cORqMRRVEwGAycPHmS0NBQdKW15vMuGo2m2DUkZoX+7fyaaSpWrMjDDz9sVRDC+T0xcBgpBh8CDo8nKyNL7XAcm6WmpBTfxB7uA+5ecGy52pE4PKkpuQ+NxlRbkvonnNtbIqfUarXodDpLImL+d2n/sjYhASvnKUlJSWHVqlXMnz+fDRs2cOLECdLT060OSjifKjUCORYwgZoeZzj076Vqh+PYlFLefAPgVR4e7AlXDkHCb2pH49AM0tH1/h7pa/r+s6z66OysSkpGjhzJ0qVLiYmJ4YsvvqBPnz6Eh4fz7LPP8sYbb9goROEsGr8yjtjsYPzOreJ2itrROC5pvrnD3OH1uKxXUBBpvikEvxpQsyWc3gbpN1UORljDqke16OhoVq9ebWm+ycrK4vTp08TExBATE2OTAIXz8C7rxc4mB5m6LJ0eG2D6y2pH5KDMzTdupbimBCD4KfCvZ+qg2G4OuOnVjsghSfNNIYX1hz8OwK8b4fGhakcjismq3LtevXq43XVj9fDwoGHDhvTs2ZN33nnH6uCE8+n6XA2UgFA+3AR/3VI7GgdlNNWUlOo+JWDqCxA+BNISTSNxRJ6kpqSQHuxh6qcUvVrtSIQVrLrM33zzTT7++GOysqRjozBxc4PpgyElHd6VSRbzpEhH17899jLofeGHeX+vPCdykXlKCklfFkK7w+X/g0RZ/sRZWXWZBwUFkZKSQseOHVmwYAH79u3j6tWrtopNOKkXWsDj9WHxFjgmrXj3UqT5xsKzHDz+Gvx1Cs7sUDsahyTTzBdBowGm79HyROSsrEpKRo0aRVxcHI8++ig///wzEyZMoHXr1jzxxBMMHjzYVjHazLhx4/JcqlnYllYLy94ErQZefR+yc9SOyMEYpPkml6avY9S6c23b+2pH4pBkmvkiqNUaygaamnCk5s0pWfWodvbsWTZs2ED9+vUt22JjYzl16hSnT5+2Ojhbio6OlmamEvRIHZjUJ4dnTjbn0Ip+PD1kuNohOY47NSUy2dIdvoEc9n6Nate/4vsT0PwRtQNyLNLRtQi0OtPw4B/eh0vfQ80WakckisiqmpKGDRuSlpaWa9sDDzxAu3btGDlypFWBZWdns3z5csLCwjhz5kyu1+Lj4xk+fDiRkZEMHTr0ntf/SVEU9u/fT6tWrayKSRTNhH46avgl8VTcOLhxQe1wHIe5T4m7NN+Y+ff+kJCj55mz5v77ljbSp6SIwvqbvv+8UtUwRPFYdVfs378/ixcv5sMPP8TX19dWMQGwceNGwsPD85yMbdq0aXTt2pWOHTsSHR3N+PHj2bZtG+fPn2fmzJm59m3WrBlVqlShY8eO/P777zaNURRMr9dQdcASWNEK/jsS+u0wjbgo7WT0zT1CgrU838KDTd/BT6fhsXpqR+Q4ZPRNEVV+EB5oAr9ugA4LwMtP7YhEEViVlIwePRqAZ555hnbt2vHwww/ToEED6tata1knp7giIiLy3H7z5k2ioqJYuHAhAGFhYSQkJHDq1ClCQ0Pz7DOybNkysrKy+Omnn8jIyOD333+nQYMGRY7JvBKirZiPZctjOpzg5mgejkD7y1qMv6xHeaiXaqE4THkrdzrZaDTqx2JHRS3vt/rApu90vPuFwsbp0h/ALDsbQIdWY8RgUPLdz2GubwegCX8N7dZBGH9agdL0DbudR8q8cIpSPlYlJfv27SMmJsbSh2TZsmXExcWh0+moWbMm27dvt+bweYqPj8fLywsfHx/LNn9/f2JjYwkNDc3zd4YOHUpCQgJHjx7FaDTmWlCwKO7XTFRcJ0+etMtxHYVb0AAaxOxA8/VQfk/yJdu7iqrxqF3eGanJoIFz58/xV8oNVWMpCUUp72YNarP1+/Js2R1DrSoZdozKeZw+WxYIIT7+CtHR1++7v9rXtyPQGEJ42L0cOT98zG+eT4PGvtVMUua2Y1VSEhQURFBQEG3atLFsS0lJISYmxuE6ulauXJk5c+ZYdYyQkBC8vb1tFBGWFSYbNmzo+p0ey69E92VXgo+/T5lh36BR4f06Snn/sMsDMiG0QQMqVVM3QbOn4pT3nOHQfCRsOx7Kykn51wqUJtcyTd9rVK9GWNgD+e7nKNe3o9AkvoLn/80nrOx1qPOMXc4hZV44aWlphX6ot3lPuzJlyhAeHk54eLitDw1AYGAg6enppKamWmpLEhMTCQoKssv57nb3qpDOcFyH0uB5LgYPp8blT1i1LoYBA9VbWVrt8tYopqYJDw+96//dKVp5P9kQWj8KG77TMv1lqBVo5+CcgDk1c3fXFmpYsNrXt8NoMhwOLUT3/RwIedau/dmkzAtWlLJxuq5Tfn5+NG/enIMHDwKmob4BAQHF6iMiSlaliI/oE/c9w9Y2JOaS2tGoR3OnT4nOXW5ieZnYD5bWeoVTq99VOxSHIB1di6lCLdOij5e+h9+3qB2NKCSHvcyPHTvGjBkzAFNH1V27dllemzZtGtu3bycyMpJPPvmEefPmqRWmKAJvbzdGjGlGVraGwXNL76RqGvM8JTLxRJ5aNYLmwRfokBop04Uj85RYpfUM0zIGe96CnEy1oxGF4LATJZibgCIjI+95LSgoiKVLl6oQlbDWUw1h7Iswfz28/hEsGVv6Rglbakpkmvk8aTQQMmAGfN4cvp0CL25QOyRVGaSmpPjKVIIWk2Hv2/C/BdBiotoRifuQy1yUuNmvQpvHYNk2WLxZ7WhUIDO63l/1ZlCvs2kZ+rhjakejKplm3kpNXwf/enBghkzi6AQkKRElzt0NNkyHkGow7hOIOqF2RCXL3HzjJjO6Fqztu6ahnFtfgezSOzxYmm+s5KaHLp9CTgapm4aDIqO6HJldkpLHHnuM/v37c/jwYXscXrgAv7KweRbo3aHPdEhw/ek6LLSKeUZXeSYoUJWG0DISrp2A3WPVjkY10tHVBmq25FLgQHxi97Dta8earkLkZpfLfNGiRbRr146pU6eyZ88ee5xCuIAGNeDT8XA10ZSYZGWrHVHJ0CgGDIoWjbaUdaYpjpZToGYrOLIUft2kdjSqkLVvbKNMj8W8evk/DFxejyt/qh2NyI9dLvMnn3ySfv36sWnTJmrVqmWPUwgXEdEOhneDA9EwfEHpqFnVKAZyFGm6KRStDnquBZ9KpmacG+fVjqjESfONbVQM8KHray9wO0XDy3P/7kAsHIvVSUlaWhqbN2/m3//+N2Aaynv79m0AfH19qVu3rrWnEC5u4Uho3xj+vZNSsUqsRsnBoMgnTKGVrQo91qBkJpO4/EUy07PUjqhEyegb2+nUFF7uBPt+gmHzS8dDkLOx6jI/e/Ysbdq0Yfbs2axfvx6A06dP06tXL1mRVxSamxusnwYP14Z3PoelX6kdkX1pMWBAkpIiqdOOs7UnUzHlJ96ecxFjKVqvz5yUSE2JbSx6w/QQ9K8dMGYRpepacgZWJSVz585lypQpHD9+nEqVKgGm1X2XLVvG/PnzbRKgKB18fWD3B1D3ARj5Iaz7Ru2I7EdLDgZpvimy2n1nMJRYFh0MYcyi0vOUa+lTIkmJTeg94D8z4elHYNFm6D8bMktX5ZtDsyopycrKolOnTgBo7poBq0aNGmRlyV9ZFE3lCrB3AQQFwMvvwf9cdOFNjSI1JcWhc9Pw0ZQgWobB4i2myfdKw1OujL6xPW9P2PE+dGkGX34Lnd6CW8lqRyXAyqQkOTmZnJx75wpPSkoiMTHRmkOLUiq4MmybY5rLpPtkOHNF7YhsT6sYpKakmDz1sHWOaSr6JV/BoDmuP2pLOrrah7cn/GcGDOsK3/0MLUbB5QS1oxJWJSVPPfUUgwYNYu/evaSmpnL06FE2bNhAREQE7dq1s1WMopQJqwtr3oGbKaYbRbSLLX+iJQej1JQUW1lv2P6eqdPimr3w7HhIvK12VPYjNSX2o9OZ+pjMHQq//gGNBpuajktL06AjsuoyHzt2LI0aNeLNN9/kt99+o1+/frz77ru0bt2a0aNH2ypGUQp1eQo2zYBbKdD6DfjhF7Ujsh2NdHS1mpcetsyCkd3hYDQ8Ocw1a9VA5imxN40G3uwDW98FD3foN8uU6P58Ru3ISierLnOdTsfYsWM5cuQI27ZtY9u2bRw5coQxY8bIuh7Cas83M7X75hhMN4ndP6odkW2YRt9I84213Nzgo9dNT7p/XDMlJnuOqB2V7cnom5Lx3FPwy0ro1940ZDj8Veg7Ey7Eqx1Z6WJ1R1cAvV5PSEgIISEh6HQ6Dh48SHa2izf0ihLR+lH4dqHpybjrJNi4X+2IrKcjB6PMU2Izw7vB9rmmGoWOb8LQea7VaVEW5Cs5AeVh5ST46XPTsOEvv4X6feGFKbDjEKRnqh2h67MqKXnllVfu2WY0Gjlw4ACjRo2y5tBCWDQOhe8+Av9y0GcGfPKVc7f5ajFg1MgnjC21bww//8uUxH7+X6j9EsxdAylpakdmPenoWvIeqQM758E3C03X1Nc/QJcJEPAcdH4blmwxNe+kpqsdqeuxeR2yh4cHU6dOJSIiwtaHFqXYQ7UgajG0HwejPoSvomDxGKgXrHZkRWfq6CrNN7ZWo6ppSPmavTD93zB5OXz0H3i7DwzsAOXLqh1h8UifEvW0ftT09cdV2HzA1IT8zVHYZVlrVkcVv4d4sJaWyhXAr4xpsVFfH9PfS6sFrQayciAl3fRlMMDrPU0jDcW9inxn/Oqrr/jqK9OUmzExMfTv3/+efZKSkvDw8LA+OiHuUisQjnwGEz41PQ0/NAB6t4HxvU2zwToLrWIgR6NXOwyXpNGY+gS82BpW7ITZq2HcEpi03DRap3UjeDrMtBikxknWQ5TRN+qrWdV0nxnfG5JSYf9x+OU8nLpoJPqMgUO/QVpG4Y/nXw4m9rNfvM6syElJUFAQjRs3BiA2NtbybzONRkOFChVo3769bSIU4i5+ZWHZm6Yn36krYO03pq/GofDKc/BiKyjjrXaUBdNqpKOrvXm4w2vPw4BnYcN+WLXLVLu25aDpdf9y8Gg9qBNkmkW4VqCpP0H5MqYvH0/TfkbF1FTo66NeEiMdXR2Lrw90bW76MhgUoqNPERYWRnaOjpspcDMZktNME/sZFVNNl4cblPEyrYj+7HjIkLlF81XkO2Pjxo0tiUiZMmUYOHCgrWMS4r6aPmSqqj9yCj7bZvrgGfK+aS2L1o/CM49Du8dNHzqO9kSsk3lKSoyX3pTADuwAN5Lg+18gKvrv73sLOVrnpTawNtKekeZPOro6B089VNVD1Yr57+N1p4I0U8aB5Muqx7WCEpJBgwZZVg4Wwl4ah5q+5o+AL/fBl9/AzsOw/X+m16tWNFXV1w+GesEaslPKYfSGx+qZ2nvVoMOAIklJiavgaxpm/nwz089Go+nJ9WysadjnzWTTvDi3UkwdGDUa09eWKPjtD/Xilj4lrkPvbvouSUn+rEpKsrOzWb58OVFRUVy/fh3lriER169ftzo4IQqrXBlTdf1rz8PtFDgQbXoKPhoDh383zTtgGmxWB/4FH78OI7qrE6sWg3R0dQBarWmdpaAAaNko//2OnlL3Q0RG37gO/Z2ulq6+NII1rLozzp8/n3PnztGtWzdWrlzJkCFDyM7OZt++fTzxxBO2ilGIIilX5t4n4ti/4Pc/DOz+/iqL/vsAcSrmzDqNNN84E70HJKs49FM6uroOjzufuFJTkj+rkpLjx4/z5ZdfotPp2LFjB926dQPghRde4I033rBFfEJYTas1Db8L8gdjyg0W/fcBVZcq12HAqJGaEmehd1d3aXupKXEd0nxzf1bl3l5eXpbp5O+ewVWn0/Hnn39aF5kQduDuZmpiVPOmoNPkSJ8SJ6J3V7n5RmpKXIbHnaREmm/yZ/U081FRUQAEBgby7rvv8tNPP7F48WKSkpJsEqAQtuThZnrsVHNIng6DNN84EQ+VkxIZfeM6tFpwd5OakoJYVYfcv39//vOf/1CvXj2GDRvGgAEDWL16NV5eXsybN89WMQphM45RU2JAkY6uTkPvoX5HV63W8Ya2i+JRO8l1dFbdGTt06ECHDh0AqFy5Mt9++y0XLlwgKCiI8uXL2yI+IWzKXXcnKVGxpsRNmm+cit7d1IRiMKhTW5FjkKYbV6J3hyyZPC1fViUlI0eORK/XM3/+fMDUx+TBBx+0SWBC2IOp+lQhM1udx07FqKDTGCUpcSJ3d070VuHPZjBKJ1dXonc3rYUj8mZVUnLixAnWrVtnq1iEKBGeKlbHGw2m3iQy+sZ55EpKPEv+/Aaj1JS4Emm+KZhVl/qDDz5ItWrV8nxt79691hxaCLvRu6vX+z0n2/SIpGjk0ddZmCe8UqvJT61mI2Efag8xd3RWJSW9e/dmyZIlXLt2LddsrgBr1qyxKjAh7EXNm4LhzvhORWpKnIa5pkStKneDQZpvXIk03xTMqjvj0KFDAVi8eLFNghGiJOjd1RsSbMi5czeSmhKnofaEV9J841o83CEpTe0oHJdVSUn9+vWZNGnSPdsVRWHOnDnWHFoIu/FQsU+JIcdcUyJJibMwT3ilVu2ajL5xLdJ8UzCrkpJhw4bRuHHjPF8bN26cNYcWwm707pCs0pOKIVuab5yNI9SUSPON65Dmm4JZlX+3b98+39eaN29uzaGFsBs1pw2X5hvno3ZSIjUlrsVdRt8USC51Ueo4QkdXtJKUOAvVR99ITYlLkeabgpWKOuTY2FhmzZpFpUqV8PPzY8yYMWqHJFSk6jwlOeYhwaXiv55L8FC7+UaGBLsUvbup9st4Z/kAkZvDFkl2djbLly8nLCyMM2fO5HotPj6e4cOHExkZydChQ+95PS/Vq1enUaNGPPTQQ/YKWTgJNScv+ntIsHzKOAtpvhG2pJeVggtk9eNaWloau3btIikpiUGDBnHs2DHq1q1LuXLlrDruxo0bCQ8PJz09/Z7Xpk2bRteuXenYsSPR0dGMHz+ebdu2cf78eWbOnJlr32bNmjFgwABef/11vL29eeutt6hVqxa1a9e2Kj7hvMyTpylKyS9yZrQ030hNibPQqzz6xmD8u7ZGOL+7a9489erG4oisujOePXuW/v37k5mZSUBAAIMGDeL06dNMnjyZhQsX0qBBg2IfOyIiIs/tN2/eJCoqioULFwIQFhZGQkICp06dIjQ0lJUrV97zO+fOnSMoKAgAPz8/EhMTi5WUGAyGv/sE2ID5WLY8psifuZw93I2AjrQMA54eJRtDdmYmAIpG6/J/d1e5vt3dAHSkZxoxGJT77W5zOQYtWg0YDMYC93OV8nYmxSlzDzcNoCU900AZLzsF5mCKUj5WJSVz585lypQpdOrUiX79+gGmZOKpp55i5syZ/Otf/7Lm8HmKj4/Hy8sLHx8fyzZ/f39iY2MJDQ3N83f++usvtm7dSo0aNTAajTz22GPFOndhmomK4+TJk3Y5rshbavJNwJ9jP/1CGa+Cb/S29tf5K9QFUlLTiY6OLtFzq8XZr++4y75AXc5duEx0dGKJnz894yE83XKIjo4p1P7OXt7OqChlfvvWA0Bljkf/RuXy0obzT1YlJVlZWXTq1AkAzV314DVq1CDLgdZmbtq0KU2bNrX6OCEhIXh7e9sgIhODwcDJkydp2LAhOunJZnfm8q5a2Q+AkPoPU8mvZGM4k62Bk1CmXHnCwsJK9uQlzFWu71t3KkcqVwkmLCzvtb7sSafT4lvW477Xi6uUtzMpTpkHHTF9Vtap+yC1g+wZneNIS0sr9EO9VUlJcnIyOTk5uLnlPkxSUhKJifZ5oggMDCQ9PZ3U1FRLbUliYqKlecaedDqdXf6z2+u4Im+eHqabQo5RV/KjGoymTziN1q3U/M2d/fr2urMycHaOVpVRMDl3hgQXtgydvbydUVHK3OtOk7Eq9x+VFOV6tKpP91NPPcWgQYPYu3cvqampHD16lA0bNhAREUG7du2sOXS+/Pz8aN68OQcPHgQgOjqagIAAq/qviNJFzWnDzR1dNTJPidNQe/SNLMjnWszz3sjom7xZVVMyduxYPvroI958800yMzPp168fer2egQMHMnr0aKsCO3bsGDt37gRg2bJltG3blg4dOgCm0TezZs3i8OHDXLt2jXnz5ll1LlG6mDu3qvEhYzTcmdFVRt84DdWTElmQz6V43PmvL7O65s2qO6NOp2Ps2LGMGDGCS5cuAab5QPR668c5hYeHEx4eTmRk5D2vBQUFsXTpUqvPIUonvZpJSY7M6Ops1H6yzTHIJFuuRO0k19HZ5HFNr9cTEhICQOadIY9COCrzTSFDheYbxXin+UYnNSXOQu0PEZlm3rV4SPNNgazKv1etWkWTJk1YvHixZdvatWvp06cPCQkJVgcnhD2oORmWURbkczpqV7fLjK6uRe3rydFZ9bi2fft2Pvnkk1zzfgwePJg6deowffp0PvnkE6sDFMLW1HzyNRql+cbZOMKCfKVllEZpoHbNm6OzKv/28vLKcyKyp59+muTkZGsOLYTdqLnAmjTfOB81P0QURUbfuBq1+yg5OquSklu3buXZhyQjI4Nbt25Zc2gh7EbNJ1/z6BsZEuw81K1ZM32X5hvXIc03BbPqca1Fixb06dOHiIgIgoODAbhy5QpffvklLVu2tEV8Qtic3t00gZkqT74GqSlxNjqd6UuN68W83I3UlLgOtZsDHZ1Vd8YxY8ag1WqZPn06WVlZKIpis3lKhLAXNecpUaSmxCnp3dX5EDFITYnLMde8ZeeoG4ejcth5SoSwF/NNQY02XUVmdHVKend1rhfztDaSlLgO6ehaMKuSkpEjR6LX65k/f75lnhIhHJ0jzFOidZPmG2eid1ep+eZOUiLNN65DzWUunIFVd8YTJ06wbt06W8UiRIlQc54SxSjNN85I76FOUmKpKZHLxWVYamql+SZPVlUKPvjgg1SrlvdS3nv37rXm0ELYjapDgi0dXeVTxplInxJhK9J8UzCrLvXevXuzZMkSrl27hqIouV5bs2aNVYEJYS9qrn1jab6R0TdORbXmGxl943Kk+aZgVt0Zhw4dCpBrmnkhHJ2qTyrm5hupKXEqene4nVry55WOrq5Hmm8KZlVSUr9+fSZNmnTPdkVRmDNnjjWHFsJuPNWcJ0BqSpySWn1KpKbE9ajZp80ZWHVnHDZsGI0bN87ztXHjxllzaCHsxhFqSrRSU+JUVOtTIh1dXY6afdqcgVWVgu3bt8/3tfT0dGsOLYTdOMKQYBl941w83NWpbpfmG9cjHV0LZlVNydGjR/N9benSpTzzzDPWHF4Iu1D1SeVOUqKTeUqcinR0FbZiXrZAFuTLm1V3xn79+uX7mkajsebQQtiNRmNKTFSZp8QgHV2dkYe7qSnFYCjZphSpKXFNHm5SU5Ifq5KSxx9/nC+++MLys9Fo5Nq1a+zYsYM6depYHZwQ9qLWky+KuaOrJCXO5O4qd+8S/NPJPCWuSa1lC5yBVZf60qVLcx9MqyUwMJBXX32VDRs2WBWYEPak2k1Bmm+cklr9AGSaedek95CkJD9WJSVlypTJc3tycjIXL1605tBC2JVaQzxl9I1zUmu5eZlm3jVJ803+rHpc69+//z3bUlNTuXDhAt27d7fm0ELYlaeHSvMEKFJT4oxUqymRjq4uSbXmYydg1Z0xNjb2nuSjTJky1K9fnyeeeMKqwISwJ727OkOCNeaaEvmUcSpqJyXSp8S1SPNN/qxKSl566SWGDBliq1iEKDF6d7iVosKJpaOrU1K7+UYrSYlL0bvDzQy1o3BMViUlQ4YMISUlhU2bNnHmzBkA6tWrR48ePfLtbyKEI1B79I003zgXtWtKpGLNtUifkvxZdWeMiYlh8ODBGI1GgoKCAPjuu+9Yvnw5K1asoF69ejYJUghbU6ujq7n5Ric1JU5FraRE5ilxTdJ8kz+rkpI5c+bwxhtv0KNHD7R36heNRiObN29m9uzZrF692iZBCmFrak2eJs03zkntIcFyubgWD+nomi+r8u+0tDR69eplSUjANFdJz549Ze0b4dDUar7RKKaaEjd3ab5xJh4q9SmR5hvXJM03+bMqKcnIyCAj497eOunp6XluF8JR6N0hOweMxpI9r+bO5Gky+sa5SPONsCVz842iqB2J47Hqca1Fixb06dOHvn37EhwcDMClS5dYt24drVq1skmAQtiD550n36xs8NSX3Hk1d5pvpKbEuUhHV2FL5uspO+fvBUKFiVV3xjFjxqDVapk+fTqZmZkA6PV6Bg4cyOjRo20SoBD2YB7imZFVwkkJdzq6yqeMU1FrSLBBakpcksedT97MbElK/smqpESn0zF27FhGjBjBpUuXAKhevTp6fQne5YUoBrWefM01JTL6xrmYr5esnJI9r0wz75r0d9XUitxskn/r9Xo8PDw4fPgw//3vf0lISLDFYYWwG7WTEq08+joVS1IizTfCBtS6/ziDIt8ZFy1axEMPPUTv3r0t244dO8Zzzz3H+++/z/vvv89zzz3Hr7/+atNAhbAlS3V8iSclOeQoOjRaTcmeWFjFXMWu2oJ8ksO6FA9JSvJV5Ev9xx9/5N133+XLL7+0bJs3bx4VK1Zk//79/Pjjj0yYMIGPP/7YpoEKYUt6lT5kNIoBgyKPvc5G7Y6ukpS4FrXuP86gyJe60WikS5culp8vXLjAiRMnGDBgAJUqVQKge/fuJCUl2S5KIWxMrQ8ZLTnkKDLyxtmodb0YpfnGJanVR8kZFDkpcfvHmh179uxBo9HQsWPHXNs9zLMNCeGA1OxTYkA+YZyNWs190nzjmtRqDnQGRX5kS09PJz09HS8vL7Kysti0aRONGjWicuXKln0MBoPDTZ62fv16fH19OX36NAMGDKBChQpqhyRU5HnXkOCSpFUMGKwb9CZUoFZ1u3lIsNSUuBbp6Jq/Iuffbdq0oXfv3nzwwQf069eP+Ph4Xn31VcvriYmJzJkzh6pVq1oVWHZ2NsuXLycsLMyyArFZfHw8w4cPJzIykqFDh97z+j8dPHiQCxcukJmZSeXKlSUhEapNG64lR2pKnJDqfUrkknEpHtJ8k68iP7INGTKEnJwc9u/fj7u7O7Nnz7bM3nr9+nXGjBkDwODBg60KbOPGjYSHh+e5hs60adPo2rUrHTt2JDo6mvHjx7Nt2zbOnz/PzJkzc+3brFkzFEWhXLlydOvWjUWLFnHw4EFatGhhVXzCuanWfIMBo3R0dToyzbywJenomr8iJyVarZaRI0cycuTIe17z9/fniy++sElgEREReW6/efMmUVFRLFy4EICwsDASEhI4deoUoaGhrFy58p7f2bp1K8nJyQD4+flx48aNYsVkMBgwmOtTbcB8LFseU+Tv7vJ21wHoGPiuYrlB/JOOHLbVfZqHyp3LtU9WNsQkVafz2R/IUvTMCRpBl/KbQNHwXsJ0Vie+Rk2Ps6yv1YEyuiSu51TiubM/kGQsz9c1DRi9dKXib+5K17fbnetlzV6FbT/kv9+kKpMYXOVzynj9vc1ohIQULwZf2MTP6Y3pXO4/vF9tFBXK5l8uBiPEJ5dl4+87gFDAwP2K0ZXK21kUt8zddBpAS+/p+d9/PDSZbK/TjAc8LpFh9GLwxc2cSA/n+fIbmFPtDSqUuf85s3PgfFJVOp79H2nGMoWOr1YgfPeREVuthlGU8nG6xu34+Hi8vLzw8fGxbPP39yc2NpbQ0NA8f6dDhw7Mnz+frVu38scffzBu3Lhinft+zUTFdfLkSbscV+Tt5MmTlNe60fzB6qRmFFRroRBPHQLdDZT1+vs/VYpGR5xSm8CKGRjJ5pZbNS4Z6qOgweBVkWD/FMprtVw21sOHZG4YA6hUIYfypPCNoS+P+MQRFB1t9/fpKFzl+u7VrBrnrnoVuE+KRyAJ2jrg9fcjsMGo4UpSebx9PQj2SUHr4UssIbh7pZLfbDXZBi2xSRWpXElH25o3yLp1kejowq3e5irl7UyKWub+7u481SCY9Mz87z9aDMQSgsHgRabiiY+vO8E+KWg8yhGnhODhlXrf86Rl6riiBFOlQhY5pBQ6vsplM/n15CU0KkynpFEUx16nsF69emzfvp2QkBAAfvvtN/r27cvPP/9s2adTp0688cYbtGvXzi4xpKWlcerUKUJCQvD29rbZcQ0GAydPnqRhw4Yy7XgJkPIuWVLeJUvKu+RJmRdOWloaZ86cITQ09L6foU5XUxIYGEh6ejqpqamW2pLExESCgoLsfm6dTmeXC89exxV5k/IuWVLeJUvKu+RJmResKGXjdN2n/Pz8aN68OQcPHgQgOjqagIAAGjRooHJkQgghhLCGw9aUHDt2jJ07dwKwbNky2rZtS4cOHQDT6JtZs2Zx+PBhrl27xrx589QMVQghhBA24LBJSXh4OOHh4URGRt7zWlBQEEuXLlUhKiGEEELYi8MmJY7EeGcBirzmTLGGeZhUWlqatEeWACnvkiXlXbKkvEuelHnhmD87zZ+lBXH40TeOIDExkYsXL6odhhBCCOG0atSoQcWKFQvcR5KSQsjJyeH27dvo9Xq0WqfrGyyEEEKoxmg0kpmZSbly5e5Z1PefJCkRQgghhEOQx34hhBBCOARJSoQQQgjhECQpEUIIIYRDkKRECCGEEA5BkhIhhBBCOARJSoQQQgjhECQpEUIIIYRDkKRECCGEEA5BkhIhhBBCOARZkE8l8fHxzJo1C39/fxISEhg3bhwhISFqh+UyJkyYwPfff2/5uU2bNsyYMQOApKQkpk6dSpkyZfjzzz95+eWXady4sVqhOq3s7GxWrlzJkiVL2Lhxo+X6Lah8s7KymD59OgA3btygS5cudOjQQbX34EzyK+9Fixaxdu1ay4JwDz74IJ999hkg5W2Nmzdv8v777+Pt7Y1GoyE2NpaJEydSvXp1ucbtSJISlUybNo2uXbvSsWNHoqOjGT9+PNu2bVM7LJfyv//9L8/tCxcuJDQ0lCFDhpCQkMALL7zAvn370Ov1JRyhc9u4cSPh4eH3rJ5dUPmuXr0aNzc3pk+fTmpqKs8++yzh4eEEBASo9C6cR37lDfCf//yHBx544J7tUt7Fd+3aNfR6Pe+88w4AX3zxBVOmTOGLL76Qa9yOpPlGBTdv3iQqKooWLVoAEBYWRkJCAqdOnVI5MteyYMEC3nvvPebOnUtiYqJl+7Zt22jZsiUAlStXplKlSrlqVUThRERE0KhRo3u2F1S+X3/9teU1Hx8fGjVqxI4dO0oqZKeWX3kDrFixgvfee4+ZM2dy+fJly3Yp7+ILDQ1l6tSplp+rVatGQkICINe4PUlNiQri4+Px8vLCx8fHss3f35/Y2FhCQ0NVjMx1tG7dmkaNGhEQEMDevXsZOHAgX331FSkpKaSkpODv72/Z11z2wnq3bt0qsHzj4uJyvVaxYkUpeyuFh4dTpUoVatasycmTJ+nTpw+7du2ibNmyUt5W0mg0ln/v37+fPn36yDVuZ1JTIlzSM888Y6kufeaZZ4iLi+P06dMqRyWE7TVt2pSaNWsC0LBhQ/z8/Dh06JDKUbmWAwcOkJGRwYABA9QOxeVJUqKCwMBA0tPTSU1NtWxLTEwkKChIxahcyx9//JHrZ3d3dzIyMihfvjw+Pj5cv37d8tr169el7G3kfuUbFBSU67XExMQ8+0KIwsvvWgcpb1s4cOAA+/btY86cOWg0GrnG7UySEhX4+fnRvHlzDh48CEB0dDQBAQE0aNBA5chcx5tvvmn5d0xMDFqtlnr16gHQpUsXDhw4AEBCQgJ//vknTz/9tBphuqSCyvfu11JTU/n555/p2LGjSpG6hokTJ5KdnQ2YPhyvXLnCY489Bkh5W2vXrl388MMPzJgxA51Ox6xZswC5xu1JoyiKonYQpVFcXByzZs0iICCAa9euMXbsWOrXr692WC5j4sSJZGVlUbFiRS5dusSQIUMsN+rbt28TGRmJr68vCQkJDBo0iKZNm6ocsfM5duwYO3fuZO3atXTu3Jm2bdvSoUOHAss3KyuLqVOnotFouHHjBs899xydOnVS+Z04h/zKe+HChVy4cIHAwEAuXbpEz549adOmDSDlbY2YmBi6d++On5+fZVtycjK//PKLXON2JEmJEEIIIRyCNN8IIYQQwiFIUiKEEEIIhyBJiRBCCCEcgiQlQgghhHAIkpQIIYQQwiFIUiKEEEIIhyBr3wjhAlq3bm2ZUTIzM5MTJ05Qv359fH19ATh16hRbt27lxo0bjBo1ir179zrUqshbtmwhKCiIJk2aqB2K3axatYovv/ySrKws9u/fr3Y4QjgkSUqEcBFffPEFALGxsbRp04ZJkyZZPuT79esHmFYtrVmzJm5ujvVf/6uvvqJx48YunZQMGDCAsmXLsnjxYrVDEcJhOdadSQhRLP379y/w9W7duuHr64uvry8rV64smaCEEKKIJCkRwgUMHDiwwNe7d+/OuXPnGDFiBEeOHGH16tU0adKEhQsXsn37doKCgnj66aeJiooiISGByZMnU7lyZZYuXUpMTAzNmzdnypQpluPl5OSwcOFCfvjhB8qWLYuHhwcTJkwgJCQkz/NnZmYyY8YMzpw5g5eXFxqNhsGDB9OiRQveeustTp06RVxcHEeOHKFmzZrMmDEDgK1bt7Jq1Sq8vb0xGAy8/PLLtGvXjuTkZIYPH050dDSvvPIKMTEx/PXXX6SmpjJp0iSaN2+eZxx3v98WLVrw/fffEx8fz4gRI+jatSsAY8aM4fvvv2fAgAGMGjWKI0eOMHv2bGJiYiwrTRe33Mw2bNjAnj17uHjxIo8//jjTp0/H09MTMK2XMmfOHH799VfKlCmDr68vU6ZMITAwkGPHjvH+++9z4sQJPvzwQ7Zt28a5c+fw9vbm66+/LvAaEMIpKEIIl3LlyhUlJCREOXz4cJ6v//O1jz/+WAkLC1OOHDmiKIqibNiwQXnyySeV5cuXK4qiKDdu3FAeeeQR5ccff7T8zvz585WIiAglMzNTURRF2b59u9KkSRMlOTk5z3N+9tlnSkREhOXnTZs2KW+//bbl5759+yoff/xxrt+JiopSGjdurFy9elVRFEW5dOmSEhYWphw/ftyyT6tWrZQ2bdooiYmJiqIoypYtW5RHHnlEuX79er7lY36///d//6coiqJ8++23SlhYWK7Y/xnP4cOHlZCQkDyPU5Ry27x5s9KwYUNlxYoViqIoSkpKitK5c2dl7ty5ln3Gjh2rjB07VjEYDIqiKMqnn36qdOzYUcnJyVEU5e+/78SJExWDwaCkpKQoffv2zff9CuFMZPSNEAJ/f38ef/xxAB599FGuX79OWFgYYFrVunbt2vz+++8AZGRksHLlSvr27YuHhwcAnTt3JjMzk127duV5/ISEBG7fvk1ycjIAnTp1YtCgQQXGtGzZMjp16kSVKlUACA4OpkmTJqxbty7Xfp07d6ZChQoAPP/883h6erJp06YCj12xYkXLAmpNmjQhLS2Ny5cvF/g7eSlKuZkZDAb69OkDmPr49OzZky+//JKcnByuXLnCjh07GDhwIFqt6fbcq1cvzp07x5EjR3Idp2vXrmi1Wnx8fCz9iYRwdtJ8I4QgICDA8m9zM0KlSpUs27y9vUlJSQHg0qVLZGZm8tlnn7F27VrLPv7+/iQlJeV5/L59+3LgwAFatmxJ+/btef755+/bqfXs2bNcu3bN0kkX4ObNm9SqVSvXfuZRRwBarZagoCDOnz9f4LHvfm8+Pj4AlvdXFEUpN7OKFSvmGvkUHBxMeno68fHxnDt3DkVRmD17Nu7u7pZ9goKCuHHjRq7jmJM1IVyJJCVCCHQ63T3bzE/qZso/FhR/6623eOKJJwp1/Bo1arB7924OHDjAV199xYABAxg0aBBvv/12gb/XpUsXRo8eXahzFMXd71ej0QD3vr+7GY3G+x7H7H7lVhjz5s2jWrVqBe7zz/MI4QrkqhZCFEn16tXR6/X88ccfubavWbOGo0eP5vk7hw4dIjU1lbZt27JkyRLeeecd1q9fb3ndnBiAqaOnoijUrVv3nnMcPnz4nuab+Ph4y7+NRiNxcXHUrl272O8PTLUnqamplp8TEhKsOt7dbty4QVZWluXny5cv4+XlRWBgIHXr1gW4531/9NFH9639EcIVSFIihCgST09PBg4cyNq1a7l9+zYAFy9eZPXq1dSpUyfP3/n666/ZsWOH5efs7Gxq1qxp+blChQqWY/Xq1YvU1FRee+019u/fT0xMDABpaWksXLjwnuabb775hps3b1rOk5GRQY8ePax6j6GhoURHR6MoCjk5Oezevduq493NaDRamr1SU1PZtGkTvXv3xs3NjWrVqtG5c2c+//xzMjMzATh+/Dh79+6levXqNotBCEelUYpTtyiEcEhRUVEsXrzYMqNrz5496du3LwDnzp1j+vTpHDlyhPr16zNs2DAuX77M+vXrSUpKonXr1gwZMoRJkyZx4sQJHnnkEd59910+++wz9u/fj6+vLy+99BJDhgwhJyeHjz76iG+++QZ/f3/c3d0ZO3YsDRs2zDeu5cuXW5pBPD09mTRpkqVG49ixY0yZMoXy5cvz+OOPM27cOMCUZHz++ef4+Pig0Wjo3bs3Xbp0sRy3devWvPTSS/z+++/ExcWRnJzM5MmT8x0S/Nlnn+V6v++88w7Dhw+3lMlbb73FU089xY0bNxg/fjyJiYkEBwfTrFkzIiMjady4MbNmzWLPnj1FLje9Xm+Z0bVv375ERUVx+fLlPIcEv/feexw5coSAgAB8fHyYOHEi1atX59SpU0ydOtVyni5dulj+vkK4AklKhBBOq3Xr1owcOZLu3burHYoQwgak+UYIIYQQDkGSEiGE00lOTqZfv3789ddffPbZZ/d0fhVCOCdpvhFCCCGEQ5CaEiGEEEI4BElKhBBCCOEQJCkRQgghhEOQpEQIIYQQDkGSEiGEEEI4BElKhBBCCOEQJCkRQgghhEOQpEQIIYQQDkGSEiGEEEI4hP8H7A5qTe2Y+XEAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def color_using_schur(using_schur, values, x=None):\n", + " using_schur = np.array(using_schur).copy()\n", + " using_cpr = ~using_schur\n", + " using_schur[1:] += using_schur[:-1]\n", + " using_schur[:-1] += using_schur[1:]\n", + " if x is not None:\n", + " plt.plot(x, np.where(using_schur, values, None), label=\"Schur\")\n", + " plt.plot(x, np.where(using_cpr, values, None), label=\"CPR\")\n", + " else:\n", + " plt.plot(np.where(using_schur, values, None), label=\"Schur\")\n", + " plt.plot(np.where(using_cpr, values, None), label=\"CPR\")\n", + " plt.legend()\n", + "\n", + "\n", + "def make_using_schur_indices(perf: Sequence[SolverSelectionData], converged=True):\n", + " using_schur = np.array(\n", + " [\"schur_cd\" in data.config[\"gmres\"][\"preconditioner\"] for data in perf]\n", + " )\n", + " if converged:\n", + " return using_schur[make_converged_indices(perf)]\n", + " return using_schur\n", + "\n", + "\n", + "def plot_characteristics_color_schur(perf):\n", + " using_schur = make_using_schur_indices(perf, converged=CONVERGED)\n", + " time_step = make_time_step(perf, converged=CONVERGED)\n", + " inlet_rate = make_inlet_rate(perf, converged=CONVERGED)\n", + " # x = make_simulation_time(perf, converged=CONVERGED)\n", + " x = None\n", + "\n", + " plt.figure(figsize=(6, 2))\n", + " color_using_schur(using_schur, inlet_rate, x)\n", + " plt.ylabel(\"Source rate, $m^3 s^{-1}$.\")\n", + " plt.xlabel(\"Time step number\")\n", + " plt.yscale(\"log\")\n", + " if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_source.pdf\", bbox_inches=\"tight\")\n", + "\n", + " plt.figure(figsize=(6, 2))\n", + " plt.ylabel(\"Time step value, s.\")\n", + " plt.xlabel(\"Time step number\")\n", + " color_using_schur(using_schur, time_step, x)\n", + " plt.yscale(\"log\")\n", + " if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_dt.pdf\", bbox_inches=\"tight\")\n", + "\n", + "\n", + "for i, perf in enumerate(data[\"Dynamic\"]):\n", + " print(i)\n", + " plot_characteristics_color_schur(data[\"Dynamic\"][0])\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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iVvPXZQes1tEAgD17vg5lklQVq/tPD/ScNyC28ldZkwSrdSi++fok9sRbYTkxBI2Nidiz51AYU9g/kbT/ggpIysvLsX37dqxYscLZYnLo0CGMGjXK+R6z2Yy2tjYAQF5eHurq6pyv1dfXY+LEiUElOD8/H8nJyUF91hu73Y6KigqMHz/eOSBXT2I9f51dQHq6aCEpLCwMcer6L9b3XzTTc96AGM1fKpD+vhHfGp2GwkJg8B4DTnWwbOlLS0uLX40JAQck27ZtwyeffIJly5bBYDBg+fLlWLx4MRYuXIgNGzbAbDajrq4OR48exXnnnQcAKCkpQXl5OS655BLYbDbs3r0bixcvDjxXAEwmkyY/nlbbjRSxmj+7w9XfG835j9X9pwd6zhsQW/kzGUV5YjSaYDIBRmfZEsYE9lMo9p+/2w8oINm/fz/mz5+PgQMHYtu2bQCA06dPY/HixZg8eTLmzZuHoUOH4vDhw3jwwQeRl5cHAJg5cyZKS0uxaNEiNDQ0YMGCBcjJyQkwS0REROHHpeO1EVBAcvbZZ2Pfvn1eX5s7d67Pz8XHx2PFihWBpYyIiCiCcIqvtrhSK+kaCxAiUhtbRrTBgIR0jQEJEWmJRYx6GJAQERH5gcGHthiQEBERBUDusWHXjboYkJCusUZDRGrhtWy0xYCEdI2FBRFphQ0k6mJAQrrGgISIKDowICEiIgoAx45ogwEJERGRHziGRFsMSEjXWFgQkdrYQqINBiSka4xHiEgrBgMrPWpiQEJEROQHBh/aYkBCREQUBHbdqIsBCekaazRERNGBAQnpGgMSIlIbW0a0wYCEiIjID97qN6zzqIcBCekaW0iISG28uJ42GJAQERH5gQujaYsBCekaywoioujAgIR0jbUXItKKASxj1MSAhIiIiMKOAQnpGmsvRKQ2eTArB7WqiwEJERGRH1jB0RYDEtI1FiBEpDa2jGiDAQkREZEfOO1XWwxISNdYVhCR2jiGRBsMSEjXWHshIrWwONEWAxIiIiIKOwYkREREQZC7bNgSqw4GJKRrLCiIiKIDAxLSNQYkRKQ2jmXVBgMSIiIiP7CCoy0GJKRrLD+ISG3Oab/hTYbuMCAhIiLyg68WEracqIMBCekaCwoi0goXRlMXAxLSNQYkRKQ1ljPqYEBCREQUALaMaIMBCRERUT+whUQdDEhI11hQEJFaWJ5oiwEJ6RrLDyJSG6/2qw0GJERERH5gBUdbDEiIiIiCwBYSdTEgIV1jny8RaY3FjDoYkJCuMSAhIrUZPG5JHQxISNeUAQmDEyLSAssWdTAgISIi8gMDD20xICEiIgoAB7NqgwEJ6RorNESkFraQaCsukDc3NjZi5cqVSE5OhsFgQHV1NRYuXIgRI0bAarWitLQUqampqK2txezZszFp0iQAQEdHB8rKygAADQ0NKCkpwfTp09XPDZEHzzEkrNkQUX9xYTRtBBSQnDhxAgkJCViyZAkAYMOGDVi8eDE2bNiA1atXo6CgAHfeeScsFgtuuOEGbN++HQkJCVi/fj3i4uJQVlYGm82GadOmobi4GNnZ2ZpkioiISG2+WkjYcqKOgAKSgoIClJaWOh+fccYZsFgsAIAtW7Zg48aNAIDc3Fzk5ORgx44dmDp1KjZv3ox58+YBAFJSUlBUVIStW7di1qxZASfYbrfDbrcH/Lnetqe81ZtYz19XFyBJxu77DphMIUuaKmJ9/0UzPecNiM38ORyiPHE4HLDbAUkyQJIMsNvF42gSyv3n73cEFJAAgEHRRvX2229jxowZOHXqFJqbm5GVleV8LSsrC9XV1QCAmpoat9cyMzOdrwWqsrIyqM/1paKiQpPtRopYzV91XTys1jMAAHs++xqmKB01Fav7Tw/0nDcgtvJ38GAqrNZcVFYeR3x7C2pqcmC1pmHPZ98gwRydzSSRtP8CDkhk5eXlaGtrw8yZM9HU1KRmmnqVn5+P5ORk1bZnt9tRUVGB8ePHwxRt1Wc/xHr+UmuA9LdFFFI4oTAqW0hief9FMz3nDYjN/J2SgPTdRozJT0NhAfDuQQMOWAyYMGECEuPDnOAAhXL/tbS0+NWYEFRAUl5eju3bt2PFihUwGAwYMGAAUlJSUFdXh0GDBgEA6urqkJeXBwDIy8tDXV2d8/P19fWYOHFiMF8Nk8mkyY+n1XYjRazmz2h0DTwzGk1RF5DIYnX/6YGe8wbEVv7k8sRoEmWJ/NjEsqXP7/BHwA3Y27Ztw3vvvYdly5bBZDJh+fLlAICSkhKUl5cDACwWC2pra3HRRRf1eM1ms2H37t246qqrAv1qIiKisInOTpnoEVALyf79+zF//nwMHDgQ27ZtAwCcPn0aixcvxty5c7F06VIsWbIEFosFq1atQkJCAgBg5syZKC0txaJFi9DQ0IAFCxYgJydH/dwQeeDodyJSm/NaNt13WMyoI6CA5Oyzz8a+ffu8vpaRkYE1a9Z4fS0+Ph4rVqwIPHVEREQRghUcbUXpnAMi/7gtjBa+ZBCRDnFdNHUxICEiIuoHtpyogwEJ6Zrn0vFERP3FJeO1wYCEiIjID1w6XlsMSEjXWFAQkdp4cT1tMCAhIiKisGNAQrrGBhIiUgtbXLXFgIR0jYNaiUgrzoXRWLaoggEJERERhR0DEtI1tpAQkdo4qFUbDEiIiIj84KtOw7qOOhiQkK6xVYSI1MaGEW0wICFdYzxCRGphBUdbDEiIiIgC4BxDEt5k6A4DEooZrNwQkRbYcqIOBiSkaywoiEgtLE+0xYCEdI3TfolIM1wYTVUMSIiIiCjsGJBQzGAthojUwAXRtMGAhHSNQQgRqYXlibYYkJCusfwgIrVx6XhtMCAhXWONhojU4nPpeJYzqmBAQkREFAS2kKiLAQnFDNZiiEgLLFrUwYCEdI1BCBFRdGBAQrrmtjBa+JJBRDpi8LhlxUcdDEiIiIj8wMBDWwxIiIiIAsDBrNpgQEK6xgoNEamFLSTaYkBCusaL6xGRVthSoi4GJERERP3Ayo46GJCQrrGgICK1eJYnbCFRFwMSihkMTohIDZ6BCMsWdTAgIV1jQUFEFB0YkJCuMR4hIrWxq0YbDEiIiIj8wAqOthiQkK5x2i8Rqc25dDxbSlTFgISIiMgPvio1rOuogwEJ6RovrkdEWmEDiboYkBAREfUDu4PVwYCEdI0FBRFRdGBAQrqmjEcYnBCRGjiYVRsMSIiIiPzASo22GJAQEREFQG4hYUuJuhiQkK6xRkNEavE57ZfljCoYkJCucWE0ItIKW0jUxYCEdI1BCBFpjeWMOuICeXNnZyfWrVuHxx9/HJs2bUJ+fj4AYO3atXj55ZdhMpkAAOPGjcMzzzwDAOjo6EBZWRkAoKGhASUlJZg+fbqaeSDyCwsNIlIDx5BoI6CAZNOmTSguLkZra2uP11599VUMGzasx/Pr169HXFwcysrKYLPZMG3aNBQXFyM7Ozv4VBMREUUI1nXUEVBAcvPNN/t87YUXXkBCQgI6Ojowc+ZMDB8+HACwefNmzJs3DwCQkpKCoqIibN26FbNmzQo+1UR+YkFBRGpheaKtgAISX4qLizF48GCMGjUKFRUVmDFjBrZt24a0tDTU1NQgKyvL+d7MzExUV1cH/V12ux12u12NZDu3p7zVm1jPn90OSJIYKmV3OBBtP0Os779opue8AbGZP0d3eeLoLkscDgMkyQC7nWWLP9/VF1UCkvPPP995f/z48Rg4cCA++OADXHHFFWps3k1lZaXq2wSAiooKTbYbKWI1fwcPpsFqzQEA7K2owoDUKCs1usXq/tMDPecNiK38HTo0AFZrJr78shq2unYcOTIIVutAfPHFYVjSu8KYyuBF0v5TJSA5dOgQRo0a5XxsNpvR1tYGAMjLy0NdXZ3ztfr6ekycODHo78rPz0dycnLwifVgt9tRUVGB8ePHOwfl6kms56/BAaTvES0k484Zj+wBIU5gP8X6/otmes4bEJv5+8YKpB8woqAgDWcNAypqDUg/ZMC4cedgSGaYExygUO6/lpYWvxoTVAlIFi5ciA0bNsBsNqOurg5Hjx7FeeedBwAoKSlBeXk5LrnkEthsNuzevRuLFy8O+rtMJpMmP55W240UsZo/g8E1El68J8QJU0ms7j890HPegNjKn1yeyGWJsfux0ciypa/v8EdAAcnHH3+Mf/zjHwCAp59+GlOnTsX06dMxefJkzJs3D0OHDsXhw4fx4IMPIi8vDwAwc+ZMlJaWYtGiRWhoaMCCBQuQk5MTYHaIgsOF0YhIbfJsX077VVdAAUlxcTGKi4uxdOlSt+fnzp3r8zPx8fFYsWJFcKkjIiKKcKzsqIMrtRIREQWALSPaYEBCusaKCxFRdGBAQrrGplQiUotnecKWEnUxICFd46BWIlKbZyDCskUdDEiIiIj8wMBDWwxISHc6OoGHNgLfHHN/noUJEamJXTbqYkBCurPjc+Ddz4DSFwAHgxAi0hiLGXUwICHdcTjEbXsH3C54xUKDiNTAlhFtMCAh3ZELCwmA3RHWpBCRjrBSoy0GJKQ7zoBEYkBCROozeNySOhiQkK4pu2yIiLTAAfPqYEBCumNkCwkRaYALo2mLAQnplmdAwloMEWmBZYs6GJCQ7nBQKxFR9GFAQrrjNqhVOe2XtRgiUoFcxrDLRl0MSEh3OMuGiLTgq1LDyo46GJCQ7siVFgYkRKQFtoxogwEJ6Y6ysHAwICEiigoMSEjXOIaEiNTCab/aYkBCuqMsJNhlQ0Rq8wxEWNdRBwMS0h0GJESkBc/Agw0k6mJAQrqjLCTcFkYLeUqIKBawO1gdDEhIdziolYgo+jAgId1hlw0RaYldNdpgQEK61sWr/RKRStg1oy0GJKQ7Rh8tJCxMiEgNXDpeGwxISNc4hoSItMbKjjoYkJDu+BpDwkKDiPqDC6NpiwEJ6Y6ykOAYEiLSGis76mBAQrqjLBzYZUNEFB0YkJDuKAMSdtkQkdq4dLw2GJCQrnEdEiJSCys12mJAQrqjLDM4hoSI1MZpv9pgQEK6wzEkRKQFNpBoiwEJ6RovrkdEWmELiboYkJDu+BrUSkSkBY4tUQcDEtIdZeGgHEPCQoOI1MQGEnUxICHdUcYdHENCRGrzDERY2VEHAxLSNXbZEJFaGHhoiwEJ6Y6vLhsiIjVwMKs2GJCQ7igDko7O8KWDiPSFLSTaYkBCupeWLG5ZmBCRGrgwmjYYkJDueAYeIwaHJx1EpC++KjWs7KiDAQnpjmfZMHhQ9/MsNIhIRWwhURcDEtK9hPhwp4CI9IyVHXUwICHd8SwczKbu50OfFCIi8hMDEtKdHgFJXHjSQUT6xK4abQRUVHd2dmLdunV4/PHHsWnTJuTn5wMArFYrSktLkZqaitraWsyePRuTJk0CAHR0dKCsrAwA0NDQgJKSEkyfPl3lbBC5eAYk8ebwpIOI9MWzlZWBiboCCkg2bdqE4uJitLa2uj2/evVqFBQU4M4774TFYsENN9yA7du3IyEhAevXr0dcXBzKyspgs9kwbdo0FBcXIzs7W9WMEPkSZwp3CohIT3osHR+WVOhPQF02N998M4qKino8v2XLFlx88cUAgNzcXOTk5GDHjh0AgM2bNztfS0lJQVFREbZu3dq/VBP1Qlk4xJtZiyEidXDwqrb63bt+6tQpNDc3Iysry/lcVlYWqqurAQA1NTVur2VmZjpfC4bdbofdrt564PK21NxmJInF/NntgCSJWDvOJMFhlyBJRnR1ORBtP0Ms7j+90HPegNjMn+QwQJIMsDtEWSI5RFljt7Ns8ee7+hJ1w/0qKys12W5FRYUm240UsZS/gwfTYLXmAACkTjuqqk7Bas3El19Wo6W+PVxJ7JdY2n96o+e8AbGVvyNHM2G1DsDeiioMSLXj0KEMWK1Z+HJ/DTpOtYUxlcGLpP3X74BkwIABSElJQV1dHQYNEitQ1dXVIS8vDwCQl5eHuro65/vr6+sxceLEoL8vPz8fycnJ/Uu0gt1uR0VFBcaPHw+TSX+DDWIxf/V2IH2PaCHJHiBh1KgBSN9vxNlnp2HM8HCmNnCxuP/0Qs95A2Izf5/WGJB+xIDx48cjMwOobgHSvzDi7DFpGDcqzAkOUCj3X0tLi1+NCaq0kJSUlKC8vBz5+fmwWCyora3FRRdd5PbaJZdcApvNht27d2Px4sVBf5fJZNLkx9Nqu5EilvJnMLjGjcSbDTAaxWPxnjAmsh9iaf/pjZ7zBsRW/gweZYlcthiNLFv6+g5/BDSo9eOPP8ayZcsAAE8//TS2bdsGAJg7dy6++OILLFmyBEuWLMGqVauQkJAAAJg5cyY6OjqwaNEizJ8/HwsWLEBOTk4gX0sUtPio65QkokjlOaiVA+bVFVBxXVxcjOLiYixdutTt+YyMDKxZs8brZ+Lj47FixYrgU0gUIGWZYY5joUFE6mKZog2u1Eq6o6zFcJVWIlILW0i0xYCEdMdXQMI1BIhICyxb1MGAhHQtnl02RERRgQEJ6Q5bSIhIS3Ilh5UddTEgId1Rxh28jg0RaY11HXUwICFd45V+iUgtDDy0xYCEdMezy4bNqkSkJhYp2mBAQrqjDEhSkxTPhz4pRKQjPab9hicZusWAhHRHWWikJbPQICJ1eba6csC8OhiQkK6lqXcdRiKKcVwYTVsMSEh3lGWGW5cNazFEpAGWLepgQEK649llQ0REkY8BCelacoLrPmsxRKQGdtVogwEJ6Y7nLBsWHkREkY8BCemOMiDJSA1fOohIZzioVVMMSEi37r+DC6MRkfo47VcbDEhId+SyITHe43kWGkTUD55FCCs76mJAQrojBx68IicRhQLrOupgQEK64xmQEBFpgUWMuhiQUMxgLYaI1OAZiLA7WB0MSEh3nC0k4U0GEekMAw9tMSAh3WGXDRFpiWWLNhiQkG45B7WGNxlEROQHBiSkO75aVdncSkT9wav9aosBCekOp/0SUSixsqMOBiSkWxwJT0RqYguJthiQkO4w8CAiLXHpeG0wICHd4SwbIqLow4CEdEeurDAgISItsGzRBgMS0i0OaiUiNbFnRlsMSEh3fPXnsp+XiNQg13FY2VEXAxLSHc+l41loEJGWWNdRBwMS0q0eI+HDkwwi0oke037DkwzdYkBCusNCg4hCid3B6mBAQrrja5YNCw1Sg8MR7hQQ6RMDEtItjh0htf1lO3DtIqDBGu6UUDixbNEGAxLSHbaEkFb+/G9x+3VNeNNB4cGl47XFgIR0x3OWDRGRmhiIaIMBCekOr/ZLRFrgGkfaYkBCusVBrUSkJVZ21MWAhHTHM+5goUFEWmJlRx0MSEh3fF3tl4UGEamJlR11MSAh3WJZQURa4CrQ2mBAQrrDlhAi0gKLFm0xIKGw+7oGKFkAfHJAne1xlg0RaYlFijYYkFDYvfU/cfvaO+pul82qRKQmXidLWwxIKOy67OLWHKfO9hh4EBFFHwYkFHadXeJWtYDEs8tGnc0SEXnFcWvqUOkUACxYsAA7duxwPr7sssuwbNkyAIDVakVpaSlSU1NRW1uL2bNnY9KkSWp9NUU5zQISH88TEQWD17LRlmoBCQC8//77Xp9fvXo1CgoKcOedd8JiseCGG27A9u3bkZCQoObXU5RyBiQmdbfLwoKItMA1jrShakDyyCOPoLOzE5IkYc6cOcjMzAQAbNmyBRs3bgQA5ObmIicnBzt27MDUqVPV/HqKUp3dY0ji1ApIAiwcjtUBA9OAJMbHRERho1pAcumll6KoqAjZ2dn417/+hVmzZuH1119Hc3MzmpubkZWV5XxvVlYWqqurg/oeu90Ou92uVrKd21Jzm5EkGvLX0WmAJBlgMkqw2wOLJrzlz+4Q23M4HLDbRe1FkozOx+7fDfzfKiOGZkl4Yl7kVXOiYf/1R7TlT5LEsDu7veex5Cna8haoWMyfQ1G2iMe+y5ZIF8r95+93qBaQXHHFFW73FyxYgAMHDiAvL0+trwAAVFZWqro9WUVFhSbbjRSRnL9jx/NgtSbi+PFT2LOnPqhtKPNXXZ0NqzUdFRWHkJLowMGDqbBac3HgwAnEt9vcPtfaboTVOgpWK7Bnz9f9yoeWInn/qSFa8me1jgYAHKg8DnN7i1+fiZa8BSuW8ldzLBdWayr27PkaRiNw8FAKrNbB+OqrE0ix23rZSuSKpP2nWkBy6NAhjBo1yvnYbDajra0NAwYMQEpKCurq6jBo0CAAQF1dXdCBSn5+PpKTk1VJMyAit4qKCowfPx4mk8qDGCJANORv4HsGNLYZ8K1R6SgsPCOgz3rL385DBqQfM+Dcc89FWjJgNQDpnxqRn5+GwrHun7e1AunpotZbWFioRnZUFQ37rz+iLX/ysTJ6dBoKz+n9vdGWt0DFYv7+s9+Ab+oMKCoqhMEAtMQB6R8ZceaZaSg8N8wJDpCcv5Gjx2PWCjPuLHHgqu9o810tLS1+NSaoFpDcc889ePXVVwEA+/fvh9FoxJgxYwAAJSUlKC8vR35+PiwWC2pra3HRRRcF9T0mk0mTg1+r7UaKSM5fZ5cYJJZgNiDYJCrzZzCIvziTCSYTYDTKz5l6bN9gdA1Qi9TfB4js/aeGaMmfcyq5seex5Eu05C1YsZQ/uWwxmUzdt+KxMYDjIVzWbQPaOoAjFmDMcODdPQYcPDwa6elmGAwGPPt3E66Zos13+3t8qBaQnHXWWZg/fz4yMzNx+PBhPPbYY0hNTQUAzJ07F0uXLsWSJUtgsViwatUqzrAhpy6VuzB9Xe3Xm+6uYKKA8LihaKNcCXvvN4AkRd40RNUCkhUrVvh8LSMjA2vWrFHrq0hn5Fk2Do3GlPYWmNh5YqEgRN7wZwonHg/q4EqtFHbyOiRq1TrlwsGfa9mwpkvBiLYZFUTRQNV1SIgC0dIGHD6hCEhUqmYE0mXDFhIKBmvEsU2viy5KUnjzxoCEwuYPLwO7v3I9Vru1wp//K626iUjfvB2rTc2iQB+QFvr0UGj092q/nV3AyVPA0Kw+3xoWza1AmnqTWAPGLhsKmz0H3R+r3UIi663QYNM7BcPbUuG3LgdueyD0aaHw83fp+AdfAn76EFDbqG16PPlbzrV3aJuOvjAgobBJjHd/rHoLiR/Xm2ALCQWDXX2xqb8X1/tov7gNdUAid4v3+b4wV9AYkFDYeF47RqsxJL0VGhzUSsHgxdRil7fyJNKPB38DDbaQUMzybCGRNA4OvBUaoajpflkFLHlOrApL+hDh5x8KkWgZ3MoWEqI+9AhIVNqur2m/3oSiy2b1JuCzg8BbH2n/XRQaoRx7VHUceOJ1oMvPkwqR0tc1wNq/ifsZqUBqku/3soWEYpZnl41ahbyzy8aP94bixDKwe9aFpUH776LQCGULSekLwD93ATu/COGXUkAiuctm6fPAJwfE/SsnAbOv9v1ef1tStMKAhMKmx6BWjWbZ9CYULSS54pqSIR/IRtrpbeyR2icnuVuxqVnd7VLgIjnw8EWZZnNcz4qgUgcDEopVCWb3x1rNsgn3oNb47tV+6pq0/y4Kjd5OTGofUymJ4tbWpu52KTjRMm5ENiDVdT8+rmdFUKmjU/v09IYBCYWN0eh+q/VKrX0NatWq9iPXOpo5qFU3ehsMrfbFIuU+fx4/4edZRAQbnHgr62yt2gx8Vy7UF2cCknoLSNhCQrFKHr/xp0XiVqtr2fjbQqLVeBK51nG6JTqbfKmn3vaj2v3wKd0BCWdpRQav034D3Ia3oPWmMvGnNrmFDQDizX102bCFhGKV3SEi9vQU8Vjrc7W37StrulpNAW7v/ifv6BTX76Ho11trntotJHKX3ymOIQm7/i4dLwvlLC3l8WiOAxIULSQ/ufy423vZQkIxy+4ATCZXjUO1FpIALq6nPLGofSKRKWsdDae1+Q4KLc8Tk/LYVfs4kk8SNSfV3S4Fx1uxEmjLZyhX+m1XlD9mk/iTnTOixe294W4h4cX1KGzsDsCkGEei1j9pIIWDsqaiWUCiqHXUNwFn5GjzPRQ6nseq8rHai0vJa0NYGsX9hF7GAFB0CGVAogwyOrqArAHAbdOAc0Y5YKvzeC9bSChWOZQBiUHd2Qn+DjYLRQuJcrGhWJ0psXMvsPm9cKdCPZ5Br5aBrVzDlSSgmq0kuhCugKSxu4X2hxcDZw3r+V6uQ0Ixy+5wn2kTjqv9OkI4hgQA2sK8EmK4PPgS8Pyb+hnU6xk8u7WQqFyoK08ox+vV3TaFR29jSNT+H5HLn7xs4LLzer5+42USRg4W98PdZcOAhMLG7tFCotY/ogT/L4Cl5YkEEC0D9VbX49Z29b8jmjTqZAyN56GkaUCi2J6Fi+uFVX+v9ivrrfKj1vEjScB7n4v/uTHDgSfnu1aNVrrxMgm/v1Pd7w4WAxIK2LE6oMHa9/v6Yre7jyFRs4VEWVAo77d3AAerXY+V36l2C8nBatEy0NHpWowoVltIZHpZPt+zhmvXaFBr5VGx/siQTPGYq/2GnxpX+/Usa5Qtbu0qtVJ8dhBY+WdR5nguQukpMV5MCf6qOrytmAxIKGA/fQiY9XsxQLM/B69nC4mqY0i8PCdJwCN/BeY95gpKlCeWj/ar+8+oDD7kqc2xEJDUnfL92hdVoUqFtnq0kCiOI7VqmYeOA795XEwVzxkopmyePKXOtik4WrWQKINYtbpNTism0MT3EZDExYnr3HxzTJ3KZrAYkFDQbl8B/OPD4D/v6J72C2g8hkRRaHzQfYGyE901deV3/mkbsK9KnTQA7iemjBgJSHbuBX7yIPD2p95fX/9PfazF0tsYErVaSJTXrkkwi6DkBMeQhJ0qLSQex4hbQKJSQKsMQuL9mE97+3Tg4V8AmRnqfH8wGJBQQDz/8T7eH/y2uuyiZQQQt2pe7bevQkMOROQTyfBccatmDbRFMV4ko/t6EuG+vLfWPvpS3Jbvdn8+S1HIfXk4dOnRiuf/gfKE8uQbQMmC/gefym3Gm4Fh2cDxBqArzP381H+eQavysVplhLKlpa8uG0C0knibeRNKDEgoIJ5Bg3wl26C21b1SK6BuCwnguynV83m5pjt5rLhVswVD2RKgxfYjRXsH8LOHgf987KqVeRaqdodrHM3eQ6FNnxZqTgI33gfs7w6ulMeuHNT2dwCvMqBNMAPDcsT/33GdjMOJZZ5dNsrWVLVaSJRlTV9dNpGCAQkFxHPRp7Tk4LdlV3bZqDzLxl/yiUS+gJmas2DkE0rBCODyYhF06TEgqToh1sf446uuadye+ezsAkZ0Ty1sDGMftVp2fyUCzj/9Uzz21rrX330tB7QJ8cDUYmB494J6Vcd9fybSdXQCD6wH9n4T7pQER62L69VbgdLnXYOUlS0kOz4HVv+1/+Wh8vgrGNm/bYUKAxKCJImCtfJo3+/1HLDXnwFYbgujaTjLxtd7ANeJRA5IWlQMSOTg5q5rRf6SEvQZkChre6dt4ralXRxTB46Ix112cZEvg0FfU5/lFjZv40b6uwie/DstvwMYN0r8GY3AW//r33bD6atqYNc+YNEz4U5J8IINQpS27hRB7VObxWPl8bN5B/Df3WLSQH/Ix88ZOcD3JvRvW6HCgIRwtBb4W7kY0d8XOQC54Fxx258ZBXaH+xgSrWbZeJsCLOdDDoLkK6q2dYjm+H98GHwNpXw3sPE/wPsV4nFy99U2E8z6DEiUo/mbugMSS4M4pspeFI+77GKWSFIC0KrD38DblPH+Dt6Vg2P5+MkZCJw7OrrH4CjLC0kS/4fr/wk8syVyr9Vz8hTw5s7eywMJootu83uBlRtymeetHO3v/4lc1iy61dUSHel4LRtyO6H0pdOjRaE/LSR2z1k2Gl/LRvm03E8rt5Akd1+Su60duP9PYq2VEbmiVhqIquNiarGSvG29tpA0t7rue04ZNJnE/pADksT4yGshsTQAdU2B72vAdUx5O3abW4FBQVb5vq4B9nWPtUlWXC4+OUGcvPxpBYxEyrLm00oRtL1aLh6X7wZmXw1cOjGy8rbkOQMsjWLge2+rQN//J7GcQM4AYNQQcUyd8y3/vsNbC1sg5bKnr6pdLd6JUXTtIwYk5Db4rqnZNSPEGzmSl2tt/W0hUa5DoubF9dxaRRSv9dVC0truquUfOCoG3eaf4X8BuXNvz+eSuk8oA1KBgzWioOnP2JtIY7W57h+tFbV4hyTGCQzPcRW2cabuFpIIC0jmrBS3b/zeNQbGG2+BrvyctxNKcytw2paACUG0tM1d67ov/68BIqiTv88chaX3aUXwuuYV91kdza3iuVFDgG8NDX3afDnRYIDBANi60+5rjaNvjon7bR3AnavE/dcf8K91Qu2AZP5jrvvRFJCwy0an2tp9F/xNze6D8JRLm89/XJxUfLUyOAOS7pNsf1YV9FypNZRLx8vploOgBLM4Yba2uwYPrvsHcM8TwNYP/P9uZWuBTC6Qpk0Ws098rdER6dravXdDeOb5qvOB+24X9+0OV2FrNonjxp+AxNYa+mWs+zoB9HZ8ysfR7KuBX/9I3P/zv41Ys2UY/rvb9+f8oTyhyOtJhHuJ72A1d//GZ48ATjWLxQizMlxdwIB7gBtJvO1+ZTnjrZWsySb+Z9raez9+fAUkalxqwZ8pv5GCAYlOzVkF3Lq85/NWm3j+0VfEY4fDtUgYIEZ9//wR3+uLyC0LCfGihtafgtEheazUGoppv923zhaS7kLEZHSNb/BMxicH/P9ez5Nt0Vmu+5MLROAVrTMMfr4auOV+8Zs5HCJoUBaapbcDZT8Bzh8nphkOyRSFsXyMxJn867Lp6gJuKnONPwkVax8BSW9dinJAkpwAnNvdTC93z+0/HFj/g+f3KI/luCgOSCTJ1ULyyxtEyyMgZhD9/DrguovEYzUHlqupt+5pZbChDNDrrWJ6+C8e7X2dJW8ByWvvADMfAPZ8FVg6PY+NuChqSYuipJK/HA7XKo+eB6fcx//OHnHlx6XPu167s0SsVPre52Ia57cLem5bHkNijhMnnX61kHhe7dfPLpu/bAf+/G/gz0td3SFK/rS0yGNI5CBIngXT2t6z4Akkj8qTbWoSsPAW1+PEBNFEreZqsGqoPCoGNN/3E2BivvtrXV3A9YuB6ZNd62tcu6jnNgwGYMJo98IvJUkEwM4umzj/xtHIBfrnXweVHQDAr9aI43PVz/z/TFOzmJHgi7eA2TlbSw5sTa7uP1lcgAMKlbNz7r/D/TVzBAckT74BbPvQezfFnq+AZetcq4BmZQAPzAHeqxAzQOLigHNGAa+/q36X3kMbxQrNf+uuoC18WgTRT/0msO088lfR7doXZUubPFC3ttG/C+r94ELRivrPXaIMBoCPDwCFZ/n+rCdvrbTRggFJlPr3R8C/PwZ+P8d1EnA4RIAxStH/+v+WGpFmHobnxwFJJvfahzIY+dGlwNXfBSYViICkwUdTofyPYzaJ5uNgC0ZJCv7ien/+t7itOiHW+PC2bX9n2ci1FqNBnCxb2noGIIGsnKj8fS8uEkGIUvYAMRXW4eh9vEIovbVL3P6tvGdAIrcabNvl/bPTJovbbw3tWRNLThADRpVjSBLjxePOLt9jIE73s0CVJHEdGH/fK1v0DLCprOc+W/OKGMdx25W+P2/3GCczdiTwRfeg1EAXupJPKDdcDEw40/01+TdTa/EsNW3rvozEzr2i0nDfT0RL647Pgcx0sd8tDeK4T4wX/4uXnef6vDxWpqVNBCa7vxItbv0d4PruZ+K2rV3sW3m/9OUv2w346LNct+dONXuvBD3xuvt7ZBWKoLrOyzTeji4RIMljys7MAwrPFAGJzBRgOSEfPwUjgGumBPbZcGNAEgV27hU1jLuudf1zrv2buD3e4KrVnWoWtUrPmmVNfQJ+VGrEnBJgiGJl1Yn5ojY2eSzww4vFc/LlqX0tXuUMSLpbSIItGOWCvD8X17O2iH++594agrnZ4oS44S3RCtTnGJLuIMOhSMfQTODDfT1bWAKpcfQ11VPuz23v9F6whdLeb8T0ZrkGL0G03mx5D5j3Y7F/veXn3NHiOPjhxd5b0WRJCSJAU3bZyCed1vZeApJ+DOYDXIMPgd4Dvxe2ug8YBYAflQIjuxdwO9EAjM5zncBuvKznNuRgS679ytPYb7wMWPKcuG9pFFddnTZZ/HZ9kfPvbeCzuXtfhbuFpKsLWL3JgGGpSfiy3uC8eCQArNoobl8tdwUp8kD5c0eLmSfe/j+dAUk78PK/uu+39WxxClbDaWCIYjxOa3vv/4N/2W6A1ZqK9HTf71Hm44wcMf5ObtkAgHc+c93/+ljPz3952L0rJ84kLsQ5LNu1nUDXI5GPn++Odx+bEw0YkESBB18StxdNELWNn1zleu3nj4iAYlKBGCimJNf4Zf/+CLi+u5920a3Ad8b1/C5znCgIG04DRyzA9k+AmdNchbocgMSbRQtJsNN+lbVmoO8WklOngY3b3adm1jaKGte+o8l4+K8GnJHjGu+hLMwHdRcox+pczzXZgCdfd9VajEZRUMoX31M6Xg/cv07UWMeO7D1ffS2GldBdILZ3hD8gkRenkn+rvd8AC54S96cWA8Vn98zP8wtEK48/khNEYStvQ572C4hum/QUcbJ/86NBmKBYuEkZkAQzvbX2lOv+qWax///6tljmPT4OuP0qcZJ7Y4f3z3faxcmqrcO9Nu1t4cDWdhEEy12k8vE84UzgykkSXvkPUPG1mKWxa5+r28CXQ8dFiwwApHk5EctLgIc7IDlYA7z7mQFW61Ckpxu87qNd+1z35e6w5XN8b1MeKK8MKBtOqxiQWIH0ZPfHedne39tbt6+vLqVFtwK/+qPrSuKA+F+pbxLH0vp/9vyM57iSOJM43mdfLQLmo7UiMH5hq5gOPXKI73QBYrqv8/iJwpl8DEiiiHwC8WzG3bVPFGTzfux6rugsoGw20NHhwB0PtKGxLQOnml0nhxSPmqHSoHTxz7rgKdE6UHSWOHnWW927bMxxvk/A//1UXHvD18Wa5NYQox8tJHWnxBVkAVeNCxBNsQ67KAmP1RnculqUhcbIwaJQk9c7AMQaCEomowjqnv17z+/PSBWzASyNwC1XiJqcr5qu/L0pSaILzJPcQhLO9Ui+OOTe6uOtRWLln4F7bnIfCxBIMAIASd3H2EfdA6TjTK7g8I+vAktmAr9/yYDjloG4uAL4XpF4TZm2j/aL/SJ773NRqxwzXATop04D//lE7OPPv3aNBZI1WEXQKde4ATGd21tXHwDcNFX8nW4R42qOK66uu+Gtnu8/0QC88l/XY7nFz2AA7rpWwr6vbDjaKAZO+BNEPL1ZnIQA11o/SuEaQ3KsTlyD6KJzga0firU2+mK1ucaGxZm8V4CU5BYS5f/Gxv+I41AZ8Oz4DBic6d+F4JQXInzpX6KVWbZqIzB+tAiSzSZRobM0iGPeWzDozZBMUT4MHgQMzRLdLZ9WimPwd7e5yok1r4hxe/Hm3itxckB73hjxt+gZUVGoPCq6cTYt6z09q//qOmb9zUMkYUAShWytYnBYfVP3YMMm4LOD7ieWWd2tKCYT8KuSGvxrXw4++MLgXGOjt1pHzgDRfyu3YjS3usab3N69XXOcOLl+c0z0ExefLZ6XJDG25bHuLqXZV4tbowH47jlARoo4gchdQ8oxJKeaRR4OHRd/Zw8XQYC3EwEgaiKS5CqpGqyiYDjR4L6OgdEIfPvsnleglaUliwIkIxV4Yh7ws0dEa8neb0SaF9wCrNsmRr3/foP4zJYHvW+rpU10hd33E++vyy0E/RkMHKzPvxb7duHTfb+3rQN4ZJOrAL/35sCCEcB1BWU5EDTHuVqYPv8aePivgK1V7L+N2w041X1s/v191zaW/8l1DNkd4liw20VXU84AoGyde43a0zufuQYWpiWL46vBKlbRjTOJk/6p5p4thmnJwNP3uB4vW9f3la2Nxp6/0dQJjVj3zlBn/iuPimPN2+DZ2kbXgGejUQT0npwBiUpXxvbX4mdFYFe+W/xfJMT3/v7pk4G7rgvsO5K6t6mc6vre52L2jRx8nG5xdQmt/TWw56AICiYViMXkANHNBohjTDmAfF+Va/wZIMqub7x0o/gyMV98v7KbOmcgsGGx6/Himd4/+6v/J/4A4P9WuQe6MpNJbE9p7EjXrLy2DjH+LCWx57FRdRz47GtRXsrb8nb8RDoGJFFAnl4r39ZbRbAwZjjw02vFyb+zy3WQL7hFLC6k5Oy26C6ce2shKRjpqtUCovCXbX7PlSa5cFy2Dvi/H4iR8ycagOffdL1fef+DL0RN9s2drufkWpH8T/e7Z0TfqbdpcJ7WLQLsdge++eprfOusQphMJgxMEwFUkkeBOfdHotl491euWsrIwSJwSEl0NYUPywFeWy7Go1htrmbP6y4UrTNyC8g3x0T+hwwSBUFqkihI2zp6jktQUnZZhErlURE8Ln7We/dHRiqwbqEIJiWIaYqdXeJEL1/NtrfjxZerviPGo8hdZeY44FtDXLXmDxXdYzUnDW7HipLn8z+8WAQ5v33S93fL/yubu7tlLjgXmP9jkUd5oG5ivPhdWtr7bt5efJsIXIwGEeQ8/6brOIo3A2vuFjMwPAP9ETnteGmxA39524Q3d7ouz/DyUnE8Dh4EHDohfuuHu1f4jTOJk5y3SoM8hqQ/KyQHor5JBIJy16b8f+proPdPvi9aruQKRyDiuseleQ5I/s9HrtmBygCi7EVXun52nWtg6cJbRPkhBy5Kyi7ZC84VAY8/brhYDGpWY62ktb8WZVRGiug6Tk0S5UqclxlaE0YDm952Pb7nCREMvqJoKbE0AIufc63fcvV3XS250YYBSZi0d4iDWzmiv+akKEQHpcM5SEz+Bxg5GFg6S3RdNJ4WBVhGijjBDOqeSnfUIm4HepmaNjBNbEj+Z+/tBOPZJaRcN0MuGMxxcBvI9vTmntu55yYRpADA6zvECchzDY4rvu3KX9UJ8QeIGSrlu8XJ677bRXOowQBUfAM8ukm0yAxKF7XlI91dAXL3greTi8EgmlAPHRfB2mELkDvQPQ8yebaI8rWMVOCxuaLZ9JX/Ar/+o3h+ajHwn4/dP9/bSrcJIWohkSQR2O39RkzHVD4vk4+p1CT3rpkXFoia58N/Af73pXgu2H78ghGugCTOJL7nT4tEQNZgBSTJAWvtN0jPmQCDQSTivhdFAf3HX7lm5MiSE0XLy74q8XfmMHGc2VpFq0OTTfx/nJEjxj/JXXA/usSVRzk4l/nT1240uj5XMkXUXIcMAhqbxbiU3EG+P5uSJGY7KAPxuWtFi8j543qOW/rOON+/t9ZjSDo6Xb95w2nRZdBX8PzTHzgwdpQJXXZg9ND+zR4bkOq6Aq5s2y7vs7zqmkTw8+5n7rNcVrzU8703XibGYDSeFi1UyYmiNWv294HbV4j3PPRzUS62tgPzHhNlxvJbDyFzyLnIP8MEg0GdJe3jzcCg7v0oH1PyfvXkben59g7XuaLLLtIKiBacm6aK1uFoXMUXYEASNnevETWzp7vnwn/whftgpD8tEifGjk5x4I0aIrppjEYx2FS+eirgqo3IJ3NvBawcGFSfdJ/t4M1Zw0TLQVMzsHqTeG7BLaI2IdcoEszAHVd3F56J7qsrDkwTtU/lINvhuaJGYu9u2TleLwaxyc2K9/1EnLjqmkT6J+YDU8aLf1hlX/GlE8VKqr4Go/Um3iy+W85joLIHAD++VAwOlqf2KYOR88aIQMpz6qySc5aNRi0kkiQK1Dd3ij5zpbEjge+f371WRqJ47K3gykgVeTAYXCeHYFpIAFe3DeBqHcpIBTIgTuJ2O7CnQcKY4a6A4cWF4jjtbQDfb2eIMQ1FZ7kf7znxrmbva6aI4yTB3PdgwEAYDK7jJ9XPgYNDMsWxJ1/9WP5dlcHIb24CBqW5Zvl4o3WXzbJ1oqsjMb5nIDJmuGj1kruL01McOPxNNaZNLlDt4m1LZrpaHwemidYZz1kmackibQaDWGxwWvcaOZ6tj+kpogXqsAUoHiP+/wdnum8rMwN4cr54Tdnd9uR8AHDgxBGH27EZagaDaAm22sT/9avlovX6rod7vrfwLFf5Fq0YkISBrdXVvXLjfa7nU5JEjfLj/WK0dMFI17iQ1OTu1pA018j/5O5aVGZ3lP1V9+hubwHJ5LGiL76tQxR4fdVi5JPqwDTxN2Kw+JwckJyRI7Zx0QTf21BKSXJ/79As99cHpfesuU4e631bZwYRTKgl3gwsmSXG7JiMoj95Yr4oRL83oecaFp6U03618OzfXTXx7AHAFZNEQd3RCXyvsGcftS9pyWJ/yy1q3gZY+uPyYnFrNAKTzvbvM8mJrlU8fRmU7t+x11twGGqls8T4qRe2isfKLoNVP/PvZKLltF+Hw7VkQFuHqGzIaZIk4JIi18JmQPcMkWZ1VzEbMVj8BaKvC9j1VXnx9npetsjfiSOBpUULyrLxnpuApS+IrtTBg4DLikULXVKC+5ou0YoBiZ8OnwB+84So2aaniKmwl387sG10dQGLnhUtHEpyoT1prCj4P94P3PuUaMmQx1LIJ4Tvfxf40zZxX54mN2G0OEkfrBZdAt66IRLjgR9cEFh6AfcVAodkAndcI4KmSFnUKxzOGtazhcXfFhdfY0je+1yMz7n1StEl1d4pgr77Z/fcxr4qMTBV7n6RA9DEeFFTHJgmaoSXnhfcFWxlt18lZjQMyfJ+TPkjNdm1JHisS00Grr1QBOO2VuCSieJkOmqw/zVb58Jo3QFt3SlRLjVYxTipSyb6n54GK3DfC8CNU8XieJXV7q//+FLXAFGKDIkJokx4pRyYNgnIGhDuFKmLAYmf/vGhq5m9oxNY/5ZoCswe0PNE//f3gU3/FbMA5C57s0kUFvsPiwLpW0NFwDHnGvcR911d4oT/5WH3gZ3yieX6i1wBiTxjITFBrNj69BbRfKnVpbsNBtF/TsHzNe33ha2iu0oeeDp4kAg8Dh0Htn40CC+9b4ChOwg86HHiGJolghN5nYzvjgf+r6T/aS08K7Alq8k/ymnMV30nsM96dtns+Nw1rmv1JuC/u8XgXW/jmN7ZI8oOg0F0wTW3imNOXufojBwxBqS1XXQRew6Mp8iQEC8GreoRA5I+SJJYVEle/+LyYrE0+zNbxAwCQJyk5SCgweoaSNfU7BrsVtvoqoH87Drf61jExQG/v1OsA3HOt0SXTX0TML67WdJgEDXXIxb35ujEBNe0MopccpeO3GXT2g4893fXbIHcQWLszLmjRe31idcN2L1/IIbmusYr5A4SI+sB0W0x/8bulVOXiOf87Rqh6CMPfuzoFMurK9flycoQKzqXrRNjmZSVh9Z2MUhZdhKusmnwINECtnRW8C1hRGpgQNKLA0eAf/1PrKsBiDENv/yhKAz+ucvV9VJ1QsxmOHnKfVqasglVvvDUkEyxvkZvTCZg4a2+X2cTePRSdtns3CsGxcrrWyQnAs/+tvv1dnHC+PqYAYnxDiyfI/XafB5vFsHyqWa2auiZPIbkg72uMWOTx4oZZJIE/O5ZURZ9XSMG/FYeFd3NylWKAaDkAjEonSiSMCDx8PnXohtm7zeiZUQ5Be3Hl4rbeLOYArrnK7Fg2OOvuS8rPWY4sPIu966Tu651XyWQYlNGihh/89GXYsS83e4aKyQfX4BoSXn2t2KdlT17DmHk4MI+t/3LH2qWbIoQg9JF+fNVtThuHv6Fq2vFYBCtqweOiPUqHt3kCloAURl6fG50XY6eYgsPTQCnmk345ADQ3Cb+iZV+fBlw7QViRoXnDIoJZ4pBX5VHRSHxh5+KAYaD0rQbx0HRLT1FTF2WpwsvuEUMQAWid+0ACp30FLEkgK1NzKzwNqNuzHAxBf2TA6Icuv8O0S0zIJXBCEW2kB2ex44dw/Lly5GVlQWLxYL58+cjPz/8c/I6u4C1bw6D3Wh0CyKGZAK//n/in9vXjBKDAVg2WyzbmzVAfIaoLz/9gQhKkhPdl7gn8kdKUt8L1d1zk+g+zkj1vkw9USQKWUBy33334dprr8VVV12FPXv24De/+Q22bNkSqq/36bODQGNzHK6/VMK4UQbnMr5nj/AvwEhLFhdoIvJXvLnvtROI+iM5kccYRZ+QBCSNjY149913sXr1agBAYWEhLBYLvvzySxQUFPTxaW2NGwX8cMpJzClJ63NRKyIiItJGSAKSY8eOISkpCSkprjllWVlZqK6uDjggsdvtsNvVWzc5Ps6O7xZYYTTYoeJmI4b8W6n5m0US5i+66Tl/es4bwPxFu1Dmz9/viLohTpWVlZpst6KiQpPtRgrmL7oxf9FLz3kDmL9oF0n5C0lAMnToULS2tsJmszlbSerr65GXF/i6xPn5+UhO9vOKVn6w2+2oqKjA+PHjYQrXFZQ0xPxFN+Yveuk5bwDzF+1Cmb+Wlha/GhNCEpAMHDgQF154Id555x3noNbs7GyMHevj6mm9MJlMmvx4Wm03UjB/0Y35i156zhvA/EW7UOTP3+2HdJbN8uXL8eGHH+LEiRNYtWpVqL6aiIiIIlzIApK8vDw8+eSTofo6IiIiiiIxfBF5IiIiihQMSIiIiCjsGJAQERFR2DEgISIiorBjQEJERERhx4CEiIiIwo4BCREREYUdAxIiIiIKu6i5uJ7D4QAAtLa2qrpd+SqELS0tulwemPmLbsxf9NJz3gDmL9qFMn/yeVs+j/tikCRJ0jQlKqmvr0dVVVW4k0FERERBGDlyJDIzM32+HjUBSVdXF5qampCQkACjkT1NRERE0cDhcKC9vR0ZGRmIi/PdMRM1AQkRERHpF5saiIiIKOwYkBAREVHYMSAhIiKisGNAQkRERGHHgISIiIjCjgEJERERhR0DEiIiIgo7BiREREQUdgxIiIiIKOyi5uJ6Wjl27BiWL1+OrKwsWCwWzJ8/H/n5+eFOlt86Ozuxbt06PP7449i0aZMz7VarFaWlpUhNTUVtbS1mz56NSZMmAQA6OjpQVlYGAGhoaEBJSQmmT58etjz40tjYiJUrVyI5ORkGgwHV1dVYuHAhRowYoYv8AcDy5cths9mQnp6O/fv345ZbbsHll1+um/wBwPPPP4+VK1fiwIEDAPRxbALAggULsGPHDufjyy67DMuWLQOgjzy2tbVh7dq1sNvtaGlpQU1NDZ5//nld5K26uhrXXHMNkpOTnc81NTXhzTffRHx8vM9zQm95jzTvvPMONmzYgNGjR+Pw4cO49tprMW3atMjef1KMmzNnjrR161ZJkiRp9+7d0jXXXBPmFAXmpZdekj799FMpPz9fOnDggPP5++67T3r66aclSZKkEydOSFOmTJHa2tokSZKkZ599Vlq6dKkkSZLU3NwsXXDBBVJtbW3oE9+Hffv2SaWlpc7H69evl2655RZJkvSRP0mSpAcffNB5f+fOndKkSZMkSdJP/g4cOCDNmTNHys/Pdz6nl7zde++9Pl/TQx4feOABae/evc7Hn3zyiSRJ+sjbsWPHpGeeecb5uKmpSbr11lslSer9nNBb3iPN+eefL+3cuVOSJEk6fPiwNG7cOKm1tTWi919Md9k0Njbi3Xffxfe+9z0AQGFhISwWC7788sswp8x/N998M4qKino8v2XLFlx88cUAgNzcXOTk5Dhrc5s3b3a+lpKSgqKiImzdujVUSfZbQUEBSktLnY/POOMMWCwWAPrIHwDce++9zvtVVVUYM2YMAH3kr7OzE48++ijmzZvn9rwe8iZ75JFH8Ic//AEPPvgg6uvrnc9Hex7b2tpQXl6Offv24eGHH0ZZWZnzKq3RnjcAGDJkCObMmeN8/Le//Q3XX399n+eE3vIeaXJzc53H5MmTJ2EymeBwOCJ6/8V0l82xY8eQlJSElJQU53NZWVmorq5GQUFBGFPWP6dOnUJzczOysrKcz8n5AoCamhq31zIzM52vRRqDweC8//bbb2PGjBm6yh8A7Nu3D08++SSOHz+Oxx9/XDf5e+yxx3DrrbciNTXV+Zxe8gYAl156KYqKipCdnY1//etfmDVrFl5//XU0NzdHfR5rampw+PBhGAwGzJ8/H5999hluvfVWvPLKK1GfN08OhwNvvfUW1q9fj6+++srnOWHIkCG95j3SrF69GvPmzcPOnTvx+eefY82aNejo6Ijo/RfTLSQUPcrLy9HW1oaZM2eGOymqGzt2LNauXYu5c+dixowZaG9vD3eS+u3TTz9Fa2srzj///HAnRTNXXHEFsrOznfdramqc42Sinc1mAwBMmzYNADBhwgTEx8fjk08+CWeyNPHuu+/iO9/5DuLj48OdFNW0tbVh9uzZWLRoEX7/+99j7dq1WLt2LVpaWsKdtF7FdEAydOhQtLa2Ov/5AKC+vh55eXlhTFX/DRgwACkpKairq3M+V1dX58xXXl6e22v19fUYNmxYyNPpr/Lycmzfvh0rVqyAwWDQTf7sdrvbsTdlyhTYbDYcPnw46vO3fft2WK1WLF26FKtXrwYALF26FLt27Yr6vMkOHTrk9thsNqOtrU0Xx2dubi4AwGh0nSLMZjPi4+OjPm+eNm7ciJtuuglA7+eEvvZrJKmsrERDQwOKi4sBAKNGjUJbWxv27t0b0fsvpgOSgQMH4sILL8Q777wDANizZw+ys7MxduzYMKes/0pKSlBeXg4AsFgsqK2txUUXXdTjNZvNht27d+Oqq64KU0p7t23bNrz33ntYtmwZTCYTli9fDkAf+Tt+/DiWLl3qfGyxWGCz2ZCXlxf1+bvnnnvw4IMPYtmyZZg7dy4AYNmyZbjyyiujPm+ye+65x3l///79MBqNzjFA0Z7H3NxcnHfeefjoo48AiDw0NDSgqKgo6vOmdOjQISQlJTkDsL7OCb3lPZIMGzYMXV1dqKmpAQA0NzfjxIkTGDJkSETvP4MkSVLIvi0C1dTUYPny5cjOzsaJEycwb948nH322eFOlt8+/vhj/OMf/8DLL7+Mq6++GlOnTsX06dPR1NSEpUuXIj09HRaLBbfffruz+byjowOlpaUwGAxoaGjANddcg+9///thzklP+/fvx/XXX4+BAwc6nzt9+jQ+//xzXeSvubkZixcvRlJSEtLT03Hw4EFcd911uPrqq3WRPwDYtWsXXnvtNbzxxhu4+eabcdNNNyEnJ0cXeVu4cCE6OjqQmZmJw4cP484778R5550HALrYfzU1NVi1ahVyc3NRU1ODm266CVOmTNFF3mTLly/HlVdeiW9/+9vO53o7J/SW90jz1ltv4dVXX8WoUaNQVVWF7373u5g1a1ZE77+YD0iIiIgo/GK6y4aIiIgiAwMSIiIiCjsGJERERBR2DEiIiIgo7BiQEBERUdgxICEiIqKwY0BCREREYceAhIiIiMKOAQkRERGFHQMSIiIiCjsGJERERBR2/x9qX4bX4CE+rgAAAABJRU5ErkJggg==", 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", 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", 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oICIishhvdvQlNOAbERERGUt30NE3ADQfSO8y6GGmgzIf7ziIyGbpDjrmLweuXebFwJBDhrodwaCDiIjIYum+19nTIh6Hhhl0ENkq3Qc/EVG6KGDQQURElNHSXbwiOWU5JAYdREREFnPKxd4pyyEx6CAiIspQAYXFK0S2clqkT0SZzynnnYBDlkNi0EEZz46DX1GAe/8AvP1R6n+LiJzPKRf7QICZDqKM09ENvPkhcOfv0r0kREQhgUC6lyAcgw7KeHZkOjzOupkgojRzSvGKn3U6iDIPgw4iUnNK0OGU5ZAYdBBZwGkpTCIiAPCzTgdR5nFKpTEicgannBKY6SCymR3HHDMdRKTmlIs9Mx1ENpH1LOw4+P0MOsgCQ8PAxk+cc8Ei93PaDRGDDspYdp64WbxCVnjyZeDWx4DXP0j3klCynHKxZ4+kRBnIKScYcrct9eJx9760LgZZwCn3ISxeIcpAzHSQFeRu5OWZmSzitKI67tqU8Wyp0+FP/W9Q5mPGLHM45WLvtBsiBh1EFnDagU3u5qyEOCXCMUEHi1eI7MXWK+QWcl9lD7dkFXaDTpSBmBYnKzDoyBzOyXSkewnCMeggsoDTDmxK3pZ64Pv3AS3t9v2mvE4x6HA/h8QcbL1CZJdg52A2/BbrdGSeh/8CNO4HXnnPvt+UwauzLhOUCKdkOpyyHBKDDspYdh5srNNBVmKmw/2ccrFnRVIim9lx8LN4hazAOh2ZwzFBh0OWQ2LQQWQBpx3Y5E7cjchq7AadyGbMdFAi0nGqlvuq11nXCUqAUwJIpxX9MuggsoA60+GUtCq5D4tXModTzgOs00HkMp09wLtbok+j7gadXaJTohh0kBX2tYaeqzsH+2A70NOXhgVSYdBBGSvYZDbJO45FjwNLnwQ+3WM8jTrTMcyggxLkkJtjskA6i1yvvif0XJ7/djYAi38LLHkiLYsUxKCDKAYZbLR3G0+jPsE4rQyV3IOZjszhlABSFq90j2Q4tuxO48KAQQeNAlYd/NEyJupMB4OOzJKOsnlWJCWryHNTbnZ6l0Ni0EFkUrR0qfozFq9QooI9kjLocD2nVSR1SrN+Bh1EJkU7Zv0sXiELcOyVzOGUoEOej4aG07scEoMOylhWH/Rmi1eY6aBEOeVCRZlDdg7mlPMSgw7KeFadyM0Wr7CjMEoWMx3u55QAUt4QMeggsolVB3+02TDTQYl66DlgwUPiuVMuVJQ8u7blE6uAb98GbNgObPxEPFeTdTrUxSuDQ/Ysm56s9P00kbtEO4moOwRj0EHxePW90HMZvDL4cD+7NuEr7wK9/cDmeuCtjeK5mjbTUV0B5KSxJQszHUQmsU7H6GRnAMBgI3PYtS1lU9iuXv3KooqmTsf3vmrPchlh0EEUgyxfj9bkTF2Pwym1xMl95IWK9YLcz66gIz9XPBoHHeJxaCToyE5z+QaDDspYikWpajPdqfvZTwdZiAkPMksGqF29ocAi7HMZdIwEJNk+e5bLCIMOohhk75BmW68w00GJYqYjc9iV6ZA3OZ090YtX5GdZzHQQpUYw05HkfMw0X1QXvejdbRCZIXcj1u1wP7s2oQwmYhWvyOCEmQ4ih4tVp2PXXuDZ10KvX32Xd6qjjd8vWhF09yY3H7nfMOigWPoGgNc3hG5yOnv195uBIS9e26DKdKQ56GCTWcp4yZ7AYxWvPPRceD2ODduB598ELp6T3O9SesXTQdfqDcAjfwHqdgA3XZr4b1qVnaP0S3XgePfvgfXbQq+N+t7Y/HkBGv7sRVGBeJ3uoIOZDspYVh3zwYqkBp+3dUW+93mTRT9OrtDSIXaSz5LY7uqLFDMd7pfqbfjRruifn39a+OuekaHt2XqFyOG8I0eJUaZDP6WZuuWhzBQIhAJbFs+5X6qDjoHB6J8X5wM+nawGMx1EKWJZk1nN/LS6+yLfY9BBZqiDC0Vh8UomSfc2zM4KFQ0DoV5ImekgcrhoFUkHh/TLUhl0kBnqukABJRSEMNPhfnYWkeXlRL6X5QuvlySfM9NBlCJWdw7m17kQdPbofyedAyqR/cx0IKdH3cSRgQYlamxJ5HtZvvBMhzwnMdNBlAJW3mUEgw6d/je6dIpWAGY6RptER6JXZzqG/Ko6HenOzY9CZs8ZVk8X7ftmb5z0go7sLMDrDX1RUUQdj3haZaUCgw7KOI/9DfiPWxLvjnzth8CFNwPNB8RrrybTMTAo5n/jw8D/PKg/j1iVvMg9rAxgf/4UcN0D4vl3fgHc98fQZ5cuCQW2bL1ir0f/6sF/3BI72/TEKnHsm8lkJrsNf/wI8IP7gd+9Kn6zf0C839svzk9qY4oiv5+dFRlgpLtoBWDQQRnob/8Sj7KCZ7zH/iN/EY/vj7SB92j66WhsESeUbZ+FvvPV04C5c0Kv0303Qc60bjNQv088b+sU/XroYVGLvVatEwdsrAzl82+Ix5aOFC8QxPmlYX+o48F9beJx977IacfoZDq8nvDiFQAozLN2GRPBoINIQwYrRfni0aupSKrXWuWwauDrZ4Re807V/VIZOMbaP7j7pIfZ4zbeoRFSTZ6r1Hy+UHN/qbjAnuWJhkEHZaxkK5Jq7wpk8UqPTtDh9YRX0OJFg7Ti6fyLQauzOS2RqVds4vVELqcTgo646rEeOHAAd999NwoKCuDxeNDQ0IBbbrkFU6ZMQWdnJxYvXoyioiI0NzfjyiuvxEknnZSq5SaKKdkTtzyQ5d2CLG/v6Y+c1usNP/B50SAtdT2fWMUn3H/Sw8pMR6q2oV5dNb0WKV5vZKajxG1Bx759+5Cbm4uFCxcCAJ5++mnceuutePrpp7Fs2TJMnz4dV199NZqamjB37lysXr0aubm5KVlwoliSPeblhUFbkVQ36PA4o5IWOVenajC4WCMRM+hIj2SLROzoyl6v3ole0OHTKcdwQqYjruKV6dOnY/HixcHXkydPRlOTGGxg5cqVmDNnDgCgqqoKlZWVWLt2rXVLSmQzeQLS9tOhV6fD6w2/++FFY3SKttm7VEFHrNZNbDKbHlY2h03VJtQLOoyKV7SKHBB0xN1NiEd1Zn3ttddwySWXoL29Hd3d3SgvLw9+Vl5ejoaGhoQWyu/3w6/XKUKC5LysnKeTcP3CKYp3ZHoFiuKBP6DA7w8/BXy6RzSJPeVI4J2PgOJC4KhDwr8/PByA3y/2eUXxoKdPwZ9eV7CvVbwO+82AmFZ+N6Dzm1atn9s4Yf3qdgLDw8AJ08x/R1HEdg4oxtuyqc2P1zeWoXJCYGR642nbu0P7xz/eDwSf6wn4ze8/qeSEbZdKofVSoCjA0Mgxb0Rus6HhANZvi9ynAgHVOcAfOa836oAJ44CaybGXTbt//GuTgo4eBf0DkZ95obc/BVTFeGL9ivKir18yzO4jCfdNtmbNGvT39+OKK65AR4e17Ye2b99u6fykTZs2pWS+TsH1Ezo7DwMADPUH0DfoRdO+XtTV7Q2b5vrfiGnuu/IT/PRx8fz+730CRQl9f9u2vcjq70Vr60Ho7MzG868Z/+Ynn+xF/nBv8Lse/zDq6nanZP3cKp3rJ7f3/d/7xPR39u+fhM7OXHy2+wDq6tp0p7nn+cnY2zYOk8pb0dmZi1zPEOrqPtOdduOuQnR2jgcAPPRs9N/+7PNO1NXtN72sqZbp+2ZnZycA4MMP61FaaHzxlMf3po8+w11/PghA+D417A9Ns33HPuQPh3dZfHsc+6Gcj/TrF8TjN2btR2dnRdhnu3Y14ZTDsvHqB2OD7+3YvgcHDlQB8AXXb9+eZtTV6QyLbaOEgo41a9Zg9erVuOOOO+DxeFBWVobCwkK0tLRg7Fix0i0tLaiurk5ooWpqalBQYF0eyO/3Y9OmTZg5cyZ8esPuuRzXL1xJiYj483KA7EGgsqoEtbVVutMcPrU2+Ly2thaBQOizI2qKUTsdqFjjQX8ges2xaVOLUTsNeO0h4KZHPNjfAdTWjknJ+rmNE9ZPvY3NqnjLg64hDw6aUoLa2oN0pxl83gOgEwVF5SgZ9KK8XEFt7Vjdabu9QMl70Uu0V8wP4AfLvKiuLkFtbWLnTys5Ydulkly/kpISAB4cedRMlJcaTy/3o+nTj9Tdp4b9qnPL4cWonan/fTP7oZxWq/qgYpRsCv9sak0xvnsUcPEe4IYVchmLUfoh0NXXFVy/miOKEcchEJfe3l5TCYO4g45Vq1Zh/fr1WLJkCTweD5YuXYpbb70VF154IdasWYOamho0NTWhubkZs2fPTmjhfT5fSnbwVM3XKbh+QnAcjJHnHo8nYohnOU3vgC/43OfzQVHU3/cF27rHqq2eleUL/oZ3pKvheDcFt1/qqLdxPN/xeACvzv4TmkYZefQE/wx/whN7PxpX6jPcZ9Mp0/dNQGw7r9cX9f8ut5/H49PdpwJK+DRG5514zmNaQ8O+iM+ysnzIygrvhTQ7ywePR5aviPXLzoq+fskwu3/EFXRs3boVCxYswJgxY7Bq1SoAQFdXF2699VbMnz8fixYtwsKFC9HU1IR77rmHLVcorcz06qiu3AeEV+CTlcX0KmRphY3mCFYkpUhm9kfZxJH7T3qY/b8bVfQNa72S4LxjGRyOfE+eo9TnKm1zWUC/RYvd4go6pk2bhs2bN+t+VlpaigcfNBiIgigNzLQA0I4Sqz4xyIuEmTb52sCEF43MYdWm1BulWEvuRmy9kh5mthGQWDf1VnVtr9d6RQYY6kDD64k8D+kFInZzwCIQpYaZg7xTk+nQu1MxFXSojiSPhz2SUiQzgUSwaI87UFqYbjJr8L76nKOdl1WBpN5gc/IU5dFkOrTL4IRMhwMWgSi19E4k8uBs7w5/X32n4/eLJnFmqDMdHOxt9NBua0URFwXRrDHUi+3wsLkgmEFHesltFOu4N7MtI4IOk5mO4eHo218v6AhmOtRBh855yAlBR8JNZoncrDBPdPJ1QNN6TH2wL3tW/B0yIfb8tJkOjhI6OikKcOVdQEc3kJsj9oNzTwFWvgVcck7s78sLBWOO9FAAbPoE+OljwA3zgNnH6E9ndHyrt1simY7hYeCiW4EzjjaeRq94xadTvKJXr5PFK0Q20LtrkAek9q5B77xg5q7Tq6lISpkj2vbXbuuhYRFwAKLX0aFhEXAAwOdNkd+fNiW8cymZ6WDQmh6BAPDWSJckL68zns6o7ke0fcXMNpVDLKzdGOW3R7JnXzg29J5RpoPFK0QOIY9NbdChd2Iwc9cZUaeDt6qul0gAEO1uVu9CdVwNMPPQ0Gu2Xkkvs/UujMZYidZ6xao6Hf6A6Pb8S6rxVA3rdGi+y6CDKE3kwaltfqZ3YoinLF7iNSNzmNmW8mITLVjQGx3UpzMSqNnfJOupt1+0jKX6PGFUeTSROh1m6oMFlJERZHWax8aq08HiFSIbRLsQDGmDDr1Mh4krgE+T6SBnSiSDEM93ot3N6gUd2osHi1fSy+z/XT2dOoOVbJ0OM/taICD2GY9OgBHWZJatV4icJ6JOh85Bb6p4RXPhYHrcmRK5mMcVdESZv27QodNLKfef9DFbBGKU6VDTbkNTAYXJaXy+yKIUIPw9vQDDCZ3KMuigjKd3HMuDc0hzIUi0eEWbtuRFw5kSKVePZ1tG61xK7zOvTvGKXlk82SNanQw1w0xHkhVJzU7j9URmNQBWJCVyPFMVSePo1AlgN+hmKArwzD+ARpsHUk0o0xHlMzn2ipn5G2U6tGXv3H/Sx3TxihL+/NX3gB0NyVckNbPd/YGR8aBU7xkXr4TvXGaGdEg1Bh00qplpMmvmZKGt1MVrRnQbPwH+uBq4+VF7f9dsN9dqVrVe0a1I6ossXvF6WacjXdTbL2pFUtX2GRgEHnoOWPBQ9IqkZvY9U8UrgcgKyMHiFdV0LF4hcqCI4hWdE4OZkwWLV+IjOzjq6I4+ndVSdTGXF4to85f9K/zHGaH39DIdAIPWdDF73KrPCerOuqJVJDWbxYgloETuN/JpRKZD811mOohsEK0b9IjiFZ1p9e5Qtdh6JT7p+helqk6HnMZMpiNbdbep12RWryye7GF2/1CfE/oHQ89tq9Ph1VQaHdmn3NANugMWgSi1dFukjLyn7adDb1q/iaCDdTqcS2/kYKsEm7iayHQEgw7V4BPaJrNynixeSQ/T46Oozgl63ZIDkQGMpXU6tBVJzTaZZfEKUXrIg9FMPx1mMh0c2t651Ns0nkxHPH1mmJlGBrhhQYdOk1nWCUqfaPuH+phWnxPU2dKkMx2JViQ122TWAVd8DvhGGU/vRCAPbjPFK/HW6WDxirOot38iFUmt6l9hSC/o8Or002HyN8l60f7v6s/UNytGxSuJdA5mJjAZ9kcGqx7NI8AmszRKBQJAT1/83/P7gb4B89MrihhOPJbBofBhxrVZDCsyHR7P6LxTlQOcmWFFYNY3YK7oy0xHTtFEbzIrHs3sI3qZDp9B8QqDjvgMDoXfQPQPxB6eXk+0c446YDUqXonaI6lFmY6hYVFMotd6RV18ole8wm7QKeMt/A0w7/b4TwALVgDfWmx++r//G/jmYmDbZ9Gnu3gh8MMH9Q9uRUlilFm2XsE3FgGXLLHv9761GJi/PPZ0iRavSKbK2f2xoyh5UczWXBj0eiS1anCw0eIbi8SxLX1zMXDVPfHP5+7fA60d+p8FzAQddmY6VO/pVRrVC+zZeoUy3qZPxaO2aWosn+6Jb/oX3xaPH+yIPW3jfuPKpYlW4IvVE+BoMTAYexor1e+LPU3SmQ6LmjrK+WSpgw6Di8Vo3X8Spff/MgoeYjHap4wyHf0m93mriumG/ZE92erV6dALOli8QqNGoidRsxcJmWbXO6h0O/zSmW8gkETQwaHt45Js8Uqi46HEVZE0jt+Kp66Itk5HRAqcrVfSymh7GxavGNXp0HzfqgrJQ8OR/XQYZTC0y8DWKzRqJHoSNXsylycBvYMqWkVS7XuJxgpOSFuOJmbqckjqbR3P9/S+bzhNokGHybQ42cco6Ei2eCWebFg0Q8ORxXJGdTVYkZRGrURaDQDmLxIBndS1Vqz+GpLJdOilNZntSJ149qdU1ulIJD7QViTV8rJOR1oZ/e/V+5y6wrTpiqQWZcyG/WK/0RvaXku7DE4IaBl0kC0SDTrMtApQTxct6FAHMEaZjkRP9trWK5RaZvcLQJPpSPHQ9mZoK5IaVWomZ1HvO+pzyaDJJrNW1ekAIjuVM9sqxQnnJgYdZItUF6/I6aIVc6jnZZTpSPRkb7ZYh4Rk6ywknOmwuMlsImJVJNWr50HmJfu/M9pHjIpXEukG3UwRTjTafjrcVLzLoINskepMR7SKpIEA8OTLwO6m6PNQYE0FvngqILpF/wDw8AvAvlZr5pds8UGimY6Vb+lP89e3xMi3avJrUYtX4jzZG/WvoJ7XaGky+/oGYNW/rZ9vPPV2XtsAbNxVGPae3r++tx+49/9Cr43qdKi3m3zq9wO/fQnY26b6zGD7mj1nGLVeSXR+dmKPpGSLRE+i8VYk1Zt+R4P4e25N9HkEAokvZ6bX6Xj5XeDldcCuvcA9/538/JIN7uIabl417dqNwA3zwrdXIAA8/qJ4vvLO0Pty+1m5Hb2e8MBYN9MxSlo/LXtWPJ57irXzjecY/uWfvejsHI+SEtX3dfatLbvD+wAyCjrUdT3kNnzjQ+AvazXLGNAPFMwuu7ZTOWY6iDQSaTUAxF+8kmhGRX7XkkyHDDqSn5VjyJ4ae/utmV+y/5t4Mh3a39J+V9sVfvB7qQg6vOFFcT5faP7qTMdoCDpSJdljWK9XXRlYzJ0jHo2CDr1xWPT6rjEKLhIuXnHRldxFi0puluriFXmAx3Mx0puHFef6TMx0BDQXxqTnl6Y6HUDkRcBolFAzw9XHSy/TIZePQYc1krnxAPT3B7nP5OeIR6N+OswOA2BYbyTBiqROqCBqFoMOskWqm8wm+zvASD8dFpzsXXT8myZPklalcdNVpwMIjYEixQo6rOT1aoIOdZ0O1eNoqNORCoqSfNCht93lPpOXKx6HDCqSqt/XZrDUks10aJvMMugg0kh1piM4fQKDPEmBQPInLLVMuluVJ0mr0riJFrcFvx/HdtL+ljbIMAw6Rh6t7B3Up60AyG7QLeX3W3cMqzeB3Ed0Mx0x6nTodk5oQabDTYGGGoMOskWqm8wGfyeJk7VlmY4MLF5RYgQd8a5rsv+aePYL7W9pi1eM6nTIfdbKzagtXtFram3UdwfFFlCSD2j1BItXRjIdfjN1OqLMz+izeOp0uKnyqBpbr5Atkg062rvF2Xl4GOjqA8YUAy3t4oDPzQ5Nn0ydjmT66VBz6x0IAHR0i/+nTCMHAkBLR+ziFb8mrRzrf5Bs9sBsRqujWzT3Vdv0aahibEWZWD+1wSHjvhe6ekXnXvL/E++2jujUyRO6AAXrdMQ3y1FPvX38SbRA0zrQJfZrn09VvKKT6ehT7V+DOpkO3eIVWfHdD3T2ivMZMDoyHQw6yBbJFK+8vgH42f8dDF8x0NYN/OGfwPe+Cqx43rrfAZLrkVSPG29WL18KFOYDf1gsXv/6b8Df3wGOOlS8NjrRqdc1EIg9sFSy/2dT3UUPA/99P3Dw+PD3H/tb9O/99DHRPHL8WPFafVG7dIkIVB6/WbyOO+jwALk5ode52cDYkQvO9CmheXLAN/O0wxuYPQfE+h837gd+8xJwzYWhTIcMOtTFKIMGmY5o5DL+eiWwah3w8PXApMo4Mx0myimmTlbw3sfm5mkXBh1ki2Qqkr7zsTizv7vFg+ICcQJ49V396c3WHteTzNgral6XF6/09IWev7ZePO5sEI9GmQ71/81vJuhINtNhIqPVNygyE581R3723fOAf74PfK75TFFC/THIbId2O+5vj3txg7xeoLgA+On/E+tQXgaMKwVuvgw4WhXYuXXfSQftvmd23zKzD7309kjQIet0aCqSHnUocPIMYONO4L2tQLfq2InW+kku46p14nHX3pGgI45+OowC3vuuDRXh3XqFghde3YdZJxbD54QhZsGgg2yScNCh+Z5MX/brtH0Hkgs6FKszHRl04ZD/F6PzVkBzt2l2fokysz/Ju9OO7sjPvj4b+KQxMujw67RKkIuaTCVlSV4MTp4Res/jAU47KvR6tNXpMFMcF412bB31vhFt3vGckwY1QYfcT84+XvxVlImgo7M3/LcB/XOSukhNfd4xnemIkuU4YlLoeXEBcPTBPTis2hnD2gOsSEo2saoiqbzjMGpxkEwlMlYkNRbsSyLG54C5k7kd/XQY7SNScWHke+rvyOdyWWPNzwwzKXEPMmvfiSXZip9h+56m9Uq0/Sye+l9y22vrdMjMX0mBeOxUBbjBYFXnd+RyySBUvjZdp8Ol9TkABh1kE6uazMq7V6MLQDKZjtHeI2nUwapitF6JdyRXO/rp0PbHoSUvFGoDOj1Kmp2fGWYuFqNtwLdkm7iGBRma1ivR5h3PsT44JAbqk4P1yeIVmT0oGQlg9TIdukGH5niSr81ud4+Lr9wuXnRyE6uKV+RFoas3clogvHOeeCUz9oqaW2uVRzvhRauJD6Qh02FiO+t1P62mrtAZ/I5OMCv3iVjzM8NMsOTxuC9gTUayQUe04hUrMx25OaGgUZvpKJaZjp7Qd6IVr2hbgzHTQWSxRC8yEeNkDEefX7J1Oqy8w3Tb3Wq0k3+wnw6joCPOOh3J/m/U+4XRvBLJTERrfWBFpqPHxNg1o6F4RdvMNRkBTZBhNgCO53dl03yZmQgGHSOvi/PFY0dP5HfNZDqCY0eZDITcNNaKlosXnYwMDAIPPBs+DPngEPDgn0QzMLW6HWLY91Qzc4B/1gQs/7MYzTT4PYPiFSPJ9NNx/x+Bhv2xp4vFrUPbmznheb1iH/rln8Mv0OoT/frtYp+S6/+vTcA/68rCf8vClLrfL35r+Z+BGx8G7npGtMBJJDOhl+kYHBLzVo8yuvhx4NnX4u9Tw6gCtJpbm8xu+0wcQ2Yq3GoDhWT4NUGGtrjFiNlzxc2/Aur3jgQdIxtc7lvydVaWqGSq7vNlbyuw7I/hrcGCy6XJdAz7xXHyx9fMLZPPxVdutl7JQC/9G3htA/DpHuCXPxLvvfoesHo9sLkeePTG0LSLHhePF58p+mdIFTMXmZ/8WqQn//F++PfUA2Fp7zZPPxpo7RDvf9KYXKZjXxuw8q3Y05WXAqccCXywAzhkAlCQq5nApalPM9vI6wGWPCFOqIdOBL56mnhfHWA99Jx4nDsbKCoA/v5vD977aCwWXBGaxuoLTWdvaL/ZBmD8OOCwiZHfy8kGbpwnnp9zAvBmnThOJL1RdLd/Lv7U++UHO8RfiU5lVD0FeUBhHvCF42JP6/W6s3jlx4+I/eCMo4ETp0efVrv9khHRZFadRYkSWJj93T0togLpCdNEEcsxhwO794ltqu4DZtZM4P2tQPtIZdK3NkZZZk1rsMFh4KV3wotnonFzpoNBRwaSB5r6rm1Y571U03baE0vfQOR7w/7QfPyByLvXBd8KHbgX/TS5oCOanOzQnf1vb4k+rVtbr5gpT/Z6Q/uQ+k5R77vypD44BAz7PRgYEneEZn8rGu1FS1vHZ2Awcl//0TeBs1QX/eIC4IHrxPO3NgJ3/964rpCRnj5zEeaRBwMLv2Nunh64M9MRHGvExLRWZjq0QYbZiqRmMnsrrgcmV4a/97Pv6U973cXicW8rcM090eerLa4cGIxv32OdDnIUvYtezG6pU3CBjLdyoR5/IHRxGxwOv5Bk+cLbnmf5kqtIGk1Zkflp5f/abX0tmK2Lobd/6W1fua1ksKZXyS5Rw5oLi94JWxt0RDsEZMaiXadPD7PLEU08d6ZurYgsmdm2VmY6ohWvRJu3mW2nHmLBLDObTy6X3C8Gh81nOdTfcyMXLzoZ0bvoxToRJFMXwogVJ5Zhf/jFS30hydGcEHy+1GU6Sk2m0QHXlq6YbnUSrLOieV9L26eKOjBIOtOhzrIEwpsqStpKodE6R5KtD5LpbTSaeMrgPR73BazxireJddR5abImZs87Zn43kaDDTECgrdMRb6bDzXU6XLzoZCSRbrhTMTKjttOeRPj9oYvHwGD4hSRLcxHJ8pkLnvK1dTBMiCfTIbmteMVs/xrBvgU0PT9qyW0l6+F0qSrUWdkNuj8QeZfYr1O8Ei0lLVsftHYYT5OMeLIXbu8G3cy6mi0CMUMbwJgtuklVpsOMgCbT0dEd340fi1fIkeIpXkl1piPROzd/IHTx6tbUAtdmNXxec5mORAKIRIpX3HbhMBMYGl0g9LZvRKajJ/r08dD2xaC9S+zqjcx0RLsDlcUr2hFnrRLPRcLr0tYr8dC2PkpGQHOeMXveMRPsaLOpZpgJuuRiyf0i3v3OzcUrrEiagczs9G2d4Sk6f0AM5ez1AKUmL7CN+8WYA0YHZjx9N/QP6AcMDc2hO+QDmvJ27Z2szws0H4j+O4C4wOxtjT2dmtn/CeDOMvnG/eGBZ3evfvPOQCA8k9bTJ1p2FORFTvvpHmDGwcDAoPiCUaajbyA8+9TQLLbPEZOAsmIRPLR0ANlZohl4aVH4tter07G3NXI7RNssOdniL979wqx463S4LF6Nm/qC33QAOHhC+Od7W8Xou3oduGmpzzNNbeHf+ffH4rySPXKlKy0MFdnqtVTSSuTibubwb+8G3tsS2t/iDTrcXLzCoCMDmanI+J1fhL/2B4Arfi6er7wz9m80tQHfvw84cZpxrfx4UqiLf6v//tqNgKKIFerp88DjEUFDZw9QXR4+rdm75+Onhve5kJsTu0+HyjHisWqsud8A3HPhqN8LXPegaAIr/eedIujI05z01U2YFQX41V+BN+rEfqD165XA0YeFgpmu3tDpWL2tbnok1LTb7weuf0j8du0RwJIrRauSd7cYL79e0PFZk/jzekMBTqxitfJS0Twy3bwuL14xs+zqoPPnT4Wfc9o6ResPuf3jmdfy54D53wy9fvoV8WfWhHHJB565ObGLyJY9G37OibcuUSJFxE7BoCMDJVKnI97ilbZO8fjeVuNp4qlIumV35HvFBcB/ng8EAgG07N2D8gnFyPL5cMzhwMe7gMMnhU8/74uhPiKk8lLg0i+Ju6b2bhGwHD8VOOoQoLoC2PiJaM64vQH4y1pg68hy3DBvpHWMV9wdHToRKMoPvzAbcVvxiuwQTd1fhVEnVuqgI6CEMktGrT7q94Weh1UkDRhPI39bnoijBRxymbp6RUXRX/6PyNjJ71aNEVmYpjZg5qHR53PLZcDORrF+Dzwb+flFZ4r95pl/iD5h4qHXHNyI2+t0xNt6BRAdisnm1K0j55a6HeZ+TzuvvgS7qz/qULEPdPcB7V2hysXxKi4QzWpbOsR5p7UTGFcCtHUBH38q+nsx23Gd7POkpFAE5JMqgZ0NwEkj/aA8ND+UxXELly0uxSOeGuLxVuYyM0xysuW2Mw8Vw0b7/UBdXR9qa0O/e8YxkdPPmBL53qRKMQ+to0YuQGfWisfyMmBHQyjoOGRCZPv80482t9xuK12JpzjI79ef3qiLcPXF1kyTWXURjNkmhH6/CDqK88U20243wFywOGW8+AOAR/8aGSh8+SRxJ/zhJ/pBx9iSUDAuzThYdMhnpvtzye1BRyID/qn7cImXtuj2QFdi85lxsAgYigvEdk7G0Yfpvz+2OLyTuVhOPhKYrTnXqZftoKr4ly3dXFwyREb0ihlidU1sputitWhjVASXI8kms/FWNjTbO6Th91V3NskEDsFMgEsqA0YLOrTbza9qMqteP6P9QX0BUAcURvuDOtDo7jOZqldEk9lkt7+a3l1urJYMev9HeYHQ6wo72nzc3GTWzLGuvQlRB63xHjfa/1VnnH2tSHbUxYo3e+LmVipGGHRkIHnQq0/Y6k6z9AKMeIMCMz2bJtt6Jd6TT1GS3birTwjJ1A5329D20c5r2mK3QEB//Yz2h5b20PNunWG/tWQRTE62mEbbYkmPLF6xMujQm1esoEMv8JJBh5n1kNxep8NMUW3E6NGq4gYzNzRq2vNEvB28SXZc4NXnGDMtY9xYKT0WBh0ZSN5FqE9c6hOB3gVCnUo2c7E3lekwOQaC0Qk23kAo2WZk6hNCMge7204U0ZZXu23UdTqG/eFdnetpVRU3dBrU6QBC+4cMOiaOC38dzfBwqHjFKiVRMh1G+6teYDGm2PgzI7J4xa2BRyJNr9XnpHiHatDe0CQadNhx3Kr3q4kminDcdi4xg0FHBpIHtPpgVDdH1St/71UFHWYCCvWJwTBoiDE2R3BeBpWqrCieiGekUfUJwYomaW65aMRzYgso4SNjyv3KqE6HulZ+V5RMh7woy8Bk0ki9jA4TF5DOXjG/RCv+6dGbl7Yek7ZzOr3tLQdRNDO6rOT2C43Znm3VBmOcn6L+nibIUQcd2m0UjR2ZDnVzXjMt4TKxeIUVSTPQsCrTUb9X1LZXFz3oXYjVFd0GhoA8VZOs1etFC4Mrzx+Ztk8MYS1du0ycKLOzgP/+ujhQVrwAjFcdVMN+cQF54E/A1RcCT64SrSZmzRQj4upJpEimIC+8/X1vHK0GLMt0jDy6JeiIh98P5IycNYb9qnFxDAJV2TIGAHr7Pbh2mXj+WVP4dDf9Slwg5AVDFks8+3rsZXpylXgsTnGdDrlPyAtBSWHsHkwLdfoviUW9/7gxAFGffx56TozIfOJ04PUNwKd7xXkkWvGK+vlTL4vWS8ccDlx1AfCbF0Wl4LOOE/O/6xng7Y/C57WvLfS8pDCycq8RO/7X6t+oKItv+kzBoCMDqet0LHw88m5RN9PRb/z5g38Sj989VxRhvPhO+OeKIr7zWROwYbs4ae5sEH/SwCDwf68B67cBS58EPm8W76svPlVjxQlLnsgTyXRceg7wj/dES5O3NgLnnWr+u+PHAsfViOdjEui1VHLbiSKeYqyw4pXh6OX3Y0uAglwgJ0tB1RFt+LyjBIGAJ2z/GlsiLvB+v9jeJQWiU7DDqsXn67eJx+ICYFIFcNxUsX0LcoFZRwPPvBoKbKzMdJw0HfjoU+DUo8QyyOUBgG98Qey/V10A/Ol1BQNdrdjbXYLjpnow7SDg1fdEC5pxpaI59uxjgC+dZP631RWR3djzpNyf2jpFS41/vC/64Vg20gxZN+gwKF75x/vi/LWvTXxv5Vvi/bOOE5WUtQFHeanoW2ZwWDRTvXEe8MMHQxV5J4wT81cHIscd1g1/VgmOPsyeA/fiOcAHO4CvnCyKtasrgH9tAk6YBtRMEs9zc0QT9sNMtLpyGwYdGUh9p6HXP0CsOh1GRRI9/aELhHTfteIi0dIuOpTq6tW/6Hb1htqT65W5Lv6u6D8DAB5dCbz0dmKZjgtmiT8A+OZZ8X03Kwu47T/j/00jbsl0xNOcWX2xUBevaM0+RvR1IuavoK7uAGprp8DnExfsH9wvPvvNj/WbSm6pDz0fWwI88ZPQ62+ptuumT0RfK4B+PYxE1R4R6rBs3hfDPysuEPsrAFx7kYK6unbU1irB4pcTp4dPL/8PZslAwyW7T4RhnTplYZ8PR95QGAUdsthtcCgyY6Gt7zP/m8AXjov8vYVXADf/Sjx/9Ebx+Ne3gMdfFM/PPaEVZ58xwVQ3AFb4f18RfwDwP98QjxfPCX2u3X8yjQvjaIpFXkQCSijtrQ4E9IKKsDodBhcS2ZxRPS9ZuU7eZXb1hLdSkLp6Q2ljvcqBxTr1KZIdCCpd3HbRiKdjOL/q7ntoOLxVlFq0zrDUwYHRnbx6f4gWTKinszLTkU5uL56T5x+jCqEDQ+aLV9QB8R5NT6Ha84hR0JCjE9Sq96nC3BQMPEWGmOnIQHoXa3kCCwT0Twa9qtr16oNefeKTB7n6IiWDjtwc0QSsq0+/CWZnb/SLcFhzVZf1c2HELReNeDJKAU2mQxuw5OWISpPReoVU1y8yKooyG0yYDU7cRG8UXzcJtmgyuHkZHI48R5mpSNqoqh+kKOGtoQDjSpd647eo95vcbJccqBmCmY4MpNdkVhryGwQd6uIV1efqWvcy6FA3/1P3XVBcILIhXZrmgeWl4n1thqW8NPRc7+7XrR0kue1ONZ5MR0AJ9fMyNBxZvGKmtYb6jtQo6FAHJmaDjozJdLisTpCW3J+MimkHBs0XrwCh80SjalycgcHIHmuNsmZ6/atYVWmc4segIwPpdQ4mDfv1Wxr0GQQd6hSmvLNQv6fu4KY4X3ymTXtWV4hARXtnUl0Req4epdTtmQ63jb0SV0VSVd8cepmOgpFWT/GMNaJHHZhE6/QrI4OOkUe3Bt1y/zAqXtHLdIR1DqYJVuR5Yq8q6Ojq0yleiSPosLIjOYoPi1cykPqioDUwKIZU1pKV8QAxAmtJgagxru5nYeNOERA0NIfeU5eXlhSKYc61dxyVZeICvHtf+PsTy4EPd4rn6rsNt6eX3XLn5PcD2z6Pv05HsJmsToVAmelINuhQi9bTrDrQSLZHWqdwW9CqNewXAzKqzylyYEBAvK9uSg2IcY9eH2k6/1lz+GfyPPHp3tB7r28IHykaiFK8opfpyJB9xY0YdGSgWBeRtRujf/7nNcALayNbNbz+gfhTU7c8qCgLnWjKikQrlfxcoHKkv44WVZ8G2VnA4SPNELWd5BwxMnrsMUdEX06nc/o148mXxci68v8dS0GeCCZkUKs3nsi0g8SgeSfHqIGfkx27E7rDqsXAatH6M6gc+SzLZ24QQjdwe/Hi6vWhpq3S9+4KPf/1ysjv/Ptj8adnxsHAqn+H94nyu1fFY5YvdL4zCjplNrZyTOg9GRyPK3XpP9nFGHRkIKMmkN/4AvCnkc6WKscA/3OxGFJeHsC3XAY89LxIW/r9wGlHiSZoudniT108UlEWeZBfeb7o1wAApk8Bdu0V040tFu3N/QHxen+7GHJ8cqV4PakifD4nTRdNcQ8Zn9S/IW3ccqcqA8QdDeHvz50D7NkPvDNyEbjrv8SJfdU60feJPMkf0Gn6fOQhwBdPiN3F8//eEjsbsvAK0Snd0VGGpD/qUODnV4k+MTKF2+oEaZkZ3O7kGcCFs0SmanA4cmTYsSWif478XBF0VI0BOnpEBnZgKFR0UzVGBBVtncA0nVGmARHEPfbjyArMj/0YyMtRsHNbQqtJCWLQkYGMMh0nzwgFHbWHAzMPA4oKQkHHKUeKLMhbI5mQIyaL75hVVCACBkk9vPMJ00LP1cOM1+pkMzwe83ffTuSS0hVDxx0hOlGSQce0KWKb/HNkSG5ZSVSvi3Kvx9xw23II8WjGloi/aDwesR9nFJcErck4rDq+7WYUUEgTy6N/rtfleNXY+PqoIWuwImkGMqoYOLY49FymHLM0LQnU5Z+Z0gTRbm7JdBjxesMr5cn1kZ27RctQuLEHTadx4/4T77KyIufoFdcpYmhoCI899hhqa2uxffv24PudnZ2YP38+Fi5ciGuuuQbvvvuu5QtK5vkD+m3T1Qe6/Fxb4ztH0wSW4hfsxtpFFw01n1d/oCxZZyLaBSYTB6iym9eF+0+8QQcrco5ecRWvPPvsszjhhBPQ1xdeaLds2TJMnz4dV199NZqamjB37lysXr0aubm5BnOiVPIHRMZC205eHVDIjIY26ND2u0Gjj8+n3/ww28TZwi0td5zMjZmOeFpAATy3jGZxZTouvfRSHHvssRHvr1y5EnPmzAEAVFVVobKyEmvXrrVkASl+w/7YQzobBh2qDAlToIlx40VDzedNPOhg8Ury3Lj/xDtkAc8to1fSFUnb29vR3d2N8vJQTZ7y8nI0NDRE+VZ0fr8ffgtr+Mh5WTlPJ3jkLx6sqfPgvJMVBPqKsPxlQEEAHT0ejCtRoCjht51+fwCKIq4KWb4A/CMdhcn3/P4Asryh14W5AUdUtHLb9lMC4n84PGzu/5eK9Xv8RQ9Ki5TgQFKf7gF+/TcPfnKZgg3bgXVbPFAUROwjAKAoAXg94fsFAHg9Ht3ptd/Vrobbtl88UrFuHoj/85DJ/SdVunqBpU8Bpx+Wi1eeUVB7hB/dfcCBLg+Oq1Gw7FkPKsqAmYcCb36ovy8ZKeC5xRZ2rp/Z33Bk6xV1fRErbdq0KSXzTQdFAf70T1H9+8mXgJNr8rGroQsHVQygNFvB1Moe7Nwt2i0W5/tx/omtqKvrQmen+E7DZ82oy+uCogDHTC7HzCndqKvrx56GUnR2igBy5/ZPDHv5Swe3bL/6+jJ0do7D1q0N6Gsz30uWlev3zMtiOx9eJtrF/rOuDO9uGocXX9uL37wyAQBQVjiMzp7QKaCqbBCVZUNoadyHnXvz0dkpmhnV1Yl5NH4+Bp2dohlATraCwSFxkTnmkG509WUhLzuAruYm1HXo3/a6Zfslwsp1+/zzcejsLMOmj3ZjXLHBQCQ2+GddGd77aBx27BqP9p5uvPJO6LPfvyweG/cBdVuBLJ+CSeUDGBr2INunIKB4kJMVgD/ggdejwK944PMoGPR7UVk6iIZdzWh0UFFcJu+bgLPWL+mgo6ysDIWFhWhpacHYseKE1NLSgurq6oTnWVNTg4IC6wr9/H4/Nm3ahJkzZ8KXIT0I9fQBJSUyIlAwONyNkpIS/OZWZaRopQJrt4nPrzw/gAtmlQEIfWf61GLUHiO+rS4xaxoESjZ7UZiv4Pjjau1YlZjctv3qu4CSrV5MnVaMaQfFnt7q9fP7Q9u5trYWAFC314OSEg8mTioOfpaTA5Sofu63CwPIzwWA8cj5BCh5O3weuzqBkh3ivYoyBfvbxVXjvNnFOOdEOZfI9rJu237xSMW6bdznQUm9B0ceeRTG6zT1tMvOdqBkuwfDgwdQUlKCaI3BD52o4P5r4ykPmhh7Ehtk8r4J2Lt+vb29phIGlmQ6LrzwQqxZswY1NTVoampCc3MzZs+enfD8fD5fSv5BqZpvOvQOhJf9Dvo98Pk8yM0JpSbk57k5vmDLA/lefp5PtwfH/FwxTUmBx3E9PLpl+/l84n/o9ej/j42/Z836dfeFtrPX64PHE3qvu98X/GxgKLziZ052aHlzskOfyWXKyQm9V1LoCfYwa7Qvabll+yXCynXzyv3HG9/+YzWxrRWRrYAHnii1hEuLnHe+iEcm75uAPetndv5xJc/ff/99LFmyBADw6KOPYtWqVQCA+fPn4+OPP8bChQuxcOFC3HPPPWy5kmLakVyHhz3IydK/09CrVKo3HgEQqkjK2uWJS3cLDnXPsbIFU5fOYH1a6qI0vaav2QaDsOU4spDWvZwy4OHQSBG9PxB7h2YTWDIrrtPFCSecgBNOOAGLFi0Ke7+0tBQPPvigpQtG0WmHde4f8hoGEnpBh1HrFjkP1i5PXLr76dCODJyXqwo6evS/A4S3PNFrjaDeZ9Qdx+n1CUOJc0rrFXmOGfbHDjqKeJNCJjmomiDFQ3vH2jvgC+uHQ81MU0dJBh3MdCQu3WNnqPcN+VxmP5rb9b+T5QvP0OgFTOqgQ32RYabDWsGgI72Lge6RfcZM8MybFDKLpwuHaNwvytgPnSgG4mrtAA6fBHz0KTD7GDF42q69wJhiMTjS5vrw7+/vyEZlhe6s4wo6chh0uM7gEPBGnaiPc6ArfEjxF98W+1HjyFDijft1ZxHRv4ZeZ0/q/aiYmY6USVfQurcV+GAHcOwRQN0Ocb4xi0MmkFkMOhzi+/eJx7/eAdz6WPhnvQPAs6/FHpXTTPHK7GNEm3qjWvHjSkRFSO3Ir2Se3enxdZuB5c/pf7Z6vfiT9rXpT1dWFP56wsgosWcfH3pPHXSEFa8Y7HeUmODQ9jbX6Vj+nLjJKcw3N1KsGm9SyCwGHQ7TrXOw72sNDzjKS4EF3wZKC4Hn3giN/ml0kVNfLH70DeA/zzcevXNcKfDYjSKjQomxOz3e1hV7Gq2L5wDHTwUqxwDNB0JBhjRhHPDET8KDi7DiFVXFQQYd1kpX8cq+VvEoA46bLwPGFgdwzZ3i9elHi/0myyem8fmAG1aIzxh0kFkMOhym+UDke40t4a/HlgBHHiKeV6syEgND+vNUXyyysmIPF15eFnMxKQq7W69Ea5Fi5PBJoX2ookx/Gu1+og5eCxl0pEy6ile054/jjgivUDx9iij+lbpV+x3rdJBZDDocQN17rDbAACLL4dVNG9UnfDNBB9nHrotGIkFHImXw6v1IXXnUqAIzJSZdxSvq80eWT9TVUZ+btHXDwkakZpNZMomtVxxAXaSiV9HvwEj6XG8wLXV/LEZBB4cbt5fX5jodZoOOfFXXOYmkw9UXHXWwy9Yr1kpH8Yoch0kqKRTLoc7aaYOO7KzQ5yxeIbMYdDiAujOnPTqZDknvwFafKORYGFrpbno3WtkVdGj7bDGiLopL5CKhznSoW6xkMeiwVDr66dDWJdPLhGkzph6PyHb4fEBBXuqWjTILgw4HUN+p6hWvSPJEoL77UGc3jDIdZC+771TNZjoqy0LPky1eYT2O1ElHnY5OzT6kF5TqNb3PzRZFK+nuhZfcg/coNnjmH8DHu4C5ZwL3/p+o+Z2dBQwNA3k5QP9gaNqdDcbzmTAO+Lw5/ISgrt9RmKdAb1Am1umwl5k71Tt/B5QWAd//mrl5+v3AghXijnTqZODtj8V7Odnh2a5o1BVDE8lOqLtBZz2O1El1nY5f/VV0j//RLqCpTWStBgbDp9ELOoyGU8hjPy0UBwYdNvjjavFYMznUHG1oZMRqdcBRXABMPUhcrNZvE++dfxrQ3CaasH73POCpl4F5Xwx954LTgKY2BZ/s6sIP54W3c132Q+Cdj4GDx6doxUiXmZu+tz8Sj2aDjo4e4NM94rm6hZOZgOPHlwA7G4GvnyGKYg5LcADoqrHAuScDHq9otn3zZfH350CxpTpTtm6z6HxQ0gYcgH5rlGydoOOSc1inh+LD3cVGe6MUnQDAou+IoKOjG7h8qXjv9Jmhpo0A8P2vh38nNwf4r/9QUFfXjIOqwoeLPqw68QsMJc8o0+HX6e0zFrP1NvRMO0j0sQAAN8xLfD4eT/j+d9pRic+LjMmgNVWZDjPFcUU6rVH0Mh3qzuOIzGCdDhs1GHRBLcmUprq8nO3f3SdW8Yq60p7ZcvtEmsVK7KbcXVJZkXRgMHp2TLaGM1u8QhQvBh0ppj5xRKskCoQq97H9u7vFqlSnrrTX229untqKflrR6lgw/e0usk5HKopXYu1H5aXiUbd4hfsRWYBBR4qpuy9Xp0v1DmDZy6PXG7qr0EtzkrPFGtpebxTYWGJNJ+9M9e5GWenTXVLZeiXWfhQMOpjpoBRh0JFiRge5XvpSfYecmyOCEPaB4D6xKpKGBR0mK2LGqtMhWzHpFaWwOaO7pLJ4JdZ+JMdc0js/mRninigWXtIMNO4PtRIYPy5yQCypqU00Y515KPDWJuCs44C3NgJTxgP//ti4Hkesu4bcbKbF3U570djTIvYp9Yn/f/8O3PhtYHtjPsrGi2aMg0MiO9HbL9LcnT3A2g/1fyPLFz4MfW42W5S4XbDJ7Mj+MzgkRoY+rBp4b4uovDmuNPo8WtqB1zaITru6ekXGtKdfNN2PRjZ/1Q06bO6WnTITL2sG5FDz0so79ae7+h5xcZk1E/jXJuCD7eIEYWRsCdDWCXzrLDGU9LmnAKv+HTno1sRyoJC9/LmS0Z3qM6+KJszqJs8ffSouDr9aNRG//5c37qzEt84W8533ReDBPwH/cboIZI46FNjbGt40ktxBW7zyxCrgxbdDn/cNAld8Jfo8XnwHeP4Nc7932lHAxk9E8/2J5SLgGKfq0+Wkmi5s3VdqODAgUTwYdCRJnhg2fiIet+zWn+6/vgYcdQgwqULU8yjMF80Yc7OBK8+PTIHf9l2mxd3KqJ+Fnn6RlZBDiF91AfDY34CWjvg39F3/JUb8zMkGvnqq2J9OmSHubM89WWRAFNg/UiklTxu07t4X/nlHd+x5mJkGEPtRzeTQaLJZPrE/5anG6fnm6c2YcdREFOazUgclj0GHRWQ5vdFJfnIFcFCVeC4rjMoBuHJ0ataw8p97GQWLspt6WeQ242Dx2JJANmJMcaj+htyf5KP6gkHuow06tKcUM5WPzfbrUlokmsmqB47U7j9eL3sdJeuwIqnFtAMnSRyFcfTRBqCyf4Q9reLCIivtJVIEwv0pc3ljtH4yE1DEahorcQwdshuDDh3JpKTV3ZoXqpq7spOv0cNoaHu5b3R0i/1B3j3GynRos14c1TOzxWq9YiagUGdD8nUyX7IiOzOqZDcGHTrM1v4fHo7+ubrFSyKjepK7RWQ6VPtLcX6oddKBruh1OrR9tXBUz8ymbb2i7TbfTPGKehq9vn7kTRAzHWQ3Bh0qiiIGYjtgohKWogBtXdGnKVVlN9jfxuihV5HU748c3C8rK7wsXSvYWZwqwPB6WbQyWvj94nykDTK6eo27MlcU8Zm6mFcvQC0uEO+zl1GyG3c5iIP40iXGn+v1qfGLp8VojdEUsELfqCRP8n4/cMntwMETgK27w/vTMCpuUw9Vf/B40a9C5RhRBFM5RlxMSotSu/yUXjLIvOcP+p8rCnDxQtFKSQ7A9/ZHwJ2/A2qPAOp2hE9fOUb0DzO5UvQpBIgbotxsZszIfgw6EBoyHACqK4AjJolhnIf8wJoPRN8aWlt2A2VFwAnTxMVFQeg7snfIr5wMzK4NNUej0aW7T/x99GnkZzJboU6df/EEBSdO96CyDNj6GTD7GOCvb4k+XV5YC5x5jNjvYnUMRe6mDgQOnySa2Wf7xPsnzQDe3gT8e7PYR6Qn/i4e63aI+j6nzADOrAU+rge++QXg+TdFx4WbPgWqxohpm9ttWiEiFQYdCO/587SjgMu/HHq9rw3Y3x4+vaKI7MjJM4DrLrZlEclF5DUjWoU/bTn7BSe14tqLioPFLYdPEo9yX/zWWeJxvEHPuJQ51EHHuScD55wY/vlJ04EbHw6vgKyuEDq5EvjRN8XzY2vE47fPFo8cip7SjXU6EJ6J0Ka9s3yiXFWtu08EHqwcSnrkRSNa00btflaY59efkEYddR0eo2K44oLwuh7qCqE8L5GTMehAqNMmILKSnnZsCyB0sBezGSzpkEFHtFYG2otJEYMOGqHOdBgFEMX5ou7PwEjlZPVAf2yeT07GoAOaoEOT9s7WyXQEgw7eUZAOedGI1hW1dj8ryGXQQYI66DA6x8gbHnkuUmc6inheIgdj0IHw5mfau4TsLJHpUPe5INPm2gsHEWCuTof2YlKQy9rGJKgblBgGHSPvy31MXS+N5yVyslFfkfSjT8Vw0ZJ2jIEsX6j/jhfWioBjT4v4jGlMikY7UJca63SQEa/qVlCvYy8gFHR8sEO0sJPj+QA8L5Gzjfqg4ye/Dn+tHb5Zdp6zuV4MIS75fKIpG5GWXt8HkyrEheHwSUBTW2g/m30M8EYdkJ/DTAcJ5SNNoqvGGnceJ+t6PLkq8jM5sCSRE436oEPtvmsjx7SQHYO1dorHqy4QzWrzcsLHViGS1EHHs7eLOkPau085zQ3zgB99I4APP7Rv+cjZpowH/rA4+rgoesUuxQXAr25gXTNytlEddGjHxtAbvll2X942EnRMGMfOmci8vNzYQ82zV0jSinVDo1eEUpjHgIOcb1RXJO3tD3+doxOCyUyHHGeFBzXFwiCCUk2vsihHjCU3GNVBh7Z1gd6Ii9kjQceBkUwHK2lRLNpRQYmspnce4oix5AajOujQdt6Uq1e8IoMOmelgPQ6KQY7w6R3VRxelkl5WQ+/8ReQ0o/q02Lg//HW04pWWDpE2Z+VRikUGHSyKIzt5WaxHLjDqKpK2tAP/eaeoIa7tR0GveZq8e9jfLoYUZ3k9xSLvQg+dkN7loMxWUhg+vk+WQfNaIicZdUGHHA5aBhynHy3axR9scIE442jRcmVoGDjyEHuWkdztnBNEJeUvnRh7WqJE3fBt0TnYidOAdVtEny9ETjfqgg6t6+ZGb9I4tgT47nn2LQ+5n9cLfH12upeCMl3tEeIPAI46NL3LQmTWqKvToR7cLcvHyldERER2GXVBh7oMtKSQdTSIiIjsMuqCDnUzWbYuICIiss+oCzpkc0aAQQcREZGdRk1F0n9tLsEbOzzYvDv0XmGe8fRERERkrVERdCgK8Jd/l6OwyBNWh2PqQelbJiIiotFmVAQdfQOAP+DBnGMVXHuRBznZwLAfyB4Va09EROQMo+KyKyuPlhWFmsgy4CAiIrLXqKhIKkeTLS5Q0rsgREREo9ioCDq6g0FHepeDiIhoNBsVQUcw08ERYomIiNJmVAQdsk5HcWF6l4OIiGg0GxVBR/+geCwrSu9yEBERjWajog3HWccBrU3NqC4vTveiEBERjVqjItMxtgQ4eWoXB3cjIiJKo1ERdBAREVH6MeggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIltY2g36nj17sHTpUpSXl6OpqQkLFixATU2NlT9BRERELmVp0HHbbbfha1/7Gs477zzU1dXhhhtuwMqVK638CSIiInIpy4pXDhw4gDfffBNnnnkmAKC2thZNTU3YsmWLVT9BRERELmZZpmPPnj3Iz89HYWFh8L3y8nI0NDRg+vTpcc3L7/fD7/dbtWjBeVk5Tyfh+rkb18+9MnndAK6f29m5fmZ/w1FD2wcCAQDA9u3bUzL/TZs2pWS+TsH1czeun3tl8roBXD+3s3P95HXciGXFKxMnTkRfXx96enqC77W2tqK6utr0PAYGBqxaHCIiIrJZrOu4ZZmOMWPG4IwzzsAbb7wRrEhaUVGBGTNmmJ5HaWkpDj74YOTm5sLrZWteIiIiNwgEAhgYGEBpaWnU6TyKoihW/WhjYyOWLl2KiooK7Nu3D9dffz2mTZtm1eyJiIjIxSwNOoiIiIiMsAyDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzhqAHfUmXPnj1YunQpysvL0dTUhAULFqCmpibdi2Xa0NAQnnjiCaxYsQLPPvtscNk7OzuxePFiFBUVobm5GVdeeSVOOukkAMDg4CBuv/12AEBbWxsuvPBCnHvuuWlbByMHDhzA3XffjYKCAng8HjQ0NOCWW27BlClTMmL9AGDp0qXo6elBSUkJtm7dissuuwznnHNOxqwfADz++OO4++67sW3bNgCZsW8CwM0334y1a9cGX5999tlYsmQJgMxYx/7+fixfvhx+vx+9vb1obGzE448/nhHr1tDQgAsuuAAFBQXB9zo6OvDiiy8iJyfH8JoQbd2d5o033sDTTz+Nww47DLt378bXvvY1fOUrX3H29lNGgauuukp56aWXFEVRlA8++EC54IIL0rxE8fnd736nbNiwQampqVG2bdsWfP+2225THn30UUVRFGXfvn3KrFmzlP7+fkVRFOWxxx5TFi1apCiKonR3dyunn3660tzcbP/Cx7B582Zl8eLFwddPPfWUctlllymKkhnrpyiKcueddwafv/3228pJJ52kKErmrN+2bduUq666SqmpqQm+lynrdtNNNxl+lgnr+POf/1z56KOPgq/Xr1+vKEpmrNuePXuUX//618HXHR0dyuWXX64oSvRrQrR1d5pTTz1VefvttxVFUZTdu3crRx55pNLX1+fo7ZfxxSsHDhzAm2++iTPPPBMAUFtbi6amJmzZsiXNS2bepZdeimOPPTbi/ZUrV2LOnDkAgKqqKlRWVgbvyv76178GPyssLMSxxx6Ll156ya5FNm369OlYvHhx8PXkyZPR1NQEIDPWDwBuuumm4PP6+npMnToVQGas39DQEB544AFcf/31Ye9nwrpJ999/P+666y7ceeedaG1tDb7v9nXs7+/HmjVrsHnzZtx33324/fbbMW7cOADuXzcAmDBhAq666qrg6+eeew4XXXRRzGtCtHV3mqqqquA+uX//fvh8PgQCAUdvv4wvXtmzZw/y8/NRWFgYfK+8vBwNDQ2YPn16GpcsOe3t7eju7kZ5eXnwPblegBh8T/3ZuHHjgp85jcfjCT5/7bXXcMkll2TU+gHA5s2b8cgjj2Dv3r1YsWJFxqzfQw89hMsvvxxFRUXB9zJl3QDgrLPOwrHHHouKigq8+uqr+M53voMXXngB3d3drl/HxsZG7N69Gx6PBwsWLMCHH36Iyy+/HH/6059cv25agUAAr7zyCp566ins2LHD8JowYcKEqOvuNMuWLcP111+Pt99+Gxs3bsSDDz6IwcFBR2+/jM90kHusWbMG/f39uOKKK9K9KJabMWMGli9fjvnz5+OSSy7BwMBAuhcpaRs2bEBfXx9OPfXUdC9KynzpS19CRUVF8HljY2Ow3orb9fT0AAC+8pWvAACOOeYY5OTkYP369elcrJR48803ccoppyAnJyfdi2KZ/v5+XHnllfjJT36CX/ziF1i+fDmWL1+O3t7edC9aVBkfdEycOBF9fX3BAwwAWltbUV1dncalSl5ZWRkKCwvR0tISfK+lpSW4XtXV1WGftba2YtKkSbYvp1lr1qzB6tWrcccdd8Dj8WTM+vn9/rB9b9asWejp6cHu3btdv36rV69GZ2cnFi1ahGXLlgEAFi1ahHXr1rl+3aRdu3aFvc7OzkZ/f39G7J9VVVUAAK83dBnIzs5GTk6O69dN6w9/+APmzZsHIPo1IdZ2dZLt27ejra0NJ5xwAgDgkEMOQX9/Pz766CNHb7+MDzrGjBmDM844A2+88QYAoK6uDhUVFZgxY0aalyx5F154IdasWQMAaGpqQnNzM2bPnh3xWU9PDz744AOcd955aVrS6FatWoW33noLS5Ysgc/nw9KlSwFkxvrt3bsXixYtCr5uampCT08PqqurXb9+N954I+68804sWbIE8+fPBwAsWbIEX/7yl12/btKNN94YfL5161Z4vd5gnRy3r2NVVRWOP/54vPfeewDEOrS1teHYY491/bqp7dq1C/n5+cEgK9Y1Idq6O8mkSZMwPDyMxsZGAEB3dzf27duHCRMmOHr7eRRFUWz7tTRpbGzE0qVLUVFRgX379uH666/HtGnT0r1Ypr3//vv4+9//jmeeeQZf/epX8cUvfhHnnnsuOjo6sGjRIpSUlKCpqQnf/e53g6nuwcFBLF68GB6PB21tbbjgggtw/vnnp3lNIm3duhUXXXQRxowZE3yvq6sLGzduzIj16+7uxq233or8/HyUlJRg586d+PrXv46vfvWrGbF+ALBu3To8//zz+Mtf/oJLL70U8+bNQ2VlZUas2y233ILBwUGMGzcOu3fvxtVXX43jjz8eADJi+zU2NuKee+5BVVUVGhsbMW/ePMyaNSsj1k1aunQpvvzlL+PEE08MvhftmhBt3Z3mlVdewZ///GcccsghqK+vx2mnnYbvfOc7jt5+oyLoICIiovTL+OIVIiIicgYGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGSL/w919hD+tBwAXwAAAABJRU5ErkJggg==", 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", 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", 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", 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oICIishhvdvQlNOAbERERGUt30NE3ADQfSO8y6GGmgzIf7ziIyGbpDjrmLweuXebFwJBDhrodwaCDiIjIYum+19nTIh6Hhhl0ENkq3Qc/EVG6KGDQQURElNHSXbwiOWU5JAYdREREFnPKxd4pyyEx6CAiIspQAYXFK0S2clqkT0SZzynnnYBDlkNi0EEZz46DX1GAe/8AvP1R6n+LiJzPKRf7QICZDqKM09ENvPkhcOfv0r0kREQhgUC6lyAcgw7KeHZkOjzOupkgojRzSvGKn3U6iDIPgw4iUnNK0OGU5ZAYdBBZwGkpTCIiAPCzTgdR5nFKpTEicgannBKY6SCymR3HHDMdRKTmlIs9Mx1ENpH1LOw4+P0MOsgCQ8PAxk+cc8Ei93PaDRGDDspYdp64WbxCVnjyZeDWx4DXP0j3klCynHKxZ4+kRBnIKScYcrct9eJx9760LgZZwCn3ISxeIcpAzHSQFeRu5OWZmSzitKI67tqU8Wyp0+FP/W9Q5mPGLHM45WLvtBsiBh1EFnDagU3u5qyEOCXCMUEHi1eI7MXWK+QWcl9lD7dkFXaDTpSBmBYnKzDoyBzOyXSkewnCMeggsoDTDmxK3pZ64Pv3AS3t9v2mvE4x6HA/h8QcbL1CZJdg52A2/BbrdGSeh/8CNO4HXnnPvt+UwauzLhOUCKdkOpyyHBKDDspYdh5srNNBVmKmw/2ccrFnRVIim9lx8LN4hazAOh2ZwzFBh0OWQ2LQQWQBpx3Y5E7cjchq7AadyGbMdFAi0nGqlvuq11nXCUqAUwJIpxX9MuggsoA60+GUtCq5D4tXModTzgOs00HkMp09wLtbok+j7gadXaJTohh0kBX2tYaeqzsH+2A70NOXhgVSYdBBGSvYZDbJO45FjwNLnwQ+3WM8jTrTMcyggxLkkJtjskA6i1yvvif0XJ7/djYAi38LLHkiLYsUxKCDKAYZbLR3G0+jPsE4rQyV3IOZjszhlABSFq90j2Q4tuxO48KAQQeNAlYd/NEyJupMB4OOzJKOsnlWJCWryHNTbnZ6l0Ni0EFkUrR0qfozFq9QooI9kjLocD2nVSR1SrN+Bh1EJkU7Zv0sXiELcOyVzOGUoEOej4aG07scEoMOylhWH/Rmi1eY6aBEOeVCRZlDdg7mlPMSgw7KeFadyM0Wr7CjMEoWMx3u55QAUt4QMeggsolVB3+02TDTQYl66DlgwUPiuVMuVJQ8u7blE6uAb98GbNgObPxEPFeTdTrUxSuDQ/Ysm56s9P00kbtEO4moOwRj0EHxePW90HMZvDL4cD+7NuEr7wK9/cDmeuCtjeK5mjbTUV0B5KSxJQszHUQmsU7H6GRnAMBgI3PYtS1lU9iuXv3KooqmTsf3vmrPchlh0EEUgyxfj9bkTF2Pwym1xMl95IWK9YLcz66gIz9XPBoHHeJxaCToyE5z+QaDDspYikWpajPdqfvZTwdZiAkPMksGqF29ocAi7HMZdIwEJNk+e5bLCIMOohhk75BmW68w00GJYqYjc9iV6ZA3OZ090YtX5GdZzHQQpUYw05HkfMw0X1QXvejdbRCZIXcj1u1wP7s2oQwmYhWvyOCEmQ4ih4tVp2PXXuDZ10KvX32Xd6qjjd8vWhF09yY3H7nfMOigWPoGgNc3hG5yOnv195uBIS9e26DKdKQ56GCTWcp4yZ7AYxWvPPRceD2ODduB598ELp6T3O9SesXTQdfqDcAjfwHqdgA3XZr4b1qVnaP0S3XgePfvgfXbQq+N+t7Y/HkBGv7sRVGBeJ3uoIOZDspYVh3zwYqkBp+3dUW+93mTRT9OrtDSIXaSz5LY7uqLFDMd7pfqbfjRruifn39a+OuekaHt2XqFyOG8I0eJUaZDP6WZuuWhzBQIhAJbFs+5X6qDjoHB6J8X5wM+nawGMx1EKWJZk1nN/LS6+yLfY9BBZqiDC0Vh8UomSfc2zM4KFQ0DoV5ImekgcrhoFUkHh/TLUhl0kBnqukABJRSEMNPhfnYWkeXlRL6X5QuvlySfM9NBlCJWdw7m17kQdPbofyedAyqR/cx0IKdH3cSRgQYlamxJ5HtZvvBMhzwnMdNBlAJW3mUEgw6d/je6dIpWAGY6RptER6JXZzqG/Ko6HenOzY9CZs8ZVk8X7ftmb5z0go7sLMDrDX1RUUQdj3haZaUCgw7KOI/9DfiPWxLvjnzth8CFNwPNB8RrrybTMTAo5n/jw8D/PKg/j1iVvMg9rAxgf/4UcN0D4vl3fgHc98fQZ5cuCQW2bL1ir0f/6sF/3BI72/TEKnHsm8lkJrsNf/wI8IP7gd+9Kn6zf0C839svzk9qY4oiv5+dFRlgpLtoBWDQQRnob/8Sj7KCZ7zH/iN/EY/vj7SB92j66WhsESeUbZ+FvvPV04C5c0Kv0303Qc60bjNQv088b+sU/XroYVGLvVatEwdsrAzl82+Ix5aOFC8QxPmlYX+o48F9beJx977IacfoZDq8nvDiFQAozLN2GRPBoINIQwYrRfni0aupSKrXWuWwauDrZ4Re807V/VIZOMbaP7j7pIfZ4zbeoRFSTZ6r1Hy+UHN/qbjAnuWJhkEHZaxkK5Jq7wpk8UqPTtDh9YRX0OJFg7Ti6fyLQauzOS2RqVds4vVELqcTgo646rEeOHAAd999NwoKCuDxeNDQ0IBbbrkFU6ZMQWdnJxYvXoyioiI0NzfjyiuvxEknnZSq5SaKKdkTtzyQ5d2CLG/v6Y+c1usNP/B50SAtdT2fWMUn3H/Sw8pMR6q2oV5dNb0WKV5vZKajxG1Bx759+5Cbm4uFCxcCAJ5++mnceuutePrpp7Fs2TJMnz4dV199NZqamjB37lysXr0aubm5KVlwoliSPeblhUFbkVQ36PA4o5IWOVenajC4WCMRM+hIj2SLROzoyl6v3ole0OHTKcdwQqYjruKV6dOnY/HixcHXkydPRlOTGGxg5cqVmDNnDgCgqqoKlZWVWLt2rXVLSmQzeQLS9tOhV6fD6w2/++FFY3SKttm7VEFHrNZNbDKbHlY2h03VJtQLOoyKV7SKHBB0xN1NiEd1Zn3ttddwySWXoL29Hd3d3SgvLw9+Vl5ejoaGhoQWyu/3w6/XKUKC5LysnKeTcP3CKYp3ZHoFiuKBP6DA7w8/BXy6RzSJPeVI4J2PgOJC4KhDwr8/PByA3y/2eUXxoKdPwZ9eV7CvVbwO+82AmFZ+N6Dzm1atn9s4Yf3qdgLDw8AJ08x/R1HEdg4oxtuyqc2P1zeWoXJCYGR642nbu0P7xz/eDwSf6wn4ze8/qeSEbZdKofVSoCjA0Mgxb0Rus6HhANZvi9ynAgHVOcAfOa836oAJ44CaybGXTbt//GuTgo4eBf0DkZ95obc/BVTFeGL9ivKir18yzO4jCfdNtmbNGvT39+OKK65AR4e17Ye2b99u6fykTZs2pWS+TsH1Ezo7DwMADPUH0DfoRdO+XtTV7Q2b5vrfiGnuu/IT/PRx8fz+730CRQl9f9u2vcjq70Vr60Ho7MzG868Z/+Ynn+xF/nBv8Lse/zDq6nanZP3cKp3rJ7f3/d/7xPR39u+fhM7OXHy2+wDq6tp0p7nn+cnY2zYOk8pb0dmZi1zPEOrqPtOdduOuQnR2jgcAPPRs9N/+7PNO1NXtN72sqZbp+2ZnZycA4MMP61FaaHzxlMf3po8+w11/PghA+D417A9Ns33HPuQPh3dZfHsc+6Gcj/TrF8TjN2btR2dnRdhnu3Y14ZTDsvHqB2OD7+3YvgcHDlQB8AXXb9+eZtTV6QyLbaOEgo41a9Zg9erVuOOOO+DxeFBWVobCwkK0tLRg7Fix0i0tLaiurk5ooWpqalBQYF0eyO/3Y9OmTZg5cyZ8esPuuRzXL1xJiYj483KA7EGgsqoEtbVVutMcPrU2+Ly2thaBQOizI2qKUTsdqFjjQX8ges2xaVOLUTsNeO0h4KZHPNjfAdTWjknJ+rmNE9ZPvY3NqnjLg64hDw6aUoLa2oN0pxl83gOgEwVF5SgZ9KK8XEFt7Vjdabu9QMl70Uu0V8wP4AfLvKiuLkFtbWLnTys5Ydulkly/kpISAB4cedRMlJcaTy/3o+nTj9Tdp4b9qnPL4cWonan/fTP7oZxWq/qgYpRsCv9sak0xvnsUcPEe4IYVchmLUfoh0NXXFVy/miOKEcchEJfe3l5TCYO4g45Vq1Zh/fr1WLJkCTweD5YuXYpbb70VF154IdasWYOamho0NTWhubkZs2fPTmjhfT5fSnbwVM3XKbh+QnAcjJHnHo8nYohnOU3vgC/43OfzQVHU3/cF27rHqq2eleUL/oZ3pKvheDcFt1/qqLdxPN/xeACvzv4TmkYZefQE/wx/whN7PxpX6jPcZ9Mp0/dNQGw7r9cX9f8ut5/H49PdpwJK+DRG5514zmNaQ8O+iM+ysnzIygrvhTQ7ywePR5aviPXLzoq+fskwu3/EFXRs3boVCxYswJgxY7Bq1SoAQFdXF2699VbMnz8fixYtwsKFC9HU1IR77rmHLVcorcz06qiu3AeEV+CTlcX0KmRphY3mCFYkpUhm9kfZxJH7T3qY/b8bVfQNa72S4LxjGRyOfE+eo9TnKm1zWUC/RYvd4go6pk2bhs2bN+t+VlpaigcfNBiIgigNzLQA0I4Sqz4xyIuEmTb52sCEF43MYdWm1BulWEvuRmy9kh5mthGQWDf1VnVtr9d6RQYY6kDD64k8D+kFInZzwCIQpYaZg7xTk+nQu1MxFXSojiSPhz2SUiQzgUSwaI87UFqYbjJr8L76nKOdl1WBpN5gc/IU5dFkOrTL4IRMhwMWgSi19E4k8uBs7w5/X32n4/eLJnFmqDMdHOxt9NBua0URFwXRrDHUi+3wsLkgmEFHesltFOu4N7MtI4IOk5mO4eHo218v6AhmOtRBh855yAlBR8JNZoncrDBPdPJ1QNN6TH2wL3tW/B0yIfb8tJkOjhI6OikKcOVdQEc3kJsj9oNzTwFWvgVcck7s78sLBWOO9FAAbPoE+OljwA3zgNnH6E9ndHyrt1simY7hYeCiW4EzjjaeRq94xadTvKJXr5PFK0Q20LtrkAek9q5B77xg5q7Tq6lISpkj2vbXbuuhYRFwAKLX0aFhEXAAwOdNkd+fNiW8cymZ6WDQmh6BAPDWSJckL68zns6o7ke0fcXMNpVDLKzdGOW3R7JnXzg29J5RpoPFK0QOIY9NbdChd2Iwc9cZUaeDt6qul0gAEO1uVu9CdVwNMPPQ0Gu2Xkkvs/UujMZYidZ6xao6Hf6A6Pb8S6rxVA3rdGi+y6CDKE3kwaltfqZ3YoinLF7iNSNzmNmW8mITLVjQGx3UpzMSqNnfJOupt1+0jKX6PGFUeTSROh1m6oMFlJERZHWax8aq08HiFSIbRLsQDGmDDr1Mh4krgE+T6SBnSiSDEM93ot3N6gUd2osHi1fSy+z/XT2dOoOVbJ0OM/taICD2GY9OgBHWZJatV4icJ6JOh85Bb6p4RXPhYHrcmRK5mMcVdESZv27QodNLKfef9DFbBGKU6VDTbkNTAYXJaXy+yKIUIPw9vQDDCZ3KMuigjKd3HMuDc0hzIUi0eEWbtuRFw5kSKVePZ1tG61xK7zOvTvGKXlk82SNanQw1w0xHkhVJzU7j9URmNQBWJCVyPFMVSePo1AlgN+hmKArwzD+ARpsHUk0o0xHlMzn2ipn5G2U6tGXv3H/Sx3TxihL+/NX3gB0NyVckNbPd/YGR8aBU7xkXr4TvXGaGdEg1Bh00qplpMmvmZKGt1MVrRnQbPwH+uBq4+VF7f9dsN9dqVrVe0a1I6ossXvF6WacjXdTbL2pFUtX2GRgEHnoOWPBQ9IqkZvY9U8UrgcgKyMHiFdV0LF4hcqCI4hWdE4OZkwWLV+IjOzjq6I4+ndVSdTGXF4to85f9K/zHGaH39DIdAIPWdDF73KrPCerOuqJVJDWbxYgloETuN/JpRKZD811mOohsEK0b9IjiFZ1p9e5Qtdh6JT7p+helqk6HnMZMpiNbdbep12RWryye7GF2/1CfE/oHQ89tq9Ph1VQaHdmn3NANugMWgSi1dFukjLyn7adDb1q/iaCDdTqcS2/kYKsEm7iayHQEgw7V4BPaJrNynixeSQ/T46Oozgl63ZIDkQGMpXU6tBVJzTaZZfEKUXrIg9FMPx1mMh0c2t651Ns0nkxHPH1mmJlGBrhhQYdOk1nWCUqfaPuH+phWnxPU2dKkMx2JViQ122TWAVd8DvhGGU/vRCAPbjPFK/HW6WDxirOot38iFUmt6l9hSC/o8Or002HyN8l60f7v6s/UNytGxSuJdA5mJjAZ9kcGqx7NI8AmszRKBQJAT1/83/P7gb4B89MrihhOPJbBofBhxrVZDCsyHR7P6LxTlQOcmWFFYNY3YK7oy0xHTtFEbzIrHs3sI3qZDp9B8QqDjvgMDoXfQPQPxB6eXk+0c446YDUqXonaI6lFmY6hYVFMotd6RV18ole8wm7QKeMt/A0w7/b4TwALVgDfWmx++r//G/jmYmDbZ9Gnu3gh8MMH9Q9uRUlilFm2XsE3FgGXLLHv9761GJi/PPZ0iRavSKbK2f2xoyh5UczWXBj0eiS1anCw0eIbi8SxLX1zMXDVPfHP5+7fA60d+p8FzAQddmY6VO/pVRrVC+zZeoUy3qZPxaO2aWosn+6Jb/oX3xaPH+yIPW3jfuPKpYlW4IvVE+BoMTAYexor1e+LPU3SmQ6LmjrK+WSpgw6Di8Vo3X8Spff/MgoeYjHap4wyHf0m93mriumG/ZE92erV6dALOli8QqNGoidRsxcJmWbXO6h0O/zSmW8gkETQwaHt45Js8Uqi46HEVZE0jt+Kp66Itk5HRAqcrVfSymh7GxavGNXp0HzfqgrJQ8OR/XQYZTC0y8DWKzRqJHoSNXsylycBvYMqWkVS7XuJxgpOSFuOJmbqckjqbR3P9/S+bzhNokGHybQ42cco6Ei2eCWebFg0Q8ORxXJGdTVYkZRGrURaDQDmLxIBndS1Vqz+GpLJdOilNZntSJ149qdU1ulIJD7QViTV8rJOR1oZ/e/V+5y6wrTpiqQWZcyG/WK/0RvaXku7DE4IaBl0kC0SDTrMtApQTxct6FAHMEaZjkRP9trWK5RaZvcLQJPpSPHQ9mZoK5IaVWomZ1HvO+pzyaDJJrNW1ekAIjuVM9sqxQnnJgYdZItUF6/I6aIVc6jnZZTpSPRkb7ZYh4Rk6ywknOmwuMlsImJVJNWr50HmJfu/M9pHjIpXEukG3UwRTjTafjrcVLzLoINskepMR7SKpIEA8OTLwO6m6PNQYE0FvngqILpF/wDw8AvAvlZr5pds8UGimY6Vb+lP89e3xMi3avJrUYtX4jzZG/WvoJ7XaGky+/oGYNW/rZ9vPPV2XtsAbNxVGPae3r++tx+49/9Cr43qdKi3m3zq9wO/fQnY26b6zGD7mj1nGLVeSXR+dmKPpGSLRE+i8VYk1Zt+R4P4e25N9HkEAokvZ6bX6Xj5XeDldcCuvcA9/538/JIN7uIabl417dqNwA3zwrdXIAA8/qJ4vvLO0Pty+1m5Hb2e8MBYN9MxSlo/LXtWPJ57irXzjecY/uWfvejsHI+SEtX3dfatLbvD+wAyCjrUdT3kNnzjQ+AvazXLGNAPFMwuu7ZTOWY6iDQSaTUAxF+8kmhGRX7XkkyHDDqSn5VjyJ4ae/utmV+y/5t4Mh3a39J+V9sVfvB7qQg6vOFFcT5faP7qTMdoCDpSJdljWK9XXRlYzJ0jHo2CDr1xWPT6rjEKLhIuXnHRldxFi0puluriFXmAx3Mx0puHFef6TMx0BDQXxqTnl6Y6HUDkRcBolFAzw9XHSy/TIZePQYc1krnxAPT3B7nP5OeIR6N+OswOA2BYbyTBiqROqCBqFoMOskWqm8wm+zvASD8dFpzsXXT8myZPklalcdNVpwMIjYEixQo6rOT1aoIOdZ0O1eNoqNORCoqSfNCht93lPpOXKx6HDCqSqt/XZrDUks10aJvMMugg0kh1piM4fQKDPEmBQPInLLVMuluVJ0mr0riJFrcFvx/HdtL+ljbIMAw6Rh6t7B3Up60AyG7QLeX3W3cMqzeB3Ed0Mx0x6nTodk5oQabDTYGGGoMOskWqm8wGfyeJk7VlmY4MLF5RYgQd8a5rsv+aePYL7W9pi1eM6nTIfdbKzagtXtFram3UdwfFFlCSD2j1BItXRjIdfjN1OqLMz+izeOp0uKnyqBpbr5Atkg062rvF2Xl4GOjqA8YUAy3t4oDPzQ5Nn0ydjmT66VBz6x0IAHR0i/+nTCMHAkBLR+ziFb8mrRzrf5Bs9sBsRqujWzT3Vdv0aahibEWZWD+1wSHjvhe6ekXnXvL/E++2jujUyRO6AAXrdMQ3y1FPvX38SbRA0zrQJfZrn09VvKKT6ehT7V+DOpkO3eIVWfHdD3T2ivMZMDoyHQw6yBbJFK+8vgH42f8dDF8x0NYN/OGfwPe+Cqx43rrfAZLrkVSPG29WL18KFOYDf1gsXv/6b8Df3wGOOlS8NjrRqdc1EIg9sFSy/2dT3UUPA/99P3Dw+PD3H/tb9O/99DHRPHL8WPFafVG7dIkIVB6/WbyOO+jwALk5ode52cDYkQvO9CmheXLAN/O0wxuYPQfE+h837gd+8xJwzYWhTIcMOtTFKIMGmY5o5DL+eiWwah3w8PXApMo4Mx0myimmTlbw3sfm5mkXBh1ki2Qqkr7zsTizv7vFg+ICcQJ49V396c3WHteTzNgral6XF6/09IWev7ZePO5sEI9GmQ71/81vJuhINtNhIqPVNygyE581R3723fOAf74PfK75TFFC/THIbId2O+5vj3txg7xeoLgA+On/E+tQXgaMKwVuvgw4WhXYuXXfSQftvmd23zKzD7309kjQIet0aCqSHnUocPIMYONO4L2tQLfq2InW+kku46p14nHX3pGgI45+OowC3vuuDRXh3XqFghde3YdZJxbD54QhZsGgg2yScNCh+Z5MX/brtH0Hkgs6FKszHRl04ZD/F6PzVkBzt2l2fokysz/Ju9OO7sjPvj4b+KQxMujw67RKkIuaTCVlSV4MTp4Res/jAU47KvR6tNXpMFMcF412bB31vhFt3vGckwY1QYfcT84+XvxVlImgo7M3/LcB/XOSukhNfd4xnemIkuU4YlLoeXEBcPTBPTis2hnD2gOsSEo2saoiqbzjMGpxkEwlMlYkNRbsSyLG54C5k7kd/XQY7SNScWHke+rvyOdyWWPNzwwzKXEPMmvfiSXZip9h+56m9Uq0/Sye+l9y22vrdMjMX0mBeOxUBbjBYFXnd+RyySBUvjZdp8Ol9TkABh1kE6uazMq7V6MLQDKZjtHeI2nUwapitF6JdyRXO/rp0PbHoSUvFGoDOj1Kmp2fGWYuFqNtwLdkm7iGBRma1ivR5h3PsT44JAbqk4P1yeIVmT0oGQlg9TIdukGH5niSr81ud4+Lr9wuXnRyE6uKV+RFoas3clogvHOeeCUz9oqaW2uVRzvhRauJD6Qh02FiO+t1P62mrtAZ/I5OMCv3iVjzM8NMsOTxuC9gTUayQUe04hUrMx25OaGgUZvpKJaZjp7Qd6IVr2hbgzHTQWSxRC8yEeNkDEefX7J1Oqy8w3Tb3Wq0k3+wnw6joCPOOh3J/m/U+4XRvBLJTERrfWBFpqPHxNg1o6F4RdvMNRkBTZBhNgCO53dl03yZmQgGHSOvi/PFY0dP5HfNZDqCY0eZDITcNNaKlosXnYwMDAIPPBs+DPngEPDgn0QzMLW6HWLY91Qzc4B/1gQs/7MYzTT4PYPiFSPJ9NNx/x+Bhv2xp4vFrUPbmznheb1iH/rln8Mv0OoT/frtYp+S6/+vTcA/68rCf8vClLrfL35r+Z+BGx8G7npGtMBJJDOhl+kYHBLzVo8yuvhx4NnX4u9Tw6gCtJpbm8xu+0wcQ2Yq3GoDhWT4NUGGtrjFiNlzxc2/Aur3jgQdIxtc7lvydVaWqGSq7vNlbyuw7I/hrcGCy6XJdAz7xXHyx9fMLZPPxVdutl7JQC/9G3htA/DpHuCXPxLvvfoesHo9sLkeePTG0LSLHhePF58p+mdIFTMXmZ/8WqQn//F++PfUA2Fp7zZPPxpo7RDvf9KYXKZjXxuw8q3Y05WXAqccCXywAzhkAlCQq5nApalPM9vI6wGWPCFOqIdOBL56mnhfHWA99Jx4nDsbKCoA/v5vD977aCwWXBGaxuoLTWdvaL/ZBmD8OOCwiZHfy8kGbpwnnp9zAvBmnThOJL1RdLd/Lv7U++UHO8RfiU5lVD0FeUBhHvCF42JP6/W6s3jlx4+I/eCMo4ETp0efVrv9khHRZFadRYkSWJj93T0togLpCdNEEcsxhwO794ltqu4DZtZM4P2tQPtIZdK3NkZZZk1rsMFh4KV3wotnonFzpoNBRwaSB5r6rm1Y571U03baE0vfQOR7w/7QfPyByLvXBd8KHbgX/TS5oCOanOzQnf1vb4k+rVtbr5gpT/Z6Q/uQ+k5R77vypD44BAz7PRgYEneEZn8rGu1FS1vHZ2Awcl//0TeBs1QX/eIC4IHrxPO3NgJ3/964rpCRnj5zEeaRBwMLv2Nunh64M9MRHGvExLRWZjq0QYbZiqRmMnsrrgcmV4a/97Pv6U973cXicW8rcM090eerLa4cGIxv32OdDnIUvYtezG6pU3CBjLdyoR5/IHRxGxwOv5Bk+cLbnmf5kqtIGk1Zkflp5f/abX0tmK2Lobd/6W1fua1ksKZXyS5Rw5oLi94JWxt0RDsEZMaiXadPD7PLEU08d6ZurYgsmdm2VmY6ohWvRJu3mW2nHmLBLDObTy6X3C8Gh81nOdTfcyMXLzoZ0bvoxToRJFMXwogVJ5Zhf/jFS30hydGcEHy+1GU6Sk2m0QHXlq6YbnUSrLOieV9L26eKOjBIOtOhzrIEwpsqStpKodE6R5KtD5LpbTSaeMrgPR73BazxireJddR5abImZs87Zn43kaDDTECgrdMRb6bDzXU6XLzoZCSRbrhTMTKjttOeRPj9oYvHwGD4hSRLcxHJ8pkLnvK1dTBMiCfTIbmteMVs/xrBvgU0PT9qyW0l6+F0qSrUWdkNuj8QeZfYr1O8Ei0lLVsftHYYT5OMeLIXbu8G3cy6mi0CMUMbwJgtuklVpsOMgCbT0dEd340fi1fIkeIpXkl1piPROzd/IHTx6tbUAtdmNXxec5mORAKIRIpX3HbhMBMYGl0g9LZvRKajJ/r08dD2xaC9S+zqjcx0RLsDlcUr2hFnrRLPRcLr0tYr8dC2PkpGQHOeMXveMRPsaLOpZpgJuuRiyf0i3v3OzcUrrEiagczs9G2d4Sk6f0AM5ez1AKUmL7CN+8WYA0YHZjx9N/QP6AcMDc2hO+QDmvJ27Z2szws0H4j+O4C4wOxtjT2dmtn/CeDOMvnG/eGBZ3evfvPOQCA8k9bTJ1p2FORFTvvpHmDGwcDAoPiCUaajbyA8+9TQLLbPEZOAsmIRPLR0ANlZohl4aVH4tter07G3NXI7RNssOdniL979wqx463S4LF6Nm/qC33QAOHhC+Od7W8Xou3oduGmpzzNNbeHf+ffH4rySPXKlKy0MFdnqtVTSSuTibubwb+8G3tsS2t/iDTrcXLzCoCMDmanI+J1fhL/2B4Arfi6er7wz9m80tQHfvw84cZpxrfx4UqiLf6v//tqNgKKIFerp88DjEUFDZw9QXR4+rdm75+Onhve5kJsTu0+HyjHisWqsud8A3HPhqN8LXPegaAIr/eedIujI05z01U2YFQX41V+BN+rEfqD165XA0YeFgpmu3tDpWL2tbnok1LTb7weuf0j8du0RwJIrRauSd7cYL79e0PFZk/jzekMBTqxitfJS0Twy3bwuL14xs+zqoPPnT4Wfc9o6ResPuf3jmdfy54D53wy9fvoV8WfWhHHJB565ObGLyJY9G37OibcuUSJFxE7BoCMDJVKnI97ilbZO8fjeVuNp4qlIumV35HvFBcB/ng8EAgG07N2D8gnFyPL5cMzhwMe7gMMnhU8/74uhPiKk8lLg0i+Ju6b2bhGwHD8VOOoQoLoC2PiJaM64vQH4y1pg68hy3DBvpHWMV9wdHToRKMoPvzAbcVvxiuwQTd1fhVEnVuqgI6CEMktGrT7q94Weh1UkDRhPI39bnoijBRxymbp6RUXRX/6PyNjJ71aNEVmYpjZg5qHR53PLZcDORrF+Dzwb+flFZ4r95pl/iD5h4qHXHNyI2+t0xNt6BRAdisnm1K0j55a6HeZ+TzuvvgS7qz/qULEPdPcB7V2hysXxKi4QzWpbOsR5p7UTGFcCtHUBH38q+nsx23Gd7POkpFAE5JMqgZ0NwEkj/aA8ND+UxXELly0uxSOeGuLxVuYyM0xysuW2Mw8Vw0b7/UBdXR9qa0O/e8YxkdPPmBL53qRKMQ+to0YuQGfWisfyMmBHQyjoOGRCZPv80482t9xuK12JpzjI79ef3qiLcPXF1kyTWXURjNkmhH6/CDqK88U20243wFywOGW8+AOAR/8aGSh8+SRxJ/zhJ/pBx9iSUDAuzThYdMhnpvtzye1BRyID/qn7cImXtuj2QFdi85lxsAgYigvEdk7G0Yfpvz+2OLyTuVhOPhKYrTnXqZftoKr4ly3dXFwyREb0ihlidU1sputitWhjVASXI8kms/FWNjTbO6Th91V3NskEDsFMgEsqA0YLOrTbza9qMqteP6P9QX0BUAcURvuDOtDo7jOZqldEk9lkt7+a3l1urJYMev9HeYHQ6wo72nzc3GTWzLGuvQlRB63xHjfa/1VnnH2tSHbUxYo3e+LmVipGGHRkIHnQq0/Y6k6z9AKMeIMCMz2bJtt6Jd6TT1GS3birTwjJ1A5329D20c5r2mK3QEB//Yz2h5b20PNunWG/tWQRTE62mEbbYkmPLF6xMujQm1esoEMv8JJBh5n1kNxep8NMUW3E6NGq4gYzNzRq2vNEvB28SXZc4NXnGDMtY9xYKT0WBh0ZSN5FqE9c6hOB3gVCnUo2c7E3lekwOQaC0Qk23kAo2WZk6hNCMge7204U0ZZXu23UdTqG/eFdnetpVRU3dBrU6QBC+4cMOiaOC38dzfBwqHjFKiVRMh1G+6teYDGm2PgzI7J4xa2BRyJNr9XnpHiHatDe0CQadNhx3Kr3q4kminDcdi4xg0FHBpIHtPpgVDdH1St/71UFHWYCCvWJwTBoiDE2R3BeBpWqrCieiGekUfUJwYomaW65aMRzYgso4SNjyv3KqE6HulZ+V5RMh7woy8Bk0ki9jA4TF5DOXjG/RCv+6dGbl7Yek7ZzOr3tLQdRNDO6rOT2C43Znm3VBmOcn6L+nibIUQcd2m0UjR2ZDnVzXjMt4TKxeIUVSTPQsCrTUb9X1LZXFz3oXYjVFd0GhoA8VZOs1etFC4Mrzx+Ztk8MYS1du0ycKLOzgP/+ujhQVrwAjFcdVMN+cQF54E/A1RcCT64SrSZmzRQj4upJpEimIC+8/X1vHK0GLMt0jDy6JeiIh98P5IycNYb9qnFxDAJV2TIGAHr7Pbh2mXj+WVP4dDf9Slwg5AVDFks8+3rsZXpylXgsTnGdDrlPyAtBSWHsHkwLdfoviUW9/7gxAFGffx56TozIfOJ04PUNwKd7xXkkWvGK+vlTL4vWS8ccDlx1AfCbF0Wl4LOOE/O/6xng7Y/C57WvLfS8pDCycq8RO/7X6t+oKItv+kzBoCMDqet0LHw88m5RN9PRb/z5g38Sj989VxRhvPhO+OeKIr7zWROwYbs4ae5sEH/SwCDwf68B67cBS58EPm8W76svPlVjxQlLnsgTyXRceg7wj/dES5O3NgLnnWr+u+PHAsfViOdjEui1VHLbiSKeYqyw4pXh6OX3Y0uAglwgJ0tB1RFt+LyjBIGAJ2z/GlsiLvB+v9jeJQWiU7DDqsXn67eJx+ICYFIFcNxUsX0LcoFZRwPPvBoKbKzMdJw0HfjoU+DUo8QyyOUBgG98Qey/V10A/Ol1BQNdrdjbXYLjpnow7SDg1fdEC5pxpaI59uxjgC+dZP631RWR3djzpNyf2jpFS41/vC/64Vg20gxZN+gwKF75x/vi/LWvTXxv5Vvi/bOOE5WUtQFHeanoW2ZwWDRTvXEe8MMHQxV5J4wT81cHIscd1g1/VgmOPsyeA/fiOcAHO4CvnCyKtasrgH9tAk6YBtRMEs9zc0QT9sNMtLpyGwYdGUh9p6HXP0CsOh1GRRI9/aELhHTfteIi0dIuOpTq6tW/6Hb1htqT65W5Lv6u6D8DAB5dCbz0dmKZjgtmiT8A+OZZ8X03Kwu47T/j/00jbsl0xNOcWX2xUBevaM0+RvR1IuavoK7uAGprp8DnExfsH9wvPvvNj/WbSm6pDz0fWwI88ZPQ62+ptuumT0RfK4B+PYxE1R4R6rBs3hfDPysuEPsrAFx7kYK6unbU1irB4pcTp4dPL/8PZslAwyW7T4RhnTplYZ8PR95QGAUdsthtcCgyY6Gt7zP/m8AXjov8vYVXADf/Sjx/9Ebx+Ne3gMdfFM/PPaEVZ58xwVQ3AFb4f18RfwDwP98QjxfPCX2u3X8yjQvjaIpFXkQCSijtrQ4E9IKKsDodBhcS2ZxRPS9ZuU7eZXb1hLdSkLp6Q2ljvcqBxTr1KZIdCCpd3HbRiKdjOL/q7ntoOLxVlFq0zrDUwYHRnbx6f4gWTKinszLTkU5uL56T5x+jCqEDQ+aLV9QB8R5NT6Ha84hR0JCjE9Sq96nC3BQMPEWGmOnIQHoXa3kCCwT0Twa9qtr16oNefeKTB7n6IiWDjtwc0QSsq0+/CWZnb/SLcFhzVZf1c2HELReNeDJKAU2mQxuw5OWISpPReoVU1y8yKooyG0yYDU7cRG8UXzcJtmgyuHkZHI48R5mpSNqoqh+kKOGtoQDjSpd647eo95vcbJccqBmCmY4MpNdkVhryGwQd6uIV1efqWvcy6FA3/1P3XVBcILIhXZrmgeWl4n1thqW8NPRc7+7XrR0kue1ONZ5MR0AJ9fMyNBxZvGKmtYb6jtQo6FAHJmaDjozJdLisTpCW3J+MimkHBs0XrwCh80SjalycgcHIHmuNsmZ6/atYVWmc4segIwPpdQ4mDfv1Wxr0GQQd6hSmvLNQv6fu4KY4X3ymTXtWV4hARXtnUl0Req4epdTtmQ63jb0SV0VSVd8cepmOgpFWT/GMNaJHHZhE6/QrI4OOkUe3Bt1y/zAqXtHLdIR1DqYJVuR5Yq8q6Ojq0yleiSPosLIjOYoPi1cykPqioDUwKIZU1pKV8QAxAmtJgagxru5nYeNOERA0NIfeU5eXlhSKYc61dxyVZeICvHtf+PsTy4EPd4rn6rsNt6eX3XLn5PcD2z6Pv05HsJmsToVAmelINuhQi9bTrDrQSLZHWqdwW9CqNewXAzKqzylyYEBAvK9uSg2IcY9eH2k6/1lz+GfyPPHp3tB7r28IHykaiFK8opfpyJB9xY0YdGSgWBeRtRujf/7nNcALayNbNbz+gfhTU7c8qCgLnWjKikQrlfxcoHKkv44WVZ8G2VnA4SPNELWd5BwxMnrsMUdEX06nc/o148mXxci68v8dS0GeCCZkUKs3nsi0g8SgeSfHqIGfkx27E7rDqsXAatH6M6gc+SzLZ24QQjdwe/Hi6vWhpq3S9+4KPf/1ysjv/Ptj8adnxsHAqn+H94nyu1fFY5YvdL4zCjplNrZyTOg9GRyPK3XpP9nFGHRkIKMmkN/4AvCnkc6WKscA/3OxGFJeHsC3XAY89LxIW/r9wGlHiSZoudniT108UlEWeZBfeb7o1wAApk8Bdu0V040tFu3N/QHxen+7GHJ8cqV4PakifD4nTRdNcQ8Zn9S/IW3ccqcqA8QdDeHvz50D7NkPvDNyEbjrv8SJfdU60feJPMkf0Gn6fOQhwBdPiN3F8//eEjsbsvAK0Snd0VGGpD/qUODnV4k+MTKF2+oEaZkZ3O7kGcCFs0SmanA4cmTYsSWif478XBF0VI0BOnpEBnZgKFR0UzVGBBVtncA0nVGmARHEPfbjyArMj/0YyMtRsHNbQqtJCWLQkYGMMh0nzwgFHbWHAzMPA4oKQkHHKUeKLMhbI5mQIyaL75hVVCACBkk9vPMJ00LP1cOM1+pkMzwe83ffTuSS0hVDxx0hOlGSQce0KWKb/HNkSG5ZSVSvi3Kvx9xw23II8WjGloi/aDwesR9nFJcErck4rDq+7WYUUEgTy6N/rtfleNXY+PqoIWuwImkGMqoYOLY49FymHLM0LQnU5Z+Z0gTRbm7JdBjxesMr5cn1kZ27RctQuLEHTadx4/4T77KyIufoFdcpYmhoCI899hhqa2uxffv24PudnZ2YP38+Fi5ciGuuuQbvvvuu5QtK5vkD+m3T1Qe6/Fxb4ztH0wSW4hfsxtpFFw01n1d/oCxZZyLaBSYTB6iym9eF+0+8QQcrco5ecRWvPPvsszjhhBPQ1xdeaLds2TJMnz4dV199NZqamjB37lysXr0aubm5BnOiVPIHRMZC205eHVDIjIY26ND2u0Gjj8+n3/ww28TZwi0td5zMjZmOeFpAATy3jGZxZTouvfRSHHvssRHvr1y5EnPmzAEAVFVVobKyEmvXrrVkASl+w/7YQzobBh2qDAlToIlx40VDzedNPOhg8Ury3Lj/xDtkAc8to1fSFUnb29vR3d2N8vJQTZ7y8nI0NDRE+VZ0fr8ffgtr+Mh5WTlPJ3jkLx6sqfPgvJMVBPqKsPxlQEEAHT0ejCtRoCjht51+fwCKIq4KWb4A/CMdhcn3/P4Asryh14W5AUdUtHLb9lMC4n84PGzu/5eK9Xv8RQ9Ki5TgQFKf7gF+/TcPfnKZgg3bgXVbPFAUROwjAKAoAXg94fsFAHg9Ht3ptd/Vrobbtl88UrFuHoj/85DJ/SdVunqBpU8Bpx+Wi1eeUVB7hB/dfcCBLg+Oq1Gw7FkPKsqAmYcCb36ovy8ZKeC5xRZ2rp/Z33Bk6xV1fRErbdq0KSXzTQdFAf70T1H9+8mXgJNr8rGroQsHVQygNFvB1Moe7Nwt2i0W5/tx/omtqKvrQmen+E7DZ82oy+uCogDHTC7HzCndqKvrx56GUnR2igBy5/ZPDHv5Swe3bL/6+jJ0do7D1q0N6Gsz30uWlev3zMtiOx9eJtrF/rOuDO9uGocXX9uL37wyAQBQVjiMzp7QKaCqbBCVZUNoadyHnXvz0dkpmhnV1Yl5NH4+Bp2dohlATraCwSFxkTnmkG509WUhLzuAruYm1HXo3/a6Zfslwsp1+/zzcejsLMOmj3ZjXLHBQCQ2+GddGd77aBx27BqP9p5uvPJO6LPfvyweG/cBdVuBLJ+CSeUDGBr2INunIKB4kJMVgD/ggdejwK944PMoGPR7UVk6iIZdzWh0UFFcJu+bgLPWL+mgo6ysDIWFhWhpacHYseKE1NLSgurq6oTnWVNTg4IC6wr9/H4/Nm3ahJkzZ8KXIT0I9fQBJSUyIlAwONyNkpIS/OZWZaRopQJrt4nPrzw/gAtmlQEIfWf61GLUHiO+rS4xaxoESjZ7UZiv4Pjjau1YlZjctv3qu4CSrV5MnVaMaQfFnt7q9fP7Q9u5trYWAFC314OSEg8mTioOfpaTA5Sofu63CwPIzwWA8cj5BCh5O3weuzqBkh3ivYoyBfvbxVXjvNnFOOdEOZfI9rJu237xSMW6bdznQUm9B0ceeRTG6zT1tMvOdqBkuwfDgwdQUlKCaI3BD52o4P5r4ykPmhh7Ehtk8r4J2Lt+vb29phIGlmQ6LrzwQqxZswY1NTVoampCc3MzZs+enfD8fD5fSv5BqZpvOvQOhJf9Dvo98Pk8yM0JpSbk57k5vmDLA/lefp5PtwfH/FwxTUmBx3E9PLpl+/l84n/o9ej/j42/Z836dfeFtrPX64PHE3qvu98X/GxgKLziZ052aHlzskOfyWXKyQm9V1LoCfYwa7Qvabll+yXCynXzyv3HG9/+YzWxrRWRrYAHnii1hEuLnHe+iEcm75uAPetndv5xJc/ff/99LFmyBADw6KOPYtWqVQCA+fPn4+OPP8bChQuxcOFC3HPPPWy5kmLakVyHhz3IydK/09CrVKo3HgEQqkjK2uWJS3cLDnXPsbIFU5fOYH1a6qI0vaav2QaDsOU4spDWvZwy4OHQSBG9PxB7h2YTWDIrrtPFCSecgBNOOAGLFi0Ke7+0tBQPPvigpQtG0WmHde4f8hoGEnpBh1HrFjkP1i5PXLr76dCODJyXqwo6evS/A4S3PNFrjaDeZ9Qdx+n1CUOJc0rrFXmOGfbHDjqKeJNCJjmomiDFQ3vH2jvgC+uHQ81MU0dJBh3MdCQu3WNnqPcN+VxmP5rb9b+T5QvP0OgFTOqgQ32RYabDWsGgI72Lge6RfcZM8MybFDKLpwuHaNwvytgPnSgG4mrtAA6fBHz0KTD7GDF42q69wJhiMTjS5vrw7+/vyEZlhe6s4wo6chh0uM7gEPBGnaiPc6ArfEjxF98W+1HjyFDijft1ZxHRv4ZeZ0/q/aiYmY6USVfQurcV+GAHcOwRQN0Ocb4xi0MmkFkMOhzi+/eJx7/eAdz6WPhnvQPAs6/FHpXTTPHK7GNEm3qjWvHjSkRFSO3Ir2Se3enxdZuB5c/pf7Z6vfiT9rXpT1dWFP56wsgosWcfH3pPHXSEFa8Y7HeUmODQ9jbX6Vj+nLjJKcw3N1KsGm9SyCwGHQ7TrXOw72sNDzjKS4EF3wZKC4Hn3giN/ml0kVNfLH70DeA/zzcevXNcKfDYjSKjQomxOz3e1hV7Gq2L5wDHTwUqxwDNB0JBhjRhHPDET8KDi7DiFVXFQQYd1kpX8cq+VvEoA46bLwPGFgdwzZ3i9elHi/0myyem8fmAG1aIzxh0kFkMOhym+UDke40t4a/HlgBHHiKeV6syEgND+vNUXyyysmIPF15eFnMxKQq7W69Ea5Fi5PBJoX2ookx/Gu1+og5eCxl0pEy6ile054/jjgivUDx9iij+lbpV+x3rdJBZDDocQN17rDbAACLL4dVNG9UnfDNBB9nHrotGIkFHImXw6v1IXXnUqAIzJSZdxSvq80eWT9TVUZ+btHXDwkakZpNZMomtVxxAXaSiV9HvwEj6XG8wLXV/LEZBB4cbt5fX5jodZoOOfFXXOYmkw9UXHXWwy9Yr1kpH8Yoch0kqKRTLoc7aaYOO7KzQ5yxeIbMYdDiAujOnPTqZDknvwFafKORYGFrpbno3WtkVdGj7bDGiLopL5CKhznSoW6xkMeiwVDr66dDWJdPLhGkzph6PyHb4fEBBXuqWjTILgw4HUN+p6hWvSPJEoL77UGc3jDIdZC+771TNZjoqy0LPky1eYT2O1ElHnY5OzT6kF5TqNb3PzRZFK+nuhZfcg/coNnjmH8DHu4C5ZwL3/p+o+Z2dBQwNA3k5QP9gaNqdDcbzmTAO+Lw5/ISgrt9RmKdAb1Am1umwl5k71Tt/B5QWAd//mrl5+v3AghXijnTqZODtj8V7Odnh2a5o1BVDE8lOqLtBZz2O1El1nY5f/VV0j//RLqCpTWStBgbDp9ELOoyGU8hjPy0UBwYdNvjjavFYMznUHG1oZMRqdcBRXABMPUhcrNZvE++dfxrQ3CaasH73POCpl4F5Xwx954LTgKY2BZ/s6sIP54W3c132Q+Cdj4GDx6doxUiXmZu+tz8Sj2aDjo4e4NM94rm6hZOZgOPHlwA7G4GvnyGKYg5LcADoqrHAuScDHq9otn3zZfH350CxpTpTtm6z6HxQ0gYcgH5rlGydoOOSc1inh+LD3cVGe6MUnQDAou+IoKOjG7h8qXjv9Jmhpo0A8P2vh38nNwf4r/9QUFfXjIOqwoeLPqw68QsMJc8o0+HX6e0zFrP1NvRMO0j0sQAAN8xLfD4eT/j+d9pRic+LjMmgNVWZDjPFcUU6rVH0Mh3qzuOIzGCdDhs1GHRBLcmUprq8nO3f3SdW8Yq60p7ZcvtEmsVK7KbcXVJZkXRgMHp2TLaGM1u8QhQvBh0ppj5xRKskCoQq97H9u7vFqlSnrrTX229untqKflrR6lgw/e0usk5HKopXYu1H5aXiUbd4hfsRWYBBR4qpuy9Xp0v1DmDZy6PXG7qr0EtzkrPFGtpebxTYWGJNJ+9M9e5GWenTXVLZeiXWfhQMOpjpoBRh0JFiRge5XvpSfYecmyOCEPaB4D6xKpKGBR0mK2LGqtMhWzHpFaWwOaO7pLJ4JdZ+JMdc0js/mRninigWXtIMNO4PtRIYPy5yQCypqU00Y515KPDWJuCs44C3NgJTxgP//ti4Hkesu4bcbKbF3U570djTIvYp9Yn/f/8O3PhtYHtjPsrGi2aMg0MiO9HbL9LcnT3A2g/1fyPLFz4MfW42W5S4XbDJ7Mj+MzgkRoY+rBp4b4uovDmuNPo8WtqB1zaITru6ekXGtKdfNN2PRjZ/1Q06bO6WnTITL2sG5FDz0so79ae7+h5xcZk1E/jXJuCD7eIEYWRsCdDWCXzrLDGU9LmnAKv+HTno1sRyoJC9/LmS0Z3qM6+KJszqJs8ffSouDr9aNRG//5c37qzEt84W8533ReDBPwH/cboIZI46FNjbGt40ktxBW7zyxCrgxbdDn/cNAld8Jfo8XnwHeP4Nc7932lHAxk9E8/2J5SLgGKfq0+Wkmi5s3VdqODAgUTwYdCRJnhg2fiIet+zWn+6/vgYcdQgwqULU8yjMF80Yc7OBK8+PTIHf9l2mxd3KqJ+Fnn6RlZBDiF91AfDY34CWjvg39F3/JUb8zMkGvnqq2J9OmSHubM89WWRAFNg/UiklTxu07t4X/nlHd+x5mJkGEPtRzeTQaLJZPrE/5anG6fnm6c2YcdREFOazUgclj0GHRWQ5vdFJfnIFcFCVeC4rjMoBuHJ0ataw8p97GQWLspt6WeQ242Dx2JJANmJMcaj+htyf5KP6gkHuow06tKcUM5WPzfbrUlokmsmqB47U7j9eL3sdJeuwIqnFtAMnSRyFcfTRBqCyf4Q9reLCIivtJVIEwv0pc3ljtH4yE1DEahorcQwdshuDDh3JpKTV3ZoXqpq7spOv0cNoaHu5b3R0i/1B3j3GynRos14c1TOzxWq9YiagUGdD8nUyX7IiOzOqZDcGHTrM1v4fHo7+ubrFSyKjepK7RWQ6VPtLcX6oddKBruh1OrR9tXBUz8ymbb2i7TbfTPGKehq9vn7kTRAzHWQ3Bh0qiiIGYjtgohKWogBtXdGnKVVlN9jfxuihV5HU748c3C8rK7wsXSvYWZwqwPB6WbQyWvj94nykDTK6eo27MlcU8Zm6mFcvQC0uEO+zl1GyG3c5iIP40iXGn+v1qfGLp8VojdEUsELfqCRP8n4/cMntwMETgK27w/vTMCpuUw9Vf/B40a9C5RhRBFM5RlxMSotSu/yUXjLIvOcP+p8rCnDxQtFKSQ7A9/ZHwJ2/A2qPAOp2hE9fOUb0DzO5UvQpBIgbotxsZszIfgw6EBoyHACqK4AjJolhnIf8wJoPRN8aWlt2A2VFwAnTxMVFQeg7snfIr5wMzK4NNUej0aW7T/x99GnkZzJboU6df/EEBSdO96CyDNj6GTD7GOCvb4k+XV5YC5x5jNjvYnUMRe6mDgQOnySa2Wf7xPsnzQDe3gT8e7PYR6Qn/i4e63aI+j6nzADOrAU+rge++QXg+TdFx4WbPgWqxohpm9ttWiEiFQYdCO/587SjgMu/HHq9rw3Y3x4+vaKI7MjJM4DrLrZlEclF5DUjWoU/bTn7BSe14tqLioPFLYdPEo9yX/zWWeJxvEHPuJQ51EHHuScD55wY/vlJ04EbHw6vgKyuEDq5EvjRN8XzY2vE47fPFo8cip7SjXU6EJ6J0Ka9s3yiXFWtu08EHqwcSnrkRSNa00btflaY59efkEYddR0eo2K44oLwuh7qCqE8L5GTMehAqNMmILKSnnZsCyB0sBezGSzpkEFHtFYG2otJEYMOGqHOdBgFEMX5ou7PwEjlZPVAf2yeT07GoAOaoEOT9s7WyXQEgw7eUZAOedGI1hW1dj8ryGXQQYI66DA6x8gbHnkuUmc6inheIgdj0IHw5mfau4TsLJHpUPe5INPm2gsHEWCuTof2YlKQy9rGJKgblBgGHSPvy31MXS+N5yVyslFfkfSjT8Vw0ZJ2jIEsX6j/jhfWioBjT4v4jGlMikY7UJca63SQEa/qVlCvYy8gFHR8sEO0sJPj+QA8L5Gzjfqg4ye/Dn+tHb5Zdp6zuV4MIS75fKIpG5GWXt8HkyrEheHwSUBTW2g/m30M8EYdkJ/DTAcJ5SNNoqvGGnceJ+t6PLkq8jM5sCSRE436oEPtvmsjx7SQHYO1dorHqy4QzWrzcsLHViGS1EHHs7eLOkPau085zQ3zgB99I4APP7Rv+cjZpowH/rA4+rgoesUuxQXAr25gXTNytlEddGjHxtAbvll2X942EnRMGMfOmci8vNzYQ82zV0jSinVDo1eEUpjHgIOcb1RXJO3tD3+doxOCyUyHHGeFBzXFwiCCUk2vsihHjCU3GNVBh7Z1gd6Ii9kjQceBkUwHK2lRLNpRQYmspnce4oix5AajOujQdt6Uq1e8IoMOmelgPQ6KQY7w6R3VRxelkl5WQ+/8ReQ0o/q02Lg//HW04pWWDpE2Z+VRikUGHSyKIzt5WaxHLjDqKpK2tAP/eaeoIa7tR0GveZq8e9jfLoYUZ3k9xSLvQg+dkN7loMxWUhg+vk+WQfNaIicZdUGHHA5aBhynHy3axR9scIE442jRcmVoGDjyEHuWkdztnBNEJeUvnRh7WqJE3fBt0TnYidOAdVtEny9ETjfqgg6t6+ZGb9I4tgT47nn2LQ+5n9cLfH12upeCMl3tEeIPAI46NL3LQmTWqKvToR7cLcvHyldERER2GXVBh7oMtKSQdTSIiIjsMuqCDnUzWbYuICIiss+oCzpkc0aAQQcREZGdRk1F0n9tLsEbOzzYvDv0XmGe8fRERERkrVERdCgK8Jd/l6OwyBNWh2PqQelbJiIiotFmVAQdfQOAP+DBnGMVXHuRBznZwLAfyB4Va09EROQMo+KyKyuPlhWFmsgy4CAiIrLXqKhIKkeTLS5Q0rsgREREo9ioCDq6g0FHepeDiIhoNBsVQUcw08ERYomIiNJmVAQdsk5HcWF6l4OIiGg0GxVBR/+geCwrSu9yEBERjWajog3HWccBrU3NqC4vTveiEBERjVqjItMxtgQ4eWoXB3cjIiJKo1ERdBAREVH6MeggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIltY2g36nj17sHTpUpSXl6OpqQkLFixATU2NlT9BRERELmVp0HHbbbfha1/7Gs477zzU1dXhhhtuwMqVK638CSIiInIpy4pXDhw4gDfffBNnnnkmAKC2thZNTU3YsmWLVT9BRERELmZZpmPPnj3Iz89HYWFh8L3y8nI0NDRg+vTpcc3L7/fD7/dbtWjBeVk5Tyfh+rkb18+9MnndAK6f29m5fmZ/w1FD2wcCAQDA9u3bUzL/TZs2pWS+TsH1czeun3tl8roBXD+3s3P95HXciGXFKxMnTkRfXx96enqC77W2tqK6utr0PAYGBqxaHCIiIrJZrOu4ZZmOMWPG4IwzzsAbb7wRrEhaUVGBGTNmmJ5HaWkpDj74YOTm5sLrZWteIiIiNwgEAhgYGEBpaWnU6TyKoihW/WhjYyOWLl2KiooK7Nu3D9dffz2mTZtm1eyJiIjIxSwNOoiIiIiMsAyDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzhqAHfUmXPnj1YunQpysvL0dTUhAULFqCmpibdi2Xa0NAQnnjiCaxYsQLPPvtscNk7OzuxePFiFBUVobm5GVdeeSVOOukkAMDg4CBuv/12AEBbWxsuvPBCnHvuuWlbByMHDhzA3XffjYKCAng8HjQ0NOCWW27BlClTMmL9AGDp0qXo6elBSUkJtm7dissuuwznnHNOxqwfADz++OO4++67sW3bNgCZsW8CwM0334y1a9cGX5999tlYsmQJgMxYx/7+fixfvhx+vx+9vb1obGzE448/nhHr1tDQgAsuuAAFBQXB9zo6OvDiiy8iJyfH8JoQbd2d5o033sDTTz+Nww47DLt378bXvvY1fOUrX3H29lNGgauuukp56aWXFEVRlA8++EC54IIL0rxE8fnd736nbNiwQampqVG2bdsWfP+2225THn30UUVRFGXfvn3KrFmzlP7+fkVRFOWxxx5TFi1apCiKonR3dyunn3660tzcbP/Cx7B582Zl8eLFwddPPfWUctlllymKkhnrpyiKcueddwafv/3228pJJ52kKErmrN+2bduUq666SqmpqQm+lynrdtNNNxl+lgnr+POf/1z56KOPgq/Xr1+vKEpmrNuePXuUX//618HXHR0dyuWXX64oSvRrQrR1d5pTTz1VefvttxVFUZTdu3crRx55pNLX1+fo7ZfxxSsHDhzAm2++iTPPPBMAUFtbi6amJmzZsiXNS2bepZdeimOPPTbi/ZUrV2LOnDkAgKqqKlRWVgbvyv76178GPyssLMSxxx6Ll156ya5FNm369OlYvHhx8PXkyZPR1NQEIDPWDwBuuumm4PP6+npMnToVQGas39DQEB544AFcf/31Ye9nwrpJ999/P+666y7ceeedaG1tDb7v9nXs7+/HmjVrsHnzZtx33324/fbbMW7cOADuXzcAmDBhAq666qrg6+eeew4XXXRRzGtCtHV3mqqqquA+uX//fvh8PgQCAUdvv4wvXtmzZw/y8/NRWFgYfK+8vBwNDQ2YPn16GpcsOe3t7eju7kZ5eXnwPblegBh8T/3ZuHHjgp85jcfjCT5/7bXXcMkll2TU+gHA5s2b8cgjj2Dv3r1YsWJFxqzfQw89hMsvvxxFRUXB9zJl3QDgrLPOwrHHHouKigq8+uqr+M53voMXXngB3d3drl/HxsZG7N69Gx6PBwsWLMCHH36Iyy+/HH/6059cv25agUAAr7zyCp566ins2LHD8JowYcKEqOvuNMuWLcP111+Pt99+Gxs3bsSDDz6IwcFBR2+/jM90kHusWbMG/f39uOKKK9K9KJabMWMGli9fjvnz5+OSSy7BwMBAuhcpaRs2bEBfXx9OPfXUdC9KynzpS19CRUVF8HljY2Ow3orb9fT0AAC+8pWvAACOOeYY5OTkYP369elcrJR48803ccoppyAnJyfdi2KZ/v5+XHnllfjJT36CX/ziF1i+fDmWL1+O3t7edC9aVBkfdEycOBF9fX3BAwwAWltbUV1dncalSl5ZWRkKCwvR0tISfK+lpSW4XtXV1WGftba2YtKkSbYvp1lr1qzB6tWrcccdd8Dj8WTM+vn9/rB9b9asWejp6cHu3btdv36rV69GZ2cnFi1ahGXLlgEAFi1ahHXr1rl+3aRdu3aFvc7OzkZ/f39G7J9VVVUAAK83dBnIzs5GTk6O69dN6w9/+APmzZsHIPo1IdZ2dZLt27ejra0NJ5xwAgDgkEMOQX9/Pz766CNHb7+MDzrGjBmDM844A2+88QYAoK6uDhUVFZgxY0aalyx5F154IdasWQMAaGpqQnNzM2bPnh3xWU9PDz744AOcd955aVrS6FatWoW33noLS5Ysgc/nw9KlSwFkxvrt3bsXixYtCr5uampCT08PqqurXb9+N954I+68804sWbIE8+fPBwAsWbIEX/7yl12/btKNN94YfL5161Z4vd5gnRy3r2NVVRWOP/54vPfeewDEOrS1teHYY491/bqp7dq1C/n5+cEgK9Y1Idq6O8mkSZMwPDyMxsZGAEB3dzf27duHCRMmOHr7eRRFUWz7tTRpbGzE0qVLUVFRgX379uH666/HtGnT0r1Ypr3//vv4+9//jmeeeQZf/epX8cUvfhHnnnsuOjo6sGjRIpSUlKCpqQnf/e53g6nuwcFBLF68GB6PB21tbbjgggtw/vnnp3lNIm3duhUXXXQRxowZE3yvq6sLGzduzIj16+7uxq233or8/HyUlJRg586d+PrXv46vfvWrGbF+ALBu3To8//zz+Mtf/oJLL70U8+bNQ2VlZUas2y233ILBwUGMGzcOu3fvxtVXX43jjz8eADJi+zU2NuKee+5BVVUVGhsbMW/ePMyaNSsj1k1aunQpvvzlL+PEE08MvhftmhBt3Z3mlVdewZ///GcccsghqK+vx2mnnYbvfOc7jt5+oyLoICIiovTL+OIVIiIicgYGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGSL/w919hD+tBwAXwAAAABJRU5ErkJggg==", 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", 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", 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", 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oICIishhvdvQlNOAbERERGUt30NE3ADQfSO8y6GGmgzIf7ziIyGbpDjrmLweuXebFwJBDhrodwaCDiIjIYum+19nTIh6Hhhl0ENkq3Qc/EVG6KGDQQURElNHSXbwiOWU5JAYdREREFnPKxd4pyyEx6CAiIspQAYXFK0S2clqkT0SZzynnnYBDlkNi0EEZz46DX1GAe/8AvP1R6n+LiJzPKRf7QICZDqKM09ENvPkhcOfv0r0kREQhgUC6lyAcgw7KeHZkOjzOupkgojRzSvGKn3U6iDIPgw4iUnNK0OGU5ZAYdBBZwGkpTCIiAPCzTgdR5nFKpTEicgannBKY6SCymR3HHDMdRKTmlIs9Mx1ENpH1LOw4+P0MOsgCQ8PAxk+cc8Ei93PaDRGDDspYdp64WbxCVnjyZeDWx4DXP0j3klCynHKxZ4+kRBnIKScYcrct9eJx9760LgZZwCn3ISxeIcpAzHSQFeRu5OWZmSzitKI67tqU8Wyp0+FP/W9Q5mPGLHM45WLvtBsiBh1EFnDagU3u5qyEOCXCMUEHi1eI7MXWK+QWcl9lD7dkFXaDTpSBmBYnKzDoyBzOyXSkewnCMeggsoDTDmxK3pZ64Pv3AS3t9v2mvE4x6HA/h8QcbL1CZJdg52A2/BbrdGSeh/8CNO4HXnnPvt+UwauzLhOUCKdkOpyyHBKDDspYdh5srNNBVmKmw/2ccrFnRVIim9lx8LN4hazAOh2ZwzFBh0OWQ2LQQWQBpx3Y5E7cjchq7AadyGbMdFAi0nGqlvuq11nXCUqAUwJIpxX9MuggsoA60+GUtCq5D4tXModTzgOs00HkMp09wLtbok+j7gadXaJTohh0kBX2tYaeqzsH+2A70NOXhgVSYdBBGSvYZDbJO45FjwNLnwQ+3WM8jTrTMcyggxLkkJtjskA6i1yvvif0XJ7/djYAi38LLHkiLYsUxKCDKAYZbLR3G0+jPsE4rQyV3IOZjszhlABSFq90j2Q4tuxO48KAQQeNAlYd/NEyJupMB4OOzJKOsnlWJCWryHNTbnZ6l0Ni0EFkUrR0qfozFq9QooI9kjLocD2nVSR1SrN+Bh1EJkU7Zv0sXiELcOyVzOGUoEOej4aG07scEoMOylhWH/Rmi1eY6aBEOeVCRZlDdg7mlPMSgw7KeFadyM0Wr7CjMEoWMx3u55QAUt4QMeggsolVB3+02TDTQYl66DlgwUPiuVMuVJQ8u7blE6uAb98GbNgObPxEPFeTdTrUxSuDQ/Ysm56s9P00kbtEO4moOwRj0EHxePW90HMZvDL4cD+7NuEr7wK9/cDmeuCtjeK5mjbTUV0B5KSxJQszHUQmsU7H6GRnAMBgI3PYtS1lU9iuXv3KooqmTsf3vmrPchlh0EEUgyxfj9bkTF2Pwym1xMl95IWK9YLcz66gIz9XPBoHHeJxaCToyE5z+QaDDspYikWpajPdqfvZTwdZiAkPMksGqF29ocAi7HMZdIwEJNk+e5bLCIMOohhk75BmW68w00GJYqYjc9iV6ZA3OZ090YtX5GdZzHQQpUYw05HkfMw0X1QXvejdbRCZIXcj1u1wP7s2oQwmYhWvyOCEmQ4ih4tVp2PXXuDZ10KvX32Xd6qjjd8vWhF09yY3H7nfMOigWPoGgNc3hG5yOnv195uBIS9e26DKdKQ56GCTWcp4yZ7AYxWvPPRceD2ODduB598ELp6T3O9SesXTQdfqDcAjfwHqdgA3XZr4b1qVnaP0S3XgePfvgfXbQq+N+t7Y/HkBGv7sRVGBeJ3uoIOZDspYVh3zwYqkBp+3dUW+93mTRT9OrtDSIXaSz5LY7uqLFDMd7pfqbfjRruifn39a+OuekaHt2XqFyOG8I0eJUaZDP6WZuuWhzBQIhAJbFs+5X6qDjoHB6J8X5wM+nawGMx1EKWJZk1nN/LS6+yLfY9BBZqiDC0Vh8UomSfc2zM4KFQ0DoV5ImekgcrhoFUkHh/TLUhl0kBnqukABJRSEMNPhfnYWkeXlRL6X5QuvlySfM9NBlCJWdw7m17kQdPbofyedAyqR/cx0IKdH3cSRgQYlamxJ5HtZvvBMhzwnMdNBlAJW3mUEgw6d/je6dIpWAGY6RptER6JXZzqG/Ko6HenOzY9CZs8ZVk8X7ftmb5z0go7sLMDrDX1RUUQdj3haZaUCgw7KOI/9DfiPWxLvjnzth8CFNwPNB8RrrybTMTAo5n/jw8D/PKg/j1iVvMg9rAxgf/4UcN0D4vl3fgHc98fQZ5cuCQW2bL1ir0f/6sF/3BI72/TEKnHsm8lkJrsNf/wI8IP7gd+9Kn6zf0C839svzk9qY4oiv5+dFRlgpLtoBWDQQRnob/8Sj7KCZ7zH/iN/EY/vj7SB92j66WhsESeUbZ+FvvPV04C5c0Kv0303Qc60bjNQv088b+sU/XroYVGLvVatEwdsrAzl82+Ix5aOFC8QxPmlYX+o48F9beJx977IacfoZDq8nvDiFQAozLN2GRPBoINIQwYrRfni0aupSKrXWuWwauDrZ4Re807V/VIZOMbaP7j7pIfZ4zbeoRFSTZ6r1Hy+UHN/qbjAnuWJhkEHZaxkK5Jq7wpk8UqPTtDh9YRX0OJFg7Ti6fyLQauzOS2RqVds4vVELqcTgo646rEeOHAAd999NwoKCuDxeNDQ0IBbbrkFU6ZMQWdnJxYvXoyioiI0NzfjyiuvxEknnZSq5SaKKdkTtzyQ5d2CLG/v6Y+c1usNP/B50SAtdT2fWMUn3H/Sw8pMR6q2oV5dNb0WKV5vZKajxG1Bx759+5Cbm4uFCxcCAJ5++mnceuutePrpp7Fs2TJMnz4dV199NZqamjB37lysXr0aubm5KVlwoliSPeblhUFbkVQ36PA4o5IWOVenajC4WCMRM+hIj2SLROzoyl6v3ole0OHTKcdwQqYjruKV6dOnY/HixcHXkydPRlOTGGxg5cqVmDNnDgCgqqoKlZWVWLt2rXVLSmQzeQLS9tOhV6fD6w2/++FFY3SKttm7VEFHrNZNbDKbHlY2h03VJtQLOoyKV7SKHBB0xN1NiEd1Zn3ttddwySWXoL29Hd3d3SgvLw9+Vl5ejoaGhoQWyu/3w6/XKUKC5LysnKeTcP3CKYp3ZHoFiuKBP6DA7w8/BXy6RzSJPeVI4J2PgOJC4KhDwr8/PByA3y/2eUXxoKdPwZ9eV7CvVbwO+82AmFZ+N6Dzm1atn9s4Yf3qdgLDw8AJ08x/R1HEdg4oxtuyqc2P1zeWoXJCYGR642nbu0P7xz/eDwSf6wn4ze8/qeSEbZdKofVSoCjA0Mgxb0Rus6HhANZvi9ynAgHVOcAfOa836oAJ44CaybGXTbt//GuTgo4eBf0DkZ95obc/BVTFeGL9ivKir18yzO4jCfdNtmbNGvT39+OKK65AR4e17Ye2b99u6fykTZs2pWS+TsH1Ezo7DwMADPUH0DfoRdO+XtTV7Q2b5vrfiGnuu/IT/PRx8fz+730CRQl9f9u2vcjq70Vr60Ho7MzG868Z/+Ynn+xF/nBv8Lse/zDq6nanZP3cKp3rJ7f3/d/7xPR39u+fhM7OXHy2+wDq6tp0p7nn+cnY2zYOk8pb0dmZi1zPEOrqPtOdduOuQnR2jgcAPPRs9N/+7PNO1NXtN72sqZbp+2ZnZycA4MMP61FaaHzxlMf3po8+w11/PghA+D417A9Ns33HPuQPh3dZfHsc+6Gcj/TrF8TjN2btR2dnRdhnu3Y14ZTDsvHqB2OD7+3YvgcHDlQB8AXXb9+eZtTV6QyLbaOEgo41a9Zg9erVuOOOO+DxeFBWVobCwkK0tLRg7Fix0i0tLaiurk5ooWpqalBQYF0eyO/3Y9OmTZg5cyZ8esPuuRzXL1xJiYj483KA7EGgsqoEtbVVutMcPrU2+Ly2thaBQOizI2qKUTsdqFjjQX8ges2xaVOLUTsNeO0h4KZHPNjfAdTWjknJ+rmNE9ZPvY3NqnjLg64hDw6aUoLa2oN0pxl83gOgEwVF5SgZ9KK8XEFt7Vjdabu9QMl70Uu0V8wP4AfLvKiuLkFtbWLnTys5Ydulkly/kpISAB4cedRMlJcaTy/3o+nTj9Tdp4b9qnPL4cWonan/fTP7oZxWq/qgYpRsCv9sak0xvnsUcPEe4IYVchmLUfoh0NXXFVy/miOKEcchEJfe3l5TCYO4g45Vq1Zh/fr1WLJkCTweD5YuXYpbb70VF154IdasWYOamho0NTWhubkZs2fPTmjhfT5fSnbwVM3XKbh+QnAcjJHnHo8nYohnOU3vgC/43OfzQVHU3/cF27rHqq2eleUL/oZ3pKvheDcFt1/qqLdxPN/xeACvzv4TmkYZefQE/wx/whN7PxpX6jPcZ9Mp0/dNQGw7r9cX9f8ut5/H49PdpwJK+DRG5514zmNaQ8O+iM+ysnzIygrvhTQ7ywePR5aviPXLzoq+fskwu3/EFXRs3boVCxYswJgxY7Bq1SoAQFdXF2699VbMnz8fixYtwsKFC9HU1IR77rmHLVcorcz06qiu3AeEV+CTlcX0KmRphY3mCFYkpUhm9kfZxJH7T3qY/b8bVfQNa72S4LxjGRyOfE+eo9TnKm1zWUC/RYvd4go6pk2bhs2bN+t+VlpaigcfNBiIgigNzLQA0I4Sqz4xyIuEmTb52sCEF43MYdWm1BulWEvuRmy9kh5mthGQWDf1VnVtr9d6RQYY6kDD64k8D+kFInZzwCIQpYaZg7xTk+nQu1MxFXSojiSPhz2SUiQzgUSwaI87UFqYbjJr8L76nKOdl1WBpN5gc/IU5dFkOrTL4IRMhwMWgSi19E4k8uBs7w5/X32n4/eLJnFmqDMdHOxt9NBua0URFwXRrDHUi+3wsLkgmEFHesltFOu4N7MtI4IOk5mO4eHo218v6AhmOtRBh855yAlBR8JNZoncrDBPdPJ1QNN6TH2wL3tW/B0yIfb8tJkOjhI6OikKcOVdQEc3kJsj9oNzTwFWvgVcck7s78sLBWOO9FAAbPoE+OljwA3zgNnH6E9ndHyrt1simY7hYeCiW4EzjjaeRq94xadTvKJXr5PFK0Q20LtrkAek9q5B77xg5q7Tq6lISpkj2vbXbuuhYRFwAKLX0aFhEXAAwOdNkd+fNiW8cymZ6WDQmh6BAPDWSJckL68zns6o7ke0fcXMNpVDLKzdGOW3R7JnXzg29J5RpoPFK0QOIY9NbdChd2Iwc9cZUaeDt6qul0gAEO1uVu9CdVwNMPPQ0Gu2Xkkvs/UujMZYidZ6xao6Hf6A6Pb8S6rxVA3rdGi+y6CDKE3kwaltfqZ3YoinLF7iNSNzmNmW8mITLVjQGx3UpzMSqNnfJOupt1+0jKX6PGFUeTSROh1m6oMFlJERZHWax8aq08HiFSIbRLsQDGmDDr1Mh4krgE+T6SBnSiSDEM93ot3N6gUd2osHi1fSy+z/XT2dOoOVbJ0OM/taICD2GY9OgBHWZJatV4icJ6JOh85Bb6p4RXPhYHrcmRK5mMcVdESZv27QodNLKfef9DFbBGKU6VDTbkNTAYXJaXy+yKIUIPw9vQDDCZ3KMuigjKd3HMuDc0hzIUi0eEWbtuRFw5kSKVePZ1tG61xK7zOvTvGKXlk82SNanQw1w0xHkhVJzU7j9URmNQBWJCVyPFMVSePo1AlgN+hmKArwzD+ARpsHUk0o0xHlMzn2ipn5G2U6tGXv3H/Sx3TxihL+/NX3gB0NyVckNbPd/YGR8aBU7xkXr4TvXGaGdEg1Bh00qplpMmvmZKGt1MVrRnQbPwH+uBq4+VF7f9dsN9dqVrVe0a1I6ossXvF6WacjXdTbL2pFUtX2GRgEHnoOWPBQ9IqkZvY9U8UrgcgKyMHiFdV0LF4hcqCI4hWdE4OZkwWLV+IjOzjq6I4+ndVSdTGXF4to85f9K/zHGaH39DIdAIPWdDF73KrPCerOuqJVJDWbxYgloETuN/JpRKZD811mOohsEK0b9IjiFZ1p9e5Qtdh6JT7p+helqk6HnMZMpiNbdbep12RWryye7GF2/1CfE/oHQ89tq9Ph1VQaHdmn3NANugMWgSi1dFukjLyn7adDb1q/iaCDdTqcS2/kYKsEm7iayHQEgw7V4BPaJrNynixeSQ/T46Oozgl63ZIDkQGMpXU6tBVJzTaZZfEKUXrIg9FMPx1mMh0c2t651Ns0nkxHPH1mmJlGBrhhQYdOk1nWCUqfaPuH+phWnxPU2dKkMx2JViQ122TWAVd8DvhGGU/vRCAPbjPFK/HW6WDxirOot38iFUmt6l9hSC/o8Or002HyN8l60f7v6s/UNytGxSuJdA5mJjAZ9kcGqx7NI8AmszRKBQJAT1/83/P7gb4B89MrihhOPJbBofBhxrVZDCsyHR7P6LxTlQOcmWFFYNY3YK7oy0xHTtFEbzIrHs3sI3qZDp9B8QqDjvgMDoXfQPQPxB6eXk+0c446YDUqXonaI6lFmY6hYVFMotd6RV18ole8wm7QKeMt/A0w7/b4TwALVgDfWmx++r//G/jmYmDbZ9Gnu3gh8MMH9Q9uRUlilFm2XsE3FgGXLLHv9761GJi/PPZ0iRavSKbK2f2xoyh5UczWXBj0eiS1anCw0eIbi8SxLX1zMXDVPfHP5+7fA60d+p8FzAQddmY6VO/pVRrVC+zZeoUy3qZPxaO2aWosn+6Jb/oX3xaPH+yIPW3jfuPKpYlW4IvVE+BoMTAYexor1e+LPU3SmQ6LmjrK+WSpgw6Di8Vo3X8Spff/MgoeYjHap4wyHf0m93mriumG/ZE92erV6dALOli8QqNGoidRsxcJmWbXO6h0O/zSmW8gkETQwaHt45Js8Uqi46HEVZE0jt+Kp66Itk5HRAqcrVfSymh7GxavGNXp0HzfqgrJQ8OR/XQYZTC0y8DWKzRqJHoSNXsylycBvYMqWkVS7XuJxgpOSFuOJmbqckjqbR3P9/S+bzhNokGHybQ42cco6Ei2eCWebFg0Q8ORxXJGdTVYkZRGrURaDQDmLxIBndS1Vqz+GpLJdOilNZntSJ149qdU1ulIJD7QViTV8rJOR1oZ/e/V+5y6wrTpiqQWZcyG/WK/0RvaXku7DE4IaBl0kC0SDTrMtApQTxct6FAHMEaZjkRP9trWK5RaZvcLQJPpSPHQ9mZoK5IaVWomZ1HvO+pzyaDJJrNW1ekAIjuVM9sqxQnnJgYdZItUF6/I6aIVc6jnZZTpSPRkb7ZYh4Rk6ywknOmwuMlsImJVJNWr50HmJfu/M9pHjIpXEukG3UwRTjTafjrcVLzLoINskepMR7SKpIEA8OTLwO6m6PNQYE0FvngqILpF/wDw8AvAvlZr5pds8UGimY6Vb+lP89e3xMi3avJrUYtX4jzZG/WvoJ7XaGky+/oGYNW/rZ9vPPV2XtsAbNxVGPae3r++tx+49/9Cr43qdKi3m3zq9wO/fQnY26b6zGD7mj1nGLVeSXR+dmKPpGSLRE+i8VYk1Zt+R4P4e25N9HkEAokvZ6bX6Xj5XeDldcCuvcA9/538/JIN7uIabl417dqNwA3zwrdXIAA8/qJ4vvLO0Pty+1m5Hb2e8MBYN9MxSlo/LXtWPJ57irXzjecY/uWfvejsHI+SEtX3dfatLbvD+wAyCjrUdT3kNnzjQ+AvazXLGNAPFMwuu7ZTOWY6iDQSaTUAxF+8kmhGRX7XkkyHDDqSn5VjyJ4ae/utmV+y/5t4Mh3a39J+V9sVfvB7qQg6vOFFcT5faP7qTMdoCDpSJdljWK9XXRlYzJ0jHo2CDr1xWPT6rjEKLhIuXnHRldxFi0puluriFXmAx3Mx0puHFef6TMx0BDQXxqTnl6Y6HUDkRcBolFAzw9XHSy/TIZePQYc1krnxAPT3B7nP5OeIR6N+OswOA2BYbyTBiqROqCBqFoMOskWqm8wm+zvASD8dFpzsXXT8myZPklalcdNVpwMIjYEixQo6rOT1aoIOdZ0O1eNoqNORCoqSfNCht93lPpOXKx6HDCqSqt/XZrDUks10aJvMMugg0kh1piM4fQKDPEmBQPInLLVMuluVJ0mr0riJFrcFvx/HdtL+ljbIMAw6Rh6t7B3Up60AyG7QLeX3W3cMqzeB3Ed0Mx0x6nTodk5oQabDTYGGGoMOskWqm8wGfyeJk7VlmY4MLF5RYgQd8a5rsv+aePYL7W9pi1eM6nTIfdbKzagtXtFram3UdwfFFlCSD2j1BItXRjIdfjN1OqLMz+izeOp0uKnyqBpbr5Atkg062rvF2Xl4GOjqA8YUAy3t4oDPzQ5Nn0ydjmT66VBz6x0IAHR0i/+nTCMHAkBLR+ziFb8mrRzrf5Bs9sBsRqujWzT3Vdv0aahibEWZWD+1wSHjvhe6ekXnXvL/E++2jujUyRO6AAXrdMQ3y1FPvX38SbRA0zrQJfZrn09VvKKT6ehT7V+DOpkO3eIVWfHdD3T2ivMZMDoyHQw6yBbJFK+8vgH42f8dDF8x0NYN/OGfwPe+Cqx43rrfAZLrkVSPG29WL18KFOYDf1gsXv/6b8Df3wGOOlS8NjrRqdc1EIg9sFSy/2dT3UUPA/99P3Dw+PD3H/tb9O/99DHRPHL8WPFafVG7dIkIVB6/WbyOO+jwALk5ode52cDYkQvO9CmheXLAN/O0wxuYPQfE+h837gd+8xJwzYWhTIcMOtTFKIMGmY5o5DL+eiWwah3w8PXApMo4Mx0myimmTlbw3sfm5mkXBh1ki2Qqkr7zsTizv7vFg+ICcQJ49V396c3WHteTzNgral6XF6/09IWev7ZePO5sEI9GmQ71/81vJuhINtNhIqPVNygyE581R3723fOAf74PfK75TFFC/THIbId2O+5vj3txg7xeoLgA+On/E+tQXgaMKwVuvgw4WhXYuXXfSQftvmd23zKzD7309kjQIet0aCqSHnUocPIMYONO4L2tQLfq2InW+kku46p14nHX3pGgI45+OowC3vuuDRXh3XqFghde3YdZJxbD54QhZsGgg2yScNCh+Z5MX/brtH0Hkgs6FKszHRl04ZD/F6PzVkBzt2l2fokysz/Ju9OO7sjPvj4b+KQxMujw67RKkIuaTCVlSV4MTp4Res/jAU47KvR6tNXpMFMcF412bB31vhFt3vGckwY1QYfcT84+XvxVlImgo7M3/LcB/XOSukhNfd4xnemIkuU4YlLoeXEBcPTBPTis2hnD2gOsSEo2saoiqbzjMGpxkEwlMlYkNRbsSyLG54C5k7kd/XQY7SNScWHke+rvyOdyWWPNzwwzKXEPMmvfiSXZip9h+56m9Uq0/Sye+l9y22vrdMjMX0mBeOxUBbjBYFXnd+RyySBUvjZdp8Ol9TkABh1kE6uazMq7V6MLQDKZjtHeI2nUwapitF6JdyRXO/rp0PbHoSUvFGoDOj1Kmp2fGWYuFqNtwLdkm7iGBRma1ivR5h3PsT44JAbqk4P1yeIVmT0oGQlg9TIdukGH5niSr81ud4+Lr9wuXnRyE6uKV+RFoas3clogvHOeeCUz9oqaW2uVRzvhRauJD6Qh02FiO+t1P62mrtAZ/I5OMCv3iVjzM8NMsOTxuC9gTUayQUe04hUrMx25OaGgUZvpKJaZjp7Qd6IVr2hbgzHTQWSxRC8yEeNkDEefX7J1Oqy8w3Tb3Wq0k3+wnw6joCPOOh3J/m/U+4XRvBLJTERrfWBFpqPHxNg1o6F4RdvMNRkBTZBhNgCO53dl03yZmQgGHSOvi/PFY0dP5HfNZDqCY0eZDITcNNaKlosXnYwMDAIPPBs+DPngEPDgn0QzMLW6HWLY91Qzc4B/1gQs/7MYzTT4PYPiFSPJ9NNx/x+Bhv2xp4vFrUPbmznheb1iH/rln8Mv0OoT/frtYp+S6/+vTcA/68rCf8vClLrfL35r+Z+BGx8G7npGtMBJJDOhl+kYHBLzVo8yuvhx4NnX4u9Tw6gCtJpbm8xu+0wcQ2Yq3GoDhWT4NUGGtrjFiNlzxc2/Aur3jgQdIxtc7lvydVaWqGSq7vNlbyuw7I/hrcGCy6XJdAz7xXHyx9fMLZPPxVdutl7JQC/9G3htA/DpHuCXPxLvvfoesHo9sLkeePTG0LSLHhePF58p+mdIFTMXmZ/8WqQn//F++PfUA2Fp7zZPPxpo7RDvf9KYXKZjXxuw8q3Y05WXAqccCXywAzhkAlCQq5nApalPM9vI6wGWPCFOqIdOBL56mnhfHWA99Jx4nDsbKCoA/v5vD977aCwWXBGaxuoLTWdvaL/ZBmD8OOCwiZHfy8kGbpwnnp9zAvBmnThOJL1RdLd/Lv7U++UHO8RfiU5lVD0FeUBhHvCF42JP6/W6s3jlx4+I/eCMo4ETp0efVrv9khHRZFadRYkSWJj93T0togLpCdNEEcsxhwO794ltqu4DZtZM4P2tQPtIZdK3NkZZZk1rsMFh4KV3wotnonFzpoNBRwaSB5r6rm1Y571U03baE0vfQOR7w/7QfPyByLvXBd8KHbgX/TS5oCOanOzQnf1vb4k+rVtbr5gpT/Z6Q/uQ+k5R77vypD44BAz7PRgYEneEZn8rGu1FS1vHZ2Awcl//0TeBs1QX/eIC4IHrxPO3NgJ3/964rpCRnj5zEeaRBwMLv2Nunh64M9MRHGvExLRWZjq0QYbZiqRmMnsrrgcmV4a/97Pv6U973cXicW8rcM090eerLa4cGIxv32OdDnIUvYtezG6pU3CBjLdyoR5/IHRxGxwOv5Bk+cLbnmf5kqtIGk1Zkflp5f/abX0tmK2Lobd/6W1fua1ksKZXyS5Rw5oLi94JWxt0RDsEZMaiXadPD7PLEU08d6ZurYgsmdm2VmY6ohWvRJu3mW2nHmLBLDObTy6X3C8Gh81nOdTfcyMXLzoZ0bvoxToRJFMXwogVJ5Zhf/jFS30hydGcEHy+1GU6Sk2m0QHXlq6YbnUSrLOieV9L26eKOjBIOtOhzrIEwpsqStpKodE6R5KtD5LpbTSaeMrgPR73BazxireJddR5abImZs87Zn43kaDDTECgrdMRb6bDzXU6XLzoZCSRbrhTMTKjttOeRPj9oYvHwGD4hSRLcxHJ8pkLnvK1dTBMiCfTIbmteMVs/xrBvgU0PT9qyW0l6+F0qSrUWdkNuj8QeZfYr1O8Ei0lLVsftHYYT5OMeLIXbu8G3cy6mi0CMUMbwJgtuklVpsOMgCbT0dEd340fi1fIkeIpXkl1piPROzd/IHTx6tbUAtdmNXxec5mORAKIRIpX3HbhMBMYGl0g9LZvRKajJ/r08dD2xaC9S+zqjcx0RLsDlcUr2hFnrRLPRcLr0tYr8dC2PkpGQHOeMXveMRPsaLOpZpgJuuRiyf0i3v3OzcUrrEiagczs9G2d4Sk6f0AM5ez1AKUmL7CN+8WYA0YHZjx9N/QP6AcMDc2hO+QDmvJ27Z2szws0H4j+O4C4wOxtjT2dmtn/CeDOMvnG/eGBZ3evfvPOQCA8k9bTJ1p2FORFTvvpHmDGwcDAoPiCUaajbyA8+9TQLLbPEZOAsmIRPLR0ANlZohl4aVH4tter07G3NXI7RNssOdniL979wqx463S4LF6Nm/qC33QAOHhC+Od7W8Xou3oduGmpzzNNbeHf+ffH4rySPXKlKy0MFdnqtVTSSuTibubwb+8G3tsS2t/iDTrcXLzCoCMDmanI+J1fhL/2B4Arfi6er7wz9m80tQHfvw84cZpxrfx4UqiLf6v//tqNgKKIFerp88DjEUFDZw9QXR4+rdm75+Onhve5kJsTu0+HyjHisWqsud8A3HPhqN8LXPegaAIr/eedIujI05z01U2YFQX41V+BN+rEfqD165XA0YeFgpmu3tDpWL2tbnok1LTb7weuf0j8du0RwJIrRauSd7cYL79e0PFZk/jzekMBTqxitfJS0Twy3bwuL14xs+zqoPPnT4Wfc9o6ResPuf3jmdfy54D53wy9fvoV8WfWhHHJB565ObGLyJY9G37OibcuUSJFxE7BoCMDJVKnI97ilbZO8fjeVuNp4qlIumV35HvFBcB/ng8EAgG07N2D8gnFyPL5cMzhwMe7gMMnhU8/74uhPiKk8lLg0i+Ju6b2bhGwHD8VOOoQoLoC2PiJaM64vQH4y1pg68hy3DBvpHWMV9wdHToRKMoPvzAbcVvxiuwQTd1fhVEnVuqgI6CEMktGrT7q94Weh1UkDRhPI39bnoijBRxymbp6RUXRX/6PyNjJ71aNEVmYpjZg5qHR53PLZcDORrF+Dzwb+flFZ4r95pl/iD5h4qHXHNyI2+t0xNt6BRAdisnm1K0j55a6HeZ+TzuvvgS7qz/qULEPdPcB7V2hysXxKi4QzWpbOsR5p7UTGFcCtHUBH38q+nsx23Gd7POkpFAE5JMqgZ0NwEkj/aA8ND+UxXELly0uxSOeGuLxVuYyM0xysuW2Mw8Vw0b7/UBdXR9qa0O/e8YxkdPPmBL53qRKMQ+to0YuQGfWisfyMmBHQyjoOGRCZPv80482t9xuK12JpzjI79ef3qiLcPXF1kyTWXURjNkmhH6/CDqK88U20243wFywOGW8+AOAR/8aGSh8+SRxJ/zhJ/pBx9iSUDAuzThYdMhnpvtzye1BRyID/qn7cImXtuj2QFdi85lxsAgYigvEdk7G0Yfpvz+2OLyTuVhOPhKYrTnXqZftoKr4ly3dXFwyREb0ihlidU1sputitWhjVASXI8kms/FWNjTbO6Th91V3NskEDsFMgEsqA0YLOrTbza9qMqteP6P9QX0BUAcURvuDOtDo7jOZqldEk9lkt7+a3l1urJYMev9HeYHQ6wo72nzc3GTWzLGuvQlRB63xHjfa/1VnnH2tSHbUxYo3e+LmVipGGHRkIHnQq0/Y6k6z9AKMeIMCMz2bJtt6Jd6TT1GS3birTwjJ1A5329D20c5r2mK3QEB//Yz2h5b20PNunWG/tWQRTE62mEbbYkmPLF6xMujQm1esoEMv8JJBh5n1kNxep8NMUW3E6NGq4gYzNzRq2vNEvB28SXZc4NXnGDMtY9xYKT0WBh0ZSN5FqE9c6hOB3gVCnUo2c7E3lekwOQaC0Qk23kAo2WZk6hNCMge7204U0ZZXu23UdTqG/eFdnetpVRU3dBrU6QBC+4cMOiaOC38dzfBwqHjFKiVRMh1G+6teYDGm2PgzI7J4xa2BRyJNr9XnpHiHatDe0CQadNhx3Kr3q4kminDcdi4xg0FHBpIHtPpgVDdH1St/71UFHWYCCvWJwTBoiDE2R3BeBpWqrCieiGekUfUJwYomaW65aMRzYgso4SNjyv3KqE6HulZ+V5RMh7woy8Bk0ki9jA4TF5DOXjG/RCv+6dGbl7Yek7ZzOr3tLQdRNDO6rOT2C43Znm3VBmOcn6L+nibIUQcd2m0UjR2ZDnVzXjMt4TKxeIUVSTPQsCrTUb9X1LZXFz3oXYjVFd0GhoA8VZOs1etFC4Mrzx+Ztk8MYS1du0ycKLOzgP/+ujhQVrwAjFcdVMN+cQF54E/A1RcCT64SrSZmzRQj4upJpEimIC+8/X1vHK0GLMt0jDy6JeiIh98P5IycNYb9qnFxDAJV2TIGAHr7Pbh2mXj+WVP4dDf9Slwg5AVDFks8+3rsZXpylXgsTnGdDrlPyAtBSWHsHkwLdfoviUW9/7gxAFGffx56TozIfOJ04PUNwKd7xXkkWvGK+vlTL4vWS8ccDlx1AfCbF0Wl4LOOE/O/6xng7Y/C57WvLfS8pDCycq8RO/7X6t+oKItv+kzBoCMDqet0LHw88m5RN9PRb/z5g38Sj989VxRhvPhO+OeKIr7zWROwYbs4ae5sEH/SwCDwf68B67cBS58EPm8W76svPlVjxQlLnsgTyXRceg7wj/dES5O3NgLnnWr+u+PHAsfViOdjEui1VHLbiSKeYqyw4pXh6OX3Y0uAglwgJ0tB1RFt+LyjBIGAJ2z/GlsiLvB+v9jeJQWiU7DDqsXn67eJx+ICYFIFcNxUsX0LcoFZRwPPvBoKbKzMdJw0HfjoU+DUo8QyyOUBgG98Qey/V10A/Ol1BQNdrdjbXYLjpnow7SDg1fdEC5pxpaI59uxjgC+dZP631RWR3djzpNyf2jpFS41/vC/64Vg20gxZN+gwKF75x/vi/LWvTXxv5Vvi/bOOE5WUtQFHeanoW2ZwWDRTvXEe8MMHQxV5J4wT81cHIscd1g1/VgmOPsyeA/fiOcAHO4CvnCyKtasrgH9tAk6YBtRMEs9zc0QT9sNMtLpyGwYdGUh9p6HXP0CsOh1GRRI9/aELhHTfteIi0dIuOpTq6tW/6Hb1htqT65W5Lv6u6D8DAB5dCbz0dmKZjgtmiT8A+OZZ8X03Kwu47T/j/00jbsl0xNOcWX2xUBevaM0+RvR1IuavoK7uAGprp8DnExfsH9wvPvvNj/WbSm6pDz0fWwI88ZPQ62+ptuumT0RfK4B+PYxE1R4R6rBs3hfDPysuEPsrAFx7kYK6unbU1irB4pcTp4dPL/8PZslAwyW7T4RhnTplYZ8PR95QGAUdsthtcCgyY6Gt7zP/m8AXjov8vYVXADf/Sjx/9Ebx+Ne3gMdfFM/PPaEVZ58xwVQ3AFb4f18RfwDwP98QjxfPCX2u3X8yjQvjaIpFXkQCSijtrQ4E9IKKsDodBhcS2ZxRPS9ZuU7eZXb1hLdSkLp6Q2ljvcqBxTr1KZIdCCpd3HbRiKdjOL/q7ntoOLxVlFq0zrDUwYHRnbx6f4gWTKinszLTkU5uL56T5x+jCqEDQ+aLV9QB8R5NT6Ha84hR0JCjE9Sq96nC3BQMPEWGmOnIQHoXa3kCCwT0Twa9qtr16oNefeKTB7n6IiWDjtwc0QSsq0+/CWZnb/SLcFhzVZf1c2HELReNeDJKAU2mQxuw5OWISpPReoVU1y8yKooyG0yYDU7cRG8UXzcJtmgyuHkZHI48R5mpSNqoqh+kKOGtoQDjSpd647eo95vcbJccqBmCmY4MpNdkVhryGwQd6uIV1efqWvcy6FA3/1P3XVBcILIhXZrmgeWl4n1thqW8NPRc7+7XrR0kue1ONZ5MR0AJ9fMyNBxZvGKmtYb6jtQo6FAHJmaDjozJdLisTpCW3J+MimkHBs0XrwCh80SjalycgcHIHmuNsmZ6/atYVWmc4segIwPpdQ4mDfv1Wxr0GQQd6hSmvLNQv6fu4KY4X3ymTXtWV4hARXtnUl0Req4epdTtmQ63jb0SV0VSVd8cepmOgpFWT/GMNaJHHZhE6/QrI4OOkUe3Bt1y/zAqXtHLdIR1DqYJVuR5Yq8q6Ojq0yleiSPosLIjOYoPi1cykPqioDUwKIZU1pKV8QAxAmtJgagxru5nYeNOERA0NIfeU5eXlhSKYc61dxyVZeICvHtf+PsTy4EPd4rn6rsNt6eX3XLn5PcD2z6Pv05HsJmsToVAmelINuhQi9bTrDrQSLZHWqdwW9CqNewXAzKqzylyYEBAvK9uSg2IcY9eH2k6/1lz+GfyPPHp3tB7r28IHykaiFK8opfpyJB9xY0YdGSgWBeRtRujf/7nNcALayNbNbz+gfhTU7c8qCgLnWjKikQrlfxcoHKkv44WVZ8G2VnA4SPNELWd5BwxMnrsMUdEX06nc/o148mXxci68v8dS0GeCCZkUKs3nsi0g8SgeSfHqIGfkx27E7rDqsXAatH6M6gc+SzLZ24QQjdwe/Hi6vWhpq3S9+4KPf/1ysjv/Ptj8adnxsHAqn+H94nyu1fFY5YvdL4zCjplNrZyTOg9GRyPK3XpP9nFGHRkIKMmkN/4AvCnkc6WKscA/3OxGFJeHsC3XAY89LxIW/r9wGlHiSZoudniT108UlEWeZBfeb7o1wAApk8Bdu0V040tFu3N/QHxen+7GHJ8cqV4PakifD4nTRdNcQ8Zn9S/IW3ccqcqA8QdDeHvz50D7NkPvDNyEbjrv8SJfdU60feJPMkf0Gn6fOQhwBdPiN3F8//eEjsbsvAK0Snd0VGGpD/qUODnV4k+MTKF2+oEaZkZ3O7kGcCFs0SmanA4cmTYsSWif478XBF0VI0BOnpEBnZgKFR0UzVGBBVtncA0nVGmARHEPfbjyArMj/0YyMtRsHNbQqtJCWLQkYGMMh0nzwgFHbWHAzMPA4oKQkHHKUeKLMhbI5mQIyaL75hVVCACBkk9vPMJ00LP1cOM1+pkMzwe83ffTuSS0hVDxx0hOlGSQce0KWKb/HNkSG5ZSVSvi3Kvx9xw23II8WjGloi/aDwesR9nFJcErck4rDq+7WYUUEgTy6N/rtfleNXY+PqoIWuwImkGMqoYOLY49FymHLM0LQnU5Z+Z0gTRbm7JdBjxesMr5cn1kZ27RctQuLEHTadx4/4T77KyIufoFdcpYmhoCI899hhqa2uxffv24PudnZ2YP38+Fi5ciGuuuQbvvvuu5QtK5vkD+m3T1Qe6/Fxb4ztH0wSW4hfsxtpFFw01n1d/oCxZZyLaBSYTB6iym9eF+0+8QQcrco5ecRWvPPvsszjhhBPQ1xdeaLds2TJMnz4dV199NZqamjB37lysXr0aubm5BnOiVPIHRMZC205eHVDIjIY26ND2u0Gjj8+n3/ww28TZwi0td5zMjZmOeFpAATy3jGZxZTouvfRSHHvssRHvr1y5EnPmzAEAVFVVobKyEmvXrrVkASl+w/7YQzobBh2qDAlToIlx40VDzedNPOhg8Ury3Lj/xDtkAc8to1fSFUnb29vR3d2N8vJQTZ7y8nI0NDRE+VZ0fr8ffgtr+Mh5WTlPJ3jkLx6sqfPgvJMVBPqKsPxlQEEAHT0ejCtRoCjht51+fwCKIq4KWb4A/CMdhcn3/P4Asryh14W5AUdUtHLb9lMC4n84PGzu/5eK9Xv8RQ9Ki5TgQFKf7gF+/TcPfnKZgg3bgXVbPFAUROwjAKAoAXg94fsFAHg9Ht3ptd/Vrobbtl88UrFuHoj/85DJ/SdVunqBpU8Bpx+Wi1eeUVB7hB/dfcCBLg+Oq1Gw7FkPKsqAmYcCb36ovy8ZKeC5xRZ2rp/Z33Bk6xV1fRErbdq0KSXzTQdFAf70T1H9+8mXgJNr8rGroQsHVQygNFvB1Moe7Nwt2i0W5/tx/omtqKvrQmen+E7DZ82oy+uCogDHTC7HzCndqKvrx56GUnR2igBy5/ZPDHv5Swe3bL/6+jJ0do7D1q0N6Gsz30uWlev3zMtiOx9eJtrF/rOuDO9uGocXX9uL37wyAQBQVjiMzp7QKaCqbBCVZUNoadyHnXvz0dkpmhnV1Yl5NH4+Bp2dohlATraCwSFxkTnmkG509WUhLzuAruYm1HXo3/a6Zfslwsp1+/zzcejsLMOmj3ZjXLHBQCQ2+GddGd77aBx27BqP9p5uvPJO6LPfvyweG/cBdVuBLJ+CSeUDGBr2INunIKB4kJMVgD/ggdejwK944PMoGPR7UVk6iIZdzWh0UFFcJu+bgLPWL+mgo6ysDIWFhWhpacHYseKE1NLSgurq6oTnWVNTg4IC6wr9/H4/Nm3ahJkzZ8KXIT0I9fQBJSUyIlAwONyNkpIS/OZWZaRopQJrt4nPrzw/gAtmlQEIfWf61GLUHiO+rS4xaxoESjZ7UZiv4Pjjau1YlZjctv3qu4CSrV5MnVaMaQfFnt7q9fP7Q9u5trYWAFC314OSEg8mTioOfpaTA5Sofu63CwPIzwWA8cj5BCh5O3weuzqBkh3ivYoyBfvbxVXjvNnFOOdEOZfI9rJu237xSMW6bdznQUm9B0ceeRTG6zT1tMvOdqBkuwfDgwdQUlKCaI3BD52o4P5r4ykPmhh7Ehtk8r4J2Lt+vb29phIGlmQ6LrzwQqxZswY1NTVoampCc3MzZs+enfD8fD5fSv5BqZpvOvQOhJf9Dvo98Pk8yM0JpSbk57k5vmDLA/lefp5PtwfH/FwxTUmBx3E9PLpl+/l84n/o9ej/j42/Z836dfeFtrPX64PHE3qvu98X/GxgKLziZ052aHlzskOfyWXKyQm9V1LoCfYwa7Qvabll+yXCynXzyv3HG9/+YzWxrRWRrYAHnii1hEuLnHe+iEcm75uAPetndv5xJc/ff/99LFmyBADw6KOPYtWqVQCA+fPn4+OPP8bChQuxcOFC3HPPPWy5kmLakVyHhz3IydK/09CrVKo3HgEQqkjK2uWJS3cLDnXPsbIFU5fOYH1a6qI0vaav2QaDsOU4spDWvZwy4OHQSBG9PxB7h2YTWDIrrtPFCSecgBNOOAGLFi0Ke7+0tBQPPvigpQtG0WmHde4f8hoGEnpBh1HrFjkP1i5PXLr76dCODJyXqwo6evS/A4S3PNFrjaDeZ9Qdx+n1CUOJc0rrFXmOGfbHDjqKeJNCJjmomiDFQ3vH2jvgC+uHQ81MU0dJBh3MdCQu3WNnqPcN+VxmP5rb9b+T5QvP0OgFTOqgQ32RYabDWsGgI72Lge6RfcZM8MybFDKLpwuHaNwvytgPnSgG4mrtAA6fBHz0KTD7GDF42q69wJhiMTjS5vrw7+/vyEZlhe6s4wo6chh0uM7gEPBGnaiPc6ArfEjxF98W+1HjyFDijft1ZxHRv4ZeZ0/q/aiYmY6USVfQurcV+GAHcOwRQN0Ocb4xi0MmkFkMOhzi+/eJx7/eAdz6WPhnvQPAs6/FHpXTTPHK7GNEm3qjWvHjSkRFSO3Ir2Se3enxdZuB5c/pf7Z6vfiT9rXpT1dWFP56wsgosWcfH3pPHXSEFa8Y7HeUmODQ9jbX6Vj+nLjJKcw3N1KsGm9SyCwGHQ7TrXOw72sNDzjKS4EF3wZKC4Hn3giN/ml0kVNfLH70DeA/zzcevXNcKfDYjSKjQomxOz3e1hV7Gq2L5wDHTwUqxwDNB0JBhjRhHPDET8KDi7DiFVXFQQYd1kpX8cq+VvEoA46bLwPGFgdwzZ3i9elHi/0myyem8fmAG1aIzxh0kFkMOhym+UDke40t4a/HlgBHHiKeV6syEgND+vNUXyyysmIPF15eFnMxKQq7W69Ea5Fi5PBJoX2ookx/Gu1+og5eCxl0pEy6ile054/jjgivUDx9iij+lbpV+x3rdJBZDDocQN17rDbAACLL4dVNG9UnfDNBB9nHrotGIkFHImXw6v1IXXnUqAIzJSZdxSvq80eWT9TVUZ+btHXDwkakZpNZMomtVxxAXaSiV9HvwEj6XG8wLXV/LEZBB4cbt5fX5jodZoOOfFXXOYmkw9UXHXWwy9Yr1kpH8Yoch0kqKRTLoc7aaYOO7KzQ5yxeIbMYdDiAujOnPTqZDknvwFafKORYGFrpbno3WtkVdGj7bDGiLopL5CKhznSoW6xkMeiwVDr66dDWJdPLhGkzph6PyHb4fEBBXuqWjTILgw4HUN+p6hWvSPJEoL77UGc3jDIdZC+771TNZjoqy0LPky1eYT2O1ElHnY5OzT6kF5TqNb3PzRZFK+nuhZfcg/coNnjmH8DHu4C5ZwL3/p+o+Z2dBQwNA3k5QP9gaNqdDcbzmTAO+Lw5/ISgrt9RmKdAb1Am1umwl5k71Tt/B5QWAd//mrl5+v3AghXijnTqZODtj8V7Odnh2a5o1BVDE8lOqLtBZz2O1El1nY5f/VV0j//RLqCpTWStBgbDp9ELOoyGU8hjPy0UBwYdNvjjavFYMznUHG1oZMRqdcBRXABMPUhcrNZvE++dfxrQ3CaasH73POCpl4F5Xwx954LTgKY2BZ/s6sIP54W3c132Q+Cdj4GDx6doxUiXmZu+tz8Sj2aDjo4e4NM94rm6hZOZgOPHlwA7G4GvnyGKYg5LcADoqrHAuScDHq9otn3zZfH350CxpTpTtm6z6HxQ0gYcgH5rlGydoOOSc1inh+LD3cVGe6MUnQDAou+IoKOjG7h8qXjv9Jmhpo0A8P2vh38nNwf4r/9QUFfXjIOqwoeLPqw68QsMJc8o0+HX6e0zFrP1NvRMO0j0sQAAN8xLfD4eT/j+d9pRic+LjMmgNVWZDjPFcUU6rVH0Mh3qzuOIzGCdDhs1GHRBLcmUprq8nO3f3SdW8Yq60p7ZcvtEmsVK7KbcXVJZkXRgMHp2TLaGM1u8QhQvBh0ppj5xRKskCoQq97H9u7vFqlSnrrTX229untqKflrR6lgw/e0usk5HKopXYu1H5aXiUbd4hfsRWYBBR4qpuy9Xp0v1DmDZy6PXG7qr0EtzkrPFGtpebxTYWGJNJ+9M9e5GWenTXVLZeiXWfhQMOpjpoBRh0JFiRge5XvpSfYecmyOCEPaB4D6xKpKGBR0mK2LGqtMhWzHpFaWwOaO7pLJ4JdZ+JMdc0js/mRninigWXtIMNO4PtRIYPy5yQCypqU00Y515KPDWJuCs44C3NgJTxgP//ti4Hkesu4bcbKbF3U570djTIvYp9Yn/f/8O3PhtYHtjPsrGi2aMg0MiO9HbL9LcnT3A2g/1fyPLFz4MfW42W5S4XbDJ7Mj+MzgkRoY+rBp4b4uovDmuNPo8WtqB1zaITru6ekXGtKdfNN2PRjZ/1Q06bO6WnTITL2sG5FDz0so79ae7+h5xcZk1E/jXJuCD7eIEYWRsCdDWCXzrLDGU9LmnAKv+HTno1sRyoJC9/LmS0Z3qM6+KJszqJs8ffSouDr9aNRG//5c37qzEt84W8533ReDBPwH/cboIZI46FNjbGt40ktxBW7zyxCrgxbdDn/cNAld8Jfo8XnwHeP4Nc7932lHAxk9E8/2J5SLgGKfq0+Wkmi5s3VdqODAgUTwYdCRJnhg2fiIet+zWn+6/vgYcdQgwqULU8yjMF80Yc7OBK8+PTIHf9l2mxd3KqJ+Fnn6RlZBDiF91AfDY34CWjvg39F3/JUb8zMkGvnqq2J9OmSHubM89WWRAFNg/UiklTxu07t4X/nlHd+x5mJkGEPtRzeTQaLJZPrE/5anG6fnm6c2YcdREFOazUgclj0GHRWQ5vdFJfnIFcFCVeC4rjMoBuHJ0ataw8p97GQWLspt6WeQ242Dx2JJANmJMcaj+htyf5KP6gkHuow06tKcUM5WPzfbrUlokmsmqB47U7j9eL3sdJeuwIqnFtAMnSRyFcfTRBqCyf4Q9reLCIivtJVIEwv0pc3ljtH4yE1DEahorcQwdshuDDh3JpKTV3ZoXqpq7spOv0cNoaHu5b3R0i/1B3j3GynRos14c1TOzxWq9YiagUGdD8nUyX7IiOzOqZDcGHTrM1v4fHo7+ubrFSyKjepK7RWQ6VPtLcX6oddKBruh1OrR9tXBUz8ymbb2i7TbfTPGKehq9vn7kTRAzHWQ3Bh0qiiIGYjtgohKWogBtXdGnKVVlN9jfxuihV5HU748c3C8rK7wsXSvYWZwqwPB6WbQyWvj94nykDTK6eo27MlcU8Zm6mFcvQC0uEO+zl1GyG3c5iIP40iXGn+v1qfGLp8VojdEUsELfqCRP8n4/cMntwMETgK27w/vTMCpuUw9Vf/B40a9C5RhRBFM5RlxMSotSu/yUXjLIvOcP+p8rCnDxQtFKSQ7A9/ZHwJ2/A2qPAOp2hE9fOUb0DzO5UvQpBIgbotxsZszIfgw6EBoyHACqK4AjJolhnIf8wJoPRN8aWlt2A2VFwAnTxMVFQeg7snfIr5wMzK4NNUej0aW7T/x99GnkZzJboU6df/EEBSdO96CyDNj6GTD7GOCvb4k+XV5YC5x5jNjvYnUMRe6mDgQOnySa2Wf7xPsnzQDe3gT8e7PYR6Qn/i4e63aI+j6nzADOrAU+rge++QXg+TdFx4WbPgWqxohpm9ttWiEiFQYdCO/587SjgMu/HHq9rw3Y3x4+vaKI7MjJM4DrLrZlEclF5DUjWoU/bTn7BSe14tqLioPFLYdPEo9yX/zWWeJxvEHPuJQ51EHHuScD55wY/vlJ04EbHw6vgKyuEDq5EvjRN8XzY2vE47fPFo8cip7SjXU6EJ6J0Ka9s3yiXFWtu08EHqwcSnrkRSNa00btflaY59efkEYddR0eo2K44oLwuh7qCqE8L5GTMehAqNMmILKSnnZsCyB0sBezGSzpkEFHtFYG2otJEYMOGqHOdBgFEMX5ou7PwEjlZPVAf2yeT07GoAOaoEOT9s7WyXQEgw7eUZAOedGI1hW1dj8ryGXQQYI66DA6x8gbHnkuUmc6inheIgdj0IHw5mfau4TsLJHpUPe5INPm2gsHEWCuTof2YlKQy9rGJKgblBgGHSPvy31MXS+N5yVyslFfkfSjT8Vw0ZJ2jIEsX6j/jhfWioBjT4v4jGlMikY7UJca63SQEa/qVlCvYy8gFHR8sEO0sJPj+QA8L5Gzjfqg4ye/Dn+tHb5Zdp6zuV4MIS75fKIpG5GWXt8HkyrEheHwSUBTW2g/m30M8EYdkJ/DTAcJ5SNNoqvGGnceJ+t6PLkq8jM5sCSRE436oEPtvmsjx7SQHYO1dorHqy4QzWrzcsLHViGS1EHHs7eLOkPau085zQ3zgB99I4APP7Rv+cjZpowH/rA4+rgoesUuxQXAr25gXTNytlEddGjHxtAbvll2X942EnRMGMfOmci8vNzYQ82zV0jSinVDo1eEUpjHgIOcb1RXJO3tD3+doxOCyUyHHGeFBzXFwiCCUk2vsihHjCU3GNVBh7Z1gd6Ii9kjQceBkUwHK2lRLNpRQYmspnce4oix5AajOujQdt6Uq1e8IoMOmelgPQ6KQY7w6R3VRxelkl5WQ+/8ReQ0o/q02Lg//HW04pWWDpE2Z+VRikUGHSyKIzt5WaxHLjDqKpK2tAP/eaeoIa7tR0GveZq8e9jfLoYUZ3k9xSLvQg+dkN7loMxWUhg+vk+WQfNaIicZdUGHHA5aBhynHy3axR9scIE442jRcmVoGDjyEHuWkdztnBNEJeUvnRh7WqJE3fBt0TnYidOAdVtEny9ETjfqgg6t6+ZGb9I4tgT47nn2LQ+5n9cLfH12upeCMl3tEeIPAI46NL3LQmTWqKvToR7cLcvHyldERER2GXVBh7oMtKSQdTSIiIjsMuqCDnUzWbYuICIiss+oCzpkc0aAQQcREZGdRk1F0n9tLsEbOzzYvDv0XmGe8fRERERkrVERdCgK8Jd/l6OwyBNWh2PqQelbJiIiotFmVAQdfQOAP+DBnGMVXHuRBznZwLAfyB4Va09EROQMo+KyKyuPlhWFmsgy4CAiIrLXqKhIKkeTLS5Q0rsgREREo9ioCDq6g0FHepeDiIhoNBsVQUcw08ERYomIiNJmVAQdsk5HcWF6l4OIiGg0GxVBR/+geCwrSu9yEBERjWajog3HWccBrU3NqC4vTveiEBERjVqjItMxtgQ4eWoXB3cjIiJKo1ERdBAREVH6MeggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIltY2g36nj17sHTpUpSXl6OpqQkLFixATU2NlT9BRERELmVp0HHbbbfha1/7Gs477zzU1dXhhhtuwMqVK638CSIiInIpy4pXDhw4gDfffBNnnnkmAKC2thZNTU3YsmWLVT9BRERELmZZpmPPnj3Iz89HYWFh8L3y8nI0NDRg+vTpcc3L7/fD7/dbtWjBeVk5Tyfh+rkb18+9MnndAK6f29m5fmZ/w1FD2wcCAQDA9u3bUzL/TZs2pWS+TsH1czeun3tl8roBXD+3s3P95HXciGXFKxMnTkRfXx96enqC77W2tqK6utr0PAYGBqxaHCIiIrJZrOu4ZZmOMWPG4IwzzsAbb7wRrEhaUVGBGTNmmJ5HaWkpDj74YOTm5sLrZWteIiIiNwgEAhgYGEBpaWnU6TyKoihW/WhjYyOWLl2KiooK7Nu3D9dffz2mTZtm1eyJiIjIxSwNOoiIiIiMsAyDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzhqAHfUmXPnj1YunQpysvL0dTUhAULFqCmpibdi2Xa0NAQnnjiCaxYsQLPPvtscNk7OzuxePFiFBUVobm5GVdeeSVOOukkAMDg4CBuv/12AEBbWxsuvPBCnHvuuWlbByMHDhzA3XffjYKCAng8HjQ0NOCWW27BlClTMmL9AGDp0qXo6elBSUkJtm7dissuuwznnHNOxqwfADz++OO4++67sW3bNgCZsW8CwM0334y1a9cGX5999tlYsmQJgMxYx/7+fixfvhx+vx+9vb1obGzE448/nhHr1tDQgAsuuAAFBQXB9zo6OvDiiy8iJyfH8JoQbd2d5o033sDTTz+Nww47DLt378bXvvY1fOUrX3H29lNGgauuukp56aWXFEVRlA8++EC54IIL0rxE8fnd736nbNiwQampqVG2bdsWfP+2225THn30UUVRFGXfvn3KrFmzlP7+fkVRFOWxxx5TFi1apCiKonR3dyunn3660tzcbP/Cx7B582Zl8eLFwddPPfWUctlllymKkhnrpyiKcueddwafv/3228pJJ52kKErmrN+2bduUq666SqmpqQm+lynrdtNNNxl+lgnr+POf/1z56KOPgq/Xr1+vKEpmrNuePXuUX//618HXHR0dyuWXX64oSvRrQrR1d5pTTz1VefvttxVFUZTdu3crRx55pNLX1+fo7ZfxxSsHDhzAm2++iTPPPBMAUFtbi6amJmzZsiXNS2bepZdeimOPPTbi/ZUrV2LOnDkAgKqqKlRWVgbvyv76178GPyssLMSxxx6Ll156ya5FNm369OlYvHhx8PXkyZPR1NQEIDPWDwBuuumm4PP6+npMnToVQGas39DQEB544AFcf/31Ye9nwrpJ999/P+666y7ceeedaG1tDb7v9nXs7+/HmjVrsHnzZtx33324/fbbMW7cOADuXzcAmDBhAq666qrg6+eeew4XXXRRzGtCtHV3mqqqquA+uX//fvh8PgQCAUdvv4wvXtmzZw/y8/NRWFgYfK+8vBwNDQ2YPn16GpcsOe3t7eju7kZ5eXnwPblegBh8T/3ZuHHjgp85jcfjCT5/7bXXcMkll2TU+gHA5s2b8cgjj2Dv3r1YsWJFxqzfQw89hMsvvxxFRUXB9zJl3QDgrLPOwrHHHouKigq8+uqr+M53voMXXngB3d3drl/HxsZG7N69Gx6PBwsWLMCHH36Iyy+/HH/6059cv25agUAAr7zyCp566ins2LHD8JowYcKEqOvuNMuWLcP111+Pt99+Gxs3bsSDDz6IwcFBR2+/jM90kHusWbMG/f39uOKKK9K9KJabMWMGli9fjvnz5+OSSy7BwMBAuhcpaRs2bEBfXx9OPfXUdC9KynzpS19CRUVF8HljY2Ow3orb9fT0AAC+8pWvAACOOeYY5OTkYP369elcrJR48803ccoppyAnJyfdi2KZ/v5+XHnllfjJT36CX/ziF1i+fDmWL1+O3t7edC9aVBkfdEycOBF9fX3BAwwAWltbUV1dncalSl5ZWRkKCwvR0tISfK+lpSW4XtXV1WGftba2YtKkSbYvp1lr1qzB6tWrcccdd8Dj8WTM+vn9/rB9b9asWejp6cHu3btdv36rV69GZ2cnFi1ahGXLlgEAFi1ahHXr1rl+3aRdu3aFvc7OzkZ/f39G7J9VVVUAAK83dBnIzs5GTk6O69dN6w9/+APmzZsHIPo1IdZ2dZLt27ejra0NJ5xwAgDgkEMOQX9/Pz766CNHb7+MDzrGjBmDM844A2+88QYAoK6uDhUVFZgxY0aalyx5F154IdasWQMAaGpqQnNzM2bPnh3xWU9PDz744AOcd955aVrS6FatWoW33noLS5Ysgc/nw9KlSwFkxvrt3bsXixYtCr5uampCT08PqqurXb9+N954I+68804sWbIE8+fPBwAsWbIEX/7yl12/btKNN94YfL5161Z4vd5gnRy3r2NVVRWOP/54vPfeewDEOrS1teHYY491/bqp7dq1C/n5+cEgK9Y1Idq6O8mkSZMwPDyMxsZGAEB3dzf27duHCRMmOHr7eRRFUWz7tTRpbGzE0qVLUVFRgX379uH666/HtGnT0r1Ypr3//vv4+9//jmeeeQZf/epX8cUvfhHnnnsuOjo6sGjRIpSUlKCpqQnf/e53g6nuwcFBLF68GB6PB21tbbjgggtw/vnnp3lNIm3duhUXXXQRxowZE3yvq6sLGzduzIj16+7uxq233or8/HyUlJRg586d+PrXv46vfvWrGbF+ALBu3To8//zz+Mtf/oJLL70U8+bNQ2VlZUas2y233ILBwUGMGzcOu3fvxtVXX43jjz8eADJi+zU2NuKee+5BVVUVGhsbMW/ePMyaNSsj1k1aunQpvvzlL+PEE08MvhftmhBt3Z3mlVdewZ///GcccsghqK+vx2mnnYbvfOc7jt5+oyLoICIiovTL+OIVIiIicgYGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGSL/w919hD+tBwAXwAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(NUM_SIMS):\n", + " for name, values in data.items():\n", + " plt.figure()\n", + " value = values[i]\n", + " num_iters = make_num_linear_iters(value)\n", + " plt.plot(num_iters, label=name, alpha=0.7)\n", + " plt.legend()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "firedrake", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/1/results_poro.ipynb b/examples/1/results_poro.ipynb deleted file mode 100644 index ad4765a..0000000 --- a/examples/1/results_poro.ipynb +++ /dev/null @@ -1,835 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_10.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_11.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l0_12.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_7.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_8.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_l1_9.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_7.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_8.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_ldynamic_9.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_6.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_7.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/poro_lrandom_8.npy\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import seaborn as sns\n", - "from pathlib import Path\n", - "from data_scripts import *\n", - "\n", - "tex_fonts = {\n", - " # Use LaTeX to write all text\n", - " # \"text.usetex\": True,\n", - " \"font.family\": \"serif\",\n", - " # Use 10pt font in plots, to match 10pt font in document\n", - " \"axes.labelsize\": 9,\n", - " \"font.size\": 9,\n", - " # Make the legend/label fonts a little smaller\n", - " \"legend.fontsize\": 8,\n", - " \"xtick.labelsize\": 8,\n", - " \"ytick.labelsize\": 8,\n", - "}\n", - "\n", - "sns.set_theme(\n", - " # context=\"talk\",\n", - " context=\"paper\",\n", - " # rc={\"figure.figsize\": (8, 6)},\n", - " palette=\"bright\",\n", - " style=\"whitegrid\",\n", - " rc=tex_fonts,\n", - ")\n", - "\n", - "NUM_SIMS = 3\n", - "CONVERGED = False\n", - "\n", - "\n", - "data = {\n", - " r\"$L = L_{\\mathrm{min}}$\": load_data(\"poro_l0\", n_newest=NUM_SIMS),\n", - " r\"$L = L_{\\mathrm{phys}}$\": load_data(\"poro_l1\", n_newest=NUM_SIMS),\n", - " \"Dynamic\": load_data(\"poro_ldynamic\", n_newest=NUM_SIMS),\n", - " \"Random\": load_data(\"poro_lrandom\", n_newest=NUM_SIMS),\n", - "}\n", - "\n", - "\n", - "save_media_path = None" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 2\n" - ] - }, - { - "data": { - "image/png": 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2bdrExx9/TMeOHYmPj/d0fSIi0oLcOhI4ffo0tbW1bNiwgeHDhzs/Gqo3hkVE2ha3jgTGjh3LyJEjqa2tZc2aNVRUVLB06VK6d+/u6fpERKQFuRUCjz/+OHfddRehoaH07NkTu93O2LFjueGGGzxdn4iItCC3PyLar18/5+3g4GBuu+02jxQkIiKtRyfxRUQsTCEgImJhHg0BfVlMRKRt8VgI1NTUcOedd3pqOBERaQUePRIwxnhyOBERaWEuhUBOTg5VVVVNLm+40LOIiLQNLn1EdOrUqdTX13PdddcxdOhQhgwZwtChQ7nxxhsJDAxsqRpFRKSFuBQCe/bsIT8/nwMHDrB//34+/vhjli9fztmzZ+nVq1dL1SgiIi3EpRAICAhg6NChDB06lJ/+9KcA1NfXc/jwYfbv38/BgwdbpEgREWkZbn9juIG/vz8DBgxgwIABTJw40QMliYhIa9GXxURELEwhICJiYQoBERELUwiIiFiYQkBExMIUAiIiFqYQEBGxMIWAiIiFKQRERCxMISAiYmFX/LMRV+LYsWOkpqYSHh5OSUkJiYmJREVFNVqnvr6eRYsWUV5eTmhoKLW1tcycOZOgoCAAVq5cyd69e4mIiODIkSMkJiYycOBAb7QjItLmeDUEZs+ezcSJE4mNjeXLL7/kueee4/3332+0zl//+lfy8vJYvXo1AGlpaaSnp/PMM89w+PBhli1bRk5ODsHBwbzzzjukpKSQmZnpjXZERNocr50OKisr47PPPmPUqFEADBs2jJKSkgt+ifTQoUNERkY6p/v378/GjRsB6NixI4GBgZw6dQqAEydOtErtIiK+wmtHAseOHaN9+/aEhoY654WHh1NYWMjgwYOd82JiYlixYgU1NTUEBgayc+dOiouLAejevTsLFy7kqaeeIioqikOHDpGWluZ2TQ6HA4fD4dL65//ti9Sjb1CPvsGVHpu7H7x6Oqg5YmNjqaqqIjU1lS5dutCvXz86dOgAwNdff82cOXNYv349nTt35t133yU9PZ358+e7ta38/Hy37pebm+vW/doS9egb1KNv8GSPXguB3r17U11dTWVlpfNooLS0lIiIiAvWfeCBB3jggQcA+PDDD7nhhhsA2LZtG4MGDaJz584A3HnnncycOZMZM2YQFhbmck1RUVGEhIQ0e32Hw0Fubi7R0dHYbDaXt9cWqEffoB59gys9VlVVNeuFrddCoHPnztxxxx1s2bLF+cZwt27dGDJkCNu3b6dXr15ERkZSUFDA1q1bSUhIAOC9995jypQpAPTt25esrCzq6+vx9/fn0KFDdOzYkY4dO7pVk81mc+vB4+792hL16BvUo29oTo/N3Qde/3RQamoqO3bsoLi4mEWLFgGQkZHB8OHDmTZtGjabjbVr13L48GEqKysZPnw4Y8aMAeCuu+5i//79/PrXv6Znz57k5+ezbNkyn38AiIh4ildDICIigtdee+2C+StWrHDe7tOnD+vXr29yjGeeeaYlShMRsQR9Y1hExMIUAiIiFqYQEBGxMIWAiIiFKQRERCxMISAiYmEKARERC1MIiIhYmEJARMTCFAIiIhamEBARsTCFgIiIhSkEREQsTCEgImJhCgEREQtTCIiIWJhCQETEwhQCIiIWphAQEbEwhYCIiIUpBERELEwhICJiYQoBERELUwiIiFiYQkBExMIUAiIiFqYQEBGxMIWAiIiFKQRERCxMISAiYmEKARERC1MIiIhYmEJARMTC2nlz48eOHSM1NZXw8HBKSkpITEwkKiqq0Tr19fUsWrSI8vJyQkNDqa2tZebMmQQFBQFw9OhRMjIyCAgI4Pjx41x33XVMnz7dG+2IiLQ5Xg2B2bNnM3HiRGJjY/nyyy957rnneP/99xut89e//pW8vDxWr14NQFpaGunp6TzzzDMYY5gzZw5Lly4lJCQEYwx79+71RisiIm2S104HlZWV8dlnnzFq1CgAhg0bRklJCQcPHmy03qFDh4iMjHRO9+/fn40bNwKwa9cuAgMDefPNN1mwYAG///3v6d+/f6v1ICLS1nntSODYsWO0b9+e0NBQ57zw8HAKCwsZPHiwc15MTAwrVqygpqaGwMBAdu7cSXFxMQCHDx9m8+bNJCYm0rdvX1auXMlvf/tb/vCHP7hVk8PhwOFwuLT++X/7IvXoG9Sjb3Clx+buB6+eDmqO2NhYqqqqSE1NpUuXLvTr148OHToAUFlZyYABA+jbty8AEyZMIC0tDbvdTnBwsMvbys/Pd6vG3Nxct+7XlqhH36AefYMne/RaCPTu3Zvq6moqKyudRwOlpaVERERcsO4DDzzAAw88AMCHH37IDTfcAEDPnj3x9///Z7QCAgIwxlBbW+tWCERFRRESEtLs9R0OB7m5uURHR2Oz2VzeXlugHn2DevQNrvRYVVXVrBe2XguBzp07c8cdd7BlyxbnG8PdunVjyJAhbN++nV69ehEZGUlBQQFbt24lISEBgPfee48pU6YAMGrUKObPn8+pU6cICwsjJyeHm266iY4dO7pVk81mc+vB4+792hL16BvUo29oTo/N3Qde/3RQamoqO3bsoLi4mEWLFgGQkZHB8OHDmTZtGjabjbVr13L48GEqKysZPnw4Y8aMAeCaa64hLS2N5ORkevTowX//+19+//vfe7MlEZE2xashEBERwWuvvXbB/BUrVjhv9+nTh/Xr1zc5xogRIxgxYkRLlCci4vP0jWEREQtTCIiIWJhCQETEwhQCIiIWphAQEbEwhYCIiIUpBERELEwhICJiYQoBERELUwiIiFiYQkBExMIUAiIiFqYQEBGxMIWAiIiFKQRERCxMISAiYmEKARERC1MIiIhYmEJARMTCFAIiIhamEBARsTCFgIiIhSkEREQsTCEgImJhCgEREQtTCIiIWFg7bxdwNaivrwegurrapfs5HA4AqqqqsNlsHq/raqAefYN69A2u9NjwfNbw/NYUP2OM8Ux5bVdpaSkFBQXeLkNExOMiIyPp2rVrk8sVAkBdXR3l5eUEBQXh768zZCLS9tXX13P27Fk6depEu3ZNn/RRCIiIWJhe9oqIWJhCQETEwhQCIiIWphAQEbEwhYCIiIUpBERELEwhICJiYQoBERELUwiIiFiYfkDOTceOHSM1NZXw8HBKSkpITEwkKirK22VdkbKyMhYuXEhISAh+fn4UFhYyc+ZMrr/+ek6fPk1ycjIdOnTg+PHjTJs2jdtuu83bJbtt1apVLFy4kLy8PACf6s9ut7N8+XIcDgdVVVUUFRWxatUqn+pxy5YtrFmzhn79+vHNN98wceJExo0b16Z7rK2t5Y033uDVV18lKyvL+XxyqZ5qamp48cUXATh58iT33HMP48ePd23DRtzy2GOPmY0bNxpjjNmzZ4+Ji4vzckVX7sCBAyY5Odk5/dZbb5nJkycbY4yZPXu2SU9PN8YYU1xcbG6//XZjt9u9UeYVy8vLM4899piJiopyzvOl/ubOnWv27dvnnN69e7cxxrd6HDFihPn888+NMcZ88803ZujQoaa6urpN9/j222+bL774wkRFRZm8vDzn/Ev1tHLlSpOUlGSMMaaiosL83//9nzl+/LhL29XpIDeUlZXx2WefMWrUKACGDRtGSUkJBw8e9HJlV2bw4MEkJyc7p/v06UNJSQkA77//PnfeeScAPXr0oHv37mzdutUbZV6R2tpali5dyrPPPttovq/0Z7fb2bx5MwcOHCAtLY0XX3zR+QuSvtIjnKu/tLQUgO+++w6bzUZ9fX2b7jE+Pp6bb775gvmX6um9995zLgsNDeXmm29m48aNLm1Xp4PccOzYMdq3b09oaKhzXnh4OIWFhQwePNiLlV05Pz8/5+1PPvmEhx9+mFOnTlFRUUF4eLhzWUO/bc0rr7xCQkICHTp0cM7zpf6Kior45ptv8PPzIzExkb1795KQkMA777zjMz0CLFmyhGeffZbPP/+cr776imXLllFTU+NTPcLlH5tFRUWNlnXt2tXlfnUkIBe1efNm7HY7U6ZM8XYpHvPFF19QXV3NiBEjvF1Ki6msrARg3LhxAHzve98jMDCQ3bt3e7Msj7Lb7UybNo1Zs2Yxb948li9fzvLly6mqqvJ2aW2SQsANvXv3prq62vkfDs5dmCYiIsKLVXnO5s2b2bRpE/Pnz8fPz4+wsDBCQ0M5ceKEc50TJ060uX43bdrE6dOnSUpKYsmSJQAkJSWxc+dOn+gPzp0uABpdFyMgIIDAwECf6TE/P5+TJ08SExMDQN++fbHb7ezbt89nemxwuf97ERERjZaVlpZy7bXXurQNhYAbOnfuzB133MGWLVsA+PLLL+nWrRtDhgzxcmVX7oMPPmDbtm2kpKRgs9lITU0F4J577mHz5s0AlJSUcPz4cX74wx96sVLX/eY3v+Gll14iJSWF6dOnA5CSksLdd9/tE/3BuRC49dZb+de//gWc6+XkyZPcfPPNPtPjtddeS11dHUVFRQBUVFRQXFxMr169fKbH812qp/OXVVZWsmfPHmJjY10aXxeVcVNRURGpqal069aN4uJinn32WQYNGuTtsq7I119/zf3330/nzp2d886cOcNXX31FeXk5SUlJXHPNNZSUlPDoo4+22dMqO3fu5N1332X9+vXEx8czadIkunfv7jP9FRUVsWjRInr06EFRURGTJk3i9ttv96l/w48++oi//e1v9O3bl4KCAkaOHMnUqVPbdI85OTlkZ2eTmZnJhAkTGDNmDOPHj79kTzU1NSQnJ+Pn58fJkyeJi4vjxz/+sUvbVQiIiFiYTgeJiFiYQkBExMIUAiIiFqYQEBGxMIWAiIiFKQRERCxMvx0kV41x48bRrVs34Nxn3U+fPu38LaaioiLmz5+PzWYjLS2NP//5z94s1adkZ2fz8ssv061bN9asWePtcqSVKQTkqnH+k9Dy5cvZtWtXo2mAW2+9lT/+8Y9eq7FBQkIC9913H/fff7+3S7lisbGx2O121q1b5+1SxAsUAnLV+N+fdz7fhAkTCAsLw8/Pj06dOrViVSK+Te8JyFXjYr+l3qBv377U1NTw4IMPMnDgQAD+85//OKffe+89pk6dyvjx4/nyyy9Zs2YNCQkJ3HvvvXz77bfOcU6dOkViYiIPP/wwDz30EBkZGU1us6CggEceeYSEhATi4+NZsGABAC+99BIHDx5kxYoVJCQk8O677wKQl5fHI488wuTJk5k0aRKff/45ALt27eLee+/lRz/6EUuXLiUhIYEf//jHvPPOOxfd7vl9rV+/np///OeMHTuWTz75BIB9+/Y5x2tY/3+nXd0vAMYYFixYQHx8PHFxcc7fxoJzv9yZkpLCQw89xKRJk1i8eDF1dXUA/OIXvyA6OpqMjAyeeuopRo0axdy5c5vcr3KVufLr4Yh43ssvv+y8qtn5jh492uiKYA3TDVd5W716tRk9erTZtWuXMcaYF198sdHV0h577DEze/ZsY4wx1dXVZsKECebDDz+8aA2/+tWvnFd0qq2tNffdd59z2eTJk83atWud02fOnDEjR4402dnZxhhjCgoKzC233GKKi4uNMcbs2LHDDBw40Hz00UfO5TfeeGOjK4BdrM9169YZY4zZsGGDGTdunHP5jh07zOjRo5ucdnW/rF271tx4443mq6++MsYYs2vXLhMdHe2sf/bs2eaJJ54wDofD1NXVmZ///Odm1apVzvuPHj3aJCYmmvr6evPtt9+aN99886J9ydVHRwLiExp+VXHgwIFUVFTw/e9/H4BBgwY5X/EeP36cLVu2MGnSJACCg4MZM2ZMk+fCO3XqxNatWzl06BDt2rUjMzOzye1v3ryZuro65/Vdr7/+egYNGtToKk8hISGMHTvWuTwmJoa///3vl+zrrrvuAs5d9e3o0aOX3Q//qzn7pUFkZCTR0dEAfP/736dnz5784x//oL6+nrVr1/Kzn/0Mf39/bDYb48ePv2C/jRs3Dj8/P/r06cMjjzzicq3iHXpPQHxCw5XCbDZbo6uGtWvXjtraWgCKi4sBSE5Opl27cw/9iooKunTpctExZ82axZtvvsnTTz9NUFAQTz75ZJMX8f7vf/9LTU0NCQkJznllZWWNrjkRFhbW6D5dunRxXr6zKR07dgQgKCjI2YcrmrNfLldfWVkZZ8+eZfny5axevRqA6upqzP/89mRDrdK2KATEMnr27AnAwoUL6dOnDwAOh4MzZ85cdP3y8nIef/xxHn/8cbZu3covf/lLhg4dynXXXXfBur169SIsLKzRRyztdjsOh8M5ferUqUb3KS0tdftypAEBAdTU1Dinm+rBFRerr0ePHnTu3JmgoCB++9vf8oMf/MC5/OTJk1e8TfE+nQ4Sy+jevTujRo1yvpELsGbNGlatWnXR9WfOnMnx48eBc29aBwYGOl/9hoaGUl1dzcmTJ0lMTOTOO++ktraW7du3A1BfX89zzz3HF1984Rzv7NmzfPzxxwAcOXKE3bt3M2HCBLd6ufbaaykrK3PW1/Cm8ZU4fPgwubm5wLlrLpSUlDB27Fj8/f35yU9+wvr16539/+Mf/3BecEjaNl1PQK46r732Gu+88w6nT59m2LBhvP7668C5qyo9/fTT7N27l9tuu42XXnqJ6dOns3fvXu644w5mzZrF9OnT+c9//sOECRO47777SEpK4sSJE9x777288MILnDp1itTUVAoLCwkICOD6668nKSmJwMDAC+pYv349f/nLXwgMDKSiooKf/OQnxMfHA+cuVblo0SJCQ0OZNm0asbGx5OXlMX/+fOrq6nA4HNx9991MnToVOPekOnPmTB566CG2bdvGiRMnePTRR/npT396wXbP7/P2229n2bJlTJs2zdl3w9HGyy+/zMaNG+nXrx8xMTEsWbKEkSNHkpKS4rx/c/bLrbfeyssvv0znzp0ZMGAA//73vzlz5owz3ODcUc2iRYvYt28fQUFBhIWFkZKSQlhYGM888wyffvopN9xwAz/72c94+OGHW+BRIS1FISDSChpCwBOv2EU8SaeDREQsTCEg0sJ27drFvHnz+O6773jiiSe8XY5IIzodJCJiYToSEBGxMIWAiIiFKQRERCxMISAiYmEKARERC1MIiIhYmEJARMTCFAIiIhamEBARsbD/B8bFqj+ixtbdAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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4gKamJvj4+KCwsBDAxY9zfvzxR1WDIyKijlP00c3IkSPx4YcfYtq0aZgxYwa8vLzQ0NCA1NRUteMjIqIOUlTon3jiCfnv+fn5OHjwICIjIzFgwADVAiMiInUoKvTnz59HeXk5evXqhd69eyMwMBC1tbVqx0akOb2fRudKfFrkovf5c4WRc1H0GX1OTg4yMzNRVVUFALDZbJg1axby8/NVDY6IiDpOUUd/6NAhfPDBB/KFJxaLBWvXrsVjjz2G+Ph4VQMk0oLeL3VvL77Vq1c7va07c9H7/LlChFwUdfRdunS57OpCHx+fdq84JCIi7Sjq6Lt27YoPPvgAf/jDH+Dn5we73Y5169bhmmuuUTs+Ik3o/VL3tuJzOBxtXhSmRS56nz9XiJCLokKfnp6Op556CgsWLJALff/+/fH222+rHR8REXWQ4jtMbdy4kXeYIuHpvXtzJT4tctH7/LnCyLmoeocpIiLSH0Ut+P79+/Hmm2+ioaEBNTU1mDNnDmbPng2r1ap2fERE1EGKCv2bb76JAQMGwNvbG0uWLMGZM2fQu3dvzJs3T+34iIiogxR9dONwODBmzBjY7XZ89dVX+OKLL3DNNddg8uTJasdHREQdpKijP3v2LBobG7FlyxYMGzZMPq2SX8aqa9CgQfIpXUbVVg4i5KV3Rp9jV+J3NVdPz01743kyDkUd/dixY3HbbbehsbERa9aswfnz57F06VJce+21asdHREQdpKjQz5gxA3fddRcCAwPRo0cP2O12jB07FjfccIPa8XVKIlxy3VYOR44cQd++fQ2dl94lJSXBz8/PsHPsyrHv6r8TT/+7am+8Zp58jxSfXtm3b1/5735+frjllltc3kdlZSWysrIQGhoKq9WK1NRUREVFtbltY2MjkpKS0L9/fyxatEhp2EREnY7iQq+GjIwMJCYmIj4+HkVFRUhLS8PmzZvb3Patt95C165dPRyhNkS45PpKORg5L73Ly8tDXFwcYmNjARhvjl059l39d+Lpf1dXG8+T/w40+/a0pqYGO3fuxKhRowAAcXFxsFqtbd5gfN++faivr1f0vwYios5O1Y7earUiPDzcqW0rKyvh7++PwMBA+bnQ0FCUl5dj4MCB8nN1dXV45513sHTpUrz77rsdjtHhcMDhcLi0fcs/Pam4uNgjY7szx7Zy8FReLWn5PnpKyxy1mGM1tRd/W++jq7l6em7aG8+VHNvjbA6qFfqGhgbccccdbXbkHbFkyRI888wz8PPzU2V/ZWVlil5XUlKiyvh6xhzFwBzFoGaOqnb0kiQ5vW3Pnj1hs9lQW1srd/XV1dWwWCzyNjabDWVlZVi/fj3Wr1+PAwcOoLa2Funp6fjjH//o9P8eWoqKikJAQIDT2zscDpSUlCAmJkbY9faZoxiYoxhcybGurs6p5tWlQr93715ER0e3WyhNJpPT+woODsaIESNQUFAgfxkbFhaG6OhoFBYWIiIiApGRkVizZo38muXLl6OiogKZmZmuhN2K2WxWdIAofZ2RMEcxMEcxOJOjs3PgUqGfOnUqmpqacN1112HQoEGIjo7GoEGDcOONN8LHx8eVXQG4eNZNVlYWdu/ejaqqKmRnZwMAcnNzMWzYMKSkpMjbrly5EgUFBaitrcXrr7+OtLQ0l8cjIuqMXCr0+/btQ1lZGQ4dOoSDBw/iiy++wPLly1FfX4+IiAiXB7dYLFixYsVlz69cufKy52bMmIEZM2a4PAYZE0/BJFKPS4Xe29tbXp/hwQcfBAA0NTXhyJEjOHjwoOpfxBIRUcd1+MtYLy8v9OvXD/369UNiYqIKIVFnJsLyD0R6w+UmiYgEp+kSCESXEmH5ByK9YUdPRCQ4dvSkS+zkidTDjp6ISHAs9EREgmOhJyISHAs9EZHgWOgNyNN3sdfL2M7Qe3yuECmXlkTLS4183D0nLPRERILj6ZUGouXyAHpfmkDv8blCpFxaEi0vNfJpbx+rV69WLU6AHT0RkfDY0RuIlssD6H1pAr3H5wqRcmlJtLzUyKetfTgcDhQVFakT5P/Hjp6ISHDs6A1Iy05I712Y3uNzhUi5tCRaXmrk4+45YUdPRCQ4FnoiIsGx0BMRCY6FnohIcCz0KnL1MmZPXArecgzRLj3vTLjsBXUECz0RkeB4eqUKXL0U2hOXgl86hp+fH+rr6902HrkHl70gNbCjJyISHDt6Fbh6KbQnLgVvawx2ZMbDZS9IDezoiYgEx45eRa52PJ7okFqOwY7MuLjsBXUEO3oiIsGx0BMRCY6FnohIcCz0RESCY6FXiJeF06V4TJBejwEWeiIiwWl6emVlZSWysrIQGhoKq9WK1NRUREVFtdqmsLAQH330ESwWC6xWK3r06IG0tDR4eWnzO4qXhdOleEyQ3o8BTQt9RkYGEhMTER8fj6KiIqSlpWHz5s2tttm+fTueeOIJxMbGAgAmTpyITZs2YeLEiVqETERkOJoV+pqaGuzcuRM5OTkAgLi4OFitVpSWlmLgwIHydnPmzGnVvffq1QtWq1XxuA6HAw6Hw6XtW/5ZXFwMAPIvnubHruxTby7NUUTuzFEvxwTfR+2oeQy4kqOz+9es0FdWVsLf3x+BgYHyc6GhoSgvL29V6FsW+draWhw8eBAvvfSS4nHLysoUva6kpKTVY7vdDgAoKipSHIveXJqjiNyZo16OCb6P2lHzGFAzR8MsgSBJEjIzMzFv3jz07NlT8X6ioqIQEBDg9PYOhwMlJSWIiYmB2WyWn1f6C0OP2stRJJ7IUetjgu+j9tQ4BlzJsa6uzqkxNSv0PXv2hM1mQ21trdzVV1dXw2KxXLatw+FAZmYmxo4di9GjR3doXLPZrOgAUfo6I2GOYmCOYnAmR2fnQLPTK4ODgzFixAgUFBQAuPhfnbCwMERHR6OwsBDHjh0DADQ2NmLevHkYN24c7rrrLgBAVlaWVmETERmO5mfdZGVlYffu3aiqqkJ2djYAIDc3F8OGDUNKSgr++te/YuvWrdi5c6f8uhEjRmgVMhGR4Wha6C0WC1asWHHZ8ytXrpT/Pnv2bMyePduTYRERCYVXxpIq9HrpN+kHjxHtsNATEQnOMKdXkj7p/dJv0h6PEe2xoyciEhw7euqQ5q6MXRq1h8eI9tjRExEJjh09qYJdGl0NjxHtsKMnIhIcCz0RkeBY6ImIBMdCT0QkOBZ6D1N6Gbjal4+783J0I8XqyhhqxMFlADyHc/0/LPRERILj6ZUeovQycLUvH29vf6tXr1a0P2f2rXasap6m58wYasTBZQA8h3N9OXb0RESCY0fvIUovA1f78vG29udwOFS5mbEnYlWbM2OoEQeXAfAczvXl2NETEQmOHb2HKe0u1O5K3NnlGClWV8ZQIw52l57Duf4fdvRERIJjoSciEhwLPRGR4FjoiYgExy9jqdO59LJ4fmnnvPZOWfTUqYyxsbGw2+0oKytzKT6l9L4/Z7GjJyISHDt66jSSkpLg5+cnXxrfjBfWXF17ywo0c/dyA5eOHxsb22ocvS+/ofWyDOzoiYgEx46eOo28vDzExcXJ3WAzdvJXd7VlBdzdobYc3263o7i4GGaz2en4OjKeHvfnKnb0RESCY0dPnQ47eOXamztPzWlxcfEVF+DT+/IbWh177OiJiATHQk9EJDgWeiIiwbHQExEJTtMvYysrK5GVlYXQ0FBYrVakpqYiKirqsu3y8/OxZcsWhISEwGQyYf78+fD29tYgYmU8dUqVES/8MWLMalGae2eeM1JG044+IyMDCQkJyMzMxNNPP420tLTLtrFarVi4cCFef/11LFiwAF5eXli7dq0G0RIRGZNmHX1NTQ127tyJnJwcAEBcXBysVitKS0sxcOBAebv8/HzcdNNNCAwMBACMHj0aS5cuxdSpUxWN63A44HA4XNq+5Z+uaL4w59LLnouLi13elzvH6UiOSnlqbpppkWN7lOZ+tdfpKUd3YY5tb3s1mhX6yspK+Pv7ywUcAEJDQ1FeXt6q0FdUVCA0NFR+3L17d5SXlyset71V766mpKTE5dfY7fY2H6txI253jKMkR6U8NTeX8mSO7VGau7Ov00OO7sYcXdPpLpiKiopCQECA09s7HA6UlJQgJiam1SXXzmj+pdLcibmrW+3oOB3JUSlPzU0zLXJsj9Lcr/Y6PeXoLsyxtbq6OqeaV80Kfc+ePWGz2VBbWyt39dXV1bBYLK22s1gs2Ldvn/y4rW1cYTabFR0gSl936T48Qek4auSolCfnRm8FoiPvV3vP6y1HtTHH/23jDM0KfXBwMEaMGIGCggLEx8ejqKgIYWFhiI6ORmFhISIiIhAZGYn4+HisWrVK/oXw9ddfIzExUauwFfHU2RFGPAvDiDGrRWnunXnOSBlNP7rJyMhAVlYWdu/ejaqqKmRnZwMAcnNzMWzYMKSkpCA8PByzZ89GamoqQkJCAABTpkzRMmwiIkPRtNBbLBasWLHisudXrlzZ6vGECRMwYcIET4VFRCQUXhlLRCQ4FnoiIsGx0BMRCY6FnohIcJ3mgqmmpiYAgM1mc+l1zZcY19XVCXveLnMUA3MUgys5Ntez5vrWHpMkSZI64elbdXU1jh07pnUYRESqi4yMRPfu3dv9eacp9BcuXMCZM2fg6+sLLy9+YkVExtfU1IT6+np069YNXbq0/wFNpyn0RESdFVtbIiLBsdATEQmOhZ6ISHAs9EREgmOhJyISHAs9EZHgWOiJiATHQk9EJDgWeiIiwXWaRc2UqKysRFZWFkJDQ2G1WpGamoqoqCitw1KspqYGixcvRkBAAEwmE8rLyzFnzhxcf/31OHv2LObPn4+uXbvixIkTSElJwS233KJ1yB2yatUqLF68GIcPHwYAoXK02+1Yvnw5HA4H6urqUFFRgVWrVgmVY0FBAdasWYO+ffvi+PHjSExMxLhx4wydY2NjI/7+97/jrbfeQl5enlxPrpRTQ0MDXnnlFQDAqVOncO+992L8+PGuDSxRu6ZPny5t3bpVkiRJ2rdvnzRhwgSNI+qYQ4cOSfPnz5cfr169WpoyZYokSZKUkZEhvfPOO5IkSVJVVZU0fPhwyW63axGmKg4fPixNnz5dioqKkp8TKccFCxZIBw4ckB9///33kiSJleOtt94qffvtt5IkSdLx48elQYMGSTabzdA5fvDBB9IPP/wgRUVFSYcPH5afv1JO7777rpSeni5JkiSdP39euv3226UTJ064NC4/umlHTU0Ndu7ciVGjRgEA4uLiYLVaUVpaqnFkyg0cOBDz58+XH/fu3RtWqxUAsHnzZtxxxx0AgPDwcFx77bXYtWuXFmF2WGNjI5YuXYpZs2a1el6UHO12O3bs2IFDhw5hyZIleOWVV+SVC0XJEbgYf3V1NQDg119/hdlsRlNTk6FznDx5MgYPHnzZ81fK6dNPP5V/FhgYiMGDB2Pr1q0ujcuPbtpRWVkJf39/BAYGys+FhoaivLwcAwcO1DCyjjGZTPLft2/fjkceeQSnT5/G+fPnERoaKv+sOVcjevPNN5GcnIyuXbvKz4mUY0VFBY4fPw6TyYTU1FTs378fycnJWLdunTA5AkBOTg5mzZqFb7/9FsXFxXjjjTfQ0NAgVI7A1Y/NioqKVj/r3r27y/myo++kduzYAbvdjscee0zrUFT1ww8/wGaz4dZbb9U6FLepra0FAIwbNw4A8Lvf/Q4+Pj74/vvvtQxLVXa7HSkpKZg7dy4WLlyI5cuXY/ny5airq9M6NENioW9Hz549YbPZ5H9UwMWbl1gsFg2jUseOHTvw1Vdf4dVXX4XJZEJQUBACAwNx8uRJeZuTJ08aMtevvvoKZ8+eRXp6OnJycgAA6enp+O6774TJMTw8HABa3VfB29sbPj4+wuRYVlaGU6dOYciQIQCAPn36wG6348CBA8Lk2Oxq//4sFkurn1VXV6NXr14ujcFC347g4GCMGDECBQUFAICioiKEhYUhOjpa48g65rPPPsM333yDzMxMmM1mZGVlAQDuvfde7NixAwBgtVpx4sQJjBw5UsNIlfnzn/+MRYsWITMzEy+88AIAIDMzE3fffbcwOYaHh+Pmm2/Gv/71LwAXczl16hQGDx4sTI69evXChQsXUFFRAQA4f/48qqqqEBERIUyOLV0pp5Y/q62txb59+xAfH+/S/nnjkSuoqKhAVlYWwsLCUFVVhVmzZmHAgAFah6XYv//9b0ycOBHBwcHyc+fOnUNxcTHOnDmD9PR0/OY3v4HVasW0adMM/fHHd999h08++QSbNm3C5MmTMWnSJFx77bXC5FhRUYHs7GyEh4ejoqICkyZNwvDhw4V6H7dt24b169ejT58+OHbsGG677TZMnTrV0Dnu3bsX+fn5WLt2LRISEjBmzBiMHz/+ijk1NDRg/vz5MJlMOHXqFCZMmIB77rnHpXFZ6ImIBMePboiIBMdCT0QkOBZ6IiLBsdATEQmOhZ6ISHAs9EREguNaN+RR48aNQ1hYGICL54KfPXtWXjuooqICr776KsxmM5YsWYKPPvpIy1CFkp+fj2XLliEsLAxr1qzROhzyMBZ68qiWhWb58uXYs2dPq8cAcPPNN+Ptt9/WLMZmycnJuP/++zFx4kStQ+mw+Ph42O12bNy4UetQSAMs9ORRly4d3FJCQgKCgoJgMpnQrVs3D0ZFJDZ+Rk8e1dZa3M369OmDhoYGJCUloX///gCAo0ePyo8//fRTTJ06FePHj0dRURHWrFmD5ORk3Hffffj555/l/Zw+fRqpqal45JFH8PDDDyM3N7fdMY8dO4ZHH30UycnJmDx5Ml577TUAwKJFi1BaWoqVK1ciOTkZn3zyCQDg8OHDePTRRzFlyhRMmjQJ3377LQBgz549uO+++3DnnXdi6dKlSE5Oxj333IN169a1OW7LvDZt2oTHH38cY8eOxfbt2wEABw4ckPfXvP2lj12dFwCQJAmvvfYaJk+ejAkTJshrOQEXV4zMzMzEww8/jEmTJuH111/HhQsXAABPPPEEYmJikJubi2eeeQajRo3CggUL2p1X0pmO3zOFSJlly5bJd7hq6Zdffml1Z6jmx813+3rvvfek0aNHS3v27JEkSZJeeeWVVnfOmj59upSRkSFJkiTZbDYpISFB+vzzz9uM4bnnnpPv7NPY2Cjdf//98s+mTJkibdiwQX587tw56bbbbpPy8/MlSZKkY8eOSTfddJNUVVUlSZIk7d69W+rfv7+0bds2+ec33nhjqztBtZXnxo0bJUmSpC1btkjjxo2Tf757925p9OjR7T52dV42bNgg3XjjjVJxcbEkSZK0Z88eKSYmRo4/IyNDevLJJyWHwyFduHBBevzxx6VVq1bJrx89erSUmpoqNTU1ST///LP0/vvvt5kX6Q87ejKM5tX8+vfvj/Pnz2Po0KEAgAEDBsid64kTJ1BQUIBJkyYBAPz8/DBmzJh2P5vu1q0bdu3ahR9//BFdunTB2rVr2x1/x44duHDhgny/zuuvvx4DBgxodbefgIAAjB07Vv75kCFD8I9//OOKed11110ALt4B7JdffrnqPFzKmXlpFhkZiZiYGADA0KFD0aNHD3z55ZdoamrChg0b8NBDD8HLywtmsxnjx4+/bN7GjRsHk8mE3r1749FHH3U5VtIGP6Mnw2i+Y5TZbG5196guXbqgsbERAFBVVQUAmD9/Prp0uXh4nz9/HiEhIW3uc+7cuXj//fcxc+ZM+Pr64qmnnmr3xsv//e9/0dDQgOTkZPm5mpqaVvcsCAoKavWakJAQ+XaN7bnmmmsAAL6+vnIernBmXq4WX01NDerr67F8+XK89957AACbzQbpkjUPm2MlY2GhJ6H06NEDALB48WL07t0bAOBwOHDu3Lk2tz9z5gxmzJiBGTNmYNeuXXj66acxaNAgXHfddZdtGxERgaCgoFanJ9rtdjgcDvnx6dOnW72murpa8a0nvb290dDQID9uLwdXtBVfeHg4goOD4evrixdffBG///3v5Z+fOnWqw2OS9vjRDQnl2muvxahRo+QvTwFgzZo1WLVqVZvbz5kzBydOnABw8YtiHx8fuYsNDAyEzWbDqVOnkJqaijvuuAONjY0oLCwEADQ1NSEtLQ0//PCDvL/6+np88cUXAID//Oc/+P7775GQkKAol169eqGmpkaOr/mL2o44cuQISkpKAFxcs99qtWLs2LHw8vLCAw88gE2bNsn5f/nll/KNacjYuB49aWLFihVYt24dzp49i7i4OPztb38DcPHuOjNnzsT+/ftxyy23YNGiRXjhhRewf/9+jBgxAnPnzsULL7yAo0ePIiEhAffffz/S09Nx8uRJ3Hffffi///s/nD59GllZWSgvL4e3tzeuv/56pKenw8fH57I4Nm3ahI8//hg+Pj44f/48HnjgAUyePBnAxdsSZmdnIzAwECkpKYiPj8fhw4fx6quv4sKFC3A4HLj77rsxdepUABcL55w5c/Dwww/jm2++wcmTJzFt2jQ8+OCDl43bMs/hw4fjjTfeQEpKipx38/8ali1bhq1bt6Jv374YMmQIcnJycNtttyEzM1N+vTPzcvPNN2PZsmUIDg5Gv3798NNPP+HcuXPyLzDg4v9OsrOzceDAAfj6+iIoKAiZmZkICgrCn/70J3z99de44YYb8NBDD+GRRx5xw1FB7sJCT6SS5kKvRudNpCZ+dENEJDgWeiIV7NmzBwsXLsSvv/6KJ598UutwiFrhRzdERIJjR09EJDgWeiIiwbHQExEJjoWeiEhwLPRERIJjoSciEhwLPRGR4FjoiYgEx0JPRCS4/wc+8C4nE63zVwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def make_l_factor(data: Sequence[SolverSelectionData], converged=True):\n", - " l_factors = np.array(\n", - " [\n", - " x.config[\"gmres\"][\"preconditioner\"][\"splitting_fixed_stress\"][\"l_factor\"]\n", - " for x in data\n", - " ]\n", - " )\n", - " if converged:\n", - " return l_factors[make_converged_indices(data)]\n", - " return l_factors\n", - "\n", - "\n", - "for name, values in data.items():\n", - " for i, value in enumerate(values):\n", - " print(name, i)\n", - " plt.figure(figsize=(4, 3))\n", - " l_factors = make_l_factor(value, converged=CONVERGED)\n", - " plt.scatter(\n", - " np.arange(l_factors.size), l_factors, label=name, color=\"black\", marker=\"+\"\n", - " )\n", - "\n", - " plt.ylabel(\"$L$ scaled\")\n", - " plt.xlabel(\"Time step number\")\n", - " plt.show()\n", - " if save_media_path is not None:\n", - " plt.savefig(\n", - " save_media_path / f\"poro_lfactor_dt_{name}_{i}.pdf\", bbox_inches=\"tight\"\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AwDM0yaK7SFAAAJ4JGrgXDxWUxECCAgDwjIV78fh8HX+ooNhGggIA8IyFVTxSR4JEBcU2EhQAgGcsrOKROhIkVvHYRoICAPCMlQpKio99UKwjQQEAeMZKBcXvp4JiHQkKAMAzoQqKrxdX8UhnKyj0oJhGggIA8EzQ7bi809sJij+FVTzWkaAAADzjOL27B0pICqt4zCNBAQB4Juj27i6yIVRQ7CNBAQB4xglSQUH3kKAAADwTDPb+Ch6JCkoiMDBNAAB9RahJtrel+FhmbJ2BaQIA6CtokkV3kaAAADxDkyy6iwQFAOCZIE2y6CYSFACAZxyaZNFNBqYJAKCvCAaNNMlyN2PzUiN9w/bt2/XMM8/ommuu0cGDBzVlyhRNnDixy3FFRUUaOHBg+PHKlSt18803S5J2796tp556SsOGDVNTU5MefvhhXXbZZT34GACARGCpgsIlHtsiTlAWLlyolStXqri4WIcOHVJJSYnGjx+v/v37dzqupKREy5cv7/L+lpYWzZs3T88++6wCgYDWrVun1atXa9GiRdF/CgBAQgi6UqqBJtkUH5d4rIs4jw0EAqqvr5ckHTt2TH6/X8Hz/Cv/7ne/0/Lly1VeXq4f/vCHct2OWtqOHTsUCAQUCAQkSePHj9fzzz/fg48AAEgUZjZq83OJx7qIKyirVq3S3LlztWvXLu3bt09r1qxRRkZGl+OmTp2qsrIyBYNBzZ49W42NjZo5c6Zqa2s1dOjQ8HHZ2dk6efKkGhoaNHjw4IjG4jiOHMeJ9CNc8pzn/hfxQ6y9Q6y9Q6wvrt3xySfJcXqeHfQs1j61t/vkcJ2nW2I1ryN5f0QJSktLi6ZPn67HHntMo0ePVnV1tebPn6+bbrpJmZmZnY4tKyuTJKWkpGjKlClau3atZs6cGcmPu6SqqqqYnu9clZWVcTs3OiPW3iHW3iHW53f8+NU6k9muvXtrY3bOaGJ9rC5HH300QHv3/jFm4+gLvJzXESUoVVVVOnHihEaPHi1JGjFihFpaWrRz507ddttt4ePq6+uVnp4ebpJNS0tTa2urJCk3N1fHjh0LH3v8+HENHDgw4uqJJOXn55+3etMTjuOosrJShYWF8lvYTSiJEWvvEGvvEOuLG/yST4EsaeTIoZc++BJ6EusrKn063OTTyJEjezyOviBW87q5ubnbxYWIEpThw4ervb1dtbW1ys3NVVNTk44cOaKcnBy9/vrrysnJUV5enrZv367Tp0+Hqyi7d+9WcXGxJOmWW27R0qVLVVdXp0AgoG3btunOO++M8CN28Pv9cfsFEM9zozNi7R1i7R1ifX6upLTU2O4mG02s01Il1xX/RhHq6byO5L0RJShZWVlasWKFli5dqhEjRujAgQOaM2eOCgsLNXPmTI0ZM0bTp09XQUGBHn/8cVVXV6utrU1tbW168MEHJUn9+/fXihUr9NBDDykQCOjkyZMqLy+P7BMCABKSpXvxuG7HH5+B8aCriJtkJ0yYoAkTJnR5ft26deG/FxQU6IknnrjgOcaOHauxY8dG+qMBAAnO0t2MpY6EKTXib0J4wcA0AQD0FWaWGZ8dA0uN7TIwTQAAfYVj6GaBEpu1WUaCAgDwjLlLPCQoZhmYJgCAvsJxjFziObuYhEs8dhmYJgCAvuDsHU9MVFBCK3e4xGOXgWkCAOgLQrucW+hBCVVxuMRjFwkKAMATocspFi7x0CRrn4FpAgDoC0LVCguXeGiStc/ANAEA9AWhaoWFCgpNsvYZmCYAgL7AZAXF6d1x4MIMTBMAQF8QNJSgsJOsfQamCQCgLwhXUAys4klhFY95JCgAAE+EV/H4e3cc0jkVFBIUs0hQAACesLQPChUU+0hQAACesLQPChUU+wxMEwBAX2BqFQ8VFPMMTBMAQF9gah8UKijmGZgmAIC+IGjoZoGhPhiWGdtlYJoAAPoCmmQRCRIUAIAnWGaMSJCgAAA8QQUFkSBBAQB4gmXGiISBaQIA6AtMLTMO3SyQBMUsA9MEANAXmFpmfLYPhlU8dhmYJgCAvsBkBcXp3XHgwgxMEwBAX2CqghLqQaGCYpaBaQIA6AvCG7UZWsVDk6xdJCgAAE+ELvFY2geFJlm7SFAAAJ4IVStMVVC4xGMWCQoAwBMW78VDk6xdBqYJAKAvCCUDNMmiOwxMEwBAX0CTLCJBggIA8ISpfVBokjUvNdI3bN++Xc8884yuueYaHTx4UFOmTNHEiRM7HfP6669r06ZNys3NVV1dnT796U9r/vz5Sjk7IyZMmKCmpqbw8d/5znc0ZcqUnn0SAIBpJvdBIUExK+IEZeHChVq5cqWKi4t16NAhlZSUaPz48erfv3/4mF/96lf6u7/7OxUVFUmSpk6dqueff15Tp06VJN14441avnx5jD4CACARWGySpQfFrogTlEAgoPr6eknSsWPH5Pf7FfxECrpw4cJwtUSShg8frrq6uvDjuro6LV++XI7jaOjQoZo2bZrS09Oj/QwAgAQQapK10IMS2ouFSzx2RZygrFq1SnPnztWuXbu0b98+rVmzRhkZGZ2OOTc5OXXqlPbv36/7778//Nztt9+uv/zLv1RaWpqWLVumZcuWqby8POLBO44jJ8ZrxELni/V50RWx9g6x9g6xvrB2R3LdFEnBmCzv7Ums3WDHWNrbXTkOZZRLidW8juT9Ptd1u/0v09LSokmTJumxxx7T6NGjVV1drfnz52vDhg3KzMzscrzrurr//vs1ceJE3Xrrrec95/79+/U3f/M3evvtt7s96ObmZr333nvdPh4A0Pte3fcpbfnfIfrHO2p09bDWXh3L8cZUPfqjq/WVoo81+Yv1vTqWvqigoKBLceOTIqqgVFVV6cSJExo9erQkacSIEWppadHOnTt12223dTrWcRyVl5frtttu65ScnDx5Uq2trcrOzpYkpaWlqa2tTcFgsFPlpTvy8/Mv+QEj5TiOKisrVVhYKL+F/ZiTGLH2DrH2DrG+sD80SIP+L0U33DBQn83t+fl6EuujH0mDfp6i4VcO0siRV/Z8MEkuVvO6ublZVVVV3To2ogRl+PDham9vV21trXJzc9XU1KQjR44oJydHr7/+unJycpSXl6czZ85o8eLFuuOOO1RcXCxJWrZsmRYtWqR3331X27dv1z/90z9Jknbv3q0xY8ZEnJxIkt/vj9svgHieG50Ra+8Qa+8Q665cST6flJbqj+n9eKKJdVpqx1iCrs/EvYESRU/ndSTvjShBycrK0ooVK7R06VKNGDFCBw4c0Jw5c1RYWKiZM2dqzJgxmj59uh5//HG9+OKL2rFjR/i948aNk9SR5FRXV2vJkiVKTU3VsWPH9Mgjj0QyDABAAjK1zPjs9ySreOyKuEl2woQJmjBhQpfn161bF/77ggULtGDBgvO+Pzc3V//5n/8Z6Y8FACQ4Uxu1hZYZ08tsloFpAgDoC0xVULgXj3kGpgkAoC8IV1AM7IPCVvf2kaAAADwRqlZYaEplq3v7SFAAAJ6wtJMsFRT7SFAAAJ4IV1AMfPNQQbHPwDQBAPQFQUOreHxnqzhUUOwyME0AAH2BpVU8Pl9HosQqHrsMTBMAQF9gaR8UqaMXhns62mVkmgAAkp2lCorUsZqICopdRqYJACDZhZIBC6t4pI5x0CRrFwkKAMAT5i7xpNAka5mRaQIASHahaoXPSAXFT5OsaSQoAABPOMGOqoWVBIUmWdtIUAAAnggG7TTISjTJWmdoqgAAklnQtdN/ItEka52hqQIASGaOtQoKTbKmGZoqAIBkFgzaWWIsnd1JlgTFLBIUAIAngm5H34cVVFBsI0EBAHjCcQxWUGiSNYsEBQDgiaBrrweFSzx2GZoqAIBkFtoHxQp2krXN0FQBACQzc/ugUEExzdBUAQAkM3MVFB8VFMsMTRUAQDKztsyYnWRtI0EBAHjCWpMsO8naZmiqAACSmeMYu8RDk6xphqYKACCZWaug0CRrm6GpAgBIZjTJIhKGpgoAIJlZa5JlJ1nbSFAAAJ5wggbvxeP09ihwISQoAABPWKygSJJLFcUkEhQAgCcs9qBIVFGsMjRVAADJzOIqHok+FKtSI33D9u3b9cwzz+iaa67RwYMHNWXKFE2cOLHLcRUVFdqyZYuysrLk8/m0ZMkSpaWlSZJ2796tp556SsOGDVNTU5MefvhhXXbZZT3/NAAAsxzH5iUeVvLYFHGCsnDhQq1cuVLFxcU6dOiQSkpKNH78ePXv3z98TF1dnR599FFt3bpVmZmZWrx4sTZu3Khp06appaVF8+bN07PPPqtAIKB169Zp9erVWrRoUUw/GADAlqBrr0lWYi8UqyIutgUCAdXX10uSjh07Jr/fr+An/nUrKio0atQoZWZmSpJuvfVWPffcc5KkHTt2KBAIKBAISJLGjx+v559/viefAQBgnOvabZKlgmJTxBWUVatWae7cudq1a5f27dunNWvWKCMjo9MxtbW1ys7ODj8eMmSIampqwq8NHTo0/Fp2drZOnjyphoYGDR48OKKxOI4jJ8bdTaHzxfq86IpYe4dYe4dYn18wKLluinw+V44Tm6aPnsbaJ59c16cz7UEaZS8hVvM6kvdHlKC0tLRo+vTpeuyxxzR69GhVV1dr/vz5uummm8LVEi9VVVXF7dyVlZVxOzc6I9beIdbeIdadtTtSY+M1OnK4SXv31sX03NHGurY2W42Ng7X3twf0qUwylO7wcl5HlKBUVVXpxIkTGj16tCRpxIgRamlp0c6dO3XbbbeFj8vNzdWePXvCj+vr65Wbmxt+7dixY+HXjh8/roEDB0ZcPZGk/Pz8LtWbnnIcR5WVlSosLJTf0sXSJESsvUOsvUOsz6+1TRo0KEVXDh+kkSNzYnLOnsZ6z4c+/fYDn264oVBDPxWTISWtWM3r5ubmbhcXIkpQhg8frvb2dtXW1io3N1dNTU06cuSIcnJy9PrrrysnJ0d5eXkqKSnR+vXrderUKWVmZurVV1/VlClTJEm33HKLli5dqrq6OgUCAW3btk133nlnxB9Skvx+f9x+AcTz3OiMWHuHWHuHWH+CT/L5pNRUX8wbZaONtd/fMSbJb6p517KezutI3htRgpKVlaUVK1Zo6dKlGjFihA4cOKA5c+aosLBQM2fO1JgxYzR9+nQFAgEtWLBA8+bNU1ZWliTp7rvvliT1799fK1as0EMPPaRAIKCTJ0+qvLw8kmEAABJMaC0F+6CguyJukp0wYYImTJjQ5fl169Z1elxaWqrS0tLznmPs2LEaO3ZspD8aAJCgQkmAxVU8LDO2yVAuCwBIVqGlvD5D3zrhre5JUEwyNFUAAMnK5CWes+0QXOKxydBUAQAkq1CVgpsForsMTRUAQLKigoJIGZoqAIBkFa6gWGqSpYJiGgkKACDuQlUKS/uNsMzYNhIUAEDchaoUpioo3CzQNBIUAEDchSsohr51/OyDYpqhqQIASFYmV/FQQTHN0FQBACQrk6t4qKCYZmiqAACSVdBiBeVsPwxNsjYZmioAgGRlcZlxaEURl3hsIkEBAMSdxWXG4QoKCYpJJCgAgLgLGqygpLAPimkkKACAuHMMN8myk6xNhqYKACBZ0SSLSBmaKgCAZBVKAkxe4qEHxSQSFABA3IUv8RhqkvWzUZtpJCgAgLijSRaRIkEBAMSdya3uzyZLNMnaZGiqAACSlemt7qmgmGRoqgAAkpXFnWS5WaBtJCgAgLizuJMsNwu0jQQFABB3oT4PKijoLhIUAEDchSsohr51qKDYZmiqAACSlclVPFRQTDM0VQAAycr0Kh4SFJMMTRUAQLIyWUEJ7YNCgmKSoakCAEhWJisoZ1cUsQ+KTYamCgAgWZmuoLCTrEmGpgoAIFmZrKCwk6xphqYKACBZWd5JliZZm0hQAABxx06yiFRqJAfX1NSotLRUGRkZ4ecaGhr0wgsvKC8vL/zc/fffr9deey38+MyZMxo3bpxWrlx53nP84Ac/0NVXX92DjwEAsCxouYLCJR6TIkpQ/H6/7r33Xs2YMUOS1NjYqNmzZ3dKTiQpMzNTO3fuDD9etWqVRo0aFX58zz33aM6cOT0YNgAgkdAki0hFlKDk5OSEkxNJ2rx5s6ZOndrluIceeij897a2Nr3xxhu67777ws+99dZbWr58uVpbW3XTTTeppKQkiqEDABIFTbKIVEQJyrmCwaC2bt2qDRs2XPS4iooKTZw4UT5fR6o6cOBA3XXXXZo8ebJaW1tVVlYm13U1adKkiMfgOI6cGKe+ofPF+rzoilh7h1h7h1ifX3u7T67rk+sGY1ax6GmsXVdy3RSdaXflOGQpFxOreR3J+6NOUHbs2KGbb75Z6enpFz1u8+bN+o//+I/w48GDB2vy5MmSpH79+mnSpEnasmVLVAlKVVVVxO/prsrKyridG50Ra+8Qa+8Q684OfTBUjY2DtP+damX2j21XarSxdl2psfEa1dae0t69R2I6pmTl5byOOkHZtGmTysvLL3rM3r179ZnPfEYDBw4MP/fhhx9qyJAh6tevnyQpLS1Nra2tUY0hPz+/U7NtLDiOo8rKShUWFspvqd08CRFr7xBr7xDr8/v1H30a9KFPIz9fpMwBsTlnLGL9qU+laFhgkEaO/HRsBpWkYjWvm5ubu11ciCpBqa6u1oABAxQIBMLPvfzyyyoqKtKwYcPCz33/+9/X3//933d67+bNm1VUVKQvf/nLkqTdu3eruLg4mmHI7/fH7RdAPM+Nzoi1d4i1d4h1Vz6flJ7mj/lS457EOtUvST5Ty58t6+m8juS9USUoGzduVFlZWafn1qxZo1mzZoUbXo8fP66PP/5Yn/vc5zodN3r0aD355JPauXOnGhoalJOTo2nTpkUzDABAgggaXMUjdYyHJlmbokpQFi1a1OW5LVu2dHqcnZ2tJ598sstxxcXFUVdMAACJyeJOslLHSh7uZmyTsVwWAJCMLO4kK3UkTOwkaxMJCgAg7oLBjh4Un7UKip9LPFaRoAAA4s4J2us/kToqKGxZY5PB6QIASDbBoK1dZEP8NMmaZXC6AACSjRO01yArdVR1aJK1iQQFABB3Qddeg6x0toJCgmISCQoAIO4chwoKIkOCAgCIu6Brt0mWCopNBqcLACDZ0CSLSBmcLgCAZGO6SZZlxiaRoAAA4s7qJR4qKHYZnC4AgGTjODYv8dAka5fB6QIASDZWKyg0ydplcLoAAJKN1WXGfj8VFKtIUAAAcRd0jV7ioYJilsHpAgBINmZvFkgPilkGpwsAINmwDwoiZXC6AACSjdkKio99UKwyOF0AAMnGbAXFTwXFKoPTBQCQbCxXUIJBySVJMcfgdAEAJBurq3hCYyJBscfgdAEAJBur+6CEqjqs5LGHBAUAEHdBt6Pfw5pQBYW9UOwhQQEAxF3Q8N2MJRplLSJBAQDEneUmWYmlxhYZnC4AgGTiuh1/LDfJUkGxx+B0AQAkk1B/h8VLPD6aZM0iQQEAxFWoOkGTLCJBggIAiKtQf4fFCgrLjO0iQQEAxFW4gmLwG4cKil0GpwsAIJmEqhOmV/GQoJhjcLoAAJJJ0HCCEuqLYRWPPQanCwAgmSREBYV9UMxJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5V30uB/84Ae6+uqrJUkVFRXasmWLsrKy5PP5tGTJEqWlpfXwowAALApVUEz3oFBBMSeiBMXv9+vee+/VjBkzJEmNjY2aPXt2p+Qk5J577tGcOXO6PF9XV6dHH31UW7duVWZmphYvXqyNGzdq2rRpUX0AAIBtoS9/VvEgEhHlszk5OeHkRJI2b96sqVOnnvfYt956S8uXL9d3v/tdVVRUhJ+vqKjQqFGjlJmZKUm69dZb9dxzz0UzdgBAAgh9+bMPCiIRUQXlXMFgUFu3btWGDRu6vDZw4EDdddddmjx5slpbW1VWVibXdTVp0iTV1tYqOzs7fOyQIUNUU1MT1Rgcx5ET4wuHofPF+rzoilh7h1h7h1h3deaM5LopkuvKcWJ3LSVWsXbdFJ1pD9KHchGxinUk7486QdmxY4duvvlmpaend3lt8ODBmjx5siSpX79+mjRpkrZs2aJJkyZF++POq6qqKqbnO1dlZWXczo3OiLV3iLV3iPWf1H2UpsbGq1TzwUfau/dEzM/fk1gfPDBYjY3ZevfdWrV+1BLDUSUnL+d11AnKpk2bVF5eft7XPvzwQw0ZMkT9+vWTJKWlpam1tVWSlJubqz179oSPra+vV25ublRjyM/P79SIGwuO46iyslKFhYXyW6xHJhFi7R1i7R1i3dWBI9KgQSkaMWKQRo68KmbnjUWsD7dIg/an6HP5A1V0TcyGlnRiNa+bm5u7XVyIKkGprq7WgAEDFAgEws+9/PLLKioq0rBhw7R582YVFRXpy1/+siRp9+7dKi4uliSVlJRo/fr1OnXqlDIzM/Xqq69qypQp0QxDfr8/br8A4nludEasvUOsvUOs/8Tn6/iT6vfFpQ+lJ7FOTQ2Nz2+yR8aans7rSN4bVYKyceNGlZWVdXpuzZo1mjVrlkpKSjR69Gg9+eST2rlzpxoaGpSTkxNepRMIBLRgwQLNmzdPWVlZkqS77747mmEAABKA5X1Q/KziMSuqBGXRokVdntuyZUv478XFxeGKyfmUlpaqtLQ0mh8NAEgwlvdBSWEVj1kGpwsAIJlY3uo+tDcLG7XZY3C6AACSSfgSj8GN2kItEVzisYcEBQAQV6HqhMUm1HAFhQTFHBIUAEBchfbmslhBYat7u0hQAABxFa6gGPzGYat7uwxOFwBAMrG8zDhU1aGCYo/B6QIASCaWlxmH+mJYxWOPwekCAEgmCVFB4UaB5hicLgCAZGK6ghLqQaGCYo7B6QIASCaW90FhFY9dJCgAgLiyvA8Kq3jsIkEBAMQV+6AgGiQoAIC4Yh8URMPgdAEAJBPTq3iooJhlcLoAAJJJQqziIUExx+B0AQAkk9AlHpMVlNDNAllmbI7B6QIASCY0ySIaJCgAgLhimTGiQYICAIgrKiiIBgkKACCuWGaMaBicLgCAZGJ6mXHoZoEkKOYYnC4AgGRiepnx2b4Yl1U85hicLgCAZJIIy4xDfTKww+B0AQAkk9CXv8kKSqgHhQqKOQanCwAgmYQrKIZX8dAkaw8JCgAgroI0ySIKBqcLACCZOAnQJMslHnsMThcAQDJxDTfJ+nwdf7jEY4/B6QIASCaWd5KVOhInLvHYQ4ICAIgryzvJSh3jooJij9HpAgBIFpZ3kpU6KjtUUOwxOl0AAMnC8k6yUkejLE2y9hidLgCAZGF5J1mpo4LCJR57UiM5uKamRqWlpcrIyAg/19DQoBdeeEF5eXnh5yoqKvSLX/xCOTk5+uCDDzRq1Cjdc8894deLioo0cODA8OOVK1fq5ptv7sHHAABY5Th/Wi1jEU2yNkWUoPj9ft17772aMWOGJKmxsVGzZ8/ulJxI0ksvvaSHHnpIw4YNU1tbm77yla/ohhtu0JgxYyRJJSUlWr58eWw+AQDAtKBr9/KORJOsVRElKDk5OeHkRJI2b96sqVOndjluzZo1Sjlby0tPT1cgEFBdXV349d/97ndavny52tralJ+fr6997WvyWU2tAQA94gTtXt6RaJK1KqIE5VzBYFBbt27Vhg0buryWcs5MPHz4sD7++GN99atfDT83depUlZWVKRgMavbs2WpsbNTMmTMjHoPjOHJifAvK0PlifV50Ray9Q6y9Q6y7and88sknJ8ZZQKxi7fP55DiS49ApeyGxinUk7/e5rhvVv8i2bdu0d+9e3XfffRc8pq2tTf/wD/+ge++9V0VFRec95he/+IXWrl2rLVu2dPtnNzc367333ot0yACAXvCfFVeo5ng/PfI31b09lPN69EdXKT3V1fypH/T2UPqMgoKCTv2s5xN1BWXTpk0qLy+/4OunT5/Wgw8+qFmzZnVKTurr65Wenh5ukk1LS1Nra2tUY8jPz7/kB4yU4ziqrKxUYWGh/KGbNCAuiLV3iLV3iHVXQ9/yqTkojRw5MqbnjVWsh77qU2qKNHLkkBiOLrnEKtbNzc2qqqrq1rFRJSjV1dUaMGCAAoFA+LmXX35ZRUVFGjZsmJqamvTAAw/o3nvv1XXXXafDhw+roqJC06dP1/bt23X69GmVlZVJknbv3q3i4uJohiG/3x+3XwDxPDc6I9beIdbeIdZ/4rode43EKxw9jbU/5WwjL/9cl9TjWEfw3qgSlI0bN4YTjJA1a9Zo1qxZKikp0QMPPKDXXntNb7/9tqSOzCt0fEFBgR5//HFVV1erra1NbW1tevDBB6MZBgAgASTCKp629t4eBT4pqgRl0aJFXZ47t4fkX//1Xy/43oKCAj3xxBPR/FgAQAJyHLs3CpTYB8UqwzktACAZWL98wj4oNpGgAADiigoKokGCAgCIq0ToQaGCYo/hKQMASAbmd5KlgmKS4SkDAEgGwWACVFDYRNYcw1MGAJAMgq7xCoqPSzwWGZ4yAIBk4DjGKyh+LvFYZHjKAACSARUURMPwlAEAJAMnyDJjRI4EBQAQV4nQJOu6HX9gh+EpAwBIBolwiUfiMo81hqcMACAZJEKTrMRSY2sMTxkAQDJIlAqK4/TuONCZ4SkDAEgGidCDIlFBscbwlAEAJINEWMUjsZLHGhIUAEDchFbHhPo8LAolKDTJ2kKCAgCIm1BfBxUURIoEBQAQN6G+joToQSFBMcXwlAEAJLrQl34irOKhSdYWw1MGAJDoQpdNLF/iCfXHcInHFhIUAEDchC/xWG6SZSdZk0hQAABxE/rS9xmuoKSwD4pJJCgAgLgJXTZJhCZZdpK1xfCUAQAkOppkES3DUwYAkOhCX/qWm2TZB8UmEhQAQNyEL/EYbpJlHxSbSFAAAHETTIBlxmx1bxMJCgAgbpwE6kHhEo8thqcMACDRBRNhFc/Zy080ydpieMoAABJdIuwkG66gsMzYFBIUAEDcJMJOsn42ajOJBAUAEDehqoTpCgrLjE0iQQEAxE1CVVBIUExJjeTgmpoalZaWKiMjI/xcQ0ODXnjhBeXl5XU69umnn9ZvfvMbpaen64orrtDcuXPDr1VUVGjLli3KysqSz+fTkiVLlJaW1rNPAgAwhwoKohVRBcXv9+vee+/Vzp07tXPnTr300ksaNWpUl+Rk3759+slPfqJVq1ZpxYoV2r9/v375y19Kkurq6vToo49qxYoVeuSRR5SSkqKNGzfG7AMBAOwIV1AM1+upoNgUUQUlJydHM2bMCD/evHmzpk6d2uW4n/3sZxo3bpz8Z2t6t956q5577jn9xV/8hSoqKjRq1ChlZmaGX1u9erWmTZvWg48ROy1tUt1HafrgqO2SZDJwHGLtFWLtHWLdWd1HHf9NhH1Qjn4sfXC0V4dihk9SzpDencMRJSjnCgaD2rp1qzZs2NDltZqaGt10003hx0OGDFFNTY0kqba2VtnZ2ed9LVKO48iJ8bqwJf8jvfnOVRr0S58kWrrjy6fGRmLtDWLtHWJ9PqkpwZgv4w39/u/p90CqX3LdFD1dIT1dEYuRJYfJY1393eSOORyrWEfy/qgTlB07dujmm29Wenp6tKfosaqqqpif8wtXDtDlaQMkfRTzc+NCiLV3iLV3iHVIWmpQ/c80aO/e+CRslZWVPXq/0+7T+IJBammj5PUnrnIzTmnv3rZOz/Y01pGIOkHZtGmTysvLz/va8OHDdfz48fDj+vp65ebmSpJyc3O1Z8+e874Wqfz8/E4Nu7FQWOiosrJShYWF4UtUiA/HIdZeIdbeIdbeiWWsbxodo0ElqVjFurm5udvFhagSlOrqag0YMECBQCD83Msvv6yioiINGzZMd9xxhx544AHNnz9ffr9fr776qv76r/9aklRSUqL169fr1KlTyszM1KuvvqopU6ZEMwz5/f64/QKI57nRGbH2DrH2DrH2DrH2Tk9jHcl7o0pQNm7cqLKysk7PrVmzRrNmzVJJSYmKior0V3/1V/r2t7+t9PR0XXfddZowYYIkKRAIaMGCBZo3b56ysrIkSXfffXc0wwAAAEkqqgRl0aJFXZ7bsmVLp8ff+ta39K1vfeu87y8tLVVpaWk0PxoAAPQBhhd+AQCAvooEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgDgkKAAAwhwQFAACYE/XdjHtTMBiUJJ0+fTrm53YcR1LHHRe5+VR8EWvvEGvvEGvvEGvvxCrWoe/t0Pf4xfhc13Wj/km9pL6+XgcOHOjtYQAAgCjk5eVpyJAhFz0mIROU9vZ2NTQ0qF+/fkpJ4SoVAACJIBgMqrW1VYMHD1Zq6sUv4iRkggIAAJIb5QcAAGAOCQoAADCHBAUAAJhDggIAAMwhQQEAAOaQoAAAAHNIUAAAgDkkKAAAwBwSFAAAYE5C3iwwXj788EMtW7ZM2dnZqqur07x585Sfn9/bw0oKH330kb73ve8pIyNDPp9PNTU1Wrhwoa6++mo1NjZqyZIluuyyy3T06FFNnz5dX/ziF3t7yAlv/fr1+t73vqf3339fkohznLS0tGjt2rVyHEfNzc2qra3V+vXriXccbN++Xc8884yuueYaHTx4UFOmTNHEiROJdQycOXNGTz/9tP793/9dP/rRj8LffReLbVtbm7773e9Kkk6cOKE77rhDt99+e+wG5SJsxowZ7osvvui6ruvu2bPHLS0t7eURJY93333XXbJkSfjxhg0b3Lvvvtt1XdddunSp+9///d+u67rukSNH3C996UtuS0tLbwwzabz//vvujBkz3Pz8/PBzxDk+HnnkEfedd94JP3777bdd1yXe8VBcXOzu2rXLdV3XPXjwoHvDDTe4p0+fJtYx8P3vf9/9zW9+4+bn57vvv/9++PmLxfaJJ55wFy9e7Lqu6zY1Nbl/9md/5h49ejRmY+ISz1kfffSRduzYoS9/+cuSpJEjR6qurk7vvfdeL48sORQUFGjJkiXhx1deeaXq6uokST/72c80fvx4SVIgENCwYcP02muv9cYwk8KZM2e0evVqzZ07t9PzxDn2WlpatG3bNr377rtauXKlvvvd74bv0Eq8Yy8QCKi+vl6SdOzYMfn9fgWDQWIdA2VlZbrxxhu7PH+x2P70pz8Nv5aZmakbb7xRL774YszGxCWesz788EMNGDBAmZmZ4eeys7NVU1OjgoKCXhxZ8vD5fOG//+pXv9I3vvENffzxx2pqalJ2dnb4tVDcEZ1/+7d/0ze/+U1ddtll4eeIc3zU1tbq4MGD8vl8mjdvnn7729/qm9/8pn784x8T7zhYtWqV5s6dq127dmnfvn1as2aN2traiHWcXOr3Rm1tbafXhgwZEtO4U0GB57Zt26aWlhb97d/+bW8PJen85je/0enTp1VcXNzbQ+kTTp06JUmaOHGiJOnzn/+80tPT9fbbb/fmsJJSS0uLpk+frgceeECPPvqo1q5dq7Vr16q5ubm3h4Y4IUE564orrtDp06fDv3Akqb6+Xrm5ub04quSzbds2vfLKK/rnf/5n+Xw+fepTn1JmZqaOHz8ePub48ePEPUqvvPKKGhsbtXjxYq1atUqStHjxYr3xxhvEOQ4CgYAkKSXlT79K09LSlJ6eTrxjrKqqSidOnNDo0aMlSSNGjFBLS4veeecdYh0nl/r9nJub2+m1+vp6DR8+PGY/nwTlrMsvv1zjxo3T9u3bJUl79+7V0KFDdf311/fyyJLHSy+9pF//+tcqLy+X3+/XsmXLJEl33HGHtm3bJkmqq6vT0aNHdcstt/TiSBPXd77zHS1fvlzl5eX69re/LUkqLy/XhAkTiHMcBAIBfeELX9Cbb74pqSOuJ06c0I033ki8Y2z48OFqb29XbW2tJKmpqUlHjhxRTk4OsY6ji8X23NdOnTqlPXv2qKSkJGY/2+e6rhuzsyW42tpaLVu2TEOHDtWRI0c0d+5cXXfddb09rKTwf//3f5o6daouv/zy8HMnT57Uvn371NDQoMWLF2vQoEGqq6vTt771LS5R9NAbb7yhZ599Vs8//7zKysr09a9/XcOGDSPOcVBbW6t/+Zd/USAQUG1trb7+9a/rS1/6EvM6DrZu3aqf/OQnGjFihA4cOKCxY8dq2rRpxDoG3nrrLVVUVGjjxo2aPHmy/vzP/1y33377RWPb1tamJUuWyOfz6cSJEyotLdWkSZNiNiYSFAAAYA6XeAAAgDkkKAAAwBwSFAAAYA4JCgAAMIcEBQAAmEOCAgAAzCFBAQAA5pCgAAAAc0hQAACAOSQoAADAHBIUAABgzv8Hy3ieJcft+TwAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(NUM_SIMS):\n", - " for name, values in data.items():\n", - " plt.figure()\n", - " value = values[i]\n", - " num_iters = make_num_linear_iters(value)\n", - " plt.plot(num_iters, label=name, alpha=0.7)\n", - " plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 0\n" - ] - }, - { - "data": { - "image/png": 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8UeucnTt34tVXX1W0OCIico1TR/JHjhyxXYxsz5490Ol0Dn+4Jk9E5H2cOpJPSUmx/Txu3DgMHTrUYQ7X5ImIvI/sNfnS0lKHsdGjR9d67jwREXmW7JDfuXOnw9jSpUvxzTffKFIQEREpx+lTKBctWgTgxlk0NT/XqKysxNWrV5WtjIiIXOZ0yNecImmxWBxOl2zevDnee+89ZSsjIiKXOR3yc+bMAQAsW7YMo0aNcltBRESkHNlr8gx4IqKGQ3bIExFRw8GQJyISGEOeiEhgDHkiIoEpEvLz5s3DK6+8osSmiIhIQbKvJ79y5UpotVo8+uijtjGtVovq6mpFCyMiItfJDvkPP/wQH374od3YyJEjFSuIiIiUU6cbed99990O41u3blWiHiIiUpDskI+NjUVaWhp+/PFHnDt3zvbn448/dkd9RETkAtnLNTNnzgQALFmyxG5cpVIpUxERESlGdsj37t0bn3zyicN4YmKiIgUREZFyZC/X/P5D1xorVqxwuRgiIlKW7CP5Fi1aYOvWrdiwYQOKi4uh1WoRHx+Phx56yB31ERGRC2QfyS9ZsgQzZ85Eq1at0KdPH7Rs2RJvvfUWMjIy3FEfERG5QPaRfHZ2NrKzs9GmTRvbWElJCRITEzFmzBhFiyMiItfIPpJv166dXcADQGBgIEJCQmyPKysrXa+MiIhcJvtI/sEHH8TKlSuRkJCAgIAAlJeXIzs7G4899phtzosvvoiVK1fedjtmsxkLFy6E1WqFyWSCwWDAsmXLap1bVVWFp59+GnfddRdvM0hEJIPskJ89ezaA324HCACSJAEApk2bBkmSnDpnXq/XIyEhAZGRkQCA/Pz8W85dvHgxWrRoIbdUIqJGT3bIR0dHQ6/X3/J5SZKQnJx8222YzWbk5eWhc+fOyMnJQUVFBZKSkmqde+DAAVgsFvzlL39xuIG4XFarFVar1aVtuFNNbd5coytE7w8Qv0fR+wMaTo/O1ic75N977z3odLo/nHM7BoMBZ86cgUqlQnJyMg4dOoTExETk5OTA39/fNs9kMmHp0qVIS0vDRx99JLdUB4WFhS5voz4UFBR4ugS3Er0/QPweRe8PEKdH2SEfHh7u8hyj0QgAGDBgAIAb/zvw9fXF/v37ERMTY5v3/vvvY9y4cWjatKncMmsVERFh94+It7FarSgoKECPHj2gVqs9XY7iRO8PEL9H0fsDGk6PJpPJqQNX2SGvBK1WCwBo0uS3k3s0Gg0sFovtcWVlJQoLC7F27VqsXbsWP/zwA4xGI2bMmIHx48fbtiGHWq326jetRkOps65E7w8Qv0fR+wO8v0dna/NYyPfq1Qt79+5F//79UVxcjJKSEvTs2RO7d+9GaGgowsLC7K6Rs3DhQhgMBqSkpHiiZCKiBslj93hNTU1FVlYW5syZg7fffht6vR5BQUHIzMzEtm3b7OZmZGRg+/btOHToEObPn++hiomIGh5FjuSvXr2KyspKtGvXzunX6HQ6pKWlOYzXdnmEMWPG8Nu0RER1oMiR/JgxYxAfH6/EpoiISEGyj+SfeOIJ9O3bF1OmTLGNzZkzBxUVFYoWRkRErpMd8pIk2QU8AISFhSlVDxERKUj2ck1ERARMJpPDeM1tAYmIyHvIPpJv1aoVnnrqKdx///1o2bKlbfy7775TtDAiInKd7JDPyclBTEwMfv31V/z666+28Zu/yERERN5BdsgPGTIEkyZNchhfsmSJIgUREZFyZK/J1wR8WVkZTpw4AUmSUF1djbFjxypeHBERuUZ2yJeVlWHs2LHo27cvxo4di19//RUJCQn48ccf3VEfERG5QHbIz5w5E1FRUdiyZQtCQkIQEBCAJUuWYN68ee6oj4iIXCB7Tb60tBTjxo0D8NtVJHU6nddfYJ+IqDGSfSRvsVgcvt1qNBphNpsVK4qIiJQh+0g+Pj4ecXFxGDhwIIqLi7Fo0SJs3rwZw4YNc0d9RETkAtkhP3z4cAQGBmLt2rXw8fHBgQMHMH78eNtdnoiIyHvIDvkrV65g4MCBGDhwoG1sy5YtKCkpQWBgoKLFERGRa2SvyU+cONFhrKSkBBMmTFCkICIiUo4i15OPj49HZWWlEpsiIiIFOb1c06VLF6hUKgBA165dHZ5//PHHFSuKiIiU4XTIb9u2DZIkITk5GXq93u65Fi1aICAgQPHiiIjINU6HvE6nAwB8+OGHtX7AevbsWdxxxx3KVUZERC6TfXaN2WzGuXPnHMb/8Y9/YPXq1YoURUREynAq5B955BF89dVXaNWqFR588EGoVCpIkmQ3p2a9noiIvIdTIZ+ZmYlWrVoBAHr37o1PPvnEYU5iYqKylRERkcucOoWyQ4cOtp9XrFhR65xbjRMRkefIPk8+Kyur9g01UeSUeyIiUpBTyXzixAnbz19//bXt57feekv5ioiISDFOrcm/+OKLKC8vR2RkJC5fvoz9+/eje/fuOHPmjLvrIyIiFzgV8tu2bUNJSQkOHjyI6dOn45133sHPP/8MjUaD+fPno3v37ujevbvd2j0REXmeU8s1X375JS5fvowHHngAHTt2xLp167Bnzx7odDr4+flh3bp1eOaZZ9xdKxERyeTUkfzevXvx8ccf4+LFi2jRogUyMjIQHR2N5s2b8+qTRERezKmQr7lJd3l5OZ5++mlcunQJH3zwAY4ePYpnn30W3bt3R48ePRAfH+/WYomISB5Z5z0GBASgXbt2mDZtGlavXo3IyEiMGzcOwcHB+Pbbb91VIxER1ZHsa9eMHz/+txf7+CAmJgYxMTGyd2w2m7Fw4UJYrVaYTCYYDAYsW7bMbs7u3bvx+eefQ6fTobi4GCEhIZg8eTLPyScicpLskO/bt6/t53//+9913rFer0dCQgIiIyMBAPn5+Q5zvv32W7zwwguIiooCAAwZMgTr16/HkCFD6rxfIqLGRHbI30yj0dTpdWazGXl5eejcuTNycnJQUVGBpKQkh3lvvPGG3VF7hw4dUFxcXNdyiYgaHZdCvq4MBgPOnDkDlUqF5ORkHDp0CImJicjJyYG/v79t3s0BbzQaceTIEUydOrXO+7VarbBarS7V7k41tXlzja4QvT9A/B5F7w9oOD06W59HQt5oNAIABgwYAACIjo6Gr68v9u/fX+v6viRJSElJwfTp09G+ffs677ewsLDOr61PBQUFni7BrUTvDxC/R9H7A8Tp0SMhr9VqAdgfqWs0GlgsFoe5VqsVKSkp+Nvf/obY2FiX9hsREWH3PwVvY7VaUVBQgB49ekCtVnu6HMWJ3h8gfo+i9wc0nB5NJpNTB64eC/levXph79696N+/P4qLi1FSUoKePXti9+7dCA0NRVhYGKqqqjBjxgzEx8fjr3/9KwBg9uzZmD59ep32q1arvfpNq9FQ6qwr0fsDxO9R9P4A7+/R2do8EvIAkJqaitTUVOzatQsGgwF6vR5BQUHIzMxEnz59MGrUKOj1emzcuBE7duywva4up2sSETVWHgt5nU6HtLQ0h/GMjAzbz1OmTMGUKVPqsSoiIrHwW0VERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMpoLCwEFVVVXZjVVVVKCws9FBFRDf4eGrHZrMZCxcuhNVqhclkgsFgwLJlyxzmbdq0CRs2bEBgYCBUKhVmzpwJjUbjgYqJaldYWIjBgwcjNjYW6enpAG4E/Kuvvorc3FxkZ2cjIiLCw1VSY+WxkNfr9UhISEBkZCQAID8/32FOcXEx3n33XWzevBnNmzfHjBkzsGrVKiQlJdVztUS3Fh4ejtjYWGzYsAGSJCEpKQmvvPIKsrOzERcXh/DwcE+XSI2YR0LebDYjLy8PnTt3Rk5ODioqKmoN7k2bNuGee+5B8+bNAQCxsbFIS0urc8hbrVZYrVYXKnevmtq8uUZXiNpfkyZNkJ6eDkmSkJ2djaysLGg0GgwePBjp6elo0qSJMD2L+h7erKH06Gx9Hgl5g8GAM2fOQKVSITk5GYcOHUJiYiJycnLg7+9vNy84ONj2OCgoCEVFRXXeb0NZHy0oKPB0CW4lan9JSUnIysoCcGO5JikpCUeOHPFwVe4h6nt4M1F69EjIG41GAMCAAQMAANHR0fD19cX+/fsRExPjtv1GRETY/SPibaxWKwoKCtCjRw+o1WpPl6M4kfurqqrCK6+8Ao1Gg6qqKmg0GixfvhwLFiwQ6jMkkd/DGg2lR5PJ5NSBq0dCXqvVArjx39waGo0GFovFbp5Op8OBAwdsj69cuQKdTlfn/arVaq9+02o0lDrrSrT+aj5kzc7OxuDBg5GUlITly5cjOzsbKpUKixYtEiroAfHew9p4e4/O1uaRUyi1Wi169eqFvXv3ArjxAWtJSQl69uyJ3bt34/Tp0wCAQYMGIT8/33bkn5ubi8cff9wTJRPd0qlTp5Cbm4u4uDgsWLAAfn5+WLBgAeLi4pCbm4tTp055ukRqxDx2dk1qaipSU1Oxa9cuGAwG6PV6BAUFITMzE3369MGoUaOg1WoxZcoUJCcnIzAwEADw3HPPeapkolpFREQgOzsb4eHhtv+dajQaLFq0CKdOneLpk+RRHgt5nU6HtLQ0h/GMjAy7x3FxcYiLi6unqojqpibIbz7jQaPRMODJ4/iNVyIigTHkiYgExpAnIhIYQ56ISGAe++C1PlVXVwMAKisrPVzJ7dV8aGcymbz6/Ny6Er0/QPweRe8PaDg91uRZTb7dikqSJKk+CvKkK1eu2M69JyISSVhYGIKCgm75fKMI+evXr6O8vBx+fn5237IlImqoqqurYbFYEBAQAB+fWy/KNIqQJyJqrHhYS0QkMIY8EZHAGPJERAJjyBMRCYwhT0QkMIY8EZHAGPJERAJjyBMRCYwhT0QksEZxgTJPO3fuHGbPno3g4GAUFxcjOTnZ4Y5B1dXVSE1NRXl5OZo3b46qqiq88cYb8PPzAwCcPXsWmZmZ0Gg0uHjxIv70pz9h4sSJnminVkr0+NFHH+HQoUPQ6XQ4deoUkpOTcdddd3miHQdVVVVYvnw5Fi9ejDVr1tzyjk+bNm3Chg0bEBgYCJVKhZkzZ9pu4v3f//4XmZmZaNeuHSoqKvD222+jRYsW9dnGLbna39GjR7F06VK0b98eZWVlAICZM2eiadOm9djFrSnx/tUYO3YsjEYjPvnkk/oo3XUSud3o0aOljRs3SpIkSQcOHJDi4uIc5nz22WfS888/b3s8f/58KT09XZIkSaqurpZGjx4tGY1G2+MDBw64v3AZXO3xxIkTUmRkpFRZWSlJkiStWbNGGjZsWD1U7pxPP/1Uys/PlyIiIqSffvqp1jkXLlyQ7rvvPqmiokKSJEl66623pMzMTEmSJKmyslL6v//7P+nChQuSJEnS0qVLpbfffrteaneGq/1lZmba3n9JkqSXX35ZWrBggdvrdpar/dX44osvpBEjRkjPPfecu0tWDJdr3Ky0tBQ7duxA//79AQB33303iouLcezYMbt5x48fR1hYmO1xp06dsHHjRgDA//73P/j6+mLFihWYO3cu9Ho9OnXqVG89/BElemzZsiV8fX1tR4GXL1+ul9qdNXz4cPTs2fO2czZt2oR77rkHzZs3BwDExsYiKysLALBjxw5otVpotVoAwAMPPID169e7tWY5XO1v5MiRGDRokG1uhw4dUFxc7L6CZXK1P+DG/6b37t2LhIQEt9aqNIa8m507dw7NmjWz/cUBgODgYBQVFdnNu/fee5Gfn49r164BAPbs2YMLFy4AAE6ePIm8vDwMGDAAU6ZMQatWrfD666/XXxN/QIke27Vrh3nz5mHcuHGYOnUqtm7dinfeeaf+mlCAwWBAcHCw7XFQUJDtd2AwGNC2bVvbc8HBwbh69SrKy8vrvc66ul1/KpXKNm61WvH999/j73//e73X6Irb9VddXY25c+di6tSpniqvzrgm7yUGDRoEk8mE2bNnIzAwEB07drSt1xqNRnTu3Bnh4eEAgMGDB+P999+H2Wz2mjVPZ9yuxx9//BFvv/021q9fjzZt2mDdunVYunQp5syZ4+GqSa60tDQMGzYMPXr08HQpilm2bBni4+Nve912b8UjeTdr3749KisrYTQabWNXrlyBTqdzmDt06FCkpKTgtddeg06nw5133gkACAkJsbsOvkajgSRJqKqqcn8DTlCix++++w5dunRBmzZtANxYzli3bp1t+aYh0Ol0dstMN/8OdDodLl26ZHvu8uXLaNmyJQICAuq9zrq6XX81Fi5ciPbt2+OZZ56p7/Jcdrv+9uzZg++++w4zZsxAVlYWTp06hRkzZuCnn37yVLlOY8i7WZs2bRATE4Pt27cDAA4ePIi2bduiW7du2L17t+2OVadPn7b7tP7rr7/GyJEjAQD9+/fH+fPnbYG3b98+REVFoWXLlvXay60o0WN4eDhOnTplu5XZ8ePH0bJlS6/p8VZu7m/QoEHIz8+3/WOXm5uLxx9/HADQr18/XLhwwbZOnZeX1yDWdp3tDwDmzp2LP/3pT3j22WcBALNnz67vcmVztr+PP/4YKSkpSElJwRNPPIHw8HCkpKR4zdlft8ObhtQDg8GA2bNno23btrhw4QImTZqELl26YMyYMejTpw9GjRqFs2fPYsKECbj77rthNBoRGRmJpKQk2zZ2796N1atXQ6vV4vz583j99ddxxx13eK6p31GixwULFuDEiRMICQlBYWEhRo8ejfvuu89zTd1k37592LRpE1atWoXBgwfj4YcfxsCBA+36A4ANGzZg48aNCAwMBADMmjULvr6+AIBdu3Zh+fLl0Gq1uHr1KlJSUtCqVSuP9XQzV/tbtWoV5syZY/c/k06dOmHFihUe6ef3lHj/AGDNmjXYtGkTTp48iUceeQRTp061e94bMeSJiATG5RoiIoEx5ImIBMaQJyISGEOeiEhgDHkiIoEx5ImIBMaQJyISGEOeqB6sWLECDz74YJ0vcOXq66nxYshTo3Lt2jV0794de/furdf9jhw5Ek888YTHXk+NF0OeGpXCwkJcv34dXbt29XQpRPWClxqmRuXo0aP485///Ie33cvIyMDmzZvRsmVLqNVqvPzyy7abTpw7dw4pKSm4evUqrFYrunXrhokTJ6Jly5b46KOPsGPHDqjVakiShMmTJ9/ykrvnzp3DP//5T1RUVMBqtWLYsGGIj4+3PX/8+HG89dZbkCQJHTp0QOvWrRX7PVDjwZCnRuXIkSPo1q3bbeecPHkSGRkZ+P777+Hn54ctW7bgu+++Q8+ePWG1WjF27Fg8+eSTGDlyJK5fv47nnnsORUVF6Nq1K/z8/JCZmQkfHx+cPXsWSUlJ2LZtm8M+rFYrXnzxRSQkJOCFF15AaWkpHnvsMdx5553o3r07rl+/jpdeegkjRozAiBEjUF5ejqFDh6JXr17u+tWQoBjy1KgcO3YMjzzyyG3n+Pv749q1a/j6668RFxeHhx56CP369QMAHD58GD/99BOeeuopAICPjw9SUlIQEhICAAgLC8Po0aNhsVigVqtRVFSEkpIS21UNaxw+fBjHjx+3XXe9TZs2uP/++5GVlYXu3bvj4MGDOHv2LIYOHQoACAgIQL9+/eyu2U/kDIY8NRpWqxU//fQTJk6ceNt5oaGh+PTTT7Fs2TLo9Xo8+OCDmDx5Mvz8/HD+/Hk0bdoU/v7+tvkREREAbtwDdNy4cViyZAnuv/9+AMBdd90Fk8nkEPLnz59HkyZN8NJLL9nGysrKEBUVBQC4ePGiw35at27NkCfZGPLUaJw8eRJms/kPl2sqKysRHh6O9PR0lJeXY+rUqZg7dy7mzp2L0NBQmM1mmEwmWwAXFRXB398fP/zwA1QqlS3gb3fnrtDQUACwLe0AN878sVgsAG7c89ZsNsNoNNrunduQ7pJF3oNn11CjcfToUbRv3x5NmzaFxWKx/fn9LRUOHz6M9PR0ADeWSbp162a7Y1VUVBTuuusufPnllwBuBPNrr72GiooKhIeH49q1azh8+DAA2O6UVZuoqCh06tQJ69evt43NmzcPGzduBADcfffduOOOO2z7KS8vR25urjK/CGpUeNMQajTefffdWu9UlJeXZzuyBoBLly7h3XffxaVLl1BdXY1mzZph9uzZtjm/P7tm+PDhiIuLA3DjrJzVq1ejU6dOiIyMxL/+9S9ER0ejX79+WLduHSwWC4YOHYqJEyfabUeSJPTq1QuTJk2CSqUC8NvZNdXV1QgODkZgYCByc3MxZMgQJCcn18NvjETAkCciEhiXa4iIBMaQJyISGEOeiEhgDHkiIoEx5ImIBMaQJyISGEOeiEhgDHkiIoEx5ImIBMaQJyISGEOeiEhgDHkiIoH9P1yMuFpYt8LDAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{phys}}$ 2\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for name, values in data.items():\n", - " for i, value in enumerate(values):\n", - " print(name, i)\n", - " plt.figure(figsize=(4, 3))\n", - " l_factors = make_l_factor(value)\n", - " num_iters = make_num_linear_iters(value)\n", - " plt.scatter(\n", - " l_factors, num_iters, label=name, alpha=0.9, color=\"black\", marker=\"x\"\n", - " )\n", - " plt.ylabel(\"#iter. pr. time step\")\n", - " plt.xlabel(\"$L$ scaled\")\n", - " plt.show()\n", - " if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"poro_iters.pdf\", bbox_inches=\"tight\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 41.31337865193685 0.4810807704925537\n", - "$L = L_{\\mathrm{phys}}$ 40.27667252222697 0.1925792694091797\n", - "Dynamic 33.34307893117269 2.258493423461914\n", - "Random 39.69971481959025 1.9242804050445557\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "color_iter = -1\n", - "plt.figure(figsize=(6, 3))\n", - "for name, values in data.items():\n", - " results = [make_solve_linear_system_time(value) for value in values]\n", - " color_iter += 1\n", - " make_label = True\n", - " total = []\n", - " for result in results:\n", - " result = np.cumsum(result)\n", - " total.append(result[-1])\n", - " if make_label:\n", - " plt.plot(result, color=f\"C{color_iter}\", label=name)\n", - " make_label = False\n", - " else:\n", - " plt.plot(result, color=f\"C{color_iter}\")\n", - " print(name, np.mean(total), np.max(total) - np.min(total))\n", - "\n", - "plt.legend()\n", - "plt.xlabel(\"Time step number\")\n", - "plt.ylabel(\"Spent time solving linear systems, s.\")\n", - "if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"poro_performance.pdf\", bbox_inches=\"tight\")" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$L = L_{\\mathrm{min}}$ 41.31337865193685 0.4810807704925537\n", - "$L = L_{\\mathrm{phys}}$ 40.27667252222697 0.1925792694091797\n", - "Dynamic 33.34307893117269 2.258493423461914\n", - "Random 39.69971481959025 1.9242804050445557\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "MINUTE = 60\n", - "\n", - "\n", - "color_iter = -1\n", - "plt.figure(figsize=(6, 4))\n", - "for name, values in data.items():\n", - " results = []\n", - " times = []\n", - " color_iter += 1\n", - "\n", - " for perf in values:\n", - " results.append(\n", - " np.cumsum(\n", - " sum_per_time_step(\n", - " make_solve_linear_system_time(perf, converged=CONVERGED),\n", - " perf,\n", - " converged=CONVERGED,\n", - " )\n", - " )\n", - " )\n", - " times.append(make_simulation_time(perf, converged=CONVERGED))\n", - "\n", - " total = []\n", - " t_end = []\n", - " interp_data_list = []\n", - " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", - " for time, result in zip(times, results):\n", - " total.append(result[-1])\n", - " t_end.append(time[-1])\n", - "\n", - " interp_data_list.append(np.interp(x_space, time, result))\n", - "\n", - " interp_data = np.array(interp_data_list)\n", - " max_ = np.max(interp_data, axis=0)\n", - " min_ = np.min(interp_data, axis=0)\n", - " mean = np.mean(interp_data, axis=0)\n", - " x_space /= MINUTE\n", - " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", - " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", - " print(name, np.mean(total), np.max(total) - np.min(total))\n", - " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", - "\n", - "plt.legend()\n", - "plt.xlabel(\"Simulation time, minutes\")\n", - "plt.ylabel(\"Spent time solving linear systems, s.\")\n", - "\n", - "if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "porepy", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.6" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "7978147ee963df04ac4a1cce10c62bf4d5109d0936eb0a3c5d4861426d7f53cc" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/1/results_thermal.ipynb b/examples/1/results_thermal.ipynb deleted file mode 100644 index b7fdfd2..0000000 --- a/examples/1/results_thermal.ipynb +++ /dev/null @@ -1,534 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_14.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_15.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_cpr_16.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_7.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_8.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_schur_9.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_21.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_22.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_dynamic_23.npy\n", - "Loading data:\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_7.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_8.npy\n", - "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/1/performance/thermal_random_9.npy\n" - ] - } - ], - "source": [ - "from pathlib import Path\n", - "import numpy as np\n", - "import seaborn as sns\n", - "from matplotlib import pyplot as plt\n", - "from data_scripts import *\n", - "\n", - "tex_fonts = {\n", - " # Use LaTeX to write all text\n", - " # \"text.usetex\": True,\n", - " \"font.family\": \"serif\",\n", - " # Use 10pt font in plots, to match 10pt font in document\n", - " \"axes.labelsize\": 10,\n", - " \"font.size\": 10,\n", - " # Make the legend/label fonts a little smaller\n", - " \"legend.fontsize\": 8,\n", - " \"xtick.labelsize\": 8,\n", - " \"ytick.labelsize\": 8,\n", - "}\n", - "\n", - "sns.set_theme(\n", - " # context=\"talk\",\n", - " context=\"paper\",\n", - " # rc={\"figure.figsize\": (8, 6)},\n", - " palette=\"bright\",\n", - " style=\"whitegrid\",\n", - " rc=tex_fonts,\n", - ")\n", - "\n", - "CONVERGED = False\n", - "NUM_SIMS = 3\n", - "\n", - "\n", - "data = {\n", - " \"CPR\": load_data(\"thermal_cpr\", n_newest=NUM_SIMS),\n", - " \"Schur\": load_data(\"thermal_schur\", n_newest=NUM_SIMS),\n", - " \"Dynamic\": load_data(\"thermal_dynamic\", n_newest=NUM_SIMS),\n", - " \"Random\": load_data(\"thermal_random\", n_newest=NUM_SIMS),\n", - "}\n", - "\n", - "# save_media_path = Path('/dev/null')\n", - "save_media_path = None" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[NonlinearIterationStats(work_time=0.24346017837524414, solve_linear_system_time=0.005788087844848633, assembly_time=0.19212818145751953, update_preconditioner_time=0.0453183650970459, linear_solver_converged=True, num_linear_iterations=2, linear_residual_decrease=3.69324824937681e-11),\n", - " NonlinearIterationStats(work_time=0.2505059242248535, solve_linear_system_time=0.00664520263671875, assembly_time=0.19816088676452637, update_preconditioner_time=0.04552817344665527, linear_solver_converged=True, num_linear_iterations=3, linear_residual_decrease=2.758119500803358e-13),\n", - " NonlinearIterationStats(work_time=0.24672198295593262, solve_linear_system_time=0.006157636642456055, assembly_time=0.19496798515319824, update_preconditioner_time=0.04542875289916992, linear_solver_converged=True, num_linear_iterations=3, linear_residual_decrease=1.531113019603115e-13)]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data['Dynamic'][0][0].nonlinear_solver_stats.iterations" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPR 111.88112823168437 4.068368673324585\n", - "Schur 66.08994205792744 0.6775314807891846\n", - "Dynamic 59.24909790356954 8.652494192123413\n", - "Random 89.0367985566457 7.666795492172241\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "color_iter = -1\n", - "plt.figure(figsize=(6, 4))\n", - "for name, values in data.items():\n", - " results = [\n", - " sum_per_time_step(\n", - " make_solve_linear_system_time(perf, converged=CONVERGED),\n", - " perf,\n", - " converged=CONVERGED,\n", - " )\n", - " for perf in values\n", - " ]\n", - " color_iter += 1\n", - " make_label = True\n", - " total = []\n", - " for result in results:\n", - " result = np.cumsum(result)\n", - " total.append(result[-1])\n", - " if make_label:\n", - " plt.plot(result, color=f\"C{color_iter}\", label=name)\n", - " make_label = False\n", - " else:\n", - " plt.plot(result, color=f\"C{color_iter}\")\n", - " print(name, np.mean(total), np.max(total) - np.min(total))\n", - "\n", - "plt.legend()\n", - "plt.xlabel(\"Time step number\")\n", - "plt.ylabel(\"Spent time solving linear systems, s.\")\n", - "\n", - "if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPR 111.88112823168437 4.068368673324585\n", - "Schur 66.08994205792744 0.6775314807891846\n", - "Dynamic 59.24909790356954 8.652494192123413\n", - "Random 89.0367985566457 7.666795492172241\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "DAY = 24 * 60 * 60\n", - "YEAR = 365 * DAY\n", - "\n", - "\n", - "color_iter = -1\n", - "plt.figure(figsize=(6, 4))\n", - "for name, values in data.items():\n", - " results = []\n", - " times = []\n", - " color_iter += 1\n", - "\n", - " for perf in values:\n", - " results.append(\n", - " np.cumsum(\n", - " sum_per_time_step(\n", - " make_solve_linear_system_time(perf, converged=CONVERGED),\n", - " perf,\n", - " converged=CONVERGED,\n", - " )\n", - " )\n", - " )\n", - " times.append(make_simulation_time(perf, converged=CONVERGED))\n", - "\n", - " total = []\n", - " t_end = []\n", - " interp_data_list = []\n", - " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", - " for time, result in zip(times, results):\n", - " total.append(result[-1])\n", - " t_end.append(time[-1])\n", - "\n", - " interp_data_list.append(np.interp(x_space, time, result))\n", - "\n", - " interp_data = np.array(interp_data_list)\n", - " max_ = np.max(interp_data, axis=0)\n", - " min_ = np.min(interp_data, axis=0)\n", - " mean = np.mean(interp_data, axis=0)\n", - " x_space /= YEAR\n", - " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", - " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", - " print(name, np.mean(total), np.max(total) - np.min(total))\n", - " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", - "\n", - "plt.legend()\n", - "plt.xlabel(\"Simulation time, years\")\n", - "plt.ylabel(\"Spent time solving linear systems, s.\")\n", - "\n", - "if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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/BS7tgrq9walkjof5eEB8orqUu5Pka8VbeLB6m1u1RUkwRF7s/ALQQbe5aol5K2W2BKNmzZqcOXOGnj178tNPP1GzZk1znbpYy+t8jt9//51t27Zx69Yt3nzzTZ577jnjvgoVKjBp0iRSU1MZNWoUffv2LaxwbUfYQrVg0kNK8/p4qLfRN6Fi2UKPSlgqfSYcXwo+daBcvZyPMyYYMq4mcpAary7LXq0llLXuKQFmSzDeffddQF3++9y5c7aRYLQcn6deBgAUhZTkZPWqFDNO8qxXrx5RUVH3THYF9XLYyMhIqlevDmCcg5EbZ2dnmjdvzldffcWUKVPMFqPNuXkRQj4Fj6rgn/tk2LKe6u31m5JgFGvhf0BSNDQalvvfv7OHeis9GCInJ1eCPt3q1h3JToEWic+u2Majjz5K+/btC3JacRc/Pz969+7Njz/+eM/2adOmsXnzZpPP17VrV3bu3Mnly7KARrYUBVa/DulJ0G32QydX3d2DIYqppGhY/y64+cBTb+Z+rL0DOJeWBEPkLHwx2DlA3Z5aR1JgJicYiqIwZ84cWrZsaZyM+cknnzBz5kybr2KplQ8//JDy5cszYsQIJkyYwMiRIylTpgxDhgxh2rRp3Lx5k+Dg4AcSjgMHDrB69WquXr3KV199BYCTkxM9e/Zk1KhRrF+/XounY9mO/Ab//g0NBkGNh1eHNfZgSI938bX2bUiOgU7fg2se5p/JiqoiJ0k34L9N6nuPq/XX1jF5iGTWrFls3ryZF198kbVr1wIwbNgwfvjhB7755hvjUIkwH51OR1BQULZl1UeMGMGIESOyvV9gYCDz589/YPvIkSPNHaJtSLwO696BkuXgua/zdJeyHuqt9GAUU6f/UodHaneFx/rk7T4uXmpCIsT9Dv6kLsv+mPWtO5Idk3swdu7cye+//87gwYONVTC9vLz48MMPOXjwoNkDFKLIrB2ufrPs9H2evz1kDZFID0YxlHpLHU5zcocuP+R97pX0YIjsxJyF7ZPAq0bek1ULl685GM7OD45L63Q6kpOTCxyQEJo4uRqOLYY63eHRXnm+mwyRFGMbR6t1L9pPBXcTKgy7eEHaLdBnFF5swrooCqwaoq6y2/0nm1lp1+QEw97enl27dj2wfenSpbi42EajiGImNR7WvKFOvus806SrgEq5qvUvouMLMT5heS6EwP4foVoLePIV0+6b1TuWetPMQQmrdfBnOL8NGr4G1ZprHY3ZmDwH4/333+fll1+mfPnyREdHM3DgQC5dukRKSgrz5s0rjBiLRFa9CZmomrus9rGpBd02vA8JkWpRm4csoX0/nU6dhxEtPRjFR0YKrHwFHJxvF0Iy8XtaVi2M5Fj1yhNRvN2KhA2j1F6wdl9oHY1ZmZxgPP7442zYsIHffvuNs2fV5WMbNWpEUFAQXl7WO+vVzs4OZ2dnIiIiKFeuHI6OjibdX1EUDAYDer3etj5876IoCjExMTg6OhZoSXuLcn47HJijFrV58uV8ncLHQ62DIYqJbZMg5l/1w6BM3pZcv4dU8xRZFAXWDFV7UXstVHtRbUi+Cm15eXkxfPhwc8eiuSpVqnD9+nUuXLhgck+GoihkZGTg6OhoswkGgKOjI5UrV9Y6DPPISIGVr6rjnd3m5LtAmo8HnLxo3tCEhYo8BP9MBd8n4Onsr956KEkwRJbjy+DUKrWoVu2c1zyyVmZd7Oz1119/oCCUNbGzs6N8+fKUK1cORVFMSjL0ej3h4eHUqVPHMpb6LQQ6nc52ei4Atk6E2LPqJL38fBO9rawnpKRBUgq4yTQk26XPgBW3e7m6/6wWzcoPSTAEqENkf72pvh46fqt1NIXC5L+QF198Mcd9p06dKlAwlkKn0+W7F8Le3t5mEwybEnEQ/vlKXVa7yTsFOtXd5cKrSYJhu/75Gq6FQbOxUCEg36dRXLzQAUlxsbg99Ghhs/4eAUnX1aGRkra5zoDJCcaVK1fo2fNOCVO9Xk9UVBT79u2jTx/buHZX2Dh9Bqx8WV35tiDfRG+reHue3vHzUK2CGeITlufGGdg2EbxrQYuPCnSqaKpSRrHjr30l6Jf78kHCVp3dCId/hZodoP6DBRRthcnvrIMGDcq2F+PGjRvMmDHDLEEJUah2TYVrR6D5OCj/eIFP1/lpePc7WLpN/VnYGINBvWokM+12jYLc16d5GJ8qFWkTcZGTcb70ygQHsw5UC4uXlqjWvChRErrOMuvimJbG5AH1nIZIvL29jVeVCGGxok+p1fK8a0OLcWY55SO+0KgOrNoFqWlmOaWwJAfmwMWd0GgoVHm2wKfT6aBF84pExdmxPazg4Qkrs2WcumJz28/Bo4rW0RQqk3Pn/fv3P7AtKSmJw4cPk5iYaJaghCgUBgOselVdCrn7T+DgZLZT920Jo36A9fugRzOznVZoLf4KbHwfSldSPxDMpG8rmPgLLN4KbQLNdlph6S7tgb0zoPIzasJq40xOMAYOHPjANjc3N+rWrctnn31mlqCEKBT7f4SLu6Dxm1DlGbOeus/tBGPxVkkwbIaiqGuNpCVA32BwdjfbqWtVhoAasHwHzHwXSphWdkdYo8w0dajNzlH9gmNLV+TlwOQEo2HDhixcuLAwYhGi8Ny8pK4dUboytDV/IlyxLDR9HP7aDYnJUNLV7A8hilp4MJxZC48HgX9Hs5++X2v4YDZs3C9zd4qFHZ9B9AloPRl8amsdTZEwOYWaPn16jvvS09MLFIwQhSLrm2h6InSbDU6lCuVh+rVS62Gs2V0opxdFKemGurquqzd0/KZQHqLv7StIlmwtlNMLSxJ1DHZ+DuUeh6bvax1NkTE5wfD29s5x3yuvmLjojxBF4ejv8O96qD8Qaj5XaA/Tq4Xa67lYPjCs37p3IPkGdJoBbjm/5xVE1QrwVF11cnCKTA62XQa9elm8QQ89fgb74jMelqchktatW+fpZDdu3ChQMEKYXVI0rHtbXVSqY869b+ZQ1hNaNoANoXAzATwKp6NEFLYz6+DoIvDvpJZwLkR9W8He72HdXuhlO4toirvtnQFXQuGZUWphv2IkTwlGiRIlGDJkSK7HKIrC3LlzzRKUEOairH0bXXKMOknPtUyhP16/1rDlIKzcBYM6FPrDCXNLvaUOpzmVKpIaBb1bwMiZsHiLJBg2KfYcbB4HXtWh1cdaR1Pk8pRgPP/88/To0eOhx8llqsKS/LMxjGfC/yDOrwuej/Utksfs0RSGTVOHSSTBsD6RwR/gG38ZuvygXppayPx8YECDkzSKnEXCrS8p5V6wIl7CgigKGctfwzEjGbrNhRLFb+Z3nuZg5Lb+yN0yMzMLFIwQ5nIrCV6ZW4OpV8eR3umnIquW5+UO7RqqvRjRN4vkIYWZ7DoK9ieX8Z9jMwh8rcge98XHQhla4TuOrlleZI8pCt/fS//B8eJmomu8Co8Uz5rw+SpSe/nyZfbs2UN0dPQ9K46uWLGC//3vf2YLToj8+mA2nLleEveBn1Cu8L+I3qNfa1i7B/7cAa93K9rHFvmTmgZDpoI+NpS/vvMu0hoFj3foSOYP9jieCAZeKLLHFYXnagy8suAJXir/Pe+/+5LW4WjG5ARj69atjB49murVq3Pu3Dlq1apFRkYGp0+fpkqVoit7GhwcjLu7O6dPn+all17Cy8uryB5bWLaQI/DjKmgeAK92LvrH7/oMOJeApVslwbAWkxfA6Uvw6atVqPlI0T62t68PBw2tCdD9zc3oODx8PIs2AGF2w7+FqwmuNBw9jNLF+KPJ5DR9zpw5LF26lODgYGrVqsXChQsJDg5m1apVPP646QtHZWRkMHfuXAICAjhz5sw9+yIjIxk6dCjjx4/ntddeM+7fsWMH586dIy0tjXLlyklyIYxS0+C1qeoH/Oz3tCmWV8oVOjaBHUcgUi6ssnhh/8LUP9TKmiML96KRHCX796eEXQbhf63QJgBhNstD1AqtvVtA96ZaR6Mtk99+HR0dqVq1KsA9wyOVK1fm6tWrJgewZMkSAgMDSUlJeWDfxIkT6dy5M5MmTeKNN95g1KhRAJw5c4bSpUvTo0cPYmJi2LFjh8mPK2yPosBHP8OZyzBxMNSsqF0s/Vqp8Szbrl0M4uEyM+HVL0EB5o4GR41WNn28U3fSDY64/husTQDCLOIS4K3p4FkKZrytdTTaM/nPKSUlhdTUVJydnbG3t+fo0aM8/vjjXLhwgf/++8/kAIKCgrLdHhcXR0hIiLFyaEBAAFFRUZw8eRIfHx8SEhIA8PT0JDY21uTHBdDr9ej1+nzdN7tz3X0rCldWO+85ZmDNbh0GA6zbp+PURR0NaioM721Ay/+K9g2hpIsdwVtgWA+DdoGYkTW/xmPi4cO5OqLi7p3sG5cAh87oGNXfQP3qimavmZJe7uynE/XYyNUbesp6Wnd7W6P8trder9YxORepY+shHddidfw02oB3ae1eT4Utr21kcoJRv359unTpwm+//Ub37t154YUX8PX15dq1a/Tu3dvkQHMSGRmJi4sLbm5uxm3e3t5cuXKFDh068PXXX7Ny5UrOnz/PyJEj8/UY9w/JmEN4eLjZzymyt+eUO+/Nsyc9U+2Ic3PWM6BFNANaRnEsXPsrmp6tU5W/D5Vh3dYT+HrZThl9a3yNj/9N/b9wtDc8cEHRE9UT6RrwL2FhSvZ3LiJ7Ko7lrb/G0eb3K/R+5s7YmjW2tzXLa3snptqxZp83i3eWJTL2zsrMT9eOp17Zs4SFFVKAVsTkBGPs2LGMHDkSFxcXevTogbOzMwcPHqR69er07Vs0tQacnJwYO3YsAN27d8/3efz9/XF1Nc+1yXq9nvDwcOrVq4e9vb1Zzimyl5AMP69VGDfPjpIuOoIn6qlUFiqUAVdnH8BH6xABGJIMfx+CE9cfpWMrbT+8zMFaX+Pr98Lfh+zp+JTCik+VbK5YdgXqaxDZvWrUgo9W2OH2L0weVtFq29ta5bW9L16DmSt0zFun41aSDu/SCmMHGmjXUMHeDp6sVRIH+4CiC1wDycnJefqCbnKCsXTpUvr3vzMTqkOHDnToYP6KQr6+vqSkpJCUlGTsxYiJicHPz89sj2Fvb2/2P9zCOGdxFxMPc1bDbxshKRViEyApBcqUymD913Y8Wcsy2/u5xuBREpZus2N09iOBVsnSX+OKAhmZ6r9lO+DDOerE21kjdTg4WG7cpUtCpybq5c1XY+ypcLvwrKW3t625u70joqHtCPj3yp39htsjnnWrwttDIaitDhenoqmzYyny+no0OcGYPn06t27dolu3bpQrV87kwPLK09OTpk2bsmPHDjp27EhYWBg+Pj7UrVu30B5TWJbTl+DbpbBgg7oYVHkvqFwOHvGF/q0MPFo2nIAa2n/zzIlTCejRDH5Zpz6XWpW1jsg2ZWRC+Dl1LHz/KZix7N4PBDcXmPMeVCyrXYx51a+1OjF42XZ4q5fW0RRvigLDpqt/ux2eAqfba5S5OsOAdmpBvSKq32e1TE4wqlatSoUKFfjoo4/Q6/V06dKF9u3b4+Likq8ADhw4wLp16wCYPXs2bdq0MfaITJw4kcmTJ7N3716uXbvG1KlT8/UYwnooCmw9BN8shXV71G1P1oJ3+kCflndm+ev1iuZj5nnRr5WaYCzZCh8N0joa2xKXAHPXwMzlcCX6znYvd3URMXs7eMIf/tfRehae69BY7W1Zsk0SjKJwPQ4Sb1/AqNdDREwJ3CPB3h62HYY1/6h/w79P0DZOa6VT7r7WNA+uXr1KhQoVAIiOjmbNmjVs3LiRypUr06NHD5o0aVIogZpTcnIyJ0+epE6dOmadgxEWFkZAQIB0Z+ZDWjr8sUXtsTj6n/rNoNuzamLx7OMPflOwlvbOzISKvcC7NIT/at3feLRs87V7YGPond/jk9ShhORUde7Ni8+BZ0ko6wW9m6u9FtbqxcmwaBOcXqQnPsryX+PW6o/N8NJn5HqlR5nScOxXdaVkcUdeP0NN7sEoX7688WcfHx8CAgK4cOECq1atYtOmTRw+fDh/EQubl5kJb30Lh04/uO9ilLp2R0kX9ZvbW72guvmm22jGwUFdJfPHVXDsHNSrrnVE1ufQGejx4YMfBA1qwjt9oW9LKOGoTWyFoV9rNcFYuk1HOxkRLhRRsfDWN1DGHV56Tt1mUAxcj7pO2XJlsdOpV6b1ayXJRUGYnGC89NJLTJ48mVWrVrF69WoiIyNp1KgREydOpF27doURo7AR3yxVJ2uW81Irbd6trCe89zy83Ml6urPzql9rNcFYvFUSDFNlZsKQL9Wft824UzzNTqe+Zqy5RygnbQPVQk1LJMEwm+ibaqKaZdZKdYht8cdqxU3IGnaNICDAB+kwMg+TE4xDhw7Rvn17qlevTp8+fQp9sqewDWevwIR56gfE4Xng4vTw+9iKZ+uBr7eaYHzyim1+KJrLv1dg3Fz1UmSAm4lw+F8YEwTNLHc+r1mVcISezeDntTouRDkRoHVAVi76JtR76cHVjbs3VXsXReExOcHw8/Nj+vTpcjWHyJNP5qs9Fynp6jyLOe8Xr+QC1PVQ+rZU2+HAKWhYR+uILFNmJgyYBAdO3zuHovWT8FExW5CyX2v4eS1sCvOie3uto7Fu736nJhdjgqCar7rNuYSaxEmyX7hMTjC++OILSS5EnuwIg4m/QNXy8KSfeslmcfkWer++rdQEY/FWSTByMuNPNbl473mY8rrW0WireX0o66mw6bAnpk3DL95S0tS/saTbV4Zci1Unc3ZqApNflYSiqJmcYAQEBBRCGMLWpKSpY+cuTrDha6ih4cJjlqBRHTXRWroNvnxDm1VeLdXNBPjpLzUZreEHEwZrHZH2HBygVzOFWatcOHpOzxP+WkdkHd74GhZuuHebR0n4YYQkF1qQtzlhVukZsOBvePoNOBsBk16W5ALUN7d+rdV6DbuPaR2NZbj83zXe/zaRyn1g9I9Q2g3mjy1+Q2g56Xu7vPySrfLJmBcbQtXkom1D2PrtnX8nf7OOImu2SBIMYRZ6PXz5OzzSDwZ/riYX7/aF4VIsyKhfK/V28VZt49DctaPwew/8fvHl0WNvUsMP5n0A5xZDk8e0Ds5yNHkUynqks2y7ToZJHuLYObX3ouTtqq3NA+78k8tMtWPyEIkQ2Zm2GD6YDRV9YMpr8EoX9VI7ccfj1aF2ZbUM9PQ31W7wYifpBsxvA0nRxPl2pm679zjYVLqvs2NnB20DYlmz04X9J0rS6FG5dtJIUWDzOJRLuwk/b8+bRyZy8daz/DBSXU5AWIZ8vcXFxsaybNky/vvvPwCqV69O79698fLyMmtwwjr8e0UdP/evBId+li7unOh06mTPSfNhexi0CdQ6Ig2sfxeSoqHXQsoEDKCM1vFYuPaPRzEz/Vn2rnkbHp2sdTiW4/B8CPkMSpSkouJKzyeuMrUfNJbrDyyKyQnGrl27eOutt3B2djaubBoSEsKsWbOYOXMmTz/9tNmDFJZp928LCb1SkV9OtSQ1HWa/J8nFw/RtqSYYS7YWnwQj8lwkEX99T2DlGHRHfgP/jlDfhpaXLUS1KmcQF1qWejd/wZA5CTsHGdUm4SqsHwEly6MbfgIvF0/e0TomkS2TX62ff/45EyZMYPfu3Sxbtoxly5axe/duxo8fz+TJkmEXG+e38/TpF/H871eOnVcvLSyul6Caok5VqF8DloeoE2JtncEAP363i4bRn6M7OAdKloOuP8qYSB7p7HT8V6Yf5R0jCd++S+twLMNfb0HqTejyA7jIBAtLZnKC4erqSvfu3dHd9Qah0+no0aMHJUuWNGtwwkKlJ8PKV1EcXOjy4Xhu/CV1C0zRr5VapnjTAa0jKXyzVsKnh/oyzusqjLwI756D0pW0DsuqVGjRF4D4vcEaR2IBji+HE39C3V5Qt4fW0YiHMDnB8PHxIT4+/oHt8fHxxiETgOBg+WOwSbHnYPkgiD2Lrs1kvKo+IpM5TdQ362qSLdrGUdguXoOxc9RJd2NeKw8elaGEeVYvLk5qNHiM/9LrUDdpGZnpmVqHo52UOPhrGDh7QOfvtY5G5IHJczBq165Nnz596Ny5M76+at3Vq1evsnHjRrp27crKlSsBWLBgAf379zdrsEJj/0yDDe+BYoDqbaHJ21pHZJWqVVALb63apRYks8V5K4qiXjaYmAJLJkFJySvyTWen43K5/lSPm8DBzTt4smNrrUMqWgY9HFkEu6ZC4jXoMQ9KlX/4/YTmTE4wfvrpJ7y9vY2JxN3++OMP488xMTEFCkxYmGvhsGkMlKmpjn1Waynj6AXQrxWMnAnr96lrItiaRZvUwkcD20P7RlpHY/0qPTeY/XPWsD7Mkyc7ah1NEVs/AvbOgBJu0OwDaDBI64hEHpmcYNSvX5+FCxc+9LiBAwfmKyBhWVLTIC1NT6kVr2Bn0EPv38CvmFz+UIj6tIRRP6jDJLaWYKTEXqf82kF09RvN18NkuUpzqF63Ev0S93P+XxiToa64Wixc2g37voPKz8CANTKp08qYPAdj1qxZZj1OWK4NoVC2GwwZvBy7yFCSnhghyYWZ+PlA08dh7Z47S5PbCscNb9PGfT3j+idSprTW0diOfq3U5es37tc6kiKSkQorXgb7EtD9Z0kurJDJCUbJkiU5cuQIo0eP5p133gHUoZHQ0NAHjhPW61aSuliZnQ6qNWzMZvePcWo/SeuwbErfVuocjDX/aB2JGZ1ag8OJYKjdlSe7FLe+/MLVp6V6W2xKze/4FG6cghYTwKeW1tGIfDA5wdi8eTODBg0iPj7eWMnzkUceYdq0aaxdu9bsAQptTPnxKlejM5nyOkwZU5k2743HwcVF67BsSq/majnoJdu0jsQMUuJgx+fqFUZO7uo8HZmjY1ZVK8BTdWH1LkhO1TqaQnbtKOycAuUD4NlRWkcj8snkBGPevHmsXr2aH3/8EQ8PDwAaN27MvHnz+P33380dn9DAkS27mBRXiSkNf2ZIF62jsV1lPaHVE/D3PrUuhtVKT4IfG8HmseDoos7Tcfd7+P2Eyfq1Vq/MWbdX60gKkT4TVr4MKNDjZ7AvLhNObI/JCYa9vT2VKqmFcu4utuXq6orBYDBfZEITqUmpuG98mUzFgR4vtcROKhMXqn6tICMTVu7UOpIC2PIRxJ6FFuNhxHmoLVlpYendQu0Ysulhkr3fQsQBeHok+D6hdTSiAEz++EhKSuL69esPbD99+jRJSUlmCUoUvUtR8Mdm2PL1JKqVOMPech9TrZ6/1mHZvB7NwNHBij8wLu+DPd9Cpaeg5Xj5tlnIfL2heX1YZ4OTgwGI/U9NWL1qQKuJWkcjCsjky1RffPFFunXrRqdOnbh27Rrff/8958+fZ+vWrUyaJJMArVFULDz5CsTegsuN53PKrgHPvD5S67CKBc9Sap2I9fsg+ib4eGgdkQky02HlK2BnD91+Um9FoevTSl2Nd/U/ENRW62jMSFFg5auQkQLdf1KH24RVM7kHo3v37nz55ZecPn2a+Ph4Fi5cyPXr1/n+++/p0kW6Rq3R2zPU5OKzIXCi5Rb83tuMYwmTc0+RT31bgV4Pf+7QOhIT7ZwC149B83FQ7lGtoyk2ejUHe3sbLDV/8Gc4vw0avgbVpH6KLcjXp0jTpk1p2rTpPduSk4u+v27kyJHUq1ePQYMGFflj2wJDpoFNizeSfCST7k07MzoIoI7WYRU7XZ8B5xLqEu6vd9M6mryJPnOCMtsmY1f2MWg6RutwihUfD2j9pFoPI/YWeLlrHZEZ3IqEDaOglC+0+0LraISZmNyDMWHChAe2JScn07dvX6ZPn26WoPIiLCyM9PT0Ins8WxP+TxgXxtWl/akOfFPzXb57R+uIiq9SrtCpCYQcgYhoraN5OL0efp+1Eb1eIbXTz+BQQuuQip2sycErrHlycBZFURcxS42Hrj+Cs1RnsxUmJxjnz59/YJurqyt//fUX+/ebXmIuIyODuXPnEhAQwJkzZ+7ZFxkZydChQxk/fjyvvfaacb+iKGzdupWWLVua/HgCEpNhzrwzOCsJbC/5Ps6vb8fXW+uoird+rdX32WXbtY7k4X5YqeP9w8P4vNxFnB+RhUa00P1ZtVz4EmudHHy343/CyZXwWD+5AsnG5GmIJDQ01FipMyIigu+/f3Cp3Fu3bnHz5k2TA1iyZAmBgYGkpKQ8sG/ixIl0796djh07EhYWxqhRo1i9ejVr166lY8eOnDhxwuTHEzB+Hvxwti+1O/VlWE+toxEAHZ+Cki7q1SRv99E6mpxFxpbgo591VCrvyMhXfbUOp9jyuD05eO0euB6n1lSxSsmxau+Fixd0mqF1NMLM8pRgREREsG/fPkBNJLJ+zmJnZ4eXlxeffPKJyQEEBQVluz0uLo6QkBDjsEtAQABRUVGcPHmSiIgI0tPTOXjwIKmpqZw4cYK6deua/Nh6vR69Xm/y/XI61923lmrfCZixzI4mj8KQLgYsPNwcWUt751UJB+jyjI4/Nttx9oqeahW0juhBmZl6Pl9SheRUHbNG6nEugdW+fqzBw17jfVroWPOPHUu3GXi9m1KUoZmNbv0I7JKuY+gxH8WljKYvKFt7TylMeW2jPCUYPXr0oEePHgCMHj2aL74o/Ek4kZGRuLi44ObmZtzm7e3NlStXeO2114iKimL//v0YDAZKlSqVr8e4f0jGHMLDw81+TnNJz9Tx4td1cLBz4p3OJzl61PrrDVtye5sqsEpp/qAGM36/ykuto7QO5wF/7fdi35lqdGl0Ay+7i4SFaR1R8ZDTa7xySTucHOszb00ST1Ux/3tZYSt1fS/+Yb8SX/ZpzhoexVJeULb0nqI1k68iKYrkIi/KlSvH559/XqBz+Pv74+rqapZ49Ho94eHh1KtXD3t7y6wHMGm+jvNRdkwcbKBH+9pah1Mg1tDepqr7KHyyWGHXaT+mj7SsLoz4qOvUDh9NY+/3mD2mFt4eAVqHZPPy8hrv8gws214Kb78AKvoUcYAFkZaI3fbeKI5ulHxhIQEeVbSOyCbfUwpLcnJynr6gm5xg7Ny5k3Xr1vG///2PmjVrMnXqVIKDg6latSpfffUV1apVy1fA9/P19SUlJYWkpCRjL0ZMTAx+fuZb48De3t7sL6TCOKc5HDsHX/wOj1eH0UF2WGCI+WKp7Z0fLvbQsznMWwv/XrGntvbvuUaum9+mn9dSHOu3xdujrs20uTXI7TXer7U6MXhFiD3v9C3auApk+wS4eQE6fYd9mUe0juYetvSeUljy2j4mX0Xy888/07BhQypXrkxoaCjz5s1jxIgRdOnShU8//dTkQHPi6elJ06ZN2bFDrT4UFhaGj49PvuZaFHd6PQyZCnoDzH1fnX0uLFO/VuqtRa2wemIlzv8uRanTkypPyt+fJenQWL3M2apKzV/eC3tnQOWnodFQraMRhcjkBENRFHr27ImTkxOrVq2iTZs2BAUFMWjQIFJTTR/TP3DggLHE+OzZs1m/fr1x38SJE1mzZg3jx4/nhx9+YOrUqSafX8CsZansO6Hwbl8ItO6REZvXIkAtpLR4i3rZquZSbsJfQ8HZA0NHmeVvaVycoNuzEHoSzkVqHU0eZKbBipfBzvF2eXlZTdGWmTxEkpVEJCYmsnHjRqZMmWLcd/fqqnkVGBhIYGAg48ePf2Cfn58fs2bNMvmc4o7Lp87xQlggiXXHMnzwKK3DEQ/h4KCumDlrJYSfU4e0NLXxfUi4Cj3mQanywDWNAxL369caftuo1sQYM0DraB7i4M8QfQJafwJlpWqwrTM5faxZsyYDBw4kKCgIT09PWrZsya1bt/jjjz/ylWCIwqMYFKIXvIaXQxztuwfi6qx1RCIvsoZJNF9r4tw2ODAXqreBBoM0DkbkpM2TarlwqxgmOfo7OLrC0+9qHYkoAiYnGOPHj6d58+Y0atSIuXPnYmdnx/Hjxzl69CivvvpqYcQo8mnXgvk8Yb+ZnY6v0KB9C63DEXn0TD3w81E/MDQbJklPhlWvqh8GXWeDfHmwWCUcoUdTOPofnLygdTS5iL8Ml/6BWl2ghNvDjxdWz+QhkhIlSvDKK6/cs61JkyY0adLEbEGJgrsWA2WOTeOaQwUeHy5zV6yJnR30bQnTl8D+U9BIi57krRMg9j/oMA28LGuWv3hQv9bw81p1cvCEwVpHk4NjS9Tbev21jUMUGZlhY6Pe+hYGnfyF8BbbKe3joXU4wkR9s64m0aLbO+IA7J4GFRvBU8M1CECYqkUAlPPSuNfrYcKDwckdaj6ndSSiiEiCYYOWh8DyHVAtMJC2z/lrHY7Ih4a1oVoF9RupwVCED6zPuD3L3x66/6zeCotnbw+9m8PpS3DkrNbRZOP6STVxrdsDHGUyWHEhCYaNiUuAt6aDZymY8bbW0Yj80unUyZ4R0fBPUVYu3vklRB2Fph9AuceK8IFFQfVrrd5a3GRPRVEvdQYIHKJtLKJISYJhY96fBddi4es31S5TYb2K+gMj4cJJDNsmgU9daD62aB5UmE2TR6GijzqsZlHDJAd/gvPboeFranEtUWzkK8FITk7mzz//5JdffgHUYlnx8fFmDUyYbstBtcx024bwYnutoxEFVe8RqF1ZLQWdmZnPk5xaA/98/dDDDAZY9f0C0GegdPsJHJzy+YBCK3Z26tydC9fUwlsPdeMMJNxV1+TSbtDn94WWg1sR8PcocPeDdpaxjpUoOiYnGP/++y+tW7fm008/JTg4GIDTp0/Tt29fTpw4YfYAbZ2ScovDY9uwc9HiAp0nKQVe/wrcXODHkXJVoS3Q6dRejOibsD0sHyeIuwBLn1ff4OPO53rorJXw7uFRTPM6iK6KXBFmrYw1VB7W65WeBLMbweLbC5icWQ9zn4G935ovGEWBNcMg7RZ0mQXOpc13bmEVTE4wpkyZwrhx4zh06BBly5YFICgoiNmzZ/P11w//piTus3E0Dey3sG5XeoG6NSfMU0sFT34FqlrWQpyiAPq2VG9NHiZRFFj9mvpBAhCecwJ78RqMnQOlvMvw+usN8heosAhP1oLqfuowiV6fy4Gn10JqPFzcCTcvwpHf1O1HFpkvmOPL4NQq9bLU2l3Md15hNUxOMNLT0+nUqRNwb2nwqlWrkp6ebr7IioPzO9Ad+JEzDi2YeiKIY+fyd5qT+09Q/dAwmtVNYVgP84YotFW7CgTUUK8KSs8w4Y5hC+HsRng8CFw81UsEs6Eo8MbXkJgCP46Ckq7miVtoI2ty8NUY2JXb5OC7Xw+H5quJAMDVwxB9uuCBJMfAX2+Cixd0NGOviLAqJicYCQkJZGYzIHzr1i1iYmLMEpStS4iJI3nDZAjuDQ7O3GwzFwW7/E3my0yn4rZ+vFxhLj8OT7CZZdjFHf1aw81E2Lg/j3dIjIL170LJctBpBtTtCdeOQPSpBw5dtAk2hMKLz0G7huaNW2gjq9crxxoqqbfg33XqhEvn0rDzc7Wny7+juv9YwYZrAfh7JCRdV5OLkmULfj5hlUxOMJ555hkGDx7Mxo0bSUpKYv/+/SxevJigoCDatm1bGDHanANfDcV110fg4Ay9FhDYpAa+3mrNA5OHSXZOoVTCMUq0HketOvKHbIv6mDpMsnY4pMRCp+/B1etO5cT7hkmux8G730FZT/h6mPniFdp67BGoWzWXycGnVqmrmga8BHV6qD/rdOo8CVdvtXejIOO1/26Aw79CzQ5QPyj/5xFWz+QEY8SIETRo0ID33nuP48ePM3DgQD777DNatWrF8OFS9e9hLkXBO2FjmWa/Ekacg8f6YGenfoj8FwEHTemdvH4CdkyGso9B0zGFFbLQWLUK0LgurN4FKWkPOfjsJrUkc50e8GgvdVvVFuBW9oEPjrdnQOwttV6Kl3uhhS+KWNYwyY142Ho4mwPCg8HOQe3Zyko+qzYHj8rwWB+IPglRx9TtWybAgo55TzjSEtW5PyVKQtdZMtu8mDM5wbC3t2fEiBGEhoayevVqVq9eTWhoKO+++y720j//UEu3wbHketRo2w3sHY3b8zz7O4tBDytfVm97/AwOJcwfrLAY/Vqp8yTW7X3IgYfmqbcdpt15c7d3UD84bpyCa0cBWP2P2oXe9Vl1eXhhW7JKzT+wIm9yjDo3p3pbcPOGR1pDk3eg9WR1/2P91NvwYMhIhT3T4d/1ahXOvNj8oTpptO3n4FHFHE9FWLF8F9pycnLC398ff39/nJzUa+bnzp1rtsBs1eKtULoktL9vvLtRHahaXn3Tz1Np6H3fw+W90ORtdc0IYdN6t1DzhVyXcE9PglOrofIz4Fn13n3GYZJg4hNh2DT1dTjzXfmSaYv8K0GDmrBiJ6TdPff+xHIwZN55Pdg7QMfpUOUZ9fcqz0IpXzXBOLMO0hLU7TlMEr7HpT2w7zv19ddoqFmfj7BOJq+mCmphrRMnTpCQkIByV9fZihUrZMn2XPx7RR0Ceek5cLqvwyGr5sEXi2D3MXj28VxOlHgdNo0Fz2rQ+pNCjVlYBj8faFYf1u6BhGQold3VHqf/gozk7FerrPQ0uFeE8GDGHP2MyBs6fhwFvt6FHrrQSL9WMGa2Ojm4y+38gfBgtYhanW7Z38nOHh7rC3u+gS3j1G0ly6kTP9tPVat55WTbx6Czh+4/5X6cKDZMfhVMnjyZV199ldWrV7N371727dtn/JeQkFAYMdqMrFndWSWg7/fQ2d9Zji9VP0hafwIl3MwWn7BsfVpCaro6vJGt8MWgs4NHez+4z85O/eC4eYHD2/fTIgBe6VyY0QqtPTA5OOGaWrK7Zsfci15lJajRJ6FKU3jiZbUi56WcXnhAUjSc26yulOpT2xzhCxtgcg/Grl272LZtGx4eHg/sGz16tDlislmLt4J3aWj1RPb769eAWpXhrx3JTHvTFYec/nfCg8HRBWrn8C1E2KRezdWJmUu2QtB9F2ylJ97C7tQ69BVb4lSqfPYnqNcfdk+jb7k/6fpeIxkasXFVK6jrk6z+B5JTIWbbMiopBqjXL/c7VmwEHlXh5gX1NVPlWQj5TH3fqdo0+/sc/1OdD5Zd75kotkzuwahdu3a2yQXAkCGyUl5Ojp2D4+fVDwnHHBIHnQ7eb7KDM4+6E7Z1d/YHxV+Gi7ugVhdwKll4AQuLU9ZTTU43hKqr5t5tzeY49HqFg+65/A36BRLi/CaBbZ6iRsXCjVVYhn6t1GUEft8Mi9fGcS2jAor/Q7qudDp1YTIXT7U3rFw98Kmj9pzmtFZJeLB62X3truZ/EsJqmZxgvP7668ybN49Dhw5x+fJlIiMjjf8+/PDDwojRJizZpt5mze7OSdOny+Kg05Oy95fsDzi2RL2VbwrFUr9WkJEJK0Lu3T5vdxXK7E2gVoe+Od9Zp6PZh9/R7Hkp91pc9Gqh5gtvTocxpz5k7dMX0TnlYVi16WgYHaUWydLp1PebpGg4v+3BY29FwsUQ8O8ETqXM/hyE9TJ5iCQqKop58+Zx48aNe0qFK4pyz+/iDkVRZ/9XKANNc5u8CVQPqMPpP+rzWOafpKfOpITzvbNBr+9cjJdDKRxqdijEiIWl6tFULe29eCv8T63YT0w8bD4AbRuWoIysJyXu4usNzeuri+W1bGDH/7rk8TulTnfPZfQ81g+2TlB7KmrcNz53fKn6JidfesR9TE4wPvvsM95++22eeOIJnJ2djdsVRWHkyJFmDc5WHDoDZyNgeG/yVMr7qm8/at0Yy/4Nm2jYrZNx+38RkHY9keNeg2np6JzLGYSt8igF7Rup9TCux6nDJstDIFN/Z5KwEHd7qzdci4XZ7xXgkmSfWlA+QL3Mtcuse+vuhAerk82zSo0LcZvJQyTlypWjT58+VK9eHT8/P+O/ihUr8tlnnxVGjFYvaxZ3v4cMj2R5pL06CSv90L3Xni/ZCo8fPEZKG1k8qDjr10qtlfLnDvX3JVvVy567PattXMIydW8Kxxeqq6wWSL3+kHqTjFMb72yLO6/W46ndDUrISnniXiYnGM2aNePgwYPZ7pNCWw8yGNTqnVXKq+We86Jy7Uc4ntGIehmrSEm6Uxt68VbwdLejzZOFFKywCl2fARcnNbE4dk7t/n6ukVo4S4hCc/vqk5Dlm+5sC5c5YSJnJg+R7Nixg1mzZuHt7Y2Pjw92dxVUOXXqwdUai7u9J9T1R9573rTuyQvVR5F8/EsiQhW6t4QTFyD8nFq7oITjQ+8ubFhJV+jURO3BeGGSuu2DAdrGJIoBz6q8f2s1my7U5p9UcHVGLcDl7AE12mkdnbBAJicYERERDB48OMd9RWHz5s1cvnwZZ2dnLl26ZNH1N7JKO+d1eCRL/W59qPJbH/p4QPeWDy/SJYqXfq3V1TKPn4cR/aBhHa0jEsWB37NdOBqmzgFqXvEMPlcPk/rYYJwdnLQOTVggkxOMrl278uabb2a7r0QJ0xfcysjIYP78+cycOZMlS5bg7+9v3BcZGcnkyZPx9vYmKiqKkSNH4u/vz6OPPkqbNm0A6N+/P5mZmTjkWJVKO3o9LN2urgsQUNO0+1Ysq15x8tduuBYDv6yDcl7qjHAhOjQGj5LqKqgf/0/raERx0bsFjJypDtduS09nvFKWuIqvIbU7RXZM/lR+5513ctxXtWpVkwNYsmQJgYGBpKSkPLBv4sSJdO/enY4dOxIWFsaoUaNYvXo1FSpUAODw4cM899xzFplcAOw4AlGxMKRL/mZv92sFO49C2xFwJVpdVlsWrBWgzsH45wdwd7vdVS1EEchaE2dFCCjKYyS0jWLBMw+/nyie8vTJnJ6ejqOjIzqdjv379+d43KxZs2jXzrSxuKCgoGy3x8XFERISwvTp0wEICAggKiqKkydPUqdOHfbs2UNsbCxdunQhNTX1nktm80qv16PX602+X07nuvsWIHizDrCjV3M9+XmY7k1h+Aw7TlzQ8fRjCkO6GPJ1HluUXXsXNzVvV+MsqiaQNi9altrefVro2BFmh4+HwtShtvOeZKntbYny2kZ5SjDatWvHI488wrx58xg4cGCOx5mz0FZkZCQuLi64ud2pOuft7c2VK1eIiIhg5syZ1KtXj+XLl/Pxxx9TsaLptY/PnDljtnizhIeHA2pdgqXb6lOjQirpN08SFpa/8z3lX4MDZ0vxTqcTHD2a9vA7FDNZ7S2KjrR50bK09q7tbc8T1aszoOU1rpy/xRWtAzIzS2tva5anBOO7774zftA3bNiQhQsXZntcbsmHObVp08Y4B6Mg/P39cXU1z7Xber2e8PBw6tWrh729PX/vg1vJ9ox63o6AgIB8n3fZ5xATr1Crssziu9v97S0Kn7R50bLk9t77NMAjWodhVpbc3pYmOTk5T1/Q85RglClTBoDExEQmTpyY43G57TOVr68vKSkpJCUlGZObmJgY/PwKWi3mDnt7e7O/kLLOuXS7+nv/1nYFmjdRzkv9J7JXGP+HInfS5kVL2rtoSXs/XF7bJ0+Ftrp168aYMWPYvHkz1atXz/G43PaZytPTk6ZNm7Jjh1quMCwsDB8fH+rWzWO1Kg2lpsHKnRBYywzV84QQQggrlKcejNq1a7NgwYJCCeDAgQOsW7cOgNmzZ9OmTRs6dFAX8po4cSKTJ09m7969XLt2jalTpxZKDOa2fh8kJEvNCiGEEMVXnhKMvE7eXLRoUY5XheQkMDCQwMBAxo8f/8A+Pz8/Zs2aZdL5LEHW2iN9ZPEpIYQQxVSeEoyEhAQOHDiAoii5Hrds2TKTEwxbk5QCa/fAs/WgUlmtoxFCCCG0kacE4+TJkwwcOPChCYY5L1O1Vn/t0ZGcKsMjQgghirc8JRj169dn2rRpuR6jKAojR440S1DWbMk2HXZ20Ku51pEIIYQQ2slTguHk5JSny0NzWqOkuEhIsWdDKLRsIJeWCiGEKN7ydJlqXjVt2tScp7M6O8I9SM/Q0dfElVOFEEIIW5OnBOPKlSu0bt260C5VtRWbwjxxsFfo2UzrSIQQQght5WmIZOvWrYUdh9W7EQ+hZ9xp11BdQlsIIYQozsw6RFKcrQjRoTfo6NMy9ytthBBCiOJAEgwzWblTRwkHA12fkQRDCCGEyNMQiXi4Dk8p1KsYgbubr9ahCCGEEJqTBMNM3uypEBZ2HZAEQwghhJAhEiGEEEKYnSQYQgghhDA7STCEEEIIYXaSYAghhBDC7IrlJE+DwQBASkqK2c6p1+sBSE5Oxt7e3mznFdmT9i560uZFS9q7aEl7513WZ2fWZ2lOdMrD1mC3QTExMVy4cEHrMIQQQgirVbVqVcqUKZPj/mKZYGRmZhIfH4+TkxN2djJKJIQQQuSVwWAgLS2N0qVL4+CQ80BIsUwwhBBCCFG45Ou7EEIIIcxOEgwhhBBCmJ0kGEIIIYQwO0kwhBBCCGF2kmAIIYQQwuwkwRBCCCGE2UmCIYQQQgizkwRDCCGEEGYnCYYQQgghzK5YLnZmbpGRkUyePBlvb2+ioqIYOXIk/v7+WodlM8aMGcPOnTuNv7du3ZpJkyYBcOvWLSZMmEDJkiW5fv06L7/8Mo0aNdIqVKuVkZHB/PnzmTlzJkuWLDG+fnNr3/T0dD7++GMAYmNj6dq1Kx06dNDsOVibnNr8u+++Y9GiRcYFtx599FHmzJkDSJvnV1xcHF9++SWurq7odDquXLnCBx98QJUqVeQ1XogkwTCDiRMn0r17dzp27EhYWBijRo1i9erVWodlU/75559st0+fPp06deowZMgQoqKi6NWrF1u2bMHJyamII7RuS5YsITAw8IEVhnNr3wULFuDg4MDHH39MUlISzz33HIGBgfj4+Gj0LKxLTm0OsGzZMipWrPjAdmnz/Ll27RpOTk589NFHACxcuJBx48axcOFCeY0XIhkiKaC4uDhCQkJo3rw5AAEBAURFRXHy5EmNI7Mt06ZN44svvmDKlCnExMQYt69evZoWLVoAUK5cOcqWLXtPb4fIm6CgIBo0aPDA9tzad9WqVcZ9bm5uNGjQgLVr1xZVyFYvpzYHmDdvHl988QWffPIJly5dMm6XNs+fOnXqMGHCBOPvlSpVIioqCpDXeGGSHowCioyMxMXFBTc3N+M2b29vrly5Qp06dTSMzHa0atWKBg0a4OPjw8aNGxk0aBArVqwgMTGRxMREvL29jcdmtb0ouJs3b+bavhEREffsK1OmjLS9GQQGBlK+fHmqVatGeHg4L7zwAuvXr6dUqVLS5gWg0+mMP2/dupUXXnhBXuOFTHowhMVr166dsUuyXbt2REREcPr0aY2jEqJwNGnShGrVqgFQr149PD092bNnj8ZR2Y7t27eTmprKSy+9pHUoNk8SjALy9fUlJSWFpKQk47aYmBj8/Pw0jMq2nD9//p7fHR0dSU1NxcPDAzc3N27cuGHcd+PGDWl7M3lY+/r5+d2zLyYmJtt5A8I0Ob3eQdq8oLZv386WLVv4/PPP0el08hovZJJgFJCnpydNmzZlx44dAISFheHj40PdunU1jsx2vPfee8afT506hZ2dHbVq1QKga9eubN++HYCoqCiuX79Os2bNtAjTJuXWvnfvS0pK4vDhw3Ts2FGjSG3HBx98QEZGBqB+2F2+fJknn3wSkDYviPXr17Nr1y4mTZqEvb09kydPBuQ1Xph0iqIoWgdh7SIiIpg8eTI+Pj5cu3aNESNGULt2ba3DshkffPAB6enplClThosXLzJkyBDjG258fDzjx4/H3d2dqKgoBg8eTJMmTTSO2PocOHCAdevWsWjRIjp37kybNm3o0KFDru2bnp7OhAkT0Ol0xMbG0qVLFzp16qTxM7EeObX59OnTOXfuHL6+vly8eJE+ffrQunVrQNo8v06dOkXPnj3x9PQ0bktISODo0aPyGi9EkmAIIYQQwuxkiEQIIYQQZicJhhBCCCHMThIMIYQQQpidJBhCCCGEMDtJMIQQQghhdpJgCCGEEMLsZC0SISxQq1atjNUE09LSOHLkCLVr18bd3R2AkydPsnLlSmJjY3nrrbfYuHGjRa0gu3z5cvz8/GjcuLHWoRSaX3/9lT/++IP09HS2bt2qdThCWBxJMISwUAsXLgTgypUrtG7dmrFjxxo/sAcOHAioKzxWq1YNBwfL+lNesWIFjRo1sukE46WXXqJUqVJ8//33WocihEWyrHclIQQAL774Yq77e/Togbu7O+7u7syfP79oghJCCBNIgiGEBRo0aFCu+3v27MnZs2cZNmwYoaGhLFiwgMaNGzN9+nTWrFmDn58fzZo1IyQkhKioKD788EPKlSvHrFmzOHXqFE2bNmXcuHHG82VmZjJ9+nR27dpFqVKlKFGiBGPGjMHf3z/bx09LS2PSpEmcOXMGFxcXdDod//vf/2jevDnvv/8+J0+eJCIigtDQUKpVq8akSZMAWLlyJb/++iuurq7o9Xpefvll2rZtS0JCAkOHDiUsLIxXXnmFU6dOER0dTVJSEmPHjqVp06bZxnH3823evDk7d+4kMjKSYcOG0b17dwDeffdddu7cyUsvvcRbb71FaGgon376KadOnTKuypvfdsuyePFiNmzYwIULF2jYsCEff/wxzs7OgLqGxeeff86xY8coWbIk7u7ujBs3Dl9fXw4cOMCXX37JkSNH+Oabb1i9ejVnz57F1dWVVatW5foaEMLiKUIIi3b58mXF399f2bt3b7b77983Y8YMJSAgQAkNDVUURVEWL16sPP3008rcuXMVRVGU2NhYpX79+sq+ffuM9/n666+VoKAgJS0tTVEURVmzZo3SuHFjJSEhIdvHnDNnjhIUFGT8fenSpcro0aONvw8YMECZMWPGPfcJCQlRGjVqpFy9elVRFEW5ePGiEhAQoBw6dMh4TMuWLZXWrVsrMTExiqIoyvLly5X69esrN27cyLF9sp7v7t27FUVRlM2bNysBAQH3xH5/PHv37lX8/f2zPY8p7fbnn38q9erVU+bNm6coiqIkJiYqnTt3VqZMmWI8ZsSIEcqIESMUvV6vKIqi/Pjjj0rHjh2VzMxMRVHu/P9+8MEHil6vVxITE5UBAwbk+HyFsBZyFYkQNsjb25uGDRsC8MQTT3Djxg0CAgIAdQXg6tWrc+LECQBSU1OZP38+AwYMoESJEgB07tyZtLQ01q9fn+35o6KiiI+PJyEhAYBOnToxePDgXGOaPXs2nTp1onz58gBUrlyZxo0b8/vvv99zXOfOnfHy8gKgW7duODs7s3Tp0lzPXaZMGeMCVY0bNyY5OZlLly7lep/smNJuWfR6PS+88AKgzonp06cPf/zxB5mZmVy+fJm1a9cyaNAg7OzUt9u+ffty9uxZQkND7zlP9+7dsbOzw83NzTj/RghrJkMkQtggHx8f489ZXfVly5Y1bnN1dSUxMRGAixcvkpaWxpw5c1i0aJHxGG9vb27dupXt+QcMGMD27dtp0aIF7du3p1u3bg+d0Pnvv/9y7do14wRVgLi4OB555JF7jsu6egbAzs4OPz8//vvvv1zPffdzc3NzAzA+P1OY0m5ZypQpc88VPJUrVyYlJYXIyEjOnj2Loih8+umnODo6Go/x8/MjNjb2nvNkJV5C2ApJMISwQfb29g9sy/oGnUW5byHl999/n6eeeipP569atSp///0327dvZ8WKFbz00ksMHjyY0aNH53q/rl27Mnz48Dw9hinufr46nQ548PndzWAwPPQ8WR7WbnkxdepUKlWqlOsx9z+OENZOXtFCFHNVqlTBycmJ8+fP37P9t99+Y//+/dneZ8+ePSQlJdGmTRtmzpzJRx99RHBwsHF/1oc8qJMcFUWhZs2aDzzG3r17HxgiiYyMNP5sMBiIiIigevXq+X5+oPZqJCUlGX+Piooq0PnuFhsbS3p6uvH3S5cu4eLigq+vLzVr1gR44Hl/++23D+2VEcLaSYIhRDHn7OzMoEGDWLRoEfHx8QBcuHCBBQsWUKNGjWzvs2rVKtauXWv8PSMjg2rVqhl/9/LyMp6rb9++JCUl8frrr7N161ZOnToFQHJyMtOnT39giGTTpk3ExcUZHyc1NZXevXsX6DnWqVOHsLAwFEUhMzOTv//+u0Dnu5vBYDAOLSUlJbF06VKef/55HBwcqFSpEp07d+ann34iLS0NgEOHDrFx40aqVKlithiEsEQ6JT/9fUKIIhESEsL3339vrOTZp08fBgwYAMDZs2f5+OOPCQ0NpXbt2rzxxhtcunSJ4OBgbt26RatWrRgyZAhjx47lyJEj1K9fn88++4w5c+awdetW3N3d6d+/P0OGDCEzM5Nvv/2WTZs24e3tjaOjIyNGjKBevXo5xjV37lzjUIOzszNjx4419jQcOHCAcePG4eHhQcOGDRk5ciSgJgw//fQTbm5u6HQ6nn/+ebp27Wo8b6tWrejfvz8nTpwgIiKChIQEPvzwwxwvU50zZ849z/ejjz5i6NChxjZ5//33eeaZZ4iNjWXUqFHExMRQuXJlnn32WcaPH0+jRo2YPHkyGzZsMLndnJycjJU8BwwYQEhICJcuXcr2MtUvvviC0NBQfHx8cHNz44MPPqBKlSqcPHmSCRMmGB+na9euxv9fIaydJBhCCIvRqlUr3nzzTXr27Kl1KEKIApIhEiGEEEKYnSQYQgjNJSQkMHDgQKKjo5kzZ84DEz+FENZHhkiEEEIIYXbSgyGEEEIIs5MEQwghhBBmJwmGEEIIIcxOEgwhhBBCmJ0kGEIIIYQwO0kwhBBCCGF2kmAIIYQQwuwkwRBCCCGE2UmCIYQQQgiz+z/UgbBaCDW0dwAAAABJRU5ErkJggg==", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def color_using_schur(using_schur, values, x=None):\n", - " using_schur = np.array(using_schur).copy()\n", - " using_cpr = ~using_schur\n", - " using_schur[1:] += using_schur[:-1]\n", - " using_schur[:-1] += using_schur[1:]\n", - " if x is not None:\n", - " plt.plot(x, np.where(using_schur, values, None), label=\"Schur\")\n", - " plt.plot(x, np.where(using_cpr, values, None), label=\"CPR\")\n", - " else:\n", - " plt.plot(np.where(using_schur, values, None), label=\"Schur\")\n", - " plt.plot(np.where(using_cpr, values, None), label=\"CPR\")\n", - " plt.legend()\n", - "\n", - "\n", - "def make_using_schur_indices(perf: Sequence[SolverSelectionData], converged=True):\n", - " using_schur = np.array(\n", - " [\"schur_cd\" in data.config[\"gmres\"][\"preconditioner\"] for data in perf]\n", - " )\n", - " if converged:\n", - " return using_schur[make_converged_indices(perf)]\n", - " return using_schur\n", - "\n", - "\n", - "def plot_characteristics_color_schur(perf):\n", - " using_schur = make_using_schur_indices(perf, converged=CONVERGED)\n", - " time_step = make_time_step(perf, converged=CONVERGED)\n", - " inlet_rate = make_inlet_rate(perf, converged=CONVERGED)\n", - " # x = make_simulation_time(perf, converged=CONVERGED)\n", - " x = None\n", - "\n", - " plt.figure(figsize=(6, 2))\n", - " color_using_schur(using_schur, inlet_rate, x)\n", - " plt.ylabel(\"Source rate, $m^3 s^{-1}$.\")\n", - " plt.xlabel(\"Time step number\")\n", - " plt.yscale(\"log\")\n", - " if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"thermal_source.pdf\", bbox_inches=\"tight\")\n", - "\n", - " plt.figure(figsize=(6, 2))\n", - " plt.ylabel(\"Time step value, s.\")\n", - " plt.xlabel(\"Time step number\")\n", - " color_using_schur(using_schur, time_step, x)\n", - " plt.yscale(\"log\")\n", - " if save_media_path is not None:\n", - " plt.savefig(save_media_path / \"thermal_dt.pdf\", bbox_inches=\"tight\")\n", - "\n", - "\n", - "for i, perf in enumerate(data[\"Dynamic\"]):\n", - " print(i)\n", - " plot_characteristics_color_schur(data[\"Dynamic\"][0])\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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PDAoSQohrMfIFiCU6OLi4C07ZZI6cRE4+duwY7r33XhQVFUGSJNTV1eHuu+/GqFGj8PDDD+PZZ5+F1+sFAEyYMAGPP/44AKC7uxtLly4FADQ3N2PGjBmYPn16iqtCCCHRiUdMqJ9qOfCQ/vQBhv0mRkKC5PDhw8jPz8eiRYsAAE8//TQWLlyIp59+GgDw0ksvYcSIERGfW716NXJycrB06VK0tbVh2rRpmDx5MsrLy1NQBUKM4T2A6InHqTXacQ4s7oLNnVkSmrIZP348lixZEno/cuRINDQ0hN4/+eSTuOeee/DTn/4U+/fvD+1/7bXXMHXqVABAcXExJk2ahLVr1/az6IREh4MHiQUtIIRYh4QsJAAgqf6D33zzTcycORMAMHnyZAwdOhRjxoxBbW0tZs6ciXXr1mHAgAGor69HWVlZ6HOlpaWoq6tLqsCBQACBQCCpz5pdT/3qNJxcv1h1CwQAWfb0bQczVq5U4OR2A7JXv15VnwAAWZYRCGiVayAozgkGZMgyIMvhe14gIKM3IEftV05uOyfXDYisXzAoATJCfSTR+0kwKEGWJQQCQWT7J8tm28X7nQkLEoUNGzags7MTs2bNAgBceOGFoWMTJ07E4MGD8f777+Oqq65K9isM2blzZ0qvp1BbW5uW61oFJ9fPrG49vRL8/rEAgM2bv8hkkVKGk9sNyHz9dtYVwu8fHnq/f18zNm8+pjnneJsXfv9oHDjQgsaWXPj9ReHz9x/DJ58ch98/BkD0fuXktnNy3YBw/Y4cGQkZEjZvFhZ/v38cgPjvJwf2D4HfPxhbPtuPI4N60lPYBLFy2yUlSDZs2ID169djxYoVIYvJnj17MGbMmNA5ubm56OzsBABUVVWhqakpdOzo0aM4++yzkypwdXU1ioqKYp8YJ4FAALW1tZg4cWLIIddJOLl+serW1Q34fOKJpqamJsOl6x9Objcge/WTiwDfxrCFZPRoH2pqRmnOafYDvrUejBjpg6cQOOgPW0hOOsmHM888KWq/cnLbObluQGT9yjaItq+pGQIg8fvJZ0ck+HZLmDBhAkZk2WUym23X3t4elzEhYUGybt06fPTRR1i2bBkkScLy5cuxcOFC3H333Xj66aeRm5uLpqYmHDhwAOeccw4AYMaMGdiwYQMuvfRStLW1YdOmTVi4cGHitQLg9XrT8mOm67pWwcn1M6ubxxP2EbBr3Z3cbkDm6yd5tH4jXq8E/dd7veIcSZI0fQgAPB4pdFyca152J7edk+sGhOsXbmfxmuj9ROkrHo83op9li2y0Xbzfl5Ag2b59O+bNm4fBgwdj3bp1AIATJ05g4cKFOP/883HHHXdg+PDh2LdvH1auXImqqioAwKxZs7BkyRIsWLAAzc3NmD9/PioqKhKsEiGExE8ggJiDQCyfVn2eEjpKuwuGfmeWhATJaaedhq1btxoemzt3runn8vLysGLFisRKRgghSdLQDNx2LzD7GuD6S8L748pDEmNBNIoSd0FBkjmYqZU4Fo4b7mXLHvH63F+inxdtTRKjp2P2KXcho5+J0ZTrsOPEBQUJIcQ1JJKpFTAejDi4EJIeKEiIY+HAQWIRbZ0S9h8iy7H9jKLBvpQYFCTEsfAmQPR9QN8lEk0dTwhJHxQkhBDHYfZkGrGWTazr6N5T5LqL/kbZ0EKSGBQkhBDHEe8YEnVpeZPBiIMLIemBgoQ4Fg4cJBZc7ZfEgtN2mSPptWwIsTocO4ieiCmbaE6tJp9nv3IP+v7y2DyxQGPC10lNcRwPBQkhxDUk7EPCKRtXo2/qqgTXo6F1JTE4ZUMIcQ2JagmOJyQVooIiNj4oSIhjUd8EeEMgRhhO2fS9ch0T0u8om9QVxRVQkBBCXINemMZKHR+xL7XFIYSooCAhjoUWEpIMsZ6I2ZfcBa0cmYOChLgCDiIESMyp1dBCwn7kKvrb3kyMlhgUJIQQ15KMNYSDi3tgW2cWChLiWDhlQ/QkkoeEEICp4zMJBQlxLLwHED3xLK6nTozGPkQoUDMHBQlxLBoLSfaKQbJAtGyrmvOiHON0DUlVc7PbxAcFCXEFHEjcRbym8mh5SMxgV3IPvG9kFgoSQohriMeHJNbnOUi5i1T4kJD44Fo2xLFw4CAKH2wFcnMS7xPsQyQVmoL9KD4oSIgr4A3B3fxstXid+03tfk80p1ZaQ1xPqvKQkPjglA1xLAz7Jf2BfYb0F/W6SCQ2FCSEEMdh9mSaSNivml/dGf48Bxf3wAUWMwsFCSHEsSQTZWN0TkFeaspD7AW1Z2ahICGORTbZJu4lkSgbtTVEbXqnhcRd0EKSOShIiGOhDwmJhdFYwwGIqGHq+MxBQUJcAW8IBIhzLRvVuXLfOZrIm3QWkFgK3jcyCwUJIcQ1JDRlw+kZ0k9oIUkMChLiWHgTILGI16mVuBNZTk1iNBIfFCTEsdCHhCSDXoBwQCIkM1CQEFdAPeJO9EI0Ig9JnJ8NiRRO47iOVFjI2GXig4KEOBbeBNyL2RiiFxMegzugegAyEh8UJO6BqeMzCwUJIcQ1JDLAaPKQSOF9xD0oUVbJwtTxiUFBQlwBbwjEiHhSx/Mpl5DMQEFCHAudWomeiLDf7BSD2IiU+JDw/hMXFCTEsfAm4F5i+YEYnadHP12j7GO/cg9s68xCQUIIcTTBYHg70dV+lfNpSXEndGrNLBQkxBXwSce9BJNse7MIG3Yld5EKTcH7T3xQkBDHovEhyV4xSJaJ5kvkiTHayLJ2LRviLpT2Txb2m8SgICGugE8o7kUzZRPnWjZm+9mPSDKw28QHBQlxLLwJuBe1cAgmGW0VcmpNTZGITaGFJHNQkBBCHIdad0QTIUaZWtXXMIu0Ie6ATZ1ZKEiIY2EeEgIk59TKJ1sC8L6RaShIiCvgjcVdaKZsooX9mnxeksI5R9ROrWqrCbE3tV8AP1sN9PZGP4+p4zNHTrYLQEi64E2AANEtZckMNuxXzuDHvxavtbuBSdXm59FYljloISGOhQOHezFzatVjGmWjXKfvHD7pOpd4svX299rsN/FBQUJcAe8H7sJ0yiYBCwkHEXcQzbGZZJaEpmyOHTuGe++9F0VFRZAkCXV1dbj77rsxatQo+P1+LFmyBCUlJWhsbMScOXNw3nnnAQC6u7uxdOlSAEBzczNmzJiB6dOnp742hJjAwcW9RGv6wvwonzOIsCHOI1rz9jcxGkmMhATJ4cOHkZ+fj0WLFgEAnn76aSxcuBBPP/00Vq1ahfHjx+P2229HQ0MDbrjhBqxfvx75+flYvXo1cnJysHTpUrS1tWHatGmYPHkyysvL01IpQgBaRdyMuu3NLCRjhwOjhxp/Ppqpnf3KWcSykHC138yRkLFq/PjxWLJkSej9yJEj0dDQAABYs2YNpk6dCgCorKxERUUF3n33XQDAa6+9FjpWXFyMSZMmYe3atSkoPiHxwRuCu4jHh2R4WfyDDX0BnEus5QP6A60riZFwlI2k+oXffPNNzJw5E8ePH0drayvKyspCx8rKylBXVwcAqK+v1xwrLS0NHUuUQCCAQCCQ1GfNrqd+dRpOrl+suvX2ArLs6TsnCDv9BE5uNyD99QsGw23f2xvU9ANlW4KMQMBMYXgQlGUEggBkIBCQIcseBIMyentlzfX0OLntnFQ3pQ2DcvjeoK9fsK/NzftJdJR+aIX7TzbbLt7vTDrsd8OGDejs7MSsWbPQ0tKS7GUSZufOnWm5bm1tbVquaxWcXD+zutUfzYPfP1Kcs2UfDvliJBywIE5uNyB99du1awD8/grxHVv2w+8/CQCwZ89R+P2lAIDDh09g8+ZGw8+3HB+LQ4c60BOQcPx4Pj79dC/8/rGoqz+BbduOh/rV5s1fmJbByW1n17r9/p1yeL0ybpzSBL9/HABgx/Y6dDZ3ac5T6tdyfBwOH27D5s2Hk/q+3btFP9yx8yCk9o7+FT5FWLntkhIkGzZswPr167FixQpIkoRBgwahuLgYTU1NGDJkCACgqakJVVVVAICqqio0NTWFPn/06FGcffbZSRW4uroaRUVFSX3WiEAggNraWkycOBFerzdl17UKTq5frLr5DgK+9eIpaMKEMzCsNNMlTB4ntxuQuvqdaAd++ZqEm6+UMTxshEVTL+DbLNr+9NMnwOcT26NGD4Bvh9g+aaQPNTXDDa87cJAHlZUD0RMAOoLAWWedBZ/Pg6oqH8aPHx7qVzU1NWmrmxWxe91+8oJot+U1I0J94vTTB2BkBfDIKxKuv7gX/iPh+vkGejBsmA81NSbORjE40gP4PvGgunoAaqLkOskE2Wy79vb2uIwJCQuSdevW4aOPPsKyZcsgSRKWL1+OhQsXYsaMGdiwYQOqq6vR0NCAxsZGXHLJJQAQOnbppZeira0NmzZtwsKFCxOvFQCv15uWHzNd17UKTq6fWd08nvAcrjgnwwVLAU5uN6D/9VvzHrBxC3DsBHDPd8L71W0vSd7QtscT3s7xSqZ9wuMBPB4JUkBcx+sVrx5JCm0r5U9X3ayMXeumbrdwP/DinU+A92qBnQdy8O9Xauvn9Zj3k1iE+o3HOvefbLRdvN+XkCDZvn075s2bh8GDB2PdunUAgBMnTmDhwoWYO3cuFi9ejEWLFqGhoQH33Xcf8vNFTN2sWbOwZMkSLFiwAM3NzZg/fz4qKioSrBIhicG1bJxPb0D7qqCJsjFp+2jRFbFCQYlz8HjC/afHYFaXjqmZIyFBctppp2Hr1q2GxwYOHIiHHnrI8FheXh5WrFiReOkI6QccN9yLmRhVb8cK95RlVaZWrmXjaIImOWfY1pmFOeqIK+CNxV2o2ztgkockneGexD6ks08wXDwxKEgIIY7GbDCIOmUjaTO1qtey4djiLIJyOHme0fQMp2wyBwUJcSz0IXEvplM2qnNiPQ0bTc+wHzkTpVnV4iMVbU0LSWJQkBBCHE0wMncZgNgWEuIOZFpILAMFCXEsZk/GxPmYRdkk6i8gy9Ejboj9keVwv6BfUXahICGEOJr++pAo72Ndj9gXo5WdQ/tScf0UXMMNUJAQV8BBxF2YLa6XlIVEoi+Ak1E7Kqd6eobTPYlBQUIcC51a3YtGkJiF/caRhySR/cSeqKdsJN1+IDWign0mPihIiGPhTcC9mFpIVOdEG2fUx/SJ0YizkBEWrWqRmpIom/5fwlVQkBBXQHHiXpL1IQEoQNyAZsomqyUhFCSEEMehibIxmbLxJjllQ5yFZsqGYb9ZhYKEOBbZZJs4H7MpG7U4ieVDolyH65s4H8MoG0TuSxQ6QycGBQlxLHRqJUBymVolSedvohpY2JechSybL65HMgsFCSHEccRjIYl38OEY5WzUSwR4DZxa+9P+tJAkBgUJcSy8CbiX/ob9mokV9innoU4dn7bvSO/lHQMFCXEFHEjci5m1JObiepyecQWJJstLBE4BJQYFCXEFHFjcRTwOzfFE2aidWhkK7FyCBo2aysRoJD4oSIhjoQghABAIhLfjjbLhGOQ8omXeDYkPIx8SdoaMQUFCHAvDft2LWWSN+kk41kBjtuAaha59CAaBrm6xbSpIVMfStdov+0x8UJAQQhxHXE6tMcJ+if35jweBbywW22aOq+kM+2U3SgwKEuIK+ITiXszy0SSaOl7JTcK+ZB8ONIa3zZrNLFMrE6NlHgoS4liYGM29mC6ul0iUTWqLRLJMXD4kUuT5tHJkDgoS4lgoQtxLf/OQqM9XR9mwT9mXaG1H8WENKEgIIY5G49ycgA9JKOxXfz2KElsSl1OrQZRNOr+baMnJdgEIyQS8IbiDj3YApT6tCOnpDW8HE7SQqOHTs70xm7pL52q/dI5ODAoS4ljoQ+I+lv5GvM68MryvrSO8HbeFRL2tX+036dKRbBJtGi/kwJqu707TdZ0Gp2wIIY6mrTO8nYgPiZGIpbC1L5pFFnUPK4pAMXRqpYUkY1CQEMfCscO9qIVDu0qQ9GctGw4uzkFjIUH6wn5JYlCQEMdilq2TOB912ydjIVHnjzB6aib2Qy1CArokaUqzpitTK4kPChLiCjiQOB8zAWpmIcn1JnZ9oyRX7Ff2IZoPidGUTbq+m5hDp1biCnhDcD5mqcFbDZxap0wEThtlfi0lK6uyTeyNOj08ECVZXt8j+uo/SfD2Cdb+ND+7TmJQkBDHQhHiLvRmeAWjKZvbZyQnNJg63p7o/YECeguJrk1feUdKiRBl6vjE4JQNIcQRmGVkNZqyiWesUYeDEnujFyS9AdUxhPuOoQ8JzRwZg4KEOBbO9bsLMzO80ZRNLIzSxBvtY7+yB3pxqRYk6YQWksSgICGugPcD5xNteXn9ObHM8cpho9TxxH7op9o0FhKDKRs19CHKHBQkxLFQhLgLvV+AmiG+vv0JXlOzuJ7Btfnkaw/UkTSAdjkB9XQO2zO7UJAQQhyBZspGd+ykyr79cWbfjHacY5b9iDZloxYrRk7LqbCQsM/EBwUJcSx8knUXZlM2AOAr0p4TzyATT+p49it7oLeQBHROrYp1TZYjo7X6FfbL6Z6EoCAhroADh/Mxc2oFgPzcvv0JXM90uXr2Jduht3z0mPiQiO3Uqwj2mfigICGEOAKzsF8AyM8z3m+GUep4oygbYg9iRdkE1RaSQOoECQ0kiUFBQhwLBw93Ec2pNS9Xuz/WQKE2tdPsbn+i5iFRW0gABNLgQ0Lig4KEOBb6kLgLMx+SHG844VUoMVo8PiTQPlWr08mrzyHWR+9Dohckik9Jqi0kJDEoSIgr4MDhfMyibPJywwIkmuOrGfrhieLWfujFZcSUTRQfkv5YSJgYLTEoSIhjUd8DeENwPmY+JHk5kfuTibIx+gz7lT3QT9mo85AEZZ0PSRKilaQGChJCiCMwG0jycsOruMY7ZSMhchBToAixHzGnbFR5SALBFDq10kKSEBQkhBBHYJb+Wwn5TQQzwcKBxZ4kFGUTTN2UDUkMChLiWOjU6i5Mp2xyw34gocRocV5THfZL7Eu8a9noLSkAQ3czSU7sU8L09PTgqaeewqOPPooXXngB1dXVAICHH34Yzz77LLxeLwBgwoQJePzxxwEA3d3dWLp0KQCgubkZM2bMwPTp01NZB0IMoSBxF9F8SEKm8wSup/c3kRDZj9iv7EHUsF/oM7WmITFayq/oTBISJC+88AImT56Mjo6OiGMvvfQSRowYEbF/9erVyMnJwdKlS9HW1oZp06Zh8uTJKC8vT77UhBCiw8yHJD8vMsomnrVsTDO1Jlc8kkWi+ZAA2rVs0uFDQuIjIUFy8803mx578sknkZ+fj+7ubsyaNQsnnXQSAOC1117DHXfcAQAoLi7GpEmTsHbtWsyePTv5UhOSIDKAA43Ah9uB6y7mjcKJmIb9qu5yCa1lA60oMXJQpIXEHkTzIQkGtVM26fAhYT+Jj4QEiRmTJ0/G0KFDMWbMGNTW1mLmzJlYt24dBgwYgPr6epSVlYXOLS0tRV1dXdLfFQgEEAgEYp+YwPXUr07DyfWLVbdAAJBl4SYVDATxHw96EAgAZ44LYvTQjBUzKZzcbkDq6ifLUt+fjJ5eWdXeMuS+fBI5XrnPZC8hGBT7A4EgAtE86GQpZOYXybLE50SIaPh7AsEg9FVwctvZrW5KO23cEsSooeH33T3h/hEIBBEISKH+IUSrHBYRsoyAPn1rnASD4juDBv0k02Sz7eL9zpQIkgsvvDC0PXHiRAwePBjvv/8+rrrqqlRcXsPOnTtTfk0AqK2tTct1rYKT62dWt51flMDvF+vO79h5CMeODQMAfFpbh+OHuzJWvv7g5HYD+l+//ftL4fcPQuORLmzb1gy/X7Tx/gMt8PsHAgCaGk8AXT3w+4fgiLcbfn8ePvlkN3JzzAeZpqMj0RuQEAhKKMoLYPPmOhw7NgaFUhd27jwe+p5PPtmN/Fzj6zi57exSN79/HADg/meB2Zcfht8vnkR27zkOv38QAGDPniYcaRoMf7sXjY2dCAyV4Pf7Q9fYv/84Nm8+mtT376wrhN8/HF/sOoKPvX7sO1KAk8o74c1iOImV2y4lgmTPnj0YM2ZM6H1ubi46OzsBAFVVVWhqagodO3r0KM4+++ykv6u6uhpFRUXJF1ZHIBBAbW0tJk6cGHLKdRJOrl+sup2QAN9H4j+/unoAfB+I7fHjB+CUSHcnS+HkdgNSV7/NhyT49kmoKJdxyill8L0v2njkCB989eIJeMxoH8oGyvDt9KC0VEZ7QEJNzVnIjXL3K39HQnev8EspKQBqasowZK2Eikqguroi1JfOOussFOSlp25WxG518/nCI//IUQNC74cP98G3X/SP0aMHYNA+CciRUFY2AIHgcfh8PijxNSeN8qGmZmRyBSgBfBs9GDtuAA53A79924Obr5LxjamZn8PJZtu1t7fHZUxIiSC5++678fTTTyM3NxdNTU04cOAAzjnnHADAjBkzsGHDBlx66aVoa2vDpk2bsHDhwqS/y+v1puXHTNd1rYKT62dWN49XvVKrN7Qtzs9gAfuBk9sN6H/9JEn5kwBJ3d5SaLswX4LXq6xFI/bnxOgDkupaHi9Cn1f/AYDHY34dJ7edXeqm9v+QEb4HBOVw/5A8XsjKuZLU5xwtiT4FwOORkr5feD3iuh6PFzv2i+2dB5K/XirIRtvF+30JCZIPP/wQf/zjHwEAv/rVr3DFFVdg+vTpOP/883HHHXdg+PDh2LdvH1auXImqqioAwKxZs7BkyRIsWLAAzc3NmD9/PioqKhKsDiGJQ0cyd6FZ7Ve1X23BiLdPqKNsJNU+Yl8CcUTZQAaC6Qj75b0oLhISJJMnT8bkyZOxePFizf65c+eafiYvLw8rVqxIrnSEpAjeEJyP2cJ5Bfnh9k9kLRszGGVjT8wEiT7KplcfZdOP71T3Mwra2DBTK3EsmoEje8UgGSJoIhQKVHlIunoUE3r0a5mtQUIBYl/UgkS9uJ76mIzIJQhSEvYL9p14oCAhjoU3AHdhlqm1IC/8lNvRpRUo0YgnMRr7mH0wXVwPurVsAulNjEZDiTkUJMQVcOBwJupmDZgIkvzc8MDQ2Q0U5sd/bfVaNkap44l9UIsQfV9RW0WCMiVDtqAgIYTYFrVAMPMhUQsSWY5v9V/O/TsPtSDZeSC8rU4rHwwCvToLCds/c1CQEMdC07q70M/9K+jzhOjfm6HvM0rkDfuSPVH7jZxoD2+LbKpiWwbQ1cMom2xBQUIci9lNgA88zsHMQqJu+nydz0g8giTe1YE50NgHfaivgt4ZurtXOyz2x0LCe01iUJAQV8CBw5loBIlJlE1+rnZgiEuQGO0zibwh9sBMkOj9SfSCpD+wzyQGBQlxBbwfOBMzp1Y1egESt1OrrHVqjfX9xNqYChLdfv2UDa0cmYOChDiKE+3AfzwIfLKLTyVuwHTKxiTKRnmf6LVD+xIrHrEQZgvOqoVsMMUWEgXei+KDgoQ4ir9+Cuw7DNz7nHY/bwjOJNaUzfQLAF+xNhFaIj4kAJ+QnULcUzZ6Cwk7QMagICGOwiyyRr3NG4zzkCRjp9Y5X4ls7/w4o2yMvoNRNvbFTJBokqTJQFcqnVp5r0kIChLiSPQ3Ag4iDkW1Bsl7teHd+pwkCTu1xumMyH5lH/Tp4hX0Qra7Jw1TNuB0XzwktLgeIXYhQpBkpxgkzSjt2tEF1B0J71emb0JZVlX9oT+ZWtXfSexFPE6tIsomzanjaTUxhRYS4ijMFtTjk6wzUdq1q0e7X3nqNbr3+4oTu3Z/zyHW4Mhx4/1636NUTtmor0tiQ0FCHEU8S8PzCcU5KG2sN8d3696r23xgHIJEnRhN/VkOLPZl72Hj/XrLid6ptT/wVpMYFCTEUSgDhn4hNA4kzkRpV/2g8uF28Wo0ZTOwJLHvMLoGsT/K1F2ssF82e+agICGOQtEd0ZxaKU6cR4+Jf4De/wOI00ICkzwkjLJxDEu+LV7VTq09velrX/ab2FCQEEcSNbsmbwyOQWlKswgKI+uGryi57zKKvGFfsic5XmDwALGttq6Z9aNkMeoztLSZQ0FCHIXZYKFxXMtccUiaUdpYH+arR7O4XoKp44nz8HjCVjP1lI3RSr8UEJmDgoQ4EuYhcQfpaldJUoX9RvlOdit7Iknhe4RakHT3GJ/bn+8BeP+JFwoS4ig0Tq0xziH2R9+WXq/2fbIOqWbns+s4AwkqQWLif0QyDwUJcRRmYoPz/u4gzyTVY3+s7tFEDfuSPVGvbWS0SnSON3IfST8UJMQVcNxwJvp2zYtzJd9YKOvWRHwfO5IjMJuyUcjPkzXn9hdl+o9Eh4KEOAp12G881hJib/RtmW8iSDxJ3uk00RHKvuQuRSyEBGOnVgV1P+LiepmDgoQ4ipAPiU6QBIOR5xD7o2/LXLMpmyQGBllmplanoraQ9BqE+poJ22Rhv4kPChLiKGgVcTdmA4niuBivb4CRfmHEhHPweKJP2ah9kVLhf0Tig4KEOJKoUzaZLQpJI0FdY5r5kCiL7+XnJf4dTLLnPNRNqu9DQHL9JBrsJ/FBQUIcSUTuCPU2bw6OxSzKRllsL15TPJ1anY3GQmIQ9psq52iSGBQkxFFofEgM9uu3iT3ZsAk40BjZlqYWkm7xmqhvQCxRwr5kTyQp/NByuDnyuGbKpj9Orcl/1JWYPE8QYk/iGSA4iNib9k7ggd+L7YvO0B6LZSFJ5Mk3FLGlvEaZBiT2wiNFCo0cb3gtG/WUTSranP0mPmghIY5FbYrVRNlkvigkhRg5ISrEspCYCRY90RxYObjYk5eXA/80TWxLOkEy+TRg4tjwe7Ulbe+h5L/TyLpCR1dzKEiIo1DnIWnrzGpRSAaImLKJ5UMSp7OiWpAkm36eZJdoIeF6QTJxrDZXjVqQDBqQ+rIQYyhIiKNQ+5CcaFftNziH2BOzVZwBcwvJoBLxOqI8ue8xPSf+yxELoLSpRycu9f1CbVGdeUXy30cRmxj0ISGOQm3Ob+sIb9MR0TkETaZsPB6gqMD42I1fBnzFwBXnxP89anEb2hf/x0mWiTbdpnZqBYABRVqR0tk3xTe8LPUhwMQcChLiKJTBSoLOQsKRxDEETcTlgCLAa2LzzckBrrkg/u+I9mBLa5s9MGqboFqQqBpZn+FXyVszoCg9ZSPGcMqGOAr1Dae1w/gcDiL2xmwZAF9Rak3kSup4BQnsO3YiWlvpp2xyc4wtYakSJOrF9TiLYw4FCXEU6sFKLUgYZeMcjDJrAsDAksiBJlnUg5Ne5FCU2AOjZlJP6aqdWNWCpDAviNnTZFQOAb59Tf/KQB+SxOCUDXEUyg1HcWotLtT6kgAcUOxOwERcDixO3QBgFPbLPCT2IpoPicejtVTkesNtPrikF1XlwK//M71lIZHQQkIchWIJ6ekVYb9KdAXvB87BdMomhYIEiEyMZvSdHGjshVmUTW5O+NjgAT0p+z4aSBKDgoQ4CsWcf+iouMGMrBDvOYg4BzOn1pJCmshJmJhRNqq+kuMFjhwX26UlvWkvGzGGgoQ4ClkXEqoIEs05FCS2xsxCkp+rffL9+e39+x5ZjpyyMTqHWBNDQdL3ahRls/ug2D6pIvUZFdlP4oOChDgKvcPjSZXilTcE56CxkKj25+giJYzEaLyYObXqRQqxF4qY1a9lk5sDeL1ie+xQk/C8JDCK3KEVzxw6tRJHoU+a5esL2zMbxIj9MEuMps9B4unH45YyZsS0kCT/FSTNGLWNWWI0SQLu/y6w52AQg6SAwSf7WRZ2lLighYQ4Cr2FRJ/wCODNwe6Y+ZDoc0n0NwTYLFMru489iJUYTc/Y4cDUSaktA60hiUFBQmzF038Gtu4V2x/vBN7f5gMAvLQB+HB75EqwiiChCHEOZj4kOV7tU29/LCT6awOMmLAbsRKjZVIs8PYTHxQkxDYcOwG8+BYw/5fi/bKnPHjxPbEq1uo/AcueijTnK4utMcrGOZgJEq9HK0L6YyEJ5SFJ/hLEggRVeYoyIUhoIUkMChJiG8yERLcqbUDElI03/usQe2CWGC1iyqY/PiRSfE6I7EvWJdqUjcdDsWBFKEiI7fGrFtFTPz17veFBSWMhyUyxSJowSx0fMWXTjwHH6xF9ST+oMcrGPkR1as1oSUi8JBRl09PTg6eeegqPPvooXnjhBVRXVwMA/H4/lixZgpKSEjQ2NmLOnDk477zzAADd3d1YunQpAKC5uRkzZszA9OnTU1wN4gbMoiv8beFt9dOzOh00xxB70tUtpt3UT7PRfEg0Uzb9eNzyeCIHL+YhsT+jh4rX6pMy7EPCfhIXCQmSF154AZMnT0ZHhzZOe9WqVRg/fjxuv/12NDQ04IYbbsD69euRn5+P1atXIycnB0uXLkVbWxumTZuGyZMno7y8PKUVIc7H7Mm4RSVI1IOVOsKGPiT2o9kPzP45MP0C4DvXhfcHoviQqNu8PwOO18Cyprxn/7EHRu109XnA0CHAGWMzUwZaYhIjoWeIm2++GZMmRcZFrVmzBlOnTgUAVFZWoqKiAu+++y4A4LXXXgsdKy4uxqRJk7B27dr+lZq4En0EjUJLa3g7qHtiNsonwQHFHhxoFK/r/qbdb2Yhyc0B8lKUWUmd00QRNvQ5sBdG/+ceDzCp2jgdQDowWqSRmNPvZjl+/DhaW1tRVlYW2ldWVoa6ujoAQH19veZYaWlp6FgyBAIBBAKpS1yjXCuV17QSTqpfdw8gy2KkCASCUOTG8dZgaH9PrwxZFvtzvDKCQRmy7Ol7FfuDwSCs/nM4qd2MMKvfoicknFMt47qLjdpb0BsI7w/K4XaVEESu1/gziSJJUri/yDICAfE9soy+7fB36JvIyW1np7qp+wlg3B/0fSXV9Qv0lSEYlPu2Jch9/SnTZLPt4v1O22Vq3blzZ1quW1tbm5brWgUn1O9Qcx78/pEAgM2bv4DfPw4AsGV7Hfz+weKcwx3w+wsBAPnowWefHYTfPwr79x+H3z8IALDz8wYUB1ojv8CCOKHdoqGunywD720ah/c2AaMHfIHt+4vg9w8DINpbYfveYvj9whmgoaETfn8BAODznXXo6vHA7x8e8ZlEOXSwHH6/r2+7DZs3H8aRIyPQ2e3Bnj0t8PvFQ9aWz/bjyCDj1WGd3HZ2qJu/3Qu/f3TovVF/UO4h+mOpql/j8Vz4/Sdh//5jONKSC7+/BAf7+lO2sHLb9VuQDBo0CMXFxWhqasKQIUMAAE1NTaiqqgIAVFVVoampKXT+0aNHcfbZZyf9fdXV1SgqKupfoVUEAgHU1tZi4sSJ8HoNYkRtjpPq5zsI+HziiaampgY+nwS/34/S8pHw+UTdyst9aGwVT7ZDK2WcccYQ+NZ5MHKkD759Yv/J4wag5qzs1CFenNRuRhjVT5a17duZq32v0J4D+P4u9leU+3CsU7TrxDMGoKsH8L0X+ZlE+WCfhM8OiusOH+5DTc1QlP9VQnsnMGbMEPg+E98xYcIEjNC5wzm57exUt2Z/uP8Axv1h6mQJE8bIoWOprl/9EcD3hgcjT/Ih9yiw56iEYX39KdNks+3a29vjMiakxEIyY8YMbNiwAdXV1WhoaEBjYyMuueQSzbFLL70UbW1t2LRpExYuXJj0d3m93rT8mOm6rlVwRP1UyYxEXYTZMxD0QOo7IMtS6JzcXCmcm0IK7/d4vbDLT+GIdouCun69vdr2laFv7zCSKvRF2c7PE+1q9plEUC/U5/FI4RByCZA86mPmfcnJbWeHuqn7gngfWd6lc8w+m5r6Kf3I09dPJQnw9vWnbJGNtov3+xJyav3www+xbNkyAMCvfvUrrFu3DgAwd+5cfPbZZ1i0aBEWLVqE++67D/n5+QCAWbNmobu7GwsWLMC8efMwf/58VFT0YxlO4lrMpiF7esPbXSrruVmUjVn4MMku+ll1s3VHzNayyfGm0KlVdf+kM6s9sZIjqYWKYmkS+vedPHkyJk+ejMWLF2v2Dxw4EA899JDhZ/Ly8rBixYrkS0hIH2Y+impB0tkd3tbkIWGUjeXRt0tvnwDVr+JrJihzvABS9OCn/06gL3srw35tgxXaiWI2MWzn1Erci6kgUVlO2jrD2zle3hDshF5oKBaxHJ3I0FhIVPtzvMZCIhn6u1IwISRxKEiIbVBP2aiffnpV+1tVOfs0UzYw3ibWQZ/4ThGg+ulntXBRb+d4I8VLsmimbHSvaqzwFE6MYdPYD65lQ2yD2kKiFiHqKRu1aMnhlI2t0LeL0q56a4W6H6i3vZ70JEaLxkMvAt+5PzXfSVKLlf7P1VN9tNqaQwsJsQ2agUglPHp7I88FhIXEYyBIiDXRW0h64piyUfeD3BwR1ZAK1CJIPYDofUg+Tz7HI3EBRpmiiTm0kBDboBYkPSYWEjWagYwWEsujb5fuvoipaE6tAd2UTaowilLkk629sML/OftMYtBCQmxD0MxCYhIOnKvKJaHxIbHAjYpEondqVYSm1wt8sBXYdxgYV6WzkKg+05/VffWYTdkwysY+WKmdOGUcHxQkxDaY+pCYCBL9svXE2kRM2fQJkhwv8LPV4f3//JXw9lF/espiFvZL7IO6O918VXbKYNRnKEjM4ZQNsQ1qEaJOgGZmISnKD29rnlBSWyySIiKmbEycWs18SFIJE6M5h+suBv7fZdkuBYVIPNBCQmyD2qSvToBm5kNSXGjsVMYbgzWJsJD0GO/XT+3M/SZwzqnh979fahyimwhmTq0ABa1dUP7PU+lb1B+UfsP7jzkUJMQ2BBIUJCWFDPu1ExFhv33Wj65u7X59grwxwwBfcfh9YT76jXrKpkW1MDS7jn2wUpitjHB52IfM4ZQNsQ3qgUg9ZdMTML7jFOUbO7USa6K3fChRNuq2NjqvYnDqy6KestlVL16NxC2xLlZoJ33IuPqVREJBQmxDohaSYlpIbIW+WZQ2VmffBSKncIoKUl8WtYXkRHt426zvsE9ZD6VJLGEhkSlI4oGChNgGtQOj2oxvtthaSaFJuu+UloqkCn07tneJV/0NXH1eQV56ymIYZQPj8hBrk01Bov5q+pDEhoKE2AYzC4kZhSZRNsSa6C0f7Z3G56mjqoaXpacs6pwm/zkz9vlmophkD6v9z1utPFaEgoTYBjMfEjM0PiScsrE86nbZecBckKin6MaPTk9Z1BaSL50Z+3z2KesRcmrNbjEA6KZsslsUS0NBQmyDesqmo8v8vLxc8aqOslHDwcOaqK0MP3oU6DCxgnWrxOjV56anLPrcJwpmfUdv3SHZxwpRNnRqTQyG/RLboLaQHG81P+/HtwITx4pICWWgCNJCYnninbJRLCSP3wkMLU1PWaKtZWPUf9inrItlnFpV28QYWkiIbVAPWP428/NyvOFVX+mIaB/0baR/P36UeFUyuOanyaEViL6WTSL7SfawQpPQQpIYFCTENqidGVtiCJJo8H5gTaJNe1QMBk4ZKbaPnRCv6czAGW0tG6MBhVM21sMKUzZq6EMSGwoSYhvUPiTKoGSE0TokdGq1PtEiVUZWhAXI1r3AqScJH6F0YWohMTmffcq6WESPkDigICG2Qe1DoqTzLsqPHMVyjARJGstFUkO0QX1QiVYknHtaep98PQmu9ksLSXZ5/v+Ap9Zp91lJJMpQ+bMxRNwUOrUS26C+wbR2iKRYnb2Rdx31wMUoG/sQrV3ycrVCc0BRestiJEgUjIrJPpVdnv8/8Tp7unh99Z1whl+rRNmQ2FCQENvQq1tqfkCRjK4OOWKAMLKQqJ9KOHhYE/2ieUOHiOm3+iNCkKiFZjqnawDt9KAaOrXag9/8MbxtBVEgy+F7EPuKOZyyIbZBL0iKC4zzRZjN/xNro79RD/GFQ3zzc4Fc1eNTui0k+r4GRI/Y4iCTWQ40Av/Ylu1SxEaTOp5OrTHhrZvYBv0gkZdr/PSjj76QJO2Awfl+a6Jvlq9eFG7z/Fyts3K6LSRmfYSJ0azBdx8Afvpb42N6Hw2rWEhIbChIiG3QC5LcHKC7R9xtRg0N7zdKaqW+H/DmYE3UA8mUiSJlu9LmmfYhKRsoXs89Lbwv2sDGPpUdjBxE9at/m2XdzQTqPqN2aj3aYj4t6GboQ0Jsg5Eg6QlIyAcwohzYd1jsj2UhIdZEbWXwFYtX9ZSN+uaebgvJ8DLg0TuAysHxnc/+lR16A0Ce7rG6u9f4XKtw7ATw7RXAOacCS76d7dJYCwoSYhsipmxygGBQjFLqZej1PiT6JyQOHtZE3S6K+FBbSNTHiwrSX56RFcb7mRjNOgSCke2ht5BYIcpGvbheU4t4/WhHdspkZShIiG0w8iEJyOI/Xp1G3CiDJ6NsrI+6jTw6QZLjNRYsmYZRNtaiN6C9L8iydvFFILuCpLhATCEfO8HU8fFAHxJiG4wtJGK7MD+8X28hsYJTG4mN2sqg5AFRbt653uxHTzF1vPXoDWgtIoEA0GMh3wyvFyj1AUeOqxbXy2aBLA4FCbENRhYShXzVtj6plSTpVvtNfdFICohmAcmxgCABmDreagT0giRoLQsJINZhajhGC0k8WOBfnJD46NXNDeepJhzVFpJY2Vl5Q7AmatGob8LcHKCzW2xHy6KaTpR+pU/gBrBPZQu9hUT/Hsj+WjYVg4C2DvEHsK9Egz4kxDZERNmYWEj06C0kxJrIBlM2CjlewN8utn1pDvmNhX7AA9i/skVvQGu1CgStF2Uz2Cdem6MsCEoEFCTENvQGxECl+I2oLSS5UXqyBDq12gF1G+mtXLk5wMlVYvuaCzNXJj1tHUB7Z+R+9qns0BvQWqwMLSRZNpEoD0vKVBL7ijkUJMQ29AbEP3dHl3ifmxP+z44qSPQ+JLwhWBJ1syhRNqeMAD6vE2nkywcBT84HSgdmo3TAnkPi9Y1/RB7jCq7ZQR/2G7SgD0m0exPRwp+K2IbegMg3oggStYXEKNRXQZ8YTYZ4n+0bFdGiCfvtm7JZNgc43CzECACUDcp0qcK0tJofo8bNDr0Bbb/pNYiyyfb/eR5H2bihUyuxDb0BbWSNejs3hiBR37Q27QS+djewZXfqy0iSx8iptbgQGFeVleIkBK1u2UEvQAJBYx+fbEILSfxQkBDboEzZKMTrQwJon2B3HhCvfzEwvZPsEc2p1epwyiY76AVIb8BgyiazRYogL4rDPdFis3974maUKRsFjYUkAafW0P5s36mIhmhOrVaHBpLsoBcgRlE22e5LnLKJH/5UxPK0dwIvbkjeQmK2uF62b1REi7qJ7NY0tJBkh0AA+N+N4fdGUTbZhlM28UMLCbE8q14AXt4gttVr1qi3c3OAUUOB00dHfl6SjJNZZXNZchKJkVOrlZh+gfkx+pBkh5c2aH3B/r4NaGnTnlPqy2iRIqCFJH74UxHL88HW8LbaQqJOkJXjBf7rB8afp4XEHhitZWMlvnMd8OF2sS6JHgqS7LBtn3i9dBLw1ibghTeB8aO055xzaubLpYYWkvix4L89IYJmP3CiXbtPLUgGloS3c71CYJiJDKNMmhQk1kI9qI8dlr1yRMMsI3BPADh0NLNlIYJrpwCnqUSIIlIAYGRF9sUtBUn88KciaUOWhRneGyUk14zuHuB7q4Cxw7X71Y6sAwrD21HzkIBOrXZAaaN//RpQc0p2y2JGQb7x/vueF3lKHpsHDB2S2TK5nbNONs8Rc+nZmS2LEYyyiR8KEpI2nnkDePEt4KkFItNmIhw5DrR2AJ9+od2vftpQC51oT0GmUzaJFYmkGcWKZVXrCGBuIVEGxENHKUgyzYhyca9Q+M51wNnVwP4GYPJpWStWCPqQxA9/KpI2XnxLvO5vSFyQNB4z3m9mCYkZZWN4ILEykfSiiEYrW67UYefEGpQN1N4XFOfjSosIQ07ZxA9/KpJ2EpnDfeFNoKsHqBhsfFwvSL771Xp05/owoMh8FNNnak2mXCT92EGQRFtVmmSHvFxr9x1aSOKHPxVJO13d8Z0XDIppHgD4xqXG54wZJo6NKBfvxw3tRE1N9BAHCcZhvxa8d7kapY2sLBQpSKxJV19yNCu2Dy0k8ZOyn2r+/Pl49913Q+8vv/xyLFu2DADg9/uxZMkSlJSUoLGxEXPmzMF5552Xqq8mFqe9K3LfB1uBonxg4rjwvt0Hw9vq0EqPB7jlKuCzPcBFZwBfOlPsD+gW0YoGw36tReMx4O0tA3HWWeF9ShtZOT9MuYnljmSXzr6HHitOqUVzav3rp0BRgfB5ISm2kLz33nuG+1etWoXx48fj9ttvR0NDA2644QasX78e+fkmLuvEUXQYCJKfrRava1aG9+1rCG83NIe3fUXAjVPFXzIwD4n1+P5DHjQ2leHay4CTRwDvfwa0dYpjVm6Xay8CXn5b+C2o+6iClcvuZDr77jH5FhQk6mnmvFxtqvt7nxOv6vugm0mpcfSBBx7APffcg5UrV+Lo0XBQ/po1azB16lQAQGVlJSoqKjTWFOI81D4begtJr0lqZ7Wn/EFVTgd1vpFkkCTjPCRWfhJ3GsEg8Hld+H2nahrv/c+Alc8Ar7wt3lu5XQaWAK8sB66/JNslIWrOGCteo2XTzRaSJKZtygYCoyqzXRprkzILyWWXXYZJkyahvLwcb7zxBmbPno1XX30Vra2taG1tRVlZWejcsrIy1NXVRbmaOYFAAIFEbPVxXE/96jSyVb+WVkCWhd5tbZcRCMhoaQV8xcBRf/hYQOXc0dIqQZbFaHT8RPhaRfni83rirZssSwgGEbp2eL/xda2A0/rl029IeHmDhP+cGcRFZwCKB09XdwCfH5A0bSPLwYSm47KB6E+Rz3PBYNBxbafGCnWT5fBvf8ZY8T986kjgqbvF/aU/RUtX/Z6cL5xbf/xrKeI+JL4v/YshZbPt4v3OlAmSq666SrM9f/587NixA1VVVan6CgDAzp07U3o9hdra2rRc1ypkun77j+TD7x8BANi5qwVrPX7c/+pIXDXpGMaPbAsd27w5nGhk284y+P0DI67V2dqKzZsbIvYrxKrbseaT0NXjQWunNkRn377j2LzZ2uk1ndIv/+/9EfD78/HmxuOQ2o7B7x8DANiydRe27S6B3x+OC9+2dT+aD/WYXcoS7Nntg99fHrF/+/ZD8LSL9MJOaTsjslm33gDg94/D0MHduPasOmzenPqHinTV78gR8X+gR30fTDdGdZNla0w3pkyQ7NmzB2PGjAm9z83NRWdnJwYNGoTi4mI0NTVhyBARGN7U1JS0UKmurkZRUVHsE+MkEAigtrYWEydOhDeZlKIWJ1v1a98C+HziKaa03IecATJ8Pg8+qfPhsovk0LEzJtaE5ljXb5fg80X+V5w53oeamshsWfHWrWy9hBPtgCdPe+2qET7U1IxMtoppxWn9svJ9CS1dEkaM9GHk2JHw+ST4/X6MGn0Kdh/3atr9jDMmoCpyrLcUDd2ArzbSQnLyKQMwsdpZbafGCv2yu0fcW86dKOP8c0tTeu1016/yfQnHuyLvcTU1NSn/Lj1mdVv9Zwl/fF/CbxcE0+aD097eHpcxIWWC5M4778RLL70EANi+fTs8Hg9OPVWsajRjxgxs2LAB1dXVaGhoQGNjIy65JLlJWK/Xm5aOkq7rWoVM16+pJay439ok4a+1ii+HhOOt4WPdvV688wnw578Lhy8jlV5VLkVNPx+rbpIkHCb11+7slvDdVcDNVwIXn2X82WzjlH7p8SgJ6qQ+XyHxVBsIetDa4dG0TU6ON6nlBjKJUh89MsJld0rbGZHNukm94rfP8Ua/L/SHdNXP4zXuN5n6Ld/eMhAv/D0HuTkeDB0C1O4Or8H09ifetPngxFu/lAmSU045BfPmzUNpaSn27duHRx55BCUlwhtx7ty5WLx4MRYtWoSGhgbcd999jLBxOI3Hte97+hxZg0GgWeUf0tIKPPyy2C4u1H7mzpuALXuAy8/pX1nMTJG1u0X46X3PW1eQOAXFUVWWtcvDd/VERqtY2ak1Fg50G8k42/YCf/oA+P6NxutgKQ7qVs5XY0a2u/ZrfyuDzydBkiKX5XjsDyKj9vmnZ6VoAFIoSFasWGF6bODAgXjooYdS9VXEwrz7ibhRfFEfFhhtquiZ3oDWYXVXfXhbfR4gYvNTIRTMBEkG/MhIH5JKkPhVgsTfrs05oz7XynhNBkP2qf5z1y/F69RJwCSD/BxKBJ+dhatV+dnq7IYgM4ccSSn3PS9evV7g7FOALw5GCo1mf3j7QKP5tfQWk1TTy6fZjKE8zW7bB7y+Mbz/5bcjR5XBAzJUqH5gNtdOQZI6jEL11fvtaCFx6AxeyrBhkxI7EAgAZ51inDb5kCqwpU4nSBJdhC8ezB6kKEgyh9IGX9Rr97e0alvnh9+0x3LtuSYDCwVJ6jBaf0q9346CJFup7YNB4MPt8Z1rlEQyU9iwSYkdyMsFrjjHeHXeuiPh7X26aN7Jwg8aN0xNXVnU36eG8/2ZI9o0zFknh7cHFqe/LKnATDSxT6WOmBYSG07ZZGuhvTXvActXxzfc6y3amYSChKQFX5FYo0G5aZx7mlZkKNMxB5u0n7v8HOBXdwL/dHXqy6T3IO/h4JEx1E+zJ1UCP/2X8OPvOFUGAJ9dBInJwEILSeow+y3tbCExE7LptkrUmzyUGaEs4ZANbNikxA7o//EGlYiVehVOGWH8uXFVwLDS9Dg2jhqqfc+n2cyhfpod4gOqwombUaFasM72FhIKkpRhNkg70UKS7ntRYZxBreecqv1/zDQUJCRlqG8g+n+8nBxgiMpZUf1UXKZKzppO/4FCCy685RbUArMoX9vO5ar296Uu52FaMVtS3szvgSSOLIsIrBnzxaq4AHDHI+GFOe3oIJpncg9Ktz9bvAEC547PbpQbo2xIyuhRLZqnN6fm5mijJ8YND6/CO7wMuP7LYl86ycbS5C+8KUJb/+Wrmf9uK6F+mi0u0ArWscOB+/5dRGQV2CQ9kZlzYrosJJ1dwPLVwLcuDy8k51SU+0JPL/C3z8S+x9cAXzoT2KVaAs1RFpI0C1kzAa0nW063ChQkJGWoBYleZefmAJUqU+DQIcLhtacXKPUBX70o/eWL12yZSp55Q7z+8zX2nPNOFer+UFyovUGWDhR/p56U+XIli9kNPl1PunVHRCKrscOdL0g8HjGF0W2yKrj6PLthZgFOt4WkJ8ZvqZAtp1sFGzYpsSrqfyq9IMnximmbO28Cxo8Sjo3K+aWR6+mlhWwIEoWGY9n7biugmbIpEO8njW3FP3/FnnMcmX7SVQbnltb0XN9KKJaPbt36ivpB1Y4Wkkxb1hT0v6UZ2Q65pyAhKUP9RKO/VyjvLz4LuOc7ouNfdrbYd9qoTJTOfMomE3Om0RLAuY3iAvF662UNmDElu2VJFrMbd7p8SJQB5ZgLBIny/6iOgpMBdHRpz3OSheRAI7D58/R9b7wWkmxP2diwSYlViTZlYzTof/9G4OXlwHnj01suBTMLSSYESSJhd05EPVAPsInjajQybSHp6hMk6mUXnIpi+ejp1f6end3G59kJs36z6H+AxU+kL/zXaPrrv34AXHexdl+2LST0ISEpI5ogMfpHk6T4na1SgZkgycSN7ZgLBpJoqKfzygdlrRgpwyzCIxAUK12nemBxk4VEsXx092h/x/ZO4/PsRKwBv6c3PaKgx2DKZkBRZD+mDwlxDLGc0LJNps2R6pup2wWJ+km3Mot5DlKFmVXtr58C/3KPBx/sTO2CPMr/lr/N+flz1BYS9TSNky0kCvH6eiSKevrr5CoZj80Tvnv6RSIz+YBoBAUJSRm9USwkVsCsTOl60lIPHG4XJGoLSTrWK7IKR1vEa+3ekpReV5mykWURRu5kQhaSXhHurKD3ITFalsLqxHooStdDndp63RsAqsrFdqnufzHb920KEpIUO/YDNy/Tpn5Xq3AL6hHTMkmSmMN9Ym1qv69L9bSjXuHYjagtJHY0tSeKR0rtnI36ydnp4jZkIenRWkU6dBaSmlMyV6ZUEc+UTaqZ9wjwXm34vVoUXX0e8C/Xht/rLSaZhj4kJCmeXAucaBeLNv3b18Q+9U0zHqfWTLHgVlFWM2QZ+GSX+JvzldR9r/ppxw1z/9FQBMmPbspuOTJGivu7+n/ruMP7kiJYewNAe59VJBDQWkiKC4GRFZkvW3+JNeCn2kLS2wt83pdMLi8XuOSM4/j3/xeeTvR4gBlTRCqGD7eLJJXZhIKEJIXy/OeRRMKm/31P66wYj1Nrprhggng1m3tP17yt+rptHSLSxA3WATXb9gKbPhc3xmGlwCVnZbtEqSM/D+jqNj7mTbEg6XKRhURh866wkG3rBF59R2zneIH7v5u9cvWHk6uAyacJX5KNWyKPp/pepO43RfkyrrvgKCoGj4w475QR5uuLZRKX3R5JqlCvuPniW8AHW4HXN4aPz54uXv/ta0BJIXDluZkvox6PRzwJlA4Evlwjom7SmU5e/7TTlSbhY2Xu+iXwu/XAoWZ7zvlH4+e3m68RIqV6ykbVl5xuIVGLEGXKJi8XONws1r16Yn72n+STpSAfWDxbu/K5mnQKkmyH9MYDLSQkKZSbxtubhee/mkWzwmnAJ44DnluS0aKZIkkiKZuaVb8H3tqU+u/q7ALe+US3rzu72WIzRU8v8PdtwEVnhPd1dWd/fjrVnDICeH4JcM+z2jl6ILURIHsPAZ8fCL93uoUkEADOHAcsvy3bJUkfY4cZ70/1lI1akGQ7giYeHHaLIOmmo0sk+VIsJC2tkdMxJXGuLGkF9E/tqZpaevRV4PfrxbZyI9CHLTqV5/9PDNJr3tPuz7HBDTEZZl4ZuS+VPlPffwjYujf83unp43sDzrOm6fF6gWnnR+5PuYVEdc9Jh8NsqqEgIQnx098C37kfaDyu3T+9759reFnmUsGnAv3qsqkSDV/Uh7cHFqf22lZF8ZNR0uRv26s97jQLicLICuC3P9YmmQqmyWeqIM+5UzZK3pHegHP7iprvXAfM0a0C3t0LtKYwrLvTZoLEoc8sJF1s2S1e2zrC+1b8q1iFdOI44LSTsh/LnghTJwmHXIX2ztRMq6jTo/uKRfbOzi7z8+1O03Hgn1cC104BfH11b9FN5Sk5OpzI4AFAxSDg0FHxvqc3Pf8EpQOdO2Wz8NfAtn1i2w7TC/1FkoBTdf6lz7wB3HNEpHUfbTKtkwjqKZvLz+n/9dKNC3QoSTcTxohB/EtnAmWDsl2axDhlhFiBeGBfHqufPQ18e0X/r6uetvK5wEJS17dWz/++F85HowzOCk0OFiQAUKHKQNva6cV1Czz4/Zv9u6Z+CnHwAOdaSBQxArjDQgJo+wwQXvNq+/7UXF8RJDWnADOvyGKoY5y4pNlJonT3AAseB97fIkzwP3hImwQNEI5nP/6n7JQvlVx8FvD1S8T2rjrxJN/bT/Omeg58Ul8CJycKkkdeFlE0amc8xcdBSQZnhyezVFAxKLx9oEksafzsG/27ptqnoLgQGFQinMj72z+tjtN9SBQGm6wwkCpBptxzrj7PHikHXGAYI8mw55CYntmyG5gyUbz/zR+153z9EuCcU7NTvlRTpJum8bf3L8W5klXyu9eLQQRwpiB54x/i9T9uCO/TT9WcPhqoHAKMqsxYsbJOMEWr/qqTgT3wvfD0YkubmL6xG8/+BRg6JCxSt+8D1r4PfO967Xlmixc6DbPp7VRMe/99G/DoK2I7nekNUgkFCcG2vcCuejH/r6Cee1RCGtUm91NGCH8RpzB6qPZ9S1v/BEl7p8iZcPV5wObPxT6nCRL107tahBw7IZ7mFT+jM8aKpGhOZ/oFYupq90EgVSsFKML2hqniN1R+x72H7SdIZDkceaYIktc3ivD4yadpz3WLhQQQTtGKI7hCKnIWLf9teDvTC4smiw2MOCTd3PVL4Nf/KwaQnl7gj38zdkBUIkemnQ/c/z3zpFB25LRRWkfU/oRWvr0Z2N8AFAmrfchJ1mmCpFXl2KzMfQNCkJw1TgzQE8aIJ2I3cPIIkedmZEVq5uqPnxDWAyD8hDthjHjdsiclX5FR1CGoTceFQPlsr3i/UZXHRZKEk7xbmPetyH36hQT7Sz4tJMRuHDkOvPkx8Id3tYMzIBwzlQRoekcspzD3m8Cyp8R2siuqHmwC7v+d2FYEifJ04rRMrWpBsqtee2z8aOBrX8pocSyD/n8nWe57Hqjti2pTRO3ooeJB4DMbChJ1f3nhLeGDpjz4vP+ZeP32NcB1F9srUq+/jB0OPLMIuOWn4X3tnan9DrtM2dBCQkJs+lyYm4HwYnT3/Tvw0k+B3y4Ir3Vw5eTslC/dTD5NZJkFxFO+PkokHtRWEMUvRYmy2Xuof+WzGuoFC/cdFgPlpZPE+5qTs1MmK3BqiqYyD6r6X2HfgOLxAKePEgum2S2M/IRKkPzpA+De5yLPqRziLjGi4CvWTmu2d4n7T38SNWpSD6RIJKcbChKHYpbxT5a1x9Qd/jd/jHzSrRgs1kDweoFlc4D/uSscIutEhvbdFJ54HfjX+7RTEfGgzs+ihP4O8Qnn3/c/C0ee2Al9n1FQP/ECQqh+/0bg0TuAUUMjz3cLE8dqR5FkB5UhqggMdW6c8aNFevXdNhO4SsIvvT+RklTx0knAhRMyWyYrcea48PbfPhP3nxfeSv56uTmi3/zXD+xzz6YgcSA79gM3LgLe/STy2C//II4p87n6dWjUpkKPBxig8hMpLnTudI3C8FLtzb8uUUGi+v0uUN1cv3Rm35y5DU3tv1sv+oxeTCkWkn+aJqJsZl4hhKsdl4VPJeNHAf902WFUDBZKxGxF4FgoljUgPP0HhDP/ptqsn24UC8m3Lgdm9E3nlQ0U2UoXzgJ++E13WkcUbrkK+F5ftJryv/bXT5O/XnunCDxIRYK1TEEfEgfy9mbx+vLb2gXOAGDdB+J1xwGxnPdHO8T78kHC8727F3jlbbHv29c4d/0RM7xeEaaq/C5HE7RoKILkwgkiXFphwmjx+tlekffEKvzoUVHff/5K5LHH/gA0Hgv/FrN/bnyNM8bYa7mAdCNJQM3YNgTygNffB3703yLS6N++lth1lOm/W64CJo4N71ccFFO9EFt/2FUHzP8VcO93Ih1SW9uBuY+Ec274ioE5XxHLTJw/Xlhgzxuf+TJbjYElwFXnAr9dFxb7yUQb1R8B7vxv0X/UQtYOuGy4cQayLBwnzzkVuPTs8P6te8XTrDJfuPsg8PUfe3DtpBJ8VCehUNU5Vz6jNbn/9F/CS3qfOlKEcRot/uQGvnmpqP+uOhES/e4nYt2Jk2Lk0Xj1HeCpdWJ7xpe0T3uVfZEmVloYrbML2HlA/BkJknV/M//sBRNE8iZfMXByVfrKaGcmjpPx+vsi4mp/Q/yCpLsH+NlqYU0bVgp88zLt8by+u3aylpd08OJbotzPvCHuT1+9SFhTH3lZ3KMamsUfIHwbJAm45oLsltmqjCgPZ61NRpD85cPwvV2fX8nqUJDYgGf/AlSPAM7te4o4clzE7r/ziVaQLP1NZLiYLAPPbKiEzydpBsihpUKFFxeI1OmKGAGAC3VWFbcxfjSw8l/FNIVibfrtOmDR7OifUyeOK9Y9mUiSeBK0QqRNT68I81ZCSAExuP3P62Ig+Wutcd6QIT6R8OvyycCsaZkrr105V5db482PRRTWLVdF/9zOA8LBHDBeOTuvL2ormxaSdz8B/B3i4eXtzeEsoFt2iyfzj3YAZ1eLgVWdEn7yae5KkJcMp48J/2Y9vcBv/wScORaYVB3f5weqpvoKaSEhqSAQEFMu558eTia0aJbwvlbfpB55WUwzfGNq/HkulnzbORlW00Vergix3HtYvE90btsoR0tBnjVykfx9m4hy+NMH4X3fWCxe3/8s0q8IELkSvlyTkeI5BkkSjuCLnxDvH3xBvM6YovUP0aMWrUYmd8VCkuql6hPh/t97NP8TioBV92+9g/xvf2yeKp2EufhMYMMmERK9+6D4e3kDsGZlfJ9Xpyyw24KWdGq1KO98Isyf//FgeN9Pfyumah56MbzvjX8I0/q9z2u9+X92m+jA/3FDEEX5Qdw1M4i8XOE8RjESH9+6Irzd1CIG8qbjxufqBwe9hQQQ+UiyaWbv7hFP6dEifYzEyPduoBhJlppTxP+iGn1WTj3qrLdq64KC4kOSKWubLIv7UVsHsHkX0Hg8Mu2nUYi8ui+NrAgvoUCiM3Y48Ju7k/+f86umhS+xkL9aPNBCYlGaoywxrl7tc9Es4H83htOTA+Jp5Yw+J7jLzwGGePZg0hk1mHKmu73YE+WiM4AXlgIrnwU+3ilSMZcPAp6YH3muuk0K87WROgrZspC0tgOHm4H1HwNrN8b/ufm3COdc9pn+ccZYYFxVONPxnkPC/8bMEVjtZzTdwM8i0xaST3YBv3he5CHaecADv/8k+KIsqzCwBPjlPLFdVCCiPQry2I8SZfzo8JQxIHL95OVGX4ZhfwOwv1FYzV9Zbr/fnILEYsiyuGF9UR957FuXi3VlDjSKhGVDh4h//qICIUjGjxKr7+r/+ZVtu3VOK1CQL6JQPt4p3h85LgZ4SRJx/vsbhPn90y/E8WsuBG663Pi3zs8ztkCki7YO0Z+WrxYOz3mRD7ZYNkdMTRXmAz/5jXCk/NltwIgKmtdThSQBP79dtMHS3wCPrxH753xVRM+MGSYEbXEBUN8U7ku/+C4w1iBkM1M+JLIs+vvhPmfUz+uin3/qScL5u9SnnbJ00hITmeSscdr3irX8+SXCOjZ4gJiSKRskfJOOtwLzfynOGTzAnvd7ChKLIMvCyfTPfwee/rP22HevF2a8U0YIp8OWNm2uhwljxNoyJ1XYZ80CO6EOuQSAmctExE1VWTjltcLpo82TEOVnyKm1p1c8lf7410IwKaifqH/yzyIHhDpy6Me3AsdamUckHRTmCyfPIb7wlNkTr4vX6y4W60fpLR5VZcZh98pSBOmykCj3ov/7CHjqj9Gjy3K8wPLbxGB46kj7LfhnZarKgXv+Tfy2K54J779pqXAivnEq8MKbov+89lftlP3AKD5KVoaCJAt0dgH/9DMRGqp43D/+v2FzeunAsONbqU/MQyv4io0d4pS07iT1nDZKJG1qaAae/z+xTwnlVJh+gbA0XHC6+XUK8tLvQ9LWAfz7AyL1vZpvXS4GxYElQnAY9ZeSIvFH0oMkiZwt76gSFpYOFGtHKQwoCuegMMshke4pm2f/IgY6BaWfz74GyM8J4vNdTTh53AAUFnhx0RnG05MkNYwfLV6XzQH2NYh2OdEuot2UNvrDu1pryJfOBK6/JONFTQkUJBngH9uE1WP5bUJMbNsnfAleeBNY81dxTme3UMRnjhNe1meMjX5NkjkkCbisL7x68ABgz0EAkvADOOdUcaO47kvh0EczFAuJLKfOnPqPbcLZGRCCJ9iX5v2CCX1TLjIwZrh7c8pYjf93ubgH5HiFxSTHC7z7qRhgcnNEqHB+npgqMesj6Zqy2XcY+PnTwkF1QJEY2BTGjwKmThLRf0PzW1BTI/wUSGaoOUX8jRkm0srXHwmHhk+/QOQCOmOsOGbnxQkpSOLk8zrgvufEDV9JNiNJovHVuUCMWL5aDEKv/VXE6TccCx8rHQhUDhaD201XiCXMiXUxGtjjjVrKzxX9oKdX68/x+BrhqBaUgfUf9pljvwwYTb0/uVYkPgoExGf2qNYzGT9K9MmygSIJl9uy7NqBkRXA7TO0+xJ9+MjNEe2sWEhkGfjvV4UD5KihYj2heKbd/vg3YHe9EB6//ZPwQ1DyGJ1dLfxBiLU4c1x4zZvfrRfTaeps3F+3qWVEgbesOJBlkdn0yHHxfniZuCEcbhaDg16Q/OFd4QSpzPUqc3svbRDbw0rFgHT6aOA/b6KZ3C0o/j2d3WFBcvwE8HrfVF1ujvjr6gHW/k3CtAkePPB7KfQkHAwC/9gevt6eQ8KqVn8EmHmlmJYhzkdxqFb6RUOz8D0DxDpW8x4RPmVqUdLbC/xmnRAdPb1imuWDreLYe1vEVGLlENGXTqoErnDoit5Owon/7xQkMZBl4JevhcXI5ecAP/iG2P7Px7R+BIBIYvPk2vB7r1eYZXsD4sn33NOABbdmpOjEYigiRHFs3XtIu5qn1wPcNRN49V1gy24JDYeH4ki7BK/X2AR79y3MqutW8nOFhWRXHfB7lb9H9UiR6fUXzwNnniymf9s7gTXvAR9uN75WV7cY3PQp6gnJNBQkBnR1Ax/uEGsKbNgcXtPjV3dqY8BHlgPb94mn3E2fi4XVNm4JH182R+uQStxNQZ+FpKMLWP+RWPtmf4N42n1sXngl5bojwKadwBfNhTjvDBn3/rtk2zlhkh7ycsXU7y9+J6weBXnAr/9TOC0/9KLoX3sOAR98Fg7bVfNfP7DXKrDEHbhekMgyUNeUh7FtwgTa3gU895ewORMQVo7/+kFkQhrlH/qhl8IrogIi3fuPvsUQXKJFiY56cm04r8n0C4B/ulqbq+HaKcAFpwfx6ad78aULJ1KMkAiGDAjnBbnuYmHhUKJyvn8jcPOVwNq/iZTjCjdfBXz9YnHP472JWBHXC5KPdgAP/GEk/udNj+GN/9opwLUXicXo9Fw6SYTIfbRDDCh33yLM7uOG8x+eRDK1Bnjmz0KMDCgSU3enjjR2Ph3iAwaVBJJa7ZM4nyXfFtY1r0eEcKv7kCSJZFm3XAmcP148UBXlh33fCLEqGRMkBw8exPLly1FWVoaGhgbMmzcP1dVxLl+YRk49CfB6ZM2+2deI6ZiObuCiCebRCiVFIgPjnkMicdkYmkBJFHzFor/saxCilSZzkiy+4tjROV6veXp6QqxIxgTJT37yE1x33XW45pprsHnzZvzoRz/CmjVrMvX1pgwoAm67+hBQNBCSJKF8kHBcjZexw8UfIfFw8giGdhNCiBEZESTHjh3DO++8g1WrVgEAampq0NDQgG3btmH8+PGZKEJUqqs6UFMjM9EPIYQQkiUyIkgOHjyIwsJCFBeHc56XlZWhrq4uYUESCAQQCARSVjblWqm8ppVwcv1YN/vi5PqxbvbFyfXLZt3i/U7bObXu3LkzLdetra1Ny3WtgpPrx7rZFyfXj3WzL06un5XrlhFBMnz4cHR0dKCtrS1kJTl69CiqqqoSvlZ1dTWKilKX2jQQCKC2thYTJ06E14FzNk6uH+tmX5xcP9bNvji5ftmsW3t7e1zGhIwIksGDB+Piiy/G22+/HXJqLS8vx+mnR1ka1QSv15uWHzNd17UKTq4f62ZfnFw/1s2+OLl+2ahbvN+X0Sib5cuX429/+xsOHz6M++67L1NfTQghhBCLkzFBUlVVhcceeyxTX0cIIYQQG+HJdgEIIYQQQihICCGEEJJ1KEgIIYQQknUoSAghhBCSdShICCGEEJJ1KEgIIYQQknUoSAghhBCSdWyzlk0wGAQAdHR0pPS6yqI/7e3tjszM5+T6sW72xcn1Y93si5Prl826KeO2Mo6bIcmyLGeiQP3l6NGj2Lt3b7aLQQghhJAkGD16NEpLS02P20aQ9Pb2oqWlBfn5+fB4ONNECCGE2IFgMIiuri4MHDgQOTnmEzO2ESSEEEIIcS40NRBCCCEk61CQEEIIISTrUJAQQgghJOtQkBBCCCEk61CQEEIIISTrUJAQQgghJOtQkBBCCCEk61CQEEIIISTrUJAQQgghJOvYZnG9dHHw4EEsX74cZWVlaGhowLx581BdXZ3tYsVFT08PnnrqKTz66KN44YUXQuX2+/1YsmQJSkpK0NjYiDlz5uC8884DAHR3d2Pp0qUAgObmZsyYMQPTp0/PWh3MOHbsGO69914UFRVBkiTU1dXh7rvvxqhRoxxRPwBYvnw52tra4PP5sH37dtxyyy248sorHVO/J554Avfeey927NgBwBn9cv78+Xj33XdD7y+//HIsW7YMgDPq19nZiYcffhiBQADt7e2or6/HE0884Yi61dXV4dprr0VRUVFoX0tLC15//XXk5eWZjgPR6m4l3n77bTz99NMYN24c9u3bh+uuuw7Tpk2zV9vJLue2226T165dK8uyLG/atEm+9tprs1yi+HnmmWfkjz/+WK6urpZ37NgR2v+Tn/xE/tWvfiXLsiwfPnxYnjJlitzZ2SnLsiz/+te/lhcvXizLsiy3trbKX/rSl+TGxsbMFz4GW7dulZcsWRJ6v3r1avmWW26RZdkZ9ZNlWV65cmVoe+PGjfJ5550ny7Iz6rdjxw75tttuk6urq0P7nFCvu+66y/SYE+r3s5/9TN6yZUvo/UcffSTLsjPqdvDgQfnxxx8PvW9paZFvvfVWWZajjwPR6m4lLrzwQnnjxo2yLMvyvn375AkTJsgdHR22ajtXT9kcO3YM77zzDr785S8DAGpqatDQ0IBt27ZluWTxcfPNN2PSpEkR+9esWYOpU6cCACorK1FRURF6qnvttddCx4qLizFp0iSsXbs2U0WOm/Hjx2PJkiWh9yNHjkRDQwMAZ9QPAO66667Q9t69e3HqqacCsH/9enp68OCDD+KOO+7Q7Ld7vRQeeOAB3HPPPVi5ciWOHj0a2m/3+nV2dmLDhg3YunUr7r//fixdujS0Mqvd6wYAw4YNw2233RZ6//LLL+P666+POQ5Eq7uVqKysDPXHI0eOwOv1IhgM2qrtXD1lc/DgQRQWFqK4uDi0r6ysDHV1dRg/fnwWS5Y8x48fR2trK8rKykL7lDoBQH19veZYaWlp6JjVkCQptP3mm29i5syZjqofAGzduhWPPfYYDh06hEcffdQR9XvkkUdw6623oqSkJLTPCfUCgMsuuwyTJk1CeXk53njjDcyePRuvvvoqWltbbV+/+vp67Nu3D5IkYd68efjkk09w66234sUXX7R93fQEg0H8+c9/xurVq/H555+bjgPDhg2LWncrsWrVKtxxxx3YuHEjPv30Uzz00EPo7u62Vdu52kJC7MGGDRvQ2dmJWbNmZbsoKef000/Hww8/jLlz52LmzJno6urKdpH6xccff4yOjg5ceOGF2S5KWrjqqqtQXl4e2q6vrw/5yNidtrY2AMC0adMAAGeddRby8vLw0UcfZbNYaeGdd97BBRdcgLy8vGwXJSV0dnZizpw5WLBgAX7+85/j4YcfxsMPP4z29vZsFy0hXC1Ihg8fjo6OjtA/IgAcPXoUVVVVWSxV/xg0aBCKi4vR1NQU2tfU1BSqU1VVlebY0aNHMWLEiIyXM142bNiA9evXY8WKFZAkyTH1CwQCmn43ZcoUtLW1Yd++fbau3/r16+H3+7F48WKsWrUKALB48WJ88MEHtq6Xwp49ezTvc3Nz0dnZ6Yh+WVlZCQDweMLDQm5uLvLy8mxfNz3PP/88brrpJgDRx4FY7WoVdu7ciebmZkyePBkAMGbMGHR2dmLLli22ajtXC5LBgwfj4osvxttvvw0A2Lx5M8rLy3H66adnuWT9Y8aMGdiwYQMAoKGhAY2NjbjkkksijrW1tWHTpk245pprslTS6Kxbtw5//etfsWzZMni9XixfvhyAM+p36NAhLF68OPS+oaEBbW1tqKqqsnX97rzzTqxcuRLLli3D3LlzAQDLli3D1Vdfbet6Kdx5552h7e3bt8Pj8YR8f+xev8rKSpxzzjn4xz/+AUDUobm5GZMmTbJ93dTs2bMHhYWFIQEWaxyIVnerMGLECPT29qK+vh4A0NraisOHD2PYsGG2ajtJlmU5a99uAerr67F8+XKUl5fj8OHDuOOOO3Daaadlu1hx8eGHH+KPf/wjnn32WXz1q1/FFVdcgenTp6OlpQWLFy+Gz+dDQ0MDvv3tb4dM6N3d3ViyZAkkSUJzczOuvfZafOUrX8lyTSLZvn07rr/+egwePDi078SJE/j0008dUb/W1lYsXLgQhYWF8Pl82LVrF77+9a/jq1/9qiPq98EHH+CVV17BH/7wB9x888246aabUFFRYft63X333eju7kZpaSn27duH22+/Heeccw4AOKLd6uvrcd9996GyshL19fW46aabMGXKFEfUTWH58uW4+uqrce6554b2RRsHotXdSvz5z3/GSy+9hDFjxmDv3r246KKLMHv2bFu1nesFCSGEEEKyj6unbAghhBBiDShICCGEEJJ1KEgIIYQQknUoSAghhBCSdShICCGEEJJ1KEgIIYQQknUoSAghhBCSdShICCGEEJJ1KEgIIYQQknUoSAghhBCSdShICCGEEJJ1/j++9kfEk90pogAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", 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ssccAAL29vVixYgUAoLW1FTU1NZgzZ47Nh0JERGQvxqKxYykgOXLkCLKzs3HbbbcBANauXYulS5di7dq1AIAXXngBI0eODHrf008/jYyMDKxYsQIdHR2YPXs2qqurUVpaasMhEBFFTpZ590uRY+mZfSxV2UyaNAnLly/3PR81ahQaGxt9z5988knccccd+PnPf44DBw74lr/88ss477zzAAB5eXmYNm0a1q1bN8BdJyKKDwYwRPazVEICAJLql/jGG2/gmmuuAQBUV1dj2LBhGDduHOrq6nDNNddg/fr1KCgoQENDA0pKSnzvKy4uRn19fUQ77Ha74Xa7I3qv0fbUf1MNjy+58fiiT/ZIkGXA7Q6+1ZVlQJYdcLs9cLvFYwC+56EkwrFFU7ocn8fjgSxL8HiCz7ksG6cd/zr+NJNIYnn+zH6G5YBEsXHjRnR3d2Pu3LkAgLPOOsv32pQpUzBkyBBs3rwZF198caQfoWv37t22bk9RV1cXle0mCh5fcuPxRU/T0Qq0dWSgtnZ/0Guf7c2DyzUMn+1pRL6nHS7XeADA7t2HkdXTaWr7PHfJ7dChw3C5CrBt2xcYlBUYeDQeGY5jxwahtnav4fuVNFNb+3lU9zNSiXT+IgpINm7ciA0bNmD16tW+EpO9e/di3LhxvnUyMzPR3d0NAKioqEBzc7PvtZaWFkyfPj2iHa6srERubm5E79XjdrtRV1eHKVOm+BrkphIeX3Lj8UVf2WYJzmygqmpI0GtdGUDhBw6cPL4AVacDhYXibreysgBVk0JvNxGOLZrS5fiGDx+OwiNOTJ16OnIHBa4zrFbC8V6gqqrKcDtKmgm1TjzE8vx1dnaaKkywHJCsX78eW7ZswcqVKyFJElatWoWlS5di8eLFWLt2LTIzM9Hc3IyDBw/ijDPOAADU1NRg48aNOP/889HR0YGtW7di6dKl1o8KgNPpjMqXF63tJgoeX3Lj8UWRJNqE6H28wyleczidcDr9bUccDqfu+np47pKbw+GAJEnIyAg+5w5vegh1+JJvncT8jmJx/sxu31JAsnPnTixcuBBDhgzB+vXrAQAnTpzA0qVLceaZZ2LBggUYMWIE9u/fjzVr1qCiogIAMHfuXCxfvhxLlixBa2srFi1ahLKyMouHREREFFuhetGwcbO9LAUkEydOxI4dO3Rfmz9/vuH7srKysHr1amt7RkRkg64eYFCW8cWD3X7JDCaR6ONIrUSUsnp6gW8vB1b9Pt57QkThMCAhopTV3iX+frAz9HpGJSSc7ZfCYdKwDwMSIkpZrIqhgWIwGjsMSIiIDCgBDS9KpBfchgt4mW6sYUBCRGmN1wwKJVz6YNBhHwYkRJSyBlplwxISCoU1gvZiQEJEKcvMBYPdfskMppHoY0BCREREcceAhIhSlpm7Wllm0TtFLlR1Hqv6rGFAQkREZIBBRewwICGitGc4MJrSqDV2u0IJyqjbL0tI7MOAhNLKR7uBhQ+J+U0o9bEhIg0Ug4rYYUBCaeX2J4HP6oEPwwwlTgRw6Hjy04ttOTCavRiQEFHKMnNB4EWDKDEwICEiIjLAgDV2GJAQUVrjwGg0EIxX7MOAhIjIAAMVCoXpw14MSIgoZZktbmfjRArHKI2E7PYbnV1JWQxIiIiIDDCoiB0GJESUsgZ6MeFsv6TQHRgNHBjNTgxIiChlmer2G/3doCTGoCJ2GJAQERFFgI1a7cWAhIjSGmf7JTMYfEQfAxIiIgOcXI8GgtU91jAgIaKUZXboeKt3v7zQkIJpwT4MSIiIDHByPQp17lmNYy8GJESUsqIVSDBAST+RBB9MJ9YwICEiIjLAmCJ2GJAQERkwGhiNFykCOHCe3RiQEFFa42y/RImBAQkRpSzeuFI8Mf1Zw4CEiNKaDJaQUGhMH7HBgISIUtZA6/YN25Dw1jdthOz2a+G9TDPhMSAhorTHG2AaCAYb9mBAQkRkgEPHEwdGix0GJESUsswOHR+N7VLqCBd4GKUHphNrGJAQERFFGYOT8BiQEFHK4kWABsrMODXRKolLNwxIiCitcWA0osTAgISIUtZAb0qNZvvl3S4B1kpOmGbCY0BCRGmPJSQUCpNHbDAgISIywMn1KNS5DltCYuuepD4GJESU1liUTgNlJgkxmYXHgISIUpZdwQaDlvQ1kKHjyRoGJESUshhIkB3Y7Tc2GJAQUVqLZLZfXlyI7MeAhIjIAHvfEBB5OmDgag0DEiJKa5EMjMYLDVnFNBNehpWVjx07hjvvvBO5ubmQJAn19fVYvHgxxowZA5fLheXLlyM/Px9NTU248cYbMWPGDABAb28vVqxYAQBobW1FTU0N5syZY//REBGpDPQiwNl+aSCz/TIIscZSQHLkyBFkZ2fjtttuAwCsXbsWS5cuxdq1a3Hfffdh0qRJuOmmm9DY2IirrroKGzZsQHZ2Np5++mlkZGRgxYoV6OjowOzZs1FdXY3S0tKoHBQRkRVWS+R5oSE1Nmq1h6WAZNKkSVi+fLnv+ahRo9DY2AgAeOWVV/Dcc88BAMrLy1FWVoZNmzZh1qxZePnll7FgwQIAQF5eHqZNm4Z169bhhhtusLzDbrcbbrfb8vtCbU/9N9Xw+ALJsqil9Hg8SIavhOdvYPrd/nPudnt015FlCbIMuN3BVwyPR7zf7RbpxUr64blLbspxeTwyZFnWTT8i7Ui+9BG8DVX6S7A8J5bnz+xnWApIAEBSlVG98cYbuOaaa3D8+HG0t7ejpKTE91pJSQnq6+sBAA0NDQGvFRcX+16zavfu3RG9L5y6urqobDdR8PgEl2s8AOCzPY3I97RHc5dsxfMXmcZjmXC5RgMAams/112npWUMejrdqK0NzpP2Ng6Cy1WBvXubUZvX5ks/e/Y0YrBkLv3w3CW3xsZGuNpyUFv7RdBrDQ1lcLkKUPvxF8jODA5o27sccLnGAQA+Nlgn3hLp/FkOSBQbN25Ed3c35s6di7a2Njv3KaTKykrk5ubatj232426ujpMmTIFTqfTtu0mCh5foMJCcbdyyskFqJoa7b0bOJ4/8zq6gNxBgfX6B5uAwtfFOa+qqtJ939DXJAzOB6qqSoJey94PFL7pwLhxBaiq8qefk08Wz0PhuUtuyvGVl5ejpduhm37e2iNhV6OE008/HYOygrdxvN2fZqZOPR052VHeaQtief46OztNFSZEFJBs3LgRGzZswOrVqyFJEgYPHoy8vDw0Nzdj6NChAIDm5mZUVFQAACoqKtDc3Ox7f0tLC6ZPnx7JR8PpdEbly4vWdhMFj09QLlYOhxPJ9HXw/IV2sAn44b3AVecBc2ert+s/50bblyTxT+9lp0O8pqQXZVuShfTDc5fcJEmCQ5J0j9HhTR9Og/SgpB+xbmLmObE4f2a3b7nb7/r16/H2229j5cqVcDqdWLVqFQCgpqYGGzduBCCKuJqamnDOOecEvdbR0YGtW7fi0ksvtfrRRES6dh0Qf9e9G7jcbGNDjjdCFH+WSkh27tyJhQsXYsiQIVi/fj0A4MSJE1i6dCnmz5+PZcuW4bbbbkNjYyPuuusuZGeL8qm5c+di+fLlWLJkCVpbW7Fo0SKUlZXZfzRElJaiFVAYzvabeE0BKErMzPZrtI56OdNMeJYCkokTJ2LHjh26rxUVFeGBBx7QfS0rKwurV6+2vndERANg9iLAEhKi+ONIrUSUMrTxh20Do/HuNm0NZLZfphtrGJAQUdIbSODAawaFw9l+Y4MBCRGRRby4pA+e69hhQEJEaY29bCgcW0pI7NmVlMaAhIhS1kAvAka9KHjXTAAn17MbAxIiSnos4KBosrMEjUGKMQYkRJQyIh0vhAENRZssAy++BfzHYjHNAQVjQEJEKcPuu092+6WQ3X7DpA/t8t/9Tfzde3jg+5WKGJAQUdIbSJE6uwpTLDCoDY8BCRFRGLyYpC8zQ8eTPRiQEFHKitbkegxQ0kvYEVljshepjwEJESU9o4BiwEPHD+ztlOY4uZ41DEiIKK1Fcp3gxSW9sGomNhiQEFHSMxzAzOL7DbfLAIR0WJlcj0koPAYkRJQyGDiQ3eyaOI9pMzwGJESU9jgEOFH8MSAhopQRrYHRov05lLhCnmtW6dmKAQkRJT2jAg4WpZMd2Kg1NhiQEBERRUFAo1YGvmExICGilGV6YDSr241obyhZ2VFCwoAkPAYkRJT0otU916g7MRHAxtB2Y0BCRERkgO2QYocBCRGlPcOB0bx/ecEhPWFLSAwekz4GJESUsqIVSDBASR8yOLlerDAgIaKkN5DxQhhcUCwwnYXHgISIyCJeXNJHqHPNKj17MSAhoqQ3kG6Z8gDfT6mP6SM2GJAQUVqI5C7WqDsx74jJDA6MZg0DEiJKWWavAbwDplCYPmKDAQkRpQWPx/p7ojXgGqUGKwOjMQ2Fx4CEiJKemcn1eEGgiEShpxZLXPQxICGitBayF4XB0PGMbQiwFlgwzYTHgITSEjOH1GJmHJIfPQAsfCg2+0OpQ5Y5Z02sZMR7B4iIBsrMnWrDUf3lEc32ywsQke1YQkJERBQFbMNkDQMSSkvMHNKD2aHj2ciQQrEjeTDPCY8BCRGRAQ4NTqFYme2XwmNAQmmJF5j0oHea7Tj3TD/pw8ypZnKwBwMSIkorbnfwMqM7XQ6MRqGwps9eDEgoLfECk756+we+Daaf9GFXt182cA2PAQkRpZU+TUDCawNFS0AQEr/dSBoMSIgo6Rndceott6OEhIjsx4CEiNJKb1/gc47ESeHY3S2c6UkfAxJKS8wPUouVEhJtlU0ohkPSm98EpbBIA1mmH30MSCgt8Q4ltVg5nXpVNuwtQUasNlgdyDrpjgEJEaUVbZVNKIaz/fLiQrBWQsJeNuExICGitBLUy4YXBwohGm2MmOb0WZrtt6+vD0899RQefvhhPP/886isrAQAPPjgg3j22WfhdDoBAJMnT8Zjjz0GAOjt7cWKFSsAAK2traipqcGcOXPsPAYiSnOx7mXDCwoB1hq7Ms2EZykgef7551FdXY2urq6g11544QWMHDkyaPnTTz+NjIwMrFixAh0dHZg9ezaqq6tRWloa+V4TDRAzh/Sgd5qtNGolkhG+jZHV7IT5jz5LAcm1115r+NqTTz6J7Oxs9Pb2Yu7cuRg9ejQA4OWXX8aCBQsAAHl5eZg2bRrWrVuHG264IfK9JiJSsZLB61XZGA4dH8H2iRRGyYbJSZ+lgMRIdXU1hg0bhnHjxqGurg7XXHMN1q9fj4KCAjQ0NKCkpMS3bnFxMerr6yP+LLfbDbfeZBQD2J76b6rh8QWSZYd3fY/unCaJhufPHI8n8Nz6t+9frujqCTz3suyAR5bhdgdfJtze7coe8bqyLY8nfPrhuUtuynF5PDJk2aObPjweCbIsGeYn6vTX7/YkVP4Ty/Nn9jNsCUjOOuss3+MpU6ZgyJAh2Lx5My6++GI7Nh9g9+7dtm8TAOrq6qKy3UTB4xNcrvEAgM8/b0JJxolo7pKteP5C++yLPLhcwwAAtbWf+5bvOpgLl2t4wLp79hxFeZbL97yt7SQcOdKJ2tojQdttdmXA5RqD/QeOo7a2xZd+9u5tQW3RcVP7xnOX3FpamtHT50Bt7YGg1w4cGAqXawg++WQ/GguD6wIbWrLgco0CAOzYcdD3eNeuw3B0dkZ3x01KpPNnS0Cyd+9ejBs3zvc8MzMT3d3dAICKigo0Nzf7XmtpacH06dMj/qzKykrk5uZGvrMabrcbdXV1mDJliq9Rbirh8QUqLBR3KOPHF6CqKso7ZwOeP3PaHUDhh+LcVqlOrCcXKNwcWEJy0kmB576oyIHhw4pQVTUsaLuNrUDh3x0YPaoQVVWjfOln7Njw6YfnLrkpx1dcXIKePglVVUOD1qlrklC4V8LkyadheHHwNgoPAYUbRJqZNKnA93jChAJUVUZ198OK5fnr7Ow0VZhgS0CyePFirF27FpmZmWhubsbBgwdxxhlnAABqamqwceNGnH/++ejo6MDWrVuxdOnSiD/L6XRG5cuL1nYTBY9PUNoKSA4nkunr4PkLTXL4z616Ow5HcPsQh1Nz7iXA4ZB004PTKd4veV/3pR/JfPrhuUtukiRBkhy659shiTThMMhP1GnG6XRGlH6iLRbnz+z2LQUkH374If72t78BAB599FHMmjULc+bMwZlnnokFCxZgxIgR2L9/P9asWYOKigoAwNy5c7F8+XIsWbIEra2tWLRoEcrKyiweDhGRderGqJIknltpoOobGI2tEElHpHPcMD3psxSQVFdXo7q6GsuWLQtYPn/+fMP3ZGVlYfXq1ZHtHVGUMENIP9mZQHdv8LlnWqBQ7BoYjeksPI7USkRJz8zAaIOyjNe1ezZXIoCT61nFgITSEu9WUouZ86kEJLZ8nn2boiRgR8DKuWzCY0BCRGnBV0KiWS7LxiNxGk2uRwRYnFwvuruSEhiQEFHSM1M0Pig79LpEkeLkevZgQEJpiRlC+glVZWO10SLTT/oYyLk2HDqe6UcXAxIiSlnqjD87M3hZOGzrSqFwtl97MSChtMS8IbWYOZ85BlU2vFBQKFGZ7TfCfUl1DEiIKOmpg4qeXuD1D4IDDTt72RBZxcA3PFuGjiciShR3/xF4fweQ4QRyB/mXTxoD/P19e+5OeXFJH2YGRotkmxSMJSSUlpghpK73d4i/ylDxAHDzlUBFqXhsZWA0Dh1PoYStyjExYB/5MSAhoqSnl8EX5vkfD8qy9y6XFxRS49Dx9mBAQmmJmUPqM5pIT2/ETJaQUCQineOG6UkfAxIiSnrhMnjb2wDYuzlKclZLSJh+9DEgobTEO5TUJ8uBGb+kWk5kVjQatZI+BiRElPT0Ygx14CFJrH4h+0UaqDAN6mNAQkRpQe/iYfbCwOtH+pIReVsR7XasrJ+OGJBQWmJ+kFp0G6+GWK4VbrZfM59HpMV0Yg0DEiJKeuF600hglQ1Fzo4mJHq9uygQAxJKS8wQUp+226/eRSVst1/Netr3UXqzUpXDNBMeAxIiSknaRq16y4nswMn17MGAhIiSnpm2InpVNmbHL2EQk75CnftIq3KYnvQxICGitOALLuK7G5SCGGDYgwEJpSVmIKnFaBwSo2obLavjSTD9pI+BDIxm1NWX6UcfAxIiSklmgxGiWOA4JOExIKG0xAwhPYQbOt50MtD2sol8lygJMaCNDQYkRJT0wo5DEqaXTbjZfon0RDzbr/27khIYkBBR0rPSy4bICqsz+dq1zXTEgITSEvOD9BCu5MQ3MJrB+9kzh0LhwGj2YkBCREnP0tDxUfo8Sl9WS1GYfvRlxHsHiOKBGULq055jVtlQJMzM9kv2YAkJEaWkaA4dz4CW1CwPHc/0o4sBCaUlZgipxeh06k2uF0nROdNL+hrQwGgGaY3JSR8DEiJKeuF62UhS6Hlpws32a+bzKP2wKsdeDEiIKCWZaUPCEhIyw464gyO1hseAhNISM4T0pXfqOTAaRSJst1+j5cx/dDEgIaKkZ9TtV1ttY7Qu0UCw2689GJBQWmKGkFrMDB0/kMIO7faZfNJHqLyCBWj2YkBCRCnF6fQ/ZuBJscB0Zg8GJESUUoryxF+9mX4B/e6XVtuQ8AKUPtjtN3YYkFBaYoaQWtTnMyfbu8yglw2DCYo3pkF9DEiIKKVkeKtsZNl4tFaF6W6/A98tSmJ2l5CQPgYklJaYOaQW9fnMzAheFjB0vM77w832S6THjkCF/BiQEFHSCwhIlBIS6AcldgwdzwtK+jBzqq2mB6YffQxIiCilZOrMYa7u9mvlYsACEgrFSgkJY5DwGJAQUUpRtyFRY/ULRSrsiKxWB0Yb2O6kLAYklJZYZJpawrUhCVw5eJHVYIXpJ30M5FwbvZfpRx8DEkpLzBBSlzog0R06PuZ7RBSI+Y8+ndpWY319fXjqqafw8MMP4/nnn0dlZSUAwOVyYfny5cjPz0dTUxNuvPFGzJgxAwDQ29uLFStWAABaW1tRU1ODOXPm2HwYRJTO9Bq1qklS6G6/4QZG4wUkvUXaC4vJxhpLAcnzzz+P6upqdHV1BSy/7777MGnSJNx0001obGzEVVddhQ0bNiA7OxtPP/00MjIysGLFCnR0dGD27Nmorq5GaWmprQdCZAUziuTR2wcsfhS46jzgK6eFXz/DoJeNgsEF2S0aPXHSkaUqm2uvvRbTpk0LWv7KK6/gvPPOAwCUl5ejrKwMmzZtAgC8/PLLvtfy8vIwbdo0rFu3bmB7TURpY9cB4LN6YM0zxuuo8/oMvXFIoN/Lxuw1gpPrpS+72pBwkLTwLJWQ6Dl+/Dja29tRUlLiW1ZSUoL6+noAQENDQ8BrxcXFvtci4Xa74Xa7I99hne2p/6YaHl8gWRYxuMcjw+1O/FwhXc/fCxuBU8eKf739/vPmdnt0t+PxSJBlEXJkOGTIsgSPxwO3W7zX7fHA4xGP1edeeV2W9dOD7z3e15X9kE2kn3Q9d6lCOS5ZluGRPbrnW/amD7dbpDUtJf2Ixx5/Ok6A/CeW58/sZww4IIm13bt3R2W7dXV1UdluokjV4/N4gHc+LUJ71yfIz9G/WKm5XOMBAAf2H0NtbWu0d882qXr+FOrj6+mT8OsXTgIA3Pufn+PTg7lwuYYDAGprP9d9/759Q+ByDQUAHDp0DC7XEHzxRTOyM2S4XKX4bPchdLf2wOUah/p6F2prjwIAOrodQcvU+voluFwnoaHhBGprm/zp52AbamubLR9bKkr14zt2/Dic7j7U1jYEvbZ3bxFcrhJ8urMBvce7g17fpUq7u3cfgcs1DACwb18ramuPRXfHTUqk8zfggGTw4MHIy8tDc3Mzhg4VGUJzczMqKioAABUVFWhu9v9wW1paMH369Ig/r7KyErm5uQPbaRW32426ujpMmTIFTqdOa7gkl+rH9+ZWD17c3IHGznFYNS/8+oWF4g5l1OhCVFWNjvLeDVyqnz+94+vu9Z+nqqoq9GYDhZv9z/XsapVQ+JkoITlpXCE+3Cth7NgC5GQDhXUOVE4owCkVYrsVIwtRVSXypxOdYtlI1TK13j7veyoKUVU1wp9+Rhaiqmqk5WNLJelyfIOLBqOsVEJVVXC7x/pOoPATByZOKMDkccHb8OT60+4ppxSg8APxeMyYQlRVjYnq/ocTy/PX2dlpqjDBlhKSmpoabNy4EZWVlWhsbERTUxPOOeecgNfOP/98dHR0YOvWrVi6dGnEn+V0OqPy5UVru4kiVY/vhLd9dUOzBKczfJMopVW8JElIpq8jVc+fQn18Tof/PDmdTsgIfK7HoXpPdqYESQIcDqevd43T4URGhtLbxn/unU5419VPD06P93Xve3y9Kiykn3Q6d6lIkiQ4JIfu+VbSncPhDPk6ADiczoTMf2Jx/sxu31Kj1g8//BArV64EADz66KNYv349AGD+/Pn45JNPcNttt+G2227DXXfdhexsMQf43Llz0dvbiyVLlmDhwoVYtGgRysrKrHwskSHlB+5J/OYgFCGl+jlUF0vdgdFUr6u7/eo1LgzXrZPJK32pA2ItKyO4siFreJZKSKqrq1FdXY1ly5YFLC8qKsIDDzyg+56srCysXr068j0kCoHDgacebb6ttGMNVQCmzuzVQ8cHBCV27ByRDRic6ONIrZTUIpkwjRKb9lwqAYnDZG6lN3S8OnC1ctfK9EWA/SUkTE/6GJBQUot0JE1mCIlLe276vVU2GSGqodVv0ZvtFwiTVqwWnzD9kIrl/Cc6u5H0GJBQUuPQ3qnHKCAx0WYZQHRm+2X6Sl92nfu+fnu2k8oYkFBSi7TRIa8viUt7bnr7xN9IAhLdoeMj3jN7t0HJz0qQ29MXvf1IFQxIKKk5WEKScrTnUrmzDNVzUK9Rq5oElqZR5MLFHWaSlDogYRrUl3QjtRLp8XjYhyJVaDPrXiUgcQD1TcDxdmBwPjC0EDjYBEwYHfgepSRFO7me7lw2Jmf7pfQ1oLlsVI+7e+3ZZipjQEJJTd3zovk4kJ8DDMoO/z5mCInLqIQkwwncfK9/+YTRYuK9RxYGrq9XZTPQwILphQaqpzf8OumOVTaUEjwy8P01gRcsSk7aa3+fqoREbdcB8be9K3B5jkFAqheUyCFeC7WcAUp6MUwfYd6nTicsIQmPAQklNaUNidITo7nN3PuYISQuoxISo3FIsjL97/nh14FBWfrbYRsSihYzaapX3YYkeruS1BiQUErwhJ/ol5JEUBuSvsC/WpmqRqxTx+tPJxAwMFqIz9Iy6sXFoCZ9hDrXVqoCu1llExYDEkpqZkfv1OIFJXEFlZB4S7+Muk1KUvC8Nb5tGSwP2oaVHSTSMJOfsJdNeAxIKKnxQpJ6tHl1V4/4q20rojCaWNHM0PGR4gUlvUTaKFqdThiQhMeAhJIau2WmHm1m3dkt/hpV2QT0pkFg9169oIQXA7LCruTCRq3hMSChpBbxnYu9u0E20mbWSgmJ2fX10sRA41ZeQNKbLSUkbEMSFgMSSmosIUk96ky8+TjQaSIg0RtvRC+IkCQOjEb2YaNWezEgobTEO97EpT4131/jr7JR5OUEr68OLMLNbxTJqdemFyYfUjOTnwRU2URvV5IaAxJKagwsUk9QGxJNCcmI4tDrhyolsVpCQjSQbr/qtypjJYXbZjpjQEJJjT/s1KM9p9oxZkaVhX5dbzvKhcOuwIPpjtTMJAdlgD8yxoCEkhovDKkn1DktzBOT6gWsj8Ah4I162QDiNatphqUn6U2WjRtFW0kafSwhCYsBCSW1SH/XzBASV6hTM7occDoDl2ln9NXr3mv3OCREambSlJsBSVgMSCipRTpkPDOExBXq3Awt8M/mq17fKPjQ0r5mNhkwvaQ3O7r9UngMSCilaO+eKfmEysSzM/UDEjV1Lxvtpuzq3ssLTfxt+xz410fR/xxZHnidXVCp3oC3mJoy4r0DRAOhvTBoL1aUfLTntKJUnNf9R4DsrNABiSTBl9sbVtlEsk8RvIeia+lvxd/zp0f/swZaQpLpZJWNGSwhoaSm/V1nMiBJetpzOrTA32UyOwtwOoLXN8rg9ZbrdvsNsT96FyNeUAgwH6iEK9UjgQEJJTXtDzsr0+T77N8Vson2nM6c6u8yqVdl4/EYDIxmY7dfXkAolHDpgyW35jAgoaTGKpvUoz6nk8cBc85UlZBYaUPCbr9kg1DJJdISEtLHgISSmvbikmmyVRTveBOX+txUjhKZvlJCkpWpX2UT6fYp+SXC+Qy3D0H5UgLscyJiQEJJzaMNSEzeiSRCJkb61KfG4c2hlBKSrAyDbr/ex+HmspGkwOVm0oHeTTCTT+JQNxaNloFW9QWl2YHtTspiQEJECUUdJDi8FwKlhCTDGXocEgmBI7UqlGV2dfttdQG3PQ7UN1l7H9nPHeFYRGbZcfNituQ23TEgoaSmHRhNW2JCyUevMapSQpJpUEKiFrINicHkelb2CRBjYHy8B/j1S+beT9HT7waOnQB+8zLQ0xt+/UhE2oxISTbsZWMO4zZKKfyhJ79Qo65mOIMHmfKoS0i0I7HqLNdLI2y4mrw8MnDXc8D2L0QX8W9dELvPZrdfe7GEhJKatkTE9A+dGULC0quyUWRmhD/HvouEXrdfG/aJEku/G2hpi+8+hEse2iobpid9DEgoqWl/2PydJz+9Rq2KDCfQ3hW4TFttF7ZRq7rKRvMePSw9SWxuN9DtraoZlG3/9kMFD2aTBrv9msOAhJKaNrMwO9keA5fEpdcYVZHhBEoHa9b3/cfgIR25PUBXj3ickxWffbA6MBrzH30MSCipaX/YLApNfgFVNt4cathQ8XdwPnDqWODuHwI/usq/fkC3X+9jj0d/cj2rSYRBTmLrV5eQRCEgkWUb5rJha01T+DVRUmOVTerRC0ju/AGwp0FMtAeIAdMONQevD0Rn6HhKXOpuv4k627d2fCTeOOljCQkltaCAJMJunJQ41KdGiR8GFwDVEwPXU4KLUF29zU6uZ2WfKLGoA5Jo/a4jHb9G2Z9EDZQSDQMSSmqRtiGhxKVXQqJHryuvBP1Grerrhm63X4v7SImjXzVSa6LeaLDbrzkMSCipRfq77uwGHnkJOHrcxp0hW4Qah0RN3VZEvb5elY36PXYMjEaJQz10fLwGRjRKH4ZDxzM96WIbEkoKH+4ECnKBCaMDlweVkJj8oW/aJv42HAVWzRv4/pF9Qo1DomY02Fmo0o5Iit7Vr2m7DVP8RbvKhrP9xg4DEkp4sgysfEo8fmVN8GuhnoejHdOC4i/UOCTQeU09UmvAdoyGjh/wHlIiefUd/+N4VdmGy3dyNOOjMA3qY5UNJbymY8avyZr7YatFtmxzknjMlnborm9QZRNu6PhQ2L4ksb273f84GlU2obr9mi0hKRsSvE0KxoCEEt6BRuPX+MNOPepzOqLEeD2HQVuRUMHHQMeT0JIAnOhkYBtvygU/XvlBuI/Nz9Gsz3xLFwMSSnj1R41fU/+wC3KtXxg4O3DiUc7phWcAU8cbrxcwq69qmbqXjXZo+EgbtRrp7gWuXQms+N3AtkMD85XTxN+odfuN8H1mpiYgP7Yhoaha8TvgSCvwyELr73V1ANf93N9WIC8neB11BjRsKHC4xdpn8E4l8SinZMp4c41NA2b7hf/iYaXKxuwFQ/veE53i79bPzL2fomPMMPE3WlU2A6VNXsx39LGEhKJqyy7RkyUSew+Lv0qpR96g4HWU3/V/fFVG7iDrjcWYMSQedXARSrjXzQQeZk4/e9YkHu35KC4Uf6NVdWbYhiTM+9T7ec//ADdfadsupSQGJBQToTL09k5gzTOi8eojL4kgBghuma43T4Wy3VnVckQXDl5nEo8vIAmT2/tKSAxm+zV6j9EswJQ81GOPAP5S1ET+PZ8yErhkhnicyPsZT6yyoZjo6Q2cGlyWgb+8CUyvFGOCvLsdONgk/q1/T3TvzdKkzlDDgEuSaORo9Q6Jd76Jx2pAon1PQNsSm86v0WbYBik+tN+7wyA4jRXmI/awLSBZtGgRNm3a5Ht+4YUXYuXKlQAAl8uF5cuXIz8/H01NTbjxxhsxY8YMuz6aEpQ6c+jsCQxIGo4CT/9d/PvGeWLZ8XbN+00MeqY3ZLgVzEji63ALUPtFHqqq/MvMNgR0qNqQqIUaOj6SUrRQ+8HeNfFhVCoWlYHRQmzTap4Tzf1MBbaWkLzzzju6y++77z5MmjQJN910ExobG3HVVVdhw4YNyM7O1l2fUkNnd+DjoYX+565O/+OsTPH3hGpZd09wpqNbQuL9q9wZW71jZcYQXz+4xwGXaxi+fgkwxJs+TLch0SkJCWojog1WdJaZpfc+NwOSuDAsIUnQoePDpUsSbA1I7r33XvT19UGWZcybNw/FxcUAgFdeeQXPPfccAKC8vBxlZWXYtGkTZs2aZefHU4LpUAckPYGvuTr8j5WARO1om04JiU7mH1BUD+s/dOYLsdXXDzS3AcOLg5crrFbZGI01YmZOHDPpJdR+9LuNX6Po0Z4336i9MW7UGu9tpRrbApILLrgA06ZNQ2lpKV577TXccMMNePHFF9He3o729naUlPhHOCopKUF9fX1En+N2u+HWtmgaAGVbdm4zkcTz+FwdgCyLnOJEpyegIVrzcf9r/f0e32NFT68Hff0IWO72yHC7A3Mij/e5x+MGIMHjkeAOcduq/RyPzjYTSaqlz/v+JGHTNgkP/tSDUWWAUg7S1eP2pQ+3W5wnWfYENV5U83jEem63Bx5ZgixL8Hg8vve7PbJ3HZEmxLYkeDzwnXP/ZxmnA/F+8R5t+ul3y5BlybutwHSXaudOK57Hp80bPB6PLy3YtTv+45IN8wklDSrpzuh1dVpW0ma8851Ynj+zn2FbQHLxxRcHPF60aBF27dqFiooKuz4CALB7925bt6eoq6uLynYTRTyOb8+hQXC5xPnfVncEaPcXi9RuHwqXawiyMmXs/uw4XK7AsZW3b69Hn1vyvR8AHO5+1NbuD1jvwMFiAIOxa+enOHykBMfb8lBb+7nhPrlcgSNtOT3B20xEqZI+170tvv9/vXMEU8d1+M7Htu270Dy0FwCw+/N8uFzl2PPZEeT2dxhuS0lfez5vRsPRbLhcBfj448+R4QROnBiPw4c64O7shcs1BJ98cgBHB/ehpWU0MjNk1NYeBAAcbs2CyzUK+/e1orZWf46C48fGodHZg9raQ0Hpp7tTRm+/CEiM0l2qnDsj8Ti+9i4HXK5xAIBRpT3YufMoXK6R+GJvC2oLj9v6WS6XC4cPt6O2NnjI6D178+ByDcNnnx1Bnjs4re7ZUwCXqwy7dh2Go1PUSZ9wjUfDoQ7U1h6xdT8jlUjp07aAZO/evRg3bpzveWZmJrq7uzF48GDk5eWhubkZQ4cOBQA0NzdHHKhUVlYiNzfXln0GRORWV1eHKVOmwOlMvSkZ43l83ZlAYaG4ixk5piCg4eLbX0goLJQwpEBG+fAiFH4RWI45YWIBevuBwrfE+yUJGFwgo6oqMHD5qEEG6toxadIk/PtABuqPS6hSf5CGsj+KIUXB20wkqZY+le//5FMKUHUaUFgoweVy4aTxEzBxjDg+lwQUbnGgsrIAVZONt5VRBBS+7cC4cQXoy5BQ2CTOfYZTfM6w4YWoKAUKv5AwefJkVJQCJW9IyMoAqqpEndGQI0DhPx0YO7YQVVVjdD9n8KsSysqB008vC0o/GU5/tY023aXaudOK5/G1usQ5zsuR8dBCGU3HSlD4LwfGaPKZgXC73di2rQ6FhYUYMaIQVVXDg9bpzAAKP3Dg5JMLUDU1eBvN/UDhxw5MmFCAqkqxrLjYgbKyQlRVDbNnRyOknL+x46fghtWZmHe5B187Kzqf1dnZaaowwbaA5NZbb8ULL7wAANi5cyccDgcmTJgAAKipqcHGjRtRWVmJxsZGNDU14Zxzzonoc5xOZ1QSf7S2myjicXyNx/31pV29Tqg/vq1DvJaZIaHPHVyvKklOX0PVsiFi4KPDLRKCD0EUk2dkOOH0ViSHOs6g+ltJb5uJJ1XSp28Id8npvZCLYut+j//4lPMujtl4WxlO77oOJxwO73sc4j3iueTbVkaGfzkk+LarvM/hME4HDm+XcqczOP14VBOvGZ2fVDl3RuJxfMp5vfAMCYMLgGPt3vMghU4zEX6aYfpQ0oTDof+5/vTlfz07E+h3xyff6e4Bbv8dUDkKeKdOwsSywZhV4IQkSXj8r07UfDU6n2s2fdgWkJxyyilYuHAhiouLsX//fjz00EPIz88HAMyfPx/Lli3DbbfdhsbGRtx1113sYZOiZBn4zUvABWcAB1UlnI+/KsYV2fY58F814g4HEHOB9PQGb8cj+xuoXXWuGKskVAt67fgTkQ4FTtGldLv1yCIoVfT2Aes2i3OuTERmttuv3ngj2u69dg0dr8X0Ex9KXqA0ZtWbLiBRZWYENuKOpY8/B3bsE/9kWcLR5iL8RwL1LbEtIFm9erXha0VFRXjggQfs+ihKYDv3A+vfF/9OGRn42q9fFH/73ZqApC94O253YKZjNOiZsg7HIUkOSqAgy0Bjq395Vw/w6Mvi8U+/5V833LYA/cDD6K12d/ul+FDyAiUojXovmzCvGyUNvTF1sjKA3jgFJIWa1g4eWUqowf04UivZSp22P6sXk17t17Td+uKQ/+64rz+4SzAQWELikESGE+p3o4zUCoj3mS0OTaQfYzpwSKKSbdse4MNd/uXP/dOfY0cyDol2mXa53utmsZtm4gkqIdEZDM8O0QhCMzNEiWA8OByaBXJidV3nXDZkK23efbVOcWDTscAf+vETwet4PIGZjoTg+SuU9YDgKhuzeNcbW8o5ev1D4JjqvNcf1QlIzJaQwLjKJtR0A1bYOQw9DVxQCUmch443ohdcx7PKRm+wSXVv9XincQYkFDXTTgGmnBR+vTadnp3qKeWVEpJQQ8c7pMjukuL9A0w34YKMIQWRTa6nLRrXTqIXMHS8ajlPf3JSzptyx++rsonSCY10tl89WZnxq7LRG6JJXULS3hW7fdHDgIRspU7ww4qBTFXVyVmTgbNVXeMKvPWZx3RKSNwe/7ZCtSHRu+iwhCRxOVQ5+Kljgf93TeBJ9cjm57IJd76NGrvqbivMZzGZJBaltFRJT9Fq1Gp2c+E+V9uGJF4lJNqAxO2RAvLVeO2XggEJ2UqdoLMyRfGk4oyJIkhRjPAP3uvrWaHweILbkIQsIXFE1rCNF5rYUmfM5UMC0wCgjJzqXTfMtnxTzptoK2LU2HWgQ8dTfGjbkES7UauRsIGsTvrKjGOjVm1A0tsvBZSQMCChlNKnStxZGYGNSzOdQFG+//nIUv9jbdWORw7uZWNXewCKH3WjurwckUYUg7JEhmm2ykahbkOiDjystCEx81FMaolh3p3AIy+Jxw5VFR0Qv0atVvKhLG+jVu17lv4WWP6E+e1EQtsOz+2RAhrYMiChlKJO0NmaSfOys4CiPP9z9d3x4ALgzh8AJ40Qz/VKSPQuMAHtTJQ2BRYyh0RrBJfq1FU2eTmBEyuOrwhsOxTLcUhCYQlJYmlsBXYdEI99JSRRbtQaaVWfnswMb2NSTXCw7XNg62fWt2eFXt6o7uUY7x43DEjIVtoqG7VMJ1A22P+8QlVCUpgHTBwDfPsC8Vx9p6yUkAA6rcRVj9nLJvGpM/Dc7MCgNT/HW2Wjs26obRlV2eidWgYXyS1oll9tCUkS/J6VfLEvRhf/zxtEiVJ/v36j1k7VrOyx2icjHIeEbBUqIMnOAkaW+Z+PUj1WSk7UdcEedemHqhW9eogRvTYklgIS86uSDdQBQX6O+DdpVCeuvLAAH+12BlbZmNyWR6dEJdQdLbv9Ji9tqUJQCUmMe9koQjWs1r5faVfX2wfkxGDA8mVPACc6gaqT9UuQOnv8O8cqG0op6ghbW2WT6fT3rAFEo0aFLyBRZSweTS8bwLjKJqBI3sL+8iITW9oqG0kC5l1yGLOqRXsjWXXezZaQAMZtRfROr6xZx8xnUWLQ3uEnYwmJEpDE6uKvfCetJ8KXkLDKhlJKQAmJpvwtO0v8VapqsjL9jVyVZUojWI+6268Ew1b0eu0ELPWySYIMLJVoS0jUlIuL22RAEqrdgLZRa8D4JBGWkNixDg2M9oKqniQRSLxzoFf9qOSLseppM9ibxx5vN1FlE+cSElbZkK1CtiHxprZf/cSfcfxmoZjHpGSweK6+KGl72SjL1XwDJHGk1qSgLiFRtycCAKf3oqLcpVmZIFFG6CobyWC5qW6/5nYDbjeQwRw1qrS/f+XcRL1Rq9HyCErWlHwxVsPHDy4A6o8Cbe3BvzkgcDC0eAckLCEhW/WHqLJRnmdm+H+UeTn+YAQIbCui7WWjLFfTKyExusboFusbrEvRoc7AS4oCX3NoA5Iw2/LdFQO6Mzwbde+NZI4bM21IOC9S9Bm1IYlWlY0sm4s4rHysr8omRtUjeYPE35Y2/RKSLtVs66yyoZRipoQkFF9JiGqALIfDOMMJWAf664TCbr/xoy1NUEpIzFbZKPQawRr1slGvD5i7kJjdj3hn5unAqA1JtBu1Golo6HhvutebwwuwP09S0uXR4wbdfllCQqngyXXATx4IXKZO0A7Nr1XbpkSPU11CouplY9Q+RH1xiddojWSe3h2aIqiExMI4JFpGAexAGq+GC3RDHRvZw6gNSbwbtYYdOl71eHql2N/XPtB/v91BQY+3aqjxmH7QrB6HJN7dfhmQUMRe2gTsPSz6tyvUCVqb+ZsqIVF3+1X1snEaVdko75Miu9jIMvCLpxnExIpyQVnx/eDXlHPvNhmQqC9C4UZkNZp0zwyz6YppKPq0AUnVyeJvvCbXC0cvXVaUikEhG1v9y9RVUXaXtCltVbp6AJd3ItMvTwauvVjsXCINjMYmWDRgHd0iCv/D64GJW7HkemD7XmsBiTrjCTVPjboXhZJnGGVKRncx7+8QP9TBBeH3jyLz7nZRZNzvBqaOB6ZVBq9jtVFryHFIYG3sECsXnAmjRc+FhqOisaCCJSTRp75gnlsFDC0Uj32/fZvPQbQKXDKdgb1s+mMQkADAkRbx95vnA13d4ug6uhJnHBIGJDRgJzqBn/8eONziXza8GBg3XDz+8mTxzwynTuARUGVjplFrBLlIvCa7ShdrnhF/szKBDKf+Oto2JOGoYwizQ8dH3O1X9XhkKfCTbwK/fpEBSaypSxKuv8T/OGG7/RqMc5OVGdi7RZ12olVlAwDNbeKv0+EfhqHf7d+/eAckrLKhAfvDPwODEQB4ZGFwo1Yz1I3TfNUxJoaOl0L0xPGtq7P8irPF32h1wXt3uwjYSOjt8wceWtoqG20bJKP19QZSMxypVfN8IBewK84ODK7iXdydDpTf9vWXAGWqgRWjNbmedvtml4eTlRlYvR0QkNiYjt7eBhxTNZ5VgiCHFNwLEoh/GmZAQpYdagZaXf7nb28LfD0vJ3BWVyuURmpuVRsSCaG7/VrtjaE2yHuXEI0Sks8bRMnAkseCv7N0Fq6ExPI4JFaXR9rtV7PuiBLgj7cDXz9XPGcbkuhT0oZTk4Ykbymq7VU2JiOccEPHa2U6A2+ColFlU/sZcOcfgG5Vt17l5sjp1A9I4l1Cwiobsuy/7w5e9r/fBV7YKGbhvPTLkW87oCTEe4FyOo1LSDyegQ2ONMg7l0Q0SkiUH/f+I/7v7JU19n9OstFeTBQD6WWjzfeVqhndoeNl/cdGQu1HVqZ/PhJ1xh8Nnd1if/Nywq+bqpTSM71SNkmKQ7ffCEtIMjMCL/7RqLJRt+cryBXBiC8gcTAgoRRglGDPPBUYP0L0uqk6JfLtB5SE6AyMppffSJLs/etdx0KmFM0SEg6Upc8o+AsahyTMdrS9bLSNWpXX1OsazgIc5rMCtqVZPqJY/G1oBsZXmNhQhOb+EujpTe+gVkkbegGJI8L2QXYI2+1Xpw1Jv9ufbqNRQqLkbYBohH2iU1XCpGpDosYqG0oqSrcxNeWOrWQw8KVJ5nrTGFE3atUdOl7zg1Ff9K3WI0uSal4J1UXy938HahYB7QNs+6F34e1P08az6lFZdx/UX0c5x1Z72cAgUAho1Kp9jwXh3qLMWr3/iPj721dF+rG7xKTHu710TUNA6IAkGlU26m3bKdNbSqjc4Kn3266gQH3zqMxno3A69MeFYkBCSeFPb4i2EG2agGRwvpibxi7qOWvUjRtDNVj1zfjpfW5Yn6t5LkmqeSVUP96/bBR/DzaF398d+4BrV/q706n16AQkrQajM6Y6dZG00YVa3X4IsDAOicFret1+ozG5XkWp2O7ew+L5q++Iv03HrH+Omc8/3Gq8XqpT0oZeO6RIxpgJx64SF70SEsB/06IOBOyqNgkVkChDKTgdgQeonmgvHhiQkCnPvgZs/wL4rD5w+TfOB0oH2/c56p4TZnrZBHQPtjhSq8OghERh5g73yXWiKPSvm4Nf09vmkTS9mPT1A1NOAr59IfDz/9Rfx/I4JN6/Hk/4EVnVz622IQm3bmYGMO0UYMuuwN5mdlxYNm8H7vtTYBfRfYcHvt1k5btJiXGVjVFSDNsY2mC5Uoqs3Ai5o1BCor7Jmj4h8DXlt5aVIfv2Z+ww4L0dQEcX4oYBCVnyTp3/8Skjgakn2bt9dbdfM71sgMD2AaFoMyuHI7CE5K2PgddVwzl3mLhbyPVOXNWls65eu5SlvxUDaqWbfrf4rq+9SAwspidopNYw2wzVhgQwSCthtmWG3rrnVol9UAcLXTZU2ax+BvjXVuBAo3/ZP/498O0mq5BtSBzJMxaMb4K9KAUkJzqB+58Xj4vygfOqAl9Xvr/uPvFg7DDgphpx0xBpD0k7sFErmVKUL6avrv1MPP/lTcBpNgcjgL/YXvYAHm/Gry4h0QYVHhm+q0y4kVq1tCUkD/3Fux3vnZZLpw1JZzewbjPwtbNEMJLr7WGhvfj09wPP/VP/cxc9Cqxdam4fU0W/27i7r8JqCUmohs5Gd8vRqLIBRC8GIDCI7ewGdNoNRmTV0/7Hn+63aaNJSEkbhlU28WrUCjHex1sfAzUzgxvYa5Oytqo4YPoNCyVrbe0iYP2Pr/o/818fAc++7l9n0bXBPdt8+ax3/751gcjPo5GnW8GAhEzJyQLaVM+HDY3O56jbkCi/YmeYoeMlRNbLxuEILjoFRHe47l7xYz/YJB6fMlK8tvoZ4OM9ooV6zUx/l8/ObjEE/WnjRCPf5zb42xCcNw3YuNW//bZ2c/uXKmRZXEjCNXaOtMpG6d6rOzCa3hw3mn0Lx0zpiTLFuzogaWsHDh7Ix9Spxl2dtU50Ajv3iyHR1VV+HZoZWa2Mv5NK1A3dteLRy0Z9Cn7+e2BPPVA2WIxS3dxm9K7gRq2Rdvu94w+iKt3VAZx1mvjs+54PXEcJfgbnA8e9eY/yW5sytgO9UiFmTEqMxMSAhEzp6RNtRdo6gJmniR410aCumnGoMp+AQEVFllWNWlXVPXr02hlkaxqXAeLC2d0rjvWH94plSlfLj/cEbkv5sX+0W/ybOh5YNc9fkgSIET0XfBu4cY2YzwUQ1RJmL1LJLtRdrZp2HiMrk+vprW80dHyobYVi9DmAv6eZuq3Ho6840HqsHMXl/sHTFCc6xUWkfAiw94g/4F31+9AlICNKxCB7ZgK8VBRqHBKHw/6u9rJs7kIty8AXh8Tj7l7gprvE4xsu1V9f26hVna9pOw6oNbaKPEuZd0tpTP/CRvFv0XU6n+VNJw/NB677uXis5Jk3XHgEp58+LGGCW7YhSUNt7cHdZ8Pp6RO9CX77/4D/uSo6+wUENl71zfYbopeN+qnVuk+H5M/Ue3RGTWxR3eFog5ku76BD2i6Y2z4Xfw+pGjeqMwRlTp94D0AUie4e/3FboXyfmRarbMIJVSJmNDBaRN1+rZSQqAIS5TgOtwRv4CcPAD+4B/j9P4CFDwEffCqWhwpGnlwETB4rHidj+rFDyCobxL7br3q53mcfN+hVp21Dok7zb2zxt4vSvn/encB3f+F/rs3zdh0I/iwl+FGqlwH/zZB6yo1EkEC7QrHQ6gKuXwX85mVr7+vtE5H5kILo3pk5VYGHehbXcBcfIPyMn3qNWpUSEvWFRLnovr/Dv6y3L/D9yp2w0YBq6gxGyRBysv3d7+ycryJW/ud+4NvL/cFiR5d/9MdQY2MomW7YEhJNKVi4uWzU3X4j7WVjlozgoePVlIBEr9ukXiCmFOe/6a3K+2Sf+Btq/qeSwUCG5kKWTOwIFsI1ak2EgdHUpWTKPDJB3X5D9LLZdwR49V3gnx+K4GPLruDPUGi/B6XB/C1XB39WhirfTpQSES0GJGlGGSvBSkv9/n5xgdUbathu6p4WASUkqpKTP27wD1ymzuQstyFRlZAcCzM+yIlO/8BUgP/Co9e11+MJXK7+3jI0dceJ4LN68X0qd+lGlDYxVywR/65eIcZguXalKKLuNig98d3VhmtD4gxc32q3X0nzmlEvm4Buv6E/wrTsLLH/Hd3BgVeoqjklMFWCYPXomvk5wLUXB66vvbNOJI+8JNKRXunrts9FmlFXZUYi7MBoOif07ueAq1SNyBc/qj/9RShWLuDqyTSN5q8yKiGZfab4u/+waCAL+Hs29uj02tKmtQONIqj9imp29UgmOY0XBiRJ6u/viy6k6h+/2y2W/f394PUPNon2EJu3+5d9eznw+F/Df5YSxcciYavbgagbsKlLTv7gbUG+zzsypiPCoePVJSTHNQ1NTxoR+Pzme4G/q4K4jhAlJDfeEbgP6u/N14g2SrMLR0JpcPvHDdbfO/tM4EsTxR3/6x/qr2O6DYlSQmJxpFa9th353rk7zA6MFu6zwt3dS5IoJenoDi4CDzXYlJIOlHXUAcl1lwBfnRK4vl4j7ESx/j3x993tIq9R2ksBwAc7xd9lTwArnwq/rRffEutqz5UvIDGostE7t299LC78SsD8yV7RDiecP26QsPZf5eFXBPDrF/2P1XlJq1EJiVIy2y0CpA3e387U8SINNB33pwVlPCR1g2mPQWB2pBUoygsM/vVGZE1USbSrpKb8AA63ACO9Q1cfahF3Its+F9UNP/4GUOjtjvjqOxIONvlHHz15pHjvv3cA/3lZ6M9SMs1YBSTKENC6bUhUFwZXp/7Q8Se6gNseB/Y0iMaCw4aKBmfzLtd8FsSdbU62f9hvxchSYOl3ge97G7N294pB0BRK5qA3Gqu67QkQmCH47owSqMomV9VDZMc+4JW3RSNc9flWZ/RTx4sM/hvniakCOrpEaYnRgF1mq2yUzFX5bsLdlIbq9ju0QNSnq8ey0XpynbmB6sqHALvrw7dtyRskgqDePtHIVZl6oPUEcNcfgEvOFN+dmvLdtHjvpNWlaUPyg0sltb0zEsGf3pCQn+t/ftdz4u8LG4EfXCEeq38DH+4Upa6hSsx+9zfxt7M7cDLBcI1aQ92MtJ4AhqsCvq4efy85PX/cIMHlykVhobk2JKPKRP5arxpnSD1Qnlpxofj7waciQFI4HUD5UFEaebJ3XqQenYDkRKcYikEvMCvSjMrKEhKyxesfAG9vC73OzfcCv3ga+Nt7gUOdb9kV2AZCaZUNiEzxnh+KLqpH28SPfO0/gkdhPdAoMgZljI1YVNkA4kepLiFxOv0//A93+ddrOuYtqvem4tHewOz+50VvmI4uUUT89/fF/CkbawM/x+EQ2x1dHjwqa3amqLNf+B39ffQFJCYGv1JnGlkJWOSuXOQONQOLfiPucJXGuQqlSmFWtehFdMcPRDACiIAmK1Nk+B1don2SuthaOdaw3X6VoeNNlpAo9IaIH1LobRSoKflShhc/0Qm8tAl47xPv8hDbP+0kcZ61vw+t8qH+wHbGRGD2mWKnPtwpYdM2UXppZPsXooRKCXoqRwETxwDFRcD508Rs2oD/4pJI6ee5f0p4/NXg5e/vANY8I/IRpV3FuVXir/a8GNFOtRBucr1QA6O1ugLbihlVpwCRtUVZcr04P3tU6WR4sTiPI0sD11Web/4kcHmGU3TdPXrcP1tvW4cIntWBi9ITR6+dVVFe4HP17+jmK0Wvv0TFEpIEJcvAg96Bur461b9cG2gAwL8/DV4GBPaIUIqETx4phu6WJNGN1+0W3VX//C/x75U1wKf7RIL/1QsiIykuEu+NVUCijLjoVHX/VEp6lGJhQBTFNh/3X0xOP1mUiCgXjkFZ4iLR3CYyonXvaj7H+8ZRZcGt0/d6Lyz5BlO9f94gPjtU0fnQQnF3rZaIbQA6ddp+3PkH4NarRdDxr4/8d11KaYqaJIkSiVYX8Id/An/bLEau/c4scb6GeWfDNVtlY3VyvXfqxOiv6vWHePdXKXlQv9bXH1jEHk71RDHI3bOvebdlsN4pI/1tJHr6gB9/Q8Yb7/dBG7MaXeyef0Ok2dNOEgMPKuZ/2/84XunnUDOwfS9wzlRg3XvAZWeJ8xnqwt3WIYLb8qH+0iJlIsLWE+aGDnjunyIdKucvZJWNTnWcurH1M6/5S2wAUZIzxVtFkukUgUNjq9h2gcHvXmt4sfhtDBsqumRXnSzy05xsEURqS8QUeTkiX9WWpjocwEkVoopLacy6+2DwhJRt7QDK9fOfwtzgZQqljUqiYkCSoNSD6ry0CbioWiTiFb8LXG/OmWJAnGVPBG9D3VBTGYzrjv/2/7jLvBfLrZqGZj/7TeBz5U4iVkV/DkkU6w5VFZVOGhO83p56MU7A0AJRbyJJwHUXA8ufFEMhP/AT//vv/VPg4GSAP3ObPE60aJckYP63xLqzqsVrI0u94xvo3Hm9/E5gW5BRZcDDC4D/uksU1S7/nhggSS2eAcm2z8XdlxIgKPTaOHT3Avc+D/xmYeBAS0YB2pACUWWo1NM3HRfpVh1Amh0YLZJZcncdCLwLHeotElfGhlAMKwY8u0QQk+EUAZarw/9b0HPKSBGUfOhtB1FmMCjg2VNFUA+I6kIAGFrQjyOq3+Hug/qB1hVni++rvUsMQmgkXlV+S38r8qSNW0VpTnsXcN1FQL9bPzybcyZw42XAN24Td/vtXeK7Vua9OnZCnLP8HDGcwPETok1Y1SmBpY5vbwOuPMc/TouVKpttn4sqSMWOff72Z4BIG9r0YVXZkMBRl5fONf/e08YBb9b6nzudYnsnV4jgNFSw9+zrwLKKwJvO4cUi3xnrzXMqR/k7MSQLBiQJ6LN6f3QMiOK63j7xw1R8dzZwxVf9dwqTxohM8Lf/T0T837ldE5B0iAxBfVEY7r0w/VVVcqDX0+KVt8XfWJWQDM4XdfvqItW8HPEDU98pPLUEcLs9+OKzBgDiajStEnh2mcjU1Rn//G+JYuLaz8T3093rL/m58AygeoK4QOXliIaESv12+VDgD8vE3eGq34tl//td4I5nRRFqT5+4O7/9e/7v56H5/nYEWvFolLj7oNi3pb8Vx77oOjEZnPL9KMXYL/xcLPvO7SJg6ugCtuwO3JZeCQkgvstP9/vb1HT3Bs+WHC4g0dZ9h+v2q/UfqqJobRG54qbLgW+eJx4PyhLfS2ePf+h3I0u/K9KPQwqs/lQbOxy453/EuCJKqea5px3HnzYP861zy8P+9c88VZRsnj1VVBsqGo8Z74dSvRarRtGtLhGMKzdI278Qf7ftAfZNATp7AiOD738NOOd0EaBKkggMjx4XpV75OWI5IPI3pfH9M7eJtlr9bmDZDf5SLcU/P/DnBUr7DL2AJDdbBMWbt4ttKW1Z1NRVJF+dGr5KXBEufURiwbeB710qvpeuHn/+AwC/Wwzc8EtxE6h3rnfsE1NY9PSJkp1lc8V7XR3+39HdP7R/n6ONAUmCaWkTmZY2Oj7Q6M8UzpoMXHVu4AX39u+Li4Dyg8/LERlbR5fY1p6G4CmoJ+pMcvbz3wcvU4rQC/OCX4uGO38gemys/UfgRf327wH/3inaiFRPFJmd2w0c0BTf6mUekiQuKnsPix40+44EDn+vvhhqG9vlDgqcRHBoobiYvLtdfLcVJYH7mZlhfPGNVRsSWRZjEtR9IbpjKrp7gdufFA18L58plnV0i4uzUgL25CKgdg9wzx9FdY1ankFAoqS7nd6qL2U0UbVwVTYnjRAlTD9+QJxXMyVya5eKTNnVAYyv8C+fMFoc429fFedeOR/KRVLNzMXG4Qh+n55TRopAWSk2nzSqE/d/yYOuHieWPBa47tjhwA+vFMX76oaQ2lI1tWi3IentE+dNCTwXPKTf1uKzeuDWXzvwzTNFcc6MSWIm5/EjAnsZlQ0Rd+0ZTpFGlBISdU/AWx72pxW9Hjjr3xf/1PQao84+U1Rzr34m+LXvXAhcMF3cpOVk+0trbvwa8L3VYp27fyjSd1ePOG5JAlZdvxfFw6eicpT9wyqr06I2rQ8tFGk7K1P0hlRbNU/cXHy0W+xrfg58jYq1QX2yYUCSYPYdEReTS2aIH3l2FvDAn0VA0ujtEXD6KcHFvjnZgT/S4kIxJ8ZNd0v48klF6OyWMGZY4HvUiXf+t/xF8yNKxA+1vcu/bNF1oqFeLAwuED04Rpf7MzBA/OgumC4ar1YY3AGHkpXpn2lWKQI2a1C2uPttaxdFqnO+7B8fwKjUQE80q2xk2TuAXZbI8NWBCACcOlZMCvj4X4G/vCmqpWRZnGd1QFWUD0yvFGlMGSpfYVQ/rZwPZawSvRFdB4WoilCMKgOevU1coM18r0oa1la5SJIIuCpKxZ1zLHsaKBcZpXph7DBRkjlhdGBbpdxsf2nL+ArRbsTp8Lez0BPtKpuVT4mqjpd+KdKGOhiZMBq49Mv+0rBn/gG89F4JAFHtqfebGj5U5EOA+B5GlIjARF16q+3pdMXZojR0SIGoVtW2sygu0g8OZ1WL4FJJe4V54qZjf6MoAc3KDK6uLC4CHlkoXlPnNY8sBAAPjhzwYMLo+EzzoKTtp5aIgLurR3QwmDpe/FManhvdJCQjBiQJRplm/Lxp4kcOAGOGiaoGpbqitCj8ds48VWyro0vCi5tLUFgIzJ0dvN79PxYXpKnjRfHlBzvFRUvpQTGkQPzTBjPRJkniGPScbDGYsIs6w51yEvDTb4ni6LMmG74lSDQCElkG/t8j/ovdLVeLInGnE/j2BSJQ7e0TPRzKhogGhU/8NfDOS11lAIiMfewwfx30ZV8RVXxVp+jvw2jVRfTcKn/d+Pe8c3k4HOYD2txB4oJkh+mV9mzHDstvAP65xd99/MuadGNmptVodvv1ePwXuX1H/AFkhhO45iLR20ep5pxyEvD+JzK27MhCYaF+9SQgGjZXlIqeTWdOEr/rO/4b+Ehp/Nsrgo7cQeLzHQ5g9ozIhjOXpODvFAh/86L3ekWpCCiP6AzFHmtDC4MDsJtq/D3EZk4Jfk+yYkBi0v4jwC2/Fj8gdRHvhWeIetNIvfYB8Nq/RWPM+//svyNRXyC+PFk0qHv2dfHDVwKVUL55nri7Vd+R6b1PPQDYj64S3YfVLbGNLkDpTpJEaY1V4dqQHGwClj8hqiFGlAArvx9+m03HAs/z3d6684ljRFG11qwzRECiNkWnN8D3LgU2fQwMLxElVqGo7+qrJ/oDki9P9rdVSnf5ueLuf0SJqEqN5HvRDqzXfFzkS60uUcp5fgRp0uMRjeV3q7qrLvqNv3HxzVf6G3krJAm4+UoZN3p79xndpQ8vFlPbqw0rBi5lmhiQ0eXBNxGpgAGJSX97z9/6e3S5KFr9/JDoeqoNSF59B3j+X6JHg9IUJNMp6rRffUe00t+2RxTBKaONrnran8kU5gUGPRdME11xjx4XGYOZouxB2cCa/wIeflHGlu3d+OG3CgCELnccXCDuhCh6jNqQfLxHBKZl3m7KFaUiyHjjI2DLtqF45h3JN96KorFVNLpVxj2QJOCGOf5BpYxKbtR3s//vGtGw8mqdwKXqFPMBaVE+UPNVcYH80kTROPGTfYHtdEiYMSny92qrbDZt89/E3Pe8yG/CBcqfNwCPvuJvt6Gkn1Flog2I0sBSmejPqOvquOH+hseJ1I2dkhcDkjBkGfjTG/7uixdVAz/6hnh8//PigtHe6W9U1OoSDekA0d6g3JshNx0T3VHVA0apDSkQ3cAONYseNGoZGcBPvml93zMygP/5uozakxpQNTGCRhdkO22VTVcP8PirgcOuZ2UCd/0AmPtL4DcvO+ByDcGIcgSMhtnqEttQp6e1S0UwW1wkhqKeE2LMgZ98U1TrzJwSOM7NQKhH/K2eKP6RvZS2ME/8FdixN7jb6mOviNGXTx0H1Mz0L+/uAZ5YJ9LLF4dEg/eyIYFdbFf/l7/huiyLtmvDS0J3if5xTT3+vb8Q1RMsdoki0sGAJIRdB8Rdq3KxOPNUfzACAKO8RWYHm0QvlqPHAzMIdRHqIy8FjslwUTWQmyMylTv+O/zEY5QalIDkd38TDfvqj/rHt1CcNk4EH+qGy6vmyQG9SPYeFsXs8y4Xg0d9dar/YnLO6eJfKBeeIf5RclHakMiy6OUFiHzpf78rqtfue14s3/yJ6Nq9+6Cobj7ULAZQVFz2FdEOoaMLuPXXwAVnBPaikyTRRiqc0aU9qLlIjkujT0o9vAxqbNnlb/X94lv+XgOAaCCopsw18MS6wPExJowWXVfVF5QfXBE4SiClJ3V34Jc2+Ze5PWJU16PHgatnieXXXwI89TfgZ984gLHDAutfxg0Xre+B1GrURqENLRSlJG4P8MTPAhs7nn26+LfrgAgy7n8+cLj74cXAw/MDb37ycoBfL4zd/hOFwoAEwPF2J7bsAtq7xY9Y7dsXegcgc4h2GWpTx4vuersPikzijv8WbT+GFlibrprSh9JtduIY4BbvPDnK+DCZGaIIXUlnNTOBi6s92PFJAk0NTHFVmAf83huIGvVsmTAaOGOCuLmSJDFVxLChIp2xJJYSWcyS56FDh7Bq1SqUlJSgsbERCxcuRGVl/Pvk9fUDD/51JNwOhy+IWPgdEVRkeMcOMOqCJknAyhvFLKclg9mbgMIrygceu1WMeaBXzK0OeiUpuWbqpNgwCkTUbr1aVB8X5Yce14QokcQsILn99ttxxRVX4NJLL0VtbS1uueUWvPLKK7H6eEMf7wGOtWfg6xfImDxOQulgMUmbWQW5+l0miYxoB2cislvuIHPjmhAlkgiGn7Hu2LFjeOutt3DuuecCAKqqqtDY2IhPP9WZOCXGJo8DvjHzKP6rRsasamvBCBEREdkjJiUkhw4dQk5ODvLy/M24S0pKUF9fj0mTrHXKd7vdcLvtGzc5K8ONr0xywSG5YeNmE4byXdn5nSUSHl9yS+XjS+VjA3h8yS6Wx2f2M5KuidPu3bvDrxSBurq6qGw3UfD4khuPL3ml8rEBPL5kl0jHF5OAZMSIEejq6kJHR4evlKSlpQUVFRVh3hmssrISubn2zQXtdrtRV1eHKVOmwJmCnel5fMmNx5e8UvnYAB5fsovl8XV2dpoqTIhJQDJkyBCcffbZePPNN32NWktLS3HqqQazp4XgdDqj8uVFa7uJgseX3Hh8ySuVjw3g8SW7WByf2e3HtJfNqlWr8N577+HIkSO46667YvXRRERElOBiFpBUVFTgkUceidXHERERURKJSbdfIiIiolAYkBAREVHcMSAhIiKiuGNAQkRERHHHgISIiIjijgEJERERxR0DEiIiIoo7BiREREQUd0kzuZ7H4wEAdHV12bpdZRbCzs7OlBwemMeX3Hh8ySuVjw3g8SW7WB6fct1WruNGJFmW5ajuiU1aWlqwb9++eO8GERERRWDs2LEoLi42fD1pApL+/n60tbUhOzsbDgdrmoiIiJKBx+NBT08PioqKkJFhXDGTNAEJERERpS4WNRAREVHcMSAhIiKiuGNAQkRERHHHgISIiIjijgEJERERxR0DEiIiIoo7BiREREQUdwxIiIiIKO4YkBAREVHcJc3ketFy6NAhrFq1CiUlJWhsbMTChQtRWVkZ790yra+vD0899RQefvhhPP/88759d7lcWL58OfLz89HU1IQbb7wRM2bMAAD09vZixYoVAIDW1lbU1NRgzpw5cTsGI8eOHcOdd96J3NxcSJKE+vp6LF68GGPGjEmJ4wOAVatWoaOjA4WFhdi5cyeuu+46XHTRRSlzfADwxBNP4M4778SuXbsApEbaBIBFixZh06ZNvucXXnghVq5cCSA1jrG7uxsPPvgg3G43Ojs70dDQgCeeeCIljq2+vh6XX345cnNzfcva2trw17/+FVlZWYbXhFDHnmjefPNNrF27FuPHj8f+/ftxxRVXYPbs2Yl9/uQ0N2/ePHndunWyLMvy1q1b5csvvzzOe2TNM888I3/00UdyZWWlvGvXLt/y22+/XX700UdlWZblI0eOyDNnzpS7u7tlWZbl3/72t/KyZctkWZbl9vZ2+atf/arc1NQU+50PY8eOHfLy5ct9z59++mn5uuuuk2U5NY5PlmV5zZo1vsfvvvuuPGPGDFmWU+f4du3aJc+bN0+urKz0LUuVY/vZz35m+FoqHOMvfvELefv27b7nW7ZskWU5NY7t0KFD8mOPPeZ73tbWJl9//fWyLIe+JoQ69kRz1llnye+++64sy7K8f/9+efLkyXJXV1dCn7+0rrI5duwY3nrrLZx77rkAgKqqKjQ2NuLTTz+N856Zd+2112LatGlBy1955RWcd955AIDy8nKUlZX57uZefvll32t5eXmYNm0a1q1bF6tdNm3SpElYvny57/moUaPQ2NgIIDWODwB+9rOf+R7v27cPEyZMAJAax9fX14f7778fCxYsCFieCsemuPfee3HHHXdgzZo1aGlp8S1P9mPs7u7Gxo0bsWPHDtxzzz1YsWKFb5bWZD82ABg+fDjmzZvne/6Xv/wFX//618NeE0Ide6IpLy/3pcmjR4/C6XTC4/Ek9PlL6yqbQ4cOIScnB3l5eb5lJSUlqK+vx6RJk+K4ZwNz/PhxtLe3o6SkxLdMOS4AaGhoCHituLjY91qikSTJ9/iNN97ANddck1LHBwA7duzAI488gsOHD+Phhx9OmeN76KGHcP311yM/P9+3LFWODQAuuOACTJs2DaWlpXjttddwww034MUXX0R7e3vSH2NDQwP2798PSZKwcOFCfPzxx7j++uvx5z//OemPTcvj8eAf//gHnn76aXz22WeG14Thw4eHPPZEc99992HBggV49913sW3bNjzwwAPo7e1N6POX1iUklDw2btyI7u5uzJ07N967YrtTTz0VDz74IObPn49rrrkGPT098d6lAfvoo4/Q1dWFs846K967EjUXX3wxSktLfY8bGhp87WSSXUdHBwBg9uzZAIDTTz8dWVlZ2LJlSzx3KyreeustfPnLX0ZWVla8d8U23d3duPHGG7FkyRL88pe/xIMPPogHH3wQnZ2d8d61kNI6IBkxYgS6urp8Pz4AaGlpQUVFRRz3auAGDx6MvLw8NDc3+5Y1Nzf7jquioiLgtZaWFowcOTLm+2nWxo0bsWHDBqxevRqSJKXM8bnd7oC0N3PmTHR0dGD//v1Jf3wbNmyAy+XCsmXLcN999wEAli1bhvfffz/pj02xd+/egOeZmZno7u5OifRZXl4OAHA4/JeIzMxMZGVlJf2xaT333HO4+uqrAYS+JoQ7r4lk9+7daG1tRXV1NQBg3Lhx6O7uxvbt2xP6/KV1QDJkyBCcffbZePPNNwEAtbW1KC0txamnnhrnPRu4mpoabNy4EQDQ2NiIpqYmnHPOOUGvdXR0YOvWrbj00kvjtKehrV+/Hm+//TZWrlwJp9OJVatWAUiN4zt8+DCWLVvme97Y2IiOjg5UVFQk/fHdeuutWLNmDVauXIn58+cDAFauXIlLLrkk6Y9Nceutt/oe79y5Ew6Hw9cGKNmPsby8HGeccQY++OADAOIYWltbMW3atKQ/NrW9e/ciJyfHF4CFuyaEOvZEMnLkSPT396OhoQEA0N7ejiNHjmD48OEJff4kWZblmH1aAmpoaMCqVatQWlqKI0eOYMGCBZg4cWK8d8u0Dz/8EH/729/w7LPP4rLLLsOsWbMwZ84ctLW1YdmyZSgsLERjYyO+973v+YrPe3t7sXz5ckiShNbWVlx++eX42te+FucjCbZz5058/etfx5AhQ3zLTpw4gW3btqXE8bW3t2Pp0qXIyclBYWEh9uzZgyuvvBKXXXZZShwfALz//vv4v//7P7z00ku49tprcfXVV6OsrCwljm3x4sXo7e1FcXEx9u/fj5tuuglnnHEGAKTE+WtoaMBdd92F8vJyNDQ04Oqrr8bMmTNT4tgUq1atwiWXXIIvfelLvmWhrgmhjj3R/OMf/8ALL7yAcePGYd++ffjKV76CG264IaHPX9oHJERERBR/aV1lQ0RERImBAQkRERHFHQMSIiIiijsGJERERBR3DEiIiIgo7hiQEBERUdwxICEiIqK4Y0BCREREcceAhIiIiOKOAQkRERHFHQMSIiIiirv/D9IGYHH3KsKzAAAAAElFTkSuQmCC", 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", 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oICIishhvdvQlNOAbERERGUt30NE3ADQfSO8y6GGmgzIf7ziIyGbpDjrmLweuXebFwJBDhrodwaCDiIjIYum+19nTIh6Hhhl0ENkq3Qc/EVG6KGDQQURElNHSXbwiOWU5JAYdREREFnPKxd4pyyEx6CAiIspQAYXFK0S2clqkT0SZzynnnYBDlkNi0EEZz46DX1GAe/8AvP1R6n+LiJzPKRf7QICZDqKM09ENvPkhcOfv0r0kREQhgUC6lyAcgw7KeHZkOjzOupkgojRzSvGKn3U6iDIPgw4iUnNK0OGU5ZAYdBBZwGkpTCIiAPCzTgdR5nFKpTEicgannBKY6SCymR3HHDMdRKTmlIs9Mx1ENpH1LOw4+P0MOsgCQ8PAxk+cc8Ei93PaDRGDDspYdp64WbxCVnjyZeDWx4DXP0j3klCynHKxZ4+kRBnIKScYcrct9eJx9760LgZZwCn3ISxeIcpAzHSQFeRu5OWZmSzitKI67tqU8Wyp0+FP/W9Q5mPGLHM45WLvtBsiBh1EFnDagU3u5qyEOCXCMUEHi1eI7MXWK+QWcl9lD7dkFXaDTpSBmBYnKzDoyBzOyXSkewnCMeggsoDTDmxK3pZ64Pv3AS3t9v2mvE4x6HA/h8QcbL1CZJdg52A2/BbrdGSeh/8CNO4HXnnPvt+UwauzLhOUCKdkOpyyHBKDDspYdh5srNNBVmKmw/2ccrFnRVIim9lx8LN4hazAOh2ZwzFBh0OWQ2LQQWQBpx3Y5E7cjchq7AadyGbMdFAi0nGqlvuq11nXCUqAUwJIpxX9MuggsoA60+GUtCq5D4tXModTzgOs00HkMp09wLtbok+j7gadXaJTohh0kBX2tYaeqzsH+2A70NOXhgVSYdBBGSvYZDbJO45FjwNLnwQ+3WM8jTrTMcyggxLkkJtjskA6i1yvvif0XJ7/djYAi38LLHkiLYsUxKCDKAYZbLR3G0+jPsE4rQyV3IOZjszhlABSFq90j2Q4tuxO48KAQQeNAlYd/NEyJupMB4OOzJKOsnlWJCWryHNTbnZ6l0Ni0EFkUrR0qfozFq9QooI9kjLocD2nVSR1SrN+Bh1EJkU7Zv0sXiELcOyVzOGUoEOej4aG07scEoMOylhWH/Rmi1eY6aBEOeVCRZlDdg7mlPMSgw7KeFadyM0Wr7CjMEoWMx3u55QAUt4QMeggsolVB3+02TDTQYl66DlgwUPiuVMuVJQ8u7blE6uAb98GbNgObPxEPFeTdTrUxSuDQ/Ysm56s9P00kbtEO4moOwRj0EHxePW90HMZvDL4cD+7NuEr7wK9/cDmeuCtjeK5mjbTUV0B5KSxJQszHUQmsU7H6GRnAMBgI3PYtS1lU9iuXv3KooqmTsf3vmrPchlh0EEUgyxfj9bkTF2Pwym1xMl95IWK9YLcz66gIz9XPBoHHeJxaCToyE5z+QaDDspYikWpajPdqfvZTwdZiAkPMksGqF29ocAi7HMZdIwEJNk+e5bLCIMOohhk75BmW68w00GJYqYjc9iV6ZA3OZ090YtX5GdZzHQQpUYw05HkfMw0X1QXvejdbRCZIXcj1u1wP7s2oQwmYhWvyOCEmQ4ih4tVp2PXXuDZ10KvX32Xd6qjjd8vWhF09yY3H7nfMOigWPoGgNc3hG5yOnv195uBIS9e26DKdKQ56GCTWcp4yZ7AYxWvPPRceD2ODduB598ELp6T3O9SesXTQdfqDcAjfwHqdgA3XZr4b1qVnaP0S3XgePfvgfXbQq+N+t7Y/HkBGv7sRVGBeJ3uoIOZDspYVh3zwYqkBp+3dUW+93mTRT9OrtDSIXaSz5LY7uqLFDMd7pfqbfjRruifn39a+OuekaHt2XqFyOG8I0eJUaZDP6WZuuWhzBQIhAJbFs+5X6qDjoHB6J8X5wM+nawGMx1EKWJZk1nN/LS6+yLfY9BBZqiDC0Vh8UomSfc2zM4KFQ0DoV5ImekgcrhoFUkHh/TLUhl0kBnqukABJRSEMNPhfnYWkeXlRL6X5QuvlySfM9NBlCJWdw7m17kQdPbofyedAyqR/cx0IKdH3cSRgQYlamxJ5HtZvvBMhzwnMdNBlAJW3mUEgw6d/je6dIpWAGY6RptER6JXZzqG/Ko6HenOzY9CZs8ZVk8X7ftmb5z0go7sLMDrDX1RUUQdj3haZaUCgw7KOI/9DfiPWxLvjnzth8CFNwPNB8RrrybTMTAo5n/jw8D/PKg/j1iVvMg9rAxgf/4UcN0D4vl3fgHc98fQZ5cuCQW2bL1ir0f/6sF/3BI72/TEKnHsm8lkJrsNf/wI8IP7gd+9Kn6zf0C839svzk9qY4oiv5+dFRlgpLtoBWDQQRnob/8Sj7KCZ7zH/iN/EY/vj7SB92j66WhsESeUbZ+FvvPV04C5c0Kv0303Qc60bjNQv088b+sU/XroYVGLvVatEwdsrAzl82+Ix5aOFC8QxPmlYX+o48F9beJx977IacfoZDq8nvDiFQAozLN2GRPBoINIQwYrRfni0aupSKrXWuWwauDrZ4Re807V/VIZOMbaP7j7pIfZ4zbeoRFSTZ6r1Hy+UHN/qbjAnuWJhkEHZaxkK5Jq7wpk8UqPTtDh9YRX0OJFg7Ti6fyLQauzOS2RqVds4vVELqcTgo646rEeOHAAd999NwoKCuDxeNDQ0IBbbrkFU6ZMQWdnJxYvXoyioiI0NzfjyiuvxEknnZSq5SaKKdkTtzyQ5d2CLG/v6Y+c1usNP/B50SAtdT2fWMUn3H/Sw8pMR6q2oV5dNb0WKV5vZKajxG1Bx759+5Cbm4uFCxcCAJ5++mnceuutePrpp7Fs2TJMnz4dV199NZqamjB37lysXr0aubm5KVlwoliSPeblhUFbkVQ36PA4o5IWOVenajC4WCMRM+hIj2SLROzoyl6v3ole0OHTKcdwQqYjruKV6dOnY/HixcHXkydPRlOTGGxg5cqVmDNnDgCgqqoKlZWVWLt2rXVLSmQzeQLS9tOhV6fD6w2/++FFY3SKttm7VEFHrNZNbDKbHlY2h03VJtQLOoyKV7SKHBB0xN1NiEd1Zn3ttddwySWXoL29Hd3d3SgvLw9+Vl5ejoaGhoQWyu/3w6/XKUKC5LysnKeTcP3CKYp3ZHoFiuKBP6DA7w8/BXy6RzSJPeVI4J2PgOJC4KhDwr8/PByA3y/2eUXxoKdPwZ9eV7CvVbwO+82AmFZ+N6Dzm1atn9s4Yf3qdgLDw8AJ08x/R1HEdg4oxtuyqc2P1zeWoXJCYGR642nbu0P7xz/eDwSf6wn4ze8/qeSEbZdKofVSoCjA0Mgxb0Rus6HhANZvi9ynAgHVOcAfOa836oAJ44CaybGXTbt//GuTgo4eBf0DkZ95obc/BVTFeGL9ivKir18yzO4jCfdNtmbNGvT39+OKK65AR4e17Ye2b99u6fykTZs2pWS+TsH1Ezo7DwMADPUH0DfoRdO+XtTV7Q2b5vrfiGnuu/IT/PRx8fz+730CRQl9f9u2vcjq70Vr60Ho7MzG868Z/+Ynn+xF/nBv8Lse/zDq6nanZP3cKp3rJ7f3/d/7xPR39u+fhM7OXHy2+wDq6tp0p7nn+cnY2zYOk8pb0dmZi1zPEOrqPtOdduOuQnR2jgcAPPRs9N/+7PNO1NXtN72sqZbp+2ZnZycA4MMP61FaaHzxlMf3po8+w11/PghA+D417A9Ns33HPuQPh3dZfHsc+6Gcj/TrF8TjN2btR2dnRdhnu3Y14ZTDsvHqB2OD7+3YvgcHDlQB8AXXb9+eZtTV6QyLbaOEgo41a9Zg9erVuOOOO+DxeFBWVobCwkK0tLRg7Fix0i0tLaiurk5ooWpqalBQYF0eyO/3Y9OmTZg5cyZ8esPuuRzXL1xJiYj483KA7EGgsqoEtbVVutMcPrU2+Ly2thaBQOizI2qKUTsdqFjjQX8ges2xaVOLUTsNeO0h4KZHPNjfAdTWjknJ+rmNE9ZPvY3NqnjLg64hDw6aUoLa2oN0pxl83gOgEwVF5SgZ9KK8XEFt7Vjdabu9QMl70Uu0V8wP4AfLvKiuLkFtbWLnTys5Ydulkly/kpISAB4cedRMlJcaTy/3o+nTj9Tdp4b9qnPL4cWonan/fTP7oZxWq/qgYpRsCv9sak0xvnsUcPEe4IYVchmLUfoh0NXXFVy/miOKEcchEJfe3l5TCYO4g45Vq1Zh/fr1WLJkCTweD5YuXYpbb70VF154IdasWYOamho0NTWhubkZs2fPTmjhfT5fSnbwVM3XKbh+QnAcjJHnHo8nYohnOU3vgC/43OfzQVHU3/cF27rHqq2eleUL/oZ3pKvheDcFt1/qqLdxPN/xeACvzv4TmkYZefQE/wx/whN7PxpX6jPcZ9Mp0/dNQGw7r9cX9f8ut5/H49PdpwJK+DRG5514zmNaQ8O+iM+ysnzIygrvhTQ7ywePR5aviPXLzoq+fskwu3/EFXRs3boVCxYswJgxY7Bq1SoAQFdXF2699VbMnz8fixYtwsKFC9HU1IR77rmHLVcorcz06qiu3AeEV+CTlcX0KmRphY3mCFYkpUhm9kfZxJH7T3qY/b8bVfQNa72S4LxjGRyOfE+eo9TnKm1zWUC/RYvd4go6pk2bhs2bN+t+VlpaigcfNBiIgigNzLQA0I4Sqz4xyIuEmTb52sCEF43MYdWm1BulWEvuRmy9kh5mthGQWDf1VnVtr9d6RQYY6kDD64k8D+kFInZzwCIQpYaZg7xTk+nQu1MxFXSojiSPhz2SUiQzgUSwaI87UFqYbjJr8L76nKOdl1WBpN5gc/IU5dFkOrTL4IRMhwMWgSi19E4k8uBs7w5/X32n4/eLJnFmqDMdHOxt9NBua0URFwXRrDHUi+3wsLkgmEFHesltFOu4N7MtI4IOk5mO4eHo218v6AhmOtRBh855yAlBR8JNZoncrDBPdPJ1QNN6TH2wL3tW/B0yIfb8tJkOjhI6OikKcOVdQEc3kJsj9oNzTwFWvgVcck7s78sLBWOO9FAAbPoE+OljwA3zgNnH6E9ndHyrt1simY7hYeCiW4EzjjaeRq94xadTvKJXr5PFK0Q20LtrkAek9q5B77xg5q7Tq6lISpkj2vbXbuuhYRFwAKLX0aFhEXAAwOdNkd+fNiW8cymZ6WDQmh6BAPDWSJckL68zns6o7ke0fcXMNpVDLKzdGOW3R7JnXzg29J5RpoPFK0QOIY9NbdChd2Iwc9cZUaeDt6qul0gAEO1uVu9CdVwNMPPQ0Gu2Xkkvs/UujMZYidZ6xao6Hf6A6Pb8S6rxVA3rdGi+y6CDKE3kwaltfqZ3YoinLF7iNSNzmNmW8mITLVjQGx3UpzMSqNnfJOupt1+0jKX6PGFUeTSROh1m6oMFlJERZHWax8aq08HiFSIbRLsQDGmDDr1Mh4krgE+T6SBnSiSDEM93ot3N6gUd2osHi1fSy+z/XT2dOoOVbJ0OM/taICD2GY9OgBHWZJatV4icJ6JOh85Bb6p4RXPhYHrcmRK5mMcVdESZv27QodNLKfef9DFbBGKU6VDTbkNTAYXJaXy+yKIUIPw9vQDDCZ3KMuigjKd3HMuDc0hzIUi0eEWbtuRFw5kSKVePZ1tG61xK7zOvTvGKXlk82SNanQw1w0xHkhVJzU7j9URmNQBWJCVyPFMVSePo1AlgN+hmKArwzD+ARpsHUk0o0xHlMzn2ipn5G2U6tGXv3H/Sx3TxihL+/NX3gB0NyVckNbPd/YGR8aBU7xkXr4TvXGaGdEg1Bh00qplpMmvmZKGt1MVrRnQbPwH+uBq4+VF7f9dsN9dqVrVe0a1I6ossXvF6WacjXdTbL2pFUtX2GRgEHnoOWPBQ9IqkZvY9U8UrgcgKyMHiFdV0LF4hcqCI4hWdE4OZkwWLV+IjOzjq6I4+ndVSdTGXF4to85f9K/zHGaH39DIdAIPWdDF73KrPCerOuqJVJDWbxYgloETuN/JpRKZD811mOohsEK0b9IjiFZ1p9e5Qtdh6JT7p+helqk6HnMZMpiNbdbep12RWryye7GF2/1CfE/oHQ89tq9Ph1VQaHdmn3NANugMWgSi1dFukjLyn7adDb1q/iaCDdTqcS2/kYKsEm7iayHQEgw7V4BPaJrNynixeSQ/T46Oozgl63ZIDkQGMpXU6tBVJzTaZZfEKUXrIg9FMPx1mMh0c2t651Ns0nkxHPH1mmJlGBrhhQYdOk1nWCUqfaPuH+phWnxPU2dKkMx2JViQ122TWAVd8DvhGGU/vRCAPbjPFK/HW6WDxirOot38iFUmt6l9hSC/o8Or002HyN8l60f7v6s/UNytGxSuJdA5mJjAZ9kcGqx7NI8AmszRKBQJAT1/83/P7gb4B89MrihhOPJbBofBhxrVZDCsyHR7P6LxTlQOcmWFFYNY3YK7oy0xHTtFEbzIrHs3sI3qZDp9B8QqDjvgMDoXfQPQPxB6eXk+0c446YDUqXonaI6lFmY6hYVFMotd6RV18ole8wm7QKeMt/A0w7/b4TwALVgDfWmx++r//G/jmYmDbZ9Gnu3gh8MMH9Q9uRUlilFm2XsE3FgGXLLHv9761GJi/PPZ0iRavSKbK2f2xoyh5UczWXBj0eiS1anCw0eIbi8SxLX1zMXDVPfHP5+7fA60d+p8FzAQddmY6VO/pVRrVC+zZeoUy3qZPxaO2aWosn+6Jb/oX3xaPH+yIPW3jfuPKpYlW4IvVE+BoMTAYexor1e+LPU3SmQ6LmjrK+WSpgw6Di8Vo3X8Spff/MgoeYjHap4wyHf0m93mriumG/ZE92erV6dALOli8QqNGoidRsxcJmWbXO6h0O/zSmW8gkETQwaHt45Js8Uqi46HEVZE0jt+Kp66Itk5HRAqcrVfSymh7GxavGNXp0HzfqgrJQ8OR/XQYZTC0y8DWKzRqJHoSNXsylycBvYMqWkVS7XuJxgpOSFuOJmbqckjqbR3P9/S+bzhNokGHybQ42cco6Ei2eCWebFg0Q8ORxXJGdTVYkZRGrURaDQDmLxIBndS1Vqz+GpLJdOilNZntSJ149qdU1ulIJD7QViTV8rJOR1oZ/e/V+5y6wrTpiqQWZcyG/WK/0RvaXku7DE4IaBl0kC0SDTrMtApQTxct6FAHMEaZjkRP9trWK5RaZvcLQJPpSPHQ9mZoK5IaVWomZ1HvO+pzyaDJJrNW1ekAIjuVM9sqxQnnJgYdZItUF6/I6aIVc6jnZZTpSPRkb7ZYh4Rk6ywknOmwuMlsImJVJNWr50HmJfu/M9pHjIpXEukG3UwRTjTafjrcVLzLoINskepMR7SKpIEA8OTLwO6m6PNQYE0FvngqILpF/wDw8AvAvlZr5pds8UGimY6Vb+lP89e3xMi3avJrUYtX4jzZG/WvoJ7XaGky+/oGYNW/rZ9vPPV2XtsAbNxVGPae3r++tx+49/9Cr43qdKi3m3zq9wO/fQnY26b6zGD7mj1nGLVeSXR+dmKPpGSLRE+i8VYk1Zt+R4P4e25N9HkEAokvZ6bX6Xj5XeDldcCuvcA9/538/JIN7uIabl417dqNwA3zwrdXIAA8/qJ4vvLO0Pty+1m5Hb2e8MBYN9MxSlo/LXtWPJ57irXzjecY/uWfvejsHI+SEtX3dfatLbvD+wAyCjrUdT3kNnzjQ+AvazXLGNAPFMwuu7ZTOWY6iDQSaTUAxF+8kmhGRX7XkkyHDDqSn5VjyJ4ae/utmV+y/5t4Mh3a39J+V9sVfvB7qQg6vOFFcT5faP7qTMdoCDpSJdljWK9XXRlYzJ0jHo2CDr1xWPT6rjEKLhIuXnHRldxFi0puluriFXmAx3Mx0puHFef6TMx0BDQXxqTnl6Y6HUDkRcBolFAzw9XHSy/TIZePQYc1krnxAPT3B7nP5OeIR6N+OswOA2BYbyTBiqROqCBqFoMOskWqm8wm+zvASD8dFpzsXXT8myZPklalcdNVpwMIjYEixQo6rOT1aoIOdZ0O1eNoqNORCoqSfNCht93lPpOXKx6HDCqSqt/XZrDUks10aJvMMugg0kh1piM4fQKDPEmBQPInLLVMuluVJ0mr0riJFrcFvx/HdtL+ljbIMAw6Rh6t7B3Up60AyG7QLeX3W3cMqzeB3Ed0Mx0x6nTodk5oQabDTYGGGoMOskWqm8wGfyeJk7VlmY4MLF5RYgQd8a5rsv+aePYL7W9pi1eM6nTIfdbKzagtXtFram3UdwfFFlCSD2j1BItXRjIdfjN1OqLMz+izeOp0uKnyqBpbr5Atkg062rvF2Xl4GOjqA8YUAy3t4oDPzQ5Nn0ydjmT66VBz6x0IAHR0i/+nTCMHAkBLR+ziFb8mrRzrf5Bs9sBsRqujWzT3Vdv0aahibEWZWD+1wSHjvhe6ekXnXvL/E++2jujUyRO6AAXrdMQ3y1FPvX38SbRA0zrQJfZrn09VvKKT6ehT7V+DOpkO3eIVWfHdD3T2ivMZMDoyHQw6yBbJFK+8vgH42f8dDF8x0NYN/OGfwPe+Cqx43rrfAZLrkVSPG29WL18KFOYDf1gsXv/6b8Df3wGOOlS8NjrRqdc1EIg9sFSy/2dT3UUPA/99P3Dw+PD3H/tb9O/99DHRPHL8WPFafVG7dIkIVB6/WbyOO+jwALk5ode52cDYkQvO9CmheXLAN/O0wxuYPQfE+h837gd+8xJwzYWhTIcMOtTFKIMGmY5o5DL+eiWwah3w8PXApMo4Mx0myimmTlbw3sfm5mkXBh1ki2Qqkr7zsTizv7vFg+ICcQJ49V396c3WHteTzNgral6XF6/09IWev7ZePO5sEI9GmQ71/81vJuhINtNhIqPVNygyE581R3723fOAf74PfK75TFFC/THIbId2O+5vj3txg7xeoLgA+On/E+tQXgaMKwVuvgw4WhXYuXXfSQftvmd23zKzD7309kjQIet0aCqSHnUocPIMYONO4L2tQLfq2InW+kku46p14nHX3pGgI45+OowC3vuuDRXh3XqFghde3YdZJxbD54QhZsGgg2yScNCh+Z5MX/brtH0Hkgs6FKszHRl04ZD/F6PzVkBzt2l2fokysz/Ju9OO7sjPvj4b+KQxMujw67RKkIuaTCVlSV4MTp4Res/jAU47KvR6tNXpMFMcF412bB31vhFt3vGckwY1QYfcT84+XvxVlImgo7M3/LcB/XOSukhNfd4xnemIkuU4YlLoeXEBcPTBPTis2hnD2gOsSEo2saoiqbzjMGpxkEwlMlYkNRbsSyLG54C5k7kd/XQY7SNScWHke+rvyOdyWWPNzwwzKXEPMmvfiSXZip9h+56m9Uq0/Sye+l9y22vrdMjMX0mBeOxUBbjBYFXnd+RyySBUvjZdp8Ol9TkABh1kE6uazMq7V6MLQDKZjtHeI2nUwapitF6JdyRXO/rp0PbHoSUvFGoDOj1Kmp2fGWYuFqNtwLdkm7iGBRma1ivR5h3PsT44JAbqk4P1yeIVmT0oGQlg9TIdukGH5niSr81ud4+Lr9wuXnRyE6uKV+RFoas3clogvHOeeCUz9oqaW2uVRzvhRauJD6Qh02FiO+t1P62mrtAZ/I5OMCv3iVjzM8NMsOTxuC9gTUayQUe04hUrMx25OaGgUZvpKJaZjp7Qd6IVr2hbgzHTQWSxRC8yEeNkDEefX7J1Oqy8w3Tb3Wq0k3+wnw6joCPOOh3J/m/U+4XRvBLJTERrfWBFpqPHxNg1o6F4RdvMNRkBTZBhNgCO53dl03yZmQgGHSOvi/PFY0dP5HfNZDqCY0eZDITcNNaKlosXnYwMDAIPPBs+DPngEPDgn0QzMLW6HWLY91Qzc4B/1gQs/7MYzTT4PYPiFSPJ9NNx/x+Bhv2xp4vFrUPbmznheb1iH/rln8Mv0OoT/frtYp+S6/+vTcA/68rCf8vClLrfL35r+Z+BGx8G7npGtMBJJDOhl+kYHBLzVo8yuvhx4NnX4u9Tw6gCtJpbm8xu+0wcQ2Yq3GoDhWT4NUGGtrjFiNlzxc2/Aur3jgQdIxtc7lvydVaWqGSq7vNlbyuw7I/hrcGCy6XJdAz7xXHyx9fMLZPPxVdutl7JQC/9G3htA/DpHuCXPxLvvfoesHo9sLkeePTG0LSLHhePF58p+mdIFTMXmZ/8WqQn//F++PfUA2Fp7zZPPxpo7RDvf9KYXKZjXxuw8q3Y05WXAqccCXywAzhkAlCQq5nApalPM9vI6wGWPCFOqIdOBL56mnhfHWA99Jx4nDsbKCoA/v5vD977aCwWXBGaxuoLTWdvaL/ZBmD8OOCwiZHfy8kGbpwnnp9zAvBmnThOJL1RdLd/Lv7U++UHO8RfiU5lVD0FeUBhHvCF42JP6/W6s3jlx4+I/eCMo4ETp0efVrv9khHRZFadRYkSWJj93T0togLpCdNEEcsxhwO794ltqu4DZtZM4P2tQPtIZdK3NkZZZk1rsMFh4KV3wotnonFzpoNBRwaSB5r6rm1Y571U03baE0vfQOR7w/7QfPyByLvXBd8KHbgX/TS5oCOanOzQnf1vb4k+rVtbr5gpT/Z6Q/uQ+k5R77vypD44BAz7PRgYEneEZn8rGu1FS1vHZ2Awcl//0TeBs1QX/eIC4IHrxPO3NgJ3/964rpCRnj5zEeaRBwMLv2Nunh64M9MRHGvExLRWZjq0QYbZiqRmMnsrrgcmV4a/97Pv6U973cXicW8rcM090eerLa4cGIxv32OdDnIUvYtezG6pU3CBjLdyoR5/IHRxGxwOv5Bk+cLbnmf5kqtIGk1Zkflp5f/abX0tmK2Lobd/6W1fua1ksKZXyS5Rw5oLi94JWxt0RDsEZMaiXadPD7PLEU08d6ZurYgsmdm2VmY6ohWvRJu3mW2nHmLBLDObTy6X3C8Gh81nOdTfcyMXLzoZ0bvoxToRJFMXwogVJ5Zhf/jFS30hydGcEHy+1GU6Sk2m0QHXlq6YbnUSrLOieV9L26eKOjBIOtOhzrIEwpsqStpKodE6R5KtD5LpbTSaeMrgPR73BazxireJddR5abImZs87Zn43kaDDTECgrdMRb6bDzXU6XLzoZCSRbrhTMTKjttOeRPj9oYvHwGD4hSRLcxHJ8pkLnvK1dTBMiCfTIbmteMVs/xrBvgU0PT9qyW0l6+F0qSrUWdkNuj8QeZfYr1O8Ei0lLVsftHYYT5OMeLIXbu8G3cy6mi0CMUMbwJgtuklVpsOMgCbT0dEd340fi1fIkeIpXkl1piPROzd/IHTx6tbUAtdmNXxec5mORAKIRIpX3HbhMBMYGl0g9LZvRKajJ/r08dD2xaC9S+zqjcx0RLsDlcUr2hFnrRLPRcLr0tYr8dC2PkpGQHOeMXveMRPsaLOpZpgJuuRiyf0i3v3OzcUrrEiagczs9G2d4Sk6f0AM5ez1AKUmL7CN+8WYA0YHZjx9N/QP6AcMDc2hO+QDmvJ27Z2szws0H4j+O4C4wOxtjT2dmtn/CeDOMvnG/eGBZ3evfvPOQCA8k9bTJ1p2FORFTvvpHmDGwcDAoPiCUaajbyA8+9TQLLbPEZOAsmIRPLR0ANlZohl4aVH4tter07G3NXI7RNssOdniL979wqx463S4LF6Nm/qC33QAOHhC+Od7W8Xou3oduGmpzzNNbeHf+ffH4rySPXKlKy0MFdnqtVTSSuTibubwb+8G3tsS2t/iDTrcXLzCoCMDmanI+J1fhL/2B4Arfi6er7wz9m80tQHfvw84cZpxrfx4UqiLf6v//tqNgKKIFerp88DjEUFDZw9QXR4+rdm75+Onhve5kJsTu0+HyjHisWqsud8A3HPhqN8LXPegaAIr/eedIujI05z01U2YFQX41V+BN+rEfqD165XA0YeFgpmu3tDpWL2tbnok1LTb7weuf0j8du0RwJIrRauSd7cYL79e0PFZk/jzekMBTqxitfJS0Twy3bwuL14xs+zqoPPnT4Wfc9o6ResPuf3jmdfy54D53wy9fvoV8WfWhHHJB565ObGLyJY9G37OibcuUSJFxE7BoCMDJVKnI97ilbZO8fjeVuNp4qlIumV35HvFBcB/ng8EAgG07N2D8gnFyPL5cMzhwMe7gMMnhU8/74uhPiKk8lLg0i+Ju6b2bhGwHD8VOOoQoLoC2PiJaM64vQH4y1pg68hy3DBvpHWMV9wdHToRKMoPvzAbcVvxiuwQTd1fhVEnVuqgI6CEMktGrT7q94Weh1UkDRhPI39bnoijBRxymbp6RUXRX/6PyNjJ71aNEVmYpjZg5qHR53PLZcDORrF+Dzwb+flFZ4r95pl/iD5h4qHXHNyI2+t0xNt6BRAdisnm1K0j55a6HeZ+TzuvvgS7qz/qULEPdPcB7V2hysXxKi4QzWpbOsR5p7UTGFcCtHUBH38q+nsx23Gd7POkpFAE5JMqgZ0NwEkj/aA8ND+UxXELly0uxSOeGuLxVuYyM0xysuW2Mw8Vw0b7/UBdXR9qa0O/e8YxkdPPmBL53qRKMQ+to0YuQGfWisfyMmBHQyjoOGRCZPv80482t9xuK12JpzjI79ef3qiLcPXF1kyTWXURjNkmhH6/CDqK88U20243wFywOGW8+AOAR/8aGSh8+SRxJ/zhJ/pBx9iSUDAuzThYdMhnpvtzye1BRyID/qn7cImXtuj2QFdi85lxsAgYigvEdk7G0Yfpvz+2OLyTuVhOPhKYrTnXqZftoKr4ly3dXFwyREb0ihlidU1sputitWhjVASXI8kms/FWNjTbO6Th91V3NskEDsFMgEsqA0YLOrTbza9qMqteP6P9QX0BUAcURvuDOtDo7jOZqldEk9lkt7+a3l1urJYMev9HeYHQ6wo72nzc3GTWzLGuvQlRB63xHjfa/1VnnH2tSHbUxYo3e+LmVipGGHRkIHnQq0/Y6k6z9AKMeIMCMz2bJtt6Jd6TT1GS3birTwjJ1A5329D20c5r2mK3QEB//Yz2h5b20PNunWG/tWQRTE62mEbbYkmPLF6xMujQm1esoEMv8JJBh5n1kNxep8NMUW3E6NGq4gYzNzRq2vNEvB28SXZc4NXnGDMtY9xYKT0WBh0ZSN5FqE9c6hOB3gVCnUo2c7E3lekwOQaC0Qk23kAo2WZk6hNCMge7204U0ZZXu23UdTqG/eFdnetpVRU3dBrU6QBC+4cMOiaOC38dzfBwqHjFKiVRMh1G+6teYDGm2PgzI7J4xa2BRyJNr9XnpHiHatDe0CQadNhx3Kr3q4kminDcdi4xg0FHBpIHtPpgVDdH1St/71UFHWYCCvWJwTBoiDE2R3BeBpWqrCieiGekUfUJwYomaW65aMRzYgso4SNjyv3KqE6HulZ+V5RMh7woy8Bk0ki9jA4TF5DOXjG/RCv+6dGbl7Yek7ZzOr3tLQdRNDO6rOT2C43Znm3VBmOcn6L+nibIUQcd2m0UjR2ZDnVzXjMt4TKxeIUVSTPQsCrTUb9X1LZXFz3oXYjVFd0GhoA8VZOs1etFC4Mrzx+Ztk8MYS1du0ycKLOzgP/+ujhQVrwAjFcdVMN+cQF54E/A1RcCT64SrSZmzRQj4upJpEimIC+8/X1vHK0GLMt0jDy6JeiIh98P5IycNYb9qnFxDAJV2TIGAHr7Pbh2mXj+WVP4dDf9Slwg5AVDFks8+3rsZXpylXgsTnGdDrlPyAtBSWHsHkwLdfoviUW9/7gxAFGffx56TozIfOJ04PUNwKd7xXkkWvGK+vlTL4vWS8ccDlx1AfCbF0Wl4LOOE/O/6xng7Y/C57WvLfS8pDCycq8RO/7X6t+oKItv+kzBoCMDqet0LHw88m5RN9PRb/z5g38Sj989VxRhvPhO+OeKIr7zWROwYbs4ae5sEH/SwCDwf68B67cBS58EPm8W76svPlVjxQlLnsgTyXRceg7wj/dES5O3NgLnnWr+u+PHAsfViOdjEui1VHLbiSKeYqyw4pXh6OX3Y0uAglwgJ0tB1RFt+LyjBIGAJ2z/GlsiLvB+v9jeJQWiU7DDqsXn67eJx+ICYFIFcNxUsX0LcoFZRwPPvBoKbKzMdJw0HfjoU+DUo8QyyOUBgG98Qey/V10A/Ol1BQNdrdjbXYLjpnow7SDg1fdEC5pxpaI59uxjgC+dZP631RWR3djzpNyf2jpFS41/vC/64Vg20gxZN+gwKF75x/vi/LWvTXxv5Vvi/bOOE5WUtQFHeanoW2ZwWDRTvXEe8MMHQxV5J4wT81cHIscd1g1/VgmOPsyeA/fiOcAHO4CvnCyKtasrgH9tAk6YBtRMEs9zc0QT9sNMtLpyGwYdGUh9p6HXP0CsOh1GRRI9/aELhHTfteIi0dIuOpTq6tW/6Hb1htqT65W5Lv6u6D8DAB5dCbz0dmKZjgtmiT8A+OZZ8X03Kwu47T/j/00jbsl0xNOcWX2xUBevaM0+RvR1IuavoK7uAGprp8DnExfsH9wvPvvNj/WbSm6pDz0fWwI88ZPQ62+ptuumT0RfK4B+PYxE1R4R6rBs3hfDPysuEPsrAFx7kYK6unbU1irB4pcTp4dPL/8PZslAwyW7T4RhnTplYZ8PR95QGAUdsthtcCgyY6Gt7zP/m8AXjov8vYVXADf/Sjx/9Ebx+Ne3gMdfFM/PPaEVZ58xwVQ3AFb4f18RfwDwP98QjxfPCX2u3X8yjQvjaIpFXkQCSijtrQ4E9IKKsDodBhcS2ZxRPS9ZuU7eZXb1hLdSkLp6Q2ljvcqBxTr1KZIdCCpd3HbRiKdjOL/q7ntoOLxVlFq0zrDUwYHRnbx6f4gWTKinszLTkU5uL56T5x+jCqEDQ+aLV9QB8R5NT6Ha84hR0JCjE9Sq96nC3BQMPEWGmOnIQHoXa3kCCwT0Twa9qtr16oNefeKTB7n6IiWDjtwc0QSsq0+/CWZnb/SLcFhzVZf1c2HELReNeDJKAU2mQxuw5OWISpPReoVU1y8yKooyG0yYDU7cRG8UXzcJtmgyuHkZHI48R5mpSNqoqh+kKOGtoQDjSpd647eo95vcbJccqBmCmY4MpNdkVhryGwQd6uIV1efqWvcy6FA3/1P3XVBcILIhXZrmgeWl4n1thqW8NPRc7+7XrR0kue1ONZ5MR0AJ9fMyNBxZvGKmtYb6jtQo6FAHJmaDjozJdLisTpCW3J+MimkHBs0XrwCh80SjalycgcHIHmuNsmZ6/atYVWmc4segIwPpdQ4mDfv1Wxr0GQQd6hSmvLNQv6fu4KY4X3ymTXtWV4hARXtnUl0Req4epdTtmQ63jb0SV0VSVd8cepmOgpFWT/GMNaJHHZhE6/QrI4OOkUe3Bt1y/zAqXtHLdIR1DqYJVuR5Yq8q6Ojq0yleiSPosLIjOYoPi1cykPqioDUwKIZU1pKV8QAxAmtJgagxru5nYeNOERA0NIfeU5eXlhSKYc61dxyVZeICvHtf+PsTy4EPd4rn6rsNt6eX3XLn5PcD2z6Pv05HsJmsToVAmelINuhQi9bTrDrQSLZHWqdwW9CqNewXAzKqzylyYEBAvK9uSg2IcY9eH2k6/1lz+GfyPPHp3tB7r28IHykaiFK8opfpyJB9xY0YdGSgWBeRtRujf/7nNcALayNbNbz+gfhTU7c8qCgLnWjKikQrlfxcoHKkv44WVZ8G2VnA4SPNELWd5BwxMnrsMUdEX06nc/o148mXxci68v8dS0GeCCZkUKs3nsi0g8SgeSfHqIGfkx27E7rDqsXAatH6M6gc+SzLZ24QQjdwe/Hi6vWhpq3S9+4KPf/1ysjv/Ptj8adnxsHAqn+H94nyu1fFY5YvdL4zCjplNrZyTOg9GRyPK3XpP9nFGHRkIKMmkN/4AvCnkc6WKscA/3OxGFJeHsC3XAY89LxIW/r9wGlHiSZoudniT108UlEWeZBfeb7o1wAApk8Bdu0V040tFu3N/QHxen+7GHJ8cqV4PakifD4nTRdNcQ8Zn9S/IW3ccqcqA8QdDeHvz50D7NkPvDNyEbjrv8SJfdU60feJPMkf0Gn6fOQhwBdPiN3F8//eEjsbsvAK0Snd0VGGpD/qUODnV4k+MTKF2+oEaZkZ3O7kGcCFs0SmanA4cmTYsSWif478XBF0VI0BOnpEBnZgKFR0UzVGBBVtncA0nVGmARHEPfbjyArMj/0YyMtRsHNbQqtJCWLQkYGMMh0nzwgFHbWHAzMPA4oKQkHHKUeKLMhbI5mQIyaL75hVVCACBkk9vPMJ00LP1cOM1+pkMzwe83ffTuSS0hVDxx0hOlGSQce0KWKb/HNkSG5ZSVSvi3Kvx9xw23II8WjGloi/aDwesR9nFJcErck4rDq+7WYUUEgTy6N/rtfleNXY+PqoIWuwImkGMqoYOLY49FymHLM0LQnU5Z+Z0gTRbm7JdBjxesMr5cn1kZ27RctQuLEHTadx4/4T77KyIufoFdcpYmhoCI899hhqa2uxffv24PudnZ2YP38+Fi5ciGuuuQbvvvuu5QtK5vkD+m3T1Qe6/Fxb4ztH0wSW4hfsxtpFFw01n1d/oCxZZyLaBSYTB6iym9eF+0+8QQcrco5ecRWvPPvsszjhhBPQ1xdeaLds2TJMnz4dV199NZqamjB37lysXr0aubm5BnOiVPIHRMZC205eHVDIjIY26ND2u0Gjj8+n3/ww28TZwi0td5zMjZmOeFpAATy3jGZxZTouvfRSHHvssRHvr1y5EnPmzAEAVFVVobKyEmvXrrVkASl+w/7YQzobBh2qDAlToIlx40VDzedNPOhg8Ury3Lj/xDtkAc8to1fSFUnb29vR3d2N8vJQTZ7y8nI0NDRE+VZ0fr8ffgtr+Mh5WTlPJ3jkLx6sqfPgvJMVBPqKsPxlQEEAHT0ejCtRoCjht51+fwCKIq4KWb4A/CMdhcn3/P4Asryh14W5AUdUtHLb9lMC4n84PGzu/5eK9Xv8RQ9Ki5TgQFKf7gF+/TcPfnKZgg3bgXVbPFAUROwjAKAoAXg94fsFAHg9Ht3ptd/Vrobbtl88UrFuHoj/85DJ/SdVunqBpU8Bpx+Wi1eeUVB7hB/dfcCBLg+Oq1Gw7FkPKsqAmYcCb36ovy8ZKeC5xRZ2rp/Z33Bk6xV1fRErbdq0KSXzTQdFAf70T1H9+8mXgJNr8rGroQsHVQygNFvB1Moe7Nwt2i0W5/tx/omtqKvrQmen+E7DZ82oy+uCogDHTC7HzCndqKvrx56GUnR2igBy5/ZPDHv5Swe3bL/6+jJ0do7D1q0N6Gsz30uWlev3zMtiOx9eJtrF/rOuDO9uGocXX9uL37wyAQBQVjiMzp7QKaCqbBCVZUNoadyHnXvz0dkpmhnV1Yl5NH4+Bp2dohlATraCwSFxkTnmkG509WUhLzuAruYm1HXo3/a6Zfslwsp1+/zzcejsLMOmj3ZjXLHBQCQ2+GddGd77aBx27BqP9p5uvPJO6LPfvyweG/cBdVuBLJ+CSeUDGBr2INunIKB4kJMVgD/ggdejwK944PMoGPR7UVk6iIZdzWh0UFFcJu+bgLPWL+mgo6ysDIWFhWhpacHYseKE1NLSgurq6oTnWVNTg4IC6wr9/H4/Nm3ahJkzZ8KXIT0I9fQBJSUyIlAwONyNkpIS/OZWZaRopQJrt4nPrzw/gAtmlQEIfWf61GLUHiO+rS4xaxoESjZ7UZiv4Pjjau1YlZjctv3qu4CSrV5MnVaMaQfFnt7q9fP7Q9u5trYWAFC314OSEg8mTioOfpaTA5Sofu63CwPIzwWA8cj5BCh5O3weuzqBkh3ivYoyBfvbxVXjvNnFOOdEOZfI9rJu237xSMW6bdznQUm9B0ceeRTG6zT1tMvOdqBkuwfDgwdQUlKCaI3BD52o4P5r4ykPmhh7Ehtk8r4J2Lt+vb29phIGlmQ6LrzwQqxZswY1NTVoampCc3MzZs+enfD8fD5fSv5BqZpvOvQOhJf9Dvo98Pk8yM0JpSbk57k5vmDLA/lefp5PtwfH/FwxTUmBx3E9PLpl+/l84n/o9ej/j42/Z836dfeFtrPX64PHE3qvu98X/GxgKLziZ052aHlzskOfyWXKyQm9V1LoCfYwa7Qvabll+yXCynXzyv3HG9/+YzWxrRWRrYAHnii1hEuLnHe+iEcm75uAPetndv5xJc/ff/99LFmyBADw6KOPYtWqVQCA+fPn4+OPP8bChQuxcOFC3HPPPWy5kmLakVyHhz3IydK/09CrVKo3HgEQqkjK2uWJS3cLDnXPsbIFU5fOYH1a6qI0vaav2QaDsOU4spDWvZwy4OHQSBG9PxB7h2YTWDIrrtPFCSecgBNOOAGLFi0Ke7+0tBQPPvigpQtG0WmHde4f8hoGEnpBh1HrFjkP1i5PXLr76dCODJyXqwo6evS/A4S3PNFrjaDeZ9Qdx+n1CUOJc0rrFXmOGfbHDjqKeJNCJjmomiDFQ3vH2jvgC+uHQ81MU0dJBh3MdCQu3WNnqPcN+VxmP5rb9b+T5QvP0OgFTOqgQ32RYabDWsGgI72Lge6RfcZM8MybFDKLpwuHaNwvytgPnSgG4mrtAA6fBHz0KTD7GDF42q69wJhiMTjS5vrw7+/vyEZlhe6s4wo6chh0uM7gEPBGnaiPc6ArfEjxF98W+1HjyFDijft1ZxHRv4ZeZ0/q/aiYmY6USVfQurcV+GAHcOwRQN0Ocb4xi0MmkFkMOhzi+/eJx7/eAdz6WPhnvQPAs6/FHpXTTPHK7GNEm3qjWvHjSkRFSO3Ir2Se3enxdZuB5c/pf7Z6vfiT9rXpT1dWFP56wsgosWcfH3pPHXSEFa8Y7HeUmODQ9jbX6Vj+nLjJKcw3N1KsGm9SyCwGHQ7TrXOw72sNDzjKS4EF3wZKC4Hn3giN/ml0kVNfLH70DeA/zzcevXNcKfDYjSKjQomxOz3e1hV7Gq2L5wDHTwUqxwDNB0JBhjRhHPDET8KDi7DiFVXFQQYd1kpX8cq+VvEoA46bLwPGFgdwzZ3i9elHi/0myyem8fmAG1aIzxh0kFkMOhym+UDke40t4a/HlgBHHiKeV6syEgND+vNUXyyysmIPF15eFnMxKQq7W69Ea5Fi5PBJoX2ookx/Gu1+og5eCxl0pEy6ile054/jjgivUDx9iij+lbpV+x3rdJBZDDocQN17rDbAACLL4dVNG9UnfDNBB9nHrotGIkFHImXw6v1IXXnUqAIzJSZdxSvq80eWT9TVUZ+btHXDwkakZpNZMomtVxxAXaSiV9HvwEj6XG8wLXV/LEZBB4cbt5fX5jodZoOOfFXXOYmkw9UXHXWwy9Yr1kpH8Yoch0kqKRTLoc7aaYOO7KzQ5yxeIbMYdDiAujOnPTqZDknvwFafKORYGFrpbno3WtkVdGj7bDGiLopL5CKhznSoW6xkMeiwVDr66dDWJdPLhGkzph6PyHb4fEBBXuqWjTILgw4HUN+p6hWvSPJEoL77UGc3jDIdZC+771TNZjoqy0LPky1eYT2O1ElHnY5OzT6kF5TqNb3PzRZFK+nuhZfcg/coNnjmH8DHu4C5ZwL3/p+o+Z2dBQwNA3k5QP9gaNqdDcbzmTAO+Lw5/ISgrt9RmKdAb1Am1umwl5k71Tt/B5QWAd//mrl5+v3AghXijnTqZODtj8V7Odnh2a5o1BVDE8lOqLtBZz2O1El1nY5f/VV0j//RLqCpTWStBgbDp9ELOoyGU8hjPy0UBwYdNvjjavFYMznUHG1oZMRqdcBRXABMPUhcrNZvE++dfxrQ3CaasH73POCpl4F5Xwx954LTgKY2BZ/s6sIP54W3c132Q+Cdj4GDx6doxUiXmZu+tz8Sj2aDjo4e4NM94rm6hZOZgOPHlwA7G4GvnyGKYg5LcADoqrHAuScDHq9otn3zZfH350CxpTpTtm6z6HxQ0gYcgH5rlGydoOOSc1inh+LD3cVGe6MUnQDAou+IoKOjG7h8qXjv9Jmhpo0A8P2vh38nNwf4r/9QUFfXjIOqwoeLPqw68QsMJc8o0+HX6e0zFrP1NvRMO0j0sQAAN8xLfD4eT/j+d9pRic+LjMmgNVWZDjPFcUU6rVH0Mh3qzuOIzGCdDhs1GHRBLcmUprq8nO3f3SdW8Yq60p7ZcvtEmsVK7KbcXVJZkXRgMHp2TLaGM1u8QhQvBh0ppj5xRKskCoQq97H9u7vFqlSnrrTX229untqKflrR6lgw/e0usk5HKopXYu1H5aXiUbd4hfsRWYBBR4qpuy9Xp0v1DmDZy6PXG7qr0EtzkrPFGtpebxTYWGJNJ+9M9e5GWenTXVLZeiXWfhQMOpjpoBRh0JFiRge5XvpSfYecmyOCEPaB4D6xKpKGBR0mK2LGqtMhWzHpFaWwOaO7pLJ4JdZ+JMdc0js/mRninigWXtIMNO4PtRIYPy5yQCypqU00Y515KPDWJuCs44C3NgJTxgP//ti4Hkesu4bcbKbF3U570djTIvYp9Yn/f/8O3PhtYHtjPsrGi2aMg0MiO9HbL9LcnT3A2g/1fyPLFz4MfW42W5S4XbDJ7Mj+MzgkRoY+rBp4b4uovDmuNPo8WtqB1zaITru6ekXGtKdfNN2PRjZ/1Q06bO6WnTITL2sG5FDz0so79ae7+h5xcZk1E/jXJuCD7eIEYWRsCdDWCXzrLDGU9LmnAKv+HTno1sRyoJC9/LmS0Z3qM6+KJszqJs8ffSouDr9aNRG//5c37qzEt84W8533ReDBPwH/cboIZI46FNjbGt40ktxBW7zyxCrgxbdDn/cNAld8Jfo8XnwHeP4Nc7932lHAxk9E8/2J5SLgGKfq0+Wkmi5s3VdqODAgUTwYdCRJnhg2fiIet+zWn+6/vgYcdQgwqULU8yjMF80Yc7OBK8+PTIHf9l2mxd3KqJ+Fnn6RlZBDiF91AfDY34CWjvg39F3/JUb8zMkGvnqq2J9OmSHubM89WWRAFNg/UiklTxu07t4X/nlHd+x5mJkGEPtRzeTQaLJZPrE/5anG6fnm6c2YcdREFOazUgclj0GHRWQ5vdFJfnIFcFCVeC4rjMoBuHJ0ataw8p97GQWLspt6WeQ242Dx2JJANmJMcaj+htyf5KP6gkHuow06tKcUM5WPzfbrUlokmsmqB47U7j9eL3sdJeuwIqnFtAMnSRyFcfTRBqCyf4Q9reLCIivtJVIEwv0pc3ljtH4yE1DEahorcQwdshuDDh3JpKTV3ZoXqpq7spOv0cNoaHu5b3R0i/1B3j3GynRos14c1TOzxWq9YiagUGdD8nUyX7IiOzOqZDcGHTrM1v4fHo7+ubrFSyKjepK7RWQ6VPtLcX6oddKBruh1OrR9tXBUz8ymbb2i7TbfTPGKehq9vn7kTRAzHWQ3Bh0qiiIGYjtgohKWogBtXdGnKVVlN9jfxuihV5HU748c3C8rK7wsXSvYWZwqwPB6WbQyWvj94nykDTK6eo27MlcU8Zm6mFcvQC0uEO+zl1GyG3c5iIP40iXGn+v1qfGLp8VojdEUsELfqCRP8n4/cMntwMETgK27w/vTMCpuUw9Vf/B40a9C5RhRBFM5RlxMSotSu/yUXjLIvOcP+p8rCnDxQtFKSQ7A9/ZHwJ2/A2qPAOp2hE9fOUb0DzO5UvQpBIgbotxsZszIfgw6EBoyHACqK4AjJolhnIf8wJoPRN8aWlt2A2VFwAnTxMVFQeg7snfIr5wMzK4NNUej0aW7T/x99GnkZzJboU6df/EEBSdO96CyDNj6GTD7GOCvb4k+XV5YC5x5jNjvYnUMRe6mDgQOnySa2Wf7xPsnzQDe3gT8e7PYR6Qn/i4e63aI+j6nzADOrAU+rge++QXg+TdFx4WbPgWqxohpm9ttWiEiFQYdCO/587SjgMu/HHq9rw3Y3x4+vaKI7MjJM4DrLrZlEclF5DUjWoU/bTn7BSe14tqLioPFLYdPEo9yX/zWWeJxvEHPuJQ51EHHuScD55wY/vlJ04EbHw6vgKyuEDq5EvjRN8XzY2vE47fPFo8cip7SjXU6EJ6J0Ka9s3yiXFWtu08EHqwcSnrkRSNa00btflaY59efkEYddR0eo2K44oLwuh7qCqE8L5GTMehAqNMmILKSnnZsCyB0sBezGSzpkEFHtFYG2otJEYMOGqHOdBgFEMX5ou7PwEjlZPVAf2yeT07GoAOaoEOT9s7WyXQEgw7eUZAOedGI1hW1dj8ryGXQQYI66DA6x8gbHnkuUmc6inheIgdj0IHw5mfau4TsLJHpUPe5INPm2gsHEWCuTof2YlKQy9rGJKgblBgGHSPvy31MXS+N5yVyslFfkfSjT8Vw0ZJ2jIEsX6j/jhfWioBjT4v4jGlMikY7UJca63SQEa/qVlCvYy8gFHR8sEO0sJPj+QA8L5Gzjfqg4ye/Dn+tHb5Zdp6zuV4MIS75fKIpG5GWXt8HkyrEheHwSUBTW2g/m30M8EYdkJ/DTAcJ5SNNoqvGGnceJ+t6PLkq8jM5sCSRE436oEPtvmsjx7SQHYO1dorHqy4QzWrzcsLHViGS1EHHs7eLOkPau085zQ3zgB99I4APP7Rv+cjZpowH/rA4+rgoesUuxQXAr25gXTNytlEddGjHxtAbvll2X942EnRMGMfOmci8vNzYQ82zV0jSinVDo1eEUpjHgIOcb1RXJO3tD3+doxOCyUyHHGeFBzXFwiCCUk2vsihHjCU3GNVBh7Z1gd6Ii9kjQceBkUwHK2lRLNpRQYmspnce4oix5AajOujQdt6Uq1e8IoMOmelgPQ6KQY7w6R3VRxelkl5WQ+/8ReQ0o/q02Lg//HW04pWWDpE2Z+VRikUGHSyKIzt5WaxHLjDqKpK2tAP/eaeoIa7tR0GveZq8e9jfLoYUZ3k9xSLvQg+dkN7loMxWUhg+vk+WQfNaIicZdUGHHA5aBhynHy3axR9scIE442jRcmVoGDjyEHuWkdztnBNEJeUvnRh7WqJE3fBt0TnYidOAdVtEny9ETjfqgg6t6+ZGb9I4tgT47nn2LQ+5n9cLfH12upeCMl3tEeIPAI46NL3LQmTWqKvToR7cLcvHyldERER2GXVBh7oMtKSQdTSIiIjsMuqCDnUzWbYuICIiss+oCzpkc0aAQQcREZGdRk1F0n9tLsEbOzzYvDv0XmGe8fRERERkrVERdCgK8Jd/l6OwyBNWh2PqQelbJiIiotFmVAQdfQOAP+DBnGMVXHuRBznZwLAfyB4Va09EROQMo+KyKyuPlhWFmsgy4CAiIrLXqKhIKkeTLS5Q0rsgREREo9ioCDq6g0FHepeDiIhoNBsVQUcw08ERYomIiNJmVAQdsk5HcWF6l4OIiGg0GxVBR/+geCwrSu9yEBERjWajog3HWccBrU3NqC4vTveiEBERjVqjItMxtgQ4eWoXB3cjIiJKo1ERdBAREVH6MeggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIlsw6CAiIiJbMOggIiIiWzDoICIiIltY2g36nj17sHTpUpSXl6OpqQkLFixATU2NlT9BRERELmVp0HHbbbfha1/7Gs477zzU1dXhhhtuwMqVK638CSIiInIpy4pXDhw4gDfffBNnnnkmAKC2thZNTU3YsmWLVT9BRERELmZZpmPPnj3Iz89HYWFh8L3y8nI0NDRg+vTpcc3L7/fD7/dbtWjBeVk5Tyfh+rkb18+9MnndAK6f29m5fmZ/w1FD2wcCAQDA9u3bUzL/TZs2pWS+TsH1czeun3tl8roBXD+3s3P95HXciGXFKxMnTkRfXx96enqC77W2tqK6utr0PAYGBqxaHCIiIrJZrOu4ZZmOMWPG4IwzzsAbb7wRrEhaUVGBGTNmmJ5HaWkpDj74YOTm5sLrZWteIiIiNwgEAhgYGEBpaWnU6TyKoihW/WhjYyOWLl2KiooK7Nu3D9dffz2mTZtm1eyJiIjIxSwNOoiIiIiMsAyDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzBoIOIiIhswaCDiIiIbMGgg4iIiGzhqAHfUmXPnj1YunQpysvL0dTUhAULFqCmpibdi2Xa0NAQnnjiCaxYsQLPPvtscNk7OzuxePFiFBUVobm5GVdeeSVOOukkAMDg4CBuv/12AEBbWxsuvPBCnHvuuWlbByMHDhzA3XffjYKCAng8HjQ0NOCWW27BlClTMmL9AGDp0qXo6elBSUkJtm7dissuuwznnHNOxqwfADz++OO4++67sW3bNgCZsW8CwM0334y1a9cGX5999tlYsmQJgMxYx/7+fixfvhx+vx+9vb1obGzE448/nhHr1tDQgAsuuAAFBQXB9zo6OvDiiy8iJyfH8JoQbd2d5o033sDTTz+Nww47DLt378bXvvY1fOUrX3H29lNGgauuukp56aWXFEVRlA8++EC54IIL0rxE8fnd736nbNiwQampqVG2bdsWfP+2225THn30UUVRFGXfvn3KrFmzlP7+fkVRFOWxxx5TFi1apCiKonR3dyunn3660tzcbP/Cx7B582Zl8eLFwddPPfWUctlllymKkhnrpyiKcueddwafv/3228pJJ52kKErmrN+2bduUq666SqmpqQm+lynrdtNNNxl+lgnr+POf/1z56KOPgq/Xr1+vKEpmrNuePXuUX//618HXHR0dyuWXX64oSvRrQrR1d5pTTz1VefvttxVFUZTdu3crRx55pNLX1+fo7ZfxxSsHDhzAm2++iTPPPBMAUFtbi6amJmzZsiXNS2bepZdeimOPPTbi/ZUrV2LOnDkAgKqqKlRWVgbvyv76178GPyssLMSxxx6Ll156ya5FNm369OlYvHhx8PXkyZPR1NQEIDPWDwBuuumm4PP6+npMnToVQGas39DQEB544AFcf/31Ye9nwrpJ999/P+666y7ceeedaG1tDb7v9nXs7+/HmjVrsHnzZtx33324/fbbMW7cOADuXzcAmDBhAq666qrg6+eeew4XXXRRzGtCtHV3mqqqquA+uX//fvh8PgQCAUdvv4wvXtmzZw/y8/NRWFgYfK+8vBwNDQ2YPn16GpcsOe3t7eju7kZ5eXnwPblegBh8T/3ZuHHjgp85jcfjCT5/7bXXcMkll2TU+gHA5s2b8cgjj2Dv3r1YsWJFxqzfQw89hMsvvxxFRUXB9zJl3QDgrLPOwrHHHouKigq8+uqr+M53voMXXngB3d3drl/HxsZG7N69Gx6PBwsWLMCHH36Iyy+/HH/6059cv25agUAAr7zyCp566ins2LHD8JowYcKEqOvuNMuWLcP111+Pt99+Gxs3bsSDDz6IwcFBR2+/jM90kHusWbMG/f39uOKKK9K9KJabMWMGli9fjvnz5+OSSy7BwMBAuhcpaRs2bEBfXx9OPfXUdC9KynzpS19CRUVF8HljY2Ow3orb9fT0AAC+8pWvAACOOeYY5OTkYP369elcrJR48803ccoppyAnJyfdi2KZ/v5+XHnllfjJT36CX/ziF1i+fDmWL1+O3t7edC9aVBkfdEycOBF9fX3BAwwAWltbUV1dncalSl5ZWRkKCwvR0tISfK+lpSW4XtXV1WGftba2YtKkSbYvp1lr1qzB6tWrcccdd8Dj8WTM+vn9/rB9b9asWejp6cHu3btdv36rV69GZ2cnFi1ahGXLlgEAFi1ahHXr1rl+3aRdu3aFvc7OzkZ/f39G7J9VVVUAAK83dBnIzs5GTk6O69dN6w9/+APmzZsHIPo1IdZ2dZLt27ejra0NJ5xwAgDgkEMOQX9/Pz766CNHb7+MDzrGjBmDM844A2+88QYAoK6uDhUVFZgxY0aalyx5F154IdasWQMAaGpqQnNzM2bPnh3xWU9PDz744AOcd955aVrS6FatWoW33noLS5Ysgc/nw9KlSwFkxvrt3bsXixYtCr5uampCT08PqqurXb9+N954I+68804sWbIE8+fPBwAsWbIEX/7yl12/btKNN94YfL5161Z4vd5gnRy3r2NVVRWOP/54vPfeewDEOrS1teHYY491/bqp7dq1C/n5+cEgK9Y1Idq6O8mkSZMwPDyMxsZGAEB3dzf27duHCRMmOHr7eRRFUWz7tTRpbGzE0qVLUVFRgX379uH666/HtGnT0r1Ypr3//vv4+9//jmeeeQZf/epX8cUvfhHnnnsuOjo6sGjRIpSUlKCpqQnf/e53g6nuwcFBLF68GB6PB21tbbjgggtw/vnnp3lNIm3duhUXXXQRxowZE3yvq6sLGzduzIj16+7uxq233or8/HyUlJRg586d+PrXv46vfvWrGbF+ALBu3To8//zz+Mtf/oJLL70U8+bNQ2VlZUas2y233ILBwUGMGzcOu3fvxtVXX43jjz8eADJi+zU2NuKee+5BVVUVGhsbMW/ePMyaNSsj1k1aunQpvvzlL+PEE08MvhftmhBt3Z3mlVdewZ///GcccsghqK+vx2mnnYbvfOc7jt5+oyLoICIiovTL+OIVIiIicgYGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGQLBh1ERERkCwYdREREZAsGHURERGSL/w919hD+tBwAXwAAAABJRU5ErkJggg==", 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", 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", 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@@ -0,0 +1,374 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_m_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_m_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_m_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_m_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_m_10.npy\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/firedrake/workspace/porepy_workspace/porepy/src/porepy/numerics/nonlinear/nonlinear_solvers.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import trange # type: ignore\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_m_s_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_m_s_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_m_s_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_m_s_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_m_s_10.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_l_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_l_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_l_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_l_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_coldstart_l_10.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_s_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_s_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_s_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_s_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_s_10.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_m_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_m_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_m_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_m_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_m_10.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_sm_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_sm_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_sm_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_sm_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/2/performance/poro_warmstart_l_sm_10.npy\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "from pathlib import Path\n", + "from data_scripts import *\n", + "\n", + "tex_fonts = {\n", + " # Use LaTeX to write all text\n", + " # \"text.usetex\": True,\n", + " \"font.family\": \"serif\",\n", + " # Use 10pt font in plots, to match 10pt font in document\n", + " \"axes.labelsize\": 9,\n", + " \"font.size\": 9,\n", + " # Make the legend/label fonts a little smaller\n", + " \"legend.fontsize\": 8,\n", + " \"xtick.labelsize\": 8,\n", + " \"ytick.labelsize\": 8,\n", + "}\n", + "\n", + "sns.set_theme(\n", + " # context=\"talk\",\n", + " context=\"paper\",\n", + " # rc={\"figure.figsize\": (8, 6)},\n", + " palette=\"bright\",\n", + " style=\"whitegrid\",\n", + " rc=tex_fonts,\n", + ")\n", + "\n", + "NUM_SIMS = 5\n", + "CONVERGED = False\n", + "\n", + "\n", + "data_m = {\n", + " r\"Coldstart M\": load_data(\"poro_coldstart_m\", n_newest=NUM_SIMS),\n", + " r\"Warmstart M(S)\": load_data(\"poro_warmstart_m_s\", n_newest=NUM_SIMS),\n", + "}\n", + "\n", + "data_l = {\n", + " r\"Coldstart L\": load_data(\"poro_coldstart_l\", n_newest=NUM_SIMS),\n", + " r\"Warmstart L(S)\": load_data(\"poro_warmstart_l_s\", n_newest=NUM_SIMS),\n", + " r\"Warmstart L(M)\": load_data(\"poro_warmstart_l_m\", n_newest=NUM_SIMS),\n", + " r\"Warmstart L(S,M)\": load_data(\"poro_warmstart_l_sm\", n_newest=NUM_SIMS),\n", + "}\n", + "\n", + "\n", + "save_media_path = None" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coldstart M 80.66855354309082 3.3583948612213135\n", + "Warmstart M(S) 80.18435640335083 1.8754098415374756\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data_m.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0)\n", + " min_ = np.min(interp_data, axis=0)\n", + " mean = np.mean(interp_data, axis=0)\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coldstart L 265.3125071525574 13.72430419921875\n", + "Warmstart L(S) 260.27100868225097 3.8541059494018555\n", + "Warmstart L(M) 260.7545719623566 3.8433988094329834\n", + "Warmstart L(S,M) 258.18689651489257 4.66035532951355\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data_l.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0)\n", + " min_ = np.min(interp_data, axis=0)\n", + " mean = np.mean(interp_data, axis=0)\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + " if name == 'Warmstart L(S,M)':\n", + " best = mean\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coldstart L 265.3125071525574 13.72430419921875\n", + "Warmstart L(S) 260.27100868225097 3.8541059494018555\n", + "Warmstart L(M) 260.7545719623566 3.8433988094329834\n", + "Warmstart L(S,M) 258.18689651489257 4.66035532951355\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data_l.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0) - best\n", + " min_ = np.min(interp_data, axis=0) - best\n", + " mean = np.mean(interp_data, axis=0) - best\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + "plt.legend(loc='upper left')\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "porepy", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "7978147ee963df04ac4a1cce10c62bf4d5109d0936eb0a3c5d4861426d7f53cc" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/3/dash_app.py b/examples/3/dash_app.py new file mode 100644 index 0000000..36133c8 --- /dev/null +++ b/examples/3/dash_app.py @@ -0,0 +1,62 @@ +import dash +from dash import dcc, html +from dash.dependencies import Input, Output +from plotly.subplots import make_subplots +import plotly.graph_objs as go +import pandas as pd + + +app = dash.Dash(__name__) + +datasets = None + +def make_app(data): + global datasets + datasets = data + df1 = datasets[0] + app.layout = html.Div([ + html.Label('Select X-axis Column'), + dcc.Dropdown( + id='x-axis-dropdown', + options=[{'label': col, 'value': col} for col in df1.columns], + value=df1.columns[0] + ), + html.Label('Select Y-axis Column'), + dcc.Dropdown( + id='y-axis-dropdown', + options=[{'label': col, 'value': col} for col in df1.columns], + value=df1.columns[1] + ), + html.Label('Select Z-axis Column'), + dcc.Dropdown( + id='z-axis-dropdown', + options=[{'label': col, 'value': col} for col in df1.columns], + value=df1.columns[2] + ), + dcc.Graph(id='scatter-plot', style={'width': '90vh', 'height': '90vh', 'justify-content': 'center'}) + ]) + + app.run_server(debug=True) + +@app.callback( + Output('scatter-plot', 'figure'), + [Input('x-axis-dropdown', 'value'), + Input('y-axis-dropdown', 'value'), + Input('z-axis-dropdown', 'value')] +) +def update_3d_scatter_plot(x_column, y_column, z_column): + fig = make_subplots(rows=1, cols=1, specs=[[{'type': 'scatter3d'}]]) + + for i, df in enumerate(datasets): + trace = go.Scatter3d( + x=df[x_column], + y=df[y_column], + z=df[z_column], + mode='markers', + marker=dict(size=6, color=i), # Assign unique color based on dataset index + name=f'Dataset {i+1}' + ) + fig.add_trace(trace) + + fig.update_layout(scene=dict(aspectmode='cube')) + return fig diff --git a/examples/3/performance/poro_coldstart_eps0_0.npy b/examples/3/performance/poro_coldstart_eps0_0.npy new file mode 100644 index 0000000..3246ad9 Binary files /dev/null and b/examples/3/performance/poro_coldstart_eps0_0.npy differ diff --git a/examples/3/performance/poro_coldstart_eps0_1.npy b/examples/3/performance/poro_coldstart_eps0_1.npy new file mode 100644 index 0000000..ad7dfdf Binary files /dev/null and b/examples/3/performance/poro_coldstart_eps0_1.npy differ diff --git a/examples/3/performance/poro_coldstart_eps0_10.npy b/examples/3/performance/poro_coldstart_eps0_10.npy new file mode 100644 index 0000000..69e4746 Binary files /dev/null and b/examples/3/performance/poro_coldstart_eps0_10.npy differ diff --git a/examples/3/performance/poro_coldstart_eps0_10_metrics.npy b/examples/3/performance/poro_coldstart_eps0_10_metrics.npy new file mode 100644 index 0000000..5343d48 Binary 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a/examples/3/playground_gp.ipynb b/examples/3/playground_gp.ipynb new file mode 100644 index 0000000..15c0c85 --- /dev/null +++ b/examples/3/playground_gp.ipynb @@ -0,0 +1,317 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/firedrake/workspace/porepy_workspace/porepy/src/porepy/numerics/nonlinear/nonlinear_solvers.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import trange # type: ignore\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "\n", + "from data_scripts import get_newest_data_paths\n", + "from mandel_model import make_mandel_setup\n", + "from mandel_solvers import make_mandel_solver_space\n", + "\n", + "from solver_selector.simulation_runner import make_simulation_runner\n", + "\n", + "path = Path().parent / \"../2\"\n", + "load_data_paths = get_newest_data_paths(path / \"poro_coldstart_s\", n_newest=1)\n", + "load_data_paths += get_newest_data_paths(path / \"poro_coldstart_m\", n_newest=1)\n", + "assert len(load_data_paths) == 2\n", + "\n", + "solver_space = make_mandel_solver_space(l_factor=\"dynamic\")\n", + "simulation = make_mandel_setup(model_size=\"large\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selecting from 1 solvers.\n", + "0 gmres - splitting_fixed_stress [primary - direct, secondary - direct, l_factor=0, primary_variable, method]\n", + "Using Gaussian process, exploration: 0.1\n", + "Warm start using data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/../2/performance/poro_coldstart_s_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/../2/performance/poro_coldstart_m_5.npy\n" + ] + } + ], + "source": [ + "simulation_runner = make_simulation_runner(\n", + " solver_space=solver_space,\n", + " params={\n", + " \"load_statistics_paths\": load_data_paths,\n", + " \"print_solver\": True,\n", + " \"predictor\": \"gaussian_process\",\n", + " # 'regressor': 'mlp',\n", + " },\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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tsmscfl_meancfl_maxl_factortarget
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mean2.302585e+009.1685754.7613022.6751760.6223680.746518
std4.452036e-160.2849550.6698230.0744690.1319550.404360
min2.302585e+008.8843334.2507232.6506250.0000000.116676
25%2.302585e+008.8843334.3800472.6586630.6315790.366121
50%2.302585e+009.1685754.5666752.6669510.6315790.642750
75%2.302585e+009.4528164.8967782.6715080.6842111.168264
max2.302585e+009.4528169.6158753.4677731.0000001.198279
\n", + "
" + ], + "text/plain": [ + " ts ms cfl_mean cfl_max l_factor \\\n", + "count 2.000000e+02 200.000000 200.000000 200.000000 200.000000 \n", + "mean 2.302585e+00 9.168575 4.761302 2.675176 0.622368 \n", + "std 4.452036e-16 0.284955 0.669823 0.074469 0.131955 \n", + "min 2.302585e+00 8.884333 4.250723 2.650625 0.000000 \n", + "25% 2.302585e+00 8.884333 4.380047 2.658663 0.631579 \n", + "50% 2.302585e+00 9.168575 4.566675 2.666951 0.631579 \n", + "75% 2.302585e+00 9.452816 4.896778 2.671508 0.684211 \n", + "max 2.302585e+00 9.452816 9.615875 3.467773 1.000000 \n", + "\n", + " target \n", + "count 200.000000 \n", + "mean 0.746518 \n", + "std 0.404360 \n", + "min 0.116676 \n", + "25% 0.366121 \n", + "50% 0.642750 \n", + "75% 1.168264 \n", + "max 1.198279 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "predictor = simulation_runner.solver_selector.predictors[0]\n", + "X = np.array(predictor.memory_contexts)\n", + "y = np.array(predictor.memory_rewards)\n", + "\n", + "data = pd.DataFrame(X, columns=['ts', 'ms', 'cfl_mean', 'cfl_max', 'l_factor'])\n", + "data['target'] = y\n", + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ts_mean = data.ts.mean()\n", + "ms = np.linspace(data.ms.min(), data.ms.max() + (data.ms.max() - data.ms.min()), 100)\n", + "cfl_mean = data.cfl_mean.mean()\n", + "cfl_max = data.cfl_max.mean()\n", + "l_factor = np.linspace(data.l_factor.min(), data.l_factor.max(), 100)\n", + "\n", + "ms, l_factor = np.meshgrid(ms, l_factor, indexing='ij')\n", + "\n", + "data1 = np.zeros((5, 100, 100))\n", + "data1[0] = ts_mean\n", + "data1[1] = ms\n", + "data1[2] = cfl_mean\n", + "data1[3] = cfl_max\n", + "data1[4] = l_factor\n", + "data1 = data1.reshape(5, -1)\n", + "data1 = data1.T\n", + "\n", + "target1 = predictor.regressor.predict(data1)\n", + "df1 = pd.DataFrame(data1, columns=['ts', 'ms', 'cfl_mean', 'cfl_max', 'l_factor'])\n", + "df1['target'] = target1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "mean, std = predictor.regressor.predict(data1, return_std=True)\n", + "df1['target'] = mean + std" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from dash_app import make_app\n", + "\n", + "make_app([data, df1])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "firedrake", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/3/poro_warmstart_gp_no_exploration.py b/examples/3/poro_warmstart_gp_no_exploration.py new file mode 100644 index 0000000..2be2e63 --- /dev/null +++ b/examples/3/poro_warmstart_gp_no_exploration.py @@ -0,0 +1,31 @@ +from pathlib import Path + +from data_scripts import append_experiment_name, get_newest_data_paths +from mandel_model import make_mandel_setup +from mandel_solvers import make_mandel_solver_space + +from solver_selector.simulation_runner import make_simulation_runner + +path = Path(__file__).parent / "../2" +load_data_paths = get_newest_data_paths(path / "poro_coldstart_s", n_newest=1) +load_data_paths += get_newest_data_paths(path / "poro_coldstart_m", n_newest=1) +assert len(load_data_paths) == 2 + +experiment_path = append_experiment_name(__file__) +print("Starting experiment:", experiment_path.name) +solver_space = make_mandel_solver_space(l_factor="dynamic") +simulation = make_mandel_setup(model_size="large") +simulation_runner = make_simulation_runner( + solver_space=solver_space, + params={ + "save_statistics_path": experiment_path, + "load_statistics_paths": load_data_paths, + "print_solver": True, + "predictor": "gaussian_process", + 'alpha': 1e-5, + "print_time": True, + }, +) + +simulation_runner.run_simulation(simulation) +print("Done, saved at:", experiment_path) diff --git a/examples/3/results_3_poro.ipynb b/examples/3/results_3_poro.ipynb new file mode 100644 index 0000000..4678d80 --- /dev/null +++ b/examples/3/results_3_poro.ipynb @@ -0,0 +1,285 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/../2/performance/poro_coldstart_l_6.npy\n", + 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"/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/../2/performance/poro_warmstart_l_sm_10.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_coldstart_gp_9.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_coldstart_gp_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_coldstart_gp_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_coldstart_gp_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_coldstart_gp_13.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_10.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_11.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_12.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_13.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_14.npy\n", + "Loading data:\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_no_exploration_5.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_no_exploration_6.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_no_exploration_7.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_no_exploration_8.npy\n", + "/home/firedrake/workspace/porepy_workspace/solver_selector/examples/3/performance/poro_warmstart_gp_no_exploration_9.npy\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "from pathlib import Path\n", + "from data_scripts import *\n", + "\n", + "tex_fonts = {\n", + " # Use LaTeX to write all text\n", + " # \"text.usetex\": True,\n", + " \"font.family\": \"serif\",\n", + " # Use 10pt font in plots, to match 10pt font in document\n", + " \"axes.labelsize\": 9,\n", + " \"font.size\": 9,\n", + " # Make the legend/label fonts a little smaller\n", + " \"legend.fontsize\": 8,\n", + " \"xtick.labelsize\": 8,\n", + " \"ytick.labelsize\": 8,\n", + "}\n", + "\n", + "sns.set_theme(\n", + " # context=\"talk\",\n", + " context=\"paper\",\n", + " # rc={\"figure.figsize\": (8, 6)},\n", + " palette=\"bright\",\n", + " style=\"whitegrid\",\n", + " rc=tex_fonts,\n", + ")\n", + "\n", + "NUM_SIMS = 5\n", + "CONVERGED = False\n", + "\n", + "\n", + "data = {\n", + " 'Coldstart eps (from exp.2)': load_data(\"../2/poro_coldstart_l\", n_newest=NUM_SIMS),\n", + " # \"Coldstart no exploration\": load_data(\"poro_coldstart_eps0\", n_newest=NUM_SIMS),\n", + " # \"Coldstart big exploration\": load_data(\"poro_coldstart_eps_big\", n_newest=NUM_SIMS),\n", + "\n", + " 'Warmstart eps (from exp.2)': load_data(\"../2/poro_warmstart_l_sm\", n_newest=NUM_SIMS),\n", + " # \"Warmstart no exploration\": load_data(\"poro_warmstart_eps0\", n_newest=NUM_SIMS),\n", + " # \"Warmstart big exploration\": load_data(\"poro_warmstart_eps_big\", n_newest=NUM_SIMS),\n", + " \n", + " \"Coldstart GP\": load_data(\"poro_coldstart_gp\", n_newest=NUM_SIMS),\n", + " \"Warmstart GP\": load_data(\"poro_warmstart_gp\", n_newest=NUM_SIMS),\n", + " \"Warmstart GP no expl.\": load_data('poro_warmstart_gp_no_exploration', n_newest=NUM_SIMS)\n", + "}\n", + "\n", + "\n", + "save_media_path = None" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coldstart eps (from exp.2) 265.3125071525574 13.72430419921875\n", + "Warmstart eps (from exp.2) 258.18689651489257 4.66035532951355\n", + "Coldstart GP 259.45215888023375 12.126377820968628\n", + "Warmstart GP 285.6378477096558 21.409440517425537\n", + "Warmstart GP no expl. 294.44347681999204 8.776721000671387\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "best_time = float('inf')\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0)\n", + " min_ = np.min(interp_data, axis=0)\n", + " mean = np.mean(interp_data, axis=0)\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + " if best_time > np.mean(total):\n", + " best_time = np.mean(total)\n", + " best = mean\n", + " \n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Spent time solving linear systems, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coldstart eps (from exp.2) 265.3125071525574 13.72430419921875\n", + "Warmstart eps (from exp.2) 258.18689651489257 4.66035532951355\n", + "Coldstart GP 259.45215888023375 12.126377820968628\n", + "Warmstart GP 285.6378477096558 21.409440517425537\n", + "Warmstart GP no expl. 294.44347681999204 8.776721000671387\n" + ] + }, + { + "data": { + "image/png": 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aCV3ff7M8wzAwdJ1YmduUebeKiFi9ejV+v5+RI0c2a8nk3NzcfbaZzWb8fn+j3d+NySboyMj5d9z5G4ZBOBxuEMT5aw6272hAzl/Ov6UxNPDuNuHKsyA0BWuSjmoGDlKEN1ClEtoQxJrQ8je9rSIiFi1ahMvlYsaMGXi9XgBmzJjBKaecQlxcHJWVldF6ApWVlXTu3PmwztOvX799YiK2b9+Ow+FoVEyE3+/H4XActTERcv4de/66rmOxWBg4cOB+YyLWr1/PkCFD2sSacEsj5y/n3xrz10KC/O8CKG6djAEmzPbG/fa4HRr9j3HgiGFMxP5uwvdHq4iIP//5z9H/Lyoq4tNPP43WEvjhhx9YvHgx/fr1o6ysjPLy8sNOwTOZTPt8ABRFif41hqYc2xGR8++486+f2/6+J/UcbN/RgJy/nH9LzV8PC4p/CuCrECR3tTTpd0dVVdQY2tqUcVo1yXT58uXMnj0bgJkzZ7Jt2zZuu+02Nm7cyAMPPMADDzzAU0891aTMDIlEIpFI2hPCEBStDlCzSyMhy9SublxatU7ESSed1KDccT3PP/98K1kk6UgIIVi1ahUjRoxobVNahZUrVx61c5dI2gtCCHb/HKJym0ZSjglFbT8CAmTFylblwQcfpH///tx7770YRiTqdsaMGQ0qG86cOZNJkybtt29Dc1Pf2+FwmT17dtTT1BpMnz49+rrWP37wwQf54x//2CqvZ6wJh8PMnDmTGTNm8Oijj+5T3XPjxo28+eabrWegRCI5JOWbQ5RuCJGY1f4EBLSBipVHMw899BBLly7l/PPPj2aLrFu3jkAgEO0yedZZZzF8+HB5R9lEPvvsM0wmU7SGQllZGcuWLWPp0qWEQqEOkbrr9/spLCzklVdeAeDrr7/m1ltv5euvvwZgypQpXHjhhYwdO5bu3bu3pqkSiWQ/VO4IUbQ6REKGCdXc/gQESBHR6px22mnRrpy5ublMmDCBl156icLCQrp27cr333/Pddddx5tvvsmmTZtIT0+ntLSUu+66i8zMTN5++21eeuklzj//fIqKilixYgXXXXcdCxcuxG63M3jwYFatWkXfvn0599xzeffdd9m1axePP/44Q4cOxe/388ADD5Ceno7P58PhcDB9+nT+9re/ARFPSEJCArfffjtPPfUULpeL+Ph4ampqeOCBB4iLi+O5557j3XffZcqUKWzatIkff/yRN998M1qGuqamhokTJ+4jhLZs2cLrr79OZmYmRUVFTJkyheOOO47HH3+cN954g2nTplFeXs62bdu45ZZbGDlyJFVVVTz00EN07dqV6upq+vTp06ArZz0ffPABF154IRCJNH722WfxeDzMnDmTMWPG8M9//pNvvvmGBx98kIULF5Kbm8vy5cv5/PPP+fLLL8nMzKSwsJC7776bLl268H//93988803/OUvf+Hzzz+Pvm6vvfYaW7Zs4fe//z2XXXbZPnYYhsHf/vY3fD5ftC7DPffcw4IFC3jiiSfo3bs3c+bMYerUqaSnpzN9+nQeeeQRiouLOe644/B6vZSXl/PII4/sk6WUmJjIP/7xj+jjrl27UlFRgWEYqKqKoiicdNJJfPTRR/zpT386sg+qRCKJKdUFYQp+CBCfbsZkbZ8CAo52EfHNTFj/7wPudggDlCNY8RnyWxg746CHjB49mlmzZnH33XezdOlSzjzzTNauXRttAV5XV0dycjIZGRlMmTIFVVVZuHAhf//733nooYe46qqr2LBhA8XFxcyePZvVq1fjcDgYOnQo06ZNY86cOSQkJDBu3Dh69erFSy+9xHvvvRctF/3tt99SV1cXbVNdf1H605/+xN///ndmzJgRDfIZMGAA559/PgCvvvoq77zzDjfccAO33XYbq1evxufzMWfOHBYtWkRGRgZjxowB4Oabb95n3uFwmGnTpjF37lxycnIoKChg8uTJLF68mOnTp/PGG28wYsQIRo4cyZYtW7j22mtZtGgRH3/8Mampqfz5z39G1/UGDb32ZuvWrWRnZwPgdDq5+eab+emnn6JtyceMGUP//v3Jzs5m3rx5vPPOO+Tl5fHwww+zaNEirFYrH374IXfffTfvvPMOL730Ev3796dnz5689dZb/PnPf+b555/nlVdeidq+PxExf/58ysvLo/0y7rzzTv773//y29/+lpSUFB588EGqq6vp0aMHjz76KIqiMGXKFG688Ubmzp1LYmIic+fO5aGHHuLll1/eZ/y965188803XH755Q22ZWdns2LFioN9BCUSSQtTt1sj//sAcZ1MmG3tV0DA0S4i2gAjR47k1ltvZffu3ezYsYPrrruO0aNHs2TJEs4444zohTA7O5t777032pisrq6uwTj1HTDr4xiWL19Or169ol05O3fuzKBBgwDo1q0bn376KQDHHHMMjz/+ODfeeCMTJ07kmmuuOaCtiYmJ3H333SQkJJCXl0dWVtZ+bfh1g6r9sXPnTkpLSxt0ME1LS6O6ujpasfT4448HIuLFMAy2bt3KiSeeyGuvvYbH4+Gcc87h2muv3e/4NTU1h6z5DnDKKacAcOWVV/L222/Tv39/bDYbQgiOO+44pk+f3qBVe/3r27VrV7KyslAUhe7du1NRUbHf8b/99lvKy8uj4sXj8VBZWQnAqaeeyumnn87ll1/Of//73wYR2X379o229z7ppJN4+umnEUIcMGp7w4YNrF69ep+g5Li4OKqrqw/5OkgkkpbBXaaRt9SPI0nF4mj/YYlHt4gYO+PAngIh8O9pwEQzptvExcUxYsQIFixYEL1QjR49mieffJIvv/yS0aNHEwqFmDp1Km+88QbDhg1j+fLlvPDCCw3GsVqt+4y99zZFUaKPFUWJxgTk5OTwv//9j++++4733nuPl19+mQ8++GCfPOGSkhKmTZvGV199RWZmZrSB1qFsOBQPPfRQ9MJYv5xyMAYPHsxXX33F119/zZtvvsk///lPXnvttX2OS0hIIBgMHvL8TbV579dwf6/n/hgzZgw33ngjECliEw6Ho/v69OnDF198wcaNG/cRZY3l559/5o033uDZZ5/dJx06EAhEhaREImk9/HU6tYUapRtC2OLUNtHGOxZ0jFm0c8aMGcPLL78cvZPv0qULOTk5zJ8/n8GDBxMKhfD5fCQnJwORC3qs+Oabb1i5ciVjx45lzpw5lJeX4/P5gMgFU9d1vvrqK4qLixFCkJCQAMDu3bsPObbNZkPXdbxeL5999lmDfT179iQrK4vly5cDkYvddddd1+CYNWvWAJHYCVVV6d+/P//+978pKipi4sSJzJkzp0E2wt4czDtwIEaNGsXWrVuj4mPNmjWMGDEiKu4Oh9GjR7Ns2bLo47fffpuFCxcCUFBQQHFxcXRpam+Pwfbt23G7I3Vuly9fzsknn4yiKLjd7qgXCeCnn37i7bff5oknnsDpdPLaa681+HxUVlbKoEqJpJXQw4KaXWFyv/Kx+TMfpRtCOFNM2BI6zqX36PZEtBFGjx7NM888w8knn9xgW21tLYqiEB8fz5133smdd97JiBEjKC8vJz8/nw8//JCEhATWrVtHaWkpSUlJjBs3jsrKSubOnUt+fj4fffQRAPn5+cydO5fMzMzovvnz59OnTx9mz57NkiVLcLlcXH/99SQmJiKEYOLEidx///243W5mzZrF7373O2644QaGDBlCXl4eu3bt4ptvvqG6ujo6vslkigZQnnrqqTz66KMUFBRw9tlnN5izxWLhhRdeYNasWXz99de43W7uvvvuBu76LVu28MEHH5Cfn8+zzz6L0+kkPT2dp556il69elFRURHNYvk1EyZMYPXq1Zx55pn4fD5mz55NbW0tM2fO5Kabboo2AKt/nJaWRq9evbj//vuZPn066enp7N69O1rD5NlnnwXgb3/7G2PGjIkGjdYvPdUf8+uutBdddBGFhYXccccdpKWlYTKZmDx5MkuWLOHpp5/mkksuwel0YrFY+MMf/sC9994LRDwUL7zwApWVlVRWVkZjKrZu3cqTTz4Zndd1112Hw+Fg7NixQMSbM378+Oj5V65cyV133dW4D6JEIokZQY9BwQ8BPOU61jil3aZwHgpFdIRct19xoF7ouq6Tm5tLv379GtU7w7dnOaM9VQ+LFa09//79+7N169bDfn4oFOKGG27g4YcfpkuXLk1+fmvOv365at68eUc0ztKlS/nyyy/561//ut/9B/s+6LrO2rVrOfbYY4/Kssdy/nL+RzJ/b6XOzu/8aEFIyGz+189VotH/HCfOGPbO2N81dH90HJ+KpMNQX2xr76JbTcVqtTJ79uzokkh7Yffu3bzxxhvs3LmTd95554jGKisr4y9/+UtsDJNIJI2iuiCyfKEoSosIiNZGLmdI2hz33XffAZcpmkJCQkI0JbW9kJOT0yBj5Ui49NJLYzKORCI5NEGPQcW2MGUbQ8R16hiZF41BigiJRCKRSA4TX7VO5fYwVXlhEJCY1X6rTx4OUkRIJBKJRNIE9LDAXaZTtSOMq1hDMSnEpx1d4qEeKSIkEolEIjkEQgh8VQY1uzSq8kLoQbA4lEjr7g6YddFYpIiQSCQSieQACCHwlOuUbgzhLtFRzeBINmFOO3qFw95IEdHKGIbB66+/zsaNG4mLi8Pn86HrOldeeWW0A+X+WLBgAc8//zx/+MMfuOiiixrsW7hwIbNmzdrvvr2przr5+OOPH7b9Z5xxBnPnzj1gGmUoFOLFF1+kqKgIh8OB1+slHA5z+eWXc+qpp/Kf//yHV199FbvdzrBhw3C5XAQCAR566CEyMzMP2y6JRCI5UryVOuWbQ7iKNSwOhcQc01GZ8n8wpIhoZR5++GHsdjvPPfdcdNvrr7/O+++/f1ARMXHiRJYuXbrffRMmTIgWQGptpk2bxpgxY7jtttui21555RU+/fRTTj31VC699FJWrVpFSkoKd999NxApAPXoo4/u0wdCIpFIWgJhCGpzzeRu8mN1mEjMPrqXLA6GFBGtSFFREfPnz29QFhngiiuuiPalqK2t5bHHHiM1NZXq6mqGDh3KlVdeuc9YLpeL6dOnYzabSU9Pp7a2Nrpv1apVzJs3j65du1JQUMBll11Gly5d+PjjjykrK2PmzJmccsopDBs2jHvvvZc+ffpQV1dHv379mDJlCh6Ph+uvv56ysjIuuugivv32W4LBIBdeeCG1tbXMnj2buLg47r33XszmXz5SK1asYNu2bQ3aVQPRzqMHok+fPvz000+H85JKJBLJESEMQfG6EO58C52PN2Gxtu1aDzUFYeqKtVY7/1EtIp4rfo2Pqxftf6cAQxioigqHKUAnpY7jts5TD7h//fr1ZGVl7dObwW63M3r0aCBScGngwIH8/ve/xzAMLrjgAnr16sXIkSMbPOfFF18kPT2dhx56iHA4zMSJE6P7XnnlFSZNmsTEiRPZuXMnubm59OjRg0mTJrFixYpoh8nq6mquueYaRo0ahRCC8847j/Hjx5OVlcVTTz3F2Wefzbhx45g2bRrvvPMOV155JW+99RY333zzfpczfv75Z3r27LmP+8/hcHDCCSfs9zUxDIPvv//+gPslEomkuRCGoHhtiPKNYeypOqqpbXof9LCgeE2QvCUBago0zA6FkTe2TqO9o1pEtDaNWVtbunRp1POgqirHHXccS5cu3UdELF++nOuvvx6I9KUYMmRIdN+4ceN45JFHWLduHRMnTmzQW2Fv4uPjWblyJQsWLMDhcOByuSgsLIx2l0xNTWXgwIEA+/WG7I9fV1V/5ZVX2LJlC1VVVbz55pvR7cuWLWPGjBl4vV769u3LH/7wh0aNL5FIJLFAGIKi1UHKt4RIyDZRvau1LdoXYQh2fhdgy0IfQbfAZIEep9jJOsbSajYd1SLits5TD+gpaIneCUOGDKGsrAyv19vAG+H3+9m9eze9e/du9FgHs/HSSy9l7NixLFiwgDvuuIPLLruMG264YZ/j3njjDdavX88rr7yCEIKNGzei63p0f1PbZg8bNoy5c+ei63q0/vz111/P8uXL+dOf/tTg2FGjRkVjIiQSiaQl8dfqlG8JUbk9TGK2GUHbaylVW6ix9l8eago07Mkqx1zooPtIO1aniquk9ZYzjo66nG2Uzp07c8kll+xT5vjZZ5/lq6++AiJtwlevXg1EXP1r1qyJLnXszcknnxxtq61pGuvXr4/ue+KJJ0hJSWHKlClMnz6ddevWAb+06gb4z3/+Q21tLUlJSdFzlZWVHXIOVqsVwzBYsWIF+fn5DfadcMIJDBgwYJ9GUoFA4JDjSiQSSXMiDIGrRGPHEj+bF/ioLtBIzDa3uSWMsN/g5/kevnmyltpCjT5nODjrgRT6jnNidbb+Jfyo9kS0Be677z7effddbr/9dhISEvB4PPTt2zfqKbj33nt57LHHeOSRR6ipqeG3v/0tI0eOZOHChdEW4AMHDuSmm25i+vTp3HrrrSQlJZGdnc3HH3/MwIEDSUhI4M477yQrK4vi4mJuuukmAEaMGMHbb7/NPffcQ//+/Zk8eTK33347d911FykpKQDMmzePfv36NWilvXcA5Xnnncezzz6Lz+fjySef3Gd+L7zwAi+++CJ33HEH8fHxaJpGdXU1M2fOBGD+/PmsW7cOm83Gq6++ynXXXdcSL7tEIjlKCbgM3CUaFdvC+OsMrI622aZbCEHxqhDr3/cScBmk9DBz7OXxJHdpW5dt2Qr8ALR2K+zWRs6/489ftgI/MHL+HWv+WlBQtztM1Q4Nb7mOAOyJKrb4/d/J67rBzp159OzZC5Op5e/23aUa697zUpEbxuJUGHxBHD1G2g4odFqzFXjbkjQSiUQikcQIPSyo2RWmZF2IkE9gi2/bZar1sGDLQh/bFvkROnQfaWPwBXEHFDttASkiJBKJRNKhMHRBbZFGybogQbfAkaLiTG3bHpWQ1+DHV1xUbddI6mxi2G/j6dSr9bIuGosUERKJRCLpMGhBwa7lAWp2hXEkmUjq3LbFA0TKay+b48JTptP7dDvHXBjX5gI8D4QUERKJRCLpEIR8Bvk/BPCW6yTlmNvsssXeVOeH+eElFyGvYMjFcfQZ62htk5qEFBESiUQiafcEPQY7v/UTqDMicQ9tPCDa0AUFywKsf98LwEnXJZAzzNbKVjUdKSIkEolE0u4QhkAYIAQE3QY7v/ej+SEhq21f1oQQ7F4XYtMnPjxlOrZEhZNvSCS1R9uPf9gfbfvVlkgkEolkLzzlOruWBwgHjKiIEAZY7ArxGW03/sHQBaUbQuR+6acmX8NkhQETnfQ5w47F3nazLw6FFBGtyIMPPsi//vUvLr74Yh5++GFUVWXGjBnYbDbuu+8+INIWe+XKlcyYMYMRI0a0qH3Dhw9ny5Yth/382bNnA3DzzTcf8JjFixfz0UcfYbfbUVWV4uJiRowYwbRp09i+fTtPP/00y5Yt4ze/+Q2appGfn8/UqVMZN27cYdslkUjaJ95Kne2L/VhsCo5kE4oKigIojetF1BoE3Qb5ywLs/C6Av8ZAUaHXaDv9z3FiT2y/4qEeKSJakYceeoilS5dy/vnno6qRD9O6desIBAJREXHWWWcxfPjwFhcQLcGCBQv417/+xUsvvRQtaLJr1y4uuOACpk2bRp8+fbj22mtZs2ZNtMLl+vXrueqqq1i8eHG0qqZEIun4eCt1tn/jx2JX2vzFVwsKSn4OUrQqRNnmEEIHW6LCgAkOepxix5Hcdj0mTUWKiFbmtNNOi3blzM3NZcKECbz00ksUFhbStWtXvv/+e6677jrefPNNNm3aRHp6OqWlpdx1111kZmby9ttv89JLL3H++edTVFTEihUruO6661i4cCF2u53BgwezatUq+vbty7nnnsu7777Lrl27ePzxxxk6dCh+v58HHniA9PR0fD4fDoeD6dOn87e//Q2IeEISEhK4/fbbeeqpp3C5XMTHx1NTU8MDDzxAXFwczz33HO+++y5Tpkxh06ZN/Pjjj7z55pssWbIEgJqaGiZOnLiPEHrmmWd4+OGHG1RE69atG7NmzTrg69W3b18CgQDFxcVSREgkRwm+ap28JX5MFtqsgPBV65RtClG6MUzFlhB6GBQV0vtZ6D7STs4wK6q5bXpLjoSjWkR4Zj5G4N/zD7hfGAL/EaQI2X97MfEz7jnoMaNHj2bWrFncfffdLF26lDPPPJO1a9dGW4DX1dWRnJxMRkYGU6ZMQVVVFi5cyN///nceeughrrrqKjZs2EBxcTGzZ89m9erVOBwOhg4dyrRp05gzZw4JCQmMGzeOXr168dJLL/Hee+/x1ltv8cwzz/Dtt99SV1fH008/DcA//vEPAP70pz/x97//nRkzZkTdhAMGDOD8888H4NVXX+Wdd97hhhtu4LbbbmP16tX4fD7mzJnDokWLyMjIYMyYMcD+lzOqq6spKiqiV69e++yrf97+WLp0KWlpaft9nkQi6Xi4yzTyvw+gmGhTd/DCEFTt1ChdH6JsYwhXSaSZoaJCai8zXYbb6HycDVtC2xQ9seKoFhFtgZEjR3Lrrbeye/duduzYwXXXXcfo0aNZsmQJZ5xxBtnZ2QBkZ2dz7733Eh8fT3l5OXV1dQ3GGTVqFBCJYwBYvnw5vXr1inbl7Ny5M4MGDQIid/uffvopAMcccwyPP/44N954IxMnTuSaa645oK2JiYncfffdJCQkkJeXR1ZW1n5tONx4hZUrV/Lxxx+Tm5vLnXfeGfVc+P1+ZsyYgaZpaJrGG2+8cch67hKJpH3jq9Yp3RiidpeGLV7FntQ2LsbeSp1dK4LsWh7AV2UAYEtQ6HaSjczBVjIGWNpEd82W4qgWEfEz7jmgp6ClGjDFxcUxYsQIFixYQFxcHBDxTjz55JN8+eWXjB49mlAoxNSpU3njjTcYNmwYy5cv54UXXmgwjtVq3WfsvbcpihJ9rCgK9X3XcnJy+N///sd3333He++9x8svv8wHH3ywT9OdkpISpk2bxldffUVmZibvv/8+K1asOKQNByI1NZUuXbqQm5tLZmYmEOkqOmLECM444wzcbnf0WIfDEY2JkEgkHZuAy6B8c5DKHRomi0Jiduv2ugj7DeqKdGp2aZRuCFG5LQxEllX6numg83FWkru2j8JWzcFRLSLaCmPGjGHOnDk8/vjjAHTp0oWcnBzmz5/P5MmT8Xq9+Hw+kpOTgcgFPVZ888032O12xo4dy9ixYznppJPw+XwkJCRgtVrRdZ3FixeTnJyMEIKEhAQAdu/efcixbTYbPp8Pr9fL4sWLOffccxvsv+OOO5gzZw7Dhw+PCqh6b4NEIjm6CHoMKnLDVGwNoaiQkGlqtdLPdUUaRV85yCuvxVtuRLerZug83Eq3k+xkDLC0m9LUzYkUEW2A0aNH88wzz3DyySc32FZbW4uiKMTHx3PnnXdGXfzl5eXk5+fz4YcfkpCQwLp16ygtLSUpKYlx48ZRWVnJ3Llzyc/P56OPPgIgPz+fuXPnkpmZGd03f/58+vTpw+zZs1myZAkul4vrr7+exMREhBBMnDiR+++/H7fbzaxZs/jd737HDTfcwJAhQ8jLy2PXrl188803VFdXR8c3mUzRZYhTTz2VRx99lIKCAs4+++x95j1x4kQcDkd0mcZisVBSUsJvf/tbhg8fzo4dO5g7dy5+v5+ZM2fyf//3f2RkZLTMmyKRSFqEkNegcnuY8s1hhBDEpZkwWVr+4mzogpKfQ+xY7KdqhwbYiEuDLsdbSepqJqWrmeRuZiyOo2epojEoot6v3YE4UC90XdfJzc2lX79++7jrf01LLWe0VeT8O/78D/Z90HWdtWvXcuyxxx7yu9IRkfNv/vmHfAZVO8KUbYqkQMalt454EIageE2ITZ948VYaUW+DrU8Vg07qjsnU9kWDq0Sj/zlOnCmxea8OdA3dH9ITIZFIJJIWIxwwqN4RpnRTCEMDZycTZmsriAchqNgaZuNHPmoLNcx2hQETnfQ6zY7ZCTt3lre4TYeDUVeHtqMMEegDxLX4+aWIkEgkEkmzo4cFNflhitcF0cMQl2rCbGsdz0PJ+l/KT6tm6D3WTv/xTmzxEa+DrhuHGKX1Merq0PMK0IuL0ess4M1BigiJRCKRtAuEEHjKdUxWBVu8esClCCEErt06u9cG8dcYODuprRJXYGiCwpVBcr/04ynTUc3Q4xQ7/c52ENep/SxZGS4X4W35aEW7UcxmlOQ0hNvfavZIESGRSCSSJlO+KUThqiCqWcFkBnuKiYQMExaHgqIq0Z4WNbs06oo07IkqSV1a/pKjBQX5ywJsX+THX2tgtiv0PctBn9Mdbab2RGMwPF70/Hy8W0oJCyvmpAwUk4oSEtjtYdRWagIqRYREIpFImkR1foiiNSESs8yYrAp6WKAFIjEGhi4g8h8oYLYqJOW0fK2HoMcgb4mfHUsChH0CW4LCoElOep5qb1fFoEQohLZjJ8bOfEJhM0ZCCv2HeHHE11Ef860X7sYW1zoB4FJESCQSiaTRuEs1CpYFieukYtoTEGmyKJgsCraEVjYO0EKCLQt95C3xo4cgLk1l8PlOup1kj9rbXhCaRnjtOoyySozEVEIBOz0HunEmtJ1aOlJEtCKyFXjHbgW+adMmHnvsMTp37hwtJCaRtGd81Tp53wawJbROXMOhqNwWZvU7bryVBomdTfQ/y0nOcdZ2WRRKGAbaxk0YZZWITmn46mx07eMhMSXc2qY1QIqIVkS2Au/YrcAHDRrEhRdeuE95cImkPeKt1Nn5vR+TmTbXVCocMNj4kY+d3wYwWWDIRXH0Pt3ebktRCyHQcreh7SxEpGXic1nI7OYlNTPY2qbtgxQRrYxsBR6bVuALFy7k6aefZuTIkfh8PnJzcxk/fnzUC1JcXMwzzzxDVlYWpaWlnH322Zxzzjn7jF9bW8vTTz9NcnIypaWlnHTSSVx66aXMmjWLl19+mT/+8Y+cccYZ3HrrrYwfP56RI0fyzDPPkJGRQVpaGpWVlSQmJjJz5swm9RKRSNoq3iqd8s0hago0rE4FR4wKGsUCIQRFq0Js+MBLoM4grY+Z465MID697djYFIQQeMp0tKLdaLnFmFKzMYUU0nMCZHUJ0Bbr3h3VImLZnDq2fu474H7DEKiq67DH73+Ok1E3Jh30GNkKPDatwCdMmMD27dv58ccfmTdvHl6vl9NOO43rr78eu93On//8Z66++mrGjx9PIBDgzDPPpF+/fvuM88gjj3DKKadwwQUX4Ha7ufDCCxk+fDi33norQgg2b97MqFGjuPjii7nhhhui9i5fvpwXX3wRRVGYNm0ac+fO5brrrjvoey+RtGU0v0L+DwHqCgxM1tZvhPVr6oo11v3HQ9V2DYtT4djL4+gxqv16HwBcu8PEGWWki++wnJ6GyVlHWy+YelSLiLaAbAX+C7FoBT58+HBUVSUhIYGkpCSqq6tJTExk1apVPP/88wDY7Xb69+/PsmXL9hERS5cuJRgMsnr1ajRNIycnh6KiInr37s20adO47LLLePbZZ3nzzTcbPO+4446Liq2TTjqJxYsXSxEhabcYmqB6gwVzgkZiVttqNBXyGWz+LLJ0IQT0PNXOwPN+KRTVEhgeL3ppGUZhERgGqCqYzSgmE0piAmpqCkp8HEpcHEojVIAQAtfWKqxl28lK2IqtWzqKs5VyNpvIUS0iRt2YdEBPgWwF3j5bge9tg8lkwjCaXnnu6quvZvjw4fh8PsxmczRexWKxMHToUBYtWkR5eXlU4EkkHY3qnWGCNSoJfc1tSkB4KnSWvViHt9IgtZeZYZfGk9y1ZS5jwjAwqqrRC3ZhlFWgICA+HsVsBiEQhoHQNESxG71gFwqAyYSSmIiSlIiSEI/icKBYLXvGEyAE6DruDcWoNaV0PcaHLatru+rX07aiY45SxowZw8svvxy9k9+7FfjgwYMJhULN2gp85cqVjB07ljlz5lBeXo7PF1niqW8F/tVXX1FcXHxYrcB1Xcfr9fLZZ5/ts7++FbjX641ua45W4PHx8YwYMYLVq1cDEAgE2Lp1a/T13psxY8bw/fffRx/feeedlJaWAvDZZ58xcuRIrr/+eqZPn87evevWrl0b/f/ly5czcuTI/dryySef4PF4YjEtiaRZCHoMdq8LY01qW6Wfaws1lj5bi7fKYNilcYy+LanlBIRuoG3aSvjHFYjqGtROKajpaagOO4rNimK3oTrsqHFO1JRkTOlpqOlpKIkJiGAQo6gYff1GQj+uwvP1StyLfsK7ZCXepatwLf4ZxVVLr1FW7NnJ7UpAwFHuiWgryFbgR94KfOXKldFAztGjR7N27Vpqa2uZPXs2jz32GE8++SRPP/00q1evpqysjPvuu2+/8Rj33nsvf/3rX3nooYcIh8OMGTOGrl278tZbb/H222/z8MMPYzabWb16NTfffHPUQ5KVlcWMGTMoLy8nKSmJyZMns3nzZj7++GPKyspYuHAhp59+Ok899RQ5OTkcf/zxR/ahkUiaASEEJT8HEQaY2lBccEVuiB9fdmNogpOuSyBnmK3Fzh0REJsw8nehpnVq1PJEPYrZDCYzYVM8Qb8JFHB20kARCENBCAWbySCnpw97y7e9iAkxaQXudrvx+/0H/IHfHw8//DBer5fExES2bNnCVVddxVlnnYXL5eLBBx+Mrv1PnTqVE088sUn2yFbgR46cf+Pn35h6GG0R2Qr8wByt83eVaGxf5CcuUyG/YCc9e/Zq9VbYRSuDrHrbjWpWGPmHRNL6Nn+sgK4b7NyZR8/u3TE2bkYvLIp4FtTGvxZaWCHgM2EYCnanTqfMAIkpYaz22Ht49MIi7JddhJqWFpPxWrwV+A033MDOnTv58ccfG/0ci8XCY489BsAPP/zArbfeyllnncVzzz3HwIEDueGGGygrK+Piiy9m0aJF2GwtpzwlksaybNkyvvnmGwCOP/74/S6RSCRtDT0sCNQZWJxKpNeFEildXbgygC1RRWkDC916WLDhAy95SwPYEhVG3dhyyxcAaDrazxsQu0tQ09MblfVhGBDwmdHCCmazoFNWkKTUEM54rU28ps1BTN6Rxx57rMnrvHfffXf0//Pz8+nfvz8AH3/8Mf/85z8ByMzMJCMjg2+//ZYzzzwzFqZKJDFl1KhRvP/++61thkTSKHw1OrWFGpW5YfRQxAltiVNIyDQBCkGXIKmzqdVbYfuqdVa85qamQCOtj5kTrk1ssWZZhs+PXlKCbc3PGHFOTBkZhxQQhgE+jwVhQFKnECnpQeISNEzmI3b0t3liIiJ69OhxWM/btGkTc+bMoaSkhBdffJHa2lo8Hg9pe7lk0tLSKCoqOqzxdV1H1/UGj4UQ0b+DUb8/Bqs97RI5/44///rvwd7fkXrqt+1v39FAR5q/MATuUp3yLWHc5TqKAo5kE/YUFWEItBDUFIYxwuBMU9F1I5rVdDjZTUdK2cYQq9/2EvYJ+p5pp/9EB6qJ5hU2wsCoqcUoKsIoLkXoOsKkQloagj2ZFPvBMMDviSxZpKT7ScsJYHfsfc1pPpMb2KEb6LqBiNEJm/K5b7KIWLJkCZ9//jl/+ctfqKio4J577kEIwYMPPkjfvn2bNNagQYOYPXs233//PVdccQXvvvtuU805KLm5uftsM5lM+Hy+Rq9z+v2t16e9LSDn33Hnr+s6oVCI9evXH/CYg+07GmjP8xcCQrUqrjwzgSoTZruBOV5Eqh4eqMber7YXFOQ3s5URDB1c2y1U/WzDV2zGZDPoPsmHvVctBbua8cS6jlpTi7mwGNXtRlgsGHFOMJnAZqW8onz/T9NUwgErQijEJXlISqsjrIYoKW1GWw+CWlpOYMN6jD0ZfC1Jk0XEm2++yd13343NZuPpp5+mV69eHHvsscycOZN58+Y1agxd1wkEAtG6CKeccgper5eCggLi4uKorKwkNTUVgMrKSjp37txUMwHo169fg6AQIQTbtm3DYrFgt9sP+lwhBH6/H4fDcdQGFsr5d+z5ezweHA4Hffr02WefruusX7+eIUOGHFWBhfW05/kLIfBVGZRvCVO7WyMrRcHRS23S59gwDAoK8unevUe0TkpzEPYZ7FgcoOCHIEGXQDVBlxFWBkx04OwUmyDB/SG8HoyKSoyCAoxAECUllVBaN4RuimROCIOq6krS0zqhqGqk5oMCuqYQDqmY4wSpfQMkpwWxOxOA1m1fapit2I4ZgprWKSbj1bcOaAyHtZwxYMAA3G43y5cvZ/HixdhstiatC5eUlPDcc8/xzDPPAFBWVobX66Vz585MmjSJxYsX069fP8rKyigvL2f06NGHYyYmk2mfH4CUlBTKy8vp3LnzQb9UQggMI+LW66gXkYMh599x5y+EIBAIsHv3bjIyMg56kdzfd+hooj3NP+QzcO3WqNwexlcVKVWd3MVyRGWgVVVttuwMV6nGj/9w4a0wcKSoDJrkoMdIe7M09xJCIPwBjKoqjMJijOoaFFVBjY/HlJyEz2NCARI7hTEEaCFwecJYbKCqAoSCEOCI00lJ9xGfFN6rHHUbiJg0Rd4nNUaf1aZ85pssItxuN9XV1bz33nuMHTs2mjXRlLWz5ORkdF3nnnvuITExke3bt0dbJt92223MmDGDBx54gLKyMp566qmYZmZkZGRQUFDAtm3bDnqcEIJwOIzFYulwF5HGIOffsedvMpnIyMho851QJQ0RhsBVqlO7K4yxV002XRO4y3TQIx02E3NMbfpzW7I+xMq33OghwZCL4+g9JjY9L4SxJ7ahsAijzgWaFglc2FNNEkCx2yP1Hvacz+81oajQa6Abu7M+FsZA2Erp2dPZ6imubZ0mi4grrriC0047jfj4eP71r39RU1PDfffdR+/evRs9Rnx8/AE7NSYlJUV7HDQHqqrSs2dPDMM4aNBcvTtz4MCB7eZOJJbI+Xfc+SuK0qwuaknsqe/uWLIhhLtUx+JQUPf6WCqKQnwnE6q57QoHiMwj9ws/mz71YXUqnPzHRNL7H3lVKxHW0MvL0fPyEbV1KBYzOBwoVisogKJG+lr8SqgEfCYE0GvALwJC0jSaLCIuuugizjnnHEwmEzabDU3TuO+++6IxDO2Fxv6Itid3ZnMg5390z1/S+gTqDIrWBHEVR7pVJnVu216GAxGoM1j7bw8lP4dIzDFx8g2JxKUd2XdLGAZ6SSn65q0Ivx8lLg41I61Rr0/Ab8LQFXoOcuGIkwLicDmsmIi9gxXNZvNhBz5KJBKJ5MAE3QbbF/vQg7S5VtyNRQsKtn/tJ/dLH3oIuhxv47gr4jHbjmwuek0t+patGJVVKImJmBIbH9wY8JvQwwo9B7lxxksBcSTI3hkSiUTSBgn5DPK+9aOHID6j/XnDgm6DkvUhNn/mI1BnEJ9p4pgLnGQPPbIYN8PnQ8/biZ6/C8VmQ81Ib5JnJuCr90C4iUuIbbO/oxEpIiQSiaSNoQUFO78PEHAbJGa2zZ9pT4VO9c4wWkCgBSN/YX8kdqOuWCPojsScWeMVhl0aR49T7UfUVlwEAmgFhRg78gBQO6U2qRkWRIIoBdBzkEt6IGJE2/x0SiQSyVGKHhbkLwvgrdRJym6bP9EFPwZY+28PRnjffSYrJGabyRpiIrmLma4n2LA4Dj+QV4RC6IVF6Nt2gK6jJCdHAiebiM+zJwtjgFvGQMSQtvkJlUgkkqMQb6VOyc8hXCVhEnPa3s+zHhasn+9l53cBHCkqx1wQhy1RwWzb82dXsCeqMUvX1EtK0bdsRfgCqMlJKLbGZXJoYSUaOFm/0mG16fQY4JFZGDEmZp/SSZMmceKJJzJt2jSSW6H0pkQikbRXAnUGZZuDVO3QMNsUErPNbS4Dw1ul89PrkaZY6f0tnHBNQrMUhgLQq2vQt+RiVO0JmsxsfNBkOKTi95rI6OzH5jAwmQ3MFoHdoR8VDbFampiJiLvvvpuNGzdyww038MYbb0RLWkskEolk/wghKFkfomxjCEWFhCzTEcUNNAdaUJD7pY9ti/wYYeh3toNB5zmbJVNEGAba1m2RuIfDCJrUwgp+j5nuA1wkd9rPWosk5sRERJSVlXHKKadwyimncN5550kBIZFIJI3AU65Tuj5EfIYJk6VtiQchoGhlkE2f+AnUGiRkmRh6SRwZA468ONR+z2cYaFty0bfvQE1LQzE3LWhS18HrstC1j0cKiBakyb6oO+64Y59tzz//PLfffjsAOTk5R26VRCKRHAWUbwljtittTkC4S3V2/jee1fO86CHBsEvjOOOe5OYTEEKg5W5H37YDNb3pAsIwwFNnJau7l9TMYLPYKNk/TfZEVFRU7LPt0Ucf5corr4yJQRKJRNIREEakn4W/RkfXIkGJQgcjLNA1gR4Cd6lGUue2E0CphwVb/+cj90s/QjfR4xQbgyfFYY1rvjLpQgi0bdvRc7dFBEQT0zZ1XcFTZyYt209m5wBtLJSk2RFeH0Z1Taudv9Gf3smTJ6MoClu2bGHKlCkN9vn9/pgbJpFIJO0RQxe4duuUbgzirTQwmUFRFRSVyJ/yy+OELHObqUJZvjXE2n958FYYJGSbyBhdy+BRnZq1AZXQDbQdeehbcpu8hCFEpO6DFlbJ6uYjo3MA5ShqCSN8foIff0bgo09BCJz/N7VV7Gi0iLjooosAePnll7nwwgsb7IuPj+fkk0+OrWUSiUTSjhBCUFekU7I+iK9ax55oapN9LuqbeVXlabhKNNylOu5SHX+NgckCgy9w0nOMjYJdVc1qh15Vjb55C6KmNtJVswkCQgsreN1m4hM1eg48ukpXC5+P4P++IvjfjxBuN2pWJtZJE1vNnkaLiHrhkJmZyahRo5rNIIlEImlvBD0GxWuC1BRo2BNVkrtYWtukBviqdco2hajcFqZiW5ig65dUR9UCCRkm0vvbGHCOk7g0E7puNJsthseDvm0HRlFxpNNmEzMwwiEFv9dM515eOmUEG3Qz7agIw0Bbv4nQom8IL1sOoRBKWiccV/8B6xljMEpKW822Ji/GZWdn8+GHH3Leeeeh6zqvvPIKhmHw+9//nvj4+OawUSKRSNokhi6o3hmmeE0IIQRJOW2rSVbAZbBloY/87wOIPbogsbOJLsMtdOptIamLmbhOsSkOdShEMIiWvyuSvqkoKOnph3Ven9dM115eOmV1/ABK4fMT/HIRoU8WYpRH4hFNA/pjPfN0rGNHo1haX6w2WUQ888wznHDCCSiKwqxZs1i9ejW9evXi/vvvZ9asWc1gokQikbQtQj4DX6VBeW4Id6lGXCcTFkfbuSUOBwy2fx1g21eRzpmpvcz0Gesgra8FW3zLBg4ITUMv2o2+NReh6ZHKk4dRthoi3TedTp2U9I4tIIzqGoKfLCT0+ZcIrxclKQnbxb/BOu50TF3aVgZkk99Jr9fL1VdfjaZpfPLJJ3zwwQekp6dz+eWXN4d9EolE0ibQggJXiUZ1fhh3mY7QwepQSOrcdqpLGlqkcdfWz30E3YL4TBODJznJHmptcRuFYWCUlaNtyUV4PKjJSai2w+/gKQQE/SZ6DXJ1yCUMEQoRXrmG8NLvCa9YCZqG2jkb+zVXRrwO1uZJrz1SDktEAHzzzTcMGjSI9PR0AOx2e2wtk0gkkjaAoQtqdoXZvTZE2CewOhXi09pWZUlhCIpXh9j0qRdvpYE9UeXY38XR/WRbi9sphMCoqkbfmotRVY2SkIApM+OIx/V7zCSmBElI7jiFpISmoa3bQGjpd4R//An8flAUzMcMwnr+BCwnjkBR23bKSZNFxLHHHsu5555LWVkZf/vb3wgEAvzrX/+SIkIikXQohABPmU7p+gCeCh1niglnStu6BfbX6pRvDpO31E9toY7ZrjDofCe9xzowW1tYPOgGhsuFvn0HRmkZisOBmpkREw+IYYCmKWR1bf91IIRhoG/aQujbZYS//wHhcgNg6tMby+hTsJ46EjWtUytb2XiaLCLuuecevv32W5KTkxk6dCgej4ekpCTuvvvu5rBPIpFIWhxhCOq2mdm2yY89wdRmliwMLdJro3xziIptYbwVkWhJ1Qx9zrDT72xni8Y8GH4/os6FUV6BUVqGCIZQrBbUwwyaPBBet4XUzADOBC1mY7YUQgiM3SVo6zdG/0RtHQBq1y7Yzp+I5bRRmHKyW9nSw6PJIkJRFEaPHk1tbS3bt2+nd+/eXHDBBaht3OUikUgkjaV0Yxh3voXOx5uwWFvf+xD0GOR/FyDv2wCBuohwcHZS6T7SRlpfC1mDrc1aVfLXiLCGll+AsW07wjBQLFaUOAdqclLMz6VrCgqQ2TkQ87GbAyEERkkZ2voNaBs2RUTDXhUl1Z7dsY4bi3X0Kag9urUJcXokNFlE1NTUcM8997B48WK6dOnC/Pnzueqqq3jqqacYMGBAc9gokUgkLUbl9hClP4ewpeitHvfg2q2xfbGfwp+CGGFwJKsMmuSk6wgbztTWETd6RSXapi0Ilxs1NQX1MDMtGovHZSGnuxervflqVxwJQohIAGm9p2HDJkTlL4W61O5dsYw6CfOQYzAPHoia2Pi25u2BJr/7f/nLXxg6dCj33Xcf99xzD0lJSbz00ks88MADvP76681ho0QikbQItYVhdi0P4kwzoe5uHRuEISjdGGbHYj8VWyNBhKk9zfQe6yBnmLXVhI3h9aJvz8PYVQhxcZgy05v9nH6PibiEMJ2y25YXQvh8hH/egLZ6HdrqtdEaDgBq185YJp4dEQ3HDEJNSmxFS5ufw/JE3HTTTQDRJYzOnTuj60dP2VGJRNLx8FTo7Pw+gCNFxXT4mYiHjRCC0g0hNn/mo65IR1GhywgbvU+3k9qj9YoKGW43esEujF1FACjpaS2SMaBrCmFNpcdAN03sydUsGC43oS8WEV65Bn1rbqT3OKBmZmA958xfRENKcusa2sI0WUQEg0E8Hk+D6pRer5dAoG0pRYlEImksWkiQv8yP1alidarNWvb51wghKN8cZvNnPmoKNFRLJEiyzxkOHMmtd/VUvF60dT8jSspQVBUlObnJLbqPhPpljNbuiyGCIYKfLiDw3w/B6wObDfPwYViOOxbz8GGo2VntPq7hSGiyiJg0aRLnn38+EyZMoKysjBdeeIH//e9/XHHFFc1hn0QikTQ7tYVhQh5BUueWvWhX5YXZ8KGX6jwN1Qy9Rtvpd3brigfD70fbkYdtzXqMjAxMqclNbs99pLSJZQzDIPzVNwT/9R9EVTVqRjr2P0zFcsrJbaLcdFuhySLiyiuvJDU1lf/+97+YzWbWrFnDH//4R84555zmsE8ikUiaFT0cWUZwJLdshlnBDwHW/NMDQI9T7PQ/x9GqdShEWEMvKkLfug0jrKEnxqOmprR4L5DWXMYQuoG+I4/QmnUkf/UNgbJylIQEHNddg3XCWVI87IfDCqudMGECEyZMiLUtEolE0uLUFbesF0IYgk2f+sj9wo8jRWXk/yWS1Ll5MxwOaItuYNTVYZSXYxQWIwIB1ORkVIsFylq2M2R9WetgwETnHp4WW8YQwRDhVWsIf/8D4dVrI0sWgMlqxXrJhTguvgAlztkitrRHDuuT+9VXX/HJJ59QVlZGZmYmkyZNYty4cbG2TSKRSJoVQxeUbQxjT2wZL4QeEqya56Z4TYiU7mZO/kNii527HqHrGLV1kQJRu3cjfAEUkwklIS6aSSAMcYhRYmiPiDTWCgdVnPE6OT1dJDZzaWsRCBBevZbwsuWRPhWBSEMvU7++mI8dgjpkMIU2Cz379kMxyRpIB6PJIuKll15i3rx5nHHGGfTo0YOqqioeeOABduzYwQ033NAcNkokEkmz4CrR8dXoJHdpfjd1bZHGqrfcuEp0co6zcvzkhBYrTS10A6OmJuJxKNqNCIUiwiE+DjWhdeoW1IuHUMBEfGKYLr28JCSFUZrpmi18PsI/rSa87EfCq9ZCKASAaUA/LKeMxHrKydFy07puwM685jGkg9FkEfHpp5/y6aefkpKSEt1WXV3N5MmTpYiQSCTtBmEIyjaGmr1MtDAEuV/52fyZDwQMOs9Jv7MdLRJrIITAqKyKdNKsrUOxmFHi4pqlsmRTCPhMBAMq8YkaXXt7iU9sHvFguD2EV6wkvOxHtDU/g6aBomAaNADrqJOwnHwianpa7E98FNFkEZGVldVAQACkpqZGu3lKJBJJe8BdpuOp0Js1FsJbqbNyrpvqPI2ELBPHT0kgpVvLxD8Ybjfath0YxbtRnM4WKQ51KIIBlaDPjCNBo1cvd7N4How6F+EfVxBethzt5w2Reg6qinnIYCz1wuEoq+XQnDT503zuuefyzjvvcN5555GUlERdXR0ffvihjImQSCTtBiEEZZtDWJ1KzHP8gx6Dsk0hStaHKNsQQg9D79PtDJ4Uh6kFli+EEOh5+Whbc1FUNebNsA6HUFDF7zVhd+r0GOAmISVELOtVCX8g0k576fdoGzeBIcBswnzcUCwjT8Jy0gkdrtx0W6FRImLAgAHRL5oQkYCbhx9+OLpfCIGiKEyePLkZTJRIJJLY4qsycJfoJGbHzgtRuT3Mpk+9VO3QQABKpFz1wHOdZPS3xuw8B0MIgbZtB/qWraidOqE0c1+LQ6GFFXxuMxabQbc+XpLSgjFN29QLdhFc+AWhb74Fvx+sFiwnjsAy8iTMJxyPGh8Xu5NJ9kujPmHDhg3j2WefPeB+IQR33HFHzIySSCSS5kIIQfmWECarEpM7dGEIcr/0s+lTH6oZsodYyR5iJesYK7aEFuysubeASEtr0eqSv0YLK/g8ZkxmQU5PL6kZIUzm2GR8iHCY8Pc/Elz4BfrmrUCkM6ZtwtlYR5+K4nTE5DySxtEoEfH444/TuXPnQx4jkUgkbRl/nU7p+hDVO7WYxEKEvAYr57op2xgmIdvESVMTSMhq+bt/IQTa9rw9AqJTqwmIcEjB742Ih+wePlLTg5gtsREPekkpoc+/IrToG4TLDRYLlrGjsU04G1P/vkd16enWpFGf9p49e8bkGIlEImkNwgGDitwwZRtDqCaFpM6mI/JCCCGozA2z+h0PvmqDrifaOPa38ZhtLX8hE7qBtmNvAdFyIkYICAdVggETQoDFapDTw0tKeigm4kEIgbZyDcFPF6KtWQeAmpON7ZILsY47HTUh/hAjSJqb1l0wk0gkkmZECwmq88KUbgihhwRx6SZMlsO/0Bu6oHhNiO2L/NQWRvpdHHdFPN1H2lrlTlivqUXftBlRXdPiAiIciixZOOJ0srr6iEvScMRpMQuY1Lbk4n9jXmTJQlWxjDoJ6zlnYR56TIt0EZU0DikiJBJJh0MPC2oKwpT8HCLsFzhTVSxph+/iN3RBwQ8Btv7Pj7/GwGSBnqdFOm3Gp7f80oEIBiPLFzvzUWw2lIz0FhUxWljB77XQvZ+b5LQQsTy1vruEwNx3CS9bDqqKdcLZ2C+7CLVTauxOIokZMRMR9RkaEolE0lroYUHNrojnIeQWOFJVnKmHf5EXQlCyPsjGj3y4S3Ws8QoDz3PS81R7sxep2q89uoFeUoK+aQuEw6ipqS0e/6BrkYyLrn08pKSHYjauUVtH4F//JfS/r0DXsZx8AvYpV2DqcvB4PEnrEjMRcfXVVzN37txYDSeRSCSNRg8LagvDlKwPEfIIHMkqSV2O7OLqKzOx7FM3Vds1TFYYMMFBn3EOLPZWEA9CYFRVo2/ZiqiphcTEVqk6qesKHpeFzr08pGYGYzKmCAYJfvQZgfkfgd+PqX9fHNdOxjxoQEzGlzQvTRYRS5Ys4cknn2TXrl1omgZIL4REImk9gh6DvKWRZQZHsnrEWRfCEGz93M+OhfGgaHQfZWPgRCeO5NbJeDA8HvRtOzCKisHpRM3MaBU7dF3BU2cmq5uXtKwjFxBCNwh9vZjAO/+OxHRkZ2H/041YRp0kryftiCaLiEcffZTbb7+dAQMGYN4TxCPrREgkktYg5DPY+a1/TyvvI3esBj0GK99yU745jD1d5+Tfp5LStWUKRf0aEQig5e9Cz9uJoqoorVR5UtfB77YgFMju7iOjc+CIYiCEEGir1uB/6x2MgkKUxAQcN/we6/gzW704lqTpNPkd69mzJ+PHj99n+/PPPx8TgyQSiaQxhAMGO78P4HcZJGYe+cWnOj/Mitfc+GsMup1sI2FELYk5LX/XL8IaelEx+tZc0HXUlOQWzbqoxzAU3HVmVEUlLTtAWlYAq904ojG1DZvwv/se+oZNYLVgu/RC7BddgBLnjJHVkpamyZ/MKVOm8K9//Yvhw4cTH/9Lju7tt9/Ov/71r5gaJ5FIJPtDCwkKlgXxVeokZh/5BbZ4dZCf3nKjqDD8yni6nGhl584YGNoEhBAYFZVoGzcjPF7U5CQUW8t7QQwDPC4zIZ+dTj0DZHQOYTsC8SCEQFv7M8H5H0UaYqkq1jPHYr/ismjrbUn7pcnfvqKiIh5//HECgUCD7XINSyKRNAchn4G/Zs9FbM/PTNWOMK5SLSa9L3b/HOSnN93YElRG3phIchczun5kd9xNxfB60bZui3TcjItrlY6bhgE+jxlhKCSn+bEmFpHToysm0+EFkopAgNA3Swl+uhCjsBhUBcsZY7BfdjGmnKwYWy9pLZosIl599VXeffdd+vfvj2mvTirXX399TA2TSCSSoMdgx2I/gTqjQctoRYHELNMR37yUbQrx0+turHEKp96c2OIlq0VYQy8siixdoDRbx01dUwiFVMxmgclsRAtCGToEAya0kIpQICUtSHpOAKs9zM6d4cM6l1FRSXDB/wj97yuExwtxTmwXno914nhMrRQUKmk+mvyN6du3L4MGDdpn+3333RcTgyQSiQR+CZoM+2ITNPlrKnJD/PiKC5NV4ZRpSS0qIISuo5eUom/dhvD5UVOSUKyxX7oQArxuM6AQnxQi6DcRcFlA7Gk0qkJCcoik1BBxiVp02ULXm3gen4/wDysILf0ebd16MAzUzjnYr7oc69gxKA57zOcmaRs0+Vtz/PHHM3PmTE477bQGMRGPPvooH3zwQUyNk0gkRydhf0RABFwGCTEImvw1rt0aP77sxmSOCIjmECn7QxgGRnkF2tZt4HJBYmKzLV2EAip+n4nkTiGyu/uwOfYIBE0hFFQxdAWbQz/sHhdCN9BWrSb09VLCK1dBKAxmE+YRx2GbcDbm44bJ8tRHAU3+5syaNYu0tDQWL17cYHtVVVWsbJJIJEcxWlCw8/sAvhqDxGbwDgRcBsvmuNDDglP+mEhKt+YXEMIwMCqr0HO3YdTUosTFNVu9h1BAJeA3YbYa9OjvIalTw7LUJrPAYW6iq2EvhM9H6KvFkViH0jJQFEyDB2IdcyqWUSfLplhHGU3+9px00km88sor+2y/5ZZbYmKQRCI5etGCgvzvA3gqdBKzYl/cSQsJfvyHC3+NwfCr4knv17zZD8IwIpUmc7dhVNegOJ2oMexzIQQgIumYAZ8JXVexOTQ69/SSnBabTpr16KVlhD5dSPDLb8DvR0lMwHbZRdjGn4manhaz80jaF00WEfsTECDrREgkkiMjHDDIXxbAXabHJGjy1whDsGqum5oCjf7jHXQ/uXnX6Y26OrQtuRjlFTEVDwGfiVBQjWaqKIBqEiSlBUlJCxGXoDUIQj0ShBBoGzYR/PgzwstXghCo3btiO/9crGNObZUUVEnboskiQgjBW2+9xXvvvUdJSQnZ2dlcdtllXH311TLNUyKRHBb1haO85c0jIAA2fuxj99oQnYdbGXhu8xU3EsEg2o6d6DsLUMymmGZcBHwmDF2h9zEubHYdRYlkqiiqiFkLboj8zls3bsb34qsYO/IAMJ8wHNukcyOtuOVvvWQPTRYRf//731m6dClXXnklqampVFdX8/HHH+PxeJg2bVpz2CiRSDowYb9B3ncBfJU6Cc0kIHZ+F2DbV35Se5k5fnJCs6RR7t1hU4S1PZUmY7ckE/Sr6JpCr0FunAlazMbdGyEE2uq1+N/5N4nb8zCsFqwTx2M7fwKmzjnNck5J+6bJIuK7775j3rx5WPdKR7r00kuZMmWKFBESiaTRCEPgLtPZvTZIoM6ISeXJfc4hBNsX+dnwoY+4NJWTr0/EZGmGOgzVNeibt0TiHhITMcW4w2YwoBIOm+g10NUsAiJSVXI9gXf/jb51G5jN+E8dSdq1k7HIeAfJQWjyt1ZV1QYCAsBqtTYoPHUoampqePLJJ3E6nSiKQlFREffccw/du3fH5XLx4IMPEh8fT3l5OVOnTuXEE09sqpkSiaQNoIcFelhgtiqo5sjF29AErhKd0o1BvJUGtjilWWo0CEPw83wveUsCJGSbGHVTIraE2KYcGj4/+vYdGLsKwWaLadBkPQGfiXBYpddAF3GJsRMQ+u5StJ83oG3YiLZhE6K6BswmrBPPxnLhBVS668hITY3Z+SQdkyZ/c3Nycnj88ce59NJLSUlJoaamhv/85z/k5DTe1VVaWorNZuOBBx4AYN68edx///3MmzeP5557joEDB3LDDTdQVlbGxRdfzKJFi7DZbE01VSKRtBJaSFCTH6ZkfQg9KFBMYLYpWJwqYb9B0C2wJ0TadjfH8oUeEqx8y83udSHS+lo46foErM7YCAjD70fU1GKUlWGUlAGgdEpFacKNVGMIBVX8XhPOOJ2ufV3Ex0BA6LtLCX+3jNC3yzAKdkW3q927YT3tFGznT0DNSI+U/XbXHfH5JB2fJouI+++/nzvvvJNzzz03+uUfM2YMTz75ZKPHGDhwIA8++GD0cdeuXSkri3wZP/74Y/75z38CkJmZSUZGBt9++y1nnnlmU02VSCRHgDAibu6moIUEtQUR8RAOCJwpKpZOJgw94pHQgxGvhKNL7NM36/HV6Pz0hpvqPI0ux1sZflXCYS1hKIEARnk56DoiHEb4A4jaOkRtDcIAxWpBSY5t3AOAFlbwuc1Y7Abd+npI7hRCPYJTiHCY8LLlBBf8D33zVgCUhASsZ4/DPPxYzMcMRE1MjJH1kqONJosIk8nE888/j8fjobS0lOzsbNLTm15xbe+7j6+//porrriC2tpaPB4PaWm/rMGlpaVRVFTU5PEBdF1Hb2r91r2eu/e/Rxty/kfv/ENeg6qCEKXf29i4y0tKdwsJmSYcKSoWx75383pY4KsyqCvWqCnQ0AICR4pKfFLk2PpmVqol8rf3tlghDEFFrkb+dwHKNoYRBvQ+w86g8x2gCnS9CWIoGCCctxPrqrWEU1JRFAWBgmJSwWZFSU6JVmIUe84dK8KhiPchu4eH1PQgJrNA0PQy1ABGeQXhL74i/OU3CJcLLBbMY07FctopmIYNibYXj4zf8P0wDKPBv0cb7W3+hm6g6wYiRr9XTfnda7KIOPHEE/nDH/7ALbfcQkbGkVdcW7x4MYFAgKuvvpq6uti6z3Jzc494jPXr18fAkvaLnH/HmL8wQPPvEe57rnn1hYrqMTQFf6mKb7cZgYIlDopLCinIUxB6JJXQ5BSoFoFqFahWwIBAhQkjrKCYBJZ4IyIUSltubjWbLJSvsBOqNQGC+B4aacOCOHvWkl/QhIE0HVNZGZZdRaAbGInxVAj9l9fIAMJB8LhjPwlA10yE/FbSu5ThCfjwFB7eOKaSUhxfLca2dj2KEOidUgmcP4HAiccj4vakthbuOvggeygoyD88IzoI7WX+amk5gQ3rMZKTW/zch9U7Y3/VKUOh0D4Bl4di8eLFLFq0iMceewxFUUhOTiYuLo7KykpS9wT0VFZW0rlz56aaCUC/fv1wOg8vH1zXddavX8+QIUOaFDTaUZDz7zjz18OCwuVBanbtpwiRIFKtSIn8v8Os0OVYFVRBQUE+3bv3QN1z123oAj0kMHQQeuQxgHWQitna8nUD9JBg/X+9FC0PYY1T6DPORvdRNuLSmvh+CQOjtAx9Sy7C50Pp1h1hMVNeUU5GekZ0/s2JFlbwesx0G+YmJe3w2mTr23cQmv8R2o8rADAdOxTr+RMxHTuU5CbOwTCMfd7/o4n2Nn/DbMV2zBDUtE4xGc/n8zX6JrzJImL48OFs27aNvn37Nth+3XXXMXfu3EaPs3DhQlatWsXMmTNRFIWHH36Y+++/n0mTJrF48WL69etHWVkZ5eXljB49uqlmApGllyO9AMRijPaMnH/7nr8eFhSvClBXZJDc2dLo+gjRJQhVxWSK/IiaTGBpIwUKvZU6y191UVekkzHQwoirE7DFN/3HXq+qRt+6DaOyEiUxAVNWJgDGniUKVVVRm6GmxN5oYYWA10yPvl5SMzWg8fMQQqD9vIHgfz+MdM8EzCcej/2yizH363PEtu39/h+NtJv5myJ2qjH6rWrKb16TRcTq1auZO3cuPXr0ICEhIbp9y5YtjR5jy5Yt3HHHHaSkpLBw4UIA3G43999/P7fddhszZszggQceoKysjKeeekpmZkgkh4GhCQp/ClC9UyMpx9QsBZZag93rgqx+x0PYJxgwwcGACc4mz83weCOpmYXFYLehZma0ShVGXVPwui106eUhNTPY6OcJwyD8408E53+Ivm0HqAqWMadiv+gCTD27N6PFEklDmiwiKisrmTFjRoNtQogD9tTYHwMGDGDTpk373ZeUlCT7cEgkR4ihCwpXBqjO6zgCIuAy+Pk/HorXhLA4FUb+XyJZxzTNNSKCQbSCXRjb80BVUdI7tVq7al0Hj8tCTg8vadmNExAirBFa8i3B+R9hFO8GiwXrhLOxXXh+1IsikbQkjRIRf/rTnxg+fDjXXHMNN998MxMnTtznmE6dYrMWI5FIjgxfjU7ZplCH8UAIQ7BrRZD173sJ+wQ5w6wMuywee1IT3P66jl5cgr5lKyIUjpSktjR/C/ADYejgqbWS1d1Lek7gkMeLQIDg/xYR/OhTRGUVOB3YLvkNtvMnoqYkN7/BEskBaNS3qKSkhGuuuQaADz/8cL8iYteuxkX7SiSS2CNEJM2yfEuIml0aqknpEAKiakeY9e97qSnQsCUonDg1gc7HNW15U6+qRtu0BWproRlKUjcVwwB3nZWMLn4yuwQ42CqK4XIT+uxzgp8uRLg9KMlJ2K++Ats5Z6PENV8TMYmksTRKROi6zurVq8nKysLlclFSUrJPEZrPPvuMyZMnN4uREonkwIT9BoU/Bakt1DBZFRIyTaim9i0evJU6Gz/yUrwmhKJC77F2BkxwNqnqpOHzoW/bgbGrCJwO1MwjT0k/UoQB7loL6dl+srv5DiggjMoqgh99SvB/X0EgiJqVif2qy7Gecbpsvy1pUzRKRPzxj3/kjjvuoKSkBEVRGDt27D7HyNawEknLE22hXaGTmN3+PQ9aULD1cx/bv/FjaJA91Moxv4kjPqPx0eJC09ALiyKNpAyjVeMeGtglwFVrpVOmn+wevn3TbQGjppbAP/9D6KuvQdNRe3THfvEFWE4dGfOy2hJJLGiUiBg3bhzjxo0DYPLkycybN2+fY6QXQiJpWbSgiAiIcp3EnNZb348VQbfBDy+5qCnQSOxsYuhFcaT3b/xdtxACo7wCbUsuwuVCTU5uM3ftQkQ8EMlpQXJ6+vi1phH+AIEPPib44ScQCGIa0B/7ZRdiPv44eYMmadM0+Zdnzpw5TdoukUhijxYU5H8fwFMe8UC0dzwVOsv+Xoe3wqD/eAcDz21a2qbhcqFt3YZRWoYSF4epDSxd7I2nzkJ8cpiuvb3s7VAQ4TChr74h8M//IGrrULt0xnH1lZhPPF6KB0m7oMkiIj4+vknbJRJJbAn5DHYtD+Iq1SJLGO38YlOzS+OHOXUEPYJjfxtHz9McjX6uCATQ8vLRdxagmE2o6eltbknH4zLjiNPo3teDyRyJJTOqawh+/iWhz79E1NahJCfhuOkGrGeNlcsWknZF+/eBSiRHCUGPQVVemPLNIRB0CAGxe12QlW+5EQJOui6BnGGNy7wQmoZevBt9Sy5oGmpKSsy7aTYVQwef14yhK9S/KwKwO3W69/dgtgi03O0EP1lA+PsfQNNRMtKxX3MVtglnozjsrWm+RHJYSBEhkbRxgm6Dim1hKraFwIC4TiZMrdCrIpYE6gx+/u9ehaP+kEin3pZDPk8IgVFRibZ56564hySUVq5oaxjg85gxDIVOmQGc8TqKIlAUUFSBwx6AH3/A/clC9NxtAJiHDMZ6/gQsJ4yIdAeVSNopUkRIJK2Iu1SjaHWQ5G5mOvWyNEhhDPkMKreHKd8URghBXJoJk6V9iwdhCPKXBdn4kZewP1I4auilcTiSD+1FMGpr0XK3Y5SVt4m4B0MHv8+MrqmkpAdIzwngiPulhbLw+gh+8RX+TxZGCkRZLVjPHoftvAmYenRrRcslkthxWCLiyy+/5P3330fXdZ5++mlee+01pk2bhsVy6DsJiUQSwVOhs2NJAJMFStaHKNsYIr2/lZRuZjzlOiXrg+gaxHcA8WDogqJVQXK/8OMu1bEnqwy/Kr5RyxeGx4uen4+evwvFYm3VuActrBAMmNB1BUWBpNQQ6dkBnAnaL/ZWVBL8eAHBLxaB34+Skox98u+wjj8TNTHhIKNLJO2PJouIN998k/nz53PWWWexePFiEhISSElJ4a9//SszZ85sDhslkg6Hr1onb4kfi0PBnhjxPuhhQfnmEGWbQgA4U1Us9vbt6tZDgoIfA2xb5MdXZWC2KfQ900H/8Q4sjgPPTRgGRnUNekEhRlkZCqB2Sm21oMP6Vt0WsyC5U5DE1DDOeA2z5Zeie9r2PIIffkL4ux/AMFC7dcV24flYR5+CIm+wJB2UJouIL774gvnz52O1Wvnpp59QFIVrrrmGKVOmNId9EkmHw1+ns2OxH9VMVEAAmCwKidkdY4XR0AT5PwTY+rmfQJ2BNU5h4HlOeo22H7TqpAiH0UvL0PPyES43itWKmprSasWiDB28LjOqCTr39JKaHopmWEBE7Gir1hD88FO09RsBMA8bgu3C8zEfN6zdB75KJIeiyb9YiqJgte5bwEXTtP0cLZEcnQgh8JTrlG4MEfIYWONVrHEqFodC9c4wQKPiANobhi4o/CnIloU+fFUGtgSFYy6Mo+epdsy2A19QRTCIvrsEfXseIhBEiY/DlJnegpb/yh4Dgj47XreFjM5B0nP8WKx70jNr69B35KFv20Fo6fcYRcVgMmEZOxr7b87D1LNHq9ktkbQ0TRYRWVlZPPzww1x++eUYhkFxcTHvv/8+nTt3bg77JJJ2hRACb4VB6YYQrhINi0PB4lAIeQSBWg09DBa7giO1fS9T/BphCIrXhtj8mQ9PmY7FoTDofCe9T3ccXDzoOlpePsaOPISmoSYloiYltqDlv7JHgN9jJuz2klmwiK5VbszrawnV1hGorcMor4gESdYT58R20SRs501ATZOdjCVHH00WETNmzODPf/4z5513HgBnnnkmY8aM4cknn4y5cRJJW6VeLNQVa2ghgdAEhg5hv8BbGbmI7t3LwtL4+kntCiEEpRvCbP7US12xjtmm0P8cB33OcByyWZbQDbQNm9ALClFTk1H34+FsKYSAgEdF2bWNtM0fY1u3BEJBDCAEoCgoCfGonTphGjYEU9/emHr3wtSzO0or2i2RtDZNFhFJSUm8/PLLVFRUUFJSQnZ2Nunpred2lEhaEmHsWabYFMJdomOyKKhmIt0YFVBNSodohHUogh6D8s0hdiwJUJOvoVqgzzgH/c50YEs4tJdFGAba5i3oBbtQMzJa9fUK+EyoG5aTsewNzCV5AKh9e1N33FAyTz4Zc6cUlMQEWUlSItkPTRYR5eXlrF+/niFDhjB06FBKS0v56aefOOGEE5rDPomkzRB0GxQsD+Au1bE6jw6xUE/Ia1CzS6OmQKN8c4iqPA0EKCboeZqd/uMdjY7xEIaBtmUrRt5O1IzWS9cMBVTCJZWkf/M3bFuXg92GdcLZWMefidK9G+U78zD17I4qi0FJJAekySLi2WefJRwOM2DAgMgAZjOvvfYaGzdu5Jprrom1fRJJm6FkQxBvhU5S5/ZfbvpQ+Kp1qn62UrXEQ12hhrfSiO4zWSMturOOsZI12Nogw+RQCMNAy92Gvj0PNT2tVbIuQkGVgEchZcNHZCx6DSUYwDLmVBzXXIXaKRUAXTcOMYpEIoHDEBFFRUW8/fbb0cdpaWnMmTOHK664QooISYcl4DKo2akRn9kxBYQwBFU7Nco2hCjdGMK1WwecQIj4TBNdT7CR0t1McjczyV3Nh1X8SoTDaFu2ou8sQE1La/HlgXBIwe81Y/cU0u2Lp1FyN6JkpOP8451YjhvaorZIJB2FmCSlK4rSIX9YJZJ6agrC0ZiHjkbAZfDjP1zUFETStK3xCl1PtKKk1TD4tM7YE478Z8Jwu9HWrceorduzhNGyHgiPy4yKTpcd72L66G0IhbBOHI9jyhUozg4a9SqRtABN/nXIzs7m8ccf59JLLyUlJYWamhr+85//yBRPSYdFCwkqtoZxpna8wLq6Io0f/uHCX2PQ8zQ73U6ykdLNjCEEO3eWYzlEhkVj0HaXoP+8ARQVU0bLB2F73WYcrnwy/vcURm4ualYmzj/diPmYQS1ui0TS0WiyiLj//vu56667OPfcc6PehzFjxvDEE0/E3DiJpC3g2h1GCwri0jqWF6JkfYiVb7oxdMHxU+LpduJerah1ceAnNhLD748UZdpZgJKYiNoKra79dTpJP/ybhG/fxtB1bJMmYp/8u1bv/CmRdBQOK8XzH//4B+Xl5ZSWlsoUT0mHRhiC8i3hRqUttmWEIQi4DHzVBv5qg9oijW2L/FidCiNvTCKtT+x6OwhdRy8qRt+8NdJDIq1Tq6RHinUryVg4B3PNbtSuXXDe/H+YB/RrcTskko7MYS92ZmRkkJHxSyvexx57jHvuuScmRkkkbQVvpYGvyiAxp30uZYS8Btu/9rNjSQAt0NC7EJ9pYuT/JRKfHpu5CcPAqKpG27wVUVeHmpzUKnf8akUR9o9exrbtJ7DZsU+5AtsF58omWBJJM9BkEVFYWMjrr7/Orl27CIcjPQCEEGzdulWKCEmHo2pHGLOt/QUOh7wG27/xs2NxRDzEZ5rIONGCI1XFmWLCkaIedpbFrxGhEHp5BfqOnQiXC8XpxJSZcegnxpqAF8eif2L7/iMUXUMZNYaE638XTduUSCSxp8ki4pZbbuGYY47hrLPOwrbnLkMIwSuvvBJz4ySS1kTzKdQWaiRktp872JBvj+dhL/Ew4HInXYZbY17USQSDaAWFGDvzEaEwSnxcJPOipQWXFsa6ehGO/81F9dQQzOyLbervSTq5d8vaIZEchTRZRDgcDmbOnLnP9q5du8bEIImkreAtMZEk2kdaZ8hnsOMbP9u/2SMeMkwM+K2DLsfbYi8eDCPSrnvjZkQwhJqciJrSCv0jQgFsyxdi//Z91LpKDGcSVefcTurFp5Ccqbe8PRLJUUiTRcTxxx9PQUEB3bt3b7B9yZIlsvS1pMMQ9hl4dpnJGtS2YyGEEOxaHmT9fC9hvyAuXWXYZXF0HRF78QBgeDxom7dilJSiJCVhao2OmwEv9u8+xPb9R6g+N0Z8Mt6zr6Vq0AV0GayQkhlseZskkhbC7YPSKlAVsFhAVcFSC1katEYruCaLiDVr1jBv3jx69uxJfHx8dPuWLVu48847Y2qcRNJaVO7QEDoHbWPd2gTdBmv+6aHk5xD2RJWhl8TRZYQt5p4TYRgYdS6MkhKM/F2gqq3TNCscxPbDp9i//jeq342WnEXtadfiHTIew2wjp6eXVCkgJB0UfxB2lkB+SeSxooCxpzq7rQIcXmiNPMkmi4jKykpmzJjRYJuMiZB0JELeSIdKa1Lb7Z+we12QNf/0EPIIuhxvZdhl8VjjYpuGqoRC6Lt2oe0qApcbzCaUpCQUS0wK3TYeXce68gvsX72LyVWJnpSOfuk1mEefTppFJV0JYTIHcMTJJQxJ+8flgUA4IhLUPd2B6zyQWxgRDckJYP7VV91b1SqmAochIm6++WYmTpy4z/ZOnTrFxCCJpLUp3xoGAWoLXysbg69aZ/37XnavDWFxKpxwTQJdRjRDGmXAj2XDZnS7AzUhHiUjrcUCJj0uM8JQMFcUEL/xC+I2LMLkrkR3JmFcNpWki8didlgBfc+fRNL+cfsgrxiKKgAFFEBE/heARCdY22CMd5N/JidOnEgoFGLJkiXU1dUxadIkioqKGDNmTHPYJ5G0KAGXQcXWEI5OJvC1tjW/oIcE2xb5yf3Chx6OdNEcdllco9tvNwURCqGtXY/qD6B264bagssW4SoXiT8vIWnrF7BzOwBGSgb6pCtJvGw8lsSWr3opkTQnvkBkiSK/NOJ96JQYiXNoLzRZRGzevJnrr78ei8WCzWZj4sSJ3HvvvUyZMmW/HgqJpD1RvjUEKpjMbScWouTnID/P9+KrMojPNDH0kjgyBzZPCJXQdcLrN2JUV6Mnt1DQZDiEZfNyrKsXYdm6EsXQwWHHOu50LGeMwTx4YKu0DJdImpNgCHaVwfbiiMdhf8sU7YEmi4jHH3+cWbNmMWLECCZPnozT6eStt95i6tSpUkRI2jX+Wp2q7WHiM0wIjrx3RCzY/o2f9fO9mO0Kx1wYR+/T7c2WcioMI5J5sbsEpVMnqChvlvNEqc+y+O5DVL8HoagEew0n+fxR2E45Qfa3kHRIwhoUV0RiHMJaRDxY2nYS2EFpsogwDIMRI0YARNdIbTZbu6voJ5HsjRCCsk0hVJOCalLQY9CA6kipFxAJWSZOmZbYLEsX9QhNQ9uxEz1vJ2pGOoJm/D4H/diXfYxtyX9R/R701Cx8Z1xOdc+zyBxix54tMywkHQ+PH8prIksX3gAkx0f+2jtNFhG6rrN+/XqGDBkS3bZjxw4Mo+1Gskskh6K2UKNqh0ZS57ZxS7D9az/r348IiFP/lIQ9sXn8nCIcRi8pQ9+2HeHzoaaloagqwoi9iFK8ddh+XIDt+w9RvS70lEy8515HaPg4NMMCARMpabUxP69E0hjC4UgsQix7xQVDUO2GwjKorAMhIN4JmSmxO0dr02QRceuttzJlyhR69+5NcXExkydPJjc3lxdffLE57JNImp2g26BwRRBnqtritQ981Tohr8CeqGJLUFBUhW2LfGz4wBdzASF0HcJhRCiECGsIlwt9ex4iEERJTGi2fhemom3YfvgU69rFKFoIPTkD70VXEzr+LDBHws39LjNZ3XyYLa3vAZIcXQSCUFgOO3ZHHifFQUo81NZZSHJHlhpUBRQVzCawWyMBkPtD06HOC7VuKKuBWk8kLdNuhdTEPSmbHYwmi4gTTzyRBQsW8Mknn1BSUkJ2djZPPvkk2dnZzWGfRNKsGJpg108BhEHM6ywcjKDHYPNnPnZ+F6A+/EI1gz1JxVdlxFRAGC4X+o58jLIyhK5HFioUBSFATYhHbY6qk+EQ1vXfYlv2CebCrQBo3QYQOOUCwkNOa3C7p2sKigrJ6aHY2yHp0BhGZIlge3Hkwp7ggIQ4cNoiXgUhIsfUO9YsZrCaI5UehRGJTcjbDbqIiAdViYiKPDdUVDioCkbGFXtpW5sFEuMhJQHiHXtEhgpVrkgxqHA4IjgcFkiNb1+ZFodDk0XEtGnT6NOnD7feemszmCORtCylm0K4d+skttAyhjAEO78PsOkTH2GfoFNvMxkDrARcBr5qHV+1QfZQK8ddEY8t/sh+fQy/H31nPvrOXSgmFSUxEdXcvPNUa8qw/rgA20+fo3pdCIuN4AnjCY48D71zn/0+x+cxk57jx2qTS6KSxiEEVLtgayFU1UGcPXKxLq3ZU2eBqDZvEN0j9t6xh+T4iLiox+wAhx3Cfp1OSQ29B4JIMKTbFzmvYdCgpkOSE6xxsZ1rW6fJImL79u08/fTTzWGLRNKiuEo0StcHic80N3tgcF2xRtGqIEWrgviqDOxJKsOuiafL8daYn1uEw+i7CtG37QDDQE1JRmku8RAKYM7fiGX7Wszb12LavQNFCPROOfhO/y2hEWchnAn7t1OA32vGZBJ0kuWqJfvBMKCiFmrcNLj4u/0RwWC3QEbKL0LB2YSEnr0LOTUWhYgnw2oGHE18cgelySKiX79+WK375qi/8MILTJs2LSZGSSTNiTAEnnKdgmUB7IkmTJbmERBaUJC31M+uFUHcJZHKivZklf7nOOh3ljPmfTmEbqCXlKBv3Ybw+VFTklD2812NBWrJThyL38Oy/jsUXQPAiEskPOQ0giPORut73AH9uPXiQQspJKaGyOzqx2pvfS+EUVsHoRAoCoYAxeVGhEKR21JJiyJEJBBxW2FkmeDXldZNKqQnHVmMQQcMT2gVDktEXHvttYwbN47ExF/WUhcsWCBFhKRNo4cFrhKNsk0hfFUG1jgFW0LsFyz1sGDndwG2/s9HyCOwxin0PNVOlxE2OvUyx741txAYlVVoW3KhthYSEzFlNk8rHlPhVuxf/wvrph8BCPcaSnjACWh9j0PP6nnQBWDDiIgHPRwRD+mdA8QlaAcMUmtJ9LJyFJsNtVdP0LVI8GldLaKyEl0I1Ix0FPvRJSbCmoLbF3lLFeWXYML6+ACxx5VvNUfKMde/9UJEmkW5vBEB4PH/Mmb9c+vHUojED9jMYLOCY08sQ3EFlNeC09rQ0yBpezRZRLz11lsMGDCAL7/8ssH2ysrKmBklkcSa6oIwxWuChL0CW4JKYo4p5ssIhi4oXBFk8wIf/prIksWxl8fRfWTsO2tGz1lbi5a7HaOsHMXpRG2GDAvFVY11w3dY1i3Fkr8RgNDgUQTO+C16l36HfL4WVvB7Iz81yWlBOmUGcbYR8QBgVFWjmM3YJk1ETUoCIqnsgcx07H36YOTuQFuzFhEKRZaGnE4Uc+N+OoVh7Lly7lk4V5SDfu6EEJEoQMNo8Cf2flwfLSjEL+MLgWKxgNUaKdJltRz259sfhIIyWLk9gdTqfTMRfi0EAMzmyAXf6QC3d49wUCIeA6t5LxFQ/z/il9UJQWQ6ug76HoeU1XLkngZJy9BkEXHmmWfy2GOP7bP94YcfjolBEkksEYagdGOIknUhHKkqzhgWbBJC4K0wKN8aomJLmIptYcI+gcWpcMxvnPQa7cBkbSbx4PWi79iJvqsIxWJGTU+PrYcj6Cdl3dck5q/DnL8BRYhIkORxZxA4/TKMrO6HHEII8NSZMZkgs6uP5LQQtjawbLE3hsuFCAaxX3h+VEDsjRIfj/WE4ViOGYi2bUekomdpWeTCzp5rohAIRUVB7HW7Hvl8KOqvbuH3CvOPaItf3jMlmqajRv8UixksVjCbUWyRfzGbUMyWyDazCUxmUBWE2xNp2V5bC8Fgw4JhQqAoCmJPBKACKHYbOB0oDieKScXrh8IKyN8NmgEO676BhZEXzYiUJte1SPyL1Y4mVMJaJNjRYmL/z5N0SJosIvYWEB6Ph/j4SMmt+++/P3ZWSSQxQA8LitcEqNgaJiHLHNPYB0+Fzk+vu6ktjMQDoEBKNzPZQ6z0GmPH4mim4lCBAFpBIcaOPFAU1E4pKLGsjgOYt6/F+d9ZmGrKEGYr4cGjCA09jfCAE8HWuGgyIcBdrRDvdNOttwez07QnrbPt5LsJnw+j1oV90kTUjIN7cBSHA8vQY7AMPSay1OF2I1xuhM8XmZfZHPEEWCx7LvyWyGOz+Zdcw/38RT0JqhrpD1L/Z4rkDR6ON0EIAYEAQqv/bO7JUdR1hM+P8PsRHi/h8mrq8kqp21xMZS24/QoKgrQ4BVUVVLqqsJpDqIqKUJSIJDEEQlXAZMKw2BCqCZurGusekaI74hGYoX4JY8+5FUMHQ0ep96Y0eHEPMMc9gkvZO7/yl51Rj0xkv0CoJoTJjDBbEObI+oqoX4dRVIRqim0lKQlwGCIiGAzy1FNP8f7775Oamsp7773HzTffzFNPPUVOTk5z2CiRNJlwwGDX8iB1RRqJOeaYLieUbgix8i034YCg+ygbWYOtpPW1YHU23wVShELohUWRjAtdR0lJbrRLvdEE/TgWvIb9x88QFhsloy/HesYlqI6m5ayJYAjX7hBx8WG69g5h0oMYFQHQNAR7LkaIyA98/YVCidwiC6FELgoKe92Rm/bk0O1x9Qsj4gNXleiCvaKqkWJaWuRiFTnPXhef+gX7PRewyHVHYB0/DlPXLk2an2K1RnqLdOrUpOftd6wjHmE/YyoKOBz7HdtITKa8BnZ4YEsAgulgTvaToteRJFyYDA2/EBh6mKqiImzduoMjDsNqR1isGFYbwmyNXqQB1IAPc101ppoKbOVFqKEg0cUKIcBkQrc7MCxWhNWGMEUKjCnC+OWYX+uEPUs/QomcQ/w61kZRwGTGMJnBbEGoKkowgNnvQfV7MPl9KOEQyh6vSdRzYhgIRcWwOzEccRFhoSgdv5hDM9LkX6G//vWvCCF48cUXef7550lNTWX69OnMnDmTl156qTlslEiahDAEBT8EcZVoMY19EIZgy+d+tizwYXEqjLopsdm6aUbPqRvoxbvRt+YigkHUpKSIWzuWGDrW1V/j+N9bqK4qwr2G4rn4FqrDClk2Z+Ps1HSE14sIBPEG44gb2o1+l3XH2iniqRSGAaFQJNshHN5rTV/8siCuaXuEgAa6jhHcc2woFDnGFHHl17vv0bTon9CNSCaK3YbqsEc8APBLTEEoHHlcvwSgqijx8Zg6Hx03Pl5/pCDThrxIuqTFHGk5HfkoOQAHIbKixxuGTq0pnpSePVHVg9+9G3YnIbsTMrvgH3Bcs87jSFCCAcyuasw1ldjKdmGpLot+DqPejj3CVgiBvbYWs82EqpqjHg1hMkeE0J5Kq5LDEBEFBQXMmzcPgDlz5gAwZMgQAoFAbC2TSA4TV4lOXXGkD0asBIQeFqx8083udSGSupg46fpE4jo1r2tUr6lF37QZUV0TybhohsqS5tzVOBa8hrkkD8OZiPc3fyR00kQMFCgrPehzRTiMqHMhDAPFbEZJ60TAlklC1zR6n53YwDOjqCrY7UddhkNrEwjC5nz4aesvHSO7Zx3yaR0SYbMTTs8hnJ6Dv9/QX2I7DAOEgWIYqEE/asAPPjd1uZtISE1GNQSKoaFoGmooiLmuEmXPUpFQlL2WWxSEqu7x2NgxbI6jYvmkySIiFAoRDoexWH5RYuFwGL/ff5BnSSQtg6EJStYHsScc3nry/tBCguUvuyjfEqbzcCvHX5XQbAGTwjAQgQB6XgF6fj6KzYaSkX7Ec1H8HhSfC8IhlHAQxefB/t0HWHJXIcwWAqdfSuD0yxCOPW0FD9KAS4TDiNo6UFXUXj1R09NQExPRdBWT26DXuLhmXdqRHJqwBtuKYPmmSMfIzJRI/wbJXqhqg2USARh7lu4MQ6dKWEncnydG11EDXkx+H2rAG6mTYhgouo4SDmFy12CprcRSXRpZPiGyxGRY7ZFlFIs1kte6N/v7fou9loSEQNG1X/4MfY93JDIHNdR6N/FNFhGnnHIKv/vd77jwwgupqanhgw8+4JNPPuG0005rDvskkkYRDhgE3YLS9ZEaEIk5sbkDCAcEK152UbVDo8coG8deHh+zLAghBEZtHUZxCcLjQQQCkYA4XUdRFNROqUccNKlWl2Jf9C7W1YsiQW2/InjcGQTGT8FIyTykrSIQRHi8KCYVtW8fzN26NPAs+Mo1uhxva5baG5LG4fLCjmL4eQe4fJCWFPmTxBCTCSMuESPu4J5BJRzC5HOj+jyYPHVYqssx11RgcdfSIGZk738bDLBXZo+iYlitCKsD3ZGIYbWDoaNqYdDC+NK6gK11vHyNEhG1tbUAJCcnM23aNJxOJ/PmzaO0tJR//OMfXHrppVx77bXNaadEckCq8kIU/hTE0MFsVUjMjs0yhhZQ+OEFF7WFOr3H2hlyUVxMxhVCYNTUou/IQ5SVR9bvrVYwmVASE1BMR26/UluBY9E/sa78AsXQCfcait6tP8JiQ1hsYLGi9TgGPafXgQcxDIz6qo0IlLg4TP36YO7aeZ9liZDPwOJUSO0l14pbGiFgdyVsyo94H4SIdIzscZQuW7QVhMWKltQJkiIBuNGEFS28r3g4mIioDzA9yA3F7nJQ4mNofBNolIj4/e9/z5QpU/jNb37Drl27uO6667juuuua2zaJ5JBUbguxa0UAZycTFnvs7oC1gCD/gzj8ZTr9z3Ew8FznEV/YhRAY1TXoeTsRpeWRwkBpaTGt76C4qrF/829syxeg6BrhHoMJnD0ZrfewxtupaRjVtaguN2p2NqbOOajJSSjx8Qd8Dfw1Bt1OtmFupmUeyf4pr4GfNke6R9qskN0pEnsqabt0tKDMRokIm83Gb37zGwBmzJjB3Llz9znm3nvv5dFHH42pcRLJgRBCUL45RPHqEHHp5pj2odDDghWvufGXmel7tp1B5x1ZWz5hGBhV1ejbd2BUVkXiHNJjLB68ddiX/Bfbsk9QwkG0Lv3wnz0Frd/wA+fh/9rOsIaoqwPA1KMboe6dMQ8ajMl0cHEWdBvYEhVSunWsH8e2TJ0H1m6H9XmR1tRdM2SWoqR1aHRMxJw5c8jOzqayspIPP/xwn/1r166NoVkSyYERQlCyPkTJzyESMkwxDXIUhmDlXDeVuRqpQ4IMmJhyBGMZGBUVaLk7ELW1KHZ7zCtLKn4PtqXvY//uQ5SQHy27F4GzJxMeeFLjxYOmI2prI8WrevXE1K0LwmZH7Mw79HOFwF+r03uMs9kamUl+wReAjTthVW7EA945TXoeJK1Lo0TEY489xpw5c/jhhx+oqKhg/vz5+xzT1N4Z4XCYN998kxdffJH33nuPfv0iNfhdLhcPPvgg8fHxlJeXM3XqVE488cQmjf3/7b15mBxXee//Oaeqel9mH41G0mi3Jduy8G4DBhvHxmCzc1lsJxAcB343JAGSBxyeAMFOAskNJOS5F3BCCCSBBMJum7AbG7CxjTft+0iz79N7dy3n/P6o7p4ZaSSNRjNa66On1dPd1VWnlq7zPe95l4Bzi6EdNuP7HayYwIpJtNKM7V34LJRaa577rwL9z9p0bLZovn5y3hkD1egY3u49qPEJRDzuF3BayGIRlSKRX3yH8KPfQJYLeK3LKd18F87FL57zkFQrhZ6YRGuNsXIFxsqVyJifkdLz5paeupxRxFsN0suCnmwxsR3YdQh+vQMqNrQ3+RaIuaDRZBilSJ4wESLEiBDHOHG/+oCAI5jTVbRt2zZuvvlmXvGKV3DvvffOWjvj3nvvPaENf+1rX+OKK644IjT005/+NBs2bOCee+5haGiIN77xjfzkJz8hHD6BQvEB5wx2UTHwQgUzLFA5KE24KI8FFxAAOx4s0v3LMq0XWFx2V4JDPSMnvA5vYhJvz7SCWAstHuwy4ccfJPLI15HFLF5zB4XXvgd788v9zI6zoCsVVCY31Q5R9Q1XGmPZUow1q5DJ5Ak3RXkaO69ZcXVkwSuTBvgo5UdbPLEdJvPQ1uCHa86VDGMcFDsYFf0ILRBIEBqhJVESNNBCSjcTJUF0mrBQeHi4eLgIZD3P6OHoaTlIA85P5iQiPve5z/H//t//A2Djxo2zLvP7v//7J7ThO+64Y9b3v/vd7/LVr34VgPb2dtra2njssce46aabTmj9AecGEwcctAfRBSycdThaa3b9T4ldPyjR2GVy9e8lkSc4SNPlMu7efXgHDiHCoYUviOXYhJ/8PpGf/hcyP4FKt1J44x9hX36Tn8FxtjbZNmoygwiFMC/agGxpmlazQSNMY37iwdUURj20hrYNIZJLAivEQmErh4PlXjJegaEJjy3dHkMZj2TcI9KhyKLQqOo/r9rZe2gUYWLESRPTScJEGBF9DItDWDpMs273BQSABg8PhwrD9NAv9lUzNVJfRkvFaMMo/XIrhjARSAwMBAYar94CgDgpkjSS0A1EiM2wcPjJx/WMtta+Nx1ZXb+sPoD6d1R1nw9PEq5R6OraFRoDs/ovhIlZX08NA5MQQbKzhWZOt8poNMry5csB+NGPfsRdd911xDJHc7g8ESYnJ8nn87S0tNTfa2lpobe3d17r8zwPz/Pm/d3pz+cbZ8L+uxXNwPYK4bScs3l9Ptt47isF+p+zSXYYXHVPAmmBquZUULPkVpiBUqi+frydu9Cuh2hqBMNA4/tXnDRaE3r2p8R++CWMzCgq2UT+Ne+hcuUroeblfdh26smgDImxbi3GimUQCh9RnkBz9GmL2fbfrWhKkwqBpnm1RfM6i2iDPP4xOgtQutotar9L8jyPirZxa0WsFhlHuxws9/FccRuD+SL9QyYjE4KwJUg1SipCYGu/ExWH/ZNIwKBCkTyTeLhoNKa2SOtWJNK/Hqd13gJBiMhUp6qnOmXwr92S65JQjSA1tX/+VWNhVret0dXtTuDi1tc9VQxj+t9TTH9ndqldraVSX1/N6jHzs9m/KY6wkNRep3QTrSwjpZtIkD5CaNSY6+9f4R11HacSrfwy6gt1uz6R+/6cRMQFF1zALbfcQnt7Ozt37uS3f/u3j1hm586dc2/hKWL37t0nvY4tW7YsQEvOXk7n/ud7DCb3WURaFqeTsjOSg9+LUx41SK21WXZzkf6RMZg2i3HwYPdRvy+yOcwD3RiZLCqRQIdDMHriUyBHIzQ5RMdPvkyiZwduNMHg9W9hfNMNaDMEY2NHfsF1MfIFAJxlS1FL2tGGgL6+eW1fK9i34yBuyR+lypAmtsQjvsxj1NKMdp/Ezp1GXO3Rpwc5QD8ObnUcO/Nfjade2MpasYI2mpCHZxlcADytGNKj7KabYbtEfryJyYk0htAkoy5CQiE3v3U7OJSY//UokYyNzHKdHRd9lL8Xah3HW6c+7NlH4ZGVhzggd6PRSG0S0mEsFcZSESwVJqoShFSEkBfFIszBgwePWHtFlsibE0xaQ+TMCUxtEvGSxNwkERXH0mFMFcLSIQxtnZLpnsEJi61bJmhInPpB35xExH333ccTTzzBwMAADzzwAK9//etnfK615p/+6Z9OujENDQ3E43FGR0dpamoCfIfNzs7Oea1v/fr1xGJzKyB0OJ7nsWXLFi655BKM8yD/+eGc7v33HM3Og0WaLxILmkJZK00lrxk/4LLzvwo4Jc2Fr46y7rcaZ/guKKU4eLCbrq6VyMMcFXWpiLd3P15vPyKZQiztXFi/B88l8tg3iP3kqwjXpnzlKyne+k6saJLZ8kpq10VnsmCGMDZciFyxHBGd33Vfwyl77Hmhl3WbOmnsCpFoM4g2yAWthnqqUVrRZw/xdH4rE26RLnMFlvBv8kLURvXV/dPQ3d1Nw7Im+vUEtiW4NH4hy0JLMMTJ/x487dFjD/JcYTs92QyFsRWUJhOETFi3Co4TVbvoaKUZHhmmrbXtnPV3cXHqfh/+VEuRHDkEoLQmN5ano6kTQ5j1aRabMgUxiQJiRGhiNQqFQwWHAjmy0ySDwCJETCeJkSJOmrCOYOH799UsOzOtPFULIS6OsKlQpEwRDxcTCwsLAwsTC6pWKIEgOuZywcUb6GhYGGfZYrE450H4nLd4zTXXAH7OiFe96lVHfB5ZoMI6r3nNa3jkkUdYv349Q0NDDA8Pc/31189rXYZhnHQHuBDrOJs5Xfs/ecjGLQnSTSf/o8j2u2x/sEi236U0qVBVC7UVFVz7+ymWXHz0ogJSynqeBG3beL1+RU20xmxr9QtLnQxaI/KTyMlhZHYcmRkl/MRDGEMH8VqXU3zjH+KuutivjHz4Vz3Pn7bQGnPlCoxVXch5iubpOGVFaUzTcKHNBbfEMRe65PhpYNge49nCNnorg6SMBF3RYw9MlFIIIWgKNdAsGsl6eX6WfZyYEaPDamVJqJUGM0XSiKPReFrhad9PAfxRvBC1qYZpXYWGrJfjufx2evITTI4mGRvuREo/PfXpFg81lPStf0KKRbHAnAmECAOzO+x7eJSVi5YaT7i4OIBGIGlimn9JlQjRI9ahUbi42KJCkT4G6a5Oz0zn8KmfmWvw/URMJLLuG6LwDrOYaUaiDiWaMYyGEzsIR+FE7vknfHeYTUAAPP7440f9bDaefvppHn74YQA+//nPc9NNN3Hrrbfyvve9j4985CP8+Z//OUNDQ/zt3/5tEJlxnqFczeBWm0jq5G5ebkWz8/tF9v60hNaQ6jBovcAi2mAQa5YsvyJMrOk4P5ZKBS+bRQ0MoAaH0Z5CNqT8stMnibX9CaLf/RzGxNCM97UZonTTnZRveDOYR25He55fPdNTGCs6MVatRCYWJuetXVR+9slrw/RkvROysLjaZcLNorTCFAaGMDCFQUiECMnTk4hq3MmwtbiLfaWDhGWIzlD7CXeKQgjSZpK0maSibAbsEborfUyflxf4JaSncnNoqpWX6uvR2p/TL1Q0mdE4w8NLkcJPUX2miIcAH4HA1BYRYnUheOLrkFiEsFj8ymcTeuj4Cy0ScxIRn/rUp/jf//t/Ew6HZ/WHAN8n4r777pvzhq+44gquuOIKPvKRj8x4P51O8w//8A9zXk/AuUd2wKOSVaQ759fxaK3pf95my38XKE0qGpabbH5rnMauua1PK4UaHcXasRt7517fLS0UQqTTyAXI7CMmR4g9+E+EtjyGDseoXPVKVNMSVKoZlWzC61iJTjYd2S7XRU9m0BqMpR0Ya1YiUwtXHrySV1SyilUvjZDqlPQ8d/zvOMpl1B2npzLAvvIhSqpcnRKYcoaTCKIyQtKIkzZTxGQUSxi+R740kAgsYWFJi5Aw66IjLEInPE2ktKKibIqqxJ5SNztK+zAxWBJqXZBpiLAMEZbz6xRsB7oHYX+fry8aE0GiqICznzmJiMS0nPkjIyPcc889Mz5fKJ+IgPMPrTXljKKS19h5RXHcI9PnEk7O7+6aH/F44et5hrY7WFHBpf8rzqqXzC2Pga5U8IaG8fZ3ozJZZC6LWLUKaS2QOd91CP/yO0R//B8Iu4x90XUUX/sedLrlmF/TjuuHakqBXLkCY/myeYVmHotKXmHnNWtuiJLqMOfknZ33Cvxw4hdk3CyGMGgwUzSbDUcs52kPWzsUvBITbgZX++ZYVSs6VEtfoUFPpbIgJCziRoyEESMspjruqbBBUNoPGnSVR1GVKKgiTnW+SghBu9WMKU7vdIzyoG/MTxZlO9CQBCsQDwHnCHP6dU0XDR/60Id42ctedsQyzc3NC9eqgPOC/IjH4Fab7IBbt/qaYUE4IbGiJ2ZC9BzNnh+X2PXDIsqB5VeFufh18TlNiWjbxuvpxduzD+24iGQc2d6GQp10Ke4a5t5niX37sxgjPXjNHRRf827cC4+fiVXbNnpiEuPC9RjLOpHRI+deTxa7oKjkFWtfHiW5ZO4d7o7iPrJens7wsctFGsIgKgxO5JQqrXC0i6NdRp0JlJ4tQkcgqxeORGIKg0YjhWmaC+voOk+0hpFJ2H0IJguQikP65MqwBASccZywRG9vb+d//ud/EELQ1dXFhRdeCDCrsAgImI3iuMfQdpuJgw5mRJJaYpyUB/h4t8PTX8pRGFEklxhsfkuClnXHn7rQnofXN4C3ew+6XEam08iwP+JVC5HjAZCj/UR/8CVCLzzq+zr81l2UX/YmsI5vEteui5qYxNx0MWbXigVpz+E4JUU5q1j9shMTEDmvwPbiXlrN+dcWORZSSMIiRPgUzCcvNFrD6CTs6YPxLMQjJ5ZlMiDgbGLOd40tW7Zw7733sm/fPnTVDCmEYM2aNfzVX/0VmzZtWrRGBpwbaK0Z3unQ92wFwxKkOsyTDh8b3mXzxOezoOGi18ZYe0MUaR57nSpfQI2N4R04CLkcpFIYqYWdHpATQ0R+8p+EfvNDhFLYG6+hdPvvo5qOPWqvoT0PNTqGseHCxRMQZUVx3PeBSC89sfHE7uIBNBrrNDlMnqlM5GDHQV88xMJ+muozwCgSELBozOnOcfDgQe6++25uueUWPvnJT7JixYpqHP1B/vM//5O7776br3/963R1dS12ewPOYoZ32vQ+bZNsX5jKmwNbKjz5hRyGJbj2PSmaVx+9Q1OFAmpsHNXbh5rwwyJFPIZsbzvpdkxHZMeJ/PQ/CT/5fYTn4qy6mPLNv427+pI5r0MrjR4ZxVi7BnPt6mMvqzXlSYVd0nPqrKYHEGgFXdeGT7iEd8Ersq24m5ZFskKcrTgOPFOtrhmIh4DzhTnXzviTP/kT3vzmN894f9OmTWzatIlLL72Uz33uc7MW5goIgKqA+M3CCYjepys8/eUcVkzw4j9I07DsyEt5Sjj0oyYmfeEQiyKbmxY+gY7rEP7Ft4n+5CsIu4y7/AJKN/827roXHbc30UqDbaMdByoVtOtirOzCvHD9Uef2tdKUMgq7oEm2Gyy7MoQZPmxZXRUk2hcMuprPRms//NCKShJtJ+7zsbt4AA912sI2z1T6x6Bs+wIiIOB8YU4iYs+ePccUCG95y1v42te+tmCNCjh3UJ5mZI9D39MVEm0nLyC01hz4RZnnv1Ygkpa85A9SR8zl1ytpjowtrnCoYu55lth3ppwmS7fdg7Ph6uOLB8dFT076oQjRGLIhDek0MhGvFvA60hNRK79+hVPUJDsMuq4JkWw/OZ+SE6HoldgaWCGOwPNgbx8kTz7XV0DAWcWcC3Adj/mmlw449/AcjV30QwaHd9lk+10SbSbmSQoIt6J57r/y9DxZId4iefEfpIm3TI2kVT6Pt3c/qrcPQqFFFQ5QdZr8/r8Q2vpLtBWmdMtvU37pG4/rNKldryoeBHLtGj9kM3bs31hdPJR88bDyuhCJduOURyHsLnXjaW/euRLOVQbHfStEKrgNBpxnzElElEoldu3aVXeoPNoyAecvdlGR7XcZ2+9SmvDQHiDAsATpzpMPucsNuvz6CzlyAx7tF1lc8dtJQnF/pK7yBbzeXtT+bpAS0dJ88umoj4HITRD5yVcJ//phhPKwL34xpdt+D9U4W2WLKfw01Vm0VhhdU2mqlXf035VWmuKEwi1rUp0mKzdYJNpOvXgAyLp5thZ20WwFVojpKAX7+vwojICA8405iYitW7fyute9blYRIYTw07kGXkTnHcrV5Ec8xg84TPS4aBfCSUm8xVjQQk29T1d45is5PAc2vibG+puioDXeyCjeoR7U4DBCgGhIIxazzkOlSOTRbxF59BsIu4S74kJKr3oX7qqLj/m1unhQCqNrGcbKLmQigV1QlPpchAHag3BCEk6J+m+qPOn7PKSWmSy5KES8RZ7S35nWmkk3y3hlkgOVXgbtEQQysEIcxkgGssUgjDPg/GROd9xLL72UT33qU0f9XGvNBz7wgQVrVMCZi/I0xTFFpt9lbJ+DW9GYIUGi2ThuaOV82PdIiRf+u0AkJbnuPUmal3t4PT14+7vR+TwiHEY2Ny6e5cFzMXc/S+jZnxHa9jjCqeC1dFK69Z3YG6/DsQ10yS/NUyuXUMf10Lk8aA9rxVKs1csxG5I4ZU2p1yWUFHRdGybVYZIf8Rje4ZDt9xAGKBeS7QZd1576aYuiV+JgsZfH9DM8N74PQ0hiRpQWqwlzAVJHn0to7VshYkF5n4DzlDmJiA9/+MPHLcf94Q9/eEEaFHDmMn7Apv8FGzuvkSZEGwzizYvXue3+cZFt3y6SaJNc+zuCcHYX9s/60Z6HSCQwFjg8czpypJf2R/+bxl2/RhYyALhdG6lccTP25a9AS5P8pEUo6hGK+NkUpaH9hMy2g85kQEB5XSulJUtwzDSiYmEMOoSiBiuuCdPYZWFY/vFrXCFpWG76Aq3PJd5ikOow0ELTZw+ScXMIJIaQSOFXp5CiWuNPGIhqUanDrYWyWuK6/k+IamWLqdoWSvu1AV3tcqDcy/5yD65y8fDotNrP6yq2x2MiBxNZaG043S0JCDg9zElEzCWRVJBs6txFa83wdpu+Z22ijZJ05+J2Klprdv1PiR0PFUm2wdUv2Y/1wgjKMhesCNasuDbW1l8R/vXDWPu3APhWhxe/Fnvzy1HNHdX2QS5jkWyw6VpfwDD9jlsXi3jDo4h0GPO3LmVsdQNPus/hMuTXe1BgeiYRw2KXKSHjFxQOyzBrIitYFl5CoiVOvMVAa82gM8Kz+W0M2CMYQvohmkxP9FCrPSEQ1T+nF470c0JMVZXUulqm4girhq7/b2HSajUitcQWxWCa8hi41YiMkBXkhAg4Ndi2JJ8LkcuF6s+5nIUTicMVp6dNp7cyTcAZj/I0A8/bDG2rkFxi1kfOi4XWmu3fK7L7hyVSTRWuvGgbIc9EtLUsXoemPEJP/YDoD76MLGTQhknl0pfTv+5qUpddjzysTnM+Y5FIuaxY5wsIXangDQ4hwmFC178Y84J1DMkcP574BTEZJWVOlel2lIuLW5368Dvvolfi8ewzCCFYEe5kZWQZB8o9dJd7icsoy0JLTnlnPnutivMbpaBUgUwBhsZheBJcF1oaTnfLAhYb1xWMj0UpFk0MQ2MYqvrs/y0NjSE10tCEwx6GcWJp88tlg8xkmFy2KhDyIXLZ6nMuRD5rkc+HqFRm77Lj6Wb07zkLsasnTCAiAlCeJtvvMXHIIZyUxJoMrLjGs6HnyQoT3YrUUnNBnSVrDO2wGd3jUM54lMYdSuMe+TFJOp3nqqsOEGppXNQwTaN7O7Hvfhazby8q2UTx1XdjX34TXjRFcWiQ1GGdd37SIpZw6Vqfw9AVvJ5hkBLr6quwLt6AiEYZskf58cQviMjwDAEBYEkTa5afXdpM4mqPQXuE7nIvIWnRGWpHisWLMgk4Oo4LgxMWOeWHbpZsqDh+RU4NhC0/J0RQjfPMx/OgWLQoFS1cV+I4/sN1JIWCRTYbrnbYfvK0mjCw7RV4XoqxkRgTExG0nvt9KB63SSRtkkmbZMomFnOxQh6hkIfjGGQzITKTYTKZMNlM+KjiACAWc0gkbTqX50gmbBIpf72JhEMyZZNI2IybhxDixpM+VvMhEBHnMZ6jmex1GNxqU8kqrKgk0+uiFXhKMdgXQS51aVhqLXhHrpVmx0NFdv1gKjTYMDzCYYely0pc8uJJrPDC1rOYjpgcIfqDLxF+5idow6T8sjdResXbIFwN9D+sAJfWvgUiGndZsWoMMTiEEgJz8ybMTRcjE75YGLbH+NHELwjLMGnzxNpvCoOWIHzytOK60D8Ku3qgbyBGpwLTAktCJAaGDKYuzjRGR6Ic7E6Rz4co5K1pzxaFQohS0ZyTAJDST+mq1JRwNwxFc0uJDRvHaG4tkkg4KCXwPIHnSv/Z859r75fLZtV6EOJgdxrHmV1pWpZHKl2hc1mOdEOFVNomlar4AqEqQOIJB9M8vlUjmzt9lsNARJxnuLamNO6RG/YY2+fgFDWRlCTdOTOFsecpRvJqQYpkHdGGiubpf5lgYJsinc5zyaW9xFpMrLg57Qa9SHfqcoHII18n8ti3EK6Ns/5yiq95N6p12VG/opRvgUgmCixNHMCY1L54uHgjMpUCoKTK7Czu54XCDmIyesICIuD0ojX0jsDuHihXIBmFpqRDKgGnKBlowBxRCoaH4mzf2sz2bS0MDx1ZXz0ScUgkHVpbiyQSfmccjblYlodpKizLf0RjDqmUTSplE405SOmv33E1AwNjLFvWhGnM3xqoNVQqBqWiiW0bOI7EMDTpdIVozD0nBGkgIs4TsgMuI7sdcoMuygNpQDgpiDUe/RKQi2CqzfcV+PUDObJjJh1Lx7n0+gxm6BRk6fE8Qk/9D9Ef/TsyP4nX3kXx1Xfjrr/8mENLt+RQGPZoTg/Q0VYmfOmlmBsvRCZ9keAol33lgzyT30ZZVWi1moI8CmcZrgvbu+HQMKTiftbJBaoEH7AAZDMhenuS9PYm6etJ0t+XqJv/43Gby68cYP0FE6QbKsQTNvH43EbvR0NKsCxNOOyLipNBCIhEPCIR7+RWdAYTiIjzgIlDDnsfy1O2SriJCnlyTHpZHMclmo0QN2LEjSgRGSEmw0RkBIOFVRCqVGL0iQGeejCKXbFYv2mMdZfmFt1hUI72E3ruEULP/ARjrB+VbKTwxj/Cvvy34Cihi9rzUJkcjOTJVxpoujqEvLaLp5scJsUE0n4COeaHWha8IjmvQLPZEExFnIUUy/Dc3qkwzcDqcGqpjdTLJX+kbtuScslkYCDhC4eeJLnsVBIOy/Lo6MyzbFmO9ReO07Uyc7SfccApIhAR5zjjB2x2/zLPvtAeclYWYQssYRKSFlERwcVl1Bln0PbQ1X8SSUSEKegcViVKzIoSEWEiMowl537JaK39sMe+AXp+PsmWLSsQAi5/2TAdXcVF2V+tNbniKPqJ79Cy9WkS/QcBUPE0pZvuoHz9GyE8e50KVSqj8wUQUEykObjcxHqdy66VWdCaiI4QESE8rfHwUEoTFiEawqlF2ZeAxWU865fuVgraAv23aCgF42NRBvoTDPTHGRqM+34LBYtiwXd2nA0hNO1LCqy/YJxly3MsW56jpbUYiIYzjEBEnMOM7rPZ+6sc+8J7KVj5WUfKFibRw37DSmsqXoUseXaXDyAq/vBMIIgYYRIyTsKIETdiRESIhBHHlAZaKdRkBp3NocfHURMTqJLN7t1L2b9/JZGYy5U3DJNuthdlf4uVLN6vvknHow8RKuZxQxEGN13J0MUvYnL1eqJmnJQoEHUV0cMEkcr4QqFy4Qp6TEVfucjYikNctGolcbMtyJdwDpEtwKEhODgEsQikj5xSDzgGWsPYaJSeQ0lKJZNIxCMc9giHXayQIpsJMzoS9R+jMUZHojOcC01T1R0HlyzJ+/4KUZdQyMMKKcJhj7b2Aks784RCQajxmU4gIs5RRvbY7Hs8x77oXgpmniYrPefvSiEIyzAxojSZDciqjVdphaNdsl6OMWcchQIEEklzQdJ6YJLYeJGwGUGGwhScJDu3tjHUG6ehpcIVNwwTiS783KDr2pR/8yAtP/0G0clx7GQD3bffydimq9HVipoxNLZyGFSjtSxMWJgYwsDMl5FICpetZURlkCWTjpdoRClMzIgEAuIcYTIP3QN+9IWU0JSExcpbdi7gOAZ9vQlymSiTk34o4shwjN6eJKWSdfwVAOmGMiu6srR3FOjoyNOxtEBLa/GkfQ0CzhwCEXEOUskrup8usD+2j4JxYgLiWEghCYsQYULUXCZkvoSxvxfRN8iQJSjLJiqHGij3LaU06Q/xOlfl2XTd2AknYDkeIjuG+eT/EHvy+7RmxnAjMXpvegNDV99QFw8AyhM4eT900wIQICwHbTjoQhFHeeRftBLbC5FyIzS8rIzRrODAgjY34DSyp9ePvDANaE5xXnZiWuPnSKhGCTiOxLaNenhiqWQyNOBPNwwMxBkfi3J4lJRhKDqW5lm+YojlK3IkUzaViuE/yiaVikEqZdPSWqS5pRRYEs4DAhFxDnJg+yQ7ivspN+UWTEAcgethHRwisr8XLSQFcxUjW1dRGGwC/E461tVDYvkQkfYMu8q11MpTfhfgp2U2hUmDmSJRnR455shfa8wDWwj/4jtYO55AKEUlkaT/+lczdO0r8KIzbdOeY+AUIySXjhJrzuPZFk7Jws5GccdBVCxKF2/AMOLEQ5rENWWsFg8V3PvOGQ4Nwa5Dvng43ywPmUyIZ55ewrO/aWdyYm5RUEJomppLrFnXw4ouj6amCumGCul0hWTKPqnIh4Bzj0BEnGPsH+3n0ecOIJucRRMQcjxHZGc3RrZI0WxjeOdqcr1tgCa5bIT0yiES7RMIqfG08itcMjX0E0yvdqlxlEN/ZRANRGWEJrMBsxpfKurfkcT2bqHhR18l1LsHLQSZNRvovexqKhdciZ7F28otW3i2SePqAWLNeQDMkE2UItItQtIke8tVhDs0WvufBzMX5xZD47BlHzSeJ1MXjiPITEYYHorx7DPt7N7ZhNaCVKrCxotHCVkeVtX3IGR5mJbCNBWG1FghRVt7gbb2IqblMjQ0RHt7kDU14NgEIuIcQWnF1uJufvWbbiJGA4nIItQmdjzC+/sIdQ/ihkL09l3GxN5O0IJExxitF3cTaSjM+IohJNMFxGyYAsKE0FW/hX5nqF6NUghI9h1i1U8founAHpRh0Hf5dfRc/TIqLW3EZeyI9WkNTiGCNDQtF/QRNjMYw0VExQEhcJtSFK/cgLOiHa8hWd9OwLnFZA6e3Q3JOITOwTtdpWLQvT/NgQNpeg8lmZiIzAiHFEKz7oJxrrhqkHXrx08oqiHIkxEwV87Bn9b5g6tdcl6BnFdgb6mbfcODxHtWEGlZhI0pTWR7N6H+UUqJZnp/fTGl0TTR5gxtmw4Qa8me9CYEgrCs+lwAkZFBlv70OzTteAYtBKObr6X/5bdjNzRjoInPktXSsw3cQpioOUpjohtr0kbFI1RWLcXpbMVtSaNSgTv+uU6+CE/vgnAIoudI7i/PE/T1Jti3p5F9+xroPZSsp2iORh2amkt0dWVpaCzT2FRm3QUTNDRUTnOrA851AhFxFjLpZnki+xwj7hiu8hACTEwaD3ViSwNhLnwEhNU/gtU/QtZYRu9PL8YthWla30vbJftZaGunlZlg6c8fpOXZXyK0ZuKCS+l7xesoty2tLyMOExBaCex8FMMt0xLbinWhSXnjxRSa03jp+PnpSTcN2/Hj9RfDQHUmYTvQOwy7e/06F4nZU4KcNUyMh9m7p5G9uxvZv6+hnqkxFHJZd8EEa9ZMsnrtZBDxEHDaCETEWcjTuS0M2iO0Wk1Yln8K3Yxk8mAYq8Vd8O3JbJHQ9oOMZtYx+MKFACy9aifpruGFWX+lTLz/ILH+buJ93TTs3oJ0HXJd6+i96fUUlq855vc928DNhUhZ3SS6MpRfegG51UvPCuEwloHRjJ8tsWkRclbVOtU9fb6IWNkOK5ZA/CzvXA/H9aB/xBcPtgPpxNk5hZHPWxzsTtG9v4G9uxsYG/On64TQLFueY83aCdasm2TZ8tyCRzsFBMyHs/Bndn4z6oxzqNJPh9mGVBLlAlpQ2h1CSI1YQOcxrcE+KCj8TNDX93IqhQRmtMKy67YRbcqf9MpTe7fR8ejDJHr2I6hFbwgKnSvpf/ltZNdedGxnBa1RGYXOeLQu24d4SSu5iy9BR8/84fZ41g87HJn0Uy3v6fWjB1Yvhdb0idUtsR3/Ab5uksJ3XB0a99fruH6nKgV0D8GBIVjRBktbqjpL+8tr7Xe8YeuoGcHPOJQHA+N++Gax7Ne+OFuSRykFoyN+3oWeQ0kOdqcZHZny8Umny1x+5QBr1/nWhmh04QcIAQEnSyAizjK2Du5Hb2tkcigFyjfjA2gXQkvmd5NRNhSejWIPmaiSQBUlXkFgTzQzWPCTyhhhm8Y1fbRcdBAzfBI3M61J7dvO0ke+R6L3AMowmdjwIgrLVlHoXEmxYwUqfOxQNFmqIAtlXDuEG2sg/npFZdPlZ4WvQ6kCW/fD0AREQlP1GrSGfAme2gnRMMQj/vtC+B29If1nU/odvFKQK0KuBJWqgKiHvFTDX7T2O9SGxNT2W9L+qL13xC84NRsCsAzIZ2O4JjSm/GmB2CLVSRvP+vsWsXwfhrk4uWoNwxN+ye5sAZKxMzt1tdbVQlLVIlK9vUn6exPY9tQtuKGxzKUvGmLlqgxdK7M0t5QCh9+AM55ARJwl2EXl5394pkTSasRo8HxfBMG8fRJUWZB9PEr2F3FUYVoIpqmRMYUMlWhsPEhiTZZoa/7kbmhak9q/g6U/+x6J3v0oaTB8xcsYeOkrcdJNc/q+LJSQpQoqHiXftQYnnib5CgWtHmdLWoc9vX7nd3ixJyH8jjAZg4oNJZu6KNDTLAVaUc0TClbVapCInljhqFrCpaOhtG/ZGHMk+wdA9/vvR8N++0KWb7EImRAKQSICidj8Qij39PhCQAp/p0zpi5VwyF+/ZYBp+p97yhdPnobJLEwWfLHVfgaKh1LJpK83Qd800ZDPTXl4hkIuS5f5haQ6l+dYtixHumFx0sEHBCwmgYg4w/Eczegem8GtNgcKw8gGh0hs/nOhWkGl26KwLUz+N1F0WWKkPZpekyV2UQUZVUjtYHUPYD+/i9jSdr/3mPcGNcn9O1n6yPdI9uzzxcPl1zP40luxG+YmHoxMAeG4uE1JKhtWUjYb0RikrithNZ89JXZzRd8C0Jw+dqcfDsHpnJCRwhcK0bCiKTVlKbEdf9SvtN+ZKzUVCigFNCT9qZhQqJrfQ/jPhvSFgGX4wqcmDA70V5NApacEiOP50y+56nZ0VTSAL7RE9dk0oa3hzArNPbA/zTNPtdPbm2RsdGpaQkpF+5ICGzaO0blsqpDUWeCyExBwXAIRcYaitSY74NH7mzKVrMZodBmx+kgbieN/+fB1eVDeF6LwQoTijnDd6mC2uKRvy5HYXEaYgFJYA+OEdveAbZNPx4lGQrMEUh638YTHh0nt20HT1qdIHtqLkpKRy15C70teRSHR7Jvp3ak5/CM6A62RuRJGxcZpb6SycimqIY47aYAUpK8tYjaeLfYHnwMD/r4aZ2HnIURV3BwlXNL1/Kma3b2+4KhfNIf/jf/akL4omS4goCo0zgB/DK1Bqbld+f19CX70g5Xs2+ObRJqbi2zaPFy3MizpKGBZZ9e1GhAwVwIRcQZSySn6n68w3u0SSUnSnQYHyoModD2T43SU8ufT45Eph7gZwmF7GFX0ey6r3SF5TZHYxgqhpW698xaFMpHtBzDHsqhkDC8ZxZvIoDQYc7mXKkXy4B4atz9DevcWwpkx/+2qeOh/ya2MhVsYzYIqVb9TG8VKP1ogEYGodDErNrJi4zanKV26FtWYACFwxgxESJO6roiZOrtuytmCHyWxGBEYZwKm4U+rzCWkUmt/aqImIM8EHEfQ15uk+0Ca3p4k/X0JigWL9o4Cq1dnWLVmkq6VGUIhRbFoks2EyUyGef7ZNrZtbUUIzabNw9x400Gamsune3cCAk4ZgYg4w7CLij0/LeKWNemlBkIKbOVwsNxH0jjScbDi+JUJJ/O+CbotDdHdUfI/S9QtDtYSh9SLi8Q3lbFa/boQ2SJMTvjzzrFCjvT2vUjt4bamAUG5ohmcsJgoVh39ov78u2VOGzkqReLQXpq2PU3j9mexCn7CqXJjC8NXvIzsmg3kVl5AXsYYzUC5WF3HtAKA0nWR+SJeRjOpYNyykC0JyivasBtTfhnyITBzBuGUJnlFkbKpCTsz13Om0z0w5SB5viPE6U9BXS4b9PUmq+GUaXp7Uriuf3Jq0w9NzWOMDrfwy8eW8cvHliGlQkrqy9W4cMMYr7i5m/YlxdOxKwEBp5VARJxh9G+psHeiF6c5h1W0sKSJrVxc7RCSM6cyckXY3++P6hoToA6GKH0jiTNpouMe4ZfmCV9cJtzmYRlQ8WBoGEYy4Log0CTHxmg7sJ9MKIwXixF2/aiByWoEZyTkz1OPZqibpk3lsHr/k6x7/kckxwcAKDW3M3L5S5jYeDml9k4QAk/5eRAyBd9EnZjm3S8dl1C+gDIkueUd2IkETjSCY4WpuMKfD88DLhg5EzfmUWosoQ9pOORbyEOWb32pRQ6YxsyIhmjIfz90HLGhNYxO+v4KQviiKRKCsaxJU953JjRP4peSLfjrPletEGc6WsPwUIyDB9L09ibp7UnOCKUMhTy6VmVYWX0s7cxhmB5DQ0O0trYzOpxg/74Gug+k8TxJOl0hlaqQStt0LPXLWwcEnK8EIuIMIj/ssX/nOP2JQ8RVFKWLKDRaaxpMv5iW9qDcbTExIhnNgmVp4gbIbTHkwTDa1LhX5MltKOCZQBk4VN2AnuokE5Yi1dtPureXXGuYrWv3k40UMW0LqxIi6oYwCopsKAYCtNBYlTKXPvEMmx9/ilghix2KsGPTb9G99loyTUsJmYJoBOIVQMDIhO8kFwtPma2l42IVCmjDYLJrGYW2VtS0Xl4CUQNwgawJQqPXV9CdDvHwlEOp0v66S7YvplxvKoqh5tRXe4pH/WiExqQvOuJRX3Bo7YujPb1+mGGkOt/veuB5MDoWY7g0lfmwMekLCsOYCrmU1XBKpWduX0h/X4SEQ4OBFeKk0QAeUrugPYSuOdQeFuJSW1xD/0CSrVs72LatnbGxKSteY1ORSzYNsnxZhmUrcnR05jEMMWNdSiuE9i0PSzqKLOkoct1L+hd1FwMCzkYCEXGGoFxN7zNlBo1BomaYuDFzctkeNph8Okr+mQg679uCDx/YqnUlvGvzkFQc7n7pCQepTYSGyGSG9KEeJq0BvnlTN8+t3UUldPTwMqE0r/7+JH/0fwdpnnAZbLP4/O928JPfWk5EmSwf7mXloKZjeAnZokkm79/zLcPvtAGE5xHK5dFSMtm1nGJbC2r6fIQGHAEVAbYEqdHLK+hlDkSOjEaRwp8aCc9iZfBw0WhMLJT2Qyb7RuDgYPW70s+f4Cnf4hINH+nprzR4FZfWBr9tFQcGRuGQB8f0ND2KU+GxQirPKbRGaAeh/Q5fKActTTwZQYvQsY/dLOuynHGi5UOE7FGEcqtJyTS6drIOuzRyxThP7tzM49sup2+0A4B0PMv1lz7OxSt3s2pJD8nYlOVAA4zXPHunixBFpJAlkllDKb4Wx2qYx8EICDj3CUTEGcLYfofBwSzZ9DhNRgPgj6bK+ywmfpTAPugPk72Ei3NZHrOpOhJT+ImFWlxom5kESqM5lNrJc20/pSe9E6kksUqYWDGEsdlgoGUcgLaJJq56ZhOdY23YpkPFsilZFbI6z4qRCV779V+w4sAghUSEb791Mz+7YSljDRWUWaQ3Ncj+jl5+fulTmK7B8pElrBpczrr+FSwZbwVPE877cyPZzqXkO9qnLA8ayEtfNAggotANHqRtf3+is4eyOtiMM0ReTJJngrzIkGOy+nqSosghtKSRNtr0MtojK2gLL6eJJRgYuB6Uqwma5hImKKUvNBY6EabrCkZHYqRSFWLxsz8boeVMksy9gOHmmammfJQM45opPCOBkiZahNDSQGOgpYnGrL4vCdkTxEr7Md0sSobxjDjaNGZNiuK4Blv3ruY32zawdd8qlDKIhsu8ePPzXHnxDlZ29k9z4IxhM63yq9bVtlZNSfW3FbZUJO1RIvYg5XAHxdga3LNATEivQsgewlAlNBItDMBASRMlo3hGFCUjZ1Z8bMBZSyAizgDKWUX/cxXGkkOYwkQKQXm/Lx4qB0JooamsKaE2lrCWOyAdsmaespmnZBYom3lso0LICxPyooS9KOPRAZ5ve4Tx6CBCSZYevICQ4+DGipRjFYqhMpccWMeVuy5hxUjHEQWtwtkxVv7616zb/TgABy+6iu7NVxGPprn9yWoAPxpPuvS2ZNnXOca+peN0tw9woKOPn77oCZKFCGt7lmLJBrxYGimHMbSJoUyMioVRDmE0SUJNITqt1VghC/AwvBICjXb9EaJ/azcYlWNslU+xS/4GRxxWnVAL4iRJ0kiHWoVCMSJ62SmfZidP+2vQJq100iaX02YuI0aKgg5jYCAxkEgkvpVH4VGUE5R0jJhIIo5TzlzhkSdDRoyRYZQJMcwYA+TFJGGihHWMsIpTGGumON5INm9QtBVIBzW4jjXei3jpteO0tZ+FznkaIuVDJPNbUSKME2o5soPSCqEdTDdLyB2fypx1lBUKNJ6RwA63z7qEUoK9h5bx9PYNPL9rLaVKBIFm/cqDXLNpG5es20fImoMwm26BmNZkrRRKmDhWA56AsDNGZGIQ22qmEm7HNdO4ZhItj+dwU9tHeXQrTC0m9qSSuYHpZYmUeomWDyG0hxYmMwWSrv/OlbRwzSS21ewLOzOBJ2NHFxbV6SRx2DnTQrKgufYDzjoCEXGaKWU8un9RpqBLjMoR4iPNDD6YorwvjBaa8roSXJnHbFSUrAy/bvsp21p/gWMcP7ud5URoe+pmun/8Tp4ZX1l/X6JIWyVcs8SwVSJtlkmaZQw8Vgxt4cY9/82Vgz/DQLG96UX88LI7ibaZdIYzhISHnj4NDSwfjbOqr4VbKi6ucNm/cpJt6yfYsWKEZy/cP6fjYGqTdZV2Lik2sbKSwhUKW3hUpMeYWeDp2ACHrAwA7U6SC+1VpFSKlEqSIE1cpzCQiPrIUqHl1eSkx4A5xqAxwoAxxJAcYFAenNvJqRYNlVoQ0zFiOkmUZF1oIAQuLlkxTo4JlJh5g7V0mBRNlCkyrsfwzDK04z9g+niYgVKcLz11O+2P3cSlaww/r4DQeEYJx8ziGTYGBoY2MaWBIQwsIbGEgWkYGBIMQyOlRhq+c0Y2G/JDETNhCnmLJR0F1l0wsaA1GIRySBR2EC0dxLEa0fIo5hoh0SKMJ8Mcnh7McQ1GJhoYGW9keKKRTC6BZbpEQjahkE045KC1oFiOUCqHyRej7DiwkkwuCcCy9iGu2PhrLtu4i4bkydV00fUaLrr+N0LiWI2gFYZXJJHfUX1f4BoJv7OebiHRCkNXEMqpdroahERhgDRRSCQeKM9/1tr3O0KifU8a3zIjpG+lEf7fRxxSfCEm0AhlY7lZtJA4ZgPI49zalYPhlYg7e/0pKDRKWtUpJ9+xWRZzNIynMLSLpFoG9vD5IwSOlcYOteJYjXhGEiUtjimaZj3wGqkqGF4JqcoI3Pr7QPV37VanyDx8E6z0j5Ew/IcMo4SFFlZ1X2T1GFX3TxgoGTs5sRZwBIGIOE1opRnb79D7GxtpwnhiGOeXjQw+3IL2oLKmhHNFgUiLRyY0yjNLfsyO5l+jpIscXUlxx5V4hUZUIQ2lNKoUg3AZM5qjrXWYaFGw51f/i55KkhYrx2van0cDGSdGxo2QcaJMujEOlZoQWvGakW/y//V8mosKWwD4adPNfKXznTzccBvYAnrBwCNpFolKm6isEKNMC5OsCfWzIjFBU4tCRWMkQwbXDDtcO+ZgywyOLFMoh9g73s6ecgN9TpxMJQyWgzAdjMYBYpf+mB0rt7Ij0jfr8TK05OLyCi4rrWSZm8bQyh/laYUghyBTXVJQKEcolGO0JPuJCZclaDQRBF0o0cVISNAX1uRNsIWDQuEJhdYu0ptEqopf1MzREDUoiBIFWSIvJxg3hlHTbqRSCxrdCGu9RhrdGE1elAYvTouXJqES7Oldy3ceeTl9g+1E4zle8rJnWHvRfhpiDqYwEQj2mgd4ytiKvP4/yamv8cjQSmS4iEyOI6y5pULWrol2Q+BZaNdCexYkLXQ0BK0W2gnz3L7L+M5nb6EzmeKCC8dJpSuUChaFokWpaFKpGKTSNs3NJRqbCyg9Meu2hHYpuD3sEb8Bb5yYVISSjUS1R1SHiegQUWUR0SFMZh+lDo83sG3varbuXc2+3k6UOrHRbFM6w83XPcEVG3eypDotVz8WaBw8StImJ4vkZImcLJGVpfrrrCyRlyWUOEb21xZYYy/hJeWNdLrNIKQ/YjerHkfaQyrbv16qW/YPkN+xKSM01flrjaiO5AXa7/QME68qGqAqCqoJ3IVWSO35RXEoz261mWFFkdihlrnnwJcWnrTwpntPKQeB71CqtULiglYoI4RH1M9JLuSMaR9QGF6ZeGHvtP03qhZE4YuimqVC1PbSfyBqogkML49U04vAiKmv1NYsBL44qX6/uqa6lUWr6vuzIHwh4hlxKqE27JBvgVEyPP+6AQEACK31MX5FZyfFYpEdO3awYcMGYrHY8b8wC57n8dxzz7F582aMBSppqBRs74aJUUVipIIad4i3GpS8Cj//twHcrSl00iNz/SSxLpfx6ADPLPkRu5t+gxYK3buByR++E3vXdaxtz7OqLUdXS56lTQXKtsH23gZ27k+wd6IJjWRtbIibWndyaaoPOcvN0nBslm3/Jauf+zGJ3CiOGWbvBddzaNPLUUmBLgxQNNvptpdxoLyE7ko7WSdG2bMoqTBFHaGsp0aeluGyrHmUpmiBhPJImg6GUOyaaGPPZAue9o9jW9M4S9tGWNo6SkfLGGOZFC/sXsvBvEF4088w2/ej7Ri6EgUngiwnMfZdRZMpaUpnq48MzeksTQ1ZGpI5RiYa2LFvFVv3rmZ/bydKS0KWzYolQ3QtHaSrY5CupQM0JLKYuoz0ygjtHnHTUUYUz4ijtGZycpKGhgbk0fIT160eTD1rTbli8dS2jfziuRcxMNqGIT1e/qInuPWqn5KIFI7YpkDjSZOdCYtfmQcZE6MYboyQk8J00oScFNKLoISHEg4eHkq4KFz/WVafhYsWLko4aMMXaNJ0wHBwjCKu9JMgOYcuovj0rbj966B2XYjqvgiNqP6ttSRClLaUwdIWyYr2fpy2/2Ffegt98dE5XfPCtZB2DKOSQJaTiHKS4lg7xWIcpIdhuqRTGWLxAqFIEStSQlplTC9MxE4SqqSwSmlMZWGFypihCmaoggiXquKgSNbwn0vCxhEerjh2KvS4CpNUMZIqgqGP/G2L6qnNe0V6Y+MgoMtp5briBla6bUdM/S00NRFU24+aTUSj0cJ/pWoPoRBaIJFEtEVUh2a0T6MpiAoFWSaiQ6RUdE7tV0od//qftfGqLngEMy0XYtpvZMZrQAkTLazF9dPQGqnKGF4JtOufZ2GgZATPiOIacTwj5r8WJkOjGVral4IRRmOc0T4k+3JD3HvFTaxrbliQ9Z1IHxpYIk4R5Qo89hvN7p8PYvSWsKMp2lZHaZ7w2PGNHO5YCr26zNhVWUrLuvl5xw/Z3/gCAO7ey8n++B2YBy/hus5+rn3pE6QaNG50KvFCRBR4lbeDNyXGGGtpJi/jtIdzR7RDug5th7bRsfc3tB94AcspU4kk2HnV7XRf8nKcSJyQM0LImaRIhKTlsFnu5Qq2I0yFZ5gUGtooRxtxUwb5lEOvneDgRAsHB9vpGVzCgeElM7ZpSI+1K3q5ZP0+Ll67j6b0ke268apnyOZjbNm7hr69G3FcE9uxcFwTxzUp6DCDYyn29S475nG2TIeNaw7Q0jBJ73AbPYPt7O1ZXv88lcizYskQ7c3jRCNlbMeqP1zXIBYt05jMkU5mMUU/4ahN/Gjm/+pI0FOCobEmeofa2NezjN9svwDbCRENl3nZ5c/wsiufpaUhA8Sxmb3SqFA2G7NZLqIN27oQ10wCEm1JdKjmHGdWHRFrldf87eva3/V5b6jPg7uAq1F4HLRG2W7tYv/yLVgrth3zOE6nAOwBdiuJkArtWpSfv5HSU7ehJpYQSk4QTo8TTo4jojkKOOhIHhnNIaM5RCyLjGWQDb3IaB6xihlHoVJ91JptYhxXCEwnrCySKkqrSmNpA0ubhLRJWFukVLQqGKL1h3Ec/xaY6kTdZsmvY7vZGj7EwfSjpLwYS90mOtxGOtwmmlRiRqeuRfV52rTItF3DFR5lYVOQZfLVR0FUn6sP5wT2/XCEFsR0iIgKUZEOBVFBTxtAhJVFq5emzUvT5qZp9fxHRC9Q5jYh6yP7w4ctp320KgTKiKKmR75pD6FdDK+I6WYR2q3+jhRGKUdq3P8dIg2UCOMZEVwjjWOlpzmphs9ogbHYBJaIozBXS4R2HEQ1VLGSU4ztd4ikJfEWg3DC/zENDSh++AOH/NNDNB3ag10OUSolyRfSKNtES0XpykkKa0tsu+CbPLvsMQDk9quIf+sWLt87wab0AKuTGYhFsCMJlGlhJxOUmhqwCiWi4xMIDZVU4ogLWro2bQd94bCk+wVMx79lT7atoPfCqzh04YtxjSjaNQi7g5hkUDqEnswTNi2UaVFKNlGONOLEI9BYQXZkEA1FhHnk5WM7JrlCjGwhTtkOsbJjgGhkYSoUlisW49kU45kU45l09TlFKlFgw6pu1nX1zHCoU9UO/uDAEv/Rv4T+kZYTMp+3NY2zomOQ5e3DKC3J5OPkCnEy+TjZfJyJbArHndLjy9qHeOllz3PZhp2EQyfof1Cddxd6KpzRv/uqw8zIJ0ZtXeXIcibiK9hvdlMgN81oLKr/aktrsrkMoYSB6w6RK+aYdCOEBzYSP3A1qtBApSq+KrZF2Q5TroRwXYO25gk620borFqbYtEyUioMqUDaeKEiWmqkFvhjaIFEYGoDWW2Fi0delutTEY5wMbTv/mpoiYVJQkVJeVHCLHzq0sNH4pOywJOR3XRbw4wa2QWdVxcaYjpCQkWIqTBhbWFp3923dlaEFvWzVDteQvvHTlctEmXhi4aiLFOUNhFlkdAR4spfd1FWGDYyjBgZytKZ0Ya0F6PVS9PgxREItNZUKhUi4TBCyBm7K6ZdNVEVpslL0uwlaVRx5BwE2tnAjPMvqE6bekjlVqc7XWoXgZYWnhHFM5I4ZgLPTOEaKZQxzT9Ia0wvh2WPErZHODx6acb0jjD8z7VCaK9q0QFV9/WwUDJU9cXxBxX7SpO8/6o3sq61eUH2/0T60EBEHIXjiQitFM6TT+M+9wKicyn55Fr6ehtRIlJ3tI61GGQ8wa8fc5D7x5AHixRyUwkDrEgRGR/Aat1LKOLwo5f8hic3bOHl301w+TdauW7gGTrs2RPcuFYYO5LADsepRFOUkw1k2lYw2dpFrqUTtKbt4FaW7n2G9mnCYaJ9FQOrNzG+vJNKIobnWahKHDAwIjkomVAMoQxBJm4hmpvw4mFIOojWHLKhBDH7rBbenicZnUxTcSzClkPIcghZLqbhki/GmMgmGc8kGBi2GM8tp2ewg9HJhiPWE4uUSSXyNKZydLaNsKx9mOVLhmlpmDwzj49WWM4kaI9CfB3lSCcAUnu+EyAKjURJC4VkeHiEVfFJYpUebKvl+M56ZyB+IS2qcxTVWAVVHTDDjKAIIab097HM+RUcBs1JBsxxcrJU7+p9USSmd/0zvieqVpaIDhFX4WrnHiWmQ6e089VocrLEiJFh2MgwbPrCYtTIHttH5DgYWtLgxTExqpYZVbfMKBRq+t/o+rZMLTEwqs+HH4eqYNHT3xGY9eWrz9rARGJq//hGdYiwtmYIz2YvSZvXgOT4P845T+doDdrF0E7Vkdap+2a4VopKyPeijpb7kF7Bt4bIKEeq0KkoGlG3YokjHHYF/sMXGLVJLsEhN8c7rnk/a5etPu6+zYVgOmOR0Urh/PopnCefhral9D/nMtK7n2jUIZIOIVtb8JJtbP1ljO4dGtldxCuaQILO0mO08yy63aVnZSOlpmWEy4oe54e85j9/zSd+VSDi+ObM8cZlHLjg5UwsWY30XMKlHKFilnAp5/9dyhMuZUmN9yKVgu1++5Q0UNLAdP3R//iS1QysvZyB1S/Cjgischal4riVGFJ6hFqGiJh9xMrjeIkI411dZBuWkMlUSLZMYqRsROTsz2NQwzAU7c2zOw2GQ1maG7L+TaRz6iZSKEXoG27FMl1S8QKpRAHLPHvKkAN+lEGoCZRDvLCbRGFXdfLjsBtadeQVKuaImgnsUNtZ6XxWqviJxozqXU4wlRZde1MlxmsBFNO7T60hX5aIgp86fXpSszAWXW4rXW7rKdqThUUgSKkYKRVjjdNRf99DURQVEOApj2w2SyqVQkjJzImZqeiVgqwwbuQYNbKMGTnGjRwVHN9aov3Ou/Z3XWwhkVrUO3NXKDy86rOasZWp/6dQQlOigiunf29m1NjRCCuL5W4LXU4rCRWdmkYSZYqyUvUbiZF0Ixhx7dfpIYTF1DSZnC4QhQBh4WExw4dYKwxVJl7c6x9bI44Tal20aQ/tFU/KUnkyBCLiBPEmJ7G/932Kj/6a/vHljIxNkFfNuKEwRa+VUiVGqRTCdgD8mH+pcmwY+yrrJ/4Ly6pglLMY+10ufhxykUYiThbL8/AkbG26nPE1m3EuXEcl2XjUdmgNyjGwKyaeLYmWJ2ma6KZl8gBNYwcw3BJDyzbRv+JyyvEmEALTySKzJbxQAiNRJBoZJK4GCdlFXDPE6MZV5Je14EVCaGWjo5PIhobqTeT8Jh4ts76r54S/V8veeaxbhzQgFpqqwLroSAsn3HbMRZRSlKRB2GpCnmUCouJAqexnS125ApJVB4xZx37T0igcLiIGB0tEEikGxmAy56/vbCr6dqIYSJI6Cto//8q1SanYMa0kTSrJcrdlTuv3FBRKc+vrqoajme9VB+ZHbY1UKMPDMW1sw6YiHDzhWz0c4TFoTnDIHGG/Ncje0MARXze0xJsepp08Stu0IKQNLExiKkxKxUirGCkvRlrFafFSNHtJMGJ4xvws4WcTgYiYI84LW5l4xatRo2MMxq/lubY/YjR26YxlhPaIOkOknQHiTj8NlT00lnezpPAE2VWXs/fKe3jQuoht+VYahvu4bPxRrvUeZnKlw6OXraK1+Lu0x4990XmOgV0I4yqQIYdEU56G1jKRmMNkoYnt+RhJlSAlxkCUSXhPEvP8kD8h/DwCIbeAtF2oQKklxdiqCyi1pPyMgAELRqVaaXR91RfUVX5NDlV1b1D4z+UKjEz6f9fqepwRnGXiwXGgUPGtBms6oSF57FLjgplRktNR2j8PzWloSsJYDvpHoXhYjjPTnNpGrWbK9HXX/F3rImVaYswjMy5Un6cddnnY6+khj1r5HXOtbouUfptrdV0Wm4rjX7um4R8Hy5h9u0r5x83zoK0RWhumHZfaflSnnbzqo3aMhJgSFMrzf0PqcPeg6gK2K6nYEkoWhhfn8Kr0S1nGlQYIy2UoMoYtnbq/SFxFCGFi45KTJSZFnqHKGCohcYWHIzwc4U4942ELl6Iss98aPGIaSGpBi5eizWugza05sjYQ1+EFi+7RaMrCoSQqR/i4nEoCETFHZGMDg2veyG9ab2NMrkPgsTS+nYg5hEWOsDuGaR9AikFMSxOWEQxh4cVW8FzX6/ml185XslfTk2vDXLqL5tf8kCc3Pc//izbSPrKOdz38WyS0RuRyCKXRUqCkn+ZXSw/lSirlEIICLS3dNLdNEk1YGAq0owmXLdpFiWJinHxFMFFJo5R/sVqVMuFiHtPQEA9RaGug3JKiko5jp859pXy6KFVg5ZK5pctub/Irng5N+AXAZu38avP3YqqTkmJa53XYiHp656UBS0JkgVN3nwm4nj/CNQ3oWgLNyYW16hiGnx69KekXfRPCnyYpVy0etY5cTXvW+J1mLRmlpFqEzZgSFzXLthTTCrjp6t/KF5mu8qdeDreUgJ+2wTL9hyGrnbrjX3fHGu2L6j5JCSHzxI9VpbqNkAmdrWC7kC9C/ihWBo1/7Ja2LHzq+NlQ2j/2dYGlpgr25UqQyZs0T05lQpUGeBIqEkxp0qSTNOo4jdkwDfL4Ia5+GG2ZjFFkUhZ8XxPT9zfZGj4I0/Y5qkJEdRhTT02K1B1V9ZS8qPmPeChU1ZpyuF9JRbj1yJtIyuTdwXTGmc3gaCs/zL8PDEhc5DHeMcx27REJKZoPJQg5cexQC2YqjFAOVEqAoq/cyn/nX8b2SjuxzT+i62X/TaV9NwCNhXYu3XoV1z27HEuGsRtMlCnRUiKdElYpi1FQeHkDSxVpSRyguXEUHXWxsy7lska1JZFd7fRENYk9/TQPatqMCI1pB5W3oeRQbooxedlKemNpJoQfjhS2IHyC9ZAC5o7j+iOzxqOYRA8nbPk32bZGvyiYO4sLSs38rqodiuf6N0rX89+rCws5rSS6mOq4JvP+Ix6eaZavjSinIwRUHInrgTWtw1sMvGpRM3mC26mJB2nAslZoaVhcK45pTK0/EoL04m3qpHA9//qriZmaBUQpX5Q4jt/xlypTFgLwj2NNlGr881+qXhd1caT9fV/VAY2JmQLE86DiVq/HaRaDUAiSh5sFFhEpfB/g2WaemlJAO5Rt/+G4U6Ko4kDR9i0eGiiUJbKahV5KMIQv1syqaKtdqwJBQkdJuFE6mRkdURa277xaFRajRoaKcHCENyMMWENdEGihfX+SqgeJH43k+5QYStadd8PaIqbCfoK3gotYdnru5oGImCMtay2WvBa2lHroaagQCYF+kUs2GWKL081k4RCjagy7FMIYXI0zuIF8/yUMiSiRG79Jx5UPoSMFPC/EhpFruXjf9bTllxMxe9CdA1RwAN8kpRXoYpSsXIbb6pFYm2PJGo0dWcH+cjPtToQLrHYa0s2kjCjSLZFxshxccTF7Mj3og0M078sgljXgrG1Ht6VJSkkS/4eTKcLYBGQLR+6nEH6HZi3SlaGU/2OFqdGVFBCyzq1S2cWy37GdaKdmGtCySL3T0mYYy/oVTYsV/5hXHH9EuWKJLy4cz3+UKzBQUX659WpHIqQvjIzqiFpWTdKemp8JvXbzrnVEahY/VSFmbgumRvkAHS2+lWCxrtezkeli53jUfo81QeG4UxEtTkmRjFUtHdV1hi1IxWY/14YBsTNlKu44REL+43Bq4tx2YWCgQmPzlBXDdvz7Z6niC6XDEVVhYUn/tyUlRHSIFW4rK9zWaclQFg6t/fZMegdPnU/VYQQ/vTkyHBrigVd9hMHKMHakgGNOuyJMIAqqmISUh+zaD/wYoK5LG8tLuKhwM+tDmwk3RuECSfjgAcIH89gsQWnpz5ejKePgNuSJb+qheUWRaFSTwaFVJLgmuopOkUZOH7JZMdJWjE3AxuYlDDRl2XvJKCMUKWkHjxxC+fHkaStKe0OI9gZ/tFubi6zNR+ZLvhNZtgj5soFZhHD46POdJ4KnIFeAVNy/IdV2wVO+mVF5/ns1E6uYNjo9I0Mmj4Lr+ceq+Qwbqkrpz0c3JmBwwrdKrOyApsSRJm2lwfQqtLeB7fk3z0LZH/lXbH/EWev0LRNK3pGmbIEf8l4bwdXEgOf5vgsh099+c9JfuHYNup6/jOP5o+ay7b9fH/lVhW5zevZS8AFzZ3qF2qZp7ysNQ0aF9iXH9is51xBU/VwMiEXUrH41Gl9Q2FWLzvRprJrz6PSpHdOsCruq0F6Ie5nW/u+i4vhWnqVNkJ49j92iE4iIOVL0SuTIYqkwkVI7+bFWJvvacLPNuEOrSRSX09UcZs2KXuIr+rGb+xg3e/AcxVp9CUtCXQhz6uqJGvtJtW2h3NaGzhcp2hojXcAL26yw4ixvsohHw4DviNMhkywTaYzjOLuZQrJcNLA81ACAoz3KuJS1w7DKs1ON0qsymEhSRoQQBuFp60zFfbN62YZDvWWiiSS5AuSK1DPzWVL6nULNkWsOClhVBURHiz9CPxzP802JhSJMFvwfqDebE1VtP6uipuZMdqKm8MWkWPZ9HM7U0bFp+udgtvNwBBIihj9qa5heZqE676y035F7nn9DrVTrNHnaH9G5yj+XlepN13X9kMsV7dCSmnntyGmj3YCAMxWBf40e6zr1PCjZvnWnUPKtBSV7yoJ2smggEYWudkglYOA0Fv89I29z/f393H///bS0tDA0NMQHPvAB1q9ff1rbtMpazYZffJ6HfhEln/Ul34qVGS67fIh1V4+Tju8mldtK2B5EYeLmUpTDG3CsZjwzhtaCUtWMH6/0Es5uZUI0Y2tBITZBy+oKFyXTXGqspl0kEAvUI1rCwMIgKcK0ygQbdDujukC3muCgmiSjS6hpvbSBJC5CRE2TZFTR2qJJtpbIuDa2I/BcQclRlBxwXEHF0Ri2RVSFiZtG3Yw3HaX8qZO2Jt8RazYMw1fUySgsaZ75XaX90WnZU2hXYntQqc5hVhz/hzqbKVzjC51Q1fnsVHis1zzLWxsWf1unk9q8cw3DgKhxfMc5z5vy2wgIOFcxDL+TT0SBBv89jW9Zc6cPjKrPtUgtqj5PULVaULWEVB1VastJ4UdynQnjpjNSRHzsYx/jda97Ha961at47rnn+JM/+RO++93vntY2PfYC/NfDLUQTRV7yskNcdvkwLa0lAMLlQZLjW7C1y7jZTEwamF6ZRH5nNSmtIF+xiJphMMN+2tNIA/GogPAka8NJXpJYyVKRXDDxcDSkELSJBG0ywVUsn2GpKOIwogr0qyxD5BiRBZTO0SFSvCi0lCXRJDEsKriUtUsZl4xbYU85y75SlvGiR6kCES9CUoSIhgRS+lMjTWlY3nriF72sxoWPihza1Kiwrmas05gI0vgpkE3PqP/4fIcyAa5BsSTIFqbMi0L4giI8i9iZD2paWLmU/qijtTEYTR+N0zVvGxBwuhH4vhKzuGKc1ZxxImJiYoJHH32UT3/60wBs3ryZoaGhegrO08WNl8E/feBxuktfx0oa2EaS4ckUwi2RsPsYlgkMM0rIcxl2SwggZSZJyzD5giYZ9Vi5xCVsFNFGE2PCxqHCy4wVXGC0YZ6mmPzplgqALuknuCp4Zbbae7jQWkP6sIQpMULEhP9TWBqCDaFWnKTHpC7RVynyfGmUQ6UsYwUIlSM0xU0628AToKphTBIxZ8HkaN/M8JrQRkwkZe1QxqWgbDKUmVAl8qZNTdbX8uuVQg4iBulmaFYm2rFwSwb5vCRfEscOgxNQdiSOB6HDpkqmz0dKmJFS2TR9R7+AgICA84EzTkT09/cTjUaJx6e8RFpaWujt7T1hEeF5Ht48J6Fq36s9i0fu444d/4ZTKqKkROMXFJIGGNLEELLqgCNwlaKiFGXl4aHq8/Zipx8OpNGYQhLFqueKPz0Rvkcnhmaz4xDaZnF46erZMIGW6uNS/BS6rlaUtecnvt86tayedW8Fhjiy3oBC4WlNRJhEq0FbiVm+PRsajVeNqXZrMddoauVijoy9F1ANldQaPE8h+wx0NZ9uvVAmvjlxeqKhGeydYwPPZLTG8zy/bsyZ4mxyKgn2P9j/s2j/97R34a37g3n3d4dzIus540TEQrJ79+6TXseWLVsA6BgcJOnYCO1gIqtxwsLvYDwP/98UISAkBJ42QGu0W00SIhSGFoQQeLgskJ/NomE788+EJoDobLUZmN55az+pDmpG7HQNAz/FrERjM/9KoCZgVtviTz3q+nOtPbrallrRIMMAjVO1Mgi08iVOLUZcVRMC1faj1nIx7f+Zf519LNRN6Wwl2P9g/88GyuUy23fuIBHOnvJtn3EiYunSpZRKJQqFQt0aMTY2Rmdn5wmva/369SdVxXPLli1ccsklvhrd/H/xSp+EbB9GeQQKQ1AcA8+pxiUmIJzyXczBf98pYjrFqidZCAwLjJD/OMPVrVKKg90H6VrZddyMbQtBGHC1Ykjn6VNZGkWEdpkkJU5PikWlFN3d3bR0LSUjKoyoPL06S05XZiSJAerJX0zhVwx0q1YY/x/1ZWtWlnr5ZnxJIxA0iChRceY4UmilGB4eoa2t9bysnRLsf7D/Z9P+9xe6uf2CDTSlF66K51wH4WeciGhsbOSlL30pP//5z+uOla2trWzcuPGE12UYxqxlvOe7DiORhsS04H/lQWkCcgMwtgfyg9Qnx6UBsRZoqp7UShYqObBz4JbACEO89YwvryylxJCnxhvOwGAFjayg8ZRs73gIBCkjQqOMs5ImrgSU1kdYMQzkzLwdgNYaF4WHnuaI6lBUvj9HCKMqOgQl7bBNDTOuSzSIaN0/5XSiajUgpDzrCnAtBMH++8/B/p8d+y+lgWHIk+7vapzIes7IHuxjH/sY999/P0888QSDg4P87d/+7elu0uxIA+It/mPJJVDJQ3kCrJhvlTBmGVlqDfkhGNoCo7t9i0SseZqYqGVXkmddAaTzAXm0ik2HIYTwywcDEUzSta8c5ZSu1630qEme8wboVZNIIdF6yhtF17YqfCvG9FmfqRLLYupvMdO7RCCIYBIWZ+RPPiAg4CzljLyjdHZ28tnPfvZ0N+PECSf8x7EQApJL/EfnFTCyA0Z3+Zl5apnutZ6qugO+mKjFJ9beMyyINoIZOfq2lAelcbAL1ekT7U+lRJuO/b2AU05YmKw1WlgpmxjSeRy8enEeWZUDqprsS2n/WaNxtcJD4aD8aRQ8HBRe9X2oVkBEM6LyOFrRJhJY4tyKtaxF8NTF1AlMF063LtWcbx3tkhM2TdqbkYwtICBgJmekiDhviDbCiuv8R62EX01EKPfIh2dPPReGYXQPuIO+v0Uk5YsGzwavln1JQONKaLvIn1opjcPEAX/qxR2sChNjSmDUKvVYMV9knKaqcOczppB0itSirLuobXZ4I2z1BkFDi4jju6xOOYWerlDj+eJojxHyCC0whERp5YumE7h25TRfFUNIQhhYSGLaZJQCUklaRPycE14BAQtBICLOFA4vEGEc59S0XgjLr/WnRib2w+RBv/NPLoFw2p9OSS6ByDQfjnACGlb4oiU/5IuN8LQOS7lQmoRsH0weIlQahEnLzxBkxXznUfP0z9cHzI+YCHG52ck6o5mt3hB7vdHDIkrAq06hKK0YkwUsXSRFlNAp7EBt7UfpWBhHtSgorRnReTw0lxgdbDTaiGDiTQ/lnUPg9PRpoJqIAPCUxwH7AC3mUnbrMbZ7w0gtaBaxQEwEBEwjEBFnM4YF6WX+Yz7fm41kB7RtANdlzP0lnetWQGUCsv2+46hbmaoVLAAzCuFkMD1yFpESEa4zu7jSWFY/jbX8JRVcitohryrscSRSxBmmgF2dLjC134HWOmiJIFzN4XEyQkNrTZYKOV3GwsQQAlu7fvumVe+sSQqFZqVsYrPRQZOcisAyEZhHczyZB0kR5ipjORcYrWzzhtjrjeFq5YcvC4soVt2SMT3LSe3vw/OezIjoOcMjtAIC5kIgIgJmRwiUVbVcGKtg6WXV+sAF38fCKfiOpPkhyPZAfti/wxthiDQEFovThdbVWvKKKf+a6t9GeCoEGWYdUVsYJESYZqIor4FV5iq0EGR0iXFVIksZqHWSAgePMVVgnBK28mZ0mVPOoKC1wEJiCQPjsFwdjvao4NIq4lxmrma5bMBC+unYq5EtLt4Mu0IYkzYRX/Q08TXSIsJ1doLLbY9JYTMhFP2mYtSwccXMBGqqetyVVlO+TaJaCGGawFHVzGYCP/HIlCNtTaVP/amrfwgxXUyJ6mf+O/4S/pIWZl3c1JBCEMMihHHKjlvAuU8gIgLmjpS+1SGcnPm+Un5USnEMJg/50yue7UecRBp8y0fdt8Oj3rnVnoUMpkqOhlZT1cWEnBIBWvlirpIDNS0hmPCTivuFQaqVroTpf7cwAmYIYm0zxMTxMIWkWcRplkevNexpRQGbvLb9zrHWfDSOVpS1S54KeW1jaxchpqYQ4jJEl2ykXSRmjM6j+CP9MyJbl+eAUyC8/jbataI9O8CF2UNQzsxMeyqqjpoClDBQ0j/2QrmgdF0+Ka2qjrI1J1h/GsarZln168MIjOqzqH5ToVBiKrOqnz7elxBlPIrapiglk4bCETVfD4kQUBSKMVFhFLdq3RGEMYkKiwhmYBkJmBeBiAg4eaT0w1RjzdCy3r/h5ocgc8h34qxkfYFgxSAcmQpfFdJ37PRsyPWD649yMSNH5s+Qpr8OI7Qwoa9a+9uthWwKORVaezqp5KE46h9TTTVRWbXDVzULQ/X9SAO0XwyppRBp9MWaMPzl68d3WsdQGIW+p/xzEk5CtHnBkp4ZQpIiQkqco9NauX5Yejk0rfFfN6/zn53ytEgqXxRLaYA0MeRhVd70YZah6UJ6hvVoWlW3w207h5d/rL3WiqRT9IVlcdQX9LXfU/Vz3DLKKVLAISscskIzbCiGTZtJitVV+vYMpTVjsoCnMggpq34y1amvutWkGm4sIKItEiJ0RAhxLfLl8GmdwwkEzNlLICICFp7pvhrLr/XfO95Nopa4qzhWFRSVaR9qcIr+qM8tT4W71m6kRlVcHH5jNiO+cJk+6nYr/k1Wuf73/I1Xy3FWb+DVnNZWaRAmDbAiYMUhFFu85GDK8/fbDMO6WyDe5h9HaYKs5huZHqkjDQgd3TIwK/EWWPdKWLIJeh73RV7t5l4rGFILJ9bKd6wtJPzIHzN6xmdZXTQqWd8pueNFR35mnYBoqjtPnyahqjXSLpCsZElWcnQWhtmQG4DiGCVtk8PBrdqRPO3Rn7FoT8RBGigEuiqITKQ/NYVECMGk1PSbDn06z6gu+IKhOs1y+JTK0ahF00yPYq+7XtXmcGq7UZ8GqtVIri6nBQaSkPCja4xpx1lUrTqBU+zCE4iIgMVlrh3P9MRdrRfMvozWvghwS+CUfGFhF/yplEp+ypIgDUBAaczPJlob4aH9TrrtYmhZB7HW6l1LTU0baK9qui6T8Z5j2ZouKI3668kN+p/XEoLNiWmhs9IEK+qH5NY7FOHvTznjt2v51UcXBzLESRcSFgJSnbDhDf5x89+cssAoxz/GlQK50nOQSkNh0J8KgaqlozpFIg1f4CymuDrdaOUL2/WvOjHBcCYixMxcNrXfmWsTrWSIVrL+ta81nueQK21nRedaDGqh485MK4kQoFxaC8OsK2TxRAMZbYPws7j6HblA1osM6qlEaYf9fhQaV3v+dI6oeXngT9sI3wriZ4BVOELjaVUXF7XnivDI4ZLTBfJSYfuVcNDVFPS20LhGGMwwBgYxEcJC+rWQZsk6GzA3ztFffsA5iRBVq0DEz7ExF5wylCf9hxHyO9DDfS+EARgzM4yGPJxoqz89Y1Srx7q23+F7ji8m6j4eTJsWmZZttD5dUwE7D8VxvzO28/53a+LFisGGG3wn1lNFbQrqaHge5XQe1m7296mS8fOMlLO+gPMqvlXILkwTV/jHtmY5qR0TafjHXlon5ItxRpAf9lPXNy5MTYIzEjMEZqufhr+G51Hud2DpZj/E+3jYRYxKlqZKtmrNkzMFfY1aR12fdqtOvU3/PSl3aopoumURmDJJCL/dRqhqibR8oeOU/OuykvUT+NXqFUkTt5IlO76NbGmEYcqMGEWKUpMV4EnQNSuFAKEgKyrEtY2FgVEVRMbpnu48AwlERMC5jRUBq5oh9GQxQ/5jvhyjzz6jkdIXbUcTbq7tWzVKk9Uw4OqUk/bqc/FUctUpKr/sWB2tj3ScFOa0YnVTncCpRigblOlPyZ0FRZhOK6GY/1iI39kiYQJNy6+hqZxhZc1nq5JF2QVsO4ejbIq4FHCZ1BV2VlxMp4xjQF4rXIHv1Cr87CK1iBwTozqFYhDGOC1TJnPJibJYBCIiICDg5DBDkGj3H0ebioKqJafsjxi1NzV9VBt9Krc6XVUVHZWM/1wcP8zZsErdj2PmnPmsiMOEy4z3p2egqOK5WOUxWHbTsS02AWcXQkC0wX9Ur1UJRJQi4lVI2nmo5PAK4yTHH2e11YaBh3YruK6Ng01FOVTw/IdQZHWFjHTISc2EBEf717KhFTEtiGFiiuoAxAgvqCDOa5uMLhHFJCJPT3RbICICAgJODfO15HhO1cQ93bQ9/VlN88abSvd05LIctgzTvjst3FhIUJoxuZ3OjkvnsaMBZx1Sgoz6PkvxVkh3kR0WcPFmMIxq7g2wPJeYZ/u+Q57tP+yC7xReGEGVxslJj8lYmNGQpF9WGPHyKDsPlSxWZZKImhaaWzfEiamZHkQ146rvcKpqPiJVveznZ1HkcUhhcR3NdKnlROTp8dkJRERAQMCZjWHNXhF3MfE8P9la4GwXMB3DPGZJAgmkq48u4HKgomxyXp6Mm2fUHmW8MoKjnGquEIXSHlp7vgNo1RdEAqYwMGuOn0JWC+/5ZfXiGFwdWs4yq9nP0Crk3P3EFphARAQEBAQEBCwSYRkiLJtosZpYEz2FztOniMBbKCAgICAgIGBeBCIiICAgICAgYF4EIiIgICAgICBgXgQiIiAgICAgIGBeBCIiICAgICAgYF4EIiIgICAgICBgXgQiIiAgICAgIGBeBCIiICAgICAgYF4EIiIgICAgICBgXgQiIiAgICAgIGBeBCIiICAgICAgYF6ck7UzlPLLBpdKpXmvw/M8AIrFIoZx6uvDn26C/Q/2H4L9D/Y/2P/zcf9rfWetLz0WQuvpNXLPDcbGxuju7j7dzQgICAgICDhrWblyJc3Nzcdc5pwUEa7rkslkCIfDSBnM2AQEBAQEBMwVpRSVSoV0Oo1pHnvC4pwUEQEBAQEBAQGLTzBMDwgICAgICJgXgYgICAgICAgImBeBiAgICAgICAiYF4GICAgICAgICJgXgYgICAgICAgImBeBiAgICAgICAiYF4GICAgICAgICJgXgYgICAgICAgImBeBiAgICAgICAiYF+dkAa4Tob+/n/vvv5+WlhaGhob4wAc+wPr1649Y7uGHH+Z73/seTU1NCCH46Ec/imVZp6HFC8fExAR/8zd/QywWQwhBb28v9957L11dXUcsu2nTJpLJZP313/3d33HNNdecyuYuOB/60Id47LHH6q9f8YpX8PGPf3zWZc/F89/b28vtt99OLBarv5fJZHjwwQdZuXLlMZf7yle+Mut1cqbjOA7/+q//yv/9v/+Xr33ta/Xfejab5aMf/SiJRILh4WHe9a53cdVVV826jieeeIIvfvGLtLW1kc/nue+++0gkEqdyN+bNbPvvOA5//dd/jeu6RCIRDhw4wHvf+142bdo06zpuueUW8vl8/fWf/umf8rrXve4U7cHJcbTz/4//+I/8x3/8R73Y1kUXXcQDDzww6zrO5vO/KOjznN/7vd/TDz30kNZa62effVbffvvtRywzODioX/ziF+t8Pq+11vrP//zP9Re/+MVT2cxFYfv27fqjH/1o/fWXv/xlfeedd8667Ac/+MFT1KpTx1z36Vw9//39/fqBBx6ov85kMvquu+46Yrmenh79mc985lQ2bdH493//d/3MM8/o9evX6127dtXf/9jHPqY///nPa62nzne5XD7i+6VSSV933XV6cHBQa6315z//eX3fffedmsYvALPtfyaT0XfffXd9mZ/85Cf6hhtuOOo6zuZ7wdHO/2c+8xnd09Nz3O+f7ed/MTivpzMmJiZ49NFHednLXgbA5s2bGRoaYseOHTOWe/jhh7nsssuIx+MA3HDDDXzrW9865e1daDZs2MBHP/rR+uvly5czNDQ067J79uzhE5/4BB//+Mf5z//8T/Q5UnLlU5/6FJ/85Cf5xCc+wdjY2KzLnKvnv6Ojg9/7vd+rv/7GN77BG97whlmXffrpp/nEJz7BX/zFX/Dwww+fqiYuOHfccQcvetGLjnj/u9/9Li9/+csBaG9vp62tbYaVqsajjz5Ke3s77e3tALz85S/n29/+9mI2eUGZbf9TqRSf//zn66+XL1/OyMjIUctADw0N8YlPfIK//Mu/5IEHHsC27UVt80JytPMP8C//8i988pOf5L777uPQoUOzLnO2n//F4Lyezujv7ycajdY7B4CWlhZ6e3vZsGFD/b2+vj5aWlrqr5ubm+nt7T2lbV0shBD1v3/605/y9re/fdbl3vCGN3DHHXeglOIP/uAPyGaz3HPPPaeqmYvCjTfeyIte9CJaW1v54Q9/yDve8Q6+9a1vHVG17lw+/zWUUvzgBz/gy1/+8hGfJZNJ3vzmN3PbbbdRqVS444470Frz6le/+jS0dOGZnJwkn8/POMe1+8Dh9PX10draOmO5XC5HJpMhnU6fkvYuBtOrHf/sZz/jrW9961ErIN966628/vWvx7Is7r//fu6///6jTgOeLVxxxRUsWbKEVatWsWXLFt7+9rfz/e9/f8YULpy75/9kOK8tEQFTPPLII5TLZX7nd35n1s/vuOMOwL/ZvO51r+N73/veqWzeonDzzTfXbwg333wzfX197Nq16zS36vTw6KOPcs011xAKhY74LJ1Oc9tttwEQDod59atffU6c/4Aj2bp1K8888wx/8id/ctRl/tf/+l91f6DXv/71PPTQQ6eqeYvGtddey6pVqwC45JJLaGxs5PHHHz/NrTo7OK9FxNKlSymVShQKhfp7Y2NjdHZ2zlius7OT0dHRYy5zNvPII4/wk5/8hL/+67+eYZmoMTY2Ri6Xq7+2LItKpXIqm7goHDhwYMZry7Iol8tHLHeun3+Ar371q7ztbW+b9bP+/v4Z5/tcOf81GhoaiMfjM87x6OjorOe4s7OTkZGRGcslk8lzYhT6wgsv8IUvfIFPfepThMPhWZfJ5XIzjpNlWdi2fdSpj7OFE7kXnKvnf76c1yKisbGRl770pfz85z8H4LnnnqO1tZWNGzfy+OOP093dDcCrXvUqnnnmmbrY+NnPfnbWeCMfj+9///v84he/4OMf/ziGYXD//fcDzNj/n//853z3u9+tf+eJJ57g2muvPR3NXVD+9E//tP73zp07kVJywQUXAJw35x/8G2g0Gq3P8wL8+Mc/Znh4GPB9JZ544on6Z+fK+Z/Oa17zGh555BHAn/MfHh7m+uuvB/zOdcuWLQBcf/31DA4O1n2HHnnkEV772teeljYvJE899RT//u//zic/+UlisRhf+MIXGBgYAGbu//bt2/mXf/mX+veeeOIJrr766qNOfZwt3HvvvTiOA/jCoKenh8svvxw4P87/ySD0ueIhN0/6+vq4//77aW1tZXBwkPe///1ceOGF3HPPPVx99dW8613vAuB73/seDz30EE1NTQB87GMfm9X0ezaxc+dO3vCGN9DY2Fh/L5fL8cILL8zY/x07dvCpT32Krq4ubNvGtm0+/OEPHzFfeLZx7733Yts2zc3NHDx4kHvuuad+4zgfzn+N+++/n1tuuYUrr7yy/t7tt9/Oe97zHl71qlfx+OOP88///M+sWbOGTCZDKpXiT//0T8/K/X/66ad5+OGH+Y//+A9uu+02brrpJm699VYymQwf+chHSKVSDA0N8c53vrMulP7iL/4CIQQf+chHAPjVr37Fv/7rv9Le3k4ul+PjH/84qVTqdO7WnJlt/6+++mpuuOEGotFoPcSxWCzyve99j2XLls3Y/9r9sq2tDdM0GRkZ4cMf/vAMAXomc7Tz/+lPf5r9+/ezdOlSDh48yJvf/GZe8YpXAOfW+V8MznsRERAQEBAQEDA/zm4bVEBAQEBAQMBpIxARAQEBAQEBAfMiEBEBAQEBAQEB8yIQEQEBAQEBAQHzIhARAQEBAQEBAfMiEBEBAQEBAQEB8yIQEQEBJ8HQ0BB//Md/zFve8hbuuusu3vSmN3H//feTzWYB6Onp4RWveMWiZPR78sknee1rX8uNN954Uuu5/fbb2blz5wK16vh873vf4/3vf/8p297J8JGPfISvfvWrp7sZAQFnLEGeiICAk+Cd73wnF154IR/84AcBX1S88Y1v5Etf+hJr1qwB/AJPDQ0Ni7L9X//619x777389Kc/ndPyN954I3/913/N1VdfXX9vMdv3zW9+k29961v827/9W/0913Upl8skEolF2eZCUigUsCxrwRJrfehDH6Kzs5P3vve9C7K+gIDTTWCJCAg4CZ599lmuueaa+uv29nb+4A/+YEY2z8XqoBeKU90+0zTPCgEBEI/Hz8rMnAEBp4pARAQEnATLli3jX//1XxkbG6u/99a3vpW2tjY8z+Ouu+7iggsuoLe3l1wuV3/91a9+lXvuuYebb76Zn/zkJzz44IO8853v5JWvfCUvvPAC4Oflf+UrX8ldd90F+NMX01/PxiOPPMLv/M7v8I53vIO3ve1tfOc736l/9oEPfICRkRH+6q/+irvuuotHH32U++67jyuuuIJvfvOb9eWeeuop3v72t3PnnXdyxx138PTTT9e3X5s++eIXv8hdd93FrbfeyvPPPz9rW375y1/ywAMPsGPHDu666y7e9773sXXr1hlTMIev88477+S1r30t3d3d/MM//ANvectbePvb387ExER9vf39/fz+7/8+d9xxB29961tn1HU5Fie6ra9//evceOONfOhDHwLgS1/6EjfeeCPvf//7+ehHP8qb3/xm7rjjDsbHxwH47Gc/y4tf/GL+8R//sb789Nf//M//zGOPPca3vvUt7rrrLh544IHj7s/zzz/PW9/6Vn77t3+bO+64gy984Qtz2teAgFOGDggImDdPPfWUvu666/RFF12kf//3f19/+9vf1pVKZcYy69ev1z09PTNeP/DAA1prrX/wgx/o6667Tj/00ENaa63/+Z//Wd999931Zb/xjW/oO++886ivn3jiCX3DDTfUXz/00EN6cHBQa611pVLRt956qz506FD98xtuuEE/8cQTM9p355136m984xtaa637+vr05s2b9bZt27TWWm/btk1v3rxZDwwM1Ld30UUX6V/96ldaa60/97nP6Xe9611HPT6Ht3e2NtfW+dRTT2mttb7vvvv0b/3Wb+nu7m6ttdb33HNP/Xi5rqtvu+02/U//9E9aa63Hx8f1tddeq7ds2XLUNhy+7bluS2utP/OZz+gPfvCDM15fd911emxsTGut9e/+7u/qz3/+8/XPP/jBD+rPfOYzc359vP1505vepB988EGttdb5fF6/5S1vmdN+BgScKgJLREDASXDFFVfws5/9jE9+8pOYpsmHP/xhXvOa18wolzwbL33pSwG44IILGB0drVeMvPDCCzl06NC823PhhRfyV3/1V7ztbW/jXe96F8PDw2zdunXO3//ud7/L6tWr2bhxIwAbN25k9erVM0bH0Wi0Xpxqw4YN9PT0zLu9NWKxGFdccQXgH5N4PE5XV1d9n2rH5IUXXmDPnj289a1vBfxKvC95yUv41re+teDbOhqbN2+uF2I72f0/3v6k02l+8IMf0NvbSzwe54tf/OK8txUQsBiYp7sBAQFnO6FQiFe/+tW8+tWvpr+/n7e97W185Stf4Q//8A+P+p2aT0CtamLttWma9ZLE8+Hd7343r3zlK/mHf/gHAO666y5KpdKcvz84OFjvIGs0NTXR399ffz3d3yMcDp9Ue2tM95EwDGPG6+nHZGBgACkl73nPe+qfT05OsmnTpgXf1tFYyP0/3v586lOf4gtf+AJ33XUXS5Ys4Q//8A/PuTLsAWc3gYgICDgJ3v3ud/O5z32u/nrp0qVs3ryZXC63IOu3LAvbtuuva6GjszE+Ps7BgwdnhHyeaAfX0dHBli1bZrw3NjY2o0z46aSjowOAL37xi5imf/uybZtKpXI6m1VntvPV2dl51OWPtz/lcpn3ve99/NEf/RHf/va3ec973sOvfvUrYrHYIu5FQMDcCaYzAgJOgt27d/P973+//npoaIjf/OY3CzZaXLFiBd3d3ZTLZTzP49FHHz3qsg0NDTQ0NNQdIQcHB9m1a9eMZeLxOKVSiR07dvA3f/M3R6zj9ttvZ//+/Wzfvh2A7du3c+DAAW6//fZ5tT+RSFAsFgG49957GRwcnNd6amzatIm1a9fy7W9/u/7e3/zN3/DQQw+d1HoXiuXLl9dzboyPjx/hdFo7Hp7ncffddx93f/7wD/+QYrGIlJKrrroK13WRMrhtB5w5BHkiAgJOgq9//et897vfpfYzKhaLvPnNb+Ztb3sbnufxjne8gyeffJJLL72UT3ziE3z0ox+tv/77v/97/viP/5jnn3+el770pfzZn/0Z73vf+9i/fz833HADn/nMZwD4sz/7M5577jnWrl3L2rVr+fKXv8wtt9zCa1/7Wv7yL/+S/fv3c9111/H5z3+exx57jPvvv5+2tjZWrFjBli1bsG2bP/uzP+P666/nq1/9Kv/2b/9GNBrlgx/8ID/4wQ/4zne+Q0tLC3/8x3/MK1/5Sp588kn+/u//HiEESine9773cdVVV7F161Y+/OEPs3//fm699Vbe/e5319t700038elPf/qI45PNZnnnO99JKBSivb2du+++u76O6667jve+973117fddhuvf/3r+chHPsLo6Chve9vb2LBhA//n//wfKpUKd955J+95z3vo7+/n4x//OLlcDq01l19+Oe9///sRQnDgwAHe+MY38swzzxzRluntn8u2Wlpa+OxnP0ulUuFNb3oTy5Ytq7++++67aW9vry//O7/zO9xzzz2Mj4/z3ve+F9u22bhxI7lcjueee47f/d3f5c477+T555/nQx/6EIlEgle96lW8853vPOb+fOELX+BHP/oRlmVRLBa5++67ufXWWxf3og4IOAECEREQEHDO8OCDD/Lggw/OmGIKCAhYPAKfiICAgHOCfD7PF7/4Rf7u7/7udDclIOC8IbBEBAQEnDPkcrkZ0RMBAQGLSyAiAgICAgICAuZF4OYbEBAQEBAQMC8CEREQEBAQEBAwLwIRERAQEBAQEDAvAhEREBAQEBAQMC8CEREQEBAQEBAwLwIRERAQEBAQEDAvAhEREBAQEBAQMC8CEREQEBAQEBAwLwIRERAQEBAQEDAv/n8OLJ+3hNoMBAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MINUTE = 60\n", + "\n", + "color_iter = -1\n", + "plt.figure(figsize=(6, 4))\n", + "for name, values in data.items():\n", + " results = []\n", + " times = []\n", + " color_iter += 1\n", + "\n", + " for perf in values:\n", + " results.append(\n", + " np.cumsum(\n", + " sum_per_time_step(\n", + " make_solve_linear_system_time(perf, converged=CONVERGED),\n", + " perf,\n", + " converged=CONVERGED,\n", + " )\n", + " )\n", + " )\n", + " times.append(make_simulation_time(perf, converged=CONVERGED))\n", + "\n", + " total = []\n", + " t_end = []\n", + " interp_data_list = []\n", + " x_space = np.linspace(times[0][0], times[0][-1], 1000)\n", + " for time, result in zip(times, results):\n", + " total.append(result[-1])\n", + " t_end.append(time[-1])\n", + "\n", + " interp_data_list.append(np.interp(x_space, time, result))\n", + "\n", + " interp_data = np.array(interp_data_list)\n", + " max_ = np.max(interp_data, axis=0) - best\n", + " min_ = np.min(interp_data, axis=0) - best\n", + " mean = np.mean(interp_data, axis=0) - best\n", + " x_space /= MINUTE\n", + " plt.fill_between(x_space, min_, max_, color=f\"C{color_iter}\", alpha=0.3)\n", + " plt.plot(x_space, mean, color=f\"C{color_iter}\", label=name)\n", + " print(name, np.mean(total), np.max(total) - np.min(total))\n", + " assert np.allclose(t_end, t_end[0], rtol=1e-10)\n", + "\n", + " \n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Simulation time, minutes\")\n", + "plt.ylabel(\"Difference from best, s.\")\n", + "\n", + "if save_media_path is not None:\n", + " plt.savefig(save_media_path / \"thermal_performance.pdf\", bbox_inches=\"tight\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "porepy", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "7978147ee963df04ac4a1cce10c62bf4d5109d0936eb0a3c5d4861426d7f53cc" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/3/run.bash b/examples/3/run.bash index 75c31de..cd93581 100644 --- a/examples/3/run.bash +++ b/examples/3/run.bash @@ -10,11 +10,13 @@ num_repeats=$1 targets=( "poro_coldstart_eps0.py" - "poro_coldstart_eps_big.py" - "poro_coldstart_gp.py" "poro_warmstart_eps0.py" + "poro_coldstart_eps_big.py" "poro_warmstart_eps_big.py" + + "poro_coldstart_gp.py" "poro_warmstart_gp.py" + "poro_warmstart_gp_no_exploration.py" ) diff --git a/examples/spe10_data/spe10_perm_l3.npy b/examples/spe10_data/spe10_perm_l3.npy new file mode 100644 index 0000000..fd36af3 Binary files /dev/null and b/examples/spe10_data/spe10_perm_l3.npy differ diff --git a/examples/spe10_data/spe10_phi_l3.npy b/examples/spe10_data/spe10_phi_l3.npy new file mode 100644 index 0000000..b149413 Binary files /dev/null and b/examples/spe10_data/spe10_phi_l3.npy differ diff --git a/examples/test_example_solvers.py b/examples/test_example_solvers.py index eb9944f..36efb84 100644 --- a/examples/test_example_solvers.py +++ b/examples/test_example_solvers.py @@ -3,8 +3,8 @@ def test_mandel_solvers(): - make_mandel_solver_space(l_factor=0) - make_mandel_solver_space(l_factor=1) + make_mandel_solver_space(l_factor="0") + make_mandel_solver_space(l_factor="1") solver_space = make_mandel_solver_space(l_factor="dynamic") solver_templates = solver_space.get_all_solvers() assert len(solver_templates) == 1 diff --git a/src/solver_selector/data_structures.py b/src/solver_selector/data_structures.py index 0649570..4bb3c4d 100644 --- a/src/solver_selector/data_structures.py +++ b/src/solver_selector/data_structures.py @@ -25,7 +25,7 @@ class NonlinearSolverStats: is_converged: bool is_diverged: bool - num_nonlinear_iterations: int # about to remove + # num_nonlinear_iterations: int # about to remove nonlinear_error: Sequence[float] iterations: Sequence[NonlinearIterationStats] diff --git a/src/solver_selector/performance_predictor.py b/src/solver_selector/performance_predictor.py index 2c98dee..f358ff1 100644 --- a/src/solver_selector/performance_predictor.py +++ b/src/solver_selector/performance_predictor.py @@ -1,6 +1,6 @@ from abc import ABC, abstractmethod from collections import defaultdict -from typing import Sequence +from typing import Sequence, Optional, Callable import numpy as np from sklearn.ensemble import GradientBoostingRegressor @@ -94,9 +94,7 @@ def select_solver_parameters( self, context: ProblemContext, ) -> PerformancePredictionData: - """Choose to explore or to exploit and select a solver for the next time step. - - """ + """Choose to explore or to exploit and select a solver for the next time step.""" @abstractmethod def _fit(self, full_contexts: np.ndarray, rewards: np.ndarray): @@ -179,16 +177,20 @@ def __init__( samples_before_fit: int = 10, exploration: float = 0.5, exploration_rate: float = 0.9, + regressor=None, ) -> None: self.exploration: float = exploration self.exploration_rate: float = exploration_rate - self.regressor = make_pipeline( - StandardScaler(), - # KNeighborsRegressor(n_neighbors=self.samples_before_fit), - GradientBoostingRegressor(), - # Ridge(), - ) + if regressor is None: + self.regressor = make_pipeline( + StandardScaler(), + # KNeighborsRegressor(n_neighbors=self.samples_before_fit), + GradientBoostingRegressor(), + # Ridge(), + ) + else: + self.regressor = regressor super().__init__(decision_template, samples_before_fit=samples_before_fit) @@ -233,6 +235,7 @@ def __init__( self, decision_template: DecisionTemplate, samples_before_fit: int = 10, + alpha: float = 1e-1, ) -> None: kernel = RBF() + DotProduct() # RBF(5e-2, length_scale_bounds="fixed") @@ -240,7 +243,7 @@ def __init__( StandardScaler(), GaussianProcessRegressor( kernel=kernel, - alpha=1e-1, + alpha=alpha, n_restarts_optimizer=10, normalize_y=True, ), diff --git a/src/solver_selector/simulation_runner.py b/src/solver_selector/simulation_runner.py index 9f1e3d6..ca23128 100644 --- a/src/solver_selector/simulation_runner.py +++ b/src/solver_selector/simulation_runner.py @@ -2,6 +2,9 @@ from typing import Optional, Sequence import numpy as np +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import StandardScaler +from sklearn.neural_network import MLPRegressor from solver_selector.data_structures import ( NonlinearSolverStats, @@ -40,9 +43,7 @@ class SimulationModel(ABC): @abstractmethod def get_context(self) -> ProblemContext: - """Get current simulation context that characterizes current simulation state. - - """ + """Get current simulation context that characterizes current simulation state.""" @abstractmethod def assemble_solver(self, solver_config: dict) -> Solver: @@ -156,6 +157,17 @@ def run_simulation(self, simulation: SimulationModel): self.solver_selector.memory, # type: ignore[arg-type] ) + if self.save_statistics_path is not None: + metrics_path = ( + f"{self.save_statistics_path.removesuffix('.npy')}_metrics.npy" + ) + np.save( + metrics_path, + { + "select_solver_times": self.select_solver_times, + "update_selector_times": self.update_selector_times, + }, + ) simulation.after_simulation() print("Simulation finished successfully.") @@ -181,23 +193,41 @@ def make_simulation_runner( print("Using epsilon-greedy exploration") exploration = params.get("exploration", 0.5) exploration_rate = params.get("exploration_rate", 0.9) - for solver_template in all_solvers: - predictors.append( - PerformancePredictorEpsGreedy( - decision_template=solver_template, - exploration=exploration, - exploration_rate=exploration_rate, - samples_before_fit=samples_before_fit, + regressor = params.get("regressor", "gradient_boosting") + print("Using regressor:", regressor) + if regressor == "gradient_boosting": + for solver_template in all_solvers: + predictors.append( + PerformancePredictorEpsGreedy( + decision_template=solver_template, + exploration=exploration, + exploration_rate=exploration_rate, + samples_before_fit=samples_before_fit, + ) + ) + elif regressor == "mlp": + for solver_template in all_solvers: + predictors.append( + PerformancePredictorEpsGreedy( + decision_template=solver_template, + exploration=exploration, + exploration_rate=exploration_rate, + samples_before_fit=samples_before_fit, + regressor=make_pipeline( + StandardScaler(), MLPRegressor(hidden_layer_sizes=(50, 50)) + ), + ) ) - ) elif predictor == "gaussian_process": - print("Using Gaussian process exploration") + alpha = params.get("alpha", 1e-1) + print("Using Gaussian process, exploration:", alpha) for solver_template in all_solvers: predictors.append( PerformancePredictorGaussianProcess( decision_template=solver_template, samples_before_fit=samples_before_fit, + alpha=alpha, ) ) diff --git a/src/solver_selector/solver_selector.py b/src/solver_selector/solver_selector.py index 468b68f..2eb2974 100644 --- a/src/solver_selector/solver_selector.py +++ b/src/solver_selector/solver_selector.py @@ -100,9 +100,23 @@ def learn_performance_offline( [] for _ in range(len(self.predictors)) ] for selection_data in selection_dataset: + # We need to recreate the internal representation of decision to support + # using data from different solver tree, e.g. add new solver and train on + # data without them. decision = self.solver_space.decision_from_config(selection_data.config) + new_selection_data = SolverSelectionData( + nonlinear_solver_stats=selection_data.nonlinear_solver_stats, + prediction=PerformancePredictionData( + score=selection_data.prediction.score, + decision=decision, + context=selection_data.prediction.context, + ), + config=selection_data.config, + rewards=selection_data.rewards, + work_time=selection_data.work_time + ) decision_idx = self._get_solver_idx(decision) - datasets_for_predictors[decision_idx].append(selection_data) + datasets_for_predictors[decision_idx].append(new_selection_data) for dataset, predictor in zip(datasets_for_predictors, self.predictors): predictor.offline_update(dataset) diff --git a/tests/test_solver_selector.py b/tests/test_solver_selector.py index 4aae691..cce96a9 100644 --- a/tests/test_solver_selector.py +++ b/tests/test_solver_selector.py @@ -85,12 +85,18 @@ def test_sovler_selector(): prediction = solver_selector.select_solver(context) # Offline learning - solver_selector_offline = make_solver_selector(solver_space) + new_solver_space = make_solver_space() + solver_selector_offline = make_solver_selector(new_solver_space) np.random.seed(42) # Randomness in sklearn solver_selector_offline.learn_performance_offline(dataset) prediction_offline = solver_selector_offline.select_solver(context) - assert prediction == prediction_offline + assert prediction.score == prediction_offline.score + config = solver_space.config_from_decision( + prediction.decision + ) + new_config = new_solver_space.config_from_decision(prediction_offline.decision) + assert config == new_config if __name__ == "__main__":