{ "cells": [ { "cell_type": "markdown", "id": "8833bb53", "metadata": {}, "source": [ "# Extending psyplot\n", "\n", "This notebook demonstrates how psyplot can be extended with your own plotting scripts.\n", "\n", "There are three ways that we demonstrate:\n", "\n", "1. [the standard matplotlib approach](#1.-The-standard-matplotlib-approach)\n", "2. [the _post_ formatoption approach](#2.-The-post-formatoption)\n", "3. [the formatoption approach](#3.-The-formatoption-approach)" ] }, { "cell_type": "code", "execution_count": 1, "id": "7d0d657b", "metadata": {}, "outputs": [], "source": [ "import psyplot.project as psy\n", "import cartopy.feature as cf\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "psy.rcParams[\"plotter.maps.xgrid\"] = False\n", "psy.rcParams[\"plotter.maps.ygrid\"] = False\n", "psy.rcParams[\"plotter.plot2d.cmap\"] = \"viridis\"" ] }, { "cell_type": "markdown", "id": "589106b8", "metadata": {}, "source": [ "We will demonstrate the different strategies with the functionality to add country boarders to the plot via cartopy. In a standard setting, this can be achieved pretty easily via `ax.add_feature(cf.BORDERS)`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "883a2e4a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot(projection=ccrs.PlateCarree())\n", "ax.coastlines()\n", "ax.set_extent([-32, 69, 34, 81]) # focus on Europe\n", "ax.add_feature(cf.BORDERS, color=\"red\")" ] }, { "cell_type": "markdown", "id": "30729ab5", "metadata": {}, "source": [ "Our standard setting for psyplot would be something like" ] }, { "cell_type": "code", "execution_count": 3, "id": "ba87f9cb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "psyplot.project.Project([ arr0: 2-dim DataArray of t2m, with (lat, lon)=(96, 192), lev=100000.0, time=1979-01-31T18:00:00])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\")" ] }, { "cell_type": "markdown", "id": "3f579213", "metadata": {}, "source": [ "## 1. The standard matplotlib approach\n", "\n", "This the straight-forward approach that uses the fact that you can always access the matplotlib axes and run your own scripts. So we just combine the two steps from above:" ] }, { "cell_type": "code", "execution_count": 4, "id": "08092abd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\")\n", "ax = sp.plotters[0].ax\n", "ax.add_feature(cf.BORDERS, color=\"red\")" ] }, { "cell_type": "markdown", "id": "58cd7524", "metadata": {}, "source": [ "### 1.1 Advantages:\n", "- straight-forward matplotlib\n", "- You do not have to interact with the psyplot framework at all" ] }, { "cell_type": "markdown", "id": "14c8e16b", "metadata": {}, "source": [ "### 1.2 Disadvantages\n", "\n", "#### 1.2.1. It does not benefit from the interactive psyplot framework\n", "\n", "If you change your projection for instance, psyplot has to redraw the plot. See the following example where we change the projection of the basemap **after** the borders have been drawn." ] }, { "cell_type": "code", "execution_count": 5, "id": "9e858a03", "metadata": {}, "outputs": [ { "data": { "image/png": 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Tve4mGnuPEIsGySu5ABMCdnk5yBI+bxuqkDdhA1aJ9cDH4WlKUpzqg3+nZMG1A5kZMLXx4Zn20ns6jlC158+o1QZUJjPGtMR5RAoTw2TOJB6PkmId/Nn5vW1Dts0GJClGevYKdHobrY3vUXfsBaz2ItKzV5CWtSwhb39WeyEqtY6db/0QgzkNvcGB0ZSGKSUTozmDSNiLKIoYzTOX1SSKalKsOaRYc8jKWzdiu57Oo7gat49lQvi0MKtDKGfSVPcWWl0K6dkrBrYls3gDONIrsTqK0emt5Fx3x4z3rzB5wiEX8ViIprq3ycpbN1CbPSNnFSeOPkd2wcZZERJrrt9Ca+MOAv5OkGVEUYUgqpGkOD5PM/F4BHtaORrNzMfpVWodS9d8nIC/i1Cwh1Cgm4Cvnc62AwS87cRiffpoNGeSlrUEgykNV3cNQX8Xao0BjcaIWmPs+7/WgMGYhtVROMib72o7REfLXrR6C1qdBZ3egkZrpm+ZChm90YHB6JwVn9V4SAoBD4c8NNW9w8qNn0EQhKTNyuhqr6Kn8yjIMpGwF7+vHYCcy29NsGUKE8VgcrJ49d3UHXsRoyltQMBtqaVIUhyPqwGrvTCxRgLxWIRQsIf8kgvJLTofQRCRpCiiqBm1PPFMIYgqTCkZmFIGe9myLBOLBlBrDHh6G+hsO0DD8VcAKF14AxqdmVg0QDQSIBr1Ewh00tKwjWjEizNzKWlZSzGZM0ix5uL1NNHevIdIyA0ImC3ZqPu/sIKBLuKxMCm2PCzWfFJs+VhsebM+nTcpBPxkzWtk5q5Bb3RMi3jPlPcdCXvpbquioPwytFozppRM9EYHPuvUDmJP98xLhcE40sqpO/YCJsvp7CFBEEjLXEJP59EpFfD64y/T1XYIg8mJwZiK3uBAb0zFbMlGqzMjSXHaGndgSy0eFHLIL72I9Ozl1FVvZtfbP6Kw7DIyclfN+kUvBEEYiNFbHUVYHUWULLiW3q7jWOyFqNXD/+0EfJ10tu7n+KF/EA71Eo9FEFVqVKpTaZ4yfm8buUXnUlRxJdDnKHrdjXhdJ2k88QY+dxN6Yyqp6QtxZizCZMmedR56YgVcOnv+pN/bRlf7IZavvx8Y38DlWJlOjz4a8NC+9zV0tnQca1cjNm2B4kx0OWXEAN84z6eI8+ylu/0wZsvpqozW1BIaqjdPaR9+TyvxWJi0zKWEgy583ha62g/i87SSXbCR9Ozl1Bx+GgBTShZli24cKMWgNzpYsPx2PK5GThx9juaGLeQVX4gzc8mgcaXZjiCIONIqRm1jNKdRUHYJBWWXAKcSBiLEYmHisTDxeJhYLIRGc3oAV6e3oNMvwpnRt4SjLMXxuBvpbj/E4b0PISPjzFiEM2MxFnvhwOcsCIlLM0rogg6Z2av3li8bvg56KNhLw/FX6Ok8RkHpxWTlbxi4YckUQjn6958Q7GlBrTUgyzKyLLHgli+jNdsmdL6pFPDM92Z3amUyEQ552Pvuz8jMW0th2WUAxONRdrz5PfJLLpqyWLgUj1K15y+o1Doql90+ILyhYC91x17E3VtP5dLb6O2uprH2DQAcaQuoWHozfm8bJ44+TywWIh4LE42cdh+yCzaSX3IxWp150jbORWRZJuBro6utis62/ahUOooqr0KKR3A1bn+1sa3q0kTYldgVefLX7ilddNOgpzoaDdBY+wZtTbvIyl9PXtF5g+JQySTeALGQn96aPbTtfpXsdVehMVmx5E28qJMi4LOTgK+DXe/8hNKF15NdcHqZwGCgm8N7HsJoTqd88QdQjfDKPx6keIzDe/+KKSWLooorBu3rajtEzZFnWLnxM8iyzPY3/4eM7JV0tu5DkmIUll1OWtZSRJUWSYri6q6h8cRbAwtmA6y78Ovo9LMnd322IcsSHS37qT++GSQJu8X5UmtHzZWJsCWhATBJkoe4JM1179BcvwVTSiae3vpB+5JFvEOuTvzt9QCo9SbSFp9L4SUfoWX7Cxic86tOyHzBaE5n0aqP0lDzCrVHnqWjZR8Bfyd6g53lGz6JKKrZs/VntDS8Syw6uawzUaUmu2AjXvfJIfucmYvJzFnN4b0PI8WjIMvkFJ5DxdK+gfL645upPfockhTDYEwlK28da8//Mpsu/28WrrwTvcFBNOKflH1zHUEQychZwdrzv0xO8XkICAmbS5/QGLgoCjJ9eTwD5BVfiChq0OqtdHdU0VT3DoXllyWNeAN0VW2l++h2Kj7wefT2voGklJwyBJUKKRoGw8ReU+dj/DsS9tLTebQ/W0JLPB7G627G52lGozXhzFiEI61yVmQLpKYvYPn6T9LZeoCutoPUVb9ELBogt+h8ypfchKvnBG0nt1NXvRlnxiIy89ZisRVMKLRiMKUR8HUiy9KQgciCskuQqzez771fAjJ7tv4fVnsRBWWX0d1eRU/HEXo6jlC66Eay89cDIIqq/vjuoqm4FfMCQRAxmpyEe1WxRNmQUAF/vwceCvRQe/Q5gr5OBFGFwZhKY91bZOSsIqVhaAGg2SjqUb8Hb1M11sJF1L38J8o/8HnkeIxgdyuxoA+tefjZjzMhzuHcwSGThmlehlXXNLnPx9gsUfPsIwgqNSqtASkWRVSpMWTk4ly0kKjfRcuJA1Qf/gemzCJsRUvQrF+M2pwyof5MLZMyl5SGKAaTk/zSiwa2hYK9VB98gr3tVaRYc9EbHWTmrqa7/TDtzbsBWLLmbuzO8nH1pTfYMJrTObDjd5Qv/uBA+iL0CUtRxZUUlF5KV/sh6o69gLu3jnDIjSRFySu5EKu9CLNlcuusGut6J3X8XMDv8yFKGlui+p81MfDWk9upr95MTtG5pKYvIB6P4Oquobezmsy8dWTkrBh0/GwT73g0TMe+N+g48Ba2oqXkbLyOpi3/wF1/CEQRvT0Da/5CMlcNHeuYKc/6/QI+3UxEwCNdHUjRCKJOT3TnYXqP76H8hs8iiCNH++KREJ6TR+k+ug1v83GsazaScc1NE7J5KkT8/ciyRE/HUcIhd/8AYohYNEgsGsTdW8eCFR+ZUKqhLEs01b1D44k3yc5fT17xhQMF3s5EikdprHub5votONIrERDweZpZuu7eSU/cme8i3umrpS2y+7Gm9trbEtF/Qj1wo0ETB9QNNa/R0bKXpevuHZTIr9NZSMtahsE42PuebeIN4Gk4TE/1LlQaHe6Th3HVHUCKRUCW0ZjtFF360QlnniQr4dzomEQ85vfhPbAHz96dxAM+VEYTUriv2lvJpXePKt4AKq0ee+lyuqq2IGi0WJauBCDqdqEymhA1iX1eBEEkNWPhhI6VZRlZiiOqhv6pCoJIXvH5pGct48SxF9n1zo8oWXAdzszB1QRFlYaC0ovJyFnJ0X2PoNGaSLHmUbXrTyxZ+/EzcqPHT6DIPu9FPJEk3AM3mDKElob3WLruXnR6C+GQm672Kjpb9+Ppraeo/ErySi4YOG42ivf7ifh6++LgR7ZjTC8gbcm5pOSWjxjrnKseOJzdC/cePkD7049hqliIdfkaDEWlgwR7PB5xLOijZfvzuJqPYFmyEveebQgqNdY1G7Gt2Yg6ZWyZFdPhhU+U9uY9HDvwGFq9FYMxtf/Hid6UismcgcGUNvBcuXpOcHT/o5QOI+KnkKQYtUeexdVdg1ptQK0xsGD5h6ZkDGE+CnmiPfCEC7ioMgjdHYex2gvxupsIh1wYjE687kYKyy4nr+TCpMj/lmUJX0stXVXv4m2uxlG+GueiTehtaaMeN5MDk7NNwL0H99Lx4tPk3HEP+qyRs3PGK6j+tnra6t/Fcd4lIMv0bnsH78G9mCoWYsgrRGNzoLE7UNscI3rns0XEfZ4W9m//DSnWPFLTFyKIKkKBboKBbnyeFmQphtVRgi21BEdaJZGwh4M7fo9Ga0JnsOLMXEpW3rohzkNr4w7qjr2A2L/ifMmCa3BmLp10rvp8E/F5LeDplev35FxwixDatptoxIfZmovf00r98c0Ull9BVt7aSfcznaLvz4aouxfP3l149u5A0Giwrt6AdcUaRN3kVxhJhOBOBWMJm3j276Jz87Pk3nkvusy+b7HJiuZoxEJ+eo7vJtTTRsTbQ9jTTdTnQq03YcoqxlG2CkteJYJq8jMSxyre0UiAULAHnd424gSaSNhHKNhDb9dxWhrexWzJpmzxB9Ab+gbDg4Ee3N219HbX0Nt1DIPRiT2tnBRLLoIoUn/8FaR4jOz89aTnrBw09dzjOsmRvQ+h1hjw+zr6p+bbMaVkUVh++aRnZ84HMZ/XAl6w4tyd+RlXqX2eFno6j9LdfhhZlqlYejNmy+Rd0+kS73g0jKfhCB312wk1N5KyeDnWlevQZedOWa2EZBVvOLuAu/dsp+u1F8n96H3o0jMHtk+ngA+HLElE/S48J4/SU72LsLsLW+lyHGWrMKbnj/hZypJEb+1etGY7els66velhZ5NwCUpTuvJbZyseQ2t3kLA18Gmy/+rr8BUPIYkRZGkOEF/J0f2/Q1ZipNiyyO7YAOtJ7djd5aRXbBx2PO6e2rpaq+iu70KtcZAasYi1GoDXtdJXN21ZOSspHjBNQOph5Gwj5aGrbSe3I6MRGr6QsIhNzq9lfIlNyse+VmY1wJuc5bs9XvaUWsMONIqcaRVYnMUjbhg8XiZqIDLskQs4EWWJeLhIMGeNkI9bYR6Wwl2txINejHkF2JZuRbzgiWImokPAo1EMgs4DC/isizTu+V1XDveJfej96J1Dl7UdqYF/P2E3V30HN9Nb/VuEAQc5auxl61CZ3EMaifFIhx/9tcE2hsAUOvN6O3p6OwZWPIqsBUtHVHEe7uOU3vkGbQ6CyULrkVvdPDuK//J8vWfJB6PcHDn7xFFDaKoRlRrKVlwLXZnOR0te2iqe4dQoIfiyqvJKTxn1GuRZQmvq3FAzCUpRootj96uahYs//CQWiKSFKO7vYqWk9sI+jsRBBW21BIKy6+Y9KzMuSzi81rADea0vQuX3zGkhORUMBHxlmIReqp303HgLeIhP4JKjajRYXBkoXdkYnBkondkobM4CeRO7yTWuSbgsiTR+dI/CdTVkHPHPWgstiHHJFrATyHLMoGOBnqqd+Oq3YfOnkHa4nOxFZ+OEcuSRMfBt2nf+xrZa69CZ0kl5Gqnq+pd9I4s8s69CXv76S/2YKCHE0efw+dpoaTyGlIzFiEIApIU59iBxwn6OwkFe8jKWzdQHW+oXRKu7hoMpnT0Btv4rsfXPiDmqekLB4o8DcfJ2tdpbdyB3VlGV9shMnNXkVt0waTrpMxFIZ/XAl5SvnFnTsn1U57KOBHx9jRVc/KNRzE4s0lfej7m7NKEZo3MNQF37XwX957t5N55HyrDyBkPs0XETyHFY3hOHqF110uodUZyz7kRQ+rpB6C3Zi/dx3ZSevUnAGjb8yptuzajszpZs+4LgEzD8VdpOfkeOYWbyC06b1bU3x4NWZY5fuhJBFFFfsnFNNS8gtfVyKpNn5/0ueeaiCdawBNaCyUYik15DcvxircUj9H83jOcfOMR8i+8jZIrP9437T2BdX+TXbzfTzwUpPuNzWRcd8uo4j0bEVVqbEVLqLzpi9hKllPz7K8J9rQN7E/Jq8DfXo/rxH5kWcbTeBRzVgnFV9yFr1Db93w1bGXB8g9RUHrxrBdv6KvBnV96MZ2tB9BoTZQuuJ6Av5NodPKrewaK7HNuLVZZiCVs2dOETuQJGxBOCe5E067GI9jv95wjne20/vMh1DY7+Z/5Eiqjiaks4zPXhHii9Lz9KqbyBeizhp+6PdNe96lnTZZlJCk66kSWU8+XIKpIW3QOokpN/St/pvwDn0el0aHWGSm58uM0v/Y47r3bKS2+jCP7Hsb93hZyCs9B0FlIy1pKc8NW7M6yGbm+qUBvsGM0OXF1H8eRVkl2/nqqdv+FJWvuntSX0FzzwAFESe9MVN8JFXCzURcD1DOxIs6Z4h1ua8a1axu+Q/tIveQqrKvWT6nHLUvSWWcPniLu9hKsOo6o0yKaDKgz01Dbkr+U56lZmNHebty7t1P4qX9LtEkDeAs0iIca2b3lp0DfWotWewEWeyEWewF6g2PE58FeupKWbc8T6mnFmJ5PsKsFjTGF0ls+j+edtzh64DGWb/g0zfVb2LP1Z8hyHIMxlbTMZTN5iVNCWtYyOlsP4EirJMWaR0vDewS8baTYJr5Y81ycuSmJoa5E9Z3wJdUmI97j8b6lcAjPwb24d28j7vNiWbGW/Pu/iMY6+dc5WZZx7diCv/oI0e4uoq4ejKuX4Lz7FgRN3y2ONLXh27ITXXE+xhWLiHZ04dn8DsE9VegXliLHJcLVdcixGPm//s6kbZotdL7yPPYN56G2WEds48+eeS9cb7CTlrWMno6jqDV61BoD3R2HqTv2IiBjsfULuqsQFheA0DdBqPPQO5izSzCmF9C643l6qncjqNTEQwHSM5YRCXkQRRUlC66hoOxSZCk2sCRYsuHMXEr98ZfhQN8sz9yicycl3qeYayIuyOqZXwm6n4QL+EQZTbxlWSbi6cbXWou/rZ5gzE2oqQFDUQmpF16OqbRyzB7y2ZBlma7Nz+CvrcZ58ZVoUtNQp1ho3fwI7T/9A9ZrLsb76lYidY2YNq3G99YOuv/8FKJWg/miDWT/z7+hSun7A+/63aNosqc+IydRBBvqCJ2sJ/OGqRnfiQa8eBqP4mk8SjzoJ3XhBmxFiyeUdhooMbNA/SEiYS+NJ96ktXE7WXnrWLD8w4SDvbh7G/C46mlv3k1wVw+CqEKbYsdasIi0pefTfWQbrtoDVH7wX1EbzER8LrqPbkfXbSMaCaDVpfRPmpna9U5nEp3ewrJ19+N1N6LWGDCYRp9VPB5OxcHngpAnMgae0CyUrMK1e8oW3DTu2MX7xVuWJfxtDfjb6wl0NOBvqwfAnF2CprIYtdWOPjt3zLUwxkPX6y/R8/arpF9zE8aiUjT2VARRJJQdpvex5wkeOIrl0k2YNq1G1PbZHet1ozIbEd43jbvtu7/EuGYplsvOnXI7Zxo5GqXt339O6gWXkbJkxVnbn80Dd53YT8Obj5GSU4YlfwEqjY7OQ1uI+lykL7sA5+JN4w6Dnfn2Fw55qNr9R7ILNpKZu2ZQu1g0iCdLRmPqe4vwNB6j4fW/UXb9p4ctlTBTi2TPFZJZxBOdhZJQDzyqPT2IOVF6dZ20P/0Y8YAfY3EZ+pVLsOVei8Y+chzzFFMxyKg9twJrShzvySq6t76KHAqR+5N/RxDVOG6/Fm6/dsgxavvw4YTUe26j/X9+jSY7A8Pi8dWHni2cSh/sfPkltGkZmBcvH9Nxo4VRpFiU5veepfjyu0jJKR3Ybi9dgb/jJA2vPoTWkoq1YHwV/wY/e6nkpN5O7XO/RbdqGWp931tR39tcGK3x9DhVoKMBlc4w4lvccM+0Iuojc2ZWSjKLeSJIqICbTH2DmBM5VpZlOg+8Tev+V0k97xJs68+dsrDIeIh19xL3+pACQeRIBHV66kDce7yIJgPqDCe+rbuTVsABgo31ePbtouCTX5qSwWFX3QE0Ztsg8T6FSqtHUGvwNh0bt4C/H6MzB1vpclp3vEjeeR8EwNNQxYmX/4TGaMFWtARb0VIyVlyCSmug+h8/o/CSO4a1S0FhJkhoHvhk6D2+m86abeTf81nsG88ft3hPVYpfvMdFYE8VkcYWLJefR8aX753QecJ1jbR+62do87Nx3j3NS+VMI1I0Qts/HiX9qhsnvDLO+zFnFhPqaSMW9A3aHuxpo+aZX+FcuJ6cjddPSV9Zqy/HVXeAQFczAO76KswZhRRceDtqvYmmrU9z6K/fJNjTisGRRcMbjzCWMORsrqQ5m0jGHPF5mwc+UWJBH83vPUv2nXejTZ26gZWJYLnsXFIu2oh/5wF6/vwkgV0HyfrGZ8Z0rByLEaw6TmDnAYIHj5F65wcwrhq+jnMyIAVDtDz8EIbcfFLGGDoZC2pjChqjBU/TMRxlqwAI9rRS89xvyVl/LY7yVVPXl95E1tqrqHnuN1gLF2HJrURQa6h/9SHKb/g0masuI+zpxlV3EFGlpuCiDyV00tdcJNmyVOZtFkogHFU5zt5sELGgj9qX/kDKqtXoc/In1O9UT7CJNLXieuIFRIMe2wcuHzUPfJBo7z+CJjsD4+ql2G++CpV1ajzWRBB3e+n46YMY0gtIn+ByZsMhxWPUv/IXdLY07MXLAQh0NVP7wgPkbrwBe+nZB0jHi3PBelKyS3E3VNF15D2CnU0IKhVdh98jZ8N16CypZCy7YNzn9RZolFj4GJlLWSrTSVJ54GFPD7XP/xbj0iU4L7k60eYMoLKYMW9aTaSple4/P4Xk86PJzUSbl4U2NwtNbiZxl4fg/iMEDxwdEG3bTVeMOKCZTETbu+j4yR8wbVyJ9bpLEJonFpl7/0CmFItS/9pDgEzhJXciqFTEIyFOvPQHcjfeiL10+ZTYPxw6q5P0peeTvvR8on4P3cd2wBRkbCkiPj6SwRuftyGUuH5shaHiwQC9W9/EtfNdUi+8HPv60dPsZnoKu9phw/aBywf+LQWCRBpb+35OtuB7dzcqswnD0kpsH7xyTog29F2n59WteF9+F+fFV2JbtRGap+bc0YCHEy89iNZsp+CSOwbWhGzd+SIpOeXTKt7vR2OykLly5Op942Wq4+Fz9Qthtgv3KVSSafKzmyZIYhc11vUtajzS/ngohOu9t+jdvgVz5SIK7vsiGvvoQZfZUH9ENBrQVxSjryhOtCnTghQM431tK56Xt2BYWkH+PZ+d0rGIQFcTJ156kNTKdWSuumwgxhyPhOg+uoNFH/73KetLQWGyxEV/Y6L6nrUhFG/VfjqeexJjaeWYBWI2iPdcRpYkPC+/g+elt9EvLCXza/ejyUpDO4Yl1MZKr76bpud+S+65N2EvWT5on7+9AaMzZyBHW6GPuRqWSZY4+LwdxPRHoqqRrrznndfJuOFWzBWLZtQmhZFxPbmZ0LFaMv7tE2hzpmfKf6S9BWNGwRDxBhDVWsLeXuKRECrt5NccnUvMVRGH5IiDJ4pZmQceDwaIdHVgLKk4e+N+FO97evG+uZ3AnkOkf/5j0ybeADGvB41x+JIH5qwiLLnltGx7btr6T2bmcq75bM4PT+QgZkIF3KTVxN+/TZZlul57EVNpBaJ61kZ45h3+Hfuw33I1KvP0hi9iXs9AzZHhyNlwHe6Gw/haaqfVjmRFEfGZRwmhnEH3qy8Qamwg92P3D2xTvOvEo8lwEu9xDbvvVO3vqSDm9aDOzR8lO8mAdcM5dHVVIawuGdg625ZiSyRzuRbLSCKeyBBLIgV8Vnng3W+9iu9YFbl3fgKVPrmW3prraLLSibR0THs/Wmcant3bkcLhkW1xphHpSVgNfQWFQSRyQYdZEwN37diKZ+92cj96HyrT6dWvFe97dqDJziDaOv0Cbj/nQrQZWbQ8+ifkWGzYNlqHk0hnO9II+xWGMpdDK5DYtTbnrQd+Cs+B3fS8/Rq5H71vWmp2K0weTXY60Zb2ae9HEAQyrv0gok5H4x9/RbS3e6gtznS0Did1P/kO3W9sJh4KjXi+iM9F15FttO15tW/x6jcfo3HLU4Q9Q88715nrIg6zN04+XSRUwN29Parebe/Q+eI/ybnjHjT21EH7Fe979qCyW5EjUeL+6R9wF1Qqsm65E/PCpZz87f/iPbh30H5RrSbnjnvI/Zf7iXS20/TnX+OxB4G+QfCwp5vOQ1uofvrnHH3iR/haapGiIdR6M8b0fFRaPcee/ClNW/5B9H0VDhWSn5kW8Xk7lT7c3SXIKjU5H/k4uoysRJqicBYEQUCTlUa0tQNVaeH09yeKOM65AI3VRvdbrwy7qo8uPZPMm++g88WnafzDz9HprAQ6mxBFFeacMjJWXExKbvnANPwzSVu0iaNP/hgEgdxzbpj265ktzOV88TOZydzxeZuFYqgokG139S2pFmbuP1TJjiY7g+jJVvRjEPB4KETc7530FPtweyum0soR9wuCQNqVN+A9uBdRpyMtOw+VOYVwazO+xnq69zxFtLcHbVo6+pw8zFE7UixCz7GdGBxZZK+9alL2JSMjhVLmmrCP1ROfrNCLsi717K2mh8SuyKMZvRaKwuzCsKgM/44DpFy0YdR2Mb+P5j//lqi7h7y7P4MuPXPCffoOHyDjhltHbSMIApalK5FjMXq2voFn/26IxzGWlKHLzMZUuZhIZzu+6iP4uj2Iai06q5OCiz6EqJ77cWGF6UWphaKQFOgXV9D9l38gRaIDCzSf4lQueNTjovnPv8W8cClaZzrNf/0d+fd8FrVlfBUY48Eg3oN7iIeCY677LkXCdL+xmZyP3IOxpHzwQgsVfcutKfniIzNfwivvJ5mn6isCPsfw7zpIrKMblc2CHIsRd3lQ262Yz11z9oPPgspsRJufTXBvFaZ1y4fsj/Z20/Sn32BdvR7HuRcDEOlsp3PzM2TdfMeY+wnUVtPy6J8wlpSRdfMdY14uT2U0Ya5cRLilCVPp8GUYRls8WWH+MpnCWfM+jVBhaggdr6fnoaeJe3wEDxwlfLwez4tvEW2bunkG1msupPex5+n4xV+INLUCEHN58L23h8Y//BL7xvMHxBvAce7FBE4cJ9zeOuY+ou5ezAuWkH3bxzAWlpz9gDNIvehK3Ht30PLYn2l94q9I0fnnUU6G+ZBqOBrJloaYUA/cF4+qkut2zV6kQJCuBx4l9V9uwri8L1zgff09ok1t2G68dMr6MSyuIPt7X8b3xnu0/+j3iDotUiCIrqKY9KtvxLxgyaD2ok6H/ZwL6X7jJbJv+9iY+hC1OqRoZEL26dIzKfjkv9K79S26X38R+6aL0GflTOhc85X5Gko5xXhDKvM2jVCS5Tm9Gmx6lmvQvztabdPWV++TL2FYWjkg3pGmVnoffx7LVRfgffVdEAUErQbzeWvHHJIYCVGrwXL5eZjPX0esoxtNbubAOc/MJoo0txE+egLTjWvp/eqbeOP1aAvOLqbxHhWxw8ER5wEMV3clHgrRu/UNTKWVGAqKSL3gUsLtLUQ624YI+FhWgRqO+RR6SWQ9lbG8BUy3LeOpuTJvQyiiIEx+kUEF5HicwM4DWK88f2Cb9/VtiBYz0cZWYi430bYueh76J3J06qafi3od2vzsIV8IsizT87dnaP/+A/Q+/jyCVoPlqgvpfWoz8hjWlRR0WuTw2D3wQH0tDb/4PpHONloeeZBAfV+lQo09lWhvcg5OzUbme3hlNpJQD9ysmrtphO/3vqeT8PF61Kl21M7TXkPqnTcOahM6doJIQxOiTjt9dtQ24H9vL9H2LiR/kKxvf57mL/0PxOKkXLAO35vbCOw8gGntslHPI+h1SOMQ8J63XiX1oiuwrlxHoLaa1kf/RPq1HwRJIuZWBDzZSGmInvXLIlFhnuHCK/O2HrjC1BDYU4Vh5egrFwUPHEVfXjRtNsjRGJ2/+RuixYz5/LWkf/EuQgePoV9UhqBRI2jUpN71QXofeZa4Z/Tp63IojKAZ2/e6FAkTaqonZVHfl4KxpJysW+6k5+3XCDTUTulanRMNvcwlZsoLH4s4J+qNYDYNdCoCPkNMZ/xb0OuItXWOuD98ohHfll2kXLxx2mwIHqpG7XRgu+4STKuXojKb0ORkEqlvwv3iW8jRGLqSAkzrl9PzyLOjnitc04CuZOTc7zNj41I0CoKAoDn9ZmEsLqPg/i9ScO8XsJ9zwaSvTWEwiojPHhFXBHwOYL3qAkLVdYRrTw7ZJwVDdP32bzjuuAG10zFtNsjhMCqredA2XXEe5k1rcD31EjGXBwDLdZcQqWskWHV8UNvA3ip87+wkWFVNsKoafdnY3hbUJjOi3ki0e+QvsKlE8cL7UET8DBEXNPOzFkqyphFOJL49VTHx4Tx5Ua9DV5hLrNeFVsodNKjoemozUiBIpPYkokGPYVH5lNjxflQOG/Ee96Btwarj+N7ejr6yhHiPC+/mt/HvOIDk8+N9dSuGRWUASOEIXb9/DOPyRcR63Uj+ILqzhHvO9MK1Ffl43NU406Zvrc4zmS4RT7Ysl4kK53hj1yPFxGdDqmM404zcmjg/OKEeeP8gZlIxk4OT40GOS3iee4O27/4S+YzJKykXbcB+27WIJiNdv32EuG96xlvUDiuxbtdpe2Jxeh95htSP3Yxx5WI6f/0wKquFzK9/EvN5awhWVQ/EwoMHjqIrzsd5z61kfvkTZH/r86hSxr72pnnDCnxv7RhThstsRvHuR2Y2iPWIyJH5OYjpi0dView/2Rgtji7HYkjhCLHOXkI1DQPbNVnpmM9ZhfWaizCuWIRn89vTYpvKZkWORok09s24DFXXIcclDCsWoq8oQhAETBtXoMlwoi3KQ2VJofMXf6H9pw/S++hzZ81MGQ394nKkQJBQ09AQksLsY6pCHkpa4xxN4ZvLyLEYvY8+R2DfYSR/EP3CMpz33Irlsk2ETzQSOlSNvqJ42GOt115M67d+huXSTags5mHbTBRBrcJ24+X0/PVpMr56L/qyAuRIhEh9M7qiXFIuO5fWb/8c+23X4tuyC9tNVyAIIBj0iCYDupKCCfUbbevE/95epHCEYMMJDHkTO89sYb7UaplIGuBwoZRZMWtU0M7PGLjC+Ii7vXT+8iHEFCMZX74X0Wig9/Hnaf/+b0n73L8gxyR8W3bheeFNtEW56IryEI2nF4dWO+0Y1y7F8+Kb2G+9ZsrtM5+/FveLbxJt6UCbm4n53DUEdh9EV5SL9crzMSwspeuBR5ECQUxrlyKozv4CFuv14HtnB4GdB1GnOdCVFWBaswy10473ze24nn4Z07rlpH/hLlLE5Bbv+cacEvEEoUzkGQeJjH97DjTQ+r3nMJ+7But1lwwMVKZ+7IO4nniBzv/9I5n/+VkcskS4ug73s68Tbesk6xufQe2wDZzHes1FtH3754Sq67DdeDmGxVM3qCmIItrcLKJtnWhzM9GVFtL564eJu70YVy3BsKySzP/8LJHGVjwvvIVx1SI02cMPPIZrG/BsfofQkRqMa5bhuPNG4r1ugvuP0vHunzBtXElgzyHsN10xUGkxQmzYafYKc4uxTPSZURIYA08a8ZyvyJJM62Pv0vHsblI/diuGxYPLpAqCQLStC+OqJQiCgHHFIowr+ib1uJ97na4HHiXj3+4Z8HbVdis5P/wa/u376H3kWfT/9cXBdbMnia68kMCuA5hWL8GwuJzsb3+ewJ7DdP/p79hvuoK4x4f3tXfRlRfheW0rupJ8rFddgK6kAFmSCO49jGfz28RdXlIu3UTqx25GNOgGzm9ctRjPS28jebzoivPRT+EX0GxhvoRRYOLe8/tFfL564UoaYT+zMbtElmVqvv13Yv4wC3/2MbTOFMA1qM3Jt11EW9pJu//DQ463XHUBgf1H+qavrz+9pqSgVmHauBL3c68TOXFywvHnQbbG48iRGPqyIlxPvYwsSQiiiDrVjuXSc4g0tuB56W30i8pw3v9h9GWFSJEo/q276PzFXzGft5bQsRPI4QiWqy/AuHLxsEW3BJUK69UXTtre+cRYslsS+YWRzIOaAUGN3D5PY+DJFkKZcWTwHWlm4f/9S794DyVcXYe+smRg6nnc4yPu9qKymBHNRgRBRLQMPVYQBMybVuN7Z9eEBDzW6yHa2oGgVtH9pyeJdXYjiCKCQY/zrpuHiK/zrpuHnEPUaki5cAOGZQvo+cs/MK5cRMol50y6WuJcYD554cmOrEpcUVVFPJmd3jeAIApYlhfiOXCStEzbkP0drTZUFjPR1o6Bbd1//DuRplbkSBTJHwRRRFc4fAlX08ZVtH7jJ9hvvWZQmGI0wnVNeF55h9CBY2jyspAjEUzrl2O9+kLCNQ3EOroxrV8+rutUO2ykf35stcLPal//0m4KpzG1nN0LV74wkhNFwGc5lhWFePbWkXbZ0mH3x/0B5FjffCg5FidUfYKc730FVYoJWZKQI1FE/fDirLZb0C+pwP3c61ivu/islQq7//R3glXHSbl4I6kfuWFQhgvQl744QgqjwvhRRDVJiCmDmAojoLYaCTX1DLsv2tGN54U3yfza/QDEelwIooio7xNiQRQRRhDvU9huuIyu3z2K93Nb0WSlY9qwAstl5w5pF+v1ENh1iJwffW3ELwSF2Yvihc9N5n2wcbaGTwDioQiNv3uNnI9sGrJPlmS6//h3rFddiCYrHQB1mgP9glJcT20ecx+a9FSyvv4p8n7+n5g2rSaw78iw7fzv7sa4erEi3jPMTE+vV6bzJxcJ9cA9sYg6dRrPP5vFeSw0/+VtTJU52NaVDWyTZRnv/gZa/74NjSpKyZ2LEVQu5LiEe08d6piXwLZayj+zEUE18vfz+6flCxoNglqFOtU2pK0sy/i27MJ59y1TdWnTykhLsb2fZImVz1YRV7z1fgyWvER1nVAB719SbU6vizlRfEeb6Xh2D+XfuYV4KIqgEul5+zDtT+1EisbIvHEtqRctGhDplke30vXyQbI/dA6l/3nTqOI9HMGqalxPbSb1Xz44ZF/4eD2IAtpRanQrKMxboqHuRHU9Z2Pgye59A1jXltDw61cIt7kQVCKm8ixyPnoe1tUlCOLg7z3bmlI6X9hHzB3AvbsOfY4DfbYdUTu2jzi4/2jfosgrFg7aLkejuJ9/A/Om1VM64Uch+VFi5v3M10FMJQ98ZMyVOZT9x01AX6nYmC+ExjryfAFTeRb5912C9+BJmv/6NnJMQp+XypIHPjGm/qzXXETz135A9LpL0KQ5iHt8BHYfwvv6e2iy0ki5aPpW80kUSsqhQrKjiGcSIKjEUcX7FJaVRbQ/vYuUpQWkXb4M65qSMZ1fjsbo/fuLqBx2AjsPEKqqJlzfjGFpJbabrsCwrFLxvhWGRfHCE8ucFPC5ED4ZL1FXgOp/fxTzwlzy77sUQRT6MlXeOox1VTEqo45Qcw++I834jzTjbQr0rSUpCMS6etBkZ2C74VJcT76E/YNXkra4HFGreKcKCrOZOSng841Il5dj/+8R7BsrSLtyWd/EHpVI/f+9gPdgIyd/9TKyJKMy6TAvyMFcmYNQmQvQV7NEo0a/sAzXEy9iWr8c41lWuFdQOJN574Wr52ktlNGKWc1HL3oixDwBjv7bQ9jPqSDa46Xq039EisRQmXQYC9NY9Ou7ifb4Uek1aBwjL+LQdiJC8NAxHB+5YeaMnwWMNeVwrMzXmPpkUg9nc+75mL6YNPrpzIYeFWUQM8kR1CqM5Vm0/WMHzouXsOwvn0JQqwi3u9Bl2BA1KlTZWqRYnHggjMo4eCJOtMdH+zO7aX9+H/rF5eiKE5bSqjAPGM5bH8ss0VlN0NOYqK4V8UxyVEYdpV+7gZg3iDrldG0SQ+5gp8Cz6wQnfvQsuR+7gLQrVxBu6aHtqR30vHOU1AsXkvnvn0aTnjBHYs6gZLbMLWZ7eGhWCrgSPhk/Z4r3cOiy+oJVXa8dou3J7cQDEdKvWcmS392LxmYcdcFkBYWpJNm88Nks4rNSwBWmBikWR1T3rcSjz3UgxyQqvnMr/to2TOVZqPSjVx9UUFCY3SgCPoeI+UL0bj2Gr6oJ35EmQi296DJtmMqzMFVko7YaCTR0YlmqLP6rkFjmlBc+X7NQIhqfOkcJl0wZPW8fof3pnWRct4qMG1ajz3MSbunFX92C71gLGpsR4hIwtJiVwtQx1ZktMLnslonaM92x/Nkq1iMxnL1hH0j6eZqFolKKWU0pKr0GY0kG6desGthmKHBiKHDivHT4BSEUFBQmh5DALJR5Xw98LqEy6wnUtuM9eBJZkhNtjkKSMx1vEgpTixIDn0NYVhSRevFiGn71MjFfCMd5C0i7bBmGAmeiTVOYJEp6osJwJNQDN4raeCL7n2uIGhXZt25k8a8/TsV/3YqoVXP0Kw/j3n0i0aYpTJC41z/pcyQifq4wMyge+BzFUJBG7kfPx7qmhJpvP0nh567EvqE80WYpjIIsSYQO1xBt7SDa3E7oaC2xjm7Sv3QPhoWlCbEp7gvgP96KobAYUaOknc42FAGf46QszKXsWzdz/BuPYyhwos92JNqkOY0cjyNHoogG/diPkWUkf4Cevz5NtKUdXVkh0bZOJF8Ald0yUMp3MmEUXZNm3N50YO9hev76D1TWFGJPdGMqW4DG5iAeCgKQdtm1iDpljVRZM0/TCANSRJXI/ucL5opssm4/hxM/eJbKH30EUa0aMtt1qtMKh5tNO5dTFwP7DuN+9jWize2IJiM5P/gKgmr0xzt48Bg9D/+TWLcLQaPGuHoJWd/4DG3f/y1xtxfHRz+AccUiBPXp80x3SEOKRAnuP4J/626ibZ04770dfUUxcbeXwN4q4l4/KlM6wapq2t97ZszFz2YijDMTYwTvtyXaE0MyzdM0wv4YuPIWMANkXLca965aWv+2lZw7z0u0OXMO76tbMW9chWnjKjp++iCdv3wIfWUx2qI8tPnZiLrB4Yfepzbjf3c3qR+7GX15EYLm9J+B/ear6Prdo0TqmjCtmdn0z/b/+TWCQY95wwqMa5cN2K2yppBywfqBdsZ1y2j9xk8xrl6CvnJsC4fMVYRwMGFrYipphPMEQRQo/uI1dL60D391a0JsmKs1bqRIlHDtSYzrlyMadKR96iMYVywk2t5F7yPP0vS5b9P2vd8Q6+4dOCZ6sgXb9ZdiWFQ2SLwB9BXFpH7sgwT2HJrR65CjMSLN7WR88W7M564Z8qVzJiqTEduNl+N5ecsMWjg6MzHgOpyXL4YTtyamIuDzCI3DjHlJPqGWnmnva7zhEjkex/vGNjyb3yZc14QcT54EJe/r76JfVIbK1BcKVVlTMJ+7htQ7biTrG58h69tfIN7rpvvPTw0cY9qwAv+2fcjy8Pn6/nf3Yr5g3YzYH/f58b61na4HHkGT6RwUshkNw/KFhI7WIoUjZ207GXGdbemTs8keJXwxz4i5A6jHsL7mTBJpaqX7D08gGvWoM5z0PvY89g9dh+WScxJt2lmRAkE8L75FxpfvHXZ/YN8Ruv/wOOYL1mG98vyB7YYVi3C/+Bbt3/sNxtVLkfx+JH8Qy9UXIvn8BPYdJuf2a2fkGrr/9CTE4hhWLsL+oevP2j7W6yZcexJNeira/GxCh2swrlg4rTaOdRB2vuXLKwI+z4i5A2NaIHkm8bz4FvoFJdhuvgpicXxvbkebl0XX7x/DsHwhxuULENSz81H17zqIriQfbU7GsPtDVdV9Hm0sRrS1A21RHoIoImo1ZH3jM/i37iZc34SgUuHbuhvva+8imk3YbrwMlXn6PycpGCZ0pIacH3x14A1iJGRZpu2/fkGsowddST7Rzm5irZ2ECnPGJOBzSVwnktUzHczOvwqFaWM2euDqzDTkULgvXU6jRluUR+cv/ophxULcz7xGrLMb65UXJNrMQUiBIN63dhBt7UDuLxA2HPYPXYf5vLUEdh2k87ePYN64EtsNl/XtjMeJdfYQrq4n1tWDrqwQw+Jy3M+9gaBWIcvyQArhdBE8cARdaeFZxRvos0UG5z23YlhaCfTdB4SZicQqXvhQlDTCeYQsy30r91iG/rHO1ADjcP3EzEHiqsjAPut/XsPxn7xB6h03ENhdhefVLVgu2TRksC+RRDu6cT/zKsY1S3HefcuI7QRBQJuXhTYvq29Df8g7XNdI9+8fR5OTQepdN6PNy0LoT+8MXpjFie8/Q3jHdlIvXEzaNSsQxYmL5GjjEf5t+zAsPvsEr+ChY0iBENqiPHzv7h4QcNE4+kIi72emvNaZ6sfq8OOyGhJWq0KZSj+PiPtCiDoNomZmvjfDHW7antpBoK5j1HYqk55gQ9fAv3UZNtI//zEEjQbj2qWorBY6/vfBEQf8EoFo0KOypuC862ZUlpEXiz4TTV4m3tfepf3Hv6fj//6E9bqLcd7/YXRFuYMGDg35Thb89E50WXYaf/cae67/IdXfeJxQ89Rnq+nKi/C9uZ24xzdqO++b2+l97HkiJ04S7/VMuR3JirvHhBCJKlkoCtPPTIZP3Ltqqfr0gwROtHPs649S+/1/4q9pG1aE065aQailh+43qobsE0QR88aVhI7UIk1BXZCpQjTokQKhcR1jWr2U7O9/GdPaZWR983OY1i0fEiI55S2LWjUlX76Olf/8Enn3XUqosZuD9/yO5ofemapLAMByxXkYVy+h7X9+Taxr5Owk67UXI8fjqNNTSf3YB6fUBoWJk1ABV0IoYyPqChBq6p50idieLccwFg8/2DZVSNE47l21nPjRc5T9580Uf+lalv7+Xgz5Tmr/+x8c/vQfh8SMRY2K4n+7jqY/vUXd/75AzB8aFGoxrFxEyiXn0PGzPyEFxyea04Vo0CGFxm+LymTEfO4a1DbL2PoRRTKuXsnSP95P/r0X0/LIVg5+4gEiPaN7zGcyWnhMEARsN15GykUbafuf3xBpahu2na4gh5zvfRltfjbtP3yAuNs75v7nPMFYwjzw2RNUVBiCLMt0vbSfpj+9iajXEveFMBano8939i2DIQOyjNpixFSZjbkiG7XFQMwdIBYII6hERI0aQaMi0umh/R87WPjzj02bvcGmbo5/43FURh2Fn7uSlEW5AKiMOrJvP4es2zZS9ck/4DvaMrDvFOaKbBb/+m4a//AGVff/gfLv3gZqG9AnMvbbr6Xnoafp+Okfcd7/YdT2sQngdBFt6UDQaJAlCWES8enxkHH9GuwbKzj61b+x/85fUvCpy0i/csWUnNty6TmoUoy0/+h35P7wqwiaYSas6HVYr74QORqj8zd/I+NLHz9ruQCF6UUR8FlKqKWX+p+9iBSMUPG9D2EsSifmCeCvaSfU3PeqKwgCCBDt9tHx7G7qfvwc8UAYtcWAyqRDjknI0ThSJIYcl8i/71J06dZx2yJFYngPnsS1vQb3zloEjQpDUTrGonSMRWkYijOItLup+e9/kPvR80m7fNmw5xEEAfuGcnrfPTZEwKFP6As/cwVtT+3g5G9ewfap4oEQgyAIOD58Pa5/vEzrf/wE/YISUi45B31F8bivZ7LIsTidDzxC6h03zJh4n0KbZmHpH+6j8Q+v0/i715GjcdKvXTUl2Sqm9SvwvLqVcM1J9AtGnh5vve5iwv97EteTm7HfctWk+1WYOEKiBoYEQViecfnyPfmfv1JZUu19dL95mJO/fpnMmzeQeeMaBNXYREKWZJDlMbcfC21Pbqflb1vRFzixrSvFtravrGmgroNgXQeBEx0E6jqQIzFKvnYD1lVDBTXuD+PaVUvq+Qvx17RR+91/sOTB+0YUHSkWp+q+32O5+fqBbIdB+4Mh/Nv24n7xLYxLK7HfevWwHuN0ETnZQtdvHyH7u/86bX2MJSso1NpLzbefBFHAuqKIzA+uQ2Mzjdh+LLNje598CWQZ+wevHLVd3Oen7du/QJ2RimntMgwrFs1I3vpsI3jgKPzz9T+2n6i/KxH9Kx74LEQKRtBl2cYl3tBX72SqlxjtefsIpf/xASzLCwdtNxalD/q3HJeGtTXU2kvNt/5OsLEb6+pijCUZqEw6Wh/ZSvaHNg3bp6hWkfvxi2h68BlyNtlQm4YpzVq8gNh1RdT/7wt0/NdPyf7QOTjOXTDIhumqfhhpbkOTmzlqm5lIy9Rn2Vn484/hr26l9+0jHPrkHyi4/1Ic5y6YsE0p15Vy9CsPo83PxrR2+DcpAJXZRNZ3vkBw/xECOw/Q8+izGBaWkfrxW0etoZIopuvzcDX5cRvUCfvmUtIIZyHOy5chx2Xcu2oTbQrhDjf6vLNXyxxOvGVZpva/n8ZxwSLMC3PxV7ciCALl376F7teraP37thHPZ1tXimV5IUe/9BDhzuHT1tRmPSVfv5H8T1xMx7O7OXTv7+h+o2ra1wONdfUinmXiy0yVzhXVKlIW5pJ/36WUfeMmGn//Oq7txyd8PkO+k4r/vp3eR57F987O0fvWaTGtXUbap+4g90dfR9Bq6f7jExPuezqZzs9DDCtphApnIIgCKr0GUTcLZpNJEw/JhE52E3MHyLp1A+bKbPxHmoG+oloV3/sQnS/spfmvbw+bWigIAvn3X4rzkiUc+eJfCNS2D9uHIAhYV5dQ+aM7KPj05bQ/vZOjX3mYeGj6JnKYN6wksOsA0bbOaetjIpgrcyj87JWc/O2rSJHYhM9jLEon4yv34nrmVTwvjy1tUTTocHz0AwR2HkSW+rKM4v4AcnTidiQNCfTAlRDKLCXc4UE7gQHHqUZjNxHt9Y8aWx0JtdVIPBBGjsRQmfXEek/ncWudKSz48Z0c/+YThDs8FH72yiETjARBIPOmdWjTrRz7f4/gOH8hCGAsySTtsqVD2lqWF7Lgpx+l7ifPceIHz2C+9dYxT7IZ13U57VivuYieh/9Jxr9+fFzHxkNR3Dtq6Hn7COE2F3JcGvgRRIHUCxeRfu0q1Cnjm+F4CuuqYgyFabQ/s4usD64/+wEjkLNCg/DV+2j/0e+RQmGs1148toFSUSTu9uF9ZQveN95Dv6iMtE/dMe0lAcZCR6ttzpU0VjzwWUrMG0Rtndgf8VTR/WYVUU8QtWVidmhsRowlGbj31OE71Ih5Sf7g/XYTFd//EHFfiOr/eIyoa/iJOo5zKyn/7m3osmzosuw0/fENerceG7atIAoUfPoKNHYTbd//zYA3ONWkXLSRaEsHoZr6MbWX4xKNf3id/R/5OZ0v7cO6poTCz11J8Zevo/TrH6D827dQ/OXrCLe7OXDXbzj5u9eIjBA6OhuO8xdOSc13daqdzK/eR2DXQXofefas91LUajCuWEjbt39G6PBxsr71eeK9bjwvvT1pWxSGRxHwWYrKqCPmSlhojc6X9tH4+9ep+O/b0aamTPg8aVcup/5nL+I91IhlSd6Q/Sq9ltJ//wDmyhyqPvUgrp3Dx/1NpZlk3rgWx7mVxNwBfEdbRgyTqPQacu44D9nrhWny/AS1CvvNV9H5f3+m81cPEa5pGLFtPBDm+DefIFDbzuIHPkHFf99O2uXLMJVlYSxK71urNMeBqSyLoi9czeJf3Q3AoU/+gbqfPk+gfuyhmngogmvb8THX9D4bKmsKGV+5dyDz5mwhEceH+8rRxgNB1GkO0j75Ebwvv4P7xTdnRSmEaYmFJ3AiT0LTCIuuXLvT+dmLlTDOMNT//CV0GVaybtkwI/3FA2H81a34jrbgO9JEsL6Liv++DX3O5BdB7n7jEO3/3E3lDz8yah0Wz4GT1P34WUStGm2ahbQrV+A4d2gaYaCug5aHt+A73ETmzetJv2rFkPGCUFM31d94nMzvfm3S9o+ELMvEXR68r2zB89LbaHIyUTvtqCxmRIsZlSUFex60PrEN84Ic8u+/FHEcwhrzBul4djcdL+xDZdRi31SB45xKDMV9GUDRLi+B+k4EUUCXZSPmCVL34+cwVWSTf/+lw2fvjJNTgidHo3T+9hGQpL6QyCgTeEJHamn/0e/I/q9/RZOVRqy7l85fP4zKkkLq3TePqfLhdDKVYRTXzlq8f972x9aahoSkESp54LOUtie3E+nxkX/PxdPeV8wb5MBdv8FQ4MRUkY25MgfL8oIJx2GhT9xqvv0k8WCEwPE2dDl2LCuKyPvYBaMeJ0VihNtchJp6qP/FSxR99kps68uGbRs40U7zQ+/gr24l5yPn4rx82UCsNdLt5fBn/sjyv312fHbHJXxHW3DtqCFY14GxNAN9lh211Yh1VTGCSkSWZU7+6mU6XtiLqNOgMukQBAFRpyb37ouI9fqJuvxE+/+fsjhvUpNtZEnGf6yF3q3H6N16DFmSkEJREASMRenIsky4zYUUjpJ/76WkXjA9iytIsTjHv/kE2jQLhZ+9ctTr6dl6jFBTN9ZVfamjckzi+DefINLhZvEDn6CzzT6mPkcS27F60tMd83btrMX7+K7HWg/W3jatHY2AsqjxLCXqCqAy6makL8/eeoyFaVT+8CNTdk5BEIh0eDAvyqXky9eBKFD1qQexrirCsrRgxONErRpDvhNDvhONw0TNt59E++i7ZNy4htTzBwuTsTiDsm98EH91K/U/fwnXjlqKvnAV6hQDKqOubwB1hPz04fAeaqTmO0+icZixrSvDedlSArXtePY34N5ZS+k3PkjKolxaH30X3+FmVj7+BVSmvs+o/ZldBOs6sY/wZTMZBFHAvCAH84Iccu++kNDJblQpejR204wODopqFaVf/wBHv/IwjQ+8huP8BZjKsoa9v/b1Zey+8Z90Pr8XWZLR5zoIt/SSd+8l47J5sgOPMzJwqdRCUTgTWZZxbaum6EvTv6RWsKmbhl+/TMnXbpjyc6detIjgyS40jr5MkLx7Lqbl4S2jCviZmCtzWPbXT+PeU0fdj5/DkO8cNIFIjktU//tjqO0mnJcswXe4iapPPUjZf34QY0kGumwHvmMtpCwcOm3/FFI4yuEv/oXcO87DvDgPfb4TrTOF7A9vQtSocGzqC+G0/n0bzX95C+uqYtqf3onGmcLRrzyMFIkhhWPEPAEKPnnZJO7W2BAEAUNBwspPozJoKf/2LZz87avU/eR5NA4zpf/vhiE15gWViCHPScFnr0Bl1BE43optYzkq/eyb5JPMKIOYs5BQUw/xUBRTeda09iNFYhz/5hPkfvT8MYvqeDAtyBlU51vrTEGOjS8rRFCJ2NaUkPvR86n5zpN0vnh6IWD37hPEfCEsywrwV7fgPXgS6+piGh98AwDH+Qto+PlLg2x4P8GGLkInu6j76fP4j7dS9o2bCNZ3cuIHzwxql3njWuSYROfm/eiy7ZgX5FD4+aso/foHqPz+h1j6h/tIvWTJuK4tWdHYTOiybES7fQRq23HvOjFsO0OhE/f2GgSVgOP8hYPEe7Je8XiOn6lJVYlA8cBnIf6jzaQszpv212PX9hq0TgtpVyyflvNrrEZi7tNvl7Ik90/3Hz/OK5ahTbdw8jevoErR49hUSdcrB0m7fClply8j7fJldL91mLofPUvqhYsAyLplAxqbiaNffojKH9+BIXfojFJjWSa6bAeOcyqo/Z+nkUJRDHnOIXFkQSVS9q2b6Xr1IF2b95P/iUsQtfP3z0cKRsn84Dqybx954WnH+QtpfWIbHc/vIfOmdRMekJ+L+dtTxfx9AmcpMU+A1ie2jfqHMVV0v34I58WLp+38apuR6BkCTlyCCc7qFAQB66piCj55OfU/exHb2lJ0mTZaHn0XtdWEfVMFqecvRGM1DixaIQgCaZcvI1DXQcMvNlPxP7cP+VIUBIHMD6yl88V9LPvLp1HpR579GveHaH1kKxXf+9C8Fm8AQ4ETb1XTqG1sa/uKn7X/c9e0rCaUnuWa0971WFBCKLOM+p+9hHVNyYAXOV3EvEE8+xuwb6yYtj5URl1fOdtwlEinh+DJrgl74KewrCjEUJxO6+PvkXf3hZR89Ya++h/v9dX/sCwvHFJoK/+ei4m0u/Edbh72nM5Ll6LPdVDz7b+POgXdtaMWlVE36xaFTgT63FRCjWMTZbXVSKixZ8i9nckwyLQK/XydSq+syDMU35FmFtx7ybT3I2jUiHoN4Q73EMGbsj6EvvzklsfepWvzAVQmHSmLhk7mGS/5913K4U8/iOOChaQszsNUkYUcG7kumqASyf3YBZz4wTMs/L+PDikLIIgCOXecx6F7f4d71wnsG4df5Df9mpXEfSGOfP7PlH3r5knft+kSlZkIN8hxacyFLy3LC+h+7SAH7vo1mTeuJf2alQN5+zMZC582zLqzV3ubJpRqhLOImD9EPBCe1MzHsaLSa8i6eT3Nf53eac5l37oZ17Yasm/fyJIHPkHh50avMz0WtM4UdJk2/NWt1PzXU7h31KBxjn7PHOctIPXiRdT811NI0aGPnf9YS/9CFWkjnkMQBLJvPwfr6mJ63jky6etIZhofeG3Mb4kam4ny79xK2Tdvpnfbcdqe3D7N1s0wnf7GRHWthFBmEQICgkok5glOe1+yJBOs74RpLr2qz7Kz+Fd3k37Nqik7Z6TdTaTTgy7NQvBkF8v++ulRUwVPkfOR81CnGGj83atD9jnOW0DuR8/n6L89fNY6Iv7qVqwriiZs/5xA6Cs9Ox5MpZlk3bIBz/6Ryw4ojA9FwGcRKpMOx3kLOPa1v9H95tAV2qeSpgffINzSS/FXr5/WfsaLLMvD1vOW4xLhdjfu3Sdoe3onxtJMut+ownnJkjHPGBVEgaIvXYN7T92wxbDSr1lJ/n2XUP2Nx2l57N1hzxHp9BDucGMewxfG2ZgVr/8TJPXixXS8sHfcx6X014WfTLlbhdMoMfBZRv4nL6P7tUO0P72T1AumZyBTlmQ6X97Pol/ePesmVrQ+spWWR7aicZjR2M2ozDoiHR7CbS7UFiNaZwr+mjbMldn0bGlm8S/vHtf51SY9OR85j44X92I/Z/AAbjwUwbwwl0W/uIuDn3iA9CuXD5mggiAgqlV0vrh3St8qppKZSLtLu2I57U/vwr37xLDL6I2EyqTDUODEd7QFy9L8sx+gMCrzOxdqFiKqVZgX5NA2ymo1kyVwoh2NxYguLbEruw9HoKGLgs9ciWVZPpFuH3FfCG2aBV2WHZVeg2tHDc0PbUHUacj9lwvQTuAabOtKafj5S0TdATRnZJS4th3nxA+eIWVpAaJWTaC+c8gEJ60zhcof38Hx/3yCYGM3+Z+4ZErXIE0WVAYthZ+9gvqfvcTi33wclWHsjoB1dQndrx9SBHwKmH9PXhIgx6enhrW/upXa7/+TY1/9G873LYgwE8iyfNZrE0SBzhf2EqjrxFyZg21tKcai9IH8bO+Bk9g3lFHx3dtIv2rFhOxQGbRY15bQ9cqBQdvtmyrRZdjQOlOwLC8YcUUkfZadBT+5k0BNG21P7ZiQDXMB66piLMsLqPr0gzT86mV6360mHoyc9biMG9bg2nZ81BmyCmMjoR64Q+8RNmTUTfj499rHPpA03n6m89xn48iOOqKLzAPnlWUZKSaj0oz8fXs2eyPdXqq/+QRZt2wg/95LOK+iAzht93iudzii7gBxf2hgUFSXZR/wTGVZxrO3npaHt+A/3oqxJAPnxUtIv2blkNmZxV+6lp53jtLy8BaaHnyDzA+sJfWixQMTZwS1asSFH8ZD1i0bOPb1R0m/ZiUqvZaYP8Shex5AUKtIWZRH2pXLRz1ebdZT9KVrOfL5P+M4txJdpm1CdiRzHByg8HNXEahtw7O3no5nd3Pyt69S/OXrSFk08hiB2qwn69YNNP3xDcq+efMMWjtNzNc8cJUgykz1MupTQCLFG6C9qodgb5h3frqXgg1Z7P7zEZr3dJJWYSNziZM1dy3EmDr2Ws+yJFP3o+dIv3olmTesmbBdsiQTD4SJ+0IA6DJtRN0BWv62he7XDvUNJooCUiSGLsNKxnWriXR76XnnKHFfiOwPnYN1TQm9W47R8cxuAJr/+jbFX7ke68q+ey6oRFIvWIjj/AV49zfQ9uR2Tj7wGimLcsn+yLnY1pVS/7MXJ3wNpzAWpZOyMJfO5/eSedM6VEYd2jQLWbdsGBIbHwl9lp3Mm9ZR/4uXKP/OrbNi2bCZRhAFTGVZmMqyyLplA65tx6n57lOkX72CtCuWo3GYh9yXcLsbUac560zOpGG+ViPUCXqlnOwwmJx6osEYGr2arT/bT/66DK7+0SY6j/Wy7+Fq9j1SzcZPDw6BhFp6cG2rQVCJCKcWTZAk5LhMoL4DKRoj+7aNo/Yry3JfcafGbsKtvYRbXYRae4m0u4l5g8SDEVQGLSqTHikaQ2s3E+ny4Dh/AUt+fx8aW58jIksy7f/YQfebVWjTLGTesAb7ORUDHrmpPIvAiXa6XjtIPBQl7g8PseXUGpeW5YXEfCF6txyl5lt/R5OagrE0cwruMmR/eBPHvvo3ZEkm48Y1ZN2ygZbH3sW2sXzMYpzxgbV0v3mYpgffRJtuQY7FUZn0pF60aNDiDYG6Djz76hF1GkS9BkO+E9Mo19Hy2Lu4ttdg31iBfWM5UjBCPBQd1bOdDdjWl7GoLJOTv36Fqk8/iBSOoc+2o891gCDgq2pCisZIWZRH3gzUup/rJHRBh1U3Lt55zn8snrCAT5ennGgPfDQ6Dvfw4lff5c5/Xo0gCMiyzJFn6njzpwexb6rsW3Dg1EQVURgQ9Mwb1gwa8DvT7og/youP+eh4fi9xfxhjSTq6LDv6LHvfOpSZNtSWvhrbA2GRuIT34Em0zhT0wxSJGg05LuE70kzve9VE2t2UfP3GMQlmzBei5ZGtWFcUYl1dMq4+RyLU0kvDL14i6grgvHgxTX95m/Jv3oxlReGYzxGo76Tjn7sQ1CKCSiTY0EXU5afwc1dirswBoPb7/yTu75ukFQ9H8e6rJ+3qFWTfds6QQVDPgQZOfP8ZCj55Ga5dtbi31xAPRjAWZ7Dgx3dMyXXPFDFfiFBzD6HmHuSYRMrCHHQ5jjnztjKvF3RQGD9pC+zoUjTsf/Q4y28vZ+9fj1H19Akqvv9hjIUjzyIciZa9nbzwla1oy/PJ+/hFWJYXjqleiaASsSwvnMAV9B2bsjiP+p+/RPG/XTvmP2a1WT/lKxTps+2Uf/c2et46gv9oMxnXrUKTOr6V7I2FaYNmmMqyTM+bhzn+7SexrSuFuIx7Ry0Lf/4x9Nl9K9FEur2c+OGzHNv/CBnXr+5bwafHR7THj2tHDYWfuxLb2tKBcM7RLz+M47wFU3fhM4TarMdckY25IjvRpsxJFAFPMgRB4KofnsPj//Iqx16sx9sW4NY/X8ohceziLUsyPSfcNLzbxq4/Huay76ynpWT08Mp0oDJqiXZ5YYpCIhNFEARSL1g4ZUuRCYJA6oWLsK4qov3pXWgcJjJvWjcg3gDa1BQqvnsbbU9up/PlA2gdZjQOE8bSDBwXLhqSYpd1y3rqfvI8llVF6LPGthyZwtwnaQV8slkTyYwgCgiCQPuhHgB6G7wwhtsRbOym8YFX8R1uptqhJnNRKh944CJSS6y0tE+z0cOQdcsG6v73BSq//+GErjIzHO5dtYRaekm/ZtWEKyiqLUZy7jxvxP2CSiTrlg0Mt2xHoK6Dzhf3kn//ZX2ldFeX4DhvAZ3P7yXv4xdNyB6FaWK+DmKG5dCEZ2JOZ+x5puPa4+XA4zUUX5DDmo8vorvGxeavv8e6e73oUjT4u0MICOSty6A6ZflAnLzrlYM0/eF1sj9yLkVfunZgAks1QALEG8C+oZzOl/YTau2ddQLe9cpBPPsbcG2vwbKikGiPD1mS0aVZMJZlYV6YM64V5s9GzBuk6+UDCGoV7t0ncO+sBaDgk5cPtIl0eUeslDgfmI1/l/X2NvaaxPmZRqhkoYyfaDBG1dMnuOVPl2BOM2BOM3D9L87nvV8dRGfWYEzVEwvH2f94NcHgFswLcon7Q0R7fFT+4MMYCsYfJ59OpEAYlXF2TeeHvsqQAJ49dXj21GHfVIl5QQ6h5h4af/86AOX/deu4ppEPR6THh+vdaloe2Yo2zYKpPBPf4SbMi/Oo/N6HBrUV9Rpiw2TsKCSYYHR+euAK42ffI9Xkrk7Hln+6fGr6AgfX//z8IW3f2GvFX92KLMk4zqkYcWZhIokHI6iMukSbMYTy79xKuM1FoKYNf3UbbX/fRtwfIuY+XSlSECc/kTlQ00bDrzaTc8d5ZN68HiQZOSYRqO8ckp1iW19G54v7yLh2dtZgUZh5FAFPIoKuMHsfOsrNfxzbgg/6bAf6bMc0WzVxut86TLTXjy7DmmhThiAIAvr+VErHuQuwLC8AWUZtMaK2GlBbjOOq/zES1jUlWNeU4D3UiKjX0PHsbvR5Toq+ePXQtiuLqPvJ88QD4Vn5pTfdvNdeNCvDKIlEEfAkYtcfD1N6cR72gtlXhGq8uHbWcvK3r1Lx3dvGXA42kUw2VDISgiBQ8pXr6XnnKN4DDRR86vIR+5Iisb4B1Snw/BXmBoqAJwndJ9wceaaODz8++RVtZgOubcfJuGbltC3nlkyojDrSLl9G2uXLRm3Xu+UY1jUloy68rDC/SORMzHSDWV9ncaZEAWS1pBNi4pARmuG2j6ftXDhHNBJTRUNRlVaviamMomas54iIwrDbYyp06jjhs22bqu3DbYvH4mIkGtHrtLqgIIrymXN5psu+ZD9H2B/UqLWauEqjlmbTtQBM5tzjPYegiQ/ZLqslHcBk/kYncg45QkSr1v6/ptqWX75//0yQMAFXUFBQUJgcSjBNQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRBFxBQUEhSVEEXEFBQSFJUQRcQUFBIUlRT8VJnEKmHCEyFaeaMIJel9D+TyFpVYk2gbhOSLQJAEiaRFsAskZOtAkAqLXxRJuAWR1OtAkAWFTBRJuAVZwdz8XuA+HNsixfMdHjp0TAI0RYJ1w8FaeaMOrC0oT2f4pAkT3RJuAtmAXKCfizE20BhHOjiTYBgPQsV6JNYENGXaJNAOBy28FEm8AVhsQ6nKdQZR13TuZ4JYSioKCgkKQoAq6goKCQpCgCrqCgoJCkKAKuoKCgkKQoAq6goKCQpCgCrqCgoJCkKAKuoKCgkKQoAq6goKCQpCgCrqCgoJCkKAKuoKCgkKQoAq6goKCQpCgCrqCgoJCkKAKuoKCgkKQoAq6goKCQpCgCrqCgoJCkCLI8+cLmgiAcAkKTN2dO4AS6Em3ELEG5F6dR7sVplHtxGr0sy4snevCULOgAhGRZXj1F50pqBEHYpdyLPpR7cRrlXpxGuRenEQRh12SOV0IoCgoKCkmKIuAKCgoKScpUCfgDU3SeuYByL06j3IvTKPfiNMq9OM2k7sWUDGIqKCgoKMw8SghFQUFBIUlRBFxBQUEhSTmrgAuCkCcIwhuCIBwRBKFKEITP9W//jiAIBwRB2CcIwsuCIGT3by8UBCHYv32fIAi/me6LmClGuRffFASh+YxrvuqMY74mCEKNIAjHBEG4PHHWTy0j3Yv+fZ/pv94qQRB+0L9tPj4XywVB2NZ/vbsEQVh7xjHz6rkQBGGZIAjvCYJwUBCEZwVBsPRvn8vPhV4QhB2CIOzvvxff6t9+c/+/JUEQVr/vmPE9F7Isj/oDZAEr+39PAaqBhYDljDafBX7T/3shcOhs503Gn1HuxTeBLw3TfiGwH9ABRUAtoEr0dUzzvbgQeBXQ9e9Ln8fPxcvAlf3brwLenMfPxU7g/P7tdwHfmQfPhQCY+3/XANuB9cACoAJ4E1h9RvtxPxdn9cBlWW6VZXlP/+9e4AiQI8uy54xmJmDOj4aOdC9GOeR64FFZlsOyLNcBNcDaUdonDaPci/uB78myHO7f15E4K2eGUe6FDFj6m1mBlv7f5+NzUQG83d/sFeCmxFg4c8h9+Pr/qen/kWVZPiLL8rFhDhn3czGuGLggCIXACvq+SRAE4buCIDQCHwa+cUbTIkEQ9gqC8JYgCOeOp49k4f33Avh0f0jpQUEQ7P3bcoDGMw5rYnTBT0redy/KgXMFQdje//mvOaPpfHsuPg/8sP9v5EfA1/qbzcfn4hBwXf+um4G8M5rO2edCEASVIAj7gA7gFVmWt4/SfNzPxZgFXBAEM/Ak8PlT3rcsy1+XZTkPeBj4dH/TViBfluUVwBeBv52Kd80VhrkXvwZKgOX0Xf+PTzUd5vA59aYyzL1QA3b6XhX/DXhcEASB+flc3A98of9v5AvAH041Hebwuf5c3AV8ShCE3fSFViL9Tef0cyHLclyW5eVALrBWEITR6p6M+7kYk4ALgqCh78N4WJblp4Zp8jf6X4n63f/u/t930xfHKR9LP8nAcPdCluX2/g9KAn7H6deeJgZ7Grmcfo1OekZ4LpqAp/pfH3cAEuCcj88F8FHg1O9PMI+fC1mWj8qyfJksy6uAR+j7/Oe8XpxClmUXfTHvK0ZpNu7nYixZKAJ9nsMRWZZ/csb2sjOaXQcc7d+eJgiCqv/3YqAMOHG2fpKBUe5F1hnNbqTvdRHgGeA2QRB0giAU0XcvdsyUvdPJSPcCeBq4qL9NOaAFuubjc0HfH9/5/b9fBBzv/33ePReCIKT3/18E/h34Tf+/5/JzkSYIgq3/dwNwCf06OQLjfy7GMJK6iT43/gCwr//nKvq+YQ/1b3+WvoFN6PPEq+gbTd0DXJvo0eCp+hnlXvwVONi//Rkg64xjvk6fV3GM/oyEufAzyr3QAg/1Pxt7gIvm8XOxCdjdf83bgVXz+Ln4HH0ZKdXA9zg9C3wuPxdLgb399+IQ8I3+7TfS522HgXZg80SfC2UqvYKCgkKSoszEVFBQUEhSFAFXUFBQSFIUAVdQUFBIUhQBV1BQUEhSFAFXUFBQSFIUAVdQUFBIUhQBV1BQUEhS/j8hHPdGiXjPKgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\")\n", "ax = sp.plotters[0].ax\n", "ax.add_feature(cf.BORDERS, color=\"red\")\n", "sp.update(projection=\"moll\")" ] }, { "cell_type": "markdown", "id": "15b2a488", "metadata": {}, "source": [ "Within the psyplot framework, we can encode when a feature in the plot needs to be drawn again. Changing the projection is a very expensive procedure. We first need to clear the axes and then regenerate the plot from scratch. As psyplot does not know anything about your _borders_, you have to rerun your script here." ] }, { "cell_type": "markdown", "id": "e2b117e9", "metadata": {}, "source": [ "#### 1.2.2. It results in copy-pasting\n", "\n", "Adding country borders is a pretty simple task. But imagine you have a more challenging task for the visualization and you want to use this in many different scripts or even interactively via IPython. Then you need to copy-paste your code from one script to the other and this is not DRY (don't repeat yourself) at all." ] }, { "cell_type": "markdown", "id": "0f6471cd", "metadata": {}, "source": [ "## 2. The `post` formatoption\n", "\n", "Another way that would be more psyplot-like is to use the `post` formatoption. You can find more about this [here](https://psyplot.github.io/examples/general/example_post.html).\n", "\n", "You have two formatoptions for every plotter:\n", "\n", "1. the `post` formatoption takes a script that is executed with the `post` formatoption itself as `self` (i.e. you can access the matplotlib axes via `self.ax` in your script\n", "2. You can specify when your script is executed via the `post_timing` formatoption.\n", "\n", "The plot above would be generated via " ] }, { "cell_type": "code", "execution_count": 6, "id": "40fc0cf7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\n", " \"demo.nc\", name=\"t2m\", map_extent=\"Europe\",\n", " post=\"import cartopy.feature as cf; self.ax.add_feature(cf.BORDERS, color='red')\",\n", " post_timing=\"replot\",\n", " enable_post=True\n", ")" ] }, { "cell_type": "markdown", "id": "8808b992", "metadata": {}, "source": [ "### 2.1 Advantages\n", "\n", "This way, you can use your standard matplotlib script (`self.ax.add_feature(cf.BORDERS)`) and still benefit from the interactivity via the `post_timing` formatoption.\n", "\n", "Changing the projection, for instance, now also redraws the country borders" ] }, { "cell_type": "code", "execution_count": 7, "id": "fb185295", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\n", " \"demo.nc\", name=\"t2m\", map_extent=\"Europe\",\n", " post=\"import cartopy.feature as cf; self.ax.add_feature(cf.BORDERS, color='red')\",\n", " post_timing=\"replot\",\n", " enable_post=True\n", ")\n", "sp.update(projection=\"moll\")" ] }, { "cell_type": "markdown", "id": "232531aa", "metadata": {}, "source": [ "### 2.2 Disadvantages\n", "\n", "1. It's not very pythonic. The `post` formatoption takes python code and executes it via the built-in `exec` function. Using `exec` is always a security issue. This is why you have to explicitly allow the `post` formatoption with the `enable_post` argument in the call above.\n", "\n", "2. You have to add your python code as string so you do not benefit from a lot of editor features, such as auto-completion, etc.\n", "\n", "3. It's hard to change the style of the borders as you have to change the script that you pass to the `post` formatoption" ] }, { "cell_type": "markdown", "id": "af01adde", "metadata": {}, "source": [ "## 3. The formatoption approach\n", "\n", "The last approach here is the preferred method when you work with the psyplot framework. We generate our own formatoption and add it to the plotter. With this, we can make most out of the flexible and interactive framework, and we can easily reuse it across different scripts.\n", "\n", "Formatoptions are just subclasses of the `psyplot.plotter.Formatoption`. We used a formatoption already with the `post` approach from above (the `self` is a formatoption). Our formatoption looks like:" ] }, { "cell_type": "code", "execution_count": 8, "id": "e87cc489", "metadata": {}, "outputs": [], "source": [ "from psyplot.plotter import Formatoption\n", "\n", "\n", "class Borders(Formatoption):\n", " \"\"\"Draw borders on a map\"\"\"\n", " \n", " default = False\n", " \n", " def validate(self, value):\n", " return bool(value)\n", " \n", " def update(self, value):\n", " if value:\n", " self.borders = self.ax.add_feature(cf.BORDERS, color=\"red\")\n", " else:\n", " if hasattr(self, \"borders\"):\n", " self.borders.remove()\n", " del self.borders" ] }, { "cell_type": "markdown", "id": "b20dee9b", "metadata": {}, "source": [ "This formatoption defines three important attributes:\n", "\n", "1. `default`: The default value for the formatoption\n", "2. `validate`: a validation method that validates and converts the value for the formatoption\n", "3. `update`: the method that adds (or removes) the borders\n", "\n", "Adding this formatoption to the `mapplot` plotmethod in psyplot is straight-forward. You just have to add it to the underlying plotter class that you can access via the `plotter_cls` attribute:" ] }, { "cell_type": "code", "execution_count": 9, "id": "b4479222", "metadata": {}, "outputs": [], "source": [ "psy.plot.mapplot.plotter_cls.borders = Borders(\"borders\")" ] }, { "cell_type": "markdown", "id": "7afb47b4", "metadata": {}, "source": [ "Now you can draw borders via the `borders` formatoption:" ] }, { "cell_type": "code", "execution_count": 10, "id": "03016d7a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\", borders=True)" ] }, { "cell_type": "markdown", "id": "ce8642a5", "metadata": {}, "source": [ "and you can remove them via `borders=False`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "7763eef0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\", borders=True)\n", "sp.update(borders=False)" ] }, { "cell_type": "markdown", "id": "88c86acc", "metadata": {}, "source": [ "and you can profit from the interactivity of psyplot and change difficult aspects, such as the projection" ] }, { "cell_type": "code", "execution_count": 12, "id": "9124f942", "metadata": { "nbsphinx-thumbnail": { "tooltip": "Example how to extend psyplot with your own plotting scripts." }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/psommer/miniconda3/envs/work/lib/python3.8/site-packages/cartopy/mpl/style.py:90: UserWarning: facecolor will have no effect as it has been defined as \"never\".\n", " warnings.warn('facecolor will have no effect as it has been '\n" ] }, { "data": { "image/png": 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ypYcICR+AXNG1ESOeqkBcFg/W+Oazqk8PAQSRwBHnls/nwWquwGIqpq6+mKK6dDxuOzFJk9EiECAOBtGHxVyO1GHusg2rrrXA22Fp+nxeMvf/RFKfWY2RGdC5/uHTbaXXVqaTtmseMpkaqVaHJqTrLKIeOoZWF47X68bP0PRnZzWXH/dad8Dn8xAaOQSlyp+yos3kHVqCISCB0MghhEQM6pKnP0NAPFKZku1/vIpaF4JKHYhGG4LWLxyNLgyX04xEIkGjO31RTRKJDD9DFH6GKCJiRrV4XG1VBsairW1JCD8ldGsXytEU5/2BQulHaOSQxtfOZPEGCAztjSEwEaXKQNQlN572+Xs4eZwOI16Pg+K8dUTEjGqszR4WNYzcjEVExo3tFi6xkvwNlBVtw2atAlFEIpEiSGT4fF4sphK8XhcBIb2Qy0+/n14qUzJwxB3YrNU47LU4bDXYLBVUle/DZq7A42nQR40unJCIAai1IRhrsrFbq5HJ1cjlGmRyTcPfCjVqTQiGwPgm1nx1+QEqS3ejUOlRKPUoVXrkCh0NbSpEVJpA1JrgbvGzag9nhIA7HSaK89YzdOyDCIJwxkZlVFekUVuVAaKIy2nGaqkAIGrG1V28sh46ilobTP/ht5N3aCkabUijgPsHJePzeTEZCzAExHftIgGvx4XDXkts0hSiEyYhCBJ8PjcSibzV8sSnC0EiResXhtavqZUtiiIetw2ZXI2proCq8n0UZK0EILnvZciVOjxuG26XDbfbis1WRWnBFtwuM8HhAwmJGIhWF4afIRqzqZiKkl24HPWAgE4fiezwDctuq8brceLnH4PeEIuffyx6/5huH857Rgh4YfZqwqNHoNIEnhLxPl3Wt8tppqY8jbhe56NQ6ND6haPSBGIxdO4m9qnOvOyhKYEhvcg7tASt/s/oIUEQCAkfQG1VRqcKeH7WCqrLD6DWBqPWBKFSB6LSBKHTR6JQ6vD5vJQXbcM/KLGJyyE2eSqhkYPJy1zOjnX/JT7lfMKih3X7pheCIDT66A2BCRgCE0jqM4u66iz0AfHIZM3/7tgsVVSV7SXrwC84HXV4PS4kUhlS6ZEwTxGruZzohAkkpM4EGgxFc30RZmMhRbm/Y6kvRqUJIii0L8Fh/dDqI7udhd61Au47cfyk1VxOdcUBBo++F2jfxmVbOZUWvdtmomL3apT+oQSOHI6keAMkhqOMSsEDWNo5Xo84d19qKg6i0/9ZldEQlERB5vJOncNqKsPrcRISPhCn3YjFXEp1xX4spjIi48YSGjmY7IMLAND6RZDSb3ZjKQaVJpA+g6/FZCwiN2MRJQUbiEmcQnD4gCb7St0dQZAQGJLa6jEaXQhxKecRl3IecCRgwIXH48TrceL1OvF4HMjlf27gKlV6lKp+BIc1tHAUfV5M9UXUVBzg4O6vEBEJDutHcFh/9AHxjT9nQei6MKMubegQHjl8d69BzddBd9jrKMhaSW3VIeKSpxERO6bxAzuTXCgZP72OvbYUmUKNKIqIoo8+Vz2BQuffofE6U8DDN3fv0MozCafDxO5NbxMeM5L4lPMB8HrdbFv7MrFJUzvNF+7zuknb9QVSmZLeg65tFF6HvY68Q0upr8un98BrqKvJpCjndwACQ/qQOnAOVnM5uRmL8XgceD1O3K4/zYfIuLHEJk1DodSd9BrPRkRRxGYpp7o8jaryvUilShJ6X4jP68JYtHVVUXna9K5YV9d25IkduSu53xVNvtVut42inN8pL95BROxoYhImNvFDnUniDeBxWKnL3kX5zlVEjroQudaAPqbjRZ16BLx7YrNUsmP96yT3vZTIuD/bBNptNRzc9RUaXSi9+l+OtIVH/vbg83o4uPtLtH4RJKRe0OS96vIDZKf/xtCxDyKKIlvXvkRY5FCqyvbg83mIT5lBSMRAJFIFPp8bY002Rbl/NDbMBhg15RmUqu4Tu97dEEUflaV7yc9aDj4fAfrgZWWV2TO7Yi1d6gDz+cTjTJKSvPWU5G9A6xeOqS6/yXtning7jFVYK/IBkKm0hPSfQPx5N1C6dQnq4HOrTsi5gkYXSr9hN1OQvZKc9IVUlu7BZq1CpQ5g8Jj7kEhk7Nr4NqUFm/C4Ty7qTCKVERk3FnN94XHvBYf3JzxqOAd3f43P6wZRJCp+HKkDGzbK87OWk5OxCJ/Pg1oTRETMKEZOeoLxM/5N36E3oVIH4nZZT2p9ZzuCICEsaggjJz1BVOJEBIQuy6XvUh+4RCKINMTxNBKTOAWJRI5CZaCmMo3ivPXE9zr/jBFvgOq0jdRkbCX18kdQBTRsJPlFpSBIpfjcTlB37DH1XPR/u5xmaqsyDkdLKPB6nZjrS7CYSpArtASH9SMwpHe3iBYICu3D4NH3UVW2j+ry/eRlLsPjthGdMIleA67AWJtLeeFW8jKXExzWj/CYkej94zrkWlFrQ7BZqhBF33EbkXEp5yFmLmfP5v8BIrs2voUhIIG4lPOpqUijtjKd2sp0kvvNJjJ2NAASifSwf7dfZ3wU5wSCIEGjDcZZJ/V01Rq6VMCPtcAdtlpyMhZht1QhSKSoNUEU5f1BWNQw/AqOLwDUHUXdbTVhLs7EEN+PvBWf0+vyRxC9Huw1ZXjsFhS65rMfT4c4O6ObukwKTnEbVmXxyf18NCU+shd+iyCVIVWo8XncSKQy1GHRBPfri9tqpDR3H5kHf0EbnoB/wgDko/sj0/l1aD5t6UktF78CN2ptMLHJUxtfc9jryNz/I7sr0vAzRKPSBBIePZyaioNUlOwEYMCI2wkI7tWuuVRqfzS6UPZt+5he/a9sDF+EBmFJSJ1JXPJ0qisOkHdoCfV1eTgd9fh8bmKSpmAISECnP7k+q5q8upM6/2zAarEg8cn9u2r+buMDLyvcSn7mcqISJhAU2gev14WxJpu6qkzCY0YRFjWkyfndTby9bieVe36nct8f+CcMJGrsJRRv+IX6/AMgkaAKCMMQ25fwYcfvdZwuy/pYAT/VdETAXdWV+NwuJEoV7u0HqcvaRa/LHkKQtOzt87ocmAozqMnYgrkkC8OIsYRdfEWH1twZIn4souijtjIDp6P+8AaiA4/bjsdtp74ujz5DbuhQqKEo+ijOW09R7loiY0cTkzilscDb0fi8bory1lGSv4HA0N4ICFhMJQwcdfdJJ+6c6yJeZcmh3LXz++KKnGu6Yv4utcA1arkXkBVkr6aydDcDR93dJJBfqdQTEjEItaap9d3dxBvAVHCQ2swdSOVK6gsPYszbh8/jAlFErgsgYfrNHY48OVNxRrvbJOIeqwXzvl2Ydm/Ha7Mg1WjxORuqvSVNv/048TY4rAwqz2doWQ4eiZR5g6cgTR5MddoGBLkC/cChALjrjUg1WiTyrv2+CIKEoLC+HTpXFEVEnxeJ9PhfVUGQEJM4idCIQeQeWsqO9f8lqc8lBIc3rSYokcqJS55GWNRQMvZ8i1yhxc8QQ9qOzxkw8o6jYqPbjy0h4JwX8a6kyy1wtTZMKC3YzMBRd6NU6XE66qmuSKOqbC+munwSes0kJmly43ndUbyPxWWpa/CDp29FExpHyIAJ+EX3atHXebZa4HBiK9x8cB8VC75Hm9oXw+ARqBOSmwj2cRaxKPLJb/9D7XaxPzQWuc/Lebl72RWRxEd9RrM7bSOlFXnEJPfiYG4WglSGYcRY/EeMRebXtsiKU2GFd5SKkl0c2vc9CpUBtSbo8J9gVNogtLow1NqQxu+VsTaXjL3fkdyMiB/B5/OQk74QY002MpkamVxNn8HXdcoewrko5F1tgXe5gEukaqGm8iCGgHjM9cU4HUbUmmDM9UXEp8wgJmnKGRH/LYo+LKU5VKdtwlySSWCv4QT3G4/KP6TV807nxmR3E3Dz/t1ULl1A1I13ooo4HJ0jily2ZwdmlYrVvfuDIDQVVFFk68dPMO3mF7AoG0RH77ByUeZO/rJpAXVqHZl2C/dHxlB35fUgitRtWY95/260qX1Rx8Qj9w9EHhCIzD+wReu8u4i4xVTK3q0f4GeIISi0L4JEisNWg91Wg8VUiujzYAhMwj8oicCQ3ricJvZv+wS5QotSbSA4fCARMaOOMx7KiraRd2gJksMd55P6XExw+MCTjlU/10S8qwW8a8vJaiRETb4Uvy3RuF0WwmNGYjWVkZ+1nJT+VxARM7LJ8R35pTiVom+NBHd9HabdOzDt3oYgl2MYPoaEa69GolThBU4mIKsrBLczaIvbxLR3B1XLFxJ9090owxvuYpeu38Oza39A73ZQ7BfI7K27eHHSHMxKDTKvB1EQ8AoSatU6BpfnsSGuwS1hUmlxSaVY5SrWx/Xl5fFXgExOgKthroBhV+LpN5ParJ04ckqwm/fjNNXgthiRqbRoIxIJTBmGPqY3gvTkMxLb+j11u2w47LUoVf4tJtAolHoGjLiDuuosCnPWoNNHktL/clTqhs1wu62W+poc6mqyyTu0BLUmmMj4sfjpoxEkEvKzVlJasJnI2NGERg1tTD2PiBmJ1i+c9N1fIZOrSd/7HeqslajUAWj9IojvNaND2ZlHlyg+18S8K+hSAVer5V5dvlOGJhCbtZLstAWIosiAEXeg05+8aXqqxNvrdmIqSKdy1VYcJUX49R9MxFU3oYyM7rRaCWeqeLeF+l1bqV69lOhb7iVZJqNP2l7yg0MwqrTo3Q62RqWQUFdBiLWehV+/yP6wePpWFSH3eijVByIRfRQZgo8ZVcDP7eCN0bNwyY7/uctUWkIHTGzymujz4bYaMRVmULF7NYVrv8c/eTCBKcPQhMa2+LMUfT7qcnaj0AWg8g9F1s6wUJ/PS1nhFgqzV6NQ6bFZKhk/48WGAlNeDz6fG5/Pi91aRfqebxB9Xvz8Y0gdOIeywq3UVqYTGTcWALUmELUmkPCYEfh8Xuprc6iuSCMr7WdkcjVBYf2QydQYa7LJz1xOWNRQEvtcjCBI0PvHMmTsQ5QWbMTlMON2WdD7x2IxlZB1YD69Bsw5qe9zj3/81NOlLhT/4KTdVlMFMrmawJDeBIb0xj8wocWGxe2lowIuij48NjOi6MPrtGOvLcdRW46jrgx7TRluuxl1bDz6oSPR9RmARN7xTaCWONMFvDkrXBRF6jaswbhtE9E3340iKISnl/3KLZvXkRMcSlJ1JQATbvs3ccZKrtu3jvGF6Tjkcr7pP5EVyUMYV5ROdkAEeyMSmowt8flY+tULfDxsOot6Dcchb3/Go7O+mtqsndRl7gRBILDXcAJShqHUBzY5zudxkbXwfWwVBQDIVDpUAaEoA8LQx6TinzCwRSu8rjqLnPTfUCj1JPWZhUoTyKaVzzF49H14vS72b/8EiUSORCJDIlOQ1GcWAcG9qCzdRXHeehy2WhJ7X0RU/LhWr0UUfZiNRVRXpFFTkYbP58HPP4a66kz6DL7+uFoiPp+Hmoo0Sgu3YLdWIQhS/IOSiO91wUlnZZ7NIt7VLpQuFXC1LmR338E3HldCsjPoiHj7PC5qM3dSue8PvA4rglSGRK5EHRiBKjAcdWA4qsAIlPpgbNGnNon1bBNw0eejatmv2PKyibrxToaa6vn4q08IsFn5aehInrnsGiJyrag9LiqOjpUXRUYXZ/LKynmsTBrMi5OuanHOhNpy/rr+J3pXlzBv8BQ+HzwNTwdcIqIoYqssoDZzJ8acPSgDwgjpPwH/xD99xKLPR+X+dVTsXk3kyAtR6oNwGCuoTtuEKjCCmAlXEFDx543dbqslN2MRFlMpSb0vJiisH4Ig4PN5ObTvB+zWKhz2WiJiRjVWxzt+XT6MNdmotaGo1P7tux5LRaOYB4X2bSzy1ByFOWsoK9pGQHAK1eUHCI8eRnTC5JOuk3I2Cvk5LeBJvcZuj0q6tNPdOB0Rb1NxJoW/f4c6OJLQgZPQRSZ3adTI2Sbgxu2bqN+1leib7kEtk/HpFx+yss8A9kXHUhQQRPXhCJGWNg/jjJX88t3LTL/peWo0rVuEoRYjz6z7kShzLVfPeRzvSTzR+bweTIXplO1YhkypIXrcbNRBf34B6rJ3U3NoO8kX3QVA+a5VlO9YjtIQzIhRjwIiBVmrKC3cTFT8eKITJnaL+tutIYoiWQfmI0ikxCZNoyB7JWZjEcPGP3LSY59tIt7VAt6ltVDsDk+n17Bsr3j7vB5KNv9G4e/fEjvlGpJm3tGQ9t6FdX/PdPE+Fq/DTs3vywm75CqkajWj8rMZUZDL6t792R2b0CjerVHgH8r2yGTeW/ThCY+t1Pnz3siZ+NutJ12lQiKV4Z8wgN5XPIZ/0mCyF76Pvba88X2/mFSsFfkYc/ciiiKmogx0EUkkXnAblnhFw/erYCN9Bl9HXPK0bi/e0FCDOzZ5GlVl+5ArtCT3uRSbtQq3++S7e9oSAs66Xqyi4OmytqdduonpVCMcEdyOhl21R7CPtZxdVRWU/foVMv8AYh98HKlGe1JRI8dytglxR6ldtwptrz6oIhpStzcn9qLEEMDQojyKA4PaHLL31PQbmf/dK1yavoVf+4xu9dhLMrbxS5/RzbpQjnzXRFHE53O3mshy5PslSKSE9BuHRCojf+U8el3+CFK5EplSQ9LMOyhZ/QP1u7eSnHg+6Xu+pn7zBqLixyEo9YREDKSkYCMBwSltu9BugEodgEYbjLEmi8CQ3kTGjiZt5xcMGHH7Sd2EzjYLHEDiUx27o3765u6qiQF0GqUHTk9HnKPF21leQsWi+RTNfRfDiLFEXnMrUk3ndeYWfb42H+utN2PZtAvbzgM4MnLwGE2dto6u5MjNy11XQ/3OrQRP/dOv+9CapeSGhLJowNB2jVmn9uORmXfw2ObfTnjsppjeXJ6+mcl5+497zxwnx2ouZ/2yp9i44m/sWP8GWQd+pqJkF3ZbDa25FQOSh+KxW3HUliGKPmxVxcg1fiRf9Qh6/zgy9n3P4DEPALBr49tsXv0PLPXFGPzj23Wt3YGQiEFUle0DwM8Qg9lYiM1cfoKzWudss74BfBJHdVfN3eUt1U5GvNtjffucDkz7d1O/cwteixn9kJHE3vsYcsPJf6FEUcS4bQPWzHTcNdW4jbVohg8g+ParEOQNH7GruBzLhu0oE2PRDOmHu7Ia0/L12HeloeqbjOj14czMQ/R4iH3/nye9pu5C1crFBIyZiExvQO7xMLQwj7vXr+GqOx/Cdzjj0hrZ9sSZao0fKo+bEIuRqlZKE2yM68sDF93FW0s+QedysCh1RJP3VeoAQiIGUVuZgUyuQiZXU1N5kLxDSwERvX8c+oB49MZ46B8HAljL86k6sB5dZBKa0DjKti2mNnMnglSG12EjNGwQLocJiURKUp+LiUuZjujzNLYEO9MIDh9IftYK2NeQ5RmdMAE//5iTHvdsCy8URNnp7wR9mC4X8I7SmniLoojLVIOlLAdreT52Tz2O4gLUCUkETZmBNrl3q8WR2oMoilQv/w1rTibB02YiDwpB5qenbPm3VLwxF8PF0zCv2ogrrwjt+OFY/thGzbyfkSjk6KaOIfKl/0Pq1/ALXv3xd8gjOz8ip6uwF+ThKMwn/LKG/Z3x2Yf44Ju5vD/xPA5GtL8uuttmZn9ZLuMMIai/+TeeCbORpo5sMew0PSSGe2bdyxvL5qJ2u/ix/5+hd7YkHX1k1+FyminKXUtZ0VYiYkbRZ/D1OO111NcVYDLmU1GyE/uOWgSJFIVfAIa4foQMnERN+haMOfvofeVfkKl1uCxGajK2oqzxx+2yoVD6HU6a6dx+p6cTpUrPoFH3Yq4vQiZXo9a2nlXcHo5Y4meDkJ+zPnBXnVNKePvPO1a8RdGHtbwAa0U+tsoCrOX5AOgik5D3TsTfMADV7GvaXAujPdT8vpy6LesJvfgKFCFhyAOCECQSgu+9nrrvF1P75S/op48n+J7rkCga1u2pq0eq0yAck8btqaxBEXdyJT67C6LbTcVvPxAyYxYSRYOPeVtCEi6plDfPu7Dd4xlz91Kw9nv8olIQB05kVt5+1mxbyqGdqwgdNJng/uOb3XjODQxn3uCpPLvuR5amDG1Mvz+CQulHUp9ZRCdMIm3nZ6i1wY0NtI9UwPS47ZgiRORaAwCmokOUbV9GyqUPNCbxKHT+RAyfQcTwGWhPU5Ps04FOH4HuqGbNnc3ZYI2fsxa4W/HnJmZHqVNWUbHge7w2K5rEFFRDB+AfPQt5QOAJI0k6Y5NRMSEVg58Xc2EaNRtXITocRL/+LIJERuC1s+DaWcedIwswNDtW0J3XUPHS+8gjw1D3b1996O7CkfDBqhXLUISEoes/uPE9p0yOwutF6vXiPWZzsTU3is/jpmTzQhJn3IZfVDIAu5OH0Mtmwue0U7DqKxT6IAxxzVf8qzwsvAJNfdtNv3tBRAVdS86iD1EOG4RM1fBU1PA050Sh+XOfylZZgFSpbvEprrnv9OnY5zlT6Um/7zhdKuBardLT0TWIokjVvnWU7V1F0MTz8B89odPcIu3BU1OH12zBZ7MjulzIQoMa/d7tRaJVIwsLxrJx5xkr4AD2onxMe3YQd9/jTW6ikzIPsj8y5jjxPhHGvH3Idf6N4g3gkCspMoQgNVYiyOSYiw+1KOA7IpMAuPzgFuYNngIt3Ng1wVH4Jw+mbNtSYiZeCYCpII3cFZ8j1+jxTxiAf8JAwoach1ShJvOXt4k/78Ym6+qhh9NJl0ahnAx1WTupyt5C7J0PETB2UrvFu7NC/Ly1Rmy70nAVlaKfMZGwJ+7u0DjOvCLK/vE2ithIgm8/xa1yTiE+t4vyX74j9MLZTTrjyLxe3v5+Ht+OHNvuMXXhiThqy/HYLU1et9eWk/3bewT3HU3U2EtbPN8hV/J/02/m5j1reGTLwlbnihg+A2PePmzVJQDU56ehC4snbsq1yFRaijcu4MCXz2OvLUMdGEHB79+2GrVyhO5cSbM7cSZGqZyzPvCO4rFbKNm8kMibbkcR1HkbKx1Bf/4E/KaOxbp9H7Xz5mPbsZ+Ivz/YpnNFjwd7Wha27fuw7z9E0E2XoxnWfB3nMwGf3UHp11+hjo7F7yjXyRF+HTScx1Yu5reBw3DL2v7Vk2n8kGv0mIoPEZgyDAB7bRnZiz4kavQsAnsNO+EYq5MGUafW8cayuZgVaj4dOg1ROP6mL1NpiRh5IdmLPsAQ3w99dG8EmZz8VV/R67IHCB92Pk5TDca8/UikMuKmXtelSV9nI2eaX/yc9YHbnG5p4IkPa4LHbiFn2Vz8hg1HFRXboXk7O8HGVVyG8cclSNQq/C+fgejztfhE0ES096YjjwxDM3wgAXMuRGroWC/H7oC33kzlG5+iDo0j9Jh2Zlfu3ML9a1fgEwSCrRbUblebBdzn9ZC/8guU/iEEJA4GwFZdQs6Sj4geexkByUNaH+AodkUmcetlD/HGsrnsD4tjW3TzbqrgPqPxi0ymviCN6vTN2KuKEaRSqg9uJmrMJSj1QYQNmtzmeY9gjpP3+MLbyNkUpXIqOaMscKeplpzFH6IZOIDg8y7q6uU0ItXr0I0fjqu4jJp5P+OzWJFHh6OIiUARHYE8Ohyv0YR9bzr2fRmNou1/xQUtbmieSbgrqql8fS7asUMxXHIeQsmfN69+pUU8vnIxN99yD1aFConow6Ru3mA5diPT53GTv/orQCT+vJsQpFK8Lge5y+YSPXY2AcmD271WURCIMdWg8LbeSFxpCCZ04CRCB07CbTVRc2gbdELdoB4Rbx9ngjV+zrpQvKq2FYby2m3UbVyLcfsmgqbMIGD0hFaPP90p7LJAf/wvn9H4b5/NjquorOFPYSmWTTuR6rSoB/bG/8qZZ4VoQ8N1mlZtxLxiE8HTZuI/bCyUND3mov27Wd53IIfC2xce6baZyF32KQpdAHHn3djYE7Js+1L8onp1SLwB8v1DeGHSVTz7xw/kBoTz8fDz2R2R2Oo5cq2e8KEtV+9rL53tDz9bbwjdXbiPIPVpTz67qYN0bVNjZUNT45be9zocGDf/Qd3WDeh69yPunseQB7TudOkO9UckGjWq1ERUqa0Lw5mKz+7EvHojphUbUA9MJfbOh1rci7AqlPQqL2vX+LbqYnKXfUpQ71GEDzu/0cfsdTmoydhGv+uf7fDaRUHCgj6jWdxrOBdk7eKllV8wv+8YPh4+48Qn99BDM3gl1qKumrvbulDMaXupXDQfTXLvVgXiaLqDeJ/NiD4fphXrMS1bh6pvMuFP34s8IgRFKy3U1vTux5W7trZ5jjpVDcWLPiR6whUEJA1u8p61ogBNcFRjjPbJ4JbKWNh7JJtjerPsy3/wxeApOGWd35jjdHC2umXOFD/4ObuJaXW5pS1dee36NYRddjW61H6ndU09tIxx/nIch3II+7+7UES1LeU/OyQcuddL/5IiDkSd+EnTVVGKJizuOPEGkMgUOM11eF0OpApVe5ffLAF2M/UqDc4zoMxra5ytIg5nhh+8q+iWceBeuw1XdSWapNQTH3yYHuv71GJeuxXbrgOEPnJrm8UbwC2T8eOw0ZyXfnxVwObwmE3IW2jYoItIQB/di9Iti9o8f2soPS5eWfkFr429tMXknjOJsznWvDvHh3flJmaXCrhWIfce+5ooilSvXoo2ORVJO2KFezi1WLftIeCqi5Dq2u++8AoC4SZjm6I4PGZTY82R5ogacwn1BQexlOa0ex3HcuPetWQHRbCk1/CTHqu70CPip58eF8pR1KxagqOogOhb7218rce67nrkYcF4a43NvueMdjfbxPgIS/sP5vUfv+SzeR9w73W341C07Gv2mE3IomNbiU5SYxgzjurqNIThSY2vtrUc7RFSakq5dv96brz8kfadeAZwNtdiaUnEu9LF0pUC3q0s8Jo/VmE5lEb0TXchValbOq2HLkAeEYqrtLJD5+aEhvO3S65iVF42cbVVrR6rCA7BtHMrPqez5bUEh+Cq7XgN/Zj6Kt5YOpfXx1xCqT6ow+P00AN0bUOHbuMDN27biGn3VqJvvgep9s/u1z3Wd/dAHhmGu6xjAg7w+MpFZIWGcyis9cD/gHFTUIRFUPrd54ie5pNtFIHBuKoq8LXwfmsE2Ux8sPB95g2eyuJjmjyczZzNrhXo2l6b56wFfgTTvp3UrltN9M33nJKa3T2cPPLIUNylFR0+/71J0/FzOJB7j9v2aIIgCITNuhKJUknRZ+/hrqs5fi3BoSgCg8l7/Z/U/L4cr8PR4ngui5Hq9C2U71pFyebfkP3yNtep/fgqtneHr+VM5WwXcei+fvJTRZcKeH1drbRuy3qqlv5K1I13Ig9o+jjbY313H6QBBkSXG6+1YxvuW5J64W+3onW17Bo5giCVEnHVTej6DqTwwzcx79/d5H2JTEbUjXcSfcu9uKoqKJ73PqYAO9CwCe401VB1YAOZC94h48f/YinNwed2IFPpODh4KhnRvTg0/w2KN/yC+5gKhz2c+ZxuET9nU+mdNdWCKJURdcMdKMNOXdePHk4eQRCQR4TgLqtEmhzfrnMlPh8v//ItlX4GzMq2xW8LEgmB4yYjN/hT88dK/AYcX7RKGRpO+JwbqVq6gKK576BUGrBVFSORSNFFpRA2ZBp+0b0a0/CPJrj/BDLmvwaCQPS4y9p1PWcyZ3O8+NGcztjxczYKRZ0aJ/rfdoUA4OTs/1Kd6cgjw3AXlqFqg4B7HQ68VjOKoBAmZGUwrCCXK+55rN3NHJwVZWiTW3Z3CIJAyMzLMO/fjUSpJCQyBqnOD2dZCZaifGp2/Yy7rhZFSCiqqBh07gB8Hhfmg5tRB0YQObL97d3OdFpypZxtwt5WS/xkhV4iKrtsJ7xrO/LIW6+F0kP3Qt0vBeu2ffhNHdPqcR6rhZJ5H+KuryXmtgfwSQR8ggSjpv0x5JaD+wi77OpWjxEEAf3AoYgeD7Ubf8e0dyd4vWiSUlCGR6Lt3R9XVQWWzHQsNSZkUjk3FB+i/uJ7OCA/M9Pne+g+9NRC6eGMQNU/lZovfsHncjc2aD7CkVhwt8lIybwP0fUdiCI4lLpP/8cLdhuB7UzK8trtmPfvwuuwt7nuu8/lpOb35UTdcCeapF5NGy2kNrRb05bC0NJsnqyv4pKolHat6WznXHGvHMuZnKrfI+BnGdYd+/FU1iD11yN6PHiNJmQBBnQTTj5kTqrToIiNxL47De2owce9766rofjzDzAMH03ghGkAKIvymVZazIyxk9o8jy0nk9LvPkeTlELEnBvb3C5PqtGi690PZ2kx2uTmyzBYI2Hclgw2x/Q+K9Lne+gcTqZw1jkfRthD5+DIyqf2qwV4TRbs+zJwZuVjWvoH7vLOyzMwXDyFuu8XU/nuF7iKG8rEeowmLJt3UTT3fwSMndQo3gDy6ReTVVfDgpB21E+pr0PXZwCR19yKJj7pxCccRdDUmdTv3kbp9/Mo+/FLfO7jLcqf+o5lRvZuNK6Www/PVc6FUMPWONPCELvUArd43dIz6+Pqvvhsdqo/+o6gW65AM7jBXWBesxl3cTn+s6d32jzq/qlEvvwElt83U/HfT5AoFfhsdpSpiYReNBtdnwFNjpcolQSMm0LN78uIvObWNs0hUSjxuV0dWp8yNJy4+/5C3cY/qFmzlMtCw7krP4dVfQbw26BhWJUqyvSB7I5I5M6dK3lrzKwOzXM2c666Uo7QXpfKORtG6BPFs/oZNjTC2OTflWX+p2yuuvnLUA/s3SjeruIy6n5YjP7CyZhXbQKJgKCQo5s4ss0uiZaQKOToZ0xEN2kUnsoa5NHhjWMeHU3kKinHmZGLdvZI6p5ai9mbjyLuxJ15vLVSPAftLeYBNFd3xetwULfxd7TJvVHHJRA0eTqKghzi9+8hM7kXl+zdyf+tWMjLF1zKkv6D+Wr8GD7++hO+mTSK/ODQNl13e+utnMl0ZT2VtjwFnOq1tKfmyjkbRigRBBE4q0X8dCB6vdi27yPi7w81vmZeswWJXoe7qAxpkD+iy4Nl3Ta0Y4YiKDsn8kKiUqKIPT41XhRF6r5diHXLHkSnE93UMegvnELdz8sJfeTWE3ZxF5QKRGfbLXBbfg7lP32FKjqW+u2biLjmFjTxSTgionkvXkXQpIZ2aIlVFbz241c8u+QXfAjkBIdgsHeZ8XTGca5b5t2RLhVwnfTsDSM81vo+lTiz8pEFBSAL/tNqCLppdpNjHIdycRUUI+kk8W52HTkFWDfvxl1Rjc9qJ+KFRyh5/CXwePGbPArL2i3Ytu9DO3JQq+MIKiW+dgh47R+rCJp6AYaho7DlZFL23eeEzroSfD489X9aTLkhYcy+9zEUh2uoXLR/N1/PfZcxT/4Ts7qneFp3wa/AfUIrvKtuJs25V87ZeuA9dA62XWmoh7beuci+LwNVr4RTtgbR7aHqg2+Q6HXoJo0k9LHbcOw/hKpfCoJchiCXEXTbldR9uxCvqfX0ddHhRJC37b7uczlxFOfj16/hpqBJ6kXEVTdRu241toKc41vxCQIuuRyXXM4vQ0ci9/m4IG1Pm+ZqSwPus53TtcnZFnHuqg3X7rTR2SPgp4lT6f8WVEo85S2XaXXmFmHZsAO/aWNP2RrsBzKRBQfif8l5aIcPRKrTIo8Kx5VfTP3SPxDdHpRJcWhHD6b224WtjuXMLkCZ1HLs99G+cZ/bDYKAIFegdTiIqqslKiyC5DsfIu7uRwkYNxlEkVBTfbNjPTLnRh5btYSx2Yc6dN3nIj0i3n1E/Kx0X5xrGC6cTOnfXseZU3ic8PnsDqo//IbAGy9DFhx4ytYgOp1IDbomrykTY9CNH4Hx52Vohg9AHhKI/pLzKP/H29jTslD3+zORxrY7DZ/FhjTQgD0tE/20cW2aV6bVIVOqueunr7g7KwOzSoXBbkfrcmJSqSgzBOCRSOhXVsL/Jk1nba++7IuObYwBXzpgCFalkpd//pqLH3gS0wmyRa2R59ZmZkucLhdGd3ensB8Q5OfmJuaZGkbYEf92Z/nEm7PkJSolyvhoPHVGFL7oJlEmxp+X47PZceUUIlGrUPfr1SnrOBZpoD/e2qZWrj0tC8u6rah6J+GtNWJevg7rtn34LFbMqzY2CrjP6aL6k+/RDO6Hp64en9WO8gTunqOt8KCYEA66jJz36DMN6fqiiNbpRObzEl9Thcblolrnx01b1vGfn7+h0k/P87OupCggiISaSq7dtolarR9bXvk7hYHBZIRH8tr0i4ioN5IZFnFcCYBT5Uo5024MHbV+2yu2LYl4d9hQdYbrEMu6zpHRs4nZTk7n5mR7EL0+TIt+x7T0D8KfugdB3vCF95s6BkV8NN66eqo//JbIf/8fUl3nGwyyQAOeGuOf6/F4qfv2N4JunYO33kzV+1+jnzaO8Gfuw7R0LZZNu/CaLEj1Ouz7MlAmxhJ8Z+s1T1rCe944vv5lBXFqTUNIkyBgVTVUPdx7lPj+7dKrkXq9XLNjE9988g7FAYFE1BuxKFVcfvejqD1u+pcWcdvGtax6898ciIwmqq6WeWMm8cn4KbhPcY/WHuu+ZdpiiXcZouvcjAM/Uy3wrqI1P7ro8eBzuvBZ7TiyC1D3SQYaWqHJIxrinD1VtZiWryPgigs6fW1SfwOi242rqAxFTASOzDxErw/1kL54yioRBAHt2CHIggJQJMQgPZBF1btfIKhVDclGl3U82UjVvxfyz34ievc2SoaOavVYr1TK16MmkBYRzfefvMOVdz3M/ug4AKyoWZvaj23xyfg57FQY/EmuLOf9r+eSFxzCsv6DO7zGHv6kJZeHwuvmvozFBLgslKoD+SN8ADLRi95lY1NonzaPcy5xRlm/PTQIdf03v+Hbvg+Lx4uqbwrBd16N/vzxOHOLcBzIRJWa2Oy5hlnTKPvH2+inj0eq1zV7TEcRZFL8Z8+A975C/bcHEFPiEF0uXPklKBOi8Tt/AmUvvEPANbOwbNiB/xUXIAggqFVItGqUSXEdmtddXoV1825kNjvjl/7KdZvXsT8qlpyQMOaNmYivhaSl5KqG7kLTMtIaBfwINqUSm1IJQHZoON8PH8M961adFgE/V6zwY8VXEH2sXPEs9XINb/a9lFhrFX/f8w1hDiOlmkDOL93Fv31XU5OoaXWcLkFQnJs+8B7ah7fejPGtz+ljMvN0cCAPPXY7dT8uoeKVDwl5+BZEjw/Lhh2YlqxFkRCNMiEGiebP+GZZcACakQMxLV1LwNUXd/r6dJNG4vx+EV898k/8gwJ4IDiQTTv3o0yIxjBzEuq+yVR/9B0+mx3tyIEIbagN7qkzYVm/Ddv2/chCAlGmxKEdMQhZcADmtVsxLliBdtRgtH+9j++JIacon6SqCq7bthGD3cab5x1f77t/SRFPL/uVp2Zfw6IBQ0+4ht9T+/LA2uUkVFeS18aszR5aJ8xSR6ysmvj8agbU5TO2Mp1qpR8vDLqOvUENBsjnyechFX1IRJGn9v/Im9s+4hnPTRT2aroZ3y1EvIvo8YG3g670f5v2FVD28iL+z2ThX14f1955DQNrjRy49UqMPy6h6s3PCH/uIQJFH87MPOoXrsFdXkXE3x9EFujfOI7h4qmUv/AOjsw8/GfPQN2/8zY1BYkEU98ULhw9mHGB/uRX1WD+6le89WY0wwagHtSb8OcewlVUhmnJH2iG9UMe2XyRK2dOAabl63GkZ6MZMYjAm2bjravHvjeDyk2fox07FO+W3VzWK4FeEaHYSiuxK424PWoywyLYHpdAckUZGqez0Zo+gt5uIz8whF+GjGzTdeUFh/LlqAksfPc/THr8OWp0fif9WZ2LaFwOetWUMr7wILftXkNuQBh5qnAOGmL4PmEixdpgfMJRT0yCgFeQ4gX+Oega7shazqvbP+Ve2f3UJqqReT14mum2dCzR1iqSTGX8ETHw1FxYF/rABVEUu2ZiQRgcOWXcdvmNl/QIeCuIPpGy7zdRuXAnQTfNYeN3i6jx0zEwvxilx8MzN87mjf0ZKBNiMcya2uTc+kVrsB/IJOz/7mxi7YoeL9atezAtWUvEi4+dMLW9PdQv+wNXfjEh91wPgKemDtuug9QvXkPAFRfgNVkwr96EslcCjowclEmxGC6cjDIpDtHnw777IKbl6/AazfhNH49u/HAk6j8FWPR6MS1bh89iJbTGyJ0aNTGIaJxuNE4XWpMbjcuJzuGgSudH3/JS/nHxFSwe2GBpz0jby9vfzwNg1v2PkxnWxpASUeTJ5b8xJjeLly+4lC0Jyae0HO2Z7EbROe3Y5Qq8EilBNhOT8w4wqiST4SXZVGkNaNxOliUP5X+jGp6O2mw9iyJvbf0Qm0yJ0udmWE0OC3qPZHd4Iuvi+xGcb6VaZWi8Cfg7LVxWuJlbs1cBcN3E/6NEG9yp11pblUFN6ZrPSkvyb+vUgdtIlwq4fuLIXQG3XNEtaqF0x+gSURTJ/sdPeKxOkp68FEWwH35mO3MW7cIpl6GxO1GtzuA2ESL/+dhx2Yuiz0f5S++jnzYW7eghx41d+tf/EnzHVR32PzcZz+tFdHlwl1ZQ/sqHxH7wzybhjNWf/ogrpxBVvxQ0IwaiSonH53Jj3biD+t9WkzQgldLSClxeH/qLJqMZ2r9DRbeOLXQ1oKSQl+d/Q41WhwQYUZDLhxOmIojw6bjJ1GnbsRcgilyxexsPr17KT0NHMW/MROo70GWoLXSmgLcl7LGz5lN43Gz55EmcUhlKrwe3RMKOyBTWJA5gV0QSeQFtLyvcHMFWE9Py9uIVJFRq/Xlz2VwA6pVqDE47/xsxk7nDpqN1OXhj6VxSa0p48MK7+HzB2+yISOLdURexLzy+E660gfrCdGz7135fVph5TacN2g56XCjdGREs6SX0fesWFMENj+1mPzWfXvtnkkuW0w9VVW2jeHtNFrz1ZqR6HRKdBkGQINEf/8gvCAK68cOxrN/RIQH31Jlwl1UiyKTUfD4fT1UNgkSCoFYRfNuc48Q3+LY5x40hUcjxmzIG9aA+CK99wmVqNev+9sBJV0s8mv1RsdRpdeSGhLE1MYW/XHkDFQb/jg0mCMwfOgqpz8cVu7Zyy+Y/uPPGu9gZ1/ym8clwpm5mumRyDgVF4pFIWZU4kHmDp3bqk0q1Vs/3/Sc0/nvirf9CFAQUXjevLfuM8YXpxBsruShrJwWGEG6e/TD5AWGMu/0lLkvfyourv6JOrePLQZP5PWEAXkn7erQ2hyjtOhu0RzzpntY3gCAR0A+Ox7SvkJBw/+PeryzzR6rX4S6rbHyt5rOfcBWXIbrc+Kx2kEhQxjdfwlU7dhhlf3+dgKsvbuKmaA1nXjGmletx7DuEPCYC0eVCO3owhoum4MwuwFNZg3b04HZdpyzQn4C/3MHbz73FBKcLi7ptneubXd/h1m5H88LFlzPvs/d5f9L0jov3UfyR0odt8UmMzc3im7nvMvXRZykJOHVZrieLtvTEVnhn3jBemHQ1X//8Bv2qitgdkcj+sDhE4dQku1iUDZv0VlT8Y8o1vLJyHoWGYNbG92NxynDyD1v8drmSbwdO5Pv+45lUcIAb96zloS2LeHfURaxIGnzGdmfqEfBujn5IPKbdeYSc3/wGjNdqQ/R4gQbftiMzl6iXn0Tqp0X0+RBdbiSq5sVZFqBHNSCV+kVrMFwy7YSVCms+/wl7WhZ+08YSdMNljREu//riZw6u287XU0ZDCyGMJ8KsVuGSSYmoNZIVFd6hMVoiMyyS70aM5ZHVS3n68mtPerzvP36bCJORWo2WXwYPp9JP3wmrPJ4z1QpPD43huise45v5r/P5gncAuOKqJ8gL7Nyf67EU+IdyzZz/a/UYn0TC7wkD+T1hIENLc3hyw3wuytzJixOvpErn37GJPV23idlTzKqbIzNocBTXNvueu7IG05K1+F/aUO/aU2tEkEiQqBqEuOH/W7es/S87H0dmLsUPv0DZP97GtGJ9s8d56kzYdhwg8p+PYbhgUqN4B9ebGZ2RS1mAoaOXCECvkgrC6s342U9Nm7NvR4xl1r6dKJppsdZefh00jCqdH7fccg9Pzb72lGdodgZtuRF0ZokAu7zhO/jFoMmsSBzULS3cXZFJXH/FYxwMiebbn15nVsY26KI9wY5yzgt4d3WfAHgdLoo+Xk3UDeOPe0/0idR89hOGC6c0ZlrKQgJR9UnG+PPyNs8hDw0i4pn7iXnnObTjh2Pbk97scdZNO9EM73/cDeGpn5aSVF7F/oTodlzZ8exKjuOuB27i2/98jMLtOamxjsXPbufrue/ye2o/PG2IPT8Rb0y/CLtcwfCCXKAhLFFvtzG0II/U8pJOFYHTXcK2s+ar1ugp1AfjEwSemn7TSW9enio8UhkfjriA+y6+m+v3/8Fryz/D3956uePuRJeaDiaPSxZ0CsfvzuLcFkq+WIe2dxT+o/6s2ieKIua9BZT9tAW51E3STf0RpEZEr4/6XXnIPGZsW3Lo9eBYBGnL9+dj0/IFuRxBJkUW5H/csaIoYtmwg+DbrzruvZ/GDePKjTsJNFuoMpxcfPSKof0oCzRwwc4D/NZOP/rRHNuKbdyeLMLMRv5z9QzssV6gweXUXGu2thBgtbAmtS8PrFlOhNHInRt/xy6XkxUaTrDFzK7YBB6/4nrETtqM7a4i3ppVb1Wo+LHfWP6y+Te+GDQFo7pzM387m8zgKG68/FHu3b6U73/8L/+cdBUb4vq27WS1PubUrq5lelqqdVMsGSVULtxFr39ehdfhRpBKqF13kIqft+NzewifPZKgqf0aRbr0u41Ur9hP5HXjSH7uilbFuznsaZkYf15O0C1XHveeMysfJAKKo0rVGiw27l26lpk79pMWG8mhTvJb/zZyECMz805KwI9lzaDe3PLobXz+xmds7J3EvUvXEl1dR2yZEZdUhlGj5UBkNLtiEygOCKQosOVYYYnPx6fzPsQhl/NHSh9G5ufw4NU3szE5FatShdzjYd7n7/PSgu94/uIrcShOXQekzkDu8ZwSF9CYogz+svk33htxQbcX7yO4pTLeHj2LDbF9eWHNN2wsOMgbY2bhkJ9gg9/tqDk9Kzye7u+86yBnuvUNYBiZRMH7K3GWGxGkErS9Ioi6eSKG4UkIkqb3Pf8RyVQt2YOn3kb9zjxUUYGoIgOQKNr2I7bvzWhoijykqdUhut3UL/4d3fjhRNTVo3R7KAkKoG9RGfcs/YP3Z07mqymjO83HWemvZ9KBTGQeLx7Zybs7ABAENvdJRhTg1xffpdZPyyczJlLhDUHm8xFsMTGkKJ/71q4gtaKMHfGJyD1eSv0DqNNoia6rYe74KVTr9AwpzMPfbmXKvX9r9prdMhkvXHQ5v77/GosHDGF9yvFFmLoL47MymPvlR2xKTGHB4BE8sfw3CgODeXfKDGq0Ouo02lajdlrbZN0dnshrYy7h1t1rSKyrYENsHzbF9D4jxHxXZBLXzHmcJzf8zNfz3+CZaTeQEdKKi7ALNzHP2kzMs0HAjyB6fXgsDuSG1mvm1K5Px7y/kKqlexA9PlQxQQz46K5mjz3WheI1WSh5+j9EPP8I8pBAvCYLtp0HEJf8ToxKyS19U3h05QYA1vbvxbxpY3nyx6W8fNWFrB3Yu1OuE0Brd/Ltfz7kjwGpvHb5jE4bF+DFL36mf0EJNz12OyZtw2d5rBslrN7IZXt2MCovmy2JyVy5ayv5QSFMysqgTqNF4XGjdbmY+eCT5IY079eV+Hz8+t5/ORAZw1ejx1Oj1VFu6F51N/V2Gx99+TELBw1F43Ix/eB+3p80nbiaKmam7UHrdBJiMfH1yPF8PnYSJnXz370TbY4GW+sZV5jO9Ny9DKgo4Jc+o3lzzCWn4IpODTOydvF/Gxfw8fDpfN9vPDOydxNqrWdpylCqtQbqC9Ox7lv5WXlR3rmXidkj4J2Lx+og6+8/IlHJCZkxCMOIJKTq5h/hjxZw0e2h5stfcOYVoxszBEdaJr6cQtQDUpkaoOd6iw23XMZHF0zCrFZx+8oN3LpyA0qPlwkvP0FRaOftZPx73nycMhlT9mVww+N3UhzSefHVQSYL37/yAZ9OH883k0cDbfeD6xx2LCo1wWYTV+3cwrwxE7EqW45XH1qQxy2b19KropwQi4mnZl/Lyr6nqBZHO5mYmc5rP33Jyj4DeOGiK1p084SYTTy9dAFjczL5fOwkZF4viwYOJf9wQa8RednM3rOdwDo7OyKTuThzOza5kkW9hvNr71HHPaH4OW0s+vpF5lz1BJUdDdnrAqLrqw/Hl4cwNW8fcp8Pi1zJK+Mv53ulGtOBNT0C3pmci+LtNtrIfPY7dH2jib1nOoJEQPSJ1K5PxzAsEalGiaOkFkt6Cdb0EszFtoZekoKAp7oWeWQYmlGDMc5fRsCVM/lyzSaCXG6WDh/A3PMnHDffngeex89mZ8Sbz1LbTKZnuxBFLtm6l5k79zNz54HGlysMfvw6ejA7UhLY0jsRk+bkO8f3Lipj2XNvMuL1Z6jy13d4I7M9zEjby3OL5nPZvX+hUn9y4ZYnS5DFzCs/f0N2SDgvz7y0TeckVlXw04dvoHW5AJg3egLfjRjLr+/9l0/HTqZMGsLVaRs4EBrH5uhUbt+1EqNKy/y+Y7EoVLy99GO+HDSZEr8gHti2mL9Ou5GdUcmn8jI7HYXHzZMbfmZ2xlY+HHY+tWo/Ls7cziaHlVe16m+yS4uu74p19Qj4WYCr2syhv35LwNhUQmYOQh6gQ5BKyH9rCeb9RXhtTkSfiFSrRNcnCl3vKByqBp+e6PMhyGWo+qZg/HEpgkqB/yXn4W+xcvX67fzl5xWsGNqPf119EWVHVTXsV1DC6x9/h1mj5sq/3tehdfvZ7Fy0fR9XbdhB38JS/nXVRcwfNwy5x0u9RsXAghJmb97Nras2smRYfzb0S2F/XPRJhSwGmiysffpVnrj1SpYNH3BaBBzgjR++QOlxsyc6jpV9B1JiCGB0XjYgsq5XG6MdOkiw2cSE7AyW9hvM3C8+ZHhhHgP+9goueduvXeN0svtfTzN/yEgsSiUz0/ayPjmVv85uSIw62pUi83q5dv86hpdmM6EwHbdEwo99x2Fw2tgelcJvqSO6ZVx4WxhclsvBkBhcMjlyr4ekLYvYYCyZX1iYffzu/2mg2xazOtdEuKN4TDYOPjyPgHGpeEw26jZn4XN5kGqVaOJDSP77FbhrrUhVcuSBLW8gleeqKX/pPQJvuAzVUf0ok8oq+fTNz4iuruPuB24iqqaObyeNQhTg/f99yaC8Yka8+bd2r7tfQQmL//E2e+OjWTsglfcumoJT0byg3PD7Zp79bhGqo+LDr3v8Tjb1bZ8Vp7U7+eGVDygMCeSJW6/E3AkW/bG0dEMIsFp4dskvOGVyLtuzHakosi8qhmCLma9GjefHYaOxKZSdEqd+LE8vXcCle3ZQp9Xx1tQLeG7RfK6//YEWffgtoXS78AmSdkWtRNXVYlMoGouGNeczP91hku3hRD7++sJ0rFlbV5Vn7u14S6mToKeY1RmOIJOi6RVB+S/bCJ42gEFf3I8gk+KsMKIM80cilyKNVODzePHanEg1TUOi3LUWKn7bScXiPaj690KZ2DSkNScilEmvPMk7H3zNJ+80lGHdmRzHwPxiBuSXsHpgb1ROF44TpOEfy8GYCCoNfoiCwBuzz2/12K+mjKFOqyGhoprPzxvHt//5iG/++zFpsZG8dcl5rBjar01z/uvLn9kfF8VTt1xx2i3AOq2Ov8y5EYC/XTKHuNpqckPCiK6t4d3vPuOJFYvwCgI/DB/Dnug4Fg8Y0mnhfQqPh8UDhnAwMpq/L/6ZWq2Oh9Ys45Grb27XOE55+0Mij60R01zkSltqtXRr7Kairpq627pQeizw9uEx25H5tWxRGrdkkfvfhUTfOpmQmUNwltZS/vM2atdnEDSlL7Jx5yFvZTPSz2YntqqWq9dt57Itu9nUJ5GwOhN9Ckv5+42z+WFi25ojHE1SaQWrn32dge881xgV0iZEkQCLjfP2HOSZ7xfxxK1XEllr4udxQ1v0k49Jz+E/n/3I9H8+1u6bTXtpr1tG6vUypCifWq2OS/buZEJWBrF11SwYPIL1yb1Z1+vkQhF/fv81XrzwcnbFJTCgpJBZe3fy3Yix7bbAO4uzyQrviUJpRsB7xLvzsRdUk/6XL1DFBuMxWvHaXIRePJTQi4ch99e02jD5WPoWlvLkD0voU1KOWaVkZ3IcL147q0ObjM9//SsD8ot55qbLyYiJaNe59y9cw71LfkfnbNhcKw4KYH2/ZPoVlGJRqxiYV0R5oIHvJozEoZAz6cAh7nzolnavsb10hl89tqaKe9atZnLmQc5/+Gksqo67e/4z/2uqtX68ev7FnZYderKcLSLe1QLe4744i/F5vEgOJ8OoogMRPT5S/3k11pxytL0ikKo6ZokejI3k5sfvAEBvtbHy2de56oHnqTD4sWT4AFYM7c/mPkltGuvFqy/mllUb+frVj3nlygv4YULDBpfC7eGi7fsoDg5ge0r8cS6PITkF3L94Dee/+BgeiYQavY6P3vmCa9dt59r/u5NeJRU8ffPlGGx2Xv58Pn5WOzG1RnoXlbX7RtEVFAaF8O3IsVy0fxd+DsdJCfjbUy/gky8+IiMikt8GDe/EVfbQ1fQI+FmEx+KgbuMhLGnFWNKLcZTWoQz3R9srAm1qJDKDBltBFfqBJ9+B5wgmrYbRr/2V6Oo6wowm7ly+nnc++Jrhb/29bWuWSfnkgonsSo7jtU++Z0x6Ns/dOJtLtuzhxa8WkBMWjMFmZ9HIQehtdqxKJWPTswm02Pj3VRdRHPynj/XWR/80gjb3+XOD88LnH+b7lz9ga2oiNX6npoPOqSC5shyVx0PfshLK/DueCFQcEIQgit2qIfOZ5gtvtbSv7BztSu+SW2RRPe6STqN2XToVC7YTdskwwi4bjiomGGdpHdbMUiyHSpH7a8DrA47PxDwZRImEotAgikKDeP6b33j++rbFFx/NrqRYREFg2r5DzHroBWQ+H4/fNoefxg0jpbSCC3fsp9Lgx9XrtvHfy2ewLTWRihZK2I7OyOHJn5ZSrfdDb7Mzd/o4BuYV8fDd11Ll37ba3XqrjegaI2MPZpMTEcLvA3u3eePz2GJaHeUPTQL8AnqF8aTGcUa7sWtk6NT17VrbqQ6x7K5i3RLNrddpAZ9KdSpr8rVKlwq4tKeYVaciVcnRJIURevGwxtfUccGo44IJnn7qswD9bHbiK6pZPah9m25JpRX8+4tfCDJbmfn8wzgVcmr9tPgO+2uzosJ563CxrMu27MaqUh0n3gq3h6vWbyfAYmX25t38NmowmVFh6G12/v3FL2RFhfHSvJ957vpLqdNpWg0hvGPpWm5fuRGlx8PuxFiu2rCdv/6whC29E/nwgkmdmh3aGmWB/tx9/428+8HXrHhqeKuZnyfilStn8t+5P7AlNZFH7rq28+rM9IDQhVEoPS6UswipToUtpwLz/kJ0/WKOK3h1qhmQX0JmdDj2dkZ5XL55N352B8PffPaEoXMvXzmTZ75fxJDcQt6dNRWnXM4DC1fz6IKVZEeGcjAmkrcvmcaC0UMaLebvJo1C43Dy0MLVLPrHW+jtTg7ERpIdGUqNn46yAAPzxw1j9uZdDMwv5rIte3jojqt4cPFa1vfrxRfTxnDryg3ctnIDl2zdy3cTR/DSnAtPaSii3ONh5KE8qgx+yA8/NZ0Mawf2Ztx/n+arVz9h9uZdLB0+AItK2eo1NNeerofuRY+An0XohyQQNK0/Be+twGNxEDixDyHnD0Id13J51M4kyGTGolQwZW86n731OQBfTR7N4uH9KQkOpE6nIdhkoSg4EI3Tybj0bK79YxuiINC3qIzYqlpyIlr20966cgPPfbsQgJTSCg7c93d8goDS4+WWR25ttahWZI2RS7fspspPxxVP34efw0lyaQWh9Wam7M/g2R8Ws2jEQP7o34u3Z51HbkQIu1ISWPjCO2zuk8jcGROZO2MiwzPz+OB/X/Lr6CEcjD01PgC91cZz3yxkYlomJUEBrO3fC2uMDypPfG5rOOVyXrpqJt/+5yP+/cXPOGUy5o8bxgvXzsJ7ChKIejj1dGkYYcLMkduDH5rWcxM5BdgLqqhZe5CqpXtI/L9ZGIY17VXZmT5wgO9e+ZDRh3LZlRCDVa0k2GRlyfD+iILAFRt2EFVbj8Lb0EghLzSIILOVbb0SqNNpsCkV3Lxm8wlF+OFfV/Lor6uY9bcH2Z8QjdzjQSKKOGWyE1rD373yIZv6JPG/i6YcJ1YSn4+4yhrywkOOO+/ibXv5+7cLufLpeyk8HCf/xWufUOmv54UOhk6eiKvXbeOh31Zx+TP3UyqTIT288Xoy1vDRvm+ly41LJiXQYuO1T75HIorcd98NLTaT7rHCW8aamY57/crPKvJ7wgh76ETUcSFE3zwJw4gksl+YT/zDMwkY0+uUzJVaXMboQ7k8dfPlzB837Dg3yI1rNvP51NGMyirggXuuY2B+MfUaFXV+OoZn5bNg9BD+ffVFOE9Qm0PtcpMeHd5YC6WtmYqBJguD8oq464Ebm7U0fRJJs+INsGjkIHR2B9+/8gG3PnIbGTERPHT3tbz10Xf87duF/F8zXYo6iujz4TiYzdrcIgptDna98iGeyhpCH78TdTvLBrTGkZIFNXodtz98C//8agGfvfEZtzx6G1Z100xdr8WGNasMdXwikg5kYvZwaukR8LMcv77RpPxjDll//wF1XDCqyM7dgPO3WFnw4v945M6rWTBmaLPHfD5tLHctW4fc5+O1T37A6KdhZGYe1XodyWVVyD1ePrlgYsuTiCLj07KYvXEn6/q3/yZ0yda9rO+X0r5sz6P4btIoHAo5X7/6Mee/+Bg1eh3P3nAZi154h/Kfl/Pa7PMbnwBErxfR5UbSgjXbHKIo4rPaqP1yAe7SCuzJceyPicBXUoE0QI9weOyT8Ukri+XNRqB4pVKeuXE2S55/m8X/eIsZ/3y08UZq232Q2i9/QWrww/NjDdqUPsj9A/E67ACEnD8LifIE3WrOAUT5ORpGaPO5ehxvpwFdaiQR144j9z8L6f3fG5DIpMdlu3bUpfLilwvYmxDDiiFN65Gkqkuo91OjdrgpHB7AA1Ov4esHPsNgs5MbEcL0F/9ClcGP5JIKvn31I278fTNpsZGUB+hJj4nkYGwkkbVGHvtlBUFmK6H1ZnYlxjAuPYeQOhNVAW0LBxR8Pu5etpZ/XjOrQ9d3hAVjhtKvoJSHflvFC9fOYsLBLF68+iKe++Y3tvVKYLnHQ/3C1bhLKpBoNUT950mEE/iV7fsPUfv1r3hqjAhyGZrhA4j4+4OUv/Ih3nozgTdfjmZIP4SjIkY6K0TxaESJBL3NRlRtPX2yCthotWHduBN3eRXBd1+LKjURb70Z2+40vGYrUm0o9rRMKjb/RuANl7Vpjs5y/5yqOdrKsWtx13rwabsujLDHB36OIPpEMv/+PbpekUTddLy12xEBl/h85N7xNABVeh0j3ngWBIFBuUX8+uK7vHrvdBxKOX97c0njOdf/5Q429ktpMo7U6yW+soaRh3J56Ytf2JyaSKDFSki9madvvoKDMeH0Kyjlg/e/ZmtKPEnlVdz14M3sSj4+IUnu8RBmNGGXyzHYHFy1YTv3LP2D+Lkvn3TUyMhDufz1h8W8POdCvvvPR42vFwf5kxIWjGZIP7Rjh1H5xqdIdBpUvRNRJMSgiI3EzycyIiuPjX2Tcctk1P28HOumnQTdOgdVrwQE+Z+/Bo5DuVR//B3akYMJuOrCk1pzW4mvqOauZX/w6vrt5CbEIp84As3IQUhaiCjyWm2U/f0Ngu+8BlXvE2fdnq0Cbt+XgW/Zhu+r0jOvOeWTN0OPeJ4jCBKBxMcuJu2BT/EfnYK218mnk4cZTQDc8eDNvP3hN8zetBOlx8uFO/aTHx3IIx+vRu7x8dnVY8hKDKNPVtlx4g0Nj/E5EaFUGvx46Ytf2B8fxb+vvrjx/ZB6Mx+8/zWP3X4VP48dytS9GXz89jw+mjmRL6eMwaZSYjhc3OqGtVtILq3EpFaitzk4GBvFLY/c2ikhfx6pBBAaGzgPevs5RImA0+vD+cTLBN97PRK1kpD7b8C+LwNnfjHWLXtwl1agjwpjYX4JwSolm/okcWdtPfJLp6Nu5vNQpSYSdOuV1H654LQJeH5YME9fdylFG3cS88RdTW4ozSHVavCfPQPTig1tEvDTwekIe2zOFSVxdl1PzB4BP4eQB+rQDYjFUVrbKQJeFuhP/KevAA2RJQ8uXM2hmEjKAww8cM91TDam8/bffuDHWcOoDvJj1cQ+UNb8WKLXS+nWvdwaF8nFOw+gvWgKIVY7ZQEGZm/aBcCGvikgCKwZ3Iern7yb5779jevWbiUzKpzRGTlIRJE3Lj2Pz6aPR+tw8u4H3xBktrIlNbH5SdtJVmQYSWWV3L9oDVt7JVCva3B91i/7A1W/FKSHfexSgx+6CSPQTRgBgLuyhsrXPqFfvxQG3nolczbs4Lm0LP76+xbE8cMbfdxHY920G93kUZ2y7hPhtVix7TyA40AmsvCQE4r3EdSD+1L7zW/4nK4WLfUjnAr/fVfRndbTI+DnGJ56G7ITNEfuCFv6JJNSWsH9917fmEG5JTmJMYuexCttvQKeq7iMmrk/ItGoWBATyecbdvDE82/zSq2R/NAg4itrePeiKVQe5ffOjgrjxr/cwYD8EiLq6nnvosl88tY8VG4PXqkUk1bDbQ/fyq6H/8HMnQf4ZWzzG6ztwaxRU+2n5Y6VG7jr/hvpU1hKXF4Rnyz5g9An7272HNuedGrm/oBu8igMMydRoVHz7qxpJA5Ixf7x95he/gDN8IH4rFZ8Vjv6i6bgs1ix7TlI1LUn57dvKzWfzwePF/XQfgRcd+IyCJ66epw5hchDg1DERuI4mI1mSNu6Ckm9Xkbm53BB2l7G5GayOTGFjydMozigdTdyW0XzXEs+6hHwcwxPve2E3e3bi+DzURZg4PaVG9A5nE1io08k3gCmpX+g6pOE/5wLUVntGDfsoL5fCgk1RlKjw5ig1fD70H68/NlP7EyOY1x6NollVSwf2h+TRkW9Vo2/xcZLc2by389+wi2T8uHMyXhkUu5+oMG9c/mmnTx3/WXkRjQfLthWbn3kNn74z4d89L8vAXgyMpREgx+uqOZrazvSMhs2IT0e3GWVKBJiECQScuOjCfzno1g37sSZX4wglWLZuBPz6k1IdFr8Z5+PVHfqgxt8dieO9Gyi/vNU4xNES4iiSPmL7+KprEWZFIu7qgZPWRWO+KjWBVwUGZBfwuzNu5i1ZR/len+W9xvIo1fdxPSD+/npgzdY07sfH048j4Kgk/v5nC66ixXeI+DnGKfCAg83mnj2h8W8ffHUDiW2yMJDEB1OBEHAqdOgSIjh411pqIf0peRgDlvHDGaoIDBnww6u2rCD+WOHsmDMEGKqahmTkYPc68UjlTAgvxgAudvbOPbmPklMfOVJ0u/9G48sWMFD955c79n8iBDGvvo0Sdn57MouwF5Zg7feTEutEQKuuwTdxJHYduyn6sNv0Y0div9lhzsQeb14qmpxZubjqa5FmRKPun8v6hf9jiCTIopis+6VzsS+Lx1lcvwJxRtoWIsIwXdejfpwwpXPZgeh9Zv0N69+zJDcQj66YCI33HZ/Y1d7gLTIGD4dN5kbt6znu4/fZmNyKh9MPI/s0PDjxumxwo+nJ4zwHEIUxYbOPfrjf1lPpomGNwI+vWYs1y/fylf3t+63bW4ej86OV+pqfM/w3MVkvf47QTdehm1nGqZVG6gdNRinXMZ9993QYrbmnHXbuWX1RsZm5PDuJdMaX7crFbxwzcU8tmAlL3/2E3qbHbnXy4N3X9eh7jwemZR9KiU1i39HM2Igwa0k8wiCgCImAsWRGuSHg76ceUXUfPID8qgwgm6bgyImAuFweKd9SgS5r/yGc9tWgqb0J+TiIUhOohFDaxFG1i17ULchtt5+4BA+mwNFQgyWTTsbBVzShhv2oehw0mIjeePIjYumIlyFnNdTpvLRlWMbkr6+eI/tKfG8O2tah8sVnC7r2BBoxWhQn55aFc3Qpe05NBKF98RH9dBZeC0OJEo5Ennn3zfrDBoyE5vWMXFW1lP+8zZsea0X8ZBqVdgLqhv/rQzzJ/SRWxHkcjQjByI16MmY+wM3P3Irb3/4LdHVtc2O8+PEEexMjmdnM+GFn54/gUv+9iBVBj8G5xYxfU864YejaDqCRK1CavAj+LY5SPUtN4s+GnlMOObVm6h47RMq3/ocwyXTCL73epQJ0U1ivdWxwfR54yaUEQEUfbyaXZe+Subff8BRUtPh9baEslcClrVb8ZosrR5nXruVuu8X48otxFvXvs/t4xkTuHLjTvxs9laPs6hVvH/RFCa+8iQ7k+P47I1P+fjteQSYre2a73RSX6tFcLm7LAqle/RX6uG0cKo2MAE2jkwiobCGuY/O49EPV1G/I4e0Bz7FllvBoWe+I+eVX7Fml9Nc3kHIhUNwFddQs+bAce8JEgm6sUNxpOewJTKM+eOG8dgvK5B6m7/3rx2QyoOL1nDd2i3HvZcbEcJrl89g6r/+QlGQP2998E2LN4MjRFfX8uiCFXz534955dMfGZ2Rg5/NjkStwmdztPHTaUA7fCCRrzyBduQgIp5/GO2owce5SI5YyxKFjKQnLmHor48Tc890HEU17L/zY0q+Wt+uOU+E/oKJaIYPoPyl9/G08lkYZk1D9HqRhQYRdOuV7ZqjNCiAdf17cc26bW063q5UMHfGRCb+50lKgvz58rVPSCivatec5wpdKuA9LpS24TbacBTXIPpOLumqdsMhNImnppFtcWQgcz6+C4/XR8XeAnL/u4iU5+aQ+PgsBn5yN+rYYHL+/QsHH/gM8ZjyqBK5lDcDtFR+vIa8N5fgsTqauFrUQ/vhd944Kt/+nFcumESwycI7H3zTrIivGdxQi/zRBStbXOvg/GJULjeDCkqY/6/3eHXuD9y2Yj2Xbt7NzB37iKuoRvD5mLwvg19feBetw8m8aeMoDfLnuW9+Y/8Dz3PDlt2I9vYJODTET+smjEDWxsYSEomEsIuGMvCze4m9exql325k/10f4apt3WI+mtbcY4Ig4D/7fPymjqX8pQ9wFZc3e5wyLoqol59AERtJxasf4a03t3l+gE/On8DNqze1eONtDqdczvPXXcL3E0bw07/f56p12+AEiYcah7Nd6+oU7J4us8C7NBMzbMbgXbGPzOxp6NACoihSvWwvxZ+vRaJS4LU40CSGoooNbmiDIQKiiEyvQds7El1qJDK9Gk+9DY/NiSCVIJHLEORSXFUmMp/5jr7v3IoytPlONieLvbiG/L9+i0SjJPTmSccVzxJFkbT75hL3wAX49Ytu8l5QrYVKpYyiT9dSvz2HXv+6BrMsqcm5tV8twF1UTsRdV/P5F78A8PTNl1Ma9Ge7sb6Fpfxr3s8EWqxMeuXJZtcZWVPH4uff5h/XzcIlk6G32elbWEag2YLS46VvYQlhRjO1floeuOc6th0TRz4gr5jz5i/jqaw8Qt//J0InNwpuTXBdVSYynvoGZ0U9M88bwCVhBiqC/fh9XCo2Tct1SdqSaWvdspva7xYR/epTCK0UFjMuWInjUC5hj99xwnIBR/PDS+8zb9pYFo8c1OZzjpBcUsE7H35DbngIawb1oVdJOX2KylC53NTptNT4afFzOJi1bR9fTR7NP6+5uLFo16nEvi8Dfl3zWUVu/rnXlb5HwFvGUVpH/ttL8dldxD9yIZqEUDwmG9bsChwlDY+6giCAAO4aC5ZDpVgzy/DanMj0aqRaJaLHh+j24nN5ENxerh8Sj3jtONLbmcTjc3kw7y/EuDWb+u05CHIp6oRQNAmhaBJCUCeG4aqoJ/vfvxB98yRCZrT8C1ryxTq8Tjexd05r8Zjyn7dRvzMX//vvbuJiEH0+jL+swPL7FlS9E3kQuK28iguffwSPTIrM4yX7rr/ilEo4EB/N9Y/fiUOpIK6imoi6erYclTF4z5K13LpyA3c9eDN7E2OOW4PU68UnCM12cRc9XkqfewP/WdPQjh7Sxk+x7bRlQ7lo7hpqf93B9akR3KJWMji9hP29I/n1gsFUB+rwszhIT4nAaFCDILS5VELZi+8ScMVMVK00pRZ9Pirf/AxFdES7MkUv2LGfO1as58q/3tfmc45G6XbzyIJVRNYaORQdTkZUOBa1kkCzlUCLFbXLzbKh/Xnyp6UMzSnguesvZfXgtsWnt5cAs5WB+cWsdntwL/6jR8B7+JOatQcpfH8F4XPGED57BEIbYqmhod4Jotjs8UqHm/++8BOjdufz7JOXsHFEMlbtiSvJlc/fSuk3G1HFBeM/Khn/kQ1lTW15ldjzKrHlVmLLq0R0eUh6+rLj6o4DeK1OjDtyCJrUF2t2OTn/+oUBn97TYoicz+Ml7Z5P0M+5tDHaocn7dgfWLbsxLf2DC4EHgwO4/5FbuX3FBm5evYknbr2SS7btZeKBTL6ZNIrJ+zMYlF/CRzMm8O+rLmpMq39kwUqm7U1n1nMPnfBzOBpXYSnVH35L5L/+0q7z2kNbRNxRVkf2C/NBIhDWJ5orYwK5cms2erMDp0JG75xyshJCefnBC8hKDGuTiNfNXwaiSMCVM1s9zmuxUv7Cu8jCgtCOHIR6SL8Txq1LvV7+eOpV7r3vhsaSwKeKkYdy+d/7X/P+hZPZHx/N9l4JnTZ2UmkFi154B7XLzXdqFU+FBH+VX1B0Y6dN0A56BLwbUrV0D1XL99DntZvaLN5tIbTKxHW/bKNPVjnRpXUcSgpj7bhUUrPLGZBewqqJfVgzLpXiqD9Lzh58+HOib52MfnB8q2OLXl+za3WU1ZH9j5+wF9Uw5IdHkGqUHHzwMwLG9iLyuvEtjle3JYviT3+nzxs3IdM2X5rVY3FQ8MZi1HsLeFinZFh8KDUhel69fwYA4RtMvPvhN4TUm5n97AO8NvcHygIM/OPaWUTXGPn21Y944J7rWNTOR3rL5l3Y96QT0kpM+cmEZbYHn8eLNbOMunXp1KxLJ+7e6QROONyTVBS57pftXLNgO2aditfvPg+d1cmErVnkxgazbGp/agO0TcazF1aT8eTX+F9zGdoTfC4+pwv73nRs2/dhP5iFum8KQXdc3Wpa/d1L19KruIK/3Hn1ce8lllVx1frt/Dh+GDmRJ79X06u4nIUvvIPS42Hy/MdadTE1h6Hexl1frSclr5LScH8OpoSzZVgi4ZUmHpq7hhv+dzuqxbspWp7xS15m3uUnveAO0FONsBsi+kQOPvw5UTeMx3/U8cWOTn4CkQHpJQw6WEy/jFLkHi87B8UxckcufbPK2DoskZ8vGopdJWfBE18z8M2bcce2P9RVFEUOPvQ5AeNSqd+ZS+R14zAMScBdayHjia8JvmAQEVeObvHcwvdXYt5fSMoLV6EMaX7TTxRFTNtzcb6/HHmFiZujA/n1gzsZcKiUTx/7gjqNmr/eNJulIweht9r47M3PMGnUfDRjIi998TNT//14Y+p/WzEuXI23zkTQTbNbPe50ifgRLBkl5Ly0gLj7zm/6vRFFbv1uE/d+sY7MxFDkbi/+9TZ8Ugl7+0bz9h1TKQ33bzzclldJxtM/4H/5jMZ6LifCZ3dS+9UCRK+HkHtavrEZLDbWPfUfpv77cWqOCr+Uer3k3PlXAKxKBb8PSOXlORd2SgPp9/73JZv6JLPi+vY1275u/lYmb87ks6vHElpjZuDBYsbsyKXOX0tKXiUPv3AVSwHzvC2flWUX9HTk6aEBQSIgVcmRKGTElNRSFmrA05mx24LA/r7R7O/b9DF23agUbv1uE0n5lTz57jKSCqoxyKVoXW6MHZjGUViDp95GxNVj8FodWNNLMAxJQB6oI/Xl68h44it8dheRN0w4zp0iCAKx906n4udtpD/2Bb2en4Mm6XirTBAEDCOTEEfci3blPl5bsAPPk1/zqlRg5eC+ZEeE8MI3v1Hl70eQ2YbO7iCszsQXr32MUadF5XRha0fzBUQR/ahBlLz4P/Tnj0feQiefrkDXO4r4h2ZS8L/l6IckIFEc/vUWBD67ZiyLzxtAZbBfowspKa+Shz9ZwyXL9/LBTRMbX9ckhBL25N1UvPYJPrsD/fkTTji3RK0k8ObLKbr3b4TOMXLL75sZvjuN1KpatgzozRuXTScjJoJ6nYalw/pz9bptvHfxVAD0Njuztu5tHOuHCSOo1WlY8vxbVOl1rBnUh39dfVGHK0p+N2kkT/y0jBXX9W7XGDElNWgtDhRuL79eMJhfLxiM0uGmT3Y5932+lpBaCwTqQC3rsoYOPRZ4N2Xvzf/j6xA9V6YV88foFL66YhQpeZXEltRSEB3I/IuGntKu6Ec4cM/HJD55KZqElpsNt4TbaGP/HR8w+OsHKV+wHU+dldh7pv/5fp2VrOd/RBUbTMIDFyAopM1eU+36DAreXUbgpL4ggCYpnJDzBzY7p+gTyXt9EQO255B06QxWTRnD7I07eeqnpci8PjIjQ3nvoikcig7nme8XMyyngOsfv5OCsNafMFROF0/+tJRLtu7FK5XwZICB5aIPxXMPt3hOcxa41+Gmfls2tevScZYbEb2+xj+CRCBoSj9CZw1D5tfxXptZL/yErm90i083RzPgYDF/f30xJp2KVRP7sHj6AEyH5y49IFLx30/QjhmCYda0E6b1+1xuiu//Ozt0Wv7qr2dVaSXavkk81juJ+5b+weIRA3nh2ln0KSrjo3fmMfGVJ/FKpfzvva+IrDWyaMRA5o8bhksmw6ZSEmSyEGwy8+Vrc3n18hn82MangWMRfD5W/u11LCoVW8bH82krrrsjXLFoF0/+bzkA8+aM5n+3TWn2OOP2HMw/7Pi+bH9Ol9QD70nk6aZ4zA6+uPs8PrhxAmN35PDEeyuYvWQ3dpWCJ/+3gnHbc075GmrWpuE22ZHpOyYmcn8NmqQw6nflYTlQhG5AbNP3A7SkvnIdXouDrL99T8zegmbHCZzQm17/ugZlhD/KiACKP/uduo2Hmj1WkAjEPXABxYPi+Hr5ekSfj4zocBxyObc8ehvXPnUP6wekUhlg4OF7ruOHCSP451cLmoxxbKxy76IyVj37GuMPZnHTX27niVuvJHloP2qMZhzZ+W36LESvj6K5a9h7wztULduDYUQS8Q/PJPGJS0h+5nJ6vXAViU9cgrOinn23fUDhx6txVXUsUzRwUl+smQ11eyVeH2GV9S0eu79vNNe9dztLpvXnjm82sOqqN7nhpy0N4alBAYQ/dQ9+qzZin/czos/X4jgAEoWciJQEJjtd/C6KhP3zURwmC2/6RKb96y/0Li7nxS9/4WBMBOUBBqbtzQBgbHoOL1w7i7kzJmLUabGpGnzVNXodh6IjePz2Obz62U8MzCvq0OchSiRc9/hdvD1rGrOX7GHkrrxWj5+yIYPbv9nAygm92Z8ayXu3TO7QvKeDHgHvpkg1SvI1Sj69bjzjFj7J9e/dzvXv38H7t0xizbhU/vb64lM6f9WyPRR9sobUf1+LIsivw+OEzBxM/ttLMR8oQj+gmXA9lYLkZy9H0zeaha8uxNjCjUmbHE747JEETuiNp96GJaMUr6P5ehdSlRzdfTNw26wgCCi8PpQeT7ORD+v6pZBYVsWNqzfx6C8ryLn9KXLu/Ctvffgt49KyUDld9C4uI7rGSFxlLWqni7UDe/PxxVPRX30xVW/No+q9r3BmN3/zAfDanGQ9/yO2nAr6f3QXqf++lpAZg9CmRKBJCG3oVRoViDYlgoRHL6L/e7cDcOC+ueS9sRhbftuzEL0OF8YtWYw8UMTX981l4U3/Y+HN7/HoBytROo//vK5YtJM7vtlAcWQAEp/ITxcNYfraNF558WcEn4/7Nu1khVSKubSS6g+/RXR7Wp1fcve12JQKvDY7spBAQu67AfOK9RSt28ZtD95MUlkVb378PT+NG8ady/4gqrqO7yaO5NEFK5F7mh97Xf9U1vbvxYXb9yOc4CbSEpUBetYM7sP/3TyHZ95agp+5+bT+yxfv4ql3lvHc/13C2B25aBwubpi/FYDv7v6Yl/71C8KxCXXnaiJPjwulZfLfWYYyzEDEVWOavH7psj3c9eV6XnjsIrY2E7LXUbw2J9bMMiwZpVjSi7HnV5P672tQRZ38JlLN7weo+HUnvV+9odU6LKZ9heS9thCJQoYiRE/IzCEETjg+jNCWV0np1xuwHCwmfM5oQi8cgkTZNGnDUVxD5t9/IPxfT6N0u9n50AvM+OdjlAQ3JP2MS8ti9KFcxqdlIvWJFAcHUBgSxIZ+yZQEBXDXsj8YnlVAfGU1xUEB+CQSoqvrmPX3B8mMbqiUJ4oiXqMJ88oNmJatQx4Vjiw4AKleh0SvQ6r3IyAGyn7cgq5PFLH3Tkcia/tehsdsp3LhTiqX7EGqURAwPpXAcb1RH6454642Y8uvQpAIKCP88Zjs5L22CG2vCGZN7ItWLkXh8lAWZuDJd5cTUmNmzdhe+NldRJbXM3JPPma1gj39Yxh8sJj86CAGHCrlq8tHkppTQVSZkbAqExc9/zDp4cFUffgt+HyE3H9jqwk8jvQcKv77MZEv/gV5RAiemjqq3v8aqd6P6Bsu46X5y7hs8y72JsYQZjQRbLKi9HgY+dozTWq+H02fwlJe/nw+QWYLoiDglMuIrDHy7aRRvDb7/EarvS3855cfSMqvIiMlHD+zA7XTzW/nD2TrsETmPfQZP8waxuLpA/E32pi06RDX/7yV8jB/Rh+23Hf1j+GLOaPZNCIJ447cLt3E7Akj7KaUz9+Kq9bSJOHF32hjxbVvcc0Hd5Ab13mbZx6znX23fYA6LhhtaiS63lHoB8edlB9WFEWyX5iP1+7CllWOMioA/ZAEYm6d3Op5PpcHZ7kRR3Et+e8uI+GhmfiPbj4Sx5ZbQclX67FmlhF1wwSCZwxq9NO6aswcfPAzBn/TEON98/ebmL1kD2vGp+JndTJ54yEWzByMIMJXV4zC6N+wDyV6fVgySjFuy8aRW4E+PhRpbBB9q8y8vXo/18y9pyFC5r0VVC7ZjUQpR6pVIggCEqWM6Nun4qmz4jZacR/+269/DKGzhnW4NKzoE7EeKqVu4yHqNh5C9PnwOdwgCGgSQhFFEWe5EZ/TTezd0wmafHzyitzlYeqGdJ5+Zzm/nj+QLcOT8AkC//f+CmJL6/jlgkGkpUYydkcuC2YOZsvQBOKLalDbXaSnNlQE9Hm8ZD3/I4oQPfEPzWz1emo3HsJRXINhWCKapDBEj4+s53/EVVlP/4/uoq5Yj+eom5nM423y7yM02UcQRZLzq3DJpejS3BQHBfDQwtXobXZufeTWZpOumtuHkLm9XLF4FzKPD7OfCr3Zzm3fbORvT13KX99ayuWf3oPc7cWpkHHF4l089tFqNoxIJC8uhGWT+zFpSyY3/bCFvLhgXksOZ1m+8cfig3ktl6Q8hfRY4N2Uorm/I1HJibr+qA0XUWTNFa9z2bz7GjeaOoPadelULmywkDuTtPs/RdcvmshrxoJEIO3+T0l88hL0A4+vFtgclowSsl+YjyLUQNjsEQRNaj6rzppZRv47y1CE6El49EJkfmq8dhd7rn2LofP/giCVIPX6uOXbjVy45gDLpvZn44gkDqY2LVVqPlBE9j/nIw/U4T8qBU1yGLacClxVJuybMrnl/EFsv+c8Sr/dSN2GQ/T+z/VIDydDVfy2A3teFfEPt54Ac7KIooijsAapnwp5gLbdN4Vp69O58cct3PL2rY2vTV2Xzr9fWsAF3z2M8QTFzrx2FxlPfo1fvxgCJ/VBmxLRbPy/6PWxc/Z/kftrEX0iquhAnKV1xNx9HoHjUtvVRLs5ET5yvtTr5btXPmJT3yTeuHR6s5vgbQnnvOuLddzx7UYAZnz7EF888BlhNWZq/DWsmtCbqxfuYs5Hd1EQc7hzkCjy6Ier8P91Bw/HRnybWVB6XZsvqBPpEc9uiCiKGLdkkvB405ZacrcXnd2FXdl5NR7sxTUUvL+CpKcv67QxjxA0tR/2wmrkgQ3xvjF3TqP06w1tFnBd7ygGffkA9bvyyHttEerY4CbRMKLXR+az3yML0BJ83gAsB4tJu/9TUp67Ek1SGMrIQCyHSvHrG41XKkHjcFMRauDjG/4Mi/M53Rx87Auib5yIrn8MqthgFMF+RF4/HolcSuD4BhdO2U9b+HJ7DoYfNlOxYDvyYD8ynvwan8uDz+nBY7IRd9/5x11DZyMIAuq4jpefLg/RE1lRj+ATESUNYrd7QAxGvZo7v1rPJ9ePp85f2+L5UrWCXi9cReGHq8h7fTHyQB3Jf73suBrzglSCOiaYuIcuQKpRYssqw39sL6Sq9tdfbw2vVMp9913Pl6/NRetw8uI1HWtD99FNE9kyLJFBB4sxa1VUBeuwq+Xc/eoNRJUZuXrhLjxSgV7Z5XilEhQuD9f+uoOlgEUm64IKWg30bGJ2QxzFtXgd7uMaD9/63SZyY4Nxd1JMuM/lIev5H4m+eVKbRbU9aPtENanzrQj2Q/S0bxNKkErwH5FE9M2TyP7nfKqW7mksSVu/MxePxYF+UBzWzFLM+wsxDE+k6NPfAQic1IeCd5ZhL6gmtriGWSv38cZdTWuw2AuqcRRWk/fGYqxZZaT8/Qrs+VXk/ue3JseFzx6J6PFRtXwvysgAdH2iiH/kQpKfuZzer1zHwLn3EHTegI58TKeVg70iMfmp+OvbSxm/JQtDvY26AB3XfngnKXmVfPHgZyccQ+6vRRnhj7vGgi2ngvoduc0ep44Ppn5rNoJUIHBS3ybifbJJTkefX+WvZ87T93DBzgOMSc8+7ti2Wvv7+kXz5ZzRPPvmYvofKiO+uJb7Pv+Df730C7mxQfxy+4d88MTXvPfUN8x7ZB6/TR/AX5+8FFEQusaNQY+Ad0usGSX49Y857vG4JlBHUWRAp8V/G7dmowjWE3LB4E4Z71jkBg2e+j836EWfiCDp2NqDLxhE3P0zKP95a2MIYfXK/YTMGEjIjEEk/t8lxNx9HtUr96EIarD4I64aQ9hlI8h44ituffFnshNCyY5vGs+uSQlHGRlI6EVDyXlpAXuufwdBIjnOjyxIJaT8Yw6hs4bhc7iJves8tMnhqOOCUYb7Iw/UnfL2Z52BKBF48pnLUdtdXLtgOz/c/RGXLN2Nn8VBUK2FsGozhvoTB1X47G7CrxzF0B8fJWhq/2aPCZzUF9P+QtIf/YLyw5EcHaEtAmzWqHnmpst59/1vuGXlxhYjWtrCisOuuo3DE7l0+V6e/NsVLJrekHcg93gJMNlZOqUvJREBbaondCrpcaF0MzwmG2U/biHy2nGNr+nNdlZd9SYAjz3XvmL6rVGz5gDB05r/5esMZP4a3EeLgdcHHaztIggChmGJxN03g/y3l+I/MhlluD+l321CZtASMD6VoEl9kRs0jU0rBEEgZMYg3JllvL5kN4NvmtjoNjh63PDLR1K1dA+DvngAqapl95TX6qDs242kvnzdn1mOZyA5CaE8e9hl9sOdH/L0O8sBka+vGM2gtCK+u/sj/hjXmzfvnIpDpWDSpkyefXMxG0cm89IDF+BUyVHHBWNOK251Hv+RDcXPKn7dcUq6CYVGGJuI+x8DUrn2ibt49vtF3LRmEy9ddSErB/dts8Fz3fyt9D9UStVhl99XV4xi3I5cpq9LxyOVcDA5nOJwAysn92PIgUIqgv1OWJ/8VNNjgXcz8t9ehmFEEkFT+jW+ZtKp2J8ayX/uO58NLURktBeP2Y5pbwEBY1M7ZbzmkGqUDeVsne6GjcDC6g5b4EfQD4lHnRhK2Q+bibl9CklPXUbRJ2swbs5qeH9w/HFZoxH3nc/mUD1LDM37doOnD0QVHUj2Cz/hc7VsuRm35SDVKE9ZV6PTzX2frSW+uJZXHpiBVaOkf3oxIbUWtg9O4PIlu7ls6R5mrt7P4++t4KlnLmfUzlwemrsGAFV0EI6itomyzKDBUVR73GfbHjdKW90gmdHh3PSXO/j/9u48PKrqbuD498ySmUz2kH0hAUIgCWDYiSIg4EIF1PoCVq22iEstivqIra8bVm2rtdXXpRasWxGoqKhYQUEqq+wGwhKyEMKWleyZZDLbff+YIQQyWSYJDAPn8zzzMNw59869J2d+c+esz98+nfmff8tHr71Pr9r6DvcXdoVH/vlfMgfFY/bR8MY917A7PZGXHp6CgkARgl3piWjtCn95cQVXHDzJo++uY/47a/BTE9Luwc8juajxRaY++yQp908+e6NzLotnX/uGzaOSKIns/oIMQqtBpdfSVFbTpWHynXoP4eifXPTJj5z6Lgu1n46AtNaDedzV+4FrOTj3fUInpBIwKB6/AdEo1rZXehFqFTH3TKTglZWk/t/daM9ppBMqQewvx7H//nep2VVAyJWuF/mNmDoMW72J7Ec+ov/zM7qdb+70xHBHZwPjAWcvnP9cO4TDieG8/OIK1l+ZzKRN2eQlhPHYonU06LXMfv1uChLC2Ta8L1fuKkDtHPpPJ7+LA9MTqFi3j6zZ7xB1yygipg5r7rffk3XhLWVHR3L3pF9z78ebWLPgr3x86xg2j04604vkHIpKsGZcCg/8ayPv3D2e3c42oa+mpJ+TUCG0uoHKYANBtY0M+vsalHqLxwK4XNT4ImI1mrA1NLkc+VgcGYSP2Yq2nUDlDrVeS/SMMZxcvLFHjteW/s/PoHpbPjG/uJLBi+7rkW52PmEB6KKCMeYWk//iCmp25KMNa3+0aOi4FHpNSiP/xRXYLa3z0JhT5Fyoou3+9UIIYn5xFUEj+lK5Kbvb1+FpG65MZm9qLDNX7mJfahx3vn0PgXUmNFaFPicqsQuY/+z/NI85qAjxJ7akGq3FyvFF6876ldgebbAfyS/Mov+CGVRty+tWfbg7bGoV/7h7PHP/+AtS84r552P/Yt676wiudl3H//STN/PUkzczOvMI7z36EYYGF51LhHBMwSsENUEGvpk8mIYas+tW3AtAVqFcRAQCoVZhrW09zHfO0i28d/tYjvfAyEhwNCg2FpZDN9fZ7Ig+OoRBf7+HiKnDe+yY5tIazOW16MIDaTx2iisWzyUgteMFAmLvHIcmwJfj737f6rXQcSnE3T2eQ/OXNM8j0hZjbjFBQ3tugQBPeu2+ycxauQthV6gM8ePpJ29m0mePMmXpQ4xZ9SQ7hyY2p112y0i2DevDe48txtdkxtDG3Wxb/JKiiJ6ZQW0bc96cL4f7RPDUkzcz49378W008+l9C3ngow34Nppbpd02vC/zn/0fjsb3YlRmYZvH9DM2MeTACVS2rg3t7ykygF9E1H46QselkPPkUirWHzjrNY3VRkxJNeoeKjAn3v+BpqIq+v7+ph45Xk9RFMXl4s2KzU5TaQ01uwso+XInhqQoKn44QNjkwZ0eMSpUgj6PT6XmpyMuJ8OKmDqM3g9MJvfZ5RR98qPLY5jLa2kqq8G/E18YHbnQ84W7cnBADBaNurluG3DcXQa2ruevCPVn3guz+GJKOg8aTZSu2uP2+wWkxmHMLW6zrSGgrpHZy7Zw1/KtXLf+gOu74C6qDjbw54encOdbs4kureHTexfy2/d/YOZXO1vNjfLGnIk8+cZqrl1/0OWxnn59FS/96Uv+943VqBS7x7ofyTrwi0zvB6+jYt1+Sr/cSa8JZ36ibhzTn2deX8WyW0ZyLM69O59zKXaF8jV7SXv7nh4fWNFdxcu2ULRsC9pQf7Qh/qj9dZjLamkqqUYTaMAnLABjfgn+A2Oo3HySQW/f49bxNX56Yu8cR9nqTEKuOrsB12Yy458aR9pbs9l33yIipqS3GqCCEKg0aspXZ/bor4qeVFYc7NaXw8rrryCmpHPpFZXgs2nDsU0ejPGBf1Kzu8DlMnptUfvp8E0Io/5QEYFDHLNTRpbV8PTrq0g+XIp/QxPHY0LZPjSRMbsLuGXVHt6YM5HcfpHYemh1qtKIIJ57YjopOUVctzGbQYeKmL3sR9aOT+GtX19Dk15L5uDePPqHmbz15DLWntOlVG2zk5pbxEN/vI3gL3bgd7DMY30Jvbcv1CVKpVHjnxJLyWfbmreFVhl58KMNPP276d0O3uCYQ0QbaGhzlRtPajh6ioSHphB4RW/MFfXY6k34hAeiiw5BrddSvSOfkx9vRqXTEverCfh04RqCRydx9M1vsdQ0oG3Ro6R6Wx4Fr6wkYEgCKh8NDYXlrQY4+YQFMPCvvyTvuU9pPF5B7/sm9+iyd55QE+DLnKWb2ZsWx+pJnRuMpPb1IfHhGyh841sG/WMOat/O3wgEjehHxX/3EzikN8Ku8Pqzy/luQhrPzZ+Ov9FERYg/Rj8dGouNRxd9zzOvfUNItZF/zczgSO8wGnVaslLjWnUJdVf2gJjmeV7iT1by5lP/Zt3VKewZ5Gho9zc2cSyudZVlVGkNkeW11PnryRnWBw6Wdes8ukMG8IuQck41yaRN2exIT2TNhM41GrXFmFtMyRc7qNl5uNUshxeCoihgd73o8mlCJShflYkm0JfgUUmtuh3WZR0jJKP/Wf3k3aX29SFoVD9Orc06a9GDkLED0X20EZ+wALTBhlYzHJ6mjw4h5W93kffcckpW7CB6RscLJ1xUFAW/hiYUIWgw6PhqSjql4QEsePU//HfsQJo6OVVD0PC+BKYncGDu+87niQQOTewwmEfePJJ9cxZiKiwno66R2JJqPpyVcaaB0MmqVTevb5p47BTz3l3H1DVZaJyfjz/PvYHMIb1dvoc7nvnbfxAKHOwfxbitORyNC6UqyMDA/BKyzqkqe2TR99z+xU4ABuaXcFjvQ51WY+r2SXSRRwN4qL5WZES2P7l6e7aWdr4hyd33OZ/H7kj2jiNY0vybjxsWX0evnJp236ej8zVX1JG74FOiZ2bQ+/7JjBtQBpw5njvX64qlpgGb0dTcKKqLDmkO1IqiUJtZSNGSzRjzijH0iyRs0mAipg5rNTqz7+PTqNx0iKIlmznx/g9E/XwUvSYOah44IzRqLNXGbp0rOEZp5jz1byKmDkOt98FqNLH/3kUIjZqAtHjCz+0+dg6Nv54+j08j+5GPCL16ILoWa0q643zXgwfWNSIUhXqDjoH5Jdz38SbKQwOYvjYLi0bFnrR4jAYdkeU1FCSEsXD+x2dNdNWRxHk/o+FwCbWZhZR9vZtjC7+n7xPTCUhru41A468nelYGvR5fzAI/HW/OvqbDwTaFvcN49AXnQsiKwvXrD/Liy1/xp4du4MeR/bB34VfQgPwSZqzczbS1+1gzLoV+hafoc7yCaWv2cTI6GKtGjW9jE2qbnTlLNnH7ip34Nln4YFYG30wezLHYUNhVAL5ajw0M8GgAVwuVQqd7k144ngzeAKUHKmmsamLTa5kkZETz1YoCTuw9Rdhda4gaHMbI2akYenV+HUfFrnDk1f8QceMwom7u2rJUp49ja2jCVu+44dBFBWOpaaBo6WYq1u13NCaqBHazFV1kEJHTR2CuqKN6QzaWhibHosYj+1G1OYeylbsBOLl4I31/dxNBwxx5LtSOYeyh41Oo23uUks+3c2zROgLS4oi582qCRydR+MbqLl/DaYY+EQSkxlH+TSZRt45GbdDhEx5I9MyMVnXjbdFHhxB162gK3/qW5BdmeWQofUBdI2k5RWSlxp216npQTQMPvfcDE52NtfomC0fjQsnrE0FaThF3vD2bYzGhZOwuILTayLUbshmRdYz8hDD6Hi3v9HTFQiXw6x+NX/9oomdmUL0tj/yXVhBx41DCb0h3OcVAU2kNKp2WTQJu+vBB96eGEILvrkmj3k/HnCWbeWzh9zz3xDT2pbjXsDzv3XUUJITxxNM/Z9PoJGzO6WyFXeG69QcIq6hn6vdZfPHrd7CqVSx4fCpT1+7jVKj/2VWZHlzQwaMBXCf0Nk+fw8XIL0yPpdGKVq9hyxt76T06kimvXU15ThV7luSyZ1kuV849e01IU1El1dvyEWoV4vRkV3Y7ik2hobAMu8XqmNa1HYqiOCZ3Ol5BU3EVTcXVmIqrMJfWYK1rxNZoRu3rg9pPj91ixSfEH/OpWkLHpzD4nw+gPT2ntl2h9IsdVKw/QIxKxR8Ky3n/47mY/B1fOn7J0TQUlHJq3T5sJgs2Y+ueBkIIx0/y9ESs9SaqNh8i//nP0PYKwJAU1QO5DDF3jCXn90tR7AqRt4wkemYGRZ/8SPCVyZ0OxpE/H0XF+oOceH89PhGBKFYbaj89vSamnbV4Q8ORMmr3FKLSaVHptfj2DsOvneso+uRHqrfnE3LlAEKuTMbeaMZmsvD6f3aTfLiUf988kriiKqauzeJETAiR5bWsmjSYBl8fEk9UMHZ7Pt9MHsy0f/0Wo8EHtV1BY7WxcP7HfHLTCPL6OhaIXu/8sto8Komg2kZG7ink+Ve+5oFXbsfo58Ziz07BY/qT1j+KY++s5cDc97E3WdHHhKCPCwUhqD9wArvFSkBaPPH3Tu7WvD5bRiWxZVQSY7fl8eqCz3jn7vHUBPpiNOjYMTSxw2NXhPpzYEBMcx6cpqgE3znnd/nm2iFcu/EgGzKSKQsP5IexrRcY8SSPzgc+/JZBO696ZlCXA/j5ulP29B14e8oOVrL69z9y11c3IoRAURSyVx5h/Wv7CBk7EKFWoZweqKISzQE96uaRZzX4tTxvs9HC6k/qKfsmE5uxCUO/CHTRIeijQxzrUEYFown0RW3QnakWsdmp23cMn7AA9O00rK66/Q2WTx/Bhy2+PBSbnfrsk1RtzcVcWkO/p27pVMC01psoWraFoKGJBI3o527WuWQqquLoW99iqW4gbNIgTvxrI8kLZhDYov9zRxoKyyn7ahdCo0KoVTQePYWl2kjivCn4D4wF4PDLX2EzOgZp2Zos1O0pJPzGocTcdlWrNoHarKMUvLyShAevo3rXYWq252NrNGPoG8lPjWZ2picQUt1AVbCBT6cO52RMCEMOnGDE3kJ8TRaKI4PYkJFMhXNOD4Axuw7z4ssr2TKyH8/Nn9ZmcBN2hVef/4zjsSH835xJ3W4otNabMJ2sxHSyEsVqJyA1Fl1saI//Whm+9yizvtqFImBI9klemjeFzaPbn3biNx9uwKxV894dHS9y3BZPL2os7369THhKCLoALXv/nUf6L5LJXJzDgS8LGPDyHRgS3V+lpyiznFW/24JPcm/i50wkMD2xU/OVCLWKwPTEDtPtTE/EaDi7UUuoVQQMiqfwzW/pO39apz/MGn/9WSsU9QR9TAjJL91G5YZsjIdOEjl9ONpe/h3v2IIhMfysEaaKolC5/iB5f/ic4NFJYFOo2XGY1Dd/jT7GMeraXFFHwV++JmfvMiJvGuFYwaeyHkulkeod+STOm0LwqKTm6pxDTywhdFwK0R+sJ6DexHNPTD/rHLLS4shqp955VGYhy24e2WGwUlSC1+6fxF/+8DnT1+zlq27OVKnx1+M/IAb/cxbP6Gm7r0hg9xWOHkM3rs3irk+3sXlUUptfVL6NZlJyi9jp5QOyZAD3MkIIfvaXq1j+q+/JWV1IXUkDsz66lv2qzgdvxa5QWVDD0R9L2PXBQa57YQxF/dqvXukqg8lMeRuLIqsNPlhO1UEPVYl0lRCCXhNSXS5F1uXjXZNG0PA+lH65C22oH1G3jm4O3gA+vQIY8NJtlHy+nfI1WfiE+qMN9cOQFEnoNWnNfaRPi545huI/fklZo5mPutCDKK9vBNPW7uM9RemwauFETCh/ePRGFj6xhN4nKlk9aRAnooMxXWRjBtqyeuIg5v99DSl5JWSfM6d+wvEKxm/NZc7SzWQOiueTm0Z46Cx7htcG8O72mvBmQiUQQlC6vxKAqqN10InsaDxewfFF31N/8CS5oRqi0nrx80UT6dUviKLS83SyiqMBzZXomRkceX0VA1++o1urzJwPNbsOYyqqImLq8C7PoKgJNBB717g2XxdqFdEzM4h28VrDkTLKV2fS+zfXOabSHdGP3nG9uE+nobYLYwHWTEjjnqVbSM0tbrWUnCvZA2K4beG9zHt3HUsffI+cvpH88m2PrNvrNrtaxaJfjmPuez/w2PMzaGoxRfBzf/2asEojD/7pdg4lRWHticVRLtdGzCbF1OXcO591zxe6XttdWcvz6TshlpFz0qjIr+a7p7Yy+v46dAFajBUmBIL40ZHkBqQ315OfWruPE+/9l5g7r6bP49OaB7DkApyv4A3sTYsjJa+Eb11M+h+SkUz5t3sxFVdddAH81Np91O49SvX2fAKHJmKprEexK+jCAzH0j8Y/NdatFeY7Yq1r5NSaLIRGTc3uAmp2HgYg4cHrm9Psjggk5MpkujKUy6ZWURoeSEB957ssF0UF87tnbuVvzy3ncA8uot1V7nwui+8IJPWTYj59dCEnB4RwYFwMu29IwBKvYfekBAImmBnJsW6fU2FICZl+qsuzG6HsheI+S6OVA18WMPPDyfiH++If7stNb41n69/3ofPXYuilx9pkY+/yXBobN+OfEofNaMJSWc/AV+7A9wJ/EEsigshoY8ktAHtDE2rDxffT3Gp0BLran45Q+9MRQsYOxD8lFtPJSo7/0zFvSPKLs9waRu6KubKe6h9zKVu8kRiNivheAWw5UUlwSixJ5ywyrdJrsbrosdNZNrWqeRCMO965ezwfPfwhS34+mupg75gL3eyrxa/WzIrHh6I127nx7X3c9dQ2TsX68fXDV/TsmzVaLs87cMl9e5blEjciguDeZ+qVI1JCuenN8a3S/pAZhDGnmDmLN1Jz21X81wN3UVFlNRS2M2udrdGM2uDZZalcSX5hFk0l1TTkl2DMLaHks23YjCasNWcmPRKq7g+hb8gv4ejfv2PmgBhuSI3lxjVZPNNoZmW9qVXvlOAx/SlfvYfIaV2bgyWvbwQD8kvYMirJrf1G/3SEgoQwTHrvCRd2rYrsjCisPmp2Te3DvgmxRB6p5VhaKBYvuo6OXDpXchlorG4i8+NDzPhgcseJAX1MKPqYULISw1n80Af8IiW2zQntz5e4oiqOx7ieArdiw0EsVUZ0PbBARU8TQqB3dqUMvTqFwPQEUBQ0gQY0Qb5oAg1uzf/RlqCR/Qga2Y9vrXa2hgXymwBf9KnxxN87sXXaYX04+urXPLfgUxb/agIFbvY6KozrxQg3p3IVdoX7Fm/isedneLwRc2tpn85XoygKWpMNbZOjS219qJ76UPf7tV/svHsWnsvMrg8OkjQpnpAE9yZwOtwngsL4XiQVXthJd+5avpWrdhxm7fiUVq9V7zzMsYXfk/zirE5PB+tJQcP7EjSiH37J0egig3skeIPji6Lf724idFwKDfklJPz2epKfn4Gvi4ZKu9mKEIJrtufzpz9+4dZ6jJFlNdzwwwFynQN4Oiu2pAq92UrpRTjxWXv8qs0kZZZTG37xl63ukAHcS1QU1JC98gij7+vaIsT5ieEEuVgo4nwZmVnInZ9vZ87ffkmZiw9/9bY8IqcOO2/LuXkTtUFH+PVX0Hf+9Hbr1Ks25xAwpj+Tvn6C0CojSYXlnTr+2O15fDjvQ/L7RLDy+iEd79BCcWQwuX0jSDjR84sSn0/BpY5qab3RdQ+oS4UnR2JG+PrrjwSGBVgAFI1dJ6yqVi00rra7k/ZSOIbFbFVbTBa1j15rVRtU2s4ew6wSzdv1JrNaEdCk87FZ1eg0Ns5K72pbd7YbGps0VrVKMftoXb6fzWpTmS1mvc5H1yhUKqVl1+TzdX7efowmY6NW46O1BVisKpXNpqv39zOeO5PQWcdQQN9k1mgtVlWdv06FUJvaTNvOdj9jo9aqUduNBh+Nq2sB6M41unsMobW12q5o7DqA0+VdZbcLQ32Ttj5EJ7B1/rPY8hjtpT29XTFj9tH4/O+Jw0Vvn/v6heCxAC5JkiR1j6xCkSRJ8lIygEuSJHkpGcAlSZK8lAzgkiRJXkoGcEmSJC8lA7gkSZKXkgFckiTJS8kALkmS5KVkAJckSfJSMoBLkiR5KRnAJUmSvJQM4JIkSV5KBnBJkiQvJQO4JEmSl5IBXJIkyUvJAC5JkuSlZACXJEnyUjKAS5IkeSkZwCVJkryUDOCSJEleSgZwSZIkLyUDuCRJkpeSAVySJMlLyQAuSZLkpWQAlyRJ8lIygEuSJHkpGcAlSZK8lAzgkiRJXkoGcEmSJC8lA7gkSZKXkgFckiTJS2l64iBhIkoxY+6JQ3WZ0Os8+v6n2X3Unj4FbDrh6VMAwK719BmAolU8fQoAaHxsnj4F/DVNnj4FAALVjZ4+BYJUF0e52J3V9J2iKDd0df8eCeBmzIwWk3riUF2mSUzy6Puf1tAnxNOnQF3CRRA5AWOMp88AmuIsnj4FACKiqz19CmREHvH0KQBwffA+T58CN/h69obzNHV0Xlh39pdVKJIkSV5KBnBJkiQvJQO4JEmSl5IBXJIkyUvJAC5JkuSlZACXJEnyUjKAS5IkeSkZwCVJkryUDOCSJEleSgZwSZIkLyUDuCRJkpeSAVySJMlLyQAuSZLkpWQAlyRJ8lIygEuSJHkpoSjdn9hcCLEfMHX/dC4JYcApT5/ERULmxRkyL86QeXGGXlGUQV3duUcWdABMiqKM6KFjeTUhxC6ZFw4yL86QeXGGzIszhBC7urO/rEKRJEnyUjKAS5IkeameCuCLeug4lwKZF2fIvDhD5sUZMi/O6FZe9EgjpiRJknThySoUSZIkLyUDuCRJkpfqMIALIeKFED8IIbKFEAeEEPOc218QQmQJIfYIIdYIIWKc2xOFEI3O7XuEEP843xdxobSTFwuEECdbXPPPWuzzpBAiXwiRI4S43nNn37Paygvnaw85r/eAEOIV57bLsVykCyG2Oa93lxBiVIt9LqtyIYS4QgixVQixTwjxtRAi0Ln9Ui4XeiHEDiHEXmdePO/cPsP5f7sQYsQ5+7hXLhRFafcBRAPDnM8DgFwgFQhskeZh4B/O54nA/o6O642PdvJiAfC4i/SpwF5AB/QBDgNqT1/Hec6La4DvAZ3ztYjLuFysAaY4t/8MWH8Zl4udwHjn9tnAC5dBuRCAv/O5FtgOjAFSgAHAemBEi/Rul4sO78AVRSlWFOUn5/M6IBuIVRSltkUyP+CSbw1tKy/a2eUm4N+KojQpinIEyAdGtZPea7STF78B/qwoSpPztTLPneWF0U5eKECgM1kQUOR8fjmWiwHARmeytcCtnjnDC0dxqHf+V+t8KIqiZCuKkuNiF7fLhVt14EKIRGAojm8ShBAvCSGOA3cAz7ZI2kcIkSmE2CCEuNqd9/AW5+YFMNdZpfS+ECLEuS0WON5itxO0H/C90jl5kQxcLYTY7vz7j2yR9HIrF48Af3F+Rl4FnnQmuxzLxX5guvOlGUB8i6SXbLkQQqiFEHuAMmCtoijb20nudrnodAAXQvgDnwOPnL77VhTlKUVR4oElwFxn0mKgt6IoQ4HHgKWn67suFS7y4h2gH5CO4/r/ejqpi90vqV8qLvJCA4Tg+Kk4H1guhBBcnuXiN8Cjzs/Io8B7p5O62P1SLxezgd8KIXbjqFoxO5Ne0uVCURSboijpQBwwSgjR3rwnbpeLTgVwIYQWxx9jiaIoK1wkWYrzJ5Hz9r/C+Xw3jnqc5M68jzdwlReKopQ6/1B24F3O/Ow5wdl3GnGc+Rnt9dooFyeAFc6fjzsAOxB2OZYL4G7g9PNPuYzLhaIohxRFuU5RlOHAMhx//0s+XpymKEo1jjrvG9pJ5na56EwvFIHjziFbUZS/tdjev0Wy6cAh5/ZwIYTa+bwv0B8o6Oh9vEE7eRHdItktOH4uAqwEbhNC6IQQfXDkxY4Ldb7nU1t5AXwJTHSmSQZ8gFOXY7nA8eEb73w+EchzPr/syoUQIsL5rwp4GviH8/+XcrkIF0IEO5/7ApNxxsk2uF8uOtGSOhbHbXwWsMf5+BmOb9j9zu1f42jYBMed+AEcrak/AdM83RrcU4928mIxsM+5fSUQ3WKfp3DcVeTg7JFwKTzayQsf4GNn2fgJmHgZl4uxwG7nNW8Hhl/G5WIejh4pucCfOTMK/FIuF0OATGde7AeedW6/BcfddhNQCnzX1XIhh9JLkiR5KTkSU5IkyUvJAC5JkuSlZACXJEnyUjKAS5IkeSkZwCVJkryUDOCSJEleSgZwSZIkL/X/7Lb5PojrCP4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sp = psy.plot.mapplot(\"demo.nc\", name=\"t2m\", map_extent=\"Europe\", borders=True)\n", "sp.update(projection=\"moll\")" ] }, { "cell_type": "markdown", "id": "b64e62fb", "metadata": {}, "source": [ "### 3.1 Advantages\n", "\n", "- Full compliance with the don't repeat yourself principle\n", "- Uses the full flexibility of the psyplot framework\n", "- You can easily save the formatoption to a script and import it when you need it\n", "- You can create pull requests to psyplot and make your visualization methods available to others\n", "- You can enhance your formatoption. Here we only accept `True` and `False` as a value, but you could also easily make your formatoption accept a dictionary with color or linewidth to the formatoption, e.g. \n", "`borders={\"color\": \"red\", \"linewidths\": 0.1})`.\n", "- If you make sure that your formatoption is always compatible with the latest version of matplotlib, cartopy, etc. you automatically make sure that all of your plotting scripts are still compatible." ] }, { "cell_type": "markdown", "id": "2bb2ffb3", "metadata": {}, "source": [ "### 3.2 Disadvantages\n", "\n", "You have to add a couple of lines of code." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" }, "supplementary_files": [ "demo.nc" ] }, "nbformat": 4, "nbformat_minor": 5 }