{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# irradiance.py tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial explores some of the functions available in the ``pvlib`` module ``irradiance.py``.\n", "\n", "This tutorial requires pvlib >= 0.6.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015, March 2016, July 2016, February 2017, August 2018." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", " \n", "# built in python modules\n", "import datetime\n", "\n", "# python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import pvlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of contents\n", "\n", "1. [Extraterrestrial radiation](#Extraterrestrial-radiation)\n", "2. [Clear sky models](#Clear-sky-models)\n", "2. [Diffuse ground](#Diffuse-ground)\n", "2. [Diffuse sky](#Diffuse-sky)\n", " 1. [Isotropic](#Isotropic-model)\n", " 2. [Klucher](#Klucher-model)\n", " 2. [Reindl](#Reindl-model)\n", " 2. [Hay-Davies](#Hay-Davies-model)\n", " 2. [Perez](#Perez-model)\n", "2. [Angle of incidence](#Angle-of-incidence-functions)\n", "2. [total_irrad](#total_irrad)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extraterrestrial radiation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has four different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant. As of pvlib 0.4, each method can accept many different input types (day of year, arrays of day of year, datetimes, DatetimeIndex, etc.) and will consistently return the appropriate output type." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# DatetimeIndex in yields a TimeSeries out\n", "times = pd.date_range('2014-01-01', '2015-01-01', freq='1h')\n", "\n", "spencer = pvlib.irradiance.get_extra_radiation(times, method='spencer')\n", "asce = pvlib.irradiance.get_extra_radiation(times, method='asce')\n", "ephem = pvlib.irradiance.get_extra_radiation(times, method='pyephem') \n", "nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", "nrel.plot(label='nrel')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``pyephem`` and ``nrel`` methods are the most accurate. However, as shown in the plot below, the difference between them and the spencer method is only +/-2 W/m^2 over the entire year." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "et_diff = spencer - ephem\n", "et_diff.plot()\n", "plt.ylabel('spencer-ephem (W/m**2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The intraday squiggles are due to the fact that the asce and spencer methods will cast a DatetimeIndex into integer days of year, while the pyephem and nrel methods also use the time of day." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference between the nrel and pyephem methods is negligible." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "et_diff = nrel - ephem\n", "et_diff.plot()\n", "plt.ylabel('nrel-ephem (W/m**2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also control the solar constant. Recent literature suggests that the solar constant is 1361 $W/m^2$ rather than the commonly accepted 1367 $W/m^2$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spencer_1361 = pvlib.irradiance.get_extra_radiation(times, method='spencer', solar_constant=1361)\n", "\n", "spencer.plot(label='default 1366.7')\n", "spencer_1361.plot(label='1361')\n", "plt.legend()\n", "plt.title('Impact of solar constant')\n", "plt.ylabel('ET Irradiance (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the time it takes to do the calculations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "times = pd.date_range(start='2015', end='2016', freq='1min')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "102 ms ± 1.49 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "59.9 ms ± 1.09 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "5.24 s ± 21.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "1.89 s ± 39.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\solarposition.py:265: UserWarning: Reloading spa to use numba\n", " warnings.warn('Reloading spa to use numba')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "152 ms ± 10.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "# NBVAL_SKIP\n", "%timeit spencer = pvlib.irradiance.get_extra_radiation(times, method='spencer')\n", "%timeit asce = pvlib.irradiance.get_extra_radiation(times, method='asce')\n", "%timeit ephem = pvlib.irradiance.get_extra_radiation(times, method='pyephem')\n", "%timeit nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel')\n", "%timeit nrel = pvlib.irradiance.get_extra_radiation(times, method='nrel', how='numba')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to DatetimeIndex input, the methods also work for various scalar datetime-like formats as well as scalar and array day of year input." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-10-26 00:00:00 spencer 1383.6362028955045\n", "2016-10-26 00:00:00 asce 1385.7848051831807\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 1385.7848051831807\n", "2016-10-26 pyephem 1382.3920240844304\n", "2016-10-26 nrel 1382.3912017480877\n", "300 spencer 1383.6362028955045\n", "300 asce 1385.7848051831807\n", "300 pyephem 1382.618664623793\n", "300 nrel 1382.6174658748046\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "methods = ['spencer', 'asce', 'pyephem', 'nrel']\n", "\n", "# pandas timestamp input\n", "times = pd.Timestamp('20161026')\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# date input\n", "times = datetime.date(2016, 10, 26)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# integer doy input\n", "times = 300\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, float)\n", " print(times, method, dni_extra)\n", " \n", " \n", "# array doy input\n", "times = np.arange(1, 366)\n", "for method in methods:\n", " dni_extra = pvlib.irradiance.get_extra_radiation(times, method=method)\n", " assert isinstance(dni_extra, np.ndarray)\n", " plt.plot(times, dni_extra, label=method)\n", " \n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clear sky models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the online documentation for clear sky modeling examples.\n", "\n", "http://pvlib-python.readthedocs.io/en/stable/user_guide/clearsky.html\n", "\n", "Here we only generate data for the functions below." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tus = pvlib.location.Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "times = pd.date_range(start='2016-01-01', end='2016-01-02', freq='1min', tz=tus.tz)\n", "ephem_data = tus.get_solarposition(times)\n", "irrad_data = tus.get_clearsky(times)\n", "irrad_data.plot()\n", "plt.ylabel('Irradiance $W/m^2$')\n", "plt.title('Ineichen, climatological turbidity');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diffuse ground" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``grounddiffuse`` function has a few different ways to obtain the diffuse light reflected from the ground given an surface tilt and the GHI." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, you can specify the albedo of ground." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.get_ground_diffuse(40, irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can specify the surface type with a string such as ``'concrete'`` or ``'snow'``. All of the available ``surface_type`` options are show in the plot below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for surface, albedo in sorted(pvlib.irradiance.SURFACE_ALBEDOS.items(), key=lambda x: x[1], reverse=True):\n", " ground_irrad = pvlib.irradiance.get_ground_diffuse(40, irrad_data['ghi'], surface_type=surface)\n", " ground_irrad.plot(label='{}: {}'.format(surface, albedo))\n", "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", "plt.title('Surface types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, vary the tilt angle. We expect to see maximum ground diffuse irradiance at a 90 deg tilt, and no ground diffuse irradiance at 0 tilt." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for surf_tilt in np.linspace(0, 90, 5):\n", " ground_irrad = pvlib.irradiance.get_ground_diffuse(surf_tilt, irrad_data['ghi'])\n", " ground_irrad.plot(label=surf_tilt)\n", "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", "plt.title('Ground diffuse as a function of tilt');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diffuse sky" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``pvlib`` has many different ways to calculate the diffuse sky component of GHI. \n", "\n", "The API for some of these functions needs some work.\n", "\n", "1. [Isotropic](#Isotropic-model)\n", "2. [Klucher](#Klucher-model)\n", "2. [Reindl](#Reindl-model)\n", "2. [Hay-Davies](#Hay-Davies-model)\n", "2. [Perez](#Perez-model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isotropic model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``isotropic`` model is the simplest model." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['dhi'].plot()\n", "irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare just the POA diffuse to the input DHI." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['dhi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Klucher model" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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blIQ4zuzdzusoDRYfE8XFwzoze81eCk/YQGWm/qzgNxHjSFEJH23cz9QhqQFvGw+1K0d04XhJGR9E0HDNJnCs4DcRY+66fRSXljfJg7pVjeieTJekFrxvJ3OZBrCC30SMd1btpktSC0Z0T/I6SqOJCBcN6cSC7FwOHS/xOo5pYqzgNxEh/2gxC7MPcMmwzmE/IJu/pg7tTEmZMnfdPq+jmCbGCn4TEWav2UtpuXLJsFSvowTMsK5tnOae1bu9jmKaGCv4TUR4b/VuerVvxcDURK+jBIyIMHVoKguyD3DomDX3GP9ZwW+avYPHilmyNZ8Lh3RqNs08FaYOSaW0XPlgnfXuMf7zu+AXkWQRGSQivUTEvjBMk/HRhv2UlSuTB3byOkrADe3ahq7JLWyoZlMvtZ65KyJtgB8C1wOxOMMsxwMdRWQx8KSqfhz0lMY0wpy1++iUGM+QLm28jhJwIsLkgZ14YfE2jp4obTJzCxhv1VVzfx3YAYxX1X6qOk5VM1W1G84YO5eKyPeCntKYBioqKeOTr3KZNLAjviZ+0lZNJg3sSHFZOQuybURN459aqweqOqmWbcuB5QFPZEwALcw+wPGSMiYP6uh1lKAZlZZMmxYxzFm3jwsGN59eSyZ4/GqrF5HThjEUERsdyoS9Oev2khAfzZieTXdsnrpER/k4t38HPt6wn9Kycq/jmCag1oJfRM4RkZ3AbhGZIyJplTbPCWYwYxqrrFz5cP1+zu3fgdjo5t0fYdLAjhQcK2H5tgKvo5gmoK7/ht8DU1Q1BWc2rLkicoa7rXk2mJpmY/m2AvKPFjfL3jxVnd03hdgoHx+ut7N4Td3qKvhjVXUtgKq+DlwGzBSRywGbDtGEtQ/X7yMmSpjQLyU0T3jiCOxbC5s/gk3zYMdSKNwPIZi/tnVcNGf2bsfcdftsvlxTp7r6fpWISCdV3QugqmtF5DzgPaB3XQ8uIjnAEaAMKFXVTBFpC/wbSANygGtU1X6fmoD7eMN+RvdsS+tgdnE8sAlWvQTZc2Hvl1RbH0rsAj0nwJArodc54IsKSpTzB3bkl2+tYXNuIX06NJ1J5E3o1fUfcR/QETh5WqCq7hSRCcAdfj7HOap6oMpjzlPVR0TkPnf55/XIbEyddh08Tvb+Qq4dFaSZtnZmwccPO7V78UGPsTDh59ChP7Tu6KwrOgT5W2DHEtg4y/mCSOoBZ98Dw66HqMB+IZ3XvwO/BD7ekGsFv6lVXd05P6xh/SHg4QY+56XARPf2TGA+VvCbAJu/cT8AEwPdzHP0APz357DmdWjZDs77X8j4JiTUchzhjNug9IRT+C/6M7xzB3z2V7j0b9BtdMCidU5qQd+Orfnkq1xuPrtXwB7XND/+duessT9/HRSYIyLLReQWd11HVd0D4F53aOBjG1Oj+Rtz6ZLUgt4prQP3oF99AE+MhnVvO7X7n6yG8XfVXuhXiI6DQZfDzR/DtS9C8VF4ZjLM+SWUBW76xAl9U1i6NZ+jNiWjqUWdBb+I3Ajc1cDHH6uqI4ALgR+KyNn+3lFEbhGRLBHJys21MxKN/06UlvHZpgNM7JcSmEHZysvhk9/DS9dCYme49VM45xcQ14AvFREYcDH8cDGMvBE++wv86zIoDMxnfGK/DhSXlbN4S15AHs80T3X14/8FcBNwRUMeXFV3u9f7gTeB0cA+EUl1Hz8V2F/Dfae7w0NkpqSEqFeGaRaycgo4WlzGxH4B+DFZVgJv3uK05w+9Br43FzoObPzjxiXAJX+Gy/4OO5fBM5OgYFujHzYzLZkWMVHM32iVJVOzumr8vwK+p6rH6vvAItJKRBIqbgOTgTXAO8CN7m43Am/X97GNqc38jfuJjfJxVu9Gnq1bUgSv3ghfvgbn/hIu/wfEtAhMyAoZ34Ab34Pj+fDsBZC7sVEPFxcdxVm92zH/q/3WrdPUqK6C/zvA6w0cnqEjsFBEVgFLgfdVdTbO4G6TRCQbmOQuGxMw8zfmMqpncuNGqiwrgVe/DRvfhwsfhbPvdpppgqHbKLhpFpSXwoyLnZ5AjTCxXwo78o+z9cDRAAU0zU2tBb+qvgTcDbxV3wdW1S2qOsy9DFLVh931eap6nqqmu9f5DYtuzOkqunFO7NuIZh5VeOfHkP0BTP0DjLml7vs0VqfBcNN7UF4C/7ocjjR8YpUJ7t/+yVfW3GOqV+fBXVX9CPhBCLIY02gB6cY579dOn/uJ98Oo7wcomR9S+sE3X3cO9L54ldPzpwG6t2tJr/atrJ3f1Miv7pyquibYQYwJhEWbDpDaJp4+HRrYjXPNf2DhH2HEjU6XzVDrmgnXzHSGfnjr9gYP93B23xQWb8mjqKQswAFNc+BvP/4kEfmxiPxRRP5ScQl2OGPqo7xc+WxzHmf1bt+wbpx718Dbd0C3M+Cix4LXpl+X9Elw/oOw7i1Y8IcGPcT49PacKC1nhY3Waarh71i1s3DG1vkSZ/IVm4TFhJ11ew5z8FgJ49Ib0Jun6BD8+waIS3Rq3NGxgQ9YH2f9GAZfBR/9FnIW1vvuo3u2JconLNp8oO6dTcTxt9tDvKr+LKhJjGmkhZucQu6s3g3ohDbrXji4Hb4zy78zcYNNxOnnv/sLeOMW+MFCaNnW77snxMeQ0S2JhZvyuGdKEHOaJsnfGv+/RORmEUkVkbYVl6AmM6aeFm06QHqH1nRMjK/fHdf8B1a/4gye1v2MuvcPlbjWcNUzztDO7/643u39Y3u348udBzl0vCRIAU1T5W/BXww8CnzO1808WcEKZUx9nSgtY1lOPmP71LO2f2gXvPdT6JLpFPzhpvNwOO+XsP5dWPVyve56Vp/2lCssseEbTBX+Fvw/A/qoapqq9nQvNvyfCRsrth2kqKS8fgW/Krz/M+dkrSumB3yY5IA580fOAefZ9zu1fz8N755Ei5goFm2ydn5zKn8L/rVAvYdtMCZUPtt8AJ/AmF71aIFc9zZ8NdsZcK1dnfMKecfng2l/hZJjMMv/XyVx0VGM6tmWRZutxm9O5W/BXwasFJF/WHdOE44WbjrAsG5JJMbH+HeH4wfhv/dCp6Ew5rbghguElL4w4V6ni+eG9/2+27g+7di0v5B9h4uCGM40Nf4W/G/hTLzyGdad04SZw0UlrN55iHH1aeaZ9xAczYVpfwnfJp6qxt4JHQY5E8EU+/cDvKKHkzX3mMpq/cSLyHTgv8AbqnokNJGMqZ8lW/IpK1f/u3HuXglZzzkzY3UeHtxwgRQVAxc9CjMucsbxn3hfnXcZmJpIcssYFm3K44oRXUMQ0jQFddX4nwWGAbNEZJ6I/FxEhoUglzF+W7TpAPExPkb0SKp7Z1X44AGnT7wfBWfYSRvrzOS18HE4uKPO3X0+4aze7fls8wEbptmcVNfonItV9UFVHQ9cA2wH7hKRL0TkWRG5JiQpjanFZ5sPMCqtLXHRUXXvvOE92LbQOaAb3yb44YJh0m+c67m/9Gv3s/q0Y8+hIrbYMM3G5W8bf8Vwyi+r6rdVdTjwBJAevGjG1C2v8ARf7SvkjF5+DNNQegLm/A+kDIARNwU9W9AkdYNxP4W1b8L2xXXufqb72izZYiOgG0ddUy/micj7IvKAiEwUkZYV21R1ecUY+8Z4ZelWpzA7w59unEunQ0EOTHm46RzQrclZP4LWneDDB+s8o7dn+1akJMSxZKt16zSOumr8PYE/AzHAL4AdIrJMRP7sbzOPiES5TUPvucttRWSuiGS718mN+gtMRFuyNZ/4GB9DutTRvl90CD59DPqcD33OC024YIptCRPuge2fQ/bcWncVEcb0bMuSLfnWzm+Autv4D6vqHLedfzLQHZgJTAX8PX/8J8D6Ssv3AfNUNR2Y5y4b0yCLt+QxskcysdF11GEW/x2KDsK5/xOaYKEw4kZI7ulMHFNeXuuuY3q1Y+/hIrbn23mYpu6mns4icpU7Dv8CYDbQB/gfoM4hG0SkK86XxD8rrb4U58sD9/qyhgQ35uCxYjbuO8KYnnW07x/Lh8+fgP4XN63um3WJinG+yPZ9CWvfqHXXM3o6TWGLbdweQ91NPTtxauTLgfNUdbyq3qmqr6jqNj8e/3HgXqBydaSjqu4BcK8bMTmqiWRLt+ajSt0Hdj/7K5w44vTkaW4GXQEdhzjj9peV1rhbnw6tadcq1g7wGqDugn8s8BJwOfC5iPxHRO4WkbEiElfbHUXkYmC/qjboDF8RuUVEskQkKzfX5g41p1uyNZ+4aB/DutXSLbMwF5Y8BYOvhI6DQhcuVHw+OOd+KNjqDC9dAxFhTK+2LNlqBb+pu43/c1X9o6pepaojgbuAEzhNNIfqeOyxwDQRyQFeAc4VkReAfSKSCuBeVzvcoKpOV9VMVc1MSWnExNmm2VqyNY/h3ZNq77//2V+gtKhpnqzlr74XOkM5LHis1rb+MT3bsevgcXZYO3/Eq7Mfv4j0F5Hvisg/cYZveABnCsZaj5Kp6v2q2lVV04DrgI9U9QbgHeBGd7cbgbcbkd9EqMNFJazbfbj29v3jBZD1rHOma/tmfMqJzwdn3wUHvoL179S4W8XIpVbrN3Ud3D0AvAaMARYAl6hqJ1W9XFUfa+BzPgJMEpFsYJK7bEy9ZOXkU651DMO87J9QXOgMbtbcDbwM2vVxuqzW0GWzb4cEklrG2AFeU+ecu71Vta4mnTqp6nxgvns7D2gGHamNlxZvySc2yseI7jWcBlJ8DBY/BX0mQerQ0Ibzgi8Kxt8Fb90GX30A/S44fRef25/fTuSKeHU19fyothOsRORc9yCuMSG1ZEsew7q1IT6mhvb9lS/CsQPO0AaRYsjVkNQdFv6xxl3G9GzHjvzj7D54PITBTLipq+D/EnjPHZnzURG5V0T+V0T+JSJfApcAS4If05ivFZ4oZU1t7ftlJbDoL9BtDPQ4K7ThvBQVA2fcDjuWwM7qp8T+up3fav2RrK5ePW+r6ljgBzjTL0YBh4EXgNGq+lNVtb6WJqSycpzx92ts31/7Jhza7tT2RUIbzmvDb4C4ROeEtWr075RIYny09eePcH6NVKWq2UB2kLMY45clW/OJ9gkje1TTCqkKi5+EdumQPiX04bwWlwAjb4TPn4SD252mn0qifMLonm3tAG+E83tYZmPCxZIteQzp2oaWsdXUW3Yshd1fwJhbnW6OkWj0rc71kn9Uu3lMz3bk5B1j/xGbhzdSReh/hmmqikrK+HLXIUan1dDMs+QpiGsDw64PbbBwktQNBl0GK56HosOnbc5Mc34pLc8pCHUyEyas4DdNyqodBykpUzKrK/gP7YJ1b8OIb0Fc69CHCydn3gEnDsMXL5y2aVDnNsTH+FiaY+38kcqvgl9E+ro9e9a4y0NFpBmNb2uaiqxtTi212vb9Zf8EFEbfHNpQ4ajLCOh2Bix7+rRhHGKjfWR0SyLLavwRy98a/9PA/UAJgKquxhmGwZiQysrJp0+H1rRtFXvqhpLjsHwG9LsIktO8iBZ+Rn0f8rfA1vmnb0pry9rdhyg8UfOInqb58rfgb6mqS6uss0+MCanycmX5tgIyq6vtf/k6HM93Duoax8Bp0LI9LHvmtE2ZaW0pV1i5/aAHwYzX/C34D4hIb0ABROQqYE/QUhlTjez9hRwuKq2+fX/5DGjfD9LGhzxX2IqOc453bJzlHP+oZET3JHwCy6ydPyL5W/D/EPgH0F9EdgF3ArcFLZUx1agopE6r8e/9EnZlwcibIu+ErbqM/I5zbsPyGaesToiPYUBqIlnbrOCPRH4V/Kq6RVXPB1KA/qo6TlVzgprMmCqWbyugfes4erRrWWXDDIiKg2F22Ok0yT0gfRKsmOkMZVHJqLS2fLH9ICVltc/Xa5off3v1/J+IJKnqUVU9IiLJIvLbYIczprJlOfmMSktGKtfqi4/C6ledfustaxmiOZKN+j4U7oMN752yOjMtmWPFZazfc3pff9O8+dvUc6GqnjwKpKoFwEXBiWTM6fYeKmJnwfHTu3GuecPprz7yO94Eawr6nA9tusPymaeszuzhfFEus26dEcffgj+q8hy7ItICqHXOXWMCqaItelTVA7sVB3W7nxH6UE2FLwqGfxO2zHfG73F1ahNPt7YtyLIDvBHH34L/BWCeiHxPRL4LzMWZdzjENagAABxySURBVLdGIhIvIktFZJWIrBWRh9z1bUVkrohku9c1jvdvTIWsnAJaxEQxsHPi1ysrDupmfscO6tYl4xvO9cqXT1k9qkdbluUUoDXM2mWaJ38P7v4eeBgYAAwCfuOuq80J4FxVHQZkABeIyBnAfcA8VU0H5rnLxtQqa1s+Gd2SiImq9JFd8bxzUHfotd4FayqSukPPs2HlC6ecyZuZ1pYDhSfIybMJ2COJ32P1qOp/VfVuVb1LVT/wY39V1UJ3Mca9KHApX/9amAlcVs/MJsIUnihl3e7DJwcXA6C02Dlpq/9UO6jrr+Hfcpp6chacXDXKfU2tP39k8bdXzxVu08whETksIkdEpM6uACISJSIrgf3AXFVdAnRU1T0A7nWHxvwBpvlbuf0g5cqpJ25lf+CcqVvRhGHqNuBiZ+TSSgO39U5pTVLLGGvnjzD+1vh/D0xT1TaqmqiqCaqaWNedVLVMVTOArsBoERnsbzARuUVEskQkKzfXJvmKZMty8vGJc7bpSStfhtYdodc53gVramJawJCrYP07UHQIcCZgz+yRbAO2RRh/C/59qrq+oU/idgWdD1wA7BORVAD3en8N95muqpmqmpmSktLQpzbNwPJtBfTrlEhCfIyz4ugBp8Y/9BqI8msSOVNh+A1QWgRr/nNyVWZaW7YcOMqBwhMeBjOh5G/BnyUi/xaR691mnytE5Ira7iAiKSKS5N5uAZwPbADeAW50d7sReLuB2U0EKC0rZ8X2gpNt0YDTtl9eCsOsmafeOg+HDoPgixdPrqp4ba3WHzn8LfgTgWPAZOAS93JxHfdJBT4WkdXAMpw2/veAR4BJIpINTHKXjanWhr1HOFZcduqJW6tegtRh0HGgd8GaKhEYdq3TDTZvMwCDu7QhNtpn7fwRxN/J1ut9WqQ7Zv/watbnAefV9/FMZKrobXLyxK1962DPKrjA6gsNNvgqmPsr55fTxJ8TFx1FRtcklm2zGn+k8LdXT7yI/FBEnhSRZysuwQ5nTNa2AroktaBzUgtnxaqXwBcNQ672NlhT1qYLpI2D1f92Ru4ERvVMZu2uQxwrtmk2IoG/TT3/AjoBU4BPcHrpHAlWKGMAVJWsnPyvm3nKy2D1a5A+GVq19zZcUzfkasjfDLtXAM64PaXlysodNjFLJPC34O+jqr8EjqrqTGAqMCR4sYyBnQXH2Xf4xNcHdnMWQuFepzePaZyBl0JUrPNFCozonoyIHeCNFP4W/BUDeR90++K3AdKCksgYV8XAbCPdUSRZ8x+IaQXpUzxM1Uy0SIK+U5zXtKyUNi1j6Nsh4eRk9qZ587fgn+4OpvZLnO6Y63BO6jImaJblFJAQF02/TgnOEA3r34H+F0Fsy7rvbOo25Bo4uh+2fgI44/Ov2FZAWbkN2Nbc+TtI2z9VtUBVP1HVXqraQVWfCnY4E9mW5xQwvEcyUT6BLR/D8QKnR4oJjPTJzhAOXzrNPaPS2lJ4opSNe+3wXXNXa3dOEblBVV8QkZ9Vt11V/xicWCbSHTpWwsZ9R7h4aKqzYs1/IL4N9D7X22DNSUw8DJwGa9+EqX88eRA9a1v+qcNfm2anrhp/K/c6oYaLMUGxYrvT1pyZ1haKj8GG92HANIiO9ThZMzPkaiguhE1z6Zrcgk6J8TYjVwSotcavqv9wrx8KTRxjHMty8on2CRndkiD7XadwGmLNPAHXYyy0bA9r30IGXsrItGSW2xm8zV5dTT1/qW27qv44sHGMcWTlFDCoSxtaxEY5zTytOkDaeK9jNT9R0TDgEudkruJjjOqRzPur97Dr4HG6VJw0Z5qdupp6lruXeGAEkO1eMoCy4EYzkepEaRmrdh4ks0cyFB2Grz6AQZc5c8eawBt0GZQcg01zT855YOP2NG+1FvyqOtM9YSsdOEdV/6qqf8UZaycjFAFN5Fmz6zAnSsudE7e+mg1lJ2DwlV7Har56jIOW7WDtW/TvlECr2Cg7kauZ87cff2dOPZjb2l1nTMAtr3zi1rq3ISEVuo72OFUzFhXtHDj/6gOiy08wokeyTcXYzPlb8D8CfCEiM0RkBrAC+L+gpTIRbVlOAWntWpISVwqb5kH/i8Hn9/TQpiEGXQYlRyF7LiN7JLNx3xEOF5XUfT/TJPl7AtdzwBjgTfdyptsEZExAqSorthU4tf1NH0LpcefgowmuiuaedW8xKq0tqrDChm9otupTjToB7AEKgL4icnZwIplItvXAUfKOFpOZlgzr3oEWbZ0uhya4Knr3bJxNRqc4onxi7fzNmL/j8X8f+BT4AHjIvX6wjvt0E5GPRWS9iKwVkZ+469uKyFwRyXavk2t7HBNZKgqbUd1aOr15+k+1eXVDZaDT3NNqx3wGpiaeHCTPND/+1vh/AowCtqnqOTgza+XWcZ9S4C5VHQCcAfxQRAYC9wHzVDUdmOcuGwM4wwUktYyh16EsKD7iHHQ0oZE23vmFtf5dMtOSWbnjICVl5V6nMkHgb8FfpKpFACISp6obgH613UFV96jqCvf2EWA90AW4FKg4PjATuKwhwU3zlLWtgJHdk/FtfBfiEqHXBK8jRY6oaOh3IXz1AaO7J1BUUs7a3Ye9TmWCwN+Cf6eIJAFvAXNF5G1gt79PIiJpOL8SlgAdVXUPOF8OQIf6BDbNV/7RYrbkHiWzewJsmOWMFx8d53WsyNLvIig6yBlRGwE7kau58rdXz+WqelBVH8QZk/8Z/Kypi0hr4D/Anarqd/VBRG4RkSwRycrNratVyTQHy91eJBPjN8HxfGvm8ULvcyG6Bcnb59K9bUvrz99M1Vnwi4hPRNZULLtj8r+jqsV+3DcGp9B/UVXfcFfvE5FUd3sqsL+6+6rqdFXNVNXMlJQUf/4W08RlbcsnJkpIz/sYoltAn/O9jhR5YltC73Ng4ywyuyexfFsBqjYxS3NTZ8GvquXAKhHpXp8HFhHB+WWwvsq4/e8AN7q3bwTers/jmuYrK6eAwZ0Tic6eDX3Os5m2vNJ/KhzawaS2+zlQWExO3jGvE5kA87eNPxVYKyLzROSdiksd9xkLfAs4V0RWupeLcM4CniQi2cAkd9lEuKKSMr7ceYipHfLg8E7oe4HXkSJX3wtAfIwu/hywdv7myN8O0vUej19VFwJSw+bz6vt4pnlbs+sQxWXlTCALEOfArvFGq/bQ7Qza7phLmxZnkZVTwNWZ3bxOZQKozoJfRHzAE6o6OAR5TITKcg/sph34FLpmQmvr7OWp/lOROQ8wpcsJltmJXM1O0Nr4jamPrJwCMtsWEbNvpTXzhIP+FwEwrcUXbMk9Sl7hCY8DmUAKZhu/MX5RVZZvy+faNuudFf0u9DaQgba9oMNAhhYuAr7uamuah6C18Rvjr825Ryk4VsJZZcugTXfoMNDrSAag34UkLHycdlHHydpWwORBnbxOZALEr4JfVT8JdhATuZZvyyeOYlLzF8OIb4PU1CfAhFT6FGTBH/hG+00sykn1Oo0JoFqbekTkiIgcruZyRERsEA8TEFk5BUxpsQFfaZE184STrpnQIplJMav4ctchikpsmu3moq45dxNUNbGaS4KqJoYqpGnelm8r4MrWX0JsgjMhiAkPvijocz79jiyhtKyM1TsPeZ3IBIjNZ2c8lVd4gi0HChl5Yin0OReiY72OZCpLn0zciTyGyFYbt6cZsYLfeGr5tgIGy1ZaF+dCX2vmCTt9zgeEqxLW2hm8zYgV/MZTWdsKODf6SxSB9ElexzFVtWwLXUdxTtQqlm8roLzcBmxrDqzgN57Kysnngvg1SOowZ6gAE376Tqbb8fXEFuWRvb/Q6zQmAKzgN54pKikjZ9de+pdssCGYw1n6ZAAm+FbZPLzNhBX8xjNf7jrEKF2NjzJnGGYTnjoNRVt34oK4VWTl2Bm8zYEV/MYzWTkFTPCtojw2AbqO8jqOqYkIkj6JsbKaFVurnTfJNDFW8BvPZG3N47yYNfh6TYCoGK/jmNqkT6Zl+VE6HVrN3kNFXqcxjWQFv/FEebmSv30NHTXX2vebgt7nUO6L4ZyoldbO3wwEreAXkWdFZH/l+XpFpK2IzBWRbPc6OVjPb8LblgOFDC9e4SxY+374i0uA7mdwTpS18zcHwazxzwCqDqx+HzBPVdOBee6yiUAV7fvFSX0gyaZ6aAp86ZPoJ9vZuuUrr6OYRgpawa+qnwJVfxNeCsx0b88ELgvW85vw9sWWPYyJ2kBMP2vmaTL6OCfYpeYuovBEqcdhTGOEuo2/o6ruAXCvbX69CFWyZSHxFCN97GzdJqPDAE606MgE30pWbj/odRrTCGF7cFdEbhGRLBHJys3N9TqOCaDdB48z8NgySn2x0OMsr+MYf4kgfScxzreG5VusW2dTFuqCf5+IpAK41zV+elR1uqpmqmpmSkpKyAKa4FuWk88E32qOp54BsS29jmPqIbbfFBLkOIc3LfI6immEUBf87wA3urdvBN4O8fObMLBh4zrSfbtoNXCy11FMffWaSBlRdNq/gNKycq/TmAYKZnfOl4HPgX4islNEvgc8AkwSkWxgkrtsIkzM1o8Bp5eIaWLiEyloP4KxupL1e454ncY0kL+Trdebql5fwybrtB3B8gpPMODoUgpbdqR1Sj+v45gGiO0/mYEHHuaVjRsY0nWM13FMA4TtwV3TPGVt2c9Y3xqO95hok6o3UYmDLwKgdONcj5OYhgpajd+Y6uxeu5BEOU7JEJttq8nqOIiD0e1JzV2IqiL2Bd7kWI3fhFSL7fMpw0dMn3O8jmIaSoTcjuMZVb6KnXnWzt8UWcFvQuZIUQkDjy5lb8JgaJHkdRzTCC0GXkCiHGPLFx97HcU0gBX8JmRWb9zEUN8WSnvZ8f2mLnX4FErxUbZxjtdRTANYwW9CJm/1bAA6jpjqcRLTWFEtk9kaP4iueYtQtQnYmxor+E3ItN7xCYd9bYjvNtLrKCYAjnQ7h766lV07tnodxdSTFfwmJPILixh6Yjm7250FPvvYNQcpw51fbjuXvetxElNf9h9oQmLt8gW0l8PED7BhGpqLrv1Hk0sysVvneR3F1JMV/CYkjq9z2ve7Zlr7fnMhPh9bk86kT2EW5aUlXscx9WAFvwmJTrmLyIntS3RiR6+jmADSPueTyFFyVn3idRRTD1bwm6Dbvj2HwWUbONjVTtpqbnqOvphS9ZG/apbXUUw9WMFvgi5n0ev4REk942qvo5gA69ChIxtjBpC022r8TYkV/CboErb+l92+VDqmZ3odxQTBka4T6VO6if27t3sdxfjJCn4TVHkH9jHoxBfsSj3fRuNspjpnXgzAps/e8DiJ8ZcV/CaoNsx5llgpo8OZNU3PYJq6bgPHsFs6kbTxNa+jGD95UvCLyAUislFENonIfV5kMMGn5eV02vRvNkf3ocfgsV7HMUEivii297yGgSVryFm/3Os4xg8hL/hFJAp4ArgQGAhcLyIDQ53DBN/Kj16ld/lW8gd+y+soJsj6XXg7JzSG/bN/73UU4wcvJmIZDWxS1S0AIvIKcCmwLtBPVFZaiqozIXTVgaQqL1fsU902Ttmv6mOU17Kt+vvVth9VB7uq4fEbmgMq3S6vsh/1f3zRyvc6db/CgwWkLnyAHdKZjItvwzRvySmpLO58LWfseYHl7z/N0EnfxueL8jpWs+Dz+ZAAD3PiRcHfBdhRaXknEJSJO7OeupkxB+yAk1cKtQV7Ln2OmNg4r6OYEBj2zd/x1eNLGbnsblh2t9dxmo3VE55h6DlXBfQxvSj4q+vacdq4riJyC3ALQPfu3Rv0RPGDLuLznA6VH7RKkK+/RfW0VJVWiK+6tac/5mm9VmraVmW/Bmw7bbq7hjx+LXnr8/iV99VKt7sOn0J6mk2oHilatE6k+13zWTJrOuWH93odp9no1q1/wB9TQj2WtoicCTyoqlPc5fsBVPV3Nd0nMzNTs7KyQpTQGGOaBxFZrqqnnUDjRa+eZUC6iPQUkVjgOuAdD3IYY0xECnlTj6qWisgdwAdAFPCsqq4NdQ5jjIlUXrTxo6qzABvVyRhjPGBn7hpjTISxgt8YYyKMFfzGGBNhrOA3xpgIE/J+/A0hIrnAtgbevT1wIIBxAsVy1Y/lqh/LVT/hmgsal62HqqZUXdkkCv7GEJGs6k5g8Jrlqh/LVT+Wq37CNRcEJ5s19RhjTISxgt8YYyJMJBT8070OUAPLVT+Wq34sV/2Eay4IQrZm38ZvjDHmVJFQ4zc1kNPGXjZNkb2Ppr6afMEvIqnh+MEXkc4iEnYzkIjIEBH5OYCG0c89EenkdYbqiEhHrzNUR0T6iciFEHbvYw8RadgEGkEmIvFeZ6iOF2VYky34RSRORP4OfAJMF5ErvM4EICKtReSPwH+Bf4rIN9z1nr7W4ngMeAmIFpEYL/NUEJEWIvI4MFtE/iQil3qdCU6+j38C/isi/wizz9cfgJeBWK/zVHDfxz/hfO5nisht7nrPyxgRaSUi04FfiUg7d53nlUUvyzDP35RGmAakqmpf4D3g1yLS18tAItIZmIHzDzkWeBuoqF2X13zPkEgBUoGRqvqwqpZ4nKfCD4EUVc0A3gL+T0T6eBlIRLoA/8L5/7gI5x/T81nERSQReAMYp6ojVPVtrzNV8mOgs6oOBB4E7gTvP/duLf/XwDggATjHzRUOv5I8K8OaVMEvIq0rLSqQC+D+A8wGbhWRJA9yJbg3DwF3qeodqloIdATeEpEUd7+Qvt6VcgG0AdJVtVhEpojI3SIyJZR5KuVq7V5HAck4H3pU9RPgKE7NrI0X2VxFwD9V9Sequhd4FVgpIkM9zFSR61/AWgARGSsik0Uk3V0O+f+ziES5zyvAand1Z+B9EQn8nIH+52rp3jwB/B04G8gGRopIb3efkNf6w6UMaxIFv4j0EZFXgRkiMlVEWgHHgcNuLRvgUWAEMMi9T9Df1Kq5gBhV3SYiLUXkJ8B9QCucf4KBqloe4lzPua9XW6AQWCQivwbuxSlEHheRG6t8GEORa6aIXOyuPgKMEZFh7hfkBqAv0Mu9Tyher34i8pSItABQ1TxgfqVdurl5NgY7Sx25ioGPABWRvcD/AZOAT0RkUAg/XydzqWqZW6vfDXQXkQXA/8N5Xz8UkUmhLGBFJF1EnsdpOpkGJKjqJlU9AHwMxONBrT/syjBVDesLzpfTe8AvgUtxvr0fAeKA94ELgVh33weB1z3K9QTwV3ebAH0r7ftrYK5HuZ4EHnO3/RWnQBvmLl8FvI7zzxHqXE8BDwMx7vVrwEr3/fwNMD1Er9c4YClQDjxQ8f5V2acf8EYo8tSWq9LreB5wd5XP1+wwyNUG59dRJ3fdD4FZIXzNvgWsA24Dvgs8DXy7yj43A3/CafIMVa6wK8NC9kFuxIvWBXgBiKq0vBQYA1wNPAeMdrf1d9/sGI9yfQ5Mc5elogDBqS2+BbTwKNcSnJ+6w4C5wHcr7f8xTtusV7kmu8s9gbbu7SuBn1a8jkHONQAYDPQBNuEMalV1n+uAR93bNwNDQ/B6Vc2VVmlbfJV903Ha/uO9yuV+3ru4hWovd10cTkWjXbBzuc83Gbik0vL/A37g3o52r7sD/wPcjvOL/OwQ5Aq7Mizsm3pUdReQifOTtmL5SeAhVX0N+Aq4X0TuAl4BtmgIDlzWkOvvwE/dZVVVFZEzgWeBz1T1uIe5fqmqq3DOArxERO53f5avAfI9yvUE8At3eauq5ovI2cDPgB3u+qD+HFfV9cAmVd2E86X4azitvfw8oJ2I/Af4Bk4zWVBVk+shN5eo6snnF5GzgGeAxZXXhzqX+z7txfkSullEbsKZV3sZzrGvoFPVOcAcEamYUrYI53gDqlrqXm8HWgO/xflC9+qz720ZFopvYj+/FU+rDfP1N+RNwMJK65NwflKOwqlpjAf+DNwQBrledvO0wvmn+AK4Jgxy/Rs4y10eBNwFXBcGuV7GrXXh1PSzgW+EIlelbRW/zBJwarHnVdn+X5wDqleFSy6cwuvnOM1j14ZRrqE4ten3g/H5qitblf1eBK6osm4UsAf4ZhBytQUSK79OfP1Lw7MyrNqsoXgSP16wR4B3geHusq/K9iicg1p3Vlo3ExgczrmAjHDMFcavV5IXuSqyudd3Au+5t693/yknhmGuaCodRwqjXEFtzvQzmw9oCbyJ07NOgClAXBBz/RJYj1Njf7BqNq/+J2u6eN7UIyLfx3lTsoEr4PS+v6paBtwD/ERELhORG3DaGYPWR7iRuSq2rwyzXOH6eqm7/aAXuVzl7rbHgbEicgg4H6ewmB+GuWJU9aswy3Uu7rmCgc5Vn2zuujbuZSpfH+MKeDZxTg57FOdzPBH4X+BOEUnTSr2svPifrJUX3za4B/Hc28lAV5w35h/ARe56qbSPz72+FKf55FOck1gsl+VqdK5K+7bB6VK3GhhrubzN1chsl+AUqq8C44OVC+eX10TcJh133dNU6kDhrgvJZ9/v/CF9MueD8k/gM5x2wEFVtv0E+AtuOxlftyUGu2eH5YrgXJX28RGEHjuWy5NsrYBbg5zrh7jNbe5rIThn7X9MlWbeYH/263sJdVPP/ThtXd/D+fY+Oc60qh7C6Q4pOP3LUfcVq7i2XJYrGLkq7VOuqqsJPMsVwmwi4lPVo6r6jxDkes59/nKc2n8JztnCuyrfKQSf/XoJScEvjoouVi+q6npVfRgoFpGHKu26BufbcoiI3CMitwXz7DXLZbksV/jkClQ2DcL4QDXk+m3lXOp0wewJlKpqrohcISLXBTpLIISk4FdHKU6f2pGVNt0O3C4iye5+x3C+xa8DbsHpzxq0b0rLZbksV/jkCuds/ubC6avfUpxhI36Oc25D+NEQtCfx9YGNETiDErWotO1p4F79uv1sC5VOR7dclstyRUaucM7mR6773dv3AfuAm0P1mjXkEtCpF8WZ4KMM+LNWOvNM3NH7VLVMRF4Bjqvqd9xtdwN7VfUFdzlWncGoLJflslzNMFc4Z2tsLhEZDmzQEJyl3ygB+jZsgXPq/S4gC3cQMHdb5e58PXHG71jg7n8dTlewKwKRw3JZLssVvrnCOVsAcgX8rO5gXhr7YlWcjiw4E49E4wwV+0cqjfgIdAKeBxbjjMaYgTN63hzgyiC8iZbLclmuMMkVztnCNVewLw1+sYDHcMaWmFTxwrnXqThH2ydXWjcZuC3of4zlslyWK2xyhXO2cM0VqktDXjDBGVnuBeCbOCP0/ZBK42DgjN/xEtUM94s7xkcQ3kjLZbksV5jkCuds4ZorlJeGvGiJOGetJbjLU6gyqhzOT6E3ceaUnABcXvGCB/FDZrksl+UKk1zhnC1cc4XyUu9+/Kp6GMjBGWYUYBHO0MNnikgnd58SYBbOOBnP8PUgXFrf57NclstyNb1c4ZwtXHOFUkNP4HoTyBCRVHUmFV+Nc5pyKoCIDMOZkORxVe2jqm8FJK3lslyWqynlCuds4ZorJBpa8C8E8nC/MVV1BTAaZwxscCZeHq+q9zU2oOWyXJaryeYK52zhmiskouve5XSqukdE3gIeEZFNONOrFQEV05vlBi6i5bJclqsp5grnbOGaK2Qac4AAZ3b4Z4ENwB2NeaxAXiyX5bJc4ZMrnLOFa65gXxo9ZIOIxDjfH85kxuHCctWP5aofy1V/4ZotXHMFU0DH6jHGGBP+PJ9z1xhjTGhZwW+MMRHGCn5jjIkwVvAbY0yEsYLfGGMijBX8xhgTYazgN8aYCGMFvzHGRJj/D7mrCOjq+YDMAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "surf_az = 180\n", "\n", "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "sky_diffuse.plot(label='klucher diffuse')\n", "irrad_data['dhi'].plot()\n", "#irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Klucher as a function of surface azimuth." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 40\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Surface azimuth should not matter if tilt is 0." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 0\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reindl model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "South facing at latitude." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 180 # south facing\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "East facing" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hay-Davies model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hay-Davies facing south." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 180 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Facing east." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hay-Davies appears to be very similar to Reindl. Too similar?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### King model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "king_diffuse = pvlib.irradiance.king(surf_tilt,irrad_data['dhi'], irrad_data['ghi'], ephem_data['azimuth'])\n", "king_diffuse.plot(label='king diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perez model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section walks through the Perez algorithm." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "kappa = 1.041 #for sun_zen in radians\n", "z = np.radians(sun_zen) # convert to radians\n", "\n", "#Dhfilter = DHI > 0\n", "\n", "# epsilon is the sky's clearness\n", "eps = ( (DHI + DNI)/DHI + kappa*(z**3) ) / ( 1 + kappa*(z**3) )" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "eps.plot();" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ebin = eps.copy()\n", "ebin[(eps<1.065)] = 1\n", "ebin[(eps>=1.065) & (eps<1.23)] = 2\n", "ebin[(eps>=1.23) & (eps<1.5)] = 3\n", "ebin[(eps>=1.5) & (eps<1.95)] = 4\n", "ebin[(eps>=1.95) & (eps<2.8)] = 5\n", "ebin[(eps>=2.8) & (eps<4.5)] = 6\n", "ebin[(eps>=4.5) & (eps<6.2)] = 7\n", "ebin[eps>=6.2] = 8\n", "\n", "ebin.plot()\n", "plt.ylim(0,9);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAD4CAYAAAAHHSreAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAV30lEQVR4nO3de9RldX3f8feHGYb7TXgqIAJBcBCUm7O0VIo1BBATwQurgWgtKAGUGLDVBNOLUZdZWtIoJg2TkUQ0oXQJAYw3VqxRMfGSjDBB5ZIi1nAR+ygNJFCDwLd/7P2E49kPA8xzzt48c96vtfZ6nrP3b87399vPmfPZt3N2qgpJkkZtMXQHJElPPYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6Vg7dgUnZbbfdat999x26G5K0bHz961//QVXNLbZsswmHfffdl/Xr1w/dDUlaNpJ897GWeVhJktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqSOXsMhyeokG0am+5KcN9bmpCQ3tMvXJzmqzz5Kknq+E1xV3QIcBpBkBXAncNVYs88Bf1JVleQQ4GPAgX32U5Jm3ZC3CT0G+HZV/cRt6qrqH0YebgdUr72SJA16zuEU4LLFFiR5ZZKbgU8Br3+sJ0hyZnvoaf38/PyUuilJs2eQcEiyCjgRuHyx5VV1VVUdCLwCePdjPU9VrauqNVW1Zm5ubjqdlaQZNNSewwnAdVX1/Y01qqprgWcl2a2fbkmSYLhwOJXHPqS0f5K0vx8BrAJ+2GPfJGnm9X5COsm2wLHAWSPzzgaoqrXAq4HXJfkx8P+An68qT0pLUo96D4eqegDYdWze2pHf3we8r+9+SZIe5SekJUkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnq6DUckqxOsmFkui/JeWNtXpPkhnb6cpJD++yjJKnnO8FV1S3AYQBJVgB3AleNNfsO8OKq+r9JTgDWAS/ss5+SNOt6v03oiGOAb1fVd0dnVtWXRx5+Fdir115JkgY953AKcNnjtHkD8Jke+iJJGjHInkOSVcCJwNs30uYlNOFw1EbanAmcCbD33ntPuJeSNLuG2nM4Abiuqr6/2MIkhwAXAydV1Q8f60mqal1VramqNXNzc1PqqiTNnqHC4VQe45BSkr2BK4F/U1V/02uvJEnAAIeVkmwLHAucNTLvbICqWgv8Z2BX4HeTADxUVWv67qckzbLew6GqHqB58x+dt3bk9zOAM/rulyTpUX5CWpLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktTRazgkWZ1kw8h0X5LzxtocmOQrSf4xyVv77J8kqdHrbUKr6hbgMIAkK4A7gavGmt0D/DLwij77Jkl61JCHlY4Bvl1V3x2dWVX/p6r+CvjxMN2SJA0ZDqcAly3lCZKcmWR9kvXz8/MT6pYkaZBwSLIKOBG4fCnPU1XrqmpNVa2Zm5ubTOckSYPtOZwAXFdV3x+oviRpI4YKh1NZ4iElSdL09Hq1EkCSbYFjgbNG5p0NUFVrk+wOrAd2BB5pL3U9qKru67uvkjSreg+HqnoA2HVs3tqR3+8G9uq7X5KkR/kJaUlSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOnoNhySrk2wYme5r7/Q22iZJPpjk1iQ3JDmizz5Kknq+E1xV3QIcBpBkBXAncNVYsxOAA9rphcBF7U9JUk+GPKx0DPDtqvru2PyTgI9W46vAzkn26L97kjS7er+H9IhTgMsWmf8M4PaRx3e08743jU688xPf4sa77pvGU0vS1B2054684+UHT/x5B9lzSLIKOBG4fLHFi8yrx3ieM5OsT7J+fn5+kl2UpJk21J7DCcB1VfX9RZbdATxz5PFewF2LPUlVrQPWAaxZs2bRAHk800hcSVruhjrncCqLH1IC+BPgde1VS/8cuLeqpnJISZK0uN73HJJsCxwLnDUy72yAqloLfBp4GXAr8ABwet99lKRZ13s4VNUDwK5j89aO/F7AOX33S5L0KD8hLUnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeroPRyS7JzkiiQ3J7kpyZFjy3dJclWSG5L8ZZLn9t1HSZp1Q+w5XAhcU1UHAocCN40t/zVgQ1UdAryubS9J6lGv4ZBkR+Bo4PcBqurBqvq7sWYHAZ9rl98M7Jvk6X32U5JmXd97DvsB88CHk1yf5OIk2421+WvgVQBJXgDsA+y12JMlOTPJ+iTr5+fnp9lvSZopfYfDSuAI4KKqOhy4Hzh/rM17gV2SbADeDFwPPLTYk1XVuqpaU1Vr5ubmpthtSZotK3uudwdwR1V9rX18BWPhUFX3AacDJAnwnXaSJPWk1z2HqrobuD3J6nbWMcCNo23aq5lWtQ/PAK5tA0OS1JO+9xygOVR0aRsAtwGnJzkboKrWAs8BPprkYZrgeMMAfZSkmdZ7OFTVBmDN2Oy1I8u/AhzQa6ckST/BT0hLkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktTRezi0twG9IsnNSW5KcuTY8p2SfCLJXyf5VpLT++6jJM26IW4TeiFwTVWd3N4qdNux5ecAN1bVy5PMAbckubSqHuy9p5I0o3oNhyQ7AkcDpwG0b/jjb/oF7JAkwPbAPcBDPXZTkmZe34eV9gPmgQ8nuT7JxUm2G2vzO8BzgLuAbwDnVtUjPfdTkmZa3+GwEjgCuKiqDgfuB84fa3M8sAHYEzgM+J12j6MjyZlJ1idZPz8/P8VuS9Js6Tsc7gDuqKqvtY+voAmLUacDV1bjVuA7wIGLPVlVrauqNVW1Zm5ubmqdlqRZ02s4VNXdwO1JVrezjgFuHGv2t+18kjwdWA3c1lsnJUmDXK30ZuDS9kql24DTk5wNUFVrgXcDlyT5BhDgV6vqBwP0U5JmVu/hUFUbgDVjs9eOLL8LOK7XTkmSfoKfkJYkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqaP3cEiyc5Irktyc5KYkR44tf1uSDe30zSQPJ3la3/2UpFk2xG1CLwSuqaqT21uFbju6sKouAC4ASPJy4C1VdU//3ZSk2dVrOCTZETgaOA2gqh4EHtzIPzkVuGz6PZMkjer7sNJ+wDzw4STXJ7k4yXaLNUyyLfBS4I/77KAkqf9wWAkcAVxUVYcD9wPnP0bblwN/sbFDSknOTLI+yfr5+fnJ91aSZlTf4XAHcEdVfa19fAVNWCzmFB7nkFJVrauqNVW1Zm5uboLdlKTZ1ms4VNXdwO1JVrezjgFuHG+XZCfgxcDHe+yeJKk1xNVKbwYuba9Uug04PcnZAFW1tm3zSuBPq+r+AfonSTOv93Coqg3AmrHZa8faXAJc0lOXJElj/IS0JKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqSNVNXQfJiLJPHA/8IOBurDbQLVnre6QtWet7pC1HXM/9qmqucUWbDbhAJBkfVWN34J0s649a3WHrD1rdYes7ZiH52ElSVKH4SBJ6tjcwmHdDNaetbpD1p61ukPWdswD26zOOUiSJmPZ7jkkydB9kLR0Q/5fHqr2cnj/WlbhkOSQJGsBquddniT7JNm7z5pt3d37rtnW3WPA/zhbD1T36UPUbWvvmWSrAequHuh1vTrJCTDI/+XnJfnVvmsP+f61KZZFOCTZPsl/BT4MnJbkZ3qsvU2S9wOfAT6S5I3t/Kmuu7buB4Brkrw/yUnTrDdSd6skFwFfBNYleVUfddva2yVZB7wjya7tvKkHVPv6ej/wmSS/1/OYt0/yWzSvr4uT/EI7f+r/N5PsAtwInJFkt2nXa2su/F++DFjVR82R2knym8B/B1Ym2bKnuoO9fy3FUz4ckhwC/DFNX38WeCew6Ic2puSXgT2r6iDg14HzAKrqkSnXPQeYq6rDgKuB30iy/5RrApwI7FFVzwY+CbwrybOnXbTdW3gXcBSwA/ASmP4WVpJnAH9I8/p6GU0o/pdp1hypvSdwCc2b5IuAjwMLW7TTfn0BPAO4GdgOOGzaxZLsCFwJHFVVR1TVx6ddc8wcsAfw/Kp6T1X9eNoFkzyPYd+/NtlTNhyS7ND+ehfwhqp6S1XdDRwO7NO2WTGl2tu3P7egWUc3tIv2BD6V5MAp110B7ELz5kxVfZHm09/vSLLTlGovrMuHgfm27seBa4Czkuw8jbojHgT+G3A08L+A5yd5Vtu3ae49/Ai4uKrObV9fHwM2tBsl03Yv8O+q6peq6h+ApwNXJ5mD6ew9tFvPC+vzXuAKoICXLOytTdGPaIL4W21fXpTkuCQHtI+n8n408rw7AgdU1YNJjk/y1iTHT6PmiLuB1/f5/jUpT7lwSLJ/ko8BlyT5WeCRqrojyTZtk/9Bk8BU1cNTqv2RtvYKmi2r/ZJ8CXgf8PfA/0xy7KTetMbq/lw7+++BFyY5tH2zuBl4NrBf+2+WXLs97rs2yTYj63IVcE+7VQtwAXAEcPCk6o7Xhn/aUr69qn4AfB7YminsPSxS94fAF0aaPJNmHd8yqZobqX1/Vf1tklVJzgXOp9mK/1SSg6rqkSn8nWtkfR4BbAP8R+CfAacmeUUmdM5nkfE+CPwZUEnuBn4DOBb4YpKDJzXe8doje2FbANcmeRfwKzRh9YEk/3Zhw2ySdQGqar6q7hw5hDW196+Jq6qnzETzx/sk8J+Ak2i2JD841uYo4EPAM6dcey1wQbtsJ5otyt3bx+cAn55i3fcAW7Y/Lwc2ACcA7wbWTajuUcBfAo8A/2Fk/h5tf14KrGrn/TpwxQTXdac27WXVI21+EXg/zSGAPuuuBq6cwmt7o7VptmgXfn8X8Nkp1t2i/fks4Nz29z+j2Ws8f8qvry2AY4C3jo33mmmu63b+LsAHaTY+Dm3nnUyz97RDT6+vqbx/TWMavANjK+4ZwB8BK0YefwX4uZE2B7ZvljsttvKnUPtEmj2I3wb2a5dtRbO1ueuU6n4NOK59/FPA09rfXw28ZRLjBp4DPBfYH7gV2Hdk2ZtpPpDzgpF1/iFgywmt643VXnjj2ptmi/ZNNFvUR0+h7j6LtDmFRzcKfhE4ZJpj5icDYuFzR/vRnGfaZsrr+rXAN4Bv0pyk/SPgNcC2U6679VjbA2jORWy91LpPoPZxNCf/Xz8y7/M05xWnVnekzVTev6YxDd6BRVbezcBLRx6/Dvj8WJsvAef0VPuz7e9XA+8FTqMJhguAlVOs+4WxNkcDfwGcPMHxbt3+vAj4yMj8FTR7MlcC/759Mb99wuu6U5s2GEbavBe4p63/3D7q0oTgH9CcRPw88Ow+xjzy88j29fUrPfydV7ZjXdgIOJn20NYUxzu+Jf0vgGsnOd7HGXOAU9vX9tvb95LfZnLBtLG/8UL4T+X9a9LTMEUX2SLi0S3n04A/H5m/M81lby9eWPnAG4Ejeqp9Oc3x9tVt3U8Bp/Q05qPbx6+mOUn7C5OoO7Js4cW6A82WzjEjy7YGXgxcCLx2Uuv6idRu578A+B7wmp7rfobmhOkmhfAS1vfTaA4bXg/86z7HPNJui77qAtvTXJm1Afj5AV5fz6PZ8JnI/+UnUXcblvD+1efUf8Fma/ATwOHt4/GtxRU0xz/PG5n3ESaw5biJtT+61NpLHTOw8zTqLtRuf54HfLL9/VSWeGhhibU3+XDKEusG+FcD1D6lfQ0cNMCYN3mLeYl1V7KEvbKhXttDva6HmHq9WinJGcDxNFvBr4Lu9dzVnMF/G3Bue+XEa2mO4y3puu8l1D54KbWXOOZql//dNOq2HmmXfQB4UZJ7gZ9un2OTrhyZQO1sSu0l1v0ZYKuq+sKTrTuB2sfSnPy/see6P80mXrE4gXW9ZVX9zQC1N/m1PdTrejDTTh/ak6nt77sAe9EcP/894GXt/NGTcgvH506i+cDItTQfmlk2tZdL3ZG2O9GcQ7kBeFEf63pStR3z5l93Vsc89DS9J25WzsXAl2muODl4bNm5NJeV7Ti6ghdb0cul9nKrO9JmCzbxqpyhajvmzb/urI75qTJN87DS22mOo76BJnH/6bvKq+pemstEQ3OFBNWu0YWfy7T2sqo70uaRqrqBTTNUbce8+dcdsvaQY35KmNbH81e2Dy+tqpuq6j3Ag0neOdL0mzSXCj4vyduSvHGpx+OGqj1rdYes7Zg3/7pD1h5yzE81Ew+HajxE8z1Ezx9Z9CbgTWm+CZKqeoAmeU8BzgRuW+oW9FC1Z63ukLUd8+Zfd8jaQ475KacmfJyKR0+uHkHzBW7bjCz7EO2HXWiO293GyMfol2vtWavrmGdjzK7rfsf8VJsWdp+etDQ3y3gYuLDGvvo2yYqqui7J54DfBU5vF91C8y2FVNW9SQ6s5su4lkXtWas7ZG3HvPnXHbL2kGNeNjYhWbcBfg24E1hP+wVW7bLRyzN/iuY7iL7Utj+F5rKuV21qkg1Ve9bqOubZGLPrut8xL7fpyazUlQsrkObGJCtpvnL3txj5RkNgd5pPFX+V5ptFDwNeD/wp8OpN/IMOUnvW6jrm2Riz67rfMS/X6QmtVOA3ab5j59iFFdz+3IPmjP1xI/OOA944kc4NVHvW6jrm2Riz67rfMS/36fFWbGiOuS18le9nae5lsNVIm/Novu6385W3tN8xsol/1EFqz1pdxzwbY3Zd9zvmzWF6vJW7I80nBHdoHx/P2Ld00ux6XUVz34MXA69c+MMsqWMD1Z61uo55Nsbsuu53zJvDtNHPOVTVfcD/pvlKaWjuJ3A9cGSS3ds2PwY+TXOntN/n0S+Lq4099+MZqvas1R2ytmPe/OsOWXvIMW8OnsiH4K4CDkuyRzU3Qb8B+Eea43UkORR4C/CBqtq/qq6eYP+Gqj1rdYes7Zg3/7pD1h5yzMvaEwmHPwd+SJu+VXUdzY1Ytm2X3wX8y6o6fwr9G6r2rNUdsrZj3vzrDll7yDEva4/7Ibiq+l6Sq4H3JrkV+CvgR8BD7fL5aXVuqNqzVnfI2o558687ZO0hx7zsbeyExOgEnEBzv9mbgV96ov9uEtNQtWetrmOejTG7rvsd83KdFq7tfUKSbNnkST30hP/RhAxVe9bqDlnbMW/+dYesPeSYl6MnFQ6SpNnQ6z2kJUnLg+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6/j+GKqK8xhZ81QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ebin = ebin - 1\n", "ebin = ebin.dropna().astype(int)\n", "ebin.plot();" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "delta = DHI * AM / DNI_ET\n", "delta.plot();" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelt = 'allsitescomposite1990'\n", "\n", "F1c, F2c = pvlib.irradiance._get_perez_coefficients(modelt)\n", "\n", "F1 = F1c[ebin,0] + F1c[ebin,1]*delta[ebin.index] + F1c[ebin,2]*z[ebin.index]\n", "F1[F1<0]=0;\n", "F1=F1.astype(float)\n", "\n", "#F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebinfilter] + F2c[ebin,2]*z[ebinfilter]\n", "F2= F2c[ebin,0] + F2c[ebin,1]*delta[ebin.index] + F2c[ebin,2]*z[ebin.index]\n", "F2[F2<0]=0\n", "F2=F2.astype(float)\n", "\n", "F1.plot(label='F1')\n", "F2.plot(label='F2')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from pvlib import tools" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "A = tools.cosd(surf_tilt)*tools.cosd(sun_zen) + tools.sind(surf_tilt)*tools.sind(sun_zen)*tools.cosd(sun_az-surf_az) #removed +180 from azimuth modifier: Rob Andrews October 19th 2012\n", "#A[A < 0] = 0\n", "\n", "B = tools.cosd(sun_zen);\n", "#B[B < pvl_tools.cosd(85)] = pvl_tools.cosd(85)\n", "\n", "A.plot(label='A')\n", "B.plot(label='B')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sky_diffuse = DHI*( 0.5* (1-F1)*(1+tools.cosd(surf_tilt))+F1 * A[ebin.index]/ B[ebin.index] + F2*tools.sind(surf_tilt))\n", "sky_diffuse[sky_diffuse < 0] = 0\n", "sky_diffuse[AM.isnull()] = 0\n", "\n", "sky_diffuse.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the Perez model to others." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 90\n", "\n", "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['ghi'], \n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", "irrad_data['dhi'].plot()\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Examine the impact of the coeffecient selection." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, model='allsitescomposite1990')\n", "perez_diffuse.plot(label='allsitescomposite1990')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, model='phoenix1988')\n", "perez_diffuse.plot(label='phoenix1988')\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Angle of incidence functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``irradiance`` module has some convenience functions to help calculate the angle of incidence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, the angle of incidence." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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p0h6avpRt+/IYNzilWhX449Ei70OCrdmkiooNIyfraJVKlfTN4q1MXbCZm89qRWrTaLvjOIYWeR/TrG5NxvRLZO663bzxy1q74yjlCNv35XHv54tJjouqlme1Ho8WeR90ccfG9O7QkOe+X8nSLbl2x1HKVsYY7vp0EXkFRYwbnEKwH07GXRX6bPggEeGx/h2IDg9h5OQM8gq005Kqvj6Ys4HZq3K4r097WsRE2B3HcbTI+6jomiE8c0kyq7Yf4JnvdBJwVT2t3nGAx75eTve2MdVmEpCK0iLvw85sE8NVpzTjrV/X8dvqnXbHUcqrCoqKGTk5g/CQQJ6uRpOAVJQWeR836vyTaBlTkzs/yST3kE4yoqqPF37IYvHmXJ4Y0IH6kWF2x3EsLfI+rkZIIOMGp5CzP58Hvlhy4gco5Qfmb9jDyz+tZmCnOHol6omBx6NF3g8kxdVmRI/WTM/copOMKL93ML+Q26dkEFu7Bg9e2N7uOI6nRd5P3Ni9JR2b1uaBaUv0bFjl1x79ehkbdx9i7KAUaoUF2x3H8bTI+4mgwADGDU6hsNhw16eZFOvZsMoPzVy2nYnzNnH9GS2r3VytlaVF3o80q1uT/17Qnt9W7+Kd39fbHUcpt9p5IJ9RUxdxUqNIbu/Zxu44PkOLvJ8Z3LkJ55zUgKe+XcGq7fvtjqOUWxhjGPXZYvblFfL84BRCgrR0lZc+U35GRHjy4g7UCg3itkkZHCkstjuSUlU2+c9NzFy+nbvPa0vbhrXsjuNTtMj7oXoRoTx1cRLLtu5j7IxVdsdRqko27DrIw18t49SWdbmmW3O74/gcLfJ+6pz2Dbi0SxNen72Geet22x1HqUoptM5qDQoQnr0kmYAAPau1orTI+7H7+7SnaZ1wRk7OYH+eng2rfM9rs9awYONeHumfSGztGnbH8UkVneP1bRHZISJLSiyrIyIzRCTLuowucd9oEVktIitF5Dx3BlcnVjM0iLGDUtiae5gxXy6zO45SFbIoey/Pz8ziwuRY+qU0tjuOz6ronvy7QK9Sy0YBPxhjWgM/WLcRkfbAECDBeswrIhJYpbSqwjo1i+bms1rx6fxsvl2y1e44SpXL4SNFjJycQb2IUB7tl2h3HJ9WoSJvjJkNlG7g7Qe8Z11/D+hfYvkkY0y+MWYdsBroUoWsqpJu6dGapLgoRk9dzI59eXbHUeqEnvp2BWtyDvLcoGSiwvWs1qpwR5t8A2PMVgDrsr61vDGwqcR62dYy5WXB1tmwhwuKuPuzRRijZ8Mq55q9Kod3f1/PNd2a061VPbvj+DxPHngt6zB4mdVFRIaJSLqIpOfk5HgwUvXVMiaCe3ufxM8rc/hwzga74yhVpj0Hj3DnJ5m0rh/B3b3a2h3HL7ijyG8XkUYA1uUOa3k20KTEenHAlrJ+gTFmgjEmzRiTFhMT44ZIqixXdG3GGW1ieOyb5azNOWB3HKX+wRjD/dOWsOfQEcYNTiEsWA/huYM7ivx04Crr+lXAFyWWDxGRUBFpDrQG5rlhe6qSRIRnBiYRGhTIyCmZFBbp2bDKOaZlbObrxVsZ2bMNiY2j7I7jNyrahXIi8AfQVkSyReRa4Emgp4hkAT2t2xhjlgJTgGXAt8BwY4zOOG2zBpFhPHZRIpmb9vLKz2vsjqMUANl7DvHfaUvpHB/N9We0tDuOXwmqyMrGmEuPcVePY6z/GPBYRUMpz7ogKZYZy7Yz/ocsureNISmutt2RVDVWXGy4Y0omxcYwdlAKgXpWq1vpGa/V1MN9E4mJCGXk5AzyCvQLlrLPm7+uZe663TzYN4EmdcLtjuN3tMhXU1HhwTx7STJrcg7y5P9W2B1HVVPLt+7j2e9WcV5CAy7pFGd3HL+kRb4aO611Pa4+NZ53f1/Pr1k77Y6jqpn8QtdZrZE1gnn8og6IaDONJ2iRr+ZGnd+OljE1ufOTTHIP6SBmynue+34VK7bt55mBSdSNCLU7jt/SIl/NhQUHMm5wCjsP5PPf6UtO/ACl3OCPNbt445e1DD25KWe1q3/iB6hK0yKvSIqrza09WvNFxha+zCzzfDWl3GZfXgF3fpJJfN2a3NfnJLvj+D0t8gqAm7q3JKVJbe6ftoRtuTqImfKch75YyrZ9eYwdlEx4SIV6catK0CKvAAgKDGDsoGTyC3UQM+U5Xy/aytSFm7n5rFakNo0+8QNUlWmRV39pERPBfX3aM3uVDmKm3G9bbh73fr6Y5Ca1ufnsVnbHqTa0yKt/uPzkppypg5gpNysuNtz1aSZHCosZNyiZ4EAtPd6iz7T6BxHh6YFJhAXrIGbKfT6Ys4FfsnZyX5+TaBETYXecakWLvPqXBpFhPNrfNYjZyz/pIGaqalbv2M/j3yznrLYxDD25qd1xqh0t8qpMFyTF0j8llhd+zCJz01674ygfdaSwmNsmZxAeEshTA5P0rFYbaJFXxzSmXyL1a4UyckoGh4/oIGaq4l78MYslm/fxxIAO1K8VZnecakmLvDqmqBquQczW5hzkqW91EDNVMfM37Obln1YzsFMcvRIb2R2n2tIir46rW6u/BzH7JUvn31XlczC/kJGTM4mtXYMHL2xvd5xqTYu8OqGjg5jd9ckiHcRMlcsjXy1j055DjB2UQq2wYLvjVGta5NUJhQUH8vzgVHYeyOeBL3QQM3V8M5ZtZ9Kfm7jhzJZ0aV7H7jjVntuKvIiMFJGlIrJERCaKSJiI1BGRGSKSZV3qecw+qkNcFLf2aM30TB3ETB1bzv58Rn22iPaNIhl5Thu74yjcVORFpDFwK5BmjEkEAoEhwCjgB2NMa+AH67byUTqImToeYwyjpy5if34hzw9JISRIGwqcwJ2vQhBQQ0SCgHBgC9APeM+6/z2gvxu3p7zs6CBmRwqLuevTTB3ETP3DpD83MXP5Du7p1Y42DWrZHUdZ3FLkjTGbgWeBjcBWINcY8z3QwBiz1VpnK1Dm7AAiMkxE0kUkPSdHe3A4WYuYCO7tcxK/ZO3kAx3ETFnW7zzII18to1uruvzn1Hi746gS3NVcE41rr705EAvUFJHLy/t4Y8wEY0yaMSYtJibGHZGUBx0dxOzxb5azRgcxq/YKi4q5fUoGQQHCs5ckExCgZ7U6ibuaa84B1hljcowxBcBU4FRgu4g0ArAud7hpe8pGJQcxu31yBgU6iFm19urPa1iwcS+P9E+kUVQNu+OoUtxV5DcCXUUkXFyDU/QAlgPTgausda4CvnDT9pTNGkSG8Vj/DmRm5/LazzqIWXW1dEsu43/Iom9yLP1SGtsdR5XBXW3yc4FPgQXAYuv3TgCeBHqKSBbQ07qt/ESfpEac2SaGSX9uorhYD8JWR5+kZxMgwiP9Eu2Ooo7Bbb1rjDEPGmPaGWMSjTFXGGPyjTG7jDE9jDGtrcvd7tqecoaLUhuzee9hXp2le/PVzZLNuXw0dwPntK9PVLie1epU2pFVVUm/lFguTI7lue9XMmftLrvjKC85mF/IrRMXUrdmKI/172B3HHUcWuRVlYgITwzoQHzdmtw6cSE5+/PtjqS84OEvl7Fu10HGDk4mumaI3XHUcWiRV1UWERrEy0M7knu4gJGTMyjS9nm/9vWirUxO38RN3Vtyast6dsdRJ6BFXrnFSY0iGdM3gV9X7+Q1bZ/3W9l7DjFq6iJSmtTmNh2bxidokVduM7hzEy5IasS4GavI0CkD/U5RsWHk5AyMgReGpBIcqOXDF+irpNxGRHjsog40iAzjtkkLOZhfaHck5UYv/biaP9fv4ZH+CTStG253HFVOWuSVW0XVCGbsoGQ27j7EmC+X2h1HuUn6+t2M/2EVF6U25qLUOLvjqArQIq/c7uQWdbmpeyumpGfzzeKtdsdRVZR7uIARkzJoHF2Dh/sl2B1HVZAWeeURI85pTXKT2oz6bBFb9h62O46qJGMM932+mG378hg/JFWn8vNBWuSVRwQHBjB+cMpfB+u0W6Vv+nR+Nl8t2srtPdvQsalO7OaLtMgrj4mvV5OH+iYwd91uXp+t3Sp9zbqdB3lw+lK6tqjDDWe2tDuOqiQt8sqjBnaKo0+HRoz9fhWLsrVbpa84UljMrRMXEhwYwLjBKQTqGPE+S4u88igR4fGLOlC/VigjJmVot0of8dyMlSzenMtTFyfpGPE+Tou88rio8GDGDk5h/S7XFHHK2X7N2snrs9Zy2clN6ZXY0O44qoq0yCuv6NqiLjee2ZJJf27if9qt0rF2Hcjn9ikZtKofwQN92tsdR7mBFnnlNSN7tiE5LopRUxdrt0oHMsZwz2eL2HuogBeGpFIjJNDuSMoNtMgrrwkODGD8kFQKi4q1W6UDfTBnAzOX72DU+e1oHxtpdxzlJm4r8iJSW0Q+FZEVIrJcRE4RkToiMkNEsqxL7WhbzcXXq8nD/RKZu243r/682u44yrJy234e/Xo53dvG8J9u8XbHUW7kzj358cC3xph2QDKuibxHAT8YY1oDP1i3VTU3oGNj+ibHMm5mFgs27rE7TrWXV1DELRMXEBkWzLOXJCOi3SX9iVuKvIhEAmcAbwEYY44YY/YC/YD3rNXeA/q7Y3vKt4kIj16USKOoMEZMWsj+vAK7I1Vrj329nFXbDzB2UDL1IkLtjqPczF178i2AHOAdEVkoIm+KSE2ggTFmK4B1Wd9N21M+LjIsmPFDUtiyN4//fqGjVdrl+6Xb+GDOBq47vTlntImxO47yAHcV+SCgI/CqMSYVOEgFmmZEZJiIpItIek5OjpsiKafr1KwOI3q05vOFm/l8Ybbdcaqdbbl53P3ZIhJiI7nzvLZ2x1Ee4q4inw1kG2PmWrc/xVX0t4tIIwDrckdZDzbGTDDGpBlj0mJidG+iOhl+Viu6xNfhgWlL2bDroN1xqo2jA8flFxTzwqWphAZpd0l/5ZYib4zZBmwSkaO7Az2AZcB04Cpr2VXAF+7YnvIfgQHCuCEpiMCISRkUFBXbHalaeG3WGv5Yu4sxfRNoGRNhdxzlQe7sXXML8JGILAJSgMeBJ4GeIpIF9LRuK/UPjWvX4IkBHcjYtJfxM7PsjuP3Fm7cw9gZq+iT1IhL0nSWJ38X5K5fZIzJANLKuKuHu7ah/NcFSbHMXpXDyz+v5rTW9ejaoq7dkfzS/jzXLE8NI8N4/KIO2l2yGtAzXpVjPHhhAvF1azJycgZ7Dx2xO45f+u8XS8nec4jxQ1KIqqGzPFUHWuSVY9QMDeKFIansPJDPqM8WY4wOe+BOny/M5vOFmxnRow1p8XXsjqO8RIu8cpQOcVHceW5bvl26jUl/brI7jt/YsOsg93++hC7xdbj57FZ2x1FepEVeOc51p7fgtFb1GPPlUlbv2G93HJ9XUFTMrZMy/urJpLM8VS9a5JXjBAQIYwclEx4SxM0fLySvoMjuSD7t2e9XkrlpL09enETj2jrLU3WjRV45Uv3IMMYOSmbFtv2M+VKHPaisn1bs4PVZa7m0S1N6d2hkdxxlAy3yyrG6t63Pjd1bMnHeJr7I2Gx3HJ+zNfcwt0/JoF3DWjx4oc7yVF1pkVeOdkfPNqQ1i+beqYtZm3PA7jg+o7ComFsnLiS/sJiXh3YkLFiHLaiutMgrRwsKDOCFS1MJDgpguLbPl9u4mav4c/0eHrsoUYctqOa0yCvHi61dg7GDklm+dR+Pfr3M7jiON3tVDq/8vIZBaXFclKrDFlR3WuSVTzi7XQOGndGCD+ds5KtFW+yO41jb9+UxcnIGretHMKZvot1xlANokVc+467z2pLatDajPluswxKXoajYMGLSQg4dKeLlyzpSI0Tb4ZUWeeVDggMDePHSVAIDhOEfLyC/UNvnSxr/QxZz1u7m4X4JtG5Qy+44yiG0yCufEhcdzjMDk1iyeR+Pf73c7jiO8UtWDi/+mMWAjo25JK2J3XGUg2iRVz7n3ISG/N9pzXnvjw3afx7YvPcwt05cSOv6ETzaX9vh1T9pkVc+6Z7z29Elvg6jPlvMim377I5jm/zCIm76cD4FRYbXLu9EeIjbpohQfkKLvPJJwYEBvDQ0lVphQdzwwXz25RXYHckWY75cRmZ2Ls9ekkwL7Q+vyqBFXvms+rXCeHloR7L3HOb2yZkUF1ev8ec/Sd/Ex3M3csOZLemV2NDuOHNjVTkAABOPSURBVMqh3FrkRSRQRBaKyFfW7ToiMkNEsqzLaHduT6nO8XW4r89JzFy+nVdnrbE7jtcs2ZzL/dOWcGrLutx5bhu74ygHc/ee/AigZJeHUcAPxpjWwA/WbaXc6upT4+mXEsuz369k9qocu+N43N5DR7jxo/lEh4fwwqWpBAXqF3J1bG57d4hIHNAHeLPE4n7Ae9b194D+7tqeUkeJCE8M6ECb+rUYMWkh2XsO2R3JY1wnPGWwLTePVy7vSL2IULsjKYdz5y7A88DdQHGJZQ2MMVsBrMv6ZT1QRIaJSLqIpOfk+P+emHK/8JAgXruiE4XFhuven8/B/EK7I3nEk/9bzqxVOTzUN4GOTbX1U52YW4q8iFwA7DDGzK/M440xE4wxacaYtJiYGHdEUtVQ83o1efHSVFZu28ftUzL87kDsp/OzeeOXdVx5SjOGntzM7jjKR7hrT74b0FdE1gOTgLNF5ENgu4g0ArAud7hpe0qVqXvb+tzXpz3fLd3O2Bmr7I7jNvM37OHeqYs5tWVdHrhAJwBR5eeWIm+MGW2MiTPGxANDgB+NMZcD04GrrNWuAr5wx/aUOp5rusUzpHMTXvpptV+cEbtl72Gu/2A+jWqH8crQjgTrgVZVAZ5+tzwJ9BSRLKCndVspjxIRHu6XSJf4Otz16SIyNu21O1KlHTpSyLAP0skrKOLNK9OoHR5idyTlY9xe5I0xPxtjLrCu7zLG9DDGtLYud7t7e0qVJSQogFcv70j9WqFc9346m/cetjtShRUWFXPLxwtZtmUfL1yaoiNLqkrR733Kb9WNCOXtqzuTV1DEVW/PY++hI3ZHKjdjDA9OX8oPK3Ywpl8iZ7drYHck5aO0yCu/1qZBLSZckcbGXYe47v10n5kj9tVZa/jIGrLgiq7ak0ZVnhZ55fdOaVmXsYOTSd+wh9smZVDk8K6V0xZu5ulvV9IvJZa7z2trdxzl43xiXNKCggKys7PJy8uzO0qVhIWFERcXR3BwsN1Rqp0LkmLZsS+fh79axpgvlzKmbwIiYnesf/lxxXbu/CSTU1rU5emBSQQEOC+j8i0+UeSzs7OpVasW8fHxjvzHLA9jDLt27SI7O5vmzZvbHadauua05mzfl8frs9dSIziQUee3c9T76ffVO7nhwwW0j43k9Ss7ERqkc7SqqvOJIp+Xl+fTBR5c3frq1q2LDttgr1Hnt+PQkSJen72WkKAA7jjXGc0h8zfs5v/eT6d53Zq8958uRIbptz3lHj5R5AGfLvBH+cPf4OtEhDF9EygsLubFH1cTHBjArT1a25pp/oY9XP32nzSMDOOD/+tCdE3tC6/cRw+8ekjv3r3Zu9d3T8LxZwEBwmP9OzCwUxxjZ6zi2e9WYow9B2N/X72TK96aS92IED78v5OpXyvMlhzKf/nMnryv+eabb+yOoI4jIEB46uIkggKEl35aza6DR3i0fyKBXjzQ+eOK7dzw4QLi64bz4bUnUz9SC7xyP92Tr4D+/fvTqVMnEhISmDBhAgATJ06kQ4cOJCYmcs899/y1bnx8PDt37rQrqiqHwADXOPTDz2rJxHkbGf7RAq/1o/9gzgaue38+bRvUYvKwU7TAK4/xuT35MV8uZdmWfW79ne1jI3nwwoQTrvf2229Tp04dDh8+TOfOnenTpw/33HMP8+fPJzo6mnPPPZdp06bRv7/OjeIrRIS7zmtHnZqhPPLVMga9/gevXd6J2No1PLK9omLDo18v453f1tOjXX3GX5pKRKjP/RsqH6J78hXwwgsvkJycTNeuXdm0aRNvvvkm3bt3JyYmhqCgIIYOHcrs2bPtjqkq4drTmvPGlWmsyznIhS/+yu9r3P8tbGvuYS57Yw7v/Laea09rzoQr07TAK4/zuXdYefa4PeHnn39m5syZ/PHHH4SHh9O9e3eSk5NZs6b6TB7t73q2b8C0m7sx7P10hr45l2u6Neeu89oSFly1/urGGL5bup3RUxeRX1jMc5ckc3GnODelVur4dE++nHJzc4mOjiY8PJwVK1YwZ84cDh8+zKxZs9i5cydFRUVMnDiRM8880+6oqgpaxkTw5S2ncUXXZrz16zrOH/8LM5dtr3Tvm427DvF/76Vzw4fzaRxdg69uOU0LvPIqn9uTt0uvXr147bXXSEpKom3btnTt2pVGjRrxxBNPcNZZZ2GMoXfv3vTr18/uqKqKwkOCeLhfIuclNOSBaUv4v/fT6RJfh2FntOCsdvXL1QNnTc4BJsxay2cLsgkNCuD+Pidx1anxOuGH8jqxq3/wsaSlpZn09PR/LFu+fDknnXSSTYncy5/+luqgoKiYyX9u4sUfs9i+L5/YqDDOad+Abq3q0bp+BDG1QgkKCGDPoSOs33WQBRv2MGPZdjKzcwkJCuDSzk24sXsrGkZp7xnlWSIy3xiTVnq57skrdRzBgQFc3rUZgzs3Ycay7Xw2P5tP0rN5/48Nx3xMQmwk9/U+iX6psXpyk7KdW4q8iDQB3gcaAsXABGPMeBGpA0wG4oH1wCBjzB53bFMpbwoODKB3h0b07tCI/MIilm7Zx9qcg+w5eISC4mKiw0OIrV2D5LgonaJPOYq79uQLgTuMMQtEpBYwX0RmAFcDPxhjnhSRUcAo4J7j/B6lHC80KJCOTaPp2DTa7ihKnZBbjgIZY7YaYxZY1/cDy4HGQD/gPWu194BKnyXktGMHleEPf4NSyre4/VC/iMQDqcBcoIExZiu4PgiA+pX5nWFhYezatcuni+TR8eTDwrSNVinlPW498CoiEcBnwG3GmH3lHVpXRIYBwwCaNm36r/vj4uLIzs72+bHYj84MpZRS3uK2Ii8iwbgK/EfGmKnW4u0i0sgYs1VEGgE7ynqsMWYCMAFcXShL3x8cHKyzKSmlVCW4pblGXLvsbwHLjTFjS9w1HbjKun4V8IU7tqeUUqp83LUn3w24AlgsIhnWsnuBJ4EpInItsBG4xE3bU0opVQ5uKfLGmF+BYzXA93DHNpRSSlWc44Y1EJEc4NinEx5fPcCJM3VororRXBWjuSrGqbmgatmaGWNiSi90XJGvChFJL2vsBrtprorRXBWjuSrGqbnAM9l0SDyllPJjWuSVUsqP+VuRn2B3gGPQXBWjuSpGc1WMU3OBB7L5VZu8Ukqpf/K3PXl1DFLeMSaUo+nrqCrKp4q8iDRy4ptcRGJFJNTuHKWJSAcRuQfAOOgrm4g0tDtDWUSkgd0ZyiIibUXkfHDc69hMRP492JQDiIgjRwK0o4b5RJEXkVAReRWYBUwQkQF2ZwLXgGwiMhb4H/CmiFxmLbf1eRWXZ4GPgSBrXCHbiUgNEXke+FZExomIIybEtV7HccD/ROR1h72/ngMmAo6ZicR6Hcfhet+/JyI3WsttryciUlNEJgAPikhda5ntO4Z21jDbX5Ry6gs0Msa0Ab4CHhaRNnYGEpFY4F1c/3zdcI3Lc3Svudi+ZADEAI2ATsaYx4wxBTbnOWo4EGOMSQGmAY+LSCs7A4lIY+ADXP8LvXH9Ez5tZyYAEYkEpgKnGWM6GmOcNO7TrUCsMaY98BBwG9j/vrf23h8GTgNqAWdZuZzw7ce2GubYIm8NW3yUAXIArDf7t8D1IlLbhly1rKu5uGbDutkYcwBoAEwTkRhrPa8+tyVyAUQBrY0xR0TkPBG5U0TO82aeErkirMtAIBrXGxxjzCzgIK49rig7slnygDeNMSOMMduAKUCGiCTZmOlorg+ApQAi0k1EzhWR1tZtr//vikigtV0BFlmLY4GvRaSdt/OUyBVuXc0HXgXOALKATiLS0lrH63vzTqlhjivyItJKRKYA74pIHxGpCRwG9ll7zwDPAB2BBOsxHn8BS+cCgo0xG0QkXERG4JrasCauN3x7Y0yxl3O9Yz1fdYADwG8i8jBwN66C8byIXFXqjeeNXO+JyAXW4v3AySKSbH0YrgDaAC2sx3jj+WorIq+JSA0AY8wu4OcSqzSx8qz0dJYT5DoC/AgYEdkGPA70BGaJSIIX319/5TLGFFl761uApiLyC/AUrtd1poj09GYxFZHWIvI+ruaPvkAtY8xqY8xO4CcgDBv25h1Xw4wxjvnB9aHzFfAArqkDX8U1kmUo8DVwPhBirfsQ8KlNuV4GXrTuE6BNiXUfBmbYlOsV4FnrvhdxFa9k6/ZA4FNc/wjezvUa8BgQbF1+AmRYr+cjuCZ+98bzdRowD9dk8/cdff1KrdMWmOqNPMfLVeJ57AHcWer99a0DckXh+tbT0Fo2HPjGi8/ZFcAy4EbgGuAN4MpS61wHjMPVbOmtXI6rYV57I5fzCWoMfAgElrg9DzgZ1zDF7wBdrPvaWS9ssE25/gD6WrflaLHAtRc4DahhU665uL6uJgMzgGtKrP8TrrZUu3Kda91uDtSxrl8MjDz6PHo410lAItAKWI1rQKfS6wwBnrGuXwckeeH5Kp0rvsR9YaXWbY2rrT7MrlzW+72xVUBbWMtCce1U1PV0Lmt75wIXlrj9FHCDdT3IumwK3A/chOub9hleyOW4Guao5hpjzGYgDdfX0qO3XwHGGGM+AVYBo0XkDmASsNZ44aDiMXK9Coy0bhtjjBGRU4C3gd+NMYdtzPWAMSYT19lzF4rIaOur9RJgt025XsY1xwDGmHXGmN0icgZwO7DJWu7Rr9TGmOXAamPMalwfgA/Dv9q3ewB1ReQz4DJcTV0eVUauMVYuMcb8tX0RORXX5DxzSi73di7rddqG6wPnOhG5GvgO+BPXsSqPM8Z8D3wvIkeHS8/DdXwAY0yhdbkRiAAexfXhbdd7394a5o1P3TI+7f61l8vfn3xXA7+WWF4b19fCzrj2IE4HxgOXOyDXRCtPTVz/AAuBQQ7INRk41bqdANwBDHFArolYe1O49uCzgMu8kavEfUe/cdXCtXfao9T9/8N1sHOgU3LhKlT34GriGuygXEm49pK/9sT760TZSq33ETCg1LLOwFZgqAdy1QEiSz5P/P0NwrYaVmZWb2yk1JPzJPAlkGrdDih1fyCuA063lVj2HpDo5FxAihNzOfj5qm1HrqPZrMvbgK+s65da/4DdHZgriBLHfRyUy6NNkuXMFgCEA5/j6uEmwHlAqAdzPQAsx7Un/lDpbHb9Tx7rx9vd/P7PegGygAHw7761xpgi4C5ghIj0F5HLcbULeqwPbhVzHb0/Azfz0+fLWPfvtSOXpdi673mgm4jkAufgKgw/OzBXsDFmlcNynY113p27c1Ukm7Usyvrpw9/HpNyeTVwnWj2D633cHfgvcJuIxJsSvZ3s+J88Lk9/imAdYLOuRwNxuF6E14He1nIpsU6AddkPVxPIbFwnhGguzVXlXCXWjcLVjW0R0E1z2ZuritkuxFVApwCneyoXrm9U3bGaZaxlb1Cic4O1zCvv/XLn99gvdr0p3gR+x9Vul1DqvhHAC1jtWvzd9ufpHhaaqxrnKrFOAB7oOaO5bMlWE7jew7mGYzWZWc+F4Drb/SdKNdV6+r1f0R9PNteMxtU2dS2uT+W/xkk2xuTi6oIouPpvY6xn5+il5tJcnshVYp1iY8wi3E9zeTGbiAQYYw4aY173Qq53rO0X49qrL8B1lu3mkg/ywnu/Qtxe5MXlaLemj4wxy40xjwFHRGRMiVWX4PoU7CAid4nIjZ4860tzaS7N5Zxc7spmPDBezjFyPVoyl3F1e2wOFBpjckRkgIgMcXcWd3B7kTcuhbj6rHYqcddNwE0iEm2tdwjXp/MQYBiu/qIe+wTUXJpLczknl5OzlTcXrr7w4eIaWuEeXOcOOI9xfzvW0YMOHXENyFOjxH1vAHebv9u71lLilG1P/mguzaW5nJPLydnKkWu0dX0UsB24zlvPWWV+Kj39n7gmoygCxpsSZ2yJNUqdMaZIRCYBh40x/7HuuxPYZoz50LodYlwDMbmN5tJcmss5uZycraq5RCQVWGG8cHZ7lVTiU64GrtPTNwPpWANgWfeV7ELXHNd4Fr9Y6w/B1f1qQEW3qbk0l+byrVxOzuaGXG4/G9qTPxV5Yo6esiu4JskIwjX86VhKjGwINATeB+bgGnUwBdcocd8DF3vgBdNcmktzOSSXk7M5NZenf8r1xADP4hproefRJ8m6bITrqPe5JZadC9zo8eCaS3NpLsfkcnI2p+by1s+JnhzBNYLah8BQXCPRDafEuBC4xrP4mDKGsMUa88IDL5rm0lyayyG5nJzNqbm8+XOiJygS19letazb51Fq9DRcX2c+xzWH4ZnARUefXA++oTSX5tJcDsnl5GxOzeXNn+P2kzfG7APW4xo6E+A3XMPpniIiDa11CoBvcI0b8RZ/D0Bljve7q0JzaS7N5ZxcTs7m1FzeVJ6ToT4HUkSkkXFNWL0I16m8jQBEJBnX5BnPG2NaGWOmeSyt5tJcmsupuZyczam5vKI8Rf5XYBfWJ6ExZgHQBdcYzuCa1Pd0Y8woTwTUXJpLc/lELidnc2ourwg60QrGmK0iMg14UkRW45riKw84OsVWjmcjai7NpbmcnsvJ2Zyay2vK23iPa5bxt4EVwM3uPDBQlR/Npbk0l3NyOTmbU3N5+qdCwxqISLDrc8E1Ua5TaK6K0VwVo7kqzqnZnJrLkyo9do1SSinn8+ocr0oppbxLi7xSSvkxLfJKKeXHtMgrpZQf0yKvlFJ+TIu8Ukr5MS3ySinlx7TIK6WUH/t/ZMuuIjiSx3AAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proj = pvlib.irradiance.aoi(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "#plt.ylim(-1.1,1.1)\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AOI projection: the dot production of the surface normal and the vector to the sun." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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raVqjEgPa1fI6kvGAbRGYkHU0L5/b3pjPT0fzGH9DJyrHhe+5AmdLRPjb5a3pVD+Jv7y3mDU7D3odyXjACoEJWQ9/tJwFm/fz1JXtbIhGP0RH+hh7bUfio30Me2O+NR6HISsEJiRNXpjJmz9uZtj5jbikbYrXcUJezcQYxgzpwIbdhxj1wRIb1CbMWCEwIWftrp+4f/JSuqRWYWRf6zcnUM5tXI0/923GR4u28dr3m7yOY8qQFQITUnJy8xn+5gJionyMuaYDkT57CwfSbec3ok/z6jz6yXIW2pnHYcM+RSakPPzRclbuOMgzv25HzUTrQyjQIiKEZ37dnhoJMfxx0kIO5OR6HcmUASsEJmRMydjKpLlOu0CvZtW9jlNuJcZFMeaaDmzPzuH/Ji+19oIwEJBCICL9RGSViKwVkVHFzO8lItkikuFeHjzTdY0B2LTnEPd9sIS0+kn82doFSl3HekmMuKAJUxdt44MFW72OY0qZ34VARHzAWOBioCVwjYi0LGbRb1S1vXt5pITrmjCWl1/AnW9n4IsQxlzTgShrFygTt/VqTJcGVXhwylI27j50+hVMyArEJ6oLsFZV16vqMeAtYGAZrGvCxNjZ61i4eT+PXtGGWpVjvY4TNnwRwnNXtyfSF8Edby0kN7/A60imlASiENQGthS6n+lOK6qbiCwSkU9FpFUJ10VEhopIuoikZ2VlBSC2CQUZW/Yz5os1XN6+FpdZ9wdlrlblWEYPasOizGyemWH9EZVXgSgExXXuUrR1aQFQX1XbAc8DH5ZgXWei6nhVTVPVtOTk5LMOa0LH4WN5jHg7gxqVonl4YGuv44Sti9ukcE2Xuoz7ah1zN+z1Oo4pBYEoBJlA3UL36wDbCi+gqgdU9Sf39jQgSkSqncm6Jnw9+skKNu45xD9+3Z7E2PAbeD6Y/N8lLalXJY6R7y6yLijKoUAUgnlAExFpICIVgCHA1MILiEhNERH3dhf3efecybomPM1cvpM3f9zM0B4N6daoqtdxwl58dCRPX9WOLfsO89i0FV7HMQHmdyFQ1TxgODAdWAG8o6rLRGSYiAxzF7sSWCoii4AxwBB1FLuuv5lMaNvz01FGfbCYFikJ3GWHigaNzqlVuLVHQ/7742a+Wm3tdOWJhOLJImlpaZqenu51DFNK/jhpIZ8t3c5HfzzPehUNMjm5+Vz6/Lf8lJPH9BE9bZddiBGR+aqaVnS6HZBtgsr0ZTv4aNE2hvduYkUgCMVE+Xjm1+3I+ukoD0+1jffywgqBCRrZh3P5vw+X0iIlgT/0buR1HHMSbetUZnjvxnywcCufLd3hdRwTAFYITNB45OPl7D10jKeubGtnDwe54b9qTKtaCdw/eQn7Dh3zOo7xk33aTFCYvWoX7y/I5LbzG9G6dqLXccxpRPki+Mev25F9JJdHPl7udRzjJysExnMHcnK574MlNK5ekT/2aex1HHOGmtdM4A+9GzN54VZmr9zldRzjBysExnOPT1vJzgM5PHVlW6IjfV7HMSUwvHdjmtaoyH2Tl3DQxi4IWVYIjKfmrN3NpLmbuaVHQzrUS/I6jimhCpERPHllO3YeyOHxT1d6HcecJSsExjOHjuZxz/uLaVAtnrsutBPHQlX7upX53XkNePPHzXy/bo/XccxZsEJgPPPU9FVs3X+EJwa3JSbKdgmFsrsubEb9qnGM+mAxR47lex3HlJAVAuOJuRv28up3G7mxWypdGlTxOo7xU2wFH6MHtWXTnsM8M2OV13FMCVkhMGXuyLF87nl/MXWSYrn7omZexzEB0q1RVa7tWo+Xv91Axpb9XscxJWCFwJS5Z2euZsPuQzwxuC3x0ZFexzEBdO/FzamREMNf3lvE0TzbRRQqrBCYMjV/0z5e+mY913SpS/fG1byOYwKsUkwUj13RhtU7f2Ls7HVexzFnKCCFQET6icgqEVkrIqOKmX+diCx2L9+JSLtC8zaKyBIRyRAR61K0HMvJzefu9xaRkhjLff1beB3HlJLezatzRYfavDB7Lcu2ZXsdx5wBvwuBiPiAscDFQEvgGhFpWWSxDcD5qtoW+Bswvsj83qravrjuUU358cyM1azPOsTowW2oFGPdF5dnD17akspxFRj57mKO5dmg98EuEFsEXYC1qrpeVY8BbwEDCy+gqt+p6j737g84Q1KaMPLLLqF69GhiY06Xd0nxFXjsitas2H6Af81e63UccxqBKAS1gS2F7me6007md8Cnhe4r8LmIzBeRoSdbSUSGiki6iKRnZdnoSKHkf3cJNfc6jikjfVvVZFCH2oydvZalW20XUTALRCGQYqYVO+yZiPTGKQT3FJrcXVU74uxaul1Eeha3rqqOV9U0VU1LTrZflKFk4ncbbZdQmHpoQCuqxlfgIRvEJqgFohBkAnUL3a8DbCu6kIi0BV4CBqrqz+ehq+o293oXMBlnV5MpR75clUXj6hVtl1AYSoyL4qq0OmRs2W/jFgSxQBSCeUATEWkgIhWAIcDUwguISD3gA+A3qrq60PR4Eal0/DbQF1gagEwmSMxetYvv1+9hcEdrFgpXl7Vz9hQ/9bmdcRys/C4EqpoHDAemAyuAd1R1mYgME5Fh7mIPAlWBF4ocJloD+FZEFgFzgU9U9TN/M5ngcDQvn4enLqNhtXh+d14Dr+MYjzSrWYkbutVn0tzNLM60M46DkagWuzs/qKWlpWl6up1yEOzGzl7LU9NX8drNXejZ1HYLhbMDObn86umvqJ0Uy+TbziUiorimRVPaRGR+cYfp25nFplRs3X+Ef32xlota1bAiYEiIieK+/s1ZtGU/76RvOf0KpkxZITCl4rFPVlCgygOXFj230ISrKzrUpnNqEk98ttIajoOMFQITcN+u2c0nS7Zze+/G1EmK8zqOCRIiwiMDW3MgJ88ajoOMFQITUMfyCnho6lLqVYljaM+GXscxQaZFSoI1HAchKwQmoF79bgPrsg7x0ICWNuqYKdaIC5tSNT6aB6Yso6Ag9A5WKY+sEJiA2Xkgh3/OXEOf5tXp06KG13FMkLKG4+BjhcAEzGPTVpBboDw4wBqIzalZw3FwsUJgAuKH9XuYkrGNYT0bUr9qvNdxTJCzhuPgYoXA+C0vv4CHpiyjduVYbuvV2Os4JkRYw3HwsEJg/Pba95tYtfMgD1zaktgK1kBsztzPDccfLrWGYw9ZITB+2XUwh2dnrKZn02QuamUNxKZkfm44zsy2hmMPWSEwfnni01Xk5OXz1wEtEbH+Y0zJFW443n/YGo69YIXAnLX5m/by/oJMbunRkIbJFb2OY0KUiPDwZa3JPpLL09Zw7ImAFAIR6Sciq0RkrYiMKma+iMgYd/5iEel4puua4JRfoDzw4TJSEmMY3tsaiI1/WtZK4IZuqfz3x802rKUH/C4EIuIDxuIMNdkSuEZEih5IfjHQxL0MBV4swbomCL354yaWbz/A/Ze0ID460us4phxwGo4r8MAUazgua4HYIugCrFXV9ap6DHgLGFhkmYHAa+r4AagsIilnuK4JMnt+OspT01dxbqOqXNImxes4ppxIjI3inn7NWbh5P+8tyPQ6TlgJRCGoDRRu7s90p53JMmeyrgkyT01fxeFj+Tx8WStrIDYBNbhjHTrWq8wTn64k+3Cu13HCRiAKQXHfBEW36062zJms6zyAyFARSReR9KysrBJGNIGSsWU/b6dv4bfdU2lSo5LXcUw5ExHhnHG87/AxnplhDcdlJRCFIBOoW+h+HWDbGS5zJusCoKrjVTVNVdOSk23EKy8UFCgPTllKtYrR/KlPE6/jmHKqde1Erutan9d/2MSybdZwXBYCUQjmAU1EpIGIVACGAFOLLDMVuME9eugcIFtVt5/huiZIvJ2+hcWZ2dzfvwWVYqK8jmPKsZF9m1E5rgIPTVlGKI6rHmr8LgSqmgcMB6YDK4B3VHWZiAwTkWHuYtOA9cBa4D/AH061rr+ZTODtP3yMJz9bSZfUKgxsX8vrOKacS4yL4p5+zUjftI8PFmz1Ok65J6FYbdPS0jQ9Pd3rGGHl/z5cwps/buaTP/WgRUqC13FMGCgoUAa9+B2Z+47wxcjzSbCtUL+JyHxVTSs63c4sNqe1dGs2//1xMzd0S7UiYMqM03Dcij2HjvLsjNVexynXrBCYUzreQFw1vgIjLmzqdRwTZtrWqcw1Xerx2vebWLnjgNdxyi0rBOaU3l+QyYLN+7mnX3MSY23T3JS9u/s2o1JMJA9aw3GpsUJgTir7SC6jP11Jh3qVGdyxjtdxTJhKiq/A3Rc1Y+6GvUxdVOzR5cZPVgjMST3z+Sr2HT7G3wa2JiLCziA23hnSuR5taify909WcDDHzjgONCsEplhLt2bz+g+b+M059WldO9HrOCbM+dyG410HjzJm1hqv45Q7VgjMCY43ECfFVeCuvs28jmMMAB3qJXF1Wl1embORNTsPeh2nXLFCYE7wnttAfG//FtZAbILKX/o1I66CzxqOA8wKgfkf2YedBuK0+kkM6mAdwZrgUrViNHdf1Izv1+/h48XbvY5TblghMP/j6c9Xsf/wMR6xBmITpK7tWp9WtRL4+ycrOHQ0z+s45YIVAvOzJZnZvPHjJm7olkrLWnYGsQlOPrer6h0HchjzhTUcB4IVAgM4DcQPTFlK1fhoO4PYBL1O9ZO4slMdXv5mA2t3/eR1nJBnhcAA8O78LWRs2c99/e0MYhMaRl3cnNgKPv461RqO/eVXIRCRKiIyQ0TWuNdJxSxTV0Rmi8gKEVkmIncUmvdXEdkqIhnupb8/eczZ2XfoGKM/XUnn1CSusAZiEyKqVYzmzxc25du1u/l06Q6v44Q0f7cIRgGzVLUJMMu9X1Qe8GdVbQGcA9wuIi0LzX9WVdu7l2l+5jFn4anPV3EgJ49HBra2MYhNSLn+nPo0r1mJRz9ezuFj1nB8tvwtBAOBie7ticDlRRdQ1e2qusC9fRBnABr72RkkFm3Zz6S5m7nRupg2ISjSF8HfLm/Ntuwcxs5e63WckOVvIajhDjmJe139VAuLSCrQAfix0OThIrJYRCYUt2vJlJ68/ALu/WAJyRWjufNCG4PYhKbOqVUY1KE2//l6Axt2H/I6Tkg6bSEQkZkisrSYy8CSPJGIVATeB+5U1eMdi78INALaA9uBf5xi/aEiki4i6VlZWSV5anMSr363keXbD/DXy1rZ6E8mpI3q35zoyAgenLLUGo7PwmkLgapeoKqti7lMAXaKSAqAe72ruMcQkSicIvBfVf2g0GPvVNV8VS3AGcu4yylyjFfVNFVNS05OLtlfaU6wdf8Rnpmxmt7Nkrm4dU2v4xjjl+qVYhh5UTO+WbObKRnWVXVJ+btraCpwo3v7RmBK0QXEaX18GVihqs8UmZdS6O4VwFI/85gz9NCUZRSoWgOxKTeuP6c+7etW5m8fL2f/4WNexwkp/haC0cCFIrIGuNC9j4jUEpHjRwB1B34D/KqYw0SfFJElIrIY6A2M8DOPOQPTl+1g5oqdjLigKXWrxHkdx5iA8EUIjw9qw/4juTw+baXXcUJKpD8rq+oeoE8x07cB/d3b3wLF/uRU1d/48/ym5H46msdDU5bRvGYlbj6vgddxjAmoFikJ3NKjAf/+aj2DOtama8OqXkcKCXZmcZh55vPV7DyYw9+vaEOUz/79pvy5s09T6laJ5d7JSzial+91nJBg3wRhZOnWbF79bgPXdqlHp/p2pK4pn2Ir+Hj08jaszzrEi1+u8zpOSLBCECbyC5R7P1hClfho/tKvuddxjClV5zdN5rJ2tXhh9jrWZVmndKdjhSBMTPh2A0u2ZvPggJbWqZwJCw9c2pKYqAjun7zEzi04DSsEYWDj7kM8/fkqLmhRnQFtU06/gjHlQHKlaO7t34If1u/l3fmZXscJalYIyrmCAuWe9xdTwRfBo5e3sXMGTFi5Oq0uXVKr8OjHy9l1IMfrOEHLCkE5N2neZn7csJf7L2lBzcQYr+MYU6YiIoTRg9twNK+A+z+07idOxgpBObZt/xEen7aS7o2rcnXnul7HMcYTDZMrMrJvM2Ys38nURdb9RHGsEJRTqsr9k5eQX6A8fkVb2yVkwtrN5zWgQ73KPDR1GVkHj3odJ+hYISinPszYyrwiOPIAABdrSURBVOxVWYy8qBn1qlo3Eia8+SKEp65sy+Fj+Tw4xbo0K8oKQTmUdfAoD3+0nI71KnPTualexzEmKDSuXok7L2jCp0t38Mni7V7HCSpWCMoZVeXeDxZz+Fg+T17ZFl+E7RIy5rihPRrStk4iD05Zyp6fbBfRcVYIypl352cyc8Uu/nJRMxpXr+R1HGOCSqQvgqeubMeBnFwemrrM6zhBwwpBObJl72Ee+Wg5XRtU4ebu1rOoMcVpVrMSf/pVEz5evJ2P7CgiwM9CICJVRGSGiKxxr4vtyUxENrrjDmSISHpJ1zenV1CgjHx3EQBPX9WOCNslZMxJ3darEe3rVub+yUvYnn3E6zie83eLYBQwS1WbALPc+yfTW1Xbq2raWa5vTmHCnA38uGEvDw5oaYPNGHMakb4Inr26PXnuD6iCgvA+0czfQjAQmOjenghcXsbrG2DNzoM8OX0VF7SowVWd6ngdx5iQ0KBaPA9c2pI5a/cwYc4Gr+N4yt9CUENVtwO419VPspwCn4vIfBEZehbrIyJDRSRdRNKzsrL8jF1+HMsrYMQ7GVSMjuTxQdaXkDElMaRzXS5oUYMnp69i1Y6DXsfxzGkLgYjMFJGlxVwGluB5uqtqR+Bi4HYR6VnSoKo6XlXTVDUtOTm5pKuXW09+tpKlWw8welAbkitFex3HmJAi4vRFlBATyR1vLQzbEc1OWwhU9QJVbV3MZQqwU0RSANzrXSd5jG3u9S5gMtDFnXVG65vizV61i5e+3cAN3erTt1VNr+MYE5KqVYzmicFtWbnjIE9PX+V1HE/4u2toKnCje/tGYErRBUQkXkQqHb8N9AWWnun6pni7DuQw8p1FNK9Zifv6t/A6jjEhrU+LGlx/Tj3+880Gvli50+s4Zc7fQjAauFBE1gAXuvcRkVoiMs1dpgbwrYgsAuYCn6jqZ6da35xaQYEy4p0MDh3L41/XdiAmyud1JGNC3v9d0pIWKQn8+Z1FYXdIqYRi/9xpaWmanp5++gXLqbGz1/LU9FWMHtSGIV3qeR3HmHJjfdZPDHj+W1rWSmDSrecQ6Stf59yKyPwih/ADdmZxyJm7YS/PzFjNJW1TbIwBYwKsYXJFHhvUhnkb9/HMjNVexykzVghCyK4DOdz+5gLqJsXaoaLGlJKB7WszpHNdXvhyHV+tDo9D1a0QhIjc/AJuf3MBP+XkMe43nUiIifI6kjHl1kMDWtGsRiVGvJ1B5r7DXscpdVYIQsTj01Yyb+M+Rg9uQ/OaCV7HMaZci63g44XrO5KbV8CwN+aTk1u+zy+wQhACPlq0jQlzNnDTuakMbF/b6zjGhIVGyRV5bkh7lm07wL0fLCnXA99bIQhyK7Yf4J73F9OpfpKdL2BMGevTogYjLmjK5IVbefnb8tsfkRWCIJZ18Ci3TEynUkwkL1zXkQqR9u8ypqwN792Yvi1r8PinK/lu7W6v45QK+2YJUjm5+Qx9PZ09h47y0g2dqZEQ43UkY8JSRITwzNXtaVgtnj+8uYANuw95HSngrBAEIVXlnvcXs3Dzfp67uj1t6iR6HcmYsFYxOpL/3JBGhAg3vTK33I13bIUgCI2ZtZYpGdu4+6Jm9Gud4nUcYwyQWi2e/9yQxvbsHG59Lb1cHUlkhSDIvDV3M8/OXM3gjnX4Q69GXscxxhTSqX4Sz13dnoVb9nPXOxnlZmQzKwRBZPqyHdw3eQm9miUzerCdOWxMMOrfJoX7Lm7BtCU7eGzainJxWGmk1wGM48f1e/jjpIW0rVOZF67rSFQ56+zKmPLklh4NyNx3mJe+3UBCbBR/6tPE60h+8evbRkSqiMgMEVnjXicVs0wzEckodDkgIne68/4qIlsLzevvT55QtSQzm1teS6duUiyv3NSZuApWn40JZiLCQwNaMahjbZ6ZsTrkzzHw92fnKGCWqjYBZrn3/4eqrlLV9qraHugEHMYZpey4Z4/PV9VpRdcv75Zuzeb6l38kISaK137XlaT4Cl5HMsacgYgI4cnBbbm4dU3+9vFy3p632etIZ83fQjAQmOjenghcfprl+wDrVHWTn89bLizb5hSBitGRvDX0HGpXjvU6kjGmBCJ9EfxzSAfOb5rMqA+W8N78TK8jnRV/C0ENVd0O4F5XP83yQ4BJRaYNF5HFIjKhuF1Lx4nIUBFJF5H0rKzQ7xp22bZsrn/pR+KifLw19BzqVonzOpIx5ixUiIxg3PWd6N6oGiPfXcTrP4Te79zTFgIRmSkiS4u5DCzJE4lIBeAy4N1Ck18EGgHtge3AP062vqqOV9U0VU1LTk4uyVMHnbkb9jJk/A/ERPmYZEXAmJAXW8HHSzem0ad5dR74cCnjv17ndaQSOW2rpKpecLJ5IrJTRFJUdbuIpAC7TvFQFwMLVPXnkaEL3xaR/wAfn1ns0DVj+U6Gv7mAOkmxvPa7rrY7yJhyIibKx7jfdOLOtzN4bNpKDubkcdeFTUPiMHB/dw1NBW50b98ITDnFstdQZLeQWzyOuwJY6meeoPb2vM0Me2M+zVMSeHfYuVYEjClnonwRjBnSgavT6vL8F2u5651FHM0L/jOQ/T1OcTTwjoj8DtgMXAUgIrWAl1S1v3s/DrgQ+H2R9Z8UkfaAAhuLmV8u5OUX8Ni0lUyYs4GeTZN58bqOxEfbIaLGlEe+CGH04DbUqxrHU9NXsXXfEf79m05BfUSghOJZcWlpaZqenu51jDOSfSSX4W8u4Js1u/lt91Tu79+CSDtZzJiwMHXRNka+u4iUxBhevK4TLWt5O7qgiMxX1bSi0+0bqRQt3LyPS5//hh/W72H0oDY8NKCVFQFjwshl7Wox6dau5OTmc8ULc3gnfYvXkYpl30qloKBA+fdX67hq3PcUFMBbQ7sxpEs9r2MZYzzQqX4VPvlTD9JSk/jLe4v58zuLOJCT63Ws/2E7qgNs4+5DjPpgMT+s30v/NjV5fFBbEmOjvI5ljPFQtYrRvHZzV/45czX/mr2W79ft5okr29KjSXAcCm9bBAFyLK+AF79cx0XPfc2ybQd4YnAbxl7b0YqAMQZwGpHv6tuM9287l9gKPn7z8lzueW9xUAxyY43FflJVpi/bwehPV7Jxz2Eubl2Thy9rRXUbWtIYcxI5ufk863ZWF1vBx50XNOWGbvVLvdfhkzUWWyE4SwUFyperdzF29jrmb9pHk+oVua9/C3o3P10vG8YY41i76yCPfLyCr1dnUScpltt6NeLKTnWIjvSVyvNZIQiQgzm5TFuynZe/3cDqnT9RKzGG4b9qwq/T6tgRQcaYElNVvlydxXMz17Boy35SEmO4tks9rkqrS83EwO5ZsELghwM5ucxZs5vpy3bw2bId5OQW0LxmJX5/fkMubVvLBpExxvhNVflmzW7+/fU65qzdQ4RAr2bV6de6Jr9qXp1qFaP9fo6TFYKwOmpo2pLtLNmaTaPkijRMjqd6pWgqx1UgLspHXoGSm1/Anp+OsT37CJv2HmbZ1mwWb81mcWY2+QVKYmwUgzvWYXCnOnSoWzkk+hAxxoQGEaFn02R6Nk1m4+5DvDVvC1MytvLFyl2IQKtaCaTVr8L159SjcfVKAX3usCoEGVv2M+HbDeSd4YDT8RV8tKqVyLDzG9KrWXU61K1su3+MMaUutVo8oy5uzj39mrFs2wFmrtjJj+v38va8LVzSNuX0D1BCYbdrKDe/gC17D7M+6xB7Dx1j/5FjHD6WT5QvgsgIoUp8BVISY6lVOYbUqvFERNivfmNMcMjNLyBCBN9Zfi/ZriFXlC+ChskVaZhc0esoxhhTIqXVHmn7OYwxJsz5VQhE5CoRWSYiBSJywuZGoeX6icgqEVkrIqMKTa8iIjNEZI17fdKhKo0xxpQOf7cIlgKDgK9PtoCI+ICxOCOUtQSuEZGW7uxRwCxVbQLMcu8bY4wpQ34VAlVdoaqrTrNYF2Ctqq5X1WPAW8Dx8Y4HAhPd2xOBy/3JY4wxpuTKoo2gNlC4E+5MdxpADVXdDuBeW/8MxhhTxk571JCIzARqFjPrflU91RjFPz9EMdNKfMyqiAwFhgLUq2d9+xtjTKCcthCo6gV+PkcmULfQ/TrANvf2ThFJUdXt7kD2u06RYzwwHpzzCPzMZIwxxlUWu4bmAU1EpIGIVACGAFPdeVOBG93bNwJnsoVhjDEmgPw9fPQKEckEugGfiMh0d3otEZkGoKp5wHBgOrACeEdVl7kPMRq4UETWABe6940xxpShsOtiwhhjwtXJupiwM4uNMSbMWSEwxpgwZ4XAGGPCnBUCY4wJcyHZWCwiWcCms1y9GrA7gHECxXKVjOUqGctVMsGaC/zLVl9Vk4tODMlC4A8RSS+u1dxrlqtkLFfJWK6SCdZcUDrZbNeQMcaEOSsExhgT5sKxEIz3OsBJWK6SsVwlY7lKJlhzQSlkC7s2AmOMMf8rHLcIzEmISHFdhpsQY/9HU1LlrhCISEowfhDcjviivc5RlIi0EZF7ADSINg9FpLgxMDwnIjW8zlAcEWkmIhdD0P0f64tIUA4gIiIxXmcojhffYeWmEIhItIi8CHwFjBeRQV5nAhCRiiLyDPAp8JKIXOtO9/S1F8fTwJtApIhEeZnnOBGJFZHngM9E5FkRGXjalcqA+398FvhURP4dZO+vfwCTgApe5znO/T8+i/O+nygit7nTPf/OEZF4ERkPPCQiVd1pnv949PI7zPN/SgBdBqSoalPgY+AREWnqZSARqQW8ivMB7Y4z3sLxX98F3iUDIBlIATqp6t9VNdfjPMfdDiSranvgQ+AxEWnsZSARqQ28jvN56Y/zQX3Sy0wAIpIAfACcp6odz3DEwLLyJ6CWqrYE/grcCd6/792tgEeA84BKQG83VzBsRXn2HRbShUBEKha6q0AWgPuB+Az4vYhU9iBXJfdmNvBnVR2uqj8BNYAPRSTZXa5MX/9CuQASgSaqekxELhKRkSJyUVnmKZSronvtA5JwPgSo6lfAIZxfboleZHPlAC+p6h2qugN4B8gQkbYeZjqe63VgGYCIdBeRviLSxL1f5p9vEfG5zyvAYndyLZzxSpqXdZ5CueLcm0eBF4GewBqgk4g0cpcp862CYPkOC8lCICKNReQd4FURuURE4oEjwAH3VzjAU0BHoJW7Tqn/k4vmAqJUdZOIxInIHcAoIB7nQ9FSVQvKONcr7utVBfgJmCMijwB/wflSeU5Ebizy5iyLXBNF5FJ38kGgq4i0cwvmSqAp0NBdpyxer2YiMk5EYgFUdQ/wZaFF6rp5VpV2ltPkOgZ8AaiI7AAewxng6SsRaVWG76+fc6lqvvurfxtQT0S+AZ7A+b/OFJELy/ILV0SaiMhrOLtaLgMqqepaVd0NzAZi8GCrINi+w0KuELi/Np4DluD8GroUeACYCTQH2olIBVXdibMJPwJK/59cJNdrOLsQ/ubOPgJ8qqp1VXUkTqX/pwe5XgcuAe5T1e04Y1b3BO5S1X/hvI4DcH7NlapiXq9LcTbZ/4GzFfB/wAycfd+fA7dBmbxe5+G8TkOBu9xpoqqHCi1WAdioqkdLM8vpcrm247TzPK2q56vq3cBLOK+jJ6+X6w2cHxjbgS6q+hDwODCirL5wReQ3OLtjv8cpmAOAy4/PV9XFwHKglYh0KotMbq7g+w5T1ZC6ALVx3mS+QvfnAl2Bq4BXcN54uC/qf3B+mXuR63vgMve+8Mt5Gw1x9n/HepTrR5wC0A7ny/bmQsvPxtm361Wuvu79BkAV9/ZgnC8Qjr+GpZirBdAaaAysxemkq+gyQ4Cn3Nu3Am3L4PUqmiu10LyYIss2wWk7iPEql/t+rw08CzR0p0XjbFlVLe1c7vP1BQYUuv8EMMy9Hele18P50fEHnC32nmWQK+i+w0Jui0BVtwJpOJvAx++/ADysqu8Cq4F7ReTPwFvAei2DhtCT5HqRQtVcVVVEugETgO9U9YiHuR5Q1UU4ZykOEJF73c34pcBej3KNBe5z729Q1b0i0hPnl+YWd3qp/ppU1RXAWlVdi1MkH4ET9rf3AaqKyPvAtTi71UpVMbkednOJqv78/CJyLvAy8EPh6WWdy/0/7cApSreKyE0445bPw2k7K3Wq+jnwuYhEupNycNorUGcsdVR1M1AReBSnwHv13vf2O6wsKvNZVs0Tfi3zSwW9Cfi20PTKOA14nXF+ifTA2fVyfRDkmuTmicf5kCwEfh0Eud4GznXvtwL+DAwJglyTcH+V4WwJrAGuLYtcheYd33KrhPMrt0+R+Z/iNNBeGSy5cL7M7gEygKuDKFdbnF/bn5TG++t02Yos919gUJFpnXF2X11XCrmqAAmFXyd+2RLx7Dus2Kxl8SRn8QKOBj4COrj3I4rM9+Hs87uz0LSJQOtgzgW0D8ZcQfx6VfYi1/Fs7vWdwMfu7WvcD2mvIMwVCTQNwlyluvvzDLNFAHHAZJwj9wS4CIguxVwPACtwftH/tWg2rz6TJ7sE3a4hEbkF55+0BhgEJx57rKr5wN3AHSJyuYhcj7OfstSOUfYz1/H5GUGWK1hfL3Xn7/cil6vAnfcc0F1EsoELcL48vgzCXFGqujrIcv0K99zFQOcqSTZ3WqJ7uYRf2sgCnk2ck9Wewnkf9wIeBO4UkVQtdBSXF5/JU/Ki+hRTPasUup0E1MH5R/0b6O9Ol0LLRLjXA3F2t3yNc1KN5bJcfucqtGwiziF8i4HulsvbXH5mG4DzJfsO0KO0cuFsmfXC3QXkTvsPhQ7IcKeVyXv/jPN79cSF3jgvAd/h7EdsVWTeHcAY3P1s/LIvsrSPHLFcYZyr0DIRlMIRQZbLk2zxwO9LOdftuLvn3NdCcA41nk2R3cKl/d4v6cXrXUP34uwr+x1Odf+5n21VzcY5/FKAK91pWvjaclmu0shVaJkCdY41t1ze5vIrm4hEqOohVf13GeR6xX3+Apytg1ycs5m3Fl6pDN77JeJJIRDH8UO6/quqK1T178AxEXm40KJLcappGxG5W0RuK82z6yyX5bJcwZMrUNm0FPo3OkmuRwvnUueQzwZAnqpmicggERkS6CyB4EkhUEcezjG9hc/o+wPwBxFJcpc7jFPlh+Ccubi+NCup5bJclit4cgVztjPNhXOuQJw43Vzcg3NuRfBRD/ZH8UtDSUecTpZiC837D/AX/WX/23pgpOWyXJYrvHIFc7YzyHWve3sUsBO4taxes7O5lOpQleIMeJIP/FMLnRknbu+EqpovIm8BR1T1t+68kcAOVX3DvV9Bnc61LJflslzlMFcwZ/M3l4h0AFZqGfQi4JdSqpaxOF0FbAXSgXaF5hU+fLABTv8j37jLD8E59GyQ5bJclqt85wrmbAHIFfCzzkvzEugX7/jp04IzEEskTte4z+B0/3p8uZo4PU7+AEQB7YGbcXqZHFwK/1TLZbksV5DkCuZswZqrtC8Be/GAp3H6xrjw+AvpXqfgtOb3LTStL3Bbqf9xlstyWa6gyRXM2YI1V1ldAvECCk7PeW8A1+H0QHg7hfrxwOl/5E2K6d4Yt4+SUvjHWi7LZbmCJFcwZwvWXGV5CcSLmIBzVl0l9/5FFOk1D2fTaTLOmJznA1cc/weU4pvOclkuyxUkuYI5W7DmKsuL3+cRqOoBYCNOt6oAc3C6Wu4mIjXdZXKBaTj9fLzML52Kqb/Pb7ksl+UK/lzBnC1Yc5WlQJ1QNhloLyIp6gzSvhjntOoUABFphzNAy3Oq2lhVPwzQ81ouy2W5QidXMGcL1lxlIlCF4FtgD25FVdUFQBecPsDBGci6h6qOCtDzWS7LZblCL1cwZwvWXGUi8vSLnJ6qbheRD4HRIrIWZzi6HOD4cHBZgXgey2W5LFfo5grmbMGaq8wEssEBuBhnPN6VwPBAPrblslyWq3zkCuZswZqrtC8B72JCRKKc+uIMDh0sLFfJWK6SsVwlF6zZgjVXaSrVvoaMMcYEP68HpjHGGOMxKwTGGBPmrBAYY0yYs0JgjDFhzgqBMcaEOSsExhgT5qwQGGNMmLNCYIwxYe7/AZyPi6xYDhCPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proj = pvlib.irradiance.aoi_projection(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ratio between POA projection and the horizontal projection." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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mFxdiz5ki/7a6abytbpqn60ilnUu7dSZ6b07xb+1K0tyZpLkrSUtnguY+95s6E2ysb2NfWw/pzOF7Rkhgank+MyYUMn1CgfuzkBOqCpkxodC+ERgzilSV3S3dbN7Xzrb9Hbze2MG2/Z1s3d/BjgOdJNNHvj+rivOoLMqjvMC5ilfvVb3KCmKUF0YpzY9SlBelIBamMC9CofszPxomFJD3r+dFXkTuAS4AKkVkJ/BFVb3T6/V6IRIOURwODesybemMsr+jh32tPext6aa+rZs9zd1sP9DJtv0dPLR2N63dqYPLx6Mh5k8uYcGUEhZUl7B4aikLp5RYy9+YQVBVXm/sYM32Zl7Z3cr6Pa28sqeVlq7kwWUKYmGmTyhk3qRiLl0wmSllh75lTy6NU1mUlxMNLc+LvKq+3et1jAXhkDCxOM7E4jiL+nQr9dXcmWDr/k4272t3dsrdrTyybg93/2074OyUp04v5/QZFZw1awJLa8tzYic0ZqRUlS0NHTy5sYFntx7g2a1NNLb3AE6Dad7kEv5ucTULppQwd2IRMysLqSrOGxeXacyZ7ppcUFYQ4+SCGCdPKzv4mKqyq7mLF3a08Mzr+/nb6wf45oqN6ONQURjjwnkTufjEiVwwbyL5sbCP6Y3JrkxGeXbrAf74cj3/82o92/Z3AlBTns/5cyqpm1FB3YxyZlUVjevGkBX5gBMRasoLqCkv4Mol1QC0dCZZubmRFeudnft3a3ZSlBfhqiXVXFdXwym15eOihWLGpx0HOvnN6h3c9/wudjZ1EYuEOGfWBD5w3glcOK+KmvKhXZg911mRH4NKC6JcuaSaK5dUk0pneGbrAX733C4eXLubXz27g4VTSrjxDbO4YtFk68M3OeO5bQf44ZOv89grewE4d04Vn7psHpcsmERBzErZ0dgrM8ZFwiHOnlXJ2bMq+fI1C3lo7W5+9JfX+Md7nqe2ooBPXTaPq5ZUW8vejFkv7Wrh64++ysrNjZTmR7nxDbN4z1kzmFwa9zvamGBFPocU5UV4xxm13HDaNB57pZ47VmzkH+95nrue3spXrlnIwikDH/A1JohaOpPc9vtX+M1zOynNj/IvV57I20+vpTDPytZQ2KuVg0Ih4fJFk7lkwSR++9wObv/jRq757lPccvEcbnzDLOvCMYG34pV6br3/RQ50JFh23gl85MLZnpwoNB5Ykc9h4ZBw/Wm1XLZwMp9/8GW+8dhGntzUyPffdSoVhTG/4xlzhHRG+cZjG/jeE1s4sbqEn7z3tKMOOTaDY026caCsIMZ33r6Ub77tJF7Y0czV313Jpvo2v2MZc5iuRJoP/PRZvvfEFt5+ei0P3HS2FfhRYEV+HLn2lBru/dBZJFIZrl++ivV7Wv2OZAwAbd1J/uHHz/DExga++uZF/Nu1i8mL2Hkfo8GK/Dhz0rQy7v3QWeRFQrzjh6vYvM9a9MZfPak0H/zZatZsb+I/bljKu8+c7neknGJFfhyaUVnIr5adSTgU4n13rWa/e/q3Mdmmqnz6t+tY9doBvnHdSbzppCl+R8o5VuTHqekTCvnhe06lvrWbm+5ec8QMmcZkw50rX+fBtbv51GXzePPSqX7HyUlW5MexpbXlfPXNi1j12gF+8OQWv+OYcebFnS38+x9e5ZIFk/jIBbP8jpOzrMiPc9edWsOVi6v55mMb7UCsyZpkOsMnf/MCEwrzuP3vl9gZ2R6yIj/OiQi3vWURxfEIX3jwpYOXTjTGS3c9tZUN9W18+ZqFlBXYORte8rzIi8jlIrJBRDaLyGe9Xp8ZurKCGJ++fD7Pbm3ioRd2+x3H5LiGth7uWLGRC+dVcemCSX7HyXmeFnkRCQP/CVwBLADeLiILvFynGZ7r66Yxf3Ix316xiVT6+NeyNWa4lj+5ha5kms9ftcC6abLA65b86cBmVX1NVRPAr4BrPF6nGYZQSLjl4jm81tjBf6+z1rzxRkNbDz9ftY03L53KCVVFfscZF7wu8lOBHX3u73QfMwF06YLJzJ9czPefeM365o0nfv7XrfSkMnz0wtl+Rxk3vC7yA30XO6J6iMgyEVktIqsbGho8jmSOJhQS3nv2DDbUt7F6W9Og/sY+CsxgJdMZ7nl2BxfOm2it+CzyusjvBKb1uV8DHNEXoKrLVbVOVeuqqqo8jmSO5eqTp1Acj/CLVduG9ofWtWqO47GX62lo67FpC7LM6yL/LDBHRGaKSAy4AXjI43WaESiIRXjrKTU8+uJeWrqSfscxOeTXq3cwtSyf8+daQy6bPC3yqpoCPgr8EVgP3KuqL3u5TjNyb146lUQ6w2Mv7/U7iskRTR0JntrcyJtOmkI4ZF/7ssnzcfKq+ntVnauqs1T1Nq/XZ0bupJpSasrzeeTFPX5HMTnisVf2ks4oVy6u9jvKuGNnvJojiAhXLqlm5aZG67Ixo+KRF/cyrSKfRVNL/I4y7liRNwO6aP4kUhnlr1sa/Y5ixriOnhR/3dLIFYuq7eQnH1iRNwNaWltGUV6EP2+0Im9G5pmtB0imlfPmVPodZVyyIm8GFA2HOHvWBJ7c2GAnRpkReWpTI7FIiNNmVPgdZVyyIm+O6ry5Vexq7mLb/k6/o5gxbOXmRuqmlxOP2jVb/WBF3hxV3fRyANZsH9zZr8b019KZ5NW9bZx1wgS/o4xbVuTNUc2dVExRXsSKvBm2F3Y2A85VyIw/rMibowqHhJOnlfHctma/o5gxau2OZkRgybRSv6OMW1bkzTGdUlvGhr2ttPek/I5ixqAXdjQzq6qIknjU7yjjlhV5c0wn15aRUez6r2bIVJW1O5o5eVqZ31HGNSvy5pjmT3bOUHzVirwZovrWHvZ3JFg81bpq/GRF3hxTdWmckniE9Xvb/I5ixphN+5x9Zu6kYp+TjG9W5M0xiQgnVpdYS94M2cb6dgDmTLILhPjJirw5rhOrS9iwt83OfDVDsnlfGxWFMSqL8vyOMq5ZkTfHNauqkI5EmvrWHr+jmDFkY307sydaK95vVuTNcc2sdN6orzd2+JzEjBWqysb6NuZaV43vPCvyInKdiLwsIhkRqfNqPcZ7MyoLACvyZvAa2npo604x2y7Y7TsvW/IvAdcCT3q4DpMFU0rziUVCbN1vRd4MzvYDzqR20ycU+pzERLz6x6q6HrCLBOSAUEiYXlFgLXkzaDuanCI/raLA5yQmEH3yIrJMRFaLyOqGhga/45gBzKgsZKsVeTNIOw50AVBTnu9zEjOiIi8iK0TkpQFu1wzl/6jqclWtU9W6qqqqkUQyHqkpz2d3c5cNozSDsuNAJxOL82wO+QAYUXeNql48WkFMsE0pzacjkaa1O0Vpvk02ZY5tR1OnddUERCC6a0zwVZfFAdjT0uVzEjMW7GzqYpp11QSCl0Mo3yIiO4GzgEdE5I9erct4r7rUecPubrYib44tk1H2tnQzpcyKfBB4ObrmfuB+r/6/ya6pZb1FvtvnJCboDnQmSGWUSSVxv6MYrLvGDFJVcR6RkFh3jTmu+lanITCpxOasCQIr8mZQwiFhUkmcPdaSN8exr82Z46iq2FryQWBF3gzapJI86tusyJtj22ct+UCxIm8GbUJRHvvbE37HMAG3r7W3JW9FPgisyJtBqyyK0WhF3hxHfVs35QVR8iJ2IlQQWJE3g1ZZlMeBjh4yGTvr1RzdvtYeG1kTIFbkzaBNKIyRUWjuSvodxQTYvrYe66oJECvyZtAmuJdx299uV4gyR9fUmaCiMOZ3DOOyIm8GbUKR88ZtsCJvjqGpI0F5gRX5oLAibwat8mBL3g6+moGl0hlau1OUFdgkdkFhRd4M2gT3K7h115ijaXGP11hLPjisyJtBKy+IERJsGKU5qqZOp8hbSz44rMibQQuFhNL8KM1dVuTNwJo7nX3DWvLBYUXeDElpfpSWrpTfMUxAHeiwIh80VuTNkDhF3sbJm4E1W3dN4Hh50ZDbReRVEVknIveLSJlX6zLZU5IfpdWKvDmKpt7uGhsnHxhetuQfBxap6hJgI3Crh+syWVJqRd4cQ1NnkmhYKIzZvDVB4VmRV9XHVLW383YVUOPVukz2WHeNOZbmzgRlBTFExO8oxpWtPvn3AY9maV3GQyVukVe1ScrMkdq6U5TEPbuqqBmGEW0NEVkBTB7gqc+p6oPuMp8DUsAvj/F/lgHLAGpra0cSyXisND9KKqN0JtIU5tmb2RyurSdFUdwOugbJiN6lqnrxsZ4XkX8ArgIu0mM0/VR1ObAcoK6uzpqIAVaa77yBW7qSVuTNETp6UhTlWX98kHg5uuZy4DPA1ara6dV6THb1FvnWbuuXN0dq705RZB/+geJln/x3gWLgcRFZKyLf93BdJkt6W+8dPXZClDlSe0/KvuEFjGdbQ1Vne/W/jX96v4q396R9TmKCqL3HWvJBY2e8miGxlrw5GlV1++StyAeJFXkzJIUx5w3cbkXe9NOTypDKqHXXBIwVeTMk1pI3R9P7wV9s4+QDxYq8GZJCt0/eirzpr3ef6P22Z4LBirwZkrxImGhY7MCrOUJbt1Pki6wlHyhW5M2QFeZFrCVvjtC7T9iB12CxIm+GrDAWoSNhRd4crt2KfCBZkTdDVmQteTOA3iJvo2uCxYq8GbLCvDAd1idv+rHRNcFkRd4MWWFexMbJmyN0WEs+kKzImyEriIXptD5500/vt7uCqM1CGSRW5M2Q5UfDdCczfscwAdOdShOLhAiF7KpQQWJF3gxZPBqmO2l98uZw3Yk08YiVlKCxLWKGLB4N02VF3vTTncyQbxfwDhwr8mbI4tEwPdZdY/rpTqWJW3984FiRN0MWj4ZIpDOkM3alRnNIVyJNvhX5wPHy8n9fFZF17lWhHhORKV6ty2RX7xvZ+uVNX92pDHlW5APHy5b87aq6RFVPBh4GvuDhukwWxa3ImwF0J9LkR61zIGg82yKq2trnbiFg3+1zRG9L3g6+mr6sTz6YPD01TURuA94DtAAXHmO5ZcAygNraWi8jmVGQ57bWbKy86as7mSYesSIfNCNqyYvIChF5aYDbNQCq+jlVnQb8Evjo0f6Pqi5X1TpVrauqqhpJJJMF1l1jBtKVTNsQygAaUUteVS8e5KJ3A48AXxzJ+kww2IFXM5DuZIa49ckHjpeja+b0uXs18KpX6zLZdaglb9015pDuhPXJB5GXffJfF5F5QAbYBtzo4bpMFvU98FocthkHjcMOvAaTZ+9QVX2rV//b+Ct+8MBr2uYONwCk0hmSabUDrwFkHWhmyOI2hNL0051yuu7yY1ZSgsa2iBmy3iLfY0XeuHoPwlt3TfBYkTdDFrdx8qafg0XeumsCx4q8GbJo2NltEmkr8saRTDsntMdsPvnAsS1ihizWW+RTVuSNo3df6G0AmOCwLWKGLBQSIiEhaS154+rdF6wlHzy2RcywxCIha8mbg3oOtuTt+q5BY0XeDEs0HLKWvDmo9wPfWvLBY1vEDEssErIDr+agg9011icfOLZFzLDEwiESKbtEgHFYSz64bIuYYbGWvOmrtyVvo2uCx7aIGZZoWEjagVfjStjomsCyLWKGxVrypq+D3TXWkg8c2yJmWGx0jenLWvLBZVvEDEssHDo4NtqYpLXkA8vzLSIinxQRFZFKr9dlsicWsZa8OaS3JR+1lnzgeLpFRGQacAmw3cv1mOxzhlBakTeOgxOUWUs+cLzeIt8CPg3YgOocY33ypi+b1iC4vLyQ99XALlV9wat1GP/Y3DWmr2Q6QywcQsSKfNCI6vAb2SKyApg8wFOfA/4ZuFRVW0RkK1Cnqo1H+T/LgGXu3XnAhmFGqgQGXIfPLNfQWK6hsVxDE9RcMLJs01W1qv+DIyryRyMii4H/ATrdh2qA3cDpqrp31Fd4aL2rVbXOq/8/XJZraCzX0FiuoQlqLvAmW2Q0/1kvVX0RmNh7/3gteWOMMd6wQ+HGGJPDPGnJ96eqM7KxHmB5ltYzVJZraCzX0FiuoQlqLvAgmyd98sYYY4LBumvGCbGxbTnBtqMZqjFV5EWkOog7uYhMEZE8v3P0JyKLReQzABqgr2wiMtCwW9+JyCS/MwxEROaJyBUQuO04XURq/c4xEBGJ+51hIH7UsDFR5EUkT0S+B/wZWC4i1/qdCUBEikTkm8eT4mYAAAnnSURBVMCjwI9E5B3u476+ruL4BnA3EBGRqJ95eolIvojcAfxBRL4lItf4nQkObsdvAY+KyA8Ctn/9P+AeIOZ3nl7udvwWzn7/UxH5sPu47/VERApFZDnwRRGZ4D7me8PQzxrm+0YZpKuBalWdCzwMfEVE5voZSESmAHfhvPnOAR4EelvNfp8KWgVUA6eq6m2qmvQ5T6+bgCpVPRl4APhXEZntZyARmQr8HOe98Hc4b8L/62cmABEpAe4DzlXVU1T1Qb8z9fFPwBRVXQB8CbgF/N/v3db7V4BzgWLgQjdXEL79+FbDAlvkRaSoz10FGgDcnf0PwIdEpMyHXMXury3AJ1T1o6raDkwCHhCRKne5rL62fXIBlAJzVDUhIpe5M4Fels08fXIVuT/DQDnODo6q/hnowGlxlfqRzdUN/EhVb3ZP1LsXWCsiS3zM1Jvr58DLACJyjohcKiJz3PtZf++KSNhdrwDr3IenAI+IyPxs5+mTq8D9tQf4HnA+sAk4VURmuctkvTUflBoWuCIvIrNF5F7gLhG5UkQKgS6g1W09A9wOnAIsdP/G8w3YPxcQVdVtIlIgIjcDnwUKcXb4BaqayXKun7ivVwXQDjwlIl/BmSCuG7hDRP6h346XjVw/FZGr3IfbgDNE5CT3w/BVYC5wgvs32Xi95onI90UkH0BV9wNP9FlkmptnuFNrjFauBPC/gIrIXuBfcWZ0/bOILMzi/nUwl6qm3db6bqBWRP4C/DvOdl0hIpdks5iKyBwR+RlO98fVQLGqbnZPuvwTEMeH1nzgapiqBuaG86HzMPB54BqcT+WvA3nAI8AVQMxd9kvAb33K9Z/Ad9znBJjbZ9mvAI/7lOu/gG+4z30Hp3id5N7/e+C3OG+EbOf6PnAbEHV//gZY627PrwLLs/R6nQs8A2SAz/Vuv37LzAPuy0aeY+Xq8zpeBHyy3/71hwDkKsX51jPZfewm4PdZfM3eDbwCfBh4H/BD4D39lvkgzky4p2YxV+BqWNZ25EG+QFOBXwDhPvefAc4ArgN+gjP/DcB8d8NGfcr1V+Bq9770FgucVuADQL5Puf6G83X1JOBx4H19lv8TTl+qX7kude/PBCrc398KfKz3dfQ414nAImA2sBlnQqf+y9wA3O7+/kFgSRZer/65ZvR5Lt5v2Tk4ffVxv3K5+/tUt4Ce4D6Wh9OomOB1Lnd9lwJv6nP/34Eb3d8j7s9a4F+Aj+B80z4/C7kCV8MC1V2jqruAOpyvpb33/wv4sqr+BtgI3CoinwB+BbymWTioeJRc3wM+5t5XVVUROQv4MfC0qnb5mOvz6kzxvBx4k4jc6n61fgk44FOu/8SZmRRVfV1VD4jI+cDHgR3u455+pVbV9cBmVd2M8wH4FTiif/siYIKI/A54B05Xl6cGyPVlN5eo6sH1i8jZwJ3Aqr6PZzuXu5324nzgfFBE3gv8EXgW51iV51T1MeAxEek9a78b5/gAqppyf24HioCv4Xx4+7Xv+1vDsvGpO8Cn3RGtXA598r0XWNnn8TKcr4Wn4bQgzgO+DbwrALnucfMU4rwBngfeFoBcvwbOdu8vBD4B3BCAXPfgtqZwWvCbgHdkI1ef53q/cRXjtE4v6vf8ozgHO/8+KLlwCtVncLq4rg9QriU4reRHvNi/jpet33K/BK7t99hpwB7gnR7kqgBK+r5OHPoG4VsNGzBrNlbS78X5OvDfwFL3fqjf82GcA0639Hnsp8CiIOcCTg5irgC/XmV+5OrN5v68BXjY/f3t7hvwggDmitDnuE+AcnnaJTnIbCGgALgfZ4SbAJcBeR7m+jywHqcl/qX+2fx6Tx7tlu1hfh9wN8Am4Fo4cmytqqaBTwE3i8ibReRdOP2Cno3BHWGu3ufXBixXUF8vdZ9v9iOXK+M+dwdwjoi0ABfjFIYnApgrqqobA5brjbjn3Y12rqFkcx8rdW9XcuiY1KhnE+dEq9tx9uMLgC8At4jIDO0z2smP9+Qxef0pgnuAzf29HOcCIucDPwD+zn1c+iwTcn9eg9MF8iTOCSGWy3KNOFefZUtxhrGtA86xXP7mGmG2N+EU0HuB87zKhfON6gLcbhn3sR/SZ3CD+1hW9v1B5/fsHzs7xY+Ap3H67Rb2e+5m4D9w+7U41Pfn9QgLyzWOc/VZJoQHI2csly/ZCoEPeZzrJtwuM/e1EJyz3f9Ev65ar/f9od687K65Fadv6v04n8oH50lW1RacIYiCM34bdV+d3p+Wy3J5kavPMhlVXcfos1xZzCYiIVXtUNUfZCHXT9z1Z3Ba9Umcs2x39f2jLOz7QzLqRV4cvcOafqmq61X1NiAhIl/us+hLOJ+Ci0XkUyLyYS/P+rJclstyBSfXaGVTD+bLOUqur/XNpc6wx5lASlUbRORaEblhtLOMhlEv8upI4YxZPbXPUx8BPiIi5e5ynTifzjcAy3DGi3r2CWi5LJflCk6uIGcbbC6csfAF4kyt8BmccweCR0e/H6v3oMMpOBPy5Pd57ofAp/VQf9dr9Dll28ub5bJclis4uYKcbRC5bnV//yxQD3wwW6/ZcG7DvvyfOBejSAPf1j5nbIk7S52qpkXkV0CXqv4f97lPAntV9Rfu/Zg6EzGNGstluSxXcHIFOdtIc4nIUuBVzcLZ7SMyjE+5fJzT03cBq3EnwHKf6zuEbibOfBZ/cZe/AWf41bVDXaflslyWa2zlCnK2Ucg16mdDe3kbygvTe8qu4FwkI4Iz/ek36TOzITAZ+BmwCmfWwZNxZol7DHirBxvMclkuyxWQXEHOFtRcXt8G9cIA38CZa+GS3hfJ/VmNc9T70j6PXQp82PPglstyWa7A5ApytqDmytbteC+O4Myg9gvgnTgz0d1En3khcOazuJsBprDFnfPCg41muSyX5QpIriBnC2qubN6O9wKV4JztVezev4x+s6fhfJ25H+cahm8A3tL74nq4Q1kuy2W5ApIryNmCmiubt2OOk1fVVmArztSZAE/hTKd7lohMdpdJAr/HmTfiTg5NQKXH+t8jYbksl+UKTq4gZwtqrmwazMlQ9wMni0i1OhesXodzKm81gIichHPxjDtUdbaqPuBZWstluSxXUHMFOVtQc2XFYIr8SmA/7iehqq4BTseZwxmci/qep6qf9SKg5bJclmtM5ApytqDmyorI8RZQ1T0i8gDwdRHZjHOJr26g9xJbDd5GtFyWy3IFPVeQswU1V9YMtvMe5yrjPwZeBT46mgcGRnKzXJbLcgUnV5CzBTWX17chTWsgIlHnc8G5UG5QWK6hsVxDY7mGLqjZgprLS8Oeu8YYY0zwZfUar8YYY7LLirwxxuQwK/LGGJPDrMgbY0wOsyJvjDE5zIq8McbkMCvyxhiTw6zIG2NMDvv/qPx6Mwt8buoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "ratio.plot()\n", "plt.ylim(-4,4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows that an explicit dot product calculation gives the same result as ``aoi_projection``." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "surf_tilt = 90\n", "surf_az = 90\n", "\n", "sen_alt_rad = np.radians(90 - surf_tilt)\n", "sen_azi_rad = np.radians(surf_az)\n", "\n", "alts = np.radians(90 - ephem_data['apparent_zenith'])\n", "azis = np.radians(ephem_data['azimuth'])\n", "\n", "dotprod = np.cos(sen_alt_rad)*np.cos(alts)*np.cos(sen_azi_rad-azis) + np.sin(sen_alt_rad)*np.sin(alts)\n", "dotprod.plot(label='dotprod')\n", "\n", "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### get_total_irradiance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a convenience function ``get_total_irradiance`` that aims to make it easier to play with different models. For now, we use it to make summary plots of the models explored above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "South facing with latitude tilt." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def get_total_irradiance_per_model(surface_tilt, surface_azimuth):\n", " models = ['isotropic', 'klucher', 'haydavies', 'reindl', 'king', 'perez']\n", " totals = {}\n", "\n", " for model in models:\n", " total = pvlib.irradiance.get_total_irradiance(\n", " surface_tilt, surface_azimuth,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " dni=irrad_data['dni'], ghi=irrad_data['ghi'], dhi=irrad_data['dhi'],\n", " dni_extra=dni_et, airmass=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", " total.plot()\n", " plt.title(model)\n", " plt.ylim(-50, 1100)\n", " plt.ylabel('Irradiance (W/m^2)')\n", "\n", " plt.figure()\n", " for model, total in totals.items():\n", " total['poa_global'].plot(lw=.5, label=model)\n", "\n", " plt.legend()\n", " plt.ylabel('Irradiance (W/m^2)')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "get_total_irradiance_per_model(32, 180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tilt = 0" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "get_total_irradiance_per_model(0, 180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "East facing with latitude tilt." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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yNimhrcQMJyL3APcAtG/fviJhKaWUKoOry1CLgA+BYcaY9OILRKQ/cKuIdDTGvFuBY44G9htjUpz7+RIYDBwVkTbGmGQRaQMcc66fCIQW2z4Ex2WrCxhj5gJzwXFmUYGYlFJupPUs6r4yk4Ux5rIylm0GNlfimAeBgSLih+My1CggGjgN3A7Mcj4vca6/FPhURP6D4zJYF2BjJY6rlKrDtJ6FZ5Wrg1tEbMaYvPPago0xxyt6QGPMbyKyCNgC5ANbcZwNNAEWishdOBLKROf6cSKyENjpXH+6MaagosdVSilVea76LEYAHwHeIrIVuMcYk+BcvBLoV5mDGmOeBJ48rzkHx1lGSes/i6NDXCmllAe4us/iBWCMMaYFjr/+fxCRgc5lVbsTRimlVJ3h6jJUI2NMHIAxZpGI7AK+FJFHKGVEklJKqfrH1ZlFnoi0LnzjTByjcFxC6uLOwJRSqrJmzpzJ7Nmzq21/d9xxR9Gd5HfffXfR3FBffPEF3bt3Z8SIEQDcfPPNREREFN3AV5+4OrN4BGgFHClsMMYkisifgL+6MzCllKqN5s2bV/T63Xff5Y033mDEiBEcOXKEX3/9lQMHDngwOvdxNXR2VSntGWiHs1J10pHnniNnV/XWs/Du3o3W//xnqcvdWc9izpw5vPXWW3h5edGjRw8WLFhwzvJ33nmHL7/8kl69ehESEsKMGTMAeOyxx2jVqlVRNb3ijDHcf//9/PTTT4SHh1N8potLL72U2bNn891337Fu3Tr279/PuHHjWLFiBceOHSMyMpJXX32VJ554gtmzZxMVFcXx48eJiooiISGBuLg4pkyZQm5uLna7ncWLF9OlSxc+/vhj5syZQ25uLgMGDOCNN97Aaq090+CVayJBESn1fgullCoPd9WzmDVrFlu3biU2NvaCOZpee+01vvnmG77++mumT5/O/PnzAcfMsQsWLGDy5Mkl7vOrr75iz549bN++nXfeeYdff/31gnX+9a9/ERUVxSeffMKLL77I0qVL6dSpEzExMQwbNqzUeN966y1mzJhBTEwM0dHRhISEsGvXLj7//HN++eUXYmJisFqtlZoU0Z1c3mchIrfjmO7jB/eHo5Ryt7LOANzJHfUsACIiIpg8eTITJkxgwoQJRe0fffQRISEhfP3119hsNsLCwmjevDlbt27l6NGj9O3bl+bNm5e4z7Vr13LzzTdjtVpp27YtI0eOrLbvw6BBg3j22WdJTEzkuuuuo0uXLvz4449s3ry5aNLErKwsWrZsWW3HrA6u7rP4J3AZcFXNhKOUqq8qWs8iOjqa0NBQZs6cWWo9C4Bly5axdu1ali5dytNPP01cXBwAvXr1IiYmhsTERMLDwwFH5/QHH3zAkSNHuPPOO6sl3tIUr5NRPP5JkyYxYMAAli1bxpgxY5g3bx7GGG6//Xaef/75Kh3TnVxdhnoSuMsYc6YmglFK1V/uqGdht9s5dOgQI0aM4IUXXiA9PZ3MzEwA+vbty9tvv824ceM4fNgxndy1117L999/z6ZNm8qcznz48OEsWLCAgoICkpOTWb26QvOlAo75sDZvdsyIVPxriI+Pp2PHjvztb39j3LhxxMbGMmrUKBYtWsSxY44p8dLS0mpdR7mry1BTgEUicnllpvZQSqlC7qhnUVBQwC233EJGRgbGGB588EGCgooqHTB06FBmz57NVVddxQ8//EBwcDAjRowgKCiozM7ja6+9lp9++onevXvTtWvXorKtFfHQQw9xww038NFHH51zGevzzz/n448/xmaz0bp1a/71r3/RrFkznnnmGS6//HLsdjs2m43XX3+dDh06VPi47uKynoWIjASeMsYMrZmQqofWs1DqLK1n4WC32+nXrx9ffPEFXbrorWIVqWfhcjSUMeYnYFr1haeUUjVv586ddO7cmVGjRmmiqIRyzTprjNHyVkqpSqsN9Sx69OhBfHz8OW3bt2/n1ltvPafN29ub3377rUqx1kflnaI8CLgNCCu+jTHmwrtZlFLKDdxRz6J3797ExMRU+37ro3IlC+A7YAOwHah07W2llFJ1U3mThY8x5u9ujUQppVStVa7pPoCPRGSqiLQRkWaFD7dGppRSqtYo75lFLvAi8Bhn61gYoKM7glJKKVW7lPfM4u9AZ2NMmDEm3PnQRKHqvfwCO5sPpPHh+gReXLGbZ77dyas/7mVZbDLJGVmeDk/VAgkJCfTq1avc61966aUU3gN25ZVXkp6eDjhmz+3evTuTJ08mJyeH0aNHExkZyeeff+6WuCuqvGcWcYBO+aEajMQTZ3hnbTzfxCaTdjoXAKtFaGS1kJVXULReREggE/uHMDEqFB9b7ZlOWp0rPz8fL6/yftzVnO+++67o9RtvvMHy5csJDw9nw4YN5OXl1aqRWuX97hUAMSKyGsgpbNShs6q+ycotYPbKPXy4PgFBuLxnK67s3Ya+7YNoHeCDiJCdV8DvR0+xIT6Vr7ce5oklcbz60z4eGN2Vmy4OxWKp3eXpf174O8cPZVbrPoNDmzDshq6lLndnPYtNmzZx11130bhxY4YOHcry5cvZsWMHH3zwAcuWLSM7O5vTp0+zaNEi7rzzTuLj4/Hz82Pu3LlEREQwc+ZMmjRpwkMPPQQ4JiAsnBJ97NixDB06lF9//ZV27dqxZMkSfH192bx5M3feeSd+fn4MHVr25BZZWVlMmTKFnTt30r17d7Kyzp6RhoWFER0dzeOPP058fDzjxo3jlltu4Z133iElJYXIyEgWL17MqFGjiI6OJjg4mOjoaB566CHWrFnDf//736L6HCLC2rVr8ff358UXX2ThwoXk5ORw7bXX8u9//7tCP8+SlPcy1Nc4ih39Cmwu9lCq3tiRlMHYV9by7rr9XN8vhDX/cymvTerHlb3b0CbQt+jDysdmJSIkiHuGd+K7GcP4bOpAOjT3459fbeemuRs4mKon4SVxVz2LKVOm8NZbb7F+/foL5ntav3498+fP56effuLJJ5+kb9++xMbG8txzz3Hbbbe5jHnv3r1Mnz6duLg4goKCWLx4cdEx58yZUzQxYlnefPNN/Pz8iI2N5bHHHiuaXLC4t956i7Zt27J69Woefvhh5s2bx7Bhw4iJiaFTp06l7nv27Nm8/vrrxMTE8PPPP+Pr68vKlSvZu3cvGzduJCYmhs2bN7N27VqXcbriaoryucBy4EtjzKkqH02pWmpF3BEeWBBDUz8bn04dwOBOweXedlCn5izsOIgvNify9Lc7uea1dbx8UyQjLqpd9QgKlXUG4E7uqGeRnp7OqVOnGDx4MOCY/rt4Yrnsssto1swxcHPdunVFH/YjR44kNTWVjIyMMmMODw8nMjISgP79+5OQkEBGRgbp6elFkwveeuutLF++vNR9rF27tqgaX0REBBEREa6/WeU0ZMgQ/v73vzN58mSuu+46QkJCWLlyJStXrqRv374AZGZmsnfvXoYPH16lY7k6s3gP6AN8JyI/isjDItKnSkdUqpb5emsS0z7ezEWt/fn6r0MqlCgKiQg3RIXy7f1DaRvky50fbOKDX/a7Idq6q6L1LBYtWsT27duZOnVqqfUsXE2E2rhx4zLXFZFz6k4UHr+Qt7d30Wur1Up+fj7GmArXunBXbYxHHnmEefPmkZWVxcCBA9m9ezfGGB599FFiYmKIiYlh37593HXXXVU6PrhIFsaYDcaYmcaYYcANwEHgHyKyVUTeE5EbqhyBUh60LDaZvy+MYWB4cz6bOpCW/j5V2l+H5o358r7BXNa9FTO/2ckrq/a6/EBrKNxRz6Jp06b4+/uzYcMGgAvqbxc3fPjwolKla9asITg4mICAAMLCwtiyZQsAW7ZsYf/+spN8UFAQgYGBrFu3DsBl+dPix92xYwexsbFlrl+S4rUxCs+OAP744w969+7Nww8/TFRUFLt372bMmDG89957RXU9kpKSiupkVEV5+ywwxqQaYz4zxtxmjOkLvA5UaupGEQkSkUUisltEdonIIOeNfj+IyF7nc9Ni6z8qIvtEZI+IlF6xRKkK2HLwBA9+HkO/9k15944ofBtVz2gm30ZW3pjcj+v7hfDSqt95ffW+atlvXVdYzyIiIoK0tDQefPBB3n//fSZOnEjv3r2xWCxMmzaNoKCgonoWEyZMKLOeBcC7777LPffcw6BBgzDGEBgYWOJ6M2fOJDo6moiICB555JGietzXX389aWlpREZG8uabbxZdFivL+++/z/Tp0xk0aBC+vr5lrnvfffeRmZlJREQEL7zwApdcconL/Z/vySefZMaMGQwbNuycfpmXX36ZXr160adPH3x9fRk7diyXX345kyZNYtCgQfTu3Zs///nPnDpV9V6EMutZiEgqjjmhfgV+ATZWR9U8EZkP/GyMmScijQA/4J9AmjFmlog8AjQ1xjwsIj2Az4BLgLbAKqCrMaagtP2D1rNQZUvOyOKaV3/Br5GVJdOH0LRxo2o/ht1ueGjRNr7cksTTE3px60DPFbKpz/UsMjMzadKkCQCzZs0iOTmZV155pdqPUx9VpJ6Fq6Gz4cBAYDCOD/P+IhKPM3kYYxZWNDgRCQCGA3cAGGNygVwRGQ9c6lxtPrAGeBgYDywwxuQA+0VkH47E4XoYglIlKLAbZiyIISs3n0+nDnBLogCwWIT/uz6Ck1l5/GvJDlr6ezOmZ2u3HKshW7ZsGc8//zz5+fl06NCBDz74wNMh1UtlJgtjzElgpfOBiDTGUWr1AeCvQIWTBY4pQlKA952d5ZuBGUArY0yy87jJIlI4lKQdjrObQonONqUqZe7aeDbuT+PFP0fQtZV/6SueSYODG+DEfjidAhYv8AuG4C4Qegl4l7Gtk81q4bVJ/bhx7gb+/nkMX00fUvYx6yl317O48cYbq7Tv6rBixQoefvjhc9rCw8P56quvPBRR9XI1dLYtjrOKwUDhhcPNwONU/i97L6AfcL8x5jcReQV4pKwwSmgr8dqZiNwD3APQvn37Soan6rOdh0/ynx/2MLZXa/7cP+TCFQryYNdS2PQuHFwPxjlKxuLleF303gZhQ6H/HdDtarCW/k/Jx2Zl7q39ufrVdUz9MJol04cQ5Oees5myVGYUT23ijnoW1WnMmDGMGVN3ulQrOvDC1WWoRGAL8BLwiPOSUVUlAonGmMJSVItwJIujItLGeVbRBjhWbP3QYtuHAIdL2rExZi4wFxx9FtUQq6pH7HbDY19vJ8DHxnPX9r7wg3PvD/D9o5C6F5qGwfD/gY4joMVF4Oscb3H6OByLgz9+griv4IvboWk4XPZv6D4OSvkwbhXgw1u39Oemuev5n0WxzL21f41+cPv4+JCamkrz5s3rdMJQ1cMYQ2pqKj4+5R/956qDexAwCMeZRTiQgOOMYj0Q7exHqDAR+Rm42xizR0RmAoWDoVOLdXA3M8b8r4j0BD7lbAf3j0AX7eBWFfX5poM8vHg7syf2OfesIvcMLP9f2PoRNOvk+OC/6CqwuBgsaC+APcvhp2cgZReE/wkmvAmBpV8lnfdzPM8s28UzE3pxSw12eOfl5ZGYmFjq/Qqq4fHx8SEkJASbzXZOe2kd3GUmiwtWFgkDrsHRxxBijKnUoHQRiQTmAY2AeBz9IBYcfSDtcdzPMdEYk+Zc/zHgTiAfeMAYU/rtkk6aLFRx6WdyGTF7DZ1bNmHhvYPO/nV98jB8/Gc4thOGPgiXPgpeFbxEVJAPm9+HH550XI4a/wZ0v7rEVe12wx0fbOK3+FS+uX9og+y/ULVbpZOFiHTjbL/FEKApjjOLX4wxs90Qa7XQZKGKe/67Xcz9OZ5l9w+jR9sAR+PxvfDRtZCVDjd8AJ1HV+0gqX/A4rvh8BYY9S8Y+vcSL0sdO5XNla/8TEt/H5b8dQg2a7lvd1LK7UpLFmX+lorIceALYADwM3CNMaa1Meba2pwolCruSEY2H/yawLWR7c4mihMHYP41kJ8NU5ZVPVEANO8EU5ZD74nw41Pw7YNgv7BkfUt/H56Z0JudySd55+f4qh9XqRrgqoO7kzGm7Jm2lKrl5vy0lwK74YHRzjtzTx+HjyZA3hnHh3urntV3MJsPXPcOBIbAupcco6vGzQHLuXeHX9GrNVf0bM3Lq/YypmdrOrVoUty3xOEAACAASURBVH0xKOUGrs5/7y8+7cb5RGSkiJR8cVapWuBQ2hkWbjrEzZe0p31zP0f/wqIpjr6KSV9Ub6IoJAKjnoQ/PQIxH8M3M6CEy71Pje+Jj5eFRxdvx27XwXuqdnN1ZrEd+FZEsnEMoU0BfHDMCRWJY+qN59waoVJVMO/neETgLyOcNQFWPwP718L416H9APcdWARGPAqmANa+CP5tYORj56zSMsCHx67qzsOLt/PF5kPceLHeG6RqL1ezzi4xxgwBpuEorWoFTgIfA5cYYx40xqS4P0ylKi7tdC6fRx9ifGQ72gT6wr4fHZeG+t8BfW+pmSBGPOY41toXIPr9CxbfEBVKv/ZBvLhiDyez82omJqUqoVzDMIwxe40xHxhjnjfGvGyMWWGM0Wr1qlb7cH0C2Xl27hneEbIzYOn9ENwVrvi/mgtCBK5+2dGB/t1DcPC38xYL/x7Xi9TTucxZtbfm4lKqgnTMnqqXsvMK+HD9AUZ1a+m4l2HlE3Aq2XHTnK1qNSsqzGqD69+FwFBYeBucOnLO4t4hgdx0cSgf/JrAvmNakFLVTposVL20LDaZtNO53DU0HA6shy3zYfD9EHLB8PGa4RsEN30COSdh4e2OUVLFPHT5Rfg2svL0t7s8E59SLmiyUPXSJ78doGNwYwZ1bArfPwIB7RyjkzypVU8Y9yoc2uDo9C6meRNvZozqwn9/T+HXfcc9FKBSpStXshCRrs4a3Duc7yNE5HH3hqZU5exKPsmWg+lMGtAe2fYZJMfA6JnQyM/ToUHvP0Ofmx3J4tDGcxbdMrADbQN9+L/vd2spVlXrlPfM4h3gUSAPwBgTC9zkrqCUqopPfztIIy8L1/du5riTOuRix13VtcXYFxw37X05FXLO9lH42Kw8eFlXtiVm8P2OI2XsQKmaV95k4WeM2XheW351B6NUVWXnFfD11iSu6t2Gpjs/hsyjcNlTpU4d7hE+AXDt25B+EFace+/Fdf1C6NKyCS+u3EN+wYVThSjlKeVNFsdFpBPOokMi8mcg2W1RKVVJq3Yd5VROPjf2aQ6/vALhw6HDYE+HdaEOg2HgXxwd7wnripqtFuF/xlxEfMppvtic6MEAlTpXeZPFdOBtoJuIJOEoq3qf26JSqpK+3ppE6wAfLklbCqePeb5Tuywj/glB7R3TgeSdrTNxWY9W9G0fxGs/7SM3X88uVO1Q3pvy4o0xo4EWQDdjzFBjTIJbI1OqgtJO57JmTwoTIlpgWf8qhA2DsCGeDqt0jRo7bthL3Qc//7+iZhHhb6O6kJSexVdb9exC1Q7lHQ31nIgEGWNOG2NOiUhTEXnG3cEpVRHLtieTbzfc4r/VcQPekAc8HZJrnUdBxI2OaUhSfi9qvrRrCyJCAnlt9T7ytO9C1QLlvQw11hiTXvjGGHMCuNI9ISlVOUu2JnFRyya02/MBNO8MnUZ6OqTyGfMc2PxgxaNFs9OKCH8b2YVDaVksiSmx5LxSNaq8ycIqIt6Fb0TEF/AuY32latSxk9lEHzjB3eHHkcNbYMA01zW0a4vGwXDpI7BvFfy+oqh5VPeW9GwbwGs/7dWRUcrjyvuv6WPgRxG5S0TuBH4A5rsvLKUqZuXOowCMOb0EvAMdN77VJZdMdUxyuOJRyM8BzvZdJKSe4ZtYPbtQnlXeDu4XgGeB7kBP4Glnm1K1wsqdR4lolo///uUQeTN417HKc1YbXPE8pMXDhjeLmi/r3oqLWvnz9n/j9a5u5VHlPk83xiw3xjxkjPmHMWaF6y2Uqhkns/NY/8dx/tpiG1KQW3O1Kqpb59HQdSysnQ2nUwGwWISpwzuy+8gp/vu7lo5RnlPe0VDXicheEckQkZMickpETro7OKXKY/XuY+QVGIZkroDWEdC6t6dDqrzL/g15p88ZSjuuT1taB/gwd228BwNTDV15zyxeAMYZYwKNMQHGGH9jTIA7A1OqvFbGHWVQk2Qap+6ou2cVhVpcBJGTYNM7julAgEZeFqYMCePXP1LZkZTh4QBVQ1XeZHHUGKMT7ataJ7/Aztq9Kfwl8Dew2GrXhIGVdemjgMDq54uabh7QnibeXnp2oTymvMkiWkQ+F5GbnZekrhOR69wamVLlEHMonczsXC4+vQa6jgG/Zp4OqeoCQ2DAPbDtMzi6E4AAHxuTBrRn2fZkEk+c8XCAqiEqb7IIAM4AlwPXOB9XV+XAImIVka0i8q3zfTMR+cHZN/KDiDQttu6jIrJPRPaIyJiqHFfVL2v3HifKshef7GPQY4Knw6k+Q/8O3gHw09NFTXcMDkOAd9ft91xcqsEq79DZKSU87qzisWcAxS9tPQL8aIzpAvzofI+I9MBRO6MncAXwhohYq3hsVU+s/T2FWwO3gdXbcWZRX/g1gyH3w57v4HAMAG2DfLmmT1u+iE4kM0crBKiaVd7RUD4iMl1E3hCR9woflT2oiIQAVwHzijWP5+yNfvOBCcXaFxhjcowx+4F9wCWVPbaqP9LP5LI9MY0RBb865ljyqWdjLi65F3wC4b9nb2m6fXAYmTn5LNbpy1UNK+9lqI+A1sAY4L9ACHCqzC3K9jLwv0DxOQxaGWOSAZzPLZ3t7YBDxdZLdLapBm7dvuNE8Af+ufXsElQhnwAYOB32LIPkWAAiQ4PoExrE/PUJ2O16k56qOeVNFp2NMU8Ap40x83GcFVRqMLuIXA0cM8ZsLu8mJbSV+K9ERO4RkWgRiU5J0RuY6ruffz/OBO9NGIsNLrrC0+G4x4B7HdOXrD17dnHH4A7Ep5xm3b7jHgxMNTTlTRZ5zud0EekFBAJhlTzmEGCciCQAC4CRIvIxcFRE2gA4n485108EQottHwKUOFGOMWauMSbKGBPVokWLSoan6ooN+1O53BaLhA9zXK6pj3yDYOB9sOsbOLIDgCt7tyG4iTcf/Jrg2dhUg1LeZDHXOTrpCWApsBPHjXoVZox51BgTYowJw9Fx/ZMx5hbnfm93rnY7sMT5eilwk4h4i0g40AU4vx64amCOZGRjT9tPm7yD0OVyT4fjXgOnOUZGOc8uvL2sTBrQntV7jnEg9bSHg1MNRXlHQ80zxpwwxvzXGNPRGNPSGPNWNccyC7hMRPYClznfY4yJAxbiSFDfA9ONMQXVfGxVx2xMSONSyzbHm/qeLHybOi5H7VxSVCBp8oD2WEX4cP0BDwenGooyk4WI3OJ8/ntJj6oe3BizxhhztfN1qjFmlDGmi/M5rdh6zxpjOhljLjLGLK/qcVXdt2l/GqO8YjHNOkLzTp4Ox/0GTAMvH1j/KgCtAnwY27sNCzcd4rQOo1U1wNWZRWPns38pD6U8Ymv8EQZZ4pD6flZRqHGwY96rbQvg1BHA0dF9KidfK+mpGuFV1kJjzNvO53/XTDhKuXbidC5Nj2/Cu1EOdL7M0+HUnEHTIfo9+O0tGD2Tfu2b0q21P59uPMCkAe09HZ2q58pMFiIyp6zlxpi/VW84Srm2KSGNwZY47BYblg6DPR1OzWnWEXqMh03vwdC/Iz4BTBrQnn8tiSM2MZ2IkCBPR6jqMVeXoTY7Hz5AP2Cv8xEJaCez8ohNCWkMtu6Edv2hkZ+nw6lZg/8GORmwxTHZwYS+7fCxWfhs40EPB6bquzKThTFmvvMmvC7ACGPMq8aYV4FROBKGUjVud0ISvWQ/lvDhng6l5rXrB2HDYP0bkJ9LgI+NayLasiTmMKey81xvr1Qllfc+i7ac26HdxNmmVI3KK7Djd2QjVuwQNtTT4XjGkAfg1GHY/gUAkwa050xugXZ0K7cqb7KYBWwVkQ9E5ANgC/Cc26JSqhS/Hz1FfxNHgcUGoQ10PsnOo6BlT9jwBhhDZGiQo6P7t4MYo/NFKfco70157wMDgK+cj0HOy1NK1aiYQ+kMssSR1yYKbL6eDsczRBw36R3dAQd+QUSYPKA9O5NPEpuoZVeVe5T3zAIgB0gGTgBdRaQBXjBWnrY7IYmelgN4dxrm6VA8K+IG8G0GG94EYHzfdvjarHz6m3Z0K/cobz2Lu4G1wArg387nme4LS6mS5R2MxoJB2g/0dCieZfOF/nc4iiOdOODo6O7ThqXbtKNbuUd5zyxmABcDB4wxI4C+gM4BrmpUZk4+LTIcdR1o19+zwdQGF98FCGycC8CkAR3Iyitg6Tbt6FbVr7zJItsYkw0gIt7GmN3ARe4LS6kL7UjKoK/s5XRAZ8fU3Q1dYAj0GAdbPoKcTPqEBNK1VRO+iNYqeqr6lTdZJIpIEPA18IOILKGUmhJKuUtcUgZ9LfuwtL/Y06HUHgPuc9ykF7sAEeGGqFBiDqWz92hVClkqdaHyjoa61hiTboyZiaOmxbucrZGtVI1IObCTppKJb/ggT4dSe4ReAm37wm9vg93OhL7t8LIIX2iNblXNXCYLEbGIyI7C986aFkuNMbnuDU2pc9kORzteNNT7K0oi4pi+/PjvEL+a4CbejOzWki+3JJFXYHe9vVLl5DJZGGPswDYR0Wktlcfk5ttpc2o72dbGEKzdZefoeS00blnU0T0xKpTjmTms2aNjUFT1KW+fRRsgTkR+FJGlhQ93BqZUcX+kZNJL/uBU015gqcjtQQ2Alzf0uw1+XwHpB7n0ohYEN2nEF9GHPB2ZqkfKnKK8GK1noTxqd1IqV8ohzrRrIMWOKqr/HbDuP7B5PrZRT3BdvxDeW7ef45k5BDfx9nR0qh4oV58F8Lqzr+KcRw3EpxQAKfGxeEs+AR2jPB1K7RQUCl3GwJYPIT+Xif1DyLcbvt6a5OnIVD2hfRaqTjDJ2wCwtuvr4Uhqsag74fQx2P0tXVr5ExkaxMLoQzq5oKoW2mehaj1jDAEndpJj8YVmnTwdTu3VeRQEtXeUXgUmRoXw+9FMnVxQVQvts1C13pGT2XSyx5MedBGttHO7dBYr9J8CP/4bUn7nmj7hPPXNTr7YfIg+oXrHu6qa8t6Ud0F/hfZZqJqy98hJesgB7K0iPB1K7df3VrDYIPo9AnxsjO3VmiUxh8nO0yrIqmrKTBYickpETpbwOCUiJ2sqSNWwpRzYRRPJpnGYTh7oUpMWjvmitn0KuWe4vn8Ip7Lz+XHXMU9Hpuo4VzW4/Y0xASU8/I0xATUVpGrY8hK3AuAfpp3b5RJ1F2RnQNyXDO4UTKsAb77aqtN/qKqp8QvAIhIqIqtFZJeIxInIDGd7MxH5QUT2Op+bFtvmURHZJyJ7RGRMTcesPKtR2h4KsCAtunk6lLqhw2Bo0R02vYvVIkzo2441e1I4npnj6chUHeaJ3sJ84B/GmO7AQGC6iPQAHgF+NMZ0AX50vse57CagJ3AF8IaIWD0Qt/KQoNPxpDYKcdyprFwTcQyjPbwFDsdwXV/HPRffaJ0LVQU1niyMMcnGmC3O16eAXUA7YDxQWNd7PmdntR0PLDDG5Bhj9gP7AJ1JroHIyMqjQ8FBMgN0yGyFRNwAXr6wZT4XtfanZ9sAvtyiN+ipyvPoOEQRCcNRde83oJUxJhkcCQVo6VytHVB8kptEZ5tqAOKPpNJBjuolqIryDYKeE2D7Isg9zXX9QtielKF1LlSleSxZiEgTYDHwgDGmrJFVUkJbibekisg9IhItItEpKTrjZn1wbP9OvMRO49Beng6l7ul3O+SchLivGdenLVaL8KVO/6EqySPJQkRsOBLFJ8aYL53NR0WkjXN5G6BwrF8iEFps8xBKqdJnjJlrjIkyxkS1aNHCPcGrGnXmcBwAzTr09nAkdVD7gdC8C2z5kBb+3gzvEszXW5MosOv0H6riPDEaSnBU2ttljPlPsUVLgdudr28HlhRrv0lEvEUkHOgCbKypeJVnWY87RkJ5tezq6VDqHhHH1OWHNsCx3VzXL4TkjGw2xKd6OjJVB3nizGIIcCswUkRinI8rgVnAZSKyF7jM+R5jTBywENgJfA9MN8bo7agNROCpP0i1tQGbr6dDqZv63Oy4o3vrR1zWoxX+3l7a0a0qxROjodYZY8QYE2GMiXQ+vjPGpBpjRhljujif04pt86wxppMx5iJjzPKajll5Rm6+nTZ5B8hooiOhKq1JC+h2JWz7DB/J56qINizfkcyZ3HxPR6bqGJ2VTdVaB46lEy5HsGsZ1arpdzucSYXdy7i2bzvO5BawIu6Ip6NSdYwmC1VrHdkfh00K8Gvb09Oh1G0dR0Bge9jyIReHNSOkqa9eilIVpslC1VqZiTsACO6os81WicUCfW+B+NVYMg5wXd92/LLvOEcysj0dmapDNFmo2itlD3YE3zbdPR1J3dd3MogFtn7Mtf1CsBtYEqNnF6r8NFmoWqvxyT9IsbaGRn6eDqXuCwyBzqNh6yeEN/Wmb/sgFm9J1JKrqtw0WahayRhD65z9pDfu6OlQ6o9+t8Opw7BvFdf1c5RcjTusZWlU+WiyULXSkfRMwjhMXnO9Ga/adB0DjVvClg+5JqINNqvwlU7/ocpJk4WqlZLid9JICvBp08PTodQfVhtEToLfvyeoII2R3VqyJCaJ/AK7pyNTdYAmC1UrnTzoGAnVLFxHQlWrfreBKYCtH3NdvxCOZ+by897jno5K1QGaLFStZD+6C4Cm7fUei2rVvBOEDYOtHzOiazBBfjYWb9GSq8o1TRaqVvLN2MsxS0vE29/TodQ//W6DE/tplPgr4/q0ZeXOo2Rk5Xk6KlXLabJQtVKLrARS/cI9HUb91H0c+ATBlg+5rl8Iufl2lm9P9nRUqpbTZKFqnYzT2XQwSeQE6Ugot7D5QMSNsHMpfZrb6diisU7/oVzSZKFqnUN/xOEteTTSOaHcp99tUJCDxC7k+n4hbExI41DaGU9HpWoxTRaq1klP2AZAs7A+Ho6kHmvdC9r2gy3zmRDZFkDvuVBl0mShap38I45Sqi10AkH36ncbHNtJu9O7GNSxOV/q9B+qDJosVK3jm76XZEtrrD5NPB1K/dbrerD5wZb5XNevHQmpZ9hyMN3TUalaysvTASh1vhZZ8Rxv3Ik2ng7EhTx7Hhk5GWTkZJCek05GTgbZ+dnkFOSQXZBNbkEu2fnZ5NnzEBEK/3P8L3hZvPD18sXH6oOPl4/jtZcPfl5+BHoH0tS7Kf6N/LFarO75AnwCoOd1sGMxY0c8xRM2C19uSaR/h6buOZ6q0zRZqFrlVGYmofbDxDYd7elQSMtOY3/Gfg6ePMiR00c4cuYIyZnJHDlzhGNnjnE67/QF21gLDLZ8aJQPtmKV4gsv7hhxPOdbIdcLcm1gREqNQRACvAMI8g4iyDuIFr4taNW4Fa38nA/n65Z+LWlkbVTxL7LfbRDzMU32fsMVPXvxzbbD/OuaHnh7uSlBqTpLk4WqVRL3bae7FGCrwZFQ2fnZ7Dmxh7jjcfx+4nfiM+LZn7GfzNMnaH4Kmp80ND8ltM/yY1CuD81zbPhn++Ob5Yd3Zi62MzlYcvIgNw+pzDxLNht4NwJvG3bvRtgb+5DbuBE5vjbO+AmZ3nDS286JRukkeyez1ZZBsm82GY3BbnEkGkFo3bg17f3bExoQSqh/qOO1v+O1n62Uad5DL4Hgixz3XAz/lK9jDvPTrmOM7V3bz+tUTdNkoWqVtD82AdCyS5Rb9m+MISkziU1HNrEtZRtxx3eQkbCXVsfzaZcKYemNGJRuo8XxPHwzCs7b+hQWvwKsQUFYgvyxNg/E2ikIq38AFl9fxMcH8W6ExdsH8fFGGjVCRM52Ghc9g8nNxeRkY8/OOfucnY09K4uCUyexZ5yk4OhJCjIyKDh5EvJKuMNaBHuQP7lNG3M6oBGpAUJSk/384bedb31PczwQ0ps4zlxa+bWic1BnOgZ1pHNQZzoFdaJjYEf8G/lD/9thxT8ZEpBCS39vFm9J0mShLqDJQtUqkrSZTHxpFd672vZ5OPMwvyX/RnTyJhJ2rsc//hgdjxgijlmZcNTgnXU2KVgCvfHu2JFGfcKxtWuLrXUbbG1a49W6DbbWrbD41XwhJmMMJiuLgvR08o8fJz8lxfE4dsz5nEJQSgotdxyha1oaI4pva7OSHdyEE01zOey/nb1N1vNNUD7JzYSjQdA8oDWd/NvTqXkzuq1/nkt738KXG5JJzcyheRPvGv9aVe2lyULVKsEZOzjofRE9rJX/1TTGEJ8Rz6r4lezasAyfuP30OGiYkAhNspx/3Tey4XNRN3wG9sCnRw+8O3WiUceOeDWtfZ27IoL4+WHx88PWtm2Z69rPnCHv8GHykpLITUoiLymJvKTDNE1KInTPIaLSc4vWNSJkNj/B0WYZxPv7sa7pFg4320KHYC9Gf/IGrRt3oXvzbgwO7cPoTn0I8tXRaQ2ZJgtVa5w5k0lY/n5iWk+u8LbGGHam7uTX3xZx4qdVhO5M5eIkw/DCz8aQNgSOHYRfv7749OqFd6dOiM1WvV9ALWDx88O7c2e8O3cucXlBRga5Bw44HvsTCDxwgBYJCXTd9Qf2M9nOtXLJsx4gqflBDrVYRUwLYWmwcKR5Kxq16EmvFn0Y22UgQzt0x2rV0fcNhSYLVWv8vukHIqUAv85Dy7V+gb2ArUmb2PbDZ+Ss+5WLdmUy9IRjWXZIMIHjhxI8aBi+/aOwtWrpxsjrDmtgIL4REfhGnHvDoykooGBWH3JpS263e8mJjyfo972037ObYXEpzrUOk207zKHgH9jWSviqlTfH2oTRpEsUwzsNZFz3QQR4a730+kqThao1zsR9T67xovMlY0tdJ68gj407V7Lvu8/x2hBLtz9yGJwL+V4Wsvt0JeCya2gxeiyNQtrVYOR1n1iteA29Da/Vz+I3ci5cf33RsoJTp8jZt4+cvXvJ3rsXS2wM7ffs5bKYbGA3edbdHGjxMe+3tpLUqiUFnfrQ4+IruDZiGM0aa/KoL6Su3N4vIlcArwBWYJ4xZlZZ60dFRZno6OgaiU1VXV5uDiee68YR385EPPzDOctO52QSvXYhh1cuJXDzPsIPOzqkTwf5YB/Ul/ArJ9J8yJ880vlcUcYYx2goxxvnM862YssAERCLYBHnjXxl3I9RLTIS4eXeMOwfMPLxMlc1xpB36BDZcXEcid7Esc0b8Us4gG92PuC4hyShpZDQuilnwrsRevFoLh9xNS0DtT5JbScim40xFwxHrBPJQkSswO/AZUAisAm42Rizs7RtNFnULTGrPiNy3TS2DXubPqNuIjlxD9uXf8LpX36h9Y5kgjINdiC1U3P8hg+l69WT8O/R+5wPUGMM9gJDQb7d8cgr9jrfTkFesdf55pz39sK2C9Ytqa2U/TvXtzvXtReYC5NCFRQmD7HI2URiEUcHuMXZEW5xvLZaLVi8LFi9BKuXBYu18LlYm5ecu57VgmX3V1hPJ2Mddj/WRl5YvcS53Pmwnd2+8GEpdgxzLJlj26LZ++uPsGcHbQ6fwCfP8YWf9oaEVo1Ja9+BwIhBDBozgdCundyfBFWF1PVkMQiYaYwZ43z/KIAx5vnStqlssnjvrn9h8huXFgnFf63NecvKVtZyKeV1WeuaCh6z8vGZ877usrYz5ywp+5im2HIBBAMWL6y5Bdgcf6BSYBHymnhjaxqMT2AL7FiLPsDt53yIO9qqi1jkgg/Fcz4obZZzlxV+YBZrt1id34HCswJxfrfE8WHvfEnhgrNtjhfGGIzdYAzY7c7X9mLtdrAXW8cUrWMoKDDYC4olrwI79qLEV7is+GvnevkFGFN9H94WKcAiBRh7PsaehyU/D1t+PlZ7PhZ7PnbyybMVgOQD+QgFjhrhVc2sDdwNr0zDPyioUtuWlizqSp9FO+BQsfeJwIDzVxKRe4B7ANq3b1+pA5m8VtitLcpao/zLykzEF6aaossPLv+hFFtuDGVksJIaylhWkXVLXnbhx0zp35Pz13X89W0hz8+HfF9ffAKb4ecfVPRBW/gh7eXl/GvYdu4H9bkf7Be2WbykaPviH/aW4ts72y2WBvrXbkEe9gW3UXBkDwXGq+hhL/a6wO51zrKyHvYL2qxk2a2cyPHiTK4XkueFV74NY3xBvLCLF8Zdc2E1IPl52a5XqqC6kixK+pd74ceiMXOBueA4s6jMge76cHplNlOqfrDasEz+DAtQ/wYWq6qoK4OkE4HQYu9DgMMeikUppRqcupIsNgFdRCRcRBoBNwFLPRyTUko1GHXiMpQxJl9E/gqswDF09j1jTJyHw1JKqQajTiQLAGPMd8B3no5DKaUaorpyGUoppZQHabJQSinlkiYLpZRSLtWJO7grQ0RSgAOV3DwYOF6N4VQXjatiNK6K0bgqpj7GdRzAGHPF+QvqbbKoChGJLul2d0/TuCpG46oYjatiGlpcehlKKaWUS5oslFJKuaTJomRzPR1AKTSuitG4KkbjqpgGFZf2WSillHJJzyxUhYhWqqkX9OeoKqpBJgsRaVMb/7GISFsR8fZ0HOcTkd4i8jCAqUWnoiLS2tMxlEREWnk6hpKIyEUiMhZq3c+xg4hUrgCNG4mIj6djKImnPr8aVLIQEW8ReRP4LzBXRK7zdEwAItJERP4DLAfmicgkZ7tHfz7iMBv4FPASkVpR4kBEfEXkZeB7EXlJRMZ7OiYo+jm+BCwXkbdr2e/X/wM+Axp5Op5Czp/jSzh+7+eLyH3Odk//3jcWkbnA/2/v3IO9qqo4/vnyUl4iMEwCaUJAJgaIqSMvKQMmETK0IrXJLDKgCRRQcCKFfIYVNqY5aChqGk2Bk2ZDTmg+e0wRWZowZDUEDumESchz9cfaP+6ZC3i9cM/jXtd35sw5Z59953zu/p2z197r7L321ZK6p7TSG5dl11/vKGMBTAR6mtkA4GFgoaQBZQJJ6gXcjb/Ew4GHgForvunWCT009QB6AqeY2XVmtqtknpqmAz3MbAiwErheUr8ygST1Bu7F36mz8Rf6G2UyAUg6CvgJMMLMhprZQ2UzZfQVoJeZnQhcA8yEcp/71JtYCIwAOgMfSkxV6ImVWn+1eGMhqVPm1IAtAOml+TlwqaRD35ss6QAACGZJREFUW6z28Lg6p8OtwCwz+7KZvQG8C1gpqUfKV+hvlOEC6AL0N7OdksZJmi1pXJE8Ga5Oad8a6Iq/LJjZE8A2vBXYpQy2pDeBO81shpltBpYDayQNKpGpxnUv8GcAScMljZXUP50XXgdIap3uK2BtSu4FPCLphKJ5ElOHdLgDuB0YBawDTpH03pSn8N5FleqvFmssJPWTtBy4W9J4SR2B7cDrqTUPsAgYCgxMf5P7w1CfC2hrZn+X1EHSDGAu0BF/cU40s70Fcy1N5dUNeAN4WtJC4Aq84lks6bP1HuIiuO6RdE5K/i9wuqTByai+CAwA+qa/KaK83ifpe5LaA5jZq8DjmSzHJp6/5s3SANdO4JeASdoMXA+MAZ6QNLDA52sfl5ntSb2HfwHHSXoSuAn/XR+TNKaoillSf0nLcLfORKCzma03s38Dq4EjKaF3UcX6q0Uai9RqWQz8CW9VnQPMBx4DTgAGS2pnZq/g7oLLIP+HoR7XMtxd8fV0eTvwqJkda2az8VbDLSVw3QuMB64ys034miejgMvN7Fa8HCdw4HXR8+Rahv+OC4Fv4r2JrwK/wH3xq4CpUEh5jcDL6YvA5SlNZrYtk60d8LKZ7ciTpSGupE34d6ebzexMM5sD3ImXYynllXQf3gjZBJxmZlcDNwCXFVExS/oM7vZ9FjeoE4Bza9fNbC3wF2CgpFPy5slwVbL+wsxa3Ab0xh/E1pnz3wCnA58AluIPJ6nwl+At/DK4ngUmpnNRN/elL+6Pb18S169xIzEYr5AvyeRfjfuay+Iam877AN3S8Xl4JUOtDHPkej9wEtAPWA+85wB5JgOL0vEUYFAB5VWf6/jMtSPr5e2Pf8s4siyu9Lz3Br4N9E1pR+A9tO4FcI0FJmTObwK+lI7bpP1xeKNkGt7rH1UAVyXrrxbZszCzjcAH8e527fw2YIGZ/Qh4CZgnaRbwILDBCvh4exCu28m0DMzMJJ0BfB94xsy2l8g138z+iM8InSBpXnIZPA+8VhLXd4Gr0vnfzOw1SaPwFus/U3quLSwzewFYb2brcUO6EPbz/58FdJf0Y+AC3IWXqw7AtSBxycz23V/SMOAu4LlsetFc6XfajBuuKZIuxpdO/i3+LS9vrlXAKkm1FUPfxL+dYGa70/4fQCfgWrwBUNZzX3r9laslKsAC79fqps4aXww8lUk/Gv/oeCreohmJu3kuqgDXA4mnI/4i/QH4ZAW4fggMS+cDgVnA5ApwPUBq4eE9inXABUVwZa7VeoCd8dbyWfWuP4p/VD6/Klx4pXclsAb4VIW4BuEt90eKer4Oku9+YFK9tFNxN9mFOXB1A47KlhF1PZrS6q+D8hZ1oxwK+kbgp8DJ6bxVveutcT/kzEzaPcBJVeYChlSRq8LldXQZXDW2tJ8JPJyOP51e5tEV5GoDDKggV26u1rfJ1QroAKzARyMKGAcckSPXfOAFvGdwTX22st7Ht9qapRtK0hfwH3MdMAn2H5ttZnuAOcAMSedKugj3m+Y2hvswuWrX11SMq6rlZen6f8rgStqbri0GhkvaCnwEr2QeryBXWzN7qWJcHybN/yyLK6V1Sdt46r7XNTmXfMLfIvwZHg18DZgp6XjLjEwr431sUGVZqUOwxN0yx12Bd+M/6B3A2SldmTyt0v5juGvnV/jEpOAKrsPmyuTtgg9hXAsMD65myzUBr4iXAyPz4sJ7d6NJ7qaUtoTMAJKUVshz36j/ocybv81C7oIP83sG92sOrHdtBvAdku+POt9o3iNigusdzJXJ04ocRjoFV+FcHYFLc+aaTnIDpnIQPsR6NfXcz3k/94eyNQc31Dzcf/d5vKWwL1a7mW3Fh54KOD+lWXYfXMGVB1cmz17z8fjB1Uy5JLUys21mdkcBXEvT/ffivYxd+Kzxjdk/KuC5b7Qqayzkqg1pu9/MXjCz64CdkhZksj6PW+YPSJojaWqeMxmDK7iCq2VxWQ6xqA7CdW2Wy3y4ax9gt5ltkTRJ0uSmZmkqVdZYmGs3Pu45O3tyGjBNUteU7394i2EyPkN0Q55WObiCK7iCq6m48LkUHeQhR67E551UU1YBX9iBNuo+8AzFg2e1z1xbAlxhdT7BDcDs4Aqu4AquZsI1Lx3PBV4BphTBdThb6cuqyhfV2QPcYplZiEpRKc1sj6QHge1m9rl0bTaw2czuS+ftzAOmBVdwBVdwNRsuSScDL1oBkRoOW2VZKaA9HrZhI/A7YHDmWnboZB88XsyTKf9kfNjdpOAKruAKrmbK1eQz+/Peir9h3XR24Yv9tMHDJn8LDw9cy3cMHmn0OaAtMAS4BI8uel5wBVdwBVdwFbcVdyMv1JvxeCZjagWe9j3xkQpjM2ljganBFVzBFVzBVf5WzE3cCt+Gh929EI88OZ1M7BU8XswPOEDoa1JMmeAKruAKruAqZyvmJnAUPoOxczofR72IiXhXbQW+zuyZwMdrP1RwBVdwBVdwlbsVMs/CzF4HXsbD7gI8jYfhPkPSMSnPLuBneGyWu6gLFGfBFVzBFVzBVa6KnJS3AhgiqaeZvYGPCNiB+/uQNBhfBGixmfUzs5XBFVzBFVzBVQ0VaSyeAl4lWWcz+z1wGh5HHnzx9pFmNrdApuAKruAKrubMVZjaNJylaWRmmyStBG6UtB5fOvFNoLZ84ZaiWIIruIIruFoCV5EqfAa3pI/ii44PA241s1sLBTiIgqtxCq7GKbgap+CqnkoJ9yGpLf7tZ3fhN38LBVfjFFyNU3A1TsFVLZUeGyoUCoVC1VdlQ5SHQqFQqDoKYxEKhUKhBhXGIhQKhUINKoxFKBQKhRpUGItQKBQKNagwFqFQKBRqUGEsQqFQKNSgwliEQqFQqEH9H0NSzQptXxH+AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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GE5G7gLsAOnToUJOwlFJKVcHVZah5wHvAMGNMTvkFItIfuEVEOhlj3qrBMS8CdhtjMp37+QwYAhwSkXbGmAwRaQccdq6fDkSX2z4Kx2WrsxhjZgIzwXFmUYOYlFJupPUsGr8qk4Ux5uIqlq0F1tbimHuBwSISgOMy1CggCTgOTACedT5/4Vz/S+ADEfkPjstgccDqWhxXKdWIaT0Lz6pWB7eIeBtjis9oizDGHKnpAY0xv4rIPGAdUAKsx3E2EAR8LCJ34Ego453rbxaRj4EtzvWnGGNsNT2uUkqp2nPVZzECmA34ish64C5jTJpz8fdAv9oc1BjzOPD4Gc2FOM4yKlr/KRwd4koppTzA1X0WzwGjjTGtcPz1v0hEBjuXndudMEoppRoNV5ehfIwxmwGMMfNEZCvwmYg8QiUjkpRSSjU9rs4sikWkbekbZ+IYheMSUpw7A1NKqdqaNm0a06dPr7P93XbbbWV3kt95551lc0N98skn9OjRgxEjRgBwww03EB8fX3YDX1Pi6sziEaANcLC0wRiTLiK/A/7kzsCUUqohevPNN8tev/XWW7zyyiuMGDGCgwcP8ssvv7Bnzx4PRuc+robOLq6kPRftcFaqUTr49NMUbq3beha+PbrT9m9/q3S5O+tZzJgxg9deew0vLy969uzJ3LlzT1v+xhtv8Nlnn9G7d2+ioqK4//77AXj00Udp06ZNWTW98owx3Hvvvfzwww/ExsZSfqaL4cOHM336dL799ltWrFjB7t27GTNmDAsXLuTw4cMkJCTw3//+l7///e9Mnz6dxMREjhw5QmJiImlpaWzevJmJEydSVFSE3W7n008/JS4ujjlz5jBjxgyKiooYNGgQr7zyClZrw5kGr1oTCYpIpfdbKKVUdbirnsWzzz7L+vXrSUlJOWuOpv/973989dVXfP7550yZMoVZs2YBjplj586dy0033VThPufPn8+2bdvYuHEjb7zxBr/88stZ6/zjH/8gMTGR999/n+eff54vv/ySzp07k5yczLBhwyqN97XXXuP+++8nOTmZpKQkoqKi2Lp1Kx999BE///wzycnJWK3WWk2K6E4u77MQkQk4pvtY5P5wlFLuVtUZgDu5o54FQHx8PDfddBNXX301V199dVn77NmziYqK4vPPP8fb25uYmBjCw8NZv349hw4dom/fvoSHh1e4z+XLl3PDDTdgtVqJjIxk5MiRdfZzOP/883nqqadIT0/nmmuuIS4ujiVLlrB27dqySRNPnjxJ69at6+yYdcHVfRZ/Ay4GrqifcJRSTVVN61kkJSURHR3NtGnTKq1nAfDNN9+wfPlyvvzyS5588kk2b94MQO/evUlOTiY9PZ3Y2FjA0Tn97rvvcvDgQW6//fY6ibcy5etklI//xhtvZNCgQXzzzTeMHj2aN998E2MMEyZM4JlnnjmnY7qTq8tQjwN3GGNO1EcwSqmmyx31LOx2O/v27WPEiBE899xz5OTkkJ+fD0Dfvn15/fXXGTNmDAcOOKaTGzduHN999x1r1qypcjrzCy+8kLlz52Kz2cjIyGDp0hrNlwo45sNau9YxI1L5z5CamkqnTp247777GDNmDCkpKYwaNYp58+Zx+LBjSrzs7OwG11Hu6jLURGCeiFxSm6k9lFKqlDvqWdhsNm6++WZyc3MxxvDAAw8QGlpW6YChQ4cyffp0rrjiChYtWkRERAQjRowgNDS0ys7jcePG8cMPP9CnTx+6du1aVra1Jh566CGuu+46Zs+efdplrI8++og5c+bg7e1N27Zt+cc//kHLli3517/+xSWXXILdbsfb25uXX36Zjh071vi47uKynoWIjASeMMYMrZ+Q6obWs1DqFK1n4WC32+nXrx+ffPIJcXF6q1hN6lm4HA1ljPkBmFx34SmlVP3bsmULXbp0YdSoUZooaqFas84aY7S8lVKq1hpCPYuePXuSmpp6WtvGjRu55ZZbTmvz9fXl119/PadYm6LqTlEeCtwKxJTfxhhz9t0sSinlBu6oZ9GnTx+Sk5PrfL9NUbWSBfAtsArYCNS69rZSSqnGqbrJws8Y86BbI1FKKdVgVWu6D2C2iEwSkXYi0rL04dbIlFJKNRjVPbMoAp4HHuVUHQsDdHJHUEoppRqW6p5ZPAh0McbEGGNinQ9NFKpJSz96gleX7WLiO6sZ8swSuv99Ab0fX8jQf//ApPeSeGN5KgdyTno6TOVhaWlp9O7du9rrDx8+nNJ7wC6//HJycnIAx+y5PXr04KabbqKwsJCLLrqIhIQEPvroI7fEXVPVPbPYDOiUH6pZ2HYwj+cXbmPx1kMAxLUOYlCncCKCfCixG47kF7F5fy6LthziqW+3MrJ7a+4d2YW+HcI8HLmqTElJCV5e1f26qz/ffvtt2etXXnmFBQsWEBsby6pVqyguLm5QI7Wq+9OzAckishQoLG3UobOqKSkotvF/32/jzRW7CfL14r5RcYzvH0V0y4AK1087cpz56/cza2Ua4175hXF92/PYFT0ID/Kt38Br6KePt3NkX36d7jMiOohh13WtdLk761msWbOGO+64g8DAQIYOHcqCBQvYtGkT7777Lt988w0FBQUcP36cefPmcfvtt5OamkpAQAAzZ84kPj6eadOmERQUxEMPPQQ4JiAsnRL9sssuY+jQofzyyy+0b9+eL774An9/f9auXcvtt99OQEAAQ4dWPbnFyZMnmThxIlu2bKFHjx6cPHnqbDQmJoakpCQee+wxUlNTGTNmDDfffDNvvPEGmZmZJCQk8OmnnzJq1CiSkpKIiIggKSmJhx56iGXLlvHjjz+W1ecQEZYvX06LFi14/vnn+fjjjyksLGTcuHH885//rNH/z4pU9zLU5ziKHf0CrC33UKpJSD96gqtf/pk3ftrNjQM78NNfR/DgxV0rTRQAMRGBPHBxV1Y8PJJ7R3bh65QDXPzCclbs0GnUKuKuehYTJ07ktddeY+XKlWfN97Ry5UpmzZrFDz/8wOOPP07fvn1JSUnh6aef5tZbb3UZ844dO5gyZQqbN28mNDSUTz/9tOyYM2bMKJsYsSqvvvoqAQEBpKSk8Oijj5ZNLljea6+9RmRkJEuXLuXhhx/mzTffZNiwYSQnJ9O5c+dK9z19+nRefvllkpOT+emnn/D39+f7779nx44drF69muTkZNauXcvy5ctdxumKqynKZwILgM+MMXnnfDSlGqBN+3OZ+O4aCoptvH1bIiO7t6nR9kG+Xvzlkm5cdV4kf/pgHbe8/SsPXdKNPw7vfM7TXLtDVWcA7uSOehY5OTnk5eUxZMgQwDH9d/nEcvHFF9OypWPg5ooVK8q+7EeOHElWVha5ublVxhwbG0tCQgIA/fv3Jy0tjdzcXHJycsomF7zllltYsGBBpftYvnx5WTW++Ph44uPjXf+wqumCCy7gwQcf5KabbuKaa64hKiqK77//nu+//56+ffsCkJ+fz44dO7jwwgvP6ViuLkO9DVwKPCgiRcD3wHfGmA3ndFSlGojNB3K58Y1VtPDz5oM7BxHXpkWt99W1TQs+n3IBj3y6kecXbuPQsQKmXdULi6XhJQxPcEc9C1cToQYGBla5roicVnei9PilfH1PXVK0Wq2cPHkSY0yN/whwV22MRx55hCuuuIJvv/2WwYMHs3jxYowxTJ06lbvvvvucjnmmKi9DGWNWGWOmGWOGAdcBe4G/iMh6EXlbRK6r02iUqkepmfnc+tZqgny9+OjuweeUKEoF+Hjx0vUJ3HVhJ95buYcHP07GZq/6C625cEc9i7CwMFq0aMGqVasAzqq/Xd6FF15YVqp02bJlREREEBwcTExMDOvWrQNg3bp17N69u8rPERoaSkhICCtWrABwWf60/HE3bdpESkpKletXpHxtjNKzI4Bdu3bRp08fHn74YRITE/ntt98YPXo0b7/9dlldj/3795fVyTgX1R4eYIzJAj50PhCR/jjOOmrMOdfUm0BvHPdr3A5sAz7CMf9UGnCdMeaoc/2pwB04OtrvM8YsrM1xlSqVV1DMpPccwxffnzSYqLDK+yZqSkT42+U9CPH35vmF2wj09eJfV/dukJek6pM76lkAvPXWW0yaNInAwECGDx9OSEhIhetNmzaNiRMnEh8fT0BAQFk97muvvZb33nuPhIQEBgwYUHZZrCrvvPNOWQd3VUWUAO65556y4yYkJDBw4ECX+z/T448/zh133MHTTz/NoEGDytpffPFFli5ditVqpWfPnlx22WX4+vqydetWzj//fACCgoKYM2fOOZdprbKehYhk4ZgT6hfgZ2B1XVTNE5FZwE/GmDdFxAcIAP4GZBtjnhWRR4AwY8zDItITR4IaCEQCi4GuxhhbVcfQehaqMna74a7Za1m27TBz7hzE4E4V12GuC//+7jdeXbaLPw7vzF8v7e6247jSlOtZ5OfnExQUBMCzzz5LRkYGL730Up0fpymqST0LV2cWscBgYAiOL/P+IpKKM3kYYz6uaXAiEgxcCNwGYIwpAopEZCww3LnaLGAZ8DAwFphrjCkEdovIThyJw/UwBKUq8PbPu1m89RDTrurp1kQB8NfR3cg5Ucwry3bRuVUQ1/aPcuvxmqNvvvmGZ555hpKSEjp27Mi7777r6ZCapCqThTHmGI5O7e8BRCQQR6nVPwN/AmqcLHBMEZIJvCMi5+EYgns/0MYYk+E8boaIlJ4ztcdxdlMq3dmmVI3tPJzHcwu3cXHPNkwYElP1yieyYe8qOLobjmeCxQsCIiAiDqIHgq/rPg4R4YmxvdiTdZyp8zfSqVVgs7x5z931LP7whz+c077rwsKFC3n44YdPa4uNjWX+/PkeiqhuuRo6G4njrGIIUHrhcC3wGLX/y94L6Afca4z5VUReAh6pKowK2iq8diYidwF3AXTo0KGW4ammqsRm5y8fbyDQx8rT4/pU3IdgK4atX8Kat2DvSjDOUTIWL8frsvfeEDMU+t8G3a8Ea+X/lLytFl6+sR9jX/6Zu2evZcH9wzxy415tRvE0JO6oZ1GXRo8e7bL/oiFxNZLsTK4uQ6UD64AXgEecl4zOVTqQbowpLUU1D0eyOCQi7ZxnFe2Aw+XWjy63fRRwoKIdG2NmAjPB0WdRB7GqJmT2qj1sSM/lfzf2pVWLCr6sdyyC76ZC1g4Ii4EL/x90GgGtuoG/82zg+BE4vBl2/QCb58MnEyAsFi7+J/QYA5V8GYcF+vD6Lf0Z+/LPPPTJBt6+bUC9fnH7+fmRlZVFeHh4o04Yqm4YY8jKysLPz6/a27jq4D4fOB/HmUUsjlFKK52PJGc/Qo2JyE/AncaYbSIyDSgdDJ1VroO7pTHmryLSC/iAUx3cS4A47eBWNZGVX8iI6cs4LzqU924fePoXZtEJWPBXWD8bWnZ2fPF3uwIsLiY4sNtg2wL44V+QuRVifwdXvwohlV8lnfVLGo9/uZl/XNmT24fG1tGnc624uJj09PRK71dQzY+fnx9RUVF4e3uf1l5ZB3eVyeKslUVigKtw9DFEGWOqn5ZO308CjqGzPkAqjn4QC44+kA447ucYb4zJdq7/KI7htSXAn40xld8u6aTJQpU39bONfJK0j+/+PIwurcv1NRw7AHN+D4e3wNAHYPhU8PKp2c5tJbD2HVj0uONy1NhXoMeVFa5qjGHSe0ks336Ez6dcQM/I4HP4VErVvVonCxHpzql+iwuAMBxnFj8bY6a7IdY6oclCldp2MI9LX1rOxCGx/OOqnqcWHNkBs8fByRy47l3octG5HShrF3x6JxxYB6P+AUMfrPCyVPbxIi554Ufahvjx+R8vwMta3SnalHK/ypJFlb+lInIE+AQYBPwEXGWMaWuMGdeQE4VS5b24eDuBPl7cN6rLqcaje2DWVVBSABO/OfdEARDeGSYugD7jYckT8PUDYD+7ZH3LQB+eGNubTfuP8eaKqu8WVqqhcNXB3dkYU/VMW0o1YJsP5LJg00HuGxVHaIDz8tLxIzD7aig+4fhyb9Or7g7o7QfXvAEhUbDiBcfoqjEzwHL6bKiX9W7L6F5teGHRdkb3aktsRGAlO1SqYXB1/nuviFQ6KFxERopIxRdnlWoAXli0gxZ+XtxR2plsK4F5Ex19FTd+UreJopQIjHocfiJNA3AAACAASURBVPcIJM+Br+6HMy73ighPju2Nj5eFqZ+l1HgYo1L1zdWZxUbgaxEpwDGENhPwA+KABBxTbzzt1giVqqVtB/NYvPUQf74ojhB/54iPpf+C3cth7MvQYVDVOzgXIjBiKhgbLH8eWrSDkY+etkrrYD8euaw7j87fxNcpGVx1XqT74lHqHLmadfYLY8wFwGQcpVWtwDFgDjDQGPOAMSbT/WEqVXNvr9iNn7eFW8+PcTTsXOK4NNT/Nuh7c/0EMeJRx7GWPwdJ75y1+PoBHejdPpinv93KiaKS+olJqVqo1jAMY8wOY8y7xphnjDEvGmMWGmO0Ur1qsI7kFzI/eT/X9ouiZaAPFOTCl/dCRFe49N/1F4gIXPmiowP924dg76+nLbZahGlX9SIjt4BXl+2qv7iUqiEds6eapDmr9lBUYj9149v3f4e8DMdNc961uj2o9qzecO1bEBINH98KeQdPW5wY05Jxfdvz+vJU9mad86TOSrmFJgvV5BSV2Jmzag8ju7emc6sg2LMS1s2CIfdC1FnDx+uHfyhc/z4UHoOPJzhGSZXzyGXdsYrw/PfbPBOfUi5oslBNzg+/HeJIfhG3DO7ouM/hu0cguL1jdJIntekFY/4L+1Y5Or3LLwr2485hsXy14QAb03W0ump4qpUsRKSriCwRkU3O9/Ei8ph7Q1Oqduau2Ue7ED8u7NoKNnwAGclw0TTwqbtqeLXW5/dw3g2OZLFv9WmL7rqwE2EB3jy38DcPBadU5ap7ZvEGMBUoBjDGpADXuysopWrrQM5JftyeyfjEaKwlJx13UkcNcNxV3VBc9pzjpr3PJkFhXllzCz9vpozowk87jrBixxEPBqjU2aqbLAKMMavPaNNxfqrB+SQpHYDx/aMg6W3IPwQXP1Hp1OEe4RcM416HnL2w8PR7L245vyPtQ/3593e/YbfrjXqq4ahusjgiIp1xFh0Skd8DGW6LSqlaMMYwb90+hnaJIDoI+PkliL0QOg7xdGhn6zgEBv/R0fGetqKs2dfLyoMXd2Xj/lwWbT3kwQCVOl11k8UU4HWgu4jsx1FW9R63RaVULSTvy2Ff9knGJrSHte/C8cOe79Suyoi/QWgHx3QgxafqTIxNiCQmPIAZS3boNCCqwajuTXmpxpiLgFZAd2PMUGNMmlsjU6qGvtqQgY/VwiXdw+CXGRAzDGIu8HRYlfMJdNywl7UTfvq/smYvq4U/jYxj84FjLNl6uIodKFV/qjsa6mkRCTXGHDfG5IlImIj8y93BKVVdNrvh65QDDO/WiuBd3zhuwLvgz54Oy7UuoyD+D45pSDK3lzWPTYikQ8sAZvygZxeqYajuZajLjDE5pW+MMUeBy90TklI1tyYtm8N5hVwZ3w5WvQrhXaDzSE+HVT2jnwbvAFg4tWx2Wm+rhSkjOpOSnsuy7Tr9mvK86iYLq4iUVbgXEX+ggor3SnnGVxsO4O9t5ZLgvY5KdYMmu66h3VAERsDwR2DnYti+sKx5XN8o2of689JiPbtQnlfdf01zgCUicoeI3A4sAma5Lyylqs9uNyzacojh3Vrht+4N8A1x3PjWmAyc5JjkcOFUKCkEwMfLwj3DO5O8L4eVu7I8HKBq7qrbwf0c8BTQA+gFPOlsU8rjNh3I5XBeIZd39oWtX0HCDeAb5OmwasbqDZc+A9mpjstoTr/vH0VEkA+vL0/1YHBK1WBuKGPMAmPMQ8aYvxhjFrreQqn6sXjrYSwCI0uWg62o/mpV1LUuF0HXy2D5dDjuOJPw87Zy25AYftyeyW8Hj3k4QNWcVXc01DUiskNEckXkmIjkiYj+5qoGYcnWQ/TrEEbglrnQNh7a9vF0SLV38T+h+PhpQ2lvHtyRAB8rM/XsQnlQdc8sngPGGGNCjDHBxpgWxphgdwamVHVk5J5k84FjjI/OhYwNjfesolSrbpBwI6x5wzEdCBAa4MN1idF8mXyAjFytOaY8o7rJ4pAxZqtbI1GqFkpvWrukaAlYvBvWhIG1NXwqILD0mbKmO4bGYoB3fk7zVFSqmatuskgSkY9E5AbnJalrROQat0amVDUs25ZJhzBfQnd/DV1HQ0BLT4d07kKiYNBdsOFDOLQFgOiWAVzepx0f/LqXYwXFLnagVN2rbrIIBk4AlwBXOR9XnsuBRcQqIutF5Gvn+5YissjZN7JIRMLKrTtVRHaKyDYRGX0ux1VNR4nNzq+pWdwYeQjJy4CeV3s6pLoz9EHwDYYfnixruvvCTuQXlvDxmn0eDEw1V9UdOjuxgsft53js+4Hyl7YeAZYYY+KAJc73iEhPHLUzegGXAq+IiPUcj62agJT9ueQVlnCJrAKrr+PMoqkIaAkX3AvbvoUDyQD0bh9CYscw3lu5B5tOX67qWXVHQ/mJyBQReUVE3i591PagIhIFXAG8Wa55LKdu9JsFXF2ufa4xptAYsxvYCQys7bFV0/HLziMIdjoeWuyYY8mviY25GHg3+IXAj6duaZowJIa92SdYtk0nGFT1q7qXoWYDbYHRwI9AFJBX5RZVexH4K2Av19bGGJMB4Hxu7WxvD5Q/7053tqlmbsXOI1zd6iDWvANN6xJUKb9gGDwFtn0DGSkAXNq7LW2CfXn3lzTPxqaaneomiy7GmL8Dx40xs3CcFdRqMLuIXAkcNsasre4mFbRVeA4uIneJSJKIJGVm6uRrTdnJIhvr9uTwh4C1jlFQ3S71dEjuMehux/Qlyx1nF95WCzcP6shPO46wKzPfw8Gp5qS6yaJ0+EWOiPQGQoCYWh7zAmCMiKQBc4GRIjIHOCQi7QCcz6Xn2elAdLnto4ADFe3YGDPTGJNojEls1apVLcNTjUHSnmyKbHb6nPwVYoc5Ltc0Rf6hMPgexzQmBzcBcMOgDvhYLbynZxeqHlU3Wcx0jk76O/AlsAXHjXo1ZoyZaoyJMsbE4Oi4/sEYc7NzvxOcq00AvnC+/hK4XkR8RSQWiAPOrAeumplfdmURazlM4LFUiLvE0+G41+DJjpFRzrOLiCBfroxvx7y16eTpMFpVT6o7GupNY8xRY8yPxphOxpjWxpjX6jiWZ4GLRWQHcLHzPcaYzcDHOBLUd8AUY4ytjo+tGpmktGyub7nN8aapJwv/MMflqC1flBVImjAkhuNFNuatTfdwcKq5qDJZiMjNzucHK3qc68GNMcuMMVc6X2cZY0YZY+Kcz9nl1nvKGNPZGNPNGLPgXI+rGrfCEhsb0nMZYd0ALTtBeGdPh+R+gyaDlx+s/C8A50WHkhAdyuyVe7TWhaoXrs4sAp3PLSp5KFXvNh84hpQU0Dl/XdM/qygVGOGY92rDXMg7CMAtgzuSeuQ4q1KzXWys1LmrMlkYY153Pv+zokf9hKjU6damHWWg5TestgLocrGnw6k/508Bewn86rgCfEV8O4L9vPhg9V4PB6aaA6+qForIjKqWG2Puq9twlHItaU82lwZsB7s3dBzi6XDqT8tO0HMsrHkbhj6In18w1/SL4oNf95KVX0h4kFY6Vu7j6jLUWufDD+gH7HA+EgDtZFb1zhjD2j1HGeq1FaISwSfA0yHVryH3QWEurHNMdnDjoA4U2ex8tm6/hwNTTZ2ry1CznDfhxQEjjDH/Ncb8FxiFI2EoVa/2Zp+gID+H6MLtEDPM0+HUv/b9HJ975StQUkTXNi1I7BjGh6v3ake3cqvq3mcRyekd2kHONqXqVfK+HAZYtmExNogZ6ulwPOOCP0PeAdj4CQA3DOygHd3K7aqbLJ4F1ovIuyLyLrAOeNptUSlViY3puQz12oKx+kB0M51PsssoaN0LVr0CxmhHt6oX1b0p7x1gEDDf+TjfeXlKqXq1cX8uw322IVEDwdvf0+F4hojjJr1Dm2DPz/h5W7mmXxQLNx0kK7/Q09GpJqq6ZxYAhUAGcBToKiIXuickpSpmtxt2788gtmQXxFzg6XA8K/468G8Jq14FtKNbuV9161ncCSwHFgL/dD5Pc19YSp0t9chx4kq2Y8FA9CBPh+NZ3v7Q/zZHcaSje7SjW7lddc8s7gcGAHuMMSOAvoDOAa7q1ab9ufSVnY437ft7NpiGYMAdgMDqmQD8YUA0qUeOs3bPUc/GpZqk6iaLAmNMAYCI+BpjfgO6uS8spc6Wkp5LotdOTER3x9TdzV1IFPQcA+tmQ2E+l/dpR4CPlU+SdHJBVfeqmyzSRSQU+BxYJCJfUElNCaXcZVN6Dv0tO5HoRE+H0nAMusdxk17KXAJ9vbiiTzu+TjnAiaIST0emmpjqjoYaZ4zJMcZMw1HT4i1O1chWyu3sdkN+xm+0MHkQ1UyHzFYkeiBE9oVfXwe7nfGJ0RwvsrFg40FPR6aaGJfJQkQsIrKp9L2zpsWXxpgi94am1Cn7c07So8RZv6K53l9RERHH9OVHtkPqUgbEhBETHsAna/e53lapGnCZLIwxdmCDiHSoh3iUqtDWjGP0tezA5t0CIrS77DS9xkFga1g9ExHh9/2jWJWazd6sE56OTDUh1e2zaAdsFpElIvJl6cOdgSlV3raDecRbUiEyASw1uT2oGfDyhX63wvaFkLOXa/pFIQLz1mlHt6o71f1X90/gSuAJ4P/KPZSqF9szjtLdsg9re52/skL9b3Ncklo7i8hQf4Z2ieDTtenY7XrPhaob1eqzAF529lWc9qiH+JQCoODAZnwogXaaLCoUGg1xo2Hde1BSxPjEaPbnnGRlapanI1NNhPZZqAavoNhGaO5Wx5t253k2mIYs8XY4fhh++5pLerYh2M+LT5K0o1vVDe2zUA3ezsP59JQ0SqwB0LKzp8NpuLqMgtAOkPQ2ft5WxiREsmDTQY4VFHs6MtUEVFlWtRytt6085reDefSypFHcuhde2rldOYsV+k+EJf+EzO2M7x/NnFV7+XpDBjcO0gsD6txU96a8s/ortM9C1ZffDuTQS/bgG6X9FS71vQUs3pD0NvFRIcS1DuIzHRWl6kCVyUJE8kTkWAWPPBE5Vl9BquYtP2M7gVKAJVKThUtBrRzzRW34ACk+ybh+7Unac5Q9Wcc9HZlq5FzV4G5hjAmu4NHCGBNcX0Gq5s0/yzmBQNt4zwbSWCTeAQW5sPkzrk5ojwjMX691LtS5qfcLwCISLSJLRWSriGwWkfud7S1FZJGI7HA+h5XbZqqI7BSRbSIyur5jVp5TWGKj5fFd2LFCK71zu1o6DoFWPWDNW0SG+jM4Npz56/drnQt1TjzRW1gC/MUY0wMYDEwRkZ7AI8ASY0wcsMT5Huey64FewKXAKyJi9UDcygP2Zp2gi+zneFAHx53KyjURxzDaA+vgQDLj+rVnT9YJ1u3N8XRkqhGr92RhjMkwxqxzvs4DtgLtgbFAaV3vWZya1XYsMNcYU2iM2Q3sBHQmuWZiV+Zxuko69vCung6lcYm/Drz8Yd0sLuvdFl8vC/PXa0e3qj2PjkMUkRgcVfd+BdoYYzLAkVCA1s7V2gPl7yxKd7apZiDtcDYd5RB+7Xt5OpTGxT8Uel0NG+fRwlLEJb3a8nVKBkUldk9HphopjyULEQkCPgX+bIypamSVVNBW4cVXEblLRJJEJCkzU6u+NgX5+7fhJXZ822myqLF+E6DwGGz+nGv6tifnRDFLtx32dFSqkfJIshARbxyJ4n1jzGfO5kMi0s65vB1Q+ludDkSX2zyKSqr0GWNmGmMSjTGJrVq1ck/wqn5l/uZ41s7tmuswGMLjYN17DIuLICLIh/nrdFSUqh1PjIYSHJX2thpj/lNu0ZfABOfrCcAX5dqvFxFfEYkF4oDV9RWv8qwWx3ZixwLhXTwdSuMj4pi6fN8qvLK2M+a89vzw22FyT+j0H6rmPHFmcQFwCzBSRJKdj8uBZ4GLRWQHcLHzPcaYzcDHwBbgO2CKMcbmgbhVPcs+XkSUbS95/u3B29/T4TRO593guKN7/Wyu6deeIpudrzdWeGKuVJWqOzdUnTHGrKDifgiAUZVs8xTwlNuCUg1SamY+cbKfopbdPR1K4xXUCrpfDhs+pNfIvxPXOoj56/Zz06COno5MNTI6K5tqsHYfyiFWDuLdtqenQ2nc+k2AE1nItm/Lpv/QkquqpjRZqAbraPpveIuNFlE6EuqcdBoBIR1g3Xs6/YeqNU0WqsGyHXIUPLK26eHhSBo5iwX63gypS4k0h5zTf6Tr9B+qRjRZqAYrIHcndgQi9O7tc9b3JhALrJ/DuH7tSdPpP1QNabJQDZLNbog4uZtc30jwCfB0OI1fSBR0uQjWv89lPSN0+g9VY5osVIN0IOcknUnnRIjeX1Fn+k2AvAO02PejTv+hakyThWqQdh/OpZMcQPTO7brTdTQEtoZ175VN/7FMp/9Q1aTJQjVIWfu24SM2gqJ6ezqUpsPqDQk3wvbvGNq2hPBAHz5P1lFRqno0WagGqTBjCwAtOvTxcCRNTL9bwdjwTvmAq86LZPHWw+Se1Ok/lGuaLFSD5J21DQDRkVB1K7wzxAyD9XO4pm87ikrsLNiY4emoVCOgyUI1SCH5u8jyagO+QZ4Openpdysc3U2f4o10ahXIZ3qDnqoGTRaqwSkqsRNZvJfcoM6eDqVp6jEG/EKR9bO5pm97Vu/OJv2oTv+hqqbJQjU4+7Ly6CwHKNFSqu7h7Qfxf4AtXzKuu+Meli+SdSZaVTVNFqrBOZS2FV8pxjdS54Rym363gq2Q9nu/YmBMSz5bp9N/qKppslANzon0jQC0jEnwcCRNWNveENkP1s3i6oRIdmUeZ9P+qqobq+ZOk4VqcMxhxwSCLaL1zMKt+t0Kh7cwptVBfKwWPtPpP1QVNFmoBicgZwcHre3AJ9DToTRtva8F7wCCNr/PyO6t+WrDAUpsOv2Hqli9V8pTqirGGNoUpnI0uDNtPR1MOcYY8ovzOXLyCHlFeWWPY0XHyC/O50TxCYrtxY6HrbjstSB4WbywiAWrWPGyeGEVK35efgR6B571CPENIdwvnFDfUKwWq3s/lF8w9LoGNn3K76+4n+82H+SnnUcY0a21e4+rGiVNFqpBOZidS0eTwW8Ro+v1uHZj5/CJw+zL28eeY3vYm7eXg8cPknkik8MnDpN5MpOTJSfBGKx28CkG3xLwLXa89isGP+OFt3jhZfHCS6xYxVq27wKrnUKrocBqp8BqI18KHe99wFjOrjIsCGF+YbT0a0m4Xzjh/uFEBkXSLrAdkUGRRAZG0i6oHf5e51ibvN+tkDyH3xWvIMS/HZ+v36/JQlVIk4VqUNJ3bqSd2Aho755pPowxHD5xmG1Ht7H96Ha2Z29nR84ODmXvI+hoAeF5hohj0CrPQrcCfwYXehNSIASe8ML/uB9e+QVYikoq2bsNKKx5UIEBmBaB2IP8KQ70pcDfynF/4VigkBVg57B/Bum+O0m2HiUz0Eax96nkEuYbRnRwNLHBscSExBAbHEtsSCzRLaLxtnq7Pnb0QIjohnfyHK6M/w+frksnv7CEIF/9alCn098I1aDk714LQKu4/nWyv9zCXFIyU9iQuYHNB5LJ2rWZ4IxjRGZDZJZhRI431+cY/PPPnB/JjjXUijUsBGtoKNb2YY7nsFCsLVogfn5Y/Pyx+Pshpc/e3iACOL/MRRwv7QZTVIi9sBBTWIQpLHC8LijEfvw4tmPHsB/LxZZ7DFteHvasXGw5uZRkZ4PNdtZnMkEBFIcHkx8RQFaYlfSgbHb47ebzgGNkhsAJP8EqVtoHtScuLI5uYd3o2rIr3cK60T6oPSLlzmREoP8EWPg3buh/nPd/tbNw00Gu7R9VJz9/1XRoslANiveh9eTjT3At624fOXmEXzN+ZX3qCo5sWINfagaxBw1dD8HwbMclpFKW1q3w69QZnyEd8I5sh1fbtni3i8S7XVu82rTB4utbR5+qdozNhi0nh5LMTMfjcGbZ6+KMDFqkpxOxNZ24EycYUW47W5A/+e2CORhRyK6QJNYELmZ+OBwOhQC/YEcCadmN7i27061lN+J6XYPPosfpdegLoltezPz1+zVZqLNoslANSkTuJvb5daNHNTt3C22FrMlYzYbk78n59RdCt2XQPd1wbfapdezhoQT26k1Az174du6CT2wsPjExWIMa9mgrsVrxCg/HKzwcunevcB1jDLacHIrT91O8fz/F+9Mp2rePFrvTCN+ZSrfMLC4vXddqIb+VjQMR29kRnMySliW8Fy4civCiXUwneqTNp1vnUJZt8WfnkVi6RGjfhTpFk4VqMHKOHaOTbTcbW91c5Xp5RXn8kvINqYvn47tmCz3SShh53LGsOMgPr/N6E544hIDevfHr0QOviIh6iN4zRASvsDC8wsLw73N27Q9bXh5Fu3dTtHs3ham7CU5NJTw1lW6/5UNZlTwbeaF29oUKuyNm0SJCmPraTA6FtcQ7pBMdguLoEd6VAZHdGRjdlUAfz55xKc/QZKEajNS1i+knNgK6DD1rWbGtmF9Wfsyezz4gYu1uYg8ZOgAFwX5wfn/CL7iIkAGD8enUCbHo7UOlrC1a4B8fj398/GntpriYon37KNy1i6JdqQTv2kWrlV/Rcz9QXJpEMjnmn0V6+GoOtYSlocKHIRayQsIpbh1Dmzbd6du2Fxd17k/XiMh6/2yqfmmyUA3GiS3fUWS8iE28tKzt+IlcFr70EEHfrST6kI0IgaNxbSgZO5zOo8fj36OHJodaEG9vfDt1wrdTJ7jY2fhjBOaHpyj5w/cUZhVRuHMXoam7aLljBwV79uCVkgPYgUPAIfL9fuVQKPwQIcwK9ye7dRQ+nfrQu9cQLu8+iPbB4Z77gKrONZpkISKXAi8BVuBNY8yzHg5J1aGSokK6Zi5iW2B/+gQGA/DzV69T+Pz/6HG4hEOxIeRPuZQ+4+/Cr23j/SvWGAOO/8AY5zPOtnLLcA6msggW56iq00YxuUPCjciyZ/A+uAjvkY8RNGzYaYvtJ05QlJ5O8b59FO3dh8/OHdi2b6HNnr38btMJYDuwnRO+n7I6Ava2DiK7QwzBfc5n2NArGdAxzv2fQbmNNIaZJkXEiuM38WIgHVgD3GCM2VLZNomJiSYpKameIlTnKnnxhySsmMz6oa/jFxLGzheeocu6Q2S39CboofuIH3eHyy8aYwx2m8FWYnc8isu9LrFjKy73usSc9t5e2nbWuhW1VbJ/5/p257p2mzk7KZyD0uQhFjmVSCyCiCAWnM+O11arBYuXBauXYPWyYLGWPpdr85LT17NasPw2H+vxDKzD7sXq44XVS5zLnQ/vU9uXPixegpzIpyR9L1nbNrNvwxpsu3+j9f5DBBQ5Lmmd9IHUNt4ciGyNrUtvYgcMZ/jQiwgN0uJWDY2IrDXGJJ7V3kiSxfnANGPMaOf7qQDGmGcq26a2yeLtO/6BKal4lIxw+peVOWNp1apaLpW8dqUmx5TTAz5z09OWnbnwjPdVrsvpfxpXNz4DgsFit+BTZMduEYpahRIW0xWL1YqxO76YS4pPfYHbT/sSd7TVFbHIWV+Kp31ReltOX1b6BVyu3WJ1/saUnhU4b7tApOxHI2UrUK7N8cIYg7EbjAG73fnaXq7dDvZy65iydQw2m8FuK5e8bHbsZYmvdFn51871SmwYU3d//VvEBqYE7CVYbMV4lZRgsZdgMSVgSiixlmDEBlIC2BBKwNg458zazF330mRahIbWatvKkkVjuQzVHthX7n06MOjMlUTkLuAugA4dOtTqQKa4DXZrq6rWqMEyU8XbyvcjLv+hmEpeV7RqueVnfQecuayan835pWcqWobjS68sX7j6mZTbpwFKfKzYwgMJah1FgI8vxg42ux0EvHys+AZ64+Xl/GvY+/Qv6tO/2M9us3gJVm8LXmd82VvKb+9st1QwBUezYCvGPvdWbAe3YTNeZQ97udc2u9dpy6p62M9ss1s5Vmglv8iLkmIvKPHCYrwxxh/EC7t4Ydw9J1YzUFJcUOf7bCzJoqJ/uWd96xhjZgIzwXFmUZsD3fHelNpsplTTYPXGctOHWIBqTBaimpHGMowkHYgu9z4K0DqQSilVTxpLslgDxIlIrIj4ANcDX3o4JqWUajYaxWUoY0yJiPwJWIhj6OzbxpjNHg5LKaWajUaRLACMMd8C33o6DqWUao4ay2UopZRSHqTJQimllEuaLJRSSrnUKO7grg0RyQT21HLzCOBIHYZTVzSumtG4akbjqpmmGNcRAGPMpWcuaLLJ4lyISFJFt7t7msZVMxpXzWhcNdPc4tLLUEoppVzSZKGUUsolTRYVm+npACqhcdWMxlUzGlfNNKu4tM9CKaWUS3pmoWpEtNRZk6D/H1VNNctkISLtGuI/FhGJFBFfT8dxJhHpIyIPA5gGdCoqIm09HUNFRKSNp2OoiIh0E5HLoMH9f+woIrUrQONGIuLn6Rgq4qnvr2aVLETEV0ReBX4EZorINZ6OCUBEgkTkP8AC4E0RudHZ7tH/P+IwHfgA8BKRBlHiQET8ReRF4DsReUFExno6Jij7//gCsEBEXm9gv1//B3wI+Hg6nlLO/48v4Pi9nyUi9zjbPf17HygiM4HHRSTc2ebxPy49/f3VrJIFMAZoZ4zpCnwNPCEiXT0ZkIhEAu/i+Ed8AfAFUPpXfN3VCa2dVsD/b+/cg72qqjj++fJQHgKC4ySSJgRmYoCQOvKSMmASMUMrUpvMIgOaQAEFJ0pITcMKG9IcNBI0jaagKbMhJzSfPaaILEwYshoCh3TCIN6s/lj7xz3zA7xe4DzubX1nzpxz9tl3zufu3zl77b3O3mt3BwaZ2a1mtrtknpomAyea2QBgOXCbpN5lAknqASzB36mL8Bf6K2UyAUjqDPwQGGpmA83sR2UzZfQ54GQzOxO4GZgK5T73qTcxFxgKdALek5iq0BMrtf5q8cZCUnZFeAM2A6SX5mfAtZIOb7HaI+PqlA63ANPM7LNmthV4C7Bc0okpX6G/UYYLoAvQx8x2SRotabqk0UXyZLiOS/vWO91ziwAACDJJREFUQFf8ZcHMngS24a3ALmWwJe0A7jOzKWa2CVgKrJLUr0SmGtcS4E8AkoZIGiWpTzovvA6Q1DrdV8DqlHwy8KikM4rmSUwd0uFO4B5gOLAWGCTp7SlP4b2LKtVfLdZYSOotaSnwHUljJHUEtgOvp9Y8wDxgINA3/U3uD0M9F9DWzP4mqYOkKcBMoCP+4pxpZvsK5lqUyqsbsBV4RtJc4Aa84pkv6eN1D3ERXA9Iujgl/wc4T1L/ZFRfBE4HeqW/KaK83iHpW5LaA5jZq8ATmSynJJ6/5M3SCNcu4BeASdoE3AaMBJ6U1LfA52s/l5ntTb2HfwKnSnoKuAP/XR+XNLKoillSH0mLcbfOJUAnM1tnZv8CVgLtKKF3UcX6q0Uai9RqmQ/8EW9VXQzMBh4HzgD6SzrGzF7B3QXXQf4PQx3XYtxd8aV0eTvwmJmdYmbT8VbDXSVwLQHGADeZ2UZ8zZPhwPVmtgAvx7EcfF30PLkW47/jXOCreG/i88DPcV/8CmAiFFJeQ/Fy+jRwfUqTmW3LZDsGeNnMdubJ0hhX0kb8u9OdZnaBmc0A7sPLsZTySnoQb4RsBM41sy8CXwauK6JilvQx3O37HG5QxwKX1q6b2Wrgz0BfSYPy5slwVbL+wsxa3Ab0wB/E1pnzXwPnAR8CFuEPJ6nwF+It/DK4ngMuSeeiYe5LL9wf374krl/hRqI/XiFfk8m/Evc1l8U1Kp33BLql48vwSoZaGebI9U7gLKA3sA5420HyjAfmpeMJQL8Cyque67TMtXZ1efvg3zLalcWVnvcewNeBXintWLyHdkIBXKOAsZnzO4DPpOM2aX8q3iiZhPf6hxfAVcn6q0X2LMxsA/BuvLtdO78bmGNm3wdeAmZJmgY8Aqy3Aj7eHoLrHjItAzMzSecD3waeNbPtJXLNNrM/4DNCx0qalVwGLwCvlcT1TeCmdP5XM3tN0nC8xfqPlJ5rC8vM1gDrzGwdbkjnwgH+/wuBEyT9ALgCd+HlqoNwzUlcMrP995c0GLgfeD6bXjRX+p024YZrgqSr8aWTf4N/y8ubawWwQlJtxdAd+LcTzGxP2v8dOA64BW8AlPXcl15/5WqJCrDAB7S6abDGVwNPZ9KPxz86noO3aIbhbp6rKsD1cOLpiL9Ivwc+XAGu7wGD03lfYBowvgJcD5NaeHiPYi1wRRFcmWu1HmAnvLV8Yd31x/CPypdXhQuv9G4EVgEfqRBXP7zl/mhRz9ch8j0EjKtLOwd3k12ZA1c3oHO2jGjo0ZRWfx2St6gb5VDQtwM/Bs5O563qrrfG/ZBTM2kPAGdVmQsYUEWuCpfX8WVw1djSfirwk3T80fQyj6ggVxvg9Apy5eZqfZNcrYAOwDJ8NKKA0cCxOXLNBtbgPYOb69nKeh/faGuWbihJn8J/zLXAODhwbLaZ7QVmAFMkXSrpKtxvmtsY7iPkql1fVTGuqpaXpev/LoMraV+6Nh8YImkL8D68knmiglxtzeylinG9lzT/syyulNYlbWNo+F531LnkE/7m4c/wCOALwFRJp1lmZFoZ72OjKstKHYYl7pY57gq8Ff9B7wUuSunK5GmV9h/AXTu/xCcmBVdwHTFXJm8XfAjjamBIcDVbrrF4RbwUGJYXF967G0FyN6W0hWQGkKS0Qp77Jv0PZd78TRZyF3yY37O4X7Nv3bUpwDdIvj8afKN5j4gJrv9jrkyeVuQw0im4CufqCFybM9dkkhswlYPwIdYrqXM/5/3cH87WHNxQs3D/3SfxlsL+WO1mtgUfeirg8pRm2X1wBVceXJk8+8zH4wdXM+WS1MrMtpnZvQVwLUr334f3Mnbjs8Y3ZP+ogOe+yaqssZCrNqTtITNbY2a3ArskzclkfQG3zO+SNEPSxDxnMgZXcAVXy+KyHGJRHYLrliyX+XDXnsAeM9ssaZyk8Ueb5WipssbCXHvwcc/Z2ZOTgEmSuqZ8/8VbDOPxGaLr87TKwRVcwRVcR4sLn0vRQR5y5EZ83kk1ZRXwhR1so+EDz0A8eFb7zLWFwA3W4BNcD0wPruAKruBqJlyz0vFM4BVgQhFcR7KVvqyqfFGdvcBdlpmFqBSV0sz2SnoE2G5mn0jXpgObzOzBdH6MecC04Aqu4AquZsMl6WzgRSsgUsMRqywrBbTHwzZsAH4L9M9cyw6d7InHi3kq5R+PD7sbF1zBFVzB1Uy5jvrM/ry34m/YMJ1d+GI/bfCwyV/DwwPX8p2ERxp9HmgLDACuwaOLXhZcwRVcwRVcxW3F3cgL9U48nsnIWoGnfXd8pMKoTNooYGJwBVdwBVdwlb8VcxO3wnfjYXevxCNPTiYTewWPF/NdDhL6mhRTJriCK7iCK7jK2Yq5CXTGZzB2SuejqYuYiHfVluHrzF4AfLD2QwVXcAVXcAVXuVsh8yzM7HXgZTzsLsAzeBju8yWdlPLsBn6Kx2a5n4ZAcRZcwRVcwRVc5arISXnLgAGSupvZVnxEwE7c34ek/vgiQPPNrLeZLQ+u4Aqu4AquaqhIY/E08CrJOpvZ74Bz8Tjy4Iu3DzOzmQUyBVdwBVdwNWeuwtSm8SxHR2a2UdJy4HZJ6/ClE3cAteULNxfFElzBFVzB1RK4ilThM7glvR9fdHwwsMDMFhQKcAgFV9MUXE1TcDVNwVU9lRLuQ1Jb/NvPnsJv/gYKrqYpuJqm4GqagqtaKj02VCgUCoWqr8qGKA+FQqFQdRTGIhQKhUKNKoxFKBQKhRpVGItQKBQKNaowFqFQKBRqVGEsQqFQKNSowliEQqFQqFGFsQiFQqFQo/ofv4rRgfHp2TEAAAAASUVORK5CYII=\n", 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\n", 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