{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# irradiance.py tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial explores some of the functions available in the ``pvlib`` module ``irradiance.py``.\n", "\n", "This tutorial requires pvlib >= 0.6.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015, March 2016, July 2016, February 2017, August 2018." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", " \n", "# built in python modules\n", "import datetime\n", "\n", "# python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import pvlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of contents\n", "\n", "1. [Extraterrestrial radiation](#Extraterrestrial-radiation)\n", "2. [Clear sky models](#Clear-sky-models)\n", "2. [Diffuse ground](#Diffuse-ground)\n", "2. [Diffuse sky](#Diffuse-sky)\n", " 1. [Isotropic](#Isotropic-model)\n", " 2. [Klucher](#Klucher-model)\n", " 2. [Reindl](#Reindl-model)\n", " 2. [Hay-Davies](#Hay-Davies-model)\n", " 2. [Perez](#Perez-model)\n", "2. [Angle of incidence](#Angle-of-incidence-functions)\n", "2. [total_irrad](#total_irrad)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extraterrestrial radiation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has four different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant. As of pvlib 0.4, each method can accept many different input types (day of year, arrays of day of year, datetimes, DatetimeIndex, etc.) and will consistently return the appropriate output type." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# DatetimeIndex in yields a TimeSeries out\n", "times = pd.date_range('2014-01-01', '2015-01-01', freq='1h')\n", "\n", "spencer = pvlib.irradiance.get_extra_radiation(times, method='spencer')\n", "asce = pvlib.irradiance.get_extra_radiation(times, method='asce')\n", "ephem = pvlib.irradiance.get_extra_radiation(times, method='pyephem') \n", "nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Extraterrestrial radiation (W/m^2)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", "nrel.plot(label='nrel')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``pyephem`` and ``nrel`` methods are the most accurate. However, as shown in the plot below, the difference between them and the spencer method is only +/-2 W/m^2 over the entire year." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'spencer-ephem (W/m**2)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "et_diff = spencer - ephem\n", "et_diff.plot()\n", "plt.ylabel('spencer-ephem (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The intraday squiggles are due to the fact that the asce and spencer methods will cast a DatetimeIndex into integer days of year, while the pyephem and nrel methods also use the time of day." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference between the nrel and pyephem methods is negligible." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'nrel-ephem (W/m**2)')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "et_diff = nrel - ephem\n", "et_diff.plot()\n", "plt.ylabel('nrel-ephem (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also control the solar constant. Recent literature suggests that the solar constant is 1361 $W/m^2$ rather than the commonly accepted 1367 $W/m^2$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'ET Irradiance (W/m^2)')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer_1361 = pvlib.irradiance.get_extra_radiation(times, method='spencer', solar_constant=1361)\n", "\n", "spencer.plot(label='default 1366.7')\n", "spencer_1361.plot(label='1361')\n", "plt.legend()\n", "plt.title('Impact of solar constant')\n", "plt.ylabel('ET Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the time it takes to do the calculations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "times = pd.DatetimeIndex(start='2015', end='2016', freq='1min')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55.9 ms ± 406 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "32.6 ms ± 444 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "7.98 s ± 94.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "1.04 s ± 15.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "263 ms ± 14.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit spencer = pvlib.irradiance.get_extra_radiation(times, method='spencer')\n", "%timeit asce = pvlib.irradiance.get_extra_radiation(times, method='asce')\n", "%timeit ephem = pvlib.irradiance.get_extra_radiation(times, method='pyephem')\n", "%timeit nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel')\n", "%timeit nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel', how='numba')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to DatetimeIndex input, the methods also work for various scalar datetime-like formats as well as scalar and array day of year input." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-10-26 00:00:00 spencer 1383.6362029\n", "2016-10-26 00:00:00 asce 1385.08377469\n", "2016-10-26 00:00:00 pyephem 1382.3920240844304\n", "2016-10-26 00:00:00 nrel 1382.3912017480877\n", "2016-10-26 spencer 1383.6362028955045\n", "2016-10-26 asce 1385.0837746866198\n", "2016-10-26 pyephem 1382.3920240844304\n", "2016-10-26 nrel 1382.3912017480877\n", "300 spencer 1383.6362029\n", "300 asce 1385.08377469\n", "300 pyephem 1382.618664623793\n", "300 nrel 1382.6174658748046\n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'Extraterrestrial radiation (W/m^2)')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nOtWgwaMDjY6VK6ydx1FBRCaLyDIRWXHnyOKaH4GdQFURiRKR5+/z9D+As5h3GpyLeZdBlFLxwFhgr+UYYzlXeNTuZd7HY9tkApxvEvNMexqcT2L9vPFcv5VqdDpNK5SUKYO4758jIy0Zt22KK75OtB0/3+hYuUasueUhIoeA+UAY8PcIK6XUZttFy77g4GAVGhpqdIyck3Yb5raFm7Gkv7iZDb264RGfzIrBU/i4Xyej02laoXN4yViCjn3Or2FVqXQ8Ebt5n1GzaTejYz00EdmnlArO6nnWrriVrJSappTaqJTafOd4yIyatRxdoed8SE7AYfVQyn/8CUWSFf6/jGPf+cLVANM0o10/s5fqx6aw+Fp1qh1NJLJnowJRNB6EtYXjCxEZJSJNRKT+ncOmybR/8qsBbUdA+EqqOsUT8Wg92p2IY+7MSaRlPPA0G03TsiM9heQlLxKR5k657YlcLuVC+w9nGZ0q11lbOGoDLwKfApMsx+e2CqXdQ5P/mhdD/HMo7d8awZXiDjy1eTlz/wozOpmmFQqXfhtFyZRzhJ4ug/tNEyXHj8PJ2c3oWLnO2sLxOBColGqllGpjOdraMph2F3b20GMWKBOua9+l6PDBlEwwceXbD4mMv2V0Ok0r0DIu7ME37CsWXqtL3UPxnH+0LtWbdjU6liGsLRyHgGK2DKJZybuCeQ+PiK0E+6Rwqn5Jnjh0mgnfLTM6maYVXKm3SPrpBc6meVNh91VifBxpM2q20akMY23h8APCRWSNtcNxNRuq/yxU7gTrRxP87lBMAsGrp7P1VD6fMa9pedTtNaPxvHWerWfL4H09A/eRw3ArWnh/l7a2cIzCfLvqY/6/j2OSrUJpWRCB7tPA3hn/gzO41Ls5jc7dYNFXE3VHuabltPM7cN43hy8TGtLoQAxn21amfse+RqcyVFbLqq8RkcHAlczDcPVw3DzAvSR0HAPnt9G+Q0Mu+zjSe9sfLNh0zOhkmlZwpKeQvOy/RKT7UP5QLElF7Wg59iujUxkuqxZHf+AaMFpE9ovIbBF5TESK5kI2LSv1noXyzXHaNJaibw6k1PUMIhd8yNWkFKOTaVqBoLZ8jkvCWRbHVCXgYgqpr/bBs3gpo2MZLqvVcS8rpRYopf4DBAMLgQbAGhFZLyJDcyOkdg92dua1rNKTCTHt51QdX544cILJP+ruJ017aDHhqK2T+TE5hPZ7zhFZyZNmA4YbnSpPyOpW1d+77SmlTEqpnUqpkUqpZpiXW9ebQxjNpxK0HgbHVxD8Ym+UQKVfJ3EkOsHoZJqWf5lMZKx4g0Tlws1TKbikKiqOnYCdnbXdwgVbVj+FEyJyVETmisgAEaly5wGlVJxS6gcb59Os0fQN8KuN/8HpRD3WkMZnE5j75RS99LqmZdf+BdhH7ebzq81odjSOyK51qVivldGp8oysblX5Yh5NtR1oCiwTkSsi8pu+TZWH2DuaR1klXaF9iDdxxezpsnEZa8KijE6mafnPjUuY1o5ke0Z1mh86wTUPe1p+ON3oVHmKNRs5nbT0cwzCvDf4OKAmULD3RsxvSteH4OdwPbgA1b8L5ePS2DzrA9L18FxNezBrPyAjLYWV0aUpF5NKxmv9KOrpY3SqPCWrPo6mIjJERJaKyB5gPGAPPAN45kZA7QG0GwGuXjR3PMDZgKI8tjuU7zcWoOXlNc3Wzm2BI0uZntyRxw4eJ7JCUZo9867RqfKcrFoc2zB3gi8FWiul/qOUmqqU2qWU0rsI5TWuXtBhDHZRewkc0AH324q4uR9yMyXd6GSalvdlpKH+GEqMvR9p5+PxvKXwf/8D3SF+F1n9RPwxzxavD6wWkR0iMkNE+opIoO3jaQ+sTh8o24jqFxYT3qQsncIimb1oidGpNC3v2zMXiT3O2Osd6HwogjONy1CrRQ+jU+VJ1szjWKaUGqKUagm0B8Ix92+cyo2A2gOys4NHPofb8bTsGECqI5RaPIWYG8lGJ9O0vCvxCmrTJ4Q61KfO6UMgUH+EXlXpXrLq4/AUkc4iMkZE1gORQD/gd+Cp3AioZUOpIGg4iBInlhD5SF3qRyTx1fQJRqfStLxr/WhU6i2mXQmi2YmrRD1aH/+KQUanyrOyulV1GvgvcBsYC5RRSjVSSg1WSv1i83Ra9rV5H4r48EiFOK54OdB41c8cj9Kr52ra/7iwGw4t4nvpSs+jW0goakfL96YYnSpPy+pWVQmlVDel1CeWhQ1v51Yw7SG5eELbEThd3ANPNaVMfAbLP33H6FSalreYMuCPIdx09mVDtCtVLiZzs3833Iv5Gp0sT8vqVtUcEal1j8eKiMhzIlK41xfOy+o9A361aWnaxonAorTftpetBw4bnUrT8o59C+DyYT5K/g99j+4kpoQjLV8abXSqPC+rW1WzgJEiclxEfhaRWSLytYhsBXYA7oC+ZZVX2dlD50+wuxFFld4huKVA2MQhRqfStLwhOQE2jifSvR7XoyIpE5eG3UvP4OjkYnSyPM/hfg8qpQ4CT1qWUQ8GSmHu7ziulDqRC/m0h1WhBVTvRo3Tv/JDSE1ahEby+9o/6daxi9HJNM1YWyehbsXzVuobvHlkLtFlXGnbR/9iZQ2rZrYopZKUUpuUUj8qpZbropHPdBgLpnTatvYj3R6uzRirF0DUCrdrEbBrNge8OlP+4i5KJJjweP0VPdnPSvqnVBh4V4DGr1LqwkqOtqhEyMlrLP7xG6NTaZpx1o/GJHa8c7E1Tx4+zIVKHgR3e97oVPmGLhyFRYt3oIgv3Wslca2I4DJ/OunpGUan0rTcd2E3HP2V9V7/oVn0n3jeUpQa8q5ubTwA/ZMqLFw8oN0IPGL2E9m+OlWjk/l+5nijU2la7jKZYM1w0t38GBFRkx5hJzkX5ENQ615GJ8tXrCocIlLFspnTWhHZcOewdTgth9XtC361eNzvBNHeDpT9aQk3byUZnUrTcs/RZRC9j588BtAjchmuKVBp6CijU+U71rY4fgb2Ax8C72Y6tPzEzh46fITTjUhud66J/7UMfvxE78elFRJpt2H9aJJ9ajH1lDddjpznXOMyVAlub3SyfMfawpGulJqtlNqjlNp357BpMs02KraDCq14xGk34WVcqblqE7Gxl4xOpWm2t2s2JEQy03EAz5xfgr0Jag/Tt2uzw9rC8buIvCoipUTE+85h02SabYhAhzHYJ8dTvHM1it1S/P7Rm0an0jTbuhUP26Zwo1x7fgm/RbtjlzjfujLlqzc0Olm+ZG3h6I/51tQOYJ/l0FvL5Vf+daF2b1om/8X+Kp7U3RJGdORpo1Npmu1snQSpSXya+hQDz/5Mhh2EDNMrRmeXtRMAK9zluO9GTpalSWJE5Eimc2NF5LCIHLR0tPtbznuKyO8ickhEjorIwEzX9BeRU5ajf3a/Ue1f2n4IykS1NqVxToN1Y/UCiFoBdf0C7JlDbMWe7Dx+lmYnrhLdpQ5+5asbnSzfsnZUlaOIvCEiv1iO10TEMYvLFgCd/3VuolIqSClVF1gJjLSc/y9wTClVB2gNTBIRJ8vtsFFAI6AhMEpEvKz6zrT78wqAkBdpcGMD+2p4U2/HSSJOhRmdStNy3sZPUAijbnRnwOnlJDtD03c/MzpVvmbtrarZQAPMix7Osnw++34XKKW2APH/Oncj05dFgDvrXijAXUQEKGq5Lh3oBKxTSsUrpa4B6/jfYqRlV8sh4OROcJOi2Jlgy3g9wkorYK4chUM/crFKP06HH6DhmQSudG+El285o5Pla9YWjhClVH+l1AbLMRAIyc4bish4EYkE+vL/LY4ZQHXgIhAGvKmUMgGlMe86eEeU5ZyWE9y8ocVgaiTtYl+t4tTbE8Gpo3uMTqVpOeevMShndz682pHnTqwk0VVoPvhTo1Ple9YWjgwRqXjnCxEJBLK1XoVS6gOlVFngB+A1y+lOwEHAH6gLzBARD0Du9hJ3e10RGSQioSISGhurd7qzWqOXwaM0LRtkYBLY8/H7RifStJwRsR1OruZCjZe5enQzdc4nca1XKzy8SxqdLN+ztnC8C2wUkU0ishnYADxsb+oioKfl84HAMmV2GjgHVMPcwiib6ZoymFsl/0MpNUcpFayUCi5RosRDRitEHF2hzQcE3j7G/jrFqbM/muP7txidStMejlKwfhS4l+KDi40ZEL6ahKJ2NH9Dz9vICdaOqvoLqAy8YTmqKqU2PuibiUjlTF92B8Itn18A2lme4wdUBc4Ca4COIuJl6RTvaDmn5aQ6/4ES1WhfK5E0Bzj0yQijE2nawwlfBVF7OVPrDZLD/qB69G0S+3SiiLuefpYTsto6tq3l4xNAV6ASUBHoajl3v2t/BHYCVUUkSkSeBz4VkSMichhzEbgz82ws0FREwoC/gGFKqTilVLzlsb2WY4zlnJaT7Oyh7YeUTY3gQL0S1AmL4fCOP4xOpWnZk5EOf30EPlUYGVGbAUfXc7WYPa1eGWt0sgLjvjsAAq0w35bqdpfHFLDsXhcqpZ6+y+n593juRcyF5G6PfQ18nUVO7WFVexT869HV8QqRhyDis/EELX/E6FSa9uAOLYK4k5xq8yWy6CcqXknl0htP4ORaxOhkBUZWW8feWTZyjFLqXObHRKSCzVJpuU8E2o3E77vHWVW/Dk12xnJgy2/Ua/mY0ck0zXrpKbD5MyjdgDEnytLv6BZifBxp8YK+/ZqTrO0cX3qXc7/kZBAtDwhsAwEteCwwmiQXODtJL8mg5TP7F0JCJCdrvoXj3gWUi0tHnv8Pjk4uRicrULLq46gmIj0BTxF5ItMxANB/EgWNpdVRPCOOo/V8qHHiGvs23PNupKblLam3YMtEKNeU8UeL0ffILi6VdKbZs3pia07LqsVRFXgUKIa5n+POUR940bbRNEOUbQhVuvBYhQhuuArnp+ilGbR8InQ+JF3hVK23KLJzHv7XMnB5eQD29ll15WoPKqs+jt+A30SkiVJqZy5l0ozW9kO8TjbjRL1yhOyIJ3T9YoLbP2V0Kk27t5Qk2DYFAtvw6WEX+h/ZR1RZN9o9+YbRyQoka/s4DojIf0VklmXV269FRI90KqhK1oJavXis3BkS3ISoKZONTqRp97f7S7h1lVO13sR96yxK3DDh+frL2NlZ+1+c9iCs/al+B5TEvDTIZswzuBNtFUrLA9q8j6ekcqqeJ1XP3GDvmkVGJ9K0u7t9HXZMgypd+Gy/iSePhHG+ojvBjz5vdLICy9rCUUkpNQK4qZT6FvNkwNq2i6UZrnhFqPcMPcqc4rqbcPGLqUYn0rS72zkTkhM4XesNvDfPwOumouTgwbq1YUPW/mTTLB+vi0gtwBMIsEkiLe9oNQx3BzvO1nenytlEdv+x0OhEmvZPN6/CrllQ4zE+35lIz7BwzlX3om77u80/1nKKtYVjjmWtqBHACuAYoIfbFHSepSHkBXr4nyS+iBAzbbrRiTTtn3Z8Aak3OV3zDXw3Tcc9GcoPec/oVAWetYsczlNKXVNKbVZKBSqlfJVSX9o6nJYHNB9MEWdXLtQrQqWIJHat/MboRJpmlngFds+BoCeZuu0Kjx09w5k6vtRs1t3oZAXefYfjisgzSqnvReTtuz2ulNLDbQq6oiWg8Sv0SPmcfUVLkzBtBqZH+uv7x5rxtk2GjFTO1PwvpUYOxSUVqg4dmfV12kPL6l//nVXB3O9xaIVB09dxdfMkup4rgRdusev3u65VqWm5JyEKQr+Gen2ZtvEsXY9e4GzD0lRu0M7oZIVCVhMAv7J8/Ch34mh5kmsxaPo6PW6OY497aRJnzMbU7Xnd6tCMs+VzUIpzNV6lzMLXcMiA2sP0sum5JatbVdPu97hSSk/LLCwavYLTri+5Us+Zmltus/PXL2nW81WjU2mFUfw5OPAdNBjI9PXH6H/8ImebBtC9ZhOjkxUaWf3KuM9yuGBen+qU5ahLNvcc1/Ip56JIi7fp7neWWA/hxqy5mEwmo1NphdHmz8DOgXM1XsZ//UzsFNQbqlsbuem+hUMp9a1lwl9loI1SarpSajrmbV7r5kZALQ8Jfg7HYqWIq+dIQHQyO36ZYXQirbCJPQmHf4KQF5i59iAdj1/iXNMKlK0abHSyQsXam9T+/LMzvKjlnFaYOLoiLd/PojgaAAAgAElEQVTlUb8IrnjacXP2N7rVoeWuTZ+AgysR1QdRau0sRLc2DGFt4fgU80KHC0RkAbAf+NhmqbS8q14/HL3Lc72uHeUuJbN98X27wTQt51w+AkeXQeOXmfXnXjqEX+Js0wqUrdLA6GSFjrUTAL8BGgG/Wo4mlltYWmHj4IS0fo+ufhe4XMyO5C+/ISMj3ehUWmGw6RNw9uRC1ecpuWYmoqDBsPFGpyqUHmQ8ZQpwCbgGVBGRlraJpOV5QU/h4FuFm3WhzJVUti2aYnQiraCL3g/hK6Hpa8z6Yycdwi9ztlkgZSrXMzpZoWRV4RCRF4AtwBrgI8vH0baLpeVpdvZI6+F08o3ikpcdaXO/160OzbY2jgdXb6Kq9Mdv9UwAgoeOMzhU4WVti+NNIAQ4r5RqA9QDYm2WSsv7avTAoVQtkuuYKB2TytbvPzc6kVZQXdgFp9dD87eYtXIL7cMvc6Z5RUrr1oZhrC0cyUqpZAARcVZKhWPej1wrrOzskLYj6Oh7kYvedmTMW0R6WqrRqbSCaMM4KOJLVKW++P5pbm2E6NaGoawtHFEiUgxYDqwTkd+Ai7aLpeULVTphXzaY9Lrp+Memse07vdK+lsPOboaIrdDiHWav2Ei78CucaVGR0pX0NDIjWTuq6nGl1HWl1GjMe3LMB3rYMpiWD4gg7UbQvsRloorbob5eolsdWs5Rytza8ChNdKWn/m5tNByqZwIYLcvCISJ2InLkzteWPTlWKKX0/xAaBLbGrkILpE4KJePS2LrgE6MTaQXFqXUQtQdavsuXy9fTNvwKZ1pUwr9ikNHJCr0sC4dSygQcEpFyuZBHy4ek7QjalIglsoQd8s0vpKUmGx1Jy++Ugo3jwCuAixV64rNqJkqg4VA9byMvsLaPoxRwVET+EpEVdw5bBtPykXKNsKvSEYeg2/jFp7Nlvv7HrT2k8JVw6RC0GsaXy9fS9sQVzjbXrY284r7Lqmei9+PQ7kvafEDrk61Y51sGl4XLSX1uOE7ObkbH0vIjUwZsGA/FK3OpfDd8PnrU3NoYpvs28gprO8c33+2wdTgtH/Gvi9TojmvtW/heS2frPD1cUsumo79C7HFo/R5fLf2TNidiONOiMv6BtY1OplnoLdy0HCNtPqCZzzXO+9nh9N0KUm/fMjqSlt9kpMPGj8G3JpfLPkLxVTMxCTTWrY08RRcOLef4VsOuzpMUDUrC53oGm+fpO5zaAzr8E8SfgbYf8NXSlbQ+EcPZVlUoVaGW0cm0THTh0HKUtH6PxsWTiChph+v3q3SrQ7NeegpsmgD+9blSqi3Ff5+BSaDJMD3EO6+5b+EQkTAROXyXI0xEDmdx7dciEpN5DoiIjLVcf1BE1oqIf6bHWlvOHxWRzZnOdxaREyJyWkTee5hvVssF3oHY13+GYkGJFE/IYPNXI41OpOUX+xdCwgVo+yFf/bKC1idiOduqCiXL1zA6mfYvopS694Mi5e93sVLq/H2ubQkkAQuVUrUs5zyUUjcsn78B1FBKvWxZzmQH0FkpdUFEfJVSMSJiD5wEOgBRwF7gaaXUsfvlCg4OVqGhofd7imZLCdGkTa3L2s2+FEuE+pt34urmYXQqLS9Luw1f1AXvQGJ6LmNJ/060OB2L36pllCxf3eh0hYaI7FNKZbkPb1Z7jp+/35HFtVuA+H+du5HpyyLAnarVB1imlLpgeV6M5XxD4LRS6qxlpvpPwGNZfVOawTxLY9/wOXxrJ+CdaGLL9PeNTqTldXvnQ9Jlc2tjqbm1caZVNV008ihr9+NoLCJ7RSRJRFJFJENEbmR95V1fa7yIRAJ9gTv3MaoAXiKySUT2icizlvOlgchMl0dZzt3tdQeJSKiIhMbG6hXfjWbX4h3q+aRzqqwdXos3kHg9JuuLtMIpJRG2TYbANsQUb4D3iplk2EMzvSZVnmVt5/gM4GngFOAKvABMz84bKqU+UEqVBX4AXrOcdgAaAF2BTsAIEakCyN1e4h6vO0cpFayUCi5RokR2omk5qagvdo1foULteNxvKbZOGmZ0Ii2v2v0l3LoKbUcwZ8lyWllaG366tZFnWT2qSil1GrBXSmVY9iBv85DvvQjoafk8ClitlLqplIrDvNtgHcv5spmuKYNezj3fsGv2OtW87QgPtMdvxS7iL9/37qZWGN2+BtunQ9VHiPWshdfv5tZG8/c+NTqZdh/WFo5bIuIEHBSRz0RkMOY+igciIpUzfdkdCLd8/hvQQkQcRMQNaAQcx9wZXllEKlje/z+AXiMrv3Dzxq7ZG9SqGYNLCuz47F2jE2l5zc6ZkJIAbd5n7uJfaHUijjOtq+NbVu8Tl5dZWzj6AfaYby3dxNwK6Hm/C0TkR2AnUFVEokTkeeBTETliGcrbEfOWtCiljgOrgcPAHmCeUuqIUird8p5rMBeSJUqpow/4PWoGsm/6KuWKuXK8qj1l14Zx6dyRrC/SCoebcbBrNtR8nJgilfFbPoM0B2j5/kSjk2lZsGqRw0wjqG5j5YKHSqmn73J6/n2ePxH4n78xSqk/gD+seU8tD3J2x6HV2zRMHEvCqRLsmzCcR7/83ehUWl6wbQqk3YLWw5nz7Tf0PH2d493qU8+/otHJtCxkNQFwieXjXScC5k5ELb+zbzSIEp7FCK9hR/ktp4k4utPoSJrRblyCvfMg6CkuOZUjcMV8El2E9u9NMjqZZoWsblW9afn4KNDtLoemZc3RFae2Q2lV5TIZdnBkwgijE2lG2zoJTOnQahjz5kyj3oWbXOzRAo/iJY1OplkhqwmAlyyzt+c/6ARATcvMvsEAinj6cqq2HRX2RBO+Z43RkTSjXDsP+xZAvX6cN5Wg9h8/Eu9uR8chE4xOplnJmq1jMzCPqvLMhTxaQeXghHP792lf8SK3neHsRL1fR6G1+TMQO2j5LgtnfkzVSylc+08X3IoWMzqZZiVrR1UlA2EiMl9Ept05bBlMK3gc6j6NvWc5IoKECmFxHNqwxOhIWm6LCYdDiyDkeU4lFyFk3UqueDnQ6bWxRifTHoC1hWMVMALzxLx9lkOvIqg9GHsH3Dp+SOeASyS4CZcnT8JkMhmdSstNG8aCYxFoMYTFU0ZQPi6N5IG9cXR2NTqZ9gCsLRzFlFLfZj4AL1sG0womh9o9SStWict1TJQ7fYPQlfccoa0VNJF7IXwlNHuDY1fTabZxAxf8nOjwvF4EM7+xtnD0v8u5ATmYQyss7Owo2mUUXcpcIs5DuDFttm51FAZKwfrRUKQENH6VlROHUDLBhPOrg7C3t2o6mZaHZDWP42kR+R2oICIrMh2bgKu5klArcByrdyWpeG0S6mRQOuo2O36cbHQkzdZO/wXnt0HLoew+eZ42W0MJr+hB66f+a3QyLRuyKvU7gEuAD5B5Zk4i5uVBNO3BiVCs60d0jn+Czd5lsP/qO9KffAMHRyejk2m2YDKZWxvFykODAewb+BitkiFg+Cijk2nZZM1GTpuA9sBWpdRmzIWkDHdf8lzTrGJfqS0JviFk1EnBLyaVLfP1qJoC6+gyuBIGbT9k9ZZNtNgXwYEGZajX/BGjk2nZZG0fxxbARURKA38BA4EFtgqlFQIieHcbQ3vfWM772eO04FdSbicZnUrLaemp5pFUfrVRtXoSM3U06fbQYsxUo5NpD8HawiFKqVvAE8B0pdTjgN5BXnsoUr4p1/1b4hp0k+LXM9g880OjI2k5bf+3cC0C2o9i8aL5hJy8xsE2dShfsabRybSHYHXhEJEmmLd7XWU5p4dCaA/N69ExtPCO51QZBzx/XEtSgh5zUWCkJJlniZdvRlpAG4rMn0V8UeHxj7K1eaiWh1hbON4ChgO/KqWOikggsNF2sbTCQkrX40ZAJ0rWTsDjpmLrFL3FbIGxaxbcjIH2H7FwykgqXUrh9OOdKealt3bO76wqHEqpzUqp7pj3HkcpdVYp9YZNk2mFRrFHx9LAM5HjFRzw/XU712IjjY6kPazEK7BtKlR7lATPSlRa+hvnSzjy9JBPjE6m5QCrCoeINBGRY5h34UNE6ojILJsm0wqPElVJrNGXajXizFvMThhidCLtYW36GDJSoMMYlnz0Fr4JJm489wJOzs5GJ9NygLW3qqYCnbBM+lNKHQJa2iqUVvgUe2QkgZ6KY1UdKPvnYS6E7zU6kpZdMcdh/0IIeZGIhDTqr9vD4UAPnhyob1IUFNYWDpRS/75/kJHDWbTCrKgvKY3fonmNS5gEwsYMNTqRll3rRoKTO7QaypaRr+OUDsXf1pP9ChJrC0ekiDQFlIg4icgQLLetNC2neLZ+gyJFvThVx47A/Zc5uO5HoyNpD+rMRji1FloOYeeuzTQIjWJbcAXat9eT/QoSa4fUvgx8AZQGooC1QL5aZCYtLY2oqCiSk5ONjpKvubi4UKZMGRwdHXP+xZ3ccOgwii7Jr3P4RCluffY5GW1760Xw8gtTBqwdAcXKYQp5kdiuzbBzFVqN0Fv3FDRZ/ou0bB3bTynVNxfy2ExUVBTu7u4EBAQgoldLyQ6lFFevXiUqKooKFSrY5D3cgvtwdet04utfp+KWW2z5ejxtXtS3OfKFQz+Zlxbp9TW/zZ1AtcjbrHmsFW9VrmR0Mi2HWbt17GO5kMWmkpOTKV68uC4aD0FEKF68uG1bbXZ2eDz2GV1KXea8nz3Oc3/mZmK87d5Pyxmpt8xLi5QOJqlsa3y+/ZlzJRzp98GkrK/V8h1r+zi2i8gMEWkhIvXvHDZNZgO6aDy83PgZOlZqxVX/NnjWS8TrRgabJ7xt8/fUHtKO6ZB4CTqN57fRr+Fzw8SFvi9Q3KOI0ck0G7C2cDQFagJjMC+vPgn43FahNK3EE58RUiyRo5UcKb18tx6em5ddj4RtU6BGDyKSnai57iC7qnjz/IuvGZ1Ms5EsC4eI2AGzlVJt/nW0zYV8Wi5IT083OsL/kBJVuFb7ORrXNA/PPTJCtzryrHUjzB87jmXPB4MRwOu1MTjaWz3aX8tnrOnjMAH6V4cccPPmTbp27UqdOnWoVasWixcvJiAggGHDhtGwYUMaNmzI6dOnAYiNjaVnz56EhIQQEhLC9u3bARg9ejTPPfccrVu3JjAwkGnT/n/EysKFCwkKCqJOnTr069cvy9cZNGgQHTt25Nlnn83ln4R1SnQdiUfRIpyqb0+FsDh2LP7C6Ejav53bCkd/heaD2bl9E7XDYljfsBqPddC/VxZk1o5zXGeZu7EYuHnnpFIqX/ZafvT7UY5dvJGjr1nD34NR3e6/VPTq1avx9/dn1SrzAsMJCQkMGzYMDw8P9uzZw8KFC3nrrbdYuXIlb775JoMHD6Z58+ZcuHCBTp06cfy4eepMeHg4GzduJDExkapVq/LKK69w8uRJxo8fz/bt2/Hx8SE+3vxHc7/X2bdvH9u2bcPV1TVHfxY5xsWDjLaj6JH2FltPl8VlylxuPtKPIu7eRifTADLSYfV74FmO9IYvc+ORVqS729Fm+FTdn1jAWVs4nrN8zDx3QwGBORunYKtduzZDhgxh2LBhPProo7Ro0QKAp59++u+PgwcPBmD9+vUcO3bs72tv3LhBYmIiAF27dsXZ2RlnZ2d8fX25cuUKGzZsoFevXvj4+ADg7e2d5et079497xYNC68m/bm0cy4OwVfwXuPEpvGv0/XTH4yOpQHs+wauHIEnv+P3mWOodjmF5T27MLxyeaOTaTZmVeFQStlm0L5BsmoZ2EqVKlXYt28ff/zxB8OHD6djx47AP0cq3fncZDKxc+fOu/7H7pxpoTh7e3vS09NRSt31t7z7vU6RIvlgxIudHV69ptJqQQcWVwukxor9nOmzlYpBLYxOVrjdiocN46BCK6561ab0ovc4VtqF54eNNzqZlgusXR3XTUQ+FJE5lq8ri8ijto1W8Fy8eBE3NzeeeeYZhgwZwv79+wFYvHjx3x+bNGkCQMeOHZkxY8bf1x48ePC+r92uXTuWLFnC1avmjZDu3Kp60NfJi1wCGhJV/nGaV48ixRFOffguJpPJ6FiF24ZxkJIIXSawfvjLuCUrYge8g69H3m7BajnD2mEP3wCpmIflgnnZkXE2SVSAhYWF0bBhQ+rWrcv48eP58EPzVqkpKSk0atSIL774gilTpgAwbdo0QkNDCQoKokaNGnz55Zf3fe2aNWvywQcf0KpVK+rUqcPbb7+drdfJq0r3+hQvFwdOBrtQ/mQCm+eONjpS4XU5zHybquGL7As7Sq1dF1hfrzwv9OljdDItl4hSKusniYQqpYJF5IBSqp7l3CGlVB2bJ8yG4OBgFRoa+o9zx48fp3r16gYlureAgABCQ0P/7pvID4z6Wcau+RzvHWNZvT0Av7g0yq1cjm+ZKrmeo1AzmeDrThB/hvSXd/LXY50oeiOV9PnLaFW3mtHptIckIvuUUsFZPc/aFkeqiLhi7hBHRCoCKVkE+FpEYkTkSKZzY0XksIgcFJG1IuL/r2tCRCRDRHplOtdfRE5Zjv5W5tUKoBLt3yTOrSK+9ZJwTFPsHfqS0ZEKn/3fQtQe6DiOlbM+ptylFDZ07KSLRiFjbeEYDawGyorID8BfQFabQy8AOv/r3ESlVJBSqi6wEhh55wHLYooTgDWZznkDo4BGQENglIh4WZk5X4iIiMhXrQ1D2TtStOd0QorEcTDEk8D9l9n+42SjUxUeSTGwfhQEtCDWJ4TSP60lrIwbzw/VHeKFjbV7jq8FngAGAD8CwUqpjVlcswWI/9e5zJMnimBpwVi8DiwFYjKd6wSsU0rFK6WuAev432KkFSJFKjXjXPne9C57gig/R+wmz+dabJTRsQqHNR+YFzPsOpmNw17BJRVi+g/F38vN6GRaLrN2VNVfSqmrSqlVSqmVSqk4EfkrO28oIuNFJBLoi6XFISKlgceBf/fclgYy7zwYZTmnFWIBT00kzdGDjAaCe5KJ7R8MMjpSwXdmI4QtgeaD2bL5L2rvi2Z1g0q81Ke30ck0A9y3cIiIi+V2kY+IeImIt+UIAPzvd+29KKU+UEqVBX7g/5cymQoMsyzh/o8Id3uJe2QdJCKhIhIaGxubnWhaPiFuXqS0G0dnjwj2Bxen4pZz7P5tjtGxCq60ZFj1DngHkhTUH5k4g2gve1qNmKnXoyqksvpTfwnYB1SzfLxz/AbMfMj3XgT0tHweDPwkIhFAL2CWiPTA3MIom+maMsDFu72YUmqOUipYKRVcokSJh4ym5XW+TZ/hQrGGdA44zWUfBzLGf6FvWdnKtskQfwa6TubPEf/FJ8HE7t7P0bBKOaOTaQa5b+FQSn1hmTU+RCkVqJSqYDnqKKVm3O/auxGRypm+7A6EW96nglIqQCkVAPwCvKqUWo65o7yjpbXjBXQkU+e5VoiJULLPLDztM7jW2B2PRBPb330u6+u0B3M5DLZOgtpPsj8ilhobT7Kutj9v/vcNo5NpBrJ2yZHpIlILqAG4ZDq/8F7XiMiPQGvMt7miMI+OekREqgIm4Dzmvczv977xIjIWuLMZw5j8urCilvOcfCtzIXgIT4R+zMKmDQjZHsn2RZNp1kcvwZ4jMtJg+avg6kVy6w+51qMbju52BL7zBUWd9T7whZm1neOjgOmWow3wGeYWwz0ppZ5WSpVSSjkqpcoopeYrpXoqpWpZhuR2U0pF3+W6AUqpXzJ9/bVSqpLl+OaBvrs8qEePHjRo0ICaNWsyZ84cMjIyGDBgALVq1aJ27dp/zxw/ffo07du3p06dOtSvX58zZ84AMHHiREJCQggKCmLUKL0Xd7lHhnDBrSad/U8Q5e+Mw6R5xEafNjpWwbBtKlw+DF0ns+qjt/GPTWP1I4/zaONaRifTDGbtrw29gDrAAaXUQBHxA+bZLpaN/fmeuQmek0rWhi6fZvm0r7/+Gm9vb27fvk1ISAgNGjQgOjqaI0fM8ySvX78OQN++fXnvvfd4/PHHSU5OxmQysXbtWk6dOsWePXtQStG9e3e2bNlCy5Ytc/Z7yU/s7PHuOw/HuS25GeKO38o49rz9PF1+3Iidne64zbYrR2HzBKj5BHsj4qm29hhra5bizXc+NDqZlgdY+y/rtmVDp3QR8cA810IvqZ4N06ZNo06dOjRu3JjIyEhSU1M5e/Ysr7/+OqtXr8bDw4PExESio6N5/PHHAXBxccHNzY21a9eydu1a6tWrR/369QkPD+fUqVMGf0fGK1q6BhfrDqaH62H2typP4KEYtswfY3Ss/Csj3XyLysWT643eIWX0RC4Xs6f029Px83DJ+nqtwLO2xREqIsWAuZhHVSUBe2yWytasaBnYwqZNm1i/fj07d+7Ezc2N1q1bk5KSwqFDh1izZg0zZ85kyZIlTJ069a7XK6UYPnw4L72kl9r4twrdhhF58nceKR7GvvIl8Z2xhOg2PShdqa7R0fKfHV/ApYPQewEb33+Tyokmvu0/iM+a1jA6mZZHWLPnuACfKKWuK6W+BDoA/ZVSA22eroBJSEjAy8sLNzc3wsPD2bVrF3FxcZhMJnr27MnYsWPZv38/Hh4elClThuXLlwPm1XNv3bpFp06d+Prrr0lKSgIgOjqamJiY+71l4WHvgHffeRSzT8ZU3w1RiqNvDCI9LdXoZPnLpcOw8ROo3p0Nu45QLfQiy4KrMOy1V/WuftrfrNlzXAHLM30doZQ6bNNUBVTnzp1JT08nKCiIESNG0LhxY6Kjo2ndujV169ZlwIABfPLJJwB89913TJs2jaCgIJo2bcrly5fp2LEjffr0oUmTJtSuXZtevXr9vZufBkVK1yI6+D26Oh8mrGMVyp5NZO0YPavcaqm3YOkL4Fac0wFP4TV1EcdLudDgnWn4FHXO+nqt0LB2WfWZwAKl1N4sn5wH5Kdl1fOjPP2zNJk4PaUjpW8c4s8T1al6KJa0GaOo2+4/RifL+1YNgb1zSXriW/a8Ngq3pDR+fmksk17qmfW1WoGQ08uqtwF2isgZy7LoYSKiWx1a3mNnR+kBC0i1cyag0nXiizlw8/1xXI/7n5HfWmYnVsPeuZgavcqGSTPxi0nly9bdGdGvm9HJtDzI2sLRBagItAW6AY9aPmpanuNavAw3OkymvsN5ItsG4JGYwfY3++ntZu8l8Qr89l/wq8WGk2lU3h3F4vqVePX1oRRzczI6nZYHWVs4ximlzmc+0FvHanlY2aZPcqJML/o4buFQm0AC911iw/SstpAphDLSYenzkHqTA3498ftqFQfKFcGr/6c0rOBtdDotj7K2cNTM/IVl06UGOR9H03JOlf4zuOBUkc7eBzhTxQO/r1YStmmp0bHylk0fQ8RWIuu9Rdq4ecR42vNH15G80UEPvdXuLatl1YeLSCIQJCI3LEci5gmAK3IloaZlkzi64vHsjzjbK/zqpJLgYU/i0FF6SZI7Tq6FrZNIrPEkpyb+hGQoJrZ8kYkDOmBvp4feaveW1eq4nyil3DFv+ephOdyVUsWVUu/lUkZNy7ZiZaoS03YyIfZnudS+PEVuZbD/5b6kpSYbHc1Y1y/Ar4NI963J1p/D8b2SwoRmXXn/+T6U8nQ1Op2Wx1l7q+ofv6KJiL1l4UMtDxkwYAC//PJL1k8sZCq2fJqjAc/S22EbYV2qUe7UDdYMe8boWMZJvQWLn8GUkcHqQ55UCItjXsMg2vR+mZZV9F42WtasLRztROQPESklIrWBXYC7DXNpWo6q8cwkTro1oLfbFo408afin0dZP/Vdo2PlPpMJlr8Mlw6z5nowFTdHsDyoHLfavcsrrSoanU7LJ6wqHEqpPsC3QBiwCnhLKTXElsEKooiICKpVq0b//v0JCgqiV69erFq16u/FDAHWrVvHE088AcDatWtp0qQJ9evXp3fv3n8vNRIQEMCwYcNo2LAhDRs25PTp/28QbtmyhaZNmxIYGPiP1sfdlmO/k+eFF16gVq1a9O3bl/Xr19OsWTMqV67Mnj35dzmyfxMHJ8q+9DOx9r60KHuKM9U8KfnVSnb/+u9t7gu4LZ/Bsd/YIG0JWBHO1qrFWRfyLpOerIOd7tfQrGTVIoeWnfveBJYC1YF+InJAKXXLluFsZcKeCYTHh+foa1bzrsawhlkP9zxx4gTz58+nWbNmPPfccxw7dozjx48TGxtLiRIl+Oabbxg4cCBxcXGMGzeO9evXU6RIESZMmMDkyZMZOXIkAB4eHuzZs4eFCxfy1ltvsXLlSgAuXbrEtm3bCA8Pp3v37vTq1euey7GXK1eO06dP8/PPPzNnzhxCQkJYtGgR27ZtY8WKFXz8f+3deVxV1d7H8c/vHIajYqKI84RDBSqhKIGg5jWn0mxwvlqWLyuTxicbtNvw3LKep1e3x17drmV5tbyhlQ12GyytrGtoWampmFrikAQGAokKAuv5Y2/oRIBgB/ZBf+/X67zOPmtvzvmyZLvO3nvttebPLx8v60zQqFkY7inLabJsJJ17F5CZF0zzBxawPbwtPZPGOh2v7m1/Az55lA2BibRalsa3nZvwTPQcXrsmnqaeQKfTqQakpqeq3gb+Yoy5ARgM7ObXWflULXTs2JHExEQApk6dyvr165k2bRrLli0jNzeX1NRURo0axYYNG9ixYweJiYnExMSwdOlS9u3bV/4+kydPLn9OTU0tL7/88stxuVxERUWRmZkJUO1w7BEREfTu3RuXy0XPnj0ZOnQoIkLv3r1JT0+vp1qpP227X0DmiIVEuQ7gGtiUgiZujt18L7s2rXE6Wt3alwpv3MgWV088y/dyoFUQf73gTp6Znkj3ViFOp1MNTE2HVY8zxuRD+aCHT4hIg+2OW5Mjg7pScYRREeHaa69lzJgxeDwexo8fT0BAAMYYhg0bRkpKyinfx3s5OPjXwejKxiGrajj29PT032zvcrnKX7tcLoqLi0/zt/Rv3RPG8u3hhxjy9f2sHjWAgLf3k3PjrexdsoiIXgOcjud7mdshZSLbT7ah+M0j5Ie4mdfvZu6fkNUgqeYAAA7OSURBVMiAbi2dTqcaoFPdx3EXgDEmX0TGV1itw6qfhv3795cfIaSkpJCUlES7du1o164dDz/8MNOnTwcgPj6e9evXl1+/OHbsGLt27Sp/nxUrVpQ/JyQkVPuZOhz77/W+7FY2RtzEiNLP+fnyKFylhozrZrJnyzqno/nWkX3w0pXsLGjMsVUnOeZxc3fCTUwZPpDx/To6nU41UKc6VeU9pOi9FdaN9HGWs0JkZCRLly4lOjqanJwcZs2aBVhTxXbs2JGoKOuO3fDwcJYsWcLkyZOJjo4mPj6enTt/vS5TWFjIhRdeyIIFC8rnKa+KDsdeubhpj7AxfBxjTn5AxqQ4XKWQfd0sdm583+lovnH0MCy7kj1Hish710VRgHDXgJkMTkjkjmHnOp1ONWDVDqtuXwDvU3G5stf+xF+HVU9PT2f06NHl84t7S05Opk+fPsyYMeOU79OlSxc2bdpEy5bOnGbwh7r0ldKSErY8NYE+eWt4r9lEmqV8TlBRKa7H7qXvyGlOxzt9v2TC0jHsPJBB3pqmGODOgTO4IG4IT03qo3eGq0r5alh1U8VyZa/VaYqNjWXr1q1MnXoW35TmEJfbTfTNy/kyZAij8lZw4upECpoGEHjHfD5+9n6n452e/AxYcilb0rM4ujqEYrcwZ9AMzo0ZxJMTYrTRUH/YqY44SoACQIBGQFn3WwE8xhi/7MPnr0ccZ4ozsS6Lior4asFkEgrW8FmbaRS8u4nOu/L44bI+jHz0RdzumvYjcVjej7B0DF+mHyHgQw95TQO4O/5GukXGsnh6fzyBbqcTKj/mkyMOY4zba3yqgArjVfllo6HU6QgKCiL21uWknjOSgT+9RNjIKL4f3JWuq75h9cQh5Py079Rv4rSsNFg8go92/ILnfQ/ZzQO5I+FWekXHaaOhfKqm93EodcYLCgok7taXWRc2kf5ZK+l2Phy47mI6pP1M2thL2bL2FacjVm3vpxQvGsE7X5bQ9pMAvu8cwm1xd5LYL5aF02K10VA+pQ2HUl7cbjcDZz/Lex1v47zc9ZxbspGSJ+ZQ6hbcyQ/w3n/PpPhkkdMxf2UMbFrMT8+PZ826ELp+DZ/FduK/es9lzIA+/N/EGALdupsr39K/KKUqcLmEUTMe4uOYJwk7sZ+uGx+gw+P3sa9PG7q8/B8+Hj3AP+73OHkCViXz+T8f4MC7LWiTYVg2LJFHO93CnZdEM/+KXnohXNUJbTgakCVLlpCcnOx0jLPG0CuuZfulb3K49Bw6fXgDkZf1J2vOZEKzjlEw5Ubef/hGigodGq4tczsZCwbzzqIPab42hNxmwcy79AZeDx3HwqmxzLqo2+9GKVDKV7Th8DNn6jAfDVV8XDzu6z9ibdCf6LrzWc7Lfpu2LzzOwV6t6LxsHZ8PS+CLN5+rv0AlxeR/MJ/35owl48V8OqS7WXfxBdx04V8oatWHt5ITGdGzTf3lUWclbTjqUXp6OpGRkcycOZOePXsyfPhwjh8/zkUXXcTcuXMZPHgwCxYs4PDhw1x11VX079+f/v37s379eqejn9Ui2rdm0JxXeanzIwQWZNBm1TT6jYsl577puItLaXrPk7w3LondX62t0xyZG1fw7sy+7LrrJbp8EcjBHi14dNKdPBYyjctiu/NWciLnttZpclTdayCd033rp/nzKUzz7bDqwZHn02bu3FNut3v3blJSUli0aBETJkxg5cqVAOTm5rJunXXefMqUKdx+++0kJSWxf/9+RowYQVpamk/zqtrxBLqZdm0y/9k8lOxV8xi7/QUaB7ak5JHb2LD+W1q/8hnFf07m3eiWtL/hZnoPGYfL9ce/lx3Ny2bLq38j7+1/02lXEREGfogMYevFM3jhx06EEsSz03rpUYaqV2dlw+GkiIgIYmJiAOuO8bKhyydOnFi+zZo1a9ixY0f56/z8fB1byk8kxUSSd94K/rFyJf13PUG/dfcxMLg1Rx+7mq8+20H4+5sJmv0An4U/zLEh/YgYPZEesUNrfANh0fEC0j5/h4zUtZhNm2m3J58WxRDQGNKTwsgcOptndrck52AR4/q2Z96lkYQ2Dqrj31qp3zorG46aHBnUFe9hzN1uN8ePHwegSZMm5eWlpaWkpqbSqFGjes+nTq1Zo0BmTZ1E2qFRPLLyXww7vIS4Lx5neKNg8u8YxTf7Syn+/Du6vJKKeSWVbzzC4W7NKWnfmsB27QhsFoorwNr1CnOyKc7JgUM/0ehgDmFZJwgqgc7A4eaGAz0N4fF92Bl5C898fYzMzYXERYSwdHQUvdo3c7Yi1FmrzhoOEVkMjAayjDG97LK/AmOBUiALmG6MOSQifwbKJsk4Cswyxmyxf2YksABwA88bYx6rq8z+Yvjw4Tz99NPMmWPNib158+byoxTlPyLbNWNu8iw2/DCRuatXE3XoNcbuWc1QOU5JfDAZI2LYnR1Ewd58Gu/PJXR3Do2Kfn/KsUQgt5mQ3xwO9D5J8xaFdO/ekYDzJ/NubixvpuVx4pMjJHQN44nxMSR2D9MeU8pRdXnEsQR4GnjRq+xxY8xfAETkFuB+4EZgLzDYGHNEREYBzwEXiogb+DswDDgIfCkiq4wxOziDPfXUU8yePZvo6GiKi4sZNGgQCxeeZXNjNxAiQkK3MBJumsK2Hy/liY0/8OPWNQwo/JK47F0MlP0EdC2BrlBqILfYTUGJi2JjXf8IDSzmHHcJ0rglec17kdYkjrdPXMCqfQEUfFpC0+BfuLJvByb268gFHUMd/m2VslQ7yOEffnORLsC/y444Kqy7F+hkjJlVobw5sM0Y015EEoAHjTEjvH4GY8yj1X2uDnJYt7Quq3fiZAnr9/zMx99lkfrdj3hyv6e15NBajtBUCmkSHIDL5eKINCOjNJRtx8I4UNoca+xQaB/aiMHnhXPRueEMOjdchwtR9aamgxzW+zUOEXkEuBrIA4ZUsskM4D17uT1wwGvdQeDCOg2o1B/kCXQzNLI1QyNbA705UlDE9kP5fH/4KFm/nOBgfiHFpdYXtqZuYUxIMOFNg+neKoSotucQFhJc/Qco5bB6bziMMfOAefbRQzLwQNk6ERmC1XAklRVV9haVva+IXA9cD9CpUydfRlbqD2neJIikHi1J6qHze6szg5M3AL4MXFX2QkSigeeBscaYbLv4IOA9MXIH4FBlb2aMec4Y088Y0y88PLyOIiullKrXhkNEeni9vAzYaZd3Al4Hphljdnlt8yXQQ0QiRCQIaw70Vaf7+XV5PedsoXWolKrL7rgpwEVASxE5iHVK6hIROQ+rO+4+rB5VYPWuCgOesbsZFttHD8UikgysxuqOu9gYs/108ng8HrKzswkL066Mp8sYQ3Z2Nh6Px+koSikH1WmvKqdU1qvq5MmTHDx4kBMnTjiU6szg8Xjo0KEDgYE6AaRSZxq/7VXllMDAQCIiIpyOoZRSDZ6OjquUUqpWtOFQSilVK9pwKKWUqpUz8uK4iBzG6rV1OloCP/swTl1pCDkbQkbQnL6mOX2nvjN2Nsac8ka4M7Lh+CNEZFNNehU4rSHkbAgZQXP6mub0HX/NqKeqlFJK1Yo2HEoppWpFG47fe87pADXUEHI2hIygOX1Nc/qOX2bUaxxKKaVqRY84lFJK1Yo2HDYRGSki34nIHhG5x+k83kQkXUS+FZHNIrLJLmshIh+KyG77ubkDuRaLSJaIbPMqqzSXWJ6y63eriPR1OOeDIvKjXaebReQSr3X32jm/E5ER9ZSxo4h8LCJpIrJdRG61y/2qPqvJ6W/16RGRL0Rki53zIbs8QkQ22vW5wh51GxEJtl/vsdd3cTjnEhHZ61WfMXa5Y/vRbxhjzvoH1si73wNdgSBgCxDldC6vfOlAywpl/wvcYy/fA/yPA7kGAX2xpvqtNhdwCdbMjgLEAxsdzvkgcGcl20bZ//7BQIT9d+Guh4xtgb72clNgl53Fr+qzmpz+Vp8ChNjLgcBGu55eASbZ5QuBWfbyTcBCe3kSsKKe6rOqnEuAcZVs79h+5P3QIw5LHLDHGPODMaYIWA6MdTjTqYwFltrLS4HL6zuAMeZTIKdCcVW5xgIvGssGIFRE2jqYsypjgeXGmEJjzF5gD9bfR50yxmQYY762l38B0rCmTvar+qwmZ1Wcqk9jjDlqvwy0Hwb4E/CaXV6xPsvq+TVgqNTD/AvV5KyKY/uRN204LJXNbV7dzlDfDPCBiHwl1hS5AK2NMRlg7cxAK8fS/VZVufyxjpPtw/3FXqf6HM9pnybpg/Xt02/rs0JO8LP6FBG3iGwGsoAPsY52co0xxZVkKc9pr8/DmiOo3nMaY8rq8xG7Pp8UkbKJ6B3/dwdtOMrUeG5zhyQaY/oCo4DZIjLI6UCnwd/q+B9ANyAGyACesMsdzSkiIcBK4DZjTH51m1ZS5mROv6tPY0yJMSYGa8rpOCCymix+k1NEegH3AucD/YEWwN1O5/SmDYelxnObO8EYc8h+zgLewNoJMssOUe3nLOcS/kZVufyqjo0xmfYOWwos4tfTJ47lFJFArP+M/2WMed0u9rv6rCynP9ZnGWNMLvAJ1jWBUBEpm4fIO0t5Tnt9M2p+etPXOUfapwSNMaYQ+Cd+VJ+gDUcZn85t7ksi0kREmpYtA8OBbVj5rrE3uwZ4y5mEv1NVrlXA1XavkHggr+wUjBMqnBe+AqtOwco5ye5lEwH0AL6ohzwCvACkGWP+5rXKr+qzqpx+WJ/hIhJqLzcCLsa6HvMxMM7erGJ9ltXzOOAjY1+NdiDnTq8vC4J1Hca7Pp3fj5y4Iu+PD6zeCruwzoPOczqPV66uWL1StgDby7JhnX9dC+y2n1s4kC0F67TESaxvQjOqyoV1iP13u36/Bfo5nPMlO8dWrJ2xrdf28+yc3wGj6iljEtYph63AZvtxib/VZzU5/a0+o4Fv7DzbgPvt8q5YDdce4FUg2C732K/32Ou7OpzzI7s+twHL+LXnlWP7kfdD7xxXSilVK3qqSimlVK1ow6GUUqpWtOFQSilVK9pwKKWUqhVtOJRSStWKNhxKKaVqRRsOpZRStaINh1JKqVr5fyUcrcvtk1ubAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "methods = ['spencer', 'asce', 'pyephem', 'nrel']\n", "\n", "# pandas timestamp input\n", "times = pd.Timestamp('20161026')\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# date input\n", "times = datetime.date(2016, 10, 26)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# integer doy input\n", "times = 300\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# array doy input\n", "times = np.arange(1, 366)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, np.ndarray)\n", " plt.plot(times, dni_extra, label=method)\n", " \n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clear sky models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the online documentation for clear sky modeling examples.\n", "\n", "http://pvlib-python.readthedocs.io/en/latest/clearsky.html\n", "\n", "Here we only generate data for the functions below." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Ineichen, climatological turbidity')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tus = pvlib.location.Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "times = pd.DatetimeIndex(start='2016-01-01', end='2016-01-02', freq='1min', tz=tus.tz)\n", "ephem_data = tus.get_solarposition(times)\n", "irrad_data = tus.get_clearsky(times)\n", "irrad_data.plot()\n", "plt.ylabel('Irradiance $W/m^2$')\n", "plt.title('Ineichen, climatological turbidity')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diffuse ground" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``grounddiffuse`` function has a few different ways to obtain the diffuse light reflected from the ground given an surface tilt and the GHI." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, you can specify the albedo of ground." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Diffuse ground irradiance (W/m^2)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.get_ground_diffuse(40, irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can specify the surface type with a string such as ``'concrete'`` or ``'snow'``. All of the available ``surface_type`` options are show in the plot below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Surface types')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for surface, albedo in sorted(pvlib.irradiance.SURFACE_ALBEDOS.items(), key=lambda x: x[1], reverse=True):\n", " ground_irrad = pvlib.irradiance.get_ground_diffuse(40, irrad_data['ghi'], surface_type=surface)\n", " ground_irrad.plot(label='{}: {}'.format(surface, albedo))\n", "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", "plt.title('Surface types')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, vary the tilt angle. We expect to see maximum ground diffuse irradiance at a 90 deg tilt, and no ground diffuse irradiance at 0 tilt." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Ground diffuse as a function of tilt')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for surf_tilt in np.linspace(0, 90, 5):\n", " ground_irrad = pvlib.irradiance.get_ground_diffuse(surf_tilt, irrad_data['ghi'])\n", " ground_irrad.plot(label=surf_tilt)\n", "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", "plt.title('Ground diffuse as a function of tilt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diffuse sky" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``pvlib`` has many different ways to calculate the diffuse sky component of GHI. \n", "\n", "The API for some of these functions needs some work.\n", "\n", "1. [Isotropic](#Isotropic-model)\n", "2. [Klucher](#Klucher-model)\n", "2. [Reindl](#Reindl-model)\n", "2. [Hay-Davies](#Hay-Davies-model)\n", "2. [Perez](#Perez-model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isotropic model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``isotropic`` model is the simplest model." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m^2)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['dhi'].plot()\n", "irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare just the POA diffuse to the input DHI." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m^2)')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['dhi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Klucher model" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m^2)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "surf_az = 180\n", "\n", "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "sky_diffuse.plot(label='klucher diffuse')\n", "irrad_data['dhi'].plot()\n", "#irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m^2)')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Klucher as a function of surface azimuth." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Surface azimuth should not matter if tilt is 0." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 0\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reindl model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "South facing at latitude." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "East facing" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hay-Davies model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hay-Davies facing south." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 180 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Facing east." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hay-Davies appears to be very similar to Reindl. Too similar?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### King model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "king_diffuse = pvlib.irradiance.king(surf_tilt,irrad_data['dhi'], irrad_data['ghi'], ephem_data['azimuth'])\n", "king_diffuse.plot(label='king diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perez model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section walks through the Perez algorithm." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "kappa = 1.041 #for sun_zen in radians\n", "z = np.radians(sun_zen) # convert to radians\n", "\n", "#Dhfilter = DHI > 0\n", "\n", "# epsilon is the sky's clearness\n", "eps = ( (DHI + DNI)/DHI + kappa*(z**3) ) / ( 1 + kappa*(z**3) )" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eps.plot()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 9)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ebin = eps.copy()\n", "ebin[(eps<1.065)] = 1\n", "ebin[(eps>=1.065) & (eps<1.23)] = 2\n", "ebin[(eps>=1.23) & (eps<1.5)] = 3\n", "ebin[(eps>=1.5) & (eps<1.95)] = 4\n", "ebin[(eps>=1.95) & (eps<2.8)] = 5\n", "ebin[(eps>=2.8) & (eps<4.5)] = 6\n", "ebin[(eps>=4.5) & (eps<6.2)] = 7\n", "ebin[eps>=6.2] = 8\n", "\n", "ebin.plot()\n", "plt.ylim(0,9)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ebin = ebin - 1\n", "ebin = ebin.dropna().astype(int)\n", "ebin.plot()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta = DHI * AM / DNI_ET\n", "delta.plot()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "modelt = 'allsitescomposite1990'\n", "\n", "F1c, F2c = pvlib.irradiance._get_perez_coefficients(modelt)\n", "\n", "F1 = F1c[ebin,0] + F1c[ebin,1]*delta[ebin.index] + F1c[ebin,2]*z[ebin.index]\n", "F1[F1<0]=0;\n", "F1=F1.astype(float)\n", "\n", "#F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebinfilter] + F2c[ebin,2]*z[ebinfilter]\n", "F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebin.index] + F2c[ebin,2]*z[ebin.index]\n", "F2[F2<0]=0\n", "F2=F2.astype(float)\n", "\n", "F1.plot(label='F1')\n", "F2.plot(label='F2')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from pvlib import tools" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = tools.cosd(surf_tilt)*tools.cosd(sun_zen) + tools.sind(surf_tilt)*tools.sind(sun_zen)*tools.cosd(sun_az-surf_az) #removed +180 from azimuth modifier: Rob Andrews October 19th 2012\n", "#A[A < 0] = 0\n", "\n", "B = tools.cosd(sun_zen);\n", "#B[B < pvl_tools.cosd(85)] = pvl_tools.cosd(85)\n", "\n", "A.plot(label='A')\n", "B.plot(label='B')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vb/dOZ3vJZCsSZ2L6yCxyB6e+9zoaY0XCxJXV22oYlpHGtJGZrqPEpKQkYdHEPF7ZXksoZFNhjRUJE0c6OkO8sr2WSybn217WZ+HiyfkcaW5ja1Wj6ygmAJwWCRFJFpH1IvKUvzxWRN4WkR0i8pCI2Mij6bV1+xpoaungUutqOisX+bPCrMvJgPuWxFeAsrDlfwXuUdWJQD1wq5NUJiat3lZDSpJwwcQ811FiWt6QNKYXZvLyNisSxmGREJEi4CPAf/nLAlwGPOyvshK4zk06E4te2V7L3NE5ZA4c4DpKzLt4Uj5r99XT2NLuOopxzGVL4sfAN4CuYxMPBRpUtcNf3g8UdveHIrJcREpFpLS21n7tGDhyrJUtBxu5aIK1IvrDxZOG0RlS3thpU2ETnZMiISLXAjWqujb87m5W7XZ6harep6rzVHVefr7tVWvgjV3eIa4vtK6mfjFnVDYZaSk2LmFIcfS8FwAfFZFrgIFAJl7LIltEUvzWRBFw0FE+E2Ne23GYzIEpzCzKdh0lLgxITuKCCXm8vK0WVbXZYgnMSUtCVb+pqkWqOgb4JPCiqn4KWA183F9tGfC4i3wmtqgqr+08zMLxeXbU1360aFI+B4+2sLPmmOsoxiHXs5tO9g/A10RkJ94Yxf2O85gYsOdwMwcaTlhXUz+7yH89X7dxiYTmvEio6kuqeq1/e7eqzlfVCar6CVW1o4yZ0+raiF1og9b9qjg3neLcQby+y05pmsicFwljztarOw5TlDOI0UPTXUeJOxeMz+Ot3Ufo6AydfmUTl6xImJjW0RnizV1HuGhing2uRsD544fS1NLBloN2iI5EZUXCxLSN+4/S1NrBhRNsKnQkLBzvj0vssnGJRGVFwsS013ceRgQWjh/qOkpcys9IY/LwDN7YaeMSicqKhIlpr+04zIzCLDsLXQQtnDCUd/bW0dLe6TqKccCKhIlZJ9o62VDZwPnWioioC8bn0doRYv2+BtdRjANWJEzMWr+vnrbOEOeNsyIRSQvG5ZKcJLxh4xIJyYqEiVlv7T5CcpIwb3SO6yhxLWPgAGYUZtlOdQnKioSJWW/trmN6YRYZdmjwiLtgwlBvJpkdOjzhWJEwMalrPOK8cbmuoySEC8bn0RlS1uypcx3FRJkVCROTbDwiuuaOziE1OcmKRAKyImFiko1HRNfAAcnMKs7ibSsSCceKhIlJNh4RffPH5rL5wFGaWztOv7KJG1YkTMyx8Qg35o8dSkdIbX+JBGNFwsQcG49w45zROSQJrNljh+hIJFYkTMyx8Qg3hqSlML3QxiUSjbMiISIDRWSNiGwUkS0i8s/+/WNF5G0R2SEiD4mIHZTHfICNR7gzf0wu6ysbaO2w4zglCpctiVbgMlWdBcwGrhKR84B/Be5R1YlAPXCrw4wmYFra/fGIsTYe4cL8sbm0dYTYWHnUdRQTJc6KhHq6zrA+wL8ocBnwsH//SuA6B/FMQG3af5S2zhDnjrEi4cJ8vzjbuETicDomISLJIrIBqAGeB3YBDaraNcduP1DYzd8tF5FSESmtra2NXmDj3Dt7vf7wc2w8wons9FSmjMiwcYkE4rRIqGqnqs4GioD5QEl3q3Xzd/ep6jxVnZefb2ckSyRrK+oZnz/Yzh/h0PyxuaytqLfzXieIQMxuUtUG4CXgPCBbRFL8h4qAg65ymWAJhZS1FfXW1eTY/LG5HG/rtPNeJwiXs5vyRSTbvz0IuBwoA1YDH/dXWwY87iahCZqdtcc4eqLdupocm+8X6bdtXCIhpJx+lYgpAFaKSDJesfq9qj4lIluB/xWR7wHrgfsdZjQBUrq3HoB51pJwaljmQEYPTWdtRb3rKCYKnBUJVd0EzOnm/t144xPGfEDp3jryhqQyZmi66ygJb+6oHF7beRhVRURcxzERFIgxCWN6o7SinnNG59hGKQDmjs6htqmV/fUnXEcxEWZFwsSEmsYW9tUdZ95o62oKgrmjsgFYt8+6nOKdFQkTE0orusYjbNA6CCYPz2BwarKNSyQAKxImJpTurSctJYlpI7NcRzFASnISs4qzrSWRAKxImJiwtqKOWcXZpKbYRzYozhmdQ1lVE8fb7CRE8cy+cSbwWtq9Hbds/4hgmTsqh86Q2sH+4pwVCRN4mw8cpSOkzCnOdh3FhJljg9cJwYqECbwNld7pMmePsiIRJNnpqYzPH8w6G7yOa1YkTOCtr2ygMHsQwzIGuo5iTjJ3VA7r9tWj+qHjcJo4YUXCBN6GfQ3Mtq6mQDpndA71x9vZc7jZdRQTIVYkTKDVNrVyoOGEFYmAmutPJrD9JeKXFQkTaDYeEWwT8oeQkZbCxv0NrqOYCLEiYQJtQ2U9KUnCdNuJLpCSkoTphVls2m/TYOOVFQkTaBsqG5hSkMGg1GTXUUwPZhZnUVbVSGtHp+soJgKsSJjACoWUTZVHbTwi4GYVZdPeqZRXNbmOYiLAioQJrF21x2hq7WB2se1pHWQzi7yuwE02LhGXXJ6+tFhEVotImYhsEZGv+PfnisjzIrLDv7YtRIJa3zVobS2JQCvMHsTQwalstHGJuOSyJdEBfF1VS4DzgC+KyFTgDmCVqk4EVvnLJgFtqGwgY2AK4/IGu45iTkFEmFmUZS2JOOWsSKhqlaqu8283AWVAIbAUWOmvthK4zk1C49qm/Q3MLMoiKcnORBd0M4uy2VlzjOZWOyJsvAnEmISIjME73/XbwHBVrQKvkADDull/uYiUikhpbW1tNKOaKGnrCLHtUBPTC23qayyYVZxFSL2DMZr44rxIiMgQ4BHgq6ra2Ju/UdX7VHWeqs7Lz8+PbEDjxPbqJto7lRlWJGLCzCJv3Mj2l4g/TouEiAzAKxC/U9VH/burRaTAf7wAqHGVz7jzrv+L1IpEbMgbkkZh9iDb8zoOuZzdJMD9QJmq/ijsoSeAZf7tZcDj0c5m3Nt84CgZA1MYlZvuOorppRm253VcctmSuAD4NHCZiGzwL9cAK4AlIrIDWOIvmwSz+cBRpo/MwvstYWLBzOIs9tUdp765zXUU049SXD2xqr4G9LQFWBzNLCZY2jtDlB1q4rMLx7iOYvpglj8u8e6BoyyaZGOF8cL5wLUxJ9tRfYy2jpDNbIox00ZmArC1qlfzT0yMsCJhAqdrGuV0f6NjYkN2eiqF2YPYetCKRDyxImEC590DRxmSlsKYobandawpKchky0EbvI4nViRM4Gw+eJRpIzNtT+sYNG1kJrsPN3O8zfa8jhdWJEygdHSGKKtqtPGIGDV1ZCaqUH7IDhseL6xImEDZWXuMlvaQ7UQXo7oGr7fYuETcsCJhAqXMnxkz1QatY1Jh9iCyBg2wwes4YkXCBEp5VROpyUl2ePAYJSJMLchkqw1exw0rEiZQyg81MXH4EFKS7aMZq6aNzKT8UBMdnSHXUUw/sG+iCZTyQ41MGWFdTbFs6shMWjtC7D7c7DqK6QdWJExg1DW3Ud3YSklBhuso5ixMG+lNOrBxifhgRcIERvkhb6MyeYQViVg2Ln8wqSlJtlNdnLAiYQKjvMqbW2/dTbFtQHISU0Zk2DTYOGFFwgRG+aFG8oakkp+R5jqKOUslIzIpq2pEVV1HMWfJioQJjPJDTdaKiBMlBRnUH2+nurHVdRRzlqxImEDoDCnbDjUxxcYj4sJUf/C6zA4bHvNcnr70ARGpEZHNYfflisjzIrLDv85xlc9E194jzbR2hJhSYC2JeDDFn6Fm55aIfS5bEr8GrjrpvjuAVao6EVjlL5sE8P6gtbUk4kHmwAEU5QyylkQccFYkVPUVoO6ku5cCK/3bK4HrohrKOFN+qJHkJGHCsCGuo5h+UlKQaS2JOBC0MYnhqloF4F8Pc5zHREn5oSbG5Q1m4IBk11FMPykpyGTv4WZOtHW6jmLOQtCKRK+IyHIRKRWR0traWtdxTD8oP9Ro4xFxZmpBBiGFbdV2bolYFrQiUS0iBQD+dU13K6nqfao6T1Xn5efnRzWg6X9NLe1U1p2w8Yg4U+IXfRuXiG1BKxJPAMv828uAxx1mMVGy3f+lacdsii/FOekMTk22IhHjXE6BfRB4E5gsIvtF5FZgBbBERHYAS/xlE+fK7HAccSkpSSgpyLQiEeNSXD2xqt7Uw0OLoxrEOFd+qJHMgSkUZA10HcX0s5KCTB5bfwBVRURcxzFnIGjdTSYBlVd5h+OwjUj8KSnIpKm1g/31J1xHMWfIioRxStU/HIeNR8SlEtvzOuZZkTBO7a8/QVNrh41HxKnJIzIQsRMQxTIrEsaprkFNm9kUn9JTUxg7dLANXscwKxLGqbKqJkTsbHTxrKQgk7JDViRilRUJ41RZVSNjhg4mPdXZRDsTYSUFGVTWnaCppd11FHMGrEgYp8oONVpXU5ybOtIbbyo/ZIfniEVWJIwzza0dVBw5boPWcc4OzxHbrEgYZ7p+WZbYgf3i2ojMgWSnD7AiEaOsSBhnbGZTYhARSkZksrXKuptikRUJ48yWg0fJHJhCYfYg11FMhJUUZLLtUCOdIXUdxfSRFQnjzPp9DcwqzrbDcSSAkoIMWtpD7Dnc7DqK6SMrEsaJ5tYOtlc3Mac423UUEwU2eB27rEgYJ949cJSQwuxRViQSwcThQ0hJEisSMciKhHFizZ46RGBOcY7rKCYK0lKSKSnI5J29da6jmD6yImGceGV7LTMKs8gZnOo6iomSRZPyWLevgaMnbM/rWGJFwkRdbVMr6ysbWDTRzk+eSC6dPIzOkPLqjlrXUUwfBLJIiMhVIrJNRHaKyB2u85j+9dj6A3SGlOvmjHQdxUTR7OJs8jPSeHTdAddRTB8ErkiISDJwL3A1MBW4SUSmuk1l+tOavXWMzx/MhGG2E10iSUlO4urpI3h79xFUbX+JWBHEQ2/OB3aq6m4AEflfYCmwtT+fpLqxhevufb0//0nTS0eOtXHhxDzXMYwDo3LTaW7r5Px/eRHbPebszRmVzU8/dU5EnyOIRaIQqAxb3g8sCF9BRJYDywFGjRp1Rk+SlpLERbahcub6OUWuIxgHrplRwJ7DzbR3hlxHiQvj8odE/DmCWCS6+33xgbapqt4H3Acwb968M2q3Zqen8m8fn3Umf2qMOUMjswdx1/UzXMcwfRC4MQm8lkNx2HIRcNBRFmOMSWhBLBLvABNFZKyIpAKfBJ5wnMkYYxJS4LqbVLVDRL4E/BlIBh5Q1S2OYxljTEIKXJEAUNWngadd5zDGmEQXxO4mY4wxAWFFwhhjTI+sSBhjjOmRxPru8SJSC1T4i3nAYYdxemK5+sZy9Y3l6hvL5Rmtqqc9ymbMF4lwIlKqqvNc5ziZ5eoby9U3lqtvLFffWHeTMcaYHlmRMMYY06N4KxL3uQ7QA8vVN5arbyxX31iuPoirMQljjDH9K95aEsYYY/qRFQljjDE9iqkiISLDXGfojogMdp2hOyIyWkSyXefojoicdn62eZ+IjHad4WQiMi2o56AXkRzXGbojIkNdZ+irmCgSIjJERO4GnhaRH4nI1f79Tk+A6Oe6B/itiNwSlC+yn+tHwJ+Aka7zhAt7L58VkbtE5IKAZPqpiFzpOkt3RORCYI+IXOU6C3zgPXwKuFFExrvO1EVE0kXkXrzP19+JyBz/fqfburDX7AkR+aaInOcyT18EvkiIyCTg93hHrL0e2It/6lJ1OOruf3FfBU4ADwAXATe5ytNFRM4FXgdygTmq2q/nBj8bIpIC3Iv3Xn4G74yDix1nGgn8ErgBuDmgLZxMoA74QgB+GF0BvAy0ArcA5UCjy0wn+RowFFgGDAR+AaCqzs6XKiLnAE/6i1/Aez9vcJWnrwJbJPwTDgEcAb6qql9R1Uq8F3i1iKT560X1/yAiA/yb9cBPVfVbqvoksAHvw+mkhROWqxXYBdyjqu0iMltExvgbaCfCnns4MNZ/L7cA6UCZq1y+48CP8c6GmANcJSLJbiN5n+uwz5HibZAzga/6j7sqFjuBT/qf+9eB6fiF3lWmrm2A/zkbAPyPqpar6g+Aar9V7WJb0fU5OgR8UVW/rqqbgFRgXTSznI3AFQkRmSgiDwB3i8gCoElVt/vNte8AtwFTgcdEpFBVQ9H4cIrIFBH5FfDPIjLa38j9OmwDeAAYDdFt4XRLgV52AAAKd0lEQVSTaxOwGrhdRF4C/gO4B/i3aPeHhmW70892AGgRkZUi8jZwLfBREXlMRAqilGmiiHyja1lVG4BNqnoCWAnciP8+Rlt4tpN++c4BxgJ/C3xOROb7y1HN5NujqjvCfsT9FpjmZ45qy97P9gvg/4rIOFXtwPuhtiBstS8AnxGRomi1JsJyfdvPdUBVt4pIloj8BK8VcYXfxTk8GpnORqCKhIh8AXgcWAtUA18EzvcfbgaeVNUiVb0N2Ab8HCL/4fQ3rr8CNuOdLe9OEblBVdv9DybAbCCqZ9DrJtddIvIR4H5AgMdU9SLgn/3Hb3WY7ft+V8WVwK+BclWdBHwO7wCN/xiFTDcDLwL/R0SW+/cl+wUCVX0EaAA+GdYyi4rusvH+ScF2ABtVtQzvtXwL7xe8i0xJAKra5i8P6Lovmr/UReR2vG3FVmAYsEK8SRo/weuWG+rn3I9XyP7GUa67RKSroDfifSeLgc8D7XjfzUAL2pnpqoGvqOrzflPtd3h9612FYG3Yuo8AN4lIStiGOlKmAMdV9W7/i3AzsFhEyv1f7gAFwKMAIrIY2Kyq1Q5yXY9XQD+nqu0AqrpBRJrwuu6ipbtsH8crCBlAm5+tVUReIwobPWA/Xl/1CeBeEfmtqh73W6Li/9L8Md4X9xH/F/saVd3mKpv/2CTgOyLSDmwE0vjgdyGqmfz3U/3v5Kt4P0q+HeV+/zrgr1T1bb+grwLmquqLIvII8DPe7/ffjrdBRkQkwj8qu8tVjNcCU7xWPqp6QkTWAaMimKVfBKolgTe485KIpKpqJ1CDV40/QETmAd8H3o1CgQCv/zBNRM7xvwiv432BrvPzCN4soski8jTeoGw0vjDd5aoAbuoqEH6+mcClQFUUMp0q2wG81+wN4BoRudJ/L7/mPxZRqvoK8Kqqvgm8C3zHfyipawOnqqV4710p3q/P9m7+qWhmA28W0bvAF1T1RuAh4MsOM4VvaN8FNkv0Z+s8DqwRkTT/s74T78cHeN1yI0TkH0XkBrz3sQWi0iXWXa7Mk1cSkdl4E3B2RTjP2VPVqF+A1F6utwq4OGw5D6+PfS1wQwRyJfdwfybwLeB7YfctBX4AZOH90gsBL+EN6gUhVw5e/+wfgDWRyHUG2a4D7vZv/zVeS3E9cGM0Mp20znS8DdyM8L8DPglU4hXaqL1ep8qGV8TCH09ynSns/nF4M4iKXL1e/nrrgFlhyyV4raDngE8FKNcw/3P/Tn9/7iN1if4Twr/iNQXH+svSzTpJeN03f/K/uAIs8B9bGKFc/+Zv1HJ6ePxyvGb1R/zlSf4bneYv3x6wXAP95X4vpmeZrTQsW3q0M5207p3A/f7tBf7nrNDV63WabMlhj33oO+Mo04BIvVa9zea/Z1OBp/3lJLyuzn4tpP2QS4DJ/u1rIvm69fclmgNNKSLydbxfkwPwuj9Q/1ULp17TPwuviXgjXsthsT/+8EY/50oXkTv955mFN5OkO+/gzQ//rogUAzPxupyy/cz3BCxXpp/r9/2Zqx+yVQJD/GzHe/i7SGYK911gqYgcA67B2xD3e7dXP2S7irCu4e6+Mw4yRWyH1t5mCxtfyAIq/K6lDXhTcoOWayNwpf/Y0/2dLaIiXYWAvLDbY/C6jD4D3A3M66qy3fzdbXhdOA8BiyKQK9O/TsHbeA0G/glv0LL4FH/3/4Df4DW9z0+UXEHNdiaZ8DYg+cATeIXswqC8XpHOFsRM/fD5ujOg24qI5orWJXL/sDcr6T+BV4Bv8sF+uSK8bqevAYO6Pogn/f0kYHkEcuXg7WH7DN7sh5Fhj03xN2Z/yUlN6fB8RKabJJC5gprtTDOFrZMKXBWk1yuS2YKYqb8+X8AS4NZEyRXtS0S6m0RkId4ofyPwJbzBmk90Pa7e3OU1eC2Li/z7PtCEVtXtqhqJk3CsADrx+hXP86+7nrMcr2vrEmDiSXk07Ha/dZPEQK6gZjujTPBed0Cbqj7bz5mCnC2Imc46m7/O86p6fwLliqpIjUnsx6ug31JvP4IBfHg39FXAPmC6iHxZRG6MUJb3iEiGn+X7qroa+B6QJSJfCVvtd3jNymki8lcShYO+BTVXULOdbaaTf5DEe7YgZuqPbImYy4l+aJL1ONMCr7l2H14x+BXewd0ywx7/PN6+EDuBK6LRdMIrTreHLV+M94sgPNe38Y7NtA24NJFzBTVbEDMFOVsQMwU9W1BzRftyti9ij33QXY/j7+eAN9jzS+AH/vIovB2/vh6lNzzZv74Q7/AZg/3lgXhTcm/yl2f7uSIypTVWcgU1WxAzBTlbEDMFPVtQc7m6nHF3k4h8CXhBRO4Ukb8Ar5klYcdvUe/YRi/7t5vxupyq/eV9wCRVvftMM/SQ6xsicot/O3wanPp9q6/5OX7o52jB63c87K+3E28+c39PaQ1krqBmC2KmIGcLYqagZwtqrsA5gyqbC/w33iE0FuIdHuBh/J3jwtabedLyeXgHJrs+QtU/A+/NrMWr7llhj4XPshmFtw/BXuCzwEfw98NIpFxBzRbETEHOFsRMQc8W1FxBvZzJC5yMd8yRrmle4/CO6jnNXx6BV0Re9W+Pwjtp0FvA0gi84Slhubr27P0N8MPwNx1v2u2DwOP+8mLg74E3gY8lSq6gZgtipiBnC2KmoGcLaq6gX3r1wvovUHHYfUPCbifhFYCJ/vIS4G9P+jc+Eok3HO/XwE/wB715vy9xNLAHv3D5930c+EbEX9CA5gpqtiBmCnK2IGYKerag5oqVS1fl7JaIzMA7EUsh8KKqfuj0nCJSgnfQtmu6eSxV3z/ufL/x+w/vxWsKPoPXFHwM+C9VbfXXWYHXX3h9N3+frN5RZhMiV1CzBTFTkLMFMVPQswU1V0w5TQUuwHtRc/CaWu9VYd5vml0KrPRvL8CfBtb1eCQueG/4G0CGv3wl3q+EW8LWSQU24Z20aBpwWaLmCmq2IGYKcrYgZgp6tqDmiqXLKWc3qWoV8JCq1uONO3zLv7+T9w+gNRtIFZEf4J0ms+tve26inCVVbeT9wSTwzlWwHjhfREb467ThjY28jneCIknUXEHNFsRMQc4WxExBzxbUXLHktFNg1T+1I96L2CIiX/bv7zq39CLgMqBOVReqt3diNPwRmC0iBap6DO+XQCte6wcRuQTvZCP/oqpTVHVVgucKarYgZgpytiBmCnq2oOaKCb3eT8IvFvcAnwIQkZl+pf0V3tFc/yUyEXv0Gt7pOD/r51sHzAfS/ccrgYtU9duWK9DZgpgpyNmCmCno2YKaKyb0aWc6Vf0zUC8irXgnHs9T1SdUtTIy8U6ZpQpvAOpqEfmEiIzBO/9Ep//4LlWtsVzBzhbETEHOFsRMQc8W1Fwxo7eDF3gF5Xt4O5/8TW//LtIXvJOfPACUA19ynSfouYKaLYiZgpwtiJmCni2ouYJ+OeUU2JOJyNV4U2Fb+1SJIkxEBuCNM3W4zhIuqLkgmNmCmKlLELMFMVOXoGYLaq4g61ORMMYYk1iido5rY4wxsceKhDHGmB5ZkTDGGNMjKxLGGGN6ZEXCGGNMj6xIGGOM6ZEVCWOMMT36/+9SjqCWq5HeAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sky_diffuse = DHI*( 0.5* (1-F1)*(1+tools.cosd(surf_tilt))+F1 * A[ebin.index]/ B[ebin.index] + F2*tools.sind(surf_tilt))\n", "sky_diffuse[sky_diffuse < 0] = 0\n", "sky_diffuse[AM.isnull()] = 0\n", "\n", "sky_diffuse.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the Perez model to others." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 90\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Examine the impact of the coeffecient selection." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, model='allsitescomposite1990')\n", "perez_diffuse.plot(label='allsitescomposite1990')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, model='phoenix1988')\n", "perez_diffuse.plot(label='phoenix1988')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Angle of incidence functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``irradiance`` module has some convenience functions to help calculate the angle of incidence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, the angle of incidence." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proj = pvlib.irradiance.aoi(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "#plt.ylim(-1.1,1.1)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AOI projection: the dot production of the surface normal and the vector to the sun." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proj = pvlib.irradiance.aoi_projection(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ratio between POA projection and the horizontal projection." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-4, 4)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "ratio.plot()\n", "plt.ylim(-4,4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows that an explicit dot product calculation gives the same result as ``aoi_projection``." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 90\n", "surf_az = 90\n", "\n", "sen_alt_rad = np.radians(90 - surf_tilt)\n", "sen_azi_rad = np.radians(surf_az)\n", "\n", "alts = np.radians(90 - ephem_data['apparent_zenith'])\n", "azis = np.radians(ephem_data['azimuth'])\n", "\n", "dotprod = np.cos(sen_alt_rad)*np.cos(alts)*np.cos(sen_azi_rad-azis) + np.sin(sen_alt_rad)*np.sin(alts)\n", "dotprod.plot(label='dotprod')\n", "\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### get_total_irradiance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a convenience function ``get_total_irradiance`` that aims to make it easier to play with different models. For now, we use it to make summary plots of the models explored above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "South facing with latitude tilt." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def get_total_irradiance_per_model(surface_tilt, surface_azimuth):\n", " models = ['isotropic', 'klucher', 'haydavies', 'reindl', 'king', 'perez']\n", " totals = {}\n", "\n", " for model in models:\n", " total = pvlib.irradiance.get_total_irradiance(\n", " surface_tilt, surface_azimuth,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " dni=irrad_data['dni'], ghi=irrad_data['ghi'], dhi=irrad_data['dhi'],\n", " dni_extra=dni_et, airmass=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", " total.plot()\n", " plt.title(model)\n", " plt.ylim(-50, 1100)\n", " plt.ylabel('Irradiance (W/m^2)')\n", "\n", " plt.figure()\n", " for model, total in totals.items():\n", " total['poa_global'].plot(lw=.5, label=model)\n", "\n", " plt.legend()\n", " plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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Cm5d4JI9lO4/x8LjLCAs4P59GDaWMP/prXgLfELh7OYSPbviNgqPgpvkw5AFY+hB8PBVGPAqXzwFT7WMYgd6uPDzuMl5euY+NKTmM7NG4sRJNawg9q0rTGkEpxcvf7aW9pwsPjK1jH6qqcqOV8fOLxljFA5saV2mcLXQQ3LcWBs6ATW/AZ3cZXV8XcPfwMEL83XlxRbLey0qzC11xaFoj/LzvJFvTTvHYFT3wcr1Ag72yDD65DZKWwLhn4cZ/g9slZu9z8YDr3oBrXoH938GiKVBW+2pxN2czf7y6N/tOFPJlQual3VfTaqErDk1roKpqC3NX7qNbgCe3Du5ygULl8NmdcGg1TH4bxjwJtlxMOeR+uPkjOJYAi2+G8qJai02K7khMqB///OkA5VXVtru/pqErDk1rsG+TjpNysognrupVewY+iwW+nAUpPxqtgwF32ieQPpONVkzmNlgyHaorzysiIvxhQk+O55fx2fYj9olDa7N0xdEKXSgfR3l5OVdccQUxMTEsWbKEDRs2EBkZSUxMDKWlpY4Mudmrtije+jmFXh28uToyuPZCPz8Pe5fBhL8Z4xH2FHk9TH4LUtfCd08aA/G/MfKyAGK7+vPOmkO61aHZlK44WrnY2FjefPNNAHbs2EFlZSWJiYlMmzaNxYsX88QTT+jdbhvgu13HOZRdzCOXX4aptmx+if81ps4OnAnDHmqaoPrfASMeg/gFsPW9806LCI9f2ZMTBWUs0a0OzYba5HTcv2/7O/tO7bPpNXu3680fB/+xzjKOzMfxn//8hzvuuIPs7GxiYmJ48MEH+eyzz/jhhx9YtWoVs2fPrsnbAcaW7rGxscyYMYOnn36aZcuW4eTkxIQJE5g3bx7Z2dk88MADZGRkAPD666/X7Prb2lisrY3Lgry4JqqWxX5ZyfDt48asqWtfte2YRn0unwO5B+GH/zXWhoSeu3ZjePf2DA5rxztrDjJtUCiuTnorEu3S6RZHE3NUPo6goCD+/e9/M2rUKBITE7n//vuZPHkyr776ap2bIp46dYqvv/6aPXv2kJSUxLPPPgsYiw4ff/xxtm/fzpdffsmsWbMu4afSvP2YfIIDWUU8Mv6y83OHV5TAFzPB1QdunA9m56YNzmSCqf8y1ol8cY+x/9VZRIRHLr+MrIJylu7QaX8122iTLY76Wgb25Oh8HI3l4+ODm5sbs2bNYuLEiUyaNAmAVatWkZycXFOuoKCAwsJCvL29bXLf5kIpxb/WHiKsvUft+1F9/0fI3g93fg1eQU0fIICbL9y8AOZfBUsfhmn/d06rZ+RlAfTp6MMHG1K5aWBI7V1tmtYIDmlxiMjjIrJHRHaLyCci4iYi4SKyVURSRGSJiLhYy7paXx+0ng9zRMy24uh8HBfi5OSExfLrhntn7uXk5MS2bdu48cYba3bOBbBYLGzevLkml8fRo0dbXaUBEHf4NEmZ+dw7qtv5rY3930PCImMfqXq2ArG7zgPh8r/Avm9h17lb8IsI943uxsGTRaw9cNJBAWqtSZNXHCLSGfg9EKuUigLMwK3A34F/KqV6AKeBe61vuRc4rZS6DPintVyL1ZzycZyta9euJCcnU15eTn5+PqtXrwagqKiI/Px8rr32Wl5//XUSExMBmDBhAm+//XbN+88cb23+vSEVPw9nbhzwm1wbZQXGuEZQHxj7J8cE91vDHoKQQbDyKSjKPufUxOiOdPJ14/11qQ4KTmtNHDXG4QS4i4gT4AEcB8YDZ/46fgRMtT6fYn2N9fzl0oLT053JxxEdHc2pU6d4/PHHWbBgATfffDN9+/bFZDLxwAMP4OfnV5OPY+rUqQ3Kx/HQQw8xbNiwi5ohFRoayi233EJ0dDTTp0+nf//+ABQWFjJp0iSio6MZM2YM//znPwF48803iYuLIzo6mj59+vDee+fP6mnpDucW82NyFtOHdMHD5Te9uqvmQNEJY5Gfk4tjAvwtk9mIp6IIVj55zilns4l7RoazNe0UO4/kOShArdVQStX7wKhg+gMTMf7Ad2jI++q43qNAEZANLAYCgINnnQ8Fdluf7wZCzjp3CAio6/oDBw5Uv5WcnHzesaaWlpamIiMjHR2G9hsX+t2Ys3S3uuyZFepEfum5J9I3KTXHR6nvn2mC6C7CuleN+PatPOdwYVmliprzvXrkvwkOCkxr7oA41YC/4XW2OESku4h8ABwE5gK3Ab8DfhKRLSIyU0Qa1WoREX+MVkQ40AnwBK6prU4785Y6zp193ftEJE5E4rKzs2t5i6Y1XH5pJZ/FHeG6fp3o4OP26wlLNXz3FPiGwrhnHBdgXUY8CgG94PunjS1QrLxcnbhpYAgrdx8nu7C8jgtoWt3q+6P/IvB/QHel1FVKqTuUUjcppaKByYAv0Nh9Fa4A0pRS2UqpSuArYDjgZ+26AggBzswdzMRogWA97wuc+u1FlVIfKKVilVKxgYGBjQypadgqH0dMTMw5jwULFtgoQu2MrxMyKamo5p4R4eeeSFgEWbvgyufBpY4t1R3J7AzXzDXyf2w+dxv+O4Z2pbJasWR7hoOC01qDOqfjKqVuq+PcSeD1i7hnBjBURDyAUuByIA5YA9wEfArcDSy1ll9mfb3Zev5na5OqTdL5OOxPKcXirRn0C/ElqrPvrydK8+DnF6DLcGPLj+as+3gjadT6edDvVvAxphJ3D/Ri5GUB/HdrBg+M6Y5TbXtuaVo96v2tEREfETkv8YCIRF/MDZVSWzEGuROAXdYYPgD+CPyPiBwE2gPzrW+ZD7S3Hv8f4OmLua+mNVTc4dOknCxi+pCu555Y9wqUnDI+zbeE+RlX/Q0sVbD6hXMO3zG0K8fyy/h5n56aq12c+sY4bgH2AV9a112cPbVn4cXeVCk1RynVWykVpZS6UylVrpRKVUoNVkpdppS6WSlVbi1bZn19mfW8nk+o2dXiLYfxdnNiUr+zthc5fRi2fWDseNuxn+OCa4x24TB4NiR9Cid/3WLnioggOvq68fGWww4MTmvJ6mtxPAMMVErFADOBj0XkBuu5FvCRS9Ma51RxBd/tOsEN/TufOwV33d9BTM1nzUZDjfwfcPY0utisnMwmbh/chQ0pOaTnFDswOK2lqq/iMCuljgMopbYB44D/FZHfU8vMJk1r6b6Mz6Si2sLtZ3dTZR+AnZ/AoFk1YwUthmd7GP6IsaI8M77m8M2xoZgEvojXGQK1xquv4ig8e3zDWomMxZhOG2nHuDQbeO6555g3b57Nrrd27dqavaqWLVvG3LlzAcjOzmbIkCH079+fDRs28PnnnxMREcG4cQ7ehqORlFJ8si2DQWH+9Ao+a/uUtS+Bk7uxtUhLNOx34BEAq/9acyjY143RPQP5Ij5T5yXXGq2+iuNBftMlpZQqBK4G7rFXUFrzN3nyZJ5+2pinsHr1anr37s2OHTsYNWoU8+fP51//+hdr1qxxcJSNk5BxmtScYm6JDf314IldsOdrGPogeDXPad71cvWG0U9A2jpI31Rz+JbYUE4UlLHxYI4Dg9Naovqm4+68wPFKjBXfLdKJl16ifK9t83G4RvQm+Jm6F4TZMx/Hm2++yXvvvYeTkxN9+vTh008/Pef8hx9+yFdffcW8efO48847SUhIACAlJYVbb72V+Pj42i7L999/z2OPPUZAQAADBgyoOb5w4ULi4uKYNWsWTz31FKWlpcTExHD99dezceNG0tLSmDx5MpGRkcTFxdXsazVp0iSeeOIJRo0axb333ktcXBwiwj333MPjjz/OoUOHeOihh8jOzsbDw4MPP/yQ3r17N/jf4VJ8EX8Ud2cz1/Q9a1B8/avGlunDH26SGOxm4AzY8A/YMA/CjN2ZL48Iws/Dmc/ijjCmZwutFDWHaNAkbhGZYec42gx75eOYO3cuO3bsICkp6bx9o95++22WL1/ON998Q2RkJL6+vjWbEi5YsIAZM2bUes2ysjJmz57N8uXL2bBhAydOnDivTExMDM8//zzTpk0jMTGROXPmEBsby+LFi3n11VcvGO+ZHXV3797Nrl27mDlzJgD33Xcfb731FvHx8cybN4/f/e53df48baWssppvk45xTVQwXq7Wz1M5ByF5mTG24e7fJHHYjbO7sQnioZ/hqPGhwdXJzNSYzvy0J4u8kgoHB6i1JPXm4xCRvwA9uYTpt81NfS0De7JHPg6gZnPCqVOnMnXq1JrjH3/8MSEhIXzzzTc4OxtJhmbNmsWCBQt47bXXWLJkCdu2bav1mvv27SM8PJwePXrUxPvBBx/Y5OfQrVs3UlNTeeSRR5g4cSITJkygqKiIX375hZtvvrmmXHl502yN8VNyFoVlVdw4MOTXg7+8AU6uRjdVaxB7r5HedsM/4Fajw+Dm2BAW/pLOsp3HuGtYmGPj01qM+tZxfABEAHc1TTitnz3ycQCsWLGChx56iPj4eAYOHEhVVRUAUVFRpKenk5n56+yZG2+8kZUrV/Ltt98ycOBA2rdvf8nxXsiF8nz4+/uzc+dOxo4dyzvvvMOsWbOwWCz4+fnV5PhITExk7969l3T/hvoyIZNOvm4M62b9WRQcg8RPjLzejkrQZGtuPjD4fmOGlXVdR2QnXyI7+fBZnM5JrjVcfV1VtwMvKKUs9ZTTGsge+TgsFgtHjhxh3LhxvPLKK+Tl5VFUVARA//79ef/995k8eTLHjhnbf7m5uXHVVVfx4IMP1nQR1aZ3796kpaVx6NChmngbKywsjMTExJoYz7RucnJysFgs3HjjjbzwwgskJCTg4+NDeHg4n3/+OWDMctq5s9ZhNpuqtijWH8hmav/Ov2bH2/wOKIsxlbU1Gfqgsa5j06+7Bd0wIITdRws4lF3kwMC0lqS+imMS8FltW45oF8ce+Tiqq6u544476Nu3L/379+fxxx/Hz8+v5vzIkSOZN28eEydOJCfHmEEzffp0RIQJEyZc8Lpubm588MEHTJw4kZEjR9K1a9cLlr2QESNGEB4eTt++fXniiSdqBtiPHj3K2LFjiYmJYcaMGbz88suAkYRq/vz59OvXj8jISJYuXVrX5W2ipKIai+LXbqrS0xC/EKJuBP8wu9+/SXm0M1pRu76AwiwArovuiAgsS9Q5ybWGkfr2CxSRKOBDpdSwpgnp0sXGxqq4uLhzju3du5eIiAgHRWRIT09n0qRJl7xDri3MmzeP/Px8XnjhhfoLt3Lrtu7gtbgSlj5kjD2x6Q346S/wwEYI7uvY4Owh9xC8NRDGPFWzNfztH27heH4ZP/9hzCV3T2otl4jEK6Vi6ytX76wqpdRu4EabRKU1C9dffz2LFi3i0UcfdXQoDldeWU1FteK6aOsU3Ooq2PYhhI1qnZUGQPvu0PNq2D4fKo0u0SkxnUjLKWbX0XwHB6e1BA2ajquU0m1YG2gu+Ti+/vprkpKSCAgIqDl2/fXXn3fdH3744ZJibQnySisBIyc3AAdWQv4RGHK/A6NqAkMfhJIc2G2MnV0d2RFns+juKq1B6p2OCyAi4cAjQNjZ71FKTbZPWNqF2Csfx9dff22X6zZ3+aWVuDqZ6OhrzdO+9X3w7QI9a0tK2YqEj4YOUbDlXYiZjq+HM2N7BbE86Rh/ujYCs0l3V2kX1tAsLt8A6cBbwD/Oemhai1VWWU1ZZTXuLmbjQNYeSN8Ag+4Fc4M+U7VcIkarI2s3pK0HYHK/TmQVlLM1LdfBwWnNXUMrjjKl1JtKqTVKqXVnHnaNTNPsLK+kEgHcna0Vx9b3jc0MB7SRZUtRN4F7O4gzcqZdEdEBTxczy3fq7iqtbg2tON4QkTkiMkxEBpx52DUyTbMjpRT5pZV4ujoZ3TKleZD0GUTfbExZbQuc3SDmdti3AgqzcHcxMz6iAz/uydI75mp1amjF0ReYDczl124q2+3XrWlNrKyymvKqanzdjW1Y2PU5VJVCbBvb9HngDCO9bKKxBck1UcHkFlewLe2UY+PSmrWGVhzXA92UUmOUUuOsj/H2DExrecLCwmoWGNbn7Fwhf/nLX1i1ahUAGzZsIDIykpiYGEpLS3nyySeJjIzkySeftGmseaWVCPJrxZGwCIKjoVN/m96n2QvoYUw9TvgILBbG9grE1cnE97uPOzoyrRlraMWxE/Crt5TWrJ3Zv6qiU2D6AAAgAElEQVS5ef7557niiisAY+X4E088QWJiIu7u7rz//vskJCTUudNuYymlKCitwtPVjJPZBNUVcCKp7Yxt/NbAGXA6HVLX4OHixJiegXy/5wQW3V2lXUBDp450APaJyHagZrvSljodd8NnB8g5Ytt9eQJCvRh1S886y9gzH8f27du599578fT0ZOTIkaxcuZLdu3ezcOFCVqxYQVlZGcXFxaxevZqnnnqKlStXIiI8++yzTJs2jbVr1zJv3ryardsffvhhYmNjmTFjBmFhYdx9990sX76cyspKPv/8c3r37k1ubi633XYb2dnZDB48mPp2Ifjb3/7GokWLCA0NJTAwkIEDBwIwY8YMJk2aRF5eHp999hk//PADq1atorCwkOLiYoYMGcKf/vQnVq5cyaRJk7jpppsA8PLyoqioiOPHjzNt2jQKCgpqtqUfNWoUP/74I3PmzKG8vJzu3buzYMECvLy8KK+yUF5VTYCXdQpueZExKN735guF3rpFXAce7SF+AVx2Odf0DebH5CwSM/MY0KWFbyev2UVDWxxzMLqrXkJPx70k9srHMXPmTN577z02b96M2Ww+59zmzZv56KOP+Pnnn/nqq69ITExk586drFq1iieffJLjx+vvlggICCAhIYEHH3ywpovpr3/9KyNHjmTHjh1MnjyZjIyMC74/Pj6eTz/9lB07dvDVV1+xffv288rMmjWLyZMn8+qrr7J48WKWLVuGu7s7iYmJTJs27YLX/u9//8tVV11V833FxMSQk5PDiy++yKpVq0hISCA2NpbXXnsNgALroj8fN2ewVENlCUROBfc22qh2crUOkn8HhScY37sDzmbh+93n51/RNKinxSEiPwDfAyuVUrZNmedA9bUM7Mke+Tjy8vIoLCxk+PDhANx+++3nVDJXXnkl7doZM4U2btzIbbfdhtlspkOHDowZM4bt27fj4+NTZ9w33HADAAMHDuSrr74CYP369TXPJ06ciL//hT+dbtiwgeuvvx4PDw/ASD1rK4MGDeKee+6hsrKSqVOnEhMTw7p160hOTq75WVdUVDBsmLHdWn5ZJR4uTjg7maAk19gFd8DdNounRep/F/zyFiR9hu+I3zPisgBW7j7On67prfeu0s5TX4vjbuA08JyIJIjIuyIyRUS8miC2Vske+Tjq6yLy9PSst+yF8mac4erqCoDZbD5nrKQxf1RsmdtDKUVFhZG1bvTo0axfv57OnTtz5513smjRIpRSXHnllTV5PZKTk5k/fz4VVRZKK6rxcbd+ZirOBbMzdBl6SbG1eIE9ofNA2PkJKMU1UcEcOVXKnmMFjo5Ma4bqrDiUUieUUguVUrcCscAiYCDwg4isEpGnmiLI1sQe+Tj8/f3x9vZmy5YtAOflGz/b6NGjWbJkCdXV1WRnZ7N+/XoGDx5M165dSU5Opry8nPz8fFavXl3v9zJ69GgWLzamca5cuZLTp0/XWfbrr7+mtLSUwsJCli9fXu/1fyssLKwmN/rSpUuprDS6nA4fPkxQUBCzZ8/m3nvvJSEhgaFDh7Jp06aan2tJSQkHDhygoOysbqqqMqgsBhdPYyV1W9fvNjiZDCeSuLJPMGaT7q7SaldfBsCavgellEUptVkp9Rel1AjgVuDoxdxURPxE5AsR2Scie60LC9uJyE8ikmL96m8tKyLypogcFJGklr7w0B75OADmz5/Pfffdx7Bhw1BK4evrW2u566+/nujoaPr168f48eN55ZVXCA4OJjQ0lFtuuaUmBW3//vVPS50zZw7r169nwIAB/Pjjj3Tp0uWCZQcMGMC0adOIiYnhxhtvZNSoUfVe/7dmz57NunXrGDx4MFu3bq1pSa1du5aYmBj69+/Pl19+yaOPPkpgYCALFy7ktttuIzo6mqFDh7Jv3z4KSitxdTLj5myGEmtF5+xZx13bkKgbwewCiZ/QztOF2K7+rNqb5eiotGaoznwcInISyAZ+ATYBvyilDlzyTUU+AjYopf4tIi6AB/AMcEopNVdEngb8lVJ/FJFrMTZYvBYYAryhlBpS1/XbYj6OoqIivLyMHsS5c+dy/Phx3njjDZvfpyWrqraw93ghgd4uBPu4GZ+uza7sza50+O9Gs7HkTjj8C/xhHx9uOsLfvtvLxj+OI8Tfw9GRaU3AJvk4lFJBGLOpNgHDga9EJEtEll5sN5WI+ACjgfnWe1QopfKAKcBH1mIfAVOtz6cAi5RhC+AnIh0v5t6t2YoVK4iJiSEqKooNGzbw7LPPOjqkZqewrAqFwsfdGSqKjfUbHnq66Tlibje2W0/5icsjjFzrP+876eCgtOam3nUc1hbGAWChNYXstcCjwATglYu4ZzeMVswCEekHxFuv10Epddx6z+MiEmQt3xk4ctb7M63HWtzSVlvl49i0adM5xx599FFmzpxZ55TVppKbm8vll19+3vHVq1fTvn17B0T0q4KySpzNJmNTw/xTICZw8wP0H8Yal10BHgGw8790m3Yt3QI8WbX3JHcNC3N0ZFozUt903OEYLY1hQCiQCmwB7gASLuGeA4BHlFJbReQN4Om6wqjl2Hn9ayJyH3AfcMG+dqVUi59aaK98HLbSvn17EhMTHR3GeSxKUVRWha+HM4IyNjV080VJQ5cytRFmZ4i+xciCWHKK8b2DWLT5MEXlVXi5tvKt5rUGq+9/zUaMQfAvgbFKqVuVUq8rpbYopSou8p6ZQKZSaqv19RcYFUnWmS4o69eTZ5UPPev9IcB5+z4rpT5QSsUqpWIDAwPPu6mbmxu5ubn1Tl3VWqeS8iqqlcLbzRnKCkBVo9z8yc3Nxc3NzdHhNS/Rt4ClEvYu5/KIDlRUW9iY0rA9yLS2ob6PEJ0wWhzDgQdExAmjpbEZ2KyUSm3sDZVSJ0TkiIj0UkrtBy4Hkq2PuzF24L0bWGp9yzLgYRH5FGNwPP9Ml1ZjhISEkJmZSXZ2dmPfqrUC+aWVFJVXYS5w41hJLlSVQ74bbm5uhISEODq85qVjDLTrBnu+Inb6nfi4ObF6bxZXRwU7OjKtmaiz4lBKnQC+sj4QEQ/gHuCvQDhgvvC76/QIsNg6oyoVmInR+vlMRO4FMoAzGwd9hzGuchAosZZtNGdnZ8LDwy8yXK2lu/wfa+nk587H07vDq2Ng0CwY+rKjw2qeRIypuRv+gXNpDmN6BbFm/0ksFoVJp5TVqH+MwxdjfONMq6M/xh/w5RgzrS6KUioRY0Hhb503qqqMvqWHLvZempaRW8Kh7GJuH9IV9q80ZlNFXu/osJq3yBtg/auQvJQrIq5l+c5jetNDrUZ9YxwHMf5olwIvACFKqSFKqceVUhdeyqxpzcia/cZw2fjeQbDna/AJgc71TlVv2zr0gcAI2P0lY3sGYTYJP+/Vs880Q33rOAKVUtcppV625hkvbarANM1W1uw/SVh7D8I9K+HQz8ZOuCY9m6peUTdCxmZ8K7PoH+rHugN6fFAz1LflyAciEnWBc54ico+ITLdPaJp26Uorqtl8KJdxvYN0N1VjRRk7IrPnG8b0DGT3sXxyi8rrfo/WJtT3setfwF+s+0l9LiL/EpH/iMgGjG1IvDGm02pas/TLoRzKqyy/dlP5hhq7wGr1a9/dmGG1+0tG9wxEKdh4UE/L1eqfVZUI3GLdRj0W6Igx3rHXOpVW05q1NftP4uFiZnBHs9FNNeR+vRNuY0TdAD/9hSiP0/h7OLPuQDZTYjo7OirNwRrU0auUKlJKrVVKfaKU+kZXGlpLse5ANsO7t8f14PfGorbIGxwdUssSYSTcMu9fwcgegaw/kKNzkWsNTh2raS3O4dxijpwqZVSPQGs3VRfo3KJ35W967cKhQ1/Y9y1jegaSU1TO3hM6uVNbpysOrdXaYN0mY3QXZzi0BvpM1t1UFyNiEmRsYUwnI/vi+gN6nKOta1TFISI6443WYmxMyaGTrxthpzYZ3VR9pjg6pJYp4jpAEXh0Nb2DvVmvp+W2eQ2qOERkuIgkA3utr/uJyL/sGpmmXYJqi+KXQzmM6hGI7FsBnkF60d/FCuoD/uGwdzljegYSd/gUxeVV9b9Pa7Ua2uL4J3AVkAuglNqJkYxJ05qlpMw8CsqqGN3NBw6ugl7X6EV/F0vEaHWkrWd8mCuV1YotqbmOjkpzoAb/T1JKHfnNoWobx6JpNrMxJQcRGO2cDBVF0HuSo0Nq2SKuA0slA8q34e5s1qvI27iGVhxHrEmdlIi4iMgTWLutNK052pCSQ2QnH7zTfwRnTwjXDeRL0jkWvIJxPrCCod3a6YWAbVxDK44HMDY77IyRWCkGvWOt1kwVlVeRkHGakd3bw/7voMcV4KyTNV0Sk8mYXXVwFaPDvUjNLuZEfpmjo9IcpKELAHOUUtOVUh2UUkFKqTuUUrqTU2uWtqbmUmVRXNPuGBRlQa+Jjg6pdeg9CSpLuNxlDwCbU3Wro61q6Kyqj0TE76zX/iLyH/uFpWkXb0NKDm7OJiILNoCYoecER4fUOnQdAS7ehOZsxM/DmV8O6s+ObVVDu6qilVJ5Z14opU5jJHXStGZn48EcBoe3x+nASggbAe46+ZBNOLlA93FIyo8MC2/HL4dyMfKsaW1NQysOk4jU/O8TkXbUn69c05rcycIyDp4s4pqORZCzX8+msrWeV0PhMSYG5XA0r5Qjp3SKnraooX/8/wH8IiJntlC/GfibfULStIu3NfUUAKPZYRzoeZUDo2mFelwJwLDqOKA/mw7l0KV9F8fGpDW5hg6OLwJuArKAk8ANSqmP7RmYpl2MLam5eLk60TF7AwT0Av8wR4fUungFQeeBtDu6hiBvV345pMc52qLGLKXdB3wFLAWKRER/zNCanS2puYzq6o7p8KaaT8eajfW4Cjkaz4SuJjYfytHjHG1QQ2dVPYLR2vgJ+BZYYf2qac3GyYIyDmUXM8XvoJEitoeeTWUXPa8CFNd5JpNTVEHKySJHR6Q1sYaOcTwK9NJrN7TmbEuaMb4xqCIeXLygyzAHR9RKdewHXsH0Ld4MhPPLwRx6dvB2dFRaE2rwliNAvj0D0bRLtSU1F29XM+2Or4VuY43po5rtiUDPCXgcWU+4v5Me52iDGtriSAXWisgKoPzMQaXUa3aJStMuwpbUXKZ0LkSOZcLoJx0dTuvW82pIWMRtYUd5OxUsFoXJpJNktRUNbXFkYIxvuADeZz0umoiYRWSHiHxrfR0uIltFJEVEloiIi/W4q/X1Qev5sEu5r9Y6ZRWUkZpdzCSP3caBy/TAuF2FjwGTM2PNSRSUVbE/q9DREWlNqEEtDqXUX+1w70cxdtj1sb7+O/BPpdSnIvIecC/wrvXraaXUZSJyq7XcNDvEo7VgZ/JDRBVvhaBI8O3s4IhaOVcv6DKUsPytwJVsTz9FREefet+mtQ4NnVUVKCKvish3IvLzmcfF3lREQoCJwL+trwUYD5xZYPgRMNX6fIr1Ndbzl1vLa1qNLamnCHatwDNru56G21S6j8clJ5konxK2WScmaG1DQ7uqFmOs4wgH/gqkA9sv4b6vA08BFuvr9kCeUupMPspMjC3csX49AmA9n28tr2k1tqbmcmdQGmKp0tNwm0r38QBMa5fKtrRTej1HG9LQiqO9Umo+UKmUWqeUugcYejE3FJFJwEmlVPzZh2spqhpw7uzr3icicSISl52ts5O1JScLykjNKWacyx5w8YbQwY4OqW0IjgaPAEaYkjhZWE7GqRJHR6Q1kYZWHJXWr8dFZKKI9AdCLvKeI4DJIpIOfIrRRfU64CciZ8ZcQoBj1ueZQCiA9bwvcF67WCn1gVIqVikVGxgYeJGhaS1R3OHTAHQv2A5hI8Hs7OCI2giTCbqPo8vpLQgW3V3VhjS04nhRRHyBPwBPYIxNPH4xN1RK/UkpFaKUCgNuBX5WSk0H1mDshwVwN8bWJgDLrK+xnv9Z6Taxdpbt6afo7pyDa+FhY/2G1nS6j8epNIfB7sd0xdGGNHRW1ZntRfKBcXaK5Y/ApyLyIrADmG89Ph/4WEQOYrQ0brXT/bUWKi79NLe0O2T8dna316+nVqtuxs/7Zv8U3k7v6eBgtKZSZ8UhIk8ppV4RkbeoZVxBKfX7S7m5UmotsNb6PBU4r3NaKVWGsY27pp2nuLyK5OMFvNpxD3h3hAD9x6tJ+XSEoEiGVe7kidxxnCwoI8hH53dv7errqtpr/RoHxNfy0DSHSjySh8VSTffCeOPTr56p3fS6j6NjfiJulLMtXXdXtQV1tjiUUsutXz+qq5ymOUpc+mmiTOk4V5zW4xuO0n08ps1vM8ZlP9vTejIpupOjI9LsrL6uquXU0kV1hlJqss0j0rRGiDt8iqk+KVCGrjgcpetwcHJjqtt+3kgb4ehotCZQX1fVPIy0sWlAKfCh9VEE7LZvaJpWt6pqCwmHTzPWaTcE9QHvDo4OqW1ydofQIcSqPezPKiS/tLL+92gtWp0Vh3Wx3zqgv1JqmlJqufVxOzCyaULUtNrtO1FIVUUpYSW7amb3aA4SPorA4gP4qQISj+Q5OhrNzhq6jiNQRLqdeSEi4YBeZac5VPzh0wwy7cdsqdDTcB0tbDQAw8z7SLAuyNRar4bm43gcIx9HqvV1GHC/XSLStAbann6Kq9z3opQzorP9OVbnAeDsydUuKXyeoSuO1q6hCwC/F5EeQG/roX1KqfK63qNp9qSUIi79NE8470eCYo1tvjXHMTtD12EMObKH/83I04mdWrmGdlUB9AB6Af2AaSJyl31C0rT6Hc0rpbDgNF3KD0BXPZOnWQgbRYfydNzKc0g5WeToaDQ7amg+jjnAW9bHOOAVQE/F1RwmISOPWNMBTKra2NhQc7xwY5xjqCmZBN1d1ao1tMVxE3A5cEIpNROj1eFqt6g0rR5JR/IY7rQPZXLS26g3Fx37oVx9GOOiB8hbu4ZWHKVKKQtQJSI+wEmgWz3v0TS7ScrMZ6zLfqTzQHDxdHQ4GoDJjHQdwSinvbrF0co1tOKIExE/jMV/8UACsM1uUWlaHaotikPHsrisKkWPbzQ34aPpUHWU4uwM8koqHB2NZif1VhzW/N4vK6XylFLvAVcCd1u7rDStyR08WURE1T7M6PGNZid8FADDTMns0AsBW616Kw5r0qRvznqdrpRKsmtUmlaHnUfyGGpKRokZQoc4OhztbEGRKDd/hpn36nGOVqyhXVVbRGSQXSPRtAbamZnHcPM+6NRfr99obkwmpOswhjun6HGOVqyhFcc4YLOIHBKRJBHZJSK61aE5xP4jWUTLIUR3UzVPXYYSYjnKkYx0qi06y3Nr1NAtR66xaxSa1kDlVdV4nEzAyalKj280V12GA9Cnai+Hsovo2cHbwQFptlZvxSEiJmCFUiqqCeLRtDrtPV7IQJKxiBmTHt9onjr2w+LkxuCqfew8kqcrjlaoIYPjFmCniHRpgng0rU5JmXkMMe2jKqgvuPk4OhytNk4uSOdYhpgPkJSZ7+hoNDto6BhHR2CPiKwWkWVnHvYMTNNqk5SRQ4zpEM5hejfc5ky6DidC0jmQcczRoWh20NAxjr/aNQpNa6CSjETcqNDbjDR3XYdhwoLHyQTKqy7H1cns6Ig0G2roturr7B2IptWnqLyKoLwkcEZXHM1dyCAUJvqzl33HC+kX6ufoiDQbqrOrSkQKRaSglkehiBQ0VZCaBrArM5/+phTKPILBN8TR4Wh1cfWmMiiKQXKApEy9gry1qS/nuLdSyqeWh7dSSo9Mak0qKTOPgaYDiG5ttAjO4cPpbz7IrowcR4ei2VhjEjnZhIiEisgaEdkrIntE5FHr8XYi8pOIpFi/+luPi4i8KSIHrYsPBzR1zFrzkJ6eSojk4Bo21NGhaA0gXYfjRgVlh+MdHYpmY01ecQBVwB+UUhHAUOAhEekDPA2sVkr1AFZbX4Ox+LCH9XEf8G7Th6w1B5Jp3ZBZr99oGax54DsV7KCovMrBwWi21OQVh1LquFIqwfq8ENgLdAamAB9Zi30ETLU+nwIsUoYtgJ+IdGzisDUHyy0qJ6x0D1UmFwiOdnQ4WkN4BVHi1YX+ksLuo3o9R2viiBZHDREJA/oDW4EOSqnjYFQuQJC1WGfgyFlvy7Qe09qQpMx8BphSKG3fF5xcHB2O1kDmLoPpbzpI0hG94WFr4rCKQ0S8gC+Bx5RSdc3QklqOnbdzmojcJyJxIhKXnZ1tqzC1ZmJ3xkn6Shqu3fTCv5bENWwoQZLHkbQDjg5FsyGHVBwi4oxRaSxWSn1lPZx1pgvK+vWk9XgmEHrW20OA85ajKqU+UErFKqViAwMD7Re85hD5qfG4SiUuXfX4RosSYmRjMB/d7uBANFtyxKwqAeYDe5VSr511ahlwt/X53cDSs47fZZ1dNRTIP9OlpbUNSik8Tlpn5uipuC1LhygqTW50Ld1DblG5o6PRbMQRLY4RwJ3AeBFJtD6uBeYCV4pICkZ62rnW8t8BqcBBjJznv3NAzJoDHc0rpVflXgrdO4F3sKPD0RrD7ERpQDT9TSkk6QHyVqOhe1XZjFJqI7WPWwBcXkt5BTxk16C0Zs0YGD9IVUedf6Mlcus2lMisd3g/PYtxvYLqf4PW7Dl0VpWmNUTqof10lFN49Rju6FC0i+ASNhRnqaYoPc7RoWg2oisOrdmrPrwFAOeuesV4i2QdIHfPSsDoQNBaOl1xaM2axaJod2onFeIKHXQSyhbJK4hC9870qNzHiYIyR0ej2YCuOLRmLTWnmL5qP3n+fcHs7OhwtItU2TGWAaYUko7onXJbA11xaM3arvQTREo65i56Gm5L5n3ZMILlNGmp+x0dimYDuuLQmrVTKVtxlmr8eukZVS2Zs3XhZuXhbQ6ORLMFXXFozZrTMWPFsVkv/GvZgvtSKS745SbqAfJWQFccWrNVUWWhU+FuTrl2Bi+9jUyLZnbmtF8UUZb9ZJwqcXQ02iXSFYfWbB04UUCMHKA4aKCjQ9FsQEIHESlp7Dp8sv7CWrOmKw6t2TqUsodAycezu1741xr49xqFi1STc2Cro0PRLpGuOLRmq+TQLwD499IVR2vgZB0g1zvltny64tCaLc+TOygVdyQo0tGhaLbgFcQp184EF+yk2qIHyFsyXXFozVJJRRXdyvZw0icSzE2+F6dmJ4WBA4nhAIdOFjo6FO0S6IpDa5b2pB0lQg5j6ayn4bYm7t2GESj5HNy/29GhaJdAf5TTmqWs5E2YRdE+YrSjQ2mQyupKcstyySnNIbc0t+b56bLTFFcWG4+qYkoqSyiuLKaiuoJqVY1FWbAoC9WqGqUUZpMZF5MLLmYXnE3OuJhdcDO74e3ijY+rDz4uvz7au7cnyCOIII8gAtwDcDI1///OARGjYD2UpG6GMXrsqqVq/r9pWtt0ZAsWBJ9mtJV6RXUFaflpHMw7SGZhJplFmTVfs4qzUPzab+9cqfAuhaAKN9pVueGlXAhWLnhZXPCodsK9ygVzlcIkJgTBhCAiWJSFKlVNhVlR7lxBubmcUnMeBXKYLErZ5VTCKZcKCt2hwgkQI7WNSUwEuAUQ7BlMF58udPXpSphPGGG+YXTx7oKHs4eDfmrnMnXoQ4l44JEV7+hQtEugKw6tWQo8nchx1250dvN1yP0LKgrYnb2b3bm7STmdQsrpFA4XHMZSXUlgHgQUKMLLvBlS5sXUYmfaFXTCM78cl8IyTIUlSHmF9UrF1ocduDhT7e1JhZcrxX6u5PmayfLM5rBbGhtc8vnKVzjpB9VmIcQrhIj2EUS0i6B3u95EtI8gwD3APnHVxWTmhHcU4fm7qaiy4OKke8tbIl1xaM3OidNFRFr2cyTwOjo3wf2UUhwuOMz2rO0kZSeRlJ1ERu4hQrOhS7aiV6EXY/NdCcpxxzOrEqmqtr4zH8jH3K4dzsHBOHUNx+zvj9nP79yHjzfi5obJ3R1xdcXk7o7JzQ1xcalpMQC/PrdYsJSXo8rLUWVlxvOyMiylpVQXFFCdl0d1fj6W/Hyq8vKoPnUa/6wsOiRncVlODiPO/t7MJkqDfMgOKCbVdxN7vH9gRZCQEQhB/iEMCBrAgA7GI9wnHJELJee0napOg+iZ/y/2ZRwjsluI3e+n2Z6uOLRm59DurYyQMty7j6i/8EXKKc1hy/EtbDm2hW2Zm/FIy6L7cUXvbBeuzHai/XGFqdpiFHYuxaVLIC4RYbhe2w2XsDCcO3fCuWNHnIKDMbm62jw+k8fFdS1ZKiqoOnmSqhMnqDiSSUV6OhVpafinpRG2/zDjKozvSZmE08G57A9cyfaApfy3k5AX1o4BIYMZ2XkkIzuPtFuLxK/XSMz73uHE3k1Edptml3to9qUrDq3ZKT64CYCOfcfZ7JpKKQ7mHeTnjJ9Zn7qKql3JRByB/plmbjlqwbnCaEWY/dxwi4zE7dpI3Pr0wbVXT1xCQxGnlvFfxeTigktICC4hIXjExp5zTlVXU3nsGGV791K2dy9eyckEJe9l2M5sAKqcc0nt/BO7On3HF6GCiurF4O5jGBMyhujAaExim26lwN7DsSwVqtM3A7riaIlaxv8GrU3xOr6FHFMgAe27XtJ1lFLsytnFj2k/sDvhB4J3Haf/IcXTR8CpWqFEcOvVHY9bYvGIHYh7dDROHTs2SXeNI4jZjEtoKC6hofhMmFBzvPLkSUp37qQ0Lh6v+Hh6bk2GXyxUf76PfSH7+KLbB/yzTwB9hlzDVeFXX3IlIu5+HHHpTkCuXkHeUumKQ2tWCkpKiSzfQUaHKwm4yD/gGQUZfJeynH2rvyBsRxaDU2FivjHjydwtDN+7xuE5dAju/ftj9vGxZfgtknNQEM5XXonPlVcCYCkupiQxkZItW3Bbv47ItSmw9iSnP/qITd0XMb+fP2HjJzO59w308O9xUffM7ziCqPT/I/NENiHBeufjlkZXHFqzsi9+PYOlBNfeVzTqfSWVJaxIWUbS94vpsPUQgw4oxpSCxc0Fj2FD8YKm8+cAABJJSURBVBszHq9R/9/emUdJVd15/POt6m6QHcUF2ZQILuAWG1FaImoUFKLBqKhwNJm4azToxDPqTMbgHkVjZnAmxjVxic6QuOMGoghuuKEiGhgX3DAKHmXtpX7zx73V/bq6Gii6ql4VfT/nPHjv3VtVn37L/b17333vHkBln2Lcbi9vEp0706Wmhi41NWxzwQXULfuSVXPnssWzs+j+3BwOXrCcVfffwayd7uSuYQPY7fATGbPLkXTvsPE94HrsPoaqj+7kg1efoO/YSQX8awKFIASOQEmxauGTpEwMqD58o/IvXrGYp2ZMI/XoLIa9U8vQtVC/RRWdDhzJ1mOPosvIkSQ6diyw9eZN5bbb0OPo8fQ4ejyp2lpWzZvHVzMeYcTMmVS88yGr77mSe3a9htU/HM6ocWfw/e2qN9jc13fPg1j7SBW2eCYQAke5EQJHoGQwM/p98RRLOu7GoG6tN1/UNdQx+/W/svi+29hp3seM+hrqq5LoBzX0GX8CXQ44oCA9nQLu5nvXUaPoOmoUVlfHqpdfZun0u6mZNYfKN+fx5S3zuGlYL/occyKH1Zzc6oOHqtyCJV2r2XnFbNbV1tKhqqrIf0mgLYTAESgZFr35ArvaR7wx+JKs6Z8t/4jn/nI9yRmz2W1xLX0Nvt2lD13PnkTvI48h2aVLkY3bN6qspEtNDbvW1JBavZqvn5zByr/cwaiZi0k8/Xue7jeNlYfuy34Tz2dgn6Etv2D3Y9l23mRefeFx9jnwyOL/AYFNRuUy/q+kMcCNQBK4xcyubi1vdXW1zZ8/v2hugfww78aTqV7+MOvOe4euW/YGoCHVwEvP38/Se25nx5eW0nUNrOzRgcQRhzBk0tl0HDgwZutAJrVffMF7997MyocepsfnK6mtgCV79mLLnxzDiHGnU1Xlmg5r16yk9pqdeLfzvgz71UMxWwcAJL1qZtUbzFcOgUNSEngfOBT4BHgFOMHMFmbLHwJH+bF4wQv0nz6OBVuPo/qcO/m/RS/yzt/uoOrpF+j/aS11Sfh62PcYOPFU+h88DiWTG/xOMyOVMhrqUqTqjYb6VPOpzq+rS7VMq7cs65u+I1XXtK7ez6cy8qZSBv78MgMM9z4rI7LOv+EqvTpyPkpCCaFE03wiISTcerm0RMLn8+sTCZGoSJBMimRFonE+UZHwyyKZ9P9XJJrPV4hEMtE4n/SfSVZGPpte17jercu8r2FmfDF/Dgv/NI0ec96i01pjRbcEyw/cg8ETT2PQnqN45dbJVC+9g4Wj72XoiI27rxUoHJtb4NgfuNTMRvvliwDM7Kps+Tc1cLw260neuHfO+kyg1c3V+s3Alh9pnlfWPF861fxSa99s6/nNlpkz80Z/RRm/2bprS9aT3uLL1HLW50mmajGEkp2oWrmOjuvcE85rO1Wi/n3YcschkKzKXvC3KPyb1re+v3JDorGgTGQWqhUJKhrX+7RKV5BK7m+V+8f92XJfmJ5X+gei84ClzE1mWApSjfOGWVN6KgX4IGlmpBrc1FCfavzfBTajoaEpiKYa8nvuJ5LRbaJIsEmQSBhrvllGw1fL2OK71SRT9dRVNFDXOYnZSpJaR12yI6KevO20dkqHXjDxqss26bMbGzjK5R5HH2BpZPkTYHg0g6TTgNMA+vfvv0k/8umi91iTzHha2VLr+UTzA1wtjndrZb452mDwXl96pkMrebWB7zFrXq6v12kj09QyqzK3if/NBl+BMMHaHgm+q6ykYotOJCvcTdNlS9eSrKhtVihVVCXo0KmixZVv5tVwIrquIkGyMiNf5Iq68TsqE80KwURy83sZXzrIRINK43yWINzQrGaVUYOry7IuEtxT9SmqOvalodf2rF29mlXLV9CwphY1JEBJahMVpKgglaiAPD2h3l6xz14r+G+US+DIdlnbrEgys5uBm8HVODblR3501i825WOBQFkiqTFQBjYnDi74L5TLEfMJ0C+y3Bf4LCaXQCAQaNeUS+B4BRgkaUdJVcDxQOiGEQgEAjFQFk1VZlYv6RzgCVx33NvM7J2YtQKBQKBdUhaBA8DMHgMei9sjEAgE2jvl0lQVCAQCgRIhBI5AIBAI5EQIHIFAIBDIibJ4cjxXJP0D+Mgv9gK+ilGnNYJXbgSv3AheuRG8HAPMbIMja22WgSOKpPkb8wh9sQleuRG8ciN45Ubwyo3QVBUIBAKBnAiBIxAIBAI50R4Cx81xC7RC8MqN4JUbwSs3glcObPb3OAKBQCCQX9pDjSMQCAQCeaTsA4ekbeJ2yIakznE7ZEPSAEk94vbIRNIGuwAGmpA0IG6HbEgaIulf4vbIhqSecTtkQ9JWcTvkStkGDkldJE0FHpN0vaTD/fochsUrmNcNwF2SJpXKCe69rgceBbaP2ydNZD8+LukKSTVxO0Gj102SRsftkomkA4APJI2J2yVNZD8+AkyQ9L24ndJI6iRpGu4Y+4Wkvf36WMu/yDZ7SNJFkvaL0ycXyjJwSBoM3I97SeN44EP86H8W400bf0LPAdYAtwEjgRPi8kkjaRgwF9gS2Lu1sdqLjaQKYBpuP56EG5zrkFilAEnbA38EjgNOLMHaUDdgOXBm3BdKAJIOA54F1gGTgEXAt7FKNed8YCvgZKAj8AcAs/UO71lQJO0DPOwXz8Tt0+Pi8smVsgocfiwOgK+BX5rZeWa2FLfRn5HUwecr6t8lqdLPrgBuMrOLzexh4A3cARtLTSjitQ5YAtxgZnWS9pK0gy+4i07kd7cFdvT78R2gE/BuHE4ZrAZ+hxs8rCcwRlIyTiFJicgxZLgCuhvwS58eZwBZDBzvj/u5wFD8BUBcXukywB9rlcA9ZrbIzK4FlvnadxxlRfo4+gI428wuMLMFQBVQ+DFf80RZBA5JgyTdBkyVNBz4zsze91W9S4EzgN2AByT1MbNUMQ5YSbtIuh34jaQBvvC7I1IwfgoMgOLWhLJ4LQCeASZLmg38B3AD8Ntitq9GvKZ4r0+BtZLulPQSMA44UtIDknoX0WuQpAvTy2b2DbDAzNYAdwIT8PuxmES9Mq6O9wZ2BM4CTpG0r18uupfnAzP7e+TC7i5gCBS/BcC7/QH4V0kDzawed/E2PJLtTOAkSX2LVeuIeF3ivT41s4WSuku6EVfbOMw3j25bDKe2UPKBQ9KZwIPAq8Ay4Gxgf5+8CnjYzPqa2RnAe8B/Q+EPWF/g3g68jRtcaoqk48yszh+sAHsBRR1wKovXFZLGArfixm5/wMxGAr/x6T+PyetK38QxGrgDWGRmg4FTcO8Z+3WRvE4EZgG/knSaX5f0QQMzmw58AxwfqcHF4kXT+Dl/B940s3dx2/JF3FV+XF4JADOr9cuV6XXFvKKXNBlXViwEtgGulusIciOuWW8r7/kJLridGpPXFZLSgf5b3DnZDzgdqMOdmyVNOQzktAw4z8ye8tW8u3Ft9eng8Gok73TgBEkVkcK7UOwCrDazqf7kOBE4RNIif4UP0Bv4K4CkQ4C3zWxZDF7jcUH1FDOrAzCzNyR9h2v2KwbZvI7BBYmuQK33WifpeYpUEOLGsz8Zd19qmqS7zGy1r7HKX5H+DncyT/dX9y+b2XtxePm0wcClkuqAN4EOND8Piu7l96n5c3IO7kLlkiLfR1gO/MzMXvJBfibwfTObJWk68F803Ud4H1dII0kFvtDM5tUPV1MzXGsAZrZG0mtA/wK65IWSr3HgbiDNllRlZg3Al7io3QxJ1cCVwFtFCBrg2iM7SNrHnxxzcSfVj72PcL2Xdpb0GO7mbzFOomxeHwEnpIOG99sDOAj4vAhOrXl9itte84AjJI32+/F8n1ZwzOw5YI6ZvQC8BVzqkxLpQs/M5uP23XzcVWpdlq8qlhe4nktvAWea2QTgPuDcQjttwCta+L4FvK3i9xJ6EHhZUgd/rC/GXZSAa9bbTtKvJR2H249roSjNadm8umVmkrQXrpPPkgL7tB0zK4kJqNrIfDOBAyPLvXBt9q8CxxXAK9nK+m7AxcDlkXVHAdcC3XFXhSlgNu7GYSl49cS19/4P8HIJeP0YmOrn/wlXm3wdmFAsr4w8Q3GF3u7RzwHHA0txwTd2L1xQi6YnSsErsn4grudS33x7baybz/casGdkeVdcbelJYGIJeW3jj/1XCnHsF2QfxC3gN9w1uGrkjn5ZWfIkcE0/j/qTWcBwnzaiQF6/9YVdz1bSf4irko/1y4P9zu/glyeXmFdHv5z3ANsGr/kRr05xeGXknQLc6ueH++OsTwl6JSNpLc6XGL0qC7GtcnHz+2w34DG/nMA1leY9wLbRS8DOfv6IQm63fE9xPwBTIekC3JVnJa7pBPNbMoq5ZoPuuOrlBFwN4xB/P2Nenr06SZrif2dPXC+WbLyC679+maR+wB645qoe3vmGEvPq5r3uLyGvpUAX77W6lc8V2ivKZcBRklYCR+AK6Lw2m+XBawyRZuZs50tMXgV7CHdj3SL3K7oDH/lmqTdw3YNLzetNYLRPeyzfbgUljmgF9IrM74BrbjoJmApUp6Nxls+dgWv+uQ/4QQG8uvn/K3CFWmfg33E3Rvut53P/BvwZV23fP3iVnxeuUNkaeAgX4A4IXvF6tfEYm1KiZUVBvYo1FffHXG+o/wSeAy6ieTtfX1yT1fnAFn6dMj4/GDitAF49cU8Kz8D1utg+kraLL+SOJqMaHvWjAM0swas4XpE8VcCY4BWvVz6OMeBQ4OftxavYUzH7WI/A9S74FjgHd0Po2HS6ub7VL+NqICP9umZVcDN738wK8X76q4EGXDvlfv7/9G8uwjWLjQIGZfhYZD6vzSzBq3he0NiUUGtmjwev2L3a5ObzPGVmt7Yjr6JSzHscn+Ai7cXmnnOopOUj9jOBj4Ghks6VNKHQUpK6epcrzewZ4HKgu6TzItnuxlVJh0j6mYrw4rvgVVyvzIuU4BWPV1vd2qNXLBSiGsN6enngqno34wLE7biX3HWLpJ+Oe1ZjMXBYMapduIA1ObJ8IO7KIep1Ce5dVO8BBwWv4BW82p9bqXoVeyrEhm21XTudjn8OA3dD6Y/AtX65P+5htQuKdBAk/f8H4F4N0tkvd8R1Dz7BL+/lvQrSvTZ4Ba/gVdpupeoV15TXpipJ5wBPS5oi6UfgqmiKvK/G3LucnvXzq3DNVcv88sfAYDObmmevCyVN8vPRLnnm22qf9x7XeY+1uHbMr3y+xbj+1vnuXhu8gle78yplt1L1KjnyFI23BP6Eez3ICNzrD/4X/0BfJN8eGcv74V7QNr4QURH3uoHrgH/grgK6R9KiPXz6455x+BD4KTAW/5xI8ApewWvzdytVr1Kd8rXRk7h3rKS7nA3EvfF0iF/eDhdY5vj5/riBmF4EjirAQVAR8Uo/pfxn4LrogYDrAnwv8KBfPgT4Z+AF4CfBK3gFr83brVS9Sn3a5I3tN1q/yLoukfkELigM8suHAmdlfMfYQhwEuKuGG/E31mlqmxwAfIAPZn7dMcCFBd/IwSt4tUOvUnYrVa9ymdLRdKORtDtucJs+wCwzazE0qqRdcS+vOyJLWpU1vbc/b/j2yGm4auQMXDXyAeAWM1vn81yNa38cn+XzSXNv3w1ewSt4bcZupepVVmxCpO6N29A9cdW0xmhNU7XuIOBOPz8c3yUtnV6ICXcQzAO6+uXRuKuJSZE8VcAC3EBQQ4CDg1fwCl7ty61UvcppyrlXlZl9DtxnZitw9zEu9usbaHqJ2F5AlaRrcUOUpj+bW/UmN69vabphBW68h9eB/SVt5/PU4u61zMUN+qTgFbyCV/tyK1WvcmKTuuOaH1YTt2HXSjrXr0+P9f0D4GBguZmNMPeUZTH4G7CXpN5mthJ3xbAOV0tC0ijcAC5XmdkuZjYzeAWv4NUu3UrVqyxo03McPoDcAEwEkLSHj8i3495ye1XbFXPiedxQqD/1fq8B+wKdfPpSYKSZXRK8glfwatdupepVFrT5AUAzewJYIWkdbnD4Xmb2kJktbbtezi6f425yHS7pWEk74MbvaPDpS8zsy+AVvIJX+3YrVa+yoS03SHCB53LcAzOntuW78jnhBpS5DVgEnBO3T/AKXu3Zq5TdStWr1Kecu+NmIulwXLfcdW36ojwjqRJ3L6s+bpcowSs3gldulKoXlK5bqXqVMm0OHIFAIBBoX8Q65nggEAgEyo8QOAKBQCCQEyFwBAKBQCAnQuAIBAKBQE6EwBEIBAKBnAiBIxAIBAI5EQJHIBAIBHIiBI5AIBAI5MT/A8YDCWJDA+utAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_total_irradiance_per_model(32, 180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tilt = 0" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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qEhEfa5fV1dvbFOWCxpi/sAxyh2OZiuuEpaXwAvCMiBwCqgAzrS+ZCVSxbn8GeLEo11VKKVU88hvjuA9Lq+KsiLgCI40xIdbds4H2RbmoMeZV4NWrNh8BOuVybDJwb1Guo5RSqvjl1+J4GehgjAnEcpPedyLyD+u+G7vrRimllEPKb3Dc2RhzCsAYs1VE+gDLRKQOucxsUkopVfbl1+KIzzm+YU0ivbFMp21pw7iUUqrIpkyZwvTp04vtfMHBwdlrVS1ZsoSpU6cCEBMTQ+fOnWnXrh0bNmzgxx9/pHnz5vTp06fYrl0a5dfieIyruqSMMfEiMgC4z2ZRKaVUKTV48GAGDx4MwOrVq2nWrBlz5ljuSBgwYACffvpp+U4cxpjt19meBhR+URillF2dfvttUvYWbz0O9+bNqPHyy3keY8t6HB999BGff/45Li4utGjRgnnz5l2x/6uvvmLhwoVMnz6dhx9+mPDwcAAOHjzI/fffT1hYWK7n/e2333j66aepWrUq7dv/PQ9o9uzZhIaGMmbMGJ5//nmSkpIIDAxk6NChbNy4kaNHjzJ48GBatmxJaGho9rpWgwYNYvLkyfTo0YPRo0cTGhqKiPDoo48yadIkDh8+zMSJE4mJicHLy4uvvvqKZs2aFfjnUJIKtMihiIy0cRxKqTLOVvU4pk6dyrZt29ixY8c1a0Z9/PHHLF26lF9++YWWLVvi6+ubvSjhrFmzGDlyZK7nTE5OZuzYsSxdupQNGzZw+vTpa44JDAzk9ddfZ9iwYURERPDqq68SFBTE3Llzee+9964bb0REBCdOnGDXrl3s3Lkz+wbGcePG8b///Y+wsDCmT5/O448/nuf7aU/5LnIoIv8BmmKZfquUcmD5tQxsyRb1OADatGnDgw8+yF133cVdd92Vvf27776jTp06/PLLL7i6ugIwZswYZs2axfvvv8/8+fPZunVrrufct28fDRo0oEmTJtnxfvnll8XyPjRs2JAjR47wz3/+k4EDB9KvXz8SEhLYtGkT9977950HKSkpxXI9W8izxSEiXwLNgUdKJhylVFlV2HocP/30Ezt37mTs2LHXrccBsHz5ciZOnEhYWBgdOnQgPT0dgFatWhEZGUl0dHT2sXfffTcrVqxg2bJldOjQgSpVqtxwvNdzvToffn5+bN++nd69e/PJJ58wZswYMjMzqVSpEhEREdmPvXv33tD1bSm/rqoHgDcKs4ihUkrlxhb1ODIzM4mKiqJPnz5MmzaNixcvkpCQAEC7du344osvGDx4MCdPWpa+8/DwoH///jz22GN5rnHVrFkzjh49yuHDh7PjLayAgAAiIiKyY8xq3Zw7d47MzEzuvvtu3njjDcLDw/Hx8aFBgwb8+OOPgKVA1fbtuQ4xlwr5JY5BwILclhxRSqnCyKrH0aZNG86fP8+kSZOYNWsW9957L61bt8bJyYkJEyZQqVKl7Hocd911V571ODIyMnjooYdo3bo17dq1Y9KkSVSqVCl7f/fu3Zk+fToDBw7k3DlLJYYHH3wQEaFfv37XPa+HhwdffvklAwcOpHv37tSvX7/Q32+3bt1o0KABrVu3ZvLkydkD7CdOnKB3794EBgYycuRI3nnnHcBShGrmzJm0bduWli1bsnjx4rxOb1f51uMQkVbAV8aYm0smpBun9TiU+pvW47jS9OnTiYuL44033rB3KHZls3ocAMaYXSJy9w3Ep5RSpcLQoUM5fPgwa9assXcoDq1ApWONMSfzP0oppXJXWupxLFq06JptQ4cO5ejRo1dse/fdd4tUhra8KFDiEJEGwD+BgJyvMcYMtk1YSil1JVvV48gtmai8FShxAL9gqYuxFNAZVkopVY4VNHEkG2M+smkkSimlHEJBE8cMEXkVWAlk385ojAm3SVRKKaVKrYImjtbAw0Bf/u6qMtbnSimlypECLXIIDAUaGmN6GWP6WB+aNJRSCsussawbDPOTs1bIf/7zH1atWgXAhg0baNmyJYGBgSQlJfHcc8/RsmVLnnvuOZvFXVQFbXFsByoBZ20Yi1JK2UR6ejouLgX9c1dyXn/99eyv586dy+TJk7OnF3/xxRfExMTg7u5ur/Cuq6DvZHVgn4iEcOUYh07HVcqBbFhwgHNRCcV6zqp1K9LjvqZ5HmPLehwhISGMHj2aChUq0L17d1asWMGuXbuYPXs2y5cvJzk5mcuXL7N69Wqef/55VqxYgYjwyiuvMGzYMIKDg5k+fXr20u1PPPEEQUFBjBw5koCAAEaMGMHSpUtJS0vjxx9/pFmzZsTGxjJ8+HBiYmLo1KkT+a3A8dZbb/Htt99St25d/P396dChAwAjR45k0KBBXLx4kQULFvD777+zatUq4uPjuXz5Mp07d+all15ixYoVDBo0iHvuuQeAihUrkpCQwKlTpxg2bBiXLl3KXpa+R48erFy5kldffZWUlBQaNWrErFmzqFixYmF/tNdV0K6qV7F0V70N/DfHQymlCsRW9ThGjRrF559/zubNm3F2dr5i3+bNm5kzZw5r1qxh4cKFREREsH37dlatWsVzzz3HqVOn8o27atWqhIeH89hjj2V3Mb322mt0796dbdu2MXjwYI4fP37d14eFhTFv3jy2bdvGwoULCQkJueaYMWPGMHjwYN577z3mzp3LkiVL8PT0JCIigmHDhl333N9//z39+/fP/r4CAwM5d+4cb775JqtWrSI8PJygoCDef//9fL/PwsizxSEivwO/ASuMMcVbNkwpVeLyaxnYki3qcVy8eJH4+Hi6du0KwAMPPHBFkrntttuoXLkyABs3bmT48OE4OztTvXp1evXqRUhICD4+PnnG/Y9//AOADh06sHDhQgDWr1+f/fXAgQPx8/O77us3bNjA0KFD8fLyAsguO1scOnbsyKOPPkpaWhp33XUXgYGBrFu3jj179mS/16mpqdx8c/EuNZhfV9UIYAAwRUSaAn9hSSSrjTHF295VSpVpha3HERoaSt26dZkyZcp163Hk10VUoUKFfI+9Xt2MLFljDM7Oztm1PqBw9TqKs7aHMYbU1FQAevbsyfr161m+fDkPP/wwzz33HH5+ftx2221FWgq+oPLsqjLGnDbGzDbG3A8EAd8CHYDfRWSViDxvs8iUUmWKLepx+Pn54e3tzZYtWwCuqTeeU8+ePZk/fz4ZGRnExMSwfv16OnXqRP369dmzZw8pKSnExcWxevXqfL+Xnj17MnfuXABWrFjBhQsX8jx20aJFJCUlER8fz9KlS/M9/9UCAgKya6MvXryYtLQ0AI4dO0a1atUYO3Yso0ePJjw8nC5duvDnn39mv6+JiYkcOHCg0NfMS35dVX7GmAsA1mJOm62P/4hIVaBIq4CJSCXga6AVlvtBHgX2A/OxrIcVCdxnjLkgllQ9A7gDSARG6o2HSjmerHoc48ePp0mTJsyYMYMuXbpw7733Zg+OT5gwAXd39+x6HAEBAXnW4wCYOXMmY8eOpUKFCvTu3RtfX99cjxs6dCibN2+mbdu2iAjTpk2jRo0aANx33320adOGJk2a0K5du3y/l1dffZXhw4fTvn17evXqRb169a57bPv27Rk2bBiBgYHUr1+fHj165Hv+q40dO5YhQ4bQqVMnbrnlluyWVHBwMO+99x6urq5UrFiRb7/9Fn9/f2bPns3w4cOzy8+++eab2V2CxSHPehwichaIATYBfwKbjDE3nLpEZA6wwRjztYi4AV7Ay8B5Y8xUEXkR8DPGvCAid2BZYPEOoDMwwxjTOa/zaz0O5QiMMZxLSOVUXBKp6Zm4uThRzduDat7uODndWNdGTmW9HkdCQkL2jKGpU6dy6tQpZsyYUezXKWtsVo/DGFPNOrbR1fqYLCL+wBbgT2PMtMIGKyI+QE9gpPUaqUCqiAwBelsPmwMEAy8AQ4BvjSXDbRGRSiJS0xiT/3QIpUqZyynpLN95irX7zrL5SCwXE9OuOcbX05V29SoxoGUNBrSqQSUvNztE6jiWL1/OO++8Q3p6OvXr12f27Nn2DqnMK0ghpwPAAWC2tYTsHcBTQD+g0IkDaIilFTNLRNoCYdbzVc9KBsaYUyJSzXp8bSAqx+ujrds0cSiHEROfwqfBh/gxNJqElHRq+npwa/PqtKzlQ+1Knni4OpOclsGZS8nsOXWJTYdjeXHhTv6zZDf3BdVhfM9G1K3sZe9vo8hsXY8jrymrJSU2NpZbbrnlmu2rV6+mSpUqdojIdvIb48hqadwM1AWOYGltPAQUdZzBBWgP/NMY85eIzABezCuMXLZd078mIuOAcUCe/Y1KlaS0jEy+WHeYT4MPk5KeyeC2tXioSz3a1/PLc6aNMYbdJy8x969jLAiJZkFINON7NWRin8Z4uDpf93V5ne9GZ/bYm63qcRSXKlWqEBERYe8wCiS/2Wj5yW+MIxNLgngf+MUYk3hDV7OcswawxRgTYH3eA0viaAz0trY2agLBxpibROQL69c/WI/fn3Xc9a6hYxyqNDhwJp5J8yPYffISA1rW4PkBN9HQv/B3756KS2Lab/tZtO0EAVW8+PiB9rSqnfsAcG6OHj2Kt7c3VapUcfjkoW6cMYbY2Fji4+Np0KDBFfsKOsaRX+Kowd/jG52wtBbCsc6uMsYcKUrgIrIBGGOM2S8iU4CsydaxOQbHKxtjnheRgcAT/D04/pExplNe59fEoezt152neHbBdrzcnHlraCsGtKp5w+fcdOgcz/64ndiEVP5zZwse6lK/QK9LS0sjOjr6uvdCqPLHw8ODOnXq4OrqesX2Ykkc1xws4oVl6uzTQANjTOHbzJbzBGKZjuuGpftrFJZ7ShYA9YDjwL3GmPPW6bgfY7kRMREYZYzJMyto4lD2YoxhxuqDfLjqIO3qVeKLhzpQzcej2M5//nIqzyyIIHh/DON6NuTFAc2KdQaWKt+KZVaViPhiGd/IanW0Aw5hKSH7Zx4vzZMxJgLLDYVXu2ZkyTqbamJRr6VUSTHG8NrSPczeFMk9Herw1tBWuLsU6bPVdVWu4MbMER15beluvlx/hNNxybx/X1tcnAu67JxSNy6/WVWHsAyGbwLeALYaY5JsHpVSDsYYw8uLdvLD1ige7daAfw9qbrPxBGcn4bXBLanp68m7v+3DAB8OC8RZWx6qhOR3H4d/SQWilCOb+ts+ftgaxeO9G/Fc/5vyTxrpqXBuP5zZA4nnIPUyuHqBVxWo1gyqtQCX69dhEBEe690IEZi6Yh+uzsL0e9pqt5UqEfl1VX2JZTD6mgnYIlIBGAakGGPm2ig+pUq9rzcc4Yt1R3ioS728k0Z6KuxdAnt+gUNrIO3y9U/q7AYN+0CLIdDqH+DqmethE3o1IiUtkw9WHaCWryeT+99UDN+RUnnLr6vqUyzrUrUGdmG5cc8DaAL4AN8AmjRUufXbrtO8uXwvt7eqwWuDW+WeNNKSYeuXsPkTSDgN3rWg7f1QvytUbwXeNcCtoiWRJMTAmV1wfAvsWw4Hf4c//g2dxsHNT4D7tdN5n7ylMafikvh47SECqlbgng51SuA7V+VZgWZViUhFLIPZNYEkYK8xZr+NYysynVWlSsKhs/EM+fhPGlf3Zv64LrnfmLd3Kfz+Mlw8Dg17Q5eJ0PhWcCrAYLYxELkRtnwK+3+FitXh1tcsSeeqBJWWkcmIb7YSEnme78d2oWNA5WL5HlX5YpPpuI5CE4eytUvJadz18Z9cSk5j6T+7U9P3qq6kpIuw4nnYMd/Squj3JjTqU/QLRofCby9CdAjcNBDunAEVrxyCjEtMY8gnG0lKy+DXJ3tQpWLpq1WtSreCJg6dw6dUIRljeOnnnRw/n8gnD7S/Nmmc3gVf9ICdP0Hvl2DcuhtLGgB1guDRldD/bTi0Cj7rClFbrzjE18uVTx5sz4XENCYt2E5mZtn7UKhKB00cShXST2HRLN95imf6NaVzw6sWr9v3K8zsBxlpMHol9H4RnPNdS7RgnJzg5okwbi24VYDZA2H7lYWLWtby5dU7W7D+QAyfrTtcPNdV6iqFShzWmVRKlVvHYi8zZcluOjWozPieja7cuW0uzHsA/JvC2LWWVoItVG8JY9dA3c6waDxs+viK3Q90qsegNjX54I8D7D4ZZ5sYVLlWoMQhIl3LQ9MfAAAgAElEQVRFZA+w1/q8rYh8atPIlCplMjINk+ZH4OQkfHD1DXehs2Dx45YB8JG/gs+Nr02VJ6/K8NBCaHEXrPwXrHsve5eI8MaQVvhVcOPZBdtJTc/M40RKFV5BWxwfYCkTGwtgjNmOpRiTUuXG7E2RhB+/yJt3taJ2pRzjGmFzYNnT0KQ/DJ8HbiVUN8PFDe6eCW3uh7Vvwp9/V73zq+DGO0Nbs+90PB+tPlgy8ahyo8BdVcaYqKs2ZRRzLEqVWtEXEvnvyv30bVaNwW1r/b1j36+WpNH4Vhj2f+BafAsaFoizC9z1KbQcCn/8ByJ+yN51a4vq3N2+Dp+tO8yuE9plpYpPQRNHlLWokxERNxGZjLXbSqmyzhjDK79YFk94fUjLv2/yi9oKPz0KNdvCvXMsLQB7cHKGoV9Ag16weCIc/CN713/ubIGflxv/WrSTDJ1lpYpJQRPHBCwr1NbGUro1EF2xVpUTy3acInh/DM/2u4k6ftZuqLgTloFw7xrwwI+53tFdolzc4f65loHznx6Fc5buKV9PV14Z2Jzt0XH8sPW4fWNUZUaBEocx5pwx5kFjTHVjTDVjzEPGmFhbB6eUvSWkpPP6sj20qePLyK4Blo3pKbDgYUhLggfmX3Mjnt24e8P934OzqyWpJV8CYEhgLW5uWIVpv+3jXEKKnYNUZUFBZ1XNEZFKOZ77icg3tgtLqdLhk7WHiIlP4fUhrf6eRfXrc3AiDO76DPxL2aKClepaus1iD8OiCWCtNf7GXS1JSsvgnV/32TtCVQYUtKuqjTHmYtYTY8wFLEWdlCqzos4nMnPDUf7RrjaBda2fm7bPg/A50P0ZaDHYvgFeT4Me0O8N2L/csrgi0LiaN492b8DP4dE6UK5uWEETh5OI+GU9EZHK5L+yrlIO7e1f9+LsJDw/oJllw4VIWD4Z6nWFvq/YNbZ8dXkcmvSDlf+2LIECTOzTmMoV3Hhz+R7K4hp1quQUNHH8F9gkIm+IyBtYKgJOs11YStnXliOxrNh1msd7N6KGrwdkpMPCcZZVaf/xhWUmU2kmAkM+BQ9f+Hk0pCbi4+HK07c2YcuR86zae9beESoHVtDB8W+Be4AzwFngH8aY72wZmFL2YozhnV/3UsvXg7E9G1o2bnwfov6Cgf+FSvXsG2BBVfS3JLmYfbD6dQCGd6pHQ/8KvPPrXtIy9I5yVTSFWatqH7AQWAwkiIiD/O9RqnBW7jnD9ug4nr6tqaXGxpk9sG4atLob2txn7/AKp1Ff6DgG/vocorbi6uzEy7c358i5y8zT6bmqiAo6q+qfWFobfwDLgOXWf5UqUzIyDdN/309D/wr8o11tyMyAJf+0THW93UF7Z2+dAr51YPETkJ7CLc2r0SmgMv9bc4jkNF0AQhVeQVscTwE3GWNaGmPaGGNaG2Pa2DIwpexhccQJDp5N4NnbbsLF2Qm2fgUnQuH2d6FCVXuHVzTu3jDoQzi3H9ZNQ0R4pl9Tzsan8H9bjtk7OuWACrzkCKBz+FSZlpqeyQerDtCylg+3t6phKfe6+nXLOlSt77V3eDemya3Qdjhs/ADO7KFLwyp0a1yFz9cdJjE13d7RKQdT0MRxBAgWkZdE5Jmshy0DU6qkzQ+NIup8EpP734STk8BvLwEGBr5/TY1vh9T/bfDwsZS0NYZnbmvKuYRU5mzSVocqnIImjuNYxjfcAO8cjyITEWcR2SYiy6zPG4jIXyJyUETmi4ibdbu79fkh6/6AG7muUrlJy8jk8+DDtKtXid5N/eHwGti3DHpOBr/69g6veHhVhr7/hsgNsHshHepXpldTf75Yf5j45DR7R6ccSEGn476W2+MGr/0UV66w+y7wgTGmCXABGG3dPhq4YIxpjKUuyLs3eF2lrrFo2wlOXEziyb5NkMx0WPEi+AVAlzK2lmeHkVCjDfz+CqQk8Gy/plxMTGPOpkh7R6YcSEFnVfmLyHsi8quIrMl6FPWiIlIHGAh8bX0uQF/gJ+shc4C7rF8PsT7Huv8WkbLQb6BKi4xMw2fBh2lZy4feN/lDyNeWgeT+75R8fQ1bc3KGO6ZD/EnYMJ02dSrR+yZ/Zv0ZSVKqzrBSBVPQrqq5WO7jaAC8BkQCITdw3Q+B54GsO5CqABeNMVmjdNFYlnDH+m8UgHV/nPV4pYrF8p2nOHruMk/0aYwkxsLadyz3P9x0u71Ds416nS0D5Zs/gQvHeLx3Y2Ivp7Ig9OpabUrlrqCJo4oxZiaQZoxZZ4x5FOhSlAuKyCDgrDEmLOfmXA41BdiX87zjRCRUREJjYmKKEpoqhzIzDZ+sOUTjahXp37IGBL8DaZdhwNSyMSB+PX3/DeIEa96kU4PKBNX348v1R/RuclUgBU0cWSNnp0RkoIi0A+oU8ZrdgMEiEgnMw9JF9SFQSUSyFk6sA5y0fh0N1AWw7vcFzl99UmPMl8aYIGNMkL9/KamPoEq9VXvPsP9MPBP7NMLpwhEImw3tR5S+5dKLm29ty0KIOxfAyQge79OIExeTWBJxMv/XqnKvoInjTRHxBZ4FJmMZm5hUlAsaY14yxtQxxgQA9wNrjDEPAmuxrIcFMALL0iYAS6zPse5fY3RpT1VMPlt3mHqVvbizTS1Y+xY4u0Gv5+0dVsno/jR4VoY//kOfpv40q+HNZ+sOk6klZlU+CjqrapkxJs4Ys8sY08cY08EYs6SYY3kBeEZEDmEZw5hp3T4TqGLd/gzwYjFfV5VTYcfOs+34Rcb0aIDLmR2w62fo8pilHGx54OFrSZJH1yFH1vBY70YcOpvAH3vP2DsyVcrlWVNDRJ43xkwTkf+Ry7iCMebJG7m4MSYYCLZ+fQTolMsxyYCD37arSqOvNxzF19OVezrUgfmTwNMPuj1l77BKVtBoywKIf7zKwLHr+G9lL75cf8Qy3qPUdeTX4si6zyIUCMvloZRDOh6byO+7T/Ng53p4Rf9pueGvx7OWT+HliYsb9PkXnNmFy/5ljOoWQNixC0REXcz/tarcyjNxGGOWWv+dk9ujZEJUqvh98+dRnJ2EETfXhzVvgk9t6DjW3mHZR6u7oWpTWPcu93aojbe7C7P+PGrvqFQpll9X1VJy6aLKYowppUWXlbq+uKQ0FoRGcWebWlQ/twWit1oKNJW1m/0KyskZer0AP4+m4qFl3NexGXM2RfLS7c0t1Q+Vukp+XVXTsZSNPQokAV9ZHwnALtuGppRt/LD1OImpGYzuHgDr3gXvWtDuYXuHZV8th0LVm2Ddu4zsUpdMY/h2c6S9o1KlVH5dVeuMMeuAdsaYYcaYpdbHA0D3kglRqeKTlpHJ7D8j6dqoCi1Td8DxzdB9Eri42zs0+3Jyht4vQMw+6p76nX4tavD91uO6DInKVUHv4/AXkYZZT0SkAaB32SmHs3L3GU5fSubRbg0s5WAr1oD2j9g7rNKhxVDwbw7r3uXRrvW4mJjGwm3R9o5KlUIFTRyTsNTjCBaRYCw36z1ts6iUspFvN0dSx8+TPp4HLcuLd3+6/I5tXM3JyXJfx7kDdEz+k1a1ffhm41H0flt1tYLeAPgb0ATLUuhZZWR/t2VgShW3/afj+evoeR7qUh/nDe9BhWqWZcbV31oMgcqNkI0fMOrmAA7HXGbT4Vh7R6VKmYK2OMCSOG4C2gLDRETb98qhfLclEjcXJ4bXjoEjwdDtSXD1tHdYpYuTs+UmyFMR3Om9n0perlqXXF2joPU4XgX+Z330AaYBOhVXOYz45DQWhZ9gUJua+IZ/arnRT1sbuWt7P3jXxG3LDO4LqsvKPWc4cynZ3lGpUqSgLY57gFuA08aYUVhaHeV8GopyJIu2neByagZjWgJ7lliW2nC/oerHZZeLO9w8EY6uZ2T9WDIyDfO2aq0O9beCJo4kY0wmkC4iPsBZoGE+r1GqVDDG8O3mY7Sp40uLo9+Csyt0nmDvsEq3DiPBoxK1dn5Gz6b+/LD1OOlaq0NZFTRxhIpIJSw3/4UB4cBWm0WlVDHafCSWQ2cTGNOuIkTMtXbFVLd3WKWbuzd0Ggf7ljG+eRqnLyWzau9Ze0elSol8E4e1vvc7xpiLxpjPgduAEdYuK6VKve82H6OSlyt3JC2F9BToekOLOpcfnceDiwc3n51HTV8P5v6lg+TKIt/EYS2a9EuO55HGmB02jUqpYhITn8Ife87wQGAVXMJmwk13QNUm9g7LMVSoCm3vx2nHfB4N9GbDwXMcPXfZ3lGpUqCgXVVbRKSjTSNRygYWbYsmPdMwymsjJF0of/U2blSXxyEjheHOq3BxEubq1FxFwRNHH2CziBwWkR0islNEtNWhSjVjDPNDogiq643/rplQtzPU62zvsByL/03Q+FYqbp/FwOaV+Sk8mpR0Xb+qvCto4rgdaAT0Be4EBln/VarUCj9+kcMxl3my/jG4eMxSFlYVXpfH4fJZHq+2nYuJaazcraVly7uCDI47AcuNMceufpRAfEoV2YKQKLzcnOkauxC8a0KzQfYOyTE16gv+zWl65Ftq+3owP0Tv6SjvCjI4nglsF5F6JRCPUsXicko6y3acZETTdFyOroEOoyz3b6jCE4GbH0fO7OKZJmfZeOgcUecT7R2VsqOCdlXVBHaLyGoRWZL1sGVgSt2I5TtPcTk1g5Fuq8HJVZcXuVGt7wOvqgxMXIgI/BiqrY7yLM/SsTm8ZtMolCpmP4ZG0aKqE9UO/2RZ8VVv+Lsxrh7QcTQe66Zxb8BwfgyL5qlbm+LsJPaOTNlBQZdVX5fbw9bBKVUUh2MSCIm8wAu1diApl6DTWHuHVDZ0HAPOrjzutZpTccmsPxhj74iUneSZOEQkXkQu5fKIF5FLJRWkUoXxY2g0zk7Q7fwiqNHaMg1X3biK1aDFXdSPXkwdrwzm68KH5VZ+Nce9jTE+uTy8jTE+JRWkUgWVnpHJz+HRjKt3Bpdzey3rLYl2pxSbTmORlHj+VXcHq/aeISY+xd4RKTsoTCGnYiEidUVkrYjsFZHdIvKUdXtlEflDRA5a//WzbhcR+UhEDllvPmxf0jErxxG8P4aY+BRGuKwEj0rQ6h57h1S21OkINdrQN34J6ZmZLNKa5OVSiScOIB141hjTHOgCTBSRFsCLwGpjTBNgtfU5WG4+bGJ9jAM+K/mQlaOYHxpF8woJVD/5B7R7CNy87B1S2SICncbhfn4/j9SMZl5IlNYkL4dKPHEYY04ZY8KtX8cDe4HawBBgjvWwOcBd1q+HAN8aiy1AJRGpWcJhKwdwNj6ZNfvO8q/qfyGZGdBxtL1DKpta3Q0elRjrsYYjMZcJPXbB3hGpEmaPFkc2EQkA2gF/AdWNMafAklyAatbDagM5R+GirduUusKi8BM4ZabR5eJSaHIbVNZaYzbh5gXtHqLOmdUEuMWxQO8kL3fsljhEpCLwM/C0MSavGVq5jWxe0zYWkXEiEioioTExOk2wvDHGsCA0iseq78Yl8axlUFzZTsfRSGYGr9TYyvKdp0hISbd3RKoE2SVxiIgrlqQx1xiz0Lr5TFYXlPXfrHJj0UDdHC+vA5y8+pzGmC+NMUHGmCB/f3/bBa9KpfDjFzgcc5mHnVaCXwNodIu9QyrbKjeEJrfRK34ZaakpLNt+zX9JVYbZY1aVADOBvcaY93PsWgKMsH49AlicY/sj1tlVXYC4rC4tpbIsCImmvVsU/he2WW5Uc7JrL2z50HEsrkkxjPDbyQJdgqRcscf/rm7Aw0BfEYmwPu4ApgK3ichBLOVpp1qP/xU4AhzCUvP8cTvErEqxrAUNX6iyAVw8od2D9g6pfGh8K/gFMNptFeHHL3LobLy9I1IlpKBrVRUbY8xGch+3ALimf8FaunaiTYNSDm35zlM4p8YRdGkVtB0Gnn72Dql8cHKCjmOoufIVWjofZ35IFP8a2MLeUakSoO155fAWhEQxwXcLzhnJui5VSQt8EFw8eKHKBhaGnyAtI9PeEakSoIlDObTDMQmEHYvlQVkJ9W62rE2lSo5XZWh9D90uryHt8gVW7z2b/2uUw9PEoRzagtAo+jrvwDc5Wlsb9tJxLM4ZSYyssEnrdJQTmjiUw0rLyOTnsBM85bMOKtaAZnfaO6TyqVYg1OnESNfVBO8/zZlLyfaOSNmYJg7lsIL3x1Dh8jFaJ221VPhzcbN3SOVXp7FUTj5OV9nFT2G68GFZp4lDOawFoVGM9VgLTs5aGtbeWgwBr6o86R3Mj6G68GFZp4lDOaSz8cls2hfF3U7BSPPB4KPrXtqVizt0GEFQylbSYo+x9eh5e0ekbEgTh3JIC8NPMEj+xDMjXgfFS4sOo0BglPta5usgeZmmiUM5HGMMC7YeZ4LnaqjeyjINV9lfpbrITXcw3GUtq3YeIz45zd4RKRvRxKEcTkjkBSqfD6dB+hFLa0NLw5YencZSISOOWzM2sXS7LilXVmniUA5nXshxxrj9gfHwhdb32jsclVODXpiqTRnnuUYXPizDNHEohxKXlEbYzl3cJluR9o+AWwV7h6RyEkE6jqFZxgEyo8M4cEYXPiyLNHEoh7Jk+0nuNStxEgMddVC8VGo7HONagZGufzBfqwOWSZo4lENZuPUQD7uuhaYDwK++vcNRufHwQdrez53Om1kbvpfUdF34sKzRxKEcxq4TcTQ68zu+5hLSeYK9w1F56TQWV5PGbSl/sHrvGXtHo4qZJg7lMOZtPcYol9/JqNoMGvS0dzgqL9WaY+p3Y4TrahaERNo7GlXMNHEoh3ApOY3IbWtoKZE4dxmvU3AdgHQaRy3O4nb4d07FJdk7HFWMNHEoh/BzWDQjzBLS3StBm2H2DkcVRLNBpPvUZbzzUn7UQfIyRROHKvUyMw3rN27gNucwXLpM0Cm4jsLZBZfuT9He6RC7Nq8gJT3D3hGpYlLiNceVKqz1B2MYlLCAdDdPXDqPt3c4hZaakkhi/AWS4i+QGH+BtKTLZGakYzIzyExPJzMjg8yMNDIzM3F2dcXFzcP6cMfFzQNXd0/cPCtS0a8a7h4VcXJyoM97gQ+Suvpt7k9cyNLtd3NPhzr2jkgVA00cqtRbsu4vpjlvQjqMs5QqtaOUpATOHNtL7PEDxJ84RnLsWdIvnCfzwkUkLgHn+ETc4lNwT0zDPSUTtzSDay4ftMX6uF4KMECa9ZE1OnAOSHeCZHchxcOZVA8X0j1dSa/oQaafD1K5Eq5V/fHwr0GFarXwrVmPGgEtqehbtfjfiIJy88K16+P0XfsmjwWv5u72jyA6PuXwNHGoUm3XiTgCj89BXMG52xM2v15KUgJRB8KIObCDS4f3kxYVhVPMedxjE6h4MQWfy5Y6Ex7WB0AmkOgpJFZ0IaWCG8n+FUmsWAG8PBBPD5w8vXDy8sLZqwIuFSri4uGJODvj5OyCODlZ/nV2RpycycxIJzM1lYzUFDJSU8hMSyEzLY2M5CTSE+LJjE/AXL4MiUk4JSbjfDkFz7OX8Dp8joqJBqccZTDSgCggwVOI93Mnuao3mTWq4lqzJl516lO1SWvqNu9ERd8qNn1PpdMY0ta/z8CL37Pp8EC6NbZjIlPFQhOHKtV+XLmOV5zXkB74CM6+xdfNce7kYY5FbCR2zzZSDx/G5UQM3mcTqHQxAyegkvWR6C7EVXYjpXIFYhrXJra6Px41a1Oxdn0q122MX40AfKvWxsXV/tUH09NSuXD2OOdPHuHS6eNcPnuS5JPRpJ86jfOZWDzPXsJ3XwyeqXuzXxMFnPd1Jr56RdLrVMOtQQN8Gzenbpuu1GjQqni6xTz9kJsfZ9DG6byy8le6NX7kxs+p7ErKYqWuoKAgExoaau8w1A06cCaefR/fywDXbbhN2g7eNQp9jqTESxwKWc3ZHX+RdPAALkdP4nfyUnbLAeCyh3ChmicpNSvjVKcWngENqdqkFbWbBVGpWl3HGlPIR2ZmJnGxJzh9eBcxB3Zw+dB+Mo5H43EyFr8zSXilXPm+xNauSFrD2ng2a071Np1oENiTCt5F6C5MvkTSf9sQnlwLHllMtyb+xfhdqeIiImHGmKB8j9PEoUojYwxvffo1r8RMJqnL03gOeC3f16QmJXJo2xpOhm4gedcuPA+fpNqpZFysK14ku0JsTS+S61XDtXEj/Fq0pX7b7vjXvalMJYeiyszM5NzJQ0Tv3krs7m2kHDiA+9FTVD15GQ9raY1MgXNVXYlvVAP3Nq2o2bEnTYJuxd2zYr7nT9v0Ga4rX+Qt71d4+ZnJOtZRCmni0MTh0FbvPE7Aj/3wr+CEz6SQXKfgno3az4F1S7gYsgWPvZFUO5GYPRB92UM4V9+XjKYB+LZtT90OvajTtD3Ozto7W1gZGelE7w8jatsGLu3ZCQeOUPnoeXwTLBk5zRnO1vYiuWldKrRtR6Med1CnaYdrk3F6KhdndCPl0ln+7L+Mf3RtbYfvRuWlzCUOERkAzACcga+NMVOvd6wmDsd2Ni6JzR8OZ4hZS/qDC3FpcguZmZkc2bmBYxt/JyksHJ/9J/CPTQcg1QVO1/cmvVkDvNsGUr/jLdS9KUhbETaUmZnJqSM7OLJ5JZciwnDZd5Rqx+OzWyYXfJw536wGHh3aEdBzIA3b9sTJyYnME9swX/Ul2HSg8RMLqe/vY99vRF2hTCUOEXEGDgC3AdFACDDcGLMnt+M1cTiuc5cus+7TJxiSuJDwakO5mOhDevgOqhw8mz0uEe8lnGvij1ObFtTqdgvNOt+Bm6eXnSNXaanJHI5YR9TGlaSGR1B5/2kqxVtaJfFewrmm1XBp3wYfnzTanfieNe630OaxWdSu4mvnyFWWspY4bgamGGP6W5+/BGCMeSe344uaOMLXrCTih/V/byjSW3OdFxX2XIX9ueRxuBT24vkebvJ8Whg5e7mNMThnpOOaAl5J4GLtdkrycCK5qjcuNWtSqX4T/KrV1f5xB2CMIe7cCS5EHiDt1Encz8XjlWRJJJkCl70g1QPS3dzA2dn6y6A/1xvlXhUefOeNIr22oInDUTp8a2OZOZglGuic8wARGQeMA6hXr16RLnJi336SnPsWMURVbLzhfG7bYyA2JhM4VsIBqRvTEJwbQnV7x1E+mJPhNr+GoySO3D6GXPE51xjzJfAlWFocRbnInY//sygvU0qpUsT2H34dZfQwGqib43kd4KSdYlFKqXLNURJHCNBERBqIiBtwP7DEzjEppVS55BBdVcaYdBF5Avgdy3Tcb4wxu+0cllJKlUsOkTgAjDG/Ar/aOw6llCrvHKWrSimlVCmhiUMppVShaOJQSilVKA5x53hhiUgMf98lVhVL8bTSRuMqHI2rcDSuwtG4LOobY/Jd875MJo6cRCS0ILfQlzSNq3A0rsLRuApH4yoc7apSSilVKJo4lFJKFUp5SBxf2juA69C4CkfjKhyNq3A0rkIo82McSimlild5aHEopZQqRg6fOESkmr1jyI2IXFskuxQQkfoiUsnecVxNRPKdAqj+JiL17R1DbkSkpYi8aO84ciMifvaOITciUsXeMRSWwyYOEakoIv8FfhWR90Xkdut2u5YQs8b1AfB/IvJQafkPbo3rfWA5UMve8WTJ8XP8TUTeEpFu9o4JsuP6VET62zuWq4lId+CoiAywdyxZcvwclwHDRKSRvWPKIiJeIvIJlt+xf4pIO+t2u/79y/GeLRGRl0Skiz3jKQyHTBwi0hRYgGWRxqFAJNbqf8aOgzbW/9AbgCTgG6AHMNxe8WQRkY7An0BloN31arWXNBFxAT7B8nN8BEtxrlvsGhQgIrWAr4D7gAdKYWvIB0uRxMfs/UEJQET6AeuAFOAhYB9wya5BXekZoAowAvAAvgAwxmTaKyAR6QAstT59DMvP9D57xVNYDpU4rLU4AGKBp40xTxljorC86WtFxN16XIl+XyLiav3yAvCpMeZlY8xSIALLL6xdWkI54koBDgMfGGPSRCRQRAKsf7hLXI7rVgcaWH+OuwEvYK89YrpKIvAhluJhfsAAEXG2Z0Ai4pTjd8hg+QPtAzxt3W/PBHIIuN/6e/8n0ArrBwB7xZX1N8D6u+YKfG+M2WeMeQ84Y2192+NvRdbv0WlgojHmWWPMDsANsH3N12LiEIlDRJqIyDfAf0WkMxBvjDlgbepNASYALYBfRKS2MSazJH5hRaSZiMwCXhOR+tY/frNz/GE8AdSHkm0J5RLXDmAtMElEgoH/AR8A00qyfzVHXK9b4zoBJIvIHBH5CxgEDBaRX0SkZgnG1UREns96boy5COwwxiQBc4BhWH+OJSlnXFd9Om4HNAAeB8aISCfr8xKPy+qoMeZgjg92/we0hJLvAbDG9gXwiog0NMakY/nw1jnHYY8Bj4hInZJqdeSI61/WuE4YY/aIiK+IzMDS2uhn7R4t9dXZS33iEJHHgMVAGHAGmAjcbN19GVhqjKljjJkA7Ac+B9v/wlr/4M4CdmEpLvW6iNxnjEmz/rICBAIlWnAql7jeEpGBwEwstdt/Mcb0AF6z7h9tp7jetnZx9AdmA/uMMU2BMVjWGftPCcX1ALAGeE5Exlm3OVuTBsaYn4GLwP05WnB2iYu/6+ccBLYbY/ZieS+3YPmUb6+4nACMManW565Z20ryE72ITMLyt2IPUA2YKpaJIDOwdOtVscYZjSW5jbVTXG/9f3vnH6tlWcbxz3UOHAzlnGjUID1kbiKGIisXyvyFZCisIf4i0pX2y2oMpzY3YalDphYwa8u5VebUXKOi0k20DDNBLETU8A90uFJqDGu6kREHwqs/ruv1PLy8x3h5nx/3y3t9t2fnuZ/7ft7z2fPruu/rvu77FpGaod+JvZP9wNXAXuzdTFrtsJDTDuAaVX3cm3kPYr76mnF4LlN2FTBfRIZlPt5FaSKwS1VX+MvxOWCGiGzxGj7AOOCXACIyA3hJVXdUwDUXM6pfVtW9AKr6goj8C3P7laFGXJdgRmIUsMe5BkRkHSV9CLH17L+A9UvdJSI/UdVd3mIVry7vlTEAAAepSURBVJF+F3uZV3ntfoOqvlwFl+dNAG4Rkb3Ai8AI9n8PSufye6r+Tq7FKiqLS+5HeBO4SlX/5EZ+DfBxVX1CRFYBdzPYj/AK9pFGRKTgimYjrn6spaaYNwBV/Y+IbALGF8iSi5JvcWAdSE+KSI+q7gPewKz2fhKRU4HbgM0lGA0wf+QIEfmEvxxPYy/Vhc4jWPTSCSKyGuv8LeMlasT1GjC/ZjScbzIwHdheAtNQXH/Hrtd6YJaIzPT7eJ3nFS5VfQpYq6rPAJuBWzyrq/bRU9WN2L3biNVS9zb4qbK4wCKXNgNfV9V5wEpgYdFM/4cr+/HdDLwk5UcJPQRsEJER/qxvxSolYG69sSJyk4hcht3H3VCKO60RV299IRGZggX5vFowT+tS1SQ2oOcgy60Bzs6kx2A+++eAywrg6h7ieC+wCFiaOTYHWAb0YbXCd4AnsY7DFLhGY/7enwMbEuC6EFjh+1/EWpPPA/PK4qorcxL20Ts5ex7wWWAbZnwr58KMWja/KwWuzPHjsMilY/LmOlg2L7cJOCWTPhFrLf0WuDwhrg/5s/9sEc9+IfegagC/cN/GmpEf9bQ0KNOFuX4e8ZdZgKmeN60gru/4x270EPmfwprksz09wW/+CE9fmxjXEZ7O3cC2wLUxwzWyCq66skuAe3x/qj9nRyfI1Z3JO+B9qZBreBHXqhk2v2cfA1Z7ugtzleZuYFvkEuAE359V5HXLe6t6AMwwEbkeq3kOx1wnqF/JrNTcBn1Y83Ie1sKY4f0Z63PmGikiS/z/nIJFsTTSs1j8+q0i0g9MxtxV73fmOxPj6nWunyXEtQ04yrl2DXFe0VxZ3QrMEZG3gVnYBzpXt1kOXOeTcTM3el8q4ipsEO7BsmX6K/qA19wt9QIWHpwa14vATM9bnTdboarCWgFjMvvHYu6mzwMrgFNr1rjBeV/D3D8rgbMK4Or1v8Owj9qRwM1Yx2j/e5z3LeABrNl+enC1Hxf2Ufkg8DBm4M4Irmq5WnzGliT6rSiUq6yt3H9m0VDfB54CbmR/P98xmMvqOuB9fkzqzp8AfLUArtHYSOFHsaiLD2fyJvpH7iLqmuFZPgpwswRXOVyZMj3A+cFVLVcezxhwHvClTuEqeyszxnoaFl2wE1iAdQhdWstXi63egLVAzvRj+zXBVfUVVS1ifvo7gH2Yn/I0/1v7n1swt9g5wPF1PJrZz9XNElzlccG7roQ9qvpYcFXO1RKbl3lcVe/pIK5SVWYfx98wS7tIbZzDcA4cYr8GeB04SUQWisi8oqFEZJSz3KaqvweWAn0ick2m2INYk3SSiFwlJUx8F1zlctVXUoKrGq5W2TqRqxIV0YzhPaI8sKbeDzADcS82yV1vJv9qbKzGVuDTZTS7MIN1bSZ9NlZzyHItxuaiehmYHlzBFVydx5YqV9lbERd2SL92LR8fh4F1KP0QWObp8dhgtetLegi6/e8Z2NQgR3r6CCw8eL6npzhXIeG1wRVcwZU2W6pcVW25uqpEZAHwOxFZIiKfAWuiSWa+GrW5nP7g+//G3FU7PP06MEFVV+TMdYOIXOH72ZA8dV/tOudY7hy7MT/mP73cVizeOu/w2uAKro7jSpktVa7klJM1/gBwPzY9yDRs+oNf4AP6MuUm16VPwyZom1uEVcSmG1gO/AOrBfRl8rIRPuOxMQ5/Ba4EZuPjRIIruILr8GdLlSvVLa+L3o3NsVILOTsOm/F0kqfHYoZlre+PxxZi+iMwp4CHYFiGqzZK+QFgefZBwEKAfwo85OkZwDeBZ4CLgyu4guvwZkuVK/XtkC+2X7T+zLGjMvtdmFE43tPnAd+o+43ZRTwEWK3he3jHOoO+yY8Af8GNmR+7BLih8IscXMHVgVwps6XK1S5bzZoetETkZGxxm6OBJ1T1gKVRReREbPK6WQ3yenRw3v7c5P7Iu7Bm5KNYM/LXwI9UdcDL3IH5H+c2OL9bbfbd4Aqu4DqM2VLlaisdgqUeh13o0Vgz7V1rzWCzbjpwn+9PxUPSavlFbNhDsB4Y5emZWG3iikyZHuDP2EJQk4Bzgyu4gquz2FLlaqet6agqVd0OrFTVt7B+jEV+fB+Dk4hNAXpEZBm2RGnt3OaaN81x7WSwwwpsvYfngdNFZKyX2YP1tTyNLfokwRVcwdVZbKlytZMOKRxXfVlN7MLuFpGFfry21vdZwLnAm6o6TW2UZRn6FTBFRMap6ttYjWEAayUhIudgC7jcrqoTVXVNcAVXcHUkW6pcbaGWxnG4AbkTuBxARCa7Rb4Xm+X29tYRm9I6bCnUK51vE/BJYKTnbwPOVNXFwRVcwdXRbKlytYVaHgCoqr8B3hKRAWxx+DGq+rCqbmsdr2mW7Vgn1wUicqmIHIut37HP819V1TeCK7iCq7PZUuVqG7XSQYIZnqXYgJmvtPJbeW7YgjI/BrYAC6rmCa7g6mSulNlS5Up9azoct14icgEWljvQ0g/lLBEZjvVl/bdqlqyCqzkFV3NKlQvSZUuVK2W1bDhCoVAo1FmqdM3xUCgUCrWfwnCEQqFQqCmF4QiFQqFQUwrDEQqFQqGmFIYjFAqFQk0pDEcoFAqFmlIYjlAoFAo1pTAcoVAoFGpK/wMpj2Li8O/4TQAAAABJRU5ErkJggg==\n", 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\n", 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oIqNxaho0bNgwzPFNWfPL9/PJkViqn1LT6yhBS6h/GtPnpnHlRZkQG7mpVcNh2sZpbD24NWSPd3rl0+l3Zr9i99uwYQOTJ0/mxRdf5KqrrmLq1Kn079+fG264AYD777+fl19+mdtvv53u3bszc+ZM+vXrx5tvvsmAAQOIi4tj5MiRPPPMM3Tr1o0//em33nF16tRh9uzZJCQksGHDBoYMGcLixYsZPHgwU6ZM4dJLLyUjI4M5c+bw/PPP8/XXX+cd+8gjj3DhhRfyyiuvsHfvXjp06MBFF13ECy+8wNixYxk6dCgZGRlkZ2eH7DWDyBQSXVR1q1sQzBaRtSfYt7BhFI9rYHULmnHgDMsRmpjGAOkH+GDuHup17uR1khIZdNcYJo29BzbNg2Y9vY5zUgL5QA+HJk2akJTkXGHftm1bUlNTWblyJffffz979+7l4MGD9O7dG4Drr7+ef//73/Tr14/x48fz4osvsm/fPvbu3Uu3bt0AGDZsGB999BEAmZmZ3HbbbSxbtozY2FjWr18PwCWXXMKYMWNIT0/n448/pmvXrlSoUKFArlmzZjFjxoy8SY+OHj3K5s2b6dSpE4888ghpaWn079+fZs2ahfT1CHshoapb3Z87ROQ9oAOwXUTqurWIukDu8IdpQIN8h9cHQvdVwpjirPmAwwdjGHHdtV4nKZFqNU5BpRy7l8+hZpQXEl7JP7R3bGwsR44cYcSIEUybNo3ExEQmTJiQN8dEly5dSE1NZf78+WRnZ9OqVSv27t1b5LDhTz75JKeeeirLly8nJyeHhARnwqiEhAS6d+/OJ598wpQpUxgyZMhxx6oqU6dO5eyzzy6wvkWLFnTs2JGZM2fSu3dvXnrpJS688MIQvRphPichIpVEpErufaAXsBKYAQx3dxsOTHfvzwCudXs5pQD7cpuljImE1d9+DfHlKVcueufjqt32XGZ8thsyDnsdpdQ4cOAAdevWJTMzk9dff73AtmuvvZYhQ4YwcuRIAKpXr061atVYuHAhQIH99+3bR926dYmJieHVV18t0DSUOxPe559/nldTya93794888wzeXNSfPfdd4AzzWrTpk0ZM2YMffr0YcWKFSH9v4f7xPWpwEIRWQ58A8xU1Y+BfwI9RWQD0NNdBvgQ2ARsBF4EbglzPmN+c3AnC746xLlXXOx1kpMy8ObrObhfYOOnXkcpNR5++GE6duxIz549ad68eYFtQ4cO5ddffy3w7X/8+PHceuutdOrUqUCz0S233MLEiRNJSUlh/fr1BSYY6tWrFwsWLOCiiy4iPj7+uAx/+ctfyMzMpHXr1rRq1Yq//OUvAEyZMoVWrVqRlJTE2rVrufba0NaCbahwY3ItmcDTT33JmEn/8zrJSXt61G307lqes0c84XWUgEXrUOHvvPMO06dP59VXX/U6SpFOZqjw6K1TGxNiC+ctIaaiv6aOLKmzL+3B/I8/5OyhRyEuwes4pdbtt9/ORx99VKD7amkTcHOTiMSISBsRuUxELhSRU8MZzJiIOrKXFd8fpet1V3udJCR6D7yC9HSBH+Z6HaVUe+aZZ9i4cWPeDHWlUbE1CRE5A7gbuAjYAOwEEoCzROQw8D9goqrmFP0oxvjc+o/Jyomhdftia99RQ+PLs2rhHFo2v9TrKCaKBVKT+DvwGnCGqvZW1WtUdaCqtgb6ANWAYeEMaUy4fT5rITGVqngdI6RaXNqDhV/tg6x0r6OYKFZsIaGqQ1R1gRZyhltVd6jq/6nqxMKONSYqpB9k5aqjnDf8Kq+ThFTPAf3ISI9xLqwzpoQCOichIlXdZqdj17cOfSRjImzjp2Rlx5CU0sHrJCGn8eVZ8/ksr2OYKFZsISEiVwFrgakiskpE2ufbPCFcwYyJlK8+nQsVK3odIyzO6t2dz7/aBzl2yjCUrr/+elavXh3UMZUrVwbCMxx5OAVSk7gXaKuqScBI4FUR6e9uK/zac2OiRVYG3y07TIfBV3idJCwuvmoA6UdjYOt3XkeJOqpKThGF60svvcQ555wT4UTeCKSQiM03Yus3wAXAfSIyhkIG3zMmqmz+kqysGDpe0M3rJGGj5eJIXTTN6xhRITU1lRYtWnDLLbeQnJzMq6++SqdOnUhOTubKK6/k4MGDAHTv3p3ci3grV67MfffdR2JiIikpKWzfvh2AH3/8kU6dOtG+ffu8q6OjUSAX0x0QkTNU9QfIG9q7OzANaBnOcMaE2/LZ70P50n2x2ekd2/DZvK8YOcjrJMHZ++57ZP78c8geL65ePar3L77GuG7dOsaPH89DDz1E//79+fTTT6lUqRL/+te/+M9//sMDDzxQYP9Dhw6RkpLCI488wl133cWLL77I/fffz9ixY7n55pu59tprC8wpEW0CKSRu5phmJVU9ICIXA6WrO4gpc77+di9nX/o7r2OEVd/rhvO/UV/D3s1QPXrmXwnkAz0cGjVqREpKCh988AGrV6+mS5cuAGRkZNCp0/FDyMfHx+dNDNS2bVtmz54NwKJFi5g6dSrgDBd+9913R+h/EFrFFhKquryI9ZnA64VtMyYq7NpIRrrQq39fr5OEVVxcHDkSy/6l71H1wrFex/G93EH3VJWePXsyefLkE+4fFxeXNzR4bGwsWVlZeduKGjI8mgQzLMeIMOYwJuK2f/0uOVE+e1ugKp/RmJkzV3odI6qkpKSwaNEiNm7cCMDhw4fzJgkKRJcuXXjzzTcBjhtePJoEep3EAzjDchhTanzy8QZOOaf0jrmT3xW33cjuHQpH93sdJWrUrl2bCRMmMGTIEFq3bk1KSgpr155oYs2CnnrqKZ577jnat2/Pvn37wpg0vIodKlxExgFVgKF+HJ/Jhgo3JXJ0P8/e8AdGvvBUgTH9S7Nnht3ITX/qTVzr/sXv7IFoHSo8GpzMUOGB1CSuBh72YwFhTEllrptNDrFlpoAAiD2lBnNn2EREJjiBFBKXA28VNiyHMdHq46mfElenltcxIqr7iCH8sDEDonyiMRNZgQzwNw8YjDMSrDHRLyeHLamZ9Lq+bA1efE6bRHKyBXZt8DqKiSIBnbhW1ZXAgDBnMSYydqwiW4UzWjQvft9SRuPiWD/3ba9jmCgScBdYVd1a0icRkVgR+U5EPnCXm4jI1yKyQUSmiEi8u768u7zR3d64pM9pTFG+mzml1F9lXZS6HZNZNC/V6xgmigRznUQTEfmPiLwrIjNybwEePhZYk2/5X8CTqtoM+BW4zl1/HfCrqp4JPOnuZ0xILf7qF5peeJ7XMTzRd9RwDh9UyDzidRQTJQIuJHDGakoFngGeyHc7IRGpD1wGvOQuC3Ah8I67y0Sgn3u/r7uMu72HlIZLFo1/ZBwm/Sj0utKf3UDDLS4ujhxiSV8/3+sovlTYMN6LFy9mzJgxHiXyXiBjN+U6qqpPl+A5/g+4C+daC4CawF5Vzb12PQ2o596vB2wBUNUsEdnn7r+rBM9rzHGOrp+HSgxxcWXjSuvClKtdk9lvz+Dylhd7HSUqtGvXjnbtSs/c58EKpibxlIj8VUQ6iUhy7u1EB4jI5cAOVV2Sf3Uhu2oA2/I/7mgRWSwii3fu3Bnwf8CYT6a8T/ypdbyO4anuI65mS6rNe12cTZs20aZNGx577LG8AfwefPBBRo0aRffu3WnatClPP/3b9+aHH36Y5s2b07NnT4YMGcLjjz/uVfSQCqYmcS4wDKepKPfCOnWXi9IF6CMilwIJQFWcmkV1ESnn1ibqA7knxdOABkCaiJQDqgF7jn1QVR0HjAPniusg/g+mjPt5SwY977ra6xieatG6FXOyY2BfGlSr73WcIq35YhsHdofu3EmVmhVo0bluQPuuW7eOwYMHM378ePbu3cv8+b81z61du5bPPvuMAwcOcPbZZ3PzzTezfPlypk6dynfffUdWVhbJycm0bds2ZNm9FEwhcQXQVFUzAj1AVf8M/BnAnYPij6o6VETeBgYCbwLDgenuITPc5S/d7XO1uHFDjAnU/m3kZAvNysiMYiei5eL4cf5UmvTx76iwgX6gh9rOnTvp27cvU6dOpWXLlsybN6/A9ssuu4zy5ctTvnx56tSpw/bt21m4cCF9+/alQoUKAPzud6Vn+PlgmpuWA9VD9Lx3A38QkY045xxedte/DNR01/8BuCdEz2cMP857Gy0X73UMX6id1JIFn9iosIWpVq0aDRo0YNGiRYVuL1++fN793KHBS/N32WAKiVOBtSLySQm6wKKq81T1cvf+JlXtoKpnquqVqprurj/qLp/pbt8U3H/HmKItmLWCWknRMwF9OPUbPYqD+9WG6ChEfHw806ZNY9KkSbzxxhsBHXPeeefx/vvvc/ToUQ4ePMjMmTPDnDJygmlu+mvYUhgTbjk5HNynjLh+uNdJfCGhQgUUd4iO2mVjuPRgVKpUiQ8++ICePXty//33F7t/+/bt6dOnD4mJiTRq1Ih27dpRrVq1CCQNv0CGCv8E+Bj4SFUDH0w9QmyocBOIrJ+X88I9z3Lbqy96HcU3nrtpDK3Prcr5t/7d6yhA9A8VfvDgQSpXrszhw4fp2rUr48aNIzn5hB1AIybcQ4UPx7kq+kERWSoiz4tIXxGpXLK4xkTewncmI5XtLZvf2b0vYvV3v3gdo9QYPXo0SUlJJCcnM2DAAN8UECcrkDmufwEmABNEJAboCFwC3CUiR4BZqvrvsKY05iStW7GLVlde5XUMX7noij6se3c65GRDTKzXcaJeoOcvok2xNQkRqZF7X1VzVPVLVX1AVbvgDCH+czgDGnPScnLIylC6XdzL6yS+k0Ms6anWXGuKFkhz0zoRWSUiL4rICBHJO8ulqrtUNXpn+DZlwtGfviUH+6ZcmLhaNZj9xmSvYxgfC2TSoTo4F9ItAjoD74rIdhGZLiJ3hTugMSdrzutvElfrFK9j+FKnq69ky8YDXscwPhbopEPrVXWCqo7GGan170BL4G/hDGdMKGzeuJ8OV/UrfscyKLF9O2e2uiwby8kULpBzEp1F5I8iMlVEvgEeAWKBa3DGVjLGv7KzyMmG5E4pXifxrZyYWH79fq7XMYxPBXIx3UJgKfAfYJqqHg5vJGNCZ//GL8gROx9xIhUanM7st97nqjaXeB0lqmVlZVGuXDDXJ0eHQJqbTgf+ASQDH4vIFyLyrIgMFZGm4Y1nzMmZ8/rblD+tbA8NXpze1w9n188Bj9tZqqWmptK8eXOGDx9O69atGThwIIcPH2bJkiV069aNtm3b0rt3b7Zt2wZA9+7duffee+nWrRtPPfUUO3fuZMCAAbRv35727dvnjf906aWXkpSURFJSEtWqVWPixIkniuErgV4n8a57Q0QqAqNwzkc0Aes2Yvzrl81H6PGnm7yO4WsNGjd2hnDKygAfDYC4ct6n7N+5PWSPV7X2qbTqflGx+61bt46XX36ZLl26MGrUKJ577jnee+89pk+fTu3atZkyZQr33Xcfr7zyCkCBocSvvvpq7rjjDs477zw2b95M7969WbNmDR9++CEAS5YsYeTIkfTrFz3nyIotJESkGtAJp2dTZ6ANsBF4H6fHkzH+lJ1JTjac1bKl10l8T2Ni+WXpp5zW4VKvo+QJ5AM9HBo0aECXLl0AuOaaa/jHP/7BypUr6dmzJwDZ2dnUrfvbMOaDBg3Ku//pp5+yevXqvOX9+/dz4MABqlSpwq5duxg2bBhvvfVWVI3rFEgD2kbgK+AL4GHgG1W1WdSN7+1e9RkaE8xAx2VXpSYN+OztDxjio0LCKyIFJ8isUqUKLVu25Msvvyx0/0qVKuXdz8nJ4csvv8ybVyJXdnY2gwcP5oEHHjhuDm2/C+Q6idqq+jtVfVRV51sBYaLFp29Mp2JD/8685ie9Rgxnz3Y7LwGwefPmvAJh8uTJpKSksHPnzrx1mZmZrFq1qtBje/XqxbPPPpu3vGzZMgDuueceWrduzeDBg8OcPvQC6QI7TkQKLfpEpJKIjBKRoaGPZszJ2bU1nd6jbGjwQNRr3MCZjDg7y+sonmvRogUTJ06kdevW7Nmzh9tvv5133nmHu+++m8TERJKSkvjiiy8KPfbpp59m8eLFtG7dmnPOOYcXXngBgMcff5xZs2blnbyeMSPgqXg8F0hz03+BB0TkXGDq5OxYAAAewElEQVQlsBNnvupmOHNWvwLY0BzGX7KzQKFek0ZeJ4kaGhPDL8vnclpy2R7jKiYmJu/DPVdSUhILFiw4bt9jpzatVasWU6ZMOW6/aJ65LpDeTcuAq9yhwdsBdYEjwBpVXRfmfMaUyC8r7HxEsCo2qse8N6czuIwXEqaggP+KVPWgOwXpZFWdZgWE8bPPpkyjUsN6XseIKr2uG8meX456HcNTjRs3ZuVKm/s7P/uqZUqlX7cdpceIa72OEVXqN2qIqkBOjmcZorlZxq9O9jUNayEhIgki8o2ILHeHG/+bu76JiHwtIhtEZIqIxLvry7vLG93tjcOZz5RSqmiO0PCMJl4niToqsexa9bknz52QkMDu3butoAghVWX37t0kJCSU+DGCHmhERCqp6qEAd08HLlTVgyISBywUkY+APwBPquqbIvICcB3wvPvzV1U9U0QGA/8CBhX14MYUZt+mpegxfd1NYCo0OI05b7zNoEe7Rfy569evT1paGjt37oz4c5dmCQkJ1K9f8q7gARcSItIZeAmoDDQUkUTgRlW9pahj1PlKcNBdjHNvClwIXO2unwg8iFNI9HXvA7wDPCsiovbVwgRhzuuTKV/H5o8oiQtHDuOjh//pyXPHxcXRpInV/vwmmOamJ4HewG4AVV0OdC3uIBGJFZFlwA5gNvADsFdVcztkpwG5ZxjrAVvcx88C9gE1C3nM0SKyWEQW27cOc6wdP+4j5coBXseISk3OPBPNAex7mXEFdU5CVbccsyo7gGOyVTUJqA90AFoUtpv7s7A2guPerao6TlXbqWq72rVrFxfBlDHZWTmc27GD1zGilorw6w9LvI5hfCKYQmKL2+SkIhIvIn8E1gR6sKruBeYBKUB1Eclt6qoPbHXvpwENANzt1YA9QWQ0ZVzGzlTUOu2dlITTavLpqzbvtXEE89d0E3ArTpNQGpDkLhdJRGqLSHX3fgXgIpyC5TNgoLvbcGC6e3+Gu4y7fa6djzDBmPvaBMpVq1D8jqZI5w8byq6f9nsdw/hEwCeuVXUXEOwYTXWBiSISi1MgvaWqH4jIauBNEfk78B3wsrv/y8CrIrIRpwYRfaNhGU9tXrWNc/r+zusYUe3sc8/l02z7bmYcwfRumgiMdZuNEJEawBOqOqqoY1R1Bc78E8eu34RzfuLY9UeBKwPNZMyxMtOzOe8ym4bzZCmQvmcr5U853esoxmPBNDe1zi0gAFT1VwopAIzxStaBXSgQE2OTJZ6suGqVmDPpJa9jGB8IppCIcWsPAIjIKZTgYjxjwuXLqa8iFewtGQpnX9yLLSs3ex3D+EAwhcQTwBci8rCIPIwzU92/wxPLmOCt/2o9jTqneB2jVOh++WVkpXudwvhBMCeuJ4nIEuACnOsZ+qvq6mIOMyZi0g9lc+FAu4guVBQg8yjElXzcHxP9gu1QvhZ4F6fL6kERaRj6SMaUQFYGSg4VK1fxOkmpEVM+nm+mvep1DOOxgAsJEbkd2I4ztMYHwEz3pzGeW/HZdNROR4TUaW0T+X7et17HMB4LpiYxFjhbVVuqamtVPVdVW4crmDHBWP7xQmo0a+x1jFLl4muHcXR/sSPvmFIuqGE5cAbcM8Z3Du5K56Kh13gdo1SpWKkiIDbYXxkXTAV9EzBPRGbizBMBgKr+J+SpjAlSTk4WpzZq7HWM0ic2lk3ffkrTDj29TmI8EkxNYjPO+Yh4oEq+mzGe2p26GrU5hsKiSpP6LHp7htcxjIeC6QL7t3AGMaakFkyeTPlTKnkdo1S6aPgI3nvA/vTLsmDGbqoN3AW0BPI6TqvqhWHIZUzAdmzcRdurBxa/owna6Y0bFDKjiylLgmlueh3nOokmwN+AVMD6xxnPZWVkkty9u9cxSi0VOLD1R69jGI8EU0jUVNWXgUxVne+O/mpjIBhPZR096AzqF2uD+oVL+ZpV+XTSK17HMB4JppDIdH9uE5HLRKQNzqxyxnjmq2mTiUmws9bh1OaKfmxf/4vXMYxHgikk/i4i1YA7gT8CLwF3hCWVMQFa9/ly6rVJ9DpGqdaua1eyM+3ERFkVTO+m3CE49uEM8meM59IPZNpFdBGSdfQQ5RKsF1lZU2whISJ3qeq/ReQZCunnoKpjwpLMmOKooppNpWrVvU5S6sVUKMeXU1/j/KE3eh3FRFggNYk17s/F4QxiTLBSV3wJMdYMEgn12iWzbtF3nB/sLPcm6hVbSKjq++7PieGPY0zgFr01jcr1ansdo0zodc0wXv78G69jGA8E0tz0Pie4nEZV+5zg2AbAJOA0IAcYp6pPuVOfTgEa41xvcZWq/ioiAjwFXAocBkao6tKA/zemTNn/8356/fEWr2OUCQkVKwDqDPYn1pusLAmkd9PjOFOX/ggcAV50bweBlcUcmwXcqaotcK6puFVEzgHuAeaoajNgjrsMcAnQzL2NBp4P6n9jypSc7EyatjzX6xhlR2wMqd8t9DqFibBiCwn3wrn5QBtVHaSq77u3q4Hzijl2W25NQFUP4JzfqAf0BXKbryYC/dz7fYFJ6vgKqC4idUv0PzOl2qG9OwEQ+1YbMZUbnsbCt971OoaJsGCuk6gtIk1zF0SkCRBwg7CINAbaAF8Dp6rqNnAKEqCOu1s9nHkrcqW56459rNEislhEFu/cuTOI/4IpLT57fSLlqsR7HaNMufDaEezfdtDrGCbCgplP4g6c+SQ2ucuNgYD6w4lIZWAq8HtV3X+Cb3+FbSis2+04YBxAu3btrHtLGbR1+Saa9+zmdYwypcGZZ6A5OV7HMBEWzMV0H4tIM6C5u2qtqqaf6BgAEYnDKSBeV9Xcuup2Eamrqtvc5qQd7vo0oEG+w+sDWwPNaMqOzCMZdOk3wOsYZY4iHNy1lcq1Tvc6iomQYJqbwDmhfDaQCAwSkWtPtLPbW+llYM0xM9jNAIa794cD0/Otv1YcKcC+3GYpY/K402mWi4vzOEjZE1+9AnNfneB1DBNBwcwn8VegO3AO8CFOT6SFOF1ci9IFGAZ8LyLL3HX3Av8E3hKR63BmvLvS3fYhTvfXjThdYEcGms+UHUvnfoCUs1ZGL7S8uDcr33vf6xgmgoI5JzEQpwbxnaqOFJFTcQb5K5KqLqTw8wwAPQrZX4Fbg8hkyqDlM+dQ86zGXscokzpfehnL3nzP6xgmgoJpbjqiqjlAlohUxTmP0LSYY4wJuSO7DnPRiOu9jlEmOS3IAjnZXkcxERJMIbFYRKrjXEi3BFgK2HX6JuJUc6hZ1y6f8YrEx/DNB1O8jmEiJKBCwj0B/aiq7lXVF4CewHBVtXMGJqJ2bf0Jm3TZW6ee25yVs7/wOoaJkIAKCfdcwbR8y6mquiJsqYwpwmcTJ5BQy+Y08FLPEddxZF+xvd9NKRFMc9NXItI+bEmMCcCuDdtI7lvkmJImAqpWr5bXDdmUfsEUEhcAX4rIDyKyQkS+FxGrTZiIysnMJKnbcR3jTISpQNraZcXvaKJeMF1gLwlbCmMCkJ2VCYgN6ucDlU+vweevT2bIw0leRzFhFuiJ6xhgpqr+dOwtzPmMybNo2hRiygc7SIAJh/OGDGXvlr1exzAREOiJ6xxguYg0DHMeY4q0ft5X1Es6x+sYBjgzMYmcbLtWoiwIprmpLrBKRL4BDuWuPNHMdMaEUvq+dHoOt4vo/CTj0H7iK1X1OoYJo2AKib+FLYUxAVEqVKnsdQjjiq0cx6eTXubSm+/wOooJo2CGCp8fziDGnEja+lUg1u3ST5p1P58f5th0pqVdseckROSAiOwv5HZARPZHIqQx8197jcqn1/Q6hsmn+4CryDyS6XUME2bF1iRUtUokghhzIvs376bXnTZAsJ/ElisHqHNhnXVLLrWsP6GJCjnZ2ZxxbqLXMcyxysGyzz70OoUJIyskjO9lHj3idQRThFpnN2LZ+7O9jmHCyAoJ43ufvTaecpXjvY5hCnHR8Os5vNsK8dLMCgnje6nfruCMLh28jmEKUbNuXVTtorrSzAoJ43uZhzPpdtVQr2OYooiyY/Mmr1OYMLFCwkSFuHhrbvKrhNpVmDdpotcxTJiEvZAQkVdEZIeIrMy37hQRmS0iG9yfNdz1IiJPi8hGdzjy5HDnM/62/ptFSDn7LuNn7fv3Z88PO7yOYcIkEn99E4CLj1l3DzBHVZsBc9xlcIYjb+beRgPPRyCf8bEv355Kjaanex3DnMC5nc5zh3E3pVHYCwlVXQDsOWZ1XyC3fjoR6Jdv/SR1fAVUFxGb8b4MO7R9PxeMGOV1DHMCEuN8jGQcsV5OpZFX9fhTVXUbgPuzjru+HrAl335p7roCRGS0iCwWkcU7d+4Me1jjHVXltAaNvI5hihFTUVjw9iSvY5gw8Ftjb2HX9h83qpuqjlPVdqrarnbt2hGIZbywd+d2m4UuSjRq35Yfv/je6xgmDLwqJLbnNiO5P3PPeqUBDfLtVx/YGuFsxic+eel5KtSyocGjwQVDhpFxKMPrGCYMvCokZgDD3fvDgen51l/r9nJKAfblNkuZsmf3+p/peNWVXscwAahQqRKQ43UMEwaR6AI7GfgSOFtE0kTkOuCfQE8R2QD0dJcBPgQ2ARuBF4Fbwp3P+Jdm5XBOShevY5hAxSprvl7gdQoTYsHMTFciqjqkiE09CtlXARsP2pB+6FDxOxlfqd74VL6d+gEtOnb1OooJIb+duDYGgFkTxhFfNcHrGCYIF1w7ioPbbR6y0sYKCeNLP3+3lpa9LvQ6hgnC6U3PRHPsorrSxgoJ40vZ6Vl07jvA6ximBPb8kuZ1BBNCVkgY38nMyKDwS2aM3yXUqszsV172OoYJISskjO8smDyJ2IpxXscwJdBxYH/2bPjZ6xgmhKyQML6zYeG3NO9hXV+jUasu3cjJskmIShMrJIzvZB/NptuVNslQNMtMT/c6ggkRKySMr6QfPgxgYzZFsbiqCXw07lmvY5gQsULC+MqH/3uW8tXt+oho1uHKfvy8dK3XMUyIWCFhfOWXFRtoP8i6vkazpO49ycm0cZxKCyskjK/kZOWQeN4FXscwJytG2Lppg9cpTAhYIWF84+eN68DORZQK1ZvUYfbzL3gdw4SAFRLGNz757/PUambzWZcGl976ew7+ss/rGCYErJAwvnFk5wEuv+Mur2OYEKhRpw6quVfPm2hmhYTxhdyur5Uq20x0pUX5avHMfP5pr2OYk2SFhPGFdx/7BxVqV/E6hgmhC0Zfz9al67yOYU6SFRLGF3Zv/IUr7rnH6xgmhM5MTCYnO8eanKKcFRLGc7u3bgGUGnVO8zqKCbGEUyry7mOPeh3DnAQrJIzn3v37Pzkt6QyvY5gwGPiXv7BzzRavY5iTYIWE8VRmejrp+44y4A9/9jqKCYPqtesQU075+sPpXkcxJeTLQkJELhaRdSKyUUSsoboUG3/nH6lxRh0b0K8U6zn2Rha/8b7XMUwJ+a6QEJFY4DngEuAcYIiInONtKhMO8958lYx9hxj6kLVZl2bN2nSgfPV4Xvn9WK+jmBIo53WAQnQANqrqJgAReRPoC6wO9RONf/bf/Jq2LW9Z8/17zMpClo/dUIxCdtcAHkOP26XQByrR8x+34YSPU/hG1WNrAMWHkRyl4t4MUGXIvx8pdn8T/a5/9r+8MPpGnht2PVmnJJBtMw+GxPm/60v7zt3D+hx+LCTqAfnPdKUBHfPvICKjgdEADRs2LPETpXS/iD27dxZYJxJ73PBBIoLkm3NZYpz7ha0rMDWz5FbUnJUxBR64kHUCMbEFK3eCIFJwXWxMIU0zMbEFF2NiOHae6JgYKbAq5ph8TmTncXJjxcQcnzk2JqbAqhgp+NwgSGzB5xb57fk0K4v4mDhq1LUhOMqSm8b9j/27d7Fm+WIyrHUxJBqdeVbYn8OPhURhb58CX09VdRwwDqBdu3ZBfqX/TYtWySU91BhTAlVr1qLjhRd7HcMEwXfnJHBqDg3yLdcHtnqUxRhjyjQ/FhLfAs1EpImIxAODgRkeZzLGmDLJd81NqpolIrcBnwCxwCuqusrjWMYYUyb5rpAAUNUPgQ+9zmGMMWWdH5ubjDHG+IQVEsYYY4pkhYQxxpgiiR5/SW9UEZGdwE/uYi1gl4dximK5gmO5gmO5gmO5HI1UtXZxO0V9IZGfiCxW1XZe5ziW5QqO5QqO5QqO5QqONTcZY4wpkhUSxhhjilTaColxXgcoguUKjuUKjuUKjuUKQqk6J2GMMSa0SltNwhhjTAhZIWGMMaZIUVVIiEgdrzMURkQqeZ2hMCLSSESqe52jMCJSbP9s8xsRaeR1hmOJSEu/zkEvIjW8zlAYEanpdYZgRUUhISKVReQJ4EMR+Y+IXOKu93R+KzfXk8BrInKNX/6Q3Vz/AWYCvpr+Ld/v8mMReUREuvgk039FpLfXWQojIucBP4qIL2bryfc7/AAYJCJneJ0pl4hUFJHncN5ft4tIG3e9p591+V6zGSLyZxFJ8TJPMHxfSIjIWcBbOCPWXgGk4k5dqh6edXf/cD8HjgCvAOcDQ7zKk0tE2gOLgFOANqoa8rnBS0pEygHP4fwur8WZcbCHx5lOB14ErgKu9mkNpyqwB7jZB1+MegHzgXTgGmAtsN/LTMf4A1ATGA4kAP8DUNUcrwKJSFvgfXfxZpzf51Ve5QmWbwsJd8IhgN3A71V1rKpuwXmBPxOR8u5+Ef0/iEjuDO6/Av9V1XtV9X1gGc6b05MaTr5c6cAPwJOqmikiSSLS2P2A9kS+5z4VaOL+LlcBFYE1XuVyHQb+D2c2xBrAxSLHTdodcSISk+99pDgfyFWB37vbvSosNgKD3ff9IqAVbkHvVabczwD3fRYHvKGqa1X1MWC7W6v24rMi9330C3Crqt6pqiuAeGBpJLOcDN8VEiLSTEReAZ4QkY7AAVVd71bXHgRuAs4BpolIPVXNicSbU0Sai8h44G8i0sj9kJuQ7wPwZ6ARRLaGU0iuFcBnwB0iMg94BngS+Hek20PzZXvIzfYzcFREJorI18DlQB8RmSYidSOUqZmI3JW7rKp7gRWqegSYCAzC/T1GWv5sx3zzbQM0AW4BrheRDu5yRDO5flTVDfm+xL0GtHQzR7Rm72b7H3C/iDRV1SycL2od8+12M3CtiNSPVG0iX6773Fw/q+pqEakmIk/h1CJ6uU2cp0Yi08nwVSEhIjcD04ElwHbgVqCTu/kQ8L6q1lfVm4B1wAsQ/jen++E6HliJM1veQyJylapmum9MgCQgojPoFZLrERG5DHgZEGCaqp4P/M3dfp2H2f7hNlX0BiYAa1X1LOB6nAEaH4hApquBucCfRGS0uy7WLSBQ1anAXmBwvppZRBSWjd8mBdsALFfVNTiv5Vc43+C9yBQDoKoZ7nJc7rpIflMXkTtwPitWA3WAf4rTSeMpnGa5mm7ONJyC7AaPcj0iIrkF+n6cv8kGwI1AJs7fpq/5bWa67cBYVZ3tVtVex2lbzy0IluTbdyowRETK5fugDpfmwGFVfcL9Q7ga6CEia91v7gB1gXcBRKQHsFJVt3uQ6wqcAvR6Vc0EUNVlInIAp+kuUgrLNhCnQKgCZLjZ0kVkIRH40APScNqqjwDPichrqnrYrYmK+03z/3D+cKe639i/UdV1XmVzt50FPCgimcByoDwF/xYimsn9far7N/k5zpeS+yLc7r8HGKmqX7sF+hwgWVXnishU4Hl+a/dfj/OBjIhImL9UFparAU4NTHFq+ajqERFZCjQMY5aQ8FVNAufkzjwRiVfVbGAHTmlcgIi0A/4BfB+BAgKc9sPyItLW/UNYhPMH1M/NIzi9iM4WkQ9xTspG4g+msFw/AUNyCwg3X2vgAmBbBDKdKNvPOK/ZF8ClItLb/V3+wd0WVqq6APhcVb8EvgcedDfF5H7AqepinN/dYpxvn5mFPFQks4HTi+h74GZVHQRMAcZ4mCn/B+33wEqJfG+d6cA3IlLefa9vxPnyAU6z3Gki8oCIXIXzezwKEWkSKyxX1WN3EpEknA44P4Q5z8lT1YjfgPgA95sDdMu3XAunjX0JcFUYcsUWsb4qcC/w93zr+gKPAdVwvunlAPNwTur5IVcNnPbZt4FvwpGrBNn6AU+490fh1BS/AwZFItMx+7TC+YA7N/9xwGBgC05BG7HX60TZcAqx/NtjvM6Ub31TnB5E9b16vdz9lgKJ+ZZb4NSCZgFDfZSrjvu+/zbU7/tw3SL/hPAvnKpgE3dZCtknBqf5Zqb7hytAR3db5zDl+rf7oVajiO0X4VSrL3OXz3J/0eXd5Tt8livBXQ55YXqS2Rbny1Yx0pmO2fch4GX3fkf3fVbPq9ermGyx+bYd9zfjUaa4cL1WgWZzf2fnAB+6yzE4TZ0hLUhDkEuAs937l4bzdQv1LZInmsqJyJ043ybjcJo/UPdVy0+dqn81nCriIJyaQw/3/MMXIc5VUUQecp8nEacnSWG+xekf/rCINABa4zQ5VXczP+mzXFXdXG+FMlcIsm0BKrvZDhdxXDgz5fcw0FdEDgKX4nwQh7zZKwTZLiZf03BhfzMeZArbBa2BZst3fqEa8JPbtLQMp0uu33ItB3q72z4MdbawCncpBNTKd78xTpPRtcATQLvcUraQ427CacKZAnQNQ66q7s9yOB9elYC/4py0bHCC4/4CvIpT9e5UVnL5NVtJMuF8gNQGZuAUZOf55fUKdzY/ZgrB++shn35WhDVXpG7he2CnV9KzwALgzxRsl6uP0+z0B6BC7hvxmOPPAkaHIVcNnCtsP8Lp/XB6vm3N3Q+z/hxTlc6fj/A0k/gyl1+zlTRTvn3igYv99HqFM5sfM4Xq/QX0BK4rK7kifQtLc5OIdMY5y78fuA3nZM2VudvV6bv8DU7N4nx3XYEqtKquV9VwTMLxTyAbp10xxf2Z+5xrcZq2ugPNjsmj+e6HrJkkCnL5NVuJMkFec0CGqn4c4kx+zubHTCedzd1ntqq+XIZyRVS4zkmk4ZSg96pzHUEcx1+GPgfYDLQSkTEiMihMWfKISBU3yz9U9TPg70A1ERmbb7fXcaqVLUVkpERg0De/5vJrtpPNdOwXktKezY+ZQpGtLObyRAiqZEX2tMCpro3DKQzG4wzuVjXf9htxroXYCPSKRNUJp3C6I99yN5xvBPlz3YczNtM64IKynMuv2fyYyc/Z/JjJ79n8mivSt5N9EYtsg87djnudA87JnheBx9zlhjgXft0ZoV94rPvzPJzhMyq5ywk4XXKHuMtJbq6wdGmNllx+zebHTH7O5sdMfs/m11xe3Urc3CQitwGfishDIvI7cKpZkm/8FnXGNprv3j+E0+S03V3eDJylqk+UNEMRue4SkWvc+/m7wanbtrrQzfG4m+MoTrvjLne/jTj9mUPdpdWXufyazY+Z/JzNj5n8ns2vuXynBKXsKcAknCE0OuMMD/AO7sVx+fZrfcxyCs7AZFeEqfSvgvPL3IlTulfLty1/L5uGONcQpAIjgMtwr8MoS7n8ms2PmfyczY+Z/J7Nr7n8eivJCxyLM+ZIbjevpjijerZ0l0/DKUQ+d+83xJk06Cugbxh+4eXy5cq9svdV4PH8v3ScbreTgenucg/gj8CXwICyksuv2fyYyc/Z/JjJ79n8msvvt4BeWPcFapBvXeV892NwCoBm7nJP4JZjHuOycPzCcb4NPIV70pvf2hIbAT/iFlzuuoHAXWF/QX2ay6/Z/JjJz9n8mMnv2fyaK1puuSVnoUTkXJyJWOoBc1X1uOk5RaQFzqBtlxayLV5/G3c+ZNz2w+dwqoIf4VQFpwEvqWq6u88/cdoLryjk+Fh1RpktE7n8ms2PmfyczY+Z/J7Nr7miSjElcF2cF7UGTlUrrxTmt6rZBcBE935H3G5gudvDccP5hX8BVHGXe+N8S7gm3z7xwAqcSYtaAheW1Vx+zebHTH7O5sdMfs/m11zRdDth7yZV3QZMUdVfcc473Ouuz+a3AbSSgHgReQxnmszcY4uuopwkVd3PbyeTwJmr4Dugk4ic5u6TgXNuZBHOBEVSVnP5NZsfM/k5mx8z+T2bX3NFk2K7wKo7tSPOi3hURMa463Pnlu4KXAjsUdXO6lydGAnvAUkiUldVD+J8E0jHqf0gIt1xJht5VFWbq+qcMp7Lr9n8mMnP2fyYye/Z/JorKgR8nYRbWDwJDAUQkdZuSTseZzTXR8MTsUgLcabjHOHmWwp0ACq627cA56vqfZbL19n8mMnP2fyYye/Z/JorKgR1MZ2qfgL8KiLpOBOP11LVGaq6JTzxTphlG84JqEtE5EoRaYwz/0S2u/0HVd1hufydzY+Z/JzNj5n8ns2vuaJGoCcvcAqUv+NcfHJDoMeF+4Yz+ckrwFrgNq/z+D2XX7P5MZOfs/kxk9+z+TWX328n7AJ7LBG5BKcrbHpQJVGYiUgcznmmLK+z5OfXXODPbH7MlMuP2fyYKZdfs/k1l58FVUgYY4wpWyI2x7UxxpjoY4WEMcaYIlkhYYwxpkhWSBhjjCmSFRLGGGOKZIWEMcaYIlkhYYwxpkj/Dxze2/EfiMzcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_total_irradiance_per_model(0, 180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "East facing with latitude tilt." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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