{ "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 is known to work with the following package versions:\n", "* pvlib 0.2.0\n", "* Python 2.7.10\n", "* IPython 3.2\n", "* pandas 0.16.2\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "try:\n", " import seaborn as sns\n", " sns.set(rc={'figure.figsize':(12,6)})\n", "except ImportError:\n", " pass\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 three different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times = pd.date_range('2014-01-01', '2015-01-01', freq='1D')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CU+QV1/LsnK0UVzZwbZ9onHHb+PjA51j0Zh4p70DUV5vRe/sQ+9QzhPbr4+64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\ngUkRLoQQQgghRAOTIlwIIYQQQogG9v/6v/bZ2HqeXwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``pyephem`` method is probably the most accurate since it uses an external library specifically designed for astronomical position calculations. However, as shown in the plot below, the difference is only +/-2 W/m^2 over the entire year." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GD+zpdByRLuNq006+TstUk4cArLUNtKz3nQIM6YBsQaNPcgz33dKfHz09ia/d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\nfCnHpakpwKMzVrJzby1fGdObMSfleF2SiIgcI4V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"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": [ "You can also control the solar constant." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ghgb2H9jHfvcCKkLq+PPbf8M8Popj2UfxGuhHmJ+ZqMAIBgYOYGDgAMdoB6/TnLnz9Mgi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer_1400 = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer', solar_constant=1400), times)\n", "\n", "spencer.plot(label='default')\n", "spencer_1400.plot(label='1400')\n", "plt.legend()\n", "plt.title('Impact of solar constant')\n", "plt.ylabel('ET Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clear sky models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``pvlib`` has two different clear sky models: Ineichen and Haurwitz. We'll explore some of the features of each of them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we need to make a ``Location`` object so that ``pvlib`` can calculate the solar position when needed." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n" ] } ], "source": [ "from pvlib.location import Location\n", "\n", "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "print(tus)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times = pd.date_range(start=datetime.datetime(2014,1,1), end=datetime.datetime(2014,1,2), freq='1Min').tz_localize(tus.tz)\n", "solpos = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", "ephem_data = solpos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Haurwitz\n", "\n", "The Haurwitz model is a very simple model that only needs the solar zenith." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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F13FExAWTbX/3TmA38CCw2xiz0xjzdWPMrcYYDRuKSFTbPjbWcdNSzaeKN9Yt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\nSZIkSZIkSRogHekkSZIkSZIkaYD/AX1zaHN+Stx3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irrad_data = pvlib.clearsky.haurwitz(solpos['apparent_zenith'])\n", "irrad_data.plot()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Ineichen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``ineichen`` algorithm only requires you to supply the times and the location, but accepts many more optional parameters. It automatically calculates the solar position and looks up the Linke turbidity (related to the optical depth of the atmosphere)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LKTrjTPLMyeRNmISvpuaYZpDtZJJYayuRDzbTs3EjPRvW0/nmG3S++QZGTg6F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\nhAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irrad_data = pvlib.clearsky.ineichen(times, tus)\n", "irrad_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Linke turbidity lookup table uses monthly values, but these are interpolated down to daily values by default. You can also specify the value yourself. You can also supply the zenith angle to avoid recalculating the solar position each time the function is called." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+8yAisam5p4Xaznom5UzA5/W5HScmZSVlMiq9mG3NO+gP9LsdR0RERhAVtRJW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", "\n", "fig, axes = plt.subplots(1,3, figsize=(16,5), sharey=True)\n", "\n", "irrad_data = pvlib.clearsky.ineichen(times, tus, linke_turbidity=None, zenith_data=solpos['apparent_zenith'])\n", "ax = axes[0]\n", "irrad_data.plot(ax=ax)\n", "ax.set_title('LT lookup table')\n", "ax.set_ylabel('Irradiance W/m^2')\n", "\n", "irrad_data = pvlib.clearsky.ineichen(times, tus, linke_turbidity=2.0, zenith_data=solpos['apparent_zenith'])\n", "ax = axes[1]\n", "irrad_data.plot(ax=ax)\n", "ax.set_title('LT=2.0')\n", "\n", "irrad_data35 = pvlib.clearsky.ineichen(times, tus, linke_turbidity=3.5, zenith_data=solpos['apparent_zenith'])\n", "ax = axes[2]\n", "irrad_data35.plot(ax=ax)\n", "ax.set_title('LT=3.5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a comparison between the clear sky algorithms. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ez4PD7qXJ3cwrB/5Ak7u5zWsH9olj7KDeHMup4NCpdqfkiIi0SYW0iEgH/HX9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\niFwFFdIiIiIiIldBhbSIiIiIyFX4/49ACgXBbhj+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ineichen_data = pvlib.clearsky.ineichen(times, tus, linke_turbidity=None, zenith_data=solpos['apparent_zenith'])\n", "haurwitz_data = pvlib.clearsky.haurwitz(solpos['apparent_zenith'])\n", "\n", "ineichen_data['ghi'].plot(label='Ineichen')\n", "haurwitz_data['ghi'].plot(label='Haurwitz')\n", "plt.ylabel('Irradiance W/m^2')\n", "plt.legend()" ] }, { "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": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RD0XURBtjLoRv+oEsoBsYBoqAJmutXjsVEadeO+Z74WTHSURgZW05jz5/lM0H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\nZzxSPSdGrDTRecClRx2NGGP81trA5f7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.grounddiffuse(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": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4oHp1B/xt1bg03Hvvvbz77lSGDh1MUFAg/fs/jaIoxMfHYzAY8Pf3x8/PD4Dk\n5EM0adIMgNq163DixHEqV47C4bCze/dO4uJqcuJEGrt37yQwMAir1fqXfQYGBmKz2YqObbY8goP/\nfHYhJCQEq9VK06bNAWjbtgMbNqzjpptupUePezAYDISFhVGnjsqRI8mEhZX/Z0Ok7CGEEGXAb8V6\njBmncDZrQEGdGmUdzlXFUy0KZ8eWGHLy8P9luawfLcQ5lixZQkJCU6ZM+ZDOnbsxb96cwjPnL5sZ\nG1uDxMTNAOzbpxEREQHADTe058MP36N16za0bNmad96ZRKdOXS7YZ6NGTVi3bi26rpOWlobHoxMS\nElp03s/Pn5iYWLZu9S5VmZi4iZo149m0aQOjRr0AgM1m4+DBA8TFXR2fiVKJFkKIK8x45Cjm9Vvx\nhIXi6Hp9b6hyuZxtmmI8cBizdpCC3fspqF+7rEMSotxo1KgRQ4Y8j9lsxuPxMHjwEHJzc1GKrT3v\n/XngwGd5443X+OKLeRQUFPDii68A0LFjFz75ZCZvvPEOGRknmDr1XTp06ATAr7/+ct6caFWtS0JC\nE/r3fxRd9zB0qDcx3rx5I9u2JfLII3158cVRvP32G7jdbqpWjeapp57BZDKxYcM6+vd/FIPBwJNP\nDiyWfJdnin51foPXZU9434mMDEbG0zdkLH3rmhxPp4vAWV+hZOdge6gnnmpRV6zrSx5PXQdXPqCD\nYgSjCQzlr+aiZGYTOPsrMBrJ63c/etBf/zNzabgmf2+WIRlP35Lx9J3IyOAL7npV/j4VhRDiGub3\n+1oMWadxtm5yRRPov+S0Qdp2OKFB5iHIOgx5GWA/jaJ7il2q+4dCUCQEV4aIWlBJhUr1wFp28xb1\n8FAcndvg/+tK/BctI7/XLbLLoxDiipEkWgghrhDjoRQsm3fgrhiGo2PLsgki+ygc+B2SVsGJPcWS\nZd3kB0GVILQauiXIu1qIpwAKnGA7CVkpKBn7vfeeuSdShdg2ULMDVKx1xd+Oq3lDTHsPYtqfjGm7\nRkHjulc8BiHE9UmSaCGEuBKcLvx/XoauKNhv7wqmK/jxW+CAfUvJ+v5HlFTvUlW6YoBKddGrNoEq\nDSG8hrfKrPzN8+a6jp6fCen7IH0vpG6BY9tQ0jXYOAe9Yi2oewvU6Q7+V2hHQUXBfmsXAmd9hf9v\nq8iLr44eeOWmdQghrl+SRAshxBXgt3Kjd1fCNk3xVKl0ZTq1n4atX8POhSj2bAoUI3pMS6jVBWp0\nAP9g3M4md8sJAAAgAElEQVQc8jN34zy+GueBFFy2NNyuPDyuPHSPC8VowWCwYLSEYA6MwmyNwi+k\nBv6N7sTUog8489CPbIC9v0LyWpSV76Ov+xga3AkJ90JgxVJ/m3qFEBydWuP/60r8fluN/c4bS71P\nIYSQJFoIIUqZ4cRJ72ocFYJxtm9e+h06bbBtPiR+ieLMQ/cLQW/6AOGdHuSk3Q9bxjZy9nyCLT0R\nR3YScO4D5goGkxXFaEZ3O/G4HaC7z+vGHFiVwMrNCarSlsDur2Bw2ND3LIJt81ESv0Tf9i006gnN\n+5R6ZdrVrAHm7RrmnftwNVJx14gp1f6EEEKSaCGEKE26jv+i5Si6Tn73jmA2l2pf7PsNVn+IYstE\n9w9BbzsAGvTAnpfCwcTZnNj/K27naQAUox/WyCYERDTAP7Qm5qBqWAKrYDAHopwzrcPtzMFlO44r\n7xj2rP3kZ+4mP3MXWQd/IOvgDyhGf0JiulAh7jYCGt0N+5bAps9Qtn6NvucXaPGwN6EurVU+DAbs\nt3TC+uk3+P+ygry+vcEsf8UJIUqPfMIIIUQpMm/ZhfHocVz1auGOr156HWUdgeVvo6RuQTda0Fs8\njJ7Qi5z0zWT+MZT8TO9caKN/OBVq9iAkuiPWyASUS0xqjZZgjJZg/CvUIji6AwC6p4D8kzvJObaG\nnJRlZB9aRPahRfiFxBGhPkBI79mw8wdvMr1qKvrexdBleKk9gOiJisTVsjGW9VuxrN6Es1PrUulH\niOvN22+/QZcuNxbtNniuHTu28957b2E0GmnVqg2PPtrvL69LTj5E//6P8MMPv2IuzYLCFSJJtBBC\nlBIl14bfsrXofhYcN7YtnU50HXYsgDXTUQoc6LFt0NsNJCd3PxnLB+M4nQQoBFZuRVzT+3FbG19y\n4nwxisGENTIBa2QClRo9ge3EZrKSfuJ06nKObphAujWKiLoPUeGBubDmIxTtf+jz+0PTB7yVaaPv\n/wpydGiJac8BLGsTKahfC09khM/7EOJ6o1xk6ci33prI+PGTqFo1mmHDnmHfPo3atdVi1+Tl5TJ1\n6jtYLH6lGeoVJUm0EEKUEr/fVqM4nNhv6oAeFOj7DmyZ8NtElCMbvPOeu44gP6wyxzdPID9zF2Ag\ntHp3Iuo9hF9wdSJKcQMGRTEQWLkFgZVbEJl3jMy9X5KV9DNpmydzKrQmlRo/RVDtbrD8LZRNn6Gn\nbIZ/vQwhVXwbiMWMvXsHrPMX4bd4JfkP3ClrR4sytfTgNPakL/Npm3UjO9O15oALnk9KSmLYsOEY\njSZ0XWf06NeoWDGSN98cz4kTJzh5MoP27TvSr98Axo8fg8Vi4dixY5w8mcFLL42mTp26LFgwn4UL\nv6NChXDs9ny6dLmR06dP88Yb4xg/flJRX3l5ubhcLqpWjQagVasb2LBhfbEkWtd13nxzAv37D2TE\niKE+HYuyJEm0EEKUAmPKMcy79uGOisTVtIHvO0jbCf8bjZKXgV69Fe72T3N8/5dkJy4CdIKrdaZS\ng75Ygqv5vu+LsARWIarps0TUfYj0nbPJPrSII388T3B0Ryr3mIx53aco+35D/6ovdH3Ru8a0D7lr\nx1EQH4vpQDIm7SAFdeN92r4Q5d3q1aupX78RAwYMYtu2RHJzc/F4PDRs2Ijbb++Jw+Hgnntuo1+/\nASiKQlRUVYYNG8kPPyxg4cLvePzxJ/nqq/9j7twvMRgMDBrUH4CQkJBiCTRAXl4eVuufRQKr1crR\no6nFrpk9+yPatm1PrVq1AW9SfS0ocRKtqqoFeAC4E6gNeID9wALgC03TXD6NUAghrja6jt+v3g1J\n7P9q79tKqK7Drh/gj/dA96Df0J+cyrGkrRxCgf0kfqE1qZwwiMBKTX3X52UyB1SkaovhhNe6i7Qt\n75GTuoK8E5up3PhpQqObo6x8D+WXUegtH4UWfXw6TvYb2xKYdAS/pWsoiI+VhwxFmelac8DfVo1L\nw7333su7705l6NDBBAUF0r//0wQHB7N79y42b96E1RqI0/lnulanjrdqXKlSZbZv30pq6hFiY2tg\nKlzPvlGjhAsmvoGBgdhstqLjvLw8goKKr8bz66+/EBlZiR9//J6TJ08yZMhApk79yNdv+4r7m1X1\nz6eq6m3AcqAB8AnwEPBvYDaQAKxWVfVOXwcphBBXE9O2PRjT0nE1qO3brb09BbDiHZTlb4PFiufW\n1zjqPkLK6pEUOLKJbNiPGt0+KhcJ9Nn8K9QmtvMUopo+B7qbY5veIDVrDe473kQProyy4RNYPAZc\n+T7rUw+vgKtlYwzZOVjWJfqsXSGuBkuWLCEhoSlTpnxI587dmDdvDosW/UhQUDCvvDKO++9/EIfD\nft59ZxLlatWqk5R0EIfDjq7r7N6984LzogMDgzCbTaSmpqDrOhs2rKVJk+KfQV988R3vvz+D99+f\nQUREBO+884Hv33QZKOlX89pAx7+oNu8CfiqsUg/0SWRCCHE1sjvwW7YO3WzC0bmN79p12eHXV1EO\nrUaPiMfR6WlSt72P43QSfhVqU7XlCPxDa/quPx9TFANh8T0IqtKGoxsmknP0D/Kz9hLd9TmsG/4P\n5cBy9NwTcNvr4B/qkz4d7Zpj2rEXy5otuBqp6KFXaBdFIcpYo0aNGDLkecxmMx6Ph8GDh2AymRk7\n9mU0bTdRUVVQ1XpkZKQDfz44eOa/FSpU4OGHH2PAgL6EhIRgLHwI+K/mRAM8//xIXn11FB6Pm1at\nbqBePe8UtiFDBvLmm+8WVbS9rp1nFJSrdF6KXloPx1yPIkvxYaPrjYylb12N4+n322os67fi6NgK\nZzsfbaySnwU/j0Q5vgu9WnNON+7OscQpeApshMX3pFLjpzAYLRdtpryMp667ydj9GRm75oICUY0H\nEnZY867eERYLt0+CYN/s6mjatoeAn37HVS8ee8/uPmkTys9YXitkPH1LxtN3IiODL5j1l3Q6R4Kq\nqomqqmaqqjpLVdXgs85t/idBCiHE1U45mYV543Y8ocE4WyX4ptG8DPhuMMrxXXhqdSO9Zj1SN05E\n1z1UbfUyUU2fvaQEujxRFCOR9R+hese3MJqDSdv6Hmlh/nga90I5lQzfDYRTyT7pq6CRirtKJcy7\nD2A8cswnbQohBJQwiQamAc8BdQAH8PtZifS1U58XQojL4Ld8LYrHg6PrDb55kC0vA75/DiXrMO7G\n93CsgoGMPfMwB1ahRrfphFa/8Z/3UYYCKzUlrtt0/EJqcOrg9xzxJFHQ6hGU3BOw4FnIPPTPO1EU\n7De2A8Bv6Rrvg5lCCOEDJU2iAzRN+13TtAxN054ClgELC+dCCyHEdcuQkoZZS8IdXZkC1Qdzk3PT\nYcGzKFlHKEi4hyPuA2Qf/hX/8HrEdfkQv5C4f95HOWAJrEJslw8IqtKOvBObSD71B662T6Dkn4Lv\nn/NJRdpTLQqXWhPj0eOYtIM+iFoIIUqeROeqqnqrqqpn7hsGHAO+Aaw+jUwIIa4Wuo7f72sAcHS5\n4Z8v1ZZ3Er5/FiU7BVfCPSTbErGlJxIc3ZHYju9g8g/zQdDlh9FspVrbcYTF98SRfYBDaT/haPNo\nYSI9BLJS/nEfjk6t0RUFv2XrwO32QdRCiOtdSZPoJ4AReJe2Q9M0HegDHADK72PhQghRioz7D2FK\nScNVOw53zD/cgc+RAz8OR8lOxZVwN8m5G3FkH6BCzTuIbjMGg8nfN0GXM4pioHKTZ4io+x9cuakk\nH/0Be4sHUGzeLxTkHP9H7esRFXA1rY/hVDbmxN0+iloIcT0rURKtadpuTdM6aJo2F0BV1TBN0wo0\nTXsWqFoqEQohRHnm8eD3+zp0RcHZufU/a6vAAT+/hHLyAM56N5GcswFnTjJhte4hqukQFKWkdY+r\ni6IoVGr4OJUaP0WBPYPk44uwN++NkpcBPw4H++l/1L6zfQt0ixnLyo3gcPooaiHE9arEn8iqqgao\nqtpPVdUtwL1nXtc0Ld2nkQkhxFXAvG0PxpOncDWui6di+OU35CmAxa+iHNuGq0Zbku07cOYeIUJ9\ngMoJAy+40cG1KKLOfUQ1fQ634xSH05fgaHCLd9WOn0d6v2hcJj3QirN1Ewy2fNmARVzT3G43gwb1\nZ8CAx8nNzb2sNmbNmsGCBd+U+L7vv/+WgoKCEt2zefNGRo8eecHzDoedl14axtNP92PYsGfIyso6\n75pvvvmKfv360K/fwyxdugTwbh7Ts+ctDBrUn0GD+jNjhm83eSnpEndvAWuBGKCHpmlX/56NQghx\nuVwuLH9sRDeZcHZoefnt6DqsmIJyaBUF0QkcNh7DlZdKhPogkQ37XVcJ9Blh8T2onPA0BfaTJOdu\nwhHfFiVtByx+1fuF4zI5WyXgCbRiWb8VJc928RuEuAodP34cm83GtGmzCAoKuqw2LvdzZ968T/F4\nPD7t67vv5lOrVh0++GAmN998G3PmzCp2Pisri++//4bp0z9hypRpTJ36DgCpqSmoat2i3RL793+6\nZG/mIkq6BlMVvEvbnQD+2b+rCSHEVc68ZReG3DwcNzRFDw68/Ia2fYOy6wcKImpwOMiO41QSYfF3\nEdmw73WZQJ8RXvtePG4X6Ts+4nCgkbjoxpgPrUJfMwPaXeZfhhYzznbN8V/8B5a1iTi6tfVt0EKc\n4+NDv/BH5k6fttkhvAF9426+4PnRo0eTknKYSZMmEBFRke3bt2K35/Pii6+wYcNalixZjKJAt27d\n6dXrfpYvX8rnn8/FZDJRsWIkY8dOQNd1Vq5czu+//8bp01n07TuAdu06FPVx6tQpRo8ega7rOJ1O\nnn9+BJq2i5MnTzJmzEtMmDCJ6dOnsm1bIh6Ph969H6BLlxs5cGA/U6ZMRtd1QkNDGTHiFc7e+O/D\nD9+jS5duRbseAmzfvpUHH3wYgNat2/Lppx8Xe78VKlTg00//D4PBQEZGOn5+fgBo2m7S09MZPPhJ\n/Pz8GDRoCNWrx/rk/wGUfE70A8AdQBiwQVXVPpfTqaqqm1VV/b3w1yxVVWupqrpSVdUVqqp+qKrq\n9fu3hhDi6uB0YVmzGd1ixtm6yeW3k7wOVn+IxxpGSmQQ9lMaodW7U7nJoOs6gT6jYt0HqFivD668\nYxyx2nCHxaBs/Rp2/3zZbboS6uEJCcK8eQdKbp4PoxWifBgzZgxxcTUZNsw7RaJGjZpMmzYbj8fD\n0qVLmDZtFlOnzuSPP5Zz+HAyS5Ys5sEH+/Dhhx/Ttm178vLyUBSFyMjKTJnyIYMHD2XBgvnF+tiz\nZyehoRWYPPk9hgx5Abs9n9tv70lERARjx05gzZpVHDt2lA8//JgpU6Yxd+5scnNzeeON1xg69EXe\nf38Gbdq04/PP5xb7rHvqqcHFEmiAvLy8ooq61WolL+/8P7cGg4FvvvmKAQMe46abbgWgYsVI+vR5\nlPfem85//vMo48aN8uk4l3g3AE3TjgPjVFWdAESV9H5VVf0L2+ly1msLgZGapq1QVXUa0ANYUNK2\nhRDiSrFs2oHBZsfRrjkEXOaKGScPwuKx6AYjx2rWwXZiHUFV21GlxfBr/iHCkqhY/1Fc+RlkH/qZ\nlKjGxNiyUJa/DRVioEqjkjdoMnqr0YuWY1m9BUf39r4PWohCfeNu/tuqcWnQz9lU6Ez19eDBA6Sl\nHWPw4CcByM3NITX1CIMGPcdnn33K119/QVxcDTp27AyAqtYFIDw8ArvdXqzNNm3aceTIEUaMGIrJ\nZKJPn8eL9X/w4H40bQ+DBvUHvPO0jx07yuHDh5g8eSIABQUFxMRUv+j7CQwMLEqcbTbbBaeo3HPP\nffTocTdDhw6mceONNGjQEKPRm+o2btyEjIyMi/ZVEpe1pZbqHdUngDBVVc+8rGua9tgl3J4AWFVV\n/V9h/y8BzTRNW1F4fhHQHUmihRDllcOJZe0WdH/L5W/v7ciBRS+juGykN+5Mdtoy/MPqEd1qFIrB\nB7sdXkMURaFKsyEU2E+Sl7aOY7VaUWXXBpRfRkGv6RBc4noOrkYqljWbMSfuxNmmCXrI5c0bFaK8\n8ybU3kpvbGwcNWrE89Zb7wHwxRfzqFmzFgsXfsdjjz1BWFgYkyZNYPny3y/a7pYtm4iIqMjbb09l\nx45tfPTRB7z33nQURUHXPcTG1qBZs+YMH/4SBQUFfPbZJ0RHVyMmJpZRo16lUqXKJCZuJjs7+6J9\nNWqUwJo1q6hXrwFr164iIaFZsfOHDx9i+vQPmDBhEkajEYvFjMFg4JNPPiYkJIQHHujDvn17qVy5\n5J8Vf+dyP6m/A/4P2Mqf231f6l6qecAkTdNmqapaG/jlnPO5QOhlxiWEEKXOsnE7it2Bo2Mr8Pcr\neQO6B357HeX0UbLUtmSkLcNsjSKm3fhrdh3of0oxmKjWZjTJy58jO309lvrtiNy5Cv2X0XD3+2As\n4ca5RiOOdi0I+Ol3LKs34bi5U+kELkQZOTNFQlGUop9r1apN8+YtGTDgcZxOJw0aNCQyshL16jVg\n+PBnsVoDsVqttGvXgfnzvyw2zeLc6WW1atVm9OiRLFgwH7fbzaOP9gMgIaEpw4Y9y3vvTWfLlk08\n/XQ/8vNtdOzYBavVyvPPj2DcuFdwu90YDAZefHEU6eknitr/qznRd93Vi9deG8NTT/XFbLYwZsxr\nAHz55edER8fQvn1HateuQ//+j6IoCm3atKVJk2bUqlWHV18dxZo1qzAajYwcOdq3Y3xuyf9SqKq6\nWtO0y3oao3CLcIOmafbC4/VAU03TzIXHPYAbNU0b9DfNlDxoIYTwAT3fjuO1GaAo+L3cH+Uykmjb\nyk+x/fY+zur1OODcj8HkR5O7PiEwXPasuhinLYPN8/vgzDtBzfCW+O9Zj3/L+wi69YUSt6W7PTjf\nnIV+MhvLiL4YIiqUQsRCiKvcBR9OudxK9Keqqo4HfgOK1ho6a0rG33kUaAw8rapqVSAYWKyqaidN\n05YDtxS2+7fS03MuK3BxvsjIYBlPH5Gx9K3yOJ6WFevxy3fg6NyGnBwn5JRw047ULbD0A1xB4RzS\n09A9bqJbj8HmjsRWyu+1PI5nyflRtc2rJP8+iEOndxAXHg0bviK/Ql2o3bXErZluaEbAwt/I+2EF\n9tu6XPyGQtfGWJYfMp6+JePpO5GRwRc8d7lJdGegJXBuNfpSPoFmAZ+oqnom4X4UOAnMLKxS7wLm\nX+hmIYQoM/l2LBu24bH642zesOT352XA4lfRFUiNqkDB6YNUajyAwMotfB/rNSwgTKVKyxc4um4c\nR4KDqZHrj3HZJKhYC8Iu/pDS2Qrq1cK9ejOm7RrKDc3Qw2U2oRDi0lxuEt0CqKNpWomnVWiaVgD8\n5y9Odb7MWIQQ4oqwbNiG4nThaN8CLOaS3ax7YMkElPxTpNVuRH72dkKqdSG89n2lE+w1LjSmG46s\ng5zUPudoTG1iDuyD/42Ge6aBuQTzyg0GnO1aEPD9r1jWbsFxa+dSi1kIcW253DWUtuOdkiGEENcH\nhxPLpu14AvxxNW1w8evPlfgVSupmTlWrzans7fiF1Chcyk7Wgr5ckQ0fJ7BSC3Jz9nGyRgOUzCRY\nM73E7RTUrYknPBTzdg3l9OVtkSyEuP5cbiU6HtisqmoacGZCoK5pmjwVI4S4Jlm27ESxO3F2bFXy\nKnT6Xlj3MflBIaQVJGMwB1Gt7TgMpoDSCfYS6bqO3X6C3NxD5OQeIj8/DaczC6fjFG6Po3BpLB2T\nKRCzOQiLORSrNZrAwBiCgmKxWqPL9EuAohio2uolkpb044RtNwHhUQTuWIAe2wZi21x6QwYDjhua\neVfqWJeI41+ybrQQ4uJKlESrqhqsaVoO3s1QpHwihLg+uAowr9/q3Z2wpHOhXfnw6zh0TwFHIwLQ\n808T3XoUlqBqpRPrRdhsxziRvpbMzEQyM7fhdGb+5XWKYira8MXj+euHJy3mUCpUqE94RFMqV2pH\nYOCVf08m/zCiW48iecVzpFod1Mg2YVr6Btz/CQRc+mobBQ1q4/ljA+bE3TjbNkMPtJZi1EKIa0FJ\nK9Ffq6pqwLt6xiJN07aVQkxCCFGumLftwZCXj+OGpiVfF3rVhyhZRzgWVxOH7SBh8T0Jju5QOoFe\ngN2eTkrqL6xdt5LMzD1Fr/v5RRAV1YngoJoEBcVhtVbFzy8ciyUUg+HParvH48LlysHhOIXNlkpe\nXgqnc/aRlbWLE+lrOJG+hj17PiQwsDpVojpTrdotWK1Vr9j7s0YmENngcdJ3zORoTAzVDx2BZZPg\n5tfgUivlRiPONk3xX/wH5g3bcHYuQSVbCFHkm2++5J57epfoHo/Hw1tvvc6BA/sxm828+OIooqOL\nfylftuw3Pv98DqDQvfst3Hvv/T6M+vKUKInWNO1mVVWDgK7Ak6qqJgB7gJ+BXzVNO10KMQohRNlx\nu727E5pMuFqW8FGQQ2tQdv1AdkRlsmwH8QuNp1LjAaUT5zl0XScjYz3Jh7/nxIk1gAdFMVGxYiui\nKncgIqLZJU/HMBjM+PmF4+cXTkhIfLFzdns66enrOZG+moyMjew/MJf9B+YSHt6E2Ni7iarcHkUx\nltK7/FOE+m9sGdvJS1vLyahoKiatQt/9E9S//ZLbcDWui2XVRiybduBs3RQCLmMjHSGuc3Pnzi5x\nEv3HH8twuVxMnz6bnTt3MHXqO0yc+FbRebfbzfTpHzB79mf4+wfw0EP3ctNNtxASUrar6ZR4TrSm\nabnAwsJfqKpaD+/azl8At/o0OiGEKGOmnfswnM7F2aJRyf6J35EDy9/CaTJyzC8HRfcnuvUrGIyl\nm5jpuoe0tBUcODiP06f3ARAaqhJT7XYaNbqTS9hht0T8/SOJibmNmJjbKCjIJ+34clJSFhVOF0nE\nao2mRo3eVIu+BWNJdxUsAUUxULXFCxz89THSnccJDAjAf+VUqNYcQqpcWiNmE85WCfj/vhbLpu04\n28vSg+Kfm5W0mZUZh33aZvuK1Xm8RrMLnrfb7YwePYLjx4/jcrl47rnh1K1bjwkTxnLsWCput4fe\nvR+kW7d/MXDgE9Spo3Lw4AHy8vIYN+4NoqKi+PTTj1m5cgVudwE9e/aidesbGD78WUJDK3DDDe1o\n3botU6ZMRtd1QkNDGTHiFebP/5LTp0/z9ttvMHjwUCZNmkBqagoej4d+/QbQtGnzYrsMnrFt21Za\nt/aumtygQUP27Nld7P0YjUb++9/5GAwGMjNP4vF4MJlK+GxKKSjpnOgkYDHwK7BE07QsTdN2A7uB\nt0shPiGEKDseD35rNqMbDDhbNynZvaumQV4GR2Oi8DjSqNJ8GH4hsaUTJ97K84n0NWh7ppOblwwY\nqFKlKzVr3E9oqAqAxRIMlN4GDCZTANWib6Za9M3k5iaTlPQlqamL2bnzbQ4e/C91aj9O1ao3Fs21\n9nn//mFUaTGclFUjOBoZRo3D6SjLJsMdky95WoeraQP81mzBsmEbzlYJJX+IVIhy4IsvvqBq1WqM\nHTuRlJQjrF69Ek3bTVhYOK+8Mg6bzcZjjz1EixYtURSF+vUbMnjwUD766EOWLPmFVq3asG7dGmbO\nnIPb7WbGjA9o1aoNmZmZzJ79OSaTiSeeeISXXhpDbGwcP/64gM8/n8sTTzzFt99+xZAhL/Ddd/Op\nUCGMESNeITs7i4EDn+Czz76id+8Hz4vXZssjMDCw6NhgMODxeDAYDMVeW758KW+//SZt23bA378E\nS1mWkpJWom8GOgB3ABNVVc3kz6R6deEa0EIIcU0waUkYMrNxJtRFDwm69BsPr0PZ8zMZFStic6QR\nHN2R0LjS+4e6nJyD7N79wf+zd9/hURXrA8e/Z0s22d2EtE2AkJB+UgihiCh6URTlZ69cvXaRKmBB\nLKgoKuhFBQsIgmL3Kteu9yrXDoLSCSEhHJIQCAkhvdct5/fHBjCmJxsIMJ/nyUM2Z2bOu8MSZmff\nmaGoeCuSpCUo6P+IiLgFsym4x+7ZHrN5IAkJDxEdfReZmf8iO/srdiYvICtrNfHxs/Dx6cI2gR3g\n2e9svMOvpGzf1xT060ffnG2oad9C3GUda8DgRsMZCRjWb0WftBvrmYk9Eqdw+rgrbFibs8Y9ISsr\niyFDRgAwYEAwf//7P1i8eCFnnDESAKPRSFhYGLm5OQBERzvfaAcEBFJSUszBg9nExcUjSRI6nY7p\n0+8lL+8Q/fr1R6dzDh2zs/fz4ovPAWCz2QgObnrQUWZmBrt2JbF7dwrgzHuuqChvMQXDaDRRU1Nz\n9LGqqk0G0Eecd94FjB49hgUL5rFmzX+59NIrutVP3dWp6QDF6U1FUW5XFCUKuBbYDywFWl7iLQiC\ncDJSVdw2JaGCMz+2o+qr4JcXqdNrKNSWoTV403fYrB7ZCs5urydtzzJ+W38XRcVb8fcfwbnnrCJx\n8JwTOoD+M4PBj7i4mYwe/T5B/S+mojKDPzZOZ1fKizQ09MwymsDB03AzD6DEfpgqozv8vgyqCjtc\nv2F4Aqpeh9uWZHA4eiRGQehJERERpKXtBiA3N4dnnpnLwIFh7Ny5A3DO/GZmZtCvX1Bjjaa/n0JC\nQlGUPaiqis1mY9asmVit1iYD2+Dggcyd+zRLlqxgypTpnHvueQCojcfwhYaGMnbsOJYsWcE//7mI\nCy64CE9PrxbjHTw4kY0bNwCQkrKLiIjIJterq6uYMWMyVqsVSZJwd/docZB9vHU6J1qWZQ/gPGAc\nzlMGNcDPOGekBUEQTgnanDy0eQVYo8NQ/Tq+VRq/L4fqQg4N8EdtKKLvsAfQGTpRv4NKSpJJ3rWQ\nmpocjMYg4mJnYrGc1WsPbzEa+5GY+BjBwZeTkvoSBw9+Q37+byQMepDAQNfuy6zRedD/zMfY/8t0\nDnnricirRLN2MVz6bMfSOozuzkWG21LQpWVii49yaXyC0NNuvPFGZs16kBkzJuNwOLj33tlERESy\ncOF87r57IvX19UyYMBkfH59mdSVJIioqmpEjRzFt2l04HA6uueZ63Nzcmvx+mT17Ds888wR2ux1J\nksua5DUAACAASURBVJgz5wkAQkPDeOaZJ3jkkbksXDifGTMmU1NTzbXXjkeSpBZzokePHsOWLZuY\nNm0CAHPmPAnADz+soba2liuvvIaLL76E6dMnodPpiIyMYty4E78MT1LVjp/cLcvy90A08DvOQfOP\niqLk9FBsbVELC3sur+90Y7F4IvrTNURfutaJ7E/3T79Dn76fmluvxj6ggwvTDiUjfXkPhf6+FGpK\n8Aq5iKAzH3NpXA6HFWXvG2Rl/RuAsNDxREffhVbbfn5gb3l9OhxWsrI+IT3jbRyOBoKDLyc2ZgY6\nFx8+U5j6FkVp7+Gt8af/4SLUsY9D9NgO1ZVKyzGt+AhHoB81d1zfbPDdW/ryVCH607VEf7qOxeLZ\n6jvvzs6F+wBFwEHgAJDfjbgEQRB6Jam4FF36fuz9A7EH9e1YJbsV1i6mVguF2nJ07v70HXKPS+Oq\nqcnjj40zycpajck0gLPPWkps7PQODaB7E41GT0TETZwzaiWenpEcPPgf1m+YSHn5Xpfexy/mFty8\nQilzFFHl7gYblkJdxwYWqk8fbHIY2sNFaLMPuTQuQRBODZ3NiR6Bczu7ncAdQJosy9/Ksnxv41Z3\ngiAIJz23LclIQMPIxI4f1rHz31C6n7xAb1Dt9Bs+G62bp8tiys9f3zjQTKN//4s4Z9RKfHw6eXpi\nL+PpGcaos5cTHnYjNTW5/LFxOjm5a1zWvkbrRv/hDwEa8nzdUWvLYNMbHa7fcKZzRxa3jUkui0kQ\nhFNHp7OyFUUpVBTlX4qi3A7EAp8Bk4EUVwcnCIJwvEnVNeh3KTi8vbBFh3WsUkUebH2PEi8P6mxl\neAWPxdzPNSfeqapKesa7bNv+GA6HlYRBD5E4+DF0ulPjWGqt1o2YmGmcMfyfaDRuJCc/R+rul3E4\nXLPZk4dfHL5R12O1VVDg5wWp30B+WvsVAUdQILbgfuj2ZaMpLHZJPIIgnDo6NYiWZdlbluVLZVle\nIMvyr0AWzgNWlgEn95SIIAgCoN+eimSz0zBiMHRk9beqwrpXsDnqKTTa0eg9CUyc7pJY7PZ6knY+\nTXr6W3h49GXU2csJDr6s1y4e7I6AgLM4Z9QKzOYwDhz4gs1bHsBqdU1OpyV+AnpTf0q0ldTpVFi7\nGDo4SG8Y6dzizm3TTpfEIgjCqaOzM9HZwEygDJgFhCiKcp2iKK81HroiCIJw8rLa0G9LQXU3YB0c\n07E6+36D7I3kWfrgcDQQOHgaOvfmK947q76+lE2b7iMv72d8fBIYdfbrzY7cPtWYTAMYdfYyAgNH\nU1KSxB8bZ1Bbe7jb7Wp07vQb/iCgcsjiCUXpkPJVh+raI0Ox+3qjS01HqqzudiyCIJw6OjuIHqQo\nyiWKorygKMp2RVGabaApy3IHl7ELgiD0LvoUBU1tHQ3D4jt2Up21Bta/SoW7liq1HKN/In1CL+l2\nHLW1h/lj4wzKyncTFDSOM0csxmDo/sD8ZKDTGRk29ClCQ8dTVbWf3/+42yULDk0BQ+kz8P+ot1dS\n4mmATauguqj9ipKEdWQiksOBftuubschCMKpo7OD6KcbUzmi/3pBluVYWZZfAF5wTWiCIAjHkari\ntmknqlaDdXhCx+ps+xeOmiLyfdyQNHr6Dn+g26kWlZVZ/PHHDGpqcoiIuIXBCXPQat261ebJRpI0\nxMXOIDZmBvX1JWzcdA8lJd1PpwgYPBWN3pNCkwObvQb+WNmhetb4aBwe7uiT0sAqDuYVej+73c7M\nmVOYNu0uqqqqutTGqlUr+PLLz1wcmWukpOxi8uQ7mDbtLt5+u/li4aqqKh566H5mzJjM1KkTSElx\nvgHOyTnIfffdzYwZk5k1ayYVFd078Kmzu3PcAfwBvCHLcp4sy9tkWd4ky3IusAJYpyjKLd2KSBAE\n4QTQZmajKS3HFh+Nau7Aor2KPNi5mgJvd2z2WvxibsHgGdJ+vTaUlaWxcdM91NUXEhNzN3L0pFMy\n/7mjwsLGM3TIkzgcDWzZ+hBFRVu71Z7O4E1AwmQcDiuH/cxIe7+H/N3tV9TrsA6NQ1Nbh353erdi\nEITjIT8/n5qaGpYvX4XZbO5SG735d8+iRc8xb94Cli9fxe7dKaSnK02ur179ISNGjGTp0pU8+uiT\nLF68EIDnn1/A5Ml3s3TpSq666hqys/d3K45On1ioKMp/gP/IsuwLRAAOIEtRFHHstyAIJy23rc6Z\nioYzOjgL/fty6rFSqrfhZg7GT/5Ht+5fVr6HzVtmY7PVMDjhEQYM6H5ayKmgX78xaLQGdmx/gq3b\n5jBs6NMEBJzd5fa8wy6jfP93VJbspsoNTOuXwLWvgdT2nJJ1aDxuf+xAv3VXx/PlBQF4KzOD9YUF\nLm3zXEsAE/5yNPafPfnkk+TkZPPCC8/i5+fPrl07qaur5ZFHnmDLlo38+OP3SBJceOHFXH/9jaxd\n+zMffvgeOp0Of38LTz31LKqqsn79Wn755ScqKsqYOHEa55zzt6P3UFWVRYsWoihp+Pn5kZd3iIUL\nX2LVqhVUVJRTUVHBwoWLWbbsVQoKCiguLuLcc0czadK0Fu+3a9dOli59Gb1ej8Hgzvz5C7HZrCxc\nOJ8FC44lOVRXV2G1Wunf33lk+Zlnns2WLZuJipKPlrnhhpvR650peTabDYPBQH19PWVlpaxfv47l\ny5cQExPHtGkzu/X30OWDxxVFKVEUZYuiKNvEAFoQhJOZVFyKLusgtuB+OAL926+QuwP2reOwnxFQ\nCRwyA003Ui7Ky/eyefMD2Gw1DEl8TAyg/yIwYBTDz3gOkNi2/XEKCv7ocluSpKHvsPsBDXk+Hqj5\nabD3x3brqV5mbDHhaAuKxeErQq83b948QkPDefDBRwEICwtn+fK3cDgc/PzzjyxfvoqlS9/gt9/W\nkp19gB9//J6bb76NZcveZNSoc6murkaSJCyWQF55ZRn33PMAX375aZN7rF+/lsrKct54410eeeQJ\n8vOd5+9JksTw4WeyfPkqampqGDQogcWLl7By5Tt89ZUzPaSl+61fv5axYy9m6dKVXHPNdVRWVuDl\n1afJABqguroao9F09LHRaKS6umnKitlsxmAwUFxcxPz5TzB16gwqKsrJytrHiBEjWbJkBZWVFXz3\n3X+61c+dnokWBEE41bhtc25zb+3ILLTDBuuXUmGAGmow9zsHc9+RXb53RUU6m7fMwmarJnHwo/Tv\n37FjqU83Fv8RjDjjebZsfYjtO55gxBkL8fMb1qW23L2j8Im8htKMzyg2a/HfuBLCzwV922k8DWcM\nRp+WiX7rLjhDzEYLHTMhIrLNWeOeoKpqk8chIQMB2Lcvk8OH87jnnqkAVFVVkpt7kJkz7+f999/h\nk08+JjQ0jNGjzwdAlp2vc19fP+rq6pq0eeDAfuLjBwPg7e3NwIGhze7n6elJWtputm/fhtFooqHB\nCtDi/W69dQLvvfcW9947DYvFQlxcyzsnm0wmampqjj6urq7GbG5+sFVmZgbz5j3KjBn3k5g4lPr6\nOoxGI0OHDgdg1Ki/sWXLJi677Mr2O7QVXZ6JFgRBOCXUNzgPV/E0dexwld3/RS3JJN/bgKTRd2tP\n6MrK/Wza/ABWaxWDEx4hKOjiLrd1OvDzG8LwYfNBVdm67VFKS1O73JYl/k60Bm+KTBK22iLY/lG7\ndRxBgdj7WtCl78dRUt7lewvC8eQcUDvzmwcODCUsLIIlS1awZMkKxo27lPDwSL7++gsmTJjM0qUr\nUVWVtWt/abfd8PBIUlOTAaioqODgweyj147kU3/77X8wmz154olnuPHGm6mvdw7EW7rf999/yyWX\nXM6rr75OaGg4X3/9RYv3NZnM6PU6cnNzUFWVLVs2MmTI0CZlsrL2MXfuw8yb9ywjRzrTvwwGd4KD\nB7Jzp/ME0qSkbYSHd2/b0C7PRMuyfDMQBzwHXKsoynvdikQQBOEE0CfvQWqw0nD20PYPV6mvhM2r\nKDTrsKn1+Mm34mbu36X71tYWsGXrbKzWchIGPcSAAf/XpXZONxbLmQwZ8gQ7kuaxZetDnDXy1S7t\nn63Vm7HET+Tw9hcp6GOgf9JqiL0UvNrYpVWSaDgjAY///Ix9/XY4+4xuPBNB6FlHBrKSJB39PjIy\niuHDRzBt2l00NDQQHz8IiyWA2Nh4HnroPoxGE0ajkXPO+Ruffrq6yeLCvy40HDXqXDZu3MC0aRPw\n9fXD3d0dnU7XpOwZZ5zJU089jqKk0bdvP2Q5lqKiwhbuN5qcnGwWLpyPu7sHWq2Ghx56jIqK8mY5\n0QCzZz/K00/PxeGwc+aZZxMbGw/ArFkzeP75l1m58jWsVhsvv+ysZzZ78txzL/LII3NZvHghdrud\n/v2DuPvue7vXx3+d8u8IWZYXAgOAYcAo4HNgh6Ios7oVTcephYWuOclKAIvFE9GfriH60rV6vD9V\nFdOKj5AqqqiecSuq0aPt8n+swJr8EZl+GrQe/kSMew+Nzr3Tt7VaK/lj4wyqqvYjR08hIuKmLj6B\nzjmVXp+5uf9jZ/KzuLn5MOrs5RiNnT+iQFXtZP04mfryTMJKwD30Arj4ibYr2eyYXnsfjeqg8u5b\nO7afuNCuU+m12Rscj/7Mzt5PevpeLrzwYsrLy7jtthv47LP/Hh1InyosFs9WtynpajrHOOBWoE5R\nlFLgIkCshBEE4aSi3de4rV1cZPsD6Mp8SP6Uw33cUHEQmHh3lwbQdns9W7fNoapqP6EDryc8vHu7\nepyugoLGERd3Lw0NpWzZ+lCXjgiXJC2BQ5yr8w/7uEPGz1Cwp+1KOi3WoXFQW48+tfuHwAjCySog\noC8//vg/pky5k9mz72HatHtOuQF0e7r6bO1/eWxo4WeCIAi9Wqe2tdv8FjUaK1U6MPon4hl0Xqfv\np6p2knY+TWnpLvr1u4DY2Om9ei/W3i504LXU1h4mK2s127Y/zogzXuj0wTQmyxA8g86jMnctFQbw\n+mMlXLkI2vh7sQ6Lx7Cxcbu7IXFtlhWEU5W7uzvPPbfoRIdxQnV1JvoT4GPAV5bl+4HfgPZXZQiC\nIPQSUnEZun0HsQ3oi6Ovpe3CRZmoyv/I93YO0AIGT+vS4FdR3iA/fz1+fsMYnDAHqZ29iYX2xchT\n6Rt4HiUlSexKeb7ZrgQdETB4KpJGT34fPWrudji4pc3yqtmEJjEGbVEp2gO5XQ1dEISTXJd+gyuK\n8k/gLZyD6WDgCUVRFrgyMEEQhJ50dFu7jhzxvXElFQaokxrwChmLh2/ntzfLyVnDvqyPMJmCGTb0\n6dPuKO+eIkkaEhMfw9s7jkOHfiA94+1Ot+Fm6odv9A3YsFJkAv5YAaqjzTq6c5y7Aeh3dH2HEEEQ\nTm5dGkTLshwEXKAoymxgKXCDLMuBLo1MEAShpzRY0acoOMxGbHI729rl7kDN3kRBHz2SRk9A/MRO\n3660NIWUlBfR6cwMH/4cen3zPU2FrtNqDQwf9hweHv3IyHiXw4fXdboN/5ib0Bp8KDZpsZdmtnsA\nixTaH3uAH7q9+5GqqrsYuSAIJ7Oufpb4IbCv8ftcYB3wvksiEgRB6GH6tAyk+gasibGg1bZeUHXA\n769TYgQbVnyjrkdv6tupe9XWHmbb9sdRcTBs6FOYTcHdjF5oicHgzfDhC9Bq3dmZ/CyVlVmdqq/R\nGbHE3YGKnUKTBjavAntDq+UlScI6NB7J4UCflNbd8AVBOAl1dRDtqyjK6wCKotQrivIG0E5SoSAI\nQu+g356KKknORWFtyVyLvUihyKxF6+aFX8zNnbqP3V7Ptu2P09BQSmzsTPz9xb7CPcnLM4LBCXOw\n22vZtv2xTu/Y4R12GW7mAZR6qDTU5EPKV22Wt8ZHobrp0SftBkfb6R+CcLpYv34dkybdxtSpE/jm\nmy+bXT98+DD33ns3M2dOYcaMyWRnHzgBUbpGVwfRtbIsX3rkgSzLY4GqNsoLgiD0Cpq8QrSHC7FF\nDkT1Mrde0GGHzW9TaAYHdvzj7kCrb6N8C3bvfoWKinQGDLiMgSFXdzNyoSP69TufiPCbqanJJSnp\naVS14xtHSRodlkETAZUCTy1sex8aalqvYHDDGh+NprIaXcbJOxAQBFex2WwsXfoSL720jKVLV/L1\n159TWlrSpMyqVa8zfvwNLFmygttum8CKFUtPULTd19Ut7qYAH8qyfCSF4yBwi2tCEgRB6Dn6JOdC\nsHZnodN/wlqZTamfhJs5CJ/wKzt1n4M533Iw5794eUURH3ev2MruOIqOvouKygwKCzeRnv4O0dF3\ndbiuZ9B5uPvEUlmaRl1VBe7Jn8EZt7Za3josHrcdqei3p3bs2HjhtPN2RiG/F7j24JNRAZ7cGdl6\nAkBdXR2PP/4wxcVFBAQEsnPnDr788jtmzJiMr68flZUVzJ+/kH/+cz7V1VUUFRVy7bXjufrq6/n8\n809Ys+a/aDQaYmLiuO++2axd+zMffvgeOp0Of38LTz31LPv3Z/H555/wwAMPH73v/v1ZBAUFYzY7\nJxwGDx5CUtJ2xowZe7TMjBn3YTI5r9tsNgyGzu+331t0dXeOJEVR4oFoIExRlCGKoqS4NjRBEAQX\nq6tHn5qOo48n9vA2cpPtNtjyDgUmCVCxxN+FpOn4nENFRTqpqS+h05kbd+IwdD92ocMkScuQxLnO\nhYaZ71NUtLUTdSUCBk8BIN9Li7rzY+dx761wBPhhD+qLLusgUml5t2MXBFdYvXo1QUEDWL58FXfd\nNfnobLAkSVx00Theeuk1cnNzGDt2HIsXL2Xx4qV8/PG/APjuu2+YNethXn/9LUJDQ7Hb7fz44/fc\nfPNtLFv2JqNGnUt1dTVhYeFNBtAA1dXVmM2mo4+NRhPV1U0TFfr08Uan05GdvZ9ly17hzjsn9XBv\n9JwuzUTLsjwMeBTwBSRZlgFURVEu6GD9AGAbcCHgAN5p/DMFmK4oSuc3+hQEQWiHPjUdyWqjYUgs\naNqYQ1D+R331ISr8wOAdieeAjh+sYrVWsn37EzgcDQwdMg+jsb8LIhc6S6/3ZOiQJ/lj4wySds7n\n3HNW4e7u16G6JssQzH3PourwRqrVasw7P4Uz72y1fMOweDxyD6NP2k3DmLNd9RSEU8SdkZY2Z417\nwr59+0hMdK7BCAkJxdvb++i1kJBQAHx8fPn3vz9i3bqfMRrN2O02AObMeZKPP/6AQ4dyGTRoMKqq\nMnPm/bz//jt88snHhIaGMXr0+S3e12w2U1NzLAWqpqYaT0+vZuW2b9/K4sULmTv3GYKDQ1z0rI+/\nruZEvwf8CjwDPPWnr3bJsqwHVgDVgAQsBh5VFGV04+OruhiTIAhC61QV/Y5UVI0G6+DY1svZG2Dr\nexR4OtMvAuIndvhQFFVVSUlZRE3tISLCbyYw8BxXRC50kbd3LLEx02hoKCVpZ+fyoy0JkwGJAk8t\n6s5/Q13rs8y2mHAcHu7od+4Bmzi8VzjxoqOjSUlxnsiam5tDWVnZ0WtHUss+/vhDBg1KYO7cZxgz\n5sKjBxV9882XzJ49h6VLV7J3r0JKSjJff/0FEyZMZunSlaiqytq1v7R434EDQzl48CAVFRVYrVaS\nknYQHz+4SZnt27fyyiuLWLRoCbLc+T33e5Ou5kRXK4rS1UzwF4DlwJzGx8MURTmyqed3wMVA8+Wc\ngiAI3aDJzUdbWII1JgLVbGy9YNq31NXlU+ULHn6DMPUd2eF75OR+R97hX/DxSSAqaoILoha6a+DA\n6yguSSI//zfSM94luoN/L+59wvEKuZCK7B+p0tTiuWM1nD255cI6HbbBMbhtSkK3JxPboGgXPgNB\n6Lzrr7+e++9/gBkzJhMY2LfFvONzzvkbL7/8AuvW/UpYWDhGoxGr1UpERATTp0/EaDRhsQQQFzeI\n6upqHnroPoxGE0ajkXPOGc3+/Vl89tm/m6R06HQ6Zs68nwcemIHDoXL55Vfh7+9PRUU5CxfOZ8GC\nF3j11cXY7Tbmz38SgJCQgTz44KPHrW9cSerKEamyLD8NFAFrgLojP1cUJbudencAQYqiLJBl+Rdg\nGvCToihBjdcvAO5UFKX1VRxOamGha5P0T2cWiyeiP11D9KVrubI/3b/5CX3KXmr+cQX20AEtF7LV\nw4c3k+1WQrXeQch5L2OyDOlQ+1XVB9mwYRKSpOVv567Cw6Nz+0kfD6fr69NqrWT9honU1uYz8syX\n8fPr2N9pQ2UOmd/fhptdIrxMh3TLx2D0AZr3pVRajvn1f2Eb0JfaW6/pkedxKjtdX5s9JScng7y8\nIkaMOIuDB7N58MF7+fjjL050WCcli8Wz1VXhXZ2Jvg1Qgfv/8vP2libfCaiNW+INAd6l6f7SnkBZ\nSxX/ymIRJ365kuhP1xF96Vqu6E+1upb6PZlIFh98zohpdaeM2o3fUNBQRLUJfILPIjTubx1q3263\nsmnzAuz2Wkb/7TlCQqK6HXNPOT1fn56MOf+ffLfmLlJSn+PKK1bj5taBfrDEUiVfQf6er6jU2gnc\n8ynmcbOOXf5zX1o8aYgORbd3P36OBjSBHcu/Fo45PV+bPUOSgnnppZd4//23sNlsPPXUPNG/PaBL\nM9Gu0DgTPRVnesciRVHWyrL8Os6Z6U/aqS5mol1IzAC4juhL13JVf+o378T9p9+pu3AU1jMTWy5k\nrUP94EYOeFRQq3MQesHrePh2LF9vz57X2Zf1EQOCLmHw4Ee6HW9POd1fn3vT3yIj413697+IIYmP\nd6hOQ3UemWtuRW9XiSjVIN26Goy+LfalLi0Djy9/oOHMROovHNUTT+GUdbq/Nl1N9KfruHwmWnZm\ngt8NmHAuBtQBoY2LAztDBR4A3pBl2Q3YDXzalZgEQRBapKq47UhF1WqxDpJbL7f7G6rtZdTqwLP/\n3zo8gC4q2sa+rI8wGgcQF3ePi4IWekJkxG0UFm7i0KEfCAwYRb9+7W8o5Wbqh3fYpZTt+5pyvR3v\npH/DqKktlrVFheHwcEe3S6H+/JFtHykvCMJJr6vpHKtxLv47F+f2dJfiXBTYYYqijPnTw/O7GIcg\nCEKbtDl5aErKscZFgbGVTf1t9ahJH1Nodk44WOI7tvjMaq0ieddzzn2Jh8xFp2tjwaJwwmk0OhIT\nH2fDhomkpC7GxycBd/f2tx7zj7mF8v3fUWS20yflC6Rh/8CZffgXOi22BBm3zTvRpe/HFhPh+ich\nCEKv0dUt7jSKojwJ/A/YjnNbunEui0oQBMFF9Dv3AGBNbGNmec8aqq3F1OlUvAacj6FPx06eS9vz\nGnV1hURG3IZ3n5N7q6bThdkUTEzM3VitlexMfg5VdbRbR28MwDv8SqwaB2W6etjZ+gemR15n+qQ0\nl8UsCELv1NVBdLUsywZgLzBcUZR6wN91YQmCILhAfQO6PZk4vD2xDwxquYzdhrrjw6Oz0H6x7W0O\n5FRQsJGcnG/x8owkIuIWV0UsHAchwVdisZxNcfE2DmR3bEdV/5ibkLQGiswSjl2f4ahrOd/U4e+L\nPagv2qyDSOUiJ1UQTmVdHUR/APyn8eseWZbXAIdcFpUgCIIL6HdnIFltzsNVWtmRg/QfqK4voE6n\n4hl0Hu59wttt12qtZFfKC0iSjsGDH0XTiSPBhRNPkiQGJzyIXu+Joqykpiav3To6dz98Iq7BplEp\n19ZQt3l1q2UbhsQiAfrkPS6MWhBc69tvv+Gjjz7okba//voLJk68jSlT7uT339e3Wu7VVxfx5Zef\nHX38xRefMnHibUyadBvr1v3aI7G5UpcG0Y0HrVyrKEohznzmFYDYGFMQhF5FvzMNVZKwJrSyoNBh\nR932AYUm50P/Ds5C705bSn19EVGRt+PlJfJeT0YGgx+xsTOw22tJSXmRjuxU5Rd9g3M22iRRvfFD\nsNa0WM4WE4HqpncOoh3tp4sIwonQ2laf3VVcXMRnn63m9dffYvHiJaxYsRSr1dqkTGlpKQ88cA8b\nNvx2NI6amhr+9a/3G+u9xquvLuqR+FypU9MnsixPURRlhSzLT+Lc7/nPfwMJwNMujU4QBKGLNIXF\naPMKsIWHoHqZWy6U+Ss1tbnUeYO5/7m4e0e2225+/gZyc9fg5SUTHn6Ti6MWjqeg/uPIO/QThUWb\nycn5luDgy9osr3P3wSf8SkrSP6FMrcA75WsYemPzgm56rHFRuCXtRpuVgz0ipIeegXAy+Ha3xC4X\nf1af0B8ujWv9jd/nn39OaqrC1KkzqK+v55ZbxvPJJ18zY8ZkfH39qKgoZ+zYcWze/AcbN26gpqaG\nCRMmc/bZ5/DLLz/yxRefYrPZkCSJZ599gczMDD788D3c3PQcOpTLhRdezG23TWD79q0kJydxxx0T\nj947LS2VhIREdDodOp2ZoKBgMjPTiYmJO1qmrq6Wu+6azMaNvx99A3tkMF1bW0tNTTUaTVeTJY6f\nrkYo/emLv3wvCIJwwrW7oFB1oG57/+gstCX29nbbtFqrSEldjEbSkzj4EZHGcZKTJIlBg2aj0xpJ\n27OMurqiduv4Rt+ApNFRbJJQkz52nnLZAmtiLOD8NEQQjrfWZpklSeKii8bx8svL0Gg0+Pj48sor\ny3n++ZdYvPh5VFUlJ+cgL7zwMsuWvUloaBibNm1EkiTy8w+zYMELrFjxDv/613sADBt2RpMBNDhn\nlE2mYxMXRqORqqqqJmX69etPXNygJj/z8PBg7NiLueWW8UyceBvXX9/CG9ReplP/AyiKsqLxz3k9\nEo0gCIIr2OzoUvbiMLpjiwptuUzWBmoq91PrA+Z+o3D3af+UQWXvG41pHHfi6dl+7rTQ+3l4BCLH\nTCU1dTEpqYsZPmxBmx9z6z386RN6GWX7vqLCUUaf3f+Bwdc1K+foZ8Ee4IcufT9SdQ2qSWx/eLq6\nNE7l0rj2y/WcpjPWISGhgHNAnZg4FAAfH19MJhPl5eV4e/swf/48PDw8yM4+wKBBgwGIiIhAo9Hg\n7u6OwWBo9W5Go4mammOpTjU1NXh6erUb5a5dO0lN3cWnn36DqqrMmjWDhITBxMbGd+7pHkedRFga\nlwAAIABJREFUmomWZbmy8atalmWHLMtlsiwXNX7f/soMQRCE40CXvh9NbR22QXLLB16oKmz/kKKj\nudC3tdtmaWkK2dlfYTKFiDSOU0xI8BX4+g6hoGADeXk/t1veT74RSdJSZJZQk1aD3da8kCRhTYxF\ncjjQpeztgagFoXUGg4HiYucnK4rSdIHrkTeJqqqSmroLgMLCAurr69Drdbz11kqefvo5Hn74cQwG\nw5/WC3Qs4SAuLp7k5B00NDRQVVXFgQNZhIe3v3akrq4Wg8GAXq/Hzc0NT0/PZjPYvU2nBtGKongq\niuKJ87CV8YqieCuK4g9cAvzQEwEKgiB01pGP0FtN5TiURE3pHmrcwNT3rHZPJ3Q4bOxKeRFQSRg0\nG63WzcURCyeSJGlIGPQQGo0bu9OWYrW2vTWdm6kfAfJlNGhVqqwFkPlLi+Ws8VGoWq1zz+gOLFwU\nBFf529/+Rl7eIe6+eyK//PJTk/SKIyRJoqKinHvvncZjjz3Eww8/jslkJiEhkSlT7uTRR2cTHDzw\n6GC86Sc0zu+3b9/KO++82aRdX18/rr/+RqZPn8i9905j8uTp6PV6srL2sWjRwhbjABgx4izCwsKZ\nNOl2pk6dQHDwQEaMGOmiHukZUkdWJP+VLMtJiqIM+cvPdiqKkuiyyNqmijPhXcdi8UT0p2uIvnSt\nrvSnVF6JadkHOPoHUnP7tS0X+s/DZJdvotoAA89fitF/UMvlGmVkfsDevW8QHHw5CYMe7FQ8vYl4\nfbYtI/N99u59k5CQqxkUf3+bZU36ErZ+dB0Gm0qYFI7091UtbqPo/tUP6HdnUH3bNTiC+vZU6Cc9\n8dp0LdGfrmOxeLY6Bd/VhYWVsixPkmXZLMuylyzL9wCFXWxLEATBZfS7FCTamIUuyqT+kHMAbfRP\nbHcAXV2dQ0bGu7i5+RIjT3V9wEKvER52I2bTQLKzv6KsrO0FgUbvgXgFX0C9Dqor98HBzS2WO7K9\non6X4vJ4BUE4sbo6iL4FuBLIA3KA8xp/JgiCcOKoKvrkPah6HdbYVrarS1pNUeMaLz+57dxmVVVJ\nSV2Mw9FAXNxM9HpPFwcs9CYajZ74+FmASkrqIhyOFnKd/8Qv5mYAikygbv+oxTL20AE4zCb0uzPA\n1nZ7giCcXLp62MoBRVGuaMyR9lIU5Tqg3MWxCYIgdIo2+xCa8kpsMRFgaCFvubKAhn0/UmEAQ59w\nTH3PbLO9w4d/pbh4GxbLSPr1HdNDUQu9iZ/fEIKC/o+KivR2jwR37xOOuf+51OqhtjAJ8ls4oVCj\nwZoQjVTfgG7v/p4JWhCEE6JLg2hZlq+XZTlZluVMWZazZFnOBva7NjRBEITOOfKReasnFCZ/Som7\nAyTwk29ucyszm62GtD2voZH0xMXe02Onewm9T4w8Db3ek71736Suru1MRf/GTzOKjUBSy7PRtqMp\nHeIYcEE4lXQ1neN54D4gDbgJeAt4wVVBCYIgdFqDFZ2yD0cfT+wh/Ztfr6vElvY1ZR6gN/bFa8B5\nbTaXmfkBdXWFhIXfiMk0oIeCFnojg8GbGHkqdnstu9OWtlnWwy8Oo/9gqgxQt38tlOc0K+Pw88He\nPwBtVg5SZXVPhS0IwnHW1UF0qaIoPwMbgT6Nh69c47KoBEEQOkmn7ENqsGIdFN3iLgmkfk2Jvg5V\nAj/5H0htnDZYVX2QfVmrcXcPJDJCLPc4HQ0YcCne3nGNKT072izrK/8DgBIjsGN1i2WsCTFIqoo+\nVewZLQiniq4OomtkWY4G9gDny7JsAAJdF5YgCELn6FMaUzkGtZDKYavHnvwJpUbQunnTJ/T/Wm1H\nVVXSdr+KqtqIjZ2OVuveUyELvZgkaYiLvQeA3WlL2lxkaO47EoNXKOXuYE3/DmpKmpWxxkaiarXo\nkhWxZ7TQq3zwwTukpaXy7bff8PrrrX/yUlZWxv33T2f69Ek8+eQc6uvrWiyXk3OQ228/dmT3q68u\nYubMKcycOYWbbrqOKVPudPlzOFG6Ooh+HFgAfANcCOQDba/AEARB6CFSRRXa/bnYBvRF9e3TvMDe\nHyiTynBI4Bs9Ho229SNrCwo2UFi0GT+/4fQNHN2DUQu9nbd3LAOCLqGyMpODB//TajlJ0uAbfSNI\nUGKwQcpXzQt5GLBFh6ItLkWTV9CDUQtC59xyyx3Exsa3u+7jnXfe4OKLL+G1194gKkrmq68+b1Zm\nzZr/Mm/eY5SVlR392T33PMCSJSt46aXXMJs9efjhx13+HE6U1j/PbFucoijjG78fIcuyr6Iozd96\nC4IgHAf6FOfe0LaWFhSqDhxJH1NsBI3WA5/wK1ttx26vZ3faEiRJS3zcvWIxoYAsT+Lw4bXsTV9F\nv34X4Obm1WK5PiEXUpjyBmVqMf6pX6AddhPomr5ZsybI6NMy0e9SqO8vPrw9XWRvkijJcm2bvmEQ\nMrL1TzSysrJ48MGH0Gp1qKrKk0/OJyAgkCVLXmLXrp0AXHTR/zF+/I0sWDCPsWPHNak/f/6TTJo0\njcDAYwcEJSfv5Pbb7wLgrLPOYeXK1/j735tuE+rl1YelS1dyww1XNYvp008/ZuTIszt0BPjJoqsz\n0TP+/EAMoAVBOGFUFd2uvag6LdaYFn45Z2+moi4HuwZ8Iq5G69b6Xs/79n1Ebe1hwkLHYzYP7MGg\nhZOFweBHZOTtWK0VpKe/1Wo5SaPHN2o8DgnKpArY+2OzMvawYBxmo9gzWuhxv//+O3FxCbz88jLu\numsKVVVVbNjwG4cPH2LlyndYtuxNfvhhDfv2ZbQ4WfD44081GUAD1NRUHz0+3MPDg6qqqmb1Ro06\nF3f35ilwVquVr7/+gn/849RaY9LVmeiDsiz/DGwCjiTFqIqiPO2asARBEDpGc6gAbUmZ83AV9+Zp\nGmrSJ87txyQtPlGtHAMO1NUVkrnvXxgMvkRG3t6DEQsnm9DQ6ziY8x8OZH9FcMgVeHm2PJPmHX4F\nRWnvUmysxSd5NZrYS5suctVosMVH47YpCV36AWyxp86MnNC6kJEqISOP7z3Hjx/Pyy8v5YEH7sFs\nNjFlynQOHNhPYuJQAHQ6HfHxCWRldXyK3Gg0UV1djZubGzU1NZjNHT98auvWTQwZMgyj0dTp59Kb\ndXUm+g9gHccG0ADic09BEI67Y3tDRze/WJJFTeE2GnTQJ/hC9B6WVttR9r6Jw1FPdNREdDpjT4Ur\nnIQ0Gj2xMTMAB2m7l6C2sjBQqzfhE3E1dg1U1GRDzrZmZaxiz2jhOPjxxx9JTBzKK68s4/zzL+SD\nD94lNDSM5OQkAGw2GykpOwkODu5wm4MHJ7Jx4wYANm78nSFDhna47tatmznrrHM69yROAl2diQ5T\nFOUOVwYiCILQaTY7+rQMHCYj9rAW/jNI/sw5Cw34Ro1vfr1ReflecnP/h6dnBAMGtL5zh3D6Cgg4\nC4vlLAoLN5Kf/xsBAZe1WM4n8jpK9n5CsdFGn6R/IwWf0eS6w+KLvV8A2n0HkaqqUc2n1syc0Dsk\nJCQwa9Zs9Ho9drude+99gKgomR07tjF16gSsVisXXngR0dExTeodSe1oKSf69tvvYv78eXz99Rd4\ne/swb958AJYte5UxYy4kNjb+zy01affgwWwuueSKnniqJ5TU2jvqtsiyvBUYoyhKpetD6hC1sPBE\n3frUY7F4IvrTNURfulZ7/anbk4nHF9/TMDKR+gtGNb1YW0bdh9eT5W3DaBnCwPNebrENVVXZtPk+\nSkqSOHPEIvz9z2ix3KlAvD67p6oqm9/W34GHRz+uu/Yziotb3uLr0NbnKd//LcFlYL7uXfBpml+v\n35aC+/e/UXfB2VhHDjkeofd64rXpWqI/Xcdi8Ww106Kr6RwOIFuW5Y2yLP/S+PVzF9sSBEHokjaP\n+U79hlKDc/GWb9TfW22joGADJSVJBFjOPqUH0EL3mc0hBAdfQU1NDsrez1ot59f4qUexEUhuXs4a\nG4mq0aBPEQevCMLJrKuD6IdwnlD4CPDUn74EQRCOC6m6Bm1mNva+/jgsfk0v2q3YUj+n3B3czAMw\n9zurxTYcDitpe5YjSVpiYqYdh6iFk11U5B3otEZ27lyJ1dp8dwIAQ58wTAHDqXGDuozvoK68aQGj\nO7aIELQFxWgKio9D1IIg9IRODaJlWR7W+K2Kczb6yJfa+CUIgnBc6FLTkVS15RMKM36hlFJUCXyj\n/44ktfyr7kD2V9TU5BAScqXY0k7oEIPBh/CIm6ivLyNz379aLXfk048SNyukNj+oxRbvXAirS03v\nmUAFQehxnZ2JPjJV89RfvuYhZqIFQTiO9KnpqJKELT6q6QVVxZH8b0o9QKs30yfk4hbrNzRUkJHx\nDjqdmajIO3o+YOGUERY6HqMxgP37P6G2Nr/FMqa+I3AzD6DcHWypn4Hd2uS6LXIgqsEN/e50cQy4\nIJykOjWIVhRlUuOf5yuKMuavXz0ToiAIQlOa4lK0hwuxhwejGj2aXjy8i4rKDOwa8I64Bo2u+cb/\nAPv2fYjVWklkxK24uXkfh6iFU4VW687QodNxOBrYu/fNFstIksa5I4wEpWoJZK5tWkCvwyqHo6mo\nQnsw7zhELQiCq3U1J1oQBOGE0aU4PwK3/nUWmmOHq0iSFt/Iq1usX1tbwP4Dn+PuHsDAgdf0aKzC\nqSk87FI8PSPJPfQD5eUtLxDsM3AcWr2ZUg9wtLDA0DaoMaVDLDAUhJOSGEQLgnByUVX0u9NR9Tps\nUWFNr1XmU31oPQ068Aq5CJ27X4tNZGS8g8PRQFTUnWi1zU85FIT2aDRaYmKmAip7lNdbPIBFo3PH\nO/wq5+ErFWlQoDS5bg/pj8PThH5PpjgGXOhV8vIOMWXKnR0uf9VV4wDIzMxg584drZZzOBy88MKz\nTJ06gZkzp5Cbm9Niubq6OqZNm0B29n7AeTjMM8/MZfr0SUyadDvr16/r+JPpQWIQLQjCSUWTm4+m\nrAJbdDi46ZteTP2aEg/nYKa1w1Wqqg5wMOc7zKaBBPVvOV9aEDrC4j8Cf/8zKS7eRnFx89MJAXwi\nrwZJQ4kR1F2fN70oSVjjo5DqG9BlHDgOEQtCz/r115/IytrX6vXffvsVq9XK66+/xdSpM1m69KVm\nZfbs2c306ZM4dOgQRw5t+f777/D29uG1195g0aIlvPTS8z31FDqlUycWyrL8SxuXVUVRLuhmPIIg\nCG3Sp7aSymGrp27PV1SbwWgZgrt3RIv19+5dBTiIlieh0XT10FZBcJKjJ1FUtBll7xv4+Q0/euLb\nEXoPC14DxlBx8CdqDvyIqXYaeBzLwbfFR2PYmIQuNR1bTMuvWeHkpvtaQrvTtW3aE8F2ZesLUquq\nqnjiiTlUVVVSVFTItdeO5+qrr+fzzz9hzZr/otFoiImJ4777ZrNgwTz0ej25uTnU1tby+ONPodfr\nKSsrZc6c2RQXFxEREcXDDz/Gvn0ZLF36Mna7g/LyMmbPfoRBgwYDUFRUyHff/Qc3NzdkOYbk5CSC\ngoI599zRR+NKTt7JyJHOg7Hi4wexZ09as9itVivPPfcizzzzxNGfjRkzlvPPvxAAVXWg1Wpd0o/d\n1dn/QR5s/HMmUAGsAuzATYCPC+MSBEFozm5Hl5aBw+iBPWxA02uZaynVOvftbW0WuqwsjcP5a/H2\njiMw4NyejlY4DfTpE02/vmPIO/wL+fm/0bfv6GZlfKPGU3HwJ0oMdkxp38Kwm45ecwT4YQ/wc85E\n19aBR8sLYQWhM7Kzs7nwwos577wxFBUVMmPGFK6++nq+++4bHnhgDjExsXz55afY7XYkSSIiIoqH\nHnqMDRt+Y9myV7jvvgeprq7mscfmYTKZuOGGqyktLSUrK4sZM+4jPDySH35Yw3//+83RQbS/v4VL\nL70CPz9/YmPj/3IMuFNNTTUm07Gj7jUaDQ6HA43mWGJEQkJis3oeHh5H68+d+wiTJ9/t6i7rkk4N\nohVF2Qogy3K8oih/PtprjizLLX+WJQiC4CLarBw0tXU0DE8ATdNsNPuuTyl3B727pcXDVVRVRdm7\nEgA5ekqzGUNB6KqoqAkczl/H3vRVBAaegyQ1nSXz8I3BwyeWqtI06lM/wzDkBtAcK2ONj8L9l43o\n92RiHdp84CGc3GxXqtiuPL739PPz47ff3mTdup8xGs3Y7c6c+zlznuTjjz/g0KFcBg0afDSXf8SI\nkYBzALts2SsA9O8fhNlsBsDHx5f6+jr8/S28884qDAZD44DY3OzeLa0POMJoNFFTU9OkrEbTsczi\n/PzDPPbYQ1x77XjGjh3XoTo9ras50QZZluOOPJBleSjQO+bWBUE4ZelTnbsYNEvlyN9DeeVeVAl8\noq5rNogBKCreSnHxdiyWkfj5DTke4QqnCbM5hKCg/6Oqaj+5h35osYyvfAMAZWoxHPijyTVbXBQq\nYpcOwXXefvttBg1KYO7cZxgz5sKjA9tvvvmS2bPnsHTpSvbuVUhJSQZg9+4UAFJSkgkPjwRocaLh\nlVde5K67pvDYY/MID49sNmDWaDRtDqIHD05k48YNjffaRUREZIeeT0lJMbNmzeDuu+/h0kuv6FCd\n46GrCYGzgB9lWc7DmfUdANzQkYqyLGuBN4BonKccTgXqgXdwnn6YAkxXFEXsPi8IwjENVnTp+3F4\ne+HoH9Dkkrrrc0qMIGn0eIdd2qyqqjpQlDcAZw6rILhaVOTtHMr9nvT0t+nf70I0mqaLXj37n4vO\n4EOZoxT/5E/Rhh1LJ1K9zNgHBqE7kItUVoHq7XW8wxdOMWPGjGHevKdYt+5XwsLCMRqNWK1WIiIi\nmD59IkajCYslgLi4QXz77Tf8+utPfPed82TNRx99EofD0eIgety4S5g792ECAgKJiYmjuLio8Yqz\nrCzH8NprrzJwYCjp6UqznOjRo8ewZcsmpk2bADhnxgF++GENtbW1XHlly1uOvvfe21RVVfH222/w\n9tvO3+UvvvgqBsOJ3V1JausdQ1tkWXYDEnAOhJMVRenQ/jyyLF8FXKEoykRZls/DOSAHWKQoyjpZ\nlpcD/1MU5cs2mlELCyu7FLfQnMXiiehP1xB96Vp/7k9dyl48vvmJ+nOG0zD6zGOFasuo/Og6crzs\neIdeRr8zHmzWTl7eL+xImkf/fmMZMmTu8Qq/1xGvT9dpqS93717C/gOfEh93X4v7jxelvUdh6lv0\nrQSfq94F32NHzeuS9+Dx31+oP+9MGkYN7/H4exvx2nStzvTns88+xXXX3YAsx/RwVCcni8Wz1dy/\nLqVzyLIcCjwLTMe5yPANWZbf6khdRVG+AqY0PgwFSoHhiqIc2fTvO2BsV+ISBOHUdSyVI7rphbRv\nKTXYAfCJvLZZPVW1k57xDpKkJSqq4/ueno5UVcXmaKDWWkFFXQEVdQVU1RdTYy2j3lbd5se0AkRE\n3IJW60FG5nvYbLXNrnuHXQ6SlhIPUFO+aHLNFh2GqtM6UzpEPwvCSaGr6Rz/BtY1fqk45/E7/K9e\nURS7LMvvAFcD44GL/nS5CujTXhsWi2cnwhXaI/rTdURfupbF4olaWU19Vg5ScF/8Y4KPXlMddg7v\n+YJqA3gFJhIc1TzXeV/WGqqq9hMZeRWhobHHM/ReydjHQV55Bnnl6RRWHaCstoDy2nzKavKpbijH\nobb+oaJW0mEyeGM2+OLl7o+/OQSLOQR/czD9+kTh7RHQat1TUfN/657Ex91M8q43KSr+loRBdzS7\nXhZxEYUZa6jd9x3Bl9+PxmA+eq0hPhJpp4JfQw2aAX17/gn0MuJ3p2t1tD9feunFHo7k1NXVQbRO\nUZTZ3bmxoih3yLIcCGwG/rynjydQ1l598bGP64iP0VxH9KVrHelP/ZZk3FWVWjmCij/3b9YGimyF\n4AaeYdc063uHw8b27cuRJC0Dgv5x2v3dOFQ7BdWZHCxPJqc8mUNVu6moK2xWTqdxw9PNQl9zIG5a\nI25aD/Ra96NtOFTb0RnqGmsZRVU5HCrfC/m/N2nH7OZPP88Y+nvGEOI9lP6eMWikU3Mv7tb+rQcG\nXoN+z2p27XobP9+L0eubDmRMwVdQmLGGEl09xg2fQcKxT0+0UWEYdypU/ZZE/dhzevw59Cbid6dr\nif50nbbejHT1t9t6WZavBNYoitLQmYqyLN8KDFAU5TmgFuc+01tlWT5PUZS1wCXAT12MSxCEU5A+\nNR1VkrDFNl3JbU92bmunM/jg2b/5vs95eT9RXX2Q4OArMBr7Ha9wT6g6WyX7SjaTXvw7+0o3UWc7\n9h+pl7s/Eb5nYTGFYzGG428ciJd7IB46r05v+Vdvq6akNofS2hyKaw9SUJXOoco9pBevJ714PQAG\nrZlQn2GE+Ywg2u9cTG6+Ln2uvZFebyY87CaUvSvYv/8zoqLuaHLd3TcOd68IKtVMrLs+QT/oGmjs\ne3t4CKq7AV1aJvUXnN1sG0dBEHqXrg6ixwMzAGRZPvIzVVGUjmxz9ynwjizLawE9cC+wB2detRuw\nu7GMIAgCUkkZ2rwCbGHBqGbjsQul2VSU7MDhCX6R1yH95fRBh8NGesa7SJKOyIhbj3PUx1eDvZa9\nRetJKfieA2XbcKjOHHEvQwCy/2gGeA0muM9gooKjKSqqcsk9DToT/Txl+nnKTX5eWV9IbsVu9pdt\nJat0C0rROpSidfwv/SVCvIcQ6z8G2TIao967lZZPfgMHXs2+rI/J2v8JoaHXNZmNliQJn+jrydu6\nkFJrHgGHkiBoqPOiVotVDsdtZxranMPYQ/qfoGcgCEJHdGkQrShKl6d0FEWppeXt8M7vapuCIJy6\nWjvmW035khIPkCQt3uGXN6t36NAP1NTkEhJyFR4egccl1uNJVVVyK1LZkfc1e4vX0WB3LmTra5aJ\n9juXSL9RBJgimswwH48DZjwNFmIs5xFjOQ9VVSmtyyWj+Hf2FP3KgbLtHCjbzveZryD7j2ZI3ysY\n6D0ESTq1Zlx1OiPhYTe2OhvtFXwBBUlLKfOoxj/lCzRHBtGALS4St51p6Hani0G0IPRyXRpEy7L8\nJC0sJFQU5eluRyQIgtBIVVVnKodOhy067NgFWz3V+76lwQR9gi9AZ2g6q3lkFloj6YkIv+U4R92z\nbI56dhf8zLZDn3O4yrljibd7P0YEjSc+4GL8jMHttHD8SJKEr8cAzhzwd84c8HfK6/LZU/QryYe/\nJa3wZ9IKf8bHPYhh/a9hSL/LcNMa22/0JNHWbLRGa8A7/EqK935ExaH1eNeUgNGZ6mIP6Y/DZES3\nZx/1F50LWnGOmdB9t912A++9t5pXX13EDTfcTGBg04WrX331OZdddiU6XeeHhQ0NDXz//bdcfvnV\nnaq3atUK/Pz8ufrq61q8npNzkAUL5qHRaAgLi+CBBx5uMhHgcDhYtOifZGZmoNfreeSRuQQFDeDA\ngf3885/PIEkSwcEhPPLI3B6bQOjq23/pT18G4Crg1JvqEQThhFJzDqMpLccWFQoGt2MXMn6hVFcH\ngE/U9c3q5eauobY2j+CQy/E4RXaMqLdV80f2h7y26e/8d+8/ya/KQPYfzU2DX2LqiI8YHXpXrxpA\nt6SPeyAjB9zAxOHvcGviUgYFjKOyofD/2bvv8KjK7IHj3zt9kkwyk957ckkooYMoKKgoVoqoWH6W\ndbEs1rWsZdV1rWvvHRU7KogFxYaKIj2UtJuekF5n0jPt/v6YUCItCUMo3s/z+EBmbjkZk3DyznnP\n4cfiF3hx7fn8Uvom7fbmwx2mV+xYjXY62ygt/WyP581J5wACzQY3cu7yXU+oVDjTklB1dqEuqRi8\ngBV/CTfc8M89EmiA9957G7fbPaBrNjY28OWXy/p93oES2+eff4qrr/4HL774OiCzatUvvZ5ftepn\nHA4Hr7yykGuuuZ4XXngagIULX+Wyy/7GSy+9gcPhYPXq3/odW18NtJzj/t0/FkXxAWDvs04VCoVi\ngFyZeYDnLe7dObI+o00HBv8kjJbeNblut4OCwkWoVLpjYhW609HKhqrP2FD5KV3OVvRqPybGXMTo\niHMJMBydbdAEQSA6YDjRAcM52XEdm6o+Z0PVElaXL2JdxUeMijiXSTGX4KM7uuum97carfONwC9s\nAm21a+jKW4px9EXQU9biSE9Gt2Eb2pxCXMlx+7q84iihW7EdTbZ3fzl0DrVgP23fvzR3dnZy1123\nYbNZiYqK3pkgL1gwn9tvv4vvv19BVtZWuro6OfXUGTQ2NnLffXcRH59ASEgos2fPpaWlhZtv/gdv\nvvnuzutu3bqZF154Bq1Wi15v4MEHH2PRooWUlhbz9ttvMHfuhTzyyAO0tLQAcNNNt5KYmMxPP/3A\n4sUfoFKpGDFiJNdcswDYlUjfcssC/ve/Z3qthOfnS4wcORqAiRMnsW7dGqZMOWm3WLYwYcIkAIYO\nHUZeXi4Aer2BlhYbsizT0dGOVtt7eqg3easQzQQc2UsgCoXi6CLLuLZIyHodzsTdfrw0FmNtLwAB\nLKl7rkJvr1hOV1ctsbHnYjAED2LA3uV021lb8TGvrL+Q38reQkDFlPiruG7Cx0xNuPqoTaD/zEdr\n5oS4y/nH+MVMT74JH62F9ZWf8PL6C/ml9M1e3UWONgdajQ7s+fptlhth+4adj7sjw3CbTWgKSsDh\nGLR4FceOjz76iISERF588XUuueQyHD1fRzuSVkEQSEhI5OWXFzJ79lyCgoJ44IFHOPvsmXz77deA\nZxT3aafN6HXd3377hVNOmc4LL7zGrFlzaG1t4bLL/kZ8fCKXX34V77yzkLFjx/Pcc69w22138cQT\nj9LS0sLCha/x7LMv89JLb1BfX8f69WsBdg5weuqpF/YoJdl9uJPR6EN7e+9N0R0d7fj6+u78WKVS\n4Xa7mTPnAp599gkuuWQuzc3NOxPxQ2GgNdElu30oABbgca9EpFAoFICqshaaW3AOS4XdfrjKWZ/T\nbACV2oB/9NRe57hcdoqK3kWl0pOUOG+wQ/YKWZbJrf+Jn0tew9Zdg0Hjx9SEqxkdOfO/ewHiAAAg\nAElEQVSYqhn+M63awJjIWWSEn8nm6q9YXf4uq8sXsanqc6bEX8moiHNQCUdfffD+VqN9QsegM4bR\nItcSmvUZmtiecfaCgCMtGf0fmWiKynEOSTpM0Su8wX5azH5XjQ+FkpISRo4cB0BsbDxms2WPY2Ji\n9nyXIzIyCh8fH0pLS/jhh2957LGnez1/6aVXsmjRQm688VpCQkJITx+G3b6r03FxcSGZmRv48UdP\ncUJrawuVlduxWpu59dYbAOjo6KCy8sClSqrdWjx2dLTj59e7X7OPjy8dHR07P5ZlGZVKxX//+29e\nfPEN4uMTWLLkE1544WluueWOA95vIAa6Ej0VTzeNk4ApQIwkSQ96KSaFQqFAm1sIgGP33tCOTlpL\nV+BSgznhDFQaQ69zKqtW0NVVT2zsOej1QYMZrlfUtOazaPN1LMt7gDZ7I+OjzueacR8yMeaiYzqB\n3p1GpWNs1GyuGf8BJ8XPxy07+a7wGd7aNJ9y65bDHV6/7W81WhAELCnnIQtgq1sHbXU7n3Ome7rR\naHIKBjVexbEhKSmJbds83y+VlRXYbHvOsPtz5x6329Ma8+yzZ/HWW68TGhqGv3/vAdLffbecGTPO\n4rnnXiE+PpEvvli6cwUYIC4ugfPPv4jnn3+Ve+/9LzNmnEVERBShoWE888xLPP/8q8yadR7Dho04\n4OeQkpJKZuZGANasWU1GRu8V5REjMliz5ncAsrK2kZTk+beiq6sLHx/Pz8ugoGDa2rzT1nNvBppE\nlwNnAk8BzwNXiKJ4bPUoUigUh4/bjSavCHwMuBKidz1e8BPN2m4AzInn/ukUJ0VF76NS6UhMuHAw\noz1o3c4Ovi96nrczr6aqNYe0kKn8fewiTk76B0at/+EO77DQqY0cF3sxV497j+Fhp1PXXsj7W29g\nWa7nF4yjSVzcTLTaAEpKP8Hh6F2eEhB/GoKgwWqQkXO+3vm4OyQQV7AFTWE5dHUPdsiKo9y8efOo\nr6/n2mv/xptvvorJtOfPkd2T6IyMUdx2200AnHjiVDZuXM9ZZ527xzlpaUN57LEHufHG68jM3MiM\nGWdhsQTidDp45ZUXuOyyK/nppx+4/vqrueOOW4iLS8BsNnPhhRezYMHfmT//ctavX0tMTEyvGG65\nZQFOp7PXvRYsuJk333yVa665EpfLxdSpJwPw4IP3UVdXy5QpU9HpdFx77ZW8+OLTXH/9LQDcccc9\n3HPPHSxYMJ9lyz5j/vx/eOEV3Tth95qTvhJF8QkgGViIJxG/AiiRJOkm74a3T7IyztJ7lPGg3qO8\nlt6hLqvE54MvUE8YgXXarvHH3Z9eQTEl+AQOJW7ai73OqaxcwZatDxMbO5NhQ28e7JAHTGr4le8L\nn6PVXo/FGM3pybcQbxlzSO51NH99Vrbk8H3Rs1S35mHQmDglaQHDQk8blN7Xe9Pf17Ko6AOk/FdJ\nSb5ij77RVWsfxLb9B2I7/fG9eAn0DA7S/b4R/a/r6DxzKs4RQ7wZ/hHnaP7aPBIdzOvZ3d3FggXz\nef31RV6O6ugUEmLa5w+Zga4eTwfmSJL0hSRJnwNzgNMHeC2FQqHoRdNTyqEatVviUJ+PtcOzHcOS\nOrfX8bLsorDoPQRBfdTUQnc4bHyeez9Lcv5Nh8PKCbGXc9WYhYcsgT7aRfmnc9nIl5mefBMut5Ov\npEdYnHU7tq7awx1an+xYjS4t+xSns6PXc5bkWQA0Cy1Qtnbn4ztKmbQ5hYMXqOIvbdu2LcyffzmX\nXHL54Q7lqDDQJFpN702JGsC5j2MVCoWi79xuNHnFuH2MqJJidz2ctRSrAdQaP0yRx/c6pabmV9rb\ny4mKnI7ReOR3rShsWsMbGy8nt34lUf7D+NuYhUyOvwKNSn+4QzuiCYKKMZGz+PvYt0mwjKO4eR1v\nbLyMrTXLGci7qoNJo/EhPn4ODkcr5eW9e+oaAtPR+8bQqgdH1qc7H5cDA3BFhKIurUDo6BzskBV/\nQcOHZ/DOOx9x4onTDncoR4WBJtHvAz+Loni9KIo3ACuBD70XlkKh+KtSl1ai6uzCOSQRQd3zI8re\nQUv5D7hVYE46F0G1q++nLMsUFr0HqEhMuvjwBN1HdlcH3+Q/wSdZd9DpaOGkhKu5JOM5gnxiD3yy\nYqcAQzgXDHucM1P/hYCar/MfY1nef+h0HNnlAPFxs9GofSguWYzLtavOWRAET7tGAWyNmdBSvfM5\nR3oygix79ggoFIojyoBa3AH/AzYD0/C0uHtQkqSv93+KQqFQHNiOUo5eA1YKfqBZ5wAELEnn9Dq+\nrv4PWlsLiYg4GT/fI7ddfX17MUtz7qOxs5xQ3yTOFu8m1G/wW5fZHO1UdDZQ091MTVcztd3NWB3t\ntDg7aHF00O7qwiG7cLldOGXPjnu9WotepUGn0mLSGLFo/bBoTQTq/IgwBBJlCCbaGESAxnfQapQF\nQWBE+AzizKP4Iu9BcutXUtmSwzlD7iYmIGNQYugvrdZEbNxMios/oKLiG+Lido1J9o89lbotL9Js\ntBOU/QXCcVcD4ExLQv5xNZqcQhyjhx2u0BUKxV4MNIleJ0nSaGD5AY9UKBSKvnK50OYX4zb54oqO\n8Dwmy3Rmf0KXFvxCRqP1Cdt5uCzLFBV6pmklJx2Z0wllWWZr7XK+K3wWp7ubcVFzOSlhPhqV7sAn\nH6RWZyfZLWXktW2nuL2G0sxa6rtsez1WI6jx1/gQoPVFK6jRCGo0KjWyLNPtdmB3O+l2O6jobKCo\nvXqv1/BTG0n2iyDVN4oUvyiG+MUQrD+03UUCDOFcnPEMq8vf47eyd3h/y02cEHcZx8f+H4Jw5DWN\nSoifS2nppxSXfEhMzFmoejYRqrU++MeegrV0OW0FX2AafyWotcgmP1yxkWjKqxBa2pD9/Q7zZ6BQ\nKHYYaBJdK4riFGCtJElK7x2FQuEV6uLtCF12HMOHwI4Vzbo8rN3bwbjnhsLGxo1YbTmEhU3GZEo8\nDBHvn93VwYqCp8mq+w6Dxo9zh9xLavAJh+5+bgdbbCVssBawraWE0o46ZHbVCocZzIy3iMQaQ4gw\nBBKmtxCut2DR+WFU6fq8itzp6qbZ3kaDvYXqriYquhqo7GykrLOWzbZiNtuKdx4bbQhmZEAiGQGJ\njApIwvdPvb29QSVoOCHucuLNY1iW919Wlb1FVWseZ4t3Y9SaDnyBQaTXBxITcyZlZUupqv6B6Khd\ne/ItSbOwli7Hqm7HVPoHJE0BPO/KaMqr0OQW4pgw8nCFrlAo/mSgSfRY4GcAURR3PCZLknT0jZNS\nKBRHDG2up+5z9wErrm1LsBlAq7PgGz6u1/GFRTtWoS8dvCD7yNpZzac5d1HfXkyEKY2ZafdhNkR4\n/T6tjg7+aM5jTVMembYiutye6WE6QcMI/3iG+ceTboolyTeC5Mhwr7QRM6r1GI16Io1BjAhI6PVc\nm7OTgvYqCtoqyWopI6ullK9q1/FV7To0gpqRAYlMCkznuMAhmLXeXVWNDhjOFaNfZ1nuAxQ1/cHb\nmfOZnf5fwvySD3zyIEpMmEd5+RcUFb1PVOT0nSvmBksKBv9E2mzFOHI+Q7sjiRYTkb/7DW1OgZJE\nKxRHkAEl0ZIkhXg7EIVC8RfncKIpKMEdYMIdGQqAu6sVW+VKZF8wp8xB2G3sc1PTVpqaNhMSMoGA\nAHFfVz0syqybWJpzP51OG6MjZ3FK4j9Q77YZ8mDZ3U7WN0v8WL+F9dZ8nLJn0liUIYiJliGMt4ik\nmWLQqga6TjJwfhojowKSGBWQxPlR4HS7yG+vJNNayB/NeWywFrDBWsDzxV8wwj+B6aGjmBSYjkHt\nnfIWH20AFwz/H6tK32L19ndZtPk6ZqTcxrCwU71yfW8wGsOIipxOReU31NSuIiL8xJ3PWVLnUr3h\nMZqbthDaWgumMGQfI674aDTF5QiNVuQg82GMXqFQ7DCgn7CiKN4H7N5PSAY6gVxlg6FCoRgITXE5\ngt2BffSwnaUcXdtWYNU7ARXmhDN7HV/UswqddAStQsuyzKbqz/m+8HkEQWBGyq2MjDjba9ev6Kzn\ny5p1/FS/hTaXp+VZvE8Y04IzOC4wjWhjsNfu5S0alZp0UyzpplgujplGTVczfzTl8ltTNltaitnS\nUoyP+iumBA3n9NAxiKboA1/0AFSCmhMTriLSP40v8x7iS+lBGjvKmBJ/5RFTJ52YeBEVld9SVPQu\n4WFTdpbS+EdPpXbTM1gN3YTkfIUw4W+Ap0uHprgcbU4B9snj9ndphUIxSAa6TJEEpOBpayfgGbbS\nApwgiuKJkiTd7qX4FArFX4SmZ6CEM21Xx4rmzI/o1oB/+EQ0BsvOx222fOob1hEYOJJAy/BBj3Vv\nXG4n3xc9S2b1F/hozcxOf8ArXSJcspv1zfl8UbOGTJun3MWi9WN26PGcHJJBoq/3S0QOpXCDhVmR\nk5gVOYmqzkZ+qM/kh/rNfFu3gW/rNjDEL4ZZEcdxfFA6auHgKgRTgo7nslEvszjrTlZvf5emzu2c\nJd6JVu39uuz+8vOLJSL8JKprVtLQsI6QkAkAqDQGAuJPp7l4Ga2Fy/Afdzmo1DhTE5A1ajS5hdhP\nGLtrz4BCoThsBppEDwEm79hUKIriy8CvkiRNFEVxK6Ak0QqFou/sDjSFZbgtAbjDelZTG4tpaCsB\nI5hTz+t1eHGJpy19UuKR0Re629nB0tx7KWleT5hvMnOGPkSA4eCGvjjcTn6q38Liql+p6moCYJgp\nnnMiJnCcJQ2N6ujfghJpDOL/Yk/h4phpbLYV81XNWtY2SzxSsJiQsgDOiZjImWHjMKoHPoQmyCeO\ny0a9xJLsf5PX8DO27hrOG/owfrogL34mA5OUdDHVNSspLHpvZxINYEmeTXPxMqxCC/4VGyB2Auh1\nOJPi0ErFqOqbcIce/vgVir+6gSbRZkAL7OjMoQd27BBRfj1WKBT9oiksRXA6sacn71xhc2V/TkvP\nhkKfkF2bqdrbK6mu/hl/UzLBwYf/be227kYWZ99BbVsByYHHcW7afejUxgFfr9vl4Lv6TXxSuYp6\nuw2NoOb00DGcEz6RBN8jfxrjQKgFFWPMyYwxJ1PZ2ciymj/4vi6TN8tW8EnlKuZEHs/Z4RMGnEz7\naM1cOOJJvi14km213/JO5jVcMPxxgn3ivfuJ9JO/fwohIROpr19DU9MWAgM971zo/ePwCUih3VZA\nd9Yn6GM9CbYzLRmtVIwmpwC7kkQrFIfdQIvDXgA2iKL4uCiKTwHrgZdEUbwJ2Oq16BQKxV/CrlKO\nni4KLjstZd8hC2BOntWrjrWk9GPATWLivEEb7LEvjR1lLNp8HbVtBYwMP5s5Qx8ccALtkl0sr13P\nlZlP81LJV7Q4O5gZcRxvjbqFG5NmHrMJ9J9FGYO4LuEs3h1zK5fGTMMtu3mr/Hsu3/QUiyt/pctl\nH9B1NSodZ6b+iynxV9HSXce7m6+nsiXHy9H3347OMkVF7/V63CxeAIC1YSN0eN6JcCbHIms1ni42\nR/iYc4Xir2BASbQkSc8B5wPVQCkwR5Kkl4CvgSu8Fp1CoTj2dXWjKS7HFRKIOyTQ81jJ71g1XYBA\nQMIZOw/t7m6mouIbjMZwwsNPOizh7lBhy2LR5gXYumuYEvc3Tk/5Jyqh/2/uybLM7405XLP5BZ4v\n/oJ2VxfnR07m7dG3cHX8GYd8WMmRyk9j5KLoqbw9+p+9kumrMp/h+7pM3D3TFPtDEASOj72UM1Jv\np9vZxodbb6aoae0hiL7vLJZhBFoyqG9YR0vLrtHepqjJqFUGbAYZOa9nrplWizMlAZW1BVV1/WGK\nWKFQ7DDg/keSJG3lT6vOkiQVHHRECoXiL0VTUIrgcu9ahYadEwotkWPQ7tZxoqxsCW63nYSEC3ZO\nejscipvW8VnOPbjcTs5MvYMR4Wcc+KS9KGir5JXS5eS0lqNCxRlh47g4eiqBuiNrQMjh5KsxcFH0\nVM4NP45Pq35jSdXvPFW0hGU1f/D3uNPJCOj/kJ2M8DPx0Zr5PPd+Ps2+kzNT7zysLfASE+fRtHEL\nJSUfkZFxNwAqtZ6AuOk0lXxBq7QE/1EXgyDgSE9Gm1OANreQ7p5WkAqF4vA4Mnr9KBSKvyxtTymH\nY0dXjtYabDbP2+yRGbs2DjqdHZSVL0WnDSAmemBJqzfkN6zi0+y7AJnzhj08oAS61dHB88VfcOO2\nV8lpLWdSYBqvjlzA9YnnKAn0PvhqDFwWewpvjLqJacEZFLVX86+ct3hQ+pD67r2PMt+flKDjuXD4\nE+jURr6UHmR95aeHIOq+CQmZgJ9fPFXVP9LZWbvzcXPKbACs7iao9qxZuRJikA06NLmFSkmHQnGY\nKUm0QqE4fDq6UJdW4AoPRg70DJBw53yFzQAajR+BsZN2Hrp9+1c4HK3Exc1GfZhalGXVfs+SnPtQ\nCRrOH/YYyYET+3W+W3azonYjV21+luW164k2BvNo+hX8W7yIaKMyw6ovQvQB3JZyHs8Nv4Z0Uyy/\nN+Vw9ebnWFq1GlfP0Jm+ignI4OKM5/DTBfFD0fOs2f7BIYp6/wRBRWLChciyi5LST3Y+rvePx2hK\noF0H9m09j2vUOFITUbW2o66oPizxKhQKjwEn0aIoXiyK4kOiKPqJovh/3gxKoVD8NWjzixHcu5Vy\nyG5air7ArYKAxDMReko23G4HJaWLUasNxMXNOiyxbq7+ki+lh9BrjMwb8SRx5tH9Or+qs5E7st/i\nmeLPcbid/C3uNF4a8Y8BlSMoIMUviseH/o2bkmaiUal5rewbbtj6ClJrRb+uE+qbxMUZz2HShbCy\n5FV+L1t0iCLev8jIU9Drg3f+sriDOXUuCGCrXQ1dnsed6Z7vlx0bchUKxeExoCRaFMXHgDOA2Xha\n3V3R06VDoVAo+kyT21PKMaSnlKNiEzZaADAnzdx5XFXVj3R11RMTfRY6XcCgx7mh8jO+KXgCo9af\ni0Y8Q5T/0D6f65LdLK1azXVbXySrtZRJgWm8NvJGzos84Zjo9Xw4qQQVp4WO4fWRN3JqyGiKO2q4\nJes13i7/Hrvb2efrBBqjuSTjeQL04fxa9ia/lr6JPMilEiqVloT4ubhcnZSVf77zcf+YqahUOqx6\nN3L+CgBccVG4fQxo8orA3f8NlgqFwjsGujPnNGA0sFGSpGZRFE8FtgG3eC0yhUJxTBPaO1CXVeGK\nDEM2ezpQdG9bTIcOfM1D0PVM4pNlN8UlHyIIahISzh/0ODdWLeX7Is9b/vNGPNWv3sIVnfU8XfQ5\nOa3l+Gt8uCVpFpODhh3W1nxtTju1XW3UdrVT292GzdFFi8NOq7ObVkc3XW4nTlnGJbtx9iRoepUa\nnVqNTqXBqNIQoDNg1uoxa41YdAbCDX5EGkyYtAMfinIwArS+3JI8i5NDMni6aCkfV/7K2maJfybP\nJtk3sk/XMBsjuDjjOT7YehO/ly/CJTs5KX7+oP6/iok5m8KiRZSWLiEh/nzUaj0qjRH/6KlYy1fQ\nlvsppuFzQKXCKSahy8z2fA8lHPyodIVC0X8DTaL/XHim38tjCoVCsU+avGIEWd61obDLhrVhA/j0\nvIXdo67uD9raSomMPBWjMWxQY8ys/oLvCp/BVxvIRSOeJsgnrk/nybLM17Xreb30G+yykylBw7g2\n4SzMWt9DHPEuDreLovZmStutlLQ3U9LezPbOFloc3fs9T69SoxZUaAQVakFABmyOLrrdLpwHaCtn\n0uiIMJhI8DWT5BdIkl8gCT5m9OrB6aSSEZDISxkLeKP0W76p28BN215lXtSJXBB1Yp9W/QMMYVyS\n8RwfbL15Z330YCbSWq0vsTHnUFzyIZVV3xEbczYA5pQ5WMtXYHPWYKqXIHQIzvRkdJnZaHILlCRa\noThMBvqT7RPgIyBQFMWbgUuBD70WlUKhOOZpcguRAWdPEi3nfYvN4EatMuAXNXnncTtGfCcmzhvU\n+LbWLOfbgifx0ZqZN+KpPifQLY4Onin6nD+aczFpjNyWeB4nBPW9/GOgOpwOslvqyGmpJ7uljvzW\nRhy7Jb0qBKL9/BH9gggz+BGm9yPM4ItFZ8Ck0eOv1eOn0aEW9l3l55LddLmcWB1dWO1dWB1dNNk7\nqe5qo7qzlaquVorbm8lva4Taop33TfC1MCIglOEBYQwNCMVPoztkr4OPWs8NSedyfFA6Txd9znsV\nK9lkK+L2lLmE6c0HPN+kD+HijGd5f8uNrNn+ATqVkePjBm/bT3z8eZSUfkJJycfERJ+BIKgxWlIx\n+ETRKlfiyPoM7bS7ccVE4PbzRSsV033aFFArpUEKxWAbUBItSdKjoiieDpQDMcC9kiR95dXIFArF\nMUtoaUO9vRpXTASyyQ9kmVbpM1xqCIybjkrtSbLq6rbQ3LyNkJCJ+JuSBi2+bbUr+Dr/fxg0/swb\n/hQhvgl9Om+LrZjHCz6l0dFKhn8Ctyafd8iGpciyTHmHjQ3NVWxoriK7pQ5XTx2vJ3E1k+YfQqKv\nhURfCzE+AcSEW6ivbz3AlfdNLajw1ejw1eiIMu7983K63WzvtFHY1kRRWzMFbY2ev7c3sbQqDwFI\n8QtifGAU4wOjSPS1HJKV3jHmFF7JWMALxV/yS+M2Fmx5kZuTZzEpMP2A5/rpgpg3/Cne23I9v5a9\niUatZ0L0BV6PcW8MhmCioqZTUbGc2trfCQ+fAoA59TxqNj+LrXIlwY6bQeuDMy0J3fqtqIu340qJ\nH5T4FArFLgNKokVR1APVkiTdKorixcBJoihulCRJ6bejUCgOSJNXhMBuY77rJKzOOlDv6o0LkJXt\n6ZSQlHjRoMWWU/cTX0uPYtD4Mm/Ek4T6HTh5d8lu3t++ko8qf0FA4PLYUzgvcvJ+V3UHQpZlitub\nWdVQxqqGcmq62nY+l+IXyGhLBMP8wxhiCsZHo/XqvftKo1KR4GshwdfCqT3VN90uJ3mtDWyz1bHV\nVkNeawP5bY28V76VEL0PEwKjOTEkjjRTiFcTaj+NkTtS5jIyIJFXSpfzX+lDzg6fwFVxp6FT7f/1\n8TeEMm/E07y/5QZ+Kn4JjUrHmMjB6QyTmHABFRXLKS7+kLCwyQiCgH/cqdRueRGrzklQwc8I6Wfg\nSE9Gt34r2txCJYlWKA6DgZZzvAfkiaJoAO4HFgHvANO9FJdCoTiGaXMLkQUB5xBPezd71ie068Do\nF4fePx6A9vYKtm//mYCAIVgsIwYlrqKmtXwpPYhObeTC4U8S7pd6wHNsjnYeK/iETFsR4XoLd6TM\nZYgpxqtx1XW18UNdMb/Ul1HR6eleYlBpmBwcy1hLFGMsEVh0Rq/e05v0ag0Z5nAyzOHACNqcdjY1\nV7G2qZL1TVV8VZ3PV9X5hOl9OTEknqmhCcT6eKcLiyAInB42ljRTDA/nf8yXNWvJaS3nntR5hBss\n+z3XYoxk3oineG/LDXxX+AxalYER4TO8Etf++PnFExo6ibq61TQ3byUwMAO11g//iOOxVf1CR+5i\nfNPPwB0RittsQlNQCg4HaA/PL04KxV/VQJPoBEmS5oqi+D/gzZ7yjvXeDEyhUBybBGsL6qo6nPHR\nyL4+4OjCVv0rGMCcuqv7RmnZp4BMQvz5g7Kxq8KWxZKcf6MS1Mwd9ggRpiEHPCe/rZKHpA+ps9sY\nb07l1pTzMGm8k8w63W7WNlWworaQTc3VyHg2/R0fFMuUkDjGWiIxDNKGPW/z0+iYEhLPlJB4nG43\nW221/FxfwurG7SyuyGZxRTZDTMGcEZ7CCcGxXtmYGOcTxrPDr+GV0uWsqNvIDdte5l8p5zPanLzf\n84J8Ypk3/Ene33oTy/P/h05tZEjISQcdz4EkJsyjrm41xSUfERiYAXg23NqqfsHaWYpvUxkExuFI\nS0b/RyaaonKcQwav5EmhUAw8iVaLohgMzATmiKIYAfh4LyyFQnGs0uZ6NpztGBghF67EqnWgErT4\nx04DwOFopaLiG3x9wgkPP/GQx1TfXswn2XfgcjuZM/RBYgIyDnjOt7UbeLHkK1yym/+LOZkLoqag\n8kL5RrO9k6+q8/m2phCrowuAIaZgTgtLZnJILEb1sbXaqFGpGG2JYLQlgutcTtY1VfBDXTGbmqvJ\na23gtZKNnBKayFmRqUQYDm4kukGt46akmaT6RfFyydf8O3cRl8eeynmRJ+z3F7VQvyQuHP44H2y9\nmS/yHsSo9Sck5NB+XVoswzGbh1JXt5rW1lJMpniMQUPR6YNplRtwZi9FM/kmnOkpniQ6t1BJohWK\nQTbQJPpxYC3wpSRJ20RRlID7DnSSKIpaYCEQh6ct3oNALvA24AaygH9IkjS4Xe4VCsWg0eQWIqtU\nOFI9m/XacxfjVIM5cgqqnlXc8vIvcLm6GJJ2ISrVoV1ttXZW89G2W+lytnGWeBcpQZP2e7xLdvFK\nyXK+ql2Hn9pTczvWknLQcZR32FhamctPdSU4ZTd+Gh3nRopMD0sm3vfAXSWOBQa1ZucKdU1XGytq\nCvmutojPq/L4okri+OAY5kSlk2IKOqj7nBE2jgSfMB6SPmJh+XcUtldxc9IsDOp9dw2JMA1hTvpD\nfJx1G59m301EyJvo6FsP6oEQBIHEhAvZlPlvSksXM3z47QiCgDl1DnXbXsVW9i1Bk/6BOyQQV5AZ\nTWEZdNtBf+g6nygUit4GtGwiSdIHkiQlSZJ0U89DaZIkfdSHUy8G6iVJmgKcDrwIPAnc1fOYAJw7\nkJgUCsWRT2i0oq5t8PS1NRrAWoG1owQA8xBPKYfb7aC0bAlqtZHUlEO7kavd3sRH2/5Jm72RkxMX\nMDzstP0e3+bs5N7c9/iqdh0JPmE8P+Lag06g81oauD97Jddu+orvaosI1ftyXdI43hk3i/mJY/8y\nCfSfhRv8uCx+JG+Pm8ltqZOI9zWzqqGcm7Z8y53bfmBDc9VBTRVMM8Xy3IhrSTfF8mtjFv/Mep36\nbtt+z4m3jOZs8W7srk5e+/16mjurBnz/vggLOx4fnygqq76nu7sZgID4GQiosAMah/kAACAASURB\nVGq6kEt+B0HAmZaM4HR5aqMVCsWgGejY75Ld/wOKRFEs7sOpnwD37nZvBzBakqRfex77BjhlIDEp\nFIojn3bHmO+erhzOrM9o1YPeEIbB7NnEV129ku7uBmJizkKnO7i37/fH7upgcdYdNHdVMinmUsZH\nz93v8VVdTdyS9RqbbIWMt4g8MezvB9yYtj/5rY3cl72Sf25dwfrmKtL9Q7gnbQqvjDmLMyNSj9p6\nZ2/TqtScFJrAcyNn8ODQaYwyh7PVVst92Su5det3bLbWDDiZDtSZeDT9CmaEjqW4o4abt71KYfv+\nE+P00GmcmnQ9rV0NfLztVtrtzQO6d18Igpr4+PNwu+07R4Fr9GZMoeOwa6AzZzGwqzRqx/eXQqEY\nHAP9KT11t79r8dRGGw50kiRJ7QCiKJrwJNT3AE/sdkgb0Kct2SEhh+4f178i5fX0HuW13LfughJk\njRrzpOGgU5NfvgJ0ED36YkJD/ZFlmTVrP0MQVIwe5RlwcSheT5fbyVt/3E1NWz4T4mcxZ/RN+62J\nzWws4tbshdjs7VySNJXr088ecPu6PGs9r+Vu4LeaMgDGBEfy97SxjA4+dKUBuzuavz6nh/ozPTUV\nydrAm3kb+bm6hLuzfmRMcCRXp41jZHDEgK77QOjFiEVRPJvzBbdnv8lDY/6PKeHD9nn8jJDLcWta\n+VF6i6XSXVw7+VUMh2gapdk8l8LChVRULGPC+PloNAY0Ey5n25drsdpyiNa1ox4SS3dUKJqS7QT7\naBB8j9xOLftzNH9tHomU1/PQG+iwldI/PfS4KIobgf8e6FxRFGOAJcCLkiR92NPhYwcTYO1LDAcz\nMEDRW0iISXk9vUR5LfdNVd+Ib00DjtQEWlvtyCW/06zqQECFOngq9fWtNDZuoqkpj/DwE+nq8sdk\n8v73uizLrCh8mpya30iwjOfE6AU0NLTt8/if6rfwdNFSZGRuSDyXGaFjaWpo7/d967vbWVS6hZ/q\nPeUrQ/1DuDh2hKftmzw4P9OOla/PQPTcljSJmaEi75VvZUNDFfNXLWOsJZK/JYweUHu80wLG4pfq\nw+OFn3LrujeZHz+DcyOO2+fxZwxdQL21lq21y3lj1a3MHfYwKuHQvHsQHX02xcUfsHXrUmJizkLW\niWi1AbTINupXvY96wnx0KYnoK+uw/bENR0baIYnjUDpWvjaPFMrr6T37+2VkoMNWTgR2vH8mAMPo\nw0q0KIphwHfAdZIkrex5OFMUxRMlSfoFmAH8OJCYFArFkU2T09OVo6eUoyP7Q+waCAgbj7qnbKOk\nxPP2dEL8oZsOt67iYzKrlxHqm8ystP+g3s/Gxc+qfueNsm/xVRu4R5zHyIDEft+v0+Xg04ocllTm\nYne7SPS1cGXCKEYGhA9K674dHG43Ve3t5Fmbqevqor67iya7nVaHgzankzan50+7y40bGZfs+U+W\nZbQqFTqVCr1ajV6lxqhWE6DVYtbpMOt0WLQ6QgwGIo1GQg0Grw+Z2ZcUUxD/GTqVnJZ6FpVtYUNz\nFZuaqzkzIpWLYofjr9X363rHB6UTrL+S/+S9zyuly6nuamJ+/Iy9dl0RBIEZqf+kzd5AcfNavi96\ngelJNx6S/6fxcbMpKfmYkpLFREefgSCoMCfPpD73HVqKvsQy/iocaUnof16DJqfwqEyiFYqj0UB/\nbb5/t7/LQANwWR/OuwtPuca9oijuqI2+EXhOFEUdkAN8OsCYFArFkUqWPQNWtBqcyXHQ0YjVmuXp\nDT3EM42wra2cuvo/MJuHYrEMPSRh5Nav5KeSlzHpQpg77BH0mr135nTLbt4s+44l1b8TpPPnwbT/\nI94nrF/3kmWZH+tKeLs0k2ZHF4E6I/8Xl8G00IRDmmTKskxVZycl7W2UtbdR1t5OeUc7VR2duNl3\n7bBWUOGn1aBXqVALatSCgEoAAQGn7Kbb5abV4aDR3U2Xy7XPK6kFgVCDgUijDwm+viT6mUjyMxFh\nNKI6RL80pPuH8Miwk1nTVMHCkky+rJZYWV/CRTHDOTMiFY2q76+36BfNM8Ov5r7cd1lWswabo51b\nkmej3csvWypBw8y0+3l3ywI2VS0l0BjNuKjzvPmpAWAwhBARMY2qqu+pb1hHaMhEAhLPoT53EVah\nFUvFJuSYsbgiw1CXVSK0d3h6sCsUikOqX0m0KIrvSpJ0KfCeJElv9vdmkiTdiCdp/rOT+nsthUJx\n9FDVNqBqtnk2FOq0uLZ+SasedFozxuDhAJSWfgJAQvz5+7vUgFXYsvgy72F0aiNzhz2Kvz50r8c5\n3S6eLlrKTw1biDEG82DaZYTq+9cho6zdyotF68huqUevUnNRzHDmRKcfks2C3S4XeS028lpayGux\nIbW00OJ09DrGV6NB9Pcn3mzCHzUhBgMhegNBej0mjRY/jQa9Wt3ne7pkNy0OB812O1a7nWa7nbru\nLqo7O6nq7KC6s5ONTY1sbGrceY5RrSbJz8SwADPDzGaG+Adg6Mc9D0QQBI4LimGsJZKvqvP5sHwb\nr5Vs5LvaIhYkjyfNP6TP1wrVm/nfsKu4P+89fm7cRquzk3vEeXttgafX+DJ36KO8s/kafix6EbMh\n8oBtEgciIf58qqq+p6RkMaEhE9Eag/ALHE5b01Y6sz7CGDMWR3oyhqpaNHnFOMbsu6ZboVB4R39/\nok8RRfHvwD2iKDr+/KQkSYu8E5ZCoTiWaHq6BjjTkkCWsRV+jqwBc/IsBEHAbrdSUbkCozGcsLAT\nvH7/ps4KPs2+C7fs4ry0hwjz2/uUuk5XNw9JH7HRVsgQvxj+M+QS/LV9X9Hrcjn5oHwbn1fl4pJl\njguMZn7iWEIN3tt05pZlStrayGxuIrO5iRybDYfs3vl8mMHASIuFZJM/cb6+xPn6EaTTIQiC1+ok\n1YIKi06PRbfvcok2h4PitjaK2lopamuluK2NbJuVLJsVyj0r1sl+JkZaAhkfFESKyd8rK9ValZpZ\nUWlMC03gndLNrKgt4tat33F6eDKXx4/EpOlbiYdJY+ShtMt4JP9j1lnz+VfOWzww5NK9fj0EGMI4\nb+jDvL/lRpblPsAlI5/r08j4/ggISCUocBSNjRtpaSnC3z8J85ALaVu9FWvDJoydVpxDkpB/+B1N\nbqGSRCsUg6C/SfQ1wFzAj94dOnZQkmiFQtGbLKPNLULWaXEmxSJXb8WKFRAISDoH8AxXcbu7iY+f\n6/XhKl3ONj7NvotOp40ZKbeSGDh+r8e1OTv5d+675LVtZ7xF5M6U8/c7fOPPNjZX8XzhWuq7OwjV\n+3Jt0ljGB0Z75XNwuN1stTbzR0M9axoasDrsO59L8PVjpMVCWoCZISZ/AvX9qwM+VPy0WkZYLIyw\n7GoD2OZ0kGOzkWX1JNMFra1IrS18XF5KgFbLmMAgxgcFMzYw6KBXqQO0Bm5ImcjJoYm8WLSOb2sK\nWdNYwd8TRnNiSHyfapcNah3/Fi/imaKl/NiwhVuz3+ChtMsI0e+5cTHSlMY5Q+5hSc69fJJ1J5eP\negWTvu+r330Rn3A+jU2ZlJQuJmPEnfiFj0ej8aVF305Y3nJUoy7CFRuJprwKoaUN2d/Pq/dXKBS9\n9fdfq9skSZomiuK/JUk6YCcOhUKhUFXVorK14hiWChoNXVkf0q0BU+BwNAYLLped0rKlaDS+xESf\n4dV7u2UXX+T9l8aOMsZFzWVkxNl7Pc7maOfu3Hcoaq/m5OAMbk6ehVroWxLX4XTwRslGVtQWoRYE\n5kanc2HM8IMu3XC63WQ2N/FrfR3rGhtodzoBCNBqmRYWzihLICMtgVh0R8+EOj+NlvFBwYwPCgag\nw+lks7WZDY0NrG9q5KfaGn6qrUGvUjE+KJgpoWGMCQxEpxp4Qj00IJRnR85gaWUeH23fxuP5q1nV\nUM4/kscTqDtwKziNSs0tybMJ0PqypHo1t2a9ziNDrySEPXfsi8FTmJpwNStLXuGT7Du5JON5dGrv\ntZsLDZmIr28sVVU/IKbOx2AIwhx/Jg2Fi2nJX4J55DycacloyqvQ5BXhGH/g8fUKhWLg+vtTPkEU\nxYeAK0VRFPB05pB3/ClJ0gPeDlChUBzdtLmerhyOtGSwt2OtW+/ZUJjm2VBYXf0jdnsTCQkXotnH\nRr+B+qXkdYqa1pBgGc+0xGv2ekyTvZW7c96mtLOOGaFjWZB49l67MezNpuZqnitcQ313Bwk+Zm5O\nPY4kv8CDirm4rZUfa2r4pa4Gq8NTNRes1zMtLJzjg0NICzCjHsSuHoeSj0bDpOAQJgWH4JZlitta\n+aOhgV/ra1lVX8eq+jp81GomhYQyPTyCNP+AAXW/0KrUnB8zlMkhsTxbsJY1TRXkbKrn2qSxTAmJ\nP+D5KkHFVXGnY9L48M72H7g96w1etSzAlz2/XidEX0hzZwWba77ia+lRZqbd77WOHYKgIiF+LlnZ\nT1JWvhQx9SoCUmbRULgYq6sBc10uziGJyN+tQptTqCTRCsUh1t8keg5wVs/fdyTR7PanQqFQ7OJ2\no8ktRDbocSVE485dRovOhUbti2/4OGRZpqR0sWcyW9xsr956W+0K1lR8SKAxhplp9+61h299t407\nc96isquRc8MncnX8GX1KeP68+jwvZjgXxAxFO8AV0w6nk5/ravimqoqSdk/Pan+NlrMio5kaFkaq\nyX9Q2+EdDipBINnkT7LJn0viEyhqa+PXulpW1dfyQ001P9RUE+vjy/SICKaGhROg7f8KfITBxMPD\nTuar6nzeLs3kMel3fm/cznVJ4wjQ7r9LqyAIXBh9IjqVhtfLvuXq31/goSGXEfenri2CIDA9+SYa\nO8rJa/iZP7a/x6TYS/sd675ERU1Hyn+D8vJlJCVejM43Al//VNpb8une9jH6U/6DKz4aTcl2hGYb\nsqX/PbMVCkXf9CuJliRpE7BJFMX1kiR9c4hiUigUxwh1RQ2qtg7sGWmgVtOS9wluFQQmnIEgqKlv\nWE9razERESdjNPavhdz+VLbk8E3+E+jVfpw39GEMmj3feq/paubOnLeo6W7m/MjJXB57ap8S1fzW\nRv4n/UZ1V9tBrz5v72hneVUlP9RU0+lyoRYEJgYFMy08gnGBQWj70ZrtWCIIAskmE8kmE5cnJrHN\n2syK6ipWN9TzRlEhbxcXMTkklHOjY0k29W8qm0oQOCdSZIwlgqfz/+C3hnKybHXcnHocYy0Hnho5\nO/J4NIKal0u/5vbshTySfjmJvr0nJapVWmalP8DbmfP5pfRNQnwTSQk6vl9x7otabSAu9lwKixZR\nWbmCuLiZmNMupH3tA1hrfifM0YEjPRlNyXa0uUXYJ432yn0VCsWe+tvi7nVJkv4O3C6K4u1/elqW\nJGma90JTKBRHO01OAQDO9GRoKsHqqAYtmFPnAlC6Y7hKgvfa2rV217Mk5x7cspOZaQ8R5BO7xzFV\nXU3ckf0mDfYWLomexkXRJx0wgXbLMp9V5vBu2Rbcssx50elcEjui36vPsiyzxdrMZ9vLyGxuBiBQ\np2N2TCynR0Tut+PFX5FKEMiwBJJhCcTmsLOytoZvq6tYWVfLyrpahgWYOTc6hvFBwf0qc4ky+vPY\niFP5vDKPRWVbuC97JbOi0rgsLuOA/0/PiZiIxd+XR7Z+wh3Zb/Fw+mWk+EX1OsZXZ2FO+kO8u2UB\nX+Q9yGWjXibYJ34gL8Ee4uJmUlz8ISWlnxAbew6mqMmoVXpsum5C8n/AmXoa8re/oMktVJJoheIQ\n6m85xys9f/6H3hML2e1jhUKhAJcLTV4xbl8jrthIun59lE4t+PqnoPUJpbW1hPqGdVgsIzAHDPHK\nLR2ubj7Nvps2eyMnJ163104cNV3N/Ct7IQ32Fq6Mnc7cqMkHvG5jdwdP5v/BFlsNgToj/0ydxEhz\neL9ic8kyaxrq+XR7GQWtnjZzwwLMnBUVzcSg4H4NBPmrCtDqmBkdy7lRMWxqbmJZxXY2NTeRZbMS\nYTAyJzaWk8Mi+ryCrxZUzIlOJ8MczmN5v7G0MpdttlruEE8g0rj/Fe7Z8ZPoanfwdNHn3JnzNo+m\nX0GyX++V7HBTKmem3sGyvAf4NPtuLhv5CkZt/1bO90avDyIy8hQqKr+hru4PwsKOJyD2VJpKv6It\n7xP8h56DMzEWbUEpqoYm3MEHV6evUCj2rl8/tSVJ2tjz10YgFE+ruzJJkn7uGdutUCgUAKjLKlF1\nduEckgSyC2vlzwCYh8wDdhuu4qVVaFmW+bbgSWraJIaHnc64qD2vW9dt5V85C6m327gi9tQ+JdAb\nmipZkLmcLbYaxgdG8cKoM/qVQDvdbr6rruK69Wt5JCeLwtZWjg8O4enRY3l05GhOCAlVEuh+EgSB\nMYFBPDBiJC+OHc9pEZE0dHfzQr7E/HV/8HVlBXa3q8/XS/YL5LlRMzg5NJHCtiZu2Lycn+pKDnje\nqaGjuTV5Dh2ubu7KfZuS9po9jkkPPZnjYi6mubOCZXkP4Jb7Htf+7Pi+KSn1vJuz490da/d2aCr1\nvPsDaHIKvXI/hUKxp/6Wc4TiGcs9DCjAs/osiqL4B3CRJElW74eoUCiORju6cjjTknEX/0yL1o5a\npccUPYXu7iYqq77HxyeKsFDvTHfLrF5GVt0KIkxDOD3llj3KMxq6W7gjeyG13VYujZnG+VFT9ns9\nl+zmw/IsPtq+DY2g4prEsZwVkdrnDX4uWebXulo+KC2huqsTjSAwPTyCOTFxRPkoI5m9Jc7Xj+tT\nh3BxXAKfbS/n2+pKXi7M5+PyUubExHF6RGSfpjEa1VpuST2OUeZwXixax5P5q8my1XFN0tj9ttib\nFpKBU/ZMubwz520eG3olcT69p2FOif8bde1FFDWt4eeS15iWeO1Bf94mUyLBweNoaFiPzSYRECBi\n9I2lnXLs2xbDcTcjazRocwuxTx4Hx/jGVIXicOjv8scLwG9AmCRJEyRJmgiEAVuAZ7wdnEKhOEo5\nXWikYtwmX1zR4bTmfIRLBebokxFUGsrKl+F224mPn4vQx37M+1PZks33Rc9j1AYwK+0BNKredcVN\n9lb+lbOQmu5m5kWdxEXRe5sVtUuLo5v7s3/mw+3bCNX78kTGaZwdKfYpgZZlmdX1dVy/YR1P5uVQ\n393FWZHRvDFhEjeIaUoCfYgE6vX8PTmFNydMYk5MLB1OF68XFXD1+jX8UFONS+5bxeHU0ASeH3kG\nib4WVtQWctvW76jratvvOdNDR3N94jnYnO3cmfMWFZ0NvZ5XCWrOGfJvAo0xrK34iLx677xxmxB/\nAQAlPXsLzKLnY2vFj6AGZ0ocqiYbqtqGfV5DoVAMXH+T6BGSJN0lSdLOkd+SJNmBuwFl94JCoQBA\nXVKO0G3HmZYMbXVY2z2r0ua0i3C5uikv/xyt1kR01OkHfa92ezNLc+5Dlt3MHHIfAYbeXT6a7W38\nK2chlV2NzI2czKUx+9//nN/ayA2bl7PJWs1YSyTPjpxBch+7b2y1NnNL5gYezsmioqOdU8IjeHX8\nRK5JSSX4CJkkeKwz63RckZjMwomTOC8mlhaHg2ekXG7YuI71jQ3IfUimI4wmnhgxfbfyjm/Y1Fy9\n33POCBvHNfFn0uxo4185b1HV1dTreYPGj9np/0WrMvB1/qM0dpQf1OcJEBw8Fj+/BKprVtLZWYd/\n7MmoBC02TTdyya+e7z9Ak6uUdCgUh0J/k+jOvT0oSZIb8E6hl0KhOOppe+owHenJ2LctpkMHPj7R\n6EzRVFV9j91uJSbmHDSag5vm5padLMv9D632ek6Mv4p4y5hez7c6O7kr9222dzYwO2ISVxygjd23\nNZ6Vx4buDi6JHcF96Sdh0h44+a3u7ODh7G3ctSWTgtZWJoeE8tK4CdwkphFm8N7EOkXf+Wu1XJ6Y\nzKvjJnJqeATb29v5T9ZW7tySSWFrywHP16s13JwykQVJ4+l0Obk3+yc+2p6Fez9J+LkRE/lb3Gk0\n2lu4s6d0aHchvgnMSL0Nu6uDJTn3Ynft9Z/UPhMEgYT4uciyi7KyJag0BvwjJ+NUQ1v2RziTYpF1\nWk9pVR9X4hUKRd8pu1kUCoV3ORxoCkpxm/1xhwVhLfO0lDeLFyLLbkpKFiMIGq8MV/ml5A3KbJmk\nBk1mYsxFvZ7rctm5L/ddSjtqOStsPFfFnb7PBNrpdvNS0TqeL1yLUa3hP0OnMi92OKoDlG90OJ28\nVVzItevXsrqhnjT/AJ4aNZY70ocR7eN70J+f4uCFGAzcKKbx3NjxjA8KJstm5eZNG3g+Pw+b3b7f\ncwVBYEZECv8bcSpBOh/eLdvCI3mr6HI593nOeZEn8H8xJ1Nnt3F3zttYHb1LQYaGnsKYyNk0dJTw\nTf7jfVoZ35/IyFPR6QIp3/4lTmcHlp6Nu9a2AuhsxJmagMrWiqqq9qDuo1Ao9tTfFndDRVHc15bl\nA3epVygUxzxNYTmCw4k9PRl5+wZsqg5UggZT/KnUN6yjrb2MqMjpGAzBB3WfvPpfdk4kPFP8V68E\n2eF28l/pQ3LbtnNS8AiuTThznwl0q6ObR/JWscVWS7yPmXvTTyTM4Lffe8uyzI+1NbxdXIjV4SBU\nb+CKxCROCAk95icLHq3iff24d9gItjY382pRPiuqq/itvo5L4hM5IzIS9X5GvYumYJ4bNYNHclex\nunE7tVu/4xn/M/e5CjUv+iS6XHYWV63intxFPJZ+Jb6aXRMRT068jpo26f/ZO+84O6ry/7/P3N63\n957tm00lhJBAQijSUb40EayIWNAfoiiidAVEwS5KsyKgiKIoQhKSQHpPtvfe7u69W2+/c35/zJIQ\n0pMNCeG+X695zd7cmTNnnpyZ+5lnnvM81LiXk+ms4LTM/zvq89LpjOTmfpTGxmfo6voPeXlXYTan\nMi77CVe9hK78EgxVDRhqmghmHllaxhgxYhycI/VEFwPnHGApmdquxYgR44OIvnaywEpZIeNVfySi\nA1faQhSdafcEqLy8q4/pGEO+dl5teAiDYubK8gcw6/eI3qhU+VHTS2wdaeL0uGJun3YlygEEUodv\nhK/v+B87Rvo5IyGLH8284JACunNigjt3bOMn9bUEoiqfzCvg1/Pmc1ZKakxAfwCYER/Pz+bO4+Zp\nRSDhN00NfG3LJqqGD55cymUw88D0pXwktZDmCS+fWvkSdWMHnrD36ZzzuTDlNJonermv/s8Eo7un\nEmkVDcvuw2qIZ3nLL+kaqTqmc8rJvgJFMdLa9jekjBJXfBUIGGn9D9GcdKTZhL6uGVT1mI4TI0aM\nvTnSst9tx6kfMWLEOBUIhtA3dRBNikd16PCOVIMR4ipuZHS0maGhLSQmzMblKj7qQ4Si/t3xpFeU\n3kOyLX/3d1JKftnyL1YPVTHdkcudxdeiP0B6ss3eHh6pextfNMw1WRXcmDvzoOEbwWiUFzra+Htn\nBxEpOSMxiZsLi0kxmw+4z8mILxLFE4wyHokyHo4yEVEZj6j4IlHCqiQiJVEVbS0lihDohUCvMLkW\nWHQKdr0Ou0HBbtBh1yvEGfXY9coH4kFCJxQuz8rm7JRU/tDazBt9vXx7x1YuTM/gMwWF2PT7/2k0\nKDpuLTydXKuLp1q38u2db/D/is5gSUr+PtsKIfhKwWWMRXys8dTwcOOLfLfkOnST2WgcpmQ+WnY3\nf9l5Oy/X3sNn5zyJzXh0RVFMpjgyMy+ks/MV+vrfJiX/Ivp3PsGwbpzEnm2ES6dh3F6DrrOXaG7m\noRuMESPGYXGk4RwxYsSIcUD0Da2IaJRIWSHh6peZMEjMphTMcYXU73wIgPz8a4/pGMuaf86gr43T\nMv6P8pS9M238ruMN/juwmQJrGveW3oBZZ9xvG6/01PNkyxZ0QvCN4jM5Zz8i6N1s8Qzx68Z6+gIB\nkk0mbiksZn5S8jGdx/EiFFXp8Yfp9oXo9oXo84cZCkQYDEbwhCL4IsfPG2lSBIlmPUkmPYkmA6lm\nPZlWI1k2IxlWI2bdyTUNJ85o5KslZVyQnsHPG+p4rbeHjUOD3FJYzJnJKfvdRwjBFZmlVKSncueG\nN3i0YS0d/hFuyNn3IUwnFO4oupp76v7Iem8dP2n+J7dN++juNyO5cXNYnP95Vrb+hn/W3s91M36M\ncpQpH/PzrqKz8xXaWl8kPW0xzpR5jAysx1f1F/QV38C4vQZ9bVNMRMeIMYXERHSMGDGmDMNkKq1w\n6TSGlz8IOq2SWiAwRE/PMmy2HJKT5x91+zUDK9jR9yqp9iLOKbhlr+/+1vM2L/a8RaY5ke+Xf2qv\nGNR3UKXkmbZtvNxdS5zBzPfKF1PqOHBs9ngkzFNNjSzr70NBcGVWDh/Py8OiO/G3TiklnlCE5rEg\nLWNBmscCtI0HcQci7G+qmsOgkGEz4dIrJBh1OAw6bO94k/U6rHoFoyLQKZOeZyHQCVCByKSHOqJK\nwqrEF1WZCEcZj6iTHm0VbyjCUDDCYCBCj8/P/pI5JZn05NiMFDjMTHOYmOYwk2LWn3DvdanTxU/m\nzOOlznaeb2/jBzVVLEhK5pbCYhIPkJpwQWoOP575Ee6vWckLndX0Byb4f0VnYHjPmw+joud7Jddz\nZ/WzLHNvw6m37DXJ9Yysj9M9Wk3j0Nus6fgjZ+V++qjOwW7PJTl5AW73OrzeauLKrmdkYD3Dwzuw\nJdtQbRb0dS0Ez18Eh1F8JkaMGIfmxP8SxIgR49TAF0DX2kU0LQk10sMwwyjocE27hMaW55AyQn7e\n1YiDTOA6GMP+Xl5r/BEGxcIVpfegV/Z4mVe4d/B0+/9INDr5fvmniTPsG9ccUqM81rCWtwY7yLI4\nub/inIPGP28eGuLnDXUMhYJMs9v5WkkZBXbHUfV9KgirkuaxADXDfmqG/TSMBhgJ751Z1GXQURFn\nIdNqnFwMpFuNJJn0mHQKyckO3O6x497XUFRlKBihPxCmayJEly9Et0/zjm/1+Njq8e3e1qFXmOYw\nUx5noSLOQpHTjOkEeKwNisJ1ufksSk7hFw31rBt0s8Pr4ebCYs5NTduvlOIa4QAAIABJREFU0M+x\nuiaF9CpWutvwhvzcVXY2Nv3eb0CsOhP3l93IN6uf5u+9a3EZbLsrZgohuKT4WzyztZG3239HtnMG\nefFHV3ahIP8a3O51tLa9yOxZ92I0xjMmvUTq/02ktBDjll3o2ruJFuQcVfsxYsTYm5iIjhEjxpRg\naGhBqCrhskImdv6eiA7ikueiIujo+CcGg4vMzI8cVdtRNcI/6+4nGJ3g0pI7SbRm7/5u20gzjze/\njE1n5sGyT5Jqittn/7FwkAdqV1E96qbCmcz3yhYfMP/zRCTCU82NvNHXi14IPpGXz9XZueiV91fY\nRaWkaTTANo+PXV4fDaMBQuoeH3OySc8ZyXam2U0UOEwUOMwkmE6OW7pRp5BuNZJuNTIrYe9Uf2Ph\nKM1jAVrGgjRNrrd7fWz3asJaLwRFThMVcVZmJ1gpcVkwKO+fpzrLauMHM2fzem8PT7c08ZP6WtYP\nuvlKcSlxxn3Dg1wGMz+Yfi6P1q9hnaeLO3a+wX0V55Bksr5nOxvfL/sUt1c9ybMdb5BkdLE0eSYA\nFoOTj5bdw5923Mor9Q/wuTlPH1V8dELCbJyOQvr6VuP39xE37aMM1D7LaOPfMZz5K4xbdmGoaYqJ\n6BgxpoiT444bI0aMDzzvVEWLFGYy/PrmyQmFn6K7+zXC4VEKp30Sne7oqvatbn+anrEaKlLOpzJ1\nT5XD1ok+Hqz/CwB3l1xPnjV1n30HAuPcXf0mnf5RFiXlcHvxmRgPMNlwu9fDT+prGQwGKbDbua2k\nnHz7wbN1TCXeYIRtHh/bPBNs80wwFtbilwWQYzNSHmfZ7bFNNBnet35NJQ6DjlkJtr3E9WgoSs2I\nn+phHzXDfupHA9SOBPhbuweLTmFGvIU5iTbmJNhIsRz/81aE4MKMTGYnJPB4XS3rhwap3byBLxeX\ncuZ+YuFNOj13lp3Fb1u28O/eBr6+4zXurziHPFv8Xtslm1w8UHYjt1c9xePNL5NgdDDLVQBAprOC\nJflfYEXLr3il7kGurXz0iOOjhRDk51/Djp0/oK39JYoLb2Cg9ncMSy/xuiFUpx19QytEoqCPhXTE\niHGs6O69994T3Yej4V6f7+BJ8mMcPjabiZg9p4YPqy3F2ASm199GzUzFb2+j17sBkzGepFlfYsfO\nB4lGAsyadfcRVyi02UxUd6/htcYfE2/O5KqKh9ArmohyB0f4VvUzjEZ8fLPoKuYnlO6zf/O4hzt3\nLaM/OMHHMkq5tXD+fj3KYVXldy1N/KqxgaCqcn1uPl8vLT9gPOxU0u8Ps6x3hGca3Tzd5GbD4Djt\nEyEcBh2LUuxcnZfALSWpfDQngdOS7OTaTViPUgAdaHxKCVEJ4SgEIxAIgy8E/pD2ORTVdJcqtUUR\nMJVhzCadQpbNyJxEGx/JjOPy7HjKXWYcBh3DoQh1owE2D03wr65hNrjHGQ1HcRn0OI3HVwja9QaW\npqZh1xvYNDTEqoF++gJ+ZsTFE+ew7GVLRQhOi8/ApNOxdqiLle42ShyJpL0nZCjOYKfUns2KwR2s\n8VRzelwx8UZtm0xHBX3j9bR4N6ITenLiZh55n+25dHb9h5HhGvIKriPsrsYX7Mc24sWUugB9ezdq\nejJqYvyhG3sf+bDeO48XMXtOHTab6b4DfSeOtVrSCUK+H3F9HxberzjJDwMfVlsaNu7AvHwtgQvO\norftAdyyn9SyzxBOmsaWrXeRlXUxMyq/dcTtmh0hfvj6tfgjo3xy1q9Id2jp6Mcjfr5R9RTt/gFu\nyr2Q/8tYuM++VSP93FezCn80zE35c/lo5r4iG6DLN8GjtdU0j4+TYbFwR1kFhQ7nEff1SOj1hVjr\nHmftwBhNY0FAS9pfHmfhtCTN45pjMx7ThLtIFEaDMOKfXAIQEkbcw2H8IfCH9yyBMEgO/1gCidkA\nZgNY9NraagSHGZwmidMMLgs4zRBnAcMxat1eX4htHh+bh8bZ4fERmfzZyrYZWZBsZ1GKg1z78X3g\n6ZiY4LG6GprGx0g2mfjBgtNJl/v3iq8caOXxxvUA3FGykIVJ+4ZPrBzcySONfyXJ6OSx6TeTbHIB\n4AuP8OzWmxgLDnL9jMfJiZt1xH1tbv4z9Q2/pbT0S6RY8ul8+w5cQR2ZZz+L/U+vEi4rJPDR84+4\n3ePJh/XeebyI2XPqSE52HPDmGBPRMWIX2xTyYbWl9dm/ogx4GL9hMc1v3UJYLyi6/BU2bb0Lj3cH\nZy36HQ7HwdPIvRcpVV5u+A71/es4t+BLnJ6lpcYLqRG+W/t7do22cUXaAr6Qd9E+YnOjp5uH6t4i\nKlW+UXwmZyfn7ad9yet9vfy2SfM+X5CWzucLi45b5o3xcJQ1A2Os6BulbiQAgE5AZbyVhcl25ifb\ncRmP/NhjAegfA/cEDI4L3OPgHteE88GEsV6RWI1gMYBZrwldnQJ6RVvrFM3jHFU17/O716HoHvHt\nD0MoeuDjCCQuCyTZIMkOSTZJkg3SnJrIPtLnhPFwlM1DE6wdGGObx7c7TjzfbmJpupOzUx3EHYUd\nD4eIqvJ8exsvdLShTMbLX5Wdu9/84juG+3igdhXBaJRbC+dzQdq0fbb5W/fbPN3xP/Ksqfyo4qbd\nGWW6Rqr4046vYjPG89k5T2EzHpnXOBweY8WbV2EwOFl89nO0vvIxIpFxikpvxbkmiBifYPyrnwbj\nyRMS9GG9dx4vYvacOmIiOsZBiV1sU8eH0ZbKoBfbk88TKcxlMHEjHZ6VuOJnYD3tS6xd+wWSkk7n\n9HmPHnG76zv/wputT1AQP59rpj+MEAqqVHmk8a+sHqpiYUI5dxZfu0+55pXuNh5rWIteKHyn9CxO\nS9g3L+5YOMzPG+pYO+jGptdza3Epiw6QF/hYiKqSbZ4JVvSNsnFwgrCqydoZ8VbOTnUwP9mO4zDd\ntFJqwrh7BLpHBD0j0DMCY8F97+8OkyZUXRbNE+y0SFxmyM+wEvb5sBiO3Tu893lqYno0oHm8R/0w\nGhCMBsDjg8EJ7fN7sRklGS5Id0KGS5LpgkTb4Qtrf0Rly9AEq/pH2TI0QXQy1GROgo1z0pzMT7Zh\nOA4TQncOe3m8vhZ3IMCsuHhuLysn3rivJ7x+bJB7qt9kLBLipvw5fCyzbK/vpZT8uu1V/tW3gVmu\nAu4vvRGDoj0ArO98jjdbf0N+/Dyunf7DI85qU13zE9rbX2bWzLsxDtTjbnqRNNJJTbkN05ot+K84\nn0h54dEbYYr5MN47jycxe04dBxPRsYmFMWLEOCb01Q0AhMryGd71OBggbvqnqJ8s8Z2ff80Rt9kz\nWsuqtidxmJO4tOTO3QLiD53LWT1URYUjlzuKrtpHQL/a28Cvmzdh1Rm4p3wJFa59hXH96CgP1+zC\nHQwy3RXH7aXlJE9x1UFPMMIbPSP8r2eEoWAEgCyrkXPSnCxJc5BkPrQHUJXQNwptHmgbErR59hXM\nLrOkPFWS6tQ8vMkOSLZp4RUwGescgpAPwhMgulUm3DASFERDEAlBNKhto0ZBqnvWUgUkIEAoey86\nPeiM71oMoDdJDFZIt0KuAwxpEr1pjyAORiRDEzA0AQPj0Dsi6BmFRreg0Y12IDRhnZsAuQmS3HjI\ndB14DpxFr7Ao1cGiVAcjoQir+8d4s2+UzUMTbB6awGnQcV66kwsz40idwgmJM+Li+dP5S/jumk1s\n8gxx6+aN3FZaztyExL22K3Ek8cMZF/DdquU81bqVsUiQG3Nm7n5zIoTgC3kXMxgcZZ23lp80/4Nv\nFP4fQgjmZ11H+/B2WrwbWNf5HGfm3HBEfczLvYr29n/Q2vYC82Y9iLvpRYbDvSRkGDGhTQQ+mUR0\njBgfRGIiOkaMGEePlBiqG5FGA0GlmTF9GKPOAY5M+ratxOEoICnxtCNqMhiZ4J9196NKlU/MewCb\n0F5lr3Bv54Xu1WSYE7in5HqMyh5RJKXkxa5q/tC+A5fBxAMVS5lm3ztFmJSSf/d083RzI1Ep+URu\nPtfk5qGbohlyUkqqhv38t3uY9e5xohLMOsGFmS7OTXdS5DAfNMZZSi0Mo8GtCct2DwQje7Z3mCTT\n0yWZLs17m+ECu0kTu8FxCIxAoBv6RwSBUQiMQtgHauTdxwyhRV+/ByFR9JpAVhQQOrTPYo+gViN7\n/o6GAfnec9n33IQiMdrA5ASzE8xOSZYTCpPBVChRFPCHJb0j0DMKnV7tvGv6BDV9Wnt6RRPVRcmS\nomQtDGR/Ge9cRj2XZcdzWXY8HeNBlveOsrx3hL93eHm5w8ucRCsXZsYxN9E2Jf/ncSYTd0+fwSvd\nXTzb0sQ9u3ZwVXYON+YX7PVwl2N18eiMC7irajkvdFYzHglxS8G83SEgWlXDq7iz5nesGNxBhjmB\nT2QvRQiFy0q/wzNbbmJ12zPkxs0m01lx2P2z2bJITV1Ef/9bjAd6sTuLGR9twN/1KpbkQvTNHRAI\ngvn4T56NEeNUJRbOESP22mcK+bDZUtfVi/WP/yA8vZie6O/pj3SQUngtA2ZobX2eGZXfJivrosNu\nT0rJK3UPUONezpnZN3DV6V/H7R6jdqyDO6qfwaQYeLzyZrItyXvt80zbNv7eXUuyycr3p59LpmXv\niYG+SISfN9TxlnsAl8HAN8sqmBV/5Hl490coqrKyf4xXOr10Tmiz4XNtRi7KimNxqhOr/sCv4QNh\naJwUzQ0DMPKukIckmyQvAfIStXWCVfMY+zzgGwKfR+DzgN8Lcj8xyXqzJmCNVjDYwGiVJKSZCYQD\n6E2aB/md9TuC+XCRUhPV0dDkEoZIUBPtIR+EfWL336FxCPv3L7At8WBJAGu8xJoA1kQwWGDYB21e\naPdoHvi+0T37242SwmRNVJekgm3/ld0BCEZV1gyM81r3MPWjWhx6ilkT2+eluw76f3Mo3n2tN42N\n8UhtFb1+P5WuOO4on078e3JKe0J+7q5aQatvmCXJedxWtGCvTDHD4Qlu2/Ub+oJevlV0NUuSZgDQ\nPryN53beRpw5jc/MeQqz/vBTLno8O1m/4VZSUxdRnHIBXevvIT5kJDv7Acxvb8V/6VIilSVHbYOp\n5MN27zzexOw5dcTCOWLEiHFc0FdpoRzBgni8uzpAD7aiK+hcexMmUwLp6eceUXu7+v9LjXs5mc4K\nFuV+BoCB4DD31z+HKiV3Fl+7l4BWpeSJlk282ttIlsXJg9OXkmzau7hH28Q4D1dX0eX3Ue50cUf5\ndJKmIHXdaDjKa93DvNo1zHAoil7A2akOLsqMo8x1YK/zWABq+qC6T9AyCNFJj67FIJmRIXd7XJ0m\nTSCPD8Bwi6CrH4Kje7cpdBJLHFjiJWanxOya9Pq6QL8fcZmcbMDtDhzzuQuhhXDoDIBtf1vs7ZyJ\nhiTBMXZ7yAMjAr8X/B7wDQmG3uXFNjkk9hRIS5EUpkms5TARkTRNPmw0uWF7t2B7t0AR2gNGeZqk\nPA3i965vgkmnsDTdydJ0Jy1jAV7rHuHNvlGebnTzfOsQH8lwcWl23DHn3C50OPjpnHk8Xl/LukE3\nX9uykTvLKylzuXZvk2C08NCM87iveiUr3W2E1SjfLFm4u0x4nMHGvaU38PWq3/JY08ukmOIod+SQ\nGzebM7NvYG3nH/lf42NcXvq9w87aEh9fictVSn//GkqKbkavmBnRB0i19WEGDDVNJ42IjhHjg0jM\nEx0j9sQ6hXyobBmNYv/Z75E6He6ZnbS7l+F0lREqPIfaul9SXHQThYU3HnZzQ752nt16M4rQ89m5\nTxFnTscWb+TTKx+nxdfHLXmXcEX6Gbu3V6XkF00b+V9/E/nWOB6cfi5xxr1jm9/s7+MXDXUEVZUr\ns3L4ZH7BMVce7PeH+Wenl2U9IwRViVWncGHmwcXYiB929kB1r6DDuydrRoZTUpYmKU6BTKcmKkd7\nYLRHMD4AaniPWNIZJbZkJj22EmsiWFxaCMbhcrKNT6lCYGxSTHsEE4PaQ0P0XbHfQqeJame6xJkB\n1iRw+6CuH2r6BZ3ePdumO7WQl1mZkLBfca8Vdnmte5h/dw0zEo6iE3B2qpOP5cQfUZq8/dlSSslL\nnR38obUZRQg+N62ISzMy9xK9/miY+2pWsWukn/kJWdxZumi3kAbYMtzE3bV/xKG38NPKL5Bqjieq\nRvjTjlvpGavhkuI7mZF2IYdLT+8Ktm+/j9ycj5HsizLU/i8y9Pmkey9BGRhi4tZPIq1Hlr/9eHCy\njc0POjF7Th2x7BwxDkrsYps6Pky21DW2Yv3bawRPq6B18AFGDWGyFz7MpvrHCQa9LD3nrxiNrkM3\nBETUIL/f9kUGJpr5WNl9lCYvQZUqj7b9jZV9u7g4dR5fyb9stxiJSpWfNW5g2UAL02zxPDj9XJzv\nKuMdlSrPNDfzz+5OrDodt5WWs2A/leaOhB5fiBfbPKzqG0UFkkx6Ls+O5/wM536Ln/jDUNUL27sE\nrUOacBZMek7TJRVpYAnDSDeMdgtGeyEa2nOvNrsk9lSwp2hrS9yxFzj5IIxPKSE4qonp8QHtYcI3\nBO/EXCt6iSMNnBkSVzaEzVA/oHn2mwchqmrbZcdLZmVKKjPAsR9tHIqqrOof4x8dXromi1IsSLZz\nbV4i+fvb4T0czJY7vB5+WFvNSDjMkpRUvlJcilm3Z4wEohEeqF3F9uE+TovP4K6ys/eqovnvvo38\nsvVf5FpS+PH0z2PTmxn29/LM1s+hSpXPzHmSRGv2YdlTVSOsXHU94fAIi+b9jI7lX8AagmlZd2NZ\nU0/gwrMJzz78WOvjxQdhbH6QiNlz6jiYiI5VLIwRq2w0hXyYbGl6axO6QS/jpWF6xjZiNDhQM0+j\nq+tVsrMvJT39nMNua1nzL2jyrGVW2mUsyLkegN93LuPV3k3MdBbwraKr0U16kKNS5fGGdaxwt1Js\nT+TByqV7CeixcJgHq3axyt1PttXKD2bOodwVd9Tn2TUR4unGAX5dP0DreJAcm5HPFiXz5dJUyuMs\ne6VQi6hQ2wdv1Ate3imo7lPw+gV5CbCkUHLlDKi0gqlHMLBZ0L1VYaRTEBgRGCyQkA/pMyR5CyUZ\nMyE+F2xJWpzwVMx//CCMTyFAb9bio+NyIKUMUsvBliLRm7VsIuMDgtFuwUCtYKwVEhXB7GzJkumQ\n4pSEItDugfoBhTUtWmw1aLmqdZP/XTpFMM1h5qJMF4VOM32+EDu8fl7rGaF1LEC6xUiC6cARjwez\nZZrFwuKUVGpHRtji9bBxaJA58YnYDdqbCr2icFZSLs3jHjZ7e2gYG+TMxJzdb0mK7ZmMRwJsGK6n\neaKXxUmVWA1OXOY0atzL6R6tZkbqhYdVFlwIBYmK270OszUd09gQPnUEh9mOpcuICASJzCw7ZDvH\nmw/C2PwgEbPn1HGwioUxER0jdrFNIR8aWwaCmP+7CjXeRb/6L3xyjMSCq2lyLyMYHGLmzO8ethe6\nYfBtlrf8kiRrPleW349O0bPCvZ3ftr9Gti2JB0s/iUWvieSIqvLjhrWsGmyn1JHEA9OXYtfvEdBt\n4+PctXMbTePjnJ6YxH2VM4+6dHfXRIinGgd4on6A1okQOTYjt5SkcFNxCvkO814FNgYnYHWz4K/b\nBJs7FQbGBUk2WFQg+ViFpEIPSruge71goFZhfECgRiEuG9IqJTlnSLLmaqLZmjAZa3wc+KCOT0Wv\neeLjsjVBnVwqsSZIhDIZN94vGGoSDNaAKySYlSk5azrE2yQTIUGbR1DdJ1jfpk3edJm1zCagpZnL\ntBo5P8NFictCnz/MDq+f13tGaBoNkGE1krgfMX0oW1r1epampjEWCbPJM8TK/n6KnU5SzVrohE4o\nLErKoWXCyxZvL7VjgyxMyt4d2jE7bhqN4z1sHmlkLOxnXnwxybYCRgJ9tHg3EFFD5MfPOyz72e15\ndLT/g9GxJvKLbmC8dy2MduN0nYOhs5dwRRFYpjbN45HyQR2bJysxe04dMREd46DELrap48NiS8Ou\nBgwNrQRnpNI19hpSUbBW3kBL63OkpCwkL/fKw2pnNDjAC1V3AJLrKn+Ew5RM7VgHD9T/BYvOxBNn\nfhm71GaLhdUoj9av4e2hDsqdydxfsRTbu2bPrXUPcF/VTobDYa7LyePLxSUYdUdeUcQdCPN0o5tf\n1fXTNhEi127klmJNPOfYTbtDSiJRLVzjX9WCV6sV2j0CnQKn58IVFZLTrGDoEPStFww1K/g9Ar0J\nkqZB5lxJ3kJIKtI8zfr3KcvYqTI+dQbNU51QAGkztHhpvRnCfk1Qe9sEnjpIjArm5Ujml0hMRugb\ng5ZBwYZ2Qf2AFiCSZNeqNAohSLcaOS/dSXmclX5/mB1eH6/3jNAxHiTPbsJp3DOeDseWOiGYl5hE\nvNHIuiE3K/r7iDMYKZosK68TCgsTs2n3jbDF20P16AALE3MwKDoUIZifUMpGbz0bh+tx6q2UOLLI\ni59L3eAqmjxryXRMJ96ybzGhffqhMxIMDTM0tJn49LNQezYTIEB8xhyMnX6kyUg0L+uY/k+OlVNl\nbJ4sxOw5dRxMRJ+QmOiSkpL5wMP19fXnlJSUFAK/A1SgCvhyfX39oToVi4meQmKxU1PHh8WW1j/8\nHaVngL7Z7XSOrSMuYTbdLgsDA2s4Y/7PSEiYecg2VBnluZ230TmygwsLb2d2xuUMBIf52q4nGA37\nub/sRi4smo3bPUZYjfJw3dus93RR6UzhnoolWCbdtaqUPNfWyvMdbZgVHbeVlrHwKKoPjoWjvNTu\n4d9dw4RVSY7NyPUFicxPsu/ldR7xw/o2waYOmJiMYc5PlJyWLcmVMNIm8LbtiW82OSUJ+ZCQr00G\nnKK01EfFh2F8+r3gaQVPi8A/PFnURCeJy4aEQkmvATZ3aSkFJQKTXnJaDizIkyS+ZzLiTo+PP7QM\n0jgaQBFwXrqL6/ITSDQZjtiWVcNeflBTxWg4zCUZmXx+WtHu8I2IqvKjhjW8NdihvWGpWIpVr43v\n/uAwt+36DSPhCe4tvYF58cX0jtXzh+1fwqJ38rm5zxxWWXCfr5eVq67H6Sig2FDMUOd/STMWkt20\nAGk0MPGlG7Qk4SeID8PYfD+J2XPqOFhM9Pt+xZSUlNwBPAm843t5DPhOfX392WiOgSve7z7FiBHj\n8FGGvOi6+4nkpuH1bALAUHwJAwNriIsrJz5+xmG1s6bjj3SO7KAkaTGz0i/DHw1yX92fGQ5P8IW8\ni5gbp1VTC6tRflD3Fus9Xcx0pXFvxTm7BXQgGuWhmiqe72gj1WzmR7PnHrGADkZVXmr38IV1rbzc\n4cVl0PG1slR+cnouC5IduwV05zA8v1Xww+WClU0CVcJZBZKvzFW5yADiLUHz6wqDDQKdQQvTKL9C\nZcbVkux5ElvSiRXQHxYs8ZA5Byqvkkz/P5WM2RKTHbxtguZlCqE3BedI+NpcybnFKkYdrGkR/HiF\n4A8btRR67/iWZiRYeXRuNt+uTCfDYuT1nhFuWdfG75vcjE5WojxcpsfF8/ic08iz2Xm1p5vv7dzO\nSFjzFOoVhW+WLGRJch51Y4PcXb0CXyQMQKopjrtLrkcvdDzU+CLtvn7SHSUsyb+ZibCHf9c/hJTq\nIY9vtaaTnraY0bEmZNZpIMHrayJYlIoyNoGuvfuIzidGjBgnJk90E3Al8MfJz3Pq6+tXT/79X+AC\n4B8noF8xYsQ4DPQ76wEYT+5j3BvBbEike1JMFxRcf1g5bDuGd7Cm/fc4TalcVPRNJJJHG1+ixdfH\nxanzuCxtPqB56B6tX8NGTzez49L4XtliTDrttjUUDPJA1U6axseYERfHt8srcRoOP5hYlZIVvaM8\n1zrEUDCCQ6/w2cJkLsp0YZycfRZVtZzOa1oE7ZOp1FLskoU5KtkhGG4WdK/TttUZJMmlkqRCLZtG\nTDCfeKzxYJ0ryZwDviHJYKNgqAn6qwRUCdISJZ8ulPTbJeu6BLX92pLqkCzMl8zOAr1OsCDZwemJ\ndt7s08bL3zu8vNE3ynW5CVyYGYd+fyUU90Oq2cKjs+fwWJ2WT/rrWzdz9/QZ5Nrs6ITC14sXIJGs\ncrdzb82b3F+xFLNOT6kjm68XXsnDjS9yb92febzyC5yeeTWt3k20eDewqfslTs+6+pDHz8+/ht6+\nN+no/R/pjmmMjTczat6FmTgMO+uJ5h9exo8YMWJovO+e6Pr6+r8D736Ef/fdZxw4vNlIMWLEeP9R\nVQxV9UizEc/wchBgLfgIPT3LsNlySE1ZeMgmfOERXql7ABBcUXo3FoODP3QuZ523lpnOAr6YdwlC\nCKJS5b4tK1gz1EmlM4XvvktAt4yPcfu2zTSNj3FBWjr3V846IgFdO+LnG5s7+HldP2PhKFflJvDE\ngnyuyInHqFMIR2FdG/xoheC5LQrtXkFJiuRT5SofNYDytqBzjcJYn8CZISlYojLrE5L8RVr6tZiA\nPrkQQos9z10gmXW9pOg8lbhcid8DXRsUIisFF0q4qVxlZqbEPQ5/36nww+WC1c0QjGjZPM7LcPHE\nGXl8ujAJVUqebHTztY3tbBmaOOy+WHR67iyfzsdz8+gPBLhj21a2ez2AFiN9e/GZLErKoXrUzb01\nKwlEtZ/LxUmVfCLrHPqCXh6s/wthqXJpyZ1YDfG82foEfeMNhzz2O2+K3O4NGKZplUQ9ntVE4xzo\nG1q0MuAxYsQ4bE6GioXvfg/lAIYPZ6fkZMfx6c2HlJg9p45T2ZbRmmbC4z7U2UkMj7rRKTombBGk\njDBz5mdISTn4M7CUkmfW3c1YyM1FFV9iduECXu3cxAvdq8m2JfHYmZ/DZbShSsn3t67kf11NzEhI\n5WcLL90dI/p2bx/f27EVXyTKVyrLuaG48LAruA34QvxqRzevd2ii5YLcBL40I5MUqzZBMRCWvFkb\n5o3qCKN+iUEHS4p1zLXoGK6L4Nml3a7MTkH2fD1ZlXqscScujvRoOJXH5+GSmgbF8yA4IemqitCx\nNcxgg4QGwew0hQum69gZkaxsjPDfGsGqJlhaZuDccgPJFsHNaS47i/vuAAAgAElEQVSuqsjgqaoe\nXmkZ5P4d3SxId3LrrCzynIdXuOT/pcykLDWRBzZv455dO/j2nJlcnp8LwA+TPsJdm5bxZk8rjzS9\nzY8WXIRZp+drSZcxoHp5o2c7T/X8l7tnfZxP6O7nyTW38u+GB/n6uX/GpLce9Lhz5nye5ctvZSjS\ngEXvYFSOES0OotsYJb6rG/2CQ89nOF7ExubUErPn8edETSzMA/5SX1+/oKSk5BXgx/X19atKSkqe\nAJbX19f/9RBNxCYWTiGxCQhTx6luS/PL/8NQ10JXRRU9oWqcKadTFdiJQW9nyZK/oCgH9wZv7v47\nbzT/lFzXbK6b8WPqx7u5o/oZTIqBxytvJtuSjJSSXzVv4j99jZTFJXNf6ZLdWTj+1d3Jk02NGBSF\n20vLOfMw45+DUZV/dHh5qd1DUJUUOkzcVJxCmUsTPBMhWNsqWNsKgbA22WxBBhSFJCONgrBPE+nO\nDElqhTZJ7UgqBZ4snOrj82iRUit6M1AjGO4EpEBnlMQXQrtdsqZXMBESGBRtEuLiQklhjmbLtvEg\nTzcOsNPrRxFwUWYc1+cnYjccXmaY6pFhvl+1i9FImKuzc7kxvwBFCMJqlIfq3maDp4s5cel8r3wx\nRkVHIBrijupnaJzo5nM5H+GqzEUsa/4Fm7r/yozUi7mk5FuHOFfJmjU3MTrWwqyUSxlp/RfJIoO8\nhrNQM9PwffJjU2DRIyc2NqeWmD2njpNqYuG7eEe93w7cV1JSshbNM/63E9elGDFiHBBfAH1jG+FE\nMx5fDUgYS8wmGvWTl3/1IQV0/3gTK1p+jcXg4rLS7+IOjXF//XOoUnJn8bW7BfSTrVv4T18j+bZ4\nfrbwEmx6I1Gp8kRjA79pasRlNPLQzDmHLaA3uMf5yoY2nmsdwqJX+GpZKo+elkOZy8JECF6rFfxw\nmWBFg0An4CPZKp+wQMIWGNyhoIYhtUJSeZVK6cWS+NwPpoCOcWCEgLgsKL5AMvNaScYsiaKDwRqB\nbZPgGj1clqNiM8G6NsGjKwTPrQsyGoA8u4n7Z2XxncoMUswGXu0a5kvr23izd5TDcVJVuOJ4dPZc\nMiwW/trZzqO11QSjUQyKjjtLFzEvPoOtw718v3Y1YTWKWWfkntLrSTQ6eabjddZ7almSfzOp9iJ2\n9v+HmoHlhzhXQcG0TwAqg4YwCgreSA+hbDO67j7EkHeKrBojxqlPrOx3jNgT6xRyKtvSsGkn5mVr\ncJd20Rpdg82WS4PBiyqjLD3nr+gP8ho5FPXz7Nab8fg7uHr6I2S6ZnN71ZO0+vr5Yt4lXJ5+BlJK\nfte+nb911ZBrdfFQ5XkUZiTT3uvlkdpqtniGyLPZuHv6TFLMhy4MMeAP89vGATYNTqAXcHl2PFfn\nJWDV6wiE4a0WwZoWCEYETpNkcaIkwS0Y7dqTmi5tuiSp6PgVPzmuRAEfiAkQ48AEOBUz40MBCAIh\ngQgBQbR1BC24TkVzcbz7bwXNxaHTFjm5xgDSDJiltjaBtABmkDaQdrQgvSNP133CUaMw1Ax9uwT+\nyUml9jTJRJrkzWGB1y/QK5LTc7VqlA4zhFWVf3YM80LbECFVMj3OwhdKUsixHToR+Gg4zINVO6kZ\nHaHU6eR7FTNwGY2E1CgP1Kxi63Av8xOyuLN0EQZFR9N4D9+ofgqB4LHpn8cpwjy79fMoQuGzc54m\nzpJ+wGNJGWXV6hsJ+AcoN5Yz4dlJtq6S9LpyQqfPJHjumVNmx8PlVL53nghi9pw6DuaJjonoGLGL\nbQo5ZW0pJdYnn0cMD1Of8w/G9EF0RZfR1PMK06bdSEnxTQfd/dX6R9jZ/x/mZV7N0oIv8WD986zz\n1nJx6jy+kn8ZQgj+3L6T5zp3kWlx8HDl+SQYLQi7gVtXraFlfJy58Ql8q3w6Vv3Bp3JEVMk/O728\n0DpEcFLIfLEklSybkWAE1rbCW80Cf1hgN0iWxElcfQLf4KRQSpGkz5DE5Z7EEwRDIDwgvCBGQAwL\nxDB7ljEQ/mPvvBQSBAj12NqSVol0aKJaOkHGg0yQk2vtM8ZDNnNCkBJGu6GvSjDyrgcsUajntaEI\n3oAW5jE/TwvzsJug3x/m6cYBNgxOoBNwRXY81+YnYtYd/BVGWFX5SX0tqwb6STObuadyJtlWG8Fo\nhPtrV7F9uI8Fidl8u2QRekXh7aFqvt/wPClGFz+pvIVOz9u82vAQGY5ybpj5c3TKga+Vjs5/UVX1\nI3LSP4Ku6XUsYYXygetQVD3jt34SDnGdTTWn7L3zBBGz59QRE9ExDkrsYps6TlVb6tq7sT73CqMF\n49Qpr2LUO+iItxIMejhnyYuYTAcu9lA9sIxX6h4gzV7MjbN+yZ+6VvFC92pmOgt4sOyT6BUdL3ZW\n8fv2HaSZ7TxSeT5JJitdvgnuq95Fr8/HhekZfLGoGN0h4iiqh308UT9Ax0QIl0HHZ4uSWZzqIKJq\nJZ9XNWmxrVa95By7xN4jCI0JQAvTSJshcaROre2OmiiIIRBuUNwgBgXCDWJwUijL/d/XpW1SsNoA\n+6RH2Kb9uyPNwmjID0aQJjThagJpRPM0K5OLeNcaNG90dN9ltyc7AAT2XotxAWOTgn58cu07sBiX\ndomaDDIZZIpETZ38O5GTxpPt82hieqgJpCow2iTBbMkqn8AbFBh1krOmSc6aBiY9bBwc58mGAQYC\nEZJMem4qTuaMJPtBJ8JKKXmuvZW/tLdh1+u5Z/pMylwuAtEI99WsZOdIP2cn5fKNkjPRCYW/dK3k\nD53LKbNn81D5p3mt4RFq3Ms4M/sGFud//oDHiUZDrFz1cSKRCYrC8QT9vRRwFkmNGfgvO5fI9OLj\nYcIDcqreO08UMXtOHQcT0SdDdo4YMWKc5Bi21QDgFutBQDRjFn7PanJyPnpQAe31d/Na448x6ixc\nUXYPq4ZqeKF7NRnmBO4qvha9ouPl7lp+376DZJOVh6afS5LJSt3oCPfv2sloJMwn8vK5LifvoMJj\nNBzld01ulveOIoALM13cWJCEVa9jWxe8XicYCQjMOslFThVnryDUrRBWJMklkrQZEsuJTK45Dkov\niB5QegVKD4g+EJF9z1m6JGoByGSJjJfIOLTFpa0P5tE1JOtR3UfRP4H2a/GeXwz5nvX+v30XUYkY\nnfSgv+NJ94jdn5V2EK2Cd2c+lTqJTAI1HWSmRM0ENRMtTOR9xpoABWdLsubCcKOB9m1hRJ3C+RZJ\nMEvlTZ9geYPChjbJ0hLJ6Tl2Zs638tc2Dy93eHh4Vy/zk2x8oSSVRNP+f36FEHwir4BUs4Wf1ddx\n185tfLOsggVJydxTvoS7q1ewerAdnRDcVryA6zIX0+l38+bgTn7a8k++WngbPWPVrO38M7lxc8mL\nn7Pf4+h0RvLzr6Gu7lf4U89AaetlMLKZRC7DsK36fRfRMWJ8EIl5omPEnlinkFPRlmLCh+0XfyQY\nH6Qq7u+g6OhNTsHvH2DJ4uewWPbvuo2qYf644yv0jtVxacl30FvL9snE8e/eBn7dvIlEo4WHK88n\nw+Jgw+AgP6ytIqxK7pw7kwX2hAP2TUrJWvc4v6kfYCQcJd9u4oslKZS4LDS54b81gp5RgVFIFlsh\nvh/CEwKhSJJLIX2GVs3ufcUPSicoHaB0CJQOEKN7i2Wpk8i0SeGY8i4PbSJ7ar0eBSf9+IxMet8H\nQBkAMSBQ+rXPIvAeGzn3CGo1R6Lm8r4K6+RkBz3tY/RVCfprQQ0LdCbJRLpkZUDgl4JEm+QjpZLp\n6dDtC/Gr+n6qh/3Y9AqfnpbEeRmuvUrKv5ctniEeqq4ipEa5paiEizMy8UXCfK96BXVjg5yfOo2v\nFs4nIiN8q/pZ6sY7+VT2eZzlTOZPO76C1RDH5+Y+g9UQt9/2IxEfb668BhDkj6qEoxOUBS7C0eVk\n4qZrUZMPfO1NNSf92PyAEbPn1HEwT7Tu3nvvfR+7MmXc6/OFTnQfThlsNhMxe04Np6ItjZt3oW/r\nojdjM2PKMDKxFLe/hezsS8nMPP+A+61s/S11gyuZnnIBxekf486aZwlEw9xTej2ljmxe72vmF80b\niTOYeajyPLKsTl7r7eaxuhp0QnBXRSWXFuUd0J6eYISf1vbzQpsHCdxQkMRXy9KIhg38dZtgWYPC\neEBwlkly2jDoBwRShdRyKDxXkjgN9Mc7DlcF0Qu6naB/W2B4VWD8l4J+s0DXKFAGBJhBnQbRmRBd\nKAlfJIlcDtGFoFaieZ3T0ATiMb47POnHp4IWgpKqnbdaCdEzILIUovMk0WkSmQxYgHHQdQl0LQL9\nNoFhpUC3WXswEaOTbdk4bjmobDYTgXAIVyaklILQwcQA6IYUSsKQ7oJ6P+zoVagfgGnxOq4scJJg\n0rPd42Ote5zqYT/lLguOA6TDy7BYmRWfwLohN2+7B4hKydyERBYm5bB9uI/N3h5GwgHOSMhmfnwp\nq4eqWOutZUb8dPJsmTQMvcWQr53y5HP3+yZHUQxEowEGBzdiT5qJGO9BKh4SvNNAKESn5Rwf4+2H\nk35sfsCI2XPqsNlM9x3ou5gnOkbsiXUKOeVsqarYnngO1e9mV9Y/CSvQn5yOP9DP4rP/jNW6/wwA\nLZ6NvFD1TeItWVw345d8p+5Pe2XieHOglR83rMWhN/FQ5XnkWl2740CdBgP3TJ9JidO5X3tKKVne\nO8ozTW4mIirlLgu3lqViV4y8USfY0glSCuYaJPnDEJ0QKDpJSjmkVUqMB69FcYz2mgzJaAZds0Bp\n2TsOWJokag6Ti/b3+1mj9ZQbn+OgdIPSBkq70MJB3jWhUholah6ohZJoIchspiy+en+2jIagrxr6\ndgqiYYHOIulNhLUhgRQwPV1ycblE1YV5on6AjYMTGBXBx/MTuSI7Ht0Byof3+H3cs3MHvQE/56el\n8+WiEvzRMHdWLad1wsvl6SXcXDCXNl8/X696Eonk0YrPsrnlMdqGt3DetFuZl3nVftsOhUZZufJa\nFMVI1vA4Qo1SOXAxxlAi41/5JBjfn9Q0p9zYPMHE7Dl1xDzRMQ5K7Il16jjVbKlvbMO4rYa+rB0M\nGzxIVy7uUCfZWReTlXXhfvcZDw7xfNU3iMoI11T8kF93rmbXWBsXp87jxuylvD3UwY/q12LVGfl+\n5bnk2lz8srGBf3R1kmo289DMOeTbtRiL99qz3x/m0apeXukaRifgpqIUPlOYwo4OPc9tEXR6BaU6\nWOwD56CAqOZ5LjpXkpB/HFLVSS3UQLcVDG8IDC8JDG8p6Oo1L7O0Q3Q6RBZJwpdKIpdB9HRQizVv\nK4fO1DelnGrjEyNavHQhROdC5ByIzpao2RJp1yY46jo0r79+g0C/GpQWgRgBqUfz7h9l4pH92VLR\ngTNd80wjYLwPrMOCCikxWmDnqGBDO+jR8fESOwVOEzs8PjYMTrBpcIJip5n4/cRKOwwGzk5JZdeI\nl02eIZrGx1icksbi5Fw2e3vY6O0mqEY4J7mQPGsKKwZ3snG4gc8Ufo7moTdpGlpHYeIC7MbEfdrW\n6UxE1RDuwQ3YnYWIgAdhniBuMAtpt6JmvD8zbU+5sXmCidlz6jiYJzomomPELrYp5FSzpek/K2F0\niNaEdUSExO20Eon6mD37XgyGfQNQVRnlpeq7GPS1ce60L7PeH+S1gS3MdBbwraKr2eTt4ZH6tzHp\ndDwwfSk51jgerqlm9UA/0+wOfjBzzl45oN+xpyolr3YN80hVD12+MHMSrNw9Mwtj2MafNilU9Sqk\nR+HcECQPCmQYkoqg6DwtbGNKxbMPlBrQrxIYXhYYlino6gSKWyDjIVoJkcWS8BWSyIVaSILMAuwc\ntWCbKk618bkPAi0cJBPUCogugsiZEpkjkTYQPtC1C3QNAv16gX4NiB4tX7Z0ckRp9g5mS0UPrkxI\nKgapamI6bkxQhiSkwFavYGuXoCzeyA0lLkZCUbZ6fCzrHUECpS7LPrHSZp2OxSmptIyNscXrYbvX\ny5KUNJam5LHR080GTzcqkkvSp2NSDKzx1FA/0c+1eVdS636D9uHtzEi7CN1+iiI5nYV0dLzChBzH\n4Q8RZIyksTwMgz7Cc6e/L7keT/mx+T4Ts+fUERPRMQ5K7GKbOk4lWyo9/Zjf2oQ7q44h0wCqPY3B\nSC9ZmReSlXXRfvdZ0/EHdvb/l6LERSiOs3iy/TUyzAn8oOxTVI8N8f3a1RiEjvsrziHT4uKenTvY\nOexldnwC91bOxGnY+wfeZjPRMjTOD3b28r+eEcw6hS+WpHJxWhKv7tLzZqOC2Q9LQ5DjERAUxOdJ\nis6VpJSC/hgm4e1GanHN+vVg+LfA8A+BfruC0i20TCXTIXK2JHylJHI+qNNBZqDF7Z5knErj87Ax\naTHlavmkqF4gkVkSaQHFA7o2gW6XQL8SdDUCMSI0L7WTgz70HI4tdQaIy9Ye6NQw+Pog1ScoUiR9\nKmwaUGgbUri8wM7pqWZ2ev1sHJxgy9AEpS4Lcca9vdIGReGs5BTcwQCbPUOsH3JzdnIa56fms8HT\nxXpPFwqCa7JOYyA4zKbhBgLCzGnOXJq96/CFvRQlLty3nzoTqozgdm/Aas1GCY2i2MK4+pNR05JR\nEw+cgWeq+FCOzeNIzJ5TR0xExzgosYtt6jiVbGlavg5l0E1b4tuEFJV+h5moGmLO7Pv264XuGN7O\nqw2P4DSlMCP3qzzc9BIWnYmHKz5Djz/AA7WrEEJwT/kSkk1O7tqxndaJcc5JTeOOsgrMur2DVaWU\nLOsb5d4tHfT6w5yRbOdb5Zl09Fn523bB2JhgUUhS5gV9UODMkExbKkmvBMOxCtioFtesXz0ZorFc\nQdek5T1W8yB6hiR8iSTyUVBnTXqaT0LR/F5OpfF51JhApmsPO5HFEJ0hkQkSolqmFF3TZOjHGi07\nCGKyGMx7YqmPxJZ6I8TnQuI0CPkgNCDI8QuyDZLGgGBdt8CoGvlchRNfVPNKv9Ezik4ISpz/v70z\nj4/rqPL9t+7tVre6pdYuW7IlWbbjsh3biclmJyEhgYQAIezLwLBO5rFnAgwzvMcSlmHewLBkgM/A\ng4EBhm2GNQxLGJJAQhw7dmIn3iu2LG+SrX1ptbrV3ffW+6OuZXlTIvvalpz6fj79aXX3tVT9c1Xd\nU6dOnRM/xivtCMGqmlo8rVnX18tD3V2sqq3nxQ0LWdd3gLX9B4m5Lm9qvoatw3vZMLiL1qrLKC0e\noq1/HTWlLdQlW09oY6r8Ig4c+BUZRknl8oyJIeoG5+Om8xRXLD4TxZ8Rtm+Gi9UzPKwRbZkUO9jC\n40LRUgylid/7IP31O+hOHGYsXsGgP0BLy8uY03hiRo7R/CA/2vJBCl6OGxZ9lM+238uYX+QTi99I\n0S/hru1/xNeajy29nlSkjI9s3kT3WI5XN7XwroWLcJ1jUyj0jxX5/LbD/KStl5jr8B45iyXRWn6y\n0aWtR7CsAKuGoHRUUFoFC55ncveWJM/gS4+BuxUi9wlKfiKIrHVw9gvQgbf5BZrCa4OsGQuASs57\neMZUuVD6Z2gIoBz8VhOrXrwO/CYNMXB6wW03mT8ifwbRIRB+kIs7enpaRuJQMx9SjZrcINAnWJDT\nVEVg84jg8Q6H6xrKuK4pxpYBEyu9qX+UpRWlpEqOWvFCCC6pqqYiGmVNbw8PdndxSWU1L5+7iLV9\nB1jTd4BUJM6bW65hTd821g4obpzzcvqHHqWtfy1L6m4kftxC2HVL0Nqnp2cd8fgsnEIGtzRPxcEK\nigta0OVnMrieHts3w8XqGR7WiLZMih1s4XGhaBl7aD1OZwftdQ8z5vp0J0tAuDxn5aeIRI51uWrt\n84sdd9GV2cWqlr/iO91tdOeHeE/rrdSXNPDx7Q9Q0D4fWXwdUVHKXVueZKRY5B0LF/G6lhOLqDzc\nlebTT3awN5PnilnlvGPeHDbuSrC23aFuDG7IQE1a4Eah+SpN63MhfroZLvLgbIHovYLofwkimxyc\nQ8GBwMug8GJN4VXgrzTeS85NooKzxoXSP88akSC9XuCl9qVGJ0yFSLdd4G4WRB4EZ6/A9QW5ZPG0\nypXHyky8dKJak+kVlA4JLhrTaA1r+x2G0iW8aXEFBVEYj5WOOQ6LUvFjxsuiVIp5ySQP9/Twp+4u\n5idTvL55MWv69rOmbz+z4uW8bu4V3N/7JI8NtXPLnBfSObCGjvQ2ls96IY441r2eSi3kwMHfMuKn\nSeaL5MUQdUPzcTJFiksvOlN1J8X2zXCxeoaHTXFnmRSbCic8LgQtxfAIya//gL7qjeypVIyWpuhy\nhli44M0sWvRXJ1y/7sCP+GP712mpvJLtkWU8PrSbl81ezfNrr+IjW+8n6xX58OJrKXgl3K12IBB8\ncMlSrq2rP+b3pAse/0918+fuNCWO4E2tdZT79dy3rUCyIFid1yTTAoRm1hKY8xxN5HSyWxTA2QHu\nkwJ3G4i8MUr8em1yNS/X6DnMLC+zpyFXRGQ9RLYYPDxEzoO8h8j7UPApdV1yw2OIggd5H1H0wQd8\nfcxDHHlPa3OozBFoh/GfOfKzK9BRB0oc8xx10FE3eHYg5qDjEXSpiy41zwSviZylBM5ngyAu3t0C\n7lZh4uExRXF8aTKCeMs4rUI4vgfdO6Bzk6A4JihGNRsTgo4YXN6sqa5L8+09XQwXPJZWlHLHklk0\nJI613LcNDfKprZvJFIu8pXU+V9VU8r+33s9gIccdC6+iOubziZ3fpyKa5KWJAnt7/8Blja/g5oV3\nntCeffvvYdu2L1IjqkmNDDA300xj52oyb3s1/uy601HvGXEhzJ3TCatneEyW4s4a0RY72ELkQtAy\n9vs/E9m4ka2t95CJeHSUx3HcGM+7/kdEo8du6R4c2sIPNv8NiWgluvaN/K7nCa6oXMSb5r6Yj257\ngNFigQ/Kq+nPOXx7z26SboSPLVvOsspjDyo93pfhKzsOM5D3kKk4t9U18vBTUUZHBZeMaZrSgDZx\nz82rNYmpnnPywFHgbhK4W0GMBYZzjcZbCd6l2niap5Ph7GlEpoBIH3046TxiZMJ7o4GxPOad9p/R\nR4xiJzCQxZH3zM/4gNYIX4//bAxsEN7p3z901EEnIuiyKLo8ik6an/3yqHnvyPupKLjTy+AWfZDa\nHSP35zxOZ2BQRzXe0iDF3hKmvGtRHINDTwoObwXtC4bjmscSgnxCc91FHmszh1nXO0LcFbx1YR23\nNFYc45Xen8lw15Yn6Bkb49bGudzcUMdHtt5PujjG+y9azbB/mG/s/R3zE7NYln+cweweXrb44yyt\nf/4x7fD9Ig8//HZGMvuZO6pJFAXL21+Cvmg5uVedPK1lGFwIc+d0wuoZHtaItkyKHWzhMdO1POKF\n7qlez97KNoYSSfrFCEuWvI/WeccWaxjJ9/HvG/+aTH6Ahrnv4cddTzKvtJ475r+WT23/M+niGHcu\nXEX7iM89HQeoKYnxyRWXMC95tM52tujz77t7+H3nEBEBr5xTT3Ggip1dgvk5zYqsQBQgltI0X6Wp\nbJ5Cti0NogNTHXAjiJHAcK4OPM4rz7PH2fMRQwWcwTHEYB5nIHgOXovhPGKS6Vm7whiepeZBwh3/\nedzzG3cDL7F5rppVTv9INvAeuxARZ5a+zNdQNF5uUTjuOe8bL/gR73jOPDPxdaZoFgWTGONaYIzp\nyhh+RQm6sgS/sgRdEcOvKkFXxiB67o3sI2NddAWLs03g9AQGdVzjrTBVFv35TKmP5YbhwKOCgX0C\njeZAArYkBfVVmqY5I/y44xCZos/K6gTvWzKLmthRa713bIxPbHmCvZkMV9fW8cqmBu7a/kezmF20\nms3pzfyu+zGuqJhHauCnoDVvXfl1apPzjmlDd/daHnv8w6ScCmrSwzRkZtHU+byz6o2e6XPndMPq\nGR7WiLZMih1s4THTtYz/9/2IbZvY2vob0hGfzoSgrKyFa6/5Fo5zNN2W5xf50eb3c2B4M80Nb+KH\nvQdIRUv5+wVv5J+fWs9gIcd75l/JtqE8D3Z30ZxI8snll1A3IQf09sEs/7L9MIdzBVoSJdxQ3sSm\nfREqsoLLRzWlYwK3BBov8Zm1zBSyeEYMQWQjuBsEzuHAqEkaj3PxMo1u5twZzr42HuTeHKIvh9Mb\nPPpyxlA+yfSrBehUCbqixBiNZVF0WQRdXmKMyfIoflkUSt0pG8DTsn9qDTkPMVLASReMUT1SQIwU\nEcN5nKH8pIsKLTBa1cTxa2Lo2vjRnyti4J6d/+wTtAwWbeMG9eCERdsVGu9y0CfWOjklQx2wf50g\nOyDwHc22hGBPQnNJs882v5MnBjMkIw7/a1E9188qH/dKjxQLfGbrFrYMDXJxRQVvaJnLP+x8kJxX\n5EPyan7T/QCbh9t5QVUL+e7/oCbRwltXfp0S92gpT6016zd8gL6+jTRkBYkiLN93A27jpWTfcNtZ\nyRs9LfvmDMbqGR7WiLZMih1s4TGTtXQ6ukh+7+fsb3yAQ8luesqSZHSGK6/4IrW1lx1z7R/avsJj\nHT+ltup6fpctoeh7/O3C1/PNPdvoz2f563mXsb4vy+bBAZamKvjYshWUBzmg857PD9v7+OX+AQTw\nwrp6sr1VjAwJLs1oZgVlm2sXaS55YYJ0NvP0jc8H8aqPCZynQGhh4lWXQvEKjb8YOLEQXHhobbzI\nXVnz6M7i9GRx+saMZ/Y4/LIIujqOXxUzntUjz5UxE75wluKFZ3L/xNOIdD7w1ucRg2M4g3mc/hyi\nbwwnXTjhn2hX4FfH8GeV4teXjj/rqpgJVzkDJtXSD0q/bxC4m4/G3XsLAoN6Bc+oWqX2oXsnHHxc\n4I0JRqOaJ5KCTEoztyHDb/s6yPma1XVlvEvWUxHklS74Pl/cuZ0/93TTnEjy5tYmPr/rz+R9j/df\ndBXf7/gVnbl+bkmlGO37NUvqbuRliz9+THjI8PAuHl7zv4g7pcxKZ6jPpWg98CJyr3oRxUUnpsg7\nU2Z035yGWD3DYzIj+mzeViwWy0xBa+L3rSEXPUx3aQ+jrqCpQu4AACAASURBVCCjM8yedf0JBvS2\n7vt4rOOnxEvn88exBDlvlHfNexnf2rOd/nyWNzVfyv2Hh2nPjLCqppYPLbmYWJADek86x93bD7Mv\nk6chFuOK6Fza90RZNApXj2qEFpTVm7jnsjqIlzmks6dutuiCyCMCdwOIXOD5a9EULvfxLgXORlau\nXBHnsDGU3cNZnK5RnO7cCXHJOurg18Twa+Pomjh+bfCoiUHcTr1TxhXoypgJ6zjZ52MeTv/YUa9/\n39i459/tyQED45fqqINfFz9qXM9O4DUmoDSk/xcH/IvAv0hTeCW4m7UxqNvMQ/88CPe4Upt0iae4\nRQvHlK2vma/p2AhdO+DqQejKwuZMGdfXLWR/9BBre0bYPpjlPYtncVVdGVHH4UNLLqaqpIRfdRzk\na7vaeWfrav51zyPcvWs971pwC/+2/+fcl85wQ/ISdvQ8QGP5Uq6c+5rxv51KXcS8lleyd99PSZe4\nODpNbWIXZQ9UUpzfDJFnujVksVy4WE+0xa5YQ2Smahl9bAuxPzyEav4V/fEcnckoOBGue+53KC2d\nPX5d90gb33vi3RRElF2lz+PQ2BBvmHMT93f10TM2yqsbV/BwT5quXI4XNczhnRctwhUCT2t+sW+A\nH7X3UvTh2vLZZPsqqE0LVmQ0JZ4gmtA0XWnKdB9xiJ1Uz2LgdX7EGCQAulxTvNLEoOpjk36cGWMe\nzqFR3I4MTucobmcGp2/smEu0gwkfmBV4Omcl8GeVoitKztjbGTYztX+eEVojhvJmd+DILkFXFqcn\nd0Istl8Vw2tM4Dcm8BsSeI1JSJzcsD4dLUUfuI8FOyZ9E7LCrNIUL8eUhp+E0QHYv1Yw3GnipXcn\nBLvKNdX1WR7KHKSAz42zU9y+qI5kxEVrzS8OHhg/1Pv6eXP43v4NaK15Y8sivnPgV5RHYqwsPoEu\n9PCaZf/Eguqrxv9esTjKQw+9mbGxfhpHPSryES7eexuFq1eRv/6qSVo6dZ6VffMsYvUMDxvOYZkU\nO9jCYyZq6fT0k/jOT+muWMve6j30xaOk3QJLl97JvJZXjF83ku/ju5vexcBYD53lL6E9N8TNtavY\nNDBGXz7Li2cvZU3XCMPFAn85r5XXNZsc0IdG89y94zA7h3LUuaUsYQ5eX4RL0pqqgkC4moYV0LBC\n4x6X0WCinqIP3LWCyPqjhwS9izTFqzX+Mk6oKDdlCj5OZwa3c9Q8d4wi+nLHxOHquGuMrIbEuLHs\n18VnTLq2mdg/zxqeRvTncLqyuIdGzSLp0ChitHjMZX5lCX5jEq8xgddUhj8nASXumWmpg3CPdUG4\nR9GEH3krTDVMfyGn9E5rDYP7Tbz0WFqQdzRbywT9lT59pd3sLgxSF4twx5LZrKg2cc5/7DrMv6gd\nALyiqYGfd27CFYJbGmbzi8P30xirYH7mPkodh7es/Bo1iZbxv3f48ENs3PQxEjpG/egYc4dn09h9\nA6NveRV+Q3iHDG3fDBerZ3hYI9oyKXawhceM07LokfjuzygMbGNb84MMRTU9caiqWsGqq/4FIYxx\nWPBy/GDznXSmd9Bd/iJULsMVFctoS0cYLOS4sXYJD3cP42nNexdJbm5oRGvN7zuH+PfdPYwVYWW0\nEWegjCVpQXPO/PnqVuN9jp1YRRyA2uoy+h8aIfKIwFFBrHMi8DqvOjOvsxjO4xwYwT2Qwd0/gnNo\n9BjPpI45eA1J/DmJcSNKV8fOyqGqc8WM65/nmiNe6yO7Dp2juJ3HGtbaAX92gpJFVWRqS/CaytCV\nJaffLzLgPg6RtQKnK/BO1wbe6SuAU4wNvwiHt0LnEwK/KBiMaJ4sFxRrcmz0DpIXRW6dW8mbF9QS\ncx2eGOjnM9u2kPM8bm6o476erUSEw2XVpfx5YAPNsXLmjtxLXXw2b1n5dUqjqUASzaYn7uLw4Qep\nHhNUFmBJxxWUll3O6FtfBZFwQmBs3wwXq2d4WCPaMil2sIXHTNMydv8juBvWsqPltwyWFDmUcHHc\nGNdc802SybmAqUj4yx2fYEfvgxxO3sCuvMeixAK6s2UMF8a4skqyoW+YUtflw0uXcVl1Df1jRb66\n8zCP941So8uYX2xgzoCLzGgiWpCo0TSv0qQaTtGwQYg8CiXrXfSAmaO8Vo232qSnm3LlQE/jdI3i\nHsjg7B/BPTCCM3i0mpd2BH5DqfE0zk3iNSaNwTzNwjHOlJnWP6cFRwzrjswpF1x+WRS/KYnXVIbX\nXIbfmJj67oQGZ6/ZbXGfmOCdXgbe6sA7fZJfmc/AgQ2Cvt2mr+6Pg0ppesv62aN7aExGuXPJbGRF\nKXtG0ty15UkG8nmurKlk/cBO4q6LrBBsHN5CS0mMpsx9tFau5HXLPofrBIeB88M8/PDbGRvroyHr\nk8q7XLzvFvznXM3YTdeeprDHYvtmuFg9w8Ma0ZZJsYMtPGaSlm77QUp/fA9tc35DbyJDV6KEnMhz\n6aV30dhw4/h1f9zzddYe/BGd8VW0eSXMi7fQn0uRKRZYXLaQncMZ6mIx7lpuckCv6U7ztZ1dZPOC\nxbqRWYNJlo9okp7AjWmartDULTKHpo7BB2eXOSjobAPhC4ibtHTF1RrdOIUv5/nGi7g3jduext0/\nYvIWB+hEBO94o6fkwj8oNZP657Sm6FOdhfTmbtyDGZwDIzjDR7OD6Khj+te8crx55fhzklPLZT0a\neKfXCZxDE7zTqwPv9Elip9NdsG+tYLRXUBQalRTsryqww+lkzM3yqpZqXtdaQ38+x11bnuTg6CgL\nyhK0Z/fiCE1rmc/O0Z20RDRN2YdZVncjty3+6PhuVG/fRtav/wBRIsweLVA3WsrCg7eSfc1L8Ra2\nnNigKWL7ZrhYPcPDGtGWSbGDLTxmjJZjeZLf/DGHYr/mYFUXPXGXjOvR3HQby5Z9cPyyR/Z/nz/t\n/SYdJZewR1fQGGtiIJci72nmxls4OJrjovJyPr5sBVER4RtPdfPg4TS1XhWLRuu4eNihPg8IzeyL\noXGlJnJ8aeQRiKw3Hrjxw1ZzTKxz1c1l9KZHnv77HDGa29PGcD7OaPZr43gtxmD2msrQNTM7LON0\nmTH9cwZwvJZiKG+81PvSuHtHcLuPppXREWF2OAKj2pubfGaLNg1inwn1cDdN8E5fEninjyvkojX0\nPgX7Nwi8nGDEha1l0J4aYl+km+byCHcunU1t3OGz27exaaCfulgJg14nRV1kTrLAvtxumt08zblH\nuaLx5dy04G/GU9+1tf0A9dQ3iPsOs7I+zQOzmD36YkZvfy06mTj5dzhNPS1nhtUzPGyKO4vFcgyx\nh9YzpB/hYGUXvSWCjOtRX7eapUv/Zvyaxzt/wZ/2fpP90eXs0xXURubSky3DwaXSnc3B0RxX19bx\ngcVLebI/y9fUQUazES7Jt7J0MEZrViOAirkmdKO0ckIDNDjtQYaNJ0F4Ah3VFK80xrNuAgSIuICT\n3Qd8bQ7/7Qk8zQeOM5rr4hSPGCzzytHlU43/sFimhq4oobi8GpZXmzcyBdx9I2ZRtzeNs28Ed+8I\ncMjkr56TpLgghTe/HH9u8uSlzQXoeVCYpym8DNzHNJG1gshG8/BnmV0a73IgYdaFdRKqWjWdG+Hw\nNlg1JJifrWBrqowdxW4+uH4fb1hQy8eWLec7e9r4VcdBEu4sXKefAxlNQ3w++wt7KJZcDp2/pDRS\nwXPnvQ2A+fPfQHqknc7OP9BbInAqu0jm1pG4d/ZZLQlusUxXrBFtsTzbGM3hb/4TbU076IvBSFRT\nVbWClSs/OV6VcNOhX/H73XfTFl1Op66iOtJM/1iCGEm0TjHoF3hd8zxubWziqzu6WdOVoSFfy3OH\nqpAZQYmGkhTMW+1T2TThb2dNiq/IIxMOUc3SFFb744bAqRCDY7i7h3HbhonsGUZkj+Zl9urieK3B\n1vm8cnSZNZot55lkFG9pFd7SKvM6WzzWqD4wQmz/CPwRdIljFnwLUngLUibjy/E7JQnwrgPvuRpn\njzax009CyS8d9K+DipyrNboFIiXQvEpTtxj2rQU6BM/rdWgubWBzRSX/uesw63tHuHPJPJqTSb62\n6ym0X0EyEqUrO0RdfCGdhd140efA/u/i43Ndy9sRQrB82YfIZg8zMLCFPg2763dwcXstzuHLzlpJ\ncItlumLDOSx22ydEZoKWkXWb2Lvr79iXyjNUAqnyhVx11b8QjZahtWbdgR9y/95/Y1d0Gd26ikp3\nPsP5KKVONblijFLX5U65BM+P803VgzNaxmWZepYNu5R5IKKapudo6pceLdUtDgRFUTaZ6m3j6byu\nPnFLepycR3V/kZFNXUR2Dx2Tn9mvKMFbaAwOzxrNz5iZ0D9nCmesZbZoDOq2YSJ70ji9ufGP/PIo\n3vwU3oJyvPkpdKrk5L/jSCjUOoHTGyxKGwPv9GVAPEiJdwD2rhUU0oIxAdvLNBvLBxgs7eXNF9XS\nlPT5p+3bGC4WSESKZPxeUiUeg95uqkUGWdjENXNfxY2t70IIQaGQZu269zEy0k5VHuaMRFhQ+b8p\nvOQFpy2H7ZvhYvUMDxsTbZkUO9jCYyZo6X37Yzxe/RC9MUgk5rB61VeJxarxdZEH9nydhzvuYWf0\nEoZ0OUkxn2wxSlzUMuY5zClN8O6FS/j1wRE2d3lcnJnNZUNx6gqg0dQvgbmXaaJxYAzcTYHX+WBw\ng68ODkddyYmpu3xtMiC0DRNpG8Y5kEH4Zn7SJU5gVKQoLkg9a2Oaz5SZ0D9nCmFrKQbHTHjSHrPb\n4mSOptXz6+IUg/7vtZZD7Lh4ah+c3UGavC3mUK4u0XjPwYRHzQXfg66tcGCjAE8wGIFNqSJbyrpo\nqi7ymtYKfrDvKVR6mLgLWd1DIlJkRLeRFKMsLWxiZe0qXiI/TIlbSjbbzdp17yaX66F2DJb1LCJx\n+zdOe1zavhkuVs/wsEa0ZVLsYAuP6a6lGM2y72cvZ1tNDsct4Zprv01ZsolMfoB7dnySJ4f38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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " sns.set_palette('husl', len(pvlib.irradiance.SURFACE_ALBEDOS.items()))\n", "except:\n", " pass\n", " \n", "for surface, albedo in sorted(pvlib.irradiance.SURFACE_ALBEDOS.items(), key=lambda x: x[1], reverse=True):\n", " ground_irrad = pvlib.irradiance.grounddiffuse(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": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7P6SlrcnoOEKIHkiKaCGEcNPWihWU1e9geNwphAfEGx1HeMDfL5ixCRdR31LF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for surf_tilt in np.linspace(0, 90, 5):\n", " ground_irrad = pvlib.irradiance.grounddiffuse(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": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "try:\n", " sns.set_palette('deep')\n", "except:\n", " pass" ] }, { "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": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OPffcjS8QYOB/3EDukBO9jpR02SV9GHTDjez82U8pf/hBnECA4pmzvI4lkhLhyz/T7uhx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\nUkoppebg/wNC1PLabw6pgAAAAABJRU5ErkJggg==\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": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OGVPTNFa8r3LoaA0ZicHcfVUGer0U0K6k0+mYf+lgxmdEcPREA89tysJidUz7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\nOik4S+rCDwAAAABJRU5ErkJggg==\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": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CBlFQU8i2IunWIURvI8/yQoheo661nvdyV+NmMDG//2zcjPo0KNqVUcL6LwsI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\n7Vyfuc4596ucIyIeFxEvj4gHUZbN35qZ36G0D/kVJRkEoLs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"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": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HJttstl7nvr6hqjMJIQSA5naTNn8OmtNJzF3DMYWG6T7G0Yw0pm6ejsuaQ6Sr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\nff19LTOXdZnPusxnXRExuV4PgIsy8/cy87XA1/obwFMoNwU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"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": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rQjRliqIwdOhwZs2aw7/+9XcqKyvri2UnJyeKigqxWCyUlZWRk3MBgMjISFJT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\nH7O+vhAYt51DWTJES5npbQBaX13Ios4GFiwcm9H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TeN5E2tzqh+UZsp7lCCG8\nntRTfj7wmRjjZwY8pHlpPs1D03rYSgjhSNJZxr7JZshalst6lst6li/4EIVSWc9yWc+ZCyG8hvRw\nqnO8ds7cfJiHpv3EQkmSJP2skB55bqjKiCFakiRJmiZ3MUuSJEnTZIiWJEmSpskQLUmSJE2TIVqS\nJEmaJkO0JEmSNE2GaEmSJGmaDNGSJEnSNP1/hqNvpa/aoSwAAAAASUVORK5CYII=\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": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Rkr+xRtvIcbkIBIPVP8ckdaJJi35n33deHqNHP8GwYSNObCvnIGPHjmbixDcB\neOihn/Lss38kMjKS558fS3FxEaYJY8Y8A8CSJYtYuHA+BQX5DBs2kp49e7FgwadMnfovXC4X2dld\nGTFiFJMnT2TDhvX4fD6efPJp3nnnTYYPH0l6+kXV+/b7/dx002Cuuupqdu/eVf14WFg4RUWFGIaB\naZoYhsH69evo3v0aAC65pDObN2865d+2a9dOWrTIIC4uDoDs7K6sXbuaPn1uPM/WPUE90SLiKO/P\nnsGemEyaBPL54VXX2F2ONGB3DxpKS99+joanMPXzc5qdVaTeys09xlNPPc5jj/03V1zR7bSvq+wR\nNnn77cn06tWbCROmMGrUL9i48RsA0tLSGTduPI899jjTpn1AQUEBU6ZMYty4CYwf/zeOHDnMqlUr\nq5cZnzBhMpmZWYwZ88wpARogPj6ebt2u/k4Nd999Dw8+eC/33XcXPXv2Ii4ujpKSYmJjY6tf43K5\nCJ70RaK4uJi4uBPPx8TEUlxcdKHNBagnWkQcxLt1K5uTs3ARoKu/kKSEJLtLkgbuhotaMDXPx7Ym\n7Zi/ZCE3XNv4louXutWkRb9z6jU+k/OdJ9o0TVauXE5qahqBQPCsrwXYu3cPt9xyKwCdO2fTuXM2\nU6ZMwuPpCEBycgo+n4/9+/eSn5/HE088BkBJSUn1eOWMjMzz/rfl5OTw0UdT+eCDmURFRfHss0+z\ncOGnxMTEUlJSckqdLteJvuLKoH3i+ZKSYuLjE857/ydTT7SIOMb8nP2UGtG0zdtGv+v62l2ONAKe\n9u3pkLuTIGGsCY+loPC43SWJnDfDMBg0aDBjxjzDn/70O3w+X3VYdrvd5OXlEgwGKSws5ODBAwBk\nZWWxadMGANauXX3amxCbNWtB06bpvPTSeF55ZSK33XY7nTtnV+/3fPn9ZbhcYbjdblwuF02aJFNU\nVER2dhdWrFgKwIYNX9O2bbtT3peZmcXevXspKCigvLyctWvXcMkl2ee9/5OpJ1pEHOHdWdPZl9qJ\n1Ipj3NXrBrvLkUbkroFDyF28gL3RGXy4Ygk/03SJ0gCFhlf0738TL7/8Apde2gXDMEhOTqFbt+4M\nG3YfLVq0pGXLDMDg3nsf4A9/eIY5c2bhcrl48smnmTXr41OCsWEYJCUlcffd9zBq1HACgSDNmjWn\nX78B1c+HPPfc2O+Mif52fQCtWmUyaNDNjBjxAG63m5YtMxg0aDBhYWGsWrWSkSMfAOCpp8YCMG/e\nbEpLSxkGynutAAAgAElEQVQy5DYeffSXPP74KIJBk8GDh5KamlqzNgt902hgTC1naR0tD2odtaW1\nrGrPNRvWM6PERcAI48ZgLtd172lBdQ2PPp/W+XZbbt+5nXePFOEzIulVvI8BvS/8ZiUn0mfTWmpP\n66SlxZ+2u1zDOUSkUfP7/Xx+/DhlRiTtjm11bICW2tW2dVs65u0mSBjropPIreHUWSJS/ylEi0ij\nNnXBLHLcF5Fefpg7+/S3uxxpxG4fMITM4l3kuxL5aPUXdpcjIrVMIVpEGq3lX65ka0p7Ikw/18RE\nERUZZXdJ0sjd5LmYOLOInQmtmfnpbLvLEZFapBAtIo2Sr8zHSn+AciLokLuNbl2vsLskcYCMZi25\n5PhBTAw2xKdz4OBBu0sSkVqiEC0ijdK/P5vL4Yg0mpUd5I6+g+wuRxxkaL+baF24k0JXHB97N9hd\njojUEoVoEWl0Fi5dxLbk9kSZPnqnpOB2u+0uSRzmB12uIDFYwK7YLD6c87Hd5YhILdA80SLSqBQU\nHuersGgChNP52BYuvWqo3SWJA6WkpHLp+tUsjYtjU5MMtu/cTtvWbe0uS+R7ffLJTPbs2c2IEaPO\n+NjZTJ48kZSUVG699YeW1JWTk8Mf/vAswWAA0zT51a9+TVxcHGPHjq5+zdatWxg58lGGDLmN//3f\nP7B9+zYiIiJ48smnadGi5SnbW7JkMW+//TfCwsK5+eYh1SsuXij1RItIo/LByqXkhjUho3Qvdw1S\ngBb73NSnP23zt1NixDB37267yxE5re9bOfBCVhO8kPecyeTJr3PHHXfxyisTue++B5g48VWSk1N4\n5ZWJvPLKRB5++BE8nosZMuQ2Fi9eSHl5Oa+/PoURIx7l1VdfPGVbFRUVvPrqi7z44nhefXUSM2Z8\nRF4Np6JUT7SINBr/WTCH7YltiTWLGZCpXj+x3+1X92TSN172Rmfw3uwZ3D1wiN0lST03a+8Rvs4t\nqtE2wsJcBALB6p8vTY5jUEbaWd+Xl5fH6NFPMGzYiOrHcnIOMnbsaCZOfBOAhx76Kc8++0ciIyN5\n/vmxFBcXYZowZswzACxZsoiFC+dTUJDPsGEj6dmzFwsWfMrUqf/C5XKRnd2VESNGMXnyRDZsWI/P\n5+PJJ5/mnXfe/M6KhaNG/YLY2DigMgRHnjTDkmmavPTS/zJ27HMYhsH69evo3v0aAC65pDObN286\n5d+2a9dOWrTIIC6ucnvZ2V1Zu3Y1ffpc+MJI6okWkUYh59Ahvo5Nw8SgU/4+2mRm2l2SCAnxiVwW\nKCWMAFuSW7Nh00a7SxL5Xrm5x3jqqcd57LH/5oorup32dZW9zSZvvz2ZXr16M2HCFEaN+gUbN34D\nQFpaOuPGjeexxx5n2rQPKCgoYMqUSYwbN4Hx4//GkSOHWbVqZfUy4xMmTCYzM4sxY575zpLfiYlJ\nhIeHs2fPLsaPH8fPfja8+rmlSxfTpk1bMjJaAVBSUkxsbGz18y6Xi2DwxBeJ4uJi4uJOPB8TE0tx\ncc2+rKgnWkQahRkb11EQ15rWhTu4rf9gu8sRqXZDz+vZN2cm3uSOfHbsIB38ft3sKqc1KCPtnHqN\nz+R8l/02TZOVK5eTmpp2Sg/26V4LsHfvnuoxxZ07Z9O5czZTpkzC4+kIQHJyCj6fj/3795Kfn8cT\nTzwGQElJCfv37wMgI+PsnR2rV3/JX//6J55++nfVgRlg7tzZ3Hnnj6p/jomJpaSk5JQ6Xa4TfcVx\ncXGnPF9SUkx8fMJZ938m6okWkQbvw7kz2RXXmsRgAT/oovmgpf65q3c/0iqOciCyGe8vmGV3OSKn\nMAyDQYMGM2bMM/zpT7/D5/NVh2W3201eXi7BYJDCwkIOHjwAQFZWFps2VU7huHbtal5//dXv3Xaz\nZi1o2jSdl14azyuvTOS2226nc+fs6v2eyerVXzJu3Au88MIr1eE8ZPPmjdXbAcjO7sKKFUsB2LDh\na9q2bXfK6zMzs9i7dy8FBQWUl5ezdu0aLrkkm5pQT7SINGhbtm1lU1IrDIJ0Lc0lJUUhWuqfqMgo\nrg43mE05W1Las2zVcq7p1sPuskSqhYZX9O9/Ey+//AKXXtoFwzBITk6hW7fuDBt2Hy1atKRlywzA\n4N57H+APf3iGOXNm4XK5ePLJp5k16+NTgrFhGCQlJXH33fcwatRwAoEgzZo1p1+/AdXPhzz33Njv\njIl++eW/EghU8NxzYwFo1SqT//mf0eTl5VWPbQ657ro+rFq1kpEjHwDgqacq3zNv3mxKS0sZMuQ2\nHn30lzz++CiCQZPBg4eSmppaszYLfdNoYMzzuUwhZ3a+l33k9NSW1jpbe/r9fiZ9sZwDkc1pn7+F\nn/W7uQ6ra3j0+bTOhbblP2dN55vUTqQEchl+SUcS4hNrobqGR59Na6k9rZOWFn/a7nIN5xCRBuvf\nC2ZxILI5aRVHuevavnaXI3JW9wwaSkbpPo6FJfP+F8vsLkdEakAhWkQapPlLFrIlpQORZhm9YtzE\nREfbXZLIObmpdRvizGK2J7Tl/+ZqNUORhkohWkQanEOHj/BVRDwBwvHk7uBK3UwoDUhmRibZBTkY\nmHyTlIF361a7SxKRC6AQLSINzvSNa8l3JZJVvEuLV0iDNPjGgbTL30qJEcO8Qwfx+/12lyQi50kh\nWkQalPdmTWdXbBZJweMM7dTV7nJELthd195A04ojHIhsxnsLZ9tdjoicJ4VoEWkwFi1fwqbU9oRR\nwRXlhaQ3rdmCBCJ2iomO5rrYGKJMH1uSOzBzvoK0SEOiEC0iDcKBgwdZ6YqinAguPrqFG67tY3dJ\nIjV2eXZXLs3fjYnBuvhmfOPdbHdJInKOFKJFpN7z+/1M27q5ehz0jwcNtbskEcvc1n8w7fIqx0d/\neuwYJaWldpckIudAIVpE6r33FsxmX3RLUgK53K6ZOKQR+tH1N9LMn8OhiKa8u/Qzu8sRkXOgEC0i\n9dr0eZ+wJaUDUWYZ10WFk9wk2e6SRCwXFRnFwObNiTOL2J7YjvdmTbe7JBE5C4VoEam3Zs9fyNrE\nVpgYdM7fRbeu6oWWxqt967Z08+URQTnfpHbgk4Vz7S5JRM5AIVpE6qXtO7czr9SgzIik47HN/KD/\nYLtLEql1/a7rS+dj2wgQxlexF7F6/Vq7SxKR01CIFpF6p6DwOB8fzKHAlUDrwh3cO1A3Eopz3DFw\nCJ5cL6VGNPNL/Ow9uM/ukkTkeyhEi0i94ivz8c81X3EooinN/Dnc0+M6u0sSqXM/6jOAViW7yQtr\nwkc7d5Obl2t3SSLyLQrRIgJUzsM8c/5sFi5dbNsSxH6/n78vW8ze6AxSArnce2knYqKjbalFxE5u\nt5sfX97txIwdG9bbNvWd3+9n2arlzPx0Nlu2bbWlBpH6SCFaRPjXrOlM3JfH8oS2zHM344U1G3h3\n1vQ6D9P/WPwpu+Jakxg8zuCUZNq3zarT/YvUJwnxidzZviNpFUfZH9WCd1YurfPfyQ/mzGDc6nV8\nTCrLE9vy97wAb877j21ftEXqE4VoEYebOnsGG1I7gWmSVbSTFr79FLti+Dq1E6+v+oJNdbCCmt/v\nZ8q8T9iW2J44s5j+MRF42rev9f2K1HfpTdMY2rw5TQL57I7N5M1li/GV+Wp9vwcOHmT84oWsTr6Y\n/LAEmpUdpHXhDqLNMrYmdeC9BVqiXEQhWsTBioqL2JbcChcBevoO8VCf/jzSqzeDzFzSyw+T407n\no+NlfDy/9k6Yfr+fvy9ZwLakygDdx/Bx2aVdam1/Ig1Nm8xMBjeJPxGkVy6jqLio1va39Itl/GPP\n/uoFjq4v3c+j117H8L4DGBBZgdv0syO5Lbv37q61GkQaAoVoEQf7z+cLKDJiySjeS//r+lY/3vOq\na3j4iiton7+FEiOKFQlZ/GO29Ys/5OblMnn55+yIb0tCsJD+kQF6dLva8v2INHQXezpya3oyKYFc\n9kZnMGXtmloJsR/Mnsk8Esh3JZJVvIsHO3lOOTZc2eUKMo/vwm+4WfTNOsv3L9KQKESLONixmHgA\nMkzzO89FRUbxs343c1nuFsLNCjamdGLSZ/MoKDxuyb43bNrIW5u97I1pRXIgj8EJUVypJb1FTqt9\n67bc3uIiLvIfIsd9Ef8+cITlX660ZNt+v583537M6hQPFUY4nY5t5KHe/UhKSPrOa7uktwAgNzHV\nkn2LNFQK0SIO5ff7ORqVSrRZyo09e5/2dbcPuIV+FJAUPM6u2Cwmb9jI15u+qdG+P5w7k2mF5RwN\nT6Wlbx/3tmlN54s71WibIk6QmZHJA127klW0k3xXInOCcbxbwyXCd+/dyxtfLGdrEw8xZik9Cnfz\nkzPMzX55dleSA3kcDU/m0OEjNdq3SEOmEC3iUF+u+wqfEUVKWS5ut/uMr+151TX8qNVFtCg7wJHw\nVP6vMMh7F3Di3rJtK5M+m8dXTTpSakTRPs/LsO49SW+adqH/DBHHiYuN46E+/el0bCNBw8XXqZ0Y\n//nCC1rd8P/mfsw/Dh5jf2Rz0iqOMjQ+nJv7Djjr+xJL8ggSxrK11vSEizRE4XYXICL22H30MKSm\nEltSeE6vz2jWkuEpTXl34Ry2JbdjfWonDi1bStuSQgbfOPCM792ybStLd3jZk5RFWWwWCcFCskuO\ncpOW8ha5YD8ZOJTFK5eyygxnX1RLppVVsGb+LC5v2vysN+fOX7qIzSbsb+LBIEjb49u4o/s1JMQn\nntO+48p8EA8F3zMUTMQpFKJFHKokIgKAOOPc3+N2u7l/wC0sWr6EtabBoYimHEpsyuYVX5BScJgk\nICWxCRGuMHILj5Pr93E8rgmHItMINPEQYfrx5G5maI9eJCVcXjv/MBEHua57T64sLeWjRXPZmdyG\n7Qnt2OEL8vnSJSQV5ZIUFk5aYjImJkfy88gPBshNSOWIuzkAKYFcLi45zk03Djqv/TaNTwCgNEqL\nIYlzKUSLOFRZZAwArZo2P+/3Xt/jWq4Hps37D3tiEjnkTiO3SZNTXxSfcuKvwUKa5++nV8ds2lx1\nS03KFpFviYmO5icDh5Jz6BDz1qwgJ6k5Oe50cpLTT31h0okbAZuWH6FZwVFu6zvwrMO5vk+3Lpez\nYHMOxZHxNS1fpMFSiBZxqOKIGMKo4NKLL7ngbdza72YAvvFu5usdGyl2uykPd2MC4cEKosp8tEpM\n4foe1wLqeRapTRelp3Nv1Q2BK9d8ydZD+/G5IykPrwzJEeV+YvxldGjekiu7XVOjfSXEJxJr7qDE\nFVPjukUaKoVoEYcqdsUSFywhKjKqxtu6xNORSzwdLahKRKzQ/bIr6c6VtbqPmIpSDkekcezYUVJS\nNN2dOI9m5xBxoJxDh/AbbqICtb98sIg0TpHlpQBs2LLZ5kpE7KEQLeJA23dvB8BdUWZzJSLSUEWW\nVx4/jhbm2VyJiD3qfDiHx+MJA94AOgAmMAIoA94CgsAG4BGv16t5c0RqydHj+ZCUhrtcIVpELkx4\nRQUAZYGgzZWI2MOOnujBQNDr9V4LjAF+D7wAjPZ6vdcBBnD6pZJEpMZKKsoBiKj6U0TkfLmr5ogu\nd+mitjhTnX/yvV7vdODhqh+zgDzgCq/Xu7jqsVnAjXVdl4iTlLsqJ4eOCOqCj4hcmKjwyovZFWFh\nNlciYg9bvj56vd6Ax+N5CxgH/JPK3ueQIuDclkwSkQtS4ao86bldOvmJyIVJjIkDoCL8/OeZFmkM\nbJvizuv1/tTj8aQDXwAnz7EVD+Sf7f1paZrg3UpqT+s0hLYMVPUgJcbH1Pt663t9DY3a0zpOb8sO\n7dowb4+P8nC3JW3h9Pa0mtqz9tlxY+G9QEuv1/sHoBQIAF96PJ7rvV7vImAQMP9s2zlypLB2C3WQ\ntLR4tadFGkpbVoRVLvkd646t1/U2lPZsKNSe1lFbQkpSGuzZS3lYRI3bQu1pLbWndc70ZcSOnugP\ngLc8Hs8iIAL4L2Az8IbH43EDG6teIyK1JBSi09MusrkSEWmooiKjiKCcCkPrtokz1fkn3+v1lgJ3\nfc9Tveu4FBHHKndFYBCkZbNmdpciIg1YhFlOuUshWpxJ89KIOFC5KwK3WY7brRuCROTCRZgVlBNh\ndxkitlCIFnGgciOcCCrsLkNEGriIYDl+IwK/3293KSJ1TiFaxIEqCCfcVIgWkZoJC1Zg4iI3T0t/\ni/MoRIs4jN/vp9wIJzyoEC0iNRM6jhw6esjmSkTqnkK0iMMUFRdh4iLMDNhdiog0cKEQnXf8uM2V\niNQ9hWgRhzly9BhQeRlWRKQmXIHKL+MlZaU2VyJS9xSiRRwmr7ByQdCwoHqiRaRmXMEgAOUV+lIu\nzqMQLeIwRSVFgEK0iNScq2pYWHlAxxNxHoVoEYfx+cqAE5dhRUQulCtoAhAwgzZXIlL3FKJFHKYs\nUHnZ1aWeaBGpIZdZFaJtrkPEDgrRIg5TXtVjFBZUz5GI1ExYKEQbNhciYgOFaBGHMatOekbVnyIi\nFyoUIoKG4oQ4jz71Ig4T6n92KUSLSA2FVYXnoKGuaHEehWgRhwlUnez0yy8iNRURVhWiXTqiiPPo\nUy/iMGZViA6zuQ4RafjcYREABF06oojzKESLOEzosqtLYxhFpIYi3aEQreOJOI8+9SIOY1ad7MJc\nGsMoIjUTExkNqCdanEkhWsRhQj3REWHhNlciIg1dTEwMoNk5xJn0qRdxmFBPtDtMPUciUjPRVT3R\npkK0OJA+9SIOE+oxcke4ba5ERBq6uNg4QD3R4kz61Is4TGjsYpQ70uZKRKShi4vTcA5xLn3qRRwm\ndNk1KjrG5kpEpKGLiowGzOqpM0WcRCFaxGFCPUZxsbE2VyIiDZ3b7SaMoHqixZH0qRdxmEDVyS4h\nNsHmSkSkMXCZAYKKE+JA+tSLOExoTHSTpESbKxGRxiAMUz3R4kj61Is4TNBw4SKA263ZOUSk5lwE\nFKLFkfSpF3GYIAYugnaXISKNhAuTgOKEOJA+9SIOYxouXKZpdxki0ki4zKDGRIsj6VMv4jBBXOqJ\nFhHLuFCIFmfSp17EYYKGhnOIiHVcZrB61h8RJ9GnXsRhTFy40HAOEbGGhnOIU+lTL+IwQQwMUz3R\nImINlxnExEVJaandpYjUKYVoEYcJqidaRCzkqvpSXlBQYHMlInVLIVrEYYKGq/qkJyJSU6ErW8Ul\nRTZXIlK3FKJFHCaIgaGeaBGxSOhLeYnPZ3MlInVLIVrEYYKoJ1pErBOad95XphAtzqIQLeIgvjIf\nJi71RIuIdaq+lFeUl9tciEjdUogWcZCSkhIA9USLiGVCNyqXBwM2VyJStxSiRRyk2FcZog0t+y0i\nVqk6npRXVNhciEjdUogWcRCfrwxQT7SIWCf0pTwQUE+0OItCtIiDlFWFaI2JFhGrKESLUylEiziI\nz1+5opgRVE+0iFgj9KU8qCtc4jAK0SIOUu6vvHtePdEiYpVQT3QwqOOKOItCtIiD+Ktu/NGYaBGx\nTGg4h6nhHOIsCtEiDlIRqJrHVbNziIhFjKrDSUBfzsVhFKJFHKSiorKnSD3RImIVo+p4osOKOI1C\ntIiDVFQthqB5okXEKqF7LEzdayEOoxAt4iABhWgRsVhoOIfuKxSnUYgWcZBgKDwrRIuIRdQTLU6l\nEC3iIKEbfwyd60TEKuYpf4g4hkK0iIOEOqA1T7SIWOVET7SIsyhEizhI9SgODecQEYu41BMtDqUQ\nLeIgoTGLhs11iEjjETqeBHVgEYcJr8udeTyeCGAKkAlEAs8Bm4C3gCCwAXjE6/XqC61ILQhN46rZ\nOUTEKqHsbOrruThMXfdE3wMc8Xq91wEDgdeAF4DRVY8ZwNA6rknEMU70RCtEi4g1jO/8RcQZ6jpE\nvw/85qR9lwOXe73exVWPzQJurOOaRJzD/NafIiI1ZFSlZ/VEi9PU6XAOr9dbDODxeOKpDNRjgP89\n6SVFQGJd1iTiJKHsrJ5oEbGKqyo7m8rQ4jB1GqIBPB5PBvAR8JrX633X4/H8+aSn44H8c9lOWlp8\nbZTnWGpP69TntjSqznYuw6jXdZ6sodTZUKg9raO2rBQeFgaAabhq1CZqT2upPWtfXd9YmA7MBX7u\n9XoXVj28xuPxXO/1ehcBg4D557KtI0cKa6lK50lLi1d7WqS+t2UgeGJ93vpcZ0h9b8+GRu1pHbXl\nCcGqRZxMLvzcrPa0ltrTOmf6MlLXPdGjqRyu8RuPxxMaG/1fwMsej8cNbAQ+qOOaRBxDl1tFxGph\nRuXtVaahA4w4S12Pif4vKkPzt/WuyzpEnCp0449OdSJilTCjcjgHCtHiMFpsRcSBdKoTEau4qu61\nUE+0OI1CtIiDhE5yOtWJiFVcoeEcOrKIwyhEiziQoZOdiFgkrHp2Dh1XxFkUokUcJHRjoc51ImKV\nMA3nEIdSiBZxkNDlVpfOdSJiEVfoxkJd4RKHUYgWcZLQmGj1GImIRcLCQ7Nz2FuHSF1TiBZxkOqe\naJ3tRMQiYVVfynVjoTiNQrSIg5wYE62TnYhYw+XSjYXiTArRIk5ihMZE62QnItYID69ct0090eI0\nCtEiDnJiOId+9UXEGmEujYkWZ9KZVMRBQpdbXWH61RcRa4SFabEVcSadSUWcpOocF6bhHCJikfBw\nd+VfdFwRh1GIFnGQ6uEcocuvIiI1FB66sVA90eIwCtEiDnJiOIdCtIhYIzw8NJxDxFkUokWcpCpE\nhxn61RcRa2g4hziVzqQiDhK63BoRrp5oEbFGhKa4E4dSiBZxkOrhHBoTLSIWiXRHAFpsRZxHIVrE\nUSpPcqHFEUREaiqiKkSLOI1CtIiDhJb9Dg/XSU9ErBEaE63hHOI0CtEiDmJW3VAYEaaeaBGxRnjV\nbD8aziFOoxAt4iAnbixUT7SIWMPtdmMQ1BR34jgK0SIOEjrJRbjdttYhIo2ReqLFWRSiRRykejiH\nW7NziIh1XJgaziGOoxAt4kDusEi7SxCRRsTA1I2F4jgK0SIOEuopiohQT7SIWEchWpxIIVrEgcK1\nYqGIWMgwNZxDnEchWsRBzOrFVnRjoYhYx9DcHOJACtEiThJabCVMPdEiYh0DLbYizqMQLeIgoZOc\nW1PciYiFNCZanEghWsRBTMAgaHcZItLIKESLEylEiziKTnIiUht0Y6E4j0K0iIOYhqEbgETEcpU9\n0SLOohAt4iAmCtEiYj0N5xAnUogWcRiFaBGxmmFqdg5xHoVoEQep7IkWEbGWeqLFiRSiRRzGMNUT\nLSLWMqrm/hFxEoVoEQepvHteIVpErGVgavJMcRyFaBEHUV+RiNQGw9RwDnEehWgRR9HsHCJSG0zQ\nPNHiMArRIg6iGwtFpDYYQFBHF3EYhWgRB6m83KqeaBGxlmbnECdSiBZxENPQPNEiYj2NiRYnUogW\ncRSNiRaR2qAQLc6jEC3iIJqdQ0Rqg1H1X7/fb3MlInVHIVrEQTQmWkRqQ2gRp4pAwOZKROqOQrSI\noxgYytAiYrHQMDF/eZnNlYjUHYVoEQepHM6hFC0iFqvqiS7zldtciEjdUYgWcRAN5xCR2hC618If\nUE+0OIdCtIiDaLEVEakNoStcwQp9SRfnUIgWcRAN5xCR2hQIBu0uQaTOKESLOIpRfRe9iIhVQscV\nM1hhcyUidUchWsRBTEODOUSk9gQC6okW5wi3Y6cej6c78Eev19vH4/G0A94CgsAG4BGv16uuMpFa\noOEcIlIbQseVgOaJFgep855oj8fzK+ANILLqob8Co71e73VU3uA7tK5rEnEKLcsrIrVJY6LFSewY\nzrEN+AEnZsS53Ov1Lq76+yzgRhtqEnEIQz3RImK90JhoHV/EQeo8RHu93o+Ak+88OLlrrAhIrNuK\nRJzDBN1YKCKWC30517Lf4iS2jIn+lpOv/cQD+efyprS0+NqpxqHUntapz20ZGs5Rn2v8toZUa0Og\n9rSO2vK7oqPCL7hd1J7WUnvWvvoQotd4PJ7rvV7vImAQMP9c3nTkSGHtVuUgaWnxak+L1Pe2NHFh\nYNbrGk9W39uzoVF7WkdteSqj6gJXYVHpBbWL2tNaak/rnOnLiJ0hOnRN+XHgDY/H4wY2Ah/YV5JI\n4+X3+wHNziEitaFqxUINFxMHsSVEe73eXcA1VX/fCvS2ow4RJ6keq6hznIjUkqDGRIuDaLEVEYeo\nqFBPtIjUktDsHKamuBPnUIgWcYiKCvUQiUjtCE2zZWo4hziIQrSIQ5SXV4ZoTXEnIlarXrFQxxdx\nEIVoEYcIBCrO/iIRkQtRlZ2DAQ3nEOdQiBZxiPKKyhCtMdEiYj2NiRbnUYgWcYhAsOrkpsutIlJL\nFKHFSRSiRRyiojw0O4eIiLVO3FioGC3OoRAt4hCBqvlbNZxDRCxXdYUrGNTxRZxDIVrEITScQ0Rq\nmxlUT7Q4h0K0iEMEgqEbC0VErHXiCpe+pItzKESLOMSJy6w6yYmIxaoOK5onWpxEIVrEIap7onWO\nE5HaouOLOIhCtIhDBNQTLSK1JDScw9TxRRxEIVrEIYJVs3OIiFiuahiHqdk5xEEUokUcIhismuJO\nYxZFxHKVtyzr6CJOohAt4hAnbvjRaU5ErBUazhHU8UUcRCFaxCGCgcr5W3VjoYhYLvQlXVe6xEEU\nokUc4sRyvDrJiYi1qpf91vFFHEQhWsQhgqZWEhOR2hVUT7Q4iEK0iEOEprjTjYUiYrnQaA71RIuD\nKESLOIQZmp1DJzkRsVj1ccU0zvxCkUZEIVrEIapn51CGFhHLabEVcR6FaBGHODE7h05yImIx8zt/\nEWn0FKJFHCJIVYjWSU5Eaom+o4uTKESLOERQ87iKSC3Rl3NxIoVoEYcIhWjd9iMi1tOy3+I8CtEi\nDnFi1W+d5kTEWqF7LXR4ESdRiBZxCLO6J1pnORGpHZrhTpxEIVrEIUw0xZ2I1DJ1RYuDKESLOETo\n1ObSSU5ELKYrXOJECtEiDmEqPItIbdGFLnEghWgRhwid3NRjJCIiUnMK0SIOoQXFRKS26fAiTqIQ\nLbCGviUAAA9FSURBVOIQ6okWkdqiSTnEiRSiRRxC0VlEao950n9FnEEhWsRhDJ3lRMRixnf+ItL4\nKUSLOERoEQRDJzkRsZr5rT9FHEAhWsQhzKouIvVEi4jVQl/OtWKhOIlCtIhDnLixUETEYvpyLg6k\nEC3iFMYpf4iIWCZ0XFGWFidRiBZxiOrhHDbXISIi0hgoRIs4je4sFBGLneiJ1vFFnEMhWsQhzKrw\nrF96ERGRmtP5VMQhqm8sVEeRiFhM80SLEylEizhFVXo2lKJFxGKhqe00nEOcRCFaxCFO3Fiok5yI\nWMulaTnEgRSiRRwi1FPkUk+0iFhOxxVxHoVoEacI3VioEC0iVtNhRRxIIVrEIULDOVz6tRcRi1VP\ncacwLQ6is6mIQ1RPcefSr72IWMv4nr+JNHY6m4o4RWjZbw3nEBHLVR5XdH+hOIlCtIhDVA/nCNOv\nvYhYS/NEixPpbCriFFU90OEaziEiFjOqDytK0eIc4XYXAODxeFzAeCAbKAOGeb3e7fZWJdK4hC6z\nuowwW+sQkcZLwznESepLl9StgNvr9V4DPAm8YHM9Io1PVU90WLhCtIhYy1XdA62eaHGOetETDfQE\nZgN4vd6VHo/nyjO9eOv2XRz//+3de7CdVX3G8W8uQAwhpEAQA4gozmMooSAN0NLW1hHBEqBxIl4K\nQmwcQoVwEVOHxoggKBGGDFpEtJQA5SLQlkq5JEotJSBaLUQs/oJAaYBwDSaBEAxJ+sdvZTjEc06y\nc9Y5e7/J85nJcM7eO5nFM+9e73rX+r3rXbpiQBq2Jfj1suHOs5JOznJ1mYF2OYeZ9Zc1gwfxxKJF\nLf+9Tu47m8h51jN69N49vtcpg+iRwLIuv6+WNDgi1nT34VmxZGBataV4ZmW7W7D56OQs37IbAEOG\nbtXmhpjZ5mZwKYp+bORefGtT+sFO7jubyHlW09us7qC1a9tfwSTpIuBHEXFj+X1RROze5maZmZmZ\nmXWrU9Z15wN/DiDpYGBBe5tjZmZmZtazTinn+GfgUEnzy++T29kYMzMzM7PedEQ5h5mZmZlZk3RK\nOYeZmZmZWWN4EG1mZmZm1iIPos3MzMzMWtSxg2hJO7S7DZsLZ1mX86zLeZqZtc59Zz2bmmXH3Vgo\naQjwJeAA4D7g1oj4WXtb1UzOsi7nWZfzrEvSUOB44BFy3/3ftLlJjeY863Ke9bjvrKevWXbiTPQE\nYC/gBOBlYIqkAwEkDWpju5rIWdblPOtynpVIeg/wY2A/4FPA6ZJ2aW+rmst51uU8q3PfWU+fsuyI\nQbSk90japvw6DvhBRDwLXAf8D3AcQER01rR5B3KWdTnPupxnvxkD3BgRpwAXAsOAE9vbpEZznnU5\nzz5y31lPzSzbWs4haSRwHnAwcC/wUyCAKyNibPnMuivXKyLigXa1tdM5y7qcZ13Osy5JbwP+FrgH\nuB/YF/hMRHxQ0lbAeGAKcHFE/Lx9LW0G51mX86zHfWc9/ZFlu2eiDwF2iojxwCXA+cBC4JeSppfP\nPAKMAJa3p4mN4Szrcp51Oc9KJI0FrgKeAoaTM3y3AG+VdHRErAL+D3gB2Ll9LW0G51mX86zOfWc9\n1bMc8EG0pMGlkBtgNfCspFER8ShwJTAbOAk4UdIhwKHAHsCQ7v69LZmzrMt51uU865K0rr8eDDwf\nEV+JiCuAx8sJ4GTypEBEPAnsBqxoS2MbwHnW5Tzrcd9ZT39nOWCDaEk7A0TEmohYLWk7YFV5e8/y\n3gzgD4DfAU4BDgOmAmdFxMKBamunc5Z1Oc+6nGf/iIg15ceRwGJJ48rvJwPTgAXADyVdImkueRJY\nNPAtbQbnWZfz7Dv3nfUMVJb9XhNdalC+DLwL+D4wF3iuvPY54ByyJuXWiFgkaSZwb0R8v18b1kDO\nsi7nWZfzrEvSKODjwI+AhyNipaQpwDyy3vQuYG5ELJH0NeBp4OvAO4DfLUvoVjjPupxnPe476xno\nLAdiJvovySvOKeQduacAgyLixIhYBvwjeVUwXdI0YBLwxAC0q4mcZV3Osy7nWUlZVvxP4N1kjicp\nt1taGhFPkCeGg8ilR4CtgAcj4vWI+JUHKG/mPOtyntW576xnQLPsl0G0pH261KDsA9wSEYvJxj9F\nLu0AEBE/AS4GHgZ2BSZGxCP90a4mcpZ1Oc+6nGe/eTswOyLOAL4J7A5MjYgbASLiJuBu4EOS5pF5\nLmhXYxvAedblPPvIfWc97cyyajlH2dZmFrlc8yBwC7AjcFJEvK/8Tx5ELgHNJu/OnRwRs6s1YjPh\nLOtynnU5z7qUD6M4HbiN3HrpE8D+EXGCpOHAH5FZzoiIpyTtGBEvKh9VOyYiHmpb4zuQ86zLedbj\nvrOeTsiy9kz0h4DlEfHHwHeBy4CbgOGSPhIRq8m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"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": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ejr9I5qHTeA6GDRlK6FmDqPx+MWVfLaL4g3epWrGM2GuvJ6hbptYROySv00nd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\n0z9ZzWW7FNHGmLH79KCMBZ611m7CDX4D7qMdAKy17wG/AD4E+gOXWGu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"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.extraradiation(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": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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knwyXi+RJkwk3btO8aBERERSiRWQ/JZtTAM2LFhERAYVoEdlPmhctIiLyMYVo\nEdkvg/Oi166JdykiIiJxpxAtIvvFcLlImTKNcFMToW3b4l2OiIhIXClEi8h+S5kxA4CeVSviXImI\niEh8KUSLyH5Lnd4fortXKkSLiEhiU4gWkf3mzQ3gLSigx1pLLByOdzkiIiJx4xnpJzRN0wU8BEwG\nYsClQBR4dOD7lcC3LcuyR7o2Edm31BkzaXvl7wQ3rCdl6rR4lyMiIhIX8RiJPh1ItSzrU8AtwE+B\nXwA3WJZ1PGAAZ8WhLhHZD6nTZwLQvWplnCsRERGJn3iE6F4g0zRNA8gEQsA8y7LeHLj/ReDUONQl\nIvshebKJ4fFoXrSIiCS0eIToRUASsBa4H7ib/tHnHbroD9ciMgq5/H6SJ5uEamuItLXGuxwREZG4\niEeIvg5YZFmWCcwBHgO8O92fDrTFoS4R2U+ps2YD0LVsaZwrERERiY8RP7EQSAU6Br5uHahhiWma\nJ1iW9QbwGeDVfe0kEEgfvgoTkPrpnEToZfrJx9H05z8SWrWcwDlfGNbnSoR+jiT10znqpbPUT2ep\nn8MvHiH6DuC/TNN8i/4R6OuBD4EHTdP0AauBJ/a1k6amzmEtMpEEAunqp0MSppeuZPylZbQtW05D\ndSPu5ORheZqE6ecIUT+do146S/10lvrpnKF+GRnxEG1ZVhvwxT3cdeIIlyIihyDtiHn01VTTvWIZ\nGfMXxrscERGREaWLrYjIQUmbcwQA3Us+inMlIiIiI08hWkQOiq+kBG9ugO4Vy4mFQ/EuR0REZEQp\nRIvIQTEMg7QjjyIWDNK9fHm8yxERERlRCtEictAyFvTPhe5c/M84VyIiIjKyFKJF5KD5SkrxFRXR\nvWwp0Z6eeJcjIiIyYhSiReSgGYZB+vyF2JEIXUs+jHc5IiIiI0YhWkQOSfqOKR3/1JQOERFJHArR\nInJIfIE8kiZW0rN2NeHtTfEuR0REZEQoRIvIIcs8/gSwbdrffivepYiIiIwIhWgROWTpR87HlZxM\n+9tvYkej8S5HRERk2ClEi8ghc/n9pC88mmhbG90rtGa0iIgc/hSiRcQRWcefCEDbP16PbyEiIiIj\nQCFaRBzhLy3rP8Fw5XL6tm6NdzkiIiLDSiFaRByTffqnAWh75eU4VyIiIjK8FKJFxDFpc4/AGwjQ\n8e4iIp0d8S5HRERk2ChEi4hjDJeLrFNPxw6HaXvt1XiXIyIiMmwUokXEUZnHHoc7LZ22V14m2t0d\n73JEREROW8LdAAAgAElEQVSGhUK0iDjKlZRE9qc/Q6y3l9a//y3e5YiIiAwLhWgRcVzWSafgzsig\n9e9/J9rVFe9yREREHKcQLSKOc/n9jPvsmdh9QZqfeybe5YiIiDhOIVpEhkXmCSfhDeTR9vqrhOq1\nbrSIiBxeFKJFZFi4vF4C554H0SiN//snbNuOd0kiIiKOUYgWkWGTOmcuKVOn07NyBV1LPop3OSIi\nIo5RiBaRYWMYBnlfPR/D46HxD4/pJEMRETlsKESLyLDyFRaR84Wziba30/i/f4x3OSIiIo5QiBaR\nYZd9xmfwl1fQ+e47dH6wON7liIiIHDKFaBEZdobbTcFFl2L4/Wx79BFC27bFuyQREZFDohAtIiPC\nX1RE/tcuJBYMUv+73xDr64t3SSIiIgdNIVpERkzG0ceQefwJ9NXUUP/g77BjsXiXJCIiclAUokVk\nROV99eskT5lK99IlND2u9aNFRGRs8sTjSU3TvB74POAFfgMsAh4FYsBK4NuWZel/VpHDkOHxUPSt\nK6m5/TbaXvk7htdH7pfOwTCMeJcmIiKy30Z8JNo0zROBoy3LOgY4EZgA/AK4wbKs4wEDOGuk6xKR\nkeNOSaXke9fizc+n9cXnaX7q/zQiLSIiY0o8pnOcDqwwTfNp4FngGWCeZVlvDtz/InBqHOoSkRHk\nycqm9Nrv483Pp+WF52j870exI5F4lyUiIrJf4hGiA8A84Bzgm8Af6R993qELyIxDXSIywnYEaX/Z\neNrffIO6u35JtLs73mWJiIjskzHSH6Gapnk70GRZ1i8Hvl8GTLQsK23g+7OAUy3LumqI3ehzX5HD\nSLS3l3W/vIuWxe/jzwsw+bv/j4ypU+JdloiIyF5P2InHiYVvA98BfmmaZhGQArxqmuYJlmW9AXwG\neHVfO2lq6hzeKhNIIJCufjpEvTx4OZdcAflFtDz3DCtu+BHjPvd5zAv/lea2YLxLO2zo+HSOeuks\n9dNZ6qdzAoH0vd434tM5LMt6HlhimuZi+udDfwu4BrjZNM136A/2T4x0XSISX4bLRe5ZX6Tk2u/j\nycqi5dm/suTqf6d79ap4lyYiIrKbEZ/O4RBbv2E5R7+xOke9dEa0t5fmp5+k7fVXIRYjZfoMcs76\nEskTJsS7tDFNx6dz1EtnqZ/OUj+dEwikj6rpHCIiQ3InJ5P3r+cz/szTWf/Ao/SsWknPqpWkzppN\n1imnkTJtutaVFhGRuFKIFpFRK23CBEq+dy09a9fQ/Nen6F6+jO7ly/AVFJJ5womkH7UAT1ZWvMsU\nEZEEpBAtIqNeypSppEyZSu+mTbS99nc6319M0//+iabH/0yyOYX0o+aTOnMW3nE58S5VREQShEK0\niIwZyRMmkDzhcgLn/itdHyymY/F79K5dQ+/aNQD4iopInT6T5KlTSZ5QiTstLc4Vi4jI4UohWkTG\nHE9GBlknn0rWyacSbt5O19Il9KxcQY+1lta/v0Tr318CwFdQSFJlJUkVE/GXluIvLsHl98e5ehER\nORwoRIvImObNySX7lNPIPuU0YuEQvevW0bt+HcGNG+ndtJHQ22/R8fZb/RsbBt68PPwlpfhLy/AV\nFuIrKMSbl4fL64vvCxERkTFFIVpEDhsur4/U6TNInT4DADsWI1RXS7BqC301NfTVVNNXW0PXhx/Q\n9eEHHz/QMPDm5uLNL8RXUNAfrvML8BUU4s7M1EogIiKyG4VoETlsGS4X/tIy/KVlg7fZtk2ktYW+\n2hpC9fWEGuoJNzQQamigZ+VyelYu32UfruTkgRHrInyFRf1fFxXjzc3FcI349apERGSUUIgWkYRi\nGAbecTn9K3nMmrPLfdHubkIN9YQaGghvaxgM2cGqKoKbNu26H68Xb34B/qKPw7W/tAxvIE/hWkQk\nAShEi4gMcKemkjyxkuSJlbvcbkcihJsa6auvJ1S/tf/P1q39gbu2ZpdtXUlJ/aPf48eTVFaOf/x4\nfAWFGG73SL4UEREZZgrRIiL7YHg8A6PNRcC8wdvtWIxIawuh+q301dX1z7murqJ3w3p616/7+PFe\nL0nlFSRNrCS5chLJlZO0/J6IyBinEC0icpAMlwtvTi7enFxSZ8wavD3W10dfbQ191VUEq6roq9o8\nGKxbB7bpX35vEilTppAydTqezMz4vAgRETkoCtEiIg5z+f27TQuJBXvp3biR3g3rCW7YMLD83pt0\nvP0mAL6SUlKnTSdl2nSSJ03WetYiIqOcQrSIyAhwJSXvuvxeNEpfbQ09q1fTs3oVvestWmtraH35\nbxgeD8nmFNLmHEHqnLl4s7PjXL2IiHySQrSISBwYbjdJ48tJGl/OuM98llgoRO+G9fSsXkXPqhX0\nrFpJz6qV8IfH8JdXkDZnLmlHzMNfVBzv0kVEBIVoEZFRweXzkTptOqnTpsM55w5ezrx76RJ6rLX0\nbdlM89NP4isuIWPBQtLnL8CbGzig54hFY3R39tHTHaKnK0RfMEwoFCUcihLqixDqixKNxrBtG9vu\nX1MbGzDA43Hh8bhxe114PC68PjfJyV6SUrwkp/hISvaSnOLF49UqJCKSGBSiRURGoZ0vZx7t7qZ7\nxTI6P3ifnpUr2P7kE2x/8gmSKieRMX8B6UctwJ2ejm3b9HaHaGvtpaO1l/ad/nR39RHsCWPbw1t3\ncoqX9Mwk0jOTSMtIIiMrieycFLJzU0lO8erqjyJy2FCIFhEZ5dypqWQsPIaMhccQ7e6m66MPaH/v\nPZo2N7B527t0/X0dPTlldLrS6QvtnpLdHhdp6X4C+el4fW5SUn2kpPWPHnt9bnx+Dz6fG6/Pg8fr\nwjD6L0rT/wdiMZtoJEZk4E80EiXUFyXYG6a3J0ywJ0ywN0xPd4jO9iDbG7torO/crY6kZA/ZuamM\ny00ltyCN/MIMsnNTcOniNCIyBilEi4iMAX3BMNu2dtBQ20FDXSaNrqMJl0Y/3iACSeEO8uhmXGE2\ngekTyS7KITM7mdR0P4ZhEAik09S0e7h1mm3bg4G6o7WX1uYeWrZ307q9h4badupr2ge39Xhc5Bak\nkVeYQWFJJoWlmSSn+Ia9RhGRQ6UQLSIyCoXDUepr2qjd3Ertllaam7p3uT87N4X8ogwC+emMy0sl\ntbuR3nffovP997CrQrDYhXHEPNynng7plXt5luFhGAapaX5S0/wUFO+6/nUkHKW1uYemhk62be2g\nqb6TbXX9vxwsf78WgHGBVIrLsiga+JOU7B3R+kVE9odhD/cEueFhj8RoSqIYqdGpRKBeOiuR+mnb\nNi1N3VRtbKZmcysNde3Eov0/n90eF/lFGRSUZFBQnEl+UcZeg2W0t5fOxf+k/R+v0VfTf0lyf3kF\n2aedTsUZJ9HcFhyx17S/wqEoTQ2d1Ne0UVfdRkNdB9FIbPD+/KIMyiaOY/zEHHLz00bFvOpEOjZH\ngvrpLPXTOYFA+l5/4ChEi95sDlIvnXW49zMWi9FQ28Hm9dvZvG47ne0fB9zc/DRKyrMprcimoCQT\nj+fAVr2wbZteay2tr7xM97KlYNv4xo0j48STyTzxZNwpKU6/HMdEIzEa6zuoq+4fiW+oax88ITIl\nzUfZhHFUTMqltGIcbk985lMf7sfmSFM/naV+OkchWoakN5tz1EtnHY79jEZj1G5pZePaJqo2NBPs\nDQPg9bkZP3Ec5ZNyKSnPdnRecKixkbbXXqFz0VtEe3shKYngvHlsmzWNNleM7lAvoWiYcCxCOBYm\nHI0QtaO4DAMDV//fhgu34cLv9pPiTSLFm0SqL4k0fwp56ZkUZowjIznZsZp31hcMU7O5laoNzVRv\nahnsmc/vprwylwlTApRWZB/wLxqH4nA8NuNJ/XSW+umcoUK05kSLiAwz27ZpqG1n/epGNq5tJNgb\nAfpHVafNLaJiUi7FZVmOjKpu62hn7bZqtrQ20NzbSltfOz2xTvqyunF/OoPZm1zMXdtDyqJFFP1z\nEc2VyayemkJ3yh4CqP2JvwEiQN9eXmfUjSuahNdOJsWdQbY3m/y0HEoy85iQU0hx9jg8rgMPuv4k\nL5VT86icmkcsZtNY38Emazub1jaybtU21q3ahtfnpnxSDpOm5lM6IVsrfojIsNNItOg3Vgepl84a\n6/1s2d7NupUNrF/dSFdHf/JMThkIhNPyyC/KOOj5ve293XxUsxGrqYqGnm20R1oIuTvAE9rzAyJe\nPLFUvCSTEvMxfUsbU9bWkNwTJOZy0TJ9Cs3z5+HJyMTv8eJxe7DtGDHbJhqLEbVjRKJResNBusNB\nesN9BKNBeiNBeiLd9MZ6CNFD1Ahie/rY08uyo258kUwy3TkUphYwcVwxM4sqKMg8uMua27ZNU0Mn\nG9c2sXFt0+B0mOQUL5Om52POKCA3P+2g9r0vY/3YHG3UT2epn87RdA4Zkt5szlEvnTUW+xkORdiw\npok1y+rZtrUD6J+qMcEMMGlaHsXjsw54lDQYDvF+1QZWNmygtmcrHbEmot7OXYKqbYMrnEoKWWT7\ncihIzaMwPZeSzBzKxuWRkZy8Wz/tSISOdxfR8sJzhJuaMHw+sk4+lXGf/izutIMPn6FImC3NTWxu\naaCuvZHGnmbaw210261EPJ0Yrl3/3zHCyaSTR2lqCTPyKzmidCJpSUkH9Jw7AvW6ldtYv3rb4Gh/\nTiAVc2YBk6bnk5Lq3BSZsXhsjmbqp7PUT+coRMuQ9GZzjnrprLHST9u22ba1gzXL6tmwppFIuH9l\nidKKbKbMKqS8MueALofd0dvLO5vXsKpxPXW9NQS92zFcH69WYUc9JEWyyfUVUJFVypS8Mqbkl5Ds\nGzok7q2fdiRC+6K3aXnur0RaW3ElJ5N9+qfJPu10XEnOznPuC4dZ3VDD2sZqajq20tTXSI9r+y4j\n6HbMwBfOIt9fyqw8k09NnEZmcup+P0c0GqN6YzPWim1UbWwmFrNxuQwmmLlMm1NEUVnWIa/wMVaO\nzbFC/XSW+ukchWgZkt5szlEvnTXa+xkORbBWbmPlR3W0bu8BIC3Dz5RZhUyZWUB65v6NpsZiMT6s\n3sg/a1ayuWsjQW/TLqO17lAGue4iJmVXMKtoImZB8UHNLd5XP2OhEO3/eI2WF54n2tWJOz2dnLO+\nSOZxJ2C4h++kvVgsxoamBj6sXcfGtiq2h+oJeVsHe2DHDPzhcRQljWde0VQ+NXEaPs/+rR3d2xNi\n/epGVi/dOvhvlDUumWlzizBnFBz0GtSj/dgca9RPZ6mfzlGIliHpzeYc9dJZo7WfbS09rPyoDmtF\nA6G+KC6XQcXkXKbOLqR4fDYu175HOZu7unjZ+oDVzRYtdi14Pz5bz9OXTYG/lGm5lRxdPpW8jMwh\n9rT/9refsWAvrX9/mZa/vYjdF8RXVEzgX/6V1OkzHKljf3QGe1m0aTXLGizq+6oJ+Vo+nr4S8ZJl\nlzA9ZwqnTD6C/P3oz46TO1ct3crGtU3EojZuj4vKKQGmH1FMflHGAdU3Wo/NsUr9dJb66RyFaBmS\n3mzOUS+dNZr6ads21RtbWPFRHTWbWoD+1TWmzyli2pxCUtL8+9xHbVsLL69dzOq2NfR4Gj4ebQ77\nyaaE6TmTOWHSHIoO8kS7fTnQfkba29j+1JN0LHoLbJvUmbPI/cp5+IuKhqW+oTR3dfH2ppUsa1xD\nY3QLtrcX6J8L7g/lMjFtEqdPXsDk/H3X1tsTwlrRwOql9bS39u+noDiDWUeVUDE5d7/mrI+mY/Nw\noH46S/10zqgL0aZp5gEfAqcAMeDRgb9XAt+2LGtfRSlEO0hvNueol84aDf0MhyKsWd7Aig9q6Ri4\n2l9BSSYz5xVTMTkXt3vowLWxqYGXrcWs61xLn2/74Giqpy+L8pRJfGr8HOaWTTio6RkH6mD7Gayu\nounxP9O7dg24XGSdeDI5Z38Rd8r+z1N2UiwWY2ntZt7esozN3Rs+0ddsKtOmcMZ+BGrbtqnd0sqK\nD2qp2tj/i1Fahp8Z84qZNrsQf9Lep3qMhmPzcKJ+Okv9dM6oCtGmaXqBx4GpwFnAHcCdlmW9aZrm\nfcBLlmU9vY/dKEQ7SG8256iXzopnP7u7+ljxYR2rPtpKqC+C2+Ni0rQ8ZhxRTKAgfcjHNna089zq\nd1nZuoI+fxPQP2KaFAowKWMKp1bOY9J+jJg67VD6ads23UuX0PSX/yXcuA13egaBc/+F9IXHxP0y\n3A3trfxt7fusbF1Fj7cBw+j/f21HoD5z6jFU5OYPuY+2lh5WfFDL2hUNRMIxPF4XU2YWMPPIErLG\n7X51R73XnaV+Okv9dM5oC9G/Bl4Arge+CbxqWVbJwH1fAE63LOvKfexGIdpBerM5R710Vjz62bK9\nm2WLa1i3ahuxqE1SipeZRxQz/YiiIa8i2BUM8uKa9/lg2xI6PXWDUzX8fQFmZM/k9CnzKckaN1Iv\nY4+c6KcdidD68t9ofu4Z7FCI5MkmeV+7AH9RsUNVHpptHe28uOa9XQK1bUNyKJ+5uXP4/IyFQ670\n0RcMs2ZZPSs+rBtc23t8ZQ5zF5RSWJo1uJ3e685SP52lfjpn1Fyx0DTNbwBNlmW9bJrm9YAx8GeH\nLsCZM2hERPaTbdtsrW5j2eKawY/1M8clM2d+KZOn5+91ebpYLMaiTWt5ZdMimozNGO4I+MDTl8mk\ntGn7NQI61hgeD+M+eybpCxbS+Kc/0L10CVU330j2aWeQ8/mzcPn3PTd8OOVnZPKNBacDp7Oto53n\nV7/LitblBP3beLfzJd55+xVy7HKOLz2Kk8zZu02j8Sd5mbOgjFlHlbB53XaWvV9L1YZmqjY0U1Cc\nwZwFZZRPyonPixORUWVER6JN03yD/gvI2sAcYB0w17Is38D9ZwGnWpZ11T52NSbPhhSR0SUWjbFm\neT3vvrGRrTXtAJSWZ3PMSZVMnpaPsZdVNmpbmvnDe6+ydPuHRH39F1QxwslMSJnG2bOOZ0Hl5BF7\nDfHWsvh9Nj34CH2Njfhyc6n81uVkzzsi3mXtZln1Fp746HXWda3E9vYvdWeEkzHTZ/G1+aczuXDv\n02uqN7fwzusbWLdqG9B/AZdjTqpk5rxiPJ7hn8suInE1eqZz7GCa5uv0T+e4A/iFZVlvmKb5O/qn\nd/xlHw/XdA4H6WMf56iXzhqufoZDEdYsa2D5+zV0DnxkP8HMZfb8UgqK9/xhWCQW5ZW1y3iz5p+0\nuaswXDZ2zCAzWsbxJQs4bcpcPMO4lrIThqufsb4+Wp5/lpaXXoRolPSjjyHvX756SFc9HC6RWJS3\nNqziH1WLaWIThjuCbUNauJhjixfwuWlH7fXfsXV7N0vfG5jqE7NJSfUx66gSps0pwp80oh/sHnb0\ns9NZ6qdzRtWc6B0GQvTl9I8qPwj4gNXApVqdY2TpzeYc9dJZTvezpzvEyg/rWPlRHX3BCB6PC3NW\nAbOPKiEze/eTxwC2trfyxLLXWdezHNvXP4LpCqUzNW0WZ888ftiWoxsOw3189tXU0PDow/RVbcGd\nnkHe+V8n/cijhu35DlV7bzdPLV/E0paPCPv7p/EQTmKCfzpfmnHiXqfidHX2sWFVIx+8s4VwKIrX\n52b63CJmHllCWnp8p7OMVfrZ6Sz10zmjMkQfIoVoB+nN5hz10llO9bO9tYdli/tXXohGYiQle5gx\nr4QZQ5ws+O6mtbyw4Q2aXZsxXDHsqJtcewKnTjiGT02Yul9rCY82I3F82tEorS+/RPMzT2GHw6Qd\nMY+887+OJzNr3w+Oo/e3rOfF9W/RwIZdRqdPKDmGM6Ydsdvc6UAgndqaVlYv3cryD2rp6QrhchlM\nnp7P7AWljMuNz/J/Y5V+djpL/XSOQrQMSW8256iXzjrUfjbWd7D0vRo2WU3YNqRnJjFnfinmrAK8\nezhZsDcU4snlb/N+0+LBkUlXKJXp6UfwldknkJN2YFe1G21G8vgMNTSw7feP0Lt+Ha6UVPK+9nUy\n5i8ckec+FHsanf74GDiJnIEpKjv3MhqJsW7VNpa+V01bS//FW8ZPHMfs+aUUlWXFfQnAsUA/O52l\nfjpHIVqGpDebc9RLZx1MP23bpmZzC0v+WcPW6jYAcvPTmLuwjAnmnq9Gt3n7Np5Y8RpbwqvAExoc\nhTyx9BhOn7r7KORYNdLHpx2L0f6P12h64nHsUIj0+QvJO//ruFPHxijtPzdbPL/+DZpdmwY/jSgw\nJvOFKSdx2tyZu/XStm22rN/O0sU1NNT2n3AaKEhj9vxSJk4JjMlPL0aKfnY6S/10jkK0DElvNueo\nl846kH5GozE2rmlkyXs1tDR1A1Bakc2cBWUUj999NDAWi/H6+hW8suUt2j01/RfoiHgp8UzlS9NP\nwswfHeseOylex2doWwMNDz9IcNNGPNnZ5P/bJaROmz7idRysre2t/GXZa6zvXT54ufGUcAFHFyzk\nCzMW7PFExIa6dpYtrmXzuv5PQdIy/Mw6soSpswvx+XUS4ifpZ6ez1E/nKETLkPRmc4566az96Wdv\nT4jVS7aycslWerpCGAZUTs1jzoJScvN3v7JgR28vf1n2BsvaPhhcns4dymRu9lGcM/s40pOSh+W1\njAbxPD7taJSWF5+n+dm/QjRK1imnkfvlr+Dy7f0CNqNNKBLm2ZXvsaj+n/T5G4GBZfJS5nDu7JPJ\nz9h9ZZf21l6Wv1/L2hX1RMIxfH430+boJMRP0s9OZ6mfzlGIliHpzeYc9dJZQ/WzubGL5R/Usn7V\nNqJRG6/PzdRZhcw8spiMrN2D8JqGGp5a9Tp1sbXgjmDHDLKi4zmt4jhOqJyeEB+1j4bjM7hlCw0P\n3U+ooR5fQSEFl15O0vjyuNZ0MDa0b+UPi19kGxsw3FHsmIvc2EQ+N+kEFlTsvk54sDfMqiVbWfFh\nLb3dYVwug8qpeUw/ooj8ooyEnzc9Go7Nw4n66RyFaBmS3mzOUS+d9cl+RqMxqjY0s+LDusH5zpnZ\nycycV4w5s2C3j8kjsSh/W/0Bb9S+S49va/+NYT8T/DM4Z+bJjM8JjNhrGQ1Gy/EZC4XY/uRfaHvl\n7+B2EzjnXLJOPX1MBckdvWzq6uCJpf9gVdcSbF//NCJvXw7zA/P54qxjSf7ESHskEmX9qkaWLa6h\ntbl/ycTcvDSmH1HEpGn5eH2Hx/z7AzVajs3DhfrpHIVoGZLebM5RL521o59tLT2sXV7P2hUN9HaH\nASgpz2bmkcWMn5izW/hq6urgL0tfZ3XXksG1nX07gs3sY0nyjp0pBE4abcdn96qVNDz0ANHODlJn\nzabg3y7Bnb77FJzR6JO97P+F7UPeqH2Hbu9WDAOI+Cj3zuCcmSfttua0bdvUVbWxakkdm9dtx7bB\n53djzihg2tyihFsib7Qdm2Od+ukchWgZkt5szlEvnRPqi9Dc0MXiRVsGR539SR4mz8hn2uwixgV2\nDxkfVK3nuXVv0Ghs6F9NIeYiMPAR+/w9fMSeaEbj8Rlpb6Ph4QfpWb0Kd1YWhZd+kxRzSrzL2qeh\nerm2oZanVr9ObWQteMLYtkFGpJRTx3+KkyfP2m3qUFdnH2uWbmX1snp6ukL9+y9Ix5yRT+W0vL2u\nZX44GY3H5limfjpHIVqGpDebc8ZqL6PRGK3bu+npDuF2u0hJ85OZnTTi84TD4SjVG5vZsKaRqo0t\nRCMxAIrHZzF1diEVk3PxeHb9uLs3FOKZle/y3rbF9PmbADBCKUxNm8M5s07a48leiWq0Hp92LEbr\n315g+9NPgm0z7swvkPP5szBG8Tz1/ellZ7CX/1v2Fh+1vk/U1w6AO5TBrMwj+MqcE8hM3vUXwWg0\nxpb121m7ooGaTS3YNrhcBqUV46icGmB8ZQ7+JO+wvaY9sW2bzvYgXR19hMNRklO8jAuk7vY+PFSj\n9dgcq9RP5yhEy5D0ZnPOWOtlLGazbHENS/5ZTV8wsst9brdBbkE6RWVZFJdlUVCcgdfn/NJcHW29\nVG9qoXpTC3VVrUTC/cE5OyeFWUeWUlyeucdLci+v3cJz1lvURS3w9I/eJYcKOa74aD437ag9LjuW\n6Eb78dm7cQP1D9xHpLmZ5MkmhZd9E0/W6Lys+oH0MhaL8dbGVby06S3a3FUYLhuiHvKNSXx64rF7\n/JSkpzvE+tXbWLdyG9u3dQFgGFBUlkX5pFzKJowjMzvZ8Xnk0WiM5sYu6mvbaajtoKG2nZ7u0C7b\neLwuZs4r5shjy/Hs4aJFB2O0H5tjjfrpHIVoGZLebM4Za71846V1rF6ylaRkLxWTc0nPTCIWjdHZ\nHqS5qZvmxi52/IhwuQxy89MoKM6koCSD/OJMUtN8B/SfeCQcpa2lh21bO9lW105DXQftrb2D92fl\npDBhci6VU/MY9//bu/P4uqp67+Ofc07OOUmaqUOSNk3aCpRFgUKZh14BveBwmcQH0auMio/Mo/AA\nIk4gClT6oAwiF0FR9ApKxYvMKAjIDAXFVTpAp7RNmmaeTs4594+1Q0tp0qbZyT4n+/t+vfqizfjj\n+9rDb6+99tqV46iqKvtAnq1dXTzw5rO8tv5VepON3g9NMDVmOHbWoexWM82XXMaqfNg+050drL37\n57S/8jKxsjKmfO2snJzesb1ZLm9q5L43n2JJ95sQ7wagoKeCXcv34DO7f3SLd06aGjtYtqiRd99p\nZF39xt9ZXJKgpq6cKbUVTJpcwoRJ44a8BnVnew9r69tYt7qVtd6f/gvZ/t8xeWo54ycWUxCP0tHW\ny7J3Gulo66F2xniOPGG2L3es8mHbzCfK0z9qomVQ2tn8k09ZLlvUyMO/f4uJleM45otzKCz68G3i\n3p4+1qxqZfXyZlYvb6ZhTRuZzMZjRiIZo2JiMWXlRRQWxSksjhOLueNNNgs93X10d/bS2dFLc1MX\nbS3dH/j5iWSMKbUVTNtxAtN2mPChpekqK0tZVd/Ek4sW8uzKV1gfeZdIzI2YF/VO5oDq/ThqtwM+\ntAKCbFm+bJ/ZbJbmJx6j4Xe/hWyWSZ89nvGf/HROrd4x3Cx7UikefvsVnlv9Em0FK4lEs2QzEcrT\n0+cg8DIAAB9HSURBVJg7dV8ON3tt8QHYjrYe3l28nlXvbaB+xYdHiUvLkpSNL2JcSZLikgTxeIxo\nLEIkGiHVmybVk6a7K0VLcxctG7ro7kx94PvHTypmSm05k2vLmVJbTml54YdyT6XSPPbAP3lvyXrm\nHr4Te+xbu9059MuXbTNfKE//qImWQWln808+ZXnfXS/TuLadz39lP8Zv40oAfak069a0sWZlC+vq\n3aoZLU1dH2isB1I8LkHFxGIqJhRRObnUjW5NKt5iY9SXSfP8Usuzq15hRfciiPcA7sUW0xOzOHbX\nQ9i5umZo/8OSV9snQNc777D6pzeTbm5m3F57u9U7ij88tScIfma5srmJBW89w7/aF5JJeD+zL85E\nZnBAzRwON3NIxj98kZvNZmnZ0MWalS2sX9dBU6P70/9w4mCi0Qil5YVUTCymekopVTVlVE0p3eY5\n112dvfzqthdIJGOceOZBRKPDu8DJt20z1ylP/6iJlkFpZ/NPvmTZ3NTJvbe/yPQdJ/CJ/7Mbzyz+\nB2+tXUJbbxvxaJzSRAkzxk9lztSPMLl88DmpmUyGzo4U3Z0purtSpNMZt7wXEZKFBRQVxykqjm91\nPnVbdxdPLnqD19a+RUPmvfcbZ/riVEd25KPT9+WjO+1GQVRznbdXvmyfm+praaH+Z7fR9a+3iVdV\nU3PmOSTr6oIua0SyzGQyPL/M8tS7L1Lft+T96R79DfXsyl04bOaeVJaUDfpz0n0ZOjt66WjvoS+V\nIZPJkPFeSJRIFpAsLKCkLLnVaRht3V28vHwx7zQup6WnjVSml+KCYnaeNJ3DzRyef3wp/3y9nqO/\nsCe1M4Y3dz0ft81cpjz9oyZaBqWdzT/5kuXCl1fy7OOL2WVuFQva/0gq2TTg10ZSRZRSRe24qexa\ntQP71M2krGj4r8Zu7+7mhfcsb6xZxKrO5XTFG4hEvbmYfQkmUMfHdjqAuXW7bXEUToYuX7bPzWXT\naRr/cD8bHn6ISCJB9UmnUHbQ3EBrGuks+zJpnln8T55d/ir16cXvX1Rms5DonUhd0Qx2rdyR/afv\nzMStNNXb+vv+Vb+S11a/w7Lm5azvW0Mq0UIksuUeIdpbytFlx7Dk6Q3sdWAdBx6247B+f75um7lK\nefpHTbQMSjubf/Ily8cW/IPFbzfwzqwX6SltpCw1jX2r92JK2US6Uz00dDSzvGU163rW0hltfH/1\nC4BsNkJBqowJsWpmlE1jWkU1NeUTqa2YRHEi8YHRrZ5Uioa2FpY3N1Lf2sia9kbqO9bSmmmkL97q\nVinwxHrLmJrYgQPrZjN3h10piMXyJs98ke95tr/2CmvuvINMVxcVhx9B5ee+QCSgVVhGM8u+TJoX\nli3ixZVvsbxzKT2J9Ww6CyraW0p5tJKJyYnUlFYxffxkKkvKqSwppyS5ccQ5k8nQ3tPDurZmVrc2\n8W5TPWs61rGuZy1d0UYo2Dg/OpuJkkiNpyoxhRnldVSXTqA4nqSxo4WX6xfSEHuHaG+S3Rf+O9U1\nZRx30t7D+n/M920z1yhP/wzWRPu/XpWI5Lx19W1kYml6ShqpZQ8u/+SJA35tJpNhScMaXlu1mMUb\n3qOht56eeBMN0RYaOhbxUgewyn1tNgtkYkAEIukPNMnvi0M2HfNO0DXsMmknDp4xa6vTRkRK9tqH\naVfWsvrm/0/z44/Rs3IlNWecTaykJOjSRlRBNMbcHWcxd8dZAKxvb+WZJW+xqOld1nbX01Wwng2x\npWxIL2VxM9C88XuzmShkvR4gktnyPpmASO84yvvqmFZSy+zJO7F33Q4Dvtnz6NkHcOffH+GVyBP0\nJLtZ3xAjm83m1IOfIqNBTbRIyKT73BJ2XeNaifQVceHHTxj066PRKDOra5i5yYN8PakUC1e9y5tr\nlrK+q4nWVCtdmQ7S2T4ypMlGMkSzBcQoIB5NUlpQxvhkOdUlE5lVPZ2dq2q0jrNsl0R1NdOu+Cb1\nd9xOx+uvsfzq71Bzznkka4OfJz1aJpaU8Zk9DwYOBqAvnWZxQz1LGutZ0bKWxq71dGW66Ml00Zft\nIYtrnCNEiEcKSUaKGBcfR3VxJdPHT2a3ydOGfBF76v5H8MYjr9JZ3ESiqZDW5m7Kxw9/mpdIPlET\nLRIyLc1dbvm5onZmJHYdcLRpMMl4nP1mzGS/GTNHoEKRwUULi6g561zWP7iApgcXsPzaq5n85a9S\nus++QZcWiIJYjF0m17LL5OEvNbetotEoe47fi+WNywH30iQ10RI2uftOVREZEf0vN+kt7OCgaXsE\nXI3I9olEo0w69jimnHE2ZLPU3/oTGhf8gWwms/VvFl/8+8x9SCXc8WTzNeBFwkBNtEjIdLS5p/x7\nC3rZd9pOAVcjMjyl++7HtMu/ScGkSTQ9uIDVt/6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"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.extraradiation(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": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iPjGS5D4xpKTHkpgcjVYrr53eouxgA4qqIWdE7mnsLV8ii9ARyHmi7wd+f/jn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\nAgdba5/J/Oxx4JQsxyQSHFuXoFIRLSI+cbzjiRPRSLQES1bbOay1HQD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"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.extraradiation(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": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aDwCv0ze9ZK4uKhSJne1XZadlpUADdLd07WMPERER+ayYh2jLsjYBM/p/zNvD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\nhJp3E27eTbh1H5YZA8CXNYCSITMhOK7TLbm3VO3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"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.extraradiation(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": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//nwmTpx0yBvBXbvKmD//Hp577vd88cVS6upqefnlFzjzzLN4+ulnOeusc3G5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"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.extraradiation(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": 28, "metadata": { "collapsed": false }, "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.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(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": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XvJbVsxIN+C2xEn2ohc2FgNcI0QA8dbilX46kptpiv0sBAq+6LF9F+dk61MxK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\ne/nx5D8g9+N0PM/zenmr3PGNVxtjyq2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QumHz17TWvpRu+5DL04XBJMno2+iLk1yUbpj9Aa21HUMXPqtGvfydqvrRJJXk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\nT/8fvdZHOazItH8AAAAASUVORK5CYII=\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": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T26XA5oj4/vq2T7e20FW2RBxeXh8aX/B0MfBg4I3ZsYtA97XEz8cv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\nLEmSpF75/0o8Vb0i48UPAAAAAElFTkSuQmCC\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": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3+aqQRzKzZb0SXL5L1rXQUBvjFwd6cV03nEGIiIiILHPjk2meemaA9d2NdLdX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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta = DHI * AM / DNI_ET\n", "delta = delta[ebin.index]\n", "delta.plot()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "z = z[ebin.index]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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C8Jn20alp0swmA2sbiljXUMz6hmLKihx5LqkQ4kqcNjNb1FK2qKUADI1FOdM+ylutI5xu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"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 + F1c[ebin,2]*z\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 + F2c[ebin,2]*z\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": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from pvlib import tools" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0W7jxUiPLZo1GpZI3fQnnUalUXDYlnpVLMrBa7Ty27jB7ihuUjiWEcBLZnUMIMexsz69l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\nEuDwvdndUreNV/WbNHY2kRqezM+mLiDUGWVw1AOXfBGYJXmaJXmaI1m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"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": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RQugHBoBzgJtWe5KF+SoAByfm2LNn6hg2o/PGx0e6ZlvyZizajEViHNqMRZuxaDMWbcai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\nDm3Gos1YtBmLNmPRZizaui0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sky_diffuse = DHI[ebin.index]*( 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", "\n", "sky_diffuse.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the Perez model to others." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fAJ459fWZf31LAZ/WD0cIJ9FAsuMaFo7Wzx9LQjyqzdZmproT509VVWpycyk/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\nCOcQYPRi0u398fZ1Y/dvyfy24WiTqq0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seqORBedPZPa86pO2eJimSUdrL41722nY0UKo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"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.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(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.extraradiation(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": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LpChXx5awEe1qJSIi0mcK0SKpYrvloJ1+PzidROq2DU49IiIiw5hCtEiq6dz2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\nLG/D6/UBYFgyci9yixTRQuQI03pzJNrj8mU4GiGyl9Pvp+rzXyR/9hz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"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.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(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.extraradiation(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": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oRKfRcdPcG/ivrY/yv/uf4q5V/4FFP7aZJsT5IxZP0BOI0J26+IMRAn0xAqEo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"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, modelt='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, modelt='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": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hQb68+1kRq/NKrI4kIiJeLHd7Ba9+VECAvw8zpqbRJybY6khiIZVo6dHiooKY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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": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B/GRsXyxm7TTojmLD/XlwfjpfZh5m0Rf5vPbhPrbnlnPDNCthQT5GxxORHkglWkTkO3bk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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": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-4, 4)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DGGOWAN8HvmitveV0z29r04kVlaR+Vo5Xe1mXjANQn0x4tsYTuf7qVbzk0mXccsd2fnTv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\nQmCC\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": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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m0xCcuUmcdOxh1JwPCQaDpmOJiEgYqUQXUB+vmsuGnAXgc3Fv40FUKpFkOpKI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\nEZE0qYgWEREREUmTimgRERERkTSpiBYRERERSVO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"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['apparent_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": [ "### total_irrad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is an experimental convenience function ``total_irrad`` 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": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2vKahlf96ahdVtS28b/5wrtdMtV+kD4niK/dOJjIsmEdfOcSe/M5b8blcLhbe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\n234L9w962BjTba29AvwNsMla+3ng81HEvJwpn+FRLsOlfIYnaDn5X7g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4aiwjRg+l4FgVRceryRw11M9JRaS39aSwXgjMBOa94/gin6cREekj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\n8AQtJ/8LV6TcD5w0xnwIGLDWtgctfg8DPvCPQAFwwlqbBs4HPxJQPsO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BgptGEh4ZwjtvH6ay7OK3lYiInE2JtYiIj727toCK0lpGjE1hxNiLK4V34mQ9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\nxVVdFQMgreX2pIws2g1ijDER4PeAfUASeJe1tqe0vRJZXiYnXRVkLL5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D+WpXcv2XdXlszen7hsbo2DDmLcqmtaWDDWvzdOS5iFw1JdYiItepoa6FzW8e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\nXvvWTHWQvkJ0S2RZUWItItc5dbwXgJbdTXnt6TJ76YVMIrJ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BSvrAIvc8yLVCJcz5vS63\nTvEMTjQcJsbsVbSc5brlqDHm/wCft9Z+zb9+FthirU3Ndv+3/93PLc9/iIjMW8Qf1YtkvuC935FQ\n9npJNEoqCeFQhLATyt6WmyjM8hzZ5wllHpt9jsg1iUj4uufNf45wXhKxkqcgxGKV9Pdrh7zZZA4O\nU8nsgeVcB5NukqrqEgaHRv37+QejqWTeAWYq54A1eyCafQ7vADTnevpsjJsilXeGJefytX/nmv7m\n3iYiC+e6Dp/98T+e9ahwOY9Yj0De4UBorqQa4O/f8SdzH/aKiMicYjHVLw9MQ6E7ICKFtJyHWJ4B\n/hWAMeZ+4JXCdkdEREREZG7LecT6C8BrjTHP+Nd/qpCdERERERG5kWU7x1pEREREZCVZzlNBRERE\nRERWDCXWIiIiIiIBUGItIiIiIhIAJdYiIiIiIgFYUYm1Maau0H24kyiewVEsg6V4BsMYEzHG/Edj\nzCPGmKJC92elUzyDpXgGT5+dwbndWK6IqiDGmDDwYeAQ8BzwZWvtS4Xt1cqleAZHsQyW4hkcY8xO\n4K/x9gSoBNqAz1hrLxe0YyuU4hksxTNY+uwMzkJjuVJGrN8IbAfeCYwB7zLG3AtgjNGOi7dO8QyO\nYhksxTM4a4HPWmvfA/w+UAL8TGG7tKIpnsFSPIOlz87gLCiWyzaxNsbsNMYU+1f3At+y1vYCfwOc\nBP4dgLV2+Q+5LwOKZ3AUy2ApnsEwxqwxxvwPY8yPG2O24I0Cvsq/2QLfBDYZY/YWrJMriOIZLMUz\nePrsDE6QsVx2ibUxpsoY80fA/wM+aoz5Sbw33PsArLWXgO8CrjFmf+F6ujIonsFRLIOleAbHGLML\n+AvgAlCGNxL4JaDJGPNma20c6AEGgMbC9XRlUDyDpXgGS5+dwVmMWC67xBp4CGiw1t4DfBL4HeAU\n0G6Meb9/nw6gAhgtTBdXFMUzOIplsBTPBTLGpD/DQ0C/tfZ3rbV/DnT7Mfx5vLhirT0PrAcmCtLZ\nFUDxDJbiuWj02RmcwGO5LBJrY0zInywOkAR6jTE11trTwKeBTwA/B/yMMeYh4LXAJiA82/Otdopn\ncBTLYCmewbLWpvyLVcClnNPoPw+8F3gF+I4x5pPGmG/gxfHc0vd0ZVA8g6V4BkefncFZ7FgWtCqI\nMabRWtuXc70SuBt4M97q4CN++ym/bQtwP3Av8OvW2sNL3+vlS/EMjmIZLMUzGMaYGuBfA88Dbdba\nKWPMu/BOXf434AngG9baIWPMx4CLwB8Bm4Hd/ul38SmewVI8g6fPzuAsVSwjQXd8PowxVcBvA9uM\nMf8CfAPo89t+Fe8fdL8xZsBaew74S2CdtfYrwFcK0eflTPEMjmIZLMUzOP7Iyf/CS1LuAY4ZYz4B\nXLXWnvVH/B4CXODvgCjwsrU2AXT6P+JTPIOleAZLn53BWepYFmoqyL/FG1J/F16JnfcAjrX2Z6y1\nI8Bf4R0pvN8Y817gx4CzBerrSqB4BkexDJbiGZyNwCeste8D/gTYAPystfazANbazwFPAW8wxnwT\nWId3ql1mp3gGS/EMlj47g7OksVyyxNoYsydnTsse4Ev+asu/wlsp/N70fa213wP+EK9g/Drgrdba\njqXq60qgeAZHsQyW4hkM45V/+t/GmDcbY2J41RIe9m8+AXwNuNcYs86/f7219gt4q9l/yVr7Nmvt\nQEE6vwwpnsFSPIOnz87gFDKWiz7H2hizBvgo3hyql4EvAfXAz1lrH/X/4ffhzcv6BF65nZ+y1n5i\nUTu2QimewVEsg6V4Bsc/rf4R4HN4IyyvBX4I6ALeaK19xRjTArwbr4xZB95c1Q9Yay8WptfLl+IZ\nLMUzWPrsDM5yiOVSjFi/ARi11j4M/D3eHKzPAWXGmLdZa5N49SvLgQFr7VWgewn6tVIpnsFRLIOl\neC5QzghLCXDKWvs/rLW/j7eZxluBD+KVhMIfUdmEF/NR4F1KWvIZY9LriBTPAOj1uWj02Rmcgsdy\nURJrv5RJ+rmngAFjTIm19ingGbzVwT8LfMgYsw/4QWANUAqglcH5jDFhxTMYxhgn58tBsVwgvTaD\nY4xx/A99gGK8WG73r78X+D28TQz6jDEfN8Y8iTfaMuA/NrH0vV6e/OoU5MRE8VwgY0xIr8/g+N9F\n+uwMwHLLOQOtCmKMabbWXrZ+7UrjlTKZBorwhuXb8epXvoJ3VPsR4CeBbcAvWmsvB9mflc4Ys85a\neyH9YaZ43j7j1U/tsNZOAUnFcmFmeW1WoXjeMmPMRuAX8OajngLOGmP+A/Ac8KPADmPMZWvt940x\nh/FGBf890AJ83Vr7jQJ1fVkyxmwCPgS8aIz5DF4C+Ebgeyiet8x/fb4N+DLeazMEvB04jOJ5W4wx\nddbaIettje0aYyrQZ+dtWa45ZyCJtTFmA/DreNuTfgmvVmUx3hvs48DrgLuNMb3W2mFjzBeBDdba\nvzXGfDbnKFjIxPPDwDo/nl8CYngfaH+I4jlvxpi1wG8Cu4A/M17Jp3XAm/DmVymWt8B/bf4GsNZ4\nZYueAQbxVlv/PornvBlj3gH8MvB14BG82P0KMG6tbTPGvAA86t/9K8AkYK21k3hfFKqokMMY85/J\nLoz7J79tAphWPG+dMebteCN938E7WPlzvO/2KcXz9hhj3oJX1u2T1tqLxpgH8eam67voFiz3nDOQ\nxYvGmA8DDvB/8Y4GYsCv+m8wjDE/CLweiAMjeEnNG621/Qv+43cgY8xHgATeoo+PAX9grf1uzu2K\n5zwZr3ROKd4H19uAz6dfl/7tiuUtMMb8d7wv0D/FG516NfAT1toJ/3bF8yaMMXdZa182xnwc7/X4\nrB+3x621/yXnfiXAW/DiHMNbGPae3NeveGejrLXHjLcRSR1wBPg3eKPUL1lrn/fvp3jOgzFmn7/4\n8JeB09baLxpj/gA4Ya39s5z7KZ7z5E+jSRlj/hZv2/ZPWK/8YO599Nk5T8s957ztxNoY8068UcDv\n4tX8+01r7Wl/ztXPABettX+Yc/8NeB92ZcAfWZXZyePHcyfwAl6c3mOtvWSMeRqvPMxXrbVnc+6v\neM4h57X5FN5q9cN4b7IyvKLwHTZnBbBieWM5r83DeNu8/gdr7XljzEG8erVfsNb+Xs79Fc85GK9S\nwpfwVqW/B/hHa+1xY8yPAz9irX17zn0brbV9xpj1QIm1VhtoXCMnnq/CK6n1PmAU+Ix//bXAv7bW\nDhpjmqy1vYrn3HLi+RBeLGvxvpPeDZzG21HxL6y1V9Kn4RXPuRljfgp4DG/0/lN4Z6Kv4G2j/UX/\ngDCUM5VBn51zWEk55y1PBTHGOHinhfbhJXxvBP4dcA5vRfB54F+A1xuvtmUJ8MPW2j8G/ntA/b5j\nXBPPv8Y7srrkJ9Wvx1u5GgP+jzHmfXiJ4Y8pnteb5bX5VuAn8OZa/am19ivGKxP1AWPMV/COZH9E\nsZzdLK/N1wKvwVuo9H68D6wnvLuaZrzPkzcpnrMz3qLZdwFVwIestb+a0/7DeLt9YYwpAmqA3zHG\n/JK19nyBurys5cSzAm9KzX/Be43+hbX2pDHmCbyqFPcaY44Bv26MeZ/iObtrXp+/jPfe/yG86Ye/\nBbwE/BIwYYz5MvBbiufs/M/O3wW2Ar8D/DGw1lr7i8aYrXgL6e43xpyy1k77ba+z1v4J+uzMsxJz\nzluuCuJPuK/A21f9H/BePEPAe40x2/3FYX14R7D9wBheDUuZxTXx/Dze1I83GWNqrLVfs9YetNb+\nFt7pzbj/o3jOYpbX5kfwXn9vwlvMAN6XQzdeUj2NYjmnWV6bH8V7rx8wxnwSbzvYNmAC6AfGUTxv\nZhRvPvV+Y8zjflsM73X6T8aYX8T7Mhi01r7LemXKZG6jeCOCh4B7/Kk0F3JurwKOW2vPW2t/WvG8\nqfTr8368+dPtePH7DN57fQp40V8wpnjOwf/srMEb0DmK912U8G/rAr6Pt9Pfff5DhtGW7rNaiTnn\nLSfW/tHDVaDaGFNprT2DN1m8AvgNY8wuvFGtemNMubV22Fr7zSA7fSeZJZ4ngK8Cf2iMecgYU2eM\n+RXgbmBY8ZzbLLHsxltQB/B2Y8zr8E5p7gXiiuWNzfFe/zRwyf/9Wrx5bmVAkeJ5Y/6CmT/1v1j/\nDm+hInhbQf8Y3iLGVuCjWqh0c9fE82/xRrUA/p9/4Pd1vAO+IZMtxSVzuCaef49XTaELb8T/N4Bv\n4uUMp/3PBpmD/3r7PN70OfBqK3fl3OVreIvt7lGedGMrMee8rTnW/krWHwX+zD/lVgF8AXgWb/Sl\nAvg1620fKTcxSzyrgH/AO8Xh4M3H+qBVcf2bmuO1+UW8L4V1eAsZf8Nae+EGTyO+WeJZjTcH81t4\n865LgXfrvX5rjDFleIuT/xHvff6/gLf7o1tyi/x4/iXwN3jv94fwDp6fKWjHVig/nn+NF9Ov4q1R\n6bdeXWCZJz8prMT7/vkRa+0FY0yDtXbAePWUz1pvgxK5gZWWcy5k8eJH8Yq/fxpvDutPWGvfa4wp\nttZOB9bDVeKaeG4B3mGtfZ9/BDZe0M6tMDd4bUattfFC9m0lmiWeP443n7XGWttXuJ6tbMaYN+It\nBn2jf7pTFsAY80N4o6xv0vt84RTPYPgjqj+JV67wo3jVVT5Y2F6tPCsp51zI6bGPki138gd4pY1Y\nbv/AFSQ3nh/Hm1ONkurbMtdrU18Ot+faeB6x1s4oqV4Ya+2X8ZIWJdUBsNb+M95Bit7nAVA8A/Mo\n8GvAH+GV11RSfXtWTM654DrWxphDwCt68wVD8QyOYhksxVNE5Nb4JffW4q2d0GfnAq2E76FANogR\nERERkXzGGEdnpVYXJdYiIiIiIgFQCSIRERERkQAosRYRERERCYASaxERERGRACi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Z7KSlk/tWjWPx1JE+jHToG5kQydfOJtdPrj/KOwevbEHjjPnpDE+MJH9fOaWF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\n696mhnKSNSUc7+ineXsdAF2n+woclcjKoMJaROaVm2Zv684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w9AZDZFTogF5XXdfaddhJcwf3rcpjyYzRPo50eBudFMWXu5Prx9YdZcvBgW1o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\nKlNYpjKFZypTgCaDIjEoOP1U5nmZ7ZnnTL3+SsXppYXwbAVwIvP3kou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DKzS6goO4eqhBnSuUD5dupL6pzeKUItIXqbAWEekBi9eXUlmxkxgjk69l/G8o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\niJzfXL5M9StAmXPuhcCfAp/ynEdEREREZFJzubG+Efg+gHP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 180, \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.ylabel('Irradiance (W/m^2)')\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tilt = 0" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O/vvPR3A6HHzq7jnERV27HToGKzQkiE/ePYew0CB+/Yqloq71svfEJUQwd1Ea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\nTGSRUCItssJ0dE8QSsRZd+/Oax7rGRjjRy9corwoyst21WRgdCKy2Oy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81XviEiKYszCNhvo2cg6oHZ6I+I8SaRERP3C7PezeWoTT6WDZ2qvvYOjxevnF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\n6gyMTkSWmn215WyqKuBwfRvNLdcuTC7fbYjFh+geCbst40VWESXSIqt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AlteOaMdDEfE7JdIiIn5UXlrfvYNhNGZ26oDueentE+y2VZgJ8dy9ZkqAIxy9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\nra7Gdv7hn1/gUmU573nTjit+V8mTP6P+Rxe52LSC7o5+Cktyr/KTRJY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WLkzjTFULT79RdNnrwyNCWHRdJp0dPRzYeWYEIhSRa4ESaRGRq9Td1cPebScJ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RYSy6IYuO9m4O7joThAhFZDxQIi0icp26OrvZt/0koWFOlqyectXrSysa+cPW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\nI8aYg7gk/ovW2jbgk8CPcIn1B62144s0LhG5BZO3fidvBQM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99VnmxSvTCQ0LZv+O03R2dA9DlCIyESiRFhHxg2OHKmhsaGf2wqmDane3YXcp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\nplgujIV+tTxrjLnfWvsI8Drgh8Bh4OPGmCiQBzQCx6/3i7q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KOp3DVWmNZ2hpPEPH5Vjm5eVz/HhBjfrfsrxvSsJdpF8H/mqMOTUn+jbgEPCa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\n0iJSLXOyFlDHX+A6hoicg6aeOOauWOI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(0, 180, \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.ylabel('Irradiance (W/m^2)')\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "East facing with latitude tilt." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9913cc8/n+eIXv0RUVBTz5i3gv/7rP4mKiiIhIYFPferjfOUr/0JZ2RyampqA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\nEZFVUCItIiIiIrIKSqRFRERERFZhwybSxpjeRo9hK1E860vxrB/Fsn6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72j9TUjKHxsZGIDwbDlXaISLjRnV5M10d/cxdkktU9Lkt717YUklfv4c71s4g\nJvr8dnhyrsS4KD683vDjJ/bzyPOH+dKHlozpefOW5rL7rUr27ahm4Yp8YuOighypiAhER0fzy1/+\ndtjrt912B7fddgcAP/jBj0MV1qi0Ii0i48ahPScBKF14bku7lo4+Xt5ZTVpSDOsW54YjtAlpuXGx\nZHYGtqqVjXtqx/ScqKgIFq8s1Kq0iMgYKJEWkXGhp7uf8qONpLsScGUnnXPt2TfLGXB7efcVRUQN\ncTiLDM3hcPCR9Ya4mAj+8GrZmA9qmbckl9j4KPbtqKavV7XSIiLDUSItIuPCkQP1eL0+5izMPqfO\nrbm9lw27a8lMjeOKBecfziIjS0uK4c51s+jp8/DLp8fWIioqOoLFKwu0Ki0iMgol0iISdj6fj8N7\nT+J0OiiZd+4mwxe3VuHx+njX6ulERugt62JctSiXouwkXttZja1sGdNz5i/JIzYuir3btSotIjIc\n/VQSkbBrONlBc0MXRbOnERcffebx9q5+NuypIS0phsvn6Sjwi+V0OvjoDQaHA/77pSO4x3AM+Dmr\n0ttrQhCliMjEo0RaRMLu8D7/JsM5C88t3Xh203H6B7zccFmhVqMvUXFOMutXTqemsYuXd4ytXGP+\n0lxi4yLZu62a/r7wHXggIjJe6SeTiISVx+Pl2KEG4uKjKChOO/N4X7+HpzcdJyE2krWLVBsdCB+7\neS4JsZE8uekELR19o46Pio5k4YoC+vvcHNw9tq4fIiJTiRJpEQmr6vIWensGmFWaifOso6w37Kml\no3uAa5flExutlveBkJwQzZ3rZtLb7+EPr5aN6Tnzl/p7eu/ZVo3HPXpJiIjIVKJEWkTCquzgKQBm\nzc0885jH6+WlbZXEREdw3fKCcIU2KV05uPFwy8F6jtW2jTo+JjaKuYtz6e7sxx44GYIIRUQmDiXS\nIhI2AwMejh9pIDk1lqzc5DOP7zrSSHN7H9cuLyBRJ+sFlNPh4APXzgbgf14uw+fzjfqcRSvycUY4\n2L2lCq939PEiIlOFEmkRCZvyo424B7zMnpt1Tu/o05vhblkzI1yhTWolBaksK3FRVtPGdtsw6viE\npBjM/GzaWno4cWT08SIiU4USaREJm6ODZR2zzyrrqDrVia1qZV5RGgVZScM9VS7RnVfPJMLp4A+v\nljEwhtrnxSv9JTa7tlSOaRVbRGQqUCItImHR2zNA1fFmMjITSctIOPP4yzuqALh2mWqjgykrLZ5r\nl+XT2NauH863AAAgAElEQVQ7pnZ4qenxzDAuGk52UlPRGoIIRUTGPyXSIhIWx4804PX6mDXv7dXo\nzp4BthyoJyMlloUzp4Uxuqnh1iuKSIiN5Ok3yuno7h91/JJVb69Ki4iIEmkRCZMTthGAmcZ15rHX\n99bS7/ZyzdJ8nE7HcE+VAEmIjeLdVxTT0+fm6c3lo47PzEkmvyiN6vIWGk52BD9AEZFxTom0iIRc\nX+8A1eUtZGQlkpwaB4DP52PDrlqiI51cqQNYQubqpXm4UmN5bXcNjW09o45fdJl/VXrvtrGdjigi\nMpkpkRaRkKsoa8Lr9THjrNVoW9nKqdYelplMEmLV8i5UIiOc3L5mBm6Pj6c2lY86vqA4jbSMeMoO\nnaJrDKcjiohMZkqkRSTkjh/xl3XMKMk489jre/1HUOs48NBbOTeLvIwENu+vo7axa8SxDoeDhcvz\n8Xp97N9ZE6IIRUTGJyXSIhJSA/0eqo43kzYt/ky3ju7eAbbbBrLS4igpSA1zhFOP0+ngjrUz8Png\nT68fH3V8ybwsYuOiOLCrloEBTwgiFBEZn5RIi0hIVR5vxu32UmzeXo3ecrCeAbeXKxflnnMwi4TO\n4tkZzMhNZodt4ERd+4hjI6MimLckl75eN0f269hwEZm6lEiLSEgdHzwZb0bJWd069tThdDi4Yn52\nuMKa8hwOB+9d6z9J8n83jr4qPW9pLk6ng73bqnVAi4hMWUqkRSRkPG4vFWVNJKXEkpGVCEDFyQ4q\n6jtYNGsaKYkxYY5waistSmduURoHTjRjK1tGHJuQGMOsuZm0NvdQebw5RBGKiIwvSqRFJGRqq1oZ\n6PdQXJJxpoRj8/46ANYs1CbD8eA9V/pXpZ8aQ1/pRSvyAbXCE5GpKzLY38AYsxNoG/zyOPAA8Ajg\nBfYDn7HW+owxnwLuAdzAN6y1zwY7NhEJrYqyJgCmD55a6PF62XroFIlxUSyYoZMMx4OZeSnMK07n\nwIlmjlS1jrj5MyMridzCVKrLW2g61cm0zMQQRioiEn5BXZE2xsQCWGuvHvz4JPAgcJ+1di3gAG4z\nxmQDfw+sBm4AHjDGRAczNhEJLZ/PR8WxJqJjIsgpSAHgcEUr7V39rJiTSWSE/kA2Xtx2RTEAT20+\nMerYhYOr0mqFJyJTUbB/ci0C4o0xLxpjXjbGrAKWWms3Dl5/HrgOWAFsttYOWGvbgTJgYZBjE5EQ\nam3upr21l/yidCIGk+YtB/0dH1bOzQpnaPIOs/JTmFuUxsHyFsqq20YcO33mNJKSYzhyoJ6+3oEQ\nRSgiMj4EO5HuAr5jrb0B+FvgN++43gGkAMm8Xf5x9uMiMkm8XdaRDkD/gIcdtoFpyTHMytf/7uPN\nu8e4Ku10Opi7JBf3gBe7rz4UoYmIjBvBrpE+gn91GWvtUWNME7DkrOvJQCvQDiSd9XgSMOKWcZcr\naaTLcoE0n4Gl+TxfbWUbOGDJZdNJTIph855aevs93LJmBlmZycM+T3MZWGOdT5criYVvVbK3rJHm\n7gHM9PRhx665ZjbbN1VweG8d19w4B4dz6vQC17/PwNJ8Bo7mMjSCnUj/Ff4Sjc8YY3LxJ8gvGWOu\nstZuAG4CXga2At80xsQAsUAp/o2Iw2po6Ahq4FOJy5Wk+Qwgzef5+noHqDzeRGZ2Ej29/fT09vPS\nlnIAFhalDTtfmsvAutD5vOmyAvaWNfKrZw7yufcvGnHszFIXR/bXs2t7JQXFwyfdk4n+fQaW5jNw\nNJeBNdIvJcEu7fg5kGyM2Qg8hj+x/kfgfmPMG/gT+cettfXAD4HX8SfW91lr+4Mcm4iESNWJFnw+\nmD7L35mju3eAvccayXclkK9OD+OWKUzDFKSy73jTqKcdzl+aB2jToYhMLUFdkbbWuoGPDnFp3RBj\nHwYeDmY8IhIeFcfObXu362gjbo9PmwwngHdfUcR3HtvNs29WcO8dC4Ydl5WbjCs7iYqyJjraeklK\niQ1hlCIi4aF+UyISVD6fj8rjzcQnRp85zXCH9R8TvsxkhjM0GYM509Mozklm55EGahu7Rhw7f2ku\nPh8c2FUbouhERMJLibSIBFXTqU56uwcoKErD4XDQ2+9m/4lm8lwJZKfHhzs8GYXD4eDmVdMBeOGt\nyhHHzirNJCY2kkN76nC7PaEIT0QkrJRIi0hQVZX7G/DkD25A23usCbfHy7ISVzjDkguwpCSD7PR4\n3jxwkub23mHHRUZFULooh96eAY4dbghhhCIi4aFEWkSCqvrEYCJdlAbAziMq65honA4HN60sxOP1\n8dK2qhHHzluSC2jToYhMDUqkRSRo3G4PddVtpLsSiE+IZsDtYc+xJjJT48h3JYQ7PLkAq+Zlk5oY\nzYbdtXT2DH+CYXJqHNNnpnOqtoPGerXfEpHJTYm0iATNyep2PG4vBYOr0QfKW+jr97DUuHA4ps6h\nHZNBVKST9SsK6Rvw8OrO6hHHli72r0of3FMXitBERMJGibSIBE11eTMA+cWDZR2nu3WoPnpCumpx\nLvExkfx5ezV9A8NvJpw+M52ExGiOHqhnoF+bDkVk8lIiLSJBU13egjPCQU5+Kh6vl11HG0hNjKY4\nd/gjwWX8iouJ5JpleXT2DLBp7/CrzU6nkzkLc+jv83Ds8KkQRigiElpKpEUkKHp7Bmg42Ul2XgpR\n0REcq2mnq9fNktkunCrrmLCuW1ZAVKSTl7ZV4vX6hh1XuigHUHmHiExuSqRFJCiqy8/t1rF38HTD\nhYOnG8rElJwQzeXzsmho7WV3WeOw45JSYimYkU59TTtNDZ0hjFBEJHSUSItIUJyfSDcSFelkzvS0\ncIYlAXD98gKAUVvhzR1clT60W6vSIjI5KZEWkaCorWwlOiYCV3YSTW29VDd0MacwjZioiHCHJpco\nz5XIvOJ0jlS1UnFy+BZ302dNIy4hCru/HvcImxNFRCYqJdIiEnBdnX20tfSQnZ+C0+lg33GVdUw2\n61ecXpUe/tjwiIjTmw7dHLM66VBEJh8l0iIScHVVbQDkFqQCqo+ejOYXp5MzLZ6th07R0tE37DiV\nd4jIZKZEWkQCrraqFYCcghQG3B4OVjSTMy0eV2pcmCOTQHE4HFy/ogCP18crIxzQkpwaR35RGnXV\nbbQ0doUwQhGR4FMiLSIBV1fVRmSUE1d2Eraylf4Br1ajJ6HV87JJjIvitV01Ix7QMnexWuGJyOQU\nOdJFY0w08CHg3cBswAuUAU8Aj1lrB4IeoYhMKL09AzQ3dJE3PZWICOdZZR0ZYY5MAi06KoJ1S3J5\n5o0K3tx/knVL8oYcVzQ7g9i4KI4cqGfVuhlERGgNR0Qmh2HfzYwx7wI2APOAXwIfAT4I/AJYBLxh\njHl3KIIUkYnjvPro403ERkcwOz8lnGFJkFyzNJ8Ip4M/b6/C6xv6gJaICCez52XS2z1A5eAvViIi\nk8FIK9KzgbVDrDofBJ4dXK2+N2iRiciEVDdYH51bmEpjaw+nWnpYMjuDSK1CTkqpiTFcVprFmwdO\ncuBEMwtmDF3CM2dBDvu213B470mKS1whjlJEJDiG/clmrf3+SKUb1tp+a+2DwQlLRCaq2qpWnBEO\nMnOSOFjhP5RlblF6mKOSYLpueT4Ar+wYftNhRlYiGZmJVBxrorurP1ShiYgE1UilHYuMMbuNMc3G\nmJ8bY5LOurYzNOGJyETS3+emsb6TzJxkIqMiOFjeDMDcIp1mOJkV5yRTnJPM3mNNNLT2DDvOLMzG\n54OjB+pDGJ2ISPCM9LfWHwOfA0qAPuDVs5JpR7ADE5GJ52RNGz4f5Bak4PX5OFTRQlpSDNnp8eEO\nTYLs2mV5+IBXd9UMO2b23EycTgeH953EN0w9tYjIRDJSIh1nrX3VWttorf008Brw1GBttIjIeU5v\nNMwpSKH6VCcd3QPMnZ6Gw6HfvSe7FXMySYyL4vU9tfQP0wovLj6aotnTaG7oomGEo8VFRCaKkRLp\nTmPMzcaY02O+BNQBfwS0vCQi5zlZ0w5AVm4KB8v99dGlKuuYEqIiI1i7KJeuXjdbD50adpxZkA2A\n3XcyVKGJiATNSIn0PcD/h7/tHdZaH/Ax4BgwI/ihichE4vX6OFXXTlpGPDGxkRys8NdHl07XRsOp\nYt2SXBwORjzpsHBGOvEJ0Rw9eAq3e/hDXEREJoKRunYcstZeaa19FMAYk2atdVtr/xHIDVmEIjIh\nNDd04R7wkpWbzIDby5GqVnIzEkhLigl3aBIiGSlxLJ6VQfnJDo7Xtg85xul0UjI/i75eN+VH1VNa\nRCa2ERu7GmPijDGfMsbsAt53+nFrbUPQIxORCaW+1l8fnZWXzIm6dvoHvJROV1nHVHPNUn8rvJdH\naIWn8g4RmSxGan/3PWALUADcZq39aciiEpEJp36wPjo7NwU7eCjLnMLUcIYkYVBalEZWejzbDtfT\n3j10v+j0jAQyc5KoOtFMZ0dfiCMUEQmckVakc/C3vTsFDP03OhGRQSdr24mOiSAtI54jg4n07AIl\n0lON0+HgmqV5uD0+Xt9TO+y4OYM9pY/s16q0iExcI9VIfwi4FUgDthljPhayqERkQuntGaCtuYfM\nnGS8Ph9l1W3kTIsnOV7dMqeiK+bnEBMVwWu7avB6h+4XPas0k4hIJ3Z/vXpKi8iENWKNtLW23lr7\ndWAO8HJoQhKRiaZ+cGNZVl4yFSc76RvwYApVHz1VxcdGsnJuFk3tfew/0TzkmJjYKIpmTaO1qVs9\npUVkwoocbYAxZg7+VnhpxpjTD/ustZ8IZmAiMnGcqY/OS+bgYFlHSUFKOEOSMLtqcS4b99SyYXcN\nC2dOG3JMybwsjh1u4MiBejJzkkMcoYjIpRtxRXrQn4BW/CcbbjjrQ0QEOGtFOjf5TH10Sb7qo6ey\nouwkCrMS2VPWRMswGwoLZqQTGxdJ2cFTeL3eEEcoInLpRl2RBlqstV8LeiQiMiH5fP6DWFLS4oiK\njuRIVSuu1FjSk2PDHZqEkcPh4KrFefz6RcumfXXcurrovDEREU5mlWayf2ctVSdamD7MyrWIyHg1\nlhXpR4wx3zTGXGOMWXv6I+iRiciE0N7aQ3+fh8ycJKobOunuc2MKVB8tsGpuFtFRTjbursU7zIbC\nkvn+ntJHDtSHMjQRkYAYy4r0OmAFsPodj189lm9gjMkEdgDXAl7gkcH/7gc+Y631GWM+hb8O2w18\nw1r77FjuLSLhd6rOv1HMlZ30dlmH2t4JEBcTycrSLF7fW8fBE83Mn3H+inNmThIpaXGUH2mkv89N\ndMxYfiyJiIwPY1mRXg6UWGuvPvtjLDc3xkQB/wV0AQ7gQeA+a+3awa9vM8ZkA3+PP1G/AXjAGKOe\nWSITxOmOC67sJMpq/KcbztZGQxl01eI8ADbsHrqntMPhYPa8LNxuL8ePNIYyNBGRSzaWRHofsPAi\n7/8d4MdA3eDXS621Gwc/fx64Dv9q92Zr7YC1th0ou4TvJyIh1nCyE4CMrESO1bSTGBdFZmpcmKOS\n8aI4J4nCzER2lzXS2jn0psOSeVkAHFV5h4hMMGNJpGcCO40xNcaYE4Mfx0d7kjHmbqDBWvvS4EOO\nwY/TOoAUIBloG+JxERnnfD4fDSc7SJsWT/eAh6b2XmbmJuNwOEZ/skwJ/k2HuXi8PjbvqxtyTEpa\nHFl5yVSXt+jIcBGZUIYtRjPGJFlrO4DbODcBHqu/AnzGmOuAxcCvANdZ15Pxt9VrB5LOejwJaBnt\n5i5X0mhD5AJoPgNrqsxn46lOBvo9FBSl09DRD8DCksyAvv6pMpehEo75fNfaWfz+tWNs2neSj90y\nH6fz/B8py1ZN57k/7qOuoo3VV88MeYwXS/8+A0vzGTiay9AYaVfHH4wxTvwnGj5vrd17ITe21l51\n+nNjzKvA3wLfMcZcZa3dANw0eO+twDeNMTFALFCKfyPiiBoadBJWoLhcSZrPAJpK83nkoP9P8Ump\nsew65P88OzU2YK9/Ks1lKIRzPlfMyWTT3jo2bK9gfvH5mw6z8pNxOh3sequC2fMzwxDhhdO/z8DS\nfAaO5jKwRvqlZNjSDmvtjcAdwCHgb40xm40xPzfGvNcYczFHUPmALwD3G2PewJ/EP26trQd+CLyO\nP7G+z1rbfxH3F5EQO7PRMCeJsto2HA5/TazIO121OBcYftNhbFwUhTPTaWrooulUZyhDExG5aCP2\nGbLWdgJPDX5gjCnFv5L8GHDzWL/JO7p8rBvi+sPAw2O9n4iMDw11HTgckDotnvK6DgpcicRGq32Z\nnG9GTjL5rkR2H22krauflITzmzOVzMui/GgTRw7Uc3lmYhiiFBG5MMOuSA9uKvwvY8ydxphUAGvt\nIWvtg9baMSfRIjI5eb0+Guo7SMtIoK6lB7fHy8w87ROWoTkcDq5clIPH62PLgZNDjpk+axrRMREc\nPViPb5gDXERExpORunbcCGwDbgW2GWPeMsZ8ffBkQy05iUxxbc3duAe8uLISOTbYP3pm3sVUfclU\nsWpuFhFOB5v21g2ZKEdGRjDDuOjq6Keuqm2IO4iIjC8j1Uhba+3D1tqPW2tn46+XLgceAppDFJ+I\njFONg3Ws07ISOVZ7OpHWirQMLyk+miWzM6hp7KL85NAboWbP9W80PHroVChDExG5KCOuLBtj4oCr\n8J84uA5/4v0K8NIITxORKaDpVBcAGZmJHN9epYNYZEzWLMxhu21g0946inPO/wtGbmEqcfFRHD98\nijXXzSIiYizHHYiIhMdIfaRfAkqAN/Anzt+z1laHKjARGd9Or0jHJsfQ2NbL/BnpOohFRjWvOJ2U\nxGi2HKznrmtmER0Vcc51p9PJzDmZ7N9ZQ01FC4Uzzm+VJyIyXoz0q34a0AhUARWAzm4VkTOaTnWS\nkBRDXWsPAEXZqo+W0UU4nVwxP4eePjc7jzYMOeZMecdBlXeIyPg2Uo30Cvyt7vYAdwOHjDHPGWM+\nO9gGT0SmqJ7ufro7+8nITKC8zl/rWpyt/tEyNmsW5gCwae/QR4Zn5SWTlBzDiSONuAc8oQxNROSC\njFh8Zq1tsNb+1lr7cfwnDv4RuIcxnDwoIpNX01kbDU9vGisaot5VZCjZ6fHMyk/hUHkLTW295113\nOBzMLM1koN9D5XHtbReR8WukPtKpxpibjTHfNMa8BpzAfwjLj4D5IYpPRMahxvq3NxqWn2wnOSGa\n1MTzD9gQGc6aBTn4gM37h16VVnmHiEwEI3XtqAQ24+/S8Xlgt7XWG5KoRGRcO70iHZMYQ3N7Hwtn\nTtNGQ7kgK+Zk8tu/HGHT3jpuWV2E8x3/fqZlJpI6LZ6KY03097mJjtHxBSIy/oz0zjTfWls50pON\nMTnW2qGXE0Rk0mo61UlklJOm3gEAilQfLRcoLiaSFSaTzftPcqSylTnT08657nA4mF2aybZN5Zw4\n2oiZnx2mSEVEhjdSjfTXBss6St55wRhTaoz5DvCd4IUmIuORx+2lpambdFcCFfWqj5aLd2bT4b6h\n12NmDZZ3lOlwFhEZp4ZdkbbW3m2MuQX42WAyXQu4gXzgGPAda+3ToQlTRMaLlqYuvF4fGZmJ7Bns\n2KEVabkYJQWpZKbGsf3wKT58fQlx7yjfSE2PJyMrkeoTLfT2DBAbFxWmSEVEhjZa145nrLVXAfOA\nvwU+DSyw1q5VEi0yNTUOnmg4bXCjYVpSDKmJMWGOSiYih8PBFQuy6Xd72W6HXnWePTcTr9fHscND\n95wWEQmnMZ29aq1tttZus9busNaqF5HIFNbccHqjYTStnf1Mz9JqtFy8y+f5a5/f3H9yyOuzSlXe\nISLj15gSaRGR01oauwHo8PgAKMxKDGc4MsFlpMZRUpDK4cpWGtt6zruemBxLdn4KtZWtdHb0hSFC\nEZHhKZEWkQvS3NhFfGI0da3+hLogUyvScmlWD3bk2HKgfsjrp3tKH9OqtIiMM2NKpI0xHx7s4JFo\njPlYsIMSkfGpv89NZ3sf6RkJVA32ktaKtFyq5cZFZISTNw+cxOfznXd9hnHhcMAxqzppERlfRk2k\njTHfxn+i4R1AFPBXxpgHgx2YiIw/LU3+Vei0jHiqTnUSFxNBRkpsmKOSiS4+NoolszOoa+o+c+T8\nOdcTosktTKW+pp3O9vOPFBcRCZexrEjfAHwU6LXWtgDXAzcFNSoRGZeaG/wdO5LT4jjZ3E2+K1En\nGkpAXD5Y3vHGMJsOZ85xAah7h4iMK2NJpD3v+DpmiMdEZApoafQn0u5IJz4fFGSqrEMCY35xOknx\nUbx1sB63x3ve9eISlXeIyPgzlkT6D8BjQLox5nPA68DvghqViIxLzYOlHW0D/t+llUhLoERGOFlZ\nmkVnzwD7j5/fZVXlHSIyHo2aSFtr/w34Bf6EugD4F2vtN4MdmIiMPy2NXSQkRlPb4m9Tpo4dEkir\nFwyWdxxQeYeITAxj2WyYB1xjrf0i8BBwlzEmK+iRici4crpjR1pGAlX1HTgckOdKCHdYMolMz0oi\nZ1o8u4820t07cN51lXeIyHgzltKO3wDHBz+vATYCvw5aRCIyLjUP1kenTYunqqGL7PR4YqIiwhyV\nTCYOh4PV87Nxe7xsO3x+z2iVd4jIeDOWRDrdWvsTAGttn7X2Z4AruGGJyHhz+kTD6IRoevrcqo+W\noFg1NxsHwx8ZrvIOERlPxpJI9xhjbj79hTHmOqAzeCGJyHh0ekW6d7DbnRJpCYZpKbGYwlSOVLfR\n0Hr+keEq7xCR8WQsifTfAN8xxjQZY5qA7wJ/F9ywRGS8Od36rrnfDUC+S4m0BMfq+TkAvDnEpkOV\nd4jIeDKWrh27rbXzgBKg2Fq72Fq7P/ihich40tLUTXxiNCcHVwm10VCCZZlxER3p5M39Qx8ZrvIO\nERkvxtK1Y6kx5nH87e+eNMa8aox5Jfihich4MTDgobO9j9T0eGobu4iJjmBaso4Gl+CIi4lk0awM\n6lt6qKg//8hwlXeIyHgROYYxjwI/AQ4Ap5cGzl8iEJFJq32wb3RKWhwna1ooyNTR4BJcq+Zmse3w\nKd46WE9RdvI5106Xd9RUtNLZ3kuifqkTkTAZSyLdZa19KOiRiMi41drs79gREReJ2+MjN0NlHRJc\n82dMIz4mkrcO1vO+dbNwOs/9xW3mnExqKlo5driBRZcVhClKEZnqxrLZ8EVjzD8YY0qMMYWnP4Ie\nmYiMG62DR4P3D+YyeRnaaCjBFRXpZPkcF62d/Rypaj3venFJhso7RCTsxpJIfwz4HPAisOGsDxGZ\nIlqb/aUdbQMeAHIz4sMZjkwRK0v9h+huOVh/3jV17xCR8WDU0g5rbVEI4hCRcay1uRun00F9Zx+A\nSjskJExhGimJ0eywp/jI+hIiI85d+1F5h4iE26iJtDFmDvBpIAFwDD6nyFq7dgzPjQB+hr91ng/4\nW6APeATwAvuBz1hrfcaYTwH3AG7gG9baZy/mBYlIYPl8Plqbu0lJi+NAU7c6dkjIOJ0OVpZm8dK2\nKvYfb2bx7IxzrheXZPD6S0c4fqRRibSIhMVYSjv+B2gBlgC7gUzg+THe/xbAa61dA3wF+BbwPeC+\nwUTcAdxmjMkG/h5YDdwAPGCMib6QFyIiwdHT1U9/n4eU9DhONnWTOy1eHTskZFbOPV3eMfThLDn5\nKZysbqN78K8lIiKhNJZE2mmt/Sr+GumdwG34k91RWWufxH8yIkAR/oR8mbV24+BjzwPXASuAzdba\nAWttO1AGLBzrixCR4DldHx0VH4XHq44dElpF2UlkpsWx+2gjvYOnap6t2PgPZzlxtDHUoYmIjCmR\n7jLGxABH8CfBfUDGKM85w1rrMcY8AvwA+A3+VejTOoAUIBloG+JxEQmz063vBpz+twt17JBQcjgc\nrJqbRb/by+4hkuUZJf4fR8etEmkRCb2x9JH+b+AZ4EPAFmPMTUDthXwTa+3dxpgsYCtwdnFlMtAK\ntANJZz2ehH/1elguV9JIl+UCaT4DazLNZ1+PfxXQEx0BQOnMjJC+vsk0l+PBRJzPG6+YwVOby9lZ\n1sSt62afc83lSvIfzlLZSmJCDHHxoa0KnIjzOZ5pPgNHcxkaY+na8ZAx5lfW2g5jzDpgOfDSWG5u\njPkokG+tfQDoATzAdmPMVdbaDcBNwMv4E+xvDq58xwKl+DciDquh4fxjY+XiuFxJms8AmmzzWVft\n/2NRVXMXAAlRjpC9vsk2l+E2Uecz1gmFWYnssqc4XtFE0juS5cIZ6dRWtrJ9SwVzFmSHLK6JOp/j\nleYzcDSXgTXSLyXDlnYYY/5m8L9fBT43+N9P4K9d/sIYv/fjwGJjzAbgBeCzwL3A/caYN/An8o9b\na+uBHwKv40+s77PW9o/xe4hIELU2dxMTG0ldaw8xUerYIeGxam42Hq+P7UMcwFJ8prxDh7OISGiN\npbTDcdZ/fZxb4zwia20PcNcQl9YNMfZh4OGx3ltEgs/j8dLe2kNmTjL1p9rJUccOCZPLSjP5w6tl\nvHWwnquX5J1zLTU9nnRXAtUnmunvcxMdM5YfbSIil27Yd5v/v717j5Msr+v7/zqnTl26+n6by87O\nzvTcvnuHnWWXVR5yURFQBFEhJjFGE4xJEFRUkgc/HggqShCEBybGKBowiZqAAl5AQYhBdmHvsPfv\nXHbuO9Mzfa3uru66nfP743uqurqnu6dnprqru+v99NFW1TnVNd/9UH3qU9/zOZ+vtfa/xbfvW7fR\niMiGkpuYI4og05mi9ELIjj6taCjN0deV4dDuHuyZCcZyc/QtOjOy79AAj9x/itPPj3Hglm1NGqWI\ntJplE2ljTLW4xgfacBcEloE+YNhau3PthycizZSbcK3viC80VCItzfTSW7djz0zw4LPDvO6lexbs\n22cGeeT+UzxvLymRFpF1s2yNtLW201rbiVuQ5c3W2h5r7QDuAsEvr9cARaR5JsddIl2IIkCJtDTX\nS27eRsL3ePCZ4cv29Q22093bxqnjo5RLlSaMTkRa0Wr6SB+21v559YG19u+AF63dkERko8jFiXQu\nTrj5sngAACAASURBVEx29CuRlubpaEty21Afp4enGY77m1d5nsfQoQHKpZAzJ1fsnioi0jCrSaSn\njDE/bYzpMMZ0GWPeAejSaJEWUC3tGMmXANjeq0Ramuuem13ZxkPPXbxs377qKofq3iEi62Q1ifSP\nA28AzgNngVfE20Rki5scnyWdCbgwOUtPR4o2dUOQJrvr4CBBwuPhZy8v79i2s5P2zjQnj41SqYRN\nGJ2ItJrVLMhyCvjB+m3GmLY1G5GIbAhhGJGbnKNvsJ3RCzluvqmn2UMSIZsJuH2on28dG+GFkRlu\nGGiv7fM8j32HBnjy0XO8cHqC3UN9TRypiLSCK85IG2N+1BjzhDHmuDHmhDHmNHBy7YcmIs00M1Ug\nrESksklAFxrKxnFP3JXj4RXKO7Q4i4ish9WUdnwI+HngWeCfAX8E/NZaDkpEmq/asSMK1PpONpYX\nHxggSPg89OwwUdxRpmrHjd1ksklOHB0hDKNlXkFEpDFWk0iPW2u/CnwT6I4XaHnTmo5KRJqueqHh\nHHHrO3XskA2iLR1w5/5+zo/mOTcys2Cf73sMHRxgdqbEhXOTTRqhiLSK1STSeWPMIeA54JXGmDSw\nfW2HJSLNVp2RzhXj1neakZYN5N64vOOhZ5cq7xgA4IQdWdcxiUjrWU0i/R7gA8BfAd8DDAOfW8tB\niUjzVWekL+YLJHyP/u7MFX5DZP28aP8AqcDn4ecuXlbesWtPL6l0guePXLpsn4hII60mkb7VWvtm\na23BWnsPsM9a+0trPTARaa7J8VmCpM/5iTm29baR8FdzuBBZH+lUgjsPDDA8lufMxekF+xIJn70H\nBpjOFbh0YapJIxSRVrCaT8afrX9grR1bo7GIyAYRRRG5iTk6ujLMFisq65AN6d6bly/vGDrkyjue\nP6LyDhFZO6tZXeGMMearwIPAXLwtstb+6toNS0SaaTZfolSskMwmYVQrGsrGdMf+ftLJBA8/N8yP\nvGIfnufV9u3e10cQ+Jw8OsJ9r9jXxFGKyFa2mhnpbwBfYz6JBvCWea6IbAG5auu7pDtEbOvVGkyy\n8aSTCV58cIBLE3OcXFTCkUwmuHGol/GRPBNj+SaNUES2utXMSA9Za39yrQciIhvHZHyhYTF+PKhE\nWjaoe2/exoPPDPPwcxcZ2tm1YN/QwQFOHh3lxNER7nrpTU0aoYhsZauZkb7dGNO55iMRkQ0jN+FO\nQE2XQwC29yiRlo3p9n19tKUTPPzs5d079hzox/PgpOqkRWSNrGZGOgROG2MsMBtvi6y13712wxKR\nZpqadIn06FyJhO/R16XWd7IxJYMELz4wyDeevsDzL+TYv6u7tq8tm2LHjd2cPzNJfrpAtiPdxJGK\nyFa0mkT6XWs+ChHZUKqJ9HBujoHuDL6vyyJk47r3lm184+kLPPzcxQWJNLjyjvNnJjl5bJRbX3xD\nk0YoIlvVFRNpa+0/rMM4RGQDmZqco609xdTMHHtv6L7yL4g00W1DfWTTAQ8/d5G3fPcB/LruHUOH\nBnjgq8c5cXREibSINNyyibQxJlzh9yJrbWINxiMiTRaGITNTBbr6szAzxzbVR8sGFyR8Dh8a5OtP\nnufY2UkO7e6p7evqaaN/sJ2zJ8cpFsqk0qs5ESsisjrLHlGstVrGTKQFzUwVCcMIL+W+K6v1nWwG\n99yyja8/eZ5H7aUFiTTA3kMDjN5/ijMnxtgfL+IiItIISpZFZIGpnKuPrsR10Wp9J5vBLXt6yaYD\nHrEXCRd17xg66FY5PHFU3TtEpLGUSIvIAtULDfOhq+5SaYdsBkHC566DA4xPFThxPrdg38D2Djq6\n0pw6NkqlslLVoojI1VEiLSILVBPpyUIFDxjsUes72RzuNq5s49HnLi3Y7nkeQwcHKBYqnD8z0Yyh\nicgWpURaRBaoJtIjs0V6u9IkA11XLJvDbUO9ZFIJHrGXL84ydCgu79DiLCLSQEqkRWSBaiJ9aaao\nsg7ZVNziLAOMTM5xanhqwb6du7tJZwJOHB25LMkWEblWSqRFZIGpyTnSbUki1LFDNp9qeccji8o7\nfN9nz4F+ZqaKXLowtdSviohcNSXSIlIThhHTuQLJNtcZc1Az0rLJ3LGvj3RymfIOde8QkQZTIi0i\nNfnpAmEYQVDtIZ1t8ohErk4qmeDO/f1cHJ/lzMXpBft2D/WRCHzVSYtIwyiRFpGaan10KT4yqGOH\nbEYviRddecQuLO9IphLcuLeX8ZE8E2P5ZgxNRLYYJdIiUjOVKwCQj3vtDnSrtEM2nzv29ZEKfB55\nbvnyjpMq7xCRBlAiLSI1tR7SxQrpVIL2TNDkEYlcvUwq4I59/VwYy/PCyMyCfXsP9uN5cOLoaJNG\nJyJbiRJpEampJtKj+QID3Rk8z2vyiESuzd03DwKXl3e0ZVPs2NXNhbOT5GeKzRiaiGwhSqRFpKaa\nSOdKIQNdqo+WzetF+wcIEj6P2IuX7asuznLqmGalReT6rNl5W2NMEvgjYA+QBn4deBb4JBACTwFv\ns9ZGxpifBv4NUAZ+3Vr7N2s1LhFZ3tTkHKlMQDhXVH20bGpt6YDbh/r41rERzo/OsLO/vbZv78EB\nHvjqcU4cGeGWF+1s4ihFZLNbyxnpfw5csta+HHgt8F+AjwDvjrd5wBuNMTuAtwPfCbwG+E1jTGoN\nxyUiS4iiiKncHMm2JAAD6tghm9xLlinv6O5to2+wnbMnxygVy80YmohsEWuZSH8aeG/dv1MCDltr\nvxZv+yLwvcA9wP3W2pK1NgccA+5cw3GJyBLy00XCSgRJd1gY6FYiLZvbiw8MkPA9Hn1uifKOgwNU\nKhGnnx9vwshEZKtYs9IOa+0MgDGmE5dUvwf4cN1TpoBuoAuYXGL7igYHOxs2VlE8G20zxnNuugRA\nlHSLsRzY278h/js2whi2klaL511mG488O0zJ87hhoGN++7038egDp7hwdpL7vmvfNb9+q8VzrSme\njaNYro817W1ljNkN/AXwX6y1f2qM+VDd7i5gAsgB9f9rdwJXnCK4dGmqkUNtaYODnYpnA23WeJ4+\nNQbAVHyqOxGGTf/v2Kyx3KhaMZ53DPXyyLPDfPkbJ/n++/bUtgdpn/aOFEeevsDw8CS+f/UnaFsx\nnmtJ8WwcxbKxVvpSsmalHcaY7cCXgHdZaz8Zb37cGPOK+P7rgK8BDwHfZYxJG2O6gVtwFyKKyDqa\nzsU9pAtlMuohLVvEXQcHSfgejywq7/A8jz0HB5ibLXPhXK5JoxORzW4ta6TfjSvReK8x5v8aY/4v\nrrzj/caYB3Cz4Z+x1g4DHwf+EfgK7mJENfcUWWfV1ncjs0X1kJYto6Mtyc17ejl5YYqRidkF+/Ye\n6AfgpBZnEZFrtJY10j8H/NwSu165xHM/AXxircYiIldWTaSnSiFDan0nW8hLzCBPnxjjEXuJ1770\nptr2XXt6CJI+J4+O8B2v2qcvjyJy1bQgi4gAkJucI5UOCFHHDtla7jo0iOfBo4sWZwmCBLuH+pgc\nn2ViLN+k0YnIZqZEWkSIoojpXIGgzZ2kUiItW0lXNoXZ3cPxF3KMTxUW7Bs66FY5VHmHiFwLJdIi\nwuxMkUo5hLj1Xb9KO2SLOXzILc7y+NGFi7PctL8Pz4OTx0aaMSwR2eSUSIsIubg+uhyXiGpGWraa\naiL96KJVDtuyKXbs6ubC2RyzeV3nLiJXR4m0iNQuNMyHIaDlwWXr6evKMLSzE3t6gunZ0oJ9ew+6\n7h2njqm8Q0SujhJpEakl0pPFCm3pBNm0ekjL1nP40CBhFPHtRWUce6t10kqkReQqKZEWEaZy7gKs\nkXyRge42tQGTLelusw24vLyjpy9LT18bZ06MUS5XmjE0EdmklEiLSG1Gerocqj5atqwdfVl2DbTz\n1Ikx5orlBfv2HhygXAo5d2qiSaMTkc1IibSIMDU5RzKdIAT6lUjLFnb40CDlSsiTz48t2D6/yqG6\nd4jI6imRFmlxURQxPTlHMpMEYECt72QLu9tUu3csXJxl+65uMm1JTh4bJYqiZgxNRDYhJdIiLW42\nX6JcDiHlDgcq7ZCtbPe2Dga6MzxxfJRSOaxt932PPQf6yU8XuXRhqokjFJHNRIm0SIur1keX4gsM\nlUjLVuZ5HocPDTJXrPDsqeXKO9S9Q0RWR4m0SIurJtKzlbiHtBJp2eLmyzsWdu/YPdRLIuGpTlpE\nVk2JtEiLq+8hnU0HZONaaZGtav+ubrrbUzx+dIRKOF/ekUwF7Nrby+ilGXITs00coYhsFkqkRVpc\nNZEemS1qNlpagu953HVokOnZEkfPTC7Yt/eAW5xFqxyKyGookRZpcVM5l0jPlEO1vpOWcfehuLzj\nyMLyjj3VOmkl0iKyCkqkRVrc1OQcQSpBBbW+k9Zhbuohmw547MilBe3uOjrTDO7o5IXTExTmyiu8\ngoiIEmmRlhZFkVuMpa3aQ1oz0tIagoTPiw4MMD5V4OSidnd7D/YThhGnn9estIisTIm0SAubmy1R\nLoV4SfWQltazXPeOoYOuTlrlHSJyJUqkRVrY4h7SqpGWVnLbUB+ppM+j9uKC8o6+wXY6u9KcPj5K\npRKu8Aoi0uqUSIu0sGoinQ+rPaRVIy2tI51McMe+fobHZ3lhZKa23fM89h4coFiocH5RVw8RkXpK\npEVa2HwP6TLtmYBsJmjyiETWV7V7x2OLunfsPVjt3qHFWURkeUqkRVpYNZEezZdU1iEt6c79AyR8\n77I2eDt395BKJzh5dHRB2YeISD0l0iItrJpIz1RClXVIS8pmAm7Z28vp4Wku1a1mmEj43LSvj6nJ\nOcbqyj5EROopkRZpYVO5AkGy2kNaM9LSmpYr79gTr3J48qi6d4jI0pRIi7So+R7Sri5apR3Squ46\nOIjHEqsc7u/D81QnLSLLUyIt0qIKc2VKxQokEwAMqrRDWlRXe4qDu3s4fnaSyelCbXs6k+SGm3q4\n+MIU+brtIiJVSqRFWtR8D2n3WDPS0sruPjRIBDx+dOHs894DWpxFRJanRFqkRV3eQ1qJtLSuuw65\nhHlxeUetDZ7qpEVkCUqkRVpUrYd0oUxHW5K2tHpIS+sa6G5jz45Onjs1zsxcqba9q6eNvsF2zp4a\nd6VQIiJ1lEiLtKhaD+nZkmajRXDlHZUw4tvHFpd39FMph5w9Od6kkYnIRqVEWqRF5WqlHREDPbrQ\nUORwrQ3eokT6YLVOWt07RGQhJdIiLWpqco5E4FMBBjUjLcINA+3s7M/y1POjFErzZRzbdnbS1p7k\n5LFRwlCrHIrIPCXSIi0oiiKmc/M9pAc1Iy0CuFnpYjnkqefHats8z2PvgQHm8iUuns81cXQistEo\nkRZpQcVCmWKhQhS4HtIDPZqRFoH68g517xCRK1vzy/SNMS8FPmitfZUx5gDwSSAEngLeZq2NjDE/\nDfwboAz8urX2b9Z6XCKtLDexsIe0FmMRcfbu6KS3M823j41QroQECTffdOOeXoLA5+SxEe575b4m\nj1JENoo1nZE2xrwL+AMgHW/6beDd1tqXAx7wRmPMDuDtwHcCrwF+0xiTWstxibS6aseOmUqIB/R1\naUZaBFwZx+GDg+QLZeyZidr2IJngxqFexkfyTI7nmzhCEdlI1rq04xjww7ikGeCwtfZr8f0vAt8L\n3APcb60tWWtz8e/cucbjEmlp01NuuePJYpmezjTJQFVeIlWH48VZLivvqK5yqPIOEYmt6aentfYv\ncOUaVV7d/SmgG+gCJpfYLiJrZDrnEunx2ZI6dogscuimHtozAY8fuUQYzXfp2HOgWietNngi4qz3\nUmZh3f0uYALIAZ112zuBK3a9HxzsvNJT5Coono210eNZjldoKwA37uja0OPdyGPbjBTP1bnvjp18\n5eEzTMyWMXv63MZBVyt97swE7VlXsah4Npbi2TiK5fpY70T6cWPMK6y1/w94HfAV4CHgA8aYNJAB\nbsFdiLiiS5em1nSgrWRwsFPxbKDNEM/RS9PgQSmCjnRiw453M8RyM1E8V+/Wm3r4ysNn+MqDp+jL\nJmvbd+3t4eypcR5/6BQve9VBxbOB9P5sHMWysVb6UrJehZHVc2O/CLzfGPMALon/jLV2GPg48I+4\nxPrd1triOo1LpCVNTxUI0uohLbKc2/b2kU4meOzIJaK68o75VQ5VJy0i6zAjba09ievIgbX2KPDK\nJZ7zCeATaz0WEYEwjJiZKpBod81xBlQjLXKZVDLB7fv6eNRe4oWRGXYNdgDQ25+lqyfD6efHKJcr\nV3gVEdnqdKm+SIvJTxeIIijHf/2akRZZ2lKLs3iex96DA5SKFU4d16y0SKtTIi3SYqqt7/KViITv\n0dORvsJviLSmF+3vJ+F7PHZkYZeOvXH3jiNPDzdjWCKygSiRFmkxM3EinSuW6e/O4PveFX5DpDVl\nM0lu3tPLqeEpRiZna9t33NhNOhNgn76woH5aRFqPEmmRFlPtIT1dqrC9N9vk0YhsbHfH5R2P181K\nJxI+N+3vIzcxx8jwdLOGJiIbgBJpkRZTTaSLwPZe1UeLrOSugwN4wKPLrXKo7h0iLU2JtEiLmZ6a\nA9xiLNv7NCMtspLujjT7d3Vz9OwEufx8Z9bdQ334CU+rHIq0OCXSIi0mP+2SgTKwvU8z0iJXcvjQ\nIFEE36pLmtOZgL37+xkZnmY6N9fE0YlIMymRFmkxs/kSBO4CQ9VIi1zZ4UOujOOxReUdh27bAai8\nQ6SVKZEWaTGz+RJlPIKER3+XFmMRuZJtvVluHGznmZNjzBbKte2Hbt0OKJEWaWVKpEVaSKUSUiyU\nKYQhgz1tan0nskqHDw1SrkQ8+fx80tzTl6V/WzvnTo1TrEuwRaR1KJEWaSGF2ZK7DSOVdYhchaVW\nOQTYe3CAsBJx5sR4M4YlIk2mRFqkhczmXSJdArap9Z3Iqu3e1sFAd4Ynjo9SKoe17UMH4zZ46t4h\n0pKUSIu0kGoiXQZ29mtGWmS1PM/j8KFB5ooVnj01Vts+sL2D9o4Up46PEobhCq8gIluREmmRFjI3\nW02kI3YNdjR5NCKby1LlHZ7nsefgAIW5MhfO5po1NBFpEiXSIi1kNj/fQ/qG/vbmDkZkkzmwq5uu\nbJLHj44QhlFt+94D/QCcPKbyDpFWo0RapIVUSzvaskmymaDJoxHZXHzf48UHB5nKlzh2brK2fdee\nHoKkz8mjo0RRtMIriMhWo0RapIVMTxUA6NPS4CLXZKnyjiBIsHuoj8nxWSbG8s0amog0gRJpkRYy\nPumWMt4xoLIOkWtxy55e2tIJHjtyacHs895a9w4tziLSSnR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MmcXKlav4+Mf/kYyMTNrb2/ne937Ao48+xuCgm0OHDoQsbs1Ii0jI1B1ro+1k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\naaujsjpWsL9RRK6OEmmRIpHOqGtHvqUzaVJumnQmRTKTJpVJkXJT3nH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8jdjYWD71qU+QnJxCSclcmpqagPFZcKhEWkTGRdmBRrxeP2Zh9phe/J7fdJT+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\n0xfNpGcuOwPvbc/421JL3L6wfe7bgWQ6SSqTmv+wc/H1+ctZH5AS2ft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pHo+Hw3srcDodzF2UPei5/S43P3+siJ4+Fx+8YRbpSdGjFOXYMjUjjo/fOpd+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\nInID/i9HZZ0OM1tVHgAAAABJRU5ErkJggg==\n", 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Tl3TO8c9sPEpVQyfLi7NYdp6nHk42JTNS+cC1M2nv6uf/PbGH3v7z2zjocDi4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\nTDD0wDcINzSQT6XA98n29dL88lfQdO8riHd3F88de+wR+j/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zKsYvScJzQbKdK+QW3J5z\nrOT5n/XdayRWE2JkfKL4HH/ySC9DqUm2b2wkGuWi10DOz5HOZ5nIThZfD0uZ2Ht4s89XL0jAvQs/\n4EVnf3uLfK577rUTCUWJeOHieZFkLYX0FKH01X1YDyVgeKJ8185qpliWVzK5cH3KlZRINwJjJdt5\nY0zIWlu48MT7v/JuVuB7lMiKl7gFDgMffnzp/saFb9I1kcQ8PXDhi3rU5kt0WxrrmJ7MX/SYF/f2\nzj7+cvbCyerizQz7IEysDCMuLvxgsi00wCe+8AzPHlvsI/jg+eAVIJTHC7nfbrswZ9sL5SFUKDk2\nu108r7g9ezsfKpAO5YPHyc4eCxXwPA0pElmMv9/45wse8/zFdwEuKWPMx4BHrbWfD7ZPW2tvqHCz\nRERERETmtTKmPDv7gH8BYIy5E3imss0REREREVnYShra8Y/AfcaYfcH2r1WyMSIiIiIil7JihnaI\niIiIiKwmK2loh4iIiIjIqqFEWkRERETkKiiRFhERERG5CkqkRURERESuwopNpI0xrZVuw/VE8Swv\nxbN8FMvyMcZEjDH/xhjzUmNMrNLtWc0Uy/JSPMtP187yutp4rriqHcaYMPBB4EXAI8BXrbU/qWyr\nVi/Fs7wUz/JRLMvLGLMd+ByuJn8D8BzwGWttT0UbtgopluWleJaXrp3lda3xXIk90q8FtgC/CqSA\n+40xtwMYY7Tu75VTPMtL8SwfxbK8uoHPW2vfAfwRkADeVtkmrVqKZXkpnuWla2d5XVM8V0QibYzZ\nboyJB5s3Ad+x1vYCfwMcBH4ZwFq7srrPVyjFs7wUz/JRLMvHGLPGGPM/jDE/b4zZhOvpe1lw2ALf\nAjYYY26qWCNXCcWyvBTP8tO1s7zKGc+KJtLGmEZjzJ8C/xf4qDHmV3AvsHcBWGvPAz8EfGPMCyrX\n0tVB8SwvxbN8FMvyMsbsAP4aOAvU4nr7vgx0GmNeb63NAqeAAaCjci1d+RTL8lI8y0vXzvJainhW\nukf6bqDdWrsH+ATwB8Ah4HljzHuCcw4D9cB4ZZq4qiie5aV4lo9iWQbGmJlrdgjot9Z+xFr7KeB4\nEMffwMUWa+0ZYB0wWZHGrnCKZXkpnktG187yKns8lz2RNsaEgoHdAHmg1xjTbK09Cnwa+Djw74G3\nGWPuBu4DNgDh+R6v2ime5aV4lo9iWX7W2kJwsxE4X/LV+G8A7wSeAb5vjPmEMeabuFieXv6WrnyK\nZXkpnuWja2d5LXU8l61qhzGmw1rbV7LdANwGvB43e/fJYP+hYN8m4E7gduAD1trHlqWhq4TiWV6K\nZ/koluVjjGkG3go8CjxnrZ02xtyP+yryvwLfBb5prR0yxvx34Bzwp8BGYFfwlbqgWJab4ll+unaW\n13LFM1Luhl/IGNMIfAjYbIz5NvBNoC/Y9zu4xt9pjBmw1p4GPgustdZ+Hfj6UrdvtVE8y0vxLB/F\nsryCnpH/hUtM9gDPGmM+Doxaa08GvXp3Az7wd0AUeNpamwOOBD+CYlluimd56dpZXssdz+UY2vGL\nuO7x+3Elb94BeNbat1lrx4D/h/sU8B5jzDuBnwNOLkO7VivFs7wUz/JRLMtrPfBxa+27gD8HbgD+\nnbX28wDW2i8ADwGvMcZ8C1iL+/pcLqZYlpfiWV66dpbXssZzSRJpY8zukvEou4EvBzMh/x9uJu87\nZ8611v4I+BNcgfa1wM9Yaw8vRbtWK8WzvBTP8lEsy8e4ckz/2xjzemNMElfR4CXB4QPAA8Dtxpi1\nwflt1tp/xM02/21r7ZustQMVafwKo1iWl+JZfrp2llcl41nWMdLGmDXAR3FjoJ4Gvgy0Af/eWntP\n8I+8Azeu6uO48je/Zq39eNkacR1RPMtL8SwfxbK8gq/KPwx8AdeDch/w08Ax4LXW2meMMVuBt+NK\nix3GjTd9r7X2XGVavTIpluWleJaXrp3ltRLiWe4e6dcA49balwB/jxtD9QWg1hjzJmttHlc/sg4Y\nsNaOAsfL3IbrieJZXopn+SiWZVDSg5IADllr/4e19o9wC1j8DPA+XIkmgh6TDbi4jwP3K1GZZYyZ\nmfOjWJaBnptLRtfO8qp4PK85kQ7Kisw8zjQwYIxJWGsfAvbhZu/+O+D9xpibgZ8C1gA1AJq5O5cx\nJqx4lo8xxit5Q1A8r4Gem+VljPGCizxAHBfPLcH2O4E/xC0a0GeM+Zgx5kFcb8pAcN/c8rd65Qmq\nR1ASD8XyGhljQnpulk/wPqRrZ5mstLzzqqt2GGO6rLU9NqgdaVxZkTQQw3WxP4+rH/kM7lPrh4Ff\nATYDv2Wt7bm2pl9fjDFrrbVnZy5eiue1Ma6G6WFr7TSQVzyv3jzPzUYUy6tijFkP/CZuTOkh4KQx\n5l8DjwA/C2wzxvRYa58wxjyG6/n7V8BW4J+ttd+sUNNXHGPMBuD9wI+NMZ/BJXyvBX6EYnnFgufm\nm4Cv4p6XIeDNwGMonlfFGNNqrR2ybplp3xhTj66dV22l5p1XnEgbY24APoBb7vPLuFqRcdwL6mPA\nq4DbjDG91tphY8yXgBustX9rjPl8yadcoRjPDwJrg3h+GUjiLmB/guJ5RYwx3cDvATuAvzKuDNNa\n4HW48VGK5yIFz83fBbqNKyG0DxjEzYT+IxTLK2KMeQvwbuCfgZfi4vcfgQlr7XPGmMeBe4LTvw5M\nAdZaO4V7Y1DVg4Ax5j8wO5Htn4J9k0Basbxyxpg343rxvo/7cPIp3Hv7tOJ5dYwxb8CVWPuEtfac\nMeYu3NhyvQ9doZWed17xZENjzAcBD/g/uEw/CfxO8ILCGPNTwKuBLDCGS2Bea63tL2O7rxvGmA8D\nOdwkjf8O/LG19oclxxXPK2BcKZsa3MXqTcA/zDw3g+OK5yIZY/4b7g3zL3C9T68AfslaOxkcVywX\nwRhzi7X2aWPMx3DPx4eD2L3cWvufS85LAG/AxTqJm8z1jtLnb7UzxtxkrX3WuIU/WoEngV/A9UL/\nxFr7aHCeYrkIxpibg8mC7waOWmu/ZIz5Y+CAtfavSs5TPBcpGBZTMMb8LW4Z9I9bVw6w9BxdO6/A\nSs87F5VIG2N+FdfD90Ncvb3fs9YeDcZMvQ04Z639k5Lzb8Bd3GqBP7UqezNHEM/twOO4OL3DWnve\nGPMDXKmWb1hrT5acr3heQsnz8yHcjPLHcC+qWlwR9sO2ZIau4rmwkufmY7glU/+1tfaMMeZWXL3Y\nf7TW/mHJ+YrlJRhXzeDLuFnj7wC+Yq3db4z5eeCN1to3l5zbYa3tM8asAxLWWi1aUaIkli/Dlbd6\nFzAOfCbYvg94q7V20BjTaa3tVSwXVhLPu3GxbMG9J70dOIpbsfCvrbUjM1+pK54LM8b8GnAvrnf+\nk7hvmkdwS1J/KfgAGCoZlqBr5yWsprzzkkM7jDEe7muem3EJ3muBXwZO42bsngG+DbzauNqSCeBf\nWmv/DPhvS9juVemCeH4O96npfJBEvxo3qzQJ/KUx5l24JPDnFM/5zfP8/Bngl3Bjpf7CWvt140o3\nvdcY83XcJ9U3Kp4Xm+e5eR/wStzEovfgLk7fdaeaLty143WK5cKMm+R6P9AIvN9a+zsl+/8lbjUt\njDExoBn4A2PMb1trz1SoyStWSSzrccNj/jPuOfrX1tqDxpjv4qpG3G6MeRb4gDHmXYrl/C54br4b\n99r/adxwwt8HfgL8NjBpjPkq8PuK5/yCa+dHgBuBPwD+DOi21v6WMeZG3KS3O40xh6y16WDfq6y1\nf46unRdZjXnnJat2BAPk63Frkn8R92QZAt5pjNkSTOTqw31C7QdSuBqSMo8L4vkPuKEcrzPGNFtr\nH7DW3mqt/X3c15XZ4EfxXMA8z88P456Dr8NNPgD3hnAcl0SnUTznNc9z86O41/oLjTGfwC2t+hww\nCfQDEyiWizGOGw/9AmPMy4N9Sdzz9J+MMb+Fu/gPWmvvt650mMxvHNfj9yJgTzAs5mzJ8UZgv7X2\njLX21xXLy5p5bt6JG//8PC5+n8G91qeBHweTuxTPBQTXzmZc581TuPehXHDsGPAEbhW9O4K7DKMl\n0he0GvPOSybSwSeDUaDJGNNgrT2BG9hdD/yuMWYHrteqzRhTZ60dttZ+a6kbvVrNE88DwDeAPzHG\n3G2MaTXG/EfgNmBY8by0eeJ5HDcJDuDNxphX4b6mvAnIKp4LW+C1/mngfPD7PtwYtVogplheXjDB\n5S+CN9O/w00sBLe88s/hJh3uBD6qyUWXdkEs/xbXYwXwf4MPev+M+4A3ZGbLYskCLojn3+MqHRzD\n9ej/LvAtXH5wNLg2yAKC59s/4IbDgatrfKzklAdwE+P2KE+6vNWYd152jHQw0/Rngb8KvkKrB/4R\neBjXs1IP/CfrlmKUy5gnno3AF3FfV3i48VTvsypmvygLPD+/hHsjWIubePi71tqzl3gYYd5YNuHG\nUH4HN266Bni7XutXzhhTi5tQ/BXca/1/AW8OerDkCgSx/CzwN7jX+t24D8r7KtqwVSqI5+dwMf0G\nbn5Jv3U1eWWRggSwAffe80Zr7VljTLu1dsC4WsYnrVsMRC5jteWdi51s+FFcsfVP48af/pK19p3G\nmLi1Nr2kLbwOXRDPTcBbrLXvCj5dTVS0cavQJZ6fUWtttpJtW23mieXP48ajNltr+yrXstXPGPNa\n3ATO1wZfX8pVMsb8NK4X9XV6jV87xbM8gt7SX8GVD/worvrJ+yrbqtVpNeWdi/0K7KPMlh75Y1yp\nIVbaP2YVKY3nx3BjolESfdUWen7qDeHKXRjLJ621GSXR185a+1VcoqIk+hpZa7+G+0Ci13gZKJ5l\ncw/wn4A/xZW6VBJ99VZN3nlFdaSNMS8CntGLrTwUz/JSPMtHsRQRuTJBCbxu3Lw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ZmTQ2NvR5flNTAykpaQBceeXVXnuPx0kXhBBi0HK73WzZoRGVOYooh0J4SHdv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\nRsJEoxGikQixaJhYLEos6n/Fo1ESsRixaJRkLE44HMZxbrwHQaSmmbG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klutcher', 'haydavies', 'reindl', 'king', 'perez']\n", "totals = {}\n", "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 90, \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.ylabel('Irradiance (W/m^2)')\n", " \n", " \n", "plt.figure()\n", "for model, total in totals.items():\n", " total['total'].plot(lw=.5, label=model)\n", " \n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }