{ "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 requires pvlib >= 0.6.0.\n", "\n", "Authors:\n", "* Will Holmgren (@wholmgren), University of Arizona, July 2015, March 2016, August 2018.\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": {}, "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", "\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": {}, "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')['2015']" ] }, { "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": {}, "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": 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": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m**2)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: SAND POINT\n", " latitude: 55.317\n", " longitude: -160.517\n", " altitude: 7.0\n", " tz: US/Alaska\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": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", "solpos.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The funny looking jump in the azimuth is just due to the coarse time sampling in the TMY file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DNI ET\n", "\n", "Calculate extra terrestrial radiation. This is needed for many plane of array diffuse irradiance models." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Extra terrestrial radiation (W/m**2)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\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.get_extra_radiation(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": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Airmass')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airmass = pvlib.atmosphere.get_relative_airmass(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": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m**2)')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_sky_diffuse = pvlib.irradiance.haydavies(surface_tilt, surface_azimuth,\n", " tmy_data['DHI'], tmy_data['DNI'], dni_extra,\n", " solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "poa_sky_diffuse.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### POA ground diffuse\n", "\n", "Calculate ground diffuse. We specified the albedo above. You could have also provided a string to the ``surface_type`` keyword argument." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Irradiance (W/m**2)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_ground_diffuse = pvlib.irradiance.get_ground_diffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n", "\n", "poa_ground_diffuse.plot()\n", "plt.ylabel('Irradiance (W/m**2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AOI\n", "\n", "Calculate AOI" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Angle of incidence (deg)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "aoi.plot()\n", "plt.ylabel('Angle of incidence (deg)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that AOI has values greater than 90 deg. This is ok." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### POA total\n", "\n", "Calculate POA irradiance" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'POA Irradiance')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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effbZiJQ7YcIEDh2q0Bv3AxJNNc+vfx5x+75yTxr703LdjgU14yiD2VNqAEeMADkFxSzeadozKjOm4KjkdOjQgY8++sjreHGx72WyRcU2CnWCLBkVHPrOxAJmK02qFMdO5FNiq/wxK4o9rvGDuTs4mW9sc2DPcWui0SQgPKE0aPoWeo1fy8IdRyPYIpPyxKlp45gzGI78Gdkyz2gNtwzzmySa8TjWr19Pnz59qFq1Kh07dnQeX7x4MSNGjGDWrFkMGTKEQ4cOkZycTP369fn6668ZPHgwixcvpqCggKeeeor+/fuz/cgJxn82mvk/T8disXDLLbfQoUMH1q1bR48ePahSpQqrVq2iSpUqId8uix9JciK/mCMn8iksttGobmgxL5yUH5OGLtf/Z4nXscNZ+W52BV8czMyLRpM4kpXPhv0GfI75YI897G6fCetIHnZrpJplUo4wZxwxJprxOD766COfLkIcrF+/npkzZ/Ltt98ybtw4atWqxdq1a1m7di1ffPEF+/btY/mi31k0bzZ//PEHmzdvZtCgQdx77720aN2WDz/5kuWr15KYlBTUdXv2380lhVaWZP209tFuSRij3npk0cayL+T8pzKzthiYVZZzgWwSXU7NGUeAmUE0iUY8jqysLDIzM+nUqRMAPXv2ZM6cObr1d+vWzTlT+O2339iyZYvT825WVhZ///03q5ct4Y77elC1qjbar1u3rjN/TkExe1NzOK1GImfWCn3GkSC+VWWRsA+fTpr9U3A9XA1yeTxuFmLz79CxPOIY6UcSxwRXKcXGA96zEKNhAkwqF+aMI8YEG49j+vTp/Pnnn/Tr189vPA6j5VarVs0t3//+9z82bdrEpk2b2LdvHzfddJOh8gqKNN38gfTcgK4ygsZed1mMal+Km8ozcT/R5LC+4A0W142PwZBfVELLN+Yy768jgRPbuUFH7RUujt/g582HuPvTlTrnS3+ka4cv4t8zIqwCNimXmIIjxkQjHkft2rWpVasWy5dr4UwdMTcC0bVrVz777DOKijRj7K5du8jJyeGqa6/jp6nfkJurdXjp6drGrarVq5OT4z6qzcgtDOhOXaO0g4mNQAhtJJyAdi+stsCrhwJRWGyj6Su/cs3wRazemxY4gx0BUjJyySksYbg9TCyApfAkuxJ70tmyKey2Bcs/Hqu/9MYV+9NzmfzH/hi1yKQsMQVHjHHE42jTpg3p6ekMHDiQ8ePH0717d1q3bo3FYmHAgAHUrl3bGY/jzjvvDBiPY/z48Tz11FNceeWVho3Wffv25aKLLuKSSy6hVatW9O/fn+LiYq6+rgudbrzFGYdjxIgRANzR/SHefeV57ut6Dfl5wRtmLSjOkWPEERnHh0UlNrakZDpjlkcCm13gSASk27p/SndK/23frf5a3Nd0tBgflbu2IjFjFwlSwnNxP4bdNqM4BIQZC8TElVPTxlGGRCseR/v27dm8ebPzuyPGhms8Ds+4GxaLhaFDhzJ06FD3wk5m8thTAxn9/ltuh7v8qxtd/tUNgCQDq35cUUAtcqglOViLjweV1xe5hdqS4dSTfmYHQQoAZR9LCZFdCrxkVyoAfePm0Jc5NM+fSCH+7qHDuOB6SGtbO8tukpMe4oL8CRSQENF2+mxNBGwZxSU2cgqKqZZodjsVHXPGYRIboqCecnRlBVHY7R3p5i79211YvhE3yW96/X7a/WA9jDtEDAelFP/zcKQYjDy22IroZ53FxGW7aPnmPK/z6//JCEqVZ1L2mIIjhkQqHkfbtm3d/o0fPz5CLQyPOEqohm97h6++Jl4VcKEcQFRoXmsLdDYrlgdcI/Z5yoGH4xZQncBG8/Kw6nVfag75RfrC2chMpOXhH/l3/Lf0tc7WPX/PZyt5YOzqsNpoElvMOWMFozzH4zhXDpMkRdg4Pah8tYrTSJBiiopzgNCX+JY3AsXLuMGygZm2jl7HRfRN+8qjk5YYiRVj4X99E1+iOUGsLoEXUaRk5DJhRTKv/qsFFtOwUm4xZxwmESNJSl1l1JMTJFL6PdYj5/Dri2ynFZntDh6CI8wyf/3zMLuPBXIxL35jneu5JtlxJDS39aB59/1y+T42p4S+c90k+piCwyTyKDhL0mgm0Y8L4eA8ORTRneKR3td2wek1/J5vLgew4q1y8+8zKjzx+OTkDXQZuVT3XBIFdLZ4L9hwEK19f454JOVBRWfiG1NwmEQB7bX3pWmIRp9TTcLfd+GKUePvlpRMJq1K1j03fO5O5+cbL/Ktvmsih/kt8WUGxU1xHjNiO4imqurd+PFMSPiQpPQdAYXEa3FfsyPx0YBlGmmvo6qnJ2+g57g/DLTUpCwwbRwmhsgLMdyqO2Whsw61czWWr9vHKwB45MomXuc26bjocMVxN+qiqXYutez0SuOvFQJ0ty5mq62pgZYGRxPRdqxbi/TdmCgFV1r+4oRqTd+4QLvsg//dD2Xlcygrwh4JTCKGOeOohPiKx1FQUECXLl1o27YtU6dOZdmyZbRs2ZK2bduSF2BD398Bwq16ugf3xEi41ux8/Y18JTaFLciQqrr7IILP7WRfak5oBRmgxP4aWp17R0qtCoFmPh/Gj2VO4isRb1Og2UFc9iG+S3iPl/O9XfaHVa9pD68QmDOOSk6HDh3o0KEDABs3bqSoqIhNmzSXFQMGDODFF1+kd+/eYdez93gOzf2cLzHQ8ef7mNX8dSgLq0Vo2bCW+4lodjIePdiNIyPvB8qB8riQYXN2kF3gHZOjbDpV90rPk4OcJ4eQojMBOLvkn7BK/2iB+/4Qo5dYWGxj2+ETtG1cO6z6TULjlBQcH6z5gB3pOwInDIIL617Iy5e97DdNWcbj+Oqrr3j44Yc5fvw4bdu25YknnmDatGnMmzeP+fPn069fP2fcDoChr73EzZ2vplevXgwePJjvf/wJq9XKlddezwuvv0Na6nFe6P8IO3drBumXhgyl+eVGl+EqP9/0Ow8jgidaKKWcRtto4hjlz9+uHwDJc/YRLRvHzE2HuMRH2QsSXwIgGc2DQHGJMqy30PtdR/6+K5Qm8t7sbUxc9Q/zn+/E+Q2qM2bJHv7V6kzOrhdm/BYTQ5iqqhhTVvE4GjRowJdffsk111zDpk2b6N+/P926dePDDz/06xQxPT2dGTNm8OOCVUz/fQX9nn0RgLf/PYiBAwfy7eyF/GfsRN4a9FzAay+brj+0Wl07ac+Qr/XJIpHCcBplvB1+2h8pwTFt3QGnYE5OzeHPg1mldVj0Zzr+fHl1kB3MSnjVeY88Z1SR4K9D2q75jNxCjp8sYNicHfT8yjSmx4oymXGIyECgL9pb/SfQGzgTmALUBTYAPZVShSKSCEwC2gNpwP1KqeRw6g80M4gmZR2PwwgNJY2a9l3NNWvWJCkpiSEvPcs1N9xEpxu6ArBi6SL+2bPLqV7KPnmSk9k51Kheza2s0ySL00lnqwpswI1k9xJJIZWc5m7fWJf0BEtK2gB3RbCWwB2sZwceqfs1aPoWCottPHzFOeR77MJXvkxXThOSdyveiZ9AC8t+zpXDWtIgGmrUJ5Yjmc2mnMI1J4LOLk38E/MZh4icBTwLdFBKtQKswAPAB8AopVQzIAN4zJ7lMSBDKXU+MMqersJS1vE4fBEXF4fNbuCuLyewFeY6j69Zs4Yu/7qdRfNm80TPewGw2WysWrWKafOWMW3eMuav2+YlNADOlHQDnlVDa7uRXIEESFGJL1ca/vN1sm4xULt/jMwY/BnHI6mqyswNcgaljLchGm703d25lF38llOVslJVxQFVRCQOqAocBq4HHEEnJgJ32j/fYf+O/fwNUoHDjsUyHof/zWPunHPOOWzbto2CggKyTpxkwfI1AGRnZ5OVlcU119/EoDffZ+dfmkvwjp1v4OOPP3bm3/FXxQvgcyK/iO2HT7gZ5fU6wmDuoy9G/BaaLj9WgsNnHZZQPOP6apd9c5/HRZ1OOg3RvAeHUlPF7Q0qLgFVVSJyJfAwcA2aOikP2ArMBr5RSmX5ye6FUuqgiIwA9tvL+g1YD2QqpRxzzRTgLPvns4AD9rzFIpIF1AP7k1bazseBxwHOPvvsYJoUUxzxOPr370+zZs0YPXo0V1xxBd27d3caxwcMGEBiYqIzHkeTJk0MxeNwGMe7du1KYbHNTVcdiMaNG3PffffRpk0bmjVuQLtWFwBw5Hg6d951F4UF+aAUg958D4A3h37I8DcG8cVXEygpKeGSy6/kvg+eDf3GlAF5drfshVHwrmsETzVPrHxPGcFoX+xPvaYtE37Sq2Nf+ncqnZqf5vz+R9LT9k+PGhYCpSFtXdtiEiv8Cg4RmQMcAmYC7wHHgCSgOXAdMFNERiqlfjZaoYjUQZtFNAUyge+BW3SSOp4DXX9vXgeUGguMBejQoUO5fYZiFY/j7r7/B7jH43D9DDBhwgS3MoYPH87w4cPhkL0tDdtxMCOXb2ctAKCNZR+FKo4dCurWq8/UqVPZ4uZTKHIuP6LB8ZPla0NZeRIUvlB+PVUZLMN5mVpJj361huRht4ZVpmssdIsz1LBi6K/bGbt0b9jlm/gn0Iyjp1Iq1eNYNprxegPwHxGpH2SdXYB9SqnjACLyI3AVUFtE4uyzjkZoAgu02UdjIMWu2qoFpHsXaxILEqQ4ikO7aBRcWubhMHci1ySHmhJ8/PCKhHEx4f1bvRP3laFFEP6oWZLJ49ZfGFtyG/7mPU67hksqBYxdutdnnsl//EPTetW46vxguywTT/wKDh2hEVIaD/YDV4hIVTRV1Q3AOmARcC/ayqpH0WY5AD/bv6+yn1+oIqF0LgMiFY9jxYoVbseee+65iGzi06M83ejM3EL2p+fSsmFNrJbwzHMZOfrGYH+ql7mJL9NQys+YRW/GMi9hEFUpAGIz4nZtQc+4+QBstzUuPe/2qgZ+mp7NGs7F8RtZaWvJVnVuwPSuv1agXuHfM7R3z5yNhE8gVVVj4EM0O8Mc4EOlVJH93E9KqTv95ddDKfWHiExHm7EUAxvRVEyzgSki8q792Dh7lnHA1yKyG22m8UCwdVYmyks8jhKb8rnTW49I2C+P20PEFhbbqJJgUHD46EwOZORyes0k5/eWkkwuiT6M49rfSAuNNpa9zLBd49JU77vkr+PVu6cXWMLzSKy3b0SLD2Kjq2Wd9zmdMryPaUdayT4esC5kSsn1PuuvqrQZXbyOp2BfmMbx2BPo7fsKWAw8g2YYXyIi9eznzgm1UqXUm0qpC5VSrZRSPZVSBUqpvUqpy5RS5yuluiulCuxp8+3fz7ef9z0XNYk4eu9kAsXkFhYb8j/lyjmWY5FpVBSYnfgqixJfcH4vKQlOMBphaNyXbt97x83jdNKpavfsm0ARF8p+w+XVJHr+szwF6P3WxYxJ+K9bimDpaP2LYfHaPcgvKmHYHG/vDUY3C7oKuHXJGb7TKVVuI0RWZAIJjtOUUmOUUpuUUs8AnwJLReQ8ypcWwyRK6P3IF1oOcJr4XrGllycYl9rlgVl/HubC1+cCkXvQH4pb6HWsuuQxJUFbANHCcoC5iYM53cWE51q3eLyuPyS+FaGWlc6qPG0cju+n4enp1/ddqUKpi3tf6qNvVv/DmCV7fJYRzMKBvpO8Z0Ku9Vzw2lwOZ/l34mkSHIEER7yIOOfzSqlvgOeAeWgzEJNTlKp+YoubY4rwcDXAp2UX8s1qzZGgwv+y4Sp+fxPj1CKbtpY99jo14eFrJqD3SxuZWRaVhPeMeAq4RnKcOOXtGPKXLdru9VV70sKqz8SdQILjS+By1wNKqflAd7S9HCaVnPI0C4i0OKoI4q2wxMZrP21l9zH9uBiuTE14J+R6XO0Ej8X9Wnrc/jcsf1NBGCFCUVVVJ5flic/xBp97V23/+/y0zV7nTELHr+BQSo0CVgPYfUY5jm9USt0Y5baZhMlnI4cxYsSIsMpw7VwXr1zHbY9om/x+/W0h4z4ZhQAZaan0uL0L7W56kGV/bGD699Np0elurrv3cd2S/DnIKxN0+irXDiyazT1Dx+Cup6YpttkCLpWNVOhcr42JErrgCPXWBaOqcqjGrmaTdznlaeRTiTCyNGWMXV31abQbY1JxuPWm63nsqYG0tuzjnxUzaHp+Mzb+9h3XXH4JX30aC2sjAAAgAElEQVT1FZ8OfYVF08c605vvrz6TE94v6ybo4PJriegKzujJUmNPyjW5C0hOeoj4/FSUvRvTX+FlPnnRINBy3E5oeyyWAeNF5FqllH50+wrEkaFDKdge2XgciS0u5IxXX/WbJprxOD766CPGjBlDXFwcF110Ea+OcN+d/sUXX/Djjz8yYsQIevbsyYYNGwD4+++/eeCBB1i/fr1uuYvm/8Ybrwyidt26XNO6dHPX5Gk/smTzXgY/dAOvvTeS7Pwi2t64gbtuuY4VK1YwYPdOut10LS2bn8e6Ldt44h3NVfxtjzzL0088zo2XteCxF95m3ba9qJIi+t5/G/f2HciePXvoP+BJDh09SrWqVfl6wldQ/QzDv0MgapJLFSngqKoTsTIjTTTckAes02EcLyf9bKAZR5ec2QAknUh2cTGhv5TYJPIY3UVl3v4IEa14HMOGDWPjxo1s2bLFy6XJxx9/zC+//MJPP/1Ey5YtqVWrljMK4Pjx4+nVq5dumfn5+bz8f0/z0fjvmPDDHI4c8zYwtm11AW+/OICbbr+LTb9P4c3n+9O+fXsmf/weH74+0Gd7N/21k4NHjrF161bWLPqV3vffAcDjjz/OhyNHMeXXxbz61lCefPJJv/fTN677iUtpYjnK6eI/FnhZU5auSJTS9efDoPipboeCUTcGczXK/rMF6nCU6P2+oQmOA+m55pLdIAm0c3yJiPRGc3D4iVKqUqirAs0Mokk04nEAtGnThh49enDnnXdy5513ou2t1LztNmrUiJ9++on4+HgA+vbty/jx4xk5ciRTp05lzZo1umXu2LGDxuc04Zym52ntvedfjP3mh4jch3PPbsTe/Qd55plnuOHKdnS79mKO5OSwcuVKHu3xIIUlNiwiqBLvlTKxxl8wpWhSlXzySHCqYmKFUq6qKgvWTN9bpwLNjpTSTxHuPXWUKkphc3wGLpD9tLPsRm/n/OC4b9luO5smg2Hcox24ocXp5BYWc83wRXS7uCEfPdgurDadShh5IgcopfKAUId+Ji6EEo9j/cZNdLu/JydzfPtJmj17Nk899RTr16+nffv2FBdrgqNVq1YkJyeTklK6o/iee+5hzpw5zJo1i/bt21OvXj1fxUYgzocVm005R9H5BZqrjzq1a7L59yl07tyZzyd8Q98X38Zms1G7dm2W/7GOafOWMXvxKrZv3x5W/X4pZzZ6V2pzkm1JfXjWOiPmdbt19UqBWHXSaIS7Uz10SmccTiGCYl7iYOcmQ+1Y6bUMiJvF6ARt7PvjxoMAFBRpS5yX7DoegzZXHowIjs/sxvHy4euighNKPI6DxzP5ffZMnzuZbTYbBw4c4LrrrmP48OFkZmaSm6PtKm7Xrh2ff/453bp149AhzW9kUlISXbt25YknnvDr4+rCCy/kwD/JHEjWVut899PcoK+3SeOGbPprp9bGg0dYs+kvAFLTM7DZbNxzzz28PmggG/7cQY0aNWjatCkzftRijyil3Dz+nkrUEy006u1W7VmJtpHXdXzgKU+jIV+Hz90JwFPWnzxbYii/s00uIQpDUfG5etk1MY5fwSEi11JqHF9v/24SBo54HG3atCE9PZ2BAwcyfvx4unfvTuvWrbFYLAwYMIDatWs743H0eqg7LS++xGeZJSUlPPzww7Ru3Zp27doxcOBAataq5TzfsWNHRowYwa233kpqquaTskePHogIN910k89yk5KSGDbqfzzd634evftmzmnke8+nxcdLe/WlbWl69lnceeM1vPjOKC5pfSEABw8fp/O9j9O2bVsG/N/LvP/KMwB88803fD1hAt1v6kjXjh2YOXOmbrnRQlNzuBNOnyLYuMOyHGsQvpfc88emQ/NpHPcx4zTaKqWT9vP4kc7PL8VP081XT07o7FaH8179leembHSZFamA6jJ/uHrZNTFOILfq4vHXJExCiceRml3Aocw86lVL9EoDEB8f74z+52BLSiZPPD+YNo1qA9C1a1e6du3qPL98+XL69OmD1eqthnDlui43MfPKzoD7PoEe993N1d1PB/bR6/5u9LjPCvbOceHChViPaqFVRYTJH7/HNtvZXGTR/DDlSjWqqhw2zPsWGrYj+8geqttOcMAGTZs25cefZ5GclkONpHia1q/mEfMjSILsEVpYvH1FhdOp3GVZzsiEMZxR5NufkmFiNCp274h9CY7Q29LVug58mK4cdZf6xerhdr7Eppi56RD9apbaOMISrvprKEwCcEoax0917rrrLvbs2cPChd6+k3zRTA76PR8vsVyVUnHGMXVFcwRZ349vLz10PeVGpEWh1e1J9DZxBvfbKpcZka92t5edTpWfV20OVVVQtZoEDB2LZhzPFxHTOB4m4cbjSMsp4L1/v8DKlSspKrFhtQgWkaDjccyY4W1wveuuu9i3zz6jKNIcwn0w8iNaXqa5/a4i+vEryitK51M4DLAaDnKpS6ijYrd8MZKXxlpq0BZRDnpkf84gK84QpHwRUHDYhUZT4BkRaeKaRynVLXpNM9Hjg5GjqZYQx9ZDWVhEaHVWrcCZDOAmTFxCx6ZkRCbiXUV/QQfHT4lpfa4rhVwORg13U4b7r6VfbXQaUxabH8E0jgeLkRkHwE9oAZV+gQAuOk2iigqzH8krKsEqQkJcuHsDgqs93r6vxCj15ATF5WV3t59OJZ5iNzfinpwnh3ye81tlSLlihwpqmXZ0hUF18e0VuGaJf9vSL5s177nl/X6XN4wKjnyl1EdRbYlJTPjbHnzJYTQPhCjlN/aGHnov4fkW4x1oXNFJzpI0TpQUAzUCpg/WfhBJvoofzjXWrcB9XudusKznwbhFYZUf7fF3YznKjwlv8mv+ZKAZ4DHq9yUgbMa62mCN6KF04MsTn/MuRynen7ODBw4P85v31Rl/hlCjidFh52gReVNErhSRSxz/otoyk3JBzeJUzoxinG2bUhSVuE9ixb4237GENZ4S4vwsZ60dxUh4gdCEhj7jEv4Tcrmeqqpo+Vy637qY0+QEzY/+GjixC+V9hF5sU4xdupcEW2RilJi4Y3TG0RroCVxPqapK2b+bVGJERVczmV/oIhAcK1w8lro4lsju4nyv/PXkBBY/2tNQOzj/HpCij6euP1oqeN0Y6wG+lycyckoXbSgt6pQbbu5T7PS1zibD9lCUW1a5MTrjuAs4VynVSSl1nf2fKTQqMCfz3RfSK6WCMhDqDYCbXH4rqenG9isM+c8YRoyZBMDQD0czf+kfACxbtowOl19N2xsfIC8vj+dfeIGW193LS++M8irDWpzLWZJGkkTen1WkB/ihlhc7h4f+Wuh9zmgoVs1pYvQUbp8u0fej5ajRplP3a/GTuft46c6Cf1lWU09ns6GJb4zOODYDtYHAMSFNosrRE/kcD1Fv4fBfpZVTQI0kzelhUYmN7YdP0LB2FepX199kGE1eeek56ko2BxRMnjyZZ595igF3diRHkhg79gvStvxOYmICuzwzGhB05WU1V7ACIPajfLtKzGDqA+llG8Pb6P30lSqpRFNv1iCXTxM+YptqAjwQkbadChgVHKcDO0RkLZQuIamoy3GXTdtF6oHAoTiDoX7j6lxzX3O/aUKNx5Gdk0urdh14bdh/yfPhr2rt2rU89thjVKtWjY4dOzLj51n8uGAVEyZMYPbs2eTn55OTk8OoiT8w6r03WLl4AYnxVl577TVuuPVO1q5azjdjP2bR75o/qqf/PYwOnW7h3ls60eTyW3m0+2388vsyioqL+f7zDzjrvIvIzEjnpqef5HhaBpe1bRlwxvLe6C+ZNH02DRs25Ix6NWnfpgUATw18mXu6XMneLPj++++ZN3cuy+bPITM7n7zcHC6/7RFeebo3UxeP4Orrb6JZ74cBaHBmI7J3LePw0ePc/8RgTpzMoVji+eyzz7ji3Fr8tmQVb4weQGFhEeeddx4vvDvKiK3di/KyUjOq7XDzVRVYfFgt5UUk62PUOadDzdmQUieHC3cc5YyaVbioYc2otK0yYFRV9Saaumoo8B+XfyZBEko8jtUrl5OUn8ra+b79NvXu3ZsxY8awatUqLzciq1atYuLEiSxcuJAFc35h57at/LJoFfPnz+ell15i887AIUfr163Dhnnf8kTPexkx5msAxoz6gI6XtWXjb9/R7aZO7D94REus08Ot37KNKT//xsbfvuW7cR+zdrPm7NA15YMPPUC3bt14750hTP74PaZNHENiUhU2/T6F++/o6lWmg29nzKVrpyvZ9PsUNm3aRNu2bUnNyODd0V8yZ/YsNmzYQIcOHZj0hb7jg8Li8rvC3OnzJ8L9tJcbF7stwFJwglfiv/Oq35MWZ4QggSOI8djkAdy+2/8Kinl/ac9vnwnr+NdHy8JpXqUnUATAecBcYI5SKrIh88qQQDODaBJKPI7skyfIzEijSfOLuOzGO73KzMzM5OTJk1x11VUAPPTQQ0yfUSpkbrzxRurWrQvAxjWrubnbPVitVk5vcDqdOnXir80bqFbD/+jq7ls0k1b7Ni34cY7mqmTDHyt598uhANza5Rrq1PZdxrI/NnLXzddRtUoVkGp0u7GToftlhEvbXkSfF96iqLiYOx4eQLt27Viwfgvbdu2j8/U3IGKhsLCQC9q098hpd/Ve5C04ynqS4VxVJdFpSbePV2jlexy3Zru7lvHlCaqsJxzGVVXGGirA4p3H6doyctEmKzOBVFWPAjcDQ0SkOfAHmiBZoJSKrK7nFCHYeBzr1q2jTtU4RgwdQm6B/kazQCqiatWqlab18cJZrVZsttIO1BE3w0FiYrwzXXFJqbosmHgdwY6avTq1uDhnG5VSFBZqbbz2ivYs/WEcsxcs45FHHuGll16ihlLceO3lTJzyIwlJVQHHKDvw7MqTtJzYulvROkU9X1W+f+cD6bk0jmKbYkdkJJLxhR6uXg6DF9JKKeb9dZQbWjQg3hrbgFtlid8rVUodUUpNUEo9AHQAJgHtgXkiMl9EBoVSqYjUFpHpIrJDRLbb94fUFZHfReRv+9869rQiIh+JyG4R2VLR94+EEo8jOzuH6bMX+CyzTp061KhRg9WrVwMwZYpv9xiXXH4V836ZQUlJMcePH2fp0qW0atueho0as2fXTgoKCsg6cZIFy/WjAnqWNfnHOQDMWbiCjMwTPtNee8UlzJi7iLy8fE5mZ/PL78GHrj+r8dls+1MLeTtz5kyKirTVVP+kHKJB/Tr063E3ffr0YcOGDVzevg0r1m5m9549AOTm5pK819NleuBOatuhE3y3xttjbnnj2Sne3pVDwcuruo90ht2q64WijQCRWqlVul8mNBbuOMaAb9Yz6vddZOWWfbTKWBFIVVVHKZUBoJSyAavs/94QkfqAb8Wzf0YDc5VS94pIAlAVeBVtJjNMRAYDg4GXgVvQtrQ2Ay4HPrP/rZA44nH079+fZs2aMXr0aK644gq6d+/uNI4PGDCAxMRE+vXrxwUtWnJO44ZcevFFfssdN24c/fr1o1q1anTu3JkaNfXVRjfcfBtb1q/h9uuuIjHeyvDhw6nf4HQAbu52F23atKFZ4wa0a3VBwGsZMPBl3n26B5d0fYhOV1zC2Wf5nuZf0roF999+E21vepBGjRpxzeXBh+m87+FeDHjkAa65+gpu7NLFOZNavHI9H46ZRHxcHNXrnMakSZM4LeEkE0YN4ZFHelFoFzB9/28wnN/CWZ6oYs6Ro6T62Qfy97GTQbdTj6BXVTniY9jzpecUYjtZYN/b7Y3N4E5uV661bOZssS+UDHI6WNYLBiK1TNnVxhEKjtnop4v38OniPSQP8w5ZWxkJpKraKSLHgZXACmClUmoXgFIqFZgcbIUiUhO4FuhlL6cQKBSRO4DO9mQTgcVoguMOYJLS5p6r7bOVM5VSh4OtuzwQbDyO+wa8SD05wVmSRqqqySGP57u4xEZ+UQktW7ZkyxYtBsawYcO4qI3WMffq1YtevXo504sIz7/2Dq+9PZTzG2gGToehdNDr7/DlJ/91c3KYfXQfyX/MdubvcPFFLJ7+BScV1K5Tl9++KzU4j3rrRa1NPq7938/15d/P9XXG4wDIAT4Z9YFzOe748ePJO5kO2doof/XOFBzqpfqnNeCbn3+n2ek1qBJv5fV/D4YTe3n0vtt59D4tFrs6sy0iQtHBLVzf8TJWduvpU1VVrSiD6pJLNSnbpaV6eI6oHxi7mjayh599rJYOpdublPBBWPmNEm744WhwOCufJoNnU03PmWQQlL8riw2BVFUN0FZTrQCuAn4UkaMiMjNUNRVwLnAcGC8iG0XkSxGpBpzuEAb2vw3s6c8CDrjkT7Efc0NEHheRdSKy7vjxUyd+8L60HPam5vDLrFm0bduWVq1asWzZMt59ricXyT8+8+m9JmVtEI4oleSNNmwEjtKPp0R8lG3cV1VQbfP43dYlR8/djStl5ZW3omLErfouYBcwQUTOA/4FPAfcBAwPsc5LgGeUUn+IyGg0tZQv9H5Rr0dRKTUWGAvQoUOHctkHhhuPA2Dov19k07o/3I491GcArw18kgcfcNnAdGgjZeHIOC09k+tvaY8Uu/sIWjB1DPXq+nesWIfw11vom5UrHnq691jsIjc8O4jRG3bvmFW66p9IB7oKecZRDmdTsSCQjeMqtJnGlUBjYC+wGngY2BBinSlAilLK0ftNRxMcRx0qKBE5k9Jd6in2uh00AkLyVa2UqvA/9KvvjXB+FgQRzVFg0BjIcigzj+pBll2vbm3Wr19P3LHgvY5Wl/wI9kdGAw35t96W1fMS7H0IJ5Srhq/rjMD1G7yHv/55mNN9bHD1KlLneutK8AOP2Ll0qVwEWj+2HG0f/g9AZ6XUA0qp/yqlVtttE0GjlDoCHBARh/X1BmAb8DPa8l/sfx0bEX4GHrGvrroCyArFvpGUlERaWpoZsCUIUrMLvDzXlhL7+2hVJdSRYI3VvtuplCItp5jsrNTwGhZFXDs2f+qUWD/W4a6qute6hMZy1O3Yk5M3UKCzpyYUQrkdkbiHv/6pdU3JqTn0mbCWvMJYhlSOHYFUVQ3RZhxXAQNEJA5tprEKWKWU0vcwFphngMn2FVV7gd5oQmyaiDwG7Ae629P+iqYe2w3k2tMGTaNGjUhJSaGi2T+OZuSRI3mcIJtsTpKpSmNPiP0/pSDuRJL76DjTPmHL2u5VHkCCVShOT3I7Fm8VbBlJzrxHlaJAsjmGt/E4nwRSVR7bxft+lmTsxHrCt1uzQkkkQWl7UgrTdlKUncpRNNWWytxOUUEuCflpFEoix2zZzjoKJItEVUBmWhpx8YkUFuSRkOdev8rcjohQknkUKyWUpFqwxic4r9NR1lGlKInLo3b6Znas3coNPltbNugJiViMjnUHVjozhnAHYCPiPw8rf8Ad4QabV9VPEC4jeLbiyckbSB52K+/M2sbCHcdYvjuVGy86Paw6yiN+BYd9dvCj/R8iUhXoA7wFNAWsvnP7LXcT2r4QT7zeX/tqqqdCqceV+Ph4mjZtGm4xEeGDuTsoKLLxxu3+l9gC3DJ4No9Y5/F2/EQmFd/IG8X6cnPHOzeTFO/ycwy5wv7XPcjRLYNn01r2Yj2zJT89e73zGMC59aux8MV2zry35H/Le3Hj6BHnvYdkeUlL+hX9m+Qkb/fUac/upd73V/m8pk1Jl9EiX9snsr53MnunvsJ9cUsAKHo9gx1LptFiaX8WlLSjX9FLzjp2W87lfNte9t07h6Yt2rJ55Txa/OYeQKngtXQS46wcHnIrZ5LGwQcXctYFFzuv01HWLfnfMvm8hbQ7+CVFxXcb99p2imEtPAnUj1l9Ro3UJ/OKQux93FmTFHbX4kVqdgELdmgDp8qq4fCrqhKRWiJys4i8LSLz0VY39UQLIXt/LBpYGfls8R6+WhH8DuZI0EQO80via/TN+dLrXBiLX2JEKLYc/TyXy/YKod2OlarKuZ/BY3ZRc/9vAXKULR0tZRvBT89889NGd7ctu49lc/RE5QooFcjGsRtttJ8HvAM0UkpdrpQaqJSaHvXWmbgRiVe1LpqN4Lxiz13UFQeJQAc6NfGdmBpGe8fNM5z2DMngLNHsLkZXVUXtSiS8YX0k2tVk8Gz2pWr7frYk9mVY3FjnuafifvZRb/kQbAroMnIJlw/17fmhIhJIVXVarBpiEluMzhh8vX5l0Yl5ucMwdBGBW6MXJa4smeiyMc8oUVOJWHwJjth2zFtSMmlavxo1JZcH4hazqiSwmrepHCZJjK/hCeUWVsv+h+Skh+hb+AI7VSMOKHd7xqmqqhorIq18nKsmIn1EpEd0mlYxOHYynxKbYn9aLnO3Hgkq7/60XK56f4HhaGoVhgDvitGRvu90gTt6h1onUE2pFgv7q/mO/iZAFcpOzVDWy0XzazfTFaxRctobOWwlLEp8gcssO30muday2e17oFlKk8GzGT3/b7dj9dO1XQlfJvyHZYkDQ2wsfLJoNy9+X9qejJxC1uwLbvPjZe/N5+vVvjf9RpJAqqpP0fxSbReR70XkUxH5SkSWobkhqYG2D+OUJC27gMveW8AHc3dw46glDPhmfVD5J6/5h0NZ+fy00f+2lGiMh4P1HWr0eCi46u4jHWo0UMfb78wGzD/rbwo8qrT74AXgUasvPX/FYX9aLjkFvpzBwImCEob8/BdL/3ZfmlxYq4luemVwc6nSCwTuL73hlIEKCty+SSHM7EbNL41DqZRizlb/OwNGLzCmEv5w3k6mr09xfn/oyz+47/NVQc1Yjp0s4PWfwttgbJRALkc2KaXuAy4FPgGWoe2r6KuUulgpNVopFd56tgpMRq42DV6w/SgFMQgGdI91GZF6tXS34wfxkMbCt5F3p29E7RRcXW3WWZn2fjE2m/sdyTxrFjVavAKApUxH/ZFxOXLth4voOe4Pn+c37c9kwspkJq2KzYg12oSiIfL0E6mUYsP+DJ/p84pKyMzzLYwBth/27THaF0opZ77yquky5EBeKZWtlFqslPpOKfWTUsr3/M8kaAJNkR1nq0s+l8sOLNhITnqIx6yz/ebTL8tbZCRSyJyEwbQsMR6r6yrrNv4b/3HQ9UcEp3HDj5Hcoaqy+RboCrh7hbKncz+Xnp7AjRvKb2TAUNiw37dKzoHX8xFmz/X7tqOBE0WDEHb8e17qxJXJ3P3pShbt9L0nKRr2sSlrS13zlVO5YTh0rIkf/P24u49l89ehLN1z/lYHuacrparkE2/3P/tS3LTAbTPw4reQ/bSw7OepwnGG2uPgTuvKoNLr48/I7uP++LmkYFbT+FNjvf1NCf3mVRzBEftVRMbqe37a5sCJygmernt2HdNcmBzMCN4GGU8x11i2hNSOpbtKN7WG5E4oBpiCIywCd/xdRi7h1o+WO79HcpWFEbFzy2jjsZMjNXZSBvTLbul9HC9rwzA4Bq5l145Yr/fSu+e6Qqnsf5qo43hXg45cqUrYmtiHrxOGcYnsCpzBA4u42/zKI0EJDrv7c5MwePkH71FIJB4OXw/3jiOBfTs5N3/pdhplQejdpee9LC/r+aPNrqPheRY2piwtJZhVVUaf7y2Jj9HR+pdX3afh287gu84ALkk8vleTAs7M3+NRhvbXl2ZAfAxtmh3+mUTRtAJ1A/hW23HkBA+OXe1ZsJNAM44tKZkMmr45pEBe4WBIcIjIVSKyDdhu/36xiHwaIJuJDtPWpQRO5IdIPR7Gl8SGQMCi/amnSs+Vn90V5aclMcfncDuIJ9HgkL2mTkCtB60LWZv0FLUytxmvzwC3W1d7HeuYMcPtu6PPtvhpvqc69dW4ySQU5zi/B3rP3pz5F6v2prkdswQxxek1fi3T1qWQnhuSz9mQMTrjGIUWJjYNQCm1GS2KnwmUi2l7+ZrShtmYAC/OuBV7uf1/y3XPKY+/kbkx5ePmloX48nX7YnVHrrRoAqN6dvRd9Hh28o5BTDCqqsfj3BesCIqZCa/xdtx43fRWD6m0aMcx0rJLF6oafXxj/f4bdu2mlDrg4cemcvoLjiGhhnpIxDG6CP1pcds7EWb4zGAJeNkB3oJ1yRlsVzWhQ3zgylzKquqxka98iAP/xNrOY3QPTextL8HWGP59M9IZB7pfAlxs2cvFFn1H4p6Co/eEtR7lG1yOHePnxOiM44A9qJMSkQQReRG72sqEqL9Fnp3HlqTHnZ9vsfzBvIRBSNDR/ryd50Xq0dufnht6Zj9vq69OVFE6iildfOD9o3yX8K57eeVrmlam+F7Bph/6NfZruIKrMdgFGo5aAKqRRyKFPh0/4jzuvxzvz9441FIXy246WzY6j18g+xlg1ffD5YvpCUO4zbIqqDyhYlRwDEBzdngWWkS+tkTA1XlFYOzSPVwzfKH/RBF6i+ZuPRxww5DDSaGDUfGfcoElBYrLzz7MXuPXBk7kjwBTMaegs9/3T2rXom3Ts8nXy+fS6/ka9fltSoijgkitnnMVlmWxykw5/3Nn4sroq47CIZTb7zD4/5X0GL8k/NtpmPZp5TFQR6DNo44Zx8zEN5iQ8KHz+MyE1xkcPwVl1OitoINlFx8n/M9Y+jAxpKpSSqUCp6RPqqG/+t4UF25UUc/sA77R/N54xlh2HQ2OTBjjkl/F1D1HNPDnYsRoe5YXVOOR+SXknC94K69ic02VISxxMOw7ng2J0a+nrJZkN7ccdD46jt/1XDnEEVXXLV24rdMzhNcglyQpspdfPmfFRldVTRSR2i7f64jIV9FrVgVBKV6Nm0xDW9CRbLXsBtIkJz3EW/ETQypfv06daG4RK10jnJc9mJGi46V6fgrctlahCvQe5/L54hnFqFv1yk/0bRxn57uv3PJUei5MfJFx8SM80oQ3WNAba7wRN8mlAv8qN0d216tNz4n+Ciujqqo2SimnvwKlVAbQLjpNqjjEZ+7h8bjZvJv/HgPjvmd34sNB5W90YiPJSQ/R4ITn2nUT8O4ovd4xp08rB8o5tY/kTN1aaGMAACAASURBVOxUwJedKxIj3oj8FsEWkRecZ1mAhgXu6je9DYBXWkuFS7QmmFWldBGHspWuQfrrUBZfLddXEboOuF6fGX1Hh0ZXVVlEpI5dYCAidYPIW3lxPFhK8VzcjACJS/kqfjhVKMSS0R6AszLXAneE25gw85eNq+y84lzmNdpGx9Q4GhcXY+Q6fO80DyZ1dFEqMmsmYj3LMHoPg2lXOB3stQ63HR7VuXbgunXmpPo9b4RS43joZQS6Twm2PG6xuDufVC7jeVcjv8MDRZ+OpSGwq6scmlt2objeeaygKPoLXo12/v8BVoqIw4V6d+C96DSp8nO9dRMAf9DefiT8ZbXh2GKV7oQ3HIyXs23fVBpsjWfM+bV4L1PbCOV4UQONVHWv2fOgX+Ni5DplpaI3Aq3ohPNs1pJQV+hFbjmu/w154f3oD6eO5sqE393rdf0cwDj+H9twOiT8xZH8R5zHSmKwi9yocXySiKwHrkO7U3crpSK7lbMCE/KoMMz+2oqNBAltdFG2+vLSuutv2cO1821sPxoHLd1T+WqjkVc1lKs7FGelRomNGqfgMt2cuHws8SkQlcV5ZSBRI/gbKmVf/GD/fiK/iL3Hc7jwjBphl12v2Nt7sM3NguD/Os7D7km3pKg0fwwe32B8Ve0AfgRmAtkicnZ0mlR+SMkIMNop4yGmNQTd0n3WxZFvCNrjnW4J3mempVDz6ZPg0mEFrRN3uQ2hrd/X6HZ6Qx484wy3Y89P2xRSWcH8MnefdQbf1qiuey4SAt5zaXC2TkCneY3X0OCM6CzlnL/Dt1vyaBHOcxCIPuPXcucnKyixBbYABXqSAy5WCUEKxGLYY3RV1TPAUeB3YBYw2/630rJidyodP1jkN03EvMlGqJz8ohLembWNk/lFPtM8FLfQXqf7eh3t/9Bb8m3N6nQ6pxH74oMzfYWyT0J5/HWWJa5p3I29G/0E5HHw9X9K6D3dvT0FxTZsKJZWSQr57nxZqyYdzmnk83z9PXFMkDoBy4nULLHvRO99Nh+ML2H8f3Vmrypye1LCIuixRCRsfiXcaFnndd83Hci016Hf8QezsTSgOtZopMUYaxCMvuXPARcopdICpqwkhBK5K1QiJYCmrTvAuOX7EOC1gHW67hwPn6MpVZk2tpiD3RMCpg34YvmYyRlpp3cnpygqsXHXpytJTgpc6EUHvJP8VfcQvyaeRkEDxRnFJcw8WLr8+ojVSpbFwvl+2rT2SE1emqfgCv3zA3+yad3DA34KCQPPW7Iu2VuINrK/2V53z8cOwGCE2E2WdYbTRowICLsb0qfQLeEL1hw+B9o+ajhfUQw91ToHUTH2jmtUcBwA9KMRmRB61xtZVVdxidaO4iAfohoEH6jGkxbbtMlrXIYV0dG63NPwDK7Oy+f5jABR6JSi0FbEB3Vr0y7Vczmu8kprhHCNhc32pPPqwhL+aC6crGqBC0vP3XZGQxKKtZjK7k0rrfP/ZtpHjT4EBxib+peNXSr8Oq+1/lkGzQi/3XWKNPtDYkFw4+VFO4/T0b4TtbEEUNN5DJI6Wv508w5hXP65DARjMEM0Kjj2AotFZDYu5jOl1MhQKxYRK7AOOKiUuk1EmgJTgLrABqCnUqpQRBKBSUB7NO+89yulkkOtN5KUrv7xTVM5TCK+VUfRaE+wTE18R8sfwbZ40mOahT+bVIdGgcOX/pa+ioI/q7Ooeb7dH7M7ntN7129eL40/oWFwzWyTQ9qGqst32ctyERwjvyjhtBNA/8DlhIKR32RnQjw1mg5my6EE2hR4b/6KRjdS7jcjRqB5ga5RqcCeGwbHTwlYiyvfJLzvVYcRYq1NNGrN3I9m30gAarj8C4fncHeU+AEwSinVDMgAHrMffwzIUEqdj+be/YMw6404jpG+HosSX2Bu4uAYtqbs0XvhWqTAfct962td7fxNVyZz/zIbF20JTuD6UnBFcw3DaXaNpusL3uXrx2k/4cboVerBHyVV+fjTYlYVV41C6fq/2am88tj5PCkbnyR85H0+kpW5GPkvkV38X9x0XwlLP5WXVVVKqbf0/oVaqYg0Am4FvrR/F+B6wHFXJgJ32j/fYf+O/fwNEkOnQM9Yf2RTYj/dc3o/kFc0Lw9ai7ejvYj8zkE+LUZGjJfILhIl+NlSSZOveL9uYGMv6BsHrfYNTHFFAUZ8esfsL5qb2/gwbrBYT5IbH5wLh/tmLGfEV4dCr9SN0sb7euhP+zuOBlnQaJu+AsFz1CpJySSeMUP3/hVU9TbylA/jeOgr7UInQCFFwal4HUZ19xoCXJfLvf8xcQj/F/djUHVGC6Orqk4TkQ9F5FcRWej4F0a9/wUGUTqcqQdkKqUc6wRT0DzxYv97AMB+PsuePia8ED+d2pITOKEdRzSvtOwCPlm02+v8L4mlZutoiT8jL7peCk9h8mPiEO61LjVYaenH5+alkLMtjCjDjhvjcX+MCDtv03jpiG1rQgLD6tYxdO0OGpz9Lq33BbdX5pptymlsDpf1SfFUO+9DCEGA++LChM/otWklenK5dsJPbt8rruv5CLbb40UN9Za89P1mnbL95zFcVXkMHQtMRtvH0RR4C0gGQvKdLSK3AceUUutdD+skVQbOuZb7uIisE5F1x48fD6VpQeNv4vPyD1v4cN5Ov/kj/U6GL4ci06Crtyt6LPa3jND3ii4jQq+gymHiaq0vvYFuW2195385sQEndlRzWpw2Hsh05vU18pswqoS64YXzDov/1anO2VmpWBJSQ7YruObafSyboZOKuXO10tVCDR/vLiTLj9goy5aI7mP1x77g/WEFS6D3oXTZues7Ff17ZVRw1FNKjQOKlFJLlFJ98LtGxC9XA91EJBnNGH492gyktog45tqNAMdcPwVoDGA/Xwvw+sWUUmOVUh2UUh1OO+20EJsWOfQ2WVVqQpRa/vZx+DpTteoPXFYwVfec92rc0gNvfm2j50Ibyt43lkTS5UjESiplSZUkOi0RRn5ZQr1c9zgsI+rW5pZGZ3q0wYeVx6VxXUYuKf1iaAu+/pXF3DgebHW2SGwA9HHt9vv2zHcbdc8Hgy1QF2x4dFma7pxCb01HpDEqOByDtMMicquItEPr3INGKfWKUqqRUqoJ2sr1hUqpHsAi4F57skfRdqgD/Gz/jv38QlUulK7+MbKxLaKqKh+FjYkfpZ88glWHg/LTkL1JJWDJ9zo+8ssSXp9i81Kj6Ns8St+9KnZThaPKdfUO6d6HA3H+FxvmxMjEtja7Ojdt1Bpfo9Bdn35wb3Xuma29vo7WxNJJZXl5fnxhdOOcMXwuu4ha2aV1GNwA6PIu3H3i67BaZASjguNdEakFvAC8iGbUHhjhtrwMPC8iu9FsGOPsx8cB9ezHnwfK3RKlsEdfkXjhletUtZSbrcY1ioJi+vqU0KoPKZePAuwd812rFM2rLtFPj/6U3PNF8/fbNNmXRbyO+eKFOvX9NvWWxg39no8UF26xun137WIen2vj6u3ate1N8C/oFIoqjcdp6r0QKBfjtErgQTKkSwjh1geKOhgJjDo5dLgXyUJzdBgRlFKLgcX2z3uBy3TS5KN5461QBPeQROaHjsRisxe/38y9ejusA9UdpWf19cMzwKfmUas0kK9IXzrftrv0V0t1n+P/Pt77O3CB+7GVe9Lo1Dx6KlJf9/fPhASKs+MI9Ax137yTP5vsYiPtg/ytyoHQKCNiM4MLNOMwuI/DtcQYCHq/Mw4RGWT/+z8R+cjzX9RbV0HQ9VdT8QdIZYarmi+ol1fhXF3i6m4+2Pfo9AArom7c6F3go1+tCa6SIEk842dSzvRe4ZZ9Mo4bNwXaqAYPLrUxdFLk4jSIjx/msNVK66Znsz3BO4hvLImkCw7Pdzn0OPQ6x0LJ5Jbf/py72HQkomo6fQKpqhwb9NYB63X+mUSEyEqZSav+CVxj+VvSBZTuwzCY2P2rfiIUYKnyD3EeRbvtODdea1D8VN3/suQva9U0VM6Tv2Vx1xpvo6c1x6qT2j/+7EreiYMre3VxVaa9X8zCHG1/sJXICKvgH9cI/6JuqmD/ZftSj55dst/rmE0C/H4hvadlrKpSSv3y/+2deZwcVbX4v6eql+nZsm+TEJawKqhsCgooIg93ntsTfy7oE9GnovLcwIcKLggK6hN9IossimhUQPZFlkAIYBIIJCGBJJCE7Ptk1l6qzu+Pqp7p7qlep6e7Z7jfz2emu2u5dU7VrXvucu65/ucNhY4bi0STnfwp/KOSjg3KKOXVSob/oFXLmyHtqnLf8i2c9trpxQ9uGLTgT29TTovD//26vU8WOi0Lp0pWsFeEu3dM4JACNcAtS9tKkAjmbIE5W5RC0RRHorjQjP+Z5CscWzd4Rcq+K0NwBHTI8Ffiq4TqeH1V945+t+9S4JNZ21JSuGVWbHxpoJu2xj2KBQ2HiNxBgbunqu+vukQNwkGb7+C4IstTllPN7o6nOPP3/+LvBc5/n7WAlVqbZU4Sjsvn/7CYO758AkcESlMegR5NedIsGgMonwXMP4iRd7eooqq8YVMZM/KG8RL2ZyzbmUoJ595WuAX1oQUFLlamHKV266WPK+l5qw6rEA66xtJIhFZ12T856LK+qCnK9FSKWangFkrZ43cVlqQ/vut5/ic3qTx3oF7r2nuVxOxlAzJb6nUf4wAuw1s29mWgD7ja/+sGRn5F9DrxiWueYunG4QUDzs3n817YzuJ1ueGsNevzisiveSD6rWFdt1y64tWZkRxUaF3ZXlo3TKUMrY3J0O4rDZhkOPBsgl+w6cXjMAZy3/ItHPrde7OuXW/WbO9m0YrBLq7o9PqHrPhZ31TOtbLnoFzsTuUT7dXzVqt0EtzVj7088D1tLnJ7D4r1JlTToJTq0bZ8mOVVuRTrqpoHICI/VNWTMnbdISIlxqIYfcxfvYOD7TgUGd8bjIyR+XDrVVpUmFk1749h07e4jSePiDMnWYpxGql57zpkrw75Uh0eeSE7YsHID1EW55TL5zFbtvI7//dPb1+AXaCFNoQyV9LLfYpvslYMOeb8v/ppZqw/8uP0wH3eNUnKe1jVMNqVplHqksfb9vaXMDM8wOVch1ZML7l3Be+NliPl8Ch1HscUETkg/cMPgV7/6dn1ZtiuU9nNzVFNwK1412Ll4a0TOKNt5tCdA+cVjk1/U3tbgdgzQ8c8ghZyUs1uEZ0+s4MvTsvOvokquMHlJrE6XHxRq4LpVSljZCZzcJViLwYVjh+cOZ2nYtm+3D8LX1WdC5ZLIzT3cshsifTEU7zx4gfZsnfoBNescyqYAV+LWf2lGo5z8dbjeEREHsGb5f21EZOqAQmsGQRsq986Bfmv+85fPsrmzuyZx9VqTLvAt6ZMoivPeuPHLBF+fWXpnjW59/krtymdDDTtuKd5aOhwGfIls++XIbdmv5cttu3MLuC6KN87qRhX92VPJByZnFH9VJdFIvRmWMFSXVu/dJ3FmxeNTL//9Y+vJZ5n/COY4d+XgXd5BHzrexOl6hLQ4qjgnGpTalj1e4GD8NbQSC8je99ICtZoFKrAZNYkBsI/5EbULPQwq/Sc82XvlVu6+NNTg66A14xr55XI8C46t62V98yawVZsPvq7KEcMjRYPFHf9DDLIQwZCU4OtkpdXZI6bBDXj0/3SflqqaM7w5rm3ufzwjw799uDLq/HqFw65A+PVqARvs+0RXxbsp31T+X6bF4A6X74NqiB17Kp8fKgYirBsYznLOVex8BzBSVnFw6qXdn7mbPFGanGAZzgOAV4PfFREPjUyIo0+WmSwuVnXldEKZPB0oZVSmPaPVu7o8grNVdtyQ79qSZ7317sTeM2zNivdKM3lLVeRRZC3TK6xyeyyOfilzGZFTsGc9b14N+CRL2W+bMMjOu22omlUYyrCKbNnctR++5SVTL7Ojs9Onxa4/fy/upx4T3A322bb5tbWlrr4E33otwtqer1K3+SqhvwIqG1kVrbq5dlV6noc3weu8P9OBn4KjFlX3CACs4Jf6E2TodWssh5nFZ59yV4kCgdugS/d7hUnubGpxk/6C+8cV7xguvxah/98wOWytsJLo3RbtfNAgdLGOILINxO6ED3xgVWUueLv8/n7yrkFj//h5IllXyOX3/46xflzg01Bfr/54M1nzM3fPTcl7QCYcz+/2TSNf700AVdKj/48P9ZEZ56uzBGj6mMcpad3fvjmoseU3ogpv4u8Fqak1Kf5YeAUYIuqfgav1VHDMfzaM6T4KTEj5mtxFDy9Bo2UUgyLoPzg7kX86nel9yVfdm3hYw/LiZm4INYUqG92uZ3j/pjvTRgyNj70QNdVTp/7Raxw4T6UhU3lBeh6qCnGWZccNfB7nx1w7qK/FzgD3nbT4DUebo5x5oypZV0TYFJXdkspH66rXHLPSu9Hnsx3wJayL8+Xb4ZPPeQSSpVmOLpF+PO2yZzXUmtfmiqOcZDz/le1ZC5SsQpqcQSmkrG1AeZxpOlTb4ZJSkTagW3AAUXOGVMEP6yAGFXA9q44bikPr5p9p6Uuaj/kt3LJxAnc3eINOh+02dteYBn1YfHz1JSBTL46HGZrb3e2XIG1qWBcVR5ojg1u0MGJUGkj0t3fw+8ufZwPLipsOK6YOL5kHQC2vdjK927OrvmftLzwTZuWIcKtWydy1rWFY4y6wyih/rV2F1fOWwOAPfVPFaeDZlc50qHpi2WPFMKGkE0iafGlu1w+fEt1nA86LStr4D4f1YxVlY9jrcILteVSSes6uMIX4FpeY0o1HItEZDze5L/FwNPAyEZ1qzPD6UI59sf/5LFV2aEWXto+dPnZao+HlLQuz5AvcPr/xXjlydLWCB8uP/zDYAvlih3T2LO+eNj3gYHunPu1pH8l/z1tykBrJehuWk5pracLbi4zptLeygrCyyd4Bupz9yiTi4z17i4Wx6gAmRWX311d2Ad3fZH1R7IYcDRStth23vGTDaEQ7+3oGHg240pcffmm9lYKtWU+HZrJZ1tmFDgiS8wR5Y+Rn1R8brV6qiTnM+9JVaao4RBv9PInqrpHVa8ETgXO9LusXjUEV+iHPv7LwlcGnv+Lf75YMP0tnYX9uYtSYeslrddJy7NNZb6s9+NJE3g8VkHc9QC+cI/LB57wvaAKFP5nzpjG9/zxgUwZe3p2862/OjRluBnlNu1LfYU6cif1F6Fte2V99m/9/VB34iASwLGrSpB+mGXEglgTZ0waWhAPuDPnXCB9/xPhHk6dPZMrx48LTPeUZ5Wbf+qwPJo9yP5ctPDcFvehcdwSac0rz8U3OnzvmoJJVBE/b9Yz0nWeaQAvbu1iv/PuGugZyB7jaADD4a+2d1vG77Wq+tyIStWABDUZgzLU6Xbpnh+ZRfVxP3mwIrlKvtZgSeDhX3r5puBqb76erw/+Jsb85wsPiBeVpczjJ2ywebZ7aJTZjiUbOGZ1vmb7yL7tB2yt7LyWePFjfjRpAh+cUmL4jRLHf/KxZUcT1/5vgdZWnnQiqb3M/UmK7pdiwQf4PL1iYlY6N2wuPK5zzGqla3ULN7XnGg8NXA0yH9UNLV4/y5FvbHLJ+uyu11p7c5ZabXpSRI4dUUlGIQ2xMlqacsc4ivqHeyyJRjhi/9lstwezyvufGmm9s1/Ur9/qcsn1Qwu30mqCtX7pixdYyyKRISHeM7k90srkzbXxQmop0nISNCufp1uGh3R5I+tHLi18f3PXLjnr/uL3Z9I6m3VLs1syW9oW8Tbre0XPTeNWYYwjX7DAECnG0xW4r1yKSRk0c1xxsaxsd/Nahz0qNXeeDDwhImtE5DkRWSoir6pWx8jaiOokXkpBWs5aDBdOnsgl9mR+flWKM2MzGcZ0jfLIK2MJ3VBDuqpqGzHqdRPOL3rMK92FHRJv+IXDt/9WmtyZoVJW2xFOmDarpPPSrOsq3GLIvJt9IgOG4x2WtxxPqfmpHPN9yEYGujDTfOGu9QXviQP8qa11II8+s25XGVcMJt9bebH1O5Y0fX7Y6Q+HUAE391pUlUodFXvXiErRYHzavpfXSM5iSIGWY3iPKO2VVQ2zMSieg926Ck0FS1f4Wpnuh/DRXw+OZVx+jcPej1Q/LEeQDN1uX/CeHOGH6KcBj6kG3jWZXHpd8UH2ph3Vu4+/HT+OC3zjeNrTymlPK5xRep46MZ8nWHqyvr/7lVCIC/qnc16ZQQ8HyHOZ61rauDfSyoVFTp++u7BGd0Za6H9sHDe8yeZz8c78F6yI7Jz2Hql0ImJ1vKrU1YEWR2DKNcjyRQ2HiFjAXap6+MiL0xhcGL5xyLbcbqnPXr+QHetX8I/hXGgEqgaTW+7jzGUP89gRTZyUHOwTHhziKO2iblDzpXorjw4l4/bae3Nns3uk3MKz2pXBJvuAvg3UmzgSHBTgMPW9yRM5PrGL143/Ni+k8oabLRHPUKzf3cR5dw0ajYF8NMw83H5/Gxe+Mrw0AGKrohy/UlkTjsJrIWxXr6tv2aa9vLR0E6cPM53+lMN+593F8otOK319kTwZ2B5YjyMdciTToDdAV5U/f+NZEanNCkONSs4DfHDlNvb0VSlqUJVKt87ENi545CHesURJrQv2fCr1UkHzOL5hFXeDLIWggbyUCEuiEVSV9j3B93VBk7DP1ozgewHH5NbQGmocyqespVuL8NHHhrYAVu5uYc+qJ7n0eofPLL+7onRz75r0ZxcV5d7WfCq/pgSjsSDaRLjMSkssPHzDkZZ50drdnPuXZ4edXpqNe4Jb1IEE3mgl1y5OlMExl4bwqvKZASwXkQdF5Pb030gK1mhU0ldebL3l4ZYfT0ejZNYBe+dfyyEbh5mojxtQupXa716MnoDIoHsti092eMvYtttD3TEBcpd2yJ2AqcLQMQ4dyWZSZYx0H/RFNzmEOr2C5IBtw3Pz9qILu0OFrqE9XvxC+XOM2prKmJtSJpWrPngT1+4scWJLnqtZOS2WmyM/rlSoiij17l40olKMAoJmohbr9rk6fHlpaVdQlDwVifLAqsk8e3AXn+n3XGonby4emjRLC0mABvvVj+SQ8mWRvfw5Z6T96DXKT69NwYfAbQluLcV6c7fokJ9puzEQ5LABWxz5OGL/2fx54+ayIo/mpcp65yaX691dCbc3tXBQkWPujTbzjicrGBuogv7Vzzleis++sodv/u05f0uxkCMB29zMpWODolc0SItDVecF/Y20cI1F+Q/j7faSko6r5EH3vBLjQwuU6OJm7mj1J5VlBJIbUkH0L/G22Z7XjQWcIhcgoeCZbyMZdfOiGx0SASrvt8377Ny/xLhGQ0LXD/4fjbT3KF+cXn78qhEhfWvzFMC5+eP0Qot14bnx5qbUvbD40sJ9S4fO3ymFn92XPxxItwjfmDKJiybVJlpCLt/823OESLE4+nneaz1Z8Nh8BrCecxKhiOEQkS4R2Rvw1yUi5QTHH/WUW4M52Xom6/d0drKg+ZNc3DJxSEiFioo6vwfmyKUWB17jhbHQEiKQ/uHywa6bb9ziclD34AuWacBG2hkpqCsM0n7rwfv22Dnbg2pjGd+XRCNcsOLaygSsA9f8ymHGK9UqEqrzANNjRvlaHGn/3EuuLny9piQ8FMp2/Z2+rfj11+dpERcLk1KoMva7+CQ+e0WU//hNYVfkNCPxKoynh0nShVU0KnNQT4dLpG8790W+xSzZEXDOyFOwpFHVNlVtD/hrU9Xi1YUxRLmG43P2XVm/j7JWcduGyXzg2iYWJ/0MW2Ysg622zX3NeTK7QiX1kObkYJ9RpkFzqjmCG0A+w+Sok/e+RHO6hVduyW7R5Sb5wrwp/OKaEVpZaIT4/s3V6SSsWk9VFbu8ZG32/JV4kfz/oh3m354Jvv5f1mW3SocM5hdI9/CnwgWvO3JU8E7luf8z1t7KIdaGwH0N01VVTURkHxF5WERWiMhyEfmqv32iiDwgIqv8zwn+dhGRX4nIan/y4VGFrzAylLzehY+Tc2sFOOBl33WuqzIPlau3TqXj+gmB3TxewsN7nFeMHzx/5LNe8Evkum5ee3rUmmypPvL4UClX7djE2d9+LU+HXF63dvR2W1ULsUqIcRJA1jxk1SF59NGYV4FJiTC3LdiZoRj7FWlxfMeannffCc94meQb4al8LjQjwHCU9+zX2CF+EJtEKT7n1ejGLVW+fPM4ip010tTccOBVbL+uqocBxwFfEpHXAOcBD6rqQcCD/m/wJh8e5P+dDfy29iJTds3LHWI4Cp2vzJHi7lCnPySEXHIXvvNTIHuMI6cJXIrhO/rBzK6qkW1x5L2dBbqqSmHFvLs59x8uqedqO2O80Xhkmbeo1OGvVHYfXOCMjmn0OZ5XVu7jOnaBN4nRigubFwUHOhwumZGUc0nL89k/hPjvPwo7t2W3xHPft19MGMf3Cyyk9c8Xp/CR66JMcVYHXKV+nH3jIr78p6eH7qhr5MU6GA5V3ayqT/vfu4AVwEzgdOAG/7AbgH/3v58O3KgeTwLjRaQ6EwrKoNyuqtwWRza5D114MPrNsmUakqo1OCN5hxVieSTMxpDNa8Z/n65U8Ko9mbWnQwaXJR/5MY4828+97ms8t25xRWkqEE14HW7tr6oRuKGcc+fw+r4jKWhfE+ahbS/QmdzLH8dl90zP2ul97reNvN1JI4kKWYEQc1ujgrd2xxfaprEpZHPILS28+9qh3nrn2VO5KdTOQWu93+Pig657mXWvanT/VNJSEeDO5zbnpFNYlnwxtqpJPVocA4jIfsCRwFPANFXdDJ5xAdLuJTOBzGlCG/xtuWmdLSKLRGTR9u3bqy9soDtufoZ2VQ09utT1My5qmsSi8GD/8HXjg4eXIk7nwPfn3BjnNk3niW3tXH59D7F/DZ0NXwh3hCs0+fq3z7/mGT46b4jfbWmoYNneoGkFK8HWjAYWbYBxvXDuP1y2PfUSG3o38ZGAiYb1ZGIXHHVV/mHWFvqY19XGV6+2eWDrBPbfCu0B8+7OvCnECl14bQAAHUhJREFUYXMHDdD5oZsGvveLy62tLWV3U+ejEuOT75w6NzjqZzhEpBX4O/A1VS1UPywp5JKqXqWqx6jqMVOmjMQyleU+9PxPthwT1OsK/3F9lGULB0OZH/7noD5lJewMjh5/bJ7L/17l0LLbe8RTt3UGnJOTQobIlbY41odLmxp0Yd/INBrFNxxWY5Vzo5aQ20vTmlcGWhjDoZYG8+eRK4nt9PL+pCKRhmOJwYpGhzUYHPGx3Rs5+Npx9FsluH+NEIGGI2DMqdbUxXCISBjPaNykqrf4m7emu6D8z/TT2gDsk3H6LKDwkmYjwHAnFE2q0Hs5naGPzOh6nZQvonNANcTxDVi+5utsgl8KVyvLGjMfK83F8Zw7R6JkF9bu8oynFR8N9frG54MLVkFqdFrhpyNDu6ZetMPM3jj0PUnnlqQI3f57dOSiXiyFqbuy392oZDvUPxZq4uu7ZrGtiHNKteZGqWrBJsdY9aoS4Fpghar+PGPX7cCZ/vczYSB+4O3Ap3zvquOAznSXVi0ZruEICpxY0nX9T8stofslIC/NWej7wecLlhZ+KnB7pUXFxOD4hDXhl/EpHDPfi4RTzGOnntR78lY5jO+F+cseqUpa66Xw6n/VZKdr8f5Hht7pF9a1BR6fPvL+LRO5ZHN2T7gCsyJ3cL/lTUbcbNuDk26B7YvHc9b9Lmt2lba6Yznkme1UbL551eXIpR4tjrcAnwTeLiJL/L93A5cAp4rIKrzlaS/xj78beAlYjbfm+RfrIHPZj2JZuI+v7ZnFdinlFudPPctwFE0l/xFb98bZ77y7hmz//L3BJuKrkxpkBnMZnH2vy8E1b4uOfT52ZxXC1wLHzh+5+FG5OKnB9y5zzZJQovBb9J6FyscfyX4nxneu5Mq585n2F8977E8vT+PAa8YPuMWnQ+FIqvpVgqDWQyO0pWv3JH1UdT75y8BTAo5X4EsjKlQJlNv861jYxTtXuax7d4wp7T3pRILJSbqrP8kLW7o4Zr+JAydZZLcC9loWuaMEhQbMSpE/c4zjZ79vvOCAhtGNXcsSLyMvH7bUDtpcPAlf3nct9r5E/FfitCf8A7S8BCtRP98YR+FzRp66elWNJoKWcMzH2fYdtPd6ucxyIEnwtKKBgj6nxP/iTU/z4SufYG9/Mm8e2bUleyzBcVKMrk6QVy+NUGMc6+S9xw3wipxkPcsnQg+UdGygZ1CRDFSLMY6atzhGK+W45H0nfDP3MYP0Yz9/1yyaW5O8OW/i2Wmv2OwNxvUnHTKH96yMw45fmTvBrzAltTiKHmEwvDqYFwuO0JxJKcOel8ansD0e4bL2wQm+N0YuHY5oRanFe2wMR6kE5JJCYwqZez57vwvYrJmdW9hnn/+j2EQOd+PYfp+R4yo9JYYRcd3CgyClzGsYV+H0CYOhUdCcz1yejUbZN2B77vuxbv4k8s8z9yhlrtP7bw170lS8EGNQVxWEE/ljsI35CYCjiVyvqmP1Nxyc+n3+49OfGZlrzvrsnOai3NvSjOsf/aHrmmi7fRwh31ikHOWPL08rVcAiy1EqI7v2q8FQf8TvUc5XdL7/0dLSOXZV/sJ3MOK8BO5IAL92JrIrwzHmZQnx4IspPhO5ojQBBpIMkkOJ9m0lEbAn/znVxRiOEtGcAFE/+MfLfPOO4YV1WLr1Jfa9djzLNj0/sK1jN9j+QvSuKu9dWFomcF23YAvo6M2v8Ik95w9LXkN12FQkJLhhGFRYZk7bWf4od9ClzumeyUVbZ3HKX5u4Z93gpN21m1o4dYly9LMvlSVX8Oxn5aX+Lm57YiaPuNV3AS4FYzhKZMPu0vpxksB/75k5MMko6MHv9mNKtaz1mptTVmcvprR+l3etpFP6gHyxeSaztzPEzdBQH54oof/cUBkdq0Ocv7tjxIN0gtfV3JnTlfzFO5VPPOy9Z+N2Zu6rnjyiyq6V2zlindK9rLLIxMPFGI4c8hXAZ12/sOi5L4VDLJIYn7u3cCEeedJf1SzdtZTnmmXYDXoTvUW6qgyNwiEbjRvCSBFLwKfug/5qBFsrkkQSuHxjx0BYnyJTRIryoNPCE27hKL+QLi5eZTPHRws7sbh8z1S2WDZ7rcI5YjM2t7rtPD1vKuFbii9HOT09rlVkeU63jEGunq0b6x/5zFASp9Yhmuyrjfk9I7PO3B6sgUIz5Vh8bJ7LFD8iyc7ng2elF0LxKpwAHX8dx/i52eVH2ggs29iZdVa1Ai9WijEceXh0wwTefW+Ixx6fzg3Pd+S175fsmM6jT07n0LmtvHY9tOSsm7PEDY7dtNuyBgr6wMg5kirLcGSGVDcYXu288YHhhzcJevtuWTIj7/5DgxfkA2Cd5a06OOcFm76MN/72ZDtbb5nKYnew+/IH2ztYIl407BnxOzjc+RsX370i73UfTzVzRzzTaJkWR81Jl9WRXu/hHr5OeccSzdv8O/2fVsGV5o6/PzgDn9fTkTWY/Vd3cDGcYxI3c+kz59PfX7p/7J2P3c7Ozl3FDzQYDBWTOX+qnOWV3/Tw4HK1r/RGByYF2883Mb4HOjcPGo6PPAgvL/ZaHl+9eyM/u+PJ7M4EVSSj7Jj4t/EceGv5rZ3hYNw7SmR26hHg41VL72v/cHnWD7Diui6vm9sysO+Hd3srfu3Ys5VSfSbee+XdVZPNYDAUH85eGQ6Tf3Hb/KgLty2YSVczjHeCXeRj/bmyDEoz3ICr1cC0OErkR3fOr36ifjUingweBXedVOB2g8Ew8hSLWTh97viK0lWBw9crx69UDlvlFcF77cJFset2cWt/u9/vEdzqeSrpdYubwfE6cdXSmUxeUbsQ0Plw89RGDAbDyHPI2mG+f3nK7yd2Dx24P+SRwi7axz7+Ew69rZUlvV4fRH+3N5h68IrBsc32v3vdWybIYR1Q4MTlGrjMZPXxB8fzPOkHH/lzLYQwGAw15LgKwsvP3uJ5VSX7LVSVUE9wb0SnVYv2hjEcjUGeJ/3x6++trRwGg6EhcQdDaXsfecqMexZ08GgNVmw0g+N1RP3MMGVbTZo3BoNhtJIxV7jQ4Pjr1yqra9BXZVocOdTSY6F3h+c+u/+2+ntJGAyGRsazBpr9MxC7BkOjpsVRBpeefSqxY99GfOGjvLcK6b35GRPH3GAYq7RtHd6k3GTG93TvxA43xBzcwnP8alAPNYYjh59f/GXel2ff+x/dAI/+sabyGAyG0cnUzuLH5GPf9RZzQzM5yrcCczZ6cU3mPBhjyceXk6rBOEYhjOHI4X03PVxvEQwGg4GjXhpsOjRnhDKa9Z/nMqvAeaUs2jZczBiHwWAwjCGM4TAYDAZDw2EMh8FgMIwlTIvDYDAYDOVgQo4YDAaDoTxMi2MQEXmniLwgIqtF5Lx6y2MoHwVc8bKcKxaOv7iNAim7KefY0upN6eMcK0wiPLj+csqO0tW6z5Djc49L0x+dQE/zdFJ2lJ0TDgt891J2lHikne6WDpKh2IDs+d7TtF6JsBcyPxmK0dm+P9snHcHe1n3oj44nZTeRDLXQ2b4/Xa2zSIYGw+s7VnhI2t0tHfQ0T6M3NhXHCpEMtQzcUwBXbBzLOEu+mqlFi2NU5DARsYHfAKcCG4CFInK7qj5fX8lGHlcsRJVkuAUVi1Cqn1QohmOFiSb2IuqgItiuF/TMsUJYbore5mmkQs20712bFWa5u6WDeGQcE3evJF3sdrfMoLd5OpN2Lkc0xaYZJ5CItDO+cxVtXa+wbvZpqMCuia8lEt+DE4qxz4aH2Dz9OJLhVuKRcRy28kZWz/kgiHDoC39i8VHfoKV7Iz2tMwHo2DSfTR0nAHDEsqvYNP14dk56LW979Gv865jz6W3xVlY7+ZEvkYiM4/E3X0xL90Ym7l7Jxo4TmbXxESbvXMaqAz/EjM1PYDtxJu5+gSfedCHjOtewe+JhALz9kS8BsHbfd7F+9qmcOP8b2E6C7pYOXjzoP9g77gAApm1dyKyN8zw5ezbR09IReP+PeubnLH3tWSQjQyOavvXRr7HqwA+zqeME3rLgfCKJLu/Z2FH6YpN55g1fq+iZN/duJRlqJhkZXJzn4Bf/QnfrzIF7mIud6mfyjufYOv2NA/chbVRdK8TWqUczbu/LKBbRxF7W73MK6/Y9jeaezUQTnezzykPsnHQ4E/a8yJr930df8zQATpz/TWwnzlPHXkBf81RmbpzHtqlHc+yin7DoqG+y37p7efHgMwCYteEhNsx6O9O2LmTrtGOZtHM5B63+G4lIG88f+ilS4Waae7dhp/qYsGcV/U0TSIVaSNlRWnq3MGnnMiLJLjZPPw5Rl2i8kxlbnkQ0he2mUKC3eTrhZA+OFWbvuP2ZsPsF9rbt6+X1rnWEk13EoxNo7dlEItyKqEN/0yQsJ4GKTSTZBSjhZC+uFUbUxbHD2E4cS725Eem3ZbQuxFyLOBTSCIuCFENEjgcuVNXT/N/nA6jqT4KOP+aYY3TRokVlX+f5px5n03nXsXvCwaCQjLQSTvbQ09LBpJ1LCaX6sdyEXzBMIRFpJx4dj+Uk6G2ehhOKMWnnMhLhVvpik0ll1GztVD+uFUL92mAk3smUHUvYNuVIJu9chqjDpo4TCSf2EuvbQSSxl6b4bjbMOrkk2adveYpUKMaOya8L3B/r2040voc94w8q+74YXt1E+3cTb5pQ/MAGYlznGjrHzRlWGs09W+htmU5T33bi0fGoFUbcJLG+HSQibYSTvfQ1T817vrgOzb1bBipPoWQ34zvXEE520xebAgrRxB52TXwNKTtGU3wX/dEJWG4K17Jp695ArHc70cReVKC3eRq2k6Ctaz0qwtZpbyKS2Esi3IqlKRKRdlBlzku3c/KjN1aks4gsVtVjih43SgzHh4F3qupZ/u9PAm9S1S9nHHM2cDbA7Nmzj163bl3Z17nzt79i3bOHV0dog8FgqAPNPav5zB/OrujcUg3HqOiqIrjVmGXxVPUq4CrwWhyVXOSEj3yUaXOeJhwNoal+sKPYbhzCLV6XkJvwlnAMhbEsB/Vvn5NyscJh1FXCIYtUbzeOgoSihCJNKArq4LpKKuFghUKEbMB1SDoutqXYloBEcZ1+VAU0SSgSAyxSrmJbFq56a5/bkQjqpnBTijp9oBax1hhuMkFfv4MVDmPjghVF3DgWKdSysSxBQjGclIMb7/G6uMJhmppb6Y/348QdLBtQCysaw3VcrGQXjtWMOnGiLe04iT7EDuH0dmI1txGxIziOA04fjoTAsgi5KVwE11UcK0rIUsK24riCoxZusoemEISa20nF+3CSKVKhZprCIbS/GzsWI5VSnP5eQmGbUCSKo4omkjhWiJBtY4fCWKSIuxZufx92NEw4EsVNJnBdcBwXiUSIhSDe14tGWiCVRCVEqKkZTfTgpFI4TopwtJmQpTiWBa7rneskCUWikOwnqSFCIUXVJhS2Pb3ifSRSSshSmmIxHMclmegjFAmDq4TDEVw7TNIRHCeFpS6RcJSUZaHJFKlUgpAdIRKxcZJ9pAgTDkdxUknCltdlkkw4JLGwbSWsCVQiJFIujgoWDk2xJtSySXbvQUUQbEKxZnCSpJIpXCeOuC6RSBgr0kwikSDZ34sdimKHgFAzTjJBKpUiTBwr1ITjeh2bjgNiQUiSKGESriKEkGQnoXAT2BaOWLjxOCoWkWgTluXiujapZAK1I+DEiVgWCiRTLmrb2AIhu4me7j2ELMW1LWwrihUKk4z3o04CrAihUNh7Z/r3QiRKyE2RivfTOmkq/fEEyaSL66aIRCywYiQTcVzHpSmsJJLQ0hqmPynEuzuRcAu2bWOhqEIoEiORjIObwA434aYSuG4KSxRLU7gSBjcJEsJxhVDYRSWCE+9DLAsbB8cRsCwUC7BRNwUSQgFLUzgK0VgLyXgPYtlYTj9JQoStJK5rI6EwlgDJXlJWFHUFsUO4yQQAlh1GBEQTiFhgC04igRUKo2pBKoGDjbgJsKJYYUGsMKhLJPb6Soq/shgthmMDkDnSOQvYVO2LjJ88jWP/7V3VTtZgMBjGFKPFq2ohcJCI7C8iEeAM4PY6y2QwGAyvSkZFi0NVUyLyZeA+wAZ+r6rL6yyWwWAwvCoZFYYDQFXvBu6utxwGg8Hwame0dFUZDAaDoUEwhsNgMBgMZWEMh8FgMBjKYlRMACwXEdkOlD8DcJDJwI4qiVMvxoIOacaKLmNFjzRjSR+ji8e+qjql2EFj0nAMFxFZVMrsyUZmLOiQZqzoMlb0SDOW9DG6lIfpqjIYDAZDWRjDYTAYDIayMIYjmKvqLUAVGAs6pBkruowVPdKMJX2MLmVgxjgMBoPBUBamxWEwGAyGsjCGw2AwGAxlYQzHKEZERuvqloZRgsljhiCM4RjdDASpHM0vuIgcIiJjIi+KyP8Tkdf730ftM8lgTDwXQ3V5VWUKEfl3EflhveUYLiLyThG5D7hMRD4AoKPQy0FEThWRp4CzGOV5UUTeISKPAb8EjoTR+UzSiMh7RORO4Ici8pZ6yzMc/Pf+ChGZWG9ZhkujlGGjJqx6pfi1Pgv4DHAesK+I3K+qj9VXsvLw9QgDFwPHA5firYT4ERFZpqqr6ilfqfh6hIDvAh8Dvq2qt2TuHy0Frq9LE3ADMBX4EXA60Ozvt1XVqZ+ElSEiRwPfBy4E2oEzReQgVb1eRCxVdesqYIn4z+cDwI+BNuAREbl1tMifphHLsFFdyysF9XCA1Xg1wS8CdbfY5eLrkQDuBd6qqrcDC4Ak8HJdhSsDX48k4AJ/SxsNETlRRML1la48fF36gJtU9W2qeh/eM/mkv3/UGQ2fdwCP+Wvg/APYApwjIuNU1R0tXXB+BeQl4ATgq8An8Cpbo4pGLMPGrOEQka+IyNUicpa/aZ6qdqnq1UCLiHzWP66h70GuHqr6T39FxHcDtwAHAxeLyEf94xvypc7Q42x/05XADBG5TkSWAt8CrgX+0z++IfWALF0+B6Cq//C323hGfLmI7FNPGcshVx/gYeC9IjLBN4xJYC/eM2roLjgROVNETs3YtExVd6rq3/H0+KC//HTD09BlmKqOuT/g08CTwDuBecD5wJyM/e8ClgMT6i1rmXp8BzjQ3/dG4GD/+7vxltXdr94yl6jHBcAE4N+Bm4BDAcHr5rkLmF1vmct8Jgdk7D8CWAi01VvWCvX5H7xutyuAO4HHgOuA04DfAi31ljmPHhOAvwGbgecA299uMTjR+S3Ag8BROedKveUv4bk0VBnW0LXtYXAKcKmq3gt8Ha8f+uPpnap6D7ACOFtE2kTkI/URsyi5ekTw9VDVf6nqi/5xzwPbgVRdpCxOrh5R4POqehtwtqquVO9teA7Yg1czbFSCnskn0jtVdSnQB5xRH/HKJuhd+ZSqnoPXJfIDVf0M0A80qWpP/UTNj6ruBu4HDgMWA9/L2Kf+5+PAEuBdInJouvWb3t9gNHQZNqYMR0aT7RngvQCqugh4AujI8Q75NvATYBUwvZZyFqOAHk/ide/kerl8Gm9AdmetZCyFAno8DuwvIm/JKYjOBGLA7poKWgJFnslA3vK72O4Hmhq8u63QszlIRE5Q1fWq+oB/3HuANbWXtDgZ9/lGVd0D/B9el9S+6o3J2Bn6/hKv9j4Pr2XVUN2io6UMG9WGQ0Sm+58WgA56SzwOWCJykv97GV4TtsM//kC8zHUbXrP1ilrKncsw9PiUiCwD9gf+S73+6LpRph6bGNTjQyLyLHAAnh79NRU8gEqfiV97nQr0NFJNtoJnM8M//iQRmQcchDcuVXcCdEm3KPr9z4XAPXjeVKiq4xuQacCvgYeAN6jqjzLPrwci8loRaUr/Hi1l2Kg0HCJypIg8iO9ZkL7ZGdZ6FV7/30d9l8gNeBZ5P39/J/BlVf2gqm6qqfAZDEOP/f39z+F19ZypqltrK/0gVdDjReALqvqpeuoBVclbAN9Q1d/XTur8VOHZrAW+qKofUNW6rpBXQBcJGCD+NXCgXzBPEZH98VbFO0dV36+qm2sqfA4i8joRmY/nwj0pY/uoKMNGleHwM8gvgBuBG1T1cxn7Mv3Lu/AG9SJ4k+TCeINnOwFUdbvWcd5DFfTYAaCqS1R1QW2lH6SKeixV1SdqK3021cpbAOq5TdeVKj6b9aq6vLbSZ1OCLuq3KGIi0gqe3MCtwFI8/Sb4LY/19dAhgAvw3NE/oKobYWDez6gow0aV4fCblG3AM6p6I4CIzMl8EcSbVfknPIv8Pbyb/Zj/+4a6CJ6D0aOx9ICxpQuMLX1K1OUiPA+9A/zfH8Mb3L8MOEJVn66L8DmIiCUic4BuVf2lv+1UERmP51mIiPyIBn8uDb8eh4gcB+xS34NIRNrx3B1vwnMR3Ap04w16dePNdv2eqq72j7fwXAi7ai/9IEaPxtLDl2XM6AJjS58q6HIcsFVV6z45NkCXNuBp4Fy8cDsxPH1WADfjRYdoyOcygDaAz3LQHzAez6e/C69Z15Kx7yt4bnUn4bl2XornXTAl4xir3joYPRpPj7Gmy1jTpwq62PXWoURdvoNnPN7v/z4Jb5b+8Y34XHL/GrmrqgVvUts5/ve0dwGq+ivgZFV9VFXjeJ4FxwC9MKQPt94YPRpLDxhbusDY0me4ujRSmJe8uuBNrtwPSAdeXIQX2qUfGvK5ZNFQhkM899K3iki7egNGVwFz8W7mm0SkI32sehN+0hwNvAI4/r663nCjR2PpAWNLFxhb+rzKdJkJoKrPAd8EviQik/EmkR7B4OB33XUpRN0Nh+8xMUNEHsabAPZx4LciMllV+1W1F/gn3gDR2zPOi4rI20RkEV6f5yVaR/9/o0dj6eHLNGZ08eUaM/oYXUBVr8Ub07gQ+BBwljaO11dB6mo4xHM/S3tMbFTVU/A8IXbhWWpgIFTAWuBQERknIjG/qZoAfqSq79PB8Bs1x+jRWHrA2NIFxpY+r3JdDvF1afO3/xw4V1VPU9Xna65AhdTFq0pEQsAPABu4Gy/m/4dV9Ux/v+DNXj1DVef521rxJsu8BZgNHKl1nLzny2T0aCA9YGzpAmNLH6PLgC5vBvalQXSphJq3OETkrXhByCbgxZf/IV5Qu5NF5I0w4Lf9A7wmXJr34FnyJXh+2fUubI0eDaQHjC1dYGzpY3QBBnV5lgbRpWK09i5qJwKfzPj9f8B/4QXqW+xvs/Cm18/FDxWOF3L7pFrLa/QYHXqMNV3Gmj5Gl8bUpdK/eoxxLAbmirfoDXjBvGar6vWALSLnqOdRMAtwVHUteIvlqOqjdZA3H0aPxtIDxpYuMLb0Mbo0pi4VUXPDoaq9qhrXQX/rU/HWkgBvTd3DROROPG+Dp2Ggv7ChMHo0HmNJFxhb+hhdGlOXSgnV68K+tVZgGnC7v7kLb0bl4cDL6gf/Ur+d14gYPRqPsaQLjC19jC5jg3q647pAGC8K5+t8C/1dwFXV+ekbPgowejQeY0kXGFv6GF3GAHUNcihe8K8F/t916k2IGXUYPRqPsaQLjC19jC6jn3objlnAJ4GfqzexZ1Ri9Gg8xpIuMLb0MbqMfho+rLrBYDAYGou6x6oyGAwGw+jCGA6DwWAwlIUxHAaDwWAoC2M4DAaDwVAWxnAYDAaDoSzqNnPcYBgLiMgk4EH/53S81ejS4Sd6VfXNdRHMYBhBjDuuwVAlRORCoFtVL6u3LAbDSGK6qgyGEUJEuv3Pt4nIPBGZKyIvisglIvJxEfmXiCwVkTn+cVNE5O8istD/e0t9NTAYgjGGw2CoDa8HvgocgTfT+GBVfSNwDXCOf8z/Ar9Q1WPx1qC+ph6CGgzFMGMcBkNtWKiqmwFEZA1wv799KXCy//0dwGsyInC3i0ibqnbVVFKDoQjGcBgMtSEzjpGb8dtl8D20gONVta+WghkM5WK6qgyGxuF+4MvpHyLyhjrKYjDkxRgOg6Fx+ApwjIg8JyLPA1+ot0AGQxDGHddgMBgMZWFaHAaDwWAoC2M4DAaDwVAWxnAYDAaDoSyM4TAYDAZDWRjDYTAYDIayMIbDYDAYDGVhDIfBYDAYyuL/A/0Ne/on5G5xAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poa_irrad = pvlib.irradiance.poa_components(aoi, tmy_data['DNI'], poa_sky_diffuse, poa_ground_diffuse)\n", "\n", "poa_irrad.plot()\n", "plt.ylabel('Irradiance (W/m**2)')\n", "plt.title('POA Irradiance')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cell and module temperature\n", "\n", "Calculate pv cell and module temperature" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Temperature (C)')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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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." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "sandia_modules = pvlib.pvsystem.retrieve_sam(name='SandiaMod')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a particular module" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Vintage 2009\n", "Area 1.701\n", "Material c-Si\n", "Cells_in_Series 96\n", "Parallel_Strings 1\n", "Isco 5.09115\n", "Voco 59.2608\n", "Impo 4.54629\n", "Vmpo 48.3156\n", "Aisc 0.000397\n", "Aimp 0.000181\n", "C0 1.01284\n", "C1 -0.0128398\n", "Bvoco -0.21696\n", "Mbvoc 0\n", "Bvmpo -0.235488\n", "Mbvmp 0\n", "N 1.4032\n", "C2 0.279317\n", "C3 -7.24463\n", "A0 0.928385\n", "A1 0.068093\n", "A2 -0.0157738\n", "A3 0.0016606\n", "A4 -6.93e-05\n", "B0 1\n", "B1 -0.002438\n", "B2 0.0003103\n", "B3 -1.246e-05\n", "B4 2.11e-07\n", "B5 -1.36e-09\n", "DTC 3\n", "FD 1\n", "A -3.40641\n", "B -0.0842075\n", "C4 0.996446\n", "C5 0.003554\n", "IXO 4.97599\n", "IXXO 3.18803\n", "C6 1.15535\n", "C7 -0.155353\n", "Notes Source: Sandia National Laboratories Updated 9...\n", "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", "sandia_module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the effective irradiance" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "effective_irradiance = pvlib.pvsystem.sapm_effective_irradiance(poa_irrad.poa_direct, poa_irrad.poa_diffuse, airmass, aoi, sandia_module)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the SAPM using the parameters we calculated above." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " i_sc i_mp v_oc v_mp p_mp i_x i_xx\n", "Time \n", "2015-01-01 00:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 01:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 02:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 03:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n", "2015-01-01 04:30:00-09:00 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'DC Power (W)')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_out = pvlib.pvsystem.sapm(effective_irradiance, pvtemps.temp_cell, sandia_module)\n", "print(sapm_out.head())\n", "\n", "sapm_out[['p_mp']].plot()\n", "plt.ylabel('DC Power (W)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DC power using single diode" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "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": {}, "outputs": [], "source": [ "d = {k: cec_module[k] for k in ['a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', 'R_s']}" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", " pvlib.pvsystem.calcparams_desoto(poa_irrad.poa_global,\n", " pvtemps['temp_cell'],\n", " cec_module['alpha_sc'],\n", " EgRef=1.121,\n", " dEgdT=-0.0002677, **d))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "single_diode_out = pvlib.pvsystem.singlediode(photocurrent, saturation_current,\n", " resistance_series, resistance_shunt, nNsVth)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'DC Power (W)')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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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": 23, "metadata": {}, "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": {}, "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": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'AC Power (W)')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_acs = pd.DataFrame()\n", "p_acs['sapm'] = pvlib.pvsystem.snlinverter(sapm_out.v_mp, sapm_out.p_mp, sapm_inverter)\n", "p_acs['sd'] = pvlib.pvsystem.snlinverter(single_diode_out.v_mp, single_diode_out.p_mp, sapm_inverter)\n", "\n", "p_acs.plot()\n", "plt.ylabel('AC Power (W)')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'SAPM - SD Power (W)')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\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": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_acs.loc['2015-07-05':'2015-07-06'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some statistics on the AC power" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sapmsd
count8759.0000008759.000000
mean23.11087424.260833
std42.33198942.959307
min-0.020000-0.020000
25%-0.020000-0.020000
50%-0.020000-0.020000
75%27.94896630.884817
max211.290155213.051148
\n", "
" ], "text/plain": [ " sapm sd\n", "count 8759.000000 8759.000000\n", "mean 23.110874 24.260833\n", "std 42.331989 42.959307\n", "min -0.020000 -0.020000\n", "25% -0.020000 -0.020000\n", "50% -0.020000 -0.020000\n", "75% 27.948966 30.884817\n", "max 211.290155 213.051148" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_acs.describe()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sapm 202428.142770\n", "sd 212500.634811\n", "dtype: float64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_acs.sum()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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) \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": {}, "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, **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": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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L5UM2sLl2EbFUkFTqDL454Dv0LCjMXgGHOWu1a0FLKMiKiIh0IB9WVPLB9h0c27c3T+5eS/+n5jU+d3JXXvjNEQwMbqU/FdTESji++CouH3ocAUehSdofBVkREZEOYHc0xnkPPMK6WHrP2CkzZ3L9S43LCVaf0pVHf3MclW5B+pZ4DKHwLirs08AYtNqw7fG1Rvag9H+tiIhIB3Dlw0+yNrYLPz/J5PIXm4XYPZ8/lr//7gSq3ALA1D/SOxNsjW9iWVX5gd9UsiZ9RK3Tqo+OQDOyIiIi7VhlfA/3vv8iO/q+RR/X59t/XczVzy1peP6d43py/01HkuPupv5sg2Y867Ni5yJOLjkjg6MWOTQUZEVERNqp93Zv5LoVvyfl+7hBuOrBxVz1aGOI3XRaEW/8qTejw++zPZlPTTxywPcJOwdul2zSzV4toSArIiLSjuxOVjN3w9u8t3UPM+rm4+FjDFz14CKueqgxxL55Ym/e/FNvnAi4WEoCNWyId6mflG2y9tIPcErJFzJdhsghoSArIiLSDlhr+fNHT/Hi5gWkPDCOT07QoTYVSs/ENgmxS8cO4I///VlGOxvoTjUAAccyKFLBB3U9APCtwRgI1A3jiMLRWalJPp6OqG0ZBVkREZF2YObWhczcsghrfNz6T++g9Rn30AIuf2hZQ7+lYwdwy53n0iOner973nOcJJu2d2JTVRdCgRSVuwp49CvfxhjdHS/tk4KsiIhIO/Ds5rmkSDVru/Qvy7j0wX81XC8dO4Cb7/g6NmwIOR5dgjUNz/nWsCOZz5adndi2swgsfKHbIEb16ZWxGuTT8az+gXEwCrIiIiLtQE2qrtn1JQ8s49K/7B9ikyGXAbmVjCpYj8FibXo/0qgfYkddIZ28zvQp7MV3xo7li8MHZ7oMkUNKQVZERKQdGFU8nPLty4EDh9gf33k23Qp2M6poE30jO3GMR2UyH8dA1A8SIsVpXYL88rIbtJSgHbCYDrPXa2vS35CIiEg7cHn/r2KASx5Y2izEvnZCX/7wy89xWekyvtHzDQbl7sA1HnVemLVbuhNKeRR6CfzqYzl74P0KsdKhaEZWRESkHege6cLUR1fx2b8sb2h7/YQ+3HP3F/Ejht3JHIJOLRbDpppi5q0aTX7yKKI7i/nG0UfwuZGDFGLbGV/7yB6UgqyIiEh7cPvtfPbexmNnXz+hD/9z9xdJhV26hvawNtmND+IBipxaps06ld59qnnw/K/SJVycxUGLtC4FWRERkTbI83zunP0y/3zjbX604mG+8cSKhufeOrEXv737DAI5PiXB3UTcFNZCnokxY8Uo3KjD5wYNV4htxyxojWwLKMiKiIi0Qef8+UHWbd/Ovev+zGee+LChfflx/bjzjrPpl7+L/GCiod0YMDGHuo3FHNG7Ez86/tJsDFskoxRkRURE2ojXdmzgd2/MYV20Cq/3Fu55dTqfub9piO3P7T89h2Q4wNrazhxZtJW9y16tBZcQ3/vC6Vx+4mgcR7N57ZnFaB/ZFlCQFRERaQP+uHgef9o6DwzgwKTHlvHlae80PP/+yd35xZ1nkgykP7pT1iHuB4i4jYcknNL/DM7qNTazA5cOyxjzAHAOUGGtHVnfdjtwLbC9vtvN1toXszNCbb8lIiKSdRU7q7l343xwAQcmPjaPidPKG55//+Tu/O3XJ9G5KNrsdXsPPLAWkr6hKHhchkcurcnHadVHC/wVOOsA7b+21o6qf2QtxIJmZEVERLJi/sY1/Pb1RWyo3k2oNolfYjGkQ+ykafMb+i0eM4gXf3M0XtglnNo7+2oJOR4ACd/F8w1ba4uYs6GCk7pmvhbpmKy15caYAdkexydRkBUREcmwZ1a/yw8XziDqJwnlJwgWpnCNZcJj5c1C7MLRpdxy27mcFF6Hb6EmFcJaCBmfIyIVRL0AtV6INTu7sHZnF/oNiH7Cd5X2xFrwWn8f2RJjzPIm1/dZa+9rwevKjDFXAsuBG621O1tneAenICsiIpJBvrXcufRlol6KQE4S41jO6vE2J963houmvdbQb+HoUqbefBHDu24DLI6BAjdG9/Bu1tR25qmPjsH3G4NObiDIF/sOy0JF0o7tsNZ+2kXV9wI/Ib1D2E+Ae4CrD/XAWkpBVkREJEOqE3EeW/U6O1O1YMAJ+BgDVz66lFF/29TQb/HogUy9+UIGdK2kb95OwiZFnhujhjBdwrWEnBTbKhv3iM1xg4zu0pszeg3JRlnSKgw+bW/XAmvttr1fG2P+DDyfxeEoyIqIiGTCR3uqOH/6Q8S8JNZYcCEZD3DbjOcZ9UhjiH31+L7M+vUIbuo2g4iT5MN4N3wcdqVyqfEilARq6J+3k8/0D5DnDyeaSnFOvyP4Sr8RuNpyq8OwZGRpwadmjOlprd1Sf3ke8HY2x6MgKyIikgHfX/wCuxJRbP21MTD16Tlc/cyShj6vHt+Xu3/2ZVLWIVTnMTh3O7tSedR4YRI2CPW7FASMT+ecAn5xzHlZqUUOD8aYx4DPkl5LuxH4MfBZY8wo0ll7LTA+awNEQVZERKTV1SUTvL5jc0OIBZj699lMfeblhuu9ITYZTn80r6geyG4/l5gNN/RxSS9FqE6G6RLS8bMdXbaPqLXWHuh4uPszPpBP0PbmrEVERDqY8u1v41m/4TodYuc0XO8bYgF8YGcqv+HaWnDw8KxhXV1Pzu19WkbGLtKWaUZWRESkFUW9BL96/2nC4TDxeJCpf5/TLMQuGT2QX//szGYhNs2wdymBjyHqBfAdh3d29+JbAy9jeGH/jNYhmWUx+Dqi9qAUZEVERA6xbdE9vLd7K71yi6lKVuEaQ5fiWi7+v39x/TNzG/qVHz2Y3/z8DPyQW39/umVvgDVYalIRauuzTI6bwzWDJnJE4SDCbijzRYm0QQqyIiIih0jC87hm4UO8unMdBnCNQ7/8YjwD1z68gKv+3nhj15IxA/nJT7+CE4KA7xFwLAGT3nDJGEvETeFjMBgG5PVnYuk19MrpmbXaJPOyvUa2PVCQFREROQSstXxt1r1sSlTgOOD7hqS1rK6uZPK0cq56vDHELh07gFvv/BpEACy+dYi4UboEazg2fx0bE33Z44fpFRnIZf0n0EMBVuSAFGRFREQOgftXLWSbv5XA3k9WFzzfMP6RBVw3bUFDv2XH9efWO75GMMcjEkjiOhAyKcJuij45uwi7LpcPuI4ukaMoDnXJTjGSdRbw2+A+sm2NgqyIiMh/qDYV577VszH73Jsz8bH5TGgSYjedUsTse4bxxbx3qbERKpP5JH2XgkCM4mAdjrHUJh1KgidQFMrJcBUi7Y+CrIiIyH/ole0fYm3ztvGPlDP+scYQu+W0Qt78v96cm/cuKxNd+TDRjV7u7v3ea8bbxxFOvMe3R41u7WFLm2bw2uARtW2NgqyIiMi/oToZ43/fW8j0je/gkcC3Pntzx/hHyhn/aGOI/fCkEt743z74IYcVsQJ83yXfxKm2Eaw1GGPBQkVNAW9s7sURnXdkqSqR9kVBVkRE5FNKeCkumns/G+t2kfQ9wJITthj2D7FvHt+LNX/uCuF0yo04SV6P9cSzDgHHJ2RSWAuxVIgF74wkNxjkqO7ds1OYtBlaI9sy+hsSERH5lGZuWsmW6J76EAtgSCRdxj3cPMQuP64fj/zmRKrdrnwtt4axoSgGWF/TiYQfIO4F2J3IpSYZ4dVVA9lVXUhBKMTXho/ISl0i7Y1mZEVERA5i/gdr+NPcV9i8ew9H9urOloIdxLxksz7XPVbOhCcaQ+yrx/fl/91zKmM7ryPf1LIlFaR3IIlnk/wx2on10c7kuwm6+d14+8MCognDWUMG8aPTP0tuMJjpEqUN0hrZg2u1IGuMeQA4B6iw1o6sb5sGDKvvUgzsstaOMsYMAFYC79c/94q1dkJrjU1ERKSlnnntXe54fg6xZAqA8g/W4BuLHexg8nwAyqbNpeyJeQ2vWTa2P3/4xefxg4Y6G2KX8UmwjRQR+gbj9ArVsDFRSI0XZninbiwfNy4bpYm0e605I/tX4A/A3/Y2WGsv3vu1MeYeoOntmquttaNacTwiIiKfiu9bfjGzvCHEQnrtIhbMljAMju4XYheNGcTdd51FfjhJgRPF4lDjR6izQSq9GF2cEJ0DCTYm0veGFQZzM12WtAPWGq2RbYFW+xuy1pYDVQd6zhhjgIuAx1rr+4uIiPyn1u/eSU08vl+7wUCdy6THm4fYBccM5sZbLyAnP4WDT9+cqvr+lrgNkMSC9VkXLwAg7AT5ep+TM1KLSEeUrTWypwHbrLWrmrQNNMa8BuwBfmStXXDgl4qIiLS+P71Xzr3vLiRlI3CAtYqTymcwee68huv5Rw3h5tvOpXfJbgqDUfpFqigMpEOwj6HQiQEwa3cpKQoJOR5XD/oSozoNykQ50g55mpE9qGwF2UtpPhu7Behnra00xhwLPGOMOdJau2ffFxpjxgHjAPr165eRwYqIyOFl5qaV3Pf+IhKkMJ0TUBnC2MYwO2n+DMrKX2q4nn/UEP7np2dy2ZCleCaAxWDrw6+Lz5BQBUHj4ziDKe35B27tFueoogEUaFmByH8k40HWGBMAvgEcu7fNWhsH4vVfrzDGrAaGAsv3fb219j7gPoCxY8fafZ8XERH5Tz2wajHR+l0JbO8EBoOtTO8kUDZ/JmXlsxr6zh85hId/ewKDiqtYHevJ2PzV1PkhPALkmCQDg5V0D9SwI1VIz5KfcVR+aVZqkvbFkp7Jl0+WjRnZLwDvWWs37m0wxnQFqqy1njFmEDAE+CgLYxMRkcOcby1baqsbGwzYPnHoFafssbmUzZ/X8NT8kUO468dnM6J4KwCusXQnxC7HY4+1+MDmVBEfJbsRDPTjuDyth5WWMlpa0AKtuf3WY8BngRJjzEbgx9ba+4FL2P8mr9OBO40xKcADJlhrD3ijmIiISGtZXVXFt556ispIHPJotjS27Mm5TP77vIbreSOH8t+3fZlhg7Y2tEW9AL/YeBzGGr7eezMOlSQs9ModzWd73oQxCiYih1KrBVlr7aUf0/7tA7Q9DTzdWmMRERH5JHEvxbNr3+H2RS8RMx4magnk2fTvd42hbNrLTH5ifkP/haNLufHm8+lSXEPI8UhZFwBjLFXRHPIDBVxR+nNck8AxLkFHa2Hl00kfUaulBQejk71EROSwtmXPHi74x0NU1dURz0tCHlhjsdZgHLtfiF00upSpt1xEMhRgTyKHPCdGnRfBAmcXvs+KtUO56dgLyQ2EgXDW6hI5HCjIiojIYWvOyg+Z+sQLpHwPi0sIF69rEq+LRyrpcsMzL1G2z0zs1FsuIhEKAJYu4VqGhSvp7MYYFt6OsfCN3hWc0W9I9oqSDsNrve3+OwwFWREROSzticb43lPTSXk+9UccAOBuD+Ln+Ux5fjZlf28MsQtGlTL5hxfjh9LLCFzjM7bLOk7PW0fQpI+qTVlDSV4tjtGvhEUyQUFWREQOS3Pf/+jAgdPC9dNeZsrMuQ1N6RB7CSbH4hqPzqFaTuq6hm90WtkQYgGSvsu8qk58KxMFSIdmMVoj2wIKsiIiclhK+T7W7r8deXqf2NkN1wtGlTLlpouJFCQp7VTJ6MJ1gKG3t5tCk2joF/UCvLK7L3EzPBPDFxEUZEVE5DBiraU6FiccCHDakAF4+wTZ9IldjYcdLBhVyvU3XUSPrtV0yoliTHqvWIPFD1r+sOFUPtd5FRZ4qXIoy6qH8j/HnpHhqqSj8rVG9qAUZEVE5LDwr7UbufXZl9i0cw/GwMlD+uL0roENEfBh0j4ndi0cXcrUmy/GzbV0zo1i8OkUrMOp/21v3AQpyenBXWtHEPdTdA7l8eOjz+LUbkOzVKHI4UdBVkREOrw1O6oY/9A/iCZTDW3z31+LU+ASHrmbcX9dwMTyxjWxC0eXcv3NF5MMOfQM78HBJ8+NMzBnR0OfkPE4p2eCH4y+hbiXJMcNYXSTlxwi1oKnNbIHpSArIiId3h/KlxBLpZo3WoNfE2TCE/OY8EJ5Q/OiMYO4/qaL8MOGvECc47qsJT8YJ8dtfL2DT49ANV1zB+Map37PWBHJNAVZERHpsHxruWXFc0z/cBW2/vStpibNm8GE+Y0hdvGYQdx46wUMKtrOSWSkAAAgAElEQVTO4ILthEI+jvEpcGPY+g26LIbegZ10D6bonHdxxmqRw492LTg4BVkREemwnln/BtM3vYufa6DWwTQJBukbu15quF48ZhA33HoBvYt3cWGfV4H0hvTbkwUk/ACloQqCxqdrwCfHjdCv5AFCgZ4Zr0lEGinIiohIh/Xo6uVEvSR0NZjKENazGMx+uxPsDbHJkMsXur1LjR8BIEiKHsHd+MBzW46hU/AEfjLmTMLBIRijO8ql9aT3kdX/YwejvyEREemwol4y/UXQYofWQnGKSeX7htiB3Hjr+aRCDqOL1hMOWMAAhiQBon6IlB8gmsrny/2+SCQ0TCFWpI3QjKyIiHRIG2orqUxWAfXBNGyZtHQ6ZfPnNfRZOLqUG2+5gHgggOP7jOm8YZ93MXg4+D7kuyfzuZ5DMliBHO48tEb2YBRkRUSkw4h7KZ5c/QbPrH2blXs2YQJxjHGwFsqmzWPyE/Ma+i4cXcqUmy7CCzq4WM7q/jYR19vvPX1rmL1uDN8cMlbba4m0MQqyIiLS7m2o2sWdz7/MwtXrwFhShR5eN8AJEwylmPr0HK57YkFD/4WjS7n5x+dSmBulV2Q3vuMQCloaZm+b8KzD6p09OL33gEyWJIc5i3YtaAkFWRERadd2R2Oce+9DRONJwIA1uLtdnLgh2S/BxMfmc93fG0Ps4jEDmXrT+RTlJ+mZt4dBudtZVdeDD2Pd6ByqIc9NsnfiNek7rK3tzA2jvkZxOCc7BYrIx1KQFRGRdmt7rIZz//pX6uJJTJOZVGMNxB2unzaH6//ZeGLX4mPTN3Y5IUPA8fFxiJj6AAzM2HYkxxevpXfubpK+y1u7evGvqlLu+spRmS5NDnvataAlFGRFRKRdinspzp72Z/Zssc1C7F5l82ZSNv/lhut0iL0AN8fH96AwFAUsPULVvFULSd+lNpXHPzaNbnhNwDh8pvtwHO1SIFng62avg1KQFRGRdumFDW9TvfbAIXb/fWIH8r1bzyeU65ETSBKMRMFAnokTMOkbvHICEbqF+5BI7SJpPYLGpSRSwC1HfTVjNYnIp6MgKyIi7c67Wyr4w/PLsN6+t2btH2KXje3P3XedRXE4DkDASeE6YK1hSO42tiYKSfmGyaVXc2LJ0fyrcg0f7qmgf34XTuo6GFezsZIF1oKnm70OSkFWRETaldfWb+bqB58mlkztNxu7b4idf9QQ7rz9bAhAwHoUBBMYLD4Og3Iq6B7aw+ObjmNnIo+FFes4uesoTigp5YSS0kyXJSL/BgVZERFpV342fR6xZGq/9gOF2HFTLqfEreZrnd6k0uZR54cocGN0DdVQ64V4cMNJ1KTSuxFsilZlrAaRltDNXgenICsiIu3Ke1u279e2b4idd+RQxk2+jFSOS4lbw+nFq7AW1iRK+Of2o3klPohdsRyCAQtA2AlyXJfBGatBRA4NBVkREWlXivNy2F5d23B9wBA76UriIYecnDib40X8ecMpVKdyWFXXFYsDWAKOD0DAuBQFc/h6n+MyXYrIx7IYHYjQApqzFhGRduWaU8aSE0zPw3xciE3kOuQWJAi4li55dVTG81gT7ULA+OS6cU4sXs2A3BS9cjpxYb8TeOiUMvKDkWyVJCL/Js3IiohIu3LZicdQUV1Dwd0/Y0LTNbFHDmV82RV4eYaCwjoKgzG+2ONd3qzry5baIspK59I1UEN+IE7AiTC4y0V0zz8vi5WIfDLtI3twCrIiItLmpDyfP85dwqPL3qAmnmBkr+586bjBzNn1Nu/WrGf843OYMK/x2NnXj+/D/95+GhN7z6Z/3k4Svkuem8Czhpxgkse2H8eqZE+Kgx8RcCLkBYfRNe/sLFYoIoeCgqyIiLQ5tz33Ei+88R4JP72O9c1NW3lj8xbifRNc/0I5E55pEmJP6MPvfnEGgTC8HhtIr9w95AcSAASMpTSngl75e/Bw2ZA6gpN6XETXvLNxTCgrtYm0hAWtkW0BrZEVEZE2pbKmjudeW9kQYhtY+O60l5n6TOOxs4vGDOIHt51HMpyel/Gt4YNoj2YvM8Dwkm3pt3B60z3/PIVYkQ5CM7IiItJmvPT2B/z85dl4vgdO87mWsvkzKSt/qeF6/lFD+P6Pzsc4lu7UAeDjsLt+X1gAz8JOL5eg6+OaAEMLxmSmEJFDQPvIHpyCrIiItAm3/3MWj9csxXYBU5mHsY3PHfCwg+svIyeUJN+JNbQ7+HRy01tzedYhaR3WJrrhmgC5bj6ndtW6WJGOREFWRESy6p31W/nRwzNZva2SEHn4nVOkClLY6gDGmo89scsWpJcNdMmJ1j9jMVj2pMIs2zmY47ueyLZklM6hPQwrHMPpXb9GfqAoKzWKfGpW+8i2hIKsiIhkzbZdNXzn909RF09i6rcacqoCBOM+yZ4JJj0994AhNhkJ0Dm/msJIjFw3jsGnKBClT2QnSyv7s7GuC7v8Hvxm7LezVJmIZIKCrIiIZM2TC98g6XnN2ow1UOdQNmcWZfPnNrTPP3oIE2+4hNyiBMUFO+keruakTh+B27iO0LdQESsE4MPqrZkpQqQVWLSPbEsoyIqISNZ8tK2KZMrfr/26V2Zw3dLGEFt+TCmTfnAxqZDLqC6bGNapgoDxCAdSxG16BwLfwqa6YhJ+EIAB+d0yU4SIZI1uhxMRkawZNbAXkWDzOZUJS2dw3dLG3QkWjCrle7edT6Q4xageGzmi8zZcYwEDNh1gPd9QEStg8Y5SAMJOkHGDz8hkKSKHnF+/Tra1Hh2BgqyIiGTN1088krxICNdJf6hOWDqD65Y1roldMKqUsh9eQqjAkh9J0DdvV/0zlrBJsjVZyO5UDr53If+qGkPKuvTP68ovx1zO0Z36Z6EiEckkLS0QEZGM8nwfg8FxDIW5ER77/mX89rkF9L33NwcMsU6exXF8+uTspHOoFjCETZKQSWBMGONbXL+S2Wfcim99HKM5Gmn/dLJXyyjIiohIRqzfsYvbn36J5R9twjGGzx41kMlfPpnnNr7L4Bd/z9WvNAmxo0uZ8sOLCeT5hAIpugRrGFW4nrDjYbB4ONTaHEKOBw4kU5sAFGJFDjMKsiIi0ur2RGN88w+PsTsaww/5JEqjTA+/zvS5r1M2bS5XPzmvoe+SYwdyy4/PIxxK3wTmGOiZs5taP4eo9Yl6QXwMRcE4kF4fO7RwWDbKEmlVmpE9OAVZERFpdf9csZJYMoWPJXVkHQQsOFA2bS6Tm4TYBceUcvNt55EMuYDFMZZukWqKQ3ESNoit3+Ag6gcptHGMAdcE+UKvi7JSl0hrsXScG7Jak4KsiIi0ug+27iCWTEGvOKGcBMaB8Y+UM+mJ8oY+5UcPZtzUy0nVufQK76Jrbg09InsoCsUw9Z/nxoC1EDA+WENxcABf7zuVolD3LFUmItmkICsiIq1m85rt/O2XL/DWgpV0Hm2pOT0I9SF2/LSFDf3KRw1mwg3fJOEGCViPLsFaBhbsIGT8hhC7lzHQKVDMfx3xGK7Rx5h0XDoQ4eD0E0BERFrFlnU7mPzlXxKri+O5lrrz8jEujHu4nPGPNobYhaNLmfj9S4ibIPiWoONxRvd32O4VkbTB/d7XWji161cUYkVEQVZERFrH47+bRSyawPctycEu2P1D7OJjB/Hdmy8g7gchackPJ/j6gNfpHI6T41WxOtYdzze4jgXSIbZTqCunlpyTrbJEMsPqZq+WUJAVEZFDylpLXTzJ28tW43vpu7NMzOfapxfsF2JvvPUC4gTpQh0jBm3FdWGnycezFXxQ052XNw+lX8EuBhRWYbBEzBAmDbmJgLP/TK2IHH4UZEVE5JCZ8dr7/M+z86msqaNLrBanxBA/JcC33lvM1Y++0tCvIcQGAtTtipAXSRF0fXwcon6QOVuOZHHFAADeiufx1o7e5LhBfjb2q+QGCrJUnUjm6ECEllGQFRGRQ2LRe2u57fFZxFJJTLcEVWVBTGeH8Y+Vc/XLjSF20ZhB3HDLBSSDAepqwngJh949d+LXn5ruJx3CzplE3DXEvBQAYSdAv/xOnNl7eFZqE5G2SUFWREQOiXtnvkIslcA9eRdELBgY98gCxj22qKHPwlGljCu7jGQ0SGp3ACx0yqula2E1Hi4ulqqdA3nkrIt47KMVTPtoBUnf45x+R3H10BMJOm4WKxTJLM3IHpyCrIiI/NtSns+K1RuJJVJs2LETZ3gtRCzG1G+x1WRN7JJjB/LD275BYSAGiQSpsENJYQ2lnXbgOOBajxw/zkq/hIDjcMXg47hi8HFZrE5E2rpWC7LGmAeAc4AKa+3I+rbbgWuB7fXdbrbWvlj/3E3ANYAHTLHWzmytsYmIyH/utY82c92fnk4fdGDTa/pIGZyGELugoe/iMYP43o/OJxUKkB+I0b8kffNWjpvCaXLYwU4/D8fRLJRIWzjZ62OyXGdgGjAAWAtcZK3dma0xOq343n8FzjpA+6+ttaPqH3tD7BHAJcCR9a/5kzFGvz8SEWmjtu7aw5V/mEYNKVJBSKVXCWDfy2PcAwv2C7E33HoBiVAAa+H4TqsZXbCewkCcfTNrOJDi6/2PzGwxIvJx/sr+We6HwBxr7RBgTv111rRakLXWlgNVLex+LvC4tTZurV0DfAgc31pjExGRf5/n+5z/q0ewDmDqHw74QZjwykwmPN147Gw6xF6YDrEA1tItXIOPweNA8xUu3xl2SkbqEGnrrDWt+jj49z9gljsXeLD+6weBrx/aqj+d1pyR/Thlxpg3jTEPGGM61bf1BjY06bOxvk1ERNqY6a+/z+5ojGanZxqYuGQGE5fNamhaNGYQ3/3RhcSDATzPkEy5DCisos6G6EQdDn6z93VNkC92/wq5gXCGKhGRf0N3a+0WgPo/u2VzMJkOsvcCpcAoYAtwT337gf5ZYA/0BsaYccaY5caY5du3bz9QFxERaSVJz+O/X5i73w/oiYtmMHFJ8xD7/Vu/gRc2BEyKTpEow7tUkBdM0Du0E5twqIsNJuyECTlhgibIaSVn8NXeF2W2IJE2zMe06gMo2Zup6h/jsl3zp5XRXQustdv2fm2M+TPwfP3lRqBvk659gM0f8x73AfcBjB079oBhV0REWsfc9z6iJplo1rZfiB09iO/eciGlXSoIh2zDEgIXj37hHbi+5Z4Pv8TTZ15H//xidid3UhgsIuRoJlYkw3ZYa8d+ytdsM8b0tNZuMcb0BCpaY2AtldEgu7fw+svzgLfrv34OeNQY8yugFzAEWJbJsYmIyMfbXRvjySVv8vRrb5O0Fof0r80m7RNiFx5dml4TG3S5pPsytqU6sSrWHQefvqGdbKnuxILK7/DCly6gT356dVlJOKu/mRRpk6xts/vIPgd8C7i7/s9nszmY1tx+6zHgs6SnrTcCPwY+a4wZRfrn31pgPIC19h1jzBPAu0AKmGSt9VprbCIi0nLbdtVwya8eoSaWIGpT2FyLHzGUvdw8xJYPH8J3b72AVNCle3gXOC4jcrcwIjc9f1EcOZWjRv41S1WIyKf1MVnubuAJY8w1wHrgwuyNsBWDrLX20gM03/8J/e8C7mqt8YiIyL/nj9MXsas2iudbnKCPcWHSvJlMWtwYYhcMHsa4H1xCIOjTI7KHEV22s6S2lCHhbQyNpFeVxVIbPu5biMgBtGRngdb9/gfMcgBnZHQgnyAbuxaIiEg7smDlWjzfApa8Eyq54d1/UFbeZCZ26FCu/cGlJHMDOBaO6JwOrgk/wOpEd6J+EDAUho/NTgEi0mHpiFoRETmg1Wu2ctPDL7LNq8XmgWN8rnmqnO9MW9TQZ/7RQxh/wyV4uYaQm2JMjw0YA2CwGAyW7akCBobj9CuemLVaRNqf7J/s1R4oyIqIyH7uveMf3Fu5imRBANz0h+l1817iOwsaQ+zSsQO49bavkeukCLkxuudXkx+K1z9rcUx6Y5ni8FGM6nULOcEBGa5CpH3L9tKC9kBLC0REpJmZjy9h2suvkcpzG0LspPkzKFvQuJxg6dgB3HTHefg5DrnhBIWRGK6xeHbvfgYQMD6uk8cX+vyB3OCgbJQiIh2cZmRFRKSZe/8yky2fz8N4BkN9iG2yJnbREYO59Y6vkggFAIvBkhNIYTEEjIeLT8SBoJvDlQP+i7Cbk7VaRNorS5vdfqtNUZAVEREAKqLVPLBqCW9f6UK1T2ALTJrXPMQuKB3Gbd8/Fz/sYaxP2PXIDSZxjCXPTR+UEDQpeobqOKf3LQzMH5mtckTkMKAgKyIiLN62hu8sfoSU7+PmgA0nKXtiLmXlLzX0WVA6jKmXXUmfgZtxAk0PVrTkOgmKg3UE8BiSsx3HWNbWzGZg4WmZL0akI7DpQxHkkynIiogc5nbVRbn2sScwO3IIAn63JBMXzqRs7ryGPgtKh3H9NZcx6qT3qQlGSNr0x4fBEnJSdArV4RjLoJwdDTd51W9fICLSahRkRUQOYynP58LfPwyVQUz9eryyaXOZtHheQ595Rw5l/OTLKepby1qvM5cW/4u3avvgYTAWAgGffDdBj9Auct0kAAETYUjhl7NQkUjH4aN/DB6Mdi0QETmMzV/5Edt31TWE2ImLZjQ7sat81GDGTb4CWwChkEfKugTwuKL7K1zZ7RW278ln5fbu9A1XEnEsDgFcE2Zw4Vn0zj0+W2WJyGFCM7IiIoeZtyq28ui7b7IzFmVPZZRkysNgmLhoBhOXNLmxa8QQJnz3EkI5KYqK64D0ndRxPwiklxW8V9OdqBfmT+99hiOLK/ivo0+nb94JdA4PzkZpIh2GRfvItoSCrIjIYeTht1/nrsXziHsevrVgwekJNz71UrMQu3DgMCZedykm36O4sK7JOxiG5W7FABsSXYl6IQCiXohXK/syouhiQq4+WkQkM/TTRkTkMLEnHueni+YR81KNjQamzJ7FpCWNuxMsHDCMyedfRW2nFF1z9oZYiwEG5u1gQChB3I/w1Jaj029Qb1hRN4VYkUNGR9S2hH7iiIgcJlZs3UTAccBrbJv6wiymTm8eYidd+i1qh6QoLKqja24NCRsgaDz65O5iZO521iY680TF0bxVORCwBI1DwHG5c8zZmS9KRA5rCrIiIoeJvGCo2Wzs1BdmMfXFxhBbPnII46ZcQqRnLYWOxXV8RhRV4Drp7bR8C6/V9eTLfa7n9p6n8XD+Ml6v2sTQwm58a/AJ9MvvlPGaRDoy7SN7cAqyIiIdWHVdnD21Mbp3LuCort1I+R4W+O4LLzULsfOOHMqEGy/Fy3Fx3QQOlv55lRhjsRY867AzmUNJMMWgwi/imAA3jjwje4WJiKAgKyLSIUXjSe58cBZzX1uN6xiMMRwzqjc2YJn67EtMfXF2Q995RwxNb7EVtnQv2k0o6NE1p4acQIrNsSIMFosh4lj+a8RPcIw+OkQyQbsWHJx+GomIdEC3PTCDhW+tIZnySNa3LVm2lh+8O4dJi5qE2CPTITanMMk5I94kEkiyI5lHnRfGAsVOFGsC9M/tx7jS/yI/UJSVekREDkRBVkSkg9lZXceCN9Mhtqnxy2cw/rXGLbbmjRzK+MmXYcOGLw19h9xgOvLmOkkS9XvFHlP8BS7qdxF5gcLMFSAiWKsZ2ZbQyV4iIh3MG6s37xdix61oHmIXH1HK935wAQN7V3HR0cspisSA9A1dHgZjwBh4c89SIm5eRscvItJSmpEVEekgrLUsW7mBH/zv8/WrWtOzOfuG2AWlw7jre+cwbGgFBksw0Dz01nnhpu/KquqVDC8cmYkSRKQJ7SN7cAqyIiLtnLWWh2at4M8vvEJtNIF10+2G/UPswgHDmHTxVQzovXHvq6lOhekcqsOzDlXJPPwmv6wzQNSLZqwWEZFPQ0FWRKSde2D6Mu59bjHWA4PBeGAdy7WvTWf8a00OO+g/jEkXXkWihyWSn2hoDxifiEnwYawrxjRfceZZjyEFwzNWi4g00j6yB6cgKyLSjnm+z/97YSm2+eoAxv9rZrMQu6jPMCZfcBWxI1IEi2MEXb/hueJgHVXJPBJ+kKDj4Zj0B2jICXJOrwvIDxRkqhwRaUI3ex2cgqyISDu2szpKIpkCGj/w9ruxq88wJl92JbWjojghKO1SCVgMll7hXdR6YTbHOrErFSHHTRFxkwRNmCmDb6C0YFjmixIRaSEFWRGRdspay/V/fBJrLMYe+MauRf2HMuXiK6gdk2RIyQ565u3BGoNn0zsTbI0X4QAWCzjEvTC+zed7w65RiBXJIovRjGwLKMiKiLRDKc/n58/P4+0tO/DzfYI1pn45QWOILR8+hLJzryI5Jka3TtWEQynyQum9Yq2F6mQ4fWKXn8PRXU5hXXQjPXO6cW7vMxiY1ydbpYmItNgnBlljzEnA5cBpQE8gCrwNvAA8bK3d3eojFBGR/dz48PPMf3cNXsTF4nD1B9MZ/1rjiV3lw4cw6dJvE+iZoLhLLeBQGc+nV+4eXJOef7UmxJ0j7mRgQY+s1SEiH0/3eh3cxwZZY8x0YDPwLHAXUAFEgKHA54BnjTG/stY+l4mBiogc7jZsrOLv/3yV9z/ayqtV2/CKDLiGSYtmMnFJ0xA7lLLLriQ8ME5O97qGdoMl6bu4bgprDdYGWBNdqyArIu3WJ83IXmGt3bFPWw3wav3jHmNMSauNTEREGqx4fR033fE0yaSH71tCBoIV8M1tc7juX00OOxg6lLIfX0QilIKAT26TJXYWCDle+uhLIOoFiXmxjNciIi2gI2pb5JOC7OXGmIXA69ba1IE6HCDoiojIIWat5e5fv0g83vij2Fi46r2XuOrDxpnYhQOGUTb+myRC6etkqvFHvINPSbgG3zMkUwGqUnm4AcPo4iMyVoeIyKH2SUG2D/A7YLgx5k1gMbAIWGKtrcrE4EREBLbvqGb37uana3171f4hdvI3riLeK8HelXWO4+Pgk+MmOKFoDVWVBSx6dzipsGXE0N18pedn6JnTLZOliMinoUWyB/WxQdZa+z0AY0wIGAucDFwN/NkYs8taq3/Gi4hkQCQSxPMbDzDYN8Qu6jeMyed/m+hRSQilP/kMPoMLt/PNfv8iQApjLX/74HRKuhbxlSM7c0b3ExlZNDTjtYiIHEot2X4rBygEiuofm/n/7N13nFTV3cfxz+/eqdt32V36UndXBQ0q9thijBqjJlYsNAsaoyYxzcSKeZInedKLKcZY0jUxxSQqIgKCBQEb2FABRXpd2DLt3t/zx8wOu4AwlN1Zdn/v12teu/fcOfeek7wcvnvm3HNgQUc2yhhjzFYlxVFq6/vw+msrmLhNiH2uXx1fOGsCcswWREKIKKpCebSFYyoXA0pAPCKBah487/uEA6H8dcQYs1tsjuyu7WzVgruBEcAWYA7pqQU/VNWNndQ2Y4zpkRq2tPDzB2cxdc5bpNRn0EG9GD9+NKMvvL59iO1Tx43njqO6bgPh3luIeUFSvkPETdAr1ExNdD0uPgWBQZw44E+EXAuxxpjuZWcjsjVAGHgbWA58AGzqjEYZY0xPlUx5XPS1+9m4uRkkPRrz9kurWfKnG7j6jTbTCQbWcdN5l3H44e9w7BGvsSpZyqLm3jR6IapDWxgQ2cjAwjM5sPx8KqMj89UdY8xeUJsju0s7myN7uogI6VHZY4EvASNFZAPpB75u76Q2GmNMj/HVnz7SLsQCXPXKE1y1YGr2eMFR/bjve0dxYORtBkdX4bpKf3cTvcMNvBPrzYZUEe8nejM6eLSFWGNMlyUifYGLSG+81Y/2G289obrrKL/TObKZCywUkU1AQ+b1KeBIwIKsMcbsI6rKb+6bwbPzF4OzNcRe+coUrlrQZp3Yg4fzwPeOJRkOgMLrzf3wEQZF0ovJbEoVAOCrT9JPdm4njDH7jNK958iKyG+AoaRD609ov/HWp4HbReSrqjp7Z9fZ2RzZG0iPxB4HJMksvQXciz3sZYwx+9SvfzGN+595GVFQAUS2C7Gzh9RxzQ0XMzq8LFvm4bKopQ/9Qpt4K9YHHwcAX4UDikd1djeMMSZXP1fVV3ZQ/jLwkIhESE9z3amdjcgOBv4GfFFVV+5RE40xxuzSM68u4Z4XX0WjDm5CEYUrX3m83XSC5/rWc9X1l1Je2bRd/aS6zG8ahOLgazrErthSRb/ogM7shjFmX1Iyf9V2W8tFpF5V32pbKCIHAGtVdT2waFcXcXZy7jZV/dvOQqyIFOXcXGOMMdtJeT433/MY6gg4ghcWrnppSvsQ26eeG84ZS6rCYXD1+u2uIYAiqML7DeW8snoox/U6G5Fu/Y+gMWb/9lPS82K3NYT0VIOc7CzI/ktEfiAiJ4hIYWuhiAwVkStEZApwes7NNcYYs52X3v6A5ngiezzpxSlc+XrbEFvHDRePZcvJKfr3XUcosO2O4UrUiSMCr6/vzVsb+nFS76P5woiTO6kHxpiOotqxrzz7iKpO37ZQVR8Dcp4XtbNVC04RkU8CVwPHiUg5kALeIj0xd7yqrtrtZhtjjOHll97jvntmMqdxHV4oPXI6af7jXP3S1jmxz9TU87nbLiRekSQUSKGO0DvUwLpkMSl1EZSomyAoHgvW9OX9Lb0YVdGP/zn8U/nqljHG5Gpn01uD++IiqOqjwKO5XswYY8yuzZ+7hNtu/ivNvkdyUBjYPsQ+O6Ce678whnhFeuIAQFk4Rk14PWWhGJ4vPLzkUOJeAFXwfJeIE+DMgbbcljHdRv5HTTvSuyJymqpOaVsoIp8AluR6kVy2qDXGGLMP/exHj9MSTxKvCKAOXL2DEHvjJycQH9KSfdijqqCJilAzoyLLeLqlHsUh6Hgk/PTHeNQNUlNYzoWDD81Ln4wx+5p06+W3gBuBf4vITGB+pmw0cAJwVq4XsSBrjDGdZPn767n9Kw+yfMk6HAcKVnlMfPtJrnpt645dzw6o58ZTJ5IYniIQ8Egmhd5Fm6ksaOLM8lcJOR4hSRHzgzSnQghQHSnlmroTOGfQIUTcnEjgU8EAACAASURBVL+RM8aYvFHVN0XkYGAs0PpV0hzgOlVtyfU6FmSNMaYTeCmfL13zABvWNyKA+DB2+XTGrpiRfc+zA+q58eMTSUQCMKwRB+hXuomB0U1cVD2X6uAWPBViXpA5awYBQkEgxAPHj6emsCI/HTPGdJzuPbUAVY0Bv9mba+w0yIqIA7yqqjbpyhhj9sL8Oe/S3JTI/sO0XYitqePG0yeQ6KdwUAMaVhJNQRJhl4+Vv5ENsSsSFcxbeygb4kV8tLqGL4841UKsMabH2tXDXr6IvCIiNar6fmc1yhhjuouNm5r4y8NzmTFlAbF4esvYbUPs89W1XH/TGHRQI7B1aRw/LpxUuYgiN4anAcqjp3D4wJ9xTm0kDz0xxnQq7d5b1O4ruUwt6Au8JiIvANktZVT17A5rlTHGdAMrVm7i8qvuIdGUAF9xfWXcNiF2bulwvnjGOJqSAYKxFhzXJxUPkGgMcs6I+Qwu3MALmwbz03Uj+eKICxnuWIg1xphWuQTZyR3eCmOM6WYaNjdz+YS7ScRTCIAIY1dsH2JvHnUJm2qiRPptxhdIxYI4QY9efRuoL1tNWJL0L9jI6niAh5bO5+yaj+SpR8aYTtfN58gCiMhLbN/TBmAe8L+qumFn9XcZZFV1pogMAmpV9UkRKQDcHBp2L/ApYE3rHFsR+R7pJRUSwLvARFXdJCKDgTdIb7YA8LyqXrOrexhjTFc067V3ufWLD+Ik0tvHAoxbOo1xy2dk3/NC+XC++ImxbBhWCFUJJOrhAm7II+ImObffS/QKNBGWJM1OEAFS6uWhN8YY06Gmkv6o/FPmeAzgAY3A/cBOZwDsMsiKyFXAJKACGAb0B34FnLKLqvcDPwd+t01jv66qKRH5LvB14GuZc++qas5bkhljTFf04NMv8/17plC8TYgd/95T2fe80KuWKz47nlhZCCpjSJFPUyxEwPWJuEluqn+MoOsDkPQd3mzqQ9gJcPZAG401pmfpEXNkj1XVj7Y5fklEZqvqR0Vkwa4qOznc4HPAccBmAFV9G6jeVSVVfRrYsE3ZE6raulH488CAHO5vjDH7hcUfrON/pjxF4Srvw0NseS03HTGWpuFCqk8SL7j1GzXfF0ZXvYcj6RCb8F3WJwuZt2EII8r7c/7gwzqzO8YY0xmKReTw1gMROQwoyRymdlxlq1zmyMZVNSEirTcIsG9mbVwOPNjmeEhmnsRm4BZVnbWjSiIyifQIMTU1NfugGcYYs/dUlf+9dyqJcHYzrh2G2FtHXsqaAyIQTKafSvYcwoEYRcE4NaUbOLhkOSuT5bh4vLJlIGtiQ7lt5KWc1PcgXMll7MEY0230gDmywNXA70UkSHoIOgFcISKFwP/tqnIuQXamiHwDiIrIqcC1wL/3osGIyM2kU/YfM0UrgRpVXZ9J5f8UkRGqunnbuqp6N3A3wOjRo3vG/8XGmC4t5fl87Sf/4tW3V1IKpApcJi56YochdvVBhTQP8bPlAhzZZykDIpvoG25gVbKUWCqEKpzb75uc1L+u8ztkjDGdRFWfBw4SkV6AqOq6Nqf/vKv6ufx5fxOwFlhAOjU/CtyyB20FQETGk34I7FJVVQBVjavq+szv80k/CGaf3saY/cL/3T+N2S8tAdLBdMI705iwtE2Irajl5kMvZfnoQjaNVPzCrUG2NNrMoSXLKA22sDxZTkxDAPga5MR+tZ3aD2NMF6Md/OoCRKRKRH4NPKCq60TkIBGZkGv9XEZkTwL+qKp7tYUYgIicTvrhrhNVtblNeRWwQVU9ERkK1AKL9/Z+xhjT0abNf4tHZm59HuHKV6Zw1cKp2eNnaur44ifGk5QwjUN8cEEiHqqC6yunD1nI8mQ52nZcQQN8rPpsWqd0GWNMN3Y/6W/oWx/+f5v01NP7c6mcS5CdAPxKRNYDszKv2aq6cWeVROTPpENwpYh8ANxOepWCMDA18wHduszWCcCdIpIiveTCNbtaN8wYY/Lthu88xILH36a42QMHLlk7k4mLt47EPte3nq8dO4F4IEjLAMUp9HCLkqin+PEAqWSQv79yBIcOep+BvTbgq0M04HBYxYmc1vfCPPbMGJN3ytYJ991btar+SUS+AqCqSRHJea3BXNaRHQcgIv2A84G7gH67qquqF++g+Lcf8t6HgYd31RZjjOkKGppjXPmzB9n4z/cI+OnpBGOXtd/s4Lm+9Xz1xAl4XgCvKoUcGCcIgFJUFKfYT7J0ZTVxL8Tzi4fz0vtJjh/YiztPuoTCQHFe+mWMMXnQJCIVZCY7iMgRwJZcK+eyjuxlwPHAwcA60mvD7nBFAWOM6e5aEkk+9sN7CM/dQqFmQuw2284+37uOr544gaQXQMOQHBnLnosEU5SGY1RGm2luDrOmoRQBAhTwlcPOtRBrjMnSLjKPtYN9mfQiAkNFZCbp/QrOz7VyLlMLfkz64atfAdNVdekeNNIYY7qFnz/1HM2xJEVNPqLbh9i5pcP5+hFj8VIBkhXKxiNTBF0Iuh6BgEdxKEFFpAVBObBmBWtfKeaEgcO447hTGFJanrd+GWNMPqjqPBE5GTiQ9NjA66qayLV+LlMLKkVkBOl5rN8SkVrgLVUdu6eNNsaY/dW0N99FUpAodrjijSfbh9iS4dxeO4bVIwM0D/bRAIBDSJRQMEVxKE51QTMKhNwUojCyPML9Z5xnD3YZY7bXjUdkReTDtp6tERFU9ZFcrpPL1IISoAYYBAwGSgF/Z3WMMaa7UVVeXb0KDafXrRm3fDrjVszInp9bMpzb68bQXBKmaZhLercDwIFQMEXQ8amItKBAAI+Q46Hq8P3TzrQQa4zpiS7I/KwEjgWmkx6RPRGYCeybIAvMbvP6uap+sNtNNcaY/ZSq8uzLi/nyP/6LLokhHlz/zlQ+O/fJ7HtaQ+zm3lGWf7ztx6pSXbaJkb2W00wYx4GwkyLgpIdZqsO9qCsZ1sk9MsbsN7rxqgWt3+yLyCPAQaq6PHPcH/hprtfJZWrBIZkLF9OtB7mNMaY9VeX7P3mcv774KpF1IAoT3nmSie9sDbGzB9dzwzkTiYcCpIoUv2jrF1anD3uVYwcsQRUWNfdmVbIUFASlJFDGDbVftNFYY0xPN7Q1xGasAOpzrZzL1IKRwO+BivShrAXGq+rC3W2pMcbsT154ZQl/aHiZ0g0OgjDhnantQuwzg+u4/vwJJEIBvN5JkhUexIMIPoMr1nF0/8xuXwKDI+t4ZU0NpeEo1xz4GY6rGo0rbr66ZozZD0jPGD58WkT+S3o7WgXGAE/nWjmXqQV3Azeq6nQAETkpU3bsbjfVGGP2Ize/+BieA+rAxLfah9g5lXV89fRLaTo6CSQBkIQDogyoXMeI/stZkyymT2gLnsLiLb05q+YCrq4/zkZhjTG71oW2ke1gnyO93NYJmePfAX/LtXIuQbawNcQCqOoMESncrSYaY8x+5LGnFvKbP8wktr6BkjBc/sZUJr4zLXt+TmUdNx8+lliRQ3ozwvR6j+oJIsrIfitQcVifLKbCbSLhB5i15kCuqK+zEGuMMW2oqgJ/zbx2Wy5BdrGI3Ep6egHAZcCSPbmZMcZ0dRNv+h1LXvgAx4cQMH7pNMa/t3Xb2TmVddxy2DgSwQAt9QlAURVQ8JIOZUWNuI6iCC1ekJmr63h900BGV9VTW1Kdt34ZY/Y30q0f9hKR6cBDwL9UdUWb8gDpb/3HA7NV9b6dXSeXIHs5MBn4O+llEZ4GJu5hu40xpktSVSb88A98MGspbsAFEcZtF2Jr+cZRY0lIgM0fTZIqTy+x5ScdUjGXaDTO4QOXoQgpX1iwdgAbY2VcWXcs1x54wk7ubowxPc6ZwJXAPzIrFWwAokAYmAbcparzdnWRXFYt2AjcICKlgK+qOe9/a4wx+4ufPzCVVfe/CWXRHYbYF8pr+cKnL2VTvYtfmYQSHwG8lFBa3EygzKMgkKQoFCOpQVpifbhlxBV8fEAdruPkr2PGmP1XN54jq6rNpJfZ+qmIhIFqoEVV1+3OdXJZteAI4F6gOHPcAFyuqvN3u9XGGNMFJRIpHv3pLMQHnB2H2FtHXkpzUZB42CFYkn64SxUC4hMNJulXsInqaCMpddkUi3JD3TUcU21rxBpjzK6oahxYtid1c5la8FvgWlWdBSAiHwXuAw7ZkxsaY0xX887r2elZjFv8JOM/mJE9fqG8lttGXkrSCdI40MGtTG8Brpn1YCcc+CzhgMfKeBkxP0iLF6QlUcLRVUM7uxvGmO6mC4zIishSYAvpJ1tTqjo6vy1qL5cgu6U1xAKo6mwRsekFxphuwfeVjc0tOCpcvOZpLls3O3uuNcQmnCDNw3wGjFzHlkSElOcSDSWoim4hFPBZmygm5gdJqIunAX58pG10YIzpVk7e3a/8O0suQfYFEfk1WxeqvQiYISKHAajqix3YPmOM6TCzFy7hjvun0Nwc55rVM9uH2LLh3DbiEuKhAFs+mqJ5lE+1A72LG1EVNsdD9C5o5L1YL3wVWrwQNQWDGTd4AoMLB+SxV8aYbqMLjMh2BhEZANSq6vTMfNmAqjblUjeXIDsq8/P2bcqPJf0/8cdybqkxxnQBi1av47rf/YsVKzeDA9e+/DjjVm7dSGZu8VAm9z+XLQcl2XSGD+KAwqaWApoSHi3JACOqVhNyfVB4Z9VAfnX8TQwqrshjr4wxZrdVikjblQHuVtW7t3mPAk+IiAK/3sH5vSIilwPXAaXAMGAQ8Avg47nUz2XVgpP3poHGGNOVrG9sZty3HqAxKOAK1z7zONc+90T2/HN9arnp4vNpOkLwSgTHU/zMqEjSc/FVGFq2nuJgjKCkCBLgZ8d+xUKsMWbfUjpjHdl1Ocx5PU5VV4hINTBVRN5U1Zy3kM3BDcCRwBwAVV2UuVdOchmRNcaYbkFV+coND+C3JKFfaLsQO3twPTeeOoHUsCSUxhHAdRQvlT5/Wp8FFEcStGiYAjfBiGgD5w57DNexzQ6NMd1T62YFqrpGRP5BOnTuyyAbU9VE63MFIuKS3rcgJxZkjTE9xrzn3mHpknV4g8Nc+9yU7ULsDWdPxE8FkYoWhMy2syqowsDSjdQUNXBU0VJc8Xk/0ZczB//VQqwxpsNInufIikgh4KjqlszvnwDu3Me3eUZEvgpERORk4HPAf3KtbEHWGNNj/PTXT+A2K59/4jHGrZiRLZ89uJ4bPn05CSeAW5zEL/IJACJKSShOeVkzYQfeig9jUWIYFaFeXDvsOqLB/vnqijHGdIbepHfegnRm/JOqPr6P7/FVYBLwJvB5YArw61wrf2iQFZFzd1ZRVf+e602MMSZfPM/nX/+czy9+PwNZ0cK45dMZu2JG9vyz/evSIVYCOJrCP6IpOxpbHIhTHowhMZdLSy/l6BGDcMWhKpzz9C1jjNlzeR6RVdXFwEc66vqZaQT3qup44Jd7co2djcietZNzCliQNcZ0aarKbbf/jdmvvUdgTYzx24TYuSXDuWPoRXgJh+KVcTZdECeY2U02kRSCc6NsaS7GXVnK6fccRiQczEs/jDGmO1JVT0T6ikhQVZN7co0PDbKqOnHPm2aMMfm1bO0mPvfdv7Jl/lrifUJc8d5T24fY2jFoLED13GbWnucTKPRpHQKpSrUgiwaAwp1fPttCrDHGdIzFwCwR+ReQXTtWVX+aS+VdzpEVkd7At4F+qnqGiBwEHKOqv93DBhtjTIdav6GR8dffR2pzEom4XLHwiXZzYltDbNIJgsDKi8EZ5mUfkx0UWceZwxdSXnwBpx1zMGUlBfnohjHG9ARrgalAQea1W3J52Ot+4D7g5szxIuBBwIKsMabL8Tyfqz7/u3SIBSa88yQT33kye75tiFWBjaf6DDlsDUk/gO8L0WCKUyvfJOAo5SNWUVZyVP46Y4zp0fK9akFnUNVb96Z+LkG2UlUfEpGvZ26YEhFvb25qjDEd5YX5S9i8Ob181oS3p7YLsXN61TJ5yEXZkdiGI6HxUKE83ELQURSIeQE2JqNUh1IEe8K/IsYYk0ciMpUdPNamqp/IpX4uQbZJRHq13kREjgYadqeRxhjT0RLxJA/+Yhr/fGAWbmOccU0vMG7VrOz5OZV1fO2YccSjQRJ9PJoOS6LFIChB8RBxECDqpoh5IT7YXMGE2lPz1yFjjOn4nb26glva/B4BzgPiuVbOJcjeCDwCDBORZ4Aq4PzdaaExxnQkVeXmcb9m0Svvk4inGLvxOS5reD57fk5lHbcceRmbD/dpGhlrt2dMUTBBZbiZDclCFEEEFjdVU+kdRti1zQ6MMXmi5H35rc6gqnO2KZopIjNzrb/LIKuqL4rIiUA96Y//t/Z0iQRjjOkIv//90yycvwQ85dJtQuwLZcO4ZfRlaAn4B8dxxcVTFwcfR5TDey9DgZCTIu6nVyYIBVOMrjgyT70xxpieQ0RK2hw6wOFA31zr78mGCHUiYhsiGGO6hO/8bhr//cNsCn3lsm1C7LzIIG4bcj5FH9nCkLPexyn0eX9zGetjhRSF4gwp2UAkkMLfZtSjKRbmrI8c0Mk9McaYbfSAEVngNdI9FSAFLAGuyrVyLhsiVAPHAk9ljk8GZmAbIhhj8mzBeyv526xXCUYDXLpp+xB7e/+zWXNcgJLjW6gvTgEwtGwDQ9nQ7joCJH0XAM8XqgOHUhGxJbeMMaYTDN32m34RyWXqK5DDhggi8h/gIFVdmTnuC9y1Z201xpi9p6r84PdTeeRPL1DcApetms7Yje1D7OTqs0kGgmyqK6JhU4T6ytWUR1tIx9atwxye79AQj5AQl6Z4iJb4IP54wtjO75QxxmyjhyycMgc4bJuyF3ZQtkO5JN7BrSE2YzVQl1vbjDFm3/v2t/7J9EcXEEnB2G22nZ0XTYfYpl4Rlp9bhh9xkJRDQ3OU3gVb8FVwRVFVFIcXPhjIkg3VBANwYFlf/n7aWEJuzoMBxhhj9oCIVJOeCxsVkYPZ+hhuCbuxMUIun9YzRGQK8GfSwxhjgOm711xjjNk33n53FTP+uwDH2z7EPl9dx42fmEjcddk4Gvxw5oRCJJAi7GxdAlsVEr7w/sYqIn4Bw6IVPPCxCyzEGmO6ju49InsmcDkwAPhFm/ItQM6bJOSyasF1IvIZ4IRM0d2q+o/daKgxxuwTS1Zs4Orb/oQDjNsmxM4tGc4tIy8mFg3ROMTHD7f+C6C4AZ/BpevTR5liH5izbDDH963jxlHHM7JXb0R6xJqNxhiTd6p6H3CfiFyoqg/t6XVyHXp4lvSTZEp63oIxxnSqh598mR/8YQbSnOLqZduH2Ntrx9BSEGLjqBQabA2kirjKqcNfw3EU1fSH2PItpcxdNoRUqoqHzjuL0nAkDz0yxphd6N4jsgBkdo89DRhBekOE1vJv51J/l0FWRC4Evkd6pQIBfiYiX1HVv+1Ri40xZjetWNvAj/80E8/zufLdJxm3fEb23NyS4dxRO4akG8QrDBIqjpFIhNJrw0YSHDRgOeIK77VUpEdjkzB7cT2fGTKKLx12goVYY4zJIxH5BVBG+pv/+0jv7PX8Tiu1kcuI7M3AEaq6JnPDKuBJwIKsMaZTPD7zNZwNcSa9+QRXvDUtWz63dDi3140h4QRp6RtBQw4fGfQBnuukt551fQJ41EVXMa9pCMVuDMLwsYMW841DPkdpsCiPvTLGmA8n2mNWLfioqh4iIq+o6q0i8n/Aw7lWziXIOq0hNmM96Z0XjDGmwz34mxn87efTuHLlTMaunZUtf65vPTcdM56kE8ALOyAQqorhhhSXrQ91RZwEA0IbWZEqp8UL0aJhygLFlARKdnQ7Y4wxnSvW+lNE+pDOmYNzrZxLkH28zaoFABcBj+1OC40xZnctfnsVX/7sfTStbOSyNU8zdt3s7Lm5xUP5yokTSASCCII6irpQesIaPB9ch8wWtD4nl7zB6mQpG1JFCA4hJ8jYQePtwS5jTNenPeJz6lERKQO+D7wMeMADuVbOZdWCr4jIecBxpOfI2qoFxpgONefVJdwy/rc4CWXsmqe5rE2InVc4lDsGnk8qJSQHptCw4hcpyUEJEk4xpU1BioJxaiLr+VSvV3B9aJSxDIyuozrSmzP6nMngwiF57J0xxhgAEXGAx1R1E/DXzCZcUVXdsIuqWTmtWqCqD4vI1Nb3i0jF7tzEGGNylfJ8vvTNv1CQ2nGInTzwfJJuAHWg+Yg44m6tqwgN8SgN8QiDgmt5r6WS1989h7s+/fk89MQYY/ZSN58jq6q+iPwEODpz3AK07M41clm14GrgzsyFfbbu7zh0dxtsjDG7MuutJcjGBONWbR9ib685H08CiEKyJIDEElCogOI4Pq2zBQR4J96HdRtquP+Mz+WlH8YYY3IyVUTOUdV/7UnlXEZkvwyMUNV1e3IDY4zJ1dI1G7npj//lquUzdzgSm3IDoNA4pBAcIRhJ4OHiOl52ZFZQIoEko3sN4ssHTKQwHP6QuxljTNfWQ1YtuA4oFZE46UFTAVRVK3KpnEuQfRdo3vP2GWNMbibd+3cue/4/XPnm1l2wW0Nswg3gBYUtdcUkS4NE6xq4sG4OlYEtbE5FeXlTDSl1OKRkNRcOncTQsnPy2BNjjDE5qtybyrkE2a8Dz4rIHCDeWqiqN+zNjY0xpq1fzHqes554iOunT82WvVA2jDv7nEfSDdDSJ0TjwEI04hAfkORTp77Ee8kqliR7AzC8bC0nFC9lWMUNDLQQa4zpDnrAiKyqeiIyBhiqqt8WkQFAb2B+LvVzCbK/Bp4CFpCeI2uMMftUIpWCOydz/fQnsmWzhtVz3bkTSQRcvKoUqSofJA4ilIWbiLgp+rubWNZSgYfLsmQ1LdFJFmKNMWY/IiI/B4Kkd/b6NulZAL8Cjsilfi5BNqWqN+5xC40xZgdUlf88/ir3/eUZPjX/n1z72taR2Kdr67n20stJBINowMfr3fo3tCD4HNVvKSLgqBJxEmxKFRJ0fGasncUZfS3IGmO6gZ6zs9exqnqYiLwEoKobRCSUa+Vcgux0EZkE/Jv2Uwts+S1jzB775W9n8NC/5jH+zSeY+M6T2fK2IRZA3baf5MqJNYuoKd0IgAgUBRJ8EKugLNhC3I9hjDHdRs8IssnMerIKICK92I0ZALkE2UsyP7/epsyW3zLG7LGGzc08/Mj87UPs8PYhFlW0LEnrp/mI6uUML9+6gIoqtHjp93oa4OCSj3RaH4wxxuwTdwEPA1UiMhm4EJica+Vcdvba4y1wRORe4FPAGlUdmSmrAB4kvY/uUuBCVd0o6f0ifwJ8kvT8iAmq+uKe3tsY0zVNm/kGP7prKpe9MaVdiJ1TVceNp00g4Qayf4sHGqFgZBPiKMWRGFUlTe2u5SOsipciQNiJ8JkB53ViT4wxpoP1gBFZVf2diMwHPp4pukBVF+Za3+mYZmXdD5y+TdlNwDRVrQWmZY4BzgBqM69JwC87uG3GmE4298WlfPfHj3HeS/9uH2Ir67jl0HEULHYoX+gRXg/hNSCiRDyfUMAj4CglgRiKoArNXpC3G3sT94M44vKtgydTEcpp2UFjjDFdiwskgQS7mU1z2qJ2T6nq0yIyeJvic4CTMr8/AMwAvpYp/52qKvC8iJSJSF9VXdmRbTTGdLx3l6zl34+/zJPT3+DihY9tH2IPG0fCDYJAotRFPPDDoGFQT9jSGKXRj9Kr+i3WxIpYHi9HEVxcQo7LdcPGUhnulcceGmPMvtcTHvYSkZtJT2P9B+nNEP4kIn9U1f/NpX6HBtkP0bs1nKrqShGpzpT3B5a1ed8HmbJ2QTbz4NkkgJqamo5vrTFmrzw2dQE/umsqyZTHuLee2GGIjbtB/ABsqXFJlgjqkP2b3C1O0rKmGEhPJYhpgIDj4xDkM/0/yQlVR9I7slfraRtjjMmfy4DDVbUZQES+RXoN2X0XZEWknPRX/pHWMlV9erebuovb7KBsu79FVPVu4G6A0aNH94C/VYzZf7355gq+/73/4qeU8e9NY8Liadlz7UZiXWXjEYLvkZkfq+AoBcM3s3ZjKYrgiI8jSosfJiQOx1cdyQUDP5mvrhljjNk33qN9Hg0Ai3OtvMsgKyJXAp8HBgAvA0cDzwEf261mbrW6dcqAiPQF1mTKPwAGtnnfAGDFHt7DGJNnjz3xCt//zn9RHyYsncb4957KnptbOpzbDryYhBPADyipo1soPbyZxPooyfVhJOjjlyZZn4yCn147dmDJBjanogSkgLJQCWMG2oNdxhjTDTQDr4nIFNIDmJ8AZovIDwF2tZdBLiOynye9u8LzqnqyiBzAbiyLsAOPAOOB72R+/qtN+XUi8hfgKKDB5scas39KJj2+/71HwYfx24bYkuHcMXwMfsxBokk2fxTiw6FfIIlbpRRWN7G5MULjlkIcUUR8CoNxzqsrpargIgYXDeaI8kMJOPmYGWWMMZ2oZ3zv/N/Mq9Xzu1M5l38JYqoaExFEJKyqb4pIfS4XF5E/k36wq1JEPgBuJx1gHxKRK4D3gQsyb3+U9NJb75BO5xN3pyPGmK5h5ZpNfObH9xNN+UxYPI3xy6Znz80tGc4dtWNIOkEECDT7xIaBIxBxU/QpbEQEtKiBLaURmuIhkole/PSYSRxa1T9/nTLGGNMhVPW3e1M/lyD7gYiUAf8EporIRnL8yl9VL/6QU6fs4L0KfC6X6xpjuqaWWIJPf/deIq82MXHRU4xbMSN7rm2IbSXJ9IsweH56WS1ID0IUR2MEQx7HVw62EGuM6Xl6yBa1InI68E1gEOlcKqRjYU7rKeayIcJnMr/eISLTgVLg8T1rrjGmO3vq6TcJv9bEFa/vOsQC+BHQ9KpbRENJNiYK0tMJ8PHUQUR4fn3O62IbY4zZ//yc9G5eC9iNrWlbfWiQFZESVd2c2Ymr1YLMzyJgw+7ezBjTvT0153WuXLh9iL29zXSCVurAppN8RIR+JZtp8UKA4KmQXntLQSG0Tfg1xpgeEew85wAAIABJREFUoweMyJJ+2P9lVd3tEAs7H5H9E+ntZeeT/p+y3b9BwNA9uaExpvtRVW7593854O+/YNzyWdny1pHYlBPEdwHXwUn6aEBIfrKFwiPiDIy2EHA8tqSi2103KAHO6HtsJ/bEGGNMJ/sq8G8RmQHEWwtV9ae5VP7QIKuqn8r8HLKXDTTGdFMbG1v40cMzeOqh2Vz93FOM3bj1YdO5JcOy0wkU8AoDJEtDOMUpDrrgLSL9WnBQQo7HhkR0B0FWGFVeywUDt5tSb4wxPUPPGJGdTHp72jL28dSCw3ZWUVVf3N2bGWO6j0QyxaW3PkDsufe55q3pXLZpa4idFxnE5D6fTodYSU8jaBwQJNbLQQJB3MoEUTeVeXf6k9rBx89MKXAQLh10GpcNPqPzO2aMMaYzVavq4XtaeWdTC36Q+RkBRgOvkJ5ecAgwB/jont7UGLP/+/GPH8V7chmXL5vOZQ3tQ+yd1WeTSvqkwkKqOECiMECyyAVHEMcn2RyEaPobJAdlSHQ9YZS1iQIqQqV8tnYSh5TV5qtrxhiTd0LPWLUAmCYiH1PVp3b91u3tbGrByQCZDQomqeqCzPFI4Mt7cjNjTPeweVMz03//AmNXPb3DEJt0AqDQ3DeChhwkpXjR9DR79YXiopb07wrvrO/PD466EV/XUR6uoSTYOy99MsYYkxdXAV8WkWYgwb5efgs4oDXEkr7yQhEZtUdNNcZ0Cz/+4X+5ZOVMLls3O1vWLsQCGnQJNXrEKxyaq9Ih1nE9BgxdTSjs4SmsaOzFtw67nYGFlYBNxzfGmHZ6xohs5d5UdnJ4zxsico+InCQiJ4rIb4A39uamxpj91wtvL2PwvXcxdpsQOzkTYhVQAa+iCCehJHv5+BFBXJ/jD1nI6cfNw1doTkW4cNAl1Jbt1WeYMcaY/ZiqeqR3ef1a5ve+QM4DprmMyE4EPgt8PnP8NPDL3WynMaabeP+aGxi3fGb2eF7hUCb3P5ekD3g+fjSIV1aABgN4/VLIaY0EfcERn4/Xv8wGrwAn5VMUOJoz+9lUe2OM2aGes7PXz4EgcALwbaAZ+BVwRC71c9nZKwb8KPMyxvRAz7y+lLsefZZT//lHJj7zaLZ8XvEQbh98Pik/PSfWLwjiF4bSJx1oHOwiCOKkJz15QExDlAV9vnbg5xCRHd7PGGMMPWVqwbGqepiIvASgqhtEJJRr5V0GWRE5DriDrXvgkrmRbYhgTA8w5cVF3PbHKUyY9R8mzn0iWz63bBi3n3gBm6uCJLZECMSESEN6Ny4vJGwZHCRVkiQICD6DC9bh4bLZjyJemYVYY4wxAEkRyWznCCLSi91YTzaXqQW/Bb5Ieocvb09aaIzZ/6gqj8x9ncl/msqk2Y9xzfytIfaZAfV8Y/RlBFb5RNcqzQcFaB4YZLOviKbXjSWghCrjhCRFxE0yutdSFsX64KD0D9j6sMYYs0vdeERWRAKqmgLuAh4GqkRkMnAh6U0ScpJLkG1Q1cf2rJnGmP3VD/87m/temMfVLz3ePsTW1POFMy8n4QRwqpRerzZRtryFNb1c0qvCgrg+ZeVbOLjuTTTgUBZuISEhIk6SeUtG8sVPfCZv/TLGGNMlvAAcpqq/E5H5wMdJz0K7QFUX5nqRXILsdBH5HvB32u+Bazt7GdNNvbp8Fb9+ZR7Xz36c65/eQYgNBAHwg9BSHaJgfZySQ9cRW1aEpoS6IcuoKtlMuFk5smYRAfFYvKk3C1d/ku98dCwFwZynPxljTI/VzR/2ys4vU9XXgNf25CK5BNmjMj9HtylT4GN7ckNjTNe2saWFz/79Ea5/6nGun94mxA5sH2IBcIVEqUs05ROoTFJcuYGok+CTfV7id/OO592G3jy6+BgmjTqCSR85nNJwJA89MsYY0wVViciNH3ZSVX+Yy0VyWbXg5N1plTFm/7WppYVP/f73jPnnw1z/1NYQO2tIPTeeOrF9iAXwFTehpE5Jb8aigCs+KzZWsK5lIIf27cXVo47g9GF1ndoPY4zpFrr3iKwLFNFmZHZP5DIii4icCYwAssMpqnrn3tzYGNO1NDTFmPDLv3DRlL9x/VNTs+VP19Zz7SWXE1jtgq/gtPnMURDPwx+VyhQIIaeUq0c9xNePLercDhhjjNmfrNwXWTKX5bd+BRQAJwP3AOeTnqBrjOkGVJX/TH+VH/xkCudvmsp1Tz+ZPfdcv3puOWQ8BYuE5mol1AReOH1OPAhvSJI6q4W247TRQCkVBRZijTFmryjdfUR2n6zBmMuI7LGqeoiIvKqqk0XkB6Qf/DLG7OdUlS/c+mcWPLuUiYunMf69p7Lnnu1fz5dOTa9OgELp4hTrRzkEm3ycGGhQiX+ymZIBLdk6QXE5ufqQfHTFGGPM/uWUfXGRXIJs679SzSLSD1gPDNkXNzfG5Nfcl5bw6nNLmfBhIbZ1TqwqyWKXkqU+m2pdoquh8BOrCUR90kMGQsQNURUu5eLBJ+WhJ8YY0/1051ULVHXDvrhOLkH2PyJSBnwPeJH0v1q/2Rc3N8bk10P/mceEd7cJsQPq+dLHt1mdQAQvAgWrleL3BSlOZkIsODic0vtQDq8Yzim9RxF2g9vexhhjjOkQuaxa8M3Mrw+LyH+AiKo2dGyzjDEdSVV54f0POPiJB7YZia3jxo9PJLnt6gQAChoAAj7hozYBEMDhquFncPGgkzqn4cYY05N04xHZfcX5sBMicoSI9GlzPA54CPimiFR0RuOMMfteSyLJWf93Ly+OuYLxzzyaLZ9TWcttIy6luTgIus2np68Emn3cg5spOmMVgcoE4sPlQ09jTM2JndwDY4wxJm1nI7K/Jr1dGCJyAvAd4HpgFHA36dULjDH7kZXLNzLpyt9w4YLHGLd8Rrb86eH1fP6s8ZS9rERXJ4j3CuEmNDsa4KR8DjntTfofsRZV8FQ4sde5nNrf9kUxxpiO0p3nyO4rOwuybpuJuBcBd6vqw6SnGLzc8U0zxuxLqspN1/2BC159jHErZmTL55YO5wtnjaepIow70CNZ5JAqUJrrkwTioCUeVCXx+ycBEFHCAqWR4vx0xBhjjMn40KkFgCsirUH3FOCpNudy2kjBGNN1vLHgA0578Z/tQ2zJcG4fPobw+4BAvMJFQ0K8PkGq2iM5JIlX5ePh8vbGKlqHaEMOHFByfD66YYwxPYd28Ksb2Fkg/TMwU0TWkV6CaxaAiAwH7GEvY/YzxT/6Lpe8v/Xv0bklw7mjdgwpJ4gb89NBdnCSVC8vvXEgtFuuOuYFcICII3yq/xcpCVZ2avuNMcaYbX1okFXVb4nINKAv8IRq9ukPh/RcWWPM/uKOOxh4/13Zw9YQm3SC+C4093VJ9Y9BCFr/TBdXkUyQFXxc9TmQizmr/iwiru3cZYwxHaobjZp2pJ1OEVDV53dQtqjjmmOM2efuuAMmT84ezi0bzh3DtobYVDE0HJMiVOSRSjmIKAiIAyAIPg6K8/dSFtYWcMFIC7HGGGO6Bpvrakw3pKq8s2wdpd//DtU/+2G2/OlRw/nSBWOIvBLEiUFTPWwZlR59DYdTFEVSBB2PmqINLNtSweZYhJLlijutECfhsKxgn2zEYowxZheEdrO7zIewIGtMN7Nk+Xq+9MN/cvb0vzHhpcez5TMPruVzX72IZDjI5gPa13F9n5Gly6kOb2F48Vpmrx7OmvUlVE4JENyQfibUdR0OOqBfZ3bFGGOM2SkLssZ0I6mUx7Xf/ivnzfoHExY8kS1/rl8911x5KV5It/sLXxUqw02c0nsRvkKzF6KiKEb9s9CYCbEiEA4HuPSCozqxN8YY08PZHNld2tnyW8aY/cyche9x0XOPcGWbEPt87zpuPegSqh51KJ4lkGxfR0Q5vu/b+AqNXoTFsWocB46/JEy/PmUUFYY55shh/OpHY+nbp6yTe2SMMT2XaMe+ugMbkTWmG6n6yfc57qXHssdzqmq5c+CFSANE8Ag/B6UvwYorwS8AUEKOx9tNvUm4YVLauu6WUt5X+PO9k/LRDWOMMV2EiJwO/IT0woz3qOp38tykdmxE1phuoDmRpOXmm6m7/5fZsjmVtUyuuYikBLPTCUTBbYHSKQ6JpgCoQ8IL8vq6vqxoLM3WDTkhDiod1cm9MMYY006eN0QQERe4CzgDOAi4WEQO2ke92ycsyBqzH9sci3H9X//N/aefRfTb386WP9enjsmDLiLlBLebEytA8RKfXuVNiPgA+Orw1oaq9BvUoSzYi6N62c5dxhjTwx0JvKOqi1U1AfwFOCfPbWrHphYYsx+78g//4KQH7ufa2VvnxD4zsJ5bR1yCu/7Dl25xAj79y9Ib9C3bWEZTIkxzMkQi6XJy1RmcM+gcQk64E3pgjDHmQ+V/Hmt/YFmb4w+ALvXUr43IGrOfemv1Ok66v32InT24nuvPvZyW6IeHUAUCR7bgOorrKAPLN+GIj+MJ5xTfzJihFxN1CzqhB8YYY/KsUkTmtXlt+2DEjsZD8h+v27ARWWP2U8lbbuXaZ9qH2Bs+fTkJN4jXx6doeXy7jxsFpDpF6IzGduVlkSSfr/8Mnxxe3wktN8YYs0uds7LAOlUdvZPzHwAD2xwPAFZ0bJN2j43IGrOfSaY8Gr/2dUbe86ts2TM1mRAbCIKAH3ZoqQqh0jqnX1FRWg5PsfYan826dcRWgNMH1nPx8MM7vzPGGGO6srlArYgMEZEQMAZ4JM9tasdGZI3ZT6gqf3hiPolv3MoVL27dsWtu0VD+t+Qc3NUe9A+m/4pPQUvfMIlyl1BzAn9YgvgIH68SQNgYK6AgmCTo+ogoz294nQWblnBw2ZC89c8YY8w28vwlvqqmROQ6YArp5bfuVdXX8tuq9mxE1pj9xH+ee534TTe3C7HzioZyZ835pAhQ8VojEvMAxUkp6ij09mke00LLSSm8yq2fiAo0JUPpnbxSAZq9FLcu+D2++p3fMWOMMV2Wqj6qqnWqOkxVv5Xv9mzLRmSN2U80fOVrXPny1jmx84qGMrnmfJJO+j9jBcINMdYdEySQgorqBvwSRXDSo7SiqCqa+fs14bmsay5EHMURaPESvL1lBfUlA/LRPWOMMdvoLrtvdSQLssZ0cX94fC7Jr9/KxJenZMu2DbEA4kO0IUGowqe8uBFPAtnQKm2eO1VNfzImvAAiSlC8zKelIvJhC3YZY4wxXY9NLTCmC/vhA9OI33hzuxA7p6qWOwa1D7Gtwmtcou8C4qAfsoqsoDii2XArmT/5C90Iw4v67vM+GGOM2UN53tlrf2BB1pguyPeV305/gdLvfpcr3piaLZ9TXcdNx06kqbxg+8+kgIvjCcXzIem57OhTSgDXUQJO+pwrSoEbosAN8z+HjMcR+0gwxhiz/7CpBcZ0QXf+fSqDv/xtJrw3M1s2p7qOrx8zgaQbhHKHQExxkh6QDrE46RDqxCEoKTzc7aJs0HEpcAMUBsMcX11P32gxFeFiTqo+hMJApLO6Z4wxJgc2R3bXLMga08Wsb2ym5pb/3WGITbhBFEiWOUTWOug2I6h+AJrq4ZTei1ibKGZhQ//0NAIUV+BXR13NwWU1ndwjY4wxpmNYkDWmC4knU7x/3ee5/K0Z2bLnq+v4RibEAiDQXOmiGqH07Rjip6cM+AFIlsDAk1dSW7yOOlnHERXvs6KllID41BQkqQxtACzIGmNMl9eN5rF2JAuyxnQRM99YzFuTrmPS7MeyZbOH1HHT0RPQRBAVQKCxn+C7QktVgHhFlOjGOG7Sp3mI0DDM5ZR+qeyDXCHHY3DhBgBcKcTTeB56ZowxxnSMTg+yIlIPPNimaChwG1AGXAWszZR/Q1Uf7eTmGZMXazc38vqV1/LZZ7euTjB7cD03nD0RPxEgFUrPlfKDgoggKH5EaTk4QZMjgIsqkIJ3mz36FrHdmgWKR+/oIZ3ZLWOMMXvDRmR3qdODrKq+BYwCEBEXWA78A5gI/EhVv9/ZbTIm32ZfNnH7EPvpy0k4QVxRQuKRKAVpSa9G4Bf6JIck2q07IgIEFF8UXwWHrUtsuRLmo72/QtCJdmq/jDHGmI6U76kFpwDvqup7thC76aleu/qzfObff8seZ0NsIJj+a1wEWlxCRzWgUR/Ph5Z4uP0uB60UtsTCxDSIi4+Lj+By1sCf0jt6UOd1yhhjzF4RbNWCXOR70cgxwJ/bHF8nIq+KyL0iUr6jCiIySUTmici8tWvX7ugtxuw33rz6Wkbc/avscbsQm+EkAVH8uEBASeGgun2IVQX1hQ+aykl4ATxcEhrEI0rUreiM7hhjjNmXbEOEXcpbkBWREHA28NdM0S+BYaSnHawEfrCjeqp6t6qOVtXRVVVVndJWYzpC8tZbOeDuX2aPZw2p54Zz2oRYBScBjg/4wmYN0tgcIuUFUE/SwTXzQaSZD6Xq0Gb6lWymIbF1CkHQiVIUtP9WjDHGdD/5nFpwBvCiqq4GaP0JICK/Af6Tr4YZ0+HuuIPg//xP9vC5UUO48ZKLiW1ycZsAVdyEIClFHUjUxggWpdLLbCG4IY9ULIA4igqoCgF8Th62iLdjvSkKxgEhICE+1vsLOOLmq6fGGGP2kGg3GTbtQPkMshfTZlqBiPRV1ZWZw88AC/PSKmM62h13wOTJ2cOZB9fyha9eSLS8idItCeKrIsj6INLkQNRDh8cJVyWJ4tEr2MSGWBEhN0VZVQtrGkpoiocpjTRz0aC5LEz2p8gtY3DRUEqDfTms4gJ6R+vz11djjDGmA+UlyIpIAXAqcHWb4v8TkVGkZ20s3eacMfu9jZuaWHPdl6j/46+zZTMPqeXqGy8lQYDNm6L0KW+gpGLrWq9JzyHmpacaBBzl6MrFLI73RjOzgsoLYgA4+CxM9Md1Kvj5kbdSHCzoxJ4ZY4zZ57rRPNaOlJcgq6rNQK9tysbmoy3GdIa/PvoizTfexPi3pmbLZh5Sy9Wfv5RkUxRnvQMhnwangMpejUDr/FclKCl8hFMq3+Twovd5L15Nqs21XTyiJNHY4fzkuGsJu+FO7ZsxxhiTL/lefsuYbu+eJ+bgfPEWLl/0ZLZs5iG1XH39Zf/P3n3HyVWc+f7/VJ1zOkxOyjmMRhJBCIQwOYhok4MEiCThC8YEm7XX67zY196fvXfv3V17vfbi6/V6fW1jwJhgbIwTFmBAiGiCAZmknCd39wn1/P7oUc+MZoQEaGak0fN+vfo1qup0qtUjfbv6OVUkGyuwDgwGyVvCtirCdIFURUjKJsypXMuWpJLyoMBmKvlT+3QWVL/I8vapNCfleDhmZNbx46ePppBAbr4jreWwSik1LOjyW7umQVapAfT6hq2YT3yhd4idOYPrL7wKtyENphhioeunwOaV9Yw6YB1NtRvIeykq/ZDt+3RtS8p5JjeJC+pWECYevhH+9bnTaAuzlAeWzblOajK66YFSSqn9gwZZpQZIWIh56pTLuPqF7nKC5XWNfOqoK5G2DFT33UYWgIJlU3slzySTmDtqzQ5XGlqjLN95bgEFF/DC1nGErlhDKwLjK6sHbDxKKaUGmc7I7tJQb4ig1LD08lsbeHDBQi76869KfctrG/niAYspexNMIjv9B0qARDxaC1k6olTf68XwdvsInl0/pRRis77PzfOOIuPrZ1OllFL7D/1fT6k97Nv3Por35S9zzVMPlvqW1zbyxQMXE9nitrN+pxCXGVyGXtOygiDlMS6yWOvoKKSoSIW9Ht8YIeysZt6YcbzRvo2RZeVcf+gRfHCqLrOllFLDidbI7poGWaX2oJ/96c+Yr7xDiIVicLXg5UE8kEDAUNzYIOVw9cU1CVxkqEl1YklwFM/gihPLhg01mLiCH5+7EN/qlypKKaX2XxpkldpDfvvySjbe/Emue7JHiK0rlhNsD7ECJBko1IAXQtABzkJhYoyUJ5Da/vHbkDiPS0Y+xtPtU3mhdTxJYlm1ZgQtW0fx04sv0BCrlFLDnc7I7pIGWaX2gJUbt7DyIzdy3fLuELuscQafPmox6VVdv2amOAO77kQPEYe30SIIrjJBauM+j2kQVrfXc9uf57MtX45xBgxMHZ9h9siRgzU0pZRSaq+lQVapPWDVx27mI8seKLWXNTZx3eIl5Ko87JyEzEbBpaFjnAHP4DcDRqge20phUkSYK6P3GgaCFeFLK84vNo0gKcEYMKbftQ6UUkoNJ6I1srtDg6xS71PuM5/lxNt+WGo/NrqR/zlhEVXPJ0ijJTfOo63Rdd9BBCoSJpy4mpraHGHs0bEmTeIMiXgggoghLOywQ5dAxve5aPpBgzQypZRSau+mQVap90hEeOiCyznx5z8q9T1ZPZ3/OX4Rps2joj2mfG3M+qMytM0WMAYQjOeYPH4DNdU5AFJ+zKET3yafD2jNl7G5rYJtreXsuMpsxvM5uGE0V82aN4ijVEopNWR0RnaXNMgq9R6sWr2VV67+KCc/+NNS3xMjGvnSxEXEpnhilxEwCTQ8UyCaB84ZstkCU+s3UpUJScRiDGRsTJkXYjLgmw4eaq5jxxBb5qf4jwVnc+y4KVpaoJRSSnXRIKvUuyAifPUf72P89/+Nq17p3rHr4WlN/EP9RSQS9LlP0CGMqmnDpBxpGzOraj0NmRyr8rVIjz1JPOMzsWwan5x7Jrc89nt8axGg3A/44RkXMbNuxGAMUSml1F7AoDWyu0ODrFK7SUS4+ZbbOfj27/UKsY9OauKGhUupf7iAX+j7r47xhPJ0nqpMnqbydupSHRgDY9MtbA4rKIiPAZoqmrhyyifIeFnOmjqLJzespiJIcejIsXi61JZSSinVhwZZpXbTsuUrOfiO77H0L90h9omRM/jcoVcSWp+2yY7qlSE26XEnX6g7aivj69bTHtVywqgjeKH5VwgJaRszLtOMCHgmxcUTrybjZQGoSKU4ccLUQR6hUkqpvYrolOyu6DSPUrsp/5nPsfTl3iH2M0deRegF+J1C++QUnWN9xIJLC+ILzAyJzgx5q7OeOdUXMLfuQnzTu/zAtykmlh9CdWrMYA9JKaXUXszIwF6GA52RVWp33HILp/3hjlKzZ4jFFJfTspWG1jMcHdkIu9UjrhFMtWVkukDk0lw08ShqU5WcN/Ef+f36f2FL4U2s8ZlVfQrHjbxuCAenlFJK7Zs0yCr1DtoKBd74+Mc4+Dv/UerrFWIBDIRNBarfNvh/SiESUJge48ZFWAzb8uV8YtaHachUAjAmO5vFU24ldiHWeFjjDcXQlFJK7c0EXX5rN2iQVWonfvfoS6y66gauWvmHUt+fJs3gs4ddSYSPWAED246IqF6WJthmMUlxaazsc5ZgtUf7aXkOrDqBk0bP6fP4vk0N2liUUkqp4UiDrFL9ePShv7D2suu5as1Dpb4nq6dz3Y2LyKcN6Y0JLoD8eIffbPB7hFgAkxj8rR7lG1McfPD4IRiBUkqpfZ1xu77N/k5P9lJqB4VCxKqlN3J5zxBbNZ2/n76ImqcMcb2jvSmhY6ojSUGwyWKSfh4ohmCzzzkT+s7GKqWUUur90xlZpXq4575n2PyZT3H1G78t9T1ZNZ1bGi8mtgHBaqG2uoOWrWVEBQ8SS+IbxKNvmPWFc5pmcefyF3nwpdeoymZYfMQhHNs4eVDHpJRSah+lNbK7pEFWqS4/uv1x2r/+Ra59sTvEPjy9iU8fvpjylcV/TaRcMAYqqvI0b6hEgNxoqHkFBMGUtpYVrCf88s21tLz4Jvk4BmD5G6u4+pjDuf7EDwzy6JRSSqnhR0sLlAJaWnMUbvkC1z7dvU7sssYmrrtsKZtnlROVG5yF3DHFaVc/cNSMaqWqIodNJzQfFWGqEvAd+A6vNqL65A1s6syVQixALor57sPL2drROehjVEoptW/RdWR3TWdklQJeWHINS1/unold1tjERxcvJQwCSISOsT42gtxBESmKm60EQcLEiZtK93FzIb8tRSIW8YTXnp2AiQWzw3MFnsezq9Zx0sxpgzM4pZRSapjSIKv2a845fn/RZZx8109Kfb1CLICBjgkp3NgCKdO9Y2B1Jl+6j0dCe5xhs1eOCCSb0yDFrzx2/NDrRKgtyw7swJRSSu3bBN2idjdoaYHab4kIPz7l3N4hdvoOIbaLHVHAjY2wJkGAmnQHIzJtBCbGNzGn1bxEaz5dvLGDeGsa37ek/d6fFa0x1JZlmTNet6NVSiml3i8Nsmq/5Jxw11kXctnv7yv1PTKtkb878gpC60MixYsIqfHteDM7kcSQCh2fnfIAk6payPoJNalOTqn5C43ZTdT6OcRBvCFLOsmw8LCD+PszF5ANAirSKbJBwMS6av7zqguwdseCA6WUUqo3rZHdNS0tUPudMIx57IIrueD+u0p9fzyokWv/ZjGuAJm3CiTWI6oVzOiQoKJA+GoZQUuKjvKA27OH4dUKsYNKG3J85Uruap5DWz5NtLYavzXFOQfO4jMnH0/K8zj9wBm8sGY9lZk0M0Y1YIyGWKWUUmpP0CCr9istLZ389viFXPDc/aW+Ryc2cf3llxF6Fiqh/UBBXEywyVD2psG+VUvaGIyzOOvx6hszqT59PV5lQotJ+MGWw8klaTa0V5OucXz33HP4wOhJpcfPBD7zJuvuXkoppd6lYTJrOpA0yKr9yrMXXd0rxD4ysYmPf2gJZr1P0AGuwmFsQs3zHn4nGOeDE5wnhNUG6wziILe8jooFm3Bi2JCv4qk1kwBD6GJuf/25XkFWKaWUUgNDg6zab/xq0SWc8ZvbSu1HJs3gc/OvJLXJI4VgBDpGW/L1Hn5Hgk0oLp8Vgwf4uZhCrUeSscQb04iDxFgefms6znlA8cPzplz70AxQKaXUsGEYPnWsA0lP9lL7hQcuvpQzbu8OsQ8fPJ3PHnklcRJgHVhX/AejbIPgdwqFWouJiiHWULxYB5mtCTZ0ADgxtLRlSyEWIOP5LBjfOMijU0oppfZPGmTVsCYirLz2Bk7/afcSW0+MbuTvzriUJAn6bFbl/AukAAAgAElEQVRgHWQ3C2ElmIQ+1yMQtDniETGFtlo6c1WlqzKez9iyahZOmzNg41FKKbWfEBn4yzCgpQVq2Nra2slvz7qUhcvuKfU90TCDz8+5Au9lHxf0fz8bgy30/wtuABsLLZMd+YLP6GwljdUNbCt0cvqEmVzSOJcyPzUAo1FKKaXUjjTIqmHrsYuu6htiD7uC0AuKJQMefaZcnYFCLWSaXb+PKUB+pGAyQuSELYUO/mn2WRw+csLADUQppdR+SWtkd01LC9SwtOHjn+BDD95RavcMsdCVX50gVpCu9U3EgEtDx8Eh207NE44VZIegK57QcqBgvO5/Xd5s2zrQw1FKKbU/kgG+DAM6I6uGlXWbW3hu8Yc5/cE7S32PjZ7BF+ZcQeTtsO2sE/Lzc5jNPqbDYifkaTxyFUdVRExJL6Lq8JHkn87zy/uep6W1k0ItbD00IRnZ/RgiMLN2JEoppZQafBpk1bDxxPK/8peLPsyVbz9U6ntkchMf/+ASyt4yvb+iEcBBPCsEG+LZhOp0gQunXsCHxp6Kb7tCbxNce8lxtEUFFtz3HVwhKRXIp63HwfVjOKhuzKCNUSml1P5DSwt2TUsL1LCweWMrL1/yP/qE2JvOXUq+LEXrRI/E2+HbFAOpTsfobDOzajYwobyOs8ad0R1ie6gM0txz+hJOnzCTMj+gJpXl8hnz+P4JiwZjeEoppZTqh87IqmHhyXOv5KrX/1Bqbw+xoV8MpXG5pXUS1LyelD7hGoRJDVuxWUeEj3Nr+Ifb7qQuHsWxR09jQ/k68knIvNqZjM7WM6asim8ec95QDE8ppdT+RgCnU7K7okFW7dPCOOHxy5dyxmN3l/p2DLHbbd/0YHsjPSmHLRO2L12Q4Hh+xB/YeP847h5zN4Hv4XmG/0C4YPyJXDXlQ4M0KqWUUkrtDi0tUPu0By9czHG3/XepvbMQiwjpZocLBAJHzdg2zl36MMdUv8roVHP37dKOzFkbMYEQm5iCiwhdzF2rH+KFltcHaVRKKaUUumrBbtAZWbXPembpNZx5z09L7YenNnHjuUuJe9S4bl9aKyl3NC/oZLppYdaYNcyeuqZ0m9nl6wBYH9ZgTHHWdsff79BFPLj+CQ6snjpwA1JKKaXUu6JBVu2TVn70RuZ+/7ul9sPTmrh+4VIiL8Dmi8UC4hzp5oTyNRGp9oR4ZsLxS1+gpi6PCJiuNWI9I0zPbmJ9WIMkhlhMn68qBIhcMljDU0oppXTVgt2gQVbtc359waWcdtdPSu1ljU189NJiOYEtFDctIBbqX8yTakmwXfnTvuDzwBeO4e0rLBXlBU4Z/xKz6jYAkLERLjG0S4DxTZ/nzNgUJ4ycOyjjU0oppdTu0RpZtc+I4oTbTj63b4hdvJQwFYABFwAGjCS9QiyAcWBzUP4qtIZZ7n1zDn9taQCgI0rRnM+QGK80U9vTvNpZzK+bPcAjVEoppXoQGdjLMKBBVu0TnBNuP+08Lv7dPaW+UogNumpiDeAJEjj8Qv9lADaGzLriL2/kfJatbSR2hufax0E/M7EAgfGZW9uI6S/hKqWUUmrIaJBV+4Qnr7iaxb+/r9TuE2J7iGd3EI1N+n13Ox+imu72lnw5T7RMYXWhfqfPHUnMGx3r3tfxK6WUUu+WkYG9DAcaZNVera0zz0PnXsYRP/p+qe/hqU1cv6j/JbasFxO3B3TUBcRZkB6TqAKIhdYDut/2xoPV+bp3PIaMTTGtYtyeGI5SSiml9iA92UvttbZsaePXx17IpS8/WOpbXtfILY2XYpstjOrqNEAieKEw4qkYgDUnWVadnmH0oyFl6xwAhXrYeKqHyxbTrTFCfVX7Ox6DAbJemhNHHbanh6eUUkrt3DBa63UgDVmQNca8CbQBCRCLyDxjTB3wU2Ay8CawUES2DdUxqqHT0Z7nd/Mv4NLXf1Pqe7JqOn8//WLI+9S9GLI1TpEfaUm1OMrXJ5RtKG4/6wyMeixm7YKANadkMLHDVkRIRqgICsRxikwQMba2mVQqIXLFXwODoT5VTSIJLVEHxsD8utl8dPoFZL30UL0USimllNqJoZ6RPVFENvdofxr4nYh8zRjz6a723w3Noamh0pkPeei0S1m4Q4i9pfFiYvHBCRZD9ZsRXuRRuzIu3c55hrjMwzrDiCeFlumGsNZgUsLU2k00jdpE3hVLEkQMAhSSDB1xFfWpGv5xzvXUp6sHe8hKKaVULwYww2RlgYE01EF2R+cAJ3T9+QfAQ2iQ3a8kznH/Bxdx0Z/uLvVtD7HR9h27nIA1+DmhclWPEOsboqqut7QxpFuh4VnYeiCMGNdC04iN5F2K4j8PxQ0RDFAZJCyacBJnjT1NVyZQSiml9iFDebKXAA8aY54yxlzT1TdKRNYBdP0cueOdjDHXGGNWGGNWbNq0aRAPVw2GZ664hov+8A4hFkpbcrkUdI72cF3ZMy7zutJpdxi1DupXOg6buAps/yE1lohVudc0xCqllNq7uAG+DANDOSN7tIisNcaMBH5jjPnL7txJRG4FbgWYN2+ezrkPIy2f+jTzfvS9UvvJ6uncMr07xAoUp1AtOAstU306x/hkNzkoCLKTdWBNzuJiEO+dnl3fSkoppdS+ZshmZEVkbdfPjcDPgfnABmPMGICunxuH6vjU4Nr8t39L9f/6eqn98LQmbrhoCblsCmeLy2iJB0nWw6WhpdGjfaKHC2DdUSm2HuztNKimPaH16SpyL5Yh/eyTkLZpjqw/eoBGppRSSr03RmRAL+/r2Iy5xRizxhjzbNflg3to2O/KkMzIGmPKASsibV1/PhX4MnAvcCXwta6f9+z8UdRw8fjVV/OB//zPUntZUxPXXbKEJAloHQ1eTnCe4DIGpnWQqQnp6Ejj2sF0WvxWiCs82ic5yt8Gm3TPzGbaY/zWmPU/GofgsIEw4qZ1pMaFgCFlUsypmcshNXOHYORKKaXUPu2fReSfhvIAhqq0YBTw866aRB/4sYg8YIx5ErjdGHM18DZw0RAdnxokLy2+hg/8uEeIbWzi2iVLCH0frxNsBHGZQQJIxuQpry1gLGTKIsJ1AWWveZgEXABJyhDVODKtDhCCToPfFuMSB4kBPOK8sOlbYzjy/0TMqDqA+XVHMqV8qtbHKqWU2rvoOrK7ZUiCrIi8Dszpp38LsGDwj0gNhecvupqD7+wOsctrG/nKmEvwNvkwBpJyIUGwVSGmNsYD4tgnEUu6zVH9bABSLJuVHIhnCOss1XM3Uzahk/DOWtz63tUzBkOc81gQXsLRE2cN7oCVUkqp3SYw8MtvNRhjVvRo39p1LtLuusEYcwWwAvjEUKz9r1vUqkGXOMey8y7vE2K/eOBiYhNQ82pE2RoDlRGMzmNq4+JCBAZi8RCB4LGKUoiFrvX2EvDaDVvX19CSDYgKOz8lc9nqFwZ0jEoppdQ+YLOIzOtx6RVijTG/Nca80M/lHODbwDTgEGAd8L+H4Pj3unVk1X7gsUVLOO7u/1dqbw+xkQ0wQNApBO0gOYtXLez4rb8pWGzOYuh9hQG8AiSBIBjcwTH2bQ8T7fAAAkzU72uUUkrt3cwQ/1clIifvzu2MMd8FfjHAh9MvnZFVg0ZE+NPiJRxz53+X+nqG2O1c1+oDfofpnnIV8DZ5pF5O478ZvGPdUDK2gAgkh0bIaIekijcWI0ggmPNjjhwzc08PTymllNpvbF9lqst5wJB81akzsmrQ3HHWBSy8/+el9rLGJj553BWUvwm2a4MuMVCoCxBT3PBAIoshIft0Fm+bh0lMMZCa7Vv3dc+2ChCOiglroNwUCAOf8NpO7As+9mUfygXvCGHytFEcM+KAQR27Ukop9a7t3VvU/qMx5hCK//2+CVw7FAehQVYNil8tvKRXiP3jzOLqBHEU0FktjHimgBHI1/mEFRbxIaoRKHikN1m8bR4khrASwhqDeIINDdnNQtBGsX62xpGbVwCxrG2r4ajxr/NSyxjcnBiZkzAuW8+544/knHFH4tt33B1BKaWUUu9ARC4f6mMADbJqENx11oWc/4ufldp/nNnEtUuXEAYB+BCVG5obU1hnwIKtiGltiklVJhhPCF7JYhJDoRrCGroKYgwuDR3jILARri4mqXOlCdpYLFVBgawVyvxqbpxxNieN6rNQhlJKKbV3EjDDZBvZgaRBVg0Y54QnFl618xALpeBZecIWKqtzGM8xpnIzy9bN7K4asFIsGyiF2J4MUcqD+rBHnzC6rJWMl+bbh1/LlPLpuk6sUkopNQxpkFUDIkkcd84/m0VP31/q6xNioVhZYyBdEWHLYypTeZZvntp1qmYxfEYTYmyzD+wkjIYGg0OwWOPwrePAhnV4JsUk3exAKaXUvmrvrpHdK2iQVXtckjjumX9OrxD7RP0Mbj798j4h1usE8YXmxOPwiq282DyWOPHoGVqTkTHR6AgI6C/MVlXkGFG9lY4oRX22nSnV2yj3Pc4dew2e0VpYpZRSarjSIKv2uLeuvpHzn+5eTm55/Qy+MPdyKv/i01nlCKstxoHNAVaoPnAzB4zZwLpcNQL4niN2llJoNRAdWMCsFUxrmp4lQxnf52unnc8HJo/jsS0P8Fr7c9QGMzhmxFlMKJs+iKNWSiml9jCdkN0lDbJqj8p99nNM/cG/l9rL62fw+bmXE3rFtV8bnhM6RwqFaoN3UBsNY5oZVdGGwxAmPgZDeTokH/V+axocNVO3kawuo2VzFQCT62r4zMnHM2/sOOKC45TRiziFRYM6XqWUUkoNHQ2yao/Z/NG/oeHb/1xq9wqxPYQVkB3RSVPTagAsgsPSuaaa1BiHEFFX3klrPkOcWAxQW9bJ5OptRGWtPL+5iozvsejAg/jJ3U/x6ZX3ATBlTB1fXno6MyaMGLQxK6WUUgPFaI3sLunOXup962gv8Mu5Z/cKsU/sJMS2jTe4SsE15jAIFodF2Px2JZtfq6WsUIUXBxBaarM5RlW3Mbq6lcpMgbY4jXSVG+SjhFtv+xPPvraGOHHEieO11Zv58P+6neb23KCOXymllFJDQ2dk1fv21BmX88Fn7yu1n2iYwecP6Rtitx2VEE6KkApHYi0WobiggKFhXDvZytd58elpQAOma8mtyrGt1E1owRhD5Dw6tpYD4OXAxQ7nen9aTWLH/Y+9zOJTDh3YQSullFIDTWdkd0lnZNX78rsrLuO4R+4otR8fM4PPH3YFYSpVfHeZ4iXJQH52jFQ6jBGqM530XBXL84WN6+q6WgZxFpylfW0VHZuK4RWBfFj87JUWi+1nBYN8FLNq47aBGaxSSiml9ioaZNV7ds+5F7Hghz8qtZc1NvE/rr6CfKprot8YsAbxDK3z4mIXxXVex1W19noslxg2b6gBTHE3kxhsAchbmt+oRgREDCQ+2cDn0Onj8L2+b99sOuCgqWMGashKKaXU4BDADfBlGNDSAvWeLFt4Befcc2ep/eikJm4+Ywn5Mp9N8xNqXxL8NoPLQOuhMfnpQtrGjKxsoyHTjhVoLmTY2FlBlHhkiIu/tAI2LP40FPdFcB0+216pZcTMVhZNPYGTT5rNAaNHct3Wn/H8X9dRiIohOfAs9VVlnDxvxlC8JEoppZQaZBpk1bv22vU3cNwdPyy1H53UxMfOXkrkBaS3Cu2TLNuODcmlPYKKCGPAMwkz6zbgBzFPrJhF4wGr2FSoQLq+FGgTC55ATCnEbmcwdKyr5ObjT+TSmceV+v/1pnP5r189yT2PvEicJCw4rJGPnHMU6UDf1koppfZtBtFVC3aD/o+v3pXC5z5P479/q9TeHmJDv3hil0mKM6qptzPkDiyGWIPDM46KdI4/Lp8DqYQ17TUYK3i2eMKXMYZgbCfRXysw/dS+pr0A21bduy/wufbsI7n27CMHdtBKKaWU2itpkFW7pbOzwLITLub0J+8u9T06fkavEAsgHmS2FGdZM2ECxjE2s40ZIzbw2yfnYitDvOqouHOXgwgIvATfF/zaCK8uJtwU7Pj0eMZQnc0M+DiVUkqpvYbOyO6Snuyldss9h5zdK8Qur2/kS1MuJXJeqU+M4IwQtBlwkHojTWqLocVlefrVaTgPvKqotOTW9kuUeKXf1TkH1pPx+36+stZyYtO0AR2jUkoptVcpnuk8cJdhQGdk1TsSEf546iVc8tqDpb7l9TP4/JzLiaxP+ZqI9slpQDCJIYiKZQEGgykY5OVy8u0B4QiHzcS9ltzqKXGGipTPDQedSPsY4VM/e2D7AZAJAr592TlktPZVKaWUUj1oMlA7JSL8+PizWfzwL0p9pRDrBSBC0CEkvuCFxa30BHrVuBpn8FelSMa2U+eq2GYi+v0M6CxXTDie+Q1ToQH+9HfX8uyq9QSe5eDxo/GsfnmglFJqP7J9+S31jjQdqH6JCD858dydh9guUTlETQXMIa3gS78namGgLErz7TMvJO31rX8VZ8i9Vc53fv88mzs6AEj5PvOnjGfuxLEaYpVSSinVL00Iql+/PGMRl/7x3lJ7eX1jnxALEFYGmBZDXC34dQXob75V4KzGA4lNgVEVQlU2T0Umj29jxIHbloLEI3aOO158cYBHppRSSu0bjMiAXoYDDbKqj8cuXcKHft297eyjE5v4+BlLCD2/V5F4WG7At5S/miJu8xlxwCawvX8xxAjUJpw8dRo3P/XfNEftxXVlLZSlYvwOi7SlACgkCW9u0+1llVJKKbV7tEZW9RJ94Qsc+ZP/KrUfndjExz9UXGKro1rwOxJSbWAdYAzpFkdUBqkNPjLJYQ9qx71UgSRdW82OCCk/JORfX7mfgot6PZexUFafo7AlCxjKgoDDx48f1PEqpZRSe61hMms6kDTIqpLki18k+MpXSu2eIRYAa4jLPTJtrtfqA0EnEMXFryrGhNjR2yBnIRBMIIQY1udb+n1OYwVjBR+PhrIyzpyh28sqpZRSavdokFUAtH36M1R+/Wul9mNjm/jkCV3lBK77E2Fmq8P08wFxpN9OZTrH5nwFDgNl3adaesZSnypnfb65z/0MhhHZCj44o4kbP/ABMkHfk8GUUkqp/c/wWet1IGmQVay7+W8Y8y//XGovm9HEp49YQiIB6RZwPogBGwp+objAVk/GCIGfsG5dNXHawxgpzdiKQCEWrp9zGl994S7yPcoLMl7AldOP5+oPnjQYw1RKKaXUMKMne+3nXv7IR3uF2MdGN3LD+VexcXZArh5cUNx2tlAD4ZHt4PV9DBHD2udH03nvGOyDVcStfumcsLDgEW+tZUJ6DJ878DxGpKuwxlDhZ1g69USWTjtxEEerlFJK7SME3dlrN+iM7H5s5YdvYNb3vl1qryifylfqz6NmeYg7NEVYA4U68DvAH9+BmRSSmh8SPVldPJkLQAwuAJzFAP42i1lWwbZjQzDF3xM/cYwsK2d2/SGcOmYOBReTsh7W6OcopZRSSr13GmT3Q2EUc/dR57FwRfdmBysqpvKl8ReSiE9mY4HU5ixewUeMYMoTmFjAbQ1oN5ZwosG2WfzYYXJgemxYYDDYHPgthrhGMMCx4ybRkC0vXm8MmX42RVBKKaXUDnRnr13SILsfuvvwc1j43C9L7ScaZvCFgxZjNhYwAkYg1RrSPtJix+cxk3Mkb2eQt8vIOQBDXCmYFg+K+RSv0LUkV/FqbMEAQsrz+OZJZw3uAJVSSim1X9DvdvczDyy4qE+I/fyhV1BIpUnKijOlYoCxBYLjtmGn5nCRQd4qA2fYfqKXwRBWQVhpCCshNwKibPExjYO4OgGEVCrmW688VHq+QhjT0pZDhkltjlJKKTVQdGevXdMZ2f3In5d+hNN/f2epvT3Ehl1f9bu0Dx0RxkH2z2mipgLxZIc0p4o7diW9VyvAmK5cW+wPqwQbC+G4GMocqcARG+HHbyznkgmH84MfPs7vHnkFQWioreBTHzmV+YdMBqCts8Dvn36Nts4CR8yeSOP4EQB0dhb43W9e5PXXNzK9cRQnLTiAbDY10C+VUkoppfYBGmT3E4+cewXH3PPDUnvHEIsTiBPEQFKVwWKoujfNtutzGN+xu5/b4mkh8ewCqR6ZN2V9bvnn+3njlc1EcQLA+k2tfObrd/Od/+9S2sKQm75xd/H+ScK/3205bX4T15x2ODdc9wPy+Yh8PiKTCfiv/1zGt76zhJEjq/bEy6KUUkrtvYbJrOlA0iA7zIkIT120pHeIrZ/B5+de3h1iRcAUT9qK68uKM62xI2gtMOoLgmRC2sZ30jalDOw7VKNYGDmumTUmjfSoWnHtjtdf2UQU9a5aj+KEH/18OX98axW5Qs/tax2/efJVVj++mtbWHK5rQ4Z8PiIMY/7tGw/y5a9c+L5fG6WUUkrt2zTIDmMiwn1HnsPZT9xX6nuivpEvzL6U0Pjdn/QEvEICQdcisYnDb85BMd9iOqDq9RypzoRtcytAwCWWHTdGsFaoH99MfbnjjeY6WgtZPGMYFVcTB44oCnvd3jnh5bc3kiR9T8vMFUJe/2srO04FOycsf+Kv7/elUUoppfZuQq+dNVX/9GSvYUpE+MnRZ/UKscumN3HTeUsIMym80GHzCaaQUKiS4gleXWwuKoXY7UxkyK4PmXHwm8w4+i3GzVqP9RxdKzZjPcfoxk2UVRfwrDCpppmKwDGndgLfOG0RUZT0OUbft0yeUL/TMRhj+u33PH3bKqWUUkpnZIeth86+jEsfu7/UXtbYxEcXLyW0PnEsBLnirh5bDoKkIWb8igj7pg8xmNjRX4Q0vpApRGQaC9SNaaZhQgub3q5FgIYJLZTX5RCBRAyegSVN07lu+hUAnHvqHO797fPkC3HxsYwhnQq48dLjeOyrP+7zXNlMipkHj+C1F9YQx90ztkHgceJJs/foa6WUUkrtfYbP7lsDSYPsMPTnq67lxF90h8MV2UncMvYcYueBD1EleImhYySEY2OCTMykJW9QuSlh/UsN5J9K4V71upbb6iYx+KOKQVQwjGnYQkVtJwkeIFiEnPMBgyDkXUfpvjcuOZEJY+v4yb1P0tZR4NADJvCRy45j/Oha/uGaD/Kp7/wCESGMErLpgCNmTeTzixfwyZt/zIb1LSSJw/Ms48bX8pGPLhiMl1EppZQaWhpkd0mD7DDT/IlPcdAPbi21V2Qm8eURZxOsihh7/0ZWnzuSJAvbxkI4OsJ6jqMnraS+rBN/spAa1Q6zAzq/XAOFHg8cCN6smNaqNF7oKPfzHFvzKhvjKlYX6vBNQluSoS0ulgp4GA6pOah0d2MM551+COedfkifYz7moCnc89Ul/Hr5K7R05DnygEnMbRyHMYbvfu/DPPfsW7z11mYmTx7BnEMm7rTkQCmllFL7Fw2yw8jqj3yM8f/xjVJ7RWYSXx55NpH1sQ6Clpj0+hBX5mNFaByxgckNW6kNOjDGsC5fxbawDGqBm3KYn6RhjQUfvCMLBAvzCIZYPFqiMh5tmc7JdS8xMbWFFe2TWVUohliD4JssRzccsdvHPqKmgstOPaxPv7WGuYdOZu6hk9/vy6OUUkrtW3RGdpc0yA4T4Wc+v9MQ21PZughXniJphWCCz5hx22iRCvKRz6ZCBaVTvKYI8tkcvktI+Uk/y24ZVuZHs/KtBmbWbqQzSZOxIYKhMwoYmzmUlA0GdtBKKaWU2q9pkB0G/nrdDUz7zrdK7cdGTuOr5R8iEa/X7YwDz6VADKYT1r1Rz9qmesr9Ahvzlb3Wfu26B7H1SNm+y2NBsU52da6eNfk6GjIdeMaxpVBO7FIsnTJnTw9TKaWU2n/o8lu7Rdcx2sfdcfr5vULsI5ObuOGiDxOmgl5LsIqBpCwgqeje3tUULKHzKCQ+sfTYwMBBay7Nlo4yWnOZnf4eWQwVphYnlo25StbnqomSgBmVo1kw+sA9PVSllFJKqV50RnYf9n+POYMPP/pAqf3I5CZuOncpoR+wYcEoap5rJrM+DxaSyizhiEpMLIhvQCAu+LS3ltGZTVHmhbTEHlHssSVXXnrMyHm8vrWeCVXNpIOeM7PCpLKR3HnU3/KDlX/i1+uewVq4aNIRfHDcXAKrby2llFLqvROQ/r8RVd00beyjfnX2xTsNsQBJmc+WIxvACeXrEjLNxWlVr+CIAo9CNeTqDW88O5aJ89ewtq2K2qpO1rdUIZvSAJiGEJMRrIV1bVVMrttWer60ERZOOANjDFc1Hs1VjUcP4uiVUkoppTTI7pNevPY6zrjvp6X2jiEWQBCMg3SLI90sPfqhcyTkxgAG2lya51+YhGQdba9XwVtZjBHAIK+VYaZ3YicUSMSSMhG+FVKkmF41hcPr+64yoJRSSqk9RFct2KVBr5E1xkwwxvzBGPOyMeZFY8zHuvpvMcasMcY823X54GAf275g7U03c8Ct3ym1l9dO5xMnXNEnxHo5oWZlTMXa7l26xELzTENuLN37z1qwBYsJTTHEigFni5shOIOsLEM6i28Ta4RyL+as8SfydzP/Bs/0PplMKaWUUmowDcWMbAx8QkSeNsZUAk8ZY37Tdd0/i8g/DcEx7ROSL3yRsd/8l1L7yarpfGnqxVS+HJOb50iyFrpO8Uo1CzYutgzFbJqvMxTq+99MwG/ZyWcaAdmQwpvcSWVQoC6Vo5CswdcaWKWUUmrg6KoFu2XQ04iIrAPWdf25zRjzMjBusI9jX/P00ms49PvfLbWfqJ/OlydfTGQDjEB2Y0jLzDReDvy8IarzaC8zBK3FGdm2AyLCIEX3VGxvO90rq6vWfGrNZqr8PACRFHZ2a6WUUkqpQTOky28ZYyYDc4EnurpuMMY8b4z5T2NM7ZAd2F7moYWX9wqxy2Y0seTmq2kb0XVSlkCqzZHaWgyx21NpkrHkR/p0jvKIJUVU5RDT+9OdIIgnRNU7OTPSCtNmrGFCeTO+FQKT5pCaYwdknEoppZTqQWRgL8PAkAVZY0wF8DPg4yLSCnwbmAYcQnHG9n/v5H7XGGNWGGNWbNq0adCOd2mp2+kAACAASURBVCiICD+dfyYn3PH/Sn3Lmpq4dukSCtkUm+cWg6yzEJV5GGv6nVo1YvA7DPgGSXeFWSPFEOsLrtwhKSiMTJCufhCwjlEzN1NblyNtE3yTYmrFARxYvftbzyqllFJKDZQhKXQ0xgQUQ+yPROQuABHZ0OP67wK/6O++InIrcCvAvHnzhsfHiZ247/QLWfTk/aX2sqYmrl2yhDAonthVqLOIAZeCbbM90i3Fl8PskGYFwXXtgyABiJ/gV4YYT5DYIqGHYHDjI2R8gt3sg0DdxBYmjW/mgIqZTKmqYXbV4TRWHoI1uo+GUkopNeCGyazpQBr0IGuMMcD3gJdF5P/06B/TVT8LcB7wwmAf297kV2ct4uwH7yq1dwyxADYUWhotm+cFuBREdQnlqyzEO4RZA2GD69XGF6wH+AnZihDTM/tWJngGTp86lcVTPsjEsgkDNk6llFJKqfdqKGZkjwYuB/5sjHm2q++zwCXGmEMonqf3JnDtEBzbkBMRfnv2xZzxi9tLfcurp/DJoxYS+j3+uhw4HzYs8PGCArgAVwnttZD9a4DfWpw1FQu5sY4kW3oGjIXA8zBGSElAvEmQhk66lo8l8DxunHkSSxqPGbRxK6WUUqqn4VPHOpCGYtWCR+j/JPlfDvax7I1+csyZXPqn7pdiRWYSX6k+k9qHO7BbhE3H1QAG/IS4OmLS6I1saKkjjLvu4EOuKcJEQAxOLDu+3H7W8aNjrmRrrpODGkazqa2TP775OhtkKzNG1nPyuFmMzlYP1pCVUkoppd4TXQx0L7Js0WV9QuyXR55NZH1sLFS/2EFLUwV2fExnrWF0QzMd+TKi5hS208PLG1yZI6lLcD6YwJEtyyGhT5JYMJAkhiqp4NK77iDleRSShPOaZvHVE07Bs1r7qpRSSu0VBHA7WVFIlWiQ3Uts+dtPctztPyq1e4bY7cQayjYUaDtcGFXZQdiZYuvaaspWW/xc16yrscgqn44DCkjakO/MIjEQWoJsTMaPaWt2RImjkCQA3PvqX5hcXctHDps/mENWSimllHpfdApuL/Dz8y6g/p+6Vxt7om4aXxrVO8RCcb3Y/MyEmvJOfB+aN1SS2loMsUa6Ls5gIsi+1rX5gaH4cSUQolxAGPnExL0eNxfH/Nfzzwz8QJVSSim1+3Qd2V3SIDvEHj3/Cs67u3t1gkcmN3HjuVcR+kGv24mBuNpQPbeDdCrB4HDOkmopBtieDAavsxhogeKKBEHxDRvnA4zX96uKtlB361JKKaX2Khpkd0lLC4ZIHCfcdfjZLHy2uyb2iREz+NiHrqKQSeGOMNSt2IZJBCNCWBOQvrkdrKUuG5L1Q1abUZh3eh/u5DoX9/78YoAPjNUltpRSSim1b9EgO0TuOPYsLnn2V6X28tpGvjjzUir/IpgxCYWRWdaemcVvj0nShrjaw19VS3uLZX1ljgl1WxhTtZUtlQ2km+kzK+vSgqR6dAiAwbeGwPpE4khECKwl7ft89pjjB2XcSimllNodAm54zJoOJA2yQ+D3CxdzyeM7hNgDFxPbABsLZZsc2W1C8zSfwqjuEoM4DJBUQsGlOHTUKmomdnKvO5Tm50dgI8GI6dp+FnLTinUFpW8OChYQjhg9gS8ffQrffeYpXtu6mbmjxrD0kMMYW1k1iK+AUkoppdT7p0F2kP3mzEs45f7bSu3tITayPXbscoI4Q8XahObq7X9FQrYqT84LOHjUKuqyHQSe46L5T9JxUMDzL00lvy1LmT2UpgNG8v03V4ADnIHIFn8Cb7a2MK22nsWzDuanz/yZDRvbWfHWGs6YVU7geYP4SiillFJqpwREdPmtXdEgO4h+euSZLHr8/lL7ifpGvji7OBPbS1eVQNDR/ZWCscKI6Vtp21ZPU8N6rBFWt9bgGWF0RQtHHvYKgc1ywYT/wfK1ju+/0s8qBAIdYciPnnqWr//uYcIkwYnw8Otv8eOnn+e/F19ISsOsUkoppfYRGmQHyfcPO40lTz9Yaj/RMIPPz72c0Pj4heInrq4yVsQWk6xYEASbcow9YANlNTnYBm8313Hni4cVbyOGlBdz7qxnGFcZ4ds0R4wZgaGrrGCHPdSmVtXztd8toxAnpb7OKOLlDZv45UuvcO5BswfwVVBKKaXUbtMa2V3S5bcGwe8XLuobYg+9gtBPgTU40x1ik7QHxuCs0DErIZndSTwjx2abwWEw1vHo29MJk4AwCYicT0eU4c4X55E2DdSlJjGyrJxjx0/Bmq4H7rqkPY8FY6cS2L6zrrko4lcvvzZYL4lSSiml1PumQXaA/ezUcznpjttL7VKI9YrlBGIM+TqfjlE+UZklSRmchfwYaDssAa94m84wYHNnGZ6XIDtOswKCoZIPY0zxum+fcjanTm4ksB5ZL6A6neEfjj2VeWPGIf2sy2WAqkx6YF4EpZRSSr17uo7sLmlpwQC69cjTuObxfmZivd41sW2TPDoODPG2evitlqQc3OiIHSdOo8SnGDn7BllLhsiVl9rlQYrvnHoOLYU8W/M5JlRW41tL4hzZIKAjjHrdPxP4XDz3oPc9ZqWUUkqpwaIzsgPk1nmn9Aqxj4+cwecOvYJCjxArQPsY6Dwoj2lL4QKfsN6QlIHJJr0eTzD4XoLvCal+SgMAjhozqU9fdTrDlOpafFv8q/as5XsXn09dWZbyVIryVIq073HTsUdy2IRxe2DkSimllHrfRMC5gb0MAzojOwD+77GncM1Tvy21H57WxCePvxK/2ceGgjjAQPs4Q/P8QrGWNRsjoUc6XYDqmNhYumdehWwQUe6n+OkZ1/O3y37Ds5vXkYtjALJ+wPnTDmBqdd1uHd+sUSN45KZreOKtVbQXQg6fOJ66suyefRGUUkoppQaYBtk97N/OOpkbHvldqf3wtCZuWLiUgh9gRgnpVkEMdE6IieoTUlWua168OAM7o3YtE6tbeGHTGDZ0VBHYhHGVLZwy/kQun7KAhnQVPzx9IT9b+SI/X/kiac/nkqY5nD6p8V0dp28tR0/pO4OrlFJKqb3EMKljHUgaZPegfz/jVG54oG+IDf1iOYFLGTpHAQbCeiFVFYEF06Pk9S/bxlKRijhi7Nu9HnvhxDk0pIu7bwXW4+IZB3PxjIMHfExKKaWUUnsrrZHdA0SEb5x4Kh994Delvh1DrCneEFuAcFQeYw1mhxALxbrZ5zfuWKsqPLXtDwM5hEHX2Vngzbe30JkLh/pQlFJKqb2SODegl+FAZ2T3gG+efBo3PdQ7xF6/cCmR32N1AhHK1jma54eICbAmLqbWHYKsMZCPd9jpC9Pvkln7oiRxfOu7f+C+B57D9yxJ4jj/7EO55qrjsbbvagxKKaWU2vsYYy4CbgFmAfNFZEWP6z4DXE2xbvImEfn1QB2HBtn36Rsnn8pNv98hxF68lND3wRVzqhjBRkI0JU9aIAe4yPa3ilaxHCbu3ecZn4OqjxrIYQyaH972GL/49XOEYcz2udif3/c0tTXlLDr/8CE9NqWUUmrvsdev9foCcD7wHz07jTGzgYuBA4CxwG+NMTNEJOn7EO+flha8R7l8gX+ffwo3/a6fEBsEiAWXTnBph6QTKiduYeqRayANXqvBa/GIW/1eaxKLgDiYULGN7W9gJ4aZlUcypXzW0Ax0DxIRbr97BYVC76SeL8Tc9rPlQ3RUSimllHq3RORlEXmln6vOAW4TkYKIvAGsBOYP1HHojOx7sGlTKz9fcAEf/XPvJba2h9jtkmpHnHZkq3Ok6iKaXQUNY1tYIz7OWWrK8nTmUyBCap3gxJKMcXRmff6yZSSeEdZ31LBycxmXT973v3YXgY6OQr/XtbTmBvlolFJKqb2YAG6vnpHdmXHA4z3aq7v6BoQG2Xdp1eotPHD6xVzz4juHWADJGYKREWI90jaiPFXcTat6Up431jYwYkQb9kUf+WkFYsCQYAIhvBxeyo8tPU5rYTOrOrYxobx2cAY5QKw1TJpQz1urtvS5bvrUkUNwREoppdR+rcEYs6JH+1YRuXV7wxjzW2B0P/f7nIjcs5PH7G/mbcASuQbZdyEfhvzigku4rkeIXdbYxPWLiqsTGCielGUgziTI+BxgEYEyP2b7uUypVMKBU9ZS2OiTu60GE5nuv/WCIfivMsxHBAmKvZ41tEX9z2Tuaz523cl85ks/K5UXGAPplM+N15w0xEemlFJK7WVkwFcW2Cwi83b69CInv4fHXA1M6NEeD6x9D4+zW7RGdje1tXfwn8efyXXLu2tilzU28dHFSylkAsQDMSC+YAsO15AH5+McpLwQa3t+GDHEYkk/4/X/HnWG7Os9b21orBoxYGMbTIcdMol//dolfODwqYweVc1RR0znm/+0mIMOGD/Uh6aUUkqp9+9e4GJjTNoYMwVoBAbsRBidkd0Nq9Zt4d4LL+H6x/uG2FI5gSmuThBsA78NonEBScohsaVT0mzoqGBEWQdeV6AVDGFbgEn6zsCLA5sv3grgi4ecTmC9gR7moJnVNIavf+nCoT4MpZRSaq8lgOzFNbLGmPOAbwIjgPuNMc+KyGki8qIx5nbgJYrrMF0/UCsWgAbZXXr+1bd55KoPc/1jO4TYS7s3OygRCFoN1hjwYHuZiCSWKLFszZUxoryjdHMzM4LlAmHvMGsEosmOTAALp8zlvMlzBmp4SimllNobbV/KaC8lIj8Hfr6T674KfHUwjkOD7Dt49tU3efSqa3qH2OldITbwdyhdFvx2gxXBpYWkbPub7/9v787jpKquRY//1jlV1TPzJDMyhgiKTJIE4/tojGTQGJ8JXK4iJnEWvd68l8HrlaA3MTdXExOfxiEmauKIMTFqFFBUBEUQQWRQkEEQRGgZeqrxrPfHOU0X3VUMbUN1Va8vHz5dtfvUOXudXdW1atc+e/tJairlEncg5Qmu4/8u8vk6avvG8T6MIEEyq2EldlKKkk7CzDHnMKnnqGMQqTHGGGNM/rFENosV6zby+tRLuHJpw4VdS9oP4sfjphJ3wyAgqWAYQQUQEryIhxtTYr0SiAcaYn+y6ziK4M+kEUKJOClEhPLLKql8oyPucn+cbU2XMpKdSrnrpHMZ1+vwxo2qKgs2bOZvK1cjIpw7YjhfHNAXabz+rTHGGGPyRmseWtBaWCKbwR/+uYCaX97EjPQktt0gZg6aTOkHSqRHinhHB1KQKhYIQenWFO02e6ijFC9z4G3Y+eUUsW5KyPVwXSWZcNi8pjsjTvzQH/uigroQHldHbHSCsEa4suwMvjHyc3QqKz3s+l7/3FyeXf0+dQl/eq9573/At074HD+bdHpLnxpjjDHGmFbDZi1o5Pa/z6fm1puZ8UrDcIIl7QYxc/BkEk4Y8aB8S8JfeEvAK4FwlUfFhx6i4KQEJyk4CaHrKy6iSruKOtSD6q0VFBUdON45mvKn7Spy4IYRk7lwwugjSmLf2fYxz6x6b38SC1CXSPDUytWs2bHzM58PY4wxxuSIekf3fwGwRDbNrAeeQ357CzNenLO/LD2JrSee4rkpiPhf3Zfs8JBMzweF8m1KbHcxe9Z3xIuG6Nm7kvpv/KuTEVLqIgI9Sio4rfvII67zaxs2E081vRgw6Xks2LDpiPdnjDHGGJMvbGhB4ObZc+jw4O3MeCktiW3vDydIT2LVhdquIUJ44PoJpHiacRkLAG93hFjEwXE9BgzZTkVF1C9XIeE1nP4O4fJm1bssEibsOMQaJbMhx6EsEmnWPo0xxhiTW1XsfmGezu5ylA+z6yjv/6izRBa4+ZnnaXfXrw9IYl8dPJQfnfKvlL3f0NuqLtR2c4l1diEmOF2iJMuVcFEM5pdC4sAObvGEQadswe2Yoqgosb8nVhWiqYZTX+xEOKf3qc2q+6ThQ7j15YWZfzdscLP2aYwxxpjcUtWzcl2HfNDmhxZMueN+2v26aRJ7xdSLqRxWxvYvl7J3YJh9/UN8PD7M7pEliOMgKni7iikpjaIDo2jfOIT9jFdFcUMOTrHLvpe6E3GSaFJQBS8ueKkwQjmlbhFhCXFG97Gc3i3rCnEH1a28nF9/62uUhMOURyKURyKUhsPc/u2vH9FYW2OMMcaYfCOq+Tu1w5gxY3Tp0qXNfvzkn9/DF158MmMSW79ilwbzZ6VIUhQ9cAEEcTz6f2kzoSIPVahdV0p8bTmpkNBpeCl1z4eIxpM4xSnKhu3DLUsS+6iEr3/+S5x57gAq4/sYVtGPbsUdmx1Dvdp4gtc3fYgITOjfl5Jw+NAPMsYYY0wTIvKWqjavh8kcU212aMF5d9zNqa/OZsZLDVNsNVl2NuDFkxR5TRNDcZRQkYcIiEDxgChVpUXEY2FixTUUF5VCXPCiLlXLOwaPESZeOIjPt+/XovGURsKcPmRgi+7TGGOMMaY1a5OJ7Mk//x8uXPAC17yQPYmt74mVao8ILhpSJO2SLnE8Og/6dP+419q9RWx5t2ewopyAA3V9lfar/SVn/QdBqlzYGq3GPuYZY4wxxnw2bW6M7Mgbb+HC1+Zw7fOHkcTWpgjHHaLdlXhHDy+kKIqDR9chu+jYd5+/vcLWNT3wUg7qOYCAJyTDDnsHCPEKiJdDTTehuqMyd+W6Yx63McYYY0yhaVM9siN/8SsufuMlrp3TsNjBq4OHcvnU6SQaJbGaVEJOiFSpoi5oGGJFHqSg/SZo37N6/z5iNRE0leEzgUCqTIh6kl5ERUnRUYnPGGOMMaYtaTM9ssNm3sL35807IIl9ZehQfnDpNGJFYbT+n4AklHDcAQUEnBiE9wjhPYKThEgyTHjlADzP742t/384isIhvnPKkS98YIwxxhhjDtQmemSH3Hk9Vy1Y2mR2gsv/ZTrxkIsWe+ABeEQqHUJJl/3DWmNQui3I9xVEHC46axzdKeJ3c6MwsRI34iGuNlntrch1KU66OEV+RpxMpbjqqxM4eUCvYxC1McYYY0xhK/hEdvBtN3P1s02T2CumXkwiFMKJKamwgkCk0iWUbOikVlVCcQ64yAuFP85fwgNXnE/RIxXsiUF8fJRw72pimyvAE1xxiIRCTOjfh9986+ss37SNqmiMscf3pkNZybEM3xhjjDGmYBV0Ijvizuu56p9LmPHSgWNiGy7sUn/4gAelmxWK3LRHK1qSgjoXGg0bSKny+vot3PGz7zDz9ufY9tc9eEVKv+6dmDhpOF4IxvXtzahexyEinDK477EI1xhjjDGmTSnYRHbYXbO4YvZSZszPlsT61IF+T9QRjiu7RpcQ7+gPK0j0iePUCHzqNtm3quKpMmRAdx7+zXR2Vlbhug6dOpQdi9CMMcYYYwwFmsgOvWcWVzy5kBnzD7Fil0DPuTUU1fnbtN8Y5dOREC0VPNdBIwJbm+7fQThj5KD997t2rjiq8eSDj3fuY+v23fTt1Yludj6MMcYYcwwUXCI79qEfc8XsZVzzYlpP7NChXDZ5OolwiIZxAspxc2sobphFi8inHn0H7+S9HT38UQdFSrx3gsjWMEHeCynlxHB7ju/e+ZB1Wfr6ep58eDF799QwfuIQvj15PBXtCmuMbDyRZNZvnmXRWxsIh0MkEklOHT+Y/7h6EqFQ095sY4wxxpiWUjCJrOd5jHviei54cBnXzDswib30ounEnTBOHDwXCCv9n6rBTTTaRwn0KKlDOoVYXynESZHskSLVwSO006H90hidN8Y5+/Kxh6zP4w8u4qH7XiEW9Q+yeeNO5j6zgt//5VLKK4pbMvSc+v2fX2XRsg3EEyniiRQAC95czx8eW8SlUyfmuHbGGGOMKWQFMY+s53mMfGAWF929pGkSO3068UgY6jsHXaXDyjjSaKosL6TUTUgyPvQVZp9+HVOHnIyTUEgpodok3V7aQ6el+2BfnFMmjThofWqqozx478v7k1iARDzFnt01/GP20pYKu1X4x7yVxOOpA8pi8SR/e2F5jmpkjDHGmLYi7xPZaCzGiPtnccW9C7lq/ov7yxccP5TLvzudBMGFXQrqQr/HdlM1MEx13xCeC6kweCGoGgNRSvneqO9Q7Ea4YfRXGLGiK/3uqKH/bXspW5cgWR6iakxXnlz07kHrtG7tdsLhpl+rx2NJFi98v0XjzyVVJRpLZPxdbTRzuTHGGGNMS8nroQWqyvg//Zxrf7eQH6xqSGLf7DiYm/pNIZUKIwl/ZgJ1PPo9uZtwHIprEnx6boLdHoSrIVWuhPa6TEoOx3X93H7nnmp21NQRP6ELkvT8RDjs/+75xWu56rzsX5t36FhGMuk1KReBLl0L50IoEWHYwB6sWf9xk9+dMLRnDmpkjDHGmLZE9HDXVj1GROQs4Hb8wQD3qeot2bZtV9ZT/1/FYC7Y8er+ssVdhnDD8KkknRBVfVz2DA4jKY9ec6rRiIukFC8ZJ7S7Fi1xqRrajtq+JUT2elRsSuCkFO0Roa6jSyruEe3gkCwRxIOSHUnaraoinFKGjh9IqFcF7aKC7o3Tu3cnvvntMfTq618EdtnUu9m04RO8VMP5lZBwxr+MZdvaHXy0uZI+g7ox49qz6NevS4ufR0+VJxau4Imnl5KsTnLaKUO45PwvUVoSAWBfVR1Pz1vJu+99xIA+XTj3rJMyzjZQta+Of/79bVa98yF9B3Tlm+eNoVv39vt/v3b9x1x942PEE0lSKSXkOoTDLnf+1xQG9+/W4nEZY4wxR5uIvKWqY3JdD3NorSqRFREXeB/4Cv7EV0uAKaq6OtP2AyIVujHRMO3A4s5D+I/RFxKXEG40RaJc2DG+mE4rolRsSYCnuNsrIZ5AVP35Cxwh3qsDbsifTUDw5zWo7h2i8uRiv0CClb1UKd4eo+dzO/FcQTtWgOsgCq7rEAq73HjL+Yw5ZRCVO6v4z39/lI0ffELCS4FCXZcQpTvi+2dAUPGPf/Md/8q4sQNb7DyqKtN++yib5m4BLziWA2UVRTx+z6XURON8//8+RF00QSyeJBxyCYUcfjfruwwb2GP/fnZ+so8rp91LXW2MWCxJKOwSDrn88o4LGPb5hmV2P/p4D48+vZR1G3cwdGAPJp89huO6tc9QM2OMMab1s0Q2f7S2RHYCMFNVvxrc/wmAqv4i0/ZjRLT+0qklFQO5YfgU6jpVgCpONEWsk8Ong8P0mV+DKEhVLVK5B2kUsgp4fXpAMKxAHdg8qRzCQhMppfv8Sko+USgrakhyAx07l/PIP/4NxxFqonG+MuNOktEkyRKHTiurceMHDjlQoKx7OU89+8MjPV1ZLfhgEz+97nGcRsNUVeDsb5zE3toor7y+Dq9R2w/u35U/3jpt//1bbnyKl+e9e0CvMkC/47ty78OXt1h9jTHGmNbEEtn80dou9uoFbEm7vzUoO6gl7QYxc/BkvLqGMhWo6heidFfK7/kEqKlrksT6BKLx/fdi7Z1g0tgMXKF6QCkUh5sksQB1NTE+2lIJwIoN23DLwiTLXETBiWcYNwvU7KwmFk8eKszD9syS1ZBqWi4Kryx6nzff3tQkiQXY8OEuausazsObi9Y1SWIBtn5YSXVVtMXqa4wxxhjTHK2tR/Z84Kuq+v3g/gXAOFW9Om2bS4BLgrsnAAefQqCwdAF25boSx5DFW9gs3sLWluJtS7FC24i3n6p2zXUlzKG1tlkLtgJ90u73Bralb6Cq9wD3AIjI0rbU9W/xFjaLt7BZvIWrLcUKbS9e07q1tqEFS4DBIjJARCLAZODpHNfJGGOMMca0Qq2qR1ZVkyJyFfAC/vRb96vqqhxXyxhjjDHGtEKtKpEFUNXngOcOc/N7jmZdWiGLt7BZvIXN4i1cbSlWaHvxmlasVV3sZYwxxhhjzOFqbWNkjTHGGGOMOSx5m8iKyFki8p6IrBeRH+e6Pi1NRPqIyHwRWSMiq0TkmqB8poh8JCLLg/9fy3VdW4qIbBKRlUFcS4OyTiIyV0TWBT875rqen5WIDE1rv+Uisk9Eri2kthWR+0XkExF5N60sY1uK77fBa/kdETk5dzVvnizx/kpE1gYxPSUiHYLy/iJSl9bOv89dzZsnS7xZn78i8pOgfd8Tka/mptbNlyXex9Ji3SQiy4PyQmjfbO8/BfsaNvkrL4cWHOlStvlIRI4DjlPVZSJSAbwFfAv4DlCtqv+T0woeBSKyCRijqrvSyv4b+FRVbwk+sHRU1R/lqo4tLXgufwSMB6ZTIG0rIqcC1cCDqnpCUJaxLYOE52rga/jn4XZVHZ+rujdHlnjPBF4KLmL9JUAQb3/gmfrt8lGWeGeS4fkrIsOBR4BxQE9gHjBEVTMs29I6ZYq30e9vBfaq6qwCad9s7z8XUaCvYZO/8rVHdhywXlU3qGoceBQ4J8d1alGqul1VlwW3q4A1HMYqZwXoHOCB4PYD+H9MC8npwAequjnXFWlJqvoq8Gmj4mxteQ5+gqCq+gbQIXgjzRuZ4lXVOapav2TfG/jzYheELO2bzTnAo6oaU9WNwHr8v+F542DxiojgdzA8ckwrdRQd5P2nYF/DJn/layLbrKVs81XwCX8UsDgouir4+ub+QviqPY0Cc0TkLfFXcAPorqrbwf/jCnTLWe2Ojskc+AZYqG0L2duyLbyeLwb+mXZ/gIi8LSKviMjEXFXqKMj0/C309p0I7FDVdWllBdO+jd5/2vJr2LRS+ZrISoay/BsjcRhEpBx4ErhWVfcBdwEDgZOA7cCtOaxeS/uiqp4MTAKuDL7OK1jiL/pxNvBEUFTIbXswBf16FpHrgSTwl6BoO9BXVUcB1wEPi0i7XNWvBWV7/hZ0+wJTOPDDaMG0b4b3n6ybZigrpDY2rVi+JrKHXMq2EIhIGP+PyF9U9a8AqrpDVVOq6gH3kmdf0R2Mqm4Lfn4CPIUf2476r6iCn5/kroYtbhKwTFV3QGG3bSBbWxbs61lEpgHfAKZqcEFC8BV7ZXD7LeADYEjuatkyDvL8LeT2DQHfBh6rLyuU9s30/kMbfA2b1i9fE9mCX8o2GHf1B2CNqt6WVp4+plg82wAAB4xJREFU7uhc4N3Gj81HIlIWXFSAiJQBZ+LH9jQwLdhsGvD33NTwqDigJ6dQ2zZNtrZ8GrgwuPL5FPyLZrbnooItSUTOAn4EnK2qtWnlXYOL/BCR44HBwIbc1LLlHOT5+zQwWUSKRGQAfrxvHuv6HSVnAGtVdWt9QSG0b7b3H9rYa9jkh1a3stfhaCNL2X4RuABYWT+tC/BTYIqInIT/tc0m4NLcVK/FdQee8v9+EgIeVtXnRWQJ8LiIfA/4EDg/h3VsMSJSij/rRnr7/XehtK2IPAKcBnQRka3AjcAtZG7L5/Cvdl4P1OLP3pBXssT7E6AImBs8r99Q1cuAU4FZIpIEUsBlqnq4F061ClniPS3T81dVV4nI48Bq/CEWV+bTjAWQOV5V/QNNx7hDAbQv2d9/CvY1bPJXXk6/ZYwxxhhjTL4OLTDGGGOMMW2cJbLGGGOMMSYvWSJrjDHGGGPykiWyxhhjjDEmL1kia4wxxhhj8pIlssbkORG5XkRWBUuDLheR8UH5fSIyvJn77C8izZ7HVkRmisgPg9uzROSMI3jsaSLyTHOP/VmJSHVLbJNLIjIqaH8RkV31y8WKyHEioiLypbRtd4pIZxG5SkRs2iRjTF7Jy3lkjTE+EZmAv3LUyaoaE5EuQARAVb+f08oFVPU/c12HQiYiIVVNNir+KXCzqqqILAYm4M/1+QXg7eDnayIyFNilqpUicj+wEPjjMay+McZ8JtYja0x+Ow4/EYkBqOqu+qV+ReRlERkT3K4Wkf8SkRUi8oaIdA/KBwb3lwQ9p016GkXEFZFfBdu8IyIZF2oIeobfE5F5wNC08j+JyP8Obp8uIm+LyEoRuV9EioLys0RkrYi8hr/kZ/1jy4LtlgSPOyfDcU8TkVdE5HEReV9EbhGRqSLyZnCcgcF2/UTkxSCGF0Wkb1A+QEReD45xU6N9/5+0uH92sIYIerHXisgDwfazg4UvMsYtIuNE5K/B788RkToRiYhIsYhsSGuf50XkLRFZICLD0s7pbSIyH/hlo3pUACNVdUVQtBA/cSX4eRt+Ylt/fxFAsPrYJhEptKWRjTEFzBJZY/LbHKBPkMDdKSJfzrJdGf7KUicCrwI/CMpvB25X1bFkXxv9e/hLTo4FxgI/EH+p0f1EZDT+Kkej8BPRsY13IiLFwJ+A76rqCPxvhC4Pyu8FvglMBHqkPex64KXg2P8L+JX4Sxg3diJwDTACf0WiIao6DrgPuDrY5g7gQVUdCfwF+G3aObgrOMbHafU9E3950XHAScBoETk1yzmqNxS4JzjGPuCKbHEDy4LzRRD3u/jnbTywOCi/B7haVUcDPwTuTDvWEOAMVf33RnUYw4HLGy+iIZEdB/wN6BPc/wJ+oltvaVAXY4zJC5bIGpPHVLUaGA1cAuwEHhORizJsGgfqx52+BfQPbk8AnghuP5zlMGfir6O+HD/B6oyf4KWbCDylqrWqug9/7fXGhgIbVfX94P4D+Mt5DgvK16m/1OCfGx37x8GxXwaKgb4Z9r1EVbcHPdMf4Cf4ACsbxVof40NA/TjRL9KwzOhDjY59Jv5X8cuCejaOu7EtqlqfGP45OEbGuIPhAOtF5HP4CeZtwfmYCCwQkXL8RPOJIP678Xvg6z2RZanX4/CfC/XeBEYFHwDCwXNmg4gMIq1HNvAJ0PMQMRpjTKthY2SNyXNBMvMy8LKIrASm4fcApktow3rUKY7stS/4vYIvHKoqh7GfI32sAOep6nuH2Hcs7baXdt8je6ya5Xb6sX+hqncf4tjZ9ll//2BxLwAmAQlgHn67ufi9rw6wR1VPyvLYmizldfgJv18B1VoRWQ9cjJ+QA7wBfA3oBqSf2+Lg8cYYkxesR9aYPCYiQ0UkvZfwJGDzEeziDeC84PbkLNu8gD8EIBwcc0iGr/dfBc4VkZJgjOY3M+xnLdA/6AkEfwjAK0H5gPqxrMCURse+WkQkOPYomm8RDTFOBV4Lbi9sVJ5+7IuDnlFEpJeIdDvEMfqKfwEe+HG8Rva4wT9v1wKvq+pO/N7uYcCqoGd7o4icHxxfROTEw4hzDTCoUdnC+uME91/HH4rxRtoHHPCHKzR7tgpjjDnWLJE1Jr+VAw+IyGoReQcYDsw8gsdfC1wnIm/ifyW9N8M29wGrgWXiT8l1N416OVV1GfAYsBx4Er+nkUbbRIHp+F+Vr8TvLf19UH4J8GxwsVd6In4TEAbeCY59E803A5genKcL8BM5gp9XisgSoH1afefgD0V4PajvbKDiEMdYA0wLjtEJf+xtxriD7RcD3fETWoB3gHfSksupwPdEZAWwCmhysVtjqroWaB98oKi3EDiehkR2GdCbA4cVgD/MYt6hjmGMMa2FHPhh3BjTlgRX1dcF0zRNBqao6iGTJdOUiPQHnlHVE3JcFUTk34AqVb3vCB4zCrhOVS84ejUzxpiWZWNkjWnbRgN3BF/d78EfR2ny313A+Uf4mC7ADUehLsYYc9RYj6wxxhhjjMlLNkbWGGOMMcbkJUtkjTHGGGNMXrJE1hhjjDHG5CVLZI0xxhhjTF6yRNYYY4wxxuQlS2SNMcYYY0xe+v/CaI5uroW/OwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.DryBulb, label='Temperature (deg C)')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.DNI, label='DNI (W/m**2)')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sapm_sd_scatter(tmy_data.AOD, label='AOD')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 36, "metadata": {}, "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": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 38, "metadata": {}, "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": 39, "metadata": {}, "outputs": [], "source": [ "from scipy import optimize" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "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": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "optimized coefs:\n", "[ 2.09753481e-01 5.39374774e-06 9.34193024e-04 -1.37476820e-03]\n", "covariances:\n", "[[ 1.31117432e-07 -9.53394823e-11 -7.65600096e-09 -2.26663609e-09]\n", " [ -9.53394823e-11 1.83615061e-13 -7.52625230e-13 -2.45390125e-12]\n", " [ -7.65600096e-09 -7.52625230e-13 1.22460487e-09 1.87325667e-10]\n", " [ -2.26663609e-09 -2.45390125e-12 1.87325667e-10 3.68681980e-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": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "power_pvusa = pvusa(pvusa_data, *popt)\n", "\n", "fig, ax = sapm_other_scatter(tmy_data.DryBulb, power_pvusa, clabel='Temperature (deg C)',\n", " aspect_equal=True, xlabel='PVUSA (W)')\n", "\n", "maxmax = max(ax.get_xlim()[1], ax.get_ylim()[1])\n", "ax.set_ylim(None, maxmax)\n", "ax.set_xlim(None, maxmax)\n", "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }