diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000..7c92745f88 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +pvlib/_version.py export-subst diff --git a/.gitignore b/.gitignore index 444f214d0e..4f1e250cea 100644 --- a/.gitignore +++ b/.gitignore @@ -67,7 +67,6 @@ coverage.xml # HDF tables *.h5 - #Datafiles *.csv @@ -75,5 +74,14 @@ coverage.xml *.swp #Ignore some notebooks -*.ipynb +!*.ipynb !docs/tutorials/*.ipynb +pvlib/*.csv +*pvlibdev.sublime-workspace +*pvlibdev.sublime-project +pvlib/varlists.pkl +docs/tutorials/scripts/*.py + +# miscellaneous +**/*ignore* +.ipynb_checkpoints diff --git a/appveyor.yml b/appveyor.yml index ad8afa1efc..27ca25a7cf 100644 --- a/appveyor.yml +++ b/appveyor.yml @@ -32,7 +32,7 @@ install: - "python -c \"import struct; print(struct.calcsize('P') * 8)\"" # install xray and depenencies - - "conda install --yes --quiet pip numpy scipy pandas nose pytz ephem numba" + - "conda install --yes --quiet pip numpy scipy pandas nose pytz ephem numba siphon" - "python setup.py install" build: false diff --git a/ci/requirements-py27-min.yml b/ci/requirements-py27-min.yml index 1cd6103267..000c059a38 100644 --- a/ci/requirements-py27-min.yml +++ b/ci/requirements-py27-min.yml @@ -1,4 +1,7 @@ name: test_env +channels: + - defaults + - http://conda.anaconda.org/Unidata dependencies: - python=2.7 - numpy==1.8.2 diff --git a/ci/requirements-py27.yml b/ci/requirements-py27.yml index 52d8d575f2..c01d2966c3 100644 --- a/ci/requirements-py27.yml +++ b/ci/requirements-py27.yml @@ -1,4 +1,7 @@ name: test_env +channels: + - defaults + - http://conda.anaconda.org/Unidata dependencies: - python=2.7 - numpy @@ -8,5 +11,6 @@ dependencies: - pytz - ephem - numba + - siphon - pip: - coveralls \ No newline at end of file diff --git a/ci/requirements-py34.yml b/ci/requirements-py34.yml index d0d27ceec9..2b27f722fc 100644 --- a/ci/requirements-py34.yml +++ b/ci/requirements-py34.yml @@ -1,4 +1,7 @@ name: test_env +channels: + - defaults + - http://conda.anaconda.org/Unidata dependencies: - python=3.4 - numpy @@ -8,5 +11,6 @@ dependencies: - pytz - ephem - numba + - siphon - pip: - coveralls \ No newline at end of file diff --git a/ci/requirements-py35.yml b/ci/requirements-py35.yml index c6d348f406..2ddce752ba 100644 --- a/ci/requirements-py35.yml +++ b/ci/requirements-py35.yml @@ -1,4 +1,7 @@ name: test_env +channels: + - defaults + - http://conda.anaconda.org/Unidata dependencies: - python=3.5 - numpy diff --git a/docs/environment.yml b/docs/environment.yml index ca06545e2d..2adbb4ef83 100644 --- a/docs/environment.yml +++ b/docs/environment.yml @@ -1,4 +1,7 @@ name: pvlib +channels: + - defaults + - http://conda.anaconda.org/Unidata dependencies: - python=2.7 - numpy @@ -11,4 +14,5 @@ dependencies: - sphinx - numpydoc - matplotlib - - seaborn \ No newline at end of file + - seaborn + - siphon \ No newline at end of file diff --git a/docs/sphinx/source/comparison_pvlib_matlab.rst b/docs/sphinx/source/comparison_pvlib_matlab.rst index 01bdb20ad2..20783bd8a7 100644 --- a/docs/sphinx/source/comparison_pvlib_matlab.rst +++ b/docs/sphinx/source/comparison_pvlib_matlab.rst @@ -36,6 +36,7 @@ Library wide changes * Removing unnecssary and sometimes undesired behavior such as setting maximum zenith=90 or airmass=0. Instead, we make extensive use of ``nan`` values. * Changing function and module names so that they do not conflict. * Added ``/pvlib/data`` for lookup tables, test, and tutorial data. +* Added ''forecast.py'' module, for downloading UNIDATA weather forecast data. More specific changes diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 24d41deb6a..a74ea4675d 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -37,6 +37,9 @@ def __getattr__(cls, name): # -- General configuration ------------------------------------------------ +# turns off numpydoc autosummary warnings +numpydoc_show_class_members = False + # If your documentation needs a minimal Sphinx version, state it here. #needs_sphinx = '1.0' @@ -127,7 +130,15 @@ def __getattr__(cls, name): # The theme to use for HTML and HTML Help pages. See the documentation for # a list of builtin themes. -html_theme = 'default' +# on_rtd is whether we are on readthedocs.org +on_rtd = os.environ.get('READTHEDOCS', None) == 'True' + +if not on_rtd: # only import and set the theme if we're building docs locally + import sphinx_rtd_theme + html_theme = 'sphinx_rtd_theme' + html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] +else: + html_theme = 'default' # Theme options are theme-specific and customize the look and feel of a theme # further. For a list of options available for each theme, see the diff --git a/docs/sphinx/source/forecast_module.rst b/docs/sphinx/source/forecast_module.rst new file mode 100644 index 0000000000..b86dce98fd --- /dev/null +++ b/docs/sphinx/source/forecast_module.rst @@ -0,0 +1,172 @@ +.. _forecast_module: + +**************************** +Forecast Module Background +**************************** + +This document is under construction. + +Here is the background behind the development of the forecast module. + + +PV System Power Calculation with pvlib-python +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Here is the process that is used to produce a power output estimate using pvlib library. + +.. image:: images/pvlib.png + + +Forecasted Meteorological Data +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + + Listed in the chart below are the forecast models and their intervals for which data is available on the + Unidata THREDDS server. + +.. image:: images/unidata.jpg +.. image:: images/thredds_icon.jpg +.. image:: images/thredds_data.jpg + +Unidata THREDDS Data Server (TDS) +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Where does the data come from? + +Unidata hosts a THREDDS Data Server that contains the forecast model data from NCAR, NCEP, and FNMOC. + +Thematic Real-time Environmental Distributed Data Services (THREDDS) + +* http://thredds.ucar.edu +* http://thredds.ucar.edu/thredds/catalog.html +* XML based online data repository +* Multiple data formats supported (netCDF, HDF5, GRIB, NEXRAD, OPeNDAP, etc.) + + +Unidata Siphon +~~~~~~~~~~~~~~ + +What is Siphon? + +Open source Python library for downloading data from Unidata technologies THREDDS Data Server (TDS). +https://github.com/Unidata/siphon + +How to download the data? +Using the NCSS (netCDF subset service) module which accesses the xml catalogs on the TDS. + +What versions of Python are supported? +Python 2.7 & Python >= 3.3 + +Available via pypi, Binstar, and Github + +pvlib-python Forecast Module Objectives +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +The criteria for the module development were as follows (many were focused around object-oriented programming). + +* Simple and easy to use +* Comprehensive +* Flexible +* Integrated +* Standardized + +.. image:: images/oop.jpg + +Challenges +~~~~~~~~~~ +There were several challenges that were addressed when putting together the forecast module. + +* Data format dissimilarities between forecast models + * Forecast period + Many of the forecasts come at different intervals and span different lengths of time. + * Variables provided + The model share many of the same quantities, however they are labeled using different terms + or need to be converted into useful values. + * Data availability + The models are updated a different intervals and also are sometimes missing data. + +* Irradiance + * Cloud cover and radiation + Many of the forecast models do not have radiation observations or if they + do they are incorrect. Since it is necessary to have accurate radiation values + to calculate power output the model by default uses a basic radiation function + (Liu and Jordan, 1960) to generate more appropriate radiation values based on cloud cover. + +.. image:: images/diffuse.png + +.. math:: + + DNI &= {\tau} ^m DNI_{extraterrestrial} \\ + DHI &= 0.3(1 - {\tau} ^m)cos{\psi}DNI_{extraterrestrial} + +Liu, B. Y., R. C. Jordan, (1960). "The interrelationship and +characteristic distribution of direct, diffuse, and total solar +radiation". Solar Energy 4:1-19 + +Forecast Module Structure +~~~~~~~~~~~~~~~~~~~~~~~~~ + +Hosted on GitHub +https://github.com/MoonRaker/pvlib-python + +Existing functionality + * location + * Air mass number (atmosphere.py) + * Direct Radiation (clearsky.py) + * POA diffuse radiation (irradiance.py) + * Solar angles (solarposition.py) + * Conversion to power (pvsystem.py) + +Added functionality + * Unidata Forecast data (forecast.py) + * Cloud cover to diffuse radiation (irradiance.py) + +Model subclass +~~~~~~~~~~~~~~ + +Each forecast model has its own subclass. These subclasses belong to a more comprehensive parent +class that holds many of the methods used by every model. + +Within each subclass model specific variables are assigned to common variable labels that are +available from each forecast model. + +Here are the subclasses for two models. + +.. image:: images/gfs.jpg +.. image:: images/ndfd.jpg + +ForecastModel class +~~~~~~~~~~~~~~~~~~~ + +The following code is part of the parent class that each forecast model belongs to. + +.. image:: images/forecastmodel.jpg + +Upon instatiation of a forecast model, several assignments are made and functions called to inintialize +values and objects within the class. + +.. image:: images/fm_init.jpg + +The query function is responsible for completing the retrival of data from the Unidata THREDDS server using +the Unidata siphon THREDDS server API. + +.. image:: images/query.jpg + +The ForecastModel class also contains miscellaneous functions that process raw netcdf data from the THREDDS +server and create containers for all the processed data. + +.. image:: images/tempconvert.jpg + +Tests +~~~~~ + +The nose library is used to perform tests on the library modules to ensure that the library performs as +expected and as it was intended. + +.. image:: images/nosetests.jpg + + + + + + + diff --git a/docs/sphinx/source/images/diffuse.png b/docs/sphinx/source/images/diffuse.png new file mode 100644 index 0000000000..4366715da0 Binary files /dev/null and b/docs/sphinx/source/images/diffuse.png differ diff --git a/docs/sphinx/source/images/fm_init.jpg b/docs/sphinx/source/images/fm_init.jpg new file mode 100644 index 0000000000..d4fd4450f8 Binary files /dev/null and b/docs/sphinx/source/images/fm_init.jpg differ diff --git a/docs/sphinx/source/images/forecastmodel.jpg b/docs/sphinx/source/images/forecastmodel.jpg new file mode 100644 index 0000000000..be02b27831 Binary files /dev/null and b/docs/sphinx/source/images/forecastmodel.jpg differ diff --git a/docs/sphinx/source/images/gfs.jpg 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100644 index 0000000000..3cfa27d410 Binary files /dev/null and b/docs/sphinx/source/images/unidata.jpg differ diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 518f86a1a9..739a769afc 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -60,6 +60,7 @@ Contents self whatsnew comparison_pvlib_matlab + forecast_module pvlib diff --git a/docs/sphinx/source/pvlib.rst b/docs/sphinx/source/pvlib.rst index 8896f6dea2..c02bc2e3da 100644 --- a/docs/sphinx/source/pvlib.rst +++ b/docs/sphinx/source/pvlib.rst @@ -16,6 +16,14 @@ clearsky module :members: :undoc-members: :show-inheritance: + +forecast module +---------------- + +.. automodule:: pvlib.forecast + :members: + :undoc-members: + :show-inheritance: irradiance module ----------------- diff --git a/docs/sphinx/source/whatsnew/v0.3.0.txt b/docs/sphinx/source/whatsnew/v0.3.0.txt new file mode 100644 index 0000000000..5e174a660e --- /dev/null +++ b/docs/sphinx/source/whatsnew/v0.3.0.txt @@ -0,0 +1,21 @@ +.. _whatsnew_0300: + +v0.3.0 (October 22, 2015) +----------------------- + +This version only differs from 0.2.1 in that it adds a module that +can download weather forecast data from UNIDATA using the siphon +library . +Upgrade to this module is only necessary if you would like to access +UNIDATA forecast model data. + +Enhancements +~~~~~~~~~~~~ + +* Added ''forecast.py'' module which defines forecast model classes. + +Contributors +~~~~~~~~~~~~ + +* Derek Groenendyk +* Will Holmgren diff --git a/docs/tutorials/README b/docs/tutorials/README new file mode 100644 index 0000000000..7fd48b92fc --- /dev/null +++ b/docs/tutorials/README @@ -0,0 +1,16 @@ +In order to run these examples, you need to do the following: + +1. If you do not have an ipython profile, create a default one one using: + +ipython profile create + +2. Edit ~/.ipython/profile_default/ipython_kernel_config.py and add the line: + +c.IPKernelApp.matplotlib = 'inline' + +Now when you start an ipython notebook, you will not need to include the +ipython magic command "%matplotlib inline" to get inline figures. + +Why not include the magic command in these notebooks directly? These notebooks +are actually ran as part of the siphon test suite, and including the matplotlib +inline magic command causes issues on TravisCI. diff --git a/docs/tutorials/atmosphere.ipynb b/docs/tutorials/notebooks/atmosphere.ipynb similarity index 100% rename from docs/tutorials/atmosphere.ipynb rename to docs/tutorials/notebooks/atmosphere.ipynb diff --git a/docs/tutorials/notebooks/forecast.ipynb b/docs/tutorials/notebooks/forecast.ipynb new file mode 100644 index 0000000000..0f99fe8838 --- /dev/null +++ b/docs/tutorials/notebooks/forecast.ipynb @@ -0,0 +1,862 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# Forecast Tutorial\n", + "\n", + "This tutorial will walk through forecast data from Unidata forecast model data using the forecast.py module within pvlib.\n", + "\n", + "Table of contents:\n", + "1. [Setup](#Setup)\n", + "2. [Intialize and Test Each Forecast Model](#Instantiate-GFS-forecast-model)\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* Python 3.4.3\n", + "* IPython 4.0.1\n", + "* pandas 0.17.1\n", + "* matplotlib 1.5.0\n", + "* netcdf4 1.2.1\n", + "* siphon 0.3.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", + "Authors:\n", + "* Derek Groenendyk (@moonraker), University of Arizona, November 2015\n", + "* Will Holmgren (@wholmgren), University of Arizona, November 2015" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DareRock\\Anaconda3\\envs\\pvlibdev\\lib\\site-packages\\matplotlib\\__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", + " warnings.warn(self.msg_depr % (key, alt_key))\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "try:\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", + "\n", + "# built in python modules\n", + "from datetime import datetime, timedelta\n", + "import os\n", + "\n", + "# python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "try:\n", + " import netCDF4\n", + " from netCDF4 import num2date\n", + "except ImportError:\n", + " print('We suggest you install netCDF4 using conda rerun this cell')\n", + "\n", + "# for accessing UNIDATA THREDD servers\n", + "from siphon.catalog import TDSCatalog\n", + "from siphon.ncss import NCSS\n", + "\n", + "from pvlib.forecast import GFS,HRRR_ESRL,NAM,NDFD,HRRR,RAP" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Choose a location and time.\n", + "# Tucson, AZ\n", + "latitude = 32.2\n", + "longitude = -110.9 \n", + "tz = 'US/Arizona'\n", + "\n", + "start = datetime.now() # today's date\n", + "end = start + timedelta(days=7) # 7 days from today\n", + "timerange = pd.date_range(start, end, tz=tz)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Instantiate GFS forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# GFS model, defaults to 0.5 degree resolution\n", + "fm = GFS()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude , timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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l2zKTZCbf8knLSvJmQJZoKFPrxHE1fZ0eFEVJs/eIula8efNmDAwMQJIkiKKI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\nZLE5iQo3aO4JJMCMqmySYsP5dGsjJxR8KNZ66sYlzKjK9OZbXT0xFwn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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data['temperature'].plot()\n", + "plt.ylabel(fm.var_stdnames['temperature'] + ' (%s)' % fm.var_units['temperature'])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cloud_vars = ['total_clouds','low_clouds','mid_clouds','high_clouds']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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sAN/4xjcAePnllwHYtWsXX/va1wBwuVxMmjSJkpLD+weYpglEkrV/+Zd/ASA1NZUpU6YA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\nv43RaGTq1Kns27cPf39/d5OFA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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot()\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('GFS 0.5 deg')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "total_cloud_cover = data['total_clouds']" + ] + }, + { + "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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6Jb6lpaW0t7f3+7pOdTX28BGYrS39/m5CRERERPKI4xBdnJmKNHQ/cNi/Pmnfe6Qffvhh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\ndvSI8UXNuX4t9qNHyv25HhePp3cfPH0HoNevj3PTRpzr1+DIOIBr5XJ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "total_cloud_cover.plot(color='r', linewidth=2)\n", + "plt.ylabel('Total cloud cover' + ' (%s)' % fm.var_units['total_clouds'])\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('GFS 0.5 deg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Instantiate GFS forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# GFS model at 0.25 degree resolution\n", + "fm = GFS(res='quarter')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude , timerange)" + ] + }, + { + "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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TAMjNzeWCCy7g+uuvZ+XKldTU1IRnYuTBRIyjDkdjM/aoiGCHIyIiIiLSKzpb2fGHr7/+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ObnpTBqEWzb5gvfuMorr0xxHAUPCuGonx/68aOM7u4BqAy2evr66R2K8NP/4mGe/to1rl6c48mv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\nsZxkUL9Wr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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot(ls='-', linewidth=2)\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('GFS 0.25 deg')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Instaniate NAM forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fm = NAM()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tTz/9NFdeeSXFxcVMnDjxsN57ZoY80ogUj3DELPvVZp4lL9nLaIhVq23I1Dqj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\nKp1lWXjsscegqioefPBB3HnnnViwYAFM08TTTz+NW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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot(ls='-', linewidth=2)\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('NAM')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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pZnrq0IpIFmaGgDRi1PpogMOMyBxG41kk0nn4Ghxo8qtf68/SDmuatrSjra0N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\nD86cOUNiYiI9evSgoKCAOXPmEB0dzcmTJ8nNzcXW1hYvLy9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DM/f9+vWjW7dufP755w+t\nf/HixRgMBiZNmoTBYMDMzIyPPvqIFStWsGDBAurr69Hr9cbr8LDzMX36dMaNG4ejoyN+fn507dqV\noqIivL29OXnyJEOGDGn5BAshxCMyUw+bqhFCCNFhlJWV8dZbb7F582ZTl/JUvP7666xevVq2vxNC\nfC+ytEMIIQSurq4MHTqUAwcOmLqUJ+6LL75g+PDh0kQLIb43mZEWQgghhBCiFWRGWgghhBBCiFaQ\nRloIIYQQQohWkEZaCCGEEEKIVpBGWgghhBBCiFaQRloIIYQQQohW+B8Gh+DIrD3e3QAAAABJRU5E\nrkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data['ghi'].plot(linewidth=2, ls='-')\n", + "plt.ylabel('GHI W/m**2')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Instantiate NDFD forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fm = NDFD()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "total_cloud_cover = data['total_clouds']\n", + "temp = data['temperature']\n", + "wind = data['wind_speed']" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 100)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fSzQUgMiSfclluacc7t8nx7atZscBcJrt9xPyvD1XkpTR60GT0wB/ltH19FZ4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\n8ePHOXLkCCaTif379//lPgwYMKDLY2dn5y6P29v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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "total_cloud_cover.plot(color='r', linewidth=2)\n", + "plt.ylabel('Total cloud cover' + ' (%s)' % fm.var_units['total_clouds'])\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('NDFD')\n", + "plt.ylim(0,100)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CK80psAnwUP5GjfF0vBittBT7rLdVxxGiQuSoufBivjUyLS2NnTt3cuWVV5KX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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp.plot(color='r', linewidth=2)\n", + "plt.ylabel('Temperature' + ' (%s)' % fm.var_units['temperature'])\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')') " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/EmnSNOPfeskEmlghIiLJFl857p7Zm/GgBivHXq+Xk046ia5duzJ48GA2btyI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\nkffogzQ/6hByXpwK4XDyM2S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Oa/zjd8L698aQl4er32O4ho4otWNXZMVvEIKW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\nmF5cCqlf/ZL61T+pX/0K5Pqt8N+Vhw8f5rnnnmPx4sUkJydz9uxZ7rn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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wind.plot(color='r', linewidth=2)\n", + "plt.ylabel('Wind Speed' + ' (%s)' % fm.var_units['wind_speed'])\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')') " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Instantiate RAP forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fm = RAP()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RuPPOO7n22muZM2cOzzzzDFFRUaxcuZKSkhL+8pe/8Morr7B161aCg4OpqKgA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\nKtpb+3n3td3s2tbEknNzSUqRbobBwpKaxOz772Xrg4+S1F6D5+nfsc1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p5EyNl9GNEcPD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\nf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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot(ls='-', linewidth=2)\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('RAP')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Instantiate HRRR forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fm = HRRR()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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o4ZzlF9dR39ROUmw4k0bHAMctf5uq2Z8zCUlMxIgdTpjh5vD2wkCXIyIiIiJD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\n68bf+FrbPHDfSP75f2upPFZO9vpjdOwQzqgRXYyOJYRHKPqZY9JaWG1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bgNIVy3FVVxuc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WHOnDmcPXuWmpoa1qxZQ2ZmJo6OjtjZ2Uk2jUir1WJjY8PGjRs5efIk5eXlDB8+nJiYGKD+csTC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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot(ls='-', linewidth=2)\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('HRRR')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Instanciate HRRR ESRL forecast model " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\programmingfolder\\repositories\\pvlib\\pvlib\\forecast.py:539: UserWarning: HRRR_ESRL is an experimental model and is not always available.\n", + " + 'available.')\n" + ] + }, + { + "ename": "HTTPError", + "evalue": "404 Client Error: Not Found for url: http://thredds-jumbo.unidata.ucar.edu/thredds/catalog/grib/HRRR/CONUS_3km/surface/catalog.xml", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mHTTPError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mHRRR_ESRL\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32mc:\\programmingfolder\\repositories\\pvlib\\pvlib\\forecast.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, set_type)\u001b[0m\n\u001b[0;32m 558\u001b[0m \u001b[1;34m'high_clouds'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 559\u001b[0m 'ghi', ]\n\u001b[1;32m--> 560\u001b[1;33m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mHRRR_ESRL\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mset_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 561\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 562\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\programmingfolder\\repositories\\pvlib\\pvlib\\forecast.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, model_type, model_name, set_type)\u001b[0m\n\u001b[0;32m 130\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mParseError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel_name\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m' model may be unavailable.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 132\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTDSCatalog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_url\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 133\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatasets_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatasets\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 134\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_dataset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\programmingfolder\\repositories\\siphon\\siphon\\catalog.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, catalog_url)\u001b[0m\n\u001b[0;32m 57\u001b[0m \u001b[1;31m# get catalog.xml file\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[0mresp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcatalog_url\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 59\u001b[1;33m \u001b[0mresp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_for_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 60\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[1;31m# If we were given an HTML link, warn about it and try to fix to xml\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\Users\\DareRock\\Anaconda3\\envs\\pvlibdev\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mraise_for_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 835\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 836\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhttp_error_msg\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 837\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mHTTPError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhttp_error_msg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 838\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 839\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mHTTPError\u001b[0m: 404 Client Error: Not Found for url: http://thredds-jumbo.unidata.ucar.edu/thredds/catalog/grib/HRRR/CONUS_3km/surface/catalog.xml" + ] + } + ], + "source": [ + "fm = HRRR_ESRL()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# retrieve data\n", + "data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cloud_vars = ['total_clouds','high_clouds','mid_clouds','low_clouds']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "for varname in cloud_vars:\n", + " data[varname].plot(ls='-', linewidth=2)\n", + "plt.ylabel('Cloud cover' + ' %')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", + "plt.title('HRRR_ESRL')\n", + "plt.legend(bbox_to_anchor=(1.18,1.0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "data['ghi'].plot(linewidth=2, ls='-')\n", + "plt.ylabel('GHI W/m**2')\n", + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/notebooks/forecast_to_power.ipynb b/docs/tutorials/notebooks/forecast_to_power.ipynb new file mode 100644 index 0000000000..453d0b3229 --- /dev/null +++ b/docs/tutorials/notebooks/forecast_to_power.ipynb @@ -0,0 +1,1208 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecast to Power Tutorial\n", + "\n", + "This tutorial will walk through the process of going from Unidata forecast model data to AC power using the SAPM.\n", + "\n", + "Table of contents:\n", + "1. [Setup](#Setup)\n", + "2. [Load Forecast data](#Load-Forecast-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", + "* Python 3.4.3\n", + "* IPython 4.0.1\n", + "* pandas 0.17.1\n", + "* matplotlib 1.5.0\n", + "* netcdf4 1.2.1\n", + "* siphon 0.3.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", + "Authors:\n", + "* Derek Groenendyk (@moonraker), University of Arizona, November 2015\n", + "* Will Holmgren (@wholmgren), University of Arizona, November 2015" + ] + }, + { + "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": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\DareRock\\Anaconda3\\envs\\pvlibdev\\lib\\site-packages\\matplotlib\\__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", + " warnings.warn(self.msg_depr % (key, alt_key))\n" + ] + } + ], + "source": [ + "# built-in python modules\n", + "from datetime import datetime,timedelta\n", + "import inspect\n", + "import os\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", + "from pvlib import solarposition,irradiance,atmosphere,pvsystem\n", + "from pvlib.forecast import GFS,NAM,NDFD,RAP,HRRR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Forecast data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pvlib forecast module only includes several models. To see the full list of forecast models visit the Unidata website:\n", + "\n", + "http://www.unidata.ucar.edu/data/#tds" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Choose a location.\n", + "# Tucson, AZ\n", + "latitude = 32.2\n", + "longitude = -110.9\n", + "tz = 'US/Mountain'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define some PV system parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "surface_tilt = 30\n", + "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", + "albedo = 0.2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "start = datetime.now() # today's date\n", + "end = start + timedelta(days=7) # 7 days from today\n", + "timerange = pd.date_range(start, end, tz=tz)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Define forecast model\n", + "fm = GFS()\n", + "#fm = NAM()\n", + "#fm = NDFD()\n", + "#fm = RAP()\n", + "#fm = HRRR()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Retrieve data\n", + "forecast_data = fm.get_query_data(latitude, longitude, timerange)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the downloaded version of the forecast data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " temperature wind_speed total_clouds low_clouds \\\n", + "2016-01-07 23:00:00-07:00 5.149994 4.432889 93 13 \n", + "2016-01-08 02:00:00-07:00 3.550018 2.435837 67 0 \n", + "2016-01-08 05:00:00-07:00 2.850006 3.980565 37 4 \n", + "2016-01-08 08:00:00-07:00 2.850006 4.580174 5 4 \n", + "2016-01-08 11:00:00-07:00 12.250000 4.284344 5 3 \n", + "\n", + " mid_clouds high_clouds dni dhi \\\n", + "2016-01-07 23:00:00-07:00 93 0 0.000000 0.000000 \n", + "2016-01-08 02:00:00-07:00 67 0 0.000000 0.000000 \n", + "2016-01-08 05:00:00-07:00 35 0 0.000000 0.000000 \n", + "2016-01-08 08:00:00-07:00 0 0 56.671207 38.295502 \n", + "2016-01-08 11:00:00-07:00 2 0 714.975749 102.041911 \n", + "\n", + " ghi \n", + "2016-01-07 23:00:00-07:00 0.000000 \n", + "2016-01-08 02:00:00-07:00 0.000000 \n", + "2016-01-08 05:00:00-07:00 0.000000 \n", + "2016-01-08 08:00:00-07:00 43.816387 \n", + "2016-01-08 11:00:00-07:00 475.021352 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forecast_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": "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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ZA18DfOVfz+O/fesC3rh2YPWhOM6b23lspot4662pgVa1zjQv9Nzgpq+Nnf5W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\nvXv5sXJrmVtOO6zzgveBx39nwQFWHpyarPYwPJKiKDw0bTBVpxpYX1h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9weCmDjotBOeA16W2ddJutKtUT8BUav9N0cXx0OlTC1zpzKLQvzk33XQTVqxY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ghi = forecast_data['ghi']\n", + "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 the forecast times, 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\n", + "\n", + "The approach here follows that of the pvlib tmy_to_power notebook. You will find more details regarding this approach and the values being calculated in that notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Solar position" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the solar position for all times in the forecast data. \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": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# retrieve time and location parameters\n", + "time = forecast_data.index\n", + "a_point = fm.location" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "solpos = solarposition.get_solarposition(time, a_point)\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": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dni_extra = irradiance.extraradiation(fm.time)\n", + "dni_extra = pd.Series(dni_extra, index=fm.time)\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": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "airmass = 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": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "poa_sky_diffuse = irradiance.haydavies(surface_tilt, surface_azimuth,\n", + " forecast_data['dhi'], forecast_data['dni'], dni_extra,\n", + " solpos['apparent_zenith'], solpos['azimuth'])\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": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "poa_ground_diffuse = irradiance.grounddiffuse(surface_tilt, 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": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "aoi = 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": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ucdUY8TjRQwfzPKrComsRVFf6yRcAVbpRFTQJtIchXQtj8/rwTKgleuAAiUAg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TrSbE2Etio7zDvhzcyA6Dq08XEAwOHjCzA0BRdOlbFtKxeCM3MBHv3RqVW/h6HoUIkKR+wq2MN7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\nQggRBP8DJ8hwfmkSLOsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "poa_irrad = irradiance.globalinplane(aoi, forecast_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": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1ZHUxobZz5Si0N+3Xp12AMYFmvLFrFdZ1bQQAhAMiZDUJTaeLlnLlbEw+oHPD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\nRx+xZ88eUlNT0el06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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature = forecast_data['temperature']\n", + "wnd_spd = forecast_data['wind_speed']\n", + "pvtemps = pvsystem.sapm_celltemp(poa_irrad['poa_global'], wnd_spd, temperature)\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": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sandia_modules = pvsystem.retrieve_sam(name='SandiaMod')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a particular module" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", + "sandia_module" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run the SAPM using the parameters we calculated above." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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D6QhoPMLLZRSc0pfHa4cKME0+qETh2Uea0g4yi2h3HyQSEs45rQ8TUzpPzUJEazghWzrQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sapm_out = pvsystem.sapm(sandia_module, poa_irrad.poa_direct, poa_irrad.poa_diffuse,\n", + " pvtemps['temp_cell'], airmass, aoi)\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": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cec_modules = pvsystem.retrieve_sam(name='CECMod')\n", + "cec_module = cec_modules.Canadian_Solar_CS5P_220M" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", + " 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": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "single_diode_out = pvsystem.singlediode(cec_module, photocurrent, saturation_current,\n", + " resistance_series, resistance_shunt, nNsVth)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CL7sC9UjE2fG2G2EgLRE/msRkwml+YFAX5wvdMKFFlLIfsVco7ZCHm5HuP8H+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\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": 26, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sapm_inverters = pvsystem.retrieve_sam('sandiainverter')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a particular inverter" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "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": 27, + "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": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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lfhUA4KnDL0SypqRhOTaY6gSyA5tJsypHaVexMF5xd2aKRgFAa3K+atKwT1Ba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\njopsBEFeQCtbgsLVkkHbM9k0Tfzt3/4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8YZOpGlWB2mE6btJVMR2t52ouZUBwhQIrAnJU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Xv/uIHHl29xpVTbK++2s6V9gLPnNXPKBCstAEu286ufPpnWpjgvvr2bF13Yy9EzkOUPf95OMhYc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\nEXmIk2kiIiIiIg/9D1T7Zb7Kw+fPAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_acs = pd.DataFrame()\n", + "p_acs['sapm'] = pvsystem.snlinverter(sapm_inverter, sapm_out.v_mp, sapm_out.p_mp)\n", + "p_acs['sd'] = pvsystem.snlinverter(sapm_inverter, single_diode_out.v_mp, single_diode_out.p_mp)\n", + "\n", + "p_acs.plot()\n", + "plt.ylabel('AC Power (W)')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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5VeoYR3MRwAbctGs3Ak2VmXE9VsbZ598G/MqEBOYqduyNZl0FsRACe/bswQ9/+EMAwMTE\nBD75yU/ij//4jxGNRvHggw8il8shm81icHAQfX19l328WCxVfHJJAgEXZmc5811OlTzGT13Ud8Q2\nWoMlzfiut/Tg4t/djCHrP+N7p/8RDcKF65qvKdnjv55KHmej4BiXH8e4/Cp5jOMiChSscGiOis24\nVq8e57qCFxlbDBeHZ+FpsEtMZhyX++FiXW3XLneqVlNTEw4dOoSDBw/izjvvxOHDh2Gz2dbz8EQV\nrz+qr+fqcJf29CCzyYSP33otXNO/vtqO7SLbsRERvaHI4hJQl4RDazTkqZ+N1iAUk8DJiRHZUWrC\nmgvicDiMRx999LK33X777fi7v/s7fP/738c73vGO0qUkqhATiUkAwM5QV8kf22G34o9uvQHKyF4U\nhIa/PvFNRFKzJX8eIiIj+NWEPmnQVCf3QIdyaV+eeOmPsiDeDDyYg2gdFgqzEAUzdraU53z5Fn8D\nPvr2m6AO70KmkMb/ePFvkMgny/JcRETV7MKcfsWuy1N8C8xKtmP55L2J+KTkJLWBBTHRGmXUHPKW\nOCx5L+y28vXX3t3jx217bkJ+sgdz2Tk8fOJbyLMdGxHRK0yl9EJxV3OX3CBlsqelC0IAMZVXCjcD\nC2KiNTo3MwJFEfCaijuyeT1+87p2XO97K9S5ZgwuDeN/nWU7NiKiSy1pUUAzYXvQmDPE9TY7LKoT\nOWsMebUgO47hsSAmWqPT0/o6rrCztezPpSgKfv8/70B75j9BS3jw/MyL+NHQv5X9eYmIqkEym4Vq\nXYJN9cJiXncH2arhNjVBsajon56SHcXwWBATrdHo0gQAYGvT5jSAt1pM+IN3X4P6ybdAy9TjR8NP\n4NmpX27KcxMRVbKXJkagmAR8lqDsKGXV6tAnYE7PsOtQubEgJlqjaG4GQijYE+7atOf0OOvwh797\nHcTgdRCqBY+c+x4uxAY27fmJiCrR2dlhAEC7q/xX7GTa4m8HAAwvTkhOYnwsiInWQBMaMuYYTFkn\nmlwNm/rcnc0u/F9vvw65C9dA0wQePvltzCQjm5qBiKiSjC/pG+q2BYx1ZPOrvSncAwCIZmckJzE+\nFsREazASmwFMBTTAL+X5r98Rwm/v2Yvc0C6kC2l85cQ3kMixHRsR1aZ5dRZCAFeHu2VHKaugywdF\nrUNKmefG6jJjQUy0Bi9NDQIAQvUt0jL87lu7cZXvTchP9CKamcPDL30L+UJeWh4iIhlUrYCsJQZz\n3oWGunrZccrOIfyALY3JhQXZUQyNBTHRGgzOjwEAer3y2vuYFAX/5Xd2IpS7GupcCwYXh3Hs7HFo\nQpOWiYhos12YmYRiVuHehBaYlSC4fBLfyQlurCsnFsREazCdmQYA7GmVe3nObrPgE7ddDdvUNdDi\nPvwycgL/xHZsRFRDTk0PAwBaJF6x20zdyxMxF+dHJScxNhbERGuQwBxE1o6ugJw1xJcKeOvx8d+9\nGurArwFZB/738P+HZ6Z+ITsWEdGmGF4YBwBs8Rt7Q92K3c36RMx0elpyEmNjQUx0BfPpRQhzFvZC\nI0wmRXYcAMC2Dh/e97bdyPTvhVKw4jvn/g798xdlxyIiKrvIcseFq5c7MBjdlmALUDDrJ/NR2bAg\nJrqCExP6hjp/XWU1gL/pmjDetnMrMuevgaYBXz91DNNJtuYhImNLmeaAfD1aPF7ZUTaF2WSGreBD\nwRZHPJORHcewWBATXcGFOX3dVpc7LDnJax14ex+2+nqQG9yFtKq3Y4vnErJjERGVxeTCHGDJokE0\nyo6yqRotQSiKwEsTw7KjGBYLYqIrmEjoZ8jvCFVev0uL2YS73r0HjYVe5Cd6MZeZx8Mnv4kc27ER\nkQGdmNQ7LQSWOy/UipUT+c7NjkhOYlwsiImuYKEwC6FasaOlMnc0O+ut+MRtV8E8uw3aXCuGlkbx\n7bPfZTs2IjKci8tX7LoltsCUYXuwEwAwnpiUnMS4WBATXUY6n4FqjsOS86C+zio7zhsKB5z48O/s\nRm5wN5SUHy9GTuKHg/8iOxYRUUlNp/UrdrtbamND3Yqrwp0QQkFMjciOYlgsiIku42xkBFAArzkg\nO8oVvamvCe+5cQtS566GWXXiX0d+jJ9NPic7FhFRySyJOQjVir5As+wom8phs8OScyFrXoCqFWTH\nMSQWxESXcXZmGADQ6qzM5RKv9tv7OrFvazuSp6+BWdThb/sfw7n5C7JjERFtWDyTgmZNoE71wWyu\nvfLFbWqCYi7gwsyE7CiGVHvvKKJ1GFnS12tt83dKTrI2iqLgzt/ajk5fM1Jn3wQI4OsvHcNkgg3d\niai6nVzeUNdorawWmJulxaFPzKyc1EelxYKY6DLmcjMQmgl7wtVREAOAzWrGH9x2FVwIITOwG5lC\nBn998htYysVlRyMiKtpKh4UOV+W1wNwMWxrbAQDDi5whLgcWxERvoKAVkDEtQMm44HfXy46zLj5X\nHT7+nj1QFtqAqa2Yz8Tw1ZPfRK6Qkx2NiKgo43H9it32UG0c2fxqKyfzRTK84lcOLIiJ3sDIwhRg\n0uBU/FCUyjiyeT16Wz344G9tR3qsG9alDowsjeFbZx5lOzYiqkqxwqx+xa61eq7YlVKz1wvk6pEy\nzcuOYkgsiInewEtT+nq1UH317mZ+y+5m/NabO7HUvx32XBC/mj2Fxwf+WXYsIqJ1yRfyyJsXYMl5\n4KizyY4jjUP4AUsW00ssikttzQXxiRMncOjQIQDA2bNn8b73vQ8f+MAH8KEPfQjz8/oLc/z4cdx2\n2204cOAAnnzyybIEJtosg7FxAECvt11yko257Td6cVVPALGXdqNeePDE6FP4ycTPZcciIlqzczNj\ngEnAY2qSHUWqlRP6TkwMSk5iPGsqiI8ePYojR44gn9ePg73vvvvwJ3/yJ/j2t7+NW265BV//+tcR\njUZx7NgxfPe738XRo0fxpS99afX+RNVoJj0FIYDdLV2yo2yIyaTgw7fuQovXi9jJq1Gn1OP4+b/H\nxblh2dGIiNbk9Iy+oa6loTpaYJZLt0ffUHhxfkxyEuNZU0Hc2dmJhx56aPXrBx54ANu2bQMAqKoK\nm82GkydPYu/evbBYLHA6nejq6kJ/f395UhOVmRACCcwBWQc6gz7ZcTasvs6CT7z3KjgUN5IXdkAT\nGp4Z+6XsWEREazK8qBeAff7a3FC3YldzNwBgKjUlOYnxrKkgvuWWW2A2m1e/bmrSL1m88MIL+M53\nvoM777wTiUQCLpdr9T4OhwPxONs8UXWKpuchzHnYC42wGKQBfMjnwEd/dzcKi35AKDg9c1F2JCKi\nNYlmIxACuDrcLTuKVFubmyFUK5a0qOwohmMp9ht/9KMf4eGHH8bXvvY1+Hw+OJ1OJBKJ1T9PJpNw\nu92XfQyfzwGLxXzZ+1SiQMB15TvRhsge4+dOnQIAhBwt0rOU0m8EXJhL5PCdwWcxpIzC46uDzVK7\nG1Q2g5HeP5WKY1x+MsdYExrS5nmYck7s7G2pyq4/a7WWcbYXfMjWRVDvMsNpd2xCqtpQVEH8+OOP\n4/jx4zh27Nhq0XvVVVfhwQcfRC6XQzabxeDgIPr6+i77OLFYqpinlyoQcGF2ljPf5VQJY/zisH7c\ncdjRLD1LqV3V5cMjJ30wOZfwy6Fz2OKt7RmXcqqE97LRcYzLT/YYjy5MAyYVDuFHNJq48jdUqbWO\ns8ccQAQR/Pill7Cva+cmJDOOy/3Ase6CWNM03HfffWhtbcXHPvYxKIqC66+/Hh//+Mdx6NAhHDx4\nEEIIHD58GDYbZ56oOk0k9QbwO0NdcoOUgcdZB6cWQgYjuLgwxIKYiCraypHNIXv1tsAspXZnKyKZ\n0zg3O8KCuITWXBCHw2E8+uijAIBnn332de9z++234/bbby9NMiKJFgtRiIIN21uN+QG8xdeFU3gO\nZ2cHsL/rZtlxiIje0MByR4Ueb5vkJJVhe6ATvxwDxpZP7qPSMMZuIaISSuaSUM1JWPJeOOxW2XHK\nYke4BVqmHqOJMZ5cR0QVbTqtd1TY3cKrWQCwJ9wBoZkwn5+VHcVQWBATvUp/dBSAvk7LqPravNAS\nPuREBjMpfqgSUeVKiDmInB09odo+lGOFy2GHOetGzryAglaQHccwWBATvcqZ5QbwbQ2tkpOUT4vf\nAWvWDwAYXBiWG4aI6A3MpxehWTKoU30wm1iyrHCZmgCThovRcdlRDIPvLqJXGV3SP2D6mozbAN6k\nKOj16Zcfz0Z5BCgRVaaXljfUNdlCkpNUlpZ6fX/LqelhuUEMhAUx0atEcxGIghm7W429geNN7T0Q\nqgUXF4ZkRyEiel39Uf2KXYc7LDlJZeltbAcADC1whrhUWBATXSJfyCNrWoSScSPgNXbD8109TdAS\nXsQLC1jKsY8rEVWeiYS+oW5HsFNykspyVbgbQgCRzIzsKIbBgpjoEiOLU4Ai0AC/oU9DAoC+di+Q\nbATAdcREVJkWCrMQqhU7WzlDfKnWRg+QbUBKmYMQQnYcQ2BBTHSJU1P68oHmemP2H76UzWpG0KZv\nHDw/z2UTRFRZ0vkMVEsclpzHsC0wi2VSFDhEI4Q5j5nEnOw4hsCCmOgSgwvLDeB9xl4/vGJHoAdC\nU3BubkB2FCKiVzgX0dcPe0zGbYG5EYHljYYnpzihUQosiIkuMZOegRAKdrd0yY6yKba3+SFSbkSy\nM8gVcrLjEBGtOrNcEIedLZKTVKZOj76M5OLcqOQkxsCCmGiZJjQkMQeRaUBn0CM7zqbobfOgEPdB\nQMPI0pjsOEREq0aWW2Bu9XND3evZ1ay3zpxMTUlOYgwsiImWRZJzECYV9oIPVotZdpxN4XbY4IZ+\n2e0iN9YRUQWZy0UgNBN2h43bE34jtraEIHJ1WCpEZUcxBBbERMvORIYBAE3W2moA37d8QMeZWa4j\nJqLKoGoqMqYYlIwLAY+xW2AWq85qhjXvRcGSQjyXkB2n6rEgJlp2fna5Abynttr77Aw3Q8s4MJYY\ngyY02XGIiDAcmwQUASeaDN8CcyN8Fn3D4dmZEclJqh8LYqJlk0l9HdauUJfcIJusr90LLe5FHllM\nJyOy4xAR4fTykcQhu/FbYG5Em0tvnXk2woJ4o1gQEy1b0KLQsnb0tdRWi5+Qrx62XBMAYGCR7XuI\nSL6BmL7Jd+WIYnp925r0DYdj8UnJSaofC2IiAEu5OAqmNCw5L1wOm+w4m0pRFHQ69U0rZ2cHJach\nIgIimWkIgZppgVmsna1tEAUz5vO8urdRLIiJAJyP6n0cvebamh1esaulE0K1YmBxWHYUIqpxmtCQ\nwByQaUBn0Cs7TkVrdNmhZNzImhaRK+Rlx6lqLIiJAJxd7jBRqw3gV9YRJwqLWMguyo5DRDVsNjW/\n3AKzERYzy5TLURQFLqUJUASGYxOy41Q1vtOIAIwu6uuvtjbVZr/LzpALSDYCAAYXuTmDiOQ5Pa3v\nZWiy1VYLzGI1O/SNh6emuQdkI1gQEwGYy89AqBbsbKmtlmsrrBYTWuz63/38HNcRE5E8K0vYaq0F\nZrF6ffrGw6GFcclJqhsLYqp5GTWLrLIEpN0INtZuA/jtgW4ITcE5FsREJNFEUr9it7PGWmAWa09L\nF4SmYCYzLTtKVWNBTDVvdGkCUACn0gRTDTeA39buh5b0IJqbQUbNyo5DRDVqsaC3wNzaEpQdpSq0\nBdxAxokU5nm40gawIKaad3paXzPbXOMN4LeEPdASXggIjCyNyY5DRDVoKRdHwZyGNeeFs94qO05V\nsJhNsGs+CFMBM8lZ2XGqFgtiqnmDyw3gexrbJCeRy1lvhVfRu2xcXODmDCLafP3LJ655LbXZArNY\nKxsQV074o/VjQUw1L5KZgdAU7GrplB1Fuq2NXQCAM7MDcoMQUU1abYHZ0Co3SJXp9OgTOhfmeHWv\nWGsuiE+cOIFDhw4BAEZHR3Hw4EG8//3vx7333rt6n+PHj+O2227DgQMH8OSTT5Y8LFGpFbQCkpiH\nSLvQEXTLjiPdjnAztLQD48kxrkUjok03unwE8bZAbbbALNbOkD6hM5nkEc7FWlNBfPToURw5cgT5\nvH4Kyv3334/Dhw/jkUcegaZpeOKJJxCNRnHs2DF897vfxdGjR/GlL31p9f5ElWomFYFQCrAXfKiz\nmmXHka7TYUamAAAgAElEQVSvzQMt4YOKPCYT3LFMRJtrLh+BUK3Y0cqWa+vR1xKAlrVjUYvKjlK1\n1lQQd3Z24qGHHlr9+vTp07j22msBADfeeCN+9rOf4eTJk9i7dy8sFgucTie6urrQ399fntREJXI2\nove79Nu4mxkAAt561OX0tXs8xpmINlNGzSBn0ltgBrz1suNUFWe9FZacFwVTBovZJdlxqtKaCuJb\nbrkFZvPLs2dCiNXfNzQ0IJFIIJlMwuVyrd7ucDgQj8dLGJWo9M5H9Q0cnW7ORgD6MaBdbv1SJdcR\nE9FmGl7Qjx52Kf6aboFZLJ9Zn8xYOdiE1sdSzDeZTC/X0clkEm63G06nE4lE4jW3X47P54DFUn2X\nqQMB15XvRBuyWWM8nZ4BAOzbur0mX9fX+ztfv6UPF8etGI6P1OSYlBrHsPw4xuW3GWP8z4P6+tcO\nT1vNvqYb+Xv3+Dswl34JQ0sT+O03vaWEqWpDUQXxzp078fzzz+O6667D008/jX379mHPnj144IEH\nkMvlkM1mMTg4iL6+vss+TiyWKiq0TIGAC7OznPkup80aYyEE5vMz0HIOBB0NNfe6vtE4hxvroZ3z\nIWGN4PzYGHx2r4R0xsDPi/LjGJffZo3x6Un9qlS7s7UmX9ONjnOXK4zn08D5yEhNjt9aXO4HjqIK\n4rvvvhuf/exnkc/n0dvbi/3790NRFBw6dAgHDx6EEAKHDx+GzWYrOjRRuS1kF6GZcjBn/fA462TH\nqRjtQSeUVCPgi2BwcRh77W+SHYmIasBMdgZCmLCrhR0mirG9pQVi0op5LSI7SlVac0EcDofx6KOP\nAgC6urpw7Nix19zn9ttvx+233166dERldHFeX2fFBvCvZDGb0GJvwwzO4dzcIPaGWBATUXmpmooU\nYhApF9prdLnERgUbHUDajaxrDhk1A7vFLjtSVeHBHFSzzi6fiNTGBvCvsTPYDaGZcH5+UHYUIqoB\nk8kZQNFQr/lgYwvMopgUBU74AQAji+xHvF4siKlmjS7pO5q3sgH8a2xrb4SW9CCam0VGzciOQ0QG\nd3ZmGMDLRxBTcZrrWwAAZ5bHk9aOBTHVrLlcBCJvw9bmZtlRKk5vqwci7gUgMLTEFj5EVF4rRw53\nedskJ6luPY36+A3GeITzerEgppqUyqeRMyUg0m60+B2y41Qch90Cn0mfabgYG5KchoiMbio5BSGA\nnaEu2VGq2q7mDgjNhJkMTxpdLxbEVJNWlku44IfZxH8Gr2ervxsAcGaW64iJqHw0oWFJm4XINKCn\n2Sc7TlXrCLohUk4kEUNBK8iOU1VYCVBNWllfFarncok3srMtBC3dgInUOD9Yiahs5tIxaCYVlpwX\n7ga2a92IOpsZdQUfoGiYSs7IjlNVWBBTTRqMjQMAen3tkpNUri1tHmhxHwrIYyI5JTsOERnUheUW\nmD5LUHISY1jZmNg/y/0f68GCmGpSJDMNUTBhRws3cLwRv9sOu6r3aB5YGJYbhogM61xkGADQ7mIL\nzFLo8IQBAOejLIjXgwUx1Zy8piKJGETahY6gW3aciqUoCnrcnQCAs7MDktMQkVGNxfWeudvYArMk\ndgQ7IQQwmWQv4vVgQUw1ZyoxDSgCdWoj6uuKOr28ZuxsaYPI2zC4NAIhhOw4RGRA8/kItKwdfc1c\nMlEKvc2NEBkHFrQoP7fXgQUx1Zz+5ctITXX88L2Sre0+aHEf0loC85kF2XGIyGCWcnGopjSUjBsh\nH1tgloLPVQdT1gtNyWE+E5Mdp2qwIKaac2G5IO50hyUnqXxtwQYo6UYAwODisNwwRGQ4wwv6BmeX\n0gSTSZGcxhgURYHX3ATg5Q3kdGUsiKnmTC43gN8R7JQdpeKZTSaE6/WNh/1z7EdMRKV1NjICAGhh\nC8ySCjv1DYpnlzcs0pWxIKaaogkNi1pUbwDfwgbwa7Er1A2hmdA/z4KYiEprZYZ4i58TFKW0tUnf\noLhyCBVdGQtiqilz6Rg0JQ9TxgOfq052nKqwtb0RWsKD+fws0mpadhwiMpBIdhpCtWJbc4vsKIay\ntTkEkavDXD4iO0rVYEFMNWUgpq8f9poDUBSuV1uLnhY3REKfTR9aZF9LIiqNjJpBRlmClnKhPeiU\nHcdQWpsaINJu5JQkEvmk7DhVgQUx1ZT+WX29WpuLG+rWqr7OAr9ZX492ITYkOQ0RGcV4XD8Bs15r\nhN3GFpilZDGb0CD0DdFjS+xHvBYsiKmmjC5/MGxt4pHN67GtqRsAcIYHdBBRifRH9QmKQF1IchJj\nCtn1ZSjnlieC6PJYEFNNmctHIHJ12NrCD+D12NEWhJZyYio9gYJWkB2HiAzg4twYAKDb0yY5iTH1\nNOrjOhgbk5ykOrAgppoRzyWQV1IQKTda/GwAvx5bwh5oCR8KUDGe4OU3Itq4qfQUhGbCjmZesSuH\n7aEwRMGMmfS07ChVgQUx1YyRJb29jxN+WMx8669Ho9sOhxoAAAwscB0xEW2MqqlIaPMQKRc6Qx7Z\ncQypI+SClnIhKRaQK+Rlx6l4rAqoZvRH9A4JoXq29ylGj7cLAHBmlv2IiWhjppMRCEWDOeeB12mT\nHceQXA4bbHkfoAhMJTlLfCUsiKlmDC7o66h6G3l5rhi7WsIQuToMLY1ACCE7DhFVsYHlda2N1iBb\nYJaR3xYEAFyc5zriK2FBTDUjkpmBUC3YHmqVHaUq9bX7oCW8yIgk5jIx2XGIqIqttMDsYAvMsupw\n6+N7Icoe8lfCgphqQraQQ0osQEu50NHskh2nKoWbGmBO+wFwHTERbcx4YhJCANuCHbKjGNr2YDuE\npnAz9BqwIKaaMJmYBhSgTvWhwW6VHacqmUwKwg36cpNzc1xHTETF0YSGmDoLkWlAd8gnO46hdYW8\nEJkGLBai0IQmO05FK+poGFVVcffdd2NiYgIWiwVf+MIXYDabcc8998BkMqGvrw+f+9znSp2VqGgX\n5vTLc0029h/eiF3BToynzbgwzxliIirOXDoGTckD6SY0N7IFZjmFfA4g7YHmSGA2FUWoISg7UsUq\naob4qaeegqZpePTRR3HXXXfhgQcewP3334/Dhw/jkUcegaZpeOKJJ0qdlahoF6L6hoIuL9erbcS2\ndj+0pAexfBSpfEp2HCKqQistMF1KgC0wy8xkUuAxNQEARpYmJKepbEW9E7u6ulAoFCCEQDweh8Vi\nwZkzZ3DttdcCAG688UY888wzJQ1KtBGTqUkITeF6tQ3qbnUDCR+gAIOLPA6UiNZvZUNdawNbYG6G\nsFPfSM4jnC+vqCUTDQ0NGB8fx/79+7GwsICvfvWr+MUvfvGKP4/H41d8HJ/PAYvFXEwEqQIBbsoq\nt1KOcUErYLEwB5F2Yu/OVgT8DSV77GpXzDiH6toQxQDGMxN4W+D6MqQyFn5elB/HuPxKOcbjySkA\nwJvat/C1e5VyjMebOvtwbvKfMZmc4nhfRlEF8Te/+U289a1vxR/90R9hZmYGhw4dQj7/8ikoyWQS\nbrf7io8Ti1XfJddAwIXZ2SsX+1S8Uo/xdHIGQinAlPVAKRT4+i0rdpz7GrswK57CC6PnsL+NY3k5\n/LwoP45x+ZX8Mzk1BS1rR6vbw9fuEuV6Lzc7ndCydkyL6Zof78v9QFDUkgmPxwOn0wkAcLlcUFUV\nO3fuxHPPPQcAePrpp7F3795iHpqo5AYX9PVqXnMAJjaA37Dt4QBE2oWpzARUTZUdh4iqyFIujhxS\nECkX2gJO2XFqQlvACZF0I6+ksZhdkh2nYhU1Q/z7v//7+PSnP433ve99UFUVn/rUp7Br1y4cOXIE\n+Xwevb292L9/f6mzEhWlf1ZvSB5u4IEcpdDX5oH2oheaI46x+CS6PVyXTURrM7a8scteaITDXlQJ\nQutUX2dBvdaIHCIYi0/AU3flK/i1qKh3o8PhwIMPPvia248dO7bhQESlNra8o3lrgIVbKXicdXBq\nIWQwhoGFIRbERLRmF5aPEA7WN0tOUltC9maM4RwuzI1hd9MO2XEqEvudkKEJITCXn4WWqceWFr/s\nOIbR6+0CAJyZHZAbhIiqysC8fsWu19smOUlt6W7Ux3swNiY5SeViQUyGtphbgqpkIFJuhJvYXaJU\ndra2QuTqMBwfgRBCdhwiqhLT6WkI1Yq+IFuubaa+YDOEasV0elp2lIrFgpgMbXR5vZoTflirsMVf\npepr96EQ9yEr0phNz8mOQ0RVIKNmkBKL0FIudDSz/ddm6gi5oCVdSIlFZNSM7DgViQUxGVp/VG9E\n3uzgerVSavE7YM3oS1AGF4flhiGiqjCR0GcnzVkP/G675DS1xe+2w5z1Anj5daBXYkFMhjYU0zfU\n9fq48auUTIqC9gZ9TLmOmIjWYmhBX7/qtwahsAXmplIUBX5bEMDLrwO9EgtiMrRIZgYib0VfKCQ7\niuHsbO6EKJhxcWFIdhQiqgLn5/QNde3usOQktandpbcevbD8OtArsSAmw0qraaSxBC3lRkeI69VK\nbVt7I7SEF4vqPJL56jt1kog210RiEkIzYVugXXaUmrQ12AahmTCemJIdpSKxICbDGo/r/+hteS/c\nDTbJaYynu8UFJH0AuI6YiC5P1VQsqnMQKSe6mnkwhAxdIQ9EyolFNYqCVpAdp+KwICbDWum32FTH\n5RLlYLWYEbDpl+D65wclpyGiSjadjEAoGkTagxY/W2DK0NrkgEi7IRQN06mI7DgVhwUxGdb5qL5O\nqsvDBvDlsqOpB0IA56IsiInoja20wHQrTbBaWHrIYLWY4VKaAACj8QnJaSoP35VkWJOpKYiCCVuD\n3MBRLjvaAhApN2YyU8hrquw4RFShzs/pLTDDTh7IIVNrgz7+F6LcWPdqLIjJkFRNRbwwD5F2oTPE\n9Wrl0tvmgZbwQkMBY/Fx2XGIqEKNLk1CCKDPzw11Mm3xt0EIYGSRM8SvxoKYDGlqeb0aMm6EfA7Z\ncQzL7bDBJfQ12hdjw3LDEFFF0oSGaC4CkWlAd8gnO05N6w41QmQciOZmIISQHaeisCAmQxpZ1Gcr\nfeYATCY2gC+nLd5uAMCZ2YuSkxBRJZpLx1BADlrKjXa2wJSqPeiClnJDRQ7zmZjsOBWFBTEZ0sqG\nurCL64fLbVe4FVrWjpHEKGcciOg1xhL65Xl7wQdnvVVymtrmabChTtVn6ccTk5LTVBYWxGRIo0sT\nEALY2sT1auXW1+6FlvAhJzKIpGZlxyGiCjMwr7fADNmbJSchAAgutyIdiPEI50uxICbDEUJgPq+v\nV+vherWyC/nqYcvqrXwGFkckpyGiSrPSE77HxwmKStDt01uRDs5zI/SlWBCT4cxl5lFQ8hApF9oC\nTtlxDE9RFHQ4OwAAZ2cHJKchokozk5mGlrVjSyggOwoB6A0FIXJ1mE7zCOdLsSAmwxmL6+uiHKIJ\ndTaz5DS1YXdzJ4RqwcWFIdlRiKiCLOXiyIoURMqF9hAnKCqBvrHOhbRIIJFPyo5TMVgQk+FcmNM3\n1DXXc73aZulr90FLerBUiCGeS8iOQ0QVYnx5gsKU9SDgrZechgCgubEeSsYDAJiIc5Z4BQtiMpzB\nmL4uaoufRzZvls6QC0g2AgAGuY6YiJYNL7fA9NtCMClsgVkJzCYTfGZ9+crIEtcRr2BBTIYTyUxD\n5OqwJRSUHaVmWC0mNNv0Fnfn5wclpyGiSnFxTt9Q1+lmC8xK0u5uBQBcnGeniRUsiMlQErkkskjq\nDeCDbAC/mXYEeiCEgrNRbqwjIt1EchJCtWBLgEvYKklfIAxRMK8uaSEWxGQwK43GLTkvvE6b5DS1\nZXt7E0TShUh2GvlCXnYcIpIso2aQKCxAS7nR2eyWHYcu0RHSN9YtFuaR4+c1ABbEZDAr/S4DdUEo\nXK+2qXrDHmgJHwQ0jMS5Lo2o1k0kpgEFECkXwk0NsuPQJdoCToiUG4DAVHJadpyKYCn2G7/2ta/h\n3//935HP53Hw4EFcd911uOeee2AymdDX14fPfe5zpcxJtCYXlztMdHm4oW6zOeut8CjNSGIEF2ND\n2OLtlh2JiCQajetHNruVAGxWtsCsJA67BQ7RiBxGMRafQKebh6YUNUP83HPP4cUXX8Sjjz6KY8eO\nYWpqCvfffz8OHz6MRx55BJqm4Yknnih1VqIrmkxNQxTM6Au2yo5Sk/p8ehF8mgd0ENW8lQmKNhc/\njytRq6MFADAQ4xU9oMiC+D/+4z+wdetW3HXXXfjoRz+Km266CWfOnMG1114LALjxxhvxzDPPlDQo\n0ZXkCjnECzF9vVqIG+pk2BlugZapx1hiDJrQZMchIonG4pMQmglb/OwwUYl6GsMQmoKRRRbEQJFL\nJmKxGCYnJ/Hwww9jbGwMH/3oR6FpL//n19DQgHg8XrKQRGsxmZwGFAGk3Wj2O2THqUl97V5oZ33I\n2ycRSc2iuSEkOxIRSVDQCpjPz0KknOjs5Ya6StTd7IM434CoKQJNaDAptb2trKiC2Ov1ore3FxaL\nBd3d3airq8PMzMzqnyeTSbjdV/4H4PM5YLFU37qiQICzj+VWzBi/sDAHAPBbg2gOeUodyZBK/V5u\nanLC/k9NUDGJGXUKewJbSvr41YifF+XHMS6/9Y7xcGwcAhq0lBtv2tEMn8tepmTGspnv5atNJmi/\ncqPgSKBgTyPkru3WeEUVxHv37sWxY8dw5513YmZmBul0Gvv27cNzzz2H66+/Hk8//TT27dt3xceJ\nxVLFPL1UgYALs7Oc/S6nYsf4heHzAIAWRzNfozUo13u5w9mBQZzEs0NncLXnTSV//GrCz4vy4xiX\nXzFjfHLqAgCgTvVBzeQxm2FrryvZ7PeySQhYsh4Akzg5egHWkPE7gVzuB46iCuKbbroJv/jFL/De\n974XQgh8/vOfRzgcxpEjR5DP59Hb24v9+/cXHZioGGNLkxCagr4m7paVaXdLFwYWLBhcHJYdhYgk\nGVreqNW8vHGLKo+iKAjUNWMWZzG8OIG9odqewCi67dqnPvWp19x27NixDYUhKpYmNMyrsxAZJ7q3\neWXHqWlb273Qxr2IW6JYysXhtvFyNlGtGVoYgxBAj48b6ipZt7cNs3i5h38tq+0V1GQYkVQUGlRo\nSRfaAk7ZcWpae9AJJdUIABhcGJYbhog2nSY0RDIzEJkGdIcaZcehy+gO+aFl7ZhKTUMIITuOVCyI\nyRDGlhvAO0QjHPaiL3xQCVjMJrTU6QejnJsblJyGiDbbXDoGFTloKTc6QpygqGTtQSdE0o2sSGEp\nV9tr8VkQkyEMzOuXe7herTLsCHZDaAr6WRAT1ZzxxCQAwJT2IORjC8xKFm5qgJbWu4KtvG61igUx\nGcLQgr6BY4uPG+oqwfb2JoiUG7O5GeQKOdlxiGgTjS7pn8d+WxAmkyI5DV2OzWqG19QEABhdmpCc\nRi4WxFT1hBCIZGagZevR0+yXHYcA9LZ6oCW8ENAwssTNGkS15OLyFbsub5vkJLQWK0drD9b4Ec4s\niKnqLeaWkEMaIulGe5Dr1SqBw26BV9E/ZC/EhuWGIaJNNZWagpa1ozfYJDsKrUFvoBlCtWI8zhli\noqo2HtfXPZlzHvjdPA2pUmz1dwMAzsxelJyEiDbLUi6OtJaESLnQHmTLxWrQEXJBS7qwVFhARs3I\njiMNC2KqesOL+mWeQF0IisL1apViV7gZWsaB8eQ4NKHJjkNEm2BlgkKk3AgHjH/ymRG0B53QUisb\n66Ykp5GHBTFVvYtz+nq1Tg8bwFeSLW0eaHEv8shiOhmRHYeINsFKC0yX0oT6OrbArAaeBhvsqg9A\nbXeaYEFMVW8qNQWhWrEl0Cw7Cl3C77bDrgYAAAMLQ5LTENFmWNmY1ebiBEW1UBQFLQ79/8+Rhdrd\nWMeCmKpaWs0goS1CS7rR2cz1apVEURR0uzsBAGdmBySnIaLNMBafgFAt6GkKyY5C69DjD0NoJgwt\n1u7GOhbEVNUmVtY7pd1obeJ6tUqzq7kDQrViYHFYdhQiKrOMmsWiGoOWcqMzxAmKatIRckOknJjL\nRlDQCrLjSMGCmKra2HIjcY+pCRYz386VZmu7D1rci6S2hMXskuw4RFRGKxMUIuVCBwviqrKysU6D\nhulUbe75YAVBVe3C/CiAlxuLU2VpCzZASTcCAGeJiQxuLKFPUFjzPnidNslpaD2aGx1QMsudJuK1\nubGOBTFVtbGlSQjNhL4mbuCoRGaTCeF6/bSqc1GuIyYyspEFvSBuqW9hC8wqYzGb0GTT132Pxmtz\nYx0LYqpaBa2AmBqFSDnRGXLLjkNvYGewB0JT0D/HThNERja8OA6hmdDTxCt21ajTE4YQwGCsNjfW\nsSCmqjWdikBAg5Zyo53r1SrWtnY/tKQH0fwMsoWc7DhEVAYFrYBoNqJPUAQ5QVGNuoI+iIwD06kp\nCCFkx9l0LIipaq2sc6rXGuGst0pOQ2+kp8UNkfABEBhZGpUdh4jKYCo5A215gqKDRzZXpY6QvrEu\nJ7KYz8Rkx9l0LIipag3E9BPqmut5IEclq6+zwG9uAQCcnx+UnIaIymFs+YQzJe1Gs98hOQ0Voy3o\nhFg9wrn2NtaxIKaqNbQwDiGAnsZ22VHoCrb6uwEAZ2ZZEBMZ0UoLzCZbM1tgVqkGuxVO+AEAYzXY\naYLvWqpKQgjMZmYgMg70hHyy49AV7GxrhpZ2YCI1Dk1osuMQUYkNLoxBCKDTyw111azNqb9+wzV4\nhDMLYqpK85kY8sjq69VCTtlx6Ar62rzQEj6oyGEyMS07DhGVkCY0TKemITIN6OIERVXrDgQgcnUY\ni9depwkWxFSVVtY3mbIeNHnrJaehK/G56uBQgwCAizygg8hQ5tIx5EVueUMdJyiqmX5inQuJQhyJ\nfFJ2nE3Fgpiq0vCifjknUBeCiQ3gq0K3pxMAcCbCAzqIjGRlgkIkXWhnQVzVVjpNALV3Yh0LYqpK\nA/N6QdzlaZOchNZqd0s7RN6KoaVh2VGIqIRWLq+7lCY47GyBWc2avPUwZ70Aaq/TBAtiqkpTqSmI\nXB16gwHZUWiN+tp90BI+pLQ4YpkF2XGIqESGljdgtbm4oa7amRQFLcutTFc6h9SKDRXEc3NzuOmm\nmzA0NITR0VEcPHgQ73//+3HvvfeWKh/RayTySaS0OLSUCx08oa5qhJsaYE7rLX0GuY6YyDDGE5PQ\nsnb0cILCELr8zRAFM4YXWRCviaqq+NznPge73Q4AuP/++3H48GE88sgj0DQNTzzxRMlCEl1qIj4F\nABApN8JNDZLT0FqZTArCDn2Jy9ko+xETGcFSLo5UIQGR4vpho+gIuaClXJjLRpEr5GXH2TRFF8Rf\n/OIXcccddyAYDEIIgTNnzuDaa68FANx444145plnShaS6FKjy+vVPOYAbFaz5DS0HrtCPRCaCefn\nh2RHIaISWNl4xQ4TxtG+fGKdgMBUsnbaZBZVED/22GPw+/244YYbIIQAAGjay832GxoaEI/HS5OQ\n6FUGl49sXmkgTtVjW1sjtKQbc7kIMmpGdhwi2qCVgtia88LvsUtOQ6XQ1uSESNZepwlLMd/02GOP\nQVEU/PSnP0V/fz/uvvtuxGKx1T9PJpNwu91XfByfzwGLpfpm+AIBrlstt8uN8URyCqJgxtWdXXwt\nNmizx8/lqQf+oxFwLSCmRHFVYMemPr8MfI+WH8e4/N5ojKf69RnEdk8bgsEr/79Pl1cp72V/XQhL\nOIVZNVIxmcqtqIL4kUceWf39Bz7wAdx77734sz/7Mzz//PO47rrr8PTTT2Pfvn1XfJxYLFXM00sV\nCLgwO8vZ73K63BjnCnnMZ6PQUh74XTa+Fhsg673st7RiAYN4fug0WszGbpvHz4vy4xiX3+XG+EJk\nBEK1oN3TxNdhgyrpvdzmasZpTcG56eGKyVQKlyvuS9Z27e6778aXv/xlHDhwAKqqYv/+/aV6aKJV\nU8lpCAiIlBvtwdr4qdVotjd1AwDOzPKADqJqllGziOXn9fXD7PhjKJ1BD0SmAVOpaWhCu/I3GEBR\nM8SX+va3v736+2PHjm304Ygua2U9U53qg6fBJjkNFWNHOISfDTRgEhMoaAWYTdW3bIqIgInESscf\nFzo4QWEoHSEntHE3VMckZlNRhBqCsiOVHQ/moKqy0gC+xdEiOQkVq6/NAy3uQwF5TNbQDmYioxlL\nLPepTXnQyhaYhtIedEFb2VhXIyfWsSCmqjK0MA4hFHQ3ssNEtfI46+DU9NmGiwvDcsMQUdHGl/RC\nyW8LwmphOWEkXqcN9oIPADBWI50m+A6mqqEJDbPZCES6Ad0hn+w4tAHdni4AwOnIRblBiKhoQ4vj\nEJoJXT5OUBiNoigIL7c2Ha2RI5xZEFPVmE3PoYD88gYONoCvZrtb2yDyNgwvjciOQkRFKGgFRNIR\niJQTHWy3ZkhdgUZoWTvG4hOrZ04YGQtiqhrjyyfUmTIehHwOyWloI/rafdDiPqRFAvOZ2JW/gYgq\nylRyBhoKnKAwsPagfkBHqpDCUs44rdfeCAtiqhqjq+vVQjCZFMlpaCNa/A5YMo0AgAGuIyaqOisb\nrbSUG+08stmQOkIuaCl99n8sbvxlEyyIqWoMLB/Z3O0NS05CG2VSFLQ1dAAAzkbZj5io2qy0wHTC\nD5eDLTCNqMXvANIrnSamJKcpPxbEVDWmklPQsnb0BP2yo1AJ7Ap1QWgmnJ8fkh2FiNZpeHEcQgDt\nLm6oMyqL2YSgvRnAy0sWjYwFMVWFxWwcGZHiCXUGsq3dDy3hQSwfRVpNy45DRGukCQ0TiSmITAO6\nQl7ZcaiMuvwBCNWK4UUWxEQVYXy5AbxIuRAOsAG8EXS3uICkD1AEhhZHZcchojWaz8SQE1l9Qx0n\nKAytI+iClnQhlptHRs3IjlNWLIipKqw0BncpTaiv2/CJ41QBrBYzAlZ9Pfj5+UHJaYhorVY+j0XS\nxQ11BtcedK5urDP6OmIWxFQVhmL6kc1tTq5XM5LtTT0AgDOzLIiJqsXKelJzzouAr15yGiqn9pAL\nIhGPuIEAACAASURBVFUbRzizIKaqMBqfgFCt6Ak0y45CJbSzLQgt5cR0ZgIFrSA7DhGtwehyQdza\n0AqTwhaYRuast8Kp6BvZxw1+hDMLYqp4GTWDJTUGLeVCZ4jr1Yykt80DLeFDAarhZx+IjGJ0aRJa\n1o6uADv+1IIOTzOEZsKIwY9wZkFMFW8iMQ1A31DXwYLYUNwOG1wiBIAHdBBVg3gugYQah0hx/XCt\n6Ai6IVJOTCdnDH0ljwUxVbyVmUNr3gevkw3gjabX2wUAOBW5KDcIEV3Ryoll7DBRO1ZOrNNQwHQq\nIjtO2bAgpoo3sqhvqGtxtEDhejXD2dUahsjVYSQ+CiGE7DhEdBkr60hFys0WmDXiFZ0mDLyOmAUx\nVbyhhXEIzYQePztMGNHWdh+0hBcZkcRcJiY7DhFdxthyT3i/LYg6q1lyGtoMQW89zFkPgJdffyNi\nQUwVraAVEM3OQqSd6Ay6ZcehMgj56mHNNgEABheH5YYhossaWZyAUC3obAzKjkKbxGRSEHY2Qwhg\nbIkzxERSTKci0FCAluR6NaNSFAXtDe0AgDORAclpiOiNZNQs5rJz0FJudIY4QVFLOgM+iIwDY/FJ\nwy5tY0FMFW1lvZKScaPZ75Cchspld3M3RMGMCws8oIOoUk0sn1TGDhO1Z2UdcVbLYN6gS9tYEFNF\nW9nR7LcFYTHz7WpUW9sboSU9WMjPIZVPy45DRK9jpeOPfsWOBXEtufTEujGD9oxnhUEVbTA2DiGA\nLk+b7ChURp0hF5RkI6AAQ0sjsuMQ0etYObLZIfzwOOskp6HN1BZogEjpyxaN2mmCBTFVLCEEplJT\nEFkHukI+2XGojKwWE4I2vYtI/xyXTRBVopGlCQjNhA5Ps+wotMnsNgt8Vn0jpVFPFWVBTBUrll1A\nTmR5ea5G7Az0QAjgbJQb64gqTUErYCo5A5FyooMdf2pSl78JIleHUYMe4Wwp5ptUVcWnP/1pTExM\nIJ/P4yMf+Qi2bNmCe+655/9v797Doy7vvI+/ZzIJOUzOmcnkfCBBIJEz5ACoFaUgoKJ9rNe6rlft\n5eWW9VF367brxSp064q7W712ry5uu662u6iLXaFPsSBWK6KcInImkTNJJpAjSUhmAjnN7/kjkNpu\nPcX5ZWYyn9d/YiDffK+brx9/c//uG6vVSnFxMatWrfJ3rRJm3MMHwOsFjnAwMdvJe8fiabI0Mugb\nJMKqM05FgsXwiT89CeQUaR6HoxynncPN8VyMasPT78UeObYuZhnRE+JNmzaRnJzMK6+8wn/8x3/w\nwx/+kDVr1vBXf/VXvPzyy/h8Pt555x1/1yph5up+NbsljdjoyABXI2Ybn5WIrzsJHwNj+vB3kVCk\nK5slxxk/pm+sG1EgXrx4MY888ggAg4ODREREUFNTw6xZswC47rrr2L17t/+qlLB0tnPoyuYcu26o\nCwf2mEgSGdqbeLL9bICrEZFPuhqArL2JpKfEBLgaCYTcdDs+75VAPAb3EY8oEMfExBAbG4vH4+GR\nRx7hL//yL3/voOa4uDi6u7v9VqSEJ3f3eYy+KAocjkCXIqOkKLkAgOpW7SMWCSb13ecwDMiMcxFh\n1etH4Sg5fhzRg0nA2HxCPKI9xACNjY089NBD/Omf/ilLlizhn/7pn4b/ndfrJSHh8zfdJyfHYrOF\n3j5Bh0MfF5ktJtGKZ7ALX08apdOc6rlJgq2v5RMLOXhsHG5vPWlpdiwWS6BL+sqCrcdjkXpsLsMw\naPCcx7gcx8RczWMzBXtvCx1ZnBqM4HxPU9DX+mWNKBC3tbXx7W9/myeffJLy8nIAJk2axN69e5k9\nezbvv//+8K9/lo6OnpF8+4ByOOJpbdXTbzM5HPEcqj0BgK8nnqToCPXcBMG4ll1JMQx2J3M5qoma\n+lqcsWmBLukrCcYejzXqsfl8MZfpHezF15OMI2Oc+m2SUFjLGcmxnPDGcz6iiXNN7URFhNb7PZ8V\n4kcUiH/605/S1dXF888/z9q1a7FYLKxcuZKnnnqK/v5+xo8fz6JFi0ZcsMjVj2Mi+5NJTYwOcDUy\nWhyJ0YzrS2OQJk53hn4gFhkLzna4ATC8CTrxJ8zlOO0Y1QkY8Z00epvIS8gJdEl+M6JAvHLlSlau\nXPm/fn3dunVfuSARgLqLQ280u2JcY+Jjc/liLBYLufZcznKUmtbTVGTOCnRJImGvtnMoEPt6Esh2\nKBCHsxynHd+HvztpYiwFYu2Ml6BU23UOYzCCwlTdiBRuSjMKMAYjON2pkyZEgkFtx9CJPylRTmLG\njfjVIxkDMtPisFweCsTuMXbShAKxBJ2+wX4u9Lbh64knN103IoWba3KS8XmSuDjYjrc/9N4zEBlr\nTrfXY/SNIy81NdClSIBF2qykxzoxDMvwXQFjhQK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[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 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona, July 2015\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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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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2eb5+lp3OwDOF535OnVuade/z9flwVFvZ9MAJY4QUTi6jk8smBnMxfc0112DF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\nHHPmzOHxx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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": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DatetimeIndex(['2015-01-01 00:30:00-09:00', '2015-01-01 01:30:00-09:00',\n", + " '2015-01-01 02:30:00-09:00', '2015-01-01 03:30:00-09:00',\n", + " '2015-01-01 04:30:00-09:00', '2015-01-01 05:30:00-09:00',\n", + " '2015-01-01 06:30:00-09:00', '2015-01-01 07:30:00-09:00',\n", + " '2015-01-01 08:30:00-09:00', '2015-01-01 09:30:00-09:00', \n", + " ...\n", + " '2015-12-31 14:30:00-09:00', '2015-12-31 15:30:00-09:00',\n", + " '2015-12-31 16:30:00-09:00', '2015-12-31 17:30:00-09:00',\n", + " '2015-12-31 18:30:00-09:00', '2015-12-31 19:30:00-09:00',\n", + " '2015-12-31 20:30:00-09:00', '2015-12-31 21:30:00-09:00',\n", + " '2015-12-31 22:30:00-09:00', '2014-12-31 23:30:00-09:00'],\n", + " dtype='datetime64[ns]', name='Time', length=8760, freq=None, tz='pytz.FixedOffset(-540)')\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JLdMiIiIip5BENsv93R3ETZOhTJpLC0t4IxYhYZpYlsXeRIKb6xp4rK+Xj1dU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\nEAThCYlgWhAEQRAEQRCe0P8DPL8cCOnLx7kAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(tmy_data.index)\n", + "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point)\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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hw4fZv38/y5Yto6CggLFjxzJt2jQuu+wyW+aUfsrd1ZG5EwaSVVRLQVk99z7z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j4+xMTEMGnSJJqamvD19eWdd975V8YshBCGTNrtCSGEEEII0QKkFEQIIYQQQogWIIG1EEIIIYQQ\nLUACayGEEEIIIVqABNZCCCGEEEK0AAmshRBCCCGEaAESWAshhBBCCNECJLAWQgghhBCiBfwf6FHt\nUk2+GIAAAAAASUVORK5CYII=\n", + "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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TD7QunofskjrDVvuMTscy+P9+vgn/tvQjuOCshdYKpwHVisyjCo8g/MKPf78H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\nHXfcwapVq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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": [ + "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", + "2015-01-01 05:30:00-09:00 0\n", + "2015-01-01 06:30:00-09:00 0\n", + "2015-01-01 07:30:00-09:00 0\n", + "2015-01-01 08:30:00-09:00 0\n", + "2015-01-01 09:30:00-09:00 0\n", + "2015-01-01 10:30:00-09:00 0\n", + "2015-01-01 11:30:00-09:00 0\n", + "2015-01-01 12:30:00-09:00 0\n", + "2015-01-01 13:30:00-09:00 0\n", + "2015-01-01 14:30:00-09:00 0\n", + "2015-01-01 15:30:00-09:00 0\n", + "2015-01-01 16:30:00-09:00 0\n", + "2015-01-01 17:30:00-09:00 0\n", + "2015-01-01 18:30:00-09:00 0\n", + "2015-01-01 19:30:00-09:00 0\n", + "2015-01-01 20:30:00-09:00 0\n", + "2015-01-01 21:30:00-09:00 0\n", + "2015-01-01 22:30:00-09:00 0\n", + "2015-01-01 23:30:00-09:00 0\n", + "2015-01-02 00:30:00-09:00 0\n", + "2015-01-02 01:30:00-09:00 0\n", + "2015-01-02 02:30:00-09:00 0\n", + "2015-01-02 03:30:00-09:00 0\n", + "2015-01-02 04:30:00-09:00 0\n", + "2015-01-02 05:30:00-09:00 0\n", + " ... \n", + "2015-12-30 18:30:00-09:00 0\n", + "2015-12-30 19:30:00-09:00 0\n", + "2015-12-30 20:30:00-09:00 0\n", + "2015-12-30 21:30:00-09:00 0\n", + "2015-12-30 22:30:00-09:00 0\n", + "2015-12-30 23:30:00-09:00 0\n", + "2015-12-31 00:30:00-09:00 0\n", + "2015-12-31 01:30:00-09:00 0\n", + "2015-12-31 02:30:00-09:00 0\n", + "2015-12-31 03:30:00-09:00 0\n", + "2015-12-31 04:30:00-09:00 0\n", + "2015-12-31 05:30:00-09:00 0\n", + "2015-12-31 06:30:00-09:00 0\n", + "2015-12-31 07:30:00-09:00 0\n", + "2015-12-31 08:30:00-09:00 0\n", + "2015-12-31 09:30:00-09:00 0\n", + "2015-12-31 10:30:00-09:00 57\n", + "2015-12-31 11:30:00-09:00 132\n", + "2015-12-31 12:30:00-09:00 531\n", + "2015-12-31 13:30:00-09:00 583\n", + "2015-12-31 14:30:00-09:00 566\n", + "2015-12-31 15:30:00-09:00 474\n", + "2015-12-31 16:30:00-09:00 267\n", + "2015-12-31 17:30:00-09:00 33\n", + "2015-12-31 18:30:00-09:00 0\n", + "2015-12-31 19:30:00-09:00 0\n", + "2015-12-31 20:30:00-09:00 0\n", + "2015-12-31 21:30:00-09:00 0\n", + "2015-12-31 22:30:00-09:00 0\n", + "2014-12-31 23:30:00-09:00 0\n", + "Name: DNI, dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmy_data['DNI']" + ] + }, + { + "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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VPMT+5PUHEAhK6BpaOy3byNTjC2BHaYPi+Yzcmqb2bvUzx7HfD1e14lBFi/p1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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": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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DrBhvO+5uSC8MBJEdkJgmCJM5dKwHAFDX3Jv55EGhYuaYzOPKeHafkqek/Yyqdy1ietzI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m3btsXLy4tdu3ZRXFzMiy++SJ8+feRyHG2np6fHmTNnuHnzJn369KGoqIh27dpx7tw58vLyiIqK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\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": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hkcomIiIiIhLVwpqZfvDBB8nNzaVPnz68+uqrjB07lpkzZ0Yqm4iIiIhIVGvW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\nSKYFQRAEQRAE4T79P7cTZX+jHys/AAAAAElFTkSuQmCC\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": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CaUixJggt4aFQuE2tKF/0sqZmDLEDKQtA26o0t3cZ9j5pLT4M8949ygklQBZe\nMZU+zVQkLT8UoG7dh6h47VXecRzlp1D17tvw2GwRw3paWgBA+oo1QRCiIHd7BKEHwqwONX35BayH\nDkpLPyY/66pTJp9pRCy5J6x4ZSGsh4pY7zEuF5q3b0XG5VcgLjWt/Xr5ghcVk4dRoi112ufdpw94\ncpwq4x2nfNECeEytSOzxO2SN/lv4wDKVO5b6O0GoCa1YE4TeCbYVFTNx6lPH4EZHSlHZM/NQOn9O\n248YUTa4lGoA8FqtqP3vKtR88L6KEhHh8FgtAADGqcxGRYIg5IMUa4LQO2GUuejz9sETHZXLceoU\nnJWVAdditt79cJzi5xrQcapMutlFhOr0uly8zCAIfrjq6nBy3hzYjh7VWhSCiDlIsSY6PB6zGY6K\nCq3F4EaWRVI2zSVywozXi9oP18B2/LgcQsgE/2PgCQnwrN/Sp+ehfsNHiopy4vHpKHlwmqJ5RAOC\nXujCvJA3fP4ZnJUVqFz6OuwnT3aIF0WCUAtSrIkOz/HHp6N0/hx4dfuZNZwCzHNCFDlxWosOoHnL\nNzj1/DOi4otGqYk+Niw5VMFVV4sTT8yEqymy9wrT7l+lZcbV3qcvB3u+iFYa8zfDLuIlVYi9sxBX\nlR5TK8r+8xTMUtuPIIh2SLEmOjw+u0Uhu+jtpSdhLz2pkET6gXG7tBaBBcbv/+rS0TZ0uWpr0LJt\ni9ZiiENnq7DO6mrUb/j4jH27mL7kV6ZICrSQvmovOSZcFoIgWCHFmiBOI8ROtOzZp1D27FPtv02F\nu+FqbFBAqgjw1B2a7S1h0giTiEF/Q0Sr0wwAaLTL4weY0ANKKMH6UqwZhU5IVIwO9hJJEHJB7vYI\nwodHnJ9oR0UFqpa+DkNSEs57822ZhYIsE5ybEbm5zKg/xdrhcSAFgMVlVT3v9lVCfelsBNraxt3U\nqLUY6qGzFXmCINrQ36xJEBrBeMQdgewxtbbFd7Cf6ue12+BubRUtV1h4Tq5ij3c2aKRYh//MbeAR\nhiumtJeUamstAMCL2D8uWxAcbeGsqYHbxKPvczWlgDZu+GR9yPHe0YrX4UDZc8/AtPOXtgsSXq5d\njY2wn9DT5mOCiG1IsSYIhTn20P04Pv2hsGGUtt1lPYCDT5ZarViHNU9pD6SGJAG0ONs20UnyoqDi\nJ3aGYWAvK4XXpY2t/Mk5M3H80fB9Xy5avi8IvBDFC7rWgwdgP3EcVe8s4w7Esw+eeHw6yp57Jryp\nG5l9EIT/77HMAAAgAElEQVRskCkIQUgl0qQkcrWYd/o8YBiRK9Y6nnC1+BIudcUbgGqCN33zFbx2\nOxo2foKMoZfjd/fcp0q+YhDbP8OnGcWatZS9DRzlZrxeGOLiBMig32efIPQMrVgTRDsaTsSCJjHh\ncoY9Mjqs1YVyk6vlwD64W8JsquREuwnfVx16Vzlc9XWoW/chGjZ+AgAw7dqpsUTh0cJeXtcYOXqY\nTH6sCYJQDlKsCcKHWL1a4Qks7Kox34lWZ4t3jvJTqHj1FZT952nBcX21EfZlIVJk0cjQ1iooPPr1\nyS4MYW0cHFZnnV4AIXsbhPSZaF6pJ4gYgBRrgugQ6Gv1ynfgB6cXB50qB/IcgqnPsklCYpG4Xh5d\nIj31RD2cpiBCVqyF5CcgLEEQYSHFmiAkoq0dMr+J1qA3XY7F1tMbBX5+9VaNnESNoG1w9U+zy6yu\nIDqAYRhe3ngUtyEPGtccp06h4s3X4DF3vDYhCCHQ5kWCkIzCirUMirvezS0tRQdQsXih3xVupYHx\n2TlH68qv3htDExSoE713D45+UPJQmE2mKpbJ4w38WlDx2itwNzWhsVs35IwbzyuN1p0/o2X7NvSa\nPgOGeFI3iI4B9XSCaEenM7EMJtZs2Nxtfrc9Yg+PkUKQ4K0//RB0n0cSYvKVqNSKsuvWBPnkFOsD\nXQgGDnkl1XeUvnh5bbbQi2z9VuHylVuq4P9dyXvaTz/j5j9eVL/zFgDAdvQIUi+8SE7xCEK3kCkI\nQeiAJkezoumzfWo/2VoGALC77YrmzYoEpYDWe9XFfvIEj1DRqcRGHYKeG6lG1meuNX6ZD6/VKkKG\n8HhMpuh2i0gQLJBiTRA+xA7wMmh6jXaRirUkBVVPKmqgLOEmW2nTsDxl1p3NejByKisqKD5cWXQ0\nnYu732vrFaT+4zxJ8dnKZTlYhJJHH0TDZ59KSpsg9AYp1gQhFRlsZr08jvBuR8S8yfZJ3bfpsoPp\nLh0DORtVQ+2Wy0RES2xHj8BysEiZxOWs66BxqXbNKjRt/ZZ/dE5lXswAxKJY/7YXAND87dfC0yMI\nHUM21gShAxiEsWMNq7jz9WPNoljzi6kJfE7i0/2qcazAR9mT2hYKnLyoFKdeeh4AMODdlarnHVDN\nApXw1h++B/A9ulzzZzlF4gebrHoegAhCArRiTRBSkePIcRnEEI6GM1sEd2J11vowd30r7WJqTVpN\nR48ur7KkErsSl7SCShFyPozOW4tNPg6ZNXEkI8Phj+EjhZp/edg2bhJElEGKNUGcRst5WHTWvBes\n2UxBxGYqnRDf38HWLoo1hrRCq2WX7qypQfV774ryGVz/6XrU/HeVAlKFg5YfheIRs0rv91xEekbq\nbQ3C01cIPs9z1dtLUfLgNLibm1SQiCCUg0xBCKIdna9wSYHHipG6hM9bMcmiRP+reutNOE6VwZic\nhG4TJwuK27h5k6yyqOG1gevrgzRzH709z+FfJgFwv92LeAtusHGcaso7fRltrMPFOV1m86+7AACO\nigrgvD4i8iAIfUCKNUH44DFfVL37NhxlpUFXZTjAJdw9jknVYzbDUX6KV/p6UzGiHaX1c4/FAgDw\n2h0K58QDPoq11AqRQ3nX/UuTHE+hDp5kufRq3+bpaDPhIYgIkGJNEO1EHtBNP+8IucZ3MclVXwcA\nSMjOYbkrXCs4PvPfYBx8FS/usqXYPahZvRI5t0yAMSlJkAwMwwAej4hT1YLkiZbTCEWIaS8rhWnX\nToGxdKRcqKHoxIjOKRU5vw4wUp8pzgVrebyCRMkTTxCCIcWaIHyI9mPNb4o4MWsGABHeBDjS569U\nR6blu+1I6NYdXa+7QVC88gUvwnakGOctf59zZb2jU/bMfPGRo6VOT8vpqCiH6ZefkTXmHzBE2KDK\nBylqpv4WPvm0ZQSh/W+zFFAvh604TpWhefvWMxcE2ZProwwEIRbavEgQkpFB+VFYf+Iz4YpR1G1H\nin0ZyCpPWNtaQ8A/AokSRdWHLhQl/jKUPjUXjfmbYfltj8AcOGysBaWid8S7LXQxbgBAs6OFM6qz\nuhpH77qz/bfUF10pfqzLnnsGLd9tj5CBL315+7jb1IpTL78A27GjsqZLEHwhxZogfIgd3+WY/ZXW\nn3ShoHETMonz0UH0XSQAgLX4sNYiSIbxRq7o9vY73Sheu11gJlHQmBJo3vqtpENlXN42xTrghNag\nOjP9KtTcSDkYtzvwd7i908E3JXaFpq+/gu1IMcpfWcB6v+6jdWj8Il9aJgQRBjIFIYh2omRy16MS\nokeZWFDTXMVZW4vyBS9KSyRaTEF0QMiqt0p90mu3wZCUzNm3GIZB7f/+yy8xKTILiOth3JEDceYj\nPqoqeE+bnXDUR9NXXwAAut7wV7UkIjoYqirWLpcLs2bNQkVFBeLi4vDss88iLi4Os2bNgtFoxHnn\nnYf58+fDYDAgLy8P69atQ3x8PKZNm4aRI0eqKSrRARFtnyiH8iMgCVFS8jEFUWlSZyW4/Ho9VlFA\nW3tauD/bRxWqeAWRGF8jnLW1OPnE48jMHYEed0xRPsMAP9bc9yJRbqpCF/8LLP1a1nc6AbLpxU6c\nIMSiqmL93XffwePxYO3atfjpp5+wePFiuN1uTJ8+HUOHDsX8+fOxZcsWDB48GKtXr8aGDRvgcDgw\nYcIEDB8+HImJiWqKS3QwXF43kjXKW8gcVmdrQDfFJFGJSDbWSlnX0gKwcER5gRAaXLoypdbhPf7Y\njx8DALT+UCCPYi1BqQxRSMNoxm4vjxVrzvhyKb6B5kOyp09fewiNUNXG+pxzzoHH4wHDMDCZTEhI\nSEBRURGGDh0KABgxYgR++ukn7N+/H0OGDEFCQgLS09PRt29fFBcXqykq0QFxeVya5S3ENZbFZVFQ\nEnHIvcrEJz1DtC5zxiTSlBjO9pbUr3TiJlBQGSKFZTj+jkK4xrwoLxZBqKpYp6amoqKiAtdffz3m\nzZuHyZMnBwyoaWlpMJlMMJvNyMjICLhuFnG0L0EIgdcqjhYETUBilFhGzPHJwnIQGFzCypzMC1GM\nx4Oqd5bBsn+fvAlLQQHlwrR7V8imMn6yRIemI8eqt9ZIe49Qp/wek5i5OPLJi5y/CSLKUFWxXrly\nJa666ip89dVX2LhxI2bOnAm330BvNpuRmZmJ9PR0WCxnVuUsFgsyMzPVFJVQCcbthlsntqhexsN+\n3RV+JVuODXFCUhCjQCh+orncc6GKk6v1UBFMO39BxZJXVMuTNzK2UdWyN9H4xeeC46Wcf37kQFKf\nAVKm+BHWj7U6eyTMe3aLz4cgOgCq2lh36tQJ8adPaMvMzITb7cZFF12EnTt34vLLL0dBQQGuvPJK\nDBo0CIsXL4bT6YTD4UBJSQnOO++8sGl36ZKK+Pg4NYqhGTk5GZEDRRE5ORn47d+Pw3ysBFes+QDx\n6emayHHk9L+ZGckhdWwtO4U9Dz6CXrf8E30nTWgP6yMnJwMWcxpK/X4j6G+2OMF5JybGs17PycmA\nPS0JDX7x4+KNyMnJCEk3XPrp6UkhZYuPC3xe0tJCw7RUp6KcR9mys9MRJ+DUxuaqlIB0m5MT0Rog\nSyJnf/fZ0hqMRt7PhE/OjMyU0Dh+o2C49HJyMpCQEMcrLAC01qWA7cD59NP17JMpq3MyjAkJAWFO\nGtvKmJyUIPi55+oXAMBUlYe5y07nPmeF7W8AEBdnCAiTkZkc8DtSGTytqQF9vB2DgTVvtvSOGwzw\n/y6TmZGCbAXGTP8yMZnJqA4jE9D2RYTLo3JwHLfFiBKWMG2mYgziE+La47j9Fp9ycjJgTU5Ao1+8\nhMQ4zrqLiwtcU2v6Mh8XTZsacK0yIwVsa9Np55yDhKqT6DTwYs5DgILzdBgt6BdUVktqIpr8ZGof\nhzNT2q+JwZeugSMNvn1SDfQgg1LEctkioapifccdd+CJJ57ApEmT4HK58O9//xsXX3wx5s6dC5fL\nhf79++P666+HwWDA7bffjokTJ8Lr9WL69OkRNy42NVlVKoU25ORkoK7OpLUYsuErj/lY2zRSfawc\nSWedpalMza02pAbVcWNB2xHm5XkfI3XU6JA4dXUmOPz6nq+NwrUX23Wn08N6va7OBIsl8OAWt4s9\nbLj0zSZ7yHW3J3CF3mJxhISxNvMrW32dCcYkJ6dMwVhbbAHp2u2BXwXM5lBZfPhW7L0eb8RnwtXY\nCPvxM6qKqdUOQ1AcU2ugLAD7pFBXZ4LL5QkJy4WtmX1MMgfVc83JasR37hwQxnvad7Td7pL1uXfY\n+beRD4s5tO8E4/EyAWGC6zlS/KZmDvMChuF8LoLxBq26trbawCg4ZtbVmWBqtQf8ZoPxcpthBcfx\nWEP3T7SFaSub/7PfJcUYEMZqDWxbl4v9+airM8HjCZUpOKzZxO6L3HLiBIrmPoUed92DzCuuZA0T\nTEOLKXRssbU980xQG7e2WJHFIg9ffPXAREjD/567tRUt321Dl7+MgjE5RVS+Qom1Od2fWC6bj3Av\nDqoq1qmpqXj11VdDrq9evTrk2rhx4zBu3Dg1xCII7VH65EVlkxf+KT9ieB5HL/KgdP4ceG1nFGe2\nqIJMa9T2NCC3PTmPw16iFk3MSWTOkzO5thVrQ5gyqu2mzlFWCvBUrNkKprhPeQH1Uf3eu7Ae2Aev\nzYacW8YrKBTREeBlY20ymVBUVIRDhw7BZIrttxCiA6OpnWeYSUaWCYht1UxHRtbBGzSlpdZOgFKt\nW1TsdyI2sfJT2KTaWEuLrmKiwhEyrnCEdSa01a/R4f9lJ8Kmv7BNon3deDn7okxjiYB6d9XVAgDc\nTY0RQoZiOViEpi3fCI5HxC5hV6y/++47vPvuuzh27Bh69OiB+Ph4VFVVoV+/fpg6dSr+9Kc/qSUn\nQRBSEH1cOz+FyX8OczU0oKVgO7r+dTSMAuyuORPkDiQ4WWdlJVz1dUjIzmm/ppz/Y/Z0TU4zuiqU\nY0RiecVaBu85esXrWwILVya5yyvjijJbW5SZKpCJcAp2dFBx+uj0ziOvgSEutvd5EfzgVKxnzZqF\nrKwszJs3L2Tj4JEjR/Dxxx9j06ZNWLhwoeJCEh2BKJ4E5f5cHzQJyaIgiE2Cb95+4SrfWALHqTIY\nEhORdeNN/OIH16FC3aExfzMa8zdjwLsr/bJSqu+xp1ttqUFf/1BqLlirpMQI7bOcckmom2pLHXTh\nS0qhBg6t4+Df4QYmlU2aWKrA5rG3tU/IeKeKRPITtYITcsOpWD/yyCPo0aMH670BAwbgiSeeQFVV\nlWKCEYTaiFawglfKvF64WlogxJtluGmu3FyJVHGSnZFJ8ReXM+m76usAAJ4wZmMRFS+dTlJRf5Zb\nmI10ktBhxXgZnfqlP42oHh4ukuwuLzVKTK5nX8iKuwz9l2EYPT4GhAZwzvw9evTAwYMHsXXr1hC7\n6m3btgEAfve73ykrHdGB0MGQJNOAXvnGEuy8fQpcjawOxNgJU/xWZ+DzJ0pJFls2vpOT7Hu49KlY\nKwJr2yhUflHHk2t4gqEgB+/BNsdihdEfrCpbyIK1tpq1x2wO4wFFg8YQdZCWpAylRCZiCE7F+oMP\nPsCMGTOQl5eH6667Djt27Gi/t2TJElWEIwjN4THSBgex7PsNAOCsrBCQkY4+24rBvxL4zE4hYVSy\nBZEZR0U5LEUHtBZDWXg0hbulOeC3UI8PnC9SErqBKkYvOuqmQgxBeCGgDd3NzSh55AFUvv4qXI0s\nGwBZD6g67Y8+5J4ylVq/4WPU/HeV6PgMw8C8dw88Vg7XvrG8f4EQBKcpyEcffYSPP/4YKSkpKCws\nxEMPPYTFixdj6NChaspHEOohclysslazXhft2kzQ7n6+SWow6EvZ/CSPtz1Z8TocIddK5z8JAAE2\n2xEJ0YDUK5BS/cBqZD+1lD9KyBWFio4gN5TBK/RBrxIq9itndZtZqGX/Ppx4fLpq+YYlqPyN+Zsl\nJWf+dReq3l6K1IsuRq/pM0ID6NR8jVAfzhVrg8GAlJQ2R+lDhgzBK6+8gkceeQRHjoQ7f4sgxKLT\nQYnH5OTych15Lk+ZlPNaISMyTyqq9ga++zPdbiii1YetuyhoewCm9MA1Gi4Fnu3lpC28sPx4mVnF\nkqLDpxsIKq72dcM5rkkVTUS7n5GFO67j9BdI68EirowF50vEJpyK9ZAhQ/Doo4+ipKTt1LLLL78c\n8+fPx5133onqavYVOoKIblgGRik+fIWsWCutPymsZPh/yo8lfSbmENU48jSopegAjt1/D5q+/Vpy\nFu7m5pBrenWvJ6dcAWYTITbl8n7pEvRCH6GM4fZMhOaiweZFgdT+b3WIyUtMH75ECIJTsZ43bx6G\nDx8Os/nMUbOjRo3CsmXLMGTIEFWEIzoS0bEyJwgBE6qQSSzUJlEmdKWYqCiL5l1PT/XOgkz9wrTr\nFwBA01dfsmXClTnv9O2ewNVwpTfA6k+RFyIPj06vtCkJV/JyVauC7dO8dQuq31senKFi+RHRBadi\n7fF40K1bNwwaNCjg+qBBg7B06VLFBSMItRE/LEqfIZQfkhXOwS95XvOxnpQSHYmiOHqq9wCkyxWs\nSKuh+MqdR6SXAcbv2QrOmm0VX1GEeNBjvcplChId+0E8ra2BF2jFmjgNp2JtMpnw3//+F48++ij2\n79+vpkwEoQncrqLCw+UBQa5Pg92/i67nT5bzbPikEbXzmJZu4YRn5vKK8QfNZlYlKHQENP/MIKCj\nK2MKEqzUmwt3B4aVfMy8sh1TqRZU7EtFxAN5CKINTsV64cKFKC0thcvlQq9evdSUiSCiC87VDv0M\nvKwraxp96W1DiPeDjodiq60iki1pPiGvDGwdQ4biBptIdeweBGj8gItGqmJcZakBALgZqZ5qhKHW\nqaaE/uFUrJ966imcf/75mDJlCqxcfhsJItbhMcZzzi9C9i4awnzjDUlWLpVBRt/RujUx0A792eCK\nwytKYTBwl5/1siBjAX7oXdGRrJhGUf9S8VmwuNr0Fa/shyHRmxvBD04/1klJSXjyySfRvXt3NeUh\nCM0Qq7ByHoahI8VKXSWPR176qRr10bDsovqBKrbK0ZGmqAyEyBEhrJAxigmruPNZMVDa3OZM+kf+\ndceZy1o8H2KKqqPxndAXnCvWLpcLc+bMwcqVK3HgQIyfLEYQChDu06DX5UTpM/NVlIYPUiZSNlMT\nAemFBNXZi4BW6MGUWO76kaFMKp59EgF1+g77Ir+O+y0vpHuCURWe1mt8Xl4dlZWwVVVJl4nQJZyK\n9f3334/S0lLs2rULF198sZoyEYQmiF/VFb5ibTt6FI6yUr8k+JuCxAKR6ppfFWjhPYD9srQvAiqW\nQ9SKtaiMBOUdlfapOn9OhR4rHxJfJjlUR0S7+J7fsM8xz/o89sA0VC57I2yY0nlPoPDeB3jLR0QX\nnIr1G2+8gV69euHSSy/FwYMH1ZSJ0BDG64V5TyE8NpvWoqiOzGp1hMyC7fWU9rnLR3HRj6KgtA/i\nDosYpUP2tlBLZdNJH5Lz2Q7jFSSpX3/58lEB7pMX1W+3FqcJAFBrrecOFKRYBz8XHm/bZknGYYd5\n96/yCkhEFZw21gkJCXjuuefQs2dPNeUhNMa082dUv/sO0i4ZhLMenq5izjqZBNUiRNFVWNlQ3N5U\n5gh6XA0U2ETcK4bqvlSpgTDXbgJWs7kuR3+VscNRMD6125rgQRLvjKSPN4zHC8bjgSEuLnJYnY/v\nTq8LqQBsbgELSvouEqEhnIq1wWBAz549UVJSgry8PLQGOUN/4YUXFBeOUB9ndZvdl+VAdPlOlgXW\nSY3P6Cl8kgr2ca28zajIWUA/xqx+aCQTE84DDBO6ohUr2l+MFCMaEKaABoZ1e90CFOvIRHr0m7/9\nGq0/FODcN96SMVfI0N+0GR8YRKE5E6EInIq1jwceeAA33ngjLrjggvaJQqrtFqFfDHGnu4TqSkH0\n9ilRj0NI/eq0/GIOweATJ+KCtc7tjpVGKZHUNAXhzEshR9YqwzCMzsRWf0zx2u2i48ohnaXoAFz1\ndej8p6v9rqrVKIH56HEYIbQhomLdqVMnPPAAGdl3FPh81otd5B0ZW3fsgLO6miOroLyUtgSJFhdW\np4npOUrTwonf2KV3kpyBK4bRIrc/XC8xbK7zQssn0RxHQdibQrqNdcXihQAQoFhrtUShd3MXQj0i\nKtY333wzFi9ejGHDhiE+/kzwoUOHKioYoRFGzv2ssY/M46L1wD5YD+zjyEvCZ0O5vDTwgedyvGAd\nJmIEHU5SMs3YBm+bbaoaeQUTbILEB/k+UIbJW7BtsR76hxLOt6UEkNu8TGkVlb0s9bYGyLINU2Xx\nGS+ZghBtRFSsd+7cif3796OwsDDg+urVqxUTiuiI6GGiFIkI0a2HDwdd0akpiFbIYE4iOwwgRzt1\n/m4vju95tP23yWlGV+Sw5KUXlO+bwve+6qqCwqOUrDGqxzk9LnkSkrvaQ9oxyBQETFR+JSHkJ6Ji\nfeDAAXz11VdkV010THgMlMI8IrThsZjDZBkhz6g5JSy2bEFsR48gvtUiS1oe/83gYV3n6mHclasx\nwpQlGhUSnYkcKo46faflxx9g+mVH+ECsorDLp6lJhYCsLU5rYNRo7MOEIkT87j9gwAAUFxerIQuh\nM+o/3QB3kDcYH9Xvr0BzwXYZc9ODAiF8CchWcgwQ4fM75bwBguO0o6YpCO/kxXpUaSNYgdSjvWLl\nG0vQaW+J7Omq6k1ALUWdtflUblNVFB158+BWztrazRBwW8oLOJ9+wK+v1Lz/LqwHi3iF5ZO6bDUq\nd1cPenacHmfAbz2OWYQ2RFyxLisrw80334zs7GwkJCQAaJsEt2zZorhwhLY0bv4MjopynHX/QwHX\nGbcbrT9+j9Yfv0fnESO1EU4tIigip174j9iERcZTEDXnhUhKDy+lSEcTWbSsVulBTlanIML8WOsC\nMR5zAq6y7khkDytmuPDo21ZE3/bzfAg1BSEIIIxibTabkZ6ejqVLl9Injg6Mu6FBaxHUg3XRVYu+\nL3+eyj/DbOmLf3lQtdY1Ht70P7zK9BIYbu+iPDmokqpuiNBxumzZDUwQn7xmr/4aPhAGERtsz9yO\n8f5G8IZTsX744YfBMAyGDRuGESNG4IILLlBTLqLDwX9QctbUgHE6kdS7t4LyqIsYO21VUGyykOAV\nRKdVJS86mqTFiNIh2kh+Iq16CmmK8E2go/4VJXiYCJ58eGDeuweO8lMySEPoGU7FesWKFbBYLPj5\n55+xdu1aHD58GP369cOf/vQn/PGPf0R6erqachJ6QuMNVSfnzAQADHh3paZyyIoWVcojz3JTpfB0\nRSjjNrcjMAk+2QjORUEkvYCExnV5XDACaHWY0F1Cypoh8ANGVK72Mfy8QChVtKisMxWQ9iQGdlJH\nZSXgcSOpdx+UtZajU7iMGCZiY1e+sUSCdES0ENbGOi0tDddeey2uvfZaAEBJSQkKCgrw6KOPYvny\n5aoISKhMsNKsC68EKsEyKLY4TCplrmw9B0/CrJMyyzWHx8nvmGRWRYp/meqs9UGTFh9vLDECS1Ht\nHgdSAdRY63Ce6gIJh5f3krAumLXwCS2dSnNV5I1KAuhQqrJSZvUyVmLpvCcAtC3iuL2BK9bpZhdO\nLXxJvsyImIFzTLjmmmuQm5uL4cOHY/jw4cjMzET//v3Rv39/3HnnnWrKSGiJaqsi+lST6mz16KxG\nRv7FV6LK/dJkvF4cnXYXukU6pASAUaEXK1ps68AI6FNpVjdaCr4LuW5z25ASKbIK+wqcHpesijV3\nVszpf848s4pvltPnkMwbUbVjCPv2F3LFdviQmFyIGIfT3d67776LSy65BNu2bcM///lPjBs3Dq++\n+ip27doFt9utpoyE3iCtSHbUnMMYtxtgU6pZFB6Dgd9JnGanPP6dffD6xC5fbrKlJHf+WkvWhsxS\nCBw/ala9H3KtGQ6WkOrDS7kVUl4uryCn/22wN/FPK0qRy8Ql0pjasPkzuBrqZcmLIPzhfNnu168f\n+vXrh3HjxgEAampqUFBQgGeeeQYVFRUhJzEShDSED6aOygokdusOQ7w8a0ZRY7MoSgv3X7LmX04j\nz8xsbiu6CJDGFeQDNiSbaGmLDgCvHhDhVLqI0YU+/zpYTWUYDV58GI6/FUEHlSwDlv37UJe3NuR6\nw6cb0PrTjzjneX9zjnBljo36IJQnrEZit9uxc+dO/PDDD9i5cye8Xi+GDRuG3NxcteQjtEbHNtal\n8+Ygfcgf0PO+ByOGZbxeGIz8Vl81RyulkiVfI0fz20qOwWPxW6UWKLLdbY8kjLAEJaFtHw/b3Pp9\n/ILg75OZdUwR2udV/aKhHlwy8/JjLWHcKO+WgJAjq2SsQHVPEGX8/g9ULHmFM6SrtkZwutx3o7HH\nEUrAqVhPmTIFJ0+exKWXXoo//vGPmDJlCnr06KGmbISOMO3eBWdVFbJG/01rUQIwF+6OGMZVV4cT\ns2cg6+axyLrxJhWk4kHIPKPu5kX+sMsV9mAcOV4MeCQhX41Jl5dhWI/7UC1/QgMYBh4PH7NI6aYg\n7EGDDygRT2tanITYPBA0Jsj8PMTFsZu+CYSeUoIvnIp1S0sLOnfujB49eqBnz57IyspSUy5CZ1Qt\nexMAYD10EB4T+zHn0lBOsbQc2AcAaPhkvX4U62D0ujKp0GwSyW93R5/EdNUdxO0CY0kmjC25Il5B\nlO9FBxoO4Y+yphheZlX7heKZhbcnlwuD0QhGBsVantNiiY4Ap2K9fv16NDY24scff8Qnn3yCuXPn\n4uyzz0Zubi5yc3PRv39/NeUkdIKt+LDWIgjCtPMXNG/fJj6BWBwsFSiT0Dk4YniF651hGJU/T3MT\nE11M9arUQ9sxsEU0aRKaopDAgaEF1Yie+5wGD0RYZyAK4rFaYUxOZjVTbP35J9hKjqH7pNs1kIyQ\nQlij065du+Kmm27CSy+9hPz8fIwaNQp5eXkYPXq0WvIRKlNrqdMoZ2VGtqp3lsFZUc5TBPVGV9U3\nSkWnT8gAACAASURBVOpOe9NYMeKoD6/LyXpdbfTUWuJaioff9ID7QpNXv4a8Liec1VWC4zFedfzX\n6KnP6AoBL9DhbNkjvYiL6ZIlD92HUy89z3qv+t130LJtK7wOfXjAIfjDuWLd2tqKPXv2oLCwEIWF\nhSgtLcXgwYMxceJEDBs2TE0ZCRVpsDciR2shOgD1toagK+pv7pE1LNusEnYiCg4f4haEX74yc2za\n3ej12Ewg53KBMaWd9xaMHtZjlSKSGZB8yNuHyhctgP3YUaWSb0sygnambr+Q8YVAiJm5XJlGyUNk\nLzmmtQiEzHAq1iNHjsSQIUMwbNgwzJo1CxdeeCGM0eJVgRBNiN9inXwuVwM1d3V7GG/4z0Xh0OPS\nlEBPD+opVzwIEtO08xfgKqGKtYwCRCHSTXu8AnNUv84ClGpAh1+B5EbpZ1RHYwALunG/qhc5CN5w\nKtabN29Gz549w0aura1Ft27dZBeK0A6lTtojwhNQ7Qpv5NLFOB1xH5DCQoZLX+1nQA/toQTBdSxj\nm3oKfobV2AmpA86XLU3lUMgjhpz1q8lGRU7ngkoKohgNL74M55DLFEhZ2fpwtzTDmJoKY0Kiovl0\nJDgXzV577TUsXrwYJ06cCLlXUlKCl156CS+//LKiwhHqo91KYkdX6AWUX0RViR6a+UaUaAqieuuH\nU0K4nHeHTe/Mn16HA6cWvAjLvt+EpxOErlb2lUSgUsjsLET5yy8oJIyOCTggJjoV0EhILpZc1SK0\nT5rNaC3YLlPm6uB1OXH834/g5NwntBYlpuBcsX7xxRexbds2zJ07FydPnkS3bt0QFxeH6upq9OnT\nB1OnTsU111wjOMO3334b27Ztg9PpxMSJEzF06FDMmjULRqMR5513HubPnw+DwYC8vDysW7cO8fHx\nmDZtGkaOHCmlnEQYPBYL4PUiLiNDQylic5LQD/qq3xCzG13pj9KEMRf+Clvx4ajzoKMoDKP6lwDd\nfMoXAJfM7Ou9wc+Qrh6iQLT0Y82nXiJ9QfN6NRtClezGXnubVxt3fdvR7l6XC9aiA0i9eCCMCQnK\nZRzjhD158eqrr8bVV1+N5uZmlJWVwWg0olevXujcubOozH755Rfs2bMHa9euhdVqxXvvvYcXX3wR\n06dPx9ChQzF//nxs2bIFgwcPxurVq7FhwwY4HA5MmDABw4cPR2IifapQgpKH7wcADHh3pc7UL3WR\nc/e+rlHBlZ0MiUQOIin5Mwe6eJlA+17J+olAwVjri/H9I3NbaalssuTtdbnaJvAoVIJ5y6xS0eTf\nI6JjRT2IQPeZ4uuB65ino3dPQSye5BH8Raxx00Y05m9Gl+v/ipx/3qKRVNFPWMXaR+fOnUUr0/78\n+OOPOP/883HffffBbDbj8ccfR15eHoYOHQoAGDFiBH788UcYjUYMGTIECQkJSEhIQN++fVFcXIxL\nLrlEsgwEoUsCxjclbKxFpi9B4QnnnkqOlxhpvmfPRK61BruYFK5QuJsakdhd5Mm0el5pBOTpjv79\n6HRxG7/6AvUfrUOfOfOi9oWe10njMtpYhxsmtPLFzAdW0ThNrDXwY61QD/SYzajf8DG6/GUUjCmp\niuQhiaCxx3baQ4n9eIkW0sQMvBRruWhsbERVVRXefvttnDp1Cvfee2/Aak1aWhpMJhPMZjMy/MwS\n0tLSYDab1RSVEIGj/BTq8tai+53/QkKXLlqLE1UobUur6WZAXminXHoZJnCziQgba9Ouncga/Tdx\nAjAsHjEMvn90oHQrJELDJ+sBAKbC3cA53eXPQOkuDwYDOvcHsDdCQA5BhNSrDrpB9BBcWSL3r8gw\nZtZv+BgtBdvREi2219H45UiHqKpYd+nSBf3790d8fDzOOeccJCUloba2tv2+2WxGZmYm0tPTYbFY\n2q9bLBZkZmZGSDsV8fFxismuB3JylLGBPuKXflJSYJdISIhDTk5Ge5hwMhXOXwZbRSUsX2zEeQ8/\nGDFf/3ST0g28yxcsS7h4fML6wmSkJ4XcT0w806dq33w1omzh6so/TGlqIvzd/iclJ7Tn7bbG45hf\n2OD04uP5t4kvTEqKX/pmI9jWI/zD+KhMT4bvlTZcPXfunNZ+/yjadJrU1ETOOKb0RJj80o2PD9xH\nnZQUxxnXtxJuMEbuM1x1lJ2VjrikJABAWWoi/M/PS01NCpumD/82SEtPbpeFyUhGNa8U2ujUKSW0\nHKfnt7g4o+DnPlz/C65nPkTqb0Bbm/iHyUhPQnZOBnwO6rKz09GcnAATzpTJdy81JQHISEaTYMnY\n+7qP5OTQ/iyF4PSzs9KRnpLCKos/jkQPQl0AsMeJd6Yi+Aia4DC+36bSxoBrxrhQBZKt3XJyMhAX\nF9oPgvOpyxTXJmyksrRFQgL7fJ38w25Udf8Kv7vhuojp+s9dvnHBv4/n5GTgmCH8O1ZOTkb7ym2c\n35jCeDw4GiZeJHJyMtDg4XfgVLh5KTsrDfFpaRIk4caVjPa5oGtmIqoT42EDkJAYL/nZUUpfiQZ4\nKdafffYZSkpKcM899+Drr7/GmDFjRGX2hz/8AatWrcKdd96Jmpoa2O12DBs2DDt37sTll1+OgoIC\nXHnllRg0aBAWL14Mp9MJh8OBkpISnHfeeWHTbmqyipIpWsjJyUBdnSlyQAnU1ZngcLjh/wi7XJ6w\n+frfcztdAACb1RFR1uDynKqtAzqdJVpuOcKazPaQ+06nB74PeM17IqxM8ZSlrs4Em9UZsErqsLvb\n43pstrDpudz828SH3eY8k77fS6s/VqszJK7ZfEbl9N1jGzBbmm3t932TGFt6Z9I981pRV2eC2x24\namv3q49gfKvvjJcR/UzU15lgTHKeltMR0BY2m4tXGv55+5fVZBJ2zHVzsw3JHOVwe72yPvfB9cwv\nTvj+BrQtdPmHMZnsMPj9rqszwW5vq1ePxxtSd2aBdeafLhd2u0vRMbO+3gyH0x1RFlcr99fW4Dit\nLPNYcBjf7yQ/dbGuzgQPi3kVm0y1ta3weEL7QXBYU6stJIxYrLbQscDl8rCGNdQ14fhb7yD+suG8\n06+rbW0/FtztbkuXAf/x2LdS6/EbUxi3O1w0Xuk6HMLHkmDq682Iswp/bvngPxf8fMvE9r9dTu7x\nlw9q6CtaE+7FIaJivWDBAlRXV+PgwYP417/+hfXr1+PQoUOYPXu2YEFGjhyJXbt24Z///Ce8Xi/m\nz5+Ps846C3PnzoXL5UL//v1x/fXXw2Aw4Pbbb8fEiRPh9Xoxffp02rioEpGObY1p1PwKpnY183DT\nZXKZVTt1M7JpSrj7CleeGHd7fgg2uwl3kI4evszK9Xk4TDLKHM6kh8oDFPNjHRJVQFzVxx8hfqy1\nhGQipBNRsf7hhx/wySef4B//+AcyMjLw/vvv46abbhKlWAPAjBkzQq6tXr065Nq4ceMwbtw4UXkQ\nhFi8Dgcql72Jrtddj9QLL1IvY2XdWPMammut9egnIm1xaDxZhFVCOvDLJQvy2Hn717ewUzp1C8PI\n3o1VqQWG4fR+EYj8z4Ht2FE4KivQecRI2dMmZKQjL7DJQESDu7i4QDsop9MZco0gYgXTLz/DemAf\nyhedPvxIhxO+OIn4xGJz+8bXpZjAwxQiLljzcbcnyeGehLgqIvv8pky5Ix9pLuk2ITdBDaZW/Z96\n8TnUrloJr8MRObBcCFISdahQKtk4HMVlPB44a9h3ijAMg9YdP8Ld3KygYNFNRMX6+uuvx6OPPoqW\nlhasXLkSkyZNwo033qiGbEQHwlvCtb1HPRgwYNg8NCiTWSD+g78iR5r7/y0kfX4TTaD4bXXY6Ag3\n8IaXIexdpec+tQ8yCVPaaFE4JcupiCWI0rXHL30hYggaf4ITFtBvGYnmTkIJ6eNKjrMimp3N5Coa\nDxiSC/uxozg5Z1a7+z1/LPv3oXrFcpxa8KIGkkUHEU1B7r77bhQUFKBnz56oqqrCQw89hKuvvloN\n2YhoQ8I45DlRKp8cBAuM318cDSWXKe3pw1dqrHUYIDoReWThTF7R9PU8IWu0IifJpl5klrKnqHYG\noYS1uRfydYmPEi5nVwnWq5nQa7FG9cr3YNm7R2sxIhC+ke0nTyCl/7kB19xNbd5oXBwr2gSPFeua\nmhr8/PPPmDlzJm677Tbk5+ej/vTxl4Q6mPfuQdXnXyiej7X4MIx2fu6B/GEYBs6qyrZjXwnlkToh\nCYp/JrCzppq7jeU2BVFTsw739UAVwmxeVDEvLYnGxUGpK5pStzSKzj8aK5sHDMOg4rXFyN4dusoq\nMkVJsVt/KJDsWURPMAyDxi/z4SilRbBIRFSsH3vsMfTu3RsA0L17dwwdOhSPP/644oIRZ6h8YwmO\nv/Ou4vmUL3gRnb7/TXA8y/7fcHLuE3A3NigglYpoON8EnksQQRCldi9G4OScWWjYtJHjrlChtDa6\nDaPMilGspSjjMaDnsJU+tB+rXFCFFUgGXp556K+BGY1fHtuyl7FeGAaMww7LPuHzVwABA7G0pGRD\nyxchv37iLC9H/cd50XPYjYZEVKybm5sxYcIEAEBiYiJuueUWNDY2RohFKIEe337Ne/fAeuCA1mLI\nhIoDWMjEpuJEJ2GgNu38hXfYsCWKaB+q9Ip1lKatU0KKHKJT+11gVeroaxcAQX1Hkr6lsl4tRVap\nXwY8HfGBVACvM/yGU2dNNcy6N31Rh4iKdXJyMr777rv23z/99BNSU3V45n0HgPGwO9RXkkird5Vv\nLEHz1m9VkkZpYncADrSrFjJ7S8mVu+/IYQkiSTfQ0efw8N5N5NWAdLEhSw8yyIHOisFXHE36AEue\nfHq27ehRHL3rTp4KG3uKTp6nH4YQK/00LPKV8eScWah8Ywk8Zu4DkToKETcvPvPMM3jsscfazT96\n9OiBBQsWKC4YwUIsP+gdzG+mMgdi8M5cq8h+yeinL8ujaERH/zW52E/dlBu7x4HAc8m0Nv2RH779\nhmE5EVEmCQJ+Ndga0UmhnOSGrwvwpm++BADUf7Ie6b+/VFmhAETLc6wWYmpDVVeKOiWiYn3hhRfi\n888/R1NTExISEpCenq6GXERHQzeKlkYOXgPyVMLdXnS52dD0xUNXL3ny1oPHq445WaWlOuAUz4Du\noav6lYJexiyhqC93fEkZLEUSTAYjjS98PZ10ABiG4b1PxO4mJVgJIirWRUVFePvtt9Hc3Nz+hm4w\nGLBq1SrFhYsWvA4HnNVVSO57tsI5nRlcXA31qF2zGjm3TkBi9x4K5yuQaB3gvIBmk6W/H2jFZeCf\nvoF3aGFtHlxG1XtMgM2v2plHxqDQi5C4VEXEYnVjESa4bl6stYXLj3V8XDwANzIS/Ra2FPbCxMi4\n8piwrxgV+4rbf+t2itCrXDwpf3URXNXVOOdFflYFbpVetMVgO34cTV98jh5T/wVjcgpnOK/dFva+\nnNRv+Bjupib0mHpX2HARFeuZM2di/PjxOPfcc9vfgkTtmo8BGLcblW++hk4jRiL90iHt1ytefxW2\nw4fQe/aTIT4fZc3fb+6p/XANLPt+g9dmQ++ZTyiWpyhiaZJUqavLc2x0GPzaRJnmkTlRxfcucrvb\nq2qw4kKhCQY0n0Dhw5oKyNsvwvpBVhKGgWnnzwAAr8OuUp4KJx/mQWK8XjAeN4wJibI8cL7xQZbD\n5Xmapng3fyNDbhwyqNkPw1RaWDH0Mo8JkMN6YD//ZN1uwCP95czrcMBRUSE5nWBOvfQc4PGgeXt/\ndL3+r6xhzHt2o/LN19HtttvReeQ1sssQTGP+ZgCQrlinpKTgtttuk0eqKMdafBiW/ftg2b8PA95d\n2X7ddvgQAMBZWaGoYu2Pz0OIHj2FiEI3L2vqyGFz2xFgVCVFMROKwhMGL+VNgwNDuJIPzqmu2aZs\n3jxQ3x2aErC3oaelpe2PgDIq0d4CFJJDB2FISkZKv34CUw/Mw15WCtMvP8N66CAcZaU4b/n7vNML\ni5z9ga9teL0O3KdKKbfKZ+BEG8ceug+MM8LGTh71X/X2UuluDtk47awhnI7T+vMOAEDz1i2qKNZ8\niahY5+bmYtWqVbjqqquQlJTUfr1nz56KCqZLtJ7sWAZEpT+hikpf63oSi8sFT0vQ5i6FqreosRhX\nKJO0snDUh9B+Ike/lbYHM0xsEd230eRAV7GisJREKVMQ7QhfHq1NQcoXvQwAAQsmEWEx2yh7Zn5Q\nGP21o6b7F0TDx00Q+4PLq7Ss7aSPegpuL8btBuLiJFsORFSqeaKIUu1P2LHaEDmMBkRUrDdubDsQ\nYuXKlQHXt27dqohAesZgjOidMOZocragr9BIYjq5Dh4M76o8hK7RKCOXpjbF3NqxPFkZRJgcBE0S\nWnYHBgbBil59sw1KfKuSuxoYjQ4XipiGEvt1FVaM+CtsHCGltoXSjqy1H5IVR5wTQJXxE9LrcODY\n/fcg/bKh6Hnv/drJFBa5zQJD0/M6nah8/VXY/p+9846Pqkr//2cmmfRCQiodkSYgGgQFxLXtrrq/\nXd1V1rqu6379Kl8ruip217UgitgrIgosiMhSVpooSCe00EIS0iAhvWd6uff3R5LJlDtze5uc9+ul\nZGbOPec5/bnnPOc55eXdQbTlB59Vse6LCnRIVF+JVX6ks7sVsofULPLUucGg7EsaHfKD9Ehjx6ud\nA5yyE0ZBkrr1CakbYTLwTUhD9cEVSUyelIdmOPQ4qN6J07Puw+Cnn0XcsOE9IZUVTDbYWzDzzaHS\nSyIWd1srAMB88IDKkigH0yKHpeAIrKcKfQMpKBH7DhurYl1WVobly5fDarWCpml4PB6cO3cOy5Yt\nk0xIvSDlirWnsxPujg7EDhzI/SG/ulRbyQ+D6i8g2ie4Jfm5BZEBgZFyHrAYwoVpB2pv/fuLy7Da\nwde0RSe7WaqVutr1LQNcVsmkX0nzPYQsXZmmWijQoND8w3oMfPARyeLVBHymIzJ1BaBigRgMXeMG\nUx8KnFuUHl5Y+h7rbDB79mykpKTg1KlTGDt2LJqbm3H++coc0NMcEiqM5U/OxpmXngPlksbOSe+4\nDxWgfqkWXTjK1WPVHMFDbU1raFaRXRGTNn46ymeNgq9SLvA3YdAKvdQY1NellUifLZMUzUsOZeyf\nw+2QGPw+qSOFgLiYzh+JlV/1BqwBBJkrSVRuPfMRkxcbY6BirS1TEFbFmqZpPPLII7j88stxwQUX\n4JNPPsGxY8eUkE17SKh4eL16uEKfeKXsNliLi3weiuyO3r6975gdBR08kVun5WKbyaV9cXiWU1ZU\nbsthk+9ZKeETX3SMCFkiu18DgOUEy5why6VI0kfpF72Y/iJB+MCQXIeQsHIr6Z1IZgw6l9+L/+1K\nqonhUtrndfccydheA0wpFR9Dxa5Yx8fHw+l0YtiwYTh58iRiYmLglOg0qe5gs4sVoHgbAt+8fDj3\n/ruofmsu7zgJ2mdYymC/z34Dg+y3JMoQJVOcQv3Hcgyhmk9mBtxJKSKeDrOCKMc8qsgkRPulU7fw\nc1nkcTU2gnK5QssgO+ErqC+8NAmBojz8HpDJnj38YV5Sd7402ppkjd/d1oqK556GudvLiCGMx4+g\nhSmJ+5nHbEbVvDdgLSlmDiBWsf7DH/6A+++/H1dddRWWLFmCv//978jOzhYkrN5hneQEVW7oSG2h\nKpWgHDKNrXFRcaGT1OOV5oxphvtR5a07vxcZCaLzzY7W52NNKnvCZKp45klUv/WGxLJwhKbAKjeX\nMLzS9P3bP95EUyK3KLi4L5MZFxXqZcgfs6vL/amQQ/S8TEGYikQz3UQ9QZQcKtp+2Q5XfT1q3l/A\nHlhmxbpt20+wlRSjep6wsYX18OJdd92Fm266CUlJSViyZAlOnDiB6dOnC0qMwACfgUyTEyJBacRO\nffLYcYaOk6YoeCxmRCfzWNWVvalrqC9pSBS1oGnh7dre7XKLMVIZ4RQ7za+/hRSZQ+EYOR+gVb/B\n0eBW343WJmSiV8EOHyPfXwhsnLPUIs37iWNJCixwY0wseyBvYJkPi4scO0Iq1itWrMBtt92GDz/8\nMOi34uJiPPTQQ6ISjkiEvO0LrEAtnTMjCEDh+uPixprxByYfolxv++xupHULP0dn/j4Me/UNxOTk\ndkcbvt2rqVcL8WPd16dv0Rfa6LL4OAjN4NpObJTeoAFlztU0iuON5rLDybpDzYlOKwtZfibWypaH\n1cX/FloHx92IQAzRUWF/t5WeBu1yIWHsBaIvx5EbTocXe/7t+Y8QAtlXSCK/7DXXvrTdf4Uhyqa1\nAXtvvpUhSgY7uO5/O/P3AQDslRU+D/iHjauslUxGboR501D+9p4wv+mjAYqtLTnGNtlbEJezi+Dn\nFSR0PBLCtW/JWYBKjvO83O3po78phl9xcFsltgtQxrvSCog/oC6q5r7mvSGV4WFhaYaURdzZiZAr\n1rfddhsA4OGHHxYgFYE7fJYo5JOCEAKlylz2ZqCkosoliH94U1M796SkmPzYJnYFJ36l1+418/Lq\nV486PFcgS/x8bEH8w3K/VVMj9a8hRO+49AnkPRcT0pGDKueDZDIFGTNmjH/A6GgYjUY4nU4kJSXh\n4MGDohLWJWwTuhpvu7I3Ov55arW3IVcGSfoCzvo6OFtbZE5FhCEn3yh1iQDvPj5/94WdJT0g/2jM\n92VSXriagoQNptQcJvW8Rbqc/gl0odddqR6awYNMQDNlDCMrAlesi4q6/Ce/+OKLmDRpEn7/+9/D\nYDBgy5Yt2LFjh7QyKoS1uAjtv2xDzr33wRDNem5TEXiNLzwCu9vbYDCZEJXA7aR4mER5P9FibxOR\nHN1HtuOY81j53Bx5kuPgBUPJuYk1LZ25HNTMKjAXFJKVz62D8pSfFg4v0pKWd3pVK1q3bELab64T\nHq8m2qoWZOiF0ZZbE+UEeCg3u5cJufArF5kPDPocSKScTrgpD6IBnDPXIYflUfbDrTwRqYOwltSx\nY8dw4403wmg0wmAw4Le//S2OHz8uKlG1qH5rLjrz98NccFhtUXqRqfOWP/EYyh55UJa4+xKRqeIz\ntzmmCxWkzb+vcs/W7tn7hZiVYS2tKtNhD7ip3wK15C+cF7JbgnB5cZD+EGzjyhU84wxIIUzfo7ke\nTJYA9Vt2L1o2BXH7tjNVC41rGQl1yNCbudL/+19Ee7ricSt9MQ0XWLLI6YKYVatWwWq1wmw2Y9my\nZUhLS2N7TNPQHqW3DaTCpzYVW9XV0vCnPHIpYGJKVZCiI3Di4L6SyC/+wNBtiQliouOPn47PzRsK\n1/g0jQbPDAgKrwVosMvN8+wir/EmwL0H9ydDh7QUHOGevggU3R3jNVf2htXKy7eudsPEEPKyvOD8\nu9XW4cReEPPWW2/hxx9/xPTp03HFFVdg7969mDcv1MnMSEeWa9BkCUrQGwpWrhYuoAkI35KcLKEw\n/NP3+8nA392eViZhNpLaBJ7YlxV5yk4JfYRLvSvVMjhfaR7mN6Of6aB+zLFoitKM6Ybk8DCp0jfM\nLZipVis7q9gDyYitpBjW6uqQv7Oa7gwaNAifffaZ33d2O/9bkDSFwA5YZ6lniVa52u0x1qf6TKcj\n9MK/nfkqAHyaqYHRQITrw1re7QifKw9f/8N+S+D8pQkZq26vNGeHdjp9P8mRggxx+sbOJX75ZBD8\nMhem/pOnXCpQGp4i8HWmLVMx9kQb5e76K6W6WfY0Ix6h5cbroszARJStrHPvvYNzAKav/Z7xd1bF\netOmTfjoo49gs9lAURQoioLdbse+ffukllXz2Nx2hHNhXmupRz++kfJqD72B6ywN6Aeg1d6K4XzT\n5JOilnUjgkD4nF6UUkvkHi8XpUHOpqlosw+j6OjWvpkHHosFgNhD1ipA0zCwtBQ57xni//LHIREl\nX4a5FI4omznuQeMcXQtVcR3aWzT0LSW29haRBLSTimeeRJzH6R+EQzTWU4U49947GDznOcQNk1Nr\n4mgK8uyzz2LEiBGYP38+br75Zlx//fWyCqVV2G77sbqt/CPlMfL6BnV5ugz63ZS8tkaKT+waWU2T\nHaVXc32KlRI8IXOKnlv4gAeCnlfQxpr5Z0WtQBVMS6GdNT7Nm5ZJJgUu7GJtJ2G8gtB8CokhaHnL\nGe7P+6arlasX5UZsNjU4F9EepQ/yGRj/lD0tHwJrwdXYCGMLj3sPumn4djlotxvNP6wXIBs/WBXr\n1NRUTJ06FRMnTkRnZycefvhhFBQUyC6YrAjsL2q/LfJxXyUV6Q0Su7HRG9obW0VTdEYGP9kibayV\nJ1z6AvxYy7VVrdcFKt7loXZ7EACXw4u6y5eC8krYtmnQcASsYkoRqzbolaNjz25lk5b5Didfaq2h\nTG0lSpjHnNPqEOEyGBwU67i4OFRUVOC8885Dfn4+nE4nzGazqETVR1hFqW0y6vJ1O6PXCZegEr1t\n3sln1UPMmBbQYXitSqp5a55BbPp8Dz72cVR/yRIGJ6k1mTUtCBV6Jd8bwud3Lic9ghaeuoefcC+n\nUWGi1WKz9Ni0ePg4EGEFV29pYI5NhXpotDazBwoDq2L92GOPYcGCBbj66quxd+9eTJs2Dddee62o\nRPWL2ivWTC1Mg71fjExaHM0UgJ/SKToxkRFIEae69RxeXCEHNuVp833l/VmPpiCcvTXw2mmU/4VO\nEyOsLHXD3FsE9yGNzEVSmO50nWPQOGqvXEoI6+HF0tJSvP/++wCA77//Hm1tbejXj/cRPW0h3M2B\n9PFqaRWPoBxKjyGCm448bY7VxjpMutJI5OvFgyFGgYm4WlpgLy0V9rBSaHEc0aBIbMihxiqxq+Ox\nhNlx7o7SWV8P2OQ8yGeQts5laNPacaHps3IvYN6wHD+Gc++9g4yb/4z062+QUC5pCXWGTYRfqhDx\nsReiWBM81hXrZcuW+X3Wk1JNUxTad+2Eu6NDkvjYDi/Kj1Y6Ohtql5P2oTzC61LsQCPHWQFFV3g1\nTMVTj6NjL087SIai0Ls3EG2MANIUImW3o2HFvxmi5xC/Bl9iGl95FTlHKsOGqXzuaZml4FZ2B6Sc\nFgAAIABJREFUfEpP+vlZe3UnhM5DBwAAbT9vFReR3J1adf1KOlhXrHNycnD33Xdj4sSJiI2N9X7/\n0EMPySqYFHTu34v6xV8idthwDH3+JdHxGRC+qwlasObxlH66ebCklMuJpu9Xod+VVyEmJ1cFmbRF\nZV0Hxvl8Nsh9k5TPBE9DLd/nypi7eKxW0G43olNSBMVPAzy372Xsm3JMNgrcKqmJFy2JomzZvBFt\nW7cw/sb6ksvpgGMfRIYyCX1vX+QobFyhaVqSFw0lS05t5xBSwrpiffHFF2Py5Ml+SrVecDU1AQAc\nlRV+3wu15zMYWIuLP3xE0fFlMO2//IK2rVtQ9dZctUXRBB02/wOEiT/s5P6wXBO1kqtrEqQVKoay\nR/4P5Y8/wvnpoHgEjO9ibITDvuhocMWzr0GFMJ3gUue8zQmUOzOrASQWOFR9CNXXNFKevmK4RLnX\nFZAhAcq54CFLQyvWYiVhXbGurq7G3LlEGQI0sL2pkY4uBMrW5ePb087f/yRBCnxP2MtgCiLaN3aA\nTGp6BQH/K82lpid1LZzpE2x6pPb5EbmrkLPM4hU+WimlQ7FJTtoXDiZXtOLPeGtkwvWRw0Vz9OhE\n0z6KqvBKjWpsReehg0iedAmP5i6s3Izqa1iSwapYl5SUwGw2IykpSQl5FEJgh2Eb3IS0Cz4XxHD+\nUr/QdB/ZuBNRbwYPxdvtkl9yIS+sCMbh9MDEKyVuQrDVc3i1t/tfyVb3mCLiF7nkbba7juwumU2E\nIhqJjrmGiIbLarSroQHonyaJHMEC6Hfwp73/kw/xfVIb5avmIcqkPcdQu+cYXH+6BfSZ0/ImpqEV\na7Gth1WxNhqNuOqqqzB8+HCvOYjBYMA333wjKuFIRPbmr2NTEIJ0pB+rRNnDs/g95Ns4eUzIpypb\ncCG/lDhBg23oEt+bnI3MflG5xM//vhsRpiCKK0jKmCdoZsVPReq/+QrZsx8XHY+WVA7tEqGlRIf4\nW0GaVq/iEVqoqS23mxeZHxaUZEjEFjOrYv3kk0+KTCKY5uZm/OlPf8LixYthNBoxZ84cGI1GjBw5\nEi+99BIMBgNWrlyJb7/9FtHR0Zg1axauvPJK/gnJ/AZkP3sGzevW+HzDvzqovqIsa+ptlAeyKQfa\n87fHNLC5RXkvESePWCqfeYpjSCnqQj0l0ma2orW2AQNGDlNNBrHIoYRzjdPZEO4FLPTQRXM4mEg7\nXTzP7HLfTdI1Ya569wvDo28GhowYUxAhqCm71DbWOqwGVsX60ksvlTRBl8uFF198EfHx8aBpGm+8\n8QYef/xxTJ48GS+99BJ++uknTJw4EUuWLMHq1avhcDhw++23Y9q0aYiJiZFGCMEV7//x3HvviLYZ\ndrgd4Jor376i1FXHDQOTMUqZpLrRYS8ShIr5DKspBASVTQguk6p8+E+a/mnRBoOi269iJ/ATc55F\nqr0Nra++jbScDC4JikqPC/zajTzycJXBUV0V9veQxUVTHCSXJm+c8qKzoVNScWmADnGjrM6KJTwi\nBmStvyjI7c7YRbkAAA7KwS6LyLRCKtZjxowJnajBgFOnTglKcN68ebj99tvx2WefAQAKCwsxefJk\nAMAVV1yB3bt3w2g0Ii8vDyaTCSaTCUOHDkVxcTEmTJggKM1APAJP1gYe+qKdTr/PcSfK0WhZjsxb\nb+ceJ58DLCq4SXPFRimepqbQ60p7IBxMQRi/5WjIzHR4KLjsaMY/1UZDoggi1d4GAGiva+SmWPMk\nps2CukVf8HpG72XqSyiFhFse5Rs/9DwyyfHi2rZ5s6TxaUUR9S8rjrXuK7vCDcVx6DDMaWlAahav\n50IfqudQDxyCtNnbkQqgxlyP4XwEE0BIxbqoqEjyxFavXo309HRcfvnl+Oyzz0DTtF/jTUxMRGdn\nJ8xmM5KTk/2+N5vD3BbFk2pzDdIli62X2NIqtJZWIf0PNyEqPp7bQ3z6rir9XM/DtwRoZHAVj69X\nEKVTZP8xKKw0Y2mYh33Kg/HsooL1HjYpOTy48Mtb8ulz6Dh9TnI5ejHIU94SRXmu0YJkxl/YbUFo\ncDB54ECkjEL+SLtr5ayuFiGLhqFFjt0KNx7rxs04unEzRi1crGzCGoLVFERKVq9eDYPBgD179qCo\nqAhz5sxBa2ur93ez2YyUlBQkJSXB4nO3vcViQUq4yx4ApKUlIDraf3XVnhiL5u6/MzOTUdL9d2xs\nFDIzmYfKcDRVx6HFJ76yEKuZ/dPiYUr2j99eV4eKLxdj+H33Ii4ryytL//QkpISQpSTgc7+0BK/c\nRmNX2gaDgTEvPc9yyWdgOr4YjQa/suOCMcoYlG5gXfT8GxhvRv8kRLH4TA98JlweuYQNlbfMzGTE\nxPDrIlzKKjMzGVHG4LbDWB4ZSbzKvieeHnqejYmJ9n6fmMBsfGQyBfcLUzS3HYvk5Djvs940u+Mr\nYQhTGWdCz35PZmZy0OK2KSZ0H+3ZMjQa+NWnL2n9EpDU/WxcnMlvL8hkigI4KJ++eYuLjebdT3pI\nTo4NmdcoI3P/9qUnzZTkeMEyiKVnHOpJOz7OhIyMJFSECO9XdnEmxMebIMb/CVO+Y8K0IV+MKfGo\n9YknEKeHeacwNSUeMabe8SFU2aenJSDUa0lgeo6WOLQxhDEGdJDMzGSU+rTRzMxk75wQGI5Pe4iP\ni1GkDaX1C56vA8nITIYxqmeeC9/X0/snotkUhcBL2LvGlvDqaGB+e9LpdHcivJGQdITLW5rPvF8f\nb4KDwzMZGUkwmrr8ObXFmdABIMroPy9LUcfh2gpfHSshjnleio6OYm+TIdpHYBigV6cJR0xMb9sU\nUmaKKtZLly71/v2Xv/wF//znPzFv3jzk5+djypQp2LFjB6ZOnYoLL7wQCxYsgNPphMPhQFlZGUaO\nHBk27tZWa9B3FkuvLU1jY6f3b5vN6feZK52dvd22sbEz5FZRU2MHogN6ePW7H8F6qhAOuxMDH5nt\n/b652QyHkZssrS0WIKErLNUzqNJ02LwIyacvHpb4maA8VNAzgXWRmZnMGG9TkxnGGGfQ9+HgIx/f\nsE6nGwkSy9LY2NlbfyzPCqk/pmecDrf3e4vFgVSG51wud9Czbo7u3jo77UHPOl0ev+86O2wwdn+2\n2Z3oGboaGjqCFqdczmBZeuixbKVo4e375GtvIm74cAyY9RBsDhd8X+VcLm4mV75p2+0uwbIwlV0P\nHiq4L4WivcPGKawcJmV0wDhhs7vQ1MRtXLLbnbBanRBzBRljmw/Thnwxd/a6rmQK73Yzl1dbmxVO\nV69dL9OzNEWjpdUS9H2oZ9ragt1oNjZ2ggroIIHPNTZ2MvqS59smbXZhcyNfWlssrGNLk884SbP0\n9eamTr+6AAAYusuFRRamsgQAa7N0u+RshMtbS6sFiO/63W53cXqmqckMQ3SXemd3dD3TM5bQHo9k\nO0RS6h52hxtxDN+73R72uLjMBd1Zpih2ncbp7G2bQvqDoop1IAaDAXPmzMELL7wAl8uFESNG4Lrr\nroPBYMDdd9+NO+64AxRF4fHHH5fu4KISMAxwVLc9Nh3Y+bVvC0JQE82YJLA9y/BwwEpRQ5utV6Fn\nyZfcuXa3NMPc0rWHwmxGTvqacshknCSiChtW/BumjAykXfubkBEp2kIYi4i0UTnRSun6D5Xc+grj\nPQHd8ZQ9/ghoN8eLZhREfhNF5WpUNcV6yZIljH/3MHPmTMycOVOm1CUq4FCHWsJtI4tpPX7padf2\nWSrb14iGYzZbNv4gfYK8ypjr4cXg7wJbaKeld7WFZpFH8G1/AvAEuhQ0KDypstwCKXlyPG2s5cbd\n0QFjeYcMMQvPZ9vWLQDQrViHQo7D5MJl1lathofmYJ/uizqznQZLlHNB+NhlByxwUJbQOyhqEtJk\nR4PVwIaqK9aqIbWfxUCYrncOpYSLvXlRZJyE8Mg1oHONt/k/38skQTBaWjFQsgWX17ZjnN83Aq40\nF/c2KeZhn2i00+/5tCXriWPS3e4pC2Fyo0d/wWHR7oJNOLTT8mVGQEb1ow/os+0x0ScVa8lc/YRS\ntMO1j3AuyFjQTwfRB5TTCXt5mdpiKALtd7I8RDsS5cdarCJqYPldPqx28duiYsYUpbu1EuOIJsYq\nziKwtfJQ/YWrHFKUBYOMAV9x9IypDTiUCe9FJ4nbnCbaMABBNy5rRHQ+iHK3pzH6pGKtW5g6utyu\nwiLFjzMD9V8vQuf+fWHDmOpawv6uS0K1DzHXcivwRCAGydp5cDyamVR5QDc3wH42kT2cArJoA3lz\nyui7XQaq3pqLaKaDfjqvSMX6WARNYUIuUZH74hWp0IeU3CCKNQ9Cv1FxIZQpiIgoAf20Rg12bnNB\nAWuYhNLI8I3KSQnlYCcd+lmm+AMuVArzbNBvKiq2SqfMpGD0lFy/+jZYTp5A4rjxrPG4v12Ms9xS\n5COecFRW/GR87+IlhNgTDbbiIqRxDq0PJL8gJkxlC01JKy/XgqRglF0b+VEdBVQRo/xJqAiPq5sF\nIUU8PFY91Lh5UXE0MpjJTl/JZwjETFqyj4sGA8SbtkhDalMHzi14W9pI+0zbkzmfnMtRJjlkiNZW\nfApnXnlJ+ogD4XR2kWb8kzloBLfpSM6bD3pZWecCWbHmA9d6V+JlsUcWkaYgHmuw/2+5cTU3g+7P\nvGWtlVWCSMOvVPmUsRJjnRZXV3i2Q3ErcEobWSuUjF76MtuEHu5ntizyVRZU7pvOmhrpI2Wg4/v/\nIK6xnTWcqi1IIVMf5dC24irOIkBbRPaKdQgEd1bOD4YJaOC4PS4mfR6Ds9vn5ks58X0brXj6CVQs\nXKRIuppF6bdzOsTfPjCai4hZlQs6p6sTRQvgPUjoaUqQfBteq8hsCsIpejnbfLD9lHxpSYzjyBEk\nnmtmDyhFx9JT52SFY2a0uFjBQsicacGkiyeRrVhrux0B4HcAhjGsTgeNuk1bQvyig0rTJRw0a8ni\n5yICS3hhJuGSoWgrVDCxuqx4RV5w2LZ1q999R34ZZD+8yMmeQabVkz4Ax+LtCRoaYZOkdnZcfOQQ\nlBW9KAl6kZOdiFas622NzD8I7TCcTUEU7JBa6ft8CTHxCl1Nc9bVonrB23A1hqhzgiA4272JMEnW\nzgTWg0HRPqzkCnL/FjtaDx1WJK1w+bKeOKZA+nInQKs6/sZFibkEnhDZaG1M7VtEtGLd7pDjNi9h\n9CgP1hPHce7D93x+6P2Tcrlw9vVX0LF3T9g4Ah4LG44VFr2J0kkHrVu8CNaTJ9CwfKnaoqgOa/2r\ntGDtH97/AT5eQRgu65UUp8HG+xkLJcKkSkEl3uSmUfnRZ7KnQ9O0+qY/Up1RD3khnLiWGCpersRF\nx4iLQA/wKSPJ25s67bd1648o+Z97eqXgs9Ona4TnTWulEnGKdeehg3DW1YUPJHjBWprVO0vBEZ+g\nvYFtJcWwl5ej7svPQ8TLTXCKYvB5KhCrW+HDjUJ7iKcrz7SHe97VPIQsnQ9mjviPzhzCdKGMnMFp\nqDlQWg2tvD3wuOFiDyQR7o4OnHn1n7CeKlQsTX3CrRXZ3PbeJ9zBlwWJvXiFZrqJVwoC+6bWtAux\n8NoRkCHzKimxjSuWiZaDoiKtMeiLiFKs3e3tqP3kQ1Q+P4clpMy2d3zil+FKc72sMktK5JhniYet\nTYXSFEQ0G6Y2H96ZAltiSrZhtVdWmQ6Nhg7etu0nOCorUD1/nnwySYJ2x6G2HdtR/vQToOw21Fkb\nvN/bSk+rKBV4FZl2S1dCOI7rtmNHgzyaiN3Z0uLisKh7BbSYIVXg1y7Ovv4KnA0N7AF9iCjFmnI4\nOIVT5VR8yNvuxMYhbweSraR04LPS3akdUyLRcPEKIrGfSBqA+dhRbgEFJCtrC+LrFYTMWdojTJ00\nfLMY7uZmWIuKhEdP0xzMrpQ5Yms+cgjp1W0ypqVtmhYvBtUh9Xit307tp+NoeKqlPR75dnQkwl5e\njqZV3/J6hvixlgNeqw7Sd15+MWqr11Ea6mTlsx9RWwSZkH7FmkmBSC48i5rtC5gT0LrdoNpuQbTV\nLYWherXKvTMpvRR8zsf4Bq356APGMK4mcphbrC27+qjekWSj9MH7Ed0/A8NfmxsmlAbyz1OEiFqx\n5jxBa6CeeuEzkHLNn5TKqTyjEpu3CT5vsZTdhsjQROQkhFLLgphSjWnyX0Hzb75SdEKZOrJBA55K\nwiSvhxvKNCEhZ81X4HhJsxsb8F84kdaMsGLOkzzT1yZM5cy1jwpti6qPAd1oQwp5oN1uuOpZzsTp\nkMhSrAMIOf/I3VIFrjqwm0fo8cWBP7bTp3H6f+8N6R0lkNKHZsFeXiazVDqCof35fxPKzYG0DSds\nbKpuocuBGAN1veWVI3rIV9ABQJ6KrR7yGAEkdjpR8j/3oCN/H+9n5fYipEn6WrvUWBVHlmLNeSVH\nYKMTc0I5pI01zfi3szHYWF6OBXktLn6179gOAGhau5r/w31tQOEKF68g8gshrQRSZYPBuUKfuZ1Q\nJmho4f2eiwQ02GflUPFwy6FcNqQR30YZxvL6rxeH/V3S5LVSvgI8fDCutmskO3qEb1uILMWaI9pq\nX8zSVD7zFENQNUxBJEKIBi9g4KRdyrk90yxC/ViLWXRldJkXps4DXij75KpSN4zVFa44tPg2HIDi\n7iSZkNkUxPn5N0guZ9/GrqiLoEPQihPc1q1Fp0A5nSrIoif8tsJVk4IPWjG9kYI+qVhLRchmIPTw\nIpvdMcN3cnsjkO3gR7ibF0WkaTtdIvxhRVF2EPEvUu6atSj3TmIIE5/80wT/mxf7V1cLTk0zK2Oi\n0GIe2GXidit5iBbncCCxupk1freb1/FF7iH7oK9i2mFH9dtvon7JYu4PCR0wNFK+gsYHbYiuHBrL\nb0R7BQm5CiaREuDyuMQXoI8o7pbwgzQ4XlqhsTbGSEjXiH4rmfLK4PJQiJI3CX3BVN5SKswh65Zf\nGkqc8uc7meWUlUstgB873/wQcUOHYvJtv9fFijVtUPZaeKG0/LAesWcqZYvf5fIQX4yCCV1ulqMc\n3HgSIgOpu4+A4dNaeBItmzZwDk9WrHkQWB9USEVXmKcP1orjbAmiQVMQjnRl0eD3SS5cHunj972K\nNhxKq0a+7YxX2lwvG+VZlFKs0gbqK3aLDR4eN2/6SuMfMRRXCp02B3Z/+BXqK5hXvrNPH0Tq1u8V\nlYkXWtQdOcjk4KRUi8ucfH1di4UuHeFNAzgcHBVZ8HreSaK1aA6qY2iHA02rVnIOH1kr1pwnQ6Ed\nhqtmy+PwIh8lXC9O38VGoIMVObHIOWTTbG7AJGiLXIji+IInXIftfdDlcOLso7PQmDoAmUKjC4pV\nIWgah5evRWbBLzhTdAzZHy7QdP/mQpf46iomgYrRuQ/fgyEqCgNmPRT6GYlfqGr6D0cGj7qMJDtT\nWelL5dRX8hrKv4MK44jY4TeyFGuuCK4n4cXtqDor+Fkvcrw4sCixma1u1H72Mff4xNJXBhGFiaus\ng7O2BjG5AxCqfYjbsea7ZE0z/x3uuzBY2s0AgMz2GpaQXDAoqhPS6L3lM8Xe1vuljtDDe4Cl4IjA\nJ4XnrjMhTfSLXigiXQkPmz8lXB1qsHzF+T3TXn64wCnPXALxOvsmjsgyBdHISmdXn6dR9+UX6Ni/\nlyWs9LUt5YCb2eZG54F8yeLjhT7HAW4odNVxD3G1zah84Vklkwwbxupw935NB69J8C4do4ihTO12\npsEJXDQ0rXq2hHgmkUMh0ci0pE9CHpPisdMrsPy10yu1I4mcGCIon5GlWAcQ+oYyaSowKsxpb097\nGzr27kbdF5+FjcP283a0btnMMUURpih6gkxE6sDQbqSsCt/YO63h3WWFG2RlPwumgo217hu9Bocc\n7YgkU93qfZwXAR3q8DsDBqHlr2D5eiyW0GKE+DssOj5npRaU3SbZ+bTIUqw5dgSpuktUKJsgmuLc\nJx1796Nx5fLuB8OH5fKWTtN09xXfWoPb4OafR3E1FelbpSFhy7YM5cLXDs63NUhiQyciT1TAs0md\nVmXt+vyOTnBI12fBoPzJx2UQSCLUPkAlpAqlrnYO154LTd/hEnJQVz9INX4LPlGl4PxR9uiDoZ0X\niBVDL1smKro3pBwOlD40C9VvvylJfJGlWHNF5vozO82qteXG5ctQ+9zzPJ7QYqfrPvokdmDTsGIt\na6mz5FutLTffdP0kYLqCnadpiZiq7rT6Xyo05tRp4ZEJxeD3T/igPoOLu7VFHnkkgG1XQn7U7/+0\nge+FVdxldka4Ys1GpC2ctP28VbK4Iqtk5Mfd3g4AsJUUAxA/P0eWYi33leYc8QhdqWEV33dpizmw\nlJ1THcTXTc2nH+va5aDchCxhxh+4mh/xk8FvxVqKCVLU6qja0xAVZLamxdddPrRbnPDI4M5SbqTe\nqXDEn9PNgqHWkEpxFlz8WlHchZwV0OGV5qHEM3XY0LF/n4QpMLQIies6shRrzXQEeZ7zu2lLK3nl\nCvcr/EQnZT6YD3t5meh4+h5ibKz51huLyQ+X9u0XhbT9IdJWw+THv7w0YaaggSqkDR755Ojziwcc\nTT91/mIj7GVPA41fIlJLa1H3xadqi8GLyFKsuSJzmyMrFCKR4H4YsmIdmlDeEvR8QZyeFWG+i0su\nj17attp1IlH6YqLh+Syf4Dpu8pxRM4uK+0+WNLneyGzurjNXHloDL7th0POFPIFElmKtEVOQrhFP\neu3av+FJE7/VbZUkHqmgEc6bC9/IIqej8kJgvkUNbBwP1vYghSmIn822xAdflFXU+e0UlJ7rkE8U\ngWjypUyATFLXu4HLDYH+AnAPGkGKiBDspaVqiyAxoeqz93urk9t87RtTVWeXb3+7m7snFVVQtTkT\nUxD14Op1RK4GIkPEZkdoNz+qQIf8QJAIPjbWUiusTNjPnBFd1ZIrwko3PR4vk5SKp+e5YqCVaTvh\nEaJZM3wn8j1frh1MPe/ScIKmw5Z99fx58qevMZrtHA8ra0/0PkVEKdYdjnZuAXl0GPPRAjT/dx1P\nSWQysvZFqsHaqC27Fdp3tT+CvYLIO/KxGeuHMgVh8M4hUZLhHqh/bwH62QJWYsLUHaOckpv+KNh2\nAna4zAVHYAynlGqryzKjBRk1YAlCEE79ws+R1GhWLX097AjQbjdcLcHKNvN4qHx+PGYzGr9dDndb\nG2tYub1VKTkkRZRi7ZbBrrbmg3fRvGY1KBd311FyrST4dRY64F+hRKpBuKaVaqhtPMj5a65tmdMk\n5BMksNUli/S9rv7qqHTUfPgeovViRq0hzPH+05lHwHzgYbBfF2XmQkO+sShymjwjtpMnkKyiYq24\niXWIdhJuDK56ay4qnnocrtZWucQSRdPq79D642bULV7EGlbVKVvitCNKsQ4ihNIoqAw1Noh5TzqL\n1YsVas1N7XZuAbWuEOsA9iJkt+XrQa7XLmkuhfH5U+LLSKSOL3xa4be8g9Hgy7AGuq09xr9chAwl\n55rMKptYaKAgIwS9ewPhgr2sy87c1dgQ8Is22lGPf2hPO/uKtVZkloLIVqxDIfvAyXei5Bwrxy+1\nR3kN1wNXPmUnaqVIJwWjAoE3DfbgcAafGk+KN0mYMvPhRZag3GKOoBVrVnSyy6Tky0kICSR5RIyC\nZgAd8jC2WMWPUr18Ixyl5xDu6x3coyTesYJRYPjsm4q1zAiZ5KvefB2u+nqWiPWrPPDTBaRp+ZSG\nBxU5+3bVhx+EHFBpOrSXAo87+BlJTfB90xW8qt77k79XEIkviFHaKYiB21BMezwwuvne5ic/TM1E\nj8MVk52neI8nfDx9yBJtH0fYIKYdG2v+cvTsupQ+eD+yj56RWiDRtO/agYYV//b/UivFLQHRagsg\nJ5IqL7zcIPHHdrpEUMz6WLsCjEaOikOYT3yJoH7KC2dxIVpKytB/zMjgH2Wz9+RiYx3GyFps8hLX\ntrJth+b84ln5/BxkNjbKK44UGHTstUJKuWUtAp2Wr07QysIMl1oOuSvi0shLeLd8zoYGtGz8Lzp2\n7ggKou6LTGDa4iaoiFas1YOC/H6s9QVHvboLKba69TqpS0Sb2YH+TD+ELRfhZcatbfbWqyR+j30X\nwKU2BRGwzd5S3yytDAy4NKtU+5d/ZuFp0NOuV0kW4UjdjniPZH172NIM9soKdCz4QOGFK+GVby0u\n6nJbKkFcclL7yYdwVJ1VW4xgJNYXIlyxDnV4UYjtHaW+sibHC7QMeWK6Gc4YoCw3xaRilNzy9CW7\nW67QNHi6BeEYL3sQo83HZ3pA1xQ9gYloN1JNnk3PPSHoOdPSNUg16Hso9gT0tYTmVnTMew0xKskD\nhL5hlA0pV9qNMroz1e2OgA6o+eh9GDSyYs1lbG1eszrgGY20jQA5POZOlQRRFn2P5kIRolfzeUa2\nNq2RzsKCi8FWN3CryhVSkeBjhxse9hcoNQ1pZK7LkK6bqJCrcnL7EU0+/AuAv/UIEihZwEd2WdIa\nLNj5whsA5UZ2fZkkMvJIHiV7DkuWnol2SxaXGtAUDZfD3yVpjNJ5kqI7S9wFTFFGGOtquCevFYWo\nj6NKPYRMU4iNtThR5EKr7bvDKa1bx76pWAvUrDn79KUpeU7uy9AoDQopl4GKddhUe+6HYagn7nUQ\n+pBenybcKr6o4uL+cP6yNUg8E6Bs8Hpx7Q2cXVvM48Fgds35J0Yz3GbGaVdr0fui0o4kMtqdqHjw\nf1VLf/cHixDrCjihIaj/S2xwRwPG/D1SxtgbNRnfIguprdm02D7CWiIqJW+w9lFnqZd0d61vKtaC\n6i/4obr0aOS06HulSQ6YVj657og2ff4F6M4wb4+cTRP0bJEuMwKVWCmgKAr9tq0J+j6ozQSke2Lz\nTuSOH43+A7MklSerqYLx+4LPViBF0pQIcpJ5NPgwlC/clQypR40wpleKpE/QS5lSNitat/4Y9L3f\nTManHQeEleRci2g0IYTsKKpYu1wuPPvss6ipqYHT6cSsWbMwYsQIzJkzB0ajESNHjsQ2aMm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BizeNse9LO3+n3nuGCST6RipeKGlgcHAoFAIBC0CE3T8Hg82PX0S2qLEoxGV9Otrl6PcFUNPL28\n0DRcQsxufYgsxVpGPDR3P9a0gCvTueBrYsI19uj/LA3+0udhpa79NhBjEAKBQCAQ+EEDrbVNyGo+\no7YkusHh6XU1aOFwQVCgPlXbYhGVfmQp1jIekKMoCuCog1ISuvnzRSpl3dHYgMOrN4NS8HZCbb7X\nEggEAoGgXSiKRlR0FHtADWMAYDl5AkaZFIEgzc9XseGgFxoCNBRKpHvAiLKxNlvD3KwjEoqieCjM\ntCwrwVLZQ6fWVwIbKnEqJQnGVEmiDIvH4yHr1QQCgUAg8CTp66Uoj1kT8t4MVeGok+S02HFuwdsy\nC9OL7yIk7/VWmhatr0TUirXHw7LkL6K0+FxpLtfyLJONtZgGYGtqVeTEMeXmbp9OIBAIBAKhl2Sn\ntm6D9KKDid0Q6BWE0Y1175cde/egn1lceUfUijXCrBJ37NktSt/10BSMHNXYfus2wD1d+o4gtRJM\ng5bNK4gv+S+8inRni+zpEAgEAoFACKYyNwaj1BZCKXiagviuhtYv/hJDRCYfWYp1GOoWfRGUWXd7\nO6JTudlCUB4KGf3iOIU1Opzw/LyVp4Ts+G1vSBHhzh/h+cUhRUxhyWw5K3saBAKBQCD0FXa+8R6y\neYR3Rctwy7JGV6z9TUGUN0SNKFMQvkvSno4OzmEpiv1kqdzQNGC32JD/0GwMrWwAACRbPdj58puC\n4kt1dCDeJb9iTSAQCAQCQTqyy47wfkZ6xwraVKx95TIYOai5EmcjshRrntCUB9YOMwoemIU9ny4B\nABzftAOF992L6sIy/7A0DYPKb2c0TaO5qtbPL7WRBrKrT6koFYFAIBAIBC0zssqB0v+9V9I487/8\nVtL4pIKmwpiCMKlxEut2EaNYn/olHw17D/N6xm53ovp4CRLcNmQc/AkA4F6zHNE0hfLv1/iFpcDj\n8KJMaHXbhUAgEAgEQt8ivVtvUptoN4WiXw54P/foSg6bPchs1mKXz3ucVx7ZU1CIqCUfI4fnM+1m\nJ4zRUX7uqenuE6SBV1rSFKX6rgdN06Dc6pukEAgEAoFAIGiBOCcNLPnI+5mmaVAUhTMPP4B+AWEd\nzi4d6uC3/4X98AFMeeFJGJulda4QMYq1EGiahiGK2fF64P3y8f9ejpgQYZWCLqtCrftkUEMhEAgE\nAoFAIHTd+eFxuxl/M3abiaT8uAopACofewgJEqffpxVriqYQyhomqqMVxzf+gtiezzSFKJH3x4sl\nt7wcKC9XVQYCgUAgEAgErWLdtgeHz7YjjeE3o0w3Y/vSpxVrmgIomtm0IrO1Gvj+K4UlIhAIBAKB\nQCAIZUB1GVBdxvjboJZO7Hjlbd6mw3yImMOLQjAYAdrHZnnXnH8iyWVRUSICgUAgEAgEghzEuink\nnD0haxp9esW6ubgMhugYpHR/zmqqUFUeAoFAIBAIBIJ+6dOKder2dWqLQCAQCAQCgUCIEPq0KQiB\nQCAQCAQCgSAVRLEmEAgEAoFAIBAkgCjWBAKBQCAQCASCBGjWxpqiKLz88ssoKSmByWTCa6+9hiFD\nhqgtFoFAIBAIBAKBwIhmV6y3bt0Kl8uFFStW4B//+Afmzp2rtkgEAoFAIBAIBEJINKtYHz58GDNm\nzAAATJw4ESdOyOt3kEAgEAgEAoFAEINmFWuz2YykpCTv56ioKFAKXEVJIBAIBAKBQCAIQbM21klJ\nSbBYem9BpCgKRmPo94Dpa79XQiwCgUAgEAgEAoERza5Y5+XlYceOHQCAgoICjB49WmWJCAQCgUAg\nEAiE0BhomqbVFoIJmqbx8ssvo7i4GADwxhtvYPjw4SpLRSAQCAQCgUAgMKNZxZpAIBAIBAKBQNAT\nmjUFIRAIBAKBQCAQ9ARRrAkEAoFAIBAIBAkgijWBQCAQCAQCgSABRLEmEAghqaiogM1mU1sMWWlp\naVFbBFmorq5GZWWl2mIQCH0aj8cDj8ejthgEBSGKtcbYvHkzDh06pLYYkvDdd99hzZo1aoshK1ar\nFevWrVNbDMkpLi7G448/jhUrVkSsYr137148/PDD2Lt3LyLpDLfb7ca7776L2bNno6amRm1xZKOk\npARLly5FU1OT2qLIRnFxMbZs2aK2GLKwe/duPPfcc7Db7WqLIhvLli3DG2+8EZFtdMmSJfj444/V\nFkNWduzYgX/84x/YsWMHnE4n5+c0e0FMX2Pbtm347rvvMGDAADzwwANqiyOK/fv3Y/HixRg0aBDu\nuecetcWRjeXLl2Pjxo2YPHky6wVGeuLgwYN48MEHMX/+fFx++eVqiyM5FEXhiSeeQEtLC15++eWI\ncuNpNpuxYMECeDweLF++HGazGQ6HA7GxsWqLJhlOpxOvv/46qqqqcNtttyEjI0NtkSTH4XBg/vz5\nKCoqwm233aa2OJLS2tqK119/HU6nE3feeSfi4uLUFklyzp49i8ceewyTJ0/G/fffj8zMTLVFkozC\nwkK88cYbGDt2LO6++261xZGNb775Bvv27cNdd90Fq9XK6+bvqJdffvll+UQjcIGmaTzyyCO45ZZb\ncP/99+PkyZOIi4tDQkKC2qIJ4rnnnsP06dPxyCOPYNeuXbBarcjJyVFbLElZsWIFNm7ciG+++QaD\nBw+G3W5HYmKi2mJJQkdHBxISEuByufDee+/h0KFDKCsrQ15entqiSYLBYEB5eTlGjRqFtrY2fPbZ\nZ6irq0NqairS0tLUFk8Q9fX1SEpKQkxMDPbv34+BAwfi+++/x9q1a7Fr1y7ExsZi2LBhaospCfn5\n+Thw4ABee+01UBSFoqIipKSkID4+Xm3RJIGiKHz66aew2+1YsGABDAYDWltbkZ6errZokrBz506U\nlJTg3XffxYEDB3DixAmkpKQgJSVFbdEko7CwEB6PBzNnzsT69etx4MABmEymiJgHly5divPPPx8P\nP/ww1q9fj7Nnz2Lw4MEwmUxqiyYp+fn5uPzyy1FfX4+ff/4ZbrcbCQkJSE1NZX2WKNYq4fF4UFVV\nhX79+sHtdsNgMGDfvn1YunQp6uvrsX79ehiNRowcOVJtUcNC0zRomsaJEyeQkZEBo9GI1NRULFy4\nED///DPi4uKwaNEieDweXHjhhWqLK4r29nbYbDbEx8cjPj4eK1euRFNTE5YtW4YdO3agsLAQEydO\n1OXq4GuvvYbGxkZccMEFsNls+PHHH1FbW4unnnoK5513HrZt24ampiZMmDBBbVEFcfr0aXzwwQe4\n8sorQVEUmpqa8N///hcejwd33nknCgsLsWLFCvzxj39UW1TenDp1Cp988glyc3ORlZUFj8eDDz74\nAH/5y1/w6KOPoq2tDSdPnsSAAQN0++JQUlLiVS5bW1tRUlKCbdu24ejRo6ioqMDBgweRmpqK3Nxc\ntUUVTHV1tXfyrq2txa5du3Ds2DFs374d//3vf+FwOJCbm6urF3iapmEwGHDs2DFUVVVhwIAByM3N\nxccff4zt27fDZDKhoaEBP//8M9LS0jBw4EC1ReZNTx43bdqEs2fPYvjw4XA6ndi4cSN2796N0aNH\nw+12Y8+ePXA6nZqf033pyduuXbvgcrm8L3fvvfcejhw5gpycHGzbtg2VlZXIzs7W7fgC+M8RTqcT\nq1evhsvlgtPpxB//+EccPHgQ33//Pf7whz+wxhUZe9c6ZP369Xj44YcBACaTCUlJSYiNjcW//vUv\n/Otf/8Ltt9+OhQsXqiwlOwaDAQcOHMDTTz+N+vp6AMC4ceOQl5eH//mf/8FDDz2El19+Gd9++y0v\nGyUt8vTTT+PAgQNwOp0YMWIELrvsMtTU1ODrr7/Gq6++ipqaGu9NoXqirq4Ohw4dwg8//ACbzYbB\ngwdj+vTpmDlzJoYOHYqJEydi+vTpsNlsurVFLi0txcqVK7Fv3z4YjUYMGzYMV111FR544AGMGzcO\njz32GKKionRVfz1bkxs3bkRhYSF2794NiqJwxRVX4N577/XuMFxzzTWoqqrSlUIWyNKlS7FixQoA\nwIUXXojo6GiMHDkS8+fPx5w5czBixAgcPHhQZSmFU1dXh3nz5uHAgQMAgJtuugkejweDBg3C+++/\njyeffBKlpaW6s9U1GAwAgI8//hg7d+5EY2MjEhIS8Ne//hXDhg3D7Nmz8cwzzyAnJwdnzpxRWVph\nGAwGuFwu/PDDD/jxxx+988O4ceNw9dVX44477sDdd9+N8ePHo7a2lpdJgdoYDAZUV1fj448/xrFj\nx+B2uzF16lRMnz4d11xzDe655x48//zzqKmp0b2tfM8csXfvXsTExGDSpElYtWoVzj//fFxwwQWY\nPXs2PB4PioqKWOMiirUKtLS0YNu2bTh37hy++uorAMCUKVNw5513YsiQIQCASZMmIS8vD2azWU1R\nw0LTNGw2G9auXYuWlhasX78eAJCWlob77rvPO7FfdNFFGD58OM6dO6emuKI4fPgwDh48iH379nnz\ncc899+Dee+8FRVHIysrCgAEDUFBQoLKk7FAUhYaGBu/n3bt349prr8WIESPw0UcfAQBuuOEGjBo1\nyusxIz8/H7m5ud6JUuv4vgTU1dXh4MGDuO222/DKK68AAC644AL8+c9/9tp3VlZWYuDAgbpYTTp5\n8iTMZjOMRiOcTidcLhfuuOMOWK1WbN++HQBw6623Yv/+/bDb7SgpKUF0dLRuzwBs3boVR44cQW1t\nLTZv3gwA+Pvf/+7dXUhNTYXD4dClrXWPkvXTTz/h6NGjKCwsRElJCQDgmWeewe9+9zsAQF5eHhoa\nGnTpweann35CaWkpWlpavAfzb775Zjz44INeZSwnJwetra1qiskbXwV57dq16OjogMlkwvLlywEA\nf/3rX3HjjTcCAOLi4lBfX4+0tDRd9UOKovDdd9+ho6MDZWVlOHr0KABg9uzZuO666wAAgwYNAtC1\no6sn2OaInoWlM2fOwGq1oqqqCunp6TjvvPNY4yamIArQ2NiIX375BfHx8UhJSUFTUxNiY2Px6KOP\n4sUXX8Stt96K9PR0GAwGbNmyBRaLBYsXL4bH48Fvf/tbtcX3o7GxEV9//TViYmIQHx+PpKQk0DSN\ne++9F//+978xcuRI5ObmIjY2Fv/5z3+wf/9+bNiwAVarFTfffDOioqLUzgInjh07hvr6eqSkpMBk\nMqG4uBhTpkxBbW0tDAYDhg4diszMTHR0dGDDhg1ISkrCDz/8gN///vea3o5es2YNXnjhBRw/fhzN\nzc2YMGEC+vfvj/PPPx9jx47FkiVLcMkllyAjIwNff/01li9fji+//BKjRo3CLbfcgpiYGLWzwMr7\n77+P7777DmVlZRg5cqR3+/Kvf/0rNm7ciNbWVuTl5aG2thavvPIKfvrpJ6xfvx5TpkzBRRddpLL0\noamvr8dTTz2FHTt2YNeuXXA6nRg3bhxGjx6NkSNH4ty5czh9+jTGjx+P+Ph4fPXVV1i3bh12796N\nhx9+WDeHNNetW4fq6mrExcUhOTkZ9fX1GDVqFCZPnoxNmzbhV7/6Ffr37489e/Zg3bp1aG9vx+bN\nmzF58mROk54W6HlBMJlMiI2NRUVFBS677DJYLBbYbDaMGjUKOTk52L9/P/Lz89HS0oKjR4/it7/9\nreZtrT/++GOcOHECbrcbAwcOhMfjwTXXXAOj0YiqqipkZWWhf//+OHnyJObMmYPm5mZs2LABf/7z\nnzFgwAC1xWeloaEBr776KkpKSmCz2TBs2DDExcVh9OjRmDBhAjZv3owJEyYgIyMD3377Ld555x3k\n5+fjzJkzuOGGG5CVlaV2FkLS0NCA+fPnw2KxwOPxIDMzE0ajEddffz1qa2vR0dGBESNGoF+/fli6\ndCmWLFmC/Px8NDU14U9/+hOSkpLUzgInws0RmzZtQlNTEyZNmoTBgwdj3759WLt2LdauXYtLLrkE\nU6ZMYY2fKNYys3XrVjz11FOIjo7Gpk2bkJKSggkTJiApKQlDhgxBcXExdu/ejWuuuQZmsxkHDhzA\nxo0bMWbMGDzxxBNqi+/H/v37MWfOHOTm5qK0tBR79+7F5ZdfjtTUVAwaNAjV1Unz1RIAACAASURB\nVNU4ePAgLr/8clAUBYvFgsOHD2Po0KF45plnNK9U0zQNp9OJ+fPnY82aNWhpacGPP/6ISZMmISsr\nC3l5eXC5XNi7dy+GDBmCzMxMlJeXY+vWrdi+fTuuv/56XHnllWpnIyRtbW1YtmwZXn31VVxyySVY\nt24dzGazV7lOT09Hc3Mztm7dil//+tfIy8vD1VdfjSuuuALXX389YmJivDZ3WmXr1q04ePAg5syZ\ng127dqGoqMhbdwAwZswYzJ07F7fccgsyMzO9LxF33XUXpk2bprL04dm6dSssFgsWLFiAtLQ0LFy4\nEFOnTkVOTg7i4+NhNBpRUVGBpqYm7zb0jBkzcPvttyM7O1tt8Vmx2+144403cPDgQURHR+OLL77A\njBkzMGbMGJx33nkwmUwoLCxEfX09JkyYgOjoaJw5cwYFBQWYNWsWLr30UrWzwEpDQwNefPFFHDly\nBK2trVi5ciV+97vfISMjA3l5eaipqUFZWRlSU1ORnZ2Nuro67NixAydPnsQDDzyAMWPGqJ0FRmia\nhsViwYsvvgi73Y4JEyZgwYIFGDFiBCZMmIDs7GwkJiaioKAAbrfbuwBjMplgt9vx2GOPYdSoUWpn\ng5X29nbMmzcPY8aMwbhx47BgwQKMHj0aY8aMwZAhQxAbG4uqqiqcOnUKl156KcaOHYvhw4cjISEB\nTz31lKaV6tLSUrz44osYM2YMYmJi8Pbbb2PmzJnIzs7GgAEDYLVacerUKcTHx2Pw4MHIzs6G0+lE\nv3798Oyzz+pGqeYyR7z55pu45ZZbMGzYMEybNg0DBw7EnXfeiRkzZnBKgyjWMvPDDz/gb3/7G269\n9VZ4PB4UFBSApmmMHz8eADB16lS8+eabyMvLw4gRIzB58mT85je/weTJk1WWvBe73Y7o6GgUFRUh\nNzcX//d//4fRo0dj586dqKio8Da28ePHY8WKFUhISPAONFdccYVuvEkYDAbY7XasXbsWb731Fn79\n61/j0KFD2LhxI2666SYAwIgRI5Cfn4/29nYMHToUI0aMwFVXXYUbb7zRO+lpSflsaGjA9u3b0b9/\nf8TGxmL+/Pn4y1/+guzsbK9HhaSkJO9K0bBhw7Bw4UKcd9553pPeqampoCgKNE1rchuzrKwMHo8H\niYmJWLVqFUaPHo2pU6diyJAhqK6uRnl5OSZNmgSDwYDMzEwcP34cW7ZswQ033IDExEQMHTpUs/bH\n3333HU6dOoWcnBxYrVYUFhZixowZGDZsGIqKinD69GlMnToVAJCeno6amhqUlJRg/PjxSEhI0MVB\nWofDgejoaLS2tmLFihVYtGgRpkyZgtOnT6OyshJDhw71ev0wmUzYvHkzxo0bh6FDh+KSSy7Btdde\ni8zMTO+2rlb6ni9ut9u7Yrtv3z588sknmDp1Kr7++mu4XC7vS0FWVhZOnjyJlpYWDB8+HCNHjsSM\nGTPwu9/9DllZWZrMY1NTExITE2EwGLB161bMmjULF198MYxGIz7//HP8+c9/BtBlItjc3IzCwkIk\nJiZi0KBBGDNmDPLy8jSvlJWVlSE9PR0OhwOLFi3CP//5TwwfPhw2mw1Hjx7F0KFDkZqaitjYWCQk\nJOCHH35ATk4OBg8ejNzcXIwdO1btLISkx6NQc3MzTp48iWeffRYXXHABDhw4gMOHD+Oqq64CAAwY\nMADFxcWorKzE4MGDMWDAAEyYMEEXTgmEzBE//vgjrr/+ekRHR2PAgAG8vLQRxVpiCgsL8eabb6K1\ntRWDBw/Gzz//jJqaGkybNg2ZmZmor69HZWUlxo8fj+joaMTGxqKtrQ2HDh3yNmCtrOyeOHECr776\nKk6cOIGsrCyUlpaiuroaM2bMQHx8PLKzs7Fy5UpMnz4diYmJMJlMsNlsOH36NC699FIYjUZNKmKB\nbNy4ERs2bIDJZILVakVFRQXGjRuHlJQUTJs2DQsWLMDYsWO9ymdCQgI2btyIiRMnek14DAYDPB4P\njEajZia9xYsX49NPP4XNZsP69euRk5ODrKwsFBQUYPLkycjJyUF+fj5SU1MxYsQI0DSNxMRE5OXl\nBZlE9ORRS1itVrz77rtYtGgRTp8+jaKiIlx//fX48MMPceuttyItLQ0Wi8VPOQOA6dOnIyYmRtP2\n1HV1dbjvvvtgs9lgNptx/PhxmEwm0DSNmJgYDBw4EKNGjcLbb7+NX//610hKSkJUVBQyMzMxffp0\n9OvXT+0scOKrr77CwoUL4Xa7MWjQIBQWFno9JwwcOBBbtmzB8OHDkZOTg6ioKCQkJKCmpsa7S9aD\n1vqeL4sXL8aGDRvQv39/dHZ2oqWlBbm5uUhPT8f555+PefPm4Y477oDRaER8fDw6OjpQWlqKkSNH\nIjU1FdHRXddNaC2PnZ2dmDdvHlatWoWWlha43W60trYiOTkZgwYNwvjx47F69Wq43W7vQlJGRgbK\ny8sxbtw4zZu0AF0ed+bOnYsNGzagoqICaWlpiIqKQlVVFcaNG4fzzjsPmzZtQm5uLoYMGQKDwYCE\nhATEx8djxIgRnFyzqcXx48cxd+5c/PzzzwAAi8UCi8WC9PR0ZGRk4JJLLsHrr7+Oa6+9FqmpqV69\npKOjAxMmTNCFe0sxc4TJZBI8RxDFWkLWrFmDTz/9FDfccANqa2uxfPlyPPHEE/j8889x1VVXISMj\nA21tbSgsLMRll10Gk8kEg8GAyy67zKtUa4VDhw5hwYIFuOOOO2AwGPD555/j0Ucfxfz58/GrX/0K\n/fr1Q0JCAsrKyrxmLUDXqvX06dN1oVD3mH3s3bsXo0aNwpIlS3D11Vfjl19+QXp6OoYOHYqoqCgY\nDAbk5+fjV7/6FQAgNzcXF198sTfPPROd1vK8YsUKPProo7jlllu8E/qECROwfft2DBkyBAMHDkRl\nZSWKioowY8YMbz56DoFpaeWdiW3btqGgoACLFi3CtGnT8O677+LWW2/FqVOnUFlZiUmTJiEtLQ3/\n/ve/ce211yIpKQkejwdxcXGaVqqBLl+/cXFxeP755zFgwAAcPHgQN910E4qKitDe3u41RTp9+jRy\nc3O9L32JiYm6WKUGurzsWK1W/PGPf8SxY8dQXl6O888/H6dPn8a4ceOQm5uLI0eO4NSpU7jiiisA\nwPviN3ToUL+4tNb3gK7LembPng2appGTk4M9e/Z4zeiysrKQnZ2NwYMH48iRIzh37hwmTZoEoGvX\naNKkSUGHMbWUR7fbjffeew+ZmZm47777sH79egwbNgwtLS1oamrCwIEDkZycjAEDBmDt2rXeQ5iJ\niYmYPHmyLpRqAHj77bcxffp03H///aioqEBdXR1yc3NRXFzsNYeoqanBjh078Jvf/AYAEBsb630p\n0iotLS1ec4eLL74YmzdvxkUXXYRjx44hISEBWVlZSE9PR0tLC0pLS712xQMGDMBFF12kC6UaUG+O\n0E5P1TE9p4N7DPhvvPFG74HEzMxMXHrppXjnnXcAdHn7qK2tBdA7UGrJhVmPLI2NjcjOzsaVV16J\nu+66CzExMUj8/+3dd1hUV/rA8S9twAEBUREENCAiiGCJJVgWDaAmlkdNLPtEo9kYNZasxmhs0Y0m\nmxhbNMUSS7AbiV1sqFhAAUUUK72DiKColIGZ+/uD39wFTF1duZDzeR4fGRh9zuHeuefc97z3Pebm\nDBgwgFWrVlFcXIyFhQV3796VJ5i1zaNHj4iOjmbNmjW8/fbb2Nvbk5GRwfDhwzl06JBc/snGxkbO\n/9Mfazs7O0Udt+r0Nzz6qN758+exsbGhbdu2eHt7s2jRImJjYzl//jweHh6/2BclT6oB0tPT8fPz\nAyp2OmvYsCENGzbk3XffZceOHcTFxXH79m2MjIwoLS0FlLMa9GvKy8uBinbqa8JaWFhw7do1rK2t\n6d69O7m5uXz11VesWLGCuLi4WvPAXmXZ2dk8evSIBQsW0K1bN4yNjXFxcZFXSoKCgoCK66W1tXWV\nCgz6yL2SP38ASUlJFBQUMG/ePMaOHUtubi7Ozs60bduWqKgouWxX+/btadGihfzv9JF5JZdl02g0\nnD59msGDB8vpDsnJyYwYMYLs7GxOnz4NVBxn/RK70q8n1aWmppKdnc3AgQOxsbEhNTUVGxsbXnnl\nFaytrVm7di1Q8bto166d4s/HytLS0sjIyMDX1xcfHx/u37+Pubk5AQEBXLt2jfDwcKAiDVR/w1cb\n1dQYIbY0fw70E2RbW1s6duwIVDzoV1ZWhrGxMVOmTGHo0KF8/fXXhIWF0bVr1ypRJSVccPTRSX1b\n3N3d5cnkzZs35fyxyZMns2DBApYsWcLt27flJ4SVHt38JdbW1gwaNIgHDx7QoEEDzMzMMDQ0pFu3\nbkRFRbFjxw6MjIyIiopi7NixQNWokZL6q//96/9u0aIFM2fORKVSodFoKCkpoXv37piYmPDOO++g\nVqvZvXs3PXr0kPPHawt9HwcMGCBH9fLy8uQbvFatWvH+++8TFBTEtWvXmDp1qqJv/mJiYtixYweL\nFy+Wzy999AsqbopcXFyoV68e7dq1k5efCwsL2bBhg2Lzw3+Lvb09AQEBlJeXY2xsTH5+PsbGxjg7\nO9OvXz8++eQT4uPjuXLlCv/+97+fitYq6bP3a7y9vRkwYADl5eVotVpUKhUGBgYEBASwZ88eAgMD\n+fnnn4mJiWHJkiVP/XslRahLSkowNTXFwMBA3sRmxYoV8lbdGo0GFxcXGjVqRP/+/QkNDeXdd99F\no9Hw4Ycf1nDr/5jq+evNmzdn/vz58nEoKyvD3d0dW1tbRo0axeeff87EiRPRarV89tlnij4nq4/P\n7dq1Y+nSpUBFgEmtVuPk5ISnpycajYaTJ0/y008/YWlpSatWrWqq2f+1Gh8jJOG/Ul5eLn+t1Wqr\n/Eyn00lTpkyRTp06JX/v0aNH0vnz56WwsLAX1sY/qnJfKn+tt3jxYmn16tWSJFX04/Hjx1JCQoJ0\n+fLlF9bGZ6XVap86TpWlpaVJo0ePlgoLCyVJkqR79+5JiYmJ0urVq6X09PQX1cxnFhcXJ0lS1eN4\n69YtaeHChZIkSdLmzZulgwcPPvXvfut3U9Oqn5O/1NZZs2ZJkZGR0pMnT6QdO3a8qKY9E51OJ0lS\nRf98fX2lCxcuyK8r+/rrr6WrV69KsbGx0qJFi6Tk5OQX3dRn8kvXlMrS0tKk/v37y68fPHggPXjw\nQLp48aKk0Wj+1817Ln7vHD1//rw0evRo+fX9+/elW7duSUFBQYrvY2lpqRQaGipdvXr1F3+emJgo\njRkzRiouLpaKi4ul+Ph4SZIk6dq1ay+ymc/NkydPJEn6z+dTkiQpISFBPn4JCQny7yI3N/eFt+/P\n0Ol0T52b1V8fOnRI+vDDDyVJkqSsrCwpJydHevTokXTnzp0X1s5npbQxQjm3xLWARqPh+vXrQMVy\nQVlZGfB0ZKG0tBRLS0s6dOjAypUrmTJlCiYmJnTr1k2RJb2MjIwoKSlh3bp1xMbGyt/XL0trNBp8\nfHxYs2YNkyZN4vHjx7Ro0aLWVPsA5AcpU1JSOHny5FO7QCYmJuLr60tpaSkfffQR0dHRuLi4MGHC\nBBwdHeWqGEpSvT2RkZF8//33aLXaKstZ4eHhXL58mSlTphAXF1el4oySq31I/7/cr+/L8ePHyczM\nfCqFqrCwkDt37hAbG8uUKVNIS0ujvLxcccerOn0EycjIiHnz5skRpMrHLjc3l/DwcFatWsXy5cvl\niiC1gSRJ6HQ6uT9xcXGkpaU99b7U1FR8fX25ffs2EyZM4NixY1hZWdGlSxdMTEzk65AS6XS6Kn3U\nb3hS/RxNTU1l0KBB3LhxgylTppCQkIC7uztvvPEGJiYmaLXamunAb6jcpnv37rFixQqCgoLkz5a+\nbxkZGXKVqDFjxsi7l3p5edVIu/8MfR/1fbl69SrffvstOp1OXgGEinO3YcOGBAYGsnDhQnkzG33E\nXqkMDAwwMjKiuLiYY8eOVRkb9H3Pysqibdu2/Pjjj8yaNYu8vDwsLCxqRflDpY4RIhXkTwgLC+OH\nH37gu+++IzQ0lH379tG7d2+55Iz+pM3KyiIoKIiEhAS5nJ6SHiiq/nR5cnIyy5Ytw9TUlHHjxsnv\nMzY2pqSkhK1btxIVFUVAQACrV6/+U2VnalLli4gkSezdu5e1a9eyaNEiTExMqrx3z5493L59m4iI\nCHr06FFlKV6n0ylm4ll5smJgYEBWVpZctF+n09GqVSuMjIzkvkuSJFf+GD16tJyqJP3/UplS+lVd\n5d/57du32blzJ9evX6dZs2YMHjxYfthSkiRycnLkzVHmzJlTJV9V6VJSUpg3bx6bNm1i586dbN26\nlZEjR8opEpIkkZSUxEcffcTw4cNrurl/ij61LDExkc2bNxMeHs6gQYMYO3Yspqam8jkYFhbGzz//\nTFpaGqNHj5bLB+rpq2Iokf4cTUlJYfny5VhbW/Paa6/JfdBvd33gwAGKiop46aWXGDFiRJVNJipP\nDJSi8rVTpVKRn59PXFwcvr6+Tx2PY8eOsXfvXnQ6HQsXLqwVEzL99UXfx7KyMlQqFSkpKZibm2No\naFjld3DixAkuXLiAq6ur4sfA6uPVvn372LZtG02aNKG8vJxevXqhVqvl8WHnzp0YGRkxZMgQxfdN\nT3/t0M9hFDdG/E/j4XWAVqutsswwZ84cady4cdKCBQukiIgIafPmzdLEiROl0tJS+T1HjhyRPvzw\nQ0Uu2Vbuy5UrV6Q7d+5ImZmZ0sKFC6Xly5c/9f7ExERp8eLFUkJCwots5jOpvgyUnJwsaTQaKTAw\nUBo8eLD8/crLZF988YX06aefSkVFRVV+riRlZWXy1yUlJVJpaam0c+dOac6cOdK6deukgoICafDg\nwfL79H9XP3ZKTvuorKioSEpKSpJ8fHykI0eOSJIkSatXr5bWrFkjZWRkyO/Ly8uT0yiUKiUlRZoz\nZ45UUFAgSVLFMXn06JEkSZI0f/58adOmTVJSUpLUp08feSlaf/z0r2ujlJQU6a233pJOnjwpBQcH\nS++9995TKQXLly+XNm3aVOV7Sj5HK19DdTqddPDgQWnkyJHSiRMnpIMHD0pvv/22dOvWLUmS/tOP\nadOmSYGBgVX+H6VdX6pLT0+XZsyYIX366adSeHi4dPToUWnp0qVyapz+9xASEiJ/PpXul1Ijfvjh\nB2nmzJnS9evXpZycHGno0KFyek7lPuqPqVL9Ut90Op00f/78Kufj/fv3pZKSEvnngYGBiu9bZdX7\neO3aNalbt26KGiNEub3foY/q3b9/H7VajZubG/v372fYsGF069aN5s2bExMTg5WVFQ4ODkDFJiJ9\n+vRRTC3Z3Nxctm/fjqOjI/Xr1yc3N5cFCxZw5MgRLl68SMuWLWnSpAkZGRlYWFhgZ2cnR7UbNGhA\nt27dakV5JP1GE/q72Li4OGbNmsWJEyfIzMzEw8MDnU5HdnY2np6eVSJFHTp0wN/fX16WVdJT7FFR\nUTRu3FiOsm/bto1FixYRExNDv3798Pf3Z8WKFajVap48eULr1q2xtraWoxb6Y6ffpEIp/fotqamp\nTJ06lVGjRhEdHY2ZmRkdO3ZErVZz+fJlNBoNrVq1kuvGVq5prETW1tbs2LEDlUpFcXExO3fuRKVS\n4ezszEsvvcTGjRsZNGgQaWlpnDp1ioCAAPn4VV9dUSL90rne5cuXSUlJwcLCgtDQUKZPn07Lli25\nevUqN2/epH379piZmQEVm2Tpq4EorVZzdVKltKnMzEwsLCyIiIggOjqaefPm4ebmRmRkJAUFBXLK\nlYGBAf7+/rRv3x5QXh+1Wi27du2ioKCAwsJCmjRpQn5+PtOmTZNLwbq6uqJWq0lPTychIYH69evT\nqFEjDAwMcHFxwdXVtaa78ZuKioowMjKSUwLT09NZs2YNqampdOnShUaNGrF27VqaNGmCqakpL730\nEvXr15fHAf2DmUqmn6ukpaWxc+dOioqKsLOzY8mSJbz55ptYWVmRmZnJ9u3b6dChgzxWtm3bVvF9\nq8zQ0JDy8nLWr19PQUEBPj4+REZGYmpqSqdOnRQxRihzHbgG6XQ6ebcz/esVK1YwefJkPv74YwoL\nC/Hx8SE6OhqoyId88uRJlQuLUi6Yenv27GHZsmUcP34cqNgQpVu3buzYsQMbGxtCQkJwdHTE1taW\n4OBgysvLFbc0+VvKy8tZvnw5kydPJiUlBYC1a9eycuVKRo4cycqVK1Gr1Rw6dAhfX1/Onj1Lbm4u\nhoaGco6VWq1GkiR5+U8px3DNmjWMHz+eEydOALB9+3aSk5PZsmULWq2Ww4cPY2Njw+LFi3nw4AGn\nTp2qkv5SmRKX1FNTU5k7dy4PHjwAKnLdHz9+LO9quX37dmbNmsW+ffsoLi6mdevWODk5YW5urvgc\naj19LuO7777LkSNHaNCgAU5OTsTHx5OXl4ezszO2trYsXbqU2bNnV0lDUjp9iarKS88ajYaYmBjO\nnj1LXl4eXl5eBAcHA9CyZUtiYmKIj4+v8v9I1XIllUTfR6i4tl+4cIEJEyawatUqfvzxR1q2bEmv\nXr3Yt28fAJ6enqhUKvn9UDFO6J9nUFIfg4OD+cc//kFCQgJJSUnMmzePc+fOkZGRgaenJ2PGjMHb\n2xudTkdkZKRcBz88PFzR5QAri42N5bvvvpOfH7p48SLTpk3DycmJ5ORkDhw4QPPmzZk0aRJ79uxh\n27ZtqNVqRQVXfolWq+XSpUty+V6oyDGePXs2zZs3Z/369Rw/fhw/Pz8WLlxIUVER+/fvJyUlpUoA\nSun0Y0R+fj4AZ86cYfz48WRnZxMaGsqGDRuYOXMm+/fvV8wYISLWlRw9epRFixahUqno3bs3JiYm\n7N+/n+zsbFauXEl4eDihoaG89dZb7Nmzh5iYGA4dOoS9vT2+vr6KikKUlZXJF3BLS0syMjK4d+8e\nLVq0wNLSkrS0NIKCgmjZsiUnTpzA3t6ehg0b0rRpU5ydnRV18f89Op2OXbt2YW1tza1btygqKsLW\n1pZLly7x97//ncaNG2Nubk5CQgIvv/wyeXl5NGzYEHt7+yrHS4k5x4aGhly6dIlHjx7RqVMn8vPz\nadq0KTExMWRnZxMVFYWDgwNt2rShc+fOpKenU1JSgpeXl2LOxd/yZyK5x48fp3fv3nh6euLm5qa4\nY/Vr9O10cnIiMjKSwsJCOnXqxOXLl8nLyyMmJgZJkvDw8JDL6SldeXk5X3/9NZs3b8bb2xtra2u+\n//57cnNz8fDwQK1Wk52dTUFBAR4eHmzZsoUzZ85w9+5dzM3NSUtLo1evXlVyJZV2vmZmZvLFF18Q\nEhLCyZMnCQgIQKPR8P333zNp0iTc3d3ZvXs3xsbGeHl5yZO3S5cuMWrUqKeigErrY2FhIYGBgbz/\n/vsMHTqUdu3aYWNjQ2hoKA4ODmzbto2uXbvSoEEDDh48yIMHDxg8eDD+/v688sortebzBxAdHY1W\nq8Xd3Z3Tp09jZ2fH2LFjad26NVeuXMHAwIBevXrx8ssvY25uTvv27eUN3JTo6NGjzJ8/n9zcXLZu\n3YqJiQkuLi5cunQJb29vvL29OXToEE+ePGH69OlkZWWxZ88etFotc+bMqVUlOvVjhJGREa1btyY6\nOpoePXrQr18/bty4QVhYGMOGDSM1NZVjx47Rp0+fGh8jxMSaigvMyJEjyc7OZsaMGQwcOFBefr19\n+zaxsbGcOXMGIyMjeechKysr0tLSmDJlCv3791dMlDM3N5fRo0fz8OFDXF1dMTMzIzExkXv37tGl\nSxfOnDnDiBEjiIyMpHv37gwYMID9+/fj6OhI3759adOmTa2aVGu1WoyNjcnIyKCsrIz33nuPJUuW\n4OzszM2bN2nYsCGurq4cPHiQgoIChg4dSqdOneS0HSWRJIlVq1ZRWloqb4+blZWFTqfD0dGRGzdu\nMGLECE6cOIGdnR2TJ0/m0KFDFBUV4enpiYWFBWfPnqVz586KT42A/yyJN27cmKCgIAICAsjLy+P+\n/fs0b94cBwcHwsLCiIyMZO7cuZiZmeHi4lKrzk89fRqOi4sL3377LUOGDMHe3p6TJ0+Sm5vLBx98\nUKVai9JVv5ktKSnBysqKY8eO0aVLF5ycnLhx4wZJSUn07NkTf39/tFot06dPJzMzE3Nzc3njECU6\nc+YMy5Ytw8fHh3feeQdjY2NatmzJrVu3CAkJwczMjK1bt9KzZ08cHR1xc3OjsLCQhw8fsm7dulqx\ntH7o0CEyMzMZOXIkGo0GIyMjXF1dOXz4MK6urrRo0YLg4GAOHz7MjRs36NOnD82aNZNTeJRK/3my\nsrKicePGNGjQAK1WS3R0NPXr10elUnH79m26du2KpaUlISEh2Nra4uHhgYWFBR07dpRrjitNXl4e\nY8eOJSsri48//pihQ4fi4ODArVu3uHr1KvXr12fjxo0kJyfLN7rGxsYMGjSIHj16EBAQoPjjV5l+\njLC1tWXXrl106NABlUpFbGws+/btw9/fn4yMDE6fPs3ChQsVM0aIiTUVTz2fO3eOl19+GT8/P3Jy\ncvjmm29wdnbm0aNHhIWF4eXlxcyZMwkJCUGr1TJo0CD8/PwUk0etV1payvHjx7l48SJ3796lZ8+e\n2Nvbs23bNtq3b09GRgbFxcVy+sTJkycZNWoUI0aMqFUfOD19FOj+/fvUq1ePpk2bcuDAAfLz84mM\njCQhIYGoqCjy8/N5++23adSokZwCorQLZ2ZmJp988gkRERFy7puJiQlbtmyhb9++XL58mUaNGpGc\nnMyJEyc4cuQIbm5uTJ06FRsbG+Lj40lPT6dv377yUrSS1cVI7q8xNDQkPz8fe3t7YmNj0Wq1+Pn5\n4evry2uvvVYrnsTX+6Wb2a+++kpO86hfvz6tWrUiJiaG9PR0HB0dadasGRcuXODbb7+lvLycyZMn\nK6pSUnWHDx+mY8eODB8+nHr16pGZmUlhYSGtW7cmKCiI1NRUAgMDycnJh7Xi4wAACRlJREFU4cyZ\nM/Tp0wdLS0v5mZXaMLHWaDQkJibSsWNH6tWrR1FRESYmJty/f5+wsDCmTZtG27ZtMTc3Z/r06Yre\nZKmy0tJSgoKC2L59O2lpaTx8+JA+ffpw/fp1+QYwIyODkJAQLly4QHx8PEOGDKkVx+zJkydyha6u\nXbsiSRIODg5otVoSEhLk+YiXlxcRERHySkujRo1qxbMa1enHCEdHRy5fvkx2djZ9+vQhKiqKgQMH\nkpmZSXZ2Nh4eHnTu3FkxY4SYWFMxOXN1dWXdunUkJSWxZ88eHBwc6N27N9bW1qjVauLj49m0aRPN\nmjXjnXfeqekm/6p69erRpEkTHj9+LC/FlpaW4ubmhlqtxsrKiiNHjjBp0iS8vLz44IMPaNmyZU03\n+7+mnxzfuXOHpUuXkpGRwVtvvcXkyZPJzMwkMTERBwcHli5dSqNGjZ4q06Mk+gdH7969y40bN1Cp\nVDRr1kze8czS0pKzZ88ybtw48vPzGT58OG+88YY8iW7QoAE+Pj61YlKtV9ciub/m7t27LFq0iKNH\nj5Kens6bb75J48aNFZn3/nt+62b28uXLGBgYsHbtWjQaDVOnTsXLywszMzM5ZW7YsGGKP0dzcnL4\n/PPPefjwIcuWLeP8+fNER0cTGRnJxIkTuX37NsePH+fmzZuMGTMGJycn1Go1ZmZmODs7U79+/Zru\nwu8qKysjLi4OAGdnZ3niFRoayiuvvIKLiwvm5uaKfzCxunr16mFvb09ZWRndu3cnNDSUsLAw4uPj\nKS4upkWLFgwcOJCSkhLq16/PggULasWkGsDc3BwLCwuCg4Px9vbG0tISQ0NDeYv5UaNG0a5dO65d\nu4a5uTmfffZZrenbr6k8RqxevZpevXpx7do19u7dS05ODrNmzaJHjx413cwqDKTa8gTQC7BixQr2\n7dvHsWPHnoreJiUlYW1tXSuqYxQWFvLTTz+RmZnJwIED+eyzz2jWrBnjx4+ncePGnD59mn79+lGv\nXr2abupzU1JSwvjx45k/f75co1Kj0VBQUMD777/P3Llzad++veLzAnNycti9ezf5+fl06tSJ3bt3\n07FjR/r3709paSm7d+9mwoQJNGzYEPjPQ19K79dvyc/Px8bGhk8++YT27dszZMgQSktLFR3R/G+k\npqZy5coVXn/9dcVPLP+I4OBgPv/8c7p06cLrr7+Ov78/H330EW3atMHT01O+IdJXDFHizexvCQsL\no7i4GCMjI3r16gXAkCFD2LhxI2q1mqSkJNzd3Wu4lc9m7969hIaG0rNnT1q0aEFgYCAlJSXMnj27\nVqST/ZrCwkI2bdqElZUVY8aMITExkTVr1nDs2DG6d+/OkiVLalWecWWPHz9m/fr1GBoa8sEHH8jf\nf++99/j0009p2rTpU5uE1Xb6MWLu3Ll07dqVfv36yd9TIhGxrsTNzY2oqCjc3Nxo0qQJGo1GfiCx\nQYMGtWYiampqirGxMREREfj5+eHi4kJwcDCGhob07NmT1q1b18plod+Sm5vLpUuXePXVV1Gr1XK6\nh6WlJY0aNaJNmza14viZm5tTUlLClStXGDVqFHl5eWzfvh21Wk3fvn3529/+JqcN6DcCqG0Tlsrq\nUiT391hbW+Pu7l5nBjwnJyfCw8OZMWOGvPFQx44d8fHxkZ9hUFqVnT/Dzs4OU1NTuRTgxo0bMTAw\nwM/PDzMzMzkSqM8DrY30D5rGxcVx9OhRXn31VaZPn46lpWVNN+2ZmJqaolarOXbsGHZ2dnh4eNC7\nd298fX3p0KEDTk5ONd3E/5pKpUKtVnPu3Dk8PDwoKiriX//6F3Z2dgQEBMhlBeuK6mPE4MGDady4\nsaLHcxGxrmb37t3s2rWLoKCgmm7KM9FoNGzZsoWEhAS++OILcnJysLOzq+lm/U/NnDmTGTNmyNvM\nKjGP+o94/PgxP/zwAyqVikmTJhEWFoa7u7scpVbSTpDPQ12L5P5VZGVl8eWXXzJ79mxsbW2r3DDU\nhXP0wYMHfPPNN+Tm5pKTk4OHhwcTJ06ss9fR2nq9/DUajYbt27cTGxvLsmXLaro5z5VGo2Hbtm1s\n3LgRNzc3Bg8eTP/+/Wu6Wf8ztW2MqHthoWc0cOBAeatPUF5N6j9KpVLh5+dHkyZNAOrsYFDZV199\nVeV1bT12FhYW/O1vf+PUqVMUFRXRrVs34D+Tldo+YamuefPmNG/evKabIfxJTZs2xczMDGNj46ei\n8HXhHLW2tuaf//wn169fx8LCAm9vb6Bu3DT8ktp6vfw1KpWKnj170rhx4zp306BSqfD398fIyIgR\nI0bUisnms6htY4SIWAt1Sl0Z9Kr3o64NDIJQ29SF5xkEQfjfExNrQVCwunKjINRdf4VzVNzYCoLw\nR4mJtSAIgiAIgiA8B3U7zCAIgiAIgiAIL4iYWAuCIAiCIAjCcyAm1oIgCIIgCILwHIiJtSAIgiAI\ngiA8B6KOtSAIQh2ycOFCoqOjKSsrIzU1FVdXVwBSUlI4ceKEvIGSIAiC8PyJqiCCIAh1UGZmJqNG\njeLUqVM13RRBEIS/DBGxFgRBqIOqx0xeffVVtmzZQkREBKGhoeTm5nL37l1Gjx5NVlYWFy9exNra\nmvXr16NSqdi3bx+bN29Gp9Ph6enJggUL6vwOb4IgCM9K5FgLgiD8Reg3Obl+/TobNmxg27ZtfPnl\nl/j6+nLgwAEAzp07R3x8PLt372bnzp3s27cPGxsbNmzYUJNNFwRBqBVExFoQBOEvQh/Fbt++Pebm\n5pibmwPg4+MDgIODA4WFhURERJCamsqwYcMAKCsrw9PTs2YaLQiCUIuIibUgCMJfTPWUjupbkut0\nOvr27cu8efMAKCoqQqvVvrD2CYIg1FYiFUQQBEGoonPnzoSEhJCfn48kSSxYsIDAwMCabpYgCILi\niYi1IAhCHaXPqdZ/rf/za+/Rv3Z3d2fSpEmMHj0anU5H69atGTdu3AtpsyAIQm0myu0JgiAIgiAI\nwnMgUkEEQRAEQRAE4TkQE2tBEARBEARBeA7ExFoQBEEQBEEQngMxsRYEQRAEQRCE50BMrAVBEARB\nEAThORATa0EQBEEQBEF4DsTEWhAEQRAEQRCeAzGxFgRBEARBEITn4P8AD7/GozbX3uAAAAAASUVO\nRK5CYII=\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": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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DfZHCu9zoaZVtHCKY+1C1uo7EKVoht2/lPp74+14cqWnDJ9us94cPycIMWeT9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WoXJuzBvJFjcVnV1VhRdBFumXsZaJrGtbVfxUjGRLT1JFKelw+GSs7GiwACgdJfcBEIA2oPb4XR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\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": 15, + "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": 16, + "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": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", + "sandia_module" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run the SAPM using the parameters we calculated above." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "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 09:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 10:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 11:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 12:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 13:30:00+00:00 0 0 0 0 0 0 0 \n", + "\n", + " effective_irradiance \n", + "Time \n", + "2015-01-01 09:30:00+00:00 0 \n", + "2015-01-01 10:30:00+00:00 0 \n", + "2015-01-01 11:30:00+00:00 0 \n", + "2015-01-01 12:30:00+00:00 0 \n", + "2015-01-01 13:30:00+00:00 0 \n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9ZaGzcpjFxXUUOhRI8MTfR6oJLnSGIohG4xh71HC3RXEVJzpfzRhYorYopqj0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\n1tbWmoU45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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sapm_out = pvlib.pvsystem.sapm(sandia_module, poa_irrad.poa_direct, poa_irrad.poa_diffuse,\n", + " pvtemps['temp_cell'], airmass, aoi)\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": 18, + "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": 19, + "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": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "single_diode_out = pvlib.pvsystem.singlediode(cec_module, photocurrent, saturation_current,\n", + " resistance_series, resistance_shunt, nNsVth)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vtXT0IS83gL5wLPNHtYGYqUW7RjRG443gBynRBMEBrcXK0bXCoczUwmnpPRgZ\nvnrmtaZpvdKWac2USRabOFUUH1WZSYzCc7jvE33XM+uYrhfWhhYS5vJgkX2dktCA3DmIrIL3a3qt\n+KzJRKKpDgu6twjyI0hfONQtoubSsiOi2volo4+8mXb1I+OPG247DakeWjxIjokDnDLiRJu8zi3M\nyusEIsJUEtkLKdGEITuqmvHpziNui8EFN+bP3rCzYc1EF9FRBZNDXlYUCVHKh4wPDFZxqhfIogg6\nRX6e8bJstkq4+RwLagK7bWvaIp90pZksDS8Z6Pwbyo/hw43+P7GT0IbcObKcUCSGgrwcXcXoyTfL\nAABfm/xZLnn6SZEwhH0XniNZ2VGAcpjLZON3DgqUVUUi25Q3XvAe37sOtOCUE4q5psmKkz0hL9eM\nEm3OyVjWPuwXS/TflpYDAL5zcSm3NAlvQZboLCYcieHWxz7BY6/vcFsUz8JzkVJcfrwwm7sdS7TI\nNd3NDatmkVOlkZvNFY1ui+AoOQbjy5V5wubQytT5A+rfCyJ5buCSJw1kYgBSorOY7t4IAKC8ts3R\nfKVQdpzahKdy8p2l8vNexGyQvMZbeTVq0oiWmZlFyAdSMBkN7ECWSvpnsZlKMGOlkj6naAgoS9/X\nGvJ2pTMd6s9FrXfF1nrcO2+tNG1B8IWU6CwmWzdPAeC20DtWh5znXzvJqVrKTFeD8wuJVGuXTLLY\nRafvK4qCVz/eh3Ibpzsm0rKdgv9wOzoHM+kbC11cesxkzbPaFn68Dzv3N6M97WRHwh+QEp3F5DA7\ntxJcEFztatYZM4uC2QXX6HWzUcKOL6DSaBLyw1RVGhcrAA41dmP51no8usg/rmKy+BcrChAceIvo\nFKFwDGXVzaauZRrebtQpLXsER0iJzmLcmkuk2Fjo5kSqG7rKTsKO+ahYxo010/rGQr5yAOpNL8Fo\nsIdKf4i5cRSdQGQrzcdbDpm6jqfcc94oQ5tFa2qyHP8zZzX2HmznI5RLWKlXSZ7BCM6QEp3F6I3p\naEz4YcyeQz9uq85v/EVhz8nFGdzttcOKBbGnT1BYwixYSRX4s5gyFSnu0kNKb8jiuEgSN5g0ttwo\nhWvGIz8OCoKU6KxGY1C/uaoatzyyCo3tvUKylWJjoQoi5jhV1wWGk/W8Mu+abVE7h7xYFcJKHa7c\ncVjIAu+R5mTDcOeozeQlqDTZTh7NNREGD4AclQftfu+YdBJUgwQiEAIgJTqLSR7UyU/JH2zoDx6/\nt87ZqB2x4WGfAAAgAElEQVRepqK2NRFP2z3MH73NG1Hp84h9bckClLUrHkPBs21jskR9YtJp41I+\ne7YpGOr0WGsP3l9fmxLlQtgzgkHCVqqbLNH+hJToLCZ5TN/80Eq8t6427Xca9CzsqBKw8cYHpHQj\nN3yird5I/d8ShmfreLRendrLYWZ+GF1UYCotWWpaq81Z6vS+lzbhrU8OoKy6hT3/5A88TkF16B5C\nfkiJzmKSJzYFwJLVB5zJN9umEwalwY6Cobc28IzOoZq39VuFI5PSJpEovoLq1f+EI/2Pwz199iKT\nuOcT7VLGhFDo2O8sxmhQv7OmBotWVHHLT6q41Fk+obk1obvxAGXVm0OMpFnQ8QyK6NUakEUJ6pcj\ndS7V3GcilcxqP7CnlXL6oDVxHKG1sw/b9w+9nZTpYZ7gBynRWYyRQtPeHeabXxZOIqwPDsIeNARV\nvegmZUleq+qysd+5jd/eNvmrNNZRAIQiMd1rJDKVJEhuPzNTrFp7J4cVNDOnPPzadjS2DW3Op2nI\nn5ASncWwDmpFUbgoeVJE51AVQb9C1uw6igknFnPIW/+kN/cQ5ErixEYgHSzHieYrRn+avgwUnYph\ncZjL67MK4oK5OuFdc/M/qED1kU7OqTLi0vLx2vL9TNcnK9CEfzFUog8dOoSVK1eirq4OgUAAEyZM\nwDe+8Q2cdNJJpjLYuXMnHn30USxYsADl5eX4xS9+gdLSUgDA9ddfj+985ztYvHgxXn/9deTl5eHW\nW2/F5ZdfbqtQhDlYJ1gFcloZnGLZxoOW7nNaBZDd4uH4Q5SFChEloeRNI718WoiWOwCZxpV7glhV\noIW9mZCnUYgsRVOJbmhowAMPPIDDhw/jS1/6EkpLS5GXl4dDhw7hN7/5DU466STMmDEDJ554ombi\nzz33HJYuXYrCwkIAwJ49e3DjjTfixhtvTFzT1NSEBQsWYMmSJQiFQvjRj36ESy65BAUF5nYfEzZg\nNkWDi3bht1e9sqDXNJ6tcw6LpOWd9E5Vmc+eTI3epni2LzqEubd95jqNoihS6Jmuy+C6AN59QCX0\n0VSiH3/8cdx22204/fTTVX/fu3cvHn30UTz66KOaiZeWlmLu3Ln43e9+BwDYvXs3amtrsWLFCpSW\nlmLmzJkoKyvDBRdcgPz8fOTn56O0tBSVlZU499xzbRaN4E1cUZBjY8W34gry/vpavLeuDo/fdilG\nDBPrfWRlknN7ryQvF5v+tMxd5zmdz5IW7eCS5/HV1Y0Y5JZPzrOFvA0l6mAsGUmef4S1iLxNTUiG\nZoi7//mf/9FUoAHgjDPO0FWgAeCqq65Cbm5u4vPkyZNx991345VXXsHnPvc5zJ07F8FgEMXFQ36m\nhYWF6O7uZikDYRHn3QzYc3zrkwMIRWKoOeqyH54GZoqUfo0rSqgki4LbBiGWPkgWU310+7HgqmtI\n9zcV3LG83BNk6Mdcm8fCBJq6sVA7gbjbExThOTRNez/84Q9RWFiISy+9FJdeeikuvvhiFBUV2crs\nyiuvTCjMV155JWbPno0pU6YgGAwmrgkGgxg1apRuOmPGjEReXq7uNV6npITDBjYDIiqTiV6+JSXF\nyDN73KzKvTk5/fmNHFHAXL7Rx43kUieDRVaTYXjPUDQSM3mVlBSjoEC/H44bV5jxXW5ujmr648cX\nIT8/bUgGBmQJQHUlHz9+qF4Hx8SwYXkZ6R/Xkqp05OQEMq7pCw9Z99J/S/5cPGpE4vOIkfn9YgYy\n0xtESRqr48cXZfS7vPxczXsLi4ZpypROfr56W4weM9R3kpVovfQKhuWjsGi46rXFxcOZ+uLba2sT\nfw8flp9x78hC82VkhTW9HJ12TE+3oKC/r+bnpbbfmDGFKEiK5ZueXjSmffyNWt55KuOlIK2t8wsy\n+zxPRh83AuPGD6VvJS+z9Vps0OfHjS/Gce0hU+mPGVOIYSpxlUXWlVpbtPWqvznIG2hHFnlGFQ/N\nPz3R1PF8rCWIB17enHHP2LGFKBnfr78Uaoy3Z5eU4b21NVj0f9dgrIGmXlg4LOVeM/KPHcNnDZMR\nv5bLDJpK9Jo1a1BXV4ctW7Zg+fLlePTRRzF69Ghceuml+OpXv4rzzjuPObNp06bh3nvvxaRJk7Bu\n3Tqcc845mDRpEp544gmEw2GEQiFUV1dj4sSJuum0tfUw5+0lSkqK0dTUJTyfVpV61Mu3qanLkhI9\nWJ74QJiE3t4Ic/naO3q41MmgEtXTG85Ir7t3aLExk1dTUxfCYf1wT62twQwrTDweV02/ubkb4XDa\nYqMMyKJhIGlq7kLOgFIajfbLEgpFM9Jv70ht63hcybgmOXRV8m/p/bGzszfxuWfgwUNRMtMbpLWj\nL6mMXWhv70v5PRqJad7b3T2kLBi1SSSirpy1tgZRlN/fb5MtTXrpfbSxDh9trFO9tqurj6kvvvvp\n0CFGvX2Z/a4naL6MrLCmF1PpF1rphgb6aiSa2n6trUH0JvXj9PT0lGi1vKOxzPESSQuzFgln9nme\ntHf0pqRvJS+z9dql0ueTlZTmpi50dJibu1tbg6quLyLrKqIynlvbgqrXRgfakUWezq6htmhtHUq3\nqakLL79fgQOHOzLuaW0NIn9g7Ac1xtt7a2sAAGWVDSgeka8rQzAYYu4PrW09GJHrOWc4Q5zSV9xE\n7yFB18m0tLQUpaWl+K//+i90dnZi+fLleOmllzBv3jzs3r3btACDr0/uu+8+zJ49G3l5eTj++ONx\n//33o7CwEDfccAOuv/56xONxTJ8+nTYVOoWHDtyQ9SWbaJ9oHun3haMI9to75csYnbB9Th2XbKau\n3O5IbufvFDzLacZlimN2bmNuzHtMGePYQHrRfQryNYw8Sfkb1pyfOhMhHE0lOhKJYOvWrVizZg3W\nrFmD3t5eXHLJJbj99ttx8cUXm87g5JNPxqJFiwAAZ511Fl577bWMa6ZOnYqpU6daEJ/wEnY2wH28\n+RCgAGd/fqxdKeDkLMmSmyV3vOSIKRrV+8vHV5tPywR2lm/WMMnZ4KLo1SJq9QNHyuOwDhkAHGso\noz7PIobCeL0onJIhN8f4TakZWYTIq9Ow1Uc68M+NBzHtu2dhmIGLICEXmkr0RRddhPPPPx/f/va3\nMXfuXJx88slOykVIiJsKTVl1C8qqW/DijCt0rmnGpzuP4ufXnq3jdiLDkqIND+kcPbDFwork9Ean\n5Opwe5OV3L3PGbz4YCSfyPJJpIuoMNECsndjjvjT37cCACZ+7giuvPBzjudPWEfzse2HP/whWlpa\n8NZbb2HJkiXYunUr4nFtXzbCe3ghOgcLc94ow9Z9TbjlkVV48s0yoXkJg7GOnJjwjzYHsXrnEd1r\nzBoGRXYBj73gTiCT3FzGKOdGHj5MDsucVG5JZlEUz+nbRlipn75wNLEnR2ZiMfllJFLRtETffffd\nAPoPXVmzZg0WLlyIu+++G1/84hdx6aWX4vrrr3dMSMJfOHFi3Y6qZuZ7rCgQRiVxY0o04zajVlYt\nJeGXD69A1GByZ7L0OFwpyeVy2wqqlr/Xl032OmW74WuTPss5RWu43XcSKIBcj17GuP0G6P75WzDh\nxGL88adTuDwo7qxqwXGF3tu7tXrnEfSForjqolPcFsU3GJ5eccIJJ+Df//3fMWHCBJxxxhl45513\nsHPnTlKifQD7ZCLLKmIfXoq8KW8GlnrmYIbibfE3UqCNcLvXSKP8+A2NrsrbDzdfxTXL8aPjPUp/\nW7g/AESNQZa5rvaY+QgSRunWNXRhwUep6cUVBQs/3ocpXzweZ5SOMZ2Xk8z/cC8AkBLNEU0levny\n5di2bRu2bduGQ4cOYfLkyfjKV76COXPmGIagIwg9pJjUJZBBFVZ3jpRd5+YVC16nHA7lTZhD0n5n\nBYtFYVWopB2rgjB5oLdgKbIXqwp/9eEOrNx2GCu3HVbdu9PY3ou83BycMHakdt4Ot2t3bwSFw/O4\nrwfZhKYS/eqrr+LLX/4yZs6cibPPPjvl5EGCsILsAzV5+goZxH8WJQGXjYVW73Ng8w+rlZz3okJW\naX2sVE/GsLZRx7c8stLajQ60qyf7juK83KJneb11xM0lxuiN3V/f2gUAupvjnaSxrQcznt2Ai848\nHr+49hy3xfEsmhsLf/zjH+OWW27BpEmTNBXo5cuXCxOMkA+7k7GjUSNscuvjn5i6zsqcLcPDhJfa\nwi5aRV2xtR7t3ZknvwmVxdHcvIeaIqLWfhIMIdfwomU+K+YbLpty7SdhlkH3lk0Vjc5l6kM0lej6\n+nrceOONeP3111FdXY1gMJg4UfDVV1/Fj3/8Y9TX1zspK+EQuTliVyh3/Rn9v/oKL2FSBqbm/KTF\nRYFAy5imj26KLTzx18KP92HOGzsFCaOB2sZCjysY6eIblca7pXVIco5PCN6ta228MIO3dvYZX+Qy\nHp92pEHTneOGG27ANddcg4ULF+LOO+9EXV0dAoEATjnlFHzjG9/AnDlzMH78eCdlJSSipaMPdz2z\nDj/9zhm4bLLx7nl50Jk5nFojBacvvBhOWgYFF+ZgQ7ftNO55dj1O/exxpq711brlBW3Gi/hQu/Fh\nkXT57dPr3BbBkGTjwuqdR3DhF4/HyOGGsSaINHRrbPz48bj99ttx++23OyUP4SDsG3yG2LS3AUD/\nbl9WJdqLryNlJaUNvaDUKOLaX/MNR/JhK2lZ86iyhrZeNLT1Wr5fBvcenihGsYm9OPwlCresMPg5\nK4oixZsOURKIKJoM9eU08z/ci711bbjlP852WxTPQY8dWYiiKK4s3LIrCzJMnTLIwBu3y6SbvwRd\nMhsXbRbMVI8TD+aONZPk86TfOdIcRKONh2I7uDkTHGy0/1YuGyElOst49eN9WL61Hs9M/zr7gPXR\nWu+kX7bYxZdf4k4oCa5EJldU/wQA5FhQWA75ebGxVOHOR1xxWs2kt2c20ZlcWE8SFP2MseCjfWIz\nkIDeUNRwvl+/5xgK8nLR0NaDz4wdifO/UOKMcB5Dc2PhIKtWrXJADGKQ3lAU+w62CUt/+db+zaDH\nWnuY7126tga1xzot5y2TxW1wUayobcXRlqC4fBiKLE/tGMC6iKXGuBNXUFMbC+2zYuvQhmrmkH0S\njQFR8C6iGwrssdYePLE4adOpgyL40Q6tVX3VRzrxn79b6okjuZ3AqfnhV0+sxnPvlute89y75Xjq\n7V14c1U1/rpklyNyeRFDJfrhhx92Qg5igCcW78Sdf1ltS1kVxYcbD+L++Vss3x/siwJwOzpHKo8s\n2oHfP7ex/4NTCo5e8b2wlqgHu7CenJNlTveJttkVs0AnNgFbJbLWWUNrb4b1X7Rr2Avvl2PXgRah\nedjBbBWy+E+LRE+EuNJ/6IfXkaCaCRcwdOc45ZRTcM8992Dy5MkYNmwYgP4J7LrrrhMuXDZSdbgD\nAHC4KYgJJ44Sm5nG7Cp60u3oCYvNwAQyKfLJsFrdUk8stJ+7CNJ1bpZceFhmkpNIr1+7yljcxgmT\nfoan9fiDDXX4YEOd/iEVnOs1Gk1NsD80Y5Y0nggMqi4cZTncamjMWuln1IwETwyV6NGjR0NRFOzc\nmRpPlZRosURjcaHp908+1hSId9fWoPqIdUt5NCq2bI5iQgnzmz+ll0sTi6cr0fbS89uC7LPiWEZt\nzDpWN5yf751uU0tjikFIGfdd+uEBS8Jq9QSGSvSDDz4IAGhvb8fo0aOFC0T0I7OP2Nuf1ti6/0iz\nOB9kFtInPhlqnNVCriazbPN5cj27IVty/umv6O2/kZCssl0hfRwp0r7psYpMY0omWcxiZEjgVSQz\nCraI6pv14ibUN8mxrhF8ONoSRHltG6644CTd6wx9oisqKnD11Vfj2muvRUNDA771rW9h9+7d3AQl\n3MOtubix3Z3wQbIgylBj26pq6R4Ld7moBKQ/nNqtM9ZnXQ/qP5roKcpOv31xIMCdJxtPgXtO0Vsr\nm3DX0+vQ0R0yrDurllxZHihIgfYfv39uIxZ+vA81R7t0rzNUomfPno25c+dizJgxOOGEE3Dffffh\nvvvu4yUn4RL3z9+C5w125xL6mJ74mSJ0WF8VHFtQVPKRIQa4GQnSFT/77hySrOISoVYlrZ19+MPz\nG7G3rk0axcfTeKAOn3p7F1o6+7BuzzGuR8EPDtmKujZs29dkUTo5obGhT0VtKzod3lMV7NPf9Gqo\nRPf19eH0009PfP7qV7+KcNj9jWGEfSi4eirOTWDqmpuis+tOU9ezKDP3MGQMCTpupRSYHXPasq+S\ngtpx2caDONwcxFxOobKcfmYTGZmRHYY2kkpubawMi0de247319fxF8YjVNS24vn3yhGLO7/HKBaP\n42hL0DEjwrKNB/Hu2ho8smgH/velzY7kOYiRa62pjYUVFRWJz0uXLsVxxx1nXzKCcIHUSA0207J5\nP2+8sEmOPa4yhzyTP2TUkfsW9GxCSfo/13SdGIyyPwBJjFHVMc0LPh6y6bUweCjKyOGZqtoji3YA\nAL5y9ok4+/NjddPdvq8JO6v5hWxc8M9KrN55FL+ZOhnfPF5wFDEAi1dWJf5u6woJzy8Zo65pqETP\nmjULd999N6qqqvClL30JpaWlePTRR3nJRxCu0NTei6Vr7G2QlAH1KALGC5IdhVstfT13jvRJyHFd\nROfJyfa2QvKJ9ifpfdbBrHnXqtN9Lh5X0JXxyt1gY6GfBgZHfvXEagDQDe+YHnFIDVOHpTB0vLW7\njgEA9te345vmb9MkGotjy95GTD59PEYMk+sgbaMHPENpOzs7sWjRIvT09CAWi6G4uJibcAThNIO6\n3ua9jY7l6dz6wG/5nf9hBaaceQLOnqBv4ZAJK6V33JU7C5QFowM+PFkFkrlFyBw2c199B25/ck3K\ndzwt0XoPb6Ye7GTW2C3JJnF5TLJ8Sz0Wr6zClDOOx63XneO2OCkYnQVg6BM9Z84cfPOb38Sf/vQn\nbNy4Eb292RNZIRqLZ/jDxBUFdce6pA5BRziExS6gp7jZc7Hl1ydX7zyKxwZeF+rlaSZHO1Ix3atR\nsfruHHZhdE/hnT1nZJcvGzDapMvSRnr7LJyE58ZCwn8Mhr0dPGxOJoxUPUMl+oUXXsD777+Pq666\nChs2bMB3v/tdTJs2jZd8UnPLI6sw828bUr5bsaUe/zt/M5auFesKQJOK81jZJOHVF9puGWNciROd\n9LdX20tmMtx1XJm9xOapQJHagKmHzFbrBFbCcxD+wcNtaqhEt7a2YtWqVfjkk0+wceNGjB49Gl/4\nwheckE0K0mMa76ltBQCUcXTSN0NVfQd6DEKtENmOh2cikXDQoimUXSZMrjBJ14qoSu7RZvgm5xpS\nKNAmreHxuIIX3i9PrLGEObw6NXX1hBMnM+cMzA9q86zsc6+hT/Qll1yCcePG4Sc/+QkWLFhApxYK\nojcUxb+21av+Vt/YjT+/shUnjS/E7JsvFi6LFBOvBzBbTzxqkykNy2HvLNxoyp9j6KJ+ix5DPpJP\noOzuN3KXhwsuFFG4b7tEzcbsoiGB7Gbmyn2H2rF21zGs3XVMdyOdn3GzqZw0wYQiMdz+5BqcVFKI\n2dMuTuSuNj1K0H11MVSily1bhvXr12Pjxo244YYbMHHiRFx00UX4wQ9+4IR8WcM7a2rw0eZDqr81\nDVjDD0tyXDYhjvRJhEU5kOC8E4uIfxWvhdlDYkRKKJNe7ZXnG6cP91Hg0QcgGUQOwFAOBeaiTAwm\nRwzBayg42VV6+qIAgMMDJz0OlkFNBrfHnVH1GirREyZMwIQJE3D++edj7dq1WLRoEcrKykiJZqCj\nO4TtVc24bNJnkZOj3iQtHX0OS5WdyLAO8lwErJbH1mY/RvcIQXsfzSMwTxn6k9ukL+JOVAkpUuZx\nvYs6GdmEdT6SDSsvA6UukDq5aXpQ4pOqO4d4eexgqETfcccd2Lp1K0499VR8/etfx7PPPotTTz3V\nCdl8w+OLd+JQYzeG5eXiK+ec6LY4BCdkH9ysyFgcHvuNUnV+q07R1m7LSEbGSrYJc6xsD1SC67HN\nOeFRsQkXMDMzHmvtwZNvlpl+a6BFhjFx4El8MNXaY53YU9OKa75cKv3YM1Sir776asyePRsAEIvF\nsv60QisNemjgeO22bmdP2iEy0Q0vJ2qwSjgLcLPkMca4k68m5MFr1lXNsaTbyHx6QHoqzpy2KT4P\nEajJ/Zc3duLqi0/BF08ZAwBij47m3LG967bWj6Iomu5IskeJ/senB3Cstcd2Ohk69MC/g331/vlb\nAADnnjoOnxk30nZ+IjGMznHmmWfipz/9Ka644gp861vfwnXXXYeaGrHh3fyK5cHv8UlDJuRfCJm3\nqjmetfqJhQzZZNzOMXC2QX7pcpqVmzbbslHf1K35mzdrUi6pTUujceHO6hY89Or2xOddBwRGxFCM\n511FURjWOZsLostNKf8aJJ70Kkj4RKdVTjgSN4zTzIODDV3oDKafsmkOQyX6j3/8I26++WZs2rQJ\nmzdvxi233II//vGPljLzA3aegn19TC4jG8qPeeK1riEGTapaRo17FEU7Fi1Lz2E0DgtH0fjb6FsR\nEgzLz035xfEDC/3Q5w1QoOCVj/YJzSO93ZywTqY/SEVjcVQebONuxeVfFOM+F40KtEQTKRidgMeK\nH7QKXd1I8JTZF47ivpc2486n1lq631CJbmtrw9VXX534fM0116C9vd1SZn7ATv/X2lTIOx8v8Lel\n5dhdI1c8UC9aGxn3+AnNX+Q9ZtBSpJLH0rjjhpu7SSeN1O+912d4w1wDAqqMLaqIkohPayf999bV\n4qFXt+P9dXVMadmFpc95cU6zg6nR7LLWadefOB1HDSKCMtPrp7wfOtIJRfrnAqvtYqhEDxs2DLt3\n70583rVrF0aMGGEps2zH675cvGnt9HZEErNjO+PVlduzuAZ2XhGbLhHjhMhj+uQ9BY8bNdz4oixG\n9ueKxxfvxC2PrEKcddFMu7yiri3xL9foSpynBznag58QttdRKepDHXcfyp1blzTfuKY1rhceAg03\nFs6cORO//vWvExsK29vb8cQTTwgXTFbsDOAc0qIJAzStqc6KwYyefH6x1g4vyEVfOIbzTh+f+I6H\nB7tMtWOlrczMajI9OO4ZeAMWicYxrCBX4yqVUFtpnwdLVHmoHXc9sw5//OmFmHDiKPsCmmgC0w/w\nMnUuA8z2EHl6EsELD3XTDAyV6PPOOw///Oc/UVNTg3g8jlNPPRUFBQVOyJZdZOHMIN3AkWDDCXu4\nMMu5Wb3RXoxpwPmVXccpm2XYJWKbZuFYZUXvfA1Zxj2LlUvtynSr2YEjnXyUaAuy8LxeBDIp8xKJ\nwgcHCyQiqxfeL8eBI50CUjaH3elcU4luaGjA7NmzUVtbiwsuuAC//e1vMWqU+AnCz+gaon03srMB\nvo1WXtvKJ0XLJ7BYz32wawf7IvjX1np844KTUTQi33J6QyLZrxEerwQ1xeDw0OM3nbwvHHNwq6hz\naEUUSPzOSyi/dQgiFVrrU1i765jmb1YMS7yJxOLo6gmjeKS68VjTJ/qee+7BqaeeirvuugvhcBgP\nPPCAMCG9hBsNKtOrUD8jrGm13gOnEYrE7OUjQTd5/V9VePvTGry2XCM6g+LCGqKXoQR15vU1NV3+\nOW/sNLiBx0ONs7VmJj/RG6AsI6lYyTBVnQRjVhSydqEE0gvIn+feLcf1f/hQ83dNS3RjYyOmT58O\nALjkkktw7bXX8pdOMB3dIRxXNMxtMczh44mBMIdWAH5WzE1zYjrc4Aar5qSNVjLPuwzxchi+1UtF\n5w6aAxxFr1+q/mQY7NiONP1090ZMXmkuM7/sRzANjSFHsf7Sk+VGufuwpiU6Pz8/5W+v+UF/suMw\n7pi7Fqu2H+aablbsDZS7z0qD1QlEqwsFAFfrXi3rsuoWg5vYlEuRxeN5Cpgu8icoLYqgNxFO1GCm\nO0daJAEOCmtzR6/xm0fmoCL+6l9efzMra3vIoNuky7BjfzM+2XnEHWFMommJ9voT7MbyBgDAhvIG\nXH7+SdzSlbFa5n9YgR1VLXj8tkspAogNrDStmQk9Pd3Bz8u3HMLqnUeTE2NGbZyajHxs6iq1V/Pq\nB8iYF36Pw/HBZRyzBDvhSAw5OQHk5RpGZuWOmT7kxMlqXkSBudkmm1cuvY24RjiplPPKyWw6yzYd\n5JSjDjY7nqYSXVVVhSuuuCLxubGxMfE5EAhgxYoV9nJ2iixYQQcVsVhMQU4eh6nIzojOIuxW0avL\n96d85vUAJHPTKYqCFdvqnc5V5a9+zLrQpEwjAa0fmETRSND/WJ2Sf/HYJxg5LA9z77iMr0BmSZM7\n/ewsWS2MsorlFl4xEErrYy8QL86Emkr0smXLnJTDM2SFoTf7xq6jaHUhK0p0qm5nr3NambM1b9FJ\nKzcnB4C5E+N4rCPc1yJy53CNnlDUlXxVFeQMdw4+eRlNA0zepBJ0Le5KazaswQAiEQmPYpegP8mG\nphJ98sknOymHODhrvTJMSoQg3G5c1a4q34qhG+xCRdx0BSQ33YTnAXj5eOsHCvFevWQNJny5RVo4\n09NmOuacsyxWMKobXlZ8L4wh5g2tfsRHBXXeucxp3FaMeCD/vJCdmOxa6QuI1nNdICA4pjHjNWaw\n0jWH5csz7Vh6xrYzHnUqXgZ3AFHTJe83eMLfUKj8ljGO7YsgHPd7FANZ8ZpXAwmKLoEIXDH7UGu3\n3PKsZkT24akZXjyfHVfI17TpAGayT57LFAX49kWnaP5uJf1BhB6Zrqj/zcUlmpAet13ZU/oZY6dz\n245E3hyC4VS/puZyPllpp8PpQaqlow/THlqJZRvFb0zUVaI7OjrQ2jq0k37jxo0pn7OZbH5o9itu\nKzi84kQLR809dODf8tq2gUu0Q98VcjjJkIVki4TM1kQvvIpWhfVBwm2tjhPp7SVlsaQUijCFhNNB\nhluR66umOmXVzQCAxSurhOelqUSXl5fjmmuuwe7duxPfrV27Fv/xH/+BvXv3ChdMdmhuInhPIIqi\nME3oonkAACAASURBVE+cKRIw3OsVfV0WZF0s3MT7XYjNsTh9zndiDP1zIMSXvd7nbt9lfVtFDOBw\nncgwnnnJ4GTVaSrRDz74IB5//HFcdtlQOKHp06fjgQcewIMPPuiIcDzww9i0e6oaIQ5rC6nOTQ41\nodqiZdZCaOrNsub3JnZomUqIFzIsHfLAFPlBmBQW4CxMenJmHqJE1Mfr/6pCa2ef8YUasG4CFoKi\nkJJMpCJRh7AriaYS3dnZiYsvvjjj+6997Wvk0iEpEvVLbyJB/TGLIEujZ8TMlQe9KjKrSPCqZlma\niysm6jAc7Q/X5eXip8vulA4ajcVTOg7ztgleoWU8gPffsPmwUWTHZpVrKtGxWAzxeGacwng8jmjU\nnVidfsbzYz8LsRoFw/sTvTHpmwkTfwvMU6taRbpi8PDv9bxibUL+VdsPAwBC4ZiY8lo57ZPlWtVx\nLGYg80xWlq5lZgyaLbbd6nF7vKn2JbVSmX3AtydOgoON3Zj3zm70OhCLXZZ+yQNNJfrCCy/E3Llz\nM75/+umncc455wgVyipHmoPo7o0AEL9JS0ZFSPjOWc7INpCsyGPpgBLZCs6Kqi+I4RdJv5ivAC51\nJVF96yndMs4pergpbkY9OjEOjW4QGSfa4DOPNEUh0fAjDNhU0Yg5b+zE35ep73sTvna5MKnYLZLm\nYSt33nknfvazn2Hp0qU499xzoSgKysvLMXbsWDzzzDOmM9i5cyceffRRLFiwAHV1dZgxYwZycnIw\nceJEzJo1C4FAAIsXL8brr7+OvLw83Hrrrbj88suZCxKKxHDv8xtRkJ+DeXey389KVipPhCXS273m\naKfmdXZCpsmkg6Vanx0yRTtMfVM3193fcswPUghhiGgp4/HMHNyqmQwF2muO6zLI4BFSQxmy3x+P\nK3j6H7tx8VknYMoZx1uSYX99B/bXd1i61y4yrWFm0VSii4qKsHDhQmzcuBEVFRXIycnBj3/8Y1x4\n4YWmE3/uueewdOlSFBYWAgAeeOABTJ8+HVOmTMGsWbOwYsUKTJ48GQsWLMCSJUsQCoXwox/9CJdc\ncgkKCgqYChKKxAAAYRmPynQKTpNVgF9Svsdr1sNB+sKxjO/MLs6ql8nsE63zmx2f6Idf3Z5480WY\nh4d7TVl1CwdJtImpuDK6iZ0HLCnGontGfE8QsLHoJtddXUMXtu1rwrZ9TZgy4wousolAdHuzPWja\nE0Y3TnROTg7Gjh2Lz3zmMygtLcUJJ5zAlHhpaSnmzp2bePVWXl6OKVOmAAAuu+wyrFu3Drt27cIF\nF1yA/Px8FBUVobS0FJWVlRaLk0mWj01L8KizY6096OnzloLhxfi1dqJsCEXDoiJUMqGnrWRiRYHm\nsclRNrwa/k9vnMTSLNGKAmNFkINMatg6INOEVFWHO/DRlkM2cjGSgTNeHSgJVN5yqFWS14uZJWha\noltaWvDrX/8a+/fvR2lpKQKBAGpqanDeeefhsccew6hRowwTv+qqq1BfX5/4nDxpFRYWoqurC93d\n3SguLk75vru7WzfdMWNGIi8vN+W7gu5Q4u+SkmLk5/f/np+Xi5KSYtihpKQYR5uDuP3xlegN9Vvw\n8vPZ0y0uGqZ5z7BhqQdQFCVdO7q5J0UWLcaNL8KIYZpNagordZV+T184ipse/BcKh+dh0Z++q5mu\nXn3wkI/12hDjbD9uXBEKCvTre+y4QoRUrL5qso0eMxJ5eanPtYGAQZuPK8S440YAQEKWgoI8U2VP\nv0ZJG1NaFBUNT9w7fHh/v83NCaSkl5uXk/jc0jOkbI4ZMxLtacpnns5YGjly6I2UUZkK8tXlLyoe\nkrcrnGphzMs1N47HjS9CTk7/qjZiRL7lOSW/IDM/ljKywppeIBAw3XcG56w8gzk2/bexY4uYZDJK\nDwDy8nOYyzpuXBGOKxqm+lu6UlNcPAxjxhamyDAsba4tLNSfz8zIN2Z0IbrT+mh/fQ0JNG5cIRq7\nQkhHLf3jjhuJPI2HvcG55aYH/2Uolx0KRxageNQI3WvGjBmZMk/q1dXo0SNUfy8pKU4ZS2qUlBRj\nZKG48WaGceOLUZR+4NSAJTq5D/WFhzb46cl53HFD9dHWa+4eK5SUFGesdyNHFFjKK0dj3czJMTeO\nja4pThrXRtfmJuleVupMUwO4//778aUvfQnz589Hfn5/JuFwGH/961/x5z//2VKs6JycIQWhu7sb\no0aNQlFREYLBYOL7YDBoqKC3tfVkfNfZE0783dTUhciAe0c0GkNTUxezrMk0NXXh7ZVVCQXaarpd\n3SHNe0Kh1ImuO+najo6h8url2dzcheEGSp0RVuoq/Z7Btgj2RdHU1IWSkmLVdPXqg4d8rNe2tgaN\nL0yiubkb4bD+TubWliD6IplKtJpsbW1BRKOpC6ii6JejpSWI+IAM4aR/zZQ9/ZqWjl7DewCgq6sv\ncW9fX39bx+NKSnrRyND4aE8ar62tQXSmxb1NvjadnrRxrUY0Fkdebg7CKvXcL29v4t70No7F4qbq\nqqW5K+En29sbsTynRMKZZTVTRquwppfejnrpDs5ZRnNh+m+tLfpGEjN5pxONmGvHZJpbuhHuDav+\nlm6J7uzqS+k7TU1dGWM/aDCfmZGvrT2IrrTx0dLajfGjhw99bgmiQ2WsqqV/8HC7bog73v1Nje5g\nCJ3D9B/Q29p6Usavnlzt7b2qvzc1daWMJTWamroQDIobb2Zoae5C7/A0JXqgjYLBoT4UMlkfHR1D\n9dHebk5XsELymB+kZ2D8sObVpvIQCPQbWq2sXel0JRlVja5tZ7hWDU13jsrKSkyfPj2hQANAQUEB\n7rjjDuzZs4c5IwA488wzsWnTJgDA6tWrceGFF2LSpEnYsmULwuEwurq6UF1djYkTJzKnrR3eKnuQ\n4S0+YZfURozG4rjr6XUuyWKdOCcXDqM+/fd/VuKWR1ahqyesPQdwGBdei3zjJKzHlUtTB4wb9Jxw\nk9KqS6tZv/B+BV78oMKGRM6gQPG+l4ZJVD03sqTsMmJ3WGuaLYcPH676fU5ODnJzzb32HWQw3NyM\nGTPwhz/8AZFIBKeddhquvvpqBAIB3HDDDbj++usRj8cxffp05k2F7kC9nuC/qKql2GLyxDLbPZJr\nxBlnVKXB+MP1jRatmzSMiSQURcHbnx5AZ1Dfoiksfyj+7JMcpwP71SPNYxwnvFceKfbtcMLeu38T\nnHzyyVi0aBEAYMKECViwYEHGNVOnTsXUqVNFi8KVrp4w1u46iq+ccyJyBDxG+qmTZT1mj9O2pMR6\noJ84sSFLZwzqbuYzmTy3avZCezHCurFQlhpQk6OxrRfvraszda2Va6ySsk/XY33IY+ISOlQfUQ/P\nms1oKtFVVVW44gr1ECmNjY3CBPIKzR19eOH9CuTn5eCiM9milohClsnKq4YUEfXnaOQCF94JsgbE\nYI+Dbe6GyoNtqD3mvH8jK3Z7w46qZsz7x2784adTcNL4QuMbGGGRT/SBVixYGmcqnTEacze0nZo7\nh7Badqj5TLUMQ/MpAIIakZ8k6pK+JD0i0f76DmzcfRSnnmBvs7Cb2H0o1VSily1bZivhbKGp3dxm\nLEOycfTLovVbRDrpbdan2bvNTDqah60IYunaWm1ZJGopu5LM/6AC4WgcK7bW44Zvf5GLTI7j0XFv\nfGChmHIpAtN2Ct5j8GCDvc2pbuLxpkyhqr4D//fSJrwocUxq0Wgq0SeffLKTcngWtZOtAKChtQfj\njhuOvFzdUNxD6I4s0y+dTV5HyMjeg2043MQWIcRttLqt3qLv+CLC47QV2fDTSswB1s2NgHq30H6D\nkvmLTJZ4uRHxis96ml4ZOlZ6l1qX9NIDGK8h5WSZhftEuw6nutRKRk2HPtTYjVkvbsK5p47DHd+f\nzEcAQjisXcXWCX8qvLGymlGCNGzOQHaGip5CYWs+ExxZw7xPNJ+JhNQuMYQ0whvqwXudbeT1VlIN\nATqBlQcPq3hIj5MGK1WWXs+LVuzHx5vFHaRjFT/1B5NmUkILNUv0wYZ+38xdBxiOpuXwCOajfkmY\nRP3EQsF5mrhG4wWNVK4VgPOGaLlKr4IDAorIIi74IUeBcd/dsKdBqAwp8kjfkYYwIytTcbxUeAfQ\nq46PNh+Sf85Jwg0jg93u5BslWvSrNa3UeU3efsKzrzk93pauTECaP8hTl6FIDM02rYTcSmM3Ia+O\nLcEIrxWXu7M8o8n7SDQ1ZWBXNpoenMc3SnQ6vDuTxOMugcyTg1/x1ZzF2z9FIwsWazSPLv3a8v34\n3bz1mjv6nUQ2S7waWqeJcUOSKlBz0dETLf1yt6Jm8Jrn/alwebNQ/mwLbWSaB+3K4lslmhRK+fFD\nE/EO38Sev37ibm0qkbFtu3oi1idMkW0oUWWFIjHc+dRat8WQDomayJ8ovN5gUksRzuJbJdopnHiC\n9OtTqkzKA+DP6ZelTDzLn6y8y7I7nNcwsmW5ELzR2RWYY38LwMYk2dDag8qDbRyF4Y8sY8gKcUXh\nOtd7tyb6Md2WXi+oHppl4zNLs/nY28vLt0q0XxVPPbw80YpGURRU1LYiprXjDUBzu7njtZPTdB0j\nEURElzJzDa98BVexWeuXyOKwzFVZOK0JY7CP3vO3DXjo1e2GFzs13I2iZigD/xFqGI8QmetOZtkI\ndfwf4o4TLIuXDLoVkcrG8gb87d1y3Wte/KCCOd2WTgPF24W+IHP3U/rDHLiDyiC2FIuVsyprZb7Y\nvq8J7aJ9lwXx9Nu73RaBGdUmEvREk42KlKNlzr7qJXSw2x18a4nmjRfGnRdkdAszJ1z19EWZ041G\njY8JdqpdVAPts56na+q6pAu1QtlJ2Blt6TzJ7imCWjQQAGJxc8dOd/ZEsLOaIYSmRNQ38T9tzkrb\nprej0Zslvym38biCrZVN4jNi3ExsMklfYvcB3cnY33YQ3n4Clj0tfK9Ei5/4vNFpZUQKdwgbKID5\nEykFypD5paL2p1DSFXitccc6Hrkvvm6HKtPJPxpT8LOHV6G71/0oIlkBy0Kr8gZFxMz/yGvbcayl\nRz3/xAc+eSkAnnp7F5/E9HAwUpYXVmPdCDC+fTzwL75VonkPJiZ3DpMDoX/DRfbuuPCYuL6H78ZC\n9b+FZ6yHmqne5MBOFtGetce4sEeavXX0uwz4ZS7pCUWxdG1t6pdqhfNQgYfl5Uolr0SiJOEF9Z8f\nUrWBTR3Mt0o0b0Q0+q/nfIr7529xLD83WL3zCKoOtbsthimYrQASNJK6r6bYCdlWsRWpXKK5uAEw\n3WviVq+/ofEK6bUsy7OebHnb5cRxIw2vcbTLe6Qyzc4zHimObyEl2iaqi7DJXt0TiqJu4Ihw5jys\nZ+so8z/cizvmfKL+o0WB43EFb66qFuJbyYyJxnFcKXLQnUPTbSPFh9hG+hzlt2U/VsSdxEmvcN2B\nat0Zao91odHmiaFccdvom9TxekNRLNt4ENFYPOO37MT5CkjOsaq+A31htr1R/leiXe6UdceMlWSA\n07jOEgvWtn1N+GBDHe57cbPbovgKnsq+Vkry9VDzI49H/dhOwW0FQFZ49F2dyDGKovIKxak4qgGk\nbWz1Fss2HsT76+v4JWi3AiSqwDdXVWPxyiq3xXAeSXWVP7+yFX99i22fgP+VaJf53/nmFD05u5Q1\nzCobVsvcO/CkGGcZiGbWO+95c6hORorOJ95ZavoHp2yEkqKm1EPcSaCUemVHvRaStC47DP2yX7/2\nbEk9ActY1GoJM2nI1I48LPTk/pUJU42kXVxRx3bwkm+UaJk6kluSyFMDJrHYZl5XOpzESXeO5A1x\nmuPRxU5qO3wUD41bpfyZodbsZzPIKx9V8kvMIi9ZiL/OipUqy/SJVuS09KsYwT0310uERKpCVrG/\nvh2rth8G4K/+6+nDVua8sRPRWBy//eH5rsnAy5Klm4yME7vPsPoQ5nbTqEkdMPhdBKFwDPc+vzHx\nOflgSFkmTLtjVaYHdbP8a9th4XkYVeunZUeFy8ANHT8kWZpfEjEIi5htP7P9TdReDd488Mo2AMBX\nzj7RZUlSsTuePK1El3n0sAE1dBvSZCt7bZKXRFwAwI6qZnZ5FOMXg26U0Y08e0MxU9fJ9CoVYNi0\ny2lwMcfJVhTMXbIL5542DpefdxIXGYgBbDapk6qLLHO7KBRFMa0MRmJxKHF/VAiPPuS1h3smN0wP\n4GklOhl/NYs/ycsNIBqzFzlC1ITBuplAGpL9k9WPLDSflI134oFAal5a7aQobG3INYy6kdneAKcs\nPslidgTD2L6/Gdv3N+Py805y/c2HGlLMvRaESF/M9fqaq2WUsdFd5Mk3y9wWgbCLFJNGP3Z1Ct/4\nRGfgkVccpvBaURj75LZ9TWjuMLfBYtpDK7Fs00ELQonB1H5FFycMEZZf9lMH5UCBYqstuDzAMSYh\n89CXaYrV65PRWBx7alqHwogNsHI7g6uLysFYjpVf7cFTlkFFcMVus8o0JrMF/yjRHp5Uyqqb0d0T\ndlsMV2ho7cHcJbtwz7MbTN8jy4lu/V1OvlnL6lDgOYR89saOG6rVQnUllCWrD+Cx13fgw42pD9+V\nB71xCFQGGoOr8iBbVAHZyJoN4zQ5ig+B6mAd+0eJ9jBz3ijD3vQJXSJXB1EoUNDVGwEAxDzo4zbv\nH7txrLXHVRkMfbJFVKuJNBXND6xZ8fTnyPzK7MLN67AVU+2REkMwNU+vbCKSib0DIauqD3ekfM8y\nNmSanfrCMRxpyTQkPPTqdhekEcPbqw+gorZVSNoeWyYJwaj1h6f/sdv0/b5XokWPF7VFzWvKLG9Y\nSu9llWBffUfGK2JPw/OwFU2faPe2FqrmyxKbVtS49vIgkARrTSMutKBIZr+8he/hJRLy7rpaPLJo\nh9tiOI9H+qD02DQ2bNnbaPpa3yjRMvU9M7K0dYVMp5c1r7kIZmR9YFNS/pZTRhaElkEnaRr5mbjR\n5xWXQ9wl5+3Ft3Yy4fZ8lJJ7Fg7wQMCBMcx4kJIdfKNEu4XVMdDTF+EqByCRJUVTkLTakkVeHyOi\nT5hKkle+Yr05mMavG9E5iEzEdS39lKldxKEocE6hlLkhLdSBNOt+luJbJdqxBzyLGRn2e5eeUNfv\nPuZYXgqQlU/iwrHokGwjwh3iadYxXWuPa/4cinUrVNJta3bZOTzER+E5PEaGsmE3TrSD/uluW0/d\noqG1B33hqNtiOEd2NjN/mM6QpxB3/bj0OMYykSqKgnDE3KEUVuAx0T73XjkHSbSgGcJpRNd4JBpX\nzSdlOCoa33uMwbEbjlj3gzdT/H2H2pl88rIOlUrU61c8dN1YPC6t65SfuedvGzDrxU2mrze1HtOD\nqf9xcKz65rAVt2AZj68u349Xl+/HM9O/LkweGWDbWOjMjObWvKnABSuS1cKaFDNZmejVsBLxmsO4\nht1T+c6sgqVwlkWPpWtrAQAvzrjCoRzt4VXdUu2wFa2ivPXJAfECaeDR6mVCr4xN7X3OZeYAZseL\nV8eV1yCfaAmJxfSbpSNoflMhE9IPulSNhSw79lGrwqr6Djz19i7N3/kKYPyDhlHaFs+9W47HX2fc\nvW8zPAeXB7EBGbp7I4jFjS3aZDTLxOpD6aHGLqbQVVJBUyU3qCrdJYCA+HXJQVcr31iiRbdJX0jD\n4jbwb0tHH2KKguNHj0DIwGUjx+exXlkGiM+rwlGS63JrZZMjeWo1NcsRylaUovV7+Pjus1iieRGK\nxPDrv3yKU44vwn03XcQx5WzGuIXau8O6bjKse9ucmrpoivQv6W9is8H33ZEyOhgEnizRJhn0/Uxn\n0Jp61zPrMGPe+pTvtMjJCXALppwcKs9rw48M0fYR7e5gOS0tP2jWRucdncPtV7kAggMHDB1s7Ga+\nnyU0pl8x04VW7zyCOW/szHDZMEpH1ilJVrk8ic8q04uKt5bErZ2hxFtUt2Uxi28s0VrwUtQ0Q3Na\nSD8nh49tYf3uYykbAb03lLIDpx4W1HqVW/E4ZZzYbdWFwHqUr6aMkc0VK12a+R/uBdD/htByIjr0\n9GVRxAgn4NSfzKysMs5NvPDCiaZG+6CceItaUdeGuKLg7AljbaflG0u0cF1BY+BZyZZXN99Y0cAp\nJWfwwPj2NGp9kaV/mlWMki8z93Cp7h8tA053SVblU7b68hp67Wunbtu6MpXzcz5vf0FWQ4F8Dy2y\n4oVa2ry3EY3tvSauNLsDMelP6iemeOS17Xhs4ERMu3XmGyVaNFr1rNYARm3Ca6d/houJxwaQt6SV\nFDOdzQV0s2U6TUpsAVpNukfwlMKqtUimTXFujl1u05zdhNKaceRw/Re7pODoky02lkUr9idcP7MW\nH40F/yrRnEdk+mESg4wcnp/xnVH34NV/YjHr8WpForVYZB524J+BJANuHPjlJcuqmqgsPsauyJ6U\nKcWO5outDa4qD0KiprNsUC55VV021FUGSYX2gjuH3/CvEp2Az/DUUhaKR2Qq0UazqSiLhNdUUgX2\nXTyWrq3JrhOt0jB8YHNECn1kelayLIrCpxwu7qvki6uCMbz9E6RTBCwkLW1bSoJT9SNTO6Svf5bm\nGJkKlIVkgRLNBy3fTzXrBe8+7ZdnywyFWbF/2Mo/Pq3Bu+tqbaXhG9SeSARrsJo+0VoojH7ajMmL\nTYtPCn4wFqXOe/Ku4rrzS5rYdoeKqFro94kWlHg2QnXpOjI1gd2x5RslWrS/GVP6Rm6qoqxRMvVM\nB5E67Jf4Ha/c8jJ9u2b8Oo3LrYnDHxv1I1SR0UuXtKcM+J2G6XDdUlOKx+IDalRC10jqLt7AN0p0\nOryPk+YZu5vX5E2DTB/ayCO+j7Abot1rE1l6gw8M0Wnzofsl0hrrelZ/O9ODaroiwyDK0nkFoST+\nxyMh25dIya4DLfjZwytRd6zLbVFsobC+jpQc3yrRVhZrRVFU438qimJ+s5ypjNgUPLNLlCz90mzR\nuMkrS8E1ELkApuoyzm12Us3fxEV/X1aJrp4I5wzE0z8HcEko8zvzHgcEZKqT9NPm9PFzfGLR/H3Z\nXrdFcJ2FH+9DLK7gn5sOal7j5uNsJBrHw69uw+Ys2wDtWyXaCotWVOG2OatxsCHzSY/Jj9Ngta1r\n6EZZdQujdPbzdZsMl2hO8ppKxX1jmePondZmB0XzgzHNHX14Z00NT3HMo8CWBsZDCVIVQWu/heTj\neQivyOldsl0BX7XjiND0PTHUNPdlyUFFXRv2HmzHMxKF4jSD3tgalp9reL9vTyy04s7x8ZZDAIC9\ndW045YTixPe8O6mpYy1lGRkWkGXCV+B/3VlP0dqxvxmf/8wosfkLbmupNhYKKGpnT1izDmXfUOZa\nOC2VOtEMzqEjY3rdKoxvCE0LoZEfMcQ/Vh/AmRxOjzMFNYQgzNerTC1gtzv4VonmDZNPtEM9RKaO\naAY1eXmsw7Jb7Jx6qEivymBvhKluTMvJtq9Qmocqu3AphZJaZ795co3gDMXg9pAryMtBOP2wKWas\nF8LxBwiJ+wIPqo90ovpIp9tiEA7g9tzBG9+4c3BtGDXfUhefsvxuTSWs097tbmQSPn7CHNIwk42d\n6BwuTPxyP3y4uUFUwTcvPJlDOpnfmFWOA1CJ8WtbIsIJtN/7yEXGm5JBGVVCxQLA2l1H8Q+3XOV0\niMXjaO5IPeZcFsNXk6nj1/XxvSWa1yKvaATEFdUXLO1XlKNfagqf6RPtgBw+fwKZ80YZbvveubjg\nCyUuSSB4O7w0nZoPCrQ3KWdca9e9wCGcllBRcyzn5Fcua33LKZU3kbSJTdPeFcKKrfUZ37/wfoUL\n0gyRXq9xRcGWvY1Ytf0w9h5sd0coA9q7Q8jL1bElm9AffK9E84JxKhYkhb+gWuJDWXWzqhLN6lNr\nJaoK82ErLmPVusurmMwx4iWtX1nlYiHT0sdwL9g3SvuhzgixmOkjew+2pyqlkhqKtuxtxLx39rgt\nhiHkEz0Az1efmW9LtNNWPbGQi/WbPRFZ5mgWxxcevoUyL05K4n8C89BJX7hLgGBDNE9k6Sdm5fjH\npzX4YEOdWGE4IOkanoT8Ehohq4VcNqzWkqerVxLZ08VoaLPvKiEaHueJ+EaJTof3vo+410xuWYRW\nyyjZ4M+RTLqPpqgQd0npeik6hy041qXZOpNZgZamXQbQnAP0HjBVfmTxiWZHtlrLVlLboacvirlL\nylyRJL0fuRXwRggeeTKxu4b5ZmOhaE4qKTJ9LY++YyqJDL9AyTutnyYIidBtdSf8zo0u4SSDqLjX\nVqg5ai2SQEtnH1o7JT6m3gI9ocwDqkSiKCrdTuswLN23iCrpmuxjvlJ2spyV2+ul8dnVf+jT+F7S\nhzM9qSSaynUxM8xdsUT/53/+J4qK+pXSz33uc/j5z3+OGTNmICcnBxMnTsSsWbPYX/Nzjc6RlrQC\nTDixWP1alXyd6tSeGzzpPogKJ73aKyPSYdT2X/HG6AXNhxvq8O66Wi553fzQSnzvslPR0Npj6X47\n4yX9ztkvb7GWjgI8uHCbZTmkQQGODbRDa2cIh5uDLgukgciN3yrrhO49NE1JSUzSt8yec+HxmLgJ\nvOYTHQr1W2EWLFiQ+O4Xv/gFpk+fjilTpmDWrFlYsWIFvvWtb3HJz5V25Z2pyQcKr/Zhv+Nauziy\niU3/pjdWVVtJdCj1tOSXrD5gOa2la2qRl0cv33igQEFLR1/i8x+e3+ho7sbfWEpG6L00P8uBLLpp\n3bEu3VjnIk41FkmGkUKSehaN40r03r170dvbi2nTpiEajeKOO+5AeXk5pkyZAgC47LLLsHbtWm5K\ntGjU+gn3fYVWwia4iUl5319fh6Mt1qyKKdmZEIPHBgJpUYCIymTshCVaL/2K2lZLaTa196IgLwfH\nFQ2zJpQGO6qaVb83ZRmWZWxJQiQaRygSc1sMQ3RfKQtINxa3ewCMRn7U/7iR6QrkhhTA/87fnPFd\nsiJq1WVMFqzsU3ADu+I4rkSPGDEC06ZNw9SpU1FbW4ubb7455feRI0eiq6uLOV2tinBDddKNO1pr\nbQAAIABJREFUO5jNqDTGtn1N9tOVbFA6zZbKRqzZdTTzh34nT9PpsLo7VNS14XCT9mv8RxbtYEpv\nkLvnrQcAvDjjCkv3s7LvkLE/5Hvra4XL4SVu1ztpUTAvfbgXbV3m/MpZerTd1+eKoqD2mM7aleXz\nlBN4zgVCB18bfjihKDYjfAWgOy7NJO24Ej1hwgSUlpYm/h49ejQqKoaChAeDQYwaNUo3jTFjRiIv\nLzfxuaSkGLGcnJTPBQX9RcvLy0FJiYY/swbFRcNT7hk/vgijRnWoX1ucem1JSTHOOnU83rPpB1pY\nOCyR7pH2odemyXnlJ9UBAIweM5K5rDxIzzMayHyIKCkpNuzsVmUvGJanem9JSXHigWbkyAJLadul\nYHgBRufnZ3zPs536wuoWwcKi4RgztlDzvnQZWnsipvKrbejG3sOdeOS17eaF1CFXY4yWlBRj+PD/\nn73zjo+qSvv4705NJpNeJpU0UiCEQGiJoYiIiugKgqIIwqKoq7IrVvQFdBcRG6DurhRZUaSJIE3p\n0qQlEAIESAgJ6T0kIW2Saff9Y3IvM5OZyUza3Ann+/komZlbntOf85znPKdt3tmClIwKW4tAaCX1\nRtuJN0VRRuuQh7sThELjRg2ewT2enlJQQsuGRHd3CRwd9PsUkVgAdzeJyXu8vKRwEFs/5Lq7Szi7\n/4VLeHs7w8nJ/OqVt7czHMRCvc+Sdu7pSSSOIrZOOkr05eSZMM45Ozua7D+7EnPP8/Z2hkt5g95n\nU2PurYoGrOlkNBRvb2ccTy3E8s0X8c1b9yPU31Xvdyepg0Vyu7tJzNqZLFHQe1yJ3rFjB7KysvDh\nhx+ivLwcjY2NSEpKQkpKCoYPH46TJ08iMTHR7DNqavRdACor63Fb5/jGysp6KBTaHeNKlQaVldZZ\nthsamvXuqaxsQF1ds9Fr6+sNr61HXX3n4yM2Nrawz71Teze9uu9SqvSVp5qaJkhNDBjdiWH+3q5p\n66JRWVnfrpXA2nJiaGlRGb23srKeVaKbmhQdenZneevrkwiWtW3EHU2rNWTnV0OjNB05wVCGmlrL\nXGuuZFfhignXiI6gMtFGKyvr0dxsm3Ij2BcaDW20DpVX1EFhYpKp1ujXu9u3Gyy2cFdXN6K5WX/S\n2dKiMtuGKqvq4SC6O+RaajWtrm6El5fl0aHuVSor69HYaL78Kirq9MqtsrIeTe3c05M0yRVsnZTL\n9eXUqI27CtXVyU32n12JuedVVtaj7o6+DmaqLFZs7vzG6srKeqzaoVXE9xzPxvTxkXq/NzY0611r\nitraJrNRnyxpoz2uRE+dOhULFizA9OnTQVEUli1bBjc3NyxatAhKpRLh4eF45JFHelqsNth6WUjX\n8mB5tAtuWytsuTzVILedMpZf3v0KszGOpBYBqeavKa9uQkpmBSYmBNtsuZnj1ZZgB2g0NFoUaohF\n+qtzi/6XYvIehVKDpua7k0zrXD9g3Fewu+oyaSNdgtGoKrYQhNBr6HElWigUYvny5W2+143WYWva\nmvCtm6nc80pBD6ffksnDyctGfIYJ+HjDBTQ2q+DnIYG7M3eWNRnu+bZEsIimFhX+tuIEvvnHKEgc\nLBvWWpRqvP7VyW6W7C4drctdcaorQQc76VPaHitvEzEsxt6OrWAwL2f7ba/37IAzHYncPrFXuc3Q\n03599tKIbUljqyWuQa60YZUjBUXoGoorG1BroUtGG6yohh2psWUdjW9OE4/oLoPm7vkKbSBzJ7ug\n1x773ZVYq4x1dSO1kyZPsGNIHSP0Bj7b3DWbXdvFxAqkuXa05McLWDp3BPw8tZt9SZuzEVzOeA6H\nZbXWXbSnstnWxUmU6E5itAB7qFS5unxiOtxg93QKXEm3XWPDTNQPiU6b/I1A6E6s8olGxwyFZdVN\nrBJtDVzf72Iv2I0V2gjNCtObxG3N7lO52H0q1+Db7s3rLvFy6oJn9Bp3DsPi4tYcznrst6kbR/d0\nMwJwPK3Y1iLoQbP/63mKKxuRfL38rhytXLpZReoNgZsYaSv2rKDdS9hrKTU2216JHhDmYfT7tgp0\n99NV80pzE1RL9EhiiTYBbeJvsxdacv09gLFK+c6qM7aQxAbvtIwNB2/YWgQ9bG3oWrPnGgJ9pLjT\ncNef9ZsdnYslSiB0F1lFRg7oseCI0OyiOxgc4W31+2zdPnsLxvKRS1Z+XUm4tp+Uhja2OtfoySA5\nxiBKtBGM1ROr2lkXlKBew7bweb3BEqJSa1BeI0eAl/VLngTLEQnaLkLZuv4sWpds0/cT7nFo2uJ+\nfuOhrA5Fs9mfXICnxva16p6fj2bjdh13YhkTCJbQU3MTW2s9vcado1tz0sYbC+8l/vd7BhatS0ZG\nfo3F93DJkmAvDIrw0vtM8pBAANQay9uB4cEslt557nqZtr1ZeMOVnNsormxo/0KC3cM9Oy93MWcU\ntzQfKVCdVvZ7jxJtI7ikevQGPYjxjb1VYvyYdWvoDfnRU9Ag+UW4t9n55y3kltZ16hmWGFDW7rmO\nS1144ifBcmia2/1cR9w5aFob8/xewcmCOPDEnYODWGNd7upGaurd7b2nvkkBZxPn1/cmONwnchbD\nulNd10wyknBPoz2QqeOHMpVUNeJmkWWT/yqyYdaG9L6O7krO7e5/ibUr8t2QzS4SIURCfvsXWoE5\nMS2ZyPQaJdpURnTYtULPJdnMMwxqSnFlAyc6yBOXivHjgRt4YWI/JMX69ei7uTzTJ2i5mluN+f8+\nxX4+mFJoQ2kIBPunpr4F24/nWHQt6SNtBcn4nsKWbq096RbTa5TorqQzBbDofyldIkNnO9nT6WUA\ngDNXy3pcieYKpLs0jbxFBTnZq0Qg2AaaJntnbIS95Lql5yr0ZD3q6QALHcXSV1MUOq1sEZ9oC6DN\nhC7qkXpiaXQOPYeqbpGkx7CmXhOrDoFAsCdIl2UbaBqQOghtLYZpOjiG98RwTyZ9xuk1SrRhdAGq\nM/EMORAL0bLqani6293PTApsEXWhK97YFc84k16Ky2QDD4FAINwTWDLcSSzYmGYrVBoN+7elWggX\nYzcDtp0oWpMjnZWz1yjR3Y29zcG42ay6B1Mz5J8OZeHr7eTADgKBwC3I6plt4HoUol51QmtP5bON\nD7wjSnQn6bYG2ZEHc+W4o67IFKv8OTr/OgKBQOhJuKzM9Vp6YZ73lCWaK/W166OfdY7er0R3ODgH\nR2oMOlfIXKn4BAKBQNBCDjciGEOvVlh+YgjBgE6581pJ71eiO4jeqds26O868kpjexJs0VX3tE90\ne9d+9cvlzohCIBAIXQpRoW2DsZgoXJ3PWBqdoyd1aKvOy7BhLe8X7A4ACPd3af9iM2Jaooz3GiW6\nKxtCb5jYUXd3FtpUDi7QI4HoCQQCwUKIJZrQVfSk1dUauq+Kt/9gVyftIXPuzmILntY5Qbm7TdWW\ntKmTtE07PVOvbvN96+cGuRIqjfZDloUnaHEOq0LckQGJQCDYDwdTCpFVaKd9sx2TkV/D7c17OmOZ\nrm5sbozrSR3aUuu4zbFQzK7Iu16hRDfIlSZ/kytUyC2tQ6ifBWZ9HSzVy7pNgevgYwvK6/HR+vNd\nK4u1dEGWnL9RgWt51Za9jujQBALBjmiQK5F+i6yQ9TT/3pFuaxG6HIqiekyR5tJesS6jk0nqFe4c\nGtp00VbWNmPJjxdQVt1k5VPtr7LQoJGRX2NrMTrMO9+eZv8urmzETQut6MQSTSAQCPc2LQq1HY7a\n+nRE/s7oz2Ih3+JrrR1me8q+aE6x74n60Css0ZZQXdcMXw+JxdfrbSyE6cLotgh3HbmHIz1IR8W4\nXdexc6g1Go4knEAgEAg24W8rTthahE7DlTHcnjl+qRhu0vZ9oRk6m+W9Q4m2IBc643z//ppz8Pe0\nXAHveownkLQ3LZr2LyEQCAQCoQ2ZBdxZvdVVU/R8os3c09CshJDfQ04FVh3f0DMaiq6ftrxFhQ0H\nbvTIexl6hRJNA+1O4XhWnkOv+7QGubLHN+gRFwXLIXlFIBAIBGu5UVBjsdtgz2OZ0tJzSiM3xllz\nw73acFW6HZEpUJ22/vcKn2hLcsEaSzRFUZbXF27UKxYu6JM9rdTmltRj9e6rPfpOAoFAINg3n21O\ns7UIenBh/DaLNQv6PZSW7rR4W6I29gol2lgWGibe2qMxubQL1eaRQiwgLasS245lQ2MDGTQ0jZSM\nih5/L4FAIBAI3QEng8lZ5c7RvRgzjFrjcXAXEicaQPvZ0F0hYLijardPdynZdU0K/PtXbeigMYP8\nu+UdBAKBQCDck3BA0eCaldy4PqOv6PWEXtgrlOjbdc1olKvMXmPtxkKuVRhdiqsakXy9HLSB/4+t\nglS88c2puzKQSBkEAoFAIHQKjh5EaPcYKt+d1fV6hRK9dENqu9fYW4U0V7D/XH8eKrWRmBRc1vwJ\nBAKBQCCYpMddMrtTL7IDdYSiKLNiWpI9vcIn2hKs9Ym2mB6o9IZvMKpAA2hRaaBUqS1+TndA00SX\nJxAIBAKhoxy+UIhkju3zsXZY7659ZcxEw7h3gaGV2bwMXaEV9gpLtCVYq0PbWhHsyOu/2X6ly+Ww\nFuLOQSAQCARCx9ly5KbeZy4FOuAyluSS3jWG8Yw7ALFEG0F7pWU5a1dVuweEbROnkUAgEAgEAmdw\nlgi7/R1doQkIrDxExlrjZ1dYou8ZJdpabK8K0kb/7Ai/n81Di9K4m4ejmN+5hxtgixB3BAKBQCDY\nOxoaaGo2HiShX7B7D0tjAG25KpJ6oxIV1U3dJUYXP4+EuOtyepsauOPELZRUNWHOxOg2vwn5PMhh\n2o/aWjQaGjy+ne3iJBAIBALBxmQV1uL1r04a/U3q2P3W467ivzvTLb5W6igEj0ehrlHRjRLpYI2C\nZ4EHwz2jRFvtFG/xASf2cex0RU33zAoN0dA08d8iEAgEAqGL6C4VgwvmLrGQbzJYgrVYq4vtPZOH\nihp5p97ZK5XoL7akoVmhvyRiTSFZUxDbjmXj3LUyi6+3XAadv7tAKe0ptfbno9kQdOzYIAKBQCAQ\nCAbUNrRAqeoaRbOjdKdxzKonm7nY8Kf2VLmuOOm4V/pEZ+TXILe0Xu+7P1KLrHqGNYp0QUWDVc+2\nBXWNCqRlVXX7e26V1CGr6E63v4dAIBAIvYue2PBmj7y76iwuZXf/+G0LOht9uDsNhEE+0nav6ZVK\ntDHKrXBy55IzwpmrpTiqMwGQt5g/mdEUVXea8e2uqxZda28H0xAIBALB/unI0MMnK58EBguUN0st\n6sP7+eDNp+Pave6eUaKZ0Gu7T+Xi2MWi1u802J+cj7omA4d2K3ahdjfrfsvAtbwa9vNrK41vOuhK\nKE54ShEIBALhnqIDFhzjh24Qfj+b16XPUyg1tj9AA+Z1s66WzpK6dc8o0Uzotd2ncvHToSwAwOn0\nMvxyLAdfbE7Tu5Zm/2c7bFlXSZ9EIBAIBHvAnservoGu3fbsHSdudenz3vj3KT2DXs/QviKkV/xd\nqDhZeuSFXSrR5zMrsOLnS1bdY+wkvTutIVWKqxr1f6B7f3wJewqXQyAQCITeT0cUYjvWodGvj41j\nP3MAY2Xu6iQyeX2jXIm1e66hQa4EcFfNLq5swE0T+7E0NI3S242gabrLV9rtMjrHKgt9ezuKXKHu\nuZiFHEHqKGQrpbFK7eEiRnVdSw9LRSAQCIR7BScHIe40WDn22rEWbSt/7r4Brqiub0FtfQuaFV13\nTkSHMbQgm8kWtYbGuevlbb5f9L+UNt8xHgg7T97C72fzMeOhSChVGvh5SlB62/w+OUtLxi6V6O5m\n+/EcbD+eY/YaZ4kQ9U3KbpOhvKYJFzI7H36lY7Q9UN6O+ykCgUAg2AHj4gOQVXQHyUaUJF0oihPu\nuZ2GspES/eJj/eEoFuCt/562yft1MWYZ7qpcYZToc9e09Wljqysvz4IlD0tXRezSnaOjmDuS2lqF\nlQLg7izupESmSb1RaXE0DQKBQCAQ7B2BgIf+Ida5OHTV8nyAl1OXPMcajLmZdjcjY/3gKOa2/VQk\n4Ft+MW36HBAmf3kGmq45XVDv0RZcdw8p0ZTZCmtx+LfWf2n0/IYGP09Jlz/TWI4w6dL3m9ZPrKvU\ntM+SrbHFEplQcA81JQKBQOgOaOC+Ab7WxYs20t1H93Gz+tWRfdzw/CNRVt9nCc4S4+Olj5sjfNwd\nu+WdpuDcRkwj8hha6GVm8uhYWjFe+uK40d80Gho5JXfY6GyGiIWmlXWKoizaG3fPjPzBMqmeEr0/\nOR/5ZfVm7jABZfTPHqGnZo/mKhYAjBroh2CZc4/I0hFs0UmQMEsEAoHQOWgAfB6v3UMudJfjjfW8\nk0aFWf1uCoDMvesNVeYQi/j49OXEHn0nT0dB5fqw1TfAFX6eEni6OnTo/syCWizdkGpyP5ehhVoX\nS7PmnlGiwwNc9WYjvxzLwcWsSqufwywdcbzumcRw16tuOhjLs4+7I4J9nU3O5p8a25fTAe6JQksg\nEAj6ODlwewlfl/b68PZ+F/CtV20kDt0XscqUuD0xVDmI7hrFPFzEGDPIv/tfagXmsmB4fxmWzk2A\no8j6umuJjmLWN5qyzHf6nlGiNx7KwoI1Zzv9HCZPbbGnoSs2UhgukzGP1K0rIgEPH84ehqHRPux3\nur9bcyR6VyESWl5VO9sxiUVtLfHtLS8SvZ1AIHARpu9iLJBcPlqbUVpM9aderRZJXf3I2LUBXk4Y\nHedn1bsfSwzu8d2KlihpXfnMyaPCEOLrwn7myrDF6iGmfugA5iZajIJt7hpmRX7yqFCz77lnlGgN\nTXd5NI2eVyU7/0YPF20n5NG6KZKpQjyK0lvmAbRLKYwLib/OpgtbTCCssXxbYol2MROH0tlIDG2u\ndDYEAoHQWxkc6QXAtCLIGHD0+/i21/J4FJ4Yad6lQ/cuV6kIonbcGLuD7lg1NXykta94aFhQh+7r\nMN30InM6A/Ob7iWPJgQDuGu5F5jz9dDhnlGiuwI/T4ne5r6eNshqjG9AtYpwfxf8541RGBEjAwA8\nPLwPHhoWhGcfjMCU0WEYGO6JmFAPAFqF++9TYgEAwTJnvPyXGAyN9jF7UEv3LRlaoURbcM2EEX1M\n32/BAwzzQNQFGwsNo71wafmVyxtJCdymq1y/uHJAlEs3WnK7oh+xJ3T72vsG+MKp1aXCVI1hhlwv\nHR9ZqWPbftKc/sMoSboKrKUWYQ+XronIxfSnjJwd2QhpCnNJaauz6F8sFvER4K01mOnmSXs+6p2l\nvfLuiBXLXB3gt7r76G5g9HARg8Ld/srSI/d6fYt9dlxEh+9lKrpQwIOTgwBL5ybAVaptRLaIUanu\nAi1araEhcRDigfhALHguHo+M6INnxkVgeD8ZRsX5442n4jAxMYS9nkknRQEj+svw6qQB4FGUVenX\n3RTg4+6I+U/HdTod5mhvdh/s64zwgLvHrRoqr6zfu4UNl8/T5kdXbfy828G2FaAnNpcyyruetd6g\nvCcmBuPZBzvetu4l2tuoa0scxd0rm4tEyPlwWlyip/ZztOfS0Z0TBT05dCZGQ6Puug8KTEwmxsUH\nAgACvJ3wnzdG418vDIe/Z9vQdBRFmZy8MVms278yCmN7wxoz7hmb0DkYcQM0haS1TTDvfWKkcZeB\nRbOG4n4rfZg76yLCjH8ROkeSWxoSrqN0Rlk2hbl8YOq3uQ2qtDFfV2Pv6Yhw9oSA34lSac1EkYB3\nN0N1KpM53+CxgwPMugx0BFNhWqyBaQxiIR+RQW7tdtqm3mh4G9OpGAv1pptNFIB+we6YmBhsqcjs\nfZbSnuGLgn5MUKYcmcGeySM+j2rXOuwoFrQG/qfbfW97sPXJTDF35YZOw06mzcBgpn47S0RWbfbg\nklW9OzEWO94af/6expp5uY9b+6G4DOuUsRrUUWueLfZidJbXJg9gV/YsoTt0aC5btz1cHLB6wTis\nfed+DIrwYr//S1KoXp8vc3fEg0MCkRDjC0CrJEscBAj0lhodw3gUBRcnkVELL6Mk6loqLVy5v/sM\nI+VkjTuIhjVOaR/ENyGAkM+Dm5XnUbTNj7ufDa2rFNW2b2ZuTxzgi89eSYSvhwQhOtG43J3FGDXQ\nDwPDPTFuSKBVshmVt/U/RzGfnVywY49Bm+8baLnF3pxuMyDMs/WatsIw91na33C3dZnB283ycCfM\nLt2OKB+6/leMYqU7OTGXxzMfjoJDF1ugukSJttaYbdQHDRgzKADA3XwdGuWNOY/2wwOtloIR/WW6\nD7n7J0VBwOchLtwL1mDN4GIoq4eLGDyKwtp37mcHFEexAP+YOlBPOuYupqy1FnfDTkf/2UysFg3d\neSsSbfCv7juYCVlXDbJ8HsVaowytkexSF0XByUGA6Q9F4YH4AL1rHER8q2RhnmnOWsOV5fqupjNF\nJulmK641Fibda02VlWH5Gnu8ucMxHhwaiBBf7obPNIWpSaJYyMfoOMstiUwfYhhFCbg7QTNUis1Z\nlX09JIht7Wt1c50pF2Pv0aUzblyWWrMDvKVtomkE+Ujx5BitT3OwzBkfzx2BZx+MYA0VusYxcz7A\nzDhl7Pf23DmM1XGmDYT5uXQoAgj7nNaBmBk/A7ydjE62NDRttR5hbtJurO3phbzT/YEGvN0c8clL\nCXigVVl2chBg+WtJ+Ouj/fDGU3F4cnQYZjwSDcCy/tvNTH36v5lDMXtCP+2rTZwC/vwjUXh4eFC7\n7wFM73tyFN8du/TKnaL08sfkZkcDOKNEazQaLF68GM888wxmzpyJgoICk9eKBPw2nVZkUNsZypOj\nw9iCNbY0bohhpjOZaOxemjZuZXGVilhrrKVKhrHKFxPiDk8Di01XnG5k7TNMVaSB4Z6YMKIPa1EW\nCHgYOdAPj4zog3/NGY6XHu+Psa2KF/NKJwdBG0W1sxjLO8MTr54bH4lXnoiBgM/TOyTHcHGB+V6j\noe/6RbVjHKYo7X9CAQ/ebg6dsrgaW+0Q8HlaC0cn80s3n5wcBNDQNDtBYPwQw/xdIBLwMP3BCDw9\nti9iwz0R6ueCZx+OxqOJwUiM8cVb0wbhtcmxGNFPxnZATJqZf40OzDoTE8D84NxTS8mGGCojxgYj\n5hrDcvZ0cQCfZ3wJ2dFE6Cypo1DbJnSsQYyvJ2P1Zeqkbp505WTDGusuc61u9BpDhc6wzzPe35g+\n+OAvSaFYPHsYXnysX5vfmX6YyWMuu8kw5UVRFIZF+5j0KTVsB4x/L03ToKC/ssf0mda4DQzv54Ok\nWF+MHOiH+wcHICLQFXweBbGQD3dnMXw9tHt8Qv1c9O5jxkLd6hFs5eTGkppl7pqJiSFY/dYYLJw1\nBHweDxRFwVUqxsyHIvHIiLsrmUx9YBQ0Y8qtbvthlGddBcoS/UBXYHcXB/x3/mi2vnu4iM36NRs+\nnzGI8VsnA45iAd6aNqhN26bpuxMBd2dxu64aU8aEtemDpI4CvDZ5AGLDPBEb7mk+fbrv1vk71M8F\nX/ztPiydm6B3jaNYgPuH6Cu15g6FM+xupt4fzuahv5cT3Jy1ZcjkT0dHPWeJEO8+Oxj3DfBt85uA\nz0MfH2e4SIR6vvVMrrH6QauwknbGdM6ssR45cgRKpRJbt27F5cuX8emnn+Lbb781eq1aQ4PP52HS\nyFDsOpULAZ+Hx+4Lxpl0Mc5dL2eve+y+ENxpVGBwhBd4PAqpN8zHhf6/mUNw6WYVtvxxE4B2yT+z\noBaPJQazjUCvErR+GBDmgau3qgFoN0eo1UzmCwHIO5IdCPCW4qmxffHR+vOQiAVoalGxhcrTsYxb\ni7X3mfNVempsX9C01sc6rrVxCvg8BDIDhjErlEEFtRRTS3ZOjkLweRSCZFKMjPXDsGgf0LR2p63M\nXYLymib00VmK0r7WhBbdioa+2+mZyi9mcHNyEALNSix4fhiULUqIRXwsWH0WTg4CNDar4CIRoq5J\nCaGAB6VKA2eJkI0S4+IkQl2jAlJHIRrkdyPHMG90dRJDJFCiWaGGo1iABrkK/UM8kKxTx00h4FNQ\nqdvK7uniAIoC3KRiyDwkuJhVieH9ZIjr68kOpLqDEFNOfB4Pcx/vr/cswyJhrM00Td9Nf2saDd3L\n6G447pYZgHTz0hTebg7gURQqauVwdxajuq6FTbebVITaBgU8nB1QVt3E3hMV5AZvN0ecSi+Fp6sD\nGpsbAGgVobeeGYS6RgV+PJDZRo6/TojGp5suss8J8HJCWXUTXKUiKJRqNDar4OPuCIlYgAeGBMLJ\nQYiM/BrsPpULfy8nlN5ugruzA4QCPu40tsDfU4JQfxccTClknykW8tGiVLdJp5erA27XNZucgwkF\nPKjU+vcZPoupnzRa/f81NHitI4dIyIdCdXd5y7CdamgaPIPOg6mXTNtg+Pcbo9gycHfWX230aV3O\n33LkJsIDXJFVWAtniRAtd9RwcRJBo6HRIFeyK4SMzIZti2mHpjC8XhdPF21eMrhIhNDQQGPz3euZ\n9t2mvtM0xCI+WhT6ed2vjzs7Zk0ZE4bbd5px/FIJaGj7AZGAB5VKo32ewYTeUFbd5zN5S9NAuL8r\nwv21/q2TRgG/n82DgM/DuCGBKK9uwqL/pSA+0gvvz4gHn0ehqUWFNbuvoaiyERSlndAteXEECirq\nsXRDapu0msLL1aHTEbGMuUiMjdd3IZiQEIyoPu7wdHHA5ZwqhPnfnRAwLnqPjAhGWXUjyqvlcBQL\ncCm7CkIBD/LWMzgY5dRwMsHg6iTCnUYFawEX8CgIBTw8kaTVQV54tB8kDkKkZFQA0CrVugd8TB4T\njvW/XWc/MzqCYQSIlfOSwKMo/OuHC8gvr4ebsxhiEZ9dTX1t8gAoVBqs2XPNqJxCAV9PYXd3FuO9\n6fHwcHHAEB2fc1MwRiFjtHfgCTMhGDMoACcuFaP0trbvHN7Ph80Xpu4y4wMjIzOeMvlhuP8rItAN\n5TVySMQCk64vus8d0V8GFydRG9exB4cGQthq8EuK9cXq3Xfzkc+jQFHaehsZ5Ib4SG2owPAKAAAg\nAElEQVR+jRroj7goGUzBGSX64sWLGDVqFAAgLi4OV6+aPoY7MUYGhUrDFvY/nhqImBAPxIR4YNzQ\nQCzdkIpAb60i5+okwrwpA7H3TJ5ZJXpEfxk8XR0wflgQXKUieLk6IquwFqXVTRgV59/G6sHnUawu\nJuTz8PepA3E6vRRPjg5jC3nqmDAkZ5Tj5OVSq/ODR1HsbGxQhBecJUI0ylU4lV4KN2cR20A9XRww\naVQo/vd7hkXP7aj1xtT8l6IoNiSOIYbjtkDAYwdJSzcb+Xs5oaSqETJ3RzTIlfjro9FwEAng4+aI\n8pomhPq5gM+j2NB9WpnAKs59jJysaEr5cxRrG2CYnwsam5WQuUvg5izCH6nFGBDqiSs5VZgwog9u\nldTh0cRgVNTI4ecpQYNcidi+XqisrEdVrXbSxE66Wt/hLBGiuq4FDiI+VGoNKGhdJRqalAiWSZFZ\nUIsHBgegsLIBA8M9celmFV58rD/UGhqZ+TVwarVaerk6QubuiD2n81j5XaUi8CgKdY0K8PkUFEoN\n+gV7ILOgBo8M78MqHJeyq/D6k7GgKLT6EgJl1U3wctUqaMYw56LCpJG6qylo89zXGbSGxrW8Gghb\nO1Y/DwmamusQ6ueCq7nVcBQL9BQoQNt5NcqVGBDmiTNXy0y+11CZCfN3QVFFg9aq1zoBiu7jhpr6\nFsRHeuPctXKMjvPD5Zzb8HZzxKWbVXjz6UEABdwsvANfTwkKqhoR7O2Ey9m3MTrOD9V1LTh+qRhl\n1U2YmBiMhP4yBLT2KUmxvgjwlqK4sgHhAa5snfb1kMDZUQgeReHNaYPw7c505JTUIczfBd/8YxT+\n/vWfAIB3nh2MyjtyuEpEUKo12J9cgBBfZ9YVikkjRWkngzQN1DS0QKlUI6ekDt5ujugX7I7UG5Wo\nuqPNB7GQp6f4MoP43Mf7w9/XFfO+PGY0L6eMCcf+c/m4XdcCkYAHhUqDh4cHYc/pPAT7OiO/rB6P\nJ4WgvkmBq7eq0dCkxPD+MjgI+TiSWgSxkIcGOeDpIsbtuhadzw5obFaCR1Gs4sEYA1xaFRJ3ZwfU\nNSnhJhWhQa7Um7wZWrCfHtsX8ZHeSIr1A03TuFVah1NXSlHfpMSAcE8oFWpkF99BTIgHymuaMCza\nBymZFQjzc8EfqUV4ZlwEahtacD6zAkqVBrX1LRAKeVAo9QfrMYP88fvZfKN5Nffx/jiSWgQKwMWs\nSrg4iaBQadAgV7J9h8RBq1iyVq3Wf3k8Cg5CPhRKNTuhkXlI8PQDfeHnKcHOP3MR4ueCvgGurJJ/\ns/gOQGv3H5RVN0HiIMCdRgUcRQLUt07MgbuTXu3eHRoKpcakaxgAvY3j/l5OWPBcPIJlzuxznByE\nCPKR4nZdM54YGQo+jwehgAd/TycEeDuhuLIRANDHR4preTWQeUhQ3jrZ9HJ1YOvkyIH+GB0H/Hjg\nhtH8NCmglYT6ubDKr65fNQAMCPXAe9MH67XTkqpGRPdxA49HYfORVoNZa0QKR7EA78+Ix64/cyFx\nEODSTW2fSQP4z450eLs5YtKoMES1Wp1lHhIIBTx4uDpA5i5BZKArbtc1Y8mLI/DqipMAgNFx/hg3\nrA9OXiyCh4sDzmdWwMvVAfIWVZs9FIzu8OFfh0Gt0bCfxw0JBAUKgyO9oaFpNCtU2HYsG/IWNQK9\npQjykaJBrkT/EHecSS9l9QNXJ5He2GhImL8LlCoNbtc1o1mhxtjBAezYbOmKB9O++we7I8jHGSP6\ny+Dl6oC9p/NQXd+Mh4f3YZXou+91BUUBMSEeGD80kHUzNazTzL/jhwVhfKuecf8gf+w7l88qzB4u\nYjw7LhJXcqoQ4uuMKzm3Mbivth74eTjBQaRd4SqsaMCz4yLY8YrxqweAvySFID7KG3vP5MHL1RF/\nmzSAlVUo4CHa7+4mS0MomiO7NRYuXIiHHnoIo0ePBgCMHTsWf/zxB3jWevwTCAQCgUAgEAjdDGc0\nVKlUisbGRvazRqMhCjSBQCAQCAQCgZNwRkuNj4/HyZPa5Y9Lly4hKirKxhIRCAQCgUAgEAjG4Yw7\nB03T+Oijj3DjhtZ/atmyZQgNDbWxVAQCgUAgEAgEQls4o0QTCAQCgUAgEAj2AmfcOQgEAoFAIBAI\nBHuBKNEEAoFAIBAIBIKVECWaQCAQCAQCoZOo1Wqo1W0PPSL0XogSbUMOHjyI1NTU9i+0A3755Rfs\n2rXL1mJ0K01NTdizZ4+txeg2cnNzIZd37IRNe6G6utrWInQLRUVFyMvLs7UY3UpWVhY2btyIqqoq\nW4vSbdy4cQOHDh2ytRhdzunTp/F///d/aG5ubv9iO2XTpk1YtmxZr62fP/30k8lTpO9liBJtA44d\nO4ZXX30V58+fR3BwsK3F6RTJycn429/+hqysLAwbNszW4nQbW7ZswSuvvIL8/HxoNKaPDbZHbty4\ngTfffBNbt27ttUr02bNnMW/ePJw9e9bqI+e5jEqlwldffYX58+ejpKTE1uJ0CwqFAh999BE+++wz\nyGQyeHl5tX+TndHS0oJPPvkES5cuhUqlsrU4XUZNTQ3eeecdbNu2DU888QQcHMwfHW2PFBQU4Mkn\nn0RBQQFefvllyGSmj4i2R65fv46ZM2eisLAQf/nLX2wtTrdx8uRJvP322zh58iQUCoXF93Hm2O97\nBZqmsWLFCsyZMweTJ0/G+fPnQVEUPD09bS1ah/j2229x//33469//Sv27duHqqoqxMXF2VqsLmXr\n1q3Yv38/NmzYgJKSElRVVcHHx8fWYnUJFy5cwGuvvYbly5dj5MiRthany9FoNHjrrbdQXV2Njz76\nqFeFzWxoaMDKlSuhVquxZcsWNDQ0oKWlBWKxuP2b7YjU1FRUV1fj888/R3FxMU6cOIHY2Fh4eHjY\nWrQuQaPRYO3atdBoNNiwYQOys7ORk5OD8PBwW4vWac6fPw+VSoWvv/4au3btwvbt25GQkIDAwMD2\nb7YTiouLMWLECEydOhXbt28HTdO47777MGjQIFuL1iUcPHgQo0aNwgsvvIDNmzfDzc0N48aNg0Qi\nsbVoXcaGDRtw7tw5zJgxA01NTVYZyvgfffTRR90nGgHQ+kkVFhbCzc0NKpUKFEXh3Llz2LhxI8rL\ny7F3717weDxERETYWlSz0DQNmqZx9epVeHl5gcfjwdXVFevWrcPRo0fh4OCA77//Hmq1GgMHDrS1\nuJ3izp07kMvlcHR0hKOjI7Zt24aqqips2rQJJ0+exPXr1xEXF2f3CktdXR0kEgmUSiW+/vprpKam\nIicnB/Hx8bYWrUugKAq3bt1CZGQkamtrsWbNGpSVlcHV1RXu7u62Fq9DlJeXQyqVQiQSITk5GQEB\nAdixYwd2796NU6dOQSwWIyQkxNZidoqsrCzU1NTAw8MDNTU1yMrKwrFjx3D58mXk5ubiwoULcHV1\nhZ+fn61F7TBFRUVQqVSQSCQoLS3FqVOncOXKFRw/fhy//fYbWlpa4OfnBycnJ1uLahE0TYOiKFy5\ncgWFhYXw9/eHn58fvv32Wxw/fhxCoRAVFRU4evQo3N3dERAQYGuRrYZJ44EDB1BQUIDQ0FAoFArs\n378fp0+fRlRUFFQqFc6cOQOFQsH5Md0QJn2nTp2CUqlkJ6pff/010tLS4Ovri2PHjiEvLw8ymcxu\n+1BDUlJSMHLkSJSXl+Po0aNsu3R1dW33XuLO0QPs3bsX8+bNAwAIhUJIpVKIxWIsWbIES5YswbPP\nPot169bZWMr2oSgK58+fx3vvvYfy8nIAQExMDOLj4/Hiiy/i9ddfx0cffYSff/7ZquUQLvLee+/h\n/PnzUCgUCA8PR0JCAkpKSvDjjz/i448/RklJCXswkL2xdOlS7NixAwDg5OSEoqIipKWlYfHixZgy\nZQpu3LiBzZs321jKjnPz5k0wtgGNRoOQkBAcO3YM165dw9y5c1FbWwt7tR1kZGRgxYoVuHr1KgAg\nISEBGzduxNixY7F27VoMHz4cycnJuHXrlo0l7RwbN27E1q1bAQADBw6EQCBAREQEli9fjgULFiA8\nPBwXLlywsZQdp6ysDJ9//jnOnz8PAJg0aRLUajUCAwPxzTff4J133kF2drZd+ddSFAVAuzr5559/\norKyEhKJBLNmzUJISAjmz5+P999/H76+vsjPz7extB2DoigolUr8/vvvOHz4MDs+xMTE4IEHHsD0\n6dPx/PPPY8CAASgtLbU71z+KolBUVIRvv/0WV65cgUqlQmJiIpKSkjBu3DjMnj0bCxcuRElJiV37\nt+uOEQqFAjk5OcjMzERNTQ3mzp2L3NxcLFmyxKJnESW6m6mursaxY8dQXFyM9evXAwCGDx+O5557\nDn369AEADBkyBPHx8WhoaLClqGahaRpyuRy7d+9GdXU19u7dCwBwd3fH3LlzWcvloEGDEBoaiuLi\nYluK2ykuXryICxcu4Ny5c2w6Zs+ejTlz5kCj0cDHxwf+/v64dOmSjSW1nrKyMqSmpuL333+HXC5H\nUFAQkpKS8NRTTyE4OBhxcXFISkqCXC63W9/h7OxsbNu2DefOnQOPx0NISAjGjh2LV155BTExMXjj\njTfA5/PtahLEDMb79+/H9evXcfr0aWg0GowePRpz5sxh29+4ceNQWFhoN9ZLYxw5cgRpaWkoLS3F\nwYMHAQAvvPACJk+eDABwdXVFS0uLXfpGM+X4xx9/4PLly7h+/TqysrIAAO+//z4mTpwIAIiPj0dF\nRYXdbYT9448/kJ2djerqanbT/JQpU/Daa6+xSpevry9qampsKabV6CrDu3fvRl1dHYRCIbZs2QIA\nmDVrFp544gkAgIODA8rLy+Hu7g4ez75ULI1Gg19++QV1dXXIycnB5cuXAQDz58/HI488AgCsK86d\nO3dsJmdnYcaIs2fPQiQSYciQIdi+fTv69u2L/v37Y/78+VCr1cjMzGz3WcSdo4uprKzEiRMn4Ojo\nCBcXF1RVVUEsFuMf//gHFi9ejGnTpsHDwwMUReHQoUNobGzEDz/8ALVajYcfftjW4utRWVmJH3/8\nESKRCI6OjpBKpaBpGnPmzMHmzZsREREBPz8/iMVi7Ny5E8nJydi3bx+ampowZcoU8Pl8WyfBIq5c\nuYLy8nK4uLhAKBTixo0bGD58OEpLS0FRFIKDg+Ht7Y26ujrs27cPUqkUv//+Ox5//HHOLydrNBpU\nVlayStXBgwchk8ng6OiIixcv4r777kNYWBhcXFxY95UNGzYgJiYGkZGRNpbeMuRyOQQCASiKQllZ\nGX777TcMGDAAmzZtwnPPPQdvb29ERkaCz+dDJBIhLy8P2dnZmDJlCms94yrXrl2DRCKBWCyGQqHA\n6dOnMXLkSNTU1KC5uRmhoaHo378/Tp48iaCgIFy9ehUZGRkYM2aM3SjSe/bsQVFRERwcHODs7Izy\n8nJERkZi2LBhOHDgAMaMGQNPT0+cOXMGe/bswZ07d3Dw4EEMGzYMYWFhthbfIpjJgFAohFgsRm5u\nLhISEtDY2Ai5XI7IyEj4+voiOTkZKSkpqK6uxuXLl/Hwww9z2vf722+/xdWrV6FSqRAQEAC1Wo1x\n48aBx+OhsLAQPj4+8PT0xLVr17BgwQLcvn0b+/btw9NPPw1/f39bi98uFRUV+Pjjj5GVlQW5XI6Q\nkBA4ODggKioKsbGxOHjwIGJjY+Hl5YWff/4ZK1asQEpKCvLz8/Hoo49yfu9MRUUFli9fjsbGRqjV\nanh7e4PH42HChAkoLS1FXV0dwsPD4ebmho0bN+Knn35CSkoKqqqq8OSTT0Iqldo6CRZhboyYMWMG\nYmJicPz4cbi5uSEqKgplZWW4cuUKpk6d2q4eQ5ToLuTIkSN49913IRAIcODAAbi4uCA2NhZSqRR9\n+vTBjRs3cPr0aYwbNw4NDQ04f/489u/fj+joaLz11lu2Fl+P5ORkLFiwAH5+fsjOzsbZs2cxcuRI\nuLq6IjAwEEVFRbhw4QJGjhwJjUaDxsZGXLx4EcHBwXj//fc5r0DTNA2FQoHly5dj165dqK6uxuHD\nhzFkyBD4+PggPj4eSqUSZ8+eRZ8+feDt7Y1bt27hyJEjOH78OCZMmID777/f1skwy65du7Bo0SKk\np6fj9u3biI2NhaenJ/r27Yt+/frhp59+wtChQ+Hl5YUff/wRW7Zswf/+9z9ERkZi6tSpEIlEtk5C\nu3zzzTf45ZdfkJOTg4iICFbhmDVrFvbv34+amhrEx8ejtLQU//rXv/DHH39g7969GD58OKc3/pSX\nl+Pdd9/FyZMncerUKSgUCsTExCAqKgoREREoLi7GzZs3MWDAADg6OmL9+vXYs2cPTp8+jXnz5tnF\nBsrm5mYsW7YMFy5cgEAgwHfffYdRo0YhOjoaYWFhEAqFuH79OsrLyxEbGwuBQID8/HxcunQJf/vb\n3zBixAhbJ6FdKioqsHjxYqSlpaGmpgbbtm3DxIkT4eXlhfj4eJSUlCAnJweurq6QyWQoKyvDyZMn\nce3aNbzyyiuIjo62dRLaQNM0GhsbsXjxYjQ3NyM2NhYrV65EeHg4YmNjIZPJ4OTkhEuXLkGlUrHG\nFqFQiObmZrzxxht2MUG/c+cOPv/8c0RHRyMmJgYrV65EVFQUoqOj0adPH4jFYhQWFiIjIwMjRoxA\nv379EBoaColEgnfffZfzCnR2djYWL16M6OhoiEQifPnll3jqqacgk8ng7++PpqYmZGRkwNHREUFB\nQZDJZFAoFHBzc8MHH3xgNwq0uTHiwIEDqKqqwpAhQxAUFIRz585h9+7d2L17N4YOHYrhw4e3/wKa\n0GV888039MWLF2mapundu3fTn332Gf3nn3+yv9fX19NjxoyhL1++zH7X0tLS43KaQy6X0zRN04cP\nH6bXr19P0zRNV1ZW0h988AG9du1a9rrGxkZ6zpw59IEDB9jvVCpVj8raWerr6+m///3vdG1tLU3T\nNP3pp5/Sb775pt41y5Yto9evX09XV1fTNN22vDQaTc8IayU1NTX022+/TZeWltJ5eXn022+/Te/Y\nsYMtX5qm6VWrVtHvvvsuTdM0rVar6cbGRjo/P5/9natpYzh8+DD95ptv0mVlZfQ///lPeuXKlfTN\nmzfZ369du0bff//9dH19PU3TNF1eXk6fOHGCrqiosJXIFrNz5076n//8J03TNH327Fl62rRpdFFR\nEfv7lStX6OXLl9Pbtm2jaVpbVnfu3LGJrNbS3NxM0zRNV1RU0M8//zz7/SeffEKvWrWKLZ+Wlhb6\n5MmT9Ouvv07n5eW1eY5Go+FsHVUqlTRN03RGRgb9+uuvs98/9dRT9KZNm9jPt2/fpr/++mt6/fr1\nbD/E5A9Ncy+NlZWVNE3TtEKhoN9++226oKCApmma3rZtGz116lS9a3ft2kUvXbqUPn/+fI/L2Rmy\ns7Npmqbp2tpaevLkyWyfv379evrTTz9l06xWq+nLly/TL730Ep2SkmIzea2lrKyMpmmazsrK0hvv\n5s+fT3/88cfs55aWFnrNmjX0ypUr9foee8LaMaK5uZm+cOECXVVVZfE7iCW6E1y/fh2fffYZampq\nEBQUhKNHj6KkpAT33XcfvL29UV5ejry8PAwYMAACgQBisRi1tbVITU3F2LFjAYAzFturV6/i448/\nxtWrV+Hj44Ps7GwUFRVh1KhRcHR0hEwmw7Zt25CUlAQnJycIhULI5XLcvHkTI0aMAI/Hswv/r/37\n92Pfvn0QCoVoampCbm4uYmJi4OLigvvuuw8rV65Ev3792KVGiUSC/fv3Iy4ujnXDoSgKarUaPB6P\nU+4AFRUVOH78ODw9PSEWi7F8+XLMnDkTMpkMGo0GmZmZkEqlbNpCQkKwbt06hIWFISgoCEKhEK6u\nrtBoNKBpmpPlmZOTA7VaDScnJ2zfvh1RUVFITExEnz59UFRUhFu3bmHIkCGgKAre3t5IT0/HoUOH\n8Oijj8LJyQnBwcGcdXP45ZdfkJGRAV9fXzQ1NeH69esYNWoUQkJCkJmZiZs3byIxMREA4OHhgZKS\nEmRlZWHAgAGsywfXWb9+PdatWweVSoXAwEBcv36djWIQEBCAQ4cOITQ0FL6+vuDz+ZBIJCgpKWFX\nwBi42P4YfvjhB+zbtw+enp6or69HdXU1/Pz84OHhgb59++Lzzz/H9OnTwePx4OjoiLq6OmRnZyMi\nIgKurq4QCLSRZ7mUxvr6enz++efYvn07qquroVKpUFNTA2dnZwQGBmLAgAH49ddfoVKpMGDAAACA\nl5cXbt26hZiYGE67pDBkZGTg008/xb59+5Cbmwt3d3fw+XwUFhYiJiYGYWFhOHDgAPz8/NCnTx9Q\nFAWJRAJHR0eEh4dbFMnBlqSnp+PTTz/F0aNHAQCNjY1obGyEh4cHvLy8MHToUHzyySd48MEH4erq\nyuomdXV1iI2NhaOjoy3Ft5iOjBGHDx/GhAkTIBAI4O/vb1X4PqJEd5Bdu3Zh9erVePTRR1FaWoot\nW7bgrbfewtq1azF27Fh4eXmhtrYW169fR0JCAoRCISiKQkJCAqtAc4XU1FSsXLkS06dPB0VRWLt2\nLf7xj39g+fLlGDNmDNzc3CCRSJCTk8O6pgDAgAEDkJSUxEllyxDGdePs2bOIjIzETz/9hAceeAAn\nTpyAh4cHgoODwefzQVEUUlJSMGbMGACAn58fBg8ezKaZGdC4luYffvgBq1evhlwux969e+Hr6wsf\nHx9cunQJw4YNg6+vL1JSUuDq6orw8HDQNA0nJyfEx8e3cWtgJgpcoqmpCV999RW+//573Lx5E5mZ\nmZgwYQL+85//YNq0aXB3d0djYyPy8vIQHBwMFxcXAEBSUhJEIhGnQ02VlZVh7ty5kMvlaGhoQHp6\nOoRCIWiahkgkQkBAACIjI/Hll19i/PjxkEql4PP58Pb2RlJSEtzc3GydBIt477330NTUhMmTJ+PK\nlSu4desW+vbti5s3byImJgZ+fn5IS0tDRkYGRo8eDQBsHTU8lIpr7Q/Qxu2eP38+aJqGr68vzpw5\nw7rD+fj4QCaTISgoCGlpaSguLsaQIUMAaCezQ4YMabNRkitpZOI8e3t7Y+7cudi7dy9CQkJQXV2N\nqqoqBAQEwNnZGf7+/ti9eze7OdLJyQnDhg2zCwUaAL788kskJSXh5ZdfRm5uLsrKyuDn54cbN26w\n7gwlJSU4efIkHnroIQCAWCxmJz9cprq6Gp999hmmTp2KwYMH4+DBgxg0aBCuXLkCiUQCHx8feHh4\noLq6GtnZ2awbg7+/PwYNGmQXCnRnxgihUNjhMYIbrdSOYHbpMo71TzzxBLtZ0NvbGyNGjMCKFSsA\naKNulJaWArjbIdIcinjAyFJZWQmZTIb7778fM2bMgEgkgpOTEx5//HF88803kMvlkEqlKC8vZ5VJ\ne6O+vh4XL17E6tWr8fzzz8PPzw9FRUWYNm0afvvtNzbkkoeHB+uvx5S1r68vp8rNGJmZmVi4cCE+\n+ugjjB49Grdu3UJ8fDxu3ryJ69evQyqVIiAggN0xzyjJjM8l19N36tQplJaW4tdff8WiRYtw4sQJ\neHt7o2/fvvjuu+8AaCPDZGZm6lnypFIpHn30UVuK3i5paWkYMWIEli1bhmnTpqGhoQGJiYng8Xi4\ndu0aqqur4evrixEjRqCoqIi9z8fHhx0IuE5paSnq6+vx4YcfIikpCQKBAGFhYewEbvv27QC0faab\nm5teNARmQsH1Onrr1i3U1NRg4cKFePHFF1FRUYHQ0FDExcXh/Pnz7E7/wYMH6x2kwljcuRoOTaFQ\n4NixY5g8eTKCgoLg5+eH3NxcPPPMMygtLcWxY8cAaMuYsfBxbRLeHvn5+SgtLcVf/vIXeHh4ID8/\nHx4eHkhISICbmxvWrFkDQJsXgwYN4nxdNKSgoABFRUUYM2YMEhMTcfv2bTg5OWH8+PG4cuUKzpw5\nA0C7T4GZ3NkbthojiBJtJYwy7OPjwy6tJicnQ6lUQiAQYN68ebh69Sq++uorzJ49G1FRUXrLrFzo\nXJgOQFeReuWVVwBoXVRcXV0hFovx+uuvw8nJCV988QWmT58OZ2dnuLm52V0HAgBubm6YNGkSamtr\nAWjDEPF4PCQlJSE0NBRbtmzBsmXLsG7dOlYx0bUEcaHcTMGsEDDL3adOnYKHhwfi4uIwcOBALFmy\nBOnp6Th16hT69etntPy4nD4AKCwsxLhx4wBoBwRPT094enrihRdewJYtW5CVlYXMzEzw+Xy0tLQA\n4I6rlCmY4535fD57aIFUKsWVK1fg5uaGkSNHoqKiAp9//jlWrlyJrKwsu4lGYYifnx/Gjx/Pprm6\nuhoCgQChoaGYOHEiDhw4gAULFuCLL75gJxC62INiNnDgQDz++ONQqVRoaWmBSCQCRVEYP348PDw8\n8OOPP2LRokX45ZdfjEam4Irlubm5me0jmEMnVq5cCW9vbwBaRTIsLAxeXl547LHHUFJSghdeeAG7\ndu3C0KFDbSm6xRhOyoKDg7F48WK2DJRKJaKjo+Hj44OZM2cCAF599VWkpqbi4Ycf5nxdNOzjBw0a\nhC+//BKA1qAkkUgQFBSE0aNHY/jw4fjzzz8xe/ZslJeXIyoqyhYidxqbjRGd9Nu+J9DdMKdWq/V+\n02g09Lx58+ijR4+y39XX19OnTp2iT58+3WMyWopuWoxtBPzss8/oVatW0TStTUdDQwOdnZ1Np6am\n9piMnUWtVrcpJ10KCgroWbNm0XV1dTRNazfL5OTk0KtWraILCwt7SswOw2w00t1wxGx+aWlpoefM\nmcOmjaZpeuvWrfSiRYvojRs39qygXQCTxvLycrZM//zzT3rp0qXsNdu2baOXLl1KT5s2jT579qxN\n5LSUtLQ0vc2chmzfvp1+++232c937tyhf/75Z/q7776jGxoaekzOztDeBuOCggL6scceYz/X1tbS\ntbW19Llz52iFQtHd4nUJhmk0LMtTp07Rs2bNYj/fvn2bzsjIoLdv387pNLa0tKwGLJEAABq4SURB\nVNDHjx/X2/yuS05ODj179mxaLpfTcrmc3aR15cqVnhSzy2hsbKRpWr8vzc7OZssuOzubzQt72JCs\n0Wja1E3Dz7/99hu7obCkpIQuKyuj6+vr6Rs3bvSYnF2JrccI4hNtAoVCgYyMDPj4+IDH40GpVLI+\ns7q0tLQgOTkZU6dOxZo1a7Bp0yZMmDABoaGhCAoKspH0puHxeGhubsb3338PoVAIX19fAFqLA4/H\nw7FjxzBu3Djs2rULa9aswZgxY9glPHuBsVrl5eUhNTUVgYGBejPOtLQ01jd48eLFkEgkGDp0KIYO\nHQoXFxd2WZWr1gZGruzsbHh6ekKtVkMoFALQnsRUUlKC8ePH46effkJhYSGefPJJjB07lj2KXaPR\ncDZtzGYqBrr1GFonJydW5lWrVuGxxx6Du7s7duzYgWnTpmHUqFGYOnWq3uYzLsGkw9vbG5988gmi\no6MRFBTUJr2HDx/GE088gcrKSqxduxYRERFISkpCfHw850MO0q3WPaatZWVlobGxsY2/aHp6OgQC\nATw8PLBw4UJoNBoMGTKEbadMX8RFmE23TBqbm5vZ+LOA/rHJsbGxUKvVWLJkCYKCghAXF4f+/fuD\nz+e3KXdbw8ijVquRlpaGDRs2QKVSITIykk0bRVFIT0+HXC6HUqnEhx9+yPrry2QyG6egfZg0MmV0\n+fJlbNmyhV35YL5PTk5GWVkZysrK8MMPP6Bfv34ICQnh7IZkXSiKAo/Hg1wux9GjRxEaGsrWVSb9\nJ06cQEBAANLS0rBu3ToMHjwYgYGB8PT0tLH0lsG1MULQpU/rRZw+fRrfffcd/vvf/+L48ePYtWsX\nHnroIcTGxmLgwIFQq9Xg8/koKSnB9u3bkZ2djcTERHz22Wec2iVvuMM7NzcXy5cvh1gsxksvvcRe\nJxAI0NzcjI0bN+L8+fMYP348Vq1aZdUuVVvClAegbVQ7d+7EmjVrsGTJElbBZPj111+RmZmJ5ORk\njBo1it0kAmgHSS4NbgxMR8GQkpKCLVu24Msvv9SbIJw5cwapqamYN28e3Nzc8Prrr7O/McozV9MH\n3F1eO3ToEGJiYhAQEMD+TlEU6urqcOPGDaSnp2P16tWIioqCSqUyOsHlEoxsfD4fCxcuxJdffont\n27frlV1FRQXOnDmD9PR0aDQa9rhke4GZvObk5GDDhg04c+YMJk2ahBdffBFisZgtw9OnT2PHjh0o\nKCjArFmzWLc4BsZfkYswbScvLw8rVqyAm5sbJkyYwKaBORZ6z549aGpqQkhICJ555hm9eLO6SjgX\n0O07RSIRqqurkZWVhTFjxrQpi4MHD2Lnzp3QaDT417/+ZRfxnpk+nUmjUqlkD11ycnJiJw/M74cP\nH8bZs2fRt29fuxgDDcesXbt2YdOmTZDJZFCpVBg7diwkEgn4fD5omsbWrVvB5/Px5JNP2kX6GLg6\nRnC3t7IBulaGsWPH4siRI+yBI6+99hpu3LiBNWvWYOXKlaxVKCsrCxMnTsS8efM4N+DpdgyXLl2C\nRCKBVCqFTCYzGii9pKQEc+bMwZQpU/Q2vnAZww4yLy8PAQEBaGhogJOTEzt40TQNjUYDPp8Pf39/\neHl54Z133mF3HTMNkEsKpq7MFEWhpKSEPUFKo9EgKiqKtWoxHSQTgWPWrFmsfyIX06aL7iCQmZmJ\nrVu34urVq+jTpw8mT56MUaNGgaIo0DSNsrIy9qCRDz74wG7qKaCtmwsXLsT69euxdetWbNy4ETNm\nzIBKpYJAIABN07h16xbefvttTJs2zdbidoj8/Hx8+OGHmDNnDhISErBz507cuHEDAwcOZAcwkUiE\nV199FbNnz2bv4+rkFWg7Qf/999/x888/Y9asWWhubsbq1avh7u6O6OhoaDQaCIVCNqrB888/zz6H\naYdcm+zx+XwUFRXhm2++gVQqxfjx47F48WJcvXoVRUVFCAwMZPPggQcewKhRo9gjoLmMbv/JsG7d\nOty8eRPPP/88EhISMG/ePLz00ksQCoVsGidOnIiXXnqJkwfd6GIsfTRNIy0tDUuWLGHrY21tLfh8\nPmvcmzVrFoYPH8759DEYthuujRHEnUMHRtG4ffs2JBIJIiMjsXv3bjz99NNISkpCcHAwLl26BFdX\nV3b2Ex4ejocffpgzYaYqKiqwefNmBAYGwtnZGRUVFfjwww+xf/9+nDt3DhEREZDJZCgqKoJUKoWv\nry9rrXZ3d0dSUpJdhCRqaWnRW0bNysrCggULcPjwYRQXF6Nfv37QaDQoLS1FTEyMnvUnPj4eDz74\nINtxcnFgY2bOPB4PLS0t0Gg0OHjwIA4fPoy8vDyMGTMGK1aswJQpUyAQCNjr+/Xrhzlz5rAbl7is\nnDBQFAW5XI6ioiLMmjULzz33HD744APk5uaiqqoKfn5+cHFxYcto+PDhmD17NmfraX5+Pr744gsM\nGTIEDg4OyMnJgUgkgo+PDy5fvozCwkLMnDkTy5Ytw5NPPgmxWAyVSgUXFxfMmDEDgwcPtnUS2sXQ\nJSg1NRV5eXmQSqU4fvw43nrrLURERODy5cu4fv06Bg8eDAcHBwBAYmIiG5WDS7GQjUHrxEsvLi6G\nVCpFcnIyLl68iIULFyIyMhIpKSmoqanBsGHDAGjr84MPPsiWI5fSqFar8fPPP6OmpgZ1dXWQyWSo\nrq7G/Pnz2fCrffv2hUQiQWFhIbKzs+Hs7AwvLy9QFIWwsDD07dvX1skwS1NTE9t3MsePr169Gvn5\n+RgxYgS8vLywZs0ayGQyiMVihISEwNnZmR0HmE2TXIfRVwoKCrB161Y0NTXB19cXX3zxBaZOnQpX\nV1cUFxdj8+bNiI+PZ8fLuLg4u0gf0NZ1Iz09HS+//DKmT5/OmTHinlaiNRoNtm/fDh6PB29vb2g0\nGnz11Vf47rvvcP78eURHR0OhUKC0tBSJiYlQKpU4dOgQJk2axFowudAx6vLTTz9h5cqVCAgIQFxc\nHLZv346IiAgsXLgQf/75J0pLS5GQkICamhqkpaUhMTGR08unhqhUKnz11VfYsGEDBg4cyIYf2rNn\nD5599lnMmjUL2dnZOHfuHB555BH89ttvGDp0KKRSKTujZUJm6Vp5ucL58+fh7e3NuqBs2rQJS5Ys\nwaVLlzBx4kQ8+OCDWLlyJSQSCRobG9G/f3+4ubmxHQ3TaTB+pVxKmyny8/PxxhtvYObMmbh48SIc\nHBwwdOhQSCQSpKamQqFQICoqij3cgKt+zwxubm7YsmULRCIR5HI5tm7dCpFIhNDQUISEhOD777/H\npEmTUFBQgKNHj2L8+PFs+Rm6HnENw8kroN0/cujQIb2DYu7cuYOIiAiUlpbiyJEjiImJ0YtIwSzN\ncnGCx6QR0PbvZ8+exdKlS3H58mUUFRUhKioKAoEA5eXliI6ORllZGQDt5Fw3jjyzt4Irady3bx8+\n+eQTANqx79tvv0VgYCAUCgVqamrw97//HTKZDE1NTTh58iQiIiLwyy+/QCQSYeDAgZxJhznS09Ox\nZcsWODs7w9fXF+fOncOHH36IhIQE5ObmIjs7GwkJCYiLi8PmzZtx4MABzJkzB46OjpzvK9VqNS5e\nvAiKouDs7AxA69KwfPlyjB49Gj/++CPEYjGcnZ2xc+dOPPjgg9i6dStycnLwyCOP2NU4z8Dj8aBS\nqbBu3TrU1NQgMTERKSkpEIvFGDZsGCfGiHtWiT5w4ACWLFkCkUiEhx56CEKhELt370ZpaSm+/vpr\nnDlzBsePH8dzzz2HX3/9FZcuXcJvv/0GPz8/jBkzhlMKCrPpEQBcXFxQVFSEyspKhIeHw8XFBQUF\nBawyffjwYfj5+cHT0xP+/v56Gw/sAY1Gg59//hlubm7IyMhAU1MTfHx8cOHCBTz77LPw9vaGk5MT\nsrOzMWTIEFRVVcHT0xN+fn565cVF94bVq1fjn//8J4KDgxEZGYnNmzcjNzcXn3/+OY4ePYry8nI8\n8MADGDJkCDIzM7Ft2zY899xzcHFxaeMzzbW0Ae1baIuKijBjxgx8+eWXmDLl/9u786Cqq/eB428Q\nWe5lExGRzQGRuGxB4kYaKCCExojf0RxzndEcw8xCbbG0HJma1FZzylwGFUeTUXJHUSAjZZUE3FAU\nAVkSjCsii8Dvj+beX5n2/fKt+XIvPK8Zx2Vk5nzm8uE85znPec6/cHBw4MaNG9jY2ODm5qaTz/Qo\nTeZkwIABJCUlER4ezp07d6irq2Pw4ME4OjqSmZlJdnY2K1euxMTERC/a1j1u8bpp0yZqa2tRqVQo\nFAqqqqq4e/cuKpWKnTt3kpGRQU1NDUqlklu3bjFu3Lg/bM3qys9PjcrKSj788ENSU1M5deoU4eHh\ntLa2smnTJmJjY/H09GTfvn0YGRnh6+vLV199RWFhIbm5ucyaNetP2T1deka1Wk1CQgKLFi1i6tSp\n+Pv7Y2NjQ3p6Oo6OjiQmJhIUFES/fv04dOgQv/76KzExMYSFhTFq1Ci9ePc08vPzaW9vx9PTk7S0\nNOzt7Zk/fz5eXl6cP38eAwMDxo0bx7Bhw1AqlQQEBGgvQ9NVx48fZ9WqVdTW1rJr1y769u2Lm5sb\nubm5+Pn54efnx+HDh7l//z5xcXHcvn2b/fv3097ezjvvvKMXhyLh/+eIgIAAzMzMyMjIID4+nj59\n+lBaWsqNGzeYOXOmdhdWF+aIXhdEq9VqZs6cSVVVFcuXLyc6Olqb/bl8+TKFhYVkZGRoa2f9/f2x\nsrLi1q1bvPrqq0yaNElnspe1tbXMmTOHhoYG3N3dtYHJL7/8wsiRI8nIyGD69OlkZ2czZswYXnjh\nBb7//nucnJyIjIzEx8dHrwLo9vZ2jIyMqKiooK2tjQULFrBu3TpcXV25ePEi/fv3x93dnUOHDnH3\n7l2mTp3K8OHDtaU3us7Q0JDc3Fzu3bvH8OHDqa+vx8HBgYKCAqqqqsjJycHR0REfHx9GjBhBeXk5\nzc3N+Pr66sT347/TlQztiRMnmDBhAt7e3nh4eOjNJK4Zp7OzM9nZ2ajVaoYPH05eXh537tyhoKCA\nzs5OVCoV/v7+ehFAw58Xr83NzVhZWZGSksLIkSNxdnamuLiY0tJSQkJCCAsLo729nbi4OCorK1Eq\nldqLOHRRRkYGGzZsYPTo0cybNw8jIyOGDh3KpUuXSE1NxdTUlF27dhESEoKTkxMeHh6o1WoaGhrY\nvHmzzm+PHz58mMrKSmbOnElrayt9+vTB3d2dI0eO4O7uzpAhQzh69ChHjhyhuLiYiIgIXFxctCU4\nuqq2tpYlS5ZgZWXFgAED6NevnzZja2FhgbGxMZcvXyYoKAhLS0tSU1Oxs7NDpVJhbm5OYGCgtp+3\nLrpz5w7z58/n9u3bvPnmm0ydOhVHR0cuXbrEzz//jIWFBdu2bePGjRvaRa2RkRGTJ09m7NixhIeH\n6/xn+HuaOaJPnz54eXmRn5/P2LFjmThxIsXFxWRmZjJt2jTKyspISUkhIiKi2+eIXhdEGxsbc+bM\nGYYNG0ZoaCjV1dV8+eWXuLq6cu/ePTIzM/H19WXFihWkpqbS3t7O5MmTCQ0N1Zm6Z42WlhZOnDjB\nuXPnqKmpISQkhEGDBpGYmEhAQAAVFRU8ePCAhw8f8sknn3Dq1ClmzZrF9OnT9erF0tBkdurq6jAz\nM8PBwYGDBw9SX19PdnY2165dIycnh/r6embPno2tre0fWhfpks7OTr744gtaWlpwcXHRHhzs6OjA\nycmJ4uJipk+fzsmTJ7G3t2fx4sUcPnyYpqYmvL29MTc354cffmDEiBE6X94AXc/Qmpqa4ubmpleL\nPA1NKY2bmxsbN25kypQpDBo0iFOnTmknfU39rD543OL1448/ZujQoRQUFGBhYcFTTz1FQUEB5eXl\nODk54eLiwtmzZ9m4cSMPHz5k8eLFOtW16FFHjhwhMDCQF198ETMzMyorK1Gr1Xh5eZGUlERZWRkJ\nCQlUV1eTkZFBREQElpaW2nMmuh5Et7a2cv36dQIDAzEzM6OpqYm+fftSV1dHZmYmr7/+Ok8//TRK\npZK4uDi9uZm2paWFpKQkdu/eza1bt2hoaCAiIoKioiLtQq+iooLU1FTOnj1LSUkJU6ZM0fnPS+P+\n/fvabllBQUF0dnbi6OhIe3s7165d08Ykvr6+ZGVlaXdQbG1tdb407FGaOcLOzo69e/dq23oWFhaS\nnJxMWFgYFRUVpKWlsWbNGp2ZI3pdEG1gYIC7uzubN2+mtLSU/fv34+joyIQJE7C2tkahUFBSUsL2\n7dtxcXFh3rx53T3kJzIzM2PgwIE0NjZqt1JbWlrw8PBAoVBgZWXFsWPHiI2NxdfXlyVLlvzX98Pr\nAk0gfOXKFdavX09FRQUvvfQSixcvprKykuvXr+Po6Mj69euxtbXV2dPw8NvW8XvvvUdWVpb2sEff\nvn3ZuXMnkZGR5OXlYWtry40bNzh58iTHjh3Dw8ODpUuXYmNjQ0lJCeXl5URGRup8/2DouRnaxzE0\nNKS+vp5BgwZRWFhIe3s7oaGhBAcH8/zzz+tNSymNv1q85uXlYWBgwDfffENraytLly7F19cXU1NT\nbenbtGnTdP57tLq6mvj4eBoaGtiwYQM//vgj+fn5ZGdn88orr3D58mVOnDjBxYsXmTt3Ls7OzigU\nCkxNTXF1ddXWqOqqtrY2rl69CoCrq6s2wEpPT2fUqFG4ubmhVCp1/tDgo8zMzBg0aBBtbW2MGTOG\n9PR0MjMzKSkp4cGDBwwZMoTo6Giam5uxsLBg9erVehNAAyiVSszNzTl69Ch+fn5YWlpiaGiovYp9\n1qxZ+Pv7c+HCBZRKJWvXrtWr5/s9zRzh5OREXl4eVVVVREREkJOTQ3R0NJWVlVRVVaFSqRgxYoTO\nzBEGnZoTHr3Mp59+SnJyMikpKX/KypaWlmJtba2zp/9/T61W891331FZWUl0dDRr167FxcWFhQsX\nMmDAANLS0pg4caL2IGRP0NzczMKFC1m1apW2fY3mcMyiRYtYuXIlAQEBOl0C0NHRweHDhzl48CCN\njY3MmDGDoKAg0tLSsLCw4O7du1y6dImlS5eye/duQkJC8PHx+cPX6/LzPY6mldvNmzdZtmwZn3/+\nOdXV1ezZsweAt956S28a/v+Vmpoa4uPjMTAwoLa2llWrVqFSqbp7WH/b0aNHiY+PZ+TIkURFRREW\nFsayZcvw8fHB29tbm13XdO7QxcXrX8nMzOTBgwfaFqcAU6ZMYdu2bSgUCkpLS/WmLdjjHDhwgPT0\ndEJCQhgyZAgJCQk0Nzfz9ttv68Vu1pOo1Wq2b9+OlZUVc+fO5fr163z99dekpKQwZswY1q1bpzc1\nwY/T2NjIli1bMDQ0ZMmSJdp/X7BgAR988AEODg5/aMOozzRzRFlZGW+88QYbN25k7969FBQUYG1t\nzcqVK7XXz+uKXpeJ1vDw8CAnJ0d721Jra6v2sGC/fv30Jug0MTHByMiIrKwsQkNDcXNz4+jRoxga\nGhISEoKXl5febev8O7W1teTm5jJ+/HgUCoW2ZMPS0hJbW1t8fHx0/vMzMDDAysqKuro6zM3NcXZ2\n5rPPPsPKyopnn30WOzs7rly5QmBgICEhIdjZ2WlvhNPHAAV6Xob2SczNzfHy8sLU1JQVK1ZobwXV\nd87Ozvz0008sX75c24M8MDCQ0aNHa88daCZzffz+tLe3x8TERNt+b9u2bRgYGBAaGoqpqak2w6dr\ntw3+pzQHQK9evcrx48cZP348cXFxWFpadvfQ/hYTExMUCgUpKSnY29ujUqmYMGECwcHBPPPMMzp5\nc3BXGBsbo1AoOHPmDCqViqamJt5//33s7e0JDw/XtvPrCX4/R1y4cAEjIyNmz57Nc889R0xMjE4u\nhvSv58k/pH///kRFRbFmzRqSkpJ0frvxr3h6euLt7c2mTZv48MMP8fb27jET9+M4ODhgamqKkZGR\ndvWt+T00NLQ7h9YlAwcOxM/PjwMHDhAUFERpaSmJiYkYGhpqM+oamsyzPgYnGo9maGfMmAGg07Wy\n/63BgwczePDg7h7GP6q+vh4rKysUCoU2WNbs1j166ZE+ampqIiEhgdraWqqrq1GpVLz22mt/WpDr\n8zMGBwcTHBysk+dE/g5PT0/8/PzYsWMHGzZsAMDLy6ubR/XP8fT0xMvLixkzZuDh4UFMTAyTJk3q\n7mH9434/R9TU1DBz5kwAna4K6LXlHPDboYQjR44QExMD6F7P5664efMmRUVFPfLF6skaGxv59ttv\nMTY2JjY2lszMTDw9PbVlDfpYtvFXysrKOH/+PFFRUXq9cO2tVqxYwfLly3VuS/WfolarKSoqwtzc\nHD8/P6DnvYM91c2bNykuLiYqKkqv5/InKS8vJy0tjenTp/fon536Nkf06iBa6LeeMrnl5eVx+vRp\nYmNjtSUNPeXZhNBXmvIpeQ+FEE8iQbQQ3ezRgLmnbbWKnqU3LPDkHRRC/CckiBZCR/SG4EQIIYTo\nKSSIFkIIIYQQoosk7SWEEEIIIUQXSRAthBBCCCFEF0kQLYQQQgghRBdJEC2EEEIIIUQX9dobC4UQ\nQt+tWbOG/Px82traKCsrw93dHfjt4omTJ0/22EtRhBBCF0h3DiGE0HOVlZXMmjWL06dPd/dQhBCi\n15BMtBBC6LlHcyHjx49n586dZGVlkZ6eTm1tLTU1NcyZM4fbt29z7tw5rK2t2bJlC8bGxiQnJ7Nj\nxw46Ojrw9vZm9erVenHlrhBCdCepiRZCiB5Ic+NeUVERW7duJTExkY8++ojg4GAOHjwIwJkzZygp\nKWHfvn3s2bOH5ORkbGxs2Lp1a3cOXQgh9IJkooUQogfSZKcDAgJQKpUolUoARo8eDYCjoyNqtZqs\nrCzKysqYNm0aAG1tbXh7e3fPoIUQQo9IEC2EED3Yo2UZj14t39HRQWRkJO+++y4ATU1NtLe3/8/G\nJ4QQ+krKOYQQohcbMWIEqamp1NfX09nZyerVq0lISOjuYQkhhM6TTLQQQvQAmhpozZ81v570fzR/\n9/T0JDY2ljlz5tDR0YGXlxcvv/zy/2TMQgihz6TFnRBCCCGEEF0k5RxCCCGEEEJ0kQTRQgghhBBC\ndJEE0UIIIYQQQnSRBNFCCCGEEEJ0kQTRQgghhBBCdJEE0UIIIYQQQnSRBNFCCCGEEEJ00f8BNmpe\nOSzWsYkAAAAASUVORK5CYII=\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": 23, + "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": 24, + "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": 24, + "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": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9XHbboopwDlKiCQfIVbVBXQNS16H56vrVoSUq+bhz0OaPWaBopxIhCsIK/tnB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\nQRAEQRAEQWgjEUQLgiAIgiAIQhv9DwAkmPZ3w+/hAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_acs = pd.DataFrame()\n", + "p_acs['sapm'] = pvlib.pvsystem.snlinverter(sapm_inverter, sapm_out.v_mp, sapm_out.p_mp)\n", + "p_acs['sd'] = pvlib.pvsystem.snlinverter(sapm_inverter, single_diode_out.v_mp, single_diode_out.p_mp)\n", + "\n", + "p_acs.plot()\n", + "plt.ylabel('AC Power (W)')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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r6egzJORzLLz0j526+HMfrBRkuwCAE30RABbPHIaF08vCnxvqC/Hg1RNx55Jx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oQJEyYIxcXFQnFxsXrw1oULF7QZZr0oLCwUBKHqsTQxMVH92SUmJqrfh8YwSFmpVD7y3Xz49p9/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\ntBBCCCGEEJ0ggbQQQgghhBCd8B+CLCEn8QA4lAAAAABJRU5ErkJggg==\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": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8qhInajhzo6zP9VDO7hVlgPaGIlLTxQQToRUZ8y2EyH7nho1k556MC1nzibLZ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\nNVBfnkLwrDpeOfQ6edHZ+uhbTprX66Wq+yBb6rexr30/Xry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sapmsd
count8760.0000004620.000000
mean23.09207245.975969
std42.33881350.010571
min-0.020000-0.020000
25%-0.0200008.625879
50%-0.02000028.616357
75%27.94616263.817331
max211.292680213.052674
\n", + "
" + ], + "text/plain": [ + " sapm sd\n", + "count 8760.000000 4620.000000\n", + "mean 23.092072 45.975969\n", + "std 42.338813 50.010571\n", + "min -0.020000 -0.020000\n", + "25% -0.020000 8.625879\n", + "50% -0.020000 28.616357\n", + "75% 27.946162 63.817331\n", + "max 211.292680 213.052674" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p_acs.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "sapm 202286.553521\n", + "sd 212408.976960\n", + "dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p_acs.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jdruYNfNWbDZbiHci8sWoUhs8PSgmIiJh5dixw9S3lNHQ0MKKJdtpLa8jZ3sZ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AVwIpVMHdlMXTpAx8cTtK/EGTEPsBRnVnHuu5YwuXEHT7/6G9r8sVhrOKmqmwc+/yk8zytQtUII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\nHdp0Y20SjIOylkRR0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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": 31, + "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": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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GjuNE32jqW+wU5xdhtpjJvGY88Y1HaXE4PFW6dBKGYerwh7fTZwsiIiLn4P2Vy1ltOKmr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\nMAz6XxUhhBBCDAKD+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IwJTu3si4iQbSUrOJ37KXqOPt/mOJc0bTPj2bybGp/rEhQ9PYv68iGKWKhI2A7cMaHR1N\nTEwMdrud+++/n3/7t3+7YPPjmJgYOjs7sdvtxMXFXTBut9sDVZaIiEjAeDweDpaV8vrq7Xz8wBqi\njrb4j3nHZ9I6ZQh7Slupqmr2jzsc3eDVbxXlLG8/vMJRQG+6amho4Hvf+x533XUXN9xwA0888YT/\nmN1ux2azERsbi8Ph8I87HA5sNttF3zsUHp8mX4yuVfjQtQovul6hxefzsWr178nLTcL0QQ22+nPL\nAKxTszkyPJHklkEsve8+Pv10F+++8ykWi5Euh5lbbr5bOwOIfI6ABdampibuueceli9fzpQpUwAY\nPXo0u3btYtKkSWzevJmpU6dSWFjIk08+icvlwul0UllZSV5e3kXfX8/QDg963nn40LUKL7peoae6\n+jgWk53IDWUXhNXmIfHYJt/MpME5JCQk0tRkZ+jQMQwdOsZ/TktLVzBKlr8RCj8Eag1r3wIWWJ99\n9lk6Ozt5+umnefrppwH4yU9+wmOPPYbb7SY3N5d58+ZhMBhYvHgxixYtwuv1smzZMt1wJSIiYceA\ngZgth4mrbvWPWYqHs9/YzTWR0dhs8UGsTiS8GXy+8Mzy6iyEB3WBwoeuVXjR9QotPq+XUy/8ns4d\n2/1jnbmpdM3Kp7buDL1miDCmcuuCezCbtQV6qAqFDuuxjrcC/hkjbDcG/DMutYDddCUiInI58Hm9\nnH7hDxeE1brUaNqnZZM/PoXbF08mPtrE0IJotmz/KIiVioQvBVYREZEvqLz8AJu3vM/JkyeAc2G1\nY8c2/zkx06ZzfEQmXT09HKtowGQy8pWvTqa2sg6PzxWs0iVM+HyGgL/CkX4vISIi8gVs3/Ehefkm\nemnj071rOFg2hKL69gvCavzMWXyaZuRf7/wKJpOJxjOtbN+0n+klo2lv7eKq2cVBnIGEg7Bcp9kP\n1GEVERH5IgxNHDl2nJzcJO68azr5lfv/LqwmL7ybpBSzf4uq1LRE8Jh4/629XJE/j/T0QcGqXiSs\nqcMqIiLyOSqPV1Bbe5zm5jOkZ0WSnBRH7W834N1b6z/HkZdFqbmVYZ+8Qm1dHbU1mQwekobP56Om\nuovZM+8gPT0riLOQcOFVi7VPCqwiIiKfYc+eHSSmtnHjzcMoP2RiV+mn1Dy9nrbNR/znJF1TSO2g\nKO69cSpmswkYywvPv0d+fjb1tV3c9bXv4fFYgjcJkQFASwJEREQ+g6O7lsLCYbjdvRw6eJThh1ou\nCKvNQ+J5291Bp72HbVsP+MezMjMYkXM986/7JklJScEoXcKUrx9e4UiBVURE5HM0NDTx55feo7DO\nTuTRM/7xupR4Ym6bzLXzJhEZaWZwVgaf7q4AwN7pJSYmNlgliww4WhIgIiLyN1wuF5s2vcHhw5+S\naCtm2KEztFWeC6uWSbl481KYPnM8AMNzs9i0YQ9lB09wssrJFYXXBat0CXPh2gENNAVWERGRv7Fp\n8xt4aWRS8RgG7aum6bywmjJ3POutTmZdkesfs1jMdDl66HLAnGvuCkbJIgOaAquIiMjfiIjsJSYq\ngcgNZTSV1/nHW7MTOZlpJtMWxZbNR8kZNgij0ciWTXvZtfMwS7754yBWLQOBTy3WPimwioiI/I2e\nLi+J2w5gOXrKP2YsGo5p9mCKxwxm3ZtVXFPyNd5+bQMerwuzKZl/u/8XREREBLFqkYFLgVVEROQ8\nPq+XvKPNuM8Lq7XJMdREp5JZn8C+Zi9fmX8PZrOZ2bNvCWKlMhCpwdo37RIgIiIC2O12amtO0vD8\n73Hv+dQ/3jwknaFL55CZ08uJqv0MzszFbFa/R6Q/6StOREQue+99+Art9jLyy9uIqWz1j5uvnEjy\nvEwqjhxn3g1FREVF8O5b72O1Whg8OCd4BcuApSdd9U0dVhERuaw5nU6aW/eTs7/pgrAaN+MqqkcO\np8vRxdjCIURFnV2fOv/GIipPfBKsckUuS+qwiojIZWvN689jMjeTW9ZCYp3dP94+LJn3HUeIrDmO\n9bSJqVNH+o/5fD48nmBUK5cDNVj7psAqIiKXpZUv/5Y58wfDm6doOy+s9ozKYNajC5llgNfXbKLL\n3c3mLQdJTI4jJTWeP/1xE9fP+U4QKxe5/CiwiojIZaG7u4uNG9+iq+cMPc4eens74M022jYd8Z/T\nMyod37yxGIwGAGbOmsCrr67n7vuu5f23S2k4bcdljycpKSVY05ABTvuw9k2BVURELgubNr3BXXdd\nhclkouZkHaWPPE9bY5f/uHNMOj2z8klPsvnHGhqaMBjg462Hqa5tpdNu5F+//i/BKF/ksqbAKiIi\nA57L5SIrKw6TyYTP46V7zTbSzwurbTkJ7E8wMaLbzat/2UCXYwrd3U5OnKinrcNDzOlM8gbncNXk\nmcTGxgZxJjLQqcHaNwVWEREZ8CwWC21tDnweL0d/8wqNG/b4j/WMSifr7quYmTeYM6dbOHC4mvLa\nOmKirVgTIpg0dAYTJ8wIYvUiosAqIiIDnsFgwNUTw7of/R+iKk/7x7tHplNbkMHYzBTOnG5h5cqP\ncPliqG3y0Hm6nqlXlCisSr/y+QzBLiEkKbCKiMiA5/N6ya88Sfd5YTVm5gg6xw3h1hlFvPjCWxw/\neYqEMblMTy2maPxELBYLBoPCg0goUGAVEZEBzef1cvqFP9C9e5d/rDUnnq10MaTDzv59R2hp7sCU\nO4KmhnZGTMrDarUGsWK5nHmDXUCIUmAVEZEBy+1yUfe753DtOfdkqqpEC1N+uoArIq14PF6efuJ1\netKysSSnU2DNIiUlNYgVi0hfFFhFRGRAWvvuKtJKd2E72ewfq8+I4lRhMhGRZzuoJpORocPSaTFk\nMtqaScmCq4JVrgigfVg/iwKriIgMGB6PhyNHDuHt9RCzcSO25m7/sbir85l271SOPPcePp/Pvz61\ns6OLpXctDFbJIvIFKLCKiMiA0NXl4E+r/4Obbp1A50u7GXReWO0YkUTOvVMxGA2kZybx3pu7iImN\npLvbhcEbHcSqRS6kBmvfjMEuQERE5FJ46c//yT33zcT3RhmeT+v840lzCuguGeF/3Gp9TRMFhdnM\nuqaQhGQb9l71bkRCnb5KRUQkLHk8HrZtfw+jyUltTRONjbU0/cFH+6Zj/nNcBRkMvm82H77wLhs+\n3Ed3t4sz7W52nuhi64EyUodlkZClfwoldGgNa9/0VSoiImFpw8bXmTMvm717Kph9dTaZv9pD+7Fz\nYbVxcCyD75zEuvV76OjuZlbxJLau34c50kxOwQiMprO/ZGw51BqsKYiEnNdee401a9YA4HQ6KS8v\nZ+XKlTz22GMYjUby8vJYvnw5BoOB1atXs2rVKsxmM0uXLqWkpCRgdSmwiohIWIqO6SUuLopuhwvv\nW5+S0XhuzWr3yHRqRyYQ6XZiSoik1+tjw3u7OVJ5hpGjhrP39d3EpyeB08e8KQuCOAuRCwV7H9Zb\nbrmFW265BYBHHnmE22+/naeffpply5ZRXFzM8uXLWbduHePHj2fFihWsWbMGp9PJwoULmTZtWsD2\nMFZgFRGRsLJv/0467XWcPFlFXW0aMZvK6Txy7glWKXMLGfqta/nkmVeprm7EaLEQm5LI3PlX4Hxr\nD0kRo1j09euCOAOR0HfgwAGOHTvGT3/6U37zm99QXFwMwMyZM9m2bRtGo5GioiIsFgsWi4Xs7Gwq\nKioYN25cQOpRYBURkbBRXr6PpJRmps/Kw+fJZcMPXiSh5tyv9H0Th7Cq6wy5azaRVzySrNxMAI6V\nVdHeaifWFkWn2xGs8kUuyhsia1ife+45vve97wHgO29hbUxMDJ2dndjtduLi4i4Yt9vtAatHuwSI\niEjYaGyqZnTBEHweL9W/ff+CsBozO58h91/N0LwM9hw+hjU6wn+s7JMjWCOs1Lf0EGvRNlYin6ej\no4OqqiomTZoEgNF4Li7a7XZsNhuxsbE4HOd++HM4HNhstoDVpMAqIiJhoaenh8Ple+hydFP92/dp\n2XjIfyxmdj6J95zdZ9Xj8TJkeAb1VfXs3rSXjz/cjb29k5dW7ibJmMV1M68N4ixEPp/XF/jXxZSW\nljJlyhT/n0ePHs2uXbsA2Lx5MxMnTqSwsJDdu3fjcrno7OyksrKSvLy8QP1n0ZIAEREJD9t2vM09\nS6dT+tOVxFW1+cedhRmcGp3AmK4eDh2oJjEtkeM7yrnlumJMZhOna5sZaitkxpQ5QaxeJHxUVVUx\ndOhQ/58feOABHn74YdxuN7m5ucybNw+DwcDixYtZtGgRXq+XZcuWBeyGKwCDzxeeO341NnYGuwT5\nAlJT43StwoSuVXi5HK6Xz+ejvb2N6OgYrFYrm7a8zKiqSto3HfWfY5qWQ/q3Z/H2mu2UH6ohISme\nrOxkiqeMYvO6/eCJY8TQ8UwrLgnaPC6HazVQpKbGXfykANvUsDbgnzFr0PUB/4xLTR1WEREJOadO\nNfDBuv9iQlEOzU0ObNF5JG6roP3YCf859RlROEbEU/bBHvLGDaf+VDtZOdnE+FI4uqebMdklTJww\nI4izEJFLRYFVRERCitvtZsWfn2Dy1JHY4qOYPHkU23+8ksjKM/5zTmfFcKY4Da/DSUxsNMfLa7nx\n1ml8uHYfN9z2TaKidGOVhCdPWP7eO/AUWEVEJKS88c4K7rhnBumDkqg8XMcnP1tF9HlhtT4jCtfV\nuTgamrj567MwGAzA2SUEdSebiIyMClbpIhIg2iVARERCSnRCN+mDkvB5vSRsPI7pUIP/WPKcAub9\nn3uprWmio9PFO69u8x9785VtxF91FdtKtwejbJFLIhR2CQhF6rCKiEjQdXU5OH78GOnpGfR09+Dz\neml5bhuOLZX+c5LnFDD4W1djMBrIHp5Jh9NJ/rjhbPxwDwbgZIePzOKhNB9qDt5ERCQgFFhFRCSo\namurOVG9jeJJORw5sonDe08youwUkeWN/nNqUiMY/c2rMBgNbN2yn8OHq7F3uWhp7yFzcCoVVS0k\nT55K6/6jXFc4O4izEfnneINdQIhSYBURkaCqPF7KV265EoC01ES8b+66IKx6irIoj3RS96d3cXR0\nc6KunaJb5kJtIzXHmyjKnURDZAWGY81cnT+JwZmDgzUVEQkQBVYREelXh8v30tRcg9djYlJxCU3N\nNcA4fB4vJ556h+jKJv+5nvEZbI33Em2JBgzcuWQOf3pxPelDB5E+dBCHuvdxxdjxTBh3RdDmI3Ip\neX2GYJcQkhRYRUSk3xw4UEpiSitTpufj7HHx3LO/obAojfJDx7F+WEbzxoP+c+OvzuPk2CQWjBxK\n+cFqLBYz+z45RnpGgv8cS5QFn8/n3ylARAYm7RIgIiL9pqOzjoKx2QBERFopGJvJ2MJsOldtuSCs\nduQm0j59MK0ON3HxMeSPGYrRbKTH6cbe1QuAs9tJZLcVo1H/lMnA4fEF/hWO9FUuIiL9orz8IDU1\nNZz/RPAuRzfHf/Uh7K/3j7XnJrAp2cypDhdTZxcCcKyilsFD02g+00lyZD6tO0/hPdjFXTfe3e/z\nEJH+pyUBIiIScJs2v83Y8bHckHMFf3xxLbNKJlBfd4aknUcxHD53g1VLTjwTH17A0ddLOdVo5903\nd+Jx9ZKdm0HNidOY3BncdPMdQZyJSGCF6z6pgaYOq4iIBFR3dxdxti6GDcsgMzOVOxfO5dlnXiN6\n80Gs54XVqJI8RvzkBlb+eQupCVEc3lOJxwPpmUl0tnXR1tLNzGnXBXEmIhIs6rCKiEhAeTxeLFaT\n/89Ws4lZnSbcR2v8Y70TsrAtmYbBaCAhLZHcSWMxxSfTUW3A5ejB4zGTFpdPVtaQYExBpN+ow9o3\nBVYREQmYA4f2cPzUAU5VV1MwdijxcTF8/NBLpJxq9Z9TGW9myv9z9glWAE5nLw21TXTUmLn5hkXB\nKl0kKBRY+6bAKiIil1x3dzdbt33EyY5DzLqxGLenkT88/xr5h9sZ1Ozwn2eemU9nZiTP/H9vUDx9\nFNVVjRxt8WGqqubRe38UxBmISCjRGlYREbmkqqtP8PLqJ5k2K4ab5o7noz99xK3XT+RmU9zfhVXr\n4mlgMDBoVA62EbkUf6WEpCgjswsmYzKZPudTRAYmj88Q8Fc4UmAVEZFL5pNPt1DX9B433DqanTv3\ng8/HvLm3PhMDAAAgAElEQVQTqfo/H9G6qcJ/XlNuEoaFk6g4WEXzmXaycgcTHRuN0WhkWH4mKbG2\nIM5CREKNlgSIiMgl4fP5aLOXcd0NYwAYlJXER+/sJaeshd5Pzt1g1ZIdT1NxGh+/sJauLjdOt5cr\n5yeeO97YTm1UDRO4st/nIBJsWsPaNwVWERG5ZCzWc79u9Hm9JG4/ietos3+sY0QytsVT2LnuAClD\nsyjbdZihg8awee1OktMScLncJA5Ow9atDquInKPAKiIil4TBYMDeHoW9s4eYGCvlP/+AqPPCauuI\nZPIfuhGvz4c3IQXDuAk4yk5jTU1nWHwcZzyniY6JxlsLM2+YHcSZiASPOqx9U2AVEZF/2PETR6it\nPUZsTAITJkzFiIW/rPyYYWWnSTvV5T/POiufsggnUSdPs2nHCRInTsZkMZOZl82p+hP8y80P4XK5\n8Hg8REVFBXFGIhKKdNOViIj8Qw4c/AQMR7nhpmGMGgu//8PPuerqNOb1Rvx9WM2JobOzmxdf2k7i\ntBlYoyIB8PW6GZw56Ox5VqvCqlz2vP3wCkfqsIqIyD+krb2K6TPP3mCVkZFI9tA4ul7edcFuALWp\nkVT6HCQ4rFgtFm69pZC33viA+KFZ9Doc5A5PI75N61VF5PMpsIqIyJfidrv5aP0qnM4zwNnA6vN4\nSd51nNaqFv959rwU0m4r4kRVO2lTCom1d7FmxbuYIyOJqG8jJzuLmJYYrr/mhiDNRCT0hOs+qYGm\nwCoiIl/Kth3vcdOtBVSdSGTL5j1MmTKWgz9/lbjzwmrHiCQ+NDgY09DOiCmFAETHRlN41QRafBGU\nRI+gaHxRsKYgImFGgVVERL4Uk8lDRISFkaOySYhvZtOPniehps1/3DEymdI0E2ZHAu9tPEJakw9f\nr5uCMUNwu930VLUy+qvqqor0RbsE9E2BVUREvhSHvZfq6tMMHZxK1192XhBW46/JI+3WsRz/uIpT\n5c2MXnQ95ggrALvXb6ajpoGf3vMDoqKig1W+iIQhBVYREfnCNm17n7jsLj451MTRX71JYk27/1hN\nWgQ7rG48H5STmJ6I1xrpD6sApsRkzMZE0lLSglG6SFhQh7VvCqwiIvKZ2tpa2LlrC42tRxiSbaOy\n6iQzCiZh3VGN67yw6hibQXNBCvbWLty9JlrKa2mt6yaluwfLf29h1Vxdx/j0XCwWS7CmIyJhSoFV\nRET6VF19nGMn1nH9V4o4dgxONzZw732z2fngWyScOBdW7fmJ1F+ZganXhyEqhjEzJ/POc6+RNHIc\nRz7eT0SkBbfTTQRWvvvVhUGckUjoU4e1b3pwgIiI/J2mpjO8vfb/cvOt04iOjqSwcAT21l4antl+\nQVhtGBTLodxYElKTqKioxxyfiMFgICk9lWiMZEydSuKEiaRNmcqwjCwMBm3ZIyJfnjqsIiJygZaW\nZt5Y+xR5ozP8Yz6Pl9Rd1XQca/SPnRpso3P+KI7uOEKztYWozCxcXV30unsZZhvElCums/LjjXRF\nRRDb7eSOmdcFYzoiYcWjDmufFFhFROQCn3yymdFj07ElxLB3bwXjx+VR8as3iTovrLaOSOJAdixe\nu4XCu++kte4Uls5mDpaWc6q8kZ9+5ydYrVaW5wzH6XQSGRkZxBmJSLhTYBUREb9P9mylqeMYDa3t\n3HjrZJpOd7DtwReJOtrsPydqRg5HsyJormzH4ThNU10jxl43zu5u5i+5kQMf7cXnO9smMhgMCqsi\nX4JXT7rqkwKriIgAsGffDpKy6vnazIn4fD5ee3krU5vBd15YPZEaycHuNv71+nnMcnl4/JmtOGMz\n6Gxs4LZ7r8dkNpGeP4jGxjMMHjwkiLMRkYFEgVVERABo6zjJFTP+e49Un48xlQ7sB077j3uKs2ka\nkYTVY+V//vIjUkdkkzW7hKiEeGo2bcNkNgFgr+0gJT81GFMQCXvaJaBvCqwiIgKAp9dEb68Hk9HA\n6We2YzovrJ4ZYqN2ZApWi5W60qOcjs/B6TCQeLqFw7sOEX2mnartx8DtY3r+NC0DEJFLSoFVREQA\nmDH1Btb+5UWGlx8novyMf7x5aDzlBRnE9vrISY7hVHwMLckp+HKGcarTTsTEPEacqOEb194SxOpF\nBgZPsAsIUdqHVUREAIiwWpl82nRBWI2YPIID2fHE2eIwmMz0ejwkZaXh2LIZT08PkUmJcPAQc6+Y\nGMTKRWSgU4dVROQy43K52PHx+xiMHtJShjNy5Dh2lG7F+MF7JFXV+c+rSI/HOSiGqLgURkwZC8Cp\nqgb2l5cz+MbrMOzaRVHeGK4quZZB6Rmf9XEi8iVoDWvfFFhFRC4jPp+P9z74I7fcMQ6r1cynuw/x\npz+/yZjqdmKrzu2z2js9n5xFMzh6uBqLq9c/npEziC6DhYysTHoaW7njugXBmIaIXGa0JEBE5DLS\n2trKkOERWK1n+xUTJuQyvraD2MpzYbU6O5nu2yaD0UBeQQ61x+v9xxqqTxOTPxoAix7JI3LJeX2G\ngL/CkTqsIiKXAa/Xy5o3XqC29ijjJgwFzj5utea3HxFx5Nya1VPDU9k1LIVrORtGvR4vjdWtlG88\nQq+3l4NH6jGNGElP6T5uGz8lKHMRkcuPAquIyADX3d3F71/4JbNmD+XrS25j7Ts72bxhLykfn8T9\nSbX/vN7CIWxLiaax5hQHdhwkIS2R3dvLqcVGRkc09992B4Z5Bjo62omNjcNkMgVxViIDk9aw9k1L\nAkREBrBDh/dQum8lN9yST3NLO1UnTjF/XjGeN/ZdEFZPZcaxsreLuppGUgvH4s4ezZmINCKyc3Em\nJlOamc3qjz7AYDAQH5+gsCoi/UodVhGRAaz+zCfM/8ooAPJHDeb9tz7B+PZBkmo7/OfEzBjJFo8b\ny7A8HDtKGXrFGAyGs+vcjpYexDJuFsaICBqbT/f5GSJy6YTC0vDnnnuODRs24HK5WLRoEcXFxTzw\nwAMYjUby8vJYvnw5BoOB1atXs2rVKsxmM0uXLqWkpCRgNSmwiogMYNaIc79I83m8JO84SevRZv9Y\n16gUXnJ2kTxvAQaDgdbKE3y8djs5IzJpqW+kPioTU0QEvuYmRqalBWMKItKPdu7cyZ49e3j55Zfp\n6uri+eef5+c//znLli2juLiY5cuXs27dOsaPH8+KFStYs2YNTqeThQsXMm3aNKxWa0Dq0pIAEZEB\nrKsjAntnDz6Pl8pffUTUeWHVMTKZvP93DtbMQRgMBjxuN46WVrps6ViOtLBw/DWMxsSwygpuMfm4\ndsq0IM5E5PLg9QX+9Xm2bdvGyJEj+c53vsO3v/1tSkpKKCsro7i4GICZM2eyfft2Dhw4QFFRERaL\nhdjYWLKzs6moqAjYfxd1WEVEBrBr5yxk68a1mD98i5SGdv94c3Y87pKhPP2bd6lz22hp2UJPUzM9\njh6yojwcq2rl30YXUDi6IIjVi0h/a2lpoaGhgeeee46amhq+/e1v4/OdS7kxMTF0dnZit9uJi4u7\nYNxutwesLgVWEZEBzADkH22g47yw2pqXgumuqRzceQhTdAw5tkS6nR68MdFM/upXMJqMHGlqC17R\nIpexYO8SkJiYSG5uLmazmWHDhhEREcGZM+e2vrPb7dhsNmJjY3E4HP5xh8OBzWYLWF1aEiAiMkCU\nHf6U9zc+z0dbXmDT1nfw9Pay/xeP0LFjm/8c48x80n50I/HJNgwuJ11uA20xaVRWNTJ01nSMprP/\nLBg9nmBNQ0SC6Morr2TLli0AnD59mp6eHqZMmcKuXbsA2Lx5MxMnTqSwsJDdu3fjcrno7OyksrKS\nvLy8gNWlDquIyADQ3NJES9deSq4fzrb1B/H1VrH35/8vcVUt/nMq4800RLpI2bYPQ28vvdEJ1Lus\neJs6SBs7hsPvbaJgwWyaj1Zx/ciiIM5G5PIV7CdRlZSUUFpayle/+lW8Xi/Lly8nKyuLhx9+GLfb\nTW5uLvPmzcNgMLB48WIWLVqE1+tl2bJlAbvhChRYRUQGhOrqY4wcm8aBPccZPyYX75v7aT0vrEaW\n5OPLiaVlbyXf+PpVfLD5KNXxo0gbEwtAy+FychLTKGoxM3zCHAZnDg7WVEQkyH70ox/93diKFSv+\nbuz222/n9ttv74+SFFhFRMKdw2EnIiKG0h2lHKk6jbuujOQT53YD6MhPIeWb03B/+CnjC7N59NG/\ncKrHTPrCif5zYjIzSXX0MnPKjGBMQUT+mxbj9E2BVUQkjH2wbQO7W6sx2aKxHzzF7ZYoIk/U+o93\nj0rnSF4cte/vZvSIQeTlZ+K0RvL2xw20Vp0kMWcoAM7DR1h4813BmoaIyOdSYBURCVNdXQ52t1SR\nWjQavF6KN3xMZE2d//iJQTY2mdzMnzCak2WVZGQksGNrOW+XNtE8cQGemhM01e8hvrWJ79905wVb\n1IhIcAR7l4BQpcAqIhKmHA4Hxrho8HoZ+fpGMmrOrVntnpLPR9HRmHqdmMwmJl47md/9/l1GZBXR\nNGo05shoTHkFeLxeJjfWkj9seBBnIiLy+RRYRUTCiMfjYe2GN/FGuHB2ePA0nCF7024yahr951Rl\np7IuMgLjqPH0bHyXpNQEDAYDLmsiX7n+q+xd8UcORURisFpJK/uUW2+/I4gzEpHzqcPat88NrC6X\ni7fffpv169dTXV2NwWAgOzuba665hgULFmCxWPqrThERAd5e/zqJRfG0nG6hur6KyRVVDG11+Y+3\njc7gw6zBeCKiaHvnDb6xeAZGk5Fdm/aTHJmG0Wjkp19fzLrtW+nucjBn4UKio2OCOCMRkYv7zMC6\nceNGnnnmGYqKirj11lvJzMzEbDZTW1vLzp07WbFiBd/5zne45pprPvcD9u3bxy9/+UtWrFjBoUOH\n+Pa3v012djYAixYtYv78+axevZpVq1ZhNptZunQpJSUll3SSIiIDRY+hh7JddRijY7m61UfceWG1\ntzCDgxkW7rjSxvat5dRi44mVx4m2b8eQNZibhw8DwGg0MnfGzGBNQUQ+R7D3YQ1VnxlYq6qqeOml\nl/6uizpixAhKSkpwuVz86U9/+tw3/93vfsebb75JTMzZn97LyspYsmQJS5Ys8Z/T2NjIihUrWLNm\nDU6nk4ULFzJt2rSAbj4rIhJOqqqOUlVdQUb6UHD5aG1u4zpHJ3G7j/rPSbgmn46rhuLceIg92w6x\ntTaaE3kLMBgM+JxdJHccwqXfNYpImPrMR7PabDZaW1s/8y9ardYLgmdfsrOzeeqpp/D5zn6TPHjw\nIBs3buTuu+/mJz/5CQ6Hg/3791NUVITFYiE2Npbs7GwqKir+wemIiAwsH6x7nSPVbzB9rhVjzD66\nW1uZePjMBWG1anACiV+fyJrXdpGUlkjOiAwaDYkYDGc7NYaIaNwtdq6+YkKwpiEiX5C3H17h6DMD\n69atW7n99ttZsGABjz/+OJs2baKnp+dLvfm1116LyWTy/3n8+PH8+7//Oy+99BJDhgzhqaeewuFw\nXLCVSkxMDHa7/R+YiojIwHLy5HHaOvcyfEQ62zaVgddL/pFycs6c+x55pmAI2+LcvLx6Oyd9No4e\nPklqejyGjnM7Bvh8PopSEhiSmRWMaYiI/NM+c0nAr371KwBqamrYvXs3H374Ib/85S9JSkpi+vTp\n3HfffV/6w+bOnesPp3PnzuXRRx+luLgYh8PhP8fhcGCz2S76Xqmp2i8wXOhahQ9dq9Dy3kcf8bWv\nzwIgLz+TTx56i5S6c98vD8eZ2djTRubYURyLTcfbXIXX7WTvvhr+Y+H1/N/tZTS6fOTHGHjy/m+Q\nmKDrGyz62pIvSit3+nbRba2GDBmCzWYjLi6OxMRENm7cyAcffPAPBdZ7772Xhx56iMLCQrZv387Y\nsWMpLCzkySefxOVy4XQ6qaysJC8v76Lv1djY+aU/X/pfamqcrlWY0LUKLeUVB+jpPdsl9Xm9NDyz\nndjKNv/x+swYWFBIRGcivcOH4a6rJ9XqIjMjBVebieLCiUwaX4zP58NgMNDr1vfNYNHXVvgIhR8s\nfLrpqk+fGVg//fRTtm7dytatW2lpaWHKlClMnz6de++9l4SEhC/1IX9dR/Wzn/2MRx99FLPZTFpa\nGo888ggxMTEsXryYRYsW4fV6WbZsmW64EpHL3on6fVjjojhzuo3eVw7SsbnSf8w0YwTvVJ0gsbwB\nQ3sl5evWkRIXh8lsIDZ2LLcvuvvc+lWD/vETkfBn8P31jqi/MWrUKGbMmMH999/PuHHj+ruui9JP\nq+FBnYXwoWsVGiqPV3CypoKTp45w/cIian++lpgjTf7jnuJsXne2EZWTQ0HJJABOHqxkSlIRBaPG\nBqts+Rz62gofodBh/eHO9QH/jF9Ovjrgn3GpfeZNV8888wzZ2dk88MAD3HXXXTzzzDPs37+/P2sT\nEbms7D9QSqenlKuut5GdE0HV/37ngrB6LCOOp+sb8FgstLZ14eg4u5516NhcjtVWftbbioiEvc9c\nEjB79mxmz54NnL3xatu2bfzud7/j6NGjjBo1iv/8z//styJFRC4HjW0VzJo3GK/HQ/SHx4ivavcf\nO56VQPW1V7IgzsPY8Tm8+voePt18gOLZV+Bx9xIfFfzOkIj888J126lA+8wO6185nU7q6+tpbW3F\n6XRisVi0JkpE5BJzu110tDnwejwcfvRdEs4LqycyYtkYb2SQpYtxVwzDYDAQG20hd+Zktq5eR/eB\nFkqmzQ5i9SIigfWZHdbHHnuMPXv2UFNTw4QJE5gyZQo/+MEPGDlyZH/WJyIyoLlcTn793P9m1Mg4\nhuUmU/qjNaQ2nNu6yjgzn2G3TyKirIKmtrPrIHu6nLR2eUjo6mbB5PnMnHJVsMoXkUtM21r17TMD\na3JyMg8//DAFBQWYzRfd/UpERL4kt9vF/372f1E0NpFbvzKJumc20fY3YdV093QObNvPjOJhvP3m\nLla98CE9ETZs+SPx7q/lqtu+GbwJiIj0k89cEmC32xk2bNhnhtXW1lZ+8YtfBKwwEZGBbv3W9Zgi\n3MRFmM+G1U3nHrfaMDKLtYZu9m3+lLH5aThdbgYPzyAx1kL9wWquT8rnvtu+qSVaIgOM12cI+Csc\nfWbrdP78+Xz3u98lNTWV4uJiMjIyMBqN1NfXs3PnTk6fPs2DDz7Yn7WKiAwYtbU1fPLJev7lvknU\n/HozbdUd/mMVcSaM98wnq6uLxgNlbNh2jFMnzxCVEEdtJ4z+l7vZWX6I3JzRQZyBiEj/+czAWlBQ\nwIoVK9ixYwfr169n48aNGAwGhg4dyp133snUqVP7s04RkQHjDyufIn1MHCULp3HsV+tIqz23R2d5\nrInaa8Zy+q0NjJ87DdOgwRwubyBpXglV27Yz+ivTMZqM2A2eIM5ARAJFuwT07aKLU6dOnapwKiJy\nibzy2h8xR7biau4ldmslkeeF1bqsWHZnJXLtzAn0unvZ8s52KlwJWCqrOHO4iolLbsVoMuFxu0kz\nRwRxFiIi/eui21qJiMilceLEEYYMc/I/Fpcwo95B5N6T/mPt+cnU3TqLiTfPYe/W/URGR3LlzPEc\nr3ZyaNA0ouNzMHx6HOeeY8Tsr+XeW+4I4kxEJFC8vsC/wpFu/xcR6Scnaw8xZ/4o6p7ZfMENVvui\nTRi/No8kWwwALlcvPp+P0o9KcY9agMFiZbdnKBOMp/nejTcCYLVaAWcwpiEi0u8uGliffPJJvv/9\n7/dHLSIiA4rH4+G1D1/DYXDR2dyKsaOZvGNg33bcf87++Eg2ZyUwLy4agJOHj1N7ys7rf9lOb2s3\nBpsVAIPJjN2t1W0iA124dkAD7aJLAtavX4/Xq2+SIiJf1msfvoaxMJnkSTlkX1vImFPNF4TVwylx\nvBpvI2dIAltWvceOVz+kYe8Bul0eBvm66fAk4/Od/dcrsek4JWPzgzUVEZGgumiHNSEhgfnz5zNm\nzBgiIyP9448//nhACxMRCXd2nKRERYDXS8ZfNhNfe+5xq/tzstl63TVE7f6YOfOuICrm7PfX0vd2\nYT7ew7fuXIbT5eIP767D6TUy56pRFI3RNlYiA1247pMaaBcNrLfccguAf3Nqn8+njapFRL4Ae1ML\nyZ6hZ8PqJ+fWrLbkpbBt7rXQ1UlWbzPHtu3HHBOFx9VLelw01pwcoqKiiYqK5gdfuy2IMxARCQ0X\nDay33norNTU1HDt2jKuuuoqGhgaGDBnSH7WJiIQ1m7EX21OvXNBZbcqJZ4PRhP3VlygYkUz+6CQi\nI61ERpjp8nooO9jM/Uu/E8SqRSSYtAizbxcNrO+88w7PPvss3d3drFq1iq997Wv86Ec/4uabb+6P\n+kREwsLp0/WU7n8fa5SBtkYXs6beSPaBowxq7PKf01WQRtfcMYxsamfxuCvpcnr44x8/ZuSQdLJz\nUomPzeT+pbOCOAsRkdB00cD6u9/9jj//+c/cfffdJCcns2bNGpYsWaLAKiJynh173uKam0cC0NPt\npPyn/+uCsNo6IpGmqTkUjhsOwN71pQwZmkLm0CQW3v5DLBZrUOoWkdCiXQL6dtHAajQaiY2N9f85\nPT0dk8kU0KJERMKJ1+vFENEDgM/rpee/dpHe4PAf3xtlIKpkJFdMHXP2HJ+Pjw60c6SzCFNHL8N3\n7mL+jBlBqV1EpL+1tbVhNBqx2Wxf+O9cNLDm5eWxYsUK3G43hw8fZuXKlYwaNeqfKlREZKDwer28\n+u5fON3WhM/rpf3/bqN7a6X/uKtwEGO/OoFX39pD2uAUUtISeWP1Vo4NvxpTXCLEJ/Hakf0KrCIC\nDNxdAo4cOcLzzz/Phg0b8Pl8mM1mfD4fs2fPZsmSJeTl5X3u379oYF2+fDm//e1viYiI4MEHH2TK\nlCn8+7//+yWbgIhIOPJ4PBws28PW0q3kzh9JROcVHHj4TVKr2/zn1KRHccW/ziYyykpe3iB2VfWw\n9j/W0Jk4hIRrEv3nufSUbBEZwJ544glOnTrFjTfeyEMPPeT/zb3dbqe0tJTf/OY3ZGVlfW6+vGhg\nXblyJbfccgs//OEPL13lIiJhrLe3l5VrfsPM+cOZn53NK6s2cK03jujzwmplspUt2WlMiTq7NtXr\n9WGNjMQVmYzTmobrTAPWtEH47B0U2SKCNRURCTEDcQ3r9ddfT0FBwd+Nx8bGMnv2bGbPns2BAwc+\n9z0u+mO91+vlZz/7GfPmzeOxxx5j+/bt9Pb2/uNVi4iEua3bP+L6OwpITo0nJTWe243RRO8+twzg\nkM3CxonjSYmC3l4Pn+4+RtXJFoa4TxMRFYkvcyytlc24PnyHe6N7+dfbtNeqiAxcBQUFtLS0UFFR\n8XdPTy0rKwNg3Lhxn/seFw2s9913HytWrOCVV15h+PDhPPDAA0yePPmfKFtEJLwdrzqKNcLiX7Pq\n/rjKf+xQQiRbEtIo37Sf98t6eO2lDeRmJrD8+3PA6aTNF4fP5yMiKp67Jxdx6+zZehiLiPh5++HV\n39auXctNN93ED3/4Q+bPn09FRYX/2E9+8pMv9B4XXRKwdu1adu/eTWlpKSaTifnz5yuwishl69jx\nCnadPoPzvzayoMdMz3k3WJVGWfgvl4X41DTyb/0KXXX1nDxayVvvHMTt2kOEdTAvLrmOXWXl5F85\nhElXjA/iTERE+sczzzzDG2+8QVJSEmvXruXee+/lhRdeuOiNVue7aGB9/PHH8Xq9LF68mLlz5zJ8\n+PB/qmgRkXBVXVPFW5vXEB1tJHGfg57GJv+x7bZ4XphyG0TF0l6+BQwGYrOHcqSqlqvHXMOMKyf4\nz83X91ER+QwDcQ2rwWAgKSkJOLue1WAw8K1vfYs///nPX/g9LrokYMuWLfzxj38kLi6OX//619x8\n88384Ac/+MerFhEJQ6dPn2Jd+XqKbp3BYrOVovPCammkhRdnLMQQHYfBYKAnMZue5mYAfBFRPP1h\nabDKFhEJumHDhvGLX/yChoYGAObPn8+SJUu46667aP7v75UXc9EOK5y98aq3txen00l3d/f/z959\nh0dV5v//f55paZPeCKlAEhJIoYUaeqQpKgoKUr67umtZ3d2PfPytrIrs2rD3dVdERdlVUUTBhgVE\nSmgBpCYhBBJIIAmkz6RMOef3Bx8H2A0b+iTh/biuXBe8J3PP/SZXJi/u3Oc+eHp6XvishRCindA0\njbUbv6PeVsWBgoMkjO2N/4dr8d5a4Poc68Akis06sNaCKQwAXV0FJnMyttoajh6xYDb4oWma7FUV\nQrSqI57D+tRTT7FgwQIOHTpEREQEADNnziQiIoLXXnvtnMZoNbAOHTqUzp07M3z4cH7/+9+3eCyB\nEEJ0RGuyv8M/wUZsWCTJmeEcfvQTvCsaXY8fS+iEOiWTgQrkPL2M+vAe+OltxKiHiD9uY9fWAmpD\np5DhPCBhVQhx1fLw8GDs2LH06NHjjHpWVhZZWVnnNEargXX58uVomsbOnTs5duwY4eHhhISEXNiM\nhRCiHbHYq+gSFommqmjvZRN5Wlg91Nkf413XougUqiuqiO2fhq+tlgdnpvLOW6VUHjqKybMLM/3K\n+d3N09zYhRCiPXHHVfyXm16v56WXXiIuLo7rr7++1SOsWtJqYN27dy8PPfQQ6enpaJrG3LlzefLJ\nJxk1atQFTVoIIdoLtVlDdTpRF21A3XjAVd/u68mOpC5E5eSiaRr7848RNHw0xgM7yd1bQkbSGAZk\nDJNVVSGEAO6++26Ki4sxmUx07979gsZoNbC+9NJLfPDBB0RHRwNw5MgR7r33XgmsQogOb/iAcWx9\n6GFiK0+trJ6I8+NAiCc2gxf1nZNptliweTVQW3AAY/ERioy9mXzdcDfOWgjRnrWFUwImTZrkun1q\ndHQ0d911F3PmzEGn05GQkMC8efNQFIWPP/6YJUuWYDAYuOeeexgxYkSL47366qvcc889XHvttRQV\nFZGYmHjec2o1sDocDldY/WXimtYG/jWFEOISKzyUT+HhPTQ32hmScQ22z5edEVaruwUScEcmd0eG\n8NU2FuoAACAASURBVNnSbJa+/zUOSz23DsqgR0Q3eo2Z4nqTF0KI9qi5uRmAxYsXu2p33303s2fP\nJiMjg3nz5rFq1SrS09NZvHgxy5Yto7m5mWnTpjF48GBMJtN/jOnh4cEbb7xxURfttxpYIyIiWLRo\nEZMnTwZg6dKlREZGXvALCiFEW5S/fy/7j//IwKxUHHYH2x98mJjKJtfjuVFhDH5kAoru5K/5MzIS\nWHDYgBocQ3b5Du6cnumuqQshOhDNzacE5OXl0djYyB133IHD4eD+++9n3759ZGRkADBs2DA2bNiA\nTqejT58+GI1GjEYjsbGx5Ofnt7g/1Waz8fvf/57JkyfTpUuXC1phbfUc1ieffJIdO3aQlZXF6NGj\n2b59O4899th5v5AQQrRVdruN5d+9w8ARqWiqSvO72WeE1U1mM6+rvjz44iaKi0+ev7rix2Kc/p0A\nONYsv3USQnQMXl5e3HHHHbz99tv89a9/5YEHHjjjcR8fH+rr67FYLPj6+p5Rt1gsLY75hz/8geLi\nYr788kvi4uIuaF6trrCGhITw/PPPk5+fj8FgIDExEZ2u1ZwrhBDtQk1NNX//1yv4+Rpw2B00v5uN\nbcOp263u9jHyVv8paD5+7AceW7SSW3sXsrVYQYkzoWkahvoTZx1fCCHOh7v3sMbFxREbG+v6c0BA\nALm5ua7HLRYLfn5+mM1mrFarq261WvHz82txzNdff5277rqL0NBQ9u/fT0pKynnPq9XAumHDBh58\n8EHCwsJQVZW6ujpefvll0tLSzvvFhBCiLdE0jQVLXsPDuxkcTg7+5TNCS06tEJTER/C9yYTmc+pN\nuC6wC+mDzGze/ROlBTlodhvDEmLcMX0hhLjkPv30U/bv38+8efMoLy/HarUyZMgQtmzZQv/+/Vm7\ndi2DBg0iLS2Nl156CZvNRnNzM4WFhSQkJLQ4pqZp/PGPf7yo7NhqYH3qqadYuHAhSUlJAOzevZt5\n8+axbNmyC35RIYRoC75fvZRZv+qLn58X5a//hL3k1ErpvkBPPnE4cTQ1otltKMaTFxIEO05gqdPR\ndKIegvzo41vP726e6K4WhBAdjLvPYZ08eTJz5szhtttuQ1EU5s+fT0BAAHPnzsVut9OtWzfGjRuH\noijMmjWL2267DVVVmT17dosXXAEYjUbS0tKorKzkq6++oq6u7ozH77vvvlbn1Wpg9fDwcIVV4IIO\nexVCiLaoWavAzy+ZqgUbsG8udtXzwvyx/34KDc8sIiyxC+WbPsXhFYyP1ki3YCuL3thPzvYuTBxR\nwSP/ew9Go9GNXQghxKVjNBp54YUX/qN++qkBv5gyZQpTpkw557F/+9vf0r179wu6eL/VwJqWlsbD\nDz/MLbfcgk6n4+uvv6Zz585s3boVwHXVmBBCtAeaprF20zoKDu7B7FtN1YINNKw7tWf1WN9kdsQE\n43fgMN6xsdxw20h+XruHr7b7UWm18f23eSiOKDRNIzw0RMKqEOKScvce1svplxXbC9FqYC0sPPlG\n/vzzz59Rf/XVV4GWE7cQQrRFmqbx9meLMaRHoK9tpteBRhp+LnU9XpwYxeGJw2jcsJW9x5zYnAYq\nj52g17AUtu7KoTQ4FS24CK3MQc8uFqZP/bUbuxFCiPYlKyuLjz/+mEGDBqHX6131zp07t/rcVgOr\nBFIhREdRUnIES5iBxoJiBqw/gK7s1BWuJbFBvOcTQFJhMQW1BuxGEwm9u5O/9zD9QwJosqlggG4x\nvsy6rSejR2Xi5eXtxm6EEB2R6uZzWC+n+vp6FixYQGBg4Bn11atXt/rcVgOrEEJ0BD9lf8ux2v0Y\n66rpvquSqPJTYbUhrTPvBSdyoqKWfrqjVNqq8e03Aq8APyqPHmLpP77juCmTwMYSbh8/gHHDBrux\nEyGEaJ++/fZbNm7ceEF3vJLAKoTo8HLzdmOKqCVzcAq2d9bjKK91PbY1vBNLo4aghUWhK19NjdVO\no8GbsAA/anL3E1qr8esp09l3oIjePTOJ79LFjZ0IITo6d58ScDnFxMRQW1srgVUIIVpSWnaY7sND\nTobV7FMXWJVF+fKRVwCOqhMopUV4VxWzwTiShiPZBG7bz3WpvUi9djoAPZOS3TV9IYToMCZMmEBC\nQoLrglVFUXj//fdbfd5ZA+vMmTPP+qRzHVwIIdxp7cZVFJ/YT3VVFf7PVON/4NQ5q3XdQ9AN7cJz\n0RGs23UMbyPsCe1GaU0DeTut1B7M49qBw904eyHE1agjnxJwzz33oGlnNqgo57Zn96yB9d8PcVUU\nxfUi5zq4EEK4y1fffkZ5cz7+/j7EbSvHv+TUQdXWnuEUJQbgY22kR4Anv52UzmsL17C9xEytohGZ\n7M/BHF+++PonfnfXdDd2IYQQ7d/UqVOJjY1l+PDhDBkyBH9///Me46yBdcCAAa4/5+TkUFBQwE03\n3cSuXbvk7FUhRJv2+lvPYgpsYsLkoSe3AZwWVnPNOrz6hHPTmD54eBjZ9fNB7n/4E/Yk/j+UEC8A\nzA15oKmYTLJrSghxZXXEUwI++ugjioqKWLt2LQ8++CCNjY0MGDCAYcOGkZKSck5jtPpuvGjRIlat\nWkVFRQXjxo1j7ty5TJ48md/85jcX3YAQQlxKDoeDJ155lJSMSLw9/f9jz2qBv4HsMC8Sj1ZjNJ58\n+ys4cAyLqqBvqsVp8CCmbidmax39kvVMn3q9u1oRQlylOuqWgLi4OOLi4pg1axZNTU1s3ryZzz//\nnCeeeIKPPvqo1ee3Glg/++wzPvnkE2655RYCAwNZunQpU6ZMkcAqhGhz3v3iEzx8VXr2jafy+a9w\nHDm1srrNx4uMOaOJsTbw9/c288mybBwOJ9uOOjju7Ib3lmUkJwYS6GWgz5AR3HDdBIzGlu+LLYQQ\n4tzNnDmTzMxMBg8eTGpqKp6engwfPpzhw8/9OoFWA6ter8dkOvWm7enpicEgvyYTQrQtJyorKD+R\nR7C/F5a//UDYaWF1h5eer6PCuCk2hMaGZoL9PfiywIkhIIjDB0/QZE5H0zoRoNXy1J9nu7ELIcTV\nriOusN55553k5OTw7LPPUlxcTO/evcnMzGTIkCHndJcrOIfAmpGRwdNPP01DQwM//PADS5YsOWN/\nqxBCuFtRcSFf/PQ+yfFBBHyXi//xJtdje3z05N97F912ZgOwbWMeVksTAT421m/yAJ/eKDod6I2M\nHyvvbUIIcakNHTqUoUOHAmCz2di9ezfbtm3jrrvuwm63s3LlylbHaDWw/ulPf+Ljjz8mKSmJzz//\nnOHDhzN16tSLn70QQlwCNpuNrXnfc+OsEdjeWY/ztLC6P9iLH7tG47trK9r+vSx6s5xd+2rYeTyV\nAGMZNJSgmDuhOW0MCKkmc/AgN3YihBCgdcAV1l8UFhayfv16tmzZQmFhIV27dmXIkCHn9NyzBtaj\nR4+6/jxs2DCGDRvm+ntFRcU5L+EKIcTlUlFRxmtvPcegsd1PhtXTLrAqDvfmYLwv/9/EroRFBLLk\nwwqaVA+2VfVGMXlQSSSKoZZ05zZGDurF5Ot+h06nc2M3QgjRMc2dO5eNGzcSEhLCkCFDuP3220lP\nTz+vLaZn/cwZM2YAJ1cvTpw4QXR0NHq9nsOHDxMdHc2333578R0IIcQFqqys5LX3nqDfqJ6ErtqP\ns+DUTQEOhXqyu5s/t1zfi5i4MLLX52Hw8qCxwkInjyLKHd0B8DPZuHPa9fTrneqmLoQQ4kwdcYX1\nhx9+oHv37owZM4ahQ4cSHR193mOcNbCuXr0agPvvv5/p06fTr18/AHbt2sXChQsvcMpCCHHxlq/8\nlFUbVzLzzvEEfrsP9d/C6rYuAZhNRv71/loSe0Sj6vT4B/lTXung2hEG9hXkUVOhMe26oRJWhRDi\nMsvOzmbv3r2sX7+ehx56iMrKSvr3709mZiYDBw7EbDa3Okara7EHDhxwhVWAtLQ0Dh48eHEzF0KI\nC1RfX8/+E7k4nBCwci/qxlPbAHJ9FFIevYkUHw/Wfbcdr+hAPI06NIOJPoN78ONP31FQoGfM4AZ+\n88e5eHp6urETIYT4Tx1xhVVRFFJSUkhJSeHuu+/GarXyzTff8PLLL1NUVMSePXtaHaPVwNqpUyde\neeUVJkyYgNPpZMWKFXTp0uWSNCCEEOervPwYjQ2N3OQdinZaWK3oGsR80umzcAcP/WEAzY3N+Ht7\ns2FzEdGJ0ax94Tu27IzCbofU+MESVoUQ4go6cOAA27dvZ/v27ezYsQMfHx+GDh3Kn/70p3N6fquB\n9bnnnuPVV19l9uyTZxMOHjyY+fPnX9yshRDiAtjtNvz9/OmTe5yYepurXhhu5nWrP45uyeyo9GDz\nmp3s3b6fb2rDKSgNRFljw+iTiqLTERV4mP795fgqIUTbpHXAJdb+/fsTHBzMwIEDGTVqFHPmzCEg\nIOC8xmg1sAYEBHDvvfeyc+dOnE4nvXv3Pqe9BkIIcalUVVfx5r/eRNXVMOCIhcTTwmpZn+58XN/E\nMUNvdIDSWE/nIA/mPzeTw8UnuHtODg3OekzqCaLDQrj/NxPx8vJ2XzNCCHGV+eKLLwgPD/+vn9Pc\n3IyHh8dZH281sK5bt46HHnqI9PR0NE3j0Ucf5cknn2TUqFHnP2MhhDhP5cfLeeKfC4jvpDGhwRft\neLnrsexOUSw1hFNVUoZSvwMtvhvXxh6n/6CT56nGxIYQFe4gevgobuqXSlpSd3e1IYQQ56QDLrDy\nxBNPMHToUCZMmPAfi54Wi4Xly5ezYcMG3njjjbOO0Wpgfemll/jggw9cRxAcOXKEe++9VwKrEOKK\neHvFx2jOeiY0+KFtPOCqbw7vzKdZk0FRMFZk42zQMco7h57x8Rw8UEbX+E6s21iE4hHJX2ZMdl8D\nQghxlXv55Zf58MMPmTx5Mr6+vnTq1Am9Xs/Ro0eprq5m1qxZvPrqq/91jFYDq8PhOOO8rOjo6A65\nv0II0fY4nU5KbfVcV6+i5Z0Kq839YlliSgBFQdM0HNVW9KqdPn27kjE0lQWvf4/mVcamI34MDAl1\nYwdCCHF+NNXdM7j09Ho9M2bMYPr06eTl5VFUVIRerycmJobu3bujKEqrY7QaWCMiIli0aBGTJ59c\noVi6dCmRkZEXP3shhDiL3Pxc/vb5e3jYaxlf5aBbnd31WGPvGPKjPUkp2E32j0dwVjehnbARHV6P\nf1A/NE3DarGxr9hGarjKAzNvdGMnQgghfqEoCsnJySQnJ5/3c1sNrE8++SSPP/44//jHP9A0jQED\nBvDYY49d0ESFEKI1h0sO89xHb5ISZ+Y6WwQUnTr3OTcyhIMezTwwdRSjymr43zd2cstdQ7HWWlj7\n6SpCQv1YuvB7Rqak8Wjmdfj5nd9VqEII4W7yS+yWtRpYQ0JCeOWVV67EXIQQVzmr1corSxcQ6qdn\nosMDbfOpc1bzA0xsDNT4652jUBQFi9WG0VpJ7k9bqa+swdsrjDmzv+XazH5cO2GGG7sQQghxqbUa\nWL/55hsWLFhAbW2tq6YoCqtWrbqsExNCXH0+/XYZg27NIvDN5Wh7T4VVW0Yc604cw9nkAOBIyQn+\n9s4GHnxkEuu+3sLNk8fy179sQVW8mH7LJHdNXwghLpoqK6wtajWwPvPMMzz33HNERERcifkIIa5i\nBi8PYj7bQEBJtaumDYnn/bJj/BRxE3rfAK57LR9D4Ta6hsK/Xv8ck3cQTz+5kfzD3vzu+uGEhIS4\nsQMhhBD/Likp6ayPKYpCbm5uq2O0GlhjYmLo27cvOp3u/GYnhBDnoa62lp67C/DaX+Cq7fMzonTx\n4bqMvvz80SbqfDtjaDiGd5A/ielhhJjsLH5jN2PHjeH2a5MY0K+XGzsQQoiL1xH3sObl5V30GK0G\n1jvuuIOZM2fSv39/9Hq9q37fffdd9IsLIURl5Qk+Wv4OfcoqCD54wlUvCPYi6X+voVNUMADJa0rY\n59eJ2Ioiyr2j6JkcytplG5g+eSIzb5NtAEII0VYdPXr0vz7euXPnVsdoNbC++OKL9OjR44ywKoQQ\nF0vTNBYv/4ADRdu4wWnC97Sw2tS/GxG3ZbL+h03cPGUQDrsTe2kRnY6WU+/lR7/AUjZ+WcANI26j\nb98MN3YhhBCXVkdcYZ0xo+ULYSsqKnA6nZdmS4DT6WT+/PnnPzshhPgvPlr+CTl7NvG78FB0m08d\nXVXVPZy60UmEmwyYw4LJXrOTHT+X0LVvEuFmHT5eJuqqLSSlj5WwKoQQ7cDq1avP+LvVauXpp59m\nw4YNPP744+c0RqsbU0eMGMHixYspLi7m6NGjrg8hhLhQlZWVrNu3iRub1DPCamOfGFaoFrx9fQE4\nVl7PgmyVLzxGU3WojqDQUBxODxI6D2Zgv6Humr4QQlw2mnb5P9wpOzubiRMnArBixQqGDBlyTs9r\ndYX166+/BuDdd989o/7vaVkIIc7VV99+wYTjdUTVO04VhybyZUM1qSP7sfG7zXj6+PBdgYlKn1gi\n92bzxAuPUV9fh5eXNyaTyX2TF0IIcd6sVivPPPMM69ev5/HHHz/noPqLVgOrBFMhxKVSVHKYJcs/\noF/pEaJPC6sV3YLZ6a1y4oTGNT27snlDIeW7j1G60QRaKVkzUtHpdPj7y52rhBAdm9YBD2LNzs7m\nkUceITMzkxUrVmA2m897jFYDqxBCXAp79uexaMO3TCgrJarC6qrXpESyJUhH8d7D3HjXJA4XlqGp\nTprLGgkNMNI3NYw7b7/VjTMXQghxMW6//XYMBgPr169n/fr1Zzx2rjejksAqhLjs/vn1Cn4q2MsN\nVZVEHat31Z2Z3TneL4Y9767EZvRl6Xs/0tjYRHCXzmSN6MxvZ9yN0Wh048yFEOLKcvce08vhhx9+\nuOgxJLAKIS6rVxYvZL/WwISjZSRWnrrFszOzO3XX9Wb5i59wfNAUPGPiKFdVDNt/pO/oQRz4aKmE\nVSGE6ACioqIA2L9/PwcPHsTT05Nu3boRHR19zmO0GlgLCwv58MMPaWhoQNM0nE4npaWl/Otf/7rw\nmQshrgo5u3+mJjaYm34+TvRpYbUwwo+fqo5Tv2Qz5nGTUMqacTY0oDY2YPcN43h+IWazpxtnLoQQ\n7tERV1grKyv5wx/+QEFBAbGxsSiKwqFDh+jVqxcvvPACfn5+rY7RamC9//77ycrKYtu2bUyaNImf\nfvqJ+Pj4S9KAEKLjcjgc7DuQS+bhQ0Tv3u+qb9TDtoGDCExMwANwNtuo//xzGhojAW90TQVs0WoY\nPaiL2+YuhBDi0nnsscfo27cvixYtcv3mzGaz8dprr/HUU0/x9NNPtzpGq4FV0zT+8Ic/YLfb6dGj\nB1OnTuXWW+UCCCHE2a3L2ciaQ3vou7eA6JIKVz03NoJlBl+CaiwEcvL9JfeTNdT/7ETXPQCdTyiq\ndwTlu79jyvjb3NeAEEK4SQc8JID8/HxeeeWVM2omk4n777+fG2644ZzGaPXGAV5eXthsNuLi4ti7\ndy8mkwmbzXZhMxZCdHg2m41v9+8g89hx4k8LqzmBwbxSqeKRdR21QXHsWbeDnd+sp3h9M3pDIuqJ\nIwAoig69p56QkBB3tSCEEOIS8vRseYuXTqdDr9ef0xitrrBef/313HXXXbzwwgvccsstrF27lvDw\n8PObqRDiqlBQdJCXP1vMhLoGIo+Uu+qbffx51TwGQ812NFXFEBIOIeE05+Whw4GmOUE5+bnOmmK6\nd/HG29vHTV0IIYT7dMQ9rJdCq4F1xowZ3HjjjZjNZhYvXsyePXvO++4EQoiOT9M0Fn33GTfrjESd\nFlYLE2NZUt6EVrQSe0MIx5etJHBkBvaqKqq+2oqmBeNUfkbTe6Jad9ItWOUfc//sxk6EEEJcSgcO\nHGDUqFEtPlZRUdFi/d+dNbB+9NFHTJ06lddff/0/HsvPz+e+++47x2kKITq6/MICnln8D8ZXW4iy\nNrvqe0P9aBocyexwP556v5zaYidNdXEc+7gAZ+UhFFMXHM7vMd71MDTW06vsZ9544PcYDHLinhDi\n6tRWVlgrKyu56aabWLRoETqdjjlz5qDT6UhISGDevHkoisLHH3/MkiVLMBgM3HPPPYwYMaLFsVau\nXHnR8zmni64URUE77V9QUZSLfmEhRMdwuOQIr6/9kumBIUSXVLrqRWndKY7x4PohSQDEm/eyTfNF\n0RnAqzOKsRLsNeh0/gy0FBJshP/53e0SVoUQws3sdjuPPvooXl5eaJrG/PnzmT17NhkZGcybN49V\nq1aRnp7O4sWLWbZsGc3NzUybNo3BgwdjMpn+Y7xfzmG9GGf9yTB16lQAfv/731/0iwghOiZN0/j7\nso+4UXMQvTvfVd/qbSLfw8rMawcC0GBppLq0DHQn37SclqM46w6jOIxEd47i1Tvk5BEhhIC2scL6\n7LPPMm3aNN58800A9u3bR0ZGBgDDhg1jw4YN6HQ6+vTpg9FoxGg0EhsbS35+PqmpqZdlTmcNrElJ\nSWd+osGATqfDZrNhNpvJycm5LBMSQrQPlVVVPLrwfQYUHyS6udFVL0iIZbm1Dt+iKtZ+tx2Tp5Gc\n7HwKyweiU2tx1G4ngFwcnsmEBel57CE5vkoIIdqKZcuWERQURGZmJm+++Saapp3xW3YfHx/q6+ux\nWCz4+vqeUbdYLJdtXmcNrHl5eQA8+uij9O3bl4kTJ6IoCt999x1r1669bBMSQrR9DQ1W/vjupwyv\na2Lg6WE1MZaCBD+iDtlYXzue/NVFgIMme290zkp03nFEhe/m7lmZqPUhjBk9zW09CCFEW6Sp7n39\nZcuWoSgK2dnZ5OXlMWfOHKqrq12PWywW/Pz8MJvNWK1WV91qtZ7THasuVKvnsO7atYsbbrgBnU6H\noiiMHTuW3bt3X7YJCSHavtXZmxleeZzhZXmuWl3PCHwnJXHzTRmo1kYURcHu2wW7bwKK3oCPsYA+\nXbYzMcuTkSN7YjS1+vYjhBDiCvvnP//J4sWLWbx4MUlJSTzzzDNkZmayZcsWANauXUu/fv1IS0sj\nJycHm81GfX09hYWFJCQkXLZ5tXp1g5eXF0uXLmXChAmoqsry5csJDAy8bBMSQrRt+QV5mFZ/xfCK\nUxdY5QQGk3BLBnGRwXz/eTaarRH90fU4ooaAvRGt+gg+/mYef3gwgUG+7Nx2hE6haW7sQggh2iat\nLWxiPY2iKMyZM4e5c+dit9vp1q0b48aNQ1EUZs2axW233YaqqsyePbvFC64u2Ty0Vv5lSkpKePzx\nx9myZQuKojB48GDmzp3r9psHHD9e79bXF+cmNNRXvlbtRGtfK03TeOGt1+man0tKbYOr/qM5lAW6\nUHwCQ/CmkS4+NTz8QCblxyp59NGfqKAb6AxcE2VhzNBkNOxEd04iPr7HlWirw5LvrfZDvlbtR2io\nb+ufdJn1fPfyb7vc++thl/01LrVWV1ijoqJcV4kJIa5OTqeT/zd3NjMDg+lyWlg92jeZ7RUlaD5p\nNHr60gjE6bYDEB4RzNB+YSz7sgZP+xEeeu4lzGazmzoQQoj2oY0tsLYZrQbWtWvX8vLLL1NbW+ta\nplYUhVWrVl32yQkh2oaPvlnOFJ2RLvkHXbV9kaEcGZbOgBITu1Zux9FtOPraEvoPOPUrocoKDR9V\nY/68uyWsCiGEuGCtBtYnnniCP//5z8THx8sNA4S4CjnsdgLWrSOh8tRVood69eAbZwOphfuITgjH\nXvgdXrXlDB2TQFNDE+tX7+bg/jKUBi/+8cJMuid2dWMHQgjRfsgKa8taDaxBQUGMHDnySsxFCNHG\nOB0Ovn/04TPC6oEe8azw1JGV3ImAAG8WLczBGH4jDqeF2mOH6DMji2ZrA4EVnsz5ze3odHIagBBC\niIvTamDt27cv8+fPZ+jQoXh4eLjqv9zxQAjRMWmqSs5Tf6Xb8QpXLS/cn5+MDYzs5kv5kXJUNYz9\nBz3QBTYT41tC9aFGVj+7mEnX3cTUm38tYVUIIc6TKiusLWo1sO7atQs4eVuu0y1evPjyzEgI4Xaa\nqlK68E0CDx9x1Wr7xdOc7M+fRp88jmrtqp0UHqjCWaXDs/FbXlo6ieBQP75bvpOU7sno9Xp3TV8I\nIUQH02pglWAqxNXlWNkxjr2zEPPBQlfNOjAJy5RMmrfvcNUO5h3jqxXe6IwRNNg78eTc73hw3ijG\n3JBO9sqtRHSKcsf0hRCiXZM9rC1rNbDm5OSwcOFCGhsbUVUVVVU5duwYq1evvhLzE0JcQVt3bufo\n0o9IPnZqG4B1YBI1UzKpqqii5FAFx8uqWffjPr76oonG5s7AyZNDQsPC2LutgOBx/dA0uUBTCCHE\npdPqBrOHH36YrKwsnE4nM2bMIDY2ltGjR5/zC+zcuZOZM2cCUFxczLRp05g+fTp/+ctfXMdkffzx\nx9x8883ceuutrFmz5sI6EUJcFM3ppOqTM8PqnlB/1oV5kLvxZ75f8hOfbDXz2yeKee9fR6i3VqH9\n302vPU01ZA4JJSo6hM//uYMhA8a4qw0hhGjXNPXyf7RHra6wenp6MnnyZEpLS/Hz8+OJJ57gpptu\nOqfB33rrLVasWIGPjw8A8+fPZ/bs2WRkZDBv3jxWrVpFeno6ixcvZtmyZTQ3NzNt2jQGDx58WW/v\nJYQ408HiQ6z560K6lJ0KqwVpPVgfbmbqmDTqKmspyTsCRk8cRZV4Gf0x+Zro5LeVnmmJZA4JY+z4\nZD5bso3J19+Ll5eXG7sRQoj2S7YEtKzVFVZPT09qamro0qULO3fuRFEUGhsbz2nw2NhYXn/9dddK\n6r59+1ynCwwbNozs7Gx2795Nnz59MBqNmM1mYmNjyc/Pv4iWhBDnw9bcRN5bf6fzkVJXrSCtBz/2\n7onpxBEObNyOtaiIQYPj8fIycMsYB05rPU4bLPjgVwT41aBoGt8s30/3+DESVoUQQlxyra6w/upX\nv+J//ud/eP3117n55ptZsWIFKSkp5zT4mDFjKCkpcf1dO+2/DT4+PtTX12OxWPD19T2jbrFYKIww\nWQAAIABJREFUzqcHIcQFqKmtYfEPq4nfuon4E6dWVnfHRfN+aSmG4hKe/etYAgJP3qHq9b9vYFCk\nxv88cA15uSspK6vCaDKQ2ieZIemzzjj2TgghxIWRFdaWtRpYx48fz9ixY9HpdHz22WcUFRWRlJR0\nQS92+pmMFosFPz8/zGYzVqvVVbdarfj5+bU6Vmiob6ufI9oG+Vq1PU1NTfzx7c/oX15Bt9PCan5a\nTzYNG0TDPz6k1uMaHnlqLz3jDdRWlBEX68+D9w5EURT0OgejsrrisDtpqNETFRXixm6uXvK91X7I\n10qIi/NfA+vq1auJj48nJiaG77//nqVLl9KjRw8SExMv6EDw5ORktmzZQv/+/Vm7di2DBg0iLS2N\nl156CZvNRnNzM4WFhSQkJLQ61vHj9ef9+uLKCw31la9VG1NVU83vXnqV8ZZ6MmpPuOpbzN6s9jRQ\n8+V32MbNguWfYiGQ/QdV0qJ1TL+1LwaDng/f30iT1UHPhGi2/FDDNcOny9fYDeR7q/2Qr1X70Rb+\nY6HJEmuLzhpY3377bb766iueeeYZ8vLyeOCBB3jkkUcoKCjgmWee4eGHHz7nF1GUk0fczJkzh7lz\n52K32+nWrRvjxo1DURRmzZrFbbfdhqqqzJ49Wy64EuIyuu+NN7nO5En/2kOuWnW/RI6Ge/Ob9HCC\nQhJ47P2NHL32Om4P3UnW2FRUVWXTT3v49IMtZPYfz/sL/+zGDoQQQlxtzhpYP//8c5YsWYK3tzfP\nP/88o0ePZsqUKWiaxvjx48/5BaKiovjoo48AiIuLa/FGBFOmTGHKlCkXMH0hxLnSNI15r73GmOPl\n9K+vdtVrByRRefNQUnQKezdt5frEznT3tVJitfDhmoM0W6z4B3ixO6eYF+f/HbPZ/SsQQgjRUckC\na8vO+nt9nU6Ht7c3AJs3byYzMxM4tVoqhGhfHnjpFeILDzD4tLBaHBfK8ZuHgu7k97VOr0PTNGqq\nLcTlf8XEUf74+ehJ7BLMA3MmsHnrt+6avhBCiKvYWVdY9Xo9tbW1NDY2kpub6wqspaWlGI3GKzZB\nIcTFs9ts9DqQxwBbk6u2JyyAwpQoYmrq8A3yp2j3fuyVNSz811ZqK2v5y5+y6BQRBMCalTnEdgnD\nYLS7qwUhhLgqyApry84aWO+8804mTZqE3W5n8uTJhIWF8fXXX/Piiy9y3333Xck5CiEugqaqFL/5\nxhlhNS+tJ5956LllSC+K9xxg/dLV7NvTjC4kDENdPnfO6OkKqwBxCZ3Zt/sIRkO0O1oQQghxlTtr\nYB03bhy9e/emurradYyVj48PTz75JAMGDLhiExRCXDhNVVk/7xHCjx111fLSerLhmpHYli9n1Qcr\nKTvRxJFd0aALh3rQbCpNzXYs9U2YfT0B2L+vFB+lG1mjrnFXK0IIcVVQ2+mtUy+3/3qsVXh4OOHh\n4a6/Dx8+/LJPSAhxaSxcsRzv71fS77Q70+0K8eOHYDOWb74i1tfB/X8Yx9LlP/PhvhoU9eT3uoYe\nTy8f1qzejZennspyK/16TiClR193tSKEEOIq1+qNA4QQ7c/7n3+Gx7q1Z4TVvLSebA334Lox6ezL\n3gknjgHQr2cY79fuweQbj+ZsQKcUkhR2PyXlhzB7+nHd5OFysaUQQlwpsoe1RRJYhehg6uvqMG1Y\nT5/aU6cB/LINoHr1yav8LZXV3DF9KAA7thajqbE0V+0ErZD5TzxAclIqyUmpbpm/EEII8e8ksArR\ngWiqyo5nn6ZPdaWrltsziexrRtJwuJjoyABW/+sbKsuq+XzJVqqrmvjpByuKviuqvZzbb7uea4YN\ncmMHQghxlVNlibUl539/VSFEm6SpKgf+9iqdyk5dYLU1KYV3vPyo/OEbEnxtpA5Jx9NDzw1330Cz\nbyjf5nTBJ9iOiZ/plx7GHb++1Y0dCCGEEC2TFVYhOgBNVSl/9220nT+7auv9g1nu7UWA5RjX/Wos\nOp2OXd+tJ3V4X7x9fUjqH4/Hpzl0TYogIcuTub/7MzU1Tf/lVYQQQlx2chBriySwCtHOHS4t4cCC\nN4kqPeKqrfKK5K2iegabDzJlZn/2b9uOqmqkdg2gpvFkKM3dnE9TzVFGXT+E0l3F/3dDEAmsQggh\n2h4JrEK0Y5VVleT87XVSKspcte3+PvxgcKL3CqWkRCGkUwCx8REA/PjVVg6eqOTnNbv4eUs9I8dF\nYGtoxNQsbwVCCNEWKLKHtUXyU0qIdipn1y4Ovv0Wvaz1rlp+uD+bOvkxdtww1i/byr71Np59dCP9\nBvhTX1PHul3lGGy19O6fyLgJYTTXV1O0oZbf3f6QGzsRQggh/jsJrEK0Q0dLS8ld+BYDGk6F1RN9\nE7HdPIIhmsa6D74kPrU7uSVO9h09ysFPD9BsjcJ8QyaTkpsxexo4vOEQA3oOZlhmFl5e3m7sRggh\nhIsssLZIAqsQ7Yymqmx9+YUzwmpuqC+Om0eATkGHQnBkGOX7D5ER2kBduBeYEzmwpZqIslw8Y7vi\n2+zLnP951H1NCCGEEOdBAqsQ7YjT4eDHv8wlubrKVducmMIGKshS4Jf7UVlr6kjtrDDrz9eSm3eU\n117J5n+njuPm6yag08lpdkII0WbJHtYWSWAVop1QnU5WPTyHuMoTrtrmxBQ+HTiagG0r2PjxNwR2\nDsdaU0vlsUoeuH08AMlJnZkxaQhZQ69z19SFEEKIiyKBVYh2oKa6mlVzHyG1yeqqbdZrLD9eiHFd\nNeOnD8PkYeSrvy2h0a4nJlCP2dcLAE3TcNjkf+xCCNEuyApriySwCtHGLV35LbVfrmToaWG1ICqY\n+ptGknqoBEtlNblrNhMQ5Ee3hM6MvG4ARXsLWbliK0k9o9m/q4oh/W52YwdCCCHExZHAKkQbpqkq\n1q++YWhTjauWG+ZH/V2T8dMp+IWHkL9uK76eOvoO60nu+p/x8fMhtkc36ndqeNu7c+3oKIxGkxu7\nEEIIcc7kTlctkqsvhGijfrnd6qDGU2F1nX8YG5OiQKe4anqDgdLCo3z2t8/pNbgnzU3N5K8pYtTw\na4iL7SphVQghRLsnK6xCtEGaqrLj2fmYDxS4aqsje/J2aHeS939LXEYN5qAAaitOULK3iD1b/LA3\nqOzd/RaTxmVxx7Q7MBjk21sIIdod1d0TaJvkJ5oQbYzT4eCLB+6nh+XUOavrfPz4JMifMJ86Co84\ncH7wJXrA2uDg6KHu6Eyd8DCBb2eF39x2u4RVIYQQHYpsCRCiDVGdTr59+OEzwuqmuAQ+7ZFKxNAB\nOKvqsB4JJ9QvlDsenEbWDQMxm8sAMJkOE9E1BL1e767pCyGEuEiKpl32j/ZIlmGEaCM0VaXw9VeI\nryx31dbFpfChnz+2ghJO/FCIrdITTTNjMDgB6NEngZzoHVSpRUR0NTM+KQVFUc72EkIIIUS7JIFV\niDbglwustN27XLV1cSn8M30U9o1f0bS3HHtjDKDH16eIQdeOc32etb6Za/tFMnHsGMLDO7lh9kII\nIS4ZOYe1RbIlQAg3+yWs1m3c4KqtjUzkn2kjsW9eiSPfgjFkBEZzMwavSswxRqx1Fhw2O6uWrCa5\nqy+D+qdJWBVCCNFhyQqrEG7UUljd6uPFrpQwkqzb8B0UQ666ixNFxRj9zGgGK+XOYF576BP6Z4Tz\n2z+OIywikF2rC+iZ1MuNnQghhLgkZIW1RRJYhXAT1enk8JtvYNu+zVVb1ehN3ugUuvZPc9WOHSzB\n69qRoEH5Jx9j2HeIYaMTuO/ha0+Oo6poDtm3KoQQouOSwCqEG9iam/h27qN0r6pw1X60BfG+xyBS\naw+f8bnNTTZ0Hp6oB3PpFalj6ow7aGquY/eWg/gHeXFodzUTR8+80i0IIYS4HNx8Fb/T6eSRRx6h\nqKgIRVH461//islkYs6cOeh0OhISEpg3bx6KovDxxx+zZMkSDAYD99xzDyNGjLhs85LAKsQVpqkq\nm+fPPzOs+kfyTmkndEY9hTt0eAfuIii2E/tXbcKsNdCzbB0JaaF0mTSRnT/sZcb4u6iqqqLeUke/\nCVFy7qoQQohL4scff0Sn0/Hhhx+yZcsWXnzxRQBmz55NRkYG8+bNY9WqVaSnp7N48WKWLVtGc3Mz\n06ZNY/DgwZhMl+fuivJTTogr6Jc9q+Elxa7amtAu/ODVTGpUJZaqMooPd2HDx+U4jueAEkLPDAdj\nxp7aIqAz6VBVlaCgIIKCgtzRhhBCiMvFzXe6ysrKYuTIkQCUlpbi7+9PdnY2GRkZAAwbNowNGzag\n0+no06cPRqMRo9FIbGws+fn5pKamXpZ5SWAV4gpp6QKr1RFJrFaPkjZqOMFxUQBsW/IN+74/wq1/\nSKdLcgTb1+6iYPdBElK74rA70Cx6dDo54EMIIcTlodfrefDBB1m1ahWvvPIKGzac+rnl4+NDfX09\nFosFX1/fM+oWi+WyzUkCqxBXgOp0kvP0UwQcKnTVfrLrWV5zmKTMFFdYBUgY3hef5kYGT+gDwLVd\nIvj83ZVs35hHn67pTBk/44rPXwghxBXSRu5E9cwzz3DixAmmTJmCzWZz1S0WC35+fpjNZqxWq6tu\ntVrx8/O7bPORZRohLjNNVVn72Lwzwmq2j5nNv55KZHo8il6PvanZ9diJA4eJjzZRlL2Vol37AfDz\nNDBx8A3cNH7qZdsfJIQQQixfvpwFCxYA4OnpiU6nIyUlhS1btgCwdu1a+vXrR1paGjk5OdhsNurr\n6yksLCQhIeGyzUtWWIW4jH7ZBtC5tMRV2xCbyBedgokICaGxyETnPukUrsvG09cH6/FK0sKNTJqR\nBcCeHQcpyMlnWMoIBvQe6K42hBBCXCluPod1zJgx/PnPf2bGjBk4HA4efvhhunbtyty5c7Hb7XTr\n1o1x48ahKAqzZs3itttuQ1VVZs+efVkXVCSwCnGZtLRndWN8Cp8OyMKZnwOArmsSO5d/T2BEMNUV\n1eiqTzDi1pGuz09OjeXwv/YzbPqIKz19IYQQVyEvLy9efvnl/6gvXrz4P2pTpkxhypQpV2JaEliF\nuBw0VeXYOwuxbMp21TZEduXTAVloioKzvg4Ag4+ZogMVRMWGMjkrlriu/dmydhexXSKI7daJ3TkH\niYqIOtvLCCGE6GAUudNViySwCnGJaarKz889g09BvquWk5zKZ52isG5fj6YzgsGbfW/+k6ayY/ga\n9cR7WojvngzA4NG9+eSd79ixOZf01BhC42z8uHYFI4dd766WhBBCCLeSi66EuIQ0VaXs3YX/EVa/\nGJaFd/dkqLfQeKAE66adnNgOQb6dmHhrL/TNDWR/l4Pd7gAgKCqczr1S0Rv1REQHYVfK3dWSEEKI\nK0m7Ah/tkKywCnGJaKpKyYJ/0JizxVXbEBzOd8NObgMAMBh1OB2+2CoawRBAWmIVs6b0RqfTYbPZ\n+fH7n/ELC8IzKJCgyFDKfy6lZ2qbOeVECCGEcAsJrEJcApqqsuWpJwgsOuiqre0czwfh0fgeKcYr\nJg77kUMkJoVSG1BBUW0TJmcp6f0SXDcBMJmM1FZbMEbGEB0fwd71PzOyXxT5e4/i79nNXa0JIYS4\nkmQPa4tkS4AQF0lTVfa++PwZYXVNdE8WHK9FUe0oezbhX7CJxECNuD4p+AcH4BfTGb8wB9X1p85f\n1TQNDwJoPuLg8LrDJPunc2SPD/66/gzsP8odrQkhhBBtgqywCnERNFVl61NPElB06qYAa6JTeC9l\nFFrNd6QNSsCyr5n4gb1djztsDmzWMtROcezbfoj3auvoFBGEZvNhwugZBAUGu6MVIYQQbYHsAWuR\nBFYhLtAv56yeEVajevBeyigcNSfQSoupyg3GOyyCfV/9QETPRKqLDnMwO49BUYlEx6nc+OvpJ8fS\nNDZ+dUjCqhBCXO1kS0CLZEuAEBdAU1WOLlxwxk0BVtn1vF1RAZu/wpCzkoRpY2nyDsCyaR3x4Ub8\na0vp2yuKQLvGvIf/SGTMqXCqKAomL8UdrQghhBBtnqywCnGeNFWl4LVXYPdOV21Vk8KCIx7gqxDQ\nVyFq6nQcjY0c+/ATbh4Xzeixvak8XseGjYX06NOZuvo6ykqqUVUVnU6H0+HE1qh3Y1dCCCHaBNXd\nE2ibJLAKcR5+2QZwelhdHdmTRYonXkHHadrjw/F1Omq2LyUwpI6+fX0Ze10GiqLQKTKYpK5V7Kps\nYlv+Zwwe04Xli9cQEBCCtyGIcSOuzO3thBBCiPZGtgQIcY5+CaunbwNYHdmTd5JHoZo88Z14I4bQ\nMtBseHlA5rRMvH08UJRTv+r38vLgYG4eGcPiiYgM5tZfj8LH24uJY6fj6enpjraEEEK0IYqmXfaP\n9kgCqxDnoMWwGtL1ZFi1NWGiGZ1Ohz4wBP/gQm57OouYtC44DZ5sX78bgMaGJoryDxMQGcK2rQdc\n4xgM8m0ohBBC/DeyJUCIVrQYVu2+vK3zgq0r8OochU/GYJr3/Yx3kBMs/lQdrqBzjy74xMRSsHcH\nmsOB3qDjeKWV2PhIig4dp29GPJUVtegdgW7sTgghRJsipwS0SJZ2hPgvWgqrq5o9eLvGG6XUF63c\niH3PDnSF2wjuEkrklBuwe3iwbsVmNi/+FANOOo0aTXEdbMg5gsHPH1SNSHMPcr6v4kRBANeMnOTG\nDoUQQoi2T1ZYhTiLlsLqGquBt8oteMSPA0BPOJotGg9/b7wio7BVVdFpQBSRZpVOvnpiesYD4DOo\nP/U1q4mO8EdX7c+4rOvd0pMQQog2rp3uMb3cJLAK0QJNVTny5hs0bctx1dY0deI9WypGczWOE/sw\nhPQAQFXtHF+1kbo9uXjY60j8f9Pwzt+CSWvGWl2LT6A/pbkHUI/Wk5n1ayIiOrurLSGEEKJdksAq\nxL/RVJUdT8/HfLDAVVtt8WCxPRWDRyl+nTWsZSU0O7qCasN+ZB3W+gY0QzU33tKDyrIy7IoPfRJD\nqT1WQmnBfhpKy5j1u6EU7tkngVUIIcTZyTmsLZLAKsRpNFVl3wvPnxFWf7B58e5xI75Rh+n9m96Y\nO4Vgs1jY8sK/OH5Ih91uQNWFMjbLSNrgYJzOo2zdXsDWA150TfQizOzB8DtGYfIwUmg/7sbuhBBC\niPZJAqsQ/0dTVcreXYgxf5+r9oPNi099fYkYGYyXyY65UwgAJrOZuGHJRHat4Oe1Dfh6lnDTvXfg\nH+wHQFR8JGs+3USIp5nh41IBqK2y4GXwv/KNCSGEaD/klIAWSWAVglMXWNVvzHbVVkX04P2KMuL6\ndUPTNPTW2jOe4+VjYvjvbsRgWo4S0A+/IF/XY74BZnwj/NHZw8heWYjeqKCz+zJ21IQr1pMQQgjR\nUUhgFVc9TVXZ8/xzeOzPddVWde7J291HYfDYQmC//gBUbtlI4cpVhKUk03ikmFBnNUc3byU8OZqG\nTvH89OUWRkwcAMD2dbvw8fWjT/cBxETHuqUvIYQQ7ZCcEtAiCaziqqapKvteerHFsKopCnpno6se\n2LsfB95cQKDlGHfdOx5vsxfWugbeffcnPLr3pWhtBZ/9/XM8/MyYTD6kRXWTsCqEEEJcAhJYxVVL\nU1UKXnsFY+4eV221KZT3nBrK4V0YnA14e2nYausw+ftRs2c3/r3SSYt14m32AsDHz5sQPy+Ofr6U\n3981mPDOQTQ2NLP522LGDh/vrtaEEEK0V7KHtUUSWMVVSVNVShe+Cbt3umqr/RJZ7OlH9A3DUO12\ndEYjzsYGDn38IV4hgQSlpxDYqzdHc5a7nuN0OOkUoGfWr8azI3svNpud6LhwvP307mhLCCGE6JAk\nsIqrzi8XWDVs2eyqrfUP5YMAXxyVVuzV1RgDAwFoLMincnsZ/V+4BYO3N5qqUmT14PMP1hLTKYSj\nh0u4YcZwDEY9GcPT2Lx6B5ExodisctdjIYQQ50+RBdYWSWAVV5WWbre6LiyKDyPiMKgqzvpKji36\nAHNyApqtmdptu/EI9ONE9ibMsZGoFUfpPnwwdqORwLJGfJL0eHiaXGNVlVvZ9HUJWcMmu6M9IYQQ\nokOSwCquGi2F1TWKN8tS+uMddfLiKNXyPc68fjT+7IPTWY6uWUfKqEjsjSeIDovHLz0TRVFoKDlK\nTGR38gvLqa2y4B9kJnfbYYakT6RHUpq7WhRCCNHeyR7WFklgFVcFTVXZ9ewzeB3Id9XWaLG8Z9II\nijp1Jb9Xj3Qs+1ajMwVA7X5uurkf1V06EdQ9nqK12TRUVGKwOegXGEFyYhJJCd3ZuOUnShtrSew6\nhLiYru5oTwghhOjQJLCKDk9TVX7880NEVZa5amu0WBaRhtZ0ANVmQ2c6+Wv95tIjOJqqoe4oX/z9\nSfKLCtgcbEJRFLoMH4K9sYm4Q8eZOnYiAIqiMHjACHe0JYQQoiOSFdYWSWAVHZqmqux+7tkzwurq\nJjMLa+wYwxVUNYbKxYvwTuuFs6GOJqsZQ0wG3er3Eh0VhaenB+s2fIshtTsAjuNV9Oya4K52hBBC\niKuSBFbRYf2yZ9WzIM9VW6OL4z2vRJoOrcZuWYPmbMLoWY2i20vz8eOoxiS02qNMnz0JgNCQUG7q\n3osfd+1CUxQywqPo3SPVXS0JIYTo6GSBtUUSWEWH1OIFVro4Ful74aw9hF4FhzMIIwe55ok78QoO\npL60jG1//4ZBmV25/roxruelJ6WQnpTijjaEEEIIgQRW0QFpqsrRt9/Cunmjq7ba4sG7DgOacxdK\nsxG9twbaAbr0D6X+0EEspR6EpqUw7tYhPDjpNjfOXgghxFVNkyXWlkhgFR2KpqrkvfQi+tNvt9rg\nZOExFZN/HIqioJoqCLpxHGZbOf1GpmLy9qahsobynO10M5ndOHshhBBCtEQCq+gwNFWl+B9vnBlW\nnYH8vTAXzaHhcG7CM8IDn1EZeHZPJPRINSZvbwC8gwOwb6nm+glZ7pq+EEIIIacEnIUEVtEhaKrK\noTdew/HzDlftR2MX3vPti2JW0GweOG3FeHTthlePZACabY4zxrDVN5IQJ+eoCiGEEG2NBFbR7mmq\nyvannsS3qNBVW00473n2xWmzgFOHYghEUSuJHjOcyl3rUQ0eHDtyBKOiEhbXmdL8Ipw1jf8/e3ce\nXld13/v/vfZw5nM0D9ZgTZZlWZ4nbIMH5hkCwWFIQhJIk9AkTcvTe0vbJyVtb37kNvfetE0gEAIh\n0LQ0MyEQJmNjMIMHDJ5nW5Y1zzpH0pn2Xr8/BAInh0DAkiz7+3qe8zxon733Wd+95eRzltZei+Hh\nYZ58/lHsUJp0XLFgxrlUVtRMYHVCCCHOKNLBmpEEVjGpvT0M4N1hdZ1dzYMDJu7AVtzeRjQjc6hq\nTDzZ2ZSuPBuAocZ8ju/YxcGdx7Byclg4fz5rX3qMsy6rwLRMADY+8ZwEViGEEGKCGRPdACE+rLen\nrkq+vmV02zq7mof8C1H59ejOQbADoBTaGYJUO10bR2YOcJNJhhqPUHbZpZSsWEbe4oU4bccxPM5o\nWAXwhhSO44x7bUIIIc5QWo/9axKSHlYxKWWaZ3WdWcZD/oVopXD7j+GkWzE8ebhdm0GniDt+Dj32\nKt3dGtW5n+m3fhZlGCSbG6nK0pxdV43hQHwogS/gBSAxAKZpvkcrhBBCCDEeJLCKSSdTWF0bDfBA\nPArBrZCOk+7pAdOD7u/A9M9naHArZsSDPXs2adclVDqV3ud+R05emEuWFGPGEsyftoDyknKeev4X\n4ImTimtWLbl6AisVQghxplEyS0BGEljFpJIxrA4EeaivAaVd3OgQ2mpHuXEqPncRgdJijj38SypK\nK/DmZtMVHUJFcimeks2flU2lK94NfYq5NQuoLK8E4PILPzFB1QkhhBAiEwmsYtLQrkvrg/cTe/Vd\nK1h583gg5EV374WkhavTGHaUmi9fDU4K59gBipfUUFyaR9HsmfQcPUbvoIO3cTfHKyCgg1x74XUT\nWJUQQgjxLtLBmpEEVjEpaNel7Uc/PDGsBgp5eOUN2ErhxgdJ/dcvMYajFMyKoI7swjYNpl95CVpr\njj77PDk1leRUlBP/9c+48QuXYdkWXcc72blnB7PqZ09gdUIIIYT4YySwilPe28MAoq+8PLrtmR74\ncXER1qbfoEyFEczB9cYpmh6m+qabUKZJ54vrad78OqWLF1Bx3io6t+/C9Hg47/IlWPbIr36kIIue\nPV0TVZoQQghxokn6FP9Yk8AqTmmZxqw+0x3nvoFsssvKsSum48aHcPZtJVBoUfzWHKvdL7/IlIXz\nSQ3GaHzxFYpm19O9Zx+Ly6tJdLpQOXKugy8d4BOrbpyAyoQQQohTTyqV4u/+7u9oaWkhmUxy2223\nUVNTwx133IFhGNTW1nLnnXeilOKnP/0p//3f/41lWdx2222sXr16zNolgVWcsjI+YNVv8IMWB++s\nAHbFdAAMXwDHGyRcX4+TTNG/803KV52DYZr4cnNQyuD4Y4/xyRWrOGveCqKxfna8/CbahSuXXE0k\nEpmoEoUQQogTuRP78Y8//ji5ubl8+9vfpr+/n6uvvpr6+npuv/12Fi9ezJ133snatWuZO3cujzzy\nCL/85S9JJBLceOONLF++HI/HMybtksAqTknadWl54H4GX3vXmNWcaTxQNRMjsRHSgRP3T6cwnSGc\nIZN0NIrxrrlT7VCQkuIQVecW8ezaX3Pxwo9xzQVrxq0WIYQQYrK45JJLuPjiiwFwXRfLsti9ezeL\nFy8GYOXKlWzcuBHDMFiwYAG2bWPbNhUVFezbt4/Zs8fmmRBZ6Uqcct7uWT0hrObW8eDU1aisIsyF\nS0gc7Wdo/VrcwQFSB3eSeONN+l7dg5lI4hkcouull0fP1bfxBZavbABgznn1bNnx2oTUJYQQQryv\nCV7pKhAIEAwGicVifO1rX+Mv//Ivcd13un2DwSDRaJRYLEY4HD5heywWG7PLIj2s4pSSaRjA8/Ew\nD5avQCs1ssH2guth8OU+hnfeT6K1mynFldx03fl87uY1KKVoam1hw45ttLUc58Jr5lKm+kdTAAAg\nAElEQVRcXgiA4ziYSlauEkIIId5La2srX/nKV/jkJz/JFVdcwbe//e3R92KxGJFIhFAoxODg4Oj2\nwcHBMR1iJ4FVnDK063LsvntIbN0yuu35WJAf9VTj7N6E0XAW2knh7ngWDAfl6Waw3+Cs+bP4yQP/\ncsK5KsvKqSwrR2vNo7/5MaZp4PF5OLjxGDdefst4lyaEEEJ8MBM8S0BXVxe33HILd955J0uXLgWg\nvr6eTZs2sWTJEjZs2MCyZcuYM2cO3/nOd0gmkyQSCQ4dOkRtbe2YtUsCqzglaNel8d67Sb6+dXTb\nOl81D0YacAafR/VG0M2bUIEQRnk13tRBkmmLrHSML3/+vSf+V0pxw1WfYdfuHSR7EnzyyouwbXs8\nShJCCCEmnXvvvZdoNMrdd9/N3XffDcDf//3f881vfpNUKkVNTQ2XXHIJSiluvvlmbrrpJlzX5fbb\nbx+zB64AlNaTc8Kvzs7oRDdBfAAFBeH3vVeZhgGs81Xzo9BitFI43XuxVi1C+YIAOG+uJ2/ZEvTh\nHYSivfz56lWct3T5mNZxJvgg90qcOuR+TR5yryaPgoLw++80xqZ97OEx/4yDv755zD/jZJMeVjGh\nMoXV5wa9PJy/+J0xq06K1J4t2A1n4R4/TKAwF3PfZsrOXYEyDB4+eIDnf/D/KJ5STE5aE4hYaFez\nqH4ZU8sqJqgyIYQQQpwsEljFhMkUVp/tj3BfRxDLfQ2rYgE61onTuAW9K0X6pa24iX7C16zG9jik\nogN4srLxT6ul6dh+Et1NhGtyqTxrBgAbXniWK0IfJzs7Z6JKFEIIIf407qT8w/eYk8AqJkTGntU+\nuK+zAI0i1TKEbn0U5dqkk3FQfoh7mL60isJVSzADAbq3bEFXVuHJyaF8SoSiEMx5K6wCTF9azZvb\nt7Hq7PMmokQhhBBCnCQyD6sYdxnHrFqVPJR9NqQPolKNmKmDaDeBPVURbCjG9KaYWRsi9+LzsIJB\nlFLkL15M/5vbUJvXcfbqWdg+L7H+d+aA62rupqigeCJKFEIIIT6cCZ6H9VQlPaxiXGWcZ9Us4oG0\nH0hjBQsh2YoVKCGwpADvonMx/AHSjQco7dlHsu0QQ72d+GcvQClFNS6rrljI/o1bYXiIbU3HcDXY\ngQjVBfXMOHfmxBUrhBBC/KkmZ54ccxJYxbjRrkvbj35I9JWXR7c9H6jhoZyzMJTCOfoa2h5Emz7s\nUhMjrxjDP7IEq1VRS5fq4aLL5hLt6WPLG9sYaG1naVaIV3/yDOddtQCGYixYMh2ALS8eZHbl4gmp\nUwghhBAnlwwJEOPi7Z7VE8Kqm81DOWe9MxuAUlBdj9vbgTvUCcMnLvFmaAeAcG426th+Lr58AaVX\nLSZclE1Hc+doWAVYeE4Nu/e+MfaFCSGEECeTq8f+NQlJYBVjLuOYVaOSB1OluMO9b+3j4PY3Eyj1\nEJg9lZrzl1M6NQfn6F6caD/O1rXMnVsGgOs4FJTkEcrNAsAuzEcDne19o+dvOdZNQf6U8StSCCGE\nEGNmQoYEXHPNNYRCIQDKy8v54he/yB133IFhGNTW1nLnnXei3u51E5OadhxaH/whsVff1bOqinig\n30WF8nEPbcVNRlFeh8DSuZAcorCmGNM2cAcHqKudxnBPK129jTTu89BxrJWO5m4a5lWOnq9oTgNt\nT7zMU0ffoHRqBNv04FdlXLBq3gRULIQQQnx4apI+FDXWxj2wJhIJAB555JHRbV/60pe4/fbbWbx4\nMXfeeSdr167lggsuGO+miZNMuy77/u27J4TVtSk/D05pwHUaIdWOaw9gBjXZV34CKycfd3gQs2kb\nhYsW4cTj9OzYQXZVBUNFRRzvTZNdtQCzwssbj/8XvoAPbyhIdNsRvnjTlwkEgqTTaZRSmKY5gZUL\nIYQQ4mQa98C6d+9ehoeHufXWW0mn0/zVX/0Vu3fvZvHikQdkVq5cycaNGyWwTnKZHrBanyzjoYEg\nTM/HyC2DYxsIXvRF9IEtWDn5AChfgP6uATq27yCntha3f4DSw8cIF4ZJO3Fizz9KdUUxJUtnEmiH\nKSqPOdecO7p+sWXJc4RCCCEmMelgzWjc/9/d7/dz6623smbNGo4ePcrnP//5E94PBAJEo7Lm8mT2\nXmH1x/EGoAviUZQ3CHlFb+3vjO6X2vEKoQWLiWZl073xFa6aUsagGobhYaZVF1F1TjUlUwsB2P/6\nUcqmlIyGVSGEEEKcnsY9sFZWVlJRUTH639nZ2ezZs2f0/cHBQSKRyPuep6AgPGZtFB+edhwOfPee\nE2cDGMrlkXTDyMOJZgeEZuK07cVTWTCyQ34FQ6+uxcgtJFRajKdgJMh6F6/C7j9OtKWF2efU03Xo\nGCVTq0fPWzmzhPYjx5g9u25cazydyb+ryUXu1+Qh90p8YJP0Kf6xNu6B9Re/+AX79+/nzjvvpL29\nncHBQc4++2w2bdrEkiVL2LBhA8uWLXvf83R2Si/sqSbTbADP9Hr5QXsa096MdhLgT2C8+isiFy4l\ndXwXJHux3SR58+oY2LUDVTJ39FilFIPxNPlWmOHYML7sMK1NHUwpH+lhbdzTwqLS8+V34SQpKAjL\ntZxE5H5NHnKvJg/5YnHqGvfAet1113HHHXdw0003oZTirrvuIjs7m69//eukUilqamq45JJLxrtZ\n4iPKFFbX9tk82AaOiuCkTIxUF5Zj4i3PJzhzNil3iKLli0dnhEj29tHz5i4K8woxPB7C+3dy8TnL\naO1o51dP/Ir5Vyxk+47j7N58kLxwPtOKZzFlSulElSyEEEKcfNLBmpHSenLOnyDfVk8dmcLqs31+\nHux0sewqnFQ/brqbpOvgMVyUX5F93fnYpWXo/VvICdrYhkv78V56K8/Bu+nXrFl9DlcuX859zz7H\n/soZoDWlOzfzmZVnM3fWPBm3OgakF2hykfs1eci9mjxOhR7W2gsfGPPPOPDsrWP+GSebLBwgPpJM\nYfW5Ppv7OktwXA8q4ANziGQqjulLoPI1OmLTFzPo3rkPt/U4pteL7fNyzjUrqOzdxOzrLuOsGXW8\nun07B+rmYobCmOEILfOXc7ilVcKqEEKI05fWY/+ahGQOIPGhZQqr65NlPOwUYwZ34/QPYviKYego\nnkKLos+swVNcQuJ4I91NvRjaxX/xdQwFQ8SSSRKbXyFnSj5Wfj4vbHqCKC4q7+rRcyvb5sDR3cDV\nGVojhBBCiNOVBFbxobxXWP1xogHDozBDFWAdJW29ijU7G29WEZ7iEgC8ZRVEjh1E2QozOLLimeHx\nMGj48SQT+F5bx+WfOZtEPEnzz19gYNZq0Jr83euZXStjVoUQQpzGZJaAjCSwij9ZprD6/GCYR9wG\nNAon1YvKiaDcbMI3XYuybNy9m0aPdYeH8ISDGOrEf5Sp9lZyvAlqS4qxbAvLtrjt2un89rdP4rdg\nbn0e1QULxrVWIYQQQkw8CaziT5JxzOqAy/ePdeONvIYK5aEjfoz8BsyBfSjLBsD1RRjctIG8EITz\ns4k6A+jicqJbX8QIZZGT6udTV89g6tQ8nvrRsxx4M0Lt3CrCkQBFBtQUT6eubC5VFdMmqnQhhBBi\n7EkHa0YSWMUHlnEYQLyUh6IungJNtOUAdroblS7AbtmHlRtBOw7KNLEqZxDadpDq1ZfSdeAQbjCb\n2MFDBEuKWepr5vyrl2EYI88AljeUcHx3F/T7cNOamy7/Ijk5uRNVthBCCCEmmARW8YG8V1j98dBM\nlNWLFTLAbmagz0dw4CC+FR9H236Sjz1IwfQKkkPD+HNC9DU20T5oYs88i8BMGN78AjFLj4ZV13VJ\nJdLkleRy5bnXT1S5QgghxMSYpE/xjzUJrOJ9ZQ6rJfx4aCYahXb6QeXj0X14DLDyqjCySjB732TW\n9ZcTKC4GoO3x39B7vA175vLR89izFtPSuInf/PeLFOb40I7DwpVzOfxy87jXKYQQQohTkwRW8Udp\n16XtRz8k+srLo9ue7QvyYGcbps8C0rhmCuf4TkyCKE8WyeF2fAd/TtH8qtGwChBZuAhryzaaKgcx\nA0EAzK42FnuzWdSwgn3H3sCIaA693MyFS68Y71KFEEKIiSezBGQkgVW8p7d7Vt8dVtcnSnigs5+0\nG8AqnkHiwK/RLmgXlE4wmOgjaA8y89LLGXAckrFBPKGRcDrQ2Mj3vvhl7n/qaV5PaSwnzeVlU7jx\nwo8BMH/O/AmpUwghhBCnNgmsIqP3nGc1PhPDuxMjMYBSBkOOh3g6gK278RDHaw6zYe0T/MXTvyM0\nbTqtm1/B67VJDfRj5RfyjR/fw8zaSv6iqIYl8xZjWfIrKIQQQoySDtaMJC2IP/CeYXV4ZMwqTgwz\nK5tEy9PEkz4wwNDDoGJcfMvn8Xq91MSHOZRKEVmynKEjBzEtm+xZs0iqYcKLa9i6+yilbSUU5Rfx\nk2efJaE1q2fWM3Na7QRWLoQQQohTkQRWcQLturQ++ENir74zDGCdO4UHujXKbMFNdkB1NWZ2MSo9\nDXvdYxhOAm84ju/SL7LOU829v3qSO274JD9b+yy/fG0j2VOyya8so3XjOgK+kdkAcusr2L59J+uP\nPsuhGQtQpsnGTW/wt9plVm3dRJUvhBBCTCglswRkJIFVjHq7Z/XdYfX54SAPh87CKNOQiuH2dmCV\nNozs374Xizay5syg6JOfBwU9L79GU16YL/2/b9OBFzMYoXzuTLKKC8ivKqdz82YA+hvbKDBD7M8v\nxTJNAIYqp7Nu914JrEIIIYQ4gTHRDRCnhkzDAJ7pGuLeI82ko82Awh3uwk124/S3kO44QHz3enxT\niin+zJcwgyHMQIi8VSvYeWg7x+vPIb3ofBLzL2bra4fRrovl8ZDqjdHx6h6mJbOY2zAHOz58Qhts\n+WYphBDiTOaOw2sSkh5WkTGsPttr84P2LJxUB07T89i5ZZgls/FMuZSBDfeg0yns0jK881aOLr8K\noEwLNysPMxjBifaTOrqP4cEELXsOkWVbfP6iNcysnTG6/yVBi981HSEVCFHTdpRP3XjDuNYuhBBC\niFOfBNYzXMYHrIZKeCSag6saMQybwbiPgpoVKE8Ip78Z7cSxa+bhWX4ZqdZGep/4JcW1JdgeG6ex\nCdtQDMQGSB3aQXDROSil2Ld3G39WU3BCWAX4wlVXccnxJvoHBphxyUps2zPel0AIIYQ4dchfGjOS\nwHoGe6+w+nB0BqZXYQ7uwSgpxTreiDPch4q2M7x/Hd4LPoVdt3DkgOZ9lFfnMG31EgDidRVUNbbz\n2Au/wr74EyilRj5rxnza+5sytmNqWfnYFiqEEEKISU3GsJ6h3l7B6t1hdV00wsPRGWgUTqoTsyAP\n74xLCWRnE3t9G4Nbfo6VnTUaVo2Bdoo9bdi2Sd+RRgB8ebnY4RD/54tfwoj2jp7bTSYIe2yEEEII\n8UdoPfavSUh6WM9AmZZbXduvuadpAK93MyoQgbxsPOXno7XGyLIJTfOj9WLc4gbcg5ux/QHqCqOU\nf25kzGnP3r1Em1vxR8IUBkI01NVx2e49PNu4n6TlYf5wDx+/+dMTVbIQQgghJjEJrGeYjMutOuX8\n2CjHVM8TSxbgsxrxFMxFuw5O20b8l10FiTh6cIBk7wDL8k3Oqc1iW83M0XPkzphBxxO/Y3ZtPVdc\ncS0At13zMb5sJGlp6aaoqHh0eIAQQggh3sMkfYp/rElgPYNkHLPqlPNjZzaGV2FYGiPVR6JfkX7t\nP7ELIoQ+9QUMfxCA1J4tzMjWfOcvv8C+QwfY1HwIs3QKAMmBAaZ4bc6qqz8hmObl5eG68iCVEEII\nIT48CaxniExh9fnhEI+Ys0fGrMYacW0LK2iS7uzD9IVRYe9oWAXA9rCgKIJlWTTU1bPo6GFeff0N\nErgEnUFmrVnBuu1byQpnUTqldAKqFEIIISa5STrGdKxJYD0DZAqrT/X6ubfFwR9aj7Is3KwAZu08\nDA0maczAFBwjRurwLuzqBnQijv/oLr76lW8CsP7V9aQYoHi4h3BDBUXVswAomFPDGzvelMAqhBBC\niJNGAutp7r3C6j2tWWilSDmdeBadgxrqBGWgMFGREgjYWNOX4tO9cHQrhmVSsHghbR3ttHW20uTv\nI7euglwqeHPtJrKL8/EG/MQ6eqnOK5rAioUQQojJS2sZxJqJBNbTWKaw+lyvwT0tQbRSGE4XhhFF\nu1GMaQvRqQTung24TjfWnI9h9h8ka/Xy0WOHXZctu3fjMkjOondCaeWcaex55lXyiguZ6s1n0UWL\nxrVOIYQQQpzeJLCepjKF1bV9Hh6OLSJg78d1omi3GYKlGGUNACjbiyqqxhcK4viCuIMhkh3teApH\nwqnRfJSZi2Zz9PghorEhfKEAALHmHr561S3k5eVjWfIrJYQQQnxYWqYJyEjSxWko4wNWsRA/6PBj\n6N0oZaLSrWgjhE6f+A8jYGoqQ0mOHnkFJ95LdMMbeMoqweMl0tvF9E98jNqqav7zt4/Sbg2Do5lT\nXEdRUfE4VymEEEKIM4UE1tNMxmEAfTb/4SzFDhzDTUXBGSKZjpF0NEZLJ2rTr7HmX4oa7CY7epgD\nBSWYZozcqlIKly/DTSRo2fgaurSKeHwYvz/Ap666Ca21zK0qhBBCnERaZgnISJZmPY1kCqvrBrO4\nvy1FvG8bpn8qVrCSZLIPX+W5+MNhtB7GypqPu+k3VA8dYTDgIWfJWWStupBkqJDokSMYXi/BghxK\nhgfw+wOj55awKoQQQpx+3nzzTT796ZHVKRsbG7nxxhv55Cc/yTe+8Y3RQP3Tn/6Uj3/841x//fWs\nX79+zNskPayniUzLra6Pl/JwYibevDiDrY+RGjpGSlt4Q9nYObW4g42Eps9AJ/fA7Auo8TfRU1iG\nMka+x1jl0xg6sJlwVRX24AD/sOa6iSpPCCGEOCNM9CwB999/P7/5zW8IBkfmYb/rrru4/fbbWbx4\nMXfeeSdr165l7ty5PPLII/zyl78kkUhw4403snz5cjyesVsoSHpYTwOZllt9ptfH/a0OGoVh+km5\nAbAVofI5+KsvABTBMj/ZV15G9jXXUuTsZc35S1FH9pHu7xk9rzsYI75nJ7VuknAoNEEVCiGEEGI8\nVFRU8L3vfW+0J3X37t0sXrwYgJUrV/Lyyy+zY8cOFixYgG3bhEIhKioq2Ldv35i2S3pYJ7lMwwCe\n6Qtxb0ceFr3YQGpoN75QAnPGKujqIN29DdJR/DdePrqS1VD5DG7/6UYG8udibDtMwLeLajtFbq5L\nSX0+gZwa7nnsJ/zVJ27FNE0AUqkUtm1PRNlCCCHE6WmCe1gvuugijh8/Pvrzu8fUBoNBotEosViM\ncDh8wvZYLDam7ZLAOom9Z1htz0OjcPUAyeQ2jLKZeMzpOMlmjHkXoOMDsPMFMN4ZgxpvbMKZuhgF\n6EAD2W1bWT23nPic8tF90uV5tLW14hom//yLp2hyLIqMNHdcvooZ1dUA7D18mA07dhHxebju/PMB\ncByH/3rmGTriCRqKi7h42bLxuUBCCCGE+EgM450/xsdiMSKRCKFQiMHBwdHtg4ODRCKRsW3HmJ5d\njJnMswH4+UFzCu0OYaQasQoKsWpWYQQLMHy5qJSBmxpGu2lK8xzYvBadjKO1xokNnHD+vrRDf1c3\nrvPONz03OkQwGOS7T65jx5R59JXNYl/JPP79mZE2vLlnL3+/fis/85fzw1Q2d/74P9Ba8+1H/5v/\nNHN5PreKu9sG+dlza8fnIgkhhBCTjMYd89efor6+nk2bNgGwYcMGFi1axJw5c9iyZQvJZJJoNMqh\nQ4eora0di8sxSnpYJ6FMYfXpXh8/bE1j2EWodAeu24UyCk44zk10Y3QcBDtAp/aSe+lVxA/uYfjQ\nAXxoEr3H0TllEI9SUazpivfjPr6O0LwZONFB5vgLyc7Ooc85cXaAXmfke89TO/YwUDbyC6s8XrYa\nEdrb29kZdzC8vpE25BawpXkfa8byAgkhhBDiI3l7JqA77riDr3/966RSKWpqarjkkktQSnHzzTdz\n00034bout99++5g+cAUSWCedjMMAely+35GPVi7G0G4UcSzDz3Dj62AFsYoW4MaaMbLyMYtHVrVK\n5VYQfW0bOeeeQ7BhLvaWpwmpfWB2Eim2qV9+Ft1btzCtuhhvs2LV0ivIyckBoC5isz0ZR3l8aCfN\n9LdmurJwT5ib1U4n8Xg8+H5vTjmvrOIhhBBCZDTRswQAlJWV8eijjwJQWVnJI4888gf7rFmzhjVr\nxq/7SQLrJJJxGMBALg902pBqRhl+DB1HGwESyW5cktjtr5CKeNCGgxmcMnqcUgauO9IzqlMpwkUF\neN0E02ZXE8rLpmnLG9RNLaCwagqtbUdHwyrAX665Bt+vfsvRWJJir8FXPznyC/upc1ey62eP01ha\nhxXt5fKCALm5udw4p577d+6kL5xLaX87n7lw9fhcMCGEEEKcFiSwThKZwuraAS/3d4TBzsKTPIp2\neokbZRhOEy4JSi/4OB6vj96juzHq6nF7utC6fCSs9jXinR7AGejDfvFp7Oll5C87iyN79xJb9yqL\nZpdSVlsGgOuc2ENqmiZfvu7qP2hjUUEB3/vs9Wzavp3ihjpmTBsZHnD+ksUsqZ9BR2cHZaXn4fV6\nx/BKCSGEEJPXqdDDeiqSwDoJZAqr65Nl/IdqwPLtITXYgeMMkkwPkcLGQ5TwlbcxEC5C9e7EqK3F\nv2gZOhkn8fo2tFaYw/spjBcQONqGUxxiVe4U9rz4CsN97VQUhvD7bIajQ+x+ZTuXz7n0A7c1EAiy\neukfzgIQDodPmAJDCCGEEH/oT30o6kwhgfUU915h9ceJBjQKK1JPavBXeOrmY3QfR7Xto7q+gY68\nSmh7A3t6HVbLHji0DXd4GN+c2WCYZG05wOLz5pFVmE8qnmDTYy9w0ZwFHB9OkXahu6mFxjd3kxMM\nUV87c+IugBBCCCHOeBJYT2GZwuq6WBYPJaei7JEHm7QzhD1jBapwOlibMdMuDbWzMGJHaDMtrO5G\nslZeOLKv1sQ2PEMk1ktReQ5ZhfkA2D4v3rwws+vmsOu5rVx207kopdBas+U3u8e/cCGEEOIMJUMC\nMpPAeorKGFaH8ng4Pg9neC9YAVAurm8Yo3AVSimU7YOpDTT2D/C1axfyT//9W4ycdyb+V0rRUFbM\n4pxKtrTsPeHzUoNDlJdOZdWcS3jqkWcI5waxUh6uueCmcatZCCGEECITCaynoExh9floAQ+0gxUe\nwg7MJDW4EzWlDpVoh1gXhAtwh7pQoQKOehr4yZNPY1z6CdJbnkU7Dulj+8lu30s0PsjBjjDByjz2\nrn+N/IpS+ts7ybNGlmhdMv8slsw/a6JKF0IIIc5o+vemghQjJLCeYt4rrD7YU4G2NM7wUbQ3H4JB\nDE8WhieLZNMGKJyCqpsPQ72ke46w1+fF7u/GnLuK/nVPM296iKrrL0NrzcFn1hPdtouzbr2eeP8A\nfm+ISzM8KCWEEEIIcSqQpVlPIZmnrsoZCasotNNHvG8bjt2PmT+yAIDWGnIL0Lk5aAahoACtOtGR\nIL7tz6P72tFdXRw8rFn/yEZ6jrVRuXIZOuDn6E+foLA9zhVV81kwa95ElS2EEEKIt2jtjvlrMpIe\n1lNEprD6bK/N/a0xDKsRdIp08iie8kWk+w5hhCtQnjDpzk24UwtQHoVRORsAI7+MnJ7NVF5wPU2P\n/Y6OghUkPVkADD61jbMvrcS0LVZcexbxg8PMrZ81ITULIYQQQnwQElhPARmHAcQKeKg3C4dmUqlB\njNRhgqv/AmegEeV2k2p5CVcPwNQqUEmULzR6rFIGrjmypm/ak42ys0bfi7p57H/qeWpnllNQVsCR\nY4fHr1AhhBBC/FEyD2tmElgnWMawOpDDj/qqUJbC1LvRbi/+Fbfh9OyFglKsqWvQg90Yif2YhYWk\nOlqgZS+6qAplGNBxiOzKXAC8IRPdM4yy/QB4ho5TWBXmko8tB0Alx79mIYQQQog/hQTWCZQprD7V\n4+f+ll584TRgYSgLT24VSilcC4xwAQAqmIeO2vjr5mBHIiR3vEJk4A1c18B0e7GMClID/WT7EkS8\n2+mI+tDxKCuumkb366/z5nPbCKoQV5x91QRVL4QQQojfN1nHmI41CawTJGNY7fVzT1sWWgUxB3fg\nuoPYBTOxwhWk9j6Oyis64RyG14vyeLEr6nCPH6Tg7KUoNbKgQM9/PcDZFy2g5Pw52D4vWmu2//xp\nCgeS/M+/+Gd8Pt+41iuEEEII8WFJYJ0AmXtWfSNhFYXSCYaHjwNR6Eui/T2Y51yP7mvGad2BkVeN\n7j2Mt7Z49HjbHyRv+1baikrw9HaTX1JMV2s3U2dPR2tN+8Yd/P2n/oLcnNwJqFgIIYQQH4T0sGYm\ngXWcZQyr3R7ua2oD00SRwkgdw2EQ01OEt+QcqJuKMi1UXgU6kEP6+CYsbxIjWAWA29uJlRrkrjW3\n0NHZSX7eUtq6u3l+2yYO/eJF6ququOXcayWsCiGEEGJSksA6jjIvChDmkV4D1yyGxG4cbCCJP1SF\nPWUOpjeXdHczKvhW2DQNVH4ZymdgJfvQBzswAyGKgl7C4QjhcASArKxs6qprJqBKIYQQQnx40sOa\niQTWcZIprK4fKuE/huvxRBQB/RqDCQcTh0jRlSg1THq4mVTPZiw/eFMd5BaVkM8AfcEQLf3deHQa\nV5mkB/x86cIVvLz1FQ53HwPH5ZyGpVROrZrAioUQQgghTg5Z6WocZFzBqt/Lw7F6NCMPSRmGF9Bk\nT70FO1CCVgl00INZtRDCsxnus2nbtZ0LlzdQUe6jIMchvyiLKVPzqLLihEM+DtBM9uJyspdW8MT2\ntcRisQmqWAghhBAfhqx0lZkE1jGWKaw+0625r9VHOjUwso92SQ0fxuctwBnaSSqxB3LLIBTGiCWw\ns2Zj585F5V/Igy/uoG/eQvIvv4ak7WfKwvnEAzZbd71OXnXJ6GfkzSxj74G94+kPksEAACAASURB\nVF6vEEIIIcTJJkMCxlCmsPpEl+IHx3owPQbD0T2YSuOmWhiOt+LPmYkOKLSRhng7eBWY4dFjlWHi\nEhj92S6dynB3D8GiQsKeIMOxIfyhkfcHmrspnTZn/IoVQgghxEc2WXtAx5oE1jGSKaw+3Z3m7sY4\nSVWEL9lM1pSzUIFi0DOx2hvRWaBySsAK4vY2ogf60UYKGHl4yk0N4skxR8+X7urAN7uW5MHDrPn8\n5/jJb/+TDk8CnXKpz6thypSS32+WEEIIIcSkI4F1DGQKq88N5PBATx4h705SOGBmYeW/0wPqZjdj\nlFSh6adEHWHWkkJ6rCkc3b6DnvanMX0RZpQFmFlaxdZXXySdiOPDoWfrALN9AQzD4NNXfQrHcTAM\nY3QBASGEEEJMHtLDmpkE1pPsvcLq/Z0lYCgMu4RIaBbJ4a1o7aCUiXYSuKk+jJo8jJKFtB7bSaK8\nALOwBDV7Oeccep3/+2e3oJSio6Od1I7nKJpRQzqRxPTYHH/qpdHPMk0zU7OEEEIIISYtCawnUeYH\nrBwe6CsZnQ3g7fnVTHMK6Y7XMLw5aDeOCuRilFQCYOsEZuHIn/OVYXDIEyYaHSASySI7O4f+phaK\nZtRgeT0kh+M4ySQAfX19fPOHP6c56lIcMrjjs1dTWFAwbvULIYQQ4qPR6IluwilJAutJknm5VS/3\nHGvHtrZjmBEMA2z/9LcO6MXNygMsrPAC3N7X0FqjlMLt68LZ8xoKAze3hOzEEH7/yMNUHo+HrDQc\neek1TNtGJ+LUl4+Mcf2Xh37FC9GpKKU4NAj/+6Hf8H//x63jfSmEEEIIIU4qCawnQeaw6ufu1jCY\nSeLJPrzGMIbHj5tqxtBJrNoCdN056FSC5JtP407Jx33td5jF5RRXFpC9aDEAA5tf46qp5di2PXru\nz11+I09sWkvahoAZYc1F1wDQFnNPGLvaGnPG6QoIIYQQ4mSQMayZSWD9iDKHVR93t4bRKAw3gc0g\nyvBi5yzH9BbhM3YSq1sBgLK9UF6HMaMefXQnea27yb7wptFzhRctwexsPeEzS6eU8YWrP/MHbSnL\nstjZ5aKUgdaasoiMZxVCCCHE5CeB9SPIOHVVj8G9TVEwPBh6EOU042qHUOGlWN4idLqZfnOAE6Kk\nk0SnkkxLtHPd+St4vL8PIyt75L2+Xkry8j9Qe/7mlo/Dg7/geH+a4pDB33zuupNXrBBCCCHGnPSw\nZiaB9UPK+IBVX4j7WlKg0pjOYdx0PwqLrNrPQaoXK/USsYUrUeEGnMbNGIV16Fgnhhtldfwg//L/\nfR3DMOj+5c95rbUZ5bosDQY4+7xzP1CbgsEQ//TVP+x5FUIIIYSYzCSwfggZw2qPwX2tabQ9BaVd\n9FAHuXVfxkl24wwfA1uh/QqVX4xq2oJp9OIceJzpebn8+9/+Ffn5BaPjT//82uu4JR5HKYXX652o\nMoUQQggxzqSHNTMJrH+izD2rYe7rykfrI5BqQaWb8U85b+RNQ6FLLNS0ZcQHe9BbHsM/rZzw0mvB\nMOnY+CzKtP5gon+fzzeeZQkhhBBCnLKMiW7AZPKeYbUjH41CKR86vhsrVIknNBUAx2rFqD0bpQxU\nKB+VVYmvsmY0pHrOvpDfbHx5okoSQgghxClE4475azKSHtYPKOMDVt0u97VbYCnQDjrVhoumpjJI\nU+cuwMINxU78VmB5iR85hKe08q0Tayxj8i6j+tTGl9nX1klFbhZXr14lS8IKIYQQ4qSTwPoBZAqr\nT3bb3NvYCYaFme4EpwvX6WPj2id49fU3+MWTr3KwPUHUSeG07cYsnokbj2IMd5LLAIloP8rjpeLA\n66z5/GcnrriP4JEnn+LHvSbprKkYHQM0/+LXfPm6aya6WUIIIcSkJWNYM5PA+j6069L2ox8SfeWd\nP9s/2W3z3WYfmAVYqd04aAwVoHD1x/nsP/8b7dlz0QWLCCc2osqvRB9YR7rvGEq5VBQFmFFSTPTo\nK5BK84XLr8Hv909ghR/eK629pItmAOAGI2xqOc6XJ7hNQgghhDj9SGD9I7Tr0vrA/cRee2V025Nd\nJt9t8aFRmG4URZpQ/qdxs9oYmn42g24afWALZtlCohXnUtL4JObSOkJz56DTafpeeA7P0lmU5+YC\n8ItNrzBj2nQsa/LdCo86cb1jj3wrFEIIIT4S6WHNbPKlpHGiXZeWB+5n8F1h9Zm+ED9obsd0B9A4\nmE4nwZyPYZpesH24Ax3oniZwY6QPrceoWgEBhRnKofHup3HjNlaWQ9fhJqa+FVhTuWF6eropLCya\nqFI/tE8tmUPzi2/QnjWF3IF2PrmofqKbJIQQQojTkATWDN4es/r7YfXe9jyULx87vhs3PYAdKEOF\nEqSHtqErF0LfcYwZZ42co6cZc/evSc6uoe+pXbjx6QCk+jRHX9rF1EVzAUi3dJCzOnf8izwJFs2a\nxQNTp7L/yGFqpi4gJydnopskhBBCTHLSw5qJBNbfk2nM6jPdDvd25aF5+wn4NNpbh51nocI+lK+Q\n1O6XMZZfNHqMyi2FojIsn490XyfGW9OqKqVIRB2Ob9pKsm+Amxeuwrbtcazw5IpEIiyaO2+imyGE\nEEKI05gE1ncZGQbwAwZfe3V021Ndae5uSmPZLWDmQaoJbU5BGTaqqB4zqxztJDBbB9GdLWhfGBXJ\nR8cHsWNtNJQVsb/apqPZRSkD7cQIF4A9FOe6hStYtuisCaxYCCGEEKcSrfX773QGksD6Fu26tD54\n/wlh9Xc9Hr7b7EepAdKJw/g8fWgjREr58Pi6MCNlACjTi7KDqOnLcF//NZ6yKrL9Cao+dz3R3Vs5\n+4ureONnm+k62s2UBeWU51bxVxd/nLy8vIkqVwghhBBi0pDAyjthNfbqO2NWn+2Be48n0EYuRqoN\nn68Sf9ZyXGcIw3kJs7wBp38XSnswsmvRoQBojS9oMv/KBRhvPfWfcDS238+Sz6yi67mXmVdewXmL\nl5Ob88HHrbquS29vD5FIBNv2nPT6hRBCCHFqkFkCMjvjA6t2XZp+cC/xLZtGtz3dG+D7rRam6sFI\nt+P35uDPWg6AMvwYZEFnAm3G0blBnOPPwpILsZteI1BRTuyV9XhnLUApRU6ih44XNxDIK+HjS89l\nfsPcP6l9LW1t/N1/PM5BnUWBjnH7efNZsWj+Sb0GQgghhBCnsjM6sGrX5cjd3yX95rbRbU/3Brin\nLRttKAy3C9M5jGUtHn0/Hd+GYdWhUj5Igdt2DG+dF5+vA985i/Ef2MSsS1az+1dPMK22iGU3nEsq\nkaT7pdY/OawC3P3bdezMH3moqQn4/gvbJLAKIYQQpynpYc3sjA2s2nXZ96//D2P3ztFtT3fDPR3Z\nI7MB6AQ63YllZ6GDNqnk62CZ6IjGiPveOVEygErFyBtqx986zIzzFgJQUFrA8tVzAPD4vIQioQ/V\nzkHXOOHnAcdAa41S6j2OEEIIIYT4cFzX5Rvf+Ab79+/Htm2++c1vMnXq1IluFsb773L60a7Loe/9\n2wlh9amuJP9+tA+SBzBSh7Hi2zCsSsxgMda887CWXYUxfT4Mx3HdodHj/L4+blm+CN0ywKyVC/AE\n/WjXJdnWObpP865j1FXUfai2LijJwhrqG2m3k2Z2RElYFUIIIU5TGnfMX3/Mc889RyqV4tFHH+Wv\n//qv+da3vjVOlf9xZ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p17Fx636gx9kpB9E7GRZREzg2PyyFFbU2esVYcRgmJkwdy9w5i2nXPoV27VOo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BBDBpWwq2wBH26pwmPClWeNJS8vv+sLFUIIIYTYT0JtL9NRoP1HbYLf7gtg6AqUhk4Md1oWFGRj\n2UGyKiuoC+ViGTGmjPVh6TGim7ZTEyhBnzUbFYsyuPEDZozpTyQSxuv1cctPvoNSSqbqEkIIIY4g\n1YtnJ+hsEmp7kY4C7Zv1Oo+VNmOoKAkjD4043oDCHDgaVbuOEVl1zHv0ezz32Fvk5w7k/Xc389bT\n9aBpWN6N5Afy8QwZwZpINmN2B5k8xtd+bAm0QgghhOguZJ7aXuKzpW8P6aGt9/JwRTYJqwTTHcXn\nrSOtMIAruwAjezBubxr9hw7m908uYfacMwn40tm4XYf9YTUedhHesAWARHMLU4+7KCm1CSGEEEcL\npZxOf/RW0lPbC3S09O07zRk8UR5EaRpoLqziURixFoysfmjZgwANast54YUcFCYfL3uZ++/6ET73\ne8TDJkpz75+gOY6xaz1TvBH8/pSk1SiEEEII8WUk1PZwHQ05eLclj981lWAa64k5oCdKie2oxjfx\nXJxgNVZlA31SGvm0IYDSLAD2Vpr84MYHaAqnY9KCThOjh+Vy8VlpnHZ6Ctk5hfzthd9zzowfYBht\nk3zF43Esy0pK3UIIIUSv1It7UjubhNoe7IsC7bMNJSg0lN2EFttLhFSUXYhZU4537JmoWJDhGctY\nt+KgMbFOEzUt2aBBnEwG97H5tx+czLRz89p3GTk+ncrKChwHbrnrYXbubaBPXip33PJ9RgwbCsDG\nzVt4+93lBNJTuOzi8wCwbZvnnv8L5VWNjB89iLNnnt41J0gIIYQQRw0JtT1Ux9N2KZ6ri2G6g8Qj\nuwhHG4noB0JpZN8+3CPCkIhTUxFlYN9mdpRZgEGqT1EfPnD86lCEPRUN2HYOhtE29LqhLkx2Pz+3\n3z2fpWtbATcVDTF+9eACnn3056xes44bbn2a8joTlM0na7fw+6fv5a57HuJPb1SAZvKX17fR1Bzk\n8kvO66IzJYQQQvQcMk/t4ZNQ2wN1FGhfq4X5e5qIk8AM7sQkiNK8h7zOhY3x4Udoys0Wf4IhN1+L\nb+UazJ1bGJSWy5/fbCWR8KJpcTLGF7O6LkT8kaWcdkYJDXVhYi2FBAIZ1DaEDzluXX3bRLevvLak\nLdACaAZvLy+lqqqKDz8pBc0DQCTuZsnyTRJqhRBCCHFESajtYTpeKSzCA2WpKC0Lt1OKQQK3NxOV\npqHq64jZmRh6KyneAZjGQABikQIq3lhJ0YWnok6aQvb61xmu27REXXhyAmSffAJZe5cyblxftq63\nmDJ5JhkZbSuPjR5WyPK19aCZoBxGDC0AwDL1tpvL9s+e4HZpuFwufL5Dx936vPKxE0IIITrSm2cn\n6GySLnqQjgLt67UGD5caGE4tSnNhWeDOGYoyQgRydEqym9nl74dmaWjb3e2v0zQdO9L2sxOPU9A3\nm5NTE6xJG42enom9cTUnH5PBgMH51O4pbQ+0AP9541w83ufYsauKPgUBbvrxHADmfPcCPl73K9Zt\nj+Fz21wx+xgyMzOZ+50Z/PKhV6iotRlW7OG6ORd0zQkTQgghxFFDQm0P8UUrhT1UCraejsupQsPB\nN+ZinOb1pKQmmHTSsbjcboLvb8QZOJR4aw12VdsqYJqqwD8wi1hTI4m3F2JOyeWK2RMo+XA7a1e/\ny6TRfRg5oq1X17EP/VejYRjc8G/f+1wb8/PyeP7JO/nww4/Iz89n+PC2m8fOnH4Kx0+ZSHV1FX37\n9sPtdn/utUIIIYSQntpvQkJtD9BhoK338khVKqZegUo0o5PAPWgg+hAv2uYIUy+bhb8gjzXvr8Ua\nOgjfMcejJkZoXLgCFYMidlEQbaH2/X3kBtz4VRFv/XENzS2VDMn1k+ozaWluZeWS9YwvOfsrt9Xn\n83PqqSd/bntqaiqpqalH5HwIIYQQvZXcKHb4JNR2cx0HWg+PVKSi0MAowB1fha1n4NS1Yq17g0nF\nWWQMKmbT+6ux+w0jsWkDLetWoyJh0k6diGEYJN7YweK6MTieLFRzlLoPlnPVGcdhGOlE7DD1pfVs\nW72bdG8WQwaNSOIZEEIIIURXcRyHO+64g61bt2JZFnfffTdFRUXtz7/zzjvMnz8f0zS54IILuOii\nA6uN1tXVcf755/O73/2O4uJiNm7cyLXXXkv//v0BuOyyyzjrrLM6re0SaruxjoccODxcYYHedjOW\nUlGiei4J0qCpgSHDvBw7bjTbNu4A3aB1927Spk7fv68itGQhfaO1VCYCOJ4sADTTzc46HyUDR7Ji\n5SbmzJmFpmkopXh+wQddX7gQQghxlEr28INFixYRj8f54x//yNq1a7nvvvuYP38+0Lbo0n333ceL\nL76Ix+Phsssu47TTTiMrK4t4PM5tt92G13tg5qUNGzZw9dVXc/XVV3dJ2/UueRfxtXU4y0GdxoP7\n0tDsGjS7Gt2uQovvbQu0moajNAaNHkRzuIFTs4rwV5TCQX/G0DSNofn5XHjseAIph1560w7Tp08/\nSoqn8tijr/DnF97l98+9x4knnNtVJQshhBAiyVavXs3UqVMBGDt2LOvXr29/bseOHRQVFZGamopl\nWUycOJFVq1YB8Mtf/pLLLruMnJyc9v3Xr1/P4sWLufLKK7n11lsJhUKd2nbpqe2GOpzloM7i0dIg\naG7iei5GopyY8mOio2sRHLyYeispqRZTzx3Loufe4Q+/uI45973ANtumdesWGj5YS3UkhH9oJjOm\nZhFb/hGl0QKyjDpOGZkOwLhxkxg3blKyShdCCCGOakqppL5/S0sLKSkp7b8bhoHjOOi6TktLyyH3\nx/j9foLBIC+99BKZmZmceOKJPP744+01jB07lksuuYQRI0bw2GOP8fDDD3PzzTd3Wtsl1HYzXxRo\nH9rnQWluTKcaW/OiAKW7iePG7ZSi8BIjh6cf34TXb1JUFKC8ooZHbvgWNz/4Mn//IIqedzIxpXh7\n+wqawxu5+7YLaKoPUlOeSlHKhOQVLYQQQohuISUl5ZAe1c8CLbTd9H3wc6FQiLS0NBYsWICmaSxb\ntozNmzczb9485s+fz/Tp09tD8LRp0/j5z3/eqW2X4QfdSMfz0OptgRYNTYUx7Aqwm4hpmftfpEDz\nomkedBWhpVXjqQeXEYq4uPG/nmfd+j2sX7qJlj27Ca5+BSdYgZY7gcaYi5fmv0v1pgTFaZMZNXxc\nkqoWQgghxGeUcjr98WUmTJjAkiVLAFizZg1Dhw5tf27gwIHs2bOHpqYmYrEYq1atYvz48Tz//PMs\nWLCABQsWMGzYMH7xi1+QnZ3NnDlzWLduHQDLly9n1KhRnXfikJ7abqPDMbS1NvP3BtG1CBo2hl2L\nMgpwq0ZsojjKxGc1YdsmyrFJ6G03flUH/dz/2Hp8OSdw2fdfoKbewdHaLrWz4X1SRp1EZp7Fj+Ze\nwIcf7mX40NFJqVkIIYQQ3cv06dNZunQpl156KQD33nsvr776Kq2trVx88cXMmzePOXPm4DgOF154\nIbm5uV94rDvuuIP/+Z//wTRNcnNzueuuuzq17RJqu4Evmod2fjk4xFGOg6UqiXsmodl1aCrIlAkO\ne/fW0OrpD5pBcG/tgQPuv2kMIBwzcDRX+1OxkE1WaAXTjhnNgAGFbNxY3mV1CiGEEOLLJXueWk3T\nuPPOOw/ZVlxc3P7zqaeeyqmnnvqFr1+wYEH7zyNGjOAPf/jDkW/kF5DhB0nWcaB1tc1Da6RhaS1Y\nqpyEaxy6XYntaIQpZuVqF62JPlhGHroy8KSotqEIgEELLn8BAKbpBZVoP3ZORoxvnZLHnCvPB6Cl\nJd6F1QohhBBCdA7pqU2ijgLtW42pPFnejMIGDDRNx7BySWgayk7gaG2zFDi4iQab8GYdj2a7wdOI\nlZGOk0hgaB4MDFQihO6ySM8wiIVbKcy1uWHeNHas3slf/7qYWMxk/PjTk1S9EEIIIf5Zsuep7ckk\n1CZJh4G2KY3Ha3LAlYHZugVIYLoHolu5+MIfEjd04gd91jXDg6a7ML1FEC1HK5mKprUNOzC2/5W4\nZWJmjMEyXHiVYnLJx8RqDa69+jY8Hk8XVyyEEEII0Xkk1CbBF/XQPl6Tg0JD2a1oKopOBD23ASOe\nwFtwCYnWMpzKdcQSXiy9BV/GgRu8TJeXQdZ2tjank6oHmXnmUDbsTLChwUIpxQDvbv5z7r+TlZmZ\njJKFEEII8RVIT+3hk1DbxToKtAsbvDxeWomyXEAMorswcNDHjsY7fjJqSSOabmKlDCCjfzYnD9vJ\nnqoUdtW0TY5sxxuwrDiP3Ho1VdU15GRn0dhYz8gtq1m8fCsFhf259LxvS6AVQgghRK8lobYLdRRo\n321O5fc1BhgFOKHVYKRhmQZacTHeceMxsvOI67uAANC2ssfUE0ZyrAO/+EM58dhO8PnoF0ghNTWN\n1NQ0ANLTA/TvP5Azz0hGpUIIIYQ4PNJTe7gk1HaRjgLt4lAhC0LDsFI17OZVtAKmHsU44TIsO0hW\nw3Yal72KuymEP60ab1oBA3JjuPW+VJSXUeKvJuLW6T/Az6XTZ7J23UrCrdXE4zYDBoylX78BSatX\nCCGEEKIrSajtAh0F2neavDzfOgxF241dum5hml5cZ/8Yw3TTP/4RgWA1W7YlwDHRanZTlL+Hcade\nzv/9dQcbt5bhmClohgvLiZKa6icrq5mRI9tWBvv7K8vJyMg+ZP1mIYQQQnRvMqb28Mk8tZ2swzG0\ndQ7P1KSTSDS37aMc7GgpRv9C0uo+YoT+MT+6rA9Ll9WCsokbecS0PLZXZvPAY2+ytawA03c8mm2i\nu4ewqyzBls3rGDnywOTIxx0/jJ07t3Z5vUIIIYQQySA9tZ2oo0D7ep3Jo7ur8Hq9mMohoaLY0b24\nh6dy1bE55BaYxLQoDeUVOLaNwjpwQE0n7ii8+3/VzVxINKKbASzLQ2NjC4FAW8/sjh0V5OZ27hrL\nQgghhDiypKf28Emo7SQdrhRWG2X+3ggJcwAqvBMtFsTWfGhaBv9x5hhMdyvDhw4nEEjjkVc3YGb5\nSFQ2tb9eUzEsM+3Ae9iN6N7+pLqrOeusC3jj9ZfIyjKIxhJYZh4lAwu7tGYhhBBCiGSRUNsJOgq0\nb9S7eag8BYPtGHYcTdOI69ntz3+0fidXf28CpWXbeXtxLUaikOmzjmHb+yupLN1HamoK40b2Iy1t\nAMtXbyYWi2K6FDmBvUybUoSu60yffiG2baPrevsiDEIIIYToOaSn9vBJqD3CvijQPlzuB13D0dOJ\nqnTczj5QDmg6qASRcAS/x825s6bwd98mPm0sxFVQSL/jpzBuzRru+vb30DSN6uoqro6sZeLEEYTD\nUTweF08++Wr7exmGkYyyhRBCCCGSSkLtEfRFQw4ersxsn+WA/f8CS+hpFOU3YCs34ydkMGZMAcNG\n9ANgU00CV1Hb0AFN16lKSSEYbCYtLZ1AIIN1S/YyceIIvF43oVCYSDgKQGNjA7ff/Qi7yxroW5DO\nbfOuJS83twvPgBBCCCG+CYVKdhN6LAm1R0iH89C25PFURRlGYhdK96KcGFGVAhoE/AlOOXsSGRlu\nzrlwHIv+9C5KKTRNo7msmh3vvo2mQe7UIaSGw3i9PgBcLheNjTH+/spi3B4XLS1h8vKKAPifXzzG\n3xdXgabx6Y5auO9xHvnNz5JyPoQQQgghupKE2iOg44UVCniuaQhur5tQ4xpMuxFd13AbBi6rFW92\nCQvXDEPZMT5e8QqzTsvk/559j74Dslm+UBGM5QMQ2raaH//gGCzrwCwIJ554Hps3L8UwLGJRnalT\nzwZgX1UzHDSWtqyysYvOgBBCCCGOBBlTe/gk1H5DHffQtgVahYZyQpiEsCwP3uIZGP4C/OFPaA0c\nA4BmuKho6cuZ5w5j/coqXv7zRoKxse3HSiRKiDcnDnnP/PxC8vMv+lxbBvTNZOWnLW3BVimK+2Z2\nUtVCCCGEEN2LhNpvoKNA+3aTj2erY+juIE6ikWhoPe4UN57iczCsXKxYKVkpjbQedBy3mSAcjrH2\nkzImTzqB5RurcPADYOkh+hYO+krt+dnN1wGPsrusnr756fzs5muPYLVCCCGE6L1iCZMAAB8ESURB\nVGzSU3v4JNQepg4XVqg1eGxfCLfpoEWXE49WYaalknXTf+FUVeJdu5x7fzqG/Lxp3HTnp+xsGIBb\n1XPCxBCLXy9n7vdvRdd1Sst/z1vv70PT4MyT+3DS1OO+Upv8/hTuu+s/O6tkIYQQQohuS0LtYeh4\nloMEj+yNEtcziMQcvE4tGcXX4KgGop9+imY7ZPriDB+Wy70L1hEOhAlE3mdqcT7fv+TfyM7OaZ9b\n9qafXMUPfxBB0zTcbneyyhRCCCFEF5Oe2sMnofZr6njpW4uHylMxtHIMuw6TOvx509uejDskFu/B\ncI1il13CFVf/jZYRQ/CddgE+3WDpB28x1zA/t1iCx+PpyrKEEEIIIXo0PdkN6Em+MNDu87TdFIYL\nS+3BGxiOy9c256wd2oPpHo2maWhmBqW7stD7DkTbH2Q9J07n1WXLklWSEEIIIboRhdPpj95Kemq/\nog5XCquJ8/A+ULoXlIPu1ONODXDB9Dw27dlNaxhaIiHChxzJIrJ5O96i4v0HVph6z13S9rU33mL9\npp2UFPfhgvPOluV5hRBCCJEUEmq/go4C7TstOfyuph6VaMHQgxhOPZ4Ug7df/hObN69j6L7NuH2K\nJcsrWbpiJ4ZnIMoOodNAoKkFu7kJzeWmYOPHXHD1d5NX3DfwzO//xP2PLyYSt7CMtZSWVXLjj69J\ndrOEEEKIHkvG1B4+GX7wLyjHofLZpz4XaJ+tL8b0DsFiH6ZTRfHEPvz7zWfyfy89xJhxLq646kSa\nm5v58W1nMX5CAyq6DC2xhqlTUjl/Ql/OqlrFyVsXc+P0U/B6vUms8PC98/6nROJti0LEbZP3lm9O\ncouEEEIIcbSSntovoRyHiqefpOXD5e3b3mnO5NnGYhQadrwGsEnPn0PfjFKmnXcMibjN8g8+5eLZ\n0/jhD2dz2x3PcMHsgfzqN8NIxG1e/uMyLrpoCnn5WQC8/NKHFBcPxjR73qXwuI0v/V0IIYQQX4/0\n1B6+npekuohyHMqffpLQwYE2mMOT+xpR2iYcFSMe3k5azsUYhhufz8Xu3TX8fUUllZVBtu97iZuv\n+xam4eDy+rj8kpeoa1AMKjYYPWJHe6jtX5xJfX0dubl5ySr1sP3gO99id+mz7CqP0ifH4vtXnZPs\nJgkhhBDiKCWhtgOfjaE9JNC25PBsQzGGXyPSvIxoZA8eqwjsOlR4K6eeOYEn3q2lZdhJ0B8WV5VS\nOm8+J08exG/u/4jNu9IBqFmtyPzjak4/vW2Z3K1b9nHaKdOSUuc3dczkCby0YBBbtm5lUEkJGRkZ\nyW6SEEII0cNJT+3hklD7Tz4bQxtcfmCarUUNOs8F24YctO0UI2EMwHR7QEFCpfLk40vRzp3NZ6Nj\nVV4/zPp8/D4vZftagbZQi6ZRXR1h0cJVVFc3UFgwEcuyurTGIyktLY3JkyYluxlCCCGEOMrJjWIH\naRty8MQhgXZhncNDe2MkIrtQToh4aA1h2wu6heEqxvQMwnAPoqYpQGh3KbG6GgDs1hDN5ZWYqQ4T\nJwZAKQAMLcrQQWnU1UXo13cy48Ydm5RahRBCCNH9KKU6/dFbSU/tfspxqHjmSUIfrmjf9nYwi2ca\ns3DYQktwDSiFo/lwjDz8WjOGKx8ATXehOW7c408k9O6fSRk6gCHuIN/9z3NZt3Qd9/xyJg/97/ts\n3ljHeWePISczhfFjzyEzMytZ5QohhBBC9CoSajkQaFtWHBhD+3ajyVPVDprLj0GEmHITMwrRVIws\nVzmaMYh4eDO67sFwD8AoTEcpRUm6w39fORDTaju1CVvhT/Hw09vO4K/Pr6YwZyBjRh9LIJD5ldvn\nOA4NDfWkpaVhWa4jXr8QQgghugeZ/eDwHfWhVjkOpU88RuSjle3bFocKeK4xG2VvwYnuJh5vIWb0\nadsfi3jCg+OE0AhhWX6UfyXpp19A9rb3mDImh7deWcHkE0dh6BpN9c28+tJyCgsLGTviNIYPG/e1\n2revvJx/v+XXbNjeQEGOl1tuuoJTph5/RM+BEEIIIURPd1SPqVWOw65HHuog0A5Bt7LQNI1IcCWa\neeBGLr9RTVgrJEo6EdKJxpqYMsnFxZnbuPGyYSQiMabPnsq7r69k7+bdXHTlKZw2cxI1pdbXDrQA\nDzyygBXrwwQjHraWKh549IUjUrsQQgghuh+lnE5/9FZHbU+tchy2PPAb9I3r27e90+RjQcsQFBqO\n3Yod3UdOn0LOmD2Bj5btxEo4tEZS2br3wBCAhHJRlGkSraxh86oIU6eNB6CwXzYnnT4GAI/XRWqa\n/7Da2RyKHvJ7Y3MEpRSaph3W8YQQQggheqOjsqdWOQ47Hn7wkEC7qF7j8X020eAqYi2riTS8QVTL\nICvVzz3Xz2bJ337Kb++/gqjPj8aBoJmVFqVP4RQ27Yxx4unj8Kd6cRyHit117fus/7iUoj7DDqut\nx00YittMfNZwJo7uJ4FWCCGE6KUUTqc/equjrqdWOQ6bfv0rzC2b2re9E8zhqeoQSteJO63EWzfQ\nak4EBWu2OVwz9xEuOn8yf1hSRvPgU8kKLUJvDjGspIh/+/5V/PblFWyKTeGOe1ZRVOgiXt/A3Eu+\nx/uvrcSwNPrmjGFQyeGF2u9edQker5s1n+4gLyedH1171ZE6FUIIIYQQvcZRFWqV47DuF3fj3bGj\nfdtnK4Vp+g5UvIZ4eCd4+sL+zlE0nXAskzU7LXZUNTE29QNmXD+evsWF1G5MMHH8WCIvrkAzXGyK\njmPTLhjv28eAooEMKBp4RNp96UXncelFR+RQQgghhOjGevOY18521IRa5Th8/PM7Sdu7p33bO8G2\nQPvZGNpYZCfewAl43TtprWt/IRW1paytmgKDzqU5Us+gsh001W0hKzuLcDjM+L5edu9sAVcKtNYy\nYXhacooUQgghRI8W3vuHZDehxzoqQq1yHJbfdgvZlZXt2xY1+niqMgTaFpQTJBragW7moFSE1kgq\nQwrrSc9KZ8TQVD5uzgNPKgC2J5MPP/kIT0OI5uZyGs96jZaIjd24BxwHLC/byt3JKlUIIYQQ4qjU\n60Otchxe+9G1DInF2rctakrjyUoNhYJYHaFoE5qZjc83BN1qWyUsmtjHU09MxeOxuPyWAzeUOeEg\n5Z80E0sUAfDY85spGGhj5B7Xvs++5t1dU5wQQgghhAB6+ewHynF466af/FOgDfBEaT2O3YiKVxGJ\nlpEwsomRRyJ+YMaCYDiVv7+0jnffqOXy40dh7P4QFawho3QJ0VhO+37RhA8tEmpfS1kpRUFqrz6t\nQgghhBDdTq/tqVWOw4IrLmWK39e+bVGDyRNVDsrMx4luIuxk4rjGYNnlxPCCCqOUQiXqKcpv4YJZ\nd+P1etm8dQuexRs5u99G0ob6eX5HAy0RLwCmHuHis07kk9Iyyhpt8tN05n3vvGSVLYQQQghxVOqV\noVY5Ds9c/C2mBrLaty1qdPFkWTPK9KDsSsJ2AMfMaNsfg6K8ID+8+lgeevR9qlpT2bQb7rznt9x7\n138xaGAJIzJ9vLYnh4GpDWQXVZETrMM0PUydMoBLL57FpUmqVQghhBBC9MJQ2xZoZx8aaJszeaq+\nD0pfjYqXE41V4lgTPnsBk0b7GTxhGP/vH9upaM4CzcRR8JeFuzn95HeZPu00/veGq1nwypuE7VTO\nOOcchpYcmem6hBBCCCHEN9erQq1yHH53yWymBjLaty1qzuSp2j44SqHsENG4g+XPx5VjYtktpOda\nuLOz+UfdWOLhCFDT/lrHMWhsCgLgdru55qJZXV2SEEIIIYT4CnrNHU3KcXjygm9xQvpBgbYuxpOV\nHhw7BOGVhBPpKM9wYvYgNEcnb+p4ir41jb3NHjRNx+w7Arc/vP+AioGFUc6cfmqSKhJCCCGEEF9V\nr+ipVY7Ds5fM5pSsg4YcNKXzZF2ARHQPyq4l7vjA3TZdF5qGXVdN/sQZ5JXtpc/QYhY1KHRvOimT\np+PftYis4QM4e1QxaWn/eiEFpRQNDfWkpqZiWa7OKrPLfLR6DW+98yFer8Xc712K1+v71y8SQggh\nhEiiHh9qlePw3OUXceLBPbTNGTxZHkVZJiQqCDmFWHoIlAJNA6VwWTFyN63hv664BkM3aH30//i4\nohlXmkXRjy/HshOMS0v/l+9fX1/PDfN+xfptjWSlW/zHD8/nzDNO6cSKO9eqj9dww63PUNVogVKs\nXX83Tz50J6bZ4z8qQgghhOjFevTwA+U4/OnqKzg+JbV9W9sY2r4oDFTrGoJ2AUp3YeituPQyLK0S\nt6eK3AHp3PX968nMyCQ9PZ0H5l3Hb74/kxNG5VNYXcUZCk6adMy/bMODjz7PsrVRmsM+dlVaPPjE\ny+1z1vZEb72zoi3QAmgay9fUsWfPni9/kRBCCCFEkvXY7jflOFQ9+zQTrANL0i5qzth/U5iDiu2m\nOQ7pGWHc+Q6+vqNp3RtFaS7MdJ3hE4pwuw9dznbyqDFMHjXma7Uj2BJt6/3drykYJxaLfe7YPYXX\nYx7o0Qb8Ho20tNR/8SohhBBCiOTqNqHWcRzuuOMOtm7dimVZ3H333RQVFXW4r7Jtqp59mublS9u3\nvVET4/HySgyjHpVooDmRhamHsTIsBt/wI+zqStSyRXiLh5HrcfPD0047Iu2eMmkYCz/YSyTuAuUw\nbkRujw20AHPnXMbaDXezYm0Dfg9cc/kJ5OTkJrtZQgghhBBfSlPd5G/lCxcu5N133+Xee+9l7dq1\nPP7448yfP7/Dfe89eTYnBQ6MnFhUF+PJfS3Ytk3CCeIoE03XMDQD00yHRBBbNzEMk9R0jRRvCpXl\n5cQdFx6XhtfrJRyN4PF6UcqF5feTm+fBdPmxsBk2YhQqFsNSFl6PiysvO4tAIND+/i++/DqrPtlC\nQ7COEcePY2hBPm/8dSH7Kuo5/phR3HT9tUf0XNXU1PKzu35LsCXOrJnHccnFB6Ya27xlK3977W3c\nbovvf/dS/P6Uz71+w8YtvPHWUjwugznfvehzN4IlEgl2795NenraNw60OTmp1NQEv9ExRNeQa9Wz\nyPXqOeRa9Rw5OfKXyZ6s2/TUrl69mqlTpwIwduxY1q9f/4X7Hhxo32lO5/etIzHTIuiRjegOxGN1\naIYbf8oIdDMLO7od0zcaTdNobf6Iqqqt6FYBjtWHmKMINW4B/NgqE9M3mnhYZ8eWHYQiQRzNzyfr\n/4HHPQhTL0GpKB998hiPPviT9jB4wXlnUU2E7WmT+SAljd/ddh+hxgLQ/Hy6/ROqa+7mvp/fekTO\nUzAY5JKrbiUYH4luePn145sItUb43ncvZsuWbcy96TfsqnRAKVat3szvHrvnkBkZNm3ewvU/fYqy\nWhcoxcdr7+GJh27Hsqz2fUzTZNCgQUekvUIIIYQQXaHb3CjW0tJCSsqBXkXDMHAc50tf83a9w++a\nRqLQ0A0vmpGObngxTB8uMwXDVYgT34fpG4G2f4yoJ20SbsvCMfu0HUTTsK0SXC4XhqsfmtZ2Sgx3\nCaYeB03Difgw9ZL9u2ts2ZPJkiUfHtKWNcEwWkoaKpEg3GCC1vbvBaUHeH/F1iNyjgAWLnqPplAq\nuuFta4+ZyatvrgPg1TcXtwXa/XV98EkNa9d+esjrX39zaVug3b/P8rUtbN685Yi1TwghhBAiGbrN\n8IP77ruPsWPHMnPmTABOPvlk3nvvvSS3SgghhBBC9ATdpqd2woQJLFmyBIA1a9YwdOjQJLdICCGE\nEEL0FN2mp1YpxR133MGWLW1/Cr/33nspLi5OcquEEEIIIURP0G1CrRBCCCGEEIer2ww/EEIIIYQQ\n4nBJqBVCCCGEED2ehFohhBBCCNHjdZvFF76Kr7OUrkiO2bNnt8833K9fP+bOncu8efPQdZ3Bgwdz\n++23t88ZLJJj7dq13H///SxYsIA9e/Z0eH1eeOEF/vSnP2GaJtdddx2nnHJKspt9VDr4Wm3cuJFr\nr72W/v37A3D55Zczc+ZMuVbdQDwe55ZbbqG8vJxYLMZ1111HSUmJfLe6oY6uVX5+PnPnzmXAgAGA\nfLd6NNWDvPnmm2revHlKKaXWrFmjrrvuuiS3SBwsEomo884775Btc+fOVStXrlRKKXXbbbept956\nKxlNE/s98cQT6pxzzlGXXHKJUqrj61NdXa3OOeccFYvFVDAYVOecc46KRqPJbPZR6Z+v1QsvvKCe\neeaZQ/aRa9U9vPjii+qee+5RSinV2NioTj75ZHXttdfKd6sb6uhayXer9+hRww++zlK6outt3ryZ\ncDjMnDlz+M53vsOaNWvYuHEjkydPBuCkk05i2bJlSW7l0a1///48/PDDqP2TnnR0fT799FMmTJiA\nZVmkpKTQv3//9qn2RNf552u1fv16Fi9ezJVXXsmtt95KKBRi3bp1cq26gRkzZvCTn/wEaPuLomma\n8t3qpjq6Vhs2bJDvVi/Ro0Lt4SylK7qO1+tlzpw5PP3009x55538x3/8xyHP+3w+gsFgklonAM44\n4wwMw2j/XR00o5/f7ycYDNLS0kJqauoh21taWrq0neLz12rs2LHcfPPNPP/88/Tr14+HH36YUCgk\n16ob8Pl87ef++uuv54Ybbjjk/03y3eo+/vla3XjjjYwZM0a+W71Ejwq1KSkphEKh9t8dx0HXe1QJ\nvdqAAQOYNWtW+8+BQIC6urr250OhEGlpaclqnujAwd+flpYW0tLSPvc9k+vWPUyfPp0RI0a0/7xp\n0ya5Vt1IRUUF3/nOdzjvvPM455xz5LvVjR18rc4++2z5bvUiPSoRylK63duLL77IfffdB0BVVRWh\nUIgTTjiBlStXArBkyRImTZqUzCaKfzJ8+PDPXZ8xY8bw0UcfEYvFCAaD7Nixg8GDBye5pWLOnP/f\n3t3HVFn+Dxx/nwMSYvIgSmjixkPJjCKp4PDkwaM2RqQEPSCGbTWpZW6OhkEqOJiwwqSBZLMHS3K2\ngUCA1rBhhCBGIUmQCRZgghACIWhwOOf8/mCcn0fQ6e/3/X71+P28Nv4497nu63Pd97Wbffbh4r5e\n4dSpUwDU1NTg5eUlc3WH6O3t5eWXXyYhIYHIyEhAnq071VRzJc/W3cOs3n6wYsUKqquriY6OBsa3\n0hV3jmeffZbExERiYmJQKBRkZGRgb2/P1q1b0Wq1uLu7ExoaeruHKcD4BorExMRJ86NQKFi7di0x\nMTHo9Xri4+OxsrK6zSP+7zUxV9u2bSMtLQ1LS0ucnJxITU1lxowZMld3gA8//JBLly6Rm5tLbm4u\nAJs3b2b79u3ybN1hppqrpKQkMjIy5Nm6C8g2uUIIIYQQwuyZ1fIDIYQQQgghpiJJrRBCCCGEMHuS\n1AohhBBCCLMnSa0QQgghhDB7ktQKIYQQQgizJ0mtEEIIIYQwe5LUCmHGvvnmGyIjI1m1ahVPP/00\nn3zyifG7uLg4/vrrr1vu888//0Sj0fyfx6TRaDh//jwVFRVkZ2f/x+L+f+Tk5LBr164bttFoNHR2\ndv6HRnRrdDodGzZsoLu7G19fX+Nxg8GAv78/W7duNR6rqqoiNjaW7u5uEhMTb8dwhRDi38KsNl8Q\nQvyv7u5u3n33XYqKirCzs+Py5cu8+OKLuLq6otFo2LNnz20bm0KhQKPR3LYk9VZNbHBgrg4cOEBw\ncDD33Xcfjo6OtLa24uHhQVNTEwsXLuT48ePGtj/++CNBQUHGtpWVlajV6ts4eiGE+NeQpFYIM9Xf\n349Wq+XKlSvY2dlhY2PDO++8g7W1NTBeWczLy+PEiRNUVVUxODjIuXPnCAwMJCUlBYD33nuP8vJy\nHBwcmDNnDhqNhieeeMIYo7e3l5SUFLq6ulAqlbz55pv4+/ubjGNgYICEhAQuXLiAh4cHo6OjGAwG\nCgsLqaurIyMjg4aGBtLT0xkZGcHBwYHU1FQWLFhAc3MzmzdvRqFQmGx7fTNxc3Jy6Ozs5LfffqOv\nr4+NGzdSW1vLzz//jKenJ1lZWcD4DkKlpaUolUqCgoJISEhAqVTy8ccfk5+fj4ODA7a2tjzyyCPA\n+JamOTk5jI2NMX/+fNLS0rC3t59yDgoLCykvL2dwcJCLFy+ydOlSY/Vzqrivv/46MTExLFmyhKys\nLJqbm/noo4/o6enhlVdeobS0lOLiYvbt24der+ehhx4iJSUFKysrVCoVXl5e9Pb2cvDgQSwsLIDx\nauwXX3xBQUEBACqVivr6ejw8PDh27BhPPvkkJSUlnD17Fnd3d+rr69m0aRMAERERpKamSlIrhLgr\nyPIDIcyUp6cny5YtY/ny5Tz33HPs2LEDnU6Hi4uLsc1EBbKhoYGcnBxKSko4evQoZ86coaKigvr6\neg4dOsSePXtobm6eVLHcvn07UVFRFBYW8sEHH5CcnMzw8LBJm+zsbLy8vCgtLWXNmjX09vaa9KPV\naomPjyc5OZmvvvqK6Oho4uPjAXjrrbfYtGkThYWFuLi4GM+7mbgAra2tFBQUkJmZydtvv826deso\nKyujubmZ06dPU1lZydGjRykqKqK4uJj29nYOHDhAY2MjhYWFFBcXs3fvXi5cuABAX18fO3fu5NNP\nP6WoqIjAwEB27Nhxw3n45Zdf2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MQaTVqGMqIiLSQjbu2MaS/TmYBQfxd03FHh7BZYveoH/NySWhVvnsvDz8Uvjn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8khVh688wr69Y0mNiacIRH+tDW3oLpc9PFvZ8GfltLS0oamaezPLz9u++VVDoqLa3G7v/vLqqm2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\nLFhAdnY2//jHP1i0a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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": 52, + "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": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3mz+uWUGRx4Wl7CxPfqupmL5hGCQPjiD/0kWSk/q0uX2v18vvP3yP7PyLDE3p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UQURQIDApk4Jp6y/KPYW+vxjdBiTMtA1OvpDw6l5tA+bJ2NpGdGoFariI/x54O/baa7oxux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2gvKa45dNTuOiovnFyhvZfyqfQLOZxXeupaquhleOHcQeFYGqo4uVyemfpXkFQRAEQRA+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\nz+iaTU6PnjjN9t0FlBa3Ikn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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": 54, + "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": 55, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from scipy import optimize" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "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": 57, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "optimized coefs:\n", + "[ 2.09706292e-01 5.45378922e-06 9.35100724e-04 -1.37507303e-03]\n", + "covariances:\n", + "[[ 1.34031678e-07 -9.74577537e-11 -7.82618534e-09 -2.31707016e-09]\n", + " [ -9.74577537e-11 1.87691716e-13 -7.69298228e-13 -2.50824263e-12]\n", + " [ -7.82618534e-09 -7.69298228e-13 1.25182333e-09 1.91488592e-10]\n", + " [ -2.31707016e-09 -2.50824263e-12 1.91488592e-10 3.76869810e-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": 58, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1GAx4vV5++tOfkpSUxIMPPgjAxIkT+c///M8ePbbCqYiI9FtWp4vy1au49Uw1\n6a3tGHJSaBobw+JF47u3CQsLJmNoNLffcxUWqwWAwnW7GRYfQdFhmJ2cw1vNLViGD+/aZ9FRJs3R\nclEyeKWkpPDqq68CUFhY2OvHVzgVEZF+q6W8mDs7fSS3tnN6aBqv1tdzb2YeH6zdx5yrxuJyuXn5\npU1EREd1B1OAyLhI0odF09TQxIypc4k6uJ9NJ45h8Pq4ZuKUHl/HUeRcvH3wntPepnAqIiL9itvt\n5oOC96mxlzO/ppHkpjbKhw9hy6IFBGzfwvKXNxETauZ0VSvBtmBm37GQN194l9rKBmITowCoLa8h\nauJQfL4mAPKzc8nPzvVnWSLyMYVTERHpF6qrq/jrtlV0mJx0tLQwt7SBsI+D6aZFC/CaTeBopzFu\nNPGhdiZdnd/93ujYCEqPn2HP9sNYDD7mzspmz84yYiJ1X6n0LeqcKpyKiEg/8e6ONaTPysLgchP/\nwhqCS2upjgvjzUgrhqOHcFVXkhFr4VhxNSdMLjo7HAQGBWBvbcfR5iD/iq5lo04XV7D8tb18bsE9\nJCWl+rkqEflnCqciItKnORwOOjs78Fr4ezA9Vk51QjiGb93A0LWFNJzYRUBYKMNsyYwZH44HB0Wb\ndtHa7iXAF0t6Qgad7Q4CgwMICw8jc3iegqn0SV6fwd9D8DuFUxER6bPeL1jPrrpSDMGBnNl1kCHr\ndxLc0Erb6FTWBrlJKNiNr7GO6dNG4unsZM6Vl7N1+27mLPj7Jf33VhUxc+oXWb/lHTyGJkKsUVw1\nY7YfqxKRT6JwKiIifUZzcxPrd2zGgIGJWZexq6WcmAlZGF1urtx1iOiGGk4nxfN6Uz1ZyQlEWtzc\nct98TCYj77y+heDgQKyWs5/MbbEaMJlMzJl5nZ+qErlwHt1zivH8m4iIiPS8lpZmfr/mNdpzY7Dn\nRPHHtW/gCw7A6HKT8+p7RJ88Q0lMBIWLb2Dk+AzCAwwsvDYfk6nrT5nZbCEoKACDz8KZsjoAmprs\ndNpD/FmWiHxK6pyKiEifsGlHAQlX5GAwGMBgIPWq8ex5cTWztx8gqricipQ41uaPI8xkJNRqIDUy\njNrqJmLjI2hqaKO5pZ033tmIx+vld6/sICtpGPGxacyZdbO/SxO5YJqtr3AqIiJ9hNvlxuNyY/54\nsXyvvYPrqpqJtrdzwhbCG5FhRFnM8NEmbv78SKKiQvj+L9fS4fJgdjv4+rev7wq2wI4KFwG24UyZ\ndKU/SxIz2ZycAAAgAElEQVSRz0CX9UVExK8cDgcvvLKUwoZSdr+7hY6WNtpr6kl77k2S7O2csAWz\nMS0MY0MlTetW87WbRhIdHcq+A+Ucq2wneMZ8PM4IXvzTVnbsOMGLy3dzqtrI5LHj/F2ayKfm7YVX\nX6fOqYiI+I3b7ebPK5dSbnKQMm0aXo+H0wePMnXtDpLbOjkRbOFUXhQ3zcylsbaZrWv38cwfC2ms\nb6fSYSViTBbtm3byy+88xq6DB3h3/z4CrCn84LrLiYyI9Hd5IvIZKJyKiEivOVp8knf37MdigNvn\nXMmaLRvZ1ekDt4EowOz1Me9ACTFtnTSOTKf6+ul0bNtA2bEKLFYLeZNGcrLKSUhiCm0nPYzxBvPg\ng/dgMBjIz8klP0ePIJX+TeucKpyKiEgvOXHqFI+uLaQ+eRQ+n489Ly4nJNiJbdoUGvftpbWsihmb\ndhFTXMbpmHCqF8/F53bTUtXE7V+9FYPBwB+Xrcbq8BAyNJLHL5tOYmKSv8sSkUtM95yKiEivWLtn\nP/XJowAwGAwcj8ukoq5ryaeYMdlMWLWZmOIySkOtVNz/edw+H42F25kxNQeTyYTRaGTJbQtorKzC\nWHaS3QfWYW9v82dJIpecx9fzr75OnVMREelRB48eoryqAq+zEx9uDOaP//TYm/F6PBgdTmavfJfk\n2nqa4iMI+vwowk7vxWQ0kp2XgM1s696X2+1l/MQ0rlqYh9fr5YO/vsE18+70T2Ei0iMUTkVEpMf8\nZe07FAW7CU6PpaWhjJT9H3A6NRcc7UR760i/6iqm/ekVkptaKA22sOAn/8EjT/4/4uNCiQkPpsXo\npqq1jowRaRiNRv74h9XceOckAIxGI0GhHj9XKHJpaZ1TXdYXEZEe4na7OdBaTWhKAkaTiYgJWYzP\nTGBoxQ6SzTWkjBrC1e+vZXhTCycT4wn4ygx+sfRlRt98LX89EEZFwxDM3lEEBQxl5YrjfFhgJzI6\nAbPF1H0MR7smj4gMNOqciohIj/D5fGA8uwdid1Tyw3uzWPfeYVJX7CWt001xpI2tSVZmer2MyEmj\nzePBZ7TS4TYwfer8s95f3zCKNW+uJCjMi6PdyIRx1/RmSSI9Tp1ThVMREekBXq+XF1av5vSxcoKG\nJBEUGU79wUOkBLuoPF3H+KJ6QjrdnAkP4MTNMxmeksTB8gqa9h6huPYUXuNopuUM/5f9RkfFcs28\ne/xQkUjvUDhVOBURkR7w498/R4nPQbung51/XM7nrs5m1rhEhqZO4+R/rSSgsg1yUylMiSY+pWs5\nqPCUJKr3h5JsauXua0cxY9IEP1chIv6gcCoiIpdER0c7J0pKaGiqpy3GSqjTwpDpk2gtr6CltYSh\nqdHUP7WegLIW6qMDOBhnAZPprH2kJ8XylfuuZfOGSj9VIeJfHi3Cr3AqIiIX72RZGY+9tZZT4clY\nGyuJcVSRc8NCACKHD+XohtPU/WodjoOVtCaGMO4n18Ge02zZXk/Z7oMk5YyitbiEqzITsNmCMRgd\nfq5IRPxF4VRERC7ai5u2UzZkHEbAHRlL1b46sn0+DAYDRpeba4+dxtHQQkNsEFFfnoQ12MrwkXGc\nLLJyzN5K3er3+cod80lLjaelxY7PG+DvkkT8QvecKpyKiMgl0Ok9+2uvwUzdocPEjxzJ5NdWktTQ\nQmtSGG3XZZEYEgjAlsJT7A6MxtZpwJY/nre3HiIs6DhlRTXcd9c3/VCFiPQFCqciIvKZ+Xw+PB4P\n8Z42DLWn8cWm4XN0khbuIbHpFNOX7SamuoXAcSkkPzST3//2XWrLqnC5fBxpMhExawptazfSZq3D\nHhyI9YyDLy9+EKNRy3DL4KTOqcKpiIh8BhsKd7Duo524TG3EpcTQ4WggP9FAQ30lwQEGcuflMXrp\ncmLq23EMjSTla1disJiYNGU0Y0dlEh1t4+TJSv5n5wki4xL4xrW30tHRQWhoqL9LExE/00dTERH5\nVH7/1tv8+EQzBWlT+MiSQbPRQsqCfHzHS5g4M4txl48m83evE1vfTm10IOmPLsDw8VOdmurt2GzB\nAAwbloih7BRT0zIwmUwKpiKAtxdefZ06pyIickG8Xi9Go5ENlY14UrIBcMcN5VhZIaPGB5AYG0/V\na6u4prWD0AY7lpwkdodDyTsfkRBr48zpGiJDQrFYuv70FG4/yvzRE5k+4XJ/liUifYzCqYiIfKLT\n5WW8um0N7RYD5nYHjU1OSPmHDXw+6k9XsP9YMXe43IQ2tFIZH07h8DSaS0toCA6g3OWh5Fg7+fE2\nlv52JfEJ4YSGW2lp0ZJRIv9I65wqnIqIyHmsKFxP4KRsAj/+2vbnt+msLsETm47x5B5iA+qpO9jM\nre0OUlrtVCZFU/IfNxBrNhE2KpOTB04Qdtk4oh2BjEiyMfvq+O5979h2kra2Nl3SF5FuCqciIvKJ\nnGZDdzAFSB2eRG4y1JTtxNt5iiGxCcw4fIKwVju1kQEc/sJcAs1d95gGhgTjc3vwuFwkm4Lw/tMN\nb06nB9M/PSVKZDDTbH1NiBIRkXPw+Xx8+FEh9opqPC43AB6XC6/TQWx6EhnjRzEiIpQrD5UQVt1K\ne0oYWT+5htbjR7v3UX7oODUV9Xg37eXLi77AyBFT+OCdIpwOFyeLa+hojSEoKMhfJYpIH6TOqYiI\n/Aufz8cLby6DrDiGLshjy8tvEBwdTWtNHSOm59NYVkHtth1cX9dOSE0Lhsx4uHYEYVGh3DwjmfU7\ntnOkvJ2WuAwips9ifLsbi8VKcnIaoaFfoHDDbqKjs5g1I9vfpYr0KeqcqnMqIiL/4Gjxcb7xf79i\nyS9+yPbTJ7AEBRIYEsxV/3ETcQmRLLzvZoJNPo689iafd5iJrWmhPjON3xq8lJ9pBCA1NZob5mTi\ndHoIGjqMkP0HmTZhYvcxwsMjmTJlNiNHKpiKyL9S51RERABwOBx8b+lvqR96OYbMFKxlB9mwfC3z\nllyNwWDAYACDwUDaiHRy3IFEFZdTn5nOkVvm4lu7hfVHWqiw7yAiIogzzT7CLSGMLq9i0c1fJDAw\n8PwDEBF1TlE4FRERwOPx8Mzrf6QpMh1j8ggAXMMnUL6jnG1vbsAWamXIuNEYXG7in32D+A4X9Zlp\nHLllLl6TEWdTE0ZbLIGXT6UTiPR4SNxfzS3zr/FvYSLS7yiciogI5eVlHKmrxemLwfIP3zcGBNLm\nNTPCZqblaBHDNh8lvs1JYG4im0PB/dFHmNwOOoIjObntJG63kbDIYJxl1fz0wW/7rR6R/sqjzqnu\nORUREQgJCaGyxYDP48bb3gqAu/QIKenRmIOCqC6uYPLOk6S0OWlKDCXt27MZHmch2F5LSa2LlrFX\nYYuJo+aIGfMp+MVD39OlfBH5TNQ5FREZ5Jpbmvmfv76Dvd0FiRF4KkrwuJyYmisJSRtG40dHWWC3\nE93koDzUjGH+MN5ds4+o9BSqXLVYvVas1Wf49pLPMyFLk5xELoZXT4hS51REZDDz+Xx864U/szk+\nF/O0RRjDozCYzJjjUwiy19JyooR7OxzENTmoSYig/Bt38tp7Rylvt3LwZCNhY7JJjgrm7qQ4BVMR\nuSTUORURGcSampo4YY3AYOjq1phjEvEe30FEfSdj77mNGctXENdgpzopmtIv34DL7cZgshGWk0tU\ngBWAkINnmDVxkj/LEBkwNFtf4VREZFALDQ0huL2Zto+/9nm92GKjiOioZvqf/kxqQzPNSTbWjxuB\n+Wgx1R8V8cz3fsLyNStoNLkwurxckz/HrzWIyMCicCoiMohZLFYenDKWpzZtoTM4HEtTGdE0cVen\nk6SGFkqDzcz+0Q38+juv84U513H1t2/HYDBw+7W3+nvoIgOSx98D6AMUTkVEBrn5UyYT4Kym5PQe\nzEkGco76CKltwZ2dyjs+LwX/+x6jh43hmtnz/D1UERkEFE5FRAa4w8dP8P7+Q5i8XqItTtp9TspP\nlxIRbiE+MobwwAgmTQ/kqvlXcvqJD7CfqscxOomCUQmYzrQwLNbENVNv9ncZIoOC7jnVbH0RkQHt\naPFJHt2wi7cC0vhLQBr/b3cRO+1t1ASYiB5iY+J1mdR7yjC43V3BdN8ZLFkJ/N7j4miFnZmXxTP/\n+nwOHPrI36WIyCChzqmIyAC2bv9BGpNGAmAwGnGPmorRVo8tJ5fNq99kVFYak2blUvrjFYRW2Qkd\nn8qOjGiuiQ5hZHY6QcEBVJbVEx05xL+FiAwSWudU4VREZECqr6/nf197id3FZ/BdcRMG08f/uW9v\nwZoYgjkwEHdgKO9sLOVzR04SWmWnIzWcPXFWdu93YjG14Or0YjAYMdijmD87z78FicigoXAqIjLA\n1NTV8MSqV4idkU1eVhLrVr0JWVMwdLSRYG4iLCmf1tOniEqMY87xSoJPN2Aam0LMA7OYYjQQt9nB\nlVfMp73djsFgJCgoyN8liQwauudU4VREZMBZtekDWqwhbHvrFA6LjegwG8OPvEInVsyJKZS/XUFk\nXBw3lFUTd7KM6vgwhj0wC4PFRENVIzV1dgCCg0P8XImIDEYKpyIiA8i+IwfZdaqIgx1pOBK7Hida\nF5VCek0TT/5gLgUbD7JlWwnXlbiIO11JSUQoO4ZE0nnoNB6PhyOlzQwPy/BzFSKDl0edU83WFxEZ\nSLae2E/ypMtwmP7e9TQYjDgMQZhMRq6YPobP17UTf7qSslAzv8nIhdShnLHGUxOSQkh8KqOHjfRj\nBSIy2KlzKiIygNQ3NxE1dijx7s1UeYdiMBoJbCwlPcyBz+mm5hfvE9XgoH1IJG+bfTQdOsi63QEM\nTT/DsPhg5uZNJWN4pr/LEBm0dM+pwqmIyIBiL6/Be+wkc2+ZTOHbW2itbSQ9uJ2IAA/HvvMGEXWd\nlFh9hC4aw3+PH8Gf/rydFXtctFf5+O63HsRisfq7BBEZ5BRORUQGiENH9xIR4yEiMoDaQwcYOyqC\nxKuzKH3rHSafchHR6KQ52cbQB6aTkBoLwB2LJ7PrdAGPfel2BVORPkCdU4VTEZF+ace+Qzy5ajN2\nr4H82BC+8vlFnDizh6EZcdQ6OsmedhkAZTsPMLfOS1Sjk7rYYIpGjGBm4N9DqNvlIczjZuiQdH+V\nIiJyFoVTEZF+prOzk2+/9j4eQxvxcUEU1tbS/PyviYxo5JQ1AZfVS+WGPfhaWpl3oJioVhfG3BTK\nhsWyZOGD/PWdP5A9xU1goJWXX9rJQzcuwWDQU2lE+gI9IUrhVESk36mqqqTD0cCcW67AYOxadKX4\n7fdoPVVNwLVzCAkIwORyM3XFOyS2ujBmJ3F4XBwGtwGv18vnrrmbQ4f2Yne5+ObdP8Bisfi5IhGR\nv1M4FRHpJ+obGvjLplU4jB5ivQ34vN7ucBqRHM+t14/ghYPlRKSmdwXTkjJaUiNI/9pVuDbup/BI\nE3MuayUyMpLs7Mv8XI2I/DsePx/f6/Xy6KOPUlpaitFo5Ec/+hHDhg3r1TFonVMRkX7it2/9gbCp\nGcROGc3sJVdTVvAhAD6fD5u7lVEjk5gSWMvEF14isaSMmvgw0v7rWkpLq3m/sIKTceOw29v8XIWI\n9GUFBQV0dHTwyiuv8MADD/DMM8/0+hjUORUR6QeqqqtwBPq67w01Wy243W4ObSjEeaqY/7p/Ml6n\nmwl7K2hvbONEWBBFE4ax7/0j1PmC6YwfRkZrPYmJSX6uREQ+ib9n6wcGBtLa2orP56O1tdUvt/0o\nnIqI9HEOh4N3Cl4j2Pr3iRJejxenOZjgCVNJCjfzx1d2Ma/cTkxDB3sik1g3OolReRNxAGFA3OkC\nHl/yFUwmk9/qEJG+Ly8vD6fTyfz582lqauL555/v9TEonIqI9FENjY387E+vUFl1isW35TA8LJid\nW7ZT3+GjxWXEnJOPz+slyONg3LFGYjo97I4Zwq/HLSSoch/xpeVEpCfTfriY26+YS2BgoL9LEpHz\n8Hfn9Pe//z15eXl8/etfp6qqiiVLlrBq1Sqs1t5bB/kTw6nT6eTtt99m/fr1nDp1CoPBQHp6OrNn\nz+bqq6/WDE8RkR7Q2trK2m0beH3tWnLmjGfCTVdzaPdBMlO95OelUVbeyJrdtYSUHCesrZbpR0uJ\n7vRw2GLhmZz5eI1mWqNHYTl8iJHuEMZdNoOUxGR/lyUi/UBHRwchISEA2Gw2XC4XXq+3V8dwznC6\nceNGfvOb35CXl8cNN9xAUlISZrOZ8vJyCgsLWbZsGV/5yleYPXv2Jx5g3759PPnkkyxbtozDhw9z\n3333kZ7etdjz4sWLWbBgAcuXL+e1117DbDZz//33M3PmzEtapIhIf9HU1MQvlv8f2dfNYH7WjXz0\n5gcMzx3GsEmXseWN94nJzqLhRAOz4g14HaWM2FNOtN1DVUY6e6dcxhW7duCNSCAzMpgv3fZljEbN\nexXpT/y9zuk999zD9773PRYvXozb7eYb3/hGr191OWc4LS0t5aWXXvqX7uiIESOYOXMmTqeTl19+\n+RN3vnTpUlauXNmdwA8dOsRdd93FXXfd1b1NbW0ty5YtY8WKFTgcDm699VamTJnSq+1jEZG+Yunr\nL5B17RUcKTxCu91JxtTxHNq4k9yrJhMaH0v00FSih6ZStXkLN9e48Ng9VMWGsvOGeVidTq6aGse0\niVP8XYaI9FM2m43nnnvOr2M450dqm81GY2PjOd9otVrPCpn/Tnp6Os8++yw+X9cNFAcPHmTjxo3c\ndtttPProo9jtdvbv309eXh4Wi4XQ0FDS09MpKir6jOWIiPRPJ0pL+fKvnmP1yXZeeOId3jszjE0d\n4/nr6tM0VNZRUXQSY0goAEaXm2n7y/AcqsA0NpXmRTl0dHRQsf5DJuTm+bkSEbkY3l549XXnDKcF\nBQXcdNNNXH311fzsZz9j06ZNdHZ2fqqdz50796yZoWPHjuU73/kOL730EqmpqTz77LPY7XbCwsK6\ntwkJCaGtTevwicjgUVtbzW1P/Y7dlkRabMk0maIgMBSDwUBT0iRqG9wceXcD4UnxGF1uRr/0DvG1\nLZjGphLwlSspPllN/dpCfnz7vZr0JCL93jkv6z/11FMAlJWVsWvXLj744AOefPJJoqKimDp1Kl/+\n8pc/9cHmzJnTHUTnzJnDj370I/Lz87Hb7d3b2O12bDbbefcVGxt23m2kb9C56j90rnpfW1sbS378\nEzxTbsdo7Pow7zEexNfejCE4HICU9FhmpEdzcHsB2Sdaialv5rQtgOKkEDzLd3DtlM8xKV+X8vsy\n/W7JhfL3bP2+4LxLSaWmpmKz2QgLCyMyMpKNGzeyZs2azxROv/SlL/Hoo4+Sm5vLtm3byM7OJjc3\nl6effhqn04nD4aC4uJiMjIzz7qu2tvVTH196X2xsmM5VP6Fz1fvWbt/C/73zPnUxmRiMf7/KZAiL\nxNtYC0E2kuoKSY1vZHL+RMLee4+k5k7OpCfxv9Zward6Wf1f9xEREalz14fpd6v/6AsfInx+nhDV\nF5wznO7evZuCggIKCgpoaGhg0qRJTJ06lXvuuYeIiIhPdZC/PdHkhz/8IT/84Q8xm83ExcXx+OOP\nExISwh133MHixYvxer08/PDDmgwlIgPepp3bebehnIbkMVhNQXSeOY4xOQOfz4v56DYmhttpOLyB\nqGA33qgkdj32PsPsnRwwWXm20UJraDz58Z2Eh3+6/x6LiPR1Bt/fZiv9k1GjRjFt2jQeeughcnJy\nentc56VPof2DOgb9h85V7/rxi0vpzB5OwY4qSB2N60wJ7sZ6As4c5q5psdx/71UAbFjzEXGbS/Ac\nrSEkdyz7ssez42Q1sTYrSxbOJjQ01M+VyPnod6v/6Aud028Wru/xYzx5+aweP8bFOGfn9De/+Q0F\nBQV897vfJSIigmnTpjF16lRyc3N7c3wiIgPO8jXr2VTayLSJwcR666ixN2NOGoKptpSkwDbuuesm\nALwON2nby7EfraE9NZLh9z1AstXKwlkKPCLStx09epRTp05hMplIS0sjMzPzgt97znB65ZVXcuWV\nVwJdk6K2bt3K0qVLOX78OKNGjeKZZ565+JGLiAwyew/vZU/5LqZmh3DoleXE5YzBULweAwbGD7cy\nJHYkf3p5PXfeOpPTT7yP/cAZvJkxnM4awTjd8iQy4PWHpZ7Oxev18uqrr/Liiy8SEhJy1gOcWltb\nWbJkCbfccst5Hw5y3glRDoeDiooKGhsbcTgcWCyW7ntIRUTkwvl8PjYdLGDCnMsICgsh74ocVv7v\nK4zPHUFSTBCzZo1hx6b9pCTFsP1rfya8rp2G6BAacrKYevm1/h6+iMgneuihh5g8eTLLly8nPDz8\nrJ+1tLTw5ptv8pWvfIXnn3/+E/dzznD6k5/8hD179lBWVsZll13GpEmT+MY3vsHIkSMvTQUiIoPM\nb1a8xVsVgRjermG4qZrrbpzIuClZhPoczJ6dRV11I8FmM0HL9xJS105I7lhG3P8gxn96Up+IDFz9\neSmpn//8591PBf1nNpuNJUuWcOONN553P+cMp9HR0fzgBz8gKysLs/m8DVYREfkEB44eZUWrBe+I\n8QAUdaaz9f1djIi30lbfyVsvryM2IoyRuyoJKG8iJHcsiQqmItKPhISEUFxcTGBgIMnJyQCsXr2a\nzMxMRowY0b3N+Zzzon9bWxtDhw49ZzBtbGzkl7/85WcZu4jIoLF554f8z6sv8eYH7+GyRXV/3xAY\nQlN1A2PyMrDZArFgIHTlEQJKGxRMRQYxr8/Q46+esn37dpYsWUJFRUX392pqarjzzjv58MMPL3g/\n52yJLliwgAceeIDY2Fjy8/NJSEjAaDRSUVFBYWEh1dXVPPLIIxdXhYjIANPc3ETxqRKGpg5h/Uc7\n+AAXQbljaDtTgaFgE+TPA8BSsof02ADeev5NEqJCmVneTrDTS214lC7li0i/9Mwzz/DCCy+cNTP/\nzjvvZOLEiTz++OO8+uqrF7Sfc4bTrKwsli1bxvbt21m/fj0bN27EYDCQlpbGF77wBSZPnnzxVYiI\nDCC7D+7j7eLdWIck0bh2B6f2FZFw6xcBCE1OYkTcAZq2vkTM0GQmj4+ko8bEjM9PIfBPHxJc2UZd\ndCCjv/k9BVORQaw/z9Z3OBz/dsmoMWPG0NHRccH7Oe/NpJMnT1YQFRG5ABuP7yNi/Bgqik5R2ggt\nplCMBQXET58OQFxsOC89Mod7vvMyK4+EkF5TxfQDVVgq2wi6LJnKhBSmxMb6uQoRkc/G4/HgdDr/\n5UmfTqcTp9N5wfv55IWmRETkgnmNBmpKK9h6xE1JRD71WddTespOR3U19iMHieqsx2g0kp4cizkk\nnPn1HiynmqiLDebD+GSuvvouf5cgIn7m9fX8q6fMmjWLH/7wh3R2dnZ/z+Fw8PjjjzN16tQL3o/C\nqYjIJRLhhOL9JTgSRnV/z5U5FVvpPmaNi2Voeixlp2sJcgRw984ChjS1Up2Rzq4v3U6tOYLAwEA/\njl5E5OI88MADdHZ2MnnyZG6++WZuuukmJk+eTHt7O9/85jcveD/nvaz/9NNP8/Wvf/2iBisiMhA1\nNjWydM17tPigouggtoRQ6o+W4IuYhMHaFTSNzdWMvnIk7Y3NuCuqWH2qg8+1eWlvbqM6I509N87H\nazbhNalXICL9e51Tq9XKr371K06dOsWRI0cwmUxkZWWRlJT0qfZz3nC6fv16HnroofM+akpEZLB5\nctVbVGSPxWAw4ElLo+XEQTKnhHNk919pS8zB0NlOSvMBTmwOwex1khmXzvRaJ+1HDlMbG8POa/8/\ne/cdX2V5/3/8dd9nZO8dsgebsEFlI1McgGix31JXxVqlraN1tI7WAYqriv4ctaIoAiIoDlCGsmXI\nCIQwsglJyD4ZJznrvn9/RFOxYkIYJwmf5+ORR3MO5zr39el5JL5z3dcYi2o0YC2rIM0/xN3lCCHE\nOREfH098fHyb27cYTgMDA5k8eTI9e/Y85ZbT3Llz23xRIYTo6FwuF7l2B57fH+ds8PLBjkrikIH4\nmTW86nOYdf0QzJ7JfL02naRu8QS/m05jfj4+aX1JvO33nNi0lnpXBWnBYYwdNcLNFQkh2oPzuQ9p\nR9FiOJ02bRoAyve/gHVdb/5eCCEuVkvXrqHR3sAPf7LrmobqsKM5ndgstZhrq9n17WHsdhcDLkuj\n8dnVqCeqTtlg//qJV7u1BiGEaI9aDKfTp0/n+PHjZGVlMXz4cEpKSoiNjb0QfRNCiHYru95CSEoi\nVTu3gcmEregE3S7rR/aSDxmc6suvbr+GtZ/vxt7oovqJTwitqJeTn4QQLerI+5z+YOXKlSiKgq43\nTaBVFAVPT0+SkpJ+dh/Un2oxnH7++ee89tprNDQ08MEHH3DDDTdw3333MXXq1LPvvRBCdCAFJ4p4\n8aO1VDZqFOd9R+L1VxIzbCiKolD8+QnGBleT+tAVfL50I88/swofL19GZ1kItUgwFUJcPDZs2MCh\nQ4cYN24cuq6zceNGwsPDsVqtXHnlldx88y9vm9fiKqc333yTDz74AF9fX8LCwlixYgVvvPHGOStA\nCCE6gpqaGv7+nxVs1pLIMKdQkTSNvZ99x+Hln6Lt2cyAcI2QUD+O5xRxxfUjMRjNjMqzEmGxSDAV\nQrRaR97n9AdlZWWsXLmSBx98kIceeoiPPvoITdNYsmQJK1asaLF9iyOnqqri6+vb/Dg8PByDwXB2\nvRZCiA5k8eqVbMw7xqEqM4pf03OK0YzuFUxjrz4MDNxDSXY9ddV1hIQFsH31TsZmVxBZ75BgKoS4\n6FRVVeHt7d382MPDA4vFgslkatXuTy2G09TUVBYtWoTD4SAzM5PFixfTvXv3lpoJIUSnkJ5xgAMu\nC7mVCprVwg9/musuJwbVBZ4+rN+az1Wj4+nWJwHd7mRYbh1avYOa6C6kSDAVQpyBzrBaf8KECdx4\n441cccUVuFwuvvrqK8aNG8fHH39MWCuOaG4xnD766KO8+uqreHh48NBDD3HJJZdw//33n5POCyFE\ne+tFm2kAACAASURBVPXFpnVsyTlEds5xDN4eVBXqKNED0HJ3oasG9Kp8fKbORNn/NfaaasKi+qPb\nndheXo+WUUR5qD+XPPyYBFMhxEXn3nvvZcOGDWzbtg2DwcBtt93GqFGj2LdvH88991yL7VsMp4sX\nL2batGlndOyUEEJ0VF9s2sC3hdnkFZeQV+aNNXgcSk0xmv0wqn84+IcD4OGqIHb/h8y6YRDpO2o4\nsj+P6M8y0A8VUxcXRPB1N0owFUKcsY58QtSP+fv7k5SUxLXXXkt6ejoA/fr1a1XbFm/8a5rGY489\nxqRJk3jyySfZtm0bTqfz7HoshBDt0Pa9u9mmNmIa0h8LgTREDkExe0NoMngHo2tNm7zoukasdz0z\nJqeQmBJFgI8Hw/Lq0Q8VUxXtz/6UZLr3aN0vYSGE6GwWLlzIv/71L9555x3q6+t5+OGH+fe//93q\n9i2G09mzZ7No0SKWL19OUlISDzzwAEOHDj2rTgshRHuUfbIIj8imkVFN/8nCT08fjIdXE1iyi9Bj\nH3HXnBH0HNQDa2UtyZtyMR0pxtk7luxhvRk/6ho39F4I0RloF+DrfFu5ciVvvfUWXl5eBAcHs3z5\ncj766KNWt2/xtv4XX3zB7t272bVrFwaDgcmTJ0s4FUJ0SlEBQRyqqMIrJIiYlCBKv8tCC0lBt1kx\nmuyM7OfJkc0HOGHw4K1Psok0HmTk/jySbE7qo6Mo7T2Yif0vJSSk5Qn/QgjRWRkMBsxmc/NjT09P\njMYWI2ezFl85d+5cNE3jt7/9LePHjycpKaltPRVCiHbO3yeQXe+9R3hSFIrDRhdnCSdOlqN4exNu\nrmL2LcP4LNjAl0W+FFbauaqmniSbE0dCIn3vf0jmmAohzlpnmHM6ePBg5s2bh9VqZd26dSxduvSM\nBjZbDKebN28mOzubHTt28K9//Yv8/HySk5NbtdpKCCE6iiM5OTy6MQPLoF9Rret47F/N5X1jmJgQ\nhcPpQq924u3jiTEgCN/oS7lx/Sq6VhaTHhZDzMTJEkyFEOJ7f/3rX1m2bBndu3fn448/ZtSoUcyc\nObPV7Vs1xqppGk6nE5vNRkNDA56enm3usBBCtEcvvbOU0kpPyCpC6dMXW/dR1Htlk5d1glFXDSNn\nczknCstJL1G5MW8VXU/kc8A/iO0xsTzdf4C7uy+E6CQ68j6nRUVFzd+PHDmSkSNHNj8uLS0lOjq6\nVe/TYjgdMWIE0dHRjBo1ijlz5tCrV682dFcIIdqnqqoqfvu3pzjZkIzJKwrdqePc9i2GAd3xTfSn\nwdnA+uVfU5mTz66MCqbXKXQtPs6h2ETettpYOfuWM5pLJYQQndXs2bNRFIX6+npKSkpITU3FYDBw\n9OhRkpKSWLVqVavep8XfqJ988gm6rrN//36Ki4uJiIggNDT0rAsQQgh3O1lWxk3P/j9K1SjMXlEA\nKIqCqoeT0HCY0IRxHMvMJMdiwunbjTkFh0mxOcjw9eNDTeOdB+7DJLfzhRDn0IVYTX++fPbZZwDM\nmTOHF198kbS0NACOHDnCiy++2Or3aTGcZmRk8NBDD9G3b190Xefhhx/mySefZOzYsW3suhBCtA+L\n1n1NpV842O3oDQ4UtSloGh2lxMcHULptOznFGgneXtzlqkSxOfDo1Zspt/+BaT86N1oIIcR/5eXl\nNQdTgG7dulFQUNDq9i2G0xdeeIHFixcTGxsLwPHjx7nzzjslnAohOixd1/lq/VJ6dynBZK/gA5Jx\n5B9FtZoxuGrpE1+JR0EJhwPTqPAK4rbCfSj1Vfik9SXqjrtk8ZMQ4rzpDKv1o6OjeeGFF5gyZQqa\nprFy5UqSk5Nb3b7FcOp0OpuDKUBsbCy63gn+nxNCXDQ0TcNms9HY2MCyNRvJPn6cSaM9GHd5X64A\nunyczpKGWhprLIR61JMbM5Lj3QZg37+Le0qP0l2CqRBCtNozzzzDSy+9xL333gvAsGHDmDt3bqvb\ntxhOo6KiWLhwITNmzABg+fLldOnSpY3dFUKIC2vr3l18uHMTpTYnJw5X0hAxFkXtxabFx3hj6Vru\nva07M67ujdlDYdCoSei6zivPryZz00luryimZ2MtzsRkCaZCiAtC78Cr9UtLSwkPDycgIICHH374\nF1/zS1oMp08++SSPP/44r732GrquM3ToUP75z3+2rddCCHEBORwOvjh2gGqzBzbNG6s5BFVt+rWn\nh6SSlVfHvLdOclNhEUkDegBNC6LiUiK5ekshwY21MmIqhBCt9PzzzxMREcHUqVNJTEw85d+ys7NZ\nvnw5ZWVlPPvss7/4Pi2G09DQUJ599lmOHDmC0Wika9euqKp6dr0XQogLoK6uDpefD3qjg5JcC7rr\nv4uYdF0HzUVhXThffrWWB8Y3nV5ir2+kx+YcgiskmAohLryOPOd03rx5fP311zz88MPk5eURHh6O\nwWCgpKSEuLg4br311latWWoxnG7dupX777+f8PBwNE2jpqbmlO0BhBCivfLy8qJg4w6KG0zYGoxo\nnmYoO4riFYR+Mgs1oBtBjsMkdk9g/tOfkpoaTZ8d+URV1FIUFsxICaZCCHFGxowZw5gxY6iurqag\noABVVYmJiSEwMLDV79FiOH3qqad488036dGj6ZbXgQMHePTRR1mxYkXbey6EEBfA/c/NJcezP67I\nBNA1OLYVLTIe9ehmwoP8CfE/yqBuOlU1TpKnz6DHm0uJqqilMCIU49VTJZgKIS64jrzP6Y8FBgae\nUSD9sRbDqYeHR3MwBejTp0+bLiSEEBdSesZe9uVbcPVMAEBRVNTgWIxHv6J/WjC9EwxUlpRRWqLh\nP3ICA5etJqzCQklIEP3+fD/BYWHuLUAIIS5SLYbT/v378+ijj3LDDTegqiqffvopMTExpKenA8jt\nfSFEu5Nx7Cj3v/Q6dR5JKJqG8v08eZOtgp6hCpnWIKIi4ogaFkdVVgGDVq4jrKyak6nxZPfoyUgJ\npkIIN+nIc07PlRbD6dGjR4GmVfs/Nn/+fAAWLVp0HrolhBBtU1pexpP/+RfVvikoUf3Qs7ejB0Ri\nsFXRP6SYsUOSWb2rhqiUOFSHk5Hb0gkuq+ZkShybEmO5ceAwd5cghBAd3qpVq8jOzmb27NmsXbuW\nqVOntrpti+FUwqcQoiN5edEbjLnpaorfO4rT6AEpl0FjLcENGfzt3rGs+XQvfbonoTqc9PpgDcHZ\nhWT7+1CSkMqdE64kMDDI3SUIIS5iWgfe5/QH8+fPp6SkhEOHDnHLLbfw0UcfkZmZyYMPPtiq9rIn\nlBCiUygpKebl154iv7iYT57diZZ5EnatQdccGE4e5JYrovlux1G2HnQwMCqJbm99THB2IcXRYahX\nXc3NM2dJMBVCiHNgy5YtzJ8/Hw8PDwICAnj77bfZtGlTq9u3OHIqhBDt3XtrvuLtnHLs5l44MhtQ\nzU1nOBvrG/HLWIZXn1TeWlOJ1TuBu4Z0I3H7DqzF5dRHRxPz25tITunq5gqEEKJJZ1itbzAYTnls\nt9v/57lfIuFUCNGhVVVV8E5GPq5ug9BLjoMS0fxvisETza8LWlUZ/cP9uH58P8I3fo014yA+aX1J\nkX1MhRDinJs0aRJ33303FouFhQsX8sknnzBlypRWtz9tOJ01a9ZpGymKwrvvvntmPRVCiHPIZrOx\nJ30/r635nNoqE/qx9eguJ6h1qAQDoDkrMdfnM/nuW1DtDmpeexvfmjo5+UkI0W51htX6t9xyC9u2\nbSM6Opri4mL++Mc/MmbMmFa3P204veuuu055rChK03F/338vhBDuUlVdxd0LPyLn0G68rF5odYHo\n1KAGJ6F5leBr/A5Vg0EjIhl+1XXs/u4g4zIKCa6pQ0lJlWAqhBDn0XXXXcfKlSsZOXJkm9qfNpwO\nHTq0+fvdu3dz7Ngxpk+fTnp6OoMHD27TxYQQoq10XWf9tq1U1tWxJzObjIMnUCu8cfpditG/6TWO\nkm0oHoEYAiq589Y++A8YhOrSGLE9g+CyGk5EhZJ6w/9JMBVCtFudYbV+SEgIu3btom/fvpjN5jNu\n3+Kc04ULF7J+/XpKS0uZOHEiDz/8MDNmzOB3v/tdmzoshBBnStd15i1ezK6IBPCPwlK3Hw1vQOXH\nU+wVUxBGvx40WO2cbIBAl4bny5/hX1ZDUWwES4yevB6f4J4ihBCiFTrDbf2DBw/+z/RQRVHIzMxs\nVfsWw+nKlSv58MMPuf766wkODmb58uVcd911Ek6FEBdMcXERO80+qL5+AASOm0zjJ99ga9DRNSeK\nakTXHKA7AWgkmkN7j5K8IRv/qnqyfPzY7B/Dc7fd7M4yhBDiovDtt9+eVfsWw6nBYDhlSNbT0xOj\nURb5CyEuHF3Xcbn0UzdmVhTUrkOwp38FjTZUxR9jUNNxyj6mYkbXeBBdZaEqMoJJjz7BFXIrXwjR\nAXSGkdMFCxb87PM/Xc90Oi2mzMGDBzNv3jysVivr1q1j6dKlp8xHFUKI86mxsZHZj79MqdMDj/Bs\ngsdcQt2+/dgsGoZII/h6oQ8ZT1zup/j65+JndjKltoLk8gYKgwIZeM9fZY6pEEJcQLquNy+edzgc\nbN68mb59+7a6vaL/sAT/NFwuF8uWLWP79u1omsYll1zCzJkz3T56WlZW69bri9YJC/OTz6qDaK+f\n1T9ffZfPyiJRVAO6rqNlb0CNHYIrfyeK2R/FEITWmMfcv3SnX+8Ych/+hKCSGuq7dKH7fQ/g5efn\n7hLOi/b6eYn/JZ9VxxEW5v7fF6M/33rer/HNlGHn/Ro/Zrfbufnmm3n//fdb9frTJsyioqLm70eO\nHHnKdgClpaVER0efRTeFEOKXbdy5m3fWbOLo8RqIiURvqAYPP/AOQ3c5UU1hqIFdURQFg/Mkqw42\noL63iriKGrL9/Jj498dkxFQIIdqooqKC6dOns3DhQhITE8/qverq6iguLm71608bTmfPno2iKNTX\n11NSUkJqaioGg4GjR4+SlJTEqlWrzqqjQgjxc6qrq/hq8zZeXLcfh3cKmnU/6p6tqJofmlqL5mHB\nWHEENe7q5jaeaiPXHCsirsJCVpcuNFw2TIKpEKJD+uX72ReGw+HgkUcewcvLq03tx44de8pji8XC\nrbfe2ur2pw2nn332GQBz5szhxRdfJC2taaHBkSNHePHFF9vSVyGE+EWvL1/B4txyGusacGneGLxD\noMGIydgNAAPgYd/KwDEhHD64AYsehtnDxd1BduILijgUFMSOwCCemjDZvYUIIUQH9swzz3DDDTfw\n+uuvt6n9okWLTjm4yd/fH78zmGKltvSCvLy85mAK0K1bNwoKCtrQVSGEOL3GxkYWZ+Si9BgMaOia\nCwDlJ39De3n48JubxzD2Mk9GDKjjPlMRParKORSbyFcpPbn/lt/JKXZCiA5L18//1y9ZsWIFwcHB\nDB8+/Pv+nPlQ7rx584iJiSEmJoYuXbrg5+fHjTfe2Or2La5qio6O5oUXXmDKlClomsbKlStJTk4+\n444KIcQvqagox2nywgToHt7orgJc1QXgpaBZG1FVT3RXAwEhNXyzchPdUqK5bFU6EXWNHPXyoiat\nD3Mvv5wA/wB3lyKEEB3WihUrUBSFbdu2cfjwYR544AFeffVVQkNDW2x75513kpmZSWlp6Sm39l0u\nF1FRUa3uQ4vh9JlnnuGll17i3nvvBWDYsGHMnTu31RcQQohfYrXWYzSaCA8Px7usAFuOH6rNinHs\ntWjFuWi+Npx5mYSGh+MV6UPX8CSuvLI3hre3QFUjWlIyE/58L2Zvb3eXIoQQZ60tI5Xn0nvvvdf8\n/axZs/jnP//ZqmAKTSOmFouFJ554gocffri5FqPR2Or3gFaE04CAAP7whz8wbNgwXC4X/fv3x8fH\np9UXEEKIn+NyuZi3ZDEZihmjy0FK3Ul6pHjhGVJNYVkeBRuKaPSNRfUxE5ToR8q1lwNwcsV7VD6d\nT1h5Pc7ERLr/5QFZ/CSEEO2An58ffn5+vPbaaxw6dAir1fr9ISoutmzZwowZM1r1Pi2G082bN/PQ\nQw/Rt29fdF3nkUce4cknn/yflVhCCNFaDQ1Wlqz+gv1xXVG9vGiw2TjxbSbdpl2JajBwIt+GsyQK\nk9UXqksI6BtC+c5v8Wio5zeVDYTVNzQF078+JMFUCNGptIfV+j9YtGhRm9r99a9/Zd++fVRXV5Oc\nnMzhw4cZM2bMuQunL7zwAosXLyY2NhaA48ePc+edd0o4FUK0yacb17Gl/AR2swnSt+LqN4LQgxvw\nDAlCNRgAKMrVUEy+TQ3MkdScyCE2wcXN1dWE1zfgk9aXqDvukmAqhBDt0O7du1mzZg1PPPEEs2bN\nAuCVV15pdfsWw6nT6WwOpgCxsbFunw8hhOiYqqoqWV92nJB+fQAITE1i89sfEeivUa05idM0FFXF\nYNDgR79mzDj5VfZxwqtqqAgPI0WCqRCik9I1d/fg7IWHh2M2m0lKSuLIkSNceeWVpxzu1JIWw2lU\nVBQLFy5sHopdvnw5Xbp0aXuPhRAXrX9/vBxjQnjz47JD2dQXVPFdgxmjZiYrYxkJg4LxC7JSl38U\nPLvg6czmdr2ABIeDk6FB9L9fbuULIUR7Fh4ezuuvv86ll17K/PnzAaipqWl1+xbD6ZNPPsnjjz/O\na6+9hq7rDB06lH/+859t77EQ4qKz9tvtbMgvJKO8GvPJQtJiunBg6UaOZwSgGMdgdB1E9UnAZQ4g\nb18WA+68HK+v12EM8Wb67hy6OXSM3Xsw7E/3SDAVQnRqneHm9FNPPcXGjRtJS0tjwoQJfP755zz2\n2GOtbq/oHfQefVlZrbu7IFohLMxPPqsO4nx9VvsPZzLvUDb26DgAbEcO4FFylMIdXhh8/7tnstNy\nCGNAT3SXjZRxjegludzsNBCbXwDJKaTcd78E0x+Rn62OQz6rjiMsrPWnGJ0vl63Yct6vsW368PP6\n/rfccgv/+c9/2ty+xZHT1atX88Ybb2CxWJqfUxSF9evXt/miQoiLx76cnOZgCmBO7UXVpm1A0k9e\n2XSqk+I8gUfOcX6l+BFbdIIjvv5cfucfJZgKIS4KWoccMjxVY2MjRUVFREdHt6l9i+H06aefZv78\n+We0s78QQvwgMSwMpawcPbhpA2Z77lH8NaitOYniGYZq9MJReQBFq8LLUcf4y/3pu6eeeGcduX4B\ndPvDnXj7+7u5CiGEEK1VWVnJ2LFjCQkJwcPDAzizgc0Ww2lcXBwDBw5EVdWz66kQ4qJ0Sd9+vPLY\nAziTe6DoOnGmRqpCFMwlQThKs3DhIsCnlD5XROMREkH/3YdJdOr4pPVlvKzKF0JcZDrmZMtT/fvf\n/waaAmlbZo+2GE5vvfVWZs2axZAhQzB8vwchwF133XXGFxNCXBycTicWSzUvL/qAdXlWHB5JxJaU\nMX7WaFSDyh5LJYlDI8n9roSawjxGDA8ixxTGpD1ZJFbVyD6mQgjRgcXExLBq1Sqys7OZPXs2a9eu\nZerUqa1u32I4ff755+nZs+cpwVQIIU5n98EDPLd2K7m5uTjj+6NHO6G8kjzzYPat30P/8QOx1dRQ\nWb2HAA87wWnBlDdE8kC1BWdFpQRTIcRFrTOMnM6fP5+SkhIOHTrELbfcwkcffURmZiYPPvhgq9q3\nGE5dLhdz5849644KITq/r3ds4aOMXTjtNbgGXYXq6Q2A5nMCfdNaCmKcKNZKYkxORl0xiI0Hqvmm\nvjuPHfwcZ30NJ/xC6HndTAmmQgjRgW3ZsoWVK1cyffp0AgICePvtt7nqqqtaHU5bnEg6evRoFi1a\nRH5+PkVFRc1fQgjxY/sy0ln67Qa8QgLwiwhH+T6YAiiBYaiNAZSlN1CRWUpSrzgyM09iLVP5Z8YX\nxNTXsNcYxd+VUTy44ENcLpcbKxFCCPfR9fP/db799G673W4/ozvwLY6cfvHFFwC8/fbbpzy/YcOG\nVl9ECNG57Uzfy8oTx+gy5QpstTVoBdvxrErHWqeDzYZeVY1JiUIzOiioTASLH7dPn8zJ117BWmdh\nrzGKl30uw6UYOFbtTXl5GRERke4uSwghRBtMmjSJu+++G4vFwsKFC/nkk0+YMmVKq9u3GE4lhAoh\nWrIz7xjG+Eh2L91EfaMRpd6KR+Ue7NVpKKovztocFJ9QwIFi9Ka2prEpmGYcpDQonJecQ3ApTX9V\nB5sbCAgIdG9BQgjhJnon2Oh09uzZbNq0iejoaIqLi/njH//ImDFjWt2+xXAqhBAtUYD9n+6iROuL\nYlZw1QVgqKzBYGq6tW/064ujegvGsAH46mWMLi7GWnQcn7S+DL51NsNefo8DRQ78zBq/mzoET09P\n9xYkhBDirNhstubb+Waz+YzaSjgVQrRZ3vHjPLXkS05UVVNba0MJ//6UJ3R+OPHpB4rRzpDERm5S\ni/AoKj5lVf4zD9yOw2HHaDShKMrPXEkIIS4OnWG1/rx589i3bx9TpkzB5XLxr3/9iwMHDvD73/++\nVe0lnAoh2uzZ5ev4zh6CsSAH3dkAYXpTuAyMxmVbiWoYCooJp/UQfbv689cIG9aM4p/dLspkOrO/\nrIUQQrRPGzZs4LPPPmseMb3hhhu45pprzl04zc7O5oMPPsBqtaLrOi6XixMnTvD++++fXc+FEB3e\nydpGoo9vo9x/OJrDiuvodsx+KmFBGs4QJ5W1eYCOX6CFmzwNWDMOyj6mQgjxCzrDyGlISAj19fXN\n4dTpdBIY2Pq1BC2G07vvvptx48bx3XffMW3aNDZu3MjIkSPb3mMhRIeXk3eMrPwDpKhHOKj6oes6\nqskb1ZRGkPcxRv1mAFkf5EFtNeE9e/DbEo3wguMYu/eQYCqEEJ1cSEgIU6dOZeLEiRgMBjZs2EBw\ncDCPPvooiqLw2GOP/WL7FsOpruv88Y9/xOFw0LNnT2bOnMmtt97K7bfffq5qEEJ0INm5R8iv+pZG\nk4OMQ0aKiqzopm8wxQ9GMXnj469Ru38Pl4xIw2YJ44a9e4krLSMvMQFnv74kSTAVQojT6gSL9Rk7\ndixjx45tXkOQmpqKoijout6qdQUthlMvLy/sdjsJCQlkZGQwaNAgqqqqzr7nQogOx263c/DILi69\nMp7bf/0ZhSe7gAF0l45n2WYCo8xc2juO8eN6U5xXyszN6SSWlpGflMAX/ftxe0Kiu0sQQghxnk2f\nPp26ujosFkvzc4qiEB0d3ar2LYbTq6++mttvv53nnnuO66+/nk2bNhEeHt72HgshOhyrtZ4H/99i\n9pU5sVcX86uq49TU/PevX0VR6NM7gkuHeXPZ5MFoNgemRTuIr6rniJ8PH/n5crWHDz1SurmxCiGE\naP86w5zTp59+mmXLlhEQEND8nKIorF+/vlXtWwynv/nNb5g6dSq+vr4sWrSIgwcPMmzYsLb3WAjR\noei6zvx3l7NV6YoSqUJkb5Z+uxFfUyW6HomiqBiUevz9G9i84yTfHTzJxMJaEq0OcoL8WRMVzNMz\nZxERFuHuUoQQQlwA69atY9OmTfj4+LSp/WnD6ZIlS5g5cyYLFiz4n387cuQId911V5suKIToOLbs\n2c1/1q/nUG41umIBmx3CInF5hRA5sAGfg/tISEygpCSXtOkz2bzjOFNyi4m1VnI0PIyPe/diZmKq\nBFMhhGilzjBy2r17d2w227kPpz/4YfLqT/9XCNG5fbV9K4vKKzCNn4jxxUVg8UNVPXCVl2AILSLq\nsp6EOCu5cnI03x32YNfXB5hWYiW24Dj5SQl87mHm6i5xjLtU7rQIIcTF5JprrmHixImkpqZiMDQd\nTa0oCu+++26r2p82nM6cOROAOXPmnINuCiE6kn2Zh/n3lh34jBtD5Z79OCv9UU0eABgMkXhoFZi9\nPXHYbSz99AhllTbu8PEhrqyc/KQEPhsxjJHV9Vw9aqybKxFCiI6lM4ycPvXUU/ztb38jKiqq+bkz\nGdg8bTjt378/0DRy2tjYiK+vLwaDAYvFQmhoKFu2bDmLbgsh2quamhoe+/RbqnVPPL7cTGVtNAqg\n/ug1HgYHJ7dtZcoVl7Jzazk31JYTU1bOYT9/lgSEUbxyHz5dQrnBXUUIIYRwGz8/P6ZOndrm9qcN\np3v37gXgwQcfZPTo0UycOBGAzZs38+mnn7b5gkKI9i0zK4vj3l1IrdpBfpkPalgQWngArpMnUA2B\neCjHuHZ6F6pOFNN3QDKRn+wn2FJHhiGAZ5XLceaoKKpKg7PU3aUIIUSHo2vu7sHZGzhwIHPmzGHk\nyJEYjU1RU1GUVgdWtaUXHDp0qDmYAowYMYLDhw+3sbtCiPYuOS6WgILvuH6IF/5eTXOF1Pg+6D3j\nsHsdo8vAUEZM6E9sbATOV9YTXFaHV5809qf2xqlrKIqKyVnN0O5RLVxJCCFEZ2S1WvHx8WHPnj3s\n3LmTHTt2sGPHjla3b3FBlI+PD8uWLWPKlCnous6KFSsIDg4+q04LIdqvfccOcellYexVvGk88g0u\nvQxCAsHLhBrbDy/PYnas2cWg9BL07DJyfT0Z/4c5/A2IXvYZZRYLaSnRXDVhtLtLEUKIDkfvBJNO\n582bB0B1dTWBgYFn3L7FcDp//nwef/xx5s6di6IoDBs2jPnz5595T4UQ7dbnG77khLWSrMzj7Pou\nG9/QQBoqHNhtQzEBWmE1ztByTJqFIoONwC/KMdkaOeLjg371tagmEyow+/+mubsUIYQQbpaZmcnd\nd99NQ0MDS5YsYdasWbz44ov07t27Ve1bDKddunThtddeO+uOCiHan/r6Oq7/x9M0hEaiV5dRm27B\n6BxMo0XF2XgM1ViNagxENQQSG1CKT2gt1zr96GFr5KinNwPuu58usXHuLkMIITqNTjBwyuOPP86C\nBQu47777iIqK4h//+AePPfYYy5cvb1X7FsPppk2bePHFF7FYLM1DzWdyBJUQov169O3FlA26BkVR\n0QqOYbSXoBiapqIbPVNxNR4DYyC67sTP28WMKhs9GqsoC4tk7IMP4e3v7+YKhBBCtDeNjY2kZd9W\nIAAAIABJREFUpKQ0Px42bBhPP/10q9u3GE6feOIJHnzwQVJSUmTzfSE6AafTyafffEmDy8Gh8lqU\niO/XRXp6oemNGPADQNc1jGoJBlUnKLiG6xqcdLfb8UnrS8odd6GaTG6sQgghOqfOMHIaGBhIZmZm\n8+NVq1YREBDQ6vYthtPg4GDGjBnTtt4JIdqdVz9ahD0tnhMHCnA0lKNrGoqqooR1weWzGuoVVMWD\niJBjDL4slG1Rl3Prvs10LymgxD+Ey2bfIcFUCCHE/1i5ciXTpk3j0Ucf5f777ycrK4uBAwcSHx/P\ns88+2+r3aTGcDhw4kLlz5zJixAg8PDyanx88eHDbei6EcJuamhr2l5VS+GklBl8/IlNjMBxeTXU9\nhEUF0P2eKVRl5WH29qZ2j52dtVH8ft8Suisu9hLOy3UDmLn4U+665Tp3lyKEEJ2S1oFHTt955x2m\nTZtGfHw8S5Ysob6+Hk3T8PPzO6P3aTGcpqenA037nf7YokWLzuhCQgj3y8rLpdA7HkOvHgCUVZWS\nFFaGX/ERbFEBBERHEhAdSUNhAV3TYkjZlE03RWOvEskC4xBcioHsogo3VyGEEKIj8PHxaVO7FsOp\nhFAhOo9X3nsddcKtzY/VoHBq83PoFRuMn6GM7V9+gae3J0OTAxhYZkPXNLJMASxgCE7FgK5rhAW0\n+GtDCCFEG3XkOadZWVmMHTv2Z//tTBbTt/hfmd27d/Pvf/+bhoYGNE1D0zSKi4vZsGHDmfVYCOFW\n32z9imO5VgwHD+LVtx8AtsJ8KvanE3lNCiNHpWHakk1klwgC3t2EXlhNaZA/CTfdQY/F66msdZEc\n6cGfb/2NmysRQgjRHsXHx/PGG2+c9UECLYbTv/3tb9x22218/PHHzJo1i40bNzJhwoRWX2D//v08\n++yzLFq0iPz8fB544AFUVSU1NZVHH30URVFYtmwZS5cuxWg0cscddzB69OizqUkI8TOWf/Y59uAr\nIKMSR/E3YFBoqK1i9MCuWJ0Ka9fsJXFALwLf246hsJryUF963Pt3QsLCeePJ7u7uvhBCXBR0zd09\naDuTyUSXLl3O+n3Ull7g6enJjBkzGDx4MP7+/jzxxBN8+eWXrXrzN998k7///e84HA4A5s6dyz33\n3MP777+PruusX7+esrIyFi1axJIlS3jrrbd47rnnsNvtZ1eVEKKZruusXPsxJ2vrQTWimKJw1Sbg\nrIpDt2l0SwniRGE5Rr+ApmCaeYIiXy/6PfQkIWHh7u6+EEJcVHT9/H+dLwMGDDgn79OqcFpdXU1i\nYiL79+9HURQqKytb9ebx8fEsWLCgeXj30KFDzav8R44cybZt2zhw4AADBgzAZDLh6+tLfHw8R44c\nOYuShBA/cLlcvL3sPzi7+jDtz9NxFm9G1zV0XcdVthuVBg5+m05YsA+hH+7GkHmC476ejHj6Rbz9\nW78nnRBCCPHII4+ck/dp8bb+TTfdxJ///GcWLFjAtddey6pVq+jVq1er3nzChAkUFhY2P/7xHAQf\nHx9qa2upq6s7ZYsBHx8f6urqzqQGIcTPKCwu5tWFL1BYBX4lFrr3C8XgF4dW1bQxsiG4FyoZaP5+\n9P72OEH1Tmzx8Yx54O+yj6kQQrhJR14Qda60GE4nT57MxIkTUVWVlStXkpeXR/fubZt/pqr/Hait\nq6vD398fX19f6uvrm5+vr6/HvxVHIoaFndmeWcJ95LO6sHJyc1i7fTU7MzLYm+NLjakvHIGcI+n4\nexupMzT9cam77ERFeXHNsUKCquqojAhlynNPSzDtQORnq+OQz0qI1vvFcLphwwZSUlKIi4tj7dq1\nLF++nJ49e9K1a9dTgmZr9ejRg507dzJkyBA2bdrEpZdeSlpaGi+88AJ2ux2bzUZ2djapqaktvldZ\nWe0ZX19ceGFhfvJZXSBOp5O3V33KvowNFJ7Qqa70wOp0YQiuQ3fZKK83ERt0FIOjjnrdm7BoA3c4\nLcRV1aIlJTHlmaeoqG4EGt1dimgF+dnqOOSz6jjawx8RZ7vSvTM4bcJ86623WLBgATabjcOHD3Pf\nffcxbtw46uvrefrpp8/oIoqiAPDAAw/w8ssvM3PmTFwuF5MmTSI0NJTf/va3/PrXv+bGG2/knnvu\nwWw2n11VQlxk6urquPPZ5/hg/RqKa/0prbsMu8cQFMUXR9569LIyjI5oqiuSmfWbZH57jQc3Fh8m\nrqQUUrrS9S8PyoipEEKIdkHRTxPRr7rqKpYuXYq3tzfPPvssRUVFPP/88+i6zuTJk1mzZs2F7usp\n5K/QjkFGDM4fh8PBu2u+ILe6mv1ZBVh0nUizFZslhNKSWBzWAxi69EXPPYjR/N+pOFF+e/mdVyXJ\nDhdKaleS7/kLqskkn1UHI59XxyGfVcfRHkZOE1/ZeN6vkXvnqPN+jbNx2pFTVVXx9vYGYMeOHQwf\nPhxoGgX9YSRUCOE+L634kM0RURT16UvQhLEYHQ3UFluozj2Jo3Q3il8EitkXFENzGxMublQtJDtc\n7POOoPGKq2TEVAghRLty2nBqMBiwWCyUlJSQmZnZHE6LioowGuX4QiHcLV/TUb+fAmP08cGoa1iO\nx+DQB2D2HYBS0YBWX47u64nLWYUJF3/y3Ul31c4er3Cej7+cosoqN1chhBDixzryPqfnymlT5uzZ\ns5k2bRoOh4MZM2YQHh7O6tWref7557nzzjsvZB+FED9RX19Hzcli1B7/3dbNUF4Npr7/fWyKwWEp\nwBCVRljVWu7xdxBTV09BkB8vRk0goHQflw243R3dF0IIIU7rtOF00qRJ9O/fn6qqquato7y8vHji\niScYOnToBeugEOK/HA47Ly9+h4yTuUT3TyN39xZc3gFUbd+J2mDDYc3F5J0IgOYoBWcR/f3q+H2Y\nJ95Z1eT7mnnGJwYvy17uu3LoKXsMCyGEcD+tAx9feq784v35iIgIIiIimh/LmfdCuNfzy94nDytB\nibFEdkskIjWere+to/yoAWxJgAWX9RuMvlFoSg1e0SO4puQrvJ1OioN8+Ty1L318fbk8Lobxw0e4\nuxwhhBDif8jkUSE6iJqaGkp8PTE32nA5nQCUZ58gZ0Mu0BvFoAB+6K5GlMgkzHWF/MmxlWTVSa6f\nL+OfeoFRsvhJCCHatw4wJ/R8k3AqRAdRWlFOSXYeDkslYbGhZG/cwf6PK9BdISjGH+2goZsxVBRw\nt28OaapOboA/XW69XVblCyGE6BAknArRATQ0WHn+qy/Q7I00pgyg0MsHx5eraKy/BIOxGIezDMUY\nhq478TA7uDfYQh9VZ4/JH9vwcUzs2avliwghhHA/TYZOz/wMUiHEBffN1i2EuQpxdBuER2ovzDEJ\nqMMngV6BwdwFk9EXxZGPmSP8JdZIH7WcfVo4ryhRJMd2cXf3hRBCiFaTkVMhOoCvv9tFSJCO5hfE\nD1vqqwG+aLF16CetYADvGDN/1jT6qBXs08J5uT6c8f39GT5ooFv7LoQQ4gx0hI1IzzMJp0K0U5VV\nVbz1+XoaNThRVELqpf3wPfwd1j6jURSFup1bYcI00DRMLgd/Sl9NnwqNfXiwMDKS4WFGHpkz291l\nCCGEEGdEwqkQ7ZDdbueeNz8kvdEb6iyYjDEMatS5fnJ3tm7fgqaoBChlpG/4ArPdxD2G46Tpdezz\nC+Xd5FQihg0h/nieu8sQQghxhhSZcyrhVIj2xG63M3/JSvYcySK33gODVwCoITjqLSxekUNCYA5j\nJ/fEabVQVOrAuzyKP/kfoo9axx6niTdjuhKWGIPvgf1MnXyFu8sRQgjRwWiaxmOPPcbRo0cxmUw8\n+eSTxMXFXdA+SDgVoh2Z9+4S1h89gtlDwWitQffvgcuajTpwHDqQU1lC7is7CfQuRNfjmoKpqYJ9\n9lD+Y/XiD71iMJqMjJ46jQD/AHeXI4QQ4ky5eeB03bp1OBwOlixZwv79+5k3bx6vvvrqBe2DhFMh\n2gGXy4XBYGBT1jG8J12HoigE1ddS8fFnKD2HNb9OCY4EnwCsqNxnLKU3jeyzh7Kgvh894iq4dpKM\nlgohhGi7PXv2MGJE0wmCffv25eDBgxe8DxJOhXAjS42FJz9aSaFqxM9hQ4uIRlGaNtQ3+PjhGWLG\nWlGMEth0jLBus2K2ObnHp4LeeiOHdS/ecwaTEl3Kn26/yp2lCCGEOBfcPOe0rq4OX1/f5scGgwFN\n01DVC7f7qIRTIdzo9TVryOreH0VRsAGutaub/03XNFTFhV/hVuzWk9gUP8wny7nXo4I0vQGPnr25\ncs6fuNJguKC/NIQQQnRevr6+1NfXNz++0MEUJJwK4TYOh4OyRjuKouCy26hY9SEuu4PKD17HIz4R\n1WTCTjCG8GDuvCmZrxZtYaqpnN4GILUrsXP+JEeSCiFEZ+PmkdMBAwbw9ddfM3nyZPbt20e3bt0u\neB8knArhBkdzc3hm3UZyS0vxDo6i6pu1mJL7YMuvQAtPwFF1AsVaCqljcdjqeX/+en5nUulthCMG\nPy675TYJpkIIIc658ePHs3XrVmbOnAnA3LlzL3gfJJwK4QZvb/mW4tT+aM791HyxHFO3gdhKa9Aj\nB6IAim8IruxvUVEwHtvK74wqffQy9iqRvKwM5nfrt3HTzGvcXYYQQohzzc0nRCmKwj/+8Q+39kEm\nqgnhBlZdpXrLJmrsYTSE9QFNQ//Jj6OqGvDN2cC9agV9aAqmC4xDcAJmk+Hn31gIIYTo4GTkVIgL\nyOFwsGztOqrzsmh0RaD4heJSDDiqDqLUVqPrASiBseiORgLrDnOvp0KybmOP5skCtQdOl52B4SeZ\ncdUd7i5FCCHE+aC5uwPuJ+FUiAtE13Xuf+MtMlMGwrApeHy+CtuOk9BzMA3BffAvXI73yQLw8MPT\n2MjvjDrJNhdefdIYPnU64XmF6LrOyGHXYpL5pkIIITopCadCXCAnT5aQ7hOKyWSiZsUX6IWxeBg8\ncWzahTnVTLeR/YhKjCIoMoJeby4ltsLC8eBwxvxhDqrJREx8grtLEEIIcZ4pbp5z2h7InFMhLpDF\n69aiO+w4K0txHfdEMXgCYCKJcNWJb2QYJsXAwGWria2wkOXnTfagS2RVvhBCiIuKjJwKcZ7Z7Xa+\nWv8pW7My0XQvdFsjPz082Wg2UrVnL9NcBsJyjnMyNZ73ayw8PewS93RaCCGEe7h5n9P2QEZOhTiP\n7HY7S1b8i5NaNmH+KimXppEQ74/ZdBC0enRdx8NwAI/aY8wosRCWc5yS5FgWeXuRVRDBX579kOrq\naneXIYQQQlwwMnIqxHm0afMaCnQNv14j6dlHJf+7g9QHRNL3wd9R9v4ifIJCUHUb1zlCSCguIR2F\nl4400ODyw+jXjdxGF+s3befaqye7uxQhhBAXgoycysipEOdTTkEB9siE5j2V4wf2xllciGIwEBAX\njm+gmelldSQUl7AHT+ZXhWM3DcLo13RcnOqyEhoc6MYKhBBCiAtLRk6FOE82frub5fsbqMmoJ8C0\nhRHTe+ETHIDLqVH89QbiPOA6i4PgBjt6UjLW2FR+41DJPJZHeqk/BjQm9vNhpMw7FUKIi4es1pdw\nKsT5MnfxGixhlwJQTTw7P91BgF8DSlg0CZddwoRF7xPc6KI6MoJBf3mAbt+vytd1naKiExgMBiIj\no9xZghBCCHHBSTgV4hzasGkVdqUMW4ODBqcLV/YOUM3o9lpO1pXhSEwkWHEwdtlK4htd5Pl5M2DO\nPadsF6UoCl26xLixCiGEEG4jJ0TJnFMhzpXde7cQ30dn2PhkLhufBLVVGEL6YgzuiVrjRFWHYS2I\nZHp6DsmWWg66TLzrCiE4LMzdXRdCCCHaDRk5FeIs6LrOqm82klNRiVbyHbMvHU91VR35+RWYvAOx\nKQq65kTRPDErGn/03UcfUzV7Gjx5tXE4jio7by78iNtvuc7dpQghhGgPZM6phFMhzsarKz5mVUU9\nnsd2gWpi++x3KfftT51PHEZrA/gBigEjjd8H0wr22kN5qdwDfFUUgydHc6vcXYYQQgjRbkg4FeIs\n7Ciz4Mw6RNGg36CoBrSibPQKK6pPMM4eI/A+9jVRkeHcGFNGitPOfoc3r1Q0oHv3QqFp5DXIX44n\nFUII8T3Z51TCqRBno/FEDrWRaSiqAQA1OhlX6bcAKN4BhMUG8ohvJaYyO46eMXxTY+XqYd04uK+C\nyloXKbFe/On3N7uzBCGEEKJdkXAqRBvt2rOTiBhPjpdW4yjMg5PFEBWNbrMC4FFbwh0NJzEV1WDr\nHs2ePlGMtIZw7ZQZGI1GdF1HURT3FiGEEKJdUWTkVMKpEG1RVl7Ks++/gz2kG/re7zDUWzGo4Wj7\nM/EKPUZcmJ2bG8qJrqqhqlscy/R6PPPLCYqEt1a+zW3X3oqqymYZQgghxE9JOBXiDGQeOczKzevY\nuWc/JQGj0V2R6I5KjGo4AKoSjbmuiJsqThBdVU9Vt3iyfj2BoN376TGsPydzjmOrqebI0cP06N7T\nzdUIIYRod2TgVMKpEK1RVVXBH557mmqDCUd1NZhD0LwiaLop/99b8yZc/N7fRpcqB4Wh/hRcO5q8\nb/cQ1zMZgJCYSI5uzMOUID96QgghxM+R/0IK8QsOHM5gfcY+1u3YQZ1PJLZqJ66GZHTNiFaxBUPK\npegRAbgKSvE0hDAneA+9zA7SXb4cGtSdQwvep9+ogQSEBQGQs/sAYZo/ycmpbq5MCCFEuyRzTiWc\nCnE6eccLWHhgB1Z07D7BODDjaghC9Y8HQHU5cBzdgBoUgRZ2gjlkkeZlZ589lAX1/eiy4wAjhwxj\nSGIa6d9mUl5RTo+weK759VRZCCWEEEKchoRTIX6Grus8sfA/hPWLRzueh+PECfSwZBRjVPNrFIMJ\nomIxpA3mvh35pNn+G0wdmoa/pnD7db/FYDAwKG2gG6sRQgjRYcgJURJOhfg5xwuP0+CqI04rxbtr\nGK46KzuPV4BDR/cIRFEUXNXHMMb585c9H5Fms3DYaGZBWSAaZQzrY2Duo49jMBjcXYoQQoiORG7r\nSzgV4udoLiddIrzxHzocRVUJPGnFdTgPzcuAUvkNeAZijArk7+U76WptoDLan8nzroGPCxncfzyR\nkVFy614IIYRoAwmnQvyEruus3vA5jV5BHPr2EGExYWwr8IChV6OczEP39scjJJoH931EV2sDOVER\nZPULJbKoCl/vUKKiot1dghBCiI5Kc3cH3E/CqRDfq7ZU8/WuneRkfceXxU5sA68Ahw3bu5+iDb8O\nBVCCIvDY8wUPl+0mob6O4pQElnmZSMwr4FCISnBYCDt3f8OQQaPdXY4QQgjRIUk4FQIoKS3lkc8+\nJ7uiki61JdgG34iiKDjrLDg8w/hh5qjJ5eRPNSUk2JuC6c7pk3B+/hWEhDFmUtOip29WHwFGu6sU\nIYQQHZgiC6KQ8xOFAJZv3UpmxiE8ouPgx8eK2hrRnaBVlGByObl7zyek2esojItm5/RJlObmo5k9\nyS9tbG5iMDVNDRBCCCHEmZORU3HRO5aVQWP5t0xMgeITO1B8DPhnbaEmeRhqQDDG6k2oBb78OX0N\naY4ackIC+SDAB/Pu/Rj9A7HV1BIW4gOApbIOp9VfFkMJIYRoG1mtL+FUXNx0XWfnvs/wj4+h7yUD\ncNjsrF/8JdOu6M7hfTsxe5rQ00yMOrqDBIeL4hAfcofFcWWkP7t25pKfmUHPSZfjcSSf7Wuq8PTw\nY/K4Ke4uSwghhOiwJJyKi1p6ZgY7CyoJSfAmsq4BL18vBlw+iMpqCwNG98NZW0/P3QfwtbuoTwgh\n+q9X0sXUNAM1fUsGwwdfin+Vg5n/dzseHh5urkYIIUSHJ9PCJJyKi9fRnCwWZe4k/JoZ6JrG12s3\nM2HKIByNdrK3pmM5ks2ovbn4Wmz4DUxgf4wXPZxOPE0GNn+1hxrvBGI0M7OunIaqyvRtIYQQ4lyQ\ncCouWh9v/pqg4f1wNjaSteMgNpuZjau24mN0EeFrZOiuLCLqnXj2iSHhvisIrm/gzTe2kNXgpK7P\nUIyXRbLbaiVw/Vf8avwkd5cjhBCiM5B9TiWciovTP155k+/y9jFoSE/2rt2Frc8YFFVlT1Y6U8It\nDNp4kLB6J5URvqysLiVhwRpKGz0wesdQFeyJV2gkAAZvb4pOlri5GiGEEKLzkHAqLjonTpxgb8Zm\nTHG9+OIfy1EDgvAJL8EUFY1XQk9SV71OWIMdtW8s0XeMpfvne/jE2B8lKARd03B9/RldunYDwGW1\nEuXl5eaKhBBCdBqyWl/Cqbh4FBTm883ejRzOy8DH14esPQYMnpdBA9Su2UfoDG9u2bmelO+DqfmO\nsSgmA55+nugGv6YTolQVj6g4Qg/sx240kWQ2c/01091dmhBCCNFpSDgVnZ7T6WT79i18sns1rqg4\n9IhECrfuwuAZ3/wasyuKW/4/e3ceH1V973/8dc6cWTNZJvtKEhIggSQssqO4gIC4gYJWq61Wba3V\nqnS7vb3W+7u9bW/b29airb22dnGtdUFFQUFFFGVP2ENCWELIviezz5lzfn/ERrm3ra0SJoHP8/GY\nx4PM8j3fz8z48D2fc77nrHuO0mA/tQ4raYvLybZa0CM6dQfbUCZaB5+bqJh87/rPy7lMhRBCnHqy\nWl/CqTizHTl+nB8/+TvykrzUep2ozQGCPX0YCQkY3gCq5sRKlLusOygLemkcnc/zkRB39OWw9k87\nOdzWTcCVgeu9dUSy83GHAtw8ZaIEUyGEEGKISDgVZ6z3d+3i/z2zhs/MTeD1WgdFVy8AwN/eycEX\n16Ar9dh7LdzlOEGF5qdx9Cjev2ox+rrNrHlrC0fcGmnzLsOuKKS3d3CZ6uDCWXOwWCwxrkwIIcQZ\nS445RU7OKM5Ih44d5cc76mjXDTpONJMwfsLgY660FFwpKYwvjPKN1EYqND/HcjJ5/6pLMTQLYV8v\nbReei6OsgsZ3NmGaJta0VNq9fRJMhRBCiCEmnVNxRnrilVcJ9fSQW5DKnu4I4XAtcTk5AER8frTe\nLu5KcZEY9NGdnci2cckcf+c9upr7STpvBqrNhs1mI654DN7jDTg1jdJRBbEtSgghxBlPkcaphFNx\nZtrR3YNy7uXoQIdhkFK1mprfPY2/3YLq7+ZbmQaJdV20JDsp+vcr+YLVwvtv7eWVYybO9IzBcVSr\nDVftQS6ZPI1J48tiV5AQQghxlpDd+uKM85PfPoKRkDz4t6KqHD/cg7c+F9M7ga+43BQGIjTEaRT+\n4GoU6we76sMq/3nnbWi7d2OaJkY4TE59PT/50t1cPOu8GFUjhBDirGKYQ38b5qRzKs4Yr2zcQE1X\nJ8faajD7LVA+G0VRiHr7CfrtOI1kvureRbm1k12hRPLvruDZ36+nuHw0oX6d4oxzyM3O4dsLL+XN\nHduwWyxcft3n5DhTIYQQ4jSScCpGvHA4zH2/+i/shRmEAn662vsglELPS8+jpadgOtzYMzP4anMV\n5dYudoVTeSzq4TfFGUQMKExdREZGBpo28J9Demoa1y26NMZVCSGEOCuNgM7mUJPd+mJEi0Qi3P79\n/0f+RZMZN6OMjMJRNIQm0uOai2mdRajRhjUxg6/7DlFu66Iq6OAp08kNNyaRlOymszlMdnb2YDAV\nQgghRGzJ/5HFiPazx/4IWUnUnfASrqwj6tXRXR+eNsrmyOWr7z9PqQoNyW7yllzPnaFW0PrZsPo4\nM6cslRPqCyGEGD6kcSrhVIxsx6NeCudfOPDH2DEcfv5lCLaDIw2rqXOvbwMTVDie7GZjRQGXO6zM\nn700tpMWQgghxN8k4VSMSO/t3M6Jjg4U28lfYcWu4Q5txghmcBftTMBPXUICm2eUEujooSi/MEYz\nFkIIIf4BprROJZyKEcU0Tf71lz/nqM2Gv62VHM1PsKeUmpd3EuiNYDqjlNxxCwsefpgSw6BKy2Kl\nOYO4dZu4/9arSUlJjXUJQgghhPg7JJyKEeVPa1+i0Qqaw05xtImM1ETe+slz9EXORVEUNKOHRX98\nkrEfBNMH42YTVSx4KaC0aGyspy+EEEL8fbJaX1bri5Fl48EDqCWTsdXvp82Rz4buAnp9mSiKgpUo\ndyccZqy3h30WGytds9CVgXOUmuFent/4boxnL4QQQoiPI51TMSK8tHEjb9bVc7QnRPK7r9F2yEuv\nIxvDFsFiAzvRwRPs7zEs7JmcyqimPRzryUTTu1GKklgVcXHswV9Sb01Aw2R5WRGXnjsn1qUJIYQQ\nH5LGqYRTMfxt3LGDR1p8mKMnYhk9kfbtG/FaS7FqHkxdx7Rv4S7re5Rbg9RqDt7MsDB+1nRcDcdJ\nPHCAI1nnouSMJgpsrD2INqkMgIerDzOxsJHcnJzYFiiEEEKIQRJOxbD2s98+yIajJzDnXz94n2Vs\nOVQfADzYFIWvOv1UqEECY7M4mBNHaWk5idkZJGZn4lfjOGxmoADhowdRckYPjtOfnM3BY8cknAoh\nhBg+ZLW+hFMxfP3o4f+mbfQo0uPiaPT1o8bFA6A3HEGxJGI1o9ytb6Fc9VGjwRrTpOatw9xw3tzB\nMVoOtuA91oGWqqC4HCiprsHHUjvqmXjBxae9LiGEEEL8bRJOxbBkmiaHe9vIK7qAxNEm/re20hO1\nE+7uIlvpoTEY5E4zQpnipc5i4rtiAuObPJSfX8bbv1xFQl4evq4Qh3c4MMNJqBlBnBOnkr/rHeyq\nDwsmn5lVTpqcWkoIIcQwoshqfQmnYvjZf+gQ//Hyemw+P772DuLSUhk/byZtBw/Rm+pAOdTNvxVa\nyW3upr4wn5psk8mj0qhtN1gwYRxLL76I7/7nY1QfTgMU0j11TC+qIC/ayQ3fWIHFYol1iUIIIcSI\nc/jwYa699lref/99bDbbkG1HwqkYVlraWvnhU0+ihjqxZqZT9eom0nNTMaImJ+q7iU+K485OL7l9\nXg4lxvPr3iBZhkl9uJHe6Zfys8qtZNbtYsbFo5k724ppmiy98l+Jj4+PdWlCCCHExxtyeXzPAAAg\nAElEQVSmjVOv18uPfvQj7Hb7kG9LwqkYNmoO1/LsgS1Mu2kR3pY2jlZV0x1S6bDORLGpWMfo3LT9\nMUYbQfapVn7aaSM0cTHNKDiObaNoUoi4ydMJ1uzkSEoc143Lp7y0LNZlCSGEECOaaZp897vfZcWK\nFdxxxx1Dvj0Jp2JY8Pm8PLp+NbmLzwUgLj2V9jYvzuQU9Nad6M3drAi3UWEE2aUmsjJ+PpFoBPPA\ne6gTziOQXEHbhndwpiaTmx2PNTmJ1s5OymNclxBCCPFPifFq/WeffZbHHnvspPuys7NZvHgxJSUl\np2UOEk5FzL3yzkYe2biJOGuA3A/u2//eHsIzriDOZsP/2jruDfdSEe2jkkRWGmMwFAuqZsE03Rgh\nP+x9ly7baKiFSMZhErr7mXHFZ2JalxBCCDHSLF++nOXLl59034IFC3juued47rnn6Ojo4JZbbuHx\nxx8fsjlIOBUxtamqkt+196MmxxNfVMrxyr3YXW5ajnei5NjQgkHu7DpOhdlPlZbFQ3GziXRU85cl\nTWY0iFm3BZurDEVzAtDe5WasZpHjTIUQQow8Rqwn8H+tW7du8N8XXXQRjz766JBuT8KpiKndx09g\npOfgCrShaDa2/HknEcdUsNhILenglsqNlH4QTB+Mm42uWFAiHZiRAIreTWqGD2vUT7v3IwdoqzY0\nWZEvhBBCnHKKogz5NiSciphKczlR6mtxHN3LgTd8hK0VWJxpaIaHL6xZRSle9mBhpZ6BHglg9e4n\nfVSYiLYDR3ICnswc0seP5b2HNxJQJwIw2nGUxfNvjnFlQgghxCcwzK8Q9eabbw75NiSciphZ89br\nvPDaKtwOBVeaBy0zjVCr9cMrP+Flt67yjA0e//aVNLe1UzH+EhwOO8+se5XDRVmo2sBXeOLiItKP\ndpCUmMjyy28kKSkpxtUJIYQQ4pOQcCpOu+q6Oh5e9Qx1zc14RhczZnopRiiI9ZUqVCPE3ZE6ys12\nKnUXDyqTiSqJPPrndfznN784uDvhyrnz+emLTxMqG0O038cE08pt99wQ48qEEEKIT2mYd05PBwmn\n4rQ6UHuQ+597huambkKzbqDDauPQa1twqQGStAh3JvRQEvBSGVZYSSmmOx0FeP9QlK6uTlI+uNxo\nfHw8377m81Tt201Cegbj546PbWFCCCGEOCUknIrTIhIJU11Tzf+8tRqHGiBUehGK9YNLn5XMJFq3\njc9FLJQEvNQnOFhrODDDowZfr6lRrNaTL5Vmt9uZec7001mGEEIIMbSkcSrhVAy9umN1vLztVRIL\n0zF1Hy1dBqYzwl/W+2l6hHuaqykL9FLrsJL33SXc6g3x3z/aTWu4BCXczaWzU1j3/mv0+nup3N0C\n1hxmlmZy49WLY1qbEEIIIU4tNdYTEGe+1e+tZvzCaXR0h+gO2wi4MjC7mjG7W9ECXu5954+UB3rZ\nnZjGu7ku7PEu0rI8fPd70ylL28pdl2WCrYX02ZmMW1jKvM9WcKS7n0fe7eXVN96JdXlCCCHEqWOY\nQ38b5iSciiFnaFHWra7ihUNJHA6noUdNLBbQ+rpYsfNFJup+DsQnsDUbZk7JpL2xHYC4eBfnTx2H\nandgpjhQLQNf1/ScFPKyDSJaIvuPNMeyNCGEEEKcYrJbXwwp0zSp23+IfdF8TFsU55RzURQFLRzi\n9td/T0U0xD6rxoYsB//1rXnsrmriNz/ewKhxaYwpTOeCqYv5tyffJCcrdNKY3r4Iih4gJ02uAiWE\nEOIMIqv1JZyKoWGaJg8+9TSrtm7BzBmP1ZOOcbQWwkGsmpU7dqxhQjTEgbRM/nTZNYQO7eXzK16n\ntS6bqDKbg41Bmkcd48jxRxmdrtFwpJtXn9HJGeVh37bDhPrSWDLOz/VLrop1qUIIIcSpI9lUwqkY\nGv/28G/Y4C7EVjwRV/lUAOxFJfjWvMCXNYMJnY3s0Wz8+bJrCB2rZWxxGrX7s4gq2QAoqoMDR6Ms\n/84FOOOcREIRHvvlOjYfT2fFeYu4Yt75sSxPCCGEEENEwqk45d6r2s47nV5I0LDEJwzebzMMbg32\nURbqZZ/VyiOKiUvXsTUfImHGJSiWfSeNY7Ma2J12AKx2K6VFSayYPJPy0nGntR4hhBDitBkBC5aG\nmiyIEqdUOBxm7e7t2B1WFHciwcZGTMPAquvcvP7PlId6qXSk86ckJ6FoMtH1L5KcmUo0FKZ40QQc\ncYcxdR829QT5hV5U9cOvqBZVJZgKIYQQZ7iYdE6XLl2K2+0GIC8vjy996Uv8y7/8C6qqMmbMGO6/\n//7By1SKkeOBPzzKqj1NBO1pKB11mBELiicH32vPcVugh/FBH5U2Dyvji0m21WOEgvTV+yi5eBQn\ntmzDFhfHqGkWlLa9XPn5i+jrSOftZ98gKS2Z9hPtfGHxLbEuUQghhBhSiiyIOv3hNBQaWHX9+OOP\nD953++23s2LFCqZNm8b999/Pm2++yfz580/31MSnULVnF2vq2vGPugAAM3085sancETS+KqnkzJH\nkMqInV8YVuyWanq96USNSUQV2PLIFubeeyG2+Dg6tm9FSxxNfXUDJVPHEPCG6Drcx9ev/ybx8bIy\nXwghhDjTnfZwevDgQQKBALfccgu6rnPvvfdy4MABpk2bBsDcuXN57733JJyOIIfrj7DyhccxrAWD\n95lH9+JiMvek1lJuDVIVSuChYBGKqw3NYSPUU8RfmuOhkIftv36a/LGpWHw+kjJLWD5/CSeajjO5\nYjLp8zNiU5gQQghxuknj9PSHU6fTyS233MLy5cs5duwYt95660mPu1wu+vv7T/e0xKfwxMa1lFy9\niMMPr8GMG4+i2bD6+7gnsYNyaye7wqk85C0jYjRhSUwg1HEIzLGgOIl496FkFtNrH01v537u/OJk\naEsmOzub7OzsWJcmhBBCiNPstIfTgoIC8vPzB/+dlJREdXX14OM+n4+EhIS/9fJBaXLy9WHBMAxa\ngj7GupyoRSVo/losEYN7tROU4xsIpr5JhIKHUBMywdFMrieF7hM76O5JQ0nJQnWlAFCvT2LD2weZ\nO8Eun2+MyPs+ssjnNXLIZyX+YbJa//SH0xdeeIGamhruv/9+Wltb8fl8zJkzh23btjF9+nTeeecd\nZs2a9bHjtLdLdzXWKis3sW7zW3R1+4nqUVSbjfjiMu7YupoJuo99DhfPpKZjHNqKJVklzuPFkZOM\nosTxnVsnsqnyNV6uzh7cg6EoCoFAFNVwyecbA2lp8fK+jyDyeY0c8lmNHPIjYng47eF02bJlfPvb\n3+azn/0sAD/84Q9JSkrivvvuIxKJUFRUxKJFi073tMQ/6cXVz7BmfxX9Onj9Ots27ieuvYmbG2qZ\n0NXMbreHzYvmMKm4AIDOXZWcmxnhucMOWjrD+EiktHAGe47s4Eg0BcViw+3dzZikZFTTzYa33+Xc\nOTOxWq2xLVQIIYQ4naRximKaI/OcBfIrNHZaW5v5wsO/xL5gGSgK+pb1GD193G7C2Kbj7NU0Di09\nlxNtfXjKJxJoa6Vt02Y6zQS8hkbI4uLKcXlcODYXUHhnSyVWewJLFp7Pw4++xKY9dkwsTCnu4ec/\nuAubzRbrks8K0t0ZWeTzGjnksxo5hkPndMzFjw75Ng6tH96nZpQrRIl/SkdHO7f9+zexXX83encX\n3a9vx+I3uSvSwFirSa1DY22aC72hh/6jx+np6CPO286B3iwMazw4rZjedkL+wzRlefB39TN6bAbL\nFi5j/Zsb2bTXBRYnClB5xMbzL77OdddcHuuyhRBCiNNjZPYMTym5QpT4h0WjUe5/7BHCWUWYuk7X\nq1tRe/K5y+ig3GpSqVt5Kn8c+Qvn4e/qIf+660nPSaWh04maPBlrYgkWMwNFV4iqYfo7ekjNz6TH\nHaKtrZVQKILJR3fjq4QjeszqFUIIIcTpJ+FU/EP8fh+rXl1Nl0UlkjKKvu1bUPuifFXbQbnawS4j\nnQeio6k1J3LiYDNJ8TbiD7xLMn56QvEo6kCTXrW70aImUxefS+vRRgA0p5VQKMT8i85lQm4rpmlg\nmiaj0xq5YvEFMaxaCCGEOM0Mc+hvw5yEU/GxGpoa+cofn2Ltzje4dl4BmicF98Q53G1rGAymD0Ym\nEbEpKDYnPn8Ui9PJ6II05lxUjksLnTRedmIUu8uJZrcSCUUIHe4lJycXh8PByh/dwReXOrnlCgcr\nf3ArHo8nRlULIYQQIhbkmFPxdxmGwZd+9EP8CSnoXgfda46TpeksPbCTUjVElWHnFz0q4YSjKKUz\nsXibsaUECcWl8vzz++m0+DBMDWvrZgxHGjZfPUu+PI1IKIz/eA8Wp48vLLkJVR34neRyxXHzjVfH\nuGohhBAiRoZ/Y3PISTgVf5Npmtz2g+/jWPpZ4lxxGJEwnS+u4rZIL0VeL/usVt4fFcf1547nmWf2\no7RtISkJwonZNO87jt+RQ8SSiJI+HrPzIAsXpEI0mXeffAuHPZlffPc+NE2+gkIIIYT4kCQD8VcN\nLH56gqOKlRRXHAA2ReGecD9FPi8nUuN5ceq55LTtxqYpuG1e0lPthIMhWjozsF9wBXbAv2cXXm8X\nuj0NPRxB6+sgOz2Jz15+owRTIYQQ4n+T1foSTsVft/rtt9mWnI9ZvR8ATY9ww7qXGeProyqqsv7i\ny4kcrkFz2Hnlibc47wvLcKelUr2pit6saYPjOMsn4lu3ibhwJ9bOeGaWeNDjJlAytjhWpQkhhBBi\nGJNwKv6qzr4+Utb/iaOtcbT86nFWuP2MCfqoJI4HPQtQn3iNFGcbrYV5VJxXgTstFQB3YhxGbwdq\n4sDfRlcbxZETXDIni9T0eIKNGpfOvyqWpQkhhBDD1whYTT/UJJyKk5imSV9fLzX719PRn4M1eTb3\nmNuYEPRRaSbxUNI8oooFw5KNxd7L0tsuY/em3UQCQaxOB3nlYzn62CuQPgZFUbg8P5XP/fS/Yl2W\nEEIIIUYICadi0MOrVrH2wEEiTcew9zYT0K7kXnMb5bRRRQYPBBNBsQAQDXShpHlQFIWK2RVsWb+d\ngGmht8fH3IJCcrJyePdEK7U9Xrbv28e0srIYVyeEEEKMANI4lfOcigFvbHmfZ6rrac6aTkf5Etoi\npdyj7BoMpg8ymaj3KEp/HVrPDiJ2Kz39Nup3H0S1qMyYfw4pkV7yVYMpEybzWFeE2lETqEwby8+2\n76Wjs4NIJMKjz6/m50+8wI69+2JdshBCCCGGIemcCgB2VR8gGLWiuD1YtrzL1xJMys1+KnU3K0MZ\n2EJrKbsoj9y5JWx94hUyx4xHOXIYtauLva++RV+vnzGTx9JW08z26gNEsj7slHZnFrD7YA1rtx3g\n7WgRimbl1Zf28B9hndnnTIph1UIIIcTwoshqfemcnu1M06Szq5PWph0Q1bFGdb7mr6PcbKNKzeQh\n+7mYmsFV141j2YJSqldtoFNPJWPKeHoMk5d3+djcZMVMyaKwrIiZy87DCLej9PUMbsPV0USmJ4nt\nvXYUzQpArzuP9bsOxapsIYQQQgxT0jk9S725dTNPb91Me283RmcrFk8mcW2H+HJ/MxV6P5VRJw9Z\npxE1gmQnneCSpUuwWFTOn9lN53YvNWs2oGcUYJ16HlFgp78f+5v7uHB+Gbk5GVzh72HLkQYcmsLl\nxQUUFhRgN7fg/2D7pmliU41YvgVCCCHE8CP/a5Rwejbavm8PK7dX0h10YdrjcSVpmG09fBmVit4W\n9ttt7LryAjx/ehGnFuEHD9w+eHlRh81k9LypHHxzBxZPKuHmBsKtLWAanEjw093SRaozlWsvvpgv\nAWlp8bS39wNw/eQsfr/rGD5rAqVmE7d+7poYvgtCCCGEGI4knJ6FNuzcQbM/nmj2BAD0rnRWnHiV\nCsLstKfwiC2JRaPz0Gw6PckFbHmvhsQEB9VHumhq66epaT12Mx5vYz1mcg7amHMwTZO6bWtwNTmZ\nd97Ff3W7Ny1ZzIIZTbR3dlEyZhF2u/10li2EEEIMf3LMqRxzejbauWMnemoRANaozoqGnUwkTKUn\nnwcKzqUvqFP56OP0uDJIueo6XmxwsbMhTPacWUxduoA5l0zH395OnK8frXAg4CqKQqR8LjZH4t/d\ndnZWNhPLyiSYCiGEEOKvknB6FjFNk7c2bybka0dprkEL+vna9j8zsfs4O52pPDBuEdGUHEybjUZ/\nHNYkD3pzA/bOBoKBEO31TQBkjc4h3qVxzaxpmJHw4PhWXy/pnuRYlSeEEEKMfKY59LdhTnbrn0W+\n9+gf2bvnLfymhq1yP1+L20qFLURl0M0DWgZRdeAE+xoR/G29GK4ESnzHKV4yD4Cmqj3YXU5CgRBl\n2VnceNliDv7ucXZaPFj1MFdkOBlXXBzLEoUQQggxwkk4PcP19fWys+pt2ts7aG3ZhSO/kNZKna97\nwpQTospMZ2WXHXpNjP4OVF83elw6ypQKoicqKZ59zuBYWZPK2fP0KkoyCvmvr38dgB998WZaW1uw\n2ewkJ0vXVAghhPhUZLW+7NY/k/X39/HulifILOznz29toNbvpqXPyletPZTTThUZPKRMR7dYUbCS\ndvQ1DKsTtXgqSkouRt45NO46MDhesKOb80qn0e9O5Xt/fpbd1dUoikJmZpYEUyGEEEKcEtI5PYPt\nrHyHA51+7n86DXP8TTiad/PNcBelmm8gmDKNSCQAhoHDUU36+Ao6tdzB1xsON+6GY3RRDaZJWkDh\nNTMOf+E4AA5V7eH7iQnkZefEqkQhhBDizDICjgkdatI5PYN1tHfxzJFMSCvAZndxT7CH0vZGdsV5\n+FmvTqCvinDrW8THHSYzL0xndQ3Ww5sBMA2DzIb3ycxPZbw1nn9ZeB0pSRmDwRTAW1jC5j17YlWe\nEEIIIc5A0jk9gz3/7ibM3EuwRXW+VrOWit4GdqoJPBBNR89LhEgYpaQcZ+e7FJcksafJZNkl2Ryq\n2UH3seNc+ZWF2F0Ogl4/a99dR3ZKJnR2QdLALny1p5O8zIwYVymEEEKcOUxTDjqVzukZqqOjg/b4\nNNx9h1hR/SoVPQ3stHv4RdxEIj09WKJpWO1jUVu7ccfHU1Y2iiS7RlZRLuddMomKqfnYXQ4AHG4X\nPVEfc6dN5+JgD47q3Tiqd7FQ9zJr8pQYVyqEEEKIM4l0Ts9ApmmyZMU3cZZP5Rv9LYzta6TSksBK\n9zQiFicWNQnVGgeAJT4flVa6G7txRIIY0SiqxUIkFPpwPMNAiwz8+/YlS7hV1wHQNPn6CCGEEKeS\nKcv1JZyeSdo6Ovjek0/Qc2gzetEibq/fxdhgLwcyc3k47EbvqkEJ96GYSSe9Lhr0c6TZpFtVefOp\n10nLy6SnuQf1lfdISPXgCClcf/GywedLKBVCCCHEUJGUcYaoPXaUOx98iDyziZS8HK44VkV5pI9K\nVwq/cuUS7TzAvBnp9Lfq1Bxuoc97AsWZjrV3D+YoF/ubDPJnlJMzcQxH3t2KZcY8Snr7Wb7gEhRF\niXV5QgghxFnBlNX6Ek7PFPf/4THG2dtxOuKZU91NqWZSGXDxM1Ixg1FGp1iwKxHe6CmA7DTU/hos\nRj3uuCDHlAUo8RrdO1ow9IOMnjOd6jUbmHTlNRJMhRBCCHFayYKoEc40TVate4X+YzVUHkpgWl2U\nUs2kKpDML7umoBzXyPFXU1CcwYZ367AbvcR7erHaFSo8Vvot+SjqwG8Uw5VJy9E+In4/c9OzGFs4\nOsbVCSGEEGcX0zSG/DbcSTgd4R5d9TTv9LbSY0xlRZKLibYolQEbD3aWoqOiqAmUnlNGb48PJaUc\nS3sL0d4QoXHns90+CtPfPTiWaZqYgT5639rEkosXxbAqIYQQQpytJJyOYG9u3sTa2hp2v7KHe+0t\nlJttVCmZrKQU3QgAEA3v4fDWXTQGHRiNNRQUF+JLyIKuNtTMQkIZHpwtW1H6m4hveZtJM/MYt2w+\nv3/7Zfr7+//PNiORyOkuUwghhDh7mMbQ34Y5OeZ0hNq8cwfff3Ed8ekZ3Kk1UWb2UqVk8pA2nYhe\nSzSuETUAWtpkGtrtaEfeIPuGJTQ0d6D09qOWTAfAUn4uRQ1bmZGlo8++BMsHK/Hdk8exffdOLjr3\nAgBaWlv59189x7Fuk/Q4+Oq157P3yDGCEYPFc84hP3fgsqeRSJg/PLWa7v4Q0ycVsXzp/Ji8P0II\nIYQYmSScjjCGYfCTPzzKc2/tx1a8kDuOvkOZEqEy7OBBSzER/3EIBVCTk7HFlw2+LmKdQF8ogife\ngq/Td9KYrqRkcrM8HNGjg+E01NNHclLe4HN+8fir7PIVgg26Q1G+/ss/4S2dj6JqvP6H1/n55xZQ\nOCqP7/zgN7x7KBlFtfL69l3Y7RZmTZt6et4cIYQQYoST85zKbv0R599+/SvWHmvFVjSfezveoSLY\nTKUjmwcDKpHuVggEMTJskJg8+Bq9Yx9Gj5fux6vh7a1ckBcEfx8Als7jpAabmD1lOuaOQ3QfaaDz\n4BHSWwJMKps4OEZv8MM5GL5mvPnTBhdSNbrHsnrTDgIBP7sPhwbvD5jJvLGp5jS8K0IIIYQ4U0jn\ndAT57UuvsL2nH82Eu1pfoTwapDJq4xeJ04j2vopjVB/x/lZQFIx+nUAwg4CRhxJ2o9pSAGhqzWB+\nUpBbPTW09uoY1naWf/4CXl77FLdc8Xm6u7ux2WykpaWftO2SbDeVnUGwOAAVJRIYfMw0DawqWK02\nnFaD/shf7jdx2uVUVEIIIcQ/aiSsph9q0jkdIV7asIFfr3+fyIl2vtLTSnk0yL6cQv5w/iWED76K\nJyeJvOJ03AlO9N4An1lYzGULLEzI3Y9iiR8cR1FtNNS1s2B+KfPOSae40IOqqky+eBzbdr5PTk7u\n/wmmAHfetIybzoFzMzpYPsXF5VlhVG8bZshHuX8/N152MZqmceOSSSSqJyDUTknKCe7+4pLT+TYJ\nIYQQYoSTzukI8dif/4gj/hy+4j3ChEA/u1Q3D3XbcExMxJqWyqhzxhE9dggzDCVFaUxePAebw8aE\n6noe/I9ddPdPAMATf4KFF47i8Oa97D/QwIKbFgMQ9IfQ9b/9W0VVVW6/4arBv03T5Ir9++nz+pgx\n+RbsdjsAV18+n3nnnUNXVzd5eblkZ6XQ3v5/V/0LIYQQ4v+SzqmE0xHhpZdfoDvi5p5wCxXhbnYG\nbPy8pRAdlUDDGlR7O4k13Sy6bBqpGYls23YEm8MGQGFpPrMv2MvBvZUYhoXUhBBenxtTAYvLTk9H\nL3pEZ/Xzm8nPncQ/urZeURQmlZX91ceSkjwkJXlOUfVCCCHE2WM4LogKBAKsWLGC/v5+rFYrP/nJ\nT0hNTR2y7clu/WFu+46d/Orl1dxhU6jwNrIzYuXnLePQP/jo9J4UdE8OHbZMHE47W3Y2EFJtrH9p\nM35vcOAavZrKPT9dxjceXMb5183hqRfqqW/sx5qQyFvv1rG73k96+QR8kVCMqxVCCCHEcPPiiy9S\nVFTEE088weLFi3n00UeHdHvSOR3GjjfU85Pf/jdfSsylrLedSncaD9jyiDQEUZS//K7wg5LOIWcm\nL6yp4qovXg4MnHJqw+q3MYJBRk8YjUWzADC6rAB3ehOvvRfis9+ZTIrTAcCO1zczI2tCLMoUQggh\nxAeG4259h8NBT08PwGD3dChJOB2mfv/0b3jq/X18WUkcCKbWOB7InogxahxK62rM4yEwIyiZ8WhZ\n5US7ajGSPvw4VVUlyZlJX1c7Ad9HV9ab6IFOOrxT2P/Me9iz3YQCIcYk5rHkooWxKFUIIYQQw8Sz\nzz7LY489dtJ93/3ud3nkkUe49NJL6e3t5cknnxzSOUg4HWYMw+D273yd2rCTr6oKZZEglakFrJy0\nmGh3G2ZjHZbFV2JseQNL/yhMfx3RrnqUvmqC6BiGwY539nD0UCNGQGdUnAe308r+LftISE3kRM1x\nuntd5Lib+coNt5GVmRHrkoUQQgjxAdM0Y7r95cuXs3z58pPuu++++7j55pu55pprqKmp4a677uLl\nl18esjlIOB1m/uUnP8bbcZS7tEzKIgEq49NZOWkxuqqhpGRjtG2F43Wo/XYsNhemtZxwz2a0S26i\n5sh7PPnzP+HIymXq8kuxaBpNB+rY9f4Orr19Eb5+P63YKM9P4HPXXCLBVAghhBAfy+/343a7AUhO\nTsbr9Q7p9iScDiNdXV10n6jkOjOecZEA+7LyWenMQf/gikumEcVSvwf0CVjchXxwJ84EK3rbMbwp\nY2k5uJfcdJWXntuNrmiMSjZJ8iTw5z++QSiscdXcy7lt6ZwYVimEEEKIv2U4HnO6YsUK7rvvPp58\n8kmi0Sjf//73h3R7Ek6HkTu/dRufsyYyGoMqw8GvwwlYMxzoddsxFBtm7U6m3bSEI69sp68nCRQr\nFush0pctoXv7DkIhJ1lXXM3ONw8QKZkFQLO3iwlNB/nhv19B1d4TvLCpkjnTJZwKIYQQ4h+Tk5PD\n7373u9O2PQmnw8SdK27iBpuH0SGdqnASv/RNJdIDdNRhzXLgO1ALJdPY/8xrJLsiRN1daCWTiZuw\nGEXT0MwwWTkJRIMhwhnj+MtFQw13MoGoDc1qYdqUfF57491YlimEEEKIv2M4nuf0dJNwOgx8/8f/\nyUVeC8WGTmVE41e+qeioKAroTToBXz1K4XjUrCICxefQ1N1Inr+SaH4eiqZh+H24rTqZFSXofj/2\nqoOEPZkDgwf6KcwYuHrT4bpWMuISY1ipEEIIIcTfJ+E0xr5475e41LRTakSpzivkNxEL4X0RVMtA\noDSVEJaLP495pAolLmngPk8ObV21lLftpWNfH+m56fT4OvA3N2Ox28kxjtNb24Hbk8S4hH6SLGFW\nP7+D7naVb996dyzLFUIIIcTfMRyPOT3dJJzGiGmaXH/LMq61JlIaDVGdN5on519GfDhM34E/Qjgf\nxebHndKGWruWnrDjpNdbE+JRLAqF+clkT59IsyVMkt1PVO9j8o0LqV23kWn5Ctl0gc0AACAASURB\nVHY9lysWfh1FUf7GTIQQQgghhg8JpzFy1Rdv4kZbKuP1EAdyC3hq/mVELRrRvjbMjDgSlIM4Mai4\n6yuomoWjW3Zx8OheoqmF2LqPkFWWTbjjGIGOfvqaWug73kJWyWjiUzy0N7TgbY+y/AtflFAqhBBC\njCDSOZVwGhM/+9VKbrTYKNNDHMgexS9RsLc0YQQCdO/YjTUY4dovnk/lwW7UDy47WjhzEl0HnsAR\np5I4sZjg8Xoix5tY+a37aWpuJvvL83hm7ctUN+8nyRbHyq99S4KpEEIIIUYcCaen2e3/uoLFUY0S\nPUKVYeWn7/UR1Zwo21Zh5JRgd2eSn9FL6+FmvC19pH7ktW5PAkmOKNH6GtKTEwk7PLhccRQXFQNw\n89XXxaYoIYQQQpwi0jmVcHoa/euPv8eivgAlwQA7Xan8bH8cUZJAByOcgNa2i3PKivAkZbJuRwum\nHiX4zCriMtIwvT66j3YT6dOxOTQO72hj+ZRxPLTqebpNkyyrlZsuuRRNk49UCCGEECOXJJnTpP5I\nHRecaKAgGKbS5eHnCUXopo+/7HlXVAd5+amMKitk47YT5F97HX2Hj3Kk8jBmUMPV203+aA+KzUZ8\nShLpyf00BTo4Nm4GiqZREwoRWv0iX1m6LLaFCiGEEOITk2NOJZyeFr6eHvZ9/37GKFZ2WhysTBpF\ntHA87F4L/oHr21vMo1RMSuO9t/eTduVnUICWw92YZQsHxtAnETb3klmYTk9YRQnW09PZjvJBp1S1\n2zke0WNVohBCCCHEKaHGegJnurDfz9tf/wpjFCuV9iQeGDWVYG8PdDWjzJsGSUewOSoZPaaD/Gw3\noKCoKrrPi273DI6jaDaCYZXk0fnoXR2YWQXg85+0Lbchv7aEEEKIkcw0jSG/DXfSOR1Cr61ZBS+t\nYgxWKqNuftGeQrTpAOqcqSiHtmAfNxnLNcuhu5WmxloeO5pGSqCRjrffJGXuhdhDbQQZWOyEv5ek\nJCuBrm4UhxOjtYUV11zP45W76LKopEej3LrwktgWLIQQQgjxKUk4HSIvvfwE7tffIC+qUhl18aB/\nAoojFavdJLLhPch1YhtTMfDkuHiMfTuYkVZLJAWmFY3mrTWrSWvvoKuni4hiIdEVRrGnUruhASUu\nns+MKWVy2UQml01E13VZCCWEEEKcAUZCZ3OoSaIZAkGvF+3VN8iLQqVq44HuZNS4gZNCKYqCxVmI\n6Y2gH61DKyzG8Hu5fFYCd946B9M0+c1vNvJfd95NcnIyAI+sepaq4oEOqj0cxjQM6vfsGdyeBFMh\nhBBCnCkk1Zxi0VCIN+69g7GmSpVi5wGfh3CwFbsriqIMnFDfjHpR3eOwHqxE8beQ2FHHVx5cAgyE\n13kXjWPtW+v57LJrAbAZBsH2Nhxp6ag2G321tRg2O1093fz0pVdpMRTSFYOvXb6Y1JSUmNUuhBBC\niE/HxIz1FGJOwukpFPR6WXfPlynBQmVY4yHXfJREGxa1jlDnm2i2UUAU4jwoZpiLZ6XiDXTQb3EQ\n9Id5YX0N3RELvpZW5pbMGxx3ybwFvPbb/8GXkgKGgUXTqCgeywMvr6EyrwxFUWgyTX72ymv84POf\njd0bIIQQQgjxKUk4PUUigQAbvnn3QDA1HKzUpmKqNgC0+GJMm4ke6sFmc6DofeSPjtAc1KmoGEvj\niU6++h9rSV7yGSw2G3qGj2Mt7YNjJyV5uOfiRbxcvQ9dUZngdrNoznm8VPf04CVKFUWh3ZDLlQoh\nhBAjmRxzKuH0lDDCYTZ98x6KwlEqo7DSUoEeDmH54HHTNCDUS8K4VNIXXUR491bOuagcFIWOfTuZ\nMe8cDrXrWGwfhNm4OOrDJ07axsyJk5g5cdJJ92WqJscMA0VVMU2TLFW+0EIIIYQY2SScfkpGOMzb\n995Bbkin0ubmD3MvI7qxBjPgJ+o9gaLFYXRuJqE4jtRFy9E720l1DARKPRRG01T6u/txhiInjeuM\nfnzQ/NrSK/j5S6tp0SFNNbl36eVDVaYQQgghTgPpnEo4/VSMcJid3/0OuSGdnYqdX+eOx5maiWuS\nl8CBevT2o2i+RiZeUEzRrKlsf+UJNLuV7Atm4m3roG3rVsrK8gnv7eSeS5bwx22b8MXFkej1cd2F\nCz52+263m/s+e91pqFQIIYQQ4vSQcPoJGeEw73zjbrJ9AXY5E/mf8vMJ1ddg7enEXlSMvaiY/vUv\nM2ViIelZqXQeqSfd4qMoI54j69dglM/maK/GbZ5JTL5wCgA/HjMWr9eL2+0ePJZUCCGEEGcP6ZxK\nOP1EjHCY975xD9m+ALudCTwy/wawaDiyC/FufBFHYTGRpkYSk5007qslNS+LvDnTaXNozKpI4uqs\nRH77yJskJxUwaeLkwXEVRSE+Pj6GlQkhhBBCxJaE03+SEQ5T86MfkOHzU52UxCM5E9AtH76NRtBK\n/5oNFF8zF6tdw6M78eTnAJAx9Rx27N3GZ0tzmDmtkIsm3SwdUiGEEEIMMpHOqYTTf4IRDnPiwQew\n1B9jt93JI/ZElM5jmAUVKFYbZkcj0dYTpIxLxAwH6WtuJ6Ug9aQxImF9YCx9ZF/ZqaW1lT+/shEF\nhc9ceSFpqakf/yIhhBBCiI8xctPRaWaEwxz/xc8I1xxkd0IKv513HYZFI1qzk5RDb4Azns49e3Ha\n/OQmpaE0NNMVMekPmfR3dBGfmkxD1T4uKnBzrK4Jp5GDw+GIdVmfSEdnF/f88Gnqw4WYpsmW/U/w\nq/tvJjExMdZTE0IIIUY0OeZUwuk/5C8d03DNQaqiBr+bd93grnx17BTa//QzwmoGM0rj8UcSccyf\nj6nrqC+8TVNtJ962TgxvH/gCrEl0kJiZRW5KFqFQCLvdHuPq/nmvvbWJY6ECFGXgONnDgXxef2sT\n1yy9NNZTE0IIIcQIJ+H0YxjhMA0rf07oYDWVVhcrNSv2vk5UT8bAE7pa0A0L7gSNMdPHMbq8iLVr\n92CbMptRM4uYYOunYs54NJvG2ifX4blwIapmwasoPPnai3zhymtjW+AnEB/nBKMbLAPBWjVCJMR7\nYjwrIYQQYuSTzqmE07/LCIdp+uXKgWCq2vjjhZeTlJaNd+tGjGMHsdis6HUHiJDE7Gtn0nmsGkvQ\nS3Kgnc7GBhyBXqYtPmdwPIctmTX3rQfFQfoYmDW9IHbFfQqXLbyIzbseYWOdDUWBi8ZGWXDRNbGe\nlhBCCCHOABJO/4a/BFP//n1UYuHXWYW40rIBcM84n74Na/Hub8MgjoJ8g9bNm5k/bzxjykYD8P4b\nlWzYfwj9ioloVo3uti42rAkToRSAEwfCHFXq4MqYlfiJWSwWfvjt2zl4sAZFVRg3dqycdUAIIYQ4\nJaRzKuH0r/hoMN1pi+fnniI0wrg++qSwDigobg/9ho7d341msQw+PP38Cl7f2srvH3yFuReU0FjX\nQkhPQ/3gHVdUGwUZRaezrFNKURRKS0tiPQ0hhBBCnGHUWE9guPloMN1ldfDbglI0S4iQKxPfviqi\n/T34K7fi378PMyMPS8kcnMmJFC+7mtfWH6Bu/zEA6muOs+CCIj5z11KONvt5+1AAm/Xw4HbsSjuz\np4+PUZVCCCGEGI5M0xzy23AnndOP+GgwrVKt/Hb8dCzZo0hKTqPr9VfoTzuX/o2bsPY2YqaNwZI9\nBmfXXgrPz8dis+HMz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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')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/tracking.ipynb b/docs/tutorials/notebooks/tracking.ipynb similarity index 100% rename from docs/tutorials/tracking.ipynb rename to docs/tutorials/notebooks/tracking.ipynb diff --git a/docs/tutorials/python-scripts.tpl b/docs/tutorials/python-scripts.tpl new file mode 100644 index 0000000000..ff7b362d39 --- /dev/null +++ b/docs/tutorials/python-scripts.tpl @@ -0,0 +1,6 @@ +{%- extends 'python.tpl' -%} +{% block in_prompt %}{% endblock in_prompt %} +{% block input %}{{ cell.source | ipython2python }} +{% endblock input %} +{% block header %}# coding: utf-8 +{% endblock header %} diff --git a/docs/tutorials/requirements.txt b/docs/tutorials/requirements.txt new file mode 100644 index 0000000000..5dd9b8b711 --- /dev/null +++ b/docs/tutorials/requirements.txt @@ -0,0 +1 @@ +matplotlib>=1.3 diff --git a/docs/tutorials/test_examples.py b/docs/tutorials/test_examples.py new file mode 100644 index 0000000000..86ada45183 --- /dev/null +++ b/docs/tutorials/test_examples.py @@ -0,0 +1,43 @@ +#!/usr/bin/env python +from __future__ import print_function +import contextlib +import glob +import os +import os.path +import sys +try: + from StringIO import StringIO +except ImportError: + from io import StringIO +import traceback + + +@contextlib.contextmanager +def stdoutIO(stdout=None): + old = sys.stdout + if stdout is None: + stdout = StringIO() + sys.stdout = stdout + yield stdout + sys.stdout = old + +# Loop over all scripts, read them in and execute. If *any* exception is raised, +# print it out and print 'FAILED'. If any example fails to run, exit non-zero. +script_dir = os.path.join(os.path.dirname(__file__), 'scripts') +failed_test = False +for fname in glob.glob(os.path.join(script_dir, '*.py')): + with open(fname) as pysource: + print(fname, '....', sep='', end=' ') + try: + code = compile(pysource.read(), fname, 'exec') + with stdoutIO() as s: + exec(code, dict()) + except Exception as e: + traceback.print_exc() + print("Stdout: ", s.getvalue()) + print('FAILED') + failed_test = True + else: + print('OK') + +sys.exit(failed_test) diff --git a/docs/tutorials/tmy_to_power.ipynb b/docs/tutorials/tmy_to_power.ipynb deleted file mode 100644 index 609f92ef60..0000000000 --- a/docs/tutorials/tmy_to_power.ipynb +++ /dev/null @@ -1,1897 +0,0 @@ -{ - "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 0.2.0\n", - "* Python 2.7.10\n", - "* IPython 3.2\n", - "* pandas 0.16.2\n", - "\n", - "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", - "\n", - "Authors:\n", - "* Will Holmgren (@wholmgren), University of Arizona, July 2015\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": 19, - "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": 20, - "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": 21, - "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
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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": 21, - "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": 22, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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/y0xn6JnCcz8nzy3JuPf5+nwooq1seuCEMUIKJ5fRyWUTg7mY/sY3voGVK1fi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\nAP748k7c/2r2FyRCBWp9oWSuXh3pzzYhWFTLhj1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EtEXhOA7RWFzRNfE4h1hc2TVWQelA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\nMyMjgzlz5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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": 23, - "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": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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27rWclFqmRURERM4hsUyGH3a1EzVNhtIpri4o5s1IiJhpYlkWB2Mx/qK2np/1\n9fDx8ipeHhmiN5UklMkQyWS4urCI10IjdCUTfKZyFvl2B9/tOMId9dkpyO9pPsTnqmt4qr+XtkSc\n50dnLXxuaJD/Gugjama4ubyK2efx2NFvh8K0iIiIyDmkJ5XkomABq/OCDKZS3NfaxDcb5gHwZG8X\njT4/833+8fKGYeCy2VhXVcMv+3vZEQ7xhVl1/GZokK0jw/x2UfFJ+zCAD5SU8ezgAFcWFHEwFqXe\n4+H9JWW8MDzIb4aHFKZHKUyLiIiInEOCdge/GuhnW2gYj81OZnQE8v/u7yOUzvDJyuqTnlPn9gLg\ns9mpdnuyP9vtpCYY1O3EicHG1Hu84/tPWjMz4+W5QH2mRURERM4h/zPQR4PXxy1VNazJC2JZsHlo\ngAOxCDdXVE35XIujYXmM07AxkkljWhbRTIa+VBIAm2FgnVRaTqSWaREREZFzyIpAHo/2dLItPEK1\ny43dMPhRVwfzfX4eONIMwBUFhcc/yTj6YHD8z/kOB4v9Ae5uPkSpy0WZyw1AqdNFWyLBrwb6Jt2G\naNIWEREREZEpTTVpi7p5iIiIiIjkSGFaRERERCRHCtMiIiIiIjlSmBYRERERyZHCtIiIiIhIjhSm\nRURERERypDAtIiIico77y4P7SJ+GWQkjmQwvjQwB8Mv+Xppi0Xe8zfOdJm0RERERydGB4jX0BOpP\n6zbLws009r/6tp5jnKZZVI7EY2wPhXhXsIDfLS49PRs9zylMi4iIiJxD0pbFw13t9CSz035fX1I2\nvm4gleRHXR2kLAunYfCJimq2hUaImhk+WFJGyjT5WvMh7po9l5/2dtMSjxHOZKjxePh05Sye6u+l\nLRHn+aEBDsaiXJyXz0J/gIc62+hLpTAti2uLSrgomM+9LYep9XhpT8SJmSZ/Ul1DsdN1pl6WM0Zh\nWkRERCRHjf2vvu1W5Hfq/4YGyLM7+HTdLMKZNH/X0gSAZcETPV38VmExSwN57I6E+Y/eLv6ovIpv\nthzmgyVlbA+HWB7II2Wa+O12vlQ7G9OyuLPpIIOpFB8oKePZwQGuLCji4GgXj+eGBgjaHXy2qoa4\nmeGupkMs8vsxDIM5Xi83lleyqbebl0eGL8jWbIVpERERkXNIWyLBgViEptYYACYW4UxmfN1/9vfy\nXwN9WJaFwzDw2e3Uejzsj0Z4YXiIPyivwGWzMZJJ892OI7gNGwnTxMTCsqyT9teZSLDIHwDAY7NT\n5XaPt4ooIg+jAAAgAElEQVTXur0AFDmcDGfSM3H4Z51pD9OZTIa/+Zu/obm5GcMwuOuuu3C5XKxf\nvx6bzUZjYyMbNmzAMAw2btzIE088gcPh4LbbbuOqq66a7uqJiIiInFMqXW6KnE7eV1xKLJPhfwb6\neGE4e9NglcvNe4tLmOv10ZaIc3i0dfmKgiJ+NdBPyjKpcLl5PTTCYCrNrdU1jKTTbAuPYAE2w8Di\n+EBd6XazPxphVV6QWCZDWyJOyWh3jtPVV/tcNu1h+tlnn8Vms/HYY4+xdetW/v7v/x6AdevWsXbt\nWjZs2MDTTz/N8uXLeeSRR9i0aROJRIIbb7yRSy+9FJfrwut7IyIiIjKZqwoL+WFnB/e2HCZmmlxd\nWIRhZIPt75VV8Eh3BynTJGlZ3FReCcB8n58fdbXzgeJs/+o5Xh9P9fdyX2sT+Q4Hczw+htJpSp0u\n2hIJfjXQl92ZAVcWFPGjzna+2XKYpGXyoZIygo6TI+SFmqsNa6L2/NMsk8lgt9v5yU9+wssvv8yW\nLVvYvHkzAE8//TQvvPACl19+Oc8//zx33XUXALfffjuf+9znWLp06aTbfeFDN0x31UVERETkAjfv\n+z+ktDRvwnUzMs603W5n/fr13HPPPXzgAx84rj+O3+8nFAoRDofJy8s7bnk4HJ6J6omIiIiITGqy\nIA0zeAPi3/3d39HX18fHPvYxkqOd1gHC4TDBYJBAIEAkEhlfHolECAaDM1U9EREREZEJ9faGzlzL\n9E9/+lO++93vAuDxeLDZbCxZsoStW7cCsHnzZtasWcOyZct49dVXSSaThEIhDh06RGNj43RXT0RE\nREQkZ9PeMn3dddexfv16/uiP/oh0Os0dd9zBnDlzuPPOO0mlUjQ0NHDddddhGAY333wzN910E6Zp\nsm7dOt18KCIiIiJntRm5AXG66AZEEREREZluhdf9Lotu+8yE62bkBkQRERERkXPV4H//ctJ1CtMi\nIiIiwmuhEYbSKYbTaR7p6pjWfZmWxX2tTXyj5TDR0dkbT7Q/GqEtHgfgwbbWaa3PO6HpxEVERERy\n5Li0CHuD/7RuM3MoQnrLwGnd5ql4erCfKlcVlW43H6+omtZ9DaZTxMwMG+rnTlrm/4YGuTiYzyw8\nfH5W7bTW551QmBYRERE5h6Qti4e72ulJJrGAj5SWE0qneaq/F7/dTr7DwWJ/gBKni2cHB7i1ugaA\nLx7Yy7cbF9CWiPNETxemZRHOZPh4RRWRTIbWeIyHOtu4pWoW3+9o4476BnZFwvyktxunYRCwO/hU\nZTWt8Ri/HOjDaRj0ppJclJfP+0vKJq3vi8ND/HqwH4dhUO5y8YmKah7u6qAnmeThrg5uniC4N8dj\nvBkJ05qIU+V2c3fzYf6hcQH3thymxuOlPRHHY7PR6PWzKxIiapp8qaYel8120msz33d6P+ycSGFa\nREREJEfpLQMz3or8f0MD5NkdfLpuFuFMmr9raSJumnxtdgMBu4P/1z5xl4ix6b47Egl+v6yCWW4P\nL40M8ZuhQT5ZWU2tx8vNFVXYj5kY/Edd7fx13RwKHE5+NdDPU/29LA/kMZBK8bez55KyLNYd3Dtp\nmA5n0vysr4e7Zs/FbbPxeHcnzw0N8PGKKr7bfmTCIA1Q7/GyJBDg4mA+Rc6jo7sZhsEcr5ebyiv5\n+yPNuG02vlQ7m4c62tgXjTCUTh332tzb0sTdc6Z3qGWFaREREZFzSFsiwYFYhKbWGABJy8RntxGw\nZ2PdQl9gwueNDd9W4HDwi74eXIaNuGnitU98C10oncZrs1PgcAIwz+djU283ywN5zHJ7sBkGbsPA\nZUx+C15vMkm1243bZhvdhp9dkTDLA5PPKPhW6txeAHw2O1Vud/Znu52UZZ302phkA/3YazMdFKZF\nREREziGVLjdFTifvKy4llsnw3wN9vBIaZjidIt/h5HA8ygKfH4dhMJxOAdCXShIZvdHvse5OPltV\nQ6XbzU97u+lPZcsYZG8MxMi2TOc5HMTMzPh290UjVLjcb6uuJU4XHYkECdPEbbOxNxqh4hTnEcnW\nZ4LlxsnLxpz42vzPQB9+m/1t1fntUpgWEREROYdcVVjIDzs7uLflMDHT5OrCIj5RUc0/t7Xistmy\ngdjnZ7bHi89u5+vNh6h0uyl1ZVuYL8kv4P91tFLkcFLv8TKUSQPQ4PXxUGd7tuvFaGD9ZEU1/9ze\nioFBwG7n05XVtCcSxwfaKcJtnsPBh0rLuK+1CRtQ5nLze2XlDKXSUz4PYI7Xx5O93ZQ6XW9ZdqrX\nxpgqfZ8GmrRFRERE5Dzyy/5e8h0OLssvPNNVOa9c9rMnJ1yulmkREREReUe2h0b438H+k5b/VmEx\nq/KCkz6vKRbl/+vtPmn52rx83lNYdFrrOF3UMi0iIiIi8hYma5nWDIgiIiIiIjlSmBYRERERyZHC\ntIiIiIhIjhSmRURERERypDAtIiIicoFojcf4eV8PAK+FRhhKp+hLJrmn+dAZrtm5S0PjiYiIiOTo\nlXddTfOchad1m/WH97D2pWdO6zbH1Hq81Hqy03E/PdhPlasK5zRPanK+U5gWEREROYc8OzjAK6Fh\nALqTCRb7AxgYdCcTWMBHSsuZ7/Pz1aYDzPf5aYvHMQyDP62upSUe47mhQS7NL6A1HuOhzjZuqZpF\nKJPhn9paGE6nmeX28MnK6jN7kOcQhWkRERGRHK196Zlpa0WezHsKi3hPYRFNsRiP9XRS7nITzWT4\nVN0cwpk097Y0cfecRuKmybuCBTSU+/i3jiPsjITJd2Sj37JAHrUeLzdXVGHHIGZm+EzlLLw2G+sP\n7yeUTpPnUEw8FXqVRERERM4xHYk4D3e382ez6vhFXy8HYhGaWmMAmEA4kwag1u0BoMjhJGWZk26v\n1OnCZ7cDELQ7SE5RVo6nMC0iIiJyDulLJfluRxu3VtVQ4HBS4XJT5HTyvuJSYpkM/zPQh9+WDcZT\ndYc2ANOywDBQr+ncKUyLiIiInEN+3NVJyjL5cXcHFpDvcGDH4N6Ww8RMk6sLizCmSNFjqxq8Ph7q\nbOfmiiqUpnNnWJZlnelK5OqFD91wpqsgIiIiIheAy3725ITLNc60iIiIiEiOFKZFRERERHKkMC0i\nIiIikiOFaRERERGRHClMi4iIiIjkSGFaRERERCRHCtMiIiIiIjlSmBYRERERyZHCtIiIiIhIjhSm\nRURERERypDAtIiIiIpIjhWkRERERkRwpTIuIiIiI5EhhWkREREQkRwrTIiIiIiI5UpgWEREREcmR\nwrSIiIiISI4UpkVEREREcqQwLSIiIiKSI4VpEREREZEcKUyLiIiIiORIYVpEREREJEcK0yIiIiIi\nOVKYFhERERHJkcK0iIiIiEiOFKZFRERERHKkMC0iIiIikiOFaRERERGRHClMi4iIiIjkyDHdO0il\nUvz1X/81HR0dJJNJbrvtNhoaGli/fj02m43GxkY2bNiAYRhs3LiRJ554AofDwW233cZVV1013dUT\nEREREcnZtIfpX/ziFxQVFXH//fczPDzMhz70IRYuXMi6detYu3YtGzZs4Omnn2b58uU88sgjbNq0\niUQiwY033sill16Ky+Wa7iqKiIiIiORk2sP0ddddx3vf+14ATNPE4XCwe/du1q5dC8AVV1zBCy+8\ngM1mY9WqVTidTpxOJ3V1dezbt4+lS5dOdxVFRERERHIy7X2mfT4ffr+fcDjMn/3Zn/HFL34R0zTH\n1/v9fkKhEOFwmLy8vOOWh8Ph6a6eiIiIiEjOZuQGxM7OTj7xiU9w/fXX8/73vx+b7ehuw+EwwWCQ\nQCBAJBIZXx6JRAgGgzNRPRERERGRnEx7mO7r6+PTn/40f/mXf8lHPvIRABYuXMjWrVsB2Lx5M2vW\nrGHZsmW8+uqrJJNJQqEQhw4dorGxcbqrJyIiIiKSs2nvM/2v//qvhEIhHnzwQR588EEA7rjjDu65\n5x5SqRQNDQ1cd911GIbBzTffzE033YRpmqxbt043H4qIiIjImWcYk6+yLMuawaqcVi986IYzXQUR\nEREROd/Z7Vy2aeOEqzRpi4iIiIjIFIwpWqYVpkVEREREpmKbPDIrTIuIiIiITMFQmBYRERERyZG6\neYiIiIiI5Egt0yIiIiIiuTEMhWkRERERkdzY1M1DRERERCQ3apkWEREREcmNRvMQEREREcmVRvMQ\nEREREcmNWqZFRERERHKllmkRERERkRypZVpEREREJDeGWqZFRERERHKklmkRERERkRypZVpERERE\nJDcazUNEREREJFdqmRYRERERyZFapkVEREREcmPY1DItIiIiIpIbQy3TIiIiIiI50Q2IIiIiIiK5\n0g2IIiIiIiI5Usu0iIiIiEhuDPWZFhERERHJ0RSjeThmsBqn3ZHauQSHB0g7XdjTKZypJGmHE18k\nRMLjxR8eIe1w4kynsIDJXwYREREROZ1Mmw3DNEm6PdjTKeJePzbTJGO3k3B78cSjDBSXU9TfTces\nOZR3ttJW20B5Vxs95dUEQiMkPB6SLg95I4P0lVVT1XaYQ41LmHNwF4cbl1DTvJ/O6noK+3uIe/1k\n7HYCoWF6KmYxq/UQTXMX0bB/J01zF1N3eA9dVfWU9HYQ8wUwTBN/ZISB4nKq2po4UtfI7IO7OFI/\nj9qmffSVVVHU303C7WXeFH2mDcuyrBl8XU+rW365bcr1nmiYuC9AeUcL3VV1NOzbQSi/kPzBPnyR\nEOFgAbNaDtI5azZz926nY9YcZh/azUBxOSW9nSRdbjyxKHYzjT2TwZ5OYTt3Xy4RERGRt2QaBqbd\njoVBzBfAlYjTV1ZFwWAvR+rmUdbdRsvsBZT2tNNZVYcnFiXpdjNcUEJweIB9i1ZR2d7Mkfp55A0P\nEMovOtOH9I7duuUXrP76hgnXnddh+nQr7O9mqLCUeXtep7esOvtYXk1t835ivgB5I4M4k3Esw0b+\ncD9Jl5u8kSEsw1AIFxERkRmXttvBMIh5/KSdTizDxlBhCXmhIZrnLKS88wj7F66ksr2JvYtXUzDY\nx5H6eWBZU45gcaH545d/ycV3/c2E6xSmp1lgZJBwsJCGfW8wVFTG7IO7iASClPR24kilAIuivm7i\nXj/FfZ2kHU5cqeSZrraIiIichSwg6fJgGQZRfx4ppwvLZtBXWkX+UD/7F6ygorOFnSsupaS3i7a6\nuWe6yueFT73yP1y64SsTrjun+0yfC8LBQgAOzV8OQH9p5aRlbek0psNBTfN+hguKadi/k6g/j7Lu\nNuzpFPZMhsKBHlIuN/mDfViGgd00Z+Q4REREZPpkbHYyDgdxj4+4xwuGQU/5LPKH+tm3aBVlXW1s\nX/Nuivp76CurmnJbR2bPB1CQPo3M8/UGxPON6cj+OY7UzwPg9YuuAmDf4tUnlXXHoiS8Phr2vcFI\nfjFz9+8gEsinrKsVeyaDM5kgb2QIwzLV0i0iInKGmIZBxuEk7vZiYNFdWUve8AD7F66ivLOVXcsv\nJjg8QOvsBVNup62uEeAtg7RMj8wU40wrTJ+jEl4fcLTFu7di1uiay04qW9neRMQfZMGuVxkorqDh\nwE6ivgAlvZ3YMhk88Sj2TFr9ukVERN6GtN2OYcFgUSm+aJimhkWU9HayZ/FqSno72b30IhypJCOF\nJRM+/+CC7DV8qKhsJqstOVCYvsB1Vs8GYOtl7wWOnrxjnIk4wZFBMnYH8/Zso7+kgvl7XmeooISa\nlgOkXG7yRgZ1I6WIiFwwMjYbNtNkoKQCXyRE85yFFAz2crhxCf7QMO01DfSXVIx/q3yi5rmLZ7jG\nMp0UpmVKKbdnvC/3WOAea/EeU9zbScbuIG9kMNvSHchnzsFdjOQXUtNygITLiz8amvG6i4iI5MIC\nIoEg9nSansoaHKkkg8XlRPx5AOxZehHuWISE139mKypnBYVpecfGwvZQUel4n+5dy991XJmqI4eJ\n+gPMPrgbwzLxR0IUDPRi2u0U9XUDlm6YFBGRGZGx2Um63MS9PsLBQuzpNM0NCykY6OG1i6+mYLBv\nykEBAAVpGZe5UCdtkbOHLZPBtNtp3PM64WAB83e9RiSQT2V7MwYWvvAIjnQau5k501UVEZFzQMrp\nwjBNesur8YeH2b9wJSU9Hexa9i4C4WGa1M1CTrPv/e6qCZerZVpmhGm3A3Bg4UrgaD/uYwVGBrFn\n0szb8zqDxeUs2rGV3vJq6g/vIe1w4o+oG4mIyIUkFMjHE4/SMnsBBUN9NDUswp5J01ldT2/5rEmf\n18vk60RON7VMyzmj6shh0g4nRf1dlPZ0kHB7qW3eR9SfR2l3u26QFBE5x6QcTiKBfNIOB1F/HsMF\nxdgzad5cfgl5I4N0V9Wd6SqKjFPLtJzzOmrmANBTWcPe0WVbL7sWAG8kTMwfYPEbLxH151F/eA8W\nBoHQEL5oGGcygSOdQhOjiojMDAuwbDZCeQXYM2naauZSONjLjpWXUtLbyRur340jmSDtck/4/Ggg\nOLMVFsmRwrScF2L+AHD0psiJ+spVHTlE3ONn6fYt9JdW0rh3+/h425bNhiuZmNE6i4ic6xIuN450\nio6aBgoGeti7eDXFvV0cnL+chNtD/yQTjLTXZmfmmyxIi5xLFKblgtFR0wDA87/9EQDeXHHJcesr\n2w5T1N9NyummYf9OhgtLqD+0m7jXT3BkcMbrKyJypllAOK8AWyZDf2kllmEQChYwUFIOwOHGpWe2\ngiJnAfWZFjkF5R0tDBWWsHjHy1iGjeDwQHa6dizyh/qwp9PqQiIi5xwLiHt8pB1OhguLcSUTHGpc\nSlF/N1sv/W0K+3voK68+09UUOSuoz7TIOzB2E8y2i68+aZ1hmlg2GwvefIXhgmIW79jKSH4R1UcO\nYdrsBEJD2ExTw/6JyIwbm+66v6ScQHiEfQtXUt51hJ0rLiFvZIj9iyYOB2MUpEXemsK0yDtkjc6K\ntHfJWgA6Z805qYw/NIQnFmXu/p0MlJSzcOcrDBaXUdu8n4TbQyA8MqN1FpHzx0iwEE88ypHaueSF\nhjhS14g9k2GosITmhkXjH/hP1HkG6ipyPlKYFpkBkbwCInkF4zfjHFiw4rj1ZV1HSLi9VLUdpnCg\nl5TTxazWg4Tz8qnsaCFtd+BKJc9E1UXkDLGAtMNJxu4gnJdP2ukk4fHRX1KJOx5l54pLCA4P0lNZ\nM/V2ppgGWUTeOYVpkbNAT0X2YjhcWDK+7JVLf/u4Mg373iCUX8TcfTtIO5wEh/vxRcLYzAz+8IiG\n/hM5x1hAwuMlY3cwXFCMOx7jcONiSns6eGPV5dlRMRYsn3IbcV9gZiorIpNSmBY5Rxyan72ojgXv\nY9kyaUy7gwW7XmWwsJTFO15msKiMmpYDpJ1OAqFh7OkUbg3/JzJjYl4/9kya7ooaCgZ72bt4DRWd\nrexaehH5Q/3sW7x6yucPFpfPUE1F5J3QaB4iF5i5e98gFCxgyY6X6aqsYd6e7YSChZT0dGDa7fii\nYSxQK7fIBMYumKFgAb5omNb6+RT3dnJw/jIKBvtorZuHgUVfaSXhYOEZrauInF4azUNEAMa/Nh4b\noWTX8uPH2/ZEw+QP9WPPZKg/tJu+8mrm73qN3vJq6g/vIeIPUjDYh2mz4UynZrz+ItMl5XRhT6fo\nLasmODzAkfp55A0P0DlrNrZMhqg/j66qOmymyVBR6ZmuroicJdQyLSJvmyOVJO10Ud16CH94mLTT\nRW3TPvrKKmnc+wZ9ZVXUtBwg6gsQHBnENAwcGQ0NKDMv7XBgT6fpL6kkEBqiY9Zs8kJDdFfUYDNN\n4l4ffaWVuBNxmuYunnJ6axG5sKllWkROm7TTBUB7bcP4ssONSwB4c8Wlx5V1x6IkvD5mtRzAFw2T\ndLqobd5Pb3k18/Zup6uylvpDewjlF1Iw0Itpd+CORwF1NZHjjbX8RP15eGIRuivrKBjspa12LsHh\nfrorarGbGeJuL/2lFXhjUQ43LsETixD3+k9pHwrSIvJ2qWVaRM46vkgIXySEYZrUNu+nu7KW+btf\no72mgca92+kvraS8s5Wk24MnGsGeSWM3MzhSSWymqRB+lhsb8s0yDOJeP65EnN7yaor7ujjcuISK\n9haa5i6isL+Hzuo6nKkkca+f3rJqnMkEQ8VlZ/oQROQCdMZbpt944w0eeOABHnnkEVpaWli/fj02\nm43GxkY2bNiAYRhs3LiRJ554AofDwW233cZVV101U9UTkbNI1J9H1J8HQG/FLADa6uYCsHfJmkmf\nlzc8QCi/iMY92+mqqmP+7tfoqqqjtmkfkbx8AiNDuJJxki4PJb0dDBaXU9V2mP6SCsq62ogEgvjD\nI2TsDpyp7MgndtOc5qM9+1mAabNjWCYxbwBvLMxgcTl5wwMMlFTgi4QIBQsxLAvTZmMkv4jg8ABN\nDQupPnKYfYtXU916kEPzllLc10VL/QLciRjRQPBMH5qIyDs2Iy3T3/ve9/j5z3+O3+/n8ccf59Zb\nb+Uzn/kMa9euZcOGDbz73e9m+fLlfPrTn2bTpk0kEgluvPFGnnzySVwu16TbVcu0iJxuY7PFueIx\nnKkkSZebqvYm+kqraNi/k9b6eTTu207HrAZmtR5kuKCIQGgYRypF1J9HWXcbndV1zD60h9b6edQf\n2kNXVR1lXW2E8/JxJ2LYMhkSHh8Fg730llVR2dFCZ1UdlR0t9JdWkj/YS8yXl21pt0zibi95oSH6\nSyop7zpCR3U9FZ2t9JZVUzDYSzgvH0cqlQ27/jyCQ/10VdVT1XaY5jkLmdV6kLbauZT2dDBQXIYr\nEQfDYLigiKL+HlpmL6CmZT8H5q+gtnkfTQ2LKOtuo7uiFk88SsznZ7igGH84RCi/cHwoRhGRC8kZ\nbZmuq6vjn//5n/nyl78MwO7du1m7Njv18hVXXMELL7yAzWZj1apVOJ1OnE4ndXV17Nu3j6VLl85E\nFUVEgKOzxSU9XpIeLwAtcxYCsGP15QC8cum1wPF9xk80NkrKjlWXT1tdT9XrF131lmVaZ88HGJ9N\nb2y2zmOF8rNDvSlIi4gcNSNzjF577bXY7fbx349tDPf7/YRCIcLhMHl5ecctD4fDM1E9EREREZGc\nzEiYPmmntqO7DYfDBINBAoEAkUhkfHkkEiEYVH86ERERETl7nZEwvXDhQrZu3QrA5s2bWbNmDcuW\nLePVV18lmUwSCoU4dOgQjY2NZ6J6IiIiIiKnZEY7vhlGdsCq9evXc+edd5JKpWhoaOC6667DMAxu\nvvlmbrrpJkzTZN26dVPefCgiIiIicqZpnGkRERERkbcw2WgeZ6Sbh4iIiIjI+UBhWkREREQkRwrT\nIiIiIiI5UpgWEREREcmRwrSIiIiISI4UpkVEREREcqQwLSIiIiKSI4VpEREREZEczegMiKfb3L1v\ncHDBcnzhERJuLxmnEyOTwbLbz3TVREREROQUeWIR4l4/hX3dDJaUU9HeTF9ZFWVdbVgGpFweSnra\n6aqsY87BN2mau5iG/Ts5UtdI9ZHDDBaX4Q+PYDNNwnn/P3t3HiTnXR/4//3cfU7PfWpGI41uWZIt\nHxhbBoMTsmR3YVkvS8LWbjYk2c3FLz9gs5DahDg/IGRT67BkU64KRaUWMMSJScWxA8YxYBwsjKzD\nkqzDuo8ZzT3T03f3c/7+6GNmpJFsjyX1zOjzqpp6+ni69X3UM92f/jyf7+eboHX8EkN96+g/c5wz\nG7ax9vRRLvZvoOvSeaZbOwnnMwBkGppomRhlsH8Dq8++zqmN21lz9jjn1m6ma/gCo919RLNpplrj\nVx37sl4B8aUPPkygqviKAii4honu2mRjjcTTSSY6ummanmCyrYtoNk023ogS+ASKQjrRQkNqigtr\nN9MzeIaTm+6gZ/AM59ZtpWVihJGefsxSkVwsQSEaq/ehCiGEEELUXTSTIhdPsPrs64z0rGbD8VfJ\nxJtonJnEsEsUQxE6Ry4y1tXLmtPHGO5dy+qzx5lq66JlfIRiOEqomK/FY1axgGNYhAtZHMPCtIsE\nioK6xMLTzt/4LQb+xXsXvG9ZB9O7P/jwDX1+X1EIFJWSFcJwbJIt7SSSkwytXk/r+DCDq9eTmJli\nvHMVuutimxZTrZ3EMzOcXbeVRHKK6bbOGzpGIYQQQojF6Dv3OulECxuP7Weobx2bj+xjrKuX3gun\nyEfiRLNpdNcBBSK5DK5uEM5nCRQFzffrPfybqvu3f4c1P/uuBe+TYPoG8VQV1ffJNDQRKuSYbO8m\nnM8x3doBUAm8u4ink5zatIO28WHOrdtKJJsmH2uo8+iFEEIIsVzojk00m8awS/SdP8lkezcbj+1n\neNUaNhw/yHRLB+1jQ+UMcD6LGvgYjl3vYS8r3R//f1nzMw8seJ8E00uIbVqonsdMUyumXWK6pYNA\nUbCtEJNtXcQyKU5uvoOWyREurtmEWSxgh8L1HrYQQgghrjPVc0nMTKE7DqvPvc5kezebju5npHs1\n608cYqaplbbxYVzNIFzIlh+zfEO6Ja/7//kEax7ateB9y3oC4kpj2iUAWidHAWhIJ2v3bTz+KgDb\nX92NAhRDETTXYbK9G6tYYKKjByq3T3T0EMllOLv+NsL5HJlE0809ECGEEEIsSHVd1MBn3YlDzDS1\nseW1Vxjp6WfT0f3MNLXRPjqIqxtE8xkIgisC5M6RiwDEsmkALIo3/RhuRYqqXPU+CaaXmepLGSrm\nAegavgBA8/T4Ffve8/LzaK7LRHs30VyGwdXriWbTDK9ai+p7ZGMJpls7CRTINkjALYQQQrwdDclJ\nMolm7tj7ImNdfWw9/FOmWzrovXAKx7SIZVKonot5WYlF34VTACRS0/UYtngzlKt3k5ZgegXTXReA\n9vFhADYdOwBA78XTtX1cTUPzPCbbuollU5xdt5Wm6XFOb9xBPDXNhTWbMBybic5VN/8AhBBCiCWi\nYWaKdGMLd+x9kemWdgZOHsE2LRKpKcxSEcOxMUsFdM8rP+DgTwDovnS+foMW148imWlxFdU/+raJ\ncrJ3JDsAACAASURBVMC99bVXgNk//jv2/xhX0/BVjVRTK1Yxz7mBrTRPjXFs+z20jg9z/La7aUhN\nM90qnUuEEEIsP7pj4xomm47swzUMmqbGiWVSBAq0jQ/jGBYNqSmpSb6FKapkpsXboHseeB5tlQz3\njld3A7MZ7jv2voin6eSjcWwrRMkKM9XWhVkqcGLzTlomRzmzcXvdxi+EEEIkkpO0TgwTKAprTh8j\n2dzOupOHSSeaaB8dwlfV2azyFTI3daxiCZLMtLiR1CBAdZ15tV6rBs8AsPnofgDufOUFdMdmpKef\ncD7Lpd4BFCCVaGa6tRPbDMniOEIIIRat5+IZcrE42w/sZqyrj81H9pJpmA2Uw5W5RlXVhFAkX+mE\ncdVAWggkmBb1V32zWn3+JDBbxw3gV06dTLZ1EU8lObFlJ60TIxzbdjeJmSlObN6J6nu4pnXzBy6E\nEKLuQvksxUiM7ftfIt3YzNpTR/B0nYaZaaxSAbNURHedWhnG2jPHAGicmarnsMUKosgERLGUqZVV\nlNrHLgFw+4GXgNns9t0vf5+SFcY1DJLN7Zh2kVMbd9A6Mcqrd7+LxuQk45299Rm8EEKI66Lz0nkC\nVaVt7BJN0+O4ukH30FmK4SgtEyNSryzqS1rjieVMDYLy6bkixDMpADpHBgHYfHQfvqKQaWhC9T0m\n2nsIFIV0pXwEYLB/Q93GLoQQoiySy2CWiqx//SDJlna2HtrDdGsHfedOYFshormF65Kr7/tC1JVk\npsVKpgZBrV57oTfdfCSGWSpyfu1mWiZHOX7bXTQmJzi9YQeerpFqarvZQxZCiBVp/fGDpBpb2Hbo\nZVKNLfRcPI2vasQzM6ieh+658/ZvSk4AYLhOPYYrxJsmi7aIW1q1XnvdqdcAuO/HzwKw5cg+XE3H\n0zQyiWZ0x+H8wGaapsY5tHMXrZMjnNx8R93GLYQQS0m1z/KO/T8GIJ5K0pAuJzIapydQfW9eN4ze\nykIkQqwIMgFRiIXpnovuuVgTIwDcXvmQWH3+BAFw18vfx9c0Zppa8VWNbLyRZHMbmudy5Pb7CBVy\nFMPROh6BEEJcP02TY7SPDeHpOutOHGK6pYOBk0fIR+O1LLIQtyQJpoV46xQoL/nqzNZoz7XzlR+h\nBAHjnb3EU9Oc3riDpulxzmzYhup7DPatx7FCN3/gQghxFb3nT5KNJdhx4CUmOnrYcPxV8tE4LZOj\nBChYdnHe/tX3vstvF+JWI908hLgBqjPLO0bLHzbbK0vHzl2uPR+Jofg+Y919NMxMc3THO+gcvsj+\nex4klkkx2dFz8wcuhFiRGqfHmWluZ+eeF8jGE7Uyi2g2TaiYx7SLaK5LNb/Wf+51gHlrBAghrkJW\nQBSiPqr12v1nyx9aD7zwDADrTxzCV1VKVhjHMCmEo2QSTWiuy9l1W2mcmeS1O+5Ht0vSX1sIgeY4\neIbBhmMHUAOfcC5L68QIJStE96XzFENhEjNTXP1EtBDibZEyDyGWHtX3CRdyhAs5GtJJOsaGAFhz\n9jgAGw4ewvJynFq9k6bUOKfX7sAq5Zls6ybXkMDTNEotUkYixEphpG1iU2k8S2fd8UOMd/Sy47UX\nmWhexcDgIWw9TLw0QwBXBM2hy1b3E0JcX9LNQ4glJAA8RSdQVPJmggCFghEjbzSgBj4XmrYRdjJk\nrebaY0abNkESHBKELgSEmAHAM1RUz6fYHMLIOmR7opgpm1x3BNULKLSFCTTJVQlRT6rtEWgqscEs\nTswgfjGD3WASGSvgmSpGrtwuTvWqi5KUmGAdyhgcbn8fACNrtgAQcjKAQmNxjMbCGEU9SmfmLDkz\nQWtuCEczsTypbxbiupPMtBA3l6do+IpOwYihBh4T0T5i9gznmrYTL00xnNh4zcfPDaSvRXPKq0eG\nJ8sfno1n0gBEJqsfpkk8o1zn5cQNtIJLrieKlSyR7o9jZhyyvTHwg2uu7iSEWJiZsnFiOg1nM9gN\nBrHhPG5Iw0zbKAGoto/iBaj+/NX7QkkbAL3oLfS0V1U04gCMGjFG4wMAnG/eMW+ftux58kaCnvRJ\nACw3R8QpvzeEnQxq4Ek5iBBvlUxAFOL6K+gxDK/IWHwtDcVJLjZuJV6aYrBxMwEqJWPhlnmZUOtN\nHWc14NamSwA0nq58qE6VrzedTOFrCr6u4JsaBFBqMjFyLpneGFayRGp9AiNj48TNmzp2IepB8XwC\nTSU6nMOOGcQu5XDDOtZMCcUv318NglXbX3KB6USsH4CTbe+44j7Vd/BVg9XJ18iaTfTNHCVvxGku\nlLt5hNwsShCg4t/kUQuxtCmSmRbirQmAAIWs1Yzu2yTDXSiBT85sJG214KnGgkHxKAM3f7DXgeoF\n5VPMpfIHqJktr0YWqgTgDRezBAr4hlremhp+JeNdajTRcy7Z3hhmyibbF0MtefiWVp+DEWIhlbMv\n4bE8dtwkdimHF9IwUzaKF6AEAUbOxdeVWtmFErzBcy5DvmoAcKFpGwBT0VVX7BOxZ9B9h+70STJW\nK70zx8iajbTmh3BVQ8pIxK3pGt+aJZgWt6RysKxiayFc1SBnNqIHLsPxdcRL05xpvRPLyV01u3wr\nUgLQ7Eq2qjSbtaoG3NGxAgCNp1KggGeVs9xeSMOv1G3blcC7VmqytgEj4+DEjZt7MGJF0HMObtQg\nNpjFjhtER/O4IR0z46B4PgRg5F18XcXIOQSKckW5hbhS3mwEIB1qA+DSZWVpLbkhfEUlUZwgVprG\nUw2a88M4WoiYPb3kMvVCXBeSmRa3Ip9y5jQVaiXsZBlq3ESiMM6Fpm1EnBQjDRsWfNx4fA2ABNKL\npAAEs7Wgemm2JjR8WeCdOJchgFqW2zfVWuDtxAz0gku+M0JoqkSmr1xykumPSwC+Ahlpuzw5bzBL\nqdEiNlTehscLeJaGXnBrE/S0gkeggVb5UvfGwVv5d1AJJJC+HqrZ7GSk+4r7LCdLyYixduoABSNO\nR/Y8PiphN4PhlTC8IgqBBNxiGZJgWqxQJS2E5rtMR7qx3DyT0VUoQUDObGQm3IGrmvjqnF/zpvIm\nFe6oz4DFFRTm1HU7sxlvK10pNalM1IqMVzLfZ9IECgSKUu5UUsmCq7ZHqcnCTNnku8oBeK4zgpUq\nUWyyUN0A31DLZSkFl1JzCK3g4oXlbfDt0LMObswgPF7AiehYaRvV9vEsjdBUkVKTRXQ4R7ElRGQ0\njxM3MNMOvq6Uz3T4oPg+SnBlWUV0tHD1f9i9scclFqdkxAA427ITgJGG9Vfs05a9QEmPsGb6EDPh\ndnpSJynqERpKUwQo6IG8uGIJkjIPsVz5lVIMR7NwNYuMWa5hvpTYSKyUZDixcHZZrGzlwCso18Ey\nW36iV4KvxNkMAFaqHIgvFJQFCuUyFEtFs32ciI7m+JXylIBAUfAtDa3oUWoysZI2ua4IkYkCuc4I\noelyoKgVPHxDLbc4y7sUWkOEpktkV0WJjBXI9kQJTxQotIUxMw5uqFxvrhdc3KhRm9hpZJ1yNj7v\n4kZ0VNsrTwiF2uXqfdXMvJG2cRpMjIyNG9ZRHR+t5OFEDcKTRQptIWJDOfLtYaIj+dpxeJaK6gaV\nfXXCUyUKrSGiI3kKrSEiYwXsRDXoVVE8H9UNCDQFveCWM8WV8gnN8Rfse1xVPQtR/XJkFN5a9wqx\n8kzEVgNwqPtnALjQtH3e/a25QeKlKVzVpCNzjpyZoD17HkcLEXazN328QgDX7OahBMHyPe+1+4MP\n13sI4m0KgJIeRfVdpqKriNpJLjRuI1Gc4GLjVkJuVrLIYsW54k1XBXwIVAXFD8rbICBQZstmAmXO\nfX4ASvlLRTWQvVZAK8RK0ZgfoWA20DtzDF/RiNozWG4eNfAIOxm0wJW/A3FDrP1fX6Jrfd+C90lm\nWtxQnqKhBh7JcCdhJ8NYfC0hJ8tEbDVK4JEOtVEwGq54nNQti5Xsig/7SnWLUsm017Zzou5qvW/1\nvmpEXn0uCSDErWAm0gXA6da7r7hPCTwCRaN35igZs5n+mSPlLiS5QXxFJ+xmUAIfLZCzI2IxpGZa\n3CDVzDIEZMxmfEWjpEfJhFrQvRLDDesxfLuyjxBCCHFjBEq5LGqwcSsABxcIvENOFt236UqfJmO1\n0Js6StpqpSN7HlsLEa0sbiPEFaSbh1iMAPAVHUez8BSdjNWM6RUYblhPQ3GKC023ES9NMRXtvebz\nlFTpuiCEEKL+ipUJkqfa7gFgtKG8NsCJ9vsACNtpfEWjJT9E1E7hqTqtuSHyRpzW/CUczSTk5usz\neFFfEkyLy1UXJSnpUXTfZjK6iqid4lLDRhpKkwwlNhKx04zH12C6eWw9Mu/xY5VlbKcuu10IIYRY\nrgpmuexweE5v7Wpnkqrm/CVyRoLe1HFc1SzXbXsFlMAnYqdAUSotAFe26LbtRG/fSfbAPsID6wjG\nRyjlCqiRKNmDrxLZvJncwVex+lZTungBNRTCLy7fBX9kBcRbjI+CQkDOSGB5BSaifUTtGUbjA0Sc\nFJPRPtTAJWc0YuthvMsyx8OUO2RkrRaAKwJpIYQQ4lY1HekBFq7brmrJDZGxWlgzfZB0qIXOzDkc\nzSJip9F9Gy1w0T172S7brjc30/M7nwSg8d0PAtDWFmdiIjNvv8D3UVQV37ZRdB0/l0MxdLx8gcBx\nUAwdZ2wMo6OD/LGjhNauI/vqfsLrN5QD8d5eShcvlp/HNMnseZnQmrVk9+9Db27BnZ66eQctwfTK\n4agmmu+QCrUTcrNMRnsJO1mmI92ogUdJi5AOtaIGHlmrud7DFUIIIW451YVtTrS/E2DBRcJipWny\nRoI1yYMkw530JY+SDrXSlruIo5qE3Syq76H79tJb6OYageW83dRyOznVNAHQ4vHy9VC4to/RXE7c\nJXa9CwCru7wYUGRD5ezAO++v7dv28IcBCDwPRdNwM2lUK4QzPoYaCuEmk/ilEoquUzx7Bquvj/Tu\nl4hs2crMCz8k1N9P6p9fREs04qVmFnv0Vx6ntMarP1c10HyXtNVCyM0xHekm5OZIhjpQAw9HC5EK\ntWG5eSZiq9F8G1cL1XvYQgghhJhDUXxU1UdRAhQFVCWoXL7yB8rllgTlbRBULwNB+XoQgOerNKcv\nkdMa6Js5zlSkm97UcdJWKy35IVzNIuRkUQL/pgXeemsra//kf827baHM9FIUBEF5LQHbLpedKAr2\n6AhGayvZg68SHlhH+ie7CW/YSPqnP8Hs7CJ/7Ch9v/+HtHckFnzOZR1M+7bNxHgaL5/HL+RRFIXS\n0BBGRweZV/YQ2bSJ1D+/SHjDJlI/fhGjuZnca4dv7JhQUQjIG/FyYBzuJmYnmYyuIuxkmKkFyBbp\nUBshN8d4tA/TK0o5hRBCCHHTBOiah2646LqHoc/duujG7GVD99A0D03zUdXyVtN8tMpltXJZvfq6\nHteF56n4vornq/je7Nb1NBxXx3U19GKRohcmmp0kSyOJ1AhZJUE8PUHJMTEyWdSiixL4GH4JJfDf\ncgC+nIPpt6OtLb7g7cs6mAbe8gsX+D6B44Ci4E5PoTU0UDjxOtaqPjIH9qH29ZM/cAC3rYfiubME\nQUCqAKETBxhr30LrxElG4gM0FUYZi/cTK82QDHeiBw4lLUzeTKAEPkVj4f9wIYQQQlx/muZhGg6m\nWfkxHIzK1jTd2m21+wxn0cGv61aCWk/DqwS1nqfh+2rlp5pZLmeXZy/P+aFcLaEQQCWTXb5c3ioK\nKEqAqlaD9XLWuxzQV65Xgnhdf2u110EAtmPglHRKjoFacMi6MSKZJBm3gUhymrwTQk/lUPIufqAR\nLSUpGjESxQkKLau47XN/wEyqSGtLBN8P6OpMSDC9HI1PZjl7bgpFUVAUmJzK09UR57Wjo9y2tYOX\nfzrIbbd1cPDgMKtWJRgcTGGaGp4XMDOVo7Elwtj5GRo7Y6SG0ugJC1JFbE3F8gICApSlVaUkhBBC\n3EICDMMlZNlYc35Clo1lzr+u629uMRbb1rEdA9s2cJxyNtd19Vpmt7zVcZ3Zy46rVQJnDd9XWHrL\nJAXoulfOqM/Jss+9bhjuFV82TNPBMNw3LIEulQyKJZNSyaJYMikWTfJFi2IhRKoUws2buOFQ+b/F\nD2jraWBiOM2G2zo5c2KCHTt7OHVykk1b2pkYz9LUFMY0NQpFl9WrEpwfnOH2bZ0cPznJts3tDF5K\n090VJ5tziESM2vjCloHtuETCBo7rYxkanh+gayp+EKAqCkEQXLPzBlRKPaiW1AAKuK6HrqnkCy7h\nkE46W8KydPJ5p7bM7OaNC6/IvKyD6T/49Hcw3OU5E1YIIYS4lSmKT8iyCYVKhEOledtQaDZYVtWr\nhylBALZtULJNiiUTu2TUAmXbMXBsg5Jt4DgGtq3juEa5NlnMEczJ3ttYpoMVKpVfG6vyWlQuXy0D\nHgRQLJkUCiEKBYtCIUS+WL6cL4QpFCyCYHGnAYLKcq8KCrYCZgAlQ8VyfOyQhln0sEM6FB0CUysH\nx66PFjUIsjZGUxg3WUBrDOPOFFBjFm7WBlMFP0BxfQJTx7I9SqZW3uoKlhtQUsAKwCdAReGzj/7r\nBce4rLt5SCAthBBCLEUBlmVfESTP3VqWfdWMqOcrlEomqXSMUsmkVCoHyyV7zuWSiW0biw7SRJWC\n7ZjYjgm5a8/d0jR33hegcLhIOFwiEi4SDhVpTKRpbrrycb4PhWKIXD5MPhcml5/9eaNAe26FgFn5\nXmU55fjPLHqVrQsoYM+JC7NO+bZkER0FZooYKJC10WDOvgrY5eexqlu3/A9ZlX9PfYMzEcs6mBZC\nCCHEzRZgms5sQFXLJs+5fI2Msu8rFIsW08kExaJFoWhdsXUcnaVXSiE8TyeX18nlFw66FSUgZM0G\n2eFwkUi4SDRSIBop0N6ahNbkvMfUAu1cmHwlwM7mImSzEYolk+XweyDBtBBCCCFqdM0tB8bhaoBc\nrGQhq4FyCU1bOFAOAigWTVKp+IJBcrFoUbINlkOAJN66IFAoFEMUiiFIXnm/rrlEIgWi0QLRSLF8\nuRpotyW5/EGuq5HNzQbXuVyEbC5CLh9aUmckllQw7fs+jzzyCCdPnsQwDL7whS/Q19dX72EJIWqC\nSkuocpsoVQlQ1cps80pv1fLlOVvFR1ErvVUrz1LtsVq+cuXt1ZnuQaAQ+AvMgq/8+NWtr8ybSX95\n+yg/WIoThoS4+VTFx5qTUZ4bMFczy4Zx9Yl8xZJBJhu9aka5VLKkJllclevppDNx0pkru2LoejnQ\njkUKRKN5YrE8sWiBeCxHYyI7b1/fV8jnQ+Ugu/YTJpeN4Ho3P7RdUsH097//fRzH4YknnuDQoUP8\nyZ/8CY899li9hyXEMjfbS7U6o1vXPYzKdX3ObZrmoWvevIB57vW32n5pqQgC5gXXbmVWfnkWv3bF\n9dplT8OrbKuz/cuz/3UJGMQSFGCZ9pwAuTSntnW2/OJqHEejULRIzoQoFC0KhdkguVC0KBUt/CWU\nDRQri+vqpNNx0unLA+2ASKRILJqf81MoB9uxKWD+kuLFokk2FyGTjdQy2tlcBPsGnhFZUsH0gQMH\neOCBBwDYsWMHR44cqfOIhFhaVMXHMB0ss9wj9fIWR6bhVlodOeVAubLowJtc+XUer5Lt9VwNx9Ep\nFK1aT1XX08oZ32pP1UCp9Vb1fbWSLZ69Xs0gA/OD0EoGuroC2FxzVwq7chWx2fvnZsJn+6965dtq\nCyn4aFpQW2xB171rzkx/M9zK/0s5wNZwXKPSSsuoXK8E3s5sEF7eGnieimTKxVuhaV6ts0LIKmFV\nttXJYNXWcVerU/YqdcqTU9U65dBsRrkSNNcjoyfEG1PI58v11OMTLXNuL9fu1wLsSiY7Fs3T2jJD\na8v85cJtW68F15k5QXaxaPF234+X1F9ONpslFovVrmuahu/7qDd6SSEh6qbcG3ShvqmWaVeCZRfT\nsDFN9033UXVcDdfRy9/Q3UgtkJsb2FX7qVbv8+ZkaD1Pu0Uyr0El417JwFe2C17X52b2XQzDw9Ad\nwqES8dhb+8Li+0r5/31uoO2UA+3518v9cOfe5vsSiK8clb//yt+9aTq194J5gbNlX7P0wvcVipXO\nF4VK79+5pReFonVDs3JC1IeCbZtM2ybTycZ592iaO5u9rgXaeZoa0zQ3peftW6vLnpPJzuSiFAqh\nN/05uKSC6VgsRi6Xq11/o0A6Gs1TyIfktJNYchQlKPfrvMriApbpYFklLMtB066dHfU8Bds2yOVD\ntd6pC/dQNWqLESyliRlLm4Ln6XieTultPU8wb2GEWgnNnNKa8m3OvPsNwyUSKV6zj+7lPF8pB91z\nAu43CsjL+xiVQFzcOOU5BeXV9VwMw8GynNoX4/L7gFPp5WtjWg7aG7z2tq1TKIZIzpgUSxbFYrU1\nXDlYLlbaw0mgLMQsz9NJpeOkLisZUVWfaKRQCbBztYA7Hr+yLtvzFXK5MNlslGwuTCYbveq/t6SC\n6Z07d/LCCy/w/ve/n4MHD7Jx48Zr7v/grn0EARQK5d6FuVy1pUq1d2EIeYMR109QOdU6N3vszA+S\n52SUr5Wp9H2Fkm2QyUYW7KFa/bGlJGCZUMorprk6heJbfWw5AKuW5tSC7VrAXS7f0S8Lwk3TIRrJ\nv6XlkD1PXTgAd68Mzqt1496cGnPP1Vb4ZM7ya1E+G+FecWai+oXJNFyMyspxcwNn03Df1Bcjz1Mp\n2QbpdKy24IhdKm9LtlELkkslS74ACXEd+b5KJhstB8ZjbbXbFSUgHC7XZcdjuUqwXQ66G+L5N3ze\nJRVM/+zP/iy7d+/mF37hFwD44he/eM39Lw51lluqRAu0tSZpu6x3oeeX62xycxuEV/oYLpfeheJm\nCOYFxZZ5WXA85/Y3qrF1HI2SXZ78cGWAbFAqWZQqK3TJ758oU2qlNW85Dq9MLp0XgF8elOtzbq/c\nZlk2sVh+UbX05c4pam1ypudVy4NUPF+brZOvbS+/XLkelGvry/Xy1Orna6dVL78Ol9XNX1k/P7fG\nvlY/X9mWa+n9y+ro/UrwXF162XvL/ydBQK0cp1AIlc8SzTlLULIN7FI5SK4Gza6nIX//QiwdQXD1\nuuxQqEQsmiccLnHn+xZ+/LJeTvz/+9Qztcu65hKJFmrBdazWxzC/YK2Z5yuVZS9D5AvVJS8rl/Mh\nCXZWAFX1LssYl0srytedOVlk+5rZvSCgHAzPCYovzyKXT7WaeJ528w5QiLelUppylYx4rYNLtauL\nPrerizev28ty7fLieeU2iuXOLfpsdxdXr3Rwme3uUp1XYFdLaRwdu9LZRT4rhLg1rMjlxOdyvau3\nVDENpxJYlwPsSLhYW5Un1rpAV3HAddVKkB2qnHKzKBTN2uVi0cSTmc83WfnDv1p7WO1kYVU7Wpjz\n65OvNWEHyq9xyTaZSTXMW562dHm5hdQjihVpTmnK236uYF4GeH6vcb/Sj7ySGZ5zOwooBJdt5/Qh\nr/QgV5Rgtr84XNZvfP51qn3Haz3HNek9LoS4oW6BaLCy5vyMSXImccW9mubVAuu5QXZ1e61aGcfR\naoF1sWSVa1wrE8LKk8HM2mWZEHa5OXWilUyYWa07NJ0FA2XTfOPJOgAl26BQDDGTqmaRyytuza1F\nLpaqWWT5MBXi7ZstVRFCiFvNLRBMX5vnaeWZmgvO0gzQdbfWnqjcAL/asmj2cjz2xsXpjqPXAuv5\nbcoqi0FUb5vTtsyrZFWqGZWlEfjN9vPVdRe9sp3bXqy2+Ef1+mXBcvVU8pvtYOC6KrZt1ibr1Cbs\n1C7P//IiX1yEEEIIcbPc8sH0tSm4rkE2a1wl2C5TVY9QyJ7X/mihzKplOkQjhUVN+oFKfV/ldOXs\n0skLL7HMnKWWg2D+qdN528rp1eoknurpWFWbf7pWm3N5sWq9dV2dfCE028arUntY7S5gXxYo+75k\nu8SN56gKhh/ghXWCooseM9F0Fbvk0tbdwMSlNOu2dnD2xARbdnRx9tQU6za0MjmZoyERwjI1MpkS\na9Y0c+rkJHfe2cPBwyPcubOHU6cnWdPXxPRMkWjEQNMU8gWXjvYol4YzrB9o5tSZadataWJoJE17\nS5R01sa0NFSgUHJpSoQYGc3Sv7qRU2emWLO6icFLaVqaw8ykipi6hqIqpNJFOtqinDozxdZN7ew9\ncIltWzs4ez5JS3OE4dEMplH+wjk5maenp4GjR0bZvKWDg/svMbCxlVPHJ2jvijMxksGwNHwvoJAp\nEYpblCbzKFEDNefgaAqGt2yn3QghxHWxYiYgLh/BAgtAePMXg9DL2dy5M8+rs87VOZc11SvPXlcD\nFIK31CLrai6fie9dPgO/crk8k1+tTdq56tLMnlZrtyVlFeJG8AGv8msVbg5TSJXo29jKpXNJttze\nxflz02za3EEymae5OUIopOM4Hr29jYyP59i4voWJiRxdXXEa4mFyubfXcXqpamuLMzGRedvPU+3/\nn8vbmKbGxGSeUEgnmSzg+T6+D6NjGTo74rz66iU2b25n708v0r+ulVNHx2hsizA9mkXVVDzbQ7E9\nAgX0ZftJJIS4VVxtAqIE0yvKwm2iqpN3gDmtqMoZaxbYClEvjq6ieD5GQ4hQ1MAuOKxZ38rQxRnu\nvW81x46Ncf87V3NhKMX6gRYKBYfmpjAKCqHQ2z/Rdr0CzqVoqR5boeigqQrnB2dY1Z3glf1DrB9o\nYd/+S3R1xTl7dgpNUykVXdLTBUJRk8JYFt/U0O03tyKoEEJcDyu+m4eAakB8aywDLZY6D9AAJWHh\nljyijSFiDRalksvmzR1cvDjD/fet5szZae7Y3sVMpkhnW+yaz7l5Q7nJfmdHpWtPY/jGHoS44cIh\nA4ANA60APLhrDQA9/6oBgHvuXHXFY3y/3IpveDRDYyLM6ycnSCRCjI/nyOVsikWHidEssQaLsfNJ\nrAYLP1nERT70hBDXn7yvCCHesiBm4tke0aYwDYkQtu2yZWsHg0MpHqhkjrduaqdku0Qj5oLP5hZf\nLAAAIABJREFUceft3QC0t5bnI3SGrh1IC1GlVmraVnWXOzTddUcPAPe9o/+q2fdszkbXVM6cnyYa\nMTh/cQbP8ynkHcZHMkTjFmPnkhhRAzI2AQGKnKkTQrwJEkwLIQBwFFAD0BosYgkLu+Sx+bZOhgZn\neNe71jA5mWfDQDP5vEPjVTLCt2/rAqjdr+sLB9JC3GyxaPl3ceumdgD6+5quuu9UMk/I0jl+YoKG\nBovTp6cIAshlS0yP5zDDBqWxLI4CxrItlBRCXC8STAtxC/AAX1dRdIXV61sZG05z/7vWcvrUJO/a\n1c/4VI6BNc34foChX9Y95Z5eALZt6WJiIoNpytuGWNlamiLAbMa7WoIyl+v6qCocOT5BT1ecl1+5\nSHtbjBOvj6OqCvmsTWG6AAoYy3OBSCHEmySfikKsAF5Yx7c9BrZ1MjyU4r5d/QwPp9m2rRO75LGq\nO04AaJe1fNmysVyDXM0ka9KiW4g3RdfLfyzbt3YA8K/+xSZgfo237/sEwJlz03S2x3jhxXOsW9fC\nyy+dp7k9yqWz0wRegOFItC3EcibBtBBLnGtpUPLo3NDCzHSBrdu7KBUdursaiMctmhpDmKZ2RaBc\nPZ0thKiPam13NbP9wX+1GZj/t+n7Pq7rM3gpTSRisHffEP39zex+8QydvY0MHRsn0FUJuIVYwiSY\nFqKO3Ep/XasjRuAHNLVFaGuL4nuwZXMbpZJLd2e89qEshFhZVFXFNFUG1jQD8IF/WQ64qxlv/vUW\nbNslk7WZSRVRNY0jR0eIRU2OHRoh0RIhczFVey8RQtx8EkwLcYM5hopZnfy0o5PhoTTvec8AwyNp\nbt/WheN6V9YpCyFEhWnqtDTrtDRHaGuLs6av3MXkPe9aC8xmt18/NUU0avD66xMEQcBMssDMRA4A\nreDWbfxCrHQSTAvxNrmWRuD6DGzrZHI8yzveuZqJiSzbtnTg+QEtzZEFH1dtCSeBtBDi7ahmt6vZ\n7IH+5iv2GZ3IkohbvPjSeQbWNvPPPzpLW0eMCycnCVxfloUX4m2QYFqIa6guPBLqjFHI2azf3I7n\nB3R2xGhuipBosIhGzNpkpOoqc5vWXzn7Xwgh6qW6INK/+Jn1AKxf21K+41+C43q4rs+FwRRhS2fv\nviFW9SbYt/sCDa0RckNpfECKzYRYmATT4pbnWhqB5xNtjtDeGadYdLj7rlVMTObYeXs3gT87c18I\nIVYaQ9cwdK2WBFjd1wjAvXeX22L6vk82ZzM8miVfcEgm84yOZDAMjbFTUwSmimHLBElx65JgWqx4\nLhCoCq2rE6SnCtz7QD+DgykeuL+fVKbI6lWNCz6utqiDxNFCiFuYqqo0xEM0xENX3efMuWlaWyK8\n+ONzdHXFee3gCJqhkp7Io9veTRytEDefBNNiRQhiJm7JZWBrB8lknm3bugiCgJ7uBiJh44olrWsr\n9SWu/uEghBDizbm8G8ndO2f7baczRRRF4bWjY3R3xfnhD86wek0TR/ddQrM01JxTlzELcb1IMC2W\nPJfyL6rVHkVRFRoaQ/T0JHBcj9u3deG5/lWXtxZCCFFf1Yz2fe/oA+Bjv3wXAA89OIDn+5SKLtMz\nBQIUjh8fx7Q0Xj88SqwpROZCqvYZIMRSJb+fYklwNAWrwcJzfLbe3s3IcIqHHlrHufNJ7ryjG8/1\nZRlrIYRYYTRVJRIxiURM2tri9HY3APDgrjW1fVzX58jxMZoSYQ4dHkFRFcZGMuRnCgCyoI2oO4lO\nxE3hWhq4Pr2b25gcy3HPvX1MJ/Ns3dxOEMy2ibtcW0v5ds2UwmUhhLgV6bpaK82rTo6E8sRIVVW5\nMDRDc2OYH/34HH29jezZfZ6WjhiXTk1BAIYvbf/E2+coV79PgmnxtjmqguoHxLpiFPMOaza0oQDN\nLRF6uuJYlk5jg0VHR4KJiUy9hyuEEGIFqK4MW51E/q/fvwmAHbd11vZxXI9CwWHwUhrDUDn46jBd\n3Q0cemWIWFOIwki21gJViGt57wc2X/U+CabFNVWXqFUSFqqmYoZ0Vvc3kU6XeMfdq5hOFti0oZWA\n8uk6IYQQYqkwdA0jrrF1U7lue8NAuf3fA/f1A+D5Po7tc35wBt/zGR7NMDNdQNUVLp2ZxowY+Mli\nvYYvlhD9GgusSTB9C3MU0ALwdJV4a4RC1q7VK++6v5/RiRx3bO8kn3eIx6wFn6OzI36TRy2EEEJc\nH5qqooXUWo/tLZvar9gnlS4SDunse3WYtrYoB/ZfIt5gMTyUopizCfwAvSjt/1Y64xrrTUgwvUL5\nBHiqCkFAc2+C1FSe7Xf2cOlSinvu7iWdKbFubQtBEFw1UF7VkwC46v1CCCHESpdomN+NpLZ65BxT\n03niMZOf7h2irzfBSy+dp7snweuvjWKGDfKTOfQgwEeRkpJlStckmF5x/KiBV3TpWd/C1FiW227v\nJpksMDDQgmmoJBIhGuIWxjVOSwghhBDi7WtpjgDwrvv7Aej/aHnRr/e+e21tn2zOpq09zku7z9HR\nHmX37gusXtPEq3sGae2MM3JmClQVw5XuJEuRYUqZx7LgWhqB7dHSlyA1VWD9lnYKBYfOzvIkvpCl\n090VR9cUwmHzjZ9QCCGEEEtCLGoSi5jceXs3AB/58HYA7r2rt7ZPre92stz278TpSbo64uzZc5G+\n1U0cPzhCvCVM9lIaT1UwJO6+aXQp87j5ZifuhbCzJXrWtzA5mmX95nZSqSLdPQ2EQwa6rtLTFScI\nFl6Nr60tLh0whBBCiFvA3L7bMFtuWa3lfujBgdq+ruuTzdmkUkU8As6dm6azI87eVwbpX9vM0QPD\ntHbFGTs7jWJq6CWp6347TAmmF88FAhVQFKLNEXKpAms3tzN0Lsn2O3u4cCHJ1q2dpNNF2lqjhMI6\nlqHRmAij6+o1v8kIIYQQQiyGrqs0JkK1RNzavnJpydZK4D134Rvf93Fcn1zewfN8Lg2naW2OsP/V\nYQYGmtm7pxyAHz88SmtnjPGhdPlxrofhBtI+ENCNW6TMwydARcExVAzHR20KYSeLNPY2MDORo70n\nQS5rE4mZxOMWqVSBLVs6OHlykvvu7ePY6xPcdWcPl4bTrO5NUCx5NDeG8f2rr75XnZAghBBCCLEU\nqaqKZapYlVimuiBaNfN92+YOAN7zrtkab98v15AUii6WpXNxKEVnW5SDR8ZYs7qRAweH6ett5PSZ\nKUIhHQWF0eEUza0xLp6epH1VgtGz00RbIpTGs3ghA73oLtvl4cPhq496OR5PzYd+5W5MQ8UuuYTD\nRi0TrKlvLSNcXVmp+kvV3BgGoKHW9U2yy0IIIYS4dVQXxYlWSk7Wri5nvu+7p1zj/S9/biMA27aU\nA/E3U5bquB6+H+C5PrmCQzRsMDSSpqergeMnJhhY08yRY2OsWd3EuQtJmprCFAoOhYJDc1OECxdn\n2LSpjX37hrjrzlXs2zfElq0dnD4zRVtblFzOwXU9mpsiDF5MsmlzB4cOXuLOu3p59cAQ27Z3c/r0\nJN09DWSzNooCiUSYsdEMmza1ceTIGPfcvYpDr42yY1sn5y/M0N0dJ593rrmWhhIEwbJeZ3Ol1xOv\npJrplXQsV7OSj3ElH1vVSj7GlXxsVXKMy9tKPraqlXyMK/nYqtraFl5bQ1KuQgghhBBCLJIE00II\nIYQQQiySBNNCCCGEEEIskgTTQgghhBBCLJIE00IIIYQQQiySBNNCCCGEEEIskgTTQgghhBBCLJIE\n00IIIYQQQiySBNNCCCGEEEIskgTTQgghhBBCLJIE00IIIYQQQiySBNNCCCGEEEIskgTTQgghhBBC\nLJIE00IIIYQQQiySBNNCCCGEEEIskgTTQgghhBBCLJIE00IIIYQQQiySBNNCCCGEEEIskgTTQggh\nhBBCLJIE00IIIYQQQizSTQmmn3/+eT71qU/Vrh88eJB//+//Pb/4i7/IX/zFX9Ru/4u/+As+/OEP\n8wu/8AscPnz4ZgxNCCGEEEKIRdNv9D/w+c9/nt27d7Nly5babY888gj/5//8H3p7e/kv/+W/cPz4\ncXzfZ+/evTz55JOMjIzw8Y9/nG9/+9s3enhCCCGEEEIs2g3PTO/cuZNHHnmEIAgAyGaz2LZNb28v\nALt27eInP/kJBw4c4P777wegq6sLz/NIJpM3enhCCCGEEEIs2nXLTD/55JN8/etfn3fbF7/4RX7+\n53+ePXv21G7LZrPEYrHa9Wg0yuDgIJZl0djYOO/2bDZLU1PTNf/dtrb4dTqCpWslHeNKOparWcnH\nuJKPrWolH+NKPrYqOcblbSUfW9VKPsaVfGzXct2C6Q9/+MN8+MMffsP9YrEYuVyudj2bzdLQ0IBh\nGPNuz+VyxOO35osihBBCCCGWh5vezSMWi2EYBoODgwRBwO7du7nrrrvYuXMnL730EkEQMDw8jO/7\n8zLVQgghhBBCLDU3fAIigKIoKIpSu/5Hf/RH/Lf/9t/wPI9du3axfft2AO666y4+8pGP4Ps+f/iH\nf3gzhiaEEEIIIcSiKUF1ZqAQQgghhBDiLZFFW4QQQgghhFgkCaaFEEIIIYRYJAmmhRBCCCGuI8/z\n8Dyv3sMQN8myCaanp6frPYQb6rnnnmP//v31HsZ18eSTT/LUU0/Vexg3TD6f5+mnn673MG6Yc+fO\nUSgU6j2MG26lvqcMDQ1x/vz5eg/jhjl58iSPP/44k5OT9R7KDXPixAn+6Z/+qd7DuCF2797N//gf\n/4NisVjvodww3/zmN/niF7+4In9Hv/GNb/DYY4/VexhLzpIPpl9++WU+/vGP8/LLL7MS50q+8MIL\n/OZv/iZ79+5l9erV9R7O27Jnzx5+4zd+g5MnT3L33XfXezg3xF//9V/z67/+61y4cAHf9+s9nOvq\nxIkTfPKTn+SJJ55Y0cH0Sn1PcV2X//2//zef+MQnGB4ervdwrjvbtnnkkUf4n//zf9LR0UFra2u9\nh3TdlUol/viP/5gvfOELuK5b7+FcV8lkkt/93d/lb//2b/ngBz9IKBSq95Cuu4sXL/Jv/+2/5eLF\ni/zX//pf6ejoqPeQrptjx47xH//jf2RwcJAPfOAD9R7OknNTWuMthu/7fOpTn2J6eppHHnmENWvW\n1HtI110QBPzZn/0ZH/vYx/jQhz7E3r17URSFlpaWeg9tUR577DEefPBBfvmXf5nvfve7TE5OsmPH\njnoP67p54oknePbZZ/n617/O8PAwk5OTtLe313tY18W+ffv4rd/6LR599FF27dpV7+HcECv5PSWb\nzfKlL30Jz/P467/+a7LZLKVSCcuy6j2062b//v1MT0/zp3/6p1y6dIkXX3yRbdu20dzcXO+hXRe+\n7/OVr3wF3/f5+te/zunTpzlz5gwDAwP1Htp1sXfvXlzX5ctf/jJPPfUU3/72t7n33ntZtWpVvYd2\n3Vy6dIl3vOMd/Lt/9+/49re/TRAE3Hfffdx+++31Htrb9txzz/HAAw/wK7/yK3zrW9+isbGRhx56\niEgkUu+hLQnaI4888ki9B7EQRVE4e/YsGzZsYGZmhr/8y79kdHSURCLxhkuML2We5zE4OEhjYyOu\n66IoCj/96U95/PHHGRsb45lnnkFVVdavX1/voV5TEAQEQcCRI0dobW1FVVUSiQRf/epX+eEPf0go\nFOKv/uqv8Dyv1kd8OUqlUhQKBcLhMOFwmL/9279lcnKSb37zm/zzP/8zx44dY8eOHcs+aEmn00Qi\nERzH4ctf/jL79+/nzJkz7Ny5s95Du25W4nvK2NgYsVgM0zTZs2cPPT09/N3f/R3/8A//wEsvvYRl\nWfT399d7mIt28uRJkskkzc3NJJNJTp48yQsvvMChQ4c4d+4c+/btI5FI0NXVVe+hLtrQ0BCu6xKJ\nRBgZGeGll17i8OHD/OhHP+If//EfKZVKdHV1EY1G6z3UNy0IAhRF4fDhwwwODtLd3U1XVxePPfYY\nP/rRjzAMg/HxcX74wx/S1NRET09PvYf8llWP8Xvf+x4XL15kzZo12LbNs88+y+7du9m4cSOu6/KT\nn/wE27aX/Gf6XNVje+mll3Acp/aF9ctf/jKvvvoqnZ2dvPDCC5w/f56Ojo5l+/55PS2pMo9Tp05R\nje1936e/v58XXniBo0eP8mu/9mvMzMywRGP/N+2ZZ57h4x//OACGYRCLxbAsi8997nN87nOf4xd/\n8Rf56le/WudRvjFFUdi7dy+f/vSnGRsbA2Dr1q3s3LmTX/3VX+W3f/u3eeSRR/ibv/kbbNuu82gX\n79Of/jR79+7Ftm0GBga49957GR4e5mtf+xqf//znGR4e5sSJE/Ue5qJ84Qtf4O/+7u8AiEajDA0N\n8eqrr/LZz36Whx9+mBMnTvCtb32rzqN8e1bye8rx48f5sz/7M44cOQLAvffey+OPP8573vMevvKV\nr3DPPfewZ88ezp49W+eRLt7jjz/OE088AcD27dvRdZ3169fz6KOP8pnPfIaBgQH27dtX51Eu3ujo\nKH/6p3/K3r17Afg3/+bf4Hkeq1at4s///M/53d/9XU6fPr3sam+ri7Q99thj/PjHP2ZiYoJIJMIv\n/dIv0d/fzyc+8Ql+7/d+j46ODi5cuFDn0S6Ooig4jsN3vvMdnn/++dpnxNatW3nve9/LRz/6Uf7T\nf/pP3HbbbYyMjCyrskBFURgaGuKxxx7j8OHDuK7LO9/5Tu6//34eeugh/vN//s/8/u//PsPDwyu6\n9v2tWFKZ6VdeeYUvfelL3HnnnfT29uI4DqZp8tGPfpT+/n7uvfdennnmGTZt2rQs6+Wmp6f5v//3\n/3L06FFM0+SOO+4gkUiwbt061q1bh6IotLa2cuHCBXbu3IlpmvUe8oKCIKBYLPKVr3yFY8eOEYlE\nuOuuuzBNkw0bNrB+/Xp0Xaezs5Of/vSnbN26dVl+cz1w4AB/+Zd/STQaZc2aNTQ1NdHf38/27dtp\nbm4mFotx+PBh0un0ssvgjo6O8tWvfpXBwUHe97730dLSQj6f5x3veAdbt26ls7OTfD5POp3mjjvu\nmLeC6XKyEt9TfN9HURS+8Y1vsHfvXsLhMDt37qS/vx9d13nggQcIh8N0dnby9NNP8zM/8zPEYrF6\nD/st+/73v89TTz2Fpmnous66detYu3Ytt912G7FYjFAoxCuvvEJrayubN2+u93Dfkupr+A//8A98\n97vfpaWlpfazceNGbr/9dmKxGF1dXTz55JOsW7eOvr6+eg/7LfnBD37A008/TWtra+31qx6boijo\nus7Zs2fJZDLceeed9R7um1Z97QD+/u//ntdee43m5mYuXbrE7bffzpYtW9iyZQu6rqPrOj/84Q/p\n7Oxky5YtdR75m+f7Pn/1V3/F66+/TiKRIBwO093dzY4dO2rH1tDQwPPPP8/AwMCKKtVZrLoG04VC\nAV3XURSF0dFR/vEf/5HbbruNb37zm/yH//AfaGtrY8OGDWiahmmanD9/ntOnT/Pwww8viw/3iYkJ\nXnzxRcLhMA0NDUxOTmJZFr/zO7/DZz/7WT7ykY/Q3NyMoij80z/9E7lcjq997Wv4vs/73ve+eg9/\nnomJCb72ta9hmibhcJhYLEYQBHzsYx/jW9/6FuvXr6erqwvLsvj7v/979uzZw7PPPksul+Phhx9G\n07R6H8IbOnz4MGNjYzQ0NGAYBidOnOCee+5hZGQERVFYvXo1bW1tpNNpvvOd7xCLxfjOd77DBz7w\nATo7O+s9/GvyfZ+JiYnaqeLnnnuOjo4OwuEwBw4c4L777mPt2rU0NDTUylq+/vWvs3XrVjZs2FDn\n0b95K/k95ejRo0QiESzLwrZtdu/eza5du0gmkxSLRdasWcOWLVv48Y9/zKpVqzhy5AjHjx/n3e9+\n97IoEXj66acZGhoiFAoRj8cZGxtjw4YN3H333Xzve9/j3e9+Ny0tLfzkJz/h6aefJpVK8dxzz3H3\n3Xezdu3aeg//TXnuueeA8llJy7I4d+4c9957L7lcjkKhwIYNG+js7GTPnj3s3buXZDLJoUOH+Lmf\n+7klXxv+2GOPceTIEVzXpaenB8/zeOihh1BVlcHBQdrb22lpaeHo0aP83u/9HlNTUzz77LN85CMf\nWRZlOuPj43z+85/n5MmTFAoF+vv7CYVCbNy4kW3btvHcc8+xbds2Wltb+Zu/+Ru+9KUvsXfvXs6f\nP8/P//zPL+n5NePj4zz66KPkcjk8z6OtrQ1VVXn/+9/PyMgI6XSagYEBGhsbefzxx/nGN77BK6+8\nwuTkJB/60IeW5Zf1661uwfSf//mf8+STT3LmzBnWr19fe6P4pV/6JZ599lmSySQ7d+5kZGSEz33u\nc/zgBz/gmWee4e67714Wxfzf//73+e///b+j6zrf+973aGhoYNu2bcRiMfr6+jhx4gS7d+/moYce\nIpvNsn//fr773e+yefNmPvnJT9Z7+PPs2bOHz3zmM3R1dXH69Glefvlldu3aRSKRYNWqVQwNDbFv\n3z527dqF7/vk83kOHjzI6tWr+cxnPrOkA+kgCLBtm0cffZSnnnqK6elpnn/+ee68807a29vZuXMn\njuPw8ssv09fXR1tbG2fPnuUHP/gBP/rRj3j/+9/Pgw8+WO/DuKannnqKP/iDP+C1115jamqKbdu2\n0dLSwrp169i8eTPf+MY3uOuuu2htbeVrX/saTzzxBP9/e/cdVtWVLn78ew790JGOiCAIiGJDEY3B\nhhrNOGpMdOzjWG4ipmnMXMeSxBj7YHJzY43GXkLUOMbYxoYVg6iooPReFFB6Pfv3h7+zL2qKMYns\nw6zP88wzgXP0Wct1ztrvXvtd7/ryyy9p3bo1I0aMUOwTksc11TklPz+f2bNnc+bMGc6ePUtNTQ0B\nAQH4+vri4+NDdnY2iYmJtG3bFjMzMzZt2sTBgweJiopixowZit9oWVVVxeLFi/nhhx8wNDRk/fr1\n9OzZEz8/P7y8vDAyMuLWrVvk5+fTrl07DA0NycjI4OrVq7z++usEBwc3dhd+UUFBAfPnzyc2Npbi\n4mL27NnD4MGDsbe3p1OnTuTk5JCcnIy1tTVOTk7k5eURFRXFzZs3mTZtGn5+fo3dhR8lSRLl5eXM\nnz+fqqoq2rVrR0REBK1ataJdu3Y4OTlhbm7O1atXqaurkxddjIyMqK6u5q233tKLXOIHDx6wbNky\n/Pz8CAgIICIiAl9fX/z8/GjRogUmJiZkZmYSHx9PcHAw/v7+eHl5YWZmxuzZsxUdSCclJTF//nz8\n/PwwNjZmxYoVvPrqqzg5OeHq6kpFRQXx8fGYmZnh7u6Ok5MTdXV1WFtbM2fOHBFI60iN4NixY9K7\n774r5eXlSR9++KEUEREhJSYmyq/fvHlT6tWrl1RaWipJkiTdvXtXOnPmjFRQUNAYzX0mn332mXTl\nyhVJkiTp22+/lZYuXSpFRUXJr5eWlkqhoaHStWvX5N9VV1c/93b+nMrKSkmSHo7Xpk2bJEl6OBZz\n5syR1q1bJ7+vvLxcmjRpknT48GH5d3V1dc+1rb9FaWmp9Oabb0r379+XJEmSlixZIr377ruPvGfx\n4sXSpk2bpKKiIkmSnhwrrVb7fBr7KxUXF0uzZs2ScnNzpbS0NGnWrFnSN998I4+tJEnS6tWrpdmz\nZ0uS9LAflZWVUnp6uvy6UvvWUFOeU/bt2yd9+OGHkiRJ0oULF6SRI0dKWVlZ8uvXr1+XVq5cKe3Z\ns0eSpIfjVVJS0iht/TWqqqokSZKkgoICafz48fLvP/nkE2n16tXy2FRXV0tnzpyRwsPDpbS0tCf+\nHq1Wq9jPaG1trSRJkhQfHy+Fh4fLv3/11Vel7du3yz8XFhZKn376qbRp0yZ5HtL9+0iSMvt49+5d\nSZIkqaamRpo1a5aUkZEhSZIk7dmzRxoxYsQj792/f7+0aNEi6fLly8+9nb9FUlKSJEmSdP/+fWnY\nsGHyvL9p0yZpyZIlcp/r6+ula9euSVOnTpWio6Mbrb2/Rl5eniRJknTnzp1HrnfvvPOO9PHHH8s/\nV1dXS2vXrpUiIiIemXeERz23lenk5GTq6+sxNzcnMjISX19fQkJCaNGiBVlZWaSkpNC5c2dUKhUO\nDg7ExcVx9OhRBg0ahEajwcPDQ9GPKm/dusXSpUspLi7G3d2dEydOkJOTQ/fu3XFwcCA/P5+0tDTa\ntm2LoaEhJiYm3L9/n5iYGHr37g2gmBXcGzdu8PHHH3Pjxg0cHR1JSkoiKytLzsV0cnJiz5499OjR\nA3Nzc4yMjKisrCQxMZHg4GDUajVqtaL2tj7h+++/59ChQxgZGVFRUUFqaioBAQFYWVnRvXt3IiIi\n8Pf3x9XVFQCNRsP3339P+/bt5dQclUpFfX09arVaUSkCBQUFnDp1imbNmmFiYsLKlSsZN24cTk5O\naLVaEhISsLCwkPvWsmVLNmzYgJeXF+7u7hgaGmJtbY1Wq0WSJMWOZVOeU77++mvi4+Pl3PVbt27R\ns2dPWrZsSUJCAomJiYSEhABgZ2dHTk4Od+7coW3btnIqiJJt2rSJDRs2UFdXR/Pmzbl165Zc8cDN\nzY2jR4/i6emJs7MzBgYGaDQacnJy5KdhOlqtVnHfP52vvvpKzocuLS2lqKgIFxcX7Ozs8Pb2Ztmy\nZYwePRq1Wo2ZmRklJSUkJSXh4+ODtbU1hoYPK9cqbY4pLS1l2bJlREZGUlRURF1dHcXFxVhaWtK8\neXPatm3L3r17qauro23btgDY29uTkpJCQECA4tNV4OHm3iVLlnDo0CFSU1OxtbXFwMCAzMxMAgIC\n8PLy4vDhw7i4uNCiRQtUKhUajQYzMzNatWqFtbV1Y3fhJ8XFxbFkyRJOnDgBQHl5OeXl5djZ2WFv\nb09QUBCffPIJ/fr1w9raWo5LSkpKaNeuHWZmZo3ZfMX6w4PpiooKVq1axcaNG0lMTCQhIYGXXnqJ\nzz//nJEjR2Jra0t5eTlpaWl4eHhgZWUFQI8ePTA2NtaLR0D79+9nzZo1DBo0iNzcXHb9YnPpAAAg\nAElEQVTu3MnMmTNZt24dvXv3xt7envv373Pr1i26deuGkZERKpWKbt26yYG0UsTExBAREcHo0aNR\nqVSsW7eOt956i5UrVxIaGoqNjQ0ajYbk5GQ5ZQWgbdu29OjRQ7GBl44upePChQu0bt2arVu30qdP\nH06fPo2dnR0eHh4YGBigUqmIjo4mNDQUABcXFzp27Cj3V3dhU1p/v/rqK9asWUNlZSX/+te/cHZ2\nxtHRkatXr9KlSxecnZ2Jjo7G2tqaVq1aIUkS5ubmdOrU6YlUB90Ng9I05TklLy+PKVOmUFlZSVlZ\nGXFxcRgZGSFJEsbGxri5udG6dWtWrFhBWFgYFhYWGBgY4ODgQI8ePbCxsWnsLvyi999/n4qKCoYN\nG8b169dJSUnB29ubxMREAgICcHFxITY2lvj4eF588UUA+TP6+MFWSvx8lpWV8c477yBJEs7Ozpw/\nf15OkXN0dMTJyQl3d3diY2PJzs6WN9+1bNmSzp07P7ERVklzjK5OtIODA1OmTOFf//oXLVu2pKio\niHv37uHm5oalpSWurq58++23DB48GHg4fl26dNGLQBpgxYoV9OjRg2nTppGamkpeXh4uLi7cvn1b\nTnXIycnhzJkz8v4mExMT+UZIqYqKili6dCkjRoygY8eOHDlyhA4dOnD9+nU0Gg2Ojo7Y2dlRVFRE\nUlISXbt2BcDV1ZUOHTqIQPpn/OHf0rNnz5Kbm8vevXuZN28ep0+fxsHBAW9vb9avXw9Ahw4dSEhI\neORO3MLCgkGDBv3RzftNdKVu7t27x/Dhw/nzn/8sbyp0cHAgODiYf/7znwB07tyZ3Nxc4P8mR0lB\np6/p2nL37l2cnJzo1asXY8eOxdjYGHNzc/70pz/x2WefUVlZiYWFBfn5+Xq3uxwerqpcuXKFNWvW\nMH78eFxcXMjKymLkyJEcPHhQLtNkZ2cnb7zTjbOzs7OixuzHJCQkMHfuXD744ANefPFFUlJS6NSp\nE4mJidy6dQsLCwvc3Nzko+t1wYguJ1Pp/YOmPafExsYSHBzM4sWLGTlyJGVlZYSEhKBWq7l58yZF\nRUU4OzsTHBxMVlaW/OccHR3lmwYly83NpbS0lAULFtCjRw8MDQ3x8vKSb+QiIyOBh/OljY3NI+XE\ndDcVSv+MpqSkUFxczNy5c5k8eTIFBQV4enrSvn17Ll++TEJCAgAdO3Z85EAW3Qq8kkuo1dTUcPLk\nSYYNG4a7uzsuLi6kpqYyatQocnNzOXnyJPBwnHVPhZR4w/Nz0tPTyc3NZciQIdjZ2ZGeno6dnR3d\nunXDxsaGtWvXAg//LTp06KD4z2NDGRkZZGVlERoaSkhICIWFhZibmxMWFsb169c5f/488HAfgz5V\nWFGCPzyYzszMpG/fvsDDgdSV//nb3/7Gzp07uXPnDgkJCRgYGFBdXQ0oJ93hl+iCYkdHR/mR66VL\nl6itrcXQ0JAZM2Zw48YNVq1axcSJE/H19X3k8asSJhndRNAwqPqv//ov4GHqirW1NSYmJoSHh2Nu\nbs7y5csZPXo0lpaW2NjY6NVEAmBjY8PQoUO5f/8+AKampqjVanr06IGnpyc7d+5k8eLFbNiwQQ5O\nGq4MKWHMforuaYHuMfjZs2exs7Ojffv2BAYGsnDhQuLi4jh79iz+/v4/OnZK7p9OU5xTdEdHGxgY\nyGUkdaUXbWxseOGFFygoKGDZsmVERERw584dvalg0ZCLiwthYWFyf4uKijA0NMTT05PBgwdz+PBh\n/v73v7N8+XL5JqIhfQjOAgMD+dOf/kRdXR3V1dUYGxujUqkICwvDzs6OzZs3M2/ePL7++ms51aoh\nJa1EV1VVyfOE7mCZiIgIHBwcgIcBpZeXF/b29rz88svk5OTwt7/9jf379xMUFNSYTX9qj9+geXh4\nMH/+fHkcamtr8fPzw9HRkXHjxgHwxhtvEBMTw4ABAxT9eXx8ju/QoQMrVqwAHi4saTQa3N3defHF\nF+natStRUVFMnDiR/Px8fH19G6PJ+uuPSsbWbZbIz8+X6uvrJUmSpKioKGnRokXye/bs2SMtWrRI\nGjlypHThwoU/qim/G61W+8jGOl2/Gr4+Y8YM6cSJE/LvSktLpbNnz0rnzp17bu18Wg378mMbBpcu\nXSqtXr1akqSH/SgrK5OSkpKkmJiY59bG36K+vv6JMWooIyNDmjBhgrxZ6+7du1JycrK0evVqKTMz\n83k185npvmMNNybpNshUV1dLkyZNemQj2q5du6R58+ZJ27Zte74N/Z00tTklNjZW3vj5Y5/TyMhI\nadasWfLPDx48kHbv3i2tX79eKisre27tfFa/tAk5IyNDevnll+Wf79+/L92/f1+6ePGiVFNT80c3\n73fxeB8fH8ezZ89KEyZMkH8uLCyU4uPjpcjISMX3sbq6Wjp16tQjm+QbSk5OliZOnChVVlZKlZWV\n8obf69evP89m/m7Ky8slSXp0Pk1KSpLHLykpSf63UPrG5cdjFUl68rN68OBBeeNhTk6OlJeXJ5WW\nlkq3b99+bu1sSn63nGndJokGQToqlQpzc3P5zm316tW8/PLL2Nra8s033zBy5Eh69uzJiBEjFF30\nu6amhrS0NOzs7FCr1dTW1sp5tQ1VV1dz6dIlRowYwdq1a9m+fTsvvfQSnp6euLu7N1Lrf5paraaq\nqoqNGzdiZGQk10quq6tDrVZz8uRJ+vbty/79+1m7di2hoaHyoz19oFvFSktLIyYmhubNmz+yQhkb\nGyvnDs+fP18+fCYoKAgrKyv5catSVx507UpKSqJZs2bU19djZGQEPDz5Lycnh7CwMLZu3UpmZibD\nhw+nd+/e8vHuDQ8fUKKmOqfo+uHg4MAnn3yCn58f7u7uT/T32LFj/PnPf+bu3busW7cOHx8fevTo\noegDneD/Vvp037U7d+5QXl7+RC5pXFwchoaG2NnZMXfuXLRaLZ07d5a/p7p5SIke72N1dbVc31z3\nuu445nbt2lFfX8/ChQtxd3eXD74wMDB4YsyVQNem+vp6YmNj2bJlC3V1dbRu3Vrun0qlIi4ujsrK\nSmpra1mwYIGcz+/k5NTIPfhluj7qxunatWvs3LlTfhqi+/2lS5fIy8sjLy+Pr776Cn9/f1q2bKnY\njcs6KpUKtVpNZWUlJ06cwNPTU/6s6vp++vRp3NzciI2NZcOGDXTs2JHmzZvTrFmzRm69fjL8rX+B\n9P8fI+gG6ujRowQEBODm5ia/rlKpKCkp4fbt28TFxbFmzRr53PofC0qVJioqii1btrB582b27dvH\ngQMHCAsLo23btgQGBlJfX4+BgQE5OTlERkaSlJRESEgIS5cuVdSu+sd3haemprJy5UpMTEyYOnWq\n/D5DQ0OqqqrYtm0bly9fJiwsjNWrV6PRaBqr6U9NNxbw8LO3b98+1q5dy8KFC+VAU2fv3r0kJCRw\n6dIlevbs+chBOboqAUqj+z7pREdHs3PnTlasWPHIjcL58+eJiYlhxowZ2NjYEB4eLr+mC6KV2D9o\n+nOKrm0GBgbMnTuXFStWEBkZ+cj4FRQUcP78eeLi4tBqtfIxzPpAdxObnJzMli1bOH/+PEOHDmXy\n5MmYmJjI43fu3Dm++eYbMjIymDBhgpwqp6PLd1ciXR9TU1OJiIjA1taWgQMHyn3QHTV94MABKioq\naNmyJaNGjZI3dAGPBONK0XD+NDY2pqioiDt37hAaGvrEeBw5coR9+/ah1Wr56KOP9OJwJ928ruuj\n7kTUtLQ0zM3N5ZsI3evHjh3jwoULeHt7K/4a+Pg1a//+/Wzfvl2uC927d280Gg0GBgZIksSuXbsw\nMDBg+PDhiu+bPnjm2Uo3IeouDAkJCezatYsbN27QokULhg0bRs+ePVGpVEiSRF5enny4wJw5cx7Z\neKFEurJgBgYG9O3bl+PHjxMeHo6TkxPTpk0jMTGRtWvXEhERIa8S3blzh8GDBzNjxgzFXfgaThBX\nr15Fo9FgYWGBk5PTjxZdz8nJYdKkSbzyyiuKHyt4cpJMT0/Hzc2NsrIyzM3N5YuYJElotVoMDAxw\ndXXF3t6e9957T96lrPtcKynQbNhmlUpFTk6OfCKVVqvF19dXXuXSTZS6ih0TJkyQcxeV2LfHNbwg\nNLU5paG0tDTmzp3Lpk2b2LVrF9u2bWPs2LHU1dVhaGiIJEmkpKQwa9YsRo4c2djN/dXS09NZsGAB\nkyZNolu3buzbt4/bt28TGBgoXzOMjY154403mDhxovznlHoTC0/eqB8+fJhdu3YxZswYqqqqWL16\nNXZ2dvj6+qLVajEyMpKrIIwfP17+ex6/diqJgYEBWVlZfPbZZ1hYWBAWFsb8+fO5ceMGWVlZNG/e\nXP536NOnDz179mTgwIGN3exf1HAO1dmwYQOJiYmMHz+ebt26MWPGDKZOnYqRkZHcx8GDBzN16lTF\nHpoDP943SZKIjY1l4cKF+Pn5UV9fz4MHDzAwMJAX+CZMmEDXrl0V3Td98kxpHo8/moqLi2PatGmM\nHj2aOXPmkJqayr1793BxccHKykqeNLp27crEiRP1ojyOLugoLCxEo9Hg6+vL/v37mTx5MkFBQbi7\nu3Pt2jVsbW3lTSStWrViwIABiilPVVBQwI4dO2jevDmWlpYUFBSwYMECvv/+ey5evIiPjw9OTk5k\nZWVhYWGBs7OzPLa2trb06NFD8WP1+OPVxMRE3n//fY4dO0Z2djb+/v5otVpyc3MJCAh4ZDWoU6dO\n9OvXT548lXiB0620qtVqqqur0Wq1HDlyhGPHjpGWlkZoaCj//Oc/eeWVVzA0NJTf7+/vz6RJk+TP\nppKDlIZUKhWVlZVkZWUxYcIExowZo9dzSnp6OsuXL6dz586YmpqSnJyMsbExjo6OXLt2jczMTMaN\nG8fixYsZPnw4JiYm1NXVYWVlxdixY+nYsWNjd+FnPZ4qFBMTQ1paGhYWFpw6dYqZM2fi4+PDtWvX\nuHXrFh07dsTU1BSAkJAQuYqH0mopP05qUG89Ozsbc3NzuTLH7Nmz8fX1JTo6muLiYvnmVaVS0a9f\nP3kMldbH+vp6du/eTXFxMSUlJTg5OVFUVMQ777wjl2319vZGo9GQmZlJUlISlpaW2Nvbo1Kp8PLy\nwtvbu7G78bMqKirk+VN3rPmaNWtIT08nODgYe3t71q5di5OTEyYmJrRs2RJLS0v5WqDbXKlkulgl\nIyODXbt2UVFRgbOzM8uXL2fEiBFYW1uTl5fHjh076NSpk3y9bN++veL7pk+eKZhWq9XU1dWxYcMG\niouLCQkJITo6GhMTE7p06YJGoyEmJoaamhp8fX3lguZKzWGEhxeFyMhI1Go1Dg4OaLVaVq1axfr1\n67l8+TL+/v5UVVWRn59PUFAQ1dXVHD9+nGHDhskXB6VMkjpbt24lIiICNzc32rdvT2RkJD4+Psyd\nO5eoqChyc3MJCQmhqKiI2NhYQkJCFP1otaG6ujpWrVrFli1bCAwMlEsWHTlyhDFjxvCXv/yF5ORk\nLl26xMCBAzl48CBBQUFYWFjIK0O6UlsNV32V4vLlyzg4OMipKdu3b2fhwoVcvXqVwYMH069fPyIi\nItBoNJSXl9OmTRtsbGzkC74uuNTlnSqpbz8nPT2dt99+m3HjxnHlyhVMTU0JCgrSyzkFHlaP2blz\nJ8bGxlRWVrJr1y6MjY3x9PSkZcuWbNy4kaFDh5KRkcGJEycICwuTx/DxtCQlefwmFh7uLTl69Ogj\nh808ePAAHx8fcnNzOX78OAEBAY9UsNCl9CjxRk/XR3g4t1+4cIFFixZx7do1srKy8PHxQaPRUFRU\nRKtWrcjLy0OtVtOhQ4dH6tDr9l4oqY+HDh3ik08+AR5e+7744guaN29OTU0NxcXFvPnmmzg5OVFZ\nWUlUVBQ+Pj58/fXXGBsbExgYqKi+/JS4uDh27tyJpaUlzs7OXLx4kQULFtCtWzdSU1NJSkqiW7du\ntG/fnh07dnD48GEmTZqEmZmZoufL+vp6rly5gkqlwtLSEniYCrdy5Up69uzJli1bMDExwdLSkn37\n9tGvXz927txJcnIyAwcO1JtrvL55qmBat7rSsWNHzMzMOH36NIsWLcLAwICUlBRSU1MZO3asvELm\n6upKamoqdnZ2eHl5Kf6Ld/jwYRYuXIixsTH9+/fHyMiIb7/9ltzcXD799FPOnz/PqVOnGDt2LLt2\n7SIxMZFvv/0WFxcXXnzxRUUFK7rNkQBWVlZkZWVx9+5dWrVqhZWVFRkZGURGRtKqVSuOHj2Kq6sr\ntra2uLm5PbJJQem0Wi27d+/GxsaG+Ph4KioqsLe3JyYmhilTpmBlZSUfLhMUFERBQQH29va4uLg8\nMlZKTHtYs2YNH374IR4eHrRu3ZodO3aQmprKsmXLOHnyJHl5efTp04fOnTuTkJDAnj17GDNmDFZW\nVk/kVCutbzq/tGKblZXF2LFjWbFihV7OKfB/K5EODg5ERkYSFhbGvXv3KCwsxMPDAzc3N86dO0d0\ndDT/+Mc/MDExUXy5ux+7if3iiy8oKCjA398fjUZDbm4uxcXF+Pv7s3XrVk6fPk1+fj7m5uZkZGTQ\nu3fvR1IdlDJ36mRnZ7N48WKOHz/Ov//9b8LCwqipqeGLL75g+vTp+Pn5yTnu/v7+rF+/npiYGKKj\noxk7duwTq31K62NJSQmbN2/m9ddf59VXX6VDhw7Y2dlx6tQp3Nzc2L59O927d8fW1paDBw9y//59\nhg0bRr9+/ejWrZtefPd0rly5Qn19PX5+fpw8eRJnZ2cmT55MmzZtiI2NRaVS0bt3bzp37oy5uTkd\nO3aUD1VTosOHDzN//nwKCgrYtm0bRkZGeHl58cMPPxAYGEj79u05ePAg5eXlzJw5k5ycHPbu3Ut9\nfT1z5sxR/MZJffZUwbRudcXAwIA2bdpw5coVevbsyeDBg7l16xZnz57ltddeIz09nSNHjjBgwAAC\nAgJo3bq1or94JSUljB07ltzcXN577z2GDBkirwYlJCQQFxfH6dOnUavVuLm50aFDB6ytrUlNTSU8\nPJzBgwcrZkWzoKCACRMm8ODBA7y9veUA5e7duwQHB3P69GlGjRpFdHQ0L7zwAkOHDuXcuXO4u7vT\np08f2rZtqzeBdH19PYaGhmRlZVFbW8uUKVNYvnw5Xl5eXL9+HWdnZzw8PDhw4AAPHjzglVdeoWvX\nrvIGNqVTq9X88MMPlJaW0qVLF4qKinB1deXq1atkZ2dz6dIl3N3dCQgIoGvXrmRlZVFZWUm7du0U\n8Vl8Gr9mxfbo0aP0799fL+aUhnTtdHd3Jzo6mpKSErp06UJMTAz37t3j6tWrSJKEv78/HTp0UHwg\nDU/exFZVVWFtbc2RI0cIDg7G3d2dmzdvkpKSQq9evejXrx/19fXMnDlTTo/QHeahRKdPn2blypWE\nhITw17/+FUNDQ3x8fIiPj+f48eOYmpqybds2XnzxRTw8PPDx8aG4uFjOmdaHx+YHDx4kOzubsWPH\nUlNTg4GBAd7e3nz33Xd4e3vTqlUrDh06xHfffceNGzfo378/LVq0kJ/AKlVBQQFvvvkm1tbWODg4\nYGtrK6/iWlpaYmxsTEJCAt27d8fKyorjx4/j6OiIv78/FhYWBAUFyTXBlebevXtMnjyZnJwc3n//\nfV599VXc3NyIj4/n2rVrWFpasnHjRlJTU/nf//1fCgoKMDQ0ZOjQofTs2ZOwsDDFj5+++8VgWre6\n4ujoyO7du+WyTHFxcezfv59evXrJj/AWLlyIqakpXl5eehGYGRsbExUVRefOnenbty95eXn8z//8\nD56enpSWlnLu3DkCAwOZPXs2x44dQ6vVMnToUPr06aOYvGid6upqjh49ysWLF8nPz6dXr164uLiw\nfft2OnbsKAdcdXV1rFy5klOnTvGXv/yFIUOG6N2XTLfSU1hYiJmZGa6urhw4cIDi4mKio6OJj48n\nNjaWwsJCxo0bh729/SPljpREkiQ+++wzqquradGihbzBUKvV0rx5c27evMmoUaM4duwYzs7OhIeH\nc+7cOaqqqmjdujUWFhacOXOGrl27Kj7lQefXrtjq05zyOF2ajZeXF59//jnDhw/HxcWFf//73/LF\nv0uXLo3dzKfyYzexy5Ytw8fHh6tXr2JpaYmvry9Xr14lMzOT5s2b06JFCy5cuMDnn39OXV0d4eHh\niqpw9LjvvvuOoKAgRo4ciZmZGdnZ2ZSUlNCmTRsiIyNJS0tj8+bN5OXlcfr0aQYMGICFhQW3bt3C\ny8tLPnBHyWpqauQndmZmZlRUVGBkZERhYSHnzp3jnXfeoX379pibmzNz5ky9Oem2urqayMhIduzY\nQUZGBg8ePGDAgAHcuHFDvunLysri+PHjXLhwgcTERIYPH64XN0Dl5eVyZa3u3bsjSRJubm7U19eT\nlJQkxyOBgYFcvHhRThmzt7dXdLpYU/KLwbRudaV58+bExMSQm5vLgAEDuHz5MkOGDKGwsBC1Wk3L\nli3p3LmzXqyu6KhUKry9vVm3bh0pKSns3bsXNzc3+vfvj42NDRqNhsTERDZt2oSHhwd//etfG7vJ\nP8nMzAwnJyfKysrkx6zV1dW0bt0ajUaDtbU133//PdOnT6ddu3aEh4fj6enZ2M1+JrqA+Pbt26xY\nsYKsrCzGjBlDeHg4OTk5JCYm0rJlS5YsWYK9vb2id89nZ2czb948Ll26JG8KMTIyYuvWrQwcOJCY\nmBjs7e1JTU3l2LFjct7plClTsLW1JTExkczMTAYOHKjo2sMNNcUV25+iVqspKirCxcWFuLg46uvr\n6du3L6Ghobz00kt6VY7qp25ii4qKiImJQaVSsXbtWmpqanj77bdp164dpqamuLi4EBoaymuvvab4\nz2heXh6LFi3iwYMHrFy5krNnz3LlyhWio6N54403uH37NkePHuXWrVtMnDgRd3d3TE1NMTIyokWL\nFj9aGUlpamtruXPnDgCenp5ysHXq1Cm6deuGl5cX5ubmit9c+DgzMzNcXFyora3lhRde4NSpU5w7\nd47ExEQqKytp1aoVQ4YMoaqqCktLSxYsWKAXgTSAubk5FhYWHDp0iMDAQKysrFCr1fLx7uPGjaND\nhw5cv34dc3NzPv74Y73pW1OhknQ7QH6GrlxTeno67777Lp9//jm7d+8mNjYWOzs75s2bp9jd9E8j\nIiKC/fv3c+TIkSdWaVNSUrCxsdGL/pWUlLBnzx6ys7MZMmQIH3/8MS1atGDatGk4ODhw8uRJBg8e\nLJeB03dVVVVMmzaN+fPny2XRdBto3njjDZYtW6b4cmlarZaDBw9y4MABysrKGD16NN27d+fkyZNY\nWlpSXFxMfHw8b7/9Njt27KBXr160bdv2kT+vL2kPDenmlLS0NGbNmsWnn35KXl4eu3btAuDvf/97\nkzg8ID8/n0WLFqFSqSgoKGD+/Pn4+/s3drN+k0OHDrFo0SKCg4MZNGgQ/fr1Y9asWbRt25aAgAB5\npV1X6UOJN7E/59y5c1RWVqJWq+nTpw8Aw4cPZ+PGjWg0GlJSUvS+nNi+ffs4deoUvXr1olWrVmze\nvJmqqir++7//W2+ecP2YkpISNm3ahLW1NRMnTiQ5OZk1a9Zw5MgRXnjhBZYvX663ecNlZWVs2LAB\ntVrNm2++Kf9+ypQpfPjhh7i6uj5SvlF4vp4qZ7rh6sr169cxNDRk/PjxhIaGMmzYML0Pzlq3bs3l\ny5fl05tqamrkTYW2trZ60z8TExMMDQ25dOkSffv2xcvLi0OHDqFWq+nVqxdt2rRpUo98CgoK+OGH\nH+jTpw8ajUZO5bCysqJZs2b4+PgoPoVFpVJhbW1NYWEhFhYWuLu7s2rVKqytrenRoweOjo7cvn2b\noKAgevXqhaOjo3z6mj4GKjpNacX251hYWNCmTRtMTU2ZPXu2fMqoPnN3d+f8+fO89957chm4oKAg\nQkJC5H0Juou6Pn4+nZ2dMTU1lcv2bdy4EZVKRd++fTE1NZVX/JR4euHT0m0WvXPnDocPH6ZPnz7M\nnDkTKyurxm7ab2JiYoJGo+HIkSM4Ozvj7+9P//79CQ0NpVOnToo8ifhpGRsbo9FoiIqKwt/fn4qK\nCj744AOcnZ0JCwuTSwAKjeOpaqQ0XF3Jz89n7NixAHqxWvs0mjVrxqBBg/joo4+IjIxU/KPIn+Pn\n50dAQABffPEFixcvJiAgoElcwH+Mq6srpqamGBoaynfjuv/v169fYzbtV3FyciIwMJB9+/bRvXt3\nUlJS2L59O2q1mtdff51//OMf8nt1K9H6GKQ09PiK7ejRowEUnU/7rDw8PPDw8GjsZvxuioqKsLa2\nRqPRyEGz7lrw+OFJ+qiiooKvvvqKgoIC8vLy8Pf356233npiUUWf+wgQGhpKaGioIveS/BZ+fn4E\nBgayZcsWVq5cCUCbNm0auVW/Dz8/P9q0acPo0aNp3bo1w4YN4+WXX27sZgk8ZZoHPCxlFRsby6BB\ng/Q62Pwp1dXVfPfddwwbNgxQXs3oXyMtLY0bN26IL5keKSsrY/369RgbGzN9+nTOnTuHn5+fnOqg\nr+kcP6epzylN2ezZs3nvvfdwcHBo7Kb8IUpKSrhx4wYWFhYEBgYCTfM72FSlpaVx8+ZNBg0apNfX\n8h+TmZnJyZMnGTVqlJg3FeSpg2lBUKqmcpGLiYnhxIkTTJ8+XU5zaCp9EwR9pUurEt9DQRB+igim\nBUEhHg+cm9rjV6Fp+U+40RPfQUEQnoYIpgVBYf4TghRBEARBaCpEMC0IgiAIgiAIz0gsfwmCIAiC\nIAjCMxLBtCAIgiAIgiA8IxFMC4IgCIIgCMIzEsG0IAiCIAiCIDyjpzoBURAEQVCujz76iCtXrlBb\nW0t6ejre3t7Aw8Mrjh071mQPVxEEQVACUc1DEAShicjOzmbcuHGcOHGisZsiCILwH0OsTAuCIDQR\nj6+N9OnTh61bt3Lp0iVOnTpFQUEB+fn5TJgwgZycHC5evIiNjQ0bNmzA2NiY/Zqk9x0AAAFvSURB\nVPv3s2XLFrRaLQEBASxYsEAcWSwIgvALRM60IAhCE6Y7we/GjRt8+eWXbN++nSVLlhAaGsqBAwcA\niIqKIjExka+//ppdu3axf/9+7Ozs+PLLLxuz6YIgCHpBrEwLgiA0YbrV6o4dO2Jubo65uTkAISEh\nALi5uVFSUsKlS5dIT0/ntddeA6C2tpaAgIDGabQgCIIeEcG0IAjCf4DH0zUeP7Jeq9UycOBA5s6d\nC0B5eTn19fXPrX2CIAj6SqR5CIIgCHTt2pXjx49TVFSEJEl88MEHbNmypbGbJQiCoHhiZVoQBKEJ\n0eVI6/5b97+feo/uZz8/P6ZPn86ECRPQarW0adOGqVOnPpc2C4Ig6DNRGk8QBEEQBEEQnpFI8xAE\nQRAEQRCEZySCaUEQBEEQBEF4RiKYFgRBEARBEIRnJIJpQRAEQRAEQXhGIpgWBEEQBEEQhGckgmlB\nEARBEARBeEYimBYEQRAEQRCEZ/T/AP2rGexxnd8cAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point)\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": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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NDQ0cOHCAPXv2sHjxYgoKChg9ejSTJ09mzpw59swpvZSnuzOzxvUnu7CGgtI6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BBCCCFEK5BSECGEEEIIIVqBBNZCCCGEEEK0AgmshRBCCCGEaAUSWAshhBBCCNEKJLAWQgghhBCi\nFUhgLYQQQgghRCuQwFoIIYQQQohW8H8ebuENlDcqLAAAAABJRU5ErkJggg==\n", - "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": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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PtC6eh+ySOsNW+4xOxTL4/3+xCf978fm4+Jz51gqnAdWKzKMKjyD8wk/+sAec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\ngwcP1vpAGn7/ENvQ0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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": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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IWcVD7E9efwCBoISuvqXDso1MPb4AtpXWK57PyK1pbOtSP3Mc+/1wZQsOVTSr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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": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Y/VXDrBhvO+5uSC8MBJEbkJgmCJM5cqIfANDYNpD95GGhYuaYzOPKeHafkqek/Yyqdy1i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Z3p1KkTu3fv5tatW7z44ov069dPnsCm7fT09Dh79iy3b9+mb9++FBcX0759e86fP09OTg5RUVG4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\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": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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OdM1OwtEKjzMXETnX6hsDHDxSz9sf7mdHUSVV2o1D2hrNTIs034qPi1jxcREAt17el8Q4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\nJCSgVCpxcXFBp9Px0Ucf8dlnn5Gamkp4eDiNjY1UVFQQExNDU1MTe/f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- "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": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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eSFkAmlalub3LsPfJxmNHYd63VzmhBMjCK6bSp5mKpH57LirXrELxe+/yjmMv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YMDgUAgEAhqhKZpuN1u7HnqRaVFCUSlq+kWZ69HuOpGjl5eaBpOPma3XkSWYi0hbpq9H2uax5Xp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\nQRCEp+D/AIVXvLyRJvMoAAAAAElFTkSuQmCC\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": 31, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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wiGDsQ9XmOBSjaAXdvpX7eOYfe3Corh3Lt5nvDx+UhemyyPvkoKuJIGZqsZW5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\nvWF09tSpU7i6uprsqgDXysvLY/HixZw9e5ZevXrx6aefUrNmT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- "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": 32, - "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": 33, - "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": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", - "sandia_module" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run the SAPM using the parameters we calculated above." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "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 09:30:00+00:00 0 0 0 0 0 0 0 \n", - "2015-01-01 10:30:00+00:00 0 0 0 0 0 0 0 \n", - "2015-01-01 11:30:00+00:00 0 0 0 0 0 0 0 \n", - "2015-01-01 12:30:00+00:00 0 0 0 0 0 0 0 \n", - "2015-01-01 13:30:00+00:00 0 0 0 0 0 0 0 \n", - "\n", - " effective_irradiance \n", - "Time \n", - "2015-01-01 09:30:00+00:00 0 \n", - "2015-01-01 10:30:00+00:00 0 \n", - "2015-01-01 11:30:00+00:00 0 \n", - "2015-01-01 12:30:00+00:00 0 \n", - "2015-01-01 13:30:00+00:00 0 \n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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vLHRWDrO4uI5ChwIJnvj7SDXBhc5QGJFIDOOPGem2KK7iROerGQNL1BbFFJU+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\nH//AyMgIT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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sapm_out = pvlib.pvsystem.sapm(sandia_module, poa_irrad.poa_direct, poa_irrad.poa_diffuse,\n", - " pvtemps['temp_cell'], airmass, aoi)\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": 35, - "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": 36, - "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": 37, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "single_diode_out = pvlib.pvsystem.singlediode(cec_module, photocurrent, saturation_current,\n", - " resistance_series, resistance_shunt, nNsVth)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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oMXWrtbMfebkB9IdjmT+qNcRMLdo1ojFqbwQ/SIkmCA5oDVaOjhUORabmTktv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\n7NmzEIvFGDFiBCfGi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- "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": 39, - "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": 40, - "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": 40, - "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": 41, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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TDpCvaoO6BqSuQ/PV9YtDS1TyceegzR+zQNFOJUIURBT8s4PxEPfOfABHXU4y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8UCrVYrtWhBJTc3F3q9HqtWrUJ9fT2+/fZbzJw5E4mJiVKLFhQEQcC6desgCALee+89lJeXo6Ki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\ntZra2lrc3NwoKChAr9czZswYo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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_acs = pd.DataFrame()\n", - "p_acs['sapm'] = pvlib.pvsystem.snlinverter(sapm_inverter, sapm_out.v_mp, sapm_out.p_mp)\n", - "p_acs['sd'] = pvlib.pvsystem.snlinverter(sapm_inverter, single_diode_out.v_mp, single_diode_out.p_mp)\n", - "\n", - "p_acs.plot()\n", - "plt.ylabel('AC Power (W)')" - ] - }, - { - "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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JFSXpOHyqA2XFGTh9uhPdvT7kZKRg37E21AzPQnZ6Ct78eC/au/rhDwTgcdpwsrkLZXmp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\nL/tbns8Mg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- "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": 43, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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9vodydq8oA2ysLyQ1VUQoEV6RMd9CiOx3fthIdu7JuJg1nyibTQZqfVKnLIS4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\nel49+Ab5MTl66VtOmtfrpbrrAJsbtrK3fR9evIRaHMT1F3C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sapmsd
count8760.0000004620.000000
mean23.09207245.975969
std42.33881350.010571
min-0.020000-0.020000
25%-0.0200008.625879
50%-0.02000028.616357
75%27.94616263.817331
max211.292680213.052674
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" - ], - "text/plain": [ - " sapm sd\n", - "count 8760.000000 4620.000000\n", - "mean 23.092072 45.975969\n", - "std 42.338813 50.010571\n", - "min -0.020000 -0.020000\n", - "25% -0.020000 8.625879\n", - "50% -0.020000 28.616357\n", - "75% 27.946162 63.817331\n", - "max 211.292680 213.052674" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p_acs.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "sapm 202286.553521\n", - "sd 212408.976960\n", - "dtype: float64" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p_acs.sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/jtheurer/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", - " if self._edgecolors == str('face'):\n" - ] - }, - { - "data": { - "image/png": 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mrdhsthDvROTLUaU2eHpQTEREwsrx40eoay6hvr6ZlUt30FJaS9aOEiwdgdZt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Ph4gvZVOCPmAZbizGrOf9cSJjfu5OlXf02bPxZrDadUdfPQ5z+J53kFqlYIIYQ4TgzTm7SGAgm1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\nFBUNBFqAs85cwMIF8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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": 47, - "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": 48, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " )" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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b+fyrFbxz4BDtWeOxNVSxb9Fyrq+sI62xxX1cySX92d/Tnz2vfMLgUf05frSa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\njYP+V0UIIYQQg8Cgv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OGAZ9+1oMRgNZwzJodzrJGzeMDZ/swQCcbPeRUTiEpkNNwZuIiASEAquIiARV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mDHh49rgy3fLIUQQpzO3HF4TULSwyoyhtVnem1+1J6Fk+rAaXoOO7cMs2Q2nikXM7DhLnQ6hV1a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\nqVSKhx9+mP/xP/4H3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w65Tr2LBlH9Dj7JSD6B0Mi6gNHFsYlsbyOhu9Yqw4DBMTpo5lzuxFtGufRrv2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\nMmP6afzvDVez8JU3C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MQaTVqGMqIiLSQjbu2MaS/TmYBQfxd03FHh7BZYveoH/NySWhVvnsvDz8Uvjn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8khVh688wr69Y0mNiacIRH+tDW3oLpc9PFvZ8GfltLS0oamaezPLz9u++VVDoqLa3G7v/vLqqm2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\nLFhAdnY2//jHP1i0a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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": 52, - "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": 53, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " )" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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3mz+uWUGRx4Wl7CxPfqupmL5hGCQPjiD/0kWSk/q0uX2v18vvP3yP7PyLDE3p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UQURQIDApk4Jp6y/KPYW+vxjdBiTMtA1OvpDw6l5tA+bJ2NpGdGoFariI/x54O/baa7oxux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2gvKa45dNTuOiovnFyhvZfyqfQLOZxXeupaquhleOHcQeFYGqo4uVyemfpXkFQRAEQRA+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\nz+iaTU6PnjjN9t0FlBa3Ikn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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": 54, - "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": 55, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from scipy import optimize" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "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": 57, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "optimized coefs:\n", - "[ 2.09706292e-01 5.45378922e-06 9.35100724e-04 -1.37507303e-03]\n", - "covariances:\n", - "[[ 1.34031678e-07 -9.74577537e-11 -7.82618534e-09 -2.31707016e-09]\n", - " [ -9.74577537e-11 1.87691716e-13 -7.69298228e-13 -2.50824263e-12]\n", - " [ -7.82618534e-09 -7.69298228e-13 1.25182333e-09 1.91488592e-10]\n", - " [ -2.31707016e-09 -2.50824263e-12 1.91488592e-10 3.76869810e-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": 58, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1GAx4vV5++tOfkpSUxIMPPgjAxIkT+c///M8ePbbCqYiI9FtWp4vy1au49Uw1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\nBmfXXgrPz8dis+HMz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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')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/pvlib/__init__.py b/pvlib/__init__.py index 20ed1d4d26..0754269e78 100644 --- a/pvlib/__init__.py +++ b/pvlib/__init__.py @@ -4,10 +4,11 @@ from pvlib import tools from pvlib import atmosphere from pvlib import clearsky +#from pvlib import forecast from pvlib import irradiance from pvlib import location from pvlib import solarposition from pvlib import tmy from pvlib import tracking from pvlib import pvsystem -from pvlib import spa +from pvlib import spa \ No newline at end of file diff --git a/pvlib/atmosphere.py b/pvlib/atmosphere.py index 0ba96bf855..ed35bf3b08 100644 --- a/pvlib/atmosphere.py +++ b/pvlib/atmosphere.py @@ -57,7 +57,6 @@ def pres2alt(pressure): return alt - def alt2pres(altitude): ''' Determine site pressure from altitude. @@ -99,7 +98,6 @@ def alt2pres(altitude): return press - def absoluteairmass(airmass_relative, pressure=101325.): ''' Determine absolute (pressure corrected) airmass from relative @@ -248,3 +246,35 @@ def relativeairmass(zenith, model='kastenyoung1989'): AM = np.nan if z > 90 else AM return AM + + +def transmittance(cloud_prct): + ''' + Calculates transmittance. + + Based on observations by Liu and Jordan, 1960 as well as + Gates 1980. + + Parameters + ---------- + cloud_prct: float or int + Percentage of clouds covering the sky. + + Returns + ------- + value: float + Shortwave radiation transmittance. + + References + ---------- + [1] Campbell, G. S., J. M. Norman (1998) An Introduction to + Environmental Biophysics. 2nd Ed. New York: Springer. + + [2] Gates, D. M. (1980) Biophysical Ecology. New York: Springer Verlag. + + [3] Liu, B. Y., R. C. Jordan, (1960). "The interrelationship and + characteristic distribution of direct, diffuse, and total solar + radiation". Solar Energy 4:1-19 + ''' + + return ((100.0 - cloud_prct) / 100.0) * 0.75 diff --git a/pvlib/forecast.py b/pvlib/forecast.py new file mode 100644 index 0000000000..ae6956901e --- /dev/null +++ b/pvlib/forecast.py @@ -0,0 +1,771 @@ +''' +The 'forecast' module contains class definitions for +retreiving forecasted data from UNIDATA Thredd servers. +''' +import datetime +from netCDF4 import num2date +import numpy as np +import pandas as pd +from requests.exceptions import HTTPError +from xml.etree.ElementTree import ParseError + +from pvlib.location import Location +from pvlib.tools import localize_to_utc +from pvlib.solarposition import get_solarposition +from pvlib.irradiance import liujordan +from siphon.catalog import TDSCatalog +from siphon.ncss import NCSS + + +class ForecastModel(object): + ''' + An object for holding forecast model information for use within the + pvlib library. + + Simplifies use of siphon library on a THREDDS server. + + Parameters + ---------- + model_type: string + UNIDATA category in which the model is located. + model_name: string + Name of the UNIDATA forecast model. + set_type: string + Model dataset type. + + Attributes + ---------- + access_url: string + URL specifying the dataset from data will be retrieved. + base_tds_url : string + The top level server address + catalog_url : string + The url path of the catalog to parse. + columns: list + List of headers used to create the data DataFrame. + data: pd.DataFrame + Data returned from the query. + data_format: string + Format of the forecast data being requested from UNIDATA. + dataset: Dataset + Object containing information used to access forecast data. + dataframe_variables: list + Model variables that are present in the data. + datasets_list: list + List of all available datasets. + fm_models: Dataset + Object containing all available foreast models. + fm_models_list: list + List of all available forecast models from UNIDATA. + latitude: list + A list of floats containing latitude values. + location: Location + A pvlib Location object containing geographic quantities. + longitude: list + A list of floats containing longitude values. + lbox: boolean + Indicates the use of a location bounding box. + ncss: NCSS object + NCSS model_name: string + Name of the UNIDATA forecast model. + model: Dataset + A dictionary of Dataset object, whose keys are the name of the + dataset's name. + model_url: string + The url path of the dataset to parse. + modelvariables: list + Common variable names that correspond to queryvariables. + query: NCSS query object + NCSS object used to complete the forecast data retrival. + queryvariables: list + Variables that are used to query the THREDDS Data Server. + rad_type: dictionary + Dictionary labeling the method used for calculating radiation values. + time: datetime + Time range specified for the NCSS query. + utctime: DatetimeIndex + Time range in UTC. + var_stdnames: dictionary + Dictionary containing the standard names of the variables in the + query, where the keys are the common names. + var_units: dictionary + Dictionary containing the unites of the variables in the query, + where the keys are the common names. + variables: dictionary + Dictionary that translates model specific variables to + common named variables. + vert_level: float or integer + Vertical altitude for query data. + wind_type: string + Quantity that was used to calculate wind_speed. + zenith: numpy.array + Solar zenith angles for the given time range. + ''' + + access_url_key = 'NetcdfSubset' + catalog_url = 'http://thredds.ucar.edu/thredds/catalog.xml' + base_tds_url = catalog_url.split('/thredds/')[0] + data_format = 'netcdf' + vert_level = 100000 + columns = np.array(['temperature', + 'wind_speed', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', + 'dni', + 'dhi', + 'ghi', ]) + + def __init__(self, model_type, model_name, set_type): + self.model_type = model_type + self.model_name = model_name + self.set_type = set_type + self.catalog = TDSCatalog(self.catalog_url) + self.fm_models = TDSCatalog(self.catalog.catalog_refs[model_type].href) + self.fm_models_list = sorted(list(self.fm_models.catalog_refs.keys())) + + try: + model_url = self.fm_models.catalog_refs[model_name].href + except ParseError: + raise ParseError(self.model_name + ' model may be unavailable.') + + try: + self.model = TDSCatalog(model_url) + except HTTPError: + raise HTTPError(self.model_name + ' model may be unavailable.') + + self.datasets_list = list(self.model.datasets.keys()) + self.set_dataset() + + + def set_dataset(self): + ''' + Retreives the designated dataset, creates NCSS object, and + initiates a NCSS query. + + ''' + keys = list(self.model.datasets.keys()) + labels = [item.split()[0].lower() for item in keys] + if self.set_type == 'best': + self.dataset = self.model.datasets[keys[labels.index('best')]] + elif self.set_type == 'latest': + self.dataset = self.model.datasets[keys[labels.index('latest')]] + elif self.set_type == 'full': + self.dataset = self.model.datasets[keys[labels.index('full')]] + + self.access_url = self.dataset.access_urls[self.access_url_key] + self.ncss = NCSS(self.access_url) + self.query = self.ncss.query() + + def set_query_latlon(self): + ''' + Sets the NCSS query location latitude and longitude. + + ''' + if isinstance(self.longitude, list): + self.lbox = True + # west, east, south, north + self.query.lonlat_box(self.latitude[0], self.latitude[1], + self.longitude[0], self.longitude[1]) + else: + self.lbox = False + self.query.lonlat_point(self.longitude, self.latitude) + + def set_query_time(self): + ''' + Sets the NCSS query time range. + + as: single or range + + ''' + if len(self.utctime) == 1: + self.query.time(pd.to_datetime(self.utctime)[0]) + else: + self.query.time_range(pd.to_datetime(self.utctime)[0], + pd.to_datetime(self.utctime)[-1]) + + def set_location(self, time): + ''' + Sets the location for + + Parameters + ---------- + time: datetime or DatetimeIndex + Time range of the query. + ''' + if isinstance(time, datetime.datetime): + tzinfo = time.tzinfo + else: + tzinfo = time.tz + + if tzinfo is None: + self.location = Location(self.latitude, self.longitude) + else: + self.location = Location(self.latitude, self.longitude, tz=tzinfo) + + def get_query_data(self, latitude, longitude, time, vert_level=None, + variables=None): + ''' + Submits a query to the UNIDATA servers using siphon NCSS and + converts the netcdf data to a pandas DataFrame. + + Parameters + ---------- + latitude: list + A list of floats containing latitude values. + longitude: list + A list of floats containing longitude values. + time: pd.datetimeindex + Time range of interest. + vert_level: float or integer + Vertical altitude of interest. + variables: dictionary + Variables and common names being queried. + + Returns + ------- + pd.DataFrame + ''' + if vert_level is not None: + self.vert_level = vert_level + if variables is not None: + self.variables = variables + self.modelvariables = list(self.variables.keys()) + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.columns = self.modelvariables + self.dataframe_variables = self.modelvariables + + + self.latitude = latitude + self.longitude = longitude + self.set_query_latlon() + self.set_location(time) + + self.utctime = localize_to_utc(time, self.location) + self.set_query_time() + + self.query.vertical_level(self.vert_level) + self.query.variables(*self.queryvariables) + self.query.accept(self.data_format) + netcdf_data = self.ncss.get_data(self.query) + + try: + time_var = 'time' + self.set_time(netcdf_data.variables[time_var]) + except KeyError: + time_var = 'time1' + self.set_time(netcdf_data.variables[time_var]) + + self.data = self.netcdf2pandas(netcdf_data) + + self.set_variable_units(netcdf_data) + self.set_variable_stdnames(netcdf_data) + if self.__class__.__name__ is 'HRRR': + self.calc_temperature(netcdf_data) + self.convert_temperature() + self.calc_wind(netcdf_data) + self.calc_radiation(netcdf_data) + + self.data = self.data.tz_convert(self.location.tz) + + netcdf_data.close() + + return self.data + + def netcdf2pandas(self, data): + ''' + Transforms data from netcdf to pandas DataFrame. + + Currently only supports one-dimensional netcdf data. + + Parameters + ---------- + data: netcdf + Data returned from UNIDATA NCSS query. + + Returns + ------- + pd.DataFrame + ''' + if not self.lbox: + ''' one-dimensional data ''' + data_dict = {} + for var in self.dataframe_variables: + data_dict[var] = pd.Series( + data[self.variables[var]][:].squeeze(), index=self.utctime) + return pd.DataFrame(data_dict, columns=self.columns) + else: + return pd.DataFrame(columns=self.columns, index=self.utctime) + + def set_time(self, time): + ''' + Converts time data into a pandas date object. + + Parameters + ---------- + time: netcdf + Contains time information. + + Returns + ------- + pandas.DatetimeIndex + ''' + times = num2date(time[:].squeeze(), time.units) + self.time = pd.DatetimeIndex(pd.Series(times), tz='UTC') + self.time = self.time.tz_convert(self.location.tz) + self.utctime = localize_to_utc(self.time, self.location.tz) + + def set_variable_units(self, data): + ''' + Extracts variable unit information from netcdf data. + + Parameters + ---------- + data: netcdf + Contains queried variable information. + + ''' + self.var_units = {} + for var in self.variables: + self.var_units[var] = data[self.variables[var]].units + + def set_variable_stdnames(self, data): + ''' + Extracts standard names from netcdf data. + + Parameters + ---------- + data: netcdf + Contains queried variable information. + + ''' + self.var_stdnames = {} + for var in self.variables: + try: + self.var_stdnames[var] = \ + data[self.variables[var]].standard_name + except AttributeError: + self.var_stdnames[var] = var + + def calc_radiation(self, data, cloud_type='total_clouds'): + ''' + Determines shortwave radiation values if they are missing from + the model data. + + Parameters + ---------- + data: netcdf + Query data formatted in netcdf format. + cloud_type: string + Type of cloud cover to use for calculating radiation values. + ''' + self.rad_type = {} + if not self.lbox and cloud_type in self.modelvariables: + cloud_prct = self.data[cloud_type] + solpos = get_solarposition(self.time, self.location) + self.zenith = np.array(solpos.zenith.tz_convert('UTC')) + for rad in ['dni','dhi','ghi']: + if self.model_name is 'HRRR_ESRL': + # HRRR_ESRL is the only model with the + # correct equation of time. + if rad in self.modelvariables: + self.data[rad] = pd.Series( + data[self.variables[rad]][:].squeeze(), + index=self.time) + self.rad_type[rad] = 'forecast' + self.data[rad].fillna(0, inplace=True) + else: + for rad in ['dni','dhi','ghi']: + self.rad_type[rad] = 'liujordan' + self.data[rad] = liujordan(self.zenith, cloud_prct)[rad] + self.data[rad].fillna(0, inplace=True) + + for var in ['dni', 'dhi', 'ghi']: + self.data[var].fillna(0, inplace=True) + self.var_units[var] = '$W m^{-2}$' + + def convert_temperature(self): + ''' + Converts Kelvin to celsius. + + ''' + if 'Temperature_surface' in self.queryvariables or 'Temperature_isobaric' in self.queryvariables: + self.data['temperature'] -= 273.15 + self.var_units['temperature'] = 'C' + + def calc_temperature(self, data): + ''' + Calculates temperature (in degrees C) from isobaric temperature. + + Parameters + ---------- + data: netcdf + Query data in netcdf format. + ''' + P = data['Pressure_surface'][:].squeeze() / 100.0 + Tiso = data['Temperature_isobaric'][:].squeeze() + Td = data['Dewpoint_temperature_isobaric'][:].squeeze() - 273.15 + e = 6.11 * 10**((7.5 * Td) / (Td + 273.3)) + w = 0.622 * (e / (P - e)) + + T = Tiso - ((2.501 * 10.**6) / 1005.7) * w + + self.data['temperature'] = T + + def calc_wind(self, data): + ''' + Computes wind speed. + + In some cases only gust wind speed is available. The wind_type + attribute will indicate the type of wind speed that is present. + + Parameters + ---------- + data: netcdf + Query data in netcdf format. + ''' + if not self.lbox: + if 'u-component_of_wind_isobaric' in self.queryvariables and \ + 'v-component_of_wind_isobaric' in self.queryvariables: + wind_data = np.sqrt(\ + data['u-component_of_wind_isobaric'][:].squeeze()**2 + + data['v-component_of_wind_isobaric'][:].squeeze()**2) + self.wind_type = 'component' + elif 'Wind_speed_gust_surface' in self.queryvariables: + wind_data = data['Wind_speed_gust_surface'][:].squeeze() + self.wind_type = 'gust' + + if 'wind_speed' in self.data: + self.data['wind_speed'] = pd.Series(wind_data, index=self.time) + self.var_units['wind_speed'] = 'm/s' + + +class GFS(ForecastModel): + ''' + Subclass of the ForecastModel class representing GFS forecast model. + + Model data corresponds to 0.25 degree resolution forecasts. + + Parameters + ---------- + res: string + Resolution of the model. + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self, res='half', set_type='best'): + model_type = 'Forecast Model Data' + if res == 'half': + model = 'GFS Half Degree Forecast' + elif res == 'quarter': + model = 'GFS Quarter Degree Forecast' + self.variables = { + 'temperature':'Temperature_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'wind_speed_u':'u-component_of_wind_isobaric', + 'wind_speed_v':'v-component_of_wind_isobaric', + 'total_clouds': + 'Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average', + 'low_clouds': + 'Total_cloud_cover_low_cloud_Mixed_intervals_Average', + 'mid_clouds': + 'Total_cloud_cover_middle_cloud_Mixed_intervals_Average', + 'high_clouds': + 'Total_cloud_cover_high_cloud_Mixed_intervals_Average', + 'boundary_clouds': + 'Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average', + 'convect_clouds':'Total_cloud_cover_convective_cloud', + 'ghi': + 'Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average', } + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'temperature', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', + 'boundary_clouds', + 'convect_clouds', + 'ghi', ] + super(GFS, self).__init__(model_type, model, set_type) + + +class HRRR_ESRL(ForecastModel): + ''' + Subclass of the ForecastModel class representing + NOAA/GSD/ESRL's HRRR forecast model. This is not an operational product. + + Model data corresponds to NOAA/GSD/ESRL HRRR CONUS 3km resolution + surface forecasts. + + Parameters + ---------- + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self, set_type='best'): + import warnings + warnings.warn('HRRR_ESRL is an experimental model and is not always ' + + 'available.') + model_type = 'Forecast Model Data' + model = 'GSD HRRR CONUS 3km surface' + self.variables = { + 'temperature':'Temperature_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'total_clouds':'Total_cloud_cover_entire_atmosphere', + 'low_clouds':'Low_cloud_cover_UnknownLevelType-214', + 'mid_clouds':'Medium_cloud_cover_UnknownLevelType-224', + 'high_clouds':'High_cloud_cover_UnknownLevelType-234', + 'ghi':'Downward_short-wave_radiation_flux_surface', } + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'temperature', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', + 'ghi', ] + super(HRRR_ESRL, self).__init__(model_type, model, set_type) + + + +class NAM(ForecastModel): + ''' + Subclass of the ForecastModel class representing NAM forecast model. + + Model data corresponds to NAM CONUS 12km resolution forecasts + from CONDUIT. + + Parameters + ---------- + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self,set_type='best'): + model_type = 'Forecast Model Data' + model = 'NAM CONUS 12km from CONDUIT' + self.variables = { + 'temperature':'Temperature_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'total_clouds':'Total_cloud_cover_entire_atmosphere_single_layer', + 'low_clouds':'Low_cloud_cover_low_cloud', + 'mid_clouds':'Medium_cloud_cover_middle_cloud', + 'high_clouds':'High_cloud_cover_high_cloud', + 'ghi':'Downward_Short-Wave_Radiation_Flux_surface', } + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'temperature', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', + 'ghi', ] + super(NAM, self).__init__(model_type, model, set_type) + + +class HRRR(ForecastModel): + ''' + Subclass of the ForecastModel class representing HRRR forecast model. + + Model data corresponds to NCEP HRRR CONUS 2.5km resolution + forecasts. + + Parameters + ---------- + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self, set_type='best'): + model_type = 'Forecast Model Data' + model = 'NCEP HRRR CONUS 2.5km' + self.variables = { + 'temperature_iso':'Dewpoint_temperature_isobaric', + 'temperature_dew_iso':'Temperature_isobaric', + 'pressure':'Pressure_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'total_clouds':'Total_cloud_cover_entire_atmosphere', + 'low_clouds':'Low_cloud_cover_low_cloud', + 'mid_clouds':'Medium_cloud_cover_middle_cloud', + 'high_clouds':'High_cloud_cover_high_cloud', + 'condensation_height':'Geopotential_height_adiabatic_condensation_lifted'} + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', ] + super(HRRR, self).__init__(model_type, model, set_type) + + +class NDFD(ForecastModel): + ''' + Subclass of the ForecastModel class representing NDFD forecast model. + + Model data corresponds to NWS CONUS CONDUIT forecasts. + + Parameters + ---------- + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self, set_type='best'): + model_type = 'Forecast Products and Analyses' + model = 'National Weather Service CONUS Forecast Grids (CONDUIT)' + self.variables = { + 'temperature':'Temperature_surface', + 'wind_speed':'Wind_speed_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'total_clouds':'Total_cloud_cover_surface', } + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'temperature', + 'total_clouds', ] + super(NDFD, self).__init__(model_type, model, set_type) + + +class RAP(ForecastModel): + ''' + Subclass of the ForecastModel class representing RAP forecast model. + + Model data corresponds to Rapid Refresh CONUS 20km resolution + forecasts. + + Parameters + ---------- + set_type: string + Type of model to pull data from. + + Attributes + ---------- + dataframe_variables: list + Common variables present in the final set of data. + model: string + Name of the UNIDATA forecast model. + model_type: string + UNIDATA category in which the model is located. + modelvariables: list + Common variable names. + queryvariables: list + Names of default variables specific to the model. + variables: dictionary + Dictionary of common variables that reference the model + specific variables. + ''' + + def __init__(self, set_type='best'): + model_type = 'Forecast Model Data' + model = 'Rapid Refresh CONUS 20km' + self.variables = { + 'temperature':'Temperature_surface', + 'wind_speed_gust':'Wind_speed_gust_surface', + 'total_clouds':'Total_cloud_cover_entire_atmosphere_single_layer', + 'low_clouds':'Low_cloud_cover_low_cloud', + 'mid_clouds':'Medium_cloud_cover_middle_cloud', + 'high_clouds':'High_cloud_cover_high_cloud', } + self.modelvariables = self.variables.keys() + self.queryvariables = [self.variables[key] for key in \ + self.modelvariables] + self.dataframe_variables = [ + 'temperature', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', ] + super(RAP, self).__init__(model_type, model, set_type) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 0d0e7d5ad4..99333b5f1b 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -17,6 +17,7 @@ from pvlib import tools from pvlib import solarposition +from pvlib import atmosphere SURFACE_ALBEDOS = {'urban': 0.18, 'grass': 0.20, @@ -1905,3 +1906,69 @@ def _get_dirint_coeffs(): return coeffs[1:,1:,:,:] +def liujordan(zenith, cloud_prct, pressure=101325.): + ''' + Determine DNI, DHI, GHI from extraterrestrial flux, transmittance, + and optical air mass number. + + Liu and Jordan, 1960, developed a simplified direct radiation model. + DHI is from an empirical equation for diffuse radiation from Liu and + Jordan, 1960. + + Parameters + ---------- + zenith : pd.Series + True (not refraction-corrected) zenith angles in decimal + degrees. If Z is a vector it must be of the same size as + all other vector inputs. Z must be >=0 and <=180. + + cloud_prct : integer or float + Cloud coverage in percentage, %. + + Returns + ------- + Pandas.DataFrame + Modeled direct normal irradiance, direct horizontal irradiance, and + global horizontal irradiance in W/m^2 + + References + ---------- + [1] Campbell, G. S., J. M. Norman (1998) An Introduction to + Environmental Biophysics. 2nd Ed. New York: Springer. + + [2] Liu, B. Y., R. C. Jordan, (1960). "The interrelationship and + characteristic distribution of direct, diffuse, and total solar + radiation". Solar Energy 4:1-19 + ''' + + dni_extra = 1367.0 # W m^-2 + tao = atmosphere.transmittance(cloud_prct) + airmass_relative = atmosphere.relativeairmass(zenith) + airmass = atmosphere.absoluteairmass(airmass_relative, pressure=pressure) + + dni = dni_extra*tao**airmass + dhi = 0.3 * (1.0 - tao**airmass) * dni_extra * np.cos(np.radians(zenith)) + ghi = dhi + dni * np.cos(np.radians(zenith)) + + return pd.DataFrame({'ghi': ghi, 'dni': dni, 'dhi': dhi}) + + +def cloudy_day_check(zenith, cloud_prct, pressure=101325.): + ''' + Determines if the sky is overcast. + + Returns + ------- + logical: bool + Is the sky is overcast. + + References + ---------- + [1] Campbell, G. S., J. M. Norman (1998) An Introduction to + Environmental Biophysics. 2nd Ed. New York: Springer. + ''' + + dni = liujordan(zenith, cloud_prct, pressure)['dni'] * \ + np.cos(np.radians(zenith)) + + return dni < 10.0 \ No newline at end of file diff --git a/pvlib/test/__init__.py b/pvlib/test/__init__.py index e49bf69687..22e99bef52 100644 --- a/pvlib/test/__init__.py +++ b/pvlib/test/__init__.py @@ -15,9 +15,18 @@ except ImportError: has_scipy = False +try: + import siphon + has_siphon = True +except ImportError: + has_siphon = False + def requires_scipy(test): return test if has_scipy else unittest.skip('requires scipy')(test) +def requires_siphon(test): + return test if has_siphon else unittest.skip('requires siphon')(test) + def incompatible_conda_linux_py3(test): """ Test won't work in Python 3.x due to Anaconda issue. diff --git a/pvlib/test/test_atmosphere.py b/pvlib/test/test_atmosphere.py index f211361242..3a14bd0713 100644 --- a/pvlib/test/test_atmosphere.py +++ b/pvlib/test/test_atmosphere.py @@ -59,3 +59,7 @@ def test_absoluteairmass_numeric(): def test_absoluteairmass_nan(): np.testing.assert_equal(np.nan, atmosphere.absoluteairmass(np.nan)) + +def test_transmittance(): + assert atmosphere.transmittance(0) == 0.75 + assert atmosphere.transmittance(100) == 0.0 \ No newline at end of file diff --git a/pvlib/test/test_forecast.py b/pvlib/test/test_forecast.py new file mode 100644 index 0000000000..5e9a235f5f --- /dev/null +++ b/pvlib/test/test_forecast.py @@ -0,0 +1,131 @@ +from datetime import datetime, timedelta +import inspect +from math import isnan +from pytz import timezone + +import numpy as np +import pandas as pd + +from nose.tools import raises, assert_almost_equals +from nose.plugins.skip import SkipTest +from numpy.testing import assert_almost_equal + +from . import requires_siphon, has_siphon + +if has_siphon: + import requests + from requests.exceptions import HTTPError + from xml.etree.ElementTree import ParseError + + from pvlib.forecast import GFS,HRRR_ESRL,HRRR,NAM,NDFD,RAP + import pvlib.solarposition as solarposition + from pvlib.location import Location + + # setup times and location to be tested. Tucson, AZ + _latitude = 32.2 + _longitude = -110.9 + _tz = 'US/Arizona' + _time = pd.DatetimeIndex([datetime.now()], tz=_tz) + _models = [GFS, NAM, HRRR, RAP, NDFD, HRRR_ESRL] + _working_models = [] + _variables = np.array(['temperature', + 'wind_speed', + 'total_clouds', + 'low_clouds', + 'mid_clouds', + 'high_clouds', + 'dni', + 'dhi', + 'ghi',]) + _nonnan_variables = np.array(['temperature', + 'wind_speed', + 'total_clouds', + 'dni', + 'dhi', + 'ghi',]) + +@requires_siphon +def test_fmcreation(): + for model in _models: + if model.__name__ is not 'HRRR_ESRL': + amodel = model() + _working_models.append(amodel) + else: + try: + amodel = model() + except (ParseError, HTTPError): + pass + +@requires_siphon +def test_data_query(): + for amodel in _working_models: + data = amodel.get_query_data(_latitude, _longitude, _time) + +@requires_siphon +def test_dataframe_variables(): + for amodel in _working_models: + for variable in _variables: + assert variable in amodel.data.columns + for variable in _nonnan_variables: + assert not amodel.data[variable].isnull().values.any() + +@requires_siphon +def test_vert_level(): + amodel = _working_models[0] + vert_level = 5000 + data = amodel.get_query_data(_latitude, _longitude, _time, + vert_level=vert_level) + +@requires_siphon +def test_timerange(): + amodel = _working_models[0] + start = datetime.now() # today's date + end = start + timedelta(days=7) # 7 days from today + timerange = pd.date_range(start, end, tz=_tz) + data = amodel.get_query_data(_latitude, _longitude , timerange) + +@requires_siphon +def test_queryvariables(): + amodel = _working_models[0] + old_variables = amodel.variables + new_variables = {'u':'u-component_of_wind_height_above_ground'} + data = amodel.get_query_data(_latitude, _longitude, _time, + variables=new_variables) + amodel.variables = old_variables + +@requires_siphon +def test_latest(): + GFS(set_type='latest') + +@requires_siphon +def test_full(): + GFS(set_type='full') + +@requires_siphon +def test_gfs(): + GFS(res='quarter') + +@requires_siphon +def test_temp_convert(): + amodel = _working_models[0] + amodel.queryvariables = ['Temperature_surface'] + amodel.data = pd.DataFrame({'temperature':[273.15]}) + amodel.convert_temperature() + + assert amodel.data['temperature'].values == 0.0 + +@requires_siphon +def test_bounding_box(): + amodel = GFS() + latitude = [31.2,32.2] + longitude = [-111.9,-110.9] + new_variables = {'temperature':'Temperature_surface'} + data = amodel.get_query_data(latitude, longitude, _time, + variables=new_variables) + +@requires_siphon +def test_set_location(): + amodel = _working_models[0] + time = datetime.now(timezone('UTC')) + amodel.set_location(time) + diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index 44911253c1..69b3a99763 100644 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -137,7 +137,17 @@ def test_perez(): dni_et, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'], AM) -# klutcher (misspelling) will be removed in 0.3 + +def test_liujordan(): + cloud_prct = np.array([40]*len(ephem_data['apparent_zenith'])) + irradiance.liujordan(ephem_data['apparent_zenith'], cloud_prct) + + +def test_cloudy_day(): + cloud_prct = np.array([40]*len(ephem_data['zenith'])) + irradiance.cloudy_day_check(ephem_data['zenith'], cloud_prct) + + def test_total_irrad(): models = ['isotropic', 'klutcher', 'klucher', 'haydavies', 'reindl', 'king', 'perez'] diff --git a/pvlib/version.py b/pvlib/version.py index b5fdc75308..493f7415d7 100644 --- a/pvlib/version.py +++ b/pvlib/version.py @@ -1 +1 @@ -__version__ = "0.2.2" +__version__ = "0.3.0"