{ "cells": [ { "cell_type": "markdown", "id": "e1385446", "metadata": { "slideshow": { "slide_type": "" } }, "source": [ "# Graph Kernels" ] }, { "cell_type": "markdown", "id": "748b12e2", "metadata": {}, "source": [ "In this notebook we provide examples of how tilings constructed with the graph kernels of the GR family (GRG and GRGS) can be used in practice" ] }, { "cell_type": "code", "execution_count": 1, "id": "47d85c69", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicGraph, GraphKernels\n", "from hypertiling.graphics.plot import plot_tiling\n", "from hypertiling.kernel.GRG_util import plot_graph\n", "import matplotlib.pyplot as plt\n", "\n", "#define colors\n", "palette = [\"#81b29a\", \"#f2cc8f\", \"#e07a5f\"]" ] }, { "cell_type": "markdown", "id": "d086c93c", "metadata": {}, "source": [ "## Exploring GRG and GRGS" ] }, { "cell_type": "code", "execution_count": 2, "id": "82ff1a19", "metadata": {}, "outputs": [], "source": [ "# Use GRG kernel to construct tiling\n", "G = HyperbolicGraph(3, 7, 5, kernel = \"GRG\")" ] }, { "cell_type": "markdown", "id": "8dfbd00c", "metadata": {}, "source": [ "Use graph plot functions that comes with GRG\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "b779fe64", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAGFCAYAAADdIRnOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC1/ElEQVR4nOydd3hUZdqH7zM9vfcEEiAQeqgiUpWiiNJEsXesa3fV1XVX91PU1RW7gh0UQaQLCCi9Ewi9k0BI7236nPP9MUkgpCeTzCQ593Wx65x5z3ueycz85j3P+xRBkiQJGRkZGZlWg8LZBsjIyMjINAxZuGVkZGRaGbJwy8jIyLQyZOGWkZGRaWXIwi0jIyPTypCFW0ZGRqaVIQu3jIyMTCtDFm4ZGRmZVoYs3DIyMjKtDFm4ZWRkZFoZsnDLyMjItDJk4ZaRkZFpZcjCLSMjI9PKkIVbRkZGppUhC7eMjIxMK0MWbhkZGZlWhizcMjIyMq0MWbhlZGRkWhmycMvIyMi0MmThlpGRkWllyMItIyMj08qQhVtGRkamlSELt4yMjEwrQxZuGRkZmVaGLNwyMjIyrQxZuGVkZGRaGbJwy8jIyLQyVM42QEamJZFEC6IhD0m0IAgKBI03gtoDQRCcbZqMTL2RhVumzSOai7BkH8aSfwbJlF91gFKH0isSTVBvlF4dZBGXcXkESZIkZxshI9McSFYDxpTNWPNOAAJQ20fd/ryg9UHXcSwqr8iWMVJGphHIwi3TJrEWncdwbg3YTNQu2FdiF3B1cDzayOEIgrKZLJSRaTyycMu0OSz5pzGeW03DBLsqSp9OuHW+URZvGZdDjiqRaVNYS1IdItoAtsJzGM//2XSjZGQcjCzcMm0GyWbBmLTWoXNac49hLTjn0DllZJqKHFUi02Ywp+9GMpcAEsWlRt77eh2HTqVy6GQquQWlvPzweP7xyPUV4202kS8WbOHP3Sc5fjad/EI9UWF+3DiyF8/eNwZfLzcAjOfX4+H9IIJC/rrIuAbyilumTSDZLJizD1LuIskr1PP90p2YLTYmjupd7TkGk4VZc9fSIdSPd56bzOKPZnLf5Kv5bukuxj34EQaj2T631YA1/1RLvRQZmTqRlxAybQJr/ikQLRWPO4T5cWHj2wiCQG5BCT8s21XlHDetmkPL/0mAr0fFseEDuxAZ6ss9L//A8r8OMWPCQEDAnHUQdUCPlngpMjJ1Iq+4ZdoE1uIL2EP57AiCUGcijVKpqCTa5Qzo1RGA1MyCsiMSoj4TyWZ2kLUyMk1DFm6ZNoGtJANHRJIAbNl7GoDunUIrX0Of7ZD5ZWSaiizcMq0eSZKQzIUOmSstq4B/fbqKfj2iuH54ZdeIWF26vIyME5CFW6YNIDpklrzCUm55ei6SJPH92/egUFzx9RBtDrmOjExTkTcnZdoACuquRVI7+UV6Jj/xJWlZhaz68nFiIgOrjJHDAWVcBXnFLdPqEQQBQevT6PPzi/RMevwLktPyWP7Zo/SKDa92nELn1+hryMg4Elm4ZdoESo8wLo8qqS8Vop2ay7JPH6FvXM1VARXuQU2wUEbGccj3fjJtApV3B6x5xysdW7f9OHqDiRK9CYCTSRks25AIwLhhPRCAKU9+xcGTqbzz/GSsNpE9h5Mrzg/086RTZCAgoPAIRVCoW+bFyMjUgVwdUKZNIIlWSg7NLSvjaqfXTW9yIb36SJDDK/4JQO+b/1PjnHdMHMSX/74DAF3MDaj9uznQYhmZxiMLtwxQ1tJLn41ozEcSrSAoUOh8UboHIyi1zjavXpjSdmJO3+3gWQUEtQceve5HULRseVdJkpAsJYj6LESLHpAQlDqU7kEIWl+5U087RnaVtGMkyYa14ByWrERsJWnUFJWhcAtEHdQXtX8cgtJ13QWa0EFY8k4imQpxVDIOSOiix7WoaFe0Wss5gmQ1VD9IoUbt3w11UF+Usu+93SGvuNsp1pJUjEl/IJmLqHconVKLrsN1qP27Nrd5jcZWmoH+5CKQHBPbrQ6KR9dhlEPmqgtJtGJK24klM4H6vSf2MUrfLug6XItC7d78Rsq4BLJwtzMkScKctgNzxl4aG/us8otFFz3eZeOarYVJGM6uBEmiKStvlV83dDHjEYTmD74SjXnozywvu1toKAIoNbh1uhGVdweH2ybjesjC3Y6QJAnjhT+x5hxp4kwCSq8I3LpMdl3xLknFeG4NkqWUhoi3zSaiVCrRhA5CE351i/iRbYY89CcXgs1M01w8Am5dbkblE+Mo02RcFDmOux1hydzvANEGkLAVp7p0Wy+VZwQePe9BHdSH+n3M7QJ9+HQaR0s6o40Y2iKiLdlMGE7/5gDRBpAwnF2JzZDrCNNkXBh5xd1OsBny0B+fD5JYr+4wAF/8soVf1+7nXEoOJXojwf5eDO4Tw0sPjaV75zAA3LpMcvkVnmjRY8k9ijX/DKIhB6TKNUcEjTdKryjUgb0Yeu0klEolO3bsaBHhNiSvw5p7nOJSQ73ek52J5/hp5R4OnUzl2Nl0zBYbh1f8k47h/uWvBoVbIO7db28RF4+Mc3DN+1wZh2O68FeZz/dSd5heXSOYOKp3tU0G7ONKGTs0jt5dI/D1ciM5NZf/ff8n1943my3znic2Ohjj+Q149H7ApTuhK9TuaEMHoQ0dhCSJSKYiJNFsD3nUeFUKd3z77bcZO3Ysq1at4qabbgLsLqbckkIKDSWIkohGpSbYyw83ja5JdtlK0rHmHgPq/55s2nOKTXtO0adbJF4eOrYmnLlihIRoyMaScxhNUN8m2Sfjusgr7naAzZCL/ti8isflb3l5d5iYMf+sdnVXHSeTMhk0/R3+/tA4Xnv0BgB0nW5E7RfbPMa3MJIkcd1115Gbl8fPv//G/gsnScnLwFpNZUBvnQfdw2IYGN2dAE/fBl/LcG5NWUs0qd7viSiKFVULP563kdc+WnHFituOoPXFo+e9cqx3G0VecbcDLDlHuDyCpClf5kA/e8cYlbL8NlzAkn2ozQi3IAg886+X2JJ8iN/2/4WAgFSD77nIWMqe5KPsTjpC97AYJvS+Bg+tW72uI1mNWPNP09D3pEqp2ZrmNxVgK01H5Vl9wSyZ1o3sBGsH2IpTaMrGl80mYjJbOZWcyZP/WUiQvyd33TS47FkJW0kakoPipp2J1WZl2YFNJBZdwMvXXm2wJtEup3ylfCIjmU//WsSpzPP1upatNANH1RGvHgFbSWozzi/jTOQVdxtHEm2IhrwmzRE6/CVMZisAXToEsfqrJ4kMvazEqWRDNBagdPOvYQbXx2Kz8vPutVzIzQBAUDTsrkSSJExWM7/sWcfU/qPpFdGl1vE2fRZNrSFeF7bSzGabW8a5yCvuNo5kLaWpK7v13z7Fhu+eZu5/7sLLQ8uNj37G8bPpla9jLmrSNZyJJEksO7CJC7kZda6w68PS/ZtIzkmvdcyljNXmQkIyFTTj/DLORBbuto4D9p7j46IY3Dua224YwKovn0CSJN74bPUV12m9rpKjaec4np7kENEuZ9mBjZitlhqft7uWmjkuoJ7viWgpxVpwDlP6bowpmzCmbMKUvhtrYVJZcSsZV0N2lbR1HFxD2stDR9foEM5cyKr8hAsXn6oNk9XM74e21Tnu/LHTbP11DSknzmG1WPAO8KPv6CGMmjGxylgJiWKjni2n9jOmx1XVzico1CAIDvlhrRGFpsanJEm0FxjLTsRWfLHcKrtN9gGU/7AovTqgCY5H6RMjR6m4CLJwt3EElRsotZXqVDeF3IISjp5JZ0jf6ErHFboAh8zf0hy+eAaT1VzrmEObd7Pkw2/pec1Apj57PxqdlryMbIrzaq4rIiGxL/kYI7r2R6O69KNWXFzM7t27KUrZy5jeumYUQkWNVQNFYx6GpD8Q9ZlUdtdI1f6Q2IpTMBRfQOERjlvMeBRNaBMn4xhk4W7jCIKA0j0EW/GFSsfr6g5jsdqY9PiXTL++P507BOKm1XDmfBZf/LIFs9nKyw+Pv3QNlXurrUy3N/lYrc8X5eaz8rP5DBw/gomP3VlxPKZPXJ1zm21Wth3ZR9aJ82zfvp3t27dz8OBBRFFk5FU9GfvZQ5XG1/WeuOs05OSXsK0s6ebomTQA1u84TqCvB4F+ngwbUL4pKqJwD65ikyXvBMbkdZcJdH1W/PYxYmk6pUd/tDeV8Kt981WmeZETcNoB5uyDmC5srHSsru4woYHevPDeb+w6mERqZgFGk4WQQG+G9e/M8/ePIa5TaNloAXVQH3QdRjfzq3A8BrOR//4xr9YxGxesZNOClTz79Sx8gxt2VyHabBzavIels7+jS5cuXHPNNRX/unXriuHIt0jWSz7kut6TjuH+bN13hhsf/azaMcP6d2b1nCfLHgl49H4Ahcar4nlL7gmMyWsb9BqqRyhLupLF21nIwt0OkGxmSg7OAcnaLPO797gbpVvrc5Wczb7IT7vW1Drm+9f+R0ZSCrc8/xDrf/iNrPNpuHl50P3qfoy9bxo699oTbjSSgvuvmkhISEiV50zpuzGn7cLRm5QWq42dhy5iDhzBpEmTUCgU2PRZ6I8vcNy1BAXu3e9sle97W0COKmkHCEoNmpB+zTEzSp9OrfbLm19adwhjcW4+FpOZRe9+Rc9hg7jnP88ydMo4Dv61k5/e+Ji61j1WhVStaAOoA3s7fPMYQKVUsnL7BaZOnUq/fv1Y8ttiDEn2lXZxqZF/frSCSU98QcyY1/Ae+Cxvf1X9KjzxRAo3P/45YcNfImrUK9z54rckXcyxPylJGJP/aBOJV60RWbjbCZqwqxC0vjg0dlihRtfxOsfN18LYRBGhjr+HJElYzRaGT7+BEdNvIKZ3N4ZNHc9190zlwvGznDt4vNbzRUmqUdwVand0Ha5ttP01oQntz5ff/8bWrVsJDg5m9YIPEQ25gFRRzMpssTFxVO8a5ziVnMmNj3yG2WLj+1n38tnrt3PmfDbXP/wpOfklgISoz8Kad8Lh9svUjSzc7QRBocKt0wQQlDhKvHXR41CoPRwylzNQKZV1xm67eXkC0KVfz0rHYwf0AiD97IUq51yOUlDUGjmi8u+GymHd4wUUbkFow4cCMGzYMNatW8esl+6u2IvsEObHhY1vs2bOk/z7yRtrnOmtL9egUatY9OHDjB/Wg5uv7cOvHz1MTn4JH88r3y8RMGclOsh2mYYgC3c7QukejFvs5CaKt/08XfS4Vr85FViPin4h0RHVP1Feza+Ook8BnrWHzgmCgC56HErfpv4tBRRuAbh1nVqpK5Goz0SnMKIoS+EXBKHOEESr1cbarceYdG0fvD0vla7tEObP8IFdWLnpcNkR+6pbbtzQ8sjC3c5QeUXi3n0Gikb5pQUEtTtusVNRB/RwuG0tTZhPYJ1jegztD8DphMqdg04l2MUrslvNTSQUgkCEX9WQvCsRBCVunSagCb8a+w9jQ35U7WNVAd1x7zYdharyZqmttPbU++pIupiLwWShZ2zVyoK9YsM5l5KD0XQpK7Qx15BpGnIcdztEWdYhxZy5H3NGAtiM1FTwyGq1oVIpQaFCHdgbbfiQSo0HWjMalZpIv2BS87NrdJl06deTboP7sHnhKiRJIrJbDGlnzrPpl1V0HdSHjj1qLmcrShKdgyLrZYsgKNCGXYXKpxOmi1vL4u5rK0KlAEQUbgFoI66psQtRY4pZ5RWWAuDnXTU238/bHUmSKCjWE6r1AUGBqM+qMk6meZGFu50iCEq0oYPQBPfHWnAWa1EyYmkGojGf8i+5WdKy4s+dDL1uGl0H3oCgrDmFurUyOKYnS/I31jpm+osz2fTLKhL+2MKmX1bi5e/L1TePYdTtVdPdL8dDo6NbaHSD7FG6B+HedSqisQBL3nFsJWn2Kn9iWXanoEThHoTSIwy1fzcU7iG1uj4ks30jsTHUNm/Fpq4kljVklmlJZOFu5wgKJWr/rqj9u1Ycs4d4CVitVp4c+QL/VvfmxasmOc/IZqR7WAzeuj0UG/U1rrrVWg1j753K2HunNmjuqzv3QVnPxgdXotD5og2/uuJxeVGqlmgR5+9j33AuX3lfTn6RHkEQ8PG6zCUjp4K0OLKPW6YKQlkkhFqt5uqrr2br1q3ONqnZUCqUTOo3yqGVARWCQIi3P0M61Rxu11Ds70kjRFuppaEb0TGRAbhp1Rw7U9V3ffRMOp2iAtFpy+PPhbJryLQksnDL1MqIESPYtm0both2Ey1iAsMdJrICAkqFkin9Rte7zVhzUlOhqdpQqZTcMKInKzYeorjUWHE8JSOfrftOc/Poyn+rxlxDpmk4/5Ml49IMHz6c/Px8jh496mxTmpWxPa4iPqpr3QNrwS7aCu646nqCvV2jG5DSPZgrfdzrth9n2YZE1myxv6flxayWbUhEb7T70v/xyPUYjBZuffZr1m0/zsqNh5j+9FwCfD35212X16WRqi1mJdO8yLVKZGpFr9fj6+vL7Nmzefzxx51tTrMiSRLbziSy8fg+bKINpbL+rgkB8PfwYeqAa+sVZthSSKKVkkNzK5X1rU8xK4ADx1P41ycr2XPoPCqlghGDYvm/Z26mU+Sl1yeo3PHo8xCCIK8BWxJZuGXqZOjQoXTo0IFffvnF2aY0O3q9nqHXjWDsA9PxCvVHIQiIdXxFVAolQzr1ZkTXfqiUrrffb7q4DXNmAo7vuCOgCR+CNqz6ZhEyzYfrfcpkXI7hw4czf/58JElq8x1Q3n//fY4lHGLxvF/wCvZj//kTJOemk1NSUKnmiFalIdw3iLiwaPpEdkGrct1QSXVIP8zZB0GsuZVao1BqUQf1ceycMvVCXnHL1MmqVau46aabOHv2LJ06dXK2Oc1GSkoK3bp1429/+xvvvvtupeesNislJgM2UUSrUuOhdWtVP2KW3OMYk/9w6Jy6ThNbfdmD1oos3DJ1cjLlHI+88BQ33joZrY8nFtGKUlAQ4OlDuG8QHQPC6BQUgaKV+znvvPNO/vzzT06dOoW3t7ezzXEokiRhPL8ea27tHX/qizqob6tsntFWkIVbplokSeJERjLbTieSXpiDaBPtBYoUlVeZ5T5gb50HQzr1ZlBMz0YnnTiT7du3M2zYML799lvuv/9+Z5vTLEiSiDF5Pda82kvR1oUqsDe6Dte2qjuOtoYs3A1EtOgR9VmIxjwkyYYgKFHo/FC4B7fqEqeXU2oysOrQNk5mJDewygUEe/kzpf8oQrxbT3MFURQZPHgwAHv27HGJ+OvmQpIkLDmHMaVsAclGfd9dUQKFUo0uahSqgB6yaDsZWbjrgWQzY8k7iSUrEdFYXsLyiu7YgKD1RRMcjzqge6stxJRbUsgPO1ZRajbU2d2lOgRBQIHArYPGEhvSoRksdDzfffcdDzzwANu2beOaa65xtjktgmgqxJS+x94IQbJRXrSqMvZjJouNlZtPcPfT76PSOafDuyRJiIYcbPpMRH02ks0MgoBC7Y7CPQSlR2il/pptHVm468CSfwbj+Q1lFfTqiVKDrsO1qPy6taqVSaGhhG+2LqPUbGyUaF+OQhC4c8gEYgKrlgZ1JYqKiujatSvXXnstP//8s7PNaXEkqxFrwVls+kxspZllzYsFBJUbSo9QlB4hHDidx1VXD2f58uXcfPPNLWufzYwl5yjmrEQkc2HZUQWX7hQEyn9wlF5RaILjUfp0alXfu8YgC3cNSJIN4/k/m7SZo/Ltgi7m+kqF7V0VSZL4YccqLuZn1hm3XB8EwE2j44nR03HT6Ooc7yxefvllPv74Y06ePElUVJSzzXFZrrnmGlQqFZs3b26xa1qLzmNMXteA6oN2x57SKwpd9FgUmra1wXw5snBXgyTZMJz9HVvhuSbOJKD0isStyySXF+99ycdYfXh7jc8vnf0diX/trPH5h957mai4yqGCAgK9Ijozpb9rRh+cOXOGnj178uqrr/L666872xyXZsmSJUybNo09e/YwaNCgZr2WJEmY03ZgzthLQ2uJ2xFAocSt882ovFuHu66hyMJdDcaULViy9jtsPlVAL9yixzhsPkdjE0Vmr/+JUnPN7qC89CxKC0uqHP/5/z5FpVbx7NfvoFBWv6n35LW34u/hHN9obUyePJkDBw5w/Phx3N2rNg2QuYTNZqNbt24MHDiwWTNoJUnClLoNS2aCA2ZT4BY7uU2Kt2svA52AtSQVS9Z+Nu89zcLV+9h9KJnUzAJ8vNzo1z2Klx4eR7/ul26pdyae46eVezh0MpVjZ9MxW2yV6j0AWHOPYPXrgson2gmvqG5OZZyvVbQB/MOC8Q+rXEwo+chJ9EUljLj1xhpFWxAE9iUfZ1zPIQ6ztzYsWWkYk09iTk3Gmp+NZLUiaHVoQiLRRESj69wDpbsn69evZ/ny5SxcuFAW7XqgVCp59tlnefrpp0lKTgJPDWkF2aQX5qI3GREE8NC6EeoTSIRvEB38QxvlZ7bmn3SQaAOIGM6uxKPnvSg0ng6a0zWQhfsyJEnCdP4vQOCbxdvJKyzlsdtHEBcTQk5+CZ/8tInr7pvN0k8fZeQge8uqTXtOsWnPKfp0i8TLQ8fWhDPVzCxgvPAnHr0ecMlNk6Pp5xAEocEbkvvXb0cQBPqPqTkSQ5IkjqSeaVbhliQJ/dF9FG//A9OFsr+/QgmirWKM8cxR+2OlErfeV/HhB3MYPnw406dPbza72hoz7ryDlXs38cO+tSi0qoouOOW1zAVB4GjqOSQkvN08GBzdk4HRPdCo1LVNW4FoKcV44a9ax+w7cp7/+3INew4lI0kS/Xt04J+P3cCQ+BoyekUrxvPrcesy2SW/e41FdpVchrU4FcOpXwHIzismyL9yeFGJ3kT8lLfo0TmUFZ/bK+WJolgR9/vxvI289tGKKivucty6TKqxN6Azmb3hZ4oMDWs/ZSzV8/69LxLVvQv3/ufZOsc/P+4uPLRudY5rKNaCXHKXfmsXZkEBUt11w0VAEkVMPa8mbsbDCCp5/VIXpzIvsDJxMyUmQ70FUAC8dB5M7jeK6HpEFxkvbMKSfZCafNoJRy9w/cOfMKBnB568cxSSJDH7x784dDKVVV8+wVV9omuc2y12aptymbTdTINGYMk5Qnl89pWiDeDpriUuJoSLGQUVx+qfrCFgzj7cdCMdjNlqabBoAxzesheL2UL/sfWLe84symvwNerCdOEMaR+/ivFcWSZgPUQb7B96pUKB+/E9ZHw9C7ERr7+9IEkSf53Yyy97/kBvNjZo1SoBxUY9P+78nZ1nD9U+1mbGknuE2jYi/+/LNfh4ubHkk0eYOKo3N43uw7JPH8XTXctrs5fXMrtgL7LVhpCF+zJsJRep7YNTWGLg4ImLdO8c2ojZJWwlqU2Oj3Y0Jqu5UeftX78Ndy8Pul/dr37XsTTuOjXOd/Ecmd++h2Q2QaO780iYLyaR+d1/EU0NiNNvR2w8uY9tpxOBxhWFLXejrD+2u1bxthacBdFa61y7DyYxrH8X3HWXKjF6eei4pl9ndh9KJiOnsIYzJWwF55Csbec9loW7DMlqRDIX1zrm+Xd/o9Rg5oUHxjbuIjYTkqVqZIYzaYzfLyPpImlnztNn1BBU6vr5Lx3pXxSNBrLnf4xktTS9Ua0kYk47T/7qBY4xrg1xKvN8hWg7gvXHdnMhN6Pa52ylGdQlR2aLFa2manMLjcbu6jpaTY/MS0jY9Fn1NdXlkZ17ZYh1COp/vljNojUJ/PfFqZWiShqKZC4GF0rNdVPr6tUs4HL2b9gGQP9xw+p9ztqVv5PbM56+ffvi6dm0Hf78Nb9gKymsVrSPZubx/qb9nMwuIFdvRKdS0inAh3sGdGNKr87VTyhJlOzbjHvvQbh16dUk29oKBrOJlYlbaoyiTjp8ku9f/aDac6uL6Qd7XP+yAxt5bNR01FfsK9iFu/Y7p7iYUPYePl9pX8lqtbHvyHkA8gr0tZwtYNNnthk/tyzc5dTiH501Zy3//WY9rz8+gUduG960y7iYq0SpUBDk5VdvH7TVYuHQpt1EdI0mpGNEvc6RRJF/PPd3DKV6BEEgNjaW+Ph4+vXrV/EvOLh+fQstuVmU7Ks5e6/IaCbM24Obe8YQ4umOwWJl2dFzPLtiGxcLSvjbsL7VnygI5K9ZiO7Jnm0q+qCx7Ek6gt5sqtM9ct3dU4jp3a3SseCO1W9ESkgUGEo4kHKCwTGVfyAlS22ia+eR24bzxH9+4fn3lvDiA2MQRYl35v5BSoa9DZtCUcv7JghIFkOd12gtyMJdhqCsvoPJrDlrmTXnD16ZOb7xLpJK16mfa6El6RgQRnZxfr1W3Sd2JWIoLqX/PVPrPX+obxAFefkcO3aMxMREDhw4wIEDB1izZg3FxXb3VFhYWCUhj4+Pp1OnqjUnSvb8VWv0yNUdQ7m6Y+U9iOtio0gpKGFB4umahVuSsGSkYL6YhDaq7TaLqA82UWRf8rEK/3RtBIQHV7u6ro09SUcZFH3lD2Td17p70lXk5Jfw32/X881ie5bv4D7RPHXXKD784S/Cg+tK8nKtRVNTkIW7DEHjDYKyrFKanXe/XsesOX/w4oNjeWXm9Y64Cgqda3T/vpz4qG7sSapfF/f967eh0WnpPbz+ac8DOsah0WiIj48nPj6e++67D7CHUiYlJVUIeWJiIt9++y3p6XZfpbe3d8XKPD4+nn7x8fjv31bv6JHL8XfXkauvY3NKoaD04I52L9zJuWl1JmQ1hbzSIjIKc/HVenDixAmOHDnC1eH5hPjWvah59r7rePyOkZy9kI2nh5YOYf48/dYiPNw0xMdF1nyiJLXaip3VIQt3GYKgQOEehFhq3zz5ZP5G3vpyDWOGxjF+WA/2HE6uNH5w72gAcvJL2FaWdHP0TBoA63ccJ9DXg0A/T4YNuNTaSaHzc8maJaE+AUT4BpNaUPfmzT1v1h2zfTlqpYrekdW3t1IoFHTu3JnOnTtzyy23VBzPzMysEPIDBw6wevVqPvroI0K93Nn1t/olzIiShChJFBrMrD6RzJZzqbwxro6mtqJ4KYGnHZNWkF3vhKzfv/yZxf+di1qrITKuEyNvu5GOPWJrPUeSJB586lH++GkpYllE0LezHmDytT1R1ZCBezlajYoeXcIASMnIZ8n6A9w7eQhuutr6fkoo3evnjmsNyAk4l2HO3I/p4hYAJsz8lG37z9Y4tmjfhwBs3XeGGx/9rNoxw/p3ZvWcJ8seCWjCrkIb3jKp3w2hoKCAl9/8J6Ejezm8icCE3tcwMLpHk+cpLi7m5LoVBO1fX6/x/1izk58PnAJAo1TwzzGDuHtAXN0nKlV0+PcchDbcTKEuft23gRPpybW6StLPXiDxr51E9+6Ku5cneelZbF+6jtzUTO58/W906d+zxnNFm4glo5BO6gB69uxJjx490JmSMdWRNXnsTDrL/zpIvx5RaNUqjpxO43/f/0mHcH9+//IJPN1rX1F79Hm4zTQ7kYX7MiSrkZJDcyu5SxyHgEfvB12uZsLq1auZOXMmxcXF/Our9ylx0OdaEASi/EK4d+hEh232lezfSu5v39RrbGphCbl6I7mlRjacTmFB4mleHt2fmUPqjhqJev1LFFrXLUXb3Hy/fSUX8qoP26sNQ4mez596AzdPDx7/uPZqi93DYpg+8FLhNdGip/TQ19QWWXL6fBZPvbWIY2fTKdWbiAz1Y9q4fjx333V4uNUm2gJKzzDcu93awFfkurjefbsTEVQ61MF9sWQ6rjIg2KPW1EE9XUq0CwoKePbZZ/n+++8ZP348c+fOJSIigl8TNnAy43yT5lYIAr7uXtw6cKyDIzTqP1eEjycRPva/9+gudt/ne5v2M613FwI86hBlOaqkUbh5utN1YB/2rd2MxWRGra3NdVEZhdodlV8s1vxT1LSJGNsxmDUVd7ANQUIdHN+I81yX9ns/WAPa8KvtG5UNEInaEEWJjJxCXv1wOUZj4zZ8JElCbzJSbNQ7JAPx999/p2fPnixZsoRvvvmGNWvWEBUVhUKh4JYBY+gdUb1Pur4Ee/lz/zU34+7gVavSo/Hx733DA7GKEhcKak+yQqVGqGdRpLaKh9atooBUwykT3Vp+/BSCgLum6gpZE35VM/xoCijcAlH5Nu0z7WrIK+4rEBRq3DrdiP7korLohSa28FIqOZwTyOdfzuLPjVv45Zdf6N69e53nFepLOJBykqScVDIKc7HYLqUDe2jdiPANomtIR3pFdK539bX8/HyeffZZfvjhB66//nrmzp1LZGTlnXilQsGU/qPpGtqB3w9tw1jPHwpBsH/VR3TtzzVd4pul07s6rGOjz911PgOFINDBt3bx14R1aNf+bYAwn0BOpCc3+DxDSSmn9h4iNCYKtabmz6QoSYT5BFU5rtT5ow0fiil1W4OvXRu6mOsRhLb1nsrCXQ1KjxDcYidjOL28QZ2wKyOAIODW+Sam9Y8hts9wZsyYwcCBA/nkk0+4//77q3UjFOpL+OPoTk5kJNe4s19qMnA6M4VTmRdYd3QnV3XqzfDYfqiUVdOBy1m1ahUzZ85Er9fz7bffct9999XqxugZ3plOgZEcTDnF7qQjFBrsmaUKQaD8bkQsC8vTqjQM6BjHgOju+Lk3X7solbcvCk8fxJKaalLAK6t34KlV0zcsiEAPHfkGE78fT2bV8WQeGdKzdjeJQoG2Q9tamTWGCL+gOmO4F7//NT5B/oR36Yi7tye5aVnsXLaOkoIiJj99X53XCPetKtwA6pD+WEvSsBUm4Yi4a23H61C6BTZ5HldD3pysBZshF2PSWkRDdoPPFXR+uMXcUCkEqbS0lKeffppvvvmG22+/nS+//BJv70tCd+DCSdYe2YFNtDW472OAhw9T+19LmG/lD2l+fj5PP/008+bNY8KECXz11VdVVtl1IUkSeaVFpBfmkF2cj8VmRalQ4OfuTZhvIMFe/s2ywq6O/HWLKdqyusZY7kUHT7P40BnO5BRSZDLjrlHTPdiPGfGxNae8X0bYE2+gCW/8yr4tIIoiszf8TImp5kzDrYvXcGTrPgqycjAbTLh5edChexeGT7+BiNjoWucP9PTlsVG31LhwkEQrhqQ12ApqjuqqHXuivrbDtWiC+jRyDtdGFu46kCQblqxEzBkJZR2wFVS7812ezadyQxPcD01I/xpjtn/55RdmzpxJUFAQv/zyCwMHDmTTyQS2nj7QaDsFBJQKBbdfdX1FZ/WVK1fyyCOPoNfr+eijj7jnnntafTq3tSCX1PdfaHpxqSsRBDTh0YQ9/i/HzttK2XrqAJtOJtQre7Kh1CdEVJIkLNmJmC5ua6DLUkDQeKGLGY/Ks34lGVojsnDXE0kSsRYmYSu6gK00A9GYZ3ejCEoUWl+UHqEovTug8u2EINTssijn3Llz3H777ezfv583v/wAS3DTmwwIgFKhZFrvUfzfq/9i/vz5TJgwgTlz5hAR0XY+xHm//0zxzvUOF++Qh19BF92t7oHtAJPFzGcbf6XUZHCYeAuCgJ+7F4+OnIZKWT8vrWgqwJyRgCX3WNn37cpyB+ULEQlB7YE6OB5NcDyCom1vMMvC7UTMZjOvv/0m2vhIlLX4pxuEBPkZ2fzwygd8+L//tYlV9pWIZhNpH7+KrSCvUenvVRAEvK4ei/+NdzR9rjbE2ayL/LR7jUPnfHDYJCL8Gp7BKNlM9oWTPguxNAvJZgRBgaD2ROkRgtIjDKVXZJvbhKwJWbidiCRJzNmypKIyn0lvZPPCVWQkpZB+LgV9UQmjZkxk9B03VzrvXzfPrHHOwIgQnvz8TQaEd2XiwFHNab5TMWdeJOOr/0Mym5sm3oKAtmNXQu57HkFd/7jj9sLWUwfYeHKfQ+ZyVBatjBxV4lSSctIqlVPVF5eQsG4rIdGRxA2JZ/+66sOiHnrv5SrHLp5KYu3XC4kb0s/etDU7mfE2K+p63pK2NjQhkYQ+/A8yv/0vorG00V1wdJ16EHTXU7Jo18Cw2HgEQeCvE3sREBrsNimPjJJF27G0zW91K2Fv8rFKTQx8gwN4+efZCIJAaVFxjcJdXRnNfX9ssXdcH2tvbmCyWjiWdo6+UV2b7wU4GU1YB8KfeYu8FfPQH9kLCkW9BFwELFYbxr7D6TDjoXYft10bgiAwLDaeCL9glh/YRJGxtFIjg7rwc/dicr/RRDbCPSJTM/In1kmIksiZrJRKYX+CIDTKH23SGzm2PYGOvWIJCLd/QQQETmelOMxeV0Xp4U3Q7U8QfP8LuMX2vvSEQnkpC09Q2P8BgkaL99VjeXrbaR7+6Js2VKG5eYkJDOfx0dPJPZRMaX5RxXHFZZ/Xy/87wMOHG3oN5dGR02TRbgbkFbeTyCkpwCY6ppjV4a17MRtNDBh7qTuPhMTF/EyHzN8acOvSC7cuvbAW5mE6fxpzWjLW/BwkmxWFRoc6JAJNeDTajrEoNFr+4dOBESNGMH/+fO655x5nm98qKC4s4qv/fMC//v1v7p40ibSCbDIKczCYTSCAh8atokRwqE9Am9sUdyVk4XYSOcUFDpvrwPpt6Dzc6T60f6XjRYZSrDZbrRmVbQ2Vjz+qPlfh0af22tvDhw/n1ltv5eWXX2bKlCl4eblOH1BX5ZtvvkGSJB568EGC/ILklbQTkV0lTuLy2iNNIetCGhdPJdFn5OBq60NYRcdcpy3y3nvvkZ+fz6xZs5xtistjs9n44osvmDFjBkFB1aery7QcsnA7CUeliO9fX95xvfomxop2EtfaGDp27Mjf//53PvjgA86dO+dsc1yaNWvWkJyczBNPPOFsU2SQhdtp+DqgGJPVYuXgxl2Ed+lIWKeoKs+7qbVtNhzQUfz9738nODiYF1980dmmuDSffvopAwcOZPDgwc42RQZZuJ1GiLd/E2oe2zm55yD6ohL6jbmm2ufDfYPkDaI68PDw4L333mPJkiX89VftrbPaK6dPn+aPP/7gyScb08RApjmQhdtJqJUqwn0Dq4j36YTDHN2ewKk9hwDITknn6PYEjm5PwGwyVRq7f/021Bo1fUZWXQUJQHRZsSmZ2pkxYwZDhw7lmWeewWqV9wSu5IsvviAgIIDbbrvN2abIlCHfRzuRQdE9WZa4qdKxVV/8TEFWbsXjctEGeGbu22hC7J1DCrPzOJt4jD4jh6DzcK8ytyAIxLfh5BtHIggCH330EYMGDWLu3Lk89thjzjbJZSgtLeW7775j5syZ6HTttw+nqyHXKnEiVpuV2RsWoDc3rqVZTQiCQO+ILkzuN8qh87Z1HnjgAVasWMHp06fx8/Nztjkuwdy5c3nkkUc4d+4c0dHRzjZHpgzZVeJEVEoVE/sMc/i8GqWaMT3kTaSG8vbbb2MymXjjjTecbYpLIEkSn332GRMnTpRF28WQhdvJxIXF0Duii4NaE9u5qe9wPLVV3ScytRMaGsprr73Gp59+yrFjx5xtjtPZsWMHBw8elEMAXRDZVeICWG1WFuz5g+SctCbXzhjb4yqu7tw22zW1BCaTiZ49e9K5c2fWrl3brqNybr/9dhISEjhx4kS9i0rJtAyycLsIVpuNVYe2cuji6QafKwgCCkFgQu9r6Nchrhmsa18sX76cyZMns3LlSiZOnOhscxyOJIoYTx/GcOYIppRzWLLTwWYFpRK1fwiaqE4Y/cOJHXMjb7/zLs8884yzTZa5Alm4XYyTGedZdXALpWZjnfWPy0vCRvmHMCl+JP4ePi1oadtFkiTGjRvH+fPnOXLkCBpN26jVLYkixbv/omjramyFefYKitUVOis7nqs3Ej5+GiFjpiCo5AA0V8JlhVuSRLCZ7Q+U6nr1cWwr2EQbJ9KT2Zt8jKSsVJSqqq9dq1LTNaQjg2J6EiEn2jicI0eO0LdvX9577z2ef/55Z5vTZCzZ6eT8OgdzalIDzxRQB4UReOsjaMI7NottMg3HpYTbps/CknsMW0kaoiHnspZUAgqdH0rPcFR+3cp6y7V9oUpPTycyKoofFs5n4NCrsEkiaqWaYC8/fNw828XfwJk8+eSTzJs3j1OnThESEuJscxqN8fxpsr5/H8lqaVynIEEBCgXBd/4Nt259HW+gTINxCeG2lqRhStmEqM/CnvNXk0n25wStD9qI4aj9urSYjc5gxYoVTJo0ifPnz9OhQwdnm9PuyM3NJTY2lmnTpjF37lxnm9MozOkX7L05rRZo0lddAIWCkAdeRBcj76M4G6duFUuiFWPKFgwnFyHqs8uP1naG/X9NhRjPrcJw7nckq2OTV1yJ3bt3ExoaSlRU1QJSMs1PQEAAb775Jt988w0HDhxwtjkNRrJayP7lcySrtYmiDSCBJJL9yxeIRr1D7JNpPE5bcUuiFcOZ5diKm9JeS0DQ+eLe9RYUag+H2eYqjB07Fnd3d5YvX+5sU9otVquVvn37EhAQwObNmxEEAdFUiK00HZs+C8lcAkgICg0K90CU7iEoPEIRXKCcbv763yjatIrqFkM7ktNZeuQcCRezSC/W461V0zsskKeH9aV3WEDNkwoKPAYMI3DKA81nuEydOEW4JUnCcHYFtsJkal9h1wcBhc4f9+4zEBRVGwm0VkRRxN/fnxdffJFXX33V2ea0a9avX8+4cePYuPJ7Bsd6YCu5aH9CUJStZCUud/EJKnfUwX1RB/VBoXJzis2iUc/FWU/bXSTV8PiSTeQbTEyI60hsoC95eiNz9xzjcHoOP84Yy9DosJonFwQiXvwAlY9/M1kvUxdOEW5z9kFMFzY6cEYBdXBfdFGjHDinczl58iRxcXGsW7eOsWPHOtucdo1oLmL38vfp1cmf2vdgLkcApQZdx+tQ+7V8sa+inRvIXzW/xudzSg0EelT+USk1Wxj5xRK6Bfnx0x3jap5cEPAZdRO+Y6Y6ylyZBtLiwZmiuRhTyhYANu89zcLV+9h9KJnUzAJ8vNzo1z2Klx4eR7/udr+uzSbyxYIt/Ln7JMfPppNfqCcqzI8bR/bi2fvG4OvlBkhYshJR+3VF6dk2Spnu3r0bgEGDBjnZkvaNtSgFw9kV9OwUgF2w67vOkcBmwnhuNdbAC+g6XNui7hP9kb21Pn+laAN4aNTEBvqSXlRa++SSROnhPbJwO5EWd8RZsg9VhPl9s3g7F9LzeOz2ESz+6GHefX4y2fnFXHffbDbvtWcQGkwWZs1dS4dQP955bjKLP5rJfZOv5ruluxj34EcYjGWx3giYMhNa+uU0G3v27KFbt274+vo625R2i7U4BcOZpSBaEZrg0rPmHMF4fgMtdXMrSRLmtOQGn1dkNHMkI5fYQN86x1pzMxHNpjrHyTQPLbrilkQr5uxDlK9aPnhpGkH+lbtrjxnanfgpb/HBd+sZOSgWN62aQ8v/SYDvpc3H4QO7EBnqyz0v/8Dyvw4xY8JAQMJWcA7RXIxC0/o7du/Zs0duE+VEREsphrOrLvNhNw1r7jEs7iFogps/DtpWmIfUCFF9/Y/dGCxWnrymHrVuJAlLVirayE6NsFCmqbToitumzwLbpQ/UlaIN4OmuJS4mhIsZBQAolYpKol3OgF72LK7UzILLjkpYi8470mSnYDKZSExMlIXbSUiShPH8n2WZu9WLdnGpkX9+tIJJT3xBzJjX8B74LG9/tbbWeU0XtyCaCpvB4sqIJkODz/lg8wGWHT3HP8cMqj2qpNJ12m4orqvTosItlmbWOaawxMDBExfp3jm01nFbylwp3TtdPk5RlsTTuklMTMRisXDVVVc525R2ia00HVvhOWpbaecV6vl+6U7MFhsTR/Wu38SSiCltp2OMrAaTycSpU6fYvqNh15i9NZFPth/ixZH9uHdg93qfJyjaTxkKV6NFXSWiMRf7b0XNabfPv/sbpQYzLzxQcyRFWlYB//p0Ff16RHH98B6XXwGbPsdh9jqLPXv2oNFo6NNHLs/qDCxZB6kreqRDmB8XNr6NIAjkFpTww7Jd9ZhZwpp3CjFqZKPCBC0WCxcvXiQpKYmkpCSSk5Mr/X9aWhoAnho1R164o15zzt6ayOytB3lmeF+eqI+L5DKUPnKXIGfR4j7u2r4M//liNYvWJPDfF6dWRJVcSV5hKbc8PRdJkvj+7Xuq1gkWzdWe15rYs2cP8fHxaLVaZ5vS7pBEC9b809Tl1258nRgRa96pan3dNpuNtLS0KoJc/t8XL17EZrNVXD88PJzo6GhiYmK49tprK/47Ojoa5eLPsBXUvoj5eNtBZm89yN+u6cMzw+Mb9CoErQ6VX1CDznElbMY8bMUpiKVZ2Iz5IFkRFGoUbgEo3UNQekeh0Hg728waadlwwFrCoWbNWct/v1nP649P4JHbhlc7Jr9Iz+QnviQtq5BVXz5OTGRgNddo/bdve/bsYdy4WuJoZZoNe+mFRhRiqicSAhnJh9n+57Eqq+bz589jsVxKmAkODq4Q4quvvrpCmGNiYujQoUOtP+w5nbpTmri9xqJSc3cf5X9bEhnZKYLRXSLZn5pd6fn+EbWIsqBA2yG21RU5kyQJa+E5LJkJ2ErSyo5W9gDYStKxcAgApU8MmpABqLwiW97YOmhR4VZoq68XPWvOWmbN+YNXZo6v0UWSX6Rn0uNfkJyWx8rPH6NXbHXx2vYqgq2Z/Px8Tp06xT//+U9nm9IusTXzHomARHbKUe644x38/PwqhHjSpEkVIl3+/+7ujW8/5zlwBKX7t9b4/IbT9lITm8+lsvlcapXnk/9xb82TSyJeg0c32jZnIFpKMZ7/s2zv4vIfnCt/2C4T8cJkDIVJqAJ7oYscgaB0nbrsLSrcSvdgrrwFfffrdcya8wcvPjiWV2ZeX+15FaKdmsuyzx6lb1zNv4D2a7Re9u61J07IESXOQbIaylLZm2/V3Tk6goKCAnx8mq/xhbZDF9QhkViy0qp9LQvvqv67VieCgNLTp1WVd7Xps9Gf+u2yiLYGJFEB1pyjlBan2GsiuUioccsKt0cYl9+afDJ/I299uYYxQ+MYP6wHew4nVxo/uHc0BqOZKU9+xcGTqbzz/GSsNrHSuEA/TzpVuEwklC54W9MQ9uzZg6+vL126tO2Ste0ZpVKJVzOKNth94AGT7yPjq/9z7MSShP+kexGUrcMlaTPkoT+1uNbQzrqRkExF6E8uwj1uhksUtGtR4RZUOlR+sVjzTwESa7YcBWDDjhNs2HGiyviifR+SlVfC/mMXAHjp/aVVxtwxcRBf/tu+g65wC2o1K27JasGccRFzWjLW/GwQRQS1FsvJRCYMG9Lq/IdtBUGpdUAJ1DquodI16/zlaDt0wXvY9RRt+wNHJBHZRAlDRBc6du/XdONaAEm0Yji7somiXTEbkrkEY9IfuMVOcfr3s8VrlWhC4rHmnwRg9Zwn6xzfMdyfon0f1nNu1/9AWXIyKN79JyX7tlzKblMoK6LPHujgCR08SfvwZbyuHotnv2tQ6JxTYa49oqjGnedYBJTutecoOBLfcdOx5GZiOJ5Ik16XIHC2xMQtL7/Dt2E9mDZtmqNMbDbM6XuQTPk1Pn/wxEXemfsHCUcvUFhsIDLUj+nX9+epu0fjrqvOny1hK76AJfcomsBezWd4PWhx4VZ6hKEK7IU15yiO+4II9rZm/vVPHmhpJKuFgj+XUbR1NQhC5d3+ahq2WnMzyV81n8KNywmY8gDurWSV09pRutc/xG3d9uPoDSZK9PYf4JNJGSzbkAjAuGE9avjyg9Kj5dqgCUolQbc/Qe6y7yndv436VzesjFu3voyY+iA35gpMnz6dTz75hCeeeMLh9joK0WrAnLmvxudPnMtg7IMfE9sxiHeen0yAryfb95/l3a/XkXj8Ir/878EazzWnbkcd0N2pfXCd0rpZFzmc0sJkJEspjqjHjUKJLnqc029fasJakEvW9+9jyc7A3kmk/q9Z1JeQPf8jPAePxv+muxGujFuXcSiCUovSpxO2wiTq+mw+986vXEi/tKJbuuEgSzccBODwin/SMbz6etWqFi7zKihVBE57CPe4fuQu+w5RX1LfMxE0GvxvuhuPftcgCALz588nNDSUJ598kvT0dP7zn/+45PfOmnO01u/ZorX7MZoszHvv/oo9spGDYsnMKeK7pTvJL9Lj5119VI9kNWAtSHJq60SnCLeg1OLedRr6k4vKWo81TrytNhFBUODZdXKNoYbOxlqYT8act7AVF9Co11n24SvZsxHJbCJg2kOyeDczmuC+GArP1TnuyMrXGzizgNK3EwqNZ+MMayLuPQeg69KT0oM7Kd653h5xAvYoGkGwf9bKIlCUfoF4Xz0Wj/7DULpd2oxTKBT873//Izw8nBdffJH09HS++uorVCqnSEmNWHKPU9v3Ta2yf4d8PCvvN/h4uaFQCGjUta2mBSx5x9ufcAModH64x92G4cwKRGNeI2YQKDFYueOFb/lk7iji46tGk5SaDKQX5pBVlIfJakEhCHi7eRDmE0SQlx/KZhZAyWYja/5su2g3prv2FZQm7kAdEoHPiBubbpxMjSi9OqD0jChL0nCsv1sbfrVD52soCq0Or8Gj8Ro8GltxAabUZKw56UgWC6hUqANC0UREo/T2q3Ul/cILLxAaGsr9999PZmYmCxcuxMPD+dEWYN+UrEtT7pg4mC8WbOHZWYt5428TCfTzZNv+s3y3ZAcPTx+Gh1ttWcsSYmmGY41uIE7v8i6JNswZezCn76V+hertPjpVQE/EgEGMGHUd2dnZ7N27l5CQEGyijePpyexJOsLF/KyyM4SKD6FYtqLQKFX06xDHgOjuBHr6NstrK9y8ioJ1iwEoMVn4ZPtBjmXmcTQjjzyDiaeH9eXZEfGVznl+5TZ+O3y2ylyd/L3569EpoFAS9rc30QRHNIvNMnZEUyGlR38Eqer+Q2PRhA9FG9a24vPXrVvH1KlT6dWrF6tWrSIwsJps5hbGVpqJ/sSCOsedSs7kjhe+5VTypaSrR2cM593n6xc14tn3EQQntaZz+v2NoFCiDb8adVBfLDlHsOQcQTIXVT9W5Y46oLu9l1+Za2T58uUMGjSIKVOm8NPSRfx+dDt5pUUIl2VHSUhVitibbVb2JB9ld9IRhnTqzei4gaiVjvtz2EqLKPjzUvhivsHEzwdO0T3Yn3HdOvBL4ukaz9WplPx85/gqx+wvRiL/9wWE3P+Cw2yVqYpC64Mu5gaM51Y5YDYBpXc0mtCBDpjLtRg3bhybNm1iwoQJDBs2jLVr1xIdHe1UmyRr3WVtz6flceuzXxPs78W8d+8j0M+TfUfO899v1lOqN/PZ6zPqcR1j+xXuchRqd7Rhg9GGDUayGu0dtK0GQEJQalG4B1cb+B4ZGcnSpUt5ZfZb/Lh7dUXRKaket7jlYr773GFOZpznriE34OfhmMIyJQlbK7lHIn08OPTc7QiCQJ7eWKtwKwSh5loRkojxzBEsuVmoA1pHzHprRe3XBWImYExaU3akcTenSp9o3Drd6BKd35uDgQMHsmPHDsaPH8/QoUNZs2YNffs6MbOyHqvlf32yiuJSI9t/fqHCLXJN/84E+Hrw+Ju/cPuNAxk2oA4fthM3ZV1GuC9HUOlQeXeo93ijn5rRd94M0Kj2UBJQaCjm223LeWDYJIeId8meTZV2tR26865QULp/K75jXT+WtrWj9u+KQueHMWktVoO92p6iXu+lYC/GFDkcdVBfl4y8cCRdunRhx44dTJgwgREjRrBs2TJGj665nkmJUc+JjGTSCrJJK8jBaDEhCAJeOnfCfYOI9AumW0g06kZsetZnFXz4VCpxMaFVfNn9e9h159jZjDqF21mrbXBR4W4IR1LPsuXU/ibPI0oSBouJn3av4dGR01A1wW1i05fYsyEbidFqY+BHC8nTmwj2dGNc1yieG9EP3/IPmShiPF/zil3GsSjdg9ibFcFPn3/F/z1/O+5qC5cKFV2+UCgr5yCoUAf2QBMywGWjnZqDkJAQNm3axLRp07j++uuZP38+06dPrzQmqziPLacOcCI9CVGSUAgC4mULnEJDCWkFOexJOopGqaZfx24M79IPd239s00VugDqqvsfFuTNsbMZlOhNeLpfEu/ychoRwbW/b4LGy55l6yRatXCXGPX8fsheAc2kN7J54SoyklJIP5eCvqiEUTMmMvqOmyudI0kSCeu2sW/tZvLSslColAR3CGfY1PF0HdSH/NIiNp1MYEyPxnefMacmN/rc7iF+dA8ZQLcge5XD3ecz+GbvcbYnZ7Di/hvx0Kjt10hLRpKkNr+ScxX+/cabFBcbCBr8GJI+094lR5+JaCoGSURQaVG6B6FwD0Hl3cGpX2pn4uXlxapVq7j//vu57bbbyMjI4G9/+xuiKLL97EE2n7Q39C4Xa7GaO+TyAAKzzcKepKMcSjnNxL7D6R4WUy8bBIUShXsQNn0mNX07Hr99JLe/8C2TnviCJ+4YSYCvJ3sPJ/O/7/8krlMIY6+pLZlPQOlRXXXSlqNVC/fGk/sw26wA6ItLSFi3lZDoSOKGxLN/3bbqz/l5BZsX/s7A60cy9p6pWC0Wdq/6i5/+8ym3vfwoPYb2Z8fZQ/Tv2B3/RrpM7DHbjeOhwT0rPR4eE07P0AAeW7KJBYmnKp6XTEawWkDtOqUm2yqbN29m8+bNLFu2zL6H4hmG0jPM2Wa5LBqNhnnz5hEWFsZTTz1FemYGPScO42z2xQbPJZXdCf+6bwPDY/sxqtuAOhcr586dY+fGY9w02L9GP/SEkb1Y+cVj/O/7P3np/aUUlRiJCPHl/qlX89x9Y9Coa5NGCXVgj1qeb35arXAbLSYOXTxd4dP2DQ7g5Z9nIwgCpUXFNQr3gQ3b6dCjCzc9fmfFsU7xPXj/3hdI/GsnPYb2RxAEEs4fZ2xjV90OiNm+nPHdOuCuVnEgtXJHE0mSalxRyDiON954g/j4eG6++ea6B8sA9kSd999/n9CwMBKLzqPNSmny3eHW0wdQKZQM71q1/IMkSWzbto0PP/yQ5cuXExEWzPW//R1NLQo3YmAsIwbGNtgOQeON0qv+e3DNQasV7iOpZ7FdJpD1/VAolEp07pU3FdQaNSq1GlWZG0KSJPafP8GY7oNrnNdsNpOSklJti6loUc+s6+Ib98JqQAIUl5uiUCCo1A69hkxVtm7dysaNG1myZInslmoEV0+6Dv2xvThqhbHx5D46BITSMcB+x2M2m/n111/58MMPSUhIIC4ujs8//5y7774bVfEJTBe3OObCl6GNGun0z0KrFe6UvEwEQWhwFMmQm65j3XeLSVi3jR5D+2E1W9i+dB1GvYEhE6+tGGeymjl86jj5GdnVinNqaipi2Q+HIAhERkYSExND165d6d0xAqxVu4o0ltXHz2OwWOkXfilEUB0cLqe+twBvvvkmffr0YdKkSc42pdWRXZzPxhP76i3aCeu2suLTeWh0Wl5d9Em1YwQElh3YxG19ruW7b77l008/JS0tjXHjxrF69WrGjx9/KSTYLR5L/umyLEdH5BkKqPy6ovbt7IC5mkarFe7UgqxGhf5dPWkMKq2a1V/9zIpPfwTAzcuDO157gg49Kof/3PXI/RzevAeAsLCwirZSw4cPr2g5FR0dTVRUFBrNJV+zJEmkvPkYktlYab6NZy9iMFspMdv7Cp7JKWD18WQARneJJFdv5OnlW7ipewwd/b0QENh9IYNv9x6na6AvM+LLbusUCrSRzv/wtHV27NjBhg0bWLx4cdWm1DJ1su10Yr3lsig3n3XfLcbL3xeTvuYEGgmJAn0xUx64gwMbtnP33XfzzDPP0LNnzypjBUGBW6cb0Z/4xQEF7QQUboHoOl7XhDkcR6sV7mKjvlHnHdiwnbVzFzL4xtHEDuiFzWol8a9dLHjrc2a88hhd+pd9ACSJZ198nqu/7EPHjh1xc6t/zKYgCLj3HkzpgW2V/N2vrd1FamFpxePfT5zn9xPnAdj6+DS8tWoC3d34es8xckoNiJJEhI8n9w3szhNDe+Ne5spBFHHv3bZSp12RN954g169ejFlyhRnm9Lq0JuMHE07W+/F1crPf6Jjz1jcPD04tqOO8F5J4oZ7prH82wUEB9eehKbQeOIedyv6U78hmYporHgrPEJw7zLZZfpOtlrhbsxq21BSyu9f/kz/scMY/8Cl+NLYAb357h/vs/Lz+Tz79SzAvrnSpWsscbFxjbLP66prKU2o7F/b/sQtdZ731S11N2FV+QWh6+S6tcfbArt27WLdunUsWrRIXm03gpOZ56sN9auOgxt3cf7IKZ747A3+mr+szvGCQgFuCpTu9RNRhcYbj+53YUrbjiUrkfrXJBcAAU34EDShA10q89V1LGkgmkZszOVczMRithARG13lufAuHSnIysVksLs3RElCp2r8r6s2Ihq3bvHQDF9637FTZf92M/PGG2/Qo0fr6PTiiqQXZKOoh9CVFBSx9uuFjLl3Kj6Bfg27RmFO3YPKEJRqdFGjcI+7HZV/nL2Urf2Zav4BChXqoL549LwbbdhglxJtaMUr7lDvAM7lNGwD0CvAng2VcjKJ+OuGVhyXJImLJ8/h5umORncpcSLYu/pC+PXFf/J9pH34chVfd6NRKHDr2gf3PkMcM59MtezZs4e1a9eyYMECebXdSNIKcyoSaWrj9y9/JiAilEE3jGzQ/ApBQUZhLr0iGlYTW+kRglvMeKSokWVJVFmIxgJ7FUiFCoXOH6V7MEqPMASl60ZttVrhDvcLIjk3rdLt2OmEw5iNZsxlq+bslHSObrdnasUO7IVvUADdr+5HwrotqNQqYgf2wmaxkvjXTi4cP8u1d06qFOYT6hPQJBtV3r4E3vYo2fM/anoDWoUCpbcfAVMecHooUlvnjTfeIC4urkq6tkz9MVpMdY45tiOBk3sO8ejs1xr1mTZZzY0xDSirh+QTg8qnftmYrkarFe7uoTFsO51Y6diqL36mICu34vHR7QkVwv3M3LfRhGiZ9vxD7Pl9Iwc37uLAhu0oVEoCwkOY9tyD9B5p3/ATBIFOgeFom+AqKcc9Lp7AGY+Ts/CLsnLjDU/OsYoiNq07nR7+B0pPx1QvlKmevXv3snr1an766SeUSuf1FGzt1CXEJoOR379cwFUTR+Pl74uhxB5sYLPa658bSvQoVcpKd8BVr9F+74ac3kihKXy9ZSnphTnN0pN7xuBxdA3p6LD5TBfPkfPrHKy5mfVffZe1k9pbYOb53zawaeduYmJa5wqhtXDTTTdx+vRpjh49Kgt3E5i383eSctJqfD4/M4fZD/+j1jnirurL7a9W35BYEARGdu3PiK79m2Rna6VVC/fpzBQW7Fnr0DkFQSDYy4+HR0yp1+ZKQ5AsZop2rKN453psxYWgUFbt8C6UbZBIItoOsfiMmogppCP9+/fH39+fbdu2odPVv1KaTP1JSEhg4MCBzJs3j7vuusvZ5rRq/jy+l51nD9YYWWIxW7h4smpfz22L15J89BR3/esp3L09CelYc6en2wePJzbEuannzqLVukoAYkOi6BMZy+GLZ+rVOKE+CMCUfqMdLtoAglqDz8iJeA+7AcPpw5iST2G6eA5rXhaSzYZCo0Ud1sEekRIXjybE3kfTDfj1118ZOnQozz//PJ999pnDbZOxZ0nGxsYyY0bd3U9kaifSL7jWcEC1Rk1M725Vjif+uQOFQlHtc1cS7ltDs5F2QKsWboDre11NWkE2uaWFjYrtrjrf0CZHk9SFoFTiHhePe1x8vc8ZMGAAH330EY899hjDhw+XxcXBHDhwgBUrVvDDDz+4XMfy1kiX4EjcNTr0joqougxBEIgNjsJD67xGBs6mVbtKyikx6vlhxypyivMbFd9cHo4/rscQhnTu7XD7HIUkSdx1110sX76cffv2ERfXuOQgmapMmTKFI0eOcPz4cVm4HcSmkwlsPXXAYXfDl3PnkBvoHBTp8HlbC21iW9ZT507m1qMc+GsnQKVGwXUhIOCu0TFj8HiXFm2wrzS++uoroqKiuOWWW9DrG5f2L1OZgwcPsmzZMl599VVZtB3I1Z1646l1a9D3sS4EQSA2pAOdAmv2fbcH2oRwb9myhbfe/D8GBcdy51U3EOlnr18gCNV/ZMp7BmqUKgZ36snjo2+layvZ5PD09GTx4sUkJSXx+OOPO8Q91N5588036dSpk7wh6WC0ag2T+o1y4P6TgEapYmKf4e0+l6HVu0ry8/Pp27cvMTEx/PXXXxUhXJlFeZwsa0aaXpiL2WpBIQh4u3kQ6RdMlF8o3cNiGtWM1BWYN28e99xzD19//TUPPvigs81ptRw6dIi+ffvyzTff8MADDzjbnDbJrnOHWXd0V5PmEBBQKATuGjKhohZ3e8alhFuSRGxFF7CVpGErzUA0F9n7+Sk1KNyCUHqEoPKJqWjAKkkSt956K3/++ScHDx4kKirKya+gZZk5cybz5s1j165d9O3b19nmtEqmT59OQkICJ0+eRK123RTn1s7epKOsPbLTHunaQMkRBPtKe8bg8bJol+ESwi2JVixZiZizEpEsJVRfvevSMaV3RzRhV/HDwjU89NBDLF68uF0WAzIYDAwdOpSSkhISEhLw9pazKhvCkSNH6N27N3PnzuWhhx5ytjltnvTCHJbt30h2SQECQp0ulPIO8N1COnJj32F4at1byFLXx+nCbSvNwJC0FslU0ICz7G/63F+3k1Tkz6eff9Vc5rk8Z86cYcCAAYwbN45Fixa1e99fQ7jtttvYvXs3p06dqtQIQ6b5sIk2jqcnsyfpCBfzs4BLe05ms8W+OSzYV9ndQ6MZGN2DjgFh8uf6Cpwq3Ja8kxiTyjMfG26GKIoo3ALx6HYLCnX7/TVesmQJ06ZN46OPPuKpp55ytjmtgmPHjtGrVy++/PJLZs6c6Wxz2iVFhlLSC3PIKMxBbzby0ezZ3DD2em4ecz1hPoHo1DXXKWnvOE24LQVnMJ5d5YCZBBQ6f9zjbkVQtt83+tlnn+Wzzz5j69atXHVVI7vTtyNuv/12tm/fzpkzZ+TVtovg5eXFG2+8wXPPPedsU1wep4RUiOZijEl/OGg2CdGYhzFlM27R4xw0Z+vj3XffZdeuXdx6663s37+fgICmlaRtrUiSRG5JIemFORToi7FJIhqliiAvP8J8A/HUunPixAkWLlzIZ599Jou2C+Hr60tBQYGzzWgVtLhwS5KEMXk9iFY27z3NwtX72H0omdTMAny83OjXPYqXHh5Hv+6XIkS++GULv67dz7mUHEr0RoL9vRjcJ4aXHhpL985hgIQ19xhWv66ofKJb+iW5BBqNhoULF9KvXz/uueceVq5c2a6aABTqS0i4cJyE5OMYympBK8oKdkmSVLERFuYTyIF12+gQ3VEO/3MxZOGuPy3uKrGVpKE/uQiAe176nrzCUiaPiScuJoSc/BI++WkTB46lsPTTRxk5yN7V/K2v1qAQBHp3jcDXy43k1Fz+9/2fpGcXsmXe88RG2xNuFO7BeHS/oyVfjsuxZs0aJkyYwNtvv80rr7zibHOaHVEU2X7mIJtPJSBJ1DvZQ2GVuHP4RGICw5vZQpn6MmLECKKjo/nxxx+dbYrL0+LCbTi3Bmv+KUAiO6+YIH+vSs+X6E3ET3mLHp1DWfH54zXOczIpk0HT3+HvD43jtUdvqDjuHnc7So+Q5jK/VfDqq6/yzjvv8NdffzFyZMNaQrUmSkx6Fuz+o0G9B8spDy4d2qUv18UNkqMWXICbb74ZSZJYuXKls01xeVrUVSJJNqwFpymPILlStAE83bXExYRwMaOg1rkC/TwAUCkvdwcosOSfavfC/cYbb7Bjxw5mzJjBgQMHCA0NBUASbVgLz2IrSrEnOJkK7B15BCUKnR9KjzBUPh1Rend0+e4ipSYD321bQaGhpFHnl69Wdpw5iNli5obe18ji7WR8fX1JSkpythmtghYVbtGQV2frrsISAwdPXGREmZvkcmw2EatN5HxaLv/6ZBVB/p7cddPgy6+AWJrhYKtbHyqVigULFtCvXz/uuOMO1v2xBltOIubMA2AzYi9Rc9n7INkQ9ZmIhmws2YkIak80oQNRB/VxSQEXJZGFe9dRYChxSK2WfeePE+jly+CYXg6wTqaxyD7u+tPCwp1d55jn3/2NUoOZFx4YW+W50OEvYTJbAejSIYjVXz1JZKhfpTE2fZZjjG3lhIaGsmDBAl548j4ubv+EAK/L3+oafjzLflQlSwmmlE1Yco/jFjMeha5565M3lD3njlYkb1SHyWDkr/nLObp9H4biUgIjQxk27Xp6jxhc4znrj+2hS3AH/D3k7FNn4efnJwt3PWnR5ZRkM0EtJR7/88VqFq1JYNZzkytFlZSz/tun2PDd08z9z114eWi58dHPOH42vfIg0SJXzCtjWHwUG757Gh+3xrkARH0WpccXYCupuXdgS6M3G/nzxJ5axyyc9QWJf+1k5IyJ3PWvpwiPjWbx+19zaPPuGs8RJZF1R3c62lyZBiCvuOtPC98HV1eDxM6sOWv57zfref3xCTxy2/Bqx8THRTG4dzS33TCAVV8+gSRJvPHZ6irXkH2VYC1KwXB2FUqFgErV2Ka3EohW9KeXYtPXfbfUEhxMOYUo1uxuO7XvMGcTjzPx0TsYdP1IYvrEMenJe+gc35113/2GaKv+XEmSOJV5gUJ943zmMk3H19eXkpISLBaLs01xeVpUuAW1R7XHZ81Zy6w5f/DKzPHVukiqw8tDR9foEM5cqHzLLKjkRrqS1YgxaTWNKSNQzWwgWjEkrUYSrQ6Yr2nsSz5e66s6vusAGjctPYYNqHS833XXUJxXwMVTNW9+CYJA4sVTDrJUpqH4+voCUFhY6FxDWgEtKtxK9+Aqx979eh2z5vzBiw+O5ZWZ19d7rtyCEo6eSadTVGCl4wqP0Cbb2doxpmxGstp7/RWXGvnnRyuY9MQXxIx5De+Bz/L2V2trPV+SJK5/+BO8Bz7L8+/+BkhIxnzMGXtbwPqaMZiN5OuLah2TdT6NoMiwirrs5YTERJY9n1rjuZIkkZIrb247i3Lhlt0lddOim5OCxhuUurLIBvhk/kbe+nINY4bGMX5YD/YcTq40fnDvaApLDEx6/EumX9+fzh0CcdNqOHM+iy9+2YLZbOXlh8dffgWUHu27Xq9oKsSad7zicV6hnu+X7qRX1wgmjurND8vqLmg/Z9E2zqVUjY02ZySgCRmAoHROmnhaPeK1DcUl+IVU7f7t5mkvQqYvLq39GgXZSJIku9ucgJ+fPdBAFu66aVnhFgQ0gb0wZyYAEmu2HAVgw44TbNhxosr4on0fotOo6d01nO+X7iQ1swCjyUJIoDfD+ndm/nv3E9ep8gpbHdC9JV6Ky2LJOcLlewkdwvy4sPFtBEEgt6CkTuE+n5bHG5/9zldv3MGdL35X+UnJiiX3OJpg5zRtKDbWs8dmLZpblx4brWZsoohK2dh9AZnGUr7izs/Pd64hrYAWr1WiDuqNOXMfAKvnPFnneK1GxSev3VaPmQWUvp1QaKom9bQnLHn2rNRyGrpyfOqthYy+qis3je5T7fPWgjMOFW5JkjAajRQUFFBQUEB+fn7Ff1/5WAj0IHJoz1rnc/PyxFDNqtpQYhd9N8/q91mutEmm5ZFdJfWnxYVbofVBHdIfS+Z+x04sKNBFDHPsnK0MyWZCMjd+Y+eHZbvYf/QCe359ucYxttLMKq4Es9lMYWFhraJb3ePyY2azudprqVQq/Pz88PX1xc/Pj84D606QCekYweGte7DZbJX83JnJFwEI7lh7d3BBEOTVdguTXZxPUk4aaQXZzHz/FU4rC/h66zKCvfwI8wkkJiiCQE9fZ5vpUjilrKs2fCjWgrNIpiIcE/kA2ohrUOj86h7YhhENuY0+Ny2rgNdmL+fNp24iLMinlouYmTxxLGeS0yvEV6+v3oWhUCjw9fWt9M/Pz4/IyMgqx6ob5+bmVukHIqe4gM83/Vrr6+h+dTwJ67ZyfMd+eg0fVHE88a+dePn7Etk1ptbzgzx9Zf92C1Aefrnj7EFS8jIBezXHiK4xWLHvNWQU5pCYYo/y6RgQxtDOfYgN6eBEq10Hpwi3oFDh3mUypScWgs1EU8VbFdADdXA/xxjXipHExse/PjPrV3p1jeC+KVfXOTaua2c6de1drdhe/tjT09OhpWUDPH1QK1VYbDWHJcYO6E3n+O6s+uInjHojAWFBHN6ylzP7jzLtuQdRKGu2RyEIRPhVjXyScSwlJj2/H9rOyYxkhMs2JMQrXFSXP76Qm8H53HR6hHdiQq9rcNe277Bfpwg3gELnh3vcrRhOLUGylNJY8VYH9UEbNUpeJQGNje5ctiGRDTtO8Mc3T1FYYqz0nMVqpaDYgIebBnVZIs+sWe+i0Pk21dgGIwgC3cNiOJJ6psqX/HJue+Ux/py/jI0/L8dQrCcwMpRbXnio1pR3sAtF97DaV+QyTSOrOI95O35HX1Yzvb5leMvHHU9P4kJuBvcMvbFdu0+cJtwASp0/Hj3vwXhxC9YroiHqROWGW8exqHw7NaeJrQqFxrNR5x07m4HVJnLdfbOrPPf90l18v3QXP7//ABNH9QZqTqRqCQZG9+DQxdO1jtG66Zjw8AwmPDyjQXN7u3nQOSiyKebJ1EJuSSE/bF+F0Wpu9AawJEnozQa+376SB4dPws+9fdaWcapwAwhKDW4dx2AL7I05KxFr/smyYkcCCAJWq/22uLx8q6DxRhMcjzqwZ7vuMVkdgtYXFCpoYIbjnTcNZviALlWO3/joZ0wc1ZvHZoygR5fQimsISrUjzG0UEb5BRAeEcyEvvdZVd2MY1W2gfOfWTNhEkcUJG5ok2uWIkoTRYuK3hL94YNjNKFywgmVz43ThLkfpEYJbzHikDqOx6TMR9VmI5mK2/bmB1Ixs7n34GRTuwSh0/vKXqwYEQUDpEY6tOIXL71zWbT+O3mCiRG+/PT2ZlMGyDYkAjBvWg47h/nQMr74CYFiQD8MHlou6gMrLuStSQRC4OX4EX2xajFiLr7uhc8YEhtM3smopYRnHsOPMQTKL8kg/l8Kf85eSlZxKaVEJao2agIhQBk8YRd/RQyrG71r5J4c37yEvPQuTwYSnrxdR3Tsz8raJBHcIR5Qk0gqy2XXuCEM7Vx+62pZxGeEuR1BqUHlFgZe9OuD6QytYs2YLD738lZMtax2og3pjK75Q6dhz7/zKhfRLSQ1LNxxk6YaDABxe8c8aRbsqEupA59es9nX34ub4EfyW8FeT51IIAh4aNybFj5QXBM2EyWJm6+kDABhL9fgE+tN7+GC8A3wxm8wc2rSbJR9+S0FWLiNvuxGwZ7h2GdCL0JhI3Dzdyc/IYetva5n7wiwe+d+rBEba7wC3nNzPoI49UKtcTsqaFZd/tXKN3oah8u2EoHJHsl4K0Tuy8vVGzVW078PLHgko3AJRukgtmJ7hnbHYbKxI3IyAUO9NrkpI4KFz496hE/HSOc9v39Y5dPE0VtEGQEzvbsT07lbp+W6D+lCQmUPCH1sqhPvaO26uNCa6Vzciu3Xi0yf+xaHNu7n2zkkAmG0WjqSdpV+HynO2dVzeOeTr60thYSFSHZ1zZOwIghJtx+uaZW5dM83bWOKjunLP1RPx0rlXCiurL2cPHGVKj+H4e9QSty7TZA5dPFPnGHdvTxR1JD65+9g3368cd7iOzeq2iEuuuEVTIZbc49hK0rhjsMh9W9+mZP/HoFChcAtC6RGK2r+by6z+XA21b2es/t2wXpH+3hQ0oQNd8u8dHRjG46Ons+10InuTj2GymlEIQrUbl+XHg7386RvSiY/vfwXD0TQWLVrkBMvbB6IkklFUNTFMFEV7uYMSPUe3J3DmwFEmPHJ71XE2EVG0kZ+Zw4YfluDh40W/64ZWGpNWkNOkwmD2XrjnsBWdt/diNeaDZLP3YtX6oPAIReXVAZVfFwSFa0hmi3d5rw2bIRfTxS3Yis5Te2igvWeiwi0IbcRQVD5y7O2VSKIF/amliKXpNDnBybcLuk4TXLL/5OVYbVZOZCRzITeDi/lZFBiKEUUJtVJFiLc/4b5BdA3tQIRvMIIgsHDhQmbMmMGiRYuYPn26s81vk9SU7bry8/nsW7sFAKVKxfUP3crgCaOqjPvPtMexWuyb0AERIdz+j8cJiqpaAfRv193W4NBASbJhztyPJXM/ktVAlV6sFZRpkVKLJjgeTeggpwu4Swi3JImYM/ZhTtuFXWTqa5L9D6oK6IEuaqQcHngFks2CIWk1tsIkRFFCoWj4ikQV0Atdx2tdXrQbgyRJ3HLLLWzdupWjR48SFFS1HKxM00jJy+S77SuqHC/IzqW0oJjSwmJO7jlEwrotjL13GtdMGVdpXNrZ89gsNvIzstm5YgNFOfnc+3/PEdwhvNK4h4dPIcy3cm3+2rAZcjCeW4NobHiZCEHrg1v09Sg9nVdC2unfRkkSMSatxZy2A/uvXUN+R+xjrbnH0Z/8FdFqaA4TWy2CUo1b55tZsj0HvdHcoL+soHLDrfPNuEWPaZOiDfYwwM8//xxRFHnyyborVco4Dt+gACJio+k6sDc3PX4nA8aNYMOPSygtLK40LrxzR6LiOtFn1FXc93/PI0kSG35cWmW+hrhJrMUp6I8vQDTmNcp2yVSE/uSvWArq9t03F079RkqShPH8Bqz5TW0XJSEacu3p802o19EWOX78OA8+9w4L9wroIkcgaC7fiBMu+2dHoQtA23EMHr0eaBdZqSEhIXz66acsWrSIxYsXO9ucNoen1q1e4yK7RiPaRPIzau5tqnXXERgZSm5aZpXnPOpZu8RWmoHh9LKyJL/GOhskQMR49nesRRfqHN0cONVRY80/jTX3mINmkxAN2ZhSd6KLGuGgOVs3kiTx7LPPEh0dzWNPPI1Gq0UT0h/RXIKoz0Q0FSCJNgSFCoXO357gpHZ3ttktzm233caiRYt4/PHHGTVqFIGB9b/llqkdX3cvNEo1ZlvtC6qkwycRFAJ+oTW7q0qLisk6n0pU98pZvipBia4eXZkk0YLh3OominalGTEmrcGj570t3uvWacItWQ0YL/wJwOa9p1m4eh+7DyWTmlmAj5cb/bpH8dLD4+jXPar68yWJG2Z+yo4D53h4+jA+eGkaAJas/aj9Yp3qf3IVfv/9d9atW8eyZcvQai/5/xUaz0bXNWmLlLtMevbsyZNPPskvv/zibJPaDIIgEOEXRHJOOhISKz6dh9ZdR0TXGDx9vdAXlXB0ewJHtu7jminj8PDxwliq58fXZ9N7xGACwoNRaTTkpmWya+WfWC1WRs2YWDG/aBM5si+R4Luf54YbbmDixIlcf/31+PtXTSozpe1CMhdx6GQqb37+O8fOpJNTUIpOqya2YxAPTx/GjAkDK8ZLksSXC7fy9a/bOZ+Wi5+3OxNH9eb1J27Ez9u+wJGsRowpm3GLGV/les2J04TbnHMEbPYC+t8s3k5eYSmP3T6CuJgQcvJL+OSnTVx332yWfvooIwdVTUWuqS8iCJgy9uLe5eZqnms/mM1mnnvuOcaMGcPNN7fvv0V9CA0N5dNPP+WOO+5g+vTpTJs2zdkmtRn6dehGUk4aAFFxnTiwYQeJf+3EWKpHo9MRGhPJ1GcfqEh5V2nUhMREkrBuK4U5eVjNFjz9fIju1ZXbXn600sakQqngjvGTiVUGsmrVKhYsWIBCoeCaa65h4sSJTJw4ke7du4PNhCUrEYDCYgORIb7cMr4/4cE+lBrMLFqTwMzXf+JCWh5/f8i+Qfrq7BV8vmAzT901mlGDu3IiKYO3v1zL/mMX2PDdM2XVMiWseccRI65GoWm5gldOiSqRJJHSw98iWUoAyM4rJsi/csuxEr2J+Clv0aNzKCs+f7zSc+fT8rh6xnsVfREvX3GX49H7wXbdxuyDDz7gpZdeIjExkV69nJ+m3hqQJImpU6eyY8cOjh49KrtMHITVZuPD9T9hKCvl6kg8tW48M+aOirrvqamprF69mlWrVrFhwwb0ej0xMTG8/fc7mTAwoNaeo9feN5uM7EKO/f4v0rIK6HnTf3jolmv474tTK8b8unY/D742j49fvfWy2vUCmtCBaCOucfjrqwmnbE6KhpwK0QaqiDaAp7uWuJgQLmYUVHmurr6IANbCJIfY2hrJzMzkzTff5LHHHpNFuwEIgsAXX3yBxWLhqaeecrY5bQaVUsm4nkPqHtgIxve8ulKzjoiICB5++GGWL19OTk4Oq1ev5oYbbiDM01hnVcIAXw9UKvtcew+fx2YTGXdN5ebj1w/vAcDyvw5ddlTCkt+y2ZtOEW6bPqvOMYUlBg6euEj3zpWz9cr7Ir7/99puZRWI9bhGW+W1115DpVLxxhtvONuUVkdoaCiffPIJCxYsYOnSqmFnMo2jT2QsXYKiHFbISxAE4kKj6RFec+STm5sbN9xwA59++in9e3askscgiiJWq42c/BLm/rqNP3ee4Jl77GUdzBZ7bRWtprI3Wa1SIggCR0+nVToumQqQ6tiAdSROWnHnQh2xwc+/+xulBjMvPDC24li9+yIi1uvHoS2yf/9+vvnmG954441qN2hk6uaOO+5g0qRJPProo+TmNr6Pp8wlBEFgcv9R+Lp5ItqaVndIEAQCPX25OX5EvX4IJHNRtTXqn3tnMf5DXqDT2H/yyv+W8d6LU3lgmj2dPq5TCAC7Eivfue8+lIwkSeQVllaZrzHJPI3FOXHcoqXWaJz/fLGaRWsSmPXc5EpRJQ3piyjZqu8c3paRJImnn36aHj168OijjzrbnFaL7DJpHrRKNZvm/EZ2Slrdg2shzCeQe4dORKeuX6Z0Tbkdzz8wlk0/Psuvsx/m7puv4oX3fuPjeRsB6N01gmv6d+bjeRtZuiGRgmIDuw8m8cysX1EqFdX2Um3JHBInRZXU/Cs5a85a/vvNel5/fAKP3Da84nhD+yIKQu2Vxtoiv/76K9u2bWP9+vWo2ll9YkcTFhbGxx9/zN1338306dOZPHmys01q9Tz//PMsW7yE5ffch2eXULaeOoAgVG0SXB2CYK//OLLrAIZ26YuyQU2oqx8bFepHVKgfAOOH2X3X//50FXdMHESgnyc/vnMvj/57Afe+/AMAGrWSJ+4YyaY9pygoNlYzY8utg53T5V3rTXVL7llz1jJrzh+8MnN8JRcJNLQvooCgbV+lOvV6PS+++CKTJk1izJgxzjanTXDnnXeyaNEiHn30UYYPH05AQICzTWq1fPLJJ3z00Ud8/vnnTLzRXnO7Z3gn9iYfI/HCSayiDQEBQbArgwBIkr1JsFqpol+HbgyK7kFAIxoE1zdnYUDPDnzz2w6SUnMJ9PMkyN+L3z6eSXZeMZm5xUSF+eGmVfP14u1MurZvNddpuSg2pwi30j2YK4X73a/XMWvOH7z44FhemXl9lXMa0hcR7K3Q2hPvv/8+GRkZvP/++842pc0gCAJfffUVPXr04Omnn2b+/PnONqlVsnLlSp555hmef/55HnvssYrjQV5+TOh9DWO6Dya1IJv0whzySgqxilZUChUBnj6E+QQS7huERtX4PqeCUoOg8UEyF9Y6bsu+MygUAjERlX+gg/y9KiLfvvhlC6UGMzNvG1b5ZKUGoe0LdwiXl1D8ZP5G3vpyDWOGxjF+WA/2HE6uNH5w7+gG9EUEkFB6hlc7ti2SkpLCO++8wzPPPEOXLlV/3GQaT7nL5J577mH69OlMmjTJ2Sa1KhISEpgxYwaTJ0/mvffeq3aMRqUmJjCcmMDm+86qvCKx5BYBEk+9tRAvDx0DenYg2N+L3IJSlm44yJL1B3j67tEE+tlX6N8v3QlATGQghcUG1u84zo/Ld/OvJyYQH3d5RreA0jOiRVvfOcdVotKh8u+KNe8kILFmy1EANuw4wYYdJ6qMr9xCqx7za3xQejq3qW1L8tJLL+Ht7c2rr77qbFPaJHfddVcll4kcrVM/Lly4wMSJE+nVqxfz5s2rdkOvpVAH9cKSa9eZwb2jmb9yDz+v2kthsQFPdy29YsOZ8+adVVLeP1+whZT0fBQKgT7dIvj5v/dz46jeV8wuoQlq2YbFTqvHbSvNQH+ieWpCaKNGoQmOb5a5XY3t27czbNgwvv32W+6//35nm9NmSUtLo2fPnkycOJF58+Y52xyXp7CwkGHDhlFSUsKuXbsICXGu61KSJPTHf0Y05OCorlB2BASNJx697m/R8sdO+wlUeoSiCuhJbREmDcfe0FYddOUvYttEFEWefvppBgwYwL333utsc9o04eHhfPTRR8yfP58VK6o2BpC5hMViYfr06aSkpPD77787XbTBvl9h75nq6HWqhK5jy9esd2o9bl3UCAS1O44Qb/t9g4Aueny7CQX84YcfSEhI4OOPP3bqbWh74e677+bGG2/kkUceIS+vcUX42zqSJPHEE0+wceNGlixZQo8ePZxtUgVKj1A0oYMcOKOAKqAXKu+ODpyzfjj12y4otbjFTgOlhqaItyhJ2ESRowWhKN3bR/upoqIiXnnlFe644w6GDh1a9wkyTaY8ysRgMPDss8862xyX5L333mPu3Ll8/fXXXHvttc42pwqa8KtR+VWtNtpwBJReUeg6jHLAXA3H6cs0pZs/HnG3lcV2N0a8BRRKLf9beJhrb7qPrVu3OtpEl+Stt96iqKiId955x9mmtCsiIiKYPXs2P/74IytXrnS2OS7FokWLePnll/nnP//psq47QVCgi7kBVWC5O7VxC0aVXyxuXW52WtNgl2gWDCCJVkxpO7FkJlB7h/dy7GOUPjHoOo7BbFMyYcIEEhIS2LRpE/369atyRlZRHqcyL5BWkE1GUS4WqxWFQsDP3Ztw3yA6BoQRGxzlFLeDJEmYLyZhOH0Yc2oS5oyLSFYzglKFOigMTUQMus490MXEcebsWXr27Mlrr73G66+/3uK2tnckSWLixIkcOHCAo0eP4ufnhySJ2IrOYytJxVZq7y6EJIJCjdItCIVHCCqfGJRurp3EI5qM6I/vx5xyFtPFJGzFBQAo3DzRRkajieiEe8/+KD0q157esWMH1157Lbfccgvz5s1r0dC4xmItTMKYvB7Jqqd+mgMoteg6XIfav2tzm1crLiPc5YimQiw5R7DkHEGqqfmvoELl3xVNUN9KiTbFxcVcd911JCcns3XrVrp16wbA6cwLbD19gIv5WfYPVFlG1uUoBAFRkvDQuDE4pidDOvdGrWz+X1NJktAf2k3hlt+xZKSAQlGWMnbF26JQgCii9Avkl6MX+Gzjbo4eO467e/trNeYKpKam0rNnT26ZOoXP334Cc9YBJEspl+cnXKJcxOz5BZrQwah8olvU3rqwFRdQuGklJQlbkSxmUChBtFUeVPYZRKHEvfdgfEffjDoojLNnzzJkyBB69OjBunXrKnVbcnUk0Yo1/xTmrMQrKopWFnKFzh91cDxq/ziEerRJa25cTrjLkSQJyVKMrTTL/osoSQgqLQq3YBQ63xp3cXNzcxkxYgTFxcX8uWkjhwvOcyT1LAJCFbGuCQHw8/Bmcr9RRPo13464tSif3KXfYjx1GHuub932SQCSRKm7L11nvoQ6uP0kGrkaS3/5mijVWbpGh9RaoL8ydkFQ+XdHFzWyxXsVXkn5wiF3+Q9IFpNdmOuDQgGCgOaaCVz71D8QgZ07d7bqGHfJasSmz7Z3f5dsIChQ6PxQugcjqOrX9LilcFnhbgqpqamMv2kCNzx1F94BfvUW7Mspv9Wb0m80vSI6O9pEzJkXyfz6XURjaf2/LJejUCAolATd8yxunV1n5769YMk/g/Hcamw2K0plY1xrAoLGG/dutzitU5MkSRSsXUjRtrXU21VQzRybkjMZ9q/ZdOkW53AbZaqnTQp3qcnAlxsXU2wsRaFsemjgrQPHEhcW3XTDyrDkZpHxxRuIRkNZx+lGIgigUBL60MtoO8ip7i2FtTAJw5kVND0mWEDQeOEeNwOFuuVdXvnrFlO0eVWT55EA954DCJrxBIIcltoitLm/siRJrDy4Bb3V5BDRBlh2YCNFhqqF0xuDJIrkLPwc0dRE0Qa7a0W0kb3gM/t8Ms2OaCnFcG4NjknkkJDMxRjPr6+zrZajMZw+7BDRBvta3XA0geLdfzlkPpm6aXNFm4+mneNU5gUATHojmxeuIiMphfRzKeiLShg1YyKj76jc9VySJHav+ou9qzeRn5mLm5c7cVf1Y8w9k3Hz9MAi2lh1cCt3DKlatbChFG3/A3NqMgAlJgufbD/Iscw8jmbkkWcw8fSwvjw7Ir7KeRabyA/7jvProTMk5xejUSqIDfTl1esGMiAK8tcuImCSa4ZgtSWM5/8E0cLmvadZuHofuw8lk5pZgI+XG/26R/HSw+MqNf/wHlhzvHdsx2ASfnsFW2ES1vyTqP1bxtUgGg3kLP4aBIEdSWksPXKOhItZpBfr8daq6R0WyNPD+tI77FIEjCRJfL/vBPMSTnCxsAQfnZZxXaP4+6j++LjZNyPz1y7ErVsf1P7BLfI62jNtSrglSWLjiX0Vj/XFJSSs20pIdCRxQ+LZv25btef98e1idq3cwNDJ4+jctztZKels/Hk5aWeSeei9l1CqVJzJTiGtIJtw38Yn+IgWM4UbL6VL5xtM/HzgFN2D/RnXrQO/JFbfcNQmijzy20b2pmTy6JBe9I8MxmCxcjg9F73FCpJEyd5N+Iy6CZVP690ccnVs+mxshecA+GbxdvIKS3ns9hHExYSQk1/CJz9t4rr7ZrP000cZOcie5LHhu6erzLPvyHle/mAZN42+VJrBlLoTlV+3FgmjK0nYglhir5Q3f/9J8g0m7h/UndhAX/L0RubuOcaUH37nxxljGRodBsBbf+7j273HefiqngyLCeN0dgEfbk3kUHouS+6dgFqpANFG0dY18gKiBWhTwp2cm0a+vqjisW9wAC//PBtBECgtKq5WuIty89m98k8GTxjNuPvsDYg79+uBp48Xiz/4mgN/7mTg+OEoBIF9yce4OX5ko+3TH9mLdJlLI9LHg0PP3Y4gCOTpjTUK9/f7TrDpbCqL77mB/hGXfjiu7VK5AmLJ3s34jpnSaPtkaseSfZDyTbwPXppWUaO5nDFDuxM/5S0++G59hXAP7h1dZZ7vluxEEATunnRVxTHJXIitOAWVd4dmfAV2V13RzvWUu3reHH8VgR6VIyZGdo5g5BdL+GzHYYZGh5FRXMp3e49zz4BuvHLtAACGx4QT4KHj6eVbWXzoDLf36wqiSOn+bfiNvxWFzrWiMNoabcrHfSwtCcVlKxZBEOpcwVw8eQ5RFIkd0KvS8a6D7GUaj+/YD9jT6o+mnWuSL7L00G5ooH0A3+09zuCokEqiXQVJovTgzkbbJlM7kiRhyTtFueBdKdoAnu5a4mJCuJhRUOM8xaVGlm1IZFj/znSOuvz9FLDmn3Ks0dVgyUjBlp9T8fhK0Qbw0KiJDfQlvci+r3MgNQebJDGqc+WFwnVd7C6hNSfPVxyTrBYMpw41h+kyl9GmhPtifma9+tddjs1iTzJQqSvffChUSgRBIPP8xYpjFpuVvNLau2jUhD0z8ly9YrUvJ62olIuFJcQF+/Lepv0MnL2QzrN+ZOycZSw+dKbSWGtelrxJ2UxI5kIQa29AXVhi4OCJi3TvHFrjmN/WHaDUYOaeyUOuvAK20gwHWFo7ptSkOscUGc0cycglNtAXALPN/h3RXBH2qFIqEIATWfmXDiqUmOtxDZmm0WaEW5Iksovz6x54BUEd7D68C8fPVjqecvysPTmhqHI0SWZR46rCiaXFiPqSBp+XUawH4LfDZ1l/6gJvjL+K7267jthAX15YtZ0FByqv0iyZqY2yT6Z2bPqcOsc8/+5vlBrMVfqlXs6Py3fj6+XGpGurFt4XDblITY00qgNLeoo9K7IWXv9jNwaLlSevsdtYLuAJF7Mqjdt/MQsJKDCYLh0UbZjTziPTvLQZH7dVtDV4tQ0QGhNFx56xbF/6B4ERIXSK70F2SjqrvpiPQqFAUFR2ZTz7wvOc3nWwwdeJ8NQx/6bBDT6v3DVjstr47rYxRPrY2yoNjwnnpu9W8fG2g3b/YhmiUd/ga8jUA5up1qf/88VqFq1J4L8vTq0UVXI5x8+ms+/IeR6ePgydtroeihLxfXphMFkdYHD1vDS4C6OjglAqqnfRfbD5AMuOnuONcYMrokp6hPgzOCqEObuP0inAh2Ex4ZzJKeDVtbtQVuPuszkodFamZtqMcCuasBt/60uPsOyj71n03hwAlCoVV08aw7mDxzGWVBbCwYMGMSC6e4Ov4YUVyKpz3JX4loVadQrwqRBtsPvHR3SK4PMdh8kpNVzyVcoJEM1DLZ+vWXPW8t9v1vP64xN45LbhNY77cfluAO6t4ia5xI0TJ2K11fh0k4lUFiEIxmqfm701kU+2H+LFkf24d2Dlz/jnU0fywqrtPLF0M2B3mzwwuAfbk9IpMlV2IclJOM1PGxJuBVqVBpO1dj9kdXj6enPXv56ipKCIkvwifIP9UWk07F29iR5D+1cae++dd9MluPoVVW2IJiMpbz7a4PM6+nnhpq7+bSpfjV/+o6X08m3wNWTqRlB7VHt81py1zJrzB6/MHF+ri8RssfLL6n306x5Jn24R1Q9SqHnr7XebNSQw/49FFG37o0oBqdlbE5m99SDPDO/LE9dUdeMEerjx/W1jyCk1kF1qIMLbE51ayfyEk9wQd1kjAUFA6S2HpDY3beanURAEwn0DmzSHp683oTGR6Dzc2bd2M2aTicETR1caE+7TuDhuhVaHqhGJCSqFgrGxUZzNKSSl4JKPXJIkNp9Lo6OfF/7uZYWKlCrUgWGNsk+mdpTuVd+7d79ex6w5f/Dig2N5ZWbtyVmrNx8ht6CUuyfVvNpWugc3exy3Jjy6imh/vO0gs7ce5G/X9OGZ4fG1nh/o4Ub3YH+8dRp+2n8KvcXKvQMvTxwS0EZEO9psmStoMytugCj/UJJz0yuF7J1OOIzZaMZssN8eZqekc3R7AgCxA3uh0WrZ94e9+YJ/aBDGUj2n9x/hwPrtXHf3ZMI7X1pN+Lh54q5tfDU3XUwcJQU5lYpKbTx7EYPZSonZAsCZnAJWH08GYHSXSNzUKp4fGc+mc6nc+8t6nhkej5dWzS+JpzmemcdnU8riygUBbWQMgoPS/GUqI6jcEDTeSGZ7nsAn8zfy1pdrGDM0jvHDerDncHKl8VfGb/+4YjduWjXTr698B3fZFVB6Nn+lR21U5YJpc3cf5X9bEhnZKYLRXSLZn5pd6fnyENTyTfCOfl4UGc1sOpfKwsTTvDiqP71CL6sxLolo5Lo5zU6bEu6+UbFsObW/0rFVX/xMQVZuxeOj2xMqhPuZuW+jCdGCJLFr5Z8UZOUiKATCYjow45XHiBsSX3GeAAzo2HDf9uV4DBhOScKWSsdeW7uL1MJLmzm/nzjP7yfsu/JbH59GlK8nHf28+fWu63l3037+sWYnFlGkR4g/X0+/lutiy9w2koTnoFFNsk+mdtRBvTGn7gAk1mw5CsCGHSfYsONElbFF+z6s+O+LGfn8teskt90wAB/PmhJTJNQBPZvB6sqofAPQduqOKekkSCIbTqcAsPlcKpvPVY1ISv7HvWXWwbd7jpFaVIpCgJ4h/nx1y2jGda2cMKT08UcXI1cJbG7aXHXAn3ev5Vz2xUZFmNSGQhB4duydeGgbnxEmSRLpn7yGJSu96QWmrkChcyfy5dkIaucXeW+riBY9pYe/dvh7V96/0L3rVAfPWz36Ywlk//SJ4ycWBHzHTcdnxATHzy1TiTbj4y5nXI8hOKJr/JWM7DagSaINdj+8/033NMMXH/wm3imLdjOjULujCavZR914BLRRI5ph3upx694fbafujo1AEhSofAPxunqM4+aUqZE2J9yBXr5c232Qw+ZTCAKh3gFc07mvQ+bTxXTDa+jYWsPLGoSgQNe1Dx7xcqf3lkATOhCFWxCOXBxowoegdGvaxnpDEASBwKkPIihVjvscSiIB02eikBcPLUKbE26Aqzv1pm9U05t5KgQBT607MwaPc2gDYb/xt6Hr3LPpXxpBgTo4nKBbH2kVzVnbAoKgsHf3VnvgCPFW+XVDE+q4hUb9rxtI0F1PgaBwiHj7T7oPXcdYB1gmUx/anI+7HFES+ePITvYmH0MUxUYJb4CnD3cNmYCPm2fdgxuIZDGT8+sc9Ef31T24BjRRnQm+51mU7o63T6Z2RHMx+lNLkEwNL7NQjiqwF7oO19bYP7UlMJw5QvZPnyBZLQ1uoScCCoWSgEn34jmw5Vw9Mm1YuAFKS0u5/tZJjLxnEhr3+oXxCYKAJElc06UvI7v2R9WMnd4lSaI0cQd5K+bZG7XW560QBBAU+I6bhvc118tZak5EEq2Y03ZizkzAahNR1bf3pFKHLnoMal/XCJuzFuaTu/QbjKePXOrkXhuCAiSR49kFxD/zJqE9qibsyDQvrVa4JasRyWoEAQSlrtpu2S+++CKffvop+xMPUKoV2Z10hNwSe3U/e7ah/RZRLNss1ChV9OsQx8Do7gR4+rbUS8FWWkxJwlaKd23AVlhWxEqhvNS/tSxhIt9goiiiK0MffAqVb0CN88m0LOt//5XETQuYedsoFEKZ6JWvoiWwr01B0PigCY5HHdgDQal1iq01IUkSxrPHKN61AcOJRPsiQlCAQih7DVKFoGujuyH0uopeE6czZdo05syZ40zT2yWtRrglScRWmIwl9zi20nQkS+VKe4LaE6VnOGr/OJQ+0Rw4kMigQYN46623ePnll8vmkCgwFJNekENWcT4WmxWFoMDX3ZMwn0BCvP1R1lE5rTmRRBFrbibmtGQsWWn221elCnVACJqIaMbfdhdaNzfWrl3rNBtlqjJu3DiKiorYuWMboiEHmz4T0VQEkoigUKNwC7BnRWp9W8VehE1fgjntPOa0ZGwlRSBJKNw80IR3RBMejcrbF4BPPvmEp59+moSEBPr16+dco9sZLi/ckiRhzT+J6eJWJEspl5ah1VH2nNqDNz5bw/pdZ9m3bx9qdXWV2FofX375JU8++SRpaWkEB8t9/VyBkydPEhcXx48//sjdd9/tbHNaFIvFQnx8PIGBgWzatKlV/Ci1FVzaQSpZjRjOrsSYtLZMtKH27tr25yRzCf+aOYLV3zyPSmjGUmstzC233IIgCPz666/ONkWmjM8//5zAwECmT5/ubFNaHLVazezZs9myZQuLFy92tjntCpddcYuWUvQnFyOZCqhdrGtDQND54d71FhRqdwda5zwmTJhAUVER27ZV3/hYpuUoKSkhIiKCJ554grffftvZ5jiNSZMmkZiYyIkTJ3Bzk3tNtgQuueKWRCuG00ubKNoAEpIxH8PpJUhi8xWnb0nuuOMOtm/fzoULF5xtSrvnp59+oqSkhEcfbXi53rbE+++/T3p6Ou+//76zTWk3uKRwm9J2IhpyaJpolyMhGnIwp+92wFzOZ9KkSeh0On755Rdnm9KukSSJTz/9lJtuuokOHZq3M7urExsbyzPPPMM777zDxYsX6z5Bpsm4nKvEps9Cf/xnADbvPc3C1fvYfSiZ1MwCfLzc6Nc9ipceHlepPdSj//6Zn1ftrTJXbMdgEn57peKxe/c7Ubo3rp62K3Hrrbdy6tQpEhMTnW1Ku2XLli2MHDmSdevWMXZszQ0U2gtFRUXExsYyduxY5s+f72xz2jwuV9bVnLmf8uiQbxZvJ6+wlMduH0FcTAg5+SV88tMmrrtvNks/fZSRgy6l2Lpp1az88vFKc7lV6usnYM7cj1vM+BZ5Hc3J7bffztSpUzl+/Djduzet1KxM4/jss8/o1q0b1113nbNNcQm8vb15++23eeihh3j88ccZOlSundOcuNSKW7QaKD04l/KEhey8YoL8vSqNKdGbiJ/yFj06h7Lic7tQP/rvn1n+50HSt75b+wUEBZ59HkZQte4NFKPRSGhoKE899RRvvvmms81pd6SlpdGxY0c++OADnnrqKWeb4zLYbDYGDx6MQqFg9+7dDq3vI1MZl/rL2opTKBdtoIpoA3i6a4mLCeFiRkHDLyCJWIurFotvbeh0OqZOncqCBQtwod/ddsOcOXPQarXce++9zjbFpVAqlXz00Ufs27ePH3/8sdJzZquFC7kZnEhP5kR6Eudz0zFZGt4fVsaOS7lKxNIs7L8lNddKKCwxcPDERUYMqlyJzGCy0GX86+TklxAa6M2NI3vz6qPX4+9zeZNXAVGfBX6uUSOiKdx+++1899137Nu3j0GDWr66XHvFYrEwZ84c7r77bnx8fJxtjssxbNgwZsyYwSuvvMINN93ImfxUEi+cIre0sNrxfu7exEd1pV/HbnhqHR+yK0kiktUAkoSgUFVbGqM14lKuEsOZFVgLz9U65qF/zmfJugP8+f0zFRuUn/60CYAene2NcrftP8vnP28mMtSXTT8+h6f7pboQKt8uuHWe2DwvoAWxWq1ERERw55138r///c/Z5rQbFi1axG233cbhw4fp1auXs81xSZKSk3n0X88zdOp4FAqhztgwAQFBgCGd+zDKAYXdRGM+lpwjWIsv2qPTpEtJeILKHYVHKGrfzqj8uyEoXGrtWm9cSrj1p5ZgK645Pvk/X6zmv9+s578vTuWR24bXOtfyPw9y90vf8/azk3jyzlEVx5XeHXGPneIok53K3/72N5YsWcKFCxdQyk2CW4QRI0YgCAKbN292tikuSW5JIQv3riO7OL9RKfABHj7cOmgsQV5+DT5XNOZhvLCpTENqK41RhkKDJnQAmtCBCELr+v64lI+bWv54s+as5b/frOf1xyfUKdoAN43ujYebhn1Hzle+RCv9ha2OO+64g7S0NLZu3epsU9oFhw8fZuvWrTz55JPONsUlyS7O59tty8ktLWx03ZI8fRHfbltBZlFu3YPLkCQJc+Z+So/NL9sng3rlgIhmzGk70R/7GZshp1H2OguXEm6FzpfqTJo1Zy2z5vzBKzPH88ID9Y+ZlSSu+AApELS+TTXTZRgyZAjR0dEsWLDA2aa0Cz777DPCw8OZPHmys01xOQxmE/N2rsZoNTdpw1ySJMxWC/N2rqbUZKjXeFPKRkwXt5T1cm34tUVjHvoTC7GVpDfCYufgUstPpXswlis2Jt/9eh2z5vzBiw+O5ZWZ19d7rmV/HkRvNDOod8fLjooo3dtOVT1BEJgxYwZfffUVn3zyCRqN3O+vuSgoKGDevHn8/e9/bzPVJh3J2iM7KDUZSDt3gT/nLyUrOZXSohLUGjUBEaEMnjCKvqPtjZZFm8iulX9y9sAxsi6kYiguxSc4gLir4hk27XrcPN0xWEysPryd6QNrbz5sTtuJJftQE62XQLSiP70Ej+63o9D5N3G+5se1hNsrstLjT+Zv5K0v1zBmaBzjh/Vgz+HkSs8P7h3NhfQ8Hnx1HtPG9aNTVBCCANv3n+XzBVvo3imUeydX7sqt9Ixo7pfRotx+++3M/uQjfvljOSExkaQX5mAwG0EQ8NZ5EO4bRIRfMJ2DIlHKcbWN5ocffsBsNjNz5kxnm+JyJOWkcTj1DADGUj0+gf70Hj4Y7wBfzCYzhzbtZsmH31KQlcvI227EYjazacFKeo0YRP9xw3D39iT97AW2LPqdk3sO8sj/XkWt1XA8PYnTmSnEhkRVe11rSRrmjD0OehV28TYkrcU9boZT28nVB5fanATQn1mOrTAZkJgw81O27T9b49iifR+SX6Tnyf/8wqGTqWTlFmMTRaLC/LlpVG+ef2AMPp7lyTYCSp8Y3Lvc3BIvo0XILy1i25lE9p09ilKtQiEoKrr5lKMQBERJwl2jY2B0D67u1But3Im7QYiiSPfu3enXr59cI6YaftnzB2eyUhBrkZK5L8yiOK+A5759F9EmYizV4+5duVfq0e0JLHr3K6Y++wB9Rw9BEARiAsO5a8iEKvNJko3SIz8gmYs5dPIib37+O8fOpJNTUIpOqya2YxAPTx/GjAkDLztH4odlu/j2tx2cTclGpVLSo3MYT98zmuuH9awYp40cgSakvwP+Ms2HS624ATTB/TEUJgGwek7dm0B+3u789N8H6jGz5PJvRn2RJIm9yUdZf2wPkiSiVNvfxitF237M/mXSm41sPXWAA+dPcHO/kXQOiqwyVqZ6NmzYwKlTp/j666+dbYrLUWQo5VRm3ZUq3b09KS0sBkChVFQRbYCIrtEAFObYGzBLksS57FTy9UX4uXtXGmstOItkLrKPLzYQGeLLLeP7Ex7sQ6nBzKI1Ccx8/ScupOXx94fGAfDWV2t57+t1PDhtKP9+ciIms4UvF27l1me+Zv5793PztfbemeaMfaiD41161e1ywq3yjkLlH4c17ySOqQ4IIKAK6I7Kq/WLlU20sXT/Ro6lJzX4XAmJEpOBn3atYUyPqxjaWW7yWh8+++wz+vTpw7Bhw5xtistxIS+j2uOiKNr7WJboObo9gTMHjjLhkdtrnSvp0EkAgjuEVTp+PjejinBbsg5SHvI3fGAXhg+snFR3w/CenE/L4/ulOyuEe/6K3VwdH8OHr1xqejH6qm7Ejn+dn1ftrRBuyarHWnAOtQsn6rmccAPookZRWpyCZNHTdPEWENQe6CJHOMI0pyJJEkv2b+REI0S7Yo6yv+eGY7tRCgqu6iQnkZRT7jW8PBIpOTmZVatW8cUXX8ituaohvTCnwh13Ob9/+TP71m4BQKlSccPDMxh0/cga5ynKzWfDD0sI79KRroMuLSgUgoL0gmzio7pWHJNsFmwldZeuCPD1ICe/uOKxWqXE27NynSKdVo1Wq0anvVwKFdiKkmXhbiiCSodb12noT/4KViNN6oCj0uHedVqbSHXdk3SU400Q7Sv54+hOIv1DiPBt/aVuG4M1P4eSxB2YLpzBfDEJ0VBiT43W6tCEdUAb1ZnFm/bg5eXFnXfe6WxzXZL80qJqfdvDp99A/7HDKC0s5uT/t3fe8VHU6R9/z2zNJiG9EkogQOgCCihFQAUbel6soOh51ivqne3OwzvBU6y/s96pnKKCoigiCBxSBATpJQQQEEiBEEL6JtnsZsvM749NQpa0TbLAbvi+ffl6yc53vjODs5+deb7P83m2ZbD8g/k4qu2Mumlig7FVFRbmzXgbVVW55akHPMypFFWhxFLuMd5lLWz0XBRFQVFUyiqsLFqdzprNB3ntqbS67Q/dPpbpby7h02+3MHnCIKrtDt78dC3llTYe8qgNUXBZGn+T8Bf8bnGyPkp1GdajS2uaKrQeOSiGoJ7XIxsC31OixFLOf9Z9hUtRyNxzkIx1Wzh+8CjmolKMwSYSU7ox7vbrSUzp5rFf3tEcVn28kNxDWcgameSBqUy892Yi42OQJIlIUycevDwN7QVUeekoyKN0xZdYD2WAVFNh19jXQJZBUTjl0jDwvj8RlCLeTs5k/tYVHC443uK47/79GbtWbeCJj18lOOy0eZy10sInz/4Lc0Exd//zceKTG4Yzi7Lz2PvNOoKDgzGZTFx5SRduH5/U4A3osRcX8NE3mwHQ6zS89PhN3HfzKI8xHy3cxNOvL6La7u6IFRFm4uMXpzF+RB/Pg0oyoUP91/nRf6PvgGwIx9T3DvSJlzZbVdkASYM+8TJMfe/oEKINsPHw7rpX+e3/W0dZQTEjJl/Bnf/4I9fcfxsWcwWzn5xF5p6DdfsU5p7k42dex+VwcctTD3DjH++mOO8UH/3lVSzmClRVpdhiZn9e05k7HQlVUTD/uJy8t5/FengvbsFWGhdtAMW92BurUSiY8xrFi+ageFEUciGh0+rwJoCU1Ls7ikuhNP/003KtaJedKmLazD81KtqqqhJsDCIhIQGNRkNpaSmlJUWN/i97/N6rWPfpn/jqjfu564YRPPHKQt6au7Zu+7wlW3n69UU8cOtolvz7Yb5+8wEmjOjDHY9/xOrNBz0nUxW/dt70y1BJfSRJgyFhBPqYwTiKf8ZR/DOKtZiG4RMJOSgKXVR/dFF9O0RopBarvZq9J47UvZJe99AUQsI9F2tShvbnrQens+Hr5fQYnArA2s+WoNFpmfL3P2A0uWN7iSndeOuh6fy0aCUT70lDArZl7WNwvRhiR0R1uSj6ejZVGVtavW+tTVLlzg1Un8gi7t6n0JgaZkVciESHhCNJUosil7X3EJIsERHvDsvVinZpfhHTZj5GQs/G279pZJkrRo/jyvufqvvMXphB9bEfGoztEh9Bl3i3x8mk0f0AeO6dpUy5/hI0GpnHX17ItBtH8sJjN9btM3FUX6594B3+NOsr9i55tt5skl+vafi9cNciaY3o44aijxuKqjhRrMVuu0ZJQtIYkYOiOpQPSX1+OZWDSzmd6nemaAMYgozEdEmoS6VyuVz8sj2DwRMurRNtgPDYKLoP7MPBLbuZeE8aKnDSXEyppZyI4IbzdhSKF3/SJtH2QFVw5OdSMOdV4h74G7LIhychLNojxr3knbkYTEY6904mJDyUqvJK9v+0k30bdjDqpokEh4XiqLYz9x9vkp95nKvvuxXFpXD84GlX0OCwECIT3BXOiqqSGBbtcUxv36KH9e/Khws3kXWiGFVVsVY7GNq/YTHPkH5d2LjrKJVV1XVOopLev78LAal0kqxFExx3vk/jnJFXVthocU19bJYqTmYeI3mg+2m79GQhDruDuO4NXz/juieRmX4Ah92BTu8u384zF3ZY4bbs3YZl54++mUxVsJ88hnnNIiKuvs03cwYw3aIS0MgaXIrbOrVLag92r95E+g+bsVmq0BuNxCcn1RXVAFSWlXPicDYA/5v9ZYM5L5pwKTc99hvAnVXSPSrRY7u3thU/7jiCLEskd47CWu0AYMfeHKZeP7xujKqqbN+bQ3gnE8FBtT/EEpqQeK//Ds4HASncFxonzUXNijbAsvfmY7dVM/ZWd5VZVYUFgKCQhub0QSHBNTm2FnSR4ciSTL65mP6JPX1/8ucZV1UlJd9+DMCm7JMs2pfJztwCTlZU0cmgY2BCNI+OHszAhKi6fVRV5Yv0w3y2+xDZJRVoNTK9o8N56NIBTEhJAlWlfMMKTAMuwZDU4zxdmX9g1OkZnNSL9OOHUFSVIVeOYsiVo5rdJyIumhlLPmhxblmSGNC5JyaDZ9hT0gYhGSNRbSUAPPLCl4QGGxnWvyuxkaEUl1lYtHoP36zazaN3jSc6wh3WumH8IOYs2oxer2XiqL7Y7U4+X7qdLXuymP7QNfVCIyqaEP+u+RDCHQBU2W3Nbl8zbzEZ67dy7QO3N8gqaTZOV+9GtTmq23mW/knljvV1C4rzdh2i1FrNby7pS6/ocEqqbMze9jM3fbKMT2+/isu6uws//vVjOm/9lMHUIb15evwwqp0uPtlxgHsXrOG9X4/j6tRuIEmY1y8jduofz+fl+QUjegxg9/FDPp9XVWFkj4GNbtPHDKb6uHvhcfjA7sz7bhufL92OucJKiMnAgF6JfDBzqkfJ+3//eScfLNjIF8t3MG/JVrRaDSldY5j9/J3cenW9qmpZiy6yz5mH9CuEcAcAUjPr9mvnf8ePC5ZxxZ2/YsT1E+o+N4W6W7bVPnnXx1ppQZIkjMG1T+NSs8cIVFRFoWLz6rqskZmTRhAd7FmAcXnPzlz+n294d9PeOuFekHGES5JieeGaS+vGjU5O5JI3v+TrvUfdwq0qWA/swmkuRRvWetP/jkRMaARjew9l/aGdPp33spTBxIdFNbpNF5VK9YmfQLFz5w0juPOGES3OZzToeOSu8Txy1/hmRknoogciafx7/cKv0wEFbkKNwY1+vnb+d6yb/x3j7phcFyKpJSIhBp1ex6nshhVmBdkniKzZ7kYl2BDUYFyg48g/jqu8tO7PZ4o2QLBeR6/ocE6Wn/6B08oyoUbPL65Rq8FQ828dqor10B7fn3gAMjrlIjqHx/okE0OSJOI7RXF576a9hSSNAWPX5gS4TUdG0pkwJI5seeh5Rgh3AJAYHo18xhdi3RdLWTf/O8beeh3j75jcYB+NRkPv4YM5sHkX1VWnQy1lhcVk7T1E30tPfykUVSUhPLrBHIFO9YnsFseU2+zsyy+mV3R43We/uaQv64+e4Mv0w5it1RRUVvH86u1UVDv4zcV9T+8sa7DntXyMCwGNLDNlxNXEhUa26+1NkiSiQ8K5c+S1LRaFaSNT0YT1AJ+9LaoYu09E0hhaHnqeEaGSAKBzRKxHytVPi1ay9vMlpAztT++LB3qkUoF7ZR9g/JTJfPD4Xj57/m3G3Hw1TruTHz5fjKlTCJf9yrOTUGIHLHt3FOSCrAHF1eSYv3+/FavDyR9GnfbH+O3wfhi1Gp79fgtPL98EQHiQgQ9vmcDFXeplNCgu7Hk5Z055wRKkN3D3qOtZvvcn9uYe8abrYwP6JSRz3aDRGHUti6ckSQQlX0PV4W9QLPltOJonxm5Xoe3UreWBfoAQ7gCgV2wXjDo9NocdgF+2uzt+HNm1nyO79jcYX7tiH5OUwG9eeIJVnyzky5fed5e8D0pl0jM315Udq4pK59AoQgwNs08CHbW6mua+zK+v3823+zOZMXG4R1bJgj2HmbFqG3dfnMq4HknYFRff7D3K/V+v5b20cVze43QzDqW6+YXjCw2DVs9NQ8bTP7EHK/dvocRSjsvpQqNt/Om51qAq3BTKxH4jSE1IbtXxJI0OU+9fY8tehbP0lzacsQSyFmP3iegierVh//ODX3uVCE6z+sA2Nh/JqHP38yXz//kuI/sN4W9/+xspKb5zRCu3WjhpLuJUeTF2lxO5pitPQngMcaGRZ90fpfjbj6ncuaHRJ+43NqTzxoY9PHn5EH5f72nbbK1mxNtfcevgFGZO8ox13jZvBSfMFjb+/rRxkS6uM4mPvHD2LiKAUVWVt+a8z/qMrYy7fiJma2Xd3SsBEcGd6BIRx8CkXiRHJ7Y7Pu4oPYwtZw24bLTc5d29XdOpO8ZuVyLrA6sSVjxxBwijeg4i/dihFlMDW4MsSSSFx/LAHffwyssvM3fuXKZOncr06dPp1attTx9Ol5P9eZlszdxHfk2nbkk6nbVSm4+u02gZ3KU3F3fvS2zo2enxpw2PatSHpFa0Hxsz2EO0AY6WlGNzuhiU0DDmPyghiq3HTmGxOwjW60CS0EZ2nB6mvkaSJFZ8tRi73c4jb9yBw+WseWtUMWoN6LS+lR9dRC+0Yck4S49gL9yDUnWqpoHwGWiM6CJS0MUMRmMKzBChEO4AIUhvZPLgsXy5faXP5tTIGm4aOoGw0Tfw0IMPMnv2bF566SXmzZvHlClTmD59On36eJ/PmlN8km93r8NsrfRYLlJVtcGbgsPlZFfOAXZk/8yI5AFMSL3E519kbXzXBl/ctzbu4Y0Ne/jjqEE8NuaiBvvE1fg17z5RyM2DTr99qKrK7hNFhBn1mHS15ymh79y6V/sLiYqKCn744QdeffVVwP1jrdOcXcmRZC26qFR0UamoqsttjWGvQFUVJI0e2RgVcE/XjSGySgKIvAOZbFiw3CdzyZLELRdfSViNWVJQUBCPPPIImZmZvPnmm6xdu5Z+/foxdepUDhw40Oxcqqqy7tBOPtm0lHKrO63Om4BO7YLrtqz9/Gf91xRXmtt1TQBOp5M1a9bw8MMPc9HE63C6Tgv37K37+b8f07m8R2fGpySx60Shx78AncNCuLpPV+anu+PcP2aeYPXh4/zum/XsyC3gvuH9Tr/SqwrGboETFz3XfP/999jtdiZPbpj1dC6QJA0aUyza8J7up/FO3TqEaIOIcQcMy5Yt4+abb2bs2LE8/X/PszFzDxJSq2PesiQhSzK3XnIVKbGNd88GqK6u5sMPP2TWrFmcOHGC2267jWeffZZ+/fp5jFNV1R1/P5rRpuuqf15GnYF7R99AZHDrrHjtdjtr1qxh4cKFfPvttxQXF9OtWzfS0tK4r0c4pvwsUBRum7eCrcdONTlP9jN3A2Bzuvh0xwG+2ZdJblklWo1McmQn7h6Wyo39k+uEWxsRQ+KfX0aSxfNPY0ybNo309HQyMtp3bwgaIoT7HKIqDlSXHXdnHgOSlx7jX331FVOmTGHy5MnMnz8fg8HgEZbwhlrrze5Ridxw0VjCTaEt74RbwOfMmcOsWbM4fvw4t9xyC88++ywDBribCuw5/guL09d7NVdLyJJEuCmUBy9Pa/GV2mq1snLlShYuXMiSJUswm8306tWLtLQ0br75ZoYOHYokSVQfO0L++//0yfmdScR1U+l02VUtD7wAUBUnquJwr2VoDLhcLuLi4nj44Yf55z/Pzt//hYwQ7rOIqiq4zFk4Sn/BVXmyris1AJKMbIxCE9oZXVS/Jh3P5syZw3333ceUKVOYM2cO2npxYIfTSUbuYbZl7aOwsgxwu6nVD1TUhiN6xHTmku796R3XtU2r93a7nY8//pgXX3yRnJwc0tLSePKZv7A2fy85h7NYM28RBdknsJRXotPriOocz/Brx9U5wtXSXEcecK/1j+w5iKv6NSxhtlgsLF++nIULF7J06VIsFgv9+/evE+sBAwY0em1FX8/Gkr658YWqtiDJ6GITSfj9c0hnOWbrr6iqC2dZJs6yI43c21oqnQbe/3QxN057kiHDm+41KWgbQrjPAqqq4ijejz1vM6rDQvOpSe5tsikOY9fxaIJP20m+9dZbPProozz00EO8++67Hr34zjxecaWZPHMh+eZibI5qJEkixGAiISyazhExTZbNtxa73c7cuXN54YUXuOiGyxk8fiTZ+w+zb8N2uvZNoVNUOPZqOxnrtrJvw3YmTL2Ry2+7DnB35Jn9+Czik7sw+uarcdodrP18CdbKKh5+81mPllZ/mHAbkcGdMJvNLF26lIULF7JixQqsVitDhgwhLS2NtLQ0UlNTWzxnxWoh781ncFkq6rratB0JZJmE3/0DfULj5v8dGVVVcRRmYD+5xe2H38S9raoqLkVFq5HRhHbF0HUcGuPZyR66EBHC7WMUeyW27O9xVbTch88T9xdAH3cxusSRzJr1MtOnT+eJJ57glVde8btuHGZLBW+u+aLZauPZT8yioqSMP3/0MgALXn6frL2HePSDF+qaO5QVFPPWQ9MZecOVTLzHnR8tIRFSBWvmfsuqVauw2+2MGDGiTqx79Gi9lar91AlOffCCu2CmjU/eiqoiyxpi7vg9pv7D2jRHIKNUm7FmfY9iyWvlnhJIEobEUejihvrdvRyIiFUVH6JUm6k6+AWuitw27O3+/bSf2sHupa8x47l/MHPmTL8UbYBDBTm0dFqmTiHINUU2tR15+l02tMmOPLWoqBQoFsxmM6+88grHjh1jy5YtPPnkk20SbQB9XGfiH5yOJiySFk+8EVQkquwOtkX0vCBF22UtxnLwCxTLyTbs7e7tWX1iA7ac1X7dyzFQEMLtI1Snlapfvq4JjbTvxkxJ0LNtyWtMnz7dL0Ub4HjJKc583FYUBZfLhcVcwbbl6ziyez+j0iYBLXfkKanZXktQiIlv//cdjz76KF26NJ390hp0sYkkPvoCoZfWLChKXtz+NeEpU59BfOaMYupfZ7B9+3afnE+goNgrsf7yNThttPfedhbvpzrXR92ILmAuzJWVs4Dt2DpUeyXtvbEBZFmmZyw4Sw+hi2w5hns+OFFW2CAVcdl7n7NjhftLqdFqueb+27nkavfCVGs68tRy0lxEVEh4g/HtQdYbiLxuCqGXXknltnXuRgvWWktXqSZiVXNdWh3BA0cQOnIChqQePHe7nTWbt3HLLbewa9cuIiM7fsxWVVVsOatQfSDatTgKdqMNS0bb6cJbI/AVQrh9gNOchbP0EOu3H+bL5TvYmpHNiVNlhIUGMaRvF56+fyJD+no+NTqcLt7/YgPzvttGZm4RBp2GPj3ieeHRGxgx2F2NZ8v5AU2nbsha//PKrrRVNfhszC3XMPSq0VjMFRzalsHyD+bjqLYz6qaJdWO868jjHlfRyDF8hS4yloirbyV80i04S4uw52WjVJpRVRU5KBh9Qld00QlI9fxU9Ho9CxYsYMiQIdx9990sXry4yQXjjoKz5CCu8hwyDp1g5r+X8fORkxSVWTAadPTqFsP9t4z26DLT6eI/NTlXr26x7Fz4V0DClr2S4AH3dNgG32cb8bfmA6pPbgckPvz6J0rMFh6+YyypyXEUlVby9mfruOKeN1j0zkNcfom7ys7lUpjyxEdsSc/k0WkTGDEoGYutmvQDuVis9tMTK3YcRfsxxF/c+IHPI43FKcNjogiPcbvs9b7Y3XJq9affcNGES1vZkceNcg5ioZIkoYuMQRfpnWdFt27dmDt3Ltdffz2vvfYaTz311Fk+w/OHqqpU528DwFxhJSkunJsnDSUxNgyL1c6C/+3kgb9/xrG8Ep66z/3jvHrOow3m2bEvh7+8/i2Tx9e2IVNRHZU4Sw6hi+5/ri6nQyGEu524rEV1q+yvP51GTKRnYcuVl/Xlopte4PU5q+qE+70vN7Bq0wFWfvgIwwd2rxt79eiGN7GjIB193DC/i3XrtTqsLfSpTOrdnR0r1lOaX0hCSrdWdORxi4ZBq2sw1h+47rrr+Mtf/sIzzzzDyJEjGTt27Pk+pbOCqzIP1ebuIDTm4hTGXOzpHHnNmP7k5JXw8aLNdcJd/36uZc43m5EkibturJ+bL2EvSBfC3UY69nveOcBlzqZ2ke5M0QYIMRlITY4jN7+s7rP3vviRUUN6NnqTn4nqqESp6WbtTzTVC7A+WXsPIckSEfExrerI05pjnC+ef/55Ro8eze23386pU02X0QcyLnMmLUlEVHgwWm3TYyosNr5dnc7ooT3p2aX+W42KYi1EcZy9cFhHRgh3O3FZmv/Smiut7DmYS9+e7sKa3PxScvJK6JeSwIx3l9Fz4rNEjHic4be+xGdLtzU6h1Llf8LQOTy2rp3aknfm8v1HX7Fv4w6y9x3i5007+erVD9izdguX3XhVXWHN+CmTcdjtfPb82xzeuZcDm3fz2cy3G+3IIyER18l/hVur1TJ//nxcLhdTp07F5Wq6y06g4r63PXPeFUXB6XRRVFrJ7K82smbzQR6bdkWTcyxcuRuL1c60XzXex9Ef7+1AQIRK2onLVkRzq+2Pv7wQi9XOE/e6hSmv0O2AN3/pdhLjwnjtqTQ6hRj5ZNEWHn5uPg6Hi3tuOt1dHElGsfrfE3ffhGQ2HkkH3K3Sdq/eRPoPm7FZqtAbjcQnJ/HrP93rUfLuTUcecHuW9IztctYtQNtLQkIC8+fP56qrrmLmzJnMmDHjfJ+ST3FZixp89ueXvuajbzYDoNdpeOXJX3Nv2mVNzvHp4q2EhwZx44RBjWyV3G+TYcIat7X49zcjEHA5m9z0/H+Ws+B/O3n1yV/XZZWoilvkbXYHX7/5AF0T3CllE0b04fK7/o+X/7vSU7hxG/j4Gwnh0SSGRXPSXMSQK0cx5MpRXu2XmNKNu5//c7NjFFVlePfAiH1OmDCBGTNm8Pe//51Ro0YxceLEBmNUVcVsraTcakFRFfRaHTEhET73H/c5asP77vF7r2Lar0ZSWFLJig37eeKVhVRZ7TxyV8OO6weOnmTHvhzuv2U0RkNj6xUSqsvRyOeClvDzOycAaCIdbNYHK3j1w1X8/XfX8uBtY+o+jwxzZ1f07h5XJ9rgzm644tJUXp+zmsKSCs94uTeFIueBcakX8/nWFT6dU5Yk4sOi6RHTueXBfsIzzzzDxo0bmTp1Krt37yYpKQlFVThScJydOQc5VpxPtdPusY+ERGRwJ/ol9mBYt1Q6BfmhT3Qj912X+Ai6xEcAMGm02+L3uXeWMuX6S4iO8LyGTxdvBeDuJsIkoLqbOQtajX8qQgAhG8IbfDbrgxXM+uB7/vrApLoQSS3JSVGYjPpG56pNsZPlehkkqoJsaJ0/9bkiJbYLg5N61bUl8wUSEr8aMs7vsmiaQ5Zl5s2bh9Fo5LbbbuNgXhZvrf6CL7at5EjB8QaiDe6y/mKLmY2H03lz9RcsSV+PrYUsnXONrG/5vhvWvytOl0LWiWKPz+0OJ18s38GQvkkM6tPUj7CKrO/kgzO98BDC3U7cbn6nRebl/65k1gff8+Rvr+KvD1zdYLxWq+HaywdwKOsUOXmnY9eqqrJ600GSk6KJCvd8ctEE+29fw0kDLiM6JMxnQnvdoNFE+7ha8lwQHR3N/C+/IPbiXizYuZoKW00noBZy0dWaf/YcP8y7a78iu6i1Bk7eoSpOFKcV1Wnz2itEExzf4tvejzuOIMsSyZ09F5KXr99HcZmFu25s6mm75himOK/OReCJCJW0E01IEuB+JXx73lpeeO9/XHlZKpNG92Pb3myPsbXpf9MfvobVmw7w6z++z18fmERosJFPF29h7+E8Ppk1zfMAsg45yH8bmhp1eu667DrmblpGUaW5TV3oazv5XDtwFBd19b7HpT/hdDnJpIwhV7gX6lr7t6CiUlVtZd6W5dx6yVX0juvWrvNRFSfOsiM4yzJxWU6i2itOb5S1aExxaEKT0EX1a/KNThOahKNoLwCPvPAlocFGhvXvSmxkKMVlFhat3sM3q3bz6F3jG4ZJlmwlyKDjlqsbpnnWImlNSH76NunvCFvXdqKqKpZ9c1Dt5Vz7wDts3HW0ybHlO/5V998/HznJP95ZyqbdR3E4FQb2TuSJe6/imjH1F+UkdLGDMXYZd/YuwEdUO+2s2r+VXccOtqqlmoREiDGIGy8aF1Bx7fqoqsrXO9dw8GR2m364zkSWZO4dfQOJ4a3/wVZVBcepXVTn7wCXDW+84DVhyRi7jGsg4KripDJjNriqmbdkK/O+28ahrFOYK6yEmAwM6JXItF+N9Ch5B3fK64Abnue2a4bx/oypTR5bnzACQ2LzT+SCxhHC7QPsBelUH193FmaWCO4/DdkYcRbmPjtkFZ3gx192k1N8skkBlyUZRVUw6vQM69aP0b0GY9A2HvcPBPbmHmHR7rU+m6924fLBy9PQarxfvFNsJVizVqBUFbT6iEgyhqSx6GIGeYS9bCc2YT+5rS1OuC0cUiZ4wL0dpnnvuUYItw9QVYWqA/NRrM3ndLcWffxwDJ2bzpH1ZworSjmUn8Oug3vJzD9OYlJntBoNYUGhdI6IoUtkHH3iurdKmPwRm8POm6s/p9rp4GTmca9auOX8fJj0NZs5mXmMgpw8XE4nj81+kYi4aI+5x/UZxtjeTYca6uOynKLq8EJwOWjPPaiLHYIhaSySJJGXl8cffv8QM++9iKT4CDSy79TbkDQWfZx31yZoiIhx+wBJkjEmX03Vgc9B9UUFnYRsjESfMNwHc50fYkIjiAmNYP8PW3n7d89SXV3t0S+zo5CRe5hqpzsX2WapIiw6koFjhnu0cPvmXx9RVlBc18Itc89BMvccIL5HFwwmI9l7f2l07q2Z+xiVMhhNCylziq2MqsPftFu0wW25Kmn0fLHqFx577DGMRiPFD95JN/lku+d2IyEHx6OLvcgHc124dLxv0nlCExRFUM/JWI8uqfFzbutNLiHpQwnqdVOHsLzMzc0lISGhQ4o2wPas/XX/nTywD8kDPRdX+1wyiLJTRez8/sc64b78tusYf8dkAH5atLJJ4bY6qjmYn03/xJ5NHl9VFazZK8Blx1dve7a8Lbz72ptMnjyZN954g8jISBwlB7FltTdnX0IyRmBKuRHJT2sTAoWO+W06T2jDuhPU69fYMpe12XheDo4nqOf1yDrfNPc935w4cYKkpIZdbzoCldVVFFvMLY4zdQrBYj6d1eGth7csSWQX5TUr3I7CDBRLvtd+2dCyF7yiqHz33yeIHf67OoHVRaaCrMWW9T0oTtpyb2tCkwjqcR2S1tjqfQWeCOH2MdrQJIL7343t+HqcJQdoflW/HpIGQ+dR6GKHBFTxSUvk5uZ2WOE+WdbQywPcRkzujj5V7P9pJ0d27+faB+9o9fyKqpJb2vRCo6oq2PPdbdS89cv2xgteq5HR4sRZloku4rSVqy48BU3/eGzH1uAyZ+H1vS3r3Auf0QM61L19PhHCfRaQtEaCkiehJIzAXrQXZ/EBVGfj9pWyMQpdzEB0UX2RNIZzfKZnn9zc3Eb9OzoCxRZzo5kzzbVway0llvImt7nM2TU9Tr33y/beC17CUZDuIdwAsj4EU8qNuKoKcRRm4Cj9BVyNV3zKQdHoYgahi0xF0gRu1pA/IoT7LCIbwzEmjYGkMSiOKhRrIaqrGpCRdSbkoBgkjX82C/AVHfmJ26W4kKTTLSpr8aaFm/fHUJrc5jRn4S5+bnpMVHgwRaWnwzTee8GruCpzUV2ORu9RjSkGTbcrMHSdgOqoQKkqQlXsgIykD0FzAdzb5xMh3OcIWWdC1rWvGi7QKC8vp6KiosMKt1bWtrqFW337Wm+wVlWRmJhIQkICiYmJHv9eP9BBiK6hX7aiqJRVWFm0Op01mw/y2lNpwGkv+KvH9GfGu8v4dPEWSsxV9OoWw6PTJjD1+oZZTIq1EE1IYpPnJ0kSkr6T8Bw5xwjhFpw1cnNzAejcOTArIlsiKiTMqyW6+i3cWivcIRojDz74IHl5eeTl5bFjxw7y8vIoKCggf+NLgOdTbXN+2a32ggdc1uJmhVtwfhDCLfApqqqg2EpRnVbK8w/Rr2cCSZ075hc/Mcy7kvT6LdxagyxJDO7dl2vT7m+wzeFwYMt4t8Hnzfllt94LXqrJIBH4G0K4Be1GddlxlBzCUbwfpaqwrgipfxhs+fIpKFuG5UAMuqh+6KJSO8wirMlgJDY0goIKd0PdJe/MxWAy0rl3MiHhoVSVV7L/p53s27CDUTdNrHvatpgryN7nzt2ubZ58eOc+gsNCCQ4LofsAdy64oqr0bMK/RafTYWskq6M5v+zWe8GrfusFf6EjhFvQZlRVwVGQTnXeZlCa6WSiKihVp6iuOkV17gb0iSNqOtcHvigMTx7A0owNgPct3AqO5bHg5fc95ln23ucAdB/Qm9+86BbuEEMQvWK7NnlsSR+Kam866wTcftkfLtxE1olihqQmtc4LHvzWC/5CRwi3oE0o9gqsmctQLPmt21F1Yj/xE87SwwT1uC7ghWFA5578cHA7VXab1y3ckgf2YcaSD1ocd2nPQc0W62iCE3DaK2gul7q+X3atF/ziNXvIySuhW6L7qbs5L3jZ5L9e8BcyQrgFrUapNlN16Ku6HOI2zVFVSNXBLzD1uTWg3A/PRK/VMXnwWL7cvtJnc0qSRFxoJCOSBzQ7ThPaGWfpIcB7v+zWeMFLhnBkncln1yXwHcIdUNAqVJcdy8/zaoz523vrSEi6YIL73RnwZdBL0teTfrxxz5HWICGhkWXuG/srYkMjmx2ruqqp3DMbVGer/LK984IHQ9Ll6OOGtPuaBL5HCLegVVhz1uAs2ofv7GsltJGpBCVP8tF85weXorBw5xoO5me3eQ5JktBIMlNGXEP36ASv9rEdX4ejYA++tBMGQNYRMvC3Af+D2lERwi3wGldlHlWHFgC0ytSoFlVVueaBd9i0O5P7bxnN60+n1W0L6pWGtlOXc3IdZwtFUfjh4HY2Hc1AkiSvezuC2/Uj3BRK2rArWtX5RnXasOz/BNVpbcMZN42h25Xoo5sP1QjOHyLGLfAae8Fuao2FvDU1qs8HCzaSebwxYyYJe8GugBduWZa5st8I+sR3Z1nGRgoqSlBcLuQWmkVoZJnhyQMY12cYOk3rvpKS1oix+0SsRxa359Trz4imU1d0UWd6lwj8CfHELfAKxVGFJWM2Lb2ST7jnDfILzfy87B8en+fklXDp7a/w/owpTH1yToMnboDggb9F1reustBfsVqtDBs7kpsfvJvo5ETKqio8tus0WuLDouibkMxFXXpj1LUvt91emEH1sR/aNQdIyKYYTL1vFqZQfo544hZ4havyBN7EUc80NarlkRe+ZPyI3kweP6jpY1TkIkf1bc9p+g1Lly7lwI4Mpsy9ltTUVKoddsptFhRVQa/VER4U6lOLU33MICSNHlv26poCqDb4ZYd1Jyj5GiHaAYAQboFXKFWnaMyJrjlTo1o++XYLu/YfY9tXf2n6AJKMq+oUug4i3J988gnDhw8nNTUVAINOT4zu7AqiLjIVTXACtpzVuCqO47VftkaPsct4tJGpwi87QBDCLfAKxVZGY/ahzZkaAeQVlDH9jcXMfGQyCTHNFNvUeJwEAqrqwlV+DJclH1dVgTufXVWRdCY0pljK7QbWrV3Nq6/965yfm2wIw9Q7DZclH3vBHpxlR0GxNzLSHRbRxwxGG9kbSRYWrIGEEG6BV6hNNEFuztQI4LFZXzGgd+cGrnONovii0fLZQ3XasBfsxl6YAU4rDZ5oreAqP44RhUP/e47ghJ4oDst5aUOnCY4nKDkeVVVR7eUo1iJUxQHIyPpQZFNMh+hpeqEi/s8JvEKSGr9VmjM12rjzCKs3HeT7Dx/BXGnz2M/hdFJWYSU4SI9OW5N14cdC4jRnYcteVZN2VyvWjYUh3G8lnYKNUH4Ay74jGLtOQBvZ57yEISRJQjKEBby1gMAT//2mCPwKd1l6891WwNPU6Oej+ThdClfc80aDcR8v2sLHi7bw+Wv3cv24gSDJyEHNVwqeD1RVxZ6/DXveZryOGZ/eGxQ7tuwVaCtPYOw6QcSQBT5BCLfAK+TgWFoSbfA0NZo6eThjhqU0GHPdQ+9y/biBPHz7WPqlxLs/VBU0fmhoZM/fXiPa0J7qRGfRXqqRMHQdL8Rb0G6EcAu8QhuS5PZmVt3i7Y2pUXQEdQ50Z5IQE3ZGc1sJTah/FeA4K45jz9vks/kcRRloQhPRRab6bE7BhYkQboFXSFoj2og+OEsOAirDB3Zn3nfb+Hzpdg9Tow9mTm2y5L2Z2dGGp5yXRbymUF0ObFnfAxIZh3K9Ku9/6LnP+Xzp9gZz9eoWy86FfwXAduwHNKFd/OpaBYGHEG6B1+jjhuAsOQDAnTeM4M4bRrRpnvIdZ6bJqejjhrbz7HyLo3gfqqMSoFXl/UEGHd+99zuPuYIM9VLtXA4cp3ZhSBpzTq5D0DERwi3wGo0pFn3cMOyndvpwVgldzGA0Id654Z0LVFXFXpBe9+cxF6ecEdaBa8b0JyevhI8XbfYQblmWGD6we3OzYy/aiz7xUpGOJ2gzgd87SnBO0SdeimyMwp1h0V7cqWqGzi13jTmXKNZC1Gpzi+OiwoPRatvwFXLZcZUfa8OZCQRuhHALWoUkawnq/WskQxjtE28JSR9aY2jkX1V7LsupRj9XFAWn00VRaSWzv9rIms0HeWzaFR5jrNUOUib9nfDhfyb12ud4/OWFlJjP7BQk4apq/BgCgTcId0BBm1CdVqxZ3+Mqz27T/prQrhiTJ/nlIp0tZw2O4v11GTS1PPbiAo/y/pcev4n7bj79tvDOZ+sA6NfTHfbZuOso//58PUnx4az79M+EmE47AGrCkjGl3HiWr0TQURHCLWgzqqriLDlIde4GVGcVzReo1GzTBmHoPApdVH+/zWe2Zi7HWXqYM6/leH4phSUVdeX9cxZtZuYfJ9eV9zfG4jV7uOvpj3nxTzfyh6nj6j6XTfEE9739LF2BoKMjVkcEbUaSJHRRfdFG9sFZlomj+GcUy8kG3VgkbRBycLx7bHhPJKn5xgL+SnPl/bXNeM9k8viBBAfp2bEvx3ODn/5oCQIDIdyCdiNJMrqIFHQR7swLxVFVJ96S1uiX4ZDmkHQmt7C28DJav7y/KeEG9zSebxfuJskCQVsRwi3wObLOBDrT+T6NNqMxxeJQW1fe3xTfrtlDlc3OJQO7NTiGQNBWhHALBGegCY73+LM35f3HTpbw27/NJW3iEHp0iUGS4KddR/n3/B/p2yOeu381st6MaoNjCAStQQi3QHAGsjES2RSLUlWIt+X9ocFGYqNCeffz9RQUV+BSFLokRPLQbWN4/N4rCQ46nVEi6YLRhCadp6sTdAREVolA0AiO4p+xZa88CzNL6BMvxZAw/CzMLbhQEAU4AkEjaCNTkYNi8E2FaC3uRUl97EU+nFNwISKEWyBoBEmSMSZPwrfCrWJMniS6qAvajRBugaAJNEHRGJMntjzQSwxJY9D6mee4IDARi5MCQTPUNj2wZa3EXUnZ2iUhd8WoIWms31nXCgIXsTgpEHiBy1qMLWsFirWQ1vSelAxhBHW/2q9sawWBjxBugcBLVFXBWfIL9sJ0FEu++0NJPl1hKUl1xlSyMQpd7GB0Uf2E77bA5wjhFgjagGIrw1WVj6uqANVhBVQkrRGNKRbZFIdsjPRbEy1B4COEWyAQCAIMkVUiEAgEAYYQboFAIAgwhHALBAJBgCGEWyAQCAIMIdwCgUAQYAjhFggEggBDCLdAIBAEGEK4BQKBIMAQwi0QCAQBhhBugUAgCDCEcAsEAkGAIYRbIBAIAgwh3AKBQBBgCOEWCASCAEMIt0AgEAQYQrgFAoEgwBDCLRAIBAGGEG6BQCAIMIRwCwQCQYAhhFsgEAgCDCHcAoFAEGAI4RYIBIIAQwi3QCAQBBhCuAUCgSDAEMItEAgEAYYQboFAIAgwhHALBAJBgCGEWyAQCAKM/wck3owKqFAcrQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nbrs = G.get_nbrs_list() # get neighbors\n", "crds = G.center_coords # get coordinates of cell centers\n", "p = G.p # lattice parameter p\n", "\n", "# color nodes by layer\n", "colors = [palette[G.get_reflection_level(i) % len(palette)] for i in range(G.length)]\n", "\n", "plot_graph(nbrs, crds, p, colors)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7141b13e", "metadata": {}, "source": [ "We can create the same lattice with GRGS, the static variant of GRG. Here, every cell is explicitely created" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ca80041", "metadata": {}, "outputs": [], "source": [ "# Use GRGS kernel to construct tiling\n", "G = HyperbolicGraph(3, 7, 5, kernel = \"GRGS\") " ] }, { "cell_type": "markdown", "id": "23b429f8", "metadata": {}, "source": [ "And again, we plot the corresponding graph. Note the different order of indices compared to the above plot!" ] }, { "cell_type": "code", "execution_count": 5, "id": "a1a1ab95", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nbrs = G.get_nbrs_list() # get neighbors\n", "crds = G.center_coords # get coordinates of cell centers\n", "p = G.p # lattice parameter p\n", "\n", "# color nodes by layer\n", "colors = [palette[G.get_reflection_level(i) % len(palette)] for i in range(G.length)]\n", "\n", "plot_graph(nbrs, crds, p, colors)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bf0cab04", "metadata": {}, "source": [ "As can be seen, the static variant has radially ordered indices as the whole tiling is constructed. The generative variant has radial ordered indices within a slice but globally slicewise ordered indices as only one sector is generated. " ] }, { "cell_type": "markdown", "id": "36a52bec", "metadata": {}, "source": [ "## Application and Benchmark" ] }, { "cell_type": "markdown", "id": "992837d6", "metadata": {}, "source": [ "In this simple statistic model, cells will always take on the color of the majority of their adjacent cells. As this does not depend on their position (only their neighboring relations, a graph instead of a tiling can be used, too). To highlight the advantages of GRG and GRGS we add some boundary condition. Namely, we want the most outer region to be in a certain state (1) at the start. As the plot function always plots the index too, the plotting itself is a bit slower than for the GR kernel. Therefore, we restrict this example to smaller tilings. " ] }, { "cell_type": "code", "execution_count": 6, "id": "7b9d713c", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicGraph, GraphKernels\n", "from hypertiling.graphics.plot import plot_tiling\n", "from hypertiling.kernel.GRG_util import plot_graph\n", "\n", "import random\n", "import time\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "e6431594", "metadata": {}, "source": [ "### Generative Case" ] }, { "cell_type": "code", "execution_count": 7, "id": "754ebf96", "metadata": {}, "outputs": [], "source": [ "nlayers = 15" ] }, { "cell_type": "markdown", "id": "c09408e3", "metadata": {}, "source": [ "The usage of the generative kernel (GRG) has two clear advantages, namely smaller memory footprint and faster construction times" ] }, { "cell_type": "code", "execution_count": 8, "id": "18d66ae8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generation of 3599597 polygons took 2.70119 s\n" ] } ], "source": [ "t1 = time.time()\n", "\n", "G = HyperbolicGraph(7, 3, nlayers, kernel=\"GRG\") \n", "\n", "print(f\"Generation of {len(G)} polygons took {round(time.time() - t1,5)} s\")\n", "\n", "# Initialize voter model with random states\n", "states = np.random.randint(0, 2, size=len(G))\n", "\n", "# Set boundary conditions \n", "# this is a bit more complicated for generative graphs and radial boundary conditions\n", "jump = G._nbrs.shape[0] - 1 # get length of sector\n", "shift = G._sector_lengths_cumulated[-2] # get start index in first sector\n", "\n", "# iterate over all sectors\n", "for i in range(p): \n", " start = i * jump + shift\n", " states[start: start + G._sector_lengths[-1]] = 1" ] }, { "cell_type": "markdown", "id": "a30d05a5", "metadata": {}, "source": [ "Run the model and display resulting configuration" ] }, { "cell_type": "code", "execution_count": 9, "id": "db50e939", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running the model took 6.590404272079468s\n" ] } ], "source": [ "its = 1e5 # number of iterations\n", "\n", "t1 = time.time()\n", "for i in range(int(its)):\n", " index = int(len(G) * np.random.random())\n", " sum_ = sum([states[nbr] for nbr in G[index]])\n", " if sum_ > p // 2:\n", " states[index] = 1\n", " else:\n", " states[index] = 0\n", "print(f\"Running the model took {time.time() - t1}s\")" ] }, { "cell_type": "markdown", "id": "d8476e8d", "metadata": {}, "source": [ "### Static case\n", "\n", "The advantage of the static case is an increased speed for accessing the neighbors. However its disadvantages are a bigger memory requierement as well as a increased construction time." ] }, { "cell_type": "code", "execution_count": 10, "id": "faa30fc4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generation of 3599597 polygons took 18.83585 s\n" ] } ], "source": [ "t1 = time.time()\n", "\n", "G = HyperbolicGraph(7, 3, nlayers, kernel=\"GRGS\") \n", "\n", "print(f\"Generation of {len(G)} polygons took {round(time.time() - t1,5)} s\")\n", "\n", "# Initialize voter model with random states\n", "states = np.random.randint(0, 2, size=len(G))\n", "\n", "# Set boundary conditions \n", "# this is simpler compared to the above examples\n", "states[G._sector_lengths_cumulated[-2]:] = 1" ] }, { "cell_type": "code", "execution_count": 11, "id": "5afeac7e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running the model took 2.9719417095184326s\n" ] } ], "source": [ "its = 1e5 # number of iterations\n", "\n", "t1 = time.time()\n", "for i in range(int(its)):\n", " index = int(len(G) * np.random.random())\n", " sum_ = sum([states[nbr] for nbr in G[index]])\n", " if sum_ > p // 2:\n", " states[index] = 1\n", " else:\n", " states[index] = 0\n", "print(f\"Running the model took {time.time() - t1}s\")" ] }, { "cell_type": "markdown", "id": "f521a7be", "metadata": {}, "source": [ "As can be seen, the GRGS kernel is slower in constructing the tiling but faster in accessing the neighbors. We do not show the memory consumption explicitely. " ] }, { "cell_type": "markdown", "id": "f5babfbb", "metadata": {}, "source": [ "## Lattice Integrity" ] }, { "cell_type": "markdown", "id": "addf6282", "metadata": {}, "source": [ "Similar to the GR kernel, GRG(S) kernels provide integrity check methods:" ] }, { "cell_type": "code", "execution_count": 12, "id": "2d1a34ac", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicGraph, GraphKernels\n", "from hypertiling.graphics.plot import plot_tiling\n", "from hypertiling.kernel.GRG_util import plot_graph\n", "import matplotlib.pyplot as plt\n", "\n", "#define colors\n", "palette = [\"#81b29a\", \"#f2cc8f\", \"#e07a5f\"]" ] }, { "cell_type": "code", "execution_count": 13, "id": "0e649da3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Integrity ensured till index 13. 13 has only 2 neighbors\n" ] } ], "source": [ "G = HyperbolicGraph(5, 4, 5, kernel = GraphKernels.GenerativeReflectionGraph)\n", "G.check_integrity()" ] }, { "cell_type": "markdown", "id": "4658356a", "metadata": {}, "source": [ "This is the expected result. It can be explained by the fact, that the polygon with index 2 is the first polygon of the last layer and thus is missing some neighbors. We can either verify this pretty easily by accessing a protected attribute of GR (fastest and best method), by testing (more intuitive, still fast) or by plotting." ] }, { "cell_type": "code", "execution_count": 14, "id": "8ba2bf54", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expect complete set of neighbors until cell 13\n" ] } ], "source": [ "print(f\"Expect complete set of neighbors until cell {G._sector_lengths_cumulated[-2]}\") " ] }, { "cell_type": "markdown", "id": "07957bf5", "metadata": {}, "source": [ "For demonstration purposes, we access a protected attribute here, `_sector_lengths_cumulated`. If you dont know what protected means: dont touch it! It is an array that stores the start indices of each constructed as well as the next theoretical layer. Therefore, `t._sector_lengths_cumulated[-2]` accesses the first polygon of the last constructed layer." ] }, { "cell_type": "code", "execution_count": 15, "id": "38d1e371", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "print(G.get_reflection_level(12))" ] }, { "cell_type": "markdown", "id": "45d908a0", "metadata": {}, "source": [ "We can see, that the polygon with index 12 (= 13 - 1) is in the previous layer and thus the polygon with index is the first polygon in the layer with index 6 (layers start counting at 0 and thus in the 5th layer). Therefore, we expect it to miss some of its neighbors causing the message " ] }, { "cell_type": "code", "execution_count": 16, "id": "5f25076e", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_ax = plt.subplots(figsize=(8,8))\n", "fig_ax[1].set_xlim(-1, 1)\n", "fig_ax[1].set_ylim(-1, 1)\n", "fig_ax[1].set_box_aspect(1)\n", "\n", "nbrs = G.get_nbrs_list() # get neighbors\n", "crds = G.center_coords # get coordinates of cell centers\n", "p = G.p # lattice parameter p\n", "\n", "# color nodes by layer\n", "colors = [palette[G.get_reflection_level(i) % len(palette)] for i in range(G.length)]\n", "\n", "plot_graph(nbrs, crds, p, colors)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }