{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mesh" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import k3d\n", "import matplotlib.pyplot as plt\n", "\n", "import discretisedfield as df\n", "\n", "p1 = (-10e-9, -5e-9, -2e-9)\n", "p2 = (10e-9, 5e-9, 2e-9)\n", "cell = (1e-9, 1e-9, 1e-9)\n", "\n", "region = df.Region(p1=p1, p2=p2)\n", "mesh = df.Mesh(region, cell=cell)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mesh = df.Mesh(region, n=(20, 10, 4))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "mesh = df.Mesh(\n", " region,\n", " n=(20, 10, 4),\n", " subregions={\n", " \"r1\": df.Region(p1=p1, p2=(0, 5e-9, 2e-9)),\n", " \"r2\": df.Region(p1=(0, -5e-9, -2e-9), p2=p2),\n", " },\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e-09, 1e-09, 1e-09)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mesh.cell" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20, 10, 4)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mesh.n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "800" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(mesh)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<generator object Mesh.indices at 0x7fda59e11e40>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mesh.indices" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(-9.5e-09, -4.5e-09, -1.5000000000000002e-09),\n", " (-8.5e-09, -4.5e-09, 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iUXtGR6a5SJTrGR114r3Pj0S8tr4iF7WlNi4arSiS3zMqTLnr9XqubzdaFXW0AiP+dmm7i/ZQwcxi4vVSJjNui2VZfNwxgsde6cDBoUkYDTpcdGY9/r+zGpFjMyW8Pf66KQBR0ZDD7KIfEmEqsvmUES1lyBdSnU4Hu90e8yKdjsiN5k1GPRorc9FYGdkzOnLcPZPSnYlGh6fw6f5RfLo//FphzygpVLJZ5F0yWZaN+G7I5xIrMIqXLRBrd7HZbHC73ZwtJW13UQcqmFkIEUryv0qO2wKAA/3jeOzVTnzedRQMA3zl5CpccU4zSvITn8cotm5qMiUuuNLfL/S/6RphJgK/Slen08FiscDlcsWsAp3rrS78OaOntpcACNntTbl86OobQ+9MOpcM7hb2jJYWWMLj0cpCYiq3Z1ROtiBeARi/4hqg7S5KQwUzyyCpV3L3SX5YSgjl4dFpPPHafrz3+RAA4OTWEly9qgV15TkJb0vJytdE3xfI/Gkl0YhVBSo2x1IYjc5VEukZ/WDvCD6I0jNKCo2qS8JzRhONkOUUGPFvevnQ6S7KQgUzSxD2UhKSafInHJ/04G9vdGHrB30IBFk0V+fhaxe2Y0FDoSyhi1f5quYPWp/ma5hqEK+xX4p70Vy8yEbrGT026RWIqHjPaNXMnNGGyjw0VeWhvNCMnCR7RqMVGJFeT36EKafAiLa7xIYK5hwnVi8l+WHIbRFxefx47u0ePP9OL9zeACqKbLh6VQuWLiiD0WhMWCylRrlqrrmle9FPKonlXiSMdABEjN9SMiOgdkUyERmpzy3MNaMw1yzaM0osAMna6KHhKbz96RD3vMJcc4TpQl154j2jBP6NjslkwvT0NAD5A7vFtkueQ9yqSOFStkajVDDnKFJ6KaOtocTD5w9i6wd9+NsbXZiY9iLfYcI1F7Ti7CXVMMioLFTCMUgp5soAabWIFunY7Xauj1To1TrXW12AcM9oS03knNGhMSf6R1w4ODSF7oHxuD2jtWXhOaNyekZD75vcwG7h64DwjRIZh0fItnYXKphzjER6KRMtngkGWbz3+RCefG0/hsacsJj0uPKcZqz5cn3ciRNiKOEYpDThCDP6c1LVh5kpiI3fApIrXpkL6HQMKovtqK8swBknho8Pv2eURKNiPaMVRbaI4qK6cvlzRhMd2C21Sldqu0ui3tLpChXMOYJYi4hSvZQAsPvAUTz2age6ByZg0DNYvawOl36lEXmOxH/AfPHWWijJD5mrJuW8ZOfmRTyVSCleSQf3olTf/MTrGSVVugeHpzAo6BnNtRsj0rl15TmoLLbJ3v9oa9fCoQHkGMWaAxttuovX60VOTuKFf+kIFcwMJ5pQAsn3UgJAz+AEHn+1E5/sHwUAnLGoAuvOnYfyIlvc16rp+Zos/H1hWZaLftwz13atljDncjoLiO9eJNbqkunRvJQ1UrGeUZYN9YySwiJSZPRZ1xg+E8wZDaVxbagtC88ZldszKiaGRqORWzZJdGD3XDqnqWBmKLGEUokWkSPHnHjy9f14+5NQD9rCpiKsP78FTVV5cV4Z3j8+Snu+ykUYcft8Pu5uOFTAEq4WdDgccSsOlSTTRUEu8dKFRqMRDMNwhWSp+j60hmEYlBZYUVoQ7hkFIueMHhoKmdH3Hp7Egf5xiPaM8qJRuT2jQNh8QerA7vfeew+jo6NoaWlBW1vbnEjLUsHMQEgvZTShTKZ4ZmLai2fe7MKr7x+CP8CioTIX61e14MR5xfFfLIJanq9yEIu4+SIVDAYR5HrVApiamhK9IADgUlNzfR1OKmp8fnJ8yfnt9XoTanWRSiqqcJVE2DOq0+lgMJpw4NAoV6XbG6Vn1GYxcBNdyLoov2c01mcQO0axMgYTExPYunUr/vCHP2B0dBTNzc1ob2/H6tWrsWzZMgDAhx9+iF/84hfo7u5GQUEBNmzYgHXr1s16nxdeeAG/+c1vcPToUSxduhR33nkniovlXZOSgQpmBhFtLqUSxTNurx8vvnsQW7b3wOnxo7TAiq+eOw9fXlQhq+SdLPirUfmaaNFNIqJNPmtgJicrdkGw2Wyc+YOwiTzdpogQ5kpaLF4FKH/NLZ3ci9QWZL2O4XpGIaNntLLYBq8viGUnlOKKs5tE30Pq8SMZg+XLl2P58uXcTXxHRwf27dsHj8cDABgfH8e3vvUt/OQnP8GFF16IvXv34rrrrkNtbS1OP/10bnv79u3DrbfeigcffBCtra244447cNNNN2Hz5s1JHDV5UMHMAGL1UiY7bisQCOKNjwfw160HcGzSgxybEddd2IbzltbCKGO6PRHvaM3wqUSOKYPUoh/hGqzQLSfbLOfUJN7FWop7kVirC/n/c+VmQojUntGOQ8fRdyTUw/ny+32igpnsfjgcDpxyyik45ZRTuMcHBwdx1llnYe3atQCABQsWYOnSpfj4448jBPP555/H2WefjRNPDN0J/PCHP8SyZcswOjqa8iiTCmYaE62Xkl+wQlKzicKyLN777DAefnEPBkenYTbqcelXmnDRmfWwWxJ3IxFWvmrpDJJMFa5U4wLhRTbWYGi+W4rQci6VxU/pFPGqTSLuRUDYdEGNFHsqUr6JbJ/0jNaU2vHXkW4MjDi5f2ury1fkPaTQ3t6OX/3qV9zf4+Pj+PDDD3HxxRdHPK+7uxuLFy/m/i4oKEBeXh56enqoYFLCQknSiLF6KeWwt/cYHn2lA52HjkOnY3DuaTW4YmUTCnItCW8r2j6RytNUIqeFRih8xLgg1sUhWV9Qsd43fvRJvneK8ohF+STFTlK66dDqojYfdYzizy92YGzCg4oiGy77SgN+//QXUScJqS36k5OT2LRpExYsWICVK1dG/JvL5YLFEnltslqtcLlcqu1PNKhgphHCylfimqFUL2Xf8BQef7UDH+4LFQEsO6EcXz1vHiqL7bK2ly6Vr4ByxUWpsMaLFfmQdK4SxSwUaZDUOf+mJlqKXU52IJ0izGOTHjzy8n7s2HMEeh2DS86qx8Vn1mN4LBRlWmS6C8Xbv1j09fVh06ZNqKmpwW9/+9tZN9oWiwVutzviMZfLBZstfmub0lDBTAPU7qU8Ou7GX7bux5sfDyDIAu31Bbjm/FYsaCqRldJNp8pXNWz1dAyT8j5MIoYmkwlOZ+jilY5N/mKkkyDIRbj9eCn2aIO6xXoR1UbK8QkGWby5axBPvNYFp8ePlpo8bFjbhurS0M2yyxP6nNEEU63v4IsvvsCGDRtw0UUX4cYbbxTNSjU1NaGnp4f7e2xsDOPj42hqUnatVQpUMDUkXi8leY5cIZhy+fD37d146d2D8PqDqCl14OrzW3BKa4msQoe08nyduWipYaun1zGqRphSkdPkT4uL1CWee5GY2bnWRUUDI9N44IUO7Dt4HFazHtdd2IKzT6mKqH53e2cE06y8YEb7/KOjo9iwYQOuu+46/Ou//mvU169Zswbr16/HpZdeioULF+Luu+/G8uXLUVBQEPU1akEFUwPIjyleLyUAWWtZXl8AL79/CP/3ZjemXD4U5Vlw5TnNOGtxFTe+iuyHlB9COnm+8lPUau2LThduK0k35FaEUqKTbPQU78aGYRhYrVbVbmyiVRH7/UE898+D+PtbvfAHWJzaVoKvrW5BYe5sO0tOMBVOycYa/fb0009jbGwM9957L+69917u8WuvvRbHjh0DANx+++1ob2/HHXfcgZtvvhkjIyNYsmQJ7rrrLkX3UypUMFNMIr2UiZqjB4Is3v5kEE+9vh+j427YLQZcc34rzl9WC7Mx8R9CMtWmasxIJOlpEpmrJdyhlGx6CqYYUtKHRERtNlvWOOVoCf/GhozeIjc2YlXTSn8nnYfGsfn5fRgYmUZBjglfX90a4RYkxO0N7asaKdloxX+bNm3Cpk2bJG1j9erVWL16taz3VxIqmClCbi+llBOVZVns6hzFY6924NDQFIwGHS4+swH/clZD1Kq3WBChZBgmLQt6iIirBZMmKdlk4acPyTqox+NR3ClHbTLdS5bAv7ERpnST+U74x8fp9uMv/+jC1g8GwAI4Z0kV1p3TFNdXNhxhUkmIBT06KiOllzJa2kzKRaKz7zgee6UDe3qOgWGAr5xShSvPbkZxvlXW/qZj5Wuq10ylFP1ovS4lF7E0YKYUF81VYn0nfPci/nPFUrof7B3Bwy91YmzSg6piGzZc1IbWWvG+SiFqpmS17MlWGiqYKhFt/Uip6G1wdBpPvNaJ9z8fBgCc0laCq89rQW259DE6/LRpOlW+kos3MXtO9YVap4vdVjLXhENucRG/WI2iLNEsAMXWqo+Ou/Gn/9uN9z8fgkHP4LIVDVh7Rl1CTl3uGFWyyRb8zKXzgwqmwpC1C5JC4Z8sSkRvxyY9ePqNA3j9g34Egyzm1eRh/apWLGgsjP9iEYgfajpUvirhYKQEmbaGqQZSiov4vYkAuDV4rTMTcxXhWnUwyOKNjwbx1NZQq0h7fQG+deki1FXkcd+D1DS7WhHmXIMKpkKQk5lcZJTopeRXsTrdfjz3dg+ef6cXHl8AlcU2XHVeC5YuKJN1B6d2FJdo5JFWqeA5soapNNGKi4h4qmX/p+YaZqb2kA6MTOP+5/eh49A4bBYDNlzUhhUnhQYlCKfsSEmzx2orSfYz0AiTwiHWS0lQIs3p8wfx6vsH8fS2LkxMe5GfY8bXVrdi5ZJqGPSJrw3wozhy16llilHOMVI7DaijgpkQ5Dziu7GIFbKoUQ2abfj8QWx5uxdb3j6IQJDFafNLcMOlJ8FiiIwg46XZhQMCfIHQa20iPtJq9GBmKlQwZSK1l1KuUAaDLN7+ZACPvdKB4TEnrGY91p0zD2vOqJNVySZmr0fuQrVAziQRNTAajTAYDBFFFDqGgZ+lacVkiFdcxG/wT+cK3WRRMsLcd/A47n9+HwZHnSjMMeO6C1twSlsJ7HYL5w4VC7E0OxC6Xrncocfzcuxw2M0RNzfJQAWTwkWTwspXpRr8dx8YxWOvdKJ7cAIGPYMLT6/DJSuakOdIvEUEUMZeTymUGEmmBOSmhtw88NOJer0OrC8Ao9FIG/8VJF7UE222qJpkQsvKtMuHp7Z24R8fDYIBcN5p1bhiZSPXKpLsZwgEAnB5Qm0ubMCLqSlfRIaA/K/dbp81Gi3dj53SUMFMAH4vJV+ElBKB7sEJPP5qBz7dfxQAsPykSnz1vFaU5M925pBCOlW+KjVpJVmEa7ekJ45/J8wwIRMIoV8o33Ai00jXfZZSXKTT6WCz2TLS/i8ZMWNZFh/sHcFDL3Xi+JQX1SV2bLioDS01eQrvZWgN02TQ8YYPhI8v+Q14vd6EbRnT9byTCxVMCfDL6IVl0kZjKOefjAgMjznx1Nb9ePuTwwCARc1FWL+qBfNqC7ltJ0K6eL4Ki560LOhJpAJXx4RS4tHW5PjHN5PW5DKlcEZYXGS32+F0OqO65CRTXJSuF/SxCQ/+/GIHPuoYhVGvwxUrG7Hm9FoYZAx1l4LLE4hbISv15kan0+Gee+7B4cOH0dLSgkWLFqGtrQ0Oh2PWNnfv3o1vfetbeOedd0Tfc+PGjXjvvfe4gAQAdu3aJeMTKgMVzBjEMh0gHpHJiMDEtBfPbOvCqzsOwR9g0VCZi/WrWnDiPHlDUeWkhNW8YBB7P60j3FiCLfb5xdpKhHfO5NyghS2pQ6pLTqLfQTpVyQaDLP7x4QCe2toFlzeA9rp8bFjbhopidUdZebwBWcbr0SqnzzvvPHz44Yfo6OjAK6+8gv3796O4uBjf+c53sHbtWrAsi2eeeQY///nPI8RQyJ49e/D4449j4cKF8j+cglDBFEFKLyX5Nzli6fb68eI/D+Lvb3XD5QmgtMCKq86bh9MXVkRMEJDqkiHX81U1L9YZ4QagqVDKTUmHrPHiP09uYQsVUeWI9x1kiv0fAPQfmcLm5/Zhf/8EbBYDrl/bhrMWR14ThCgV3bu9ARTbxAfIRzN3j0V1dTWqq6thMBhgtVoRCATQ29uLvLxQOvm+++7Dyy+/jE2bNmHz5s2i2zh69CjGxsbQ0tKS2IdRESqYPGL1UgovvnIqTAOBIP7xYT/++kYXjk96kGszYt2aeTjvtNqEXDkISg2WVgqhcJN0tdLEu5FIJDPwkSEAACAASURBVNIW+7dk+jDFClui9cQp1ac410k8SpP+HZAbYlIprYWIen0BbHn7IJ57J9Qq8qUFpbj2/HnIz5FXu5AoLMvC5fWrOjxar9dHzK+89NJLsWnTJuzcuTPqa/fs2QO73Y6NGzdi3759qK+vx4033ojFixcrvp9SoYIJab2UyawHsiyLHV8M44nX9mNwdBpmox6XfaUJF53ZENcUORrpVPmaLgU9yUxX4aNjoKjTj5TqUHIBJ85L6RoFZSrRvgPSVqTWbNF4Yr+39xjuf74Dh486UZRrxnUXtuLkVulLMkpEmD5/ECyb2uHRpaWlcZ/j8Xhw0kkn4Uc/+hHq6urw9NNP4/rrr8fLL7+MkpLok1fUJKsFM1YvZbw+QanN83t6xvDYKx3o7BuHTsfgvNNqcPnKJhTkiqc/4r1HOlW+AulR0KP0fqTCuECsgEKn08FqDZnmR2uxyMZSfrUgv/9gMMgVeEmZLarETeGUy4cnXz+AbR8fBgNg1dJQq4jVnNglWYkahHi2eFq13pxzzjk455xzuL+vuuoqPPnkk9ixYwfWrFmT8v0Bslgw482lTNYyrm94Eo+92omP9o0AAL60oAxXrWpBZbFd1vbUaPRPxjFHinDzrf3UQo0bCB3DgIX6jkJCyHHifw7+BVwYBaWLiKbCXk7NbfP3Xcps0USKi8S2v2NPaKrI+LQXNaV2XH9RO5qrc2V/hmSPvSuG8XqyJPPdvfLKKwgGgxFzMD0eD8zm1KSqxcg6wYwmlEql80aPu/CXfxzA9o8HEGSB+fUFWH9+K1okjtkRg6wFatnoT0gXhx41TePDvWgs9Hpt2w7ELuDRTNAzsU9RClqf84D0Cl3h2jSfo+NuPPhiB3Z1HoVRr8OVZzfiwtNrZVlcEpS4WfFwPrLiciD3PZK94XQ6nfj1r3+NlpYW1NXV4eGHH4bb7caXv/xl2dtMlqwRTL7pQDShTCTVIjwZplw+/N/2brz87kF4/UHUljlw9aoWnNxaIuuk4Y8BSwehVOqGQon9IGkytfaDFCUGWSDaPbeW/XtSRJQcI1pQpB7xKnTJ2nQgyOKN9w/hsVc64PYGsKChAN9Y04qKInVbRaSiZko20d/JLbfcAgC4/fbbcckll2BkZAQbNmzA8ePHMX/+fGzevBk2m3bHLSsE0+fzifZSKlFh6vUF8PJ7h/Dsm12YdvtRlGfBunOasXxxFfQxysGjIdwvkh7WinSqxOUXOimVBhTtw+RFmGJoffMiRrxUIhFRh8Oh+HpcJqN0OllYXDR0zIt7n/0M+/vG4bAa8e+XL8DZp9Zy53GyGQEl9t/lDe2rFinZpUuXYseOHdzft99+e8S/b9y4ERs3blR8v+SSFYIpPKGUqjDduvMgfv+3T8GygNmox0Vn1OPys5sTXrhXer+UIl32R7hOyY921YAIZiDFE0vUWDPlV3+TiSLR1uPSUUTT1YknHl5fAM9u78WL7x5CIMji9BPKcM3585DnMMHpdKasuEgKHpUiTKl95JlEVggmQekCkd1doyDnkccXwHPv9OK1nX1oqMxFU1Uumqry0Fydh7JCW8zm43SrfFVqf5It+tFqvVQ3c5Geq0Ok5TjmaCmi6RjRx+KLnmO4//l9GB5zoSTfig0XtWFhY0HEcxItLoomokpEmGoNjxbaiM4FskIwyUmo9IX3lNYyvPnRAP5leQOK8izoHphA18A4Og4ew97eY9zzbBYDGitz0Vydh6aqPDRV56Ik38rdXWpdQENIp4IeLddL46Vk5yLR1uOk2M5l8kVRjotNNKacPjzx+gG8ueswGAa44Es1WH9BO4x6iI7VEiPRmxkl9l/NKtm5RlYIZrItItEgqdccuwkXLKvjHnd7/egZnETXwHjov/4JfN49hs+7x7jn5NpNaK7OQ2NlLhpnotGivPi9mWqgtUDxSYe+ThJhZlhgoziJ2M6xLAuj0ZiV/rksy+K9z4/gkVc6MTHtQ12ZAxsuakNTVS6sFmPSN5+xvgeTycQZL8i1//OQNUyRpaRkI9hMvpkSIysEE1AnrUPMit2eyLtHi8mA9voCtNeH0zDTbh96BifRc3gSB/qOY3/fcXzcMYKPO0a45xTkmLlUbtNMNFpSKG8GphTIyWw0GjUv6EmntDRZdsmmCFMqYo45pBqUX1yklHdrul9wR4678OcXO/HJ/qMwGnT46jlNuGBZTVKtIlIg3wNxISMj6uLNFhXr2Y2Vkk1lhWwmkDWCqQYkwnR5YqdbGIZBnsOKk9vsWNRczAnTpNOLroEJdPXPRKIDE/hw3wg+3BcW0ZJ8KxqrSDo3F41VeXBYk/doJQJFHGe0iirTIQ1MoiTu7zm+hqk0xDHH4/Fwj5GLdzz/XCnnXTpNEyEEgyxe3dGPv77RDY8vgBMaC/DNNa0oK4xseUiFqQPZvpTxW2I9u25f6HqkxhrmXIMKZhKQE4ysAYgRq9I0x2bCSfOKcRJvnNexSc9MGjckoF0D49jxxTB2fDHMPae8yBaORKvy0FiVK7kyV+iNq5ZBOhC76jMd0sBErIXFFQZD6HuNFWFm2sUg1fZm5OItxT8306z/Dg5NYvNz+9A9OAmH1YjrLmzBmSeWa3JOxPtepbQb+Wb+qSDPAbPZHPF9aGWLl65khWCqdSJbTaHD5/bOjjDlphgLcsxY0laKJW0hc2KDwYDho1M4MBOFHugfR/fABP65ewj/3D0EAGAYoKrYjsaZKLS5Og/15bkw8+4Y5czKVAsl1imT+U75Yu31ernvh7sTn0mnma1W2Gw20ago0wQzHYgWAfELWojtWTqKp9cXwDNv9uDFd/sQZFmcsagM61fNQ649+rJJugoOv7ho2hnKDDBs6PcodC4CIGt9ei7+RrJCMNUinJINn0RKpxgZhkFJgQ1FeRYsXVAGIHThOXLMxYloV/8EugfH0b9rGm/tGpzZDwY1pQ40V+dhXm0BmqvzUV1inbW2kgq/V4KS7SpyEYo1f1tkXYiI+NTUNNw2HbffYkUu6dSzmIlISSPqdDo4HI5ZM0WVMq6Qsp3Pusbw4AsdGD7mQkm+Bd9Y04oTm4uSfv9kUcS4YOb6ZTIwEdW5ALhpLnLWp6lgUiIwGUPi4/b4uR84oGyKMdqJWFZoQ1mhDV9eVAEglD48PDrNpXG7BsbRPTiBg0OT+MeH/QAAg55BXXkOr6goFw2V+VD7vE6HdcpExDrcVhIWUf6FhKQTM6HxPxUofcPFTyOSNVC3262Jf+6k04fHX92Ptz4dAsMAF55ei0tXNEhe70vXCJOPx+sHA8BkFP9M8danhcVFnZ2dMBqNqKmpScXup5SsEEy17nR0OgYWkx5uX+iHrW3xDIOqUgeqSh34ypIa6PV6eL0+HByaiFgT7T08ga6BCWBnHwDAZNChYaa1hfSJVhTbZdn6CSGRglptPVKIJ9ai1nicl2x0azzhRSST3HMykVhrcdHccqSIaLRrA8uy+Odnw3j0lf2YdPpQX5GD69e2oaEyR9HPlSxKGReYTXpRcxWx4xNvffrFF1/ESy+9BKfTifb2dsyfPx/t7e1YuXIlcnPDU1l2796Nb33rW3jnnXdE9+uFF17Ab37zGxw9ehRLly7FnXfeieJi6bNC1SArBFMNiBjYLAa43P5ZqQwtEBt2XVeeg7ryHKw8pRpAaFhs3/DkTDp3At2DE9jfP46OQ8e57VhMejRW5nKtLU3VuSgvtCV040HSOMIWhFSRTFGRHOMCsYbzWCI61yaKaEW8ghbSrxjr5kV4bowcc+GBFzqwu2sMZqMOV5/XjPOXVkOvcquIVri8gZgRs9RKZvI7//a3v41vf/vbmJiYQE9PD/bs2YPt27ejsLAQy5cvB8uyeOaZZ/Dzn/+cy8oJ2bdvH2699VY8+OCDaG1txR133IGbbroJmzdvlvchFSIrBFPpCJMvBhaTAc44bSXJIKXAJJF0sNGgQ2NVHhqr8gCELi4eXwDd/ce5VO6B/gnsPXgMe3huRXaLgUvjkpRucZ4l5oBrv9+viZdkskVFSrWVxBJRsYt5tjX8S0FOBJXIzQu5sfL7/fD5/HhlRz+e3tYNjy+IhU2F+OaaVpQWWJX+WIqh1HivWD6ycm/qCgsLUVVVhTPOOCPi8fvuuw8vv/wyNm3aFFUAn3/+eZx99tk48cQTAQA//OEPsWzZMoyOjmoaZWaFYCqFcB1Mp9PBYjZgbMKtyf7wo6hk0sFmox4ttfkRMztdHj96Bie4oqKugXHsPnAUuw8c5Z6TazdxVbnN1florS9CvsMQUXWaSpQqKuKvYSpNPBEFEDFRhEaiyhDNcs5qtUKn02HwqAd/fGY3DvSPI9duwsZ/acXpC8uy4ri7vQHkO5Q3SIl2o3/ppZdi06ZN2LlzZ9TXdnd3Y/HixdzfBQUFyMvLQ09PDxXMdCfWOpjVrIfbG0AwyMY0WFcatS3krGYD5jcUYn5DIffYtMsXWVQ0MIFdnaPY1TnKPacw18z1hzbX5KOltgA2s/LCyf8xkshBqbVSvYTxXkpmLfgXc4fDgampqbiRKBXR5AkGg/B4/XjkxS/w0nuhVpHlJ1Xga6vbkJ9jifCgFqZ0pZAJBT/BIAt3nAhTaaef0tLSuK91uVywWCKtQq1WK1wul6x9UYqsEEy5F7d4qU6WZWEzhxr/3d4AbBblD6dwRI6WFnJ2qxGLmouwqLmIW+SfdPrQcXAMB/qO48DAOLoHxvHB3iP4YO8R7nWlBVbOL5f459qTdCsioqXGoOR4RT+pIF4kKqfARS0yQRjE2H3gKP780n4MjzlRWmDBN9e0YWFT6AaRX9AVzT9X2OaSapQ47t4Z1wIxH9lk3iPZm0qLxQK3OzJz53K5NB0eDWSJYAKJffH8VGe8CzHfHk8NwSSo1ZohZ2YdX7StJgYnzSvCSfPCPWljE+6ZyS2haPRA33G8//kw3v887FZUUWQTtLdIdysikD7IZIuKhOdGuk4rSWcRVUsw1RDjiWkvHnt1P97ZPQydjsHaL9fikrMaIow++Ij55/JFNJr1H+nXTWfUGu0FJFc70tTUhJ6eHu7vsbExjI+Po6mpSYldk03WCKZUEk11cgbsIm4/SkCqcRmG0dyhR6poF+ZaUJhrwanzy2AwhNY0R4+7w9NbZvxz39l9GO/sPgxgxq2oxIHm6rDlX11FDsyC3jD+Wp9aEXYmeclKFVFy8SbfXzamc1mWxdufDuGxVw9gyuVDY2UOvnPlySjNS1wsxERUzD8XCEVLyZrQi6GIaYFKw6PJa+WyZs0arF+/HpdeeikWLlyIu+++G8uXL0dBQUH8F6sIFcwZ5KQ6WZYVdftRAhLlkhNWy7aVZH1fQ25FVpQUWPGlE8oBhI7d0JiTKyjq6g8ZLfQfmcKbH4fcivQ6BjVlDi6V21pXiNryXPh8PlU9cNM1wpSKmIiazeZZIqp20386MTzmwoMv7MNn3cdgNupxzap5WLW0Grm5OZiamlLkPYT9iUQ4SbV4IhNEUoVHRcFMNHN1yy23AABuv/12tLe344477sDNN9+MkZERLFmyBHfddZes/VCSrBHMaF98smuCRDCFI76SgR/lkqhAC9RaIyTbriiyo6LIjjNODLkVBWbcig7wprf0Dk6g93CkW1F9RS5aagtQXxES0+oSu6I9cuE1TMU2qTnkuxMzW5jLIhoIBPHSe3145s0eeP1BnNhchG+saUFJfupaRRL1z5UqokqZFgDapGSXLl2KHTt2cH/ffvvtEf++evVqrF69WvH9SoasEUwhSq0JchGmN/kIU0y81fZjjLY4L+ynTAV6HYPqUgeqSx1YcXLVTEqLQc/gOPb3HUNX/zgODIyj9/AEDvSPc68zG/VoqMzhUrlNVbmoKLbLrlpmMjzClIrUdK6WIpqMKHQPTGDz8/twcGgKuXYj/vXidiw7oTRlHqfR9l3uGC41IlEymlDpCHMu+sgCWSiYSnu+Wi3SZmLG2yetvVYJYm5BqYZ/PPx+P2rL7Kgts+PsJWG3osGjbuzrHeUs/zr7xrHvYNityGrWo7Ey5FLUPFNcVFpglfRD5tpKMmANUypSL2DRRFRoP5doi0UqcXv8+Nu2Hryyow8sC6xYXIGrzm2Gw6ZeGj9ZxKz/4okoeV0ycCnZBAvu4jFXJ/pkjWAyDMOteymZXiQjvuQIppS1wVSdeGqYxye671LXSo0G3cwIMzv3HI83gN6hibDlX/849vSO4YueMe51DqsxwjO3qSoXRXmWWdvnin5S1IeZ7sTzcCXfGbnJ0TKd++n+o3jghQ6MjrtRVmjFhrVtWNAgXiiSyuHOcpAyy1Kv1ydldKFWSnau/j6ySjDVMMAOV8kmNidOatuK2jAMw62paLkvyRoxmE16tNYWoLU2fHF0efwz7S3hMWhCt6J8hwkNlTloqMgJ+edW5WZ80U80lBQH/oXcYrFw6+2xIlE1RXR8yotHX92Pdz8bhl7H4KIz6nDJWfVRJ3BkMvxjT4YAJOqfS4hVJatVhaxa8D+L3P3LGsEkEyaUJtGiH3JCp4N3KNkXAJpV4ZIfuRpGDFazAQsaC7GgMexWNOn0zlj+TXDDuHd1HsWuzrCIkn7anXtGYLMY0FCZi5w0TuelC1KniSSyLhfPy5RlWbz1yRAef20/plx+NFXl4vq1bagtdyj2udIVvqBFs/6LN4aOpGTFelAz1ZBCCBkTp4SIZ41gqnXHwzcuiIWWDj3x9sVkUt5HMh7JtqrIJcdmwqLmYixuLeOOwfDoBHoOT6Ln8CS6ByexpzuUxn1/zxG8vyfkWFRaYEVjZQ4aKnNCvrl1RZibsyuUJZ6IJlPcMnTUiQde6MAXPaFWkWvPn4fzTquWXOyV7inZZBGb5UpElFToBmbO4rwcG4xGo2Lr0ukQYQaDQe7zDg8P44MPPsDg4CD8fj9sNhsqKytRU1ODiooK5Ofnx98gskgw1YKkMqL1YaZTQY/SnqtyUdsHNxZiQp3nMOHE5kKc2ByKRLd9PIjNz+3D+UurYbea0DUYMlp4/4sjeP+LsOVfZbGNS+U2VoXGqKlRnj/XSEREyYWXLz7+QBAvvXsIz2zvhc8fxOKWIly3uhXF+bPXo+cyciaJCNPik1Mh+zmTgeFElESi5HiTG8tE901LiINZR0cHHnjgAXR3d8NkMsHpdMLn88Hj8WBqagr5+flYuHAhLrnkEixevHiWf62QrBFM1SLMKEU/WkVQYig11UTuexO0jrKlCjWpkq0tc2DFyZUAQj/A0eNu9A5Nc5Hogf7j+Odnw/jnZyHLP4YBqkvsoRaXypDdX22ZPaF1NK0vNFoRTUSJY47NFprHurf3KP749G4cHJpEnsOEr50/D0sXyGsVUftYJzMaK1WQpSQ9w87yzzUajTGt/7ReUooFwzC46667cPDgQdTX1+Pkk09GY2MjKisr4XA4EAgEcPz4cW5W5/e+9z18+ctfxo9//GOUlZVF3W7WCKZacGuYM2sB/KZkLSIoIVpGc0D4Tk/LKDueUEf1khUUCYTdispgMpkwPe3E8DEXeg9PhUR0ZiB335FpvPXJUOi9Z9yKGitzZv7LRXWpHYY5NIxYrdQjSc36fD5MTrvxt209eHWmVeScU2tw3Zr5yLGbk+pVzOQ1OiWNC6zmyJs6cjwZhuFM0KX453q9XsXWC5PlpJNOwgUXXICTTjpJ9N+LiorQ1NSEtWvXwul04sEHH8S1116LRx55JKpoUsFMEpMxdOFze/wRBT1KG6Qn+uPQOpoDwnfwer1e8ShbyjGRK9SkrSQQo0o21CPHoKLIhooiG5adEBpZFAyyGDzqDIno4CQODEyg93DIreiNj0KvNRp0qCt38Cpzc1CZhNHCXOfjjhFs3rIHRyc8qCiyYcPaVrTXFwCsD9PTfk0a/qWg9RqmFGK1lQj3P5Z/LrH+u+GGG9Dd3Y329nYsXLgQ8+fPx4IFC1BWVgaGYbBnzx7ccsstOHDgAOrq6vDTn/5UVNDWrFmDvr4+riixsrISL774YkKf7YILLuD+fzw7TZvNhn/7t3/DmjVrUFRUFPV5WSOYat3x6HQMLCY93L5Qzj8d1imJSKTDOiWQ+gpcvqWfnGMQb4B0bJFmUF1iR3WJHWcsCt2l+gNBDIw4Q4VFg5PoGpwIiWn/BIABAIDZqEN9RQ5a64tQU2xBY2UuygqtWS2ixyc9eOzZvXh392HodQz+ZXk9/uXMuogUt5yGf/L8TBC0WCgVYTJM6CZOzvaFrkW///3vMTQ0hM7OTuzfvx9PPvkk9u7di1/96lc45ZRTsGnTJmzatAmXX345tmzZghtuuAFbt26F3W4P75Pbje7ubrzzzjsoLCwUe1vJkBtro9GIvr4+jIyMcOeExWKB2WyGyWTi3qe+vj7m9rJGMNWA/CitFgOcbp+mOf10WTPVugJXCUs/pedhGvShiLKu3IEVi0O+uV5fAH1HptE7NIXuwVA6d3/fODoOhS3/bBbDTBSag4bKXDRW5qAk35IW6S41YVkWb+46jMdfOwCn24+Wmjx8c00rasqktYokIqIsy8JkMqligp4Jguz2BmA1GRQ7pxiGQUVFBWpra7FmzZqIf9u+fTt0Oh2uuuoqAMBll12Ghx9+GNu3b4/wjO3s7ERxcXHSYkn2BwD+/ve/4+GHH+bOA4PBAKPRCIPBAJPJhD/96U+StkcFUwZC4wGrKSSYahEv/aj1OiWgfQVuMuukwn1NhXGByahHU1XIKOHsU0KPub0BHBn3Y1/PKLoHJ9E1MI4veo7hi55j3OtybMYIEW2qykVBjmnOiOjhUSfuf34f9h48DqtJj+svXoCVJ1eAZZM7r8VElFw0yf/nR6LpMEkkHspEmP6YPrJyrydi52NPT8+seZYNDQ3o7u6OeGzPnj0wGAy48sorcfDgQcyfPx8333yz7FmYTqcTv/71r7F48WIsXboUbrcbLpcL09PTmJ6eTugYZo1gKnFBESvo0el0sJgNGJtwx9+Awii1TilnjZQQrwI3mW0n+v5yhXpW0Q8zu+gnFVhMesxvyENtiZl7zOn24+BwaD00JKIT2N01ht1dYcs/4lYUqswNrYvmOVLfW5sMfn8QL7x7CP+3vRe+QBCntBbj66tbUF1eAK/XCzWSN0QQ+L+dWOncREU0FVW4SQumJwC7VXxtT+72o73G6XTCao2cEmOxWLiiIj4LFy7Ej370IxQXF+OPf/wjrr/+erz00ktx2z7EmJycxNTUFH75y1/Kej2frBFMILkTLJY4Wc16uL0BBINsStactK46JfCPiRbpaFK1p3RkTb5DNg2s8WwWA9rr8tFeF26snnT60Ds0hd7DU+geDDkWCd2KivLMof7QGQFtqStEjk0dEU1WGPb3jeP+5/eh78g08h0mfH11C05tL9Ekak50TTSeiKZrdEpwewOq9K+KzcK0Wq2zxNHtdsNms0U8tm7dOqxbt477+3vf+x4ef/xx7N27F4sXL054X4xGI84880y88cYbSY8LyyrBlEO86R0sy8JmDt2hub0BzlZNaYjnazqsU2ot2HyvTDXePzytRPFNK0KOzYiFjQVY2Bj2zT0+6UHv0DR6D4ei0AMD4/hg7wg+2DvCPae80Ib6CgdXmVtfkcO1RSWLnHPR5fHjL//oxus7+8ECOPuUSqw7pylqxKMVckVUbZKNMINBFl5/UJXh0WI3O42NjXjsscciHuvp6Zm11vmXv/wFNTU1OP300wGAq0cgc0MTpbCwEOeccw7uuusudHR0oKSkBHl5ecjLy4PdbkdpaSlqamokbSurBDOREyCRalO+PZ4agkl6GfV6vabrlFoLtnDtWC1IkiBWW0m6kZ9jxkk5Zpw0L1QowbIsxiY86Dk8NfPfJLr6j0e4FTEMUFFk46LQxspc1JU7RH1FleajfSP480udGJvwoLLYhg1r29BWN9ueTO10vtxtxxNR4phjs9nSdk3UHcNHFkgucyD22mXLlsHr9eLRRx/FunXrsGXLFoyOjuKMM86IeN6RI0fwyCOP4P7770dBQQH++7//G42NjWhra0toH8hyUH9/P1566SV4PB68/vrrcLlccLvdCAQCmJiYwNKlS/Hwww/D7/dz15doZJVgSkGOKHATS5KYiRkNEuGq2bIiZZ1R68Ii4fuTUWRqIKXoJ92LbBiGQVGeBUV5FixpK4bJZALLsugfnsDBoSl0zxgtdA1M4J3dw3hnd8itiLTFEN/cxspc1JY5RNsO5HBs0oOHX+7Ezj0j0OsYXHJWPS4+s16x7WuJUETtdjtcLhdX+2A0GrkoSWiCroWIcqYFpugyoGSEaTKZsHnzZtx22224++67UVdXh3vvvRc2mw0bNmzAkiVLuLaTqakpXH755Ziensapp56KP/zhD6Jp3liQ69quXbvw6aef4ne/+x1qamrg8/ng9/vh8/ngdDqRm5sLAHHFEqCCGYEcUWBZNhxhJjDiKx78CFfLdpVkC4uSLfrRwoCB/NijFf2kS4SQCOQzlRVaUVZoxWnzSwCEbgqGxpwhy7+ZoqLuwXEcGp7Cm7sOAwD0ega1ZQ408nxzq0oScysKBlls+3gQT77eBacn1CqyYW0bqkvt8V+cofCrTGNFolqJqNsbusGPFWEqPd6rra0NTz311KzH77//fu7/G41G3HTTTbjppptkvbcQl8uFBQsWYNmyZUlvK6sEM9qXmOxFOdERX7EQi3DJml0q0XqdUsv0bzbNw9TpGFQW21FZbMfpM25FgUAQg0ddM0YLocKinhmzhX98NAgg1OheXx5aD21rKEZNiQXlUYwWBkam8cDz+7Dv0DisZj2+cWErVp5Sqbkpg1Zer1LSufFEVKkKWUD54dHpArlmLlmyBJ988gkeeughrF69GkajkUuZ8z1zpZBVgikkXkGPVJSKMLVOewLar1MC2h+HcFtJyt86LdDrdagptaOm1I7lJ4Ye8/uD6B+ZRu/QNLpn5ol24ZI93AAAIABJREFUD05if/8EXt3ZDyB04a2vyOF8c6tL7di55wiee+cQ/AEWp7aX4GsXtKAwV3rxRiY0/ytBoiJKfhfJHJ9oPrL895fbppUOSxZkDubOnTvx7LPPAgCef/55FBQUwG63Iy8vD36/HxdffDGWLl3KZcNikZWCSU5CQBlRsFqkzcSMhta+r+RE0VqotDoOwh8JCebnWoSZDAZDyLqvviIHKxaXAwi7FfWNuNF56Bi6BsbRceg49h08HvHaghwTvr66Fae2l2ix6xlLLBE1GELuPKQlQ046N17RT6ZDrvGNjY349re/jWAwiMOHD2N8fBxjY2MYGBhAd3c3Z2ggpTYiqwSTeAoCyo65ijbiKx5S055S7nySgfwItRJsvktQqt+fTF7gX5yMMxF2qo0LMg3iVrSopQJfWVwGlmXh9swYLRyexhOvdYJhGPzxx2fDZjHMqhbVmnStwI0FOU+B0LnrdDojDFUSWRMla5hKp2TTIbrkc9ppp+G0006L+zwpadmsEkwAqvRIhatkpV0E0iHtKdwPtcwH4ok9uVNO9Hsha7tyIZ+dZVm4XK6I1h2LJdTgr9PpYbFYUtpbl+lYzAa01uajtTYfL7zTC4OBARvwwOXyzWq5IKlFenzlQa4bQgN0AJJE1O0NHW+xKlk1Cn605K233sInn3wCnU6H/Px85OTkID8/HxaLBSeccEKE+Xssskow1VrkD8/EjB9hap32FNsPLU5wJUzS5SL8DliWjRhd5J0ZpOvz+REIBGZNoic3FuRvijhBloVeF7qZFBsNRQRU7Pjy5zFmwxpmosQ7LlJENIjQDWdujhUmk4k77slWtqeLYJLP8dxzz+F//ud/4Pf7YTKZuD5MlmUxMTGBRx99FKeeeipndRqLrBJMteAbF0RD63XKWPuRyipcLatvpX4H4XmYwVmjycg2GIaB1WpNm9mL6UggyCJWISy/eIVARJREogBmNf8rdZOSiSnZZBCK6MSkCwBAWmBNJhN3HQgGg5zAEhHNNMia5J///GcsXrwYX//615GXlwev1wufzwefz4epqSksWLAAgLidnxAqmApA1gBcIilZJQRCiTXMbG4TSfS9w0U/s/+NXLhNJhOmp6cBhEWUWKSFXhuZaszEC06yBGR4KxNBJDcqDocDHo+HO3/JzUq236QoNQsTAEwGzDKgJxG/UESlnNPpEmGS/RgaGsLNN9+M9vb2pLeZVYKp1hcpVvSTjuuUWu2HlrZ+UlLgs6pkE5xWIlbJyJ9CTwqahBf5uUK0izcbZDlf3mS2TY4XP9oX3qTIEVG1C+nSXcSJYAqLfsgSRSAQ4MzShee0mIh6PB5JbjmpguzjN7/5Tbz11ltYtGhR0vN50+fTZTDhNczQCZiO65Sa9DNqXP0qNwWerHFBrPUjvV4Ps9mcFUUvciJMIdFER6mJIukuatFQahYmIK2tJN6aqMlkwje+8Q309/ejvb0dJ554IhYsWIAFCxagtDRkiLFnzx7ccsstOHDgAOrq6vDTn/4UJ5100qz3euihh/DAAw9genoaK1euxO233z5rokkidHR04KWXXkJ/fz9aWlpQWFiI3Nxcznx90aJFkrdFBVMBTMbQnYzbG+AWz9NtnTIWSretCKtvU5miUSKiVmMeJrngxCt6AQCz2az4ep0WBNnUjLsD5LnnqEkmRZhyq2SFIvq///u/GBoaQmdnJzo7O/Hoo49i7969+NOf/oTW1lbOJ/byyy/Hli1bcMMNN2Dr1q0RFarbtm3DAw88gEceeQTFxcX4/ve/j1/+8pe47bbbEvps/AIehmGwYsUK9Pb24rPPPoPH44HH4+HWMj///HPJ280qwVTrwq3X60IzMT1+TYVS63VKYHZUq9PpVDvuwu0qFVGTi7za00rEBNHhcCAYDM6J9bqAAinZZIgmouQmhUwTycR0uRIV/9FSsmT7iZ5nDMOgoqICdXV1s0Z2bd++HTqdDldddRUA4LLLLsPDDz+M7du3R8yo3LJlCy677DI0NDQAAL773e/immuuwU9+8pOEBi4QsfT7/fjBD37APU6KfXw+HzweT8IV+lklmICyd378aMZiMsCpwrSSRPdDy3VKg8GQsuia/xmVfu/wAOmkNyUL8oMmZGJREcuyYNlwtJ4u8KMio9EIp9MJIHyMhWvOco0WMiLC9ASg1zEwKDgpJtpn7unpQVNTU8RjDQ0N6O7ujnisu7sb5557bsRznE4nhoeHUVlZKWkfjh8/jrvuugt33nknDAYDysrKJO23z+eLu8aZdYKpBPy7VPLjs5oNcLp9cV4pn2i9Ufz0qxZ3xlqLNWk9UPK9SVCULk4/mVhURNZ/k0nJpkp0oqXL09loQakq2Vg+snI/n1hGyel0wmq1RjxmsVi4oiKCy+WCxWLh/iavcblckt/fZrOhtrYW69evx/Lly3H++eejsbFR9LkTExOYnJzE22+/jW3btuFPf/pTzG1TwUyQaH2MFrMBR8fdcV6tHEqmX+WuYWpZVETSlWq8d7rPw4xXVERElH+BV7siVAhJZ2uZko1HLNGRa7SghCl6svsuFbc3ENUWL5nti/UzWq3WWeLodrtnFfNYLBZ4ZoxDgLBQSnXiAUL9pNdddx1qa2vx2muv4bXXXkNdXR1aWlpQWlrKvefhw4fR1dWFDz/8ELW1tfjpT38ad9tZJ5hyT4R4AmU16+HxBVRft9E6ogMSKypSuqCI/z2Q8nelkVL0k27ptnhFRQaDAQaDAUajUfQCn+x7C1Eiwkw3YhktCEWUPD+d3aDcXj/yHNInx0hF7Pfe2NiIxx57LOKxnp6eWWudTU1NEWnanp4e5ObmcpW2UrHZbFi7di1OOOEEvPvuu9ixYwdef/11+Hw+uFwueL1eOBwOLF68GL/73e8wf/58SdvNOsFMFCkCxbIsbOZQatDjDcBmUeew8tPAWvwI+f6rqS4qEn4PgLQJ6XKYK/MwhWOgyHnDj0TVKioihy6dI0wliCaipHXIYrFERKJKVT8rFWGWp2h49LJly+D1evHoo49i3bp12LJlC0ZHR3HGGWdEPO+iiy7CrbfeilWrVqGiogL33HMP1qxZI9uJrKGhAQ0NDfjqV7+K/v5+jI+PAwBKSkpQXl7OPU/qjT0VzCgIWyPineB8ezylBZOkH7UQKoKW6Vex91YzxRhew1TtLTRD6KQDRDcBSHRcFB+Skk2m6CcTCmfEIMeYf5z5kX46VD/7/UH4A2zUHkylBdNkMmHz5s247bbbcPfdd6Ourg733nsvbDYbNmzYgCVLlmDTpk1YuXIl+vv7sXHjRkxMTOCss87Cj3/8Y1n7AZDis9Bghdra2qj/JvV6knWCKekuYuYCnUjxBJmJ6VawUpafftSqJ09LD9xUV96G3zc1bSXpQrz+RYvFknBR0VxMySZDIm5FUm5Ukr2ZiNVSohZtbW146qmnZj1+//33R/x97bXX4tprr1XkPfnDrPnHizye6I131glmLMgJnGghDcuyYT9Zb/LViWJp4FRbTmnZ0yk1Da5mfyfDZH5KVi6x+hfFWi+A2ZNbghlQ9KMmUgQtUaMFJVuIONOCGFWyct5HjgipCalzIFF9smSdYIodNHKSAvILaTh7vCQjzGipT7WHSBOULipKdL+1SP2SH3lEbyfDaNZWko6pyFitFwaDYdZaHaP3zzxH/ntmm9drPKMFvocrMUiXK6JEMM0iLj9k++l2fBKFXHsSMTyIR9YJJp9E1yljwa1hyoww02H8l5Y9nVpFtCRiIhcHcsHX6RhNIsxMukiRCzXLspwBALn5ZJgZmz+TKWI8V6JrdZl0PPgoJTjRWohIm4XcPlziI6t0SjZdoktSofy3v/0NVquVq8blW+bt2LEDVVVVqK6ulrzdrBVMpSMZsoYZayamGOnQJsK/a03H9Kua78uyLNxuN3w+X8QsRr2OAcPoYLfbIy725FxJdsjuXIWstTtd7pm//fB4PIoXFWUz5FgJR3Il4lYU9pGd24K5detWbN++HePj47j66qu5a77BYMB//Md/4Prrr8dVV10VIaSxyDrBZBhGFYN0KUOkhfshrJaT8hol4YsVfz0qVWhVeRsr7U3SjgwD+P0BuFwu0T47cuz8fj+92IsQ5FXJSl2rS6VTUSYYCySy7UTdivyB0LVErEp2Lt0Ijo2N4dRTT8UTTzyBsbEx/Pu//zt3zTOZTJJs8/hknWAC6kQyJLXhFhkiLYSf+pRq/qv0GqZQNIjFXCrQMv0qlvYWXdeeWcMUq07W6/WwWCyzehnT2ds11cSqkk2kqAgI2R+mYsLIXCOWW5HbFzqWebk2LmWuRLSfLhEm2Y+RkRHcdtttcLvduPPOO+HxePCd73wHJpMJU1NTyM3NjXh+PLJSMNW4mEmJMNNhmki6V78muj213levY6K2lZALt8fj4W5kyIVIKfPuTCeQYFuJWIRkNBq5G7t4VnSJovaFPdURplSIiE5Nh+znmKAfbrebu1lJdsxcugmm1+uFxWLBihUrwLIs7rzzTrjdbvzoRz+Cz+dDTk5OxPPjkXWCqdYXGh4iPVsw02GdUut9ID9IJdOvUj6DlLSv2HYSKfqJFzEpfbHPBEiFcTJtJaSgiO8tyl9nFh7XRIuKsjkLwPVhmsN93nyTBbPZLGvMXLoIJmFsbIzzjr3gggtgtVrxX//1X2AYBhMTE8jPz09oe1knmGrB9WEKUrJKrdMlk5KVKhpq3BVrVVCUbCSdbFtJLG9X/sU+nSaMyCHaOaNWH2Y0pyLyfWdDUZEytnixq2TJuCspRgvBYBCffPIJcnNzUVdXl9R+KQW57px55pncOmUgEMCKFSvwm9/8Bv/5n/8JAFxKVipZJ5hqR5gkJZtubSJapl8BJDyoVYn3TSaS1ukApQNAqbZ0FoslImLKREhKNpnfm9TXCl10pBgAZHLRjxLIGR4dq3jrueeew1tvvQW3242FCxfihBNOwMKFC7FixYpZpisPPfQQHnjgAUxPT2PlypW4/fbbZ00tAYDPPvsMV1xxRcS4r40bN2LTpk2SP+dvf/tbbttkqeTUU0/FQw89hG3bts0aORaPrBNMtbCaSEo2AJPJpOk6ZbqlX+MNZVXrfZOBYaKvYSqJ8CJkt9u5Fhex9dBMSeUqFWHKOXelGACQZnZyc5JJ68xKGa8DyfVh8o/zjTfeiBtvvBHj4+Po7OzE559/jmeffRZNTU1oaGjgXrNt2zY88MADeOSRR1BcXIzvf//7+OUvf4nbbrtt1vb37t2L5cuXx51RGQvhWDByE1ZVVYX169cnvL2sFEw17v5MxlAKwO0NqCJSkt30NTRJj5UGVfOOW41CJp2Ogc8f/fip2YcprJ6O1h6g5PQLpUk3azyhAQAZd+b3+9N2SLSayIkwpVBSUoLq6mqsXLlS9N+3bNmCyy67jBPR7373u7jmmmvwk5/8ZJYjz549e9DW1iZrP9QiKwVTaUhkYzHp4fJo05eXbPo1mTXSeBGtmsfDYDCAYRjFb1K0tMYTEqs9QFiUkS7rdolWyaYaIgpS1pnT7eZEkQjTo7xgkmuI3+/nnJ/46HQ6dHd349xzz+Uea2hogNPpxPDwMCorKyOev3fvXphMJqxcuRLBYBAXXHABvve976UsYyVGVgqmUpEBP7IJBAKwmg0JO/0ouQ9apIDVqH6V+r6AuHVYoojdKOh1jOJrmEoSaz1UzAxA7jxB2fs38/NKRjC1qLiMV1Qk5eYkFeujyaKWNZ5Op8POnTtx3XXXzfq3qqoqroeZQNYQXS7XrOcXFBRg6dKluPLKK3H06FF897vfxT333IMf/vCHiu5zImSlYCaLWESl0+lgNRvgdPvivFq5fSA/Xi3WKbUSaqE7kVoirZWXbDLEam0hw4yVTjlGu3grMQ8TSI/Wj0SLilJx46jEGqbRoINeP/tGimGYpPpbTz/9dHR0dIj++9q1ayPahIhQCtcaAeC+++7j/r/NZsPGjRtx9913ayqYqb3tnAMYDAZuSoBQqCxmw6y2EjUgP1RS+p3KiwqZkqDX6+Hz+VJW/QrMPvZqomOQNilZuZDo2+PxIBAI2fy53e4Zc/mQgDocDthsNpjNZi69Led9hKTbGqaQZKJAUuzi9XrhcrkwPT0Np9PJnZPE/clut8NisXC/l3TYd4LbG4gaXSabko1FU1MTuru7ub97enqQm5uL0tLSiOeNj4/jF7/4BaamprjHPB4Pd3OiFVkZYcq5KEhZI7SZDfD4AggEWdUuFGpV4JIoORZaTTPRYpB0JkaYUohm9Retj1Gu1V+2DZDmLw34/X5YLBbOhzgdi4piCaZcpMzCvOiii3Drrbdi1apVqKiowD333IM1a9bMuvbk5OTg9ddfB8uy+MEPfoDBwUHcd999uOKKKxTd50TJSsFMBKmpR5ZluV5MjzcAm0W5Q6t1m0iy6Ve5FaVafu50KvpRm1gpR7lWf+GiH/n7le69jNEgohGrqEjM7k9qUZFSEWZRrni0puZxX7lyJfr7+7Fx40ZMTEzgrLPOwo9//GMAwODgIC688EK8+OKLqKysxH333Yef/exn+NKXvgSLxYIrr7wSX/va11TZL6lQwYyCnIs137xAKcHkF9UomdaRgpaCpVUxEUGX5kU/apKI1R/fS5f/PSlhjUf2RQ2SWaeTQrT9jhfhJ2JDl8y+uT3Kp2SlRJgAcO211+Laa6+d9XhlZSV27drF/d3c3IyHHnoo4f1Qk6wUzHhfqpxeRpZluZmYbgUqZcWiulQKptbp11QWE5H1PP7FKd4aptLTY9KdaNESMUi3WCwRVn8AM/Oc7DlGchFG+MBsByiAP9xcl5SA+vxBBFkWFnNWXv6Tgh4xHsn2MnJ+sl75AqNVVMePFLRqUyEjxlL1uYXHmr+GZzAaZp6jA8tmaagZB9IbqtPpuGpH8htimFAu1mqxwGq1ZrzVXyIokdKM5VTEMAysViuXCUjUiziey08yEeZcJysFU/jFknWFZKtOEx0iLSReZKumuwwQ/lFqlX5N9IKazPEQziTl390zDAMGMylFgxEWs3GWPR0lhPD4k+Pj9oRutgL+kIF3tPXQWIUv6ToiSwv4RUUGgwEulwssy3LnsdlsllxURAVTPlkpmAR+L6MSFWvhEV+JXVC1Nmon709uGJQmWvqSRHgsy6bsc4u9J7mAA2GDZrK3TqcTfp9etFiDzAtUY50p0+GqZBmoUviSzqTKuEBuUZESPrLZStYKpjDCUAKyhik1wkyn6leSkkwVWnjeCt+TGB+wLMuJKPkOiL77AwGYjPpZF3Gr1Qq/3899h2ITMbI5EiXrv2JrmFILX4SRq5K/j0yPhhIpKhLaKOr0bgCA3Wbm2rWUOLaZfkylkJWCSaq5lI5qEknJammSTt5f6BKUihNem57K2e9JhJJEv8LPbuAcUMIFFvznk21EqyQl6cd06btLNYl6yYq1thALNaPRCIvFInvNLhqZmu5NdPtCu7+x45MAAItRfLZlMm1gc52sFExAnfmMJMXhjuH2k0z6VYnKTDUia6loXdRDBI9/UYh2PMmFnmF03DaI2PHbKMhjpHJRztDouZjKTdYajxwTn8/HCSP/hoS/Zsc/ntlyQ5IMJCVrNABudyja5B9b4lKk9A3KXCBrBVMNYkWY/MIiLdYptax+JZV9qYymxfo4hWIZi7GJkN/l7q5RLGoqhsNm5GYp6nQ6eL3eCHcS/nsIexMTMUmfK7AqWOMpeUOidkFROn+XYmuY5NgGg0Ho9Xo4nU7RjInUgq25SlYKplqpg3DRT6RgkvSn36/N6C/++6fyBOeLtJpG6XzEinripV/5TDl9eOzVTnQNTAAAfvfXzwEAlcU2tNYVork6D42VDtSWOWDQ6zjRFIon305OGJnGMgUgd/eZEjlFE55UjfeKdUMSbW05XY9lqpA6C1NqUdEPfvADWK1WLFiwACeffDKam5vj1kP87Gc/g9FoxI033ij6716vF7fddhu2bt0Kg8GAa665BjfccIPcj6wYWSmYgDp3mFwfpidccalk+lOK3ysfrdKvwlQoEQql+X/snXl8VOXZ/r9nMmsy2QkhG4GEJQmCgiiIVlxaERSsda1aX6EquLxoF6vWn61StbUviuIrfQvuSt0XEHEpYLVU3AAFDAlLAmRhDVnIMvv5/TE5J2cmM5NZzswEMtfnw4dkMnO2Oee5nvt+rvu6vSPFQKIe6bgCbes/Ww7w4ofVtHXYKRqcwqQxubhE2N3Qxs66Fj7dWM+nG+sB0Gk1lBakMaIwnZGF6YwoSic7zSCfqzeBSoSt/Ce9VzkwabVan7P7/tbvsi+o0d4rXASqYZQiJQCDwYDD4TiuSFQtWzwITyXrS1R0/fXXs2nTJjZu3MjLL7/MgQMHqKio4PHHHyc3N9fjvc3NzTz66KO8++67zJkzx+9+Fi1aRGNjI2vXrqWpqYk5c+ZQXFzMjBkzQj5mNTFgCTMaUJaVRMskPRjEo1xDgq+aymiLAYIR9QTCwaOdPPN+FVt2NaHXabh22khmnDEUo0GPTqfDbrdjs9lpPNLBzvpWdta1squ+lep9LVTtbZG3k5lqcBNoUTojC9MoKUjHqE/yOVlQHh/gQaTS3wOlcpUimGD8XWMtyHCqkJJVa1KrrGGUkJKSIpsuqF3a0t9rPIONMINFaWkppaWlXHvttRgMBo4dO8aOHTvIzMzs9d5rrrmGCRMmMG3atIDbXLFiBY899hipqamkpqZy3XXX8e677yYI80SCSd9DmPEoE4H4qW/jtUbqbTihFPb0lX51OF188MU+3vp0Nza7i5NHZHPjrHKGZKeg1+vdnpsWS3dkL1A42EzhYDPnTigA3BaINY1t7KxrZWd9G7vqW/hm+yG+2X4IcJemDM01M7IoXY5E8weloNH0jrhdLpesVpS+N+l/KSIK1t/V36Afy/vxeOhW4r1E4l1+0R+jelUiTKvUPLr38B9pay/pmo4cORKLxSKLijQaDWazmRdeeIHc3Fzuuecev9tqbW2lqamJESNGyK8NHz6c5cuXh3xcamPAEqbas0D3g+YeBDst0SNLfwQQT/MDiaRjOUmQzleyZ4PQRD276lv5+3uV7DvYTlqKjnk/rWDK2CFyyk6pzvQHo0FLxfAsKoZnyftvarPKEejOulZqGtvYe6CdNd80AJBs1FJakCancUcWppOZZpLrOi0Wi4cq11cU6iuVK8HfoC+Rq3J70YRLpQbSsUSoAi1/ytFoC4oihRxhGtQ1LtBoNHz99dfMnj27198KCgpYt25drxStL0g2iyaTSX7NaDTK5BtPDFjCVAuewhYXRn1S2NZ4fcGf2k/N9GsoD3soJK1WSlB5vtJgpYzI+ooqu6wOXluzi4+/qkMU4dxT87nuglGkpxrl5tThPpiCIDAo3cigdCNnnOQeGBxOF/sOtHukcrfuPsrW3Uflzw3JSmZEUTojCtIYWZTOsCGpaLWakFK5/lS50utSI2ODwRATpaMaKdloItj7PFBU76/WNtqI5hpmpGQ/ZcoUqqurw/48INffWiwWzGaz/HNycnJE21UDA5YwIx3AfdX4JSUlYTJoQ7bGCxdqp1+DfVBCdShSa7btfb5SuUqwa5XfbD/E86uqaGqzkj8omZtmlTOmJFtOZ9psNtXJQ5ukoaQgjZKCNKZNKgLcStza/e3sbjxG1Z4mdtS1sP77/az/fn/3ZwSG5/cIikYWpZOTYfQpnlJOFryjRykKlVKJFotFvm5SJOorlRtK6tHfNXedoP0wg1WORss2Mdqin0hSsmoJ+zIyMsjOzqa2tpZBgwYBUFtbS2lpqSrbjwQDljAjgT+iEkV3E+lOi/p+rEr0h/RrLNdIA4l6tFqt3LlBmul7r90dbbPw3Kpqvtl+iKQkgcvPLeGnZw/HZFSKemLnZZudaSY708y4EVmIPxqKKIrsb+qU07i76lupaXCvjX7Y/bn0FD0jCtMYWZTBiMI0SgvSSTZq/Za1KP9XRqPS68pUNnha0ymdX4Kx+fM1wKrVD/N4gPf9lpycjM1m87BN9L6eSvV2rCERpkHnOyUbznH1ldkJFbNmzeKpp55i8eLFtLS08Morr3DXXXeptv1wkSDMEBCMrZvRoKWpNXq5dinKiLWoKB6Wdv6cepSiHulYlOUc0izf7nDy0YZaXvmomi6rk7LiDG6aVU5Rbip6vR5AFvXEAlqtViZoJVkJgkD+oBTyB6Vw9in5ANjsTmoaj7GzvoVddW3srG9lY/URNlYf6f4MFOSkdCty3f8KB5s9BEVSBG4wGPpM5fqypvMuxQgllRurOsz+CIkcJTGa9JoUifq6nn2pnJXbViPCNOiSfH438Yzqx48fz7Jly5g4cSJ33nknjzzyCNOnT0cQBK6//nqmT58el+NSYsASZiizoWBTkKIokmzQYrU7cbpEVWfXUmQnHUOsEC+D+FCdepSDD8C+A8dYunI7O+taSTFpue3ycfzk9GIEAdlDN1a1qRLpKFW3fUGvS6KsOIOy4gz5taNtFnbVt8mR6O7GNuoPdfDpxkbAnWKTa0OL0ikfPoiczBRsNhtOp9OjAXmwtaHe5+GdepS+E28T7+NR9BNNeN+fEFjlHE3DCovVEbC1V7gI5bN/+ctfer22efNm+Wej0ciCBQtYsGBB2McTDQxYwgwWoaYglW4/KUZdxPv3Tr9KkVE0IA2Y0qDni7SiDUEQ0Ol0HuUpoYh6bHYnb/+rhvfX78XpEjnjpFxumDGarHQTgtAzcEmDlDTgRytNptPp0Gq1MmlFgqw0I6dXGDm9YjAATqeLukMdbgKtb2VXXSs/1DbzQ22z/JmcDKNMoCMK0xmel4peF1ptqC/vXAmSp6u3qw7d31F/qMOMNYI97kDrof6s/tSKMAMpZMNNyQ4EJAjTD8JdJ5QJ0+qMiDDjFdmB+jWVwQhyIDKnHoAtu5t4ZuV2Dh7tIifDyC+amLw3AAAgAElEQVRnljN+1CAP/1fvAd9bACPVQUY6w5eiSpfLJcvk1UZSkoZheakMy0vlx6cVAmBzQm1jO5U1R9hR18zOulY2bDvIhm0Huz8jUDwkVU7jjihKY0hWclCCIuVrykhU+YxIUZN02VJTzSQnG/qVNV1/JuK+rP6kMUFpDhLqRMxqc5Ju9j3xDvfaJAjzBIe/LziSMg1RFOWemJYISkvi2fpLStvFkqQjdepp67Dx0oc7+Pf3+xEEuPjMYq44r5QUkx69Xi/XN/qCr6jJW0GqFBQFo3gMRNDRgkTQepeL0UVmRheZgWGIosih5q6e2tD6Vmr3H6OmoY2Pv6oDIDVZ564N7Y5CRxSmYzbp/AqKlClcb9WyFDXZu6Omrq5OLHpxQHZsUQtKUlSuR4ezviyKojvCjEJKdiBgwBKmL6hBVLKfbBilJfEQ1kiQ1qa81ZPRRDCinr78Xz//bj8vf7SDY512SvJTuemSCkoL0mX/1XBEPd4kqhRsSEb2SjWuNJhJgo5ABB0N6HQ6v2YLgiCQm5VMblYyZ52cB4Dd4WLP/mNyGndnfSvf7Wziu51N8ufyByV7OBQNzTWTpDCbl8RE0kAtkSV0pxqd3S5FGiFg1BTIECBag/eJQAq+1pcDlQpJ34HV7kLEt8uPhESE6R8DljCVX7CaZRqhNJFWHku80q++jABigUjbb+1v6uCZlVVsqzmKQZ/E9dNHceGkIgwK/1e1iN+XYEMaoLRarce6smTmHQso076hELROq3Gra4vS4Qz3a63tNjkC3VnXyu6GVj7bvJ/PNrtrQ/U6DSX5boeismFZlA8fhEZjl8lSCfd3KPUT9fTJDcbmT1oXFUVRjqjUTuUerxGtv5RpX6VCkuuTtaUTAJNR63NbiZRsYAxYwoTo+J+GSpihRrXewpxI4L1vpYoyWohU1ONwuHj/P3t5+1812B0uJowaxJyZZeRm9fZ/jSaUUah3WlKKbr3rQtU8JrXTvulmPaeW5XBqWQ7gVrk2HO7wIFHJbP79/+wFICvN4CEoKslPk83mpXPVd4uefNWG+lLlKgd8s9ks35fHS8eWaK+PhrJ9X6VCbe3uiVWyUSc754RS1hLouAYCBjRhSmksNW9weQ2zj5RsPNOv8dq3t+esFFFCcMKg6n0tLF1RSf2hDjLMem64qIzJYwaj1+tVU6IGC0EQfNZyKgcoZZpMeq8yPRYO0Ukpt0gs/IKBRiNQlGumKNfMuacWoNVqcbgEttcepnpvs1za8nXlIb6uPCR/Zuhgt9n84Rb3sQny9gKvh0JvEgV3xkWtji0S+rPoJ5oQRZGOLvfzrkuCjo6OXpE9uI0X+pNIqz9hwBKmsuhdTfQVYfaH9Gus9y0NfkohlTdRBiLLToudf/xzF2u+qUcU4cenFXDNT0aSZjbK0Wq0lKi+4M+AwBv+1kK96xiVJBroO4mHmMhzrdJGeXEG5d21oaIo0tRq6e7W0i0oajzGngPH5M/fsvBzRhZlMLLQLSoqLUgnLcU9eQikypWELMooHiLv2BJt9KcI0xe8bfGUkb0gCCQnJ2OxWAJe0/4Y2ccKA5YwIbpNpC3W3jNdNURF4aZkg6mplJR3akFJ0ID8oIUi6vm68hDPf1BF8zEbhTkp3HRJOeXDsqLq/+oP4RgQKBFoLdS7rEU52MdLTCRNDPxF7oIgMCjDxKAME2eMHQK4U+Z7Dx7jqTe3sb+pk/QUPVt2NbFlV4+gaEiWySOV6202bzQa5e/Wu8NKMKncQG26YrlO3x8RTPPovkpblPW27733HqmpqYwdO9aju8iJigFNmNGArwizP6Rf1VynDQbeBC0RTbCiniOtFp57fzsbq4+g02q48vxSLjlrGMZu/9d4KFGjkfb1FQF5u+lATyo3FulEZVQZ6sRAq9VQWpBORqqe/U2dPHHnmbR32dlV3yaXtuyqb2X9lgOs33IAcIuQhuelMrIog/Lh2YwoSCPDrPVZGwr0isa9a0O9B3xftnTgJma1047HW4QZ7Lb9RfZHjhzh/fffZ9u2bWRkZDBu3DhOOeUUrr76aplYvfHQQw+h0+m4++67ff796NGjnHHGGR7dSWbOnNkvXH8ShKkyZMK0OQZs+tWboKXBTVJ0BnLVcblEPvqqjtfW7MJqc1IxPJObZpVTkGOOi/9rLAwIvCENTFqtVo6elCkytcwVfKGvqDJYuFzuNU1BEEhN1jN+1CDGjxrU/TeRA02dchp3Z10ruxra2FHXygdfuAVF6Wa921ihOxItLUiTny0pKu/ZV982f8oBXzIAkK7rQEo7WmzqNI+WIvtrr72Wa6+9Fq1WS2NjI1u2bKG6upqOjo5ehNnc3Myjjz7Ku+++y5w5c/xue/v27YwcOZJVq1aFcGaxwYAmzGimZG12lxwJqS2H7ys6U5bJxDIF5UvUI/3r6uqSIyd/6cfd9S0sXbmdmoY2zCYdcy4tY+r4PFnUE0v/V4jfmqGvGlJ/vq6+zBXCWbeLJKr0hUBeyhqNQH5OCvk5KZx7aiF6vZ4ui53qvUfk9dBdda18W3WYb6sOdx8fFOaYu9O47q4thTkpHmbzSvgSFEkqZgneqVzvji3SdkJJ5/b7CNPad0o2VEjlQqWlpQFbcF1zzTVMmDCBadOmBdxeZWUlZWVlqh2fmhjQhBkNJHfb4XVZY59+jcSlCIK3sPOGP6ce6X9prdJf+tHmcPHGml2sXF+LyyUydXw+108vI92sl0U9sYwqY6VE9UawYiII3VwhkKBIrajS+/j66lQiGS7YbDYEXJQVZ1JWnCn//WibpTuN28bO+hZqGtqoO9TOuo0NgHvQdzsTpXXb/KWTYXYTnS9BkdTsWcqAKA0nwHcZRiQdW/ojotU8WhAEHA4HnZ2dvf6m0Wgwm8288MIL5Obmcs899wTc1vbt26mvr+fCCy+kvb2ds88+m3vuuYe0tLSwjk1NJAhTJUhkZXK5H9Ro98T0Rjzs9CJ16gHYWHWQZ1Zu53CLhdxMEzf9tILxowbLg760H2Vn+2ieTzzERP5KVEJBX+YKvqJQyRggGrWrLpf/TiXBGi5kpRmZNMbIpDG5QI/Z/E5F39BtNUfZVnNU/ozSbH5kYTrDFGbz0n6l6yRNLvsSFHkfu/cacyzcidSCTJg+zNcjJcyvv/6a2bNn9/pbQUEB69atIzc3N6htmc1mJk2axI033ojdbufuu+/mj3/8I4sWLQrr2NTEgCZMtW5uJVlJPVlDcfqJBPFqJh2pU09Lu5UXV1fzxdaDaDQCl/xoGJedU0KyqUfUY7fbIy7FCOV84qlEjUa62dv9RXktpbSvMlWpprmCv5RsJOIppdn8T7rN5ju67OxuaPPwyvU2mx82JJXRxZmMLs6iJM9MToYhoKAoEIn6y5J4m6ObTCbVlblqpHutQahkQ4Wkrp8yZQrV1dURb89b3POrX/2Ka6+9tldKPR4Y0IQZKXwJXJKSkjDqk4ImTJelncOv/QlHUz2GUZMxDa1Anz8SbXYhgo+bQ7o5+5uoR/q/r6jS5RL5dFMDyz/eSYfFwYjCdG6+pJxheWnyIG61Wj1IOJhSjHANAdSI7sJBPPYrkaMUWVmtVo9UbqTXUgmXKKK8faU1UrXFUykmHeNGZDNuRDbgPseDSrP5ulb2HjjG7oY2VncLilKTdb0ERSkm91JKXx1blN+Tr9pQpbm8UpWrFGnFM5XbJYt+1Iswg8kkBQuXy8WiRYu46qqrKCx0T4qsVquHYjyeGNCEGe6XHIisRFHEZND6rMNUQhRFuir/Teu//oGrqw0Aa/UGrNUb3PvQm9Dnj0CfP8r9L68UjSFZ3n88BEWBRD3BRJUNhztYtrKS7XtaMBmSmH3RaC44vQi9XhdSlKWWIUA0o7tAiPd+ldGd0hwAIjdXkOBSRJjRWCP1B0EQGJKVzJCsZM49tQidTkd7Rxe761s8Urmbdhxh044j8ucKclK6jebdgqKiwSkeZvPBOhRJpBNqn8tgVLlqRJg9a5i+VbLhjCdqpqE1Gg3fffcdDQ0NPPTQQ3R0dPD4449z6aWXqraPSDCgCTMcBGMAYDJoA65h2g/X0bL2eWz1VQhaA/qC0dgaqsmcOR/R2oWtcQe2hh1Y92zFumdrzwc1GgZfcQ/JJeNjmn4NVtTjD3aHi/c+r+W9z2txOEVOKx/M7ItGk5OZrIr/a6hRqCiKcvPoEz2qDHW/oZgrBCprcbrcmRBJbRrP803SwKihGYwamiG/p6XdKndq2VXfxq76VhoOd/DZ5kYADDoNJQVpcreWkUXpZKUZgd5RKPSQqHe62V9tKATXsUVtRCslGylpjh8/nmXLljFx4kQWLlzIggULOOeccxAEgRkzZnDXXXepdLSRIUGYQSIUAwCTQUtTa+91MJfNwrEN79C+8UNwOTGOPI30c39B55Z12BqqSUpOxzB6MinjzgXA2dlGZ/UGOr5+H+exo+By0bW3kuSS8VE5R2+oIeqp3NPMshXbaTzSQVaagTkXlXFaxeCoGQFI8BeFSlEyIA9waq6F+kO0z9cf1IjugjFXUAqKnE4nLlEkqTuK6o/Re4bZwMTywUwsHwy4I+J6yWy+Owqt2tvC9j0t8meyfZjNG7qJR6fTodfr5edEKSjyVRsKwXVs8a5bjvQe7bI6EQR39xlvRJKSDQV/+ctfer22efNm+efc3FyefvrpkI8jFhjQhBnMFx3qWqGUkrXanbLwQRRFLDu/ofXTl3AeO0pSeg4Z592AsdRNfILOPXMV7VZ5Oy6bhfZvPqB942pwOdHlDsd+sBZtek64pxsSIhX1tHfZWf7xTtZtbEAQYNqkIq7+8QjMyfqYGwGAZ5cUab/RMEf3RqR2euEi2tGsr8FeGYW6XKDT9ZBALCYJkUSzGo3A0FwzQ3PNnHdqAeAW7nkLir6qPMRXSrP5XDNl3YKi4UNSyM0yhVQb6kuV6y+VK9n8SYIiiUxDOVdrd/NoX89vrAjzeMaAJsy+EEz61RckRxKLzYGhq4mWtS9i3fM9JGlJnXwpqZMuQdD19FAU9BJhuqPSrl3f0rruJZxtR0hKzyH9vP8Cp4OjK5/ApSDVaEEiNF9G6RD4ARFFkS+2HuTF1dW0dtgYmmvm5ksqGFmUHhcjAPDfYDmYtdBgaxn97TeeUWUs10il69JznV1oDElytKW0RlRzQiLtU1I4K1OekcJk0HJSSRYnlWQB7nM80mpREGgbtY1t7Nl/jI++3AdAilHbXRuaLpsspCb3bTYvXT/pNak2VJnKlVS4drs97I4tlm7CTCA8JAjTByL1XzUZtGhx0v7FO7R8vxqcdgzFY8n48Q1oM/N6vV+KMB2th2l6dyGW3ZtAk0Tq5J9innQJGp0BS+33gDsKjdaMzl/6NVhRz6HmLp59fzvf7WxCp9VwzU9GcNGZxRj0uriUbIRqQNDX+l2wg3487PQg/mukSncilygiCJ5uOr7KWiKZkECPG5NSWR0tCIJAToaJnAwTUycUkZSUREenhdrGVo9U7ve7mvheYTafl53sQaDFuZ5m88EKiiRE0rGly+Ygpdtcxdf5JSLMwBjQhOn9RatRqiGKIqM6NzMr8xMcm1xoktNIP+8WTKMn+b2xhCT3PtvWvwEuJ4ahFaSfPxtddkHPe3TdVl029QlHKeqRzkH54Pa1Vul0uli9YR9vrNuNze5iXGkWv5xVTl52SlwGcFDP1i5QFOpr0JfI1TuajTbipbyVJhLe+/VVh6mckPjrGRpsFKo0IYjlJExZHiMJiqSI8sLJ7ve0ddjY3dDabfPnFhT9+/v9/Pv7/UC32Xx+qltM1E2k2enGgLWhgDz5Uy6LhNqxxWpzMSg9ySc5JgizbwxowlQi3PSrL5Qc+xad0J1u6Wyjde3zdG3/D/r8kegLRqEfUoKgdROJtW47rZ+/CriJM+PCuZjKz+xN5t2EKaqYkvU1QfBup9TXw7CrvpVlK7az58AxUpN13HxJBWeNG4JOF1qpiFqItgGBv0FfuQ4qXUd/doBqIl5RJfRMSnzt1+US+7TGc78v9BIhiQRindoPVkCVlqJn/Kgcxo9y6w1cLpH9TZ0etaG76tvYsa9V/kyGWS+LiUYWpVOan4axe2lHSmlL950yXeuvNtRblet+jgWsdicmo46UlBSPe3mgtz0LFgOeMKPR/upo5lhSDnxKV8lUsgx2bA07sOzeiGX3xu6dJpGUMxSxvRlXR48KL+Xk80muOMvnNtUmTH+iHqfTKduleSv0lLBYHby+djcffrkPUYRzJuRz3bSRpJuNHrZn8UwLxgrStZTSgtFIPfpCvKPKQJOSQObrgRBMWhyQo3np52gjUkFRQU4KBTkpnDMh370dm5OaxjaPVO432w/zzfYes/miwWYPh6K8bE9BkXcqV/m/L0GRVOqmTxJob2/3WS7k7VAUzLkmIswBAin3r7ZTjsbgbqTamVnKiHN/DIDz2FFsjTuwNrhrLO0Ha9zHYDSTce4vaP7wb4gBHnyNSoQZyKlHFHtM273XRaRB3+l08vUPB3jm/e00tVrIy07mxlnlnFSSJUccAyUd6c8TNVDq0Z+vayiDfn+IKvtaMww2wgwGylS3FFX6ikIDTfDChVRLqragyKhPomJYJhXDeszmm1otshp3V10ruxvb2HewnX9+XQeAyZBEaUFPGndEYTrpZk9BUaD10E6L+9mWSmGk+056ZsxmM1arVb5Pw+3YciJjQBMmuEUJag84SUa3I49DIfhISs3CNHoyyWVnoNVq6dz5LYfeepSU8Regzx8B9KhkfUGNCFMyNA9G1COti8j7FwRa220890EVG7YeQJskcMX5I7nsnBL0uh4/21ivJ8WbOIJNC3oPTn1Fof4GpnhPDoL9jl2i6Nd8PRT4+477Er4EY67QFyR1dSwERQDZ6Uay041MGZePXq+ns8vCnsaekpaddW29zOYHZ5rkdmcjCtMYnpeGTtubPAEcTvf3YdQn9XruvWtDg+nY8vnnn5OWlsbo0aMxmUxRvz79AQOeMKMBrdF98zitngpJZRpU1Hd3E3fYe+owAwh6emo1QyckpUG7NMiGIupxuUTWflvH8k920WV1MGpoOjfPqmBYfro8OEn78R74o4V4lWyo1fqrryjUlwBGp3OrG2M9OVC24QpuciAiioSVklXCn6DIF7wneBC4Z2igdKO3sCeWUK4LC4gMz09jeH4aPzm9CHDXN7trQ1vcbc/qWvli60G+2Oo2m9cmCQzLS/Xwyh2caXJ7NNvd312yUSdrF6RxQKpR9icoUkK6rps2beKzzz6jvr6esrIyxo0bx/jx45k2bVovsl6yZAlvvPEG7e3tlJeXc//99zNq1Khe52+z2XjggQdYs2YNWq2WX/ziF9xyyy2qX+dwMeAJUw1/Rm/ouiNMl62nQN47DaokwJ46TP/Ro5CkBU0SLrtVvqH7Ou5ATj3BinrqDrazdGUlO/a1kmzUcuOscs4/tcCn/2ugqEktw2nvNGh/jipDhb8oVIoqpfd493OMFvylnPuCy9VdkxkBYQYSFAV/HKH3DJUINtYTsWAjeLNJx8kjsjlZaTZ/tEtuvL2zvpXaxmPsqm8D3Knc1GQdI4vSSUt230NGfQ+ZKe0LbTZbL0GR9LP0XuU1mzdvHvPmzcNut7Njxw62bNnCmjVrOO200xg0aJC8j3feeYcVK1bw8ssvk5eXx9KlS5k7dy5r167tRayLFi2isbGRtWvX0tTUxJw5cyguLmbGjBmRXF7VMOAJMxrQmSTCtPRKg0qQSNJlsyBou9cK+ki3CjpD0CnZSJ16bHYn73xWy8r1e3A6RSaPyeWGi0aTlWb0mwYNpCBVY63JnwFBtBGv1l/QUxsrXetAUWiori+BEMm1dnUfQzhrmNG81oEERUrLRKmvpVTPGG1I2ZJwUr+CIDAkO5kh2cn86BR3jbfN7qR2/zEPQdGm6h6j+cpat9BQSdLK51X5P3hmo7xTuYIgYDabmTx5MpMnT/Z5jM3NzcybN4+iIneUfP311/Pkk09y4MAB8vPzPd67YsUKHnvsMVJTU0lNTeW6667j3XffTRDmiQx9cor7h+5o0Fc6qWdN0oKg0SBo9QFTstJn+iLMvkQ90HdUua3mKMtWVHLgaBfZ6UZ+ObOMU0fnhJUG9TXL9ycmCsYIINZrpBLRx2odS4K/tUp/Uai/qClUslMjHel0hUeYsTQhkKBUNUuTAzXdngJBuT6rpsGFXpfE6KEZjO42m9/d0Mqi17ZwuMVCilHLtReODImk+7L5EwQBh8NBZ2enz8/+8pe/9Hht3bp1ZGRkMGTIEI/XW1tbaWpqYsSIEfJrw4cPZ/ny5UGfe7Qx4AlTbUm0IAiYUszYAdHe5XfA0njZ4Qk6Y5/rk4LOgNi9LuorJRuKqMcX2jpsvPLxDj7bvB9BgIumDOXK80pJNqnn/+prAuGrg70yRRYPO714RZWhCpn8RU0SgYYShaq1LiylZIMV/cRrQgS+STqa/VclhLI+Gy5EUWT1hn0s/2QnTqfIJT8axlU/HkGyyT32RPIsS5MMg8FAUlISX3zxBbNnz+71voKCAtatWyf//vXXX/PHP/6RBQsW9CJi6XiUAiKj0RjzeyIQBjxhqgkpraNPTsYOCI4AX3SSDgQNos0dMQr6IKJHnQFHe0uvAS9SUY8oivz7+/289OEOjnXaGZaXytxLKigpSIuJ/6uvAUoa7KXjU3YViSZxxrOeUy0FbChrdxKBSrW3apyzM4Q1zHiJt0JR/fq7noHMFQJdw1hE0m0dNv72zg9s2nGE9BQ9t11+EuNH5WAwGCK+v6TnUXpOAKZMmUJ1dXXAz7333ns8+OCD3H///cycObPX341GN5FbLBbMZrP8c3JyctjHqjYShKkClNZyNpsNU0oKHYDG6d8IQRAEBL0RlyLCdLYf9ft+93vcpKpMrUYq6jlwtJNnVm5n6+6jGHQarrtwJDMmD0UfJ/9XKQ0qCELQRgBqDbTxKtmIdnlMoChUup7SPSNNvCI5BlcQKVkp9SuKYkz9diFyku7LXMFfWUus1LeVtUdZ/OY2mo9ZGVuaxe2XnUROllmVEhlRFNHr9bIILVg8/fTTvPTSSyxZsoQzzjjD53syMjLIzs6mtrZWFg3V1tZSWloa9vGqjQFPmJGkZP15zxqSTbhE0Dj7EvEY5XVLQWcIag0TRESHHY3OPUsNV9TjcLp4f/1e3v5XDXaHi1NGZvPLmeXkZiXHrbbRH2EFEhN5px3DERPFs54zXiQtCYhEUcRqdd+nUvrbVxQayiDbl+hHjR6d4SBaa4YQXM9Q5fuioc53uUTe/lcNb/+rBkEQ+PlPRnDJj4ZjNPZkD8KFNKYYjUZZSRss3n77bV588UVeffXVPslv1qxZPPXUUyxevJiWlhZeeeWVftM8GhKEGTak9Ksv79mkpCTsaNG6AlvtafQGXJaO7p+N4HIiOh2yGbs3pFIUwWlD0Bt6iXqkB7EvstxR18KyFdvZd7CddLOeG2aM5oyTcuPm/xoOYakhJoITN6oMBH/nHGwdY1+TEn8p2XiecyzWDL0hTfKkqNJut3uoctXMlDS1Wnjqra1s39PCoHQj868cS8XwbFXO2VcKNhQsXbqUjo4OLr/8co/X33rrLUpLSxk/fjzLli1j4sSJ3HnnnTzyyCNMnz4dQRC4/vrrmT59etjHrjYGPGGGegME4z0riiI29OjEwIQp6IyIbUfln8FtXiCYzD7fn9QtFHJYOtEaUuQBJ1hRT6fFwWtrdvHJ13WIIpw/sYBrLhhJWoohLk2OoSc9psZD3ZeYSLnOJBVrQ/8hrGgjVMIKdlLiHYX6Isx4EJYENWo6w4Gvsg3viVtfZhXBRPYbqw/zt3d+4FinndPKBzPv0gqy0lNUOedwU7BKfPzxxwH/vnnzZvlno9HIggULWLBgQdj7iyYGPGEGi1Bbf9kEHQYxiJSsw4rocvXUZdqtaLwIU+62rrDH806/9kWWX1ce4rlVVTQfs1KQk8JNs8opH5YZt9rGWBgQ+FtnUroTSd0foi0mguM/wgp2UpKU5J4oSinZ/kBYsVZaBuuO5K9MKBjjfrvDxT8+2cnqDfvQaTXMubiMaZOKMBqNEa+TRpKCPZGRIMwgoFShBksqDsFAqtge8D2yw4/D6lGXKf/di6RJcg+2Dksnxu4WR30p85paLTy3qopvqw67/V/PK3Gvaxh0sh1WPAaTeCgjpdSSct0uFmIiiF9UCdElLF+erg6H+3e9TovJZJIj+2is2/lDqHZ+aiFSYU8gy0Rlz9CGQ8d47B+b2N3QRv6gZO64chylhRno9fqIn6tIU7AnMgY8YQa6IYJJv/qCKIo4k/ToRScOhxOt1vcMTe5AYrOg8fKT9blG2v1+h6WTrq4unw+SNNjb7Q4++mofr/1zFxabk4phmdw0q5yCwWY5Goj1YKKMKvuLMjJYP9dwu2D0h6gylkpnURSx290TAql0Qoqaot1ZBOLrAxuttLN39uM/Ww6wdEUlFpuT8yYWMu/ScXLvTLvdHvEzHWkK9kTGgCdMf5AIK9zWXy5Nd/+8jnbM6ek+3yMozAukCBOHTSYVpahHFEV37SaAs+d1X/Vh+w528Ld3trKzrgWzScdtl1UwdXyevPYUD4u3WNRz+kKoJB3ISScUMRH0j6gy1g5FGo0Gra67ftalWNcMorNIMNc0EOKlvoXYpJ0tNicvfFDFp5saMeqTuP2yk5g6oQC9vifT5C0oCvaaSqppqSNJAr6RIEwvKNOvkTSUdmkNYANLe4d/wtRJfrJWmTwFp92DpD2cevowabdYHbz1aQ2rvtiLyyVy5rghzLm4nMw0k5zalbYrrdtFO+KJpw+rGqlfXzV3gcRE0sAUr6gynut2EmFZbW2Af+OCUAVawdynkTR4jgSxut57Dxzjide30nikg+H5qdxx5ViKctP9ThD8mStIJCqNMVK7rkQKNm3wO0MAACAASURBVDgMeMKUbpBQRT2BIIoidJOhpaPD7/s0+p4yEZ3R7T9rt7SjUwh6lKIeKQr1ZdL+3c4jPPt+FYeauxicaeKXM8s4ZeSgXqQRKI2rpnm30jEnHlFONFO/gYrWle5EDocjput28YrivdPOdoeUkg1+8A3WCMB7YiLZs6nd4DkYxCKiFUWRNd/U8+KHO7A7XEw/YyjXXjASc4rbPs7fBMHXRE8Z2T///PMsW7aMMWPGcPLJJzNhwgROPvlksrKyonIeJwoGPGFC4JrKsNFNmNau3obEEqSIEYcNl6a7P53V4jGjVs74pK4mygiztd3Gix9W858tB9BoBGadNYzLzy3BZNT5JI1gbdMiSY/FMxUZD9Wv9H1JUbvdbpeva7TFRBBfL1Zf33UwTj99IVgjACDmCu9YrUt3dNn5+3uVfFV5CLNJx51XjuX0MUN6laoEC2Vk/4tf/IJZs2ZRVVXFli1beOmll9iyZQu/+93vuOqqq6JxOicEEoRJd91kBOlXX5CiQVuX7whTq9XKUaWjq13R7qtLNiDwt02prORfmxt5+aMddHQ5KC1I4+ZLKhiWlxpSpBFOytHfABFPgUt/Iw0g6ObQkUT28VSD+vuuQ/GSDQXSfaoU9kSybhcOYlVPuqOuhcVvbOVwi4Wy4gzmXzGW3Gy3YE8NezutVkteXh75+fmcd955AHIGKgH/SBAmvYuJ1YBG706Z2L0iTKXy1ilFlTYLQoq7FY9ot/pdR5AI81hbO489v5HK2maM+iRumDGaaZOK0Om0qqwX9pVy9DXY9weBS38iDW8EEhOFY0UXzwmCcl3aV5QTareSUBAoDRqpKXpfiIWQyuUSeX/9Hl5buxtRFLn83BIuO6cEk6nHmDzSiag/FWxC7NM3EoSJ71ZZkSLJ6HbYdyjSod7tt6RSEqe1C216LkDAFl8ujfsm/+ybPVR2ZDOxLIfZF5eRk2GK6nphMGlcQN2UdhCQ1rfiKXAJd4IQSWQfrzpWCI40wu2HGQjBTE6CNUUPtTVXrEpVWtqtPP32D2zZ1URmqoH/vuIkxpYOUq3DSEIFGzkShBklaI3uCNNp7fLffkvbLRCxWxT9MX0rYKv2NvP2e1X8EkjROvn11eM4vWJwXPxfpYFJo9EgCIKczlYO9v7cSdTC8RBVhopgBntw3zvxElIFMznpUWKrQ5iRpEH9TfaCjUJjVaqyZXcT//vWNlrbbYwfNYhbfzaG7IwUVTqMAAkVrEpIEGaUoOuOMEW7RR7YoadMxOVyeaxJCl7GBRI6uuws/2Qna79tIDvJDukwpTyTnLF5cfN/9adCDTWNGw7iWaYS67SzcrCX9i3t19fEJFoDeqjrpE6neilZtdOgoUShEplG8/lyOF28uW43K/69B41G4BcXjuKiKcUYjT1lMpFCr9fLFQAJRIbEVSSyFl/+oDe5CdNp7fIwXvYoFVEarsslI+4HRBRFvtx2kBdWV9PSbqNosJm5F5bBqnfQ4u6AEM+UXLAemRLUUOPGqxg/nmKmvvYdLTGRtO9wUpFqiH5iWU/qff9J+5auneTNqnbG5HBLF4vf3MqOfa3kZpqYf+VYRhdnqdZhRCq5SQh51EOCMFWGPHiluBWwot3i1yjdw+lH3xNtHm7p4rn3q9i04wg6rYarfzyCmWcWo9O42N/9nlhby0W6XhjMmp2/QWkgRZWh7lttMZH3vsOZlHXzZdhrmPFco/UXTfuqtQ11LVSJr344yN/fq6TD4mDK2FxumlVBeqopkYLt50gQJupFmJLyzG63ozcl4wSwWTzI0mO/ypSsVg8INDW18qfFX2C1uzipJIubZpUzJDtZcfMLOK2xI0tBEKLmPesvNSbVxSpn8YmoMjj4Szl697X0t2anxnn3mAqE9lxFs8FzMPsOFE0HsxYaTBRqszt5+aMdfPJ1PXqdhrk/reC8UwtU6TAiQe0U7JEjR5g5cyaPPPII5557rmrbPR6RIEwV4KubiSE5hU5AcLgfAN91lT0R5p4fKjEikty2j8tNX1J02smMPaMIQ3aqHF3ZbDYEnR7REbhtmFpQrpvFIrJTRkvSTF66nkoDgGjW2UF8ezdGY9++Uo6+1uyk/Ue673BSssfbNe9rLdRXb8u6g8d44vUt7DvYTtFgM3deNZbivHTVOoxEKwV733330dLSouo2j1ckCDMCKO30vEU9OoN7pqxx2TCZTD7FGUK3SXVrXQ2Gmr8iCCAIcLq2CqqqOFL1OkmpWejyR6HLH4U+fxSC1uBXSavmefXX6CpQGjfS9F1/OG9BEKK+b1/RkrQ+LIqinJYMd81O2nSwop949ctUe9/+olBBEPj39wf5+7tbsdqdXDCpiP+aUUayUb19S2p5tVOwr776KiaTiby8PFW3e7wiQZiEl5L1ZaenFPXoTe6yEo3T6tGKSynO+G7dGtJFMDqOcVRIQ3PGdYw+7TRobsS+fydd+yqx1ldjqf4SS/WXPTu3+rfbixT9fc0uUBo3EtFLf4hw4uGHqty31CMUfKfHg72uzu7noa8IM55G8bHYtyiKtHdaefb9Kv79/X5MBi2/vvpkzjqlwKMZgtSXNtSsibTMEy0VbG1tLc8//zxvvPEGP/vZz1Tf/vGIBGGGCKVTjzKq9Bb1JCUlYRW1aF2erbgcDgfNBw+x852lDLVUIwL2JBNj/vtp9EaDO+1oGoEmpxj92PPd/o8tB+ncuJquyvXgtEMUVG/SGk48ylQiieyCFb34S+PGMrLzhf4QXflaH45ETBSM6Cdeln4Qu9rKmsY2nnx9CweOdjGiMI07rhxHfk6qh6BJuRbqy3fYX3QfbRWsw+Hgd7/7Hffddx8ZGRmqb/94RYIwQ4BS1KNsv+VP1GNDj1bs8ah1Op18t3oFWTs/YKhgY79mCEOMVgwC6Ax62XFIo9HIIgBb8wHa//Uy1j1bQKsn9eyfkzx+murnFS9VotoRbShqXGn/8Yoq4+VSFI6tXrBiIvezIP3dx7p9HBs8xyrlLooiH35Zxysf78DpFJl11jCu+nEpySZjr4mZ8rr68h2WrmtbWxsffPABo0aNYtSoUZhMpqikYCUsWbKE8vJypk6dGpXtH69IECZ9p2R9iXp61VT62IZN0GEQ3Wmu+p07Obx6GQWu/VjQUV8yi/EX/4yW1/6Io+WQHNlJEF1Our77hGNfvI1ot2IafjKZ024iKW2QakXq0W6DFQixXC/0RaDKwUYamKRIKdqRXrxcikDdyZGvNbukpCRE3NfVZDTI95fL5ZInLfGYmMUq5X6s08bf3vmBjdVHSEvRcdtlJzFh9GA5/RtMkwdf0b3dbqeqqorXXnuNuro6ysvLOeWUUzjzzDM566yzVD+P1atXc/jwYVavXg1Ae3s7v/71r7nlllu4+eabVd/f8YIEYQaAJOpRdjNROvVI7/EHh6AnVWznq+XLKDi4njzBxT7DSEovvZnh+W6nnja9CdFmcStgu7dlP7SH1n8+h+NQLYIplfTzZ2MsmwJezV6l4whnoJcG7Vi3RoLYpcR8wdfAqewTGKj3YqSI55qdMrKL1uRIah9lt7uvq9Nhlx1zpAbPUgYFiMnkBGJneFG5p5mn3tzK0TYrJ5VkcfvlJ5GTmRJxhxFRFElOTub3v/89BoOBzs5OtmzZwubNm/nkk0+iQpgfffSRx+/nnXce999/f6KsJN4H0B/gi/T6EvUEkwpJEh3oBSfFhz6nlRTsE67k9KnneaQh3X6yIjhsiMCxDe/QuekjEF0Yy88ibeo1aEyp8v69Z57eA31fxdTxTAX2h3VSX2uV0kCvhNpq3IGwZiehx3y9Z/+SoClalom+EKv0r8sl8s5nNbz1aQ2CIHDV+aX89OzhqnYYUapgzWYzU6ZMYcqUKWocfgIhIEGYXghW1BMMUlzt0D1oJNPF4e8/4ZuGGtJHjKWoYgwms1k2L7DUbKZ9/Rs42w6TlD6YtPNnYyg+KeD2vQf6QAICp9MpTwKO91RgqAgnHResGrev6D6ebbjiVSYjtffSdw/yyujKX+lFpM5E3ojVJOFom4Wn3tpGZW0z2elG5l9xEhXDs8Nu8qxEtFWwoWDdunVx3X9/QYIwu6GsqQxW1NMXTFcuYM9/PoHONlLa9jDE0YDmYAMc/Izm9QI7NINI0ToxA62rnwZBQ8rEizFP/qlMpKHAn4BAq9XKKTGXy0VSUpJHsXo00R/WSdVQwAYT3XuncY+3SYJacMmWhpqgOpsEKyYKdulButejPUnYvOMwT7/9A8c67ZxWnsO8n44hMz1ZlUyCKIryd5jwgu0/SBBmN+SmziGIevrCkKJC8q+5USaMpkOHqdv2HW2129EfrWWw8wBau/uh2u9I40PtBWQeGUHZ1iOUF2eSm2WKSAUn2dpBz+ARbqQUDqQ0ZDzWSaNNGMFE90DMyQriW6rizmK4+y26nOGduz8xUV9rzMo14mjWszocLl5ds4tV/9mLNklg9kWjuXDyUA+ijhTRMiJIIDIkCLMbSsIIVtTTF7zVkKkZ6VScNRXOcku1rV1d7PvmP1hqNvOxcC476o7RtamRf21qBCDDrGd0cQblxZmMLs5g2JDUoP05/ZVrqLEO2hf6Qxoy1nWVUqQkTa5sNps8QYnF5ATiLyqS0r82W092Qw0Empwoo1BJTRrNydmBo508+cZWahrayMtO5s6rxlFamKFahxFp3TXR5Ll/IkGYCoQq6vGHYLtrGEwmRp79Yzj7x4zFvfaz72A7VXubqdrbQtXeZr764RBf/XAIAJMhiZFFGZQVZ1BenMGIwnT0Os8HK9R1q2DXQYNVjMZT3BJPxxx/1z3UNG646A/XXSIMb9GP2lCmcaXrLk1GJBL19nFV45p8sfUAS1dU0mV1MnV8HnMuKiPVrE6HkUQK9vhAgjC74XA4PCKEcBCpyEKjERiWl8qwvFQunDwUURQ51NzVTZ5uAt2yq4ktu5oAd0f70vw0yoozKSvOYEzpIDLTTBGtmflbB1WuKflSjA7EqFJCsAKTYCKlUNW48bzu4Dv9q0Y/zGAQKO3el4NOKM+H1ebkhdXVrNvYgEGfxG2XjWHq+AJVFbiJFOzxgQRhdkNy1lGmy0JJy0bDg1UQBHKzksnNSmbq+HwAWtttVO9zk+f2vS3samhjR10rK9e7P1M4OIXybgItK85gUIYp4uPwnqF7r4NKcDgcA8qHNdIJUqCOF8GkceMpKgqU/nXJhBm9SKmvddpAE79QUuT7Drbz5OtbqD/cwbAhqdxx1ViKctP6ZQr222+/5dFHH6WmpobMzExuvPFGrr766oi3m0APEoTZDWW6TIL0MEn1Yb4IdN++fZSUlJCUlBST6CbdrOf0isGcXjEYAIdLYFd9G9t2H2b7nmZ21rVQf6iDf35TD8CgdKNMnmXFmRTkpITd2FeCRKCScbR0faQCdTXWQYNBvMUt0TCpD1aNK9koxuPc+yJqOSUbhWApknXaUMRETqeTf35dxwurq7E7XEyfXMS100aRkmxU5Z5TOwXb2trKrbfeyv33389FF13E9u3bmT17NkOHDk3Ua6qIBGEGgDJdBj0pNZfLRWtrK08++SSff/45r732GpmZmTE9Nukhd7lclA1NpWyo29zA4XSxZ/8xtu9tpmpPC9X7Wli/5QDrtxwAwGzSMXpoOmXD3FFoSV4aWm3oD2wge7dI10GDOfdg1oijgVjXNnqncSWilkhTyoxEYqoQLIJt8CyVlUQ6MfOG2rWV/gwruqxO/vbuNr7Ysh+zScdvfj6e0yoGy0r6/piCbWxsZOrUqcycOROAMWPGMGnSJDZt2pQgTBWRIMwQIJVpfPLJJ/zpT3/ivPPO47333sNsNkdUrxkqApGVNknDiMJ0RhSmM/NM96DQcLiD6n0tbN/jTuVurD7Cxuoj7m3p3O8vG5pB2bBMRhWlYzL4vy2CIatw10FDOfd4RFbxrG0MRNSxKBUK5dxdLnUJM5aTlKo9R3nyjS0cbrFQVpzBHVeOY8igVDnzpFwzDnXyJ2Vh9Hq96irY8vJy/ud//kf+vbW1lW+//ZZLLrlE1f0MdCQIM0SIosjHH3/MokWLmDhxYq+/eUdS0sOtBomGE1kJgkDhYDOFg82cP7EQgKZWiywiqtrbwvY9zVTWNsNntQgCDMtLpaw4k/LiDEYXZ5BhNsiThXA9OftaB+1rkI9nVAn9m6ijXSoU6rmrKfqJ1STF5RJZ9cVeXvvnLlyiyM+mDufyc0swmTxTsOGKiWKpgj127Bjz5s1jzJgxnHfeeVHd10CDIMb66R9A8EUC4dR3KlWgVqtV9QG7vcvOjn0tshp3d0MrDmfPPvKyk6koyaasOINRhWkRGyr4gjTIS4ORcpCXXhtopSqgTmcT5SAvuTwFM8iHawTw9Nvb+Py7/Tz9m7MiEp3FqlSmtd3Gkne28d3OJjLMev77irGMGzEo6HNXXlupJvTAgQN8/vnnjBkzhmHDhmEwGGKigq2rq2PevHkUFRXxxBNPYDQao7q/gYZEhBlFeAuJwiHQaIlLlDCbdEwYncOE0TkA2OxOdje0UbW3hR11rVTtbWbtN3Ws/aYOiMxQwR98lVxI5y5BEhhFU0ikRKy6XPiCmiYEffVc9BXha7XasMnKGWFKNpY9M7fubuJ/39pGS7uNU0Zmc+vPTiI7IzmktVJfEb7NZuPbb7/l2WefpaWlhZNPPpnx48fzox/9iHHjxkXlXH744QduvPFGZs2axd13352o54wCEhFmnOGdwpUGp927d/P3v/+dRx55RB7QYgklUdts9l6GCs3Hevr6BWOoECp8RVbKWbwaHUT8IVYWa/4QDxMCZYQvTfDCTeM+8foWNmw7yN/vPpsMc2ieyLEyTXc6Xbz5aQ3vfV6LRhD4+U9GcNGUYrnDiOTUFC6UKdjm5mY2b97M5s2b6erq4g9/+INapyHjyJEjzJw5k9mzZw/ofpXRRoIw+xmsVitPP/00b7zxBvPnz5cX7WNV0OxpceZ70PBlqNB4pFP+u7ehwuihGZiTdb224wuhpEB9pcIiFbvEs7mzMrIKptGw2lCSlTIVHkoaF+DxV7/nq8pDPHPvVFKT9X7f5w3JizVSsuoLR1q6WPzmNqr3tTA408QdV45l1NBM1SZJUrlVLI0I/u///o9FixaRnJzs8fr111/Pr371q5gcw0BAgjD7ERwOB5deeinFxcXcf//95ObmeqTTJBKIlhI3kvSvt6HCnv3HZLUkQNFgc0896LBMBqX3XluJlKwCrYP2FSUp1Y/xJqtYmxBAcGTlHeH7m6D8z/Lv+LbqMM/9/hxSTH1PlGIZ0X9TeYi/vfcDHV0OJo/JZe5Py0lPVa/DSLRUsAn0DyQIs59h165djBgxwu/fo6HEDSaqDBUWq4Md9a1yLejOuhas9p7BSGmoMKYkm+EFWbhc6g6Y/sQu3uug8fRhjca1DwWRiJr8TVAeev5rNlYd5sX/dy7GACVKELtrb7M7Wf7JTj76sg6dVsPsi0Zz/sRCeaJgtVoj2n7CC3ZgIEGYxzkiVeLGQlQEbkOF2sZjVO3rMVQ41tkzQKtlqNAXvKMkcF/DE7EFWV9QO/0sTVAefmEjm3cc5s0/X4QuyXOSonyvtDYf7Yi+8UgHT76+lT0HjlGYk8IdV41jeH66atc+HinYBOKDhEr2OEe4ln6NjY0UFBTEzNJPm6RhZFE6I4vchgoajYZDLTa27jrMDzVNfg0V3LWgfRsqBAspspRqSqWoKlYtuCRIFoLxqOuMlmG7tHzg6J542KwW0Gl7NYOWUpexmCh8/l0jz7xfhdXm5PyJBfzX9NGYU4yqdRiR3JYSKdiBgQRh+sBDDz2ETqfj7rvvll/74osveOSRR6ivr6eiooKHH36Y4cOH9/qsKIo8/vjjvPnmmzidTi655BLuvffemD5QgSz9rFYrS5cu5e233+b5559n6NChMTsuCVJkMzgDzp2Qx7kT8oAAhgq4DRWG56Uy2stQIVRIwhpRFD3s3aLZH1SJeNd1xmKtVHb6UQiFJEjfvdPplI8lGr7DFquDZ1dV8fl3+zEZtNxx5VjOHJenWrmKlIKVJj4JDAwkCFOB5uZmHn30Ud59913mzJkjv37kyBFuv/12Fi5cyFlnncXSpUu5/fbbWbVqVa+HZfny5fzrX/9i5cqVCILA3Llzee6557jppptifToyJJeeLVu2cO+991JcXMzbb79NdnZ2TC39+nLryU43cua4IZw5bgjg21ChpvEYH27YB7gNFcq6ybO8OLNPQ4VgyELt/qBKxLOuM5b2ck6XiCB41mH6qysN5JzjncYNFnv2H+OJ17ewv6mT0oI07rhyLPk5qYkUbAIRI0GYClxzzTVMmDCBadOmebz+ySefUF5eLttM3XLLLbz44ots3bq1VxHyihUr+K//+i8GD3Z3E5k7dy5PPvlkXAlTwuuvv86tt97KjBkzPB50ZRpSSuOqaekH4ZFFIEOFqr3NVO9r5dNNjXy6qRHwb6gQCVmo4Ysb756VsV4rdblED7IMNFEJ5vpK7/EWuXlDFEU+/qqOlz/agcMpMvPMYq7+8QiSVewwomYKtrKykj/84Q/s2rWL4uJiHnzwQU455ZSItxsqYjFZPlEwoAjT4XDQ2dnZ63WNRoPZbOaFF14gNzeXe+65x+PvNTU1lJaWyr8nJSVRVFRETU1NL8KsqanxULkOHz6c2trafnFTPvzwwz5fV8ORyB/U9IDV65IoH5ZJ+bBMYDgul8i+g+1s39tMdTeJfvXDIb764RDgNlQYPTSTMaWDGF2UxvA8c8SGChCaL640+MdDVATx8cB1iSJJEUxU/F3fQGny9k47f3v3B76tOkxqso7bLhvDhNGD+20K1mq1Mm/ePObNm8cVV1zBihUruOWWW1izZg0pKSkRbz8QXnvtNWw2G1OnTqW4uDju49LxhAFFmF9//TWzZ8/u9XpBQQHr1q0jNzfX5+e6urowm80er5lMJp8tjrq6ujz8G00mk1zbJ0nY+zvUItBopyA1GoFheakMy0tl+uShvQwVqve18N3OI3y30y0k8jBUGJbB6KLgDRUCwZ/5ubK5tlTWIkXw0Yaa1nqhwukS0XRHYmpEtd4E6p3G3b7nKAuXb+RIi4UxJVncftkYBmeZVVurFUURvV7vYdMYKb788ks0Gg3XXHMNAJdffjkvvvgin332GTNmzFBtP74wdOhQ3nvvPT744AMmTZrElVdeSWFhYVT3eaJgQBHmlClTqK6uDvlzJpOp16DT1dXVy1UDwGg0etR0dXV1odVqjxuy9IVASlxvsYYgCKxbtw6LxcIll1wS08FaEARys5LJz0nlwiml2O12mlo6u9O3LWzf28KuhjZ21LWycr37M0WDzZQNy5Dbm/kyVAgVUiQkDdbKAV6KUMJdBw0GUoPneKyVAogiJCVFb6IkpWjtdgfvfl7Lm+t2A/Dzn4zi8vNHotP2WPsBcrPtcPYTLRVsbW2tR9YK3NmompoaVffjC1OmTOG0005j69at/L//9/+orKzksssuY/r06bLDUwK+MaAIM1yUlJTw0Ucfyb87nU727dvn02CgtLSU2tpaTj75ZMD9YJSUlMh/v/HGG9m4caP8u5QuevXVV5kwYYLHto4ePcoZZ5zhQcwzZ85kwYIFqp1buFDWMYJ7cDl8+DAPPfQQ1dXVPPzww9hstpine7zLNdLNeiaNyWXSGHf2wJehQt2hdv75dT2gMFQYlknZ0AwKclKCNhH3l4KMZn9Qf/sP1OA5WpAUyO4Ik6iSdfMxK//71ja21RwlO83Af18xljEl2WiTNDgcDo90eDhqZ1EU5RR7NO7hzs5OTCbPTi5GozGqE0ylLkEQBCZMmMDChQt56623uOeee8jJyWHixIn9YvmovyJBmEHgJz/5CQsXLuSTTz7hnHPOYenSpQwZMoSKiope7501axbPPvsskydPRqvV8ve//92jieszzzzj8f67774bh8PRiywBtm/fzsiRI1m1apX6J6Uytm7dyq233srFF1/MX//6V/fAGSNLPwi+XMNo0DKuNJtxpdmAb0OF9VsOsH7LAcAtPJKUuIEMFUIV1oSyDhpMPWi8TRA8hT0u1ZpH+8J3O4/w9NvbaOuwM7Esh3mXVpCZ1rvDSKA0rrca1+FweBhZqJ2C9YavrJXFYvGZtYoUUtQonbPUCQigoqKCm266idbWVu644w4++OADMjIyEqTpBwnCDAI5OTksWbKERx55hLvvvpvy8nKeeuop+Ya66KKLmDt3LrNmzeKaa67hyJEjXH755djtdrmDgC+sWbOGL7/8kg8++MDn3ysrKykrK4vaeamJ9PR0lixZ4iGC0mq18oMZzebakayVehsqiKJIw+EOD2P5b6sO823VYfe+fBgqpKcmRyys8bcO6itC8l4HjWdza2n/yqje5RJVaR7tDYfDxWtrd/H++r1okwRuuGg0F04qkjUDgc4/UJSflJTE9OnTMZvNnHzyyZx66qlMnDiRwsLCqJFGSUkJr7zyisdrtbW1XHzxxarvS5oIrFu3jrVr13Laaadx+umnk5+fD0BeXh7z58+nqqqK++67j6effjpBln6QsMaLAvpS40rvmTZtGr/5zW/8LvL/+te/pr6+nra2Ntrb2zn77LO55557SEtLi+rxxwJqKHElMom2abe3oULdoXakp0YjwPD8NEYNzYjIUKEv+PPFlf6Ph2G8P9P02x/7N6IIT//2R6rt6+DRTha/uZVd9W3kZScz/8qxjCjMUM203WazsXv3brZs2cLmzZvZtGkTgiDw0ksv+TQoiRQ2m43zzz+fm2++mauvvpoVK1bw2GOPsXbtWtWiTGWUuHTpUpYsWUJ5eTlVVVX89Kc/5dZbbyUnx12y5XK5WL16NQsXLuRPf/oTP/qRet/diYQEYUYBX3zxRUA1LsDKlSv5v//7P1atWuV3kf0Pf/gD6enp3HjjtbDavAAAH45JREFUjdjtdu6++27S0tJYtGhRVI8/XgjG0k9CPNtwtXfZ2d3YTtXeFn6oOcLu+lYczp7HSDJUkNqb9WWoEA4k03KJNKPZHzTQ/n1d/1v/53O0SRoW//osVfa1YdtB/v5eJV1WBz86OY9fziwjzWxSTdjkKwUriiIHDx4kJycnai5dVVVVPPDAA1RXV1NcXMwDDzygSh2mUrhjs9mwWCz8+c9/5oorrmDChAk8++yzrFixgmnTpnHbbbfJn9u7dy9/+tOfOP3007n55psTaVkfSBBmnHDDDTdwzjnncMMNNwT9mW3btnHttdeyefPmgEq2iy++mLq6Ovk9+fn5PtO+NpuNBx54gDVr1qDVavnFL37BLbfcEvK5RAtKSz8ppfbNN9+wYMECFi9e7CGmihV8tQHzZajQZe1ZR1QaKpQVZ1DcbagQDgL1zIxGf1Bf+5eERf46fMz762cY9VqeuPPMiPZltTl58cNq1n7bgEGn4ZczyzlnQkGf+w8WEiEYDIYTxgtWSXKrVq3iueeeo6CggMrKSl599VXZUOX3v/89O3bs4IYbbvBIA//5z3+msrKSl19+OS7H39+RWMOMA9rb2/nmm2949NFH/b7H5XKxaNEirrrqKrlGymq1yqpKf7BYLNTU1LB+/XqysrICHseiRYtobGxk7dq1NDU1MWfOHIqLi6NeBxYsJEs/cKsKFy5cyLp163jggQcoLS2NupDIG1K5hndtXziGCqOKMuT2ZiMK04MyVOjL2i+SddBgEKywyOnl9BMO6g6288QbW6g/1EHxEDN3XjmOwtxUDAaDavZ20VTBxgvSuaxcuZK//vWvXHDBBVRVVdHQ0MChQ4dkwpw/fz533303q1atoqioSFb1X3311dxzzz3U19cnajN9IEGYccC2bdsYPHiwX6MEcEcL3333HQ0NDTz00EN0dHTw+OOPc+mllwbc9o4dOxg0aFCfZAnI6yapqamkpqZy3XXX8e677/YbwlTi17/+NWlpaaxcuZL09HQgNpZ+0rZCKdcIZKggkej3u5r4flcT0LehQriOOYF8cUOtBw1FWORyEbboRxRF1m1s4IXV1djsLqZNKuK6aSNJSVanw4iEaKtg4wFRFGltbeWRRx4hNTWVe++9l4suuojdu3fz17/+lfnz57N27VoEQWDIkCHMnTuXP/zhDyxfvpxRo0ZhMpnkCVYw48dARIIw44CGhgZ5sd0b48ePZ9myZUycOJGFCxeyYMECzjnnHARBYMaMGdx1110BRUWVlZVotVquuuoq9u7dS0VFBffdd1+vIunW1laampp62fgtX75c3ZNVCYsXL/ZwzoHoWvpJUKNfqGSokJuVzNTxbmVia7stKEOFimFZjBuVS6bWFbGwxZdSVErf+qsHDccxKNwIs9NiZ+mK7WzYdpAUo5b/vnwsk8bkymU2atjbSedzoqRgnU6nfC6CIJCRkcH69es5evQoY8aMAdy14TfddBO/+93vmD9/Pk899RTgNjCYM2cOp5xyilwTWlhYSElJCU1NTZhM6q+9H+9IrGEehwgkKrr55pvZsGEDd911F4MGDWLJkiWsWrWK1atXe1j2HThwgKlTp7Jx40ZZubthwwZ++9vf8p///Cdm5xJNREKgyqjOZrNFvVxDaahQtbeZnfWt2Ow9kVROhpHR3W5E5cUZ5A8K3lAhFHivgwJymjfYddDrF6ylYLCZP8+bFPR+d9W3sviNrRxs7mLU0HTmXzGWIdlmVTuMnGgpWCVZHj58GKPRSGpqqlyecsUVVzB//nyysrKw2Wx8+OGHPPDAA9xxxx29tBPKpY2E249/JCLM4xB9WfxdffXV8s+/+tWvWL58Odu3b2f8+PHy68raNYkwo1U4HS+EauknYdu2bZx66qlyQXssoDRU0Gg0aJK07KprZuvuwxEZKoQKiRQlBa7dbvfrmONvHdQlBp+SdblEPtiwl1c/2YVLFLn07OFccV4JJpM6HUYknCgpWOl+lb6TPXv28Lvf/Y7Ozk5yc3P57W9/S3l5Ob///e956KGHOOWUU5gxYwZ6vZ6pU6fys5/9jL/85S/MmjXLI+2qvP8TZOkfCcI8wfD6669TVFTElClTAORB39vLNiMjg+zsbGpraxk0aBDg29/SG0uWLOGNN96gvb2d8vJy7r//fkaNGtXrff3V1s+XpZ8UPbW0tPDnP/+Zqqoq/vGPf3hE5LGCUtgzbEgKw4akMPNMN7E0HgnOUKGsOJORRemYDKE/3r6EPf4cc/ytg0rm632hrcPGknd+YPOOI6Sb9dx++UmcPGKQqh1GTpQU7Pr16znjjDM8zuPAgQPMnTuXyZMnM3jwYNauXcttt93GmjVruPbaa/nqq694/PHHKSoq4tRTTyUjI4MbbriBn//854k1yjCRIMwTDIcOHeKll17imWeeITMzk4ULF1JSUuLTMWjWrFk89dRTLF68mJaWFl555RXuuusuv9t+5513WLFiBS+//DJ5eXksXbqUuXPnsnbt2l6z0uPF1k9S4m7YsIF7772X888/nzfffFMuHYmVErcvYY9GI1A42EzhYDM/Ps2tXvQ2VNi+p5nK2mag1i08GmJmdHFm0IYKUm1lIGFNX+ugbgIV0Sa5IyB/9aDbao7yv29tpfmYjXEjsrntsjFkpyej1+tV6zASzRRssBNHNeByuXjttdcYNGiQ/BwvW7aMbdu2MXnyZB588EEAzjzzTH7zm99w++23s2TJEhYvXswFF1zAE088wYMPPkhJSQlFRUVAogdmuEgQ5gmGefPm0d7ezhVXXEFHRwennXYaTz/9tExoSlHRnXfeySOPPML06dMRBIHrr7+e6dOn+912c3Mz8+bNkx+666+/nieffJIDBw7INlsSjidbP4C33nqLhx56iLPO8iy2j6aln4RwfWCz042cOW4IZ44bArgNFXbsa5Gj0N0NrdQ0HuPDDfsA/4YKytrOcKI6iUDBHQmDm+B9+eLa7Q7e+rSGdz6rQSMIXHPBSGaeWYzRaDhuUrChTBzVgNVqZc+ePXLd6dGjR2lpaeHTTz9l5syZ8vsqKiqYP38+9913H8899xxz5szhscce44orruDo0aMedcsJsgwPCdFPAh4IxtZPwsqVK3n44YfZsGFDr4HiRLX1U1uJq/TBVftRDMZQoXx4FieVDGJkURpFOckRC4nsDhfXPbiWcSOy+f/tnXtUU1faxp+EW4gIQkHwwr0uBKwichHtKF5oOw7KFEW8zLI1goHWcVpFxWUFhVHqalXUIo4ts0bQQafRWmtlxqIoMwreLSCg3FSm8CmIBOSWEPb3Bz1nckyACOHq/q3FUvbZydknCXnP3vt9n2fLB+2GAsxeck1dC/Yev4v8shqMNDXEp0smYZz1CK3JG/bVEmxSUhLMzMzYEq8XL15gypQpyMjIULlx7ClMAk5sbCz09fWxadMmAO3bJ7t370ZOTg4uXLjA3hxIpVIkJSXhr3/9K5KTk+Hu7o7q6mp224XSM+gMk8KhK5Nt5X7R0dGIiYlRe1dtZGQEb29vjqxfdHT0oJf16yyRSBNJP4a+MHjuWlChFlm5/4es3PZEou4KKijDzDCVk34IIbiWV4mDp+7hRZMc3q4j8VHgWzAZbsh+dhinlp74g2pzCbazG8dVq1Zx2i5evIgRI0bAysqqx+dVdz6g3baurKwMra2t0NXVhb29PUQiESIiIrBu3Tq2VMTExAQLFy5EVlYWzpw5A3d3d5iZmfVKffLrCJ1hUl6Z06dPY/v27di6dSsCAwM1ekxHsn75+fmIiopCcXExbG1tsX37drV6mn/729+QlJSEhoYGzJ49GzExMQM2o1c5kejlTFy5XI6TJ09iwYIFMDIy6heDZyZYt7a24r9P63D/V0GFwoe1qHz2vyCho8OD4xhjjLf5VVDBZgSMDDtf5mxsbsXKHRnwGG+BDcvdIG9tw7HzRUjLegw9XT4+mOeEuR5j2IQqpmSH2Qdlfl5VF1dfX591xtEGmuhBA+03jmKxGDExMZzlUW3B7DUWFhbi/fffR0pKCjw8PAAAcrkc586dw5YtW7Bx40asWLGCfZyyqg9Fe9CASXklEhISkJycjPj4ePj4+Kjto07W79atWxCLxbh58ybbr6WlBX5+fggLC0NQUBCrPJSeno5hw4ax/TIyMhAVFYXk5GSYm5tj3bp1GDNmDLZt29ar16otmESZ4uJibN68GRYWFti5c2e/BPzORNMBVUGFh5X17KwR+J+gwvhfa0LNTbiZxC8a5VgVdwmeziOx/N03se8fuSirqMcYi2H4ZPFbsBttopHDSEe6uC0tLXjy5AmrksVk6/ZHKUR3bhy7Ql0yDvMV/cknn6CsrAzff/8920d5Cfbvf/87x14P4NZqUnqOzrbB8q1D6XdOnjyJhIQEpKamqvxhKsPj8ZCYmIicnBz85je/QW1tLaKjozFjxgzMmDGD7XflyhVcvnwZu3fvho6ODlxcXPD999/DwsIC48aNY/vt27cP06dPx3vvvQcDAwM4ODggLi4OoaGhg6JmjMfj4YcffkBERAREIhEiIyMhEAjA4/HYL8PeXjJjEnt4PF6n+6UCfR2MHWmESePMMddjLPyn2cDVwQwjRxiCzwMeP32BonIpruc/xbmrj3H5TgVKfqlDXaMcBnp86OrwcfbKIwgFOjh1qQzVtc2YNWU01i91g+WvQgSaZMEq7xW3trZCoVCAx+OhvLwcIpEIycnJyMvLQ21tLfT09GBmZtann4WEhAQkJCTgwIEDeOedd7TynB1lrjKJWUKhEJmZmXjw4AFmzZoFoL2eetSoUbhz5w6kUinn7wugNZXahu5hUjTm8OHDaGhowKJFizjtEokEjo6OGsn6KaOu7tPe3h6lpaWcttLSUvj5+XH6NDY24smTJ1pPsugtmpqacOzYMc719qaknzLdzcIFuIIKANCqaENZRT0KHz9XK6hgaNB+TcX/rYOhgQ7WBk3A9Imj2Drg7mbBMsvcY8eORVpaGqqrq3H37l3cunUL3377LZs12hfiBCdPnsSRI0eQmpraZd3yq8Dj8fDkyRPExsZiz549bJkRE0g9PT0RHByMAwcOwNbWlt1LtbOzw1dffdWpNjVFO9CASdGYf/3rX50ev3PnDvt/S0tLJCQkdNq/sbGR1bBkEAgEKkkwTU1NHBEB5jGaCKEPFJTVl16mNzVxX0U0XRN0dfgYZ22CcdYmagUV8sueoalFAYE+H5+HT8VoCyOtOozw+XwIBALY2trC1tYWAQEBAMAmw/QFXd049oS2tjZkZmYiKysLM2fOBAB2JUIoFCIgIACEEOzatQsKhQJ+fn6wt7dn9yv78nV4HaGvLKXfMDQ0VAmO6uT5BAIBx/uQCZTK+5xDie5K+inTF1m47edRFVQof1IHK7NhEGrZYaSzLNi+DBJd3ThqysuarW1tbdDV1YWnpydKS0sxc+ZMdnbJXLOpqSlWrlwJIyMjnD59Gj/99BM2bdoER0dHmJqa0v3KXoYucFP6DQcHB5SVlXHaysrKOA4qQLvbgvIybVlZGYyNjTXKArx58yaCgoIwZcoUzJ07F8ePH1fbTywWY+LEiZg8eTL7M5BglHQMDAxgaGgIoVDI1hsyMxBmJpqSkoLz589DLpf3uLaxO9hYmcDISMjObLVlx8XswQ4V+Hw+Hj16hCNHjrC/W1hYwMrKig3KHV1vUFAQdu3aBT8/Pxw6dAgff/wxamtrh9TrMxChAZPSb/j4+EAmkyElJQVyuRwSiQTV1dUqajsLFizAiRMnUFRUhBcvXmD//v3w9/fvMqFBKpXio48+wooVK3Djxg3s27cPe/bswdWrV1X65ufn49ixY7hz5w77M5BhJP2UA6hUKkV4eDgyMzMxceLEPhOOV0ZHRwcCgQAKhYKzKtAdmNmVQCAYksuMhBCcOnUKcXFxiIiIwLVr1wAAS5cuRU1NDW7dutXh44B2K67Vq1fj4MGDOHDgAEaMGNFnY39doQGT0m/o6+vj66+/xo8//ggvLy8cPXoUiYmJEAqFCAkJwaFDhwAAs2fPRmhoKMRiMXx9fTF8+HBs3Lixy+evqKjAzJkzMX/+fPD5fLi6usLb2xu3b9/m9Hv27Blqamp6TQu0L8jLy0NQUBCmTp2K5ORk2NrasoGGubFQNtjuDfT09KCnp4eWlhatBGs9PT0IBIIhm+nJ4/Hwpz/9CSdOnEBJSQm2bduGlJQUGBgYwNLSEtXV1QCgMkN/eRapr6+PN954o8/G/TpD6zAprw1SqRTvvfceYmNjMXfuXLb93//+N9avXw8XFxcUFhbCzs4OmzZtGnDLsp3x+PFj1NXVYcKECWqP92YmrrIWrUwm69FzMbNKbQsRDHQePnyIS5cu4csvv8Tq1atx+vRpTJ06FTt37uzvoVGUeH0+kZQeMdhNZevr6xEWFgZXV1fMnj2bc6ylpQVubm7YsGEDbG1tIZFIEBoairS0NFhYWPTTiF8NGxubTo9rS9LvZZiSFW05jPSnEEF/Ymdnhw8//BDW1ta4dOkSnj9/juzsbDx+/LjL95bSd9AZJqVbDCZ7oPLyctZlJT4+XiOfy/nz50MsFsPf378PRjgw6EzSTx3aFo5nvEAHy+eqt6irq0NaWhp27dqFlJQUuLq6Dvob1qECfQcondLW1oaMjAzcvXuX067pl1p/34/du3cPixcvxttvv42DBw+qDZb//Oc/ce7cOU5bS0uLium2OpKSkjBhwgROdq2y/B/D2bNnMWfOHLi5uUEsFrP7UwMJdYlEBgYGbCYu0P5+3r9/HyKRCHV1dT2u72Qeq6+v32velQwSiQTe3t699vzawtjYGMHBwXB1dcXp06cBUMWegQJ9FyidwufzkZ6ejj/+8Y94+vQpgHY/vhs3bnQqHCCXy3Hs2DGIRKK+GqoK1dXVCAkJwcqVK7F58+YOv3QaGxuxY8cOFBcXQy6X45tvvkFzczOmT5/e5Tny8/Px6aefcrJrGXFshsLCQkRHR2PPnj3Izs6Gubk5Nm/erJVr7E14vHZPSyaACgQCSCQShIeHY8mSJRAIBD1KJFIWIujt/cry8nJ8/vnnvXoObVJfXw9jY2MVSz1K/0L3MCldEhISgrS0NBQUFMDU1BSRkZG4ffs2PvvsM/z+979nl2eZf2UyGY4cOYLLly+zdl6tra2cmUpfIJFIUFNTg8TERCQmJrLtK1aswPPnzwEAMTExCAwMRFVVFUJCQlBbWwsXFxd8/fXXGomjFxQUYOHChZ32+eGHHzBnzhxMmjQJABAREQEfH59B51MYHR2Ne/fu4cSJE7C1te1xIhGTVdvbnwmFQoGNGzciODgYEomkV8+lDWQyGa5fv44LFy5g2rRp/T0cihJ0D5OiER9++CHeeOMNPHjwADo6Oti5cydcXFw4fRhnhOTkZFy8eBHLly/naMAq9wMw6FVJmpqa4O7ujpkzZyI3NxfGxsZYtWqVimRaeHg4Jk+ejNWrV7Nt3t7e+Oqrr+Dp6dnXw+42BQUFcHR0ZDVOX0aTANobWbBdmZ4nJiaisrISv/vd77B27Vq23nEgU1NTg+zsbMybN6+/h0JRgs4wKRoRGBiIjRs3wtvbGzt27GBtu5RhZND+8pe/QCQSsUuaxcXFKCoqwvTp02FsbKw2UDJLe4Npr6a6uhpTpkzB0qVLsX//fuTk5CAsLAwWFhasDiigqoULtMsCDiYtXABwdnbu9Lgmkn6MZJ823+fOTM/379+PM2fOQCKRIC8vT2vn7G3MzMxosByA0IBJ6ZL//Oc/OHXqFADA1dUVY8eOVSvyrFAo8N133+HFixdYvnw5GyRyc3MRFRUFkUiEK1euQCaTYfny5Xj//fehr6+vopfJfLkO9Do8a2trHD16lP3dw8MDAQEBuHDhAidgdiQoP1ANsLUJ42vZm0ybNg33799XaW9ubsaiRYvw5z//ecjqDlP6lsFzO0/pFy5cuIDNmzfD2dkZAQEByMvLQ319PSeYMav61dXVyMzMhI+PDxssZTIZHj16hLa2NlRVVWHr1q2YNWsWEhISWMUdHo+HvXv3QiqVQiaTgc/nqzw/U+7AIJPJcO7cOdTU1PTFy6CWe/fu4fDhw5y2lpYWlSVLR0dHjmZuTU0NpFKpRs4WZ86c4WTgTp48GePHj8fWrVtV+g50Pdy+Ji8vD+Xl5RCLxfDw8EBYWBikUik8PDxQUVHR38OjDEYIhdIBqampxMnJiWzfvp3U19eTsrIy4ubmRrKysgghhLS1tXH+zcnJIfPmzSNHjhxhn6O6upr84Q9/IOHh4WzbL7/8QubNm0c2bdpECCHk3r17xMnJiXzxxRfE39+fzJo1iyQlJRGFQkHkcnmH41uyZAm5du0aZwx9SWlpKXnrrbdIWloaUSgU5OrVq8TNzY3k5eVx+uXn5xN3d3dy48YN0tzcTLZs2UJCQ0O7dc4rV66Q6dOnk8rKSpVjb7/9NsnJyenW874OZGdnEy8vr/4eBmUQM7DXvCj9iqenJ7Zt28Z6ORoYGMDOzg6pqanw8PBgZ4HMUmpLSwsqKio4ZRVVVVUoKirC+vXr2TZmr8vExAQAkJ2dDaB95nXw4EFIJBKkpqZCKBSipKQE6enpmDp1KkJCQjizMn9/f5w9exZeXl79Uuxub2+P+Ph47N27F5GRkbC0tERcXBxcXV0RFRUFoD0L19nZGbGxsdiyZQuqqqrg4eGBuLi4Vz5fQ0MDIiMjsW3bNlhZWXGODQU9XAplwNPfEZsy8FGevV2+fJlERkaS1tZWlX65ubnEycmJ1NXVsW0//fQTcXJyIhUVFWzbzZs3yaRJk8jly5cJIYQsW7aMiEQi8vTpU0JI+0zVy8uL+Pr6ktTUVJKRkUHeeecdEhMTQwghRCaTEUIISUtLI35+foQQQhQKhZaveuARHx9PVq1apfZYZmYm8fT0JB988AHx9vYmwcHB5Pbt2308QgplaEP3MCkdwpQGKM/eZsyYgbi4OE4mJPl1D7OpqQmWlpaora0F0C5e8ODBA5ibm2PUqFFs/4cPH0Imk7GqK/n5+fD29mZnnDKZDE1NTdi+fTuWLFkCX19fuLi4oKCgAE+ePIGenh6A9hmtmZkZiouLB1V2bXdoaGjA0aNHsWbNGrXHGT3cLVu2IDMzEwsWLEBoaCiqqqr6eKQUytBlaH/LUHoEn89XWepUJ7DN9BEKhbCxsWETXOrr63Hp0iWMGTOG7dvc3Iz8/HzY2NjAwMAAJSUlaGpqwvjx49mM2ZKSErS1tXGKtltbW2Fubs7JLDU2NkZDQ0OPfRcHA+np6Rg9ejTc3NzUHp87dy4OHz6McePGQV9fH8uWLcOoUaMGRc0hhTJYoAGT8kp0JDbQ1tYGV1dX1NbWQi6XA2gPaBEREdiwYQPb7/nz58jIyGBr+q5cuQJLS0s2qDY2NiIvLw82NjbsHumzZ89QWVmJMWPGYPjw4ZxzlpSUwN7evleudSCRkZGB3/72tx0e764ebk5ODsewWyqV4uOPP8aUKVPg6+uLb7/9tsPHXr16Ff7+/nBzc8OyZcs4mcAUylCEBkyKVmCWRN999138/PPPIIRAV1cXXl5enCQgExMTBAcHIzg4GADw448/wtzcHKampgDanRoKCgo4s8vCwkK0tLTAwcGBbWNmomZmZhAKhf0u8t7b/Pzzzx3OLoFX18MlhEAikUAkErE3OACwdetWCIVCXL16Ffv378eXX36pIrwPtJcQrVmzBuvWrcP169cxbdo0rFmzZsi/D5TXGxowKVpl0aJFUCgUrLbsy27xQqEQYrEYU6dOBQDExsbis88+g7GxMQCgoqICubm5HMm4/Px8DBs2jJMhW19fj2vXrnUaRIYKCoUClZWVKt6cUVFRbDZuYGAgVqxYgZCQEHh6euLixYud6uEeOnQIycnJCAsLY9saGhqQnp6OtWvXwsDAABMnToS/vz/rmKHM+fPn4ezsjNmzZ0NfXx/h4eF4+vQpcnNztXjlFMrAgpaVULSKlZUVuwSrrN6jDKM5C0ClDGL8+PGIiYmBr68v25aVlQU+n88x0s3NzUVRUdGgcP3oKTo6OigsLFRpj4mJ4fwuFoshFos1es6FCxciLCwM169fZ9sePXoEXV1dWFtbs2329vY4f/68yuNLS0s5NzA6OjqwtrZGaWkpJk6cqNEYKJTBBg2YlD7n5Qxb5aA6bNgwLF68mLO0t2rVKhVnj++++w5OTk7s/tvrbjr8qowcOVKlrbGxUUXzVp2sH9CeEf2y9dRg1MelUF4FGjAp/Yq6QPeyu/zL+3BZWVnIzs7GF198wUkCovQMQ0NDlYzj5uZmtcu6hoaGr60+LuX1he5hUgYcL9dUMm4XAHDr1i0cP34cAQEB8PHxoUkmWsTW1hZyuZyjs1pWVoY333xTpa+DgwMnK1ahUODx48dq+1IoQwUaMCkDHh0dHfD5fDQ0NCA+Ph7u7u4dFvBTuo+RkRHmzJmD3bt3o6mpCTk5OTh79izmz5+v0tfPzw95eXk4f/48ZDIZEhMTYWVlpeKRSqEMJaiBNGVQUVFRgdGjR/f3MIYM165d45gq19bWIjo6GllZWRAKhVizZg1riH3o0CHcvHkT33zzDYB2DeCdO3eivLwczs7O2LFjx2tRE0t5faEBk0KhUCgUDaBLshQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaAANmBQKhUKhaMD/AxcUflHkhpw+AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'A')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "mesh.mpl(ax=ax)\n", "ax.set_xlabel(\"A\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl(figsize=(10, 5))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl(figsize=(10, 5), color=(\"#dd8452\", \"#ff00ff\"))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl(figsize=(10, 5), color=(\"#dd8452\", \"#ff00ff\"), multiplier=1e-6)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl(\n", " figsize=(10, 5), color=(\"#dd8452\", \"#ff00ff\"), multiplier=1e-6, linestyle=\"dashed\"\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl(\n", " figsize=(10, 5),\n", " color=(\"#dd8452\", \"#ff00ff\"),\n", " multiplier=1e-9,\n", " linestyle=\"dashed\",\n", " filename=\"mesh.pdf\",\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'A')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "mesh.mpl_subregions(ax=ax)\n", "ax.set_xlabel(\"A\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions(figsize=(10, 6))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions(figsize=(10, 6), color=(\"#ff00ff\", \"#00ffff\"))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions(figsize=(10, 6), color=(\"#ff00ff\", \"#00ffff\"), multiplier=1e-6)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions(\n", " figsize=(10, 6), color=(\"#ff00ff\", \"#00ffff\"), multiplier=1e-6, marker=\"o\"\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.mpl_subregions(\n", " figsize=(10, 6),\n", " color=(\"#ff00ff\", \"#00ffff\"),\n", " multiplier=1e-9,\n", " marker=\"o\",\n", " filename=\"subregions.pdf\",\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "67983da072af4dc29189aa56d8c24edd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "78d0b9cf713b4a19a3c3f255983e5cf6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = k3d.plot()\n", "mesh.k3d(plot=plot)\n", "plot.display()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "plot.axes = [\"A\", \"B\", \"C\"]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e189fc825073465d9bc4e5a9cf0a3dfd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d(color=(12345, 54321))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ac0cd86978314bc881f7cecf8a5389ad", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d(color=(12345, 54321), multiplier=1e-6)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "76f4084045ae42bc9f32cdc327fb6d26", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d(color=(12345, 54321), multiplier=1e-6, wireframe=True)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c4e8f398a5874b17bc2ea7575ad28e52", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d_subregions()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "59a554e6b75c40df9833dc61f72df781", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = k3d.plot()\n", "mesh.k3d_subregions(plot=plot)\n", "plot.display()\n", "plot.axes = [\"A\", \"B\", \"C\"]" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "86f0c89e7f9e47308f8d9e4c989f5abc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d_subregions(color=(32145, 98543))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65d684428753437da4213f1217921525", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mesh.k3d_subregions(color=(32145, 98543), multiplier=1e-12)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": 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