{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tracking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial introduces the ``pvlib.tracking`` module. This module currently only contains one function, ``tracking.singleaxis``, but we hope to add dual axis tracking support in the future. \n", "\n", "The ``tracking.singleaxis`` function is a port of the PVLIB MATLAB file ``pvl_singleaxis.m``. The algorithm is based on [Lorenzo et al, *Tracking and back-tracking*, Prog. in Photovoltaics: Research and Applications, **19**, 747-753 (2011)](http://dx.doi.org/10.1002/pip.1085). Most of the Python and MATLAB algorithms are identical except for name changes to conform to the PEP8 Python style guide. There are few spots, noteably in the calculation of [``surface_azimuth``](#Surface-tilt-and-azimuth), that our implementation differs from the MATLAB implementation.\n", "\n", "Table of contents:\n", "1. [Standard Python and pvlib setup](#Setup).\n", "2. [Walk through each step of the single axis tracking algorithm](#Single-axis-tracker-algorithm).\n", "3. [Use the ``tracking.singleaxis`` function to explore the impacts of tracker tilt, tracker azimuth, and backtracking](#tracking.singleaxis-examples).\n", "\n", "This tutorial has been tested against the following package versions:\n", "* pvlib 0.3.0\n", "* Python 3.5.1\n", "* IPython 4.1\n", "* Pandas 0.18\n", "\n", "It should work with other Python and Pandas versions. It requires pvlib > 0.3.0 and IPython > 4.0.\n", "\n", "This tutorial was written by\n", "* Will Holmgren ([@wholmgren](http://wholmgren.github.io)), University of Arizona. March, 2015, July 2015, March 2016, April 2016.\n", "* Some of the text is based on the comments in ``pvl_singleaxis.m``, presumably written by the PVLIB_MATLAB team at Sandia National Laboratory." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard scientific Python imports." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# plotting modules\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "try:\n", " import seaborn as sns\n", " sns.set(rc={\"figure.figsize\": (12, 6)})\n", "except ImportError:\n", " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", " \n", "# built in python modules\n", "import datetime\n", "\n", "# python add-ons\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pvlib\n", "from pvlib.tools import cosd, sind\n", "from pvlib.location import Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make some ``pvlib Location`` objects. These are the standard inputs to the solar position calculator." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: Tucson\n", " latitude: 32.2\n", " longitude: -111\n", " altitude: 700\n", " tz: US/Arizona\n", "Location: \n", " name: Johannesburg\n", " latitude: -26.2044\n", " longitude: 28.0456\n", " altitude: 1753\n", " tz: Africa/Johannesburg\n" ] } ], "source": [ "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "print(tus)\n", "johannesburg = Location(-26.2044, 28.0456, 'Africa/Johannesburg', 1753, 'Johannesburg')\n", "print(johannesburg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate solar position at those locations. To start, we'll choose times near an equinox. Later, we'll test against times near a solstice." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times = pd.date_range(start=datetime.datetime(2014,3,23), end=datetime.datetime(2014,3,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "ephemout = ephem_tus # default for notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single axis tracker algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The steps of the tracking algorithm are:\n", "1. [Define input parameters](#Inputs).\n", "2. [Transform solar position to South facing coordinate system](#Transform-to-south-facing-coordinate-system).\n", "2. [Transform solar position to panel coordinate system](#Transform-to-panel-coordinate-system).\n", "2. [Determine the ideal tracking angle when ignoring backtracking](#Tracking-angle).\n", "2. [Correct the tracking angle to account for backtracking](#Backtracking).\n", "2. [Calculate the panel normal vector based on tracking angle](#Calculate-panel-normal).\n", "2. [Calculate the solar angle of incidence](#AOI).\n", "2. [Calculate the panel tilt and azimuth](#Surface-tilt-and-azimuth)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, define the input parameters. From the ``tracking.singleaxis`` docstring..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " apparent_zenith : Series\n", " Solar apparent zenith angles in decimal degrees. \n", "\n", " azimuth : Series\n", " Solar azimuth angles in decimal degrees.\n", "\n", " latitude : float\n", " A value denoting which hempisphere the tracker is\n", " in. The exact latitude is NOT required, any positive number denotes\n", " the northern hemisphere, any negative number denotes the southern\n", " hemisphere, a value of 0 is assumed to be northern hemisphere.\n", "\n", " axis_tilt : float\n", " The tilt of the axis of rotation\n", " (i.e, the y-axis defined by axis_azimuth) with respect to horizontal, \n", " in decimal degrees.\n", "\n", " axis_azimuth : float\n", " A value denoting the compass direction along which\n", " the axis of rotation lies, in decimal degrees. \n", "\n", " max_angle : float\n", " A value denoting the maximum rotation angle, in\n", " decimal degrees, of the one-axis tracker from its horizontal position\n", " (horizontal if axis_tilt = 0). \n", " A max_angle of 90 degrees allows the tracker to rotate to a vertical\n", " position to point the panel towards a horizon. \n", " max_angle of 180 degrees allows for full rotation.\n", "\n", " backtrack : bool\n", " Controls whether the tracker has the\n", " capability to \"backtrack\" to avoid row-to-row shading. \n", " False denotes no backtrack capability. \n", " True denotes backtrack capability. \n", "\n", " gcr : float\n", " A value denoting the ground coverage ratio of a tracker\n", " system which utilizes backtracking; i.e. the ratio between the PV\n", " array surface area to total ground area. A tracker system with modules 2\n", " meters wide, centered on the tracking axis, with 6 meters between the\n", " tracking axes has a gcr of 2/6=0.333. If gcr is not provided, a gcr\n", " of 2/7 is default. gcr must be <=1." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "azimuth = ephemout['azimuth']\n", "apparent_azimuth = ephemout['azimuth']\n", "apparent_zenith = ephemout['apparent_zenith']\n", "axis_tilt = 10\n", "axis_azimuth = 170\n", "latitude = 32\n", "max_angle = 65 \n", "backtrack = True\n", "gcr = 2.0/7.0\n", "\n", "times = azimuth.index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transform to south facing coordinate system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reference that this algorithm is based on used an Earth coordinate system where y points south. So, we first transform our solar position vector to this new coordiante system." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DqRhNCjsPp7L3eBq92gTTp20o9hpZp11YhhTrQgghhBBC3MKlrCK+23GO4wlZ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\nEhF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az = apparent_azimuth - 180\n", "apparent_elevation = 90 - apparent_zenith\n", "x = cosd(apparent_elevation) * sind(az)\n", "y = cosd(apparent_elevation) * cosd(az)\n", "z = sind(apparent_elevation)\n", "\n", "earth_coords = pd.DataFrame({'x':x,'y':y,'z':z})\n", "\n", "earth_coords.plot()\n", "plt.title('sun position in Earth coordinate system')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transform to panel coordinate system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transform solar vector to panel coordinate system. For North-South oriented trackers parallel to the ground, the only difference is the sign of the x component. The x components are the same if ``axis_azimuth=180`` and opposite if ``axis_azimuth=0``." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cos(axis_azimuth_south)=0.984807753012208, sin(axis_azimuth_south)=-0.17364817766693033\n", "cos(axis_tilt)=0.984807753012208, sin(axis_tilt)=0.17364817766693033\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GoI2Px5CaijErC2N2luXnX/9M2VmYDXefizmfwsEBhaMjSo0GhUaD2t0Dlacn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\nKdSFKASFUklgn74EvTQUhVqNOS+PuDm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ZOB1mVODhV3fR0DaodVi6J8W6EEKIY+J65y1c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\ngLV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axis_azimuth_south = axis_azimuth - 180\n", "\n", "print('cos(axis_azimuth_south)={}, sin(axis_azimuth_south)={}'\n", " .format(cosd(axis_azimuth_south), sind(axis_azimuth_south)))\n", "print('cos(axis_tilt)={}, sin(axis_tilt)={}'\n", " .format(cosd(axis_tilt), sind(axis_tilt)))\n", "\n", "xp = x*cosd(axis_azimuth_south) - y*sind(axis_azimuth_south);\n", "yp = (x*cosd(axis_tilt)*sind(axis_azimuth_south) +\n", " y*cosd(axis_tilt)*cosd(axis_azimuth_south) -\n", " z*sind(axis_tilt))\n", "zp = (x*sind(axis_tilt)*sind(axis_azimuth_south) +\n", " y*sind(axis_tilt)*cosd(axis_azimuth_south) +\n", " z*cosd(axis_tilt))\n", "\n", "panel_coords = pd.DataFrame({'x':xp,'y':yp,'z':zp})\n", "\n", "panel_coords.plot()\n", "plt.title('sun position in panel coordinate system')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tracking angle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " The ideal tracking angle ``wid`` is the rotation to place the sun position \n", " vector ``(xp, yp, zp)`` in the ``(y, z)`` plane; i.e. normal to the panel and \n", " containing the axis of rotation. ``wid = 0`` indicates that the panel is \n", " horizontal. Here, our convention is that a clockwise rotation is \n", " positive, to view rotation angles in the same frame of reference as \n", " azimuth. For example, for a system with tracking axis oriented south, \n", " a rotation toward the east is negative, and a rotation to the west is \n", " positive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use ``arctan2``, but PVLIB MATLAB uses ``arctan``. Here prove that we get the same result." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nTjJ+/BicnV2ytJOcnMxbbw2kTZv2vPvue0REhPPJJx/h6OhIixat/0mX5VpK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\nGfHL8Hb1MjqiiPwZKtZFRD7XY+1l76UPOVT5cf/e9Di/aNYnZRDoEWB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3lYp1Efnarrfd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\nu3ezc+dORo8ejaenJy+99BLQ1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate angle from x-y plane to projection of sun vector onto x-z plane\n", "# and then obtain wid by translating tmp to convention for rotation angles.\n", "wid = pd.Series(90 - np.degrees(np.arctan2(zp, xp)), index=times)\n", "\n", "# filter for sun above panel horizon\n", "wid[zp <= 0] = np.nan\n", "\n", "wid.plot(label='tracking angle')\n", "ephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend()\n", "plt.title('Ideal tracking angle without backtracking')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``arctan`` version" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nTjJ+/BicnV2ytJOcnMxbbw2kTZv2vPvue0REhPPJJx/h6OhIixat/0mX5VpK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\nGfHL8Hb1MjqiiPwZKtZFRD7XY+1l76UPOVT5cf/e9Di/aNYnZRDoEWB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3lYp1Efnarrfd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\nu3ezc+dORo8ejaenJy+99BLQ1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tmp = np.degrees(np.arctan(zp/xp)) # angle from x-y plane to projection of sun vector onto x-z plane\n", "\n", "# Obtain wid by translating tmp to convention for rotation angles.\n", "# Have to account for which quadrant of the x-z plane in which the sun \n", "# vector lies. Complete solution here but probably not necessary to \n", "# consider QIII and QIV.\n", "wid = pd.Series(index=times)\n", "wid[(xp>=0) & (zp>=0)] = 90 - tmp[(xp>=0) & (zp>=0)]; # QI\n", "wid[(xp<0) & (zp>=0)] = -90 - tmp[(xp<0) & (zp>=0)]; # QII\n", "wid[(xp<0) & (zp<0)] = -90 - tmp[(xp<0) & (zp<0)]; # QIII\n", "wid[(xp>=0) & (zp<0)] = 90 - tmp[(xp>=0) & (zp<0)]; # QIV\n", "\n", "# filter for sun above panel horizon\n", "wid[zp <= 0] = np.nan\n", "\n", "wid.plot(label='tracking angle')\n", "ephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend()\n", "plt.title('Ideal tracking angle without backtracking')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Backtracking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Account for backtracking; modified from [1] to account for rotation angle convention being used here." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6nR07Yjl79ky+j+lq9eaG9Q4dHqB587vx8HCjd+/eDB2a88HC5s1/kJiYQEzM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\n/UHP5hkXF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if backtrack:\n", " axes_distance = 1/gcr\n", " temp = np.minimum(axes_distance*cosd(wid), 1)\n", "\n", " # backtrack angle\n", " # (always positive b/c acosd returns values between 0 and 180)\n", " wc = np.degrees(np.arccos(temp))\n", "\n", " v = wid < 0\n", " widc = pd.Series(index=times)\n", " widc[~v] = wid[~v] - wc[~v]; # Eq 4 applied when wid in QI\n", " widc[v] = wid[v] + wc[v]; # Eq 4 applied when wid in QIV\n", "else:\n", " widc = wid\n", "\n", "widc.plot(label='tracking angle')\n", "#pyephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend(loc=2)\n", "plt.title('Ideal tracking angle with backtracking')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare tracking angle with and without backtracking." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Sz7ff/kjFitEAvPDCszRv3pLLL28HgGEYpXbud999E4DOnbuc8fXSPPfZnCtTafnvfz8k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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracking_angles = pd.DataFrame({'with backtracking':widc,'without backtracking':wid})\n", "tracking_angles.plot()\n", "#pyephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Max angle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply angle restriction." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LNGzYmNtvbw6AyWQqtLHfffctAO6+u+0ltxfm2JdztUyF5f33F+Lj41ukY14rlXURERER\nkWLI4XDw85E1LI1bQa7DBkCTcg15qG53ygeFkJKSZnBCuRKTyURQULDztcPhMDBNyRUQEGh0hMvS\nMngRERERkWImPSedOVsX8vneZeQ6bHiYPXgosicP1+mNt9Xb6Hgl2oABD7J06RfO1yNHPsmwYYOd\nr5ct+5JhwwbnW24+ZcpENm2KYf78OYwY8QSQV95/+eV/9OrVjVatmjNkyBDOnTvrPM62bVt48slH\nadeuBQ88cB9ffbXEuW3KlIlMmTIxX64WLZqwaVMM8+bNZuXKFaxcuYKePe+75M/gcDj43//+wz/+\n0Yn27e/i1VenkJub69y+fPlX9O3bg7vvbkbnzm15/fVp+X7Z8MknH9KzZ1fatWvJ008PJzEx4aIx\njh49Qpcu9zB//pxLZmrRoglz586ic+e2jB37TKGMC/mXwQ8f/jgLF87j6aeH06bNHfTp8w/WrVvr\n/N4zZ1J5/vlnadeuJb16deOrr5bQokWTS36GBUFn1kVEREREipH41IPM2/YRKVmnASjvV45H6j1E\neb9yBicrGhm5GSSmJRXZeGF+ZfCxXvt1/9HRTYmJ2cD99/fAZrOxc+d2HA47NpsNi8XChg3raNo0\n/1L3kSNHcfjwQerXj6Jfv0GkpZ0DYOXKFUyaNBWTycHYsc+waNECHntsKAcO7GfkyCH07v0QY8dO\nYNu2Lbz++jRCQkJo0aLVFfM9+GB/Dh7cD5gYNeq5y+63fPlSJk2ais2Wy6RJ41m0aD4DBz7Gpk0x\nvPXWdCZMeJHw8Eh2797BxInjue22prRs2YqvvlrCggVzee65cURERPLeezMYP/455sxZ6Dz26dOn\nGTVqBG3btmfgwMfIyMi4ZKbVq3/lvffmY7PZ2LQphjfffI1//WtygY17KYsWzWfUqDE888wY3ntv\nBtOmTWbJkrwyP2HCWHJzc5k1ax4nTpzg5ZcnFeolAyrrIiIiIiLFgN1h57+HfuHr+FXYHXnXot9R\nIZoe4V3xtHganK5oZORmMH7NVDJyM4psTB+rDy82H3PNhT06uhkTJ/4fALt27aRixYqkpqayZ88u\nIiPrEBu7gf79BwJ/Ln338yuF1eqBj48v/v7+zrI+dOhT1KoVidVqpmPHjuzZsxfIK9IREbV47LEh\nAFSuXIWDBw+wePHCq5Z1b29vvLzyVl+ULh1w2f1GjnyGevXqA/Doo0/w3nszGDjwMXx8fBkzZrxz\nnLCwMCIiPmT//n20bNmKr79eSu/efZ3Xnj/99Gg+/vhDsrKyAMjISOfZZ0dSt25dRo4clfcZ+/hc\nMlO3bt2pVKkyAJmZmYwdO6FAx72UZs3upEOHTgA8/PAjDBz4ICdPJpOWlsbGjev5/POvCQsrT/Xq\nNRk0aDDTp0+94ud9M1TWRURERERc3Nnscyzc8Sk7Tu0GwMviyYO1unNbWEODk8nfRUU1JDMzg/37\n49m8OYaoqEYkJyexZcsmzGYLFouF8PBal1yi/Vcmk4kKFSo6X/v7+5OdnVc8Dx48QJ069fPtX6/e\nrSxb9mWB/Awmk4nates4X9eqFUlKyinOnTtHrVqReHl5MXfuLPbvjyc+Po6jR4/QtGkzAA4fPkhE\nRKTze4OCgnnyyRHO11988Sk2m43Gja++fDwsrHy+DEUx7oVfDgD4+fkBkJubS3x8HAEBAfky1at3\n61V/hpuhsi4iIiIi4sL2pOxjwfbFpGbnXa9c2b8ig+r2paxvqMHJit6Fs9yuvAzew8ODBg0aEROz\ngU2bYunQoRPJySfYvDkWm81Gkya3X/OxzGZLvtcXzsR7enpdtPzabrdjt9sueRyb7dLvX+vYdnve\nuB4eVv7443eef/4ZOnbsTLNmd1x0dtliuXLFrFUrkl69+jJx4v9x772dqVKl6mX39fT8c8VIUY3r\n4eFx0XsOB1gslotuAljYNwVUWRcRERERcUF2h52VB/7Lyv0/4CCvFLSqdAfdanbCw1xy/xnvY/Wh\nWkAVo2NcUZMmTYmN3ciOHVsZPXocyclJLFq0gLS0NDp16urc76+F+3qufa5S5RY2b47J9962bZup\nUuUWIK9wpqamOrcdPXrkuvI7HA7i4+OIispbubFjxzbKlCmLl5c3y5d/RefO9/HPf44G8s46Hz16\nxHnGunLlysTF7aF58zsBSE09Td++PXn//UVA3mUCrVq14dtvlzN9+iu8+ebMa8pk1LgXVK1anbNn\nz5KYmOA8u75r147rOsb10t3gRURERERczOmsVN6Knc23+/+DAwc+Vh8G1+9Pz4j7SnRRLy6io5ux\nZs2v+PmVIjQ0lIiIWmRlZbFpUwzR0X+eWf/rmVlvbx+OHDlESkrKRdv+7v77e7B37x5mz57J4cOH\nWLlyBUuXLuEf/3gAgNq167Bhwx9s3Lie+Pg4/v3vV/Dw+PMstY+PD4mJCSQnX36Fwuuvv8KOHdtY\nv34tc+fOolevvgAEBASwdesW4uPjiI/fx5QpEzl16iQ5OTkA9OjRm88+W8xvv/3MoUMHefXVl6lY\nsRJhYWH5jj98+NNs2RLLf//7n2vKVFjjXs2FeahcuQrR0bczZcpE9u2LY/36tcybN/uajnGjVNZF\nRERERFzIjpO7eXndG+w9HQ9AtdJVGNvkKaLK1DM4mVyrqlWrERQU7DwzbTabqVevPhERkfme6/3X\ns+ldutzH2rVrePbZkRdt+7ty5cJ45ZU3WLt2DQ8/3IeFC+cxYsTTdOzYGYD27Ttx112tGTv2GZ55\nZiT33NORkJA/L5to3/5eDh48wIABD17y+CaTifvv78GYMaP417/Gce+9XXjggT4ADBo0mKCgYB5/\nfBCjRg3Hy8ubbt26s2fPbuexe/d+iOnTp/Hoo/3Jyclm8uRpF/1MlStXoWfP3rzzzhtkZGRclOnv\nP39hjJueng6YnNsv9Zn/9b2xYyfg4+PD448PYPr0V+jUqStW68XL5guKyVHYC+2LgZSUNHJz7UbH\nkJtktZoJCvLTfLoJzaf70Zy6F82ne9F8ugab3cby+O/4z6GfnO+1q9KKLtXbY/nbtctXovl0P5pT\n42VlZbJ+/TqaNbsDiyXv7+OPP/7AzJlv8/nny67rWBfm86r73VBSEREREREpMCczUpi/fTH7zxwE\noJSHH/3r9KZuSC2Dk4kI5N3Ub+rUSXTr1oNOnbpy8mQy8+fPoXXrtoU2psq6iIiIiIiBNidtY9HO\nz53PDg8PrM6Aun0I9Lr8M7BFpGiZTCZefnk6M2a8waeffoSvrx/t29/rfNZ9YVBZFxERERExQI49\nl6/ivuGnI6sBMGGiY7W2dKzaBrNJt5YScTX160cxa9b8IhtPZV1EREREpIidSE9m3vaPOHz2KAAB\nnv4MqNuHiKCaBicTEVehsi4iIiIiUoQ2HN/Ex7uWkGnLAqBOcC361+mFv2cpg5OJiCtRWRcRERER\nKQLZtmy+2Ps1q4+tA8BsMtO1egfaVGmpZe8ichGVdRERERGRQpaQdpy52z4kIe04AEFegQyq15fq\nAbcYnExEXJXKuoiIiIhIIXE4HKxN2MCne74ix54DQFRoXfrW7omfh6/B6UTElamsi4iIiIgUgszc\nTD7Z/RXrj8cAYDVZuL9mZ+6q1ByTyWRwOhFxdbo4RkRERESkgB0+e4xpG95yFvVQnxBGNR5Kq8p3\nqKgLAImJCbRo0YTExEQAjh07ytq1ay65rajFxGzg0KEDl90+fPjjzJ8/56rHSU9PZ9Wqb5yve/bs\nysqVKwoiYomgM+siIiIiIgXEbrezKOY/bDjzE3ZsADQuG0WfyO74WL0NTieupFy5ML7++jsCA4MA\nmDr1RRo2bMzttzcHMPSXOiNHDuHtt2dRpUrVS26fMuU1PDw8rnqcTz/9iNjYjXTo0AmA999fiI+P\nLv+4VirrIiIiIiIF4OS5s7y2+gPOeBwCwIKFXpHdaF4+WmfT5SImk4mgoGDna4fDYWCa6+Pv739N\n+/39ZwoICCyMOG5Ly+BFRERERG7Smvid/Ou36c6ibs/wI8rRjTsqNFVRL2EGDHiQpUu/cL4eOfJJ\nhg0b7Hy9bNmXDBs2ON9S9ylTJrJpUwzz589hxIgngLyi+8sv/6NXr260atWcIUOGcO7c2UuOOW/e\nbMaOfYZhwwbTqVMbNm+OJScnhzfeeI3OndvSuXNbXnxxPGfOnHF+z+eff0LPnl1p3foOHn20P1u2\nbALylqoDjBjxBPPnz2HlyhUMGfIIzz//LB07tuY//1l10TL4Tz75kJ49u9KuXUtGjRpBQsIxVq5c\nwfz5c4iN3UjLltHOY19YBu9wOFi8eCEPPHAfbdrcwciRQ4iPj3Mes0WLJnz//Ur69+9F69bNGTr0\nMRITE25qbooblXURERERkRtks9uY+dsyPoxfgMMzHQB7ciWytjfj7Cktey8MtvR0MuL3Fdn/bOnp\n15UvOropMTEb8rLabOzcuZ3du3dis+VdFrFhwzqaNs2/1H3kyFHUq1ef3r378tJLrzqPtXLlCiZN\nmsrMmXPYvn07ixYtuOy4q1f/wj33dOTNN98jMrIO7703g927d/Laa2/z1luzSEtLY8KEMQDs2bOL\nd999i1GjxrB48RKiohowYcJYAObMWQjASy+9Qp8+/QDYtm0LNWrUZNas+URH355v3K++WsKCBXN5\n8skRLFiwGF9fXyZMGEObNvfQu/dD1Kt3K8uWfXdR3nnzZvPppx/x1FPPMn/+R5QrF8aoUSPIysrM\nt88//zmauXM/JDX1NHPmzLz2iXADWgYvIiIiInIDjp85zfQ1C0jzPIbJDA6bhTuC2pGTVYFf7MdI\nPHl9JU+uzpaezv4xz2C/zgJ9M8y+vlSb+hoW32u71jo6uhkTJ/4fALt27aRixYqkpqayZ88uIiPr\nEBu7gf79BwJ/LhP38yuF1eqBj48v/v7+pKWdA2Do0KeoVSsSq9VMx44d2bNn72XHDQoKpmvX+wHI\nyspk6dLPef/9RVSvXgOAceMm0rlzW+Lj95GYmIjJZKJcuTDCwsJ47LEnueOOltjtdgID85aq+/uX\nxts77xdOZrOZfv0G4unpedG4X3+9lN69+3L33W0BePrp0Xz88YcA+Pj44OHhQVBQ0EXf9+WXnzFk\nyHCaN78TgNGjx9GrVze++26l8+fo3bsvDRs2BqBbt+58+eXn1zQH7kJlXURERETkOv24Zwtf7P8C\nPPPOAlqyAhgc1Y96Faqw6o+8pfBJqRnk5NrxsGoxa0kSFdWQzMwM9u+PZ/PmGKKiGpGcnMSWLZsw\nmy1YLBbCw2tddUm3yWSiQoWKztf+/v5kZ2dddv/y5Ss4vz569Cg5OTk88cSgfNeNOxwODh8+xO23\nN6N69Zr079+L8PBatGhxF1263I/ZfOk/q4GBQZcs6gCHDx8kIiLS+TooKJgnnxxxxZ8tJeUUZ86c\noXbtes73rFYrkZG1OXhwv/O9ihUrO7/28ytFbm7uFY/rblTWRURERESuUa7dxozflrInZx2m8zfD\nLmevzTNt+uDrmXcWMiwk7wyswwEnTmdQMdTPqLhux3L+LHd2EV677BlW/prPqgN4eHjQoEEjYmI2\nsGlTLB06dCI5+QSbN8dis9lo0uT2qx/kPLPZku/1lW5C99cybbPZMJlMvPvuXOfZ8QuCg0Pw8vJm\nzpwPiI3dyOrVv/Lttyv46qsvmDv3I0JDQy9xbK/LjmuxXH+lvJD177dzsNvt2Gx25+u/33G+GN2D\nr0CorIuIiIiIXIMjp5L597oPyPQ8nlcybFbuDr2XHg3vzLdf+eA/i13iyXSV9QJm8fXF5/zSblfV\npElTYmM3smPHVkaPHkdychKLFi0gLS2NTp26Ovf7680HC/JGhBUrVsJsNpOaepoaNW4DICUlhalT\nJzFixChSUlKIiVlP//6DaNiwMY8/PpQuXe5hy5ZNtG7d9rrGqly5MnFxe5zL2VNTT9O3b0/ef3/R\nZX8mP79SBAcHs23bVqpXrwlAbm4uu3fvIjq62U385O5FZV1ERERE5CpW7djI8iNLwTMbAI+sYIY0\n6k+tchUu2jc00BuL2YTN7iDxVBpQpojTitGio5vx3nszKFOmLKGhoQQHB5OVlcWmTTFMnDjFud9f\nz5R7e/vxnDZPAAAgAElEQVRw5MghUlJSLtp2vXx9fencuRuvvjqF0aPHERgYxNtv/5sTJ45ToUJF\n0tPTmT9/DsHBwdx2W94vFjIzM6hZM9yZJT5+H+HhEVcdq0eP3rz99utUr16DKlWqMnv2TCpWrERY\nWBje3j4kJyeRmJhAWFj5fN/Xq1df5s59j5CQUCpVqsyHHy4gOzubNm3a3fDP7W5U1kVERERELiM7\nN4c3f/2C/fZYTOf/5VyJW/ln2wfw9rj0NbwWs5myQT4knEwn8ZRuMlcSVa1ajaCgYKKiGgJ5N2ir\nV68+586dy/es8b+eee7S5T6mTn2RgwcPMnnytJs+0z58+FO8886bjB//HLm5uTRo0IjXXnsTk8lE\neHgEY8f+iwUL5vDvf79KWFh5JkyYTJUqtwDQo0cvZs58k2PHjlKjRs2Ljv3XbO3b30tS0gmmT59G\nWloajRo15sUXpwLQsmUrli1bQr9+D/DZZ18Df35f794PkZGRwSuvvER6ehp169bn7bdnUbp0wEVj\nlFQmx838ysZNpKSkkZtrv/qO4tKsVjNBQX6aTzeh+XQ/mlP3ovl0L5rPS9uffJy31n9Atldy3hu5\nHrQv35Wu9Zte9XvfXrKF2L3J1KhYmnH9bivkpPlpPt2P5tS9XJjPq+5XBFlERERERIqVZVvW8n3i\ncvDKAcArqwzDm/SnWmi5a/r+sPPXrevxbSJyo1TWRURERETOy8zJ5vVfPuGoaRtY8+4+Xc3cmJHt\n/oGn1ePqBzjvQllPy8zlbHo2/r6XXjIvInI5KusiIiIiIsDu40eZGbuQXM+8G3yR48V9Ve6nfe1G\n132sC49vA0g8la6yLiLXTWVdREREREq8z2N/5afkleCZC4B3dhj/vH0AlQKDb+h4YX97fFt4pcAr\n7C0icjGVdREREREpsdKyMnntl8WcsOwCCzgcJmp5RDO0VTesZssNH9ff1xM/bytpmbm6I7yI3BCV\ndREREREpkbYdOcCna+dT/tQpopJy8MoyUcG3AqGljnB8y4ybOrY1MIhKATXZrbIuIjdIZV1ERERE\nSpxVi98ndO3v9Eu3/W3LPtIKaIzbq55ktzVKZV1EbojKuoiIiIiUGKmnT7NmxhRqHDiR732PMmWx\nhoQUyBi5KafIOX6c8gc2U6FSBY6nlMVmt2Mxmwvk+CJSMqisi4iIiEiJsGn972QunkeNs3nPTk/1\ns2K++x5ubdkGj+CCKeoAuampHPi/MdgzMmh/Yi0LKnci+XQm5f5y0zkRkavRr/dERERExK3ZbDa+\n/WAmnu/PIvh8UY+vFETV/5tC424PFGhRB7AGBBD6jx4AlMtO4bbUXSRoKbyIXCeVdRERERFxW6dO\nJvPD5NHU/HUdVhvkmmFP80a0G/8aZcqULbRxA+66G89bqgJw58lNJB1MKLSxRMQ9qayLiIiIiFva\nuPZX4l4cQ7XDJwFIKeVB+iOP0HnQCCyWG38s27Uwmc2E9RuAHRNejlw81v9cqOOJiPvRNesiIiIi\n4lZsNhurFrxDtT9isNrz3tt3SwhNhz1PcFDBLnm/Eu+qVTkZUpkyJw/hcTKxyMYVEfegsi4iIiIi\nbiM5KYmNM6YQfjQFgBwLHLgjmg59Hy/0s+mXYg8MhZOH8E5LLfKxRaR4U1kXEREREbewbvVPmD77\nkGppuQCc8vfAu+8gOt3WzLBM1tAysA/8ss+Rk52Nh6enYVlEpHhRWRcRERGRYs1ms7Fy7lvU2LAZ\ny/ll73FVy9B82PMEBgYZms03rBwAZhwkH0qkfM0qhuYRkeJDZV1EREREiq3jJxLZPGMqEcdOA5Bj\nMXGoZTPu7TvY4GR5AiqXJ/v81ymHjqqsi8g1U1kXERERkWJp7c8/YF3yMVXTbQAkB3ji3+8xOjZo\nYnCyP4XeUolj578+d0w3mRORa6eyLiIiIiLFSk5uDt+9/yY1Nm7D4sh7b2/1crQc9jz+pQOMDfc3\npYL8ybB442PLJPvECaPjiEgxorIuIiIiIsVGQsIxtr8zlYjEMwBkW00caXUnnXo/YnCyy0v3LY3P\n2UwcKSeNjiIixYjKuoiIiIgUC6v/txLvpV9QJSNv2XtSoBdBDz9Bh/oNDU52Zbn+wXD2BB5nUoyO\nIiLFiMq6iIiIiLi0nNwcVs2aTvimXZgvLHuvWYFWw8fi5+dvbLhrYAoOgWPgm6lnrYvItVNZFxER\nERGXdeTwQXa/9yq1jp8DIMvDRELru+nUs7/Bya6dV9m8x7d527I5e+o0/sGBBicSkeJAZV1ERERE\nXNKv/1mO37KlVM7Me3j68SBvyg4ayj216xuc7PqUKl/O+XXygWMq6yJyTVTWRURERMSl5OTksOrd\nVwjfute57H1Prcq0fnIMvn5+xoa7AcG3VOTCAvjUw8egUR1D84hI8aCyLiIiIiIu49DBfex773Vq\nJaUBkOlh4sQ97eh8/4MGJ7txIZXLcQoTFhxkJB43Oo6IFBMq6yIiIiLiEn5auZSAb5ZT8fyy98Rg\nH8o/Mpy2tYr3mWirhwdpXv6UzjpD7skko+OISDGhsi4iIiIihsrKyuT7d18hYls8pvPv7al9C22H\njsHb28fQbAUlyy8Qss5gPn3K6CgiUkyorIuIiIiIYQ7Ex3Fg9uvUSk4HIMPTzMkOHejc9QGDkxUs\ne2AwnDqEV9ppo6OISDGhsi4iIiIihvjpmy8I/PZbKmTlLXtPCPGlyuCniKoRYXCygmcNKQPx4Jd1\nltycHKweHkZHEhEXp7IuIiIiIkUqOzuL72dMJWLHfud7u+tW454nn8PLy9vAZIXHJyzv8W0WHJw8\nfJxy1SsZnEhEXJ3KuoiIiIgUmYPx+9g/ezoR55e9p3uZOd2xE106dzc4WeEKqFyBnPNfnzp4VGVd\nRK7KbHSAq/nhhx+IjIykdu3azv8fOXIkADt27OCBBx6gQYMG9OzZk+3btxucVkREREQu5+eVX5Ey\n/SUqnC/qx0J9CXhmLK3cvKgDlKla0fn1uYREA5OISHHh8mfW4+LiaN26NZMnT8bhcADg5eVFRkYG\ngwcP5r777mPq1Kl8/PHHPP744/zwww94e7vn8ikRERGR4ignJ4dVM6cRsTXOebf33XWrcs+TY9x2\n2fvflQoOINPiibctm6wTJ4yOIyLFgMufWd+3bx/h4eEEBwcTEhJCSEgIpUqV4ptvvsHHx4dnn32W\n6tWrM27cOPz8/Fi1apXRkUVERETkvMOHD/LbhKeodb6oZ3iaOXLfvXT55wslpqhfkOYdAIDjVLLB\nSUSkOCgWZb1atWoXvb9lyxYaN26c771GjRoRGxtbVNFERERE5Ap++34FydMmUjEpDYDEYB9K/XM0\nrbu412PZrlWufxAA1jMpBicRkeLA5cv6/v37+fXXX2nfvj3t2rXj9ddfJycnhxMnTlC2bNl8+4aE\nhHD8+HGDkoqIiIgIQE5uDsvfmUro51/gl5n3WLY9kZVpMmk6NcIjDU5nHFNoGQBKp50iNyfnKnuL\nSEnn0tesHzt2jMzMTLy8vHjzzTc5cuQIL730EhkZGWRmZuLp6Zlvf09PT7Kzs697HIvF5X9nIdfg\nwjxqPt2D5tP9aE7di+bTvRTkfB49eohtb02j1vGzAGR6mEjqcA/duve96WMXd4GREbBtNR6OXI7t\n3Ef1RnUKZRz9/XQ/mlP3cq3z6NJlvUKFCvzxxx+ULl0agMjISOx2O88++yxNmza9qJhnZ2ff0M3l\nSpf2KZC84ho0n+5F8+l+NKfuRfPpXm52Pr9f/hWOjxZTOcMGwPEgb2o+/Sxtbm1QEPGKvXp3N2HP\nF/MBSNkdR1CbJoU6nv5+uh/Nacni0mUdcBb1C2rUqEFWVhahoaEkJSXl25acnEyZMmWue4wzZzKw\n2ew3lVOMZ7GYKV3aR/PpJjSf7kdz6l40n+7lZucz15bLinenU3Pjdsx5D+9hb0RF2o78P/z8/EhJ\nSSvgxMWT1a8UZz398c8+y5mduwrtc9HfT/ejOXUvF+bzaly6rP/222+MGjWKX375BS8vLyDv2epB\nQUHcdtttzJo1K9/+sbGxPPHEE9c9js1mJzdXf+jdhebTvWg+3Y/m1L1oPt3LjcxnQsIxts2cSkTC\nGQCyPEwktr6bTj37A+jPx9+kh1bE/9guvE4cLfTPRn8/3Y/mtGRx6YseGjZsiI+PD+PGjWP//v38\n/PPPvPrqqzz22GPcc889nD17lilTprBv3z4mT55Meno6HTt2NDq2iIiISImw9tf/cvTl8dxyvqgn\nBXhhHTaSdueLulzMo2p1AAIzUzh3KtXgNCLiyly6rPv5+TF37lxSUlLo0aMH48ePp3fv3gwaNIhS\npUoxa9YsNmzYQPfu3dm6dStz5sy5oWvWRUREROTa2Ww2ls95nYBFiyidnnd9+t4a5Wkw6TVq19X1\n6VcSWqeW8+uDsdsNTCIirs6ll8FD3jXqc+fOveS2+vXr8+WXXxZxIhEREZGS60TSCWJnTKHW0dMA\nZFtNHGnVgk69BxmcrHioEhVJnMmM1WHn9K490Ka50ZFExEW5fFkXEREREdewfs3P8OkiqqXlAnCy\ntCf+Dz9Oh6jGBicrPjx9vEgtVYaQs8dxHD5odBwRcWEq6yIiIiJyRTabjVUfvEO1tTFYz9/bal/V\nstwx4v8uenKPXF1uWGU4exz/lGPY7XbMZpe+MlVEDKKyLiIiIiKXderUSda9PYXwwycByLHA4RZ3\n0PGhxwxOVnz5hdeEvRvwsWWRuO8QFcKrGh1JRFyQyrqIiIiIXNLmjX+Queh9qp/LAeCUvwc+Dz1K\nh8ZNDU5WvFWIqsuZb/O+Tti0U2VdRC5JZV1ERERELrJq8ftU/vk3gvJu9s6+KiHcPuJ5ggJDjA3m\nBspWq0iixRtfWybp++KMjiMiLkplXURERESc0tPO8eNbLxG+LwGAXDPEN29Mx35PYrFYDE7nHsxm\nM+eCK+CbFI818bDRcUTERamsi4iIiAgAu3duJ2HWG4SfzgIg1deCo/dDdG5+t8HJ3I+5SlVIiifw\nXBKZaRl4+/kYHUlEXIxuPSkiIiIiLPtwIWn/foWy54v6wfKlqTxuMtEq6oUipG5tACw42Lc21uA0\nIuKKVNZFRERESrCcnBy+eu0FQj9fhne2A7sJdjeMpNW/phNWrrzR8dxW9aZRZJvzFrmeitlscBoR\ncUVaBi8iIiJSQh05fJA9M18hIikNgHQvM2e63EeXDvcZnMz9eXh5cjqkCmWT4vE6tMfoOCLiglTW\nRUREREqgNT9+h9eXn1EpI+927wkhvlR7chQNbqlhcLKSw6NWnbzr1jNSSDqUQJkqWskgIn/SMngR\nERGREsRms7F89usELf4Y//NFfU9kFTq9M5vqNcINTleyVG52m/PrA2s2GJhERFyRyrqIiIhICZF8\nMokfXhxFrXVbsDggy2riQIc2dBszGR8f3Y28qIWFV+GMpz8AmTu2GZxGRFyNlsGLiIiIlACxG9aQ\n/eF8qp3LAeBkaU9KDxzCPfUbGpys5DKbzWRUqknp+FhKHz+ALdeGxapn2YtIHp1ZFxEREXFzKz+a\ng+ecOQSdL+r7bilDnQmvUFdF3XClo24FwMeWxYGYHQanERFXorIuIiIi4qbOnTvLNy+PocaPq/Gw\nOcg1Q9yd0bQfN42AwECj4wlQ847bsGMCIHH9RoPTiIgr0TJ4ERERETe0Z9d2Tsx9i/CULABSfa2Y\n+vTj3mZ3GZxM/sov0J9TAWGEpiZg2rfb6Dgi4kJU1kVERETczI/LPydk5beUzXYAcCisNPWHjaVc\nmB4N5ooc1SMhNoHgM4mcSzlDqaDSRkcSERegZfAiIiIibiInJ4cVb06m4rJv8M52YDfB7oaRtHrh\ndRV1FxYW3QgAMw72/rLO4DQi4ipU1kVERETcQGJiAr+88DQRW+MASPcyc7z7/XQZOgarVYspXVnV\nRnVIs/oCcG6jnrcuInn0X24RERGRYm7j779g/3ghldNzAUgM9qHi4KdoULOWwcnkWlgsFs7dEonf\nvhiCEuPIysjEy8fb6FgiYjCdWRcREREpxlYumo3PgnkEnC/qe8Ir0GTidGqoqBcroc1vB8DTnsvu\nH9canEZEXIHKuoiIiEgxlJ6Wxjcvj6XGz2uw2iDXAnF3N6fzc1Pw8fE1Op5cp/DmDcmw5J1NT12/\n3uA0IuIKtAxeREREpJiJ37ebI7P+TfipTABS/ayY+zzMvbe3MDiZ3CirhweplWvhc2AzAUf3kpOV\njYeXp9GxRMRAOrMuIiIiUoz8+v1yzrw+jbDzRf1QmD+VxkyisYp6sRdyezQA3vZsdv+is+siJZ3K\nuoiIiEgxYLPZWPHeq5T5fAm+WXYAdtevyV0vvE758hUMTicFIaJFEzLNeWfTU/74w+A0ImI0LYMX\nERERcXEnT55kw9uTiTiSAkCWh4kTHTrQ5b5eBieTguTh5UlqxQi8D2+j9OHd5ObkYPXwMDqWiBhE\nZ9ZFREREXNi2zRvYO3kM1c4X9eTSnliHPUUbFXW3FBjdBAAfWxZ7f4sxOI2IGEllXURERMRFfb/k\nQxzvvkPw2RwA4quEUHfCK9SuG2VwMiksEa2akmXOO5uevOZ3g9OIiJG0DF5ERETExWRnZ/PdjCnU\n2nEAAJsJ4ps2oMPA4VgsFmPDSaHy8vHmdMUIyh3eTsDBHWRlZOLl4210LBExgM6si4iIiLiQo0cP\n8dsL/3QW9TRvMyl9etPp0adU1EuI0JZ5d/b3tmez8/vfDE4jIkZRWRcRERFxEet++x8J0yZS6UQa\nAAkhvoQ+O57mrTsYnEyKUkSLJpzz8APg3No1BqcREaOorIuIiIi4gG8/eJdSCxdSOt0GwN6ISjSd\nNJ3Kt1QzOJkUNYvVQnpE3n0JQpL2k5KYbHAiETGCyrqIiIiIgdLT0vh2yhhq/voHVjvkWGB/m5Z0\nGj0Zby8fo+OJQW65pzUAFhzsXvk/g9OIiBFU1kVEREQMcnD/PjZMfIaa8YkAnPazkv3oYNr3GWRw\nMjFa5bo1OVmqLACOzesNTiMiRlBZFxERETHA7z9+x6npLxF2KgOAQ2H+VB33Ig2bNDc4mbgKU1Te\nM9dDziVxeHucwWlEpKiprIuIiIgUIbvdzjfzZxD48cf4ZdoB2F2vOne98Dply5Y3OJ24ksh7W2PD\nBMDB77UUXqSk0XPWRURERIpIeloaP705ifD44wBkW00ca9eGLt0fMjiZuKLAciFsK1ONsknx+O2O\nJSc7Gw9PT6NjiUgR0Zl1ERERkSJwYH/c+evT84p6SikruYOHcI+KulxB6RYtAfDLzWDHd78anEZE\nipLKuoiIiEgh+/3H70mZPuUv16eXptrzk2nQKNrgZOLq6rS7w/nM9bO//WxwGhEpSirrIiIiIoXE\n4XCcvz598V+uT6/BXS9Mp2zZMIPTSXFg9fAgo05jAMqePETCvkMGJxKRoqKyLiIiIlII0tPS+Pbl\nMYSv3oDFnnd9+sGObeny1Hg8rB5Gx5NiJKJrB+znbzS37+tVBqcRkaKiG8yJiIiIFLAD++M49O50\nws8vez9dyopXv8do17ipwcmkOCpzSwV2l6lK2aT9lNodQ05WNh5eutGciLvTmXURERGRArTmp+85\nddH16S8RpaIuN6H0XXcD4JubybZVvxicRkSKgsq6iIiISAH5ZsEMghYvptT569P31K3BXf+aTpmy\n5QxOJsVd3bZ/3mguXTeaEykRVNZFREREblJGRjrfvDyG8N/+cn16h7Z0/ud4PDx0fbrcPIvVQkbd\nJgCUSTnMkZ37DE4kIoVNZV1ERETkJhw+uJ91L4wifF8iAKf9rNgee4J2PfT8dClYkfffi+38P9/3\nf/WNwWlEpLDpBnMiIiIiN2j96p8xf7KQ8hk2AA6V86f+yHGU02PZpBCEVCzLjkq1KHdkJ0HxWzh3\nKpVSwQFGxxKRQqIz6yIiIiI34LuP5+K3cD7+54v67jpVueuF11XUpVBV6HQvAJ6OXLZ++a3BaUSk\nMKmsi4iIiFyHnJwcVkx/gWr//RWrDXIsEN+2JV2efkHXp0uhq9GkPsml834h5BmzBluuzeBEIlJY\nVNZFRERErlHSieP8PPFpInYeAOCsj4X0hwfSofcgY4NJieLTojUA/tln2f6dHuMm4q5U1kVERESu\nwbbNG4l/+f+okngWgIQQH8o+O54mze8yOJmUNPU6tXI+xu3sj/81OI2IFBaVdREREZGr+N/yz3G8\nN4OgszkAxFUvR/QL06lcpaqxwaRE8vD0JPPWpgCUOX2Eg5t3G5xIRAqDyrqIiIjIZdhsNpa/+woV\nvv4GrxwHdhPsub0h7Z+bgo+Pr9HxpASr270TOSYLAAeXfm1wGhEpDCrrIiIiIpdw9kwq308ZTa2N\nOzA7IMPTRFKPf9D50ZFYLBaj40kJF1A2hFPVowAoc2QHSQePGZxIRAqayrqIiIjI38Tv28OmF0dT\n4+BJAE6W9sRn+ChatO9qcDKRP9XscR92TFhwsOuzZUbHEZECZjU6gIiIiIgr+f2n7/H+4hPKZdoB\nOFAhkCZPjycoMMTgZCL5lQ+/hbjy4ZRL2EPQ3o2cO5VKqeAAo2OJSAHRmXURERGR875d9B4Bixfj\nd76o76kfTusJr6moi8uq0LULAJ72XLZ8pmvXRdyJyrqIiIiUeFlZmax4dTw1f16L1Q45FhMHO7Sl\n88hxWK1aiCiuq0aT+iQFVgTAZ9MasjOyDE4kIgVFZV1ERERKtBMnElk98Rkidh8GINXXSs6jg2nX\n4yGDk4lcm4B2HQDwy81g89JVBqcRkYKisi4iIiIl1vYtMeyfMp5KJ84BcCzUl4rP/YsGTZoZnEzk\n2tVpdwcpvsEAmFb/QG5OjsGJRKQgqKyLiIhIifTzt0uxv/s2Qefyis3emuVp+sJrVKhY2eBkItfH\nbDbjeXfe2fXSWWeJWaKz6yLuQGVdREREShS73c43779BuaXL8MpxYDfBnmYNufe5Kfh4+xodT+SG\n3NqlDanegQDYfvqe3JxcgxOJyM1SWRcREZESIzMzg5XTxhG+dhNmB2R6mEj8x310fmQkJpPJ6Hgi\nN8xitWC+qx0AAZmp/P7xtwYnEpGbpbIuIiIiJUJCwjF+n/gM4fsSAEgp5YF5yHBadbzf4GQiBSOq\n2z2c8SoNwJmVy7HZbAYnEpGbobIuIiIibm9r7HoOT51AxaQ0AI6ULUXV51+k3q2NDE4mUnCsHh44\n7mwLQGD6KTYv/5/BiUTkZqisi4iIiFv7ccUXMHsmgWl51/DuDa/IHf96jXJlwwxOJlLwGnTvwFnP\nUgBk/Odb7Ha7wYlE5EaprIuIiIhbstlsrJj9OuWXrcArx4HNBHF33Ean517Cy8vb6HgihcLD0xN7\n8zYABKWdZNuqXwxOJCI3SmVdRERE3E5GRjrfTXueiHVb8m4k52kiqWd37h04zOhoIoWuUa/OnPPw\nAyDte51dFymuVNZFRETErRw9eog/Jj5DzfjjAJzy98Bj6FO0vKeLwclEioaXjxemFnnXroecO8GO\nH9YYnEhEboTKuoiIiLiNTTF/cOyVSVRITgfgcDl/aj4/hdp1owxOJlK0WjzSk3SrDwBnVq3Q2XWR\nYkhlXURERNzCj8s/wzL7PQIu3EiuVmVa/Os1QsuUMTiZSNHzKeVDZpO7AAg9k8jun9cZnEhErpfK\nuoiIiBRrNpuNFbOmU/7rb/HKPX8juRbRdHr2RTw9vYyOJ2KYxg92I8OSdzPFlBVf6+y6SDGjsi4i\nIiLFVmZGBt9NG0fE+q2YHZDhaeZkr57c+/CTRkcTMZyPvy9pDe8AIDT1GLt+/MPgRCJyPVTWRURE\npFg6cSKR3yc9Q834RABOlvbAa9hT3Nm2k8HJRFxHgwfvJ92ad3Y9dflSnV0XKUZU1kVERKTY2bV9\nM/unjKdiUhoAh8uVosbYl4isc6vByURci2/pUmRGtwby7gy/deXPBicSkWulsi4iIiLFyuofviXr\nnTcIOpcDwJ7wCtw54TXKlilrcDIR19SwT1fnc9czVy3Hlmv7f/buO77q+t7j+Ouck50QAiHsvZcC\nIu49UES0KpZWcY96O61X1Lr3rLa1jrpbt3W1ooADlLaIiCjI3lNWwsw+ycm5f0RztdUKSvidnLye\nfyVnJO/z+OSXk3d+4xtwIkk7wrIuSZIajPFPP0zzv/6VzGicmhAs2ncAwy+7hfT0jKCjSQkrPTOD\n2MFDAWhWvpmZf3sr4ESSdoRlXZIkJbyq6irG/u4Gur33PpEaqEwJsXbEMI6/4NeEQqGg40kJb+DI\nYWxLbwpA/N3xVEWjASeS9G0s65IkKaFt376NSTdfRq+5y2s/z4oQO+8CjjhhVMDJpIYjNS2NyJHD\nAMit3M4nL44LOJGkb2NZlyRJCWvlimXMuulyuqzZAsD65hm0+t+rGDjkgICTSQ3PgBOPZktWcwBS\n/vU2leUVASeS9N9Y1iVJUkKaMe1fFN19C6221BaK5e2bMejqO+nQqWvAyaSGKRKJkHnsCQDkVJXy\nybN/DziRpP/Gsi5JkhLOxL89R/oTj9GkvPaq1Qv7d+OIq++kSW5uwMmkhq3/sYewqUkrADI+fJey\n7SUBJ5L0TSzrkiQpYcRiMV5/6G7av/4madVxqsOw7IgDGXHxNaSmpAYdT2rwwuEweSecBEBWrIJP\nnn4l4ESSvollXZIkJYSKinIm3HkVPafPJgSUp4XZ+qNRHHvaBUFHk5JKn8P3ozCvPQC5M/9F8eat\nASeS9HUs65IkKXAbN65nyo1j6LF0PQCbm6SS8bOLOeCIYQEnk5JTy5EjAUiviTLrzy8EnEbS17Gs\nS5KkQM2f9ynLbruGDhtrz51dU5BDt9/cTK9+ewacTEpePfYbyIaW3QBoPn8aG1esDTiRpH9nWZck\nSYF5f9J4Ku//Pc2LqwBY0rUNB1x/FwUtWwWcTEp+Xc44jRpCpMRrWPiXZ4OOI+nfWNYlSVIgJjz7\nGHis3+4AACAASURBVHnPv0BWZQ1xYNGQPTj2ilvISM8MOprUKLTv043CLgMAaLl6Ditmzg84kaQv\ns6xLkqTdKhaL8fofbqHrpH+SUgPRlBCfHX8sx//kfwmH/dNE2p36nn0aVaEUQsCa554POo6kL/Ed\nUZIk7TZlpaW8fcvl9Jy9GIDizAiVZ5/LET/4UcDJpMYpv11LtuyxPwAtN61k3qQPAk4k6QuWdUmS\ntFusX7+OD28aQ9dVRQBszEun+SVXMHi/gwNOJjVug84aRVkkA4Dtf3+JWCwWcCJJYFmXJEm7wYK5\ns1h5+7W0LSoDYGWbXPpfdTtduvQIOJmk7KY5VB54NADNS4uY9be3A04kCZKgrEejUa688kqGDBnC\nwQcfzBNPPBF0JEmS9CXvv/smFQ/8gWYltVd8X9SzHYde81vymjULOJmkL+z1oxFsS28KQHzi60TL\nKwNOJKnBl/U77riDefPm8dRTT3Hddddx33338dZbbwUdS5IkAW/+9S/kPfdc3RXfF+47gOFjbiYt\nLS3oaJK+JDUtjdRjTgCgSbSEGc+8EnAiSQ26rJeXl/PSSy9x9dVX07t3b4466ijOP/98nn766aCj\nSZLUqMViMcY+cAdd3nqXlBqoioRYffxQRlzwa0KhUNDxJH2NPY8/nE1NWgGQPf1dijdvDTiR1Lg1\n6LK+YMECYrEYAwcOrLtt8ODBfPrppwGmkiSpcauoKGfCHVfS6+PaNZtL08OUnXkmR/3gtICTSfpv\nwuEw+af8EICMWJRZf/lrwImkxq1Bl/XCwkLy8vJISUmpuy0/P5/Kykq2bNkSYDJJkhqnwqJCptw0\nhh7LNgCwKTeNJr8cw5ADDw84maQd0fOgwWxo2Q2A0NrVAaeRGreUb39I4iovL/+Pc96++Dwaje7w\n14lEGvT/LPS5L+boPJOD80w+zjS5fN08Fy2cz/oH7qbDttr34DUtcxg05gYKCgoCyagd5/aZXL7v\nPPe+4mJmPvMqnQ7Zn5QUfyYSgdtoctnROTbosp6env4fpfyLzzMzM3f46+Tm7vhjlficZ3JxnsnH\nmSaXL+b53ttvUvnoo7SoqAFgWddWjLz17p16P1bw3D6Ty3edZ7Nm2XS89me7OI12BbfRxqVBl/VW\nrVqxdetWampqCIdr/ztRVFRERkYGubm5O/x1tm8vJxarqa+Y2k0ikTC5uZnOM0k4z+TjTJPLl+f5\nxl+fovX4t8ipjgOwaFAfRvz8MioqaqioKA04qXaE22dycZ7Jx5kmly/m+W0adFnv06cPKSkpzJw5\nk7322guAjz76iP79++/U14nFaqiu9oc+WTjP5OI8k48zTR7xeJyX7r+LHtNmEY5DdRjWHHkYx486\nm3gc59wAuX0mF+eZfJxp49KgT3rIyMjgxBNP5LrrrmP27Nm88847PPHEE5x11llBR5MkKalFo1H+\nfMXF9PqgtqiXp4XZ/uPTGDrq7KCjSZKUFBr0nnWA3/zmN9xwww2cddZZNGnShF/96lccddRRQceS\nJClpbdm6hem/u56en20DYGtOKrnn/4wB/Qd+yzMlSdKOavBlPSMjg9tuu43bbrst6CiSJCW9lSuW\ns+r+2+m8pRKA9flZ9Lz4alq3aRtwMkmSkkuDL+uS9HVKNm/j0xf+TsdDD6R9325Bx5GSwqwZH1L1\nl4doVRYDYEXHFhx6+U2kp3t1YkmSdrUGfc66JH2TT1/4Oy1mTKLo3rso2bI96DhSg/ePCa8RfvRB\ncj8v6ov7deVHv7uf7OzsgJNJkpScLOuSklKz3r0AyKqu4JNHngo4jdSwTXj6EQpefoX0qjg1IVh6\nyL6cOOZ6IikeoCdJUn2xrEtKSn0O35cNrXoAULDoI1Z9ujDgRFLDE4vFeOMPt9L1vSlE4lCZGmL9\nyScw7Mz/CTqaJElJz7IuKWn1uuAcqkIRwsRZ85e/UFPjuqTSjqqoKOedW39Dj9mLACjOilB1zvkc\nNuzkgJNJktQ4WNYlJa2WnduyddChALTYtpZPXn4z4ERSw7C5qIgPbhhDl5UbAdiYl0bexVew1z4H\nBpxMkqTGw7IuKakNOWcU29JzAQhPfI3SbSUBJ5IS28plS1h465W0LazdVla2zqH3lbfSrWuPgJNJ\nktS4WNYlJbW0zHQyT/whANnV5Xzy5+cDTiQlrtkffcCme24jf3sUgEVdW3LQ1XfRonmLgJNJktT4\nWNYlJb3+Qw9iY34nAJrNmUrhyrUBJ5ISz5QJY+HRh8ipqF2abd7A7hx7+a1kZriGuiRJQbCsS2oU\nOp0xmhpCpMZjLHji6aDjSAnl7Wceo/nLL5NeHScWhoWH7csPfn41KRGXZpMkKSiWdUmNQof+PSjs\nOgCAVmvmsfSjOQEnkoJXU1PDuPvuoNO7/6xbmm3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2nnQyxw0dEXAySZKk78/D4CWpHrXZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracker_theta = widc.copy()\n", "tracker_theta[tracker_theta > max_angle] = max_angle\n", "tracker_theta[tracker_theta < -max_angle] = -max_angle\n", "\n", "tracking_angles['with restriction'] = tracker_theta\n", "tracking_angles.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate panel normal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate panel normal vector in panel x, y, z coordinates.\n", "y-axis is axis of tracker rotation. ``tracker_theta`` is a compass angle\n", "(clockwise is positive) rather than a trigonometric angle." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LsnTpUqZMmcLo0aPR6/VUrFiRcePGmby8uV/M77//vvHcfvfdd5QtW5ZRo0bx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\nF8t7770niYmJpt+hO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "panel_norm = np.array([sind(tracker_theta), \n", " tracker_theta*0,\n", " cosd(tracker_theta)])\n", "\n", "panel_norm_df = pd.DataFrame(panel_norm.T, columns=('x','y','z'), index=times)\n", "panel_norm_df.plot()\n", "plt.title('panel normal vector components in panel coordinate system')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "sun position in vector format in panel-oriented x, y, z coordinates. We've already seen this above, but it's good to look at it again after calculating the tracker normal vector." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GoI2Px5CaijErC2N2luXnX/9M2VmYDXefizmfwsEBhaMjSo0GhUaD2t0Dlacn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\nKdSFKASFUklgn74EvTQUhVqNOS+PuDm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ZOB1mVODhV3fR0DaodVi6J8W6EEKIY+J65y1c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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sun_vec = np.array([xp, yp, zp])\n", "\n", "panel_coords = pd.DataFrame(sun_vec.T, columns=('x','y','z'), index=times)\n", "\n", "panel_coords.plot()\n", "plt.title('sun position in panel coordinate system')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AOI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate angle-of-incidence on panel" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RLBsmcLmc8vu9jKdNMJ72w5jaC+NpL4ynvTCe9sOY2osxnkOxdFjv6urS1VdfrQcffFAV\nFRWSpP/5n//RqaeeqpNOOklr1qxROBxOTYffvHlzxlm1wxWNxhSJ8I/eLhhPe2E87YcxtRfG014Y\nT3thPO2HMc0tlp4GX1JSomAwqFWrVqmxsVFPPfWUnn32WV155ZU69dRTVVNTo+XLl+v999/Xww8/\nrK1bt+riiy82u2wAAAAgq/UPRFkuCpjM0mFdkn76059qx44duuiii/T444/r3nvv1YwZM+R0OrV6\n9Wq1trZq/vz5+t3vfqcHHnhAEydONLtkAAAAIGtt+nuLrrl7vX77p/fNLgXIaZaeBi9JRx99tJ54\n4olBP1ZbW3vQjwEAAAAYuY3vNCkel97f1WV2KUBOs3xnHQAAAMD42dnaK0mqqfCZXAmQ2wjrAAAA\nACRJoXBErXtDkqQp1UUmVwPkNsI6AAAAAEnSrta+1O0pVYR1wEyEdQAAAACS9k2Bl6QpVUyDB8xE\nWAcAAAAgSdrZkuislxS5VVzoNrkaILcR1gEAAABIkhqTnfVapsADpiOsAwAAAFA8HteuZFhnvTpg\nPsI6AAAAAHX29KsvFJEkTalmvTpgNsI6AAAAAO1kJ3jAUgjrAAAAAFI7wTsdDk2qoLMOmI2wDgAA\nACAV1idVFCo/j5gAmI2fQgAAAADa2ZII65M5Xx2wBMI6AAAAkOMi0Zj2tAckSbXVrFcHrICwDgAA\nAOS4pvaAorG4JGkym8sBlkBYBwAAAHJcY3K9uiTVEtYBSyCsAwAAADnO2FzO68lTud9jcjUAJMI6\nAJtq7gjooef/pre3tZtdCgAAlrezJXHG+pQqnxwOh8nVAJAI6wBsasPfmvT6ey365X//r9mlAABg\neUZnfQqbywGWQVgHYEtlRW5JUltXSL3BAZOrAQDAunqDA+rs6ZckTWG9OmAZhHUAtjR1YnHq9o7m\nHhMrAQDA2naxuRxgSYR1ALZUW1UkZ3LN3UdNhHUAAA5mZ2tf6vbkKp+JlQBIR1gHYEvufJdqKgsl\n0VkHAOBQGlsSnfXKkgJ5PXkmVwPAQFgHYFtHTUhMhd9BZx0AgIMypsGzXh2wFsI6ANsy1q03dwYV\n7I+YXA0AANYTi8dT0+CnVDMFHrASwjoA2zI665L0EVPhAQA4QFtXSP0DUUl01gGrIawDsK3a6iI5\nkrd3NPce8loAAHLRzpZ9z4+EdcBaCOsAbMvrydOE8uQmc6xbBwDgADuT69XzXE5NKPeaXA2AdIR1\nALZ2VHLdOtPgAQA4kNFZr6kslMtJNACshJ9IALZmrFvf3d6XWpMHAAASGpOby9UyBR6wHMI6AFsz\nOuvx+L5zZAEAgNQ/EFVLZ0CSNKWasA5YDWEdgK0dNWHfiw/WrQMAsM/utj7F44nbbC4HWA9hHYCt\nFRbkq6q0QJK0g3XrAACkGJvLSXTWASsirAOwPWPd+kd01gEASNnZklivXlyYrxKf2+RqAOyPsA7A\n9ox167va+jQQiZlcDQAA1mB01pkCD1gTYR2A7U1Ndtajsbh2t/WZXA0AAOaLx+OpjVdrmQIPWJLl\nw3pTU5OWLFmi+vp6nX322frFL36R+ti7776rSy65RHV1dVqwYIHeeecdEysFYFXpL0LYER4AAKk7\nMKDe4IAkaXKlz+RqAAzG8mH9+uuvl8/n07PPPqvvfve7uueee/TSSy8pGAxq8eLFmjNnjhoaGlRX\nV6errrpKoVDI7JIBWEyJz63iwnxJhHUAACRpF5vLAZZn6bDe3d2tt956S1dffbWmTp2qs88+W//v\n//0//eUvf9Hvf/97eb1eLVu2TNOmTdNNN90kn8+nF1980eyyAViMw+HQ1OQLkcYWNpkDAGBX2rKw\nmgo664AVWTqsFxQUyOv16plnnlEkEtH27dv1xhtv6Pjjj9dbb72l+vr6jOtnzZqlLVu2mFQtACur\nrU6sW29s6VXcOFQWAIActas1EdYrSwrkcbtMrgbAYCwd1t1ut77//e/r17/+tU4++WRdcMEFOuOM\nMzR//ny1tLSouro64/qKigo1NzebVC0AKzPWrfeFIurs6Te5GgAAzLWrjZ3gAavLM7uAoWzbtk3z\n5s3TokWL9I9//EM/+tGPdNpppykUCsntzjwP0u12KxwOj/gxXC5Lv2eBYTLGkfG0h9Eez6Nr/Knb\nu9r7VF1eOCqfF8PHz6i9MJ72wnjay1DjGY/vOx2ltrpIeXmMu9XxM2ovwx1HS4f1jRs36umnn9bL\nL78st9utE044QU1NTXrwwQc1derUA4J5OBxWQUHBiB/H7/eOVsmwAMbTXkZrPIv9XuW5nIpEY2rt\n6ldZGevzzMLPqL0wnvbCeNrLwcaztTOoYH9UkvTxo8t5Tswi/IzmFkuH9XfeeUdHH310Rgf9+OOP\n10MPPaTZs2ertbU14/q2tjZVVVWN+HG6u4OKRmNHXC/M5XI55fd7GU+bGIvxnFzl046mHv3vjg51\ndnLe+njjZ9ReGE97YTztZajxfOf9ttTtMl8+z4lZgJ9RezHGcyiWDuvV1dXasWOHIpGI8vISpW7f\nvl21tbWqq6vTmjVrMq7fsmWLlixZMuLHiUZjikT4R28XjKe9jOZ4TkmG9Y+aevg3YiJ+Ru2F8bQX\nxtNeDjaejc2J9epOh0NVJQWMeRbhZzS3WHrRw7x585SXl6fvfe97+vDDD/XHP/5Ra9as0de+9jWd\ne+656unp0cqVK7Vt2zbdeuutCgQCOv/8880uG4BFGTvCt3QGFQpHTK4GAABzGGesTyj3Kj+PneAB\nq7J0WC8qKtJjjz2m1tZWLViwQHfccYeuvfZaLViwQEVFRVqzZo02bdqk+fPna+vWrVq7du1hrVkH\nkBuMHeHjkna2MuUPAJCbdiY3l6upZK06YGWWngYvSccee6zWrVs36MdmzpyphoaGca4IQLYywrqU\nOG/9Y5NLTKwGAIDxF4vHtScZ1icT1gFLs3RnHQBGU5E3X+V+j6REWAcAINe07Q0qnFzzzBnrgLUR\n1gHklNrkC5PGlh6TKwEAYPztSlsGxjR4wNoI6wBySu2ERFjf2dKnWDxucjUAAIwvY716nsuh6jLO\n7AasjLAOIKdMTe4I3z8QVWtn0ORqAAAYX7uTYX1iuU95LqIAYGX8hALIKftvMgcAQC4xjm2bUsUU\neMDqCOsAckpVqVfuvMSvvp2thHUAQO6IRGPa0x6QxHp1IBsQ1gHkFKfTkXqBwlnrAIBc0twZVDSW\n2K9lMp11wPII6wByjnFUDZ11AEAuMdarS9Jkjm0DLI+wDiDnGOv0WjuD6g9HTa4GAIDxYaxXd+c7\nVVlSYHI1AIZCWAeQcyYnN5mLS9rdzlR4AEBuMM5Yr6nwyelwmFwNgKEQ1gHknNq0qX872REeAJAj\ndiWnwbNeHcgOhHUAOcfvc8tfmC+JTeYAALlhIBJVc2diJ/jJlaxXB7IBYR1ATprMJnMAgByypz2g\neGIjeDrrQJYgrAPIScaO8LsI6wCAHLArfSd4zlgHsgJhHUBOMnaE7w4MqLsvbHI1AACMLWNzOa8n\nT2XFHpOrATAchHUAOWlKddomc3TXAQA2Z8wkm1zpk4Od4IGsQFgHkJNqKn0yXqqwIzwAwO7YCR7I\nPoR1ADnJk+9SVZlXEjvCAwDsLRSOqK0rJIn16kA2IawDyFlT2BEeAJADdrcFUrcJ60D2IKwDyFnG\nJnO72/oUi8VNrgYAgLGRfvKJcXQpAOsjrAPIWUZnPRyJqXVv0ORqAAAYG8Z69eLCfPl9bpOrATBc\nhHUAOSt9kx2mwgMA7Cq1uRxT4IGsQlgHkLMmlBUqPy/xa5BN5gAAdrXv2DamwAPZhLAOIGc5nQ7V\nVCS6DEbXAQAAO+kLDWhvb1gSx7YB2YawDiCn1SSnBO5iGjwAwIZ2pc0cI6wD2YWwDiCnGTvCt3QG\nNRCJmVwNAACjK33mGGvWgexCWAeQ04zOejQWV3NHYIirAQDILruTnfXSIrcKC/JNrgbASBDWAeS0\n9C4D69YBAHazuz3x3FZDVx3IOoR1ADmtvKRAHrdLEmEdAGA/qbBeQVgHsg1hHUBOczrSdoRnkzkA\ngI30hQbUldwJfhKddSDrENYB5Dxjd9zddNYBADaS/rxWU1FoYiUADgdhHUDOM9att3QGFR6ImlwN\nAACjIz2s01kHsg9hHUDOM8J6XNKednaEBwDYgxHWi7z58he6Ta4GwEgR1gHkvMlVRanbTIUHANjF\nrlZjczmmwAPZyPJh/dlnn9X06dN1/PHHZ/z/hBNOkCS9++67uuSSS1RXV6cFCxbonXfeMbliANmm\ntMgtrydPkrSzjU3mAAD2YLwBzbFtQHayfFj/3Oc+pw0bNujVV1/Vhg0b9Kc//UlHHXWU/vmf/1nB\nYFCLFy/WnDlz1NDQoLq6Ol111VUKhUJmlw0gizgcjtRU+N2tdNYBANkv1B9RW1fiNTHr1YHsZPmw\n7na7VVFRkfrv+eeflyR961vf0gsvvCCv16tly5Zp2rRpuummm+Tz+fTiiy+aXDWAbGPsCM9Z6wAA\nO9iZdhwpZ6wD2cnyYT1dV1eXHnnkEd14443Kz8/X22+/rfr6+oxrZs2apS1btphUIYBsZUwRbOsK\nKRSOmFwNAABHprG5J3WbafBAdsqqsP7kk09qwoQJOueccyRJLS0tqq6uzrimoqJCzc3NZpQHIItN\nSXshw47wAIBsZ4T1ArdLpUXsBA9kozyzCxiJp59+WosXL079ORQKye3O/OXjdrsVDodH9Hldrqx6\nzwIHYYwj42kP4z2eUycWp27vaQ/ouNrScXncXMLPqL0wnvbCeNqLy+VMhfXJVT7l57tMrghHip9R\nexnuOGZNWH/77bfV3NysCy64IHWfx+M5IJiHw2EVFBSM6HP7/d5RqRHWwHjay3iNZ2lpoYoL3eoJ\nhNXW06+yMqYMjhV+Ru2F8bQXxtM+GpsTa9aPrinhOc1G+BnNLVkT1l999VXNmTNHxcX7ul8TJkxQ\na2trxnVtbW2qqqoa0efu7g4qGo2NSp0wj8vllN/vZTxtwozxnFxZqL9/FNa2xr3q7GSjudHGz6i9\nMJ72wnjaSywu7WlPPI9V+j08p9kAP6P2YoznULImrA+2mdzJJ5+stWvXZty3ZcsWLVmyZESfOxqN\nKRLhH71dMJ72Mp7jOanSp79/tFe723r5NzSG+Bm1F8bTXhhPe2jqCCgWi0uSJpQVMqY2ws9obsma\nRQ//+Mc/NG3atIz7zjvvPPX09GjlypXatm2bbr31VgUCAZ1//vkmVQkgmxlH27R39yvYz47wAIDs\ntDvtGFJ2ggeyV9aE9Y6ODpWUlGTcV1RUpIceekibNm3S/PnztXXrVq1du3bEa9YBQJJqKgpTt5s6\n2BEeAJCddiXDujvPqUo/r4uBbJU10+DffPPNQe+fOXOmGhoaxrkaAHaU3n3Y3danYyb5TawGAIDD\nY3TWJ1YUyul0mFwNgMOVNZ11ABhrfp9bvoLEe5jpUwgBAMgmxnPY5MoikysBcCQI6wCQ5HA4NCnZ\nXSesAwCyUTQWU1N7YilXTWXhEFcDsDLCOgCkMTaZ29POmnUAQPZp2xvSQPJor5oqOutANiOsA0Aa\nY916696gwgNRk6sBAGBkdrezEzxgF4R1AEhjTBmMix3hAQDZx1jG5XI6NKHMa3I1AI4EYR0A0hjT\n4CXWrQMAso+xjKumyqc8Fy/1gWzGTzAApCkr9sjjdknKnEoIAEA2MN5orp1QbHIlAI4UYR0A0jgc\njlR3fXcb0+ABANkjFo+nOuu11YR1INsR1gFgP8a69T101gEAWaSzu1/9yc1R6awD2Y+wDgD7MXbP\nbe4IKpI8/gYAAKtLX741dSJhHch2hHUA2I8xDT4Wj6uZHeEBAFliT3K9ukOcsQ7YAWEdAPaTfi7t\n7nbCOgAgOxid9aoyrzz5LpOrAXCkCOsAsJ+KkgK58xK/Hjm+DQCQLYw3mNPfdAaQvQjrALAfp8Oh\niRWJTeYI6wCAbBCPx1PT4CcT1gFbIKwDwCCMrgQ7wgMAskF3YEB9oYgkOuuAXRDWAWAQxiZzTR0B\nRWPsCA8AsLb0mWCEdcAeCOsAMIhJybAeicbV1hUyuRoAAA6NsA7YD2EdAAYxKblmXZL2tLEjPADA\n2oxlW2Wos+KQAAAgAElEQVTFHnk9eSZXA2A0ENYBYBDVZV45HQ5J0p4O1q0DAKzN6KzXpL3ZDCC7\nEdYBYBB5LqeqyrySpD2ctQ4AsDjjuWoSU+AB2yCsA8BBGN2JJsI6AMDCAqEBdfWFJe3bcwVA9iOs\nA8BBGGet72nvUzweN7kaAAAGt6dj35vKk8qZBg/YBWEdAA5iUnmiO9EXiqgnMGByNQAADC59Btgk\n1qwDtkFYB4CDyNgRvp1N5gAA1tSU7Kx7PS75fW6TqwEwWgjrAHAQGWG9g3XrAABrMjrrE8t9ciRP\nMgGQ/QjrAHAQhQX5Kkl2KNhkDgBgVcYbyhNZrw7YCmEdAA7B6K7vZho8AMCCorGYWjqTx7axXh2w\nFcI6ABzCxOQROHTWAQBW1NYVUiSaOLGEzjpgL4R1ADgE4wic9q6Q+geiJlcDAEAmdoIH7IuwDgCH\nMKky8cInLqmZTeYAABazJxnWHQ6puoywDtgJYR0ADsE4a13a94IIAACrMI5tqywpUH4eL+0BO+En\nGgAOoczvkTs/8auSs9YBAFbTlHxumlThG+JKANmGsA4Ah+B0OFIb9jQxDR4AYDFNHNsG2BZhHQCG\nYHQrmAYPALCSvtCAugMDkqSJbC4H2A5hHQCGYOyu29QRUCwWN7kaAAASMnaCp7MO2I7lw3o4HNYP\nf/hDnXrqqfr0pz+tn/70p6mPvfvuu7rkkktUV1enBQsW6J133jGxUgB2ZXTWByIxtXWHTK4GAICE\n9BlfE1mzDtiO5cP6rbfeqo0bN+rRRx/VnXfeqd/+9rf67W9/q2AwqMWLF2vOnDlqaGhQXV2drrrq\nKoVCvJAGMLrS1wFyfBsAwCqM9epeT578hfkmVwNgtOWZXcChdHV1qaGhQY899phOPPFESdIVV1yh\nt956Sy6XS16vV8uWLZMk3XTTTXr55Zf14osv6gtf+IKZZQOwmQll3tTtpvaAZk6rMLEaAAASjLA+\nqaJQDofD5GoAjDZLd9Y3b96s4uJizZ49O3XflVdeqdtuu01vvfWW6uvrM66fNWuWtmzZMt5lArA5\nd75LFX6PJKmpk846AMAajCNF2QkesCdLh/XGxkZNnjxZzz33nM4//3x99rOf1erVqxWPx9XS0qLq\n6uqM6ysqKtTc3GxStQDszHghxDR4AIAVRGMxtXQGJe3bCBWAvVh6GnwgENCHH36op556Srfffrta\nW1v1/e9/X4WFhQqFQnK73RnXu91uhcPhET+Oy2Xp9ywwTMY4Mp72YLXxnFTp0zsfdqqpI6C8PGvU\nlG2sNqY4MoynvTCe2aetI6Ro8oSSmqqijOcmxtN+GFN7Ge44Wjqsu1wu9fX16a677tLEiRMlSbt2\n7dKTTz6pY4455oBgHg6HVVBQMOLH8fu9Q1+ErMF42otVxnPalDJp0051dPfL6/OowG3pX5+WZpUx\nxehgPO2F8cwe7+/pSd3+xNEVKis7cDd4xtN+GNPcYulXm9XV1fJ4PKmgLknHHHOMmpqaNHfuXLW2\ntmZc39bWpqqqqhE/Tnd3UNFo7IjrhblcLqf8fi/jaRNWG0+/d9+vy//d3qapE4pNrCY7WW1McWQY\nT3thPLPP+x91SJIckgrypM7OvtTHGE/7YUztxRjPoVg6rNfV1am/v187duzQUUcdJUnatm2bpkyZ\norq6Oq1Zsybj+i1btmjJkiUjfpxoNKZIhH/0dsF42otVxrO6ZN+snV2tfarhPNvDZpUxxehgPO2F\n8cwee9oSe6hUlBTIKceg48Z42g9jmlssvejh6KOP1plnnqnly5fr73//u1555RWtXbtWX/3qV3Xu\nueeqp6dHK1eu1LZt23TrrbcqEAjo/PPPN7tsADZU7i9QXnJ9UVN73xBXAwAwtoxj29KPFwVgL5YO\n65J055136qijjtKll16qFStW6LLLLtOll16qoqIirVmzRps2bdL8+fO1detWrV279rDWrAPAUJxO\nhyaUJ14QNXUETa4GAJDrmpNHiU7g2DbAtiw9DV6SioqKdPvtt+v2228/4GMzZ85UQ0ODCVUByEUT\nywq1q7Uv9QIJAAAz9A9E1dHdL4mwDtiZ5TvrAGAVE5Pn2Da1BxSPx02uBgCQq1o7983wmkhYB2yL\nsA4AwzShLPGCKNAfUU9wwORqAAC5ylivLrFmHbAzwjoADJPRWZcS3XUAAMxgLMdyOR2qKGG/JsCu\nCOsAMEzpUw2bOwjrAABzGJ316jKvXE5ezgN2xU83AAxTkTdfvoLEvpxNhHUAgEmak2vWjeVZAOyJ\nsA4AI5DaZI6wDgAwiTG7i83lAHsjrAPACExMdjGaOzlrHQAw/vpCA+oJJDY5rS5ncznAzgjrADAC\nRme9pTOgWIzj2wAA46u5I+3YNqbBA7ZGWAeAETDWB0aicbV1h0yuBgCQa4yd4CVpAtPgAVsjrAPA\nCHB8GwDATMZ6dU++S6VFbpOrATCWCOsAMAITyrxyJG9zfBsAYLwZG5xOKPPK4XAMcTWAbEZYB4AR\nyM9zqdzvkSS1sMkcAGCcGWvWmQIP2B9hHQBGqDq1IzyddQDA+InH46nnHsI6YH+EdQAYoQlliaNy\n6KwDAMZTd19YoXBUkjSRY9sA2yOsA8AIGZ31tq6QItGYydUAAHJFUwc7wQO5hLAOACNkdNZj8bja\nuzi+DQAwPprTZnRN4Ix1wPYI6wAwQtVl+6YeNjMVHgAwToz16r6CPBV5802uBsBYI6wDwAhVpx/f\nxiZzAIBx0pp8g7iarjqQEwjrADBC+XkulXF8GwBgnLWkwjqbywG5gLAOAIehujTxQonOOgBgPMTj\ncTXvTYb1UsI6kAsI6wBwGIxdeOmsAwDGQ09gQP3JY9vorAO5gbAOAIfBeKHUzvFtAIBxkP7mMGEd\nyA2EdQA4DNWlic56NBZXezfHtwEAxlb6sis2mANyA2EdAA7DhPJ9XQ2mwgMAxlprcr26x+2Sv5Bj\n24BcQFgHgMNQVUpYBwCMn9RO8KVeORyOIa4GYAeEdQA4DJ58l8qKE8e3NXewIzwAYGw1c2wbkHMI\n6wBwmCYkXzC17KWzDgAYWy3JNeuEdSB3ENYB4DAZL5jorAMAxlJfaEB9oYgkzlgHcglhHQAO04Tk\nbrxtXSFFYxzfBgAYG5nHtrETPJArCOsAcJiMznri+LZ+k6sBANhVelifwDR4IGcQ1gHgMKV3N1qY\nCg8AGCPG3ih5LqdKk5ubArA/wjoAHKb0dYPNHN8GABgjxuZyVaUFcnJsG5AzCOsAcJg8bpdKi9yS\nOGsdADB2jOeYCaxXB3IKYR0AjoAxFb65k2nwAICxYUyD59g2ILcQ1gHgCBhT4du6QiZXAgCwo/5w\nVF29YUlSFce2ATnF8mH9pZde0vTp03X88cen/n/99ddLkt59911dcsklqqur04IFC/TOO++YXC2A\nXFNVWiBJat0bVDweN7kaAIDdGF11iZ3ggVxj+bD+/vvva968edqwYYM2bNigV199VbfddpuCwaAW\nL16sOXPmqKGhQXV1dbrqqqsUCtHdAjB+jC7HQCSmrr6wydUAAOwm84x1wjqQSywf1rdt26bjjjtO\n5eXlqqioUEVFhYqKivTCCy/I6/Vq2bJlmjZtmm666Sb5fD69+OKLZpcMIIekT0ls3csmcwCA0dWy\nN7EnitPhULm/wORqAIynrAjrxxxzzAH3v/3226qvr8+4b9asWdqyZct4lQYAhHUAwJgyOuuVJQXK\nc1n+pTuAUWT5n/gPPvhAr7zyis477zydc845uvvuuzUwMKCWlhZVV1dnXFtRUaHm5maTKgWQi4oL\n8+XJd0mSWveyDAcAMLqMN4KNPVIA5I48sws4lN27dysUCsnj8ejee+/Vzp07U+vVQ6GQ3G53xvVu\nt1vh8MjXjLp4l9IWjHFkPO0hm8azqrRAO1v71NYVUl6e9es1SzaNKYbGeNoL42ldxmkj1eWFw36O\nYTzthzG1l+GOo6XDek1NjV577TX5/X5J0vTp0xWLxbRs2TLNnTv3gGAeDodVUDDydx39fjbrsBPG\n016yYTwnVxdrZ2ufOnv7VVbmM7scy8uGMcXwMZ72wnhaSzQWV3syrE+dVDLi5xjG034Y09xi6bAu\nKRXUDccee6z6+/tVWVmp1tbWjI+1tbWpqqpqxI/R3R1UNBo7ojphPpfLKb/fy3jaRDaNZ6kvX5K0\np61PnZ19JldjXdk0phga42kvjKc1te0NKhpLHAta5HEN+zmG8bQfxtRejPEciqXD+quvvqobbrhB\nL7/8sjwej6TE2eplZWWaPXu21qxZk3H9li1btGTJkhE/TjQaUyTCP3q7YDztJRvGsyK5O29nT78C\nwQG5k2vYMbhsGFMMH+NpL4yntTS1B1K3y4s9Ix4bxtN+GNPcYulFD6eccoq8Xq9uuukmffDBB1q/\nfr1WrVqlK6+8Uueee656enq0cuVKbdu2TbfeeqsCgYDOP/98s8sGkGPSd4Q31hYCAHCkWrv2nTKS\n/lwDIDdYOqz7fD6tW7dOnZ2duvjii3XzzTdr4cKFuuKKK1RUVKQ1a9Zo06ZNmj9/vrZu3aq1a9ce\n1pp1ADgSHN8GABgLbclTRgrcLvkKLD0hFsAYsPxP/bHHHqt169YN+rGZM2eqoaFhnCsCgEyVJfve\nJKSzDgAYLUZnvbLEK4fDYXI1AMabpTvrAJAN3PkulRYljpKksw4AGC1GZ50z1oHcRFgHgFFgTIUn\nrAMARkt6Zx1A7iGsA8AoIKwDAEZTeCCqrt6wJDrrQK4irAPAKNgX1kOKx+MmVwMAyHbt3fv2QKlk\nJ3ggJxHWAWAUGF2P/oGoegIDJlcDAMh26TO1qkrorAO5iLAOAKOA49sAAKOpdW9aZ50160BOIqwD\nwCggrAMARlNbcnM5f2G+PG6XydUAMANhHQBGQYnPrfy8xK9UwjoA4EjtO7aNrjqQqwjrADAKHA5H\nxiZzAAAcCeONXzaXA3IXYR0ARomxARCddQDAkWrtSrzxW8nmckDOIqwDwCgxOusthHUAwBHoCw0o\n2B+RxDR4IJcR1gFglFQkux97e/sVicZMrgYAkK3aMnaCp7MO5CrCOgCMEuMFVTwudfb0m1wNACBb\nZZyxTmcdyFmEdQAYJRVp3Y/2LjaZAwAcntbksW1Oh0Plfo/J1QAwC2EdAEZJhT8trHcT1gEAh8eY\nBl/u98jl5OU6kKv46QeAUVLkzZc7P/Frlc46AOBwGZ111qsDuY2wDgCjxOFwpLrrbXTWAQCHyeis\nc8Y6kNsI6wAwiox163TWAQCHIx6Pp5ZS0VkHchthHQBGUWWys86adQDA4egJDmggkjj+M30vFAC5\nh7AOAKPI6Kx3dIcUi8dNrgYAkG060t7sJawDuY2wDgCjyHhhFYnG1dUbNrkaAEC2SV9GVc40eCCn\nEdYBYBRlnLXOVHgAwAi1d/dLkhySyos5Yx3IZYR1ABhFGWets8kcAGCEjGnwJUVu5bl4qQ7kMn4D\nAMAoKi3yyOV0SKKzDgAYOeO5g/XqAAjrADCKnE6HypLTFumsAwBGyuislxPWgZxHWAeAUWaci0tn\nHQAwUsYbvXTWARDWAWCUGZvM0VkHAIxEeCCq7sCApMwNSwHkJsI6AIwyoxvS1h1SnLPWAQDD1NnT\nn7pd7mcneCDXEdYBYJQZ3ZD+cFR9oYjJ1QAAskX68immwQMgrAPAKKvk+DYAwGFID+tsMAeAsA4A\noyx9nSGbzAEAhst4g9eT75KvIM/kagCYjbAOAKOs3F8gR/I2nXUAwHB1dCfWrFeUFMjhcAxxNQC7\nI6wDwCjLczlVUuSWJLUR1gEAw9SeOmOdzeUAENYBYExUcNY6AGCEOro5Yx3APlkV1hcvXqwVK1ak\n/vzuu+/qkksuUV1dnRYsWKB33nnHxOoAYB/jhRbT4AEAwxGLx9WenAbP5nIApCwK6y+88IJefvnl\n1J+DwaAWL16sOXPmqKGhQXV1dbrqqqsUCvHCGID56KwDAEaiJzCgSDQmKfNUEQC5KyvCeldXl1at\nWqWTTjopdd8LL7wgr9erZcuWadq0abrpppvk8/n04osvmlgpACQYL7R6gwPqD0dNrgYAYHUdGce2\nsWYdQJaE9TvuuEOf//zndeyxx6bue/vtt1VfX59x3axZs7Rly5bxLg8ADsDxbQCAkUhfNsWadQBS\nFoT1jRs3avPmzbr22msz7m9paVF1dXXGfRUVFWpubh7P8gBgUGXF+15odfb2m1gJACAbGJ11h6TS\nYjrrAKQ8sws4lHA4rFtuuUU/+MEP5Ha7Mz4WCoUOuM/tdiscDo/4cVwuy79ngWEwxpHxtIdsH8+q\nMm/qdndfWHl52fl1jKZsH1NkYjzthfE0X0fyjd3SYo8KPEf2Ep3xtB/G1F6GO46WDuv333+/Tjzx\nRJ1++ukHfMzj8RwQzMPhsAoKRj5tyO/3Dn0RsgbjaS/ZOp6lpXG585wKR2IKRmIqK/OZXZJlZOuY\nYnCMp70wnubpCUYkSRMrfKP2nMF42g9jmlssHdZ///vfq729XaeccookaWBgQJL0X//1X7rwwgvV\n2tqacX1bW5uqqqpG/Djd3UFFk7tvInu5XE75/V7G0ybsMJ5lxR41dwa1u7lHnZ19ZpdjOjuMKfZh\nPO2F8TTfnrZeSVJJYf4RP2cwnvbDmNqLMZ5DsXRY/+Uvf6lIJJL686pVqyRJy5Yt0+uvv661a9dm\nXL9lyxYtWbJkxI8TjcYUifCP3i4YT3vJ5vEsLUqE9Y7u/qz9GsZCNo8pDsR42gvjaR5jg7myYs+o\njQHjaT+MaW6xdFifNGlSxp99vsSUoNraWpWVlenuu+/WypUr9eUvf1m/+tWvFAgEdP7555tRKgAc\noCx59E5HD7vBAwAOrn8gqp5AYgZpOTvBA0jK2h0KioqK9NBDD2nTpk2aP3++tm7dqrVr1x7WmnUA\nGAtlRYmw3tnDbvAAgIPbm/Y8wRnrAAyW7qzv78c//nHGn2fOnKmGhgaTqgGAQytLHr3TExjQQCSm\nfHaEBwAMIv1N3TKObQOQxCtHABgj6S+49nLWOgDgINKfI4xZWQBAWAeAMVJWvG9ZDlPhAQAH05kM\n606HQ8WFbpOrAWAVhHUAGCPpnXXCOgDgYPb2hCVJJUVuOZ0Ok6sBYBWEdQAYIyU+t5yOxIsuwjoA\n4GCMzjrr1QGkI6wDwBhxOh0qKUpMZySsAwAOxlizXsp6dQBpCOsAMIaMLkknZ60DAA7COLqNzeUA\npCOsA8AYSoV1doMHAAwiHo/v66wXs7kcgH0I6wAwhowuCdPgAQCD6Q0OKBKNS2IaPIBMhHUAGENl\n/sQLr67esGKxuMnVAACsZm9vOHW7lA3mAKQhrAPAGDI669FYXN2B8BBXAwByTfrMK9asA0hHWAeA\nMcRZ6wCAQ9mbtqcJ0+ABpCOsA8AYIqwDAA7F2Anek++S1+MyuRoAVkJYB4AxRFgHABzKvjPW3XI4\nHCZXA8BKCOsAMIby81wq8uZLIqwDAA5kPDeUsbkcgP0Q1gFgjKXOWu8JmVwJAMBqjN3gWa8OYH+E\ndQAYY/vCOp11AECmTmMaPJ11APshrAPAGCOsAwAGE4nG1NNHZx3A4AjrADDGUmG9t1/xeNzkagAA\nVtHdF5bxrMCadQD7I6wDwBgrS3ZLwgMxBfojJlcDALCKzrQz1svorAPYD2EdAMZYmT/t+LZupsID\nABL2pi2PKi1ym1gJACsirAPAGEvvlqR3UQAAuc3YCV6SSuisA9gPYR0Axlj6OkQ2mQMAGIznhCJv\nvvLzeFkOIBO/FQBgjHk9ecpzOSQlNhMCAEDaF9bZXA7AYAjrADDGHA6H/L7EWkTCOgDAsNc4Y50p\n8AAGQVgHgHHgL0yG9QBhHQCQYIT1smI2lwNwIMI6AIwDOusAgP3RWQdwKIR1ABgHRljvIqwDACSF\nwhEF+6OSpFLWrAMYBGEdAMZBCZ11AECa9GPb6KwDGAxhHQDGgdFZ7wtFFInGTK4GAGC29KM8ywjr\nAAZBWAeAcWB01iWpJzBgYiUAACvo6t0X1kuL2GAOwIEI6wAwDozd4CWmwgMApO7kG7cOScWFhHUA\nByKsA8A48Kd11tlkDgDQkzzK0+fNl9PpMLkaAFZEWAeAcZAe1umsAwCMsJ7+/AAA6QjrADAOfAV5\nciU7J90BwjoA5LruvsQ0+GJvvsmVALAqwjoAjAOHw5HqntBZBwD0BBPPBcV01gEchOXD+kcffaRF\nixbplFNO0bx587Ru3brUx3bu3KnLL79cp5xyii688EJt2LDBxEoB4NCMTeYI6wCAHqOzXkhnHcDg\nLB3W4/G4Fi9erMrKSj3//PO65ZZb9OCDD+qFF16QJF1zzTWqrq7WM888o4suukhLly5VU1OTyVUD\nwOCMzjobzAEAjM66n53gARxEntkFHEpbW5tOOOEE/eAHP1BhYaGmTp2q0047TZs3b1ZFRYV27typ\np556Sh6PR4sXL9bGjRv19NNPa+nSpWaXDgAH8PsS3RPWrANAbhuIRBXsj0qS/HTWARyEpTvrVVVV\nuvvuu1VYWChJ2rx5szZt2qRTTz1Vb731lmbMmCGPx5O6vr6+Xm+++aZZ5QLAIbFmHQAgST3JM9Yl\nzlgHcHCWDuvp5s2bp8suu0x1dXU699xz1draqurq6oxrKioq1NzcbFKFAHBoJckXZL2BAUVjMZOr\nAQCYJTOs01kHMDhLT4NPd//996utrU233HKLVq5cqWAwKLc7851It9utcHjkHSuXK2ves8AhGOPI\neNqDHcez1F8gSYpLCoajKi3Kml/Bo8KOY5rLGE97YTzHV1//vrBe5i9QXt7oft8ZT/thTO1luOOY\nNa8UZ8yYIUlavny5brzxRl188cXq7u7OuCYcDqugoGDEn9vv945KjbAGxtNe7DSeUyb49/3B5VJZ\nmc+8YkxkpzEF42k3jOf4iKo9dbu2pjS1TGq0MZ72w5jmFkuH9fb2dm3ZskWf/exnU/d97GMf08DA\ngKqqqrRt27aM69va2lRVVTXix+nuDioaZUpqtnO5nPL7vYynTdhxPJ3xfV9H4+4ulXot/St41Nlx\nTHMZ42kvjOf4amrtlSQ5HQ4N9IfVGR4Y4m+MDONpP4ypvRjjORRLv1LcuXOnrrvuOr388supEL51\n61ZVVFSovr5e69atUzgcTk2H37x5s2bPnj3ix4lGY4pE+EdvF4ynvdhpPAsL9v3K7ewJ2ebrGik7\njSkYT7thPMfH3p5+SYn16rFoXDHFx+RxGE/7YUxzi6UXPcycOVMnnniiVqxYoW3btmn9+vW68847\ndfXVV2vOnDmaNGmSli9frvfff18PP/ywtm7dqosvvtjssgFgUEXefDkdDklSd9/odlEAANnD2GCO\nzeUAHIqlw7rT6dTq1atVWFiohQsX6uabb9bXvvY1XXbZZXI6nXrwwQfV2tqq+fPn63e/+50eeOAB\nTZw40eyyAWBQTocj9cKM49sAIHd1BxLPARzbBuBQLD0NXkqctX7fffcN+rHa2lo98cQT41wRABw+\nv8+trr6wugjrAJCzepJhfaw2lgNgD5burAOA3RgvzIyuCgAg96SmwXuZBg/g4AjrADCO/Mkpj0yD\nB4DclZoGT2cdwCEQ1gFgHJX4COsAkMv6w1GFBxK7ebPBHIBDIawDwDgypsH3BAYUi4/NUT0AAOvq\nSVsG5WeDOQCHQFgHgHHk9yW6KLF4XL1Bjm8DgFzTHdj3u5+wDuBQCOsAMI7Sd/5lKjwA5J70DUaZ\nBg/gUAjrADCO0rsohHUAyD09GWGdzjqAgyOsA8A4KinypG4T1gEg9xjHtuW5HPJ6XCZXA8DKCOsA\nMI6KvflyOBK3CesAkHuMznpxoVsO4wkBAAZBWAeAceR0OlTsTaxR7AoQ1gEg13T3JTrrrFcHMBTC\nOgCMs+K049sAALnF6KyzEzyAoRDWAWCc+Tx5kqRAKGJyJQCA8Wa8UUtnHcBQCOsAMM58yWnwfZyz\nDgA5pzttzToAHAphHQDGWWFBorPeR2cdAHJKPB5P22COzjqAQyOsA8A48xUkXqAF+umsA0AuCYWj\nikTjklizDmBohHUAGGc+o7MepLMOALmkO+0UEGOzUQA4GMI6AIyzwmRnvX8gqkg0ZnI1AIDxkn4K\nCNPgAQyFsA4A48znzUvdZt06AOSOnr59nXWmwQMYCmEdAMaZsWZdkgIh1q0DQK5InwZPWAcwFMI6\nAIwzYzd4ic46AOQSYxq8O88pj9tlcjUArI6wDgDjrCits85Z6wCQO4ywznp1AMNBWAeAcZbeWQ/Q\nWQeAnBHsT/zOLywgrAMYGmEdAMZZeljvZc06AOSMYDgR1r1MgQcwDIR1ABhnLqdTXk/ihRqddQDI\nHUZnvcCTN8SVAEBYBwBTFHoSUyD76KwDQM4I9kclSV7COoBhIKwDgAmMs9b7gnTWASBXhJgGD2AE\neFsPAExgnLXOOev2EIvH1RscUHdfWD19YfWFIgqGIwr1RzP+3x+OKhKLKxqNKRqLJ/5L3nZIcjod\ncjkdcjqdcjkdcjik/DynPPkuFbjz5HG75HW7VOBO/NnnzZffl69ir1vFhfly5xMAACtjGjyAkeA3\nBQCYwNhkjnPWrS8Wi2tvb7/aukJq6wqqrSuk9q6QOrpD6uobUHcgrJ5AWPG42ZVKHrdL/sJ8lfg8\nKvd7VOEvUEVJgcr9Bar0J/6fvsEhgPEVDDMNHsDw8ZsCAExgdNZZs24dvcEBNbUHtLu9T03tAe1p\n79OejoDau0KKxg4/iRvdcK8nT558l/Jcia65y+WQy+lUnsshp9MhKfHGQDQWz/h/JBpTKBxN/hdR\nKBw9aD394ahaw1G17g1Juwavp7gwXxPLCxP/VRSmbleVepXnYnUcMFZisbj6jbDONHgAw0BYBwAT\n+JLdTXaDH3+xWFzNnQHtaO7RR829+qi5R40tveoJDO+Nk/w8pyqT3eoSn1t+n1v+Qrf8vvzU7SJv\nvoSsvdsAACAASURBVArceSpwu1JBfDQNRGIKhiPqCw6oJ5Ccfh8cUE9fWD2BAXX29qu9O9H93//r\n6gkMqCfQpf/b2ZVxf57LoZpKn6ZWF6t2QpGmVheptrqYTjwwSoz16hKddQDDw28KADCBz7uvsx6P\nx+VwjH6ggxSPx9XeFdL7u7q0bVe3PmzuVmNLr8IDsUP+vSJvviZVFGpShU8TyryqKClQZYlXlSUF\nKi7MN3288vOcys9LvDEwqeLQ1/YPRNXRHVJ7d0htXSE1dwQSMwc6AmrbG1IsOX8/Eo0n37zolbbu\n+/uVJQWaVuPXtJoSHVvj19QJxcrPowMPjJSxE7wkFbh5CQ5gaPymAAATGN3KSDSucCQmDxuDjYpI\nNKYP9/Qkw3mX3t/Vpa6+8EGv93rydNSERAd5cpVPE8sLNamiUMWF7nGsemx58l2aVOHTpArfAR+L\nRGNq6QyqqSOgXa29+qilV43NvWrZG0xdk1irH9Lr77VISnTgp04o1nFTSlQ3fYJqKwpVSJcQGFIw\no7PO73wAQ+PZFQBMYKxZl6S+4ABh/TBFYzHtaOrV3z/q1Hs7OvV/O/cetGte5M3XtBq/pk4o0tTq\nYk2dWKyqkgLTu+RmynM5VVPpU02lT7M+XpW6P9gfUWNLrxpberWjqUfb93Rrd1ufpMQbTNt3d2v7\n7m791+uNkqTJlT59Ymqppk8t0yemltrqzQ5gtITSOutMgwcwHPymAAAT+NLWAQdCEZX7TSwmyzR3\nBPT/2bvv8KjK9G/g3ymZSSe9N0IoSYAkpNAMghRBQKUIKCAIiGthV7Esq2KBdcV11X1Flx+wGBFQ\nKcoKSA89YBICCSGEkhBSCOm9TCYz87x/xIxE3ZUg5GQm3891eV3mZDK5T27Oc+Y+Tzt3tRyZ1ypx\nKb+yzdDSVjIZ4O1iiyBve/Tw7oYg725wc7Tq0oV5e1iplejl64Bevg7GYw2aZly9UYOr12uQXViD\nq4XVxt0MrpfV43pZPQ6daVnVzsfVBqHdndAv0Bk9fRw4bJ4IP+9Z50dwIvptbCmIiCTQpmedK8L/\nT806PS7lVeFcdjnOXS1HSWXjL14jkwEBHnbo4++IYD9H9PDuxg/Dd5i1pQX6dndG3+4tk+TlChlq\nmwxIPHcdF65V4lJepbF4LyitR0FpPfYl5UNtoUCwvyP6BbYU7y4OVlKeBpFkWvdYB7gaPBHdmk7/\nSaa4uBjvvPMOEhMTYWlpiXHjxmHx4sVQqVQoKCjA0qVLkZqaCm9vb/zlL3/B0KFDpQ6ZiOg33dyz\nzr3Wf6mmXovUrDKcvVyKzNxKaHW/HNru42qDYH8nBPs7opevA1ct72BymQwBnvboZqnAfQN8YBAC\nBSV1uJRXhQvXKpCZVwltswFNzXqkZpUhNasMAODlYoOIni4Y0MsVAR52HO1AXcbNxbolHyYS0S3o\n9C3FH//4Rzg4OODLL79EVVUVXn31VSgUCrz88st45plnEBwcjG+++QYHDx7Ec889hz179sDDw0Pq\nsImI/idr9qz/Qnm1BmculyLlcimuFFRB/GwrcUuVAqEBTujXwxn9Ap3haKeWJlD6VXJZy8Jzfu52\nGB3ti2adHpfzq5F+tRzpV8txo7wBAFBYVo/Csnp8fyoXTvZqRPR0xYCeLujl5wCFnMPlyXy1TtmR\ny2RQcWoIEd2CTl2sX716FefOnUNCQgKcnJwAtBTvf//73xEbG4uCggJs3boVarUaCxcuxKlTp7Bt\n2zY899xzEkdORPS/WaoVkMkAIYD6xq7bs15W1YikiyU4fbEE14pqf/F9dydrRAS5oF8PZ/T06Qal\ngh9wTYWFUoHQ7k4I7e6EGSN7oqy6EelXK3D2Sikyr1VCbxCoqGlCfEoB4lMKYGOpRGRvNwwMdkNv\nP8e7sj89kZRa91m3Uis4ooSIbkmnLtZdXV2xdu1aY6Heqra2FmlpaQgNDYVa/VPPSmRkJFJTUzs6\nTCKidpPLZLCxtEBdYzMamrpWz3pNvRanzhch8UIxsq5X/+L7/u52GNDbFQN6ucLL2Zofas2ESzcr\njIjwxogIbzRodDh3tQxnL5fh3NVyNGn1qNfocCytEMfSCtHNRoXoPm6ICXFHDy97/hsgs9Das849\n1onoVnXq1sLOzg733HOP8WshBDZu3IjBgwejtLQUbm5ubV7v7OyM4uLijg6TiOi2WFsqUdfY3CXm\nrGu0OpzNKMPpS6VIu1IGw8/GuAf5dENUbzcM6OnCBci6AGtLJQaFeGBQiAeadXpcuFaJ05dKcOZy\nKRqb9Kiu1+JgSgEOphTA2d4Sg0LdMaSvx6/uFU9kKhqNPeud+uM3EXUiJtVa/P3vf0dmZia2bduG\nuLg4qFRt93FVqVTQarXtfl8Fh1WahdY8Mp/moSvk09bKAiWVjWjU6KA0w/mLQghcyqvC8bRCJGWW\noKm57RZrfu62GNzXAwNDPODSzVKiKOl23alrVKmUI7KPGyL7uEGr0yM9uxw/ZBTj7OVSaHUGlNdo\n8P2pXHx/KhdBPt0Q298TMSHubXZUoN+vK7S5UmttA60tlXe9zWc+zQ9zal5uNY8mU6y///772LBh\nA/75z38iKCgIarUa1dVth09qtVpYWrb/A5+9PXtxzAnzaV7MOZ8OdpYAaqDVCzg6mk+PYUllAw6d\nzkd8ch6KflxUrJWniw2GRXjj3ggf+LrbSRQh3Ul3+hp1d7XHqEHd0dikQ1JGEY6eLUDKxRIYDAJZ\nBdXIKqjGxv2XMbivJ0ZG+yGslysUnN9+x5hzmyu1Zn3LiCJ7W3WHtfnMp/lhTrsWkyjWly9fjs2b\nN+P999/HqFGjAADu7u7Iyspq87qysjK4urq2+/1rahqh1/9yWyAyLQqFHPb2VsynmegK+VQpWgqM\nqloNKivrJY7m99EbDDh7uQyHz1zH+avluHmQu6VKgUGhHhge4Y0BIR6ordVArzeY/Dl3dR1xjfbv\n7oj+3R1RXdeEk+eLcDytEAWl9WjWGXAs9TqOpV6HSzdLDI/wxrAwLzhwh4Db1hXaXKnV1jcBAJQy\n3PX2j/k0P8ypeWnN52/p9MX6J598gs2bN+Ojjz7C6NGjjcfDwsKwdu1aaLVa43D4lJQUREVFtft3\n6PUG6H5lD18yTcyneTHnfFr9uC94XWOzyZ5jRY3GuChYVV3baUjB/o64p58nBvR2hdpCAaVSDplM\nZtY57Yo6Ip82lhYYHeWLUZE+yCuuw4n0G/ghowj1Gh3KqjXYdiQb249dRXiQC+6N8EJIgBPkXJTu\ntvD6vHsaflyfRK1SdNjfmPk0P8xp19Kpi/Xs7GysWrUKTz31FCIiIlBWVmb8XkxMDDw9PbFkyRI8\n88wzOHToENLT07FixQoJIyYiunU2PxbrDSa2wJxBCJy/WoEjZ68jLbuszX7ojnZqxPb3xD39PeHS\njUP16M6SyWTw97CDv4cdpo0IwtkrpThy9jou5lVBbxBIuVyKlMulcHVo6W2P7e8FWyvObafOQaNt\nmbNuxdXgiegWderWIj4+HgaDAatWrcKqVasAtCxYJJPJkJmZiU8//RSvvfYapkyZAj8/P3z66afw\n8PCQOGoioltjrW4pIuo1zTAI0el7AhubdEhIv4H4lAIUVzYaj8sAhAY6YUS4N/oHOUMh5+I3dPdZ\nKOWICXZHTLA7iioacDT1OhLSi1DX2IzSKg22Hs7Gd8dzMLivB0ZG+sDH1VbqkKmLa2xqeTBrqVZI\nHAkRmYpOXawvXLgQCxcu/K/f9/Pzw4YNGzowIiKiO8fGqqUJFgLQNOlhbdk5m+SSqkbEny7AifRC\n4z7BAGBnbYHY/l4YFu4FN263RhLycLLG9Pt6YvKwQKRcKsXhs9dxpaAaWp0BR1MLcTS1EMH+jhgV\n6YOwIBfIuSAddTCDED/1rHPrNiK6RWwtiIgkcvPWUw2a5k5VrAshcDm/CvuS8pGWVdZmwTh/DzuM\njvJBdB93WJjhlnNkuiyULYsZDgr1QG5RLQ6m5CPxQjF0eoHM3Epk5lbCpZslRkf7Ylh/L6hV7OGk\njqG56UEnh8ET0a1ia0FEJBGbm4rzeo0OLhLG0spgEDhzuRR7EnORc6PWeFwuk2FAb1eMjvJBkHc3\nyDr5kH0ifw87zB8fgkeGB+FoWiEOnylAVZ0WZdUafHXwCnacyMGIAd4YGemLbjYqqcMlM6fR/rQ2\niRWHwRPRLWKxTkQkkZt71us1zRJGAmib9UhIv4F9SfkoqfppPrqNpRLDwr0wcoAPnOwtJYyQ6PbY\n26gwcUgAxg30Q8qlUuxLysO1olrUa3TYdTIXexPzMaSvB+6P8YWnc8fsfU1dT+t8dQCw5DB4IrpF\nbC2IiCRi/bOedSk0aJpxMKUA8SkFqG346YGBs70lxsT4Ira/Jyw5ZJPMgFIhx8AQd8QEu+FyfhX2\nJObhXHY5dHqDcfvBAb1cMXFIAPw97KQOl8xMo5bD4Imo/dhaEBFJxMZKup71usZm7E/OR3xKfptF\n4/zcbDF2kB+i+7hxVXcySzKZDL39HNHbzxHXS+uwLykfpzKKoP9xCsiZy6Xo38MZE4cEoId3N6nD\nJTOhaeIweCJqPxbrREQSUSnlUCpk0OlFh+21XlOvxb7kPBw6cx1NN/X0hAQ4YtxAf4QEOHI+OnUZ\n3q62mDc+GJOGBeJAcj4On72OpmY9zmWX41x2OUICHDFxSAB6+zlKHSqZuDY96xwGT0S3iK0FEZFE\nZDIZrC0tUFOvRX3j3e1Zr6prwt7EPBw5ex1ancF4vH8PZ0wcGoAeXuxBpK7L0U6NafcFYdwgPxw4\nnY/4lAI0Nulx4VolLlyrRC9fB0wcGoAQfz7Mottz85x1DoMnolvF1oKISEI2lsqWYv0u9axX1Giw\nJzEPx9IK0XxTkR7R0wUThwYgwMP+rvxeIlNkZ63C5GE9MDbGDwdTCnAgOR/1Gh0u51fhg69T0cPL\nHhOGBKB/D2cW7dQurcW6TAaoLDjFiIhuDYt1IiIJta4If6fnrBdVNGBfUh4S0m9Ap2/ZJV0GILKP\nGyYOCYCvm+0d/X1E5sTa0gIPDu2O0VG+OHz2OvYl5aG2oRnZhTX4f9vOIdDLHlOGBSI4wEnqUMlE\ntBbrViolH/QQ0S1jsU5EJKHWvdZr67UQQvyuD3EGIXAlvwr7k/OReqUM4sfjMhkwMNgd44cEwNuF\nW1MR3SortRIPDPLHyAE+OJpWiD2Juaiu0+JqYQ3e/zoVwf6OmHxvIKeR0G/S/DhnnYvLEVF7sFgn\nIpJQ64rwlwuqsWT1KUT3cUf/Hs7w97CD2uK3P9Q1Nulw7UYNzlwuw+nLJaiu0xq/p5DLMCjUHQ8M\n8uf+0US/g1qlwJhoX4yI8MLhs4XYdfIa6hqbkZlbiXe+SEF4kAsmDwuED0es0H/R2rPOPdaJqD3Y\nYhARSWhgiDtOXyyBVmdAaZUGu3/Ixe4fciGXyeDtagNvFxvYWlnA1soCKgsFNFodGjQ61DRokVdc\nh+KKBmMPeisrtRLDI7wwKtIXjnZqSc6LyBxZKFuK9tj+njh4Oh97k/LQ2KRHalYZ0rLKMDDEHQ/F\ndoe7o7XUoVIn07oaPBeXI6L2YItBRCShfoHO+GjRPTh7pRRJmSXIyKmA3iBgEAL5JXXIL6m7pfdR\nWygQFuSMqN5u6BfoDLWKQy2J7hYrtRITh3bHiAE+2JOYi/jTBdDqDPjhQjGSMktwT39PPDg0AE72\nllKHSp2Ecc46e9aJqB3YYhARScxKrcSQvp4Y0tfTOKw9p6gWOTdqUFalQV1jM+o0zdBq9bBSK2Ft\n2fKft4st/D3s4O9ui+6e9lDdwrB5IrpzbK0s8MjwIIyO8sX3J3NxJPU69AaBY2mFOJVRhDHRvnhg\nkD8LNILGWKyznSaiW8e7BxFRJ2KlViI4wOlXV5n+vQvQEdHd4WCrxswxvXB/jC++S8jByfNFaNYZ\n8P2pXBxLK8RD93THsDAvKBXcsqurah0Gb8lh8ETUDrxrEBGZCBbqRJ2bi4MV5o8PwbL5A9G/hzMA\noLahGRv3X8Yb65Jw9kophPj5KhPUFTSyZ52IbgOLdSIiIqI7yNvFBs8/EoaXZoTD78cV4osqGrDy\nm3S8/9VZXCuqkThC6mga7U/7rBMR3SoW60RERER3QUiAE954Ihrzxwcbd2a4mFeFZZ+fxtqdGSiv\n1kgcIXUEgxDQNP04DJ7rFxBRO7DFICIiIrpL5DIZhvbzRFQfNxxIzsf3P+SiSavHqYxiJF8sxf0x\nvhg/2J9zmc1Yk1Zv3GKTw+CJqD3Ys05ERER0l6ktFJgwJAArnhqMERHekMtk0OlbFqF7dc0P+CGj\niPPZzVTrfHWAw+CJqH1YrBMRERF1kG42Ksy+vzeWzY9Bv8CWReiq6rRYs/MCVmw6g9yiWokjpDut\ndSV4gPusE1H7sFgnIiIi6mBeLjZ4YVoY/jS1P9wcrQAAVwqqsezzZHyx9yJqG7QSR0h3iuamnnVL\nDoMnonbg4z0iIiIiiYQFuSAkwAkHTudjZ8I1NDXrcSS1EEmZJZg0LBDDI7ygkLNvxZQ1ajkMnohu\nD1t/IiIiIglZKOV4YJA//rZwEAaHugMAGpp02HTgMt6KS0bmtQqJI6Tfo3UleIDD4ImofVisExER\nEXUCjnZqPDkxFH+ZNQD+7nYAgOul9Xj/61T833fnUVnbJHGEdDsabl5gjsPgiagdWKwTERERdSI9\nfRywdE4U5oztDVsrCwBAUmYJXlv7Aw4k50NvMEgcIbVH65x1GVp2BSAiulUs1omIiIg6GblchnvD\nvfHuU4MwIsIbMgAarR5fxV/B8vWnkV1YLXWIdItaV4O3VCshk8kkjoaITAmLdSIiIqJOysbSArPv\n743XHo8yDo3PK67D375IwRd7L6Je0yxxhPRbWvdZ5xB4ImovFutEREREnVyglz2WzonCzNG9YKVW\nQAA4klqIV9f8gIT0GxBCSB0i/ReaH1eD50rwRNReLNaJiIiITIBcLsPISB+88+QgDAxpWTW+tqEZ\n677PxHtfnsX10jqJI6Rf09jUOgyePetE1D4s1omIiIhMiIOtGk89GIoXZ4TD3ckaAHA5vwpvxSXj\n22NX0azT/8Y7UEcyDoNnzzoRtROLdSIiIiITFBrghGXzYvBwbHcoFXLoDQK7Tl7Dm58l41JepdTh\n0Y9+mrPOYp2I2ofFOhEREZGJslDK8eDQ7li+IAbB/o4AgKKKBrz35Vl8vuciGrgAnaSEECiubATQ\nMiKCiKg9WKwTERERmTh3R2u8NCMc8x4Iho1lSw/usbRCvLY2EacvlnABOolU1jahrrHlgYmfu63E\n0RCRqTGZYl2r1WLixIlITk42HisoKMATTzyBiIgITJgwAQkJCRJGSERERCQdmUyGe/p7tlmArrpe\ni3/95zxWfpOOihqNxBF2PbnFtcb/9/ewkzASIjJFJlGsa7VaLF68GFlZWW2OP/vss3Bzc8M333yD\nBx98EM899xyKiookipKIiIhIevY2Kjz1YCief6Q/nO1bhl6nZpXh9X8nIj6lAAb2sneYvOKWFfot\nlHJ4OltLHA0RmZpOX6xnZ2dj2rRpKCgoaHP81KlTyM/Px7JlyxAYGIiFCxciPDwc27ZtkyhSIiIi\nos6jfw8XLF8wEKOjfCGTARqtHpsOXMaKjWdwo7xe6vC6hLwfe9Z9XG2gkHf6j91E1Ml0+lYjKSkJ\ngwcPxubNm9vMtzp37hxCQ0OhVv+0WEdkZCRSU1OlCJOIiIio07FUKfHoqJ54/fEo+Li2zJnOul6N\nt+KSsTcxDwYDe9nvptZh8H7uHAJPRO3X6feQePTRR3/1eGlpKdzc3Nocc3Z2RnFxcUeERURERGQy\nunva4425UdiTmIcdJ3LQrDNgy+EspFwqwRMPBMOP86nvuLrGZlTUNAEA/FmsE9Ft6PTF+n/T2NgI\nlUrV5phKpYJWq233eykUnX6AAd2C1jwyn+aB+TQ/zKl5YT5Nj1Ipx6RhgYju44a1Oy8g50YNsgtr\n8HZcMqYM74EZ9/dhPu+ggtI64/9397KHUtlxf1ten+aHOTUvt5pHky3W1Wo1qqur2xzTarWwtLRs\n93vZ21vdqbCoE2A+zQvzaX6YU/PCfJoeR0cbfBTkim+PZOHLfZfQrDfg6/grSLlcij/NiIC/h73U\nIZqF0ppCAIBcLkO/3u5QWyg6PAZen+aHOe1aTLZYd3d3/8Xq8GVlZXB1dW33e9XUNEKvN9yp0Egi\nCoUc9vZWzKeZYD7ND3NqXphP0zdqgDeC/Rzw750ZyL5egyv5VXj+wyN4ODYQDwz2h5I9eL9LZk45\nAMDT2RoNdRo0dODv5vVpfphT89Kaz99issV6WFgY1q5dC61WaxwOn5KSgqioqHa/l15vgE7Hf/Tm\ngvk0L8yn+WFOzQvzadrcHazwl5mROJhSgG+PZkOrM2DbkWwkZ5Zg3vhg+LrZSh2iybp248fF5dzs\nJLtGeH2aH+a0azHZR6YxMTHw9PTEkiVLkJWVhTVr1iA9PR1Tp06VOjQiIiIikyGXy/DAYH/8vxeH\no6dPNwAtq5gv+zwZO07kQMdevHbTaHUormjpS/d35wMPIro9JlWsy2Qy4//L5XL861//QmlpKaZM\nmYKdO3fi008/hYeHh4QREhEREZkmHzc7vPZ4FGaM7AmVUg69QeA/J3Lw1/WnjfuF060pKKlH66Z4\n3LaNiG6XSQ2Dz8zMbPO1r68vNmzYIFE0REREROZFLpdhTLQvwno4I253Ji4XVCOvpA7L15/GQ/d0\nx7hBflDITaqvRxK5Nz3c8GPPOhHdJra2RERERNSGu5M1Xpk5AI+N+qmX/dtjV7Fi4xnj8G7671pH\nIrg6WMLa0kLiaIjIVLFYJyIiIqJfkMtkGBXli7fnxaCHV8t2btmFNXgzLgmHzhRACPEb79B1tfas\ncwg8Ef0eLNaJiIiI6L9yd7LGklkDMOXeQCjkMmibDdi4/zI+3JyKihqN1OF1OtV1TbheWg+AxToR\n/T4s1omIiIjof1LI5Rg/OABL50TB29UGAJBxrRJL1yXhVEYRe9lvsv14DvQGARmAiCAXqcMhIhPG\nYp2IiIiIbomfux3emBONcQP9IAPQ2KTD2p0XsOo/51HboJU6PMkVlNbh+LlCAMCQvh7w4T71RPQ7\nsFgnIiIioltmoZTjkRFB+PPMAXB1sAQAnL5UiqXrkpCaVSZxdNLaejgbQgAqpRyThgVKHQ4RmTgW\n60RERETUbr18HfD2vBgMD/cCANTUa/HxtnOI252JxiadxNF1vIycCqRfLQcAjInxg5O9pcQREZGp\nY7FORERERLfFUqXE42P74PlHwtDNVgUAOH7uBt78LAmX8ioljq7jGAwCmw9lAQDsrS0wbqCfxBER\nkTlgsU5EREREv0v/Hs5YPn8gYoLdAABl1Rr8/cuz2HYkGzq9QeLo7r6T54tQUFoHAHg4NhBWaqXE\nERGROWCxTkRERES/m62VBf7wUF889WAorNVKCAC7f8jFOxtScKO8Xurw7pomrR7fHssGAHg6WyM2\nzFPiiIjIXLBYJyIiIqI7ZmCIO5bNj0GwvyMAILeoFm/HJePw2etmucXbvuQ8VNW1rIQ/bUQQFHJ+\nvCaiO4OtCRERERHdUU72lnhxRviPxasMWp0BG/ZdwsfbzqGm3ny2eKuua8KeH/IAAMH+jujfw1ni\niIjInLBYJyIiIqI7Ti6TYexAPyydEwUvFxsAQFp2Od5Yl4hz2eaxxdt/TuSgqVkPGYDp9wVBJpNJ\nHRIRmREW60RERER01/i52+GNOVEYGekDAKhpaMY/t57Dhv2X0NSslzi623e9tA7H0goBAEP6esDP\n3U7iiIjI3LBYJyIiIqK7SmWhwMzRvfD8I2Gwt2nZ4u3wmetY9nkycotqJY7u9mw9kg0hAAulHJOG\nBUodDhGZIRbrRERERNQh+vdwxrL5MQgPcgEA3ChvwF+/OI09P+TCYDCdxecyrlXgXHY5AOD+GF84\n2VtKHBERmSMW60RERETUYeytVVg0pR8eH9sbKgs59AaBrUey8Y+vz6KiRiN1eL/JYBDYHJ8FALC3\ntsC4gf4SR0RE5orFOhERERF1KJlMhuHh3njriRgEeLTM9b6YV4U31iXh9MUSiaP7306eL0JBaR0A\n4KHYQFiplRJHRETmisU6EREREUnCw8kar86OxIQh/pABaGjS4V//OY/P91zslIvPNTXr8e2xbACA\np7M1hoV5ShwREZkzFutEREREJBmlQo7Jw3rglcci4GinBgAcSyvEss+TkVfcuRaf25+Uh6q6ln3i\nW/aQ50dpIrp72MIQERERkeR6+zni7XkxiOzlCuCnxecOJOdDCOkXn6uqa8LuH/IAAH38HNC/h7PE\nERGRuWOxTkRERESdgq2VBZ6Z1BeP398bKqUcOr3AV/FX8P+2nUNNvVbS2P5z/CqamvWQAZh+X0/I\nZDJJ4yEi88dinYiIiIg6DZlMhuER3lg6Nxo+rjYAgHPZ5XjzsySczymXJKb8kjocT7sBABjSzwP+\nPy6KR0R0N7FYJyIiIqJOx9vFBkvnRGFUpA8AoLpeiw83p2HLoSzo9IYOi0MIgS2HrkAAUFm0zK8n\nIuoILNaJiIiIqFOyUCrw2Ohe+OPU/rC1sgAA7E3KwzsbUlBc0dAhMaRfrUDGtUoAwNgYP+MieERE\ndxuLdSIiIiLq1MKDXLBsfgxCAhwBALlFtXgrLhknzt24q4vP6Q0GbD50BQDQzVaFcQP979rvIiL6\nORbrRERERNTpOdiqsXh6OB4Z3gMKuQxNzXp8tjsTq3dkoEGjuyu/81jaDdwob+nBnzwsEGqV4q78\nHiKiX8NinYiIiIhMglwmw7hB/nh1diTcHK0AAEmZJXgrLglZ16vv6O9qbNLhP8evAgB83WwxtK/n\nHX1/IqLfwmKdiIiIiExKd097vDk3GkP7egAAyqo1WLHxDHaevAaD4c4Mi//+VC5qG5oBANPvF4qM\ndAAAIABJREFUC4Jczq3aiKhjsVgnIiIiIpNjpVZi/oQQLJwYAkuVAgYhsP3YVXywORWVtU2/673L\nqhqxPzkfABDWwxkhAU53ImQionZhsU5EREREJmtQqAfemheDQC97AEBmbiXe/CwJ57Jvf0/2b45d\nhU5vgFwmw7T7gu5UqERE7cJinYiIiIhMmpuDFZbMHIBxg/wAAHWNzfjn1jR8HX+l3XuyZxdWI/FC\nMQBgeIQXPJ1t7ni8RES3gsU6EREREZk8pUKOR4YHYfH0MNhbt+zJvj85H3/bkILiylvbk10Igc3x\nWQAAK7UCD97T/a7FS0T0W1isExEREZHZ6NvdGW/Pi0Hoj3uyXyuqxdtxyfjhQtFv/mzKpVLjqvIT\nhgTA3lp1V2MlIvpfWKwTERERkVnpZqvGC9PDMXV4D8hlMmi0eqzZcQGffZ+JJq3+V3+mWWfAlsMt\nveou3SwxKtKnI0MmIvoFky/WtVotXn31VURHRyM2NhZxcXFSh0REREREEpPLZHhgkD+WzBoAZ3tL\nAMCJ9BtYtj4ZecW1v3h9fEoByqo1AICpw3vAQqno0HiJiH7O5Iv19957DxcuXMCGDRvw5ptv4pNP\nPsH+/fulDouIiIiIOoEg7254e140onq7AgBulDfgr1+k4NCZAgghIITAxdxK7Dx5DQDQw8se0X3c\nJIyYiKiFUuoAfo/GxkZs27YN69atQ58+fdCnTx8sWLAAGzduxJgxY6QOj4iIiIg6AWtLCzz9cF8c\nTSvEVwevoFlnwMb9l5F6pQxVdU0oKK03vnb6yJ6QyWQSRktE1MKke9YvXrwIvV6P8PBw47HIyEic\nO3dOwqiIiIiIqLORyWQYHu6NpXOi4O3Ssh3b+ZwKY6FurVbi0VE9EeTdTcowiYiMTLpnvbS0FA4O\nDlAqfzoNZ2dnNDU1obKyEo6OjhJGR0RERESdjY+rLV6fE4Wv46/gWGohvF1tMDLSB4NCPKBWcZ46\nEXUeJl2sNzY2QqVqu6VG69darfaW30ehMOkBBvSj1jwyn+aB+TQ/zKl5YT7NS1fLp1Ipx/wJIZg1\npjdUFnKzG/be1fLZFTCn5uVW82jSxbparf5FUd76tZWV1S2/j739rb+WOj/m07wwn+aHOTUvzKd5\nYT7NC/NpfpjTrsWkH824u7ujqqoKBoPBeKysrAyWlpawt7eXMDIiIiIiIiKi22fSxXpwcDCUSiVS\nU1ONx06fPo2+fftKGBURERERERHR72PSxbqlpSUeeughvPnmm0hPT8fBgwcRFxeHOXPmSB0aERER\nERER0W2TCSGE1EH8HhqNBm+//Tb27dsHOzs7LFiwALNnz5Y6LCIiIiIiIqLbZvLFOhEREREREZG5\nMelh8ERERERERETmiMU6ERERERERUSfDYp2IiIiIiIiok2GxTkRERERERNTJsFgnIiIiIiIi6mS6\nRLHOBe/NC/NJ1LnxGiXqXHhNmh/m1Hwxt+bl9+ZT8dZbb711Z0LpHIQQWLduHfLy8qDVauHu7g6Z\nTCZ1WHSbmE/zI4TAl19+ifLycsjlcjg4OEAIwbyaKF6j5qmyshJWVlYAAL1eD7m8SzzbN1uNjY2w\nsLAAALa3ZoI5NQ+8h5qXu5FPsyrWs7OzMWXKFOTl5eHKlStYu3YtPD094efnBwsLCzZmJob5ND8Z\nGRmYPHkyrl69ilOnTuHrr79GcHAwfH19pQ6NbgOvUfOzdetWLFq0CEePHsWhQ4cQHR0NOzs7qcOi\n27R582a89NJLOHr0KDIyMjBgwACo1Wqpw6LfgTk1H7yHmpe7lU+zKtZ37twJnU6HuLg4TJ06FZaW\nltiyZQtUKhVCQ0P5D97EMJ/mZ9OmTXBxccG6deswYcIE1NXV4bPPPkP37t3h5+cndXjUTrxGzUtm\nZibeffddPPnkkxg4cCBOnz6NvXv3wt/fH15eXlKHR+106tQpfPjhh1iwYAG8vb1x6NAhHDlyhA9g\nTBhzal54DzUvdyufZjWuLTMzE83NzVAoFACAuXPnIiwsDPHx8Th9+jQAzgMxJcyn+bl8+TKUSiUA\nwN7eHi+99BJ8fHywfft2ZGVlSRwdtRevUfMSHx8PGxsbTJs2DWPHjsW6detgbW2NrVu34tq1awCY\nT1Ny6NAh+Pj44JFHHsHcuXOxYcMG3LhxA5s2bUJpaanU4dFtYE7NC++h5uVu5dNki/VPP/0UH330\nEbZt22Y85uvrC5VK1abBmj59OmQyGfbt24fm5mY+peqkmE/zs3btWnz22Wc4dOgQAKC5uRkODg6w\ntrZGfX298XV/+MMfkJOTg4SEBOj1eqnCpd/Aa9T8ZGdno7a21vi1m5sbrKys0NzcDABQqVSYOXMm\niouLsWvXLgBgPjuxwsJCaLVaAC0fCO3t7eHi4gKDwQAAsLOzw5NPPomkpCQkJCRIGSrdIubUfPAe\nal46Mp8mNwy+srIS8+fPR2ZmJhwcHPDvf/8bN27cQM+ePaFSqXDw4EEEBQXB398fAODi4oLCwkJk\nZGTA29sb3t7eEp8B3Yz5ND8lJSWYNWsWMjMzodFosGrVKjQ3NyMiIgK1tbXYuXMnhg0bBkdHRwCA\nl5cXLl68iMzMTPTv3x8ODg4SnwHdjNeo+YmPj8ecOXNw9OhRfPHFF/D29oavry8KCwuRnp4OX19f\n+Pj4AAACAgJw5coVXLp0Cf7+/nB3d+c8yk5m3759WLBgAQ4dOoRvvvkGwcHB8PDwQHp6Os6fP4+o\nqChjuxocHIyEhATcuHEDffr0Qbdu3SSOnn4Nc2o+eA81L1Lk0+R61vPy8qDRaPDpp59i2bJl+Oyz\nz1BZWYl//OMfGDZsGKytrREfH4/y8nLjz4wfPx7l5eXIy8sDwCElnQnzaX4uXLgAS0tLfPHFF1i5\nciU++eQTJCcn41//+hceeeQRNDQ0YMeOHdDpdMafmTt3LlJTU1FcXCxh5PRreI2al/r6eqxZswYz\nZ87EJ598gjFjxuDzzz/HunXrcN9996G+vh7JycltRr+MGzcO9fX1uHDhAgD2rncmZWVlWLVqFWbP\nno0333wTPXr0wFtvvYXdu3djxowZuHz5MpKSktpcg48++ijS0tJQUFAgYeT03zCn5oX3UPMiRT5N\nrljPzs5GRUWFcfXoiIgITJo0CdnZ2di+fTsWL16MY8eO4dSpU8Yhtd7e3ggMDMTJkycB8INGZ8J8\nmp+srCxUVVUZe86HDx+OcePGITExESdPnsTrr7+O9evX4/z588YGy9/fH6GhoThw4ICUodOv4DVq\nXtLT01FaWopJkybBz88PS5Yswf33349du3bhwoULmDNnDvbs2YPz588bf6Zv375wdXVFcnIyAHC6\nSieSlJSEmpoazJo1C+Hh4Xj//fcRHR2Nr776CpWVlZg3bx5WrVqF69evG39m0KBBcHR0RHx8PAAW\nAp0Nc2peeA81L1Lk0ySKdb1eb2x4+vTpAwDGifoAEB0djfHjx2P16tUICQnBvffei507dyIxMdH4\nGoPBAFdX144NnH4V82l+bv7w7u/vDysrK1y8eNF4bMyYMQgNDTX23kVFReGzzz4zLiqn1Wqh0+mM\nQ29JWrxGzU/rHFdPT09UVFS0GdkyZswYREZG4r333sNDDz0EZ2dn7NixA1evXjW+JjQ0FFeuXAEA\n4+I5JJ3W69PT0xM6na7NSIjJkyfDyckJK1euxFNPPQUA+PLLL1FRUWF8TWRkpLHYYyHQOTCn5oP3\nUPMidT475Zz1hoYGWFhYGL+Wy+WQyWTQarWQy+W4dOkSbty4gWHDhgFoWQTHysoKqampqK2txbx5\n85CSkoJNmzahtrYWaWlp2L17N+bOnYuAgACJzqrrYj7Nj1arbfOBXS7/6blfU1MTzpw5A4VCgfDw\ncACAjY0N9Ho9zpw5AxsbG0yfPh179+7F/v37odPpcPbsWRw9ehSzZs3iFlES4DVqnlrnlhsMBuM1\n2tTUhMzMTJSUlGDw4MEAAFtbW9jY2ODQoUPo1q0bHnzwQezatQvZ2dkICQmBSqVCXFwcBg0ahJiY\nGClPqUtrzaderzfms7S0FJmZmZDJZOjXrx+AljmSGo0GJ0+eRPfu3TF8+HBs3LgRzc3NCAwMhFKp\nxJo1azB8+HCEhYVJeUpdHnNqHngPNS+dLZ+dqli/evUq/vznP2Pfvn0oLS2Fvb09nJycUFNTg2ee\neQYNDQ0YPHgw8vPzkZ6eDmdnZ+PezHZ2digoKMClS5cwbtw4xMbGQqvV4sKFC0hOTsbixYsxatQo\nic+wa2E+zc/Vq1fxxhtvICEhAbW1tXB1dYW1tTWqqqowe/ZsuLq6IiYmBikpKbh69SoCAgKMTxJd\nXV2RmJiIqqoqjB8/HuHh4SgpKcGpU6fwww8/4OWXXzY2fNQxeI2an7y8PCQmJsLW1hYqlQoKhQIy\nmQw5OTnIyMhASEgIcnJycOHCBfTq1QsuLi4AWvJZWlqKxMREzJ49G15eXtizZw82bdqEr776CuXl\n5fjDH/4ANzc3ic+wa2m9xmxsbGBlZQWg5YNj61DMnj174tSpUygrK0NwcDDs7e0BAI6OjsjIyEB+\nfj5mzpwJCwsLfPvtt9i2bRs2bdqEhoYGPPnkk3B2dpby9Lok5tR88B5qXjprPjtNsX716lX86U9/\nQo8ePdCjRw+cOHEC33zzDR588EHY29ujoaEBEydOhFqthqOjI86cOYOsrCwMGTIEKpUKFhYWKCgo\nwPHjxzFr1ixYWFggOjoao0ePxqxZs9CzZ0+pT7FLYT7NT3p6Op555hkEBgbCysoK+/fvx6lTp/DA\nAw/A2toaZWVlGDt2LNRqNVxcXLB3715otVqEhYXBwsICarUa165dww8//IBHHnkEDg4OiI2NxciR\nI7FgwQIEBQVJfYpdCq9R8yKEwCeffILFixcjKysL27Ztw40bN3DPPfcAaNki0dnZGeHh4VAqlTh9\n+jTKysowdOhQAIBarUZ5eTlSU1MxfPhw9OrVC/fffz8iIiIQGhqKd955h4V6BxJC4IMPPsArr7yC\ntLQ0bN++HUII9O/fHwAwceJE+Pr6on///pDJZIiPj4elpaWxJ9bW1hY5OTlITU3FpEmTEBISghEj\nRsDf3x99+/bFu+++y6KugzGn5oX3UPPSqfMpJKbX64UQQsTHx4vRo0eL+vp6IYQQVVVVYvr06WL+\n/PmiubnZ+HqDwSCEEGLHjh3i8ccfF//4xz+M3/v666/F9OnTRV1dXQeeAd2M+TQ/rTn99ttvxdSp\nU4VOpxNCCJGZmSkeeugh8fLLL7d5fWtOV69eLZ544gmxceNG4/c+/vhjsXDhQqHVao2vo47Fa9Q8\n5eXliYkTJ4qkpCRRXV0tdu/eLe69917x4YcfCiGEMc+tVq9eLWbPni127txpPJacnCz69esnioqK\nOjR2+qXMzEwxbtw4cebMGVFYWCjWrFkjxowZI9avXy+EEKKysrLN65cuXSqefvppkZCQYDx26NAh\nERUVJWprazs0dvp1zKl54D3UvJhCPpV37plE+5SXl8PZ2dk4Ryc3Nxe+vr7GRTG6deuG9957Dw88\n8AB27NiByZMnA2iZoK9QKDB69GgoFAq89tpryMnJQWBgIL755hvMnTsXNjY2Up1Wl8V8mp+amhrY\n29sbc3r+/Hl4eXkZ56r36dMHr7zyCubPn48pU6Zg4MCBEEIYczpjxgwAwMqVK5GZmQkfHx9s3rwZ\nixYtajMXiDoGr1Hz1DofPS8vD01NTXBzc4O9vT3GjRsHmUyGxYsXIzY2FlFRUQBaFspRKBSYOHEi\nqqqq8Pe//x1ubm7o0aMHTp48ieHDhxt3cqCO15rPjIwMWFlZISAgAI6Ojpg7dy4sLCzwwQcfYPTo\n0fD09IQQAnq9HkqlEo8//jhWr16Njz/+GI6OjvD19UVCQgJGjRoFW1tbqU+rS2NOzQPvoebFlPLZ\n4cPgS0pK8MILL2Djxo04e/YsNBoNevfuDY1GgzVr1mDatGmwtbVFc3MznJyc0NDQgK+//hoPP/ww\n1Go15HI5DAYDLCws0LNnT4SGhqKhoQHp6el4/PHHMXv27I48nS6P+TQ/xcXFeOmll7B161ZcuXIF\nMpkMfn5+qK2tRVxcHJ566inIZDIIIeDn54eCggLs2LED06dPh0wmM+bU0tISkZGRcHd3R0FBAVJS\nUjBv3jxMmzZN6lPsUniNmp+ioiJs3brVmBcbGxtkZWXhyJEjmDlzJqytrWEwGNCzZ0+kp6fj2LFj\nGDt2LCwsLIwfTOzs7BAWFoaCggJ88cUX2LJlC86cOYNnn32WU1I6WHFxMfbu3QulUgkLCwtYWloi\nIyMDR44cwdNPPw2gZU5zv379cPz4cZw9exbjxo0D8NPK/E5OTujRowfOnz+Pf//73/jmm2+QkZGB\nZ5991jinkjoOc2o+eA81LyaZzzvaT/8bGhsbxR//+EexaNEisW/fPrF8+XIRHBws9u/fL3Q6nZg0\naZJ48803hRBCNDU1CSGE0Ol0IjIyUmzZssX4det7kbSYT/NTUVEh5s6dK55//nmxZcsWsWjRIhER\nESHS09NFaWmpGD9+vFi5cqUQ4qfc5ebmiv79+4vDhw+3Od6ac5IOr1Hz8+2334q+ffuKadOmibFj\nx4oJEyaI8vJyIYQQsbGxYt26dUKIn/JZVFQkgoODf3F93qy4uFgcP368Y06A2ti0aZMIDQ0VkyZN\nEqNGjRILFiwQQghRW1sroqOjxXfffSeEEMZhmKdPnxa9e/cWmZmZbY630uv14sqVK2Lfvn0deBZ0\nM+bUfPAeal5MNZ8dWqzn5uaK6OhokZaWZjz23nvviWnTponjx4+LAwcOiD59+ojr168LIX76Q338\n8cdi0qRJxp/Zvn27WLhwocjLy+vI8OlnmE/zc+HCBTFw4ECRk5NjPPbSSy+JyZMni4yMDLF+/Xox\nYsQIUVJSIoRoabS0Wq146623xLPPPmv8mfXr14sXXnhBVFVVdfQp0E14jZqXxsZG8dRTTxnXgaio\nqBCPPfaYWLhwocjJyREbN24UkZGRxtdrtVohhBB/+ctfxPTp043H9Xq9OHDggLhx40bHngC1UV1d\nLWbOnCm+++47odfrxfnz58X48ePF888/L4qKisSHH34oJkyYYHy9wWAQBoNBPP300+KZZ54xHtfr\n9SIhIYHzmDsB5tS88B5qXkw1n/Lf7nu/o7346N69OxoaGozHnn/+eVhbW2Pfvn3w8fHB8OHD8ec/\n/xlAy751QMuWT3Z2dqisrAQA+Pv7Y968efD19e3I8OlnmE/zU11dje7du0Ov1xuPvfPOO6ipqcHB\ngwfRt29fdO/eHe+++y6AluF6FhYWsLW1hVqthlarBQAEBQVh0qRJ6NatmyTnQS14jZoXvV6Py5cv\nt9nKacWKFSguLsb27dsRExMDDw8PLF++HACMQ96nTJmCmpoaXL9+HQDw/fffY82aNca5eSSNmpoa\nFBYWGudNhoaG4p///CcSEhJw9OhRDBo0CEqlEp9++imAlvzLZDKMGTMGGo3GeH1+9dVX+Otf/9qm\n3SZpMKfmhfdQ82Kq+bzrxfrNDY1KpYJWq0Vubi50Op3x2MyZM3Hx4kVkZ2fjlVdewfnz57Fu3ToU\nFRUBaJn07+joaFz0JiIiAgMHDrzbodOvYD7NT2vuAMDd3R05OTnGD/U6nQ4qlQoLFy7E7t27YTAY\nMGfOHOzfvx+7du0yNnjl5eWwsbExNmxDhgxBbGxsx58M8Ro1QwaDAQBQV1cHf39/NDY2QrSMjIOv\nry8efvhhnD59Gvn5+XjxxRexadMmJCcnG+e+5uTkQC6Xw87ODkDLFlFbtmyBu7u7ZOfUVYkfF+EE\nAI1GA1tbW+NDFb1ej6CgIEydOhXffvst1Go1pk6dinXr1iE/Px9KZcuawIWFhaisrDQuYjRz5kzs\n3r2bD0clxJyaLiFEm695DzUv5pDPO77AXHZ2NpRKJdRqNYCfnuxfu3YNvr6+uHDhAk6cOIGRI0fC\n2toaABAYGIgjR46gqKgIjzzyCLy9vbFlyxZs2bIFSUlJ2L17N5588kn06tXrToZKtyArKwtyuRyW\nlpYAmE9zkJGRAZlMZvxQ0JrTiooKeHl54fTp00hOTsbDDz8MmUwGmUyG0NBQbNmyBU1NTZg1axas\nra2xatUqHDp0CCdOnDAumuPv7y/lqXVJ+fn5UKvVxg99vEbNT2sPuK2tLQ4dOoT8/HwMGTLE2C6H\nhITg+++/h0ajwWOPPYaqqips3rwZZWVlcHZ2xrZt2+Dh4YEHHnjAuDgke9U7zq5du6BWq+Hg4GBs\nU4GWBcS2bduG8vJyjBw5EkBLrqOiorBmzRo4Oztj6tSpuHjxIr7++muoVCrY2dlh+/bt6Nu3L4YN\nGwYAzKeEWv/2zKnpysrKgrOzM3Q6HeRyOe+hJs4s69A7NZ7+8OHDIjY2VkyYMEGMGDFC7Nu3T1RX\nVwshhFi0aJFYtGiREEKImpoa0a9fP7Fhw4Y2i2gkJiaKvn37GufnZGVliS+//FK89957Ijs7+06F\nSbdo79694t577xWTJk0S9957rzhw4IBoamoSBoPBuDiDEMynKTly5IgYOnSomDBhghg6dKjYtm2b\nqK2tFU1NTWLWrFliyZIlQgghsrOzRXBwsDh48KAQ4qfFbvbt2yciIiKM75eYmChWr14tli5dKrKy\nsjr+hLq4gwcPihEjRojHHntMjBw5UuzZs8e4T+9zzz3Ha9QEff/992Lx4sVixYoVIi0tzTjn/MCB\nA+KVV14RQrSsK9G3b1/jgnGttm/fLmJjY417xK5evVpMmTJFjBo1SsyYMUMUFhZ26LmQEN99950I\nDw8X06ZNE8XFxcbje/bsEe+++64QQoiEhAQREhIiLl++LIT4qb2Ni4sTQ4cOFUK0zF9+/fXXxUMP\nPSTuuece8eijj4qioqIOPhsSQojdu3eL5cuXi40bNxo/47YeZ05Nz4EDB0RwcLDxa4PBIJqbm8Wf\n/vQn3kNNjDnXoXekWG9sbBQzZswQK1euFLm5uWLFihVi1qxZ4sMPPxRCCFFaWtrm9atWrRL33Xef\nOHPmjPFYSUmJGD58uEhMTLwTIdFtMBgMQoiWBRgmTpwo4uLixPXr18Xrr78uxo4da1wsrHVxsVbM\nZ+fX1NQkZs6cKT7++GNRXl4u3n33XfG3v/1NVFRUCJ1O12ZBOSGEWL58uRg1alSbD5hnz54V48aN\nExcvXuzg6OnnysvLxcMPPyw+/fRTkZ+fL/7xj3+IWbNmiRUrVggh2OaamubmZrF06VIxdOhQsXLl\nSjF16lTx2GOPic8//1wI0VIIbNq0ydhGP//882Lq1KnGRXBaDRw4UOzfv9/4dX19vcjNze24EyEh\nRMsK/NOmTRMDBgwQmzdvbvO9pqYmERcXJzZt2mQ8NnfuXDFv3jyh0+mMOa6trRVDhgwxXp86nU5U\nVFQYC0DqWE1NTWLJkiViyJAhxmt1/vz54saNG0Kr1TKnJqI1F63+7//+T/Tu3VusXr1aCNHyEEUI\nfs41NeZeh952sd76D1oIIZKTk8WwYcParCy7ceNG8eCDD4o9e/YIIVo+jNy8Zczjjz8uXnjhBXH0\n6FEhhBC7du0SU6ZMMfYKUMe6OZ+ff/65GDVqlPGJU0FBgYiMjBQFBQXG1xgMBuazk/v5NTpw4MD/\n2QPeuiptq1GjRok33nhDpKenCyGE+PLLL8Wjjz76i5sddYyb87lr1y4RFRUlKioqjMfWrl0rxowZ\nI+Lj44UQbHNNSV5enpg2bZo4deqUEEKIuro68eGHH4rZs2e3eWDWms/a2lpx7733io8++si4bVte\nXp4YN26cSEpK6vgToDa2bdsmxo0bJ06fPv2r37/5Whai5QF5aGio2Lhxo9BoNEIIIVJSUsTo0aON\nbTbbXWnl5OSI6dOniwsXLgghhCgsLBS9e/cWKSkpQgjm1BT8fEu85uZmMWfOHDFx4kQRHBxsHNlw\n832T99DOqyvVocrbGTq/evVqpKWlwdfXF9OnT4e3tzdqa2vR2NhofM3o0aORk5ODNWvW4P7774dS\nqYTBYIBer4dCocCrr76KrVu34plnnkF0dDRSUlKwcOFCWFlZca5OB2vNp5+fH6ZMmYKQkBAMHDjQ\nuOjGRx99BE9PT2zduhUjRoxAWFiYcY4W89k5/fwadXNzg16vh62tLQBg7dq1yM/Ph6OjIx577DG4\nu7tDJpPBYDDAYDBAoVBgxYoViIuLw/z58xEREYFTp07hT3/6E+e8SuDmfE6bNg1OTk6wtrY2rr4P\nAEOHDsWqVauwbt06jBgxgm1uJ9X6t05JSUHv3r1ha2uLiooKpKWloU+fPgAAGxsb+Pv747vvvmuz\n+JFCoYBOp4OtrS1eeOEFbN++HSkpKZg7dy6OHz8OlUqFwMBAqU6tS7o5nz179oS9vT2GDBmCTZs2\nobi42Pi6M2fOwMHBAX5+fsb1JYCWhcn8/Pzw0ksv4dtvv0VqaiqmT5+OHTt2wM3NzbgIIK/PjnNz\nTnv16gU7OztUVVXh/Pnz8Pb2BgDY2dkhKirqF2u/AMxpZ7R27VocP34cnp6eiI6OxtSpU3H+/HmU\nl5fjnXfewccff4w33ngDq1evbpMXhULBe2gn1NXq0FteYE78uILpsmXLcPDgQYwaNQqHDx/GyZMn\nUVlZCX9/f1y8eNG4ArSNjQ2sra2RkJCAxsZGhIeHQwgBuVwOmUwGFxcXxMbGYsCAAXB2dsaiRYsw\nfvz4Ngt10N3z3/KZmJgIuVyOP//5z1AoFEhNTcW6deswZswYHDp0CMePH4dGo0F4eDgMBgPz2Yn8\nr2u0pKQEvr6+KCoqwpkzZ7Br1y707t0b27dvx5kzZ6BSqdCzZ88216iXlxcGDx6MXr16Qa1W48UX\nX8SYMWMA8ENGR/hv+UxOTkZOTg78/f1RUFCAmJgYAC05OXHiBBobG6HT6RAWFsY2txNZm5WRAAAM\nFklEQVSSyWQoKirCjBkz0L9/fwQEBKCqqgq1tbUICgqCq6srZDIZqqqqsHXrVsyePdv4kO3m9+jT\npw969+6Nc+fO4eTJkygqKsK7777LrYE62M35DAsLg6+vL+zt7ZGRkYGEhASEhYVhzpw5OHLkCNav\nX49r167B2dkZnp6e0Ol0xusvPDwczs7OSExMxL59+1BWVoa//vWv8PT0lPoUu5yf5zQgIAAymQwn\nT57Enj17UF9fj5dffhn5+fk4fPgwGhoa4OrqCgcHB+NWbMxp59DU1IRXX30VCQkJmD59OvLy8rB3\n714IIRASEgIhBO6//364ublh5cqViImJgY+Pj3GxOQDGfPIeKq0uXYe2pxu+sbFRTJ06VXz33XdC\nCCEqKirE+vXrRWhoqHjzzTfFH//4xzYbzdfU1IgPPvhALFy4sM1CHJcuXWr3EAC6834tn3FxcSIs\nLMw4HEij0RhzV1VVJVauXCkmTJjQZv4H89l5/FpOv/jiCxEaGiqeeuop8dprr4lZs2YZh8oWFRWJ\npUuXivnz57cZUi31YhrU4uf5LC8vFxs2bBChoaFi2bJlYvLkyeK9994TJ06cELNnzxYvv/yy+OCD\nD8TixYtFXV2d8X14jXYuSUlJonfv3uLpp58WVVVVQqfTibKyMuOCckII8fHHH4vx48cLIf73cFm9\nXm9cWJCk0ZrPZ555xnjvLCwsFOHh4WLBggVi3bp14vr162LXrl3ihRdeENOnT//FsOlWOp2uzVBO\nksbN12jrvTE5OVm88MILIjIyUixfvlxkZWWJL774QsyYMUO8+OKL//U6ZU6lk5+fLyZNmiROnjwp\nhBBCq9WK9evXi6FDh4rGxkbj6zQajViyZIkYO3bsr74P76GdQ1etQ9u1z3pBQQHKy8uNQ/UcHR0x\ndepUDB8+HAcOHEC3bt2wY8cO4+vt7OzQp08fNDY2GvdjPnfuHB566CFkZ2ffwUcOdDt+LZ+PPvoo\nIiIisGTJEgCAWq2Gvb09AKBbt24YOnQo7OzsjPtwM5+dy6/ldMqUKRg5ciROnjyJa9euIScnB9HR\n0QBa9lWPjY1FfX29ccjm4cOH8cADD6CsrEyy86AWP8+nk5MTJk+ejHvuuQeXLl3CE0888f/bu9uQ\nKu8/juPvPB6PtyvyZCG1xlzHIqdQPcht+SAKZLHZjO6kCJLuNilWVBTVYNRwjRbdgGEUI8pHqyXL\nirI7junpdKNt4RB7lIZRsQdqadrl7//AdW1G9tdqO1fHz+uJIOfA9/LjdfP9XdfvdxEIBFi5ciXJ\nycls376d999/n/v37xMREYExRvuoA505c4bU1FQuXrzIiRMncLlcJCYm4na77c9UVVWRkZEB/P0O\nZ4BHjx6xcuVKbt++DXQ/fjtkyJD/dgOkh2d5XrhwgfLycrq6uvB6vUyYMIE//viD6dOnk5yczIwZ\nM5g9ezaWZXH69GkAmpub+frrr+3HN10uFyNGjAjl5gg999GTJ09ijGHSpEnk5+eTlpbGsmXLSElJ\nYeHCheTm5nLv3j2qqqoAZeokDQ0N1NbW2tc8breb4cOHExMTQ0NDA9B9x9bj8bB48WIePHjAkSNH\nAOz3cOsc6hwDtQ/tV7P+wQcfAHDx4kWg+x85NjaWVatW8ejRI/78808ePnzI0aNH7e8kJydTXV1t\nX2ykpqYSDAZJSUl5Q5sgr+pFeXo8HjZs2EAwGKSiogKgx7y7mJgYfvvtN3uels/nU54O0ts+WlBQ\ngMvloqOjg6SkJMrKyuzvjBw5kpqaGvuRr7S0NAKBAF6v9z+vX3rqLc/Vq1dz48YNvF4vx44dw+/3\nU1hYCHSfnOrq6ujs7GTQoEE65jpMc3Mzt27dYuvWraxfv559+/bZF40AlmXR1NREbW0tEydOBP6e\nq97e3g6A1+slKSkpJPVLT8/nWVRURFNTE263m1WrVnHkyBFGjRplXwP5fD7a2trsQfDGxkY8Hg+W\nZfVYn0BC52X7aFRUFB0dHTQ3N9uf//jjj2lsbLSvi5Spc6SnpzN16lTu3LljZ+Fyubh37549yPns\nkeeUlBTy8/PZvXs3XV1d9toSOoc6x0DtQ/vVrAPk5eVRUlJCR0eHPVl/zJgxzJkzh+rqatLT09m5\ncydVVVU8fPiQyspKpkyZwtChQ4HuO7UJCQlvfEPk1bwoT5/Px6xZs/j++++5ceMG33zzDbW1tbS1\ntVFZWUlmZqY9ShwdHa08Haa3fXTevHnU19eTkZHBvn37qKmpobW1lUAgwEcffWQvevNs7p04Q2/7\naG5uLtu3bwegpKTEHiW+cuUK2dnZdjOgY66zeDwecnJyeO+991i0aBHGGEpKSuy7OC6Xi7q6Op4+\nfcr06dMBKC0tJTs7m+PHjxMXF8eWLVvsfCW0ns8T4NChQ1iWRXp6OqNHj6ahocEeDG1vb+fJkyd4\nPB4Axo0bR2FhIfHx8c6bJzlA9baPArS1tWGMsW9mAHR2duJ2u+38lKlzxMXFUVhYyOjRo+3f/f77\n7/h8PgYPHtzjsxEREcyaNYvo6GjWrVtn/17nUGcZiH1onxeYe2bYsGH4/X6amprIzMy0Fxl75513\nqKio4PPPPyc2Npb9+/dz9OhRgsEgBQUF+Hy+f2kT5HX0lmdiYiLnzp0jISGBxsZGfvrpJ3799Vf8\nfj8FBQWMGzcu1KVLL3rLNCEhgWvXrjFt2jQsy6K4uJjS0lI70/Hjx4e6dHmB3vL0er2UlZWRmJjI\n1atXKS4u5vjx49y8eZMvv/xSC405VGRkJGlpaXazNmLECH788UeysrLsAbOff/4Zy7JIS0ujoKCA\nY8eO8dVXX5GXlxfK0uUFXpTnzp07mTJlCsOHD+fy5cusXbuWyspKLMvihx9+ICkpiYULFxIVFaVm\nzoFelOmOHTvIysriww8/pL6+nvLycoLBIJZlsWPHDt59913y8vKIjIxUpg7j8XjsRcUAioqK8Pl8\nTJs2zV71+9nPuLg4Ro0axciRI9W3ONSA7EP7O8ndsixz+PBhk5mZ2WMRqtu3b5vPPvvMnth///59\n4/f7X3NKvfzbesuzvr7efPHFF6a6utp0dnaauro6c/bs2RBWKn31skxzcnLsffTu3bv2+yXFuV52\nzM3JyTE1NTWmra3NXL161fzyyy8hrFT6458LjM2ePdusWLHCtLS0GGOM2bVrl0lNTTWpqalm8+bN\noSpR+uH5PJctW2a6urpMS0uLOXXqlFm+fLmZN2+e2bZtWwirlP54PtOlS5caY4xpaWkxZWVlZsmS\nJWb+/Pnmu+++C1WJ0k937twxGRkZPc6VWqDz7TIQ+9B+PwYfERFBTk4OEyZMYM2aNbS2tgLdC+A8\nfvyY2NhYoHvk45NPPnmzIwvyxvWWpzGG5uZm4uLiiIyMtEchxflelmlraysxMTFA9zyerKysUJYq\nffCyY25rayuxsbFER0czadIkZs6cGeJqpa8iIiKwLAuArVu3cunSJQKBAND96ObMmTO5cOEC3377\nbSjLlD56Pk+/38+5c+eIj48nOzubPXv2cPDgQTZu3BjiSqWvns+0oqKC8vJy4uPj+fTTTykqKuLA\ngQNs2LAhxJXK/2P+mq9eW1sLYF/PFhcXM3nyZEpLS0NWm/TPQOxDBxnzaqtfPH78mLlz5wIwduxY\nrl+/TkZGBtu2bbP/UPL2UJ7hR5mGF+UZnizLwuVysXr1agKBAOfPn8ftduNyuUJdmryCf+YZDAY5\nceKE1gB5yynT8LF37177net79+6lq6uLTZs2MXXq1FCXJv00kK6JXrlZB7h79y43b94kEAjg8/lY\nsGDBm6xN/mPKM/wo0/CiPMPPs/l27e3tnDx5ktzc3FCXJK9BeYYfZRo+ioqK2LVrFzExMaxYsYKl\nS5eGuiR5DQPlmui1mnURERF5PeavxY0kPCjP8KNMw8P58+epq6sjPz+fqKioUJcj0idq1kVERERE\nJKxp0EXeRv1eYE5ERERERORtokZd3kZq1kVEREREREQcRs26iIiIiIiIiMOoWRcRERERERFxGDXr\nIiIiIiIiIg6jZl1ERERERETEYdSsi4iIiIiIiDiMmnURERERERERh1GzLiIiIiIiIuIwatZFRERE\nREREHEbNuoiIiIiIiIjD/A8Flppuwoi7MAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aoi = np.degrees(np.arccos(np.abs(np.sum(sun_vec*panel_norm, axis=0))))\n", "aoi = pd.Series(aoi, index=times)\n", "\n", "aoi.plot()\n", "plt.title('angle of incidence')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The power produced by the tracker will be primarily determined by the cosine of the angle of incidence." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JsA4AW8Kek8t9dQDAeoRDIY2kO+PbSlTWARDWAWBL2C+0mLEOAFivxVnrVNYB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\nhoiI5HI57d27lwYOHEhVVVXCftXV1bRq1SoaNWrUc/8evoZqhuZah77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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cosd(aoi).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Surface tilt and azimuth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate panel tilt ``surface_tilt`` and azimuth ``surface_azimuth``\n", "in a coordinate system where the panel tilt is the \n", "angle from horizontal, and the panel azimuth is\n", "the compass angle (clockwise from north) to the projection \n", "of the panel's normal to the earth's surface. \n", "These outputs are provided for convenience and comparison \n", "with other PV software which use these angle conventions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Project normal vector to earth surface. First rotate about x-axis by angle -axis_tilt so that y-axis is also parallel to earth surface, then project." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cos(axis_azimuth_south)=0.984807753012208, sin(axis_azimuth_south)=-0.17364817766693033\n", "cos(axis_tilt)=0.984807753012208, sin(axis_tilt)=0.17364817766693033\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0mTNnYsmSJVi/fj3f/OStt97iOwAs61ivzLWtPC96fBNCjA/HDPTxnVKpRL9+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mgZ6KlyRERERGSPWKwTEd2ievPW+WadbnA8JQ8/xGcDAO7oEIgBsSEqR0RERET2isU6EdFtiAq3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\nhvT0dGWVODIyknlqTKBjND8/Hx6PB2lpa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FCAgIwGeffWbQulV+G8YcW3PmzIGrqyu2b9+O//3vf/D19cXChQu5ctt+/fph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\noaGheOyxxxASEtKY4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate standard rotation matrix\n", "print('cos(axis_azimuth_south)={}, sin(axis_azimuth_south)={}'\n", " .format(cosd(axis_azimuth_south), sind(axis_azimuth_south)))\n", "print('cos(axis_tilt)={}, sin(axis_tilt)={}'\n", " .format(cosd(axis_tilt), sind(axis_tilt)))\n", "\n", "rot_x = np.array([[1, 0, 0], \n", " [0, cosd(-axis_tilt), -sind(-axis_tilt)], \n", " [0, sind(-axis_tilt), cosd(-axis_tilt)]])\n", "\n", "# panel_norm_earth contains the normal vector expressed in earth-surface coordinates\n", "# (z normal to surface, y aligned with tracker axis parallel to earth)\n", "panel_norm_earth = np.dot(rot_x, panel_norm).T\n", "\n", "# projection to plane tangent to earth surface,\n", "# in earth surface coordinates\n", "projected_normal = np.array([panel_norm_earth[:,0], panel_norm_earth[:,1], panel_norm_earth[:,2]*0]).T\n", "\n", "# calculate magnitudes\n", "panel_norm_earth_mag = np.sqrt(np.nansum(panel_norm_earth**2, axis=1))\n", "projected_normal_mag = np.sqrt(np.nansum(projected_normal**2, axis=1))\n", "#print('panel_norm_earth_mag={}, projected_normal_mag={}'.format(panel_norm_earth_mag, projected_normal_mag))\n", "\n", "projected_normal = (projected_normal.T / projected_normal_mag).T\n", "\n", "panel_norm_earth_df = pd.DataFrame(panel_norm_earth, columns=('x','y','z'), index=times)\n", "panel_norm_earth_df.plot()\n", "plt.title('panel normal vector components in Earth coordinate system')\n", "\n", "projected_normal_df = pd.DataFrame(projected_normal, columns=('x','y','z'), index=times)\n", "projected_normal_df.plot()\n", "plt.title('panel normal vector projected to surface in Earth coordinate system')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Surface azimuth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate surface_azimuth. This takes a few steps. We need to take the arctan, rotate from the panel system to the south-facing Earth system and then rotate the Earth system to a north-facing Earth system. We use the ``arctan2`` function, but PVLIB MATLAB uses ``arctan``." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZZRuptdXtt95istAjshv9Y/rQPyaDxOB43c+8EzknfSxNjma+zltKXl0hz2e9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\nD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculation of surface_azimuth\n", "# 1. Find the angle.\n", "surface_azimuth = pd.Series(np.degrees(np.arctan2(projected_normal[:,1], projected_normal[:,0])), index=times)\n", "surface_azimuth.plot(label='orig')\n", "\n", "# 2. Rotate 0 reference from panel's x axis to it's y axis and\n", "# then back to North.\n", "surface_azimuth = 90 - surface_azimuth + axis_azimuth\n", "\n", "# 3. Map azimuth into [0,360) domain.\n", "surface_azimuth[surface_azimuth<0] += 360\n", "surface_azimuth[surface_azimuth>=360] -= 360\n", "surface_azimuth.plot(label='compass angle north')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``arctan`` version" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:7: RuntimeWarning: invalid value encountered in greater\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:8: RuntimeWarning: invalid value encountered in less\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:9: RuntimeWarning: invalid value encountered in greater\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:10: RuntimeWarning: invalid value encountered in less\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:14: RuntimeWarning: invalid value encountered in less\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:14: RuntimeWarning: invalid value encountered in greater\n", "/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/ipykernel/__main__.py:15: RuntimeWarning: invalid value encountered in less\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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69HiMS5diuO++1rRtW3yH5549vzJt2mRGjhxLs2Yt+Pzzzxg3bhRr137D1q3f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\nGorb7aZt27bs2bOHb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculation of surface_azimuth\n", "# 1. Find the angle.\n", "surface_azimuth = pd.Series(np.degrees(np.arctan(projected_normal[:,1]/projected_normal[:,0])), index=times)\n", "surface_azimuth.plot(label='orig')\n", "\n", "# 2. Clean up atan when x-coord or y-coord is zero\n", "surface_azimuth[(projected_normal[:,0]==0) & (projected_normal[:,1]>0)] = 90\n", "surface_azimuth[(projected_normal[:,0]==0) & (projected_normal[:,1]<0)] = -90\n", "surface_azimuth[(projected_normal[:,1]==0) & (projected_normal[:,0]>0)] = 0\n", "surface_azimuth[(projected_normal[:,1]==0) & (projected_normal[:,0]<0)] = 180\n", "surface_azimuth.plot(label='x or y 0 corrected')\n", "\n", "# 3. Correct atan for QII and QIII\n", "surface_azimuth[(projected_normal[:,0]<0) & (projected_normal[:,1]>0)] += 180 # QII\n", "surface_azimuth[(projected_normal[:,0]<0) & (projected_normal[:,1]<0)] += 180 # QIII\n", "surface_azimuth.plot(label='q2, q3 corrected')\n", "\n", "# 4. Skip to below\n", "\n", "# From PVLIB MATLAB...\n", "# at this point surface_azimuth contains angles between -90 and +270,\n", "# where 0 is along the positive x-axis,\n", "# the y-axis is in the direction of the tracker azimuth,\n", "# and positive angles are rotations from the positive x axis towards\n", "# the positive y-axis.\n", "# Adjust to compass angles\n", "# (clockwise rotation from 0 along the positive y-axis)\n", "# surface_azimuth[surface_azimuth<=90] = 90 - surface_azimuth[surface_azimuth<=90]\n", "# surface_azimuth[surface_azimuth>90] = 450 - surface_azimuth[surface_azimuth>90]\n", "\n", "# finally rotate to align y-axis with true north\n", "# PVLIB_MATLAB has this latitude correction,\n", "# but I don't think it's latitude dependent if you always\n", "# specify axis_azimuth with respect to North.\n", "# if latitude > 0 or True:\n", "# surface_azimuth = surface_azimuth - axis_azimuth\n", "# else:\n", "# surface_azimuth = surface_azimuth - axis_azimuth - 180\n", "# surface_azimuth[surface_azimuth<0] = 360 + surface_azimuth[surface_azimuth<0]\n", "\n", "# the commented code above is mostly part of PVLIB_MATLAB.\n", "# My (wholmgren) take is that it can be done more simply.\n", "# Say that we're pointing along the postive x axis (likely west).\n", "# We just need to rotate 90 degrees to get from the x axis\n", "# to the y axis (likely south),\n", "# and then add the axis_azimuth to get back to North.\n", "# Anything left over is the azimuth that we want,\n", "# and we can map it into the [0,360) domain.\n", "\n", "\n", "# 4. Rotate 0 reference from panel's x axis to it's y axis and\n", "# then back to North.\n", "surface_azimuth = 90 - surface_azimuth + axis_azimuth\n", "\n", "# 5. Map azimuth into [0,360) domain.\n", "surface_azimuth[surface_azimuth<0] += 360\n", "surface_azimuth[surface_azimuth>=360] -= 360\n", "surface_azimuth.plot(label='compass angle north')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final ``surface_azimuth`` is given by the curve labeled \"compass angle north\". This is in degrees East of North." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Surface tilt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate ``surface_tilt``." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6JG1+oCl9rjyD5oDiEJmIa197pyRp68omVZZ5f6jm3VSkrvvj0ThdRgDuimQd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "surface_tilt = (90 - np.degrees(np.arccos(\n", " pd.DataFrame(panel_norm_earth * projected_normal, index=times).sum(axis=1))))\n", "\n", "surface_tilt.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to the MATLAB code, surface_tilt is \"The angle between the panel surface and the earth surface, accounting for panel rotation.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ``tracking.singleaxis`` examples " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With backtracking" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vywYPHqDU1BRNnDhO778/W5LUrNldWr16lXr37qeHHvqLZs2aof/+d7UyMn5X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\nvMsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracker_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Without backtracking" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Wtm3x+vzzrxUaGiZJ+uc/P/Lsr1WrllJTU1RYWCi73S5JmjNnppxOp+rUqaMfflijGjVq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\ni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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "tracker_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explore ground cover ratio" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/pvlib-python/pvlib/tracking.py:365: RuntimeWarning: divide by zero encountered in double_scalars\n", " axes_distance = 1/gcr\n" ] } ], "source": [ "aois = pd.DataFrame(index=ephemout.index)\n", "\n", "for gcr in np.linspace(0, 1, 6):\n", " tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=gcr)\n", " aois[gcr] = tracker_data['aoi']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IzrZQVJJFf6+XlgN9bPrQWFaPlZD7PAaO7MQ33IhR+yEsWcvJAW5cV87/e7cT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1uMGcEEIIIYQQQjxOpFAXjyMp1oUQQgghhBBCCCcjxboQQgghhBBCCOFkpFgXQgghhBBCCCGc\njBTrQgghhBBCCCGEk5FiXQghhBBCCCGEcDJSrAshhBBCCCGEEE5GinUhhBBCCCGEEMLJSLEuhBBC\nCCGEEEI4GSnWhRBCCCGEEEIIJyPFuhBCCCGEEEII4WT+A+5ZWdRmf12iAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aois.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ensure that max_angle works." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9+ONaSVJa2j61bt1MaWlpl7SvnJwcrVjxcWGWZwmEdQAAYAm+C8wZJlYCANY2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\nN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=45,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Play with axis_tilt." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/pvlib-python/pvlib/tracking.py:506: RuntimeWarning: invalid value encountered in arccos\n", " index=times).sum(axis=1))))\n" ] }, { "data": { "text/plain": [ "(0, 360)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xDY444gheeOEFpk+fzpVXXkkkopRjGXiG5xaRcEc6gpDtdSEbonHKh3UEESpr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3Y1Amb30Ir5wfTjZwfC7O0yr4M+VOInaLfy2o7XuX5ur/n1UBmh02YVX1n/SZbftg7X/PnTHH3+\nUxSFm9dV8/NXj3K2bYBjDb3DlmjO9brSxS113QPML1lAf9s2rBadosIeOjqLUMIe2lvPUBi8fOZw\njnc9CrlxTZrP16PyyVOIHKPabChW826EbqhEYqn5ceYv60ByqcVolZAwlAxp6hhE12VD9qXo6ovw\nw+f2k9B07DaVv3xg1ZjJplx37/XzuTq5mfDAyS7+z8uHZYv6JTAMIyMJOfod+t7k+eq3W1EUZVgS\nMpGc/WrXwtj9hVMYrbhUfX19fPnLX6Svr4/CwiJUVeXdd7ewZs06amuXc+TIIWKxofaVffv2Ulu7\nfMTXqq1dwb59e9N/bm1tob29jdraFVP+cwghhBBTqbF9gCP15mzHG9ZUoapmBZ5hGLxw1kx4OC0q\nt1QFeXHrQa6sMtuwQ5qHg+/OMb8e72dNcS9Ft304Cz/BzLBheTkuhzkL8rUdw7ddZ7ZkH+oZxOKa\nhaKaN8ZLSpIt2a5KTn+wZRojFhOR79ejkoQUIgdpbhtWzdy2G0pWQ6aWWBQm58mNVwkJEE/otHaH\npjLUGS0a0/jBc/vTrSRf/Oiyce+M5TpFUfjcHUuonWsmu7bub+HVcy5KxMT1DsYYjJjn4piVkMnz\nNZDejD00KiGasZjGFZAquFzm8/mIRML86Ef/QlNTI3/4w2956aU/8NBDn2H16rWUlZXz7W9/k1On\nTvKzn/07hw/XceeddwGQSCTo6upE18075nfffR+vvPIif/zj7zh+/Bjf/vY32bBho2zGFkIIkffe\n2m1WQVotCteuHPq9tr9rgPpB8zPOTZVFdHQM4o5sGtqGvb8CQ3egGDorBnYx64tfQFElZXGxnHYr\n168yW+F3HW2nuXN4l1xtoXntGtF0Tg1GcXrNitPSEnNeZ5e7goFDddMYsZiIfL8elTNaiBykF7ix\nJ5OQ4XQSMlUJaVZGDiY0YqPMoKjKSIZkbu4VE6cbBk+/cJAzreZxv3vjPK5YUprlqCaH1aLy5XtW\nUJVMVv/6reMcOt2V5ajyU2PG+VU1RiVkqh07df5qiaFKyEjyHHdoYTxFJed/s8gp3/rWkzQ01POZ\nz3yK3/zmV/zDPzzF4sVLUFWVJ5/8X3R1dfLFLz7M66+/zJNP/i9KS8sA2L9/L3fffXt62+Dy5St4\n/PEneOaZn/DlL38Rn8/PE0/8fTZ/NCGEEOKShaMJ3j3QAsD6JaX43OZ1TkLXeaXBrIIscthYX+xj\n0/a3WVxqXoOe6i5ioLUSgLnde1n2uQewei/fMTWT5db1s7CoCgbwyvvDCw/me924kmOZ9nb24/Iv\nBKDAHcbtDtPjLMN+uk26pnJQPl+PykxIIXKQ4i3A3hshxFCCYmgm5NDii55YglKX/bzvLw24sFpU\nEppOY8cg6xZPS9gzyh+2nmbnkXYAPrS0lI9tmJvdgCaZy2HlLz6xgn/4952Eogl+9Ls6/v6zV1Ds\nd43/zSKtKTl3VQEqgiMnIQ3DGNaODUPncyxhRdfNNhm7FsYXLJ/iiMWlmjVrNj/4wY9H/FpVVfWo\nX1uzZh2bN78/7LHbb7+T22+/c9JjFEIIIbJl+8FWIjENgBvXVg893tZLd/Km7Ierg2z+4ATrK8wq\nu1DCwdFd5geWQLiFdRvm4l6ydJojn5kKvQ6uri1ny/5m3j3QzN0b5xEoMEcBWVWF5UUF7Gjvo657\ngDuratLfV1rcxelQFUaiiMbGo1RXywfKXJLP16NSCSlEDhppOY2WMNs3AxnbjEebC6mqChVBc3GK\nVEJeuP0nO/ndllMAzCn38rk7lg7bJjdTlBW6eeTjtSjAQDjOD5/fTyyuZTusvJKqhCwOOHHYLCM+\nJ6zpxJKzWQOO4e3YoYzlU/ZEGGegaCrDFUIIIYSYMoZh8NauBgBmlxZQU2lWMoYSGm82mRWPszxO\nShUL8c438TjMzzJ7985B02xYtShr3A0Uf/yu7PwAM9RHrpwNQEIzeH1nw7CvrSoyt5DHdINjgwo2\nl3lDvKSkE4AuVyUNe7ZOY7RippMkpBA5yOYPpNuxY8kkhZ4IYeiJYZWQY82FrCo2q7IaJQl5Qbr6\nIvzkDwcBKHDZ+MonVoyaXJoJVtYEufs6c/7L2dYB/s/LR6Tl4gKkkvxVxeNvxoaMduxkEnIwYp7P\nqh4HVUNxOKcqVCGEEEKIKXWsoZeGZJfIjWur0jfx327qIpIcI3X7rCCvb9nM8gqzHfR0W4CuDjPx\ntaTvA2oekTmQk62y2MPqBebc8bd2NxLO+Aw51+tKd+rs7ezH5VsAQHFRLxaLRre7gvCRI9MftJix\n5OwWIge5AsXYNbMSMp5RKaUlBnBY1PTsjrE2ZFcmk5AtnSESo8yOFMNpus6Pf1/HQNg8ro98bBlF\nvpmfFPro1XNYu8icRbitroWt+1uyHFF+MAwjneRPnW8j6Y0OnaeBc9qxUzNf7VqEmNs+IytuhRBC\nCHF5SC2kcTksXLXMTCx2ReJsazM3ZdcWFtB0qp1VxXsACCesHNm/DIDK3qOs/ZM7sRUWZiHyme+O\nq8yt4+Fogrf3NKYfVxUlXQ15tHcQPGZLtqoaBIt66HMU46rvQ9OlW0pMDklCCpGDPEUlQ5WQkaEk\n2PkbskdPQqYqITXdoK07PFWhzii/fecUxxp6ATMxt3x+MMsRTQ9VUfjCR5dSWmjOg/zFa0fP254n\nztczEEvfSa4sdo/+vIxKSN85lZCRqDmTx65F0DwzP+EthBBCiJmpdzDGzsNmdeM1yytw2M1Oolca\nO9AMUBW4pshHR/2r+JwxAOr2LSCRsOKO9bJ+lR/PipVZi3+mW1DtZ2G1H4DXdtQTTwwVqawKmklI\nzYAjUR+qxbwmLS3uAkUhYZRw4tTe6Q9azEiShBQiB3kKS9NJyGhmJeQ5G7IzkxvnqszY1CtzIce3\n/2QnL2w7A8Ciaj93b5yX5Yiml8th5dGP12JRFaJxjR//vm7YxYk4X2PHQPr/T6Qdu8BqwaaqGIaO\nnpzxGktXQoYxCkZPZAohhBBC5LJ39jahJWdg37i2CoD6gQj7u8xrnitLAuzcsYPVlc0ANLYGaG0v\nRTE0VilHqbjv3uwEfhm5/UqzGrJnIMa2uqHOp3KXPb3sdG/nAE6vWQ1ZUtIFGHS5K2naLXMhxeSQ\nJKQQOcgWCKTbsUdKQqYqIXvGqIQs8buwWc1TXOZCjq1vMMZP/zg0B/LRu5ZjuQxn0cyr8HHv9eZF\nx9nWAZ7bdCLLEeW2zM3Y5cGxKiHN8zTgSFZBJobOx9T5bU9EULzeKYpUCCGEEGLq6IbBO/uaAFgy\nO0BF0INhGLxY3w6Aw6JSHo2zoMDcyhuNWzh4cAkANb37qP2zz6JYrSO/uJg0KxcE091yL2w7jaab\nBQeKorA62ZJ9eiBCzL0IALcrSkFBiC5XBYlDR7MSs5h5Lr9P2ULkAYvXhy1hVkLqhko4NnyOXKoS\nsj+ukdBHrlbL3JAtScjRGYbBv790mP6QmSj60seWUeh1ZDmq7LntQ7NYPs/c0Pzqjnr2nejIckS5\nK3VelQRcYy4v6k22bPvtqc3Y/emvJZJJSJsWwerzT1WoQgghhBBT5sjZHtp7zM8uG1dVAnCwZ5Az\nA+Zj15b6aTz2KkVu888HDy0gFrNTFGrkynuvwVZSkp3ALzOqonDnhrkAtPdE2F7Xmv5aqiUb4Ei8\nBPM2O5SVdBK2+/G3GnQOyucCcekkCSlEDlJtNhRrLP3nwWSi4tyZkAbQO0ZLdupOl7Rjj27Lvmb2\nHDd/od60tooVl8kcyNGoisIX7lyGz22+x55+4RB9odg433V5aprAUhoYasc+dykNDC2esmsRHAEZ\nxC6EEEKI/JOqgnQ5rKxbVIKmG7xcb15fB+xWBo4dZ3XFWQDa2v00NZdi0yJ8aJ6Gb/2Hshb35Wj9\nktJ0ocof3x2qhix02JhTYM6C3N8TxVkwC4DyMvPvccBeydE9m7MQsZhpJAkpRI4ynBZU3UxehNNJ\nyGQlZDIJCdA91lzIZHKktUs2ZI+kvSfML984BkBZkZv7b1yQ5Yhyg99j5wt3mpsK+0Nxfv6qtF+c\nyzAMmpLLe6pKRk9CarpBf/zcJOTQLMlYejFNGFdh8VSFK4QQQggxJUKROB8cMduur6otw26z8H57\nL53JsVGr3U4qLVtQFYgnVPYfXAwo1MbrmPPQg1mM/PKkqkPVkK3dYd4/1Jb+WqoasiUcY8BTC0DA\nP4DTGaHDXU3Xnl3THq+YeSQJKUSOMjyu9HKacDJRka6EtA/NTBlrLmRqWYamG7R2haYq1Lyk6wZP\n//Eg0ZiGqih86c5lY7bUXm5WzA9yw2qznWbn4TbeP9Q6zndcXrr7o4SjGjB2JWRfPIGR/P/ntmPH\nElY0zXzP2bUIBYWlUxewEEIIIcQUeO9ga3qZ4caVFUQSGm80dQFQ4bIzcPRNyrzm55DDR+YTiTip\n6jvMukc/hWq3j/q6Yup8aGkpZYUuAP6w9TR6cqHQyiIvFrMLm8PxivTzy0q66HZXUHCmnZg2+mdP\nISZCkpBC5CilwJNeThOJDE9eOC0qdtX8DTFWO/awDdmdkoTM9OqOeo429AJw54Y5zK/0ZTmi3HP/\njQsI+sy2jJ+/epTeQWnLTsmcs1o1RhIyc4N9ejFN8mbCYHSootmuhfEUyTwkIYQQQuSXzfvMbdez\nSguYU+ZlU0s3oYR5o7ZsoJc15ScB6OzycbahAk+0m2s+shR7RWXWYr7cWVQ1XQ3Z0hVix2GzGtJt\ntbAkYF7X7umOYfeYf0flZR1oqg1HuIij9XuzErOYOSQJKUSOUr0F6UrIWLIdW9fCGHoCRVHwJ6sh\nx0pCFvud2G3JDdntA6M+73LT0hXi+c3mBdHccm/6l7AYzuWw8vk7zM2FA+E4//HyYQzDGOe7Lg+N\nqc3YCum5OiPJrFQ+dybkQGTo7r9Ni2DzB6YiVCGEEEKIKXG2tZ8zLeZ1zcaVFfTHNd5t7QFgrtvB\nrMgbWFQDTVPYV7cYVddYV9JJ0cbrshm2wGydLwmYxQZ/ePc0evIaf22xWZgxENdo96wBoKiwB6s1\nToenmlPvv5OdgMWMIUlIIXKUzevHnjArIWOxoWRFqooqkGzt7BkjCakqChVBWU6TSTcM/v3FQyQ0\nHavFXMJitcg/haNZOreIm9ZWAbD7WAfbD0pbNgydT6UBFzbrGJuxk+enVVHwJJ+XOodTs14xDCxG\nDNU1ejJTCCGEECLXbElWQVotClfVlvNGUydx3UABChr3UeU3E5RHj88lFHKxIFLH0s8/hKIoWYxa\nQLIa8uq5gHlduzNZDbnI76Egec16IGJ26aiq2ZLd6a5GOXpCihLEJcn5T96vv/46S5YsYenSpen/\nfeyxxwA4ePAgDzzwAKtXr+b++++nrq4uy9EKMXkcvkJsyUrIeEbFlJYwf5kPVUKOPZcj1SraKElI\nADbtacpow547ZiutMN1/w4L0ndJfvnaUPmnLTp9P42/GNs9Pv92avuDWk5WQqSSkTY+ScFnlglwI\nIYQQeSOe0NlW1wLA2kUlhDH4oL0PgCpF58qiPQD09BZw6kw1xYP1bPjCXahOV9ZiFsNdvbycYr95\njf/bd06h6ToWRWFNsbmgpq47SsxmJiLLyjoJ2f0Ut6s09TdlLWaR/3I+CXn8+HFuuukmtm7dytat\nW9myZQvf/va3CYfDPPLII6xfv57nn3+e1atX8+ijjxKJRLIdshCTwhUoSrdjx5OLaWCoiiqVhOyJ\nJca8G5VKsrV1hy/7DdldfRGefes4YG40vuOqOVmOKD847BY+f8dSAAYjCX715rEsR5RdmZuxx09C\nJjdjJ+dBGoaOljC/N5pMQtoTYRJux8gvIIQQQgiRg3Yfa2cwYl7nbFxZyauNneiARYEF/ZuwWXR0\nXWHfgcXY4mE2bCjDNWduVmMWw1ktKndvnAeY46rePZBMKidbsnUDTtnNluySYBeqqjForWT3zs3Z\nCVjMCDmfhDxx4gQLFy6kqKiIYDBIMBikoKCAF154AZfLxeOPP878+fP5+te/jgPRM9YAACAASURB\nVMfj4eWXX852yEJMCnegJL2YJjYsCWlWUaXmy8V1g/AYycVUkkTTDVou4w3ZhmHws1eOEIlpKAp8\n7val0oZ9ARbPLuS6VeaWvO11rRw42ZnliLKnsy9CNGYOXB+vkjadhEyOT9ATg5Dcl51KQtq0CIZb\nqgKEEEIIkT/eSbZiB30OCopd1HWbhRKl4U6WBMxk1vGTs+jvd7PCc5bKj9yatVjF6K5aVp7+vPj7\nLaeIJ3TKXA5mFZgVkgcjxRgGWK06xcEeOt3V9NfJchpx8XL+E/iJEyeYN2/eeY/v27ePdevWDXts\n7dq17N69e7pCE2JKOfyBdCWkYaiEY8M36/odQ5t1x1pOk5kkuZznQr5/qI29J8zE2a1XzJJt2Bfh\n/hsX4POYibP/eOUI0biW5YiyI/M8GqsS0jCM9GIa/zlLaQDiqUpILYJSIPMghRBCCJEfOnrDHDzV\nBcA1Kyp4rdG8xrYB1zvMxSX9/W5OnJzNrPBR1j3ysIydyVGqqnBPshqysy/Kpj2NAFxR4gegNWrQ\npZYDUF7aQbergpKmHgZjl+/nSnFpcj4JeerUKd555x0+/OEPc+utt/L973+feDxOW1sbpaWlw54b\nDAZpbZWlCWJmsHh96UpIgFDMTDqmWjlTlZAwNHduJEV+Jw6bOVw4tdH3chOKxPnP148C5sbwezbO\nz3JE+cnjtPHpWxYC0NEb4fdbTmU5ouxIzYMcbzN2RNOJ6WbV49Bm7KEt9akxC3YtjMXrnapwhRBC\nCCEm1db9LRiAAlTNC3Cy3/zMMidyjIAtjGHAvrpFeMJdXPcnN2DxyAz2XLZ2UQlzys1r0T9uO0M0\nprG62ItNNRPHx6yrACgr7cSwqDhDxbx98P2sxSvym3X8p2RPU1MTkUgEh8PBP//zP9PQ0JCeBxmJ\nRLDb7cOeb7fbicUufGGCRVoyh0kdDzku55vOY6MGfOlKSIBQ1E6wIIyRGMRqVSlyDb3/+xMaVuvo\nMVWVeDjZ1Edz1+CYz7tYuf6e+e2WU/SFzETt5+5YisdtG+c7Jk+uH5sLdfXycrbVtbD3eCevvF/P\nhhUV6YuWC5HPx6W50xxrUFboxuUc/b00EB36fRR02bFaVQx96EZAImp+r12LYPf50+dmPh+bqSTH\nZXRyTIQQQkwX3TDSW7GXzi1ke695g9WuJ7jeY3YlnjpTRX+3ixuW6/gWLc5arGJiFEXh3uvn8/3/\n2kvfYIzXP6jnro3zWVMW4P3mbo5EC1mvqNjtCQoDvXR1V9G2eyusvjHboYs8lNNJyMrKSt577z18\nPrNtcsmSJei6zuOPP86VV155XsIxFovhdDov+L/j88ksrpHIcRnddB0bxaKBoYOiEklWQmKEKSw0\n7yYW2K0MxBJEFCX92EjmVfnNJGRneMznXapcfM8cr+/hjQ8aALh2VSXXXTE7K3Hk4rG5WF/55Fr+\n/HtvEo1p/OzVI3zvK9ehqhfXYpOPx6W127zbP6/KP+b5dDZjTMLsEh+FBU4i3ebvrbhmAc38FWzX\nIgTKFpz3Wvl4bKaDHBchhBAiew6d6aazzyyUmD2/kD2hKABr2ItN0RgMOTlybC6LLMdY+IlHshmq\nuAC1c4tYPCvAkfoeXtp+llvWz+Ka6iDvN3cT1hVOWeaygJNUlLdzoq2aYOM+IvEYTpt9/BcXIkNO\nJyGBdAIypaamhmg0SnFxMe3t7cO+1tHRQUlJyQX/N/r6wmiX+dbgTBaLis/nkuMyguk+Nrrbjk2L\nEre6iCTnx0UjvXR3m9VUPpuFgViClr5Q+rGRlPjM5HxzxyBt7f3YJrkaMlffM7pu8C//tRvDAKfd\nwn3Xzx/zOE2FXD02l8KuwCeum89/vn6Mo2d7+N3bx7hhTdUFvUa+HhfdMDjbYs51LPE7x3w/NXQN\nzX9UI3G64xoDfd1AaryCmbi1axEUpy/9Wvl6bKaaHJfRpY6NEEIIMdXe2dsEgNtp5bRNhwS4tBAr\n7ccA2F+3iOBgA9f+1adQVKnUzxeKovCJ6+fz5M93EYomeGnbGb5wz0oKHVa6owmOqLUsME5SXtZB\nnW0BZc1O3jy8iztWXJXt0EWeyekk5JYtW/jqV7/K5s2bcTjM2VkHDx6ksLCQK664gh//+MfDnr97\n927+7M/+7IL/O5qmk0jIB5pzyXEZ3XQdG93jxK5FiFtdxGJmElKLDxKPayiKgt9mpYkoPZH4mPGU\nF5kfTnXDoLF9gOqSgimJN9feM2/tauBUcx8Ad187D5/bnrX4cu3YXKob11SxeU8TjR2D/PrN46xe\nUEyB68Lb3PPtuHT2RtILecoLXWPG3hU2RwC4rRYUAxIJnUTMbFkajA4dK5sWxuUrPu+18u3YTBc5\nLkIIIUR2DITj7DraAcC8eYV0Jsxromtsu7AoBmfryxlstXLn3auw+f3ZDFVchIXVAVbWBNl3why7\ndP+tS/hQaYBX6juojxfQaynA7xigqLCXgc5qTu7fCpKEFBcop29NrFmzBpfLxde//nVOnTrFpk2b\n+N73vseXvvQlbrvtNvr7+/nOd77DiRMn+Md//EdCoRC33357tsMWYtIongJsutniEE0lLQwNQzMf\nS23c7RljOzZAeXCozbMlOc9upusdjPGbTScBqC4p4OYrqrMc0cxitag8dOsiwLwg/e/NJ7Mc0fRo\n7hqqfKwIjj3aILUwKnOJlJYwk5DhjCSkXYvg9BdNZphCCCGEEJPuvYOtJJLdCL0B81qmyOimRqkn\nErFz6MhcVs0ZoGTN6myGKS5BaoFnNK7x7JtHuaLEl04aHTbMBZUVZR20e2ZT2HSaaGL0BalCjCSn\nk5Aej4enn36a7u5u7rvvPv7u7/6OBx98kM9//vMUFBTw4x//mJ07d3Lvvfeyf/9+fvKTn1zUTEgh\ncpXF58WWXE4Tjw8lLVKJjIDdfKwvnkA3jFFfp9jnxJpcXNDceXlsyP7NW8cJR83k7MMfXoRF2kEm\n3ZI5hVy5rAyAt3c3crqlL8sRTb3mjCR+edHom7EBepM3B4YlIePm+ReODc3PsSciWLxTU50shBBC\nCDFZUq3YRUUuEm4LABssu1EU2H9wIZXRM6x56P5shigu0ZxyL+uXlALw4tbTxCMaiwPmjfcjRg2a\noVJe1kGfs5jqFp3XD+7PZrgiD+V0OzaYMyCffvrpEb+2YsUKnn/++WmOSIjpY/P50xuyExmVU1p8\nAJuzOF0JqRvQH9fSfz6XqiqUF7lpaB+guWvmV0KeaOpl64EWAK5dUcHC6kCWI5q5HrhxAXuOdxCN\nafz81aN87eF1qMrFLanJB6lK4qDPgcNuGfO5qQplv/38GwiR5PmsGBqqEcfikSSkEEIIIXLXmZZ+\nzraZ1zFGqVn4U6W0UK220thcQqRB46NfvgfFMvb1kch9d2+cx84jbSQ0nec3neCaDbM51DNIyLBx\n2qiixllPYaAPva2S/Ue28dGVa7MdssgjUhokRA5z+grTlZCJ6FDllJYwq6kyK6x6Y2OXwlcEzaqt\n5o6ZnYTUDYNfvmYOxnY5LNx7Q02WI5rZCr0O7rpmHgAnm/rYuq85yxFNrVQlcfk4rdiaYdCXqoR0\nmOepoSfSoxRSM17tWoSE0yaD24UQQgiR097ZZ1ZBqhYFW6n5ueIqdQ/RmI0jdbPZcFM1zpLibIYo\nJklF0MMNq82lk1v3NeOM6ulil0Opluzydto9sylqOU7vYDRrsYr8I596hMhhrkAx9mTSQos50o/r\ncfMupH9YEnLsuZDpJGTX4Jit2/lu24GW9DKaj22Yh99jH+c7xKW65YpqKovNpNxzm06k2+BnolQl\ncep8Gk1/LEHqLEvdLEjdPACIJpOQNi2K5nac++1CCCGEEDkjFtfYXtcKgKPEhWpTqVHOUKJ0c/BQ\nDXMLOpm3cUOWoxST6Z7r5uOwWzCA594+wRXFPgAajDL6DA8VZR10uyqY2xrm1QN12Q1W5BVJQgqR\nw1z+onQlpGGohGKpZIaZhPTarKQaX/vGXU5jJk1icZ2e/pl5tyocTfCbt08A5ry+W2QZzbSwWlQ+\ndbN5V7QvFOeFbWeyHNHUCEUS9A7EgIkspRk6H1M3C7TkzQOAeLId26ZF0D2uyQ5VCCGEEGLS7Dra\nTih5k9lZ4UFB50PqPlrbiojXh7j+S5/OcoRisgW8Du65fgEAB051UTCopT93HtJrcDpj+IsGcQ6U\nsvv0ruwFKvKOJCGFyGFWry89ExJgMNmSnVpuYVEVCmzm3JXxKiErM5ImzTN0Q/Yft52md9BMEj14\n88L0Mh4x9WrnFbGyJgjAqzvq6egJZzmiydeSMU+1YpylNH3DkpBmwjF18wAgntGOrXjGfi0hhBBC\niGx6Jzlux+K0YC90sFQ5gTsR5vi+cm757M0o1pxfNSEuwj031OBLdpW9tOU0i3zmNesRYz6aoVBR\n3kGXexbFPcdoaBsY66WESJNP6ELkMIt3aDs2QCh2fjIjVWXVGx87CVmWkTRpmoEbslu7Q7y2ox6A\nlTXBdEJMTJ9P3rQAi6qQ0HSeTVakziSZm+XHa8dOnY8KpG8U6PGh79ei5nlr06JYvN5JjlQIIYQQ\nYnK094Q5dKYbAFelB5uicYV6gMNH5rGs1kdg1qwsRyimittp4+6N5uz3s20DeHrNHQQhXJw1qigv\na6fDU828jj5eP3A4m6GKPCJJSCFymJmEHGqdDicrITOTGT6bmcwYrx3bYbMQ9Jmb7FpmYCXks2+d\nIKEZWFQl3RospldF0MMNa8wh1jsOt3GsoSfLEU2uVAWxy2FN3xUeTep89NqsWJLbwlMzIeOaCloq\nCRnB5vVPVchCCCGEEJdkS8bSQVeFh5XKYUJdDuiIseqO27IYmZgON6ypoqzQHB20fWcjBclligeN\nGlzOGAXBGMUdPna17EPT9WyGKvKEJCGFyGGq3Y5FHdp6HUlXQg4lIdOVkOMkISFjOc0Mq4Q8Wt/D\nrqPtANy8rnpY1aeYXnddOw+P03xP/uqNYzNqCVLqvKkIulEUZcznps7HzOVRqfN2MGbDkvz1a9ci\nOPyFUxGuEEIIIcQl0XWDLfvNJKQ96MTj1FhhHOHUniI+/GefzHJ0YjpYLSr33VADQFdfFG+XOfqq\n3qig33BTWd5On30WpbET1J3qymaoIk9IElKIHGe4rFg08x/71EZdLTGAkUzu+JJJjv54YtyET3l6\nQ/bMqYQ0DIP/evM4AB6nlY9dMze7AV3mClw2PnaN2bZxqrmf7XUtWY5o8rRMcDM2DFVC+uyW9GOp\nrfYD0aEqSpsexRUomswwhRBCCCEmxcHTXXQnF1q6KzysUes4c6yMqz56BVaXLNa7XKxdVEJNlbkd\n+/CBdoy4Bigc1msoL++g3VNNTXsXbx04lt1ARV6QJKQQOU53u9LLaaKp5IWhoycfS2/eNWAwoY35\nWqnlNL0DMUKR8Ssn88GOw22cau4D4GPXzMPjtGU5InHT2qp0Nepzm04SjY39vswHCU2nrdtctjPe\nZmyAvuRMSJ9t6P2YmuUaig49ZtMiuP0yv1QIIYQQuWfT3iYAFJtKsESnqq8Fp+qnaunSLEcmppOi\nKDxwo7kpOxxNYGs2r4kPGfOx2+O4y6GqxcmhnjoGwvGxXkoISUIKkesUtwubbt6BjMeGkhepqqrU\nTEgYfy5kZgVXc1f+t2THEzq/SS5AKQk4uWltVZYjEmC2bXwyeaHS3R/l5ffPZjmiS9feE0bTzUrj\n8TZj64aRTkL6MyohU1vtI7GhSki7FsHuC0x2uEKIaRaLxfja177G+vXr2bhxI88880y2QxJCiEvS\nH4qx+1gHAK5yN+stB2g86GHjJ+/JcmQiGxZWB1i7qASA5hM9JMIJQrg5Y1RSUd5OWJ1FieUM7x6Y\nOV1QYmpIElKIHKcWFKQrIWOxzPlyZhIyc+bceHMhyzMquGbCcpo3dzXQ0Wsem/tuWIDVIv+k5YpV\nC4IsnWPOOnzpvTPpVp58lXm+lI/Tjj0Q10jmK9PjEmBoJmQ4llkJGcXi9U1ipEKIbHjqqac4ePAg\nP/vZz/jGN77BD3/4Q1599dVshyWEEBdt64EW9OQFTXmlju1EiBv/5P5x52KLmeve6+ejKgqabhA9\nbXai1RkLqShrp90ziwXtPWza05geGybESOQTuxA5zub1YksmIRMZs+RSVVW+C0hC+tw23A7z+c15\nnoQcCMf5w9bTANRU+rhicUl2AxLDKIrCgzcvRFEgFtd5fvOJbId0SVJzVC2qQklg7BlIqSpIAL/d\nTDgaegIjeR5HMmdCahEsBQWTHa4QYhqFw2F+85vf8Ld/+7csWbKEW265hS9+8Yv8/Oc/z3ZoQghx\nUQzD4OWdZwCw+eystx2jeM4KCvz+LEcmsqki6OH61ZUA9DcNEu+P0WBU0K156XeWUH3GTXNniKP1\nPVmOVOQySUIKkeNsBf50JaQez5wvZyYhbaqK22qeypnJj5EoikJF8czYkP3Hd08Tipo/7wM3LZC7\nsjloVmkBG1dWAPDugRYa2weyHNHFS50vpYWucStuM8ci+GxmO3bmRvtYsh3bqkXRbQqqTeaYCpHP\nDh8+jKZprF69Ov3YunXr2LdvXxajEkKIi3eovpu+PnO2X1mFjn4qzoqrNmQ5KpELPn7tPBzJ69v+\n42ay8a2WqwCIW0uBoVmiQoxEkpBC5DinrzBdCWnRLYSSLdl6RlLDn5wLOd5MSICKIrMluyWPN2S3\n9YR544MGANYtLmFhtczUy1V3XTsfm1XFMMwlNfkqVTk8kaU0mRXJqUplLT6UgI0lF9PYtCia044Q\nIr+1t7cTCASwWoc6E4LBINFolO7u7ixGJoQQF+dnr+02/4+qsEo5y22f/kx2AxI5w++x85ErZwMQ\n64pi6AYDFeZoocZK82bc4TPyu0+Mzjr+U4QQ2eTyF2HTzHl6CgqhmA23PYGWGEoi+uxWmsOxcdux\nYWg5TVt3mISm5+Ucxec3nUDTDSyqwn3X12Q7HDGGQq+DW66o5qXtZ9lzvIOj9T0smpVfSWPDMDKS\nkGPPg4ShmwFuq4pNNc+vzJsG8ZgdG+ZSGt3tnPyAhRDTKhwOY7cPv6GQ+nMsFpvw61jy8PfxVEsd\nEzk2w13McTEMg53tfdhVhVXFM3cWsbxnRnYhx2XnB7tp61IBg2AJXHXFNTgcM7drQ94zIxvruHzs\n2rnEEhrYLeyzJHAkO9IM7KxfWsji2QGs1pl7POU9M7KJHg9JQgqR42xeX7odGyAUswHh4ZWQyWqr\niSQhU0s1NN2gvSc8ocquXHKiqZf3D7UBcOOaKsrG2VQssu+Oq+awaXcToWiC32w6wRMPrc12SBek\nbzBGONn6Xz6B91t6M7YtcynN0E2DRMyGDbDpEXCPPV9SCJH7HA7HecnG1J9dromf4z6f/HswGjk2\nI5vIcdHjcY798w/ochbw7PwrMAyDQ4c6mFvi5far5059kFki75mRjXdcEpEoLx5rx9DMZMLywCCr\n16ycjtCyTt4zIxvtuHz5/jUAdIajKJrB1gEL5VU+1l87bzrDyyp5z1wcSUIKkeMsnoJ0OzZAJLlZ\nN3PGXKrlsy+ewDCMMecjZiYdmztDeZWENAyD5942F5y4HBY+ds3c7AYkJsTjtPHRDXN49q0THG/o\nZc/xDtYvLct2WBOWucTpQtqxM5dGpW4aaLqCkTAv7G1aFMUjSXQh8l1ZWRk9PT3ouo6arH7u6OjA\n6XTi80284qyvL4ym6VMVZl6yWFR8Ppccm3NcyHGJtbfT8c5W4jY7tvnrCPXHeHGHOdLGY1NZUROc\njpCnjbxnRjbR4/LfP3+Gsz01QAyHEz5/38fo7s7vOfLjkffMyCZ6XFK1b9fetgBgxr9fQN4zo0kd\nl/FIElKIHGcp8AyrhEwlIfWMyqpUxVVcN4hoOi6rZdTXKwk4sagKmm4kl23kz1bpg6e7OXzWHID8\nkSvn4HXPjHl6umEQ03TCmk5U07GpCnaLil1VsakK6gxYunPz2mpe39lAd3+U5zadZN3i0myHNGHN\nGfNTJ1IJOVISMnXTYDBmw4b592nXIlg9shlbiHy3dOlSrFYre/bsYe1as9J7586dLF++/IJeR9N0\nEgn5MDMSOTYjm8hxiXpchJ0WXHqCBdpJ6jzzUO0qekznP18/xuJZAVQ1/68zziXvmZGNdVz2vPoq\np8pmETttVnJftawUTTMAYxojzB55z4xMjsvo5NhcHElCCpHjLAXeCVdCgpkAGSsJaVFVyorcNHUM\nDqvwynWGYfDcJrMK0ue2cesV1VmO6MJphkHjYITmUJSWcIzWUJS2SJxwQhv18k4Fipw2Spx2Spx2\nylx25nldBPJsNo/dZuHua+fxzEuHaeoYZMu+Zu66cWG2w5qQ1GZsf4Edt3PsX5uGYQy1Yw+rhDTP\ntVDMhjWZhLRpEazeoqkIWQgxjZxOJ3fddRff+MY3+M53vkNrayvPPPMM3/3ud7MdmhBE9Bgnqmys\n6NRYZj/GIa2Ggnl++o5009A+wLa6Fq5ZUZHtMEWW9TU305xo4VjXUqAfgI9fnR/XaUKI/CJJSCFy\nnOJwoKg6iqFhKBaicTP5ZGhRDF1DUS3nJSHL3Y4xX7MiD5OQHxxp53SLeVF054a5OO358c9XXyxB\nXX0Huxq7ONYbInKBJfs60BGJ0xGJc4ihxHOx08YCn5uFPjcL/W6sau4PRt6wopyX3z9Lc2eI5zed\n4CPXzs92SBPSkjxPKifQih3RdOK6mVL2jTATcjBmQ0knIaM4vPm1pEcIMbInnniCb33rW3zmM5/B\n6/Xy2GOPccstt2Q7LCEg7uJ4SYDaE60EQj2UODppqywi2jBAdDDO85tPsn5JKXbb6DewxcxmaBrb\nfvs7Tq5bSviIeb1SO6+IQu/YnyeEEOJi5MeneCEuY4qioLvs2LQoMaubWHSoBVlLDGK1+4YlO/rj\nE19O09I1OO4MyVyg6Tr//c5JAII+J9evrspyRGPTdIPDvYPsaO/lWG9oxCpHn81KudusbPTarLgs\nKk6rBYeqkki2Z8d0ncGERkckTns4Rlsklk5imonJXra39eKyqKwKellX7KPS7cjZv0+LqnLf9TX8\n4Pn9dPVHeWHLKW5cnfvVF6lk/YW0YsO5MyHN10hVMoPZju3yFU5WmEKILHI6nTz55JM8+eST2Q5F\niGFcDgtn7XPpcUUJt1VRO+c47VyJq8ZPdF8H3f1RXv+ggTuumpPtUEWWbP73/8S+ysHJzkL0aAcA\nN+T4tbYQIn9JElKIPGC4XekkZDx+TmLD7sNpMWcHxnWDvrg27uulkinhqEZfKI7fk9uzFd890JJO\nBN29cR42a25W/Q3EE2xt7eGD9j4GEsP/HoocNhb63Sz2u5ld4MI9Rsv8aAzDoCsa53hfmON9IU70\nmZWVYU1ne5uZkKxw2dlYUciKIi+WHExGrl5YzIIqP8cbe3n2jaN8aEkxjos4FtMlntDo6jPHIUwk\nCZl5E2BYJWTcrGKNxIeSkDYtgssv7dhCCCGmjtNuZXFwBW3F+xloLuJDc+t4lzUYxU4Ki910d4R4\nYdtpNq6smDGztsXEnXlvJxSG2GNbSajJvFbxum2sWjCzFhYJIXKHJCGFyAOKx40tFgUgHh1KYqTm\nQiqKgtdmpSsan1AlZFnhUDKlrTuU00nIeELn91tOAVARdHN1bXmWIzpffzzBO83dvNfem27FBTMJ\ntb7Uzw01ZdhjieRw74unKApBp52g086VpX50w+BEX4gPOvo42D1IwjBoDsf49clWXm/s4oaKQlYH\nfVhzaOC8oijcd0MN3/3FLgbCcV7cdoZ7NuZuW3ZbTyRdyVpaOP62t/6MmwAjbcfOrIS0aVGsBd7J\nCVQIIYQYxc21S3mt3k1FYz+xsI1FjtMcYBHWeV7oCBGOavzh3dN8+pZF2Q5VTKNodw9736vDe42N\nlkiAaEcTABuWl2O15OYNfyFE/pN/XYTIAxaPB5tmJiETiaGqscwN2b7kLJ/+2PhJyNKioWRKa1d4\nssKcEm/vaaSzz/zZP3Hd/Jza4BhJaLxU38H/u+80W1p70gnIJX4Pf7qwgsdXzeXDs4spL3BOSYu0\nqigs9Ht4sKaCJ1bP4+NzSggmF9Z0ReM8f7qN7+8/zb6ufgwjdzYbLpoVSN9hf/X9evpCsSxHNLq2\njM3YZROohOxLnn9WRcGVvIDXtRiGYT4ey0xC6lEsnvHnTAohhBCXYsmcQpp8NRSFGmhuKWGZehwA\ni8/O3DnmbOK3djXS1p0/s8LFpTF0ndf/7TnmrengfX0lkebB9BLsjSsrsxucEGJGkySkEHnAWuBL\nJyG1uI1UPilzQ7Y32frZN4FKSK/LhsthPr+tJ3cvOCOxBH989zQA8yq8rF1Ukt2AkgzDYHdHH9/f\nf4Z3WrrTycfawgK+UjubP11UyZJAwbS2Q7usFq4qDfCXK+bwyfnllLnM6taeWIJfnWjhp0caaQ5F\npy2e8dx7fQ0A0bjGS9vPZDma0bV2m0l6RYFiv3Pc56cqkb02SzrxrGecp9FkElIxdKx6DIunYLJD\nFkIIIYZRFYXl1WtJuJtpbimhSOmlnHYAbHO9WFQFTTd4btPJLEcqpsueX/8W53yVRnc5PYaXcLN5\nrVJT5aOyWG6QCiGmjiQhhcgDdl8Am24mkKyGSiiZyMhMbqRaP/tj48+EVBQl3Vqay5WQr+2opz8U\nB+AT19fkxMKVllCUnxxu4NlTrem5j0sDHr5SO5uHFlRQMc5m8qlmURRWBb18pXY2n64ppyhZGXmq\nP8wP687y+zNtRC9wQ/dUmFvh4+oV5lKaN3c10t2fOwnSTKmqkGK/c0KtSamZrN4RNmPDUCWkVY+B\nAqp7/OpKIYQQ4lLdtmI5p0ut0B5iYNCVrobst8Ka2jIAdhxu40RTbzbDFNOg8+BBjrckmDOvmZ36\ncuJ9MRKD5k1UqYIUQkw1SUIKkQecvkC6EtJiqAwml1tkJjdSSY/+RAJ98U5siwAAIABJREFUAq23\nZakkZI623gyE47z8/lkAls4ppHZudhd46IbBpuYu/vXgWU4PmItKgg4bn11UycMLK7OefDyXqigs\nL/Ly2PLZ3FoVxKYqGMD2tl7+pe4Mp/qzn3x+6MNLUDDnfr64LTerIVOVkKWFE0sWpsYheEeYBwkQ\nTyYhbVqUhMOGosqvYSGEEFOvrNBNR+lCSgbraW4pYb5yFgfmtaV7rheXwxzr8+xbJ3JqhIuYXImB\nAd56dgeLVzdQpywkhJtwciGNw2Zh/ZLSLEcohJjp5NOPEHnA4fVjTVZCqiijVEKaF4+6AaHE+NWQ\nqaRKW3c4Jy82X3n/LOGo+XN84vrsLi7pjsb56eEGXmnoRDPApircVhXkseWzWeTP7ZYVm6pyY2UR\nf7ViDrWFZutvdzTBTw838OLZduJ69qoi51T4uDJZffH2nkY6erOfGD1XqhKybAJLaWCoHTs1oxWG\n3yxIZCQhdff47d1CCCHEZFm58GoUaxNNzSVYFZ3Firn473g4ws3rZwFwtL6Hvcc7sxmmmCKGYfD2\nv/4C72IVly/Kbn0ZuqYTbTWvU9YvKU2PaxJCiKkiSUgh8oClwJuuhAQIJxMZWvz8mZAw1BI6llRS\nJRLT6Eu2POeKvlCM13c2ALB6QTE1lf6sxbK7o49/OTBU/VjtcfCV2tncUFmENY+q2Px2G5+uKeeB\n+WU4LSoGsKW1h389WE97OHuLYe65bj6KAppupOd/5op4QqMruRSpbAKVkIZhjNiOnbpZoOkKesJ8\n3KpHQZKQQgghptGttbU0FCfQujX6+93plmzdAN9sH4Ves6vj2bePo2XxJqWYGvv+63c0WMpYtOAM\ne/RlxLATaQ2ja2YxwsZVFVmOUAhxOcifT9BCXMYsBQUjJiH1EdqxYWIbsjM3/bZ25VZL9svvnSWa\nTObcde28rMSQ0A1+d7qNZ0+1EtV1VOCmyiIeXTKLYqc9KzFdKkVRWB308djyOSzyJythwzH+98F6\nDnT1ZyWmiqCHa5abF71b9rXk1HiAtp5IalFkeobqWMKajpasKvbZz58JGYrZSNVH2rQoimzGFkII\nMY1cDht91YspGTxLU0sJAaWfKqUFgF3d/dy90bzmau4M8c6+5myGKibZwMlTvLmli9oVJ4moDvYZ\niwBQ2swulPIiNwuqsnfTXwhx+cirJOQjjzzCE088kf7zwYMHeeCBB1i9ejX3338/dXV1WYxOiKlj\nKShIL6YBiKQqIUdox4aJbcjOTKq0dedOG2zvYIw3d5lVkGsXlTCn3DvtMfTFEvz0SAPvtZvD2Qsd\nVh5dOotbqoJY1Owvx7lUfruVzyys5M7ZJagKRHWdX55o4aX69nQSbTp9/Jq5WFQF3TD4/ZbT0/7f\nH01bRnI+M2k/mr6M5L83ox07dbNgMG4llZq06VHZjC2EEGLarVq1EbfWQHNrCQBLFbMasieWoHSW\nj+oS83fT7945RXQCyw5F7tMjEV5/+mWKFsQJFvXxgV6LhhUtFKe30/wMsHFlRU4sgBRCzHx5k4R8\n4YUX2Lx5c/rP4XCYRx55hPXr1/P888+zevVqHn30USKRSBajFGJqWDzDKyGjySSkoccwdDPx4VBV\n7MkEWf8EkpBely099yWXqs9e2n6GWNxsAcpGFeSZ/jD/evAsZ5Pt1wt9bv582WxmFcys1llFUdhQ\nFuBLi6vTCbN3Wnp45kgj4QnMFJ1MxQEXG1eZ2xi317XQ2DE4zndMj9RSGkUxt2OPJ/O8G74d2/x5\nQjEbVsxz1KZFsRVMf4JdCCHE5e3aRcvoLBog1qfS3+9mntKIUzHH8nzQ2c/9N9YA5k3hN5I3hUV+\n++Cnv6A9MJsli07RY3g5pJt/xwVd5t+7qihsWF6ezRCFEJeRvEhC9vb28r3vfY+VK1emH3vhhRdw\nuVw8/vjjzJ8/n69//et4PB5efvnlLEYqxNRQ3e70YhoYSkLCUIJDUZR04qNvAneuFUVJV0PmSiVk\nz0CUt3Y3AnDF4hJmlU5vpdi+rn5+eqSR/mQr+A0VhXxmUSVuq2Wc78xfc7wu/qJ2NvO85nvhZH+Y\n/+9QPV3R6Z0TeufVc7AmZ1X+bsupaf1vjya1lKbY78RqGf/XZX/GLFbfsO3YyUrImA1LMglp1WM4\nfIHJDFcIIYQYl1W10Fs9h+LBBppbi7EoOos4AcChngHmVftZNMv8/fTS9jOEIrk1N1xcmOa33mZ/\nTxkrao9jtWq8r6/AUFRUA9rr+wBYtSCIv8CR5UiFEJeLvEhCPvXUU9x1113U1NSkH9u3bx/r1q0b\n9ry1a9eye/fu6Q5PiCmnqCqGw4JFNy8EYxlJyOEbss3Ex0QqIWFoOU2uVEK+uP0M8YSOAnx8Gqsg\nDcNgS0s3vzrRgmYY2FWFT9dUcFt1Mepl0JritVn5/OIqriwxZwG1R+L86GA9DQPTV1le5HNy45oq\nAHYebuNsa3ZmVGZKVUKWTmApDQy1Y1sVBVdG0jJ1oyCccd7atCgOryQhhRBCTL+5azdSFDpLS2sx\nAEtUMwmpGbCnq59PXDcfgMFIgpffP5u1OMWliTY38c5b9RTPHqS0pJt2o5CTxhwAZsUVBpKLKa9L\ndqMIIcR0yPkk5LZt2/jggw/48z//82GPt7W1UVpaOuyxYDBIa2vrdIYnxLQxnI50S3ZsWCVk5nIa\ns2KvbwKLaWAoudLaHcbIwizATN39Ud7e3QTA+qWl6ZlEU003DF6o7+DF+g4ACqwWvrSkmuVFl9e8\nPoui8PE5JdxebX4gGUxo/ORIA4e6B6YthjuunoPdZv5a+sPW09P23x1NqhKybAJLaWAo+e+1WYbN\nVdKTW+wj5yQhnVIJKYQQIguuXbKWkLeTgX4ng4NOipQ+yi3m7/ud7X0srPazsiYIwGs7GugdjGUz\nXHER9HiMrf/2PAOBMpYtMZPMW+JrAbCrCv0N5t93odfB8vlFWYtTCHH5sY7/lOyJxWJ885vf5Bvf\n+AZ2+/BttJFI5LzH7HY7sdiF/5K0TKDN7nKSOh5yXM6X1WPjdmHTokRsBSQykhnoYaxWMx6/w3x8\nIKGlHxtLZbGZhIzGNELRxEW3YkzGcXnpvTMkNLMK8p7rayYU/6VK6Aa/Pt7Cvk6z6q7EaecLS6so\nmsTt1/l2Pt04K0jQbedXx5qJ6wa/ON7MAwsqWFvim9T/zkjHJeh3cvO6al7afpYPjrbT3BWa9pb8\nlFhCo6vPTPqXBz0Tej8OJGdp+hzW9PN1LYZhmMnJYUlIPYrD7x/xdfPtPTNd5LiMTo6JEP8/e+8d\n3Nh53/1+TkEHSIIg2Pv2vqvVNvUuryRbtqU4Tq7jtDe+iW9y3/fmJjNO5s4kM8k4mUkmc288KY7s\nNJfYsizbinrvK23vnbvsFSBIkOin3D8OAIJLrhbYZV09nxnNrECccx4cnkM85/t8f9+foBQcqp3R\nhir8/cMMDAVZ2d7DGs4wyA6Gk2l6Ykm+eFc7xzvCpDI6L+zr5FcfWL3YwxaUwLn//BEXbGvZuv48\ndptGr1HDkGwZeG7xefhFp+VwvX1THYosvkMEAsHCsaRFyG9961ts3LiR2267bcbPHA7HDMExnU7j\ndJbePKKsrDiXy6cNcV6uzmKcG5vPi23CEkUMTcE0rYYZDruO3+8BoDbihoEIExmN8gr3NUuJV7UE\n8v+OZUxas/u5Xq73vIxEEnkX5N23NLJxVfU1trhxMrrBt49czguQK/0e/o/tK/Da5+fP4nK6n+72\ne2gIePnWwQ7iGZ0fXxzA5rRxV3PVnB/ryvPyKw+v442DvaQ1gxc/7uYbX90x58cshu7BKDlv8Mpm\nf/4e+yTihrVFwOPMvz+VmJ7lmpvm2/QU/vognk/Y73K6ZhYScV4EAoHgxqnevhsunGBwaB0r23tY\nQScfSreSMSUOjkT5YlsNO9dVs//MMG8f6eOhHU1UlYu/v8uByMf7Odjrpbo5Ql1NCNOEt9M7QAWP\nqqAPJcgVQN25uW5xBysQCD51LGkR8sUXXyQcDrNt2zYAMhkrt+KVV17hscceY2RkZNr7Q6EQwWCw\n5ONEowl03bjxAd8kKIpMWZlLnJdZWMxzIzldqGOWoKEASU3FZdOYjI5hj1jlnmp2TIYJvcNRfNcQ\n1FzqlEh5sWuUev/1dYC+0fPy/RfPWC5ICfbuaiISmd/uyBnd4D/O9XF+3Cq3XVPh4aur6snEUkRi\nqWtsXRrL9X4KIPG/r2vkqTO9TGZ0vneym8hEgrvq56Zk55POy723NPDK/h4+PNbPifNDC1aaX8j5\nznD+3x67XNQ1OZqwFsZckH9/cjKU/3k6bSN3h9mMFDFdJj3LfpfrNTPfiPNydXLnRiAQCIpl15Y7\nOfj0K4xHdxBPOHC7Uqy2j3IqFeD46ASPNgf5/J3tHDw7gqabPPdBJ7/1yLrFHrbgGmRGRnj/uSOk\nKtvZve4gACdS7UyqPgDua6jk2WdOA7C+1U+wQnx3CASChWVJi5Df//730bSpbLu/+Zu/AeCP//iP\n2b9/P0899dS09x85coTf/d3fLfk4um6gaeKB5krEebk6i3FuFLcHW7ZDtgrE05YIqWXi+bF4Csop\nRhNpXNcor3DZFVwOlURKYyAcu+HPdD3nJTye5J2jlgtyz4ZaguWueT23ad3gPy/0c2nCajqyrsLD\nr6yoRTKZ1+Mux/sp6LDzP9Y08q/n+ohmNJ7vGiGtGdwzR0IkzH5eHt7ZzBuH+tB0g5+/e4nffXzj\nnB2vWAZClkAtSeD3Oq75uzNNM5/F6lGU/PszqalMzUzGEiEl00AxMphO9yfudzleMwuBOC8CgUBw\n4/jsXsZqbbhiEwwOVdHe2sdq7SinuJ+0YXJidIJbg+XcvqmW944P8MGJAfbuaqYucGNVM4L5w9Q0\nDn77B/T6trJl7Vkcjgy6KXNYtpq5VrnslCUMwlGr8aBoSCMQCBaDJR0AUVdXR1NTU/4/j8eDx+Oh\nqamJhx9+mImJCb75zW/S0dHBX/7lXxKPx9m7d+9iD1sgmBdsHl++MY2KTDxj5csZBY1pvLapdYXJ\njH7NfUqSRHW+Q3ZiLodbNC9+1IVumMiSxGdvb53XY6V1g/8oECA3+r386oo6VJGFc1WqXXa+tq4R\nv8O6tl7tC/PeQGRej1nhdXD3VmtifODMMP2h+XXGzkauKU1VuRO1iLy9hG6gZ2ubygocyIY+dV9l\nspmQqpHGlCUk+9xljwoEAoFAUCrezVsIxHvzXbKrGabKZn2XHRiJAvD4HW2oioRpws/eu7xoYxVc\nm+6nf8op1lBdFaaxfhiAN6PbScrWvOQLa+p579gAAB6nyrZVpVcQCgQCwY2ybJ+8vV4v//zP/8zB\ngwd54oknOHHiBE899dR1ZUIKBMsBh688L0IqpkQibU0oZuuODTCZKa5Ddq7zb050WUgiEyneO265\nIHetr6Em2617PtAMgx9cHOByVoDcGvDxyytqUeRPzs0UQKXDxtfWNlKZbXz0Um+IfUNj83rMR3a3\nWA89wPMfds7rsWYjJ8pXF3lNThTcb96C+1DXEgX/ts6fTU+hO23TOmgLBAKBQLDQbNp1P+WpPiJj\nZSSTdiQJ1tsskaonlmQkkaayzMm92xoBOHh2mK7BicUcsuAqTB4/xkdnNUynjY0bLgAQTrrp9a4E\noNHjZJXPzaGzljh528Y6bAvQBFIgEAiuZFn95fmrv/or/uqv/ir//5s2beLZZ5/l6NGj/PjHP2bt\n2rWLODqBYH6xe3z5cmwJiUTOCVngtHIqMkpW2Mh16r0WOeFvKJLAzKVULxBWR2wTCXjstpZ5O45u\nmPyoY5ALUUto3VTp5cm2mvy5ElybcruN317TQHnW5fff3SMcHBmft+P5fY58mdDHZ4YYCC+sGzIn\nyudE+mtR6Dz22QqdkNZ+EhkFxbSuN5uewnReXyd6gUAgEAjmitqyOmL+CWRDY3DYckO2ZQ7nHxCP\nhC035KN7WnBkF9iefffSYgxV8AloYxH2/ehNRt0NrFt9CZfTyqj+QLuHVHZq/0hLkHcO96Jnm+jd\nuUU0pBEIBIvDshIhBYJPM4rHm3dCAqQyltBhFDitJEnKuyEniijHBvLl2Km0TjSWvsa7547xyVQ+\nC3LHuup5yxgyTJNnLg9xeswSsdZVePhSW+01O4cLZuJ32Pgfaxry19jPOoc5mn1AmQ8e2d2CIlsl\nYM9/2DVvx7mSjKYzGrXutWKdkIUiZKETMnd/JjK2fAizaqRAiJACgUAgWAIo61ZRGR9gcCgAgMuc\nYEV2SnYkPIFhmpR57Dy4owmAE5fCXOqfv+9+QWmYhsGpb/8nHb7NBCojNDcNAnB0pIlhVwUAa8rd\nrChz8erH1lxqRX3ZojT9EwgEAhAipECwbJDd7rwTEiCZnpkJCVMCSNHl2JVTIstC5kK+sr+HTLa5\nxGN7WuflGKZp8lzXCMdGrdKhlWVuvixKsG+IgNPOb69pxKMqmMAzl4c4Pz4/LsXKMid3Zt2QH50e\nZGh0YSIDhseS5DzBxTohc+XYEuBWZxMhVZTsXm16Csk9f9EDAoFAIBAUS9vOu6iK9zIaKSeTsb6/\n1qhWSfZ4WsvH2Dy0owmn3fr5cx+IbMilwtBzz3E01YqswuYN5wGIpVUGgneimVa10cONVVzsHadn\nyGqWd6doSCMQCBYRIUIKBMsExeOZ5oRMZ52QpqlhGJn867nmNKU6IQGGFigXciKe5q0jfQDcsjpI\nY/X8rMa+PRBhf7ZkuMXr5Csr67CJJjQ3TLXLzm+tacChyBgm/PDiAL2x5Lwc69FCN+S+znk5xpUM\nF4id1SWWY7tVZVqZfy4uIZ6eckLajBSyu7j9CgQCgUAwn7Q3bURRBjFNmeFQJQANqSM4s03ZjoQs\n16PXZeP+7VY25PGOMJcHhBtysYmfO8tH+4eJ28tZs6oTt9t6TjgU3Um3Zi183lJVRq3bwdtHrXm3\n066wc131oo1ZIBAIxNO4QLBMkN1XipC2/L+ndchWc07I4kRIn8uGK9v5eHiBnJCvHughlR3fZ29r\nnZdjHApFea0vDECNy85XV9VjL6LLsaA46twOfm1lHYokkTZM/uN8P+Hk3JfzB8qd3L7Jyi3ad3Jo\nQRoo5RzBkgTBiiJFSM1yQhY2h4KpxjSJjIrKVCak6hZlUAKBQCBYfBRZIdVUhjc1yvCwVZItaeNs\nKLPmTCcjk6R0q3Ll4Z3NOLJuyP/+oHNRxiuw0CcmOPzvP2egbDX+inFamy2R8cJIgGTDGkzAJks8\n0FBJIqXx8ekhwGoE6bSrn7BngUAgmF/EE7lAsExQ3G4UY0rkyTkhYXouZKnl2JIk5UtOF6IcO5bM\n8MahXgA2rwjQUuub82OcG4vxs8vWZKvcpvIbq+txqco1thKUSnuZmy+11yABMU3n3873T+sSPVc8\ntsdyQxqmyfP75j8bMid0BsqcqEUK1znR33uFCDnVmEZFKRAhbZ65v+4FAoFAILgeKjZvJhDrZTjk\nxzCs76q12ZLstGFyOmKV8XpdNu6/xXJDHr0YEp2yFwnTMOj4zr9xxrsNWTbYvPEckgTJjEI08CCX\nstUpt9dUUG638eHJQdIZS0i+Z1vDYg5dIBAIhAgpECwXZLcbGTMvRGrpAiekPuUOy3XmTegGmlFc\nt+tcyenwAmTuvX6wl2Q664K8vXXO998XS/JfHQMYWN3Cf2NNPeV22zW3E1wfmyp9PNYcBGA0leF7\nF/pJZx0Tc0VVhYvbNtYCsO/kICNj8yuW58T4wrzUa5EXIdXp7oLcAkGywLmsGmnsXiFCCgQCgWBp\nsGLb3fiTfWiajdFIOQD+xEkCDuu760hBE7qHdzblO2WLbMjFIfzqKxwaq0ZTHKxa0YnXY4mOh4c3\n0O90AlY8zF21fkzT5O1sBNKKxnLa68sWbdwCgUAAQoQUCJYNkixjOGyouiVCZgqckPosTkiAmFac\nKy3XAXh4LIFpFidcXg+JlMZrB3oA2NBWyYr68jnd/3ha4z8v9JM2TBRJ4isr66hxiS7E882emgru\nrvMD0BtL8czlIYw5vo4eva0VWZLQDZMX5tkNmRM5q4ssxYYp53Hh/WcaOmZ20SCVnrpfbXoKp7di\nLoYqEAgEAsENU1leQ7oshmxkGMqWZGvJQbb47QB0RBOMpaz8cZ/bzn23WG66IxdCdA8JN+RCkrh0\niYNvnmPMVUuZb4L2Nqu66FK4grqNt9MXt6Kb7quvxKkqXOgdpy9kNRDcu6cVSRLNGQUCweIiREiB\nYBlhupzYsqJGJl1Yjl2QCWmber3Y5jTBCmvVNJnWiSXnvpw2x5uHe4mnrP3PdRZkWjf43oX+/Gd+\nsq2G9jLRgXiheLAhwEa/lXN4MjLJG32jc7r/6goXezbWAPDBiQHC4/PTCEfTDcJRa9/F5kEapsmk\nlivHLrgvCxzKhRmuNiOFzSMyIQUCgUCwdJBXt+BPDDE0Upl/bY1ilWSbwLHRKbHx4V3N2G3WY+R/\nf9i5kMP8VKPH45z6zg+57N+MJBls3nwGWYK0JhN338v+qFU2X+mwsTNoLfTnXJAuh8Jd2xoXbewC\ngUCQQ4iQAsFywu1CzYqQMhJpzbqFcx14YXpjjGKb0wTLp8SW+Sp1TaY1XtlvuSDXNlewumnunGCG\nafKTy0P0Z1d/76+vZEtAlLsuJLIk8WRbDY0ey3n61sBovqPmXPHYba1IEuiGycsfd8/pvnOMTqTI\nmTiryp1FbZPQDHLJB4VOyEKHcmGGq01PIXs8Nz5YgUAgEAjmiOotu6iM95NIuIhOWIu4jvhZ2nzW\nHPFwaCJfLVPmtnNvNlvw8LkRBsKxxRn0pwjTNOn993/nhGsrSDIr2rso91qLpgf61+BrayCSXeh/\nqDGAKktE42kOnhsG4PZNdflGlAKBQLCYCBFSIFhGKG53XoRUJYhn3VXTGtOohSJkca7GqoopsWW+\nRMi3j/QzmbBKeebaBflG3yinsqHpmyq93FdfeY0tBPOBXZH5ysp6yrNdF5/tHKZrYu6upxq/m53r\nLDfku8f7GY/NfTfuUMH1X2pnbJguQhYuDqSvyISUXcKlKxAIBIKlQ9uG3Xg0y/mY65KdnOxkSzY3\nfCSZZjAx9b370I5mFFnCBF7ZPz8Lg4Ipxt55m4N9LpI2L15PjJUrrIX9rkgZW295gLcHIgA0ehxs\nylamfHB8AE23hOP7tgsXpEAgWBoIEVIgWEYoHm8+E9ImWx13AfSCcmyHIqNm816KdUJW+pwosrVN\naB7KXNMZnZezE9SVDeWsbfHP2b6PhSd4a8Aq/W30OHiyrUbk3SwiZXaVr66qxy5L6KbJDy4OMJ7O\nzNn+H93dAkBGM/L5onNJ4fUfrCjOCVl4n/lss3etL4xPUIwMiluIkAKBQCBYOthVO1qdil1LMDRi\niZCYOivUYbJTRE4UlGT7fQ72ZJvGfXhykLHJ1EIP+VNDqreHY8/vY9jXBphs2nYKRYKMLhPiTi6b\nGolsU8C9TUEkScIwTd4+apVir24spzEoYmAEAsHSQIiQAsEywubx5p2QiikRz3bILnRcSZKUd2MV\nmwkpyxKBMktwCc2DE/KdY/1Es661z94+d6HYA/EUz3YOAVBmU/nKynpssvizttjUuR18qd16MJnU\ndH5wcYCMMTcdsxurvWxdWQVYGaOx5NwJnDDlBHY7VNzO4rqqF4qQ05yQBYsDuUZSipFBxkT2CBFS\nIBAIBEsL59q1VCb6GRv3kUxlvwMnz7Eqm7F9fHRyWgPDvbuakQBNN+dlYVAARirFhW//G+crdwDQ\n2n6Zymw37AN97ezesYF9w2MAbPB78uXzpy+PMjJmve+ebOm8QCAQLAXE07pAsIywe8umi5BZYaNQ\n7IApN1ax5dgwVZI91+XYGc3I5/e11vrY2DY3pdJxTef7F/vJGCZqthN2mV1k3SwV1vunyuJ7Yyme\n6xqZs87rj95muSGTaZ03D/XOyT5z5K7/qiJdkAAT2ftMAtzqzHJs3ZAwdevazDmZFVGOLRAIBIIl\nRvP2u6iM9wMSw1k3ZGL8ApsqLRfdaCqT774MUBfwsHWVtTD49tE+4vPY3PDTysAPvs9RZT26bMPj\nnmTNCsvd2DfuZeuWh3ljcBTdBEWCzzRW5bd7K9uQxuuysX1N9aKMXSAQCGZDiJACwTLC5vblu2NL\nhkRilkxImHJj5Tr2FkMu/25kjsux950aJDJhTVjnygVpmCY/7hjMB3A/3hKk0Vu8aCRYGO6rr2Rt\nudWA5VAoyscj43Oy3xX15azLlvS/drCXVLr46/xa5Mqxi82DhCknpFtVUAqu71xMQjyjomC9rhpp\nDJuKpArBXCAQCARLi5qmVdiVEADD2S7Zhp5gpT2aj/o5Hp6Yts0j2ZiURErPl/8K5oboRx9y9FyC\nCWcVYLLp1jOosolmSPRrt2OvdHF6zGoKtKe6goDTDsBoNMnRi9bv8c7NddhU8cgvEAiWDuIvkkCw\njFA8nryTSkIikc2Z0/XpTsipcuwSnJDZTsDh8SSGMTeONcMwefGjLgAagh62rKy6xhbF8VpfmAtR\n6zPvCpazPVg+J/sVzC2yJPGl9hqqsmXNz3eP0DlHjWoe22M99EwmMrwzhw89uTiCwo7x1yLXmKaw\nMz2AoVuCZiJjI/cT1UhjZB8SBAKBQCBYapitlbjTY4TDFRiGJTwasQ5Wl1sO/hOjkxgFlQ0rGspZ\n3VQBwGsHesiUsAAuuDrpoUFO/+QVuv0bAWhec4GAy5qj7O9pZ+8dt/BijyU0ulWZewuaMr57rJ/c\nr+huUYotEAiWGEKEFAiWEbJnqjs2QCrrhDT1FKY5lbnnzZdjl+6E1A1zzsLFD54bZjhiTZge2d2C\nPAcuyNORSd7JdgBs9jp5tDl4w/sUzB9OVeErK+txyDKGCT/qGCgpJuBqrG3xs6K+DICX93eT0W48\nczKV1onGrYzJUsqxc/eZ90oRMuuETKRVFKynAdVIg8txw2MVCARiBIKmAAAgAElEQVQCgWA+KN+w\nhcp4P5quMjrmAyAZvcjmSuvf4xmNnsnpVTOP7G62fhZL8+HJwYUd8E2IkUlz+Z+f4pR/NwBu7xjr\nW6wM9L5xLxs3PcTZyQT92dL4++sDuLJxMJpu8M6xfgA2tlVSXUJlh0AgECwEQoQUCJYRittzhQg5\neydeb3YiktSNohuCFJafzkUupGmavLDPckFWlTvZue7G82giqQzPXLYmYT6bwq+uqEOVRSfspU61\ny84TbdbvP5rR+cmloWkuiutBkiQe3dMKwNhkmg9ODtzoMAmNT133VaU4IXMi5BUl1rl7Mp5RUaUp\nEVISeZACgUAgWKK0br0jmwsJI9lcyHS8n1UesGXnXMdGp5dkb2oP0Bi04ldeO9g7ZxnQn1ZGnv4x\nx7Q20qoLMNm64yKKZJVhd6duZ3VrgFd7LRdk0GljZ0FF0LGLIcYnrWeFe4ULUiAQLEGECCkQLCNk\ntwebXiBCpqe69xY2pyksC40V6YbMlWMD+W56N8KJS6P0DE8CsHd3C8oNdq3WDJP/6hggqRtIwC+3\n14pGNMuIjZU+9lRbk+QL0Thv9Y3e8D63rAzQGLTC8l/6qAv9BjtwF173wZKckJazc4YTMtuYZlo5\ntp5GdgsRUiAQCARLE4+/CtU5jmQajIT8+deNeCfrKiyh8eQVJdmSJPHgrU0A9IdinOmKLOygbyIm\nDh/ixOF+wp5GAJq3nMNvt+b4H3W38djdt/DuYIRodn6/tymIUrAgn2tI4/c52LwysMCjFwgEgmsj\nREiBYBmhXFGOnS5wQhbmQnpsU68X25zG67LhsFtSSaEj7Hp5cV8nAOUeO3dsqr3h/b3SG6I3li07\naQjQXiaEnOXG3qYqGj1WKfKrPSHOXRFuXyqWG9LKhhwZS3LgzPAN7W9kmhOyOBHSMM38Pea1TRfF\nCxvTqPnGNBlUj/eGxikQCAQCwbzSVkdZcoSJSQ/xpJVjnCgoyZ7UdC5fkfG8a30NXpe1OP76wd6F\nHe9NQiYc4sL3f8rFqlsBcFQOs77Gcjz2jnlZt+FBNFnivUFL5F1Z5mJN+dR8uD8U43Sn9bO7t9Tf\nsAFAIBAI5gPxl0kgWEZcWY6dyRQ6IadcXB51ypEVL1KElCSJYFZ4uVEn5IXeMc73Wp2QH9rRhE1V\nrrHFJ3M6MskHQ2MArCxzc0+d/xpbCJYiqizz5RV1OBUZE3jq6GUm0jeWD7ljbTXVfqt0+oV9XTdU\n5h3KXvcVXnvR12xSN8j1cSp0QpqmmS/HTqRtyKYlQtqMNDaP57rHKBAIBALBfONfv4XKxAAgEcq6\nIZMTHawsc+FQrMfH41eUZNttCndtqQeskuC5iPb5NGFqGj3/8i+cqNiJKSmYUoZd2/tQJAPNkLic\n2MO21TW81hsiY5hIwCNNQaSCvPU3DlviryJL3L21fpE+iUAgEHwyQoQUCJYRssuFamTy/68VZkLq\ns4uQxZZjw1Qu5MgNOiFzWZBuh8o9N5hHc2UO5Jfaa+akwY1gcah02HiyrQaA8ZTGjy4O3JBwKMsS\nj+y23JB9oRjHLoSue185B3BVCSHuhc2fCu8700gDVnl4IqMiZ52QipHG5vFd9xgFAoFAIJhvWrbe\nRkXCajATClldlw0tDqkR1mdLsk9FYuhXfH/fu60BWZIwgTcPCzdkKYR+8TNORAPE7Van8ZW7LuGT\nLaH3w642PnfPdvpiSQ5nq0huDZZR655qdBdPZvjwhPU727mumnKvaIInEAiWJkKEFAiWEZKqYqoy\nSjYX0tCmRI9CEdKl5iQPiBXphISpZhzh8et3QnYPTXC8IwzAfdsbcTmuP7dRM0x+1DE4LQfyypJX\nwfJjvd/LnVk364XxOG/131g+5G0ba/H7rMn28/s6rzsQP5S97oNFlmLDdKdxoQhZ2CiqsIGUzUjj\n8E4FyAsEAoFAsNRwlPtRXDEkUyc0WkHuazU5cYkNfitSJK7pdF1Rkh0od3LL6ioA3js2QCpd/Bz0\n00zs1EnOvnuS/vI1AKgNfawqGwGsMuzVa+/H67LxQo+10GqXJR5omJ73+P7xAVLZhdEHsvmcAoFA\nsBQRIqRAsMwwHTZs2ZJsGYlkxhI+zAIRUpYkXFlBpBQRMpAVX8YmUmj69TX5ePEjywVpV2UeuLXx\nuvaR49XeED0x63Pd31ApciBvIvY2B2nPuine7B+lIxq/xhZXR1VkPrOrGYDLAxOcvs5A/Jz4Hrhe\nEdJWuCgw9XnSBbEJqpFBcYtybIFAIBAsbaT2BsqSITIZG5Go9b2VnLjEqnJ3vkv26bHYjO1yAlg8\npbHv1ODCDXiZoo2Pcflfv8fZ6tsA0G1x7toUtsqwdYnzk7vYsa6WU5EYnVnR9566SnwFi/KGYeZL\nsVfUl9FWV7bwH0QgEAiKRIiQAsFyw+HI50LaZJOkZk1CCp2QMOXKKqUcO1BmuclMIDKRKnloQ6Nx\nDpy1moPctaWeMre95H3kODcW4/1sDuSKMhf31FVe974ESw9VlvjatjbcqpUP+ZNLQ0Xnl87GXVvq\n8bktse+FDztL3j6R0oinrHzKQFnxImShyO9WZ3cmFzaQUvU0ikeI6QKBQCBY2vjXbsKfLckOh63q\nhdRkNyoGq7PNUE5HJmdUH6xqLKep2nJLvn6o97qrEz4NmIbBwFP/wgnvNjTFgYnJljuHcJnW/PeD\nrja+cO+taKbJS72WM7LCrnJ7bcW0/RzvCOfz3O+/QQOAQCAQzDdChBQIlhmS05kXIe2KRDJzNRHS\nur1LEXYKHWCj0dJLsl/c14VpWoHYD+9sLnn7HJMZLZ8D6VUVvtReK3Igb0ICLjtPtlud06MZjZ93\nDl/3w4rDpvDQDst9cbZ7jI7+8ZK2Dxdc7yWJkFmRX5Uk7PLUNWroUyJ+RisQIY00skuIkAKBQCBY\n2jRu2klFwpqL5URI09RIxXryJdljaY3++PRFa0mSeGC7JYT1h2Kcuc7qhE8Doy8+z+khlTGXNRdy\nrumjSe0DoHfMx4rV91LudfD+4BiR7ELpw41V2K7oev36oR4Ayr12bl1TvYCfQCAQCEpHiJACwTJD\ndjlRs5mQNgmS2VzIGSKkrfRy7MoC8SVUYi5keDzBe8f7AdizobakktZCTNPk2c7h/LifbK+ZVnIi\nuLnYGPBxa5VVNnQyMsmR8MQ1trg6925rwGm3rvuXP+ouadtC0f16yrHdqjKtQ2Xh/ahnphySqpFG\ndgsRUiAQCARLG0cgiMM2jmQaRMbK0XTrsTE5cYk15R5y626nIpMztt21vgavy6pOeOtw34KNeTmR\nuHCejpff53LlVgBS3gh3tY8jZ8uwT4/vYM/GesbTGd4esLKzW30uNld6p+2nLxTjdKcl9N67rQFV\nEY/3AoFgaSP+SgkEywzZ6co7IRW4qhPSfR2ZkD6XDXvWQRku0Qn5i3cvoekmErB39/W7IPePRDmb\nzRjaXV3O6nKRn3ez82hzkIDDelh5rmuYcDJ9XftxO23cs9Xqxn74/AgD4ZlZVVejsBlTpa/0cuzC\nPEiYuh8NEwx9ugipCBFSIBAIBMsAs7kaXyqMYciMRKwFw+TEZVyqwgqf9V12ZpZcSLtN4Y5NdQAc\nvRhifLL0iJ+bGX1yku6nvsOpmrswJRlDznD33SnshtXY8f3ONp64fweSJPFST4iMYc2vP9scnLbg\nCfDGISsLUlUk7s7OgQQCgWApI0RIgWCZobrceRFSNpnTTEhJkvJuyFLKsScTGV768DIAt6wJUhe4\nPuFwJJHmxR4r8ybotLO3qeq69iNYXjgU2Sq5B9KGydOXhtCN6yvLfnBHE4osYQKv7C/eDRnKXu9e\nlw2HXbnGu6fIi5Dq9K/T3P2Y0lSUbK96ydSRTR3Z6Sp6/wKBQCAQLBZlq9flS7Ijo1YOYTo+gKEn\nWZttLjeUSBNJZWZse+cWS4TUDZP3Twws0IiXPqZpMvDdpzhpW0fSZrkaK7eH8WcuAtAz5mPlmnvx\n+xxcnkhwfNRymu4MllPndkzb12Qiw4fZc7tjbQ3lnuvPYhcIBIKFQoiQAsEyQ3V7prpjGxKJq2ZC\nWkJKQjfQS8jZy5Wihksox379QA/JtCXGPLqnpejtCtENk6cvDZIxTBQJfrm9ZkbmjeDmpcnr5P6G\nAAA9sSRvZUuPSsXvc7Bno5Wt9OHJQcaKdF+MRq33lZIHCdPLsQvJZUImM0pehFT1NBIgO68vqkAg\nEAgEgoWkfuNOKpJWw8GcCAkmqcnuvAgJcG58phuyLuBhTZO1zbvH+jFEgxoAxl5/lYudMYZ9bQAk\naobYFYzky7DPT+xkz8Z6DNPk+W5rYd6lyDzYGJixr7cO95LWDAAe3tm0cB9CIBAIbgDxhC8QLDPs\nbm8+ExL9E5yQBeWhiVKa02Q7ZIejxYk3qYzOqwesQOyN7ZW01pYVfaxC3ugP05cNN3+wIUC9Rwg1\nnzburvPT4rV+72/1j9I1kbiu/ezd1YwEaLrJa9lr81rkRPdSs0ynnJDTRUgzez8mNZXcT1Qjg6HI\nSKrIOBUIBALB0sfd2Ixbt0qEx6Ne0tkc8uRkF36HjRqX5bw7O0tJNsBdW+sBGBlLigY1QLLzMl0/\nf4nzwV0ApB0xHrvDiapbYuP7Xe18MVuGfWAkykBuXtwYmLHYmdF03sjmba5r8dNc41vATyIQCATX\nz5IXIbu7u/nt3/5ttm3bxn333cd3v/vd/M96e3v5zd/8TbZt28Zjjz3GBx98sIgjFQgWBqWgHFtC\nIp1temHqKUzTyL+vUBQpJRcyUFCOXUyn4vePDzCZsMpwHtvTWvRxCumcSPDOgDU5bfO5uKPWf137\nESxvZEniS+21OBQZE3j60iBJvfhrN0ddwMPWVVYp/9tH+4gntWtuk8tArSxzXOOd04lnrHtuphNy\nSoTMSY6qkca020rav0AgEAgEi4Uky9BQhisdxTRlRsYsoSs12QXA2mxu96VogrRuzNj+1jVBPE7r\nW/D945/ukmw9kaDv2//MyeAd6LINE4O1d+nYJ04A0BPxsXbdfZR77CQ0ndf6QgDUuuzsCJbP2N++\nU0NEY9bzwMM7rz+LXSAQCBaaJW3HME2Tr33ta2zZsoVf/OIXdHZ28od/+IfU1tby6KOP8vWvf511\n69bx05/+lNdff53f//3f56WXXqK2tnaxhy4QzBuya6oxDUBam7qNTT2FpFp5c4WiSCyjQ5ExdLlM\nyLRmMJHIUOa+er6Mbhj53L2VTRWsa/Wj66WV2yR1nacvDWICTkXml9pqkK8I3b5ZMEyT0HiS8HiS\nyESSyESKyESKVFonpRlkMjoZ3UBVZGyqjF2VcdhVKjx2/GUOKn1OKsscVPtdKDdpqbrfYePxliBP\nXxoiktZ4sTvEF9tqSt7PI7tbOHIhRCKl8/bRPh7ZffWYAE038mXbVSWUY2uGQcqwHrqu1pjGKse2\nUI00pkOIkAKBQCBYPjhXrKL86DAJexmR0XIaqsayuZAp1lZ4eGcwgmaadETjrPNP79xsUxV2ra/h\nzcN9HD4/Qjyp4XYu6cfPecE0TYa/9++cNZqYcFqLpMaqIVarYWTDIK3JXIzv4dfXWzmar/eFiWfL\nrB9rDqJcMS82TTNfhVRf5WFTe+UCfhqBQCC4MZb0t0AoFGL9+vX82Z/9GW63m+bmZvbs2cOhQ4cI\nBAL09vbyk5/8BIfDwde+9jX27dvHM888w+///u8v9tAFgnlDdjini5CZqdvY0JPIWRHyep2QVQXl\nqOHx5CeKkIfOjRDKlrE+ce/KbMe+0kTIl3pCjKUtp9rjLdVU3CQijWmaDEUSXOgdZzCS4EJPhJ7h\nSVLp0p19V6IqMg1VHpqqvTTVeFnTVEFjtfemEW+3Bso4MxbjxOgkB0NRNvi9rKkordnRioZyVjdV\ncL5njNcO9PDgrY3Y1NkbzoxNpMiZfitLECFj2pTr46qZkJqKKplgStZ96yjNaSkQCAQCwWJSs3YL\nAx+9ymDZSsZH/UAXuVzIprKVuBSZhG5wZiw2Q4QEuH1THW8e7iOjGRw4O/Sp7OAcfe9dOk/00N3w\nEADx8lG+tM2LOX4BgPc6V/DEo7cAMBhP8fHwOACb/F7ay9wz9nfi0ij9IasE/uEdTTM6ZgsEAsFS\nZkmLkMFgkL/7u7/L//+hQ4c4ePAgf/Znf8axY8fYsGEDjoIHuu3bt3P06NHFGKpAsGDILhc2fUqE\n1LTpImSOQmdWKSJkoQgTHk/SVjd7xqNpmrz0keWCrK5wsWdTPdHxeNHHATg/HuPASBSATZVetgSW\nd57NZCLDsYshTneOcqYrwthk+hPfryoyfp8dl0PFrirYVMsBqekGac0gkzFIpjUikynSmSnBS9MN\nuoYm6BqaAKuKB6/LxpqsG3XbqiB+3/IWuz7XXM2laIKYpvOzziH+58YWXFcREa/GI7ubOd8zxngs\nzYcnB6/64BMu6ARfSiZkvOC+ujITcsoJqaJmtXnVSCO5lvfvRSAQCASfLspXrKU8+X0glwspY1cN\nkpNduMpXsbrcw7HRCS5E45imOUMQa631UV/loT8U44NP+C6+WUn19dH79DOcrn0EAE1Ncf+Dfoyx\n95Ak6AhVsHnT/ZS57ZimyXPdIxiATZbY21Q16z5zVUhlHju7N4gKQIFAsLxY0iJkIffddx8DAwPc\nc889PPTQQ3zzm9+kurp62nsCgQBDQ0OLNEKBYGFQrijHzmRmFyFtsoxdlkgb5jSx5Fr4fQ5yfsbR\n6NU7ZJ/uilgiGLB3TwuKXNoqbELTefay1XHRoyp8rrn6GlssTaLxNIfPj3Do7DBnu8fQjZlO0KoK\nF41BT/Y/LzV+N/4yBz6XrajVa9M0iac0ItEUw2MJekcm6RmepHd4kqGI1bxlMpHh0PkRDp0f4fuv\nnmdFQxm3rqnm1jXVJTdbWQp4bApfaK3m+xcHiGZ0nu8e4ZfaS5tob2oP0BD00DcS4+WPu7lzcz3y\nLNfpNBGyFCdk5toiZEpTULPdsW16WnTGFggEAsGyQvF4UDxpFCONLtsZGiunqSqSz4VcVe7m2OgE\n42mNkWSGatf0ChpJkrh9Uy0/eauDi73jDEXi1PhnuvtuRoxUiv5v/wOn/DtJZyuVKnckKJ88gyRZ\nkS3dmT38+lprDnw0PEFntinf3XWVs1YHdQ9N5Jv83L+9EZt6c8bzCASCm5dlI0J+61vfIhQK8ed/\n/ud885vfJJFIYLdP/5Kz2+2k05/sPBIIljuyc3o5dkabEj9yJaA5PKpCOq1NE0uuharIVPgcRCZS\nhD5BhHz5I2vy6XPbuHNzXdH7z/FiT4hoxirD/nxr9YxMvaWMYZqcvjzKO0f7OXoxNEN4DJQ5WNdS\nydqWCja2B1jREiASiaFpM0Pbi0GSJDxOGx6njcZqL7esDuZ/NhFPc657jLPdEc50RRgIW27Ujr4o\nHX1Rnn7zIutb/dy1tYFtq6pQleUzWV3v97It4ONIeIIj4Qk2+r2zlnpdDUmS2Lurme88f4ahSILD\n50e4de1MsTvXGdumyvjcxccBFDqMC8uxTdPELCjHlrOXh2qkUZxFhrMKBAKBQLBEkJsbKB8ZYdTd\nQCTio6kqQjoxgGFkWFlQLnxhPDZDhATYs6GWZ97uwDRh38lBPn9n+0IOf9EY/tEPuBQrJxxsAiDZ\nOMznm5xkxq0qoLcvr+ZXP7cVsBbnX+qxmtEEHDbuqq2YdZ8vZ12QdlXm3m2fLlepQCC4OVg2IuSG\nDRsA+MY3vsEf/dEf8eSTTxKNRqe9J51O47wOl4myjB7KF4Lc+RDnZSZL4dzYvB4UY6rbb6ETEjOJ\nWrAi6rGpRNIaCd2Y9vq1qCp35pumzLZd52CUU53WKuyDO5pwOS3hptjzciYyyaGQdf9urfKxJTh7\nyfdSI5bI8ObhXt463JfPwsxRX+Vhx9pqdqyrpqnam3c4zvc14y9zsntjLbs3Wi7BodE4B88Oc+Ds\nMJf6o5jAqc4Ipzoj+Nw27tpaz4O3NpWUfTgfFHteHm+voSOaIJrR+FnXMO0VnpIE69s21fGzdy8T\njiZ5eX83uzbUzHCfRrJl84EyJ7YS9p00pkTlMqcNNeuyNLSpayOZUbGZ1uuqkcHm9l3zXlwKf2eW\nIuK8XB1xTgQCwXxSsXIdZT1djLobmBzLztlMg3S8nzJvC7UuO4OJNBejcW6v9c/c3utgfWslpy6P\n8vHpIR6/o+2mzzGMfvwRfR+f4ELTYwAk3VGevL+NzOBLAJwZCrDrlnvwuqw59Ot9YSazi5ufawmi\nztKAcGQswf7TVhXRHZvr8tsKBALBcmJJi5DhcJgjR47wwAMP5F9buXIlmUyGYDBIR0fHtPeHQiGC\nweCVu7kmZWXCmTIb4rxcncU8N2kzgIyBZOqYkoKpKxgmyBI47QZ+/1QDjwq3nd5YkhRMe/1a1FV5\nudA7TmQyPet233nhDAAOu8IT96+hzGOtehdzXmIZjZ8dvgRAuUPl17e24bUv6T9FhMYS/OLdDl75\nqJNEasr95nPbuX9HEw/sbKal9pOF1IW6Zvx+D2tXBPnKoxsYHo3zxsEeXv24i9BYgol4hhc+7OKV\nj7u5d3sTX7hnJU01i5vDea3z4gd+c2sL/9+BDiYzOi/2hfnatraSjvHFe1fy1C9Ocqk/St9okk0r\np2csjcUsEbK2ylPSfWKMWMHxLlUhGJhyaKYS07vX5x4RVCONp6K86GOIv8GzI86LQCAQLCxVazZR\n9tJhAKLj5RgGyDKkY704vS2sKvcwmEhzaSKBZhizCmi71tVw6vIoQ5EEnYMTV80cvxlIDw3R/73v\ncbL2QUxJwZB0ttxfjjb0LgowmbIxbN7Ow6us59a+WJKPss1oNvq9rCqffZ7w8sfdGKaJLEl8Zmfz\nQn0cgUAgmFOW9JN/b28vf/AHf8C7776bFxdPnDhBIBBg+/btfPe73yWdTufLsg8dOsStt95a8nGi\n0QS6fn1lkjcjiiJTVuYS52UWlsK5MVLWcRUjg6Yo2BWFlKbismlMTkaxR2L599qzZaDjiTSRgtev\nRYXXuqf6RyYZHZ2ctlo9Eknw/tF+AO7eUo+ezhDV9aLPy48vDjCWygDw+dYaMrEUkVjqE7dZLMLj\nSX7+3iXePz4wreR6bXMF921vZPua6nwWz9XO72JeMzYJPrOjkYe2N3DiUpi3Dvdx5PwImm7y2v5u\nXtvfza1rg3zx7hU0Bosvc54LSjkvDarKzupy9g+Pc2Agwhqfi80lNDHauSbID102YokMP3r1LI2B\nbdN+3j1ouXKryhwl3SehCcvx6Fbkadul4qP5fxfGJahGGpRrH2Mp/J1ZiojzcnVy50YgEAjmA2dT\nC95MGABdVwhNeKguj5GK9QCwqszNe4MRMoZJ12SSFbN0dL5ldZD/fOUcmm7w8emhm1aENDIZBr79\nj5zzbSFut0qq1Y3jrHOYZNLW9/9bl9bxm1/caL3fNHmuawQTsMsSjzbP3oxmbDLFe8cHANi9oYaq\nCvE3XyAQLE+WtAi5adMmNm7cyJ/8yZ/wJ3/yJ/T29vK3f/u3/N7v/R47duygrq6Ob3zjG3z961/n\nzTff5MSJE/z1X/91ycfRdeO6s9puZsR5uTqLeW5MxYYpgWpoaArYFEhkLBFSyySnjcudLdGbzOgl\njbe6wirVTaZ1wuNJKrxTHX1f/Kgrvwr7wPbGafu91nk5MzbJoWw37G0BH2vK3EvyGpuIp3lhXxdv\nHu5Dy4odErB9TZC9u1umTZyLHX/u3JimiaHF0NJjGFocQ0+iawlMPYlpGlgtgSzBU5LtyIoTWXEg\nK04UWxmqvRxJcZZcxrShtZINrZUMhGO8sr+bD08OoukmB8+OcOjcCLdtqOXxO9uoKl/YSW2x99Jn\nGgOcH4sxltZ49tIQzW4HXltxX2GKLHH/LQ0890EnxzvCXOobpznrAE2kNEajlgheW1na9TiZtmIR\n3KoybbtMaqpLfLogLkHV00gOV8nXjGA64rwIBALBwiLbbEhBFw4tRkr1EBory4qQvZimSYvPiU2W\nyBgmF8bjs4qQbqfK5hUBDp8f4cDZYb5030rkm7AkO/TTp+keleivXQ1AIhDmN3a2Mdn7PABH+6q5\ne8+duJ3W/OBQKEpPzFrUvK8+QLl99hLrVw/05Oeke3e3zPfHEAgEgnljSYuQsizzj//4j/zFX/wF\nX/7yl3G5XHz1q1/lK1/5CgD/9E//xJ/+6Z/yxBNP0NzczD/8wz9QW1ta91SBYLkhSRI47CiG5Sa0\nKVZ3PZieRQdTzTJimo5pmkULVzWVU5PHodF4XoSciKd575jlgty5rrqkVdiEpvPzTivHxmdTeKy5\n9OiE+SajGbx6oJsX9nWRTFtl15IEt2+s45E9LdRWFt/N0TRN9EyU1MQQiXCY8dFuMslRtPQYZvZ3\nd71Ish3V7sfmCmJ31WBz1WB31aLYru1mrAt4+I2963j8jnZePdDNm4f7yGgGH5wc5OMzQ9x3SyOf\nu70tPzleKjgVhS+21fCv5/qIa1a37C+vKL4h0v3bG3n5427SmsHLH3fztc9ZOcO5Rj4A9YHiS7Fh\nqjHNjM7YxpSzV9MKREgjg+ISzgWBQCAQLD9sLS34LodJeT2MR635hqHF0VKj2JwBWr0uLkTjdETj\nV93HrvU1HD4/QmQixYWeMdY0z8yPXM5MHj3CwNv7ONP0OQDS9gSPPLqG8d4XUIDxhIMJ++1sbAsA\nENd0Xum1mtFUO+3cXjN7M5pYMsNbR/oAy1HaUFXafEUgEAiWEkvrKXMWgsEgf//3fz/rz5qamvje\n9763wCMSCJYADieKabmwVMnqwAtg6tNFyFwDD900SRsmDqU4EbJQbBscjecniW8d7iOddSB9Zldp\nWTQv9YSYyHbp/kJrNS51aXXDPt4R4oevX2A4ksi/tn1NkC/c2U59EZM90zTRUqMkJztJTVwmOdmF\noRVf2ivJDiQ5d06s35OppzBNbcZ7TSNNJjlEJjlEPHIy/+ot+5kAACAASURBVLrqqMThbcHhacbp\na0W1l1/1eH6fg1++bxUP3trEcx908v7xATTd5NUDPXx0eohfumcFt22sXVLB8SvL3OwIlnFgJMrx\n0Um2BiZZW1FcGbnPbefOzfW8cbiX/WeG+eJd7VRVuOgPTf2Oivk9FxLPipBu2/Tsq8LFgMLGUYqR\nQb6O5mkCgUAgECw2/va1lJ09ScjbTGx0an6RivVgcwZoL7NEyP54iqSm45xlnrdlRQCHTSGV0Tl4\nduSmEiEz4TD9//pdTtbeja7YMTFovkPFN3EcHWtx8p2uDfzOE+vz27zSGyKenVd/riWIIs8+53rj\nUC+p7OL4o3uEC1IgECxvlrwIKRAIZiK5HKhZN50imXkR0tAT095X6NCKaTqOIjuoepw2fG4bE/EM\ng6PWinYqo/P6oV4ANrRV5stZi6EjGudgthv2lkpf0cLRQhAaS/DD1y9w9GIo/9rqxnK+dN8q2us/\nOa/INA1Sk13Ex8+RGDuHnhmf9X2SrGJ3VaM6gqj2ClSHH9VegWzzIisuZMWBJM3+uzFNHUNPYWgJ\n9Mw4Wjr7X2qUTGKITDJErnxbS42ipUaJhY8AYHPW4Cpfjat8NXZ3/ayCYmWZk9/Yu5aHdzbxzNsd\nHLkQIhpL890XzvDOsX6+8uDqkn7X881nGqs4OxZjIqPzi84RWje5cCrFCdoP72zirSN9GKbJK/t7\n+N8eWk1/2BIhPU4Vn7u0LpNXc0IWLgboBZmQiqkhO4UTUiAQCATLj4q21ZSl3gEglXQxkbTjc6ZJ\nxXrwBrbS7nMDYUygczLJ2oqZC3t2m8LmFQEOnB3m8IURfuXBVTdFSbap6ww89c9cdK0m6rQqffSV\nYe5vW8FY7z4APu6qZ+/dd+KwW/OCnskkB7MRRVsDPtpnKWEHSKV1Xj9ozb/Xt/pv2ixNgUDw6UGI\nkALBMkR2ulCSlggpmybJTE6EnN7gxVkgOiY0HRzFiyy1lW4m4uMMjVrC5gcnBphMWMfcW4ILMq0b\n/Cxbhu1W5asGbi80hmny5qFennmng3TGWoUu99r55XtXsmt9zVUdgKZpkop1Exs9TmLs7AzhFyxH\notPbit3ThNtXT3VdC2PjyevKsZMkBUV1o6hubM7AzPEYGpnkCKl4H6nJblKTXeiZCYC8WzI69B6K\nzYfbvwlP5WbsruoZ+6kLePiDJzZz8lKYH7x+gaHROBd7x/mL/zjII7tbeOy21nwTnsXEpSo83lLN\n9y8OMJ7ReKUnzOOtMz/PbFRVuNi5rpqPTg/x3vF+PntHa94JWV/lKcn1aZrmlBPyKuXYKU1BYmqf\nwgkpEAgEguWKvaEeTzqc/T+JoTEfvtow6ZgV01PvcWCXJdKGyeWJ+KwiJFhVJgfODhOZSHF5IMqK\n+qtXbSwXwr/4Gf19k3TV3wZAoizCrz24k3DHD1EkCMVc2AN35T+rbpj8rHMIE3AoMnubrj43fudY\nf37+/eie1vn+KAKBQDDvCBFSIFiGqC43StyakEgmJLNuK+OKcuzCkudEid1kayrdXOgdZ3A0jm4Y\nvLK/G4CWGh/rWoovn3mjP8xothv2Y83BopuJzCeDo3H+7cUzXOi1nIuyJPHgDisL0eWYfXxaepzY\n6DFi4WNo6ci0n0myDWfZSlxlq3H62lDtU6vUqioXlFnPPZKsYnfXYXfX4au61SoLT0dIRi+SGD9P\ncrITTAM9M8HE8IdMDH+IzVWLp3IL3sotyOp0UWxje4C/+G0/rx3o4RcfXCadMfjvDzs5fH6E33p0\n3ZJYgV/v97LR7+VkZJKPR8bZHPDR5ivOYfiZXc18dHqItGbw5qHeaSJkKaQMAz3bMH1GJmS2HDuZ\nUSn8ieWEFCKkQCAQCJYfss2OVOnEmZkgafMxNu6D2jCZ5DCGkUGRbbT6XJwfj3MpOnOBNsem9gCq\nIqHpJofPjSx7ETJ2+hSDr77BqcbPgiShqSnu3NtOovd1FCmDYcLHA1v4nS+uzG/z/lCEwUQagIcb\nA/iuMjdOZ3Re+qgLgPb6MtY2z54ZKRAIBMuJxVcDBAJBySgudz4TUjIpcEJeIUJe6YQsgVwu5MhY\ngv1nhhkZs/a9d3dz0Y6xvliS9wfHAFhd7mZL5eKW9RqmyesHe/npOx1ksq7E5movv/nIOlpqZ47N\ncj32MDHyMYmxs+TKnsFqDuOuWIerYi1OXzuyXFop73whSRI2RyW24E58wZ0YepJE9CLxyEkS4xcB\ng0xikLG+QcYH3sRTuRlv1Y5p7khVkdm7u4Xta6v5j5fOcqYrQl8oxl/+p+WKfPyONtQiS/vni8+2\nBOmIxknoBs9eHuL/3NiMTb72mJprfGxsr+TkpVHeONRLPGndR6U2pUkWuFqvLAfP3YdJTSE3IsXI\nIIEQIQUCgUCwbLE1NlDWHyZp8xGbyJUPm2QSgzg8TbRnRchPyoV0OVQ2tFZyrCPMofMjPHnPiiWV\nP10K2vgYA9/5NqeDt5NWrfPh35FhpTPKxJjVSObDzmY+f9/t+XnTaDLDm/2jADR7nOwMXl2Efedo\nP+MxS6z83O1ty/Y8CQQCQSFChBQIliGqy41iZFeZ9YLGNEYa0zTy+YKFTshkiU7InAipGyY/eesi\nAFXlTravKa6rtW6YPHvZKjWxyxKfb6le1MnTeCzNd184zclL1sRPkSU+e3srj+xumSGomaZBPHKK\n6PBHZBID037m8LbhDWzBVb4WWbEv2PivF1lx4vFvxOPfiK7FiUdOERs9Rjrej2lkmAwdYjJ0CIe3\njfLaO3B4W/O/p+oKF3/05a28c6yfp9+8SDKt88K+Lk53jvK1z22gxl98t/C5xmdTebQ5yDOXhwin\nMrzZN8rDn1DOVMjenc2cvDRKLDnV9KdUJ2Shs9h1RZn6lAipImfLsWXDOpYQIQUCgUCwXClvW4P3\n8kWGva0kxqcqI9LxgawIWZgLmbhqBvgta4Ic6wgzHEnQF4rRGFw6WeHFYhoGg995istyE2FPIwDJ\nxiF+ffttDJ//D2QJ+sa91LbeR112odM0TX7RNUzGMJEl+Hxr9VUzMdMZnRcLXJCb2isX5oMJBALB\nPCNESIFgGaK43KiGFWaNIeWdkGAJIEp2NdYuS8gSGCYkSswjrCnokD02mS0Z2dmMUoTbDOC9wQgD\n+VKTKipKyKOca453hPnXF04TzZawN1V7+Z3H1tNYPX3Sa5o6sdETRIfeR0uN5l+XFAfeym34gjtQ\nHcu3k6OiuvEFd+AL7iAV62MydJBY5CSYOqnJywxfvIzd3UBZ7R24ylYjSRKSJHHP1gY2twf47gtn\nONMV4fLABH/+bwf4yoOrF7WD9raAj2PhCS5E47w3GGFTpZd6z7VFvrUtflpqfHQNTeRfK1mELHAW\nu5QrRUgrEzKZUfLl2KqZzXAVIqRAIBAIlinlbavwpg4AoGt2RmNOKj1J0nFrwbbO48Ahy6QMg0vR\nq4uQ21YF+XfpLKYJRy6ElqUIOfrSCwxeGqSj8VEAku4ov/TYbQx3/BxZMkhrMidGd/I7dzfltzk2\nas1ZAO6q9VPrdlx1/28f6cu7IB+/Q7ggBQLBzcPidxkQCAQlI7tcKFlnlVTghITpJdmSJOVLRRN6\naeXY1RUuCuc7XpeNOzbXFbVtKJmeVmqyq3px8n50w+DpNy/y//7kWF6AfPDWJv6fr26fJkCapsFk\n+Cj9p/+B0e7n8gKk6qjE37iXhg3/F/7Gh5a1AHklDk8DgZbHadjwvyivuwdZsTIV0/E+Qpd+zOC5\np0hEL2KaVgl6ZZmT//uXt/LkPStQZIlUWue7L5zhqedPk0qXdm3NFZIk8fnWauyyhAE82zmMbppF\nbfeZguZKLodChbc0V2uhs/jKcjOzwAmpZu8hxdAwAcl+9QcOgUAgEAiWMo7GJrwFudgjUWsulY5b\nzWkUSaLFZy22dU8mZ+4gi9dlY2WDNTc80RG+6vuWKokLFxh67nlO1t6NKckYssaWh4LYx04gG9b5\neevSSn7pwR158TCu6bzQHQIg4LBxb/3VnY2pjM6LH1tZ7O31ZWxsEy5IgUBw8yBESIFgGSI7nShZ\nZxVIpDJTIsjVciFLdULaVJmq8inX1v3bG3HYrt1gxTRNftY5jGaaKJLEF9quXmoyn4xPpvib/zrK\ny9mGOmVuG//rl7bwKw+swpYVjUzTJDF+gcGz/8Jo93PoaSu/UnVUEWj5AnXrvo4vuGNZlF1fL4rN\nQ3ntXdRv+J9UNDyEYrOyMTOJQUY6fsjwxe+Rilm5RrIs8cjuFv7017ZT7bdEy49ODfGX3zvI4Gh8\nUcbvd9h4qNEqw+6Pp9g3NFbUdreuDeav71I7Y8MV5dgznJDWPZjSVGyKtV/F0DAdNqQincQCgUAg\nECw1FK8XxWOiGJZDLzJuiZCZZAhDt15rylYk9MVTaMbV556bVwQA6Ogfz3d/Xg7ok5P0P/VPnK3a\nScJmlaTbNkfZXVdFMnIQgHPDfrZtvhe/b2rh8aWeELFsFcXjrdWfmGP99pE+olkX5OeFC1IgENxk\niKchgWAZIjunnJAA6QInpDmjQ3ZWhCzRCQlTJdl2m8z92xuL2uZweOL/Z+++4+Oq74XPf845U6UZ\n9d4sW7JcwRU3bGwDpgRTAgQSQiDlhtwnyc2+nt3nuU/2vvZmn+dm9142eTblbggXCEmAAKH3UAKY\nAAZT3auKJVm9lxlNOW3/ONMkq4xlyUjy7/2KXzjSnDNHxzM6v/meb+HkoNWvclthJvnuc5/5deJU\nH//9j59w4pQVkFpclsH/+Pa62IIXrP5FHTWP0Fn3OGqwAwCbK4fs8psoXPL3pGZdEOuteT6QFQdp\neRsoWvoPZJZcjWyzypNDvnraTzxI18ln0MLWNPH5hWn8n9+8iHVLrGE2zZ1+fvrQJ3x2vPMLOfYN\neekUR0qa3mzupi808YcZRZb5zjVLqCpJ5/rN88/4OaPl2BLgHCMIGVRt2CQrM1MxVXDM3WC2I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W1rJgwQKysrLIzs4mOzub9HTrd8eHH37IqVOnxJpUOO8kZkIC+IfiwTstHB9OkxMp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dOw6I+sMEbIX0f9ntcAFUVrJKPoUrT65B6fZ81nVeQ7NOh0MWwOhYp9KoWlLXhmZlDlC7Kq\nronWSJTzCzIxaGWPSDE45M4TQgghhOimffsqufXWmznttLlceOHZvPji84nHqqur+OlPf8Rpp83h\niisu4quvVn/ruT788D0uvvg8TjttDr/61R00NTX2d/eFEKJPuPwhntxWkQhAFlhMXFGYhSYSLxJi\nNsczIaMxhcryFsp3u3t8DZ0xng2mKDpUNYKr9B+Egw199yKGAINWw6zMdG6dXMAlRVkUpMSL+ERU\nlXVuL09sr+CJbXv5ytWEPxI9xNmGr7asxz/vqOSPW8pZWduYCEBmmA2cX5DBz6cUMD/bfsQFIKPh\nFlylL6HGgoAGZ+FF6E3OHp+nwdXKjk3VBEPxpelpafsL9gQiXDMuh9zk+H6Zmxpa+NOOShoC4b56\nCWIQDOf5qAQhhRBCCCG6QVVV7rjjFmw2G3/964vcfvsv+dvfnmHZsvcBuPPO23A4nDzzzPOcfvqZ\n/OpXd1BXV9vpubZt28L//u//cM011/P008/i9TZz332/G8iXI4QQPRZTVT6r8fDo1r2JJbLH2lO4\nalwO2tiBKsUaTRCASNgAKKz6pJRYLNbZKb+VMTkHe8H58WtHfLhKXiQa8fX+hQwxWkVhsi2F64pz\n+cnEfI5zpmLQxDNHK1uDvFlWxwMb9vDi7mq2e1qIHDTWw5Wqquxt8fOv8jr+d+Me/lFawx5vfM9H\njQITrRauGpvNLRPzmeFMOyKrO8diYVylLxMNNQFgy1+EKaXwsM616pMSVBVC+4OQOl3bezCGWafl\nh+NyOcYaz1Cu8gVZurWcr1xNqOrwv5eONsN9Pjok3sl79+7lmmuu4dhjj2X+/Pk888wziccqKyu5\n6qqrOPbYY1m0aBGfffZZu+d+/vnnnH322UydOpUrr7ySioqKge6+EEIIIY4CDQ1uxowZx2233UlO\nTi4nnHAi06fPZNOmDaxbt4bq6iruuONX5OcXcMUVVzJx4iTeeeftTs/1xhuvMn/+aZx++kJGjRrN\nr399D6tXf0ZNTfUAvyohhOiePV4/T26r4J2KeiKqilaBs/IcXFiYiV6jIXLQ0lmNEg9Q6o3xJaWN\nbh87NtUc1nWT0otJz/kOAJFgA/Wl/0CNRXr5aoaurCQj5xVkcueUQhblO8nYX3Qloqps8bTw/O5q\nlmws5e3yOkqbfUSHURBJVVWqWgN8UFnPQ5vLeGp7JavqmhJZjzajnu/k2vnFlEK+N3oEY9KSj9j9\nC1VVxV32JiFfFQCpmSdhsU89rHNVlnnYWxLPEjYlpwGg1cQDuuFwPIPWoNVwaVEWp+fY0QChWHw/\n16d3VFLZGujlqxEDabjPRwc9l1lVVa677jqmTJnCW2+9RVlZGbfeeitZWVmcddZZ/OhHP2L8+PG8\n/vrrLFu2jB//+Me8++67ZGVlUV1dzU033cQtt9zCnDlzeOyxx7jpppt4++3OB1gIIYQQQ1PU5yP0\nLRMerVaDLsWEzxsgGu15Nk1nDFkj0CZ1v1qC3e7gd7+7P/Hzpk0b2LhxA7fd9gu2bt3M2LHjMBqN\niccnT57Kli2bOz3X1q2bueKKqxI/Z2RkkpmZxdatm8nKGnEYr0YIIfqeqqqUtQRYXt3AzqYDGYjZ\nSUYuLMwkK+nA77x2QUjiQQ2zJRW7Mxm3q5UvP93DmAkZ6A09/wiamnE80VAjXtcXBFsrcJe/hb3g\n/CM2QAVg0mk5MTOdWRlpVPuCrHd72eD20hqJ4ovEWF3XxOq6JsxaDcXpyYxPt1CUasasG1oFbcKx\nGGVeP9sbW9ne2EpTqH0AWa9RKE5PZoYjlaLUpKOmOnhj1TL8TTsASEqfQNqI+Yd1HlVVWfXfEgBM\nSXrsGU58ngq0mvh7MBKOoqoqiqKgKArzsm2MTkvi1dJaXIEQe1sCPLGtgvHpycwbYSPvKNuD9JsO\nNR+Fvp+THm3z0UEPQtbX1zNhwgTuvvtukpKSyM/PZ9asWaxduxa73U5lZSWvvvoqRqOR6667jlWr\nVvHaa6/x4x//mFdeeYVJkyZx5ZVXAvDAAw9w0kkn8dVXXzFz5szBfWFCCCGE6Jaoz8eeO28n5hvY\nJXaapCQKlzzUo4lfmwsvPJu6ulpOPHE2J588n6VLH8bhaL+Hk81mw+XqfPmL2+3u0N5qtVFXV9fj\nvgghRF/zhiNsaWjhK1cTNf4DlYnNWg0Lcuwc70xDq2kfLIpGDv4wHg+AaHVJzJpfxL//sQl/a5gN\nX1Qwc87hLTdNzzmNSKgRf9PX+Bq3oqtOJz17wWGdazhRFIXsZBPZySbOyHOwu8nHencz2xtbCcdU\n/NEY691e1ru9KEBOspGilCRGpZrJSzZhGuCgZDgWo6o1SKnXT0mzj70tASLfyNbUKDAmNYkp9hTG\np1swHmVFUlrq1+KtWwWAISkH28hzDzugvnNrLfW1LQDMnF2A3hTPfNQo8UxIVYVYTEWrPXD+3GQT\nN0/M4/PaJv5b1UAwFksEiXOTjcx0pjHZkYq1Ny9yGJL5aFx/z0cHPQjpdDr5wx/+kPh57dq1rFmz\nhrvvvpuNGzcyceLEdlHc6dOns2HDBgA2bdrULthoMpmYMGEC69evlyCkEEIIIfrNffc9SENDPQ89\ntISlS/9AIBDAYDC0a6PXGwiFOt/4PRgMoNfr2x0zGAyEw6FO2wshRH/yRaLU+ILs8frZvT9wdHDY\nyLy/gMqJmekkdRHUalv2CaCo8edrdGby8mzkFVqp2ONhw5cVTDg2m2SLsdNzfBtF0WAvOJ+6Xc8R\n8lXRXPsZOkM6Fsf0Hp9ruNIqCuPSkxmXnkw4FqOk2cc2Tzx41BqJohLfQ7KyNcjyGg8ADpOefIuZ\nMc5ULCpYDTrSDbpeZxyqqoo3HKU+EMIVCFPlC7CvNUiNP0hnW1YaNRrGpiUx3prMuLTkIZexOVD8\nzbtpqPgPAFpDvPiSRqM/xLM6FwlH+XLFHgDSbWbGTxmB3xMPNilE0GqjRKNaIuEo2m8EenUaDXNH\nWJnmSOGzmkZW1TUSiqn775863iqrY6w9hYJkIyOTTGSaDQMe0BaHNhzno4MehDzY/Pnzqa6uZt68\neZx++uncf//9ZGRktGtjt9uprY2/serq6jo87nA4Eo8LIYQQYujT7v8G+FDLsVNTTDQP4nLsg40b\nVwzAzTf/jHvu+TVnnXUuXm9zuzbhcAiTqfNlTfEJXvsJYSjUdXshhOital+QvS1+AtEYgUgMfzRG\nQzBErT+EN9x55eXsJCMznalMtaceMlvtQCakihqLV83W6uKFME6YV0TFnjVEwjG++rSMeQvHHdZr\n0Gj0OEddQs3O/yMaaqSh4j9o9amY08Yc1vmGM71GQ3G6heJ0CzFVpcoXpKTZR0mznzKvP5F9WB8I\nUx8Is67+wP+jdIqC1agjRa/DoteSotdh1mnQKRr0GgW9RkEFIjGVqKoSian4IlFaI1FawlG84QgN\nwTChbymQoyGecTcq1UxRahIjLWZ0mqNjqXVXQr5q6ve8BqgoWiMZRZei1Scf9vk2ramkpTlegOaE\neUVotRo0B53PaAzh85kJh2MYu5heWPQ6vpPnYO4IK+vdXr6sa6IuECIG7HB72eH2JtqmGXRkmQ2k\nG/WYtRpMWi1mnYYxqUmkGw8vkDqUdGc+Cn0/Jz3a5qNDKgj56KOPUl9fz29/+1vuv/9+/H5/hyiu\nwWAgFIpHZTuL8h78eHd981uBo13beMi4dCRj0zkZl67J2HROxqVrR+vY6FItGFO7/hCp1WpISTWj\nNvv7LAjZUw0NDWzZsom5c+cljhUVFREOh3E6nezduwed7sC/m8fTgMPhaHesjdOZQWNjQ7vHGhrc\nOJ3OTtt/m6PtXhFC9FxjMMyjW/cesp1GgbxkE+PSkploteA0Gw75nDaRcPx3s04XBTX+oVZrSAXA\nkWlh3DGZfL2llh2bqpk8Ixeb8/CCL1q9hYyiS6nZ+SxqNEB92etkjrkSQ1LWYZ3vSKBRFHKTTeQm\nmzh5RHxJdLUvSEVLPDux0hegPnAg0BBRVVyBMK5A59lRhyPdoCMn2UhOkomcZCP5FvNRt8z620RC\njdSVvIQaC4GixVl4MXqT89BP7ILfF2L96vh7ekRuGgVj7MCBwD+A0RAPQka6+JLhYOaD9iCt9YfY\n1tRKiddPWZMvkRXdFIp02NMTIFmn5ZdTC4+I/Ty1SUmYRxV9axudTkOKNZmIp7XdXrgDxeOJz0fn\nzJmXOFZQMIpwOIzdbqe8fE+79m63G7vd0em5HA4nbnd9u2MNDV237wtDKgg5ceJEAO68805uv/12\nLrzwQpqb20dxD47KGo3GDgHHUChEampqj66bmmruRa+PXDIuXZOx6ZyMS9dkbDon49I1GZvODea4\n7N27mzvvvJ0VK1bgdMY/OCxfXoLdbmf27BN48cW/kZysT3xBum3bZmbOnIHV2vGD9rRpx7Jjxxa+\n972LAaiursblquOkk47vtL0QQvSGWafFbtTjDobRKgomrQaTVkOaQUem2UCG2Uim2cCIJONhB44i\nkXigw2QMJo5p9SmJvx83t5DdO1xEIzFWf1LCmYsnH/br0ZucOAsvoq7kBdRYCFfpS2SOvQadLv2w\nz3kk0Ws05FvM5Fvi/8/U6TQkpZrZXe2hpjVIfSBEYzCSyGr0hqMEolEiqtphKbVCfBm4WafBotdh\n0Wmx6LWkG/U4jHocJgMOk/6oXV7dHbGIn7qSF4lF4ns32vPPxZRS0KtzrllZTigYf8/Nml+U2FNS\nqz8oCGmMx0raviDoDkVRyEoykptqxmpNpsrVTKU3QK0/SK0vRK0/uP9+ieGPRomp8X1Ih3/4cfio\nqqrirrt+zptv/icRLNyxYxtWq43Jk6fy0kvPEwqFEvPRTZs2MmVK55XXJ06cxKZNG1m4cBEAtbU1\nuFx1TJw4qd/6P+hBSLfbzfr16zn11FMTx0aPHp3IKigpKWnXvr6+PjHxz8zMxOVydXh8/PjxPepD\n8yBmVQxFWq2G1FSzjEsnZGw6J+PSNRmbzsm4dE3GpnNDYVxyc0dRXDyB22//ObfccivV1VU8+OCD\n/OAHVzN69AQyMjK59dbbufrqa/n00+Vs2rSZX/7yN3g8rUQiYZqamrFarWg0GhYtOo+bbrqeMWOK\nKS6ewCOPPMTs2XNJSkrH42ntUb/axkYIIbpi1Gq4ddJIIqqKXtM/2WltgQ6T6UCSyMFBSEuqickz\nc1m/ai/lJQ3sK/eQM/LwS1+YUgqw55+Du/yfRMNeXCUvkTPhKkC+yOmMUashO9lEhvHbs1vbll9D\nfNm2RuGIrkLe39RYBNeeV4gE4tlm6dkLSLYd06tzNjb42LahCoDR4zPIzD6QhKXVtV+ODXQrE7Ir\nZp2WwhQzhSkd5xmqqvbr7xTRufHjJzBu3Hjuv/8ebr75Z1RX7+PJJx/lBz+4mqlTp5GRkcl99/2W\nK6/8IStXrmDHjq3cddfdAEQiEZqbm0hPj89HzzvvQn7ykxuYOPEYiosnsHTpw5x44px+q4wNQyAI\nWVlZyc0339wuq2Dz5s3Y7XamT5/OM8880y6Ku3btWmbMmAHAlClTWLduXeJcfr+fbdu2cfPNN/eo\nD9FobFDSaIc6GZeuydh0TsalazI2nZNx6ZqMTecGe1weeOAh/vjH33PttVdhNpu58MJL+O53LyIW\ngwceeJglS+7lyiu/R25uHg888BA2m5NIJMb69Ru45ZYbeeWVt8nKyqK4+Bhuv/2X/OUvT+H1ejnu\nuBP4+c/vkn9zIUS/URQFfT8Gk9r2hDw4E1KjS2nX5tjj89m+oZqAP8yq/5ZwwQ+m9yrAlWybTCTU\nSFP1J4QDtdTufhWb7drDPp+IZz0eXElZHD5VVXGXv0WwpRwAi2MGKRkn9vq8qz8pJRZT0WgVjj+5\nfbV5RaODiAZ0MYyG/UHIyOEHIb9Nf/9OEZ3TaDQsWfIwf/zj77nhhqsxm80sXnwJF1wQX12zZMkf\nWLLkXn74wyv2z0cfJiMjE4DNmze2m48ec8wk7rij43y0Pymqqna9m+wAiMViXHzxxaSlpfHLX/6S\nyspK7rrrLm644QYuu+wyzjnnHMaOHcuPfvQjPv74Y55++mneeecdsrKy2LdvH2eddRY33XQTp5xy\nCo899hjl5eW8+eabPeqDZ5DW8g9VOp0GqzVZxqUTMjadk3HpmoxN52RcuiZj0zkZl661jY0Y3uTe\n7kje950bquOyfvVeVn9SyujCMsaN3YsaieFMu4yksWPbtdu8tpKVH+4GYMHZ4xk7MbNX11VVlYa9\n/6K1YQMA9pzjSB2xkGh0UD/mDilD9Z4ZCvpzbDz7luGt+xwAc9pYHIUXoSi9yxqsrmjkn3+P3+tT\nZuZy4oLR7R6PtrRQ8eX/orHq2VuZxeatYznjgmMoHNOzPf7knumajE3nujsfHfS8WY1GwxNPPEFS\nUhKXXHIJv/71r/n+97/P5Zdfjkaj4cknn8TlcnHBBRfwr3/9i8cff5ysrPimwzk5OTz66KO8/vrr\nLF68GK/Xy2OPPTbIr0gIIYQQQgghji6RYLzIidkUz4RUW6I0fvRBh3YTpmaTZo0v7fxyeWmvs7QU\nRcGWfxamlHhGmHvfl3iqPunVOYXoLa/rq0QA0pCUjb3ggl4HIFVVZdV/SwEwmnRMO3FkhzZNny5H\nbY0Xj0lkQvZiObYQfW3Ql2MDOJ1Oli5d2uljeXl5PP/8810+d86cObz33nv91TUhhBBCCCGEEIcQ\nDsQDHonl2K0RWtatJeyuR39QpVWtVsPxJ4/ig39uxdscZMvafUw9Pr9X11YULY7CxdTteo6Qv5bG\nquUoWgspjum9Oq8Qh8PX9DWeyniMQmew4hx1KRqNvtfnLf3aRW1VvHDv9BNHYjK3P6caidD48Uco\nM+JFgtr2hAwH+64KuhC9NeiZkEIIIYQQQgghhrdIKB7oaAtCqq1RUFUaP/6oQ9tR4xxk5cSLaaz9\nfC8Bf++DJBqtiayxl2MwxYvdeCr+g69xR6/PK0RPBFsrce95HVDRaM04iy5Dq+/9linxqvLxLMiU\nNBPHTMvp0KZl/e/Rq0sAACAASURBVDoingZUXzzzsS0IGWrx9/r6QvQVCUIKIYQQQgghhOiVtuXY\nRlP8z4jJAsSXh8aCwXZtFUVh1ilFAISCEdZ+Vt4nfdAZUhgz/YdodGZAxV32BoGWvX1ybiEOJRxs\nwFX6MqoaQVF0OIsuQW+y98m5t6zfR3NjAIAT5o1Cq+sYyvEsi29/4AvEHzMawoBKqFWCkGLokCCk\nEEIIIYQQQoheiYQiKEoMgzG+H93e1PiS0JjPR/Pnn3Von5WbRlGxE4At6/bR2ODrk36YkjPIGnMZ\niqJDVSO4Sl8m5K/rk3ML0ZVouBVXyYvEIvH72F5wPsbkvD45dzAQTgTqM0akJN43B/OXlhIoiRd8\n2mOOfwGg0ajo9RHCvkCf9EOIviBBSCGEEEIIIYQQvRIORTEZQyhK/Oet2hY0OdkAeD76ADXWsYrs\nCfNGodEqxGIqq/5b0md9MVnycBReCCio0QCukheJhJr77PxCHCwWDcbvsWADANac75CUXtxn51/7\n+V6CgXhwf9b8IpS2N9lB2opABRUdu7IjieNGY4iwP9ihvRCDRYKQQgghhBBCCCF6JRKOYjIdCHZ4\nVZXPs+P7PoZravBt3dLhOanpZibPyAWgbJebfeWePuuPOW0stvxFAETDzbhK/k4sIstSRd9SYxFc\npa8Q8lcDkJpxIikZx/fZ+Zsb/WxeWwlA4RgH2XnpHdpEGj14v/oSgC3ObJoMBwUhDaFE0SghhgIJ\nQgohhBBCCCGE6JVoJJoohAHgjal8lddMq9YEgOfD9zt93rRZ+Ykqv59/VEIspvZZnyz2Y0kbcQoA\n4YALV+k/UGORQzxLiO5RVRV3+VsEW/YAkGybQlr2gj69xhfLS4lFVRQFjp83qtM2jf/9GPZnGm8s\nNtCqHsg6NhlDUh1bDCkShBRCCCGE6KE77riF++//XeLnO++8lTlzZjJ37nGJP1etWtnl85988lEW\nLTqNs85awBNPLB2ILgshRL+KRGKJTEgVaFVVYqYIG7LiS7J927YSrNrX4XlGk56ZcwoAqK9rYeeW\nmj7tV2rmbCyOGQAEW/dSX/YGqtpxabgQPaGqKp7K9/A1bgXAlDoGW/7ZnS6VPlw1lU3s3u4CYOKx\n2VjtSR3axEIhGpf/F4DdlhE05zTjVyGmxoP5RmOISCjaZ30SQ8twnI/qBuQqQgghhBBHiGXL3mf1\n6s9ZuHBR4lhZWRl33/0/TJ8+M3EsJSW10+e/9NILLFv2PkuWPEw4HOaee36NzWbjkksu7/e+CyFE\nf4lEVUz7MyFjGgPJ2jS80SY2T9Bw/D4NOmI0fvQhmVdc2eG5E6aOYMvafXjcPr5YsYei4gz0Bm2f\n9EtRFKy5ZxANt+Bv2oG/aQeeyvew5i7s04CROLo0166kpf4rAAzJuTgKL0RR+i7HS1VVPvsoXmjG\nYNQyY3ZBp+28X6wi1tICwLpCK4pSD0BrTEOKVsVoCNMSkaD7kWi4zkclE1IIIYQQopuam5t54oml\njB8/MXEsHA5TXb2P4uIJWK22xH86Xeff9b722stce+2NHHPMZI49djo33ngzr7/+6kC9BCGE6BeR\nqJrIhIxpzORoxgMQdDazPT1eJbjp88+I7g+YHEyj0TBrfhEAvpYQ67/Y26d9UxQNjoLzMVryAWip\nX0Nz7ad9eg1x9GipX0dTdTz7UG9y4hx1KRqNvk+vsWtbHXXVXgBmnFSAOcnQoY2qqniWfQiAy5BG\nzbh4+2iTndZwfA5iMgWJSBDyiDOc56MShBRCCCGE6KbHH3+EM844i4KCwsSx8vIyNBoNI0ZkH/L5\n9fX11NXVMmXKsYljkydPpba2moYGd7/0WfTem2++SXFxMePHj2/354QJEwDYtm0bF110EVOnTmXx\n4sVs3bp1kHssxMCLxkhkQqo6M6aWkaixeKbh+tEp8UbhME2fLu/0+fmjbOQVWgHY+EUFLc2BPu2f\notHhLLwEvSkDgKbqT/C6vuzTa4gjn69xBw0V7wCg1afiLPoeWp25T68RDkf5YnkpAGlWM8dMz+m0\nnX/HdkL74kVr1mblohriXwJE6vJoCMWDohZLK1FZjX3EGc7zUVmOLYQQQohBFwxEaGzwdfm4VqvQ\n2hzC6/UTjfZN0YJ0WxJGU/enQmvXfsXGjRv4299e5qGHHkgcLy8vIzk5mXvv/Q3r168lIyOTa665\nnhNOOLHDOdzuehRFweFwJo5ZrTZUVaWurg6bzd67FyX6xVlnncXcuXMTP4fDYX7wgx8wf/58/H4/\n1113Heeeey5LlizhpZde4vrrr2fZsmWYTKZB7LUQAysag+SkePVpVZeM2w0xUwZaWy1No5vYuzWD\nfH8dno+XYT3tOyjfyM5RFIVZpxRRWbaGSCTGFyv2sGDR+D7to0Znwll0GbW7/ko01Iin8j0UjRGL\nfUqfXkccmQIt5dSXvQ6oaLRmMkZ/D52h86WuvbHpywpamuMBxVmnjEKr7Tx3zPNRPAvSrzGwa3x8\nbmTAjL8xA5ffBalgSfYTVfuu2NOR7lDzUej7OenRNh+VIKQQQgghBlUwEOGFJ1cTCg5sxVKDUcfl\nN57QrYlfKBTioYce4LbbfoHB0H5J1N69ZQSDQU444USuuOIqli//mF/84mf86U/PMW5ccbu2gUA8\ns0evP7Bsq+184XAIMTQZDAbs9gMT8qeffhqAW2+9lbfeeguz2cwdd9wBwF133cWKFSt47733OO+8\n8walv0IMBq0ugsm0//eYwUZ1g4+IPhetrZaYJsi6nBHk764j6vHQsm4tKccd3+Ec9gwL46eMYNuG\nanZuqWXS9BwyRvRtkEdnSCVj9OXU7vwrsUgLDXvfRqM1kpRefOgni6NW0FeFq+QlUKMoGj3OokvR\nm5yHfmIPtXqDrFsd344gOz+dgjGOTtuF6upo3bgBgPXWUcRs8ey1HE0xTaoGl88IgEajYkwOoUaj\nKNq+2Wf1SCXz0YGZj8pybCGEEEKIQ/i///sTxcUTmDmz44fmq666ljfffJczzjiLoqLRXH31dZxw\nwom8/fYbHdoajW0TvHDiWCgUn+xJ1tzw0NTUxF/+8hduv/129Ho9mzZtYvr06e3aTJs2jfXr1w9S\nD4UYeKqqkmQ5sHw6rEnH6wsTa3KQpIkvxa6cEKZRZwHAs+yDLs81c05hoijN5x+XoPZDFpfeaCNj\n9PfQaE2ASn3Z6wS8pX1+HXFkCPnrcO3+O2osBIoGR8GFGJNz++VaX67YQyQc38PxpAVFXRZPavz4\nQ1BVYihsGm0BJf4+GWmIbxNS23ogQGVODXe6F6sYfo6E+ahkQgohhBBiUBlN8W+AD7UcOyXFPGjL\nsT/66EM8HjennRZfktv2LfEnn3zMBx8sx2KxtGs/cmQhZWV7OpzH4YjvReZ2u8nKygKgocGNoijY\n7Z1nO4ih5cUXXyQzM5PTTjsNgLq6OsaOHduujd1uZ/fu3YPRPSEGRTQaIzWlNfGzJ5AM+AGFKdZj\nWeVeQdRSz1r7KBbUbiJQWoK/tATzqKIO50pKNjBtVj5fLN9DdUUTe3bWM2pc32ecGcyZOIsuo273\n86ixMK7Sf5Ax+op+Cy6J4SkcbKBu9wvEovH72THyfMxpY/rlWq4aLzs21wBQPDkLR2ZKp+2ifj9N\nK+OFlXZYRhIZGa+IPc46mrSIDXDj9hmJREGnheSUINEWL7q0tH7p95GiO/NR6Ps56dE2H5UgpBBC\nCCEGndGkIzO76yV3Op0GqzUZj8cwKFUeH3vsaSKRA8tznnxyKaBw4403c//9v0Oj0XDnnb9OPL57\n906Kijp+SHE4HGRkZLJp0wayss4AYOPG9WRmZsl+kMPEa6+9xnXXXZf4ORAIdFgSZTAYEhkF3dXV\nnl9Hs7YxkbFpbyiOSyQcJWV/ENLvg6aDsrcWFM7ii4aVxNQY28camF2nw6hGaPr4Q1LGdh7MmXZC\nPtvWV+FtDrL6k1KKip3der09HRtdWj5ZYy6leuff44HIkhfJLr4KQ1Jmt54/XAzFe2ao+LaxiQSb\ncO1+nlgknkXoLDyHFMcx/dIPVVVZ9XEJAHq9lhNPKUKn6/zfq2nVStT9y2nX5mQR1cWzeOfmnUDT\nvv1LrlUtTQEt9uQoySl+1FZvl+frzNF6z+gsBpItHSuRH0yr1ZCaaqa52UQ0OrBz0qee+nO7+ehj\nj/0/FEXhppt+wgMP/A6NRstdd/0m8XhJyU5Gjx7T4d8+KyuDjIxMtm7dSG5uvJDNli0byMzMIiPj\n8L706fbv3cM6uxBCCCHEUSQzM6vdz0lJyQDk5OQye/bJ/Pa3v2Lq1GlMmjSFDz54l82bN/Lzn/9/\nAPj9foLBIOnp6QCcd94FPPXUozidTlRV5emnH+fSS68Y2BckDsumTZuora3lzDPPTBwzGo0dAo6h\nUKjHy5lSU/u2uuqRRMamc0NpXLyaACmWeBCy1QteTfyDucWsZ9KokUyrnsSafRtRcuvYnFrEjKav\naf7qK5KuC2C0d/4FzGlnT+SNv6+jyeNn19Y6Zp3cMWuyKz0ZG6t1EknmyynZ+DyxaICaXS8w7rgf\nYUo68rLTh9I9M9R8c2zCwRa+3voCkVATAHnF55GRf1K/XX/H5mr27W0EYPapo8nNt3XaTo1GKf34\nIwD2GR00jokXg0o1Wjhl7PH8t3lfvGFUiycYD0KmWHzoIyGs1uQe90vuma4NxthYrUXf+Dme3XrM\nMeM488wz+NnPfsbs2bOYNm0ab7/9Nps3b2LJkgewWpPx+XwEAgFstvi99b3vXcaTTz7KqFH5qKrK\nU089zjXXXHNY90lPSBBSCCGEEKIX5s6dx623/oLnnnuGurpaCguLePjhRxPLW1566XneffcdXn31\nLQAuu+z7NDY2ctddP0ej0XD22edx0UWXDuZLEN20cuVKZs6cSUrKgSVymZmZuFyudu3q6+txOnuW\nSdDc7B/wjIqh7kC2iYzNwYbiuHjcLYkgpLcVqgPxwEimLYnGRh8nZExnzb6NRJQA6/PzmL75a5Ro\nlLI3/kXGhYs7PWd2QRqZOanU7mtm+fs7GTnahjmpuxlKPRwbfSHOgnNx7XmTSMjL118+Rfb4q9EZ\njozlq0PxnhkqOhubaMRP9Y6/EvLHf7dbcxagT5mKx9P6bac6bNFIjPff2gpASqqR4slZXV7Lu34d\ngZr4ku019tGoqWUAHJ81HW9zkFBw/x5/qob6iML/z957B8ZR3vn/r9nZKq12V71akiXZlqvcO+AG\nxARMTQLh0hNI+5LL3ZFLD99ASL4huQTu8iPtQhIInI8aqnEB3HC33Iu6JVtdWu1q++7M/P4YFQvL\nlixLlkSe1z/SzjzPzPM8mtF+5j2fUgTExwdpq2/BchnjF9fMxRlLaxMOR5EkCbfbz7x5S3jwwW/z\nm9/8fzQ1NVFQUMCvfvVf2GxO3G4/f/zj73jzzdd56aXXALjzzntoaGjma1/7OrJsYN2621m37q4h\nX+fd6zIQQoQUCAQCgUAguEy++90f9fl88823cvPNt/bb9vOfv4/Pf743fNdgMPD1r/8zX//6P4/o\nGAXDT39FaEpKSvjDH/7QZ1tpaSlf/vKXL+vYiqKOSqqB8YBYm/4ZS+sS8rdhNOpj8QY1mqNhADIS\nbcRiKlNck3FZnHSEPUSLvFRU5jApcJb2997FtfZmDBZLv8ddurKQl58pJRKOsWdrNcuvH1wuvqGs\njc01k8ScIO6zG4hFPNSf+gvpkz6DbOo/L994ZCxdM2ON7rVRlTDNFc8QCTYB4EhfRkLashFdt8N7\n6/C4deF+0YoCkKSLnq/17bcB6JRtVBZIyOjtlmQuJBZTMXSlQtAUmdauqF1JglCgZUhzENfMxRkL\na/Od7+j2aPc41q5dx9q16/q06d732c9+ic9+9kt9xvzVr36Dr371Gxe0HUn+sQL8BQKBQCAQCASC\nIVJWVkZBQUGfbTfeeCOdnZ08+uijVFZW8sgjjxAIBFi7du0ojVIguPpEuwQbgI6gQiikF2uwx5kA\nMEgGlmYt1Nvamtifqt9Hqs+Hd8+uix43I8dJYbHuVXzs4DncrSPjidZNQupCnJkrAYiF22kqfxol\nKqoK/6OgdhUoigT0kGZ7ygKcmatG9JzBQIT9O2sASM9yUDQ17aJtw3V1BE+dBOCgcwrWbP2+m+Qq\nID1Ov0+M3Xn5VJm23tSBxFTv8A9eIBgCQoQUCAQCgUAgEAgGQXt7O84PVBe12+389re/Zf/+/dx5\n550cPXqUP/zhD5edE1IgGM/EukRIRTHgjalEuyJCjecVKliauQAJ3UuruTBKs1nPk9uxeROadvEK\ns4tXFCDLEpoGO7dUXLLtcODMuAZHhl55NhZupbniGZTYpavlCsY/qhqltfp5wr4aAOKTSkjM+QjS\neUWWRoL9O2qIhBUAlq4uvOT53Fs2ARCVZI7kpBCVdYF8edainjZGY5cnpCrjRSEa1QvVaKbQiIxf\nILhchAgpEAgEAoFAIBAMgkOHDrFs2YWFCWbOnMlLL73EoUOHWL9+PcXFxaMwOoFg9NCieu68Tl88\nUZOK0uWBZTqvImui1cX0ZP3eMGc0sN+l/x6pP0fg5ImLHtvhslGyaAIAddVuaivbR2IKfXBmXIcj\nXb/Xo6FmmiueRokFR/y8gtFBVaI0Vawn5K0AwOaaSlLuLSMuQLa3+jleWg9A0bQ0MrIvnoM01uml\nc/f7ABxPmIghvw2AeFMcJam9FbtNPZ6QBlSDirfTDoAUL0RIwdhAiJACgUAgEAgEAoFAIBgSmqaB\npouQXm88qkkiGtO9FU1y38fN5dm6x1aEAKdz7AQMei7Ijs0bL3mOuYtzibfrRWl2bqkY8WIQkiTh\nzFxFQtoSQA83b654BjUmhJwPG5oao/LwXwl6ugRIZzEp+XcgSSMvlex6pxJNA9loYPF1BZds69n6\nHlpMV/f3Jxei2BsAvSCNSTb1tDs/HFszKLS7HQDI9jCaqozALASCy0OIkAKBQCAQCAQCgUAgGBKx\ncDuSpHsJtrudKBZQVF2ENBr7Pm5OS5qCy6J7e9kLWil1TgbAf+Qwka6Kv/1hMhtZvEIXaTzuIEf3\nnxv2eXwQSZJwZa0hIVUXTqPBBporn0FVhBD5YUFTYzRWrMfbegoAm3MKKfl3IknyiJ+7tqqN2ird\nq7dkYQ4Jzoun8FCjUTre3QJAjS2DztwAWldBmmVduVa76REhNQOqQaHdrd9vkgyRYP1wT0MguGyE\nCCkQCAQCgUAgEAgEgiER9p3p+b3N7US19D5iftATUjbILMmcD0DAXM+hlDyUrjyRHe9suuR5Jk1P\nJz1L9+o68H4NAX9kWMZ/KSRJwpV9A/YUfcyRQH1XjkgRmj3e0dQYLdXPE/SUAxDnmkJK/l1IhpEX\nIBVFZedm3fMyLt7MnEW5l2zv27cXxeMBYK9rGrZMXUwsdE4kIz69T9te4V/CIEt0dDjoTqMa9tUO\n3yQEgiFiHO0BCAQCgaAv7d4Q2w7XE4p8eEMmDAYJq9VEKBRFVUc2wfx4Y6hrE28zsWJ2Fglx5hEc\nnUAgEAgEfQl1iZD+gJVQyIpmPk+ENF7o87IkcyEbat5BQ0Mq8HCyIZ8Zvmo8O3eQfNsdyHHx/Z5H\nkiSWrSnipb8eJBJW2LO1ipU3jXz+VUmSSMxZC5qGr+1AlxD5NGmF9yKb+h+rYGyjqTFaq18g5NUF\nSGfqdJJyb0dRr46P1tH95+ho14XsxSsKMFsuLstomoZ70wYA2kwOatKtWAydQG96g/Mxyb15LCXZ\nQEwx4u2043T4CPlqe3KdCgSjhRAhBQKBYIzx0rYq3j928ZAkgeBiRGMqd1x76ZxCAoFAIBAMF5qm\n9VQTbm93YlAVVEvvyzCjfKGok2xLZGryZE60nUZOOct+VzEzfNVo4TCe7dtIunHtRc+XnuVgyox0\nTh9r4tSRRmbMzSY1I2HY5/VBJEkiccJNYJDxtewlGmykueKvpBV9CtlkH/HzC4aP7irY3UVo4lyT\nKSj5JzyeMKgjm2sUIOCPcOD9GgDSshKYPCP9ku2Dp08RrqsDYJ9rGs78JkJAnNHG7NSZF7Q//56T\nu35vdztwOnxE/HVomjbiBXcEgkshREiBQCAYY3h8YUD3HnDEmQZoPV7RQ0RURQOEJ2RfhrY28VYT\nJUXJIzcsgUAgEAg+QCziRonqXlltbicGLYZq6rVd+vOEBFietYgTbacJaX782XC2NZWcUAsd72wm\ncc0NSPLFQ2IXrSigqqyVaERhx+Zybrt3zlURVSRJIjH7RiRJprN5F9FQC03lfyGt6FMYzY4RP7/g\nylGVMC1V/9OTQsDmmEx64ccxGIxA+KqMYc/WKiJhPdpp+ZpJA1677o26F2TQYOZYYg6WuJ0ALMyY\ni1m+8Dnh/DyssmQEYrS7nUzMq0dVQkRDzZhtlxY+BYKRRIiQAoFAMMbojsCdnp/EA3fNGt3BjBBG\no4HExHjcbj+x2Mi/dR5PiLUZu0SjUZ544j/YvPltzGYTN920jvvv/xoAZWWn+MUvfkZVVQUTJxby\nb//2HaZMuXiY4P/+77M899wzBAJ+Vq5cwze/+S0sFsvVmopAIBAMC+fng2xvd2HQFDD1U6n3A8xI\nnorTnIAn0klSfjP7zkwlp7GFWFsbvkOlJMybf9FzxtstzF2Sy56t1TSe9VJxsplJ066OqNJdrEaS\njHibthMLt9Fc/hfSJn0Ko9l1VcYgGBpKLEhL5d+IBPR8inGuaSTn3Y5kuHqSSHODl1NH9Gin4pkZ\nPTlOL0aksRH/kcMAHHROwZzdioouYC7LujAUG/rmYTXQK0J2E/bVChHyQ8B4tklFYRqBQCAYY2hd\n2aNFpIRAMLb49a8f48CBvfzqV7/hRz/6Ca+99gqvvvoyoVCIBx/8Z2bPnsuf/vQMM2bM4lvf+gbh\ncP8VVN97bwtPPfVHvvWt7/H447/l+PGjPPnkE1d5NgKBQHDlhDp1ETIaNhMMWTFoCvJ5os7FPCH1\nAjULAPDKZylPTMVjjAOgY/PGAc87a0EODpdeTXjXu1VEo1cvj7YuRK7EmbkC0L1Bm8r+QjTUdtXG\nILg8lKiP5vK/9giQ8UmzSc6/46oUoelG0zR2bNJDwE1mmUXXTRywj3uLfi8oGDjonIw1U68KX+DM\nI8ue0W8f4wdFSEkhEjET8upzDXkrr2gegrHBeLZJhQgpEAgEY4zuYiQGoUKOG6JKlDPeOnae28P6\n06+woWYLqia8GD9MeL1e3njjVf79339AcfFU5s6dzz33/BMnThxjy5aNWK1WvvrVB8jNzecb3/hX\nbLZ43nlnc7/HeuGF9XziE59kyZJlFBdP5cEHv8vrr/+dcPjqhIIJBALBcKBpak9hD59H9+iSiGGg\nV9j5YHXs81mStRAJCQ2N5IJ2Djh1T51geRmhmppLnttolFm6qhAAf2eYQ7uvftVfZ8a1uLLWAKBE\nPTSVP0W4S+QSjB1iEQ9N5X8hGmoCwJ66kKTcW5CkqyuFlB1voqneC8D8ZXnE2S/taab4fHh37gDg\nZEI+wcQwQfQK2RfzggQwnleYRkYGKQaAp14/X6izClUZ+crygpFjvNukQoQUCASCMUZ3OLZkECLk\nWCQYC1LuruSduu389cR6frLnP/iXbT/g5/v/k2dPv8i2c+/zWtXb7G08ONpDFQwjR44cwm5PoKRk\nds+2e+/9DN/+9g84fvwos2bN7tN+1qwSjh8/esFxVFXl5MnjfdpPnz6TaDRKRUX5yE1AIBAIhpmw\nrxZV0Sv8djTr4Z4SSlcIqM7FPCEBUmxJFCdNAkBNPMNhRxERSe/r3vT2gOfPn5RCdp4eAl26p45O\nT/+ePiOJI30piTk3AaDGAjSX/5WQt+qqj0PQP9FQG03lfyYW1r1UHenLu/J6Xl0bOxKOsfs9/bpw\nJtmYOT9nwD6ebe+hRXSxcJ9rKikFzQDYjFbmpl08XZMkST1CpKQZ0Qz6MVob9RcFmhYj1Cmu0fHM\neLdJRU5IgUAgGGN0h2MLDXL0CUQDnPGe5UznWc52nqPOV09r8NLhVgbJgKqpbK7dysKMuRiu8pv2\n8YqeLL31ovtjsgG/ZCPkC6Iow+NlarKmYJCtg2pbX3+OzMxMNmx4g6effopoNMpNN93CZz7zBdra\nWikoKOrTPjExierqC418n6+TSCRCSkpqzzZZlnE6XbS0NAEzrmhOAoFAcLUIeE4BIBlMdLR1V4hW\nMJzn53K+V1Z/LMtaxMn2MgKqD0O6n6PthczznKZz/15S7vwYpqSki/aVJIlla4p4/k/7UWIqu96t\n5Ka7LqwWPNIkpM5HNsbReuZlNDVCc9WzJOfdTnzi9Ks+FkEvYf9ZWiqf6xHKnZmrcGYsH5WxHNxV\nS8Cni4HLVhf1VK2+GFoshrvLc+2MLZ2m+ATsFv3l9oL0uZhl86W6Y5QNxBQFAzKaHEaKgbvDicHg\nQVWDBD2niXNdPEfgPzID2aMw/Dbp5dijMP5tUiFCCgQCwRhD1UQ49mgQVWOc89VT462jxlPHmc5a\nmgOXNkLSbCnkJGQxwZ6t/0zI5mjrCf526gUa/E2caDvNjJSpV2kG4xdVCXHu+BNoyqW9WIY7yE2S\nrWRPf2BQhl8wGKCurpbXXnuF7373IdraWnnssUex2WyEQmFMpr4VKs1mM9HoheFOoVAISZIwm/s+\nQJhMJiKR6JVNSCAQCK4SmqYR7NBFSJtjErFol6giKUjnh2NfwhMSYFbKNBLMdjojPpImNrOvfipz\nPaeRFIWOdzaTetfHL9k/OdXO9DlZHDtYT+WpFs7WuElMjL+yyQ2BuMRppBlttFStR1MjtNW8iBoL\nkJC64KqPRQABz2naql9E0/RQ5MSctaP2t/C4AxzeVwdAXmESeYXJA/bp3L8XpaMDgH2uaThzmon0\nFKRZOGB/PS+kgqTJKHIEAxCRbVhseQT9pwh6ytA09aqHpI91BmuPwvDapJdjj8L4t0mFCCkQCARj\njJ5wbCFCpVQHCwAAIABJREFUjhiaptEWclPlqdFFR28t5zrriWn9J7aXJZnM+PQ+gmOOPROr8UJj\nYUHGXF6vehtPpJONZ94TIuSHBFmWCQQC/OhHj5CWpleVbGxs4OWXn2fChDyi0b7GWiQSwWq98Pow\nmy1omkYk0tcYjEaj/bYXCASCsUgkUI8S1fPb2VzFxNRuLxulT07Ii1XH7qa7QM3GM+/ilmoJxE+k\nPH4Ck/11eLa9R/LN6zAM8L9xwTUTqTjZTCgYY+uGMqbNyrqiuQ0Va8JE0id9mubKZ1FjAdxn30KJ\n+XBmrBA23VWks2U/7rNvARqSZCQ5/45R9frbuaUSVdEwGCSWri4asL2mabg36ukI2k0JVMRlk5q+\nj4gG+Y5cchIGvr67xX9JM6IYQ5iAqGzFbEwhyClUJUjYX4fVnndFcxOMDuPdJhUipEAgEIwxNFWE\nYw83qqbS4G+isqOaio5qKj01dIQ9F22fZkshzzGBfEcueY4J5CRkYTJc+isz1uHGu2c3nXv3cDch\n/rxApdJTTZXnDAVOYeRdCkPXG+BLhb/IsgFHgg1v5+iEYycnp2A2m3uMPYDc3Dyam5uYO3c+bW19\nx97e3kZycsoFx3E6nZjNZtrb28jN1a8LRVHweDr6bS8QCARjkWDHSf0XSdY9IdUakAAphqT1etUM\n5AkJsDRzIRvPvIuGRkZRG3u905jsr0MNBPDs3E7i6usv2d9qM7HougK2biijvdXP3h3VFM/qv3Lw\nSGOOyyJ90udorvwbSqQDb+N2YmE3ybnrkAawIwRXhqZpeBrewdu0EwCDbCO14G4s9gmjNqbaqnbO\nVOhpfGYtyMGVFDdgn2B5GeFaver8PtdUTE4vPs0NXLogzfn0pEFQZRSTLjDFZDOymoJkMKGpUQLu\n40KE/ACDsUdh+G3Syw3HHu82qfhPKBAIBGOM7nBsUZhm6KiaytnOek67K6joqKLSc4ZgLNhvW7sp\nvktwnECeI5d8xwTiTQMbiQBqJIKv9ADe93cSOHEcuv52VmCR3cG2Eiuba7dy38xPD9fUPrQYZCuW\n+IsnajcaDcS74olofmKxq195fMaMWUQiEc6erSMnR3+gqampIjMzm+nTZ/L000/1aX/06BE+85nP\nX3AcSZKYOnU6R44cYvbsuQAcO3YEk8lEUdGkkZ+IQCAQXCGapuJ360UOrAkFGGQLYc2ki5CGMGi9\nD9MDeUICpMYlU5w4iVPucmKuMzRaF1NvSSYr3EbH5o24Vq5GMlz6OFNLMjl5uIHmhk62vl3GhImJ\nWGymS/YZKUzWZDImf47myueIBhsJuI8Ri3SQOvHjyCb7wAcQXDaaqtBe9xr+9iMAyGYXaYWfxGQd\nvZd7iqKyc0sFALZ4E/OWDk7w6y7KFDKYOZZQSGpRDW7AKluYl14yqGP03Heagaipt8pxyB/D5iwm\n4D6K330UV/b1GAyjc5+MVQayR0HYpFeKECEFAoFgjNGlYwlPyMukNdjGqfZyTrWXU+auxB8L9Nsu\nLS6FQudECl0TKXTmk2pLvqwwKU3TCJ+pwbNjO517dqEG+4qbhrh41ICfkjI/+6aYOdJynCZ/M+nx\naVc0P8HoMmFCLkuWLOMnP3mIf/3Xb9PW1srf/vZXPvvZL7JixSqefPI/eeKJX7Ju3R288sqLhEJB\nVq1aA0A4HMbv95GUpOeBuv32u3jssZ8ycWIBKSmp/PKXP2PdutuxWCyjOUWBQCAYFEFvOUq0EwB7\n8hw9nE/ShQzNEELSEnvaDsYTEmBp1kJOucvxK17sGV72+aZxa9N2oi0t+A6VkjB33iX7S5LENTdM\n4sW/HCQSjrFzSwWrbh69dCiyKYH0SZ+l7czLBD2nifjP0nj6v0ktvBuzLX3gAwgGjRL101r9v4T9\net5Fsy2T1MJ7Rl3wPbLvLB1tui26+LoCzJaBpZdIUxP+Q6UAlDomETVBp+kMaDA/Yw6WAQrSdNMj\nQioyUVNvaG7QHyK1YDYB91E0JUyw4xTxSVe/mJPgyhjvNqkQIQUCgWCMIQrTDI5gLMTJ9jJOtZdx\nqr2CtlD7BW0kJCYkZHUJjhMpdOXjMCcM6XxKZyfePbvw7NhO5Gxdn33GlBQcS5Zhnr2Qkyda8byz\nmTz3URacDLJtTjyba7dx79S7hnRewdjhRz96hF/96jG+9rUvYrVaufPOj3PnnXrRhMce+zU///mj\nvPrqyxQWTuIXv3gCi0X3BnrnnU389Kc/Ztu2vQCsXn0DjY0NPPbYT4lGo6xYsZqvfOWBUZuXQCAQ\nXA7+Vl0kMRjt2JyTCAWjaF0FLlQ5DJqeE1IC5EG+US1JnY7dFI8v6icpr5HTjZPxth3AEQvQsent\nAUVIgLRMB9PnZHG8tJ7Tx5oonpVJVq5raJMcBgyymZSJH8dTvwVv8/soUQ9NZU+Rkn8HNufkURvX\nh4lIoJGWqvUoUT3FjtVRREr+XRgGKdaNFD5viP07awBIz3YwZebg0gN0bNkEmoYqGTjoKiZ1Yhu+\nruI6ywcZig29IqSmGohYevP9BX0RLPZ8jOZEYhE3vrZSIUKOU8azTSpESIFAIBhjqKoIx74YrcF2\njrae4FjrSco7qlD6KSSTFpdCceIkpiRNYrKrkDiTbcjn01SVwPFjeHZsw3eoFJTe80kmE/Z583Eu\nvxZyCjhy4BzHXqwiGlEgeR7OYDMl5S3sm2pjb+MBbpq4hkTr6D0MCa6cuLh4vve9h/je9x66YF9x\n8TT+9Kdn+u23du3NrF17c59t9977Ge699zMjMUyBQCAYMWIRL0FvOQD25NlIkkzQ31tJVjWGQdUF\nEJPRMOhIA6PByOLM+Wyu3UobtWjmfPY7p7Kq7QDB8jKCVVXYCgoGPM6SlQVUnW4hGIiyfVM5H/vc\nPAwDhHKPJJIk4cpeg9GaQnvd62hqhJaq9biy15CQulgUrLkCAh2naDvzMpqqe/olpC3BlbV6TFR8\n3rmlklhURZLg2hsmDervrAT8eHZuB+BkfB6dxjjiU0+AArkJOUxIyB70+U3n5YQMm3s9IUPBKJIk\nEZ88G0/Du4R9NUTD7ZgsSZc3QcGoM55tUiFCCgQCwRijJxwbYZhqmsY5XwMHm49wpPU4Df6mC9rY\nTfFMSSyiOGkyUxKLSLYl9nOkyyPa3oZn21a8O7cTc7v77LPkT8R5zbUkLFhIBBOH957l2Jt7dfHx\nPPxmF4mhJrKbo1TkGvh75QY+O/3uKx6bQCAQCASjhb+tFNANFXvyHAACnb1pSWLGMFqXCDmYfJDn\nszRrIZtrt6Kikj3FzeHQJJa7j2BWo3RsfhvbfV8Z8Bi2ODMr1xbz5otHaW/xc+xgPbPmXzq/29XA\nnjwboyWR1qr/RVWCdJzbRMR/jqTcWzDIIhXH5aBpKp6Gd3sK0CDJJE24GXvy4PIljjR11e1UnW4B\nYMbcbFLSBxeB49m2FS2s52/c55qKLdGHR9GL2lyOFyToOQsBVEUmbD0vHDuo26rxSSV4Gt4DNHwt\n+0jMufGyji8QXAlChBQIBIIxRm9hmlEeyChS72vkYPNhDjQfpjlwYYW6bHsmM1OmMTNlKrkJORiG\nYbE0VSVw4hgd772L//ChXjUYkO0JJCxZinPZciw5EwgGIuzdU8exg2dx2N0kJ0ZpbEohryiFhjoP\nkXCMoDURvDA3kkoFXvY1HWTlhGXkOUavSqNAIBAIBENFVSJ0tughfNaEAowW/aWfv8Pf0yZqjqBp\nvZ6Ql0N6XCqTXYWUdVQSTqghLGdwOKGIBZ6TdO7fR8qdH8eUnDzgceYuzmPfzhpaGjvZt72aoqlp\nxMWPbngugNWeR/qUL9BatZ5oqIVAxwkioWZSJ34MkzV1tIc3LlCiPlprXiLsqwHAYIwnteDjWOLH\nhm2lxFS2b9Q9hW3xJhZckz+oflosRseWzQDU2dJotKaQV1RJM2CRzYMuSNPN+eHYilHDqISJyRZC\nIT2022h2YHMVE+w4ia/tII6Ma5CNgyvKKBBcKWNChGxqauInP/kJe/bswWq1snbtWv7lX/4Fs9nM\nI488wjPPPIMkSWiahiRJfP/73+fee+8F4PXXX+fxxx+ntbWVZcuW8fDDD5OYeOVeMAKBQDBaaP+g\nOSHdoQ52Nxxgf/MhGj/g8WiQDExJLGJWyjRmpEwlyTp8/+eVzk48O7bj2fYu0ZaW3h2SRNz0GTiv\nuQ57yWwko5FQMMru9yo5euAccVYv80qqSEnuAMCceDsZ+TN56a8Haar3EnakQTPkeWWssoWQEubF\n8tf55twvi/ArgUAgEIw7fK37URXd69GRvrxne8DbFY6taUTNUQzK0DwhAZZlL6KsoxKf4sGV4WV/\ntJj5nlNIqkrHlk2kfnzgiAKDQWLFRybz/J8PEAkr7H63clSL1JyPyZJE+uQv0F73ul41O9RK4+k/\nkjThFuKTZoz28MY0IV8tbdUvoMR8AFjic0mZeCeyaWi5vkeCQ3vr8Lj1e2TJykIs1sFVnu48uJ+Y\nW89tvtc5DeQo7YZqvSBN+mysRusAR+iLqeveU2MGkCRMSkgXISO9lZyd6csJdpxEU6N0tuzFlbni\nss4hEAyVMSFCPvDAA7hcLp599lk6Ojr47ne/iyzLPPjgg1RVVfFv//Zv3H777T3t7Xa90tWRI0f4\n/ve/z49//GOKi4t5+OGH+c53vsNvf/vb0ZqKQCAQXDFqT3XsD79QFVVjlDYfY1f9Pk62l6HR633Y\nLTzOTSuhJHU68abhe0MbU1R2bjvG4dIqSmreJzPQ3LNPtifgWH4NzutWYE7VK1pXtvt4rbyR9kiM\nrPJ6Zk0pIzurmfP/RFazLmA6E2001XsJdRXAidXWceOdd/H36g1Ueqo53HKM2WkiCbhAIBAIxg+q\nGsXbvAsAS/wELPa8nn0Bny5CmtQwXhOY1KF5QgKUpM4g3hSHPxrAld9MTeMkTsfnUuw/g2f7VpJu\nuRXZNnCu54wcJ8WzMjh1pJHTx5qYNjuLjBznZY9nJDDIZpLzbscSPwH3ubfR1ChtZ14i1FlJYs5H\nRHj2B9A0FW/jdjyN2+hOBaDnf1yFJMmjO7jz8HYEOfj+GQAyc5xMnj64KuiapuHe+LZ+DIuDivgc\nMgtb6egqSLPsMkOxoTccW+l+IaCFACfhSK+dbY7LxJpQSKizEl/LXhxpS8S1J7gqjLoIWVVVxZEj\nR9i5cydJSXpC1AceeICf//znPPjgg1RWVvLFL36R5H5c7//2t7+xdu1a1q1bB8Bjjz3GypUrOXfu\nHNnZg0/cKhAIBGOJ3sI0ozyQEaTe18jfqw+wtWYP/migz77JrkLmpZcwO3UmdnP8sJ43EAyz+c39\nvFPmxStZAAcdrlncHdiMbdJknCtWYp87H4NJf3Nd3xnkpZP11EsqGACrjGu2jxyjLlpKBhOSwYwa\n8xMJNADgcOlvq/2KCQ1QAwGW26aw3bqH9pCblyvfZHrKVEyGUf8KFggEAoFgUPhaD6DG9LBrR8a1\nfTz6Az69+q45FiRilDAq+r6heEKaDEYWZczjnbrttGjVyOY89rqmUew/gxoM4t2xjcTrB5e/bvGK\nAqpOtxIJx9i+sZw7PzsPwxgp+idJEgmpCzDHZdJa8yJKxIO//TBhXy3J+XdgiRfPsgCxsJvWMy8T\n8Z8FQDJYSM67lThX8SiP7EJ2bqkgFtOL0VwzyGI0AKGKCsI11QDsSZiCJklIKbUQgwn2LHITLj+n\nqbGrMI0a0+9BWdVzTYajfds5MpYT6qxEVUJ0Nu/GmXndZZ9LILhcRv0JKDU1lT/84Q89AiTobwM6\nOzvx+Xw0NTWRn5/fb99Dhw5x//3393zOyMggMzOTw4cPCxFSIBCMWz6s4diqpnKi7TTv1u3glLu8\nz75Ei4vFmfNYnLmAFNvwV+hra+ngzdf38X6DSthgAqn3TW9HQhp5Dz2MJac3n5A7GOGlY2ep1GLw\ngb+DV7IDEvbkOTgzV+Bp2oGvZS+RYCOapuFI1D00YgpEZBsWJYhSe5ZbCz7CUyeeozXYxraz77M6\n99phn6dAIBAIBMONEvXjadwKgDkuG2tC3yrVwaCubJiVIFGThHoFnpCge369U7cdVVPJKe7gzJE0\nGmypZAZbcG/ZhGvVGiR5YA84W5yZRddOZPumclqbfZworWfGvLH1jGiJzyFzyv20171BoOM4sYib\nprKncGZcgyNj+Zjy9LuaaJqGv/0w7rMb0FRd5LbETyA573aMFtcoj+5CzlS0UVOuF5GZNT+H5DT7\noPu6N+tekFGjhaOOIuKT/Lhjej70ZdmLhpTCpyccu+uFgEyXCKn0PZYlPheLPZ+wrwZv007ik2dj\nNI8Nj2HBh5dRFyETEhJYvrw3p4imaTzzzDMsXbqUqqoqJEniySefZNu2bbhcLj73uc9x2223AdDS\n0kJaWlqf46WkpNDY2HhV5yAQCATDSXc49oclb2BUibK7cT/v1G6nOdhbZMZoMFKSOp3FGfMpTpo0\nLMVlPkhD1VlefauU/V4riiSDQTfms2NuklMcHOmQ8ahG5Ez9oSQQjfLKkXMcj0bQZAkkCYOmMNNQ\nhhc71doEvIYUMorvx2zTv3/MtgwA1JgfJebD6eoNEwvZU7B46gidqWbegk/w7tmd1HhreatmC4sy\n52E3Da+np0AgEAgEw01H/RY0RRcxEnNuvMA+CQb1sFGzEiJilHqED5M8NDsmIz6NItdEKjqqCdur\ngFR2O6dye7CFWGsrvtIDJMxfOKhjTZuTxcnDDbQ2+9izrYqCKSnE2cdWyKnBaCU5/w6s7UW4z76F\npkbwNG4l0HGK5LxbMMdljfYQryqxSAfttW8Q6qzs2iLhzLwOR/pypDEYJhSLKmzfpL9cj7ebmb88\nf9B9oy0t+A4eAKA0oYiIwUR20VkaAbPBxPz0OUMaU7cXciyq/zRoesqEsNJX1JYkicScG2k89Xs0\nLUZH/RZS8u8Y0jkFgsEy6iLkB/n5z3/OqVOneOGFFzh27BgGg4HCwkI+9alPsXfvXn7wgx9gt9tZ\ns2YNoVAIs7lvpTOz2UwkErmsc8pDCBX4MNO9HmJdLkSsTf+Idbk4Q1mb7urYRlnqyekyHgnHwmw7\nu5tNZ7biCXt7tjvMCazMXcpHp6/CEDGhKOoljjI0ao9X8MqbhzgYcqBK8dD1HDSFdm5akMPsNSvZ\nX97GkReOoGnQ1hliT20b+/wBFKMBZAk0jSmGahbIR7FLAQ7LC6kOg0eNw2pP7/FUtSX0Phyo4SaS\nUvJ7PscyJoKnjvCZM5hMMh8vXsfP9/4XwViQt89s4RPFt10wdnE/9Y9Yl4sj1kQgEIwUYf9Z/O2H\nAIhPKsESf2FoaCisf4/3eEKGukTIK7BhlmUtoqKjGk+sg5RsP2Vnc/FZErCHO3FvfHvQIqTBIHHN\njZN4+elSImGFne9Ucv26aUMe10ghSRL25BIs9gm0n/k7YX8d0VATjaf/G0faEhyZ12EwDK7IyXhF\n01R8rft10VvVvWuNliSS827r97obK5TurqXTo4t8S1YVYrYMXmJxb9kEmoYmSex3TAFDjDZDFagw\nL302tsssSNNNT07ImH4vSpL+EiGiyaiqisHQe2+abenYU+bha91PwH2MUPIcrAkTh3RegWAwjCkR\n8rHHHuPpp5/m17/+NUVFRRQVFbFq1SocDgcAkydPpqamhueee441a9ZgsVguEBwjkQhW6+XdrA7H\nwMmN/xER63JxxNr0j1iXizOUtYmLs5CYOP485SKxCBsq3uPvpzbRGfb1bM9z5XDLlDUsnTAPo9z1\n9TM02+qinN59hGdfKaU04kCTXCCBpKnMtfm5e10JxYtu7WlbGOoVP3+1sxxDWhx0GW25nGOR8TDJ\nkgeTxUFW0cfRDIXsKq1B0TRUq4nkON2TQnPmU39CRtMUDGorGTmzMVtkImEFNVkXKMNnanA5bcxP\nnM6ShnnsqjvA1rr3WTd9NVmOjH7nIu6n/hHrIhAIBFcHVYnQduYVQM/F58pafUEbTdMIRTRAwhwL\nETVKKLGhV8fuZk7qTJ43/p1ALIgzr5HWc0XsTpjCmvB+QlWVBCsrsBUWDepYGdlOps3O5MShBipO\nNFM8M4MJE4c/9ctwYLIkkTbps11i3GY0NYq3+X38HSdIzL4em7P4QxMpcz5h/1ncZzcQCdR3bZHG\nhfjqcQcp3V0LQHaei6KpaQP06EUJBPBs3wZAlWsiXpOdnMlttHUJsEMpSNPNBz0hJalXMwkFY8TF\n93XkcmauIOA+jqoEaTvzdzKL7wfj+HsGEYwPxowI+fDDD7N+/Xoee+wx1qxZ07O9W4DspqCggD17\n9gCQlpZGa2trn/2tra0XhGgPhNcbHBFPnPGKLBtwOGxiXfpBrE3/iHW5OENZG0XRPSEj4Shut38k\nhzesqJrKrvr9vFbxNu6wp2d7gTOPmwpWMyNlKpIk0ekNI8vRYbtmNE2j4v1S/v5eGUfVpB7x0aCp\nzEsIcce6eWQX6OHW56/nqXNtPb+HoipxQKrWzhLjQbKkFiRJxplxDa7M5RhkC3H+cE/7ykYPxvME\nYpMtjUiggY62WqxJARwuG61NPjplO6mAEgzSeLwca04ON+fdwL6zh4hpCn/a/zxfm/P5PvMR91P/\njIV1eeON13jkkYeQJAlN03p+GgwGdu7cx4MPfpMdO7b12f+LX/yapUuX93u83/zmCV5//e+oqsYt\nt9zK17/+jSGNq3ttBAKBYDhxn32LWLgdgMScG5BNF+a5i4RjqFpXIRo1iGIARdH3XYknpEk2sShz\nHu/W7aBJqcZkzeOIo4gVHUcxxsK4N27A9pWvD/p4i1cUUF3WSjAQZfvGcj7+hfkYjWMz32J30Rqb\ncxLtta8T6qxCiXTQWv08Fns+iTkf6UkJM96JRbx01G8h4D7as81kyyA59xbMcZmjOLKB0TSNHZvK\nURRN97i9fvDFaAA827eihXUPyh3xU/RjJp2BGGTbM8l3TLhU90vSnQohFpMwAJoh1LMvGIhcIELK\nxjiSJnyU1poXUKJe2uveJL3oriGfXzCyvPXW6zz66P/t1x7dunUP3/72v7Bz5/Y++//f//sPlizp\n3x598sn/5I03XkXTVD760Vv56lcfGNHxjwkR8r/+679Yv349v/rVr7j++ut7tj/xxBOUlpby1FNP\n9Ww7efIkEyfq7sGzZ8/mwIEDPTkiGxoaaGxspKSk5LLOrygqsZh40PsgYl0ujlib/hHrcnEuZ226\nC9NomjZu1vNkWxkvVLxGo7+pZ1uBM59bCm5gkqsQSZK6xFWtT78ruWY0TaN2/1Fe3nyCI6SClNIj\nPi5MjHLrLfNJz04F6HOO2tZOXjzVQItFQjJKaDENORDkesMhCqQ6JAniXNNwZa3BaHGhaqDGVFwm\nGalrBo3+EIUJvaKPyZZBJNBAONBALKaS4LTS2uTDr5j1wjaahvfgQYwZWbjMiayYsJzNtVs50nKC\nsrZqCpx5F8xP3E/9M5rrsnLl9SxcuKTnczQa5YEHvsLy5dcSi6lUV1fzox89wrx5C3raJCQ4+h3v\nc889w8aNG/jpT39JNBrlxz/+AS5XInff/U9XZS4CgUBwKXxth/C3HwYgzjWd+KTZ/bYL+Hs9rAyE\nQOr2hNSuOKXMsqxFvFu3A0VTyJvqoaI0hUOOIua3H8d38ADRlhZMqamDOpbFamLp6iK2vHYSjzvI\nwV21LLxmbIecGs0uUgvvJdhxEve5TShRD2FfDY2nfkd88mycGddgNI+9Ii2DQY2F8LbsprN5V0/o\ntSRbcGZcS0LqwnFRkKfqdAu1VbpIP2tBDokpg/cc1GIxOjZvAqA9MZsGayoJSX7aY82Afu1ficdr\n970Xi2pYkNDO94QMRPvtE5c4jXhvCf72wwQ6juNtziUpadWQxyAYOVavvoHFi5f2fD7fHgWoqanp\n1x7tj+eee4bNm9/mZz/rtUeTkpJG1B4ddRGysrKSJ598kvvvv585c+b08WxcuXIlv//973nqqadY\ns2YN27dv59VXX+Xpp58G4J577uHTn/40JSUlzJgxg0cffZSVK1eKytgCgWBco46j6tjuUAcvlr9G\naUvvG+yM+HRuLfgIM1OmjVjIUOPh47zy1mH2a6moku4NIGsKi1M01t26kNS0C43yDn+YFw7XUSWr\nYOnKV2WVifhiZEXqKDTUYbJlkJhzI1b7haKgyWDAaTbSEYnRGu5rwJltmfgpRYl4UGJBnF0Vsr2d\nEawFhYQqK/AdOkjSTTcDcGPeSnbW7yEYC/FG1Ub+z5wvDev6CEYGs9mM2dwbwvf00/pL0i9/+etE\no1EaGs5RXDyNxMSBw/xeeOF/+NKXvsKMGbMA+MpX/g9/+MNvhQgpEAhGnaC3gvba1wGQzU6SJnz0\not/nQX/v96FBCgEGYnqdmp4KvUMlMz6dAmc+VZ4a/HFVQDJ7E6Ywz30SSVNxb9lI2t33Dvp4k6al\ncepIA+fOdFC6u5ZJ09JJTI67ojGONJIkEZc4DatzEt6mnXQ2vY+mxfC3leJvP4w9eS6O9OUYzf0L\nDGMNVQnR2bwHb8vunmJHAPbkuTgzVyKPk4J94VCUHZsqAEhwWJi/LP+y+nfu20vMrQuY71onAZBW\n1Eo9YDKYWDDEgjTddIdjKyqYZROasTcSKHgRERIgMecjhP11xMLttNVuwJWUAaYLbWLB6DLe7dFR\nFyG3bNmCqqo8+eSTPPnkkwA9LqMnT57kiSee4PHHH+fxxx8nOzubX/7yl8yapS/Q7Nmz+fGPf8zj\njz+Ox+Nh+fLlPPzww6M5HYFAILhi1C6nqbGc80dRFd49u4M3qjcRUfS3qwlmO+sKPsKijHnIhpF5\ng912sozXXtvLrlgqUUNGj+fjolSNO29fRFLyhUZ4VFF5/VAdB8IhVJMBkJA0lVmG09TERTjtS8IT\niiMp9xbik0ouWXkxxWqmIxKjLdQ3H7E5rjevYzTYgKOrQnYoGMM8ay6hygpCVVXEOtwYXYnEmeJY\nNeHBkYoqAAAgAElEQVQa3qjexCl3ORUd1RS5xrZHhqAvXq+Xv/3tr3znOz/EaDRSWVmBwWAgM3Pg\nKqatra00NzdRUtL7kDFr1myamhpob28jKSl5JIcuGCKRSISf/vSnvPHGG5jNZu68806++c1vAnDi\nxAkeeughysrKmDRpEg899BDTp08f5RELBJdP2FdHa/XzgIokW0gtuBvDJYpjnO8JqUlhwNZVDOPK\nPSEBlmctospTQ0e0nYzcII21ds4kFZDfVoFn+3aS192GHDc44UqSJK69cTLr/3sfqqKx7e0y1t1T\nMqbtrW4MBhOuzBXYk2fjadime6l2FXLxtZUSnzSLhNSFmG3poz3UfolFvPha99PZuh9N6Q0NtiYU\n4Mpa08eOGg/s3lrdc+1fc+NkTObB272apuHe+BYAYUcS5XETwBCj1VAJKsxNm0Wc6cpSrJz/AsBk\nMKMY3D3BSBfzhAQwyBZSC+6hqexPqEqQ6iPPkD7pHkxx+Vc0HsHIMR7t0VEXIe+77z7uu+++i+5f\ntWoVq1Zd3A34tttu6wnHFggEgg8DWo8n5CgP5CI0+pv5y4n/obbzLAASEtfmLOXmiTdcsdF0MYL1\nDby1/h02B5IIyVnQZVvNccW467YFZGYk9ttvV1kTm5rchKwymPROeVo9S40HcEo+vHG68OeJuLAn\nD/zWOcVqosILLaG+BpzJ2pubKRJsxpk4peezkj+153ffoVJcK/TvtJUTlvNu3Q4CsSBvVG3kG3Pv\nH8RKfHgJxZQL1vV8ZFnCLUFnZ7Anb+qVkmo1YR1iTrCXX36e1NRUrrtuJQA1NdXEx8fz8MM/pLT0\nAGlp6XzhC/f3CZfppq2tFUmSSEnpDSNMTExC0zSam5uFCDlGeeSRR9i7dy9/+tOf8Pl8fPOb3yQ7\nO5tbbrmF++67j1tvvZWf/exnPPfcc9x///1s3rz5soslCgSjScBzmrbqF9G0GEgyqRM/MaCoFTxf\nhJS7RUj985V6QgLMSZvF8+WvEowFceQ20lhbwFbbZPKpQAuH8GzfRtKNawd9PFdSHHOX5LF/Rw31\ntR2UHW9iyozxI4AZzS6S89bhSF+Gp3GbnktRU3TPyLZSLPZ8ElIXYXMWjXpIs6ZphP21dLbsJdhx\nivNT8lgTCnBmXIfFPvS8h6NF4zkPJ0r1AjpFU1PJK7y87+zAyROE6+oA2OOcBpJE7hQvLap+Ly3P\nHnpBmm6MfURII4pJQw5GUGQzwUDkEj3BZE0mteATNFc8japGaSj7Gyn5dxDnmnrJfh8WBrJHYfht\n0n80e3TURUiBQCAQ9KJpWo+JJo0xFVLVVLad3cUrlW8QVfUnjDzHBO6ecju5CTkjcs6Y18v7//sW\nr9WbaDNnQtf3c7E9xsfWzWVibkq//WpbOnn+xDna4mSw6p1cipdrTPvINuj5dqwJBeRNXMCumnN0\nBqKEIwqWAd5kp1j1RN6eSIyIomLuMvIMshmjOZFYxE002Exy2tyePu6QGXtWFpH6enylB3tESJvR\nxurc63itagNlHZVUe2qZ6Mwd+mKNY0IxhZ8fqSF0lQvOWGUD35qVPyTD7/XXX+Wf/ukzPZ9ra2sI\nh8MsXryUT33qc2zd+g7//u/f5Pe//wtTphT36RsK6V4gJlNvxU+zWb+2otFLPxwIRgePx8NLL73E\nn//8Z2bMmAHA5z//eQ4fPowsy9hsNh588EEAvve977Ft2zY2bNggXpQLxgWapuBt3IGncRugIUlG\nUibehTUhf8C+gS5Bw6iEUYy6BRONdqU8GQZPSLNsYmHGXLae3Ul9tBKLLY8GUvAk5+BsO0vHlk0k\nrr4eyTj4x9o5iydQfrwJjzvI++9UkleYjNU2disw94fJmkxK/u1EM5bjbd5NoP0omhYj7Ksh7KvB\nYIwjzjWN+MQZmOOvrtAXCTYRcB8n4D5OLOLus8/qmIQjfRlW+/i0dxRFZeuGMgDMFpllqwdXof18\n3G/rXpCaLZ69Jn0dtKRaiOopCCY6rjz82WjsfYYwSSZisoRFCRKQzfh9A9sZFnsu6ZM+SXPlelQl\nQmv18zjSl+HMXDHq4vZIIuzRq2OPChFSIBAIxhDd+SBhbOWE9IS9/PXEek65ywEwSjI3F9zI6txr\nMVwifHmoqOEwp17byMtHvVTaMqGriF+WOconb57FtMn9V0z0ByO8cLCWMllFi9O/yM1KhCWmQ0yR\nqzBIGrLJSWLODdicxWRI7cA5AFo9QbJTL6z8eT4p1t4v6bZwlMw4S89nky1NFyFDzdjizDgTbXjc\nQRrOeZgzey7t9fUETp1ECfh7Qseuy1nCpjPvElLCbKndyhdnfmqoSya4ipw8eZzW1mZWr76hZ9vn\nPvclPvaxe7Db9WuosLCI06dP8uqrL/Hgg9/t099i6Tbwoj2GXySiG3vCc25scuDAARISEpg/f37P\nti99Sc/l+sMf/pB58+b1aT937lxKS0uFCCkY84R8Z+g4t4lIQPfsMsg2UgvuHrSHWndOSLMSJGKS\nkJCGLSdkN8uyFrL17M6eAjVlB5PYap3EOs4Sa2+n8+B+HAsXD/p4RqPMtTdO5rX/OUwoEGXXu5Ws\nvKl44I5jEJM1leTcW3BlrcbXegBf636UaCdqLKCHarfuRzY5iHMWooWnoRqyQBreqBVVCRP21RLq\nrCbUWUk01NJnvyRbsSfNxp46H5Nl4Bx1Y5nDe+tob9HzKy5eUUic3TJAj76E6+oIHD8GQHnWTGKS\nkYSUIK3RRuDKC9J088Fw7JhRwh7zETA76fSELtGzlzhnIZPn30/ZgT+ixoJ4m3YS9FaSmH091gSR\nQmgsMF7tUSFCCgQCwRjiPA1yzIRjV3lq+OPRp/FEOgHItmfymWl3k23vXwi8EjRNo2X3Xl7ccIz9\n1jw0my7W2aUYdy7P55qlk/oVZzVN450j59jm7SRqNQJ6ReoZUiULzaWYJT20zJG2BEf6cgyy/qWb\n6ur9gm3xhAYhQpp7fm8NRS4QIYOe00RDLWiaRkaOE487SONZD/ab5tP+5uugKPgOHsDZVb3OZrSx\nNGsh79Rt51DLMVoCbWQ6Blfp88OE1SjzrVn5A4ZjJzhsdHpHPxx7z55dlJTM6THwuvng57y8idTU\nVF/QPyVFD99va2sjI0MPA2xvb0OSJJKT+/fuFYwudXV1ZGdn88orr/C73/2OaDTKHXfcwVe+8hWa\nm5uZPHlyn/bJyclUVFSM0mgFgkujxAIEPWX4248Q9tX0bLfETyA57zaMlv5TnPRHd148sxIiapIw\nGmQCMf1/9HDkhATd7pjoyKPaewZ/XCWQyElrNjc5EjF63bg3vk3CgssTb3LyE5k8PZ2y402cOtLI\n5OnpZOcNft5jDdkYhzPjGhzpSwl5q/C7jxH0nEJToyhRL52tpXS2lgJ6ChmTLQOzLQ2TLR2TNQXZ\naEcaIJ+3pqmosQDRUCvRUAvRUDORQCORQAPwQc8xA1ZHAXGu6cS5pvbYXeMZjzvI/p1nAMjIdjBt\n9uXbwe5NG/RfjCY2qLkgQ0ZhC2c1PWx6YcbcSx9gkJwfjm00mIjJYI36AOj0BAd9nHhnLjnTv0xT\n5cuEfTVEg400VzyNxZ5LfFIJNsfkcVNMaDAMxh6F4bdJ/9HsUSFCCgQCwRhCVXu/yEY7HFvTNLaf\n280L5a+iaAoAq3Ov5ZaCj2AyDP/XR+jcOd599k3eDGfit+lvWI2orJmWyC03lmCz9H/OqvoOXjjd\nQIfdCFa9TZrqZoVpF0mSBwBrQiGJOR/BZO2b2yTF2StCtnYMbJS5zEaMkkRM02gKRph53r7uvJCa\nGiUWcZOR4+D00UZ83jDRxAxM6RlEmxrx7t7VI0ICrJpwDe+d3YmqqbxTt517p98x8GJ9CLEaZSbY\nL26AGY0GEl3xuDWIxa5umMwHOXHiOLNmze6z7dFH/y8Gg4Fvf/sHPdsqKsooLJx0Qf+UlBTS0tI5\ncuQQGRkfAeDw4VLS0zNEPsgxSiAQoKamhueff56f/exntLS08MMf/pC4uDhCoVBP+FI3ZrO5x5tg\nsMjD5DX2YaJ7TcTa9GUo66KpCq21bxLoKEOJdvbZZ5CtuLKuxZm++JLF2frD36lXOLbEAkRtEiaD\niVhXKKPZJA+bEHnNhEVUHz9De6SNzLwwDWeslCZPZ4F3B+GaaiKV5cQXF1/W2lx7wyRqq9oJBaNs\n3VDGJ+9biNE03kNNDZiSp5CQPAVViRDoOE2go4xgZxVKVPfgi4aaiYaaCbg/0FO2IpvsGOTuF6y6\nHaoqYZSYHzUW5Py8jh9EMpixJuQR75pCfNI0ZOPYrjzezWCuGU3T2L6xDCWmYjBIrPpoMabLvFai\n7na8e3YD0F5YQkCxIskxWqRK0GBu+iyctku/DB8s56cXMhvMRI0StliXCOkNI8vSgKJ993pYbIlk\nFX8ab/M+3PVbUWMBwr5awr5avZ0pAUfafBKzrhuWsY82dqMBu/XS6Rlk2YDDYcNrMKBc5dDt8zl5\n8jizZ8/p83/24Yd/hMEg873v/bBnW2VlGUVFky74f5yRkUZaWjrHjx8mJ0cvZHPs2CHS0zNIS7t8\np4jBficJEVIgEAjGEH09IUdPhIyqMdaffpldDfsAsMhmPj31E8xOmzlAz8tHDQU5/dLrvHAqTHVc\nYc83U0m6kU/ePp9UV/9GbDAUZf3+M5QbVTS73smiRFhuOkCRXIMk0RV6fSM255R+jS2TUcZpN+Px\nRWgdRHiKQZLIjLNQ5w9xzt+3vdnWW5wmGmwhI7s3T2ZTvZfExUto+/vLBE+fItrejilJD0lKtLqY\nl1bCvqZSdjfs447Ja0nkw/NW+cNIdXUlN954U59ty5dfx0MPfZfZs+cyc2YJGze+xdGjh/nWt74P\nQDAYJBwO43K5ALjttjv57W//k9TUVDRN43e/+w333CPC8ccqsizj9/v55S9/2eMtcO7cOZ599lkm\nTpx4geAYifz/7L13eBzndbd9z8xWlAUWvYMkWMAmgr2IElUoNlG0LNlyURzJji0nsuOS91NiO3m/\nK4njyIkdl8iyrciOLBfZKpatwiKRosTeG9hAEmABQHRgASyAbTM77x/P7gIQAZIA0Sg993XporA7\n80zBDObM7znnd4IDLmVyuYansdcHAXlu+mYg58XXUY+38VCvz+xxaaTmzCOj4Fa0q3TA7g/TNGOl\nnc6Ql1arilXrfr1Mdjlwu4fmebY8cQkvn30dX8hP6vgGai8VsF3JZ0FcPGZXJ+2bN5G3uNsW4XrO\njdsdz+qPzuBPLxyhzePj2P5qlq+dNiT7OzaIJzVtEbAI0zTxddTibT5HZ1sVvo5a/J2N9BQVw4af\nsHF9pboANocbZ0IW8cmFJKYUEe/Kv2Y25VjmatfM8cPVVF0Qqu2SO4uYOGXgXcgvvv4qGAYoCm+p\nE8CACdO6qAkLIX/N1DuG7H5JcXf/Hp02Bz5NiWVChg0Ti6bhSrq+vx/R85KSchf5E5fQULmb5pqD\nBLpE2b0R8tJau5Px01YNeBLjZme0n00XL57nYx97oNd1s2bNKr7+9a+zdOli5syZw+uvv87x46V8\n97tP4nbH09XVhd/vJyXyHvLww5/mZz97igkTCjBNk5///Gn+6q/+asiuxb6QIqREIpGMIXp6Qo6W\nBunX/Txz/Nec9YhSwoy4NB6b+QjZ8QMPuK6GaZo0793Hn147wC7nJIyIh2OKNcxn1s5g1pS+u1Wa\npsnuk7Vsbmkj6OwuvZ6pXGC+7VCk9FrFlbEEV9ZtqOrVZzPTk5y0dQSpa+m6rv3OjRciZE1XoNfn\nFnsqKBqYBiF/Pe7MydgdFgJ+nbrqNgoiIiSmiXf/XlJWdYtYd+Yv5UD9EYLhEPvrjnB/xj3XtS+S\n0cHjacHlSuz12e2338Hf/d0/8Pzzv6ShoZ7x44v4r/96KiZY/f73v2HjxvW8/PJrAHz6039Ja2sr\n//iPf4+qqtx33/089NCnRvxYJNdHRkYGdrs99vsEGD9+PHV1dSxcuJDGxt4eaE1NTaSnDyyLoL3d\nN6oZFWORWLaJPDe9GMx5Mc14UvNXEgp4sDkzsCfkYXNmoigK7V4D6Bzwfvi6QgT8wgDSGfLSaFFQ\n6RahggEdj2fg4/bHgqw5bKvazSXfWWyOHIJ+K1UFs8gr243n0GFqT5whvqBgQOcmd3wyhUWpXKpo\nZs9758mfkEJGduI117vZENdMDrrpxpY0DzcQDocI+RoIBVoxQh2x/8LhaCmqCaaJqtnRLPGo1ng0\nSxxWRwo2Zzqq1i1ch0xovU6vwbHGte4nX2eQjX8SPo5Jbicz5+UO+Lo2fD5qN74FgD5pOpdC4twZ\nyRchAFnxGWRq2UN2v/h6xKimrqJbFJwRERKg6lILOfnJVx2jv/PicC8kJ3kBQV89gc7LBH2NOBML\nab2OiqIPCmPl2dTc3Iyq2ntdN3PnLuaJJ77B00//lPr6eiZMmMAPf/gTnM4kPJ5OfvGLZ9iw4U1e\nffUNAB588FPU1jbwpS99GU1TWbfuo6xb97FBXYvR83ItpAgpkUgkY4jRbkzjDXbw02O/pNIrmrXM\nSC3m0emfwmkZ2pm+kMfDW//9LH9octMcL8zgNcKsnJXJuuXTsPVT4lLX2MGLpZXUu6zgFI+wdKOd\nO207SFHaAeFp5c6/t1dm4tUozEyk/HIbFZfbCJvmNc97bsQH0hsyaA/quGxiPxRFxepIJ+SrI+Rr\nQFEUsnJdXKpooe5yG7Z7JuEomoi/opz2vXt6iZAFiXnkJeRQ3VHD9uq9fGTm8uvad8nosGXLzj4/\nX7v2I6xd+5E+v/vc5x7jc597LPazqqp8+ctf48tf/tqw7KNkaCkpKSEQCHDp0iUKC0Xn0oqKCvLy\n8igpKeGZZ57ptfyRI0f467/+6wFtwzDCo241MFaR56ZvBnpe4tMWvm99k6uV114LT3P3S6oz5CVo\nUbAo3a+Xqjq09hlLshawrWo3uqkzbmo7Z4+ksN4o4IuW/aDrNK3fgOMx8Xd2IOfmthWTuPwLD3oo\nzDtvnubBR+agqh/MjK7e50VDs2ej2QfubRg2IfwBuyf7u2bee+ss/i4hzN6+cjIoyoCva8+77xH2\nCZFuj2sqtEJyup/6gGgIdWv2ghu+H3vSM5JVTQshTcGhd4uQrS0+MrJd1zVWf+dFs2UQZ8sgLmKl\n+mH8Gz3az6ZoPPr+fVi9eh2rV6/r9Vl0mUcf/QKPPvqFXus8/vhXefzxr16x7HDxwfzrKpFIJDcp\no1mO3ezz8IPDP40JkIuz5/PYzEeGVIA0TZOm7dt49rsv8NO2QpptYhZ2YoqFf/3CYj62emafAqSu\nG7y25wJPn6kWAiRgMXSWaUd4wLaeFKUdRbPjzr+XjEmPXrcACTClQOxDp1+nuqHjGktDTnz3zP/7\nS7KtDpH5FO0MmZWXBEBTfQehoI5r0RIAgtVVBKqrYuspisLSXPFyWO2toaLl0nXvv0QiGX7GjRvH\nsmXL+MY3vkFZWRk7duzg2Wef5dOf/jQrVqzA6/Xy7//+71RUVPBv//ZvdHV1sXr16tHebYlkWGlv\n7VHyqXsJWRVUpfsZPlTdsaPkJeZQ6BJdu7vizwMmHtNG55TZYn/27SHkaRnwuIlJDhYtmwCI5/Wx\n/dVDts+Sm5sL55ooP9UAwNRZ2eSNG3jzIlPX8Wx5GwCtcDy7WkVcnVnUBIBF0ViQPbff9QeDtYf3\nn4YV3aJgM3yoYZG5fL0dsiWS4UCKkBKJRDKG6N2YZuS229DVxA8O/5SGLhEQ3VNwBw8XfwxtCL19\nQk2N7Puvn/If7zWzN3EKpqLiUMI8ek8R3/zCbWSn9u09UlHl4fvbzrDPomPYxf6Mp4GHba8zVSlD\nUSAueTo5U79EYtrcAXXHBJhc0F2Ocqay9ZrLZzhtWCLbuPy+kuyo+BnyN2GG9ZgIaZpQU9lG4vwF\noIljaN+7p9e68zJnY4uUjm+p2DGgY5BIJMPP97//fQoLC3n44Yf55je/yV/8xV/w8MMPk5CQwDPP\nPMPBgwd58MEHOX78OM8+++yAPSElkpuN9kj5pWIa2HUfIYuC1iMT0jpETWl6cmvOAgCag01k5oln\n8Fa7yE7DMGh5++1BjTt9Ti6ZuSIz7MDOi7Rep0WL5INLwB9i+1tnAYhPtLH4zqJBjeM9dBC9pRmA\nigIhNqpamAZF2B6VZMwkYYg7TPfsjq1hRdcUFMChi+xlKUJKRhMpQkokEskYYjTKsT3+Vp46+iyt\nAdFJ+v6iNdw/cc2Axbz+ME2Tpq1b+dUPXuTZ0JRY9uPM3Die/PLt3D63sM9tBYI6v9tRzv9WN9Ae\nyX50GkHWaDtZaXkHpxJAsyWRPuFTpI1/EM06uI6CrjgbuWki+DtTdW0RUos0p4G+MiGjGZgmIX8T\nmTkubBHh9FJFM1pCAvEzRHMf7/69mOHucgenxcG8TNFxeVfVIYLGwDrrSiSS4SUhIYHvfve7HDp0\niJ07d/L444/Hvps5cyavvvoqR48e5cUXX6S4uHgU91QiGRmimZCOUAcKJkGLgtbDE9IyDF3N52aU\nYNdEN/rkwnoATrZrKFPFs9Xz3rvonQP3MlNVhTtWTUFVFQw9zLZNZzHNoSmNldyc7N5aQVeHiMVu\nXyl8vgeKaZp43toIgCU9g/Ue4Tc6rrgDf6QJ0K05C/tdf7D0vPdU00IosuvR5jRShJSMJlKElEgk\nkjHESJdje4MdPHX0F7T4Rce/hybfzz2FdwzZ+IbXy9GnnuF7O1rY45qGqajY1TCfXTmJ73x9OalJ\nfWcKnTrfxPd2nuWkw8S0qGCazFCq+LTtzxQoVYBCYvoisov/BmfSpBvez2hJ9plKTy8huD9y46Mi\nZKDXS4otrttXKdBZiaapFEwQ3ecuVTRjmmasJFtvacF37myvcRdmzxPr6gGON56+gSOSSCQSiWR4\niWZCRhteXFGOPQyZkA6LnfmZovy6xjiHzW4AcDxzFgBhn4+6tzYPauyU9HjmLBGerzWVrZw+VjsE\neyy5Gam60EJZaR0Ak6ZnMG5i2qDG8ZWdJlApLHbab1mC1y+uVzNFfJbhTGNS8oQh2OPe9Lz3VCzo\nmnincOpShJSMPlKElEgkkjFEr3LsYRYhfbqPp4/9kvou4XVz34RVLMtbMmTjd5w8wZ+/+yw/7xhP\no10IccWZTv7ti0u5c37f2Y9+X5DfvHuG39U305Uosh9duo8Hre+wVNuJVTGwONLInPxZ3HkrUCPZ\nEDdKcYHw+On061xuvHYGRW7EF7JDN2gPGbHPNWtCzBfS7z0PQGFRqli2PUBLYyfxs0pQI2Wa7Xt3\n9xp3QlIhyXZRwn2g7uiNHJJEIpFIJMNKNBPSqXsBCL2vO/ZwZEJCd+aYHtYpnCqa0m2ut2AvEpOS\ntW+ux9T1QY09Z3EB7rQ4QGTCtX+IOv5KBKGgzraNZwBwxFm59e6Jgx6r5a1NAKgJCbwbzgHAnRak\nLiD812/NXTgs8b5F6x5TCVsIWcTPjpC4V71tfpnpKxk1pAgpkUgkY4ieAcFwNmYMGSF+XvorqiJN\naO4uuJ2VhXcOydimrlP5hxf52Qv7WJ9YQki1omHyyWXjeeLRRf1mP54818j3d53jdIIay36co17g\nE/bXSKcRUHBlLiV7ymPY4/OGZF+jTM7v9oUsq/Rcc/loh2y4siTbkShmtP3ei5imQf6EFKLx5aWK\nZlSbjYS58wHoOHiAcKi77FpVVOZliWyO402n8eny5UcikUgkYw/DCNPRHhEhI8JG8H0i5HBkQgIU\nuPLIT8wFwJ9wATAJBA3qiheJ/Whuoe19vsvXi6ap3HVvMYoCoaDBexvPSLHmQ8be9y7gbRd+o7fd\nMwln3OAmvAOXq+k6UQqAbfHtHK8SWYgZE0XzQk3RWJg1tA1povScAFDMKzMhw2GTzg5p+yMZHaQI\nKZFIJGOInqXAw5UJaZomvyv7I+WtFwBYkr2AjxbdOyTbC9bVsfvJH/HDcw5OJ44HID1O5Z8eXcCK\nxeP73EYwoPO7987yQlMLXUki0HMZfh60bmGBuhdNMbE6Msma8nmSc+5CUQfuyXMtXPE2ciK+kCfO\nX7uzZrrThj0S4J1r721eHxUhzXCQQOdlnHG2mNn9pXJhTO5atBgQZWOdpcd6rT8/S5SZ6WGd0sZT\ngz0kiUQikUiGjU5vIGYhExUhQ1YFjR6NaYYpExK6syGbgg1k5gox5e02F7ZsYYvSvHHDoMXDjGwX\ncxaLsuzLl1o5ebhmCPZYcjNQW9XKicNign785DSKitMHPZbn7bcAUCwWjiQLn2BFNWiMNKSZlT6d\nRNvg/MyvhaaKRjQAhC2EVQgr3Z6QIEuyJaOHFCElEolkDBEeAU/IzZXvcaD+MAAz06bxqeIHhkSA\nbD94gJd/9ALPWUposwrj7cWTU/jnLy6lMCuxz3XOXWzh+zvOcDJeiWU/lqiVfML2Guk0gaKSlH0H\nWVM+38tvcTiYPUn4/Zy80EJ719VnhzVFYZJLlGudae3s9aJjTyiEiCfW+0uy62va8XUFcU4pxuIW\nJeDv75Jd6MojM0EEvQfrZUm2RCKRSMYe0VJs6PaEFI1purPGhisTEmBeZgk2Vdi2JI8TDWou1Hlh\nyV0ABC5fpvN46aDHn3trIanpYnJyz3sVtHlkZcIHnWBQZ+v6MgBsdgu3rZg06PhYb22NWe4kLr6V\nbeeEbUDhlE58hriWhqMhTRRFUbBE7j/FtICiENIUHLoUISWjjxQhJRKJZAzRqxx7GDTIk81neL1C\n+NPkJmTz6LRPoSo39igwDYPLL/6B//lTKe8klxBWVOyqyefvLeYLD5TgtF+ZuWgYYX614QS/rKyn\nI5L9mGAEeMDyLovUXWhKGKszm6wpXyAp63YUVbtijKFm0bRMQGSjHipruObyU5PFy0lrUKfO16Ok\nWrNhj88HukXIcRGB0zTh/JkmFFUlcYEoG+ssPYbR0R0UKorCknxRnnPGU45fl0GiRCKRSMYWPcu+\nkoAAACAASURBVL0Se3pCalhjnw+XJySA0+JgXmYJALXGOSxW4c+8W8nF6hYWK9GuxINB01TuWluM\nqirooTDvri+TZdkfcHZtqYiJ60uXTyQ+wX6NNfqndesWMMQ1WT9lIa2R0mcltRKANGcqk91FN7jH\nVyd2/xniX8MCNsOPpojrWPqdSkYLKUJKJBLJGKJXY5ohViFb/B6eP/V7TEwSrPF8ceajOCyDD7AA\n9LY2jn//RzxVZuFUpPw6x2Xlnz+/mCUzc/pcp66une9vOskugoStIvvxFvUyn7S9RoZSDyi4sm4n\na8rnsDkzb2j/BkJuegL5GaIsZs+p+msuPyU5PlbqUtbau5lNtCQ72HmZsO4nJS0+ZnRfERE4XYsj\nTYAMA+/B/b3Wn5d7i/jKNChrOTeo45EMDx6Ph3/6p79n1ao7+eQnH2Djxjdj39XW1vC1rz3OPffc\nxmc+8xAHDuy96libN2/iE5+4n3vuuY1vfesJ2tpah3v3JRKJZEiIijU2zcQSDqFrYKoKqtktQg5n\nJiSIph4AoXCI8dOEELrrdCMZq1cD4DtThv/C+UGPn5aZyNxIt+za6jZKD1Tf4B5LxirnTtf3KsOe\nPGPw8WfY76P1va0AxJfMZlu1aJKU6A5QFxTX0K05C244CeBaWCM+kKYhkgGCFhUFSLCEAPA0d/W3\nquQm4GaOR6UIKZFIJGOI4SrH1sM6vzzxOzpDXSgoPDr9U6Q63Tc0pr/yEtv+4yc8o0+lIdL9es6E\nZP7p84vJTIm7YnnTNHl33yV+euYyzSki+9FhhPiIdRdL1O1YFAOLPZXMyZ8jOfsOFGX4sx/fTzQb\nsry6jaZrzBDHWTQKEkSTnfeLkE7XhMj/mfjahYg4sTgDgJrKVro6g9jz8rHliYzJ95dkF6UUkmgV\nmZbHm08P/oAkQ863vvV/aGpq4ic/+R+++tW/46mnfsj27e8B8I1v/B/S0tL55S9/w4oVa/jWt56g\noaFvQfvUqRP8x3/8G3/1V1/kmWeew+tt5zvf+ZcRPBKJRCIZPNEsqniLEFiCke67PUXI4cyEBChM\nzCc3QVi1BFyiQY0vYFCePRPVIZ7PLTeQDQkwe3EBaZlignLf9gtSuPkA4veFeOMl4c/tjLOybNXk\nG7Ipatu+jXCXuE4sS++mtEL4gWdPEv+qisqi7Hk3uNfXJlqObYZFPO2zi2NKQNy7nsbOvleU3BTc\nzPGoFCElEolkDDFc5dgbLmzhYrsoAVk9fjlTUybf0HjtBw/wx6df4YXEhfg0BwomD94+ni99fDYO\n25Xl150dAf7nrVNsJoAeJ74fr3r4pO11sqkCICFtPlnFj2GPz72hfbsRFkztnvneex3ZkMWRkuzq\nTj8dIT32udWZjWZLAqCrVTSXKZoqfB5FSbbojBhtUOMvP0ewsbsEXFVUZqRPBeBkcxlhMzzoY5IM\nHWVlpzl58gT//M/fYeLESSxevJSHH/5LXnjh1xw+fJDa2hqeeOJbFBSM4zOfeZTp02eyfv3rfY71\n6qsvc9dd97BixWomTJjI//2//8revbuoq6sd4aOSSCSSgdPSJASMaFZVKCZCdscAFm14vK2jKIoS\n89VrDNSTniNKXt86Wk/ysmUAdBw6SLDh2hYr/REry9YUDF2UZfesWpHc/Ly38QwdkW7Yy1ZPGXQ3\nbABT1/FsFg1pHEUTOdAZL5pOKmGaNDEpfUvadFy2vr3ShxKLGhEh9YhPuV38nGAIf0pPSxfhsIwv\nb0Zu9nhUipASiUQyhhiO7tjlrRd4+9K7AExKnsDqcXcPeizTNKl//XV+8eoR3nHPxlRUnBb42kMl\n3Luk7+7XZeVN/HBPOZdSbaAqqOEwd1hKWaFswqEE0ayJpBc9TEr+alTV2sdWR47UJAfFBcJLatvR\nyxjXCM6iIqQJnPR0zygrikJc8jQAfO3lhI0A7tT4mMl9+WnxQpS4cDFEzpn3fdmQM9OECOkNdlDl\nvXyDRyYZCmpqLpOc7CYrq7tJUlHRJMrKTnHs2BEmT56C3d5tcXDLLSWcOHG8z7FOnjxOScmc2M8Z\nGZlkZmZx8mTfy0skEslYwTDCtLWIbCqXIv4NWcWzTAmL57hFU4csjrka8zNnY43EDqnjxLO17JKH\n0NzbQNPANPFs3nRD20hNT2D+0nGAaDB3ZG/lDY0nGTucO1XPuVPiupk2K5vxEQ/vwdK+dw+6xwOA\ne9UatpcKISd/kjfWkGbpMDak6Uk0E1I3wKJa8EVEyPiA2L+wYdLmkb7jNyM3ezx6ZbqKRCKRSEaN\nnp7n6hCkQvp1P8+f+gMmJk6Lg0emfXLQHjSmrnPxued5vspBpWsiIPwf//ZTc8l0X1l+bRhh3th1\nnoOaTjhZzCq7wz5WWreSTDsokJAyk+TcVagW5+APcoi5a04eZZWtNLcHOHK2iXmRMuq+yHDYyHTa\nqPcFOdLUzsKMpNh3ccnT8DbsAdPA13aW+JSZFE3NoLnxArVVbXS0+0lwu4krnkrX6VO0791Dytp1\nsfWnpU5GVVTCZpjjTacpdOUP63GPNl1+ndqW/kuDLJpKYnsAr9ePbgzNzH12SjxxjusPhVJSUujo\n8BIIBGLBXX19HYZh0NLSQlpa+hXLNzb2nVHb3Nx8xfJudwoNN5CxI5FIJCNBa3NXLBswwYx2xo50\n4g1bgNCw+0FGibM6mZsxi711B6kNn0Oz5GDoGjsu+blt/gK8e/fQvmsnaes+ipY4+OyzkoX5XDzX\nTH1NOwd3XiRvnJvMHNcQHolkpOn0BtjxtshOTE5xctuKSTc0nhkO07JpPQC2nByqkgtoahMd2rX0\naghBqsPNlJSJN7bj14k1YocQ0sPYNRt+m3iviOtsBDHfjqepE3fqlTH8h5lrxaMw9DHphy0elSKk\nRCKRjCF6NaYZggSC1yo20eIXM56fnPIAbkfyoMYxfD5OPf0//Lorn+Y4McaM/ET+5mOz++x+3erp\n4vm956lPswOiDGSWVskCbQ+aEkbR7Iyb9iCKYzK6PrZKQWZPTiPV5aC53c/bB6uuKkIqisKcNBcb\nq5qo7PTT6AuS7hSCqy0uB82WjBFspav1FPEpM5k0LYP92y8AcPZkPXMWF5K4aDFdp08Rqq8jcPEC\n1kkiOHVanUxMGs/Z1gpONp9m7YQVw3/wo0SXX+fvf7abroB+7YWHkDi7hf/8myXXHfhNmzaD1NQ0\nfvjD/+RrX3uCpqZGXnrpBRRFIRgMYLP1LuGyWm0Eg6E+xwoE/FitvTN/bTYboVCwz+UlEolkrNDc\nw0suQRelndFybKIi5DCXYvfk1twF7K07SDAcZNxULxXHk9l1vJZ7163Eu3cPZjBI67vvkLru/kFv\nQ1VV7r5vKi8/d5BQ0GDL66f4+GfnYesjBpKMfUzT5N2NZwj4Rdyx7pMl2OyWG4pJO48dIVRXB4B7\n5Ro2lYr/j3P5qQ8J66ElOQuHvSFNFIctUoYd1LFrdvwOsV17ewNaqoJhmHiaOmFK+tWG+VAh41HB\ncMejshxbIpFIxhDhXp6QNxbAl7deYPvl3QCUpM9kXmbJoMbRWz3s+8+neMY/kWabECCXzczkq5+a\n26cAefJMA/996EJEgASboXOfZSeLlV1oShhbXC550/+alOzZgzyy4UVTVe6emweIBjUXatuvunxJ\namLsYXq4uXtZUZItSqqjJdmuZCc5+SJbsux4HaZpkjBnHkrk4d++Z3evsaelTgGgyltDV+jqjXIk\nw4/NZuPb3/4PDh8+yMqVy/jylx/jIx95ENM0UVWVYLB3wBYKBXFEmiP0NVYo1DsgDAb7X14ikUjG\nCi0REdJm17D7xERnwNa7E+9IZUICjHcVkh0vPJ315EsAeLtCnPbHETd9BgCerVsIBwI3tJ0kt5Ol\n94hsufZWP7u2lN/QeJLR4+SRGqrOtwAwe1E+44purAzbNE1aNoosSEtKCsrMORw+K/y/cyb3bEgz\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Awz46wgvAtPRJZMSlAWDLEDY1lQ0dXKrz4r77HhSbiHNaNqwfsm1aLBorPjoNq03DNGHz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\nK8crm4kb87GatcvfyGQl99HHaPzxfxLr7sbzlzfI3v7ADV/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+6FksFiKRyMf6PdpN1sPk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\nUasXr1YbDtkQ9S6K+u6779KBAweopaWFdu/eTZ9//jm1traSQqHot+g3E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aois = pd.DataFrame(index=ephemout.index)\n", "tilts = pd.DataFrame(index=ephemout.index)\n", "azis = pd.DataFrame(index=ephemout.index)\n", "thetas = pd.DataFrame(index=ephemout.index)\n", "\n", "for tilt in np.linspace(0, 90, 7):\n", " tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=tilt, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=2/7.)\n", " aois[tilt] = tracker_data['aoi']\n", " tilts[tilt] = tracker_data['surface_tilt']\n", " azis[tilt] = tracker_data['surface_azimuth']\n", " thetas[tilt] = tracker_data['tracker_theta']\n", " \n", "fig, axes = plt.subplots(2, 2, figsize=(16,12), sharex=True)\n", "ax = axes[0,0]\n", "aois.plot(ax=ax)\n", "ax.set_ylim(0,90)\n", "ax.set_title('aoi')\n", "\n", "ax = axes[0,1]\n", "thetas.plot(ax=ax)\n", "ax.set_ylim(-90,90)\n", "ax.set_title('tracker theta')\n", "\n", "ax = axes[1,1]\n", "tilts.plot(ax=ax)\n", "ax.set_title('surface tilt')\n", "ax.set_ylim(0,90)\n", "\n", "ax = axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", "ax.set_ylim(0,360)\n", "#ax.hlines([0, 90, 180, 270, 360], *ax.get_xlim(), colors='0.25', lw=1, alpha=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simple case of ``axis_tilt = 0`` shows the panels pointing directly East in the morning and directly West in the afternoon. If ``axis_tilt > 0`` then the panels always point South of East and South of West. The panels point towards South near sunrise, rotate towards East in mid-morning, then back towards Sorth around noon, continuing towards West in the mid-afternoon, and finally back towards Sorth near sunset.\n", "\n", "Next, what happens if we try to point the panels North?" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/holmgren/git_repos/pvlib-python/pvlib/tracking.py:506: RuntimeWarning: invalid value encountered in arccos\n", " index=times).sum(axis=1))))\n" ] }, { "data": { "text/plain": [ "(0, 360)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tLvqAB4DVK4qQAmQhxIlSVZVV/94BKOgDXlIdm8jMSEAx6BgxIKa7wxNCCCGE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\npn3SN22TfglVV+Og8OCO2Jl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NGAcPOpiEbL8SEmDMxP5syy1DVWHT2r2cMWNEV4QrOoHH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9NkEgt/Z2pqGjAajYM+N9/5zg/45S9/wYMPPoTX62H16nX83//7T5F9b7rpZq655jq+/OWHAPjx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92XcOuJ+m3WoWpNZsJmLlbUMft6UTW6u6HknNiB7NjyCEEGNi4vxm7secOXOYPXs2P/jBD/jB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\nb07B2CuQKoQQ1yv5lCTEJNG9B13v4TRdPSE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pzM3V4bfe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J/+tIT+/QcwYcLV/O53t7O+5rUlCIIgdA/GSmnMpHOrC1TJZDImTO1PSLg3AImHMkg+mtUl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\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Io92Oa/ce3fa95ethcHoYgMc25A5u9gwF6BtRZeCHG/UbjDObp8jOM/98D2vqSgDovz3J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lt60a9/CDcuGIle33fqGYZMm0H1N1/TfDqHso82EDR5MjMHTOOl6PVEn02m6EwdZcW16AwdSMoq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\naNEiNBqNIy6+vr6kpaURExNDf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aois = pd.DataFrame(index=ephemout.index)\n", "tilts = pd.DataFrame(index=ephemout.index)\n", "azis = pd.DataFrame(index=ephemout.index)\n", "thetas = pd.DataFrame(index=ephemout.index)\n", "\n", "for tilt in np.linspace(0, -90, 7):\n", " tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=tilt, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=2/7.)\n", " aois[tilt] = tracker_data['aoi']\n", " tilts[tilt] = tracker_data['surface_tilt']\n", " azis[tilt] = tracker_data['surface_azimuth']\n", " thetas[tilt] = tracker_data['tracker_theta']\n", " \n", "fig, axes = plt.subplots(2, 2, figsize=(16,12), sharex=True)\n", "ax = axes[0,0]\n", "aois.plot(ax=ax)\n", "ax.set_ylim(0,90)\n", "ax.set_title('aoi')\n", "\n", "ax = axes[0,1]\n", "thetas.plot(ax=ax)\n", "ax.set_ylim(-90,90)\n", "ax.set_title('tracker theta')\n", "\n", "ax = axes[1,1]\n", "tilts.plot(ax=ax)\n", "ax.set_title('surface tilt')\n", "ax.set_ylim(0,90)\n", "\n", "ax = axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", "ax.set_ylim(0,360)\n", "#ax.hlines([0, 90, 180, 270, 360], *ax.get_xlim(), colors='0.25', lw=1, alpha=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 0 tilt case is repeated for reference. For small Northward tilts, such as -15, the panels point towards North near sunrise, rotate towards the east in mid-morning, then back towards North around noon, continuing towards West in the mid-afternoon, and finally back towards North near sunset.\n", "\n", "The algorithm returns ``nan`` for larger Northward tilts at midday since the beam component of the irradiance would be 0." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Play with axis_azimuth." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 360)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HV5kjMg9Ztq7cOBHbFPDTZ8CATo/t+yY7ew3jxk3gmWdeJBA4uOfmmDHjuPXW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CkGgNVkIabU+Cw2gGRlVCmpKSQu2BfF2TV0JqusZr9UYv59z4bCrSy8MaM4C3tYWL//MbjhXc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\niG5cjo1ppEAkw5JBRXp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WTSEhIRo+fLi6desmSVq4cKEm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OZKCgpyeNcNJbz9VgOH99Yza/2tBH76JMG6OpxNF8i97to+z5H3TP/kuAxstI6NHolwMjaQ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\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/7NgxXnrpJTRNS5Vlnz17lpMnN5appOsG8bh8mFmJ7M3KNrIvZkYrj8zb6IZOg8362R/w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\nzuVRPMZIM8hsGvS6ysdQKpX0+uuv0+LFi+nw4cP08ccfk6e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aois = pd.DataFrame(index=ephemout.index)\n", "tilts = pd.DataFrame(index=ephemout.index)\n", "azis = pd.DataFrame(index=ephemout.index)\n", "thetas = pd.DataFrame(index=ephemout.index)\n", "\n", "for azi in np.linspace(90, 270, 5):\n", " tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=azi, max_angle=90,\n", " backtrack=True, gcr=2/7.)\n", " aois[azi] = tracker_data['aoi']\n", " tilts[azi] = tracker_data['surface_tilt']\n", " azis[azi] = tracker_data['surface_azimuth']\n", " thetas[azi] = tracker_data['tracker_theta']\n", " \n", "fig, axes = plt.subplots(2, 2, figsize=(16,12), sharex=True)\n", "ax=axes[0,0]\n", "aois.plot(ax=ax)\n", "ax.set_ylim(0,90)\n", "ax.set_title('aoi')\n", "\n", "ax=axes[0,1]\n", "thetas.plot(ax=ax)\n", "ax.set_ylim(-90,90)\n", "ax.set_title('tracker theta')\n", "\n", "ax=axes[1,1]\n", "tilts.plot(ax=ax)\n", "ax.set_title('surface tilt')\n", "ax.set_ylim(0,90)\n", "\n", "ax=axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", "ax.set_ylim(0,360)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This discussion of the ``axis_azimuth`` parameter assumes ``axis_tilt=0`` and no backtracking.\n", "\n", "Say that your ``axis_azimuth=90 or 270``. Your ``surface_azimuth`` has no choice but to point to North (0), or South (180). Near the equinox, the solar azimuth is very nearly 90 at sunrise and sunset, so the ``surface_tilt`` is going to be poorly defined until the sun is a bit above the horizon. At midday, the ``surface_azimuth`` should definitely point South (180), ``surface_tilt`` will very nearly equal the latitude, and AOI should be nearly 0.\n", "\n", "Next, let's study the ``axis_azimuth=135`` case. This corresponds to a tracker oriented from SSE-NNW. At sunrise, on the equinox, the tracker is going to point East of North by 45 degrees. Sometime before solar noon, the panels should lay flat, and then point West of South by 45 degrees, or East of North by 225." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the southern hemispere." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pyZo0abzef3+uJKlNmzu0Zs1q9e8/SA888DfNmTNT//3vGqWn/67KlcPUr99A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\nZfbs2fLyy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test different seasons." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-100, 100)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MGDGEkJDaNG/ekr59+7Fnzy5OnjyBRqO542+p0WjEaDQUd9iiFEiyLoQo9wxGAwb5khLC\n5gW7BFo7BCFEAa6lZKPTG/DzLL+zijs6qKnu72btMO5p+/ZtuLm5MXPmZ5ZtP/30AwBBQVUJCzuc\n7/jw8GMEBQWXaoyieEiyLoQo9/ydfZnWZjxJWdetHUqFplIpcHHRkpaWhUG6wZd5xV2fLvZO+Dr5\nFENkQoiSkpyWw4dfHSBbZ+CjF1ri4+Fo7ZAqJDc3N+Lj4zh8+CB+fv78/fdWtm//m9q169Kv3wDW\nrl3D0qWf06NHb8LDj/PLL+t46613rB22eACSrAshKgR3h0q4O1SydhgVmlqtxN3diWS7DPR6o7XD\nEQ9J6lOIimfzgSgysvUoALVKVm+wlk6dunDs2FEmTXoPhQJCQuoyevQYli9fgoeHJ7NmzWfhwnl8\n//1qfHx8eP31t+jRo7e1wxYPQGHKm4K1AktOlhuN8sBy4yj1WS5IfZY/Uqfli9Rn+SL1Wb6URH2m\nZeoY98UedLlGmoV488pT9YrluqJw5DNavuTVZ0HkkZgQQgghhBDivrYeikGXa04Se7WS8c9ClAZJ\n1oUQ5Z7RZOKvwzGcuHjN2qEIIYQQZU5Wjp6/DscA0KC6J8G+LlaOSIiKQZJ1IUS5dybqBqu3nmXe\nj8eIv55p7XCEEEKIMuXvIzFk5ZiXP+3VWlrVhSgtkqwLIco9Xw9HVEoFJhNsPhht7XCEEEKIMiMn\n18CWm9+dtQIrUbOKTNYqRGmRZF0IUe65u2hoVce8JNTuE7GkZuisHJEQQghRNuw+EUtaZi4AvdpI\nq7oQpUmSdSFEhdCtZRAAuXqjZdydEEIIIe7NaDSx5YC5VT3Ix5m6VT2sHJEQFYsk60KICqGKlzP1\nq3kC5rF3OTqDlSMSQgghbFvYuUQSbmQB0L1lEAqFwsoRCVGxSLIuhKgwetxsXc/I1rPrRKyVoxFC\nCCFs26YDUQB4umpoVsvbytEIUfFIsi6EqDBqBVWi6s3lZjYfiMJgNFo5IiGEEMI2nY9J4cKVVAC6\nNAtErZK0QYjSJp86IUSFoVAo6H6zdT0pJZsjZ5OsHJEQQghhmzbfbFXXalS0a+hv5WiEqJgkWRdC\nVCjNanlT2c0BgNBDsoybEEII8W/xyZkcOZsIQIdGAWg1aitHJErKlSsxDBv2Hzp3bsvy5UusHU6R\nxcXF0q5dc+Li4or92pmZmWza9Kfl94ED+7Jx4/piL+d+JFkXQlQoSqWCTk2qAHAuJoXIuDQrRySE\nEELYlq0HozEBKqWCJ5pWsXY4ogStW/cDSqWCVat+ZNCgZ60dTpH5+Pjy+++b8fHxKfZr//DDajZs\n+KPYr1sUkqwLISqcdg39sLcz//nbKq3rQgghhEVmtp7dJ8ytlM1re+Ph6mDliERJSk9Pp0aNR/Hz\n88fZ2dna4RSZQqHA3d2jRFYqMJlMxX7NopI+LUKICsfJwY429fz4J+wKByLiGfh4Ddyc7K0dlhBC\nCGF1u0/EkpNrXt70iaaBVo7GOrL0WcRlJJZaeb5OXmjV2iKd8+OP37N27RquXbtG9erVee21tzAY\nDLz++svs3HnQctz06VMAmDDhA1asWMq5c2dJS0vl4sUL1KhRk7CwwwBs2vQna9f+jlqtYt68WRw+\nfIicnGyqVq3GmDHjqF+/IWDuNj937qccP34UNzc3Bg9+lgEDBgNw8eJ55s2bzcmTJ/D19WPAgMH0\n6zegUK8nMzODefNms3fvbtLT0/D3D+Dll0fTrl1HNm5cz/TpU1AoFPkS6BEjRtK9ey8GDuzLjz/+\nga+vL+3aNWfq1BksX77kZhf5jrz00it88sk0Tp48Qa1atZkyZQaVK1dmxYqlhIUd5n//u9X9f+DA\nvgwf/hIAX321DID27VuwY8cBAC5dusCoUcM5c+YMVatWZcKED6lRo2aR6q4oJFkXQlRITzStwj9h\nV9AbTGwPu0Lfxx6xdkhCCCGEVRlNJv46HANANX9Xqvm7Wjmi0pelz2LSnk/I0meVWplatZZpbd4r\ndMJ+7twZvvhiAdOnz6Zq1Wr8+ON3TJ48nsmTpxXYwrx79w7efns8derUw9/fn5kzPwIUvPnmONzc\n3HjzzVdwcXFhyZKvMJlMLF78P+bMmcnXX69Bp9MxZsyrhITU4csvvyEmJpopUyYSEFCFJk2a8/bb\nb9CrV1/efXcikZGXmTnzI5ycnOjatUeBr2nevNnExEQzb97nODg4sHr1SmbO/JjWrR+jc+eutGrV\nxnLsn3/+zvffr6JXr74YDIY7XvPy5UuZOHEKWVlZvPXWaMLCDjNmzDhee+0tJk58hzVrVvL662MB\n7vl+de7clYsXLxAefpzp02dbtq9f/zvvv/8hwcFVmTVrBrNnz2Dx4hUFvr4HJcm6EKJC8q/sRN1H\nPDh56Trbwq7Qs3WwLEsjhBCiQjtx4RoJN8xJqoxVt12xsbEoFAp8fHzx9fXlxRdH0bZtO4yFWJLW\n3d2Dvn37WX7XaBxubncHoH37jnTs2JnKlb0AeOqpAbzzzpsAHDiwl5SUG0yY8AEODg4EB1dlzJhx\nKJUqtm7dhIeHJyNGjAQgIKAKQ4c+zw8/rClUst64cVOeeWYIjzxSDYDBg59l/frfSE6+jpeXN/b2\nHoD5QcXKlcuZNm0mXl7exMXF3tFdffDg/xASUgeAmjVrERxclQ4dOgHQoUMnzp8/V2A89vb2aLVa\n7OzsLO8NQL9+A2jbth0AAwcO4sMP3y/wWg9DknUhRIX1RNMqnLx0nZQMHQdPJ9C6rq+1QxJCCCGs\nJvRmq7qbkz3NQrytHI115LVy23I3+JYtW1GtWg2GDh1EzZq1aNeuA3369CM6OrLAc/387r8M31NP\nDSA0dDPh4ceJjLzMmTOnLclwVFQUgYHBODjcmsegR4/eACxaNJ9z587QpUt7yz6j0YCdnV2hXlP3\n7r3YseMffvvtZ6KiLnPmTAQABsOtBxDp6elMnPguAwc+k6+l/c7XGGD5WaPR4Ovrl+/33FxdoWK6\nG3//W9d2cnJGp3vwaxWGJOtCiAqrfnVPfNy1xCdnEXoomlZ1fEpkghIhhBDC1sVey+DkpesAdGwc\nUKF7m2nVWh5xC7J2GPek0TiwbNlKwsIOs3v3TjZsWM+vv65jypTpdxxrMOhRqW6lfPb2956jx2Qy\n8eabr5CRkU6nTl1p27Y9ubm5TJz4DgBq9b1TR4NBT7NmLRk79t0Hmpht2rTJnDx5gm7detKv3wA8\nPCozatTwfMdMnToJHx9zT4L7UalU+X5XKu/+b/lu93wGg+G+177XtUqKJOtCiApLqVDQuWkV1oSe\n41JsGhevplI9wM3aYQkhhBClLm+sukqpoGOj+7e+CusKDz/BkSMHGTp0OI0bN2XkyFfp06erZbK4\nrKwstFpzS/3Vq1cIDAwu1HUvXbrIsWNh/PlnKK6u5vuhn3/+0bI/MDCQmJhocnJy0Gg0ACxcOA+D\nwUBwcDA7d+7Az8/fkgRv3ryB06cjeOONsfctNzMzg9DQzSxb9g21aoUAsHfvrpt7zYn/119/yZkz\np/j66+/uSLIftKFFrbYjMzPztjgySU6+/tDXLU4V95GZEEIAbev74WBvfgIry7gJIYSoiP69XJub\ns8bKEYn70Wg0fPXVMtav/5W4uFhCQzeTnZ1F+/aPY29vz8qVy4mNvcqaNd9w9uyZQl/XxcUFpVLJ\n1q2biIuLY9u2UFasWApAbm4uLVq0xtPTk08//ZioqMvs2rWd33//hZYtW9O1a09ycrIt+/bu3cX8\n+XPw8PAssFx7ew1arZZ//vmLuLhY9u/fy2efzQJAp9Nx8OA+Vq5czjvvTAQUXL9+jevXr5Gamgo8\n+BJrtWvX4fz5s2zbFkp0dBSzZk3P1yrv4KAlKSmRuLjYB7p+cZBkXQhRoWk1ah5rYB7LdPhMIslp\nOVaOSAghhChdu2S5tjKlZs1HGT/+A9as+ZZnnx3AqlVfM3nyR1SvXoN3353IX39tYejQQVy4cJ7+\n/QcV+rpeXt68/fZ4Vq/+hqFDB7F69TeMGTMOlUrF2bNnUKlUzJgxh2vXkhg+/L8sWDCX0aPfpFWr\nNjg6OjJnzgKio6N4/vlnmTVrBgMGDGLIkGEFlqtWq5k0aRrbtv3FkCFPs2jRPIYNewFPz8qcO3eG\nrVs3YzAYGD9+LE8+2Y2nnurBU0/1sHTPv70FvCit7s2atWDQIHOso0aNoFq1GtSpU8+yv337jhiN\nRoYMeZrk5GSg9FvaFSZbWO3dypKTM9DrC549Udg2tVqJu7uT1Gc5UZr1GZ+cyYQl+zABvdsE83/t\nq5doeRWVfEbLF6nP8kXqs3wpSn0aTSYmLNlHwo0sqvm7MnFos1KKUhSFfEbLl7z6LIi0rAshKjwf\nd0caVDd30/on7Cq5+vtPLiKEEEKUF7cv19ZZlmsTwqbIBHNCCAE80TyQYxeukZ6Vy76T8bRrKJPr\nCCGEKP9uX66teQVdrk2UrAUL5vDHH7/ddZ9CoWDIkOcL1V2+IpJkXQghgDrB7vhXduJqUgZ/HYnh\nsQZ+NjELqBBCCFFSribJcm2i5D333Ij7jp3Pm3le3EmSdSGEwPxkt3OTAL7dcpao+HQuxqZS3V++\nPIQQQpRffx2R5dpEyXNzq4SbWyVrh1EmyeMzIYS4qVVdXzR25iU7/gm7YuVohBBCiJKTlaNnjyzX\nJoRNk2RdCCFu0mrUtK7rA8CBiATSs3KtHJEQQghRMvadjLMs19a5iUwsJ4QtkmRdCCFu07FxAAC5\neiN7wuOsHI0QQghR/EwmE9tu9iAL8nammr+rlSMSQtyNJOtCCHGbIB8Xqt+8afkn7Aomk8nKEQkh\nhBDF68LVVGISMwDzQ2qZUFUI2yTJuhBC/Ete63rc9UxOR92wcjRCCCHKKpPRyI1tfxHz2WyyIy9b\nOxyLvHlZNPYqWtbxsXI0Qoh7kWRdCCH+pXmIN04O5sUyttnoRHO6rGxrhyCEEOI+9Ck3uDJ/Lgmr\nvyXzZDjJoVusHRIA6Vm5HIhIAKB1HR+0GlkcqiK7ciWGYcP+Q+fObVm+fInV4sjMzGTTpj8tvw8c\n2JeNG9cD8NprI/nqq2UA6PV6/vjjV6vEaA3y6RRCiH+xt1PRtr4fWw5GE3Y2kZT0HJuaJXfPN1s5\ndkWNjyqVJ4a0xdWvsrVDEkIIcZv0Y0eJ/2o5hvQ0yzZ9crIVI7plT3gceoMRgA6NAqwcjbC2det+\nQKlUsGrVj7i4WG/ugh9+WE1Y2GG6d+8FwJdffoNW63jHcVu3buKbb76iT5+nSjtEq5CWdSGEuIsO\nN9ebNRhN7Dgea+Vobkm5ksCJGAUoFMQb3fhxxSHOhB6ydlhCCCEAY04O8au/4er/5lkSdZWbGwCG\n1FRrhgaYJ5bL6wJfzd+VYF8XK0ckrC09PZ0aNR7Fz88fZ2dnq8Xx7zmC3NwqYW9vX+Bx5Z20rAsh\nxF34eTpRO9idiMhkdhy9Qq9WwSiV1p+AZ/8v+zEqb91c6VQO/H0oncgz6+k4/AnstQ5WjE4IISqu\n7KhI4pYtQRd7FTAn6b7DXyTrzGmub1hvE8n6magbxF3PBKCjtKrfkyEzE11c6T2ot/f1Q+V4Zyvy\n/fz44/esXbuGa9euUb16dV577S0MBgOvv/4yO3cetBw3ffoUACZM+IAVK5Zy7txZ0tJSuXjxAjVq\n1CQs7DAAmzb9ydq1v6NWq5g3bxaHDx8iJyebqlWrMWbMOOrXbwiYu83Pnfspx48fxc3NjcGDn2XA\ngMEAXLx4nnnzZnPy5Al8ff0YMGAw/foNKPC1bNy43tLNvX37FuzYcYCBA/syfPhL9OjR23JcWNhh\nZsyYajlu7drf8fX1LdL7VtZIsi6EEPfQsXEAEZHJXEvN4fjFazSqYd3u5smRsVxMcwQFVLFPoVaj\nAHbuTUKncuBCmjMJn23lib518K1X3apxCiFERWIyGrkRuoWkn3/CpNcD4NSoMb7PDUfl4oIu1pz0\nGdLTMOn1KNTWu/3+56i5Vd1Ro6Z5bW+rxWHLDJmZXHrvbYyZmaVWptLRkUc+mV3ohP3cuTN88cUC\npk+fTdWq1fjxx++YPHk8kydPK3Bm/927d/D22+OpU6ce/v7+zJz5EaDgzTfH4ebmxptvvoKLiwtL\nlnyFyWRdhc9rAAAgAElEQVRi8eL/MWfOTL7+eg06nY4xY14lJKQOX375DTEx0UyZMpGAgCo0adKc\nt99+g169+vLuuxOJjLzMzJkf4eTkRNeuPe4bU6dOXbh48QLh4ceZPn32PY+rX78hr78+lu+/X8WX\nX35LpUqVCvV+lWWSrAshxD00rlkZNyd7UjJ0/BN2xerJ+r7fDmJSuILJSKtejfGqFYRv7SS2frub\nBKMbaUoXfvv9Eo1PXKbZoMdRKmWkkxBClCT9jWTiVnxJ5qmTACjs7fEa9Axu7Ttakia1661xwIb0\nNNSV3K0Sa2qGjsNnEgFoU98XjZ3KKnGIhxcbG4tCocDHxxdfX19efHEUbdu2w2g0Fniuu7sHffv2\ns/yu0Tjc3G7+d9m+fUc6duxM5cpeADz11ADeeedNAA4c2EtKyg0mTPgABwcHgoOrMmbMOJRKFVu3\nbsLDw5MRI0YCEBBQhaFDn+eHH9YUmKxrNBq0Wi12dnaWOO5GrVbj7OyMUqm673HliSTrQghxD2qV\nknYN/Vi/J5ITF66RdCOLypW0Vokl6XwMkRnOoIAgbTpetYIAcPWrTL+3+3Dw+20cjQSjUs3hSIiZ\n/Qddhj2Gi7enVeIVQojyLj3sMHErv8KYng6AJjAI3xdfRuPvn+841W3Juj411WrJ+q4TsRiM5vG+\n0gX+3lQ3W7ltuRt8y5atqFatBkOHDqJmzVq0a9eBPn36ER0dWeC5fn7+993/1FMDCA3dTHj4cSIj\nL3PmzGnLOPGoqCgCA4NxcLg15C6vm/qiRfM5d+4MXbq0t+wzGg3Y2dkV+nWJO0myLoQQ99GhYQB/\n7o3EZILtx67Sv4N1upjvX38Ek8IVhclI675N8+1TKpW0/E9ngk6cJ/SP06QrnYk3urF22UHat/Gm\n5uNNrBKzEEKUR8acHBJ/+I6UHf9Ytrl364HnU/+H8i6JicrVzfKzITWlNEK8g/G2ieUeDayEf2Un\nq8RRVqgcHdFWs90hZRqNA8uWrSQs7DC7d+9kw4b1/PrrOqZMmX7HsQaDHpXqVsp3t0nb8phMJt58\n8xUyMtLp1Kkrbdu2Jzc3l4kT3wHMLdv3YjDoadasJWPHvlvhJoErSZKsCyHEfXi6OdCgmifHLlxj\n57GrPPnYI6hVpd+9/GqmAyghyDEdj2p3bxHxq1+DQdUC+OerUC6ku6BTORC6P5XIiPV0eL4Ldlrb\nWX5OCCHKouzIy8QuW0xuXBwAqkqV8BvxEo6169zzHLXbrWRdn2KdZP3UpeskpWQD0LHx/VtWhe0L\nDz/BkSMHGTp0OI0bN2XkyFfp06erZbK4rKwstFpzT8CrV68QGBhcqOteunSRY8fC+PPPUFxvPmT6\n+ecfLfsDAwOJiYkmJycHjcZ8T7Fw4TwMBgPBwcHs3LkDPz9/yxCQzZs3cPp0BG+8MbbAsgsaa19R\nyYBGIYQoQMfG5uQ4NTOXo+eSSr38nPRM9Erzk3Bvv/svs2PvpKXr6D483tQJO2MOAOdSnVn72Rbi\nT10q8ViFEKI8MhmNXN+4gajp0yyJunPjplT98KP7Jupgnjwsb1I5a80Iv+1mq7qz1o6mj8rEcmWd\nRqPhq6+WsX79r8TFxRIaupns7Czat38ce3t7Vq5cTmzsVdas+YazZ88U+rouLi4olUq2bt1EXFwc\n27aFsmLFUgByc3Np0aI1np6efPrpx0RFXWbXru38/vsvtGzZmq5de5KTk23Zt3fvLubPn4OHR+GG\n4zk4aElKSiSugOEHWq2WtLRUYmKiMRgMhX5tZZUk60IIUYD61TxxdzE/Qd5phTXX0+KuW352qlS4\nroshXZrz9PNN8FKYW3FSlS78+usFDq3dVqgJaIQQQpjlJicTM3cWSevWgsGAwt4en6HP4/fKaFSF\nWJdaoVCgcjGPW9dbIVlPTsvh2PlrALRr4IedWm7/y7qaNR9l/PgPWLPmW559dgCrVn3N5MkfUb16\nDd59dyJ//bWFoUMHceHCefr3H1To63p5efP22+NZvfobhg4dxOrV3zBmzDhUKhVnz55BpVIxY8Yc\nrl1LYvjw/7JgwVxGj36TVq3a4OjoyJw5C4iOjuL5559l1qwZDBgwiCFDhhWq7PbtO2I0Ghky5GmS\nk5MBhaW1/fZW9yZNmhMQUIXnnhvMhQvnivK2lUkKkwwqIDk5A71ebl7LOrVaibu7k9RnOWFr9fnz\njous33MZhQJmjWqDh2vprWd+ee8JNm4332j1fsKHwGa1C32u0WDgwJptHI1RYFKYZ/71VaXQ9bn2\nOHmX7iRHtlan4uFIfZYvUp93l340jLivvsSYkQGAJrgqfi+OxN7Xr0jXiZz2ITmRl3Fp2Qq/F18u\niVDzub0+f95+gV93mntWfTKyFd7uRVvPW9gG+YyWL3n1WRB5tCaEEIXwWAPzjZnJBLvD40q17PTr\naZafnb2LtqaoUqWi1ZAn6NMzECejecbiOIMbPyzbx4UdR4s1TiGEKC+MuToS1qzi6sL55kRdocC9\ne0+Cxk8scqIOt5ZvK+0x60aTiV03e4TVDnaXRF2IMkYmmBNCiELwrqQlJKgSp6NusOv4VXq1DkZZ\nSpOhZNzIAsyt4i4+D7YUW0DDRxlUvQrbvvqLSxku5Ki0bNmdTO3TG2j3fFdUdvJ1IIQQALrYq8Qu\n/YKc6GgAVG6V8Hvh/pPIFUR1c5K50h6zfjoy2TKxXLsGRX/IIERxWLBgDn/88dtd9ykUCoYMeb7Q\n3eUrGrk7E0KIQmrXwJ/TUTdIvJHN2agbhASXTjfyjPQcwBE7Yw5qzb2XXCmIxtmR7q/1IWLzfnYf\nvkGuUkPEdUfi5myg2zPNcQ+WGzkhRMVlMplI3b2LhDXfYtLpAHCq3wCf4S+gdnEt4Oz7U7taJ1nf\neewqAFqNmiaPepVq2ULkee65EfcdO+962/KGIj9J1oUQopCa1vJi1VY1WTl6dh6PLbVkPStLD4AD\numK5Xu1uLfGrHcfmNfu5jhvJuPLT6hO0bRJJne6tiqUMIYQoSwxZWSR8u5K0A/vMG1QqvPo/TaUn\nuqBQPvyoUdXNbvCGjHRMer1ldviSlJGVy8GIBABa1fHB3k5V4mUKcTdubpVwcyvaMD5hJmPWhRCi\nkOztVLSs4wPA4TMJZGbrS6XcrBzzPKAOquKbUKZSkC8DxvaiTuUsMJnQK+3ZfjSbLQv/QJeVXWzl\nCCGErcu6eJGoqZMtibqdtw9B4yfh3rVbsSTqcCtZx2TCkJ52/4OLyc6jV9DdnIjsMekCL0SZJMm6\nEEIUQd6YP53eyIGI+FIpM9tg/lOt1RTvGHmVnZoOL/Sg22MeaAxZAFxId2HtZ1tJOBNZrGUJIYSt\nMRmNXN+0geiZH5ObmAiAS+s2BE/+EIeqVYu1LPVt3XxLa/m20INRAAR4OVHV16VUyhRCFC9J1oUQ\nogiq+rpQxcu8ru7O41dLpcxszOPUtdqS6TZZrV1DBr7YAm+leZbiNKULv647S9jPO0qkPCGEsDZ9\nSgpX5s8l6aeba6drNPiOeBG/ES+hdNAWe3mq25J1Q2rJzwh/JSmDM5HJALSr75dvnWohRNkhyboQ\nQhSBQqGwtK5fik0jJiG9RMvT5+jIVWoAcHLWlFg5Lt6e9Bvbm8YBehQmAwalHfvOGln/2e9kp5bs\naxRCiNKUcTKcyCmTyDwZDoAmKJjgyVNwbd22xMrMW7oNSmf5tryJ5VRKBa3q+ZZ4eUKIkiHJuhBC\nFFHrer6oVeZWip03168tKenx1y0/O1Uq/tae2+Wtyd67WwCOhgwAonNc+WHhdmLCzpRo2UIIUdJM\nej2JP63lymezLbOyV+rSjcDxE7H3KdmEVunkBCrzBG8lPSO83mBk983vpkY1K+Pq+OCriAghrEuS\ndSGEKCJnrR2NapqXwNl7Mg69ofgmfvu3tITkW+V6lM6YwypNQnj61fYE2JtbfzKVTqzfFMP+1X9h\nNJbcaxVCiJKiS0wgeuZ0kjdtAEDl7IL/62PwHvQMSju7Ei9foVBYWtdLesz6iYvXSMkwrx7SvpF/\niZYlrOfcubOEhx8v9uu2a9eco0ePFPt17+bq1Svs27cHgLi4WNq1a05cXNwDXUuv1/PHH78WZ3g2\nQZJ1IYR4AO1vdoVPz8rl6LmkEisn/fqtWYOdvUpnqTgAbSUXer/Zh5Y1FCiNekwKFUeiVfw65w8y\nEm+UWhxCCPGw0g7sJ2rqB2RfugiANqQ2wR9OxblBw1KNQ2VZa71ku8Hvutmq7u6ioUF1zxItS1jP\nhAnjiI6OsnYYD+WTT6YREXHS8vvDzK2wdesmvvnmq+IIy6ZIsi6EEA+gTlUPPFzNY8hLsit8xo0M\ny88uvh4lVs7dKJVKmgzowJNPVcPFaH5oEG9wY+3SvVzac6JUYxFCiKIy6nTEf/s1sUu/wJiVBUol\nnv36U+Wtcagrld7DzzyWlvUSHLOekqHj+IVrAHRqFoiqmJaeE7bIZO0AHprJVHyvoTivZUtKZmph\nIYQo55RKBW3r+fHHnsuEX7rG9dRsPFwdir2cjNRsQIvaqEPj7Fjs1y8M3zrVeDrYj79XhHIpw4Vs\nlZZN2xOpG7GJts91QaVWWSUuIYS4F11cHLFLFpETHQ2A2sMTv5deRlujptViutWyXnLd4PeGx2Ew\nmpOWzs2DSqyc8i4nW8+N65mlVl4lD0c0DoVPy157bSRxcbHMmDGVFSuWAtCyZRtCQzcxdOhwnn76\nP3zxxQL+/juU5OTreHl5M2TI8/Tt2w+A7OxsFiyYw/btf6NQKGjf/nHGjHkHu38NCdmx4x+mTHmf\nTz6ZQ/PmrUhIiGfOnE84fPgg7u6e9OzZm2HDXkChULBx43p+//0X3N09CAs7zFtvvUOXLt3v+Rqm\nT5/C0aNHOHYsjLCww0yY8AEmk4kdO/5m3bq1XLuWRLNmLZg4cSrOzuZVeI4dC+N///uMS5cuUKVK\nEMOHv0iHDp0ICzvMjBlTAWjfvgVr1/6Oq6sL8+bNZu/e3aSnp+HvH8DLL4+mXbuORakaq5NkXQgh\nHlDbBuZk3WSC3eFx9GlTtdjLyMzUA6BBV+zXLgp7Jy3dX+tD+J972XssDb3SnpOJDsTPWU/35x7D\nxVe6WgohbEPq/n3Ef/M1ppxsAJwaNsL3+RdQ3bzhtxbVzZb1kkrWTSYTu06Ye3rVqOJGoI8LyckZ\nBZwl/i0nW8+qL/ahy9GXWpn2GjX/HdWq0An7xx/PYtiwZ3j22aH4+PgxfvxYcnN1rFixGrVazbff\nfsW+fXuYPn0WlSq5s3Hjej777FPateuIu7s7M2ZM5dKlC8ycOQ+Nxp4pUyaxbNnnvPLKG5YyTpw4\nxrRpk5k0aSrNm7cC4P33x1GzZi2+/vo7kpIS+fTTj1EqlTz33AgAwsOPM2zYC7z88qtUKqD3yhtv\njCU6OpL69RsyZMhwMjLMK89s3LieqVM/wWg0MGHCOFavXsnIka9y7VoS7747hpEjR9OiRStOnjzB\n9OlTcHf3oH79hrz++li+/34VX375LW5ubnzyyTRiYqKZN+9zHBwcWL16JTNnfkzr1o+hVpedFFj6\nxgghxAPyrqSldrD5y2jPidgS6YKVlWOe0M1BaSj2az+Ier1a0/+ZulQymW82k0xu/Lj8ABf3FP8k\nN0IIURR53d7jli02J+oqFV5PD8Z/9BtWT9QB1G43W9Yz0jHpiz8RvBSbxtUkc3LevqFMLFeeubq6\nolKpcHR0wsnJCYVCwX//Owx//wC8vX2oWfNR3ntvErVr18XPz5///ncYer2e6OhI0tPT+eefvxg7\n9j3q1atPzZq1eOedCfj4+Fmuf/nyJcaPH8vrr79Fx46dATh8+CDx8fGMGzeBKlUCadSoCa+++iZr\n166xnKdUKhky5HmCgqrierMnyb04OTmjVtuh1Tri4nJrAt1XX32TWrVCqF27Lp06PcH582cB+OWX\nn2jWrCX9+g0gIKAKXbv2oE+ffqxd+x1qtRpnZ2eUShXu7u4olUoaN27KuHETqF69BgEBVRg8+FlS\nU1NITr5+r5BsUtl5rCCEEDaodV1fIiKTiU/O4mJsKtX97//lVFTZegUoQGtDK+94PBLAwLe82LZ8\nC+dTnclRadm8PYn6ZzfTZsgTKFXSLV4IUbru2u195Ci01WtYObJb8lrWMZkwpKcV+7j5XcfNa6vb\n2ylpWcenWK9dkWgczK3cttwN/m58fW8l24891oGDB/ezcOE8oqIuc+bMaRQKBUajkZiYKEwmE48+\nGmI5vkGDRjRo0Mjy+4IFczAYDHh73/p3dPnyJVJSbtC1awfLNpPJSG5uLql5SyFWcsfe/sFvWBQK\nBf7+AZbfnZyc0el0lvJ3795Bly7tLfsNBgNBQcF3vVb37r3YseMffvvt55vvQcTNc8rWqjaSrAsh\nxENoWsuLVVvOoNMb2RseV/zJutEOVKB1sK0EWK2xp8srvfHfuI89YanolfaciNOYu8UPa4+Td+lP\n3iSEqJhstdv7v6lva2nUp6YWa7KeqzewPyIBgGa1vNFq5Bb/YWgc1Pj4u1o7jCK5fbz50qWf8+ef\nv9GzZ1+6d+/N2LHvMWBAHwBUqoL/bTz1VH/Uajs+++xTVq36EbVajcFgIDi4Kp98MveOnoR5Y8rt\n7TUP/TqUyvz3O3llGQwGunXrydChw/OVf68u7dOmTebkyRN069aTfv0G4OFRmVGjhj90fKVNusEL\nIcRD0GrUNH7UvOb6gYiEYl1z3WgwoFOav/gcnW2oaf02dXu0ot+gOrjenC0+wejG2mX7iNwXbuXI\nhBDlna13e/83S8s6xb9827Hz18i6Oca6bT3fYr22sFX3Xubs999/ZsyYdxg58lU6dXqCzExzLwGT\nyURAQAAKhcLSvRxg585/GDFiiOX3Dh06MWzYCLKysli16msAgoKCiY+Po1KlSgQEVCEgoApXr8aw\nfPmSB15yrSjnBQUFExMTjb9/gKX8HTv+YcuWTXccm5mZQWjoZqZO/YThw1+iXbuOpKbmLTtbtmaN\nl2RdCCEeUuu65huj9KxcTly8VmzXzUi8gUlh/jPt5KottusWt8rVq/D0mK5UczYn7NkqLRu3JbDn\nm60YjWWru5kQomzQxcURPWMaKdv/Aczd3gPfGY971+4PtVZzScrXsp5SvJPM7T0ZB5jXVq8VLD2b\nKgKt1oGoqEhS7/Lgx9XVjd27d3L16hWOHTvKRx99gEKhIDc3F0dHJ3r06M28ebOJiDjJ6dOnWLr0\nc5o1a2E532Qy4ejoxMsvj2bVqq+Ji4ulRYtW+Pr6MWXKRC5ePM+xY2F8+ukMtFrtA3/mHBy0xMRE\nkZycbCn3Xvr1G8jp06dYtuwLYmKi2bJlE8uWfY6fn9/N90NLWloqV67EYG+vQavV8s8/fxEXF8v+\n/Xv57LNZAJZu9WWFJOtCCPGQ6j7ijquTueV7b3hcsV03LeHWJCjOHi73OdL67LQauo3uQ7t69qiM\nuZgUSo5dteO3OX+Qea3k1hQWQlQ8qfv3ETntQ8v4dKeGjQiePMWmxqffjdLREW7O6VGcLevpWbmW\ntdVb1fFBaaMPK0Tx6tdvIOvWrWXWrOl3JMsTJnzAuXNnGTp0EDNmTKVz5y7Url2Xs2dPA/D662Op\nUaMmY8aMZty4N2natAUvvjgKyN/a3aNHb6pXr8n8+bNRKpU3u8DDyJHPM2nSe7Rt+xhvvPH2A7+G\nPn2eZN++PYwb98YdZf+br68vM2d+xr59exg6dDDLly/mtdfe4oknugHQpElzAgKqMHToIC5ePM+k\nSdPYti2UIUOeZtGieQwb9gKenpU5d+7MA8drDQpTeV1BvgiSkzPQ66X1p6xTq5W4uztJfZYTZa0+\nvws9x9ZD0ahVSua91hZHB7uCTyrA2b8P8dcB81Im/foG4Vun2kNfszQkno1i80/HSFOaHzA4GDLp\n3PURqrWuW6bqVNxfWfuMivsrC/VpzNWR+P0aS2s6KhVe/QdSqUs3m21N/7eL48agT06mUpdueA96\npliuuS3sCt9uNicgU4e3oIq3c5moT1E0UqflS159FkRa1oUQohi0uTlGUG8wcvB0QrFcM/229XFd\nfcrOOuZejwbx9BtPUNUxr1u8IxtCr7JbusULIR5QbmIi0TM+LlPd3u9G5ZK31nrxtazndYGv4uVM\nFW/bG6svhHhwMlWkEEIUgyAfZ/wrO3E1KYO94XF0aBRQ8EkFyEjNBjQoTQYc3G27G/y/2Ttp6fF6\nH479tpP9J7MxKO04EgUJ739H95c6Y+dc8NNkIYQASD9+lLgvl2HMND/AdGrQEN/hL9rkJHIFUd0c\nt25ILZ4x6wk3sjgfY078W9eV5dqE7RgxYghRUZF33adQKJg9e36+5eLE3UmyLoQQxUChUNC6rg/r\ntl/kbEwK11Ky8XRzeKhrZmXoAA0aYw5KZdnsCNXwyXb41brM5p/DSVc6E6Nz5bsF/9C1bwi+9apb\nOzwhhA0zGY1c+/Vnrm9Yb96gUFC5X3/cu/dEUUb/JqrdzMm6PuVGAUcWzv6breoKkLXVhU2ZMWM2\nubm599zv5eVditGUXZKsCyFEMWlZ25ysAxw8nUD3lkEPdb2sbHOXcY1S/9CxWZN3SFWeft2b0C9D\nicp2JUPpxG+/X6LVxVga9n3M2uEJIWyQPjWV2KVfkHU6AjB3H/d76WUca9excmQPx65yZQByExIw\nGQwoVKoCzrg3k8nE3pPxANQKqoSH68M9IBaiOHl7y8Oj4lA2H0sKIYQNqlxJS3V/83jE/afiH/p6\nWXrzOEytXdmfB1Tj7Eift/ryWG01CpMBo1LNnlN6tiz8A31O2VpGRQhRsrLOnSNy6mRLou5QoyZB\nk6eU+UQdQFMlEACTXo8u7uFWD4mMTyPuunn97LwlRIUQ5Ysk60IIUYxa3OyGePtN1IPKNphbXLQO\n5eNPtVKppNMLPejbvQoOBvN7cyHdhR/nbiI5KtbK0QkhrM1kMpG8ZTPRsz/BcMPcTdy9SzcC334X\nO/fysXa4JjDQ8nNOTNRDXevAKfNkpmqVgqa1vB7qWkII21Q+7gCFEMJGtAjxJm9i4gMP0bpuNBrJ\nUWgAcHR8+GXgbElQ89o8/VIbvBTmSZFuKFxZt+o4F3YctXJkQghrMWRlEbt4EYlrvwODAaWDA36j\nXsVr0DMo1OVn1KbaszJKrRbAsk78gzCaTBw8bf6OqfeIZ7EsFyqEsD2SrAshRDFyc9YQEmRuAdof\nEY/J9GBd2HNS0jEqzTeoTq7aYovPVjh5VaLf2N7UqZwFJhO5Sg1bdl9n51ebMRoM1g5PCFGKcmKi\nifpoCumHDwFgH1CFoIkf4tK0uZUjK34KhcLSFT4n+sFb1i9eSeVaag4ALerIRF1ClFeSrAshRDHL\nm5E39lom0QnpD3SNG9G31mp39iify5yp1Co6vNCDzi1cUBt1oFASHq/h17nrybxWfGsQCyFsV+re\n3URNn0ZuvHn8tmvrtgRNmIS9b/kdg53XFT4n5sFb1g9EmFvV7dVKGtWoXCxxCSFsjyTrQghRzJrW\n8kKlNPeF3x/xYF3hY89dsfzsU+vhZpW3dY92bkb/Z+riakwDIN7gxtrFu7hy7KyVIxNClBRjbi7x\n364kbvkyTDodCrUa76HD8Bn+AkqNxtrhlShNoPlvuiElBX1K0R9MGo0mDp4xP9BtUKMyDvblZ5iA\nECI/m0/WQ0NDCQkJoXbt2pb/v/HGGwCcOnWKp59+mkaNGjFw4EBOnjxp5WiFEAKcHOyoX80TME8A\n9CBd4ROupgKgMWThFlD+uzh6PBLAwDFdqOpoTtizVE6s/zOKsJ+3WzkyIURxy01OJmbWJ6Rs3waA\nunJlAt+bSKX2HVHkTfpRjuUl6/Bgretno2+Qkm5eRaNFSPn/fhCiIrP5ZP38+fN06tSJ3bt3s3v3\nbnbt2sXHH39MVlYWL730Es2bN+fnn3+mUaNGjBw5kuzsbGuHLIQQtKhtvoG6lprNxZuJd1FcTzcn\n+O72FWdZM3utAz1e70OrRxUojXqMSjX7zprYuOB3crNyrB2eEKIYZJ49Q9S0D8i+eAEAx3oNCJ74\nIQ5Vq1o3sFJk7x9A3kykDzJu/cBpc6u6xl5Fg+qexRqbEMK22HyyfuHCBWrWrImHhweenp54enri\n7OzMn3/+iVarZdy4cVSrVo33338fJycnNm3aZO2QhRCChjUqo1aZ/8QePpNYpHNzs3JIxTxOvbJn\n+e4OejeN/68DvXsFoTVkAHA505Wf5m3mRkxCAWcKIWyVyWQiOXQrMXM+xZBqfoDp0edJAl5/E5Wz\ns5WjK11Ke3vsff2Aos8IbzAaOXQzWW9cszL2dqpij08IYTvKRLL+yCOP3LH9+PHjNG3aNN+2Jk2a\nEBYWVlqhCSHEPWk1auo94gHAoTNF6wofH3EJk8J8A+ZTtWKunRvQ8FGefuUxfJS3Le+28giX956w\ncmRCiKIy5uQQt3wpid+vNi/LptXiP/oNKj/ZD4XS5m9FS8SDTjIXEZlMelYuAC1CfIo9LiGEbbH5\nv5CXLl1i586ddOvWjS5dujB37lxyc3NJSEjA2zv/OB1PT0/i4x98XWMhhChOzULMiXZSSjZR8YWf\nFT727FXLzwH1qhV7XGWFo7sbT43tTW3PLAB0Kgc2/ZPIwe//xmg0Wjk6IURh6BITiP7kI9L27QXA\n3t+foPcn49yosZUjs6685dt0cbEYc3MLfV5eTy2tRk3dmw+EhRDll01PH3n16lWys7PRaDTMnz+f\nmJgYy3j17Oxs7O3t8x1vb2+PTlf08Z0qlc0/sxCFkFePUp/lQ3moz6Yh3ny14TQGo4kjZxOpXsWt\nUOclxacDrmiNmbj5l5/xiA9Up2olT4zqhe+Gfew4lIJBacehy5D4v/V0H9Ude0eHkglWFKg8fEbF\nLSVRn+nHjxOz5AuMGeYhLS7NmuM/4gVUWm2xlVFWOeaN0TcYMCTEYh9ctcBzjEYTYeeSAHMXeK3D\nvS4xoGEAACAASURBVG/j5fNZ/kidli+FrUebTtb9/f3Zv38/rq6uAISEhGA0Ghk3bhwtW7a8IzHX\n6XQ4OBT9xs3VVb40yhOpz/KlLNenO9DoUS8On07g8NlEXvy/BoWa6fhaphIU4KnV4+5e/tZYf5A6\nbfdsZ6rWP8/arw6RoXQiMsuVH+Zu5plXOuBVPaAEohSFVZY/o+JOxVGfJpOJmJ9+Jmr1d2AygVJJ\n8JBnCej3ZIWY7b0wnOqHkDe1nOpaPO6N6hZ4zsmL10jNMN/7dmwWWKjvB/l8lj9SpxWLTSfrgCVR\nz1O9enVycnKoXLkyiYn5J21KSkrCy6vo4ztTU7MwGKRLZVmnUilxddVKfZYT5aU+G9Xw5PDpBK4m\nZXDibAKB3vefSCknPZM0HAGoXFlLcnJGaYRZKh62Tp0D/Xjm9Y6sXxxKnN6NG7jw5cI9PNHRnxrt\nG5VAxOJ+ystnVJgVV30asrK4+uVS0g4fNl/X2ZmAUa/gVLceN25kFle4ZZ4JO1QuLhjS0rgecQ77\nJi0LPGfbwUgA7O2UPOLjfN/vB/l8lj9Sp+VLXn0WxKaT9V27djF27Fh27NiBRmOeEfnUqVO4u7vT\nrFkzlixZku/4sLCw/2fvvsOjOs+8j3/nTO/qXUIgEL2DMaYYY8DGYOOaOMVpTnFJ4sTZ7G7aZt+9\nstlN2RQ7dqo3fePE3RiDsWnGgDG9V1HUexlp+sw57x8jyVTTpDkq9+e6dCE0M+f84Gikued5nvvh\noYceuuLzxOMqsZh80w8Ucj0Hlv5+PSeWZKAYDKiaxtYDteSmffAa9Ipdx8GQmBqVVZzVr//tF3Mt\n19TscrLsq0t55w9vcqDeSlSxsWpDI5NOrua6j8xHGaTNqvTU35+j4mzXcj3D1dVUP/0E0dpaAKxF\nQ8h79EuY0zPke+QCrAVFBA4dIFhefsn/H03TurvAjx+WjtFguKz/U3l+DjxyTQeXPv2qZvLkydjt\ndr71rW9x8uRJNmzYwI9+9CM+97nPsWjRItrb2/n+979PWVkZ3/ve9wgEAixevFjv2EII0c1lNzNq\nSApweVu41ZYlXuSiaeSNH7zN5T6IYjQy98FbuWm6C5MaQTMo7KowseJnrxHukJE7IfTQsWsH5f/5\nH92FuueGWRT+67cwp2fonKzv6u4IX1FxyR1DTtW20+QLAzC1dHDuEiLEYNSni3Wn08kzzzxDS0sL\n9957L9/5zne4//77+cxnPoPL5eLXv/4127dv55577mHfvn389re/vao160II0ZumjkzsXFHV6Kem\n6YOntTfUJ4pNp+bHnuLu9Wz92agF07nz3lG41ESn/cqIh+efWEPzySqdkwkxeGiqStOrL1P91JNo\n4RAYjWR97AGyP/1ZlHMaAYuzWQuLAFADfqINH/xm7s6jiduNioEJJfIGiBCDRZ+eBg+JNerPPPPM\nBW8bP348L774YpITCSHElZlSmslf3jiCRuIF15KZF28K1BwyggKp9njyAvZjmaVF3PfFNFb9Zg01\nMS8+xc2Lf9vPTbMbKJF17EL0KjUUpPaZ39Gxq3N9usdD3sNfwj5ihM7J+ocz/5+CRw5hOWdL4i6a\nprG9c2bWmOI0HB/QBV4IMbD06ZF1IYQYCLxOCyX5iW3b9hxvuuj9Ai1tBJREIZ91iUZ04n02j4s7\nHr+dCTlh0DSiipU3NzWz9a9rZD92IXpJpKGe8v/6z+5C3Vo8lKJv/7sU6lfAnJGJOSMxpT1w+NBF\n71fdFKCuOTHraupImQIvxGAixboQQiTBxOGJ/dLLqtq6t945V82+k92f55RkJyXXQKEoCrM+dQs3\nz/B0r2PfWWFk1ZOvEQ2G9Y4nxIASOHSQ8u/9PyJVlQC4r59J4T9/A3Nams7J+h/7qFEABA4fvui6\n9Z1HEo3lDAaYNFymwAsxmEixLoQQSTBpRGI0RAP2lDVe8D6VR2sAMGhxcsZJc7mrUTp/KnfeOwpn\n5zr200EPL/z8DXw1F/4/F0JcPk3TaHlrNZU//TGq3w8GA5kfup+cBz8v69OvkmPUaADiba1Ea2su\neJ/dxxM/v0YUpOBxyv+zEIOJFOtCCJEEeekOMlMSDTAvNhW+uiEKQKqhA6vLkbRsA01maRH3PTyX\nLKUNgBY8vPC/71G564jOyYTov9RohLrfP0PDs/8HqoricJD/la+RuuhWDAaD3vH6ra5iHRKj6+dq\n6whzsqYdkFF1IQYjKdaFECIJDAYDk4YnRtf3n2wiGju7gVygpY1WEuvU87JlV4trZU/1cOfjSylN\nSXTfDxkdrFhZwf7XNuucTIj+J9baSuWP/hvf5ncAsOTmUfStf8M5dpzOyfo/U0oq5pwcAAKHD553\n+96y99/c7VpOJYQYPKRYF0KIJJk0IjEqEomqHDrdetZtJ989BIbEj+ShE4ckPdtAZDQZufmhJdww\nyoiixVEVExv3R1j/m9dR49JtX4jLETxxgtPf+3dCJ04A4Jw4icJvfgdLdo6+wQYQx6gxAASOHEY7\npylmV7GemWIjJ01mXAkx2EixLoQQSTKiwIvdmthyp2sNYpeK44ltecxqmNwJ0k25J028cw63LczD\nGg8CcKjZwSs/eY2Qr0PnZEL0bb7Nm6j84feJtybeXExbejt5j34Zo92uc7KBxdHZZE7t6CBSVdX9\n9WhMZf+pZgAmlmTIcgMhBiEp1oUQIklMRoUJJYlpjHuON57V+bfOl/hxnGkNYTQZdck3kBVOG809\nn5pKiuYDoDbu5blfrKexrFLnZEL0PVo8Tv3f/0bt//4WLRbDYLGQ+9AjZNx5DwZFXjr2NPvIUd2f\nnzkV/mhFK+FIYhbQRFmvLsSgJD9xhRAiibrWHLa0hymvS4zsNh6vJGBM7K9eUOTVLdtA583P4p6v\nLKLQmijYOxQXL//9AGUb9+icTIi+I+73U/XET2l98w0ATOnpFH3j27inXadzsoHL5PZgyS8AElPh\nu3TtHGK1GCktTNElmxBCX1KsCyFEEo0flo5RSUxl7JoKf3LH0e7bh04v1SXXYGGx27jtsaVMyo+C\nphJVrLz5ThPv/W0N6jlrRYUYbII1NZz83n8QOLAfAHvpSIq+/V2shUU6Jxv4HKMTXeGDnevWNU1j\nT+fviLHFaZhN8pJdiMFInvlCCJFETpuZEQWJ0fP9JxKNg6oqEtvyONUO0orzdMs2WCiKwswHFnLz\nDA8mNYJmUNhx2sjqX6wgFo7oHU8IXfgPHWLv1/+VSE1ir2/v3BspePzrmNwenZMNDo6RiWJdDQYJ\nnz5FbXOAhtYQABNLpAu8EIOVFOtCCJFkY4emAXCixoevPUhDJNGsKcejfdDDRA8rnT+NZfeMxKEm\ntnc7GXDz0s9WEmhq0zmZEMnV9vYGTv/4h8TaO8BgIPP+j5L1wKcwmEx6Rxs07CNHQmc/gI69e9hz\n/P0t2yZIsS7EoCXFuhBCJNm4oYkXXpoGu9fuIaZYACgszdYz1qCUNXII9z08mwxDokBv1Lw89+t3\naDharnMyIXqfpqrU//1v1P3p9xCPY7TbKfzq46QuWCSdx5PM6HDi6Gw059+9k72d69WLc9x4XVY9\nowkhdCTFuhBCJFlhtguX3QxA7dHENj0GTWXo9WP0jDVoOVK93PWVxQx1JpYjBBQnrzx/iBOb9uqc\nTIjeEw8GqX7yZ92N5MyZmUz44fdxT5ioc7LByzl5CgDhigrqTyZ2qpBRdSEGNynWhRAiyRSDoXsq\nfCCYmGaaamjH5nHpGWtQM1ktLHp0CVOK4t2N51a/3cDO5zfoHU2IHhdtaKDiv76Hf1/iDSn7iFKG\n/tu/4yiSRnJ6ck2a3P35sPbE7J6u3xVCiMFJinUhhNDB2OI0MqIdBC2JZnPFhVKo601RFGZ89GZu\nvs6DUY2iGYxsPa6x5lcriMfiescTokcEjx2l/D//g0h1YlaPZ9Yc8h//Oia3W+dkwpyWjnVIMQCl\nHRVYLUaG5kqDPyEGMynWhRBCB2OHpjE06u/++8g5Y3VMI85UevM07rhjGPZ4AICjrU5e/elrhH3+\nSzxSiL6tbdNGKn78A+Id7WAwkHHfh8n+1GdQzGa9o4lOrs6p8AWhesZnWzEZ5aW6EIOZ/AQQQggd\npLqtOEw2AJzRVlKKcnROJM6UM66Eex6cQarmA6A27uW5X6ylpbxG52RCXDlNVWl4/h/U/f4ZiMcx\nWG3kPfpl0m5ZLI3k+pqR4wBQ0Jik1ekcRgihNynWhRBCBy3lNQQsqQAE40FicVXnROJc7px07v7K\nIgqsiU7x7YqbF/+8h4rth3ROJsTlU0Mhqp9+kpZVrwNgSkun6F+/ddb6aNF3HAvbaTEnliRk15fp\nnEYIoTcp1oUQQgdHNh7o/vy40UlZlezt3RdZ7DaWPHY747JCAESMNl5fXcX+1zbrnEyIS4u2tFDx\ng+/j370LAFvJcIq+9W9YCwt1TiYu5uDpVo46E9dHPX4YNRzWOZEQQk9SrAshhA5OVyTWQ9sirTSZ\nXew/2axzInExiqIw5zO3Mme8BUWNoSomNu6PsPF/V6GqMiNC9E2h8tNUfP8/CFckuoq7Z8yk4J/+\nGZPXq3MycTGapnHwdDPHOot1LRIhcHC/zqmEEHqSYl0IIZLMV9NAs5aY5mg2RwE4IMV6nzduyQ3c\ntigfSzwxyr6/3saKny8nGpSRL9G3dOzdTcUPvk+spQWA9DvuJOezn0cxW3ROJj5IXUuQZl+YKlsm\nqt0JQPu2bTqnEkLoSYp1IYRIsiMb9kFnU6eU0UMAKK/rIBiO6RlLXIbCaaO5+4GJeNR2ACrDXl76\n+SoCTbKMQfQNrWvfovrJn6OFw2A0kvPg50m/405pJNcPHDyVeNNWMyg4pk4HoGP3TtRQUM9YQggd\nSbEuhBBJdvJ0otBzqR2MnFYKgKpplFVLwdcfpBblcu8X55OtJK5XE16e//VGmk9U6ZxMDGaaqlL/\n7P9R/39/AU1DcTop+No/45l5g97RxGU6eCoxEyI33UHmnNlAYip8x86desYSQuhIinUhhEiilvIa\nmlQPAEOyTRTneLr30T1aIcV6f2H1OFn21SUMcyXeePErLl762z7Ktx3UOZkYjNRwmOqnn6T1rdUA\nmLOyKfrGd3CUjtQ5mbhcqqpx+HSiWB9TnIZtWAnmrGwAfO9KQ0shBisp1oUQIon2r9nbPQV+3Pzx\nmE0KJXmJ4v1YRaue0cQVMppNLHxkCZPzY6BpRIw2Vr5ZzYHX39U7mhhEYq2tZ3d8Hz6Com98G0tO\njs7JxJWoqO8g0LkUavSQVAwGA57rZwIQOHSQWGuLnvGEEDqRYl0IIZJEVVVO1CRejKXRRtrQfABG\nFKYAcKLGRzQm3cX7E0VRuP6BBcydaO/uFP/2niBb/vymdIoXvS5cWUH59/+DcPlpANzXXU/B176O\n0e3WOZm4UsfP2L5zREGiY797RqJYR9PwbZU3AYUYjKRYF0KIJKnYfoiAkujwO2JESvfXSwsTL8yi\nMZVTtT5dsolrM/a261m8MA+zGgKDgd1VZt58egXxqDQNFL3Dv38fFf/9n8SaE03J0pbeTs7nviAd\n3/uprmI9O82B25G4hpbsbGzDSgBof3eLbtmEEPqRYl0IIZLk0LsnAFDUGGMWTu3+ekmet2tmPEdl\nKny/VTR9DHd+eBxOtQOAEx1uXvnpCsI+v87JxEDTumEdVU/8FDUUAqOR7E8/SMad90jH937seGWi\nWB+R7z3r610NAsMV5YSrKpOeSwihLynWhRAiCSLBEBUdVgDy7QFsHlf3bXariSHZiWmrxyqlyVx/\nllFSwL1fmEM6ietYp3p5/hdraauq1zmZGAg0VaXhuWep//MfQVVRHA4KvvI1vLPm6B1NXIOW9jBN\nvhAAwwvOLtbd064DoxEA3xZpNCfEYCPFuhBCJMHRNTuJKYmpjaOnFp13e2nnuvVjlW2oqpbUbKJn\nOdK93P3VxRRaE0safIqbF/+wg5p9x3VOJvozNRqh5tdP0/LGKgDMGZkU/uu3cYweo3Myca3OXK9e\ncs7IutHtxjluPJAo1rWYLK0RYjCRYl0IIZLgyMEGAGzxAENnjT/v9hEFiWI9GI5R2dCR1Gyi55ms\nFm57bCljMoIAhIx2li8/ybF1sl+yuHLxjg6qfvJjOnZsB8A2rITCb34Ha16ezslET+iaAu+0mchN\nd5x3u3f2XADiba107N2T1GxCCH2Z9A4ghBADXWt5LfVxNxigOBOUzimNZxpR+P5oytGKVoqypZtz\nf6coCjd+djGeF99m65EYccXMmndbaW/awJR7b9Q7XtLEVZVYTCMaV4nFVWIxlWhcJRpT0TonkRgM\nYDAYMACc8XnX101GAxazEavJiNmsoAyitdnRxgaqfvYTIrU1ALgmT000krNII7mBomtkvSTfe8Hv\nbeeEiZhSU4m1tND29nrcU6aedx8hxMAkxboQQvSyPat3gcEOwPj5Ey54H4/DQm66g5qmAEcr21gw\nrTCZEUUvmnz3XDxv72btO/XEFAtbj2t0PLOK2Z9ehKL07QlumqYRisTxBSK0dUTw+SP4Q1GC4Tih\nSAwVAy2+IP5gjEA4RiAUIxiOEYrEiHYW5VovrOowGRWsZgWL2YjF1PmnWcFpM+O0mXDazLjsZpz2\nzr/bzYnb7CbcdjN2q6lfNGMLnT5F1RM/Jd6WKOZS5t9M5v0fw9DHv2/E5QtH45TXtQPnT4HvYjAa\n8cyeS/PyVwgc2E+0sQFzRmYyYwohdCLFuhBC9KJYOEJZHWCETEMbGcMLLnrf0sIUapoCHKtoRdO0\nflFMiMtTMncSzvQTrHz5MCGjgwMNNvy/eI1FD9+G0azPr+JYXKXZF6KxLfHR2h6mzR+hzZ8oytv8\nib9Hon1vv/hY5yi9P3R163ctJoUUt5UUl5UUl4XUzs+7/kxxW0l1WTGb9CuK/fv2Uv2rp9DCYQAy\n7vswqYtulZ8LA8ypGh/xzj4l53aCP5N3zlyaX3sVNI22tzeQcfe9yYoohNCRFOtCCNGLjqzZQdiY\nGFUfOynnA+87osDLht3VtPkjNPlCZHjtyYgokiRn7DDu8rp47U9baVfcnAp4eOWnK1jyyEKsrvPX\nqV4rVdNobgtR1xKksS1I0xmFeVNncX61g96KwYDdZsLtMGM1G7FbjNitJhxWE3abCbvFhNmkYDIq\nmE1K5+eGxN+NCqbO24yKAa1z6F3TEiP5GiQ+NA00ULVEcR6JxYlEVSLROJFY559RlXAsTjSqEorG\nCYSi+IMx/KFo9wyAC4nEVOpbgtS3BC/6bzQAqR4rmV47mal2MlPsZKbYyEyxk5Vix2U391rh3LZx\nA3WdHd8NJhPZn/ksnuuu75VzCX11TYFXDAaG5nouej9zWjrO8RPw791D26aNpN9xJwaTvIwXYqCT\nZ7kQQvSiA/vqAS+2eIDS+bM/8L5Dct5/oVZe1yHF+gCUUpDFPQ/fyPLfrKNJ81Knennhybe4/dOz\ncOekX9UxQ5EYtc0BapsC1DQFqG1O/FnfEiASu/xRcavZiNdpweOy4HUmPjzOrs+teJwWPM7E9HKr\n2YjZbCQ11UlLi5/YFZwnmWJxlUCos3gPxugIRWn3R2jtCNPSEaG1Pdz5eRifP3LWlH0NaPaFafaF\nOVLRet6xbRYjmSl2ctMd5KU7yctwkpvhJDvVjsl4dSPymqbR9OrLNC9/BQDF4SDv0S/jGDnqqo4n\n+r6u5nJF2S6slvP7mZzJe+NN+PfuId7WRseeXbinTk9GRCGEjqRYF0KIXlJ/+BRNWmJa4/Bc5ZLT\nnXPTHFhMCpGYSnldO1NKZU3iQGRP9XD3Vxaz8qmVVEa8tBk8vPjMuyz50AQyRly8V0EsrlLd6Kei\nvqP7o7Y5QEt7+LLO67CayPDaSO/8yPDayfDaur/m6CfruK+Eyah0vslw6WZscVXF548mivf2MI1t\nIRpag2d8hIjF339TIhSJd1+HMxkVA9lpDvLSHeRlOLs/ctMdGD9grbkWi1H35z/i27QxkT0tjfzH\nvoY1P/8q//Wir9M0rXtkffgHTIHv4hw3HlNqGrGWZto2rJdiXYhBQIp1IYToJXvW7AdcGDSViYsv\n3b1XUQwUZrkoq/Zxura99wMK3ZisFpY8tpR1v13F0VYnAaOTl587wKKFHRRNH43PHzmjKG+nor6D\nmqZA99rWi7GajeSkOchNd5CT5iCn888Mrx2HTX7lfxCjopDqTqxbH5p7/u2qptHWEaG+JUBDa6KQ\nr28NUtPop6Y5QLRzdkFc1ahu9FPd6IcjDd2PNxkVCjKdDMlxU5TtpijbRWGmC4vZiBoKUv3Lpwgc\n2A+AtbCQ/Mcex5SSmpR/u9BHbXOgu+/C8IJLF+sGoxHvnLk0vfoygYMHiNRUY8mV7fuEGMjkN7cQ\nQvSCcEeAU20WUCDX0o4n9/JGyYuy3ZRV+yivl73WBzrFaOTmh5Zg/8ub7KkwEVVsrHyzivCbB9mt\nfHCR5rSZKMxykZ/hShTk6Q5y0xykuq0DbnS8r1AMhu5ifmTR2bepqkZjW5DqxgDVTf7uYr2mKUA4\nmlg3H4urnKpt59QZb8QpBgPD3Bq3lK3C3VYPgG30GPIf+RJGuyyDGehOVPu6P7+ckXUA79x5NK1Y\nDvE4LWveIvvjn+iteEKIPkCKdSGE6AX7Xn+PmJKYejv++qGX/bghOYn91VvaE2toL2f6rug/YnGV\nyoYOTlb7OFHj40S1j9omI2NC9TitGaiKCbOWyuRAHbsc2RgMkJ3qoDDLddaHFOV9i6IYyEp1kJXq\nYNKIjO6vq5pGsy9EZb2f8rp2Tte1U17XTpMvsXQhNdzCwpNrcMf8AOxzl/BGdCr5z+5nWL6H4Xle\nhuV7yEqxy/UegCobEm/KOm0mUt3Wy3qMKSUF93UzaN+yGd/md8i4826MLldvxhRC6EiKdSGE6GFq\nPM7B4x2guHCr7RTPnHvZjy3Kfv9FV3ldO+OGXV3TMdE3BEJRjle1cbSijWOVrZysaT9r3XOXA/ZM\nhoVbyDa5iBmtmBy5fMjdwY2fvQW71axDctETFIOhszeA/awiviMYpXz7XgzPPocxluhIvyl1AhvT\nJgIGTncW9ut2VgHgspspyfMwLN/L8DwPw/K8l2xGJvq+yobEmzSFWa4rejMmdcEi2rdsRotEaNv4\nNmmLb+utiEIInUmxLoQQPezoup34lUTRPXaUF+UDmkqdKz/DhVExEFc1Tkux3u+0tIc5VtnK0YpW\njla0UdXQcdHt0TJTbAzN9TAsN1F8FWa7aD1WzusvHSJkdHCy3UX8lyu55eFbMVllhsWAcmQ/5v/7\nFVo0CopC1sc/wf0zZjOztp2y6jbKqnyUVbfRHogCieJ+T1kTe8qagEQTu+IcN6WFKYwsSmFEQQp2\nq7yk628qO5c75Wde2ci4bUgx9tKRBI8eoXXtW6QuXCTbuAkxQMkzWwghetjeHdWAF0s8xLjFN13R\nY80mhbwMJxX1HZyuk3XrfV2zL8Sh0y0cOt3C0YpWGttCF7yfxaxQkudlRIGXYXlehua6cTvOL8Cz\nxwzlbq+T5X9M7MVeHvLw8s9XcvtDC7B6nL39zxFJ0LZxA3V/+gNoGgaLhdyHHsE1YRIAo4akMmpI\nol+Bpmk0tIU4UdVGWbWPE9VtlNd1EFc14qpGWbWPsmofK7eWYzAk+l2M7CzeSwtTcNpkRkZf5gtE\naPNHgMTI+pVKWbCI4NEjxFqa6di5A/d1M3o6ohCiD5BiXQghelDVnqPd27WV5hkw2y9vHeKZhmS7\nqajvoFw6wvc5HcEohzuL84OnW6hrDlzwfi67mREFXkYUJAqnomzXZe+97c3P4p5H5vHar9fSqHlp\nUL28+NQa7nhwDs4s6Q7eX2maRvOK5TS9/CIAitNJ/pe/ir1k+AXvbzAYyEqxk5Vi5/qxOQBEonFO\n1bZzpKKVo+UtHKtqIxJV0TQ4XdvO6dp2Vm+rwAAUZLkYU5zK2OI0RhSmYDXLtPm+pOqMJqIFVziy\nDuCaNBlzRibRxgZa3lotxboQA5QU60II0YN2rT0MeFDUGFOWXt2Lp6JsF+yD+tYggVBMttzSUTga\n51hFKwdPt3DoVAvlde0XnNae6rYyqiiFEYUplBakkJvuuKaGYPYUN3d9ZTErn15JZdhLq8HDC7/b\nxNKPTiGtWLZq6m80VaXh2b/SunYN0LmH+lf+CWvelV1Li9lIaWHiDSBuKCYWVzld287RilaOVLRy\nrLKVYDiOBt1b/73xXgUmo4ERBSmJ4n1oGkXZbhRpWKerrvXqBiA/48pnzRgUhZSbF9Dw978ROlFG\n8Pgx7MNH9HBKIYTe5BWgEEL0kNbKeipDLjBAsSeIMzPlqo7T1REeoKK+nZFFMpqaLJqmUdMUYP+J\nJvadaOJIRSux+PnluctuZlRRCqOL0xgzJJWs1J7v1m2yWljy5aWs/c0qjrU58SsuXv7rHm5bFiRn\nXEmPnkv0HjUapfaZ39CxfRsAlrx88r/yNcxpadd8bJNRoSTfS0m+l8XXD0FVNcrr2zlS3sqh0y0c\nKW8lHI0Ti2vdyzVe2HACl93M6CGJwn1scRrpXts1ZxFXpqKzE3xmqv2qmwV6Zif2XFeDQZpXvU7+\nFx/ryYhCiD5AinUhhOghO17bhmZwgqYxZeHEqz5OYZYLA6ABp+s6pFjvZaFIjEOnW9h3opn9J5ou\nuO7cYlYoLUxhzJA0Rg9JpTDblZSRScVoZMHDS3D8aTV7qi2EjXaWv1rGwvYAxTPH9/r5xbWJB4NU\nP/UEwcOHALANH0H+l76C0dk7/QcUxUBxjofiHA+3XFdELK5SVtXGgVMtHDzVzMkaH5qWWM6x7XA9\n2w4n9nbPz3QyaXgGsycXkJNy5Ut3xJWr6izWr2YKfBej3U7KTTfT/Ppr+HfvIlxViTW/oKciCiH6\nACnWhRCiBwSa2ihrtoACOWYfmSOLrvpYNouJ7DQHtc0BTsu69V5R0+Rnz/HE6PmxyguPng/JcAfP\nowAAIABJREFUdjO+JDHyWJLvvew1573hhk8swv7i22w9EiOmWHhjXR1z24OMXnSdbpnEB4u1tVL1\ns58QrigHwDlpMrmffxjFkrzO/iajwsiiVEYWpXL33GH4Q4meCwdOtXDwZDP1rYlt46oa/FQ1+Fmx\n5TQOm4lxQ9MYPyyd8SXpeC7QCFFcG1XVqOqcBl+QeW1v3KTcvJCWN99Ai0ZpXvU6uQ9+viciCiH6\nCCnWhRCiB2x/eQtxJTGVdNq80ms+XlG2i9rmAOX1Uqz3hLiqUlblY/exRnYdb7xgYzinzcTYziJl\n3NA0vK6+NcI4+e652N/cxoZtbaiKiQ07Ogi2b2DKPTfqHU2cI1JXR9XPfky0oQEAz5y5ZH/8kxiM\n+jZ5c9rMTB2ZxdSRWUCiL8b+E03sLWvi0OkWojGVQCjGe4fqee9QPQZgaJ6HCSXpTBqeccX7gYsL\na2gNEompwLWNrAOYvF48s+fQtm4t7VvfJWPZXZgzMnsiphCiD5BiXQghrlHY5+donQEUyDC0UTht\n3jUfc0iOm/cO1VPTGCASjWORTs5XLBiOceBkM7uPN7K3rImOYPS8+xTnuLtHEIfmujEq+o2eX45R\nC6djd+9n9dpqYoqFrcc0gn9czcwHFqD08eyDRej0Kap+9hPi7T4A0pbeTvqyu/tkkZuVYmf+lALm\nTykgrmlUNAbYtLuK3ccaafKF0IAT1T5OVPt4eeNJ0j02JpdmMGVEJiMKvX3++dJXVZzRCf5qtm07\nV9qixbRtWA+qSsvqVWR99IFrPqYQom+QYl0IIa7Rzlc2E1USo7BTbyjukWMWZSeazKmaRmWDn2F5\nnh457kDX2hFm17FGdh9r5NDp5vOmt1tMCmOK05g8IoMJwzPwOvvfFN8h14/jdreD118+QthoZ2+N\nhcCvXufmLyxG0XnkdrDzHzxA9VNPooVDYDCQ+ZGPkTp/gd6xLovVbGT6mByG57r56II41Y1+9p5o\nYu/xJo5VtqFqGk2+EG9tr+St7ZU4bSYmDc9gcmkmY4emydZwV6Cyc726xaSQmWK/5uOZMzNxT59B\n+9YttG18m7SlyzClXV2DUyFE3yLFuhBCXINoMMyh8hgYzaRoPopnze2R4565lU99S0CK9Q/Q7Aux\n42gDOw7Xc6yy7byt1TxOC5OGpzNpeCaji1MHRFGRM3YYd7nsLP/rDvyKi+M+F6Gfv8biRxdjsva/\nNyAGAt9771L7zG8hHsdgMpHz4OdxT++fPQUMBgP5mS7yM10snjEEfyjK3rImdh1tYN+JZsLROP5Q\njE37a9m0vxaLSWHs0DQmj8hk0ogMXHaz3v+EPq1r27b8TCeK0jMzLtIW30b71i1o0Sgtq1eRe//9\nPXJcIYS+pFgXQohrsGf5FsLGxMjI5Om5PTYV2eO0YDIaiMUTo1nibI1tQXYcaWD7kXrKqnzn3Z6f\n4WTSiAwmDc9gaJ5nQO4pnTokl3s+N5tXf/c2rQYPlREvL/9sJbc/vACrp3e6jYsLa3nrTRqe/SsA\nis1G3qNfxjF6jM6peo7TZmbm2Bxmjs0hGotz8FQLu441sOtYI+2BKJGYyq5jjew61ohRMTC6OJXp\no7KYUpqJ0yaF+7m6Rtbzr3G9+pmsBYU4J03Gv3sXrevWkLlkCaTKzwEh+jsp1oUQ4irFwhH2HQuA\n0YFbbad0fs+MqgMoBgNpHhv1LUGaLrCV2GBU3xJg+5EGdhyp52TN+Y33hmS7mTYqk6kjs8hJc+iQ\nMPmcmSnc/aUFvPb0m9SrXho0Ly8+tYY7HpyDM0u2/OttmqbR+OLztKxcAYDR4yH/K1/DVjRE52S9\nx2wyMnF4BhOHZ/CJWzTKqtvYdbSRnUcbqG8NElc19p9oZv+JZv606ghjitOYNipTCvdO4UichpZE\nF/7CHizWAdKXLsO/exdaOEzTG6vI/NynevT4Qojkk2JdCCGu0u5XNhMyJorCSRMzerzBV3pnsd44\niEfWa5r8iQL9cD3lZzRl6jIsz8PUkYkCPasH1n72R1aXg2WPLWbl0yupDHtpNXh44XebWPrRKaQV\n5+kdb8DS4nHq/vQHfJs2AmDOzCL/8X/Ckpmlc7LkURQDIwpSGFGQwn03lVBR38H2I/VsO1RPXUui\ncN93IrFFYlfhPn1UFpNLMwZt4V7V6O9eqnOt27ady1ZcjHPiJPx7dtPy1ptEP3wPIE0AhejPpFgX\nQoirEA2GzxpVH3PrnB4/R7o3sRXcYBtZb/aF2Hqojq0H6i5YoA8v8DJtZBZTSzO7/48GO5PVwpIv\nL2Xtr1dyzOfCr7h4+a97uG1ZkJxxJXrHG3DUSISaXz+Nf89uAKxFQ8h/7HFMXq/OyfRjMBgoynZT\nlO3mrjnDPrBwN64yMHZoGtNGDr7CvWsKPEB+D3SCP1f67Xfi37MbNRSi+pVX8Sy9s8fPIYRIHinW\nhRDiKux+ZVP3qPrkyZm90oU7w9NZrPtCaJrWJ7d+6intgQjbjzSw9WAdRytaz7rNAJQWpjCtcw1s\nqrtv7X/eVyhGIwseWYrjT6vZU20hbLSz/NUyFrYHKZ45Tu94A0Y8EKD6Fz8nePQIAI7RY8h79Eso\ntsE5s+NCLlS4bztcz7bD9dR3Fu57yxL7uxtXGZhQks71Y3OYWJI+4Lep7CrWvU4LHkfPN4O0FRfj\nnDAR/949VL/2Oo55N4NN1q4L0V9JsS6EEFcoGgyzvywMRjsetZ3Rt/TcWvUzdY0aR6IqHcEo7l54\nYaenUCTGrmONbD1Yx4GTzcTVs/u4D8/3MmNMNtNGZfXLLdb0csMnFmF/cQNbj8SJKRbeWFfLjR1B\nRi2crne0fi/m81H1s/8hXH4aANfUaeR89gso5sEzMnylzizc75574cK9qzmd3WpkSmkm14/NYXRR\nao91Su9L6jvXq+em915fjfQ77sS/dw9qKETzqlWk3XlPr51LCNG7pFgXQogrtOvldwh1doCfMjWr\nx9eqd0n3vD/Fu8kXGhDFejSmsutoA5v21bD7WCORmHrW7QWZTmaMyWbG6GwyBuka9J4w+e4bsb+5\njQ3b2lAVE+u3txMObGTisp5frjFYRJsaqfzJj4nW1QLgmTOX7Ac+haGXnv8D0bmFe3ldR2LJy8E6\nWtrDBMNxNu2rZdO+WrwuCzNGZzNzbA5F2a4BM7Ooq1jPSu29n2+24qG4Jk6iY89umt5cjeemBYN6\niYYQ/ZkU60IIcQUi/iD7T0S6R9VHLuydUXWAtDPWYze1hSjO6Z97rWuaxrHKNt49WMf2w/V0BKNn\n3Z7htSUK9DHZFPRwd+TBbNTC6dhc+3lzXTUxxcLmQ3HCgTVc95Gb9Y7W74Srq6n66Y+JtTQDkHrr\nbWTcc9+AKSD1YDAYGJLjZkiOm3vnlXC0vJV3D9ay7XADwXCMto4Iq7dVsHpbBbnpDq4fk82MsTn9\nupGkqmo0tHYV6727Y0Xm3XfTsWc3WjhM88rXyLr/Y716PiFE75BiXQghrsD2FzZ276s+dXpOr42q\nA6S5rRgAjf7ZZK6hNcjm/bVs3l9DQ+vZ+T0OM9NHJwr0kjyPFD29pHjmOJY4raxcXkbEaGPHaSOh\nZ1Yx+9OLevV7dyAJnTxB5c9/gtqRWGucce+HSLv1Np1TDSyKwcCoIamMGpLKxxaOZG9ZE+8eqGVP\nWSOxuEZNU4CXNp7kpY0nKcn3MHNsDteNzsZl71/LD5p8oe7lPr39poN9SDHps26gadNm2tavI3Xh\nrZjT03v1nEKInifFuhBCXKZASxsHKgEFUvFRenPvjaoDmIwKKW4rLe3hfrN9WzAcY9vhejbvq+Fo\nZdtZt9ksRm6YkMfUERmUFnoxSrGYFHkTRrDMbuO1f+wjaHRwoMFG+Fevc/MXFvdKY8SBJHDoIFW/\neAItHAKDgexPfArvnBv1jjWgmU1K53aMmQRCUbYfaeDdA7UcKW9FA8qqfJRV+Xh2zTEmDc9g1vhc\nxg1L6xc/T7qmwEPvToPvUvTR+2na8i5aLEbT8lfI+dRnev2cQoieJcW6EEJcpvee20RMSUxdnDF3\naFJGJtM9Nlraw316ZF1VNQ6eambz/lp2Hm04ax26ARhTnMoN43K5bkw2OdkeWlr8xM5Zqy56V8aI\nQu78pJXlf3qPDsXFcZ+LyJMruPXR2zCa5aXAhbTv3EHtb36JFothMJnI+dxDuKdO0zvWoOKwmZk7\nMY+5E/No9oV471A9Ww7UUlHfQSyusf1IA9uPNOB1Wpg5NodZ43PI78NLaepbAt2fJ6NYdxTkkzJ7\nDq1vb8C3+R3Sbl2MJSe3188rhOg58htaCCEug6+mgSONFlAgS2lj6A3zknLedK+N41VtNPXBkfWq\nhg42769ly4FaWjsiZ92Wm+7ghnE5zBybQ1pnozyTqe+PfA1kKQVZ3P252bz6u7dpNXgoD3l49Wcr\nWPLFW7DYZb/6M7W98zZ1f/w9aBoGq5X8Lz6GY/QYvWMNamkeG7fOKOLWGUWU17V3/+xpD0Rp80dY\n9V45q94rpzjHzazxucwY0/emydd1jqx7nRZsluS8BM9ctoy2zZvQYjEaX36JvIceScp5hRA9Q4p1\nIYS4DO++8C6q4gbg+ltGJ+28XR3h+8rIeiAUZevBOjbureFUbftZtzltJmaMyWbW+FyKc9yyDr0P\ncmamcNej81n+yzU0al5q415efuIN7nj4ZmyevjsimUzNb6yk8bm/A6C4XOR/+XHsw4bpnEqcqauj\n/L3zSth3oolN+2rZc7yRuKpxqradU7Xt/H1t35smn4xO8Ocyp2fgnXcTrW+9Scf29wieuAX7sJKk\nnV8IcW2kWBdCiEtoLKvkRLsDDFBgaSN/4ryknbtrr3V/KEYoEkvaaMyZNE3jaEUrb++pYceR+rOm\nuRsVAxNK0rlhXC4TStIxy+h5n2fzuLjzy7ey4qlV1MS8NGleXnxqLcsenIMzK1XveLrRNI3GF5+n\nZeUKAEypqeR/9Z+w5uXrnExcjMmoMHlEJpNHZOILRNh6sI5N+2oorzt7mrzHaeGGsTnMnpBLXoZT\nt7z1rckv1gHSltyOb9M7qMEgjc/9nYJ//oa8mSpEPyHFuhBCXMKml3agGbwYNJWZt09J6rnP2mu9\nLZTU9ZitHWE27avhnb013dM3uxRmuZg9ITHV1DMA9n8fbMx2K7c/toRVT71OechDm8HDC7/bxB0f\nn0ZKUY7e8ZJOU1Xq//In2t5eD4A5O5uCx7+OOT1D32DisnkcFhZOK2ThtMLzpsn7zpgmP7zAy40T\n85g2MgurJXkNFlVNO2NkvXe3bTuXye0h7balNL7wHMFjR+nYuUP6LwjRT0ixLoQQH+DUlv1Ux7wA\nlHgCZIwoTOr508/ca93X+8V6XFXZV9bM23uq2VvWhKpp3bfZrUZmjMlh7sRchmTLNPf+zmg2sfjL\nS1n7q9c55nPhV1y89OedLL13HJkji/SOlzRqNErtM7+hY/s2AKyFReR/9Z8weTw6JxNX69xp8u/s\nrWFvWRNxVeN4ZRvHK9v4v7eOJvXnWWt7mFg8MSspO8kj6wApCxbSum4tseYmGl94DtfESRhMUgYI\n0dfJs1QIIS5CjcfZsv4EGDyY1Ag3fHh20jNknDOy3lvqWgK8s7eGd/bV0HZOs7jSwhTmTsxl6sgs\nrGbZ6msgURSF+Q/dhvWPb7K/zkrI6ODV5w9y69IQ+RNL9Y7X69RQiOqnnyRw8AAA9tKR5H3xMYyO\n5I58it5x5jT5to4wm/fX8vaeaupaggTDcdbvqmL9riqKslzMmZjHzLHZOGy905SuLsnbtp1LMVvI\nuOdean/7a6L1dbSuX0fqgoVJzyGEuDJSrAshxEXsW7GFVkNidG18kYIzIyXpGawWIy67mY5gtMf3\nWo9E4+w40sDGvdUcLm896zav08IN43OYMyGPnDQpXAYyRVGY8+lbsD27lu0nDUSMNl5fcYoF/jBD\nbxivd7xeE+/ooOqJnxI6UQaAc+Ikcr/wCIpFlnUMRF6XlcXXD+HWGUXdPTi2H6knGlMpr+/gr28e\n5R/rjjNtZBZzJ+ZSWpjSo6PtZ23blpL8Yh3APX0GLW+uJnzqJE3LX8Yz8waMTv3W8AshLk2KdSGE\nuICIP8jOfT4wOnDE/Uy7T78RiHSPjY5gtMdG1ivqO9iwu4otB+oIhmPdXzcYYGJJBnMm5DK+JB2T\nUZrFDSbT75+P9dVNbD4QJqZYWL2+jnmBMCMXDLy1rbHWVip/+mMiVZUAuGfeQM4nPyPTggcBg8HA\nyKJURhal8rGFI3j3YB1v766mvL6DaExly4HEWvfsVDtzJ+Yxa0Juj/Tl6Fqv7rKbe230/lIMikLm\nh+6n8of/her30/z6cjLvu1+XLEKIyyO/lYQQ4gLee+5tQsbEiPK0KemYrPqNtqV7bZyua7+mvdYj\n0TjbDtezfncVZVW+s27LSrEzZ2IuN4zLJdVtvda4oh+bcMcsrI7trH+vFVUxsW6bj3BgExPumKV3\ntB4TbWyg8n9+RLShHoCUmxeS+eGPYOgDW3uJ5HLYzMyfUsD8KQWcrm3n7T3VvHuwlmA4Tl1LkOfW\nl/HSxhNMHZnFvEl51zTa3lWs67Fe/UyO0pE4J0/Bv2snrWveImXezZgzM3XNJIS4OCnWhRDiHL6a\nRg5WK6BAGm2MvmWurnmuZa/1miY/63dVs3l/Df7Q+6PoJqPCtFGZzJ2QR2lRCoo0ixOdRi6YhtW5\njzfX1RBTLGw6ECEcWMv0++frHe2aRWqqqfzJj4m1NAOQdvsy0u+4U5olCobkuHkgZyQfmj+c7Yfr\neXtPNccq24jFNbYerGPrwTpy0x3Mm5zPDeNycF7h6HidDnusX0zmPR/Cv3cPWixG40vPk/v5h/WO\nJIS4CCnWhRDiHJuf20JccQMwa9FIFJ1H3Lo6wrd1RIjF1UtOT4/GVHYebWDD7qrz1qJnpzm4aVIe\nN4zPxWXXZyqm6PuKZ47nNoeVVa+dIGK0sf2UgcgfVzPrk4v0jnbVQuWnqfrpj4m3twOQ+aH7SV10\nq86pRF9jNRuZNT6XWeNzqWroYP3uajbvryUYjlHTFOBvbx3jhfVlXDc6m3mT8xmae+lO8pqmUd+a\nWLOe7G3bLsSSk0PKjTfRuvYt2t/bSsqCRdiHlegdSwhxAVKsCyHEGWr3l3HS7wQDFFp9FEyZp3ek\n7pF1DWhuD1+0OVF9a5ANu6t4Z28N7YFo99eNioEppZnMm5zPqKKebZokBq78iaXcYbfx2nP7CRkd\n7K2xEPnN69z42Vt1fwPrSgWPH6Pq5z9BDQbBYCDrgU+SMnee3rFEH5ef6eJjC0u598YS3jtUx/rd\nVZysaScSU3lnX2L3jKJsF/Mm53P9mGxslgu/rG7zR4hEE9u29YWRdYD025fh27IJNRik4R/PUvgv\n35TfDUL0QVKsCyHEGd55fT8YvChqjFn3TNc7DgAZ3rO3bzuzWI+rKruPNbF+dxUHTjaf97gbJ+Ux\ne0IeXqd0uBZXLrO0iDs/bubVv+4koDg53Owg+vQKFjx8G5j6R8HuP7Cf6qeeQItEwGgk58HP4bnu\ner1jiX7EajEyZ2Iecybmcbq2nXW7qth6sI5wNE55XQd/WnWEf6w9zsyxOcybnE9hluusx9frvG3b\nhRjdbtJuu53GF/5B6PgxOnZswz3tOr1jCSHOIcW6EEJ0Orp2Bw2qF4CRmRFSi3J1TpSQfkaxvvNo\nAzaLEYfNxJbOPYNbz9gXXTEYmDg8nZsm5zNmaJqsRRfXLHVILnd9egav/n4L7Yqbsg430SdXsPSx\npXpHu6T2nTuo/c0v0WIxDCYTuY98EdeESXrHEv3YkBw3n1o8ig/PH867B2pZt6uKygY/oUicdbuq\nWLeripJ8D/Mm5TN9VBYWs5G6M7Zty+4D0+C7pCxYQOuGtcQaG2n4x7M4x09EsUqTUSH6EinWhRAC\niIUjvPtuDSguLPEQ139Y36ZyZ3LaTFgtRsKROGt2VLJmR+V590l1W5k7MY85E3JJ89gucBQhrp4n\nN4O7vzCXV36zgVaDh/KQh5d/spxPfPc+vaNdlG/LJmp//wyoKgarjfwvPYZj1Gi9Y4kBwm41cdOU\nAuZNzqes2sf6XVW8d6ieWFylrMpHWZWPZ9ccY9b4XDqCiWVJDqsJp63vvPRWzBayPvxRqp96glhz\nM80rlpNx9716xxJCnKF/zGETQohetvXZ9fiVxNTFyaPs2DyuSzwieQwGA8tmDT3vRZ4BGD8snS/d\nM54fPjyTZbOHSqEueo0j3ctdj84n3dAGQHXUy++/+zzhjsAlHpl8revWUPvMb0FVURxOCr72z1Ko\ni15hMBgYnu/ls0vH8JMvzuL++cPJTkuMnvtDMVZvq2Dz/logMQW+r60Ld06ajGPcBABaVq8iUler\ncyIhxJkMmqZpeofQW0uLn1hM1TuGuEYmk0JqqlOu5wCRzOvZUl7Dc3/ZT1wxk6r5+NA/L0ExGnv1\nnFdD0zTa/BGqGv20tocZWZhCxkWazfVF8hwdGCLBEK89+QZ1nUtG0vBxxxfmYU/16Jwsofn112h8\n8XkAjB4PBY9/HWtBoc6p+j55fvYcTdM4fLqFdbuq2Hm0EbXzpfb1Y7L5/B1jk5LhSq5npK6W09/9\nNloshmPcePIfe7zPvakg5Dk60HRdz0uRkXUhxKD39nPvEVfMoKnMuW1UnyzUITGCk+KyMrY4jVnj\nc/tVoS4GDovdxh2PLabA4gOgGQ8v/nID/voWXXNpmkbD8//oLtRN6ekU/su3pFAXSWcwGBhdnMYj\nd43nR4/cwLLZQ5lYks6tM4r0jnZBluyc7m0MA/v34d+9S+dEQoguUqwLIQa1Yxt2UR1NjBCWuP3k\nTyzVOZEQfZ/JauGOx2+nxNUBgE9x8+LvNtFWVa9LHk1Vqf/rn2lZ9ToA5uwcCv/lm1iys3XJI0SX\nVLeVZbOH8th9EynKdusd56LSltyOKS0NgPq//x9qJHKJRwghkkGKdSHEoBULR9iyqQoAsxpi9sf6\nTlM5Ifo6o8nIR777YUpT/AB0KC5e+sM2mk9UJTWHFo9T+7+/pW39WgCshUUU/ss3MaelJzWHEP2Z\nYrWS+aGPABBrbKR55QqdEwkhQIp1IcQgdmZTuamjHDhSvTonEqJ/URSFhY8sYWxmCICg0cnLf9tL\n3cGTSTm/Go1S/aunaH93CwC2kuEUfP1fMHn6xvp5IfoT19RpOEaPAaBl5QoiDfrMlBFCvE+KdSHE\noNRSXsP+qsSPwFR8TFw2S+dEQvRPiqIw98FbmVwQAyBstLP85aNU7jrSq+dVw2Gqn/gZ/l07AXCM\nHkvBV/8Jo+PSDXuEEOczGAxkfuTjYDSixWI0/P1vekcSYtCTYl0IMSi9/Y/3UBUTaCpzbxvdZ5vK\nCdFfXP/xBcwYDmgaUcXKypWnObVlf6+cKx7wU/mTHxE4dAAA5+Qp5H35MRSbbF0oxLWw5uWRumAh\nAP7du+jYu0fnREIMblKsCyEGnWPrd1Id62wq5wmQN2GEzomEGBim3DuP2eMsGDSVmGLhjXW1HFu/\ns0fPEfP5qPzRfxMqOw6A+/qZ5D30KIrZ0qPnEWKwSr99GUZvCgANf/sLajiscyIhBi8p1oUQg0o0\nGGbL5moALPEQsz86R+dEQgws42+fxbzpbhQ1hqqYWLOlhQMr3+2RY0ebm6j44fcJV1QA4J03n5zP\nfA6DzIwRoscoNjuZH74fgGhDA03LX9E5kRCDlxTrQohBZfNf177fVG6MU5rKCdELRi2YzsI5mRjV\nKJrByMbdAXa/vPGajhmpq6Piv79PtLYWgNTFS8j62AMYFHkpI0RPc0+fgWPceABaVq/qfoNMCJFc\n8htOCDFo1O4v41BDYqpsuqGNCdJUToheM2zORG5dWIBJjaAZFLYcjrPt2bVXdaxwZQUVP/w+seYm\nADLuvpfMe+7DYDD0ZGQhRCeDwUD2xz6BwWIBVaXuT79HU1W9Ywkx6EixLoQYFOKxOOuWH0AzGFHU\nGPPvmYoiI3JC9Kqi6aNZevswLPHE1m7bTyls+sMbV3SM4IkTVPzwv4m3tQGQ9bEHSLttaY9nFUKc\nzZyZSfqyuwAInTxB67o1OicSYvCRV6pCiEFh+9/X02pI7L08vkAlY3iBzomEGBxyxw/njvvGYIsH\nANhba2Xdb15HvYxRusDhQ1T+zw9RA35QFHIe/BwpN93c25GFEJ1SFyzCWjQEgMYXXyDa2KBzIiEG\nl35frEciEb75zW8yffp05syZw+9//3u9Iwkh+hhfTQN7TicKA4/azoyPzNc5kRCDS2ZpEXc+MBmH\n6gfgcLODN59egRqPX/QxHXt2U/Wz/0ELhzCYTOQ+9CiembJ0RYhkMhiNZH/y06AoaOEQtX/4X5kO\nL0QS9fti/Qc/+AEHDx7kz3/+M9/97nf5xS9+werVq/WOJYToQxpP1hBXzBg0lRsXl2I0m/SOJMSg\nk1qUy12fnoFbbQfgRIeb159YQTwaO+++7e9tpfrpJ9FiMQwWC3lf+gruKVOTHVkIAdiGFJO2eAkA\nwcOHaNuwXt9AQgwi/bpYDwaDPP/883z7299m1KhRLFiwgM9+9rP85S9/0TuaEKIPKb5+HDNHGbl1\nXiYFk0fqHUeIQcuTm8HdX5hLiuYDoCLsYfnPVxANJvZx1jSNltWrqPntryAeR7HbKfjq13GOHadn\nbCEGvbSld2DJTywfa3j+70QbZDq8EMnQr4v1w4cPE4/HmTRpUvfXpk6dyt69e3VMJYToaxRFYdKd\ncyieOV7vKEIMeo50L3c/ejMZhkTDuJqYl1eeWEWwoYmaX/6Chn88C5qG0eWm4Ov/in3ECJ0TCyEU\ns5mcT3+2czp8mNo/PCPT4YVIgn5drDc0NJCSkoLJ9P6U1vT0dMLhMC0tLTomE0IIIcTFWD1Oln35\nFnKMiYK9QfPy0lNraN2deLPdkl9A4Te+ha2zsZUQQn+24mLSbuucDn/kMOFK2XtdiN66NNCRAAAg\nAElEQVTWrxduBoNBLBbLWV/r+nskErns4xiN/fo9C9Gp6zrK9RwY5HoOPHJNB5ZrvZ4mt4O7Hl/C\n8idepzLsoc2Wxc68W5hb1E7xJz+OYrX2ZFxxCfL8HFh663pm33kXscZG4h3tOPLzUEzy/ZIs8hwd\nWC73OvbrYt1qtZ5XlHf93W63X/ZxPJ7Lv6/o++R6DixyPQceuaYDy7VdTyef/H8f5rkfvszRZivt\ntgy2GooZYbfj8cr3iR7k+Tmw9PT1VOMq75Yuwt8RYVy6F5PZ2KPHF5cmz9HBpV8X69nZ2bS2tqKq\nKoqSeHeisbERm82Gx+O57OP4fEHicVl3098ZjQoej12u5wAh13PgkWs6sPTk9Vz08K241paxc0s5\njXUd/O8T73DnxybjTZUXpckiz8+Bpbeu5/ZNp9i++TQAE6YXkJXr7rFjiw8mz9GBpet6Xkq/LtZH\njx6NyWRi9+7dTJkyBYDt27czbtyVdY39/+zdd3SUdd7//9dk0hsJIZRACIROAoSuIAhSFOldpcha\nd9f1Xtevuu651d2z7lrue9e9f5Z1xUUsYAEEpSNFUAHpJSRBSAiEEAghIaS3mc/vjyGjuBZQyDWZ\nPB/neI5MSd4Xb66Zec31KQ6HUzU1/KP3FvTTu9BP70NPvcvV6me/wW3l62fXzs8yVVRYoSVv7dHY\n6T3UODrkKlSJy8X56V2uZj/z80q047NMSVKzmHBFRAXzb8UCnKMNS72e9BAYGKjx48frj3/8o5KT\nk7VhwwbNnz9fd955p9WlAQCAK2Cz2dR7QJwGDm8vSSorqdLH7+5T3pliiysD4HA49emqw3I6jOy+\nPho6urN8fGxWlwV4vXod1iXpD3/4gxITE3XnnXfq6aef1m9/+1sNHz7c6rIAAMBP0L1PKw29tZNs\nNqmivEYfv7tfOScLrS4LaND27zipvDMlkqT+g9sqMirY4oqAhqFeD4OXXFfXn332WT377LNWlwIA\nAK6Czt1byM/frg3L01Rd5dCqDw7q5kkJah0fZXVpQIOTn1ei3V8clyQ1bxWubn1aWVsQ0IDU+yvr\nAADA+7Tr3FSjpiTK19dHNTVOrVlySBmHz1pdFtCgGGO0Zc0ROZ0Xh7/fyvB3oC4R1gEAgEdqHR+l\n0dO7y8/fLqfTaP3HqTp88LTVZQENRsq+HOXmFEmS+t7QRhGNGf4O1CXCOgAA8FgxsREad3sPBQb5\nyhjp09Vf6eDubKvLArxeSXGldmw5JkmKahqi7n0Z/g7UNcI6AADwaE1bhGv8jJ4KDvWXJG3dkK49\nW4/LGGNxZYD3+mL9UVVVOiRJN97SSXY7sQGoa5x1AADA4zVuEqKJM3sqrFGgJGnn58e1/dNjBHbg\nGsg8ck6ZR85Jkrr1bqlmMeEWVwQ0TIR1AABQL4RHBGnCzJ7ubaMO7Dypz9a5Fr8CcHVUVzv0xYaj\nkqSQsAD1G9zW4oqAhouwDgAA6o3QsACNn5GkJs1CJUmp+09r08o0ORxOiysDvMO+7VkqKaqUJA0c\n1l7+AfV+p2eg3iKsAwCAeiUo2F/jbk9S81auoblHU89q3bIU1dQ4LK4MqN8unC/X/h1ZkqRWbSIV\n36mJxRUBDRthHQAA1DsBgb4aM62HYttGSpJOpOdr9eJkVVfVWFwZUH9t3ZAuh8PIx8emG0a0l83G\nnuqAlQjrAACgXvLzt2vU5G5q29F19e/UiUKteP+gKiuqLa4MqH+Op5/TiYx8SVL3vq0UGRVicUUA\nCOsAAKDesvv6aOSEruqY2EySlJtTpI8X7ldZaZXFlQH1R02NQ1s3pEuSQkL91XtAnMUVAZAI6wAA\noJ7z8fHRTaM7K7FXS0lSfl6pPlqwT8UXKiyuDKgf9u84qaJC1/ly/U3tWFQO8BCEdQAAUO/ZbK45\ntr2uby3JtVDWRwv3qbCgzOLKAM9WVFiuvdtdi8rFtI5Q+y5NLa4IQC3COgAA8Ao2m039b4zXdUPi\nJUklRZX6aOE+5Z8tsbgywHNt25QhR41TNptYVA7wMIR1AADgVXpe11qDRnaQJJWXVuujhfuVm1Nk\ncVWA58k6VqDMI+ckSd36tFJUdKjFFQH4JsI6AADwOom9WmrYmM6y2aSqyhotf2+/Tp04b3VZgMdw\nOJz6YsNRSVJQiJ/6DGxjbUEA/gNhHQAAeKWOic1188RE+dhtqql2atWigzp+9JzVZQEeIWVfji4U\nlEuSrh/STgGBLCoHeBrCOgAA8FptOzbR6Knd5OvnI4fDaN2yFB1NzbW6LMBSlRXV2v3FcUlSdPMw\n99aHADwLYR0AAHi1Vm0aa+z0HvIPsMvpNNqwPE2p+3OsLguwzN7tWaqsqJEkDbipHYvKAR6KsA4A\nALxe81aNNP6OJAUG+0mStqw9ov07siyuCqh7RYXlOrg7W5LUpkOUYlpHWFwRgO9DWAcAAA1Ck2Zh\nmjAjSSFhAZKk7Z8e047PjskYY3FlQN3ZsSVTToeRj49N1w9tZ3U5AH4AYR0AADQYkVEhmjizp8Ij\nAiVJe7dl6fNPjhLY0SDk5hQpPe2sJKlrUowiGgdbXBGAH0JYBwAADUpYo0BNnNlTUdEhklyrYm9Y\nniaHw2lxZcC1Y4zRtk3pkiT/ALv63BBncUUAfgxhHQAANDjBoQEaPyNJzVuFS5LS085qzYeHVF3t\nsLgy4NrIPHJOZ7KLJEm9ro9TULC/xRUB+DGEdQAA0CAFBPppzPQeah3fWJJ08liBVr5/QJUV1RZX\nBlxdDodTX24+JkkKDQ9Qtz4tLa4IwOUgrAMAgAbLz8+uWyYnqn3XppKkM6eK9NHC/SotqbS4MuDq\nSdmbowvnyyVJ/W+Ml6+v3eKKAFwOwjoAAGjQ7HYfDR/bRQm9YiRJBXml+mjBPhUVlltcGfDzVVZU\na/fW45Kkpi3C1OHiF1MAPB9hHQAANHg2m02DRnRQ7wGuRbeKCiu0bME+5Z8tsbgy4OfZuz1LlRU1\nkqTrh7aTzWazuCIAl4uwDgAAIFdg7ze4rQYMc+09XVZSpY8W7teZUxcsrgz4aUqKK3VozylJUpv2\nUYppHWFxRQCuBGEdAADgG3r0jdVNozvLZpOqKmu04v0DyjpWYHVZwBXb/cVx1dS4tiTsN7itxdUA\nuFKEdQAAgG/p1K25bp6UKLvdpppqp9YsSVZ62lmrywIu2/n8UqXsy5EkdUhoqqimoRZXBOBKEdYB\nAAC+Q9sOTTRmeg/5+dvldBqt/zjVHX4AT7flkyNyOo18fGzqewNX1YH6iLAOAADwPWJaR2j8HUkK\nDPaTJH227oj2bj8hY4zFlQHfLz+vRAf3ZEuSOvdooUaRQRZXBOCnIKwDAAD8gOjmYZo4s6dCwwMk\nSTu2ZGr7pxkEdnisHVsyJSPZfX3cOxwAqH8I6wAAAD8ionGwJs7sqYioYEnSgZ3Z2rz6KzmdTosr\nAy6Vf7ZEGYfzJEnd+7RUaFiAxRUB+KkI6wAAAJchNDxQE2YkKbp5mCTpcPIZrVuWoppqh8WVAV/b\nvfW4JMnXz0e9ruOqOlCfEdYBAAAuU1Cwv8bd3kMt41z7VR8/mq8VHxxUZUW1xZUBrqvqx746J0nq\nM6CNgkP9La4IwM9BWAcAALgC/gG+Gj21u+I7RUuSzmRf0EcL96ukuNLiytDQ7d56QpLk6+ujAUPb\nW1wNgJ+LsA4AAHCF7L4+GjG+qxJ6xUiSCvJKteydvTqfX2pxZWio8vNKdOwr11z1xN7MVQe8AWEd\nAADgJ/DxsWnQiA7qO6iNJKmkqFLL3tmn3JwiawtDg7Tn4lV1u6+Pel3f2uJqAFwNhHUAAICfyGaz\nqc/ANrrxlo6y2aTKihotf2+/TmTkW10aGpDz+aXuFeATkmIUEspVdcAbENYBAAB+pq5JMbp5YoLs\nvj6qqXZqzZJkfZV8xuqy0EDs33FSkuRjtympf6zF1QC4WgjrAAAAV0HbjtEaM727/AN8ZYy0adVh\n7duRJWOM1aXBi5UUVejIoVxJUqfE5gphrjrgNQjrAAAAV0lMbIQmzExSyMUts7789Ji2bcogsOOa\nObArW06nkc0mrqoDXoawDgAAcBVFRYdq4qxeimgcJEk6uCtbG1ekyeFwWlwZvE1FebVS9+dIkuI7\nRSuicbDFFQG4mgjrAAAAV1lYo0BNmNlTTWPCJElHU89qzZJkVVfVWFwZvEnynlOqqXZ9CdTzOlaA\nB7wNYR0AAOAaCAr217jbktQ6vrEk6WTmeS1/74DKy6osrgzeoLrKoeTd2ZKk2LaRim4eZnFFAK42\nwjoAAMA14udv1y2TE9UxsZkk6ezpYi17Z5+KCsstrgz13VeHzqiywjVSg6vqgHcirAMAAFxDdruP\nbhrd2b3414Xz5Vr2zj6dyy2xuDLUV8YYHbx4Vb1Js1DFtI6wuCIA1wJhHQAA4Bqz2Wy6fmg7Dbip\nnSSprLRKH7+7T6dOnLe4MtRHWccKdKHANTqje99WstlsFlcE4FogrAMAANSRHv1iNWxsF/n42FRV\n6dDKRQd1NDXX6rJQzxzc5bqqHhzir/adm1pcDYBrhbAOAABQhzomNNOtU7vJz98up8Now/I07d+R\nxV7suCz5eSXKPu4akZHQK0Z2Xz7OA96KsxsAAKCOxbZtrPF3JCk4xF+StP3TY9q6IV1OJ4EdPyx5\n9ylJkt1uU9ekGIurAXAtEdYBAAAsEN08TBNn9VREVLAk157Zn3yUoppqh8WVwVOVl1XpyKEzkqQO\nCc3cX/YA8E6EdQAAAIuERwRp4syeat6qkSQp88g5LX+fvdjx3dIOnJbD4Rp90b1PK4urAXCtEdYB\nAAAsFBjkp7G3dVe7ztGSpNxTRezFjv9gjFHq/tOSpJjYRopqGmpxRQCuNcI6AACAxXx97Roxvqt6\n9HVdLb1wvlxL396rs6eLLK4MniL7+HkVX6iQJHXtyVx1oCEgrAMAAHgAm82mAcPaa8Aw117s5WXV\n+vjd/TqRnm9xZfAEKftyJLlGYsR3jLa4GgB1gbAOAADgQXr0jdXICV1lt9tUU+3Umg+Tlbo/x+qy\nYKHSkkodP3pOktSpW3O2awMaCM50AAAAD9Ouc1ONva2HAgJ9ZYy0Ze0R7fjsGHuxN1CHD55Rbeu7\nJrWwthgAdYawDgAA4IFaxEZo4qyeCmsUKEnauy1Lm1YdlsPhtLgy1CWn0yjt4siKmNYRimgcbHFF\nAOoKYR0AAMBDRUaFaNKsnmrSzLXy95FDuVq16KAqK6otrgx15WRmgYqLKiVJCSwsBzQohHUAAAAP\nFhwaoAkzkhQb31iSdOpEIVu7NSCHD7q2awsM9lPbjk0srgZAXSKsAwAAeDg/f1/dOiXRPV/5fH6Z\nlr69V7k5bO3mzSorqnX84m4AHROayW7nozvQkHDGAwAA1AM+Pj4afHNHXT80XtLXW7tlHM6zuDJc\nKxmH8+R0uFaW65jQzOJqANQ1wjoAAEA9YbPZlNS/tUZOSJDd10eOGqc++ShF+3ZksVK8FzqSkitJ\nimwS7F63AEDDQVgHAACoZ9p1jtb4O5IUFOwnSfry02P6bN0RVor3IsUXKnT65AVJrqvqNpvN4ooA\n1DXCOgAAQD3ULCZck2b3UmQT11ZeqftPa82SZFVW1FhcGa6G2qvqktShK0PggYaIsA4AAFBPhUcE\naeLMnmoZFyFJOpl5Xh8t3KfiCxUWV4afwxjjDusxsY0U1ijQ4ooAWIGwDgAAUI8FBPpp9LTu6ty9\nuSSpIK9US9/eq7wzxRZXhp/qXG6JCvPLJEkdE5tbXA0AqxDWAQAA6jm73UdDRnVS/xvbSpLKSqv0\n0cJ9yjxyzuLK8FMcOeS6qm632xTfib3VgYaKsA4AAOAFbDabel0fpxHju8put6mm2qm1Sw/pwK6T\nrBRfjxhjlH74rCQprn0TBQT6WVwRAKsQ1gEAALxI+y5NNe72JAUGuULeto0Z+vyTo6wUX0+cPV2s\nspIqSVL7LtEWVwPASoR1AAAAL9O8VSNNmt1LEY2DJEkp+3K0enGyKiuqLa4MP6Z26oLdblNs28YW\nVwPASoR1AAAAL9QoMkgTZ/VyrxSfffy8Pnx7rwoLyiyuDD8k80ieJKlVm0j5B/haXA0AKxHWAQAA\nvFRgkGul+K5JLSRJFwrKtfTtvco+ft7iyvBdzueXqrCgXJLUpiMLywENHWEdAADAi9ntPhp8c0fd\nMLy9bDapsqJGqxYdVMq+HKtLw7d8c/X+Nu0J60BDR1gHAADwcjabTd36tNKtU7vJP8Aup9Pos3VH\n9MWGo3I6WXjOU2QedYX15q3CFRzib3E1AKxGWAcAAGggWsdHaeKsXgqPCJQkJe8+pdVLDqmyosbi\nylBaXKmzOcWSpLYduKoOgLAOAADQoDRuEqJJs3spJraRJOnksQItfnO3Cs6VWlxZw3Y8/RtD4Anr\nAERYBwAAaHCCgv015rYe6ty9uSTp/Lkyzfv/PtepEyw8Z5Xa+eqRTYIV0TjY4moAeALCOgAAQANk\nt/toyKhOGnBTO0lSeVm1Plq4X2kHTltcWcNTVVmjUycKJUltWQUewEWEdQAAgAbKZrOpR79YjZne\n3b3w3OY1X2nbpgw5ncbq8hqM0ycvuP++49pFWVwNAE9BWAcAAGjg2nZoorsevEHhjVwLzx3YeVJr\nPkxm4bk6Ujv9wM/frqYtwiyuBoCnIKwDAABATVuEa+pdfdS8VbgkKSujQEvf3qPz+WUWV+b9TmW5\nhsC3iG0kHx8+ngNw4dUAAAAAkqTgEH+Nuy3JvfBcYUG5lr69Rycy8i2uzHtVlFfrXG6JJKll60iL\nqwHgSQjrAAAAcLP7uhaeu2FEe9lsUlWlQ6sXJ2vfl1kyhnnsV1vOxavqktQyLsLCSgB4GsI6AAAA\nLmGz2dStdyuNva2HAoN8JUlfbj6mDSvSVF3tsLg671K7CnxAoK+imoZaXA0AT0JYBwAAwHdqGRep\nyXf2VlR0iCQpPfWsPlqwTyVFFRZX5j1OZbkWl4uJjZCPj83iagB4EsI6AAAAvld4RJAmzuqp+E6u\n/b/P5ZZoyZt7dPpk4Y88Ez+mrLRK58+5FvBjCDyAbyOsAwAA4Af5+ftq5IQE9R3URpJUXlat5e8d\nUOr+HGsLq+e+OV89hrAO4FsI6wAAAPhRNptNfQa20S2TEuXnb5fTabRl7RF99skRORxOq8url2r3\nVw8M9lPjJiEWVwPA0xDWAQAAcNnadmyiSbN6KTwiUJKUsjdHK94/oPKyKosrq39qF5dr2TpCNhvz\n1QFcyuPDelpamjp37qwuXbqoc+fO6ty5s6ZMmeK+Pzs7W7/4xS/Us2dPjRkzRlu3brWwWgAAAO/X\nODpEk+/srVZtXPuCnz55QR++uUd5Z4otrqz+KCmq0IXz5ZJcC/kBwLd5fFhPT09X165dtXXrVvd/\n8+bNc9//wAMPqGnTpvrwww81btw4/eY3v9GZM2csrBgAAMD7BQb5afS0buret5UkqbioUssW7NOR\nQ3wOuxynsy+4/5/F5QB8F48P6xkZGYqPj1fjxo0VFRWlqKgoNWrUSJK0fft2nTx5Un/+858VHx+v\n++67T0lJSVqyZInFVQMAAHg/Hx8fDRzWXjeN7iy7r48cNU5tXHlYX6w/yjz2H3Eut0SS5B9gV6PI\nIIurAeCJ6kVYb9OmzXfed/DgQSUkJCggIMB9W+/evbV///46qg4AAACdujXXxJk9FRbu+kyWvOeU\nlr93QGUllRZX5rnyz7rCelR0KPPVAXynehHW09LSNHbsWA0dOlRPPfWUSktLJUl5eXlq2rTpJY+P\niopSbm6uFaUCAAA0WNHNwzR5ztfz2M9kX9DiN/fozKkLP/LMhin/rOvzbJNmoRZXAsBT+VpdQGVl\n5feG68aNGysrK0utW7fWc889p6KiIj3zzDN67LHH9Morr6i8vFz+/v6XPMff319VVVe2Gqnd7vHf\nWeAy1PaRfnoH+ul96Kl3oZ/e5Wr1Myw8UOPvSNL2zRnauy1LZSVV+njhfg2+uaMSe8VwBfmispIq\nlZW6Pq9GNw+Tr+/VPY84P70PPfUul9tHy8P6gQMHNHv27O988X755Ze1Y8cOBQYGym63S5Kee+45\nTZkyRXl5eQoICNCFC5d+W1tVVaXAwMArqiE8nHlC3oR+ehf66X3oqXehn97lavVzzOQeim8frY/f\n36/qKoc2r/lKhefKdOvkbvL1s1+V31GfFVy8qi5J8R2iFRl5bfZY5/z0PvS0YbE8rPfr10+HDx++\n7Me3a9dOxhjl5uaqWbNmSk9Pv+T+c+fOKTo6+opqKCoqZxEUL2C3+yg8PIh+egn66X3oqXehn97l\nWvSzRetGmvaLPlq1OFmFBWXav+ukcrILdeuUbgprdGUXVrzN8YxzkiSbTfIL8NH586U/8owrw/np\nfeipd6nt54+xPKz/kIyMDE2dOlUrVqxQy5YtJUmpqany9fVVXFycSkpK9Prrr6uqqso9HH7Pnj3q\n06fPFf0eh8Opmhr+0XsL+uld6Kf3oafehX56l6vdz/DIIE2a3UubVqbpeHq+zp4u1vv/3qUR47u6\n57Y3RGcv7kcf0ThYstmu2TnE+el96GnD4tGTHuLj49WmTRs9+eSTOnr0qHbv3q2nnnpK06dPV1hY\nmPr166cWLVro8ccfV3p6uubOnavk5GRNmTLF6tIBAAAgKSDQV7dMTlS/QW0kSRXl1Vr5wQHt25El\nY4y1xVmkdnG5qKYsLgfg+3l0WLfZbHr11VcVGhqqmTNn6je/+Y0GDBigxx9/XJJrb89//vOfysvL\n0+TJk7VixQq98sorat68ucWVAwAAoJbNZlPvgW1069Ru8g/wlTHSl58e0/qPU1VdVWN1eXXKUeNU\nYX6ZJFaCB/DDPHoYvCQ1a9ZML7744vfeHxsbq3feeacOKwIAAMBPEdcuSlPm9NbapYdUkFeqjMN5\nKsgr1c0TExTZ5NossuZpCs6Vyul0jSiIatowjhnAT+PRV9YBAADgXRpFBmnSrF7q0LWpJOl8fpmW\nvLVHR1O/eytfb5N/tsT9/wyDB/BDCOsAAACoU37+dg0b20WDRnSQj49NNdVObVieps8/Oer1K12f\nuxjWA4P9FBzib3E1ADwZYR0AAAB1zmazKbF3S02Y2VOh4QGSpEN7T+mjhftUfKHC4uqundrF5Zo0\nDZXNZrO4GgCejLAOAAAAyzSLCdeUOb0V29a1ldvZnGIteXO3so4VWFzZ1WeMcQ+DZ746gB9DWAcA\nAIClgoL9devU7upzQxtJUkV5jVYtOqhdXxz3qu3dSosrVVnhWv2+CfPVAfwIwjoAAAAs5+NjU98b\n2mj0tO4KDHJtWLT7i+NateigysuqLK7u6jiXy+JyAC4fYR0AAAAeo3V8Y039RR81jQmTJJ3MPK8l\nb+5Rbk6RxZX9fLVD4H3sNkVEBVtcDQBPR1gHAACARwkND9SEGT3VrXdLSVJJUaU+WrBPh/acqtfD\n4osuLpzXKCJIdjsfwwH8MF4lAAAA4HHsdh/dMKKDho/rIl8/HzmdRp+vP6oNK9JUXVVjdXk/SXmp\nazh/EFu2AbgMhHUAAAB4rA5dm2nKnb0VeXHYeHrqWS15c497SHl9UnYxrAeHEtYB/DjCOgAAADxa\nZJMQTb6zlzp0bSpJKiwo14dv71XqgZx6NSy+rLRakhQcTFgH8OMI6wAAAPB4fv6+Gja2i268paPs\ndpscNU5tWXNEG1fWj2Hxxhj3qvZBIX4WVwOgPiCsAwAAoF6w2WzqmhSjSbN7q1HjIEnS0ZT6MSy+\nqrJGTodrFEAwc9YBXAbCOgAAAOqVJs1CNeXO3mpfj4bF185Xl1hgDsDlIawDAACg3vEP8NXwejQs\nvqzk67DOlXUAl4OwDgAAgHqpPg2LLy+rdv8/V9YBXA7COgAAAOq1+jAs/pJh8MEsMAfgxxHWAQAA\nUO9977D4FWmqqrR+WHz5xbAeGOQru52P4AB+HK8UAAAA8ArfOSw+9ayWvLVH53KLLa2t9so6Q+AB\nXC7COgAAALzKt4fFX7g4LD55d7Zlw+Jrr6wHBRPWAVwewjoAAAC8zjeHxfv6+sjpMPpiQ7rWfnhI\nFeXVP/4DrrKyUtfvZCV4AJeLsA4AAACvVDssfvKc3mocHSJJOp6er0Vv7FJOVmGd1lJe5rqyTlgH\ncLkI6wAAAPBqjZuEaPLsXkroGSNJKi2u0vL39mvn55lyOp3X/PcbY74xZ52V4AFcHsI6AAAAvJ6v\nn12Db+6omycmyD/AV8ZIe7ae0PJ3D6ikqOKa/u6qyho5Ha658lxZB3C5COsAAABoMOI7RWvaXX3U\nvFW4JOl09gUtemO3Mo/kXbPfecke64R1AJeJsA4AAIAGJaxRoMbfkaTeA+IkSZUVNVq7NEWffXJE\nNTWOq/77yku/XtCOK+sALhdhHQAAAA2Oj4+P+g1uq3G391BIqCtAp+zN0dK39ur8udKr+ru4sg7g\npyCsAwAAoMFqGRepqXf1UVy7KElSfl6plry1R2kHTl+1PdkvCevBLDAH4PIQ1gEAANCgBQX7a9SU\nRA0c1l4+dptqqp3avOYrbVieqsqKmp/988svhvWAQF/Z7Xz8BnB5eLUAAABAg2ez2dS9bytNmtVL\njSKDJEnpaXlaPH+3cnOKftbPrr2yHhzKEHgAl4+wDgAAAFwU3TxMU+b0VqfEZpKk4gsV+mjBPu3Z\ndkJO508bFl+7wFxQMGEdwOUjrAMAAADf4B/gq5vGdNGwMZ3l52+X02m087NMLX9vv4ovXPme7O4r\n6ywuB+AKENYBAACA79Axsbmm/qK3mrYIkySdPunakz097ewV/ZzyMsI6gCtHWAcAAAC+R6PIYE2Y\n2VO9BrSWJFVV1mj9x6natDJNVZU/vvicMcZ9ZT0ohJXgAVw+wjoAAADwA+x2H/UfHK/xdyQpNDxA\nkvTVoVwtnr9bZ05d+MHnVlXWyOlwzXXnyjqAK0FYBwAAAC5DTOsITburj9p3afRdEJ4AACAASURB\nVCpJKip0LT63e+vx7118ruzi4nKSFERYB3AFCOsAAADAZQoI9NPwcV1008XF54yRdn1+XB+/u19F\nheX/8fjaPdYlrqwDuDKEdQAAAOAK2Gw2dUpsrml39VGzluGSpDPZF7R4/m4dScm95LFl3wjrXFkH\ncCUI6wAAAMBPEB4RpAkzktRnYJxsNqmq0qGNK9K0cUWaKitci89988p6UDALzAG4fL5WFwAAAADU\nVz4+Puo7qK1atW2sjSvSVHyhQkdScnU6+4KGje2isovbtgUE+spu5zoZgMvHKwYAAADwM7Vo1UhT\nf9FHHROaSZKKL1To44X7dOSQa1h8cChD4AFcGcI6AAAAcBUEBPpq2NguGja2i/wDXIvPlRRVSpKC\nggnrAK4MYR0AAAC4ijomNNPUX/RR81bh7ttCwgjrAK4MYR0AAAC4ysIjgjT+jiT1v7GtmrcMV2Kv\nllaXBKCeYYE5AAAA4Brw8fFRr+vj1Ov6OKtLAVAPcWUdAAAAAAAPQ1gHAAAAAMDDENYBAAAAAPAw\nhHUAAAAAADwMYR0AAAAAAA9DWAcAAAAAwMMQ1gEAAAAA8DCEdQAAAAAAPAxhHQAAAAAAD0NYBwAA\nAADAwxDWAQAAAADwMIR1AAAAAAA8DGEdAAAAAAAPQ1gHAAAAAMDDENYBAAAAAPAwhHUAAAAAADwM\nYR0AAAAAAA9DWAcAAAAAwMMQ1gEAAAAA8DCEdQAAAAAAPAxhHQAAAAAAD0NYBwAAAADAwxDWAQAA\nAADwMIR1AAAAAAA8DGEdAAAAAAAPQ1gHAAAAAMDDENYBAAAAAPAwhHUAAAAAADwMYR0AAAAAAA9D\nWAcAAAAAwMMQ1gEAAAAA8DCEdQAAAAAAPAxhHQAAAAAAD0NYBwAAAADAwxDWAQAAAADwMIR1AAAA\nAAA8DGEdAAAAAAAPQ1gHAAAAAMDDENYBAAAAAPAwhHUAAAAAADwMYR0AAAAAAA9DWAcAAAAAwMMQ\n1gEAAAAA8DCEdQAAAAAAPAxhHQAAAAAAD0NYBwAAAADAwxDWAQAAAADwMIR1AAAAAAA8jEeF9bvv\nvlsfffTRJbcVFhbqwQcfVK9evTR8+HAtX778kvtTU1M1bdo0JSUlaerUqUpJSanLkgEAAAAAuOo8\nIqwbY/T0009r27Zt/3Hf448/rtLSUi1evFi//OUv9cQTTyg5OVmSVF5ervvuu099+/bV0qVLlZSU\npPvvv18VFRV1fQgAAAAAAFw1lof13Nxc3Xnnnfr0008VHh5+yX0nT57U5s2b9de//lXt2rXTlClT\nNG7cOL377ruSpFWrVikoKEiPPvqo4uPj9d///d8KCQnR2rVrrTgUAAAAAACuCsvDempqqmJiYrR0\n6VKFhIRcct+BAwcUExOjFi1auG/r3bu39u/fL0k6ePCgevfufclzevXqpX379l37wgEAAAAAuEZ8\nrS5g6NChGjp06Hfel5eXp6ZNm15yW1RUlM6cOSNJOnv2rDp27Pgf96enp1+bYgEAAAAAqAPXPKxX\nVlYqNzf3O++Ljo5WUFDQ9z63vLxcfn5+l9zm7++v6upqSVJFRYX8/f3/4/6qqqorqtFut3yAAa6C\n2j7ST+9AP70PPfUu9NO70E/vQj+9Dz31Lpfbx2se1g8cOKDZs2fLZrP9x30vv/yyhg0b9r3PDQgI\ncAfzWlVVVQoMDHTf/+1g/s37L1d4+Pd/YYD6h356F/rpfeipd6Gf3oV+ehf66X3oacNyzcN6v379\ndPjw4Z/03GbNmikvL++S286dO6fo6OjLuh8AAAAAgPrIo8dR9OjRQzk5OZcMo9+zZ4+SkpLc9397\nMbl9+/a57wcAAAAAoD7y6LAeGxurG264QY8++qi++uorLV68WKtWrdKMGTMkSTfffLOKi4v1zDPP\nKCMjQ3/5y19UVlamUaNGWVw5AAAAAAA/nUeF9e+a1/78888rNDRU06dP19y5c/XMM88oMTFRkhQa\nGqp//etf2r17tyZPnqzk5GS9/vrrVzxnHQAAAAAAT2IzxhiriwAAAAAAAF/zqCvrAAAAAACAsA4A\nAAAAgMchrAMAAAAA4GEI6wAAAAAAeBjCOgAAAAAAHqZBhHUWvPcu9BPwbJyjgGfhnPQ+9NR70Vvv\n8nP7af/Tn/70p6tTimcwxmjevHnKyspSVVWVmjVr9p37t6N+oJ/exxijd999V/n5+fLx8VFERISM\nMfS1nuIc9U7nz59XUFCQJMnhcMjHp0F8t++1ysvL5efnJ0m83noJeuodeA/1Ltein14V1jMyMjR5\n8mRlZWXp6NGjev3119WiRQu1bt1afn5+vJjVM/TT+6SkpGjSpEk6duyYtm/frvfff19dunRRbGys\n1aXhJ+Ac9T6LFy/Wgw8+qC1btmjTpk3q27evwsLCrC4LP9EHH3ygRx55RFu2bFFKSop69eqlgIAA\nq8vCz0BPvQfvod7lWvXTq8L6ihUrVFNTo/nz52vKlCkKDAzUokWL5O/vr4SEBP7B1zP00/ssXLhQ\nTZo00bx58zRmzBiVlJTojTfeUNu2bdW6dWury8MV4hz1LmlpaXr22Wd17733qn///tq9e7fWrl2r\nuLg4xcTEWF0ertD27dv1wgsv6J577lHLli21adMmbd68mS9g6jF66l14D/Uu16qfXjWuLS0tTdXV\n1bLb7ZKkOXPmqEePHtq4caN2794tiXkg9Qn99D5HjhyRr6+vJCk8PFyPPPKIWrVqpWXLlik9Pd3i\n6nClOEe9y8aNGxUSEqJp06bplltu0bx58xQcHKzFixfr+PHjkuhnfbJp0ya1atVKU6dO1Zw5c/TO\nO+/o9OnTWrhwofLy8qwuDz8BPfUuvId6l2vVz3ob1l955RX94x//0JIlS9y3xcbGyt/f/5IXrOnT\np8tms2ndunWqrq7mWyoPRT+9z+uvv6433nhDmzZtkiRVV1crIiJCwcHBKi0tdT/ul7/8pTIzM7V1\n61Y5HA6rysWP4Bz1PhkZGSouLnb/uWnTpgoKClJ1dbUkyd/fXzNmzFBubq5WrlwpSfTTg+Xk5Kiq\nqkqS6wNheHi4mjRpIqfTKUkKCwvTvffeq507d2rr1q1WlorLRE+9B++h3qUu+1nvhsGfP39ed999\nt9LS0hQREaF///vfOn36tDp06CB/f39t2LBB7du3V1xcnCSpSZMmysnJUUpKilq2bKmWLVtafAT4\nJvrpfc6ePauZM2cqLS1NFRUVevXVV1VdXa2ePXuquLhYK1as0ODBgxUZGSlJiomJ0eHDh5WWlqbu\n3bsrIiLC4iPAN3GOep+NGzfqzjvv1JYtW/T222+rZcuWio2NVU5OjpKTkxUbG6tWrVpJktq0aaOj\nR4/qq6++UlxcnJo1a8Y8Sg+zbt063XPPPdq0aZM+/PBDdenSRc2bN1dycrIOHTqkPn36uF9Xu3Tp\noq1bt+r06dPq3LmzGjVqZHH1+C701HvwHupdrOhnvbuynpWVpYqKCr3yyiv685//rDfeeEPnz5/X\n3/72Nw0ePFjBwcHauHGj8vPz3c8ZPXq08vPzlZWVJYkhJZ6Efnqf1NRUBQYG6u2339ZLL72kl19+\nWbt27dI///lPTZ06VWVlZVq+fLlqamrcz5kzZ47279+v3NxcCyvHd+Ec9S6lpaWaO3euZsyYoZdf\nflkjR47Um2++qXnz5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OUKNGDVOiDtCgQQNOnTplev3+pNzW1pbq1asTGBgoyboQQghRBPj6+jJv3rxc95NEXQgh\nRElTKJL1R01AExUVhYeHR45tbm5uptlg79y588Dr7u7uTzRbrBBCCCGEEEIIUdgUmjHrD5Oamoq1\ntXWObdbW1mRkZADGsvfHvS6EEEIIIYQQQhRFhaJn/VFsbGy4e/dujm0ZGRnY2tqaXv9vYp6RkWFa\nbiYvDAaDLJ8ihBBCmMmSE+v469pByjh6M7/jZEuHI4QQQhRZhTpZ9/T0fGB2+OjoaEqXLm16PSoq\n6oHXq1Wrluc2FAoFCQmp6HT6Zw9YWJRKpcTRUSPXs5iQ61n8yDUtXh51PdPSjTfRDXqIi0u2VHji\nCcnPZ/Ei17P4kWtavGRfz9wU6mS9Tp06LFu2jIyMDFO5e0BAAA0bNjS9fvLkSdP+qampnD9/ng8+\n+OCJ2tHp9Gi18o++uJDrWbzI9Sx+5JoWL/+9njr9vcdynYse+fksXuR6Fj9yTUuWQj1mvXHjxnh7\nezN+/HiuXLnC0qVLOXv2LD169ACge/funDx5kmXLlnHlyhUmTJhAuXLlaNy4sYUjF0IIIUqm7BVh\nlcgQMyGEEOJZFLpk/f7x40qlkm+//ZaoqCi6d+/O1q1b+eabb/Dy8gKMy718/fXXbNq0iZ49e5KY\nmMjixYstFboQQghR4umzknWZD0YIIYR4NoWuDP7ChQs5npctW5Yff/zxkfu3bNkSf3///A5LCCGE\nEHlgwFieqSh8/QFCCCFEkSJ/SYUQQghhNqYyeOlZF0IIIZ6JJOtCCCGEMBsDUgYvhBBCmIMk60II\nIYQwm+yedYVMMCeEEEI8E0nWhRBCCGE2eulZF0IIIcxCknUhhBBCmI30rAshhBDmIcm6EEIIIcwm\nezZ4pUK+YgghhBDPQv6SCiGEEMJspGddCCGEMA9J1oUQQghhNnqDjFkXQojCasaMKcyYMcXSYYg8\nUls6ACGEEEIUH7J0mxBCFF4jRnxs6RDEE5BkXQghhBBmk10Gr5QyeCGEKHTs7OwtHYJ4ApKsCyGE\nEMJsZOk2IYTIf2fOnOL77xdz6dJFFAoFdevWZ8KEybi6uhEUdIZvv13E5cvBuLi48uab/enatTuA\nqQR+4sTPLBm+yCNJ1oUQQghhNgZD1mzwMi2OEKKISknTEhGbXGDtebvaY2eb97QsOTmJsWNH0rt3\nHyZPnkZ09B1mzJjCjz+upmvX7nz00fv07t2XCRMmExR0hvnzZ+Pm5kbLlm3y702IfCHJuhBCCCHM\nRiaYE0IUZSlpWsZ+d5iUdG2BtWlno2bO+83znLCnp6czcODb9OrVBwAvLy9at27HhQvn2LJlM88/\n/wLvvPM+AGXLluPmzRusX79GkvUiSJJ1IUSRptPriEi+nVV4KwoztUrBXTQkJKSi1ckVK+oedT3T\ndemALN0mhBD5xdXVjQ4dOvPLL+u4fPkSN25c5+rVy9SqVYebN69TvXqtHPvXrFmbP/74zULRimch\nyboQosgyGAzMDVhMaGK4pUMRQvyH9KwLIYoiO1tjL3dhLoOPjo5i8OB+VK1ajUaNmtClSzcOHz7I\nuXNnsbGxeeD3r16vR6/XmTtsUQAkWRdCFGmJqWmWDkEI8RDlHctaOgQhhHgqdrZqKvk4WTqMR/rn\nn704OTkxe/ZXpm2//voLAOXKVSAwMCDH/kFBpylXrnyBxijMQ5J1IUSRpVAoiA1oRKZVLK3r+dK0\nuqelQxKPoVIpcHDQkJiYik7K4Iu8x11POysNPvZeFopMCCGKNycnJ27fjiQg4ATe3j78/fdu/vnn\nb6pVq0G3bj3YsGE9S5d+S8eOrxIUdIbNmzcxatRYS4ctnoIk60KIIq2ChzPBoXAyUMf/mlZArZIZ\nqAsrtVqJi4s9cVbJaLV6S4cjnpFcTyGEsIx27V7i9OlTTJo0HoUCqlatwfDhI1mxYgmurm7MnbuQ\nxYsX8PPP6/D09OTDD0fRseOrlg5bPAWFwWAo8d0bcXHyRaM4MH1xlOtZLOT1ep66HM2iTWcAGNy5\nGn61vAsqRPGE5Ge0eJHrWbzI9Sxe5HoWP3JNi5fs65kb6YISQhRptSu74eVqB8Cu4yHI/UchhBBC\nCFEcSLIuhCjSlAoFLzc2TmQVFpXMuRuxFo5ICCGEKJy0Oj0//3WZLYeuy81tIYoASdaFEEVe8xpe\nONhZAbDreKiFoxFCCCEKpwNnIvjzRCi/H7hOarrW0uEIIXIhyboQosiztlLRrn4ZAM5djyX0TpKF\nIxJCCCEKF4PBwJ5/jTe0y3qUQmMj80wLUdhJsi6EKBba1vfFSm38lfbniRALRyOEEEIULuduxBIR\nkwLAiw3LoFAoLByRECI3kqwLIYoFRztrmtUwrut87PwdElIyLByREEIIUXjs+TcMgFIaK5pW97Rw\nNEKIvJBkXQhRbLzYwFgKr9XpOXD6loWjEUIIIQqH27EpnLkaA0Cbej5YqVUWjkgIkReSrAshio0y\nHqV4oawzAHsDw9HpZR1SIYQQYk+AsVddpVTQtl4ZC0cjhMgrSdaFEMXKiw2NX0JiE9IJvBRt4WiE\nEEIIy0pJ03LwbAQADV4ojYuDjYUjEkLklSTrQohipW4Vd1wdjV9E/srqSRBCCCFKqkNnI0jP0AHw\nUsOyFo5GCPEkJFkXQhQrKqWStvV8AQgOjZdl3IQQQpRYBoOBvwPDAajg5UBFH0cLRyQKm/DwMAYM\neJP27f1YsWKJpcN5YpGREbRs2YjIyEiznzslJQV//+2m5z17dmHnzm1mb+dxJFkXQhQ7rer4oFYZ\nf739FRBq4WiEEEIIyzh/I47bscbl2trVl+XaxIM2bfoFpVLB2rUb6dWrj6XDeWKenl5s2bILT0/z\nr3Dwyy/r2LFjq9nP+yQkWRdCFDsOdtamZWmOnr9NSprWwhEJIYQQBe/vrOFg9rZqGlfzsHA0ojBK\nSkqicuXn8fb2oVSpUpYO54kpFApcXFzz5UaUwWAw+zmflNrSAQghRH5oW9+Xg2cjyMjUc+RcJO0b\nyOy3QgghSo6Yu6kEBEcB0KK2N9ZWslxbXqVqU4lMjiqw9rzsS6NRa57omI0bf2bDhvXExMRQqVIl\nPvhgFDqdjg8/fI8DB06Y9psxYwoAEyd+xsqVS7l8+RKJiQlcu3aVypWrEBgYAIC//3Y2bNiCWq1i\nwYK5BAT8S3p6GhUqVGTkyDHUqlUHMJbNz58/hzNnTuHk5ETv3n3o0aM3ANeuXWHBgi85d+4sXl7e\n9OjRm27deuTp/aSkJLNgwZccOXKIpKREfHx8ee+94bRs2YadO7cxY8YUFApFjgR68OAhdOjQmZ49\nu7Bx41a8vLxo2bIRU6fOZMWKJVkl8m14992hzJr1BefOneWFF6oxZcpM3N3dWblyKYGBAXz99b3y\n/549uzBo0LsArFq1DIBWrRqzf/9xAK5fv8r77w8iODiYChUqMHHi51SuXOWJrt2TkGRdCFEsVfBy\noJxnKUJuJ/HPqXDa1feV8j8hhBAlxq6jN9FnJTZtsuZyEblL1aYy6fAsUrWpBdamRq3hi+bj85yw\nX74czHffLWLGjC+pUKEiGzf+xOTJE5g8+Ytcv+scOrSfjz+eQPXqNfHx8WH27GmAghEjxuDk5MSI\nEUNxcHBgyZJVGAwGvv/+a+bNm83q1evJyMhg5MhhVK1aneXL1xAWFsqUKZ/i61uG+vUb8fHHH9G5\ncxfGjfuUmzdvMHv2NOzt7Xn55Y65vqcFC74kLCyUBQu+xdbWlnXrfmD27Ok0a9aC9u1fpmnT5qZ9\nt2/fws8/r6Vz5y7odLoH3vOKFUv59NMppKamMmrUcAIDAxg5cgwffDCKTz8dy/r1P/Dhh6MBHvl5\ntW//MteuXSUo6AwzZnxp2r5t2xY++eRzypevwNy5M/nyy5l8//3KXN/f05JkXQhRLCkUCtrU9WXN\nrmDCopK5eiuByr5Olg5LCCGEyHdanZ5dR28AUPM5Vzxd7CwbkDCriIgIFAoFnp5eeHl58c477+Pn\n1xK9Xp/rsS4urnTp0s303MbGNmu7CwCtWrWhTZv2uLuXBqBr1x6MHTsCgOPHj3D3bjwTJ36Gra0t\n5ctXYOTIMSiVKnbv9sfV1Y3Bg4cA4Otbhv79B/LLL+vzlKzXq9eA//2vH889VxGA3r37sG3bH8TF\nxVK6tAfW1q6A8UbFDz+s4IsvZlO6tAeRkREPlKv37v0mVatWB6BKlRcoX74CrVu3A6B163ZcuXI5\n13isra3RaDRYWVmZPhuAbt164OfXEoCePXvx+eef5HquZyHJuhCi2GpS3ZNf9l4hPUPHvsBwSdaF\nEEKUCIGXoohNSAeMw8JE3mX3chfmMvgmTZpSsWJl+vfvRZUqL9CyZWtee60boaE3cz3W29vnsa93\n7dqDPXt2ERR0hps3bxAcfNGUDIeEhFC2bHlsbW1N+3fs+CoA33yzkMuXg3nppVam1/R6HVZWVnl6\nTx06dGb//n388cdvhITcIDj4AgA63b0bEElJSXz66Th69vxfjp72B9/jvX/zNjY2eHl553iemZmR\np5gexsfn3rnt7UuRkfH058oLSdaFEMWWxkZNs+qe7Dt1ixMX7/C/F6tgb5u3PxpCCCFEUfVXgHG5\nNjdHW+pUcrdwNEWPRq3hOadylg7jkWxsbFm27AcCAwM4dOgAO3Zs4/ffNzFlyowH9tXptKhU91I+\na2vrR57XYDAwYsRQkpOTaNfuZfz8WpGZmcmnn44FQK1+dOqo02lp2LAJo0ePe6qJ2b74YjLnzp3l\nlVc60a1bD1xd3Xn//UE59pk6dRKensZKgsdRqXLOz6BUPnxO9YeVwOt0usee+1Hnyi+SrAshirXW\ndX3Zd+oWmVo9h89G8lKjspYOSQghhMg3d+JSOH8jFoDW9XxQKmW+luImKOgsJ0+eoH//QdSr14Ah\nQ4bx2msvmyaLS01NRaMx9tTfuhVO2bLl83Te69evcfp0INu378HR0ViN+NtvG02vly1blrCwUNLT\n07GxsQFg8eIF6HQ6ypcvz4ED+/H29jElwbt27eDixQt89NHox7abkpLMnj27WLZsDS+8UBWAI0cO\nZr1qTPxXr15OcPB5Vq/+6YEk+2nnJFKrrUhJSbkvjhTi4mKf+bzmJEu3CSGKtfJeDjzn7QDAvlPh\nhWIZDiGEECK/HDgTAYBSAa3qPL7kWRRNNjY2rFq1jG3bficyMoI9e3aRlpZKq1Ztsba25ocfVhAR\ncYv169dw6VJwns/r4OCAUqlk925/IiMj2bt3DytXLgUgMzOTxo2b4ebmxpw50wkJucHBg/+wZctm\nmjRpxssvdyI9Pc302pEjB1m4cB6urm65tmttbYNGo2Hfvr+IjIzg2LEjfPXVXAAyMjI4ceIoP/yw\ngrFjPwUUxMbGEBsbQ0JCAvD0S6xVq1adK1cusXfvHkJDQ5g7d0aOXnlbWw3R0VFERkY81fnNQZJ1\nIUSx17qucXxRREwKl8PuWjgaIYQQIn9odXoOZiXrDat54epom8sRoiiqUuV5Jkz4jPXrf6RPnx6s\nXbuayZOnUalSZcaN+5S//vqT/v17cfXqFbp375Xn85Yu7cHHH09g3bo19O/fi3Xr1jBy5BhUKhWX\nLgWjUqmYOXMeMTHRDBrUl0WL5jN8+AiaNm2OnZ0d8+YtIjQ0hIED+zB37kx69OhFv34Dcm1XrVYz\nadIX7N37F/36vcE33yxgwIC3cXNz5/LlYHbv3oVOp2PChNG8/vordO3aka5dO5rK8+/vAX+SXveG\nDRvTq5cx1vffH0zFipWpXr2m6fVWrdqg1+vp1+8N4uLigILvaVcYpJuJuLhktNrcZ08UhZtarcTF\nxV6uZzFhzuuZnqFj1DcHSU3X0bS6J+92qWGmKMWTkJ/R4kWuZ/Ei17N4OHkpisW/nQVg0qAmVPFx\nkOtZTMjPaPGSfT1zIz3rQohiz8ZaRbMaXgD8G3yHxJT8nblTCCGEsIT9p28B4OJgQ4OqHhaORgjx\nrGSCOSFEidCmri9/nwxHqzNw6GwkHZoU3llehRBCiCcVm5DG2WsxALSs44NKJX1yonBYtGgeW7f+\n8dDXFAoF/foNzFO5fEkkyboQokQo41GKSr6OXA1P4J9T4bzSuGyhmOVTCCGEMIcDZyIwGIyjalvX\nlYnlROH0NLLOAAAgAElEQVTx1luDHzt2PnvmefEgSdaFECVGm7q+XA1P4HZcKhdvxlGtgqulQxJC\nCCGemV5v4MAZYwl89edcKe2ssXBEQtzj5OSMk5OzpcMokqQ+RghRYjSq6oGdjfEe5b5TtywcjRBC\nCGEeQddjiU1IB6C1LNcmRLEhyboQosSwtlLRvJZxormTl6K4mywTzQkhhCj6sieWc7Czom4VdwtH\nI4QwF0nWhRAlSpusNdd1egNHgiItHI0QQgjxbO4mpXP6SjQAfjW9UcvEckIUG/LTLIQoUXzc7ank\n6wjAwbMRGAwGC0cEqXEJlg5BCCFEEXXwbAQ6vfFvWcs63haORghhTjLBnBCixGlRy5ur4Qncik7m\nekQiFX0cLRbL6d8PcPiCFldFIq+82Rjncl4Wi0UIIUTRojcYOHA6AoDnyzrj7WZv4YiEEOYkPetC\niBKncTVPrNXGX38Hz1h2ormb12JBoSAWR35de5pLf/9r0XiEEEI8mjYxgYSjh9ElJ1s6FACCb8Zx\nJz4VkInlxNMJDw9jwIA3ad/ejxUrllgsjpSUFPz9t5ue9+zZhZ07twHwwQdDWLVqGQBarZatW3+3\nSIyWIMm6EKLE0dioafCCBwDHLtwhI1NnsVjSM+89zlTa8NfxJPYu3YEuU2uxmIQQQjwo5eIFbn4+\nicjlS4n6eb2lwwHgn6yJ5exs1DR4obSFoxFF0aZNv6BUKli7diO9evWxWBy//LKOHTu2mp4vX76G\n9u1ffmC/3bv9WbNmVUGGZlGSrAshSqSWtY3j+lLTtZy8FGWxONJ1xl/DjvpErPRpAFyMtePXeTuI\nD7tjsbiEEEIYGfR6Yrb+Qdi8Oeju3gUg9colC0cFSamZpr9fzWp6YW2lsnBEoihKSkqicuXn8fb2\noVSpUhaL479zCDk5OWNtbZ3rfsWdjFkXQpRIz5dzxt3Jlui7aRw4E0HTGpYZK55hMP4a9nRR0qhL\nffx/PEosjsay+DWBtGrqxvPtGlokNiGEKOm0CQlELl9CyvlzObZnRkWhT0tFaauxUGRw9FwkWp0x\ncWklJfBmpUtJISMyosDas/byRmVn90THbNz4Mxs2rCcmJoZKlSrxwQej0Ol0fPjhexw4cMK034wZ\nUwCYOPEzVq5cyuXLl0hMTODatatUrlyFwMAAAPz9t7NhwxbUahULFswlIOBf0tPTqFChIiNHjqFW\nrTqAsWx+/vw5nDlzCicnJ3r37kOPHr0BuHbtCgsWfMm5c2fx8vKmR4/edOvWI9f3snPnNlOZe6tW\njdm//zg9e3Zh0KB36djxVdN+gYEBzJw51bTfhg1b8PIq3nP9SLIuhCiRlAoFLWp78/uB61y8GUd0\nfCruzgX7pUuv15OhNN411mjUOPl60GN0Jw6s+pMLMRpTWXz4lR20GvgyKiv5lS2EEAUlJfgiEUu/\nR3c3HgDb5yri1KYdt1ctByA9PBxNpcoWi+9Q1vKj5T0dKOthuR7R4kaXksL18R+jT0kpsDaVdnY8\nN+vLPCfsly8H8913i5gx40sqVKjIxo0/MXnyBCZP/gKFQvHYYw8d2s/HH0+gevWa+Pj4MHv2NEDB\niBFjcHJyYsSIoTg4OLBkySoMBgPff/818+bNZvXq9WRkZDBy5DCqVq3O8uVrCAsLZcqUT/H1LUP9\n+o34+OOP6Ny5C+PGfcrNmzeYPXsa9vb2vPxyx8fG1K7dS1y7dpWgoDPMmPHlI/erVasOH344mp9/\nXsvy5T/i7Oycp8+rKJNvfkKIEsuvpjd/HLiOAeOXntdbPFeg7WckpWBQGMsWNaVsAFBZqWnzbid8\n/g5g/9FoMpU2XIy148687bzStxnOZTwKNEYhhChpDHo9sTu2EfPHZsgquXV+6RVKd++JPi2N21n7\npYeFWSxZD49K4mZkIgDNaxXvnkXxoIiICBQKBZ6eXnh5efHOO+/j59cSvV6f67EuLq506dLN9NzG\nxjZruwsArVq1oU2b9ri7G+dA6Nq1B2PHjgDg+PEj3L0bz8SJn2Fra0v58hUYOXIMSqWK3bv9cXV1\nY/DgIQD4+pahf/+B/PLL+lyTdRsbGzQaDVZWVqY4HkatVlOqVCmUStVj9ytOJFkXQpRYbk62VKvg\nwvkbcRw6G8FrfhVQ5nJH2pySouJNjzUOOXv1n2/XAI/n77BrbXZZvBO/rjlJ62YeVGlbv8BiFEKI\nkkSbmEDk8qWknAsCjD2eXgMHU6peAwBUpUqhcnZGFx9PelioxeLM7lVXKRU0re5psTiKI1VWL3dh\nLoNv0qQpFStWpn//XlSp8gItW7bmtde6ERp6M9djvb0fP2Sia9ce7Nmzi6CgM9y8eYPg4IumceIh\nISGULVseW1tb0/7ZZerffLOQy5eDeemlVqbX9HodVlZWeX5f4kGSrAshSrQWtb05fyOO6LtpBIfE\nU618wd2pTYlNMD22c3pwbVznMveVxcfakam0Zc/Ru4Rf3kFLKYsXQgizSrkUTMTS79DFG2+k2lR4\nDp8hQ7EqnXOWdZsyZUmJjycjPMwSYaLT6zmSlazXruSGg92Dk3CJZ6Oys0NTsZKlw3gkGxtbli37\ngcDAAA4dOsCOHdv4/fdNTJky44F9dTotKtW97wsPm7Qtm8FgYMSIoSQnJ9Gu3cv4+bUiMzOTTz8d\nCxh7th9Fp9PSsGETRo8eV+ImgctPMhu8EKJEq1+lNBob4x+fgl5zPeXuvXV67VwcH7pPdll8+8YO\nWOnTQaHgQtZs8XfDZbZ4IYR4Vtll72FfzjYl6s4vvkS58Z88kKgD2PiWASA9LNQiScm563HcTc4A\nwK+Wd4G3LywvKOgsa9aspF69BgwfPoL1638lPT3dNFlcamqqad9bt8LzfN7r169x+nQgCxd+R79+\nA2jWzI/o6Hsr5pQtW5awsFDS09NN2xYvXsDChfMoV648ISE38fb2wde3DL6+ZQgKOsOvv/6Sp7Zz\nG2tfUkmyLoQo0aytVKYSwoDgKFLSCm5989SEe5PX2Ls7PXbf59s1oEf/erhiXDYoFkc2/nCSy3tP\n5muMQghRnOkSEwlftIDo334FvR6lRoP3+8Px6N0HxSN6EW3KlAVAn5KCNi6uIMMF4HCQsTy7lMaK\n2pXcCrx9YXk2NjasWrWMbdt+JzIygj17dpGWlkqrVm2xtrbmhx9WEBFxi/Xr13DpUnCez+vg4IBS\nqWT3bn8iIyPZu3cPK1cuBSAzM5PGjZvh5ubGnDnTCQm5wcGD/7Bly2aaNGnGyy93Ij09zfTakSMH\nWbhwHq6uefs3amurITo6ishchh9oNBoSExMICwtFp9Pl+b0VVZKsCyFKvBZZa65naPWcuHg7l73N\nJzXJ2DOiMOixdXHIdX9jWXxnqroak/zssvh9y3agyyy4mwxCCFEcpF6+zM2pk0kJOgOATfkKlJs8\nBYcGj18uMztZBwp83HpyWiYnL0UD0LS6J2qVfJUviapUeZ4JEz5j/fof6dOnB2vXrmby5GlUqlSZ\nceM+5a+//qR//15cvXqF7t175fm8pUt78PHHE1i3bg39+/di3bo1jBw5BpVKxaVLwahUKmbOnEdM\nTDSDBvVl0aL5DB8+gqZNm2NnZ8e8eYsIDQ1h4MA+zJ07kx49etGv34A8td2qVRv0ej39+r1BXFwc\noDD1tt/f616/fiN8fcvw1lu9uXr18pN8bEWSwiCDCoiLS0arzX32RFG4qdVKXFzs5XoWEwV5PQ0G\nA5NXHCc8OplKPo580r9g1jX/6/vtXIq3x1qXxuBPOjzRsZf+/pf9R2PIVBpnkXflLh36NcPJt/DO\nFi8/o8WLXM/ipSRdT4NeT9wuf6I3G3vTAZzbtce9Z2+UeZgMy6DVcnnYENDpcP+/Hrh2ejXXY8xl\nX2A4a3YZe0o/G9CI8l4Pv9Fbkq5nSSHXtHjJvp65kdtxQogST5G15jrA1VsJ3IpOzuUI80hPN5Zv\nWSuevFf8+XYN6dG3Dq4YJ6mLxclYFr9PyuKFEOJRdElJ3Fq8kOhNG+6Vvb83DI83++UpUQdQqNVY\nexn/ZqQX8CRzh7JK4MuUtqecp6ytLkRxJ1MJCyEE0KyGF7/uu4pOb+Dg2QjeaJv/a+emZRgLm2yU\nTzfmyrmcFz1Gd2L/qj+5mD1b/JHs2eJfQaVWmTNcIYQo0lKvXSXi+2/QxsYCYFOuPN5DhmLt+eRL\nn9n4liEjPIz0sIJL1iNikrkabrxB27ymt0zIJYqMRYvmsXXrHw99TaFQ0K/fwDyXy5c0kqwLIQTg\naG9N7UpuBF6O5ui5SHq0roRSmb9fhNK1ClCAzTMsQaqyUtP23U743lcWfyHGjjvzttHxrRY4eMnk\nQ0KIks1gMBC/9y+ifvkJsiakcmrTjtK9eqO0erplz2zKlCHxOGRERmDQah85GZ05Hc5ark2pUNCs\nhqytLoqOt94a/Nix846Oj59ktySTZF0IIbI0r+lN4OVo4pMyuHAzjhrPueZrexl6FajAxvrZRyQ9\n364hHpUj8V9/nDgciTE4sXHFcdq1K0OFZrXMEK0QQhQ9+rQ0bq9ZReLxYwAobGzw7D8QxyZNn+m8\n1tmTzOl0ZEREYFO27OMPeEZ6vcGUrNes6IpTKZt8bU8Ic3JycsbJydnSYRRJMmZdCCGy1K7khr2t\n8R5m9pei/JShMHapazTmuW/qXM6LHiM7UMXJOOY+XaXBf18Uh9fsRq+XyWiEECVL+q1wQqZNMSXq\n1t4+lPvks2dO1MHYs25qJzz/Z4S/EBJHXKJxbWtZW12IkkOSdSGEyGKlVtKoqnE29ZOXokjPyL/1\nO7XpGWiVxvJLW7unK8N8GLWNNS++35lWtW1R6zMwKJScvmXFlvlbSY1LMFs7QghRmCUcO0LItClk\nZK3Z7NCkKeU+mYyNj49Zzq92cUVpZwdQIOPWD581vg87GzV1K8vwJiFKCknWhRDiPs1qegGQnqnj\n5OWofGsnJfqu6bHGwdbs56/RqSndelbDQZ8IQITWiQ3fHiD89CWztyWEEIWFPjOT22vXELlsCYaM\nDBRqNR59+uP19hCUtub7XatQKLDxNfau53eynpquJeCS8e9Rk+qeWMnkoUKUGJKsCyHEfSr7OlHa\n2fiF7kg+lsInx95L1u2dcl9n82m4VynLGx+9SDlbY496isqebdtDOPnrP/nSnhBCWFJmdBShs2dw\nd9/fAKhd3Sg7biLObdvly8zp2ePWM/K5DP7f4DtkZBqHMjWv5ZWvbQkhChdJ1oUQ4j4KhYJmNYxf\nhs7diCU+KT1f2kmJSzI91jjnT7IOYG2vofOILjSprECp16JXqjl2xcD2BVtIT0rJt3aFEKIgJZ05\nxc2pn5N+4zoA9rVqU37yFGyfq5hvbVp7G8eOa+Pi0Gdk5Fs72TeOvVztqOjtmG/tCCEKH0nWhRDi\nP7KTdYMBjp2/nS9tpNxNNj22d8v/JUvq92jNq53LYaczthuS5sjGRX8RdSkk39sWQoj8YtDrid68\niVuLFqBPSQaFArdu3fH5YASqUqXytW0rN3fTY21sTL60EZeYTnBIPADNanjK2urC5PLlSwQFnTH7\neVu2bMSpUyfNft6HuXUrnKNHDwMQGRlBy5aNiIx8uqpGrVbL1q2/mzO8QkGSdSGE+A9PVzsq+hh7\nL/KrFD41Kc302M61YNYX9a3zPG8MbYm32liCn6h04PdfL3Jux9ECaV8IIcxJe/cuYfPnErt9KwAq\nB0fKjBqDW+fXUCjz/yuulfu9ZD0zJn+S9WPnb2PIetykhpTAi3smThxDaGjRvuE+a9YXXLhwzvT8\nWW5G7d7tz5o1q8wRVqEiyboQQjxEdu96yJ0kbkUn57L3k0tNNpZMqvUZWGkKbr1cjYsjXUa9Rh2f\nTBQGPVqlNfvPpLHn221o0/OvjFMIIcwp5VIwN6d+RurFCwDYVq5CuclTsKtWvcBisHK7Nyt7ZnR0\nvrSRXd1VyccRD2dNvrQhiipD7rsUcgaD+d6DOc9VmJhncV8hhChmGlXz4Kc9l9EbDBw7f5turcw7\n7jEtTQuAlSHTrOfNC6VSSfP+L+Fz5Cx//x1GukrD5YRSRH/lT4e+TXEu41HgMQkhRF4YDAbi/vQn\netNG0BsnXXN5uQPu/9cDhbpgv9YqbTUo7e3RJyejjTF/sh4Rk8zN28YVPZpU9zT7+cWjpadpiY8t\nuHldnF3tsLHN+7/fDz4YQmRkBDNnTmXlyqUANGnSnD17/OnffxBvvPEm3323iL//3kNcXCylS3vQ\nr99AunTpBkBaWhqLFs3jn3/+RqFQ0KpVW0aOHIuVlVWOdvbv38eUKZ8wa9Y8GjVqyp07t5k3bxYB\nASdwcXGjU6dXGTDgbRQKBTt3bmPLls24uLgSGBjAqFFjeemlDo98DzNmTOHUqZOcPh1IYGAAEyd+\nhsFgYP/+v9m0aQMxMdE0bNiYTz+dSqmsIS2nTwfy9ddfcf36VcqUKcegQe/QunU7AgMDmDlzKgCt\nWjVmw4YtODo6sGDBlxw5coikpER8fHx5773htGzZ5kkujcVJsi6EEA/haGdN9QouBF2P5diF23Rt\n+ZxZxwqmpRu/ZNoo828t99xUaFaLHhW88V9ziBiDE3E48uuak7Rt4UWlVnUtFpcQQjyMLjWV2yuX\nkxQYAIBSo8FzwGAcGjS0WExWbu6kJyfnS8/60XPGXnWlQkGjapKsF5T0NC1rvztKRrq2wNq0tlHT\n9/2meU7Yp0+fy4AB/6NPn/54enozYcJoMjMzWLlyHWq1mh9/XMXRo4eZMWMuzs4u7Ny5ja++mkPL\nlm1wcXFh5sypXL9+ldmzF2BjY82UKZNYtuxbhg79yNTG2bOn+eKLyUyaNJVGjZoC8MknY6hS5QVW\nr/6J6Ogo5syZjlKp5K23BgMQFHSGAQPe5r33huHs7PLY9/DRR6MJDb1JrVp16NdvEMnJxol3d+7c\nxtSps9DrdUycOIZ1635gyJBhxMREM27cSIYMGU7jxk05d+4sM2ZMwcXFlVq16vDhh6P5+ee1LF/+\nI05OTsya9QVhYaEsWPAttra2rFv3A7NnT6dZsxaoC/jG3rOQMnghhHiE7J6MO3Gp3IhMNOu5s78D\n2KgsW7bl6O1O99GvUs3N2IOQqbTlz0NxHFi1C73OcjcShBDifum3wgmZNsWUqNuULUu5Tz+3aKIO\n98atZ5q5Z92QVdUFUL2CC0721mY9vyjaHB0dUalU2NnZY29vj0KhoG/fAfj4+OLh4UmVKs8zfvwk\nqlWrgbe3D337DkCr1RIaepOkpCT27fuL0aPHU7NmLapUeYGxYyfi6eltOv+NG9eZMGE0H344ijZt\n2gMQEHCC27dvM2bMRMqUKUvduvUZNmwEGzasNx2nVCrp128g5cpVwNHx8fPx2NuXQq22QqOxw8HB\nwbR92LARvPBCVapVq0G7di9y5colADZv/pWGDZvQrVsPfH3L8PLLHXnttW5s2PATarWaUqVKoVSq\ncHFxQalUUq9eA8aMmUilSpXx9S1D7959SEi4S1xcrDkvRb4rOrcVhBCigNV/vjQ/+Aej1ek5dv42\nz5lxyZwMnRKUYGNt+Zl9VWoVbd7phPeefzlwPIZMpQ1Bt22Inr+NDm+3ReMiSwUJISwn8cRxIlev\nwJBuXErTsbkfHn3fQmlt+QQ2e0Z4cyfr1yMSuROfCkgJfEGzsTX2chfmMviH8fK6l2y3aNGaEyeO\nsXjxAkJCbhAcfBGFQoFerycsLASDwcDzz1c17V+7dl1q175XUbdo0Tx0Oh0eHvf+7d24cZ27d+N5\n+eXWpm0Gg57MzEwSEhKM78PZBetn+LlUKBT4+PiantvblyIja1nEGzeuc+jQfl56qZXpdZ1OR7ly\n5R96rg4dOrN//z7++OO3rM/gQtYx+qeOzxIkWRdCiEfQ2KipU9mNgOAojl+4zRttK6NUmie5TjcY\nx4XZ2qrMcj5zeOHFhpSuFM7On06SoHQgUufEhu8O8Mrr1fCqkX9rFQshxMMYdDqif91A3O5dxg0q\nFR7/64NT67aFZgkzdVayrouPR5+ZifI/Y36f1tHzxpVIrNRK6j9f2iznFHlnY6vG06do3ai+f7z5\n0qXfsn37H3Tq1IUOHV5l9Ojx9OjxGgAqVe7pX9eu3VGrrfjqqzmsXbsRtVqNTqejfPkKzJo1/4HJ\n3LLHlFtbP/uEuUplzu9F2W3pdDpeeaUT/fsPytH+o0rav/hiMufOneWVVzrRrVsPXF3def/9Qc8c\nX0GTMnghhHiMJlnjBOOTMrgUGm+Wc+r1ejKVxjvPthrzfLEzF9fnfOn50YuUszXeJU9R2vPHH9c4\nu/WQhSMTQpQk2rt3CZs3x5Soq11cKDtuIs5t2hWaRB1yLt9mrrXW9XoDJy7cAaBuZXc0NtK3Jh7m\n0T8HW7b8xsiRYxkyZBjt2r1ISoqxSsBgMODr64tCoTCVlwMcOLCPwYP7mZ63bt2OAQMGk5qaytq1\nqwEoV648t29H4uzsjK9vGXx9y3DrVhgrVix56p/JJzmuXLnyhIWF4uPja2p///59/Pmn/wP7pqQk\ns2fPLqZOncWgQe/SsmUbEhKyv8MVrVnjJVkXQojHqF3JDVtr413eo1njB59V2t1EDArjr19NqYJb\nti2vrO01dPzwVRpVBIVBh16p5uC5THbL8m5CiAKQeuUyN7/4jNRLwQBoqlaj3KQpaCpWsnBkD8ou\ngwfzLd92KTSeu1nLezauJqtziIfTaGwJCblJQsLdB15zdHTi0KED3LoVzunTp5g27TMUCgWZmZnY\n2dnTseOrLFjwJRcunOPixfMsXfotDRs2Nh1vMBiws7PnvfeGs3btaiIjI2jcuCleXt5MmfIp165d\n4fTpQObMmYlGo3nqZN3WVkNYWAhxcXGmdh+lW7eeXLx4nmXLviMsLJQ///Rn2bJv8fb2zvo8NCQm\nJhAeHoa1tQ0ajYZ9+/4iMjKCY8eO8NVXcwFMZfVFhSTrQgjxGNZWKlMJYkDwHbRmGOuUEp1geqxx\nKJzr5iqVShq+0YZOL/pgqzOOm7ySUIpNX/mTEBFl4eiEEMWRwWAg/u89hM6dhS7e2Avm8kpHyoz8\nGLVj4SxJVt+31ro2xjw96ycuGnvVbaxV1KrolsveoqTq1q0nmzZtYO7cGQ8kyxMnfsbly5fo378X\nM2dOpX37l6hWrQaXLl0E4MMPR1O5chVGjhzOmDEjaNCgMe+88z6Qs7e7Y8dXqVSpCgsXfolSqcwq\ngYchQwYyadJ4/Pxa8NFHHz/1e3jttdc5evQwY8Z89EDb/+Xl5cXs2V9x9Ohh+vfvzYoV3/PBB6N4\n8cVXAKhfvxG+vmXo378X165dYdKkL9i7dw/9+r3BN98sYMCAt3Fzc+fy5eCnjtcSFIbiuoL8E4iL\nS0arLVqTDYgHqdVKXFzs5XoWE4Xpep69FsNXG04D8FGP2tSp7J7LEY938/g5dvxtTHg7tStN+cY1\nnjnG/JR4J4adqw4SYzDO7GqjS6V9+7KUb1rzic5TmK6peHZyPYsXS19PfXo6t9f+QOKRwwAobGzx\nGjgYh4aNCjyWJ3Xlw6HoU1Jw7fwa7t26P9O5dHo9oxYfIjElk6Y1PHn3taf7+2Dp6ynMT65p8ZJ9\nPXMjPetCCJGLauVdsM+apfXfrB6PZ5ESn2x6bO/6+KVNCgMHDze6j+rM887GuNNVGnbuvcOxn/5C\nr5cvDEKIZ5Nx5w6hs6aZEnVrL2/KfTK5SCTqcN+M8GYogw8OiScxJROARlWlBF6Ikk5mrBBCiFyo\nVcbZeA+ciSDwcjRanR616unvdaYmpJoe27sVztLO/1JZqWn/Xme8dhzh0KkkdEorTt6EOwu38vI7\nL2FTys7SIQohiqCkM6eIXL4UfdYEWKUaNMRr4GCUtoVziNDDqN3dSQ8NMcvybdkl8BobFTWfkxJ4\nUXQNHtyPkJCbD31NoVDw5ZcLcywXJx5OknUhhMiDRlU9OHAmgpR0LedvxFG70tN/iUpNTgesURh0\n2DiVMl+QBaBGp2aUrngD/9+CSFaWIizdiY2L/qLDG/Vwr1zG0uEJIYoIg15PzNY/iN36h3GDQoF7\n9564vNKxUM32nhfZPevaZ0zWdXo9AcHGIVL1qpTGSi0FsKLomjnzSzIzMx/5eunSUjmSF5KsCyFE\nHlTNKoVPTtPy78U7z5Ssp6VkAtZY6zNQKovelzGPqhV4Y7g7u5b9xa1MJxKVDmzecJ6WjSKo+lLR\nKFsVQliOLimJiOVLSQk6A4DKwQHvd9/Hrlp1C0f2dKyyJpnTxsdj0GpRPGLd59xcuBlHUqqUwIvi\nwcPD09IhFAtF71uiEEJYgFqlpF7WrPCBl6OeaVb4tHQdANYKrVliswRbx1K8NvI16vhkojDo0Sqt\n2RuQzD/Ld6LX6SwdnhCikEoLuUnItCmmRN32uYqUm/R5kU3U4b611g0GMmNjn/o82Wur29moqfGc\nqzlCE0IUcZKsCyFEHmX3dCSnablwM+6pz5OeYVyEw1pVtCdnUyqVNO//Ei+3cMNKnwbA+WgNm+dt\nIyXmwXVfhRAlW8KxI4TOmk5mtLHU26l1G8qMnYCVa9Eem62+b631py2F1+r0nLxk/FzqP1/6meZF\nEUIUH/KbQAgh8uj+WeFPPMOs8Ok643hM22IyEKliyzr06FsXZ4Nx/fg7eic2fH+QiLNXLByZEKIw\nMOh0RG34mchlSzBkZKBQq/EcMBjPfgNQWllZOrxnZupZB9ONiCcVHBJPcpqx2qqhlMALIbJIsi6E\nEHmkVimpVyWrFP7S05XC6/V6kg3WAGg0KrPGZ0nO5bzoMeIVnrNPBCBVZc/WrdcJ2n7EwpEJISxJ\nl5RE+IJ5xP3pD4DaxZWy4z/BqUVLC0dmPio7e5Qa4+z1mTExT3WOgKxedY2NiuoVXMwWmxCiaJNk\nXQghnkDD+0rhLz5FKXzCrWgylbYAuHsVjWXb8spKY0OHD16jSWVQGHTolFYcOJvO3qU70GllHLsQ\nJa4SHRsAACAASURBVE16aAg3p31OyoXzAGief4Fykz7HtsJzlg0sH2SXwj/N8m16vcFUAl+nkruU\nwAshTOS3gRBCPIHqFVywszHWr2f3hDyJyAv31hz1quxjtrgKk/o92tCxvRc2OuN68hdj7fh9voxj\nF6IkSTh+lJCZ09BGG5NX53YvUmbUGNSOxesmZbbsUvjs9/skrt66S0JyBmAcry6EENkKfbK+Z88e\nqlatSrVq1Uz//+ijjwA4f/48b7zxBnXr1qVnz56cO3fOwtEKIYo7tUpJncrGyZACL0ejNxie6Pg7\nIcYSSaVBR+kXypk9vsKifOMa9BjQEJf7xrH/9M1+QgIvWTgyIUR+Muj1RG38hcil398bnz5wMB5v\n9n3qJc2KAqtn6FnP7lW3UiupVbFoT7YnhDCvQp+sX7lyhXbt2nHo0CEOHTrEwYMHmT59Oqmpqbz7\n7rs0atSI3377jbp16zJkyBDS0tIsHbIQopjLHreekJzBtVsJT3RsbFw6AKUMKahtrM0eW2Hi6Fua\nHqM68JydcRx7itKeH9cEcXbbYQtHJoTID6bx6bt2AqB2caHsuIk4+RWf8emPkp2sa+P+n737Do/i\nvhY+/t3Z1XbtatU7CNF7tQ24gE0xLnHByU3e1JvE6S6Jb3Jv4uTNzZt+0+zEdhI7vunNcQcbV8Ad\nY6pMByFQ79KudldbZ94/RhJgmgBJo5XO53l4tJa2HDzsas78zu+cDrRE/8dyaprG1v16sj69LBOb\ndeT0MhFCXLhhn6xXVlYyYcIEMjMzycrKIisrC7fbzTPPPIPD4eCrX/0q48aN4+6778blcvHcc88Z\nHbIQYoSbPi6zb0/h9nMshe+M6p2Pfa5zW5FPVRablatvv54F447tY9+4I8LGh56VeexCjCDR2hqq\nv/8dwnv0KkfHhImUfvO/sZeNMziyoWHJ6lkRP8dZ6zXNQVr9+kKTlMALId4rJZL1srKTG5FUVFQw\nb968E743d+5ctm/fPlShCSFGKbvVwrSebr3bDrSg9bMUPtzmp9vsBCAnzz1o8Q1H8z+whGuXFWDr\nmce+t83Jkz9bS3fHuVUmCCGGn64tm6n+wXeJt/TMT196JcV3fQ2L12twZEPHWnCsB0m05ugZ7nmi\n3hJ4s2Ji1vjss9xbCDHaDPtkvaqqitdee42VK1eyfPlyfv7znxOPx2lubiY398Q5lFlZWTQ1NRkU\nqRBiNJnTswLS1NFNfVu4X49p2HOk73buuLzBCGtYK1s4nU/dcWnfPPYm1csjv36Npj1VBkcmhDgf\nmqrS8ti/aPjNA8fNT/8keR/+2Ijen34q1vx8FLs+6SNS1f/PtN5GpZNKM3A7Un/mvBBiYA3rT9L6\n+noikQg2m417772X2travv3qkUgEq/XE/Z5Wq5VYLHbOr2OWERkjQu9xlOM5Mgz34zl/ci5/fG4f\nmgY7D7UyJj/9rI9pOdoCWEDTKJ5RjsUyPP9ug8VsVvCNLeD//Oe1PHvfsxwJpxNWXDz15CGuqGth\n2qpLjA5RnIPh/h4V5+Zcj2cyFKLuN78m9G4FAJYMH8W33Y6zvHzQYhzeFOxl4wjv3UO06nC/Pt8b\n28PUtYQAWDAlb0B/J8j7c+SRYzqy9Pc4DutkvbCwkLfffhtPz5iPyZMno6oqX/3qV7n44otPSsxj\nsRj2nqua58LjcQxIvGJ4kOM5sgzX4+nzuZhalsXuw23srGzj49dPP+tj2tu6gXTcWoj80tG7NzE7\nL4OPfOeDbHj4Od7cGyeppLF+a5i2+ue5/s4bUCzSYCmVDNf3qDg//TmeoaPV7PvBj4k0NgKQPnkS\nk//rq1h9vsEOb1gLTJtMeO8eIkePkOGxYzKf+bNs486GvttLF5Ti8w78e0nenyOPHNPRZVgn60Bf\not6rvLycaDRKdnY2LS0nNnZqbW0lJ+fcT4ADgW6SSfWC4hTGM5sVPB6HHM8RIhWO58xxmew+3MbB\nmk4qj7aR6TnzxcK2kAkUyHAk6egIDVGUw8d7j+ncW64g440KXnyplpjZzs6GNJru/jvXfW4Zjoyz\nVyoIY6XCe1T0X3+PZ2DLO9Q99CBaVJ9s4Vt6Jfkf/gghLIRG4efaCQpKAFAjERp3H8ReUnLGu79V\nUQ/AuEIPiqoO6O8FeX+OPHJMR5be43k2wzpZf/3117nrrrt49dVXsdlsgD5b3efzMX/+fH7729+e\ncP/t27fzuc997pxfJ5lUSSTkH/1IIcdzZBnOx3NWeRZ/f+kgAFv2NXPl3OLT3jcaDBM06c3lsrIc\nw/bvNBSOP6alF09ndUE26/66mU6Th8aEl7//cgNXr55B7qQxBkcq+mM4v0fFuTvd8dRUlbY1T9G+\n5in9G2YzuR/+KBmXLyEJIP8GsI451hA5dOgQloK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h1B1NcLg+wKE6P5V1firr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\n8xtJrn3rJNeWT5GRkSotLZUkd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,3,23), end=datetime.datetime(2014,3,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Tucson, March')\n", "plt.ylim(-100,100)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, March')\n", "plt.ylim(-100,100)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-100, 100)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nWb8T9c9pa4ckhBBCPJTMiONEz/qEGzt3WDuUf/n9UBQmQKVU0L5RJWuH80iK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\n3WTGjBljioqKjDHGDB061MyZM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8/vrrGWrHbLaQkqJ/9PmFzmf+ovOZ/+ic5i9mswWL9eb5tKJzm8fp9zN/0fnMf3RO/11y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\nkbzYT+UpKioSM2bME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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,23), end=datetime.datetime(2014,6,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Tucson, June')\n", "plt.ylim(-100,100)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, June')\n", "plt.ylim(-100,100)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-100, 100)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UaQYvhBBC5E6SdSGEEEIUuDv7rEszeCGEECJ3kqwLIYQQosDdWVlXSGVdCCGEyJUk60II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\nDRMmfEL58hV4//1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WB541Knji75l79UsIcX9z585k06af77lOoVDQq9cbeW4u/6SROyMh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\nQkJCxHvvvScmTpwoFi1aJI4fP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6dOiEv38DADp37sqkSZ/n2NbLkN8kIcRLUygUtPDzZvG2S9yNTeHM1fvUquhq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\n6upqbd68WXfddZeSk5P13nvv6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,12,23), end=datetime.datetime(2014,12,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Tucson, December')\n", "plt.ylim(-100,100)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, December')\n", "plt.ylim(-100,100)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HMvXMOxu1/1imyekAALg8leKc9cTERL3wwgvavn27goODNWrUKD3wwAOSpM8+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\nKT+/JvHZvm1VVlYqMDBQktjf2gQ1tQfeQ+3lXNTTVs16RkaGrr32Wh0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Vs+rA70KxDuC8DUyIkcUiGZLzU3MAAIBq1W1emwX7K+GicJPTAPUTxTqA8xbW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,12,23), end=datetime.datetime(2014,12,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "tracker_data['aoi'].plot()\n", "plt.title('Tucson, December, no backtrack')\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "plt.figure()\n", "tracker_data['aoi'].plot()\n", "plt.title('Johannesburg, December, no backtrack')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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79pY3SGILPNCTCOsAvNaIgQmeP+eyFR4AAK+wu7RedofrpJbsdMI60FMI6wC8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YeHU11dHRERZWVl0cyZM4V9Nu931auwsJC8vLwoLy+PiIgePHhAEomEsrKyiIgz7QxaPxKvsbGR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\n6al7OIw9E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s4UHvDnVo0zCUWUv3sv94JkdP5fDCnM0Mv+E6ekTXcsu9C0REpGJQWRcRESkn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,5,5), end=datetime.datetime(2014,5,6), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "tracker_data['aoi'].plot()\n", "plt.title('Tucson, May, no backtrack')\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "plt.figure()\n", "tracker_data['aoi'].plot()\n", "plt.title('Johannesburg, May, no backtrack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate full POA irradiance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll put the tracker data together with the irradiance algorithms to determine plane-of-array irradiance." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-100, 100)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1xWuvTcdut1O3bl2WLFlMbGycewrIggU/sHXrFu65Z9xZz322ufY1lSY0ioic\nRc+2ruQ4K6+YdTsOVfr5C3PysBldd8KjYs+8zI5vgJW+dw7gH+0C8HEUArAjK5A5L/3EgT/3VHis\nIiLVkdPh4MiPP5A89Ql3oh7Yth31HnvyjIk6uIqHlRaV81RF+F9KetUDrT60a6zCclWdxWLh/fdn\nMG/e16Snp7Fo0QIKCvLp3v0f+Pr68uGHM0lL28/s2R+xffu2Mh83KCgIo9HIwoXzSU9P55dfFvHe\ne+8AUFxcTMeOXQgPD+fZZ58iOXkvS5f+xrff/pdOnbrQt++VFBYWuLetWLGUl19+gbCwsk3H8/Oz\ncuhQBulnmX5gtVrJzs4iNTUFu91e5tdWVSlZFxE5i5b1wwkNct1BXuKBNdez04+4fw6oVbahi037\ndOCa6y8h0uDqxckyBvH117v4fc4vZSpAIyIiLsWZmaS++ByH5s4Bux2Dry/Ro64n9vY7MZVhXWqD\nwYApyDVv3eaBZD0zu5D1Ow8D0K1VLD5mXf5XdY0aNWbChEeZPftjrrtuKJ988gGTJz9JgwYNefDB\nSfz880+MGjWcXbt2MmTI8DIfNzIyivvvn8CsWR8xatRwZs36iLFjx2Mymdi+fRsmk4lp017g8OFD\njBnzb1555UXuvPNeOne+FH9/f1544RVSUpK5/vrreO65aQwdOpyRI0eX6dzdu/fE4XAwcuQ1ZGZm\nAgZ3b/tfe90vuaQD8fG1+c9/RrBr145z+bNVSQanJhWQmZmLzaaL16rObDYSGhqg9qwmvK09v1q8\nm3nL92IwwHO3XUpYcOWtZ753xUZ+/M11oXX15dHUad+szM912O2snv0L61INOA2uyr8xpmP0/U93\nAqIqt8iRt7WpXBi1Z/Wi9jy1nHWJpL//Lo7cXAAsdesRe9Mt+MbEntNxkp54jMKkvQR16kzsTbdW\nRKgn+Gt7fvXbLr5e4hpZ9fQtnYkKPbf1vMU76D1avZS259no1pqISBlc1sp1YeZ0wrJN6ZV67pwj\n2e6fA6PObU1Ro8lE55GXM+DKOgQ4XBWL0+0hfD5jJbsWryvXOEVEqgtHcREHZ3/C/tdediXqBgOh\n/a4kYcKkc07U4fjybZU9Z93hdLK0ZERYs7qhStRFqhgVmBMRKYOoWlaaJtRia/JRlm7Yz1Vd6mKs\npGIouUfzAVeveFD0+S3FFt+6McMb1OaX939mT24QhSYrPy3LpNnWH+h2fV9MPvo6EBEBKErbT9o7\nb1KYkgIa2/3XAAAgAElEQVSAKaQWsTeeuYjc2ZhKisxV9pz1rUmZ7sJy3Vqd+00GkfLwyisv8N13\n35xym8FgYOTI68s8XL6m0dWZiEgZdWsVx9bko2QcLWB78lGa1q2cYeS5OYWAPz6OQsyW0y+5cjaW\nQH/63TWALQtWsWztUYqNFrYc8Sf9hR+44toOhNbVhZyI1FxOp5OsZUs5OPtjnEVFAAS0bEX0mBsx\nBwWf5dlnZg72TLK+ZP1+AKwWM5c0jqzUc4uU+s9/bjjj3PngvyxvKCdSsi4iUkbtmkTyyUIz+YU2\nlmxIq7RkPT/fBoAfReVyvGZXdCK2WToLZq/iCCFkEsyXszbS9ZIkmvfrXC7nEBGpSuz5+Rz8+EOy\nV690PWAyETnkGmpd3geD8cJnjZpKhsHbc3Nw2mzu6vAVKTe/mDVbDgLQuXk0vj6mCj+nyKmEhNQi\nJOTcpvGJi+asi4iUka+PiU7NowFYu+0geQW2SjlvfqGrDqifqfwKytRKiGHouKtoHpEPTic2oy+/\nrSvgp9e+oyi/oNzOIyLi7fJ37yb58cnuRN0nKpqECY8Q2veKcknU4XiyjtOJPSf7zDuXkyXr9lFU\nUojsMg2BF6mSlKyLiJyD0jl/RTYHq7ccqJRzFthdH9VWS/nOkTf5mOlxY3+uuCwMiz0fgF05Qcx5\naSEHtyWV67lERLyN0+HgyPwfSHnmKYozMgAI6nIpdSc/hl+9euV6LvNfhvlW1vJti9YkAxAfGUC9\nmKBKOaeIlC8l6yIi56BeTBC1I13r6i7ZsL9SzlmAa5661Voxwybrd2vNsJs6EmV0VSnONgbx9dzt\nJH61uELOJyLiabZjx9j38osc+rJk7XSLhZgbbiL2hpsx+lnL/XymvyTr9qyKrwi/71Au25IyAejW\nMvaEdapFpOpQsi4icg4MBoO7d31PWjapB3Mq9Hy2wiKKjRYAAgItFXaeoKhwBo+7mrbxNgxOO3aj\nDyu3O5j30rcUZFXsaxQRqUy5mzeRNOUR8jZvAsCSUJe6k6cQ3KVrhZ2zdOk2qJzl20oLy5mMBjpf\nHFPh5xORiqFkXUTkHHW5OAazydVLsaRk/dqKknPgiPvngFrl39vzV6Vrsl99RTz+9lwAUgqD+fy1\n30hN3Fah5xYRqWhOm42ML+ew76Xn3VXZa/W5gjoTJuEbXbEJrTEgAEyuAm8VXRHeZnewrOS7qU2j\nCIL9z38VERHxLCXrIiLnKNDqQ5tGriVwVmxOx2Yvv8Jvf5d9MPP4ecMqZ85h7Uuacs0d3Yn3dfX+\n5BkDmDc/lVWzfsbhqLjXKiJSUYoyDpLyzFQy5/8AgCkwiLi7xxI1/FqMPj4Vfn6DweDuXa/oOesb\ndx/mWK5r9ZDubeIq9FziOTt2bGfTpg3lftxu3Tqwbt0f5X7cU9m/fx8rVy4HID09jW7dOpCenn5e\nx7LZbHz33dflGZ5XULIuInIeupcMhc/JL2bdjkMVdp6cI8erBgdGVs5ScQDWWkFcfe8AOjU0YHTY\ncBpM/JFi4usXviM342ilxSEicqGyV68i+fFHKdizGwBr02bUfexxAlu1rtQ4TO611it2GPzSkl71\n0CALrRqEV+i5xHMmThxPSkqyp8O4IE8//QRbtmx2/34htRUWLpzPRx+9Xx5heRUl6yIi56F5vTDC\ngl1zyCtyKHzu0Vz3z0ExYRV2nlMxGo1cMrQH/xxUnyCH66bBAXsIc95ZwZ7lGys1FhGRc+UoKuLA\nxx+Q9s6bOPLzwWgkfPAQat83HnOtyrv5Wcrds16Bc9aP5RaxYddhAHq1r4OpnJaeE2/k9HQAF8zp\nLL/XUJ7H8iYVU1pYRKSaMxoNdL04lu+W72XTnsMcySogLNiv3M+Tm1UAWDE7irAE+pf78csipnl9\nrqkby//eW8Se3CAKTFbm/5ZBiy3z6fqfPpjMJo/EJSJyOkXp6aS9/TqFKSkAmMPCib35VqwNG3ks\npuM96xU3DH7FpnTsDlfS0rtDQoWdp7orLLBx9EhepZ2vVpg/Fr+yp2V33XUL6elpTJv2OO+99w4A\nnTpdyqJF8xk1agzXXPMv3nzzFf73v0VkZh4hMjKKkSOvZ+DAwQAUFBTwyisv8Ntv/8NgMNC9+z8Y\nO/YBfP42JWTx4l+ZMuVhnn76BTp06MzBgwd44YWnWbt2DaGh4Vx55dWMHn0jBoOBH3+cx7ff/pfQ\n0DASE9dy330P0KdPv9O+hqlTp7Bu3R+sX59IYuJaJk58FKfTyeLF/2Pu3DkcPnyI9u07MmnS4wQG\nulbhWb8+kVdffYk9e3ZRu3YCY8bcRI8evUhMXMu0aY8D0L17R+bM+Zbg4CCmT3+eFSuWkZOTTVxc\nPLfeeifduvU8l6bxOCXrIiLnqWsrV7LudMKyTekMuLReuZ8jL88GgIWicj/2ufANsNLvrgFs+n4F\nK9ZnYzP6sjnDjwMvzKPffy4jKEZDLUXEO2StWsmBjz7AWVgAQEDrNsRcfyOmkgt+TzGV9KxXVLLu\ndDpZutE10qth7RDqRAeRmZl7lmfJ3xUW2PjkzZUUFdoq7Zy+FjP/vq1zmRP2p556jtGjr+W660YR\nHR3LhAnjKC4u4r33ZmE2m/n44/dZuXI5U6c+R61aofz44zxeeulZunXrSWhoKNOmPc6ePbt45pnp\nWCy+TJnyCDNmvMHtt9/jPsfGjet54onJPPLI43To0BmAhx8eT6NGTfjgg085dCiDZ599CqPRyH/+\ncwMAmzZtYPToG7n11juodZbRK/fcM46UlCRatmzNyJFjyM11rTzz44/zePzxp3E47EycOJ5Zsz7k\nllvu4PDhQzz44FhuueVOOnbszObNG5k6dQqhoWG0bNmau+8ex2effcK7735MSEgITz/9BKmpKUyf\n/gZ+fn7MmvUhzzzzFF26XIbZXHVSYI2NERE5T1G1rDSr6/oyWr4xrUKGYOUXugq6+Rnt5X7s83Hx\nVV0Ycm0LajldF5uHnCF8MXM1u5eXf5EbEZFzUTrsPX3GW65E3WQi8poRxN15j8cTdQBzSEnPem4O\nTlv5J4J70rLZf8iVnHdvrcJy1VlwcDAmkwl//wACAgIwGAz8+9+jiYuLJyoqmkaNGvPQQ4/QrFkL\nYmPj+Pe/R2Oz2UhJSSInJ4dff/2ZceMe4uKLW9KoURMeeGAi0dGx7uPv3buHCRPGcffd99GzZ28A\n1q5dw4EDBxg/fiK1a9ehTZtLuOOOe5kzZ7b7eUajkZEjrychoR7BJSNJTicgIBCz2Qer1Z+goOMF\ndO+4416aNGlKs2Yt6NXrcnbu3A7Af//7Je3bd2Lw4KHEx9emb9/+DBgwmDlzPsVsNhMYGIjRaCI0\nNBSj0Ujbtu0YP34iDRo0JD6+NiNGXEdW1jEyM4+cLiSvVHVuK4iIeKEuLWLYkpTJgcx8dqdl0SDu\nzF9O56rAZgADWL1o5Z2wi+IZdl8kv8z8iZ1ZgRSarCz47RAtty/g0pGXYzRpWLyIVK5TDnu/5Tas\nDRp6OLLjSnvWcTqx52SX+7z5pRtca6v7+hjp1Dy6XI9dk1j8XL3c3jwM/lRiYo4n25dd1oM1a1bx\n2mvTSU7ey7ZtWzEYDDgcDlJTk3E6nTRu3NS9f6tWbWjVqo3791deeQG73U5U1PH/R3v37uHYsaP0\n7dvD/ZjT6aC4uJis0qUQa4Xi63v+FywGg4G4uHj37wEBgRQVFbnPv2zZYvr06e7ebrfbSUioe8pj\n9et3FYsX/8o333xV8jfYUvKcqrWqjZJ1EZEL0K5JJJ/8tI0im4MVm9LLP1l3+IAJrH7elQCbLb70\nuf1q4n5cyfLELGxGXzamW1zD4kd3JyCq8os3iUjN5K3D3v/O/JeeRltWVrkm68U2O6u2HASgfZMo\nrBZd4l8Ii5+Z6LhgT4dxTv463/ydd97g+++/4corB9Kv39WMG/cQQ4cOAMBkOvv/jUGDhmA2+/DS\nS8/yySdfYDabsdvt1K1bj6effvGkkYSlc8p9fS0X/DqMxhOvd0rPZbfbueKKKxk1aswJ5z/dkPYn\nnpjM5s0bueKKKxk8eChhYRHcdtuYC46vsmkYvIjIBbBazLRt7FpzffWWg+W65rrDbqfI6Pri8w/0\noq71v2jRvzODhzcnuKRa/EFHCHNmrCRp5SYPRyYi1Z23D3v/O3fPOuW/fNv6nYfJL5lj3fXimHI9\ntnir0y9z9u23XzF27APccssd9Op1OXl5rlECTqeT+Ph4DAaDe3g5wJIlv3LDDSPdv/fo0YvRo28g\nPz+fTz75AICEhLocOJBOrVq1iI+vTXx8bfbvT2XmzLfPe8m1c3leQkJdUlNTiIuLd59/8eJf+emn\n+Sftm5eXy6JFC3j88acZM+ZmunXrSVZW6bKzVatqvJJ1EZEL1KWF68IoJ7+YjbsPl9txczOO4jS4\nPqYDgq3ldtzyFtGgNteM7Uv9QFfCXmCy8uMvB1n+0UIcjqo13ExEqoai9HRSpj3Bsd9+BVzD3us8\nMIHQvv0uaK3minRCz/qx8i0yt2JzOuBaW71JXY1sqgmsVj+Sk5PIOsWNn+DgEJYtW8L+/ftYv34d\nTz75KAaDgeLiYvz9A+jf/2qmT3+eLVs2s3Xrn7zzzhu0b9/R/Xyn04m/fwC33nonn3zyAenpaXTs\n2JmYmFimTJnE7t07Wb8+kWefnYbVaj3v95yfn5XU1GQyMzPd5z2dwYOHsXXrn8yY8SapqSn89NN8\nZsx4g9jY2JK/h5Xs7Cz27UvF19eC1Wrl119/Jj09jVWrVvDSS88BuIfVVxVK1kVELlCLi0IJDnD1\nfK/YlF5ux80+eLwISmBY0Bn29Dwfq4Ur7hxAt4t9MTmKcRqMrN/vwzcvfEfe4YpbU1hEap6sVStJ\neuIx9/z0gNZtqDt5ilfNTz8Vo78/lNT0KM+e9Zz8Yvfa6p2bR2P00psVUr4GDx7G3LlzeO65qScl\nyxMnPsqOHdsZNWo406Y9Tu/efWjWrAXbt28F4O67x9GwYSPGjr2T8ePvpV27jtx0023Aib3d/ftf\nTYMGjXj55ecxGo0lQ+Dhlluu55FHHqJr18u45577z/s1DBjwT1auXM748fecdO6/i4mJ4ZlnXmLl\nyuWMGjWCmTPf4q677uPyy68A4JJLOhAfX5tRo4aze/dOHnnkCX75ZREjR17D669PZ/ToGwkPj2DH\njm3nHa8nGJzVdQX5c5CZmYvNpt6fqs5sNhIaGqD2rCaqWnt+umgHC39PwWwyMv2urvj7+Zz9SWex\n/X+/8/Nq11ImgwcmENO8/gUfszJkbE9mwZfryTa6bjD42fPo3fci6ndpUaXaVM6sqr1H5cyqQns6\niovI+Gy2uzcdk4nIIcOo1ecKr+1N/7vd48diy8ykVp8riBp+bbkc85fEfXy8wJWAPD6mI7WjAqtE\ne8q5UZtWL6XteTbqWRcRKQeXlswRtNkdrNl6sFyOmfOX9XGDo6vOOuaRjRO45p7LqedfOizenx8W\n7WeZhsWLyHkqzsggZdpTVWrY+6mYgkrXWi+/nvXSIfC1IwOpHeV9c/VF5PypVKSISDlIiA4kLiKA\n/YdyWbEpnR5t4s/+pLPIzSoALBiddvxCvXsY/N/5Bljpf/cA1n+zhFWbC7AbffgjGQ4+/Cn9bu6N\nT+DZ7yaLiADkbFhH+rszcOS5bmAGtGpNzJibvLKI3NmYSuat27PKZ876waP57Ex1Jf5dWmi5NvEe\nN9wwkuTkpFNuMxgMPP/8yycsFyenpmRdRKQcGAwGurSIZu5vu9meeozDxwoID/G7oGPm5xYBFiyO\nQozGqjkQqvU/uxHbZC8LvtpEjjGQ1KJgPn3lV/oObErMxQ08HZ6IeDGnw8Hhr7/iyA/zXA8YDEQM\nHkJovysxVNHPRHOIK1m3HTt6lj3LZlVJr7oBtLa6eJVp056nuLj4tNsjI6MqMZqqS8m6iEg56dTM\nlawDrNl6kH6dEi7oePkFriHjFqPtgmPzpKim9bjm7igWvbuI5IJgco0BfPPtHjrvTqP1wMs8HZ6I\neCFbVhZp77xJ/tYtgGv4eOzNt+LfrLmHI7swPhERABQfPIjTbsdgMp3lGafndDpZsfkAAE0SahEW\nfGE3iEXKU1SUbh6Vh6p5W1JExAtF1LLSIM41H3HVnwcu+Hj5Ntc8TKtP1a8Dagn0Z8B9A7msmRmD\n047DaGb5nzZ+eu07bIVVaxkVEalY+Tt2kPT4ZHei7tewEQmTp1T5RB3AUrsOAE6bjaL0C1s9JOlA\nNulHXOtnly4hKiLVi5J1EZFy1LFkGOJfL6LOV4Hd1eNi9aseH9VGo5FeN/ZnYL/a+Nldf5tdOUF8\n8eJ8MpPTPBydiHia0+kk86cFpDz/NPajrmHioX2uoM79D+ITWj3WDrfUqeP+uTA1+YKOtfpPVzFT\ns8lAuyaRF3QsEfFO1eMKUETES3RsGkVpYeLVF9C77nA4KDRYAPD3v/Bl4LxJQodmXHPzpUQaXEWR\njhqCmfvJBnYtXufhyETEU+z5+aS99ToZcz4Fux2jnx+xt91B5PBrMZirz6xNc3gERqsVwL1O/Plw\nOJ2s2er6jrn4ovByWS5URLyPknURkXIUEmihaYKrB2jVlgM4nec3hL3wWA4Oo+sCNSDYWm7xeYuA\nyFoMHnc1zSPywemk2Gjhp2VHWPL+Ahx2u6fDE5FKVJiaQvKTU8hZ+zsAvvG1SZj0GEHtOng4svJn\nMBjcQ+ELU86/Z333viwOZxUC0LG5CnWJVFdK1kVEyllpRd60w3mkHMw5r2McTTm+VntgWPVc5sxk\nNtHjxv707hiE2VEEBiObDlj4+sV55B0uvzWIRcR7Za1YRvLUJyg+4Jq/HdylKwkTH8E3pvrOwS4d\nCl+Yev4966u3uHrVfc1G2jSMKJe4RMT7KFkXESln7ZpEYjK6xsKv2nJ+Q+HTduxz/xzd5MKqynu7\nxr3bM+TaFgQ7sgE4YA9hzltL2bd+u4cjE5GK4igu5sDHH5I+cwbOoiIMZjNRo0YTPeZGjBaLp8Or\nUJY6rs90+7Fj2I6d+41Jh8PJmm2uG7qtGkbg51t9pgmIyIm8PllftGgRTZs2pVmzZu5/77nnHgD+\n/PNPrrnmGtq0acOwYcPYvHmzh6MVEYEAPx9a1g8HXAWAzmco/MH9WQBY7PmExFf/IY5hF8UzbGwf\n6vm7EvZ8UwDzvk8m8avfPByZiJS34sxMUp97mmO//QKAOSKCOg9Nolb3nhhKi35UY6XJOpxf7/r2\nlKMcy3GtotGxafX/fhCpybw+Wd+5cye9evVi2bJlLFu2jKVLl/LUU0+Rn5/PzTffTIcOHfjqq69o\n06YNt9xyCwUFBZ4OWUSEjs1cF1CHswrYXZJ4n4sjOa4EP9S35ixr5mv1o//dA+jc2IDRYcNhNLNy\nu5MfX/mW4vxCT4cnIuUgb/s2kp94lILduwDwv7gVdSc9hl+9ep4NrBL5xsVTWon0fOatr97q6lW3\n+Jpo1SC8XGMTEe/i9cn6rl27aNSoEWFhYYSHhxMeHk5gYCDff/89VquV8ePHU79+fR5++GECAgKY\nP3++p0MWEaF1wwjMJtdH7NptGef03OL8QrJwzVOPCK/ew0FPpe3/9eDqqxKw2nMB2JsXzJfTF3A0\n9eBZniki3srpdJK5aCGpLzyLPct1AzNswD+Jv/teTIGBHo6uchl9ffGNiQXOvSK83eHg95JkvW2j\nCHx9TOUen4h4jyqRrF900UUnPb5hwwbatWt3wmOXXHIJiYmJlRWaiMhpWS1mLr4oDIDft53bUPgD\nW/bgNLguwKLr1cy1c+NbN+aa2y8j2viX5d0+/IO9KzZ6ODIROVeOwkLSZ75DxmezXMuyWa3E3XkP\nEf8cjMHo9ZeiFeJ8i8xtScokJ78YgI5No8s9LhHxLl7/Cblnzx6WLFnCFVdcQZ8+fXjxxRcpLi7m\n4MGDREWdOE8nPDycAwfOf11jEZHy1L6pK9E+dKyA5ANlrwqftn2/++f4i+uXe1xVhX9oCIPGXU2z\n8HwAikx+zP81gzWf/Q+Hw+Hh6ESkLIoyDpLy9JNkr1wBgG9cHAkPTyawTVsPR+ZZpcu3FaWn4Sgu\nLvPzSkdqWS1mWpTcEBaR6sury0fu37+fgoICLBYLL7/8Mqmpqe756gUFBfj6+p6wv6+vL0VF5z6/\n02Ty+nsWUgal7aj2rB6qQ3u2axrF+z9sxe5w8sf2DBrUDinT8w4dyAGCsTryCImrPvMRz6tNzUYu\nv+0qYn5YyeLfj2E3+vD7Xsh4dR79buuHr79fxQQrZ1Ud3qNyXEW0Z86GDaS+/SaOXNeUlqD2HYi7\n4UZMVmu5naOq8i+do2+3Yz+Yhm/demd9jsPhJHHHIcA1BN7qd/rLeL0/qx+1afVS1nb06mQ9Li6O\nVatWERwcDEDTpk1xOByMHz+eTp06nZSYFxUV4ed37hduwcH60qhO1J7VS1Vuz1CgTeNI1m49yNrt\nGdz0f63KVOn4cJ4RDBButREaWv3WWD+fNu12XW/qtdzJnPd/J9cYQFJ+MJ+/uIBrb+9BZIP4CohS\nyqoqv0flZOXRnk6nk9QvvyJ51qfgdILRSN2R1xE/+J81otp7WQS0bEppaTnT4QOEtmlx1uds3n2Y\nrFzXtW/P9nXK9P2g92f1ozatWbw6WQfciXqpBg0aUFhYSEREBBkZJxZtOnToEJGR5z6/MysrH7td\nQyqrOpPJSHCwVe1ZTVSX9mzTMJy1Ww+y/1AuG7cfpE7UmQspFebkkY0/ABERVjIzcysjzEpxoW0a\nWCeWa+/uyby3FpFuC+EoQbz72nIu7xlHw+5tKiBiOZPq8h4Vl/JqT3t+PvvffYfstWtdxw0MJP62\n2wlocTFHj+aVV7hVnhMfTEFB2LOzObJlB76XdDrrc35ZkwSAr4+Ri6IDz/j9oPdn9aM2rV5K2/Ns\nvDpZX7p0KePGjWPx4sVYLK6KyH/++SehoaG0b9+et99++4T9ExMTufXWW8/5PHa7A5tN/+mrC7Vn\n9VLV27N1gwiMBgMOp5NVm9OJDTvzHPSUxJ1gcA2NiqoXVaVf++lcSJv6BAbwz7FXs/SDhWw+aKHY\n6Mf83w7RZs9PdLy2F8YaWqzKk6r6e1ROdCHtWbh/P/vfeIXi9HQALAl1ibvjLnzCI/R/5BQstRPI\n27KZ/OTks/59nE6nuwp8y/rhmAyGMv1N9f6sftSmNYtXX9W0bdsWq9XKww8/zJ49e/jtt9947rnn\nuOmmm+jbty/Z2dlMnTqVXbt28eSTT5KXl0f//v09HbaIiFug1YemdWsBZVvCLX2X6yIXp5O4ljW3\nuNyZGE0mut/Qj390CMTsKMJpMJKYYub76fMozFHPnYgn5CSuJfmpx92JevClXanz0MP4hEd4ODLv\n5a4In5Jy1hVD9qZnczirEIB2jWvmKiEiNZFXJ+sBAQHMnDmTzMxMhg4dyiOPPMKIESMYM2YMgYGB\nvP322/z+++8MGTKEjRs3MmPGjPOasy4iUpHaNXGtXLHvUC5ph888rD3joCvZDHDmYq0VVOGxVWVN\nL+/AoKFNCXS4Ku2nFgXz5Ss/c2TPPg9HJlJzOB0ODn/7NftffxVnYQGYTERdN5Lo62/E+LdCwHIi\nS50EABx5uRRnnPlm7h/bXdtNRgOtGugGiEhN4dXD4ME1R33mzJmn3NayZUu++uqrSo5IROTcXNI4\nkk8WbMOJ64Lrqi6nLwp0pMAERgi12isvwCossnECw+4MY/47P5NmCyHLGMRXn27iH5dl0EDz2EUq\nlKMgn/SZ75KTWDI/PTiYuNvuwtqokYcjqxr++nfK37YF378tSVzK6XTye8nIrOb1wvA/QxV4Eale\nvLpnXUSkOggJ8KVBvGvZtvU7D592v7zMY+QZXYl81FkK0clxfsGBDLxvAK1iCsHppNhoYeGyI6ya\n9bPWYxepIEUZB0me9pQ7UbfUu4iESY8pUT8HPhGR+ES4hrTnbd1y2v32H87jwBHXqKt2TTQEXqQm\nUbIuIlIJWjd0rZe+a98x99I7f5e2cY/755gG0ZUSV3VhNBrpOvoKencKds9j/yPFxPxX51GcX+jp\n8ESqlbwtf5L85BSK9qUCENS5C3UemIBPWJiHI6t6rE2bApC3detp563/sc1VWM5ggDYNNQRepCZR\nsi4iUgnaNHL1hjiB9bsOnXKf1O1pABicdmIuVnG589G4VzsGDW1KQMk89qT8YOa+vICstFP/zUWk\n7JxOJ5mLfiL1pedx5OaCwUDkNSOIueFmzU8/T/5NmwFgP3aU4vS0U+6zbqfr86tR7VoEB+jvLFKT\nKFkXEakEceH+RNZyFcA83VD4/RnFAIQacrAE+ldabNVNZOMEht3WnSjjMQAyCWbue6tJTdzm4chE\nqi5HcREH3p9JxmezweHA6O9P/L3jCO3bD4PB4OnwqqzSZB1cvet/dyynkD1p2YB61UVqIiXrIiKV\nwGAw0Kahq3d9057DFNtOLCCXl3mMo7jmqcdFa1WLC2UNDWbQfVfTuJar+n6ByZ/vf0xh07zlHo5M\npOqxHT1K6nNPk7V8KQC+sXEkPDyZgBYXeziyqs9cKxSfmBgA8rb+edL2DbuO39wtnU4lIjWHknUR\nkUrSppGrV6So2MGWpKMnbNuzcgsYXB/JF7WuW+mxVUcms4net17FpU1NGJ12HEYzSzYV8es7P+Cw\nq9q+SFnk795N0pOPUbB7NwABrdtQZ+Ij+EbHeDawasS/aXMA8rZtxfm3opilyXpkLT9iwjTiSqSm\nUbIuIlJJGtUOwWpxLblTOgexVMpO17I8Po5CYlupmnJ5aj2oG1f2icNizwdgyxF/vnlxHgVZOR6O\nTMS7ZS1fRuqzU7Efdd1cDLt6AHF33I3JavVwZNWLf0mROUdODkX79rkfL7Y52LT3CACtG0RouoFI\nDaRkXUSkkphNRlo1cA1jXL/z0AmVfw9kuT6OIy0FmMwmj8RXndVp34who9tRy5kFQLo9hC9e+5VD\nuz9I684AACAASURBVFI9HJmI93Ha7Rz8/FPS35uB02bD4OtL7K23EzFoCAajLh3Lm7VJU/fPfx0K\nvz3lKIVFrlFArTVfXaRG0ieuiEglKp1zmJldSPIBV8/uoZ2p5Jlc66vXTgjxWGzVXUh8FEPu7Usd\niythzzEG8vXnm9m1ZL2HIxPxHvbcXPa98hJHFy4AwBweTsKESQS17+jhyKovc1AwvvG1AddQ+FKl\nK4dYfE00rlPLI7GJiGcpWRcRqUQt64djMrqGMpYOhd+zdrt7+0UdGnskrprC1+rHlfdcTZv4YnA6\nKDZaWLj0MKs//RnH3+aKitQ0+Wlp7HnycfI2bwLA2rgJCZMexVInwcORVX/+zVxV4fNL5q07nU7W\nl3xHtKgXho9Zl+wiNZHe+SIilSjAz4dGtV2955t2uwoH7UtxLcsT4MghrF6cx2KrKYxGI11G9qF3\np2DMjiKcBiNrk0z89Nr32AqLPB2eiEfkbtnChvEPUZTmWus7pHsPat83HnNQsIcjqxn8m7iSdUd+\nPoVJe0k/kkfG0QIAWjdQFXiRmkrJuohIJWtxURgAu9OyyMrOJ6PIVawpJth5pqdJOWvcqz3/HNIE\nf4drebc9eUH8d/qP5B0+5uHIRCrXscW/kfT8s9iyc8BgIHLEv4gaORqD2ezp0GoMa5Mm8P/s3Xd8\nVOed9/3PnOldvUsIBKJ3MB1jDNgYbFxjJ3bi9MROcerunWzuO8+z+9zJJptNcWKnr9OcOHHDxhRj\nTDXNNNFBQgLUexlpNP2c548RChhsmqSj8nu/XnohNDPnfOFopPnNdV2/q6sfQMeRwxw+888t2yZJ\nsS7EkCXFuhBC9LEJw+MvvDQNijYfJqpYAMgtTNcz1pCUNnoYDz0xnxRDvEBv1Ly8+Ot3aCgu1zmZ\nEL1PU1Xq//436v70HMRiGO12cr/6NRKXLJPO433M6HDi6Go05y86yJGu9er5GW68Lque0YQQOpJi\nXQgh+lhuuguX3QxAbXF8mx6DpjJ89jg9Yw1ZjkQv931lOcOd8eUInYqT1146SdnOIzonE6L3xAIB\nqn/+0+5GcubUVCb98Hu4J03WOdnQ5Zw6DYBQRQX1Z+M7VciouhBDmxTrQgjRxxSDoXsqfGcgPs00\n0dCOzePSM9aQZrJaWPaFFUzLi3U3ntu4vYGDL23TO5oQPS7S0EDF9/8//Efjb0jZRxUy/P/8Pzjy\npJGcnlxTpnZ/PqI9Prvnwu8KIcTQJMW6EELoYHx+EimRDgKWeLO5/Fwp1PWmKAqzPnI7t9/iwahG\n0AxG9p7RePtXa4lFY3rHE6JHBEqKKf+//064Oj6rxzNvAdlf+yYmt1vnZMKclIx1WD4AhR0VWC1G\nhmdKgz8hhjIp1oUQQgfjhycxPOLv/vvoBeN1TCMuVnj7DO65ZwT2WCcAxa1OXv/JG4R8/qs8Uoj+\nrW3nDip+9ANiHe1gMJDy0MOkf/yTKGaz3tFEF1fXVPicYD0T062YjPJSXYihTH4CCCGEDhLdVhwm\nGwDOSCsJeRk6JxIXy5hQwAOfmkWi5gOgNublxV9spqW8RudkQlw/TVVpeOkf1D33e4jFMFhtZH3h\nyyTdsVwayfU3oycAoKAxRavTOYwQQm9SrAshhA5aymvotCQCEIgFiMZUnROJ93JnJHP/V5aRY413\nim9X3Lzy58NU7D+pczIhrp0aDFL97M9p2bAOAFNSMnn/698uWR8t+o+SkJ0Wc3xJQnp9qc5phBB6\nk2JdCCF0cHrH8e7PzxidlFbJ3t79kcVuY8VTdzMhLQhA2Ghj3cYqjr2xS+dkQlxdpKWFih98D3/R\nIQBsBSPJ+7f/gzU3V+dk4v2cON9KsTN+fdQzp1BDIZ0TCSH0JMW6EELo4HxFfD20LdxKk9nFsbPN\nOicS70dRFBZ88k4WTLSgqFFUxcSOY2F2/M8GVFVmRIj+KVh+norv/TuhinhXcfesOeR8418web06\nJxPvR9M0TpxvpqSrWNfCYTpPHNM5lRBCT1KsCyFEH/PVNNCsxac5ms0RAI5Lsd7vTVgxl7uWZWOJ\nxUfZj9XbWPuzNUQCMvIl+peOI0VU/OB7RFtaAEi+514yPv1ZFLNF52Tig9S1BGj2haiypaLanQC0\n79uncyohhJ6kWBdCiD52ettR6GrqlDB2GADldR0EQlE9Y4lrkDtjLPd/dDIetR2AypCXV3+2gc4m\nWcYg+ofWzZuo/vnP0EIhMBrJ+NRnSb7nXmkkNwCcOBd/01YzKDimzwSgo+ggajCgZywhhI6kWBdC\niD529ny80HOpHYyeUQiAqmmUVkvBNxAk5mXy4BcXk67Er1cTXl769Q6ay6p0TiaGMk1VqX/hr9T/\n9S+gaShOJzlf/xc8c+bqHU1coxPn4jMhMpMdpC6YD8SnwnccPKhnLCGEjqRYF0KIPtRSXkOT6gFg\nWLqJ/AxP9z66xRVSrA8UVo+TVV9dwQhX/I0Xv+Li1b8dpXzfCZ2TiaFIDYWofvbntG7aCIA5LZ28\nb/1vHIWjdU4mrpWqapw6Hy/Wx+UnYRtRgDktHQDfHmloKcRQJcW6EEL0oWNvH+meAj9h8UTMJoWC\nrHjxXlLRqmc0cZ2MZhNLn1zB1OwoaBpho431b1VzfN0evaOJISTa2nppx/eRo8j71newZGTonExc\nj4r6Djq7lkKNHZaIwWDAM3sOAJ0nTxBtbdEznhBCJ1KsCyFEH1FVlbKa+IuxJNpIGp4NwKjcBADK\nanxEotJdfCBRFIXZH13Cwsn27k7x2w8H2P3nt6RTvOh1ocoKyr/374TKzwPgvmU2OV//Jka3W+dk\n4nqduWj7zlE58Y797lnxYh1Nw7dX3gQUYiiSYl0IIfpIxf6TdCrxDr+jRiV0f70wN/7CLBJVOVfr\n0yWbuDnj75rN8qVZmNUgGAwUVZl569m1xCLSNFD0Dv+xo1T85/8l2hxvSpa08m4yPvM56fg+QF0o\n1tOTHLgd8WtoSU/HNqIAgPY9u3XLJoTQjxTrQgjRR07uKQNAUaOMWzq9++sFWd4LM+MplqnwA1be\nzHHc+/AEnGoHAGUdbl77yVpCPr/OycRg07ptC1VP/wQ1GASjkfRPfIqUex+Qju8D2JnKeLE+Ktt7\nydcvNAgMVZQTqqrs81xCCH1JsS6EEH0gHAhS0WEFINveic3j6r7NbjUxLD0+bbWkUprMDWQpBTk8\n+LkFJBO/jnWql5d+sZm2qnqdk4nBQFNVGl58gfo//xFUFcXhIOcrX8c7b4He0cRNaGkP0eQLAjAy\n59Ji3T3jFjAaAfDtlkZzQgw1UqwLIUQfKH77IFElPrVx7PS8y24v7Fq3XlLZhqpqfZpN9CxHspf7\nv7qcXGt8SYNPcfPKHw5Qc/SMzsnEQKZGwtT8+lla3twAgDklldz/9R0cY8fpnEzcrIvXqxe8Z2Td\n6HbjnDARiBfrWlSW1ggxlEixLoQQfeD0iQYAbLFOhs+beNnto3LixXogFKWyoaNPs4meZ7JauOup\nlYxLCQAQNNpZs+YsJVtkv2Rx/WIdHVT9+Ed0HNgPgG1EAbnf/t9Ys7J0TiZ6woUp8E6bicxkx2W3\ne+cvBCDW1krHkcN9mk0IoS+T3gGEEGKway2vpT7mBgPkp4LSNaXxYqNy/zmaUlzRSl66dHMe6BRF\n4dZPL8fzynb2no4SU8y8vaeV9qZtTHvwVr3j9ZmYqhKNakRiKtGYSjSqEompRKIqWtckEoMBDAYD\nBoCLPr/wdZPRgMVsxGoyYjYrKENobXaksYGqn/6YcG0NAK6p0+ON5CzSSG6wuDCyXpDtveL3tnPS\nZEyJiURbWmjbvhX3tOmX3UcIMThJsS6EEL3s8MZDYLADMHHxpCvex+OwkJnsoKapk+LKNpbMyO3L\niKIXTb1/IZ7tRWx+p56oYmHvGY2O329g/ieWoSj9e4KbpmkEwzF8nWHaOsL4/GH8wQiBUIxgOIqK\ngRZfAH8gSmcoSmcwSiAUJRiOEukqyrVeWNVhMipYzQoWsxGLqetPs4LTZsZpM+G0mXHZzTjtXX+3\nm+O32U247WbsVtOAaMYWPH+Oqqd/QqwtXswlLL6d1EcexdDPv2/EtQtFYpTXtQOXT4G/wGA04pm/\nkOY1r9F5/BiRxgbMKal9GVMIoRMp1oUQohdFQ2FK6wAjpBraSBmZ8773LcxNoKapk5KKVjRNGxDF\nhLg2BQun4EwuY/3qUwSNDo432PD/4g2WPXEXRrM+v4qjMZVmX5DGtvhHa3uINn+YNn+8KG/zx/8e\njvS//eKjXaP0/uCNrd+1mBQS3FYSXFYSXBYSuz6/8GeC20qiy4rZpF9R7D96hOpfPYMWCgGQ8tDD\nJC67U34uDDLnanzEuvqUvLcT/MW8CxbS/MbroGm0bd9Gyv0P9lVEIYSOpFgXQohedPrtA4SM8VH1\n8VMyPvC+o3K8bCuqps0fpskXJMVr74uIoo9kjB/BfV4Xb/xpL+2Km3OdHl77yVpWPLkUq+vydao3\nS9U0mtuC1LUEaGwL0HRRYd7UVZzf6KC3YjBgt5lwO8xYzUbsFiN2qwmH1YTdZsJuMWE2KZiMCmaT\n0vW5If53o4Kp6zajYkDrGnrXtPhIvgbxD00DDVQtXpyHozHCEZVwJEY42vVnRCUUjRGJqAQjMTqD\nEfyBKP5gpHsGwJWEoyr1LQHqWwLv+280AIkeK6leO6mJdlIT7KQm2EhNsJOWYMdlN/da4dy2Yxt1\nXR3fDSYT6Z/8NJ5bZvfKuYS+LkyBVwwGhmd63vd+5qRknBMn4T9ymLadO0i+514MJnkZL8RgJ89y\nIYToRceP1gNebLFOChfP/8D7Dsv45wu18roOKdYHoYScNB544lbW/GYLTZqXOtXLyz/fxN2fmIc7\nI/mGjhkMR6lt7qS2qZOapk5qm+N/1rd0Eo5e+6i41WzE67TgcVnwOuMfHueFz614nBY8zvj0cqvZ\niNlsJDHRSUuLn+h1nKcvRWMqncGu4j0QpSMYod0fprUjREtHmNb2UNfnIXz+8CVT9jWg2Rei2Rfi\ndEXrZce2WYykJtjJTHaQlewkK8VJZoqT9EQ7JuONjchrmkbT66tpXvMaAIrDQdYXvoxj9JgbOp7o\n/y40l8tLd2G1XN7P5GLeW2/Df+QwsbY2Og4fwj19Zl9EFELoSIp1IYToJfWnztGkxac1jsxUrjrd\nOTPJgcWkEI6qlNe1M61Q1iQORvZED/d/ZTnrn1lPZdhLm8HDK7/fw4oPTSJl1Pv3KojGVKob/VTU\nd3R/1DZ30tIeuqbzOqwmUrw2krs+Urx2Ury27q85Bsg67uthMipdbzJcvRlbTFXx+SPx4r09RGNb\nkIbWwEUfQaKxf74pEQzHuq/DxYyKgfQkB1nJDrJSnN0fmckOjB+w1lyLRqn78x/x7dwRz56URPZT\nX8eanX2D/3rR32ma1j2yPvIDpsBf4JwwEVNiEtGWZtq2bZViXYghQIp1IYToJYffPga4MGgqk5df\nvXuvohjITXNRWu3jfG177wcUujFZLax4aiVbfruB4lYnnUYnq188zrKlHeTNHIvPH76oKG+nor6D\nmqbO7rWt78dqNpKR5CAz2UFGkoOMrj9TvHYcNvmV/0GMikKiO75ufXjm5bermkZbR5j6lk4aWuOF\nfH1rgJpGPzXNnUS6ZhfEVI3qRj/VjX443dD9eJNRISfVybAMN3npbvLSXeSmurCYjajBANW/fIbO\n48cAsObmkv3U1zAlJPbJv13oo7a5s7vvwsicqxfrBqMR74KFNL2+ms4TxwnXVGPJlO37hBjM5De3\nEEL0glBHJ+faLKBApqUdT+a1jZLnpbsprfZRXi97rQ92itHI7Z9fgf0vb3G4wkREsbH+rSpCb52g\nSPngIs1pM5Gb5iI7xRUvyJMdZCY5SHRbB93oeH+hGAzdxfzovEtvU1WNxrYA1Y2dVDf5u4v1mqZO\nQpH4uvloTOVcbTvnLnojTjEYGOHWuKN0A+62egBsY8eR/eSXMNplGcxgV1bt6/78WkbWAbwLF9G0\ndg3EYrS8vYn0xz7WW/GEEP2AFOtCCNELjq57l6gSn3o7cfbwa37csIz4/uot7fE1tNcyfVcMHNGY\nSmVDB2erfZTV+Cir9lHbZGRcsB6nNQVVMWHWEpnaWcchRzoGA6QnOshNc13yIUV5/6IoBtISHaQl\nOpgyKqX766qm0ewLUlnvp7yunfN17ZTXtdPkiy9dSAy1sPTs27ijfgCOugt4MzKd7BeOMSLbw8gs\nLyOyPaQl2OV6D0KVDfE3ZZ02E4lu6zU9xpSQgPuWWbTv3oVv1zuk3Hs/RperN2MKIXQkxboQQvQw\nNRbjxJkOUFy41Xby5yy85sfmpf/zRVd5XTsTRtxY0zHRP3QGI5ypaqO4oo2SylbO1rRfsu75guP2\nVEaEWkg3uYgarZgcmXzI3cGtn74Du9WsQ3LRExSDoas3gP2SIr4jEKF8/xEML7yIMRrvSL8zcRI7\nkiYDBs53FfZbDlYB4LKbKcjyMCLby8gsDyOyvFdtRib6v8qG+Js0uWmu63ozJnHJMtp370ILh2nb\nsZ2k5Xf1VkQhhM6kWBdCiB5WvOUgfiVedI8f40X5gKZS75Wd4sKoGIipGuelWB9wWtpDlFS2UlzR\nSnFFG1UNHe+7PVpqgo3hmR5GZMaLr9x0F60l5ax79SRBo4Oz7S5iv1zPHU/cickqMywGldPHMP/1\nV2iRCCgKaY99jEdmzWdObTul1W2UVvkorW6jvTMCxIv7w6VNHC5tAuJN7PIz3BTmJjA6L4FROQnY\nrfKSbqCp7FrulJ16fSPjtmH52AtHEyg+TevmTSQuXSbbuAkxSMkzWwghetiRA9WAF0ssyITlt13X\nY80mhawUJxX1HZyvk3Xr/V2zL8jJ8y2cPN9CcUUrjW3BK97PYlYoyPIyKsfLiCwvwzPduB2XF+Dp\n44Zzv9fJmj/G92IvD3pY/bP13P35JVg9zt7+54g+0LZjG3V/+gNoGgaLhczPP4lr0hQAxgxLZMyw\neL8CTdNoaAtSVtVGabWPsuo2yus6iKkaMVWjtNpHabWP9XvLMRji/S5GdxXvhbkJOG0yI6M/83WG\nafOHgfjI+vVKWLKMQPFpoi3NdBw8gPuWWT0dUQjRD0ixLoQQPajqcHH3dm2FWQbM9mtbh3ixYelu\nKuo7KJeO8P1ORyDCqa7i/MT5FuqaO694P5fdzKgcL6Ny4oVTXrrrmvfe9man8cCTi3jj15tp1Lw0\nqF5eeeZt7vnUApxp0h18oNI0jea1a2ha/QoAitNJ9pe/ir1g5BXvbzAYSEuwk5ZgZ/b4DADCkRjn\nats5XdFKcXkLJVVthCMqmgbna9s5X9vOxn0VGICcNBfj8hMZn5/EqNwErGaZNt+fVF3URDTnOkfW\nAVxTpmJOSSXS2EDLpo1SrAsxSEmxLoQQPejQ5lOAB0WNMm3ljb14ykt3wVGobw3QGYzKlls6CkVi\nlFS0cuJ8CyfPtVBe137Fae2Jbitj8hIYlZtAYU4CmcmOm2oIZk9wc99XlrP+2fVUhry0Gjy8/Lud\nrPzINJLyZaumgUZTVRpeeJ7WzW8DXXuof+UbWLOu71pazEYKc+NvADE3n2hM5XxtO8UVrZyuaKWk\nspVAKIYG3Vv/vfluBSajgVE5CfHifXgSeeluFGlYp6sL69UNQHbK9c+aMSgKCbcvoeHvfyNYVkrg\nTAn2kaN6OKUQQm/yClAIIXpIa2U9lUEXGCDfE8CZmnBDx7nQER6gor6d0XkymtpXNE2jpqmTY2VN\nHC1r4nRFK9HY5eW5y25mTF4CY/OTGDcskbTEnu/WbbJaWPHllWz+zQZK2pz4FRernz/MXasCZEwo\n6NFzid6jRiLU/v43dOzfB4AlK5vsr3wdc1LSTR/bZFQoyPZSkO1l+exhqKpGeX07p8tbOXm+hdPl\nrYQiMaIxrXu5xsvbynDZzYwdFi/cx+cnkey13XQWcX0qujrBpybab7hZoGd+fM91NRCgecM6sr/4\nVE9GFEL0A1KsCyFEDznwxj40gxM0jWlLJ9/wcXLTXBgADThf1yHFei8LhqOcPN/C0bJmjpU1XXHd\nucWsUJibwLhhSYwdlkhuuqtPRiYVo5ElT6zA8aeNHK62EDLaWfN6KUvbO8mfM7HXzy9uTiwQoPqZ\npwmcOgmAbeQosr/0FYzO3uk/oCgG8jM85Gd4uOOWPKIxldKqNo6fa+HEuWbO1vjQtPhyjn2n6tl3\nKr63e3aqkykjU5g/NYeMhOtfuiOuX1VXsX4jU+AvMNrtJNx2O83r3sBfdIhQVSXW7JyeiiiE6Aek\nWBdCiB7Q2dRGabMFFMgw+0gdnXfDx7JZTKQnOaht7uS8rFvvFTVNfg6fiY+el1ReefR8WLqbiQXx\nkceCbO81rznvDXM/tgz7K9vZezpKVLHw5pY6FrYHGLvsFt0yiQ8WbWul6qc/JlRRDoBzylQyP/sE\niqXvOvubjAqj8xIZnZfI/QtH4A/Gey4cP9fCibPN1LfGt42ravBT1eBn7e7zOGwmJgxPYuKIZCYW\nJOO5QiNEcXNUVaOqaxp8TurNvXGTcPtSWt56Ey0SoXnDOjI/9dmeiCiE6CekWBdCiB6wf/VuYkp8\nKumMRYU3fby8dBe1zZ2U10ux3hNiqkpplY+ikkYOnWm8YmM4p83E+K4iZcLwJLyu/jXCOPX+hdjf\n2se2fW2oioltBzoItG9j2gO36h1NvEe4ro6qn/6ISEMDAJ4FC0l/7HEMRn2bvDltZqaPTmP66DQg\n3hfjWFkTR0qbOHm+hUhUpTMY5d2T9bx7sh4DMDzLw6SCZKaMTLnu/cDFlTW0BghHVeDmRtYBTF4v\nnvkLaNuymfa9e0hZdR/mlNSeiCmE6AekWBdCiJsU8vkprjOAAimGNnJnLLrpYw7LcPPuyXpqGjsJ\nR2JYpJPzdQuEohw/20zRmUaOlDbREYhcdp/8DHf3COLwTDdGRb/R82sxZulM7O5jbNxcTVSxsLdE\nI/DHjcz56BKUfp59qAieP0fVT39MrN0HQNLKu0ledX+/LHLTEuwsnpbD4mk5xDSNisZOdhZVUVTS\nSJMviAaUVfsoq/axesdZkj02phamMG1UKqNyvf3++dJfVVzUCf5Gtm17r6Rly2nbthVUlZaNG0j7\nyEdv+phCiP5BinUhhLhJB1/bRUSJj8JOn5vfI8fMS483mVM1jcoGPyOyPD1y3MGutSPEoZJGikoa\nOXm++bLp7RaTwrj8JKaOSmHSyBS8zoE3xXfY7Anc7XawbvVpQkY7R2osdP5qHbd/bjmKziO3Q53/\nxHGqn/k5WigIBgOpH36UxMVL9I51TaxmIzPHZTAy081HlsSobvRzpKyJI2eaKKlsQ9U0mnxBNu2v\nZNP+Spw2E1NGpjC1MJXxw5Nka7jrUNm1Xt1iUkhNsN/08cypqbhnzqJ9727admwnaeUqTEk31uBU\nCNG/SLEuhBA3IRIIcbI8CkYzCZqP/HkLe+S4F2/lU9/SKcX6B2j2BTlQ3MCBU/WUVLZdtrWax2lh\nyshkpoxMZWx+4qAoKjLGj+A+l501zx/Ar7g443MR/NkbLP/CckzWgfcGxGDge3cPtb//LcRiGEwm\nMj71WdwzB2ZPAYPBQHaqi+xUF8tnDcMfjHCktIlDxQ0cLWsmFInhD0bZeayWncdqsZgUxg9PYuqo\nVKaMSsFlN+v9T+jXLmzblp3qRFF6ZsZF0vK7aN+7Gy0SoWXjBjIfeaRHjiuE0JcU60IIcRMOr9lN\nyBgfGZk6M7PHpiJ7nBZMRgPRWHw0S1yqsS3AgdMN7D9dT2mV77Lbs1OcTBmVwpSRKQzP8gzKPaUT\nh2XywGfm8/rvttNq8FAZ9rL6p+u5+4klWD29021cXFnLprdoeOF5ABSbjawvfBnH2HE6p+o5TpuZ\nOeMzmDM+g0g0xolzLRwqaeBQSSPtnRHCUZVDJY0cKmnEqBgYm5/IzDFpTCtMxWmTwv29LoysZ9/k\nevWLWXNycU6Zir/oEK1b3iZ1xQpIlJ8DQgx0UqwLIcQNiobCHC3pBKMDt9pO4eKeGVUHUAwGkjw2\n6lsCNF1hK7GhqL6lk/2nGzhwup6zNZc33huW7mbGmFSmj04jI8mhQ8K+50xN4P4vLeGNZ9+iXvXS\noHl55Zm3uedTC3CmyZZ/vU3TNBpfeYmW9WsBMHo8ZH/l69jyhumcrPeYTUYmj0xh8sgUPnaHRml1\nG4eKGzlY3EB9a4CYqnGsrJljZc38acNpxuUnMWNMqhTuXULhGA0t8S78uT1YrAMkr1yFv+gQWihE\n05sbSP3Mx3v0+EKIvifFuhBC3KCi13YRNMaLwimTU3q8wVdyV7HeOIRH1mua/PEC/VQ95Rc1Zbpg\nRJaH6aPjBXpaD6z9HIisLgernlrO+mfXUxny0mrw8PLvdrLyI9NIys/SO96gpcVi1P3pD/h27gDA\nnJpG9te+gSU1TedkfUdRDIzKSWBUTgIP3VZARX0H+0/Xs+9kPXUt8cL9aFl8i8QLhfvMMWlMLUwZ\nsoV7VaO/e6nOzW7b9l62/Hyck6fgP1xEy6a3iDz8ACBNAIUYyKRYF0KIGxAJhC4ZVR9354IeP0ey\nN74V3FAbWW/2Bdl7so69x+uuWKCPzPEyY3Qa0wtTu/+PhjqT1cKKL69k86/XU+Jz4VdcrH7+MHet\nCpAxoUDveIOOGg5T8+tn8R8uAsCaN4zsp76GyevVOZl+DAYDeelu8tLd3LdgxAcW7sYNBsYPT2LG\n6KFXuF+YAg+Q3QOd4N8r+e578R8uQg0GqX7tdTwr7+3xcwgh+o4U60IIcQOKXtvZPao+dWpqr3Th\nTvF0Feu+IJqm9cutn3pKe2eY/acb2HuijuKK1ktuMwCFuQnM6FoDm+juX/uf9xeK0ciSJ1fi+NNG\nDldbCBntrHm9lKXtAfLnTNA73qAR6+yk+hc/I1B8GgDH2HFkfeFLKLahObPjSq5UuO87Vc++F43O\nSAAAIABJREFUU/XUdxXuR0rj+7sbNxiYVJDM7PEZTC5IHvTbVF4o1r1OCx5HzzeDtOXn45w0Gf+R\nw1S/sQ7HotvBJmvXhRiopFgXQojrFAmEOFYaAqMdj9rO2Dt6bq36xS6MGocjKh2BCO5eeGGnp2A4\nyqGSRvaeqOP42WZi6qV93Edme5k1Lp0ZY9IG5BZrepn7sWXYX9nG3tMxooqFN7fUcmtHgDFLZ+od\nbcCL+nxU/fS/CZWfB8A1fQYZn/4cinnojAxfr4sL9/sXXrlwv9Cczm41Mq0wldnjMxibl9hjndL7\nk/qu9eqZyb3XVyP5nnvxHzmMGgzSvGEDSfc+0GvnEkL0LinWhRDiOh1a/Q7Brg7w06an9fha9QuS\nPf+c4t3kCw6KYj0SVTlU3MDOozUUlTQSjqqX3J6T6mTWuHRmjU0nZYiuQe8JU++/Fftb+9i2rw1V\nMbF1fzuhzh1MXtXzyzWGikhTI5U//hGRuloAPAsWkv7Rj2Popef/YPTewr28riO+5OVEHS3tIQKh\nGDuP1rLzaC1el4VZY9OZMz6DvHTXoJlZdKFYT0vsvZ9vtvzhuCZPoeNwEU1vbcRz25IhvURDiIFM\ninUhhLgOYX+AY2Xh7lH10Ut7Z1QdIOmi9dhNbUHyMwbmXuuaplFS2caeE3XsP1VPRyByye0pXlu8\nQB+XTk4Pd0ceysYsnYnNdYy3tlQTVSzsOhkj1Pk2t3z4dr2jDTih6mqqfvIjoi3NACTeeRcpDzw0\naApIPRgMBoZluBmW4ebBRQUUl7ey50Qt+041EAhFaesIs3FfBRv3VZCZ7GD2uHRmjc8Y0I0kVVWj\nofVCsd67O1ak3n8/HYeL0EIhmte/Qdojj/bq+YQQvUOKdSGEuA77X97Rva/69JkZvTaqDpDktmIA\nNAZmk7mG1gC7jtWy61gNDa2X5vc4zMwcGy/QC7I8UvT0kvw5E1jhtLJ+TSlho40D540Ef7+B+Z9Y\n1qvfu4NJ8GwZlT/7MWpHfK1xyoMfIunOu3RONbgoBgNjhiUyZlgijy4dzZHSJvYcr+VwaSPRmEZN\nUyev7jjLqzvOUpDtYc74DG4Zm47LPrCWHzT5gt3LfXr7TQf7sHyS582laecu2rZuIXHpnZiTk3v1\nnEKInifFuhBCXKPOljaOVwIKJOKj8PbeG1UHMBkVEtxWWtpDA2b7tkAoyr5T9ew6WkNxZdslt9ks\nRuZOymL6qBQKc70YpVjsE1mTRrHKbuONfxwlYHRwvMFG6FfruP1zy3ulMeJg0nnyBFW/eBotFASD\ngfSPfRzvglv1jjWomU1K13aMqXQGI+w/3cCe47WcLm9FA0qrfJRW+Xjh7RKmjExh3sRMJoxIGhA/\nTy5MgYfenQZ/Qd5HHqFp9x60aJSmNa+R8fFP9vo5hRA9S4p1IYS4Ru++uJOoEp+6OGvh8D4ZmUz2\n2GhpD/XrkXVV1Thxrpldx2o5WNxwyTp0AzAuP5G5EzK5ZVw6GekeWlr8RN+zVl30rpRRudz7uJU1\nf3qXDsXFGZ+L8M/XcucX7sJolpcCV9J+8AC1v/klWjSKwWQi4zOfxz19ht6xhhSHzczCyVksnJxF\nsy/Iuyfr2X28lor6DqIxjf2nG9h/ugGv08Kc8RnMm5hBdj9eSlPf0tn9eV8U646cbBLmL6B1+zZ8\nu94h6c7lWDIye/28QoieI7+hhRDiGvhqGjjdaAEF0pQ2hs9d1CfnTfbaOFPVRlM/HFmvauhg17Fa\ndh+vpbUjfMltmckO5k7IYM74DJK6GuWZTP1/5GswS8hJ4/7PzOf1322n1eChPOjh9Z+uZcUX78Bi\nl/3qL9b2znbq/vgcaBoGq5XsLz6FY+w4vWMNaUkeG3fOyuPOWXmU17V3/+xp74zQ5g+z4d1yNrxb\nTn6Gm3kTM5k1rv9Nk6/rGln3Oi3YLH3zEjx11Sradu1Ei0ZpXP0qWZ9/sk/OK4ToGVKsCyHENdjz\n8h5UxQ3A7DvG9tl5L3SE7y8j653BCHtP1LHjSA3natsvuc1pMzFrXDrzJmaSn+GWdej9kDM1gfu+\nsJg1v3ybRs1LbczL6qff5J4nbsfm6b8jkn2p+c31NL74dwAUl4vsL38N+4gROqcSF7vQUf7BRQUc\nLWti59FaDp9pJKZqnKtt51xtO3/f3P+myfdFJ/j3Mien4F10G62b3qJj/7sEyu7APqKgz84vhLg5\nUqwLIcRVNJZWUtbuAAPkWNrInryoz859Ya91fzBKMBzts9GYi2maRnFFK9sP13DgdP0l09yNioFJ\nBcnMnZDJpIJkzDJ63u/ZPC7u/fKdrH1mAzVRL02al1ee2cyqTy3AmZaodzzdaJpG4ysv0bJ+LQCm\nxESyv/oNrFnZOicT78dkVJg6KpWpo1LxdYbZe6KOnUdrKK+7dJq8x2lh7vgM5k/KJCvFqVve+ta+\nL9YBklbcjW/nO6iBAI0v/p2cf/mWvJkqxAAhxboQQlzFzlcPoBm8GDSVOXdP69NzX7LXeluwT9dj\ntnaE2Hm0hneO1HRP37wgN83F/EnxqaaeQbD/+1Bjtlu5+6kVbHhmHeVBD20GDy//bif3PDaDhLwM\nveP1OU1Vqf/Ln2jbvhUAc3o6OV/7JubkFH2DiWvmcVhYOiOXpTNyL5sm77tomvzIHC+3Ts5ixug0\nrJa+a7CoatpFI+u9u23be5ncHpLuWknjyy8SKCmm4+AB6b8gxAAhxboQQnyAc7uPUR31AlDg6SRl\nVG6fnj/54r3Wfb1frMdUlaOlzWw/XM2R0iZUTeu+zW41MmtcBgsnZzIsXaa5D3RGs4nlX17J5l+t\no8Tnwq+4ePXPB1n54ARSR+fpHa/PqJEItb//DR379wFgzc0j+6vfwOTx6JxM3Kj3TpN/50gNR0qb\niKkaZyrbOFPZxl83Fffpz7PW9hDRWHxWUnofj6wDJCxZSuuWzUSbm2h8+UVck6dgMEkZIER/J89S\nIYR4H2osxu6tZWDwYFLDzH14fp9nSHnPyHpvqWvp5J0jNbxztIa29zSLK8xNYOHkTKaPTsNqlq2+\nBhNFUVj8+buw/vEtjtVZCRodvP7SCe5cGSR7cqHe8XqdGgxS/ezP6TxxHAB74WiyvvgURkffjnyK\n3nHxNPm2jhC7jtWy/XA1dS0BAqEYWw9VsfVQFXlpLhZMzmLO+HQctt5pSlfXx9u2vZditpDywIPU\n/vbXROrraN26hcQlS/s8hxDi+kixLoQQ7+Po2t20GuKjaxPzFJwpCX2ewWox4rKb6QhEenyv9XAk\nxoHTDew4Us2p8tZLbvM6LcydmMGCSVlkJEnhMpgpisKCT9yB7YXN7D9rIGy0sW7tOZb4QwyfO1Hv\neL0m1tFB1dM/IVhWCoBz8hQyP/ckikWWdQxGXpeV5bOHceesvO4eHPtP1xOJqpTXd/D8W8X8Y8sZ\nZoxOY+HkTApzE3p0tP2SbdsS+r5YB3DPnEXLWxsJnTtL05rVeObMxejUbw2/EOLqpFgXQogrCPsD\nHDzqA6MDR8zPjIf0G4FI9tjoCER6bGS9or6DbUVV7D5eRyAU7f66wQCTC1JYMCmTiQXJmIzSLG4o\nmfnIYqyv72TX8RBRxcLGrXUs6gwxesngW9sabW2l8ic/IlxVCYB7zlwyHv+kTAseAgwGA6PzEhmd\nl8ijS0ex50Qd24uqKa/vIBJV2X08vtY9PdHOwslZzJuU2SN9OS6sV3fZzb02en81BkUh9UOPUPnD\n76P6/TSvW0PqQ4/okkUIcW3kt5IQQlzBuy9uJ2iMjyjPmJaMyarfaFuy18b5uvab2ms9HImx71Q9\nW4uqKK3yXXJbWoKdBZMzmTshk0S39WbjigFs0j3zsDr2s/XdVlTFxJZ9PkKdO5l0zzy9o/WYSGMD\nlf/9X0Qa6gFIuH0pqQ9/GEM/2NpL9C2HzcziaTksnpbD+dp2th+uZs+JWgKhGHUtAV7cWsqrO8qY\nPjqNRVOybmq0/UKxrsd69Ys5CkfjnDoN/6GDtL69iYRFt2NOTdU1kxDi/UmxLoQQ7+GraeREtQIK\nJNHG2DsW6prnZvZar2nys/VQNbuO1eAP/nMU3WRUmDEmlYWTsijMS0CRZnGiy+glM7A6j/LWlhqi\nioWdx8OEOjcz85HFeke7aeGaaip//COiLc0AJN29iuR77pVmiYJhGW4+mjGaDy0eyf5T9Ww/XE1J\nZRvRmMbeE3XsPVFHZrKDRVOzmTshA+d1jo7X6bDH+vtJfeBD+I8cRotGaXz1JTI/+4TekYQQ70OK\ndSGEeI9dL+4mprgBmLdsNIrOI24XOsK3dYSJxtSrTk+PRFUOFjewrajqsrXo6UkObpuSxdyJmbjs\n+kzFFP1f/pyJ3OWwsuGNMsJGG/vPGQj/cSPzHl+md7QbFiw/T9VPfkSsvR2A1A89QuKyO3VOJfob\nq9nIvImZzJuYSVVDB1uLqtl1rJZAKEpNUyd/21TCy1tLuWVsOoumZjM88+qd5DVNo741vma9r7dt\nuxJLRgYJt95G6+ZNtL+7l4Qly7CPKNA7lhDiCqRYF0KIi9QeK+Ws3wkGyLX6yJm2SO9I3SPrGtDc\nHnrf5kT1rQG2FVXxzpEa2jsj3V83KgamFaayaGo2Y/J6tmmSGLyyJxdyj93GGy8eI2h0cKTGQvg3\n67j103fq/gbW9QqcKaHqZz9GDQTAYCDto4+TsHCR3rFEP5ed6uLRpYU8eGsB756sY2tRFWdr2glH\nVd45Gt89Iy/dxaKp2cwel47NcuWX1W3+MOFIfNu2/jCyDpB89yp8u3eiBgI0/OMFcv/12/K7QYh+\nSIp1IYS4yDvrjoHBi6JGmffATL3jAJDivXT7touL9ZiqUlTSxNaiKo6fbb7scbdOyWL+pCy8Tulw\nLa5famEe9z5m5vXnD9KpODnV7CDy7FqWPHEXmAZGwe4/fozqZ55GC4fBaCTjU5/Bc8tsvWOJAcRq\nMbJgchYLJmdxvradLYeq2HuijlAkRnldB3/acJp/bD7DnPEZLJqaTW6a65LH1+u8bduVGN1uku66\nm8aX/0HwTAkdB/bhnnGL3rGEEO8hxboQQnQp3nyABtULwOjUMIl5mToniku+qFg/WNyAzWLEYTOx\nu2vP4NaL9kVXDAYmj0zmtqnZjBueJGvRxU1LHJbJfZ+YxevP7aZdcVPa4Sby87WsfGql3tGuqv3g\nAWp/80u0aBSDyUTmk1/ENWmK3rHEADYsw83Hl4/h4cUj2XO8li2Hqqhs8BMMx9hyqIoth6ooyPaw\naEo2M8ekYTEbqbto27b0fjAN/oKEJUto3baZaGMjDf94AefEyShWaTIqRH8ixboQQgDRUJg9e2pA\ncWGJBZn9sL5N5S7mtJmwWoyEwjHePlDJ2wcqL7tPotvKwslZLJiUSZLHdoWjCHHjPJkp3P+5hbz2\nm220GjyUBz2s/vEaPvbdh/SO9r58u3dS+9zvQVUxWG1kf+kpHGPG6h1LDBJ2q4nbpuWwaGo2pdU+\nth6q4t2T9URjKqVVPkqrfLzwdgnzJmbSEYgvS3JYTTht/eelt2K2kPbwR6h+5mmizc00r11Dyv0P\n6h1LCHGRgTGHTQghetneF7biV+JTF6eOsWPzuK7yiL5jMBhYNW/4ZS/yDMDEEcl86YGJ/PCJOaya\nP1wKddFrHMle7vvCYpINbQBUR7w8992XCHV0XuWRfa91y9vU/v63oKooDic5X/8XKdRFrzAYDIzM\n9vLpleP48Rfn8cjikaQnxUfP/cEoG/dVsOtYLRCfAt/f1oU7p0zFMWESAC0bNxCuq9U5kRDiYgZN\n0zS9Q+itpcVPNKrqHUPcJJNJITHRKddzkOjL69lSXsOLfzlGTDGTqPn40L+sQDEae/WcN0LTNNr8\nYaoa/bS2hxidm0DK+zSb64/kOTo4hANB3vj5m9R1LRlJwsc9n1uEPdGjc7K45nVv0PjKSwAYPR5y\nvvZNrDm5Oqfq/+T52XM0TePU+Ra2HKriYHEjatdL7dnj0vnsPeP7JMP1XM9wXS3nv/sdtGgUx4SJ\nZD/1tX73poKQ5+hgc+F6Xo2MrAshhrztL75LTDGDprLgrjH9slCH+AhOgsvK+Pwk5k3MHFCFuhg8\nLHYb9zy1nByLD4BmPLzyy23461t0zaVpGg0v/aO7UDclJ5P7r/8mhbrocwaDgbH5STx530T+68m5\nrJo/nMkFydw5K0/vaFdkSc/o3saw89hR/EWHdE4khLhAinUhxJBWsu0Q1ZH4CGGB20/25EKdEwnR\n/5msFu752t0UuDoA8CluXvndTtqq6nXJo6kq9c//mZYN6wAwp2eQ+6/fxpKerkseIS5IdFtZNX84\nTz00mbx0t95x3lfSirsxJSUBUP/3v6KGw1d5hBCiL0ixLoQYsqKhMLt3VgFgVoPMf7T/NJUTor8z\nmox8+LsPU5jgB6BDcfHqH/bRXFbVpzm0WIza//ktbVs3A2DNzSP3X7+NOSm5T3MIMZApViupH/ow\nANHGRprXr9U5kRACpFgXQgxhFzeVmz7GgSPRq3MiIQYWRVFY+uQKxqcGAQgYnaz+2xHqTpztk/Or\nkQjVv3qG9j27AbAVjCTnm/+KydM/1s8LMZC4ps/AMXYcAC3r1xJu0GemjBDin6RYF0IMSS3lNRyr\niv8ITMTH5FXzdE4kxMCkKAoLP3UnU3OiAISMdtasLqby0OlePa8aClH99E/xHzoIgGPseHK++g2M\njqs37BFCXM5gMJD64cfAaESLRmn4+9/0jiTEkCfFuhBiSNr+j3dRFRNoKgvvGttvm8oJMVDMfmwJ\ns0YCmkZEsbJ+/XnO7T7WK+eKdfqp/PF/0XnyOADOqdPI+vJTKDbZulCIm2HNyiJxyVIA/EWH6Dhy\nWOdEQgxtUqwLIYackq0HqY52NZXzdJI1aZTOiYQYHKY9uIj5EywYNJWoYuHNLbWUbD3Yo+eI+nxU\n/td/Eiw9A4B79hyyPv8FFLOlR88jxFCVfPcqjN4EABr+9hfUUEjnREIMXVKsCyGGlEggxO5d1QBY\nYkHmf2SBzomEGFwm3j2PRTPdKGoUVTHx9u4Wjq/f0yPHjjQ3UfHD7xGqqADAu2gxGZ/8DAaZGSNE\nj1FsdlIffgSASEMDTWte0zmREEOXFOtCiCFl1/Ob/9lUbpxTmsoJ0QvGLJnJ0gWpGNUImsHIjqJO\nilbvuKljhuvqqPjP7xGprQUgcfkK0h79KAZFXsoI0dPcM2fhmDARgJaNG7rfIBNC9C35DSeEGDJq\nj5VysiE+VTbZ0MYkaSonRK8ZsWAydy7NwaSG0QwKu0/F2PfC5hs6Vqiygooffo9ocxMAKfc/SOoD\nD2EwGHoyshCii8FgIP3Rj2GwWEBVqfvTc2iqqncsIYYcKdaFEENCLBpjy5rjaAYjihpl8QPTUWRE\nTohelTdzLCvvHoElFt/abf85hZ1/ePO6jhEoK6Pih/9JrK0NgLRHP0rSXSt7PKsQ4lLm1FSSV90H\nQPBsGa1b3tY5kRBDj7xSFUIMCfv/vpVWQ3zv5Yk5Kikjc3ROJMTQkDlxJPc8NA5brBOAI7VWtvxm\nHeo1jNJ1njpJ5X//ELXTD4pCxqc+Q8Jtt/d2ZCFEl8Qly7DmDQOg8ZWXiTQ26JxIiKFlwBfr4XCY\nb3/728ycOZMFCxbw3HPP6R1JCNHP+GoaOHw+Xhh41HZmfXixzomEGFpSC/O496NTcah+AE41O3jr\n2bWosdj7PqbjcBFVP/1vtFAQg8lE5ue/gGeOLF0Roi8ZjEbSH/8EKApaKEjtH/5HpsML0YcGfLH+\ngx/8gBMnTvDnP/+Z7373u/ziF79g48aNescSQvQjjWdriClmDJrKrcsLMZpNekcSYshJzMvkvk/M\nwq22A1DW4Wbd02uJRaKX3bf93b1UP/tztGgUg8VC1pe+gnva9L6OLIQAbMPySVq+AoDAqZO0bduq\nbyAhhpABXawHAgFeeuklvvOd7zBmzBiWLFnCpz/9af7yl7/oHU0I0Y/kz57AnDFG7lyUSs7U0XrH\nEWLI8mSmcP/nFpKg+QCoCHlY87O1RALxfZw1TaNl4wZqfvsriMVQ7HZyvvpNnOMn6BlbiCEvaeU9\nWLLjy8caXvo7kQaZDi9EXxjQxfqpU6eIxWJMmTKl+2vTp0/nyJEjOqYSQvQ3iqIw5d4F5M+ZqHcU\nIYY8R7KX+79wOymGeMO4mqiX157eQKChiZpf/oKGf7wAmobR5Sbnm/8L+6hROicWQihmMxmf+HTX\ndPgQtX/4vUyHF6IPDOhivaGhgYSEBEymf05pTU5OJhQK0dLSomMyIYQQQrwfq8fJqi/fQYYxXrA3\naF5efeZtWovib7ZbsnPI/da/YetqbCWE0J8tP5+ku7qmw58+RahS9l4XorcN6IWbgUAAi8Vyydcu\n/D0cDl/zcYzGAf2ehehy4TrK9Rwc5HoOPnJNB5ebvZ4mt4P7vraCNU+vozLkoc2WxsGsO1iY107+\n44+hWK09GVdchTw/B5feup7p995HtLGRWEc7juwsFJN8v/QVeY4OLtd6HQd0sW61Wi8ryi/83W63\nX/NxPJ5rv6/o/+R6Di5yPQcfuaaDy81dTyeP/78P8+IPV1PcbKXdlsJeQz6j7HY8Xvk+0YM8PweX\nnr6eakxlT+Ey/B1hJiR7MZmNPXp8cXXyHB1aBnSxnp6eTmtrK6qqoijxdycaGxux2Wx4PJ5rPo7P\nFyAWk3U3A53RqODx2OV6DhJyPQcfuaaDS09ez2VP3IlrcykHd5fTWNfB/zz9Dvc+OhVvorwo7Svy\n/Bxceut67t95jv27zgMwaWYOaZnuHju2+GDyHB1cLlzPqxnQxfrYsWMxmUwUFRUxbdo0APbv38+E\nCdfXNTYWU4lG5Zt+sJDrObjI9Rx85JoOLj11PW9ZOByT2ci728/iaw3y0h8PcPfDk0lKdfZASnGt\n5Pk5uPTk9Wxq6GDv9rMApGd5SEh2yPeKDuQ5OrQM6EUPNpuNVatW8d3vfpejR4+yadMmnnvuOR5/\n/HG9owkhhBDiOhgMBqbPHca8JSMB6OwI89pfD9FQ265zMiFELKayZe0p1JiG0aRw24oxKIpB71hC\nDHoDulgH+Na3vsWECRN4/PHH+Y//+A+eeuoplixZoncsIYQQQtyASTNyuO2u0RgMEAxEee2vRVRX\ntOodS4ghrWhvBQ21HQDMWjicxGSHzomEGBoG9DR4iI+uf//73+f73/++3lGEEEII0QPGTMrEbDGy\n6fWTRMIx1v79CHfcP568Ecl6RxNiyGlq6GD/O+cAyMjxMHFGjr6BhBhCBvzIuhBCCCEGn4IxaSx/\ncAImk0I0qrL+pWOUnqrXO5YQQ4qmaWxbX4yqdk1/v0umvwvRl6RYF0IIIUS/lDcimRUPT8JsMaKq\nGm+9doJTR2r0jiXEkHH8UDV11T4AZs7PJyFJpr8L0ZekWBdCCCFEv5WVm8A9H56MzW5C02DLutMc\n2V+pdywhBr2O9hB7t5UBkJzmZNJMmf4uRF+TYl0IIYQQ/VpapodVj07F4bIAsHPTGQ7sPIemaTon\nE2LweuetEsKhGAC33jkao1HKBiH6mjzrhBBCCNHvJaU4ue+xqbi9NgDe3XGO3VvKpGAXohecLW7k\nbHEjABOnZ5Oe5dE5kRBDkxTrQgghhBgQPAl27n1save2UYffrWD7m/HmV0KInhGJxHhnUwkATreV\nWxYO1zmREEOXFOtCCCGEGDBcbiurHp1CSroLgBNFNWx+4ySxmKpzMiEGh0O7y+nwhQCYd/tILNYB\nv9OzEAOWFOtCCCGEGFDsDgv3fHgKGTnxqbklJ+p589XjRKMxnZMJMbC1tQQo2lsOQE5+IiNGp+ic\nSIihTYp1IYQQQgw4VpuJlR+aTO7wRADOn2li3YtHiYSjOicTYuDauekMsZiGohiYv3QkBoPsqS6E\nnqRYF0IIIcSAZLYYWf7ARIYXxkf/qs63suaFI4SCEZ2TCTHwnDvTyPnSJgAmzcwhMdmpcyIhhBTr\nQgghhBiwjCaFZfeOo3BCOgB11T5ee76ITn9Y52RCDBzRaIydm84A4HRZmD53mM6JhBAgxboQQggh\nBjhFUVi8YgwTpmUD0NTgZ/VfDtHeFtQ5mRADQ9HeCnyt8efLnMUF0lROiH5CinUhhBBCDHgGQ3yN\n7bQ5eUC8Udbq5w/R2typczIh+jdfa4CDu+NN5bLyEhg5Nk3nREKIC6RYF0IIIcSgYDAYmHXrCGYv\nGgFAhy/E6ucP0VTfoXMyIfqvXZtLiUVVDAakqZwQ/YwU60IIIYQYVKbOzmPBslEABPwRVj9fRF21\nT+dUQvQ/5WXNnC1uBGDijBySU106JxJCXEyKdSGEEEIMOhOmZXP7yjEYDBAORXn9b0VUnW/RO5YQ\n/UYspvLOphIA7E4zM+bl6xtICHEZKdaFEEIIMSgVTsjgjvsmoBgNRCMqa/9xhHMljXrHEqJfOH6o\nmrbmAABzFhVgtUlTOSH6GynWhRBCCDFoDS9MYcVDEzGZFWIxjTdfPU7JiTq9Ywmhq1Awwv53zgGQ\nmuHu3vpQCNG/SLEuhBBCiEEtJz+Jux+ejMVqRFU1Nr1+khNF1XrHEkI3B3eXEwpGAZi7uECaygnR\nT0mxLoQQQohBLyPHy6qPTMHmMAOwbUMxRXvLdU4lRN/ztQY4sr8SgPxRyWTlJeicSAjxfqRYF0II\nIcSQkJLu5t5Hp+B0WwHYvaWMvdvL0DRN52RC9J29286ixjQUxcCc2wr0jiOE+ABSrAshhBBiyEhM\ndnLfY1PxJNgAOLirnB0bS6RgF0NCXbWPMyfrARg3JYuEJIfOiYQQH0SKdSGEEEIMKW6vjfsem0py\nqhOId8Xe9PpJYjFV52RC9B5N09i1+QwAFquRGfOH6ZxICHE1UqwLIYQQYshxuKysenQKGTkeAM6c\nrGf9y8eIRGI6JxOid5wtbqS20gfAtDnDsDssOicSQlyNFOtCCCGEGJKsNjMrH55M3ogLcp3gAAAg\nAElEQVQkACrKmnnjhcOEghGdkwnRs2IxlT1bywBweaxMnJGtcyIhxLWQYl0IIYQQQ5bZbOTOByYw\nclwaALVVPlY/X4S/I6RzMiF6zvGD1bS1BACYdesITCajzomEENdCinUhhBBCDGlGo8KSu8cyfloW\nAM0Nflb/5RC+1oDOyYS4eaFghP07z8H/z96dh1VZ5//jf55z2PdFQFFAcUEWBQS1NE1zzxVFMcUl\nLZtqrGyqcWaq6aqpbD5T8/1pjaOOmSYtrrnvW4qmssrmAqKAyA6yczjnvH9/HLmTslJD7sPN83Fd\nXVeeBV63L+/7Ps9zv+/3G4B7J3v0vP3FFBGZPoZ1IiIiavdUKhWGjOqJsEHGSbcqK+qxfWMiSouq\nZa6M6PdJOJODhnodAODR4d2hUqlkroiI7hXDOhERERGMgX3A0G4YNMK49nRttRbfxSSh4MYtmSsj\nejDVVQ1Ijb8BAOjawxWe3k4yV0RE94NhnYiIiOgOwf298MT43lCpAG2DDru+SUbO1TK5yyK6b3Gn\nrkGnMy5JOGBoN5mrIaL7xbBORERE9BN+fTpizNQgaDQq6BoN2LclBZkZRXKXRXTPyktrkJaYDwDo\nGegOV3c7mSsiovvFsE5ERER0F916dsCEqGCYW2hgMAgc2pEuhR8iU3fi4GUYDAJqtQr9H+NVdaK2\niGGdiIiI6Bd4ejth8qwQWNmYAwC+P3AZCWeuQwghc2VEv6y0uBoX4vMAAL2DO8HR2VrmiojoQTCs\nExEREf0Kt472iIgOhZ2DJQDg7IlsnDmWxcBOJuvsiWxAABoztbTCARG1PQzrRERERL/BycUGEdGh\ncHK1AQAkn8vD8b2XYDAYZK6MqLnSompkXSwGAPQN7ww7e0uZKyKiB8WwTkRERHQP7BysMGV2CNw6\n2gMALqYU4MD2NOga9TJXRvSjuNhrAAAzczX6PcKr6kRtGcM6ERER0T2ytrHApKeC0dnHuF71tSul\n2PXtBTTUN8pcGZHxqvrVSyUAgPBBXWFjZyFzRUT0ezCsExEREd0HC0szjJ/eF75+bgCAgrxb+C4m\nCdVVDTJXRu1dXOx1AICZmRqDhveQuRoi+r0Y1omIiIjuk8ZMjVGTAxDYzxMAUFZcg+1fJqC8tEbm\nyqi9Ki2uxtVLxnvVg8J4rzqREjCsExERET0AtVqFIaN6ov+QrgCA6soGbP8yEYX5lfIWRu1S/O2r\n6hozNfo96i1zNUTUEhjWiYiIiB6QSqVC+OCueHxsL6hUQEO9Dju/TsL1rFK5S6N2pLy0RpoBPjDE\nE7Z2vKpOpAQM60RERES/U0CIJ8ZEBEJjpoau0YB9W1JwKaVA7rKonUg6mwsAUGtUCBnoJXM1RNRS\nGNaJiIiIWkC3Xm6YENUXFpZmEAI4uuciEs/mQAghd2mkYNWV9bicWggA8AvqCFveq06kGAzrRERE\nRC3E08sJU6JDYHt7yawfjl3F6aNZDOz00CSfz4PBIKBSgVfViRSGYZ2IiIioBbm62SFiTj84uVgD\nAC6cz8ORXRnQ6w0yV0ZKU1/XiPSkfACAr58bnFxsZK6IiFoSwzoRERFRC7N3tMKU6FC4e9oDAK6k\nF2HflhQ0anUyV0ZKkhJ/A7pG45dAoY9wBngipWFYJyIiInoIrG0sMGlmCLx9XQAAudnl2Pl1Mupq\ntTJXRkrQqNUjJS4PAODVzRluHe1lroiIWhrDOhEREdFDYm6hwdhpQegV5AEAKLpZhe1fJqKyok7m\nyqitu5RagIZ640gNXlUnUiaGdSIiIqKHSKNR44nxvaXJv26V12H7l4koKayWuTJqq4QQuHD7qnoH\nDzt4ejvJXBERPQwM60REREQPmUqlwqPDu2PQE90BALU1Wuz4KhE3rpfLXBm1RTlXy3CrzDg6o2//\nLlCpVDJXREQPA8M6ERERUSsJHuCFERP9oVaroG3QY/emC7iSXih3WdTGXDhvvKpuY2uBHr3dZa6G\niB4WhnUiIiKiVtQr0ANPTu8DcwsNDHqBwzszkHQ2h2ux0z0pLa5G3jXjiIzAfp7QmPHjPJFSce8m\nIiIiamVe3VwweVYIbGwtAABnjl1F7OFMGAwM7PTrUuJuAAA0GhUCQjxlroaIHiaGdSIiIiIZuHW0\nR8ScUDi52gAwrpl98Ls06Br1MldGpqquVovLqQUAgJ6BHtKXPUSkTAzrRERERDJxcLJGRHQoOnZx\nBABkXy7Bzm+4FjvdXUbyTej1xtEXfcO7yFwNET1sDOtEREREMrKyNsfEmX3RvbcbAKDwRiXXYqef\nEUIgPekmAMDTyxGu7nYyV0REDxvDOhEREZHMzMw0GDU5AMH9jVdLb5XXYduGBBTdrJS5MjIVedfK\nUXWrHgAQEMp71YnaA4Z1IiIiIhOgUqkwaEQPDBphXIu9rrYRO75KwvXMUpkrI1OQlpgPwDgSw7eX\nm8zVEFFrYFgnIiIiMiHB/b0wekoANBoVdI0G7NuagvSkfLnLIhnVVDfg2pUSAIBfn45cro2oneCe\nTkRERGRiuvd2x8SZwbC0MoMQwIn9l3H2+6tci72dunihAE2tDwjpJG8xRNRqGNaJiIiITFAnLydE\nzAmFvaMVACDhdA6O7rkIvd4gc2XUmgwGgYzbIys8vZ3g5GIjc0VE1FoY1omIiIhMlLOrLabOCUUH\nD+PM35dTC7Fn0wU01DfKXBm1ltzsMlRVNgAAAjmxHFG7wrBOREREZMJs7CwxZXYIvHxdAAA3rldw\nabd25OIF43JtVjbm6Narg8zVEFFrYlgnIiIiMnHmFmZ4MjJIul+5vLQW2zYkoDCfS7spWUN9I67d\nXg2gV6AHNBp+dCdqT7jHExEREbUBarUaQ8f0wqPDfQH8uLRb1sVimSujhyXrYjEMeuPMcr0CPWSu\nhohaG8M6ERERURuhUqkQMtAbo6cEQmOmhl5nwMHv0pB4NoczxSvQ5bRCAIBzBxtp3gIiaj8Y1omI\niIjamO693TB5VgisbcwBAD8cu4rvD1zmTPEKUnWrHjdzbwEwXlVXqVQyV0RErY1hnYiIiKgN8vB0\nwNS5/eDcwbiUV3rSTezbkoKGep3MlVFLaLqqDgA9AzgEnqg9YlgnIiIiaqMcnKwRER2Kzj5OAIDc\n7HJ8F5OIqlv1MldGv4cQQgrrnl6OsHe0krkiIpIDwzoRERFRG2ZpZY7xM/qid9+OAICy4hps25CA\n4oIqmSujB1VSWI2K0loAQK+gjjJXQ0RyYVgnIiIiauM0GjWGjfPDwMe7AQBqa7T4LiYR2ZdLZK6M\nHsTlVONVdY1GBV8/rq1O1F4xrBMREREpgEqlQr9HfTBqcgA0GhV0jQbs35aK5PO5nCm+DRFCIPNi\nEQDAp0cHWFqZy1wREcmFYZ2IiIhIQXr4u2PSUyGwsjaGvNNHsnDy4BXOFN9GFN2sQm21FgDQw99N\n5mqISE4M60REREQK07GLI6bO7QcnF2sAQFpiPvZuTkFDfaPMldFvabp1QaNRwaubi8zVEJGcGNaJ\niIiIFMjR2RoRc/pJM8XnXSvH1g0JqCirlbky+jXZl4sBAF26OsPC0kzmaohITgzrRERERAplZW2c\nKT4gpBMA4FZZHbZtSEDetXKZK6O7KS+tQUVZHQCgay9OLEfU3jGsExERESmYRqPG0DG98NjIHlCp\ngIZ6HfZsuoC0xHy5S6OfuHP2/q49GNaJ2juGdSIiIiKFU6lU6BPeBU9O7wMLSw0MBoHvD1zGqcNX\nYDBw4jlTkX3FGNY7dnGAja2FzNUQkdwY1omIiIjaCW9fV0TM6QcHJysAQErcDezdkoqGep3MlVFN\nVQOK8qsAAN168qo6ETGsExEREbUrLh1sMXVuP3h6OQIAcq+WYfMXcSgrqZG5svbtWuYdQ+AZ1okI\nDOtERERE7Y61jQUmzAxG774dAQDlJbVY+/+dxI3rnHhOLk33qzt3sIGTi43M1RCRKWBYJyIiImqH\nNBo1ho3zw6AnugMA6mob8V1MEjKSb8pcWfujbdDhxvUKAEA3zgJPRLcxrBMRERG1UyqVCsEDvDAh\nqq808dzxfZdw+mgWDAYhd3ntxs3cW9Lft093V5mrISJTwbBORERE1M5169kBCxY/BgdH48Rzyedy\nsW9rCieeayVNtx+YW2jg3sle5mqIyFQwrBMRERER3Ds5YPqCcHTs4gAAyMkqw7YN8SgvrZW5MuW7\nkWMcAt/JyxFqNT+eE5ERjwZEREREBACwsbXApJkh0sRzFWV12LYhHtezSmWuTLnq6xpRUlgNAOjs\n7SxzNURkShjWiYiIiEiiMTNOPPfYqB5QqQBtgx57N6cg8YccCMH72Fta/u2r6gDQ2cdJxkqIyNQw\nrBMRERFRMyqVCn3CumDizGBYWZsBAH44fhWHd2WgsVEvc3XK0jQLvKWVGVzd7WSuhohMCcM6ERER\nEd1VZx9nTJsXBlc3WwBAZnoRvtuYiOrKepkrU44bOcbJ5Ty9nKBWq2SuhohMCcM6EREREf0iBydr\nRMwJha+fcf3vksJqbPkiHjdzK37jnfRbamu0KC8xTuDHIfBE9FMM60RERET0q8wtzDB6SiD6D+kK\nAKirbcTOr5ORnpQvb2Ft3J33q3syrBPRTzCsExEREdFvUqlUCB/cFWOnBsHcQgODQeDE/sv4/uBl\n6PUGuctrk5rWV7eyMYdLB1uZqyEiU8OwTkRERET3rFuvDpg6px8cnKwAAGkJ+dj1TTLqarUyV9b2\nNE0u19nbCSoV71cnouZMPqxnZGSgd+/e8Pf3R+/evdG7d29ERkZKz+fl5eHpp59GaGgoJkyYgNjY\nWBmrJSIiIlI+FzdbTJsXhi5djeuC38y9ha1fxKO4oErmytqO6sp63CqvA2CcyI+I6KdMPqxnZmYi\nICAAsbGx0n9r166Vnn/xxRfh7u6OrVu3YtKkSfjjH/+IgoICGSsmIiIiUj4ra3OMn9EHfft3AQBU\nVTZg+8ZEXE7l57B7cTPvlvT/nFyOiO7G5MN6VlYWfH194eLiAldXV7i6usLR0REAcObMGeTm5uLd\nd9+Fr68vFi1ahJCQEGzZskXmqomIiIiUT61WY/CIHnhifG9ozNTQ6ww4svsiTh26wvvYf0NJYTUA\nwMJSA0dna5mrISJT1CbCeteuXe/63IULFxAYGAhLS0vpsbCwMCQlJbVSdURERETk16cjIqJDYe9g\n/EyWEn8DO79ORm11g8yVma7SImNYd3Wz4/3qRHRXbSKsZ2RkYOLEiRg+fDjefvtt1NTUAACKi4vh\n7u7e7PWurq4oLCyUo1QiIiKidsutoz2mzf/xPvaCvFvY/EU8Cm7c+o13tk+lRcbPsx087GSuhIhM\nlZncBTQ0NPxiuHZxcUFOTg68vb2xbNkyVFZW4oMPPsAbb7yBzz77DHV1dbCwsGj2HgsLC2i19zcb\nqUZj8t9Z0D1o6iP7qQzsp/Kwp8rCfipLS/XT3sEKk2eF4MzxLCSczkFttRY7YpIwdEwvBPXz5BXk\n22qrtaitMX5edetoDzOzlt2PuH8qD3uqLPfaR9nDenJyMubOnXvXg/enn36Ks2fPwsrKChqNBgCw\nbNkyREZGori4GJaWlrh1q/m3tVqtFlZWVvdVg4MD7xNSEvZTWdhP5WFPlYX9VJaW6ueEacHw7eGG\nHd8koVGrx/F9l1BRUosnp/WBmbmmRX5HW1Z2+6o6APj2dIOz88NZY537p/Kwp+2L7GF9wIABuHjx\n4j2/vnv37hBCoLCwEB4eHsjMzGz2fElJCdzc3O6rhsrKOk6CogAajRoODtbsp0Kwn8rDnioL+6ks\nD6OfnbwdMePpcOzZnIKKsloknc9Ffl4FnozsA3vH+7uwojTXskoAACoVYG6pRnl5zW+84/5w/1Qe\n9lRZmvr5W2QP678mKysL06dPx65du9C5c2cAQHp6OszMzODj44Pq6mqsWbMGWq1WGg4fHx+P8PDw\n+/o9er0BOh3/0SsF+6ks7KfysKfKwn4qS0v308HZGlPn9sPR3Rm4llmKoptV+OZ/5zFqcoB0b3t7\nVHR7PXonFxtApXpo+xD3T+VhT9sXk77pwdfXF127dsVbb72FK1euIC4uDm+//TaioqJgb2+PAQMG\noFOnTli6dCkyMzOxevVqpKSkIDIyUu7SiYiIiAiApZUZxk4LwoAhXQEA9XWN2P1tMhLP5kAIIW9x\nMmmaXM7VnZPLEdEvM+mwrlKpsHLlStjZ2SE6Ohp//OMfMWjQICxduhSAcW3P//znPyguLsa0adOw\na9cufPbZZ+jYsaPMlRMRERFRE5VKhbDBXfHk9D6wsDSDEMAPx67i0I50NGp1cpfXqvQ6AypKawFw\nJngi+nUmPQweADw8PLB8+fJffN7LywtffvllK1ZERERERA/Cp7srIueHYf+2VJQV1yDrYjHKimsw\nJiIQzh0eziRrpqaspAYGg3FEgat7+9hmInowJn1lnYiIiIiUxdHZGlPn9EPPAHcAQHlpLbasj8eV\n9Lsv5as0pUXV0v9zGDwR/RqGdSIiIiJqVeYWGoyY6I8ho3pCrVZB12jA4Z0ZOHnwiuJnui65Hdat\nbMxhY2shczVEZMoY1omIiIio1alUKgSFdcaU6FDYOVgCAFITbuC7mERU3aqXubqHp2lyuQ7udlCp\nVDJXQ0SmjGGdiIiIiGTj4emAyPlh8OpmXMqtKL8KW76IQ87VMpkra3lCCGkYPO9XJ6LfwrBORERE\nRLKytrHAk9P7IvyxrgCA+jod9my6gPOnrilqebeaqgY01Btnv+/A+9WJ6DcwrBMRERGR7NRqFfo/\n1hXjZ/SFlbVxwaK4U9ewZ9MF1NVqZa6uZZQUcnI5Irp3DOtEREREZDK8fV0w/elwuHvaAwBys8ux\n5Yt4FOZXylzZ79c0BF6tUcHJ1UbmaojI1DGsExEREZFJsXOwwpTZoegT1hkAUF3ZgO82JiI1/kab\nHhZfeXviPEcna2g0/BhORL+ORwkiIiIiMjkajRqPjeqJkZP8YWauhsEgcPLQFRzelYFGrU7u8h5I\nXY1xOL81l2wjonvAsE5EREREJqtngAci54XB+faw8cz0Imz5Il4aUt6W1N4O6zZ2DOtE9NsY1omI\niIjIpDl3sMW0ef3QM8AdAFBRVoetGxKQnpzfpobF19Y0AgBsbBjWiei3MawTERERkckztzDDiIn+\neHxsL2g0Kuh1BpzYdxlHdreNYfFCCGlWe2tbc5mrIaK2gGGdiIiIiNoElUqFgBBPTJ0bBkcXawDA\nlbS2MSxe26CDQW8cBWDDe9aJ6B4wrBMRERFRm9LBww6R88LQow0Ni2+6Xx3gBHNEdG8Y1omIiIio\nzbGwNMPINjQsvrb6x7DOK+tEdC8Y1omIiIioTWpLw+Lrahul/+eVdSK6FwzrRERERNSmtYVh8c2G\nwdtwgjki+m0M60RERETU5v3isPhdGdA2yD8svu52WLeyNoNGw4/gRPTbeKQgIiIiIkW467D49CJs\nWR+PksIqWWtrurLOIfBEdK8Y1omIiIhIUX46LP7W7WHxKXF5sg2Lb7qybm3DsE5E94ZhnYiIiIgU\n585h8WZmahj0AqcOZ2L/1lTU1zX+9g9oYbU1xt/JmeCJ6F4xrBMRERGRIjUNi582PwwubrYAgGuZ\npdj0+Xnk51S0ai11tcYr6wzrRHSvGNaJiIiISNFcOthi2tx+CAz1BADUVGmx8+sknDuZDYPB8NB/\nvxDijnvWORM8Ed0bhnUiIiIiUjwzcw2GjumFMRGBsLA0gxBAfOx17PwqGdWV9Q/1d2sbdDDojffK\n88o6Ed0rhnUiIiIiajd8/dwwY0E4OnZxAADczLuFTZ/HIfty8UP7nc3WWGdYJ6J7xLBORERERO2K\nvaMVJs8KQdggHwBAQ70O+7el4fuDl6HT6Vv899XV/DihHa+sE9G9YlgnIiIionZHrVZjwNBumPRU\nMGztjAE6LSEf29YnoLykpkV/F6+sE9GDYFgnIiIionars48zpi8Ih093VwBAaXENtqyPR0byzRZb\nk71ZWLfhBHNEdG8Y1omIiIioXbO2scC4yCAMHtEDao0KukYDju+7hMM709FQr/vdP7/udli3tDKD\nRsOP30R0b3i0ICIiIqJ2T6VSoW//Lpg6px8cna0BAJkZxdi8Lg6F+ZW/62c3XVm3seMQeCK6dwzr\nRERERES3uXW0R+T8MPgFeQAAqm7V47uNiYg/fR0Gw4MNi2+aYM7ahmGdiO4dwzoRERER0R0sLM3w\nxAR/jJjQG+YWGhgMAue+z8bOr5NQdev+12SXrqxzcjkiug8M60REREREd9ErqCOmPx0G9072AICb\nucY12TMziu7r59TVMqwT0f1jWCciIiIi+gWOzjaYEh2KfoO8AQDaBh0O7UjH0d0Z0Db89uRzQgjp\nyrq1LWeCJ6J7x7BORERERPQrNBo1Bg71xeRZIbBzsAQAXEotxOZ1cSi4cetX36tt0MGgN97rzivr\nRHQ/GNaJiIiIiO6Bp7cTZiwIRw9/dwBAZYVx8rm42Gu/OPlc7e3J5QDAmmGdiO4DwzoRERER0T2y\ntDLHyEn+eOL25HNCAOdPXsOOr5JQWVH3s9c3rbEO8Mo6Ed0fhnUiIiIiovugUqngF9QRMxaEw6Oz\nAwCgIO8WNq+Lw+W0wmavrb0jrPPKOhHdD4Z1IiIiIqIH4OBkjSmzQxA+2AcqFaBt0OPIrgwc2ZWB\nhnrj5HN3Xlm3tuEEc0R078zkLoCIiIiIqK1Sq9XoP6QbunRzwZFdGai6VY/LaYW4mXcLIyb6o/b2\nsm2WVmbQaHidjIjuHY8YRERERES/U6cujpj+dDh6BXoAAKpu1WNHTCIupxqHxdvYcQg8Ed0fhnUi\nIiIiohZgaWWGERP9MWKiPywsjZPPVVc2AACsbRjWiej+MKwTEREREbWgXoEemP50ODp2cZAes7Vn\nWCei+8OwTkRERETUwhycrDF5VggGPt4NHTs7IKhfZ7lLIqI2hhPMERERERE9BGq1Gv0e9UG/R33k\nLoWI2iBeWSciIiIiIiIyMQzrRERERERERCaGYZ2IiIiIiIjIxDCsExEREREREZkYhnUiIiIiIiIi\nE8OwTkRERERERGRiGNaJiIiIiIiITAzDOhEREREREZGJYVgnIiIiIiIiMjEM60REREREREQmhmGd\niIiIiIiIyMQwrBMRERERERGZGIZ1IiIiIiIiIhPDsE5ERERERERkYhjWiYiIiIiIiEwMwzoRERER\nERGRiWFYJyIiIiIiIjIxDOtEREREREREJoZhnYiIiIiIiMjEMKwTERERERERmRiGdSIiIiIiIiIT\nw7BOREREREREZGIY1omIiIiIiIhMDMM6ERERERERkYlhWCciIiIiIiIyMQzrRERERERERCaGYZ2I\niIiIiIjIxDCsExEREREREZkYhnUiIiIiIiIiE8OwTkRERERERGRiGNaJiIiIiIiITAzDOhERERER\nEZGJYVgnIiIiIiIiMjEM60REREREREQmhmGdiIiIiIiIyMQwrBMRERERERGZGIZ1IiIiIiIiIhPD\nsE5ERERERERkYhjWiYiIiIiIiEwMwzoRERERERGRiWFYJyIiIiIiIjIxDOtEREREREREJoZhnYiI\niIiIiMjEMKwTERERERERmRiGdSIiIiIiIiITw7BOREREREREZGIY1omIiIiIiIhMDMM6ERERERER\nkYkxqbC+cOFCfPfdd80eq6iowOLFi9GvXz+MHDkSO3fubPZ8eno6ZsyYgZCQEEyfPh1paWmtWTIR\nERERERFRizOJsC6EwHvvvYfTp0//7LmlS5eipqYGmzdvxh/+8Ae8+eabSElJAQDU1dVh0aJF6N+/\nP7Zt24aQkBA899xzqK+vb+1NICIiIiIiImoxsof1wsJCzJs3D8eOHYODg0Oz53Jzc3H8+HG8//77\n6N69OyIjIzFp0iR89dVXAIA9e/bA2toar7/+Onx9ffG3v/0Ntra22L9/vxybQkRERERERNQiZA/r\n6enp8PT0xLZt22Bra9vsueTkZHh6eqJTp07SY2FhYUhKSgIAXLhwAWFhYc3e069fPyQmJj78womI\niIiIiIgeEjO5Cxg+fDiGDx9+1+eKi4vh7u7e7DFXV1cUFBQAAIqKitCrV6+fPZ+ZmflwiiUiIiIi\nIiJqBQ89rDc0NKCwsPCuz7m5ucHa2voX31tXVwdzc/Nmj1lYWKCxsREAUF9fDwsLi589r9Vq76tG\njUb2AQbUApr6yH4qA/upPOypsrCfysJ+Kgv7qTzsqbLcax8felhPTk7G3LlzoVKpfvbcp59+ihEj\nRvziey0tLaVg3kSr1cLKykp6/qfB/M7n75WDwy9/YUBtD/upLOyn8rCnysJ+Kgv7qSzsp/Kwp+3L\nQw/rAwYMwMWLFx/ovR4eHiguLm72WElJCdzc3O7peSIiIiIiIqK2yKTHUQQHByM/P7/ZMPr4+HiE\nhIRIz/90MrnExETpeSIiIiIiIqK2yKTDupeXFx577DG8/vrruHTpEjZv3ow9e/Zg9uzZAIAxY8ag\nqqoKH3zwAbKysvCPf/wDtbW1GDdunMyVExERERERET04kwrrd7uv/aOPPoKdnR2ioqKwevVqfPDB\nBwgKCgIA2NnZ4b///S/i4uIwbdo0pKSkYM2aNfd9zzoRERERERGRKVEJIYTcRRARERERERHRj0zq\nyjoRERERERERMawTERERERERmRyGdSIiIiIiIiITw7BOREREREREZGIY1omIiIiIiIhMTLsI65zw\nXlnYTyLTxn2UyLRwn1Qe9lS52Ftl+b391LzzzjvvtEwppkEIgbVr1yInJwdarRYeHh53Xb+d2gb2\nU3mEEPjqq69QWloKtVoNJycnCCHY1zaK+6gylZeXw9raGgCg1+uhVreL7/YVq66uDubm5gDA461C\nsKfKwHOosjyMfioqrGdlZWHatGnIycnBlStXsGbNGnTq1Ane3t4wNzfnwayNYa6qfhwAACAASURB\nVD+VJy0tDVOnTsXVq1dx5swZfPPNN/D394eXl5fcpdED4D6qPJs3b8bixYtx4sQJHD16FP3794e9\nvb3cZdED+vbbb/Haa6/hxIkTSEtLQ79+/WBpaSl3WfQ7sKfKwXOosjysfioqrO/atQs6nQ7r1q1D\nZGQkrKyssGnTJlhYWCAwMJD/4NsY9lN5YmJi0KFDB6xduxYTJkxAdXU1Pv/8c3Tr1g3e3t5yl0f3\nifuosmRkZODDDz/Es88+i4EDByIuLg779++Hj48PPD095S6P7tOZM2fwySef4JlnnkHnzp1x9OhR\nHD9+nF/AtGHsqbLwHKosD6ufihrXlpGRgcbGRmg0GgDA/PnzERwcjCNHjiAuLg4A7wNpS9hP5bl8\n+TLMzMwAAA4ODnjttdfQpUsXbN++HZmZmTJXR/eL+6iyHDlyBLa2tpgxYwbGjh2LtWvXwsbGBps3\nb8a1a9cAsJ9tydGjR9GlSxdMnz4d8+fPx5dffombN28iJiYGxcXFcpdHD4A9VRaeQ5XlYfWzzYb1\nzz77DP/+97+xZcsW6TEvLy9YWFg0O2BFRUVBpVLhwIEDaGxs5LdUJor9VJ41a9bg888/x9GjRwEA\njY2NcHJygo2NDWpqaqTX/eEPf0B2djZiY2Oh1+vlKpd+A/dR5cnKykJVVZX0Z3d3d1hbW6OxsREA\nYGFhgdmzZ6OwsBC7d+8GAPbThOXn50Or1QIwfiB0cHBAhw4dYDAYAAD29vZ49tlnce7cOcTGxspZ\nKt0j9lQ5eA5VltbsZ5sbBl9eXo6FCxciIyMDTk5O+N///oebN2+iZ8+esLCwwOHDh9GjRw/4+PgA\nADp06ID8/HykpaWhc+fO6Ny5s8xbQHdiP5WnqKgI0dHRyMjIQH19PVauXInGxkaEhoaiqqoKu3bt\nwtChQ+Hs7AwA8PT0xMWLF5GRkYG+ffvCyclJ5i2gO3EfVZ4jR45g3rx5OHHiBDZs2IDOnTvDy8sL\n+fn5SElJgZeXF7p06QIA6Nq1K65cuYJLly7Bx8cHHh4evI/SxBw4cADPPPMMjh49iq1bt8Lf3x8d\nO3ZESkoKUlNTER4eLh1X/f39ERsbi5s3b6J3795wdHSUuXq6G/ZUOXgOVRY5+tnmrqzn5OSgvr4e\nn332Gd599118/vnnKC8vx7/+9S8MHToUNjY2OHLkCEpLS6X3jB8/HqWlpcjJyQHAISWmhP1UnvT0\ndFhZWWHDhg1YsWIFPv30U5w/fx7/+c9/MH36dNTW1mLnzp3Q6XTSe+bPn4+kpCQUFhbKWDndDfdR\nZampqcHq1asxe/ZsfPrppxg9ejS++OILrF27Fk888QRqampw/vz5ZqNfxo0bh5qaGqSnpwPg1XVT\nUlJSgpUrV2LOnDn4+9//ju7du+Odd97B3r17MXPmTFy+fBnnzp1rtg8+9dRTSE5ORl5enoyV0y9h\nT5WF51BlkaOfbS6sZ2VloaysTJo9OjQ0FBEREcjKysL27dvx6quv4vvvv8eZM2ekIbWdO3eGr68v\nTp8+DYAfNEwJ+6k8mZmZqKiokK6cDxs2DOPGjcPZs2dx+vRpvPnmm1i/fj1SU1OlA5aPjw8CAwNx\n6NAhOUunu+A+qiwpKSkoLi5GREQEvL29sXTpUowZMwa7d+9Geno65s2bh3379iE1NVV6T1BQENzc\n3HD+/HkA4O0qJuTcuXOorKxEdHQ0QkJC8H//93/o378/vv76a5SXl2PBggVYuXIlbty4Ib3nkUce\ngbOzM44cOQKAQcDUsKfKwnOossjRzzYR1vV6vXTg6d27NwBIN+oDQP/+/TF+/HisWrUKAQEBePzx\nx7Fr1y6cPXtWeo3BYICbm1vrFk53xX4qz50f3n18fGBtbY2LFy9Kj40ePRqBgYHS1bvw8HB8/vnn\n0qRyWq0WOp1OGnpL8uI+qjxN97h26tQJZWVlzUa2jB49GmFhYfjoo48wefJkuLq6YufOnbh69ar0\nmsDAQFy5cgUApMlzSD5N+2enTp2g0+majYSYOnUqXFxcsGLFCjz33HMAgK+++gplZWXSa8LCwqSw\nxyBgGthT5eA5VFnk7qdJ3rNeW1sLc3Nz6c9qtRoqlQparRZqtRqXLl3CzZs3MXToUADGSXCsra2R\nlJSEqqoqLFiwAPHx8YiJiUFVVRWSk5Oxd+9ezJ8/H127dpVpq9ov9lN5tFptsw/savWP3/s1NDQg\nISEBGo0GISEhAABbW1vo9XokJCTA1tYWUVFR2L9/Pw4ePAidTofExEScOHEC0dHRXCJKBtxHlanp\n3nKDwSDtow0NDcjIyEBRUREeffRRAICdnR1sbW1x9OhRODo6YtKkSdi9ezeysrIQEBAACwsLrFu3\nDo888ggGDBgg5ya1a0391Ov1Uj+Li4uRkZEBlUqFPn36ADDeI1lfX4/Tp0+jW7duGDZsGDZu3IjG\nxkb4+vrCzMwMq1evxrBhwxAcHCznJrV77Kky8ByqLKbWT5MK61evXsWf//xnHDhwAMXFxXBwcICL\niwsqKyvxwgsvoLa2Fo8++ihyc3ORkpICV1dXaW1me3t75OXl4dKlSxg3bhyGDBkCrVaL9PR0nD9/\nHq+++ipGjhwp8xa2L+yn8ly9ehVvv/02YmNjUVVVBTc3N9jY2KCiogJz5syBm5sbBgwYgPj4eFy9\nehVdu3aVvkl0c3PD2bNnUVFRgfHjxyMkJARFRUU4c+YMfvjhB7z++uvSgY9aB/dR5cnJycHZs2dh\nZ2cHCwsLaDQaqFQqZGdnIy0tDQEBAcjOzkZ6ejp69eqFDh06ADD2s7i4GGfPnsWcOXPg6emJffv2\nISYmBl9//TVKS0vxhz/8Ae7u7jJvYfvStI/Z2trC2toagPGDY9NQzJ49e+LMmTMoKSmBv78/HBwc\nAADOzs5IS0tDbm4uZs+eDXNzc2zbtg1btmxBTEwMamtr8eyzz8LV1VXOzWuX2FPl4DlUWUy1nyYT\n1q9evYqXX34Z3bt3R/fu3XHq1Cls3boVkyZNgoODA2prazFx4kRYWlrC2dkZCQkJyMzMxKBBg2Bh\nYQFzc3Pk5eXh5MmTiI6Ohrm5Ofr3749Ro0YhOjoaPXv2lHsT2xX2U3lSUlLwwgsvwNfXF9bW1jh4\n8CDOnDmDJ598EjY2NigpKcHYsWNhaWmJDh06YP/+/dBqtQgODoa5uTksLS1x7do1/PDDD5g+fTqc\nnJwwZMgQjBgxAs888wx69Ogh9ya2K9xHlUUIgU8//RSvvvoqMjMzsWXLFty8eROPPfYYAOMSia6u\nrggJCYGZmRni4uJQUlKCwYMHAwAsLS1RWlqKpKQkDBs2DL169cKYMWMQGhqKwMBAvP/++wzqrUgI\ngY8//hhvvPEGkpOTsX37dggh0LdvXwDAxIkT4eXlhb59+0KlUuHIkSOwsrKSrsTa2dkhOzsbSUlJ\niIiIQEBAAIYPHw4fHx8EBQXhww8/ZKhrZeypsvAcqiwm3U8hM71eL4QQ4siRI2LUqFGipqZGCCFE\nRUWFiIqKEgsXLhSNjY3S6w0GgxBCiJ07d4q5c+eKf/3rX9Jz33zzjYiKihLV1dWtuAV0J/ZTeZp6\num3bNhEZGSl0Op0QQoiMjAwxefJk8frrrzd7fVNPV61aJZ5++mmxceNG6bnly5eLRYsWCa1WK72O\nWhf3UWXKyckREydOFOfOnRO3bt0Se/fuFY8//rj45JNPhBBC6nOTVatWiTlz5ohdu3ZJj50/f170\n6dNHFBQUtGrt9HMZGRli3LhxIiEhQeTn54vVq1eL0aNHi/Xr1wshhCgvL2/2+rfeeks8//zzIjY2\nVnrs6NGjIjw8XFRVVbVq7XR37Kky8ByqLG2hn2Yt953E/SktLYWrq6t0j87169fh5eUlTYrh6OiI\njz76CE8++SR27tyJqVOnAjDeoK/RaDBq1ChoNBr87W9/Q3Z2Nnx9fbF161bMnz8ftra2cm1Wu8V+\nKk9lZSUcHByknqampsLT01O6V71379544403sHDhQkybNg0DBw6EEELq6cyZMwEAK1asQEZGBrp0\n6YJvv/0WixcvbnYvELUO7qPK1HQ/ek5ODhoaGuDu7g4HBweMGzcOKpUKr776KoYMGYLw8HAAxoly\nNBoNJk6ciIqKCvzzn/+Eu7s7unfvjtOnT2PYsGHSSg7U+pr6mZaWBmtra3Tt2hXOzs6YP38+zM3N\n8fHHH2PUqFHo1KkThBDQ6/UwMzPD3LlzsWrVKixfvhzOzs7w8vJCbGwsRo4cCTs7O7k3q11jT5WB\n51BlaUv9bPVh8EVFRViyZAk2btyIxMRE1NfXw8/PD/X19Vi9ejVmzJgBOzs7NDY2wsXFBbW1tfjm\nm28wZcoUWFpaQq1Ww2AwwNzcHD179kRgYCBqa2uRkpKCuXPnYs6cOa25Oe0e+6k8hYWFeO2117B5\n82ZcuXIFKpUK3t7eqKqqwrp16/Dcc89BpVJBCAFvb2/k5eVh586diIqKgkqlknpqZWWFsLAweHh4\nIC8vD/Hx8ViwYAFmzJgh9ya2K9xHlaegoACbN2+W+mJra4vMzEwcP34cs2fPho2NDQwGA3r27ImU\nlBR8//33GDt2LMzNzaUPJvb29ggODkZeXh42bNiATZs2ISEhAS+++CJvSWllhYWF2L9/P8zMzGBu\nbg4rKyukpaXh+PHjeP755wEY72nu06cPTp48icTERIwbNw7AjzPzu7i4oHv37khNTcX//vc/bN26\nFWlpaXjxxReleyqp9bCnysFzqLK0yX626HX631BXVydeeuklsXjxYnHgwAHx3nvvCX9/f3Hw4EGh\n0+lERESE+Pvf/y6EEKKhoUEIIYROpxNhYWFi06ZN0p+bfhbJi/1UnrKyMjF//nzxyiuviE2bNonF\nixeL0NBQkZKSIoqLi8X48ePFihUrhBA/9u769euib9++4tixY80eb+o5yYf7qPJs27ZNBAUFiRkz\nZoixY8eKCRMmiNLSUiGEEEOGDBFr164VQvzYz4KCAuHv7/+z/fNOhYWF4uTJk62zAdRMTEyMCAwM\nFBEREWLkyJHimWeeEUIIUVVVJfr37y927NghhBDSMMy4uDjh5+cnMjIymj3eRK/XiytXrogDBw60\n4lbQndhT5eA5VFnaaj9bNaxfv35d9O/fXyQnJ0uPffTRR2LGjBni5MmT4tChQ6J3797ixo0bQogf\n/6KWL18uIiIipPds375dLFq0SOTk5LRm+fQT7KfypKeni4EDB4rs7Gzpsddee01MnTpVpKWlifXr\n14vhw4eLoqIiIYTxoKXVasU777wjXnzxRek969evF0uWLBEVFRWtvQl0B+6jylJXVyeee+45aR6I\nsrIyMWvWLLFo0SKRnZ0tNm7cKMLCwqTXa7VaIYQQf/nLX0RUVJT0uF6vF4cOHRI3b95s3Q2gZm7d\nuiVmz54tduzYIfR6vUhNTRXjx48Xr7zyiigoKBCffPKJmDBhgvR6g8EgDAaDeP7558ULL7wgPa7X\n60VsbCzvYzYB7Kmy8ByqLG21n+rfvvbeolfx0a1bN9TW1kqPvfLKK7CxscGBAwfQpUsXDBs2DH/+\n858BGNetA4xLPtnb26O8vBwA4OPjgwULFsDLy6s1y6efYD+V59atW+jWrRv0er302Pvvv4/Kykoc\nPnwYQUFB6NatGz788EMAxuF65ubmsLOzg6WlJbRaLQCgR48eiIiIgKOjoyzbQUbcR5VFr9fj8uXL\nzZZyWrZsGQoLC7F9+3YMGDAAHTt2xHvvvQcA0pD3adOmobKyEjdu3AAA7NmzB6tXr5buzSN5VFZW\nIj8/X7pvMjAwEP/v//0/xMbG4sSJE3jkkUdgZmaGzz77DICx/yqVCqNHj0Z9fb20f3799df4xz/+\n0ey4TfJgT5WF51Blaav9fOhh/c4DjYWFBbRaLa5fvw6dTic9Nnv2bFy8eBFZWVl44403kJqairVr\n16KgoACA8aZ/Z2dnadKb0NBQDBw48GGXTnfBfipPU+8AwMPDA9nZ2dKHep1OBwsLCyxatAh79+6F\nwWDAvHnzcPDgQezevVs64JWWlsLW1lY6sA0aNAhDhgxp/Y0h7qMKZDAYAADV1dXw8fFBXV0dhHFk\nHLy8vDBlyhTExcUhNzcXf/rTnxATE4Pz589L975mZ2dDrVbD3t4egHGJqE2bNsHDw0O2bWqvxO1J\nOAGgvr4ednZ20pcqer0ePXr0QGRkJLZt2wZLS0tERkZi7dq1yM3NhZmZcU7g/Px8lJeXS5MYzZ49\nG3v37uWXozJiT9suIUSzP/McqixK6GeLTzCXlZUFMzMzWFpaAvjxm/1r167By8sL6enpOHXqFEaM\nGAEbGxsAgK+vL44fP46CggJMnz4dnTt3xqZNm7Bp0yacO3cOe/fuxbPPPotevXq1ZKl0DzIzM6FW\nq2FlZQWA/VSCtLQ0qFQq6UNBU0/Lysrg6emJuLg4nD9/HlOmTIFKpYJKpUJgYCA2bdqEhoYGREdH\nw8bGBitXrsTRo0dx6tQpadIcHx8fOTetXcrNzYWlpaX0oY/7qPI0XQG3s7PD0aNHkZubi0GDBknH\n5YCAAOzZswf19fWYNWsWKioq8O2336KkpASurq7YsmULOnbsiCeffFKaHJJX1VvP7t27YWlpCScn\nJ+mYChgnENuyZQtKS0sxYsQIAMZeh4eHY/Xq1XB1dUVkZCQuXryIb775BhYWFrC3t8f27dsRFBSE\noUOHAgD7KaOmv3v2tO3KzMyEq6srdDod1Go1z6FtnCJzaEuNpz927JgYMmSImDBhghg+fLg4cOCA\nuHXrlhBCiMWLF4vFixcLIYSorKwUffr0EV9++WWzSTTOnj0rgoKCpPtzMjMzxVdffSU++ugjkZWV\n1VJl0j3av3+/ePzxx0VERIR4/PHHxaFDh0RDQ4MwGAzS5AxCsJ9tyfHjx8XgwYPFhAkTxODBg8WW\nLVtEVVWVaGhoENHR0WLp0qVCCCGysrKEv7+/OHz4sBDix8luDhw4IEJDQ6Wfd/bsWbFq1Srx1ltv\niczMzNbfoHbu8OHDYvjw4WLWrFlixIgRYt++fdI6vX/84x+5j7ZBe/bsEa+++qpYtmyZSE5Olu45\nP3TokHjjjTeEEMZ5JYKCgqQJ45ps375dDBkyRFojdtWqVWLatGli5MiRYubMmSI/P79Vt4WE2LFj\nhwgJCREzZswQhYWF0uP79u0TH374oRBCiNjYWBEQECAuX74shPjxeLtu3ToxePBgIYTx/uU333xT\nTJ48WTz22GPiqaeeEgUFBa28NSSEEHv37hXvvfee2Lhxo/QZt+lx9rTtOXTokPD395f+bDAYRGNj\no3j55Zd5Dm1jlJxDWySs19XViZkzZ4oVK1aI69evi2XLlono6GjxySefCCGEKC4ubvb6lStXiiee\neEIkJCRIjxUVFYlhw4aJs2fPtkRJ9AAMBoMQwjgBw8SJE8W6devEjRs3xJtvvinGjh0rTRbWNLlY\nE/bT9DU0NIjZs2eL5cuXi9LSUvHhhx+KDz74QJSVlQmdTtdsQjkhhHjvvffEyJEjm33ATExMFOPG\njRMXL15s5erpp0pLS8WUKVPEZ599JnJzc8W//vUvER0dLZYtWyaE4DG3rWlsbBRvvfWWGDx4sFix\nYoWIjIwUs2bNEl988YUQwhgEYmJipGP0K6+8IiIjI6VJcJoMHDhQHDx4UPpzTU2NuH79euttCAkh\njDPwz5gxQ/Tr1098++23zZ5raGgQ69atEzExMdJj8+fPFwsWLBA6nU7qcVVVlRg0aJC0f+p0OlFW\nViYFQGpdDQ0NYunSpWLQoEHSvrpw4UJx8+ZNodVq2dM2oqkXTf773/8KPz8/sWrVKiGE8UsUIfg5\nt61Reg594LDe9A9aCCHOnz8vhg4d2mxm2Y0bN4pJkyaJffv2CSGMH0buXDJm7ty5YsmSJeLEiRNC\nCCF2794tpk2bJl0VoNZ1Zz+/+OILMXLkSOkbp7y8PBEWFiby8vKk1xgMBvbTxP10Hx04cOCvXgFv\nmpW2yciRI8Xbb78tUlJShBBCfPXVV+Kpp5762cmOWsed/dy9e7cIDw8XZWVl0mNr1qwRo0ePFkeO\nHBFC8JjbluTk5IgZM2aIM2fOCCGEqK6uFp988omYM2dOsy/MmvpZVVUlHn/8cfHvf/9bWrYtJydH\njBs3Tpw7d671N4Ca2bJlixg3bpyIi4u76/N37stCGL8gDwwMFBs3bhT19fVCCCHi4+PFqFGjpGM2\nj7vyys7OFlFRUSI9PV0IIUR+fr7w8/MT8fHxQgj2tC346ZJ4jY2NYt68eWLixInC399fGtlw53mT\n51DT1Z5yqNmDDJ1ftWoVkpOT4eXlhaioKHTu3BlVVVWoq6uTXjNq1ChkZ2dj9erVGDNmDMzMzGAw\nGKDX66HRaPDXv/4VmzdvxgsvvID+/fsjPj4eixYtgrW1Ne/VaWVN/fT29sa0adMQEBCAgQMHSpNu\n/Pvf/0anTp2wefNmDB8+HMHBwdI9WuynafrpPuru7g69Xg87OzsAwJo1a5CbmwtnZ2fMmjULHh4e\nUKlUMBgMMBgM0Gg0WLZsGdatW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n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,3,23), end=datetime.datetime(2014,3,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mzyHBrWWiBlKPP8iG0nreKqlmT2XfWfXdTjvTx4ygcHwqRRPSyB+ZHLHP0ZBh\ncKC2nZK9jWzY1UB1Y2ef/Z4oJ6dNyeDsohxy0+NMqjJyDORrrmEY7G3Zx7vVH1LcsLXP2fbs2EzO\nyzuLWRkFODUh3Umj91DrUU+tRWG9H/Sgtwa9iFmL+mk9n9bTivYqXjv4JpvqtxAyPto3KXk8C3LP\nZMqIidhtWrprIDW39/D6pkreKK6i0/tRmHLYbUwbncKpUzIoHJ9KtLs3UA2152hVQwfrS+t5b1vt\nUcP4J+Ymce6skRRNSMVhH56Ps8HqZ4evk7er3ueNynfp8H/0B5REdwILcs/kzJzTtPzbSTDUnp9y\nfOqptSis94Me9NagFzFrUT+t51g9PdhWyV/L17Lj0K7w/ew2OzPTZ3Be3lnkxueYVe6wUdnQwUvv\nH2B9aT3B0Ee/EmQke5hfmM0Z07JIiD36Ou+h+hwNGQa7DrbwzpZqNuxqwP+x2lMTo1l4ah5nTM8a\ndkPkB7ufvqCf9bWb+HvFW9R1NYS3xzg9nJ93NvNHnk60M2rA67Cqofr8lE+mnlqLwno/6EFvDXoR\nsxb103o+3tOK1hrWlK9lc8O28H633cXc7FM4J3eeJowbBPtr21jz3gE27f4oKNmAgnGpnDd7JJPz\nkz/1WmIrPEfbu3y8VVLNP4qrONT20eR0CbFuLpyTyzkzRxLlHh6h3ax+howQ25tKee3gm+xt2Rfe\nHueK5cL8BZyZMxe3wzVo9ViFFZ6f0pd6ai0K6/2gB7016EXMWtRP63E67fhcXTy26Xk+rNkUXh89\nyuHmnNx5nJ17JnGu479xyedT1dDBM2+VU7ynMbzN5bQzb0YW58/OJSPlxJa+s9JzNBgKsXFXAy99\ncICDdR9NaJgQ4+LiuaM4uygbl9PaoT0S+rm3ZR9/LX+5T2hPdCdw4ahzOD37FFy6pv2ERUI/5eRS\nT61FYb0f9KC3Br2IWYv6aS3tvg7+tv9V3qn6kODha9Kddidn5ZzO+flnE+/WBF8DranVy7Nvl/P+\ntlqOvPFHuR2cU5TDBafkkXiMoe6fxorPUcMw2L7vEGve28/uj02ulxwfxRfmj2HutEzsFp25PFL6\naRgGu5r3sqZ8LfvaDoa3j4hO5vJxl1CYNk2zx5+ASOmnnDzqqbUorPeDHvTWoBcxa1E/rSEYCvJ2\n9QesKX+F7kA30HtN+ulZc7ho1LkkRyeZXKH1eX0B/vbBQV5edzB8fbbLaefcWSNZdFo+cZ7PNsTY\nys9RwzDtVeiOAAAgAElEQVTYsb+ZZ94qZ19NW3h7XkYcXzpnPJPzk02sbmBEWj8Nw2B7UylrytdS\n0VEd3j4heRxXjF+iddqPI9L6KZ+femotCuv9oAe9NehFzFrUz6Fvb8s+ntz9HFUdNeFtZ+bN4aK8\nc0l265r0gWYYBh/sqOOpf+ylpcMH9K4zPq8giyVnjCY5/vNN3jUcnqOGYbB5TyNPvVFG7aGu8PbZ\nE9O48tzxpCRYZ9bySO2nYRgUN2zlmT1raO5pAXr/4DcvZy6XjD6fGNeJXbYx3ERqP+WzU0+tRWG9\nH/Sgtwa9iFmL+jl0tfa08ezel1hftym8LTcum+VTvsDs0VPV00FQ09TJo2t3UXqwJbxt6ugUrjxn\nHDlpJ+eSg+H0HA0EQ7y5uZrn39lHR7cfgCiXgyVnjOL8Obk4HUN/ubdI76cv6Oe1g2/wyoE38Id6\nexDrimHxmIs4I/sULe34TyK9n9J/6qm1KKz3gx701qAXMWtRP4eekBHizcr3WFO+Fm+wd2btGKeH\nJWMv4ozsU3G7nOrpAPMHQqx5bz8vfXAgvAxberKHq84bz/QxI07qtb7D8Tna5fXz7Nv7eH1TJUd+\ne8pJi+UrCyczJjvB3OI+p6HSz0PeZp7d+yKb6reEt41KyOPqSV/U0PiPGSr9lBOnnlqLwno/6EFv\nDXoRsxb1c2ip7aznsdKnKG89AIANG6dnn8KSMRcR5+59M1JPB1Z5dRt/eGkn1Y2dADgdNi6eO4pF\np+UNyEzmw7mfB+vaefSVXZRV9V7PbrPB+bNzuXzemCG71NtQ6+fu5jKe2v081Z21ADhsDi4cdQ4X\n5i/AqVnjh1w/5fjUU2tRWO8HPeitQS9i1qJ+Dg0hI8TfD77Fmn2vEAgFgMND3ictJT8ht8991dOB\n4Q8EefbtfaxddzB8tndyfjLXXjjxhJdh+yyGez9DhsFbm6t58h978fqCAKQnefjq4imMy0k0ubr+\nG4r9DIaCvF7xNi/uewX/4defnLgsrptyJTlxWSZXZ66h2E/5dOqptSis94Me9NagFzFrUT8jX1N3\nM3/a+UR4TWSnzcHC0edzft5ZOOxHn11UT0++yvoOfvvX7VQ29J5Nj3Y7WHbOOM4qyB7w5a3Uz16H\n2rw8unYXJWVNQO9Z9kWn5XPpmaOH1LXsQ7mf9V0N/KX0afa0lAO9r0WXjLmQc/PmD9tr2YdyP+XY\n1FNrUVjvBz3orUEvYtaifka29bXFrNr9LN0BLwB58SP58uRln3rNqHp68oQMg1fXV/D0m2UEgr1v\n49NGp7Bi4aRBm6Fc/fyIYRi8v72Wx17dTXdP71n2vPQ4brxsGpkDOLrhZBrq/QwZId6qep/n9r4Y\nPss+Lmk0K6YsH5ZLRA71fsrR1FNrUVjvBz3orUEvYtaifkYmX9DHk7uf5/2a9UDvtekXjTqHhaPO\nO+bZ9I9TT0+Ojm4/D/11B1vLe8/kupx2li0Yxzkzcwb8bPrHqZ9Ha2r18oeXdrLzQDMAUW4HX1k4\niVMmZ5hc2fFZpZ+1nfU8suMJDrZXAr0zxl87+UtMS51scmWDyyr9lI+op9ZyomHd8cMf/vCHA19O\nZPN6/YRCw/5vFkOe3W7D43Grnxahfkaeus56fr35d+w8tBuAEdHJ3DjjK5yWNfuEhpqqp59feXUb\nP3uimP217QDkZcTx/75USMG41EEN6qB+HktMtJO50zKJdjspPdiMPxBiw64G2jp9TBmVjMMeuUOy\nrdLPOHcsc7NmYxgGZa378YX8bKjbTE+ghwnJY4fNsHir9FM+op5ay5F+Ho+myxQRkeMqrt/KoztX\n0RP0AVCYNo1rJl+Bx+kxubLhwTAMXt9UxRN/3xNekm3BzByuPGc8LufwCB9Dhd1m46JT8xg3MpHf\nPL+NQ209/KO4irLqVr5x2TTSk4fGsPihzGF3sHjsRYxLHsMj25+g3d/B3yve4mB7JddPu4Z4d5zZ\nJYqInBC9w4uIyCcKGSHWlK/ld9sepSfow26z88XxS/jqtC8rqA+S7p4AD76wncde3U0wZBDlcnDD\nkil8+YKJCuoRbFxOIj/8yinMGDsCgIN1Hdz18Ho2lNabXNnwMTllAnec8q9MSB4HwJ6Wcv57/f9x\noK3C5MpERE6MhsGjYfBWoeFB1qJ+ms8b8PLH7X/hneoPAUh0x3Nz4VeZmT7jMw25Vk/7r6qhg589\nsZldFS0AZI2I4fYri5icn2JyZerniXC7HJwyJYMol4PSAy34AyHWl9bj9QWYkp8y6JcufBqr9jPa\nGcWcjEJ8QT/72g7gDXr5sHYTadEpZFt4eTer9nM4U0+tRcPgRUTkM2v2tvDAlj9S1VEDQH5CLjdM\nv5akqKG3fvRQVbK3kd+8sJ2ew2t4nzY1g2svnEi0W2/dQ4ndZmPhafmMzUnkwRe209zew9p1FdQ2\ndXHDkql4otTPgeawO/jC+EvIjc/hsdLV+EN+/rjjcRq6D3HRqHMi6o8mIiIfp/FzIiLSR1VHDT/b\neH84qJ+SOZN/LbpRQX2QGIbBqxsq+L+nt9DjC+Kw2/jyhRP52iVTFNSHsAm5Sdy5Yg7jRvY+j0rK\nmrj3zxtpbO02ubLhY05mEf9v1jdIdCcAsGbfWh7d+SSBw0u9iYhEGoV1EREJKz20h59vfICWnlYA\nLhl9IddO/hIuh8vkyoaHYCjEn1/dzeOv7cEwIDbaye1XFrKgaHCXZZOBkRDr5jtXFnH6tEwAKhs6\nueeRDeytbDW5suEjNz6H78y+hZzDQ+A/rN3IAyV/xBvoMbkyEZGjKayLiAgAm+u3srLkD3iDXuw2\nO9dO/hILR5+rkDhIurwBfvnUFv6xqQqAjJQYvn/dbCbmJZtcmZxMLqed6y+ezNKzxgDQ1uXnp49v\n4v1ttSZXNnwkRyfx7Zk3MXXEJABKm/fwq80P0eHvNLkyEZG+FNZFRIQPazby++2PETSCRDnc3Fxw\nPadmzTK7rGGjsaWbn/x5I9v2HQJgcn4y3792Fhla5suSbDYbF88dxc2XT8ftshMIGjy0ZgfPvFWG\nYWjiqMEQ7Yzm69Ov49TM3te5/W0H+d9NvwmPKhIRiQQK6yIiw9xble/zp52rCBkhYpwevln0dSal\njDe7rGFjX00b9/xpA9WNvWf15s3I4l+XFRAbrUsPrG7WxDTuuHoWyfFRAKx57wAP/62UYChkcmXD\ng8Pu4JrJV7Bg5JkA1HbW8fOND3DI22xyZSIivRTWRUSGsTcr32PV7mcBiHfH8a2ZN5KfkGtyVcNH\n6YFmfvp4MW1dfmzAFQvGsmLhJJwOvT0PF/mZ8fzndbPJz4gH4O0tNax8dhv+QNDkyoYHu83O0vGL\nuWT0BQA0eQ/xi00PKrCLSETQbwMiIsPUO1Uf8OTu5wBIikrkX2feFJ50SQZe8Z4Gfv5kSXjG9xsv\nm8bCU/M1R8AwlBQXxb9dVcSkvCQAivc08r9PltDdo1nKB4PNZmPh6PO4bOwioDew/3LTgzR7W0yu\nTESGO4V1EZFh6P2aDTy+6xkAEt0JfLPo62TEpJlc1fDx3rYa7n9mG4FgCLfLzreuKGDOpHSzyxIT\neaKc/OuyAmZO6H0elh5s4ad/Kaat02dyZcPH+flnc+nYhQA0eg/xC13DLiImU1gXERlmNtaV8NjO\np4Deoe/fLLqB9JhUk6saPl7bUMHv1uwkZBjERDm5/coipo5OMbssiQAup4ObLpvKvBm9I1wO1LVr\nLfZBdkH+gj6B/f7Nv6fL32VyVSIyXCmsi4gMI7sO7eVPO57AwCDOFctthTeQEaszuoPBMAxeeGcf\nf3ltDwCJsW7+4+qZjMtJNLkyiSQOu50VCyex8LQ8AOqau/nJoxvDExDKwLsgfwGLRp8PQHVnLQ9s\neRhfUCMcRGTwKayLiAwTFe3V/HbrIwSOLM9WeD3ZcZlmlzUsGIbBqtf38tw7+wBITYzmjmtmMjI9\nzuTKJBLZbDauOHscyxaMA6Clw8dPHy+mSoF90CwadR5njTwdgPLW/fxu258JhjTpn4gMLoV1EZFh\noKn7ECtLfo832IPD5uBr068lL36k2WUNC0eC+ivrKwDITo3ljmtmka411OU4Ljo1j68snIQNaOv0\ncZ8C+6Cx2Wx8cfwSZqUXALC9qZQndj2DYRgmVyYiw4nCuoiIxXUHvKzc8kfafO0AfHnyMianTDC5\nquHBMAyeeqMsHNRz0+P4j6tnhtfVFjmeeQXZrFikwG4Gu83OtVO+FH69fK9mPX+veMvkqkRkOFFY\nFxGxsJAR4uHtf6G2sw6Ay8ddzJzMIpOrGh4Mw+DpN8t5+cODAIxMi+X2KwuJ87hMrkyGmnkzFNjN\n4rQ7uX7a1WTGZgDw3N6XKGnYbnJVIjJcKKyLiFjYC2Uvs62pFIC5WXM4N3e+yRUND4Zh8Ozb5bz0\nwQEActJiuX15EfExbpMrk6Fq3oxsVmhIvCk8Tg83zfgKca5YDAwe3v4XKtqrzS5LRIaBiAjrtbW1\n3HjjjcyaNYtzzz2XRx55JLxvx44dLFu2jMLCQq644gq2b+/718w1a9Zw/vnnU1RUxC233EJzc/Ng\nly8iEpE+rNnIqwffAGBM4ii+NPFybDabuUUNE8+/s4817/UG9ezUWL5zZREJCuryOc0rUGA3S6on\nha/PuA6nzYEv5OehrY/QqSXdRGSARURY/+Y3v0lsbCzPPvss3/3ud/nFL37Ba6+9Rnd3NzfccANz\n5szhmWeeobCwkK9//et4vV4AtmzZwve//31uvfVWVq1aRWtrK3fccYfJRyMiYr6K9mr+sutpAJKj\nkrhh+rW47E6Tqxoenn9nHy+8ux+ArBExfGd5EQmxCupychwrsNc1KzQOhjGJo7hq0hcBaPI28/CO\nxwkZIZOrEhErMz2st7W1UVJSwk033UReXh7nnnsu8+bN44MPPuCll17C4/Hwne98hzFjxvC9732P\n2NhYXn75ZQAee+wxFi5cyJIlS5gwYQL33Xcfb775JlVVVSYflYiIeboDXn6/7VECoQAuu5Ovz1hB\nvFtLhA2Glz88yPOHl2fLTInh35YXkaigLifZkcAOvYH9f57YTHN7j8lVDQ+nZs1ifs5cAHY07eLl\n/X83uSIRsTLTw3p0dDQej4enn36aQCBAeXk5mzZtYvLkyZSUlDBr1qw+9585cybFxcUAbN68mTlz\n5oT3ZWZmkpWVRUlJyaAeg4hIpDAMg8dKV9PQ3QTAsgmXkxufbXJVw8O7W2t48h97AUhP9vCd5UUk\nxmnWdxkY8wqyueq88QA0tnr5+arNdHT7Ta5qePjC+MXkJ+QC8NK+19jetMvkikTEqkwP6263mx/8\n4Ac88cQTFBQUsGjRIubPn8/SpUupr68nPT29z/1HjBhBXV3vrMYNDQ1H7U9NTaW2tnbQ6hcRiSRv\nVr1Hcf0WAE7NnMXcrNkmVzQ8bN7TyB9f6p3ILynOze1XFmp5Nhlw583OZckZowCoauzkl0+V0OML\nmlvUMOCyO/natC+HJ5x7ZMfjtPS0ml2WiFhQRFzAWFZWxjnnnMP111/P7t27ufvuu5k7dy5erxe3\nu+/wQbfbjc/nAzju/hPlcJj+Nws5CY70Uf20BvWz/w62VfHMnjUAZMdmcPWUL+ByOkyu6iNW7Wnp\ngWYeeH4bIcMgNtrJv109k8wRsWaXNeCs2s+hZunZY+n2BXl1fQVl1W3c/9xW/nVZIS5n//qifvZP\nWlwK18+4ml9u/C2d/i4eK32KW2d+FbstMn5+6qf1qKfWcqJ9ND2sv//++6xevZq33noLt9vNlClT\nqK2t5YEHHiAvL++o4O3z+YiOjgYgKirqU/efqIQEz+c7CIko6qe1qJ8nxhf088gHTxA0gkQ53Nw+\n/+tkJqSYXdYxWamn5VWt/OKpEvyBEFFuBz/82lwmjYrMn/tAsVI/h6pblhXhDxm8sbGSbeWH+MPf\nSvnONbNx2Pu/+oP6eeLOSC6ivOM8/rrrNXY07eaDhnVcPPFcs8vqQ/20HvV0eDE9rG/fvp1Ro0b1\nOUM+efJkfvOb3zB79mwaGhr63L+xsZG0tDQA0tPTaWxsPGr/Pw+NP562tm6CQc3mOdQ5HHYSEjzq\np0Won/3z1K4XqGyrAWDphEuIDSbQ3BxZSzpZrad1h7q455ENdHkDOOw2bl06nYzEqIj7uQ8Uq/Vz\nqLv2ggm0tHnZvKeRd0uqcds3smLRpBNerlH9/GwuzD2PzdU7qGiv5rGSZ8nz5DEyAuYJUT+tRz21\nliP9PB7Tw3p6ejoHDhwgEAjgdPaWU15eTm5uLoWFhTz44IN97l9cXMxNN90EQGFhIRs3buSyyy4D\noKamhtraWgoKCvpVQzAYIhDQg94q1E9rUT+Pb3dzGX8/8DYAU0ZM5PTMUyP6Z2aFnrZ09PDfj22i\ntbN3dNf1F09mSn7KkD+uz8IK/bSKG5dM5eerNrO7spV/FFcRH+Pisnlj+vU91M/+sWFnxZTl/Nf6\nX+IPBfjdlsf499m34XK4zC4NUD+tSD0dXky/6OGcc87B6XTy/e9/n/379/P666/z4IMPcu2113LB\nBRfQ3t7OT37yE8rKyrjnnnvo6urioosuAmD58uU8//zzrF69mtLSUv793/+dBQsWkJOTY/JRiYgM\nju5AN3/asQoDg1hnDNdMuuKEz6TJZ+P1BfjFkyU0tnoBuOq88Zw2NdPkqkTA7XJw2xcLyEvvXarx\nhXf38+7WGpOrsr7M2Ay+MG4xADWddVrOTUROGtPDelxcHA8//DANDQ1cccUV/Pd//zc333wzV1xx\nBXFxcTz44INs2LCBpUuXsnXrVh566KHwNemFhYX86Ec/4v777+eqq64iKSmJn/zkJyYfkYjI4Hlu\n70s097QAcOWkL5AYlWByRdYWChn85vntHKzvAOCS00dx3uxck6sS+UhMtJNvXlFASkLvagQP/62U\nnfsPmVyV9c3LOY1Jyb1L6b1y8A0q26tNrkhErMBmGIZhdhFma27u1HASC3A67SQnx6qfFqF+Ht/e\nln3876YHAJiVXsC/TLva5Io+nRV6+tiru/n7xkoA5k7N4KuXTBm2Ixms0E8rq6zv4N7HNtLdE8QT\n5eS7X55FTuonr1Kgfn5+jd2H+PGH/4Mv5CcvPofbZ92Cw27Oihzqp/Wop9ZypJ/HY/qZdRER6T9/\nKMDjpU8D4HF6+OKEJSZXZH2vbqgIB/UJuUmsWDh52AZ1iXwj0+P4xmXTcdhtdPf0XrrR2tFjdlmW\nlupJYfHY3ks1D7ZX8XrF2yZXJCJDncK6iMgQ9NqBN6jtqgfg8nGLSHDHm1yRtW3e28gTf98DQEay\nh1u+ML3f61iLDLapo1P48oUTAWhq8/LL1Vvo8QVNrsrazh55BqMS8gB4cd8r1Hc1HucrREQ+mX7T\nEBEZYuo668MTGI1LGs3crDkmV2RtB2rbefD57RgGxHlcfGtZAXGeyJjpWeR45hdkc8np+QDsr23n\nt3/dTig07K+AHDB2m52rJ30Rh82BPxRg9Z4XzC5JRIYwhXURkSHEMAye3P08ASOI0+Zg+cSl2G16\nKR8oh9q8/HJ1CT3+IE6HjVu+MJ2M5BizyxLpl8vnjeHUKRkAFO9p5InX95hckbVlx2Vybt58ALY3\nlbKtcafJFYnIUKXf8EREhpBtTTspbe79Rfu8/LPJjE03uSLr8voC/HL1Flo6etdS/5eLJzMhN8nk\nqkT6z2az8S+LJjNhZCIAr22o5K0SzVY+kC7MP4dEd+/qHKv3vIA/FDC5IhEZihTWRUSGiEAowDN7\n1gCQFJXIBfkLTK7IugzD4Pcv7qTi8BJtl80bzWlTtJa6DF0up51bls4gLal3+dtH1+5ib2WryVVZ\nV7QzisvHXQxAQ3cTrx98y+SKRGQoUlgXERki3qx8j/ru3smKLh27kCiH2+SKrGvN+wfYuKsBgNOm\nZLD49FHmFiRyEsR5XNy6dAZRbgfBkMGvn93KoTav2WVZ1uyMQsYmjgbg5f1/p9nbYnJFIjLUKKyL\niAwB7b4O/rb/NQDyE3KZnVFockXWtXlvI8+9VQ5AfkY8KxZO0hJtYhkj0+L42iVTAGjr9PGrZ7bi\n82uG+IFgs9m4YsKl2LDhC/l5ofxls0sSkSFGYV1EZAhYs+8VugO9Z8CuGL9Ek8oNkJqmTn77wnYM\nID7GxS1fmI7b5TC7LJGTauaENC47s/eM74Hadh5+uRTD0AzxAyE3Ppszsk8BYH1tMVUdNSZXJCJD\niX7bExGJcPVdDbxXvQ7oHVY5OjHf5Iqsqcvr5/+e3orXF8Rht/GNy6YxIjHa7LJEBsQlZ4xi1sQ0\nAD7YXsdLHxwwuSLrWjT6fFx2FwYGL5T9zexyRGQIUVgXEYlwL+57lZARwmFzsGTMRWaXY0mhkMFv\n/7qDukNdACw/bzwT85JNrkpk4NhtNq6/eDIj02IBePLve9lYWmdyVdaUGJXAgtwzAdjWVMreln0m\nVyQiQ4XCuohIBKvuqGVjXQkAZ2SfyghPiskVWdOzb5ezpawJgPkFWSwoyjG5IpGBF+12cuvSGcRG\nOzGA+x7dQE1Tp9llWdL5eWcT4/QA8HzZS7rsQEROiMK6iEgEW7PvFQwMXHYnF406x+xyLGlDaT0v\nvt87BHhsTgJXnz9RE8rJsJGW5OEbl03DbrPR6Q3w66e30qMJ5066GJcnvNxmeesBtjXtNLkiERkK\nFNZFRCLUgbYKShq2ATB/5OkkRiWYXJH11DR18vuXen9pTopzc/Pl03E59dYow8vkUSlced44ACrq\nO3h07S6d+R0AZ408g6SoRABeKHuZkBEyuSIRiXT6jUREJEL9tXwtANGOKC7IW2ByNdbT4wuy8tlt\n9ByZUO7y6STFRZldlogpLjwljzNmZAPw3rZa3iypNrki63E7XCwcdS4A1Z21bG3U2XUR+XQK6yIi\nEWhf60F2HtoNwILcecS5Y02uyFoMw+DRV3ZR1dh7fe6yBeMYl5NoclUi5rHZbNz2pUIyU2IA+Mur\nu9lf22ZyVdZzatbs8Nn1tftf1wgGEflUCusiIhHo1YNvABDtiOac3HnmFmNBb2+p4b1ttQDMnpjG\nebNHmlyRiPliol3c+sUZuJ12AkGDlc9uo6Pbb3ZZluKyOzkv7ywADrRXUNq8x+SKRCSSKayLiESY\n2s668LXq83JOI8blMbkiazlQ286fX+kdtZCR7OEriyZrQjmRw3LT47j2ookANLZ6+d2aHYR09vek\nOiP7FOJcvaOl1u5/3eRqRCSSKayLiESYVw++CYDT5givzSsnR5fXzwPPbSMQDOFy2vnG5dPxRDnN\nLkskopw+LYuzDy9fuKWsKbxagpwcboebc3PnA7CnpVzrrovIJ1JYFxGJIM3eFtbXFgNwatYszQB/\nEhmGwe9f3El9SzcA11wwgdz0OJOrEolMy88dz6jMeACee7ucHfsPmVyRtcwbORfP4XXXdXZdRD6J\nwrqISAR5veJtgkYQG7bwdY1ycqxdV0HxnkYAzpyRxbzDM1+LyNFcTjvfuGwasdFODAN++8J2Wjt6\nzC7LMjzOaM4eeQYAOw7toqqjxuSKRCQSKayLiESITn8X71Z/CEBh2jTSY9JMrsg6yqpaWf1GGQAj\n0+K45vwJJlckEvlSkzx8bfEUANq6/Lp+/SQ7e+QZOO29l+G8UfGuydWISCRSWBcRiRDvVn9IT9AH\nwPn5Z5tbjIV0eQM8+MJ2QoZBlNvBzZdPw+1ymF2WyJAwY2wqF8zJBWD7/mZe/vCgyRVZR5w7ljkZ\nRQCsr9tEh6/T5IpEJNIorIuIRICQEeLtqg8AGJs4mvyEXJMrsgbDMPjT2lIaW70AXHvhRDIOryMt\nIifmi2ePJf/w9evPvlVOWXWryRVZx5FJRP2hQHhklYjIEQrrIiIRYHtTKYe8zQCcNfJ0k6uxjne2\n1rBuZz0AZ0zLZO7UTJMrEhl6nA47N146lSi3g2DI4MHnt9PlDZhdliXkxGUxPmkMAG9VvU8wFDS5\nIhGJJArrIiIR4M3K9wBIdMdTmDbN5Gqsoaapk8de/Wg99at0nbrIZ5aRHMO1F360/vqf1pZi6Pr1\nk+Lsw2fXW3pa2dywzeRqRCSSKKyLiJisrquBnYd6Q+UZOafhsOt66s/LHwjx4PPb8flDOOw2vn7p\nVK2nLvI5zZ2ayRnTekenrNtZz9tbNIP5yTAjdQojopMBeKPyHZOrEZFIorAuImKytyvfB8Bus3Nm\n9qkmV2MNq98o42B9B9B7ve2oTK1XL3IyXH3BhPC8D395dTdVjZoU7fOy2+zMP3z5U3nrAQ62VZpc\nkYhECoV1ERET9QR9fFC7Aehdri0xSqHy8yrZ28irGyoAmDYmhfPnaLI+kZMl2u3kpkun4nTY8AVC\nPPj8Nnx+XWf9eZ2edQouuwuAd2vWmVyNiEQKhXUREROtr91Ed6B3pvKzRp5hcjVDX0tHD79/cScA\nCbFurr94CnabzeSqRKwlLyOeKxaMA6CyoZPVb5aZXNHQF+PyUJQ+Hf4/e3ce31Z553v8cyRZsuR9\njR0njhM7C4QEZ2ULkAABUihLQ2gLnekyd+irLfT23jvcwrQzHTpAGehMp9PSjSm9nVI6JCGUlq1A\nCBB2CCEJ2e1sjuPdjlfJsqRz/zi2YidkcWL7aPm+X6+8Imv9KieS9dPzPL8H+KD+I4L923iKSHJT\nsS4iYqO3Dr0PwPi0IsqzyuwNE+cipsmvn91Ol78PgL+99myy0tw2pxJJTFfMm8Ds8jwAXv7gIFv3\nttqcKP5dWLwQgEA4wMbGLTanEZFYoGJdRMQmh7rq2d9pTde+cPxCDI0An5F1H9ZGC4arF5Yyc3Ku\nzYlEEpdhGHz5U2eR7rWmbv/62W3RL8rk9FRkT6bQmw/AW5oKLyKoWBcRsc279RsAq7nQ/HGVNqeJ\nb3Ut3axaVwXAhII0brxkis2JRBJfVpqbLy+bAcDhriC/+8tObed2BgzD4ILiBQBUHd5LY0+TzYlE\nxDvTEVUAACAASURBVG4q1kVEbBCOhHmv/kMAZuWdRYY73eZE8SsUjvDIn7cRDEVwOQ3+9tMzSXHp\n15vIWJgzrYCLZxcD8P6ORt7Z1mBzovh2XvE8HIb1/vV23Qc2pxERu+nTjIiIDba37qIj2AnAecXz\nbU4T3555ax/76q1/yxsvmcLEQn3xITKWPnf5VAqyUwF47MVdtLQHbE4Uv7I8mczMmw7Au3UfEI6o\n075IMlOxLiJig3f6p8Cnp6RxTt4Mm9PEr+pD7Tzz1n4Apk3M5qoFpTYnEkk+Xo+Lv/30TAwD/L0h\nfv3sNiKaDn/aBhrNtQc72dqyw+Y0ImInFesiImOsu6+HLU1bAVhQNAenw2lzovjUGwzzn3+2ioJU\nt5P/cc1ZOBxq0idih4qSLK65oAyAHQcO8+J7NfYGimMz82aQ6c4A4L2GjTanERE7qVgXERljGxo+\nImRaUxvPL9IU+NO1cl0VDW1+AG65Yhr52V6bE4kkt+suKmNSkVVkrnm9mprGLpsTxSenw8m8wnMB\n+Lh5G4GQlhWIJCsV6yIiY+zd/sZyE9LHMyFjvM1p4tPm6hbWbawFYO60Ai6aVWRzIhFxOR3c9umz\ncbschMImj/x5G6FwxO5YcWle/w4hfZEQm5u32ZxGROyiYl1EZAy1+FvZ13EAsKbAy/B1+fv4zXPb\nAchMc/PXV0/XHvUiMaI4L40VSyoAONjUxZ/f3GdvoDhVljmRvNRcwJqNJSLJScW6iMgY2ti0JXp6\nbuFsG5PErz+8vIv27iAAX1o2g0yf2+ZEIjLYkrklzCjNBuDZt/ezr77D5kTxxzAM5o2zpsJva91F\nd1+PzYlExA4q1kVExtCHDZsBmJxZSm5qjs1p4s/G3U28vdXax/miWUVUVuTbnEhEjuYwDL78qbPw\npDiJmCa/fnY7fSFNhx+u+f1T4SNmhI8at5zk2iKSiFSsi4iMkRZ/K/s7rQ7JczSqPmxd/j7+64Wd\nAGSnu/n85VNtTiQix1OQ7eXmy6zp8LVN3fzpzb02J4o/49OKKPIVAvBB4yab04iIHVSsi4iMkQ8b\nN0dPzymcZWOS+HT09HdfaorNiUTkRBZXjuesSdYMouffOcDeOk2HHw7DMKKj67vbqmnv1b+fSLJR\nsS4iMkY29k9j1BT44Tt6+vvsck1/F4l1hmHw5U/NwOMePB0+bHesuDK3f926iTnkC18RSQ4q1kVE\nxkDzoCnwaiw3PJr+LhK/8rO8fLZ/Ovyh5m6efmOfvYHizDhfARMzSgD4UFPhRZKOinURkTGwccgU\neBXrw/GHl3dr+rtIHLv03PHMLOufDv/ufqoPtducKL7MLbB+Z+xtP0BnsMvmNCIyllSsi4iMgcFT\n4HNSs21OEz8+2t3M21vrAU1/F4lXhmHwpWVnkep2YprwqKbDD8usgrMBayr8lubtNqcRkbEUE8V6\nMBjknnvuYeHChSxatIgf/ehH0cu2bdvGzTffTGVlJStWrGDr1q1DbvvMM8+wdOlS5syZw+23305b\nW9tYxxcROaG2wGF1gT8N3YE+fvuXHYCmv4vEu7ysVD7X/xqua+nhT2/uszdQHCnyFVLgzQNgS/M2\nm9OIyFiKiWL93nvv5e233+bRRx/lhz/8IStXrmTlypX4/X5uu+02FixYwJo1a6isrOSrX/0qgUAA\ngM2bN/Pd736XO+64gyeeeIL29nbuvvtum5+NiMhQH7ccGQk5t2CmjUniy3+v3U17l6a/iySKi2cX\nH5kO/84BDjR02pwoPhiGwax8a3R9e+suguE+mxOJyFixvVhvb29nzZo13HvvvZxzzjmcf/75fOUr\nX2HTpk0899xzeL1e7rzzTqZMmcJ3vvMd0tLSeOGFFwD4/e9/z7Jly7juuuuYNm0aDz30EK+99hq1\ntbU2PysRkSM+7p+2WOQrJL9/dERObOu+Vt7cYk1/v/AcTX8XSQSGYfDXV8/AneIgYpr85rkdhCMR\nu2PFhdn9xXpfpI+dbbttTiMiY8X2Yn3Dhg1kZGQwf/786Hl/+7d/y3333cemTZuYN2/ekOvPnTuX\njRs3AvDRRx+xYMGC6GVFRUUUFxezaZO6ZYpIbAiGg+xsqwLgnPyzbE4TH3r7wvz2eWv6e6YvJTp1\nVkTiX0G2l89cUg7A/oZOXny/xuZE8WFKVhlpLh8Am5s0FV4kWdherNfU1FBSUsIf//hHli1bxhVX\nXMHPfvYzTNOksbGRwsLCIdfPy8ujocHaa7epqemYy/Pz86mvrx+z/CIiJ7KrrZq+SAiAc/JUrJ+K\nP67fQ3O7tdzplqXTSPdq+rtIIrli3gSmjM8E4I/r99LQ1mNzotjndDiZmT8DgC0t24iYmpEgkgxc\ndgfo6elh3759rFq1igceeICmpib+8R//EZ/PRyAQwO12D7m+2+0mGLTWMJ7s8lPldNr+nYWMgIHj\nqOOZGBLleG5ttUaIfS4v0/Im43TE9/M5E6dyTPcc6oiOtFVOzeeCc4owDGNM8snwJMprVCxjfTz/\nx7Vn8w//+S59oQj/9cJO7vrCXL3WT2LOuHN4r/5DOoNdHOyuZUr2pONeV6/PxKNjmlhO9TjaXqw7\nnU66u7v513/9V4qKigCora3l8ccfZ/LkyccU3sFgkNTUVAA8Hs8JLz9VmZneM3gGEmt0PBNLPB9P\n0zSjxXrl+Jnk52XanCg2HO+YhsIRfvvoe5gmeD0uvvnZueTmxO/xTxbx/BqVY43V8czJSWPF5dP4\n75d2sn1/G+/vauGq849ffApcmD6HX295nFAkxM7OXcybfPZJb6PXZ+LRMU0uthfrhYWFeDyeaKEO\nMHnyZOrr6znvvPNoamoacv3m5mYKCgqit21ubj7m8qOnxp9MR4efcFjTieKd0+kgM9Or45kgEuF4\nHuw8REuPtZ3kjKxptLV125zIXic7pn9+cx97D3UAsGJJOS4iSf9vFssS4TUqR9hxPJfOK+H1jQc5\n1NzNo3/6mKnjM8jJ8IzJY8er6TnlbG3ZybsHPmLZxKXHvZ5en4lHxzSxDBzPk7G9WK+srKS3t5f9\n+/czaZL1jWp1dTUTJkygsrKSX/7yl0Ouv3HjRr72ta9Fb7thwwZuuOEGAOrq6qivr+fcc88dVoZw\nOEIopP/0iULHM7HE8/H8qMFqAmRgMD17atw+j5H2Sce0vrWHp17fA0BFSRaXnDte/15xIp5fo3Ks\nsTyeBta2jD/43QZ6ekP8v+e2c/tnZmk6/Amck3c2W1t2UtfdQGNXC7mpOSe8vl6fiUfHNLnYvuih\nrKyMSy+9lLvuuosdO3awfv16HnnkEW655RauvPJKOjs7uf/++6murubee++lp6eHq6++GoDPf/7z\nPP3006xevZodO3bw7W9/myVLllBSUmLzsxIRga39+6tPyZpEekqazWliV8Q0+e3zOwiFI7icBl9c\nNgOHPqyLJIWKkiwumzcBgI27m9mws+kkt0huZ+dNi57e0aot3EQSne3FOsAPf/hDJk2axK233srd\nd9/NF77wBW699VbS09P55S9/yQcffMDy5cvZsmULjzzySHRNemVlJd///vd5+OGHueWWW8jOzub+\n+++3+dmIiEBXsJu97QcAdYE/mfWbDrGz5jAA115QRkm+vtgQSSbLL51CXqY1/f33L+2iJxCyOVHs\nyvfmkZ+aC8D21l02pxGR0Wb7NHiA9PR0HnjgAR544IFjLps1axZr1qw57m1vuOGG6DR4EZFYsb11\nFyYmQHS7HTlWe1cvK9dVA1CSn8anLlCDKZFkk+p28VdXTeffV22mvTvImter+cKV0+2OFbNm5E3j\njdp32NlaRcSM4DBiYuxNREaBXt0iIqNgZ1sVAFnuDManFZ3k2snrD2t34+8NYQBfXDYDl7akEUlK\ns8vzmT/DahC87sNa9vQ3m5RjnZUzFYDuUA81nbU2pxGR0aRPRSIiI8w0zWixPi2nQs2SjuPjvS28\nt70RgEvnlFBRkmVzIhGx0+cvn4rX48QEfvvCDsIRNdH6JNNyKjCwfq9o3bpIYlOxLiIywloCrbQG\nrC3bpudU2JwmNgX7wjz2F2u9ZaYvhZsunWJzIhGxW06Gh89cUg5ATWMXL71/0OZEscmX4qUscyKg\nYl0k0alYFxEZYTtbq6Knp+eqWP8kz7y9n8bDfgA+d/lUfKkpNicSkViwZE4Jk4szAfjjG3tobvfb\nnCg2zci1psJXt++jNxy0OY2IjBYV6yIiI2xgCnyBN++ke+Amo9rmbp5/Zz8AZ5flcN7Z42xOJCKx\nwuEw+OLV03EYBsG+CI+/tBvTNO2OFXNm5FpbuIXNMFWH99icRkRGi4p1EZERFDEj0WJdU+CPZZom\nv31uO+GIicvp4K+umq41/SIyROm4DJYusPZe/6iqmQ93NducKPZMziwl1Wltd6ct3EQSl4p1EZER\nVNfdQFdfN2A1AZKh1r5fw44D/XuqXziJcTk+mxOJSCy6ftHk6N7rj7+8C3+v9l4fzOlwMjXHWt+v\ndesiiUvFuojICNo56EPTtP4PUmLp7Any6J+3AlCU62PZedpTXUQ+Warbxa1Lrb3W2zp7eWq9pnof\nbWDdel13A4d7221OIyKjQcW6iMgIGpgCX5JeTIY73eY0seWJtVV09liNkP76qumkuPQrSESOr3Jq\nPvOmFQCwdsNB9td32pwotszo328dYHebvswQSUT6pCQiMkLCkTC7+xv9aL36ULtqDvP6pkMAXDSr\nmBmT1HhPRE7ulqXT8LidmCb87sWdRNRsLmqcr4CMFOtL4ar2vTanEZHRoGJdRGSE7O88GN1CR8X6\nEaFwhN+9uBOADF8Kn79i6kluISJiycnwcP1FkwHYc6iD9f1f+gkYhkF5dhkA1YdVrIskIhXrIiIj\nZFf/FHiH4aAie4rNaWLHKxsOUttkNd374jVnk5nmtjmRiMSTK+ZPoCQ/DYDVr1bT5e+zOVHsGPhd\nM7i5qYgkDhXrIiIjpKp/ZKM0YwKpLo/NaWJDW2cvf3zD+neZMj6TpQvVVE5EhsfldPCFK619xbsD\nIVa/Wm1zotgxMLIOsOfwPttyiMjoULEuIjICImaEve0HAJiSpYJ0wKp1VQSCYQzgr6+egcOhPdVF\nZPiml+ZwwcxxAKzfdIjqQ+p+DjAhfXx0v3WtWxdJPCrWRURGQF13A4FwAIDyrDJ7w8SI7fvbeGdb\nAwCXzilhyvhMmxOJSDy7eUkFXo8TE3jsL7uIRNRszmE4mNz/BXG1RtZFEo6KdRGREbCnfV/09JRB\n0xKTVSgc4bH+pnLp3hQ+c4nW8IvImclK93DjxdZ7yf6GTtZtrLU5UWyoyLYa8B0Y1ORURBKDinUR\nkRFQfXg/APnePDLdGTansd/LHxykrqUHgJsWl5PuTbE5kYgkgiVzSygttLYrW/P6Htq7VZyWZ1nF\nurUca7/NaURkJKlYFxEZAQMj65oCD60dAZ4e1FRu0eximxOJSKJwOhx84arpAPh7Q6xeV2VzIvuV\nZU7EZTgBbeEmkmhUrIuInKH23g5aAq2AmssBrFxXRW+f1VTur66cjsNQUzkRGTkVJVnRLwHf/Lie\nXTWHbU5krxRnCqWZEwGoGrQkS0Tin4p1EZEzVD14vXqSj6xv29fKe9sbAVg8t4RJRVoSICIj76bF\n5aSlugB47MVdhCMRmxPZa2Dd+r72/YQjYZvTiMhIUbEuInKGBqbAe11eitIK7Q1jo1A4wu9f2gWo\nqZyIjK5Mnzv6HnOwqYvXPzpkcyJ7DRTrwUgfBzrVeE8kUahYFxE5Q3v6m8tNyZqEw0jet9W1G440\nlVuxuJy0VDWVE5HRc2llCRMHNZvr8vfZnMg+U7ImYWAtOarWfusiCSN5P1WKiIyAYDhITZc1ipHM\nU+Dbu4P86U3rA+Lk4kwuUlM5ERllDofBLVdMBaA7EOKP6/fYnMg+XpeX4rRxAOzvqLE5jYiMFBXr\nIiJnYF9HDRHTWitZnsTN5da8Vo2/11onecvSqWoqJyJjYnppDgvPspYfrdtYS01jl82J7DOpv8mc\ninWRxKFiXUTkDAysV3cYjugHpWSzr76DNzbXAXDhOUWUj8+yOZGIJJObl1TgdjkwTXj8pV2Ypml3\nJFsM/A5qCbTR0dtpcxoRGQkq1kVEzsCedmu9+sSMEtxOt81pxp5pmvz+pV2YgMft5KbF5XZHEpEk\nk5uZyjUXWDObdtYc5v0djTYnskfZoC+MNboukhhUrIuInCbTNKMfiMoyS21OY493tjZQXdsBwHUX\nlpGd7rE5kYgko6vPKyU/KxWAleuq6O1Lvu3LxqcVkeKwtrPb265iXSQRqFgXETlNbb2H6errBmBS\nxgSb04y9QDDEqlerACjM8XLF/ORcBiAi9ktxOfnc5VazudaOXp5/Z7/Nicae0+FkQnoJoJF1kUSh\nYl1E5DQd6DgYPT0pM/mK9Wff3s/hriAAn7t8Kiku/UoREfvMmZrPzLIcAJ575wBNh/02Jxp7A1Ph\n97YfSNq1+yKJRJ+sRERO0/5Oq1j3ON0U+gpsTjO2Gtt6+Mt7BwCYNSWPc8vzbE4kIsnOMAw+d8U0\nHIZBKBxh5StVdkcacwNN5rr7emjsbrY5jYicKRXrIiKnqabT2l99YkYJDiO53k6feKWKUNjE6TD4\n3OUVGNqqTURiQEl+GpfPs2Y6bdjVxLZ9rTYnGluDdyWpat1nXxARGRHJ9elSRGSEmKYZnQZfmmTr\n1T/e28LG3daIzRXzJ1Ccl2ZzIhGRI65fVEaGLwWAP7y8m1A4YnOisVPgzcPn8gJQ1ZJ86/ZFEo2K\ndRGR09ASaKM71AMkV7EeCkf4w8u7Acj0pfDpCyfbnEhEZChfagrLL7W2kaxt7mbdxlqbE40dwzCi\no+saWReJfyrWRUROw4HOI83lSpOoudwrH9ZS12J9SbF8cTm+VJfNiUREjrVodjFlRRkA/HH9Xjp6\ngjYnGjsDxfretgOEI8m3hZ1IIlGxLiJyGgamwKc6UynwJkdztY6eIE+/sReAycUZXDSr2OZEIiKf\nzGEY3LJ0GgD+3hBrXttjc6KxM9ARPhju41BXvc1pRORMqFgXETkNA53gS5Ooudya1/bg7w0BcEt/\nx2URkVhVUZLFBTOLAFi/6RD76zttTjQ2SjOONJnbq/3WReJacnzCFBEZQaZpUjNQrCfJFPj99Z2s\n33QIgAvPKaK8JMvmRCIiJ7diSTketxMT+MPa3Umx93iWJ4Pc1GwA9rUfsDmNiJwJFesiIsPU5G/B\nHwoAydFczjRN/vDyLkzA43Zy0+JyuyOJiJyS7HQP15w/CYBdNYf5cFeTzYnGxsC69ZqO5GmuJ5KI\nVKyLiAzT4OZyk5JgZH3DziZ2HWwH4NoLJpGd7rE5kYjIqbtywUTyMq33rZXrqugLJf5WbhMzxgNw\nqKteTeZE4piKdRGRYRpoLudzeclLzbU5zejqC0VY9WoVAHmZqVy5YOJJbiEiElvcKU5uWlwBQNPh\nAGs3HDzJLeLfhP5iPWSGaehJjtkEIolIxbqIyDAdiDaXm4CR4E3W1m44SNNha8r/iiXlpLicNicS\nERm+hWcVUl6SCcCf30r8rdwGRtYBDnYdsjGJiJwJFesiIsMQMSPUdFprABO9uVxHT5A/v2Vt1VZe\nksmCGYU2JxIROT2GYfC5y6cC4O8N8/T6vTYnGl05qdmkpXgBFesi8UzFuojIMLQG2giEewGYkJ7Y\n+4w//cZe/L3WWsfPXT414WcRiEhiKx+fxflnjwPg1Y9qqW3qsjnR6DEMg7Ica9lSbWedzWlE5HSp\nWBcRGYbariMfekrSx5/gmvGttrmb1zZaozHnnz2O8vHaqk1E4t/yS8tJcTkwTXjilSq744yqSVkl\ngDWyngxb1okkIhXrIiLDMFCspzhcFHjzbE4zep54ZTcR0yTF5WD5pdqqTUQSQ15WKlctLAXg472t\nbK5usTnR6BkYWe/q66Yj2GlzGhE5HSrWRUSGobarHoDitHE4HYnZbG3LnhY+3tMKwFULJ5KXlWpz\nIhGRkfOp80vJSncD1heToXBibuVWln2kr4rWrYvEJxXrIiLDcKjbGlkfn6Dr1cORSHRqaFaam0+d\nP8nmRCIiIyvV7eIzl0wBoK6lh9c+SsxCtiSzCIdhfdTXunWR+KRiXUTkFAXDQZp6rCmTJWlFNqcZ\nHa9/dIhDzd0A3HjJFFLdLpsTiYiMvItmFVM6Lh2wmml2B/psTjTyUpwpjE+zGuppZF0kPsVUsX7b\nbbdx9913R3/etm0bN998M5WVlaxYsYKtW7cOuf4zzzzD0qVLmTNnDrfffjttbW1jHVlEkkhddwMm\nVpOeRBxZ7wmEeKp/O6OJheksmpV4z1FEBMBhGHy+fyu3Ln8ff35zn72BRsmE/v3WD3ZpZF0kHsVM\nsf7ss8/y+uuvR3/2+/3cdtttLFiwgDVr1lBZWclXv/pVAoEAAJs3b+a73/0ud9xxB0888QTt7e1D\nCn0RkZE2tBN84hWyz7y9jy6/Nbr0ucsqcDi0VZuIJK7ppTnMnVYAwNoNB2lo7bE50cgbKNYbe5oI\nhoM2pxGR4YqJYr29vZ2HHnqI2bNnR8979tln8Xq93HnnnUyZMoXvfOc7pKWl8cILLwDw+9//nmXL\nlnHdddcxbdo0HnroIV577TVqa2vtehoikuAGivVMdwYZ7nSb04ysxsN+Xv6gBoDKinzOKsu1OZGI\nyOhbsaQcp8MgHDFZuS7xtnIbKNZNTA5119ucRkSGKyaK9X/5l3/h+uuvp7z8yPZAmzdvZt68eUOu\nN3fuXDZu3AjARx99xIIFC6KXFRUVUVxczKZNm8YmtIgknYFiPRFH1VevqyIUNnE6DG6+rMLuOCIi\nY2Jcjo+l860tzjbubmb7/sRaUjmxv1gHNZkTiUe2F+tvv/02GzZs4Bvf+MaQ8xsbGyksLBxyXl5e\nHg0NDQA0NTUdc3l+fj719frWUERGnmmaHOrftm18emI1l9tVc5gPdjYBsGRuCUW5PpsTiYiMnWsv\nLCPdmwLAf6/dTSRi2pxo5KS708j2ZAFqMicSj2xt8xsMBvmnf/onvve97+F2u4dcFggEjjnP7XYT\nDAZP6fLhcDpt/85CRsDAcdTxTAyxdjwPB9rpDlnrGUszS3C5YiPXmYqYZnSrtrRUF5+5tHzUnlus\nHVM5MzqeiSWZj2dmupvli8v57fM7qGns4t3tDVx87viT3zCGDT6eEzPGc7i3ndruuoT53ZWMkvk1\nmohO9TjaWqz/5Cc/4ZxzzuHCCy885jKPx3NM4R0MBklNTT2ly4cjM9M77NtI7NLxTCyxcjz31+2L\nnj5r/GRyctJsyzKSXt1Qw966DgBuuWoGE8dnj/pjxsoxlZGh45lYkvV43rhkKms3HORgYxdrXt/D\nlRdOToitKzMzvVQUTGJL83YOddWTne3DMNQ8NJ4l62s0Wdn6LvTcc8/R0tLCnDlzAOjrs7oQ/+Uv\nf+Haa6+lqalpyPWbm5spKLC6dhYWFtLc3HzM5UdPjT8VHR1+wuHI6TwFiSFOp4PMTK+OZ4KIteO5\no87a0sxhOPBFMmlr67Y50ZkLhsL8v2e2ATAu18cFZxeO6vOKtWMqZ0bHM7HoeMKKxeX8aOUmWtoD\nPPGXHVy3aLLdkU7b4OOZ68oDwB8KsLf+EDmpo/+lrIw8vUYTy8DxPBlbi/XHHnuMUCgU/fmhhx4C\n4M477+S9997jkUceGXL9jRs38rWvfQ2AyspKNmzYwA033ABAXV0d9fX1nHvuucPOEQ5HCIX0nz5R\n6Hgmllg5njUd1lq/cb4CjIiDUMT+TGfqxXdraOmwtsO86dIpYDIm/9axckxlZOh4JpZkPp7nTM5l\n+sRsdtYc5pm39rFoVjGZae6T3zCGhcMRClMLoj/XtNeR4cq0MZGcqWR+jSYjWxc9FBcXM3HixOif\ntLQ00tLSmDhxIldddRWdnZ3cf//9VFdXc++999LT08PVV18NwOc//3mefvppVq9ezY4dO/j2t7/N\nkiVLKCkpsfMpiUiCSrRO8F3+Pp55ax8A5SWZ0b2GRUSSlWEc2Q0jEAzz9Jt7bU40Mgp9BRhYU9/r\nuxtsTiMiwxGzHQrS09P5xS9+wQcffMDy5cvZsmULjzzySHRNemVlJd///vd5+OGHueWWW8jOzub+\n+++3ObWIJKJQJER9TyMAJWmJUaw/89Y+enqtmU2fXTJVaxhFRIDJxZmcf/Y4AF7beIi6lvhf8uR2\nppDvzQWgrrvR5jQiMhwx1TnjBz/4wZCfZ82axZo1a457/RtuuCE6DV5EZLQ09DQRMa0pZ4mwbVvT\nYT+vfHgQgHnTCqiYkGVzIhGR2PGZS6bwwc5GQmGT1a9Wc8fy2XZHOmNFaeNo8rdQp5F1kbgSsyPr\nIiKxYvC0weK0+C/Wn3p9D6GwicMwWL643O44IiIxJT/byxXzJwKwcXczu2oO25zozBWnWbMF6nsa\nMM3E2UdeJNGpWBcROYn6/mmDbkcKOanxPQq9r76Dd7ZZXz5cOmc8Rbk+mxOJiMSeay+YRFqqNQH1\niVd2E4nzAnegWPeHArQHO2xOIyKnSsW6iMhJDKxXH+crwGHE79umaZqsfKUKAI/byfUXxe+2RCIi\no8mXmsKn+98j99Z18v72+F7rXZR2ZGvjeq1bF4kb8fupU0RkjAx8sBk36MNOPNqyp4UdB6zpnJ86\nrzTutyQSERlNl80toTDb2gf5ydeq6Yvj7bKKfIXRjvBaty4SP1Ssi4icQMSM0OhvBqDIN87mNKcv\nEjFZta4agKx0N1cuKLU5kYhIbHM5HdG+Hs3tAdZuOGhzotPndrrJTc0BVKyLxBMV6yIiJ9DsbyUU\nsbY4K4rjkfU3ttRR22xtQXTjxVPwuJ02JxIRiX3zpxdQPj4TsLa87PL32Zzo9EWbzKlYF4kbKtZF\nRE6goefI2r54LdZ7g2H+uH4PACX5aVw0K/472ouIjAXDMPjsZVMB6OkN8cxb++wNdAYGivW6R9CO\nXgAAIABJREFUbnWEF4kXKtZFRE5gYL26w3BQ4M2zOc3pefGDGg53BQG4aXE5Tofe+kVETlXFhCzm\nTSsAYO2GgzQe9tuc6PQMfOHcE/LTEeyyOY2InAp9YhMROYGBYr3Am4fL4bI5zfB1dAd5/p39AMwo\nzWZ2eXx+4SAiYifri06DcMRkzWvVdsc5LQMj66Cp8CLxQsW6iMgJDGzbVuSLzynwf3pzL4FgGIAV\nSyowDMPmRCIi8Wdcro/Fc0oAeG97I9WH2m1ONHzjBv0eq+tRsS4SD1Ssi4gch2macb1tW31rD699\ndAiA884ex+TiTJsTiYjEr+suKsPrsZpzrnylKu7Wfae6PNGO8NprXSQ+qFgXETmO9mAHgXAAiM+R\n9SdfqyYcMXE5DT5zyRS744iIxLUMn5trLigDYPfBdjbubrY30GkYWLde111vcxIRORUq1kVEjmPw\nyEO8dYKvOtjOhp1NAFw2dwIF2V6bE4mIxL8r5k0gN9MDwKp1VYTCEZsTDU+xb2D7No2si8QDFesi\nIsdRP2jbtnG+AhuTDI9pmqxcVwWAz+Pi2gvL7A0kIpIg3ClOll9SDkBDmz+61CheFPU3mevq66ZT\nHeFFYp6KdRGR42joH3nI9mSR6kq1Oc2p+3BXM1W1VvOjay6cRLo3xeZEIiKJ47yZ45g0LgOAp9/Y\nS08gZHOiUzd4llhDT5ONSUTkVKhYFxE5joFpgvG0Xj0UjrD6VWtUPS/TwxXzJticSEQksTgMg5uX\nWKPrXf4+nn93v82JTt3gWWKNKtZFYp6KdRGR44hu2xZH69Vf33SIhjY/AJ+5pJwUl9PmRCIiiees\nslxml+cB8OL7NbR2BGxOdGrSUnykpfgAjayLxAMV6yIin6Cnz09HsBOIn2Ld3xvi6Tf2AlBamM55\nM8fZnEhEJHGtWFyOYUBfKMJT6/fYHeeUFXqt0fXGnvjrZi+SbFSsi4h8goZBzeXiZRr8C+8eoLOn\nD4AVl1XgMAybE4mIJK6SgnQunl0MwFtb6qlpjI+GbQNT4TUNXiT2qVgXEfkEg7e1GRcHI+ttnb38\n5f0DAJwzJZeZZbk2JxIRSXzXL5qCO8WBibWVWzwo9OUD0ORvIRwJ25xGRE5ExbqIyCcYWMvndXnJ\nSEm3Oc3JPf3GHoJ9EQxgxeIKu+OIiCSFnAwPVy0oBeDjva1s3dtqc6KTK+wfWQ+bYVoDh21OIyIn\nomJdROQTNPmttXyFvnyMGJ9OXtvUxfrNdQBcOKuIiYWx/+WCiEiiuPq8UjJ91haZq9ZVETFNmxOd\n2JCO8H5NhReJZSrWRUQ+wUDjnYFGPLFs1avVmCakuBzcePEUu+OIiCQVr8fF9YsmA3CgsYt3ttbb\nnOjE8r15GFhfQqsjvEhsU7EuInKUiBkZNLKeZ3OaE9u+v43N1S0AXLlgIrmZqTYnEhFJPhefO55x\nudaWaGte30NfKHbXgrudKeSmZgPqCC8S61Ssi4gc5XBvO32REHBkbV8siphmtKFRujeFZedNsjmR\niEhycjkd3HRpOQCtHb28vOGgzYlOrFAd4UXigop1EZGjDB5pKPTm25jkxN7f3si+emsv+OsuKsOX\n6rI5kYhI8po7LZ+KCVkAPPPWfrr8fTYnOr6BjvAaWReJbSrWRUSOMvjDS4EvNov1vlCEJ1+rBqAw\n28viOSU2JxIRSW6GYXDzEms3Dn9viGfe2mdvoBMYGFlv6z1MbzhocxoROR4V6yIiRxlYr57hTsfr\nis014Os+PEhzewCA5YvLcTn1di4iYreKkizmTbcK4bUbDtJ42G9zok82blDz1CaNrovELH26ExE5\nSqx3gu8O9PHn/hGbKeMzmT89NnOKiCSjmy4tx+kwCEdM1vTPgIo1hYNmjTX6VayLxCoV6yIiRxnY\nd7YwRqfAP/v2froDVgO8m5dUxPw+8CIiyWRcro/FldbSpPe2N7K3rsPmRMfKSc3G5bD6nDR0q8mc\nSKxSsS4iMkg4EqbZ3wrEZrHe3O7n5Q+sLsNzpuYzbWK2zYlERORon15URqrbCcDKV6owTdPmREM5\nDEe0gerAF9QiEntUrIuIDNISaCNiRoDY7AT/1Ot7CYUjOAyDmxaX2x1HREQ+QabPzafOt7bT3Flz\nmE3VLTYnOpY6wovEPhXrIiKDNPljtxP8/vpO3tlaD8AlleMpzkuzOZGIiBzP0gUTyU53A7D61WrC\nkYjNiYYa6Ajf0NMUcyP/ImJRsS4iMsiQbdtiaGTdNE1WrqvCBDwpTq6/qMzuSCIicgKeFCc3XjwF\ngEPN3byxuc7mREMNFOv+kJ+uvm6b04jIJ1GxLiIyyECxnuPJxu1MsTnNEVv3trJ9fxsAV59XSla6\nx+ZEIiJyMhfNKqakwJoF9cf1e+kNhm1OdMS4wR3hNRVeJCapWBcRGaSxJ/Y6wUciJivXWdv/ZKW5\nuWrhRJsTiYjIqXA4DFYsrgCgvTvIX947YHOiIwZG1sGaCi8isUfFuojIIANr1mNpvfpbH9dzsKkL\ngOsvnkyq22VzIhEROVWzpuRy1qQcAJ5/9wDt3UGbE1nSU9LwubzA0H4tIhI7VKyLiPTrC/fRGjgM\nwLgYWa8e7Avz1Po9ABTn+bh4drHNiUREZDgMw+DmJdboem9fmD+9sdfmREcMfDHdpGnwIjFJxbqI\nSL/mQCsmVkfcWBlZf+mDGto6ewFYsbgCp0Nv2yIi8WZSUQbnzxwHwGsfHaKuJTYauhV48wBo1Mi6\nSEzSpz4RkX6DG+wMXstnl46eIM+9sx+AaROzObciz+ZEIiJyuj5z8RRcToOIabL61Wq74wBQ2D+L\nrMnfou3bRGKQinURkX4DzeUchoP81Fyb08Azb+7D32t1Dr55SQWGYdicSERETld+tpcr5lkNQjfu\nbmZXzWGbEx2ZRRYMB2kPdticRkSOpmJdRKTfQIOdvNQcnA6nrVka2npYt7EWgAUzCpkyPtPWPCIi\ncuauuXASaalWk9BV66psH80evPOJ1q2LxB4V6yIi/QamwRfEQHO5J1+tJhwxcToMll86xe44IiIy\nAtJSU7j2wjIAqg91sGGnvVumFQ76fad16yKxR8W6iEi/Jn8LYH9zuaradj7o/wB32dwJFOb4bM0j\nIiIj57K5E8jPSgVg9WvVhMIR27L4UnykuazfMU09LbblEJFPpmJdRAQIhvs43NsOHOmOawfTNHni\nld0A+DwuPn1RmW1ZRERk5KW4HHzmEmvGVGObn1f7lzzZJbp9m0bWRWKOinUREaDZf2REodDGkfUN\nO5uorrWa/Fx7YRnp3hTbsoiIyOhYePY4JhVlAPCnN/fREwjZlmVg6Vej1qyLxBwV6yIiHJkCD/aN\nrIfCkeh2PnmZqVw+r8SWHCIiMrochsHNSyoA6PL38fy7+23LUuizfuc1+VuImPZNyReRY6lYTyLP\nP/8MK1Zcd9zL77//Hu6//54xTCQSOwam/zkMB7mpObZkWLexlsbDfgCWL55CisvejvQiIjJ6zpqU\nw+xyq1B+8f0aWjsCtuQYaDLXF+mjvVfbt4nEEtuL9YaGBr75zW9y3nnncemll/LAAw8QDAYBOHjw\nIF/+8peZM2cO1157LW+++eaQ27711lt8+tOfprKyki996UvU1NTY8RTizPH3af7Wt/6Ob33r78Yw\ni0jsGBhZz/Vk43K4xvzxewJ9/OmNvQCUFWWw8KxxY55BRETG1k2LyzEM6AtF+OP6vbZkGNxUdfAs\nMxGxn+3F+je/+U16e3t5/PHH+bd/+zfWrVvHj3/8YwC+/vWvU1hYyJNPPsl1113H7bffTn19PQB1\ndXV84xvfYPny5Tz55JPk5OTwjW98w86nEvd8vjR8vjS7Y4jYornH3k7wz769n+7+NYufvawCh3H8\nL9ZERCQxTChIZ9GsYgDe3FJHTWPXmGcYvF2p9loXiS1jP3w0yJ49e9i8eTNvvvkmubm5gFW8P/jg\ng1x88cUcPHiQVatW4fF4uO2223j77bdZvXo1t99+OytXrmTWrFl86UtfAuAHP/gBF110Ee+//z4L\nFiwYlbw9gRB1rd2jct/HU5ybhi91eIfp0KFa/uVf7mPr1s2UlEzk6quvYc2alXzlK7dhmhEeffRX\nrFmzklAozHXX3cDXv/4/AaJT4P/+77834s9DJNYN7C9rx3r15nY/L31wEIDKinyml9ozDV9ERMbe\nDRdP4d1tDQRDEVa9WsX/vrlyTB/fl+IlPSWNrr5u7bUuEmNsLdYLCgp45JFHooX6gM7OTjZt2sTM\nmTPxeDzR8+fNm8dHH30EwObNm4cU5ampqZx99tls3LhxVIr1nkCI//vzt+jpHdtunT6Piwe/duEp\nF+zhcJj/+3//F1OmlPPrXz/G7t07efDB+8nKygagoaGempoD/OIXv2Hnzh3cc893mD//PBYuPH80\nn4ZITOuLhGgLHAbsKdbXvL6HUDiCwzBYsaR8zB9fRETsk5Ph4cqFpTzz1j4+3tPK1n2tzCzLPfkN\nR1CBN5+uvm6NrIvEGFunwWdkZLBo0aLoz6Zp8thjj3HBBRfQ1NREYWHhkOvn5eXR0NAAQGNj4zGX\n5+fnRy9PVhs2vE9TUwN33/2PTJpUxhVXXMXy5TdHL09JSeGuu/6BCRMmcvnlS6momEpV1S4bE4vY\nr8XfiokJjP00+L11Hbyz1XrfurRyPMV5WooiIpJslp1XSobP2qpz1boqIqY5po9f0N8RXiPrIrHF\n1pH1oz344INs376d1atX85vf/Aa32z3kcrfbHW0+FwgETnj5cDidJ//OIjPdzb/dsYi6ljGeBp83\nvGnwe/dWU1o6iYyMIx/4Z8+ezdq1L+JwGOTm5pKW5o1elp6eQSjUh8vlwDDAMAxcLttbGZyWgeN4\nKsdTYt9YHs/WYGv0dFF6wZi9BkzTjG7Vlup2snxxedy+/k6FXqOJRcczseh42ivD5ebGS6bwXy/s\n5EBDF+/vaOSi/rXsp2O4x7MorQCAZn8LDqe1M4rEFr1GE8upHseYKdYfeughfve73/Hv//7vVFRU\n4PF4aG9vH3KdYDBIamoqAB6P55jCPBgMkpmZOezHzsz0nvxKQA5QUpw17PsfSxkZXhwOg5ycI8V6\nWpoHh8MgLc2Dy+UacpnL5cDjsc7zeKxvdAdfHo9O9XhKfBiL49nVaG1VY2BQMX4ibmfKqD8mwHtb\n69m+vw2Amy6fyqQJybFWXa/RxKLjmVh0PO1z42XTePmDgxxq7mbN63u48oLJuFPObAvPUz2ekwtL\noNpaFmam9pHjG9tp+HLq9BpNLjFRrP/zP/8zTzzxBA899BBXXHEFAOPGjaOqqmrI9ZqbmykoKIhe\n3tTUdMzlZ5111rAfv6PDTzgcOc30saWoaCL79u3n0KFmvF7rxfzBBxuJREy6u3uJREza2o7MDgiF\nIgQCfbS1ddPb24dhGEMujydOp4PMTG9CHc9kNpbHc3/LIQByUrPo7gjSzfBn6AxXOBLhP5/eYj1u\nhodLZxfH7WvvVOk1mlh0PBOLjmdsWL64nJ+s3kxTm5+VL+3gmgvKTut+hns808wjg127Dx3Amec5\nwbXFDnqNJpaB43kythfrP/3pT3niiSf40Y9+xNKlS6Pnn3vuuTzyyCMEg8HodPcNGzYwf/786OUf\nfvhh9Pp+v59t27Zxxx13DDtDOBwhFEqM//Rz5synsLCQe++9h6985Tb27q1m5co/kJmZRSRiYpoM\nea6maRKJmIRCEUzT+jne/y0S6XjK2BzPhm5rjV6+N3/M/u+s21hLXUsPADdePAWnYSTN/1u9RhOL\njmdi0fG0V2V5HhUlWVTVtvOnN/Zx0TnFpHtPf7bXqR7PXPeRmV11XU1UZKnZaazSazS52Lroobq6\nmp///OfcdtttzJkzh+bm5uifhQsXUlxczF133UVVVRW/+tWv2LJlCzfddBMAy5cv58MPP+SRRx6h\nqqqKu+++m9LSUhYuXGjnU7KdYRjcd99DtLQ08+Uv38pvf/trrrnmOlJSPvmN3tBeziI0+a091gvH\nqBO8vzfE0+v3ANYeuxeeUzQmjysiIrHNMAxuXlIBWL8r/vTm3jF5XK/L2r4NtNe6SCyxdWR97dq1\nRCIRfv7zn/Pzn/8csEZ2DcNg+/btPPzww3znO99h+fLllJaW8vDDD1NUZH2oLSkp4Sc/+Qn33Xcf\nP/vZz5g7dy4//elP7Xw6MaGtrY36+jp++tNfRc97/PHfkZeXz7Jl17Js2bVDrv8f//GL6Gntry7J\nKBwJ0xqw1o2PVSf45989QEdPHwCfvawCh0NfmomIiKViQhbzphewYWcT6z6sZcmckjHZKaTQl09X\nu/ZaF4klthbrt912G7fddttxLy8tLeV3v/vdcS+/+OKLeeGFF0YjWly7667/zTe/+b85//xF1NTs\nZ9WqP/DFL37F7lgiMakl0EbEtKaTjcUe6y3tAf7y3gEAzpmcy8zJauIjIiJDrVhSwaaqZkJhk1Xr\nqvnmTbNH/TELvPnsad8fnW0mIvZT7/8Ek5OTw/e//wBPPfUkt966nAcfvI+bbvosN9xwk93RRGLS\n4A8lBd7RH1lf/Vo1faEIhgE3X1Yx6o8nIiLxpzDby9L5EwH4qKqZrftaT3KLEXjM/tllzf6W6JfY\nImIv2xvMychbtOgSFi26xO4YInFh8Nq8fO/ojnJXHWzn3W0NACyeU8KEgvRRfTwREYlf115Yxptb\n6ujo6eO/1+7mn768AKdj9MbZBr6wDkVCtAXayfMmx3aiIrFMI+siktSa+tfmZXuycDvdo/Y4EdPk\nD2t3A+D1uLhh0eRReywREYl/Xo+LGy6ZAkBtUzfrN9WN6uMV+I4sBWvSunWRmKBiXUSS2sA0+NFe\nr/7u1gb21nUAcP1FZWT4Ru+LARERSQyXzB4fnYX11Po99ARCo/ZYhYOWgjWqI7xITFCxLiJJbWD0\nYDSL9d5gmNWvVQMwLsfLZfMmjNpjiYhI4nA4DD5/udXfpLOnj2fe3jdqj5XqSiXDbX0xoJF1kdig\nYl1EklY4EqbZbzXtGc3mcs+/u5+2zl4APnvZVFxOvfWKiMipOassl8oK63fUyx/U0NjWM2qPNTC6\nrmJdJDboE6OIJK3mQGu0421hWsGoPEZrR4AX3rW2aju7LIdzK0Z/ezgREUksn72sAqfDiG7lNloK\n+jvCN/Zo+zaRWKBiXUSSVmNPU/T0ON/oFOurX60m2L9V2+cun4phGKPyOCIikrjG5fq4vH8J1YZd\nTew80DYqjzMwy6xF27eJxAQV60ng0Ud/xR13fPWk17v//nu4//57xiCRSGxo6C/WDQzyR2HNelVt\nO+8MbNVWqa3aRETk9F13URnp3hQA/vDybiIRc8QfY2Cv9ZAZpjVweMTvX0SGR8V6kjiV0bxvfevv\n+Na3/m4M0ojEhoGR9bzUHFIcrhG974hp8t+Dtmq7/mJt1SYiIqfPl5rCDf2/Sw40dvHapkMj/hiD\n+7c0qSO8iO1UrEuUz5eGz5dmdwyRMTOwNc1orFd/++N69hyytmq77qIyMrVVm4iInKFLK49s5bbm\ntWo6e4Ijev+Dd0ZRkzkR+43sUFKC84f81Hc3nfyKI6gorQCvyzus2+zbt5cHH7yPXbt2MHPmLMrK\nrG9hn3/+GZ577s9UVs7lqadWEQqFueaa67jjjv8FEJ0C//d//72RfRIiMWpgGvxIr1fvCfSxal2V\ndd+D1hmKiIicCafDwReunMYDv/+Q7kCIJ1/bw5eWzRix+091echyZ9Ae7KRRxbqI7VSsnyJ/yM8/\nvPUA/pB/TB/X6/LyzxfedcoFe19fH3fe+S3mzJnLXXf9Axs2vM+Pf/xDZs+uBODjjzeTl5fPz3/+\nKNu3b+W++/6JCy64iPnzF47m0xCJOf5QgI5gJwCF3pEt1p9av5eOnj4AvrB0mrZqExGRETNtYjYX\nzCzi7a31rN90iEsrxzO5OHPE7j/fm097sFPT4EVigD5BJpj333+Xzs52/s//uYvS0knceONNXHLJ\nkujlkUiEb3/7u0ycWMqVVy6jvHwq27dvszGxiD1GqxP8gYZOXvnwIADzZxQyc3LuiN23iIgIwM1L\nykl1OzGBx17cScQcuWZzA03mNLIuYj+NrJ+igRHuWJ8Gv2/fXiZMKMXj8UTPmzHjbN55500AcnPz\n8HqP3F9aWhrhcGjkAovEiYbBxfoIrVmPmCaPvbgL0wRPipPPXVYxIvcrIiIyWFa6hxsWTea/X6li\nb10nb2yu45Jzx4/IfRf2N5lr9rcSjoRxOpwjcr8iMnwq1ofB6/IyOavU7hgnZR717WpKSkr0tMuV\ncvTVj7m+SDIYGFl3O91kuUdm+uBbW+qpqm0HrKZyuZmpI3K/IiIiR7ts3gTWb66jtrmb1a9WM3da\nQXRrtzNR0D+yHjEjtAYOU+Ab+a1NReTUaBp8gpkypZyamgP09HRHz9u9e6eNiURiU7S5nDf/lLY2\nPJnuQB+rXrWayhXn+Vi6YOIZ36eIiMjxuJwObl06DYAufx9Pvb5nRO5XHeFFYoeK9QQzf/5Cxo0b\nxw9+8M/s37+P5577M2vXvmh3LJGYE922bYTWqz/1+h46+5vK3aqmciIiMgZmTMph4VmFALy6sZb9\n9Z1nfJ8DI+ugdesidtOnyQTjcrl46KEf09HRwd/8zRd4+uk1LF9+83GvPxIjiiLxJmJGotPgR6JY\n31/fybqNtQAsPKuQs8vUVE5ERMbGZy+bimeg2dxLZ95szjNoeZg6wovYS2vWE1BRUTE//vHPPvGy\nZcuuHfLzf/zHL6Kntb+6JIv23g6CEWsU/Ew7wUdMk8de2hltKvfZy6aOREQREZFTkpPh4bqLyli1\nrprq2g7e3FzHknkTzug+C335tAc7NLIuYjONrItI0mkYwW3b3txcR3VtBwDXL5pMTobnJLcQEREZ\nWUvnT6Q4zwfAynVVdHQHz+j+Cvo7wjeO8S5IIjKUinURSTqD91gfvDZvuDq6g6xcZzWVG5+fxhXz\nz2wkQ0RE5HS4nA6+ePUMALoDIR5/adcZ3d/49CIAmgOtBEK9Z5xPRE6PinURSToDI+tZ7gy8rtPf\nXu0Pa3fTHQgB8FdXqqmciIjYZ9rE7Ohe6299XM+HOxpP+77GpxVFT9d1N5xxNhE5PfpkKSJJZyQ6\nwW+qaubdbdYHmMWV45lemjMi2URERE7XiiXlZKa5AXj4yU30BsOndT8DI+sAh7rqRiSbiAyfinUR\nSToNZ9gJ3t8b4ncv7gQgK93NTYsrRiybiIjI6UpLTeGWK6xGp42tPax5vfq07ifDnU6mOwOA2u76\nEcsnIsOjbvAiklT6wn20BtqA028ut+b1PbR2WGv4vrB0Or5UvZVKfDLDYcxQCLOvz/o71Bc9Henr\n/zl6fggzFIJIGDMcwWGYBDwueroChEMhiEQwwxEwI9b9RiLWeUf9zdHbSh29hegn7ih65EzDMMDp\nxHA4on8bTic4HBgOJzgH/e10DjnPcPbfxpWCIyUFIyUFw+Wy/o7+bF2G06ntTSUuLZhRyNtbG9hU\n1cwL7xxgztQCKkqyhn0/JenFdLR2amRdxEb6hCkiSaW+pwkTq1g4nWJ9x/421m44CMC8aQXMm37m\n+7SLHI8ZDhMJBIgE/ET8fiL+AJFgL2awl0hvL5HeIGZvb/95wf7z+i8P9l8WPS9oXW+gMO/rO7Zw\nliMM45hi3uHqL+g9HhweDw63B8Pjtk57Uq3z3R4cHnf/dVJxeDxHnZ+Kw+u1zndogqOMPMMw+PKn\nZvCdX71DdyDEr5/dzj1fXoA7xTms+xmfXsT21l3UdtVhmqa+vBKxgYp1EUkqNZ210dMTM0qGdVt/\nb4hHn9sOQFqqi1uvnDai2SSxmKEQYX8Pke5uwt3dRHp6CPf0DCq8+/8E+ovwgJ/wUT+bvXHUhdnh\nsIrPIX87wWFYI99G//lDPvCbxzk5+IejvlCImP2j9NYIPxFrFN8MhyF8eutzP5FpYgaDmMEz2wLr\nuAwDR2p/4e719Z/24fRaf1vn9/9J9eL0DVzPiyPNhzMtDUeqVwW/fKLczFT+x/Xn8OMnPqKhtYen\n1u/hs5dNHdZ9lKQVA9AT8tMe7CDbM/zReRE5MyrWk8Cjj/6KjRs38KlPfZpHH/0Vq1b96ROvd//9\n9wDw93//vbGMJzKmajqtUfFMdwZZnsxh3faJV3bT3B4A4K+umk52uvZUTwaR3l7CXZ2EO7sId3dF\ni+9wTzeRnm7C3f0F+aCfw93dmL2BsQloGBhud//Ircc6HR3NdWP0n+/wWKejo8UulzUV3JWCkeKy\n/na5jjqdcuz5/VPOU9wucvIyONwRIBSOnVG36LT7gan40Sn5VnFvTesfmPpvTfuPDJptMPj8I0sC\nBv3cFyQSDBIJDJ7hEMDsDUZPn9KXBqYZ/cIGWk/vyRoGjrQ0nL40q3jvP+1Is34ecjotPVrkO9PS\nMVz6CJjoLl9QyqsbathU1cKL79Uwb1ohFRNOveAen14cPV3bVadiXcQGeqdOEkc+RB3/w9S3vvV3\nYxNGxEYH+kfWS4c5qr65upnXN1nr9haeVcjCs8aNeDYZfWY4bBXanZ1WAd7V2X+6a+jp6OVdozOy\n6nTi8Hpx9o+aWqOnqdFR1OjPPh/OVC8Ob6p1fmqqNY3a4+6fgt1ffNtQKDtcDqvYdwQxIpExf/zj\niY7q21iMmqEQkeDAMoXA0OUJgYD1p8dvzbwIBIj4e4bOtvAfmWVxwtkVpkmkq4tIVxd9w8zo8Hpx\nZmTizMjAmZ5OSmYm7QW59KWkYvjScWZk4MrIwJmegTMjw/q/FiNfyMipsabDn8Xdv3wHf2+I/3x2\nG9/70gK8nlN7bRSlFeIwHETMCLVddczMmzHKiUXkaCrWJcrnS7M7gsioCkfC1HYdAmBixoRTvl1n\nT5DfPL8DgKw0N1+4cvqo5JPhM00TszdAqL2DcEcHoY7D1t/t7f0/tw8pwCM93SP22IZgUEsZAAAg\nAElEQVTbbRXTQ0Y1fTiO87MzLc2axuzzWiPUKnwSluFy4XS5cI7A79Vo3wJ/DxF/wCrwe3qOzPLo\n6V9mMTDjY+B0j7X04nh9CQa+FOhrPLKH9uETPaeUlP7CPmPo3xkZuLKycGZm4srMxpmVhSsjQyP3\nMSI3M5VbrpjKr5/dTmObn8df2sXfXHv2Kd02xeGi0FdAfXcDh7rUEV7EDnonTUD79u3lwQfvY9eu\nHcycOYuyssnRy0wzwqOP/oo1a1YSCoW57rob+PrX/yegafCS+Op7GumLhIBTH1mPmCa/fnY77V3W\n6OoXl80g3ZsyahnFEunt7S+424cW3h3thDo6CA86byRGvg2PB2d6+qBCJN0adTz6vPR0q+j2pVkd\nw0VGmeF0Rr/sGS4zErFG6XsGF/NdQ2ePdFp/Il2dRLq76evosLr2H31ffX2EWlsJtZ7alH1Hejqu\nzP4iPiur/3SWVdhnZeHKzMSZmWWN2mvd/ai68Jwituxp4b3tjbz5cT0zJ+dy/syik98QKEkror67\ngVp1hBexhYr1YQj39BCsH9s3K3dRMU6f75Sv39fXx513fos5c+Zy113/wIYN7/PjH/+Q2bMrAWho\nqKem5gC/+MVv2LlzB/fc8x3mzz+PhQvPH62nIBIzDpxGc7kX36thc3ULAJfNLaGyIn9UsiUD0zTp\n6+wkcPAQvS2thNraCB1uI9R+mPDh9iHF+Jk2VnN4vf0Fwf9v787joqrXP4B/ZmffBQUBVxBBcTc1\nTAvNNXdxwfSqaVpWmpl1K7tZV62031W7pl5ySazcuO476kVAwDU2FxAFZN/XYZiZ5/fHyBHcUlNm\nGJ736+VLZzgzfo+P33POc873+3ytaz0FtIDEwuru77UTcEuI5fLntJeMGQ6RWHwv0f+ThSukUjFs\nbc1RkF8KVUnZvToNZSVQl95L6msn+JqyUmhKSnRL+t1HW1YGVVkZkHHnIX9b7UaKaj2dv9tna/qu\njTWkNraQWttAamMDsYLrhDwLkUiEN1/3xM2MEuQVK7H16DW0crGGo43pn37W2aIZLuRcQXZFLtRa\nNaRiTh0Yq0/c456QpqICKYsX6oaU1SOxmRlaLv/+iRP2mJgolJYW48MPF0OhUMDNzR2XLl1AUZFu\nXWmZTIbFiz+HQqFA8+auCA7ejKSk65yss0ahpricpcziiQrlJN8pxu4zyQAAN0cLBLza5oW2r6Ei\nImiVSmiKCqEuKrr3q/jea83d30n9tDNr7xGbmt4danvvaZ2k5s/CUzsrSKysIJZx8s3YsxCJxcIo\nEjzBw1e6Wyiv9qgXYVRMSbHudUmJ8PMHiu8RQVOim8YCpD327xKbmuqSdxsbSGxs7ibxutc1vyTW\nNjzq5SHMTGSY9YY3lm+7CKVKgw374rF4chdIJY8f1eBioftPoCENsity4VKr6Bxj7MXjZN3I3LqV\ngubN3aCodfe5Xbv2OHcuHABga2tX52fm5hZQvahlaRgzMDXLtrlaufzpfOFyZTV+2hsPjZagkEsw\nZ6QPZNKnW6PWGGirqu4m3kVQFxUKSbfuV+Hd94ue+Um4SCYTLrDvzXutNVzWykoYLstPvxkzPCKR\nCBIzM0jMzCBv+vhEjrRaaCsqHp7MF9caXVOsqzVx/3x7bWUlVJWVUGVmPPbvEVtYCE/jH0zm7762\nsmp08+rbuFhjhF9LhPzvJm5mlGD78et4c9Dji8Y5m9etCM/JOmP1q3Edpf4Cyd0n3IY+DB7Q3eWu\nTVbrDrNY/GCycf/2jBkjLWmRXqq7wHP7k+Jyao0W/w6JQ36JbumtqYM84WT3dP3Q0Gmrq3UXxUVF\nd4ejF9Uakn4vGdctK/UMJJJaF8u6X3I7O1i7OKFKZgaRpbVuWKuZGRdaY6yRqPPU3uXxU5FIq9XV\npbjvxuD9Nw01pSUPfLZmCL7qTvpjGnN3+H2tZF5S86Te1gYyWztIbWwhtrAwqmPU0JfccSO9CHE3\nC3D6cgZcnSzRv/OjY2FnYgMTiQmUGiUXmWNMDzhZfwoSMzOYtmqt72Y8VqtWrbF5cyoqKsqF6u43\nblzTc6sY07+s8hyotLoh2I8rLkdECD5+HYm3dVNH+nd2wUvtn6wQjyGgu0s5qWuGpNfMCy8qvPfn\nwiJoykqf7S8QiXTzSWsucOsk5PeGp0rMLR4oGlUzJ7awsBxqteEs9cUYMzwisVg4tgAtHrkdqdVQ\n19x4LCqqOx2nVoKvLb9vJYhaw++rUm8/uh1S6d0E3vbecc7WFtK7ybzUVvdeQ3lKLxaLMPsNb3y9\n5Tyy71aHd3Ewh4erzUO3F4lEcLFoiuTiW7hTzkXmGKtvDePIwp5Yt2494OTkhGXLlmLmzLcRHx+L\nkyePwdu7g76bxphepT1hcbnjMWk4c1n3BN67hS0m+rd94W17Utpq1b3534X3JeC13ntYsacnoXvK\nVGuYqM2Dw0glllYQSRrfdADGmGESSaWQ2dlDZmf/2O20KpVuqP199TSE4+fdG5lUpazzOVKrUZ2X\ni+q83Md+v/CU3rYmsX/wd0MZSWRuIsO8MR3x9dbzUKo0+DEkFn9/s9sjC845WzRDcvEtfrLOmB5w\nsm5kpFIpvvvuX1i2bClmzAhE69ZtMWbMeFy9mvjQ7Q3hpMFYfahJ1i1k5rBVPPwJwoVrufg9NAkA\n0MzeDHNG+vxp8Z3nofbT8Or7k/DCIuHJuLas7Jm+X6RQPPzJkE2t19bWDebJEGOMPS2xXA5xkyaQ\nNXl8WXytsvLe1KC7x+HqwoI672lKih+YT19TIb8qLfWR3y2Syx+axNc8nZfa6irf18cNUWcHc8wa\n7o01u/9AaUU1vv/1Ej6e1AX21iYPbFtTZK6oqhjFVaWwVli+8PYxxnRExBOWeUimkeAhtsblecdz\n1YV/I7n4FrzsPPBup5kP/Dzmag427NMVlLMwleGzN7vC0favz1MnjUY3FDO/ANWF+Q9cBNbMv3ym\np+Eika4QW00SLiTgdS8GJaZ/vjxPfeA+alw4nsaF4/nkdMf14ns3Vh8Y6aT7Mz1LAd8/Oa7L7j65\nF5s8/rj+pPE8fj4Nv564AQBwtDXFx5O6wNay7hJ5WeXZWBq1EgAQ2G4cejl3f/r9Yn8Z91HjUhPP\nP92uHtrCGGN6pSUt0soeXVwuMi4L/zmYACLAVCHB+2M7PnGirq2q0g2RzM/TJeQF+VAX5ENdUIDq\n/HyoiwoB7dOfVEUKk7pPW+o8Da+ZL27NQ9IZY6yeiSQSyOzsILOze+Q2uiXtKnSjowoL7hsxVesp\n/f0F8oigKS6CprgIj1tjQ2xiUmf+vKxJE8jsHSB1cIDMwQESh8dPC6gxoJsrqtVa7DqdjJzCSnz/\n2yUsmtgZ1hb3EnYnM0c4mNghT1mA2PxETtYZq0ecrDPGjF5ORR5UGt0TjtrF5YgIJy6k47cTN0AA\nzE2k+HBCJ7RoalXn86TVojonG6rMDKiys3V/vvu7urDw6RpTu0Db3eRbZmurq0JsgE/DGWOMPT3d\nknbmkJiZQ/GYyvfa6mpoiovuTXm6vyjoI2qRaJVKqLIyH71KkUQCE8cmkDo6QebUDPJmzSBv6gx5\ns2a6avy1DHnJHapqDfaF30JmfgX+sTkGb4/wEYrOiUQidHBoj1PpZ5FYcB3VWjVkYk4hGKsP3NMY\nY0bvVsm9OYQ1xeUKSpTYdCgR8bd0ybalmQwLJ3SGi60cylu3UJV6G8q026hKTUVVetoTryMutrCA\nzM4eUjs73e/29sJrqZ29bm1ffhrOGGMMgFgmg9ihCWQOj55L//i6JoVQF+SjOi+v7rB7jQbKzCwg\nMwvAlTrfJ7G0gtzFBSYtWsKkZSuYtGyJN/q0ABGwP+IWispU+Hb7JYzt1xqv93CFSCSCj4MXTqWf\nhUqjQlLhTXjZe7ygfxHGWG2crDPGjF5Cvm75QjsTW4jVZjgek4b/nr0JpbIaTVTFaCctRT9TNbQ/\nnUDSnXRAo3n0l4nFkNk7QObkBLmjE2RNm0Lu6KgbfmhnD7FC8ejPMsYYY09JdHdNeImlJRSubg/d\nhoigKS1FdV4e1Hm50BTmQ1RcgNJbaajKyKizXKemtASVV0tQWav4sMTKCj1atEQbJ0ccShfhttgW\nO04lIeZqDl7t4oLOHm4wkSig1FQhNj+Bk3XG6gkn64wxo6YlLRILbqBZrgrOWVUICfk3zDVKjFYV\nwamqAHLSDS2sTnnwsxIbG5i4ukHh5g6FmxsULq6QOThw1XTGGGMGRSQSQWplBamVFdCq1QPFyDSl\npbph85mZqMrM0I0eu3VLWKpOU1KC8j+uQAFg1N3vLJBZoiDDCmlXzHHD1BLuXWxwzTYbcXmJGNd2\nBK8oxFg94CtOxphRu12SBofUQow6XQyg6JHbSW1tYdJCNxxQl5y76y56GGOMsQZOYmkJU0tLmLa9\n90SctFqosjKhTEmB8lYKqm6loCotVZgfb1ddCrvqu0/kSwDtYRHk3c0R2xbILM+G890l3RhjLw4n\n64wxo5aQfw2drlcKrzVyE8isrGDi2KTOfD2pja0eW8kYY4zVL5FYDIWzCxTOLrDu8zIAXcE7VXoa\nlCk3obx9G9V5uajIyQMVFUBMWrwaUwa7Yg0uu8XCuQ0n64y9aJysM8aM2rWbVzAkU1d0p9DXDz3n\nzdBzixhjjDHDJJbJ7t7EblXn/dLUNCR99z3MK4vR6XolUjfvhfJTP5iYmeippYw1DmJ9N+CvUqlU\n+PTTT9G9e3f4+flh06ZN+m4SY8xAlKrK4BB/C2LSvW77xiD9NogxxhhrgCzdXOG1dCmyHXSj0Nyy\nyhD18zY9t4ox49fgk/UVK1YgISEBv/zyC5YsWYK1a9fi2LFj+m4WY8wAxOdchXeybgh8joMz7Nwf\nvdYtY4wxxh7NxMYKLRYtQLqjDADg8Ec4sm/d0XOrGDNuDTpZr6ysxK5du/DZZ5+hXbt28Pf3x8yZ\nM7FtG9/pY4wBNyLPwLJCCwCw6vOanlvDGGOMNWyudq649UpHaEWATEuI2/STvpvEmFFr0Mn61atX\nodFo0KlTJ+G9rl274o8//tBjqxhjhkBLWjjEJQEAKuRStH/dT88tYowxxhq+8a9OR3wbSwCA6500\nXD71Pz23iDHj1aALzOXm5sLGxgbSWmse29vbo6qqCoWFhbC1/fPqzmdPhaKyUgWNRvsim8rqgUQi\nhqmpnONpJP5qPItKctAyQzcEPrdNW0jl8ufdRMYYY6zRsZCZo9W4v6Fy5RqYVhEq92/HBVNec/1F\n4+tc4yKRiDFgyJ/XUmrQyXplZSXk912A17xWqVRP9B2i//sRZs+9ZUyfOJ7G5VnjaVnrz+2GjoJU\n2qAHEhkFiURc53fWsHE8jQvH07i86Hh29+iGHV294BORAPsSJfCfoBfy97AH8XWuETH2ZF2hUDyQ\nlNe8NjU1faLv6LN393NvF2OMsUezsnqy4zNrGDiexoXjaVxeZDxnf7z0hX03Y0ynQd8+dXJyQlFR\nEbTae0NB8vLyYGJiAisrKz22jDHGGGOMMcYYe3YNOln38vKCVCrF5cuXhffOnz8PHx8fPbaKMcYY\nY4wxxhj7axp0sm5iYoIRI0ZgyZIliI2NxYkTJ7Bp0yZMnTpV301jjDHGGGOMMcaemYiISN+N+CuU\nSiX+8Y9/4OjRo7C0tMTMmTMxZcoUfTeLMcYYY4wxxhh7Zg0+WWeMMcYYY4wxxoxNgx4GzxhjjDHG\nGGOMGSNO1hljjDHGGGOMMQPDyTpjjDHGGGOMMWZgOFlnjDHGGGOMMcYMDCfrjDHGGGOMMcaYgWkU\nyToXvDcuHE/GDBv3UcYMC/dJ48MxNV4cW+PyV+Mp+fLLL798Pk0xDESEoKAgpKamQqVSwcnJCSKR\nSN/NYs+I42l8iAjbt29Hfn4+xGIxbGxsQEQc1waK+6hxKiwshKmpKQBAo9FALG4U9/aNVmVlJWQy\nGQDw8dZIcEyNA59DjcuLiKdRJevJyckYM2YMUlNTcePGDWzcuBHNmjWDm5sbZDIZH8waGI6n8YmP\nj8fo0aNx8+ZNREZG4rfffoOXlxdcXV313TT2DLiPGp+dO3di3rx5OHPmDEJDQ9G9e3dYWlrqu1ns\nGf3+++9YuHAhzpw5g/j4eHTp0gUKhULfzWJ/AcfUePA51Li8qHgaVbK+f/9+qNVqbNq0CWPHjoWJ\niQl27NgBuVwOb29v/g/fwHA8jU9wcDAcHBwQFBSEYcOGoaysDD///DNatmwJNzc3fTePPSXuo8Yl\nMTERy5Ytw1tvvYWePXvi/PnzOHLkCNzd3eHs7Kzv5rGnFBkZiVWrVmHmzJlwcXFBaGgoTp8+zTdg\nGjCOqXHhc6hxeVHxNKpxbYmJiaiuroZEIgEATJs2Db6+vjh58iTOnz8PgOeBNCQcT+Nz/fp1SKVS\nAICVlRUWLlyI5s2bIyQkBElJSXpuHXta3EeNy8mTJ2Fubo7x48dj0KBBCAoKgpmZGXbu3Ilbt24B\n4Hg2JKGhoWjevDnGjRuHadOm4ZdffkFmZiaCg4ORm5ur7+axZ8AxNS58DjUuLyqeDTZZ//HHH/HD\nDz9g165dwnuurq6Qy+V1DlgBAQEQiUQ4evQoqqur+S6VgeJ4Gp+NGzfi559/RmhoKACguroaNjY2\nMDMzQ3l5ubDd22+/jZSUFISHh0Oj0eiruexPcB81PsnJySgtLRVeOzo6wtTUFNXV1QAAuVyOyZMn\nIzs7GwcOHAAAjqcBy8jIgEqlAqC7ILSysoKDgwO0Wi0AwNLSEm+99Raio6MRHh6uz6ayJ8QxNR58\nDjUu9RnPBjcMvrCwEDNmzEBiYiJsbGzwn//8B5mZmWjbti3kcjlOnDiBNm3awN3dHQDg4OCAjIwM\nxMfHw8XFBS4uLnreA1Ybx9P45OTkIDAwEImJiVAqlVi3bh2qq6vRuXNnlJaWYv/+/ejbty9sbW0B\nAM7Ozrh69SoSExPRsWNH2NjY6HkPWG3cR43PyZMnMXXqVJw5cwZbt26Fi4sLXF1dkZGRgdjYWLi6\nuqJ58+YAgBYtWuDGjRu4du0a3N3d4eTkxPMoDczRo0cxc+ZMhIaGYvfu3fDy8kLTpk0RGxuLuLg4\ndOvWTTiuenl5ITw8HJmZmWjXrh2sra313Hr2MBxT48HnUOOij3g2uCfrqampUCqV+PHHH/HVV1/h\n559/RmFhIb7//nv07dsXZmZmOHnyJPLz84XPDB06FPn5+UhNTQXAQ0oMCcfT+CQkJMDExARbt27F\nmjVrsHbtWsTExODf//43xo0bh4qKCuzbtw9qtVr4zLRp03D58mVkZ2frseXsYbiPGpfy8nJs2LAB\nkydPxtq1azFw4EBs3rwZQUFBePXVV1FeXo6YmJg6o18GDx6M8vJyJCQkAOCn64YkLy8P69atw5Qp\nU7BkyRK0bt0aX375JQ4dOoQJEybg+vXriI6OrtMHJ06ciCtXriA9PV2PLWePwjE1LnwONS76iGeD\nS9aTk5NRUFAgVI/u3LkzRo0aheTkZISEhGDBggX43//+h8jISGFIrYuLC1q1aoWIiAgAfKFhSDie\nxicpKQlFRUXCk/N+/fph8ODBiIqKQkREBD777DNs2bIFcXFxwgHL3d0d3t7eOH78uD6bzh6C+6hx\niY2NRW5uLkaNGgU3NzcsXrwYr7/+Og4cOICEhARMnToVhw8fRlxcnPAZHx8fNGnSBDExMQDA01UM\nSHR0NEpKShAYGIhOnTrhu+++Q/fu3fHrr7+isLAQ06dPx7p163Dnzh3hMy+99BJsbW1x8uRJAJwI\nGBqOqXHhc6hx0Uc8G0SyrtFohANPu3btAECYqA8A3bt3x9ChQ7F+/Xq0b98er7zyCvbv34+oqChh\nG61WiyZNmtRvw9lDcTyNT+2Ld3d3d5iamuLq1avCewMHDoS3t7fw9K5bt274+eefhaJyKpUKarVa\nGHrL9Iv7qPGpmeParFkzFBQU1BnZMnDgQHTt2hUrVqzAiBEjYG9vj3379uHmzZvCNt7e3rhx4wYA\nCMVzmP7U9M9mzZpBrVbXGQkxevRo2NnZYc2aNZg9ezYAYPv27SgoKBC26dq1q5DscSJgGDimxoPP\nocZF3/E0yDnrFRUVkMlkwmuxWAyRSASVSgWxWIxr164hMzMTffv2BaArgmNqaorLly+jtLQU06dP\nx4ULFxAcHIzS0lJcuXIFhw4dwrRp09CiRQs97VXjxfE0PiqVqs4Fu1h8775fVVUVLl68CIlEgk6d\nOgEAzM3NodFocPHiRZibmyMgIABHjhzBsWPHoFarcenSJZw5cwaBgYG8RJQecB81TjVzy7VardBH\nq6qqkJiYiJycHPTq1QsAYGFhAXNzc4SGhsLa2hpvvPEGDhw4gOTkZLRv3x5yuRybNm3CSy+9hB49\neuhzlxq1mnhqNBohnrm5uUhMTIRIJEKHDh0A6OZIKpVKREREoGXLlujXrx+2bduG6upqtGrVClKp\nFBs2bEC/fv3g6+urz11q9DimxoHPocbF0OJpUMn6zZs38fHHH+Po0aPIzc2FlZUV7OzsUFJSgrlz\n56KiogK9evVCWloaYmNjYW9vL6zNbGlpifT0dFy7dg2DBw+Gn58fVCoVEhISEBMTgwULFsDf31/P\ne9i4cDyNz82bN/HFF18gPDwcpaWlaNKkCczMzFBUVIQpU6agSZMm6NGjBy5cuICbN2+iRYsWwp3E\nJk2aICoqCkVFRRg6dCg6deqEnJwcREZG4ty5c/joo4+EAx+rH9xHjU9qaiqioqJgYWEBuVwOiUQC\nkUiElJQUxMfHo3379khJSUFCQgI8PDzg4OAAQBfP3NxcREVFYcqUKXB2dsbhw4cRHByMX3/9Ffn5\n+Xj77bfh6Oio5z1sXGr6mLm5OUxNTQHoLhxrhmK2bdsWkZGRyMvLg5eXF6ysrAAAtra2iI+PR1pa\nGiZPngyZTIY9e/Zg165dCA4ORkVFBd566y3Y29vrc/caJY6p8eBzqHEx1HgaTLJ+8+ZNvP/++2jd\nujVat26Ns2fPYvfu3XjjjTdgZWWFiooKDB8+HAqFAra2trh48SKSkpLQu3dvyOVyyGQypKenIyws\nDIGBgZDJZOjevTsGDBiAwMBAtG3bVt+72KhwPI1PbGws5s6di1atWsHU1BTHjh1DZGQkhgwZAjMz\nM+Tl5WHQoEFQKBRwcHDAkSNHoFKp4OvrC5lMBoVCgVu3buHcuXMYN24cbGxs4Ofnh9deew0zZ85E\nmzZt9L2LjQr3UeNCRFi7di0WLFiApKQk7Nq1C5mZmXj55ZcB6JZItLe3R6dOnSCVSnH+/Hnk5eWh\nT58+AACFQoH8/HxcvnwZ/fr1g4eHB15//XV07twZ3t7e+OabbzhRr0dEhJUrV2LRokW4cuUKQkJC\nQETo2LEjAGD48OFwdXVFx44dIRKJcPLkSZiYmAhPYi0sLJCSkoLLly9j1KhRaN++Pfr37w93d3f4\n+Phg2bJlnNTVM46pceFzqHEx6HiSnmk0GiIiOnnyJA0YMIDKy8uJiKioqIgCAgJoxowZVF1dLWyv\n1WqJiGjfvn305ptv0vfffy/87LfffqOAgAAqKyurxz1gtXE8jU9NTPfs2UNjx44ltVpNRESJiYk0\nYsQI+uijj+psXxPT9evX09/+9jfatm2b8LPVq1fTrFmzSKVSCdux+sV91DilpqbS8OHDKTo6moqL\ni+nQoUP0yiuv0KpVq4iIhDjXWL9+PU2ZMoX2798vvBcTE0MdOnSgrKysem07e1BiYiINHjyYLl68\nSBkZGbRhwwYaOHAgbdmyhYiICgsL62z/+eef05w5cyg8PFx4LzQ0lLp160alpaX12nb2cBxT48Dn\nUOPSEOIpfX73JJ5Ofn4+7O3thTk6t2/fhqurq1AUw9raGitWrMCQIUOwb98+jB49GoBugr5EIsGA\nAQMgkUjw97//HSkpKWjVqhV2796NadOmwdzcXF+71WhxPI1PSUkJrKyshJjGxcXB2dlZmKverl07\nLFq0CDNmzMCYMWPQs2dPEJEQ0wkTJgAA1qxZg8TERDRv3hy///475s2bV2cuEKsf3EeNU8189NTU\nVFRVVcHR0RFWVlYYPHgwRCIRFixYAD8/P3Tr1g2ArlCORCLB8OHDUVRUhG+//RaOjo5o3bo1IiIi\n0K9fP2ElB1b/auIZHx8PU1NTtGjRAra2tpg2bRpkMhlWrlyJAQMGoFmzZiAiaDQaSKVSvPnmm1i/\nfj1Wr14NW1tbuLq6Ijw8HP7+/rCwsND3bjVqHFPjwOdQ49KQ4lnvw+BzcnIwf/58bNu2DZcuXYJS\nqYSnpyeUSiU2bNiA8ePHw8LCAtXV1bCzs0NFRQV+++03jBw5EgqFAmKxGFqtFjKZDG3btoW3tzcq\nKioQGxuLN998E1OmTKnP3Wn0OJ7GJzs7GwsXLsTOnTtx48YNiEQiuLm5obS0FJs2bcLs2bMhEolA\nRHBzc0N6ejr27duHgIAAiEQiIaYmJibo2rUrnJyckJ6ejgsXLmD69OkYP368vnexUeE+anyysrKw\nc+dOIS7m5uZISkrC6dOnMXnyZJiZmUGr1aJt27aIjY3F//73PwwaNAgymUy4MLG0tISvry/S09Ox\ndetW7NixAxcvXsQ777zDU1LqWXZ2No4cOQKpVAqZTAYTExPEx8fj9OnTmDNnDgDdnOYOHTogLCwM\nly5dwuDBgwHcq8xvZ2eH1q1bIy4uDv/5z3+we/duxMfH45133hHmVLL6wzE1HnwONS4NMp7P9Tn9\nn6isrKT33nuP5s2bR0ePHqWlS5eSl5cXHTt2jNRqNY0aNYqWLFlCRERVVVVERKRWq6lr1660Y8cO\n4XXNdzH94ngan4KCApo2bRp98MEHtGPHDpo3bx517tyZYmNjKTc3l4YOHUpr1qwhonuxu337NnXs\n2JFOnTpV5/2amDP94T5qfPbs2UM+Pj40fvx4GjRoEA0bNozy8/OJiMjPz4+Cgoq4rR0AABhNSURB\nVIKI6F48s7KyyMvL64H+WVt2djaFhYXVzw6wOoKDg8nb25tGjRpF/v7+NHPmTCIiKi0tpe7du9Pe\nvXuJiIRhmOfPnydPT09KTEys834NjUZDN27coKNHj9bjXrDaOKbGg8+hxqWhxrNek/Xbt29T9+7d\n6cqVK8J7K1asoPHjx1NYWBgdP36c2rVrR3fu3CGie/9Qq1evplGjRgmfCQkJoVmzZlFqamp9Np/d\nh+NpfBISEqhnz56UkpIivLdw4UIaPXo0xcfH05YtW6h///6Uk5NDRLqDlkqloi+//JLeeecd4TNb\ntmyh+fPnU1FRUX3vAquF+6hxqayspNmzZwt1IAoKCmjSpEk0a9YsSklJoW3btlHXrl2F7VUqFRER\nffLJJxQQECC8r9Fo6Pjx45SZmVm/O8DqKC4upsmTJ9PevXtJo9FQXFwcDR06lD744APKysqiVatW\n0bBhw4TttVotabVamjNnDs2dO1d4X6PRUHh4OM9jNgAcU+PC51Dj0lDjKf7zZ+/P9Sk+WrZsiYqK\nCuG9Dz74AGZmZjh69CiaN2+Ofv364eOPPwagW7cO0C35ZGlpicLCQgCAu7s7pk+fDldX1/psPrsP\nx9P4FBcXo2XLltBoNMJ733zzDUpKSnDixAn4+PigZcuWWLZsGQDdcD2ZTAYLCwsoFAqoVCoAQJs2\nbTBq1ChYW1vrZT+YDvdR46LRaHD9+vU6SzktX74c2dnZCAkJQY8ePdC0aVMsXboUAIQh72PGjEFJ\nSQnu3LkDADh48CA2bNggzM1j+lFSUoKMjAxh3qS3tzf+7//+D+Hh4Thz5gxeeuklSKVS/PjjjwB0\n8ReJRBg4cCCUSqXQP3/99Vd8/fXXdY7bTD84psaFz6HGpaHG84Un67UPNHK5HCqVCrdv34ZarRbe\nmzx5Mq5evYrk5GQsWrQIcXFxCAoKQlZWFgDdpH9bW1uh6E3nzp3Rs2fPF9109hAcT+NTEzsAcHJy\nQkpKinBRr1arIZfLMWvWLBw6dAharRZTp07FsWPHcODAAeGAl5+fD3Nzc+HA1rt3b/j5+dX/zjDu\no0ZIq9UCAMrKyuDu7o7KykqQbmQcXF1dMXLkSJw/fx5paWn48MMPERwcjJiYGGHua0pKCsRiMSwt\nLQHolojasWMHnJyc9LZPjRXdLcIJAEqlEhYWFsJNFY1GgzZt2mDs2LHYs2cPFAoFxo4di6CgIKSl\npUEq1dUEzsjIQGFhoVDEaPLkyTh06BDfHNUjjmnDRUR1XvM51LgYQzyfe4G55ORkSKVSKBQKAPfu\n7N+6dQuurq5ISEjA2bNn8dprr8HMzAwA0KpVK5w+fRpZWVkYN24cXFxcsGPHDuzYsQPR0dE4dOgQ\n3nrrLXh4eDzPprInkJSUBLFYDBMTEwAcT2MQHx8PkUgkXBTUxLSgoADOzs44f/48YmJiMHLkSIhE\nIohEInh7e2PHjh2oqqpCYGAgzMzMsG7dOoSGhuLs2bNC0Rx3d3d97lqjlJaWBoVCIVz0cR81PjVP\nwC0sLBAaGoq0tDT07t1bOC63b98eBw8ehFKpxKRJk1BUVITff/8deXl5sLe3x65du9C0aVMMGTJE\nKA7JT9Xrz4EDB6BQKGBjYyMcUwFdAbFdu3YhPz8fr732GgBdrLt164YNGzbA3t4eY8eOxdWrV/Hb\nb79BLpfD0tISISEh8PHxQd++fQGA46lHNf/2HNOGKykpCfb29lCr1RCLxXwObeCMMg99XuPpT506\nRX5+fjRs2DDq378/HT16lIqLi4mIaN68eTRv3jwiIiopKaEOHTrQL7/8UqeIRlRUFPn4+Ajzc5KS\nkmj79u20YsUKSk5Ofl7NZE/oyJEj9Morr9CoUaPolVdeoePHj1NVVRVptVqhOAMRx7MhOX36NPXp\n04eGDRtGffr0oV27dlFpaSlVVVVRYGAgLV68mIiIkpOTycvLi06cOEFE94rdHD16lDp37ix8X1RU\nFK1fv54+//xzSkpKqv8dauROnDhB/fv3p0mTJtFrr71Ghw8fFtbpfffdd7mPNkAHDx6kBQsW0PLl\ny+nKlSvCnPPjx4/TokWLiEhXV8LHx0coGFcjJCSE/Pz8hDVi169fT2PGjCF/f3+aMGECZWRk1Ou+\nMKK9e/dSp06daPz48ZSdnS28f/jwYVq2bBkREYWHh1P79u3p+vXrRHTveLtp0ybq06cPEenmL3/2\n2Wc0YsQIevnll2nixImUlZVVz3vDiIgOHTpES5cupW3btgnXuDXvc0wbnuPHj5OXl5fwWqvVUnV1\nNb3//vt8Dm1gjDkPfS7JemVlJU2YMIHWrFlDt2/fpuXLl1NgYCCtWrWKiIhyc3PrbL9u3Tp69dVX\n6eLFi8J7OTk51K9fP4qKinoeTWLPQKvVEpGuAMPw4cNp06ZNdOfOHfrss89o0KBBQrGwmuJiNTie\nhq+qqoomT55Mq1evpvz8fFq2bBn985//pIKCAlKr1XUKyhERLV26lPz9/etcYF66dIkGDx5MV69e\nrefWs/vl5+fTyJEj6ccff6S0tDT6/vvvKTAwkJYvX05EfMxtaKqrq+nzzz+nPn360Jo1a2js2LE0\nadIk2rx5MxHpEoHg4GDhGP3BBx/Q2LFjhSI4NXr27EnHjh0TXpeXl9Pt27frb0cYEekq8I8fP566\ndOlCv//+e52fVVVV0aZNmyg4OFh4b9q0aTR9+nRSq9VCjEtLS6l3795C/1Sr1VRQUCAkgKx+VVVV\n0eLFi6l3795CX50xYwZlZmaSSqXimDYQNbGo8dNPP5GnpyetX7+eiHQ3UYj4OrehMfY89JmT9Zr/\n0EREMTEx1Ldv3zqVZbdt20ZvvPEGHT58mIh0FyO1l4x58803af78+XTmzBkiIjpw4ACNGTNGeCrA\n6lfteG7evJn8/f2FO07p6enUtWtXSk9PF7bRarUcTwN3fx/t2bPnY5+A11SlreHv709ffPEFxcbG\nEhHR9u3baeLEiQ+c7Fj9qB3PAwcOULdu3aigoEB4b+PGjTRw4EA6efIkEfExtyFJTU2l8ePHU2Rk\nJBERlZWV0apVq2jKlCl1bpjVxLO0tJReeeUV+uGHH4Rl21JTU2nw4MEUHR1d/zvA6ti1axcNHjyY\nzp8//9Cf1+7LRLob5N7e3rRt2zZSKpVERHThwgUaMGCAcMzm465+paSkUEBAACUkJBARUUZGBnl6\netKFCxeIiGPaENy/JF51dTVNnTqVhg8fTl5eXsLIhtrnTT6HGq7GlIdKn2Xo/Pr163HlyhW4uroi\nICAALi4uKC0tRWVlpbDNgAEDkJKSgg0bNuD111+HVCqFVquFRqOBRCLBp59+ip07d2Lu3Lno3r07\nLly4gFmzZsHU1JTn6tSzmni6ublhzJgxaN++PXr27CkU3fjhhx/QrFkz7Ny5E/3794evr68wR4vj\naZju76OOjo7QaDSwsLAAAGzcuBFpaWmwtbXFpEmT4OTkBJFIBK1WC61WC4lEguXLl2PTpk2YMWMG\nOnfujMjISLz//vs851UPasdz/PjxsLOzg5mZmVB9HwD69OmDdevWISgoCP379+djroGq+be+cOEC\nPD09YWFhgYKCAly5cgXt2rUDAJibm8Pd3R179+6tU/xIIpFArVbDwsIC8+fPR0hICC5cuIBp06Yh\nLCwMcrkcrVq10teuNUq149m2bVtYWVmhd+/eCA4ORnZ2trDdxYsXYWNjAzc3N6G+BKArTObm5oaF\nCxdiz549uHz5MgICArBv3z44OjoKRQC5f9af2jH18PCApaUlioqKEBcXBxcXFwCApaUlunXr9kDt\nF4Bjaog2btyIsLAwNGvWDN27d8fYsWMRFxeH/Px8fPPNN1i9ejW++OILrF+/vk5cJBIJn0MNUGPL\nQ5+4wBzdrWD61Vdf4cSJE/D398epU6cQERGBwsJCuLu74+rVq0IFaHNzc5iZmSE8PByVlZXo1KkT\niAhisRgikQgODg7w8/NDly5dYG9vj3nz5mHo0KF1CnWwF+dR8YyKioJYLMbHH38MiUSCy5cvIygo\nCAMHDkRoaCjCwsKgVCrRqVMnaLVajqcBeVwfzcnJgaurK7KysnDx4kUcOHAAnp6eCAkJwcWLFyGX\ny9G2bds6fdTZ2Rm9evWCh4cHFAoFPvzwQwwcOBAAX2TUh0fFMyYmBikpKXB3d0d6ejp69OgBQBeT\ns2fPorKyEmq1Gr6+vnzMNUAikQhZWVmYMGECOnbsiBYtWqCoqAilpaVo06YNmjRpApFIhKKiIuzc\nuRNTpkwRbrLV/o527drB09MTf/zxByIiIpCVlYVly5bx0kD1rHY8fX194erqCisrK8THxyM8PBy+\nvr6YOnUqTp8+jS1btuDWrVuwt7dHs2bNoFarhf7XqVMn2NvbIyoqCkePHkVeXh6+/vprNGvWTN+7\n2OjcH9MWLVpAJBIhIiIChw8fRnl5OT766COkpaXh1KlTqKioQJMmTWBjYyMsxcYxNQxVVVX49NNP\nER4ejoCAAKSmpuLIkSMgIrRv3x5EhNdffx2Ojo5Ys2YNevTogebNmwvF5gAI8eRzqH416jz0aR7D\nV1ZW0tixY2nv3r1ERFRQUEBbtmwhb29vWrJkCb333nt1FpovKSmhlStX0qxZs+oU4rh27dpTDwFg\nz9/D4rlp0yby9fUVhgMplUohdkVFRbRmzRoaNmxYnfkfHE/D8bCYbt26lby9vWn27Nn097//nQID\nA4WhsllZWfT555/TjBkz6gyp1ncxDaZzfzzz8/Ppl19+IW9vb/rqq69o9OjRtGLFCjp79ixNmTKF\nPvroI1q5ciUtWLCAysrKhO/hPmpYoqOjydPTk+bMmUNFRUWkVqspLy9PKChHRLR69WoaOnQoET1+\nuKxGoxEKCzL9qInn3LlzhXNnRkYGderUiWbOnElBQUF0584dOnDgAM2fP58CAgIeGDZdQ61W1xnK\nyfSjdh+tOTfGxMTQ/PnzqWvXrrR06VJKSkqirVu30oQJE+jDDz98ZD/lmOpPWloajRo1iiIiIoiI\nSKVS0ZYtW6hPnz5UWVkpbKdUKmnx4sU0aNCgh34Pn0MNQ2PNQ59qnfX09HTk5+cLQ/VsbW0xduxY\n9OvXD8ePH4e1tTX27dsnbG9paYl27dqhsrJSWI/5jz/+wIgRI5CcnPwcbzmwZ/GweE6cOBGdO3fG\n4sWLAQAKhQJWVlYAAGtra/Tp0weWlpbCOtwcT8PysJiOGTMGr732GiIiInDr1i2kpKSge/fuAHTr\nqvv5+aG8vFwYsnnq1CkMGTIEeXl5etsPpnN/PO3s7DB69Gi8/PLLuHbtGv72t7/h3LlzeO+99+Ds\n7Ixvv/0WrVq1Qk5ODsRiMYiI+6gBOnbsGDw9PXH69GkcOHAAEokE9vb2kMlkwjaRkZHw9fUFcG8N\nZwAoLy/He++9h6SkJAC64bc2Njb1uwOsjpp4njp1CidOnIBWq4WDgwO6dOmCxMREDBgwAM7Ozhg6\ndCjGjRsHjUaDI0eOAABKSkowf/58YfimRCJB06ZN9bk7DHX76KFDh0BE6NatG2bMmAEfHx/Mnj0b\nrVu3xpQpUzB69GhkZWUhMjISAMfUkKSlpSEhIUG45pHJZHBycoKpqSnS0tIA6J7YKhQKTJ8+Hbm5\nuQgODgYAYR1uPocajsaahz5Vst6mTRsAwOnTpwHo/iObmZnh/fffR3l5OQoKCpCXl4fdu3cLn3F2\ndsalS5eEiw1PT09ER0ejdevWz2kX2LN6WDwVCgU++eQTREdH4+zZswBQZ96dqakp/vjjD2GeloeH\nB8fTgDyqj7777ruQSCRQqVRwdHTEwYMHhc80b94cly9fFoZ8+fj44Ny5c3BwcKj39rO6HhXPBQsW\n4OLFi3BwcMCePXsQFhaG5cuXA9CdnK5du4bq6mqIRCI+5hqYkpISxMXF4euvv8bHH3+Mn376Sbho\nBACNRoPMzEwkJCSga9euAO7NVVcqlQAABwcHODo66qX9rK7747lu3TpkZmZCJpPh/fffR3BwMFxd\nXYVrIA8PD1RWVgo3wdPT06FQKKDRaOrUJ2D687g+KpfLoVKpUFJSImzfp08fpKenC9dFHFPD0bFj\nR7z66qtITU0VYiGRSJCVlSXc5KwZ8ty6dWvMmDEDq1evhlarFWpL8DnUcDTWPPSpknUAmDRpErZv\n3w6VSiVM1m/bti3Gjx+PS5cuoWPHjvjhhx8QGRmJvLw8REREwM/PD3Z2dgB0T2otLS2f+46wZ/Ow\neHp4eGDMmDFYsWIFLl68iCVLliAhIQGVlZWIiIhAr169hLvEJiYmHE8D86g+OmHCBNy4cQO+vr74\n6aefcPnyZZSVleHcuXPo3bu3UPSmZu4dMwyP6qOjR4/Gt99+CwDYvn27cJc4KioKgwYNEpIBPuYa\nFoVCgREjRqBFixaYOnUqiAjbt28XnuJIJBJcu3YNarUaAwYMAADs3bsXgwYNwn//+1+Ym5vjiy++\nEOLL9Ov+eALA1q1bodFo0LFjR7i7uyMtLU24GapUKlFVVQWFQgEA8PLywvLly2FhYWF48yQbqUf1\nUQCorKwEEQkPMwCguroaMplMiB/H1HCYm5tj+fLlcHd3F96LjY2Fh4cHrK2t62wrFosxZswYmJiY\nYNGiRcL7fA41LI0xD33iAnM1mjRpgrCwMGRmZqJXr15CkTErKyucPXsWb7zxBszMzLBx40bs3r0b\n0dHRePfdd+Hh4fGCdoH9FY+Kp729PU6ePAlLS0ukp6dj8+bN2L9/P8LCwvDuu+/Cy8tL301nj/Co\nmFpaWuL8+fPw9/eHRqPBhg0bsHfvXiGm3t7e+m46e4hHxdPBwQEHDx6Evb09YmJisGHDBvz3v//F\nlStXMHfuXC40ZqCkUil8fHyEZK1p06ZYtWoV+vbtK9ww27VrFzQaDXx8fPDuu+9iz549eOeddzBp\n0iR9Np09xMPi+cMPP8DPzw9OTk4IDw/HRx99hIiICGg0Gnz33XdwdHTElClTIJfLOZkzQA+L6cqV\nK9G3b1906NABN27cwIkTJxAdHQ2NRoOVK1fCzc0NkyZNglQq5ZgaGIVCIRQVA4B169bBw8MD/v7+\nQtXvmt/Nzc3h6uqK5s2bc95ioBplHvq0k9w1Gg1t27aNevXqVacIVVJSEg0fPlyY2J+Tk0NhYWF/\ncUo9e9EeFc8bN27QqFGj6NKlS1RdXU3Xrl2j48eP67Gl7Ek9LqYjRowQ+uidO3eE9SWZ4XrcMXfE\niBF0+fJlqqyspJiYGAoJCdFjS9nTqF1gbNy4cTRnzhwqLS0lIqJ//etf5OnpSZ6envT555/rq4ns\nKdwfz9mzZ5NWq6XS0lI6fPgwvf322zRhwgT65ptv9NhK9jTuj+msWbOIiKi0tJQOHjxIb731Fk2c\nOJH++c9/6quJ7CmlpqaSr69vnXMlF+hsWBpjHvrUw+DFYjFGjBiBLl264MMPP0RZWRkAXQGciooK\nmJmZAdDd+Xj55Zef750F9tw9Kp5EhJKSEpibm0MqlQp3IZnhe1xMy8rKYGpqCkA3j6dv3776bCp7\nAo875paVlcHMzAwmJibo1q0bRo4cqefWsiclFouh0WgAAF9//TXOnDmDc+fOAdAN3Rw5ciROnTqF\nr776Sp/NZE/o/niGhYXh5MmTsLCwwKBBg7BmzRr8/PPP+PTTT/XcUvak7o/p2bNnceLECVhYWGDI\nkCFYt24dgoKC8Mknn+i5pezP0N356gkJCQAgXM9u2LABL730Evbu3au3trGn0xjzUBHRs1W/qKio\nQEBAAACgXbt2uHDhAnx9ffHNN98I/1Cs4eB4Gh+OqXHheBonjUYDiUSCBQsW4Ny5cwgNDYVMJoNE\nItF309gzqB3P6OhoHDhwgGuANHAcU+Oxdu1aYc31tWvXQqvV4rPPPsOrr76q76axp9SYromeOVkH\ngDt37uDKlSs4d+4cPDw8EBgY+DzbxuoZx9P4cEyNC8fT+NTMt1MqlTh06BBGjx6t7yaxv4DjaXw4\npsZj3bp1+Ne//gVTU1PMmTMHs2bN0neT2F/QWK6J/lKyzhhjjLG/hu4WN2LGgeNpfDimxiE0NBTX\nrl3DjBkzIJfL9d0cxp4IJ+uMMcYYY4wxo8Y3XVhD9NQF5hhjjDHGGGOsIeFEnTVEnKwzxhhjjDHG\nGGMGhpN1xhhjjDHGGGPMwHCyzhhjjDHGGGOMGRhO1hljjDHGGGOMMQPDyTpjjDHGGGOMMWZgOFln\njDHGGGOMMcYMDCfrjDHGGGOMMcaYgeFknTHGGGOMMcYYMzCcrDPGGGOMMcYYYwaGk3XGGGOMMcYY\nY8zA/D9FAK/tlKrrcQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irrad_data = tus.get_clearsky(times.tz_localize(tus.tz))\n", "dni_et = pvlib.irradiance.extraradiation(irrad_data.index, method='asce')\n", "irrad_data.plot()\n", "dni_et.plot(label='DNI ET')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B7rhxuSTpzeZLajnbv6B/PgDMxNHJut/v1/e//33l5eXpwx/+sB577DF94hOf0Mc+9jH5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/M8OjrS3t6eSkpK1NLSosXFRa2srGhiYsLiSfFazzM9Pj7W7u6uSkpK1NraqnA4rOXlZY2Pj1s8\nKf6N+XFe/fLyUpKy17NLS0uqq6vT+vq6ZbMhN1+xh/5lzNu2X9zd3amrq0uSVFVVpdPTU/l8Ps3O\nzmbfKHwe5Ok8ZOos5OlM6XRa+fn5Gh0dVSQS0f7+vgoKCpSfn2/1aHiDX/OMRqPa2NhgB8gnR6bO\nEQqFsv+5HgqFlMlkNDk5qaamJqtHQ46+0jXRm8u6JCUSCV1cXCgSiaiiokJ9fX0fORv+Z+TpPGTq\nLOTpPD/P2z08PGhra0sdHR1Wj4R3IE/nIVPnCIfDWlhYkMfj0cjIiILBoNUj4R2+yjXRu8o6AAB4\nH/NjuRGcgTydh0ydYX9/X7FYTAMDA3K73VaPA7wKZR0AAACAo3HTBZ9RzgvmAAAAAOAzoajjM6Ks\nAwAAAABgM5R1AAAAAABshrIOAAAAAIDNUNYBAAAAALAZyjoAAAAAADZDWQcAAAAAwGYo6wAAAAAA\n2AxlHQAAAAAAm6GsAwAAAABgM5R1AAAAAABs5m/+Z1hrhB2GMgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Lh/ZCPq9by5ortaI5rBVLKrWyJayG6hAfVFloRe6D3UQqo5ODU1raUGFxRQAW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\nx48fFxFmWh38+ZV4paWlMm7cOBk0aJB4enoqIxtuv27yGqpeNakOtXi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jIiIiIiKqTlio\nU3XEYp2IiIiIiIhIZVisExEREREREakMi3UiIiIiIiIilWGxTkRERERERKQyLNaJiIiIiIiIVIbF\nOhEREREREZHKsFgnIiIiIiIiUhkW60REREREREQqw2KdiIiIiIiISGVYrBMRERERERGpzP8Hraml\nzQf44v0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephem_data = ephem_tus\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", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6ABTbwpZaXfbeXFPP3789oJf/0GfyiADYAWEdAErU79/q19Y3cscFXbxmPse0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\nIrIwLNaJiIiIiIiILMz/B3T7VFFr+mD5AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do it again for another time of year." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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z5sy/YV+9XodKde3/xM2KtpUxGo1MmfIs+fl59OnTn+7de1JSUsKsWa8App7t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eAAAg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\nM888I0aNGiUOHDig36f397//P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RzjbBdnv+593MppIRBCXx/GNEwZ9HNxgYuHH/Eb9jP09chtJ1Tpcbu+PkPUmn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\nORTZnHy2fA9frtzLea3iGdi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A0Gzk+f9mUFnfBsCsCfHMm5okiZoDKIpCg7GR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,23), end=datetime.datetime(2014,6,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", "\n", "irrad_data = tus.get_clearsky(times.tz_localize(tus.tz))\n", "dni_et = pvlib.irradiance.extraradiation(irrad_data.index, method='asce')\n", "plt.figure()\n", "irrad_data.plot()\n", "dni_et.plot(label='DNI ET')\n", "\n", "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "\n", "ephem_data = ephem_tus\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", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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c0VL5qbnu3qFc3VqF0mnHqVTz+z4HP7yyHIfVVu/xCSEaD5fdTv7HH5C/+BNw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\nMmnSJPnXv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V+/fggKClLGaDFP8/TrY9TDwwMGgwEODg4AgGXLliE9PR0uLi4YN24cPD09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\niIiIiMwMi3UiIiIiIiIiM8Nin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cGovyaSzKp7Eon8Yze/ZMNm36hfvvb8/cuW/z8ceXfvbXuHGjARgxYpQnw5MbzOPFuukv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\n2pV++OGHWptoREREkLW1tbA+JzU1lY4ePUo7duygB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,12,23), end=datetime.datetime(2014,12,24), freq='5Min')\n", "\n", "ephem_tus = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus.latitude, tus.longitude)\n", "ephem_joh = pvlib.solarposition.get_solarposition(times.tz_localize(johannesburg.tz),\n", " johannesburg.latitude, johannesburg.longitude)\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_tus['apparent_zenith'], ephem_tus['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", "\n", "irrad_data = tus.get_clearsky(times.tz_localize(tus.tz))\n", "dni_et = pvlib.irradiance.extraradiation(irrad_data.index, method='asce')\n", "plt.figure()\n", "irrad_data.plot()\n", "dni_et.plot(label='DNI ET')\n", "\n", "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "\n", "ephem_data = ephem_tus\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", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reproduce examples from ``pvl_singleaxis.m``" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: Albuquerque\n", " latitude: 35\n", " longitude: -106\n", " altitude: 0\n", " tz: US/Mountain\n" ] } ], "source": [ "abq = Location(35, -106, 'US/Mountain', 0, 'Albuquerque')\n", "print(abq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 1:\n", "\n", "Horizontal single axis tracking without back-tracking (max angle = 45 deg)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Vq5dpHX9/f0aOHIm3tzfW1tYUKlSI6dOn4+vry759+2jZsiUuLi58//33jBkz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\nm2++sf585coVc+rUq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,1), end=datetime.datetime(2014,6,2), freq='5Min')\n", "\n", "ephem_abq = abq.get_solarposition(times.tz_localize(abq.tz))\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_abq['apparent_zenith'], ephem_abq['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=45,\n", " backtrack=False, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, no backtrack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 2:\n", "\n", "Horizontal single axis tracking with back-tracking (assumes GCR of 0.3)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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79uxJdv+nFquZmRmjR4+mf//+WtPd3NxYs2YNCxcuZN68eTx9+hRDQ0PKli2L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\nP5HRBenMvmUMPbOMleF3FLmZ/dJqtu6rMTmZCDdFUUg8exJ5D87Cnm3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lNR/NZ+uvZxFw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\n5XIqKioiIs50IOj+SLz29nZav349rVq1i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hhjjDGmZ7hYZ4wxxhhjjDHG9AwX64wxxhhj\njDHGmJ7hYp0xxhhjjDHGGNMzXKwzxhhjjDHGGGN6hot1xhhjjDHGGGNMz3CxzhhjjDHGGGOM6Rku\n1hljjDHGGGOMMT3zfwKSpXWUYvJCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,1), end=datetime.datetime(2014,6,2), freq='5Min')\n", "\n", "ephem_abq = abq.get_solarposition(times.tz_localize(abq.tz))\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_abq['apparent_zenith'], ephem_abq['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=45,\n", " backtrack=True, gcr=.3)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, with backtracking')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 3:\n", "\n", "20 deg titled single axis tracking with back-tracking (assumes GCR of 0.3)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QoAHdunVj3bp1yjpZafuCBQvyyy+/MHv2bCZNmkRcXBwlSpTAw8OD9u3bK+tN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\nx4/D09MTQMMCfbFYDFdXV4jFYvzjH/9Af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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = pd.date_range(start=datetime.datetime(2014,6,1), end=datetime.datetime(2014,6,2), freq='5Min')\n", "\n", "ephem_abq = abq.get_solarposition(times.tz_localize(abq.tz))\n", "\n", "tracker_data = pvlib.tracking.singleaxis(ephem_abq['apparent_zenith'], ephem_abq['azimuth'],\n", " axis_tilt=20, axis_azimuth=180, max_angle=45,\n", " backtrack=True, gcr=.3)\n", "tracker_data.plot()\n", "plt.ylim(-50,300)\n", "plt.title('June 1, Albuquerque, 20 deg S-Tilted Single-Axis, with backtracking')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### sketch of automated tests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "test solar noon" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
010.090.00.00.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 10.0 90.0 0.0 0.0" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([10])\n", "apparent_azimuth = pd.Series([180])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
00.090.060.0-60.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 0.0 90.0 60.0 -60.0" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([60])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
00.090.060.060.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 0.0 90.0 60.0 60.0" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([60])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test max" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
015.090.045.045.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 15.0 90.0 45.0 45.0" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([60])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=45,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test backtrack bool" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 8.537736e-07 90.0 80.0 80.0" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([80])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 52.571666 90.0 27.428334 27.428334" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([80])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test axis_tilt" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 7.286245 142.6573 35.987415 -20.88121" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([30])\n", "apparent_azimuth = pd.Series([135])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=30, axis_azimuth=180, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 47.66322 50.969695 42.515219 31.665508" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([30])\n", "apparent_azimuth = pd.Series([135])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=30, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test axis_azimuth" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 30.0 180.0 0.0 0.0" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([30])\n", "apparent_azimuth = pd.Series([90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=90, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 0.0 180.0 30.0 30.0" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([30])\n", "apparent_azimuth = pd.Series([180])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=90, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
00.0180.030.030.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 0.0 180.0 30.0 30.0" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([30])\n", "apparent_azimuth = pd.Series([180])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=90, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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aoisurface_azimuthsurface_tilttracker_theta
028.02432180.011.170229-11.170229
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aoisurface_azimuthsurface_tilttracker_theta
029.498704260.05.7251055.725105
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aoisurface_azimuthsurface_tilttracker_theta
010.090.00.00.0
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" ], "text/plain": [ " aoi surface_azimuth surface_tilt tracker_theta\n", "0 10.0 90.0 0.0 0.0" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apparent_zenith = pd.Series([10])\n", "apparent_azimuth = pd.Series([180])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is supposed to fail..." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "ename": "ValueError", "evalue": "apparent_azimuth.index and apparent_zenith.index must match.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/Users/holmgren/git_repos/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[0;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[1;32m 282\u001b[0m pd.util.testing.assert_index_equal(apparent_azimuth.index,\n\u001b[0;32m--> 283\u001b[0;31m apparent_zenith.index)\n\u001b[0m\u001b[1;32m 284\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/pandas/util/testing.py\u001b[0m in \u001b[0;36massert_index_equal\u001b[0;34m(left, right, exact, check_names, check_less_precise, check_exact, check_categorical, obj)\u001b[0m\n\u001b[1;32m 771\u001b[0m \u001b[0;34m'{0}, {1}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 772\u001b[0;31m '{0}, {1}'.format(len(right), right))\n\u001b[0m\u001b[1;32m 773\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/miniconda3/envs/pvlib35/lib/python3.5/site-packages/pandas/util/testing.py\u001b[0m in \u001b[0;36mraise_assert_detail\u001b[0;34m(obj, message, left, right, diff)\u001b[0m\n\u001b[1;32m 1017\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1018\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1019\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAssertionError\u001b[0m: Index are different\n\nIndex length are different\n[left]: 2, RangeIndex(start=0, stop=2, step=1)\n[right]: 1, RangeIndex(start=0, stop=1, step=1)", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n\u001b[1;32m 4\u001b[0m \u001b[0maxis_tilt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis_azimuth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_angle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m backtrack=True, gcr=2.0/7.0)\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mtracker_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/holmgren/git_repos/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[0;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[1;32m 284\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 285\u001b[0m raise ValueError('apparent_azimuth.index and ' +\n\u001b[0;32m--> 286\u001b[0;31m 'apparent_zenith.index must match.')\n\u001b[0m\u001b[1;32m 287\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 288\u001b[0m \u001b[0mtimes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mapparent_azimuth\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: apparent_azimuth.index and apparent_zenith.index must match." ] } ], "source": [ "apparent_zenith = pd.Series([10])\n", "apparent_azimuth = pd.Series([180,90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data" ] }, { "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }