{ "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 0.4.0\n", "* Python 3.5.1\n", "* IPython 5.0\n", "* pandas 0.18.0\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib >= 0.5.0 and IPython >= 3.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015, March 2016, July 2016." ] }, { "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 four different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant. As of pvlib 0.4, each method can accept many different input types (day of year, arrays of day of year, datetimes, DatetimeIndex, etc.) and will consistently return the appropriate output type." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# DatetimeIndex in yields a TimeSeries out\n", "times = pd.date_range('2014-01-01', '2015-01-01', freq='1h')\n", "\n", "spencer = pvlib.irradiance.extraradiation(times, method='spencer')\n", "asce = pvlib.irradiance.extraradiation(times, method='asce')\n", "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') \n", "nrel = pvlib.irradiance.extraradiation(times, method='nrel')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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s7hh2E2H6UBpszeQ25PFB0cccbzzRdUzW3IlccWU6QV4rhWYj/cvLuWZsHAAf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\nuBBCCCGEECqRMi6EEEIIIYRK/j/u4aZPtrCv8AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", "nrel.plot(label='nrel')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``pyephem`` and ``nrel`` methods are the most accurate. However, as shown in the plot below, the difference between them and the spencer method is only +/-2 W/m^2 over the entire year." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GDSdbUWTF+w+jstYJAPho3QG8+tluPHjtCFgtUuAukIiIKIzIitp8lgmdNHtKji5z0i2S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\nIiIiF2MRTkRERETkYv8Pbvzme7rOPnMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "et_diff = spencer - ephem\n", "et_diff.plot()\n", "plt.ylabel('spencer-ephem (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The intraday squiggles are due to the fact that the asce and spencer methods will cast a DatetimeIndex into integer days of year, while the pyephem and nrel methods also use the time of day." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference between the nrel and pyephem methods is negligible." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MEf8GocbnrxMhYAcAAAFCpdZeHdfRDkdCdDuzUHbCFwA4B2azNTX3zZrUCzI/3nH8uuSy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "et_diff = nrel - ephem\n", "et_diff.plot()\n", "plt.ylabel('nrel-ephem (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also control the solar constant. Recent literature suggests that the solar constant is 1361 $W/m^2$ rather than the commonly accepted 1367 $W/m^2$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OwszY4LKv3aJt4euU7ziUe/S844sGz8XXyhtH075Z4tne3rxbriOd8T5wnc9M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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spencer_1361 = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer', solar_constant=1361), times)\n", "\n", "spencer.plot(label='default 1366.7')\n", "spencer_1361.plot(label='1361')\n", "plt.legend()\n", "plt.title('Impact of solar constant')\n", "plt.ylabel('ET Irradiance (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the time it takes to do the calculations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "times = pd.DatetimeIndex(start='2015', end='2016', freq='1min')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 loops, best of 3: 170 ms per loop\n", "10 loops, best of 3: 83.9 ms per loop\n", "1 loop, best of 3: 20.1 s per loop\n", "1 loop, best of 3: 4.72 s per loop\n", "The slowest run took 6.63 times longer than the fastest. This could mean that an intermediate result is being cached.\n", "1 loop, best of 3: 937 ms per loop\n" ] } ], "source": [ "%timeit spencer = pvlib.irradiance.extraradiation(times, method='spencer')\n", "%timeit asce = pvlib.irradiance.extraradiation(times, method='asce')\n", "%timeit ephem = pvlib.irradiance.extraradiation(times, method='pyephem')\n", "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel')\n", "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel', how='numba')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to DatetimeIndex input, the methods also work for various scalar datetime-like formats as well as scalar and array day of year input." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-10-26 00:00:00 spencer 1383.6362029\n", "2016-10-26 00:00:00 asce 1385.08377469\n", "2016-10-26 00:00:00 pyephem 1382.3920240844304\n", "2016-10-26 00:00:00 nrel 1382.3912017480877\n", "2016-10-26 spencer 1383.6362028955045\n", "2016-10-26 asce 1385.0837746866198\n", "2016-10-26 pyephem 1382.3920240844304\n", "2016-10-26 nrel 1382.3912017480877\n", "300 spencer 1383.6362029\n", "300 asce 1385.08377469\n", "300 pyephem 1382.618664623793\n", "300 nrel 1382.6174658748046\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5rNt9Hl8vPQvu7MCWQ++jOdkFq8aTxGAjEx+987sl9URbJv+HWzh/gx9PJv8X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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "methods = ['spencer', 'asce', 'pyephem', 'nrel']\n", "\n", "# pandas timestamp input\n", "times = pd.Timestamp('20161026')\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.extraradiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# date input\n", "times = datetime.date(2016, 10, 26)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.extraradiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# integer doy input\n", "times = 300\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.extraradiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# array doy input\n", "times = np.arange(1, 366)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.extraradiation(times, method=method)\n", " assert isinstance(dni_extra, np.ndarray)\n", " plt.plot(times, dni_extra, label=method)\n", " \n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clear sky models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``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.latitude, tus.longitude, 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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IADxo0CJdUFCgPXv2qLCwsP82i8WiF1980aPBAMBd2ruc2nWoXikJEUobFWl2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\nhBCiGf4HyshnnJfJSwMAAAAASUVORK5CYII=\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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LOv6wd5Tp50+WaZ6ASRRrPp8Pv/nNUthszbBas7Br104UFPTD8uXPweGww+v14rHH/h/q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\nIoU0R4NcdrAZcyxC0/CxFBTldfWQhBA93NU3j6QybxDZjc3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irrad_data = pvlib.clearsky.ineichen(times, tus.latitude, tus.longitude, tus.altitude)\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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G7Q8uIiLNSsWtmGpj0RY+z/6a2OAYxnS9yu/vV/t150voGNGeFflrWJanFZRF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\n8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(times, tus.latitude, tus.longitude, method='pyephem')\n", "\n", "fig, axes = plt.subplots(1,3, figsize=(16,5), sharey=True)\n", "\n", "irrad_data = pvlib.clearsky.ineichen(times, tus.latitude, tus.longitude, tus.altitude, linke_turbidity=None,\n", " 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.latitude, tus.longitude, tus.altitude, linke_turbidity=2.0,\n", " 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.latitude, tus.longitude, tus.altitude, linke_turbidity=3.5,\n", " 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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eeeYZAIqLi6mqqiIlJYX09HQA1q1bx/Dhwxk0aBDbt2+noaGByspKcnNziY29\n9F4CERFnq61v4otNR/HyMDFt5IUXUTlZV867+z/E3eTOHQPnX7DYk4szqEd/JkSNobimlA8Pfn7B\nY709zVw3Kpqa+iaWb87roIQi0hU5tUf6xhtv5NFHH2XevHkYjUaeeeYZ/P39efzxx2lsbCQmJoap\nU6diMBi49dZbmTdvHna7nYULF+Lurh8wInL5W7XtGFW1jVw/pjcWr5Z7Nm12G29mLqG2qY5b4m7U\n8t9O8KM+09h/8iAb8jczoPtVDA4a0OKxExMiWLntGKu2HePq4ZEE+Hp0YFIR6SoM9k48M71+ZeE4\n+hWQ46gtHetybs/qukb++6VNmIwGfr9gFF4eLfdNrDz6LR8f+pIhPQbws0G3dfi46O9dzu3pCAVV\nRfx+25/xNHnw2IgH6ObR8jDBdbsLeH15NhOGRXDrlKvadb+u3p4dSW3pWGpPx3LJ0A4Rka7sqy15\n1NY3cW1yrwsW0ccrC/gsdwV+7r7Mi7vRZUX0lSDcEsoNMddR1VjN4qyl2OwtzxedMiiUYH8v1u8p\n4OTpug5MKSJdhQppEZF2qKiqZ+W2Y/hb3JmY0PJ8xI3WRl7PfBer3cr8+DlY3DVftLONixxN/+5X\nkXUyh/X5m1s8zmQ0MiMlmiarnS82H+3AhCLSVaiQFhFphy8359HQaGPG6Gjc3VpekfDzw19TWF1M\nasRoBgTGdWDCK5fBYGB+/By8zV58fOhLTtSebPHY5AEhZ3qld6tXWkQungppEZGLVFHdwLe78gn0\n82DskJYXUzl6+hir89bRw7M71/e9tgMTSjcPP26MnUmDtYF3sj+gpceB1CstIpdChbSIyEVakZ5H\nY5ONa5N7YTad/2O0ydbEW1nvY8fOLfE34qGp7jrciNAEBgbGsb/8IBsLtrR4nHqlRaS9VEiLiFyE\nypoGvtmRj7/FnTGDw1o8bsXRbyioLmJM+Ej6BfTtwITyPYPBwNy42XiZPVl28AtO1pWf9ziT0cj0\n0eqVFpGLp0JaROQirNx2jPpGK9NG9sLNfP6x0flVhXx1ZDX+Ht24vu91HZxQ/pW/Rzdm951BnbWe\nd7I/bHGIx6iB6pUWkYunQlpEpI1q6hpZvf04ft5upA49/9hoq83K21kfYLPbmHvVLLzMnh2cUv5d\nclgi8d37kXUyh+0lu897jHqlRaQ9VEiLiLTRqm3Hqa23MmVETzxamKljff5mjlYeIylkGAN7xHdw\nQjkfg8Gmzq9QAAAgAElEQVTAzVfdgJvRzIcHPqOmsfa8x40aGEKQvyfrdxdSUVXfwSlFpDNSIS0i\n0ga19U2s3HYMH08z44edf97oivrTfJa7Ai+zF7NjZ3RwQrmQHl6BTI2exOmGSj7L/eq8x5iMRqaO\n7EWT1cbKbcc7OKGIdEYqpEVE2mDNjuNU1zUxOSmqxVUMPzr4OXXWOn4UMxVfd0sHJ5TWTOqZSqh3\nMOvzN3PkdN55jxkzKBQ/H3e+2XmcmrqmDk4oIp2NCmkRkVY0NFpZufUYXh5mrh4edd5j9p88yLbi\nXfTyjSIlfGQHJ5S2MBvN3HzVDdix8172R1ht1nOOcTObmJwURW29lW92qldaRC5MhbSISCvS9hZx\nuqaRiQkReHue2xvdZGtiSc4yDJwZi2s06KP1chUbEMPI0OEcqypgbX7aeY8ZPzQCLw8TK7ceo6Hx\n3GJbROR7+rQXEbkAm83OV+l5mE0GJg2PPO8xq/PWUVxTSmrkKHr6nf8YuXzc0Pc6vM1efJG7ksqG\nqnP2e3uamZgQyemaRjZmFLogoYh0FiqkRUQuYEdOKSXltYweGEo3i8c5+8vrTvHVkdX4uluY3nuK\nCxLKxfJ1t3Bdn8nUWetafPBwUmIUbmYjy7fkYbXZOjihiHQWKqRFRFpgt9tZvuUoBmDKiJ7nPebT\n3K9osDUys880vN28OjagtNvY8GTCfEJIK9jKscr8c/Z38zmzcuWJijq2ZpW4IKGIdAYqpEVEWpBz\n7BSHCysZGtuDsECfc/YfrsgjvWgHUZZwksOGuyChtJfJaOLG2JnYsfN+zqfnXfFw6oieGA0Gvtx8\ntMUVEUXkyqZCWkSkBcu3nJkibVpyr3P22e12PjzwKQCzY2fqAcNOKK57LIN7DOBQxWF2lOw5Z3+Q\nvxdJ8cEcL60m80i5CxKKyOVOn/wiIudxvKSKPYfKiI3sRt+Ibufs31a8i8On8xgWNIjYgD4uSCiO\ncEPf6zAbTCw7+AUN1oZz9k9OOjPd4Yqt5593WkSubBcspLOyslizZg2VlZVnbf/mm2+cGkpExNW+\nSv+uN3rkub3RDdYGPj70JWajmev7XtfR0cSBgr17MCFqLOX1p1iVt/ac/b3D/OgX5c/e3JPkl547\nw4eIXNlaLKTfeOMNHnzwQZYuXcrUqVPZtGlT874///nPHRJORMQVyivr2ZJZTFigN4P7Bp6zf2Xe\nWk7VVzAxaiw9vLq7IKE40tToifi5+7Ly6LdU1J8+Z/+UEWd6pb/eeqyjo4nIZa7FQvqDDz7ggw8+\n4OWXX+Yvf/kLDz30ENu2bQPQQxci0qV9s/M4VpudyUlRGA2Gs/adqq9g5dFv8XW3MKXXBBclFEfy\nNHtyXe9raLA18sXhlefsH9K3B8EBXmzaV0xF9bnDP0TkynXBoR1eXmemckpISOC5557j/vvvJycn\nB8O//WAREekqGhqtfLuzAIuXG6MGhJ6zf/nhVTTaGpneezKeZk8XJBRnGBWWRIh3EJsKt1JUffZ0\nd0aDgclJUTRZbXyzQ8uGi8gPWiykhw8fzgMPPMChQ4cAGDFiBE888QQ/+clPKCzUSk8i0jVtziym\nqraRcUPDcXcznbWvuLqEtMKthHgHMSosyUUJxRlMRhMzY6Zhs9v49DyLtKQMDMPH08w3O/O1bLiI\nNGuxkH7iiScYPXo01dXVzdsmT57MSy+9REJCQoeEExHpSHa7nZXbjmEyGpgwLOKc/Z/lrsBmtzGz\nz1RMRtN5riCd2ZAeA+jTrRe7S/eSW3HkrH0e7ibGD4ugsqaRzZnFrgkoIpedFgtpo9HInDlzGDx4\nMFlZWWzZsgWAwYMH8+KLL3ZYQBGRjpJ1tJz80moS44Lp7nf2sI0jp/PYWZpBtF9PhgQNdFFCcSaD\nwcD1MWdmYVl28MtzngeamBCJyWhgRXoeNj0rJCJcoJC2Wq188cUXzJ07l2effbZ5vLSISFe18rtZ\nGa5JjDpru91u55ODywG4PmaanhPpwmL8oxncYwC5FUfIOJF51r4AXw9G9g+hsKyGzCMnXZRQRC4n\n5pZ2jBs3jgEDBvDss88SFRXV0mEiIl1C8cka9hwqIybcjz7hfmftyzqZQ86pQ/QPvIrYgBgXJZSO\nMjNmKhknMvnk0HIGBMadNYzn6uGRpO0tYvW24wzsfe7UiCJyZWmxR/qZZ57BZDLxy1/+kvfee4+q\nKk1ELyJd16rtx7ED1ySd3XFgs9v45NByDBj4UZ9prgknHSrMJ4RRYYkU1ZSwrXjXWft6h/kRE+7H\nnkNllJyqdVFCEblctFhIjxkzhhdffJHnnnuO48eP88knn3RkLhGRDlNT18SGjEICfD1I6Bd01r6d\nJRkcryogMWQYkb7hLkooHW1q9CRMBhNfHl6J1Xb2LB0Th0diB02FJyIXnkcaIDIykgcffJBbbrml\nI/KIiHS4DXsKqG+wcvXwSMymHz4WbXYbXx5eidFg5Lre17gwoXS0QK8AUsJHcKLuJJuLtp21Lyku\nGD8fd9bvLqSuoclFCUXkctBqIf36668zYsQI4uPjiY+PJy4ujvj4+I7IJiLidDa7nTU78nEzG0kd\ncnaP8/bi3RTVlJAcOpwgb42HvdJMiZ6I2Whm+eHVNNl+KJjNJiPjhoRTU9/EWvVKi1zRWi2k33zz\nTT7++GOysrLIysoiOzubrKysjsgmIuJ0mYdPUnKqlpHxIVi83Jq3W21Wvjxypjd6avTVLkworuLv\n0Y2xEcmU158irWDrWfvGD4vAZDTw+YbD50yTJyJXjlYL6ZiYGHr06NERWUREOtyaHfkATEg4ewGW\nbcW7KKk5waiwJAK9ursimlwGJveagLvRjRVH19BobWze/v14+iOFp8k5dsqFCUXElVqc/u57t956\nKzNmzGDIkCGYTD9MAfT00087NZiIiLOVVdSx+9AJeof50jvshynvzvRGr8JkMDE1eqILE4qr+bn7\nMi4yhZV537KhYAsTosY077t6eCRbs0tYvSOfq3oGuDCliLhKq4X0//zP/zBjxgwiIs5dLrctysrK\nmD17Nq+99homk4lHHnkEo9FIbGwsixYtAmDp0qUsWbIENzc3FixYwPjx49t1LxGRi7F2dz52O0wY\nFnnW9vSiHZyoLWNsxCi6e6pAutJN6jmOdflprDi6hpTwEbib3AGIjexG73A/duwv5eTpunNWwxSR\nrq/VQtrd3Z277767XRdvampi0aJFeHqe+XB5+umnWbhwIYmJiSxatIhVq1YxdOhQFi9ezLJly6ir\nq2Pu3LmkpKTg5ubWytVFRNqvyWpj3a4CfDzNjIgPbt5utVlZfmQ1ZoOJKb0muDChXC4s7j5MiBzD\nV0fXsKFgCxOjxgJnlhS/LqUPf31/F9/uymdWqhbrEbnStDpGevTo0TzzzDOkpaWxdevW5v/a4ve/\n/z1z584lODgYu91OZmYmiYmJAKSmppKWlsaePXsYPnw4ZrMZi8VCdHQ0+/fvv7RXJSLSiu37Szld\n08iYwWG4u/0wbG1L0XbK6k6SEpFMgKe/CxPK5WRCz7G4m9xZdXTtWWOlxyVE4ONpZt3uQpqsNhcm\nFBFXaLVHOjMzE4B9+/Y1bzMYDLz55psXPO+jjz4iMDCQlJQUXn75ZQBsth8+ZHx8fKiqqqK6uhpf\nX9/m7d7e3lRWVl7cqxARuUjfL6YxfugPw9asNisrjn6D2WBicq/xLkomlyOLmw+pEaNYlbeWzUXb\nGBsxCgBPdzOjBoayattxdh04QWJccCtXEpGupMVC+p133iE1NZXFixe368IfffQRBoOBjRs3sn//\nfh5++GHKy8ub91dXV+Pn54fFYjlr+fHvt7dFUJBv6wdJm6k9HUdt6ViObs8jhafJOV7BsH5BDLwq\npHn7hqNbOVFbxqQ+Y4iNjLzAFTo3vT/b58eWaazNT2P1sbXMHHw1ZuOZ32TMmtiPVduOk7avmGlj\nNbzjUui96VhqT+drsZC2WCy88MILFBQUMGjQIFJTU0lKSsLd3b1NF37rrbea/3zbbbfx5JNP8uyz\nz7J161aSkpJYt24dycnJDBo0iOeff56Ghgbq6+vJzc0lNja2TfcoLVXPtaMEBfmqPR1EbelYzmjP\nj1bnADBmYGjztW12Gx9kfInRYGRsSEqX/X+o9+elMDI6LIm1x9NYvncdyWGJBAX54mmEfpHd2HWg\nlL05xYQEeLs6aKek96ZjqT0dq6UvJS0W0jNnzmTmzJnY7XYyMjJYt24dr7zyCj4+PowZM6ZdS4Y/\n/PDD/OpXv6KxsZGYmBimTp2KwWDg1ltvZd68edjtdhYuXNjmYl1E5GLV1jeRtq+I7n4eDO77w2qF\ne09kUVBdRFJIAj28tIqhnN+knuPYkL+FFUfXMCI0oXn7uGER5ByvYN2uAuZM6OvChCLSkVospNPT\n00lISMBsNjN48GAGDx4MQHl5ORs2bLiom/zreOrzDRWZM2cOc+bMuahrioi0x+Z9RdQ3WLk2uRcm\n45nnre12O18dXQOgsdFyQd09AxgZOpy0wnR2luxhavCZGTwSrwri3VVubMgo5PqxfXAzt/osv4h0\nAS3+S3/uuedISUnh5z//OW+++SaHDh0CICAggBkzZnRYQBERR7Hb7XyzMx+T0UDq4LDm7fvLD3L0\n9DGGBA0k3BLqwoTSGUzuNQEDBr46sgab/cxD9G5mEymDQqmsaWRHTqmLE4pIR2mxkH7vvfdYt24d\n//mf/8np06f53e9+x7Rp03j00Uf58ssvOzKjiIhD5Bae5nhpNcNie9DN4tG8fcWRM73Rmjda2iLI\nO5DEkGEUVBexoyCjefu472aAWbsr31XRRKSDXfB3Tx4eHowcOZK7776bhx9+mPnz57N3716eeuqp\njsonIuIw63cXAJA6NLx5W27FUXJOHSK+ez96+UW5Kpp0MlOiz3zp+jBzOXa7HYDQ7t7E9fQnO+8U\nhWXVrownIh2kxTHSJSUlbNiwgfXr17Njxw5iYmJISUnh2WefJT4+viMziohcstr6JrZklhDo50n/\n6O7N23/ojZ7oqmjSCYX5hDA0aCC7Svdy4FQu/QLOTHs3flgE2XmnWLurgJuvbtsMVCLSebVYSKem\npjJmzBhuv/12nnnmGTw8PFo6VETkspeeVUx9o5VpyT0xGgwAFFQVsbcsiz7dounr39vFCaWzmdRz\nHLtK97Iqb21zIZ3QLwhfbzc2ZhQye1wf3MymVq4iIp1Zi0M7Hn/8ccxmM7/5zW944okn+PTTTykr\nK+vIbCIiDrNudyEGA4wZ9MNDhqvz1gFnZuowfFdci7RV7269iOsRw76ybAqqigAwm4yMGRRGdV0T\n2/broUORrq7FQnr+/Pm8/PLLfPHFF8yaNYsDBw5w5513MmvWLP74xz92ZEYRkUtyrKSKw4WnGdQn\nkO5+ngCcqq9ga/FOQryDGBAY5+KE0lnNjLsG+OFLGfwwBn/tTj10KNLVtTrRpZubG5GRkcTGxjJk\nyBAaGxvZunVrR2QTEXGIdbvOPGQ4bsgPDxmuPZ6G1W7l6qhUjAbN+SvtkxA+iBDvYLYW7+RUfQUA\nIQHexPcKIOd4BUUna1ycUEScqcWfHm+88Qb3338/qamp3HXXXezdu5cxY8bw7rvvsmTJko7MKCLS\nbg2NVjbtK6Kbxb15JcO6pjrW52/C181y1up0IhfLaDBydc+xWO1Wvjn2w2JlY4ecGUK0fk+Bq6KJ\nSAdo8WHDgwcPMnnyZJ544gm6d+/e0mEiIpe17ftLqalv4rqEH1YyTCvcSm1THdN7T8HN5ObihNLZ\njQhJ4LPcFWzI38LU6KvxMnsyvF8Q3h5m0jKKmJXap/m9JyJdS4v/sn/7299y7bXXqogWkU5t7Xdz\nR4/9biVDq83Kmrz1uBvdGBuZ7Mpo0kW4mdwYHzmGOmsdGwu2nNlmNpE8IISK6gYyDp10cUIRcRZ9\nRRaRLquwrJqcY6eI7xVAcIA3ADtLMyivP8Wo8CQsbj4uTihdRWpEMu4md745toEmWxMAYwefGZOv\n4R0iXZcKaRHpstbvKQQg9buHDO12O6vy1mLAwITIsa6MJl2Mt5s3KeEjOFVfwfbi3QD0CvWlZ7CF\nPYfKqKhucHFCEXGGNhXSn332Gc8//zy1tbV8/PHHzs4kInLJmqw20jIK8fE0k9AvCIADpw5xrDKf\noUEDCfIOdHFC6WomRI7FaDCy5tj65mXDxw4Jx2qzs2lvkYvTiYgztFpI//GPf2Tt2rV8/fXXWK1W\nPvzwQ5555pmOyCYi0m4ZuWWcrmlk1IBQ3MxnPuq+n+v36p7jXBlNuqhArwCG9BjA8aoCDp7KBWBk\n/xDMJiPr9xQ0F9ci0nW0Wkhv2LCBP/zhD3h4eGCxWHjttddYt25da6eJiLjUxowzPYAp361kWFJT\nyt6ybPp060Xvbj1dGU26sAlRZ4YMfXN8IwAWLzcS+vWgsKyGQwWnXRlNRJyg1ULa+N2UPd8vn9vQ\n0NC8TUTkcnS6poHdB08QFWyhV6gvcGYBFoDxkWNcGU26uD7detHTN4I9pfs4UXtmto7mhw5366FD\nka6m1Yp46tSp3H///VRUVPD6669zyy23MH369I7IJiLSLlv2FWO12Zt7o2ub6thcuA1/j24MDRro\n4nTSlRkMBiZEjcWOnbXf9UrHRwcQ6OdBenYJdQ1NLk4oIo7UaiF95513cuONNzJlyhQKCwu57777\nWLBgQUdkExFpl40ZhZiMBpL7hwCwuXAbddZ6xkaMwmQ0uTiddHUJwYPxc/clrWArdU11GA0GUgaF\nUd9gZWt2iavjiYgDtVpIFxcXs3nzZh5++GHmz5/Pl19+yYkTJzoim4jIRcsrriSvpIrBMYH4+bhj\ns9tYe3wjZqOZMeEjXR1PrgBmo5nUiFHUWevYXLQdgDGDwzDww5SMItI1tFpIP/jgg0RFRQEQEhJC\nYmIi//3f/+30YCIi7bEh40yh8v2wjsyy/ZTWlpEUMgyLuxZgkY4xJiIZs9HM2mMbsdlt9OjmRXx0\nAAePV1BcXuPqeCLiIK0W0hUVFdx8880AuLu78+Mf/5jy8nKnBxMRuVhNVhub9xXj6+3G4Jgz80R/\nc2wDAOMjU1wZTa4wvu4WEkOGUlJ7gsyy/QCkDDzz5S4tQ3NKi3QVrRbSnp6erF27tvnvmzZtwsvL\ny6mhRETaY8+hMqpqG0nuH4rZZKSwupjs8gPE+vch0jfc1fHkCjPhuxlivv8yl9AvCA93E5v2FWHT\nnNIiXYK5tQOefPJJHnrooebhHGFhYTz77LNODyYicrE2Ng/rCAXg2+9mTRgfpSnvpONF+oYT69+H\n7PIDFFQVEW4JJfGqIDZmFHHg2Cmu6hng6ogicolaLaTj4+P5/PPPKS8vx83NDYvF0hG5REQuyunq\nBvYcKqNnsIWeIb7UNNaQXrid7p4BDAqMd3U8uUKNjxrDgVO5rM/fxE1X3cDogWFszChi494iFdIi\nXUCrhXRmZiYvv/wyFRUVZy1v+uabbzo1mIjIxdi8r+isuaPTCrfSYGskVVPeiQsNCozH36MbW4q2\n86OYaVzV059APw+2ZZdwyzX98HDTe1OkM2u1kH744Ye56aabiI2NbV7dUETkcmK329nw/dzRA0Kw\n2W2sO56Gm9GNlPARro4nVzCT0cSY8GQ+P7yC9KKdpEaOYtTAUD5PO8rOnFKSB4S6OqKIXIJWC2lP\nT0/mz5/fEVlERNolr7iK46XVJPQLwtfbnb0nsiirK2d02Ai83bxdHU+ucKPDR7D8yCrW5acxNiKZ\n0QPD+DztKGl7i1RIi3Ryrc7aMWbMGBYvXszhw4cpKCho/k9E5HKxce93DxkOPFOUrM/fBMDYyGSX\nZRL5XjcPX4YGDaSwupiDpw4T2t2bmHA/9h05SXllvavjicglaLVH+pNPPgHgtddea95mMBhYvXq1\n81KJiLSR1WYjPbMYi5cbg2ICKas9yb6y/UT79aSnb6Sr44kAkBo5mu0lu1mXn0ZsQB9GDwzlUMFp\nNmcWMW1kL1fHE5F2arWQXrNmTUfkEBFpl32Hyzld08jEhAjMJiMbCrZgx87YCPVGy+Ujpls04T6h\n7CrdS0X9aZLiQ3h39QHSMoqYOqKnnkES6aRaLaRzc3N55513qKmpwW63Y7PZOH78OG+//XZH5BMR\nuaDN+86sEjdqQCiNtiY2FWzFx+xNQvAQFycT+YHBYCA1chTv7V9GWkE603pPYkjfHmzfX0pecRW9\nQn1dHVFE2qHVMdIPPPAAfn5+ZGVlER8fT1lZGbGxsR2RTUTkgmrrm9iRU0pwgBd9wv3YXZJBZWMV\nyWGJuJvcXB1P5CxJIcPwNHmwoWALVpu1ecnw78f4i0jn02ohbbPZuPfeexk7diz9+/fnxRdfZM+e\nPR2RTUTkgnYeKKWhycaoAaEYDAbW5W8GYEzESBcnEzmXp9mTkWHDOVVfQcaJTAb26Y6vtxtbMotp\nstpcHU9E2qHVQtrLy4uGhgaio6PZt28f7u7u1NfrKWMRcb1Ne88M60geEEJBVRGHKg4T370fwd5B\nLk4mcn5jI0YBsDZ/E2aTkZH9Q6isaWRv7kkXJxOR9mi1kJ45cyYLFixg/PjxvPXWW/z0pz8lJCSk\nTRe32Ww89thjzJ07l1tuuYWDBw+Sl5fHvHnzmD9/Pk8++WTzsUuXLmX27NncfPPNfPvtt+1+QSJy\nZSivrCfzaDkx4X6EBHj/MOWdHjKUy1iYTwj9/GPIKT9IUXVx8/COtO/G+otI59Lqw4bz58/n+uuv\nx2KxsHjxYjIyMhgzZkybLr5mzRoMBgPvvvsu6enpPPfcc9jtdhYuXEhiYiKLFi1i1apVDB06lMWL\nF7Ns2TLq6uqYO3cuKSkpuLlpjKOInF96VjF2O4waGEpdUz3pRTvw9+jGwMB4V0cTuaCxkaPIOXWI\njQXpzOo7nbBAb3YfPEFtfRNeHq3+WBaRy0iL/2KXLFnCTTfdxF//+tdz9u3fv5+777671YtPmjSJ\niRMnAlBQUEC3bt1IS0sjMTERgNTUVDZu3IjRaGT48OGYzWYsFgvR0dHs37+fgQMHtvd1iUgXt2lf\nESajgaS4YLYW76DOWs+knuMwGU2ujiZyQYN79Mfi5sOWwu3M7DOV5P4hLFt/mO37SxkzOMzV8UTk\nIrQ4tMNutzvmBkYjjzzyCL/73e+YPn36Wdf18fGhqqqK6upqfH1/mPrH29ubyspKh9xfRLqe/NIq\n8oqrGNQnEIuXG+vzN2E0GBkdPsLV0URaZTaaGRWWRHVTDbtL9zLyu2XCN2dqeIdIZ9Nij/TNN98M\n0Kae59Y888wzlJWVceONN571oGJ1dTV+fn5YLBaqqqrO2d6aoCDNu+lIak/HUVs61r+355fpxwCY\nMjqa06aT5FcVMjJyGH0jI1wRr9PR+9Ox2tOe0z0nsDLvW9JPbGfahFTiegWQfbQck4cb3f08nZCy\nc9B707HUns7XYiEdFxd31kpLZrMZo9FIQ0MDFouFrVu3tnrxTz75hOLiYu688048PDwwGo0MHDiQ\n9PR0RowYwbp160hOTmbQoEE8//zzNDQ0UF9fT25ubpvmqi4tVa+1owQF+ao9HURt6Vj/3p42u501\n2/Lw8jDRO8iH9/ctAyAxMEHt3gZ6fzpWe9vTjBf9/GPYV5LD3qO5DO8XRPbRcpavP8TkET2dkPTy\np/emY6k9HaulLyUtFtLZ2dkALFq0iISEBGbOnInBYGDFihWsX7++TTedPHkyjz76KPPnz6epqYnH\nH3+cPn368Pjjj9PY2EhMTAxTp07FYDBw6623Mm/evOaHEd3d3dvxMkWkq8vJO8XJ0/WMGRyGzdDI\ntpJddPcMIK67FoqSziUlYiQ5pw6RVpDO1fHX8O6qA2zKLL5iC2mRzqjVx4P37Nlz1jR1U6ZM4cUX\nX2zTxb28vHjhhRfO2b548eJzts2ZM4c5c+a06boicuXa9N00YaMHhLK9ZDcN1gZG9xyP0dDqbJ4i\nl5UhQQPxcfNmc+E2pveZwsA+3dlzqIzCsmrCAn1cHU9E2qBNC7J8+OGH1NTUUFVVxdtvv42/v39H\nZBMROUtjk5Vt+0sI8PWgX09/NhakY8BAcliiq6OJXDQ3o5mRocOpaqxmT+k+kvufWaNh875iFycT\nkbZqtZD+wx/+wMqVK0lJSSE1NZXNmzfz7LPPdkQ2EZGz7D5YRm29leQBIRRWF3H09DEGBF5FgKe+\n3EvnlBJ+Zjn7tIJ0hsUG4eFmYnNmkcNmzhIR52p1aEdERAQvv/zyWdvq6uqcFkhEpCVpe38Y1rGx\nYPWZP39XiIh0RqE+wcR06012+QFON51iWL8ebN5XTG7BaWIiurk6noi0otVCesWKFfztb3+jpqYG\nu92OzWajtraWzZs3d0Q+EREAqmobycgtIyrYQlB3D9KzduDn7svAwDhXRxO5JGMiRnKo4jBphekk\n9x/B5n3FbN5XrEJapBNo09COxx57jJiYGP74xz8ya9Ysrr322o7IJiLSbEdOKVabneT+IewqzaC2\nqZbksEStZCid3tCgQXibvdhUuJW4Xn74eruRnl1Mk9Xm6mgi0opWC2k/Pz+Sk5MZMmQIlZWV3HPP\nPezatasjsomINEvPOvMAVlJcMBsLtgAwOkwrGUrn525yY0RoApUNVWSezGZEXAiVNY1kHil3dTQR\naUWrhbSnpyeHDx8mJiaG9PR0GhoatHy3iHSoiuoGso6WExPhh9W9ioOnDnNVQF+CvANdHU3EIb5/\n6HBDwRaSB3w3e4eWDBe57LVaSD/wwAO88MILTJgwgU2bNpGSksKkSZM6IpuICADbskuw22FEfAhp\nBekAjA5Xb7R0HeGWUHr79SL75AECutsI8vdkZ84J6husro4mIhfQ6sOGBw8e5E9/+hMAH374IRUV\nFXTrpgcgRKTjbMkqxgAM69edP+zehs//b+/e46Oq7/yPv+aW6ySZ3BPIFZIQgkAg4WrxsrZWK4K2\nP8bJlEwAACAASURBVFtXq23t1kvtQ7u23bZrFbrrFrdbe9kt3XZtrY+iFl2gXVus9YIIggQkkUAg\n4RYugdzvM0lmJpnz+yMmWuXOJGdC3s9/fDDmAe+8H5Mzn3PyPd/jiGJm8mVmxxIJqgUTSqntOkpZ\nQznzinL589YjVBxoZv60NLOjichpnPWK9LPPPvs3f9YQLSKjqam9h4N1nUzJcnGs7xBuv4d5aSU4\nrGe9DiAypsxOmYnD6mBb/Q7mF6UAsG2vHs4iEsrO+kmUlpbGnXfeycyZMwkPDx9+/Wtf+9qIBhMR\nAXjr3ZMAzC1KZVv9XwFYkD7HzEgiIyLSHsHslBmUNezEY2skOzWGPYfb6OrxERsVZnY8ETmFs16R\nLi4uZu7cuX8zRIuIjJbN79Zhs1rIzwlnb2sN2bGZTHDqV91yaRp63P3b9e8wryiVgGFQXtNscioR\nOZ2zXpE+ceIEK1asGI0sIiJ/o7FtcFnH9EmJ7O3cg4HB/LRSs2OJjJg8Vy5JEQlUNFXyTzOv44U3\noGxvI1fNmmh2NBE5hbNekd6/fz8ej2c0soiI/I33945O5u36d7Bb7ZSmzjQ5lcjIsVqszE8vxRfw\nU9tbQ0FGHPuPd9De7TU7moicwlmvSFutVq6++mpyc3P/ZnnH7373uxENJiKyfV8TDruVpAleGiub\nKEmZSZQjyuxYIiNqXnoJ62tf5e36d5hbtIT9dZ3sqG7i2jmZZkcTkQ856yD9rW99azRyiIj8jbpm\nNydaPCyYnk5FSznw/vpRkUtZQkQ8U+LzqG4/wE0zLFgsg7+d0SAtEnrOOkjPnauHHojI6Bta1rFw\nZgq/Pfx7XOFxFCbkm5xKZHQsSC+luv0AezorKcpOo+pIO80dvSS7Is2OJiIfcNpBurCwEIvF8pHX\nDcPAYrGwb9++EQ0mIuOXYRhs39tEuMOGEdtAb38fiyYuwGo5620dIpeEGcmXEWmPpKx+J58s/CJV\nR9rZvq+RGxbkmB1NRD7gtIN0dXX1aOYQERl2pKGbpo5e5helsrVu8JHgWtYh40mYzUFpajGbT7xN\ndGoHNquF7fuaNEiLhBhd3hGRkDO0rKMoP5LKhmomxWWTGpVsciqR0bXgvZPHd1sqmD4pkeNNbk62\naBctkVCiQVpEQkrAMNi+r4mocDtd4bXaO1rGrayYDCZEp1HZspcZU2KA908yRSQ0aJAWkZBysK6T\n9m4vs6Yksb3xHcJsDmanzjA7lsios1gsLEgvZcAYwB9znDC7lbJ9TRiGYXY0EXmPBmkRCSlDV9yy\nc/tp7m1lbsYsIu3aqUDGpzlps7FarJQ3VzAzL4nGth6ONbrNjiUi79EgLSIhYyAQ4J3qJmKiHDRQ\nA8DVuQtMTiVinpgwJ0UJUzjWfYL8PBug5R0ioUSDtIiEjOpjHXT1+JlVGE9FUyXx4S6mpRSYHUvE\nVPPSSwDoCj9MRJiN7fsatbxDJERokBaRkLF97+CVtoSJHfQNeJmfXqK9o2Xcm544lUh7BDub3mVW\nQSKtXV4OnewyO5aIoEFaREJE/0CAnTXNxMeEc8S3F4C5aSUmpxIxn8PmYHbKDDq8nUzM8QLvn3SK\niLk0SItISNhT20aPt58ZhdHsbz/EpLhsUqKSzI4lEhKGTiqbLAeIjrCzo7qJQEDLO0TMpkFaRELC\n0A1UkamNGBjMSZ1tciKR0DE5LofEiAR2texhVmE8nR4fNcfazY4lMu5pkBYR03n9A1QcaCHZFcFB\nz15sFpv2jhb5AIvFwry02fgGfCRkDA7QZfuaTE4lIhqkRcR0uw+14vUNUFRo54SnnssSC3E6os2O\nJRJShpZ3HPNXE+cMY2dNE/0DAZNTiYxvGqRFxHRl7y3rsCScAGBumpZ1iHxYclQik+Ky2d9+iBmF\n0Xj6+tl7pM3sWCLjmgZpETFVr7efykOtpCdFUd1VRaQ9kmlJU82OJRKS5qaVYGAQkdIAQNleLe8Q\nMZMGaREx1bsHWvD3B8ib4qfT18XslBk4rHazY4mEpJKUGdgtNg72VJEQG07FgWZ8/gGzY4mMWxqk\nRcRUQ8s6fM5jgJZ1iJxJlCOK6UlFNPQ0UTTVSp9vgMpDrWbHEhm3RuyyT39/P//8z//MiRMn8Pv9\n3HvvveTl5fGd73wHq9VKfn4+y5YtA+CFF17g+eefx+FwcO+993LVVVeNVCwRCSHuXj9VtW1kpUVS\n3bWPxIgEJsflmB1LJKTNSy+honk3xJ8AEthe3URpYYrZsUTGpREbpF988UXi4+P54Q9/SFdXF0uX\nLqWwsJCHHnqI0tJSli1bxmuvvUZxcTGrVq3iD3/4A319ffz93/89l19+OQ6HY6SiiUiIKN/fzEDA\nYGJ+N81eH3MzZ2GxWMyOJRLSihKm4HREU9NdRWrCJ6g82EKvt5/IcC2JEhltI7a04/rrr+fBBx8E\nYGBgAJvNxt69eyktLQXgiiuuYOvWrVRWVlJSUoLdbsfpdJKTk0NNTc1IxRKREFL23mOO3eFHAJij\nZR0iZ2Wz2ihJLcbt9zBpihdff4BdB1vMjiUyLo3YIB0ZGUlUVBRut5sHH3yQf/zHf8Qw3n+caXR0\nNG63G4/HQ0xMzPDrUVFRdHd3j1QsEQkRnW4v1cfayc0M41DXIbJjM0mNSjY7lsiYMO+9k07ve/cW\nbNfDWURMMaK/B6qvr+drX/san//857nhhhv4j//4j+H/5/F4iI2Nxel04na7P/L6uUhOjjn7F8k5\nU5/Boy7Pblt1M4YBE6d009BlcE3ewtP2pj6DS30Glxl9JiVNJb0mhYPu/WRPLGBPbSuR0eE4o8JG\nPUsw6b0ZXOpz5I3YIN3S0sKXv/xlHn30UebPnw/A1KlT2bFjB3PmzGHTpk3Mnz+f6dOn85Of/ASf\nz4fX6+Xw4cPk5+ef07/R3Kwr18GSnByjPoNEXZ6bDTuOYbFAfX81VouVKVGFp+xNfQaX+gwuM/uc\nnTST9bWvkpbTydETYbyytZZFMyeYkiUY9N4MLvUZXKc7KRmxQfpXv/oVXV1d/OIXv2DlypVYLBYe\nfvhhHnvsMfx+P5MnT+a6667DYrFwxx13cNttt2EYBg899BBhYWP7jFpEzqyls5eDJzqZPMnKyZ56\npidNxRmmR4KLnI/S1Fmsr30VT8RRIJ/t+xrH9CAtMhaN2CD98MMP8/DDD3/k9VWrVn3ktVtuuYVb\nbrllpKKISIjZUT24njM2o5GTfTAnVTcZipyvlKgksmMzOdx1mOyMIvYebafL4yM2WhejREaLHsgi\nIqNu+94mbFaoDxwkwhbB9KQisyOJjElzUmdhYJCS24FhwDs1uulQZDRpkBaRUdXQ1sPRxm5y8/10\n+jqZnTKdMJv2jRe5ECWpM7FarLTbD2MBtr+3paSIjA4N0iIyqra/90jwiNTB/2rvaJELFxsWw5T4\nPE54TpCbY2N/XSdtXX1mxxIZNzRIi8ioMQyDsr2NOBwGJ/wHcYXHkefKNTuWyJg2J3UWAPFZgw9l\nGboHQURGngZpERk1J5o91Lf2kFvgpW+gj5KUwV9Li8iFm5k8DYfVQSMHsVre/62PiIw8fYKJyKgp\ne+8D3p5YD0BparGZcUQuCRH2CGYkFdHa18qkPIPa+m6a2nvMjiUyLmiQFpFRYRgG2/c1Eh5hUOc7\nTEpUEpkxE82OJXJJmJM2uLzDmT64rEOPDBcZHRqkRWRUHGnoprmjj5yCHvwBP6UpxVgsFrNjiVwS\npiYUEG2P4uTAAew2Le8QGS0apEVkVJS9ty2X4ToBaFmHSDDZrXZmpUyn2+9mUoGfumYPJ5rdZscS\nueRpkBaRERcwDHZUNxEZFeCE9wiZzgmkRqeYHUvkkjK0lWRYcgOg5R0io0GDtIiMuIN1nbR3e8me\n0k3ACFD63npOEQmeSXHZxIe7qPMfJCxs8J4EwzDMjiVySdMgLSIjbmi3Dn9MHQAlKTPNjCNySbJa\nrMxJm4V3wEvulF4a23s51qjlHSIjSYO0iIyogUCAd6qbiIntp76vjslxucRHuMyOJXJJGr73IP4k\n8P5JrIiMDA3SIjKi9h1pp7vHT0Z+NwaGbjIUGUETnelMiE7jhLeWyKgBduxrJKDlHSIjRoO0iIyo\nod06eqKOYrVYmZ0yw+REIpe2OWmzGDAGyMp309rl5fCJLrMjiVyyNEiLyIjx9w9QfqCZ+EQ/Td4G\nChPycYZFmx1L5JI29Fuf/rjBrSa1vENk5GiQFpERU3mojV7vAGmTOwAoTdGyDpGRlhARz+S4XOr7\njhMd08+O6iYCAS3vEBkJGqRFZMQMXgkz6Ao7gsNqZ2byNLMjiYwLc9KKMTDIyO+ky+Oj5li72ZFE\nLkkapEVkRPR6+9l1sIXkND9tvlYuSyoiwh5hdiyRcWFW8gysFiu9UccBKNPDWURGhAZpERkR7x5o\nwd8fICmnDdAjwUVGkzMsmqKEApp9DcQmeNlZ00T/QMDsWCKXHA3SIjIihpZ1tNkOE2GLYFrCFLMj\niYwrpamDTxBNm9yBp6+fvUfaTE4kcunRIC0iQefu9VNV20Z6lpcufxfFyZfhsDnMjiUyrkxPKiLM\n6qA77AhgULZXyztEgk2DtIgE3Ts1TQwEDOIyWgAoTdOyDpHRFmEPZ0byNDr87bhS+qg40IzPP2B2\nLJFLigZpEQm67XsbwRKgmcPEOJwUuCabHUlkXBq6NyE5p5U+3wC7D7eanEjk0qJBWkSCqr3bS82x\nDjIn9dHT38Ps1BnYrDazY4mMS1MTCoi2R9FuPwIY2r1DJMg0SItIUO2obsIAotIGP7C1W4eIeexW\nO7NSpuPpd5M00UPlwRZ6vf1mxxK5ZGiQFpGgKtvbiNUaoGHgMIkR8eTGZpsdSWRcG9q9Iy6jBV9/\ngF0HW0xOJHLp0CAtIkHT1N5DbX0XWfk9+AI+SlKLsVgsZscSGdcmu3JwhcfRaqkFywDbtbxDJGg0\nSItI0Aytv3QkNwBa1iESCqwWK6WpxXgDXlKy3ew+3Iqnz292LJFLggZpEQkKwzDYVtWA3TFAg/8I\nadGpTIhOMzuWiPD+8o7otMGtKctrmk1OJHJp0CAtIkFxrNFNfWsP2YUe+o1+5mhZh0jIyHCmkxaV\nQotxFKz9vF3VYHYkkUuCBmkRCYqtewY/mC3xJwEoSdGyDpFQYbFYKE2dRb/Rz8S8bqqPddDa2Wd2\nLJExT4O0iFy0gUCAsn2NRMcEqO87RnZsJslRiWbHEpEPGLpnISy5HoBte3VVWuRiaZAWkYtWVdtO\nl8dHVkE3AQK6yVAkBCVHJZITm0Wj/zj2cD9b9zRgGIbZsUTGNA3SInLRhtZb+qKPY8FCScpMkxOJ\nyKmUphZjYJBV0EV9aw9HGrrNjiQypo34IL1r1y7uuOMOAI4dO8Ztt93G5z//eb7//e8Pf80LL7zA\nZz7zGW699VY2btw40pFEJIh6vf1U7G8mOdngZF8d+fGTiQuPNTuWiJzC7JSZWLAwEHcCgLf3aHmH\nyMUY0UH617/+Nd/73vfw+wf3q1yxYgUPPfQQzzzzDIFAgNdee42WlhZWrVrF888/z69//WueeOKJ\n4a8XkdBXvr8ZX3+A9LxOAEpTdTVaJFTFhccwJT6PJt9JnHE+yvY10j8QMDuWyJg1ooN0dnY2K1eu\nHP5zVVUVpaWlAFxxxRVs3bqVyspKSkpKsNvtOJ1OcnJyqKmpGclYIhJEQ7t1dDlqsVlszEqebnIi\nETmT0rTBPaUn5nfS3eNnT22byYlExq4RHaQ/8YlPYLPZhv/8wZsaoqOjcbvdeDweYmJihl+Pioqi\nu1trtkTGgrauPqqPtpOdDY19jRQlTiHKEWV2LBE5g+LkaditdtwRRwFj+GRYRM6ffTT/Mav1/bnd\n4/EQGxuL0+nE7XZ/5PVzkZwcc/YvknOmPoNnvHS5eU8DBpCe30lTF/xd/vwR+d7HS5+jRX0G19jr\nM4aSCdMpq6sgbeIAuw62EOmMwBnpMDvYGOwytKnPkTeqg3RRURE7duxgzpw5bNq0ifnz5zN9+nR+\n8pOf4PP58Hq9HD58mPz8/HP6+5qbdeU6WJKTY9RnkIyXLg3D4JWyo9iscNxbQ5jVQXbYpKB/7+Ol\nz9GiPoNrrPY5w3UZZXUVJGa30nAilb9uOcwVMyeYmmmsdhmq1Gdwne6kZFQH6W9/+9s88sgj+P1+\nJk+ezHXXXYfFYuGOO+7gtttuwzAMHnroIcLCwkYzlohcgCMN3Zxo9lA01UKtt43S1GLCbfrZFRkL\npiUWEmGLoNVyGEhh6+560wdpkbFoxAfpiRMnsnr1agBycnJYtWrVR77mlltu4ZZbbhnpKCISRJsr\nB5+OFj2hCbphTuoskxOJyLly2BwUp1zGtvp3yJnsZ/+hTpo6eklxRZodTWRM0QNZROS8ef0DlO1t\nwBUTxjHvfqLtURQmnNuSLBEJDUMnv7EZLQC8VXnSzDgiY5IGaRE5bztrmuj1DlA0bYAuXzezUqZj\nt47qSjERuUgF8ZOJCXNywn+AyAgrb1XWMxDQntIi50ODtIict7feW9ZB/OAVrNLUYhPTiMiFsFqs\nlKYU09Pfy5RpfjrcPnYf1p7SIudDg7SInJem9h6qj3UwJSuG6s59uMLjmOzKNTuWiFyA0rTBk2Br\n/ODJ8eZdWt4hcj40SIvIeXlr9+AHbu4UL739fZSkzMRq0aFEZCzKjskkKTKRQ+4astIi2XWwlQ63\n1+xYImOGPv1E5JwFAgZbdjcQGW6j01ELvH9FS0TGHovFwpzUYnwBP7mFPQQMgy3vnSyLyNlpkBaR\nc7brUAvt3V5KixKoaqsmJSqJTOdEs2OJyEUYusehO/wIYXYrm3fVYxiGuaFExggN0iJyzjaUnwAg\nPbcbf8BPaeosLBaLyalE5GKkRaeS6ZxATccBigtjaeropfpYh9mxRMYEDdIick4a23qoqm2jICOO\nw73VgHbrELlUlKbNImAESM4ZHKA3lNeZnEhkbNAgLSLn5I2KwavRC4oT2Ne2n6yYiaRGJZucSkSC\noSRlJhYsHPPWkJXqpHx/M62dfWbHEgl5GqRF5Ky8/gHeqqwnNjoMI66egBGgVI8EF7lkxEe4yHPl\ncrCzlvnFcRjG+yfPInJ6GqRF5KzK9jbS4+3nypkTKG/ahQULJakzzY4lIkE0vFTLdRJnpINNu07i\n8w+YG0okxGmQFpEzMgyDDeV1WC0WiouiOdRZS54rF1d4nNnRRCSIilOmY7PYqGjexZXFE3D3+inb\n12h2LJGQpkFaRM6o+mg7xxrdzC5I4qBnH6CbDEUuRU5HNEW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ineichen_data = pvlib.clearsky.ineichen(times, tus.latitude, tus.longitude, tus.altitude, linke_turbidity=None,\n", " 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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B0IvcKtLNzc0KDg7Wnj17PvM4RRqApzlR0aSTlc2amBqj8BD/838BcJEyhkYp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\ni1qgvc+dTzxIb9q0CbVazezZszl37hwnT55k/Pj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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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91QL3H3/Ffe1mTM93fmSOSRePrjNR87l2bZtT+yxZshVVqwy54/W4uFiGDZuK\nqiqoqkpExFTi4+NYtuwLdDodCQkJPP74E/Tp8xLXrl0lMnIKdrsdRVEYPvwNjhw5hM1m4//+73lm\nzYpEp9MzfPgovvxyMaVLl0FVVbKysujU6dmcMY8fP0rDho0AKFGiJHa7g5s30/Dx8QXAbDaTmprC\nrl07mD//Y6pWrcaQIcNITU0hIyOdsWNHkJGRQe/efWnSpJlT81WQZMpDCCEKk6ritn4rGlMW5taN\ncZQqXtgRFWm2mpWxVquAS0Ii+l0HCzscIYqkAwf2Ubt2bebM+S8vvTSIjIwMABITr/Hee7P45JPP\n+frr7NniuXPn8J//PMfcuQsZNmwU06a9Q8uWrdm3bw8AsbExnD59EoB9+/bSpElznniiXa4iGsBo\nNOLh4Znz2mAw5IwLkJ5+i8uXL9GwYTgff/wJt27d4qeffsBqtfJ///c8kZHvM3XqDD76aDZpaQ/P\ndpcyIy2EEIVIt+8o2uh4bGEhWOvXLOxwij5FIatdy+xCes9h7CFlsIcGFXZUQtxR1SpD/nH2uCB0\n7NiZ1au/YeTIoXh5eTJo0CsAlC9fAUVRcHNzw9XVDYCYmMvUrl0XgIoVK5GUlEjx4iUwm7M4c+YU\nISHluH79GlFRp/H09MRgMNx2TA8PD0wmU85rk8mIl9efB5l4eXnj4eFBnTr1AGjSpDkHD+7jqac6\n0LlzNzQaDcWKFaNSpcrExkbj61unQHLjbDIjLYQQhUSTcB3X7ftxeBjI6tga5Kjee+OqJ/OZJ0Cj\nwW39FhRTZmFHJESRsnPndurXr8+HH/6XVq0eZ9myL29zV/ZWkqGh5Tl69DAA58+fxc/PH4DGjZvx\n3/9+RKNG4TRo0IgPPphJixat7zhmzZp12L9/L6qqcu3aNVRVxdvbJ+e6q6srZcsGc/z4UQCOHTtM\nuXJhHDiwj0mTxgJgMpm4fPkioaHlnJGGB0JmpIUQojBYrbiv2wwOB1mdHpd10XnkKFMCS4uGuG77\nDddfdpLV5cnCDkmIIqNKlarMmPEOoMHhcDBs2EgyMjJQcn1Zz/751VeHM336VL799ivsdhvjxr0F\nQMuWbfj880+ZPv0DbtxIYu7cOTRvPgeATZt+/tsa6cqVq1C7dl0GD+6HqqqMGjUOgMOHD3L8+FFe\nfHEAY8dOYvbs6TgcDkqVKs2QIcPQarUcOPAbgwf3Q6PRMHjwa7kK8KJOUdWHd3d7OUPeOQIDvSSX\nTiT5dK4mTMqqAAAgAElEQVRHNZ+uW/ag338MS4NamNs2fSBjPnK5dDhwX7YWbfw1Mjs/ga1ahQc6\n/COXz0Im+XQuyafzBAZ63fGazEgLIcQD5hJ/Fd3+YziK+WBuWYT2i1YdkHEdTCmQlQ6W3x8U0mjB\nRQ8eAeAZCG4+RWMZikZD1tNt8Fi0HLdfdmAMLo3qefv1m0IIURCkkBZCiAfJasPth18BstdF63SF\nF0vGdbhyFBKOQtJ5SItFsZnv2kzVGSCwIgRUhFI1IegxcPW8a7uCoPr5YG4djtumXbj+vJ2sbu2K\nRpEvhPhXkEJaCCEeINcd+9Gk3sTSoBb2oFIPPoCbCXDhV7iwFSX5Ys7bqosefMuiFgvJnnV29f6z\nOHbYwJYFxmTISIK0OLh6AiXhGBxfgapxgZI1oUIrqPA4uN35n0ELgvWxGmjPXkJ3PhrbyXPYalZ+\noOMLIf69pJAWQogHRBN/rXCWdDjsEPMbN39ai3J5PwCqRosa3AiC6kGZuuAfBprsw01UVcVhM+L4\ny9IOjYsrGp3nnw8rWU2oSRcg/hDE7oeEYygJR1F3z4NyzaBWdyhZ/XbROJ+ikPV0azw++w7XLXuw\nhwXLw5tCiAdCCmkhhHgQ7HbcftoGQNbTD2hJh8MGZzfBoaUotxKwAmrpOlD5KSjXDNXVE2vGFYxJ\nRzHHb8B8KwZLeiw2c2r2eun/oWj0aN0D0HuUxs23Im7FKuJe42l0DfuBMRn13EY48xPKhV/hwq+o\npWtDvd5QtkGBL7dQfb0xt2iI25Y9uG7dS1bHNgU6nhBCgBTSQgjxQOj3H8flRiqWutWwly3gJR2q\nCpe2w75FKGlxqBodatWnKdbyBVIIwJh0lFsn52O8tg9bVvJfGiroDCVw96uGi94HF53H793ZcNjM\n2LJuYM1Mwnj9IMbrf54q6OodikfJRniHtMKtdk+4egyOfIPy+0y1WqYuNBkCgZUK9GNb69dEd/Ic\nuhNnsdasjD2kTIGOJ4QQUkgLIUQBU9Juod91EIfBDXPL8IIdLDUWds5BiT+MqmhQq3WEx/pg0diJ\nvfgjV8+sw265CYCLazG8g1pjCKyDu1819F5l0Wjd7jqE3ZpBVup5slLPYkw6gun6EcznviPl3Hfo\nvULwDW2HzxMT0N5Kyi7mY3+D7wehVn4qu6B29y2Yz67RkNWuJYYvVuL283aM/XuC1qVgxhLiXyQi\nYgJdunTPOZXwf506dZIPP5yFVqulQYNG9Os38Lb3xcREM3jwi6xfvwldYT5o7URSSAshREFSVdw2\n7kKx2chq3xLcXQtmHLsNDn8Fh5ahOKyowQ2h2TAyHRncOPEhGQl7ABUXV1+KhT2Ld1Ab3ANqoCh5\nP+DWReeJR/G6eBSvi3/lXjjsZozXD3MrdhPpV3Zy/cQnJJ3+At9yHfBrPRx9SnfYMx/l7C+osfug\n2VCo0KZAlns4ShfH+lhN9IdOoN97GEvzBk4fQwiR26xZ7/Hee7MoVao0o0cP5/z5c1SsmPtfoEwm\nI/PmzUGvL6DfgYVECmkhhChA2nOX0V6MwRZSGlv1igUzSGosbH4XJeksqkcgarOhZPmXJun0fDIS\ndgPgVqwqIfWeA+9GaFz0Th1e4+KKV6nGeJVqjN2Szs2YX0g+/z2pF1aRenEtxcp3IqDTNLTntsL+\nxSib3kG9sA1ajwY3b6fGAmBu2RDt2Uvo9x7GWq0Cqn8xp48hxL3aemk+UUnbnNpnlcBWtCk/5I7X\n4+JiGTZsKqqqoKoqERFT8fcPYObM97h+/TrJyTdo1qwFAwa8zHvvTUan03H16lVSUpJ5880IKlas\nzMqVy/nxx7X4+weQlpYKwK1bt5gxYypTp87IGctkMmK12ihVqjQADRs25uDB/X8rpKdPf5fBg19j\n3LhRTs1FYcv7VMRfpKWlcevWLWfFIoQQjxaLFddNu1BdNGQ91aJgHrg7/SN8PzC7iK70JPauH3Pt\n1mEubx5IRsJu3P1rENziA8o9Pp8SlTo4vYj+Xy56L/wqdqdCu2WUbjABvUcpUi+u4eLGvtxws6H2\nWIhaujbK5Z2wfABcPe78IFz1mJ9oimJ34LZ5j/P7F6KIO3BgH7Vr12bOnP/y0kuDyMjI4Pr1RKpX\nr8n773/EwoVLWLNmRc79JUuWZvbsj+nW7T+sXbua1NQUVqz4loULvyAy8n2sVhsA3t7euYpoAKPR\niIeHR85rg8GA0ZiR657FixfStGlzwsIqAA/tgdq3lecZ6fPnz7No0SJ+/TX7QAEXl+z1Z61ataJf\nv35UrFhAMy5CCPGQ0e85hCbdiLnJY86fFbVbYOdHKKd/QHX1wtF6HLf0VhJ/HYzdchO9VzAlar2K\nR8mGf25Z9wApGi0+IU/iXbYNqZfWc+P0EpJOfsqt2M2UajYS9+gjcGAJrHkdwgdCnV5O/aJhq1we\nW2gZtJdicbkQg71CiNP6FiIv2pQf8o+zxwWhY8fOrF79DSNHDsXLy5NBg17F29ubM2dOceTIQdzd\nPbBarTn3V6qUvfd68eIlOHHiGFeuxFO+fBhabXaZWLVqtTuO5eHhgdFozHltMpnw9Mx9QNPGjT9R\nvHgJ1q9fQ3JyMiNGvMrcuQud+ZELTZ4K6ZkzZ3Lt2jU6derExIkTcxJlNBo5cOAAH3/8MWXKlGHs\n2LEFEqwQQjwslLRb6Pcfx+HlgaVJXed2nnEdfolASTyDGlABW+s3uHr+KzISdqG4uFG85mD8KnZH\n0RT+wzyKRotfhS74hDzB9RMLSbu0juhtw/Cr2J3AZ2ai2RyJsvcT1ORL0OoN0Dpp/aSiYG7bFJdF\n3+O2eTfGckHgIg8ein+HnTu3U79+fXr27Mvmzb/w1VdLqFSpMp6eXowePYH4+DjWr1+dc///ftkO\nCgrm8uVLWCwWXFxcOHfuLE891eG2YxkMHuj1OhISrlCqVGn279/LSy8NynXPt9/+OVaPHs8wZ85/\nnfhpC1eeCukOHTpQvfrfN9j38PCgVatWtGrVihMnTjgtOCGEeFi5bt2LYreT1TrcuXtG37gAP4xF\nMSWjVnqCjCotSPhtPHZzKoaA2pRqMA69RyGcmHgXLjpPStUbiU/Ztlw9PJOU899jvH6YMu0m4bpr\nAcq5Tahp8dBhKhj8nTKmI9Afa73q6A+dRHfgONZwJ3+hEaKIqlKlKjNmvANocDgcDBs2Eq1Wx+TJ\nEzl16gQ6nY6yZUO4cePGbdv7+vrSu3dfXn65H76+fri7Zx9wdLs10gBvvDGeyZMn4nA4aNgwnKpV\ns2vFkSOHMmPGBzkz29my120/KhQ1j58mJSWFpKQkKlasiEbz5xLrU6dO3bbILkhJSekPdLxHVWCg\nl+TSiSSfzvUw5tMlNgHDsrXYy5TA9EIX5y1ZiD8MP09CsRhxNH6ZG/pMbpz5AkWjI7DGwOxZ6H/Y\nhaOo5NJhyyLx2DzSLq9HcXGjVO2h+Fw+nr2rh3dp6DQTfJy0B3RmFh6ffINit2Mc/Byqp8E5/VJ0\n8vmokHw6l+TTeQIDve54LU8PG27YsIHOnTvzxhtv0L59e86dO5dzbeLEifmPUAghHhUOB66bs3fK\nyGrbzHlF9Pmt8MMYsFmwtR5NnPEIN858gc5QkpDW8/Cv9J98bWVXGDRaN0o9Nooy4W+jaFxIODyT\nxAAfHI89j3IrAVa9lj3z7gzublhaNECxWHHd9ptz+hRCiN/l6bfuggULWLt2LevXr2f48OH079+f\nCxeyf9k9StP0QgiRX7rjUbgk3sBaoxKO0sWd0+mZDbDpHdC6Ymk7msvRyzBe24dHiYaEPv4J7sUK\n9sTAguId1IrQNgvQe5Ul5fxy4iznsDUejJKZCmuGO21HD2udatiL+6M7cRbNtSSn9CmEEJCP7e/8\n/PyA7PXSEyZMYNCgQSQmJhbKU+FCCFGkmC3ot+9H1Wkxt3LSCYanf0D5dQa4eZHZeijRp+dhNSbg\nX7k3ZZtFonX1cc44hcTVqyyhbebjUTIcY+J+oq//jKXlMLBlwfoxcNUJz91oNJjbNMke79e92Ueo\nCyGEE+SpkC5fvjwzZszg2rVrALRv355+/frRu3fvOy5YF0KIfwv9/mNoTJlYwuuienncvcHdnFqP\nsm0WqpsP6U36EHP8A+zWdErWe4PiNQeiKI/GLhQuOk/KNn0Xv4o9sKTHEB39LeYWr4LDCj+MhWun\n7nsMe7kgbOXKoo2+gsvlOCdELYQQeSyk33vvPfR6PZcvX85574UXXmDcuHE5M9VCCPFvpBhN6Pcf\nw+HhjqVh7fvvMOonlO3vo7r5cLPRf4g/+V9AIajJuxQr3/H++y9iFMWF4rVeIbDGIGyZ14m5sITM\nJi9lz0z/MAYSo+57DHPrcFTA9dffZFZaCOEUeSqkDQYDr7/+Oo0bNyY5OZkzZ84A0LZtW9auXVsg\nAQohxMNAv/swisWKpWl90N/ndneXd8OvM1FdvUhr2I2EM5+h0RkIafkBXqUaOyfgIkhRFAKqPEep\nx0Zjt2QQe+krTI37gjUzu5hOibmv/h0lArDVqITL9WS0J8/dvYEQQtxFntdIHz16lFGjRtG3b1+S\nk5MLIiYhhHioKKk30R05haOYD9Y6Ve+vs4TjsHEyuOhJfawTV6M+x0XvRUiLD3D3u8++HxK+5Z6m\nTHgEDruZuOjvyGz0PIr5VnYxnXF/DwuaWzREddHgumM/2GxOiliIosVut/PCCy8wZEh/MjIy7t7g\nNhYvXsjatavy3G7dutXY7fY8tTly5BARERPueN1sNjNx4hhefXUgY8a8zs2baX+7Z+XK5Qwc2IdB\ng15k69bNOe936dKBYcNeZtiwl/nkk3l5iute5OlAlq5du+Lr68ugQYMID3fSgzRCCPGQc92xH8Xh\nIKtFw/s7Pe/GRdgwHlQ7aY89w7ULX+Oi9yG4xfu4+VZwXsAPAe+glsBbXNk3hdjYlQTXeRbD0TWo\nP4yFLh+C6533df0nqo8X1sdqot9/DN2hk1gb1XFu4EIUAUlJSZhMJhYsWPLAx1669HPat++ISx5/\nF/7TphVr1qwgLKwi/foNZMuWjSxZsojhw0flXL95M41161bx+edfk5WVxfPP96BNm7ZcuRJP5cpV\nmDZtdr4/z93kqZDu2bMny5cv5+uvv8ZqtdKsWTPZrUMI8a+muZaE7vQF7CUDsVUNy39HpmT4cRyK\nxcjNBt24Gr0KF703wS0/wM2nvPMCfoh4B7VCVe0k7HuX2KTNhFRpg3vUVtSfJmYf2uKiz1e/5ib1\n0B0/g+uew1jrVAPX/PUjxL34LPpndqbc/wOzf9XcrzoDQtvd8fr770cSExPDrFmR+Pn5c/LkcTIz\nMxk/fhIHDuxj06ZfUBSFtm2fpFu3nmzfvpVly75Ep9MREBDA5MmRAOzcuY2tWzeTnn6TAQOG0KRJ\ns5wx0tLSiIgYj6qqWCwW3nhjPFFRp0lOTiYiYgLvvTeTTz6Zx/HjR3E47PTs2ZtWrR7n0qULzJkz\nCwBvbx8mTHgrV+z//e9HtGnTlipVquW8d/z4UXr37gtAeHgTliz5LFcbHx9fPv/8azQaDcnJN3B1\ndQUgKuoM169fZ9iwl3Fzc+O110YQHBxyH5n/uzwt7ejZsycrV66kT58+rFq1ikWLFuVr0K5du9Kn\nTx/69OnDhAkTiI2N5bnnnuP5559n8uTJ+epTCCEKg+v2fUD2g2z5PnzFZoYNE1GMSWTU6kBC3Do0\nWlfKNpv+ry2i/+BT9nFKNxyPw2okznQMc2hDlIRjsH1O/h8YdHfD0rAOSpYZ/QHn7FUtRFEyatQ4\nKlSowBtvjAcgNLQc8+cvwuFQ2bJlE/PnL2LevE/ZsWMbsbExbNmyid69+zBv3qc0adIcozF7OUhg\nYAk+/PC/DB06ktWrv881xpkzJ/Hx8WXWrI8YMWIMWVmZdOzYGX//AKZMieS33/Zw9WoC8+Z9yocf\nLuCLLxaRkZHB9OnvMmrUOD76aAHh4U346qsvcvX7yivDchXRAEajEU9PTwAMBg+MRuPfPrNGo2Hl\nyuUMGfISTz3VAYCAgAD69OnHRx8t4PnnX+SddyY5J8F/kacZ6T/Ur1+f+vXr52tAi8UCwJdffpnz\n3pAhQxg5ciT169cnIiKCzZs307Zt23z1L4QQD4om/hraS3HYQkpjDw3KXyeqCluno1w/gyksnPgb\nvwIQ1Hjqv2ZN9N34BD+B3XyTxGNzifN0JyQwDF3UBlT/clC7R776tNSvie7AcfT7j2F5rCa4uzo5\naiGyDQht94+zxw/CH7Owly5d5Nq1qwwfPgRVVcnISOfKlThee+11li5dwooV3xESUo7mzVsCULly\nFQD8/f0xm825+gwPb0pcXBzjxo1Eq9XRt2//nGuqqnLp0gWios4wbNjLqKqK3W7n6tUEYmIu8/77\n0wCw2WwEBZW9a/weHh6YTCYATCYjXl63X9rVrdt/6Ny5K6NGDaN27UNUq1YdF5fsUrdWrToF8mxf\nvgrpn3/+mYULF3Lz5k0gO2GKorBly5a7to2KisJkMtG/f3/sdjsjRozg9OnTOYV5ixYt2LNnjxTS\nQogiz3XnAQAszRvmv5NDS1EubMVcohJxligcNjNlGk/Go8RjTory0eBXsTu2zGSSz31DnG9FQozF\n0OyZD8VCIDgf+XfVYw2vg+uvv2UX0y3v489QiCJOUbIXIAQHh1C+fBizZn0EwPLl3xAWVpF161bT\nv/9gfH19mTnzPXbs2PZ7uzv/K9uRI4fw9w9g9uy5nDx5goUL5/Hhh/NRFHA47AQHh/LYY/UZPXoC\nqqryxReLKFMmiODgUCZOnEzx4iU4ceIYKSl3L25r1qzN3r27qVKlGnv37qZWrbq5rsfGxvDJJ3N5\n992ZuLi44OqqR6PRsHjxp/j4+PDcc304f/4cxYuXyGcG7yxfhfT06dOZMWMGpUuXznNbNzc3+vfv\nT48ePYiOjmbgwIG5jhf38PAgPT09P2EJIcQD4xJ3FW10PLbQIOxlS+Wvk5jfUPYvxuYVSLxHFvaM\nNErUGY53mebODfYREVhzINasG9yK3cSV4NoEnT+FsnEydF8Avnef1fpflno10O07hv7gcSwNaoHB\nrQCiFqLoqFChIvXqNWDIkP5YrVaqVatOYGBxqlatzujRwzEYPDAYDDRp0pwVK769a18RERNYs2YF\nDoeDfv0GAlC7dl1Gj36djz5awJEjh3j11YFkZmbSokUrDAYDo0aN45133sJut6PRaBg3bhJJSddz\n+r3dGukuXbozderbvPLKAHQ6PW+/PRWA775bRlBQME2bNqdChUoMHtwPjUahUaMm1K5dl/LlK/DO\nO5PYs2cXWq2WCRMinJ5TRVXzvsisb9++fP7552g0ed49D4vFgqqqOQvBe/TowenTpzl1Knsh/pYt\nW9i7dy8TJ07Mc99CCPGgWOZ/i+N8LPqhvdGUK5Pn9va0BNI+6Y3DmsnVqlVJu36c0jV7UqHZmAKI\n9tHhsFs58cNr3Ew4SOmglvge3o5LiYr49l+Cost7IWzbfhDb2q24tGmErmPLAohYCPEoy9eM9Esv\nvUSfPn1o0KBBru1NXnvttbu2XblyJefOnSMiIoLExEQyMjJo2rQp+/fvp2HDhuzYseOet9ZLSpKZ\na2cIDPSSXDqR5NO5imI+XWITMJyPxVauLOme3pDX+GxmWD0KJesW1yrXJe36ETxKhuNdcWCBftai\nmMv8KP7YJEw3h5AQvx3CHsP34iFurHoX2uTjS0jFMDw896HuPMTNGlVQPQz33PRRyWdRIfl0Lsmn\n8wQG3nm7zbxPKQMffPABZcuWzfMegQDdu3cnPT2d5557jlGjRjFt2jTefPNNPv74Y3r16oXNZqNd\nu8JdlC+EEP9E//vaaHPzBvnrYNdclKRzpJarSWrqEVx9ylOm0VsomnzNbfzraF19KNv0PTRaA1eN\nJzAFBqNEbYCon/LemU6LpUk9FKsN/d4jzg9WCPFIy9dvbZvNRmRkZL4G1Ol0zJo162/vL126NF/9\nCSHEg+QScwVtbAK2sGAcZfLx4MrZjSin15PpH8S1zLNodJ4ENX4HF929z4QKcPUOpUyjt4jbPZ54\ntwzKuRrQ7pgDgZXBP29bBlprV0X/2xF0R05haVw3T7PSQoh/t3zNSLdq1YqvvvqKmJgYEhIScv4T\nQohHXc5sdLN8zEbfjIcdH2BzNRDvaUZ1WCjd8E30nnlfYy3As1Q4gdX7YzOnkFC2dPaSmV8iwGrK\nW0daFyzhdVFsdnT7ZV9pIcS9y9eM9IYNGwBYvHhxznv3uv2dEEI8rFziEtDGXc2ejS5dPG+N7TbY\n/C5YM7kSFoY1/SIBVfviVapxwQR7H1TVgc1mwuGwoapWFEWLVmtAo9EXudNs/as8hyn5JMZrv5FU\nvjrFL51C3T0fWo26e+O/sNaugn73IfSHT2IJryv7Sgsh7kmeCunt27cTHh7O1q1bCyoeIYQosvR7\nDgNgbpKPPZ4PfoGSeIbrZctjTL+IR4mGBFTr4+QI88ZmyyQt7TS30i+Qnn6JjIwYzOYbmM0pqKr9\nb/crihY3twAMhtIYDKXx9qqIr281vLzKoymk9d2KoqF0g/Fc3jKIGxmnMfiXwvP0etTQxhDa5N47\n0mqxNKqN29a96A+dwNIsf4eOCSH+XfL0m+/06dN8/vnnuLq60rRpU1q0aEFoaGgBhSaEEEWH5lpS\n9imGwaVxBJXMW+OE43B4GUYfP26Yo9EaSlCm0UQUJe8PbN+v9PRoriVu58aNg6SlnUZVbTnXNIoO\nVzd/fHyqoNf7oNHoUBQtqmrHZjNitWaQlXWd5OTDJCcfzmnn4uKGv19dAgPDKV68Ce7ueZytv09a\nVx+CGkUQvW0YV9yMlNNq0f06A3ouBoPfPfdjrVsd1z2H0R84jqVhbdDrCjBqIR5NK1cup1u3/+Sp\njaqqvP/+NC5cOI9er2fs2ImUKZP7tNht27awbNkXKIqGJ55oR48evZwZdr7lax/pW7dusWvXLnbu\n3El0dDTVqlWjRYsWtGz5YPfglG1dnEO2yHEuyadzFZV8uq3eiC7qIqaeHbGXz8PhH+Z0+G4AdtN1\nLpXxxWa+SUirORgCahVcsP8bgjmFuPgNXL++lbS0i7+/q8HHpyL+fnXx8amCl1cYHh5l7qm4t9uz\nMBqvcPNmFGk3o0hJOYrRGJtz3c+vDmXKPEWpkq3Qah/cg3sp51eSeOxjDO5BhMTEQ0g4dIiEPCxH\n0e86iOvOA2S1aYy1UZ1/vLeo/N18VEg+nauw8tm581OsXftLntps3/4ru3fvYMKECE6dOslXX31O\nZOT7OdcdDge9e3dn0aKvcHNz4/nne7BgwWK8vX2cHf5t/dP2d3makb5y5QplypTB29ubDh060KFD\nByB7pnrHjh0PvJAWQogHQUlORRt1EXvJAOzlgu7e4K92/xcyErkaGoLNFENA1b4PrIhOuxnF5cvL\nuXZtO6pqQ6PRU6J4M0qWakXxwHB0ujv/z+GfuLi44e0dhrd3GGXLPg2AyXSV60m/ce3aNlJSjpKS\ncpQzZ+ZStmxHQkO64u6ex1n8fChWoSvG64fJuLqb5FJBBMT8hnp6PVR/5p77sDxWE/2+o+j3HcP6\nWA3QypaE4v4sunyYXTdi735jHjQLCKZ/uXp3vG42mxk5MoKYmDhsNhsjRoyhcuUqREZOJiHhCg6H\nSs+evWnTpi1Dhw6mYsVKXLp0EZPJxDvvTKNEiZIsWfIZu3btwOGw8+yz3WnYMJwxY17H17cY4eFN\nCQ9vzJw52buweXv7MH78JFauXM6tW7eYPXs6w4aNYtasSOLj41BVlYEDh1CnTr1cpxH+4fjxozRq\nlL0Uq3r1GkRFncn1eTQaDcuWrUCj0ZCamoLDoaLVFo1/McrTb4hevXphMBho2rQpTZs2pVGjRnh6\nelKtWjWqVat29w6EEOIhpP/tKApgaVwvT7ObxO5DifqJ1IDipJticPevQUDVFwoszj+kpZ3m/IUl\nJCXtA8DTM5Tg4M7UrtWVmzcLZkyDoRShIV0IDemCyXSVK1d+ITZuLZcvf0d09ApKl25LxQr9MBjy\neZz6PVAUhVL1R3Np42mSLNfwcDfgtvv/2bvv+CiL/IHjn2drsrvpjQBJSE9ISKgBQVQOFPXw5GxY\nwAKKgBSF3x2glONAOQRRKRYseCgqFgQU0RMLTZAWCOkhBFKB9LYpW57fH9FoSA8bmvN+vXi92Dwz\n83x3WDazszPfeQ18BoBjG+9rr6W2bwTaA8dQxyVj6hvZafEKQmfZuvVzunfvzty5i8jJyebnn/eS\nnJyIs7Mr8+cvxmg0MmHCWPr1q9sL0LNnJNOnz2LdutfYufNbYmIGcfDgAd5+ewNms5k331zLgAED\nKS4uZv36D1EqlTz55GM8++xC/Px68NVXW/nww/d54onJfP75J8ycOZstWz7D2dmFOXPmU1ZWylNP\nPcH773/CmDEPNYrXaKzEYDDUP1YqlVit1gYnaCsUCnbt+pGVK5cxePBQ7O3tO78j26BdA+k9e/aQ\nmZnJ4cOH2blzJytWrMDFxYXBgwczdOhQoqOjOytOQRCEy0IqLUcdn4rFzRlzaDvyE9dUwI8rqFYp\nOKsqQaHU0y1mXqceulJRkUlS8mvk5+8H6pZYBAU+jJtbXyRJQqNxADr/q16dzpvg4EcJCHiQvLM/\ncOrUx+TkfEtu7vf4+PyV4KDH0GpdOuXeKq0zXfvPIWvfbHLdnfHPKkD6aQXcsaLNH4JMMdFoDp9A\nc+AYpuhw6MDhY4Lwmwn+fVucPe4MmZlnGDlyBADdunXn3nvvZ+XKZQwYMBAAnU5Hjx7+5ORkAxAS\nEgqAp6cXxcVFZGaeITw8AgCVSsVTT83g7Nk8vL271h/Gd+ZMBi+99B+g7nyR7t0bLnlLT08nLu4Y\niYnxyLKM1WqlrKy0yeUYOp0eo7Gy/vGFg+jf3HjjMG68cRhLlizkm2+2c9ttoy6qn2yh3XmkfX19\nuaIY8eEAACAASURBVOuuu1i6dCmbNm3i3nvv5dtvv+Whhxp/whAEQbjaaQ4eR7Ja61KitWc2ev8b\nUJlPXhc3ZGst3n1nodZ3zvIGk6mS5OTX2bP3MfLz9+Pq2puBMa8yaOCruLv3u2wp65RKDd273crQ\n69+ld/R87O29yMzcyq7dYzlz5osmM4PYgsF7IC6Bf6empoBz3l2Qso+069RDWa/DFB2OorQcVVJ6\n6xUE4Qrj5+dPXFxdTvScnGwWLZpHjx4BHDtWd3qn0VjJqVPpdO3621K1hu8Rvr49SE1NBvh1achT\n1NbWNngv8fXtwbx5i1i16g0mT572h6Ua8q8x+DFixEhWrXqDFStWMWzYiGbXNEdFRbN//z4A4uNP\nEBgY1OC60VjJ1KkTMZlMANjZ2V8xqTjbNTViNps5cuQIe/bsYe/evVRXVzN48GBmzJjBoEGDOitG\nQRCEy0IyVqE+loTV0YA5IrjtFbMOIyV+RYG7G1W1+Th0H4ajz186JcZz5/YRn/ASNTWF2Nt3ITzs\nKby8hl4xv2Tg1xR1XUfQpctNZGZuITXtXRISXyErewe9Imfh5BRq83t6Rk2i8vxRisvP4GCvRb9v\nLfjGgN69TfVrY6JRH01Ac/B43b/9FdSfgtCaO++8i5UrX2Dq1InIssyMGbMICAhi2bIlTJnyOLW1\ntYwfPxFnZ+cm3yuCg0OIibmOSZPGI8syf//7PWg0DfPIz5o1h8WLF2CxWFAoFMyZMx+AHj0CWLx4\nAXPnLuA//1nM1KkTMRqN3HXXPQBNrpG+4YZhHDr0C5Mnjwdg7tyFAHz33TdUV1dzxx2jGTnydp56\n6gnUajWBgUGMHHl7p/Vfe7Qra0efPn3o06cPt956K4MHD6Z793ZuurExsbvXNsROadsS/Wlbl7M/\n6zM4jBiCaUAbNwiaquDjR6mpOk+GmxKFxoGAW9aj0jrbNDaTqZzEpNXk5HyLQlITGDiWgIAHUCqb\nP0jkSnlt1tQUkpT8Orm53yFJSoKD6paB2DoXdVVxKqd/mIRaZSAwtwzJbwjctqTNg2K7Lf9DnZSO\n8YE7sPRo/PvuSunPa4XoT9sS/Wk7LWXtaNfSjvvvv5+ioiI+//xzNm/ezJEjR7BarRcdoCAIwhXH\nbEZ9JB5Zq8EUFdb2eof+C+XnyPVyRZbNdOk70+aD6MLCWPbseYycnG9xdAxlyJC3CA5+tMVB9JVE\nq3Wjd/Q8Yga8hFbjSmraOxz4ZRqVldk2vY+9SwhuoQ9iMpVxzssd6fQ+ONn2A8VqY+rS32l+OWbT\nuARBuHa0ayA9e/ZstmzZwqpVq+jevTsbN25k5MiRPPXUU3z00UedFaMgCMIlp0pIQ2GsorZPT9Bq\n2lap8BQc/4QCFweqTYU4+ozAsdvQ1uu1kSxbOZn+Pr8cnElNbREhwRMYfN1rODj42+wel5K7e3+G\nDl2Pt/dwSkoS2bvvcfLO7rLtPcLHoXHwo9haQKVWBfvW1m0EbQNrV0/MPt6oTmWhOF9o07gEQbg2\ntHuzIYCXlxejRo3ioYce4r777uPMmTOsXbvW1rEJgiBcHrKM5uBxZIUCU79ebaxjhV0rqVVYKdBU\nodS64NV7ms1Cqq0t4/CRuaSmvo2dnRuDBq4iKOjhy3Y0t62o1Q706b2A6Kh5gExs7AKSk1/HajW3\nWrctFEotXfv/E5DIddMhG4vg4Dttrl/766EsmoPHbRKPIAjXlna9A+/cuZPY2FiOHDlCdnY20dHR\nXHfddbz88ssEB7djI44gCMIVTHkqC2VBMaaIEGRHQ+sVAJK+hrPx5Hk7I1tK6NLnaVRa25y6VVFx\nhsNH5mI05uDuHkPv6OfQaGy7XORy69btZhwdAzlydD6nMj6mtDSFPn0WodFcfB/au0XgGnwvRWmf\ncN7NAa/4rRB6K3i2vsnREuSHxc0ZVUIa0o0xyA5tfD0IgvCn0K4Z6Q8//BAnJyeeffZZdu/ezdq1\naxk7dqwYRAuCcE35bfaxNqaNGwyrSmD/m5To1RgtJRi8B+PQ7QabxFJQeJSf90/BaMwhMHAcA/ov\nu+YG0b9xcAhgyOA38fK6nsKiWPYfeIrKyhybtO0RMR61oRtFygqqlVbY/TJY25B+T5IwxUQjWa2o\nD5+wSSyCIFw72jWQHjt2LBMnTiQqKqrJRNkA33//vU0CEwRBuBwU5wpQnc7G7NcVaxePtlX6+XUs\nteWcd1AiKe3o0meGTdLPZWVt59Ch/8NiqSYqai6hIY8jSR1akXfVUKsN9O2zmAD/B6iszGL//skU\nFydcdLsKlR3efWYCMnkejnA+GRK/alNdU2QIVp09mthEqKm96FgEQbh2tOsdOScnh/Hjx7Np0ybS\n09OprKykpqaGU6dO8eGHHzJu3Diys22761oQBOFS0hyqO8Tgt4wNrcqNQ0r5lnPuDlis1XUznzqv\ni44jPf1DTsS/iEqlZ2DMSrp3u/Wi27xaSJKCsLBJRETMpNZUzi8Hn+bcuX0X3a7eqx+OPiOotpRR\nbNDAL2+Bsbj1iioVpv69kGpqUR9Puug4BKGzWSwWxo0bx+TJE6ioaNvm2gu9++46tm7dbOPIbCMh\nIZ6JEx9lypTHWb/+rUbXKysrmD37GaZOncjkyeOJj6/7NiknJ5unn57C1KkTmTlzKmVlZRcdS7sG\n0uPGjWP58uWcO3eOWbNmcf311zN48GBmzZpFQUEBL7/8Mo888shFByUIgnA5SOWVqBLSsLg5Ywn0\nbb2C1QJ7V1OphlKpHK1zMK5Bd11UDLIsk5yyjpTUN7Gz8+S6QWtxdY2+qDavVn6+d9K/31IkScHR\n2Pnk5bU9dV1zvKIno1DrOW8Ai6mizRsPTX16IiuVaI7EQ9uPXxCEyyI/Px+j0cjrr7+DwXDtretf\nseIFFi16gddee5vExHjS0lIbXP/444307z+QNWvWMXfuQlauXAbAiy8+z8SJU1izZh133nk3WVmZ\nFx1Lu7d7u7m5MX36dKZPn37RNxcEQbiSqI+cQLJaMcVEt+3QjuRvkAvSyOuiA2s13n1nIV1EFg1Z\ntpKQ8DKZWdvQ6bozMGYl9vYXP7t9NfP0HMSA/ss5fGQOsccWY7ZU49O94yeaqezc8Ih8gnOxr3DW\nVU+3xO0QeSe4t7zXR9bZY4oIRhOXjDI9E0uQX4djEP5c3k0/yd788zZt83oPT8ZfcIz2H7300lLO\nnDnDihVLcXV1Iz4+jqqqKubOnc+hQ7/w3XffIkkSI0bcwt13j2HXrh/YuHEDarUad3d3Fi1aCsCe\nPT/xww87KS8v5fHHJzN48PUX3GcZKSlJuLq6kpeXy7Jlr/Duu29SWlpCWVkZy5a9zOuvr+L8+fMU\nFhYwZMhQnnhicpP3i4s7xtq1r6JWq9Fq7ViyZBkmk4kXX1zCkiUv1t/TaKzEZDLj7d0VgJiY6zh8\n+CDBwSH1Ze6//yHU6rq0pWazGa1WS01NDcXFRezdu5vXX19NeHhPJk+++LHstb3YThAEoa1M5rrj\nwO3tMEWEtF6+pgJ+eZtCg4paqxGXoNHYu7bj4JYLyLJM/K+DaAeHIK4btPpPP4j+jatrFANjXkat\nNnDixDLOZG69qPZcAu7AziWMMkUllWoZ9q5p0yyzqX9dKkSN2HQoXOFmzZpDUFAQ//d/cwHo0cOf\n119/B6tV5vvvv+P1199h7dq32L37JzIzz/D999/x0EMPs3btWwwePJTKyrrlIB4eXrz66mtMmzaT\nL774tME99u7dRVlZKevWvcecOQs4f/73Dwv9+sXw+uvvYDRWEhHRi5deWsW6de+xdevnAOzc+b8G\n96uoqGDv3l0MH34zq1e/yejRd1FeXoajo2ODQTRAZWUler2+/rFOp6uP9zd6vQGNRkNhYQFLlixg\n0qRplJeXkZFxipiYQaxe/SZlZWXs2NG2fRItuboTkAqCINiIKukkiqpqaq7rA+o2vDUeeR9zTTEF\nHiqUGmc8ej7W4XvLskxi0iqysrbh6BBETMzLaDSOHW7vWuTkFMqgga/yy8GZJCSsRKnQ0L37bR1q\nS5KUdOk7k9PfT+Ksq5bA3ONwahcE3tRiPauXe90BLRlZKAqKoYVjgwXhN+MDg1qcPb4UfH3rvkE5\ndSqds2fzmDFjMrIsU1FRTk5OFlOnPs3777/HZ59tws/Pn6FDbwQgNLRucsDNzY2ampoGbZ4+nUFk\nZF1mI2dnZ/z8ejS6n6OjI0lJCcTGHsbeXo/JZAJg2rRnLrjfTYwbN54NG95lxozJeHh4EhHRdA5/\nvV5PZWVl/WOj0djk8pX09JMsWvQcU6c+Q3R0b2pqatDr9fTu3ReAwYOHcvjwL9x++x3t7s8/EjPS\ngiAIsozm8AlkScLUN7L18iXZEPc555ztkGUznpFPoNR0bFBVtyb6Dc6c2YzB4E9MzEtiEN0MB4cA\nYmJeQq12JO7Ei+RexJppe5cQnAPuoFauokingJ/fAHNNq/V+m5VWHxGz0sLV47dsP76+fgQEBLJq\n1RusXv0mt912B4GBwWzb9gUTJjzJ6tVvIstWdu/+6dd6zS9xCwgIIj6+bnN2WVkZWVln6q/9ltnt\n66+/xMHBkfnzF3P//Q9RXV0N0MT9fuR///ua22+/g1Wr3qBHjwC2bfuiyfvqdHo0GjW5uTnIsszB\ng/uJju7ToExGxikWLJjDwoXPExMzCACtVouPjy9xcccAOH78KP7+ge3tykY6NCNdWlrK8uXLyczM\n5NVXX+XFF19kzpw5ODnZ5vABQRCES0mZcxbluQJMoQFtO4Dl59eoUpopU5mxcwnBqUfHZkYB0tLe\nJSPjY/R6XwbGrLxmc0TbiqNDIAMGLOfgwZkcP74EpUKLl9eQDrXlEfEYZVnfk+9Qg9P5syiPfwr9\nxrZYxxzij9XRgPpECnLV8A7dVxAul6CgYPr2HcDkyRMwmUz07BmBh4cn4eER/OMfM9Dp9Oh0OgYP\nHspnn33cYluDB1/PgQP7mDx5Aq6urmi1dqhUDYeV/frFsGjRPOLj41Cr1fj4+FFQUNDk/bKzM/nP\nfxZjZ2ePUqngn/98jrKyskZrpAH+7//msmjRPKxWKzExgwgPjwBg5sxpvPjiy6xbt5baWhOvvroC\nWZYxGBxYunQFs2fPZ+XKZVitVry9u9pkjbQky+3ffjx9+nSGDBnCxo0b+eyzz1i7di1JSUmsW7fu\nogNqj/z88kt6v2uVh4eD6EsbEv1pW5eiP+22fIc66STGB/+Gxa9by4WzDsOX/0eGpz3VVOF30xp0\n7m2YxW7C6TObSUx8FZ2uG4MGrsLOzr1D7bTVtfTaLCo+waFD/4dstdB/wIu4u/XtWDtpn3Pu+Gqc\nazV4VyjgoQ9A3/K/g+ZALNofD6D62zCKIzq+Ll5o6Fp6fV4JOrs/MzNPk5aWyvDht1BWVsq4cWP4\n/POvGg2mrwUeLSzj6tDSjuzsbMaMGYNCoUCj0fDMM89w9uzZDgcoCIJwuUjllahSTmHxcMXi27Xl\nwrIVfn6dYjuopgpH35s7PIg+e3Y3iYmr0GhciRmwotMH0dcaV5de9Ov7AjIyR4/Op7z8VIfacQm8\nE42DHyUaEzVUw8H1rdapjQ5HVqmw7D0KVmuH7isIVztPzy7s3PktTz75GLNmTWfKlOnX5CC6NR0a\nSCuVSsrLy+vXzpw+fbrZkw4FQRCuZOrYhLqUd/0iW095l7oTa1E6+U5qJKUdnr2e7NA9i4riOHZ8\nMUqlHQP6L0Ona2UALzTJ3b0fUVFzMJsrOHR4NtXVBe1uQ1Ko8Ip+CpA562yHnPw1FJ1uuZK9HabI\nYOSiUpTpZ1ouKwjXKDs7O5YufYk331zPW2/9l5EjO56W8mrWodHvtGnTGDduHLm5uUyZMoUHH3yQ\np59+2taxCYIgdC6LBfWxRGQ7Tesp78w1cPAd8vUKLLIJ9/BxqO3bP4tcUXGaI0efRZYt9O2zGCen\nNqTaE5rVrevNhIZMpLr6PIcPz8ZsNra7DUOXGAzegzEqqqnQyHUnHrbC1O/XVHiHxKZDQfgz69Ac\n/A033EBkZCRxcXFYLBb+/e9/4+4uvpYUBOHqokpOR1FZRW1MNGjULReO34qp8hzF7grUOi9cg+9p\n9/1qa0s5dHgOJlM50VHP4uExoIORC38UEPAgxqqzZGVt42jsQvr3W4qinQfjeEVPoeLsQc45SRgy\n9iHlnQDvptNvAVg93VAE+aI6mYmisBirm8vFPg1BEK5CHZqRPnDgAFOmTOGmm27C39+fMWPGcPTo\nUVvHJgiC0Kk0h+ORgdq+ES0XrCmHIx9w3lGJjBWPyCdQKLXtupfVauZo7AKqqvIICnqEbt1Gdjxw\noQFJkojoOQMPj0EUFBwkOeWNdrehMXTHNeguTJgotgf2v9nqIS3Kwb0BUB9N6EjYgiBcAzo0kF62\nbBn//ve/AQgICGDdunU8//zzNg1MEAShMyny8lHmnsMS6Ifs0krqzqMfUW0po0xjwc45BEefv7T7\nfolJqykqOoaX11CCgx7tWNBCsxQKFb2jF2DQ+3H69KdkZ3/T7jbcw8eiUBsocFBhPRcPp/e1fM9e\nwVj1OtTxKfDrQROCIPy5dGggXVNTQ0jI7+v6AgMDMZvNNgtKEAShs6lj4wGo7dfKbHTFeeS4Tznn\nVLdUwDNqcv3hBm11JnMrmZlbcHAIJDrq2XbXF9pGrdbTr98LqFQG4hNeoqQkqV31lRpH3MMewoKZ\nAj2wfx1Ym//dJimVmKLDkaprUSWevMjoBeHasHfvbp544mEmTx7Pl19uaXT93LmzPP30FKZNe5Jp\n054kKyvzMkRpOx16Nw8ICGD58uWkpqaSmprKyy+/TI8ePWwcmiAIQieprkGdeBKrkwOWAN+Wyx76\nL5VKE0alGUOXQeg9+7Rc/gJFRcdJTHwVjdqJfn2fR6XSXUTgQmv0+u706b0Qq9XMkaPzqK4ubFd9\nl6C7UNl7UKRTYC7LhOSWZ7ZNvcORJQlNbOLFhC0I1wSz2cyaNS/zyiuvsXr1OrZt20xxcXGDMm+/\n/Qb33HM/q1e/ybhxj/HGG6svU7S20aHNhs8//zyvvPIKs2bNQqVS0b9/f5YsWWLr2ARBEDqFOiEN\nyWSmtnfPllPeleYgJ3/NOXcVYMUzalK77lNTU0TssUUA9O27GJ3O+yKiFtrKwyOGsNCJJKe8QWzs\nAgYOfLXNmw8VSi0eEePJO7yM8w4Kuh7eAKG3gFLTZHnZyQFLoC+qk2dQ5OVj9faw5VMRrgHrT+bz\n83nbHowy2NOBx4Kaf63V1NQwY8Y8cnPP4uHhyfHjsWzZsoNp057ExcWV8vIylixZxrJlz1NRUUFh\nYT5///u9jB59N5s3f8o332xHqVQQFhbBjBmz2LXrBzZu3IBarcbd3Z1Fi5Zy+nQGmzd/wsyZs+vv\ne+bMabp390GvrzshNiqqN8ePH+Wmm34/BXTatGfqr5vNZrRaO5v2zaXWoYG0k5MTCxcutHUsgiAI\nnU+WUccmICsUmKJaOZXu8AZKtTK1khln/1FoHXu04zYWjh1fTE1NIWGhk3F1jb64uIV28fe/n9Ky\nVPLyfiAl9S3Cwya3ua6T3y0UpX1Kaekp3ArPo038Cnrd1Wz52j4RqE6eQR0bT433MFuELwgXZdu2\nL/Dx8WHevCVkZp5m3Lgx9dduvnkkQ4feRGpqMiNGjOSGG26ioKCAadMmMnr03ezY8RWzZs0hLCyc\nLVs+x2KxsHPn/3jooYe58ca/8O23X1NZWUGPHv4NBtEAlZUV9YNkAJ1OT0VFRYMyjo51e1IyM0/z\n2murWLp0RSf2ROfr0EB68+bNLFu2jLKyMgBkWUaSJJKS2r4erbCwkLvvvpv169ejVCqZM2cOCoWC\n4OBgMUgXBKHTKHLOocwvwhQWgGxoYZlF8Rmsqf8j312JpFTh3vPRdt0nLe09CguP4uV5Pf7+Y1qv\nINiUJEn0ivwHZWVpZGR8jKtLFF5eQ9pYV4ln5JNk7ZvNOQcFvkc2QvhfQdV0phZLgA9WJwfUiSep\n+ctgsGtfRhfh2vZYkEeLs8ed4cyZDG65pW4W2Ne3B87Ov6dn9PXtAYCrqxuffPIRu3b9gE6nx2y2\nADB37gI+/vgD8vJyiYyMAupmkd9//z0++2wTfn7+DB16U5P31esNGI2V9Y+NxkocHBofr3306GFW\nrnyRBQv+jY9PK8vrrnAdWiO9du1a3n//fZKSkkhKSiI5Obldg2iz2czChQuxs6ubzl+6dCkzZ87k\ngw8+wGq1snPnzo6EJQiC0CrNsbq1rKberWwyPPRfSuxkzJIF18C72nX4yvn8A5xM34C9vTdRUXPq\nT4EVLi2VSkef3otQKDTEnVhKVdXZNtfVd4lB59GHSo0Vo6kQ4rc2X1ihwNSnJ5LJjDo+1QaRC8LF\n8fcPJDY2FoCcnGxKS0vqr/32fvTRRx8QGRnF/Pn/Ztiw4UBduscvv9zCP/7xLKtXv0lKSjLx8XFs\n2/YFEyY8yerVbyLLVnbv/rHJ+/r59SA7O4vy8nJMJhPHjsUSERHVoMzRo4d59dWXeOmlVYSEtPKt\n4FWgQwNpLy+vBlk72mvZsmU88MADeHp6IssyiYmJ9O/fH6g77GX//v0dblsQBKFZVTWokk5idXHC\n0qNb8+UKT2FN/4ECgxKFSo9r6P1tvkV1dT7Hj7+AQqGhb59/o1Y3no0RLh1Hx0Aies7AZConNnYR\nVmvb0tRJkoRn5OMA5BsUyLEbwdT8qYmmqDBkhaIup3Qr+acFobONGnUnOTk5TJ06kXffXYdGU/ct\nyR8/1A8ZMpTNmz9h2rQn+fTTj1AqVZjNZgIDA5kyZQIzZkzG1dWVnj0jCQ+P4B//mMGMGVMoKipi\n8OChnD6dwcqVyxrcV6VSMW3aTGbOfIrJkydwxx134u7uTllZGfPm/ROAVatWYrGYef75fzFt2pOs\nWLH00nVMJ+jQ0o6IiAimT5/OkCFD0Gp//wpr9OjRrdbdvHkzbm5uDBkyhDfeqEuab7Va66/r9XrK\ny227KF8QBAFAHZ+CZLZQ0zu85U2Gh96jyB4skgX3kHtRaVvJM/0rWbZyPG4pJlMpET2fFsd/XyG6\nd/8rhUXHyM39jpTUt9u8XtreLQJDl0FUnD2AsaIU/Ykt0PfBJsvKeh3m0ADUSSdRZuVh8e1qy6cg\nCO2SlpbCPffcQ0hIFNnZWSQk1B1lv2rV74cV9e3bnw0bNjWqO2rUaEaNajieGzJkKEOGDG3wM0dH\nx0ZrpAEGD76ewYOvb1R2yZIXAXjvvQ879qSuUB0aSFdUVKDX6zl27FiDn7d1IC1JEvv27SMlJYXZ\ns2c3SI1SWVmJo6NjR8ISBEFoniyjjk1EViowt7TJMD8Na8ZuCj0UKDUGXIPvbfMtMjI+obDwCJ4e\n1+Hr2/r7oXBpSJJEZMRMSkqSyMjYhIfHQNzd+raprnvEeCrOHuC8g4IesR8hRd4JGn2TZU19I1An\nnUQdmyAG0sJl1bVrN55/fgFGYzUWi4VZsxoPeAXbkGTZNt9BVVdX1695bquHH36YRYsW8eKLLzJ+\n/HgGDBjAwoULGTRoELfddpstwhIEQQDAeiqL2jUfoegThmbc35otV/bRM2Tn7KZAD/6DpuPT55E2\ntV9YmMzXOx5Go3Hib3dswt7e1VahCzZSUJDA1zsexd7enb/dsQmttm2TNonf/IOCjB/wKQGvwZPQ\n3fhEk+VkWaZ22TvIhaVo/zUFSW9vy/AFQbgCdWhG+ttvv2Xt2rUYjUZkWcZqtVJdXd3htc2zZ89m\n/vz5mEwmAgMDufXWW9tULz9fLAGxBQ8PB9GXNiT607Zs1Z92Px5GDVT0DMXSXHvnk7Gk7abIQ4FS\n64Smy+1turfFUs3efXOwWs30ipxNRYWaioor7zUgXpu+BAc9SmraO+za/W96Ry9o00ZQh6CxFGT8\nyHkHCf3+96kMugM0+ib7Ux0Zit0P+ynddRTTgKhmWhSaIl6ftiX603Y8PJrf69KhgfTy5ctZsmQJ\n69evZ9KkSezdu7fRyTVtsWHDhvq/v//++x0JRRAEoVWSsQpVcjoWN2csPi0cinLkfQr0YMWKV/g4\nFKq2fcuWlPwalZWZ9PC7Bw+PgTaKWugMAQEPkp//C3l5P+DpcR3dut3Sah07pwAcff5CWdb3VFCJ\nQ/wW6PtQk2XNkSHIP/2C+ngSpv69Wl6LLwjCVa9DWTscHR0ZNGgQ0dHRlJeXM23atEbrpQVBEK4U\nqvhUJIsVU0snGRakYz6zj2KdhErnhbP/qDa1fT7/AJmZWzEY/AkNnWjDqIXOoFCoiI5+DpVSR0Li\nKxiNeW2q597zEUBBvkFCPrYJTFVNlpP1OszBPVDmF6HIy7dh5IIgXIk6NJC2s7MjIyODwMBADh48\nSG1trci0IQjClUmWUR9PQlYqMEWGNl/u6AcU6kBGxj18HIpmjoT+I5OpnPgTK5AkFb2j56NUioM4\nrgY6XVd69pyB2VxJ3In/IMvWVutoHXxx8ruFGqVMuVwGiV81W9YUHQ6A+njbz1cQBOHq1KGB9NNP\nP80rr7zCsGHD2L9/P0OGDGHEiBG2jk0QBOGiKXLPoywoxhziD7pmlmoUZ2I+9SPF9r/ORvuNbFPb\nScmvUV2TT1DQwzg6BtowaqGzdes2Ei+v6ykqOkZmZguHrfyBe89HQFLWzUrHfoRsrmmynMW/O1ZH\nA+rENKhtW95qQbjUduz4ijffXNspbW/b9gWPP/4wkyaN5+ef9zZbbvXqlWzdurn+8UcffcCECeN4\n4olH2L37p06JzdY6tEY6JiaGmJgYAD7//HNKS0txcmpbnlVBEIRLSR1XNytoainlXeyHFNmDLMm4\nhz6IpFC32u75/ANkZ3+No2MwgQFNr5cVrlySJBHRcyZFRcdJTnkTD49B6HQtrJ8HNHpvnPxGUnr6\na8otRTjEboMeTWyOVygw9QpFu+8IquT0ltMtCsI1pqiokM8/38Q773xATU01U6Y8TkzMIFSqTXsI\n6AAAIABJREFU34ecJSUlLFmygOzsrPojyysqKvjss4/55JOtGI1GHnvsQW644abL8yTaoV0D6fnz\n57N48WLGjRvX5E7nP24eFARBuOxqTagTT2J1NGDp0b3pMmV5mFO/pchNQmXvhlOP1lNvmkwVvy7p\nUBLVay4KRYfmJITLzM7OjfDwqcTFLSU+fgUDBqxoNYuHe9iDlJ7+hgK9jPO+9eAzApSN//1NUWFo\n9h1BfTxJDKT/5L5OlDiRa9s2e3WF23s2n714x46vyM/P5eGHJ1JbW8tDD93Dp59uY9q0J3FxcaW8\nvIzhw2/hxInjzJgxBaOxkvHjn+C6667np5++Z/PmT7FYLEiSxAsvLCc9/SQbN/4XtVpNbm4uw4ff\nzMMPj+fo0cPExR3j0Ucfr793YmICvXr1RqVSoVIZ6N7dh5Mn0wgLC68vU1VlZMKEJzlw4Of6n9nZ\n2eHt3RWj0UhVlRGFokOLJi65dr37jxkzBoBp06Z1SjCCIAi2pEpOR6o1UTsgCpp7U479iCJ7GVkC\nt9AH27Q2Oil5LdU1+QQHPSaWdFzlunUdSV7ej+T/+g2Dj89fWyyvMXTH0Xc4ZZnfUVpxDofU7yC8\n8Ycv2dkRi78PqowsFAXFWN1dOuspCEKTGn4o/P3vt9xyK9dffyM7dnyFTqfjxRdfobi4mIkTH+XT\nT68nKyuT5ctfRavVsnz5C/zyy37c3T04d+4sGzZsoqamhtGjb+Xhh8fTt29/+vbt3+C+RmMlBoOh\n/rG9vY7KyooGZby9u+Lt3ZX9+/c1+LmHhydjx96LLMuMHfuozfqiM7VrIF1VVcWhQ4falHdTEATh\nclPHJQMtLOuoyMeS/DXFrhJKrTPO/i0PogDy8w/WLelwCCIwcKwtwxUug7pTD2exZ++jJCWvxd19\nAPb2ni3WcQ8bS1nmTgr0Moaj7yOF3gxNfCthig5HlZGF+ngSNcMHd9ZTEK5wt/eUub3n5bv/hefu\n+fj41f+9V6/eALi4uODgYKC0tAQXFxeef/5f2NnZkZV1hsjIunzoAQFBSJKEnZ0dWm3zqUF1Oj2V\nlZX1j41GIwZD83mYf3PgwM+/Lgv5ClmWeeaZp4iKiiYs7DJ2Xhu0ayC9atUqoG5tS1ZWFn369EGh\nUBAbG0tISAgff/xxpwQpCILQXlJRCaqsPMx+3ZCdmznB7tgmiuzMWCXwDL0fRStZNyyWauITVtYt\n6YiaI5Z0XCPs7T0JC5tMfPwK4hNW0r/f0hYnjLSOfjh0v5Hy7J+oLMnFcPInCGm84d4c3AOrvR2q\nEynU3DQQlMpOfBaC8DuNRkN+fl36xZSUhtlj/vjaTkpKAKCwsACjsQqVSsU776xj8+bt9YPZpjW/\nrKRnzwjeeut1TCYTNTU1ZGaeJiCg9W/uHBwc0Wq19WupHRwcroqMcO36LfDboSlPPPEEa9aswc+v\n7lNNTk4OCxYssH10giAIHVQ/Gx3dzGx0dSmWpC8pcpZQahxxCWj+2PDfpJ3cQFVVHgH+D+DoGGzL\ncIXLzKf7qF+XeOzn7NldeHvf1GJ597BxlGf/RIEe9LEfIgUPb5yjXKXE3CsUzcHjqNJOYw4Ty4CE\nS2PgwMFs376Fp556gpCQMAwGPXDhcg+ora1hxozJVFVV8c9/PotebyAqKpqJEx9FpVLi4OBEQUE+\nXbp4N7lUpKk10q6ubtx77ximTJmALMPEiU+hVqs5fTqDzZs/YebM2b+38oc2o6N7c/hwOBMnPopS\nqaBXr94MGHDlH3AlyRfO+bfBX//6V7Zv317/WJZlbr/9dnbs2GHT4Fojjr60DXGMqG2J/rStDvWn\n1Yp+7ftIJjMV0x4BdRNzBof+S0HCevIN4BH5BO5hLWfeKCtPZ9++J7Cz82Do9e+hUtm3L6YrgHht\ntqyyMps9ex9DrXbkhqEbUKv1LZY/f3ghhad34VcMupHLwXdAozKKgiL0b23CHOBD1Zi2HfLzZyVe\nn7Yl+tN2WjoivENbIiMiIpg9ezY//fQTP/zwA7NmzaJ///6tVxQEQbgElKeyUFQYMUUENz2INtdg\nPfE5RToJhdqAS+DfW2xPlq3Ex69Ali1ERDxzVQ6ihdbp9d0JDHiImpoC0tLeabW8b78JAOTrgWMf\nNVnG6u6KpasXyoxspPLKJssIgnD16tBAesmSJYSGhvLxxx/zySef0Lt3bxYuXGjr2ARBEDrk99zR\n4U0XSP6GEqkMi0LGNehulGpdi+1lZn1JSUki3t5/wdNjkK3DFa4gAQEPotf7cPrMF5SWprRY1sEz\nAr3XAIwaqDp3FM43Xd7UKxRJllEnpHZGyIIgXEYdGkhrNBruuusuFi5cyIIFCxg2bBiHDh2ydWyC\nIAjtJlUaUaWdweLphrWLe+MCVgvysY8p1IGk0OAS1PJsdHV1ISkp61CpDISHTe2kqIUrhVKpITJi\nJmDlRPxLyLKlxfLu4eMAKNABsU1vuDeFByErlajiUqD9qykFQbiCdWgg/dJLLzF8+HBuvfVWHnzw\nQW655RZWrlxp69gEQRDaTZWQhmS11qW8ayrzQsYeymrzMCvBOWAUKq1zi+0lJa/FbK4gNHQidnZu\nnRS1cCVxc+tLt663UFaWwpkzW1osq3OPwt4tggot1Jz5CUpzGhey12IO6YGysBhFXn7nBC0IwmXR\noYH09u3b2bVrF7fffjsbNmxg/fr1uLq62jo2QRCEdlOfSEFWKDBFhDS+KMvIsR9RqAMkBa7B97bY\nVlHRcfLyvsfJKQxfnzs6J2DhihQWNgW12oHU1Lepri5ssaxb6AMAFNrLcPzTJsuYeoUCoD6RbNtA\nBUG4rDo0kPb09MRgMBAcHExycjKDBg2ioKDA1rEJgiC0i+JcAcrzhZiD/EDXxIEBucepLEmhRgWO\nPn9Bo/duti2r1UxC4qsARPScgSRdHcfVCrah1boQGjIRs8VISuq6FssavAejMfhQagemlO1QVdKo\njMXfB6tehzrxJJhbXi4iCMLVo0O/GQwGA1u2bCEiIoIvv/ySY8eOUVZWZuvYBEEQ2kV9om6zl/nX\n2b9Gfl0bDeAW8kCLbWVmfUl5eTrdu92Gs/OVfbKW0Dl8fP6Ko0MQOTnfUFKS2Gw5SVLgFno/SFCs\nMcGJLxoXUigwRwYjVdegOnm684IWhHbauPG/JCcnsmPHV7zxxppmy5WWljBz5lSmTp3IwoXPUlNT\n02S57OwsHnnk/vrHq1a9xLRpTzJ9+iQeeugeJk0ab/PncDl1aCD9/PPPU1RUxMCBA+nWrRsLFizg\n6aeftnVsgiAIbWe1okpIw2pvhznQt/H1ogyqcg5g1IC+yyDsnJs/HKO2toS0tHdQqQyEhk7sxKCF\nK5kkKenZczoACYmvIsvWZss6+t6MSutKsQ4sJzaDqapRmd+Xd7ScDUQQLqWHHnqk/hjulk70XL/+\nbW6++VbWrFlHcHAIW7d+3qjMt99+zb/+9RwlJb9/KzN9+ixWr36TlSvXYDA4MHv2PNs/icuoQ+fb\nvvLKKyxduhSAOXPm2DQgQRCEjlCeykJhrKK2X2TTRzEf20TBr+druIe2PBudkvo2JlM54eHT0GrF\n/o8/M1fXaLy9h5OX9z3ZOd/g0/32JssplBpcQ+7l/Ik3KVGW45byP4i8s0EZq4cbli4eKNMzkSqN\nyPqW0y4K14bMXySKMmzbpqs/+A5sPgNMVlYm06cvQZYlZFlm4cIleHh4smbNK8TFHUOSJG6+eST3\n3HM/L7ywiBEjRjaov2TJQiZOnIKnp1f9z+LijvHII3WzyYMGDWHdute4774HG9RzdHRk7dp13Hff\n6EYxffbZx8TEDMLfP+BinvoVp0Mz0qmpqVRWisTygiBcOdTxdTl6TZFNLOuoLKQm/TsqtGDv2hN7\n96hm2yktTSEr6ysMBn/8fBv/MhD+fMJCJ6FU2pGSsg6TqaLZcs4Bd6BQ2VOoA2vcp9DEDPZvOaVV\nCWmdGbLwJ3fo0C9ER0fzyiuvMX78RCoqKvj5572cPZvLunXvsXbtW3z33becOnWyyfrz5i1qMIgG\nMBqN6PUGAHQ6HZWVjf8vXHfd9Wi1jfenmM1mtm37ggceGGuDZ3dl6dCMtCRJDBs2DH9/f7Rabf3P\nN2zYYLPABEEQ2qy6BlVqBhY3Z6zeHo2vx2+h0K5ug5db6APNfn0py9ZfNxjKRPScjkLRobdI4Rpj\nb+9JYMBYUtPe5uTJ/xIe/lST5ZRqA84Bd1KU+jFl1dk4Zx4Ev4YH+Jh6BqP9/mfUccmYBkQ1naJR\nuKb4DpTxHXhp7zlq1J188cVHzJw5DQcHAxMnTuH06QyiovoAoFKp6NkzkoyMtk+V6/V6jEYjGo0G\no9GIwWBoc91Dh36hd+++6HT6dj+XK12HfkvMnDkTlUr8ghEE4cqgTk5HslgwR4Y2HpiYazAlbqHU\nABqDD4auQ5ptJzf3e0pKEujS5Sbc3Pp2ctTC1cTf/z6ysrdz+szn+Pj8FYOhR5PlXIPvoSjtUwp1\nFpyOfYJ0wUAanR3mYD/UKRkozhVg7dLEBz9BuEh79uyif//+jBnzCDt3fsvGjRu46aa/sH37Nu67\n7wHMZjPx8ce5/fZR/PLLz21qs1evaPbv38ttt43iwIF9REf3aaF0w2Unhw8fZNCg5t97r2YdWtqx\nfPlyYmJiGv0RBEG4HFTxqciAKSK48cW07ylWlIMEriFjmk1jZ7HUkJK6DoVCQ3jY5M4NWLjqKJVa\neoZPRZYtJCatbbac2t4dJ7+R1KqgouAoFJ5qVEZsOhQ6W1hYOKtWrWLGjMls3bqZe+4Zw3XXXY+3\ndzcmTRrPpEnjGTbsZoKDm85wtGTJQs6fP9fgZ488Mp6dO//HlCmPk5AQz9133wfAa6+tIjn5wqw2\nDSc0srIy6dq1m82e35VEkuX2n1f6+OOPM2nSJKKiotBoNJ0RV5vk55dftntfSzw8HERf2pDoT9tq\nrT+l4jIMb2zE7NeNqgf/1vCiLGPd9BgnFadB60DQqM9QKLVNtnMy/QNSU98iIOBBwkKftOEzuHKI\n1+bFkWWZg4dmUVh4hAH9V9Cz51+a7M+asjOc+t8j2NdCD+/bYdg/GxawWNCv2QAyVE57uOnNsX9C\n4vVpW6I/bcfDw6HZax2akY6Pj2fs2LFERUURFhZGWFgY4eHhHQ5QEASho9QJv20ybOIkw5xYSo2n\nsSjAJejvzQ6ia2qKOZW+EY3aicCAhzozXOEqJknSr99WSCSnvI7V2vTBKlpHP/ReA6jSQFX6t2As\nblhAqcQcEYKiqhpVembnBy4IQqfp0ED6wIEDJCcnN/iTlJRk69gEQRBaJst1R4KrVZjDGueFlo9/\nRpEOJEmFS+CdTTRQJy3tXcwWI0HBj6FWt30DjfDn4+gYTLduIykvT+fUqe3NlnMNrvvau8jOAgnb\nGl3/7YOf6tcPgoIgXJ3atWNw06ZNjBkzhjVrmj75ZurUqTYJShAEoS2UOWdRlJTVDUo06oYXS7Op\nyPuZWmdw8h2Oys6tyTbKy0+TmfUVer0vvj53XIKohatdSPAE8vJ+4GjsWm4Yeh1KZeN0X3qv/mgd\n/CiTz+CZsBl13wdA+ftSSKuXOxZ3F1RpZ6C6Buya/rZEEIQrW7tmpDuwnFoQBKHTqE60kDs67guK\nfz3vwjX43mbbSE55HbASFjpJpLsT2sTe3hN///uoqsonI+OTJstIkoRLyL11x4ZLpZD2w4UFMEcE\nI1ksqFIab0gUBOHq0K7fGvffX3d2uph5FgThsjObUSedxOqgx+LXteG1mgqq076i0hF0Hn2wcw5q\nsomCgsPk5x/AzbUPnp6DL0HQwrUiwP9BcnK2k37qQ3x8RjV5AqaT783kx71JsX057sc3oQgd2SA9\no6lnMNpdB1EnpGKOFvuMBOFq1KE10oIgCJebKu0MUk0tpogQUFzwVpa8gyJ1DdD8bLQsW0lKfh2Q\nCAub0uwhLYLQFLVaT3T0JCyWKtLS1jdZRqHU4hw4GqsCSo0ZkHuswXXZ2RGzjzfKM7lIZc2fmCgI\nwpVLDKQFQbgqqePrcvCaL8zWYbVgPvEpZXag0XfF4D2oidqQm/c95eUn6db1Zpycmsj4IQitCAke\njV7vS1b2dioqTjdZxiVwNEhKiuxBPvFFo+vmiGAkQJUojgwXrhxnz+bx5JOPtbn8nXeOBODUqZMc\nPx7bbDlZllmxYimTJo1n+vRJ5ORkN1muurqayZMnkJl5Bqg7Ynzx4gU89dQTTJz4KHv37m7Hs+lc\nYiAtCMLVx1iN8lQWFi93rB4XfKV++meKLeeRWziAxWo1kZb6LpKkIjh4/CUKWrjWKBRqwkKfRJYt\npKS+02QZtb0bTj7DqVVBZc4eqDjf4LopLBBZoUCdIAbSwpWlfd/S1ZX96acfyMhofs3/7t0/UVtb\nyxtvvMuTT05lzZqXG5VJTk5i6tSJ5Obm1P/sf//bgbOzM2vXvsWKFat4+eUX2xFb52rXGumwsLAG\nHatSqVAoFNTW1mIwGDh06JDNAxQEQbiQOiUdyWpt8iRDa9xnFNuDQqXHye+WJutnZW3HWJWLn99d\n6HTenR2ucA3z9ByCs3ME587tpqQkCWfnxmudXUPupTTzfxTZyxgSvoSBE36/aG+HOcgPdWoGivOF\nWD2bzi4jXL1U2ySUx23bpiUazH9rPgGE0VjJ00/Pp7CwhMLCfP7+93sZPfpuNm/+lG++2Y5SqSAs\nLIIZM2bxwguLkGWZ8+fPUVVVxbx5i9BoNBQXF/Hss/+goCCfwMBgZs9+jlOn0lmz5mWsViulpSXM\nmjWXyMheABQUFLBjx1eo1WrCwsI5fjyW7t19GTJkaH1ccXHHGDiwbj9KREQkycmNUyebzSaWLl3B\n4sUL6n/2l7/czLBhI4C6ZXkq1ZWzMbxdkSQnJwOwcOFC+vbty9/+9jckSeLbb79lz549nRKgIAjC\nhVQJaciAOfyCTYRFZygrOo7FEdwCR6NQ2TeqazZXcTL9vyiV9gQFjrs0AQvXLEmSCA15gl8OPk1K\n6lsMjFnZqIydczA69ygqC+KoTt6KXf9xDVLhmSOCUadmoEpIo1YMpAUbyM7OYtSoUURHD6SgoIBp\n0yYyevTd7NjxFbNmzSEsLJwtWz7HYqk7VKhbt+4899y/2L9/H6+99ipPP/0PjEYjzz23EJ1Oz5gx\noykpKSEj4xRTpz5DQEAg3333DV9/va1+IO3u7s5tt43Czc2dsLCehIX1bBSX0ViJwfB7rn6lUonV\nakXxh30ukZFRQMNMcXZ2dvX158+fw8SJU2zfaR3UoSF9XFwcixYtqn88cuRIXnvtNZsFJQiC0Byp\ntBxVVh5m367Ijg0PT5Hjv6DIHkCBS9DoJuufObOZmpoiggIfbjLTgiC0l5tbH9zdB1BQcIiCwqO4\nu/VtVMY1ZAzGgjiKFWV4p++GkBH118xBfshaDerENGpvGtggs4dw9TP/Tcb8t0t7T1dXN9577zO2\nbduOTqfHbK4bMM+du4CPP/6AvLxcIiOj6ger/foNAKBXr+j65RZdu3ZDrzfUt1ddXY2Hhwfvvfc2\ndnZ2VFZW1F9vK51Oj9FYWf/4wkF0S86dO8tzz/2Tu+++j+HDm/628XLo0Bppe3t7Pv/8c4xGIxUV\nFWzcuBFnZ2dbxyYIgtCIOukkUDeL10Ctkar0HdSowaHbUNT2Ho3qmkzlpJ/6ELXaEX//MZciXOFP\nIiTkcQBSU95q8swFg/cg1PaelNqBJe7ThhdVKkyhASjKKlBm5V2KcIVr3EcffUCfPn2YP//fDBs2\nHKh7TX755Rb+8Y9nWb36TVJSkklIOAFASkrdEou4uGP4+wc0aq/uNS3zyisrePzxJ3n22YUEBPzx\nG8G69hUKBVartdm4oqKi2b9/HwDx8ScIDGw6NemFiooKmTVrGlOmTOe220a1qc6l0qEZ6eXLl7N4\n8WKWLFmCJEkMGTKEF19s28Jvq9XKvHnzyMjIQKFQsGhR3VqcOXPmoFAoCA4OZuHChR0JSxCEPwFV\nQhqyQoEp9IIjwVO/o/i3lHdBdzdZN/3Uh5jNFYSFThZHgQs25ewURhevGzl7bhfnz+/Dy+v6Btcl\nSYlL8N2cj3udkvIU3M6ngOfvBwmZI0PQxCWjik/F4tv1wuYFoV2GDBnKmjUr2bJlGwaDAaVShdls\nJjAwkClTJqDT6fH09KJnz0i2b9/GgQM/s2fPLqxWK8899y+g4WbDur9L3Hrr7cybNxtHRyc8PDwp\nLS35rQQAoaFhvPbaKnr08Cc1NbnRGukbbhjGoUO/MHly3SbvuXPrxnvfffcN1dXV3HHH6AvuWef9\n99+jvLyc9957m/Xr30KSJFasWIVG8/sSqctFki/xcYU7d+7kxx9/5Pnnn+fgwYO89957yLLMhAkT\n6N+/PwsXLmTo0KGMGDGi1bby88svQcTXPg8PB9GXNiT607b+2J+K/EL0b3+CKbgH1ffc9nshWca0\n6WFOKrPQOvbA/5b1jXacV1cX8NOuB9GoHbnxxo0olX++I5nFa9O2LuzPiorT7N7zGAaDH0OvfwdJ\nUjYob6ktI+2ru1GZTAS634o0fM7vF2UZ/dr3kWpNVEx/BK6gzVSXinh92lZb+/OFFxYxYsRIYmKa\nThUq1PVlczq0tGPPnj3cfffdjBgxguHDh9f/aYsRI0awePFiAHJzc3FyciIxMZH+/fsDcMMNN7B/\n//6OhCUIwjVO9WuKsEbLOvLiKKnJAglcQu5pMm3TyZP/xWqtISj4kT/lIFrofAZDD7p1u4WKigxy\nc79vdF2pccTJ92ZMSqg4sxOqS3+/KEmYewYj1dSiSs+8hFELgnAxOvSRd8mSJcyZM4fg4OAOnQam\nUCiYM2cOO3fu5NVXX2Xfvn311/R6PeXl4hOpIAgXkGXUiSeRNWrMQT0aXLLGba5Leae0x8mn8bdZ\nRmMeWdnb0em6073bbY2u/5nJskyNpYLymnzKavKpNpdjslRRa6nCZKlGkiQUkgqFpESl0KBTO9f/\nMWjdsVOJJTJ/FBL8GLm5O0lNexdv72EoFOoG112C7qLk9NcUa804JO2APvfXXzNFhqD55Riq+FTM\noY3XqQpCZ3j2WbGc9mJ0aCDt4uLCsGHDLurG//nPfygsLOSee+6hpqam/ueVlZU4Ojq2qY2WptqF\n9hF9aVuiP23Lw8MBa0Y2taXlKPpH4NHVpf6atTyfjLzdWBygW+TdeHk33mS47+eVyLKFfv2m4OXl\n0uj6n0VlTQn55njyyk5ytuwkeaUnKajIotZS1eE2DVpXPAy+eBh86eoUgq9rBF2dQ9Eo7WwY+ZWr\n8f91B0JD7yE5+WOKi3cSFnbfBRX6UHgiirJzcZiTNtNlxHgkxa9LQDwcqPH2QJ2eiUGvRtL9Ofrw\nj8R7p22J/ux8HRpI9+vXj6VLlzJ06FC02t+/Ih0wYECrdbdu3cq5c+eYOHEiWq0WhUJBZGQkBw8e\nJCYmht27dzNoUNvW6Yi1VLYh1qXZluhP2/qtP7X7jqMBKgL9sfyxfw9tosiubquHnfdtjfq+sjKH\n9PSvMOj9MOgH/an+bapMZZwqPkhW6XGySuMoMJ5ucF2l0OJq74Oj1gMHrScOWg90KifUSns0SnvU\nSi2yLGORzciyBZO1GqOpFKOplCpTCaXV5yiqyuZ0YRwZhcfq21VISjz1gfg598XfZQA+Tr1QKa69\n5TTN/V/v1nUMqalfcPz4Ozg7D0epbLghyqHH3yk7F0eh+TyqIzuhx+D6a5rQQLR5+ZTuO46pd+M8\nvNcy8d5pW6I/baelDyQdziMNkJiYWP8zSZLYsGFDq3VvueUW5s6dy9ixYzGbzcybN4+AgADmzZuH\nyWQiMDCQW2+9tSNhCYJwrbJYUCWlY9XZY+nR7Q8/N1OV/AVV9mDwGoDG0K1R1ZPpG5BlC0FBjzTa\n/HUtKq7KIbVwLycLfyar9AQydflj1Qo7gj1i8LQPx8sQhIc+AGc7bxQ26BOL1URxdQ5ny1PJK08m\ntzyJcxVpnK1I5Zfsj1EpNPg69SHc4yaC3YZir762Z8m0Wlf8/EaTkbGJrOzt9PD7e4PrDt2GotI4\nUfL/7N13eFRl9sDx753eM5Peew+9KipgFwUVFREX+6qroqir6yrYu2v72VZdK7iCCIqIoFIFRYr0\n9N7rJJm0STLt/v4IBrO0JExo3s/z+Eju3HLmMkzOvHPe83qa8N+zGPkfEmlnajzq9ZtRZOb/6RJp\nieRk1K9Eev78+f2+oFar5fXXX/fqOSUSyalNXlSOrL0Dx6jB8Mfm/cW/0EhX+yVLwlUHHNfWVk5l\n5SoMhmhCQiYeo2iPvXZnM1l160iv/YGK5ox9WwVCjSkk+I0j2jyKIEMCwUGWARmhksuU+Oui8ddF\nMyioa6EEp7uDsqY9FDVuo7BxG4WNWyhs3IJMeIUYy2jSAs8jyX88Ctnxb181EGJjZlBSspTCgv8S\nEX5xjwmugkyBOf4KrJkf01y/A0tTBfh0fQgUfYy4woORl1QgtLYhGvTH6ylIJJJe6Fcifd111x10\nkmFvRqQlEomkr5SZXd06nKk9u3W49i6mWQMqbRD6oANLy34fjU44BUejRVGkojmD3yqXkGvdiFt0\nAgLR5pGkBp5LvO/p6FXHb+VGpVxDrO8YYn3HcC5dI+VZdevIrltHQcOvFDT8ilbhw+DgixgWPBk/\nXeRxi3UgqNUWoqKmUlS0kLLyFQeMSltiJ2PN+pRGrQdzxrcI4/7W/ZgrJR5FeTWKrAKco4cc69Al\npxiHw8Ff/nIVX365jDfeeIVrrplJYGBQj32WLfuaSy65FLm87++TDoeDH39cweTJB19N9lA++uh9\n/Pz8ueyyKw76eEVFOc8++wQymYyYmDj+/veHejwuiiKvvPIC+fl5qFQqHnpoLmFh4eTl5fLyy8+j\nUCiIiIjkn/98tM/PqS/6lUjffffd3X92uVysWbOm1xMEJRKJpC/ETgeK3CI8ZhOe0MBzrb7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os43O0MD7mU8+JmoZANTJx1nU382pDFzqYC9jQXYf9Dv+UAlQ/nhAwlUhlApDaQcK0/wWoLSi+M\n4He4HVR3NlJsr6GorZpCezX5bZVsqE9nQ306ACaFjlHmBEZbEhlpTsCo8H4tc6zvGG4Z+RHLsp+h\noOFXPtl5O1emPk2gIe7IBx9DBkMkwcETqK5ej9W6lYCAsd2PmROuoq1+LzZ7EUHWfPCPB5kMV3Ic\nqh0ZyEsqcMcc21XyJBLJofXrHXT+/PnejkMikUgAUGbuK+tIiune1pGxiHYl6P2Ho9Lv/2rb5bJT\nXLIEpdJEZOSlxyPcQxJFDxuKP2RT2Weo5FouTX6UtMDzvH6d6o5Gfm7I4Of6DHJay7u3h2p8Odt/\nKMN8YkkzRmFRGQasT69GriJaF0S0LoiJ/kOArlKSio56MppLSG8pYactn7XW3ay17kaGjCE+0Uz0\nH8KZvmnoFZojXKH39CoL0we/xMbij9hU9hmf7rqDSQkPMijofK9dwxvi42ZSXb2e/IL5PRJpY+gZ\nyBUGbJpWAjKXIRvftciEKzUB1Y4MlJn5UiItkZxA+pVIX3/99T1+FgQBjUZDbGwsf/vb3/Dx8TnE\nkRKJRHJoQmMT8uo6XDERiLquEUtXdS42e9FBJxmWli7D6WwmIf4mFIpjU5PbG52uNpZlP0N+wybM\nmjCmpT2Hvz7aa+fvcDvYWJ/BD7XbyWgpAUCGwDCfWM7wTWO0OYEgzfFdUloQBMK1/oRr/bkwaCSi\nKFJor2ZrYw5bGnPY1VTIrqZC3i5czhhLIucEDGWsJQm5FzquyAQ5E2JuJcSYzPKc5/k25xmqW3M4\nJ/aOE6a1oMmUQGDA6dTW/UpDw258fYcCIMgUmOMuoz7nvzQX/4B53F2gUOMOD8Zj1KPIKYQLx4Pi\nxHgeEsmfXb8S6bi4OBQKBVdeeSUAy5cvp7q6mqCgIObMmcNbb73l1SAlEsmfgzKrq6zDmbL/q/i2\nbYto0oBC6YMheP/IndvdSVHxFyjkOqKjrzzmsR5KY3sFizPmYLUXEW0eyeUpT6BVmrxy7qK2apbX\nbGW9dU932cYwn1gm+A3mNN8UzEq9V64zEARBIE4fQpw+hBnhE6nuaGS9dQ/rrLv5pSGTXxoy8VeZ\nmBQ0iosCR+GrOvra5kT/s7hBF82SzDlsq/iShvZyLkt+DPUJ8qErLu46aut+Jb9gPmP2JdLQNemw\nPudzGpWdmAs3QuJ5IAi4UuNRbdmNorAUV2LMYc4skUiOlX4l0rt37+arr77q/jk5OZkrr7ySl19+\nmaVLl3otOIlE8ueiyC5AlMlwJe7r1uFspzb3Ozw68I2/vMckw/LyFXR2NhAbey3KE2RCWaltF0sy\nH6XD1cyo0Cs5N+5OZMLR1SCLosh2Wz5fVf3SPanPT2XisuDTuSBwBMHHeeS5v4I1Fq4Jn8D0sPEU\n2av5vmY7q627mF+2ls/L13OGbyrTQs8i3hB6VNfx00Vw/bB3WJr1BAUNv/LZ7llclfY8PpogLz2T\n/rNY0vDzG4HVug1bUzZmn65VPJW6IAz+w2i17qQ980u0iV0lQc6UhK5EOitfSqQlkhNEv97hnU4n\neXl5JCQkAJCXl4fH46GjowOn0+nVACUSyZ+DUG9DXmPFFRcF2n2T8Qp+olHpAATMsZO79/V4XBQW\nfYFMpiImetrxCfh/ZNWt5dvs5xDxcHHCPxgacslRnc8tullbt4cllT9T0l4LwFBTLFNDxzHKnHDc\n+jd7myAIxOpDuDN2MjdGnc966x6+rd7SPVFxhE8808PGM9gU3e9WgRqFgasHvcCq/DfZUbWUT3f+\njavSniPUlOLlZ9N3cbF/ob5+B4WFCxgx/Mnu7eakq2m17sTWkoO2qRx8wvEE++Ox+KDIKwanE5TK\n4xe4RCIB+plIz507l1tvvRU/Pz88Hg/Nzc289NJLvPnmm1x22WVHPoFEIpH8D2VWPtCzrKM9awkd\nSjAEjkSpDejeXl39E+3tVURGXoZa7XvMY/1fW8sXsabwbVRyHVekPk2MZVS/z+UWPfxk3cvn5euo\n6KhHLsg4238IV4SeQbz+6EZnT3Q6uZqLg0YzKXAUO5sKWFSxgR1N+exoyifFEMF1kecy3Kd/HThk\ngoIL4u/FVxfBmoK3+XzPvUxNfZI439O8/Cz6xs9vJCZTAtXVG2hrK0ev72qLaAgeg0JpotnTTFD6\nN8jOuAsEAWdKHOpNO1Dkl+JKObG6kUgkf0b9SqTHjh3L6tWryc3NRSaTERcXh1KpZMSIEcdscQGJ\nRHJqUWTlI8rl+7+ytpVja80DLVgS9486i6JIYdECQEZM9PTjE2x3LB7WFL7DtoovMaj8uHrQiwQZ\nEvp5LpGfGzL4rGwtpe11KAQ5FweNZnrYeALVZi9HfmITBIER5nhGmOPJailjUcUGNjdm80jmJwz3\nieOmyPNJMIT167yjw67CrAlhadYTLM54hEsSHz6uHT0EQSA29lp27XqSouJFDEq7f992Oea4y7Bm\nz6e5aAXm024HuQJXanxXIp2VJyXSEskJoN/FewqFgtTU1B7bpCRaIpH0h6yuAbm1EWdiDKhVALgz\nl9GkBpXajD5o/2JP9fXbaW7OIyT4bPT6vidT3uL2OPk25zmy6tbip41k+uB/4aMJ7te5clrKeb9k\nJZktpciQcUHACK4Nn3jcO2+cCFKMETye/BdyWyv4pHQVO5sK2Lm3gPF+g7gx8nxCNH3/RiLB7wyu\nGfwKizMe5tucZ7A7GxkTfvUARN87wUHj0WpDKC9fSUL8TajVXX/v5tjJWLPnY5O3YS7dDDFn4gnw\nw+1vQZFfCp2O7n8vEonk+Dg1iuwkEslJTbGvrKN7hM3joqXwO0QZBKdd2WOp58LCBQDExF5zzOP8\nndPdyeKMOWTVrSXcNJjrhr3dryS6rrOJl/MWc2/6e2S2lHKGbyrvD7uH++KnSkn0/0g0hPFc6o08\nl3ojifowNtSnc/uuN5lXuoYOt6PP54vwGcJfhr6BQeXPmsK3WVf0HqIoDkDkRyaTKYiJmY7H46Ck\nZP9EfqUuCL3vYNqV0JH+Zfd2V0o8gtvdVSstkUiOKymRlkgkx5cooszKR1QocMVHd20r3YZN3rWc\ndXDaFd27NjXlYq3/DT+/Ed0dDo61TpedRen/oLBxC7GWMVwz+OU+t7dzi24WV/zMrbv+jzXW3cTp\nQ3gx9WbmJs0gTOs3QJGfGob7xPH64Nt5KGEaJqWOBRXruX3XG/xcn9HnRDhQH8d1w97Cog1nc9nn\nfJ/3CqLoGaDIDy8ifBIqpQ8lpV/jctm7t5uTusqabI27obUOAOe+VT+VmfnHPlCJRNJDvxLppqYm\n5s6dy/XXX09jYyMPP/wwTU1N3o5NIpH8Cchq65E1NOGKjwJVVxeCjowvu1YytAxCY9g/0ttVGw2x\nMTOOS6wdrhYW7v07pU27SPQ7iyvTnkUp79uqfDmt5dyz510+LP0BjUzFvbGX83+D/8YQH6mdWW8J\ngsBE/yH8Z9g9XB16Fg3OVp7NXcijWfOo6bT16VxmTQjXD32bIH08u6q/ZUXuS3hE9wBFfmhyuYao\nqCtwOlsoK/uue7sxZBxyuY5mDXgylwMg+plxB/kjLyqD9o5jHqtEItmvX4n0o48+yuDBg7HZbOj1\negIDA3nwwQe9HZtEIvkTOKCsw95IU8NOYP9oHIDdXkVV1XqMxnj8/UcfcJ6BZnfY+Hz3vVS2ZJIW\neD5TU59AIet9fard3cm7Rd9x3973KbRXc0HACN4fdg8XBo08ZVrZHWtauZqboi7g30NnMcInnu1N\n+fxt15ssq9qMpw8jyzqVmRlDXiPYkMSempUsz3kej+gawMgPLipqKnK5hqLiRXg8XdcXZArMMZNw\ny6Al/xvY97xcqfEIHg/K3KJjHqdEItmvX+/e5eXlTJ8+HZlMhkql4r777qO6utrbsUkkklPd72Ud\nSgWuuEgAPDkraVKLyOVajKHjunctKv4C8BAbe80xn9hsd9j4fM+91LTlMyx4ClOSHunTQiu7mwq5\nY9ebfFO9mVCNLy+m3sx98VMxKU+MFfagq+1ei6uTmo5WClsbyWupJ6fFSlZzHZnNteS21FNqb8La\naafV5cB9nEogDiZc688zKdfz9/grUAhy/l38HQ9mfEhZe12vz6FVmpgx5FVCjalk1K5iWfazuD3H\nNplWqXyICL+Ejo5aqqrWdG83x00FwIYNKro+ZDqTuz54KqTyDonkuOpX1w65XE5LS0v3L7Pi4mJk\nMmlERSKR9I2sqg6ZrQVnanzX4hKiSGvO17gV4Bt1EYKsq9TD4bBRVrYCrTaYkOCzj2mM7c5mFuz9\nO3X2IkaGXsH5cff0OpF3eJx8Urqar6s2IUPGNWETmBE+AZXs2C+k4RY9FLc0sstaSVl7M3WdbVg7\n7d3/b3P3bTEtGQJmlQZflRZflRZ/lY4wrYlwnYlwrYkAte6YjrQLgsB5AcMZ6ZPAO0XL+bkhg1m7\n3+Gv0RcxOWhMr/7ONAoD1wx+mUXpD5FVtxaP6OKy5MeRy45udcq+iI6eRknpUgoKFxAaegGCIKAy\nhqMzxWNvzseR/iWq8JGIZhPu0CDkJRUIbXZE/YnzoUwi+TPp17vDPffcw3XXXUdVVRV33nknu3bt\n4rnnnvN2bBKJ5BSnzP69rKNr8hQ1mdg8XaOI5vjLu/crLvkaj6eTmOhpyI5hUvN7TXRtWz7DQy7r\nUxKd31bJv/IWU9peR5jGjwfjryLJGD7AEXdxix7K7E1ktVjJarZS0NpAeXszroOMIuvlSvzVOmIV\navQKVdd/ciUKmQwBAZkAAgJO0UOH20m720WH20Wzq5MGRzul9ibyWxsOOK9aJidGbyHJ6EeCwY9E\nox+hGuOAf5tgURmYk3QNP9dn8EbhN7xTtJxtjbncFzcVi8pwxOPVCj3TB7/El+kPk2PdwLc5z3Jp\n8lxkgnxA4/6dThdCSPDZVFatps66hcCArgVjzElXY9/2HLbarQR2NIHGB2dKHJrKGhTZhThHDjom\n8Ukkkp769RvprLPOIi0tjT179uB2u3n66afx85Nmmkskkj4QRRRZBYhqFa7YrrIOR/pi2lSgNcSg\nNkUB4HS2U1LyNUqlifDwo1t2uy86XK0s3Psg1a25DA2+hAvj7+1VEugRPXxVuYlPy1bjEt1MCRrL\nzVEXoJEPXL9fURQpa29mR2MVO21VZDTX0u7eX5aglsmJ1VtI9PUnSKYnQmciUK0nQK1Hpzi60XFR\nFGlzO6ntaKOivZmy9mYq2pspabOR21JPdou1e19flZYhPkEMMwcz1CeYQI3+qK59OGf6pZFijOCV\n/K/YZsvljt1vcX/8VMZYko54rEquY9qgF/hi74Nk1a1FIVNxSeJDPdowDqTY2BlUVq2msHBBdyJt\nDJ+AbPsrNKk7Ccj+HmHYdFwpcYhrNqHIypcSaYnkOOlXIl1aWsquXbuYPHkyjz/+OO+88w4PP/ww\no0b1f1lciUTy5yKrqEHW3IpzUCIo5OBsp6lqI2h7TjLML/gGp7OJ+LjrUSi0xyS2rhZ3D1HVksXg\noIuYlPBAr5KoZqedV/KXsNWWi6/SyP3xUxlp7t9Kh0fi8njY1VTNJmsp2xursDr2t0wL15pIMfqT\nbAog2ehPhM6EXJAREGCkrq7Fq3EIgoBBocJgUBFr6Nn7usPtorCtq946u8XKnqYa1tcVs76uGIBI\nnQ+n+YZzul8ECQZfr49W+6lMPJNyPd9Ub+ajkh95PPszLgs+nVuiLkB5hG82VHItVw96kQV772dv\nzfcoZGoujL/vmNTnm0zx+PuPwWrdis2WidmcikyuxifyPBqLv6M1ZzHGoVcjGg24I0ORl1YiNLci\nmo484i6RSLyrX4n0ww8/zMyZM1m7di3FxcU8/PDDvPTSSyxatMjb8UkkklOUcl+3jt974or5a7Gp\nXMgEJaaIrjpoj8dFZuZnyGQqoqKuPCZxdS228jAVzemkBpzHxYn/6FUSndVSxvO5X1DnaGK4Txz/\nSLgKs9K7iY3L42GnrYqfraVsbiin1dW1EIlJoWa8fxQjLCEMN4fgrz4x6mU1coVcupgAACAASURB\nVAWppgBSTQFcRtfodam9id1N1ey0VbPLVs2i8gwWlWfgp9Jyhl8k5wTGEO/FpFomyJgaMo5hplhe\nyFvEN9W/ktNaziOJ0wlQ+xz2WLVCz/RB/+LzPfeys+oblHIN58TccUyS6djYGVitWyksXMiIEU8B\nYI6/gsbi77C56jDWZkFQKq6UOBSllSiyC3COGTrgcUkkkp76lUh3dnYyadIk5syZw5QpUxg1ahQu\n17FvFSSRSE5SoogiuxBRo8Yd01U33Jb1JS45mMMmINs38lxTs4HW1koiIy9DrTYPeFge0cU32U9S\n2rSLZP8JTEl++Ii1saIo8nXVJj4q/RFRFLku4hymh03w6kS7UnsTq2oKWFtbhM3Z1TfYT6Xl3NAk\nzvCLJNnkf1K00BMEgSi9mSi9mUtDk+lwu9jRWMXmhjK2NFSwrCqHZVU5RGhNnBMYw9mBMQSovVP+\nEaMP5vXBt/NG4TLWW/cwa887PJQwjRHm+MMep1WauGbwK/x39z1sLf8CpUzD+OibvRLT4fj5Dsdk\nSqK6ZiN2eyU6XSgacxwafQStYhnO9CUog1JxJcUi/vgzyqx8KZGWSI6Dfnft+OGHH1i/fj2zZ89m\n9erVUtcOiUTSa/KyKmStbTiGJoNcDrYybPZi0Owv6xBFkcKiRYBATPTVAx6TKIqsyP0XefW/EG0e\nyZTkuUdscdfhdvBawddsqE/HojTwUMI0hvrEeiUep8fNhroSvqvOJaelHgCjQsWUkCQmBkSTaPRD\ndozbAHqbRq5gnH8E4/wjcHk87LBVsqa2iM315Xxaspv5JXsY6xvGJaGJDPMJPuqRYK1czT/iryLN\nGMV7xSuYmzWPv4SfzYzwCcgO80FEr7IwY8irfLb7Hn4p/RSNwsiY8GmH3N8bBEEgJmYau3c/Q3Hx\nYlJT7wHAnDiN6p2vYqvcQICzHVGvwx0VhqK4HMHWjGju2yqbEonk6PQrkX7qqaf45JNPeOyxxwgM\nDOS7777jmWee6dWxLpeLRx55hIqKCpxOJ3/729+Ij4/nn//8JzKZjISEBB5//PH+hCWRSE4S3Yuw\nJHeNBrrSv6JFDWpNEBpzIgA2WwZNTVlERExErx/4bhfrit5lb833hBiTuTLtmSMutlLbaeOpnM8p\naKsi1RjJnMRr8FUZjzqOBkc7K6vyWFGdh83ZgQyBUZZQzguK5TTfcJSyY9M94lhTyGSM8Q1njG84\nLa5Ofq4rZWV1Pr82lPNrQznhWhOTQxI5NzD2qCZICoLA5OAxJBhCeS5nIZ+Vr6XQXsUD8VeilasP\neZxRHcCMIa8yf9ddrCl8C73KwsSAqf2OozdCgs8mJ+c9yspXkJBwE0qlEVPkedTseoMmlRP//HUI\nKRfjTI1HUVyOMqsAx+nDBzQmiUTSk/yJJ554oq8HORwOxo4dS1BQEC0tLZxxxhmo1WqMxiP/Elm6\ndCltbW289tprXHjhhdxxxx1kZ2dz1113MWvWLNatW4fb7SY29sijOna7o6+hSw5Cr1dL99KLpPt5\nBB4PmhXrERUKOi88C0Q3jT8/Q5vCiX/qDej8u7oPZGW9RWtbCaefPgeZMLBdgTaXfc7PpZ/ip41k\nxpBX0SgO/162t7mYRzI/oaqzgYsCR/Fw4tUYjnIiZJm9iQ+LdvJ/eZvZ3VSDXJAxJTSRB5PGMTk0\niSid+ajLN06W16ZapiDB6MdFwfGMtITi8LjJbK5ja2MFK6ry6PC4iNab0cj73wrRX2Xi3IBh5LVW\n8Jstj62NOYyyJGJQHHrJd43CSIx5FJm1a8i2rifKdzBaIbDfMRyJIMgQRTd1dZtRKo34WgYjkytx\nNhVhby1Gay1HlToVj48J1dbdCPZ2nMPTBiyegXayvD5PFtL99B69/tAfsvv1LjRz5kwEQUAURVwu\nF1arlZSUFJYsWXLEYydNmsRFF10EgNvtRi6Xk5mZ2d3xY/z48WzatInzzjuvP6FJJJITnLy0Epm9\nHcfwVJDJEIt+xSa3IyDDJ3oSAHZ7JdU1GzGZkggKHIHV2jpg8eyu/o51Re9hUgdyzeBX0CkPX4u9\nomYb7xQtB+CumClcEjT6qEoOittsfFGWzkZrCSJdHTemhCZxbmAMWvmxX7jlRCIIAskmf5JN/vw1\nZgTfV+ezrDKHhWXpfF2RxaTgBKaGpfR7cqVJqeOZlBt4t3gF39VsZfaed5mbNINB+1ovHkygIY6r\n0p5l4d4H+WTzA8wY/DohxiO31OuviIjJ5OV/SknxV8REX41MpsCcdDW2inXY2kswNJaAJQp3bASK\n/BKE+kZEP8uRTyyRSLyiX8Mba9euZc2aNaxdu5YNGzawcOFC4uMPP2Hjd1qtFp1OR2trK7Nnz+a+\n++5DFMXux/V6PS0t3m3PJJFIThzdZR37unW0ZyzEoQBj4Gjk+0ojiosXAx5iYqYNaIeEgobNrMx9\nBa3Ch2sGv4xJc+jRRY/o4YPi73mzcBl6uYbnUm5kcnDvVsw7mKK2Rp7L2sBdO79jg7WEGL2FR5LP\n4t8jJjM5JPFPn0T/L4tKy4zIwXw8+nJuixmJQaFiaWU2t/z2De8V/IbN0dGv8ypkcmbFTuGumMm0\nuNp5OPNjfqzdcdhjIs3DuDR5Lg5XO4vSH6KxvaJf1+4NpdLYtWx4Zx1VVesA0FiSUWsCaVGDK/1r\nYH/3G2VWwYDFIpFIDuSVJcKGDBnCI4880uv9q6qqmDVrFjNnzuSSSy7hX//6V/djbW1tmEy9mywR\nEHD09YiSLtK99C7pfh6c6HbTmVsERj2WEYmI9kYqbemggejTbsYcYMThaKG8YgU6XSBDBk8BBuZ+\nVthy+Cb7SeQyBbee+X9E+x16QYtOt5PHd/6X1VW7iDIE8sbY2wnT96/cpMbeyrtZW1lRmosIpFoC\nuCVpFGcGRx6Ttmqnwmvzr8GjuWHICFaU5vJxzg6WVeWwuq6Qa+OHcG38UAzKvi9+c1PAeaQFR/LP\n3z7htYKvaZXbuS3pokP+nQQETEamtrNk1wt8mfkP7pn4MUbNwJQgjRhxAyWlX1FWvpihQ6ciCAKO\n4TMp/PVVmst+INH3n3D6IDpX/oQmtxDT5ROPyWtpIJwKr88TiXQ/B16/Eum33nqrx8/5+fm9XtnQ\narVyyy238Nhjj3HaaV0rNqWkpLBt2zZGjx7Nhg0burcfibcXFvizGohFGv7MpPt5aPKCUnT2Dhwj\nB9FS34b7twU0q0WUSh8cykTq6looLFyAy9VOXNz11Nd3EBCg9Pr9bO6o5dNdd9PpamdqypPoPTGH\nvEaz086TOf8ls6WUQcZoHkuagcquos7et5haXQ4WlWWwrDIbp+ghRmfmhuhhjLKEIgjCgJav/O5g\nr01RFGlxuWh1Oelwu2l3u+lwu+l0uxHpKq8Q6Pr6Ui7I0Cnk6BQK9HIFeoUCrVx+3JK2cfpwRg8L\n4YeaAhaU7uWD7O0syk/nmohBXBKSiKKP3aRiCOGVtL8yN2se/8n9gVKblVkxU1AcYoLnGXFXU9VQ\nyabSeby3YTbXDnkd5WEmLPafiaCgs6iu/omcnI34+Q1HETARgddplLVTt+1HhLjxaOIiUeYU0pBZ\ngifw5FttWHrv9C7pfnrP4T6Q9CmRttvt6HQH1qKNHj2aSy7p3dK97733Hs3Nzbzzzju8/fbbCILA\nnDlzeOaZZ3A6ncTFxXXXUEskklOLMrvra2dXSjyIIs0F3yDKwRx3GYIg4PG4KC5ZglyuJTJiyoDE\n0OlqY1HGQ7Q6rJwbeyfJARMOuW9lRwOPZc2joqOeiX6DuS/+ClRHWBHvf7lFDyur8/msZDctLgcB\nah0zI4dydmD0Men9LIoijQ4HFe12mlvqyaltpKqjnYbOThocnTQ6HLj+UF7XV0pBhr9a/Yf/NITp\ndETodETo9OgUXvni89DXl8mZHJLIeYGxLK3MZkl5Ju8XbWdldR63xY5ihCWkT+cL1wbw6qDbeCL7\nM36o3U69o5lHEqcfsqPH+KibaeqoIqN2FctznuPylMcHZCnxmOirqa7+iaLiRfj5DUeuMmEMHE1z\n7RbaM75AFzceV2o8ypxCFFn5OE7CRFoiORn16R3uuuuuY8mSJVitVvrR7AOAOXPmMGfOnAO2z58/\nv1/nk0gkJwm3G0VuIR6jHnd4MNRkYvM0gFzAJ+4yAKqr19PRUUdU1BUold7/StLtcfF11uPUtRUy\nInQqo8MO3Z86v7WSuVnzaHK1MT1sPNdHnHvYXsMHk91s5Z2CbRS0NaCTK7kpehhTQpJQH0W3icMR\nRZGqjnbyW1rIb2khr6WZwtZW2twHLpilEAQsKhWxBiO+KhVGpRKNXI5WLkcjl6OWyZEJ4BFBREQU\nwSV6sLvc2N0u2lxd/9mcDqydnaQ32ThYOu6nUhOl15NoNJFoMpFkNOGj6nvpxZFo5AquiRjEpOB4\nPivZw/fV+TyasZbTfMP5a+wIQjS9fz35qoy8mHYzz+V+wW+2PB7K+Ignk6/DojpwpUpBELg48R80\nd9SQbV3PhuJwJsTc6s2nBoDFMgizOY3a2k20tpZiMERiTr6G5tot2Joz0LXW4YqLRFQqUGbm4xg/\nBk7S8g6J5GTS5xHpBx54gI0bN9LZ2XnA488//7zXApNIJKcWeWEZQocD5+BkEAQ69i6gQwkGcypK\nrR+iKFJU3LUAS3TUVV6/viiK/JD/KkWN24j3PZ3z42YdsiRhb3Mxj2d/RofbwayYKVwSPKZP12py\ndvBx8S5W1XSNwJ8bGMON0cPxVR1di7z/1bXkdht7bTb22hrZ22Sj2ensflwAwrQ6huothGl1JAf5\nYnLJCNFqMSmVXl3Qxenx0ODopLajgwq7nTK7nVJ7G+X2NnY0NrCjsaF73yCNhlQfM8PMFoZafPFX\ne68cwkep4a74MVwUHM97hb+xuaGc7Y2VXBWexvSItF734dbK1Tye9BfeKFzGqrod3J/+Ps+n3kSw\n5sCOGAqZiivSnmHezjvYVPYZFm04Q4Inee05/S4m+mp27nqc4uIvGTTo7+gChqFUmmkWbQRlLkM+\n5hZcCTEoM/OQVdfhCRm41nwSiaRLnxLpjz76iC1btrB9+3bGjOnbLxaJRPLn9ns3AWdKHDjt2Gp+\n7VrJMGUGAI2Ne2hqyiEo6Cz0+jCvX39z+QJ2V39HsCGRy1IeO+SqhVsbc3g2ZyEeRB5KmMYE/8G9\nvoYoiqypLeI/RdtpdTmI0Vu4M24UqSbvJTR2l4sdjQ1srbeyo6Ee2x8SZ3+1mvEBgSQYTcQbjcQZ\njD1KKwayZlIpkxGk0RKk0TLY3DPZbHY6yWtpJqe5mdyWZnKbm1lXU826mmoAwnU6hpl9Ge3nxxCz\nBaUXVsqNM/jy4uDz2WAt4cOiHSwo28tGawn3xI8lzad3fx8KmZz74i7HX2ViQcV6Hkj/D8+l3kik\n7sDjdUofpg16gXm77mRl3sv4aIKJMnt3cZTg4LPQakMor/iexMRbUKnMmOMuoy77U5oLlmEZfRPO\n1DiUmXkoM/PplBJpiWTA9SmRfuihh5g3bx4VFRVMnTqwKzpJJJJTiMuFIq8Ij48RT2gQnqxvaVK5\nUci1GEK6JhcXFS0CICZmutcvn1f/C+uL3seoCmBa2guo5AfvO7zeuoeX85egEOQ8nngtoywJvb5G\nbUcbbxVsYXtjFVq5gttjR3FJSIJX6qBtDge/1NWyud7KXltjd02zRaViYmAQg80WhpjNBGu0J2S3\nBpNSyUhfP0b6dtXtiqJISVsbu2wN7GpsJN1mY3llOcsry9HJ5Yz28+d0/wBGWHyPqsZaEAQmBEQz\n2hLGpyW7+K4ql3/sXcXFwQncGD0MveLIJSaCIHB95LnoFRo+KPmeBzM+5NmUG4g3hB6wr58ukitS\nn2bh3r/zVeajXD/sHfx0kf2O/8BY5ERHX0VW1puUli4jPv56fOIupS57HjaasFTuxh0zBFGtQpFd\nQOc5p0vlHRLJAOvTO1RFRQWvvfYaS5Ys6dH7+XezZs3yWmASieTUoSgoRXA4u1ZdEwRashbhkYEl\n8kIEmYK2tnJqan/BxycFi/nQbej6o66tiGXZT6OQqbgq7TkM6oNPwlpevZV3ipajk6t5MnkmaYdZ\nlOOPPKLIyuo8Pi7eSbvbxQhzCHfHjyFQc2A9bV/YXS4219fxU00NOxsb8eyrQI4zGBjj588YP3/i\nDEavlmccK4IgEG0wEG0wcHl4JE6Ph6zmJjZb6/jVWsdPtTX8VFuDSibjND9/zgkKYbivpd8fSnQK\nJXfEjWZCQDRv5m9hRXUeWxrKuSd+LKN8e/ftx5WhZ6CTq3mzcBkPZX7EU8nXMTHgwNdqlHk4kxIe\n5LvcF/gy/Z/cMPxdtMretXTtjYjwi8nL+5jikq+JiZmOUuuHwXcQrQ17ad+7EG3YcFxJsSj3ZCOv\nqMYd3rfJlhKJpG/6tET46NGjKSsrIz09nUGDDnwDOdblHtLSl94hLSPqXdL9PJDq59+QWxvoOP9M\nRHcDNdmf4pRD6GmPIleZyMv7iKamLFJS7sJkjO1x7NHcT7uziQV77qPN2cilyXOJsYw66H5fV27i\n3eLvMCv1vJB6E0nG8F6dv6ajlWezNvBddR5qmYJZ8WO4JWY4BmX/an5FUSSjyca8okLeyM3m57o6\nqjraiTcauTIiirsTk7kyMoohZgt+anWfR59P1NemXBAI0mgZ6evHZWERnOYXgFmpoq6zg/SmJtbX\n1vB9ZSX1nZ34qdSY+zlZMUCt58KgOOSCjO2NVaytK6LR0c5gn6Be1U4nGEIJ0/qxsT6d9dY9pJmj\n8BUOnMQYZEjA7XGS1/ALNW35pAae47VOHjKZEqezGWv9NnS6UHxMCcjUZprL1iA0V2FIugJRrUWZ\nkYeoVOCO690HwhPBifr6PFlJ99N7vLZEeGpqKqmpqQwaNIgJEw7dMkoikUi6OZwo8ovxmE14gv1x\n/PwKdhXoDNGoDGE4HM2UV6xEowkiOGi81y7r9rhYmvk4to5KxkVeT0rAOQfdb3Hlz3xY8gN+SiMv\npN1MuNa/V+dfV1vEOwXbsLudnO4bzp3xY/o9mbDF6WRNTRXfV1VSbrcDEKrVcnZgMOMDgwg7SNvR\nU5UgCMQZjcQZjfwlOobclmbW1lSzobaGbyrK+KaijFSTD5eEhTHOP7DP9dRKmZxrIwdzmm84r+Ru\nYmV1Prts1fw9cRwppoAjHj/RfwhauZpncxZy39b3mZt4LWMsiQfsNz76FmrbCilo+JX1Rf/hnNg7\n+hTn4URFXUlR8ZcUFS0iPGwShuAxKOQ6mlR2AnN+gLSpeLSarvKO884AL9ScSySSg+tTIv3oo4/y\n9NNP88EHH/Dhhx8e8Pi8efO8FphEIjk1KApKEJwuHKnxILqxla0GFZiTumqhy8q+xe3uICHhZmR9\n7NF8OKsL36KkaSeJfmcyPuqmg+6zqGIDH5euwl9l4sXUmwnVHrn3bqvLwTsFW/mprgStXMF9Cadz\nbmBMv2qTy9ra+Lq8lHU1NThFDwpBYEJgEJNCQknzMZ+Q9c7HkiAIJJl8SDL58Ne4BLY11PN9ZQU7\nGhvIbG7CrMzj/OBQLgkL73Pnj1iDhdeHXcT8kt18VZHFP/as4qrwVK6NHHzE0emxliSeTJnJkzn/\n5emcz3ks6VpG/08yLRPkXJo8l0933sGW8oUE6uMZFHR+n+/BwWi1gYQEn01l1Wqs1t8ICBiNT/Qk\n6guW0JKzGJ8hV+FKjkW1MxN5aSXu6N59wyKRSPquT7+1pk/v+sV39913D0gwEonk1KPIzAe6FmER\ni3+lSd6BTFBijDwHj8dJcclXyOVaIsJ7t6hTb+ysXMaOyq8J0McyJXnOQb9WX1j+E5+WrSZA5cML\naTcTqvE94nnTm2p4OXcTdZ12ko3+PJA4jhBt3/pdi6LIXpuNr8tL2dZQD0CIVsvFIWGcExyMTz+W\nt/4zUMpkjPMPYJx/AJXtdlZWVrCquoovy0r4uryUs4OCuSIikgidvg/nlHNzzAjG+Ibxau6vLCrP\nYJetmn8mn0nQEWrch/vE8dqYW7lvy394OmcBjyUdODlVozBwVdqzfLrzb6zMewk/XQQhxuR+Pf//\nFRNzNZVVqykq/oKAgNGYE66kvmAJNmc1PtY8XCnxqHZmosgqkBJpiWQA9alGOjCwq5VOW1sblZWV\niKJIZGQkqamphIV5v13VkUi1P94h1VF5l3Q//6DTgWblT3h8zTjOGk3rLy9g81gxh03EGHkulZVr\nqKj8gaioqQQHnXnQU/T1fpY37WVp9hNolCauHfI6etWBCfKC8vXMK1tDoMqHF3uRRLtFDwvL0nkt\n71fa3S6ujRzMfYmnY1Jqeh2XRxTZZK3jlewsFpeVUNneTqrJh9viE7k9PpFUHzMaee96HPfXqfLa\nNCqVjPD1Y0pYOIEaDaX2NnbbGvmusoLC1hYC1BoCNL3/uwnUGDg/KA5rZxvbbVWsrikiTGsiQudz\n2OMSA0KJkAXyk3UPP9XvJUEfdsC3GjqlDwGGONJrfqSgYTNpgeehkh99P3GNxp/6hl3U1+8gOHgC\nOmMk9rKN2N2NmFrakQ25GOXuLOS19TjGDDkpyjtOldfniUK6n95zuBrpPiXS9fX13HrrrXzwwQcU\nFhby22+/8d5777Ft2zYmTpyI2otN9XtDeoF4h/SPzbuk+7mfIrsAZXYBzlGDcQdoqd3zNg45hIyd\ni1xtYc/eF+jstDFs6KOHXMmwL/ez1VHPgr3343B3MG3Q8wQbDmxf93sSHaQ281LaLQQfIYlucnbw\nXNZGfqwpIECt48m0szknMLbX3TJ+T6D/lZXB8soKmhwOxvkHMDsphRnRMUTo9Mes88ap9tpUyGTE\nG01cHBpOrN5ATUcHu22NrKquIqPJRqhW1+uEWimTc7pfBAFqPVsby1lXV0yL08FQc9Ahu4Xo9WpM\nbj3JxojDJtO+2nAUgpLc+o1UNGcyKPB8ZMLRf2hSKk1UVa3B43ERFHQGglJHS+VGZLZy9GnTkbW2\noyitxB0WhOhrPurrDbRT7fV5vEn303sOl0j36SPq008/zciRI/nll1/48ssvWbRoEb/88gvJyck8\n99xzRx2oRCI5tSj3lXU4U+JwZnxFqxI0miA05jgaGnbS3JxHcPBZ6HRH36Kra3LhE7Q66jk79vaD\nLobxVeUv3Un0i2m3EHSQVer+KLO5lrt3rmCHrYrRllDeHHZxryakwb4Euq6We7Zv4/nMdErb2jg7\nKJh/jz6Nh9MGk2w6/GinpPfkgsC4gEBeGT6SF4YOZ7jFl922Rh7ctZ0n9u4mv6V3i9AIgsAFwXG8\nNvQiInU+fFuVwwN7fqSq4/DHD/eJ44mUmQjAUzmfs92Wd8A+p0VcS0rAOZQ372VVwZv9eZoHCAw8\nHZ0ujMrKVXR2NmD8f/bOO06uquzj3zO97ezM7mzvLbvZ3XRCgAQSuooCSlOx0qwv+oJKbyJFBEWx\ng8ArKgoqvQiBQCCEkJ7t2d7r1J3ezvvHLAkhyaYtEsL9fj73c2cyc88998mZu7/z3Oc8T+EJqIUO\njzaK7Hqd2OxKYGcxJAUFhZnngIR0W1sbV1xxBVqtdse/6XQ6rrjiCpqbm2e8cwoKCh9hQhHU3f0k\nsjORGTa8nc+AAFvVOcB7CrCUnj8jp1vV/Xv6fduYnXUiRxfs3ubzo+u5v/dFMnVW7qy9iBz93j10\nUkqeGGzh6oaVuKNhvloynxtrV5C2n2nttnncXLl5A7c3N9IX8LMiO4ffLl7ClTW1H6sMHP9thBDU\n2+zcOnc+d85bSH26jQ0uJ9/ftJ7bmhroCwT2q50Ss41fzPsEp2aX0+F38f0tL7LRPTTtMQvSK7i5\nJiWmb217lAZfz259O2PWVWSbK9g8/BQNo/85yKt8b5sqykrPI5mM0tv3FCq1HmvhiSRUMNn8KMmC\nHJJWC5rt3RCPH/L5FBQUdueAhPTeQjeEEKg+AvFXCgoK/z0027sQySTx2krkcAMe4UWgwlp+Bn5/\nH2Pja7HZarHbD70AS9PYStYPPk6mqYRPzfrRbtkuXh3fwq+7niFdY+aO2q+RO40nOpyIc1fbGh7o\n3oRVo+f2OSdzflHdfoVf9AcD3Nq4jWu3bqZ9cpLjs7L5zeIl/GB2HYUHsAhO4dCpt9m4Y94CfjJ3\nPtVpVtZOjPPdDe/wu/Y2vNF9P+42qDV8f9axfK/yGMKJODc3vcbjA017LEb2LgtsFVxf/QUSMslN\nrX9hu39wl8+1agOfrf0xerWZF9vvYcx/6J7igoJPoNWm0df3JIlEBFtNKimAN9ANkyPEZ1ciIlE0\nXf2HfC4FBYXdOSD1O10qpo97miYFBYVdefdxcqymkmDDX4ipwZq1CLXWTE/vPwEoKz3vkM8zFujk\nhe0/Q6c2cU7tT3Yr/73G2cQ9HU9gVuu5vfarFBn3HpoxFvbzw20vsXqilzprFr9a8CnmpOfssw+e\naJTftrfxnfXvsM45QV16OvcsOIqrausPKIuEwswihGC+PYO7Fyzihro55BmNPDc0yGXvvM2/+/uI\nJZP7bOO03Arumnsqdp2Bh3u2cEfrm4QSsb1+f7F9Fj+qOpdIIsr1Lf9HT3B0l88zjIV8uvpa4skI\n/26+gXDcf0jXqNEYKSo6k2jUw9DQyxjSyzEa8/HrINbwOLHaVHjHu9lzFBQUZpYDEtLt7e2cfPLJ\nu20nnXQSHR3Kj1RBQSGFCIZQ9wyQyMtGWjR4JjYAYKv9MtGoj8HB/2Aw5JBziAVYwvFJ/t10A7Fk\nmE9XX0OmqXiXzze427mz/XH0Kg23zv4K5ea9x2I3ekf53pYX6Qq4+URuJbfVn7zPAisJmeSZwQG+\n8c7bPD80SJ7RyPV1c7hz3kKqrTNXFlrh0BBCsMSRxa+POprLKqoQAh7s6uBb699m7cT4tF5mgOo0\nB7+c/0nqrFmscfZx5db/MBTae9z08Zn1XF5xFpPxENc2P8xQyLnL57Mct4PSBQAAIABJREFUyzi2\n6ELc4UGea7tjn+ffF6Uln0UINd3djyGlxFZ9Pgjw9L5IMstO0p6OpqMHonufACgoKBwcB5RH+j//\nOfSYLgUFhSMfTWsXQkpitZXEW19gUpdEp0nH6JhDV9ffZqQAi5RJnm27A3d4kGOLLqTasaso3+bt\n5ta2v6FCcHPNl6hJK9prW88Nb+cPXSmx/52KxXwqb/dKde+nxevldx1tdPn9mNUavlFZxSfzCtAo\nYW6HLVqVijMLizgxJ5e/9/bw7NAAtzU1sDgjk29UziLXuPeJk11n5Pb6U3igexPPDLfx/S0v8lPD\naZSJPS8aPT17EaFElD/0PM81LQ9zd90lZOl3fveE0osY8jWz3fkm6wYe5ZiiLx70dRkMWeTlncTQ\n0MtMTLxDZulpjG69D686iKN/PbHZlejf2oims5f41AJEBQWFmeGA7vgFBQXTbgoKCgoAmpapIiw1\nFfi2/xMpwFbxGaRM0Nv7xIwUYFk38HfanWsotS3ihNKLdvmsIzDEzW1/JYnkhuovMje9bI9txJNJ\nftPxDr/tXI9ZreP2+pP3KaI90Sj3trXwwy0b6fL7OSUnlz8cfQyfKShSRPRHhDStlksrq/jNUUcz\n12ZnvcvJtzes4x+9PdOGe2hUKr5ZcRTfrzqGSDLO9956nv+M7P1p7Nl5x/KVopMZi3i4tvlhPLGd\nix1VQsNZs2/EonPwWvf99Ho2H9I1vbtot7v7MVQaE9acY4ipIdD4V+K1Fan+K+EdCgozzszV41VQ\nUFAAhD+Aum+IeGEuyfgEntgwaATpVecwPLKKcGSc0pJz0Gqnrxw3HQPeBl7rfgCLzsGZNTegEjtv\nZcNhFze2PEI4EeXqqvN2qzb3LsF4jDta32CTZ5gys50bZ59A9jTV7KSUvDo6wv2d7fjjccrMFr5V\nlSqkcrgTTiRxRuL0jvroHJ3EGYnhjiYIxBL440n88QT+WJJQIkk8KYlLSUJK4klJUoJKCDQq0AqB\nRiXQCIFJo8KiVWPRqDBr1KRp1dj1ajL1Ghx6LQ69hgy9Bo3q8F0/U2gyc9vc+bw+NsoDnR080tPF\nqtERvl1VzVz73heknppTQZ4hjdvb3uBXHesYDPn4WumCPS5I/XzBcoKJCP8cepObWh7hzrqvY1Sn\nFu6bdRl8dvYt/HXb5TzZcgsXLbyfNP3+pVd8P+nps8jImM+EcwO+yU5ss7+IZ2QNHm8TFouahMOO\nprMPIlHQK9UzFRRmCkVIKygozCialk4EqZLg4W1/JaKBtPQa1HobPT2PA4KSknMOuv1gzMOTLbcA\nkrNqbsSs2yl4PDE/17f8H+6Yn2+WnsEJjjl7bGMiEuSmplX0BD0studzVc0yjGrtHr8LMBYO8evt\nbWxyuzCo1FxaUcWnCwr2Wqjjw0BKyVg4Tl8gwmAwymAwNrWP4okmpj1WBZi1KkxqNUatCrVgh2BW\nC5ES1VPCOiYlsYRkIhKnNzB99gsBOPQaCsw6Ckw6Cqe2YosOm+7w+PMjhGBFTi6LMx080t3F80MD\nXLttM5/Iy+ei8kpMmj33sz49mweXf5bL33yWfw22MBT284NZx2FQa3Zr/6Li0/DEAqwc38xtbX/n\n5povoVGlCrIUptdzUvm3Wdl5H0+23MKF8+7dZWJ4IJSVno/LtYWe7seZM+cq9LoMJqWLePNTxGfX\noX9jPZrt3cTnVB9U+woKCrtzeNzJFBQUjhi0LZ1IIYjPKsHz7OugA1vdl3G7G/B628jJOR6z+eBC\nwaRM8kzr7UxGx1leegnFtnk7PgsmItzY8ghDYRcXFJzAWXnH7LGNTr+LW5pfwxkNcUZeFd8oP2qv\ngjgpJc8PDfJ/3Z2EEgkW2jP47qxqsg2HXuL5UJBSMhKK0T4ZpmsyQudkhK7JMP74rmEJAsg2aJlv\n1+MwaCjOMGOMJ8g0aLHr1Fg0aixaFUa16qAyLyWkJBhP4p/ybLsicSYicZyRGM5wnPFInOFglC2u\nIFtcwV2OzdRrqEjTU5FmoCJNT5XV8KGKa7NGwzerZnFybi73trXw4vAQG11OvjurhkUZmXs8psiS\nzj3zTuf2ljdY6+znqoaXuXH2cjL1u2aOEULwvfKz8MYCrPds597OJ7ii8nOopsbdUfnnMODdRuvE\n67zR8zDLyy45qGtIFWgpZGhoJdXVl2Kr/ByjzQ/g7XgS7clnon9jPdqWTkVIKyjMIIqQVlBQmDGE\ndxL14AjxknwSo+/g00TRqEyY85bQtvlm4NBS3r098He63Ososx/NsUUX7vj3WDLOT9oepT0wxGlZ\nC/lq0Sl7PH6Da5A7294knIhzSdlCzs6v2auAHAwG+WVbC80+LxaNhv+tns1JObkfSqrPhJT0+aM0\ne4M0eUI0e0K43+dlzjNqmZdhotSip9CU8gDnGbXo1DsnCVlZaYyP71+Vv/1BLQRp2lRYx3QE44kd\nHvKBQJSeQIROX5h3JgK8M7EzbjjfpKU23UidzUidzUS2QfNft3dVmpV7Fy7msb4eHuvr5aaGrZya\nm8fFFZVYNLs/tUjT6Plx3Yn8tnM9L412cuW2/3Br3UkUmXZdhKhRqbl21gVc3fwQr0xsxa5L4+KS\n04GU0P7krB8x4t/OW/1/odg2jzL74gPu+7sFWpqaf0Fv75OUV5zLWPOf8Eg3GbFBErkO1N39EAqD\ncf9KpysoKEyPIqQVFBRmDE1rKnd0fHYVvpZ7SKogo/gUQqFRRkffwGqtxm6fe1Bt93u38fq7cdHV\n1yGmvHlJmeTnHf9ms7eTJfZqLq84c4/i64WRdn7bsR6NSsU1Ncez1FG823cg5e19cXiIBzrbiSST\nLHVk8c2qauy6/25cqSsSZ7MrwCZnkC2uwC7eZrtOzdJsC9VWIxVpesrS9Jg104vZDxOTRk2VVU2V\ndVfx5o7E6ZwM0zkZoc0XosUTZuWwj5XDPiAVFrIgw8SiTDNzM0z/tWvUqlRcWFrOsY4s7m1r4eWR\nYTa5XFxevWfvtFal5vLKJeQaLPy5dys/3PYSN9eeSI3Vscv3DGodt9R8iSsb7+efQ2+SoUvjs3nH\npT7TWDh79s38ect3eLr1J1y88EEs+j17wqejoOB0trf/ib6+p6io+BJpmfPwObcQavgL+tkXoB95\nG21bF7H5tQdnHAUFhV1Q33zzzTd/2J04WILBfVenUtg3ZrNeseUM8nG2p+HlNxGBEJET5zLS+gBx\nFeQv/TFdPf/E422mpvpbWK0VB9Sm2axnwjPG3xuuJJoIcX79HTjMpUBK9N7f+yIvjm2kNq2Ym6ov\nRKfa1WsopeTR/gb+1L2ZNI2eW+tOYqF9z/mk3dEId7U08eRgP0a1mu9Xz+ZLZeUY1R+8gEtKSZsv\nzPODHh7qmODhzgnWTQToC0RJ16o5NtvCpwttXFSZxZfKHSzLsVKTbiTbqEW3n9lCDrexadSoyDfp\nqLebWJ5r5bMldo7JslBk1qFXqxgORmnxhXlzzM8TfW62uoJ4ogmsWjVW3Qf/f2LX6Tk1Nw+1SrDR\n5eTV0REm4zHm2myohWoXewohqE/PJltv5s2JPl4b76bMbKPAuGs+cYNaxxJ7Na87G1jjaqbQ6KDU\nlCr6k6Z3oNeYaZtYzah/O3U5p+6YMO4vKpWWeDzAxMR6jMYcMnKX4u17CXzDmBd/Dd2mFognDsvw\njsNtfH7UUew5c5jNe67sDYpHWkFBYYYQLi/qkXHiZUWEO54gpAWzuRS0ZvoHnkOvd5CXt+KA203K\nJE+33cZkdJwVpZdRlL4zLvrJ4bU8ObyWYmMWN1dfiEGte9+xkj90beDZ4e3k6C38pP4k8o1pezzP\n2olx7tveii8WY4Hdzveqa3Ho937znAkSUtLqCfHWuJ+1436ckTgAGiGYbzexMNPMwkwThSbdjIU4\nSAnBGPgjEI5BJA7hOERiqX08CUkJSSmQMvVaSlCrQKuSaNTvvgadBkw6MGmn9jrQqeFgu6oWgvI0\nA+VpBj5TZCchJR2+MJucATa5grR4QzR7QzzSNUGxWcdxWRaOzU6jxDxz9nk/GpWKL5SUsTjDwd2t\nTTwzOMA2j5sf1NSRlbX7WDo1p4J0rYE7W9/g1ubV/E/lEk7L3XXymGOw85PZX+GHTX/ino5/Y9Na\nmJ9eDqTipXs9m2l3vsmavkc4vuRrB9znkuLP0tX1d3q6H6dw2YNoNRZ80k/O6Fsk8nNQ9w4iAkGk\n2bTvxhQUFKZFyEMtqfQhMpOxfh9nZjpu8uPOx9Weujc3oH9jPcEzTmSo+Qe4NH4KFl3NBF5aW39L\n9azLqKi4cN8NvY+tzsd5vunXlNuP5vz6n+7w0K1xNnPb9r9j11r4xZzLyNbvmoYulkzw8+1rWT3R\nS6nJxq31J+2xUmE4keCPHdt5aWQYnUrF18oq+HRB4R5Tmc0Ecsrz/NqIj7Xj/h0ZNSwaFUuyLByb\nZWGO3YRBfXAZQRJJcAfBGYCJALiCAm8IJiMQiKnwBJMkkh9c3LFaJbHqwWaEdGNqbzNKbCbItqT+\n7WAz4vliCTZMBFg7PslmV5BYMvXnK9+oZVlOGifmWsk3fXAhOOFEgoe6OnhuaBCNEHx3Th0n2bL2\nOFZafRPc3LyKyXiUL5fM44LCut3E/lZvF9e3/Bm9SsvP6y+l2JQNQCjm48FNl+CLjPHFuT+nxLbw\ngPu6ddvtDA7+h6OO+imqwc2Md/yDXJFPdvHVGFauIXza8cQW1R+cIT4gPq73zg8KxZ4zx54mze+i\nCGkF5cc2w3ws7Sklpj/+HZVvEt+58+hYfxWotVSc9Qyr3/wq0aiHE1c8jk53YGWzB7wN/GXr5Vh0\nmVy06AFM2pRYbvMPcFXTgwgEP6u7mEpL/i7HhRNxbmtZzSbPMLXWLG6sXU6aZnfvck/Az0+bG+kP\nBim3WPhBTR3FZvPB22EaxkIxXhvxsWrEx1AoVarZqlVz7HvE84HkXE5KcAVhxAtDPsGID0YnwRNK\neZPfj0pIbCYVJm0SqwEsOjBowaCV6DVg0KTea1QpofvuJqa2RDLlrY4nUvtYAiIJCEUhGBUEYxCM\nQiAKvjBMhkGyez+0KonDAtlpkGWR5FmhIB2shgPzZAfjSTY6A7w1NslGZ4DIlKiutho4Kc/Ksuw0\nLPtYBHmwrHdO8Mu2FjxTTy+uqKnbYwx9f9DLDU2vMh4J8pm8ai4rX7Sb6F45vpl7Ov5Njt7GL+q/\ngV2XymU+6GviL1v/B6M2nYsXPrhLmsf9wedr5801l5CZuYiFc66h47nzMMSg/PjfYX7kNRJFeYS+\ndPbBG+ED4GN57/wAUew5c0wnpJXQDgUFhUNGNTKB2uUhNrsCf+vfSKggI3cpY+NvEwqNUFx81gGL\n6HB8kqdabwXgrNk37BDRo2E3t7T+lVgyzo01F+4mon2xCDc3r6Jt0sliez5X1xy/W25fKSUvjQzz\nh47tRJNJziwo5OvllWhnuDJhNJHkrXE/K4e8NHhCAOhUghOmvKfz7CbU+ymefWHoc0GvW9DvhmEf\nRBO7HmvWSYpskGmWOMySTDNkmlNeYJMOcrJNu/xhlUmIRyERgWQitcnEztckAQFCNbWf2lQaUBtB\nrQOVFtQayftDeeNJmAxLPKGUuHcFYdwvGJuECT8M+0Sq0SkseklBOhTYoNAmKbWDcRrnskmj4vic\nNI7PSSOcSPL2uJ9VIz62uoK0+cI80D7O0Q4zp+WnM9dumtEnDIszHdx31BJ+393OmpFRLt/4Dj+c\nXcdc265it8iUzj1zT+eGpld5ZriNUCLG5VVLdkm3eErWAkbCbv46sIpb2v7KnbVfx6DWUWCtY0Xp\nZbza/TueabuNC+rvOqB4aau1iszMhTidGwnFfFiss/D7thPq+DeG4no0fUMInx9pPfjCSAoKCoqQ\nVlBQmAG0TdsBiFYX4tnSAFqw1X+VTc13A1Bacu4BtSel5MX2e/BFRjlt9qU74qL98RA3tj6yo+DK\nEvuuC6Zc0RDXNb5CX9DLydllXF55zG5lu4PxOL9pb+P1sVHMGg0/nF3HsY6Dqya3N0ZDMV4c9LBy\n2IcvlgrdqE03clKelaXZFkz7yD4hJTiD0DkO3S5BnwvcoZ1CUCUkWRbIs8rUlg55VrBMOd2TCYhM\nQjQA0THwBmA8IOiNhgn4BIkIxCOQiM6cuFRpJVojqc2U2uuMkjQLONJAXwBak0SIlDfdG5KMTsKw\nFwa9ggEPtI0J2sYABAJJjhXKMqAsU1KaAWl7ydhmUKtYkWtlRa4VZyTG6yOTvDriY82YnzVjfvKN\nWj5RYOOkPOs+U/XtL3adjnuWLuGPm5t5uKuT67du5sLScs4rLtlFtGfqTfx0zqnc2LSKlWNdhJNx\nfjDrOLSqnf24sPBERsIuXpnYyt0d/+LaWRegEiqOLjyfXu9mOl1vs7b/bxxX/KUD6mNZ6fk4nZvo\n7nmM8toL8b99E56h17FUfxpN3xCa1k5iR8/bd0MKCgp7RRHSCgoKh0YyiaalA2nQEw5tJKBJYtRn\nE5Ih3J5GsrKOxWLZc6q5vbFt9HlaxldRaJ3DqTWX4nKGiCcT3L79H/SFxjkr99jdCq6MhQNc1/gK\nQ+FJzsqv4ZKyhbt5Ibv8k9zZ3MhQKER1mpWrautmrLhKUko2OQO8MOhlozOABNK0Kj5XbOe0/HTy\n9hG7G4hApxM6xgXt4+B5j3A2aiU1OZISu6TYDoW21EK/eASCLghPgLNTMOiBsBcifmAP4R2QQKhB\nowedGTQZEo1hyrOsAZU6tQm1TO1FStRLCUztZVKQjEMiBslYap+IprZYCPyT7z33rn0Qaok+DQxp\nYLSDwy4pygRjRep8/ohk0Av9bkGPK+WBH/EJ1vak2sm2SKqyoTo7Jaz3pIkz9Vo+V5LBZ4vtbPeF\neXHQyxtjkzzYMc5fuiZYlp3Gpwptu6XiOxiEEHyuqJjZ1nR+2tLIIz1dNHk9XFlTS/p7Qj3StHpu\nqz+ZW5pf482JPsKJONfWHI9+6kmJEILLK85mLOpljauZh/pe5uKS0xFCxaerr+HBjZewuudBSmwL\nKbDuf9q6rKwlmM3FDA2tZFbVRWhUBryaMDnGIQxCoG3uUIS0gsIhosRIKyhxVDPMx82e6p4BTI8+\nQ3R+LQOBXzGBk7z6b9MdbmF4+FWOPvoXODL3f7GUM9jHQ5suRSU0XLzoT1QWVTE25uPezid5aXwT\nx9hruL76C7s8Hh8OT3JtwyuMRQJ8vqieLxXP3W1h18qRYX6zvY2YTPK5wmK+Ula+m7f6YIgmkrw2\n4uPJfjeDwVTsc7XVwCcLbCzNtuxSEOW9SAnjfmgegZbRVLjGuzHFBq2k0gGVDkm5AxxmiIchMA4B\nJwSdgqATIpO7i2WNQWK0gd4KeotEZ2bHlldiwePzH/I1T4dMpvoaC0E0BFE/RHyCyCSEJ1Oe8kTk\nff0WEoMVTJlgyZKYs8DsgKQKBj3Q44Iup6DbCbGpcBatWlKeCbOyJbW5qUWNe8MXS/DqsJcXB70M\nT8Wn19uMnFVs56hM80GHfbz3t+6NRfl5awsbXU4ydDp+NLueetuuC2DDiTi3t65mo3uYuek53DB7\nOab3FHmZjAW5ovF+BsIT/E/5mXwqJ1WUpdezib9tuwKbIY+LFj6AXrP/cfx9fU/T2HQPlRVfweZx\n4ex7jnxtJbmhs9F09+P/1oVI24GFXX1QfNzunR80ij1nDmWxocK0KD+2meXjZk/Dc6vQbmvFf0Y9\n21tuIKlWU3j6g6xe83UsllKWLf3Tfqcmiyej/HnLtxn1t3P27JuYnXUSWVlp/HrLszzct5Iqcz53\n1V28S5q7gaCPaxtX4oyG+HLJPD5ftGsmglgyyf2d7Tw/NIhZo+HKmlqOznS8/9QHjC+W4MUBD88O\nePDGEmgEnJBj5dNFNir2EoOQlNDnhuZhQfMoOAMpuwhSHtaqbEllFuRbIeqFyVHwjwomR1Ni9L1o\nDBJTJpgzwWiXGNLBkJ7yNu+Nw2VsxsIQck9tLkFw6vUuoSZCYsoAcxak5UqseSAM0OtKhYBsH4Mx\n/87vF9ok9XmSulxw7CXsNyklW1xBnul3s2mqZHmBScvZRXZW5Fr3OunZG++3Z1JK/tXfyyPd3QBc\nUlHJZwoKdxn/sWSCn7atYa2zn+q0TG6pO3GXhbBDYRf/2/AH/PEwt9R8iaPsVQC81v1H1vb/lbrs\nUzmz5vr97mMiEebVVecDsGzxL+h5+WJMUSivugPTyi1EViwheuyBZwX5IDhcxueRgmLPmWM6Ia0U\nZFFQkrbPMB8re8bjGJ5/DWk24tStxhMbwpa9hLHkOG53AzXV3yA9vWq/m1vV9Xu2O99gbs6nOK74\nywCs8TRxT+sTZOvSubPuItK0O3Pf9gQ8XNO4EncszCVlCzmvsG6X9pyRCDc3bmXtxASlZjO3z1tA\njXXX0s0Hylgoxl+7ndzbPMJmdxCNSvCZQhtX1udzYp6VDP37FzbCkBfe7BL8e6tgTbeKPrcgkYTZ\nubC8UvLZebDQAVYvBNsEfW8JRhpUePoEQZeAJFjzwVEpya2XFC+RFCyCrCpIL0h5cnXmVHjGdBwu\nY1OtAX0aWLLAVgxZ1ZA3FxxVEku2RGdJBYUE3RAYF7h7BCONAk83GCKCCrtkWQ0sKZc4LJJEMjVB\naR9XsbZH0DScyh5iM+y6YFEIQZ5Jx4pcK8dmWYgmJM2eEOsmArw05CUhodSiR7ufC0Dfb08hBHXp\nNubYbKx3OVkzMc5IOMwie8aOpx9qoWKpo4jRcIAN7iE2uodZ6ijasSA2TWOk3lrCK+NbWeNq4mh7\nNXadhaL0eXS519PlXofdUEC2Zf8KG6lUGhLxIBMT72CxVqJ1DxBM+kgzWDEOaBGBELGFdftu6L/A\n4TI+jxQUe84c0xVkUTzSCsqsdYb5ONlT09qJ8YmXCB9dS+fYLQS0SYpW3Mdbm69GpdJx4op/oFbv\nX17fTtc6Hmv8ERnGIr6+8H50auOONHcqoeLn9ZfuqAAH0Ol3cX3jq/jiEb5VfhSfzt914WGT18Od\nzY24o1GWZ+fwP7NqMBxChcKxUIx/9rp4ZdhLXKbKV59ZZOfU/HRMmt09mRN+2DII2wYF41OeZ4NG\nUpcHc/IkJekQGgXvgMA7uKvHWWeWpOWCJUeSlpOKJz7AAnd75KM2NpNJCDphchh8w4LJEUjGdtrJ\nlCmxFUF6kUSkQ9s4NA6nYszfzZVdYpcsKJTMyU9lLnk/zkic5wc8vDDoIRBPkqZRcWaRnTOKbPss\nST6dPSciYW5vamT7pI8KSxrX1c0h27DzSUVSSn7XuZ7nR9opMaVze/0p2HQ7P3/D2cjt2/9Btt7G\nL+d8E5vWjDs0yIObLgHgooUPYDcW7JcdIxEnq1ZdgNGUx7yCCxjefDeZcTPFqm+j7ewjcNnnSWYe\nWHq9D4KP2vg83FHsOXMoHmmFaVFmrTPLx8meutffQe304KtwMxrchlGfTcCey9jYm5SXfR6HY9F+\ntROIuvh7ww9JyDgX1P+MdEMuExEf1zQ/RCAR5vrqL1BnLdnx/bbJCa5rfJVAIsrllUv4VN6sHZ9J\nKXl2aJCftTQRTiS5pKKKr5dXHHRqu9FQjP/rnODXrSO0T0bINWq5qCqL79bkUmsz7uK9jMZT4vmZ\nRsELLSq6nYJoAupy4bQayRlVkB+C8JTX2dmhIjAhkElIL4ScWknxMZLCoyCjLOWx1ZoOvlLg+/mo\njU0hUp72tBxwVKa81rZiicGa8v8EJmByWDCxXeBuA1tcMDdPcmI9ZKdLIvFUfHXrmIo13TDkFWjU\nkGHaWRTGpFExL8PEJwrSMahVtHnDbHAFeXHQSywpKbXo9xryMZ09TRoNJ+bk4IpG2eBysmpshCqL\nlRyjceraBIvt+UzGo7zjHmSje4ilmcU7PNMlpmwEgrXuFlon+1nhmItFZ8Oqz6Zl/FUGJ5uZk/MJ\nVPsxw9JoTASCgzidG8kq/iTR/jeIyAj2vMXo+v1Io4FEyf6J8g+Sj9r4PNxR7DlzTOeRVoS0gvJj\nm2E+NvYMRTC8+DpJh52R2JOERIis2q/ROvBPkskYC+bfgFq978wIUiZ5ouVmxgIdnFT+TaqzlhNJ\nxLi+5c8Mhif4fu1ZLLfN2fH9lIh+hXAizhWzjuPUnJ2PuGPJJPe1t/F4Xy/pWi03zpnLCdk5B1U+\nejwc4+GOCe5rHaFjMkKuScvFldl8qzqHCqthxwI1KWHQC69sF/xzi6BhSIUnJKh0SE6eJTmzEgr8\nEG4RDKwTePpUhL0Coy0V0lC0WFJyXEooWrJBe4CFSQ6Ej/rY3CGsc8FRBbl1YMmWqLWpRYz+sVQY\nyEQLWCOCBQWSpbVgNUl8YUG3S7BtSLChH8IxQaYpVYQGQKdSUWcz8YkCGya1iu2+MBudAV4c9BKX\nkvI0w24hH/uyp1qoWJLpwK7T8/bEOK+MjmDSaKhOsyKEQAjBInsegUSUda5BNriHWJpZhFGd6tQc\nayn9oXE2eNpxRic5xl5DjqUSd2iQLvc6kjJBqX3/JqsmYx59/U8TjXnJMVUSDPSiTwSwuPIQkwFi\nC+s/uIG3n3zUx+fhhmLPmWM6If2hpb/bunUrd999N4888gh9fX1cffXVqFQqqqqquOmmmz6sbiko\nKOwn2tZORCJJpFSLx+VCLTT4zWmEQiOUFH8Wnc6270aA9YP/osu9jjL70SwuOA8pJfd2PkF7YJBT\nsxZwYcUKJiZSmSY6/S5uaFxFJJHgR9VLOT5rp5faG41yW1MDzT4vVWmpR+kO/YGnOJuMJfhnr4vn\nBjzEkpJ8k5YLSjM5PicNtdjd+/x2j5gqLgJWg2RpmWR+tiQ5As4tgpbRqWNEKlzDVpzEXpJaGKhw\naKh1YC8Be4lESgi5JO5ecHULPH2pTagkeQVQVy6JZEg2Dgk2D8Cr7YJV7TArG44ukVRng1qV8lCf\nW5rBGYU2Xhzy8ESvm0e7nTw/4OH80gxOL7Dtdww1pDzPn8ovSMVLvgT4AAAgAElEQVToNzVyf2c7\nXf5JvjurBq1KhRCCS8sWAYKnhlq5pmElt885hQydESEEV1R8juGwm5fHN1Fiyuac/KWcXvm/DPqa\nWNv/N8rsR+1XCXGrtZLMzEU4nRspn3sTDK/G7WvCUX4Kuu3DqMacJHMOfRGugsLHjQ/FI/3AAw/w\nu9/9DrVazbnnnsvVV1/Nd77zHb773e+yatUqEokE5eXl+2xHmWnNDMqsdWb5uNjT8PIbiMkA446N\neBOj2LKPo8v3DpGIhwXzb0Sr3XtM2buM+LfzVMuPMWrT+cKcu9FpTPxjcDVPjbxNbVox1876PFaL\nkWAwSk/Aw3WNrxBIRLly1nEszy7d0U5PwM912zbTEwhwfFY219fNxardv9jsd4kkkjzV7+auxmEa\n3CEydRounZXFt2tyKE/b6YF2B+G1dsFjmwUNwyqCUajNhU/Okiwzga5bMPKOwNuvIhqAtDzIny8p\nOx5y6lJhCppDT2F8UBzJY1OIVBiMNQ9yaiGjXKI1SmJhgX9U4O4VBDqgWA8nVEtycyT+iKDLmfJS\nb+yHhIQcSyo/tVYlmJ1u5PQCGzqVoGlqUeJrIz6sWjXFZh2WA7BnlsHACdk5NHu9bHA5afC4Odrh\nwKBWI4RgoS2PYCLGO+5B1rsGWeooxqjWolGpWWybxesTDbzlaqHKkk+JOY/8tFoaRl+g272B+pzT\n0e7H0x+dNp2h4ZUIjQGz30dIBkiz5mAc1oBGQ6L8wPK9zzRH8vj8MFDsOXMcdqEdTqeTr3zlK7z8\n8suce+653HXXXVx33XUAJJNJ1q5dy/Lly/fZjjJAZgblxzazfBzsKZweDK+9Tbw0h4HIs8TUEmPd\n5+kZeJrc3OUUF5+5zzaiiRB/b/ghwZibz9beQo6lijXOZu7rfposXTp31H4di8aA2aynbWKcaxtf\nwRuP8L3KYzglZ+dEe71zgpsbtuKJxbiwpIxvVM46oPzQiaTklWEfdzYO8/a4H4NK8KVyB9+vzaXS\nakQlBFJCtxOeaxI81SDodQv0GlhWBmcWS/ImBN6NAne3iohPYHZA3hxJ2Qmp8AOzA9Taffflg+bj\nMDbfRWuYEtWzIaNCojVIIj7B5IjA3SnQjcL8bDiqUqLWQ78H2sZUrO0BX1jgMKcWJ2pVgnq7iVPz\nrcSlpMEd4q1xP+sm/BSkGcg4AO+0SaNhRXYOw6EQG90u1oyPscCeQbpOt0NMh5Jx3nHtKqZNGj31\n1hJeHd/CW+4WjrFXU2QpQyXUbHe+gSvUz+ysk/YZwmQy5TM8vAqXaxslZecQmtiKCI9iC9WjGncS\nWzwXZiC3+sHycRqf/w0Ue84ch11ox6mnnsrg4OCO9+9NHGI2m5mcVFaZKigczmgb2wCYzOghOJnE\nbMinb3QVAOVln9+vNlZ23ocr1MfigvOoyDiG7sAId3f8C71Ky001F2LXpZIBD/i9XNf4Cp5YmG9X\nLOa03FRMtJSSJwb6eairA51KxdW19SzLyj6g69jiCvCn9nH6AlF0KsG5UxXxLFMl85ISmobh9Q7B\noDclUgrSJccWJMkNgKtZ0OdOCQ+dWeKolzgqpRK2cZhhTIeChZC/QOIflUy0C1xdMLxVwFZBda5k\nSZWkXUje6hW83SNY1wM1ObCsXFKWCek6DZdUZXNmoZ1Hu52sGvFxxeoOFmWauagyi0Lz/j0B0avV\n/HB2HYUmE4/29vCDzRu4qraeRRmZCCG4uHQBKuBfgy1c3fAyd845lQydkWpLIVdUfo472x/j5ta/\ncu+cb3BM0RfocW+g3fkmm4efZmH+WdOeWwgVZaXn0dh0Dy5VBDUaPNJDuFyPqcmLprOP+KyyQze4\ngsLHiMOiRLjqPTPgQCCA1bp/VZamS0eicGAotpxZjmR7ymSSSHM7GHS4J18CIL3ukzS2PkBOziKq\nqo7eZxtbB1aydeQ5CtKrOW/xlfjiEW7d8jfCySh3HfV1jslPZeEYDk7y7dXP4IyG+P6cY/liZaqc\ncSyZ5M5NW3m2p48sg4GfHXc0szP2P33XwGSYX20Z4M0hLwL4TFkml9TnkzWVHy0Wl7zVEeelxhij\nvlS9wUUlKpZla4h1JRhdnWAwkUpJl1ujpmiuhqwyNeIAvJMfFkfy2NwfsrOhfA4kYpLR9gT9W2NM\n9CSZHBFYjXDxXA1eh4pVvXFaRpO0jArKs1ScMU/L3CI1WULwk+IMOjxB7t08wMaxSba4Apxblc3X\n6/Kw6vbvz+r3s+cxOyeTn2zYzC0NW7li/hzOq0w9aflR1gmYTHoead/CjS2r+N3xZ5KhN3Ju1nE4\nhZf7t/+Hu7of5zfHfouvLr2Du1dewCtdv2Fe2bHkWqfPL223n0N7x58YHHye+UXHMda/mkndO5io\nxtzWgW7p3EO28aHwcR+fM41izw+ew0JI19bWsn79ehYvXszq1as55phj9us4JT/izKDkmpxZjnR7\nqrv7MXkmCdaYccfcqFVaun29ABQVnrfPa/eGR/nHph+jVRk4o+o6RicCXNv8MMMhN18uOok52nLG\nxyeZiAS5quFlRsJ+vloyn1PTU/8eiMe5rWkb2zweKi1pXF8/F0dCs182D8aTPN7j5Ol+D3EpqU03\ncumsLMrTDBCI0O+JsK4X1nQJJiMCtUqyuBDmayTBTknfO0kADDZJVrXEUQlaYxKIMeE8ZNN+4Bzp\nY/NA0WZB+SmQ74WxVsHEduheFwfg+ALJ8nLJuoCgeTTJfSsj5FolJ1ZK6vMhXcB9K6p4tmWEhzrG\n+cf2MZ7vmuAL5Q4+kZ+Oej8mVQuN6dw+bwE/adzG3VsaaBlzcVllFWqh4oLsWiYDYZ4cauVbrz3F\nHXNOIU2r5+yM42jO6GeNs5lb3nmUy8vP4pOVP+Jfzdfx0FtX8bUFv0ejmqa8JVBUeCYdnX/Gay+H\nvtWMeraRmb0YdXMXEz2jSLNp2uM/KJTxObMo9pw5Dss80pOTk7z00kuce+651NfXc+edd/LYY49h\ns9m47LLL9itdlRL7MzMocVQzy5FuT/3q9ajHXYxkvcOkdGLJOYZO1xtYLCXMnv2daX+7SZngX03X\n4gr1c3rl/1JmX8yvup7mbXcrJ2TW863SMxBC4IqGuKZxJcNhP5fULOLcvFogVanwum1baJv0cUym\ngxvnzMOq3XfwcVJKXh3xcUfDEJtdQTL0Gr5Tk8PXKx1k6LVE4vBGBzy6SdA6qkIIOD4fTtaBsQ38\nvSpioVSGiNKlkqKjU4sGD4e45wPhSB+bB4vGMJXHuy41SYqFUvmpwwOCghAcXSqRZuh0QsOwiq2D\noFNDWY4Ohwo+UZCOUa2iwRNi3YSfteN+is06so37HiAOvYFlWdls9bhZ73LS7vOxJNOBTq1moS0P\nTyzMevcQW7wjnOAoQa/WcLS9mg2edtZ7tmPWGFiWs5RA1E2n620icT8VGdM7oyyWEnp7/k0gPEqO\nTCeU9GJKt2MaNZK0mEkW5M6UaQ8IZXzOLIo9Zw6lsqHCtCiz1pnliLZnOILlvv8jkaaiyfYXImpI\n1pxB78CzzJlzFUWFn5r28Dd7H+aN3oeocSzn7Nm38OTwWv7Y+wJV5nzuqrsYg1qHNxbmmoaV9Aa9\nnFtYyw+POp6JCT/9gQA3NmxhPBLhjPwCLquctUs6ur3R44/w29ZR2nxhdCrBOVNx0Hq1ikgc1nbD\n6k5BKCYwaiUn5Ejy3QJvN0gpUOsl2dWQPVui/4g/Jd3j2EwC0dQmYlPv5Xu2d98LUs8wNSDVgHrn\n+8Pj2ebMEnTCSJPA2QEymRoHaRXQrIUNo5CQAodFsKIywfyCVOo8TzTOXzonWDnsQwIn5lr5WqUD\n236EewTjcX7a0sRGl5MKi4Wb6ueRodeTlJJfdazj5dFOatIc3Fp3EiaNlvGIl+81/B5vLMCPZ3+Z\nuWnFPLz5G0wEuzm37naqMpdOe75tDXcxMPAcswvPIdz2b9ITJqp6zkRm2glefP6HklP6iL53fggo\n9pw5pvNIK0JaQfmxzTBHsj21W5oxvPA649U9dCfXYTKX0aYeQa0xsmL536ctBz7gbeAvWy8nTe/g\nooUP0uQf4abWR7BpLfxyzjdx6K1MxiNc2/AKXQE3Z+VXc2nZIrKzrazuGOCWxq3443G+UlrOecUl\n+3xqFU4kebTbydP9bpISjsuycFFVFlkGLdE4vN2TEtCBqMCokSzPlGQ7BZODqXaNNklOvSSzEtQf\nFaEYAeEB4Z3aAkBAIAKp19qomrg3AWEQ74rn+KELJqmRYABpJLU3TO3NINNApklkGpD27vvU5x8F\nokEYaxGMtUA8nMpLnVYCXWmwdlwQT0KWWXJKdSrkQyWgzRvi921jdPkjmDUqvlzh4LT89H1O/BIy\nyW+2t/HSyDDZegO3zJlHkdlMQib5+fa1vDbeQ701m1vqTsSg1tA62c+Pmh5Ep9LwizmXoU/6eHjT\nN9GpjVy86EHS9HvPCx0IDPD66i9jtVaQMzpAIhGmNv45zD1aAl87h2TegS3cnQmO5Hvnh4Fiz5lD\nEdIK06L82GaWI9mepof+iRgdo630SSY1Uaj8BN3DL1A96xtUVHxxr8eF45P8aePFTEbGuXDeL0GX\nx/cb/kAsmeBndRdTnVZIMB7jusZX2O538qncKr5dsRghBM1RP9ev20A8Kbm8uoZTcvP22c91437u\n3z7GeCROjkHLZbOyOMphIZ6Adb2pPND+qMCglqywSTLHBcHxlMix5Ejy5klsRR96obfdiYKYSG2q\nCRATAuGeEs0eEOF9d1gaZUro6lKb1AH6qb0WUJHyPov3vZZAHEik9uLd1zEQYVIiPkRKpMf2sx8Z\n7NiS9qn3jtR2uHm5k3GY6ICRRkHYk7q+jHIVrYYEa12QlIJcq+TUasnsHEgieXHQw186nQQTSaqs\nBr5VnU1F2vQzCCkl/+jr4S893Zg1Gm6om0O9zU5CJvlp6xrWOPuYb8vlptoV6FRqXh3fws86/kW+\nIYN767/B9vH/8FLHvZTaFvH5OXcjpikhvnnLLQwPv0p1+lKiQ2+RLQso7VhGdGEdkdNPmFH77Q9H\n8r3zw0Cx58yhCGmFaVF+bDPLkWpP1fA45of/ia/ITav+JXRaK10WkDLBiSseQ6s17/E4KSVPtd5C\ny/gqlhV/jfkFF/D9xj8wFHbxw8pzOSlrHqFEjBsaX6VlcoJTssv5XtUxqITg+aFBft/ehk6l5pq6\nVIqw6RgPx7h/+xjrJgJoBJxdnMH5pRloVSq2DcJLbQJ3UKBXS1akgX0EIlNp7WzFKQGdljPjpjtw\ngqAaBjEMqmGBGJsSzt49C1RplEgbyHSm9jL12gKYpjzDZnAUW5hw+T/4/ieAUMoLLiZTG5MgJkXq\nvY/UBMANIrr7NUmVRGaCzIZkNsgcmXqdy4fuyZYSPH0wtEUQmJp8GXMlXVZY5wWJoNAmOb1GUpkF\n7kicBzvGWT06iQr4ZKGNL5VnYtKopz3PKyPD/Gp7KwL435palmfnEE8mub31Dda5BjjKns/1s09A\nq1LzUO9LPDb0BvPTy/lx9Zd5qvVG2p1rWFH2DY4t2vsE1+fr4M01F2NPr8M+2IImKakfPQdNwoT/\nu18F7X93NnOk3js/LBR7zhzTCenDbM6voKBwuKLd0gTAuHYDCIjkzCbmeZvKyq/uVUQDNIy+QMv4\nKgqtczim+EJuav0bQ2EX5+cfz0lZ8wgn4tzS/DotkxMszyrh8qolCOCR7i7+0deDXa/jhtq5zJom\nLWZCSp7t9/C37gnCCUmdzcg3q7MpNutpH4cXmwVDPoFaSE5OkzjGIDokiAqJo0qSN1di3P/seTOH\nBOECVR+IQbFTPHt2F5dJmyRZJac8tpJk1pT31g5Mn6RhB0L9X3KxqwFLSsjLXSYm7/PbSCAgEa4p\nO7hAjE9NHEZB1SRQN0HKJZ4imSmRhZAskCQLIFkI/Bdj14VILTq1FUtUASPNr4eYHBbkjcAFWZIu\nq+Qdt+BPbwuqsyWfrNVwZV0ep+al8/vtozw34GHduJ9vVWdzlMOy1/OcnJtHpl7PbU0N/KyliYlI\nmM8VFnNNzTJubXmdDe4hftq2hqurl/HV4lPoDY2xzt3G/X0v8rVZP+JPGy9mdc8DlKQvIN86e4/n\nsForyco6lvHxtThslcS8nThzWsntqkfT0kF8bs0HZUYFhSMGxSOtoMxaZ5gj0p6RKJb7/o+oaZIG\nx9NIlZrBDCvxeIgTV/wDnW7PFUicwX4e2nQpKqHm4kV/4m/DG3l65G2W2Ku5sfqLxKXk1ubX2eQZ\nZmlmEVfVLENK+E17Gy+PDJNnMHLfiuMwhPZ+m+rzR/hV6yjtvjBpWhUXVWZxYq6VYZ/ghWZBx4QA\nCUtNkgIXxHwCISSOWanS3f/VBYSToOoHVZ9A1Zd6LQK7iltplSTzIJkHMj/1WmaRCsU4RD5yY9MP\nqjEQo6AaE4ghUA2ACO3BZkWQLJUkSyFZxIzYa1+8a8/J0ZSH2tuf6pcuU9JsgYawQCA5qhhOqZYY\ndUke73Hxz14XCQnLc9K4pCobq27v3uluv5+bG7bijO5cZBtPJril+TW2ekc5wVHCD6qPI5KMcWXD\nH+kJjfE/5WdSq1PzaMMV2Ax5XLTwAfSaPU923e5G1r79HTLT67EONWGMq6nrPhuZl0/wa+d8IHbb\nGx+58XmYo9hz5jgs09/NBEpal5lBSZEzsxyJ9tRua0G7vYfhgk1Mqj0kMytxRgYoKz2PnJxlezwm\nnozyeONV+CKjfKbmGhrCEf7c/wolxmx+PPsrCFTc0fIGGzxDHJ1RwNU1y4hLuL25kTfHx6hKS+O2\neQsoc9j2aM94UvJ4j4ufNw8zEYlzQk4aN84tJFdv5OkGFU83qnAFBEfpJEv9YBwTyChkVUPlyRJH\nFWj205N7UEgQTlA3gma1QPu0QPe8Cs0mgbpToJoQyDRIVEPiaEn8ZEnsTEn8NEgcBclqkPmAlZSH\ndwb4yI1NXcrjLosgWQOJxRA/KWWvREUq3ANDKnRE1S9Qtws06wWaV0HdJFCNCER45yLImeZde+ot\n4KhMealjIQgMCzK8gnqjJKKDRrfgnd5UFphPlpk4LsdCpy/MJleQV4Z9ZOo1lJh1e1xAa9fpOD47\nm81uF+tdTnr8fpZmZbM8q5Qm3xgb3EOMRQIsc5Sy2D6LVRNbecvVzLLsY3HozHS43sIXGaPaseeY\nZ6MxG6drCy7PNjLVWcSSAUzmdMyDWuKVJci0vT9tmmk+cuPzMEex58wxXfo7RUgrKD+2GeaIs6eU\nGF54nWTYTa9tHQkhGTEKkjLOggU3o9EY93jYa91/pG3idebmfIo02/Hc0f4P0jRG7qz7OulaMz9t\nW8PbrgEW2vK4fvYJBOMJbmjYQqPXwyJ7BjfNmUeaVrtHe3b4wty6bZA3xvzYdGquqMvjrMJM1nar\n+PtGwZBXUKuWnBAE64RAxv4LAlqCGAP1NtC8JtA9IdCuVKFuFKiGUgIpWQmJRZL4SZLY2ZLEKZCc\nB8nS1IK7D9qLekSMTQEYUyEjyUpILIT4CogvkSRLJdhASBCDoO4RqLcJtK8L1JtICetYKl58f8Nh\n/r+9O4+Tq6rzPv6599Ze1dXV+5Jek+5OJ52NLGSBsAVRJCTAuMwAojICIg46o6PyKBIVhZlHcBlB\nlAF5BCJqEhAFI1vIQvZ0Z987nd73vaq6tnvP88etNElIQpZKujuc9+vVr0qguvvUN6du/erUWU7l\n+DxtLkgbA8n5gkgABloUsvoVxjkFXQps71TZUg/Zbo3by5PxWDQquwKsafNzsD/MeJ8T9wnmTrss\nFq7KzGZ/fy9burvY0dPD5RlZXJNZzPbeFjZ1N9ETHeDqjDGUJ+XzdvtW1nXv4dbi22jr38Gh7g2k\nOEaR6TnxqYd2ezpNTW9g8RVj87cTo5O0njIwBPoFPDL8ouifw4jMM3FkIS2dknyyJdbFlqfa2Ip9\nXSVteTvpsnUS846iK9ZKQcFCcnKuPuH3HOraxD8OPk6qM5/LS77J9/a8QFTE+EH57RS7s3ls/1rW\ndNQxKTmLB8dfSVckwgPbq6gNBJiXlc1/jqvArpkFxdF5RnSDF2s6+OXeVrojOtfmeHlg4ij8/Q6e\n36Swu0Ul14B5EUiPF9DpZWYBnVF2HgroAGi7wbJSwbpMwfq2irbbHAnFCvo4iM0RROcLYgviI80l\niZuqcaYutr55DAeI7PjI9SyIXQ3GOIHIFGABtSVeWG9TsL6roG0zp4tgmIs0z2bF0MnytLnNEWpv\nriDcB5E2hTy/QolD0KhDVZvK/jaFK/Mc3FiURF0gQlVXkDeb+vBYVcYk2T8wOm1TVa7IzKIlNMDm\nrk42dHQwJyOT67JHU9ndzKbuJgJ6hOuzxpFmS2JV50629h3iztI72dP2BtVd6xiXcTVO6wfXGrhc\nubS1raO7by8pwkVYDOATKTgaDSJTJ1ywRYcXdf8cAjLPxJGFtHRK8smWWBdbnvZ31qJ0tFKTtpao\nYtCe5ELXw1wyZdEJFxkGIt38ccc30UWUheN+wn8d+jut4R6+Ujyfy9Iq+OWBDaxoP8x4bwaLKq6i\nMTjAd7dV0REO85mCQu4pKUNT39+y60iee3oH+OG2RjZ0BMhwWPjWhBxmJKeydKvGmkMqjjDMi0FB\npwIhhZRCQek8QWZ5AgtoHdTDoK1XsL6mYP2LgmWbitqogAp6BcTmxqdo3ADGFBCFmIvhhsFWehdb\n3zwlzZwWYhTHR62vBn28QKQJUEBtAq1GwVKlYFkJ6iEFAoAr/nUa/14flqfdA+mlkJQtCPWC3qFQ\nNACjHLB3QGFDg0IkonFHeRJ5Hitbu4Osbfezty/EhBOMTmuKwuz0DMK6wYauDla3t3FpWgbzc0vY\n3N3Ehq5GIkLnU6Om4o+F2Nizj5ZIgPm589jbsYLG/t1MzPoE6nFb4imKgt2eQnPz22jefOzBHnRr\nD2ldYxBu5wU76fAj1T8vAJln4shCWjol+WRLrIspT6WnD8fyVXRn7aXd2UrMlUaX3k5+/g2MGvWx\nD9xfCMErexfRGjjAlcX38EpPCzv6DnND1qXclnc1T1Zv5I3Waso8afyo4hr29PWxaMd2AnqMe0vK\n+HRB0QdG4qwOK7/d0cQTe1vpjxrckOfj30pz2XrYwSvbFcJ+hStigvIu0EIKSdmCMVcLciaB9cSz\nTs5MCNRdYHlHwbZEwfKeinZIgf54kTYrPuK8MF445wNuhkXhfLyLqW+eMRXwgTHa/GQgdjUYZQLh\nNffB1moUtH0KljUK2hZQO8x/QJES/94TOJ08FQUcXnNqkTtdEOxQ0LoVysICjxW29itsqFMo8dq5\nvTyJxqA5Ov12cx8pNo0iz7Gj04qicElqKm6LhbUd7bzb1spEXyo355WxsauBDV2NKArcUTibvf0N\nbO49gM9VQLHdyaHuDRhCpyhl2gkeSz7t7evo9h/Eq1uJMEBaMANbu0502oQLsqn6R7p/ngcyz8SR\nhbR0SvLJllgXU57297agNTZRk/EeEU2nzePAEDpTL/nhCUejNzctZUvTMopTZtBun8Tf2zYzyVvM\nt0o+xTOHq/hb8wFGu1N4eOI1bOjo5L/3mFvqfbtiAvNOcNBKTX+Y726qZW1bP5kOK9+ZmEtK1MdL\nW1SaOhWmR2BqDzgGFJwpMPoKQd50cyTwnPSAVgnWvytYlyhYqlRznrPTHN2MXieIfgr0OWCMAZIZ\nloXz8S6mvnnO1PhBMGXmv2NspkBkCdDMPby1GgVLpYJlFSjN5s4vIoVjpoCcSZ6KAk4fZI4Dm0sQ\naFPw9CuMjQliCmzsUjnQpnFLcRJjUy1s6QrwXpufan+YiT4XTsux1Xy5N5l8l4s17W2saGul2J3E\nrQXjWNfZwLquBhyahS8WXs7art1s6N7H7JyPEwrs4WDXWvK9E/E5c49rn4LTkUVT05uo7kwc4QCG\nw09q6yiMzDSM9NRzTfxDyf6ZWDLPxJGFtHRK8smWWBdNnuEIzlffote7j5akRkJ2Nz30UVh4C7m5\n13zg7k39e/jLnh/itHopGHU3T9e9RbY9hYfH3cEfG/bwctNeCl3J/HjCNbzR3MJTBw/gslj4waTJ\nHzhoRTcEy2q7eXx3M52hGB/PTeZz+bm8vcvO5jqVwhDM9YM3oGBzQ+FsQdEcs1A524EzpRMs68H6\nioLtr/G5zh0KIhtisyG60JznbFSYB4WMxF34L5q+eT44QOSBPsVcvGiUCnCZh8ZoNQqWbfEpIHUK\nxMx51e6UM89TUcCdYRbUqiYItCikBxVKdEFbFNa0qDiEgzvGJdESCsdHp3vJcFgp9Bz7Yl7o9lCR\n7GNtezsr21vxWe18sXg867rqea+znjSbi3/Jn8WK9m2s697PTUWfprFrJTXdm5iY+XGs2rFbmbhc\nuXR2bqE7cAiPrhFRAqT35WDt1olOHnfeR6Vl/0wsmWfinKqQlvtIS3KvyQS7WPK0btyG/e017C36\nC73WMM1eNzoGV125GLv92NGpgWg/v6v8Er3hVuaUfo+f1a1FReFnE+9mTXsri+t3kOf08pMJ8/hz\nXQN/a2ogw27nBxOnUOA+dmS7KRjh57tb2NcXIsWm8c2pxRw8qLGxFnxRhdkhgT2ooGqCnCmCnImg\nnmVRq3SDtg20rYpZIGGeqmeMAX2CMIvm8z8Qd8Gkp3voaO6DqIES0c1bXYAR/9IFGKAYR/03RYkf\nF27eivgtigKaAhYVYVXBqsRvVdBOfiz1iCNAaQJtu4K2w9z5A8x+YinXGKiIoU/CnM5zFiJBaKxU\naN8HCAW/S7DBoTBgF1xdJui3dfN8TQcRQ3BZpocvl2V9YN/pwwFzr+mOcJgbR+Xxydws/s/Ot+mK\nDPDVkkvJcig8uOd5vFYnn0/Loar+WUpSZ/Opikc+MJWqs7OKDRu/TrIljdTeLjJDGRTVX0Pw1gXo\nhaPO7kGepovl2jlcyDwTRx4RLp2SfLIl1kWRZyyG+9cv0m3qNhUAACAASURBVKdsZn/2DgJ2B22W\nAcaMuZ2xZXcdc1chBMt2f4/9nWuYPOo2/tDTS2ekn++PvZW6QIz/V7uNbIeHH1XM47lDNaztaKfI\n7WbRxCmk2+3H/Jzljb387mA7YUNweUYSc5KyWHnAQiQA00OCTL/5op86WpB/qTi7KRw9ZvFs2aqg\n1h5VPJeAPkWgT+Ssi6ILJqKj9EdR/FGUAR1lIIYSjJm3AzoM/l1HCccL5oiBEjXM4vg8E6oSL6w1\ncGgIp4ZwaAinBeHQwGEx/5vTgvBYEB6r+eW2DPsiXGkHbYdZWA+++dIExljQLxHoEzirrfUGuqFu\n45FDXQQNHtjmVPB5BZeXRfhzczP7+kL4bBpfGZvFzIxjO39HOMRDO7ZRGwgwJz2DzxTm8eDOt+mP\nhfn30tn4jTaeOvwao13ZzKSaxt4tXFN8LzPz//kDbdmw8T/o7NxCblDFpQsmHr4WtfASBj57w1kk\ndvouimvnMCLzTBxZSEunJJ9siXUx5GndvAP7m6vYU/QKvdYITUkOUC1cfdVLWK3HXlA2NS7hrer/\nIdc7hc3qWA4GmvlCwbXYyOR/ayrJsLt4aNzVPHWwml29vUxM9vHdCRPxWKyDP6MzHOV/9rRS1RXE\nY1G5NT+bhqYk6joVykJQHhAouoIrTVA4W5B0ppsIhMz9nbUtCupBUISCUI4rns91XnUiCAHBGGpP\nBLU7jNIbeb9g7o+i9pu3Slg/vR9nUxF2DawqwqZidVmJKIDN/DtWFaGp5mizSvxWQWjK4Ag0AIbZ\nNsUQ5rHewhy5xhAQixfo0RPcRgyUkA6hGIpxmhG4LBhHF9deG4bPhki2IXx2jGQbOBJ0Qs05SlPc\n9L4dQKtSzJ1bAGEV6BWgTxUY5ZzxFKCeBqhbrxDqUTA0wS4nVLsUJucb4O3mT3UdxIRgXo6XL5Vm\n4DpqZw9/LMqPd+5gR28P473JfK64gIf3vkswFuWbZXPY1r+Nv7dtZpavhJSevxCM9nDrpJ9R4Jt8\nbBt6drN23b24NS8ZfX1kB9MpbLyWwBc/hZGdca6xndTFcO0cTmSeiSMLaemU5JMtsUZ8nrEY7l8v\nplfdwIGsXfQ6HHRpA5SXf4XRxZ895q5NfXt4fttXsVuS6Eq+iU291XwsYyolznH8pmYLaTYn3y67\ngicOVFMXDDA3I5P/KB+PNb69nRCCVa39/GZ/G4GYwdQUNxO0XCprVTLDCtOCAltEweIQ5E0394JW\nTnfA0gB1P2ibzY/klahZ6OjFAn2qMD+Ov5DHgx8RM1C7wigdIbNYPlI094RReyIokZNXnMJlwUiy\nIo58eawIl8Uc2XVqg38m/neOW6A2ZH1TCIgX1cpADOK3yoBuvkmIf6n+KIo/Zv49dPI3C8KhDRbX\nRoodkebASLNjpDkQyTbzTcAFcHSeSitoVQpaFajt8aLaKcyt92YIczeX02yWYUDbbnPKhx5RGLAK\nqtwKfR7BjNFR3uhu5FAgTKbDwv3jspmY4hr83qhh8Pje3axubyPf5eILowv56f7VhPQY3y6/jFdb\n32JH32Hmp4+jv/l/cdmSuXPq/+KxHbtOoWrrD2hufoeskIInChNrr0IrmHFeR6VH/LVzmJF5Jo4s\npKVTkk+2xBrpeVo3bcf21rvsLvoLPbYYjS4VlyuHK+b+P1T1/VHkgWgfv6u8i95wK9asL/B2VzWT\nvcXM9s3mtzWVpFgd3F9yOU/sP0hnJMyCUXl8aUwpanxOZl9U56l9rbzX5sehKdyYnktDkwfdbxbQ\nqQMKKIKiaVZSx0VOey9opcksni2VoPTFTxRME+jTBfp0EGkf8gMSQQizMOwIoXSEUTsGUDtCqB1m\nwayc4Ko7WBym2DF8dkSKDcNrO6ZoPr4wPlMjqm9GDZRAFKU3Yr7B6Img9kbMNxy95t+V6AffdAhN\nQaSaRfWR4trIdGJkOhM+kn3CPAUoDaBVxvtgf7wPZgn0GYLYdMxj309DNASNWxTa9gJCoc0u2OZR\n8KUL7KndvNbWhiHgxnwfnxudjj0+LcYQgmcPHeSVhnpSbTbuKM7n14fWExMG/1E2k+fqX6El3M2n\nUvNoa11MQfIU/mXSY6jK+8PnAwMtrFz1OSyo5PSHyAglM6b+eoK3L0TPzz1Ji8/NiOqfI4DMM3Fk\nIS2dknyyJdaIzjMYwvObxbS5VlKbVku7y45fCTFt6k/Iyrps8G6G0PnTzm9T070JZ9rN/KOvk3xn\nOtdnfIz/ranCZ3Xwr0Uz+c2BQwT0GHeOLuHmvPzBhU2VnQF+uaeF7ojOeI+H0UYOda0a4wOC0QPm\n1AvvKEHhLEFB2WnkGTK3q7OsO+ojdqdAvwT06QKjkPO3PV1YR20bQG0dQG0JorWafz7RiKrhtiDS\nHRhHvlLt5nQFnw2c538bkBHdN48nBAzoqN1h801KZwilM4zaGULtDJ9w+ouRbDOL6izn+7fpDnOB\n5Fn40Dx1UPeBtklB2wmKHp9SVG6OUhsVgPXk335EsMuc7tHXpCAQVLsU9rkFpfkx1obqaQxFyHPZ\n+Pr4bEq97+/E8XJ9Hc8cOohT07i1MI/f128C4N4xk3nq8BJ0YXC9K0J3zxpm59/GVcV3H/N79+37\nLdWHXiQtouGNGIxvmIEjfQ4Dt990XnbwuKj65zAg80wcWUhLpySfbIk1kvO0v7EGtWotO4pep8cq\naHNCWtpULp3x+DGr+1fU/Ib19YtxeGfz1oCNJIuLf8q5nucO78RrsfPpUdP4fc1hAL42dhxXZ5mT\nmsO6wXMH23m9sRcLMC85j9YWNzl+hYlBgVVXsCcJCmYJfAXma/Wp8lSawLLWPEBDCSvmosHxEJtu\n3iZ0izohUPqiqE0BtOagWTi3DqB2hY+9m4I51SDTYY6GZsRv0x0XpFg+lZHcN8+IECiBGEpnyCyy\n20Lmm522AdT+6LF3jf976bkujBwXRq4LPccFjg//tzqjPAOgbQXLRgW1/qg3e9MgNksgPmSQVwjo\nqYW6DQrhfoWIKtjlVuhKETjTeljR04qqwmcKU/l0URqW+PSWlW2t/GzvbgBuysvh5eYqNEXhXwpK\neK7+VTwWJzOMPUTDtXyq4ieUpr3/hjkaDbBq9e1EI73kBnRSQ3bK6xYSWnAdsYrS03vcZ+Aj0z8v\nEJln4shCWjol+WRLrJGap9reheuZP1Gb/Q9aPF00ua3EFMHcy5/B4ykavN+e9nd4Zc8PUB2j2SBG\nExMGn875JH+s349bs/GxzIm80tCEU9P4bsVEpqSY+8cd6Avx+O5mmoJRimweCqI5GF0aU/yC5KiC\nahHkThFkTzh2O7sP5BmNb1m3VkE7HP/Y3CfQZwtil2IejpIAit8smtXGIFpjwPyzP3bMfYTLgp7l\nxMh2YmS5zNsM51mPcJ5vI7VvJlQwNlhUa63x4rpl4AMj2Eaq/aji2o2e6/rAG6GzzVNpMUepLZuP\nmvpRKIjNFuhTANvJv9eIQctOaNqqYMQUeiyCbUkKjqwY240G2mIhxiTZ+fr4bArie99u7+nmxzt3\nENBjzMtO5532ndg1jetzcljS/CaZtiTKBlbgVBTuuORJ0l1Fg7+vuXkFVVsX4TasZAxEGdNeQmr0\nCgJ3/zM4zmJ7klOQ/TOxZJ6JIwtp6ZTkky2xRmSehoHr9y8T7FnNnlFb6bIr9FoNSkq+QFnpFwfv\n1uav5vdbv8KA4mCXbSZ9sRA3Zl7La831uDQb05PHsqq9gzSbnUUTJ1Ps8aAbgj/XdvHHw50IQ2G2\nPY9wh4sKv0J+yPy5aSWC/BkC2wm2nTuSp9IO2joFy0ZQgvGPyMdC7LL47gjnMv01aqA2BtDq/Gjx\n4lntPfYgAyPZZo5WjnKbxVW205y3fAGOTk6UEdk3LwRDoPSE0ZqCqE3BwU8dlIHjiut0B3q+Gz3f\ng5HnJrUik45O/9n/Xh3UPeanKuq++G4yDnMu/4eNUkcCUL9JofOg2f/qHbAvWSBS+9kYasKqKXxu\ndDo35vtQFYXDfj8P7dhGZyTMtNRktvTsw2WxMjvDwxvta8m3J1Hg/ztpjhy+cMlTOK3mRG4hBFu2\nPEBb+zrSQ5ASUZhY+3HEJXMJf+zys3/sJyD7Z2LJPBNHFtLSKcknW2KNxDxt66uwrniXnUV/pduu\n0+IEt7uAyy97Bk0zh8cCkW5+v/Ve2kIdHHRdQ0d0gKtT57KqvR2naqXEPYYdPb0Uut38YOJk0u0O\nGoMRfra7hQN9IXIVL3nhbHK7VcqDAk0ouNLj29llnaRhOqTUOwn8PYR2IP5xuMccedZni7NeOKj0\nR1Hr/GbhXO9HbQ6aB5PEGW4Lxii3WTTnujBGuc2ieYQbiX1zyAhhLnBsDppvrhoCaI0BlPBRCxzt\nGrFcF0a+xyyw89zgPrt+onSBtkHBsuGoRbKnMUrd3wq16xSCHQq6ItjrUmhL0zlgbaJdBJjgc3L/\nuGyynFbaQ+Ze03XBAGVJLvYHqnFZrJQnK2zq3c5om4PcwJuM9k3lMxP+Gy3+0dDAQCurVn8e9Ci5\nwRiZATejG+czcMctGKPOdC/Kk5P9M7FknokjC2nplOSTLbFGWp5qZzfOZ/5EXebrNHt6aHJr6ArM\nnvUEPt84AKJ6iMXb/526/n0cdF5NWyzCjOQZbOnqx6PZybDmcTgQZJLPx/+pmIhbs7C8qZffHWhH\nj2lMZBSp3U4m+gVu3dzOLn+GIL3sxAO6Sjdo6xUs69//6FsfI9DnxPd8PpOpxoZAbQ+h1vWbhXOd\nH7X7/dFmoSoYOS70Ag96gRsjz4PwjqyR5tM10vrmsHOkL9Wbb8BszQOIluAxd9EzHBhFSehFSeiF\nHoT3FPM0TkQHdXd84ezxo9SzBSLng98iBHTsh7pNCnpIIaDBDg90pPnZIZqwWQRfKs3k2hwvgViM\nh3ftYGdvD3kuBw2hWuyaSp47zP7gAUqsBjnBNUzLuYnrSr4+uDaitvYVdu3+GU5dJStkMLptNKnW\njxP84qfBkpjdUGT/TCyZZ+LIQlo6JflkS6wRlacQuJ5/he7+v1GdeZB2h0rAYjC27B7GjLkVMHfo\neHn3Q+zpfI8a51yaYoJy1yT290dI0lw4lUzaw2Guyszia2PH0R81+NXeFrZ0BMk2UhkdyKCiTyEz\nAijmHOjcSwSW4+sLw9zhwLJWQd39fgFhu8JK/yURxMlGrU/wmNT2EFpNv/l1uB8l+P7cZuHU0PM9\n8cLZgzHKPWznNCfaiOqbI0BGRhLtdd1oDQHzk406P1p94Jht+YxU+2BRrRclIXy2036TdqJRar04\n/oZyMh94QxmLQFOVQstOzO3ybLDbZ7Df2Uq72sv0dDdfLc/CbVV4fO8e1rS3kWG30RlrRFMM0p0B\nGsK1FCl+8iOVXFV0F3MKbgfMKR6VVQ/S2roaXwTSwgrj6y9Hm7GAyBWXJiJO2T8TTOaZOKcqpId2\nCbkkSUPKWrWLSHsltfnVdNsgYDFIT5vO6NHmscFCCN6q/hV7Ot/joH0WrVFBoWMc+/sjeDUvMd1L\nux7mMwWF3F5YzJp2P7/d30YkZGVKrJjyLjvFAwIV8OaZ29k5fcc1oh8sG8wRaLUr/pF2viA6x0C/\nBJJG2elrj3BSQqB0HFs4q4H3C2cj2UZsSppZyBR4EGmOC3Zgh/QR4LSglyajl8ZXueoGalMQ7XA/\nWq0frdaPtbIDa2UHYPZHvdCDPtqLPjoJ4Tv5gj2RCrHrBbHrQN0lsKxT0PYpaDUK4pX4FKdZAhE/\nbNBig4KZgoyxULsOaFRIb1PIc+awLy2F7e1N/FvfYe4dm8W3xlWQarPxamMDXmsOQdFK64CLbEc+\nhyP1YJ3Au4efxm1NYXLODSiKwqSJ32Z17356aMVmCKpz1zJuXQZq+RiMzAuxQbskDT9yRFqS71oT\nbMTkaRg4n3qWvb7FtLh0Ou3mvOg5s5/Eak1CCMHKw0+zpv4P7LdNp91wkG0rp20AvJYU/BEHFkXl\n/rHlXJKSzlP72tjQFiQnks6UvhTG+RXsAmxJ5jxoX/5RA3EC1Or4zhs74vvr2sx9n2Nz4qfAxZ0o\nT6UrjFbdh1bTZxbOR+2mYXit6MXxj9aLvYiU0x8BvNiNmL45QpxWnoZAbR0wC+t4cX30JyRGmh19\ntJfYaC96cRK4Tj2+pbTHpz1tBCUQH6Uea86lNioYXHQrBPTUw+G1ClG/QliBPUmCSm8nLdZO5mZ7\nuLs0gzdbm3j20EHsqoqhdBFlAJ89QGesnkLRRmFsP/80/keUpZsLC/v6DrBu/VcxYmFyQoLcviQK\nHPcQ+ucbzzrHI2T/TCyZZ+LIqR3SKcknW2KNlDwt+w7RtuYbHE7posUBVlsyl815CpfL3CpgTe1z\nrKj9PfusU+kULlItY+kJg1fLoD9qIcVm47vjJ9A2oPLbfW0oYQ+X+LOY2KeRHAM0Qf5UQdYEUI9M\noRwAbVN8/mdrfPQ5O76gajrg/GA7MzKSaK/vRqvpx3KwD62675i9m42keOEcL55Fql0WzicxUvrm\nSHFWecbnWWuH+syvw/2DCxiFgjlfPz5arRcmnXzaUSy+DeQ6Be1QfCGuVxCbBfpMgUiJ/zrd3C6v\noVIBXaHHAtuSY1R5mrA7w/zbuGz69X5+tncPuhDYLEFCRi8eW5A+vY5c0UapcZCbxz3E2PQrAGhr\nW8fmLf8HTRjkDEB5czn22/8vwneaRzaehOyfiSXzTBxZSEunJJ9siTVS8tSWvMBWnqbRBWhWZl76\nc1JSJiCEwTuHfs3qxlfYY72EPuEmSS0hENVwKZkM6DDG4+H+sgr+WNPD1rYoY4M5TO91khMGgSC9\nFHM7O5f5u5S6+MEpVaBEFYRmzvHU5wiMYj546qAuzO3oqvtw1vrRD/ehxKedCruGPjqJ2Bgv+mgv\nIk0WzqdrpPTNkSIheeqGuVf5oT4s1X2oDYHBHWSERTHn84/2opd4MXJcJ5yWpLTEn1+bQQnFt4as\nMBcnGmMBFSJBqN2g0F0d3y7PDut9fVQ7W7ku38PsDDuP7dtJVySCQ4sxIDpwW8P0GzVk0snY2F4W\nlj9ARea1AByufZndu3+O1YCiPoXyov+LPnvGOUUh+2diyTwTR86RliTpWELQ1v8X2jLAUGDyxG+T\nkjIB3Yjyt32PsrF9HXut0wmKJBwUEYjasIpUBgy4NiuH0a4svl/ZSoo/jYW9PsYEFVTAkSEYc5nA\nnQ6EQVsfXzzYEB99ThPEZhvmwSmeY5t0ZLqGpboX7VD/4BHbhgJGnht9jJdYSbK5OFCThbN0kdBU\njAIPRoGH6FW5ENHNudXV5oi1paYfS00/vN1oLpQd7TXfRI7xIlLM+dUiG6K3CKI3gFYlzKJ6p/ll\npJqHFXEplF4t8FcIDqxWyO9WyGn1st/jYXW0jarObu4aM4HXmg+xs7cHu5pFINqBy1JKm7AQsViJ\n7v0vekMtzM6/jaLCmwkGGzl8+M+0uAX5Na/gOMdCWpJGIllIS9JHkNLnpz6pnbAG2RmXMSr3Y/QM\nNPPK3kVs9XdxwDIVw0hFM7KJCi+KcKGqKrfml1DZrrOjJsZVfcWM82vYBChOwZg5gpQiUFvAsuzY\n0TF9gjAPTikFjnxSHYqdfLpGio3YxFRiY7ykzMihIxAaipgk6cKzaccuXgxEsRzqNwvr6j4su7qx\n7OoG4juCjIkX1sVJ5sLHWeYCRKU+XlBXgvU1FctygT4JvLMFU24WtB8Q1GxQGO9XKQxmUxWI8lR/\nKxNysvh4tod/tDSgkkEo2odVHUOPamOr1UG49g+0Bw7xybJvMbbsbtoa36FfdNIqtlIohPx0SPrI\nkVM7JPnxT4KNhDyNHet4t/Y7hDS48orF1AcP8pf9j7GHLFqVPCxiFIbhRRMpGEJjlMPDGFcuO5tU\nLu3NYoLfissAoZnHeo8aC9ad5iKoI8d2H5mvGZslwIc5NzQ+XcNysA+1wX/i6RolXkSqY7CtIyHP\nkUJmmVgXPE8hUDrDWOJFtVbTP3i0uVAwDxGKF9ZGvhs01VyXsDn+ydCRdQlZ5rqEyGQ4vEuhY4+5\n3WSXBaqSQuz2tTA9V2FjVy29sQgQQag9CLUDRWkj36hhil3hlnEPEes9xNbtD5MShjnXLUe4TrDQ\n4TTJ/plYMs/EkVM7JEk6hr9+BSEVnIaddxte4O22jRxUxxMlC03PwoiPQgsBE5Pyae12YanP5PP9\ndpJ0EIogrQKKswX2SgXtz0eNPpcLYrPMOZqKP4LlYG98ykbf4JHLgy/6JXK6hiSdNkVBpDuIpjuI\nzsw051c3BAYLa7UxgNYQwLayGWFTzZ1rSrzEyr2EL3OgHlbMnXK2ge0VFetrgvJLIDBbsL8OaFCY\n1+1gir+QTX1B3KkKme5eDvhbUY0MDOFEUbzUam7aIy00Vv0HC4pvAwF+K+hNB1BLJg11SpJ0QclC\nWpI+gjoHdmG4YKvLxqb2WrrVmahGFqrwgXCjCI00SwqOUCajqjO5zm/DbZgLCZPzYKxdYN+goNaZ\n8zSEVxCdK9CnxlD7/GbxvLIPrf39KRlGso3Y+BRiJeYiQZzy8iNJ50RTMQqTiBQmwTWjBqdLHXnj\natnfi2V/L3bi20KO8aJP8hL+mBdtlxVtnYJlo0LyRoVpeYLgJIOdfoW0DoVPdLrp6HOx3ZNOMD2J\nXq0Ff0wBxYUqkhhQUtmipdNy+HVm2KyMikYJNryHRxbS0keMfCWTpI+gXqWb/XYH71qnEjOKUY10\nFOECYcFJMvnBfCb1pjAmaMEuACEY5YLCAFjeBkVXzdHncQbG2AAK/VgO9WL/jR8lFt9xwKoSK02O\njzp7EekOOX9Sks4nhwV9XAr6uBQigNITfn9u9aF+rFWdWKs6AdCznejTvEQdXtRqL+oeFU+Dyky7\nIDRecNAAIgrXdLvw9xWxx53DLl8nTdY6YooFFA+IdBrVNLod1cwXm+np3X78GmJJuujJQlqSPoJ6\ntBCrrXPR9akoRhKa4SEvnMe4/nRGD9jJiCpoOqQEBTkGpHSAElYAgZEVRGT3ooh+rE1+lHp98Ofq\n2U70kmRz5KvQA5aPxtHbkjQcCZ+d2LQMYtMyCBsCtSU4WFhrdX60lgGg1dxmr9yDoXhR6pNxVrmZ\niILhFrSlQosKSVE70/pyabJns88dZLeniW5rGxgegmoaKx0DTPc3kDfUD1qSLrBhUUgLIVi0aBH7\n9u3DZrPx4x//mPz8/A//RkmSzsoGdyoR41Jyg+OZ2jfKLJ7DCt4geAfAGxb4/KAIHbQAePyQ7kcN\n+dECOlSbP8dItROrSIkfiOJFJFmH9oFJknRiqoKR68bIdROdm2Nus1fnf3/Euq4f6AcaEWkWDIcX\ntddNdqOHbMOFoal0uaHAqTLW7eFKexnNjhIOuAJs99bQaoM6yzNMGOrHKUkX2LAopN966y0ikQgv\nvfQS27Zt45FHHuHJJ58c6mZJ0kVJxGJsVq9hQdM8rmlxke4HbzCGJxpCUUOgDoA6gJIUQjHic5x1\noBcMn43YeN/7hXOybUgfiyRJZ8mmmZ8elZjb7Cn+qHnS4pER694uoAtcIABVdZIRdpMx4EB0OIkq\ndnodDma5k+jwTOTVnFG86VvDJ4f0QUnShTcsCuktW7Ywd+5cACZPnszOnTuHuEWSdPEaqFnPvOZ/\n4cu7IrhoADWIYo3AcYPJwqYRy0kyD0PJ92DkuREeOeIsSRcj4bESm5RGbFLa4DZ7WmPA3AmkMYDa\nMoBqHRi8vwbYBWT2OyjtcVPRks4DM/516B6AJA2RYVFI+/1+kpLe36PPYrFgGAaqevL5lXv/fdeF\naNpHQudQN+AiM9zzVEQhXwt2YrX0AGA4rei5XowMh/mV7kRkOBBui1wcKEkfRfFt9mLpDpicZv43\nXaB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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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z5s2htLSUxx9/umbbxx9/xL33jsfR0emqfU6dSqa8vIzZs5+kutrA9OmPExzc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\n6Q0bNvD444/T1dV1yLbha9as8VtgQghxYFOKXMv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MrX0TqurxV4hCiOPwKZG+++670ev1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EIIIYToBWmkhRBCCCGE6AVppIUQQgghhOgFaaSFEEIIIYToBWmkhRBCCCGE6AVppIUQ\nQgghhOgFaaSFEEIIIYTohf8PeTJHhEu9aHEAAAAASUVORK5CYII=\n", "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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HSqWCTqdDVFQUCgsL0atXL2/GIyLyG26bFef++N5/S/TjkyBJkuhYHqNp3RrtfzcTZxbM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\n6QAAAABJRU5ErkJggg==\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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xzwyazQZWpq2VKR5CdGNSSAshuq1PM7dS0VTJNeFXEu4ZqljctPxK3tiUglbb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\nkQAAAABJRU5ErkJggg==\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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oMZgUievu4MriuDkYLSbWZKzHZFYmrhCi+5BCWgjR62zI2kJNax3TIq+nj2uQ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\nRv61JRWjyXzlb/oVOrWWu5J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CvbhzWiJebh0vyoXoTVQqFTcODych3Is3PknnqyOFHMos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\nqlu3rtLT05WSkqJdu3Zp27Ztuv3225WRkaGmTZvqtttu4+3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Na1GVCumAdevWqXXr1jy4\nDCGf5pBLs8hn9aisrKRQMcTn8wU3dSF85DN8eXl52r17t4YMGVLjuqbRKhrWolMqpAEAAPC/AudE\nwy5coQMAABAmimg7UUgDAAAAIaCQBgAAAEJAIQ0AAACEgEIaAAAACAGFNAAAABACCmkAAAAgBP8f\nIym+koL+z8kAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "surf_az = 180\n", "\n", "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "sky_diffuse.plot(label='klucher diffuse')\n", "irrad_data['dhi'].plot()\n", "#irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eVaqStW8vmbt3FcoYQoiSyy2NtN1uZ/z48Xh4eAAwadIkXnzxRebPn4/T6WTt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\nwDDB0Q6LjjQAlzhiRhpmopAGDGMzIw3AbZbFqR0wEispYBi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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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88ghLl177iUQIIZrS5kPppOeVMTCiA91DGmeXu2+2byDGLhgFegZUpDFlxMRG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\ncotwFqRhIoI0YJhAayRIc7EhABf4/eFdOxjtgIkI0oBhAsH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"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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LL/4//v739wgLC+Ouu25j0KB0vvlmDW63m5dems3mzZt44YXneeaZP9Tex+Px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\n7LKkpbKk5/jJ2amsm9Vzwq+RHroexWg0cvHixeG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xBrJICyGEEEIIMQaySAshhBBCCDEG\nskgLIYQQQggxBrJICyGEEEIIMQb/BmjI7SqsooVYAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surf_tilt = 0\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reindl model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "South facing at latitude." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uIWDC+VSt/I7K71ZQ+v67VK1aiXnaH/AeOkw+1HWwxox94HDgPWiw2lGE6NSk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\nUFNTQ1RUVCCHGhSUp3mUpbmUp7n27dvHz3/+c5KTk6mpqWHatGlcdtl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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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qQLBLERER6VcUpEWkS6HDhgPQVrA7yJWIiIj0LwrSItIl1/COIN2qIC0iInIY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\nQ4bkqR7JUl2SZ9spKyvjqquu4tFHH2XixIl4PB6WL18OSJ5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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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khDho8qgo3V9Fn2HpXRyY6Gx2m4uG2laaG63t/8ytDmwWBzaLE7vdddxv6TUa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\nOQzDSUL3qbije1By6C2Kc16nvuYI8V0uxmbTqh6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VZjOISR1LRNwASg6/Q13FXvJ2/Zno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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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y8hFdy+1OOvxJckTUy/Dqy/0Mer1sAxwOG253Ei7DTxtxfbrmvlxbtFEvw0v9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\n9XZZQoQPVQW976XvQRppEX4URSHz9luYOjGOGHs9X1Z28t7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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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vo7j4KL///SJeeeV1Xn/9VXbv3onD4WT8+GuZPv1uCgoOs3jxiwCEhIQyb96z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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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j7WaXA4StnEyCNNCXCNIAAq68xqW2dq+GZSSYXQoQ1mKj7cpKjdWRsgb5OHAI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\nIAxZrJZTHjasqmtVfEyEYqL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eps.plot()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 9)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KijRz5ky9+eab+vLLLxUREaGUlBS9/PLLuuaaaxQTEyOv16uNGzcqPT1dHo9H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\ngg==\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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AAAA/MugJdgfTIQAAANzDYRkuCZumDHFiHAAAgBsCzAl2R9g06QcGAABwUcAwmBOcaOEw\nu8AAAABuCgS4MS7hTNNkRjAAAICLAoZBT3CihU2Tm+IAAABcZAQMhcNuryKS94tg2iEAAABcFTBo\nh0g40zTFfXEAAADuabkxjiI4oZgOAQAA4C7DMBiRlmjhMD3BAAAAbgoEGJGWcOwEAwAAuCtgSGY7\nq4I9XwSbpugJBgAAcFHLTjBFcEKFTZPpEAAAAC5iTrAL6AkGAABwl2GInuBEC5stA5oBAADgjgDT\nIRKvZSfY7VUAAAD4Fz3BLjCZDgEAAOCq9rgTnNyWJ40fP17BYFCS1KtXLz300EP2YwsWLNALL7yg\nnJwcSdLs2bPVt2/f2K/0BIVNeoIBAADcZBjtb05wq0VwY2OjJGnhwoXf+Hh5ebkeeeQRDR48OLYr\ni5FwWBTBAAAALgoE1PHaIbZu3aq6ujpNnz5d1113nd5///2Ix8vLyzV37lxNnjxZ8+bNi9tCT1RL\nO4TbqwAAAPCv9jgirdWd4PT0dE2fPl0lJSWqqKjQDTfcoFWrVilwtLIcM2aMpkyZomAwqFtuuUVr\n1qzRqFGj4r7wtmJOMAAAgLsMw1A47PYqIrVaBPft21cFBQX2n7Ozs1VZWakePXpIkq699lq7X3jU\nqFHasmXLcYvgrl07Kzk5KRZrb5OwKaWlJis3N/Nrj33Tx/yKLCKRRyTycJBFJPJwkEUk8nCQhZSW\nmmTvBLeXPFotgpcvX67t27dr1qxZ2rdvn2pra5WbmytJCoVCGjt2rF555RWlp6dr48aNmjhx4nGv\nV11dF5uVt1E4bKq5qVmVlYciPp6bm/m1j/kVWUQij0jk4SCLSOThIItI5OEgixbNzWF7OkQi8zhe\nwd1qETxx4kTNnDlTkydPViAQ0EMPPaQVK1aovr5eJSUluvPOOzV16lSlpaXpnHPO0ciRI2O6+O/C\nasBmRBoAAIB7AoYhU2pXfcGtFsEpKSl69NFHIz52+umn238eN26cxo0bF/uVxYD1Ewc9wQAAAO6x\nNiTb06xgT89NMNkJBgAAcJ1VirWnMWmeLoKtHzbYCAYAAHCP9Vv5drQR7PEi+GjSHJYBAADgHtoh\nEsxuh6AIBgAAcI1Vi1EEJ4iVMz3BAAAA7jHoCU4spx3C5YUAAAD4GO0QCcacYAAAAPfRDpFg3BgH\nAADgPnsnmHaIxDAZkQYAAOA6uyc47O46juXpIjjMdAgAAADX2e0Q7AQnhhW0QU8wAACAa+gJTjB6\nggEAANwXOFpxshOcIMwJBgAAcB87wQlmMicYAADAdQZzghOLG+MAAADcx41xCeaMSKMIBgAAcIsz\nIo0iOCGcE+NcXggAAICPsROcYEyHAAAAcF+AnuDEcnaCKYIBAADc4kyHcHkhx/B2EXz0pw16ggEA\nANzDnOAEs+cEUwMDAAC4hjnBCUY7BAAAgPsoghPMpB0CAADAdVYp1kw7RGLQDgEAAOA+67fyJkVw\nYtAOAQAA4D7aIRLMZE4wAACA6wyK4MSyd4IpggEAAFxjH5ZBO0Ri2D3BtEMAAAC4xirFOCwjQZzD\nMlxeCAAAgI/RDpFgtEMAAAC4z/qtPCPSEsRkOgQAAIDrrFKMEWkJYvWdsBEMAADgHkakJRjtEAAA\nAO6zp0NQBCcGh2UAAAC4z94Jph0iMTgsAwAAwH3G0YqTneAEsXKmBgYAAHAPPcEJFmYnGAAAwHVW\nLcaItARhRBoAAID7rMMy2lEN7O0i2D42mZ1gAAAA1wToCU4sZzqEywsBAADwMXqCE4yeYAAAAPfZ\nc4LbUT+Et4vgo0Eb9AQDAAC4hp3gBLN3gl1eBwAAgJ9Zv5RvT0VwclueNH78eAWDQUlSr1699NBD\nD9mPrV69Wk899ZSSk5M1YcIElZSUxGelJ8C+MY6dYAAAANe0xxFprRbBjY2NkqSFCxd+7bGmpibN\nmTNHpaWlSktL06RJk3ThhRcqJycn9is9AdaINIOeYAAAANdYG5LtqAZuvQjeunWr6urqNH36dDU3\nN+uOO+7QD37wA0nSjh07VFBQYO8SDx06VGVlZbrkkku+9Xp7q2qV3y0jqkXu+uKQDoYaovocSdp3\noE4SO8EAAABusnaCP98f0vuffHlC18hIT1H/k7NitrnZahGcnp6u6dOnq6SkRBUVFbrhhhu0atUq\nBQIBhUIhZWZmOovLyNChQ4eOe71Z88v029vPV1pqUpsWeKDmsH65oKxNz/02aSlt+1oAAACIPavu\n2/DBHm34YM8JX2fmj8/QgF7ZMVlTq0Vw3759VVBQYP85OztblZWV6tGjh4LBoEKhkP3c2tpaZWVl\nHfd6Tc1hBbM6KTszrU0LPNQYliQN6puj4af1bNPnHCs7M10/HNzzG39qyM3N/IbP8CeyiEQekcjD\nQRaRyMNBFpHIw0EWUvfuQd0x6Yc6eCj63+xL0oefVqlsyz4FUpJjlmerRfDy5cu1fft2zZo1S/v2\n7VNtba1yc3MlSf3799euXbtUU1Oj9PR0lZWVafr06a1+0S+/PKQjhxvbtMADB2olSb26Z+j8EyiC\nW75e6Gsfy83NVGXl8Xet/YIsIpFHJPJwkEUk8nCQRSTycJCF4/sFXU84j/r6Iyrbsk8HD9ZH9fnH\nK5hbLYInTpyomTNnavLkyQoEAnrooYe0YsUK1dfXq6SkRDNnztS0adNkmqZKSkqUl5fX6oKimY7B\nqW8AAAD+Zt3eZcbwzrpWi+CUlBQ9+uijER87/fTT7T8XFxeruLg4qi8azYw4Tn0DAADwt3icOOfK\n/mo034CzE0wRDAAA4EfxOHGu/RfBYWb9AgAA+Jl3doKjaYewTn2jBgYAAPAlqwwMh2N3TZd2gqN5\nLj3BAAAAfuaZneBo7uyzjz5mKxgAAMCXrM3QWE6HaP/tEEe3vamBAQAA/Mk4WrHG8L44t3aC2/5c\npkMAAAD4my+nQ5jMCQYAAPA1uwj2VTsEN8YBAAD4mtURYPppJ9j6XqmBAQAA/MmqAzt8T/AJHZtM\nTzAAAIAveacdIor1m7RDAAAA+JrdDtHRi+BovgGmQwAAAPibL6dDWHOC2QgGAADwp4B3eoKjeC7t\nEAAAAL5mH5vsq51g2iEAAAB8zfDKjXHRzHiznstGMAAAgD95aDpE9HOCaYcAAADwJ+NoxRrDGrj9\nj0ijJxgAAMDfPDMdIpoRaSaHZQAAAPiad9ohojkxjnYIAAAAX7MPy4hiwlir14zdpdruxKZDxGs1\nAAAAaM+cOcEdfic4mufSEwwAAOBn9pzgDl8En8BOsEERDAAA4EuGV26Mi6YINu2e4DgtBgAAAO2a\nVQd2+BFp0RyWEWY6BAAAgK95ZzrECcwJph0CAADAn3zdE8xOMAAAgD95pic4mnYIax4c0yEAAAD8\nydkJjuE1Y3eptjuhY5OZEwwAAOBL9o1xHX0nOKp2COYEAwAA+Jp3eoKjaYc4+lRujAMAAPAnQ0eP\nTe747RAncGMcNTAAAIAvWW2xHX4nOJr1Mx0CAADA3wJemQ4RzTdATzAAAIC/eacn+ATaIQx2ggEA\nAHzJOzvBUU2HaPlfamAAAAB/shoCOvycYOsAjDY916QdAgAAwM8Mw5Bh+LUdgiIYAADAtwKGYW+O\nxuR6MbtSFKK6Me7oU5kOAQAA4F+GYdhtsrHQ7neCzTBzggEAAPwuEPBAOwRzggEAABCNgGHYm6Mx\nuV5bnlRVVaXi4mLt3Lkz4uMLFizQ2LFjdc011+iaa65RRUVFm75odNMhuDEOAADA7wKGEdOd4OTW\nntDU1KRZs2YpPT39a4+Vl5frkUce0eDBg6P6oifUE0wRDAAA4FuBgJHYEWkPP/ywJk2apLy8vK89\nVl5errlz52ry5MmaN29em79oVD3BdjtEmz8FAAAAHhMwlLjpEKWlperWrZtGjBjxjV90zJgx+uUv\nf6mFCxfq3Xff1Zo1a9r0RaO5s48RaQAAAGiZDpGgdojS0lIZhqENGzZo69atuvfee/W73/1O3bp1\nkyRde+21CgaDkqRRo0Zpy5YtGjVqVKtfNDU1Wbm5mW1bYHKSJCkvL0tJMb45rq1r8AOyiEQekcjD\nQRaRyMNBFpHIw0EWkU40j+TkgIyAEbM8j1sEL1682P7z1KlTNXv2bLsADoVCGjt2rF555RWlp6dr\n48aNmjhxYpu+aP3hRlVWHmrTcw83NEmSqr48FNPd4NzczDavwevIIhJ5RCIPB1lEIg8HWUQiDwdZ\nRPpOeZimjhwJR/X5xyuYW70xzmIVoC+//LLq6+tVUlKiO++8U1OnTlVaWprOOeccjRw5sk3XimYn\nO2yaMgzaIQAAAPzMMAw1J6od4lgLFy6UJBUWFtofGzdunMaNGxf1F41mxpsZNpkMAQAA4HOBgKEj\nzbE7Mq7dnxgXNk0OygAAAPA5Vw7LiLVo5wSzEwwAAOBvCZ8THA/RfANm2GRGMAAAgM8ldE5wvETb\nDmGInWAAAAA/M2J8bHLHaIegJxgAAMDXAoYR1YFrrV4vdpdqu2i2ssNhU9TAAAAA/hYIRNdN0Or1\nYnalKEQ9J5gqGAAAwNcCMT42OeFFsGFE2RPMnGAAAADfMwIdvCc42hlvJiPSAAAAfC9gGIphDexC\nERxlFd9yWEYcFwQAAIB2z+qOjdVusCs7wdHc2Rc2TRnsBAMAAPiaVQ/Gqi/YhZ3g6Cp4k55gAAAA\n37NG5sbqwIzE3xgnI7oRacwJBgAA8L2AvRMco+vF5jJRfMEoz31mTjAAAAA80BMc7YlxtEMAAAD4\nndUZ0GGL4GhnvJmmOCwDAADA56xN0ViNSXNpOgQ7wQAAAGg7a1O0406HMKK8MY6eYAAAAN/r+D3B\nAUV3Y5xp0g4BAADgc4GOPifYiKIdwjRNjk0GAACAc1hGh90JjqIdwnoaG8EAAAD+FjhatcZoI7h9\nzwm2Kn0OywAAAPA3ZzpEh90Jbnsvh/VN0g4BAADgbwEvTIdoay+HdSweO8EAAAD+Zt8Y11HbIaI5\nLCPMTjAAAAB0TDtEh94JDrftuVYRTA0MAADgb0aHnxNstL2h2er5YCcYAADA3+ye4I5aBEfXDuF8\nDgAAAPzLOSwjRteLzWWi+IKGIdNs226wMx0i3qsCAABAe2YcrVo79Ig0yTkI43jsdgiqYAAAAF8L\ndPgT46Lo52A6BAAAAKRj2yE6ahEcxTcQto9NpggGAADwM2cjNUbXi81loviCUewEW3PgqIEBAAD8\nrcOPSLPq2bbc2We3Q9ATDAAA4Gsd/7CMowWtqTa0QzAnGAAAAPLAnOBoeoJNeoIBAACgY6dDxOh6\nsblM2xlRNDXbxyYnfJUAAABoT+wxux22HcJqam7TdAjaIQAAAHDsRmpHLYKtnuC2zAkOR34OAAAA\n/KnDt0NENyeYEWkAAACIrpugTdeLyVWiEM2MN6ZDAAAAQPJCO4Q1460N6zfpCQYAAIC8cGxyFFW8\nfWwyPcEAAAC+Fs1Gapuu15YnVVVVqbi4WDt37oz4+OrVqzVx4kRdffXVWrZsWdu+4An0BFMDAwAA\n+FvgaNUaq3aI5Nae0NTUpFmzZik9Pf1rH58zZ45KS0uVlpamSZMm6cILL1ROTs5xrxfNnX3WHDh2\nggEAAPzNqSETVAQ//PDDmjRpkubOnRvx8R07dqigoEDBYFCSNHToUJWVlemSSy457vWsgy9e2/SZ\nugTTjvvcfdV1kugJBgAA8DtrU/S9j7/U30ONrT7fMKTpVwz51sePWwSXlpaqW7duGjFihJ5++umI\nx0KhkDIzM+3/zsjI0KFDh1pd0O2Thur2SUNbfV4i5OZmtv4knyCLSOQRiTwcZBGJPBxkEYk8HGQR\n6UTzGJObqTEjT4nZOo7bE1xaWqoNGzZo6tSp2rp1q+69915VVVVJkoLBoEKhkP3c2tpaZWVlxWxh\nAAAAQLwcdyd48eLF9p+nTp2q2bNnq1u3bpKk/v37a9euXaqpqVF6errKyso0ffr0+K4WAAAAiIFW\ne4ItxtG+3Jdffln19fUqKSnRzJkzNW3aNJmmqZKSEuXl5cVtoQAAAECsGKYZq2lrAAAAQMeQ8MMy\nAAAAALdRBAMAAMB3KIIBAADgOxTBAAAA8B3PFsF///vf3V5Cu0IeAAAAjqQHHnjgAbcXEUvNzc16\n4okn9Nw++4dcAAATtUlEQVRzz2n37t3KyMjw9eg28oh05MgRlZaWqq6uTnl5eUpKSnJ7Sa4iDwdZ\nRCIPB1lEIg8HWUTqaHl4rgh+7bXX9M4772j27Nn69NNP9eabbyonJ0c9evSQaZr2vGO/IA/Hp59+\nqp/85CdKSUnRBx98oIqKChUUFKhz586+y0Iij2ORRSTycJBFJPJwkEWkjpiHJ4rgHTt2KBgMKikp\nSStXrlRRUZHOOuss9erVS9XV1Xrrrbc0cuTIdvl/QDyQxzfbtm2bgsGg7rzzThUUFGj79u368MMP\ndfbZZ/suC4k8jkUWkcjDQRaRyMNBFpE6Yh4duggOhUJ65JFHtGjRIu3cuVMHDhzQkCFD9Nhjj2nK\nlCnKyMhQamqqtmzZotzcXOXm5rq95Lgij0iVlZV6/PHHVVtbq06dOmnv3r1auXKlLr/8cmVlZSk9\nPV0bN25U79691b17d7eXG3fk4SCLSOThIItI5OEgi0heyKND3xi3adMmHThwQMuXL9c111yjxx9/\nXH379lVhYaF+//vfS5IKCgpUV1enYDDo8mrjjzwcO3bs0D333KO8vDzV1dXptttu04UXXqgvv/xS\nf/3rX5WSkqL8/Hzl5OTowIEDbi837sjDQRaRyMNBFpHIw0EWkbySR4crgk3TVDgcliQFAgF1795d\nNTU16t27t8aPH69f/epXeuCBB7R06VJt2rRJGzZs0Oeff66mpiaXVx4f5BHJyiIcDisnJ0c33nij\nJk6cqF69eun3v/+9/vVf/1WPP/64JKlnz5764osvlJ6e7uaS44o8HGQRiTwcZBGJPBxkEclreXSY\nIriqqkqSZBiGAoGAQqGQUlJSZJqmPvvsM0nST3/6U23evFk1NTW67777tH79ei1ZskQ/+9nPVFhY\n6ObyY448vlkg0PKSDoVCys3N1fbt2yVJs2bN0uLFizVw4ECdffbZevDBBzVt2jQ1NzcrPz/fzSXH\nFXk4yCISeTjIIhJ5OMgiktfyaPc9wVafa2lpqaqqquxf4z/22GO68sor9dZbb6mhoUG5ubkKBoOq\nqalRZmamzj//fA0bNkzjxo1Tjx49XP4uYoc8ItXU1Gj58uVKTk5Wly5dlJSUpGXLlmngwIHauHGj\nOnfurLy8PHXt2lX79+/X3/72N916660qLCxUr169NGPGDE+1hpCHgywikYeDLCKRh4MsInk9j3Zf\nBC9fvlxffvml/uVf/kXl5eVat26dhg0bpjFjxig1NVXZ2dnatGmTysrKtGvXLv35z3/WVVddpezs\nbLeXHhfk4Xj33Xd12223KSsrS2VlZdqzZ49OP/10/e1vf9MZZ5yhhoYGbd68WUeOHNGAAQO0du1a\nnXnmmSooKFB2drb69evn9rcQU+ThIItI5OEgi0jk4SCLSH7Io10WwR9//LGys7MVCARUWlqqiy66\nSAMHDlR+fr4+++wzbd68WcOHD5ck9ejRQ0VFRTpw4ID27t2re++9VwUFBS5/B7FFHt9s8+bNGjx4\nsG688Ubl5uZq8+bN2r17t6688kpJ0imnnKKGhga99tpreu6559TU1KQJEyaoU6dOLq88PsjDQRaR\nyMNBFpHIw0EWkfyQR7sqgvfv368HHnhAL730krZs2aKUlBR169ZNCxYs0Pjx45WRkaHk5GSVl5er\nsLBQSUlJ+q//+i+de+65GjJkiEaMGKEuXbq4/W3EDHlE2rFjh37zm9+oublZ2dnZev/99/XBBx/o\noosuUpcuXZScnKz169fr+9//voLBoA4ePKjBgwfrzDPP1NChQzVlypQO9eZsDXk4yCISeTjIIhJ5\nOMgikh/zaFc3xq1bt07BYFDPPfecRo8erfvvv18XX3yx6uvrtXLlSgUCAZ188smqq6tTdna2gsGg\nevXq5fay44Y8HJs2bdIDDzyg733ve9q1a5fuvvtuTZkyRW+99Za2bdum9PR09erVS8FgUFVVVQqF\nQnr44Ye1f/9+ZWdna8CAAW5/CzFFHg6yiEQeDrKIRB4Osojk1zxcL4LD4bA9csPqaW1oaNBZZ52l\nM844Q08//bQeeOABPfnkk9q6davWr1+vyspKNTQ0SJIuvPBCN5cfc+QRycqioaFBhYWFmjJliqZP\nn67a2lq9+uqruv322/Xggw9Kkvr27au9e/eqc+fOCgaDmj17tvLy8txcfsyRh4MsIpGHgywiNTc3\nSyIPiSy+yhqX6tc8XCuC9+3b17KAQMAe8ZWamqqmpiZ7xNf999+v0tJS9e7dWzfddJNefPFFrV69\nWjNnzmy3p4+cqMrKSknkcSzTNO1xLI2NjcrOztauXbskSb/4xS/02GOP6YorrlBOTo7mzJmjqVOn\nqmvXruratatM01RKSoqby48L8nCQhYP3ioMsHDU1NZKkpKQkSeQhkYWloqJCkpScnCzJv3kkvCd4\n7969mjNnjl588UXV19crLy9Pu3fv1pIlSzRmzBitWbNGKSkp6tmzp7KysvT555+rd+/eOvfcc3XO\nOedo7Nix6tq1ayKXHFdWHq+++qpd+P7973/XokWLNHbsWF/m8eKLL6pLly7q3Lmzmpqa9OKLL6qo\nqEgbNmxQ9+7dlZeXp169eun999+XYRi64YYb1LNnT5166qm69tprlZ6e3m7PKY9WKBSyv++0tDQd\nPHhQK1eu1IABA3yXx969e/Xkk0/aPyhmZWVp+fLlvn1t7NmzR0uXLlWXLl3UqVMnNTc3689//rMv\n82hsbNTjjz+unj17KicnR9XV1Vq1apUv3ydSy2tjzpw5qq6u1imnnKK6ujrf/r3x+eef6+GHH1ZS\nUpKysrJkGIZefvllX2Yhtfw9+uijj2r58uW6+OKLff3akKTkRH/BRYsWKTc3VzfeeKMefvhhFRQU\n6JxzztHAgQMlSZdcconWrl2rbdu2KRgMavPmzbrpppskOT/BecnChQvVs2dP3XbbbVq9erWee+45\n/fznP9ddd90lyV95rFy5Uk899ZRGjBihZ555Rqeddpr+8R//UcFgUP3799eQIUP09ttvS5JGjRql\ntLQ0FRYWKi0tzX79eM3atWv1wgsvqHPnzho2bJi6dOmilJQU3+WxYsUKPfvsszrvvPNUVlamdevW\n6d5771WnTp18l4XkvFeGDx+uefPmafz48Ro2bJjS0tJ8mcfevXu1atUqNTQ06L777lN2draSk5N9\nmcXzzz+vZ599Vj//+c91wQUXSGrZHU9NTfVdHmvXrtXcuXM1btw4NTc3yzAMpaWl+TKLcDisp59+\nWu+++66CwaAyMzMVDAbtHV2/5WFJyE5waWmpVqxYobq6Or333nsaO3asBg0apBUrVignJ0cnnXSS\nfUdhnz59NGDAAO3atUuNjY36xS9+oZycnHgvMaGsPGpra/Xaa6/p9ttvtw+wWLVqlY4cOaLTTjtN\nkj/y2Lp1q7p3767169fr0ksv1ZQpU5SVlaX169eroaFBP/rRjyRJAwYM0KFDh7RixQo9//zzys7O\n1mWXXWb/Oscrtm3bpu7du+vQoUP67W9/q8OHDys9PV09evRQly5dVFRUJMkfeVivjeXLl+uf/umf\ndMUVV6ipqUl79+7Vueeea9+M4YcsJCePl156SSUlJfrxj3+s9evXKz09XYMHD/bVa8N6n0gtJ2jW\n19fr008/Vffu3dWnTx9fZSE5eWzdulX9+/dXfn6+nnrqKe3fv1+maer888+X5I88rPfJpk2b9MMf\n/lAFBQUqLS1VUlKSwuGwzj33XEn+yEKSdu7cqebmZr399tu67777dN555+mLL77QGWecoaSkJN+9\nV45lmKZpxuvipmnqySef1Pbt2+1f7ZeXl6ukpERPPfWU+vfvrzPOOENbt27VHXfcodzcXL3yyiua\nMmVKvJbkqq/m8cYbb2jJkiWaPn267r77br3zzjtau3atTNPU9ddfr9raWr3++uuaPHmy20uPm4qK\nCs2YMUNLlizRE088oezsbP3zP/+zQqGQ1q1bpzfffFP33nuvMjIyVFVVpW7dumnfvn1qaGhQnz59\n3F5+zFl5/OEPf1B+fr7eeOMNpaamas2aNRo0aJAuvfRS+7kHDhxQTk6OZ/Owsli6dKmee+45XXDB\nBSoqKtKKFSu0atUqPfHEE/Zz/fTaWLp0qV5++WWNGDFCwWBQl19+uc4++2z169dPU6ZMUZcuXfTl\nl1+qe/funs2joqJCt9xyi5555hnl5+drwYIFysvLU/fu3fXoo4+quLhY119/vVJTUz3/PpGc18ai\nRYu0fft2Pfvss8rIyNAVV1yhTz75RG+88YYee+wxZWdn++K1MWPGDD3//PNavHixKioqVFRUpIED\nB+qjjz7Se++9p1/96le+yEJy8rDeI1LLZtvSpUv1hz/8IeK5fnivfFVcb4wzDEO1tbW6/PLLdfHF\nF+v6669XdXW1TNPUlVdeqYULF+qnP/2pBgwYINM0lZycrMLCwnguyVVfzeOGG25Qdna2PvroIz34\n4IN64okn1KdPHzU3N6tLly7KyMhQ37593V523ITDYb3wwguqra3VH//4R918881aunSpampqFAwG\nVVBQYP8jtmfPHv3mN79RKBRSjx49PPnmtPI4fPiw/ZfT6aefrjPPPFP5+fn6+OOP9cknn0iSPvvs\nM/3617/2bB7HvjaefPJJ3XjjjSoqKlJzc7P++te/6vLLL5fU0gtaVVWlxx9/3LNZSJF5/Od//qeu\nvvpq9e7dW6Zp6v7779ctt9yi3bt36/XXX9f+/fs9/V6xsqivr9e8efMktdzhnpeXp9WrV+vzzz9X\nZWWlUlNTtWvXLk+/TyQnj7q6Os2fP1/Dhw/X9773Pd1yyy0aNWqUpk6dqr59++r999/Xvn379MQT\nT3g2j2PfJwsWLNCPf/xjvfrqq8rMzNTIkSM1ZcoU5efn+yILKfLflKefftr++LBhw5Sdna3du3fb\nH9uzZ4/n3yvfJK5FcDgcVjAYVCgUUigUUmFhoa644go9+OCD+uCDD9TY2KhnnnlGmzZtUk5OjrKy\nsuxfU3jRV/M4+eSTdeWVV6p79+4aP3685s+fr+TkZDU2NqqxsVFdunTxdB6maapz585avHixysrK\nFAqFNHHiRM2ePVtSSyvI3r17lZWVpZNOOkn/9m//1q7PIP+urDz++Mc/6tNPP9Wbb76pzp07S2rp\nzzpy5Ig2bNigw4cPq1evXp7O49jXxrZt2/Tmm29Kkqqrq5WRkaELLrhACxYs0KOPPqrs7Gz9+7//\nu2ezkCLz2L59u51HVlaWLrroIvXp00dpaWk67bTTlJeXpwcffNCzeRz7Ptm5c6e2bt2qgwcP6p57\n7lF+fr7+4z/+Q2VlZaqqqlJBQYGn3yeSk8eiRYtUXl6uDz74QD/72c/Us2dP+zmhUEhFRUXq0aOH\np/M49n2yadMmHTx4UNdee63WrVsnSerUqZOqqqrUr18/z2chRb5XKioq7L83qqqqlJuba9/cZpqm\nL/6N/SZx7Qk2DENJSUl6++231adPH+Xk5GjIkCEqLy9XXl6e1qxZo+rqas2aNcvuifWyb8rj9NNP\n15IlSxQOh7V06VJ9/PHHuuuuu5SZmen2cuMuEAioX79+6tmzpxoaGrRs2TLNmjVLy5Yt00cffaR5\n8+Zp8ODBGjFihJKSkjxzN+q3OTaPxsZGLV++XJdddpmklmKnsrJSnTp10oABAxQIBDydx1ezeOGF\nFzRu3Dh98skn+vWvf62NGzequblZN998sy/+0v62PO677z59+OGH+t3vfqdu3brpH/7hH5SSkuKr\n18bixYt144036rrrrtPw4cPte0xOOeUUpaamejoL6et5/Pd//7cuu+wy3XbbbXrvvfc0f/589enT\nR8XFxUpOTvZ0Ht/0b8ovf/lLvfLKK3rjjTc0f/58nXzyybrooos8/z6Rvv3vjZycHM2fP18pKSk6\n7bTTPJ/D8cT9xrj8/Hy9+eab+uKLL1RYWKiKigpVVVVp9uzZOvfcczV69Ghf/CNm+Woeu3bt0sGD\nB3Xrrbdq2LBhmjBhgr375wfW99q/f3+tWrVK4XBYd999tzp16qTzzz9fEyZM8Pxf3Mey8ujXr5/W\nrFmjAwcOaMiQIZJk97X54QcCKTKL119/XQ0NDUpLS9PGjRs1e/ZsXXXVVcrIyHB5lYlzbB6vvfaa\nJGnatGlqamrSyJEjNWnSJF8UfVJkFmvXrpUknXXWWWpsbFRSUpIGDRqktLQ0X2QhReaxevVqBQIB\nzZgxQ506ddKIESN01VVX+aLok77+b0pzc7PuvPNO5eXl6bzzztPVV1/tm/eJ9PV/UyorK/WDH/xA\nBQUFys/P7/CHXXxXcS+CDcPQoEGDtGXLFi1atEirV69WcXGxBg4c6IlBy9H6tjxOPfXUDnfmdiyl\npKQoIyNDS5cu1ejRo9WrVy/l5+e7vSzXpKSkqHPnznrxxRd16aWXen7n93hSUlLUqVMnlZaW6qab\nbtLUqVOVm5vr9rJcY702rB2/fv366aSTTnJ7Wa6wXht/+tOfNHr0aKWmprq9JFdZr40lS5Zo7Nix\nKigo8PVrIyMjQ8uWLdPo0aOVn5/vi984fxvrtfHSSy9p9OjROvnkk31fAEtxng7xVeXl5SoqKvJl\n8ftNyOPrmpubPTf/+LsgD0dTU5OnR/VEi9eGgywikYeDLCKRR6SEFsEAAABAexDX6RAAAABAe0QR\nDAAAAN+hCAYAAIDvUAQDAADAdyiCAQAA4DsUwQAAAPAdimAAAAD4zv8H3tTwJ+JkQBYAAAAASUVO\nRK5CYII=\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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0aWoJqckf0vjS3HSXAmSUlDzt9Hq98vv9iY+j0ajs9o4MbxiGfvjDH2rfvn16\n8MEHB/x1S0vz+r8TBoRemmu499Nmt8nlsidVZ/m4Am376JjyCrKV5U7NyNVw72cmoZfmGin9PPRh\nrSRp2qnFaf2ZRko/hwv6OfRSchWcM2eO1q5dq/nz52vz5s2qqKjocvvdd9+trKwsPfzww4P6urW1\nzWaWaVmlpXn00kSZ0M9IxFAkYiRV5+iCbG01pC07jqh8bP4QVNdVJvQzU9BLc42kfm7bFQvSxbmu\ntP1MI6mfwwH9NE9fT0hSEqTnzZun9evXa9GiRZKkqqoqrV69WoFAQDNmzNCqVat0zjnnaPHixbLZ\nbLrpppt02WWXpaI0wJKMJKd2SNL4sthLv/uP+lISpAEMvf21sVeNx5V601wJkFlSEqRtNpvuvffe\nLp8rLy9PvL99+/ZUlAGgsyST9Pj2C20N86SBEeNAnU92m42t74BB4kAWwIKMJLe/k6Rx7YuRDtT6\n+7kngExgGIYO1Po1ZlSOXE5iATAY/MUAlpVclM5yO1VamKWaoz4ZhmFyTQBSra6xVa2hiMaVsGMH\nMFgEacCCKmeN1dyZY5L+9+NLvfIF2tTgC5lYFYB02Hs4tiBt0lh2eAAGiyANWNDnPzNN88+fmPS/\nnzQmdsHde6jJrJIApEn873jSGBYPA4NFkAYwaOWnxC64ew4TpIFMFx+RPnU0I9LAYBGkAQxafORq\nzyH2KAUymWEY2nu4WaOLc5STxdHgwGARpAEMmjfbpbLCbO091MSCQyCDHW0IKBAMJ6ZrARgcgjSA\npEwamyd/a1i1DYF0lwIgSXvbX1UiSAPJIUgDSEr8VEOmdwCZ66ODsXUOnFIKJIcgDSApk9sXHO4+\n0JjmSgAka9f+BjkdNpWz9R2QFII0gKRMGpMvp8OuD/Y3pLsUAEloDYX18RGfJo3Jl8vpSHc5QEYi\nSANIistp1+Sxeao54lNLazjd5QAYpI8ONilqGJo2viDdpQAZiyANIGkVEwtlSPqQ6R1Axtm1P/Z3\nO218YZorATIXQRpA0iraL8Af1DC9A8g0u9qnZU1lRBpIGkEaQNKmjCuQzUaQBjJNWziqD/c3alxJ\nrrzZrnSXA2QsgjSApGV7nJo0Jl97DjUpEGSeNJApPjzQqFA4qjMmFae7FCCjEaQBnJQZ5cWKRA3t\n+Ph4uksBMEDb99ZLkmaUF6W5EiCzEaQBnJSZ5bERra176tNcCYCB2ranXg67TadNIEgDJ4MgDeCk\nTD4lX1knUfuvAAAgAElEQVRuh7Z9RJAGMoEv0KZ9h5s1dVyBPG72jwZOBkEawElxOuw6/dQiHW0I\n6OjxlnSXA6AfW/cck6HYtCwAJ4cgDeCknTl5lCRp84fH0lwJgP5s+qBOkjR7akmaKwEyH0EawEmb\nPa1ENkkbP6hNdykA+tAWjuq9j46ppCBL40pz010OkPEI0gBOWqHXo8nj8rVrf4OaWkLpLgdAL3Z+\nfFytoYjOnlYqm82W7nKAjEeQBmCKORWlMgxp8666dJcCoBfxV43Onsa0DsAMBGkApphTUSpJemfn\n0TRXAqAn4UhU7+ysVX6OS9MmcCw4YAaCNABTjC7KUfnYfG3bU68GXzDd5QDoZvveevkCbfrE6aPl\nsHP5B8zAXxIA08ydOUaGIb257Ui6SwHQTfzv8oIZo9NcCTByEKQBmOb8M0bLYbfpja2H010KgE4C\nwbA27qpVaWGWJo/NT3c5wIhBkAZgGm+2S7Omlmh/rU8fH2lOdzkA2r31/hGF2qK6aOZYdusATESQ\nBmCquTPHSJJee/dQmisBELdu00HZbTZVzjol3aUAIwpBGoCpzpoySkV5Hr2+9ZBaWsPpLgewvD2H\nmrTvSLNmTY39bQIwD0EagKmcDrs+M2ecgqGIXt9yMN3lAJa35p0aSdKnzh6X5kqAkYcgDcB0l8we\nJ7fTrjUb9isaNdJdDmBZdY0BvbX9qMaV5mpmeXG6ywFGHII0ANN5s126cOYY1TW2Jk5SA5B6L/6t\nRlHD0PzzJrLIEBgCBGkAQ+LyT0yQzSY9s36Pogaj0kCq+QJtenXLQRXne3T+GewdDQwFgjSAITF2\nVK4unDFGB2r9emcHx4YDqfb8m/sUaovq8k9MlNPB5R4YCvxlARgyCy6aJLvNpmde38NcaSCFjjW2\nas07+1Wc79Gnz2bLO2CoEKQBDJmyohxddOYYHTrWolfZwQNImT+89pHCkaiuqZwsl9OR7nKAEYsg\nDWBIXV05WR63Qytf2S1foC3d5QAj3t7DTXpj62GNL41NrwIwdAjSAIZUUZ5HCy8ql781rFXrdqe7\nHGBEi0SjeuxPO2RI+sKl02S3s1MHMJQI0gCG3GXnjtfYUTlat/mgPqhpSHc5wIi15p39+viITxfN\nHKPTJ7FvNDDUCNIAhpzTYdeXrzhdskn/u3q7AkGODgfMduiYX0+/9pG82S7d8Jmp6S4HsISUBGnD\nMLR06VItWrRIN910k2pqak64TyAQ0Be+8AXt2bMnFSUBSLGp4wv02QtOVV1jq37zl13pLgcYUdrC\nEf38mW0KtUW1+O9OU16OO90lAZaQkiC9Zs0ahUIhVVdXa8mSJaqqqupy+9atW/XFL36xx4ANYORY\n+MlyTRzt1etbDuk1dvEATPPblz9UzVGfLp51ij4xvSzd5QCWkZIgvWHDBlVWVkqSZs2apa1bt3a5\nva2tTQ8//LAmT56cinIApInTYddXr56pHI9Tj//5A+051JTukoCMt27zAb288YBOKcnVFy6blu5y\nAEtJSZD2+XzKy8tLfOx0OhWNRhMfn3322Ro9erQMjhEGRryyohzdtnCGIpGofrZyi+oaAukuCchY\n7++t1xMvfiBvtkt3/v2Z8rjYMxpIJWcqvonX65Xf7098HI1GZbeffIYvLc3r/04YEHppLvrZt8+U\n5qk5GNH/PrNV/7lii374L5UqzPP0en/6aR56aa509vODj4/rwae3ymaTvnvz+ZoxeVTaajELv5/m\nop9DLyVBes6cOVq7dq3mz5+vzZs3q6KiwpSvW1vbbMrXsbrS0jx6aSL6OTBzTy/ToaOn6rm/7tO3\nH3pNSz4/W4XeE8M0/TQPvTRXOvu573Cz/uM3m9QaCusrC2eqLM+d8f/f8vtpLvppnr6ekKRkase8\nefPkdru1aNEiLV++XHfddZdWr16t3//+913uZ7OxcTxgJddePFmXnTNeB2r9Wv7kRtU1Ms0D6M/7\n+47rh7/ZqEAwrH+68nQWFwJpZDMyeGIyz7TMwbNWc9HPwTEMQ0+/tker39irQq9b/+/vz1L52PzE\n7fTTPPTSXOno59/eP6L/Xb1dhiH981Vn6PwzRqf0+w8lfj/NRT/Nk/YRaQDojc1m07UXT9aiz0xV\noy+kqic2av17h9JdFjCshCNR/fblXfr5M9vkdNj1jRtmjagQDWSqlMyRBoD+XH7eRI0tydUvntmm\nXz73vnbsO64vXGbOegogk9U1BPTI6u3atb9Ro4tzdMc1MzW+1JvusgCIIA1gGDlz8ijd/Y/n6ufP\nbNP6rYe14+PjunPRHE0ozk53aUDKRQ1Dazce0IpXdivYFtG508v05SumK9vDpRsYLvhrBDCsjC7K\n0XcWn6PVb+zV6jf2aen//FVzKkr1+c9MVWkhgRrWsGt/g6r/8qH2HGpSbpZTi//udF04YwyL8oFh\nhiANYNhxOuy6unKy5lSU6nev7NbGD2r13kfH9Omzx+mK8yeqoIdt8oCR4GCdX8+8vkdv7zgqSTrv\n9DItunRaj1tDAkg/gjSAYWvi6Dwtv+OTWr3uQ/3+ld168e0ard10QJ+aPU6XnTueEWqMGB8dbNJz\nf92rTbvqJEnlY/P1hUunaer4gvQWBqBPBGkAw5rNZtMFM8bonNPK9Pp7h/TcX/fqpXdqtOadGp05\nZZQ+M2e8ZpYXy27nJW9klmAoor/tOKJX3z2o3QeaJMUC9JUXnqrZ00pkZxoHMOwRpAFkBJfTrk+f\nPU6fPHOs3t5xRC9vPKAtu49py+5jKvC6dd700TrvjDJNHpvPPFIMW23hqN7fV693dtbqnR1H1RqK\nyCZp5uRiXXH+qZo+sZDfXyCDEKQBZBSX0665M8dq7syx2nu4Sa9sOqgNO4/qpXdq9NI7NRqVn6Wz\npo7SzPJiTZ9YxA4HSLtGf0jv76vXlt3H9O6HdQoEI5Kk4nyPLv/EBH3yrLEqKWCaEpCJuMIAyFiT\nxuTrH6/I1xcvr9C2PfX62/tHtPnDOq3deEBrNx6Qw27TtPEFqphQqCnjCjTllHzlZLnSXTZGuAZf\nUHsONmlnTYO27z2u/bW+xG2j8j2qPOsUnXNaqaaMK2D6BpDhCNIAMp7TYdesqSWaNbVE4UhUHx1s\n0tY9x7T1o3rt+LhBOz5uSNz3lJJcTR6br/FlXk0ozdW4Mq/yc9xprB6ZyjAM1TUGdLCuRftrfdpz\nsEkfHWrS8eZg4j4up10zJhXp9EnFmjGpWBNHe5m6AYwgBGkAI4rTYVfFhEJVTCjUtRdPkS/Qpo8O\nNurDA03afaBRHx1s0sE6f5d/U5Dr1rjSXJUV5aisMFtlRdkqK8xWaVG2PC5Hmn4SDAeGYcgXaFNd\nY2vsv4aADh1r0YE6vw7X+xPTNOLyc92aPbVEk0/J15RxBZo6Ll8uJ79DwEhFkAYwonmzXTprSonO\nmlIiSYpEozp8rEX7a/3aX+vT/qM+7a/1afve49q+9/gJ/74g163CPI+KvB4V5XlUmOdRodcde9/r\nUV62S7nZLjkd9lT/aDhJbeGomvwhNfpDavQH1eiLvx9SQ3NQdY0B1Ta2KhiKnPBvHXabxpd5Nboo\nW6eU5GpcSa7Kx+arKM/DiDN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta = DHI * AM / DNI_ET\n", "delta.plot()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MsIJCvsVNtbsCt95N2fiPSss1HATP99dGQlU5cNLDSx+00D3gR6tR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\nAIBKjAEAoKoBa9toFQpNd9wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "modelt = 'allsitescomposite1990'\n", "\n", "F1c, F2c = pvlib.irradiance._get_perez_coefficients(modelt)\n", "\n", "F1 = F1c[ebin,0] + F1c[ebin,1]*delta[ebin.index] + F1c[ebin,2]*z[ebin.index]\n", "F1[F1<0]=0;\n", "F1=F1.astype(float)\n", "\n", "#F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebinfilter] + F2c[ebin,2]*z[ebinfilter]\n", "F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebin.index] + F2c[ebin,2]*z[ebin.index]\n", "F2[F2<0]=0\n", "F2=F2.astype(float)\n", "\n", "F1.plot(label='F1')\n", "F2.plot(label='F2')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from pvlib import tools" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Gvbm4mFcvdFtEZGbcbEhEg5Z2QI9tR64hq6QZ/p4O+OmCZF6yQmb1QLwPPJyVeH1/Ht76\ntAidPRpMHxXMn34QDVKckSaiQUndN4A/78lBVkkzYoJc8MoTaQzRZBGRAS545cl0uDkp8PEXN/DB\n5yUwGHg8HtFgxCBNRINOc0cffr8rE2V1nRgR64WfPp4CeyXvoCPL8fNwwG+WDkOApwPOZNVhy6EC\nDOj0QrdFRCbGIE1Eg0pdsxr/+34mGtt6MXVkEFY9Fs+TOUgQro4K/OqJNEQHuiCzuBn/91EuevoH\nhG6LiEyI7y5ENGhU1Hdh/d+Ot1s4MQKPT4iAmGtTSUD2ShleXpiMYdGeKKnpwB8+yEZnD8+aJhos\nGKSJaFAoqmrHH3dno1ejwzPTYjBlRJDQLREBAGRSCZ6blYDxqf6obVZj/QdZaOvqF7otIjIBBmki\nsnk5pS3YsDcXOp0Bz89KwLhkP6FbIvoGsViEpZOjMG1kEBrbevHq+5lobO8Vui0iuk8M0kRk0y4V\nNmDjJ/kQi4GfzE/CsBgvoVsi+k4ikQjzx4dj7oNhaO3SYP37WahtVgvdFhHdBwZpIrJZZ7PrsOPI\nNSjkEvx8YSoSwtyFbonoB4lEIswcHYIlD0eis0eLP3yQhYr6LqHbIqJ7xCBNRDbpdGYtdp0shspe\nhl8uSUVEgLPQLRHdsYeHBeKZ6THo1ejwp93ZKK5uF7olIroHDNJEZHM+y6jBB5+XwMlBjl8sSUOQ\nt6PQLRHdtXFJfnhuVgIGdAZs2JeL61UM00S2hkGaiGzKia+rsed0KZxVcvxySSr8PRyEbonong2P\n8cLaOYnQ6434636GaSJbwyBNRDbj+OUq7D1bBheVHL9ckgZfd4Zosn0pkR7/CNP7clHEME1kMxik\nicgmHLtUiX3nyuHqqMAvn0iDj5u90C0RmUxKpAfWzk2EwWjEa/tyUVTZJnRLRHQHGKSJyOod+bIC\nH39xA+5Ot0K0tytDNA0+KRG3ZqYNRiNe25+HawzTRFaPQZqIrNq+0yU4cKEC7k5K/HJJGrxc7IRu\naVAzGo3Q6gfQr+tHn64ffbo+9A70oU/XD71BL3R7g15yhAfWzWWYJrIVUqEbICL6Pp9n1GD36VK4\nOSnwyyWp8GCIvme9A70obW1BaUMNOrVd6NT87Ze2Cz0DvejXadCv10Cj18BgNHzv80jFUijEcsgl\nctjL7OAkd4ST3BGOchWc5I5wt3ODp507POzcoZDILfg3HDySwm+F6Y2f5OP1j/Pw8uMpiAp0Ebot\nIvoODNJEZJXO5dTdDtH/tpgh+k5p9FrUqW+iursONd11aOxpRnNfC9QDPd/5+SKIYCdVQilVwlXh\nDKVUAYVEAYlIfOtR0a3PMhqN0BoGoNVrodFroNFr0drXjjp1/ff24ix3gpe9B/xVvghw9EeAyg++\nDl6QivnW82OSwj2wZnYiNh3Ix1/35eLfFqci1NdJ6LaI6F/w1YyIrM6X+fXYdaIYjvYy/L/nxkDJ\nRWjfyWg0orW/DaXtN1DWUYHKrmo09jbDCOPtzxGLxPBQuiHEKRDB7v5QwRHOCme4KJxuzyZLxJJ7\n7kGr16JLq0a3thudmi609Lehua8VLb2taO5rQVlHBUo7btz+fIlIAn+VL8JdQhDuHIpwlxA4yXkO\n+HdJifTAs4/G4c3DhfjLRzn4xZI0BHqphG6LiP4JgzQRWZUrRY1469Mi2Cul+NnCFAR6O6K5uVvo\ntqxGl7Yb11qLUdRWgrKOCnRoOm8/ppQoEO4SgkBHfwSq/BHo6A9ve8/bQdnT0/RjKZfI4WHnBg87\nt+98XKPX4qa6AbXqm6jtrkON+ibqum+iursWZ2suAgC87DwQ7RaJOLcoRLlGQClVmLRHWzYi1hsD\nOgN2HivCn/dk41dP8NhHImvCIE1EViO7pBnbj1yDUi7BywtTeGMhbs06V3fXIr+lCIWt11HdXXv7\nMUeZCqleSYhwCUWkSxh8HbwhFlnX9L1CIkeocxBCnYNuf0yrH0B1dy3KOipQ3lmBGx1VuFB3CRfq\nLkEikiDcJRTx7tFI8Uz83oA+lIxJ9IV2QI9dn5XgT7uz8asn07nplshKMEgTkVUouNGKLYcKIJGI\n8NKC5CG9HtRoNKKmuw6ZTbnIaspDW/+tCzrEIjGiXCMQ7x6NePcY+Nh7QXRrEbNNkUtkiHAJRYRL\nKABAb9CjoqsaRa3FuNZWjJL2MpS0l+FA2TEEOfoj1TMJKV6J8LL3ELhz4UxIC4BmwIC9Z8vw5923\nZqbdnJRCt0U05DFIE5Hgyuo6sfGTfIhEIvxkXhIiA4bmCQVNvc24XJ+JzKZctPS1Ari1XGO4dxpS\nPOMR7RYJO+ngC08SseR2sH40fCq6tN0oaClCdlM+rreXorq7DoduHEeQoz9G+g7DMO8UqGRDb3nD\n1JFB0Or0OHihAn/ak4NfPZEGZweejEIkJAZpIhJUbbMar+3LhU5vxLp5iYgNGVo/ytfqtchuysel\n+ozbm/LkEjmGeacgzSsJcW7RkElkAndpWU5yR4z2G4HRfiPQO9CLvJZryGrKQ1FbCapLDuFA6VEk\nesRhlO8wxLpF3ddmSVvz6OgQaAb0OH65Ghv25uCXS9Jgp+BbOZFQLPLVZzQa8d///d8oLi6GXC7H\n73//ewQGBt5+/J133sH+/fvh5nbrDfR3v/sdQkJCLNEaEQmouaMP//dRDnr6dVgxIxYpEUPnR/f1\nPY04X/sVMhqz0afrBwBEuUZgtO9wJHvGQ84zmAEA9jJ7jPIdhlG+w9Cp6UZGYxYu119FdnM+spvz\n4aJwxli/URjrPxKO8sF/ooVIJML8h8LR06fD+dybeOPjPPz08WTIpEPnmwkia2KRIH3q1ClotVrs\n2bMHubm5ePXVV7F58+bbjxcWFuKPf/wj4uLiLNEOEVmBzh4t/u+jHHSqtVg0KRJjEn2FbsnsDEYD\nitpKcLbmIoraSgDcOmv5oeDReMBvODzs3AXu0Lo5KxzxcNBDmBT4IGq663Cp/iquNGTiaMVJnKg8\nhTTvZIwPGINgp8AffzIbJhKJ8NSUaPT0DSCzpBlvHr6G52fHQyK2ro2mREOBRYJ0ZmYmxo0bBwBI\nTk5GQUHBNx4vLCzEm2++iebmZowfPx6rVq2yRFtEJJDefh02fJSDpvY+zHggGJOHD+7go9Vrcbk+\nE+dqL6KxtxkAEOkShvGBY5HoHjukliaYgkgkQpBTAIKcAjArfCq+bsjCF7Vf4kpDFq40ZCHUKRiP\nBI9Hokes1Z1iYipisQirHovDhr25yCppxq6TxVg2NcYmN58S2TKLBGm1Wg1Hx38cYyWVSmEwGCD+\n23fPM2bMwBNPPAGVSoW1a9fiiy++wEMPPWSJ1ojIwrQDerz+cR6qm9R4KMUPcx8ME7ols+nX9eNC\n3WWcrj6P7gE1pCIJRvqkY0LgWAQ6+gvd3qCglCrxUMBojPMfheK2MpyrvYiC1uvYlv8ufB28MTl4\nAtK9kgflNysyqQQvzEvCHz/MxvncejjayzHvoXCh2yIaUkRGo9H44592f9avX4+UlBRMnToVADB+\n/HicO3fu9uNqtRoq1a21bR9++CE6Ozvx/PPPm7stIrIwvd6AV9/NwNeFDRiT5Id/WzoMEvHgm0Hr\n0fbieOlZHCs5gx5tL+xkSkyNGI9pkePhYucsdHuDXk3nTRwq+gwXqzNgMBrg5eCOx2ImY2LoaEgl\ng29jXke3Br/YeAH1LT1Y8VgCZjNME1mMRV5R0tLScPbsWUydOhU5OTmIioq6/ZharcbMmTNx/Phx\nKJVKXL58GfPnz7+j5+VtZ6ZhjtvOhjKO53czGo14+/h1fF3YgLgQVzw1OQptreof/XO2NJ79un6c\nrrmAM9UX0K/vh4PUHjNDp+ChgNGwl9lhQA00q4X7u9jSWN4PJRyxMHweJvlNwOnqL/BVfQZ2ZO7G\ngcITmB76CEb4pJlkyYc1jedP5yfh9+9nYufhAogMeoxOsL09B9Y0noMBx9N0PD2//3Iwi8xI//Op\nHQDw6quvorCwEH19fViwYAEOHz6M9957DwqFAg888ADWrVt3R8/LfyCmwS820+J4freDF27g8JeV\nCPZxxC8Wp97xkV22MJ4DBh0u1l3GicrTUA/0wFGmwsPBD2Gs3yiruu7aFsbSHDo13fi8+iwu1F6C\nzqiHt70XZoZNRopnwn0Famsbz9pmNda/n4V+rR4/WZCExDDb2rxqbeNp6ziepiN4kDYX/gMxDX6x\nmRbH89vO597EO8evw8NZid88NeyuLpGw5vE0GA3IaMjG0YrP0NbfDqVEgYeDxmNC4FirCtB/Z81j\naQlt/e04XnEalxuuwmA0INDRH3MjZiDKNeKens8ax7O0tgN/2p0DiUSEXy1JQ7DP9wcAa2ON42nL\nOJ6mwyBNP4hfbKbF8fymvPJWvL4/D/ZKKX69NB0+bvZ39eetdTxL229gX+kh1KnrIRVJ8GDAaEwJ\nngiV3Hpv3LPWsbS0pt5mHKv4HFcbcwAAyR7xmB0x466vILfW8bx6vQlbDhbAyUGO3zyVDg9nO6Fb\nuiPWOp62iuNpOj8UpAffrgsishqVDV3YcrAAEokIL85LuusQbY1a+9pxsPwYspryAAAjfdIxM2wy\n3JSuAndGd8rL3hPPxC/BxMBx+Lj0CHJbClHQeh3jA8Zgasgk2MtsI3h+n2ExXlg4KRJ7Tpdiw95c\n/HppOhyUQ+t2TCJLYZAmIrNo7ujDX/flQTugx5o5iYgIsO3TKrR6LT6vOofPq89hwKBDsFMgFkTO\nQqhzkNCt0T0KdgrET9OeR3ZzPg6WHcPpmvP4uiETs8KnYZTvMJs+g3ry8EC0dfXjs4wabPw4Hy8v\nTIFMart/HyJrxSBNRCan7hvAhr256OrR4olHopAe7Sl0S/clr7kQe0sOoV3TAWe5I2aFT8dwn1Sb\nDlp0i0gkQppXEhLdY3G25iJOVJ3GB9f341L9VSyKngN/le2dfvF3j0+MQFtXP64WN2PnsWtY9Vg8\nxLywhcikGKSJyKS0A3q8vj8PDW29mDoyCJPSA4Ru6Z51aDqxr+QQcpoLIBFJMDl4AqYET4BSqhS6\nNTIxmUSGySETMNwnFftLjyCnOR/rM17DhMCxmB7yiFVuHv0xYpEIzz4ah46eHFwpaoK7kxILJtzb\nxkoi+m4M0kRkMgajEduPXkNZXSdGxnlj/njbvBjCYDTgQt1lHC4/jn69BuHOIVgcMw++Dt5Ct0Zm\n5qp0wbOJS1HQUoS9JYdwuvo8shrzsCBqFpI944Vu767JpBK8OC8J/7srE8e/roabk9Kmv7klsjYM\n0kRkMvvPlSOzuBkxQS5YPj3WJn+MXKeux4fXP0ZlVzXspHZYEj0PD/gN5zKOISbBIxZRruE4WXkG\nn1d/gW357yLdKxmPR8226pNZvovKToafPp6M3793FR+eKoGbowKpUba93IrIWvCdgYhM4nzuTZz4\nuho+bvZYOzfR5jY26Q16nKg8jT9kvI7KrmqkeyXjP0b+HGP8RzJED1FyiRyPhk/Fr0e8hFCnIGQ2\n5eJ/vv7z7RNbbImnix1+siAZMqkYbx4pRFUDj0UjMgW+OxDRfbtW2YZdJ4uhspPhJwuSbO6orfqe\nRvw5cxOO3DgJlcwBzyc9g+UJT8BZYTuXWZD5+Dh44+X0NZgTMQMavQY7C97HjoL30dnfJXRrdyXU\n1wmrHo3HwIABr+3PRXu3RuiWiGwegzQR3Zf61h5sOlAAAFg3NxHerrZzVrTBaMDnVeewPuM1VHfX\nYoRPGv595MtI8IgVujWyMmKRGA8HPYRXRvwUYc4hyG7Kw8sn/gfZTflCt3ZX0qI8MX9CODrUWry2\nPxcarV7olohsGoM0Ed2z7l4t/rovF30aHZ6ZHoOoQBehW7pjzb2t2JC1BQfLP4WdRIlVicuwLG4R\n7GW2840AWZ63vSd+mvYc5kU+Co1Ogx0Fu7Dr2l706/qFbu2OTR0RhHFJvqhuVGPbkUIYbPeCYyLB\ncbMhEd2TAZ0BGz/JR3NHP2aODsHoBNs5b/dKQxY+Kj6Afr0GaV5JWBg1x+Y2kJFwxCIxJgaOw9iI\nNPzl4g5cbriKso4bWBa/GGHOwUK396NEIhGWTolGc0cfsktb8PG5ch6LR3SPOCNNRHfNaDTineNF\nKK3txPCiG11XAAAgAElEQVQYL8weFyp0S3ekT9ePdwp3491rewAAy+IWYUXCkwzRdE/8nXzw8/S1\nmBw8Aa397diQtQXHbnwGvcH6l0tIJWKsnZsIbzd7HP+6GudzbwrdEpFNYpAmort29KtKXCpsRJif\nE1bMsI1j7io6q7H+yl+R0ZiNYKdA/Gr4SxjhkyZ0W2TjpGIpZoVPw4upq+Asd8KnlaewIWsrWvva\nhW7tRzkoZXhpQRIclFLsOlmMoirr75nI2jBIE9FduVLUiAMXKuDupMQL85Igl0mEbukHGYwGnKw8\ng79kbUZrfzsmB0/Az9LWwNPeXejWaBCJcg3Hr0e8hHSvZFR0VWF9xl+R33JN6LZ+lLerPdbNTQQA\nbD6Qj4a2XoE7IrItDNJEdMfKb3Zix9EiKOUS/GRBEpwd5EK39IPU2h5szn0Lh2+cgKNMhRdSnsWs\n8GmQiK07/JNtspfZ45n4JVgSPQ9awwC25r2DT8qOWv1Sj+ggVzw9LQY9/Tr8dV8u1H0DQrdEZDMY\npInojrR19WPjx/nQGwx4fnYCAjxVQrf0gyo6q7E+4zUUtZUgzj0avx7xU0S7cUMVmZdIJMIY/5H4\nt/R18LLzwOnq8/hr9la093cI3doPGpPoixkPBKOpvQ+bD+RDpzcI3RKRTWCQJqIfpR3Q441P8tHZ\no8XCiZFIDLPeZRFGoxHnar7Ehqwt6NB0YmboFDyf9Aw3FJJFBTj64ZfDX0S6VzJudFbh1St/RUFL\nkdBt/aA5D4YhLcoT16s7sOd0qdDtENkEBmki+kFGoxFvH7+OqoZujE30xSPDAoRu6Xv16zR4u/BD\n7Cs9BDupEutSVmJa6CRe8U2CUEqVeCZ+CRZFz4XGoMWWvLdx7MZnMBitc7ZXLBJh5cxYBHg64ExW\nHc7l1AndEpHV47sLEf2g419X4+trjQj3d8LSKdEQWekJHQ09Tfjj1TeQ2ZSLMOdg/Gr4TxDjFil0\nWzTEiUQijPMfhZ+nr4W70hWfVp7Cm3nvok/XJ3Rr30kpl+KFeUlQ2cnwwWclKK7mSR5EP4RBmoi+\nV07ZrcsaXB0VWDcnETKpdb5k5Ldcw5+uvoHG3iZMCByLl1Kfg6vSdm5ZpMEv0NEfvxj+ImJcI1HQ\nWoQ/Xn0D9T2NQrf1nTxd7LBmdgIAYNOBArR0WmfoJ7IG1vmuSESCq2vpwbbDhZBJxXhxXhKcVQqh\nW/oWo9GIE5Vn8Gbeu9Ab9XgmbjHmRz7GUznIKqlkDliTvByPBI1HU28L/nT1DeQ05Qvd1neKCXbF\nkocjoe4bwOv789Gv1QndEpFVYpAmom9R9w3gjf156NfqsXxGLIJ9HIVu6Vs0ei3eKvwAR26cgLPC\nCS+nrcEwn1Sh2yL6QRKxBLMjpmN5/BMwGo3YXrALR8pPWOW66QlpARif6o/aZjV2HiuCwWgUuiUi\nq8MgTUTfoDcYsOVgAZo6+jDjgWCMiPUWuqVvae1rx18yNyOrKQ9hziH45fAXEeRkvZsgif5Vuncy\nfj5sHTyUbjhRdQbb83ehX6cRuq1vWfJwJKICXZBZ3IyjX1YK3Q6R1WGQJqJv+Oh0GYqq2pES4YE5\nD4YJ3c63lLbfwB+vvo5a9U2M8RuBn6SugpPc+mbMiX6Mv8oXvxj+IqJcI5DXUogNWVus7rxpqUSM\nNXMS4O6kxMGLFcgsbhK6JSKrwiBNRLedz72JU5m18PdwwLOPxkFsZSd0XK6/ijdytqNX14eFUXOw\nOHoepGKp0G0R3TMHmT3WJa/AGL+RqFXfxB+vvoGqrhqh2/oGJ3s5XpyfBIVMgu1Hr6G6sVvolois\nBoM0EQEASms7sOtkMRyUUrwwLxF2CusJqEajEUdvnMSuor2QS+R4IWUlHgx4wGqP4iO6GxKxBIuj\n52Je5KPo1qqxIWsLMhtzhW7rGwK9VFg5MxbaAQPe+DgfXb1aoVsisgoM0kSEtq5+bDpQAKMRWDM7\nAV6u9kK3dJtWP4B3ru3G8crT8FC64efpaxHlyqu+aXARiUSYGDgOzyU9DYlIgrcKP8DxitMwWtEG\nv/RoL8waG4rWrn5sPVgAvcH6NkgSWRqDNNEQN6AzYPPBAnT1aLFwYgRiQ9yEbuk2tbYH/+/ca7ja\nmINQp2D8fNg6+Dh4Cd0WkdkkeMTi5fQ1cFO64mjFSbx77SPoDNZz9NyjY0KQGumB69Ud2He2XOh2\niATHIE00xH3weQlu3OzCA/HeeNiKrv9u7G3GnzM34npLOdK9kvGT1FVwlKuEbovI7PxVvvjFsBcQ\n6hSEjMYsbM59y2puQrx1jXgcfNzs8VlGDS5faxC6JSJBMUgTDWHncupwPvcmgrxVeGpqjNWsOS7r\nqMD/Xd2E5r5WzImdiqfjF0MmkQndFpHFOMpVeDF1FZI94lHcXoYNWVvRoekUui0AgJ3i1j4KpVyC\ndz69zs2HNKQxSBMNUWV1nfjgsxKo7GRYNycRCpl13AaY1ZSHN7K3oU/fjydiFmBx0iyIRXypoqFH\nLpFjZeJSPOj/AOrU9fjT1Y24qbaOGWBfdwesnBkHrc6AjZ/kQ903IHRLRILguxPRENSp1mDzgXwY\njEasnhUPDxc7oVsCAJyv/QpvFXwAiViCtckrMNpvuNAtEQlKLBLj8ajZmBU+DR2aTvwlazNK2q1j\nbXJalCceHR2Cls5+vHm4EAaD9WyMJLIUBmmiIUanv7W5sEOtxfzx4Yi3gs2FRqMRR26cxEclB6GS\nOeCltOcQ4xYpdFtEVkEkEmFy8AQsi1sErX4Am3J24GpjjtBtAQBmjQtFUrg7CivacODCDaHbIbI4\nBmmiIWbP6VKU1nZieIwXpo4IErod6A16fHj9Y5yoPA0PO3f8LH0tghytZ9MjkbUY4ZOGNcnLIRXL\n8HbhhzhTfV7oliAWibDq0Th4udrh2KUqXL3Omw9paGGQJhpCLubV40xWHfw9HbB8eqzgmwu1+gFs\nL9iFr+qvINDRHz9LXwNPe3dBeyKyZjFukXg5/Xk4y53wcdlRHCk/IfhZ0/ZKGdbNvbXPYuexItQ1\nqwXth8iSGKSJhoiK+i68d7IY9grprTc9ubCbC3sGevFGznbkt1xDjGskXkpdDSe5o6A9EdkCf5Xv\nrW867dxxouoM9pQcgMEo7OUoAZ4qrJgRC82AHhs/yUdvPzcf0tDAIE00BHT1arHpQD70egNWPRYP\nb4FvLuzUdGFD1hbc6KxEulcynk9+BkqpUtCeiGyJu50bXk5fA3+VLy7WXcY7hbsFv7hlWIwXpo0K\nQmN7H7YfuQaDFd3KSGQuDNJEg5zeYMDWgwVo69Jg9oNhSAoXdulEa18b/pK1BfU9jRgfMAZPxy+G\nVCwVtCciW+Qkd8RLqc8hzDkEmU25eDPvXWj0WkF7mvdgOOJD3ZBb3orDFysE7YXIEhikiQa5fWfL\ncb26A6mRHpjxQLCgvTT0NOEvWVvQ0teKaSEPY37kYzwjmug+2Mvs8ELKSsS7x+BaWzE25mxH70Cv\nYP2IxSKsfiweHs5KHP6yEtmlzYL1QmQJfAcjGsS+vtaIzzJq4Otuj5Uz4yAWcHNhTXcdNmRtQYem\nE3MiZmBm2GTBNzsSDQZyiRyrE5dhmHcKbnRWYUPWVnRqugTrR2V3a/OhXCrGjqPX0NguXLAnMjcG\naaJBqq6lB28fL4JSLsG6uYmwUwi3fKK8oxKvZb+JnoFeLI6ei4eDHhKsF6LBSCKWYFncIjzoPxo3\nexrwl8zNaO1rE6yfIG9HPDU1Gn0aPTZ9UgDNgF6wXojMiUGaaBDq0+iw+UA+tAMGLJ8eC193B8F6\nKWorwcac7dDotXg6bhHG+o8SrBeiwezWLYizMDVkElr627AhayuaelsE62d0gi8mpPqjtlmNXSeL\nBT+mj8gcGKSJBhmj0Yh3jl9HfWsvJg8PxLAYL8F6yW0uwNbct2GAEasSn8Iwn1TBeiEaCkQiER4N\nm4LHwqaiXdOBv2ZtQUOPcJekLJoUiVBfJ3xV0IBzOTcF64PIXBikiQaZU5m1yLjehIgAZ8wfHy5Y\nH1cbsrGj4H2IxRKsSVqORI84wXohGmqmhEzEvMhH0antxl+ztqJOXS9IHzKpGGvnJEBlJ8PuUyW4\ncVO4tdtE5sAgTTSIlNV1Yu+ZMjjZy/D8rARIJcJ8iX9dn4l3ru2BQiLHiynPItotQpA+iIayiYHj\nsDBqDroH1Hgt601Ud9cK0oebkxKrZ8VDrzdi88F8dPcKe0QfkSkxSBMNEl09Wmw5WACD0YjVsxLg\n6qgQpI9L9Vexq2gv7KRKvJiyCqHOwh65RzSUPRjwAJ6IWYBeXR9ez96Gis5qQfqID3HD7AfD0Nal\nwZuHC2EwcL00DQ4M0kSDgMFgxJuHC9HercHcB8MQG+wqSB9f3vwaHxTtg73UDi+mrkKQU4AgfRDR\nP4z2G45lcYug0WvxRs42lHUIc1HKjAeCkRLhgWuV7Th48YYgPRCZGoM00SBw8GIFiqrakRLhgWmj\nhJkBvlB3CR9e/xgOMnu8mLoKgY7+gvRBRN823CcVy+OfwIBBh005O3C9rdTiPYhFIqycGQtPFyWO\nflWFnFLhThQhMhUGaSIbl1vWgqNfVcLDWYkVM2MFuXTlXO2X2FN8AI4yFX6SuhoBjn4W74GIfliq\nVyJWJT4Fg9GArXlvo6itxOI92CtlWDsnETKpGNuPXkMTL2shG8cgTWTDWjr6sOPoNUglYqydkwgH\npcziPZypPo99JYfgJHfES2mr4afysXgPRHRnEj3isDrpaRgBvJn3jiAz00HejnhqSjT6NDpsOsDL\nWsi2MUgT2agBnR6bDhagp1+HJydHIdjH0eI9nKr+Ah+XHYWz3BEvpa6Gj4O3xXsgorsT5x6NVYnL\nYASwNe9tQcL0mERfjE/xQ02TGu/zshayYQzSRDZq96lSVDV0Y2yiLx5MtvxSis+qzuJA2TG4KJzx\nUtpz8HYQ7uIXIro78X8P00Yjtua9g+K2Mov3sPjhKIT6OuLLggZ8kcvLWsg2MUgT2aAv8+txLucm\nAr1UeHJylMXrn6r+AofKj8NV4YKXUp+Dl72nxXsgovsT7x6NZxOfgtFowJa8t1HSXm7R+jKpGGtm\nJ0JlJ8OHn5egpLrdovWJTIFBmsjG1DapsetkMewUUqyZkwC5TGLR+mdrLt6eif5J6mp42rtbtD4R\nmU6CR+w/wnTuWyi1cJh2d1Zi1WNx0OuNWP9eBi9rIZvDIE1kQ3r7ddh0IB9anQErZ8TC29XeovXP\n117C/tLDcJI74sXUVQzRRINAgkcsViYuhd5owGYBwnRCqDtmjQtFc3sfth25xstayKYwSBPZCKPR\niLc/LUJjex+mjQxCapRll1N8efNrfFTy9yPuVsGbyzmIBo1Ejzg8+40wbdkLU2aODsGwWG8UVrTh\n8JfCXBhDdC8YpIlsxMkrNcgsaUZ0oAvmPhRm0dqX669i9/VPbl+2wtM5iAafRI84rEx48laYznsL\n5R2VFqstFonwsyVp8HBW4vCXlcgrb7VYbaL7wSBNZANKajqw/1w5nFVyPDcrHhKx5b50Mxqy8X7R\nPthJlXghZRXPiSYaxJI847Ei4UnoDDpszt2Jqq4ai9VW2cuxdk4ipBIxth8pREtHn8VqE90rBmki\nK9ep1mDLoQIAwPOzEuCsUlisdmZjLt69tgdKqQIvpDyLQN5YSDToJXvG4+m4xdDotdiYswN16nqL\n1Q72ccSTk6PQ06/DpoMFGNDxshaybgzSRFZMbzBg66FCdKq1mD8+HFGBLharndNcgHeu7YZCIsfa\n5JUIcgqwWG0iEla6dzKWxj6OPl0/Xs/ehoaeJovVHpfki7GJvqhq6MbuU5a/LIbobjBIE1mxT87f\nQHFNB9KjPDFlRKDF6ua3XMNbBR9AKpZibcoKhDoHWaw2EVmHkb7pWBQ9B+qBHryevQ3NvZZZtywS\nifDk5CgEeqlwLucmvsy33Iw40d1ikCayUtklzTh+uRpernZ4ZnosRCKRReoWtZVgR/4uSERirEla\njjDnEIvUJSLrM9Z/FOZFPopObRdey34Tbf2WuTRFLpNg7ZwE2Cmk2HWyGDVNaovUJbpbDNJEVqip\nvRc7jhVBLhVj7ZxE2CulFqlb3lGJbXnvAiIRVic9jUhXy54OQkTWZ2LgODwWNhXtmg68lr0NHZpO\ni9T1crXHyhmx0OoM2HQgH739OovUJbobDNJEVkY7oMemAwXo0+iwdEo0Ar1UFqlb3V2LzblvQWfU\nY2XCk4hxi7RIXSKyflNCJmJqyCS09LXijezt6NZaZoY4NcoT00cFo6m9DzuPXYPRyMtayLowSBNZ\nmfc/L0FNkxoPpfhhTKKvRWrW9zRiU85OaPQaLItdiESPOIvUJSLbMTN0MiYGjkNDbxPeyNmO3oFe\ni9Sd82AoYoJckF3aghNXqi1Sk+hOMUgTWZHzuTdxMa8ewT6OWPKwZWaE/z7DpB7oweKYuRjmk2qR\nukRkW0QiEeZGzMRY/1GoU9djY+5O9On6zV5XIhZj9awEuKjk2H+uHMXVllmnTXQnLBKkjUYj/uu/\n/guLFi3CU089hZqabx7wfubMGcyfPx+LFi3Cvn37LNESkdWpaujG+5+VwEEpxdrZCZBJJWav2aHp\nxOvZ29Gp7cK8iJkY4zfS7DWJyHaJRCIsjJqNkT7pqOqqwda8t6HVD5i9rrODHM/PToBYJMKWQ4Xo\nUGvMXpPoTlgkSJ86dQparRZ79uzBz372M7z66qu3H9PpdFi/fj3eeecd7Nq1Cx999BHa2tos0RaR\n1ejpH8Dmg/nQ6Q1YOTMOHi52Zq/ZrVXjjeztaO1vw/TQRzAx6EGz1yQi2ycWifFk7AKkeiWhrKMC\nOwt2QW8w/8UpkQEuWDAhAl09Wmw5WACd3mD2mkQ/xiJBOjMzE+PGjQMAJCcno6Cg4PZj5eXlCA4O\nhkqlgkwmQ3p6OjIyMizRFpFVMBiN2Hm0CM0d/Zg5OhjJER5mr9k70IdNOTvQ0NuEiYHjMD3kYbPX\nJKLBQywS4+m4RYhzi0ZB63W8V/QRDEbzB9tHhgVgWIwXSms78fEX5WavR/RjLBKk1Wo1HB0db/9e\nKpXCYDB852MODg7o7u62RFtEVuH45SrklLUgNtgVs8ea/7g5jV6LLXlvoUZ9E2P8RmBuxEyLnVFN\nRIOHVCzFs4lLEeYcgquNOfio5KDZT9UQiUR4ZloMfNzscfJKDa5et9yNi0TfxSKH06pUKvT09Nz+\nvcFggFgsvv2YWv2PY3R6enrg5OR0R8/r6en4459Ed4RjaVp3Op55Zc04cP4G3J2V+M3ykXBWKcza\nl1Y/gD9ceAs3OqswJmgYXhi57PbXojXjv0/T4ViaFscT+I+JL+C3ZzfgYt1leDg5Y0nS7Ht+rjsd\nz39fMRI/e+083j5+HUkx3vD3tMwxobaG/z7NzyJBOi0tDWfPnsXUqVORk5ODqKio24+Fh4ejqqoK\nXV1dUCqVyMjIwIoVK+7oeZubOXNtCp6ejhxLE7rT8Wzv1uAP72ZAJBJh9WPx0PZp0dynNVtfeoMe\nOwreR37LdSR6xGJh2Dy0tvb8+B8UGP99mg7H0rQ4nv+wOuEZbMjcgoNFJwGtBI8Ej7/r57ib8bSX\niLBsSjS2HbmG/9l5Gf++dBgUcvNv0LYl/PdpOj/0DYlFpqIeeeQRyOVyLFq0COvXr8crr7yCo0eP\nYt++fZBKpXjllVewfPlyLF68GAsWLICXl5cl2iISjE5vwJZDBejqHcDjEyMQ4e9s1noGowG7ivYh\nr6UQ0a4RWBH/JCRivukQkWk4yR3xQuqzcFE442D5p7hYd9nsNUfF+2BSWgDqmnvw3snrvKyFBGGR\nGWmRSITf/va33/hYaGjo7f8fP348xo8fb4lWiKzC/nPlKKvtxPAYLzycHmDWWkajEQfKjiGjMQuh\nTkFYlbgMMonMrDWJaOhxU7rihZRnsSFrC/YUH4CdVIl07xSz1lw4KQIVDV24VNiICH9nTEgz7+sp\n0b+y/sWRRIPM1etN+CyjBr7u9nh6WozZN/p9Xn0OZ2ouwMfeC88lPwOl1LzrsIlo6PJx8MLalBVQ\nSBR459oeFLZeN2s9qUSMNbMToLKTYffpUty42WXWekT/ikGayIIa2nrx1qdFUMgkWDMnEXYK8/5Q\n6KubGThUfhyuChesS1kJlczBrPWIiIIcA/Bc0tOQiMTYnr8LZR0VZq3n5qTE6sfiodcbseVgPrp7\nzbfXhOhfMUgTWYhGq8emA/no1+qxbFo0/D3MG2rzmgvx4fX9cJDaY13KCrgqXcxaj4jo7yJdw7Ay\nYSn0Rj225L6Nmu46s9aLD3XD7HGhaO3SYNuRazAYuF6aLINBmsgCjEYj3jt5HXXNPZiY5o9RcT5m\nrVfWUYG3Cj+ATCzF88nL4ePgbdZ6RET/KsEjFsviFkGj12Bjzg409pj3zOcZo0OQFO6Owoo2HP7S\nvLPgRH/HIE1kAedybuJSYSPC/JywcGKkWWvVqeuxNe9t6I0GPJv4FEKdg8xaj4jo+wzzTsHC6DlQ\nD/TgjZwdaO/vMFstsUiElTPj4OGsxJEvK5F/o9VstYj+jkGayMwq6ruw+1QJVHYyPD8rATKp+b7s\nWvrasClnB/p0/XgqdiHi3KPNVouI6E6M8x+Fx8Kmol3TgY25O9Ez0Gu2Wio7GdbMSYBEIsK2w4Vo\n6ewzWy0igEGayKzUfQPYfCAfer0Rqx6Lg7uz0my1urVqbMzZjk5tN+ZHPobhPqlmq0VEdDcmB0/A\nhMCxaOhpxJbct6HRm29DYIiPE554JAo9/TpsPlCAAZ3BbLWIGKSJzMRgMGLb4UK0dmkwa1woEkLd\nzVarT9ePTbk70dzXevsNi4jIWohEIsyNmInh3qmo6KrCjoJd0Bv0Zqv3YLIfxiT6oLKhG7tPl5qt\nDhGDNJGZHPmqEgUVbUgMc8fM0SFmqzNg0GFb/nuo6a7DaN/heCxsqtlqERHdK7FIjKWxjyPOPRrX\nWouxq2gfDEbzzBaLRCI8OTkagV4qnMuuw1cF9WapQ8QgTWQG+TdacfhiBdydlHj20TiIzXTpisFo\nwLuFu1HSXoZkj3gsip5r9gteiIjulUQswcqEpQh1CkJGYxYOlB0z29Xet87rT4CdQoL3ThSjtklt\nljo0tDFIE5lYU1svth0uhEQiwpo5t27cMgej0Yi9JYeQ3ZyPCJdQPB2/BBKxxCy1iIhMRSGR47nk\nZ+Bj74UzNRfwefU5s9XydrXHyhlx0OoM2HQgH739OrPVoqGJQZrIhAZ0Bqx/LwM9/ToseSQKob5O\nZqv1aeUpXKi7BH+VL1YnPg25xDyBnYjI1FQyB6xLWQlXhQsOlR/HVzczzFYrNcoT00YFobG9D299\nWmS2GXAamhikiUxoz+lSlNZ0YEyCDx5K9jNbnfO1l/BpxedwV7phbfIK2MvszFaLiMgcXJUuWJey\nAg5Se3x4fT+u1uWardbcB8MQE+SCrJJmnLxSY7Y6NPQwSBOZyFcF9TibXYcQXyc8OSXabGuVs5ry\nsLfkIBxlKqxLWQlnhflmvYmIzMnHwRvPJy+HTCzFhks7UdZhnhsJJWIxVs9KgLNKjv3nylFc3W6W\nOjT0MEgTmUBtkxrvnSiGnUKCV54eDoXMPGuVr7eV4t3C3VBI5FiTshxe9h5mqUNEZCmhzkF4NvEp\nGAx6bM17G3Vq85yw4ewgx/OzEgAAWw8VokOtMUsdGloYpInuU2+/DpsO5EOrM2DljDj4eajMUqe6\nqxbb8t8FAKxOWoYgxwCz1CEisrQ492isHbkMfbp+bMzZgZa+NrPUiQp0weMTwtHZo8XWgwXQ6XlZ\nC90fBmmi+2A0GvH2p0VobO/DtJFBSI3yNEudpt5mbMrdCa1+AE/HL0GUa4RZ6hARCWVs8AjMj3wM\nXdpubMzZjm6teY6re2R4IIZFe6KkthOffHHDLDVo6GCQJroPJ6/UILOkGdGBLpj7UJhZanRoOrEx\nZwfUAz1YGD0HqV6JZqlDRCS0CYFjMTV4Ipr7WrEpdyf6dP0mryESifDM9Fh4u9njxJVqZBY3mbwG\nDR0M0kT3qLi6HfvPlcNZJcdzs+IhEZv+y6l3oA+bcnaitb8dM0MnY5z/KJPXICKyJjPDpmCM3wjU\ndNdhW/57GDCY/uxnO4UUa+ckQC4TY+exIjS09Zq8Bg0NDNJE96BDrcHWQ4UAgOdnJcBZpTB5Da1+\nAFvz3sbNngY86D8aU0MmmbwGEZG1EYlEWBg1B8meCShpL8O7hbvNcpV4gKcKy6bGoF+rx6YD+dBo\n9SavQYMfgzTRXdLpDdh6sACdPVo8PiEcUYEuJq+hN+jxVuEHKO+sRJpXEhZEPcarv4loyJCIJXgm\nbjEiXcKQ3ZyPj0oOmuUilQfifTAxzR91zT147+R1XtZCd41BmuguffLFDZTUdmJYtCceGR5o8uc3\nGo3YXfwJ8luuIcY1Ek/FLYJYxC9VIhpaZBIZVictQ4DKDxfrLuPTis/NUmfhxEiE+TnhUmEjzuXc\nNEsNGrz47kx0FzKLm3DiSjW83ezxzPRYs8wSH75xApfqMxDkGIBnE5dCJpaavAYRkS2wk9phTfIK\neCjd8GnlKZyvvWTyGjKpGM/PSoDKTobdp0pQUd9l8ho0eDFIE92h+tYe7DhWBLlMjLVzEmCnMH3A\nPVN9Hp9VnYWXvQfWJC+HUqo0eQ0iIlvirHDEupRn4ShTYW/JQWQ15Zm8hruzEqsei4Neb8TmA/lQ\n9w2YvAYNTgzSRHegT6PDxk9ubUZ5ZlosAjxNf+nKlYYsfFx2FM5yJ6xLXglHuXkudiEisjWe9u5Y\nm7ICCokc7xTuxvW2UpPXSAh1x6xxoWjt0mDb4UIYDFwvTT+OQZroRxiNRuw8VoT61l5MHh6IkXHe\nJq9R2Hodu4r24v+zd9/xVZdp/v9fp6X3HtJJIZBCICBFARUbgjRBBQRFpdhnxtnZne/sju7+nNGZ\nXdPlGSMAACAASURBVB11xIYFQRQUAqIgCoIgFoQkJCSQhBKSkN57OeXz+wNlZqxwcoe06/l4+McQ\nuHLlPadc+Zz7c9/ORmfuT7kbX2cf5d9DCCH6szD3EFYk34EOeOXomxQ3nVX+PWZMjCRpqC85hXV8\n8OUZ5fXFwCODtBC/YMfXRWQUVBMf7sX8q6KV1z/dWMTqo+sw6PSsTL6TELdg5d9DCCEGgjjvGO5M\nWEiX1cyqrNeoaqtWWl+v07HsphH4ejix7UAhR0/XKq0vBh4ZpIX4GTmFtaTtP423uyMrZyUqP3Sl\nvLWSF7Nex6pZuTvxdmK8opTWF0KIgWZUQBK3DptDi7mV54+8SmOn2psD3ZxN3DcnEYNBxyvbcqlp\nbFdaXwwsMkgL8ROqG9p5+f1cDHod989JwsPVQWn9+o4Gnj/yKm2WdhbGzyPJb4TS+kIIMVBNChnP\n9Khrqe2oZ1XWa7SZ1Q67UcEeLLw2jtYOCy9uzcFsUX8gjBgYZJAW4kd0mq2sSjtKa4eF268bxtAh\nHkrrt5hb+fuRV2nobGR29I1MCB6jtL4QQgx00yKvYXLIREpbynkpew1dVrU7bUwZOYTLE4MoLG9m\nw6fqb24UA4MM0kJ8j6ZprN2ZT3FVC5NHDmHyyCFK63dau3gx6w0q26qYGjaZayOuVFpfCCEGA51O\nx/y4mYwOSOZUYyFv5L6N1abumG+dTsft1w8j1N+NvZmlfJVToay2GDhkkBbie/ZklPJVbgVRwR4s\nujZOaW2LzcLqo2s501TMZUGjmR1zo9L6QggxmOh1epaMuI1h3jFk1+SyIT9N6THfjibDt+cGGHhz\nZx5nq1qU1RYDgwzSQvyTE2cb2PDpCdxdTNw/JxGTUd1TxKbZWHf8XY7XFZDgG8/t8fPl6G8hhOgm\nk97I8qQlhLuH8GX5IT44/bHS+oE+Ltw9fQRdFhurthylrcOitL7o3+RdXIhvNbR08sKWHDQNVs5K\nxMdD3amCmqaRduJDDlceIcojgnsSb8egNyirL4QQg5mT0Yn7Rt5NgLMfHxftYW/JAaX1R8f5M21c\nOJX17az+IBebwqveon+TQVoIwGK18cKWHBpbu5h/VTTDI7yV1v+kaC97zx4gyDWQe0cuxcGgdgcQ\nIYQY7Nwd3Lg/5R48HNzZdGIbhyoylda/eUo0CVE+ZJ2q5f3PC5XWFv2XDNJCABs+PcHJ0kYuGx7A\ndWPDlNb+ouwg207vxNvRiwdG3o2ryUVpfSGEEOf4OfvwQMo9OBudWHt8I8dq85XV1ut1rJiZgL+X\nEx98eYb0/CpltUX/JYO0GPQOZJezJ6OUEH9Xlk4bjk6nU1Y7qzqHd/LScDW58EDKPXg7eSmrLYQQ\n4odC3IJZkXQnep2e1TnrONNUrKy2m7OJB+cm42gy8OqHxzlbLTcfDnYySItB7VRZI2s/zsPF0cgD\nc5NwdFC3bvlE/Wlez30bk8HEfSPvIsg1QFltIYQQPy3Weyh3JSzCbDXzQtbrVLSqu3ocGuDG3dOH\n02m28vzmo7R2qN2/WvQvMkiLQau+uZPn045itWmsnJVAoLe6JRclzWW8lL0Gm2ZjeeISIj3CldUW\nQgjxy0b6J7Aw/mZazW08f+RV6jsalNUeEx/AjIkRVH17Aq7NJjcfDlYySItByWyxsmrLURpbuph/\nZQyJQ32V1a5oqWZV1qt0Wju5Y/itDPdVuxe1EEKICzNxyGXMHHoD9Z0NrMp6jVZzm7Las68YSnK0\nLzmFdWzef0pZXdG/yCAtBp3vTi48XdbEhIRArr9M3c2FjZ1N/Omz52juamFe3EzGBI1SVlsIIcTF\nuy7iKq4KvYLy1kpeyn6DLmuXkrp6vY7lN40g0MeFj74u5pvjlUrqiv5FBmkx6Ow+fJYvciqIDHLn\njhvild1c2GZuZ1XWa1S21jAt8hquDL1cSV0hhBD20+l0zI2dwZjAFE43FvFazlvKjhJ3cTLx4Nwk\nnBwMvL79OMWVzUrqiv5DBmkxqOSeqWPjnpN4uDrwwNwkHExqbi7sspp5KXsNpS3lXBs9ielR1yqp\nK4QQovv0Oj2Lh9/CcJ84cmrzWJ+3SdlR4kP8XFl207mTD59PO0pzm5or3qJ/kEFaDBpVDe28tDUH\nnQ4emJOk7ORCq83K67nrOdVYyOiAZO4efZvSLfSEEEJ0n1Fv5J7ExUR4hHGwIp2tp3Yoqz0q1p/Z\nV0RR09jBS+/nYrXZlNUWfZsM0mJQ6Oiy8PfN2bR2WFh8/TBiQj2V1NU0jbfzNnO05hjx3rEsGXEb\ner08rYQQoi9yMjpyX/JdBLr4s7t4H7uL9ymrPePySEbF+nG8qJ5398jNh4OFvOOLAc+mabz64XFK\nq1uZOjqUySOHKKu99dQOvq44TIR7GMuSFmPSG5XVFkIIoZ6bgysPpNyDl6MnW05u52B5upK6ep2O\ne2aMYIifK7sOl7A/q0xJXdG3ySAtBrwPvzhDRkE18eFe3Do1RlndXUWfsbt4H4Eu/tw7cilORjVL\nRYQQQvQsHydv7h95Ny5GZ97Ke4+cmuNK6jo7Gnno5iRcnYys+zif/OJ6JXVF3yWDtBjQMgqq2Xqg\nEF8PJ+6dnYjRoOYh/1X5Ybae2oGXoycPpNyDu4ObkrpCCCEujSFuQdw7cikGnYFXc97idOMZJXUD\nvF24f04SAKu25FDd0K6kruibZJAWA1ZxZTOvfJCLg0nPgzcn4e7ioKRudnUub+dtwsXozAMp9+Dj\n5K2krhBCiEtrqGck9yTejlWz8mLWG5S1VCipGx/hzaLr4mhpN/PcpmzaOy1K6oq+RwZpMSA1tHTy\n7KZsusw2ls1IIDzQXUndE/WneT13PUadgftG3kWwa6CSukIIIXpHot9wFsXPo81y7iyAug41yzGu\nTAlhamoopTWtvLxNjhEfqGSQFgNOl9nK3zcfpb65k5unDCV1mL+Sumeby3gpew1WzcY9SUuI8oxQ\nUlcIIUTvGh88hjkx02nobOT5I6/R0tWqpO5tU2NIiPIh+1Qtmz6TnTwGIhmkxYCiaRqv7zhOYXkT\nExODuHG8mmG3pr2W57NepcPawZLht5LgO0xJXSGEEH3DNeFTmBo+mcq2Kl7MfoMOS2e3axr0eu6d\nlUCQjws7vynmQHa5gk5FXyKDtBhQtn1xhm+OVxET6qns+O/Gzib+nrma5q4W5sXOZGzQKAWdCiGE\n6GtmR9/IuKBUzjQV82rOOiy27q9tdnEy8fC8ZFydjKz9OI8TZxsUdCr6ChmkxYDxzfFK3j9QiJ+n\nEw/MTcJk7P7Du8Xcyt+PrKamo45pkVO5KuwKBZ0KIYToi/Q6PYvi55HoG8/xugLWHNuATev+KYWB\nPi6snJ2IzQbPpx2lRnbyGDBkkBYDwumyJl7bfhwnBwMPz0vGQ8EOHR2WDl7Iep3y1kqmhF7O9Kjr\nFHQqhBCiLzPoDdydeDsxXlFkVmXzTt5mNK37NwomRPqw8NpYmtvMPLdZdvIYKGSQFv1eXVMHz23O\nxmK1sXJWIiH+3d/T2Ww183L2mxQ1lTAuKJV5sTcpWSYihBCi73MwOLAyeSnh7iF8WX6ItJMfKhmm\nrx4dylWjQzhb3crqD47JTh4DgAzSol/r6LLw7KZsmlq7uO3qWJKjfbtd02qz8lruegoaTjHSL4FF\n8fPQ6+SpIoQQg4mz0Yn7R95DkEsAe0o+56Mzu5XUXTA1lhGR3hw5WcOGT08oqSl6j0wHot+y2TRW\nf3CMkqoWpqQM4Zoxod2vqdlYd/xdjtYcI947lqWJizDoDQq6FUII0d+4Objy4Khl+Dr5sL1wF3tL\nDnS7ptGg577ZSYT4ubI7/Sy7Dpco6FT0FhmkRb+1cc9JMk/UMDzCm0XXxnV76YWmabxb8D6HKjOJ\n8ohgefIdmPRGRd0KIYToj7wcPXlo1DI8HdzZdGIbX5Ud6nZNFycjD89PxtPVgQ27T5B5olpBp6I3\nyCAt+qVdh0vYdbiEIX6u3D8nEaOh+w/lbad38nnpV4S4BXPfyKU4GtQcKS6EEKJ/83P25YGUZbga\nXVift4nMqqPdr+npzEPzkjGZ9Ly8LZczFU0KOhWXmgzSot/JKKhmw+4TeLo68Kv5ybg4mbpd85Oi\nvXxStBd/Z18eSLkHF5OLgk6FEEIMFEPcgrg/5W4cDCbeyH2bY7X53a4ZFezBipsSMJttPPteNrWN\nHQo6FZeSDNKiXzld1sQr23IxmfQ8PD8ZP0/nbtf8vPRr3j/1EV6OnjyYshwPB3cFnQohhBhoIjzC\nWJm8FL1OxytH13KyobDbNUfF+XPb1FgaW7t4ZlMWbR2yLV5/IoO06DeqGtp5dlMW5m+3uYsM8uh2\nzcMVmWzM34KbyZWHUpbh6+ytoFMhhBADVZx3NPckLsaqWXkx6w1Kmku7XfPasWFMTQ2ltLqVF7ce\nxWLt/iEw4tKQQVr0Cy3tZp55N4vmNjO3XxtHSoxft2serTnGm8c34mR05IGUewh0DVDQqRBCiIEu\n0W84d4y4jU5rJ88feZWK1qpu11wwNZaR0b7knqnnrU/ylexbLXqeDNKizzNbrDy/OZuKujZuGBfO\nVaO7v83d8doCXj26DoPOwL3JdxHmHqKgUyGEEIPFmMAUbhs2hxZzK38/spqa9rpu1dPrdayYlUB4\noBv7s8rZ8XWRok5FT5JBWvRpNk3jte3HKTjbyNj4AOZdGd3tmifqT/Hy0TdBp2Nl8p1Ee0V2v1Eh\nhBCDzhUh45kTM52Gzkaey3yZ+o6GbtVzcjDy8LyR+Hg4snnfaQ5klyvqVPQUGaRFn7b5s1N8c7yK\nmFBP7pkxHH0394o+3XiGF7LfwKbZWJa4mHifWEWdCiGEGIyuCZ/CjKjrqO2o59nMl2ns7N42dt7u\njvzmlhRcnYys+SiP7FO1ijoVPUEGadFnffxNMR8dLCbIx4UH5yZhMnbvhMGiphJWHXkdi83CXYmL\nSPQbrqhTIYQQg9kNkVO5PuJqqttreS7zFZq7WrpVb4ifKw/PG4nBoOOFrUc5XSZ7TPdVPT5Id3Z2\n8tBDD7Fo0SJWrFhBfX39D/7On/70J26++WaWLFnCkiVLaGnp3gNQ9H9f5Vawcc9JvNwc+M2tI3F3\n6d7hKGeby3j+yKt0Wju5c8RtpPgnKupUCCHEYKfT6bhp6PVcHTaJirYqnst8hRZza7dqxoR6snJW\nAmaLjWfey6Kirk1Rt0KlHh+k33nnHeLi4li/fj2zZs3ihRde+MHfyc3N5bXXXmPt2rWsXbsWNze3\nnm5L9GE5hbW8vv04zo5GfnNLSrf3ii5vreTvR1bTZmnn9uHzSQ1MUdSpEEIIcY5Op2NuzAwmh0yk\nrLWC54+8Spu5vVs1R8X6s+T6YbS0m3l64xEaWzoVdStU6fFBOj09ncmTJwMwefJkvvrqq3/5uqZp\nFBUV8cc//pEFCxawefPmnm5J9GGF5U2sSstBp9Px8LxkQgO690tVVVv1+SsDC4bNZXzwGEWdCiGE\nEP9Kp9MxP24mE4Mvo6S5lFVZr9Fu6d5phVNSQph1RRQ1jR387d0s2jvlwJa+xKiy2KZNm3jzzTf/\n5c/8/PzOX2F2dXX9wbKNtrY2Fi9ezNKlS7FYLCxZsoSkpCTi4uJUtib6gYq6Nv72bhZdFiv3z0ki\nLsyrW/Vq2ut4NvMVmrqamRc7kytCxivqVAghhPhxep2eBfFzsWgWvqnI4MWs17k/5R4cDfYvUZx5\neSQNLZ3sO1LG82lH+dX8kZiMcptbX6DTenjH7wcffJDly5eTlJRES0sLCxYs4IMPPjj/dZvNRnt7\nO66urgD87//+L8OGDWPmzJk92ZboY2ob2/nd3z+nqr6dB+aP5Prxkd2qV9NWx2N7nqaqtZZFyXOY\nNfw6NY0KIYQQF8Bqs/L3r9/gy5J0EgOG8R+T7sPBaP8wbbXaeOLNQxzMrWBySgiPLEpFr+/eTlai\n+5Rekf4xo0ePZt++fSQlJbFv3z7GjPnXj9YLCwv59a9/zfvvv4/FYiE9PZ25c+deUO3q6uaeaHnQ\n8fd379Us2zrMPLk+k6r6duZMimJ0tG+3+mnobOTZjJepaq9letS1TPSbcEl/vt7Oc6CRPNWRLNWS\nPNUaiHneFj2P1vYOsqpy+fPeF1iefAcmvf2j19IbhlHb2M7+I6UYdHD7dXHofmJb2IGYZ2/x93f/\nya/1+OcCCxYs4MSJEyxcuJD33nuPBx54AIA1a9awd+9eoqOjmT17NvPnz2fJkiXMmTOH6OjuH7oh\n+ofOLivPbMrmbHULV48OYcbEyG7V+8cQXcN1EVcxLfIaNY0KIYQQF8mgN7A0cREJvvEcq8vn1aNr\nMdvsX+PsYDLw8LxkwgLc2JtZStr+0wq7Ffbo8aUdPUl+01Kjt35rNVtsPLcpi9wz9YwbEciyGSO6\n9THV94fomUNv+Mnf1HuSXAVQS/JUR7JUS/JUayDnabaaefnomxyvKyDBN55liYsxGUx212ts7eLJ\nt9KprG9n3pXR3Dg+4gd/ZyDnean16hVpIX6M1WbjpfdzyD1TT0qMH3dPH97tIfqZjJeoaq/h+oir\ne22IFkIIIb7PZDCxIukORvgMI7c2j1dy1mK2mu2u5+nqwG9vG4WPhyObPjvF3sxShd2KiyGDtLjk\nbJrG69uPk3mihuER3tw7OwGjwf6HYn1HA89kvER1ey3XR1zNTUOvlyFaCCFEn2IymFietIQRvsM4\nVpvPK0e7N0z7ejrxyK0puLuYeOvjfL7OrVDYrbhQMkiLS0rTNNZ/UsBXuZVED/HgwZu7d/R3fUcD\nz2a+THV7LTfIEC2EEKIPMxlMLE9ccn7NdHeH6WBfVx65NQUnRyOvfnicIydqFHYrLoQM0uKS0TTt\n/EdQYQFu/OqWkTg52H/3cn1HA8/80xA9Q4ZoIYQQfZzJYGJZ0j+G6ZePvklXN4bp8EB3fj1/JEaj\njhe25nD8TJ3CbsUvkUFaXDIfflXERweLCfJx4ZFbU3B1sv9Gi++G6Jr2Wm6InCpDtBBCiH7DpDey\nLGkJib7xHK8r4OXsNd0apmNCPXlwbjKg8dzmo5w426CuWfGzZJAWl8RHXxexZf9pfD2c+O1tKXi4\n2r8p/Q+G6KjrZIgWQgjRr5j0Ru5JWkKi73Dy6k90e5hOiPJhxcxEzBYbf3s3i7wiuTJ9KcggLXrc\nzoPFvPfZKbzdHfm3haPw8XCyu1ZNey1PZ7woQ7QQQoh+79wwvZgkv3PD9EvZb9Bp7bK7Xuowf1bO\nSqDLbOPRV77idFmTwm7Fj5FBWvSoT74p5t29J/F2d+TfF44iwMvZ7loVrVU8nf4idR31zIi6Xm4s\nFEII0e+Z9EbuSVxMsl8C+fUnef7Iq7Rb2u2uNyY+gOUzR9DRaeGpjUc4UyHDdE+SQVr0mF2HStiw\n5yRebg78buEoArxd7K5V2lLOMxkv0djVxNyYGUyLmqqwUyGEEKL3GPVG7km8ndSAkZxuPMNzmatp\nMbfaXe+y4YH8emEqHV0WntpwhKIKOZilp8ggLXrE7sMlvPPpCTzdHPj3haMJ7MYQXdRUwrMZL9Ns\nbuHWuDlMDZ+ssFMhhBCi9xn0Bu5MWMCE4LEUN5/l2YyXaey0fwC+cnQod08fTluHhf/bkElxpQzT\nPUEGaaHcp+lneXv3CTxdHfjdglEE+tg/RJ9qOPebeZulnduH38Lk0AkKOxVCCCH6Dr1Oz8L4m5kS\nejllrRU8k/ki9R3278AxMTGYpTd+N0wf4WxVi8JuBcggLRT7NP0s63cV4OF6bjlHsK+r3bXy607y\n/JHVdNm6WJqwgAnBYxR2KoQQQvQ9ep2e+bEzuS7iKqraang640Wq22rtrndFcjB3TIunpd3MX9/J\nlGUeiskgLZT56Oui80P0vy3o3hCdW5vHi9mvY9Ns3JO4mNTAFIWdCiGEEH2XTqdjVvQ0bhp6PXUd\n9fwt40UqWivtrjd55BCWToun9dth+lRpo8JuBzcZpEW3aZrG1s9Pn9/i7j8WjSbEz/4h+nBFJi9l\nrwFgRfKdjPRPUNSpEEII0X/cEDmVm2NvorGrib9lvERJc5ndtSaNHMKymSPo7LLyfxuPkF9cr7DT\nwUsGadEtmqbx3t5TbPviDP5eTvx+0WiCurEmet/ZL1lzbAMOegceSFnGCN9hCrsVQggh+perwyax\ncNjNtJrbeCbjJU7Un7a71vgRQdw7OwHLt4e25BbKoS3dJYO0sJtN03hrVwE7vykm2NeF/1iUip+d\n+0Rrmsb2wl28W7AVNwdXfjV6JTFeUYo7FkIIIfqfy0PGcWfCAsw2M89nvUpWda7dtVKHBfDA3CRs\nGjy7KYsjJ2sUdjr4yCAt7GKzabyx4zh7M0oJ9Xfj3xeOxtvd0b5amo33TrzPjsJd+Dr58Mjo+wlz\nH6K4YyGEEKL/GhOYwr3JS9Hr9Kw+upYvyw7ZXWtkjB8Pz09Gr9OxKu0oh/KqFHY6uMggLS6a2WLl\nxfdz+OJoBVHB7vxu4Sg8XB3sqmWxWXjz2Ab2nf2SIa5BPJJ6H/4uvoo7FkIIIfq/4b5xPDxqOS4m\nZ9bnvccnZ/aiaZpdtRIiffjNrSmYjHpe2prD3oyzirsdHGSQFhelvdPC397NIj2/mmFhXvz2tlG4\nOZvsqtVp7eLl7Dc5XHmEoZ4R/Hr0SjwdPRR3LIQQQgwckR7h/Gb0fXg7evH+6Y9IO/khNs1mV624\nMC9+t3AUbi4m1n1SwLYDhXYP5oOVDNLigjW2dPKX9RnkFTeQGufPb24dibOj0a5azV0t/D3zFY7V\n5TPCdxgPpizDxWT/TYpCCCHEYBHkGsAjqfcR5BLAnpLPWXvsXaw2q121IoM8+H+3p+Ln6cTWA4Ws\n31WAzSbD9IWSQVpckKr6Nv78VjrFVS1MSRnCvbMTMRkN9tVqq+Gp9FUUNhUzNnAUK5PuxMFg39IQ\nIYQQYjDydvLi16n3EuURzqHKDF46uoYOS6ddtQJ9XPj97amE+ruyJ6OUl7flYrbYd5V7sJFBWvyi\noopm/rwuneqGDmZeHsmS64eh1+vsqlXYWMxT6auobq/luoiruGPEbRj09g3kQgghxGDmZnLlwVHL\nGeE7jGO1+TyT+RKNnU121fruHIjYUE8O5VXx7KYs2jstijseeGSQFj8r53Qtf3k7g+Y2M7dfF8fs\nSUPR6ewborOqc3k282VazW3cNmwus6Kn2V1LCCGEEOBocGBl0p1MDB5LSXMp/3v4ecpaKuyq5eJk\n4pFbU0iJ8ePYmXr++nYm9c32XeUeLGSQFj9pb2Ypz7yXjcWqsXJ2IlePDrW71r6zX7L66Fp0wIrk\nO5gUMl5do0IIIcQgZtAbWBg/j5uGXk99ZwNPZ7xATmWeXbUcTAbun5vI5JHBFFU28/jaw5RUtSju\neOCQQVr8gE3T2LjnBOs+zsfFycjvFo5ibHyAnbVsbD2549xBK6ZzB60k+Y1Q3LEQQggxuOl0Om6I\nnModI27DbDXzp/3Pc7A83a5aBr2eO26IZ96V0dQ3d/LEW+kcPV2ruOOBQQZp8S86zVZe2JLDx9+U\nEOzrwn/eMYaYEE+7anVZzazJfYddxZ8R4OLHb8fcT4RHmOKOhRBCCPGdy4JG80DKPTgZHVl7fCPb\nC3fZtaWdTqfjxvER3Ds7EYtV49n3svkss7QHOu7fZJAW5zW2dPLXtzPIKKgmPtyL/7c4lQA7j/xu\n6GzkmYyXSK/KYqhnJI+k3o+fsxy0IoQQQvS0WO9oHp/6b/g6ebOjcBfrjr+L2WbfjYNj4wP43cJR\nuDgZWftxPu/uOYlN9po+TwZpAUBheRP/8+ZhCsubuTwpiN/cmoKrk30HrRQ3n+V/Dz9PUXMJ44JS\neWjUctxMroo7FkIIIcRPCfEI4rdjHiDCI4yDFek8l/kKzV32rXWOCfHkP+8YQ5CPCzu/Kea5Tdm0\ndciOHiCDtAD2HC7mibcyaGju5OYpQ7nrxuEYDfY9NDKrjvJ0+os0djYxO/pGFg+/BZPevkNbhBBC\nCGE/Dwd3fjVqBakBIzndeIa/HHqOkuYyu2oFeDnzhyWpJET5kH2qlsfXHqa8tlVxx/2PDNKDmNVm\n453dJ/jbO5mYjHoenj+S6RMi7dqSTtM0Pir8lFdz1qHT6VietIRrI66U7e2EEEKIXuRgcGBpwsJ/\n7OiRvoojVUftquXqZOJX85O54bJwKuraeHztYY6crFHccf8ig/Qg1dzWxdMbs9h1uISwQDf+eMcY\nkqPtW8PcZTWz5tg7fFj4Md6OXvw29X6S/RMUdyyEEEIIe3y3o8fypCWg07E6Zx077LwJ0aDXc8vV\nMSy7aQQWq8bfN2XzwZdn7Ko1EMggPQidqWji/3vzMMeL6hkV68f/PTSZQB8Xu2rVttfzdMYLHK48\nQpRHBL8b+yAhbsGKOxZCCCFEd430T+S3qffj4+TN9sJdvJa7nk5rl121JiQE8f9uT8Xbw5Et+0/z\nwpacQbluWgbpQUTTND5NP8uf16VT03juuO/75ybhYudNhXl1J/jL4WcpaS5lQvBYHh61HA8Hd8Vd\nCyGEEEKVELdgfjfmQaI9o8isyuap9FVUt9m3R3REkDt/vGMsw8K8SC+o5n/WHKKoollxx32b4bHH\nHnust5uwV1ubfb9FDUbtnRZWf3icj78pxsXJxANzk5icEoJOp8PV1fGistQ0jd3F+1h3/F2smo3b\nhs1hetR1GPSGHvwJ+o+LzVP8PMlTHclSLclTLclTrZ/L09HgwNigUbSYW8mtzeNgRTrBroEEuvhf\n9PdxdDAwITEQm03jyMkavjhagbuLiYgg9wFzn5Srq+NPfk22UxgEiiubeWFrDlX17cSGerJiZgI+\nHk521eqwdPJW3ntkVmXj6eDBsqTFRHlGKO5YCCGEED3JqDeyYNhcojzC2ZCfxkvZa7gh4mqmD70O\nve7iFiwY9HpunhJNbKgnqz84xtqP8ykoaWDJDcNwchjYo+bA/ukGOZumsSf9LO/uPYXFauPGegCM\nmAAAIABJREFU8RHMmRyFQW/fip6K1ipezVlHeWsl0Z5R3JN0uyzlEEIIIfqx8cFjCHEbwuqja9lZ\ntIczTSUsTViIm8PFn/+QHO3HY0sv46VtOXx9rJLCimaW3zSCqGCPHui8b5ClHQNUfXMnL27NYU9G\nKS5ORu6bk8hVo0PR/8jHLBfycdrB8nRePvomjZ1NXBl6OUsTFuBstO+q9kAnH0+qJXmqI1mqJXmq\nJXmqdTF5ejq6My5oNOWtFRyrKyC9MouhXhF4OXpe9Pd1cTIyMTEIs8VG1skavjhajl6nIybEs98u\n9fi5pR0ySA9Ah/OqeOa9LEprWkmO9uU3t4wkIuinfxv8uSdbp7WLd/I3s71wFya9iTsSbuOa8CkX\n/bHPYCJvBmpJnupIlmpJnmpJnmpdbJ4mg4nUwJEYdAaO1hzj6/J0TAYTkR7hFz0A6/U6EqJ8iA31\n5NiZejJP1HCsqJ74cG+7T03uTT83SOu0frzxX3X14Loz9Je0d1p4e1cBX+RU4GDUc+vVMVw5KuQX\nnwD+/u4/mmVZSwWv5a6norWScPcQ7kq4HX8X+/aaHkx+Kk9hH8lTHclSLclTLclTre7kmVd3gjXH\n3qG5q4URvsNYMvxW3B3c7KrV0m5m7cf5HM6rwsnBwKJr45iYGNSvrk77+//0MlYZpAeIIydrWPdx\nPvXNnUQEubP8phEE+17Y+qbvP9k0TePr8sNsLNiK2WZmSujlzImZLkd9XyB5M1BL8lRHslRL8lRL\n8lSru3k2dTWz9thGjtcV4Ongzh0jFjDMJ8auWpqm8WVOBet3FdDRZSU52pcl1w+ze+ODS00G6QGs\nqa2Ld3af4OCxSgx6HdMnRDBjYiRGw4UvvfjnJ1ubuY0N+VtIr8rC2ejE7fHzSQlI6qn2ByR5M1BL\n8lRHslRL8lRL8lRLRZ42zcanxfvZdnonmqZxfcRV3Bh1rd3b3dY0tLNmZx7HztTj5GBg/pXRTBkV\n8qP3b/UlPzdIyyXGfkrTNA4eq+Tt3SdoaTcTFezB0hvjCfW376MXOPdRzrrj79LQ2UiURwR3JizA\nz9lHYddCCCGE6C/0Oj3XRlxJjNdQ3shdz86iPeTXn2LJiFsJcPG76Hp+Xs48cmsKB46Ws/HTk6z7\npICDx6tYOi3e7hOWe5tcke6HymtbeWf3CXIK63Aw6pk7eSjXjAlDr7fvNzpPHydeP/gee0o+R6/T\nc2PktVwXcaUcsGInuaqiluSpjmSpluSpluSpluo82y3tvJOXRnpVFg56E3NjZ3DFkPF2r3VuaOnk\nrU8KyCioxmjQc+P4cG4cH4GDqe/NHrK0Y4Do6LLwwZdn+OSbEqw2jYRIbxbfEE+Al7PdNUtbylmX\nv5GSxjICXPy4c8QCIjzCFHY9+MibgVqSpzqSpVqSp1qSp1o9lefhyiNszN9Cm6Wd4T5x3D58vl3b\n5MG5T9cP51fzzu4CGlq68PN0YsHUWFJi/frUzYgySPdzmqZxKK+KjXtOUt/cia+HI7dNjWV0nL/d\nDzSLzcInRXvZeWYPVs3KpJAJzImZjqPBQXH3g4+8GagleaojWaoleaolearVk3k2dDay/vgmjtXl\n42J05tZhcxgTmGJ3vfbOcxcKdx06d6EwcagPi66J6zPLPWSQ7scKShp4b+9JTpU1YTTouGFcBNMn\nRODYjY8+ipvO8lbee5S2lOPl6MnKy24nzCTHfKsibwZqSZ7qSJZqSZ5qSZ5q9XSemqZxoOxr0k58\nSJfNzEj/RG6Jm2X31Wk4t3R1/a4Cjp2px6DXcfXoUGZMjMDdpXcv8skg3Q+V1bSy6bNTHDlZA0Bq\nnD/zroom0Nv+387MVjM7zuxmd/E+bJqNy4dcxpyY6YQHBwzoLC81eTNQS/JUR7JUS/JUS/JU61Ll\nWdVWw/q89zjZUIiTwYk5MTcycchldh/cpmka6fnVvLv3JDWNHTg7Gpg2LoJrx4Z16yJid8gg3Y9U\nNbSz/cszHDhajqZBbKgn86+KISbE/t/wAE42FPJ23iYq26rxdfJmYfw84n1iAXnxUk3yVEvyVEey\nVEvyVEvyVOtS5mnTbHxZ9g1bTu6gw9pBrNdQFsTfTKCLv901zRYbn2WW8sGXZ2hpN+Pp5sCsy6O4\nIjn4orb4VUEG6X6gsq6ND786w1c5ldg0jWBfF+ZdGU1KTPcW3Dd3tbDl5HYOVqSjQ8eU0IncNPQG\nnIz/OO5SXrzUkjzVkjzVkSzVkjzVkjzV6o08GzobeTd/K1k1uRj1RqZFTmVq+JRuHejW1mFh5zdF\nfPJNCV0WGz4ejkwbF8HkkcGYjJfmCrUM0n3Y2eoWPvq6iK+PVaJpEOzrwk2XR3JZfKDd29nBud8O\nD5QeZNvpnbRb2glzG8Ktw+YQ5fnDtdDy4qWW5KmW5KmOZKmW5KmW5KlWb+Z5pOooGwu20tTVjL+z\nL/NiZ5LoN7xbNRtaOtl5sJjPMkvpstjwdHNg2mXhTEkJwdGhZwdqGaT7GJumcfRULbsOl3DsTD0A\nof6u3HR5FKnD/Lt9wk9RUwkb8rdQ3HwWJ4MTN0Vfz+SQCT+5XklevNSSPNWSPNWRLNWSPNWSPNXq\n7TzbLe1sL9zFvrNfYtNsJPkN5+aYmfi7+HarblNrFx8fKmZPeimdZisujkYmpwxh6uhQfD175shx\nGaT7iLYOM1/lVrI7/SyVdW0AxId7ce3YMEbG+HV7gK7vaOCD0x/zTUUGGhpjA0czJ2Y6no4//QCA\n3n+yDTSSp1qSpzqSpVqSp1qSp1p9Jc+ylgreLdjKiYbTGPVGrgmfwnURV3V7u92WdjO7D5fwWWYp\nTW1mdLpzGzNcMyaM2FBPpftQyyDdi2yaRn5xAweyyzicX43ZYsNo0DFuRCDXjgkjPPDnh9wL0WHp\nZHfxPnYX78NsMxPiFsy82JnEeUdf0L/vK0+2gULyVEvyVEeyVEvyVEvyVKsv5alpGhlVWaSd3E5D\nZyOeDu5MH3od44PGdPsUZbPFysFjVew+XEJxVQtwbpnsFcnBTEwIwtPN8Rcq/DIZpHtBaXULh/Kq\n+Cq3guqGDgACvJ2ZlBzMFclD8HTt/p6INs3G1+XpfHh6J41dzXg6uHPT0BsYF5x6UdvO9KUn20Ag\neaoleaojWaoleaolearVF/PssHSyq/gzPi3ej9lmJsg1kNnR00j0Hd7tK8iaplFQ0sDezFIyCmqw\nWG3odTqSo32ZmBhEUrSv3dvnySB9CWiaRml1K4fyqjicX0V57bmlGw4mPWOHBTBp5BBlHzXYNBsZ\nVdnsKNxFZVs1Jr2Ja8KncE34lH/ZjeNC9cUnW38meaoleaojWaoleaolearVl/Ns6Gxk++ldfFV+\nCA2NWK+hzIyextAf2RDBHi3tZg4eq+TA0XKKKs5l4GDSkzzUl9RhASRH++LseOE7icgg3UPaOswc\nO1NPTmEduYW11DZ1AmAy6kka6suYeH9GRvtd1P9ZP0fTNLJrcvnw9CeUtVag1+mZEDyWaZFT8Xby\nsrtuX36y9UeSp1qSpzqSpVqSp1qSp1r9Ic/y1kreP7WDozXHARjuE8eNUdcqG6gBSqpa+OZ4JYfz\nq8/fn2Y06BkW7kVilA8JUT6E+Ln+7IXOnxuk1Ux4g0RdUwcnSxs5ebaRk6WNFFU2892vIa5ORsbG\nB5A6zJ/kaF+cHNRFa9NsZNcc4+Mzn1LcXIoOHeOCUpkWeU23734VQgghhOgNwa6BrExeysmGQnYU\n7uJ4XQHH6wqUDtRhAW6EBbgxd/JQSmtaOZxXRUZBDbmFdeQW1gHg6eZAfLg30UM8iA7xJCzA7YIP\nfem3V6QLiusxajbcnE1K78zUNI3mdjM1DR2U1bRytrrl2/9aaWrtOv/3jAYdkcEeJEb6kDDUh6gg\nj27t+/xjLDYL31Rksrv4MyrbqgFIDRjJjVHXEuQaoOz79IffWvsTyVMtyVMdyVItyVMtyVOt/pjn\ndwN1fv1JAOK8Y7gmfDIjfIYpnfUA6ps7OXbm3DCde6aO5jbz+a85GPWEB7oTFuBGaIAbt1wX/5N1\n+u0gfdMj7wPg6GDA39MZL3cH3J0dcHcx4e5iwtnRiNGgx2TQYzLq0el0WG02rFYNi9VGl8VGa4eZ\nlnYzre0Wmtu7qGvqpKaxnS6z7Qffz9fDkfBAd2JCPYkN8SIiyK3HTtRpt7TzRdk37C05QENnI3qd\nnssCR3NtxBSCXAOVf7/++GTryyRPtSRPdSRLtSRPtSRPtfpznicbCvmocDd59ScACHINZGrYZMYG\njerWKYk/RdM0KuvbOVV6bsXBqdJGSmtaz686+OCpWT/5b/vtIL1661GKy5uoaWynurGDzi5rt2u6\nOBrx83TC19MJP09ngnxdCPV3JcTPDRennl8FU9pSzv6zX/JNZSZd1i4cDA5cMWQcV4dN6tYa6F/S\nn59sfZHkqZbkqY5kqZbkqZbkqdZAyLOkuYw9Jfs5XHkEm2bD3cGNySETmDjkMrwcPXv0e5stVspq\n2jhb3cLsq+N+8u/120Ea/nGzoaZpdJltNLd10dx+7ipze6cFs8WGxWrDYtWw2jSMBh1Ggx6DXofJ\nqMfFyYibswk3JxOuziZlNwVeDIvNQlZ1LvtLv+RkQyEA3o5eXBEynkkh43E1ufR4DwPhydaXSJ5q\nSZ7qSJZqSZ5qSZ5qDaQ86zsa+OzsFxwoPUiHtQO9Tk+S73AuDxnPcJ/Yi9ry1x4D/mZDnU6Ho4MB\nRwdn/Lyce7udX6RpGsXNZzlYkc7hyiO0mr895dA7lsmhE0n0je/2BuVCCCGEEAOBt5MXc2KmMy1y\nKocrj3Cg7CBZNblk1eTi4+TNxOCxjA0ahZ/zpd+AYUAM0v1FXUc9hyuPcLAig4rWSgDcTW5cHTaJ\nK4aMI1DhDYRCCCGEEAOJk9GJK0LGc0XIeIqaSjhQepDDlZl8WPgJHxZ+QpRHOGMCRzE6MBkPh+6f\nHH0hZJDuYZWtVRypzuFIdQ7FzWcBMOoMjApIZlzQaEb4DJOrz0IIIYQQFyHCI4wIjzDmxs7gSHUO\nhysyya8/SWFTMZtPfkCcVzTJ/gkk+Q3Hx8m7x/qQQVqxLquZUw2FHK8rILcu//yVZ71OT7x3LCkB\nSaQGJONyCdY+CyGEEEIMZM5GJyYEj2FC8BgaO5vJqMriUEUmefUnyKs/wbsFWwl1G0KS3wgSfIcR\n7h6q9AKmDNLdZLaaKW4u5XTjGfLrT3Ky4TRmmwUAk95Isl8CKf6JJPoNvyQ3DgohhBBCDEaeju5c\nFXYFV4VdQV1HPTk1x8muOUZB/SnOtpTx0ZndOBkcifGKIs47hjjvGELcgrp1s6IM0hfBarNS2VZN\nWWsFxU1nOd1YREnzWSzaP7beG+IaxHDfOIb7xBHtGYWDwdSLHQshhBBCDD4+Tt5MDp3I5NCJtFs6\nOF5XQH79SQrqT5JTm0dObR4ADgYHwt1Dzi0VcQ8j3D0UX2fvCx6u++0gfaquCK3ThLuDq9JtTzRN\no6mrhdqOWmra66hpr6W6vZaylgoqWiv/ZWjW6/SEug1hqGcEQz0jiPEaiqejh7JehBBCCCFE9zgb\nnRgdkMzogGTg3HZ6BfWnONFwmqKmEk41nDm/BTGASW8iyMWfINdAglwDWOw/+ydrX7JBeteuXezc\nuZOnnnrqB19799132bhxIyaTiZUrV3LllVf+Yr3f73oSODfMejp44OnogYvRGWejE05GJ5yNTpj0\nJgw6PTqdHr1Ohw4dFpsVs81Ml60Ls9VMh7WTlq5WWsytNHe10GJuxar98HAXk97IELdgQv7pvwiP\nMBwNDt3ORgghhBBCXBreTl6MC05lXHAqAB2WDkqaSznTVMLZljIqWquoaKuipKUMgMVje3mQ/tOf\n/sQXX3zB8OHDf/C1mpoa1q1bx5YtW+jo6GDBggVcfvnlmEw/vyTixrirKW+ooaGjkYbORkqaS390\nAL5QjgYH3E1uhLuH4OnogZ+zL37OPvg5+eLr7IOfs0+Pb/gthBBCCCEuLSejE7He0cR6R5//M5tm\no66jnvJvN434KZdkkB49ejTXXnstGzdu/MHXsrOzSU1NxWg04ubmRmRkJPn5+SQ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oAAAE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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = tools.cosd(surf_tilt)*tools.cosd(sun_zen) + tools.sind(surf_tilt)*tools.sind(sun_zen)*tools.cosd(sun_az-surf_az) #removed +180 from azimuth modifier: Rob Andrews October 19th 2012\n", "#A[A < 0] = 0\n", "\n", "B = tools.cosd(sun_zen);\n", "#B[B < pvl_tools.cosd(85)] = pvl_tools.cosd(85)\n", "\n", "A.plot(label='A')\n", "B.plot(label='B')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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smr83N2/erH/+85/yeDwqLi7WhAkT1LNnT6Wnp2vAgAHy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\nQRoAAACIA0EaAAAAiMP/BxHvyhTiN3tyAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sky_diffuse = DHI*( 0.5* (1-F1)*(1+tools.cosd(surf_tilt))+F1 * A[ebin.index]/ B[ebin.index] + F2*tools.sind(surf_tilt))\n", "sky_diffuse[sky_diffuse < 0] = 0\n", "sky_diffuse[AM.isnull()] = 0\n", "\n", "sky_diffuse.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the Perez model to others." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wWKxUuVR/yOanZFIV0qGVozq/9tCf7YX0pX05en8WpWQBYHPzBMBUVnlB/eHo/Wlv0p/2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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": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YvoPdOyoxbJ1va/nO3s+uRL2MLvUzutTP6FI/o+do35C027+akUiEWbNm0aNH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\nYuwtJJdHkDiYxP97kuLHfkfTRx+i7Wgj/66fotHrj/+rEZ5Pv89PYVc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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": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uH8s3BVsfNhbWAGCLM3Py6O6cNLo7A3umdslZ8yORnBDHD0/uzznH92XhmlI+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\n0h4MFdJiPyqkRWwmVEg71CMtIpbRjLTYkwppEZsJbVFlGHr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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": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D/PHzhwajo0uPNRkaXGloEx2JiIjs0PG8anz69Xl4uDlheWoifDycRUciM2OR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\nIYQQohv+L9h+Z2RAwDHDAAAAAElFTkSuQmCC\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": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o7RVYPiUKI+J9sfmLiziZdxU5pQ1YOikSQ6K8xY5HRGaORZqI6AbKrrbhg88u4EqtBi5q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\nGTBgAABbtmz5r32KMzMzaWtrY9++fTQ3N+t1/QI8ce4876k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"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": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-4, 4)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h4K+EguAyjPGR7BULK8dvH0mmdbBjWI1tg2psy32639bYq22NvZJyI+DzZ5Ro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\ngg==\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": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S3T9yynyAn3PX8FjsZpqEtuWOVr39tumMiIhIIFGRloCWmpXJ/G3fkuDcARY3Jq+DhsHX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\nn/+bP38+EyZMYPv27d/7PQ6Hg8DAwLaP/f39qau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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": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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msfoVQghzkgJbCCEqgOPnrrNgfRQmk4lR3UNoWafqY/Wnv5XO4avHOXr1BJey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\nivu+ZYonkNbKnh6Bz5JbmMe6uC1F122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zrFu3jqqqKr7xjW/w1a9+dTCyiYj0i+04vL37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Wsm7dGkaOHENcXAwHDuznlVdeLz3p0hKkwBZCiCpu36nLfLspFrVawcSnm9Ao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eZGQEyckXmDhx8j3dZ858/vOf/6Bbtx60anX3WynXJPKQoxBCVHNRJy7zY2Qs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lqoKZbqcv0XM19zqpOZeJz0wiLiuRM2nRnEmLRsE6Apx8aV+vNa3rtMRGbf4l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\n", 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04bWhrZj/0xGWbTuDnbWajk29qvSaQgjxv6TAFkKIGiLij/Psjr6ITz0HXnm6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\nhFCQDNhCCCGEEEIo6F9nJ6yGZY80CAAAAABJRU5ErkJggg==\n", 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FBYZCCgz5ZOXnkKHPIC0vg4tpcVxIiy2631ptRW1HP0JcgwhxDcJeU/Kcxcdh\na2XBO/0a8ekvkew9ce1Okd25ToWYky2EePJIgS2EEBWIPr+QL9ed4nxiOs0D3RnevR5KpemLRF1O\nKhE3Izl28wTXsm4UPe5pV506Tv74amviqa2Bu7UrKqWqlJ7+J/5CPTeybpGYeY1LafFcTI/jdHIU\np5OjULCeWg4+tKzelKbujbBSW5r0NdlZW/Bu/8Z88kskeyKvYmmh5JX2ASZ9DiGE6Y0e/RozZ86h\nWrVq9237zTf/wsfHl9q163DgwD6GDh3BunWr2bBhHcOGjSImJorDhw/x1lvvFp10WR6kwBZCiArC\nYDCyeMs5oi6n0jjAlZE9g1ApTTe9wmg0EpN6kX2JBzmVfA4jRtQKFSGuQbTzb4mnRU20GrvHeg6N\nSoO3vRfe9l48VaMFAEnZOk4ln+VU8lkupcVzKT2edRe20NS9Ee1qPo2nnem28LKztuDdfo2Yu+I4\nO45cwcHWkq4tvU3WvxCiYggIqENAQB0A9u3bw8cfz6FWLX+++eYrfvxxFdbW1uUanxTYQghRARiN\nRlb8fp7j55MI9HZkTK/6JlvQaDAaOJF0hvC4nUWj1d5aT9p4tqaRWwg2FtZlunWXm40LHbzb0sG7\nLam5aRy6HsHBaxEcvH6Eg9ePUN+lHl1821PLwTR7WWttNEx8uRGzfz7Gmj8uorWx4OmQJ28fXmEe\nqVd/JzvtnEn7tHEMwsmzU6ltwsPD2LdvD9nZ2WRkpDF06AhsbGxZsmQRlpaWODg4MGXKDKytbfjk\nk9ncunULnS6ZTp06MHDg8BL7DQvbyPr1a7G3d0CtVtOhQ2cAtm7djNFoZPjw0SQnJ7N27Uo0Gku8\nvGoyadJUfv99O5cvxzNmzHj0ej0DB77E2rWbeeON0QQE1CE29hLZ2dnMmjUXD49qfPvt10REHMbN\nzZ309PRSX+uePbv46afvcXR0pqAgHx8fXyIjj7Fx4zqaNm1OTEw0c+fOonXrp0lOTmbSpAkMGjSU\n8PAwZs6cDUCvXl3YtGkHe/fuZsWKn7CwsMDV1ZWZM+eQlZXJnDmzuH07A4AJE96hVq3aD/NPdg8p\nsIUQogIIO3SZPyKv4uVmx/gXG2Chfvzi2mg0ciLpDNvifuda1g2UCiXNPBrRzutpfO29y2V+spOV\nI8/7daKrbwfO6qL57fIezuiiOKOLoq5TbfrU7k5NredjP4+LgxUTX27I3BXH+WFbNFobCxr433s0\ntBCVWV4ATw7xAAAgAElEQVReLl98sZDU1BRGjnwVpVLJokXf4eLiytq1q1i27DtCQ18hODiEyZN7\nodfrCQ3tXmKBnZ6exooVP/Hjj6tQq9W8+eaYomtarT1z5nxKRkY68+b9g2XLfsHKyoqvvlrApk3r\nsbGx+Z/PlP/8d1BQfd588x0WL17Izp07aNq0BadPn2Tp0p/Izs6if/8XS3yNBQUF/Otfn/PDDyvR\narVMmjThP8+gUPDCC334/fftvPfeNGrW9GbbtjA+/3whp0+fLDaenTt/Y+DAITz7bHt27NhGZmYm\ny5f/QLNmLejdO5TExCvMnj2ThQuXPtw/xv+QAlsIIcrZ/lPX2bAvFhd7S95+uSE2Vo//0Xzl9lXW\nnt/EpfR4FChoWa0pXX074G5TMYpMpUJZtPDxYloc2+N3EZVynn9GfEmLak3oWasLTlaOj/Ucnm52\nTHipIZ+uimThhjO8P6gJvtXsTfQKhLjDybPTfUeby8rfc4ydnJyxtrbGYDDg4uL617XGLF68EHt7\nLVFRZ4mMPIq1tS35+fkl9peYmIifnz8ajQaA+vUbFF3z9r7zG6Zr167i5+ePldWdk2QbNmxMRMRh\ngoKCi9r+7xmGderUBcDd3YPU1BSuXLlM3br1ALCxscXPz7/EmNLS0rC3d0Cr1d4T03/77+cs7gzF\nvx974423Wb58Gb/+uhofHz/atHmW2NiLHD9+lN27f8doNBaNZD8OKbCFEKIcRV9O5cft0dhaqXn7\n5UY4aR9v4V9mfhabL23n4LUjGDHS0DWYXrWfx8PGzUQRm15tRz/GNxpBdMoF1l8M4/CNYxy/dYru\nfp1oX7PNQy2yvKdvLwdG9wrmX+tO8+Wvp/jg1eaPnWMhKoqYmCgAUlJ05ObmoVCATpeMi4srkZHH\n/xrR3YJWa8+kSVNJTLxCWNjGEvvz8vIiISEevV6PWq0mKuosPj6+ACj/Wg9SvXoN4uNjycvLxdLS\nihMnjlGzpjcajYbk5KS74vqPu39b5utbiw0bfgUgJyeH+Pi4EmNycnIiM/M26elpODg4Eh19Dnd3\nj1KycqeQ1mgs0emSAbhx43pR0bx58waGDx+No6Mjn3wym3379uDj40eXLvXo2LELqamphIVtKqX/\nByMFthBClJNbaTl8veE0AONfDKGGq+1j9Xcy6Qy/xKzntj6TarYe9A14gUDnyrOLRqBzAO83n8Dh\nG8fZeHErGy9t49jNEwyo9xLeWq9H7rdxgBt9n6vNmj8u8tW6U0we2ARLi0cv2oWoKHQ6HRMmjCU7\nO5NJk6agUqmYNu09lEolWq2WadM+QqfTMXPmdM6cOYWFhQW+vr4kJyfj6nrvb7McHBwZMGAI48aN\nQKt1QK/PQ61WU1BQcFeb4cNHM378aFQqFZ6eXrz++pvk5eWxYcOvjBs3kjp1ArGzu/N5VtxUtICA\nOrRs2ZoRI4bg4uKCs7Nzia9RpVLx9tvv8fbb43FwuDMv/H8VNxUkMLAednZ2jB79Gj4+vtSocWfq\nWb16wUyaNAEbG1tsbGx46qk2PPXUM8yZM4tNm9aTnZ3NsGGjHij/pVEYixtHr+TKaqHOk6YsFz09\niSSfplXZ85mTV8A/lh/jWnIWQ7sF0rZhjUfuKzM/i7XnN3H05gnUSjU9/Do/9MhvRctnZn4WGy5s\n5d83jqJAQVff9nTz7fjIo9lGo5EftkWz//R1mgW6M6ZXcJntLV7RclnZST6LFx4eRkLCZUaPHvdQ\n95WWz8LCQlas+JEhQ4YBMG7cSEaNGkfDho0eO96qyM2t5H39ZQRbCCHMzGAwsnjzWa4lZ9Gxmddj\nFdcXUmP54exK0vUZ+Np7M7heX6rZlvbr08rBzsKWwUEv07xaY1ZE/0p4/C6iUy4wNLg/rtYuD92f\nQqFgSNe63ErN5mj0LTa72NC7Ta0yiFyIim///n2sXr2iaOTXaDSiUCjo27cfOTk5DBs2CI1GQ1BQ\nsNmK66iosyxc+OU9MbVv34nevUPNEoMpyQi2KJGMGpiW5NO0KnM+1+29xNZDlwn2deKtlxs+0l7X\nBqOBHfF/sDXuNxQKBd39OtPZp90jH0tekfOZnZ/Dqpj1HLt1EiuVJQMCQ2nq8Wg/9G9n65n141GS\n03N5M7QBjQJMv+izIueyMpJ8mpbk03RKG8E23QkGQggh7ivyQhJbD13G3cmaMb3rP1JxnZWfzdcn\nviMsbgeOlg681XgMXX3bP3JxXdHZWFjzWvAAhtR7BSNGvj+7kvUXwyg0FD50X1obDeNfDMFCrWRJ\n2DlupWaXQcRCiCdd1fw0FkKICuhWajZLw6LQqJWM7xOCrZXFQ/dxI+smnxz9iujUC9R3qcf7LSbg\n7+hr+mArGIVCQcvqTXmv2Rt42LixK2EfX5/8jkx91kP35e2hZXDnuuTkFfD1hjPk5T98oS6EEKWR\nAlsIIcxAn1/Iwg1nyMkrYHCXuni5P/yR5Gd1MXxy9GuScnR08WnP6AavYmfxeDuPVDbVbD2Y1Gw8\nIa5BxKReZN7RL7mRdeuh+3mmQXWebVSDK7cy+XlHTLH75gohxKOSAlsIIcxg5c7zJNzKpG3DGo90\nbPeexAMsOvk9BcYChgb15wX/rlV2Ssj9WKutGRUyhG6+HdHlpjL/2NdcSI196H4GdAzAt5qWA2du\nsPfktTKIVAjxpHoyP52FEMKMDp65zr6T1/H2sGNgp4fbl9poNLIldgdrz29Cq7Hj7SZjaF6tcRlF\nWnkoFUp61OrMoHovk1uYx79OLOHozRMP1YeFWsXYPvWxtVLzy84LXE3KLKNohRBPGimwhRCiDN1K\nzWb5b+ex0qgY27s+FuoH38fZYDSwKmY92+N34WrtwjtNx+Fr712G0VY+ras3Y1zD4aiVan44u5J9\niYce6n5XB2uGdqtHfoGBbzefRS/zsYUQJiAFthBClJGCQgOLt5wjT1/I4M51cXeyeeB78w0FfH9m\nBfuvHcbLrgbvNB2Lq3XJp509yQKdA3i7yetoLexYfX4DOxP2PtT9Teu68VxjTxKTsljzx8UyilII\n8SSRAlsIIcrI5gPxxF7LoFWQB63rV3vg+/INBSw9/RORSaep7ejHW01GY68peb9VAV7aGrzVZAwO\nGns2XNxKeNzOh1q4+Er72ni62bL7+FUizyeVYaRCiCeBFNhCCFEGzl9JY+uheFwdrBjUue4D35dv\nKOC7M8s5o4umnnMdxjUcgbXauuwCrUKq2bozsenruFg5ERb3G5tjtz9wka2xUDHmhWAs1Eq+3xZF\n6u28Mo5WCFGVSYEthBAmlpWbz+ItZ1GgYFTPYGys1A90X4GhgO/O/Mzp5CgCnQIYFfIqGtXD75X9\nJHO1duHtJq/jbu3Kb5f/IDx+5wPf6+lmR78OAWTlFvBDeJRs3SeEeGRSYAshhImt+O08KRl59Hza\nl9peDg90T6GhkO/PrOB08jkCnQIY3WCoFNePyMnKkTcbj8LFypmtcb8/1Jzsdo1qUN/PmTOxKeyT\nrfuEEI9ICmwhhDCh4+eT+Pe5m9SqYU+Pp3we6B6D0cCK6F85mXyWOk61Gd1ARq4f199FtqOlAxsu\nbuXPqw+2u4hCoeC15+thY6lm1e6LJKXllHGkQoiqSApsIYQwkcycfH7aEYNapWR493qolA/2Ebvx\n0jYO3ziGj31NRoe8ikalKeNInwyu1s680Wgkdha2rIrZwJEbxx/oPietJQM71SFPX8j3W6MwyFQR\nIcRDkgJbCCFMZMXv58nI0tOnrR/VXR7sCPPfL+9hV8I+PGzcGdtgGFZqyzKO8slSzdadNxuPwlpt\nzfKoNUSnXHig+1oFe9CkjhsxV9LYdTSxjKMUQlQ1UmALIYQJHItJ4vC5m/jXsKdL8wc7DObf14+y\n8dI2HC0dGN9oOHaaByvKxcPxtKvO6JAhKFGw5PRyrmZev+89CoWCIV3qYmdtwa97L3Fdl2WGSIUQ\nVYUU2EII8ZhuZ+tZviMatUrJsO71UCoV973nfOpFVkT/iq3ahvGNRuBs5WSGSJ9cAU7+DA56hdzC\nXBae/J7U3LT73mNvq2FIl7rkFxhYFh4tU0WEEA9MCmwhhHhMK3deICM7nxfb1nqgqSE3s5NYcnr5\nnW38GrxKdVsPM0Qpmnk0orf/86TlpbPw5PfkFNx/AWOzQHea1nHjQmI6+07IriJCiAcjBbYQQjyG\n07E6Dv+1a0jn5jXv2z4zP4tFJ78nuyCHAYGh1Hb0M0OU4m8dvZ+lredTXMu6wQ9nf8FgNNz3ngGd\n6mBtqWbtnotyAI0Q4oFIgS2EEI8oL7+Q5TtiUCkVvNo18L5TQwoMBSw9vZykHB2dfZ6jVfVmZopU\n/E2hUPBSQE/qOdfhrC6azZe23/ceJ60lfZ/zJyevkBW/nzdDlEKIyk4KbCGEeESbD8SRnJ5L5xY1\nqelud9/2a89v4kJaLI3c6tOzVhczRCiKo1KqGBY8AHdrV35P2PNA2/e1bViDOl4OHD+fxLGYJDNE\nKYSozKTAFkKIR3DlViY7Dl/B1cGKF56+/zSPg9ci2H/tMJ521RkS1A+lQj5+y5ONhQ2jGwzFSmXF\nyuhfuZxxpdT2SoWCV7sFolYp+Pn3GLJzC8wUqRCiMjL7J3xBQQHvvPMO/fr1Y9CgQcTFxZGQkMCA\nAQMYNGgQM2fOLGq7Zs0aQkND6devH3v27DF3qEIIUSyD0ciP2+/sKjG4S10sLVSltk/ISGT1+Q3Y\nqK0ZFTIESzlIpkKoZuvOa8H9KTAUsvj0T9zWZ5bavrqLLT2e8iU9U8+6fZfMFKUQojIye4G9d+9e\nDAYDq1atYuzYsSxYsIA5c+YwceJEfv75ZwwGAzt37iQ5OZnly5ezevVqli5dyvz588nPzzd3uEII\ncY89kVeJvZZBi3ruhNRyKbVtZn4WS84sp9BQyNDg/rhal95emFd913q8UKsraXnpLHuARY/Pt/Kh\nuosNe45fJf5GhpmiFEJUNmYvsH19fSksLMRoNHL79m3UajXnzp2jWbM7i33atm3LwYMHOXXqFE2b\nNkWtVmNnZ4evry8xMTHmDlcIIe6SnqVn3d5L2Fiq6d8hoNS2BqOBZWd/ISU3lW5+HQl2CTRTlOJh\ndPR5lhDXekSnXmBb3M5S26pVSgZ2qoMR+Pm387I3thCiWGYvsG1tbUlMTKRr167MmDGDwYMHY/yv\nDyhbW1syMzPJyspCq9UWPW5jY8Pt27fNHa4QQtzl1z0Xyckr5MVna+FgV/qx5tvificq5Tz1XQLp\n5tvBTBGKh6VUKBlS7xVcrJzYHr+Lc7rSB3OCfJ1pUc+d2GsZ7D91/1MhhRBPHrMX2MuWLaNNmzbs\n2LGDzZs3M3ny5LumfmRlZWFvb4+dnR2ZmZn3PC6EEOXl0rV0Dpy+QU13O9o18iy1bUzKRbbH78bF\nyplXZVFjhWdjYcOI+oNRKZQsO/fLfU96fPm52lhaqPh1zyUyc2T6ohDibmpzP6GDgwNq9Z2n1Wq1\nFBQUEBQUxJEjR2jRogX79u2jVatWhISEsGDBAvR6PXl5ecTGxhIQUPqvY//m5qa9fyPxQCSXpiX5\nNC1z5tNgMDJnxZ3t3Mb1bYSHR8lf+DNyb7P84GqUCgXvPDMSH5fKcVLjk/7+dHOrx1Djyyw99gvL\nY1bxUfuJqJTFL2B1c9MyoEtdfgg7R3jEFcaGNrznujAdyadpST7LntkL7FdffZWpU6cycOBACgoK\nePfddwkODmb69Onk5+fj7+9P165dUSgUDB48mAEDBmA0Gpk4cSIazYOtvE9KkqkkpuDmppVcmpDk\n07TMnc99J69x4UoaLYM8cNdqSnxuo9HIolM/kJqbTm//53EwuFSKf3d5f97RyL4RTd3PcezWSZYf\n3UR3v04ltm1dz53th+LZfjCe5nVc8a1250uX5NK0JJ+mJfk0ndK+qCiMxqq3QkPeOKYh/xOaluTT\ntMyZz+zcfKYs/jf6fAOzR7XCSVvy3OvdV/5k3YUt1HOuw9iGwyrN1BB5f/5Hdn4Os48sIC0vnYlN\nX6eWg2+Jbc/Fp/DpqhP417Bn6uCmKBQKyaWJST5NS/JpOqUV2JXjk18IIcrRxj/juJ2dT4+nfEot\nrhNuJ7Lx4ja0FnYMrvdKpSmuxd1sLKwZGtwfgGVnfyGnIKfEtkG+zjSr68alaxkcjrpprhCFEBWc\nfPoLIUQpEpMy2X38Kh5O1nRu7l1iO32hnh/OrqTQWMiQoFdwsJQ5jpVZbUc/uvi2R5ebyuqYjaW2\nfem52qhVCn7dcwl9fqGZIhRCVGSlzsHOz88nLCyM3bt3Ex8fj1KpxMfHh/bt29O9e3csLCzMFacQ\nQpid0Whk1a4LGIxG+ncMwEJd8pjExkvh3MpOpn3NNgS51DVjlKKsPO/bkeiUC0TcjCTIpS4tqjUp\ntp27ozWdmtUk/HACOyKuMKyXo5kjFUJUNCX+tNizZw+DBg3iwoUL9OnTh08++YTPPvuM0NBQYmJi\n6N+/P7t27TJnrEIIYVanY1M4F59KfT9nGvi7ltguJuUiexMPUM3GnRdqdTVjhKIsqZQqhgb1x1Kl\nYXXMxlK37uvxlC9aGwu2HbpMSkauGaMUQlREJY5gx8fH8/PPP98zSu3v78+zzz6LXq9nxYoVZR6g\nEEKUh0KDgTV/XEShgJfb1y6xXU5BDsuj1tw5rCToFSxU8pu9qsTNxoXQgJ6sjF7Hyuh1jG04DIVC\ncU87a0s1fdrU4qcdMfwcHkX/Ut4zQoiqr8QR7KFDh5Y6BUSj0fDaa6+VSVBCCFHe9p+6zrXkLNo0\nqI6Xm12J7dZdCCM1L40uPs/hY1/TjBEKc3mqegvqOdfhXEoMh65HlNiuTcPqeLrZsjMigcs3ZJcG\nIZ5kJRbY0dHR9OrVi5YtWzJ16tS7TlXs06ePWYITQojykKsvYMOfcWgslPRuU6vEdqeTz3HoegQ1\n7WrQVY5Cr7IUCgUDA1/CSmXFugthpOSmFttOpVTSr30ARiOs3n2BKrgLrhDiAZVYYH/00UdMmTKF\n7du3o9FoGDJkCFlZWQDyoSGEqNK2H04gI0tPt5Y+ONoVvy1fVn42K6PXoVaoGBLUD7XS7Od2CTNy\nsnIkNKAnuYW5rIj6tcSfg8F+zjSr50F0QhqRF5LNHKUQoqIoscDOzc2lVatWODk58dFHH9GyZUte\nf/118vPzzRmfEEKYVertPLYfTsDBTkPXFiVvy7f+YhgZ+tt09+tMDbtqZoxQlJfW1ZsR5FKX6NQL\nHLx2pMR2w3oGo1QoWLf3EoUGgxkjFEJUFCUW2La2tuzdu7foW/rkyZNxc3PjjTfeICen5E33hRCi\nMtvwZyz6AgN92tTCUqMqtk10ygX+ff0oNe1q0MG7rZkjFOXl76ki1mor1l8MK3FXkZoeWp5pUJ3r\numwOnL5h5iiFEBVBiQX2xx9/zLfffsumTZuKHps3bx41a9YkMTHRLMEJIYQ5Jd7K5MCp63i62fJM\nSPVi2+gL9fwSvQ4FCgYEvoRKWXwRLqomR0sHXqzdk9zCPNac31Riu17P+GGhVrJpf5wcPiPEE6jE\nAtvf35+VK1fSu3dvADIyMlCpVEybNo0///zTbAEKIYS5rN8XixHo2642SuW9W7EBbI37neTcFNp7\nt8Hb3su8AYoKoXX1ZgQ41uJU8llOJJ0pto2T1pKOTb1IvZ3H7uNXzRyhEKK8lXpUel5eHmvWrKFP\nnz6Eh4cXPe7s7FzmgQkhhDldvJrOiYvJ1PFyIKRW8Z9xCbcT2ZWwD1crZ3r4dTZzhKKiUCgU9K/7\nImqFijUxG8kpKP5gmedb+2BjqWbroXiyc2X9khBPkhIL7Llz59K3b19u3LjB119/zSuvvGLOuIQQ\nwmyMRiPr914C4MVn/Ys9SKTQUHhn9wiM9A8MRaPSmDtMUYF42LrTxbc96foMNl/aXmwbWysLnm/t\nQ1ZuAeGHE8wcoRCiPJVYYCclJaHRaHBxccHOruRDFoQQorI7F59KdEIaDfxdqFPTsdg2exIPkJh5\njZbVmhLoHGDmCEVF1MnnOTxs3Pnz6iHi0i8X26ZDUy8c7TT8HnGF1Nt5Zo5QCFFeSiyw58+fz7ff\nfkt6ejovvfQSGzduNGdcQghhFkajkXV/jV73KeFQmbS8dLbG/Yat2oYXa/cwZ3iiArNQqhkQGIoR\nIyuj11FouHcxo6WFil7P+KEvMLDlYLz5gxRClItS52C7uLgwduxYwsPDad26tbliEkIIszl+Pon4\nG7dpUc8dn2raYttsuLiVvEI9L/h3xU5ja+YIRUVW29GPp6q34FrWDf5I3F9sm2caVKeasw37Tlzj\nZmq2mSMUQpSH+x49Fhsby5o1a0hPT7/r8Tlz5pRZUEIIYQ4Gg5H1+2JRKhQlHol+PvUiR2+ewMe+\nJk/VaGHmCEVl0Kt2N04mnSE8bifNPRrjxt1f1FRKJb3b+PHNprOEHYhneI+gcopUCGEupY5gA4wf\nPx47OztatGhx1x8hhKjsDp29wXVdNk+HVKOas8091wsNhayO2YgCBa/U6Y1Scd+PTPEEsrOw5QX/\nruQW5rHh4rZi2zQLdMfTzZaDZ29wI0VGsYWo6u47gm1vb8/48ePNEYsQQphNQaGBTfvjUKsU9HrG\nr9g2fyTu50b2LZ7xbIWPfU0zRygqk6dqtODAtcNE3DxOVNIFXKl213WlQkHvZ/z4esMZNh+IY1TP\n4HKKVAhhDvcdjunTpw8LFizg0KFDREREFP0RQojK7OCZGySn5/JsI0+c7a3uuZ6am8bWuN/vjE7W\n6loOEYrKRKlQ8nKdOwezfX9sdbELHhvXccPb3Y7DZ29yLTnL3CEKIczoviPYR44c4fTp0xw/frzo\nMYVCwU8//VSmgQkhRFkpKDQQdjAetUrJ8618im2z4eJW9IV6+gb0wtbi3ukjQvwvPwcfWlVvxr+v\nH2X/tcM86/XUXdeViju/Lflq/Wk2H4hjTK/65RSpEKKs3bfAPnPmDL/99ps5YhFCCLP4e/S6Q1Mv\nnLSW91y/kBrLsVsn8bP3plX1puUQoaisevl341TyWbbE7qCJewO0mrvPkWgU4IqPh5aIqFv0aJ2J\nl7ucMyFEVXTfKSJ16tQhOjraHLEIIUSZu9/otcFoYP3FLQC8VOcFWdgoHoq9RsvL9XuQU5DDltgd\n91xXKBT0buOHEdh0IM78AQohzOK+I9hXrlyhT58+uLm5YWFhgdFoRKFQsGvXLnPEJ4QQJnW/0esj\nN46TcPsqzT0a42vvXQ4RisquS+1n2R6zl4PXjtDO62lq2N294LGBvwt+1e05FpNEws3beHsUv/+6\nEKLyKrHAzszMxM7Ojq+//tqc8QghRJn5z+i1otjR69yCPDZf2o6F0oJe/t3KIUJRFaiUKvrU7s6i\nUz+w/mIY4xuNuOu6QqGgTxs/Pltzkk3743gjtEE5RSqEKCslFthvvfUWRqORli1b0rZtWwIDA80Z\nlxBCmNyhv0evmxQ/er0zYQ/p+gy6+XbAycqxHCIUVUWwSyCBTgFEpZznrC6GYJe6d1/3c8a/hj2R\nF5JJvCVzsYWoakqcXLh06VK++uorateuzapVq+jfvz/Tpk1jx44dZGZmmjNGIYR4bAWFBrb8PXrd\n+t7R69TcNHYm7MNBo6WjdzvzByiqFIVCwYsBPVCgYMPFsHu27VMoFHR/yheAsEPxZo9PCFG2Sl29\nY2NjQ/v27fnoo4/45ZdfGDZsGNevX2fixInmik8IIUzi0Nk7o9dtG9YodvR606Vw8g359PTvhpX6\n3utCPCxPu+q0rt6c61k3OXj93vMjGvq7UNPdjojoW3K6oxBVTIkFdvv27ZkxYwbbt28nIyMDAH9/\nf4YOHcrixYvNFqAQQjwug8HItkOXUSmLn3sdn5FAxM1Iamo9aVmtSTlEKKqqHrW6oFFpCIvdQU5B\n7l3XFAoFPZ/yxWiEbYcul1OEQoiyUGKB/d133xESEsKePXt46aWXePnll/n888+JiIigoKDAnDEK\nIcRjORpzi5upOTwdUu2eUxuNRiPrL2wFILR2D9mWT5iUg6WWLj7PkZmfxW+X/7jnepO6blR3sfnr\nNyw55RChEKIslPiTxM/Pj759+zJ37lx+++03vvrqKzw9Pfn4449p0aKFOWMUQohHZjTeGb1WKKBb\ny3tHr8/ooriUHkeIaz0CnPzLIUJR1bWv2RYnS0d2X/mTlNzUu64pFQq6t/ah0GAk/HBCOUUohDC1\nUvfBzsvL48iRI+zfv58jR45QWFhIq1ateOaZZ8wVnxBCPJYzcSkk3MqkeaA7Hs53H3luMBrYfGk7\nChS8UEu25RNlQ6OyoGetLvwUtZqtcb8zuN7Ld11vGeTBxj/j+PPkdXo+5YujnawBEKKyK7HAHj58\nOHFxcTRu3Jinn36aYcOG4eHhYc7YhBDisW39a25r92J2Dom4Ecm1rBu0rNb0nsNAhDCl5tUa83vC\nHg5fP0ZH72epbvufn6cqpZLnW/vw0/YYdhxJ4JX2AeUYqRDCFEqcIpKWloajoyPVq1enRo0aODs7\nmzMuIYR4bBcS0zh/JY2QWi73nJaXbyggLO431Eo1PWp1LqcIxZNCqVDyQq2uGDEWe4T60/Wr46S1\n5I/Iq9zO1pdDhEIIUyqxwF63bh1Lly4lMDCQjRs38vzzzzNq1Ch+/PFHLl26ZM4YhRDikZQ2ev3n\n1UOk5KbS1rM1zlZO5g5NPIFCXIPws/fhZNIZ4tLvnm9toVbStYU3+nwDO48mllOEQghTKXW5vLOz\nMz169GDu3Lls27aNzp07s3btWnr06GGu+IQQ4pFcuZXJqUs6ans5UKfm3acy5hTksiN+N1YqK7r4\nti+nCP+fvTsPjqs6E7//vff2KrX2XbIsy1os2ZYlLNmWMTa2gRiSDAQIa4CaSmYmTIrJwmQCNQkB\nqlJFQhaS/CapzGTqTSqGGZIZIIFMAgkYMMZ4ly3bkrxJtmRr39Vaerv3/aNbLcmyLWO3dCXr+VR1\n6bCwD+MAACAASURBVPa5vTw6dreePv2cc8R8oygKd+QFa/3/cOpPGIYx4fyG0kyiHRa2HTiLxxu4\n0EMIIeaIi9Zg9/f3U1VVxYEDBzhw4ACNjY2UlpbywAMPUFlZOZMxCiHEx/anXcHR609fYPT6ncb3\ncfsG+ZvFW3BZo2c6NDGPFSQsZmnSEmq6jlHXfYLipMLwObtN46byBbz+4Wl2HG7hpvIFJkYqhLga\nF02wN27cSHl5OWvWrOHJJ59k6dKlKIoyk7EJIcQVaesZYk9tG9mpLkoWJ0041+8d4J2mD4i1xbAp\ne71JEYr57PbFt1HTdYzX6//MksT8CWuvby5fwJ93N/LWnkY2XpeJpsq67ELMRRdNsP/4xz+SmZl5\nyTt3dHSQkpIS8aCEEOJqvLW7EcOAT1bmTBoY+MuZd/EGvNyZ90nsms2kCMV8lh2TSUVaGfvaDnKw\n4wgrU1eEz8VG2bihJIN3q86x/1gHq4tl9S4h5qKLfjT+6U9/ygsvvEBDQ8Okc6dOneJ73/sezz//\n/LQGJ4QQH1f/oJcPj7SSHOegomjiAECvp48d53aRYI/n+kzZMEuY59O5W1AVlTfq30Q39AnnPrE6\nG0WBP+9qnFSnLYSYGy46gv3d736X9957j6eeeorTp0+TmpqKxWKhtbWVhQsX8oUvfIFNmzbNZKxC\nCDGlbQfO4vPrfGJV9qSv1/9y5j18up/bcm/Col5yny0hplVKVBJrMyr4sHkP+9oOsjp9ZfhcWkIU\n5UtS2VfXTu2ZHpYukmVyhZhrLvkXZuPGjWzcuJG+vj4aGxtRVZUFCxYQFxc3U/EJIcRl8/oCbDtw\njmiHhRtWZEw41zPSy4fndpHkSKQyvcKkCIUYsyXnJna17OfPDW9TnlqKpmrhc7etWci+unbe3N0o\nCbYQc9BlDeHExcVRUlISsSf9j//4D7Zt24bP5+PBBx9k1apVPPnkk6iqSkFBAU8//TQAv/vd7/jt\nb3+L1Wrl0UcfZePGjRGLQQhx7dl5tBX3sI9Prc3BYZv49vbWmXfxGwFuy715QiIjhFmSnAmszahg\nR/Nu9rUdZE1GefhcbkYsRQvjOdLQTWPbwKSNkoQQs9uMT0/es2cPVVVVvPzyy2zdupWWlhaee+45\nHn/8cV588UV0Xeftt9+ms7OTrVu38tvf/pb//M//5Ic//CE+n2+mwxVCzBG6YfDWniY0VZm0vFnX\ncA87m/eQ4kxiddp1JkUoxGRbFm1GUzT+fPptAvrEta9vXRNcYvLNPY0XuqsQYhab8QR7x44dFBYW\n8qUvfYl//Md/ZOPGjdTU1FBREfzKdsOGDezcuZPq6mrKy8uxWCy4XC4WLVrEsWPHZjpcIcQcUX2y\ni7buISqXpRHvsk8499aZdwgYAT6Ze4uMXotZJdGRwPWZq+kY7mJPW9WEcyWLE8lKiWZPTTudfcMm\nRSiEuBKXlWC/8cYbvPDCCwwPD/P73//+qp6wp6eHI0eO8NOf/pRnnnmGr3/96+j62Azq6Oho3G43\ng4ODxMSMfSUWFRXFwMDAVT23EOLa9VZolG/LqoUT2juHu/ioZR9pUSlUpJWZEZoQl7QlZxMWRePN\nhomj2IqicOvqheiGIdunCzHHTFmD/YMf/IDW1laOHj3K3//93/PKK69QV1fHk08+eUVPGB8fT15e\nHhaLhdzcXOx2O21tbeHzg4ODxMbG4nK5cLvdk9ovR0qK1KpFivRlZEl/RtZof55o6uFYUy8rl6Ry\n3bKJkxv/Z89r6IbO/aV/Q1qqTNC+FPn/GTkfpy9TiGFz+zr+cnI7NYM1bF58ffjcpzZE89oH9ew4\n3MIXPlNClMM6HeHOevJ/M7KkP6fflAn2jh07eO2117jzzjtxuVz86le/4vbbb7/iBLu8vJytW7fy\nt3/7t7S1tTE8PExlZSV79uxh9erVbN++ncrKSkpKSnjhhRfwer14PB7q6+spKCi4rOfo6JCR7khI\nSYmRvowg6c/IGt+fL79VB8CmsswJfdw53MX207tJj04j31Eo/X8J8v8zcq6kLzek3sC2Ux/yP4f/\nj6XRSyeUMt1YlsVr2+v5w7snuLkiO9LhznryfzOypD8j51IfVKZMsNXQOrKju6F5vd5w25XYuHEj\n+/bt47Of/SyGYfDMM8+QlZXFt771LXw+H3l5edx6660oisLDDz/Mgw8+iGEYPP7449hssuuaEGKi\nrr4R9tV1sCDFxdJFCRPO/fXMe+iGzq05mydsRy3EbJPgiGdd1hreP7uT3a37J2yEdGNZJn/ceZq3\n951l88oFqKpyiUcSQswGUybYt956K1/96lfp6+vj17/+NX/4wx/49Kc/fVVP+vWvf31S29atWye1\n3XPPPdxzzz1X9VxCiGvbX/c1oRsGW1ZnT9gWvdfTx66WfSQ7kyZsRS3EbPWJnE3sOLebv5x5l8qM\nivCHwtgoG2uXpbH9UAuHTnVyXUHKFI8khDDblEM6//AP/8BnP/tZtmzZQktLC1/5yld49NFHZyI2\nIYS4pGGPnw+qm4lz2VizNG3Cubcb38dvBNiSs0lWDhFzQrw9jsqMcjqGuzjQXj3h3GhpyF/3NpkR\nmhDiY5oywW5ra2PXrl088cQTPPTQQ/zpT3+is7NzJmITQohL2nmklWFPgM3XZWHRxt7OBrxudpzb\nTYI9fsIW1ELMdrcs3ISCwlunt2EYRrh9tASqrrGXxjapnxVitpsywf76179Odnbwk3NaWhoVFRV8\n4xvfmPbAhBDiUnTd4J39Z7FoCjeWZU04t63pA3y6j5tzbsSiXtaGtULMCilRSZSnldI82MqRrtoJ\n524JjWLLkn1CzH5TJth9fX3cf//9ANhsNu699156enqmPTAhhLiUg8c7aO0eYk1xGrHRYxOgh3zD\nbD/7ETE2F9dnrL7EIwgxO23J2QzAm+eNYpfkJZGW4GRXTSv9g16zwhNCXIYpE2yHw8H7778fvv7R\nRx/hdDqnNSghhJjKGzvqAbipYuK26O+f3clIYISbsjdg0+bnmsFibst0pbMieRmn+xs50Xsq3K4q\nCjdXZOMPGLxXdc7ECIUQU5kywX722Wf5/ve/z5o1a1izZg3f+973eOaZZ2YgNCGEuLC27iH21baR\nvyCOReljG1CN+D282/QBURYn67MqTYxQiKuzZdEmIDiKPd66knScdgvbqs7h8+sXuqsQYhaYsjix\nuLiYP/7xj/T09GC1WnG5XDMRlxBCXNQ7+4M1qDeXTxy9/rB5N4P+IT6ZewsOi8OM0ISIiEWxCylK\nKKCu5wQNfY3kxi0EwGGzcGNpJm/uaWRPbRvrSjKmeCQhhBmmTLBramr4xS9+QV9f34RasN/85jfT\nGpgQQlzIsMfPjsMtJMU5WFk4th6wX/ezrekDbJqNjQvWmRihEJGxZdFm6npO8NaZbTy64m/D7ZvL\ns3hrbyNv7z/L9cvTJ6z/LoSYHaZMsJ944gnuu+8+CgoK5EUshDDdh4dbGPEG+OxNBROW5tvfdohe\nTx+bsm8g2hplYoRCREZB/GJyY3M43FlDs7uVTFc6AMlxTsryk6k60UlDywCLM2OneCQhxEy7rEmO\nDz30EGvWrGH16tXhixBCzDTdGF2aT+XWykXhdsMweLvxfVRFZXP2evMCFCKCFEXhlpyNQHDpyfE2\nrwyWR207IEv2CTEbTZlg33DDDWzdupWGhgaam5vDFyGEmGlH6rtp6xlmzdJU4lz2cHtN9zGaB1sp\nTy0l0ZFgYoRCRFZJcjGpUcnsbT1An6c/3F68KIG0xCj21LYzMCRL9gkx20xZIvKHP/wBgF/96lfh\nNkVReOedd6YvKiGEuIC39we3ib65PHtC+1/PvBdsX3jjTIckxLRSFZWbsjfw38de5b2zH3JH3m2h\ndoXN12Xx3++c4IPqFj5ZmWNypEKI8aZMsLdt2zbVTYQQYtq19QxxpL6b/AVx5KTHhNvP9Ddxoree\n4sRCFsRkmhihENNjdXo5b9S/xQfndrElZ1N4hZx1Jem8sv0U7x44x62rF6KqMk9KiNliygS7vr6e\n//qv/2JoaAjDMNB1nbNnz/LSSy/NRHxCCAHA+1XB0rTN103cFv3txuBGWDJ6La5VNs3KxgXr+GPD\nX/ioZR+bsm8AIMphZe2ydN4/2Ez1qS7KCpJNjlQIMWrKGuyvfe1rxMbGUltbS3FxMV1dXRQUFMxE\nbEIIAYDPH2DH4RZioqyUL0kNt3cOd1HVfpgFrkyWJOSbGKEQ02t91lqsqpVtTR8Q0APh9k2hD5wy\n2VGI2WXKBFvXdb785S+zfv16li5dys9//nOqq6tnIjYhhABgb1077mEfN6zIwGoZe9t6p/EDDAxu\nWXijLCMqrmkuWzRrM1bRPdJDVcfhcPvCtBjyF8RxpKGbtu4hEyMUQow3ZYLtdDrxer0sWrSIo0eP\nYrPZ8Hg8MxGbEEIA8G7VORTgxrKx8pB+j5uPWvaS6EjgutQV5gUnxAzZnL0eBYW3G9+fsPHb5pXB\n18W7VefMCk0IcZ4pE+zbb7+dRx99lI0bN/Liiy/yd3/3d6Slpc1EbEIIQWPbAKfO9bNscSKp8c5w\n+9unPsCn+9iUfQOaqpkYoRAzIyUqidKU5TQNnONE76lwe8WSVGKjbeyobsHjC1ziEYQQM2XKBPuh\nhx7ipz/9KYmJiWzdupX77ruPn/3sZzMRmxBC8N7B4OTGTeMmN/p1P2+dfB+HZmdtxiqzQhNixo1O\n5n2ncXu4zaKpbCjNZMjjZ3dNm1mhCSHGuegqIr/97W+57777+Ld/+7dJ544dO8Zjjz02rYEJIcSw\nx89HR1tJjLVTmje2QkJV+2F6hoPbojtDS5YJMR/kxi1kcVwOR7rqaB/qIDUqBYCNZZn86aMzbDtw\nlg2lslylEGa76Aj2+PouIYQww66jrXi8AW4szQyv8WsYBu827UBBYeOCdSZHKMTMG/1//97ZneG2\nxFgHpflJNLa5Od3af7G7CiFmyEVHsO+//34AGakWQpjCMAzerTqHpioTRuQa+hs5M9BERVYpyc4k\nEyMUwhxlKSXE2+PY1bKXv1n8CZyW4NyEG8uyqDrRyfsHm1l0a6zJUQoxv100wS4qKpqw7JXFYkFV\nVbxeLy6Xi717985IgEKI+enkuT7OdgxSUZRKnMsebn+36QMAPlmwyazQhDCVpmpsyFrL6/Vv8lHL\nPjZnrwdgeW4iSbF2dtW0ce+mfJz2KfeSE0JMk4uWiNTV1VFbW8u9997Ld7/7Xaqrqzl06BA//vGP\n2bJly0zGKISYh0aXHBs/ubFnpJeDHUfIcmWwLLXQrNCEMN26zDVYVQvvN32IbugAqKrC+tJMPN4A\nu2tlsqMQZppyFZHq6mruuOOO8Gj2li1bOHz48BT3EkKIKzcw5GVfXTsZSVEULYwPt79/die6obNx\nwQ2ysYyY11y2aFalXUfnSDdHu+rC7etXZKIo8H5o9R0hhDkua6OZV155haGhIdxuNy+99BLx8fFT\n3U0IIa7YR0fb8AcMNpRmhhNpb8DLh827cVmjWZVWZnKEQphvY/YNALzbtCPclhATXHHnTOuATHYU\nwkRTJtjf//73+etf/8q6devYsGEDu3bt4vnnn5+J2IQQ85BhGHxwqBlNVbh+eXq4fXfrAYb8w9yQ\nVYlVs5oYoRCzQ5Yrg8L4PI71nKTZ3Rpuv7EsOCl4u4xiC2GaKWdAZGVl8Ytf/GJC28jIyLQFJISY\n3+qb+znXOciqolRiomxAMOl+7+yHaIrG+qxKkyMUYvbYmL2O472neO/shzxYdDcAJYuTSIy181FN\nG/duzsdhk8mOQsy0KUew33rrLW6//XZuvvlmbrrpJjZt2sTGjRtnIDQhxHz0/qHgqNv4pflO9NbT\nOtjGdanB5cmEEEElyUtJciSyp/UAg74hIDjZccOK4GTHPbXtJkcoxPx0WSUi//qv/0peXh4/+MEP\nuOuuu/jkJz85E7EJIeaZYY+fPbVtJMU6KF6UEG7ffu4jADZkXW9WaELMSqqicuOC6/HpPnY27wm3\n37AiIzTZ8ZyJ0Qkxf02ZYMfGxlJZWUlpaSkDAwP80z/9EwcPHpyJ2IQQ88ye2ja8Pp31pRmoocmN\nvZ4+DoWW5lscl2NyhELMPmszKrCqVnY07w4v2ZcY66A0L5mGlgHOtA6YHKEQ88+UCbbD4aChoYG8\nvDz27NmD1+tlYEBerEKIyNt+qAVFgRtKMsJtO5v3oBs667PWytJ8QlxAlDWK8rRSOoe7qOs+EW7f\nMDrZ8ZBMdhRipk2ZYH/ta1/jxz/+MZs2beKjjz5i3bp13HzzzTMRmxBiHmlqd9PQ0h+aoOUAIKAH\n2HFuNw7Nzqq060yOUIjZa0PWWmCsnAqgZHEiCTF2dtW04vEFzApNiHlpyqnFJ0+e5Cc/+QkAr7zy\nCn19fcTFySQjIURkfXCByY3VnTX0efu5ccH1OCz2i91ViHkvJzabhTELONJZS/dID4mOBDRVZV1J\nOn/ceYYDxzpYO27ZSyHE9JpyBPull16acF2SayFEpPn8AT462kpstI0VeUnh9tHRuPWh0TkhxMWt\nz1qLgcGH4yY7rguVW+043GJWWELMS1OOYKenp/PII49QWlqK3T42gvTYY49Na2BCiPlj//EOBkf8\n3Fa5EIsW/NzfOtjG8Z6TFMQvJiM6zeQIhZj9KtJKefXkH/mweTe3LboJi2ohLSGKwux4as/00NE7\nTEq80+wwhZgXphzBLisrY/Xq1ROSayGEiKTRHec2rBgrD/ng3K5g2wJZmk+Iy2HTbFSmlzPgdXOo\n42i4fXTS8Icyii3EjJlyBPvcuXM899xzMxGLEGIeau8Zoq6xlyXZ8aQlRgHgCXjZ1bKfWFsMpcnL\nTI5QiLljfVYl757dwQfnPqI8rRSAiqIUXvrrcT483MrtN+SGl8AUQkyfKUewjx8/zuDg4EzEIoSY\nh3YeaQWCG2OM2tdaxUhghHWZa9BUzazQhJhz0qJTKUzID+9+CuCwWVhVnEpX/wh1Z3pMjlCI+WHK\nEWxVVdm0aRO5ubkTykR+85vfTGtgQohrn24Y7DzSit2qUb4kJdy+o3k3CgrrMlebGJ0Qc9P6rEqO\n95xk+7ld3Ft4BxAsE9lR3cKOwy0sXZRocoRCXPumTLD/5V/+ZSbiEELMQ8cbe+nsG2FdSToOW/Dt\nqGmgmcaBsyxPKibBEW9yhELMPaXJy4izxbC7ZT+fybsNm2ajYEEcaQlO9h/rYOgWP1GOKf/8CyGu\nwpSvsNWrZQRJCDE9PjwSnHS1bvnEnRsBGb0W4gppqsbazNW8efodqtoPsyajHEVRuGFFBq+8X8+e\n2jY2XpdldphCXNMuWoNdVFREcXHxpMto+9Xq6upi48aNNDQ00NjYyIMPPshDDz3Es88+G77N7373\nO+6++27uv/9+3nvvvat+TiHE7DHi9bOvroOkWAeFC4Mj1d6Aj71tB4izxbAsqcjkCIWYu9ZmrAKY\nsCb29cszUBRZE1uImXDREey6urppe1K/38/TTz+NwxHcDvm5557j8ccfp6Kigqeffpq3336bsrIy\ntm7dymuvvcbIyAgPPPAA69atw2q1TltcQoiZs/9YBx5fgC2rs8OrGlS1VzPsH2FDzvUyuVGIq5Ds\nTKQooYC6nhO0DbaTFp1KQoydZbmJHKnv5lznIFnJ0WaHKcQ1a8pVRKbD9773PR544AFSU1MxDIOa\nmhoqKioA2LBhAzt37qS6upry8nIsFgsul4tFixZx7NgxM8IVQkyD0dVDrh+3ffPoaNv1matMiUmI\na8na0OtoZ8vecNv60FrzH1bLKLYQ02nGE+xXX32VpKQk1q1bh2EYAOi6Hj4fHR2N2+1mcHCQmJiY\ncHtUVBQDAwMzHa4QYhp09g1Td6aHggVxpCYE175uG2znVF8DSxLySXYmTfEIQoiplCYvI9oSxe6W\n/QT0AABl+clEOyzsPNpKYNzfXiFEZJmSYH/44Yc8/PDDHDt2jCeeeIKenrF1OQcHB4mNjcXlcuF2\nuye1CyHmvo+OtGIA60rGJjd+2CKTG4WIJKtmZXX6SgZ8bg531QbbLCprlqbRP+jlaIOsiS3EdJnx\ndXpefPHF8PEjjzzCs88+y/PPP8/evXtZtWoV27dvp7KykpKSEl544QW8Xi8ej4f6+noKCgou6zlS\nUmKmvpG4LNKXkSX9CYZhsKu2HZtV47YbFhPlsOIP+NnbdoAYWzQ3FVdi1S5vroX0Z2RJf0bObOnL\nT1k38u7ZHezrPMAtS9cCcNsNi9l24BwHTnZyU+UicwO8TLOlP68V0p/Tb1YshPnEE0/w1FNP4fP5\nyMvL49Zbb0VRFB5++GEefPBBDMPg8ccfx2azXdbjdXRIKUkkpKTESF9GkPRn0ImzvbR0DlK5LI3B\ngREGB0Y40F5Nv8fN5uz19HaPACNTPo70Z2RJf0bObOpLJ7Esil3IwZajHG9qIsERT6LTQlqCk12H\nW2g824PTPitSgYuaTf15LZD+jJxLfVAx9VU1fjfIrVu3Tjp/zz33cM8998xkSEKIafbh4eDkxgut\nfX29lIcIEXHXZ67idH8ju1r2cVvuzSiKwtpl6fx+RwMHjndMKNUSQkSGKauICCHmJ68vwN66NhJi\n7BTnJADQPdJDXfcJFsflkBGdZnKEQlx7ylNLsWk2PmrZi24EJzZWhlbvGV3NRwgRWZJgCyFmzMGT\nnQx7Aqxdlo6qBte+3t1yAAODtRkyei3EdHBYHJSnltI10sPxnlMApMY7yc+Ko+5MD939U5dkCSE+\nHkmwhRAzZtfRNgDWhkbPDMNgd+s+bKqVlaklZoYmxDVttPxq57idHdcuT8cAdte2mRSVENcuSbCF\nEDPCPezjcH0X2amu8A5y9X1n6BjuojSlBIfFYXKEQly7cmMXkhaVyqHOowz5hgFYVZSKRVP4SMpE\nhIg4SbCFEDNiX107Ad2gctlYnfWuln0AVGaUmxWWEPOCoiisSV+JX/dT1V4NgMtpZUVeMmc7Bmls\nk1UlhIgkSbCFEDNi19FWFGBNcTDB9ga8HGivJsEeT2FCnrnBCTEPrE5fiYLCrtb94ba1oQ+8o+Vb\nQojIkARbCDHtOvuGOX62jyUL40mMDZaCHOo4ykhghNXpK1EVeSsSYrolOIIfZuv7TtMx1AXAirzg\n1um7alrRdcPkCIW4dshfNSHEtNtdExwdq1yWPtYWGkVbI+UhQsyYNenB19vo689qUVlVlEqv20vt\nGdk6XYhIkQRbCDHtdte0YdEUypekANDr6aOu+wS5sTmkRaWYHJ0Q80dpynJsmo09rfvDa2KPrurz\n0VGZ7ChEpEiCLYSYVmfb3ZztGKRkcRLRDisAe0JrX8votRAzy2Gxc11KCV0jPZzqPQ1AflYcSbEO\nDhzvwOsLmBugENcISbCFENPqo5rgqNjaZWNrX+9q3Y9FtVCeWmpmaELMS+eXiSiKwuqlqYx4A1Sf\n6jIzNCGuGZJgCyGmjW4Y7K5pw2nXKM1PAuB0fxNtQ+2UJi8jyuo0OUIh5p+ChMUk2OOpaq/GG/AC\nY6v77JFNZ4SICEmwhRDT5uTZPrr7PZQXpmK1aADsbasCgkuGCSFmnqqorE5fyUjAw6GOowBkp7rI\nSIri0Kkuhj1+kyMUYu6TBFsIMW12hSZNrQmttRvQAxxoO4TLGk1xYqGZoQkxr60JfcAdXyaypjgN\nn1+n6kSHmaEJcU2QBFsIMS083gB769qJi7ZRvDABgGM9JxnwuVmZugJN1UyOUIj5Ky06lZzYbOq6\nT9DvDe7iuHpp8IPw7pp2M0MT4pogCbYQYlrsrm1jcMTPhtJMVFUBYF/bQQBWpV9nZmhCCGBV2nUY\nGBwIbZ2enhhFTloMNae7GRjymhydEHObJNhCiGmx/1jwa+Z1KzIA8AZ8HOw4TJIjgdzYHDNDE0IA\nK1NXoKCwr/VguG3N0jQCuhF+/Qohrowk2EKIiBv2+Kk9082CFBep8cGVQo501eIJeClPK0NRFJMj\nFELE2WMpSMijof8MXcPdAKwqSgXGdl8VQlwZSbCFEBF3uL4Lf8BgZWFyuG1va3D1kFVpUh4ixGyx\nKq0MgP1thwBIinNQsCCO40299Ax4zAxNiDlNEmwhRMQdOB78enllYXAb9CHfEEe76shyZZDpSjcz\nNCHEOGUpy9EULbx8JsDq4jQMYK+siS3EFZMEWwgRUT6/TvWpLpLjHGSnugCo6jhMwAhQERotE0LM\nDlHWKJYlFdE82EqzO7is5qqiVFRFYXetrCYixJWSBFsIEVG1Z7oZ8QZYWZgSrrUeLQ8pT5UEW4jZ\npiKtFID9oVV+YqNtFGbH0dDSL2UiQlwhSbCFEBF1fnlIz0gvJ3sbyItbRJIzwczQhBAXUJK8FJtm\nY1/bQQzDAKCsIPj6PXSq08zQhJizJMEWQkSMrhscPNFJbJSV/Kw4APa3H8LAkLWvhZilbJqN0uRl\ndI50c7q/CYCyguAE5YMnJMEW4kpIgi2EiJiT5/roH/JRVpAS3lzmQHs1qqJSllJicnRCiIupCK8m\nEiwTSY13kpUSTc3pHjzegJmhCTEnSYIthIiY88tDuoZ7ONPfRGF8HjE2l5mhCSEuoTixkGhrFPvb\nD6EbOgBl+cn4AzpHT3ebHJ0Qc48k2EKIiKk+1YXdqlGcE6y1ruoIbsF8XaqMXgsxm2mqRllKCf3e\nAU71NgBSJiLE1ZAEWwgREe09Q7R2D7F0UQJWS/Ctpar9MKqiUpqy3OTohBBTGf0gXNVxGIDcjFhi\no20cOtWJrhtmhibEnCMJthAiIqpPdQFQkpcEQPdID6f7GymIXyzlIULMAYXxeURbozjYfhjd0FEV\nhbL8JAaGfNQ395sdnhBziiTYQoiIqK4PJtgrFgcT7Kr24CjYdakrTItJCHH5NFWjNHkZfd4B6vvO\nAFCWH5xPUXWyw8zQhJhzJMEWQlw1jy9A3ZleFqREkxjrAKCqvRoFhTIpDxFizhj9QFzVHpw/JUCU\nrQAAIABJREFUUbwoAYumcviUTHQU4uOQBFsIcdXqzvTgD+isyAtOiuoZ6aVBykOEmHOWJOQTZXFy\nsOMIuqFjt2osWRjP2Q637OooxMcgCbYQ4qqFy0PyRstDRlcPkfIQIeYSTdVYkbyMXk8fp/sbAVie\nmwjA0QYZxRbickmCLYS4KoZhcPhUF067hbysWAAOtB8OloekSnmIEHNNeDWR0DyK5aF5FUcaukyL\nSYi5RhJsIcRVae4aorNvhOW5iWiqGioPOUN+fC6xthizwxNCfExLEgtwWhxUtR/GMAwyk6JIjLVz\ntKFblusT4jJJgi2EuCpHQuUhJaOrh4TW0F0p5SFCzElW1UJJ8lJ6PL2c7m9CURSW5yYyOOKnoVWW\n6xPickiCLYS4KjWnewBYFqrTPBgqDylNkd0bhZirRj8gj+7Gujw3+AH6aL3UYQtxOSTBFkJcMX9A\n53hTLxlJUSTE2BnwuqnvO8PiuBzi7FIeIsRcVZRQgEOzc7D9CIZhsHRRAqqicFjqsIW4LJJgCyGu\nWENLPx5fgKKcBAAOd9ZgYLAiZZnJkQkhroZVs7I0aQldI900D7YS5bCyODOW+uZ+hkb8ZocnxKwn\nCbYQ4orVhspDloYS7EMdRwFYkSwJthBzXWnodVwdel0X5yRgGPCL14+YGZYQc4Ik2EKIK9LWPcTv\ndzQAsGRhAiN+D3U9J8iMTic1Ktnk6IQQV2tpUhGqolLdGUyw1yxNA4IfrL2+gJmhCTHrSYIthLgi\n+493AJC/IA6X00pd93H8ul/KQ4S4RkRZnRTG59E4cI6ekV4yk6P5xKpsArpBQ4usJiLEpUiCLYS4\nIieaegH4xzuCm8kcCo1ylUp5iBDXjNLQB+bqzhoA8rPiADh5rs+0mISYC2Y8wfb7/XzjG9/gc5/7\nHPfeey/btm2jsbGRBx98kIceeohnn302fNvf/e533H333dx///289957Mx2qEOIidMPg5Lk+UuId\nJMTYCegBjnTWEm+PIzsmy+zwhBARUpK8FBirwy5YEEywT5yVBFuIS7HM9BO+/vrrJCQk8Pzzz9Pf\n388dd9xBUVERjz/+OBUVFTz99NO8/fbblJWVsXXrVl577TVGRkZ44IEHWLduHVardaZDFkKcp7lj\nkMERP2X5wVrrk70NDPmHqUi7DkVRTI5OCBEpCY54FsYs4HjvKYZ8w8S5nKTGOzl5tg/dMFDl9S7E\nBc34CPZtt93GV77yFQACgQCaplFTU0NFRQUAGzZsYOfOnVRXV1NeXo7FYsHlcrFo0SKOHTs20+EK\nIS5g9Ovh/NBoVrg8ROqvhbjmlKYsQzd0jnbVAcFR7CGPn+bOQZMjE2L2mvEE2+l0EhUVhdvt5itf\n+Qpf+9rXMAwjfD46Ohq3283g4CAxMWMbVURFRTEwMDDT4QohLmAswY7HMAyqO47itDgoiF9scmRC\niEgbXXZz9IN0QXY8IGUiQlzKjJeIALS0tPDYY4/x0EMP8alPfYrvf//74XODg4PExsbicrlwu92T\n2i9HSorsIBcp0peRda30Z0PrANFOKyuWpHG6t4keTy835KwmPS1+RuO4VvpztpD+jJxrqS+Tk12k\n1aRQ232M+EQHq0sy+fWf62jqHJyx3/Na6s/ZQPpz+s14gt3Z2ckXvvAFvv3tb1NZWQlAcXExe/fu\nZdWqVWzfvp3KykpKSkp44YUX8Hq9eDwe6uvrKSgouKzn6OiQke5ISEmJkb6MoGulP/sHvbR0DlKy\nOImuLjfb6/cCsCSmcEZ/v2ulP2cL6c/IuRb7cnlCMe80bWfH8SqWJRXhclo5crJzRn7Pa7E/zST9\nGTmX+qAy4wn2v//7v9Pf38/Pf/5zfvazn6EoCt/85jf5zne+g8/nIy8vj1tvvRVFUXj44Yd58MEH\nMQyDxx9/HJvNNtPhCiHOc6o5+LVwXlbwG6UjXbVoikZxYqGZYQkhptGKlGW807Sdw121LE8uJj8r\njoMnO+kZ8JAQYzc7PCFmnRlPsL/5zW/yzW9+c1L71q1bJ7Xdc8893HPPPTMRlhDiMoXrr7Pi6PP0\n0zhwjsKEfJwWh8mRCSGmS27sQqIsTo521mEUGhQsCCbYJ872sro4zezwhJh1ZKMZIcTHcupsH4oC\nuRmxHO0KruyzPKnI5KiEENNJUzWWJi2hx9NL82BreAUhmegoxIVJgi2EuGz+gE5D6wDZKS6cdgtH\numoBWJ5cbHJkQojptjwp+Do/0lnLovRYLJrKibO9JkclxOwkCbYQ4rI1trnx+XXyFsTh0/3UdR8n\nxZlEWlSK2aEJIabZ0qQlKCgc6arFalHJzYihqd3NsMdvdmhCzDqSYAshLtv4+utTvQ14At7wqJYQ\n4toWbY0iNy6Hhr5G3N5B8hfEYRhQ39JvdmhCzDqSYAshLtv4BFvKQ4SYf0qSijEwqOk+Rn5WsA77\nlNRhCzGJJNhCiMtiGAYnz/YSF20jOc7Bkc5a7JqN/Phcs0MTQsyQZcnBCc1HOmvJCyXYJ5slwRbi\nfJJgCyEuS3e/h163l7ysONqHO+kY7qIosRCLasqGsEIIE2RGp5Ngj6em+zjRDo20BCenzvWjG4bZ\noQkxq0iCLYS4LOPLQ452hspDZHk+IeYVRVFYnlzMsH+Y+r4z5GfFMezx09I5aHZoQswqkmALIS7L\nxPrrOgCWSYItxLwz+sH6SFcteaH1sEffH4QQQZJgCyEuy6lzfVg0hbRkCyd661kYk0WcPdbssIQQ\nM6wwIR+rauVIVx35mZJgC3EhkmALIabk8QVobHOTkxbDyf56dENnmSzPJ8S8ZNOsLEnIp3WwDVu0\nB6dd4+Q5WapPiPEkwRZCTOl0S3ASU9645flKZHk+Ieat5aHVRGp66licGUdb9xADQ16ToxJi9pAE\nWwgxpdGvf/MyYznaVUeMzUV2TJbJUQkhzDJ+2/Twetgyii1EmCTYQogpjf7hdMS7GfC6WZZYhKrI\n24cQ81WCI54sVwYneuvJyXACUoctxHjyF1IIcUn7j3Vw8GQnSbF2GodPAbJ7oxAiuIqQX/fjd3ag\nIAm2EONJgi2EuCjDMPjZa4cBSIpzcqSrDlVRKUosMDkyIYTZRstEjvcfJyvFxfGmXnZUt5gclRCz\ngyTYQoiLau4aCh8XLHLQOHCW/LhcnBaHiVEJIWaD3LiFRFuiONpVR1KcHYD/70+16Lrs6iiEJNhC\niIuqO9MDQHlhCumL3AAsS5bNZYQQoCoqxUmF9Hr6WFI4lk40tg+YGJUQs4Mk2EKIixpNsO/ZnE9t\n9zFg7GthIYQIvx/EtPPp63MAqDvTa2JEQswOkmALIS5INwzqGntIirWTGGOltvsESY5E0qJSzA5N\nCDFLLE1agoLCka46NpYFl+481thjclRCmE8SbCHEBZ1tdzM44qdoYQL1/WcYCYywPLkIRVHMDk0I\nMUtEW6NYHJfD6f5GbI4AqfFOjp/tlTpsMe9Jgi2EuKDR8pCinITw7o2yPboQ4nzLk4oxMKjpPsaS\nhfEMewJShy3mPUmwhRAXVNcYrKMsWpjA0c46rKqVgvjFJkclhJhtRic+H+mspWhhAgDHGqUOW8xv\nkmALISYJ6DrHmnpIjXdi2IZoHWpnSUI+Ns1qdmhCiFkmMzqdBHs8Nd3Hyc+OASTBFkISbCHEJI1t\nboY9AYpy4jnaVQfAclmeTwhxAYqisCy5iGH/MH1GOynxDo41SR22mN8kwRZCTBKuv144vv5aEmwh\nxIWVhOZnHOmsZcnCBIY9fpra3SZHJYR5LGYHIISYfWpDy2wtXhDNy1WnyIxOJ9GRYHJUYjxD19FH\nRtBHhtGHR9A9IxheL7rXi+Hzho59446D7brXi+H1Yfh8GHoAIxCAQIB2TcE74sUIBMIXdD183iA4\nGqkQWkVGUSC8oMy4ttBPRdOCF4sFRdNAs6BYQm2hY0bPW6yoNhuq3Y5is6Ha7Ch2G6rNhmKzj7se\nOu+wozqcKKqMEc0WhQl5WFULR7pq2bzwOnZUt1DX2ENOeozZoQlhCkmwhRAT+AM6J5r6yEiKos3X\nhE/3y+j1NDECAQJuNwH3AIH+fgIDA/jdAwQGBtCHh0PJ8/C445GxtpGR6QtM01BUNZgYqxqKpgaT\n5/A3/kb42AgfjLVh6Bi6juH3QyAwbWGqDgeqMwrV6QxdotCixq5POI52oUa70GJcwWOnU5acjCCb\nZqMwIZ+jXXWk5Qb79VhjL1tWLzQ5MiHMIQm2EGKC0y0DeHwBihYmcKijGoAVKUtNjmpuMPz+YMI8\n0I9/IJgoBwYGCLiDyXOgf4CAewD/QPC6Pjh4+Q+uaWjOKFSnA2tKajBBtDswnNEY9igMmx3dYsPQ\nrOiqDV2zBC+KBV3V0BWNAMGfhqIGLygYgI6C02ljcMiHboBhGBi6ga6Hfo5PnkcHqTkvOZ0woB08\nq6gKqqagKsF6REUxUBUDBVAxGI1AMQIoegDV8KPqATTdh6r7Uf1e1IAP1e9F8XlQ/B5Urwc8wxgj\nw+jDQwSGh/H39qK3NAeT/I/Tn9HRaK5Qwu1yhY+10WNXDFpMDFpsLJaYWFSH4/Iffx5anlTE0a46\nznnrSYl3cDxUh62q8kFGzD+SYAshJqgLlYcULozj1c4aYm0xLIqdn6NQus8XTpiDyXL/uKR5AH9o\n1DkwOuo8NDT1YyoqRkwCenw6emYcAWcMusOFbo8iYHWgWx0EVCt+RcOvq/gNBV8A/D4drzeAb/Ti\nCxAY1mH4Us/mD13mIgWwhy7nnVFAs6hY4jWsKSpWuwWrTcNqUbBqYFEMrEoACwE0w4/F8KH5PKje\nYTTPIMqIG3XYjeHuI9DXAy0tl5WcKzZbMNmOjUWLjUOLicESG4cWM9oWvPjsmRi6Me9KWILr5P+e\nw121LFl4PTuqW2hqd0uZiJiXJMEWQkxQ39wPgC2uF3fLIDdkrkFVro1EQfd6J48qDwyMG22emEDr\nw5OzVwPQFQ2/asOn2fFrDvToOALJ2QQcLgK2KPwWJ36LHZ9ixWdo+HQVrx+8Ph2fT5/4YEOhS5gv\ndJlIUcBqCyaSzigrsTYHFquG1aqiWYIXi0VD00aPL/5T1VRUVUFRlOBPVSExMZr+/uFxbUy4TbBE\nZGISOv6qcYFzum6gB/Tgz0nHBroevB4IBM8FAgZ+fwC/Tyfg14PHfj10PdjuH20fPfYFcPd78Hn9\nl8iRFcARuiSMNcUEL1abht2uYbMo2CxgVQLBBF33Yg14sHiHUD2DaEP9aEP9KM3dWM40Yw14UdEn\nPdsZAFUNJeCxaDGx4VFwbfR6TEz4YomJQbE75nzJSpIzgSxXBse6T3Jn1mZ2VAe3TZcEW8xHkmAL\nIcIMw6C+pZ/EWDun3McBKE1ZftHb+wf6scTETnwMXSfQ34e/vx8MA3v2woiP5BmGQcDjwd/bS2DQ\nHUqI3Rc4DtY36243/oEBDM9Y3bKBEkqSbfhUO37Njk+14bM4CDhzCaRF47c68VscwXYseHUVr1/h\noquP6cCk0mgdm13BbrcQ67Jjd1ix2y3YHRZsjtDPUOJss2vBkVirhtVmwWbXsFg1bDYNzaJOawKW\nkhJDR8fc/ZNgGAZ+v47PG8Dr8YdH+r0ef3jk3+v14/OMtXs8fjwjfjwjPjwjfgYGg/cbYw1dXGNX\n40KXEE0jmJirOlaCo+V2w4syMojFM4Q23I/WO4g10IdF92IJeLDqXiy6F80Yey7FYpmUeGsxsVhi\nYiaUqmjR0cG6cocTxWaL+P8JwzDwNjejaCpaTCxqVNSE5xhpbUMxdOwZGRe8/8rUFbxR/xZ6TBsQ\n3LDqE1KHLeahuftuKoSIuK7+EfoHvaxckszBjvdxWhwUJuRNup0RCFD1q9c4ck6jckUMsXE2ztWd\npatjiEGvgldz4FPtKOik+v4Pl8PAYVNwOCw4o6zBUVctOJI6OqEuuGKFH8MfwPD7gytZ+H3oHu+4\niX3D+Ec8+D0+DB0CanAkOaBa8atW/IqVgGoLHqvB44Alk4AzCl+sM5hEK1Z8hgWfcRlJvwH4goO3\ndocFe5SV2FBSbHdYwwmy3WEJJ83hc6NJtF1DnWelAmZQFCX4wcSqERVtu+LH0XUdrycQTrrHLudf\nn9g2POKnz6MQzMKjQIkfGzS/CFUxsCkBrIYvmHz7htF8w1jahrG2DGMJ9AaT8YAHi+5DM/youh/N\nCJa+qIqB1WHFEkq4g4m3A8VqDa3eYkGxjv0EMAI66Hr4G4MRjx/PsI+RkQAjXoMhL3RoyRgoWHUP\nVsNHrAOSUl1kly7mL2+dZlhxsrHCRe5tGyf9TtellPBG/VuccNeSHLckWIdtGKhzfHReiI9LEmwh\nRFhDywAAiWkj1I70UpFWhkWd+DYRGB7mvX97jeOBTLDDO8cAIwBK5oSSWVUx0A2FfkdqsMEgWC88\nrupC1f2ohh9ND4Sm240aOzYUFV3R0O0auiM4Qe9KWSwqdoeVGIcFh8OC3WkNJ8QOp+W8Y+u4ZFmb\n81/fi8ujqioOp4rD+fF3LTUMA6/HT3SUnZbmvosk5he+7vb4MWxxcAWfDVQjgKb7UbwBFG9wQmrw\n9RSaxmqAoSjBCa9KcKKrrmqTH8jGuOc3GJ222gLQDbw7CLYUAP5S5WN1y2uU/e0dE76hSotOJTM6\nndqu4yzJKmNfTQ9dfSOkxDs//i8mxBwmCbYQIuxsaGOIflsDjEBFWhm+vj4CPj+O5CR87kHe+n9v\n0KRkEqV40A0YwU5ydICcwjTSCzOJT4zCGW3DatXo7x2mo9XN8JCX4UEvQ/3DDLtH8PnG19MGL8G/\n50roz3pwSQoDgjXFVi1YQ6yN1RtHRdkI6Dq2UCnFaEnFpOt2Czabht1hRbPISLKYPoqiYHdYSUiK\nxq9Prs2+lGByHhw593omj5R7PYGx2nNfAJ9PP+96AD1gBJdHNIzQSjCAEVwFRlPApilYNGVcnb6C\n3WnF6XIEL9E2HE4bKekuYuIceD0Bhga99HS4aa5rouFkN26/lfxMlYZzCrvaExj6+Stc/6W7UVQV\n3edFUVSuSy3h/xr+ipbQAVho7hyUBFvMO5JgCyHCOvuGAZ36oTqirVHYdnfwm6oz2PFy39du4f9+\n+kda1HTitBE+8+iNeEf8+PwGKRmxF3y82HgnsdP0hzVYMzwwLY8txEwLJufBb1Fmi9F4EpKiWFyU\nyjrDYHDAQ3SMnY7GTt74ryqq3SkE/u0V1j92N7///ut4Aworb80CoFutBwpp7hqkND/Z3F9GiBkm\nwzlCiLCOvhG0uC6GPW7W7s5mW3UAr8XJgCWON154gxY1jUTrMHc9tpmoGCfxKTEXTa6FENcWRVFw\nxQZXO0nNSeEzj5TjMDwcHUph5y9eo01JpMeaxPt/6eP6Y1mcG6kH6wju4cmr4ghxrZMEWwgR1tU3\ngjOtmdV7Cmj15+HAS5IluIZcmyWNOHWIz/zjZhzOK59EJoS4NiRlJXHHIxXYDC/V/UmgqMQwiK5q\n9PeVUnYoBUvyObzej1cuI8S1QBJsIUSY299P8Vkvbq2QGAa599EbKCpODJ40DG7/+w3YoyZv/CGE\nmJ8Ss5K49TPF4etFBTHccXcRVt2Lz1NOvqeDEd9c3exIiCs3e4q9hBCm8gd0LHENWM+tIKD4+eTD\nFUQnuCi+pQLsR8hfvYSoWJmoJISYKKs4m7scVhoPN7LiljJsThs33TzAm9vaSGtbTFtmI7DU7DCF\nmFGSYAshABjxBih0D+LTnBQkDJGYnQYEdw9ccXOZydEJIWaztNx00nLTw9dzVxcTv+0YvdZ0jP4T\nJkYmhDmkREQIAcDgiJcYd3DCYkFZjsnRCCHmuvSM4FriCW1Sgy3mn1mdYBuGwdNPP83999/PI488\nQlNTk9khCXHN6hkaQPMHE+y04kXmBiOEmPOyCjMBsI58/E17hJjrZnWJyNtvv43X6+Xll1/m0KFD\nPPfcc/z85z83Oywhrkm9I258Sjx2vxtHbLTZ4cwqhqGDoWMYAQwjAEZgXJsOhH4aBgbBdgwdA2Ps\nNsFdP0K3N867f+h2jLYZodvrk24fPA7u0he837hdL8PXjdHAQ60TrwcfgwmPMdBiwTPiu8Btz3fe\njpbjdrhUzj83/vqknTCVScfBmyjBi6KGds8MHYfbldBGROrY9dFjlNB91Em3U5Rx92HcfRQFRdHC\nPxXU0HOroGihn+ddRw3dRx13Xhv3/AIgeUE60IcakARbzD+zOsHev38/69evB6C0tJQjR46YHJEQ\n166ellZ8mpOYQFvEH3s0IQwmp/qEnxdvCyax4XZ9Yrs+ZME9MBRKPAOTHuti7WNtOujjnyNw0ftd\nONG8tgyZHcA1Q6VJHU3Cz0vSmZy0T0zUtbGf42574dsE2yfdb8LttfDzXvR5LnT78T+v4kNDXEYq\nilGLgSOiPSzEXDCrE2y3201MTEz4usViQdd1VPXilS2v/ft3rvhP4VWPO0zjwMWUD61EPgFQlOAg\n1tTPHfGnvvyHn4bf+7Kf+7JuMJ3PHdnfPSEAMUtd2NRBuhrfGDfyel6iO+mnjsFYEowRwGDy7SKt\n56ofQUVRtXGJigaKhqpawsdjycf4hEQ7LxEZHQ1Vx42KquER09ER0fCoqTJ2u9HrwfsqY4+hjBu1\nHf8YihI6Hj+aC+FRXwifG91ufmxEePSWE6+PHicnuejqGrzwbQHGxraZ9IHDGH998rEx5e1C143R\n5zGYNFof/kbAAEa/LTjvdqPH40byx74hmHzdGH2ccf/Px76NOO9bitH/y0y8PvGbiOB1i6bg8/ku\n8DrxY+iesetz5gPc5SbmkxP5irIOdENl35s/DH6xYygE/6kU9NHj0E+Mi7zrKcz+LppLpD8j5q5H\nv3nRc7M6wXa5XAwODoavT5VcA9z5xW9Nd1hCCHFNSs+UXTlFZC2rNDsCIcwxqyc5rly5kvfffx+A\ngwcPUlhYaHJEQgghhBBCXJpiGMas/aLAMAyeeeYZjh07BsBzzz1Hbm6uyVEJIYQQQghxcbM6wRZC\nCCGEEGKumdUlIkIIIYQQQsw1kmALIYQQQggRQZJgCyGEEEIIEUGSYAshhBBCCBFBcy7B7uvrMzuE\na4r0Z+RIX0aW9KcQQnx88t4ZWVfan9ozzzzzTGRDmR6BQICf/OQnvPTSSzQ1NREdHU1qaqrZYc1Z\n0p+RI30ZWdKfkefz+Xj11VcZGhoiNTUVTdPMDmnOkr6MLOnPyJH3zsi62v6cMyPY7733Hk1NTXz3\nu98lKiqK//3f/6W6uhoAWWnw45P+jBzpy8iS/oys+vp67rvvPurq6nj11Vf51a9+RWdnJyD9+XFJ\nX0aW9GdkyXtnZF1tf87qBPvUqVN4vV4Ajh07RmVlJUlJSXz6058mPz+f119/HQBFUcwMc86Q/owc\n6cvIkv6cPu3t7WzZsoWnnnqKz3/+83i9Xl5++WVA+vPjkr6MLOnPqyfvnZEVyf6clSUibreb559/\nnq1bt9LQ0EB3dzcrVqzghz/8IZ/73OeIjo7GZrNRU1NDSkoKKSkpZoc8q0l/Ro70ZWRJf0ZeR0cH\nP/rRjxgcHMTpdNLS0sKbb77JHXfcQWxsLA6Hg127dpGdnU1ycrLZ4c5q0peRJf0ZOfLeGVnT0Z+z\ncgT7wIEDdHd388orr/DII4/wox/9iEWLFpGbm8svf/lLAHJychgaGsLlcpkc7ewn/Rk50peRJf0Z\nWadOneIb3/gGqampDA0N8eUvf5mbbrqJzs5O3nnnHaxWKxkZGSQmJtLd3W12uLOa9GVkSX9Glrx3\nRtZ09KdlOgP+OAzDwDAMVFVFVVWSk5Pp7+8nOzubu+66i+eee45nnnmGBx98kPLycrq7uzl37hx+\nv9/s0Gcl6c/Ikb6MLOnPyNN1HVVV0XWdxMREvvjFLwKwfft2fvnLX/LUU0/x9NNPc9NNN5Genk5r\naysOh8PkqGcn6cvIkv6MHHnvjKzp7k/TR7C7urqAYD2Lqqq43W6sViuGYXD27FkAvvrVr1JVVUV/\nfz/f+ta32LFjBy+//DL//M//TG5urpnhzzrSn5EjfRlZ0p/TR1WDb+Vut5uUlBSOHz8OwNNPP82L\nL75IUVERq1ev5jvf+Q6f//znCQQCZGRkmBnyrCV9GVnSn1dP3jsja6b607Qa7NF6l1dffZWurq7w\nkPsPf/hD7rzzTnbv3o3H4yElJQWXy0V/fz8xMTGsX7+eNWvWcPvtt5OWlmZG6LOS9GfkSF9GlvRn\n5PX39/PKK69gsViIi4tD0zT+53/+h6KiInbt2kVUVBSpqakkJCTQ3t5OY2Mjjz32GLm5uSxYsIAv\nfelL8rVxiPRlZEl/Ro68d0bWTPenaQn2K6+8QmdnJ08++SRHjx7lgw8+YM2aNXzqU5/CZrMRHx/P\ngQMH2Lt3L2fOnOH111/n3nvvJT4+3oxwZz3pz8iRvows6c/I2r9/P1/+8peJjY1l7969NDc3U1ZW\nRmNjIytXrsTj8VBVVYXP56OgoIDt27dTUVFBTk4O8fHxLF682OxfYdaQvows6c/IkvfOyJrp/pzR\nBPvEiRPEx8ejqiqvvvoqN998M0VFRWRkZHD27FmqqqqorKwEIC0tjcLCQrq7u2lpaeGJJ54gJydn\npkKdE6Q/I0f6MrKkP6dPVVUVS5cu5Ytf/CIpKSlUVVXR1NTEnXfeCUB+fj4ej4d3332Xl156Cb/f\nz913343T6TQ58tlH+jKypD+vnrx3RpaZ/TkjCXZ7ezvPPPMMb7zxBjU1NVitVpKSkvj1r3/NXXfd\nRXR0NBaLhaNHj5Kbm4umafz3f/83119/PStWrGDdunXExcVNd5hzhvRn5EhfRpb0Z+SdOnWKH//4\nxwQCAeLj4zl06BDV1dXcfPPNxMXFYbFY2LFjByUlJbhcLnp7e1m6dCkVFRWUl5fzuc99ThKYEOnL\nyJL+jBx574ys2dCfMzLJ8YMPPsDlcvHSSy9x22238e1vf5tPfOITDA8P8+abb6KqKlnTOWn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EMzKqgsDQNACqrVbmL8rmjlGZmDw83JywZQsNCGRAv1Q+m7cMu90OQJv4AXRp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\nLSL/0Mv7m7hy6lgAgi1H6cVFQlycxalEJNZMnTCBnjB9a69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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klucher', '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['poa_global'].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": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PPfTIbeXUWqSQFkKIGnIlq4Bvfz6Fg52Kxx8OQ6W8/TXLey7uZ9WpDZjMRXRp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\nA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7vfy60ca7JUnZp9iaFldl/6AGOrqG+ZJ2KY/dRy9WQ4RCiNudFNJC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\nRU5ErkJggg==\n", 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bt29l9uy5FcYXE3OQL75YjEqlwsvLmxkzZqNS1e6WmFJICyFELdpzPJ19Jy8S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UjSmi/6hJnUbM6DyZjr7tSblxgXdjPyH+2uk7Hu+RriEE++nYcyKduNNXbRip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+iDPXEu54vId6+uPXRMf+U2nEJFy1YKRC1C3x8WcAuHZNT2GhAaPRiF6fCUBM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yJOqGWd4hQ4bx/fdb8PZuwKBBfytvOAAuXEihZcvWAHh7N6B+/Vv/Fuz3/S/K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\np59+eiZiE0KIm9beOULvYJitayf3ju4O9nJ2qJ2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d7gYTdaNS1iHms1x7DmtyV3F++CL+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fnx+CgoJw40YJAgN9EBjYEXq9FgkJQ2teq1qtQmCgD9544zUsXrwQVqsVarUa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\nX3/Ngw8+yP79+8nJyeGvf/0rlZWVgLpsD/VpHHV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klucher', '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['poa_global'].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": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dKuPpqWX3wXP8c/VRQnycmTm2kyw8vAPy92450pdVi4raSmrqOaZMee6W6kl/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LdIlqxKSQFkLcUQxGI19sjaVCX82kB9rQzAQPF+aW53EqJ4643DOkFl0gryL/mu3tLGwJ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0dMTBwYGCgoJqj99Mbcc1ijsj+TQdyeXdyS/S89v5VDxcbOnd0QuV6tbf82cV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n1V4I8Yu9e/ewdu3q2vcHRVFQqVSMGzeeIUOGNW1wrYRVV6StTT5pWY58crUc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o7G+1cUvNpRy+eozdqX9yJrusKFYqlIS4BRHsGkSQiz+Ntd54OHhgp9Jcc26J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jaedOZ++OdK7fHhdbZ4vE+1d2NmomDWrJ/G+P8fXOGHy9HKnv4VgpzyWEEA86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A8uXLWbZsGVqtljlz5jB27NjWjiaE6AAWb81harIG14569Ff1BqChqYnCggpu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\nNs5ZObVk5dSe8L6maWImekgkuknGwyTj3cQjrSTiYZKJHnKAnAAQOPo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = ['isotropic', 'klucher', '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['poa_global'].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 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }