{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TMY to Power Tutorial\n", "\n", "This tutorial will walk through the process of going from TMY data to AC power using the SAPM.\n", "\n", "Table of contents:\n", "1. [Setup](#Setup)\n", "2. [Load TMY data](#Load-TMY-data)\n", "2. [Calculate modeling intermediates](#Calculate-modeling-intermediates)\n", "2. [DC power using SAPM](#DC-power-using-SAPM)\n", "2. [AC power using SAPM](#AC-power-using-SAPM)\n", "\n", "This tutorial has been tested against the following package versions:\n", "* pvlib 0.3.0\n", "* Python 2.7.10\n", "* IPython 3.2\n", "* pandas 0.16.2\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib >= 0.3.0 and IPython >= 3.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona, July 2015, March 2016.\n", "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are just your standard interactive scientific python imports that you'll get very used to using." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# built-in python modules\n", "import os\n", "import inspect\n", "\n", "# scientific python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# plotting stuff\n", "# first line makes the plots appear in the notebook\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "# seaborn makes your plots look better\n", "try:\n", " import seaborn as sns\n", " sns.set(rc={\"figure.figsize\": (12, 6)})\n", " sns.set_color_codes()\n", "except ImportError:\n", " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", "\n", "# finally, we import the pvlib library\n", "import pvlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load TMY data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pvlib comes with a couple of TMY files, and we'll use one of them for simplicity. You could also load a file from disk, or specify a url. See this NREL website for a list of TMY files:\n", "\n", "http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2005/tmy3/by_state_and_city.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Find the absolute file path to your pvlib installation\n", "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", "\n", "# absolute path to a data file\n", "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", "tmy_data.index.name = 'Time'\n", "\n", "# TMY data seems to be given as hourly data with time stamp at the end\n", "# shift the index 30 Minutes back for calculation of sun positions\n", "tmy_data = tmy_data.shift(freq='-30Min')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file handling above looks complicated because we're trying to account for the many different ways that people will run this notebook on their systems. You can just put a simple string path into the ``readtmy3`` function if you know where the file is." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the imported version of the TMY file." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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ETRETRNGHIGHISourceGHIUncertaintyDNIDNISourceDNIUncertaintyDHIDHISource...AODAODSourceAODUncertaintyAlbAlbSourceAlbUncertaintyLprecipdepthLprecipquantityLprecipSourceLprecipUncertainty
Time
2015-01-01 00:30:00-09:000001001001...0.051F80.24F8-9900-9900?0
2015-01-01 01:30:00-09:000001001001...0.051F80.24F8-9900-9900?0
2015-01-01 02:30:00-09:000001001001...0.051F80.24F8-9900-9900?0
2015-01-01 03:30:00-09:000001001001...0.051F80.24F8-9900-9900?0
2015-01-01 04:30:00-09:000001001001...0.051F80.24F8-9900-9900?0
\n", "

5 rows × 66 columns

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" ], "text/plain": [ " ETR ETRN GHI GHISource GHIUncertainty DNI \\\n", "Time \n", "2015-01-01 00:30:00-09:00 0 0 0 1 0 0 \n", "2015-01-01 01:30:00-09:00 0 0 0 1 0 0 \n", "2015-01-01 02:30:00-09:00 0 0 0 1 0 0 \n", "2015-01-01 03:30:00-09:00 0 0 0 1 0 0 \n", "2015-01-01 04:30:00-09:00 0 0 0 1 0 0 \n", "\n", " DNISource DNIUncertainty DHI DHISource \\\n", "Time \n", "2015-01-01 00:30:00-09:00 1 0 0 1 \n", "2015-01-01 01:30:00-09:00 1 0 0 1 \n", "2015-01-01 02:30:00-09:00 1 0 0 1 \n", "2015-01-01 03:30:00-09:00 1 0 0 1 \n", "2015-01-01 04:30:00-09:00 1 0 0 1 \n", "\n", " ... AOD AODSource \\\n", "Time ... \n", "2015-01-01 00:30:00-09:00 ... 0.051 F \n", "2015-01-01 01:30:00-09:00 ... 0.051 F \n", "2015-01-01 02:30:00-09:00 ... 0.051 F \n", "2015-01-01 03:30:00-09:00 ... 0.051 F \n", "2015-01-01 04:30:00-09:00 ... 0.051 F \n", "\n", " AODUncertainty Alb AlbSource AlbUncertainty \\\n", "Time \n", "2015-01-01 00:30:00-09:00 8 0.24 F 8 \n", "2015-01-01 01:30:00-09:00 8 0.24 F 8 \n", "2015-01-01 02:30:00-09:00 8 0.24 F 8 \n", "2015-01-01 03:30:00-09:00 8 0.24 F 8 \n", "2015-01-01 04:30:00-09:00 8 0.24 F 8 \n", "\n", " Lprecipdepth Lprecipquantity LprecipSource \\\n", "Time \n", "2015-01-01 00:30:00-09:00 -9900 -9900 ? \n", "2015-01-01 01:30:00-09:00 -9900 -9900 ? \n", "2015-01-01 02:30:00-09:00 -9900 -9900 ? \n", "2015-01-01 03:30:00-09:00 -9900 -9900 ? \n", "2015-01-01 04:30:00-09:00 -9900 -9900 ? \n", "\n", " LprecipUncertainty \n", "Time \n", "2015-01-01 00:30:00-09:00 0 \n", "2015-01-01 01:30:00-09:00 0 \n", "2015-01-01 02:30:00-09:00 0 \n", "2015-01-01 03:30:00-09:00 0 \n", "2015-01-01 04:30:00-09:00 0 \n", "\n", "[5 rows x 66 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tmy_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a ``pandas DataFrame`` object. It has a lot of great properties that are beyond the scope of our tutorials." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the GHI data from the TMY file" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sPrBZQjyRzChDT0844++qqnKEwzEAA97o7PL2nfkNQMZvg19uIpG4aB35/QEE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\nJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmy_data['GHI'].plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate modeling intermediates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we can calculate power for all times in the TMY file, we will need to calculate:\n", "* solar position \n", "* extra terrestrial radiation\n", "* airmass\n", "* angle of incidence\n", "* POA sky and ground diffuse radiation\n", "* cell and module temperatures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, define some PV system parameters." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SAND POINT: latitude=55.317, longitude=-160.517, tz=US/Alaska, altitude=7.0\n" ] } ], "source": [ "surface_tilt = 30\n", "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", "albedo = 0.2\n", "\n", "# create pvlib Location object based on meta data\n", "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", "print(sand_point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solar position" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the solar position for all times in the TMY file. \n", "\n", "The default solar position algorithm is based on Reda and Andreas (2004). Our implementation is pretty fast, but you can make it even faster if you install [``numba``](http://numba.pydata.org/#installing) and use add ``method='nrel_numba'`` to the function call below." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fLSji+cEBOqMRAokEoUSCt2ZmsScwSEc0yscLi0mz2fhxSxNfLK8C4I6GWm4s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mFoaNgoIb+mqaur44cffkBHRwcrKyvq6+vZsGEDwcHBXLt2jU6dOlFdXU1OTg7e3t7U1NRw8uRJ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\ngP8Bb4dvXZkN16oAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", "solpos.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The funny looking jump in the azimuth is just due to the coarse time sampling in the TMY file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DNI ET\n", "\n", "Calculate extra terrestrial radiation. This is needed for many plane of array diffuse irradiance models." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rOuOYPk9PT8aMGcOYMWNIT08nNTWVN998k6+//loNthjCz8dCQv8QTMC+oyXs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\nZsfxHIor6vliy1mWb0thUHdvxg4Pkx7ti2TkV3L4TAFbjpy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2L2vDhg1s376dvLw8AOzs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the extraradiation function returns a simple numpy array\n", "# instead of a nice pandas series. We will change this\n", "# in a future version\n", "dni_extra = pvlib.irradiance.extraradiation(tmy_data.index)\n", "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", "\n", "dni_extra.plot()\n", "plt.ylabel('Extra terrestrial radiation (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Airmass\n", "\n", "Calculate airmass. Lots of model options here, see the ``atmosphere`` module tutorial for more details." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GtQwXzCXbMOs7F0tm0dgQsVka4/jNbvSZuMyg1d2W8rRGp0x5zw754mkWedmp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\nLyCayJV2tVvZHKzYGdXoYJxq/X4zC/TkuhNp8sR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ByrXk6qGi/0QYm+gw84wcf1t2DJGX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\nRUXim2++6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airmass = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", "\n", "airmass.plot()\n", "plt.ylabel('Airmass')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The funny appearance is due to aliasing and setting invalid numbers equal to ``NaN``. Replot just a day or two and you'll see that the numbers are right." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### POA sky diffuse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the Hay Davies model to calculate the plane of array diffuse sky radiation. See the ``irradiance`` module tutorial for comparisons of different models." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8WgNXp3Xb8u4rjoHePxRSc18Ty+2vLX4/R6Q5wzrHfOaZZ9DU1IQ77rgDbre7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_sky_diffuse = pvlib.irradiance.haydavies(surface_tilt, surface_azimuth,\n", " tmy_data['DHI'], tmy_data['DNI'], dni_extra,\n", " solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "poa_sky_diffuse.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### POA ground diffuse\n", "\n", "Calculate ground diffuse. We specified the albedo above. You could have also provided a string to the ``surface_type`` keyword argument." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8bTU8al5b0VAhA+2modWHju6gwtHibDnQgfV1bbrONQLLli42cGLebVJDJQjL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\n/fjmZefgB98430TLnIloLGJD6Q2ezfmz0jaMhFMiCCKb//7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mDTuhfsh/7HtZWOZBBYSn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\nCjMGcPfJ/XsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_ground_diffuse = pvlib.irradiance.grounddiffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n", "\n", "poa_ground_diffuse.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AOI\n", "\n", "Calculate AOI" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kkJqaygsvvMCLL77YLgFPmgaoRURERMRkYRdqq9X6pSkYcXFxX1q5wwzq0yIi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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "aoi.plot()\n", "plt.ylabel('Angle of incidence (deg)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that AOI has values greater than 90 deg. This is ok." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### POA total\n", "\n", "Calculate POA irradiance" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V4V+PjnEfC1sfinRnJYgogxRsgogSPJVrX9TqAEpHjA+M4arepepGpKcYoNOK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\nBOZsG/ErrZxiUiAOKeCiEKxOG8pZGB8yYdEbYt9a3Htrwq+DTcM8BOa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VAAAg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\nEFdXVz7//HNGjx6Nra0taWlp/Pzzz4SEhMh3cTt27KgX66ZPG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ZiYYGFhwV9//UW7du0o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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_irrad = pvlib.irradiance.globalinplane(aoi, tmy_data['DNI'], poa_sky_diffuse, poa_ground_diffuse)\n", "\n", "poa_irrad.plot()\n", "plt.ylabel('Irradiance (W/m**2)')\n", "plt.title('POA Irradiance')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cell and module temperature\n", "\n", "Calculate pv cell and module temperature" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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l5zkBhBTJXO1nnlv9sT8YYDhzfB7yXHbkjYyHEhMnFnEo6PzYJ9dAyBvEhAlfHD0XgL5r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\n3sA8ABOTkl0PD768D5irVGdmXZ2aruoK4iraZTS6p0+hVLJ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MQgiRDXUK3/WDJ9oBOgKe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\nSG7oCnAi9wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pvtemps = pvlib.pvsystem.sapm_celltemp(poa_irrad['poa_global'], tmy_data['Wspd'], tmy_data['DryBulb'])\n", "\n", "pvtemps.plot()\n", "plt.ylabel('Temperature (C)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DC power using SAPM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get module data from the web." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sandia_modules = pvlib.pvsystem.retrieve_sam(name='SandiaMod')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a particular module" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Vintage 2009\n", "Area 1.701\n", "Material c-Si\n", "Cells_in_Series 96\n", "Parallel_Strings 1\n", "Isco 5.09115\n", "Voco 59.2608\n", "Impo 4.54629\n", "Vmpo 48.3156\n", "Aisc 0.000397\n", "Aimp 0.000181\n", "C0 1.01284\n", "C1 -0.0128398\n", "Bvoco -0.21696\n", "Mbvoc 0\n", "Bvmpo -0.235488\n", "Mbvmp 0\n", "N 1.4032\n", "C2 0.279317\n", "C3 -7.24463\n", "A0 0.928385\n", "A1 0.068093\n", "A2 -0.0157738\n", "A3 0.0016606\n", "A4 -6.93e-05\n", "B0 1\n", "B1 -0.002438\n", "B2 0.0003103\n", "B3 -1.246e-05\n", "B4 2.11e-07\n", "B5 -1.36e-09\n", "DTC 3\n", "FD 1\n", "A -3.40641\n", "B -0.0842075\n", "C4 0.996446\n", "C5 0.003554\n", "IXO 4.97599\n", "IXXO 3.18803\n", "C6 1.15535\n", "C7 -0.155353\n", "Notes Source: Sandia National Laboratories Updated 9...\n", "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", "sandia_module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the effective irradiance" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "effective_irradiance = pvlib.pvsystem.sapm_effective_irradiance(poa_irrad.poa_direct, poa_irrad.poa_diffuse, airmass, aoi, sandia_module)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the SAPM using the parameters we calculated above." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " i_sc i_mp v_oc v_mp p_mp i_x i_xx\n", "Time \n", "2015-01-01 00:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 01:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 02:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 03:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 04:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8tKUed1x9Nr40aazb4hAuQQY1AQA4eKQLrZ19OPe0z2he85clO1F7tBv5uTn4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\ng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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_out = pvlib.pvsystem.sapm(effective_irradiance, pvtemps.temp_cell, sandia_module)\n", "print(sapm_out.head())\n", "\n", "sapm_out[['p_mp']].plot()\n", "plt.ylabel('DC Power (W)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DC power using single diode" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cec_modules = pvlib.pvsystem.retrieve_sam(name='CECMod')\n", "cec_module = cec_modules.Canadian_Solar_CS5P_220M" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", " pvlib.pvsystem.calcparams_desoto(poa_irrad.poa_global,\n", " temp_cell=pvtemps['temp_cell'],\n", " alpha_isc=cec_module['alpha_sc'],\n", " module_parameters=cec_module,\n", " EgRef=1.121,\n", " dEgdT=-0.0002677) )" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "single_diode_out = pvlib.pvsystem.singlediode(photocurrent, saturation_current,\n", " resistance_series, resistance_shunt, nNsVth)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Gtm6hMhCZAxnURGbC0+VDgrlKAhEcw2p98zGFMqmmGRAToawvaRkGVgqmNrCa\nEp89ZUu1IqgqG1pDqDzQhhOPG4bqOnNRdBTOR48ThNuQQU0QOlheQPHxTOGGmWPGuNJsMyu+kqbv\nIHggoS2tjgUFoRoXxaNBPm77xzrL9ypOWNQ0gAkHIR9qgrBJVhaMA1ELxkkDhIsvsgv3soltFObD\nYuaCccvlQ3XF3sdGjJnml8kNR8bVfmERYiQsK5EZkEFNMLP7YDsefGWz0KOdpcRAP2ea/o6nbpX3\nCN6Umg1hvqgMYQSdIhDylt7Rqhs3IrfJqKMUKL5ZoN66pxk3PfElmjvIHzuTIYOaAAC0BcI40BDQ\nveaBRZtReaBd84CMjMZgwjJr8Ng9ZY4XaknxSJ/bMeui80xpNwntEgC+XhQepKWzx20R5IjqYaEf\ny9hv1U7D5I8zI2P+WzvQ0RXByi2HHcmPkBMyqAkAwM3zVuOuf27UNToGfqFXamKwV6vOtYmbh1nY\nwZI9zV8MMUgoqCwPhW5hxkgWfnS8hBUqn0Ti6YlE3RaBEAgZ1EQSLMaShLpZGMzTXMqF9qJByGMd\nqUky4PHhlpS8I22YenuQQX0fsGboCTcOJUKvpDLpSYlESUawYMI8oSwkvHpHPf7w6Cp8kXLYDOEf\nyKAmkojFtDXc4OEGzogiDV4or5NHQA+sPNrx2zV9CIRbbiYesQ3dMmIVRbsfDNT2gg934d6FZWZT\ntiWXzPB7w2ci1J6M1SlIKBmLChw9tfGT9ftdloQQBRnURBIxnQ1nRydOWVWWM6TaDyLmBS/UsGuR\nJSgOdRpMbeFUVIUUWVZtq8deszGKbcokA6bGR8q1vDeZ8kxt4cdVaAuEbafTHY4hFBbrAiHT8/DA\nQy+5TPoXikNNJKFvUANQJF3tIISgNiENtL+dOV+kYapljHjV95sF90K0+bdO7aIZ5UPlO5kMPyNW\nbKlDa2cPbpx2pq10/nfBRk4S6SBRxfI4QZSQG1qhJpJIfHpWFAXVhzvQG42lXOO0VHIjQ7xZRecT\nv3Tdg4cBbqXflte02k7DGVxy+RCVrrT1LAgTSkSGqsm40KkGsPTXwfe7MjQgIQQyqIkkEsf6jpoW\n/O2lMvzj3Z0A5DAcZaTvwK+jlaMWp5nqLgV3jltU/TqxbaiZzCMsBrYH0Cu69omdQkQhBkioX6f3\nFuj3h36XD+oAvoUMaiKJ7nB0cPWh9khfXOqyqqakazJLIWSZngAv/8s7+HyrhXikisbfZu8VjOzt\nrzWnefREN16XAAAgAElEQVQ8GlcxspXVnlEy17xOxsxKJNUZO8HuXjyyZCuqTfrluw25fPgfMqiJ\nJG57Zh1ueOwLAOlKfnAlKqMUAlthU43MVF90U/uTMmB2Nd2FEm6wvCkxw2cyp0tvt7r92lyqPtQW\nxnwGqAlVPt14EBX7WvHQ4i3GFztcSXp9dnCF2q8dmyCDmmCjpaOHfMA0kH3FljdejTPs+gmPLuKk\n3DweCGWtZzNSabt82DzCSc6qcYyBzcV6G+gHcEpTef0YeIIPFOWD0CZBS/zlqTWDf2eWAZmuKdV0\np6GRaWbTkYXq9Vyb2BLX2s1aRppXHxASMSqBKy7rXuuTnDHl8pGiHzLhLZVVvGaQhntj+OcHu1B7\npNNtUQjBkEFNaCJogSUzcbDS/Ng+poqk0XHjPAQhkhC1kixrF+Zh58paNjPEFWBXbavxhQLReuhQ\ndK5JjWJlhaWf7UVNPbtx/OX2emzY1Tj42c/hOzMdZoP64MGDWLlyJfbv34+srCyMGzcOF1xwAcaO\nHct0/7Zt2/Dwww9j4cKF2LVrF373u99h/PjxAICrrroKl112GZYuXYolS5YgLy8PM2bMwPnnn2+l\nTATBldSVtoraNjz4ymZh+WVlWVjdE6SjVeNQ8whhZyMN7kVNjPLh0ZVBt6ZoYfkq/jA8WbHS7dzs\nq/vqO/HQq1vdE8BFPtpwIO07PRu5N0qP8pmCoUHd2NiIe++9F4cPH8a3v/1tnHDCCcjNzcWhQ4fw\n5z//GWPHjsWsWbNw7LHHaqbx3HPP4e2330ZRUREAoLy8HL/5zW9w7bXXDl7T3NyMhQsX4s0330RP\nTw+uuuoqTJ06FXl5efZLSVhCcwUgk2Y6jWm98kC7uWQ8aqn5qqm5+FDbT8P/eLOvO4UTfcjP7jYy\nl82jap7ghKFB/cgjj+BPf/oTTjnlFNXfKysr8cgjj+Chhx7STGPcuHGYN28ebrnlFgBARUUFamtr\nsWzZMowfPx633XYbtm/fjsmTJyM3NxfFxcUYP348qqqqcMYZZ1gsGiEKtxRaa2cPRpYMkS/uLafq\nkHea4I9ZoyIpomAmVRQjhiNC2AksYvKUtYmdkou7X79kKpMPxoXS0xWu9TFZOzdhG8MoHzfccIOm\nMQ0Ap556qq4xDQCXXHIJcnJyBj+feeaZuOWWW/Dyyy/ja1/7Gp588kkEg0GUlJQMXlNYWIhAIMBS\nBkIQageUALCvECwo902Vjfif+Wvw9pf7bGbeh9M6zVTYPAvpk44+ivZ5GjxcVQgjMjK6pmT4YaOt\nJh7rWLKt/xDiMFyh/vnPf47CwkJMnToVU6dOxTnnnIPi4mJbmV588cWDxvPFF1+Me+65B9/5zncQ\nDAYHr+nq6sKwYcN00xk5shAAUFpaonud13GjfKWlJWgORFR/G1qYb0umYcOGJuXDQtXyPQCAtTsb\n8NufnWk570EZSo66bOjJMHpMCQoK9N2OSkoKMGpUke41+fm5qvkkfped3ad5C4bmY8wY9WuHDWtT\nTX/YsKGDaQ1r6lJNXwu9a4YPH5r2e+HQ/P6/sgzLpEVJSYGpe2PZR5/9R48uxrCifNXrACAUU59x\nc3NzVNMfObJw8PvCwiG6Mo0YMRRFLSFDedVIvVbvXrPjq1CnPgBgTGlJQruxUVpagqKi9PpIZNTo\noqQH79LSEuTl9S2e5Ocl17eZMo0eVYSiwnR57fZnqwzogOzs7KT0R40q0s4vC6rG3+jRRRg9fGjS\ndzm5yWtbw0cMNay7wsIhmmMotd2GDDHWPyKwMj6M7ins7xfZWerXjh5VhJHDCtATjiJ/SLKJk6iH\nU/vtAIqioKauA+OPG4acHOPIwqWlJYNGc6HK3Kg2hvxss/i5bEYYGtRffPEFDhw4gE2bNmHZsmV4\n+OGHMXLkSHzve9/D97//fUyaNMl0ptOnT8cdd9yBiRMnYu3atTj99NMxceJEzJ07F5FIBOFwGDU1\nNZgwYYJuOm1tIZSWlqCpyb8r2W6Vr6kpgJ6eXtXfukMRyzKVlpags6M7KR8WBmSJx+Jc6iMQ6GGS\noaU5gG6NehigM9CDltag7jWR3qhqPonfDSj47m71+m1qCqCzsyftewDo6OgevKfDZP3qXZOYLtDX\nfqHuow9aRmXSIhDoMXVvS9tRI7alJYhwSPshp621S/X7aG9MNf32thCaCvvSC4XCab9/WXYg6dqu\nkH75tfj3m99O+qx3r9k+HupSf/gdoLkpkNRuLDQ1BVTrI5GWlq4kw6SpKYBobwwAEIkk93kzZWpp\nCSbVs5k0ROjLQf0TT9Y/bW0hDDF5xHhzcxDxSDTpu1gseeNae3sITU1HHyjUyhQKhTXHUFdXcruF\nw8b6RwRm0m9qCjDNd6H+fqFopN/SEkRvTwTTH1iR9ltin0zttwOs3FqHlz6qwmXnnoBp52u/nU+8\nd8C1pKsrXXcHg+ljyK82i9/tMUD/gYEpyscJJ5yAE044AT/72c/Q2dmJ5cuX44UXXsDTTz+N8vJy\n0wLddddduPvuu5GXl4fS0lL89a9/RVFREa655hpcffXVUBQFM2fORH6+uRUVgi9ab9Y89sZNFdYy\n+KGsTmA2BJUdP2jDvDi/Y33gFYYT2SRHERU2g8LmSYnMG/fswlIyO91yV23fW8Cte5qZDGpAX+WQ\ny0fmYGhQR6NRlJWV4YsvvsCXX36Jnp4efO9738ONN96Ic889lzmjsWPH4tVXXwUAnHbaaVi8eHHa\nNdOmTcO0adNMiE8IRcLdX/JJxB9R+jfY3YudLseOdRPNvmPmlDMegvgIYXsdFZGpW8cpiSRUvfLQ\nXzei7VQzbcCzvRRFkW/jPcGEoUF99tln46yzzsKll16KJ598El/96ledkIuQAGE63YKuGNhk09oZ\nxhOvb8effjZRV+nEFQXZEikl8ZuEjFvryde3Y/ehDsFysGF2BU3R+JuQEHmGna/R0n+yHtsuG1o6\nyM60wXKvnu5r7ujGLU+txdUXT8DFU75mXRDCFQw97n/+85+jtbUVr7/+Ot544w2UlZUhHqdA5RmB\nG6G2NG85etOWPc3o1PEZ3VffieseWIEVmw+hMcH31rIMPpmfRBrTXq4iMw87Xi2nKBtLyrBkkiPa\n3lUUn0f5MIBX9fJKx0xLbNndDAB4ZdkeTrkTTmK4Qn3rrbcCABoaGrB69WosWrQIs2bNwte//nV8\n//vfx1VXXSVcSMIdZJ4Q9WT7fGsdAGDhJ7sBAPNuOg9DhzAfCuoeNmZaxYEl3GB3LxYs3IROlU02\nprEjo8V7/bxwJ+5ljPmEM9mYs4rqiaR+7rA2UGz4fLR2hlFd14GTxw5nyIhP/VMrZg7GMWH6OeaY\nY/DTn/4Uv/jFL3DllVdi//79mDdvnkjZCJfxi0IP9UTTvmN1OXClCiRyVUnk3dW1WLW1Dlv3Njuf\nuSxdURY5UmDpp05vVOO98VTSYWEa0e2g9P/nV5RBe1q7Q2iVv7G9G39bWIZoLM5Nt//vgo2IaZ3Z\nYBaH+vjaiiP477+vQjuPxRFiEMNlu2XLlmHLli0oKyvDoUOHcOaZZ+K73/0u5s6daxjWjvApLujq\nVOVpbsOII2f96mLKGNCQ1+0HnEg0pv2jjZMPzWJ0r940S/DHKUO3eKh+PHg38ImNn3HE48pg3P9U\nNve7XTS2d6v+nsr+I+lh4v7xbgWaO3ow+5eTrQspkGff3QkA2LCzAT/6zgkuS+MfDA3qV155Beee\ney5mz56NM844A9nZzIvaBKGOw7OQXY9/N8wwGV8OyCiTGbTkN2MQ+nnlzwp9D3n8B3RHVwQxjQN6\n3IRLSQUvZnp9nNrFbvmj/THB7aSzrqJh8O/Udqpv7sL7a2tx2bnj0jbOO/2ANlDEg41BxOMKxh2b\nuYey8MDQoP7lL3+JCy+8UPea5cuX46KLLuImFCEHBfnq3cMNo8JOnorK6zhWZVnXFERLh/phKkfT\n4lwffnm3zZEMtxG8BYfue/eLm+wnIgBx/ZDvmM8IP3aPFjEQ6sXrn9fg2FGFmPyNr7gqy8DUNeeF\nDQCAF2bp23qEPobLzXV1dfjNb36DJUuWoLq6Gl1dXYMnGb7yyiu45pprcOjQISdkJRzmjBNHiUmY\nw6xkxoiN2zB4H3hlC3bUtFi+nyd6pUjekyhReBYRcH6AeefLfVi5pY4xb65Zc4OewbyDhkNX8qdM\nX2ZmwE6Xl2G8dKns7aH4097GcIX6mmuuwY9//GMsWrQIN998M/bv34/s7GyccMIJuOCCCzB37lyM\nGTPGCVkJp9EY26mrH8HuXuRkZwmNpGFnxYXXfhEt/Dz1Jc7r+iHSzJ6UKHCtT6OraOW4rboF26pb\ncP5ZY23lG43FEezWP6beaxiNOkVJr28yCdyHfdO1Pw8RMVIvav1WBBt2NSCgoRPoocl/MFlAo0eP\nxg033IAbbrhBtDyEB0hV1jc89gUAZ18XmdqUKNqiZoBFdxtKqWfQ+lw5J5ZPZEmNjAu9vO95cRMO\nNAb5CsQIiwEhCs0HGAf6pBf7vcZxIuYT8p8dzASvJnei6zz9doV2/uKzNyR1Lv/XymqceNwwTP5G\nqUsSeRvaYUh4EjMronZcPljgPa/1pSeDutVfxbGzwiNH6fhi15j2pnGoEt7OBTncQsYW82A3soTo\nEw2FI2E7fbBuP+a9ucNtMTwLGdQZiqIoONzcJdzYVIWHMjMhtloZeRabdw3KpGd13TwY3UF4Yzkv\nLr779tMQgSgDQQrDQwK4bvKTqBPJIwk7/PaIGKfzyrLdnPKykrsDSCGEf2A2qFeuXClQDMJpPt92\nGP/vufV4b3Wt9kUag832GHR4EMftxs1jgEeRDP1VXdZ+XHP3sCL34kqyMDKgKuKK9kEpIvuCjbhG\nnozycaAhYLI+xZdx2SZ/B1xo6ujBvvpO3Wu27G7CI69uwftra/HXBRsRl8CFUlaYDeqHHnpIpBxE\nCr3ROD5ctx8tHWzB5c2yo7ovcsWmqibT967YXIeFn1TxFskUZoa0mgJInSB31bbirS9qbEplD25q\niqO+89MKJa8Hkt6YmCc04efnCcjA71NrOBLDdQ+swOodR0zfq2mEq3zHe5wx93WJGvCuf27ER+v2\nuy1GRrFyS51hiMon3tiBito2vP55DWqPBNDSqR9GNpNhDsvwta99DbfddhvOPPNMFBQUDH5/xRVX\nCBEs0/l8ax1eW1mNzXubcbvQ05asadQVm+twzY++Yenehjb7DwmmDGoGS+KhV7cCAH44aSxGlgzh\nLoyZnfRZUH8rzOp+wZOkdF10k5FnUViMYeorBD2FBUK9eHNVDf596njk5vStBYluioa2kOAc1MnU\nPrZuRz2mnDJa/yIPbUo0K4AXFjA8IKJrMBvUI0eOBABs27Yt6XsyqMUQCPWF2qmp6xCSvpuhkpau\n2Cs4h9Rjytk1Z8wJ/xCf4FYXEhpyT1jKDLg9wVtANza6gPK8u6YWY4YX4AdnHs8/cc5kIUt9pZhT\nvfjxpMQow9ufgeJpl98bFeANKQkzMBvU9913HwCgo6MDw4cPFyYQ0Udubv8KjMSj7oN1+1FzWN//\nihup2tNuxWjdLnF9u4MTS98OwWtTogf7iJPVLfqhRO1ADBlxe89DIprGJxSdX53HTD+190CfBRED\nORqL40gr21sNtbLK0xKEFZh9qCsrK3HppZfi8ssvR0NDAy655BJUVGjHWCTske2BkfWvldXYvNu8\nD7YlFN2PvsCO0eP25C3aYOORPL/YAH7sfRZRlIw2Aqz0e9G9R8beGezuZVo5dnJsicjp4w0HMfsf\n6wSkLBEZNuA7uyJ44vXtqGsyDovKbFDffffdmDdvHkaMGIFjjjkGd911F+bMmWNLUMJ9ojEF7cGw\n22KYR5Te9UH4MVFVw3Oyk3HSZ0Gk3H4z1LVKE+6N8XOtkrjKtCJtqBmWaS/gBMijhhNvLg41BnHD\nY19g4SfGIeiY5OEis8Qdh5CKd1bvw5Y9zXjyDeP43MwGdXd3N04++eTBz1OnTkUkErEmIeE6Awr8\nSGsIM59c7aosbqCpTl30cEg0utUu103DR54ZRrgtk9v5y4SViBW/f+RzW6t4jq5iGmSlPyQFy6l5\nRKXYbM1SdbAdQF9ECSOsrGJXH+7AE69vT0nHhIAuwdPX2yt+47zYsrsJq3fUO5JXNNZXtz2RmOG1\nzD7UI0aMQGVl5eBmtnfeeYd8qQnnsHUqltjlYV5utdLrRJ5RPlwI88GlfmVvIw2Eia3oPZxq59rU\nTqG3iHSsjNH7Fm62dkCZ2w/mal9amKsONgYx54UN+MMVZ2DKqV8xztemIkx886IoCr7cUY/Tx4/C\nqGEFOnfxYdmmg/hyRz0ONPS5X0ydeJzwPAfcb1nqjdmgvuuuu3Drrbdiz549mDJlCsaNG4eHH37Y\nspCE/Ej9CtqE3jGlQGRw+dC8VuL2cNT3UT8vW/OFi/6B0j9QEenoNJpmlA/WdK3eKrWe0MeKsefK\nab88MCF2Z1cEVQfbMeUbpWkLRCv6V/5f/qTK0KCu3N+GBxdvMS1qIon9a+f+Nvzzg0oML87H3D99\n31a6LLyybI/wPFLJ6reoWc6zYTaoOzo6sHjxYoRCIcTjcRQXF1sWkCBk4pElW49+sKKbJVDo4vym\n/QSHVW6f1Yhd9GJEiFwVP/qnvO2hfbqiw4K4yKbKRvRG2f3lzbhQuxn6lQeq7lIa196/aDOOtIZw\n888n4fTxoyzn+d7aWsv3DpDYfzv69191BPm5/76/thbHjynCWRNKuaVph+z+fsZ1hfqxxx5DbW0t\nzjnnHFxwwQWYOnUqhg4dal1Kwl0YdJEXj69Vw0jxVuxrdUgSE0gy6T79VjmOG1OEOdee7aociuYH\n58kkg8iK0eJ1Q8cVXIvpLjb9+W+Vm7reKV/gvhcA3lEkA6H4WnVOKXRsI6vItBUFr3/ed2LxC7Mu\nFJgTOwPqjGWFmnlT4nPPPYf3338fP/rRj7Bu3Tr89Kc/xXXXXWdVRk8R6ulVPe9+XcURHGgIuCCR\nM7iucHSwO/94cRMH66ZEnkWLROPYfySQmkV69ibzFFn/QltWhonYCsI2rXqwLjhi6YUWdylS0vdw\nk/CQ3cvltzKxOf0s5lndbZGBFWoW1yLmFerW1lZs2LABGzZswKZNmzB8+HBMmDDBupQe4u4XN6Gh\nrRv3/+5cfGVkIYA+I/sf7+4EIM+TVCYh48DTg1bt3MdrfYZQJxPakaWMftQoTMYaUwfIhF5iHun7\njMebjdmg/t73vocxY8bgV7/6FRYuXJhRET4a2roBAC2d4UGDujfmTstvr25GpDfOtJuX0MaL49Zt\nmXkuTJhOSlH9U3CmGkl4NEShlfSZJmCNh0Un+qvrq5Eu7rng84zudgWm0F+ov7+2Da2dPfjr9HOM\nLrWM233HUvYyNBdnGY60htAWCOOb40ZK/faPpbsxG9QfffQR1q5di/Xr1+NXv/oVTjnlFJxzzjm4\n8sorbYjoLZx6vbngw0rsretQ/e3vr/XF27S7Ki79k6oBXpffCLOKxW1FJK8aNAdLv3J7IpYJqgs5\naenwdljC7dUtmr/5pcu5MnYkfFM6EJP+uVsvcFkS+zAb1OPHj8f48eNx1llnYc2aNXj11VexY8eO\njDKonQjP0x2OYtW2w8LzIfjRt2qp3zfkU2P2sVUmG0PJ8FaRPn4enc2FPnBpVQr5bavihA91NMYW\nWcPLVWlH/8hQbLXTQg3LpHOBU20pKps4y64/yWE2qG+66SZs3rwZJ510En74wx/i6aefxkknnSRS\nNumw22F7o3G89HElLjjrqzjp+GFC8iAYkbierYSh9nu/4VE8XlUkzjj1XiOqhv7y0dOjYcxzYfn6\nEy4PQwZpuP22jpVAqJdPQi6Nt55IFCrPBJaJxRXkZMunPMx0WWaD+rLLLsM999wDRVEQj8cxbJi6\nQehn7D5Brdt5BKt39P1PGxlt4qdZmzvyT/O2UnL16UHx/cMLIRiV/sM3RCl7B1WUPiPXk5umdWT2\nwhhVe+Nt2A4SlKvPBlTwh0dXcU03HlcGI2oM0Nzejefe24mrL/k6TjimhGt+ImAOm3fqqafi17/+\nNS666CJcfPHFuOKKK7Bv3z6RskmH3UEa6eX4OGcXLyrQRPROKGMoGk+9xEt5G63eSL3yYlY0F2Y8\nr7sK6GE0EQsruqJ4X5fYQGwIMeO07eZ/y9NrcOfzG2ylwROmPQzCpXAGL6sjVpciM8TiClJb91+f\nV2P3oQ48806F6j2y6XRmg3rOnDm47rrrsH79emzYsAHXX3897rzzTpGySYfdxvPsEakS4NSULayF\nTBZA0y3VxS7k6rpwQsGN5BAp58CKnqi0rd8rqNQ2Bp4CBd3hKD9ZfIJqS6XWs0ODLRDqRV1zlzOZ\ngW+x7J9FwEUMy7hhD/CaR0VIHounv/0b+OxUVe2t68AX29X3sLGsGzAb1G1tbbj00ksHP//4xz9G\ne3s76+2+wO4AcHsAm8UJeRd+XIW6pqD5G324KubaKqMLeLkovQJWZ7yKqg91wt+N/SFHuebpYOdh\nzWvF5kOoPZJ++Bd7RtZvVUvKT7rCNCxll6B+FC9vwhMgekxFrzrtAXPvwjL884NK9Eat6Xhmgzo/\nPx8VFUeX3cvLyzP76HELGotlFcmHdqIuK7bU4f5Fmw2v4z5+fTbjuF0cR91RXC5rVFAMek/2SD2h\nFSAnR6xCs9Pvo7E4qus6bC+UtHb2YOEnu/HXBZuYrrfyNkG2V9uWEb8n0UxKvBKyBL2xTiYel8ep\n0WrbMG9KnD17Nv77v/8bI0aMgKIo6OjowNy5cy1lmqkwHQLlUI9imeacMu67evz/WpgtvjGfxveC\nnhYqo2B3mQlfHY71Oxv4JMYJlk1lwqar1IpNkCV1k5FMvPF5DT7acAC/uOTruGjyVy2nk7iata7i\nCE4/cRRKCvPNJcKxmrww/u3RX0B5u5ajmKoGDnUmqn/FFEVbd4vJkgkzepPZoJ40aRI+/vhj1NbW\nIh6P48QTT0R+vkml4ScsTBReeyKVSdxM0p16O/61up0jz/aS9AehYhi53QAYZtZY8jEGC9RJYbB4\nRZPg1f7bqpsBALsPtls2qFP3ZP7j3Z048bhhuOPXU2zJxjKes7KyZBmS0uHVesmkeS6VvhVqky2n\nQEilqSdpnJGhQd3Q0IC7774b+/fvx7e//W3cfPPNGRkyLw1y+XAXu/7snMRgTo+hYQdW6mvq1U/J\nlBmZHr48iw/rMEvCuLKp2K72lLG9r96GL7UGguwGx5Hnpb4Mw82bLdoXi4N/7f39tW3Izmb2QhaK\n1dIZSj979mycdNJJ+Mtf/oJIJIL77rvPYlbexwmjgQwT+0ippkw07L76gN0khGAme0VR8Oy7FVhX\ncYRP3kri39Yqgkf1+caXlQFFUQzHkl59NHf04GCDel/mh/vtYVbfODKPpH7ho5WagfrTKpH7PYIV\nFUk90kwi+nBTew8aWkOmMnTyAa07HMXGykbda5hWqJ9//nkAwHe/+11cccUVfKTzOh5XUB4X3zY8\nFYIURpYEIiTS2hnG2ooGrK1owLmnH5v2u0hFKLoqJKtqJpzsogOqpbMrgnlvlqfIIdWuNC7wUKWp\nafTaOLNA0fFFdRsuzd//rx33IZlWynnh2Dzk4PiT4sChhOI+9VY5fvyDkzUvNVyhzsvLS/o78bNX\nqNjXiuZ2zuGbxJ2UIChdwlVkUAwOIuWEJZkhlopsdSaXNAKRsF+8+tme5C+0RNTcxCVfmURhVbO6\n3+zpkls5MdPMPXxP5HQOze7vehsmY9phRYonBhMEQhE8smQrbnl6rduiMGGnfyiKgibeDw6EI4R6\nepM+qysK7WOvReuVTZWN6ZEtdFSBoeKWTBFmBFbq3EpsdM2Ns3I1O58NkmKO7W5q77FnLMhU0Sbw\nmHnhODI0qxsyNLZ1428vsYWl5ILFQhq6fOzZswcXXXTR4OeGhgZcdNFFgzu2ly9fbi1nh+iJxNwW\nwTHeXV2Lt77ch+v//TTV1+yEe+jNExsrG/HUW+U6V7jPfDX5bGrWSK+1sSk25J5+4n0/C4pDLcNs\nmQijPKmXiV4FC3T3onJ/G04dN1KKOjNrBFpZPVZUtiXq+RB7+cwQQ1jK5ufy28DLDyzVh/lv9uWN\noUH98ccfOyEH0Y+dCWJN/waw7dUtvjeozW6Qk5m15Wwb9+QuhTkUiDtxUKu9/VR/qbBEoZYCDmIs\n23QIyzYdwt3Tv4PSEfYPF9MN/aeY+ywP0grGjUHjMAtJxfVzya2e4DcAl/6qONfv3bL/rbpMGRrU\nY8eOtZQwQfCE95O100a2l1cGNEkok5XqNHPoR6KCs9xyDDcaXaJAkdIPUURvlt0Pty0QtmVQ82pF\nsy4famPFqn5QbSMHDR43sVNGr9ZPJJo5b9xZENWOVtOVI+ifB/HoePQsMitAMV4A6QnKXAepGBkI\niqJIfYoewYYpo9tD/VcLt7qs2bGvdoiYDG/qeIow0BYyPuBaxbB/2aw/Hv3X/V7kLGbK63uDmudQ\nc6IjyaD0Mhk3ap+LklM4rOA6jJQroMZL1J7EithWVZFef+bd5lxS82ib6m3+9DO8+pBv5lr/PE+k\nY1g24zbsCIbR2RXhIo4RTAZ1R0cHWltbBz9v2LAh6XMmIuxVg5hk0/BatBbeyKRKU/vSN8eNdEcQ\nW4it0aQ6snywi0yt7g2MD3ZxRAwxMKhAlj4j42GQau0iR1Pxk2LQhTq1/hULR1h7BDP+/mLxTv3e\n9ORq/PmJL03dI8zlY+fOnfjJT36C8vKju/xXr16Nyy+/HJWVldZyJQiTSG3/c9YtRUO9F+s9lZVb\nD7stgiVYFqhl89sDvLNI5WkDXAVFgWnlJLwOFMU/q6++xpttpCjyPK6I6+bWEjY0qB944AE88sgj\nOO+88wa/u+mmm3Dvvffi/vvvt5QpoYMsPdVHqA46iepZbYXFLBIVBwDw3ppa3d8VGxunrJbVzzaG\nF6d498kAACAASURBVIomzzTMF9NHj6vWg34q9y/ajPqWrvS0NKpU9Wt/Vr9l3K8OK4e46Pzmladq\nE0hRJBMdxdCg7uzsxDnnnJP2/Q9+8AO0tbWZkstPiFoBcH+Qy0ladfu8olSfASS2CGWSzN7uf5lK\nwg8rp1GzVIWdByMucMjbTBJpYfMc6vk1hzvx0kdVSd/pbcaTtRsbycW0wVBA2eIuBO7mH7mKb3py\nYHCwlKBcraZraFBHo1HE4+mxD+PxOHp7e1Xu8C9+mmylePLLIIT7rEvWNYVuVve4AedS4hbgL49M\nOtQ1HSj4zUyfW5JKlA/p+pdd+lqQh2pt7vDGCcPm321YzEeiceoGwnyozz77bDz55JNp38+fPx9n\nnHGGtVwJbWwtr/ETQzbsKE3JPT64I4My9POmVxkNE5kOQNCTZfPuZnHCOEC6e5YrYhgigQpQxYkY\nL8x5SFpHetjV7ax6YvoDK/DpxoMaMkjUv2SRox/Dg11mzpyJ66+/Hu+++y4mTpwIRVGwc+dOjBo1\nCk899RRzRtu2bcPDDz+MhQsX4sCBA5g1axays7MxYcIEzJkzBwCwdOlSLFmyBHl5eZgxYwbOP/98\nS4XaV9+JhtaQ0NMCvR7lg+CHAr7tppWWl/pGVsrpZWmYHECJl7vpQy3yYBfZ2ldR+L+W7gw5E77K\nDLpGioBGUV1l5FjPmn7VsnUwgXihrLxlTPOKVBQoCpBtMQzN4uV7sHj5HvuCZRCGBnVxcTEWLVqE\ndevWYdeuXcjOzsYvfvELTJkyhTmT5557Dm+//TaKiooAAPfddx9mzpyJKVOmYM6cOVi2bBkmTZqE\nhQsX4s0330RPTw+uuuoqTJ06FXl55iMe3P3iJgDA5G98xfS9rMi4SsUbLyglVSRcHdWSKBxRP/nK\nbN273VSe7SspWClHsLsXdzy/nr8wXkClvrTeTojoI/b0sLGeUDsgJV0G+zDVjYkKZJHb+1jX81b2\nFMiAmTd/97xUhtojnXj+1gsFSiQW9w5SEhTlA+hrxNGjR+P444/H+PHjccwxx5jKZNy4cZg3b97g\n54qKikGD/LzzzsOaNWuwfft2TJ48Gbm5uSguLsb48eNRVVWllSQTiqJI5SzMMhgyQg/KgCQVHVY5\nSlazl8ghMhfsFEWkS4tRyorK64iyqkZ0BOVbebULk40nIlFWsoBDTemRL3gSjSULnL4pUQc/vGri\njZBNpOYn+Z217p+joWYO8DQg99V3pvVXXq54MrgVAuIWNpWkv9nzMFyhbmlpwQ033IA9e/Zg3Lhx\nyMrKwr59+zBp0iQ88sgjGDZsmGEml1xyCerq6o4KmNAYRUVFCAaD6OrqQklJyeD3hYWFCAQCzAVR\nQ1STd/X0ojeavlHTdcyMFYZreYy9/UcCaGzvxtmn8n1bYKptzQx+K4qC5R6tulS51VK/lUTBDcB9\nBzufdUAOaYhDfHxiwek7jQLUNQWFZhFT2ZAvAqbxYmJQWVmhrm/pSosk4leCPd4MqKBqyDq8aOjf\nY3PsY2hQ33333Zg8eTIWLFgw6H4RiUTwxBNPWI5FnZ19dGG8q6sLw4YNQ3FxMYLBYNr3eowcWQgA\nKC0tUf19zJhi5CesHGldx8qwkqEoLS3Bb25+O+l71nSLioYY3pOdn94kateqfZeT01evQ4bkGcpU\nMETflaa0tATFxebCIqrl+Zv7PwMAXPLAT5GXm2Pq3kQKCvKTPo8aVYTS0mLVa4cWJJdt+IjCtPSL\niodAjVGjilE6pkhXllSKigswapT+PQUabTJ6dDGGDElu8yFDcjFmTHrZRo8uRkmj+opccUnBYPrD\n6joHv2fpm1bHRXZW1uC9Q7pSx9lRJ2q19AsLh2D06PQyjhlTrLqK0ho6OgGOHFmkK3NHj7obTXZO\ntu59paUlKCzM1/wdAEpKCgbH2cA9JSUFuvfo5ZdIQci6riosUu/PA4weXYyhJg8MGjO6OElnqTFi\neCFGjxo6+Lm0tAT5Kjps4LfiYmMdyMrw4YWIqMzsrOnm5fW1Y35+ruY9Jc2hpM852VlJ144YXojR\nowtVZcjKUn9IGj5iaFp+arpxzJiUa/Jyku4rLh6Sdg3Qpxvz89h0SqK8jyzdhqqD7ZrX8GC0jgwA\ngKzk9lNrl4J+/Z6T09cWqS7Co0YWYUSJfr8tKS7A6ASdbUXv26WgIH1OKCk5Wv9qZS8qGpL2feHQ\nPp2VnWVsK6TONVYYOaIIY0YOTft+IB+74zoxvYICfZ01enQxCg2uSUyPldGjigf70NCh+nNCIoa1\nW1VVhb///e9J3+Xn52PmzJm4/PLLmTNK5LTTTsPGjRtx9tlnY9WqVTj33HMxceJEzJ07F5FIBOFw\nGDU1NZgwYYJuOm1tIZSWlqCpSX0lu7k5iEDCJKV1HSudgW7VNFjT7eoKG97T2tnDlL7ad7FY32pK\nONxrKFNPWP8JvakpgEAgXRaje7RobAwgP2VCYL0XAHp6kl+pt7Z2IV/jObk7ZfWhoz2Uln4wGIYa\nrW1dyFXMrUp1BXvQ2qr/6rlHo01aWoIIh6NJ34XDUTQ3p6+8HahrQ2dAPbxTMNAzmH5n59FrWPqm\n1XGhKEfvDXYfrfOmpkDSYppa+qGusGoZ++5NN6jb2o8aNm1tXWjKT/ZWiysK9h3uxLhjS9DWrt4W\nsVhct6xNTQGEQur9YoBAoCdpk4+VcZJ4byKpdWiGUJe+3M3NAXR3m1uVa24OJuksNdrbQ8hJGC9N\nTQFEIlHVa5uaAggEjXUgKx0dIdW6Z0032v+WMRKJat7T0ZFsUMfiStK17e0h5GWl66GmpgC0Qhu3\nt4fQ1JQ8SUdVXL+am5Nl6k2RMxgMa+qUcccUY3NV4+B3B+o7sWxtrbpA0G83nqSWSUsWtb8H6OnX\n7/H+tkit5tbWLkQN5rdAoActLUf1T2tr0LTet0t3d/qcEEzoz2pl7+pKb/NQd9/cGFcU1XsSv0ud\na6zQ2taFrFh6f21qCujaY2ZpagogbPAmobk5iKGMDwlm5GpuCaK33+bo7mZ35zOUZMgQ9Se9rKys\npJVmM9x6662444470Nvbi5NPPhmXXnopsrKycM011+Dqq6+GoiiYOXMm8vPZnwy0ELUjX0roPYwq\nwtxDOMHq13b7s+tRUqj+NC5b0xsVSc+9VPXWxCgfKjd/ub0eCz6sxEXf/iqmfst6dB+j5pfMs0Yo\nLC92Tb/85VmBWQ5uCBzIksN0opYf7241JC95xftgYxDz3yrnnIs7+GcMphfEijNFRtk4kmNoUOtN\n9mYc3MeOHYtXX30VADB+/HgsXLgw7Zpp06Zh2rRpzGmywNPbxz8D2fm9mvarjq/EsrSlqhg6sgVC\ncvr+ub1JZXf/q+qte5ttGdSeRaI51bGd+Ta7nJGYr39ejffX7k/OMm1TorigvIanCuoVQBYFl4Is\nYqXtLZYwMhQrbng0S9KM4rDYUQ0N6j179uCiiy5SyU9BU1OTpUz9xosfVeL8SWMx7lj7vkOyKBz5\nkLtijAxK0epatn5jtGqiqIXLAHSWqPUZqH8tv9W+a8ynm5YGFEDJSvmOD2YfSjqCYZQU5ve5oBit\nrFuSh881IhE5rlKNaZHwLodk6kAoUgYI8DtuD/x+nBDDTBaGBvXHH39sQxT3ceJ1yOdbD2PVtsNc\n4j3S/lk2zBgfUgdPkGDXthC4R/lg+725oweLl/n/MILm9m7c8vRaTDxpNG668kxh+ch+4qXb2tJ9\nu0LFbUDcorkn8HKUJCv2ipl7RA7n+W+V4y/XsJ9PIjNWe4OhQT127FiLSfsPPWNXivEo99yX4Zho\nHMWeC4UbfTE1S6tdUWFYolYbh4ll3lvXYTF3hrqT5Pmnrrlv4+WOmhYXcrcG98M07Fa8xw6NIPji\ndjNwPynRofJojeNNlY14f/U+nP+t45wRpE8aB/Myxn4MFZmRoK4HfDu//rURbDfYkdnUvWR984K3\nItt3pBNPv13BN1GHYVkJ4VltfjBSbJXAA8Zhm8VoKNqZ27u9oVU9Yo4eki/YA6C3nADLg3HKBV5o\nWA2YdK2i4EhriNtcpZVONMPdb/xtUEvA/Ys2AwBemMXmDuJbVWi7YDYUnqqrrrM1bUZft3aG0dqp\nH67M65j2czaI8sHm72s/aoWico0nxqwFIVkn39R61XITaQ9GXF8VTCTc2xf6q741ZHDlUYRF6JDy\nICT+yNL+koiRjqX9I8bXrNx6GAs/5nNoj6N9y2K0KLsk1amJTKzFvSMyArmUskyymEf0RCLfCq2z\nKz7ylV8sVhbU5BrP8tDNITavG2RBQ69o7Pf1DwYPvR7RBU5KuW1vszMZeXilnwdkUEuGN1SBD9Ba\nIXVWCgA+cb5JfYNq7nLe2asS7o1j1bbD6NE7wMKCYNzaT7rBb00grfrgPtcePYzTHrb2K5i/1yP2\nniDMRUPSq1/P226c+oHj9WBzjw9PJBFjEF8b1AoUvp3NicZzqIe4qYzyc8V2uzSlLIGlIrq+3S9h\nMmx+fezpGbpiMKTVHY5iwYeVWPrZXvaMGfKSre55UX24Ewca9E8XM3UoCrL4jkW/VrxLeN0+JbSR\nzfD0ElzD5hEZDNe572hiWkfy6uOQundY8YjIToYHCGPUZbSq+M2smBxq0j4m3ngvk3EUEquIbDUr\nac9dus1aZhrVI+Sh0oNWIHtbWOsRVvuRjFrD+mhj2C/htpXpcGhRnvm4XXWy4u8Vag82ugdFtoD7\npXRaAg/O+8YkFMrJ+rQ9rn3ZGO5gpimExLTm0PEGkmju6MYrn+5GqMecTzWPecbSeQke9Hng4qHD\nIw33pyChG4VF441FG+ehFWoHYVJ/PPopJz3LN6yZ+t9usHpHPXbWtmr+3huNOSYLt7rwmH7TLjff\nlWs1dIeHQT4yVnMszhaqSojsJhom1f6zvULIS8/1i/HUWxXYV9+J3JxsXHnhKepZppXBRoZmb7Px\nnWfRWaJ24tA2kXjWKHVw0yvbibv8sZouGdR+hKEveFsVmSSlPp5/f5fupYeb2cNoMZNRFS4WuxOR\ntE1hUYn/9sGVKB1RICRtngzJy0kai9c9uMJegpyL1B7sC1UZ7OnVztL9amTCI2JKgyw6QRY5CGv4\n2uWDN47sSXQgD7eJe2VWYsT2SgMHLep6jTLGIjaZjBh0ZDNsS4cquuZwJ6IxvZXn5DI0tXM+NIUR\nterQqt2cnORfpFUDguViTT7t7BHmDMwX4NNNB7HnkPUTRlkxK5pnV3F9jEKtoomvDWppFbYOrm+U\nEIRMLh++x+/16/LzixP9956XNuG1FdXiM3IS3vXGzeXDRtg8PiKo8uSbOwSmnsziZXscy0sPIX72\nDPhCZeoUgrcJrJWa083nSLuZ0A++Nqi9QjgSQ11T0G0xPEVTO/uxwWYGnV8faGRDUdTr2u3aN2p+\nJyNxbN3bJDA3PqjWh8as6qDrpdSo11n6V+U1yfs8VO/TqFCv6rFUuTUPrjFKhyEfL1aR6hshN55B\nvFh5DkAGtQT8bWEZ7nh+gykjUReGARZjOYaZ46D5ckc9Xv6Ez9GnALC8rI5bWr5AMgUnUsnbDvLh\nEUdFnk0qQ++Q3ciz1C9cLJOWuLLWck62MwPPSpO4ohJkbSgDFEUi0QUJktSHTCgGnxvU0jS7Lof6\nV6ebO3oc08/rKhqcyaifV5fvwWeb6xCzFoQ6jYFXWK8u34Mln7n/utKo3by+I90Is62q+QpS9hU3\nhTwIkzDrEytLO6rgmGjyVoFQYnEF76+t1b3GSZcPt8dxYu6KomDBh7uwYVeja/KYwud9ePPuJmyv\nNn9cu88Nas7Y6ERfbD+M+lYB0SME4oUx88nGg/h4w0Hda4RPlO7vSZSurYROiyqFNXVin6RL1ObK\nIE4OM5gxSniPw6oD7XwTdAhehpxmKrIpgwSMdLUpJBkDPGgPRrBqWz227jVvxLmBLF1MlByLl+/B\n31/bbvo+XxvUsjQ6APzzg0p8ub3e8DouMstUcI+xebcgv1UN5a8obq+TuITGa0O3a8NNH2q/w7vu\nNlbyXc2z8pDCq0xWbUO3x4to1MYjjxL7u9bcg/szjscemnxhUMcVBW2BsPB8/K680hBRXIlf+QLp\nG4G8iBs1nNis++o70RnSjuUL2JPRdhxqHSUt0xjnOVRmPrka5TUt/BIcQGGX8/6Xy/D65zW8s7eN\nXS80024sgozExLQkV7NCYS6/z+rIKd3Vt6HTel51TUE8tHgLWjo4hPp0oKObsel9YVA/++5O3Dxv\nNQ42JkfK8JxSUdhnJ90OLfFTnQLgxONKTN+XZgSZalv2i63EyLa9Sc7m/YBcff3uFzdZvlemcqih\nqIWqcEhmRVHQG+2LTW2lz7gVq3qALpNHensBV7ur7IOFC6J2nYlJ1g28tj/nmXd2Ytf+Nixdsddt\nUbjjC4N6/c6+DXb76jvTfuN7ZLH4juujca7J9844znYaouppz6EOrC43ds0xi7dUngPYaEChJ1ZL\nPADvfbkMv3t4pVQHI7lrUIpKVmypVEOf8Uw/Q9zIeiIxz/gcq+HksfW8O4QdFTSgv3hsUJatn/vC\noHYKmdSUE5LI5PGRel+wuxeBUMS+QCos23RISLqayLLDzCS2pTbRF7jakLzrW9gBI8mfq+v6Fgzi\nnCLlEH10h/tWzi01IzWFUFR9qPu/7OyK4PF/md84NpiO5TsJWy57Ei0I8IYMatnwb18zZP3OBnyy\n4QDTtfuPBHDj41+q/5gyM8owfnVtOBkEdBg3H051m4Lh/sxrLW281nU/2XBA9U0m4Fy78qozXV9h\nrzWMw6TWDp3PyI7Cy0mfw8KGI93chJi54qRwH4VzzFjRjbd+VwMKC/LEZmIGIQXWTvOZdyoAAD/6\nzglpv8m+iCuVapRKGHPIbgeorq44LLNcdZQujKxDtbEthFc/6/PbfGHWhS5LI47XVlRj9PACt8Xg\ngqp7jNFkINcA0YS7lDIU28zg90A7mV1N97VBLQKRrytWbTPhu6vAe0dlwRNjyDT/WlmNrXts+PLx\neFJ3odETczQ7LsyetsW1dHaXqB1CIlF8QaQ3rvu7pYMSLbUSn4eQSG8My8vS3dO87Fecyltf1KCu\nqQsz/79Jg9/xmoMVjb89h8NPsGr7sv3K9AdWmKpeXxvUvBtd9lVS3vhl0DhRjr11HZbu8+MDhj2M\nK0RtQjUzydrZXKyai+N6QZFmGbjvwYg6sRu8u6YW0Zi/657rQTCSYe0BzsI9IiYZHkkyGFQyqDkz\nRfW/DzXHviTTGfa6k5gMvVADUfXX2uluSDDXcaFjOtrNOE4K3ONQ8/KJZUyHHsIScLsyrHQXToEa\n/G5MO4kbU2Zi64lerOPaUySKIiPbBkd/G9Ry1TUBcQNg9yHZjyGW+ClHImjIGiNTHckkiyGsQ9BT\nhSIsYeLMB5mQZRaRzZCVBX8b1D5GdH/+dNNBrK04IjYTImPhtlOcM4YSKcmTSSyu75crBPmqLWOx\n0o2tNp8sxpQb7KvvxJY9TUzXemZ4cBZUM+AL32x08dohM7zxtUEtxHmeU4KV+9sQjbkwGTOyeNme\nwbi3XBE0unUHsgQa1slXevK8kDOPlnGiGFxjpsQ8m6I7HOOWVmq7tXaG8cTr29HV06t7nau4KIqw\netDpIN3haNqJvHzyzGxDZACtarj7xU144vUdzOkYraBKNIJMoRr1RAIZiD58bVDLzIOLt+C9NbVu\ni0G4jAJFqELsich53DMvY0hRFHR2mTvgRzfsloFYqT+LfvW5ZU8zPknZmKUo8qwEuRtP3MbmUr12\n0/mpJxLDnBc2MOUxsmSI6fT1IEOGL27XZ5IPtWtSWEOWl4uyyDGAvw1qAbXNcwKpPMDX71eqlSsN\nMvV1p2j5tQyEPzy6CrsPivcvd1KxJWb18ie78ecnvsT+IwHnBOBIY1vIsH2ibriV+JGEjjP9gRV8\nkpRf5RJ+gk+URsdFyBT8bVDD+cZvbu/GJxsODJ5Xr0e2161ECyiKYmlVz047Jj5ouLWZwk0lZCtG\ntig4xaFesaUOANBhcpXabD5HL+D72DrrmXW4f9Hmvn7pxSgfMsmiQW+Un1sOD7yw8CEzhv2foXpl\nGENenv6d6MNe3PhIcajNpMeQ4H2LNqMtEMbIYQU4+9Sv6F6bY8OiTpVlZ20rmtozN3QcuSBmEDYV\nrYx9RbdEaT8qCHTzeYDggkvzHsukvmFXA55+uwIzLj8dx48uMrjafMeQeR8MYYD3Ii7KYYXrBEjh\nqVt/++BKw4VJ2R5Ofb9CzRujubwtEAYAJr/OLE5L1OFIDA+/upVLWn7HreGn2dJy6QNTJCpPs4pN\nc0e626sSJjcz8ZJWr9xqeb63Zj+nnO0he/f9rP8kwZX9bzJ488aqGvOTusrlMthJXsB1/cAR3mXR\n3tAtZ4hAoz7P8pbfLnvrOvDsuxXojfJ5MPa1QS1raC4+HC1Xt6Qbz9Sw2hy2JhzJuwCPp/rEenWq\ny9vNx9T9iuqfltDdlMiCgPo1c2iUogAdwTB/ITyGDBszDzd3uS1CRsE8RjimJYoNuxrx/tpaczdJ\nEOZDgcJljuFS/zYTuXdhGdZWNGDzbraQjEb42qCWHV4TQpTT05VfcH+aVUHHiPPtM58eDOHxWBiS\nn2M6a73+YeieadL3mxXdPpDy29Nvl6OrR46HaDf7rsKwNizj0JJRJlkwetj10wo1ALz+eY2p6y3t\nSfRXlQmBl6sKGdQeJXGQxDw0YqxKyq2E3qkqU7heLJeifORY0YR2laeQ8cbuOLCztk1A/lZxvecx\nkZWVxdzuTrjxEOoYxo9meKBlqXUZ91F4BoWP7zKPJuA1wnKy+ZjCvjeoeao0vU6Um+P7qnQVo7np\n6bcrsEXjtY0M05qW8lCQmcpdcyzp+QGyX24ZFhtI0fxgnbhOOrJtvJEJLw4dsrPdZ+yYIqkeeFgl\nkaa/y1N1UuFrK1DEgGFNUvRgFTGpO4LlejG+74k3jE/SIuOEH649CNhsQt4L1KJ9ASWa99OQWTbA\nIdWoGfGAvadl4kO1Go65fKRm45H6N7dlWpwMdnLiqTNkUz++Nqi5I1vreRCrg1H2idsq/FxZvFVB\nmlE+uKWkg+6kbTRlialnWXfisyC11P3CsRisvI1abeNP6hqTGuYh4jHnerMLde3B8GDIRpa9WNyL\nK1n9yQIZ1C5Cq6Xs2LE13IiAkWkIr9akKB9HP1hpT/sr1An5c0ivL00OiWQYojaIEvKiAFwGS1oK\nHupI7cEwZj65Gg8v3uKaDEa2Sywe14zRzvXBVTLF6euDXQBYGiiKoqCithUnHTcchQUJVZTFnqCT\nBoaXYPJRVZS0V38y+btxhVO5vFY7KzbXYUieSoQOk/Vhpdx6Cp3lFDbHo3wQqrBMzDIuWlBbW+fW\np9agM9Sre43C+TRT2Whs6wYA7D7UkfS9ZhxqzpXBkt5f5q9BezCCF2ZdKFwePZy2G3y9Qm21LnfU\ntOLRJdvw+OvbUxK0L1MiR1pCeP69nXwTlRyrHdzzCtJFH72awx3GF7nAR+sPWLtR0fjbJswTsQAf\napYQcDLiFZnNDD9pDV5Z5XIQI2OalbQ29ogPNSDH4pKRCO1BhoPteJy/YD8Jrvh/hdoCR1r6gvXv\nPtie9pt2RzLftM0dPWjuOGL6vr7c7HWlYYV53JQTb9Reo8ugRETAz4da+6fUlQwR8CqHWa9TnmYo\nS0p2N+Rosa++E5Fe9VekMnd9tXEp1QY7QQ9fWlkQ9qioacE9L21yJC+ZxhWP+c25cactq5mNuDLV\nPy98bVDzXvWRtf2tyDVmxFBpDWo1i9pe3dvzueWCrJ3H61jak6iu9BVWp9wUp3we89ijS7ZxSCWz\nUBTg+NFF+tcM/JGVxR6aTKYHgkRklYszNYc77SfC4rvlM/QW+/i7fUhSfwZisEoZCBmvqLPga5cP\nq1jrKlwtQENk6c8iUHsM8m15OZVry55mtAX6jqP2cl2ZjgNtAc2Y4Iz+/amXia5ubzqDiCcrC8jN\nTZ/CVFfNNb5Xg9f4iWsEF6fWJKyi1jdTHwA3VTZi+v2fOSoDC/G4gjXl9Qh29y3kyfTg+tLHVVzS\n8dUKdVr7WGx4vQ6j/ROpSRYUi+/MpXkilpT9DQHMeWEDHr/xB+4IIDruutaGG855sBiv1BXlwKou\ncQqtN4CWdZnEZZUNw/VpnZdRY4YXoLmjh7dIQnj67XJ0diWvrj7/wa60svEPCWnu+uVlh7Ctuhnl\nNa185eCamn18ZVCrVa6bhhgZgelYNVh4hc1zawjq+Qab8TvTY+DJ3+/YDoOoWd2SjlcFONAQcFsK\nVWQMXZfoMUYhMwk19LqCG6ceW+2bG3Y1qiSWnrbbfX/Rp7vdydjhcvvKoM5UMsFwz4Qy+h0xbWg+\nTS17Os644pkUB1snPV5s2dOMZWWHBOfiV/rbSmAjkWaSD8tuCT6YZ0S7iOml7rQXh2x2ga8NaiFV\nbSJRuZpaElx+2ynZ+JNOIbgN2+lyYryoWdpCzc1AdBu2dMr7+tkr/t1ZyBIi6/hjS7ikw+stFcGI\nAtXJ4M+Pf+nKmz7Wvin7aJNNPqf1k6sG9c9+9jMUFxcDAL761a9ixowZmDVrFrKzszFhwgTMmTPH\nVHrSqSSBbelVO8xsEAVTN8qMgw3mhpHDkmNvVD0snFnqW0L4xtdiGJKfY+2kRA1FwRzkI+Hv+W+V\no765y7wQAFZsqbN0n1S4PC5V+3rCawPRLh/f+eYxpu/xqu72CtZOT+3rMPK7zZnftS3He8HMwDWD\nOhLpc6R/6aWXBr/7/e9/j5kzZ2LKlCmYM2cOli1bhosvvthyHmI6EvuTpFdWb+Qjvd7MvIrL0nm0\nohbhCdsjrKIo+GxzHTc/uiWf7cVbX+5DOBKzdL9WxAfWCCOJ9+61EeN7Iaed5TKxvOwQAhKG43R6\nAZjePMmNdHOzmTffbouuk790i5oO45pBXVlZiVAohOnTpyMWi+Gmm27Czp07MWXKFADAeeedG9Yl\nNQAAIABJREFUhzVr1pgyqN3uZ87izdJqTTTh3ljCNWr3iZLIGTwuvi0UAG99UWMvjZQKtGpMA8Dq\n8iNYW9GQ9n00Fvd8P3Oa1OpybfNRAkrCEnWSoxBz24r2QaVOJhom962kv91rk+3VLWjl4NZFuisd\np+vENYO6oKAA06dPx7Rp01BbW4vf/va3SYOgqKgIgYDNne2KtYDmVgaXm0ag1waSmri/f+RzZ/KT\nsK54PtXvPxJAa2eYY4qM6NTrkuV70dUTZUsmIZ0jrSFUHWjDDyeNtSlcOmpvPP78xJfGNyoK+Bzl\n4g8O/P/snXdgk9X+/9/ZzWibNt1071IoLUuQKS5ERVEvKHLFcb+Oq3IVvSoXRVyAogx/KqAIisgS\nBAWRvTeFQumALmjp3jttM87vj/Z5SNI0TdqkeRKe1z9tkmd8zv6cz/mczylrgEwssLcYXaPr8mGD\nxk9gPIQCA7sZFl0YVEDLfrPuoU6dkmaTpXoGZSCDsJtCHRoaipCQEPp/uVyOjIwM+vempia4ubmZ\nfIaHh0Tvs5urC7y9b20S8fSUQa255bep+5spZFKR0XtkMhEUCpnRezicztd6eVlnw4oxuRUKGWQS\nIQBAqdGv3C4ugm7TKuDzrCKbLmbnr0xk8neFlwwuQv2qKRCaJ6+3tyvEBgO8m9utetHSap5iZ226\nKhMPDylEIuspJB/9dN7o96bKxtxyM4TbUeev5Fbij5M3urxuf/JNs5/pqZDCu6Ndv7j4CNQaLRJi\nfOHuLu6RjNZm+/HrkLo49V5ui9h77ib2njO/fK1JZV0LFm9M6fS9t5creB2hz/iC9r8iER9yuaTT\ntfQ93rfuEZnRf1JIJSJ4enYeE7xN9P2uruJOzxea0b8JBLwet9XbCQ8PCdykpscYVzcxPD1unbKp\nUMjofocpGCtrsVgId3kXfSHH+D1eXjIIBNYb793cXOAi6roP1JXBVH11EQkg72Wee3hI4e3tipLK\nJnjJXTrpNZbof9ZoW3YbGbZt24asrCx8+OGHKCsrQ2NjI0aNGoVz585h+PDhOHbsGEaMGGHyGTU1\nzXqZ0NDQgoqKW1btqupGaHSUTd3fTNHYdMvCp3tPQ0MLKisbjd5DiP61jQay9AZjz6msaoSyqV0R\nq65p1vutpUXV7btV6p4vmXeFOeklBGhsNG1BraxohMhggGk1UxGuqGiA0mBjSX39rbLojatAb8jK\nr8HlzNJO31dXN6G11fY+p6bKpqf1tKlFjXkrTyIlu7KnYnWiqqoRnI66SXWGeQU14PGYYxU219rO\nYnvUms6WsvKKBjqWsFrVXofaWtWoMegndamoaIBW235tqxn9J0VTUyuqqzuPCabub6hXdvq9zYx+\nSaXSWG1McWZqapqh7qZPra9XwkUn3HR1VRPd7zAFY2Xd3NyG2lql8Rs6dBBD43FlZSNUKuulra5e\niVYTCrqu3Kbqa8b1Kjz27q5eyVJd3YSamibM/eEsYoPleGf6YL3fdRXq7tqONdqW3RTqJ554AnPm\nzMH06dPB5XKxaNEiyOVyvP/++1CpVIiIiMDEiRMteqYzBocwi9tg+aU38UF1XYns5St3vaQe768+\n2+n7vpJmy+EcmzzXmsp0V7SXH3MUahbHo7xWidKqrhXqntKT9uv8vbX96W64cO4hkxh8soWrU++x\n1mmUxZXt7fpqQa1Vntcb7KZQCwQCfPnll52+/+WXX6z3Ers3GtsJoBcOqgf320s9MS+SQs8iMJhD\nm8o6odscjT1nC0z+3tyiwoo/0jF5VCiiAuV9JJUR7N5mWRydK3lVSIhQgMflIr/jhMmSqmas2Z3Z\n5T0XrpX3bL9NFzexGw+ZjyOWkIdr164sfVbnTEX5uM3tHn1/xqYNsVpZWqle9tks2BF7BhMYj0Nt\nnUQy7sQ5hphKDqcUIf16NRatv2hvUYzDjGxicQD+37Yr2HIo16J7vt2e1mOLmcXdFVuXbU73yqVj\nFoLCzaVH9zlrGMduS7mPk+1UCrUhBOhRjnZ1B7Hgcc5ZfXtPT2fR1srPJsYH7rcPWm17Dtu73t62\nblssVuViVgWSr5bbWwyjHL5U1OkAEXMse6zVmwVAt0qI4c+2UCrZmmgcp1KomVbIrIHaCD0U1kkn\n2MwpOwav1TmrdYXFdlTVt+C7HWk2f09PqmZOYR1W/WF72W5X2kMZdnMNub36FWsebd+9VZhJ+dq3\nsjh1/Ce7F6wNX6+30c4gncxVjTqwcIbt9DCgwLgMkAEwtTp0u1UKFnthSU3raa3MLzMeLcoUpk6A\nZWGhMH4mRt/0n/vOFmDtrgy972z6boYpC05loTbW3dhrfysh9lMCmFXF9DmaUoiGbt0umJwC67J+\nXxYyrlfbWwzGsGTzJSgNQiSev1qOfXaKdczCYpKuNiV204VRLlYstsFZc5fARNr6MtFdvKuoovNE\n0VKxTG28NAaTFled2kLtzDhqh7HOxE57U/RmlsuwSaweWTftH+oHsO6SYG8or1Fize5MuHYcWgQA\nF65V2FEiFpau2X2mAGH+pg8gM0ZzDw6Yqmlosf+qq5PA5mLPsbgK2jizTclz2xw9bguslXdddlrd\nu2YZPMcq4jDmPX1F++ZPguOpJRgYrrB4xmoSZuiNjINJ2cIq0CyOQqtKgyVbjB0dbVmnbE77q6pv\nxQufH7boubcjxMJxGnAulzKmpaU3Z0h0B7NS6mQuH4Y4m6J5u0BI+4EhP/19FZ9v6EEYNyZph44C\nm2csLH3KL3uvobDccl9qlt7jzJb+vonywZz8Y8jiKgAns1AbzVc7lrtN26yp4Oo2fG1fUdPQfjx5\neU0Xx6xaAJMaPwsLC7M5k14Gsah3Q6M5ff/hlCKcTi/Fd7PH9epdLEYwowAcUqdmhMyWCWHPfO7r\nVzu3hdoGz2NiI+xOYczMr0F1vXWO+ewrDGedTMx3Z6G+uQ0q9a0TJLcdtexQDBYWZ+PwxaJe3b/x\nYLZZ17W0aXr1HpbbD8cbCq0vsZtEYKtH9wqnslAzKW9vljdi7znTxz33Bt20mlI265rasHhjCjgA\nfnxvgs3ksSaEkE5WdmuVrTNY763NG1+f0Pv81+l8O0nCwuIcHL1UbNkNTFq3dgKYdoJeX9B1kux7\nssvtFNDGqRTqThD7LfafTi+105v1oUKQOVKdJoB1BxhHSjwLC8vthzNqeCxOCdOifDDp3U7l8nFb\nzfHNrNW3VZ6wsLCwsLB0d1Ki4QUOMp9xxP1AtpSZabnhVAq1IT3N7C51VYZaERgqVs8hRiYCvUhk\n8rUKLPvtMtQabfcXs7CwsPQ1rMsHSy/pqgrZWz2w76ZE9ujxHmMs66wdHocp4XbMlsIB+2mj5diL\n513Mao9rnFtU14unsLCwsLA4At2OF3Y8ybjXdCG2qaPpra22MPE8Dibg1BbqnrYXRyt/Ux1Dl02M\nyYq2jVrg7dSwWVhYWFicDFPhchk7ptvQ5cNIAAN74lQKNZMytk8xVV+Z28pMYxg2zwqPJISwSjUL\nCwuLE0NI9yvJzjgMdOnyQeyrBli8h9GKgzSP27cJdyqXD0Ns0WiY0hB165xJfdrmklgfo+mxQsYv\n3nSp9w9hYWFhsTKO2E87NMT5Viw5JrRmq7t8WPA8W+ezqccL+DzbvtwAp7JQ2xxHtfY6GMTYpkQW\nFhYWJ4Qp+3JuZ5yhBPpqzLSnxbknRAS49Zml2qks1LnFdRgzKID+3OOCNHUfE1teFzLllzagrqmt\nb2WxAobl1qqy8DQxJpYRCwsLixFe+PwwRMK+taTd7ly5XoXUvCp7i2ExBCb2TDHUCmXr4bjbZPdh\nvjiVQn3scgmefSBO7ztd3Wz3mXyMGugPd6mwjyWzLV01sI9+Ot/HkliH5hY1NDrHK73y1VE7SsPC\nwsJiW1rZI8ithjnRO86kl/WBJH2LKZcP62OJz4ftpGAaTqVQd8fWI7nIuFGNt59MMnldV+XPpAmg\nvZdRbMm8Ned6db/DhkNiYWFhYekVxRVNcHUyo5k59EY/EQq4aFOZd06DpbqHLXUVpqlBt5VCDQBl\n1coe36tSa9HWhfuBXYOXM6xSsbCwsLCw2IO1f1+1twh2oSsLNSEEyja16XttaC6010nlx1OLkV1Y\nZ9O0GXLbKdS9WRXZeDAbGw9mW08YFpvAzi9YWFhYWMyFACiparK3GN1iynimbFXjwrVyo78VlDX2\nmRy9udaarN3dPrEK9Jb12TudWqE2VpBcNlIHCwsLCwsLSwdHUopQXd9ibzHMw4SC+u32tL6Tw0bY\nQkPrK6XeqRVqY3D6ONB3X+DM/tSW8vqyY2hqMb28xcLCwsLCQrHnbIG9RTAbe7lQ9BSLfa6tL4HV\nn9gVTh+H2nCDmln6tL1roBkwVYe+XlKPd1acQm5RnV3ezyrTLCwsLCzOChMMaJZIYG9x+/L1Tq9Q\nG9K3oWX6BsMKa6/6m5JVgd8O56CyrgWbD+XYSQoWFhYWFhZnhNhfQbXw/baMukVgxilwpO8ifzmd\ny8fBC4X0/8Yy0Rx92v7zv+4hIGhUqvDNtlT0D/M0/NEu/L/fr+iI4Ai5yMLCwsLC4jhYrFDbeyi2\n9wSgD9/ldAr1r/uz9D4bVr6+DKFiaw4k30RWYR2yCi13r3CmfGBhYWFhYbkdYILLhyVaqnnRrXtB\nN7L0ZX45nUKti9EoH87i5GKijjQoVUi/Ud13srCwsLCwsLBYlWOXi/HL3mt639lbnbZ49ZkJB7uw\nUT5sgzP6UBuSfr0a6dc7K9SEkNsi/SwsLCwsLI7OTwaH1PRENzV1C31Cog3VApvrst3I3pcGfWex\n15qNOVE+erJE4Ag+w326UsT87GBhYWFhYXEoBHzrqW0iAa9H91mi79jbQ6Un+pxI2LN8ue0UaltZ\naPvaJ7kndfTHvzKQfNX4SUpuEkHvBDKA1adZWFhYWFh6xqXsSqPfiwQWqm3W1mgteNz5q+XYefKG\nzZ5v1uOI5Y/sqTbn1Ap1X86MHMGT4nR6Gb7b4fgnKbGwsLCwsDgzX29LtbcIvWbFjjScTi8161pv\nuYtNZDDXmq61gsLo1Aq1VtuzsHk9QaMlKK9pts3DjeAIFmCV2ub7e1lYWFhYWG4b7O1C4WhozVRD\n/vX54V6/y6k3JS5YfwFh/q563+UW1dvsfe+tOmOzZ9saa7fRvOJ6vPTlESs/lYWFhYXF2ZGJBWhU\nquwtBuMoqWqCslVj0T3WHtuJLR7aQ8yZXPTl/janVqgB4HpJg71FsA29iNjxy75rKK3uO2s6CwsL\nCwuLuXDNiR5wG7L9+HWbPNeZc9saFv3ESC/kFdehvtn0JM+pXT56ChOXVFKyKjBn1Wn6c3FlM67m\n1/ToWYcvFnWa/XfVoOQyYY/ewcLCwsLC0lfwWCXcobFVYAcqyocl0T4MbZWznkiA0IyIKLetQr37\nTD5e/vIImlvaFcttR3NxOKVI7xomNc//9/sVlNUo6c9fb0vFtZu1Vnt+V1WNgXMLFhYWFhYnpidj\nL3vGgnE++TnZqs8rr1GihCEr3ASkW0WcPXrcAlRqy/yJKLYeyQUAZBfWYVCkF/46nQ8AuCupn9Vk\nY2FhYWFhYbGQHujGjqxPDwxX4EpelU2eXdPQatXn/XHCNm4npuDzuFBrjO8u7M5Hmj3YxUyybtbi\nsXd39eoZt7sFttsA5rd7BrGwsLCwsNgQoYCLAC9pn7+XmoM46mTks3UXsG6P/tHsZdXN+HV/Fv2Z\ndvno+HwmvRRVdS0AAC/3rkL19SxDHNpCfTazzCrPMYw/SHT+dhdD0U0qRH1Tm1XkYALd7a72cBVZ\nfcbLwsLCwsJC4enqgrpGy8ZVB9UJAQBcTl8fDddOfJgChBC0qjRI6eIgmb7GuA2va8tenYH+9c3v\nV1BU2dT5CYQgv6wR3+/MgJDPRWKUF4bG+mDP2QLz5DLDuOjQFmqelaZVxuJVU/ywM8P0zX2wnrDm\nr0ybPdvSHHTUmSwLCwsLi2Mglwmx4MUR9hajz+BwOiuGfcHk0aF4cXI85K6iPnmf0NQpj1bSLQzz\nkXqsVgsoW9UAgDa1Fucyy81Wps3FoRVqq0D0Feodx/Nwo9R2sap7wokrJTZ7dncKcnfTBbHIoRc5\nWFhYWFgYiMURpqxo7An2lVnvYWbA5XL6PO621IUPXw8JgL6z7lu6cdRSA15OUR00Bie5UDqMVkt6\naRDs3njKKtTQd/n48+QNpOVVd3uPPQ218aEeVn9ml4Z2QiATC+iPhun28RBbXRZHxtOtb2b6LCws\nLM4KIYCLkI+n7o4y+x5jThOuEoEJP9mu+fDZYRbf0xu4HA6efSAWUpe+M1DZIyqKqciGxn7y6VD4\nqV99PSVGrrrFgl8udHnwTfK1cuQVGzeWdruXzExue4V6z9l8/PT3Vctv7Ch9e+zZM+GhYjE8rukq\nwOFwDGZ1tz4kRXlhwmA2KoouTIxhzsLCwuKIWHTAi5FLp02I7NF7+1rZ5HCAsYMC8ODI0D57p0gn\nrnLfeXD37D3h/q4YPdAfg6O9evzGH//KxG8d0d0M4ZpR3ubURYdWqHuiuwgFXJRU3XJYzyqsw7nM\ncoufY58tBO1orKlRd2BYnyir9EN3huKhO0ON3jMo0gtiofO7fLAHBrCwsDg6VJ/uKhHofWYiVGSG\n3na9XA4HLhZaH8Ui61grjdFVciiFrqvQcNaCz2t/j0jAw7+nDLDpu4zR0/J0EfHx/INxCFDYJhKK\noVzGxOxKD9J7jlWkcSDaVFrM/eFsr59jz815pjZR9hTKsmqYrjsH+OGupH7094a/G0ZIcSa6Wio0\nVfaWnMbEwsLCYi+YvMFc3OH6YMpSrHAT6aXB2JUcDgcvPWKZ4vjm1ESLrrcGVDqtaSwzVb79vKUI\n83fTudhqrzWJWZZ/I2OorYdVQ7m85J3H/jA/t07fGXLbKdTWwp6dkbUaXXyoB+LDPAEAAn57VZC6\ntFstqFk9h9MeVP25B+Lo7yUdGxG5HE6XFd1W+WPO0gyFuZbl7iw1hmnUXZ0w9Hlj9WkWFhYWy9Ht\nraffE93+nSnjBfTHA2PXcrkc9POSwl/Rte8tZbGnsPaKpJ7Fu4tHU+4E1jTIGBsracOZGfdTFllr\njuUmn2XGi2ynV9z6v3+oBxRu7Qq1RMS3aF/UbaNQx4VYbyNfkI8MI/r7mX29tRuo4S7WnvLWk0mY\nNiESAj4X9w4NwrMPxOLtJxPx+mMD8czEGDx8ZyhcOlw6Rif4d0T04OCLV0bikdFhSIzy6tJCbawx\nG+7a7kmZdOPyrYc5+f76YwPpRupuIJ+xxssx+N4WvnaGDdiww7c3Fu++Z2HpwBpuBkxxVXCzYbs0\nGV7MyjCmf+noSmViAV3GpvpXbsf+HsooFOjdOTKHqd65K9eO7ow2lGzmKlqm3EOpw1yooWrkAON6\nhakJQZfv7Z37OYJ92vNTNz+CfHoX/aSno2V3pyH2Fg5Xd2KmP0mjVRwzhL9tFOqkKMud2Q2hQsQ9\nfW80Qv1dAZhnkeTzrZvN1nT5kMtE+OaNMZh4RzDGDgqAp5sLkqK9MSBMgSljww2ubg87I3ER4JHR\nYZCJBV3KorvhoSum3xMFd6llypklm1TMuTbU342+ztyNCUITaaNyozfhBKk6ZSpvbOnnR0FZ3w3l\n0K3z0YHu+Po/Y2wuC4tt6U19MicygS2VT2fEHhEYjNGX5Rbq5wapCx8z7oumv6NWTCko5f+5B2Lh\nKhGAy+HgrWmJWP3uXRg10L/TM6m+XWK0jhrPY3OznhDjkzs3adeGGUPlmrJIU+Xt6yEx2p5Gxvvh\n4+eHmycY/V4LQ2p0cX9EP3eMGuinJ29PMXW3oUh92QL0VjoMfrMkzQ6tUAstUFR5vN4nldLPCCFm\nL+2PHRSA+4YG9frdulh7U6KAb95gSkjnysY3yFeRkAepC79TpwJ0bkwcDgef/Z9lwfu7i0qif615\nTZIKzUQ1HMqlhVoIoDplD1cRuFwOtAahBAEdBdoKm2kMj0o1RCTgWd21RFdpNkyb7qs4HP2JSuco\nMKYxVi+cEY8+OijBWnHgLVn08jbwLzQ2cPd2wmdrC21fbzQenxiAN6cOMvt6U9IJBbweLX13NUGn\nJ/AmVp76wor92mMDsfHTSRge50t/lxTlhQdHhtCfh8b4YER/X4xO8IeW3Kp7XZ00SOXT/z0c3/m3\nLuSwyGjDMfIcCzpnaijXVegMx9T2R+rbaM1ZJbSojnRcq1vO1P0SER8vPNgfj44Jw4QhgfTvU8aG\n49ExYfjfjCF4d3qSWW3KVNZQ9/sppPB0E7UbrqgbaFeV9msGx/gg0PvWBsWeTvyouqUnOudWveKY\ncGs1BqMUakIIPvzwQzz55JN45plncPPmTZPXCyxQqKkOntrl2hOoTLZEnx0W62Oyo+oJtojyYQ4E\n6NR7JEbesvy7SQSQufDx8Qt34K1piZCJBZg8KvSWtdrQF5nTleWgayyKomTQo1DLZm8/mYjhcT60\nDMPjfPX8wanbKHcWno5/G4cDECP5z6XvMf5uS6AbsEFLpiwX1oqZCdxScAk6K2fUZ5eO8nv2gVi8\n+8wwSF34cJUIIORz4eEmsiziTUeaulO4mLKs31OsvTm1KyuwtdRCSzYXm3Npb6MgjR7oj0fHhGHy\nqNBePacrbHkglbG6y+FwENnP3exnUP0H1T51lRU+jwMhn9dJiTDVZtylQtryS42bnRXBzvdRX/Vm\nAmLJ5Miw3+RyObgrqT00q0jIwxPjI/Di5HhwOByIhTz98cOYD3XH8+RGJhNdddGGK5VdTSYIIeBw\nOfjnxBi97w1XpA1dCHTRdET14OnoJU/d0zn2tpboT4jMaYMRAZ3rm6Jjo72bxHKdZPKoMIwbFEB/\nvm9oECaPCkNkoDtigj3w+csjEeQr63Hbig1udwF9YnwEFr00EgI+t8t+KdTPFf96qP+tL0yMt7Em\nXEsFHZMXw3qn+4leRTAlfAeMUqgPHDiAtrY2bNq0CW+99RYWLlxo8npKsRwS401/Zywyw/OT4jAk\n2hs8Lsdsa6zuAEZlJLVRz5gib2h5o/yruFzzZzhddYhPGsTSpNwszHGrsCqk80ApEvLw8QvD8eLD\n/eHh5gKRkA8PVxEU7i5YNms0Hh0TjlcfG0DdDuBW3vZE6ezqHmN59+DIECh0/NwevjMUHz8/3Kjv\nNjHipUXl860NI+3vN9bIdQdAAZ/byV3GsJMxJq9ExAcHt/LJmEW/XY6eK2udBgfaAkDA53Hg5e6C\nQZEK9A/1wPR7ozF72iC88FAchsR4Y1isD0YlBGD6PdH410P98dVro/D8pDjar50qV6otUH8lRjpY\natCiBgljg1ZfLjfrymiovBpagyhZ3SSCTnKHdbiCebh2f5gENamgnqH7XLlMCC93F0QF6g+KhvXG\nWpMrc6oUJS8xmBRxOO19kW6/2FuPhVED/TF5VBgeHRPeKY1Uv0flhWE90bXwWbKJWRdrTego2Tic\n9j7g4S5CbxmuttLWNzqvb9VJjbZ9qdCSXsBVIkRUoBzPPhCLVx4dgJHxfugf2u57PKK/L0YN8AMh\nBL4eYiRGetEKNDUJoAwFI/r7YnicT5+uNHm6uWDNexOwYvY4vXz4v4fj8c5TSfRnqg0H6/j5Gva7\nugeDdLVqbe7kgWoz4xP74V8PtW/ad5UIMGWMoavkLQxD+FE6jK6hb3icL/71UJye7FotgZtUiFEd\nPtYyicCkUSI6SA4/A79rqQsfs6cl4uVH4jsp7cYmwNQ3uuMNh8PBmvcmYPU7d3Vql55uLnoryC5C\nHqKD5PrP1HmNbhuLCHCDUHhrosfnccHjcugxmJZA5349w6KJDuzFyfFdHtQTGeiOpCgvJOq4BOvm\nBZ/Hof2r3WWibkMwMiqI8IULFzBmTLs/5qBBg5CWlmbWfQnhCly4VgEPVxGmTYiEu1SEb35PRX1z\n+1GeiVFeEPB5eP7BOLS0afDL3msmn/fcA7GIDpJj48FspOZW4e4hgThwoRBjEvzRz1uG8AA33Cgx\nOHGno0DvSuqHwylFuHOAH8RCPiL7uaOqrsWsdHTV9983PBj7km9CpdaiSammOwKLgt5bAQIjPh9o\n3wwS6C1DZKC7nk81PZjROpu+v5g1pI/s546cojpEBbrjakEt/u+h/lC2qunNHfcOCwKXw4FGq9Vr\n7J12O5NbX95aiWj/LOBxoOy4mMvhQE1udYBymQiNShUCvKTIulmLFx6MQ0SIJ7Rtahy6WIjahlY0\ntagh5HOhbG3vRBqVqk5l7SYRQKUh4HI5dIdODbIRAe4oqmxEPy8ZLudWIsTPFY3NKsSFeODvswUm\n80fA50Kl1tLvpcok2FeGwvIm3D0kEEWVTdBqCVpVWrz++EDwuJxOE5eowFsdo+GMn+rYulL4qUe5\nSQR0x2iYx0axUBlylQjQ0Kyi/1JpBtoHSY2WwF0mRF1jG9wkAtQ3qxAR4IaC8kYE+shwo7Qenq4u\n4PG4aFU1IdzfDddLG+AlF6O2sY1+z6Ojw1BR14IbJfXQagn4vBb4eUrgKhHgsXERkLkIsPtMPq6X\n1GNAuCd98uqrUwbiYlY5TqeXAQCiA+VIzatCXIgHLmZVwMvdBQ3NKjwxPhJ8PgdDon1Q09iK91ae\nRnyYJ6rrWxHm74ZDFwsR0c8duUV1eGlyPLYczunyBDBdhsZ4I/lahdHfpC581DW1dfqeqzOBFIv4\nULZqbvU/1HI7lwMuF1Cr9AdeXYyVsouQh5Y2DV0WFK9OGagf0kuHft5SvPRwPDYcyEKonxv2ni+A\nh6sL6nXK3UXIQ6NSCzepEFwOUKtT3hTdrW6aWskM9pWhoKyRzgfDeqf7nWF+UNN2N6kQ9Tr5LXcV\nYdKIEPz091WMTwzAsFgfLN50qZPSJxML0KrS6Cl9hu8yrPfUBITL5WBsh4UxIsAd5TXNiAx07wiL\nysFn65IhEwsw64kE+lmHLxYiJbsSog4r85Sx4fCWi/HWtyfpawzz1hhJUV5Iya40eY3lYEaeAAAg\nAElEQVSlGLpVDYr0wjtPJSHQR4a84jrweVxEdkxI+TwuPFxF6B/qgVceicel7EpIxQL8uj8LUheD\nsurI28fHhWPb0Ty6nktd+GhqUUPiwkejUgWpWEB3UdSGyOFxvhgZ74ddp/NRVt0MoH0jX2Z+DQDg\n7SeTsGTLJag1WihbNXTfaejKeOcAf9w5wB9FFY34ZnsaBoS3T36kHUroCw/GwU0ixNItl1FU2QRD\nBDwOuAYj7LJZo8HjcuEjN+90Y4GJlQVTugcH7XUwPMAN4QFuyLpZC6BdaW7vR1X0M0QCHgjax72o\nQDlSvaro05d5PA7UBqvBscEeGBHvi/6hHmhT3fJT62R8QrsLk1DA0+vDKCaPCgWXy0FssAf6h3ri\nTEYp/ZvUhQ9Vx8rB1Lsi6b5CJhZ0u1+IUQp1Y2MjXF1d6c98Ph9arRbcLvxmRyf4w0MuRlhAe+c7\nJMYbQ2Lal/KXvD4a//r8MACdHbTxfnQlN4RSzCaNCEFStDdkYgFefLg/ahrbIBHxUVrTjKRob7rh\nUB2kRNTeuFyEfDQ0qzD1rkh4uIowZlAAbX0bHucDmViA1NxKHLlU3GX6qYabEKFAfmkD6praENox\nsHDQvkzz8uR4NLeq8e32NAT7yHCto7ICwMIXR+DDtefg7S7Wa2SxwXJcLajVe1d0oPnLjxQccEy6\nXHi5G2+o1KAgEvDQABXcpUI0KVX0DNzXQ4yyGiWAzoMDhUwsQIBCAqlYgBulDRifGIA7B/jDXSZE\ncWUTgnxk0GhJJ/8zKk+79L2mfudxIZMIUd+sgq+HGI1KFUb090NFrRJ3De6HG6UN0GoJahtbIeBx\n0c9bCo2WID7UEwTtfqXV9a3wlouhcBejoqKBnmUL+Fx62ZNSwH09JGhorkN4gBvySxsQHuCORqUK\nPh5i9POSQiziIzzADZdzKjF2UADcZSI0t6hRUatEsK8MWkJQWtWMv88W0INzPy8piiqbEBHghpvl\njYgKkoPL4UDqwkdUkBx1je3yrd+XhafujkKQjyu9ZGo42bGEdgUcHYqMii7nIdHeqGlohVqrRVpe\nNdyk7XFjY4LkCPCSYn9yIfwVUjQ010LI54HqaD3dRAj2cUWrSgM/TwndIeviLXeBSMBDWY0SkR3K\nZVKUF85klCEpygvnr1ZgTII/CsobMaK/L/g8LsprmhHWkd8hfq7Yc7YAz9wfAw9XEZRtGtQ1toHP\n40ChkOFmUS083VwgE/NxraAWS7ZcxnMPxGJorA9db6lDGAhpr3e6eRfsK4OHqwgvPNgfF6+V45d9\nWdBotfi/h+NR36xC+vVqvP54AlRqLURCHtpUGtysaERecT1GJ9zaXOUjF+Pd6UkI9nWl3/vY2HC0\nqDSorFUiop87YoM9kFdcD4WbC6obWuAuFaK2sQ0CPhd+nhLcLG/EgyND8NjYcOw8U4AdRzufFnbP\n0HbfyG1H8yCXtd9/37AgpOZWIdC7fbJ4//BgeMhEyC9rwF+n8zHxjmAAwJXcKlQ3tILH1UDh5oL8\nsgYo3F3QqFQh1M8VN0oboHBzQZNSTVv/VWot/BUSqDUEgd5SnE4vQ4CXFMWVTZCJDUJR6kyEIvu5\nI9BHhnemDwbQHtrrRmk9vt6aigdHhKC0tgU+7i64XlKPhAgFhAIeKmuVCPCS4u8z+Zg4IgSNzSoU\nVzVhz9kChPi5orSqGRIXPpStarS0tR9b/PIjA7DijzTUNbZByOeiTX1r8H7v6cE4eaUUUjEfa/7K\nxIAwBZKvlcPTrX1C5OspBpfDQXNLfceK6K0JNFWGrhIB6pvaIBbxIeRz8eGzw1Db2AqgfdUhKkiO\nGfdFw8tdjF2nbiDEzxWn0krg5ylBea0ScpkQLgIeGprrIJeJ0NCsglwmpNtfo1IFD1cR6hrbupyX\n+nhIMMHjlhXz3acHd7Lox4Z4YGC4Av8YH4FGpQreHcrYtAmROHmlFJn5NRif1A97zhYgPMANVwtq\naWU/0FuG/LIGPHBHCO4fHoR/LzlmXJAOemsg4vO49GQ/IUI/CAGXy8Gil0bQ7TTY1xVaQhDkI4Pc\nVYQvN6agsq4FgyIU8OxQ1B+4IwQaDYHC3QW/7L2GFyfHw00ixL7zBaiqa8Gb/xhET7x8PSWI68gr\nLpeDyaNCsW7PNXzyr+G4mFWJzPwaiAQ8hPi54plJ/dHY2IKf91xDsK8MyhY1YoP1LbkU/bxlWPji\nrX1G9wwJhK+HGCG+ruBwOJg9LRFFlY1Ysvkyxg7yx+COPreflwyFlY1m592QGG/UNLZiUIQC6der\nMTBcgZggD7jLhHSZm4NULIDEhY83pw6CRMSHUMCDws0Fp9NLMfWuSKzZnYmqjrm/SMAFCMG0u6Pg\n6SpCTLCHngupzEWANrUWbSIN3W94uIrwYoc/PCEE7lIh6prawOVwIBHxMeuJBPC4HBRVNkEmFtD1\n2V8hwYBwT4xP7IfiyiZMGNwPEp0Nr17uYnA4wD/GR2J0gj/OXy1HfVMbhsX56OkOxvzbdeEQBp1E\nsWjRIiQmJmLixIkAgPHjx+PIkSP2FYqFhYWFhYWFhYXFBIzyoR48eDCOHj0KALh06RKio6O7uYOF\nhYWFhYWFhYXFvjDKQk0Iwfz583HtWruP88KFCxEWFmZnqVhYWFhYWFhYWFi6hlEKNQsLCwsLCwsL\nC4ujwSiXDxYWFhYWFhYWFhZHg1WoWVhYWFhYWFhYWHoBq1CzsLCwsLCwsLCw9AKHUairq6vtLYJN\n2bt3Ly5evGhvMazCb7/9hj/++MPeYtiMpqYm/Pnnn/YWw2bcuHEDSqXS3mLYHGftU4qKipCfn29v\nMWxGdnY21q9fj8pK6x4UwiSysrKwf/9+e4thc5x5C5dGo4FGo7G3GCx9COMV6tOnT2PWrFk4ffq0\nvUWxCUeOHMG///1vnD9/HsHBwfYWp1ecPXsWr7zyCrKysjBs2K2jPp2p09y4cSP+/e9/o6CgAFqt\ntvsbHIisrCzMnj0bmzZtQkuLead7OiLO2qeo1WosX74cb775JoqLuz5AylFpa2vD/PnzsWjRIvj6\n+sLLy6v7mxyMlpYWLFy4EJ9++ilUKtOnDzoqJ0+exNy5c9HS0tKjg6QcgQ0bNmDhwoWoqqqytyhW\nZ/369VixYoW9xWAkjDopURdCCN566y1UVVXho48+QmhoqL1FshqEEHA4HBBC8NVXX+H555/HlClT\nkJycDA6HA4VCYW8Re8SKFSswbtw4PPfcc9i9ezcqKyuRkJDgNJ3m5s2bsWfPHvz8888oKSlBZWUl\nfHx87C1Wr6Dq4oULF/Dqq6/iq6++wqhRo+wtlk1w5j6lsbERy5Ytg1qtxsaNG9HQ0IDW1laIRKLu\nb3YQLly4gOrqanzxxRcoKirC0aNHMXDgQHh6etpbNKtACMHq1auh0Wiwbt065ObmIjc3FxEREfYW\nzSrU1NRgwYIFaGtrw4wZM+Di4mJvkazOzZs38cYbb2Do0KF46aWX4O3tbW+RrEZmZiYWLlyI2NhY\nzJw5097iMBLe/Pnz59tbCGNwOBzk5eUhKioKtbW1WLlyJUpLSyGXyyGXGz+m0xHQaDS4efMm5HI5\nNBoNOBwOzpw5g/Xr16O8vBw7d+4El8tFVFSUvUU1CSEEhBCkpaXB29sbHA4H7u7u+OGHH3Do0CG4\nuLjgxx9/hEajQUJCAq24ORr19fVQKpVwcXGBWCzGli1bUFFRgV9//RXHjh1DRkYGEhMTIRQK7S1q\nj6DKpL6+HmKxGG1tbfj666+RnJyM3NxcDB482M4SWg9n7FPKy8shlUohFApx5swZBAYGYtu2bdix\nYwdOnDgBkUjk0BOHrKws1NbWwtPTEzU1NcjOzsbhw4dx+fJlXL9+HcnJyZDL5fD39+/+YQylqKgI\narUaEokExcXFOHHiBK5cuYLDhw/jr7/+QmtrK/z8/CCVSu0taq84ceIErl27hmXLluH8+fNIS0uD\nu7s73Nzc7C2a1cjIyIBGo8E//vEP7Ny5E8nJyRAIBPDz87O3aL1m/fr1iIyMxOuvv46dO3ciPz8f\nQUFBEAgE3d98m8AohTonJwdff/01xo8fD61Wi8rKSuzatQtarRYzZsxAeno6Nm7ciClTpthb1B6z\nc+dOLFiwAE899RS4XC6uX7+OsrIyvPPOO5gyZQrc3Nzw3XffYdq0afYW1SQcDgfnz5/HBx98gAkT\nJsDV1RUSiQQ3b97Ek08+iccffxxxcXH45ptv8Pjjj4PPZ+xiiEn+85//wM3NDUFBQfD29kZOTg5q\namrw7bffYsSIEfjrr7/Qr18/BAQE2FtUi1mwYAEqKioQFxcHpVKJAwcOoKSkBO+88w7CwsJw+PBh\nVFZWYuDAgfYWtcc4c59y9epVfPfdd/D394ePjw80Gg2++eYbzJgxA//5z39QV1eH9PR0+Pv7w8PD\nw97i9ojly5cjMzMTY8eOha+vL44ePYqQkBDMnTsXw4YNQ0VFBfLz8zFkyBB7i9ojysrKsHDhQshk\nMkRERCA2NhZbt25FYmIi/ve//yE8PBxnzpxBeHi4Q7m4UAaU1NRU3Lx5EwEBAfD398eKFStw5MgR\nCAQCVFRU4NChQ/Dw8EC/fv3sLbLFUGncs2cPCgoKEBYWhra2NuzZswcnTpxATEwM1Go1Tp8+jdbW\nVsYbyXSh3DRPnToFlUoFT09PcDgcLFu2DCkpKfDz88OhQ4eQn58PX19fh+1frA2jFOpz585hyZIl\nGDp0KIKCgqBWqyEQCDB9+nSEhIRgxIgR2LVrF+Li4hzSLaK6uho///wz0tPTIRQKkZiYCHd3d0RG\nRiIyMpJ296AGCIFAwEirLiEEra2tWLVqFTIyMiCRSDB06FAIhUJER0cjOjoaPB4Pfn5+OHPmDAYM\nGOCQFsCLFy9i1apVkEqlCA8Ph1wuR0hICBISEqBQKCCVSpGamor6+nqHs+SWlZXhhx9+QEFBAe6/\n/34oFAo0NzdjxIgR6N+/P/z8/NDc3OyQadPFGfsUrVYLDoeDdevWITk5GWKxGElJSQgNDYVAIMDY\nsWMhFovh5+eHP//8E/fccw9kMpm9xbaYgwcPYseOHeDz+eDz+YiIiEB4eDgGDhwImUwGFxcXnD9/\nHgqFAnFxcQ61CkbJ+scff+Dvv/+Gp6cnvLy8oFAoEBsbi8TERMhkMvj7+2PLli2IjIx0qD02VDl8\n+OGHaG5uRmRkJNzd3cHj8aDVavHuu+9i9OjRuHz5MgAgPj7eocoPaE+jSqXCN998g8LCQowdOxbe\n3t7Iz89HfHw8nnzySQwYMADV1dWora3FoEGDHCZ9HA4HxcXFWLBgARQKBaKjoxEcHIycnByMGTMG\n06ZNQ2JiIg4cOIABAwY4lWtLb7DrpkTdSAJlZWVITk7GU089hY8++ggAEBcXh6lTp9K+Vvn5+QgI\nCHCYmV5FRQV2796NoqIiAO3RIcaPH49t27bhxx9/RFNTE/z9/eHr64sdO3YgOTkZX375JdRqNaRS\nKaMaX0VFBVasWIHLly+joaEBLi4umDBhAtavX4/Tp08jIyMDQqEQvr6+dPo+++wzAHAY621qaipS\nU1PpDXn19fV4//33QQjBpUuX0NLSgrCwMAiFQvz666/Izc3F9evXHcI6ptFoUF5eTn8+efIk7rnn\nHkRERODbb78FAEyaNAnR0dF09Ivz5887TNlROHOfkpGRgcbGRnC5XLS1tUGlUmH69OloamrC0aNH\nAQDTpk3D2bNn0dLSgmvXroHH44HLZfzecwDtq3cHDx5ESUkJAEAqleKFF17AtGnTcODAAbS1tSEk\nJASXL1/G0qVLsWfPHpw6dQru7u4AwKj+siv27duH3NxcNDY2AgBcXV3xxhtvQCAQ4MqVK9BoNIiP\nj0d6ejo2b96M48ePQ61WO6TLwMGDB5GTk4Pq6mokJycDAB5//HG89tprdB/r5+eHmpoaAI5RfgD0\nNqP/+eefqK+vh0AgwMaNGwEAM2fOxCOPPAIAEIlEKCsrg1wud5h2CLSnccuWLairq0NeXh498Zk9\nezbuv/9+AEBgYCAIIaivr7enqIzCbhbqr7/+Glu3bkVOTg6io6PpjSXPPPMM9uzZg5qaGgwePBil\npaX4+OOPcejQIezcuRPDhg1DYmIi42ezBw4cwDvvvAOBQIA9e/bAzc2NtqwEBwcjKysLJ0+exN13\n343GxkYkJyfj77//RlxcHGbPnm1v8fU4d+4c3nvvPQQEBCA3NxenTp3CmDFjIJfLERgYiMLCQiQn\nJ2P06NHQarVoamrCxYsXERISgjlz5oDH49k7CV1CCIFKpcKXX36JHTt2oLq6GgcOHMDgwYPh6+uL\npKQkqFQqnDlzBsHBwfDy8kJeXh7279+Po0ePYtKkSRg/fry9k2GSHTt2YN68eUhLS0N1dTUGDhwI\nhUKBiIgI9O/fH+vWrcOwYcOgUCjw008/YdOmTfjxxx8RExODJ554wmF85Jy1T6Fcwo4dO4bjx4+j\nra0N8fHxiI2NRWRkJIqLi5GdnY34+HiIxWKsWbMGO3fuxIkTJzBr1iyEhYXZOwkmaWlpwaJFi5Cc\nnAw+n4/vv/8eY8eORUxMDMLDwyEUCpGRkYGysjIMHDgQAoEA+fn5uHTpEl555RXccccd9k6CSQgh\nqKysxLx585CSkoLq6mps2bIFDz74IBQKBQYPHozi4mLk5eXBzc0Nvr6+KCkpwbFjx5CWloaXX34Z\nsbGx9k5Gt6xYsQLp6elQqVTo168fNBoN7rnnHnC5XBQUFMDX1xcKhQJpaWmYM2cOqqqqsHv3bkyd\nOtUhJu7l5eX49NNPkZWVhZaWFoSEhMDFxQUxMTEYOHAg9u7dS69ebt68GUuWLMH58+eRn5+PSZMm\nMXoDe0VFBZYsWYKmpiZoNBp4e3uDx+PhgQceQElJCerq6hAREQF3d3esX78ev/zyC86dO4fKykpM\nmTLFIVfAbAKxA/v37yezZ88mpaWl5OOPPybLli0j2dnZ9O8ZGRnkrrvuIg0NDYQQQsrLy8mxY8dI\neXm5PcTtEV9//TW5ePEiIYSQP/74g3z++efk+PHj9O8NDQ1k/PjxJDU1lf6utbW1z+U0RUtLCyGk\nvbzWrl1LCCGkoqKCzJ07l3z//ff0dc3NzeT5558ne/fupb/TaDR9KmtvaGhoIP/5z39IXV0dIYSQ\nRYsWkdmzZ+tds3DhQrJ27VpSU1NDCOlcVlqttm+EtZDa2lry3//+l5SWlpL8/Hzy9ttvk23bthGl\nUklfs2LFCvLuu+8SQtrT0dzcTAoKCujfmZo2XZy5T9m+fTv56KOPCCGEnD59mkybNo0UFhbSv6em\nppIlS5aQ3377jRDSXl5UXWYyVBsqLy8nM2fOpL9fsGABWbFiBV02bW1t5NixY+S1114jN27c6PQc\nrVbL2DqqUqkIIYRkZmaS119/nf7+H//4B9mwYQP9uaqqiixfvpysXbuWLjuq/yWEuW1Qq9WShoYG\n8u6775IPP/yQHDhwgEyZMoWcP3+evub69evk888/J9u3bycajYao1Wqyfft28uOPP5LS0lI7Sm8+\ndXV15N133yVr164lJ0+eJFOmTCEpKSn071T5LV++nBDSXu4XL14k27Zts5fIZpOdnU2effZZsnLl\nSrJt2zby8MMPE7VaTbfPI0eOkEWLFpFTp04RQggpKSkhGzduJOvXr7en2IykzyzUubm50Gq1kEgk\n2Lp1K2JiYjBy5EiEhITg5s2byMvLw5AhQ8DhcODt7Y3U1FTs27cPkyZNglQqRUhICKN3OWdmZuKL\nL75AbW0tAgMDcfjwYRQVFeHOO++Et7c3ysrKkJ+fT1tYhEIh6urqkJycjLvuugsAGGPJTUtLw6ef\nfor09HT4+PggOzsbhYWFGDNmDCQSCXx8fLBlyxaMHj0aEokEAoEASqUS2dnZGD58OLhcLiMtfbr8\n/fff+PvvvyEQCNDc3Izr16+jf//+cHNzw5133omlS5eif//+tOVEKpXi77//RkJCAjw9Pek0Uv6s\nTEpvRUUFjhw5Ai8vLwiFQnz11Vd45pln4OPjA0IIrl27BqlUSqctNDQUq1evRnh4OAIDAyEQCODu\n7k5vTGFS2nRx5j7lt99+Q2ZmJvz9/dHc3IyMjAyMHTsWISEhuHr1KrKzszFy5EgAgKenJ4qLi3Ht\n2jUMGDAAEomE8eHy1q5di9WrV0OtViMoKAgZGRloa2tDVFQUAgMDsX//foSHh8PX1xc8Ho+OgEGt\nilFotVrG9jc//fQTdu/eDS8vL9TX16O6uhr+/v7w9PREZGQkPv/8c0yfPh1cLhdisRj19fXIyclB\nVFQU3N3d6Y3cVBqZRlVVFSQSCbhcLg4cOICXX34ZiYmJ4PF4WLVqFaZOnQoAkMvlqKqqovfbBAYG\nIjY2FklJSYy3bObm5sLT0xOtra348ccf6XCbSqUSly9fRkhICNzd3SESiSCRSLB79274+voiKCgI\n/v7+iIuLs3cSuoSKEFRVVYX09HT873//Q1xcHJKTk3HhwgVaLwkICMC1a9dw48YNBAUFISAgAAMG\nDEBCQoKdU8A8bK5QNzU1Yfny5VizZg2ysrJw9epVPPDAA/jmm28wbdo0yOVyNDU1IT8/HyEhIXQI\nndGjR0MgEDiEb+OOHTuwatUqTJo0CcXFxdi0aRNmz56NH374ARMmTIBCoUBtbS0yMzMxYsQI8Pl8\ncDgcjBgxgq60TOHixYtYunQppk+fDg6Hg1WrVuGNN97AV199hXHjxsHd3R1SqRS5ubmQSqX0RpkB\nAwbgzjvvZGTHr0tbWxuWLFmC06dPIzo6GuvWrcOECRNw5MgRKBQKBAcHg8fjgcPh4Ny5cxg3bhwA\nwN/fH0lJSXR6qQGcaQP5zz//jBUrVkCpVGLnzp3w8/ODj48PLl26hGHDhsHPzw9nz56Fu7s7IiIi\nQAiBVCpFUlISEhMT9Z7FtIkChTP3KWVlZXjxxRfR0tKCxsZGXLlyBUKhEIQQCIVCBAQEICYmBosX\nL8Z9990HmUwGHo8Hb29vjBo1yiE2/7733ntQKpV49NFHceXKFeTl5SEiIgI5OTmIj4+Hn58fUlJS\n6EkE0D6hHTJkSKeNeUysn42NjZg9ezYIIfDz88PJkyfh7++PnJwc+Pr6wtfXF4GBgbh06RIKCwvp\nPRihoaEYMmRIp2geTEtjfX09vvjiC2zduhVVVVXQaDSorq6Gq6srgoKCEB8fj+3bt0OtVmPAgAEA\nQLvKxcfHO0Tc8MzMTCxatAi7d+/GjRs3IJfLwePxUFhYiPj4eERERGDPnj3w9/dHcHAwOBwOJBIJ\nxGIx7RrBVNLS0rBw4UIcOnQIANDc3IympiYoFAp4eXlh2LBhWLhwIe6++256IykANDQ0YMCAARCL\nxfYUn9HYXPs5efIkSkpK8Pvvv+ODDz7A0aNH4e3tjcjISKxevRoAkJiYiKtXr+rNyKVSKSZNmmRr\n8XoFZcGrrKzEY489hsmTJ2PatGnw8PCAt7c3hg8fjq+++goAMHToUBQXF4MQQiudhEEnCFKyVFRU\nwNfXF+PGjcPTTz8NoVAIiUSChx56CMuXL0dLSwukUilKS0v1BjcmpcUUjY2NuHDhAlasWIF//vOf\n8Pf3R2FhIaZNm4Zdu3bRRzZ7enoiOjoawK20OcLGoKtXr+KDDz7A/PnzMXbsWNpKm52djYyMDMhk\nMgQGBtLH3FODNeWj6Qjl6Mx9SkpKCu644w4sWLAAU6dORWNjI0aOHAkOh0P7wPv6+uKOO+5AYWEh\nfZ+Pj49DxPMtKSlBfX095s2bh1GjRoHP5yM8PJz2Yf/tt98AAIMHD4ZcLterj3w+3yHqZ15eHmpq\najB37lz861//QkVFBZ3G8+fPIzMzE0B7HY2MjKTvoyzxTE6jWq3Gd999B19fX3z44YdIT09HU1MT\nhEIh0tLS6A2lr7/+Oo4ePUqnRaFQ4OWXX3aYQ2p++uknjB07FsuWLYObmxu9JygnJwc3btyAq6sr\n+vfvj+3bt9P3uLq6YtKkSQgKCrKj5Kaprq7Gt99+i0cffRQzZszA8ePHIZPJUFtbi5ycHNTV1cHT\n0xMPP/ww/vjjD/q+IUOGYObMmWx4vG6wuUJdWFiIe+65BwBQUFAAhUIBhUKBF154ARs3bkR2djau\nXr1K71wHwHgrJwWljPj4+GDEiBEA2jfwqdVq8Pl8zJo1C2lpaVi+fDmeffZZxMTE6C3FMsHyYLis\nHxMTg5dffhlA+yxdLpdDJBLhtddeg0wmw+LFi/H000/D1dUVHh4ejHcLMEQul2PKlCmoq6sDAIjF\nYnC5XIwaNQphYWHYuHEjFi1ahNWrVztU9AAA9KoBFdP1xIkTUCgUSEhIwKBBg/DJJ58gLS0Nx48f\n73Ip0hHS6ox9ikajAdAuJzVoyWQypKamwt3dHWPGjEFFRQW++OILLF26FFlZWYzfbGgMf39/3Hff\nfVCr1QDa3QZ4PB7CwsLw4IMPYu/evZgzZw4WL15MTyR0cYT6mZCQgIceeghqtRqtra0QCoXgcDi4\n55574OHhgXXr1mHevHnYunWr0QNpmJxGlUqFw4cP47HHHqPdGq5fv46nnnoKxcXFOHz4MACgtLSU\ndrdyNAoKClBSUoKHH34Ynp6eyM/Ph0KhwIgRIyCXy/H9998DaF/tTEpKsrO0lnHz5k0UFhZi3Lhx\nGDlyJKqqqiCTyXDffffh8uXLOHnyJACgtbUVQ4cOtbO0DoitnbTLy8vpDRXHjx8nCxYsoH/bsmUL\n+eyzz8i0adPI6dOnbS2KVdDdbGds493rr79ODh06RH9uaGggJ06cICdPnuwT+SxBV361Wt3p9y++\n+IKsXLmSENKejqamJpKbm0suXLjQZzL2Bq1Wa3JzZEFBAZk5cyapr68nhBBSWVlJ8vLyyMqVK/U2\nfTEVYxuVqI0kra2t5Pnnn6fTRgghmzdvJvPmzXP4zSTO0qekpKTobQY1ZNu2bZkTXa0AABrXSURB\nVOTtt9+mP9fX15PNmzeTH374gd5cyWS625hcUFBAHnroIfpzXV0dqaurI2fOnCFtbW22Fs8qGKbR\nsBxPnjxJnn32WfpzdXU1yczMJFu3bnWINCqVSjpN1AbLjIwM+veFCxfS4925c+fIF198QV544QUy\nY8YMvU17jobuhub33nuPXL16lRDSPg7OmTOHvPLKK+TFF190iE3NhuimZdasWfQm2P3795P33nuP\nzJw5k8yaNYtUVVXZU0yHxGoKdXcdCyGEzJkzh5w7d440NzeTjRs3WuvVNqe1tZWkpaXRn7vqCJVK\nJXn//fdJXV0dWb58OXnttdf0dmozEaVSSb7//nu9zo9Srj/55BNy+fJlsmLFCjJz5kyH2ZFtyI0b\nN8jBgwc7ReY4fPgwWbt2LamoqCBvv/22XpQSQtrrNFN31+tCdf66bTAzM5N8/PHHhBBCfvnlF7Jr\n165O9zE9bc7cpxDS3s7Gjx9PK/6G6V2+fDlJTU0laWlp5JNPPjEa4YKp6Kbl2rVrelFjKE6cOEG+\n/PJLkpmZSV566SWyefNmvd+NTfKZgmFkEd2oOdTvhBCyYcMGsn37dpKenk5ef/11cu7cOb3rmJzG\ntrY2cuTIEXL58mWjv+fm5pLnnnuOtLS0kJaWFpKTk0MIIeTKlSt9KabVaGpqIoTo9zM5OTl0BJrc\n3Fw6KldFRUWfy2cphnXLsH/566+/yFtvvUUIaY/cUVpaShoaGkhWVlafyehsWG1TIrW0s2/fPri4\nuND+fKQjtmt9fT1Wr14NDw8PrFq1Cnw+H3fccQdjNz7pcuzYMSxfvhx333039uzZg8WLF6O5uRmE\nEPj6+kKj0dCxNufOnYvz588jMDAQ7777LqMc+KmIFBQ3btzARx99hJqaGsycOZP+nsvlorW1Fa++\n+ipSU1MRFhaGuXPnOoT/FFUWQHvd2759O+bPn4+JEyciKChIL/1Lly7FkSNHcOnSJQwfPlzv+GnS\n4evO9Lp57tw5rFmzBvfdd5+eW8POnTtx+PBhnDp1Ck1NTXj00UfpHfVMjExiDGfuU4D2dhYYGIiv\nv/4aU6dO1ZO5vLwcq1atQkpKCk6dOoVHHnkEgwYNsqO0lsHhcJCbm4vly5dj1apV4HA4dAQIqvw2\nbtyI3377DSUlJZgxYwYmTpyo9wwmu+lQdezGjRuYN28ezp8/DxcXF9p/lsPhQK1WY+HChTh//jxy\nc3Mxbdo02jUQgN5+GiZB9Q8ajQYpKSlYt24d1Go1YmJiwOVy6fK7cuUKlEol2traMG/ePPTr1w/R\n0dGMjrdMQaWRSktqaio2bNiAkSNH6pXJ2bNnUVZWhtLSUqxduxaxsbEIDQ2FRCKxo/TmweVy0dLS\ngkOHDiE0NJTeXEiNkUePHkVAQABSUlKwevVqJCUlITAw0GFOjGUi/J7eSAwOQbh27Ro2btyI9PR0\nBAcHY8qUKRg9ejR9TWlpKYqKipCVlYU5c+YwfnMCIQRarRY8Hg933XUXDhw4gPfeew9+fn549dVX\nce3aNaxatQpLly6FUCgEAGRnZ+PBBx/ErFmzEBISYucU6KPRaOgGdfnyZUgkEkilUvj4+MDV1bXT\n9UVFRXj++efx2GOPMbqsqHpIhZai0njjxg0EBgaiqakJMpkMw4cPp6+nBjJ/f38oFAq888479Ml5\n1POYppDplp9uoH1CCGJjY8HlcvWuOXv2LORyOZ555plOvnBMHMQpdPuVq1evYtOmTU7Tp+iSn5+P\n999/H2vWrMGmTZuwfv16zJgxgy5DQgjy8vLw3//+lw4/5kgUFBRg/vz5eO655zBixAhs374dV69e\nRUJCAl1+IpEI//73v/Hss8/S9xmOK0xCt30RQvDXX39h8+bNmDlzJlpaWrBy5Up4enoiJiYGWq0W\nfD4fAQEBSEpKwj//+c9Oz2NiOnVD9AmFQlRXVyMrKwvjxo2j007JvXfvXmzfvh0ajQaffPIJo6Pn\nUFDpo9KoUqkgFApx/fp1yGSyTv3o/v37cebMGURERGDFihWMVqQN286OHTvw66+/ws/PDyqVChMm\nTIBYLKbTtnHjRvB4PDz22GP49ttvGRtC1JHgEGL5lmLdCgcAV65cwSuvvIL3338fEydOxMqVK8Hh\ncPDQQw/RG6Sohqk7Q3cEqqqqoFAocPPmTbz11lt49dVXMW7cONTV1eHLL7/E5MmTMWzYMHuLaZTy\n8nL8+eefmDx5Mnx8fFBeXo7FixejqKgILi4ueOmll9DQ0IALFy7g/vvvR2JiYqeyZTptbW30hAYA\nsrKysHjxYrS0tGDYsGFISkrCyZMnERkZiSeeeEJvwGhubqY7SKbGetUtD2qD3fbt23HlyhWEhIRg\n6tSpeO655/Dbb7+Bx+PR1+fl5SE8PJx+DlPTZ4yWlhaUlpZi+vTpmDdvnkP3Kfn5+fjhhx/w3//+\nF+7u7sjNzYWvry9kMhnmz5+P0NBQjB8/Hq+88gp+//13iMViugyVSiWjVrh0MZzIUly8eBGtra3w\n9/fHBx98gF9++QUA8Omnn0Kr1eKNN94wGo3EkepnUVER/P39sX79emzduhV//vknAGDOnDkICQmh\nN3UD+ulylDQWFRVh+fLlkMlkuPfee9HQ0IArV67gySefpE9A5PF4OHjwIFQqVaeVBSaia0ihWL16\nNXJycvDMM8/Ay8sLr732GjZs2AA+n0+X1cGDB9GvXz/Gn1RpWLcIIfjoo4/w1FNP0RO8uro6vRj1\nv/zyC4YPH46YmBh7ie109Mjlg5rFrV69GjU1NRg5ciS95DV06FBIJBJcvHgRbW1tiI2NBYfDgVgs\n1gvIzzQ0Gg1+//13cLlceHl5QavVYtmyZVi9ejXOnTuHuLg4tLW1oaSkBCNHjoRKpcK+ffvw6KOP\nMnbQW79+PZYuXYp+/fohISEBW7duRVRUFObOnYtjx47RaampqUFKSgpGjhxJhxljOhqNBsuWLcPP\nP/+MhIQEyOVyrFq1Cn/++SeeeuopzJw5E9nZ2Th9+jQmTpyIXbt2YdiwYXoHCVBHajNxoDt//jy8\nvb1pGX/99Vd88sknuHz5MiZNmoS7774bS5cuhUQiQWNjI/r37w93d3c6HZR7DrW8x0RrmDHy8/Px\n5ptv4p///CdSUlIcuk8B2qPKbNiwAUKhEC0tLdi0aRNEIhFCQ0MREhKCNWvWYMqUKcjPz8fBgwdx\n77330mXI5CPfVSoVHa+doq2tDfv27UNmZib8/PygVCpRV1eHqKgolJaWYv/+/YiPj+90zDRTXR9a\nW1v1+sPTp09jwYIFdPzomJgY8Pl8lJWVITY2FqWlpQCgF/mBcisAmLcypNFosGXLFtTU1KChoQE+\nPj6oqanBm2++iZEjR+Kuu+5CVFQUxGIxCgsLkZ2dDVdXV3h5eYHD4SA8PFwv7B8TUSqV4PF4dB94\n8+ZNrFy5Evn5+bjjjjvg5eWFVatWwdfXFyKRiI5bT9Xr8PDwTnHBmQiHw0FBQQE2b96MpqYm+Pn5\n4YsvvsATTzwBd3d3FBcX49dff8XgwYPpfmXQoEEOkTZHwiyFOj8/H19++SWSkpIgFotx7NgxfPbZ\nZ7Ql7Pr163j66aexZMkSPP744wgICMCNGzfg6emJ8PBwxg/me/bswWeffQahUIh7770XAoEAf/zx\nB0pLS7Fs2TKcOnUKR44cwYwZM7Bt2zZcvnwZu3btgr+/P8aNG8cohUWtVtMdt5ubGwoLC1FRUYHI\nyEi4urqioKAAW7duRXR0NPbt2wc/Pz8oFAoEBAQgLCzMYazTWq0Wmzdvhlwux9WrV9Hc3AwfHx8k\nJydj+vTp8PLyglQqRU5ODoYOHYqKigp4eXkZjSXNlLKjWLlyJT7++GOEhoYiKioKGzZswPXr17F4\n8WIcOnQIpaWlmDBhAoYM+f/t3WtQlVXbwPH/BkRAEDBARUBMUDm4cQQllVCOA+mIOqaMYGUHpxHM\nc6Y5Wk6jjcZkI9FUjg6hpCMWYaAiSGh4YosHQKwARZBjgKByMvD90Mt+NK3ooXnYe3v9PjF7gFn3\n3Pde61rXvda6PCkqKuLgwYNEREQwcODAx177adog3q27T/H09MTIyIiSkhIMDQ2xsbHhypUrlJeX\nExkZSUxMjFb2KfCfyYyNjQ1JSUkEBQVRX19PfX09w4cPZ9iwYeTk5HD+/Hneffdd+vfvr/FH4T1p\nIhsXF0dtbS0uLi4YGxtTXV1NY2MjLi4uJCQkcPLkSaqrqxkwYADl5eVMmzbtkf+pafeysrKSLVu2\nkJGRoZ7kdHR0EBcXR1RUFGPGjCEpKQl9fX3Gjh1LXFwcV65cQaVSERkZ+cTCLJp2jWlpaWzdupUH\nDx7Q2dlJXFwcdnZ2tLe309jYyNKlSxk8eDCtra2cOnUKJycnkpKSMDQ0xMPDQ+Ou50kKCgr4+uuv\nMTU1VRe02rhxI5MmTaK0tJTi4mImTZqEUqkkMTGRY8eO8eqrr2psgqxbZ2cneXl56OnpqRNEx48f\nJyYmBl9fX7766iv69++PmZkZycnJBAYGsn//fkpLSwkJCdGaMV4b9Sig7s6yGBgY4OrqSl5eHj4+\nPkyfPp3CwkJycnKYN28eZWVlpKenExwcjJubG87Ozhr9xWtubmbhwoVUVVWxevVqZs6cqZ69Xbt2\njYKCAk6ePImenh62trZ4eHhgYWHBzZs3iY6OZsaMGY9lafpKXV0dL7/8Mk1NTTg5OamDlLq6Ory9\nvcnOziY8PJzc3Fx8fHyYOXMmycnJ2NnZERISgpubm9Z80brXtldUVHD//n3eeOMNPvroIxwdHSkq\nKlKX9j18+DC3b99m7ty5TJw48bHMmKbS19dHpVLR3NzMhAkTaGhoUG8eqaysJDc3l2HDhuHu7s7E\niRMpLy+nra0Nd3d3jXgWe+KfZG61qU95WPdkxs7OjnPnztHU1ISXlxd5eXnU1dVx+fJl4PeiOuPG\njdP4YBoen8i2tbVhbm7O0aNH8fb2xt7enoKCAkpLS/Hz8yMgIIDOzk5WrVrFrVu31BUPNfUeZmdn\nExMTw6RJk1i0aJG6smZRUREZGRkYGRmxd+9epk2bhp2dHaNHj6apqYnm5ma++OILrcj4NTc3Ex8f\nz5IlS3jxxRcZN24cgwYNIisri2HDhpGYmMjkyZOxtLTk+++/5/bt28yePZugoCD1pl9tceHCBTo7\nOxkzZgw//PADQ4YM4bXXXsPV1ZWLFy+iUCjw8/PDy8uLAQMGMH78eHUlY0107NgxNm7cSF1dHQkJ\nCRgaGjJixAhUKhVKpRKlUsnhw4e5d+8eq1atUhfA6uzsZP369Rq9BlwX/G1A3Z1lGTx4MPv371e/\nMsjPz+e7774jMDCQiooKsrKyeP/99zEyMmLEiBEamxl7mKGhIadOncLT05OAgACqq6uJjY3F0dGR\nO3fukJOTw9ixY1mzZg2ZmZl0dnYSFhZGQECAxpX4bW9vJz09nTNnzlBbW8vUqVMZOnSo+jVPeXk5\nra2tdHZ2EhMTQ2ZmJgsXLiQ8PFy9IU9bdHd2DQ0NGBsbM3ToUFJSUmhoaOD8+fP88ssv5Obm0tjY\nyMKFC7Gysnpkd7omefDgATt37qStrU1dwraqqorOzk7s7OwoLCwkPDyc48ePM2TIEKKjo0lNTeXe\nvXu4u7szYMAAsrOz8fb2Vq8t1nT/NHNrbGysNX3KH3Vf68iRI4mNjWXOnDnY2tpy4sQJamtreeut\nt7SmgMKTJrLbt2/HycmJS5cuYWZmxujRo7l06RLl5eXY29tjb2/P2bNniY2N5bfffiM6OvqR4laa\nJjU1FS8vL+bPn4+xsTG3bt2iubkZNzc3Dh06RFlZGfHx8dTU1JCdnU1wcDDm5uacPXsWJycnrQio\nU1NTqaysJCIiQr10Z+TIkaSmpuLs7Myzzz5LWloaqampFBYWEhwcjIODg0bfN/g9qbRs2TLMzc2x\ntrbG0tKSrq4u8vLyMDMzw9DQkKKiIqZMmYKZmRmZmZlYW1vj4uKCqakpnp6e9OvXT+PGCPh9L9fr\nr79OVVUVa9euZe7cudjZ2VFUVMTly5cxMzNj9+7dXL9+nc8++4za2loMDAyYNWsWvr6+BAYGavz9\n0wV/G1A/nGW5cOEC1dXVBAcHk5ubS1hYGBUVFVRWVuLq6srEiRO1IsvSTaFQMHLkSHbt2kVpaSmH\nDh3C1taW4OBgLCwsMDExobi4mD179uDg4MCiRYv6usl/ysjICBsbG+7evUtVVRWNjY20t7czatQo\njI2NsbCw4MiRI0RFRaFUKlm6dKlW7Mr+Kz/99BMxMTFUVFQQERFBVFQUlZWVFBcXY2dnx/bt27Gy\nstLYkzvg9w1AGzZs4Ny5c+jp6eHh4YGBgQF79+4lJCSEvLw8nnnmGW7cuMHx48c5cuQIo0aNYtmy\nZVhaWlJcXExFRQUhISGPbM7UZLqYuf0zenp6NDY2MmTIEPLz8+nq6sLf3x9fX19CQ0M1/vXyw/5q\nIqtSqVAoFHz++ed0dHSwYsUK3N3dMTIyYujQofj6+jJv3jyNf0ZramrYsmULTU1NxMTE8OOPP3Lx\n4kXOnz/PkiVLuHbtGunp6RQWFvLKK69gb2+PiYkJRkZGODo6PvHEJE3T3t5OSUkJXl5eGBsb09ra\nSr9+/aivrycnJ4cVK1Ywbtw4TE1NWblyJQ4ODn3d5B5pb28nKSmJffv2UV5eTlNTEyEhIRQUFNDe\n3q5eApmRkcGZM2coLi5mzpw5WjEJamlpITc3l8DAQCZNmgSAra0tXV1dFBcXq6v6KpVKzp49q16q\nZGVlpdF7MXRNj0756N7Ve/PmTVauXElsbCwHDhzg4sWLWFhYsGHDBq14KP/Mxx9/THJyMunp6Y/N\n4q5fv465uTmDBg3qo9b1XHNzMwcPHqSiooKwsDA++OADHBwcWLx4MTY2Npw4cYIZM2ZoXUb6z7S3\nt7N48WI2btyoPjKto6ODxsZGlixZwvr16xk/frxGBtLdurq6SE1NJSUlhbt377JgwQImT57MiRMn\nMDMzo7GxkaKiIpYvX05iYiJ+fn64ubmp/14Ts+490d2nlJWVsWrVKj755BNqamrYv38/AO+8845W\nfOf+TneAplAoqKmpYdOmTRp/YsDfSUtLY8uWLXh7e6s3yK5evZqxY8fi5uamzrh3Dy3a9nyePn2a\nlpYW9ZGpAHPmzGHPnj2YmJhQUlKi1fewvLycAwcO4OXl9ch69p07d+Lm5oa/v3/fNa6XTp48SUpK\nCj4+PmRmZmJmZkZNTQ22trYEBQWhVCrJzMykra2NiIiIvm5ujz148ICTJ0+SnJzMmjVr1MsXS0pK\niI2NZd26dbS2tnL48GFMTU0fOYpS/O/0aA31w1mWK1euoK+vz8KFC/H19WX27Nlavy7H2dkZlUqF\ns7MzgwcPpqOjQ72e2NLSUmuySP3798fAwIBz584REBDAiBEjSEtLQ19fn6lTp+Lq6qo1p3j0RG1t\nLSqVCn9/f0xMTNTLOgYOHIi1tbU6Q6bJFAoF5ubmNDQ0MGDAAOzs7NixYwcWFhZMmTIFGxsbfv75\nZzw9PZk2bRo2NjbqI6A0NeveE7qUuf0rpqamuLq6YmRkxJo1a564KVbbODg4kJOTw+rVq/H09ARg\nwoQJPPfcc+qBvvvkHG18PrtPfBg3bhwAu3fvRqFQ4O/vT//+/dXJoz8WytIWAwcOpLa2lqNHj9LW\n1sb9+/fZtm0bNTU1hIWFPfFYQ21haWlJaWkpAOvXr8fR0ZGrV6+SlpbGnTt3CA0NxcPDA6VS2cct\n/WcUCgVWVlaUlpZSVFSEt7c3AIMGDeLQoUNMnToVe3t7vLy8HjllRvxv9Si6+mOWJTIyEkAnMkgA\nVlZWTJ8+nc2bN6t3MmurMWPG4ObmxqeffsrWrVtxc3PTiUH8SWxtbTE2NsbAwEA9AeqeMGhTlmXw\n4MGMHTuW5ORkpkyZQmlpKXv37kVPT48333yT9evXq39X2wPpbn/sU7qzRbq4zm/48OEaV+ipN+rr\n6zE3N8fExET9pqH7mMbu51Mb17t3a2lpIT4+nrq6Oqqrq3FxcWH58uWPTfK09RoVCgWzZ89m0KBB\nXL58mYyMDIKCgpg1a1ZfN63XBg4ciJ+fH/Hx8Vy5cgWlUsm2bdtYtGgR9+/f1+rkn6mpKf7+/iQk\nJFBRUYG+vr56M761tTWgvc+kruhxYZeysjIuXrxIaGioTg56bW1tpKWlMWvWLK0PWG7cuEFhYSEv\nvPCCVl/H0+Tu3bt8+eWXGBoaEhUVxenTpxk9erS6DKwmnpXdW7rep+iytWvXsnr1avVArmuam5sp\nKCjA1NRUnc3Uxe8g6N51dXR0kJiYSH5+PjExMX3dnH9VR0cH+/btY/fu3YwaNYo5c+Ywffr0vm6W\n+H//VaVEITSJrgwIKpWKrKwsoqOj1dkwbV0jLYQu0ZU+5mlx48YNrl69SmhoqM71n+Xl5WRlZREe\nHq7Vb9N1kQTUQmgIGbSFNpHnVQgh/kMCaiE0jAQqQgghhHaRgFoIIYQQQohekDSYEEIIIYQQvSAB\ntRBCCCGEEL0gAbUQQgghhBC9IAG1EEIIIYQQvaA7daiFEOIptXnzZvLy8rh//z5lZWU4OzsDMH/+\nfBQKBfPnz+/jFgohhG6TUz6EEEJH3Lp1i5deeonMzMy+booQQjxVJEMthBA6KjY2FoDo6Gh8fHzw\n8/NDpVJhbW3NggULSEhIoKamhg8//BAvLy9u3rzJe++9x+3btzE2NmbDhg24uLj08VUIIYTmkzXU\nQgjxFPj111/x9/fnyJEjAGRkZLBv3z6io6OJj48HYO3atbz99tt88803bN68mRUrVvRlk4UQQmtI\nhloIIZ4Szz//PADDhg3D09MTAFtbW5qammhpaSE/P59169bRvRKwra2NpqYmzM3N+6zNQgihDSSg\nFkKIp4SBgcETf4bfS94bGRnx7bffqj+rqamRYFoIIXpAlnwIIYQO+W/3mZuamjJ8+HBSUlIAyMnJ\nITIy8t9smhBC6CzJUAshhA5RKBT/6POHbd++nU2bNrFr1y4MDQ3ZsWPHv908IYTQSXJsnhBCCCGE\nEL0gSz6EEEIIIYToBQmohRBCCCGE6AUJqIUQQgghhOgFCaiFEEIIIYToBQmohRBCCCGE6AUJqIUQ\nQgghhOgFCaiFEEIIIYToBQmohRBCCCGE6IX/AwGvk2cDf5+cAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "single_diode_out[['p_mp']].plot()\n", "plt.ylabel('DC Power (W)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AC power using SAPM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the inverter database from the web" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sapm_inverters = pvlib.pvsystem.retrieve_sam('sandiainverter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a particular inverter" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Vac 208.000000\n", "Paco 250.000000\n", "Pdco 259.522050\n", "Vdco 40.242603\n", "Pso 1.771614\n", "C0 -0.000025\n", "C1 -0.000090\n", "C2 0.000669\n", "C3 -0.018900\n", "Pnt 0.020000\n", "Vdcmax 65.000000\n", "Idcmax 10.000000\n", "Mppt_low 20.000000\n", "Mppt_high 50.000000\n", "Name: ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_, dtype: float64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_']\n", "sapm_inverter" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B6GDooGCDA+yru9/AmiMbhMriNmWEOyaq1xHuwnGloxWfE8vU6Fb/dKfmd0mW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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_acs = pd.DataFrame()\n", "p_acs['sapm'] = pvlib.pvsystem.snlinverter(sapm_out.v_mp, sapm_out.p_mp, sapm_inverter)\n", "p_acs['sd'] = pvlib.pvsystem.snlinverter(single_diode_out.v_mp, single_diode_out.p_mp, sapm_inverter)\n", "\n", "p_acs.plot()\n", "plt.ylabel('AC Power (W)')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tVp+dl9hEzEQ9ChXhC3XXM1+xfzNCrMXim3jdw17RkchIYWWHwP2PEp0itsJC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qOjcfPmTQwdOhQ//fSTUR5TgP/7MuPu7o6IiAj06tUL9+/fx/379+Ht7Y1atWrh6NGj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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diff = p_acs['sapm'] - p_acs['sd']\n", "diff.plot()\n", "plt.ylabel('SAPM - SD Power (W)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot just a few days." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MnL/f932pqRNCXLBgcgZNU6j0SLJ8Li1VpagRD4PhYWLpuN7hiHOQZFmsSK8N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\nkQAUlkVEREREAlBYFhEREREJQGFZRERERCQAhWURERERkQAUlkVERER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sapmsd
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mean23.10823346.013726
std42.33029449.976381
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" ], "text/plain": [ " sapm sd\n", "count 8760.000000 4620.000000\n", "mean 23.108233 46.013726\n", "std 42.330294 49.976381\n", "min -0.020000 -0.020000\n", "25% -0.020000 NaN\n", "50% -0.020000 NaN\n", "75% 27.946397 NaN\n", "max 211.290155 213.051148" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_acs.describe()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "sapm 202428.122770\n", "sd 212583.414811\n", "dtype: float64" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_acs.sum()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f2XlRqK1IDMY8aRhB7W3Mu3mc+3h7WycvP3fIEyWLiBfQDHoREfEq3d3dJA4N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\n2bkJdAplDcS3K9mV9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create data for a y=x line\n", "p_ac_max = p_acs.max().max()\n", "yxline = np.arange(0, p_ac_max)\n", "\n", "fig = plt.figure(figsize=(12,12))\n", "ax = fig.add_subplot(111, aspect='equal')\n", "sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=poa_irrad.poa_global, alpha=1, cmap=mpl.cm.YlGnBu_r) \n", "ax.plot(yxline, yxline, 'r', linewidth=3)\n", "ax.set_xlim(0, None)\n", "ax.set_ylim(0, None)\n", "ax.set_xlabel('Single Diode model')\n", "ax.set_ylabel('Sandia model')\n", "fig.colorbar(sc, label='POA Global (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the value of color value ``c`` to see the sensitivity of model accuracy to measured meterological conditions. It can be useful to define a simple plotting function for this kind of exploratory analysis." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def sapm_sd_scatter(c_data, label=None, **kwargs):\n", " \"\"\"Display a scatter plot of SAPM p_ac vs. single diode p_ac.\n", " \n", " You need to re-execute this cell if you re-run the p_ac calculation.\n", " \n", " Parameters\n", " ----------\n", " c_data : array-like\n", " Determines the color of each point on the scatter plot.\n", " Must be same length as p_acs.\n", " \n", " kwargs passed to ``scatter``.\n", " \n", " Returns\n", " -------\n", " tuple of fig, ax objects\n", " \"\"\"\n", " \n", " fig = plt.figure(figsize=(12,12))\n", " ax = fig.add_subplot(111, aspect='equal')\n", " sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=c_data, alpha=1, cmap=mpl.cm.YlGnBu_r, **kwargs) \n", " ax.plot(yxline, yxline, 'r', linewidth=3)\n", " ax.set_xlim(0, None)\n", " ax.set_ylim(0, None)\n", " ax.set_xlabel('Single diode model power (W)')\n", " ax.set_ylabel('Sandia model power (W)')\n", " fig.colorbar(sc, label='{}'.format(label), shrink=0.75)\n", " \n", " return fig, ax" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OUduoe0/lhzkchk5/eQI9FlVEROQMvf3ZPDYHBVBdWsoH27Zz68BBDNi985SAGnrZVFaa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\n6dOnM2LECHVpRUROsmnnLvY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o0KFnVbSIiKfblXcQg9GI2W7jF8VL6d9a6dy3LNCXfSEh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\nqhbws+Ku2ymwfDgP6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.DryBulb, label='Temperature (deg C)')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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H8dr9OOwOmk0x9EtLora+lmFD0n01FRHxEgVXERHxudLSw7RaDzN6TAr79q1h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\nwdVoNGKxWDxf9+/fH6PxkpsRiIhcVc6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rNpuN5//xBLFJgQwb1v/s8oDzQusBbw2Bcf5M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\nLiP+6IsEc/2kJbr46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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.DNI, label='DNI (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YfYCU5DbcfP14cvbngxGLjXp+HLObTKfbP3axPZEDNU76RJlEREcw7oahvPvW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Ts8HtXsp3HrAWoLxmFcfCqE/IxT6xmb3RJeLcvFPbd/HaUUmqZ1ValCCCFEr6N68aoFHU2CbS/T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\n8Y25F3d6TUIIIYQQ4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.AOD, label='AOD')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pJCEhIV9wBJGOQx1UBVQREWllKzZvYGvRcUy5R3BFxWD28+PGt16jm6PZM+YD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tomAL7avZ+H3j3CO+kmnt3ewKr/eReAh1/4N28WeLG2MpAVX55k694DF/jTEUIIIXomFdcFf/yY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\nw1j72qeY9Tqycsooa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.Wspd, label='Wind speed', vmax=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the use of the ``vmax`` keyword argument in the above example. The ``**kwargs`` pattern allows us to easily pass non-specified arguments to nested functions." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def sapm_other_scatter(c_data, x_data, clabel=None, xlabel=None, aspect_equal=False, **kwargs):\n", " \"\"\"Display a scatter plot of SAPM p_ac vs. something else.\n", " \n", " You need to re-execute this cell if you re-run the p_ac calculation.\n", " \n", " Parameters\n", " ----------\n", " c_data : array-like\n", " Determines the color of each point on the scatter plot.\n", " Must be same length as p_acs.\n", " x_data : array-like\n", " \n", " kwargs passed to ``scatter``.\n", " \n", " Returns\n", " -------\n", " tuple of fig, ax objects\n", " \"\"\"\n", " \n", " fig = plt.figure(figsize=(12,12))\n", " \n", " if aspect_equal:\n", " ax = fig.add_subplot(111, aspect='equal')\n", " else:\n", " ax = fig.add_subplot(111)\n", " sc = ax.scatter(x_data, p_acs['sapm'], c=c_data, alpha=1, cmap=mpl.cm.YlGnBu_r, **kwargs) \n", " ax.set_xlim(0, None)\n", " ax.set_ylim(0, None)\n", " ax.set_xlabel('{}'.format(xlabel))\n", " ax.set_ylabel('Sandia model power (W)')\n", " fig.colorbar(sc, label='{}'.format(clabel), shrink=0.75)\n", " \n", " return fig, ax" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8y2Pj/eMcrFYLkUlWmpub76pq7Ha7+dmbb3Ch+jITC4Yxb+r0O/oauJ1mm00U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\nMpDyS9V43F5mLshh5+pCpk6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i4lvHv17tkVlPU7jlE1yeSiJD45g+aQpOp5Pl7/6W9EwH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frGKLKoJGvRfldp5kp6exZFzPlTwaGhooLCzA3t6h1/jQKykuKaJJZ0KlsfWpr6hGaapGI+rx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3ClT0NIm4T/smUonK3UH72Iy+aJ/rfmFhJq9OeBP77M0n9s495fPk95ZdWwe7Fa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joXHfYQbq6gkvuDBvUxMWgVYpEyt3YQqRmJaVgLOnh6kL7yIxIfmK6qdQj17oZTKoSfP2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\nYZM1qIAebRhlJXVMyEtmoGe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_other_scatter(tmy_data.DryBulb, tmy_data.GHI, clabel='Temperature (deg C)', xlabel='GHI (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will assume that the SAPM model is representative of the real world performance so that we can use scipy's optimization routine to derive simulated PVUSA coefficients. You will need to install scipy to run these functions.\n", "\n", "Here's one PVUSA reference:\n", "\n", "http://www.nrel.gov/docs/fy09osti/45376.pdf\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def pvusa(pvusa_data, a, b, c, d):\n", " \"\"\"\n", " Calculates system power according to the PVUSA equation\n", " \n", " P = I * (a + b*I + c*W + d*T)\n", " \n", " where\n", " P is the output power,\n", " I is the plane of array irradiance,\n", " W is the wind speed, and\n", " T is the temperature\n", " \n", " Parameters\n", " ----------\n", " pvusa_data : pd.DataFrame\n", " Must contain the columns 'I', 'W', and 'T'\n", " a : float\n", " I coefficient\n", " b : float\n", " I*I coefficient\n", " c : float\n", " I*W coefficient\n", " d : float\n", " I*T coefficient\n", " \n", " Returns\n", " -------\n", " power : pd.Series\n", " Power calculated using the PVUSA model.\n", " \"\"\"\n", " return pvusa_data['I'] * (a + b*pvusa_data['I'] + c*pvusa_data['W'] + d*pvusa_data['T'])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy import optimize" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pvusa_data = pd.DataFrame()\n", "pvusa_data['I'] = poa_irrad.poa_global\n", "pvusa_data['W'] = tmy_data.Wspd\n", "pvusa_data['T'] = tmy_data.DryBulb" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "optimized coefs:\n", "[ 2.09753481e-01 5.39374811e-06 9.34193018e-04 -1.37476822e-03]\n", "covariances:\n", "[[ 1.31102469e-07 -9.53286064e-11 -7.65512720e-09 -2.26637729e-09]\n", " [ -9.53286064e-11 1.83594105e-13 -7.52538706e-13 -2.45362115e-12]\n", " [ -7.65512720e-09 -7.52538706e-13 1.22446507e-09 1.87304284e-10]\n", " [ -2.26637729e-09 -2.45362115e-12 1.87304284e-10 3.68639894e-10]]\n" ] } ], "source": [ "popt, pcov = optimize.curve_fit(pvusa, pvusa_data.dropna(), p_acs.sapm.values, p0=(.0001,0.0001,.001,.001))\n", "print('optimized coefs:\\n{}'.format(popt))\n", "print('covariances:\\n{}'.format(pcov))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O4sU4HB4stYUYE0Nw7tmAITYVS2IqZq+b70yZyqvvbP1qW24PQZbWbqnBYOD2a6b7qixp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\nEOIUpOv6sN9GAgmp/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "power_pvusa = pvusa(pvusa_data, *popt)\n", "\n", "fig, ax = sapm_other_scatter(tmy_data.DryBulb, power_pvusa, clabel='Temperature (deg C)',\n", " aspect_equal=True, xlabel='PVUSA (W)')\n", "\n", "maxmax = max(ax.get_xlim()[1], ax.get_ylim()[1])\n", "ax.set_ylim(None, maxmax)\n", "ax.set_xlim(None, maxmax)\n", "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r')" ] } ], "metadata": { "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }