{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# LOAD LIBRARIES\n", "from lib.propagationsimulator import PropagationSimulator\n", "from IPython.display import HTML\n", "from lib.location import Location\n", "#%matplotlib inline\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "location = Location('zacatecas.geojson', 'area', equal_density=True, density=0.0000000400, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# DISTANCE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_LARGE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [54]\n", "location.create_seeds_config(seeds, 0.2, plot = False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.2)\n", "sim.run()\n", "sim.animation(1.5)\n", "sim.export_history(1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_SHORT" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [34]\n", "location.create_seeds_config(seeds, 0.2, plot = False)\n", "all_sublocs = location.data.index.values\n", "not_vacc = [37, 53, 23, 51, 34, 52, 15, 35, 8, 11,16]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.animation(1.5)\n", "sim.export_history(0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_LARGE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [39]\n", "location.create_seeds_config(seeds, 0.8, plot = False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.3, 0.2)\n", "sim.run()\n", "sim.animation(1.5)\n", "sim.export_history(2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# DIRECTION" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIR_ONE" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAJNCAYAAACBe1nxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3yV5cH/8c+Vkz3IZoYRIKxABksEB+AAFVFbKFZrtfapttrW6tNabR+rte2v7WM3pbXDWm2tOLCKPii4AJUZBCJ7hpCwMiF7nev3R0KKyggh4Trn5Pt+vc7rnHOf+z75JuLJN/e4LmOtRURERER8T5DrACIiIiJycipqIiIiIj5KRU1ERETER6moiYiIiPgoFTURERERH6WiJiIiIuKjgl0H6AxJSUl2wIABrmOIiIiInNG6deuKrbXJJ3stIIvagAEDyMnJcR1DRERE5IyMMftO9ZoOfYqIiIj4KBU1ERERER+loiYiIiLio1TURERERHyUipqIiIiIj1JRExEREfFRKmoiIiIiPkpFTURERMRHqaiJiIiI+CgVNREREREfpaImIiIi4qNU1ERERER8lIqaiIiIiI9SURMRERHxUSpqIiIiIj5KRU1ERETER6moiYiIiPgoFTURERERH6WiJiIiIuKjVNREREREfJSKmoiIiIiPUlE7B17rdR1BREREApiKWjvUNdZy//L/Zu7633Kk+ojrOCIiIhKggl0H8EdhweF0j+zB2/lv8Xb+W2QlZ5OeNJIr+19JfHiC63giIiISIIy11nWGDjd27Fibk5PTqV/DWkthZQHvF77Pu/vf4VDVQWLDYvnj5X8mKiSqU7+2iIiIBA5jzDpr7diTvaZDn+1kjCElpi83Dvs8f7riL/xw4o8orytnSd5i19FEREQkQHRaUTPG9DXGvGuM2WKM2WyMuadl+SPGmEJjzIaW29UnbPOgMWaXMWa7MWbaCcuntyzbZYx5oLMyn4vM5CzSE0fy3PZnKa4pdh1HREREAkBn7lFrBP7bWjsCmADcbYwZ0fLar621WS23RQAtr90IpAPTgT8YYzzGGA8wD7gKGAF8/oT38RnGGO7O+gb1TfW8vOsl13FEREQkAHRaUbPWHrTWftjyuALYCvQ5zSbXAfOttXXW2r3ALmB8y22XtXaPtbYemN+yrs9JiUlhRGI6C3e/QklNies4IiIi4ufOyzlqxpgBQDawumXR140xucaYvxlj4luW9QH2n7BZQcuyUy33SbOHzgHg7fw3HScRERERf9fpRc0YEw0sAL5lrT0G/BEYBGQBB4FfdtDXucMYk2OMySkqKuqIt2yXzORMhsQP5c19S2j0NjrLISIiIv6vU4uaMSaE5pL2jLX2JQBr7WFrbZO11gv8heZDmwCFQN8TNk9pWXaq5R9jrf2ztXastXZscnJyx38zZ2HWkNkcrj7M/679mdMcIiIi4t8686pPAzwBbLXW/uqE5b1OWO0GYFPL44XAjcaYMGNMKpAGrAHWAmnGmFRjTCjNFxws7KzcHeGCnhOYPuBqVh1cybbSra7jiIiIiJ/qzD1qk4BbgKmfGIrjf40xHxljcoEpwL0A1trNwPPAFuAN4O6WPW+NwNeBxTRfkPB8y7o+yxjDnKE3khSRxO/XzyUQBxUWERGRzqeZCTrR4rw3mLdhLj+c+GOyu2e7jiMiIiI+SDMTODK172UkRSTx3PZntVdNREREzpqKWicK8YTwmbRZbCnZzAcH3ncdR0RERPxMsOsAgW7agOm8tPNF5q2fywW9JhASFOI6koiICACNTV7qGr1Ya/FasNZiLVg+/tjb8sByfL2W1zn9Ns0Hk06/zX/W+8/j/6z3n8f/yXD69T65zUnf+xN5vS3rc8Lj4691iwzhmix3w7eqqHWykKAQ7hj1Vf7fmh/z59zHGRQ7mKn9LiPUE+o6moiIdLLGJi+1DU3UNjTf1zU0tT6va2yisclS3+iloclLw/H7Ji8NTZYmr8XrtXht863J21wemuyJy/nU46aWgtHUsryxyUtNfRPV9U1U1zdSU9/U/LyukbpGr+sfkc8bkBylohboxve6gCHxQ1mc9wYAHxx4n0cn/pjmEUxERMQX1TY08eHeUo4cq6Wsqp76Ri+N3ubi03xvafR6aWq5b2yyFFXUcaCsurWYNXk77vxkT5AhyECQMQQFmeZ7Q+tjT5DBGPC0vt68brAniIhQDxGhHhKiIokI9RAZFtx8H+ohPMRDkGne1hiDgY89Pv4aJzw2x+/5+OOglgdBLdue+Lg96x1/fPL1Tszb0RlO+P6D3P6uVlE7D4JMEP97yS9o8Dbwxt7XeWLTX/jgwPtc1Odi19FERPyW12tp9Foamrw0tuyFqmtoYkN+GXlFVR9b/unHtuV587KTPS6rqufEnmUMBAc1F58T7z0eQ3BQEMEeQ6gniHEDE4mLDCUsxEN4SBDhIZ6PPT7+PDQ4iBBPEKHB/9k2pGVZiMfgCQoiyNBSwPSHfVelonaeBJkgwjxhzBh0LW/kvc5fcv/EmB5jiQiOcB1NRMTnHKtpIL+4ivySKvYVV1NQWk1hWTWHymuoa/RS3+g9496qyDBPS+n5T7EK8Zjm5yc8jghtfnx82fEClhgdxvA+sQzr1Y24qFBCg3X9nZx/Kmrnmcd4uH3kl/nRqh/y3PZnuS39dteRREQ6lddrqa5v5FhNI0UVtew9UsnR6gbKq+upqW+ivrH5fK3ahuYCdqCsmsKymtbtPUGGXnHh9ImPZHjvbkSGBp+ydIUEB9EnPoLMfvHOD1mJdAQVNQfG9hhHZnImL+1cwDWpM0iO7O46kohIu1lrOXy0lo/2l7O58ChFLed0lVXVU17dwNHqjx9CPC48pPm8qbCQIMKCPYQFBxEW4qFfUhTXj+1L/6Qo+idF0Sc+gmCP9mZJ16Si5oAxhv8adQffeOduXtz5Al/LvNt1JBERrLUcq2mgqKKOYzUNLVcnNlHX4KW2vqn1eW2Dl7qGJuoamyirqmf3kUr2l1QDEBYSRM/YCOIiQ+ifFEVWVCixkaF0iwihW0QIcZEhDOoRQ3xUKOEhHsffsYjvU1FzpH+3AVzc5xIW573BF4Z/kZjQGNeRRCTAlVTWsbXwKKWVzXu7SqvqKK2sp6iijqJjtRRX1LVpuIYgA+GhHsKCPXSLCKFfYhSzxvcjs18cg3vEaO+XSAdSUXNoar/LeK9wOU9tfpI5Q2/UIVARaZfqukaKK+sorqijpKL5vry6gWM1DVTUNt8frW5g+8FjH9suMtRDQnQoyTHhjOgTS3K3cJJjwkjuFk5cZAjhLUM3hAX/52rF8BAPwR5dhShyvqioOZSRlMmlKZNZsm8xS/Yt5rdTfk9qbKrrWCLi4w6W1/DS2v2s3FnEgbIaquubPrWOJ8jQLSKEmPBgukWEkBAdyvVjUrhiVC96xUWQEBVKeKgOPYr4OhOIk4WPHTvW5uTkuI7RZq/s+jdPbPorAA9f+EPG9BjrOJGI+JrGJi8FpdU8uXwPi3MPAtAtIpjpGb1JatkLlhgdRnJMGIkxYcSEB2uvl4ifMMass9ae9Je/ipqP2FW+k++//yBN3ibuzv4GU/pOdR1JRBzxei0fFZSzZlcJh47WUFhWw0f7y1vHDbs6qzfXjUlhZEocHg1BIeL3VNT8RElNMQ+8dz81jTU8ceWThAWHu44kIudRVV0j720/wpPL9rCvuApPy6Cr8VGhjOgTS0a/OAYkRTGsdzftLRMJIKcrajpHzYckRiRxV9Y3eGTFQ/zloz/z9exvuo4kIp3o8NEaVu0qYd3eEgpKq9lS2Hyyf1JMGA/dMJJLh3UnOjzEcUoRcUlFzcdkd89mar/LWbr/XW5L/xLRGrZDxO9ZaymprGdfcSV5RVXkFVexr7iKdXtLafJaIkI9jOobxw1j+5LRL44rR/XSIU0RAVTUfNLMQdfxdv6bLN63mM+mzXIdR0TaYX1eKUs+OsiOQxXsK66israx9bXIUA/9k6K4bkwK0zJ6Mbx3rOaRFJGTUlHzQamxqSSGJ7L/WL7rKCJylg6W1/DE0t28tr6Q0OAgRvWNY9qoXs3TISVHkZoUTXK3MJ1jJiJtoqLmo3pG9aKgssB1DBFpo9r6Jv61Io+/Ld+NAWaN78fXLk8jKkwfsyLSfvoE8VHDEobz8q6XqG2sJVxXf4r4JK/Xsq+kihU7inl2ZR7FFXWMH5TI92am0zMuwnU8EQkAKmo+amTSSBbsfIGtpVvJ7p7tOo6IfMK6vaU8siCXooo6AEamxPLQ9SO5YHCS42QiEkhU1HzU8IQRBJkgNhxZr6Im4kO8XsvPX9vCK+sK6BEbzoMz08nqH0+/xEiddyYiHU5FzUdFhkSSnphObtEG11FEuryGRi9FFXVszC/j3zn7yc0vZ0Z2H7599XDNlykinUpFzYcNTRjOSztf5GjdUWLDYl3HEelSDpbX8PqGAxw6WsPbmw9TVdc8vEZcZAjTM3rxwLUjCPZoSA0R6Vwqaj5sTPcxvLjjeZYXLOPaQTNdxxHpMkoq67jn6RzyS6qJiwwho18clw7rTv+kKDL7xROkwWhF5DxRUfNhafFDACiuKXacRKTreH3jAf7fK5uwwC9vHs2kIcmuI4lIF6ai5sNCPaEMjktjc8lHrqOIBLzahiaW5B7k569toX9SFD+encnA7tGuY4lIF6ei5uOGJQzjrX1v0mSb8BidtCzSGcqq6vnSn1Zy6GgtGf3i+PUXxmigWhHxCToT1scNTxhBbVMtO8t2uo4iEnC8Xsv6vFI+//v3Ka6s49tXD2fereNU0kTEZ+jTyMdlJmfiMR4+KHyPYQnDXMcRCRhvfnSQXy7aSnl1A2HBQfxsThYXDe3uOpaIyMeoqPm4bmGxZHfPZuWBFdw28nYd/hQ5B41NXlbsLObtzYdYnHuQ2MgQ7r1qGJel9yQpJsx1PBGRT1FR8wMTek0k53AOb+97iysHTHMdR8TvWGt5I/cgC9cVsH5fGaHBQcwa35evXzmU8BD98SMivktFzQ9M6TuVN/Je55mt/1BREzkLJRV1/OODvSzacIBjNQ1EhnqYkd2H+2eMIDRYp+iKiO9TUfMDIZ4QxvYYy/ztz1JQsZ+UmL6uI4n4vOq6Rm7780qKjtUxbmAiV2f1ZnpGL83HKSJ+RX9S+onpqVdjMLyd/7brKCI+z+u1fP2pHIqO1fHwZ0bxuy+O4arM3ippIuJ3VNT8REJ4AsMShrPiwAeuo4j4vMUfHWRL4VG+elmaCpqI+DUVNT+S3X00h6oOUllf6TqKiM+qqmvkN29sY0jPGG6eOMB1HBGRc6Ki5kfSE9OxWLaWbnEdRcQnFZZWc/ff13K0uoFvXTWMEF0wICJ+Tp9ifmRQ3GAAtpSoqIl8UkllHd94OodtB45x08QBjB6Q4DqSiMg501WffiQyJJL4sHh2lu1wHUXEp9Q1NPHA/A0cKKth3m3jGJOqkiYigUFFzc+kJ43kw8Pr8FovQUY7RKVrK6msY96SHSzddpjquiauze6jkiYiAUVFzc+M7j6G9wvfY2vJFtKTRrqOI+LMP97fy5PLd1Pf6OWSod25fGRPLhmmuTpFJLCoqPmZzORMADYWbVRRky6ptr6Jt7ccYt6bO0hPieV/rhtJavdo17FERDqFipqfSY7szrCEYeQcXstNw292HUfkvHl78yF+uWgrpZX1APRPiuKXN40mLirUcTIRkc6jouaHspJHM3/7v6huqCYyJNJ1HJFOt+PgMR5ekEvP2HDmXJZGz7hwJg/vQZgmVBeRAKez0f3QmB5jAPi/va85TiLS+YqO1XLvP9fR2GT53nUjufWSgUzL6K2SJiJdgoqaHxqaMIyxPcbyjy1PUVRd5DqOSKdpbPLy3fkbKKms5ze3jNHYaCLS5aio+albRtwGwPM75rsNItKJ3t9RxJbCo3z/unQmDE5yHUdE5LxTUfNTqbGpjEhM5/2C96htrHUdR6RDNTZ5WbWrmIde2EhUWDDTMnq7jiQi4oSKmh+bOfA6qhqr+PDIOtdRRDrU95/fyLf+sY6IUA8//OwoQjVnp4h0Ufr082MjW8ZR21y8yXESkY5hreVfK/JYtu0Ilwzrzr/vvZSLhmoQWxHpulTU/Fi3sFjG9BjLqoMrsda6jiNyTrxeyy8XbeN3i7czdUQPfjQrg6gwjSAkIl2bipqfm9T7IopqilheuMx1FJF2s9byq9e38uKafG68sD8/np2p4TdERFBR83tT+k0l1BPGSzsXuI4i0m5vbT7Ei2v2c+OE/twzbShBQcZ1JBERn6Ci5uc8xsMlfS5h79E9OldN/NLuwxX8+N+b6BMfwTemDcUYlTQRkeNU1ALAl0d9hYTwBOZvf9Z1FJGzcuRYLbf/ZRWNXsvPbszGoz1pIiIfozN1A0BUSBTje07gvYJlNNkmPEbn9ohvq2/0MnfJdhauKwADv7p5NGk9Y1zHEhHxOdqjFiCyu2dT1VjFqgMrXUcROaO5S7bzwup8gj1B/HROFhdo1gERkZPSHrUAMb7nBUQGR/LanleZ1Oci13FETipnTwkvryvgrU2HmDQkmZ/fmEWwR38vioiciopagPAEechMzmLlwRXUNdUR5glzHUmk1d4jlfzx7Z0s33aEbhHBzBzdh3uvGqaSJiJyBipqAeTC3hNZeXAFT29+iq9k3OE6jggAb350kB/++yPCgj18efIgbrpwAFHh+ugREWkL/TkbQCb1uYi+MX15v3A5Td4m13FEWL2rmIcX5DK4RwwL7rmYr0wZrJImInIWVNQCSEhQCLcMv5WyujLezF/iOo50cdsOHOW///UhfRIi+X+fyyIuKtR1JBERv6OiFmDG9hzHiMR0Ht/wB/KO5rmOI13U+rxSbvvTKoKM4TdfGEPv+AjXkURE/JKKWoAJDgrmO2O/ixcvKw687zqOdFHPrdpHt4hgnrrzQvokRLqOIyLit1TUAlBiRCL9u/Vn/vZnqW6odh1Huphf/N8Wlm49wrWjU0jtHu06joiIX1NRC1CX97sCgAU7X3CcRLqStXtKeHHNfiamJXHX5UNcxxER8XsqagFq5qDrSYpIZlnBMu1Vk/OiuKKOXy3aSlhIEI/OytC8nSIiHUBFLUAZY/jW6Hs5Un2YhbtfcR1HAtiRo7V8+18fct2vlrGvuIqHbxhFdHiI61giIgFBRS2AjUrKINgEs6zgXRq8Da7jSIB65KVc3t9exA1jU5j/9YuYmt7TdSQRkYChohbAjDF8e9z9FFYW8ty2+a7jSACavzKP9fvKmDOhH9++ZgT9kqJcRxIRCSgqagFuYu9JXNhrIs/vmM/Osp2u40gAWZ9Xym/e2M7EtGS+MmWw6zgiIgFJRa0LuCHtswBsKdnkOIkEioPlNXzv+Y107xbOT2Zn6pw0EZFOoqLWBQxLGEZEcARv7nvTdRQJAOVV9XzrH+uormvkt18cQ3iox3UkEZGApaLWRUQER1JeV4a11nUU8XN/W7abfcVV3H/tCFKTNaCtiEhnUlHrImYNmc2x+mOU1pa6jiJ+rKHRy5ubDjFpSDLXZPVxHUdEJOCpqHURfaKbf6nur8h3nET82TMr8iirqmfmaJU0EZHzQUWtixgaPwyP8fBG3uuuo4ifOlBWzZ/f2cnUET24dHgP13FERLoEFbUuIjIkkgHdBrDvWJ7rKOKnXv2wEIB7pg91nEREpOtQUetCLkq5hMLKQspqy1xHET9TXlXPgrX5jB6QQI/YCNdxRES6DBW1LiQ9MR2ArSVbHCcRf9Lktdz5tzUcq2nkK1M1sK2IyPmkotaFDIobTKgnjNziXNdRxI9szC9jX3EVt186kMx+8a7jiIh0KSpqXUhIUAhjuo/hg8L3qG2sdR1H/EBdQxM/f3UL0eHB3Dwx1XUcEZEuR0Wti7l64DUcrT/K0oJ3XUcRP/CbN7axr7iK/756OFHhwa7jiIh0OSpqXUxGUibdQrvxhw2/50j1EddxxIftK67i1fWFTMvoxVWZvV3HERHpklTUuhhjDDcOuwmAV3e/4jiN+LInl+3GAHdfPsR1FBGRLqvTipoxpq8x5l1jzBZjzGZjzD0tyxOMMW8aY3a23Me3LDfGmN8ZY3YZY3KNMaNPeK9bW9bfaYy5tbMydxUzBl5LVnI2r+x+mSLtVZOTWJ9Xyhu5B5me0ZvuseGu44iIdFmduUetEfhva+0IYAJwtzFmBPAA8La1Ng14u+U5wFVAWsvtDuCP0FzsgIeBC4DxwMPHy5203+S+UwBYceADx0nE1+w5Usk3ns6hd3yEhuMQEXGs04qatfagtfbDlscVwFagD3Ad8FTLak8B17c8vg542jZbBcQZY3oB04A3rbWl1toy4E1gemfl7iqm9J1Kr6jePLHpr1Q3VLuOIz6i6Fgt9/1zHcFBQfz6C2Po3k1700REXDov56gZYwYA2cBqoIe19mDLS4eA45MG9gH2n7BZQcuyUy2Xc2CMYUrLXrWNRRscpxFfUNvQxK1/WklxZR0/uzGL/klRriOJiHR5nV7UjDHRwALgW9baYye+Zq21gO2gr3OHMSbHGJNTVFTUEW8Z8GYN+Rwxod1Yc2i16yji2JFjtdzxxGpKK+t5dFYGEwYnuY4kIiJ0clEzxoTQXNKesda+1LL4cMshTVruj5/NXgj0PWHzlJZlp1r+MdbaP1trx1prxyYnJ3fsNxKggoOCSYtL48PD6/Bar+s44khjk5cfvJjLniOVfPua4Uwd0dN1JBERadGZV30a4Algq7X2Vye8tBA4fuXmrcArJyz/YsvVnxOAoy2HSBcDVxpj4lsuIriyZZl0gAt6TaCsrkwXFXRhP3p5Exv2lfH960Yya3w/13FEROQEnblHbRJwCzDVGLOh5XY18DPgCmPMTuDylucAi4A9wC7gL8BdANbaUuBHwNqW26Mty6QDXNBrAgB/yn3ccRJxoaa+kcW5B8keEK9BbUVEfFCnzQljrX0fMKd4+bKTrG+Bu0/xXn8D/tZx6eS4hPAERiSms6VkMwUV+0mJ6XvmjSRg5OaXA/C5C/o7TiIiIiejmQmEe0bfC0Buca7jJHI+bcwv455/rCMy1MOEwYmu44iIyEmoqAk9I3uSFJHE5uJNrqPIeVJSUcc3n8qhZ2w4P52TRUSoJlwXEfFF+nQWjDH0iupNcU2x6yhynizfdoS6Ri/fv34k4wZqb5qIiK/SHjUBICY0hor6Y2deUfyetZaX1xXQIzac7P6ajU1ExJepqAkAKdF9OVB1gNrGWtdRpJPtPlLJ9oPHmDW+H8EefQSIiPgyfUoLAIPjBuO1XjaX6Dy1QPf0e3uJDPMwI1szsYmI+DoVNQFgROIIAJbuf9dxEulsG/PLmJSWTHxUqOsoIiJyBipqAkC3sFj6xvRjd/ku11GkE207cIzDR2sZ2TfOdRQREWkDFTVpdUX/KymoLKCoWpPaByJrLY+/vZOIUA9XaxYCERG/oKImrUZ3Hw3A8oKlboNIp3h+dT6rdhVz68UDiYkIcR1HRETaQEVNWvWN6UdUSBRrDq1xHUU6WE19I08s3UV6SixfmDTAdRwREWkjFTVpZYzh4j6XsLt8F3UapiOgrN9XxrGaRr4wKVVDcoiI+BF9YsvHTOh1IfXeelYdWuU6inSgtzcdIiosmPGDNAuBiIg/UVGTjxneMkxHbtFGx0mko5RW1vH6xgNcNDSZqDDNGici4k9U1ORjIoIjiA2NZeORDa6jSAd5f3sRXgvXj0lxHUVERM6Sipp8yvDEEZTXH6W6odp1FDlH1lqeXL6Hgd2jGaWx00RE/I6KmnzKZ9I+S31THe8Xvuc6ipyjLYVHOVhew00TB+giAhERP6RPbvmUofHDiAuLY0vJZtdR5Bxt2FcOQFb/eMdJRESkPVTU5FOMMQxLGM7aQ2vwWq/rONJOXq9lwdp80nrG0Cc+wnUcERFpBxU1OanR3cdQ0VDBpuKPXEeRdtp5uIIDZTXMmdAfY4zrOCIi0g4qanJSY3uOA2DtobWOk0h7rdxZDMCEwUmOk4iISHupqMlJJYYnkhKdwht5i6isr3QdR9ph3d5SBveIJikmzHUUERFpJxU1OSljDHdnfYO6pjoW7f0/13HkLBWWVrNub4n2pomI+DkVNTml9KSRJEck807+W66jyFn65wd5GGOYM6G/6ygiInIOVNTktEb3GMOBqgOU1Za5jiJttOdIJYs2FnLFyJ4kdwt3HUdERM6Bipqc1pgeYwHYX5HvOIm0hddreez/thDqCeL2yYNcxxERkXOkoianNSi2+Zf9ttKtjpNIW+TsLWV9Xhn/NWUw/RKjXMcREZFzpKImp5Uc2Z2YkBhe2rlAg9/6gb8u3QXA5SN7Ok4iIiIdQUVNzmhKv6lUN1azu3yX6yhyGgfKqsnNL2fswAQSozUkh4hIIFBRkzO6duB1ACzdv9RtEDmtVz8sxBh44Np011FERKSDqKjJGSVHJgOQW7zRcRI5leKKOl5Yk88FgxJJSYh0HUdERDqIipqcUZAJYmj8MIqri2iyTa7jyEl8sKOIytpGvjJlsOsoIiLSgVTUpE0uSbmUqsYq9pTvcR1FPqGuoYlfLtpKn/gIhveOdR1HREQ6kIqatMm4nuMB2Fm23XES+aScvaXUN3r5wqRUgoKM6zgiItKBVNSkTXpE9iA2LI7tZTtcR5FPeH3jATxBRkNyiIgEIBU1aRNjDMPih7FdA9/6lHV7S3hr0yGuG5NCTESI6zgiItLBVNSkzYYmDOVA1QGO1R9zHUVaLPywEICbJw5wG0RERDqFipq02bCE4QCsPLDCcRKB5osI3tt2hOvGpNBHQ3KIiAQkFTVps6EJwwDYdyzPbRABmi8iqK5vYvLw7q6jiIhIJ1FRkzYLCQphWMJwdmkqKZ+wdOthosKCGZua6DqKiIh0EhU1OSsDYwey5+geiqqLXEfp0hoavby37QiThiQTEqz/jUVEApU+4eWszBx0HfVNdSzc/bLrKF3asm1HKK9uYHpmL9dRRESkE6moyVnpFdUbgKIa7VFzadGGQnrGhjNhUJLrKCIi0olU1OSsGGMY22McW0o2u47SZZVW1rFiZzEZ/eI1E4GISIBTUZOzFhUSRXlduaDeJsEAACAASURBVCZod2TPkUoALtXVniIiAU9FTc7a8MQRAJTXljlO0jUt/uggkaEexg/U1Z4iIoFORU3OWu+W89T2HdvnOEnXtGFfGWNSEzRllIhIF6CiJmdtcFwaAHuP7nGcpOspq6pnf0k1o/rGuY4iIiLngYqanLXo0GgSwhPJr9jvOkqXs+3AUQCG9urmOImIiJwPKmrSLv1i+rG/Qoc+zydrLU+/v5f4qFDtURMR6SJU1KRd+sb0pbCy0HWMLmX5tiOszyvjqszeRIYFu44jIiLngYqatEv3yB7UNNZQVH3EdZQuY+GHhYQGB/HVy9JcRxERkfNERU3apW9MXwD26IKC8+JAWQ0f7CjioiHJhGpuTxGRLkOf+NIuwxNHEEQQu8t3u47SJWwuLAfgixenOk4iIiLnk4qatEtEcAQpMX3ZVb7DdZQuYeO+MkI8hkHdY1xHERGR80hFTdotLT6NnWU7sda6jhLQDpTV8Or6QsYNTCREhz1FRLoUfepLuw2KHcTR+qOU12kqqc708IJcAL577QjHSURE5HxTUZN2iw9PAKC87qjjJIFr+bYjfLS/nOkZvekRG+E6joiInGcqatJux4taSU2x4ySByVrLb97YBsAdUwc7TiMiIi6oqEm79YrqBcChqoOOkwSmfcVVHCir4RtXDiExOsx1HBERcUBFTdotLiyOiOAIDqqodYptB48BMCY1wXESERFxRUVN2s0YQ/fIHhyuPuw6SkB6b1sRCdGhDOmpCdhFRLoqFTU5J8kRSWwr3aohOjpYYWk1S7ce5pKh3QkKMq7jiIiIIypqck56RfXhWP0xahprXEcJKH9fvocmr+WmSQNcRxEREYdU1OScDI5vvhqxTGOpdZjGJi8rdxWT0S+OfolRruOIiIhDKmpyTuLD4gEoqy11nCRw/H7JDoor6rh54gDXUURExDEVNTknCeGJAJTUljhOEhgqaxt4YU0+/ZOiuGRYd9dxRETEMRU1OSdJEUkAlNSoqHWEdzYfpslrufeqYRijiwhERLo6FTU5J5EhkYR6wsg5tNZ1lIDw4tp8ALL7xztOIiIivkBFTc5ZbGg3LBqe41w1NnnZX1LNxUOTCQvxuI4jIiI+QEVNztnIpFEUVha4juH3NhUcpaa+iemZvV1HERERH6GiJudsUNxgyuvKKa8rdx3Fr72//QjBHsOEQUmuo4iIiI9QUZNzlhKdAkBBxX7HSfzbzkMVpPWIISo82HUUERHxESpqcs56RvUCYM2h1Y6T+K+Sijo+KigntXu06ygiIuJDVNTknPWO7k1MaDfyj+W7juK3nly+h+q6Jg1yKyIiH6OiJh1ifM/x5B3b6zqG3yqtrMMTZBjUI8Z1FBER8SEqatIhUqJTKK0tpbqh2nUUv7P7cAXLth1h5ugU11FERMTHqKhJh+gd3QeAA1WFjpP4n1fXFxJk4KuXDXYdRUREfIyKmnSIPi1FrbBSRe1sWGuZv3IfY1ITiY0MdR1HRER8jIqadIjjV37uKN3uOIl/WbWrGIBxAxMcJxEREV+koiYdItQTSkRwBIerD7uO4lde33gAgOvH9HWcREREfJGKmnSYIfFD2Hcsz3UMv9HktXywo5grRvbUILciInJSKmrSYfp3G8Dh6sNU1le4juIXCkqrqaprZEKapowSEZGTU1GTDjO6+xgA9h7VeGpt8e+1zVNu9U+KcpxERER8lYqadJjU2FQA9mrg2zbZdvAYyTFhpPeJdR1FRER8lIqadJj48ARiw+K0R60NvF7LrsMVTBySjDHGdRwREfFRKmrSoVK7pZJ3dI/rGD4vr7iKytpGRvWNcx1FRER8mIqadKjU2FTyK/Jpsk2uo/i0RRsK8QQZxqZq/DQRETk1FTXpUD0ie9DgbaCstsx1FJ+2YV8Z6Smx9IyLcB1FRER8WKcVNWPM34wxR4wxm05Y9ogxptAYs6HldvUJrz1ojNlljNlujJl2wvLpLct2GWMe6Ky80jGiQqMBOFR1yHES37W5oJxNBUe5YFCi6ygiIuLjOnOP2t+B6SdZ/mtrbVbLbRGAMWYEcCOQ3rLNH4wxHmOMB5gHXAWMAD7fsq74qCHxQwE4oDk/T+nxt3cBcJ1mIxARkTPotOHQrbXLjTED2rj6dcB8a20dsNcYswsY3/LaLmvtHgBjzPyWdbd0cFzpIN0juxMaFMr+iv2uo/gkay2bCsoJ9hiSYsJcxxERER/n4hy1rxtjclsOjca3LOsDnPibvaBl2amWi4/yGA99YlLIr9jnOopPWrGzmJr6Jm66cIDrKCIi4gfOd1H7IzAIyAIOAr/sqDc2xtxhjMkxxuQUFRV11NtKO/SL6cf+inzXMXzS4tzmSdj/a8pgx0lERMQfnNeiZq09bK1tstZ6gb/wn8ObhcCJJ+yktCw71fKTvfefrbVjrbVjk5OTOz68tFm/bv0primmqqHKdRSfU1RRR4/YcEKDdcG1iIic2Rl/Wxhjhhhj3j5+9aYxJsMY8z/t+WLGmF4nPL0BOH5F6ELgRmNMmDEmFUgD1gBrgTRjTKoxJpTmCw4Wtudry/nTL6YfgPaqfUJdQxPr88oYM0Bjp4mISNu05c/6vwAPAg0A1tpcmgvTaRljngVWAkONMQXGmC8D/2uM+cgYkwtMAe5tec/NwPM0XyTwBnB3y563RuDrwGJgK/B8y7riwwbGDgRg3eEcx0l8y7q9pQAM7d3NcRIREfEXbbnqM9Jau+YT8xE2nmkja+3nT7L4idOs/xPgJydZvghY1Iac4iOSI7sDUFStcwVP9P6O5p/Htdm6HkZERNqmLXvUio0xgwALYIyZRfOFACKnNCIxnUPVGvT2ROv2ltIjNpzIsE4bFUdERAJMW4ra3cCfgGHGmELgW8DXOjWV+L1eUb05WHnAdQyfYa1lX3EVfRMjXUcRERE/csY/7VsGm73cGBMFBFlrKzo/lvi7PtG9eTu/jOqGaiJDVE4OlNUAMC5V00aJiEjbnbKoGWPuO8VyAKy1v+qkTBIAekc3n4eVX5HPsIRhjtO4t3ZPCQCThmroGBERabvTHfqMOcNN5JR6RTWPxLKlRBfpAqzcWUyP2HAGdY92HUVERPzIKfeoWWt/eD6DSGAZ0C2VkKAQDuuCAuoamli27QifGdeXT1w9LSIiclptGfB2oDHmVWNMkTHmiDHmFWPMwPMRTvyXMYYB3VI5oAsK2HGo+bTOob00fpqIiJydtlz1+S+aB6PtBfQGXgCe7cxQEhh6R/fmQOVJZ/zqUhauKyDYY5g8vLvrKCIi4mfaUtQirbX/sNY2ttz+CYR3djDxf72j+1BcU0xdU53rKM5Ya/kwr5Q+8ZHERoa6jiMiIn6mLUXtdWPMA8aYAcaY/saY+4FFxpgEY4wmLZRT6h/TH4sl/9g+11Gc2V9STWFZDbPH93MdRURE/FBbhkj/XMv9nZ9YfiPNsxXofDU5qX7d+gNQUFFAWvwQx2nOP2stf353FwAXDNb4aSIicvbaMuBt6vkIIoGnR1QPIoIjWHlwBVP6TXUd57wrKK3mrU2HuHR4d/omRrmOIyIifuiMRc0YE0LzlFGXtCxaCvzJWtvQibkkAIQEhTAsYTg5h9fitV6CTFuOtAeOf+cUAHDrxdrpLCIi7dOW35x/BMYAf2i5jWlZJnJGo7uPptHbyNG6o66jnHerdxXTMzacEX1iXUcRERE/1ZZz1MZZazNPeP6OMWZjZwWSwHL8PLX8in3Eh8c7TnP+HCirYfeRSr41fajrKCIi4sfasketyRgz6PiTlsFumzovkgSStLg0DIYtJVtcRzmvXt/YPH7cpCGa21NERNqvLXvUvgO8a4zZAxigP/ClTk0lASM6NIaUmBRWHHifzw+7yXWc82bp1iOEhQSRkhDpOoqInAcNDQ0UFBRQW1vrOor4sPDwcFJSUggJCWnzNm256vNtY0wacPwYznZrbdcdwVTOWlJEMvuO5bmOcd6UVNax81AFV47qpbk9RbqIgoICYmJiGDBggP6/l5Oy1lJSUkJBQQGpqW0fUKMtc31G0rxX7RvW2lygnzFmRvujSlczPGE4pbWlXWaGgt++sQ2A2RdokFuRrqK2tpbExESVNDklYwyJiYlnvde1LeeoPQnUAxe2PC8Efnx28aQrG9Ct+S+HbaVbHSc5P3YdriTIwMgUXe0p0pWopMmZtOffSFuK2iBr7f8CDQDW2mqaz1UTaZOM5OaLhhfnveE4Seerqm0kr6iSmybq8IeInF/R0dFnXOe9994jPT2drKwsampqzur9X375ZbZsOfsLw9qSS06tLUWt3hgTQfN0UbRcAdo1jmFJh4gMiaR3VG/2V+x3HaXTvba+EK+FCwYnuY4iIvIpzzzzDA8++CAbNmwgIiLirLZtb1GTc9OWovYw8AbQ1xjzDPA2cH+nppKAc0nKZPYfy6em8ez+gvM3b+QeIDo8mNEDElxHEZEuaunSpUyePJlZs2YxbNgwbr75Zqy1/PWvf+X555/noYce4uabbwbgscceY9y4cWRkZPDwww+3vsfTTz9NRkYGmZmZ3HLLLaxYsYKFCxfyne98h6ysLHbv3s3u3buZPn06Y8aM4eKLL2bbtubzc/fu3cuFF17IqFGj+J//+R8nP4NA0parPt80xnwITKD5kOc91triTk8mAWVI/BC8eNlVtpNRyRmu43SKo9X1bD94jC9ePBBPkA57iog769evZ/PmzfTu3ZtJkybxwQcf8F//9V+8//77zJgxg1mzZrFkyRJ27tzJmjVrsNYyc+ZMli9fTmJiIj/+8Y9ZsWIFSUlJlJaWkpCQwMyZM1u3Bbjssst4/PHHSUtLY/Xq1dx1112888473HPPPXzta1/ji1/8IvPmzXP8k/B/bRlHDeBS4CKaD3+GAP/utEQSkIYlDCeIIHKLNwZsUfswrwyv1SC3Il1d+Q8eoWHL5g59z5AR6cQ9+kib1x8/fjwpKSkAZGVlkZeXx0UXXfSxdZYsWcKSJUvIzs4GoLKykp07d7Jx40Zmz55NUlLzKRwJCZ8+QlBZWcmKFSuYPXt267K6uuazoj744AMWLFgAwC233MJ3v/vdtn+j8iltmZT9D8Bg4NmWRXcaYy631t7dqckkoESHRjMobjAfFX/kOkqneWPjAQAGddeJsyLiVlhYWOtjj8dDY2Pjp9ax1vLggw9y5513fmz53Llzz/j+Xq+XuLg4NmzYcNLXdTFVx2nLHrWpwHBr7fGLCZ4COvZPBekSRiSO4PW812n0NhIc1Naduf5jy4GjZPaLIzIs8L43EWm7s9nz5dK0adNaz1eLjo6msLCQkJAQpk6dyg033MB9991HYmJi66HPmJgYKioqAOjWrRupqam88MILzJ49G2stubm5ZGZmMmnSJObPn88XvvAFnnnmGcffpf9ry8UEu4ATR+7s27JM5KyMSEynvqmOnENrXUfpcJsLyik6VsfUET1dRxERaZMrr7ySm266qfXE/1mzZlFRUUF6ejrf//73ufTSS8nMzOS+++4D4MYbb+Sxxx4jOzub3bt388wzz/DEE0+QmZlJeno6r7zyCgC//e1vmTdvHqNGjaKwsNDltxgQTMuOslOvYMwyYBywhuZz1MYDOcBRAGvtzE7OeNbGjh1rc3JyXMeQT6hprGHOa7OYPeRz3DLiVtdxOtRv39jGsyv3seg7k0mIDjvzBiISULZu3crw4cNdxxA/cLJ/K8aYddbasSdbvy3HaH7QEcFEIoIjGBg7iI+Kc11H6XDLtx0hu3+8SpqIiHSotgzPsex8BJGuYUyPMSzY8SINTQ2EeEJcx+kQh4/WUFhWo7HTRESkw7XlHDWRDtM3ph9evBysOug6Sod5a9NhAC4e1t1xEhERCTQqanJe9YluHtdnV/lOx0k6zpbCoyR3C+MSFTUREelgpyxqxpi3W+5/fv7iSKDrE90HgEV7X3OcpGNYa9mYX0Z2fx32FBGRjne6c9R6GWMmAjONMfNpnj6qlbX2w05NJgEpMiSSzORMNhZtpL6pnlBPqOtI52RfcRXFFXWMHhDvOoqIiASg0x36/AHwEJAC/Ar45Qm3X3R+NAlUl6RMBmBzif+Pm/zcqnwAxqRqj5qIuPeTn/yE9PR0MjIyyMrKYvXq1U5ybNiwgUWLFrU+X7hwIT/72c8AuO2223jxxRc/tc3SpUuZMWPGecvoL065R81a+yLwojHmIWvtj85jJglwk3pfxLz1c9lSsons7tmu47RbY5OXf+fsJzE6lJSESNdxRKSLW7lyJa+99hoffvghYWFhFBcXU19f7yTLhg0byMnJ4eqrrwZg5syZzJzpc8Ou+oUzXkxgrf2RMWamMeYXLTfVXTknkSGRDI5PY93hda6jnJMN+8oAuPXigZrXTkScO3jwIElJSa3zfCYlJdG7d28GDBhAcXExADk5OUyePBmAZcuWkZWVRVZWFtnZ2a3TQ/385z9n1KhRZGZm8sADDwCwe/dupk+fzpgxY7j44ovZtm0b0Lx37Ktf/Spjx45lyJAhvPbaa9TX1/ODH/yA5557jqysLJ577jn+/ve/8/Wvf70161tvvfWxbT6pqqqK22+/nfHjx5Odnd0660FX1JZJ2X9K82wExyfsuscYM9Fa+71OTSYBbUKvCTy95SmKa4pJikhyHadddh1u/lC7LF3TRomIe1deeSWPPvooQ4YM4fLLL2fOnDlceumlp1z/F7/4BfPmzWPSpElUVlYSHh7O66+/ziuvvMLq1auJjIyktLQUgDvuuIPHH3+ctLQ0Vq9ezV133cU777wDQF5eHmvWrGH37t1MmTKFXbt28eijj5KTk8Pvf/97AP7+979/7GufbJsT/eQnP2Hq1Kn87W9/o7y8nPHjx3P55ZcTFRXVgT8x/9CWmQmuAbKstV5onZR9PaCiJu02LKF5+owtJZu5JOXUHyS+7PiwHIkxmo1ARP7jL7l/Zu/RPR36nqmxA/lKxh2nXSc6Opp169bx3nvv8e677zJnzpzW88JOZtKkSdx3333cfPPNfOYznyElJYW33nqLL33pS0RGNp/OkZCQQGVlJStWrGD27Nmt29bV1bU+/tznPkdQUBBpaWkMHDiwdW/b6ZxpmyVLlrBw4UJ+8YvmU+Jra2vJz8/vktN0taWoAcQBpS2PYzspi3QhwxNHEBkcyabij/yyqHm9lmXbjjAxLdl1FBGRVh6Ph8mTJzN58mRGjRrFU089RXBwMF6vF2guPMc98MADXHPNNSxatIhJkyaxePHik76n1+slLi6ODRs2nPT1T5760ZZTQc60jbWWBQsWMHTo0DO+V6BrS1H7KbDeGPMuzUN0XAI80KmpJOB5jIcRiSPYVPyR6yjt8vaWQ9Q1eJkw2D8P24pI5znTnq/Osn379ta9VNB8Qn///v2pqalh3bp1XHXVVSxYsKB1/d27dzNq1ChGjRrF2rVr2bZtG1dccQWPPvooN998c+uhz4SEBFJTU3nhhReYPXs21lpyc3PJzMwE4IUXXuDWW29l79697Nmzh6FDh7Jr167Wc95O5mTbrFq1qvX1adOmMXfuXObOnYsxhvXr15Od7b8Xn52LtlxM8CwwAXgJWABcaK19rrODSeAbmZRBQWUBZbWlZ17Zx/zf+kIApmf0cpxERKRZZWUlt956KyNGjCAjI4MtW7bwyCOP8PDDD3PPPfcwduxYPB5P6/q/+c1vGDlyJBkZGYSEhHDVVVcxffp0Zs6cydixY8nKymo99PjMM8/wxBNPkJmZSXp6+sdO7u/Xrx/jx4/nqquu4vHHHyc8PJwpU6awZcuW1osJPulk25zooYceoqGhgYyMDNLT03nooYc66afm+4y11nWGDjd27Fibk5PjOoacwY6y7Xx72X3cP+4BLupzses4Z+ULf/iAJq/l2a9f5DqKiPiArVu3dsnzp2677TZmzJjBrFmzXEfxGyf7t2KMWWetHXuy9TXXpzgzKHYwEcERvJP/lusoZ6W2oYm9RVVcOryH6ygiIhLg2noxgUiH8wR5SI0dyPoj6/1qOqk1u0to8lqG9+7mOoqIiFOfHHZDOt5p96gZYzzGmDNfZyvSTp9Nm0WTbeKV3S+7jtJm6/Oaz6kbPUDTRomISOc6bVGz1jYB240x/c5THulixvUcT6gnjA/9ZJYCay0vrMkne0A8MREhruOIiEiAa8uhz3hgszFmDVB1fKG1VpN2SYcYGj+Uj4pzXcdok71FVTQ2WbL6xbuOIiIiXUBbilrXvSZWzove0b35qDiX3eW7GBQ32HWc0/rbst0ATB6hCwlERKTztWUctWVAHhDS8ngt8GEn55Iu5IbBnwFge6nvnw6Zs6eEsJAghvbShQQi4ls8Hg9ZWVmMHDmSa6+9lvLycteR2mXy5MmcOMTWz372M5555hkeeeQR+vTpQ1ZWFiNGjODZZ591mPLMPjkRfXudsagZY74CvAj8qWVRH8B/zvwWn9crqjcxod3IO5bnOsppbSk8Snl1AxcN6e46iojIp0RERLBhwwY2bdpEQkIC8+bNcx2pVWNjY7u3Xbx4MVdeeSUA9957Lxs2bOCVV17hzjvvpKGhoaMi+qy2jKN2NzAJOAZgrd0J6DeVdBhjDN0jkjlSfcR1lNN69cMCAO6+YojjJCIip3fhhRdSWFjY+vyxxx5j3LhxZGRk8PDDD7cuf/rpp8nIyCAzM5NbbrkFgLy8PKZOnUpGRgaXXXYZ+fn5HD16lP79+7fOGVpVVUXfvn1paGhg9+7dTJ8+nTFjxnDxxRe3TrB+22238dWvfpULLriA+++/n6qqKm6//XbGjx9PdnZ26+wGNTU13HjjjQwfPpwbbriBmpqa1nzHjh2jvr6e5OSPz6uclpZGZGQkZWVlAKfN8LWvfY0JEyYwcOBAli5dyu23387w4cO57bbbWt/v2WefZdSoUYwcOZLvfve7ADz++ON85zvfaV3nxD1k//znPxk/fjxZWVnceeedNDU1AfDkk08yZMgQxo8fzwcffNDe/3wfZ6097Q1Y3XK/vuU+GMg903Yub2PGjLHiX/7fqh/bz75yvesYpzVn7nv24keXuI4hIj5oy5YtriPYqKgoa621jY2NdtasWfb111+31lq7ePFi+5WvfMV6vV7b1NRkr7nmGrts2TK7adMmm5aWZouKiqy11paUlFhrrZ0xY4b9+9//bq219oknnrDXXXedtdbamTNn2nfeecdaa+38+fPtl7/8ZWuttVOnTrU7duyw1lq7atUqO2XKFGuttbfeequ95pprbGNjo7XW2gcffND+4x//sNZaW1ZWZtPS0mxlZaX95S9/ab/0pS9Za63duHGj9Xg8du3atdZaaxcsWGAfeugha621Dz/8sH3sscestdauW7fOXnTRRa3f++kyzJkzx3q9Xvvyyy/bmJgYm5uba5uamuzo0aPt+vXrbWFhoe3bt689cuSIbWhosFOmTLH//ve/7ZEjR+ygQYNav8b06dPte++9Z7ds2WJnzJhh6+vrrbXWfu1rX7NPPfWUPXDgQOv71NXV2YkTJ9q77777U/+dTvZvBcixp+g0bbmYYJkx5ntAhDHmCuAu4NWOqYkizQbEprLy4ApyizaSkZzpOs6n1DU0kVdUxQWDEl1HEREf9+vXt7Lj0KknJG+PIT1juPeq009RVVNTQ1ZWFoWFhQwfPpwrrrgCgCVLlrBkyZLWSc0rKyvZuXMnGzduZPbs2SQlJQGQkNA8NuTKlSt56aWXALjlllu4//77AZgzZw7PPfccU6ZMYf78+dx1111UVlayYsUKZs+e3Zqjrq6u9fHs2bNb5xddsmQJCxcubJ0/tLa2lvz8fJYvX843v/lNADIyMsjIyGjd/o033uBLX/pS6/Nf//rXPPnkk+zYsYNXX3219fs5XYZrr70WYwyjRo2iR48ejBo1CoD09HTy8vLYt28fkydPbt1rd/PNN7N8+XKuv/56Bg4cyKpVq0hLS2Pbtm1MmjSJefPmsW7dOsaNG9f6c+/evTurV6/+2PvMmTOHHTt2nPa/WVu0pag9AHwZ+Ai4E1gE/PWcv7LICT6T9lle3PE86w7n+GRR21fcPDLN1Vm9HScRETm54+eoVVdXM23aNObNm8c3v/lNrLU8+OCD3HnnnR9bf+7cuWf1/jNnzuR73/sepaWlrFu3jqlTp1JVVUVcXBwbNmw46TZRUVGtj621LFiwgKFDh7b5a65Zs4Y//vGPrc/vvfdevv3tb7Nw4UK+/OUvs3v3brxe72kzhIWFARAUFNT6+PjzxsZGQkJOPSbmjTfeyPPPP8+wYcO44YYbMMZgreXWW2/lpz/96cfWffnlzjl9/4xFzVrrNcY8BawGLLC9ZTedSIcJ84TRN6Yfu8p3uY5yUku3HgYgPSXOcRIR8XVn2vPV2SIjI/nd737H9ddfz1133cW0adN46KGHuPnmm4mOjqawsJCQkBCmTp3KDTfcwH333UdiYiKlpaUkJCQwceJE5s+fzy233MIzzzzDxRdfDEB0dDTjxo3jnnvuYcaMGXg8Hrp160ZqaiovvPACs2fPxlpLbm4umZmf/oN72rRpzJ07l7lz52KMYf369WRnZ3PJJZfwr3/9i6lTp/5/9u47Pqoq7+P450xJJr33EErovSMWRBDssK4Fda2Lq66uXbfZsK26u+qz9oa9rGvvK1hY6R3pEjqk9z6ZzMx5/pgwgtSQO3Mnye/9euWVOzczv/PlebLy4957zmHt2rWsXu1bV3PdunX07dvXf0Vub1OmTGHmzJm89tprXH311Uec4UBGjx7NDTfcQFlZGQkJCbzzzjtcf/31AJx99tk8+OCDrFy5kkceeQSAiRMnMnXqVG6++WZSU1OpqKigtraWMWPGcOONN1JeXk5sbCzvvffeEWc4lCOZ9XkGsAV4AngK2KyUOq3NIwvxC8NSh7GufC0NzQ1mR9nPT4W1OOxWshIijtQnNgAAIABJREFUzI4ihBCHNWzYMAYPHsw777zD5MmTueiiixg7diyDBg3i3HPPpba2lgEDBnDHHXdw4oknMmTIEG655RbAd6XtlVdeYfDgwbzxxhv861//8tedNm0ab775JtOmTfOfe+utt5g5cyZDhgxhwIAB/kkCv3TXXXfR3NzM4MGDGTBgAHfd5Vum9fe//z11dXX069ePu+++mxEjRgDw1Vdfceqppx70z3j33Xfz2GOP4fV6jzjDgWRkZPDwww9z0kknMWTIEEaMGMHUqVMBSEhIoF+/fuzYsYPRo0cD0L9/fx544AEmT57M4MGDmTRpEoWFhWRkZDBjxgzGjh3LcccdR79+xjTs6nAXx1r2+jxTa7255XUu8IXWuq8hCQJg5MiReu81WET7sLhwEQ8uvp+HT/g7/ZMGmB3Hz+PVnPLId0wckM5fpoROLiFE6NiwYYNhfzELn0mTJvH666+TkZFhdhRDHeh3RSm1XGs98kDvP5LlOWr3NGkttgLGPiUpBNAv0feLu7ZsrclJ9rWhoJo6p5th3WTbKCGECJbZs2d3uCbtaBz0GTWl1K9bDpcppb4E/oPvGbXz8O1OIIShYsPjSI5IIa+y7bNkjLR8awUAY3smm5xECCFEZ3OoyQRn7XVcDJzYclwKyIM6IiB6J/RmQcF8CuryyYzOMjsOAJuKashMiCAuMszsKEIIITqZgzZqWusrDvYzIQLl4n6XsKBgPmvL1oZMo7ahoIbe6TFmxxBChDitNUops2OIEHY0i2YcyazP7kqpx5RSHyqlPt3zdVQJhTiMrOhsYuwxbKjYYHYUABqa3BRUNtI/K87sKEKIEOZwOCgvLz+qv4hF56C1pry8HIfD0arPHcmCtx8DM/HtRuA9imxCHDGlFL0SerM1RNZTW7Hd93xackz4Yd4phOjMsrOz2b17N6WlpWZHESHM4XCQnZ3dqs8cSaPm1Fo/cXSRhGi9rrFdWVO2Gq/2YlFHMjE5cDYV+iY4j+ubamoOIURos9vtdO/e3ewYogM6kkbtX0qpe4BZgH/zLK31ioClEp1aelQGzd5myhvLSYlMMTXLhoJquiZHEe04+BYjQgghRKAcSaM2CLgEmMDPtz51y2shDNclpgsAP1VuNLVRc3u8rN5VxXG9zG0WhRBCdF5H0qidB/TQWrsCHUYIgJyYHABWlazk+KwTTMuxakcl1Q3NjO0t66cJIYQwx5E8ALQWkJ2oRdDEhsdxfNYJLClabOoMqi9WFQAwsnuSaRmEEEJ0bkfSqMUDG5VSX8vyHCJYhqeOoKqpim3VW00Zv97p5qsfCxiQHUdClCx0K4QQwhxHcuvznoCnEOIXhqeNAODH0lX0iM8N+vjPfuvbxuqyE3oEfWwhhBBij8M2alrr/wUjiBB7S3Qkkh2dzarSVZzd65ygju32eJm1phCQZTmEEEKY60h2JqhVStW0fDmVUh6lVE0wwonObWT6KFaWrKDGFdxft7yiWmoa3Vx7cq+gjiuEEEL80mEbNa11jNY6Vmsdi28z9nOAZwKeTHR6w1J9tz+XFy8L6rh7diM4dXBmUMcVQgghfqlVy75rn4+BUwKURwi/gckDAfh+53dBG1NrzQvfbSY3LZrUuNbtxyaEEEIY7bDPqCmlfr3XSwswEnAGLJEQLewWO+mR6awrX4vWGqVUwMdcvauKJreXk/qlBXwsIYQQ4nCO5IraWXt9nQLUAlMDGUqIPSbkTKTZ20xe1aagjDdzzhYiw6385rhuQRlPCCGEOJQjmfV5RTCCCHEg47LH8/bGt1hTtobeCX0COpbWmh93VNI/O46IsCNZuUYIIYQIrIP+baSUuvsQn9Na6/sDkEeIfWRGZ9IzvhevrXuFs3pMIcwauMVnqxuaaXJ7GddHluQQQggRGg5167P+AF8A04E/BTiXEH6Tu/nmrjy/+tmAjjNvUykAyTHhAR1HCCGEOFIHbdS01o/u+QJewLc0xxXAvwFZrl0EzandTmNk2ki+3fkNTnfg5rF8t64IgNG5srenEEKI0HDIyQRKqUSl1APAany3SYdrrf+ktS4JSjohWpyVOxWv9vLNjlkBqe/1ajYX19EtJYq4SNnbUwghRGg4aKOmlPoHsBTfLM9BWusZWuvKoCUTYi9DU4Zhs9hYX7E+IPVX7qigpMbJpcd3D0h9IYQQ4mgc6orarUAmcCdQsNc2UrWyhZQINqUUx2Uez/rydQGpvz7f9ys9qofc9hRCCBE6DvWMmkVrHbH3FlItXzEt20kJEVQ94npQ4aygqL7Q8No/bCwhLtJOSqzsRiCEECJ0tGoLKSHMNDJ9FADf7JhtaF2tNeV1TSRHy2xPIYQQoUUaNdFuZEd3AaCoocjQuou3lFNQ2cjZo7oYWlcIIYRoq4A1akqpl5VSJUqptXudS1RKzVZK5bV8T2g5r5RSTyilNiulViulhu/1mcta3p+nlLosUHlF6FNKMTp9ND/s/h91rjrD6i7M862fNl729xRCCBFiAnlF7VXg1F+c+zPwrda6F/Bty2uA04BeLV9XAc+Cr7ED7gHGAKOBe/Y0d6JzOj5rHADf7DTu9ueGghp6pkXLQrdCCCFCTsAaNa31D0DFL05PBV5rOX4N+NVe51/XPouAeKVUBr5N4GdrrStalgaZzf7Nn+hETsweD2DYhAK3x8vqnVUM7ZpoSD0hhBDCSMF+Ri1Na73nb9giYM+9pixg117v291y7mDnRSe15/bnrO1f49GeNte798M1APTNlInMQgghQo9pkwm01hrQRtVTSl2llFqmlFpWWlpqVFkRgoakDMOt3Wyr3tqmOtUNLmavLcKi4IyhmQalE0IIIYwT7EatuOWWJi3f92xFlQ/sPeUuu+Xcwc7vR2v9gtZ6pNZ6ZEpKiuHBRegYljoMgDWlq9tU58edVQD88zfDUUq1OZcQQghhtGA3ap8Ce2ZuXgZ8stf5S1tmfx4DVLfcIv0amKyUSmiZRDC55ZzoxDKifFe/lhUvbVOdH3dWYrcqRnST59OEEEKEpkAuz/EOsBDoo5TarZSaDjwMTFJK5QEnt7wG+BLYCmwGXgSuBdBaVwD349tzdClwX8s50YlZLVZ6xOWyvnw9vjvoR+f9JTvpmxlHuN160PfUv/EmruUrjnoMIYQQoi1sgSqstb7wID+aeID3auC6g9R5GXjZwGiiAzg+63i2Vm9hQ8V6+icNaPXnC6saaWr20i3BQeGgIST83+M4Jk7Y5z35WT/fdU9bvBBbdnabcwshhBCtITsTiHbp5K6TAfh25zdH9fkN+dUAnFK7BW9FBeWXXkbF9Tf6f753kwZQPGYs2tP2WaZCCCFEa0ijJtql+PB4Ts6ZxLz8uXi8rW+gfiqsxaog6e5b/ecaP/yQ/Kwu+zVpexTkdDvauEIIIcRRkUZNtFtDUobS6G5kefGyVn3O29DA6rc/IbtsF2Ee9yHfm7l93yVAPGVlNM6a3aZn44QQQogjJY2aaLeGtizTMTf/h1Z9rqBXH7Yl5dCjfCcAjlMmkzZ3/xrpP65E2e1k5e8i5jbflbeiIcOouOK3FGTntDG9EEIIcXjSqIl2Ky48juSIZKqaqo74M+WXXUGNI5qqyDhyKnYTedGFJL08E1uP7qSvXE7snXeQ+PxzZOXvwpqc7P9czI037Fer8rbbDflzCCGEEAcTsFmfQgTDmPRj+GLb5zQ0NxBpjzzke7XLhfObb9iV0QeA7n+6iYQJg/0/t6amEvP7aw74WWXZ/980De/8G93UROKTT7ThTyCEEEIcnFxRE+3a8LQRAKwoWX7I99W9NJOC7rkAzOsxGoARI3u3aqys/F1k5e8ic/dO/7nGDz/yT0Bo+OTTVtUTQgghDkcaNdGuDU72XRFbUDD/kO+rvmcG4NtcdsXA48lNiyYl1nFUYyqlSFuyaL/zlddeh3a5jqqmEEIIcSDSqIl2LdzmIMoeRVlj6UHfs/eVrs3/eIFyj5ULx3Zr07i2rCzSFu7fHBZ0z6Xq7hlor7dN9YUQQgiQRk10ACdmj2dnzc4DLpnhKS6m8lrfphcJ//c4X5AGwAl9Uto8ri0nx387NOmtN/zn62fOpKBLVwoHD23zGEIIITo3adREu9clJocGdwMVzvL9ftbw0cf+44hzz2HxlnK6pUQRFxlmaAbH+PGkfv/tPue85eV4CgsNHUcIIUTnIo2aaPdyYnxrmu2s3bXfz3RtLQAZmzby3fpiXG4v54w68M4DbWXv3ZvMHdvI3LzJf67qrrsDMpYQQojOQRo10e51ifU1ap9t+Xi/n7mWLcc+cCCWqCj//p5Thgduc3Vls6EiIvwzQ51f/RdP+f5X+oQQQogjIY2aaPfiw+MB2FS5aZ/zurmZpnnzsPXuBcDm4lp6p8cQbrcGPJNSipjbbwOgaPBQGmcf3ebxQgghOjdp1ESHcGzmcTS6G/Hqn2dbFnTr4Tuw+BqzzcV19EyLCVqmmGuu9h9XXH4FVTPuDdrYQgghOgZp1ESHMDhlCM3eZsoby9BOJ/lZPz+HlvDIQ5TXNVFW20RuWnTQMimHg8wd2/yv6198SW6DCiGEaBVp1ESH0CfBty3U/IL5FOT22udnyuHguW/zAMhMOPQ2U0ZTNts+kwtKTp4c1PGFEEK0b9KoiQ4hN74nFmVhe/XPV7DCxh5D5s7taK2Ztdq3TIYR66e1loqIIHPbFgC8JSVU/+2hoGcQQgjRPkmjJjqM4anD+W7Xt3iV73XK+++hrFb+t7GEJreX6eNzsVnN+ZVXYT+v21b39DOmZBBCCNH+SKMm2j2tNY2ff0H83NUAFKeGk/LZp/6f/f3z9QCcPybHtIwAGT9twJrjy9Dw0UemZhFCCNE+SKMm2r2mufOouPoaxry/FoDvz84lbPgwAOZsKKGizsXpQzIN342gtSzR0cTddScAlX+4gea8PFPzCCGECH3SqIl2r37mywBk5zvpVqrIG+Nb0La+yc1f3l0FwFUTepqWb28Rp5/mPy4ZP8HEJEIIIdoDadREu6bdbpzf/LyY7InjL6eooYhKZyWfLN8N+Jq09PgIsyLuJ2PTRv9x06JFJiYRQggR6qRREyHNvWsXrlWr9jvfOGsW+VldKOja3X8ufdkSBiQNBGBD+XpemrOZyHArvz0xN2h5j4QlKor4h/4GQOWtt5mcRgghRCiTRk2ErOoHHqT4mGMpPeMsPAWF+/ys4orp+7yOOOtMrBkZ5MbnEmYN54ddC2lo8tA7PTaYkY9Y1KWXAODZvoOG9z8wOY0QQohQJY2aCDmeigrys7pQ9+xz/nNFo0YDkJ/VZZ9dB8DX9CQ861vywm6xkxaZxuL1vl/ty8f1CFLq1rMPGwpA5Y034SksPMy7hRBCdEbSqImQU//a6wc8/8sGLentN8nK30X8Q39DKeU/PyptDMUFOSTHhDEmNymgWdsi5dNP/MdFI0fjKS42MY0QQohQJI2aCCn1r79B48e+BibpnbfIyt9F0pv7N26OUyYTPm7cAWvYmzPxNsdw6ojIfRq4UKMsFjK3bva/Lho+0sQ0QgghQpE0aiJkeIqKqPrLX3Fv3oyKj8fR0oiFjx+PfegQ//uy8neR9PLMgzZh+QWpAJRZ5wU+dBup8HDSFs73v3atXGliGiGEEKFGGjURMopGjPIf66oq/7FSitQvPifl809JW3Lo5SzcHi/fr6vE6iinxrszYFmNZMvJIfU73xIj1fc/YHIaIYQQoUQaNRESXMtX+I+jrricjHVr9ntP2LBh2LKyDlnnrfnbqax3ccJgL5urNlPprDQ8ayDY+/QhbIw8pyaEEGJf0qiJkFA6ZSoAUZdfRvwD92OJj291Da01/160A4uCaSMHA7CieJmhOQPJMX48nh0791uKRAghROcljZoIDeHhAP69MI/Gsm0VVNa7uOW0fgxNHUSiI4ll7alRO/100Jq6V181O4oQQogQIY2aMJ1r1SpoaiLyvHNRDsdR1/l6te9K1GlDM1FK0TuhNztrdxgVM+Bsub413+qefgbt9ZqcRgghRCiQRk2YyltZSekZZ/leWK1HXafe6ebzlfmcOSyLqHAbANkxXSioK6DJ7TQiasDtPYvV+dV/TUwihBAiVEijJkzTtGgRhQMH+1/H//MfR13r9XlbAThtSKb/3KDkwXi0h7Xla48+ZJClr/bta1px1dV4SkpMTiOEEMJs0qgJ05Sdc57/OPGVl9u0OO1PhTVYFIzonug/1yu+FwA7a9rP7U9rUhIRU6cA+Bf+FUII0XlJoyZM4d7xc/OUlb+LiMmT2lRve2k9kwdl7HMuOiya2LBYdtftblPtYEt4+ikAqu+9D93YaHIaIYQQZpJGTZii+NjjAUh88YU213K6PJTWNpEWt/9EhN4JfVhb1n5ufYLvWbWoK6cD0CBX1YQQolOTRk0ElbehYZ/N1SNOP63NNT9buRuPVzMkJ2G/n/VL6k9hfQHOdjKhYI+4Gfdg79+fupdeQmttdhwhhBAmkUZNBI32eik751z/68TnnzOk7ktztgAwOjdpv5+lRvj2/SxtbF8P5iuliLr0Etwbf8Kdl2d2HCGEECaRRk0ETfmll9G8+uetoRyTTm5zzZXbK6huaOb0oZnYrPv/OqdFpQGwq3ZXm8cKNvvgQQA0zV9gchIhhBBmkUZNBIXWmqbv5/hfZ+XvQrXsRtAWi7eUA3DNxF4H/HlufE+ibFHM2fV9m8cKNlvPngBU33kXTYsOvRm9EEKIjkkaNREUDW+86T/O3GLcrbx3Fm4n3GYhJebATZ/dYmdQymCWFC3G5XEZNm4wWKKiiHvwAWDfpUyEEEJ0HtKoiYDTjY1U/eWvAESceWabtonaW6PLTVOzl8E5CYdcg+24rOPxai/LipYaMm4wRV9+GZEXXwxAxTW/NzmNEEKIYJNGTQRc7TPP+o8Tn3/2EO9snXcW+tZiO21IxiHfNzjZt/tBXtUmw8YOpvi/+a6qNX72ucwAFUKITkYaNRFwDe/8G4CE/3vc0LpvzNsGwKmDMw/5vgRHIt1iu7O9Zruh4weLslqJf/ghADzbtpsbRgghRFBJoyYCqnnjRjyFhQBEnnfuYd595AoqG2h0eRjUJR6L5fBbT/WI68HWqi2GjR9sYaNHAVD/1lsmJxFCCBFM0qiJgCqZ6Nsaytqly2He2TrfrC0CDj7b85d6JfSmsqmSbdVbDc0RLHtmgNY99zza4zE5jRBCiGCRRk0EjKeszH+cNn+uYXUbXW6e+SaPbilR+2zCfij9EvsBsK58nWE5gklZrf5JBbVPPmVyGiGEEMEijZoImOo77/IfK6vVsLrzN/kawKnDs4/4M11icgDYXr3NsBzBFv/Qg9j69aPhzbfQTU1mxxFCCBEE0qiJgMvI+8nQep+v3E1shI3zj+l6xJ+xW+3EhsXyU+VGQ7MEk7JYiL3tFjyFhbiWLTc7jhBCiCCQRk0ETONnn2MfNAhLZKRhNRua3CzaXE5uWgzWI5hEsLcuMTlUNFbg1V7D8gRb2NChADSvX29yEiGEEMEgjZoIiMbPPgegec2aw7yzdf672jeD9HBLchzIyTknU9tcy67anYZmCiZrejrW7Gyali4zO4oQQoggkEZNBETlbbcDEP/4Y4bWXbLF93zamcOyWv3ZAckDAVhXttbQTMEWNnoUTfPn4W1oMDuKEEKIAJNGTQSErqsDIOp84/aorG1sZkFeGeePyWn1bU+AtMh0kiOSWVvevhu1yLPPRldV0zRvvtlRhBBCBJg0asJwzZsDs7DsvxfuwOX2MnnwobeMOhilFLlxPdnWjmd+Atj79QXA+dVXJicRQggRaNKoCcPVPODbmzJy2vmG1v1kxW6UggFZcUddIzsmm/y63e16z0xrRgZhY8fStHRZu/5zCCGEODxp1IThrDm+NcviHrjfsJqFVY2U1TZx6fHdUar1tz33cNgiAChpKDEqmikizzsHz7ZtuBYvNjuKEEKIAJJGTRjOs2sX1q45hi7LsXxbBQAn9ktrU52Rab49M9e18+fUIqZMQcXG0vDvd82OIoQQIoCkUROG8tbW4pw1G/uAAYbV1Frz0Ke+rZ9yU6PbVKt7XHfiwuNZVbLSiGimsUREEHHKZBq/niW7FAghRAcmjZowVM0/HvUdeI1bVPanwlo8Xk3/rFjC7W3bisqiLAxMGsic3d/T5GnfDU7ElCnomhqcPxi3j6oQQojQIo2aMFT9zJkAxN1zt2E11+dXA/DXqQMNqdc1thsAu2t3GVLPLOEnHI+Kj6Pxk0/MjiKEECJApFEThin/7XT/sTWr9QvSHszCvFISo8PafNtzj76JvuUtShtLDalnFmW3E37scTR+9DFlF1xkdhwhhBABII2aMIR2u3F+Pcv/WlnbdotyD69XM/enUnqkRrdptufeesT1AGBjxQZD6pkp9pabAGiaOxdPSfueySqEEGJ/0qgJQ3gKCvzHmdu3GlZ3d4Vvm6Q+GbGG1YwJ89Wqc9UZVtMs9n79iLricgCKho2QddWEEKKDkUZNGKJpwQIAEp56AmW3G1Z3c3EtAMf2SjasplKKPgl9mb1jVodobOLuneE/di1ZYl4QIYQQhpNGTRjC+d0cAKxdcgytuzCvjHCbhcFdEgytmxKZgkZT1lhmaF0zKKuV9B9XouLjqX30cbPjCCGEMJA0aqLNtNY4v/gCgLARww2tvWJ7BblpMdhtxv6qTu56CgAF9fmG1jWLNTmZ6Cun0zR/Ps15eWbHEUIIYRBp1ESb7b2NkVEP/ANsK6kjv7KRiQPathvBgXRvmVCwrGip4bXNEnXBNABKxk9AezwmpxFCCGEEadREm3mKfbMN42bcY2jdv7XsRnDK4ExD6wLEhcdhs9jYVLnJ8NpmsWZkEDZmNADunzrOn0sIITozadREm7mWr4CwMKIuvcSwmvVNbtbsqiIhKozkmHDD6u6tb0I/NlSsx+l2BqS+GRKefALCw6m86Wa89fVmxxFCCNFG0qiJNtFa+3YjcLlQ4cY1VF+u8j07Nv3EXMNq/tIxmWMB2FK1OWBjBJstK4v4GffQvG4dJSdNNDuOEEKINpJGTbSJrq4OSN0Pl/q2dzp7VJeA1Ac4IWscAHlVHevh+z1XNj35+XgKCk1OI4QQoi2kURNt4ikqAiDhmacMq1lS7WRbaT2902OwWoybnPBLCY4EkiNSyOtAz6ntkfTG6wDUvfyyyUmEEEK0hTRqok08xcUAWNPTDav57qIdANx6Rj/Dah5M38S+zM3/Aa/2BnysYHJMOInwcSfgnDPH7ChCCCHaQBo10SbNa9YCxjZq36zzXaUbmB1vWM2DSYlIBWBbtXHbXoWK8GOPxb1ho/+qpxBCiPZHGjXRJjUPPQyANc2Ytc5Kqp0UVzu5cGzXgN723GNc9okAFNZ3vGe5wk86CQDn93PMDSKEEOKoSaMmDKEcDkPqzP3JtybblBHZhtQ7nJyYHKJsUby/6b2gjBdM9gH9sXbrSt3MmR1iT1MhhOiMpFETR83b2Gh4zf9tLCE9zkG35CjDax+I3WrnhOwT2Vq9haqmqqCMGSxKKaIvu8x3+3P7drPjCCGEOArSqImj1rxyFQAxt95iSL16p5slW8oZ0T3R0K2oDmd4qm9/0lnb/xu0MYMlbPQoAJqWLDE5iRBCiKMhjZo4antmFEae82tD6j3/nW89s2N6JRtS70iNSBsJwPe7vg/quMFgHzIEa9cc6p59Hu12mx1HCCFEK0mjJo6Kbm6m7ulnAGNmfLo9Xv6zeCcAJ/UzfhP2Q7Fb7Zzd8xzy63Z3uNmfSilibrged14erqUdZwN6IYToLKRRE0el/JLL/MdGbB31yg++BulPZ/bHZg3+r+XUnr8CYPaOWUEfO9AckyaB1Ur9m2+ZHUUIIUQrSaMmjopumUiQ9Pprba5VWuNk5pwtRIXb+NXI4Mz2/KVERyLDUoczpwPe/rQmJRF57jk4v/kWb22t2XGEEEK0gjRqotW01riWLQPAMXFCm+t9vGw3ALed0S+okwh+KSUihbrmOpq9zaZlCJSIs85E19XR9MNcs6MIIYRoBWnURKt5dvk2TI++9vdtrlVa42Tm/7ZwQp8UThuS2eZ6bdEvqT8Aa8vWmJojEMKOOQYVH0/t00/LpAIhhGhHpFETreb87jsAIqZOaXOtJ2f5NkQf3z+4EwgO5PisE7AoCyuKV5gdxXCWiAhib7+V5h9XU/vkU2bHEUIIcYSkUROtVn3HXQDYunRpUx2tNd+vLyI2wsbpJl9NAwi3hjMoeTDzC+Z1yJX8oy+/nPAJE6h7+hm8VR1rcV8hhOioTGnUlFLblVJrlFKrlFLLWs4lKqVmK6XyWr4ntJxXSqknlFKblVKrlVLDzcgsfCquvc5/bImLa1OtlTsqafZorjqpl6nPpu1tRNpIyhpL2V6zzewoARH7p9vRjY00vP+B2VGEEEIcATOvqJ2ktR6qtR7Z8vrPwLda617Aty2vAU4DerV8XQU8G/SkAgDtdNL4yacApHzd9lX8H/lsPRYFpw81/2raHn0T+wGwqmSVyUkCI2zgQKxZWf7JIEIIIUJbKN36nArsWevhNeBXe51/XfssAuKVUhlmBOzsCnJ7+Y/DBg5oU60N+dXsKKvn2N4pRIbb2hrNMH0T+5IWmcZr614xO0rAhI0ZjfO77/GUlZkdRQghxGGY1ahpYJZSarlS6qqWc2la68KW4yJgz9PlWcCuvT67u+WcCCLtcvmPUz7/tE21PF7NPR+sBuDqCT3bVCsQeif0wYuXnTU7zI4SEDHXXYuur6fh3++aHUUIIcRhmNWoHa+1Ho7vtuZ1Sqlxe/9Q+57kbtXT3Eqpq5RSy5RSy0pLSw2MKgAqb7gRgKhLLiZs2LA21fpsxW52ljdw7ugceqXHGhHPUGflTgVgY8VGk5MEhr1vX+xDBlP/6mvo5o63ZpwQQnQkpjRqWuv8lu8lwEfAaKCERnI8AAAgAElEQVR4zy3Nlu8lLW/PB/aeXpjdcu6XNV/QWo/UWo9MSUkJZPxOx1NYSONnnwMQdcklba63MK+M7MQIbj29b5trBUKv+F7YLDa2drB9P/cWddFFeAoLaVq40OwoQgghDiHojZpSKkopFbPnGJgMrAU+BfZsIHkZ8EnL8afApS2zP48Bqve6RSoCTDc1UTRytP+1fUD/NtXzeDVrdlfRJyM2ZGZ6/pLVYqVXfO8OO/MTwHHKZJTDQdUtt+H89juz4wghhDgIM66opQHzlFI/AkuAL7TW/wUeBiYppfKAk1teA3wJbAU2Ay8C1wY/cufUOGs2De+973+d8dOGNtdcmFdKRZ2LMbnJba4VSD3je7K+fB11rjqzowSENSWF5P+8i6ewkPJLL8O9e7fZkYQQQhxA0Bs1rfVWrfWQlq8BWusHW86Xa60naq17aa1P1lpXtJzXWuvrtNa5WutBWmtZVyAIXKtWUXHFb6n6k2+VlJTPP8USHd3muh8v9zUEx/UO7dvTx2UdD8DMtS+ZnCRwwkYMJ3HmiwDUPPJ3k9MIIYQ4kFBankOEkPKLL93ntX3w4DbXdLm9zPuplME58STFhLe5XiD1TxpAjD2GxYUd+xkux8knA9D44Ud4q6tNTiOEEOKXpFETB+StrAQg/rF/krFpI8pqbXPNZVvLATh7ZNu2ngqWY7OOo665jia30+woAaNsNhKeeRqAsgsuxL1zp8mJhBBC7E0aNbGfpsWLAYi86EKipk3DEhVlSN0HP1kLwPEhfttzjxGpvk0zdtR2zPXU9oicOoXYP/2R5tVrKB57HO78/SZVCyGEMIk0amI/ZdMuBCDmhusNq7ludxXldS5OHZxBTITdsLqB1D2uBwArS1aanCTwoq//A3H33wdAxdXX+K+oCiGEMJc0amIf1ffeBy2LoNq6GHeL8tUffGuSTR+fa1jNQEuNTCXJkcSSwsVmRwk4pRTRv72C+IcfonnVj5RfMR3t8ZgdSwghOj1p1MQ+6l7wzQJMnfW1YTWLqxuZ+1MpEwek0yXJmNuowaCUYkzGMeRVbaLS2TmuMEVdcjGxd/wV19KlVP35L/g2CRFCCGEWadQEANrjofikif7XbV3Ydm/PfpMHwKUndDesZrAMTB4EwOLCRSYnCZ7oa64m8sILaHj7Hepnvmx2HCGE6NSkURMANM1fgHvTJgAS/u9xw+o2NLn57+pCMuIj6JMRevt6Hs7YzGOJsEXwQd57ZkcJGqUU8X9/BFvPntS98qrcAhVCCBNJoyYAaJo/338ced65htX930bflq1nDcsyrGYwWZWVfon9KW4oxu11mx0naJTFQszNN+LZvp2Gd/9jdhwhhOi0pFETALjz8rD17UNW/i5D6362wrcTwbSxXQ2tG0yjM8YAMC9/rslJgiti6lTsw4ZSPeNe3Ns67r6nQggRyqRREwB4KyqxJCQaWrO2sZkV2ysZ2jWBqHCbobWDaVLOZADWlK02OUlwKaWIf+B+dEMDlbfcivZ6zY4khBCdjjRqnZz2esnP6oJr6VJ0ba2hte9870cArmxHS3IciN1qp1d8b+bu/oFKZ4XZcYIqbOhQYu+6E9eSpbiWrzA7jhBCdDrSqHVylb+/zn8cdfFvDKvr9nhZvKWcaIeNkT2SDKtrlumDfofT4+SN9a+bHSXooqadj3I4KL/8Cjzl5WbHEUKITkUatU7OtcZ3Oy/2rjuINLBRm722CIA/nzXAsJpm6p/Un6Epw1hatKTTrS1miY8n/h9/R1dVUfvkU2bHEUKITkUatU6q4ZNPyc/qgmfHTqwZGcRccw1KKcPqvzXf9/D5MT3b/9W0PY7POoFqVzW764ydcNEeRP76bBxnnEHDe++jm5rMjiOEEJ2GNGqdUH5WFyqv/fmWZ8zttxla3+3xsrm4jl7pMUQ72se+nkeib2JfAObnzzM5iTmiLpyGrqqi4T+dZ005IYQwmzRqnUzTkiX7vLb16U3UtPMNHeOu9323U88bnWNoXbPlxHZlWOpwvtn5Tae7/QkQPm4cYceMofre+3Dn55sdRwghOgVp1DoR3dxM2dnnAJD0+mukr1xO6rffGDrG7ooGvl9fDMDkQRmG1g4Fo9JHU9JQTFljqdlRgk5ZrSQ89ija5aLumWfNjiOEEJ2CNGqdSPNPPwFg69cPx8QJWFNTDX0uDeDLVb4rLTN/NwZHmNXQ2qEgI8rXfC4tXmpyEnPYunYl/ITjafjoYzzFxWbHEUKIDk8atU7EtWwZAInPBG7m3uy1RYTbLQzIjg/YGGYanDIEgPd+etfkJOaJufZadG0tZedfgHZ3nm21hBDCDNKodRLa66X6jrsAsOUGZgHaZreXwqpGshMiA1I/FNgtdkamjaLcWc7mqjyz45gi/LhjiX/0n7g3b6bqttvNjiOEEB2aNGqdRMN77/uPlTUwtyQ/X5mP26O55uReAakfKm4afjMAX2z9wuQk5ok6/zxibriehvfep+GTT82OI4QQHZY0ap1E1S23ApC+PHDPVm0u9m1BNSY3OWBjhILY8Dh6J/Th252zaXI7zY5jmpgbrsfevz+V115H41dfmR1HCCE6JGnUOgHd3Ow/tiQHpolye7x8uGwXQ7smEGbr+L9Wk7r6Nmr/cPOHJicxj4qIIOXzT7FmZ1N5483+ySpCCCGM0/H/Ru3kvDU1FHTrAUDktPNRNltAxnl7wXa0hnF9UwNSP9RMzDkZgEUFC0xOYi4VHk7MrbegGxspmXAyZedfgKeoyOxYQgjRYUij1kHppiZqn3mWwn4/77UZ+9e/BGQsr1fzzsIdAJzbwRa5PRibxcYJWePYVrONovrO3ZhEnX8e6YsXEfunP9K0fBnlV17VKRcEFkKIQJBGrYMq6NGTmgf/5n+duXsn1gDd9nzsqw1U1ru4/Yx+neK25x5TcqcCsKBgvslJzGfNzCDmhuuJufZamleupPGTT8yOJIQQHULn+Vu1E2n873/9x/YBA8jcsc3whW33aGr28P6SXdisiinDswMyRqjqk9iXnJiufLz5Q7mC1CLmumux5eZSed31OP/3P7PjCCFEuyeNWgeivV6KTziRium/A3y3OlNn/Tdgz6UB/luef5kyAHsnupq2x5CUIVQ1VbGhYr3ZUUKCcjhIev1VrBkZ1Dz4kNlxhBCi3et8f7N2YPUvv4J761YAEp59hpjrrg3oeB6v5rlv8xicE88ZQ7MCOlao+lXPswH4qUJmPO5h69aN6GuupnndOsouvAjd1GR2JCGEaLekUesgtNZU3zMDgLj77iVyylkBH3NBnm9j8hP7pgV8rFCVEplKoiOR+QVzzY4SUqIuvYTIiy6k6Ye5VP/tIbTXa3YkIYRolwJ3T0wElfPrrwEIGzOa6Om/DcqYHy3dBcCpQzKCMl6o6hXfm8VFiyhpKCE1snMsT3I4KiyM+L8/gm5spP6lmViiooj9o2w3JYQQrSVX1DoArbX/ubSkN98Iypgut5dVOyoZnZtEUnR4UMYMVVNbbn+uL19ncpLQopQi4cknCJ84kdp/PUHlzbfg3r3b7FhCCNGuSKPWARSPGuM/tkQGZ0P0L1fl0+DyMO2YrkEZL5T1S+xHmCWMtze+ZXaUkKOUIumlF4j+/TU0fPwJxcceT9Vf78C1fIXZ0YQQol2QRq2d81ZX4yksBCB95fKgjfv2gu3ERtgY0S0xaGOGKqvFSkZ0BkX1hawrW2t2nJCjwsKIu/MO0ub9QMSZZ1D/+huUTv0VDR9+ZHY0IYQIedKotXOVN9wEQPw//4E1NTjPR323void5Q2cMyoHR5g1KGOGunuPfQCAjzdL83EwtqwsEp95moy1q7H16EHl9TdQfd/9aJfL7GhCCBGypFFrx9zbt+P85hsAIi+YFrRx/7NoJwAXH9c9aGOGukRHIgOSBpJXtQmP12N2nJBmiY8n8ZWXwW6n7vkXKDn9DFnCQwghDkIatXbKW11N+ZVXARB7910B23ngl+qczazaUUluWjRRDpk0vLezcqdQ4azg253fmB0l5Nlze5C5bQtx987AvWEjJaeejna7zY4lhBAhRxq1dshbX09h/4G4N2wAIPrK6UEb++SHvgPgN8d2C9qY7cWotNEAfLntC5OTtA9KKaKvnE70ddfi3rSJyptvNTuSEEKEHGnU2iHn17P8x0nvvI2yBuc5sbLan29Pnd5JdyI4FLvVzrDU4Wyt3kJDc4PZcdqNuL/+hYhf/5rGjz6iaVnwJsQIIUR7II1aO9S0eAlYraQtnI9j3AlBG3fO+mIAnrh0ZNDGbG+OyzweQG5/tlL8fTOwZmdT/puLca1aZXYcIYQIGdKotTPe6moa3nwTx4STsOXkBHXsORt9jdqI7rIkx8FM6joZi7KwoGC+2VHaFUtCAskfvIclLo6y86bh/OZbsyMJIURIkEatnWn83Pf8U/j4E4M67oJNpSzbWsEpgzOwWoIzcaE9UkrRN7Ef68vX8VPFRrPjtCu2rCxSPvsEW24u5Vf8FuecOWZHEkII00mj1s5U/fFPAERdcklQx/1mXREAN0zuE9Rx26O/jr4Dq8XKB3nvmx2l3bGmpfmurKWmUv6bS6i64048FZVmxxJCCNNIo9aOaK39x8GaQACweEsZX64qYOqIbJJiOve+nkciNjyOk7pMYFHhQjZX5Zkdp92xREWRNPNFHKedSv2rr1Exffo+v/tCCNGZSKPWjnhaNrSOf/ihoI77zoIdAFwwVvb1PFJ9E/sBcMucm1hZIvtatlbY0KEkvfQi0X+4DteSpbjzpOEVQnRO0qi1I85ZswEIGzM6aGOu213Fos1lXHZCd7qnRAdt3PZuUtfJ/HX0nQDcs+AuCuoKTE7UPkVfdhkqMpKKK6/CW1NjdhwhhAg6adTakeq77wHA3rt30Ma8873VAEwd0SVoY3YUx2SO5XeDrgbgqZVPmJymfbJmZpDw2KO4t2yh+KSJeMrLzY4khBBBJY1aO9HwYfA3+95ZXk9hVSODusSTmRAR9PE7grNyp9Alpgtry9fg0bIH6NGIOOtMYm6/DW9RETUPPIinolKeWRNCdBrSqLUD2uOh8vobAEhbMC9o4749fzsA954zKGhjdkQnZp8EwPz84P3/rqOJvelGIs8/j4b/vEfRoMEU9ulH7ZNPScMmhOjwpFFrBxo/+RSAiHPPxdY1OA/0uz1evltfxIjuiWQmRAZlzI7q5K6TAPjnsr+bnKR9i3/kYRJfmUncvTOwDxlCzcOPUPf889KsCSE6NGnUQpz2ev1X0xIe/UdQxnR7vFzxwiJqGt38epQ8m9ZWiY5Eeif41p/Lq9xkcpr2S4WFETF5MtFXTif5zdex9e5Nzf0PUnb+BTh/+AHtkVvLQoiORxq1EOdatgwAS1oqymYLypg3vrGcvKJaxvVNZXy/tKCM2dHdOvJ2AL7Y+rnJSToGFR5O6n+/JO6+e3EtX075hb+haOhwGr/6yuxoQghhKGnUQpxryVIAUr8Izl/wq3ZUsnxbBf2zYnnkgqGyXZRBMqIyGJU2mnn5c2n2NJsdp0NQ4eFET/8tGSuXE//Yo3grKqj6459lGQ8hRIcijVqIcy1dhrVrDtaMjMCP5fZyzctLALhj6kCUkibNSOO6nIjL62J9xXqzo3Qolrg4oqadT9Lrr+GtqqLsggtpWrrU7FhCCGEIadRCmHa7cc6bi2PChKCM98GSnQBMPzGX3LSYoIzZmQxLGQbAkyv+T5bqCADHxAnEPXA/zT+upmL67/CUlZkdSQgh2kwatRDW8O5/wNmEJTk5KON9sSqfgdlx/G5Cz6CM19nEhsdxbOZxlDSW8MramWbH6ZCiL7uUlK++wFteTu3j/2d2HCGEaDNp1EKY60ffrgBRl14a8LFWbK9gc3EdI3skBXyszuz2kX+iR1wun275hLJGueITCGGDBxN53rnUv/oaruWyz6oQon2TRi2EOb/6irBjxmBNTAjoOFX1Lq59xfdMzzE9g3P1rrOyWqxcMXA6AFfNmo7b6zY5UccUd8/dEB5O+ZW/w1NcbHYcIYQ4atKohajGzz7HW1GBNTkl4GM98rnv4fa7zh7I0K6BbQoFDEkZwpTcqbi1m0eXBWdtvM7GkpBA8uuv4S0poXTKr2j87HO002l2LCGEaDVp1EKUa4Xvlk3MH28P6DhLt5bz/fpikmPCOWNoVkDHEj+bPvB3pEems7RoCQ3NDWbH6ZDCjz+O+Mf+iW5ooOKa31M4YiRV98zAtWqV2dGEEOKISaMWoupeeBEAe26PgI3x5ap8rn/Nt6DuY78ZHrBxxP6UUtw68nZcXhefbvnY7DgdVtS0aaQtWUTi889h79OH+pdmUnrGWVT+8c+41q41O54QQhyWNGohKBh7F1Y3uLjvo7Wkxjp48rKR9M6IDfiYYl+9E/qQHJHM2xvfolwmFgSMJSKCiDPPIOXDD0id8x3hEyfS+OGHlJ56OtX33oduajI7ohBCHJQ0aiGo6fs5AMQ/9mjAxpi9tgiA287oxyiZ6WkKpRSX9r8cgPsW3YtXe80N1AnYe/Ui+fVXSVu0gLBjjqHuhRcp6NGTimt+j7e21ux4QgixH2nUQoz2eql99jksiYlE/vrsgIyxq7yef36xAYCR3RMDMoY4MuO7nERsWCzbqrfyyeaPzI7TaViTk0l+710SX3qBiLN9kw1Kzz5HFskVQoQcadRCTP0bb+JasICY6/+AstsNr79mVxXnPTEPgBnnDCIyPDgbvYuDe2riswC8su5l1pSuDsqtb+G7ohlx2mkkPvUk8Y/+A/eGDRSfcCL1b79jdjQhhPBTHfEvhZEjR+ply5aZHeOIeKuqqLjuDzTN+Z//nK1fX1JnzzJ8r81tJXVc9Mx8tIY7pg7grOHZhtYXR29lyUr+vvQh6pvrSY/K4IZhN9E/qT8WJf+WChbn999T+68ncS1dSty9M4i+crrZkYQQnYRSarnWeuQBfyaNmnnc27ZRfPy4/c6nLVmMLSvT0LFqGpu56On5VNQ18ciFwzihT6qh9UXb1blq+eeyf7CiZLn/3Pjsk8iN78mU3KmGN+5if9rlonz672j67jvCxo4l6cXnsSTI2oJCiMCSRi1E1b00k+p7ZhB58cVEXfIblMOBvWdg9tmc/uIi1u2u5l+XjmBMruw+EMry6/J5bd0rbK/eRlGDb9JHmCWMeEcC3WO70yexj/+9qZFpZEdn0yM+16y4HY5ubKTu1deoefgRLMlJRJ57LmEjhuOYOBFltZodTwjRAUmjFoLcu3dTPGYs1owM0pYsQlkCd4vr8a828O6inYzqkcSTlx3w90CEqCZPE59s/ph5+XMpqC/A5TnwUhJdYrrw+PgnCLOGBTlhx1X/zr+pffQxPCUl4PGAUth69MBx2qk4ThpP+DHHmB1RCNFBSKMWgoqOPQ7Pjp0kPvcsEWedGbBxrn1lCSu2VxJus/DhzeNIig4P2Fgi8Jo9zWh8/5t1eZrYXrOD5358hp21OwD446g/Mzx1BJH2SDNjdija5aLx089ozsvDtWQJriW+fXGT3/sP4ceONTmdEKIjkEYtxFTdPYP6mTNR8fFkrF0dsGeP3l+8k39+uYGIMCuf3nIiMRHGzyIV5tNac/XsK/23SQFi7DFM7HoyuXE94TC/Xg6rg1Hpo2XiwhFy5+dTesppeGtqiL7298TefBMqXP4BJIQ4etKohRBPURFFI0YBkL7mR6yJgVnHbGd5Pee3LMPx0c3jyIiPCMg4IjRorSmsL2Bt2Vrm5v+P3bW7KXeWt6pGuDWcCFsEmdGy5+vhaJcLz86deMorwKKwREVjSUnGmpQEAXyMQQgRfCkRKdw6MrD7bh+qUZNFtIKk5MyzAGhe6dsQOm3+3IA1aS6319+kPXDeEGnSOgGlFJnRWWRGZzG52ykAlDWW4XQ7D/vZdeVrKajLp7C+UDaIP1LhNuy9+uBNqsRbXY23shKdtwXvrgJs3bthSZTdPoToKGwWc+9GSaMWBCVnTfU3aABxD96PrVu3gIy1taSOi56eD8D08bmcPDA9IOOI0JcccWSze7NjZD29ttIeD84vv6L64YfxbP8Sx+RJxN5+O/b+/cyOJoRo56RRC7DGWbNoXrECgMwteSiHI2Bj1Tvd3PvhGgAuH9eDK8fLkg1CBIOyWok460wck06m9tnnqHvhRUomTSZy2vmEnzgOe89e2Hp0R0XI1W0hROvIM2oBpLWmIDsHgPSlS7BmZgRsrJIaJ1Me9e1ucMHYrtx0at+AjSWEODRPeTnVM+7D+eWXaGfL7WelsHbpgq1nLrbcXOy9ehE2dCj2Af3NDSuEMJ08o2aSmocfASDmtlsD1qR5vJrPVuzm4c/WA3Bc7xRp0oQwmTUpicQn/4X+xyO4t22jOW8z7i1bcG/ejDtvMw0LFvobOFvv3oSPPYbwY4/F2q0r9l69ZBapEMJPrqgFiHvrNopP8G0PlbltCyrM+IVIPV7NlS8uYkNBDQlRYdxyel8mDQzcVTshhDG014snP5+G9z/A+e23+zzDisVCzA3XE/2H67DIrVIhOgVZniPItNdLxTXX4vzyS1LnfI+9p/HPilXUNXHBU/OoaXTTIzWamb8bQ0SYXCAVoj3y1tXh2bGTxi++oGnJElwLF6Hi4nBMOAlbbi7W5GTsw4Zh798voLuYCCHMIbc+g6zh/Q9wfvEFUZdcHJAmDeCdhTuoaXQzcUA6M349CLtN/uMtRHtliY7GMqC//3m1poULaXj3Pzh/+IHGjz72v085HNh69SLunrsIHyu7IgjRGcgVtQAonjARLFZSZ39t+K4Dm4trufO9H9leWs/4fqk8fMEwQ+sLIUKLdrlw79yFa9EimvPyqH/9DfB4sOXmEnHmGUScdSbW1FRUXFzAdjkRQgSWXFELotrnnsf90ybiZtxj+H807/lgNV+vLgSgX2YsN5zSx9D6QojQo8LCsPfM9V+dj/nDddS//Ar1b71N7WOPU/vY4743OsKxpqZhTU3FkpqKNSkRFR+PJT4eS3wclvh4rJmZhA0ebOKfRgjRWnJFzUDa66Vo1Gi8RcVkrFuDJT7ekLort1fwyg9bWbLFtyXQM1eMYni3wOxqIIRoH7TTSfP6Dbh37cRbXIKnuBhPSQmeomK8JSV4KyrwVleDx7PP56zdu2Prko0lOQVrchKWlBSsaWlY09OxpKdjzUjHEhlp0p9KiM5JrqgFSeVNt+AtKib+8ccMadI2FlTz8Gfr2VhQA0CYzcKsP03AEWZtc20hRPumHA7Chg8jbPjBH3/QWqPr6vBWVeGtqsI5+xua16zBU1qGe/sOvKWl6MbG/WvHxGBJSkRFRKAcEb7vERFYIiJQEY6W8y3f4+Kwde9O+LFjsURHB/KPLESnJI2aQdy7d9P4wQcARJ7z66Ou43J7qahr4qNlu3lt7lYAosJtPHXZSHpnxGK1yDMoQogjo5TyNV0xMdClC2GDBu33Hm9dne8qXFGR76pcURGeoiLf/qVOJ7qxEd3YiLe0BE/jz6/3fLHnrozVir1/f8JGDMfapQvW5GQsSYlYkpJ8X3FxqKgoeY5OiFaSRq0NtNY0r11Lw3sf0DRnDlgspM37AWVt/RWveqebO95bxaLN5fuc/9clIxidmyT/cRNCBIQlOhpLz2g4ihnqWmt0VRXN6zfQNG8eruUraHjvfXR9/YE/YLViSU7C3rcvlqRkLIkJWKKifFfnHA4ID0c5HFjiYgkfOxZLXFwb/3RCtH/SqB2l+n//m9onnsSzY6dvynz//iS+9AK2rl1bVcfr1czZWMzTszaRX9lI7/QYhnVLoFd6LGN7JZMULSuUCyFCk1IKlZBA+HHHEn7csUBL81Zbi7e8HE9ZOd6KcrzlFXhrqvFWVeMpLMKdtwn3tu14Kyp8Td1BnpW2pKRg69EdW24utm7dsHXtirVrDioyChVmR9ntEBaGsu91LOvMiQ6m3TRqSqlTgX8BVuAlrfXDZmXxNjZSffcMrDk5xP3tQSJ/NbVV//KraWzmpe838936YspqmwCIDLPy9wuHMa5vaqBiCyFEwCmlULGxWGJjsXXvftj3a62hudl3m9XpRDc14d6+g+Y1a3Bv3Yp7yxacX8/CW15+2FoA2GzYcnKwDx2KNSUZ7HZUWBjKZvM3df5z/mM7yh4GdlvLd985S3IK1swMuaMhTNUuZn0qpazAJmASsBtYClyotV5/oPcHY9anp7QUPB6s6emHfa+z2cO7C3eQV1zLT4U17Cpv8P8sOzGS/llx3HhKH5Ji5OqZEEIciLe2FveOHXh27fI1dK5mX4PX3Ix2uX4+djpxLVxE85bN4PKdo7n5qMe1pKZiH9AfS2KS7xat3QY2m6/Ja/mubDZfc2ezQXg49j69sSQl/TzhYs/ki6N4LEZ0Dh1h1udoYLPWeiuAUurfwFTggI1aMFhTUg543u3x8lNhDS63l6JqJws2lTJ7bREA0Q4b/TLjGNc3ldzUaE4fmhXMyEII0W5ZYmIIGzgQBg5s9Wf9V+3cbnC5Wpq7Zmh2tTRybnSza6/mz4VucuEpyKfph7l4iopw521GNzX53u92o92+z/1y+ZNDCg/3zZrdM5PWEe5r9MLCfY1eeJhvX2h7GCo8DCxWlNUCVisoy8/HFgtYLL7Gb+/jltfK8ov32e2oqEhUZBSW6GjfcVQUlsiolvORvvcq5bt6uOer5dw+PxNB114atSxg116vdwNjTMoCwP0frcHZ7N3nXEmNk02FNTS59z3fLzOWPhmx/PHM/lhk1qYQQgSVUsp32zMsDFq5Rlz05Zcf8ufa621p3NzQ3IynuBj39h2+WbHOPbNj95ot6/zFsau5pXl0+da9c/muEGpXE3i84PGgtffnY68XvL5j38+0//hgz/oZ6oCNnEJx4ObOd/qX53yfAeVrKvepB6i9GsO9xtjzPn+9vc9bLLQM9nPNvT6DsuxVj1/kadldWtkAAAbHSURBVPmZYt/8LfWsmRnEz7gn8P+3PYj20qgdllLqKuAqgJycnICPt620jvqm/f8llZkQwXljupKT5PuPQa/0GOIiwwKeRwghRPApi+XnJhCwxMVh793blCxa65+bOK/X19R5PL4riA0N6Pp6dH0D3vp6dH0dut53ztvQAGjwal+z5/X6vv9/e/cfsldZx3H8/WlrlErZTMy2lavWjxGYsWRlhJl/WEkGRRkWEkUElRZFWH/VH0GBZP4RwdCFf0Q/mIIjpAyT6K+1bNDSFdlK3Zi5KKsVy9bz7Y9zbc/9TOFpPttzrrPeL3h47uucc5/7+3Bx3fvsvq5zn6rhHLBgG3Nzw2vN/hz/nAJq7kn7a66G15p9ztzckDGr5p+z4Hy1cN+x/S0oH3++YqbGo+c7cuw8dfQ4ZmuY/1uqFm6rw4dH6c+jphLU9gPrZtpr27ZjqmoLsAWGNWqnuqCtH/GGyJKkfiQZpjzbWrgF8zervZvNVE3lOuadwIYk65OsAq4Gto9ckyRJ0ik1iU/UqupIko8DP2T4eo6tVXX/yGVJkiSdUpMIagBVdRdw19h1SJIkLZepTH1KkiT93zGoSZIkdcqgJkmS1CmDmiRJUqcMapIkSZ0yqEmSJHXKoCZJktQpg5okSVKnDGqSJEmdMqhJkiR1yqAmSZLUKYOaJElSpwxqkiRJnTKoSZIkdcqgJkmS1CmDmiRJUqcMapIkSZ0yqEmSJHXKoCZJktQpg5okSVKnUlVj13DSJTkIPLQML/V84E/L8DpaOvtqGuyn6bCvpsO+6t+Lq+rcp9pxWga15ZLk51W1aew6tDj7ahrsp+mwr6bDvpo2pz4lSZI6ZVCTJEnqlEFtabaMXYD+Z/bVNNhP02FfTYd9NWGuUZMkSeqUn6hJkiR1yqD2NCS5IslvkjyY5Iax69G8JOuS3JvkgST3J7m+bV+d5EdJftt+P2/sWjVIsiLJriTfb+31SXa08fXdJKvGrlGQ5Owk25L8OsmeJK93XPUnyafae9+vknw7ybMcU9NmUDtBSVYAXwfeCmwE3pdk47hVacYR4NNVtRHYDHys9c8NwD1VtQG4p7XVh+uBPTPtrwA3VdXLgL8AHxqlKh3vZuAHVfVK4EKGPnNcdSTJGuA6YFNVvRpYAVyNY2rSDGon7mLgwaraW1VPAN8Brhq5JjVVdaCqftEe/53hH5M1DH10WzvsNuCd41SoWUnWAm8HbmntAJcB29oh9lUHkjwXeBNwK0BVPVFVj+O46tFK4NlJVgJnAAdwTE2aQe3ErQEemWnva9vUmSQXABcBO4DzqupA2/UocN5IZWmhrwGfBeZa+xzg8ao60tqOrz6sBw4C32zT1LckORPHVVeqaj9wI/AwQ0D7K3AfjqlJM6jptJTkLOB24JNV9bfZfTVc6uzlziNLciXwWFXdN3YtWtRK4LXAN6rqIuAfHDfN6bgaX1sjeBVDsH4hcCZwxahFackMaiduP7Bupr22bVMnkjyTIaR9q6ruaJv/mOT8tv984LGx6tMxlwDvSPIHhiUElzGsgzq7TduA46sX+4B9VbWjtbcxBDfHVV8uB35fVQer6t/AHQzjzDE1YQa1E7cT2NCuolnFsFBz+8g1qWlrnG4F9lTVV2d2bQeubY+vBe5c7tq0UFV9rqrWVtUFDOPox1V1DXAv8O52mH3Vgap6FHgkySvaprcAD+C46s3DwOYkZ7T3wqP95JiaML/w9mlI8jaGtTUrgK1V9aWRS1KT5I3AT4HdzK97+jzDOrXvAS8CHgLeU1V/HqVIPUmSS4HPVNWVSV7C8AnbamAX8P6q+teY9QmSvIbhoo9VwF7ggwz/2XdcdSTJF4H3MlwBvwv4MMOaNMfURBnUJEmSOuXUpyRJUqcMapIkSZ0yqEmSJHXKoCZJktQpg5okSVKnVi5+iCSdnpKcw3AzcYAXAP9huFUSwD+r6g2jFCZJjV/PIUlAki8Ah6rqxrFrkaSjnPqUpKeQ5FD7fWmSnyS5M8neJF9Ock2SnyXZneSl7bhzk9yeZGf7uWTcv0DS6cCgJkmLuxD4KPAq4APAy6vqYoZv6v9EO+Zm4Kaqeh3wrrZPkpbENWqStLidVXUAIMnvgLvb9t3Am9vjy4GNwy0WAXhOkrOq6tCyVirptGJQk6TFzd4XcW6mPcf8++gzgM1VdXg5C5N0enPqU5JOjruZnwY9ehNzSVoSg5oknRzXAZuS/DLJAwxr2iRpSfx6DkmSpE75iZokSVKnDGqSJEmdMqhJkiR1yqAmSZLUKYOaJElSpwxqkiRJnTKoSZIkdcqgJkmS1Kn/Asu8dZdmbSbIAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [26]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "all_sublocs = location.data.index.values\n", "not_vacc = [25, 13, 21, 28, 40, 6, 20, 48, 50, 38, 4, 39, 10, 12, 36, 31, 49, 31, 55, 19, 41, 44, 30, 16, 30]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIR_ALL" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [10]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "vacc = [26, 7, 9, 14, 42, 29, 46, 17, 8, 24, 23, 34, 52]\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(0.5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIR_ONE" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [54]\n", "location.create_seeds_config(seeds, 0.4, plot=False)\n", "all_sublocs = location.data.index.values\n", "not_vacc = [49, 55, 31, 36, 5, 12, 19, 25, 10, 40, 39, 38, 4, 40, 28, 41, 13, 50, 11, 16]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# SPEED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SPEED_1HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [46]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SPEED_2HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [6]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SPEED_1HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [7]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# JUMPS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_TRUE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [30]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "links = [(54, 37), (54, 13), (54, 26)]\n", "location.link_sublocs(links)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.1, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_FALSE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [50]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.1, 0.1, 0.3)\n", "sim.run()\n", "sim.animation(1)\n", "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_TRUE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [9]\n", "location.create_seeds_config(seeds, 1, plot=False)\n", "links = [(7, 40), (7, 35), (7, 33)]\n", "location.link_sublocs(links)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.1, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# HIGH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_2HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [53]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.export_history(1.2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_1HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [50]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_2HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('zacatecas-f53b')\n", "seeds = [41]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "location.vaccinate([25])\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.9)" ] } ], "metadata": { "kernelspec": { "display_name": "geoPropDataExploration", "language": "python", "name": "geopropdataexploration" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }