{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PVSC 2015\n", "\n", "This notebook contains all of the code needed to reproduce the figures found in the **PVLIB Python 2015** manuscript and poster in the 42nd IEEE PVSC. It is not intended to be a comprehensive introduction to ``pvlib-python``. \n", "\n", "The manuscript and poster authors are William F. Holmgren, Robert W. Andrews, Antonio T. Lorenzo,\n", "Joshua S. Stein.\n", "\n", "Table of Contents\n", "1. [Setup](#Setup)\n", "2. [Single axis tracker](#Single-axis-tracker)\n", "2. [SAPM](#SAPM)\n", " 2. [Parameters](#Parameters)\n", " 2. [IV curves](#IV-curves)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "The essential functionality requires:\n", "* ``matplotlib``\n", "* ``numpy``\n", "* ``pandas``\n", "\n", "The plotting library ``seaborn`` is needed to reproduce the figures exactly. You'll need to comment out any ``sns`` lines if you don't install ``seaborn``.\n", "\n", "All of these packages can be easily installed using the conda package manager. To create a new conda environment to run this notebook, run these commands in your shell:\n", "\n", "```\n", "$ conda create -n pvlibpvsc python matplotlib numpy pandas seaborn ipython-notebook ephem\n", "$ source activate pvlibpvsc\n", "$ git clone https://github.com/pvlib/pvlib-python.git\n", "$ cd pvlib-python\n", "$ git checkout 621ad97\n", "$ pip install .\n", "$ ipython-notebook\n", "```\n", "\n", "First, the standard scientific Python imports. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# plotting modules\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "try:\n", " import seaborn as sns\n", " sns.set_style('ticks')\n", " sns.set_context('notebook', font_scale=1.5)\n", "except ImportError:\n", " pass\n", " \n", "# built in python modules\n", "import datetime\n", "\n", "# python add-ons\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import pvlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0.2.0dev'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pvlib\n", "from pvlib.location import Location\n", "pvlib.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make some pvlib ``Location`` objects. These objects are convenient ways to keep track of coordinates, time zones, and elevations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n", "Albuquerque: latitude=35, longitude=-106, tz=US/Mountain, altitude=1619\n", "Johannesburg: latitude=-26.2044, longitude=28.0456, tz=Africa/Johannesburg, altitude=1753\n" ] } ], "source": [ "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "print(tus)\n", "abq = Location(35, -106, tz='US/Mountain', altitude=1619, name='Albuquerque')\n", "print(abq)\n", "johannesburg = Location(-26.2044, 28.0456, 'Africa/Johannesburg', 1753, 'Johannesburg')\n", "print(johannesburg)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Boolean to control saving the figures.\n", "# You'll need to change the directories if you want to save them.\n", "save = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single axis tracker" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulation of single axis tracker output near Albuquerque, NM (figure 1)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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paWe1XoNLKgCklMer/d8uhNiA6uLYDVQfA5gM7DnNc04CJjkvE0I0B3Z26tSJ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\nitG7d++0oY305VWqVPnLef48LwVJSYWIiASF7G61XLFiBQkJCaxZs4a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2015,6,1), end=datetime.datetime(2015,6,2), freq='5Min')\n", "\n", "solpos = pvlib.solarposition.get_solarposition(times, abq)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(solpos['apparent_zenith'], solpos['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=45,\n", " backtrack=True, gcr=.3)\n", "\n", "ax = tracker_data.drop('surface_azimuth', axis=1).plot()\n", "plt.ylim(-100,100)\n", "plt.ylabel('Angle (degrees)')\n", "plt.title('Single Axis Tracker Simulated Angles')\n", "sns.despine()\n", "\n", "ax.set_xlabel('Time of day')\n", "ax.xaxis.set_major_formatter(mpl.dates.DateFormatter('%H', tz=solpos.index.tz))\n", "plt.setp(ax.xaxis.get_majorticklabels(), rotation=0, ha='center')\n", "\n", "if save: plt.savefig('/home/will/git_repos/pvsc2015/abq-tracker.eps', format='eps')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Try3GpS7iMfuoEBP0dxZWjMFeGmbubwrVnDtORlI9ba4FMoBbtNb/cBYqpbrU2uIMe6zv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irrad_data = pvlib.clearsky.ineichen(times, abq)\n", "\n", "dni_et = pd.Series(pvlib.irradiance.extraradiation(times.dayofyear, method='asce'), index=times).tz_localize(abq.tz)\n", "\n", "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['GHI'], albedo=.25)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(tracker_data['surface_tilt'], tracker_data['surface_azimuth'], \n", " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", " solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "global_in_plane = pvlib.irradiance.globalinplane(tracker_data['aoi'], irrad_data['DNI'], \n", " haydavies_diffuse, ground_irrad)\n", "ax = global_in_plane.plot()\n", "sns.despine()\n", "plt.ylabel('Irradiance (W m$^{-2}$)')\n", "plt.title('Single Axis Tracker Simulated POA Irradiance')\n", "\n", "ax.set_xlabel('Time of day')\n", "ax.xaxis.set_major_formatter(mpl.dates.DateFormatter('%H', tz=solpos.index.tz))\n", "plt.setp(ax.xaxis.get_majorticklabels(), rotation=0, ha='center')\n", "\n", "if save: plt.savefig('/home/will/git_repos/pvsc2015/abq-tracker-irrad.eps', format='eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SAPM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some simulations using the Sandia Array Performance Model.\n", "\n", "Get the module database from NREL." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sandia_modules = pvlib.pvsystem.retrieve_sam(name='SandiaMod')\n", "#sandia_modules" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a random model from another pvlib-python tutorial." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Vintage 2009\n", "Area 1.701\n", "Material c-Si\n", "#Series 96\n", "#Parallel 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 -6.93035e-05\n", "B0 1\n", "B1 -0.002438\n", "B2 0.0003103\n", "B3 -1.246e-05\n", "B4 2.112e-07\n", "B5 -1.359e-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": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", "sandia_module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recalculate simulation parameters for a new location and a fixed tilt system." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "times = pd.date_range(start=datetime.datetime(2015,4,1), end=datetime.datetime(2015,4,2), freq='30s')\n", "solpos = pvlib.solarposition.get_solarposition(times, tus)\n", "irrad_data = pvlib.clearsky.ineichen(times, tus)\n", "\n", "aoi = pvlib.irradiance.aoi(tus.latitude, 180, solpos['apparent_zenith'], solpos['azimuth'])\n", "#plt.figure()\n", "#aoi.plot()\n", "\n", "am = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", "\n", "# a hot, sunny spring day in the desert. no wind.\n", "temps = pvlib.pvsystem.sapm_celltemp(irrad_data['GHI'], 0, 30)\n", "\n", "sapm_1 = pvlib.pvsystem.sapm(sandia_module, irrad_data['DNI']*np.cos(np.radians(aoi)),\n", " irrad_data['DHI'], temps['tcell'], am, aoi)\n", "#sapm_1.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a reusable plotting function to generate a nice panel." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_sapm(sapm_data, figsize=(16,10)):\n", " \"\"\"\n", " Makes a nice figure with the SAPM data.\n", " \n", " Parameters\n", " ----------\n", " sapm_data : DataFrame\n", " The output of ``pvsystem.sapm``\n", " \"\"\"\n", " fig, axes = plt.subplots(2, 3, figsize=figsize, sharex=False, sharey=False, squeeze=False)\n", " plt.subplots_adjust(wspace=.3, hspace=.4)\n", "\n", " ax = axes[0,0]\n", " sapm_data.filter(like='I').plot(ax=ax)\n", " ax.set_ylabel('Current (A)')\n", "\n", " ax = axes[0,1]\n", " sapm_data.filter(like='V').plot(ax=ax)\n", " ax.set_ylabel('Voltage (V)')\n", "\n", " ax = axes[0,2]\n", " sapm_data.filter(like='P').plot(ax=ax)\n", " ax.set_ylabel('Power (W)')\n", " \n", " # x axis formatting\n", " [ax.set_xlabel('Time of day') for ax in axes[0,:]]\n", " [ax.xaxis.set_major_formatter(mpl.dates.DateFormatter('%H', tz=sapm_data.index.tz)) for ax in axes[0,:]]\n", " [plt.setp(ax.xaxis.get_majorticklabels(), rotation=0, ha='center') for ax in axes[0,:]]\n", "\n", " ax = axes[1,0]\n", " [ax.plot(sapm_data['Ee'], current, label=name) for name, current in sapm_data.filter(like='I').items()]\n", " ax.set_ylabel('Current (A)')\n", " ax.set_xlabel('Effective Irradiance')\n", " ax.legend(loc=2)\n", "\n", " ax = axes[1,1]\n", " [ax.plot(sapm_data['Ee'], voltage, label=name) for name, voltage in sapm_data.filter(like='V').items()]\n", " ax.set_ylabel('Voltage (V)')\n", " ax.set_xlabel('Effective Irradiance')\n", " ax.legend(loc=4)\n", "\n", " ax = axes[1,2]\n", " ax.plot(sapm_data['Ee'], sapm_data['Pmp'], label='Pmp')\n", " ax.set_ylabel('Power (W)')\n", " ax.set_xlabel('Effective Irradiance')\n", " ax.legend(loc=2)\n", "\n", " # needed to show the time ticks\n", " for ax in axes.flatten():\n", " for tk in ax.get_xticklabels():\n", " tk.set_visible(True)\n", " \n", " return fig" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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617+mrq6ORx55hAsvvPCU7suOJE/+LsBgMGAwGBg1ahR/+ctfeO6553j99ddxc3Nj4sSJ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\nIiI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.axes_style('whitegrid'):\n", " fig = plot_sapm(sapm_1)\n", " #sns.despine(fig=fig)\n", " if save: fig.savefig('/home/will/git_repos/pvsc2015/fixed_sapm.eps', format='eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IV curves" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Make some IV curves based on this data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter('ignore', np.RankWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a couple of functions to take the DataFrame 5 point model input and turn it into a smooth curve." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def sapm_to_ivframe(sapm_row):\n", " pnt = sapm_row.T.ix[:,0]\n", "\n", " ivframe = {'Isc': (pnt['Isc'], 0),\n", " 'Pmp': (pnt['Imp'], pnt['Vmp']),\n", " 'Ix': (pnt['Ix'], 0.5*pnt['Voc']),\n", " 'Ixx': (pnt['Ixx'], 0.5*(pnt['Voc']+pnt['Vmp'])),\n", " 'Voc': (0, pnt['Voc'])}\n", " ivframe = pd.DataFrame(ivframe, index=['current', 'voltage']).T\n", " ivframe = ivframe.sort('voltage')\n", " \n", " return ivframe\n", "\n", "def ivframe_to_ivcurve(ivframe, points=100):\n", " ivfit_coefs = np.polyfit(ivframe['voltage'], ivframe['current'], 30)\n", " fit_voltages = np.linspace(0, ivframe.ix['Voc', 'voltage'], points)\n", " fit_currents = np.polyval(ivfit_coefs, fit_voltages)\n", " \n", " return fit_voltages, fit_currents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pick out a handful of times for which to make the IV curves." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Xt29fxo0bx9ixY3E6nQghmDlzpt9rp6amkp6ezuDBg3E4HEydOpVWrVpVsauu\nV7Bfv34cOXKEUaNGYbPZsFgsDB8+/GoewRUxGLzz0DwTRKWUViHESOBlIURD4HtgPICU8j9CiK5o\ngiQYWCelfFP38TjQQ0r5q+rsgCeB14UQh4BKtGm1F68q/iuopesaIUQb4Pj27duJj7+qXBWF4oYk\nPj6evLw8QEuqO3nyqnoyvaisrKTC7uRSqY3iUhslZTaKL9kovlRBcamNiyUVXLhUwYWSCi6WVHC+\nuILzJeWcLy6vVqSYTQaaNm5AiyYNaNEkjOim2k/LZg2JjWpIZKMQNZyjUPw4brj/QKpnQ6G4gdiw\nYQNDhw51f/4xGAyXp0o3iQitcbvKykpKSm2cu1jO2QtlnLtQxtkLZZw5X8b350s5U1TG6aJSvjh2\nhs8rz1Rp3yDEREyzcOJbhBMf3YhW0eG0im5EXPNwtVaMQnGTosSGQnED0b179x/Vm3EtMBgMhIcF\nEx4WTKvoRgHtbHYHp4tKKTx7iYKzl8j/voRT35eQ/30JJ08Xc+zUeS97s8lI65aNaBMTQbu4xrRv\nFUnb2MaE1sFsLYVCUbuo/8UKhaJWCDKbiI0KJzYqvEqd01nJ6aJScgsucrLwIiesFzmef4ET+Rc4\nlneed/dqSwYYDdC6ZQQdWkXS+damdL61GTFRDdUwjEJxg6HEhkKhqHOMRoM7l6NHp2h3ucPh5NT3\nJRzNO883uUV8c7KIoyeL+Db/AlkfnwCgcXgwCW2j6NYhim4dmivxoVDcAKgEUYVCcV3jcFbyXf4F\nDh8/w5fHz/Ll8TN8f77MXR8V2YA7Orbgzk7RdOvQXA27KH4K3HDq+qYQG7GxsezYsaO+w1EoFHVA\nZWUl+d+XcOCb7znw9WkOfn2ai5dsgLZAWmL7KO7uGsvdXWOIaBhcz9EqFLWCEht1iUtsHDt2jOjo\naLVss0LxE8ThrOTId+f45LCVT74s4Nt8bbMqo9FAt/ZRJP0sjj6JsTRsUPer5yoUtYQSGzVBCNEZ\n+NxPVZKU8oOr8NMGXWzY7XYaN49k5sa/E2oOIdQcQogpmBBzCKHmYEJMIYSYgy/XmfVzvTzEHILZ\neP0t6qRQKK6OgrOXeP/AKXYfyOPrXG115eAgE727xmC5sxWJ7ZurRceuQ9avX8/SpUsxGAyEhoYy\nffp0EhIScDgczJkzh/fffx+Hw8HEiRPdG7C5yMzMJDs7m8WLL+8rlpqaipSSsLAwAHr16kVaWlqV\n65aWljK0SLEiAAAgAElEQVR9+nQOHz6M0+nk2WefJTk52cvm4MGDPPTQQ+zatYvIyEi/8S9evJj1\n69fjcDgYOnSoewM1F7t372bevHlVVjD1xZ/dzp07WbBgARUVFQgh2Lp1a4S/RbWEEIOA2UAIcBB4\nVEp5UQhhAhYA96Plas6TUr7qp31AOyFEB7TdZJsCxcB46doRrwbU1+BmV7QVzhJ8ys/+GKcVDhvv\nfVv9znrVYTKaCDUFE+wpQnTB4hIk2nkwoeZggk0e9Xq5VxtTkNtXsDmYIKNZJbIpFLVMdNMwRvZr\nz8h+7bGeKSHns5Ns/ySXnftOsnPfSVo0acDA3rdyf89b1DDLdcKxY8eYO3cu69atIyoqipycHFJT\nU9mxYwerVq0iNzeXTZs2UVxczJgxY+jcuTOJiYkUFRWxYMECNm7cSM+ePb187t+/nzVr1tC8efNq\nr71w4UIaNmzI5s2byc/PZ/To0XTt2pXoaC1x+ezZs6Snp2O3B953LCcnh23btrF27VqMRiOPPvoo\n7dq1Y+DAgZSVlbFo0SJWrFhR7X4pgezOnj3LtGnTWLVqFa1bt2bevHkAfwG81nUXQjRHEwO9pZRH\nhRB/8bB7HG0b+i5ABPChEGKflPITnzCqs3sbWCClXCWEGAC8Q9V3eEDqS2wkAF9IKQuvaFlD4uLi\nWPHvlXRM7EyZrYxyRwVl9nLK7eWU2Ssot5d7lGnnZQ693F5BucNlV0G5o4JSexlFZRcoc5RfaU36\nGmPAQLAuQEJ0oRJsDtKOusgJMVU9DzYFE2wKIsSsHYNd9aagyz9mz3MlbBQKgJbNGjImWTDachuH\nvz1L9scneG9/Hss2fcnKbV/Rt3s8Q+5py62xjes71J80ISEhzJo1i6ioKAASEhI4ffo0NpuN7Oxs\nUlJSMBqNREREMGjQIDZs2EBiYiJbt24lOjqaKVOmkJOT4/aXm5tLSUkJzz33HHl5eXTp0oW0tDQa\nN676e96+fTvz588HICYmhqSkJLZs2cIjjzyC0+lkypQpPPPMMzz22GMB48/KymLIkCGEhmqL440c\nOZINGzYwcOBAdu/eTXl5uXsDt0AEstu9ezeJiYm0bt0agLFjx/Laa689BDwlhOgBvCalvB2tN+Jj\nKeVRveki4ACa2BgBLJZSOoEiIcQqYBzwiRDieaBSSpkeyE4IcQoQUspVAFLKrUKIRUKI26WUnwW8\nKQ/qU2wcvlbOWrZsSW5u7rVy50VlZSV2p90tQjTRYnOLmApPAePQzl1ipsJho8xRQYUuZiocNg8/\nFVysKKa81EaFvYJKru1wlgEDQSazW5QEuYSIMYhgcxBBxiCv8iBTEMFGs7sHxl1uDNL9aDZaOzNm\no2eZGbPJ7G4XZDRjUkNSiusIg8FA51ub0fnWZkwcmkD2xyfY/P5xsj4+QdbHJ+jRKZrRltvodGvT\n+g61zjj+xjLOfPBhrV6jWe+7ufWXE65oFxcXR1xcHKD9zZ0zZw4Wi4WgoCCsVqvXLq/R0dG4eu9d\nwylr1qzx8nfu3Dn69OnDjBkzaNq0KbNnz2batGm88sorVa6dn59fxb/VagXgxRdfpFu3biQlJVUb\nv9VqpXfv3l4+CgoKAEhOTiY5OZk9e6rvdQ9kZ7Va3b0sLt9AhBAiXEq5F7hdr2qF906sebpdIyAe\nbQdXz7pEACnlDI9yX7uTul08cMon5JNou79e92IjRAjxIdAGLX9jmp8unRrx+uuvX8PQvDEYDNoL\n1BREOA1r5RpuQeOooMJu8xItFY4Kyh02KvS6Csfl+gqHdl5hd332KHNUYHPYPcoqKK4owabX1zYG\ng8FLfFwWJJfFidlo0j/rZa5zd73ZXW521evlZp9y19HkU6ad62UGk/vcZDRhNNyYS2P379/fvd28\nxWLx2rhKcWXCGwQxvG87ht7Tlk+/KuCdHd+w93ABew8XkNCuGWPvFyS2r77rXVE7XLp0ibS0NAoL\nC91/151OZxU7o7H6/7uJiYksXLjQfT558mSSkpKw2+2Yzd6vvUD+d+7cyaFDh8jIyHD3bgfq5fZX\nfqUYa0o1PesOn/NAXdkOwF8wvu3xY2eopn0gH36pc7EhhGgA3ArkA88CFcBkIEcI0V1K+dXV+uzS\npcu1DbKO8RQ01MEQskvcuISJzWGjwmlzixObw47Nz3mFfq61tWN32Khw2rE77FQ4bdg92tmqlNu5\nVFGK3XkRm1M7r++ZUEaD8bIY0YWISf/sKVTcR8Plc5NvG13MeAqey0LH1dZH/FT57HH0EFuePUcD\nHhhAdna2+x6ys7OJj49XM7F+AEajgTs7t+TOzi354tgZ/pV9hH2ykD8u+oDuHVvwyKDON/Xwyq2/\nnFCjXoe64tSpUzzxxBN06NCB5cuXExys/TGMjY2lsPDyiHtBQYFXT4Q/9u7dy/nz57FYLIAmKAwG\nA2fOnOHxxx8HtL+7r776qtt/s2bN3P47derEmjVrsFqtjBgxwu13woQJ7mEOV0xPP/00MTExVWKs\nLj/jaoiJieHAgQNevoFzUspSH9MTgGfiSpxud0kIcQKI9anzNxwQyO4E4HtDcXj3pFRLnYsNKWWp\nECICqJBS2gGEEI8Ad6BtY/t0Xcf0U8NT3NROX03NcDgd2J0ObB6CxO50YHfasTns2D3O7bpAcbVx\n2TgqHW4797nDjt3j6HA63G092zucDne93VVXqdmW2sv0c6fb9noge3t2lbK8vDz6PtCPp1f+UR/6\nMnvn9OizsC4nNAfrM7Iuz85qYA4lNCiUBuYQGgQ1+MnNzOrSthnPT7qbIyfOsWzTl+z7qpDPZCF9\nu8fz8MBOtGgSVt8h3tQUFRUxbtw4HnzwQZ56yivvEYvFQmZmJv369aOkpITNmzfzwgsvVOuvpKSE\nWbNm0aNHDxo3bkxGRgYDBgwgOjq6ymwQi8XC6tWrSU9Px2q1smvXLp588knGjx/vZdexY0eWL19O\nZGQkS5Ys8aozGAy8/PLLjBkzBpPJxNq1axk5cuSPeCKX6dOnD3/961/57rvvuOWWW1i1ahWAvykt\nWcB8IUR7KeU3wBMeduuBiUKIjUAjYAxaMqgvfu2klHlCiKNCiDFSytVCiAcAh5TyUE3vo16GUaSU\nl3zOK4UQX6KNC/lFCJEOzAhUr7jxcPUKhNRFd86PpLKyEmel00uUODw+2/2IGbvToYshP+Ueny+L\nKLuXjc1p087dQszGvzGAn/wep9PJ8XO52J2BM+avhiBTEGFBDQgzhxIW3ICGQWHuY6OQhoQHhxEe\n3JDw4IZEhDQiIkQ7hgU3uGGHpwBua92EmU/05jN5mn9u+oKdn57kw0P5pPQXDLu3HUHmG/fermdW\nrlxJQUEBWVlZXsOCy5YtY+zYsZw4cYJhw4Zhs9lISUmhR48eXu19k+H79u3LuHHjGDt2LE6nEyEE\nM2fO9Hvt1NRU0tPTGTx4MA6Hg6lTp9KqVasqdtUl3Pfr148jR44watQobDYbFouF4cOHX80jCEiz\nZs2YPXs2Tz/9NDabzZUo+jsAzwRRKWWhEOKXQKYQIhj4BnAppkVos0wOoPWfL5ZS7tJ9PA/u3I2A\ndkAK8JoQYjpQCoy6mvuo83U2hBB3ADnAvVLKfXqZCS1hdLWU8k9X4asNarlyxU+I/v37ew2jgJZc\n5xpGcTqdVDht3jk8dpue+1PhNTurzOen1F5Gma2cUnspl2xllNrKKLGVcslWiq2GeT4mg5GI0EZE\nhkYQGRpBk9DGNGkQSdMGkTRp0JiosKZENWxCw6Cw6362lNNZybt7c/nnpi84X1xBq+hwnhiZqPI5\nFNcD1/d/Hj/Uh9gwAZ+gJZY8BZQAU4FfAB2llN9fha82KLGh+IkRHx9PXl4eoAmNuthyvsJh45Kt\nlJKKSxRXlHCxvMR9vFhRzIVy/afsIkVl5ykqu1BtInKoOYSosKa0aNiM6PDmRIdHER3enJhGLWjR\nMOq6GsYpvlTB8i2H2frht1RWQv+7WvPYsATCQtWKpIp6Q4mNmiCEiAH+hjYvuCGwC/idlPLLq/TT\nBiU2FD8x9u3bx9ChQwGu28TQyspKyuzlnCst4mzpec6VnudsaRHfXzqr/5zjdMkZLtl8c9y03pHo\n8ObERrSkdeMYWjWOpXXjOGIaRderCDly4hwv/3s/x09doEWTBvxfSne6to+qt3gUP2mU2KhLlNhQ\nKG5siitKKCz+Hmvx91iLC8m/WMipiwWcumClxEeImI1mWjeOpW2T1tzapDXtmramdWR8nQoQm93J\nqixJ5vYjOCth6D1tmTCoM8FB109PjOIngRIbdYkSGwrFzUllZSXnyy6QeyGf3POnOHH+FN+dO8l3\n5/O8kmCDTUG0a3oLHZq1pVPz9nSKak9YcINaj09+d5a/r/yMvNPFtItvTNr4O2nZrD7ndil+Yiix\nUZcosaFQ/LSwOx2cPJ/PsXMn+ObMcb4+c5wTF06512wxGAy0jWxN5xYdSGzZiU7NOxBsqp3cirIK\nO0vWHiLr4xM0bBDE8Xf/yicfaYn7arE1RS2jxEZdosSGQqEotZXx9ZnjHD79DV8USr4++617XZQQ\nUzBdogXdY7pwR2wizcKaXPPrZ+35jnFjhlH43QGvcs9ZQgrFNUaJjbpEiQ2FQuFLmb0c+f1RDuR/\nyWf5X5B30equ69DsVnrG306v+NtpEX7tkjuNRqPfFXHraraQ4ieHEht1iRIbCoXiShQWf8++/M/Z\nc/Izvjz9tVsUiGZtubdNL+5u3Z3w4B+Xb6HEhqKOUWKjLlFiQ6FQXA0Xyi7ySd4BPsj9lM8LJJVU\nYjaa6RGbSHK7JLpGd/xBi435W2wtLCKKf/37HQbdf++1Cv+mZv369SxduhSDwUBoaCjTp08nISEB\nh8PBnDlzeP/993E4HEycONG926uLzMxMsrOzWbx4sbssNTUVKSVhYdpS87169SItLa3KdUtLS5k+\nfTqHDx/G6XTy7LPPkpyc7GVz8OBBHnroIXbt2kVkZKTf+BcvXsz69etxOBwMHTqUyZMne9Xv3r2b\nefPmVVku3cXZs2eZMmUK+fn5GI1GXnjhBW6/XdvQ9c0332TFihUEBQXRvn17Nm3a1FRKec7XhxBi\nEDAbCAEOAo9KKS/q61stQFtuwgzMk1K+6qd9QDshRAdgKdAUKAbGS9f2uzWgvnZ9VSgUijonIrQR\nlnZJWNolcfZSEbu++5icbz/io5P7+OjkPmIbRXN/+3vp26YXDYNrvh9KVlaW12JrTaOi6T3+Vd58\nr5gOHc9xW+trnytyM3Hs2DHmzp3LunXriIqKIicnh9TUVHbs2MGqVavIzc1l06ZNFBcXM2bMGDp3\n7kxiYiJFRUUsWLCAjRs30rNnTy+f+/fvZ82aNTRvXv2KrwsXLqRhw4Zs3ryZ/Px8Ro8eTdeuXd3b\nup89e5b09HTs9sBbAeTk5LBt2zbWrl2L0Wjk0UcfpV27dgwcOJCysjIWLVrEihUrqt2c7fnnn+eu\nu+5i0qRJfPXVV0yaNIn//ve/7N+/n4yMDDIzM4mKimLZsmVs2rRpCT7LhQshmqOJgd5SyqNCiL8A\nf0FbPPNxtGXIuwARwIdCiH1+dlqvzu5tYIGUcpUQYgDwDtoO7jVCiQ2FQvGTpGlYJMM63c/Qjv35\n+sxx/vvNe3yQ+yn//OzfrDy0geS2SQwWlhonlW7YsMFrsbUiZxQvrvqM6Ys/IP1Xveh8a7PavJ2r\nJmvjl3x54FStXqNzt1j6D+l8RbuQkBBmzZpFVJSWR5OQkMDp06ex2WxkZ2eTkpKC0WgkIiKCQYMG\nsWHDBhITE9m6dSvR0dFMmTKFnJwct7/c3FxKSkp47rnnyMvLo0uXLqSlpdG4cdVdfLdv3878+fMB\nbYfVpKQktmzZwiOPPILT6WTKlCk888wzPPbYYwHjz8rKYsiQIYSGhgIwcuRINmzYwMCBA9m9ezfl\n5eXu3WL9YbfbycnJIT09HdA2fbvlllvYtWsXubm53H333e5nk5yczOzZs4cIIczAz9D3RkHrjfhY\nSnlUd7sIbY+Tp4ARaPucOIEiIcQqYBzwib43SqWUMj2QnRDiFCCklKsApJRbhRCLhBC3Syk/C/hg\nPFBiQ6FQ/KQxGAzcFtWW26LaMv5nD/Lu8Q/Y+vVONh3ZztZvdnLvLT0Z1rE/sRHVbxnevXv3KvkZ\nwUEm5r31KTOWfMifHu2p9lUJQFxcHHFxcYC2xsqcOXOwWCwEBQVhtVq9tpSPjo7G1XvvGk5Zs2aN\nl79z587Rp08fZsyYQdOmTZk9ezbTpk3jlVdeqXLt/Pz8Kv6tVi2p+MUXX6Rbt24kJSVVG7/VaqV3\n795ePvSt4ElOTiY5OZk9e/YEbH/u3DmcTidNmlwWti1btsRqtdK1a1feeustd5zr168HbZO0ZlLK\nvcDtepNWeG/5ngdECCEaoW1ymutTlwjuDdhc+Nqd1O3iAV9lehJtm3klNhQKheJqiAhtxPBODzD4\nNgvvffcx67/axo7jH7Dz2w+5r83djEoYRFRY0xr7S+oWh9lk5K/L9/L8ax/xx1/2pHvHFrV4BzWn\n/5DONep1qEsuXbpEWloahYWFvP7664C2o7EvRmP1u+8mJiaycOFC9/nkyZNJSkrCbrdjNnu/9gL5\n37lzJ4cOHSIjI8Od/Bsox9Ff+ZVivFIMACaTiTvvvJMnnniCX//61wQHBzN69GjQ9har8DEPlGzk\nAPwF4/BT5mtnqKZ9IB9+UfslKxQKhQ9mk5mft+3N3wfM4JnevyKuUUt2HP+A32yawfLPMrlQXlxj\nX70SYpg+8S4AZr2xhy+OnamtsG9oTp06RUpKCkFBQSxfvpzw8HAAYmNjKSwsdNsVFBR49UT4Y+/e\nvWzfvt197nQ6MRgMnDlzhuHDhzN8+HBGjBhBYWGhX/8tW7ZkzZo1WK1WRowYwYgRIwCYMGECn3/+\nOZMmTXL7effdd4mJifHro6Y0a6YNsV24cKGKj9LSUu6++27WrVvHv/71L9e6LRf8JIieADwfTBxw\nTkp5Sa+L9anz7MHw9OHP7gTge0NxePekVIsSGwqFQhEAo9FIr1bdmffAdJ68azyNQyP4z5Ht/GbT\nc2z7OifgN1Jf7ugYzR8euQuHs5I/Z3zE8VPnaznyG4uioiLGjRvHAw88wPz58wkODnbXWSwWMjMz\ncTgcXLhwgc2bN1eZLeJLSUkJs2bN4vx57TlnZGQwYMAAoqOjWbduHevWrWPt2rW0aNECi8XC6tWr\nAW04ZNeuXfTr14+XXnqJzZs3u+0Bli9fTkJCAkuWLHGX//znP8disbBx40ZKS0upqKhg7dq1V4zR\nE7PZzH333ceqVasA+Oqrrzh69Ch33XUXp06dYty4cRQXF1NZWemacfO2HzdZQC8hRHv9/AnANfVl\nPTBRCGESQkQCYzzqPPFrJ6XMA44KIcYACCEeABxSykM1vseaGioUCsVPFaPRyH233k2f1j3Y9s17\n/PuL/5CxbxXvHnufR+9I4baotlf00aNTNP83tjvz39ZyOP6Weo/aT0Vn5cqVFBQUkJWV5bXM+7Jl\nyxg7diwnTpxg2LBh2Gw2UlJS6NGjh1d73+nKffv2Zdy4cYwdOxan04kQgpkzZ/q9dmpqKunp6Qwe\nPBiHw8HUqVNp1apVFbvqpkT369ePI0eOMGrUKGw2GxaLheHDh1/NI2DGjBn88Y9/ZMiQIQDMnTuX\n8PBwwsPDmTRpEmPGjMFut3PnnXcC/B5ACNEDPUFUSlkohPglkCmECAa+Acbr7hehzTI5gJbvsVhK\nuUv38Ty4czcC2gEpwGtCiOlAKT6zYa6EWmdDoVAorpKisgu8fWAtOd9+BIClbRIP/2wkYUFX3gRu\n465jLFl3iJbNwvjb5HtoEhFa2+Eqbj5uuEW91DCKQqFQXCWRoRE81XMCL/z8d7RuHMf2Y7t5dutM\nPi/46opth9zTlpT+AuuZSzyf8RFlFYHXb1AobhaU2FAoFIofSMfm7flL/zRGdh7I2dIiXtj5Ihmf\nrqLMXl5tu/99QND/rtYcPXmehav3B5zloFDcLCixoVAoFD8Cs8lMStehzLT8nriIlmz7Joc/ZP2F\ne/vdi9FoxGg00r9/f682BoOBXz+YSKc2TXlvfx7/3v51PUWvUNQNSmwoFArFNaB9szb89f5p/KJD\nP1ZMfY1dO3dRWVlJZWUl2dnZxMfHs2/fPrd9kNnEHx65k6jIBry55TAffZ5fj9ErFLWLEhsKhUJx\njQg2BfFI99Gc/rzqMuB5eXnu5cxdNGkUyp8m9iQk2MSCFZ/yXf6FKu0UipsBJTYUCoWiHmkb15jf\npnSntNzBnGWfUFauEkYVNx9KbCgUCsU1xmKxVClr2KwRGSuW+rXv0y2WYfe2I+90Ma+urfE6SQrF\nDYNa1EuhUCiuMVW2nG/RDMtLo1h1ZhvxhW3o0uK2Km0mDOrEF8e+J/uTE3S7rTn3df9prR20fv16\nli5disFgIDQ0lOnTp5OQkIDD4WDOnDm8//77OBwOJk6c6N6AzUVmZibZ2dmu1TUBbbEuKSVhYWEA\n9OrVi7S0tCrXLS0tZfr06Rw+fBin08mzzz5bZfXPgwcP8tBDD7Fr1y4iIyP9xr948WLWr1+Pw+Fg\n6NChTJ482at+9+7dzJs3z70aqS9nz55lypQp5OfnYzQaeeGFF7j9dm2Pta1bt/LKK69gMpmIiIhg\nz549baWUx3x9CCEGAbOBEOAg8KiU8qIQwgQsQNsZ1gzMk1K+6qd9QDshRAe0LeybAsXAeOnaEa8G\nqJ4NhUKhqAU2bNjg3s00a8t/efKu8ZTZypiZ8xIf5n5axT7IbOL3D/egQYiJf2Qe4NT3Nd9/5Ubn\n2LFjzJ07l4yMDNatW8evf/1rUlNTAVi1ahW5ubls2rSJzMxMli1bxsGDBwFtmfPnnnuOWbNmVfG5\nf/9+3n77bfey4v6EBsDChQtp2LAhmzdv5o033uD5559379gKmghIT0/Hbg88vJWTk8O2bdtYu3Yt\n//nPf9izZw9btmwBoKysjL///e/89re/xeEIvG/Z888/z1133cWmTZuYO3cuv/nNbygvL6e0tJQp\nU6bwj3/8w708OlBlr3ohRHM0MTBSStkROAb8Ra9+HG1l0C7AncD/CSHu9BNGdXZvA69IKbsAM4B3\nAt6MH1TPhkKhUNQC/racjwprytzdi/l/H2Zgc9i5t01Pr/rYqHCefLAb81fsY+6be/lb6r0EmWvn\nO+FJ+R/OFRysFd8umkQnEi8GX9EuJCSEWbNmERUVBUBCQgKnT5/GZrORnZ1NSkoKRqORiIgIBg0a\nxIYNG0hMTGTr1q1ER0czZcoUcnJy3P5yc3MpKSnhueeeIy8vjy5dupCWlkbjxo2rXHv79u3Mnz8f\ngJiYGJKSktiyZQuPPPIITqeTKVOm8Mwzz/DYY48FjD8rK4shQ4YQGqqtBjty5Eg2bNjAwIED2b17\nN+Xl5cyePZuXXqqiEQCw2+3k5OSQnp4OQMeOHbnlllt47733uOeee2jQoIF7k7aSkhLQlgv3Wq4c\nrTfiYynlUd3tIrRlx58CRqAtPe4EioQQq4BxwCf6cuWVUsr0QHZCiFOAkFKuApBSbhVCLBJC3C6l\nrNEW86pnQ6FQKOqIhGjBn+77DWHmUF7Zs4zso7ur2Nx3Ryssd7bim5PnWfnfK69IejMQFxdH3759\nAW279jlz5mCxWAgKCsJqtXrt8hodHe3ueUhJSeGpp54iJCTEy9+5c+fo06cPf/7zn1m3bh0NGzZk\n2rRpfq+dn59fxb/VagXgxRdfpFu3biQlJVUbv9Vq9drl1TPG5ORk0tLSiIiICNj+3LlzOJ1OmjRp\n4i5r2bIlVquV0NBQpk6dSkpKCvfccw8rVqwASAOQUu7VhQZAK7x3Yc0DIoQQjYB4vHd5zdPLkFLO\n0IUGfuxO6mXxgO8Uq5NoO7/WiJuiZ+Phhx9mx44d9R2GQqFQXJH2zdowo99v+XPOSyzZ+zZ2p50B\nHe7zsnl8RCKHjp7hnR3f0LtrLO1b+c8T+DHEi8E16nWoSy5dukRaWhqFhYW8/vrrAH531jUaq/+e\nnJiYyMKFC93nkydPJikpCbvdjtns/doL5H/nzp0cOnSIjIwM9wqvgVZ69Vd+pRivFAOAyWTis88+\n48UXX2Tz5s20atWKN998k5kzZ74D/MzHPNB+KQ78dyz4G9PxtTNU0z6QD7/cFD0bu3fvrrJgjkKh\nUFyvtGnSivR+vyUyNIKl+1bz32/e86pvEGImdVQ3nM5KXlz9GTZ7zbayv5E5deoUKSkpBAUFsXz5\ncsLDwwGIjY2lsLDQbVdQUODVE+GPvXv3sn37dve50+nEYDBw5swZhg8fzvDhwxkxYgSFhYV+/bds\n2ZI1a9ZgtVoZMWIEI0aMAGDChAl8/vnnTJo0ye3n3XffJSYmxq+PmtKsWTMA91CJp499+/Zx9913\nu3ei/d///V+ABCFEUx83JwDPBxMHnJNSXtLrYn3qPHswPH34szsB+N5QHN49KdVyU4gN0BbMGTxw\nIOcPfc7FI19T8t0JyqxWKs6ew15SgrOa5B6FQqGoa1o1jiW932+JCAkn49NVVZJGf3ZbC+7veQvf\n5l8g892beznzoqIixo0bxwMPPMD8+fMJDg5211ksFjIzM3E4HFy4cIHNmzdXmS3iS0lJCbNmzeL8\n+fMAZGRkMGDAAKKjo90Jo2vXrqVFixZYLBZWr14NaMMhu3btol+/frz00kts3rzZbQ+wfPlyEhIS\nWLJkibv85z//ORaLhY0bN1JaWkpFRQVr1669YoyemM1m7rvvPlatWgXAV199xdGjR7nrrrvo1q0b\nH3/8MWfOnAEgOzsb4JiU8qyPmyyglxCivX7+BOCa+rIemCiEMAkhIoExHnWe+LWTUuYBR4UQYwCE\nEA8ADilljedp3xTDKC7sFy7w+fQZAesNJhPG4GCMISEYQ4IxhYR4nGufL5cFX65zlfuUuX686lz1\n5j6w1yEAACAASURBVJvq0SoUilogNqIl0+5N5fkdf+elj96gYVAYiS07uesnDunCp18V8K9syd1d\nY2gTE3jc/0Zm5cqVFBQUkJWVRVZWlrt82bJljB07lhMnTjBs2DBsNhspKSn06NHDq73B4D2C0Ldv\nX8aNG8fYsWNxOp0IIZg5c6bfa6emppKens7gwYNxOBxMnTrV3YtQ3TU86devH0eOHGHUqFHYbDYs\nFgvDhw+/mkfAjBkz+OMf/8iQIUMAmDt3LuHh4fTo0YNJkyYxfvx4zGaza+rtMPBOEJVSFgohfglk\nCiGCgW+A8br7RWizTA4AwWhJoLt0H8+DlrtRnR2QArwmhJiOlqA66mruz3Aj7zYohGgDHD927BjN\nGzcmY2oaXeJb4Swvx1H+/9m77/iq6vvx469z7sjek9xA2B/2iAoqKmIIOCp11FW1w/Zr/bba/bWt\ndmhb7XD0V23raLXWutpaFFAcgIKACkjY47AD2YEMsnPH+f1xb25uJgGSezPez8fjPu6553zO57zD\nSN75zCY8jU14mpu9x01NeJqa235ubj3X63Tdl4gEJCH2domMzdY2SWnzsvnK+MrbbB2ua7Z2Za1W\nNIul978WIUSf2lW2j4fXPImuW/j5pd9hXNIo/7WNu0v41XMbGDs8nkfvuRiLZdA0SIsz13Xm008N\nimSjvr6eY8c6637qGdM08TQ3+xMPf7LS1OT/7GkOSFTalW291twmgWnzCjhndjPX+mxpVqsvMWlJ\nRmytiYrvXbNZvUmMzYZms/nLt/nc4dja9tgaeN3qPbZa/ec0q7Xb3wSEEG1tLNjKYx8/S5Qtkodz\nf0R6dIr/2mOvbGb15gL+55opLLp4TAijFP3EgPvmOiiSjSeeeIKFCxeGOpweM91uX2LSjOls9h93\nfDkxna2JjOl0tl5zOvE0O/E4fYmM75rpdLVed3rr8J534nE6IYh/35rV6kt+rP4kSLNavUlJy7V2\nZbznbO2uW7yfLRZvHRaL75oFzRJ4veVca3mtpYzF4m/5aXteb30PvD4AEqXc3Fz/ILicnJw2zc9i\nYFp1cB3PfPYymbHD+PX8/yPSFgFAVU0Td/12JQDP/GQ+cdFh3VUjBr/+/w2qnUGRbKxatYrMzKG1\ntO+ZME0T0+XC43T6EhcnHpfTn6y0XPMnLb6EpfXY2fZ+pxOP0+U9djm95fzvrtbPLpe3nKulDndr\nPf114K6utyYeFh1NtwR8trRNUlrO6Za2ny2WgHr0gDIdy3mv6a2Jkv844B5ra9kbfvAD1ny2qU3I\nGWlpvPbU08ycPq1dQmfrkPgNhGRqqHphy39Yvu8DsjOmcu+cu/xTKJeuPchf39zJgtlZ3HNj+1mP\nYogZcP+BZRTjEKJpmr+bo78wTRPT7U0+TJfbl5y4vYmJP2FxBZTxffad8zhdmO6W627vscvt/ex2\nt97bcn9AOY+vHB43ptvjq8cT8Dw3psfju+7G43L7j92NTkx3PXg8rfX7XsHwUbtEA6CotJTrv3gL\nbyy48pT3+5MPux29pVutfddbWOtYI0tY60BqS1gYeng4lvBwLOG+44gILBERWCO975bIyH7172wg\nuX36dRRUF5NXtIPXdi7li9O8Aw2vunAU732az4qN+Vx+QRbjhiecoiYh+g9JNkRIaZqGZrXCIJm9\nY5qmNwHxeLzJTcuxL5lpSU5aE5eAZKXlnjbJi8efGLVJepa90WmXmCUigmFXXxWQvLW0KLlak7WW\nVipnS+uStzXLVVfnb9mii0WGTodut2OJjMQaFYk1OhprdBSWqGhsMdFYY2OxxcR43+NiscXFYY+P\nwxoTg3YaiyENRhbdwncv/Br3rfgdb+55jxFxGVyUNQuLRecb107l/qc+5pk3dvD7uy9G1wfcL7hi\niBoc3+GF6Cc0TYOWLpQ+/M0+JyenZb69n8PhYOnSpYzOzj7r+j0uV9vBzS2Dppu9s7zcjU14mhpx\nNzTibmzE3dDgezXirq/DVd+Au74eV109rto6GkvLetZlpuvexCMxEXtiAvbERMKSkwhLTiYsJRl7\ncjJhyUmDvtUk2h7Fjy7+Jvet/B1PbXqJEXEORsQ7mDY2hTnTM1i/rYgPNx8j57wRoQ5ViB6RMRtC\nDFCBW5g7HI4Om371J6Zp4mlsxFVbh7OmBldNDc6TvvfqapxVVTirq2muqsZZWUlzRWXXU9J1nbDk\nJMLT0ghLSyMiYxgRjgwiHA7C09MGVSKysWArj65/huGxw3g498eEWe2UVdbzv7/7gMhwK8/8OIfI\n8MHz9YoeG3BNWtKyIcQAtXTpUhYtWuQ/7s80TfOP6whLST5ledM0cdfV01xxgqYTFTSVH6epvNz7\nXlZGY0kp1Tt2wo6dbW/UdSIyhhGZNYKorCzv++hRhKWkDMhBsbMyZ7Bw7FzeO7CGf2x9nTvP/SKp\nCZF8Yd5YXnnfYMlHh7hlgQp1mL1iyZIlPP/882iaRnh4OD/96U+ZMmUKbreb3/zmN6xfvx63280d\nd9zBzTff3Obe119/nZUrV/L000/7z91zzz0YhkFkZCQA559/fqfbzDc0NPDTn/6UPXv24PF4+OEP\nf9hh9c/t27dz6623snbt2pZFtTp4+umnWbJkCW63m0WLFnH33Xe3ub5u3ToeffRR/2qk7VVUVHDv\nvfdSXFyMruv88pe/ZObMmbz55pu88MIL/nInT56ksLCwGXAYhlEeWIdS6irgYSAM2A58zTCMGqWU\nBXgc786wVuBRwzCeaR9Dd+WUUuPwbmGfCNQCXzIMw+j0i+mEJBtCDFCdbWE+WGiahjU6Cmt0FJEj\nOu8q8DQ301haRkNRMQ2Fhd5XQSH1x47RUFDIifWf+MtaY2KIHjOa6LFjiFHjiZkwAVtsTLC+nLNy\n+4zr2Vt+gJUH1zItbQLnD8/m83PH8PbHh3lj9QGuvHDkgJ8Ke+jQIR555BHefPNNkpOTWbNmDffc\ncw8ffvghr732GseOHePtt9+mtraWm266iUmTJjFt2jSqqqp4/PHHWbZsGbNnz25T59atW1m8eDEp\nKSldPNXrySefJCoqiuXLl1NcXMyNN97I1KlTSUtLA7xJwAMPPICrm27ANWvW8N577/HGG2+g6zpf\n+9rXGDNmDFdccQWNjY089dRTvPLKK93ul/Lggw8ya9Ys7rzzTvbu3cudd97J+++/79+DBbxb0d92\n220UFhZ+q5NEIwVvMnChYRgHlVK/BX6Ld4v5b+BdGXQyEAt8opTKMwyj/Ujz7sq9DDxuGMZrSqnL\ngf8CU7r9ww0Q0pFYSqnzlVIupdQloYxDCDHw6HY7kcMzSZp9HpnXXcO4e77FtN89zOyXX+Tcvz3D\nxJ/dR9btt5J04QVYIiOo2rqNgtcXs+eh37Lx9q+Q961vs//Jv1C2+iOaKypD/eV0yW6x8d0Lv06Y\nxc7Tm16irO4EkeE2bpw/noYm16DYNyUsLIyHHnqI5GRvq9eUKVMoLy/H6XSycuVKrrvuOnRdJzY2\nlquuusrfkvfuu++SlpbGvffe26a+Y8eOUVdXx89//nMWLVrET37yE/8+Ke2tWrWKG2+8EYBhw4Zx\n0UUX8c477wDeDdzuvfdevv/973e54yvAihUruPrqqwkPD8dut3Pdddf5Y1y3bh1NTU08/PDDXd7v\ncrlYs2YNN9zgXQF8woQJZGVlsXbt2jblnn32WZKSkjAM46/gXa5cKbXFd3kBsNEwjIO+z08Bt/qO\nrwX+bhiGxzCMKuA14DZfHQ8qpR7orpxSygEowzBeAzAM410gSinVsr39KYWsZUMpFQX8kwHY9ySE\n6L80TSMsxTugNPHcc/znnSdrqD1wgBpjHyf37KXG2EfDylWUrfQujBYxPJP46dNIOCebuKlT+tXY\nD0dsOndk38RTm/7Jk5/+nQfnfZ8rLhjJkjUHeXv9YRZdPIaUhIjTqvM/ewrYXFLVRxF7nZMezw0T\nTz2ezuFw4HA4AG8X2m9+8xtycnKw2WyUlJS02eU1LS2Nltb7lu6UxYsXt6mvsrKSOXPm8Itf/ILE\nxEQefvhh7rvvPv785z93eHZxcXGH+ktKSgD44x//yPTp07nooou6jb+kpIQLL7ywTR2lpaUAzJ8/\nn/nz57Nhw4Yu76+srMTj8ZCQ0DqdOT093R8HeFtYXnjhBd544w3/OcMwPgNafuAPp+0urIVArFIq\nBsik7S6vhcA0Xx2BG4q1L1fgK5cJFLULuwDvzq9b6IFQdqM8jveLkrV3hRB9zhYbQ0L2TBKyvd+b\nTbebusNHqNq+g+odOzm5azfFby2n+K3l6OHhxE+fRuKsc0mcPQtbTOi7XC4ddQFbSnbx6bE83j2w\nmivHX8YtCybwx39t4dX39/Ltm3r8S2a/VV9fz49//GPKysr429/+BnhbF9rTTzE9etq0aTz55JP+\nz3fffTcXXXQRLpcLa7tp9l3Vv3r1anbs2MFzzz3nb9XoqnWjs/OnivFUMQBYAva6+ve//01OTo4/\nKetEV7+4u+m8F6OzRYHal9O6ub+rOjoVkmRDKXUlcAVwJd5BLEIIEVSaxUL02DFEjx1D5nXX4HE6\nOblnL5Wb86jc9BkVGzZSsWEj2l+eIX7GdJIvupDEWbOwRkeFJl5N42vZN7Gr1ODV7Us4J2Mq884d\nzuLVB1i16SjXzRtLZmrPk6IbJmb2qNUhWIqKirjrrrsYN24cL774on+b+YyMDMrKyvzlSktL27RE\ndOazzz6jurqanJwcwPvDXNM0Tpw4wTe+8Q3A++f5zDPP+OtPSkry1z9x4kQWL15MSUkJ1157rb/e\nL3/5yzz88MM88cQT/pi+/e1vM2zYsA4xdjc+o72WZ588eZLY2NhO63jnnXf42c9+1l01R4HAgSsO\noNIwjHql1FEgo921zjYU66rcUaD9F+SgbUtKt4I+ZkMplQz8Dfg60LdteEII0UO6zUb8tKmM+uqX\nyf7Lk2Q/9SRZX7qNyJFZVG7OY/8f/8Smr34d47H/R9X2Hd7VZYMsLjyWr2bfSJO7mac3vYSuwe1X\nTMBjwkvv7A16PL2lqqqK2267jYULF/LYY4/5Ew3wrinz+uuv43a7OXnyJMuXL+8wW6S9uro6Hnro\nIf84jeeee47LL7+ctLQ03nzzTd58803eeOMNUlNTycnJ4V//+hfg7Q5Zu3Yt8+bN44knnmD58uX+\n8gAvvvgiU6ZM4dlnn/Wfv+yyy8jJyWHZsmU0NDTQ3NzMG2+8ccoYA1mtVi699FJee+01APbu3cvB\ngweZNWsWANXV1Rw9epSZM7ttvVoBnK+UGuv7fBfQMvVlCXCHUsqilIoHbgq4FqjTcoZhFAIHlVI3\nASilFgJuwzB29Phr7GnBXvQMsMQwjPeVUv0nrRZCiAARGRlkXn8tmddfS0NREcfXfUzZh2s4/tFa\njn+0lrC0VNJy55O+MBeb77fRYJgz4jzWH/2MzUU7WHVoHTlTLmL8iHjWby8iv+QkWenBi6W3vPrq\nq5SWlrJixYo2Gwr+4x//4JZbbuHo0aN8/vOfx+l0cvPNN3Puuee2ub/9tOa5c+dy2223ccstt+Dx\neFBK8etf/7rTZ99zzz088MADfO5zn8PtdvOjH/2I4cOHdyjX3dTpefPmsW/fPm644QacTic5OTn+\nGSQ99Ytf/IL777+fq6++GoBHHnmE6OhoAPLz80lNTW3TrQLeAaLAXw3DmGkYRplS6qvA60opO3AA\n+JKv6FN4hyxsA+zA04ZhrPXV8SD4x250WQ64GfirUuqnQANww+l8fUFd1Esp9WXg58A0wzDqfMnG\nUWCeYRhrzqC+kciiXkKIIDFNk5o9eyldsYrj6z/G09SEbreTcuklZFx9VZfTdHtbRX0V33v3QTDh\nsSt+xqHDzfzq+Q1cek4mP/jiOaeuQAx0A25iRbCTjQ+AOUDL0oAaEAk0Ai8YhvHNbu59APhFZ9ck\n2RBCBJurvp6yVR9Q/NZyGku8Mw/is2cy4uYbiVHj+/z5Hxxaz9ObXuLcjGn8cM5dfOfx1RwtreGZ\nH+eQnhSacSUiaCTZ6I5SKgMIDzg1DFiLdy7wCsMwjp9mfSORlg0hRAiZbjcVn22maMkyTu7aDUD8\njOkMv+UmYif03eqepmny4Id/YHf5fu675G6qi+N49OXNXHHBSL75hel99lzRL0iycToCulEuNQzj\nozO4fySSbAgh+onqXbs49tp/qN7uHTeXcO45jPzKl4gc3jffn/KrCrj3/YcZFp3K73Lv4+5H1nC8\nqpHnfppLYmz4qSsQA9WASzb6w17OA3cnOCGECBA3eTJTfvUAUx7+FbFTJlP52Wa2fPt7HHzmrzhP\nnuz152XFZ7JgzCUU1ZTy/sGPuH7eOFxuD2+uOXjqm4UIopAmG4ZhFBiGYTmTVg0hhOiv4iZPYsqv\nH2Ti/T8mPD2dkuXvsvmub1H01nJy589H13V0XSc3N/esn3XTlKuJsUfx+q63yZ4SS2JsGO98fJia\n+i52zRUiBPpDy4YQQgw6mqaROOs8Zj7xOKO+fgeapvP5r36VlatWYZompmmycuVKMjMzycvLO+Pn\nRIdFcfPUz9PgauQ/u5dxzdyxNDa7eWvd4V78aoQ4O5JsCCFEH9JtNjKuvoqZf/4jm0+Ud7heWFjI\nokWLzuoZOaPnMDI+kzVHPmWsMomOsLFs7SGanD1eTVqIPiXJhhBCBIE9Pr7P6tZ1nTuybwLg37uX\nsGD2CGrqm1m7pcerSQvRpyTZEEKIIGnZqyNQSkQEf7/v/m63MO+JCSljOdcxHeP4QUaqJnQNlq09\nfNb1CtEbJNkQQoggWbFiRZtdO4elpLD0mi8Q+d5KjEcew1VXd1b13zzlajQ0lh9+l9lT0zlUVM3u\nwxVnG7YQZ02SDSGECKKlS5ficDhwOBy89e67zPh/jxIzcQIn1n/C9nt/QkNR0RnXPSLewUVZ55Ff\nVcDoSd7EZdm6Q70VuhBnrMeLeimlIvAuNT4SiAOO412Qa71hGCGZYyWLegkhBgPT7ebIP/5J0ZJl\nWKKiUP/3fRJmzjijukpry/nu8gdIiUrC3DuXoyV1/O2+XFISIno5ahFCg29RL6XUTKXUv/FuB/8+\n8CzwCPB3YBVwQin1qlJK1scVQogzoFksjLrjK4z7zt14mprY/cuHKFyy7IzGW6RFp5Az+iJKassZ\nP70Wj8fknU9kGqwIrS6TDaVUnFLqH8CnQDTwv8BMIAHv1rNpwDnAT4BY4DOl1MtKqb4bci2EEINY\n6mXzmPrwr7DFxXLk+Rc4/NzfMT2e067n+slXYrfY2Fn3KdFRFt79JF+mwYqQsnZzLQ9YDGQahtFx\ncjiU+15bgD8ppUYAP/DdN7q3AxVCiKEgRo1n+qO/Z9cDv6R42du4amoZe8830a3dfbtuKyEijivG\nzWPJ3veZlH2SzWuj+CivgNzZWX0YuRBd664bZaFhGP/XRaLRgWEYRw3D+A6wsHdCE0KIoSksOYmp\nD/+a6PHjKF+9hr2/fQR3U9Np1bFoQi5h1jCK2IGue1j+sXSliNDpMtkwDONATypQSiUppb4fcN/+\n3ghMCCGGMltsDFN++QviZ0ynctNn7H7w17gbGnp8f0xYNPNHX0RVUxWjp9RyoKCaw0XVfRixEF07\n46mvSqlLlFIvAwV4B4wKIYToRZaICCb+9CckXXgBJ3ftZs9Dvz2tFo7PqRwsuoX6WAMweX9Dft8F\nK0Q3TivZUEolKKW+q5TaDawGrgfeBq7tg9iEEGLI02021A+/R9IFs6nesZO9v30Ej9PZo3uTIhOY\nmzWbyuYTxGRUsHpzAc0yUFSEQI+SDaXUHKXUi0Ah8DgwAXgYSDcM4wuGYSztwxiFEGJI0ywWxv/g\neySck01V3haMR/+Ax+Xq0b2LJi5AQyNyxBFqG5r5ZEdxH0crREenmvp6j1JqJ7AWuAz4f8AFviLv\nG4ZRFYQYhRBiyNNtNtSPfkjctKlUfLqB/X/8U4+mxWbEpHH+8GxOesrRY09IV4oIie5aNoqAX+Gd\n2noFkGUYxn2AEYzAhBBCtGUJC2PifT8iZoLi+EdrOfryqz2675qJ3kmCcaOPsf3AcUpOnN0eLEKc\nru6SDStQiXflUB2QrQOFECLELBERTLz/J4QPS6fg9cWUrvzglPeMShjOjPRJNNpL0aKqWLnxaBAi\nFaJVd8lGBt7xGXPwDgItVEo9CkwJRmBCCCE6Z4uNYdLP7scaHc3BvzxN1fYdp7xn0YQFAIRnHGXl\npqO4PfL7owie7tbZOGEYxpOGYWTjXab8X8CXgY98Ra5TSslydEIIEQIRjgwm/ORe0DSM3z1KfUFh\nt+Unp45neFwGWkIJJ+qryNtbGqRIhejhbBTDMLYZhvFdvK0dX8Db0vFN4LBS6mOl1Lf7MEYhhBCd\niJsymTHf/Aau2lr2/PphXHVdj8XQNI0rxl2KiQdr6jE++OxYECMVQ91prbNhGIbTMIzFhmFcDYwA\nfgTE452lIoQQIsjSci7Dce3naSwu4cCfnup2p9iLsmYRZYvAnlbAxt1F1Df2bL0OIc7WGa8gahhG\niWEYjxiGMYnW6bBCCCGCLOv2W4mdNJETH39CyfJ3uiwXbg1j3ug5mNYm3LFFfLpT1twQwdHdOhsr\nlFKTelKJYRgbfPdMV0qt6q3ghBBCnJpmsTD+h9/DFhfL4ef/Qc3+rre2Wjj2EjQ0rGn5rMnrfpyH\nEL2lu5aNvwMfKqX+q5S6XikV3lkhpVSkUuoapdRy4EPffUIIIYIoLCmJcd/7DqbbjfH7R3HV1nZa\nLi06heyMKejR1Tz5+2vQdZ3c3NwgRyuGmu5mo7wCTAdKgBeBSqXURqXUv5RSzyulFiulNuFdh+M1\n4BAw2TCMl4IRuBBCiLYSZs5g+I1foKmsnP1P/LnL8Rurn3sXgHGXT8E0TVauXElmZiZ5eXnBDFcM\nId2O2fCNy/gWMBL4LnAYGI137Y00YD9wJ5BpGMbdhmFIB6AQQoTQ8JtuIHbKZCo2bKT8wzWdlnnv\nxbc4WVjJ8AvGEBYXAUBhYSGLFi0KZqhiCLH2pJBhGOXAM76XEEKIfkqzWBj37bvZ8u3vcehvzxE3\nfSphSUkdyh18fxczv3oRWRePZ99b20IQqRhKzng2ihBCiP4pPC2VUXd8GXddfafTYXNycshftx93\ns4tR8yYA4HA4WLpUNvAWfUOSDSGEGITSFuQSP2M6VXlbKF3RdpLgihUrSI1PpnDTYWIdCThmKI4d\nO0Z2dnaIohWDnSQbQggxCGmaxti7v4klMpIjz79AY1lZm+tLly6lZsdxAGZ88fMcKqwORZhiiJBk\nQwghBqmwlGRGff2ruBsaOPjnp9t0p2RnZ7PjgzxibfFEOOpYs+1I6AIVg16Pkg2l1AillL2LaxFK\nqfN7N6zTc/vtt4fy8UII0W+lXjbP252ydRsnPvm0zTVd05k/9kI0i5u1hzd1u9S5EGejpy0bR4AZ\nXVybBXzQK9GcoXXr1skccSGE6ISmaYz+xtfRrFYO/+3vuBsb21yfP2YOa369jBe+fScWi0UW+BJ9\nQusqk1VKPQokAhrereXfBso7KZoNpBuGkd5XQXZFKTUSOHzo0CFcLhdJSam8+vcPsVp1rDYdi8WC\n1aZjtepYrDpWq8V/bLHqWC2+cr7zreV8ZSw6mqYF+8sSQohel//SKxT85784rr+WkV+6zX8+NzeX\nlStXtinbMjNFBoz2WwPuB1N362zsAu4P+DwdaGpXxgNUAv1ii3lnk5tPVh/s1ToDkw+rpV0y0pK8\nWDomKoEJi/+zxXKK663nAq+3T5A0fcD9OxNChFjmDddTvnoNRUuWkXrZpURmZgKwalXH7axaFvgq\nKCgIcpRisOqyZSOQUuoIcI1hGFv7OqDTEdiykZKSygvPv8KkidNwuzy4XG5cLo/v2PfudONyt55z\nOT243W7fNV85d0t57/0t97apJ6Bujyf4fZyarmGxaFitFiwWrTVJ8SUjemCSYtG9ZfzHrUmM3v68\nRcdi1QI+a+iWgLIt9+re+3S9tW7/cUBZ3aJh0SU56ku5ubn+HxY5OTmsWLEixBGJ/uzEpxvY+5vf\nEzd9GpMf/DmapqHreqdjNRwOhyQb/deA+6ba0xVER/ZxHGclPT2dY8eOheTZpscMSFA6T1gCz7s7\n+dz+2BNQn7vdceBnj9vE5XLjdpu4nB6aGl1trvcXmoYv+QhIYHTvu+5LnPzXdG+S0pK8tJTxlvMd\nWzTfOW8ZTQ+8L/DVxTkddF8S1HJe09uW6/Sz1vaaprW91vY8bc73RXdc++bvlv0tpPlbdCVx9iwS\nzsmmcnMeJz7+hOQ5F5KTk9NlN4oQvaWnLRs68BXgc0AkbQeWaoBpGMaCvgjwFHGNBA4/8cQTLFy4\nMNiP79dM0/QnQm636U9iWpIRj9tsTXDcLddMf6LT8tmfIPmOW+poKdv2fMCxp/11s8N5j9vbMuQO\nfHebIWkt6nMaAYkHHZIVTWtJTGg9rwWUbZe4aLrG/3z3kk5/I01MSOEvj77VISlqn0RpmuZP7Nok\nZIHnAhM/XW+bGAa2hukBrWsBLWtWm0W6//qZhuISttz9HeyJiWT/5Ql0m43MzEwKC73bzUcmxFJX\nIWtu9HMD7j9Tj1o2gIeAH+HdiK0Q71iNQCH96TB58uRQPr5f0jQNzfcDwRbqYE6TP1HymL7kozUJ\naUlMPAFJi2kGfPZ47w1MXvzXPa0Jjmma/jo9vuM25QKe7Y0H33mP99hsfU7Lff53X53e67Q5b5qB\n5Xz1tKvLNMHl8vjLe8/Tet1Xf1f/61xOD8au0uD+pfWAxTcg22azYLVZsNstWO0WbDYLNrsFu92K\nPcyCPcyK3e59Dwu3ERZm8b5HWAmPsBEebiM8wkZYuFUGcJ+BiGHppF9xOcXL3qLk3ffJuPoqli5d\nyqJFi6ior+aCH1xO0YlqMpLiQh2qGER6mmx8BfiDYRg/6I2HKqUygT8Al+FtJXkX+L7sGisgYdEw\nCgAAIABJREFUMFGCAZcpBdGaLZ03f7/+n8VMnz7Dl5TgT2Q6JERtXr6EzjQ7JHidtUi1fvbgdvla\nzjztxza1HfvkdLq946ac3uOak06am91n3OWn6RoRkTYiI+3e9+gwoqLtREbZiYoJIzomnOjYMKJj\nwoiJDcce1tNvd4Pf8Buvp2zlKo79+3VSc+aRnZ1NQUEBv1r+IjtqPuG/m9dzz4IrQx2mGER6+r8v\nFuiVDjyllIZ3Gm0pcCne5qAngGXAub3xDCGGghUrVrRp/h6oA/o8HhNnsxtns4vmZjfNTS6am1w0\nNblobvS+Nza4aGp00tToorHBSUODk4b6ZhrrndTXN3OivJZT9QiHR9iIjQ8nNj6CuPgI4hMj/a/E\n5EgiIjtdt3BQssXG4rjuGo6+/CqFbywh69ZbALh2+iXsWPcJm0u3AJJsiN7T02TjE2AOsKYXnpmK\nd1rtjw3DOAqglPoD8IZSKs4wDOksFKKHWpq/W44HIl3XCAu3EhZ+5i0PpsekocFJfW0TdbXN1NU2\nUXuyidqaRmpPNnGyupGa6gaqKxsoK67ptI6ISBtJKdEkpkSRnBpN6rBYUtJiiE+IGJTjTTIWfY7i\n5e9QtGQZw668HHtCAlMcI7E546mzFlJYUYkjMSHUYYpBoqcDRC8FXgWeBtYD9e3LGIbx8ZkE4OtS\neRZINAzjtJY9bxkgumrVKjJ9c8aFEKI7TY1OqiobqDpRT1VlPVUn6qk4XkfF8ToqT9R3GKBss1tI\ny4hlmCOOdEccwzLjSE2PQbcM/K2lSt59n4NPPUP6FQsZc9edADz01itsq1vLJclXcHfOohBHKLow\n4LLfnv4q0bIc+S+6uG4CltN9uFLqTWAR3oXB5p3u/UIIcbrCwm2kDbORNiy2wzW320NVRT3lJTWU\nl9ZQVlxDeUkNhUerKDhS6S9ns1vIGB5P5sgEho9MZMSoRMIjBt4Ao9T5l1G4ZBkl760g4+rPEeHI\nYNG0i9j2yVrySrfg/fYsxNnrabJxWR89/6d4Z7r8FFihlJppGEZRHz1LCCG6ZbHoJKVEk5QSzYSp\nw/znnU43ZcU1lBRWUXSsmsL8SvIPnSD/4AnAu5bMsMx4Ro5NZtS4JLJGJ2G1nfbvX0GnW61k3f5F\njN89ytHX/o36wXeZMnw4lg+SqA0vobSmgrSYxFCHKQaBHnWj9DWlVARwDHjMMIzfdFHmAbpoWZFu\nFCFEsDU2OCk8WsnRwxUcOXCCwvxKfxeMzW5h1Nhkxk1KZdzENGLjI0IcbddMj4et3/sh9UePkf2X\nJ4gYNoyf//dV9ro+Yr5jIXdedE2oQxQdDbhulB4nG0qpWOBuIBcYBnwBuBzIMwyjx7u+KqVSgcsM\nw3it3fkNwEbDMO45jbpGImM2hBD9QHOTi2NHKjholHNgTxnHy2r91zKzEpg8I4NJ0zOIiQsPYZSd\nK1+7nn2PPk5a7nzG3v2/rN91mP+3/RFiLck8d+MvQx2e6GjAJRs96kZRSjmAj4B0YCMwHggDzgMe\nUkpdaRhGx918OjcSeEUptd8wjM2++uMABbxwWtELIUQ/YQ+zMkalMkalsmDRZCqO17F/TynGzhLy\nD56gIL+S95buYsSoRGacN4JJ04f1m7U/ki88n6MZGZR9uJrhN32BWWoE2sfJ1MSWU1Z7nNTo5FCH\nKAa4ng6nfhzvjq+j8bZsgHdQ6BeBlcDPT+OZm4C1wN+UUucppWYC/wbKgH+cRj1CCNFvJSZHMfvi\n0Xzpfy/kez/P5YrrpjJiVCJHD1Ww9F9befzBFbz1n20UHq08dWV9TLNYGH7DdZguF4VvLMFmtTA8\nfBwAK4wNIY5ODAY9TTYWAg8YhtFmDWTDMNzAn4AZPX2gYRgmcB2wFXgLWA1UAXMNw+gwpVYIIQa6\n6Nhwzpszkq98aw733JfDxbnjCA+3kvfpUZ774zqef2Idu7cVMX/+fN++NDq5ubmnrrgXJV9yMWGp\nqZSuWEVzZSVzx5yDacLH+XlBjUMMTj1tw9OBxm7qOK3+I8MwTgBfPZ17hBBiMEhIimTe5ROYu0Bx\naF85m9YdZv+eMq5edCWHjm7zlwv2Lr661Yrjums49PSzFC1ZxsXX3cg/diVQHlNEZUM1CRGyV4o4\ncz1t2VgH/FgpFUnA9k++3WDvwrvQlxBCiB7SdY2xE1K55euz+eaP5nH42PYOZQoLC/0rxAZDWs48\n7ImJFL/zHtE4STRHggbrj0jrhjg7PU02fgRMAfYBf/ed+w7e8Rfz8K6TIYQQ4gwkp0Z3ec3Z7Mbj\nPrPN6k6XbrfjuPbzeBobKV7+DucPnwnAhwc2BeX5YvDqUbJhGMYOvJukrQEWAG68u/QcBs5vmVUi\nhBDizOTk5HQ4FxuTxLULfsQzj63hoFEWlDjScnP43oaPGXnLTfzPVbNZ8+A7FNQdobapLijPF4NT\nT/dGuRlYZRhGed+H1HOyzoYQYjBpv4uvsecgq98zyPs0H9OEcZPSWLBoEkkpXbeEnK3c3FxWrlzZ\n5lxEYhSP//1P3LXoK332XHFaBtw6Gz1NNmqBLxuG8d++D6nnJNkQQgwmeXl5bXbxbRkYWlJUzXtv\n7iL/4AksVp1LFyoumDu6TzaD03Wdzn4uxCTHcbK8qtefJ87IgEs2ejobpRCI7MtAhBBiqMvOzqag\noKDD+fSMOL70vxewZ3sx7yzewaq397BnexFX3zSj0w3l+oLL46LR2Ui4rf+tgCr6v54mG38BnlBK\nXYB3fYza9gUMw3ilNwMTQgjRStM0Jk3PYOTYZN5fsovtmwv46x8+Yu4CxUWXjUXTe+eX3ZycnA7d\nKOFxccz5v/lsKdnFBcPP6ZXniKGlp90opxwKbRhG77fnnYJ0owghhqr9e0p56z/bqaluZPT4ZK75\nYjbRMWG9Unfg2JGU8Ai+/MtnyR+xnlmObH540f/0yjPEWRlw3Sg9TRBG+V6ju3kJIYQIknET0/jG\nD+YybmIqh/Yd59nH1nB4//FeqXvp0qU4HA6GJSfz21nnM/dkGZ6mCLYW78LlcffKM8TQ0tNulCeA\nPxiGsboPYxFCCHEaIqPs3HzHLD5Zc4gPlu/hn898wmVXTGDOZWPRtDP/5bdl7IjH6eSzr30D5/4t\nWBIUzY5CjOMHmZw6vhe/CjEU9LRlYz4DsNlGCCEGO03XuHDeGL5y9xxi48L5YPlelry2FZfr7Fsg\ndJuN9CsWQkM9k466ANhctOOs6xVDT0+TjfeBW5RS/WM/ZCGEEG1kZiXw9e9cTMaIeLZ/VsBLz3xK\nfW3TWdebljsfdJ3zKssw3RY2FXRcVl2IU+lp8lANfAW4USm1m7azUTTANAxjQS/HJoQQ4jREx4bz\n5W9eyJJXt7B7WzHPPbGOW74+u9vl0E8lLDmJhHNmwqbNJBWMoTSrjJLactKjU3oxcjHY9bRlYyTw\nMd5pr82APeBl872EEEKEmM1m4frbzuHi+eOoPFHPP/68ntLik2dVZ5pvu/vJB7ybf+dJV4o4TT1q\n2TAM49I+jkMIIUQv0XSNeVdMIDo2nHcW7+DFv3zMrXeeT8bw+DOqL/HcbOyJiUw+XsYnrng2F+3g\nyvGX9XLUYjAL+toYQgghguO8OSNZdNN0Ghuc/PPpTzh2uOKM6tEsFlJz5hHmdjJmv8busv00Oht7\nOVoxmPWoZUMp5ezikknrmA17r0UlhBCiV8yYNQKrzcIbr2zhpWc/5Yv/M5us0UmnXU9abg4F//kv\nUw42YEyMYHvpXmZlzuiDiMVg1NMBog91ci4amAOMAX7caxEJIYToVVNmOrDZLPznxc947bmNfPmb\nF5LuiDutOsLT0oieOpXMHTtIqLaRV7RDkg3RYz0ds/FAV9eUUv8EzgGe76WYhBBC9DI1JZ1rbpnJ\n4pfzePmvG/jq3XNITI46rTocl+di7NjB5P3N5KXtxGN60DXpjRen1hv/Sl4AbumFeoQQQvShKTMd\nXHHNFOpqmnjpmU+pOXl64y4SZ8/CFR7JxMMN1NRVc6TyWB9FKgab3kg2xtDz7hghhBAhdN5Fo5i7\nYDxVFfW8/OynNDZ0NSSvI91mI+y8C4h0uhlZ1ERe8c4+jFQMJj0dIHo/3sGggSzACOBWYFkvxyWE\nEKKPXLJgPPV1zWxaf4T/vrSZW742G72HW9SPu3oBe9euYsLhJrYU7+ILk6/q42jFYNDTFolfdXH+\nJLAY+H7vhCOEEKKvaZrGwmumUFlRz4E9Zax6ew+5V0/q0b1JaizVUUmMLKpgVfEh6prribJH9nHE\nYqDr6QBRGQEkhBCDiK5rXHdrNs/9cS2frD5IekYsU8/J7NG9rinZWDesYMzRRnaWGczOnNnH0YqB\nrkdJhFLK0sm50b0fjhBCiGAJj7Bx0x2zCAu3suzf2yg6VtWj+xw5lwIw4Ugj20r29GGEYrDoNtlQ\nSo1VSq0AftjufCxgKKXWKqWy+jJAIYQQfSc5NZrrbsvG5fbwr79voq7m1DvFTp45lmMRaWSWOTlw\nYFsQohQDXZfJhlIqA1gDTAeK2l02gV8DE4BPlFJpfRahEEKIPjVuYhqXXTGBmupGlry2FdPTfj5A\nW+F2KydGTgUgeXcxJbXlwQhTDGDdtWz8BGgCZhiG8c/AC4Zh1BiG8SBwLt7lyn/SdyEKIYToa3Pm\njWWMSuHA3jI2rjt8yvIJF8zGpWmoI41sL94VhAjFQNZdsnE58HvDMNq3avgZhpEPPOIrK4QQYoDS\ndI3P3zyDqGg7K9/aQ0lhdbflp0wezsHoDJKr3ezfsSlIUYqBqrtkwwHs7kEdW/GutyGEEGIAi44N\nZ9HNM3C7PSx+KY/mJleXZSdkJbI3djwA2me7cHvcwQpTDEDdJRvHgWE9qCMRqOydcIQQQoTSuIlp\nzL54FMfLanl/adfdI3abhbDJU2m0WhhzqI79xw8FMUox0HSXbKwDvtSDOr4EbO+dcIQQQoRazucm\nkpYRS96nR9m3u7TLcpPHp2PEpxPd4GHvhjVBjFAMNN0lG38EFiilfq+Usre/qJQKU0r9Dvgc8Oe+\nClAIIURwWa0WrvniTHRdY/l/t9PU2Hl3ytQxyewJHwdA3cYtwQxRDDBdriBqGMYGpdQPgceBLyml\nVgH5ePdEyQIuA5KABw3DeCsYwQohhAiOtGGxzLlsLGtX7ufDd/dy+TVTOpQZPyKBkugsGm06yfvL\nqG2sJTo8OgTRiv6u20W9DMP4I3AJ8ClwHfBj4P+AK4DVwBzfFFghhBCDzMXzx5GUEsXGdYcpyO84\nNM9m1Rk/Mon9iclEN3jYuXF18IMUA8Iplys3DGO9YRjXAJFAGpBkGEacYRg3GobxaZ9HKIQQIiSs\nNgufu3E6mLDs39twuzwdykwenYQRORKAsvXrghyhGCh6vMGaYRimYRjlhmHIzBMhhBgiskYncc4F\nWTz6p+9is1vRdZ3c3Fz/9cmjkjisj6HJphG+8wim2f3qo2Jokt1chRBCdOvxp77PoaPbME0T0zRZ\nuXIlmZmZ5OXlobISwGInf1g8UbVOinZtDXW4oh+SZEMIIUS3Pvzwgw7nCgsLWbRoEeFhVsZkxrE7\n2rss0+EPVwQ7PDEAdDkbpS/5Nm77PZALRAAbgB8YhiEL7AshxAAzaVQSb5ePptm6B3PzTkzTRNO0\nUIcl+pGgt2wopXTgDWAssAi4EKgGVimlEoMdjxBCiO7l5OR0OOdwOFi6dCngHSTqbEgg3xFOWGUd\ndYePBDlC0d+FohtlOnA+cIdhGJ8ZhrEHuB2IBq4KQTxCCCG6sWLFChwOh/9zbHQSS19fT3Z2NuBt\n2QCN/GHpABxb07HbRQxtoUg28vEmFfsCzrUMX44PfjhCCCFOZenSpTgcDjIyMrj9Cz/ng3f20tjg\nBCA2ys6I9Bj2WDNxWuDEx7Iqgmgr6MmGYRgVhmG8YxhG4Pyob+Mdu/F+sOMRQghxatnZ2RQUFFBY\nWMhNt15OfW0z61bt91+fPCqJ+uok8jPC0MoqqC8oDGG0or8J+WwUpdQi4GHgMcMwjFDHI4QQonvn\nzx1DXEIEGz46THVlPQCTRidhNsRw1BEFQMXGTaEMUfQzIU02lFJfAV4HXjMM495TlH1AKWUGvoDD\nwYhTCCFEK5vNwqULFW63h7Urva0bk33jNkpTR2ACpZ9+EtIYRf8SsmRDKXU/8DzwlGEYXz5VecMw\nHjAMQwt8AaP6PFAhhBAdTM12kJQSxdaNx6g8UUdKQgSpCRGUVydSnGyjYd9BnCdrQh2m6CdCkmwo\npe4FfgX81DCM74QiBiGEEGdOt+hcsmA8Ho/J2hW+1o3RSTSciOeww45mmlTm5YU4StFfhGKdjWl4\nx2g8BzynlEoPeEUGOx4hhBBnZvIMBylp0WzbXMCJ8lomj07CbIyicLh3YmHFxs9CHKHoL0LRsnGT\n77lfA4qBooDXd0MQjxBCiDOg6xpzFypMj8lHK/b519toisqkOkqnYnMeHqcz1GGKfiDoy5UbhnE/\ncH+wnyuEEKL3TZw6jLRhsezIK2TOZWOJibRTdzyOQ44wZu5r4OSu3cTPmB7qMEWIhXzqqxBCiIFL\n0zXmLhwPJnz0/n4mjkykujSaw5lhAFRskq4UIcmGEEKIs6SmpDMsM47d24sYlRyF2RhFRXo8zTad\nik2fYZrmqSsRg9qgSDZuv/32UIcghBBDlqZpXDhvLJhgHq8HNKL0dI4Ms9FUWkbDsWOhDlGE2KBI\nNtatW0dmZiZ5Ms1KCCFCYuLUdOITIzm6r5wwTaO5Kp5DDl9XisxKGfKCPkC0rxQWFnLl5Tl89PZv\nQNfRNAuapvtf+I9bz6PraPjO6x3LoGmnrkfXIaCOtmUCP1s6qaOrz5r3XYgu5ObmsmrVKsC7/feK\nFStCHJEY6nSLzvlzR/PuGzsZHxvGnmMRNI61Y2reZCPzC9eFOkQRQoMm2QAwTRc1lQdDHUYv0U6Z\nmLRNhjTQLGhax/u6LEdgOa3dPXrbughMrLQ2ZTqeC3gurclT20Qq8LmBz2lft9YxHv85DY2O9+O/\nTwvlX2Cfyc3NZeXKlf7PK1euJDMzk6VLl/q3/BYiFGacN5w17xlo9S48rmjMyAiOp0Wi7d+P82QN\nttiYUIcoQmTQJBsOh4OlS5cyc+YMTNMDpgfT48bExPR4ME1363n/y932s8cDtBy7MU3TV8b0399a\nR8v19p87e463PnzlW8uYbe7z3mN2E6cZ8NnE9LjxmM6AGD1t7oWhPiirfVLSmsDQJnHR2iQqbc63\nnOvJtZZEJ/B5HZKfzu/tvk5oSehA87doBCosLOSqKxewed3LAV9fz57Xej3wzyAg0fP/GbVL9gL/\n7AISSY2WVkNvktuabFr8rX/e8y0tggGtfmJAs4dZOXfOSNau2E8yGlF6BvtTK0gp8VC1bTspF88J\ndYgiRAZFspGens6xgAFI/m9alhAF1E+YphmQtJi0JlIBSZVpQofEydMhGWot72mX2JiYtD/X/pld\nxOGvy3e9fT2Ybe71Psv0J16tdfvu8d3fUi4wVn9dtD7Tex7fs331ejyYuPzPxXtnx3pa7vH+QRPc\nxK7zZ3ncTRQfWtnptYFB8yUeFjTdgq5b/ceabkXXfO+61ftusaLpNnTd1npssaHrdiwWu/fYYke3\nhGGxtryHBbzbJcHpA7PmjOLjDw+S5jKprUkkP8POhdvrqNqyVZKNIWxQJBt/+9vfQh1Cv+TvMhnq\nWVcQmC0Jhz8h8n42/e8tiY3ZNlHynvQlRnjPQ2ui40+eWu+/dO6nfLh6XZvnZwxL57VXnmH8tMm+\n+rx1tcbT8pzAZ5sB8bRPygK/loCkzv+5tWxrghmYSLaU66wF0JfU+T+7W1sfPS3XXb7PLtyuJkyz\nHtPjwuNx+f9szp6GxRrufdkisFgjsNoisNoisdiisNoisdqjsNmjsdqjsNqjsdlj0C22Xnr+4BQV\nE8aM84az+ZN8jh+KoWqiFVdkGJV5WzBNc9B2b4ruDYpkY/LkyaEOQQxxrV0Rvl6PPvTBh2vJzMyk\nsLAQ8HYhFhQU9PFT+4+WZMTjduLxuDA9TjxuFx6P03euGY+79eV2N+NxNeN2N+FxNeF2N+F2NXqP\nXQ24XI001Z/A427q0fMt1ghsYTHYwmKxh8dhC4vHHh6HPTwee0QiYRGJQz4hOX/uaDZ/kk98bQS1\nFhvFjkiG76+kPj+fqJEjQx2eCIFBkWwIMdQsXbqURYsW+Y+HEk3T0Sx2dIu9V+s1PW7crkZczjpc\nznrvq7kOV3MtruZanM21OJtqcDadxNlcQ2NdWZd1We3RhEUmEx6ZQnhUMmGRKYRHpRIemYymD/6W\nxqSUaOLSY6CkhmFNY9idvI3h+6Eyb6skG0OUJBtCDEDZ2dlDqjUjGDTd4usuiepReY/bibOpmubG\napobq7yvhgqafK+66qPUVR1p+wzNQnhUCuHR6UTGZBAZm0lkrAOrreOG1wN9enP2BVl8+MZOIo4N\nIz9jDwBVW7aSed01IY5MhIIkG0IIcQZ0i42wyGTCIpM7ve7xuGhuqKCx7jiN9WU01pbRUFtCY10p\nDbUlVJZs9Ze1hycQFZ9FdHwW0fEj+fx1X2FlwKyjgTi9+YLZI3j3jZ3YTkTQNMJO07BETu7eg7uh\nAUtERKjDE0EmyYYQQvQBXbd6u06iUoFJ/vOm6aG5oZL6mkLqTxZSf7KAupMFVJZs9Scgqz7ofHrz\nokWLBkyLltVmwZIcgX68gaTjwzmWcZSxxS6qd+wkcdZ5oQ5PBJkkG0IIEUSaphMWmURYZBIJadMA\n76yjpvrj1FXlU1t9BO8w445TnD0eJ25nAxbbwGgZGDM5ncNrDpFcPprtqfsZC1Ru2SrJxhAkk8yF\nECLENE0jPCqFJMe5ZE36Ajk5OR3KpCZH88j9C9m6+gH2ffYsxws24nLWhyDanps6PpUKwNIQRlVY\nKoSHUZW39ZT3icFHWjaEEKKfWbFiRYfpzft2f0pV+W6qy/dQU7Gfmor9HN2zmNik8SQOyyY+bQq6\n3r++pY8fEU8ZJsloxJePpGF0Pew+SkNxMRHDhoU6PBFE/etfphBCCKDj9GbvzJVMMsYsoKm+gsrS\nbVSUbKX6+B6qj+/BsjeSpIxzSHbMJiI6LcTRe0VH2klMjaKhvJ7YylQOOY4xGajK20LEVZJsDCWS\nbAghRD/U3fTmsMhE0kfNI33UPBpqSzlRtIkThZ9Rlr+Wsvy1RCeMJm3kXOKSJ4R8SXaVlcTWsjpG\noXPAmchkvOttDLvqypDGJYJLkg0hhBjAIqLTyBz/OTLGXk512S7KCzZQU7Gf2spDhEelkpY1l8SM\n7JB1sUwYmcAHm44y0uIhrDIDS3oK1Tt34XG50K3yI2iokAGiQggxCOi6lYT06Yw/904mXvA9Eoed\nQ2P9cfJ3/4ed637H8YIN3t2ng0xlJeIB3IlubM4IijLH4WlspHb/gaDHIkJHkg0hhBhkImMyGDX1\nZqZe/BNSsy7B1VxL/u7X2fXxo1QUb2ndGDAIhqfFEBFmpcL0/rg5ZKYAULVte9BiEKEnyYYQQgxS\n9vB4hqurmXLRj0nJvICmhgoO73iFvRv+RF31saDEYNE1xo+IJ/84OMPrqauJxWWxUy3JxpAiyYYQ\nQgxy9vA4Rky6jilz7iUhfQb1J4+xd8OT5O9+HVdzXZ8/f0JWIqChORrRPBYqsrKp2bcfd0NDnz9b\n9A+SbAghxBARFpnE6Gm3Mv7cuwiPSuV4wQZ2rv89J4o2Y5odVyztLSorAQBLkg0Tk6MRIzBdLk7u\n3tNnzxT9iyQbQggxxMQkjmHSBd8jU12N6XFzZOdrHNr2Is7m2j55nspKBKC2Joq62BNUN0VSb4uh\navuOPnme6H8k2RBCiCFI0y2kZV3CpAu+T3TCaKrKdrL748eoKtvZ68+KjbKTkRzF0SMaNSnFAJTE\njad6myQbQ4UkG0IIMYSFRSYy/txvkDn+c7hdjRzc+g+O7nkTj8fVq8+ZMDKR+gaT2BFW3LqLkvjx\n1B4+jLO6ulefI/onSTaEEGKI0zSdtJFzmXj+dwmPSqP82Hr2ffY0zY29lwi0jNuItaZxMrGYBsKo\njEinekfvt6SI/keSDSGEEIB3NdIJs+8hIX06dVX57Pn0j9RUHuqVuif4xm04q+OoTPEuw14cM1bG\nbQwRkmwIIYTws1jDGDX1VjLV1bicdez77BmOF24663qz0mMIt1soLQinProSIpyUR2dRsU1aNoYC\nSTaEEEK0oWkaaVmXMP6cO7FYwrjq6hvQdR1d18nNzT2jOi0WnXHDEygsbiIjJo2KhCLcuo2iGhuN\npaW9/BWI/kaSDSGEEJ2KSRzDD369ho1b8jFNE9M0WblyJZmZmeTl5Z12fSorAdOEFLuDigTvCqal\n0SOpklkpg54kG0IIIbr04eq1Hc4VFhayaNGi065rgm+QqLUpicbIk4RHmZRHDefEVkk2BjtJNoQQ\nQgTFeF+yUV0aBRqYw+vw6DYOHKjo0xVMRehJsiGEEKJLOTk5Hc6lJkfzl8fuOu0t6xNiwklLjOTw\nERcx9iiKog8CUKSl0lBY1Cvxiv5Jkg0hhBBdWrFiBQ6Hw//Z4XDw0du/w5FQzZFd/z7t7epVVgK1\n9S5GxGZRrBUSG2lyIjKT8i3SlTKYSbIhhBCiW0uXLsXhcOBwOFi6dCljs+8gKm4EFcV55O9+/bS6\nQFrW24j2pIIGyaNteHQre7cEZ8t7ERrWUAcghBCif8vOzqagoKDNuXHZX2ff5mc5UbgJe3g8GWMW\n9KiulpVEm6pjAWgcWQc7wzhUDqZpomla7wYv+oV+07KhlHpaKfXXUMchhBDi1Cy2CMbO/Br28ASK\nD67gRHHPpsKOyojDZtUpOWbDoukcdh0k3trEcVsKlQfz+zhqESohTzaUUppS6pfAnYAMRxZCiAHC\nFhbN2OyvYbGGk7/z3z1a2txm1RmbGU9+UT1ZcZkcqjrGmKwITM3C9jW7gxC1CIWQJhv3ylHUAAAe\n6UlEQVRKqdHAB8BdwNFQxiKEEOL0RUSnMXr67ZiYHNz6Dxrrj5/yHpWVgMdjkmJ34Pa4SZ4RD8C+\nAyf7OlwRIqFu2bgAyAemAIdDHIsQQogzEJs0nqyJ1+N21nMg73ncrsZuy7eM27A0JgFQEl9LjKua\n0qZwGhucfR6vCL6QJhuGYbxsGMZXDMMoC2UcQgghzk5y5ixSsy6mqb6co7sXdztDRY3wzkipKo0E\nwKg4zIh4N6ZmYc/He4MSrwiuULdsCCGEGCQyx13lnRJbsoXjhRu7LJccH05ibDiHjjSRHJnIvuMH\nUVPSANi9WQaJDkaSbAghhOgVmm5h9LTbsFgjOLb3TeprOl8VVNM0JoxMoLKmiazYEZxsqiV2uoNw\nZy1Hy1y4Xae3UJjo/wZMsqGUekApZQa+kHEeQgjRr9gjEhg59WZMj4tD2/7Z5fiNlq6UKI+3ReOw\ntZY0dylO08LhA6ceZCoGlgGTbBiG8YBhGFrgCxgV6riEEEK0FZ8yibSRc2mqP87RPYs7LdMySLS5\nyru4l3HiEKMzIwDY9emB4AQqgqY/JRua7yWEEGKAc4y9wrek+RaqynZ2uD4mMw6LrlF0TCfMYsc4\ncYgxM0djdTeyf98JTI8suzSY9Kdkw0QW9RJCiEFB0y1kTb4RTbeSv3sxLmd9m+vhdiujMmI5VPj/\n27vz+Liu8uDjvzuj0S7ZGkmWLMubvDy25CReQgIkzuaakKVJXwgvEEgCbYG3TQt9SyhLAoQCpYW+\npLyflqUElzWQfggEY3CCF+zE4DebY4K3I9mWbEm2ZMnarG2k0dz3j3NHmhnJsbxIo5Gfbz7zmZlz\n7z33mRPJ8+jcc885Q0VwPg2dJ8lcvpjingZ6Q3CioSNJkauJMGWSDWPMzcaYDyY7DqWUUpdGVm4J\nZYvWEx44Q/2hX4zaLvODDIYjFAfKcHE5FuhhttMGwKE/Nk12uGoCTZlkQyml1PRTMv9GsvPLaTu5\nh46W+OnIl3njNpw+O7lX9elaFi4J4ouEObi3YVRdKnVpsqGUUmrCOD4/C6reieP4OX7gqbjLKcsW\n2DtS2pvswFDTeoTgikqCvSdoa+un9VR3UmJWl54mG0oppSZUVl4psxf9CYOhLhqrfzVcXhLMpiAv\ng5raHsrzZ1PTVkdu5TJm9diJvcw+vZQyXWiyoZRSasKVLriZzNxSWhtfoqfLXiKxk3sFaevqZ17e\nfELhEKdyocTXCa5LzcHmJEetLhVNNpRSSk04x+dnrtwNuNQffHp47ZRl8+2llOxwMQA1bbUUVy4i\nP9RCfW0bfb0DyQpZXUKabCillJoU+YWLmTnrCno6j9F2cg8Ay71xG71teQAcaj1CflUlRT0NuC4c\nrdbZRKcDTTaUUkpNmnK5E8eXRmPNrxkKh1hUPoM0v0Pd8SHyM3Kpbj1KflUVhb2NABzWSynTgiYb\nSimlJk1GVpDSBTcxGOqiqXY76QE/i8pnUtfYxeLgQlp72+iflc/MtD4yIv0cPnRKZxOdBjTZUEop\nNalKF95MIHMmzXU76e9tZdn8IEMRlwLfbACq2+qYUbmcYHc9Pd0DnGjoTHLE6mJpsqGUUmpS+fzp\nlC+9A9cd4kTN5uFxG5HumYCdbyO/0o7bAPSulGlAkw2llFKTrqDkKrLzy2lvfo2K4hAApxrTSfOl\nUd16lBlVlQT7TuDgcvjgqSRHqy6WJhtKKaUmneM4lC1+KwA9zTsoLsii+lgXFQVzqe2oJ23+HNLT\n/QSH2jlR30H3mVCSI1YXQ5MNpZRSSZFfuJTcmQvpbDnANYtcunoGmJMzj4gb4WhXI/nLhIL2IwAc\nOaS9G6lMkw2llFJJYXs3bgXgiuJDAARCdlE24823UTg8bkOTjVSmyYZSSqmkyQsuIi+4hMxIA/ML\nOjnTkguMJBs5g53kBIY4Yk4RGYokOVp1oTTZUEoplVRzvLEb65Ye5+ixPkpyizGtR8lZVIEvEKA4\n1ESoP0x9XXuSI1UXSpMNpZRSSZUzcx4ziiuZN7MT/+BxlhRU0DvYR0NfK3mylBnNBwE4rOM2UpYm\nG0oppZKubNFbALhuQQO5kRIADrUeJr9yOQW9Tfh8cLS6JZkhqougyYZSSqmky86fA5nzqSjsxGm3\n05MfaKlhRlUlfjdMcdYgJxs76enWW2BTkSYbSimlpoR5S24BID9kKMiawcGWw+TKUhy/n2BPI7hQ\nW6OrwKYiTTaUUkpNCUWly2nvz2de7gmunDmPzv4uWsJnyF28iNyGfYBeSklV0yLZuO+++5IdglIX\nZf369fh8Pnw+H+vXr092OEolheM4nPFfhc8Hi8IDABxsqSG/qpK8/lYyM3wcNS24rq4Cm2rSkh3A\npbBr1y5Ky+bwrSeeZMVVq3AccGK2O9gf4ujr6Atn+L2D4yTu75XH1uOce//Yc8TuH//ee46JKXr4\nSLVOXD0kHDcSe+w+Tkwsoz+7mprWr1/P1q1bh99v3bqV8vJyNm7cyOrVq5MYmVKTr3zBGjoPv0gw\ns4lMBw62HGZl1Qqcnz1NaVaIuo4Irae6KS7JS3ao6jxMi2QDoPnkCe695+3c+/3NyQ5lyhp34hTd\n4azHeMd5O8QlPo4Tl1CN1B1Tn5NwrvNO9mLLRidssUeOTjyduKQuPvl0RsUXPWZ0whezf0x8ifvH\nJ57OGPvCtm3bSNTY2Mi62+7gy8/8HhzwxcSdmDwnnnfknCPJZ+y2aNv6Yl87I/VG948rA3xObB3x\nZT6vfp/jHefY+qPv7X72td977ffK/TH7+BwHvy9aNvJ6+NmZvOR5/fr1w/9v1q1bx5YtWyblvJe7\n5RWz+L/by7hVarkmO9v2bNx8DzgOBWfqqaOCo6ZFk40UM22SDYDMNB+3VpQALrG9bC4Mv3cZ2eC6\nENsZF+2ai90/9pix9neH9xl54UaPSNw/Jq4x94+Ja6xjYo9z3dGfJW67d3J31PaRzxi3PeZN3Gdy\nE45JrMtN2J/4dhz9eWI+2RjxgUsk+t51R+0fX0c0RrtffJuOfNpR50+MLy6G0T8DE91he7b6B4Yi\nvHhSJzFK5HfA7/OR5iUhad7D7zik+XwEfPY5zecQ8DsEfD778NvydK8s3R/z8PnISBt5fv/b7ub5\nHduHz6m9TZMnNyvA6fBS+gePszrdz+/aT9PpDJCzcAGhur0wt4Ij1S1ce0NFskNV52HaJBtz5syx\n/xAsm5PsUNQ0FpdgxiUj8clQbBIU3TcucfJ2dIEjN9/Cb7fH926Ulc3hiZ8+xZWrVsQldxF3pL7E\nZModFV9MEubGb49Ek0gXL7mzR0XLI9H63ZEyN2abrSO63R393oUILhHX7h99dl1bNjRcZsuHXJeh\niE27hyLxZUOuG/864hL2XocjEYZcCEci9EcihCNhwpEI4Uh8An++nt/521FljY2N3HjrbTz0sx1k\nB/xkpfnJDkQfaeQE/OQG0shJt895GWnkpgfI8E+LoXGTatnCEl6un831FQ1UpqdxsOUwZVVV9Bzd\nRHBmgGNHThMOD5GW5k92qGqcpkWyUVpaSn19fbLDUJeB6OUD+yZuywXXuX2b/au5sbERsIlzQ0PD\nBdenbFITTUIGhyIMRlwGY14PDEWGH4ORCCHvdShsX3+Hs/c4tfaF6D8z/jU6Mvw+8tLTmJERID/D\nPs/IDFCQmU5BRoCCrADBzHQy9ItzWFVFIV9/qZTrFjawMiPAwZYalldVcvKXmyjN6KOtI42GunYW\nLC5KdqhqnKZFsvH4448nOwSlLsrGjRu56667hl+ri+M4DmkOpPn8ZF7Al/i6deviBu1CTO/p6pVE\nXJf+8BA9g0P0Dg7ROximZ3CI7oEwPYNhugfs6zMDYc4MDNIVClPX2cPQ63S35Ab8BLPSKcrKoDgn\nneLsDIqzMyjJyaQgM4AvZqzKdB9PUlVRSGd/Jk19JZRlN7O3xZB/3Z0AzOioAxZzpLpFk40UMi2S\njaqqqmSHoNRFWb16tfZmTCFbtmx53d4mn+OQHUgjOzD+f0IjrkvPQJjO0CAdoUHa+wfp6B+kvX+A\n030DtPUNcLK7n+NdfaOOTff7KMnJoDQnk2/8zQPs/f3zw9um43iSGbkZzC3JY9fhYt5xZTNl4U76\nMnxkz5tL5Mir+OYv4ahpYd3ty5MdqhqnaZFsKKXUpXape5t8jkNeRoC8jADlZ9nHdV26BsK09IQ4\n1RuipTdEc0+Ipp5+mrv7qe/qY+/uXaOOa2xs5K133Mm+w7UUZ6dPi9vdV1QU8szuLkJXpVOZ7nKo\n6SCFVZX0Hn+WslmZNHhTl+fkZiQ7VDUOmmwopdQYktHb5DiOHdOREWBxMDduW8R1aesbOOt4kp7B\nIR7euZ+89DQWFeSwuCCXpcFc5uVn4/elXvKxYlEhm3fX0RJZQLlTzYnGF1lYtZKmzc9SEuimwfVT\nW9PKilV6U0Aq0GRDKaVSgM9xKMrOGHM8ScnsMj77re/hmz2To+097G3uZG9zJwBZaT6WBHNZXpjP\nFbPyKcnJTEb4562qohCAAycWMrvMkH2mnvw3vBuA/NYjwFLqDmuykSo02VBKqRRyrvEkAG19A9S0\nd2NOn8Gc7ua1U128dqqLJw/CrOwMVhTns6p0JksKcqdsr0fhjCxmF+Xwak2IFeVZlLn9dAw2kVU+\nh/7qV8lYXKmLsqUQTTaUUirFnGs8STArnWuzglxbFgRs8rG/tYt9p7o4cLqL7cda2H6shdz0NFaV\nzODq0gKWFeXF3fEyFayRWWz6XS1d6RWUhQ5wrHY7hVesoG/zs8wpyeDosR462nqZGcxOdqjqHDTZ\nUEqpFHO+40mCWemsnVvE2rlFhCMRqtu6ebWpgz1NHTxff5rn608zMyPAtXOCvHlOkLK8rAmMfvzW\nL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = ['2015-04-01 07:00:00', '2015-04-01 08:00:00', '2015-04-01 09:00:00', \n", " '2015-04-01 10:00:00', '2015-04-01 11:00:00', '2015-04-01 12:00:00']\n", "times.reverse()\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "\n", "for time in times:\n", " ivframe = sapm_to_ivframe(sapm_1[time])\n", "\n", " fit_voltages, fit_currents = ivframe_to_ivcurve(ivframe)\n", "\n", " ax.plot(fit_voltages, fit_currents, label=time)\n", " ax.plot(ivframe['voltage'], ivframe['current'], 'ko') # comment/uncomment to plot actual pnts\n", " \n", "ax.set_xlabel('Voltage (V)')\n", "ax.set_ylabel('Current (A)')\n", "ax.set_ylim(0, None)\n", "ax.set_title('IV curves at multiple times')\n", "ax.legend(bbox_to_anchor=(1.1,1), fontsize=12)\n", "sns.despine()\n", "\n", "if save: fig.savefig('/home/will/git_repos/pvsc2015/fixed_sapm_iv.eps', format='eps')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }