{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# X-PSI 101 - For Beginners" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial provides a very basic overview of how you can use X-PSI. It models a single hot spot on a neutron star surface and perfoms sampling for parameter estimation. This is a very simplistic model, but gives a very general example for how one can use X-PSI. It allows you to browse all of the different classes available in X-PSI, free of most of the technical details found in the other notebooks. The same steps are followed in the Modeling tutorial, with additional information and a more complex model. \n", "\n", "To run this tutorial, all data files should be available in in the directory `examples/examples_modeling_tutorial/model_data/`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/=============================================\\\n", "| X-PSI: X-ray Pulse Simulation and Inference |\n", "|---------------------------------------------|\n", "| Version: 3.0.6 |\n", "|---------------------------------------------|\n", "| https://xpsi-group.github.io/xpsi |\n", "\\=============================================/\n", "\n", "Check your emcee installation.\n", "Check your installation of emcee if using the EnsembleSampler\n", "Imported PyMultiNest.\n", "Imported UltraNest.\n", "Warning: Cannot import torch and test SBI_wrapper.\n", "Imported GetDist version: 1.5.3\n", "Imported nestcheck version: 0.2.1\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import numpy as np\n", "import math\n", "import time\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib import rcParams\n", "from matplotlib.ticker import MultipleLocator, AutoLocator, AutoMinorLocator\n", "from matplotlib import gridspec\n", "from matplotlib import cm\n", "\n", "rcParams['text.usetex'] = False\n", "rcParams['font.size'] = 14.0\n", "\n", "import xpsi\n", "\n", "from xpsi.global_imports import _c, _G, _dpr, gravradius, _csq, _km, _2pi\n", "from xpsi.utilities import PlottingLibrary as XpsiPlot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step #1: Data and Instrument Response Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us load the dataset we wish to model. Here a synthetic data set that we generated in advance is called with the ``Data`` class, and we know the fictitious exposure time:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting channels for event data...\n", "Channels set.\n" ] } ], "source": [ "data = xpsi.Data(counts = np.loadtxt('../../examples/examples_modeling_tutorial/model_data/synthetic_ST_realisation.dat', dtype=np.double),\n", " channels=np.arange(20,201),\n", " phases=np.linspace(0.0, 1.0, 33),\n", " first=0, last=180,\n", " exposure_time=226029523.452384)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For real data, the X-ray telescope processing pipeline usually results in an event file (EVT) or spectrum (PHA or PI) in FITS format. X-PSI can use both as input (as well as text files), but there is no timing (pulse phase) information in a spectrum file. These files can be loaded with `xpsi.Data.load(file_path,n_phases=32, channels=None, phase_column='PULSE_PHASE', channel_column='PI')` where :\n", "- `file_path` points to an EVT or PHA or PI file\n", "- `n_phase` is the number of phase bins to divide the data into (for EVT files)\n", "- `channels` gives the list of channels to extract\n", "- `phase_column` is the column to take the phase values from (for EVT files)\n", "- `channel_column` is the column to take the channel values from (for EVT files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the data that we aim to model. We can plot it with a built-in function :" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = data.plot( dpi=100 , colormap='inferno' , num_rot=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The central plot shows the phase-energy (or phase-channel) pulse profile, caused by the emission from a hot spot on the surface of the neutron star. The right panel is the spectrum (integrated over phases), while the top panel is the bolometric pulse-profile (integrated over channels)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Instrument" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then load an instrument object with the response files of our favourite telescope (NICER in this example), by calling the ``Instrument`` class. This lets us transform incident fluxes into expected counts/channel." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading instrument response matrix from OGIP compliant files...\n", "Triming the response matrix because it contains columns with only 0 values.\n", " Now min_channel=9 and max_channel=1500\n", "Setting channels for loaded instrument response (sub)matrix...\n", "Channels set.\n", "An empty subspace was created. This is normal behavior - no parameters were supplied.\n", "Response matrix loaded.\n", "Trimming instrument response...\n", "Setting channels for loaded instrument response (sub)matrix...\n", "Channels set.\n", "Triming the response matrix because it contains rows with only values <= 2.0.\n", " Now min_energy=0.17499999701976776 and max_energy=2.2260000705718994\n", "Instrument response trimmed.\n" ] } ], "source": [ "NICER = xpsi.Instrument.from_ogip_fits(RMF_path='nicer_20170601v003.rmf',\n", " ARF_path='nicer_20170601v005.arf',\n", " datafolder='../../examples/examples_modeling_tutorial/model_data/')\n", "\n", "# here we manually trim the instrument response files to restrict to channels 20:200\n", "NICER.trim_response(min_channel=20, max_channel=200, threshold=2.) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A lot of instrument-related information and plotting options can be found in the notebook Instrument synergy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a ``Signal`` class object to store the properties of the instrument and dataset. It is currently the **only** basic class which also requires definition of a Custom class to implement the background marginalisation method. Here we choose to use the default class, but other methods have been implemented, available in the `likelihoods/` directory. It can also store background information (either through a `Background` model or a support file, loaded the same way as `Data`) and interstellar attenuation (using the `Interstellar` class, which also requires a Custom class to compute the attenuation)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from xpsi.likelihoods.default_background_marginalisation import eval_marginal_likelihood\n", "from xpsi.likelihoods.default_background_marginalisation import precomputation\n", "\n", "class CustomSignal(xpsi.Signal):\n", " \"\"\"\n", " \n", " A custom calculation of the logarithm of the likelihood.\n", " We extend the :class:`~xpsi.Signal.Signal` class to make it callable.\n", " We overwrite the body of the __call__ method. The docstring for the\n", " abstract method is copied.\n", " \n", " \"\"\"\n", "\n", " def __init__(self, workspace_intervals = 1000, epsabs = 0, epsrel = 1.0e-8,\n", " epsilon = 1.0e-3, sigmas = 10.0, support = None, **kwargs):\n", " \"\"\" Perform precomputation.\n", " \n", " :params ndarray[m,2] support:\n", " Prior support bounds for background count rate variables in the\n", " :math:`m` instrument channels, where the lower bounds must be zero\n", " or positive, and the upper bounds must be positive and greater than\n", " the lower bound. Alternatively, setting the an upper bounds as\n", " negative means the prior support is unbounded and the flat prior\n", " density functions per channel are improper. If ``None``, the lower-\n", " bound of the support for each channel is zero but the prior is\n", " unbounded.\n", " \n", " \"\"\"\n", "\n", " super(CustomSignal, self).__init__(**kwargs)\n", "\n", " try:\n", " self._precomp = precomputation(self._data.counts.astype(np.int32))\n", " except AttributeError:\n", " print('Warning: No data... can synthesise data but cannot evaluate a '\n", " 'likelihood function.')\n", " else:\n", " self._workspace_intervals = workspace_intervals\n", " self._epsabs = epsabs\n", " self._epsrel = epsrel\n", " self._epsilon = epsilon\n", " self._sigmas = sigmas\n", " \n", " if support is not None:\n", " self._support = support\n", " else:\n", " self._support = -1.0 * np.ones((self._data.counts.shape[0],2))\n", " self._support[:,0] = 0.0\n", "\n", " def __call__(self, *args, **kwargs):\n", " self.loglikelihood, self.expected_counts, self.background_signal, self.background_given_support = \\\n", " eval_marginal_likelihood(self._data.exposure_time,\n", " self._data.phases,\n", " self._data.counts,\n", " self._signals,\n", " self._phases,\n", " self._shifts,\n", " self._precomp,\n", " self._support,\n", " self._workspace_intervals,\n", " self._epsabs,\n", " self._epsrel,\n", " self._epsilon,\n", " self._sigmas,\n", " kwargs.get('llzero'),\n", " allow_negative=(False))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"phase_shift\" with fixed value 0.000e+00.\n", " > The phase shift for the signal, a periodic parameter [cycles].\n" ] } ], "source": [ "signal = CustomSignal(data = data,\n", " instrument = NICER,\n", " background = None,\n", " interstellar = None,\n", " workspace_intervals = 1000,\n", " cache = True,\n", " epsrel = 1.0e-8,\n", " epsilon = 1.0e-3,\n", " sigmas = 10.0,\n", " support = None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step #2: Create an emission model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constructing a star" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now need to build our star model. The building blocks of our very simple star are:\n", "\n", "* the [Spacetime](spacetime.rst#xpsi.Spacetime.Spacetime) class, a model of the ambient Schwarzschild spacetime;\n", "* the [HotRegion](hotregion.rst#xpsi.HotRegion.HotRegion) class, a model for a hot spot on the surface of the neutron star;\n", "* the [Photosphere](photosphere.rst#xpsi.Photosphere.Photosphere) class, a model of the rotating neutron star photosphere.\n", "\n", "In this example, we assume that only one hot spot is responsible for the emission of the `Photosphere` in the X-ray band for our instrument. Hence, we use just a simple `HotRegion` model.\n", "\n", "To instantiate each of those basic units, we need to define the relevant parameters (including mass, radius, hot spot size, etc). Each of the parameters must be defined in one of two ways :\n", "- either by providing bounds, in which case the parameter is free to move between the given bounds; \n", "- or as a value, in which case the parameter is fixed at said value. \n", "\n", "If both bounds **and** a value are provided for one parameter, this parameter will have the given value as an initial value but will be set free to vary between the bounds. The required and optional parameter names can be found in the class API." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The ambient spacetime" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"frequency\" with fixed value 3.000e+02.\n", " > Spin frequency [Hz].\n", "Creating parameter:\n", " > Named \"mass\" with fixed value 1.500e+00.\n", " > Gravitational mass [solar masses].\n", "Creating parameter:\n", " > Named \"radius\" with fixed value 1.200e+01.\n", " > Coordinate equatorial radius [km].\n", "Creating parameter:\n", " > Named \"distance\" with fixed value 1.500e-01.\n", " > Earth distance [kpc].\n", "Creating parameter:\n", " > Named \"cos_inclination\" with fixed value 5.000e-01.\n", " > Cosine of Earth inclination to rotation axis.\n" ] } ], "source": [ "## First example : we provide ONLY values for all of the parameters, and no bounds. In this case, all the parameters are fixed.\n", "\n", "values = dict(distance = 0.150, # (Earth) distance\n", " mass = 1.5, # mass\n", " radius = 12.0, # equatorial radius\n", " cos_inclination = 0.5, # (Earth) inclination to rotation axis\n", " frequency = 300. ) # spin frequency\n", "\n", "spacetime = xpsi.Spacetime(bounds={}, values=values)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"frequency\" with fixed value 3.000e+02.\n", " > Spin frequency [Hz].\n", "Creating parameter:\n", " > Named \"mass\" with bounds [1.000e-03, 3.000e+00] and initial value 1.400e+00.\n", " > Gravitational mass [solar masses].\n", "Creating parameter:\n", " > Named \"radius\" with bounds [1.000e+00, 2.000e+01].\n", " > Coordinate equatorial radius [km].\n", "Creating parameter:\n", " > Named \"distance\" with bounds [1.000e-02, 3.000e+01].\n", " > Earth distance [kpc].\n", "Creating parameter:\n", " > Named \"cos_inclination\" with bounds [-1.000e+00, 1.000e+00].\n", " > Cosine of Earth inclination to rotation axis.\n" ] } ], "source": [ "## Another example is to give only bounds for some, only values for others, or both (for the mass here)\n", "\n", "bounds = dict(distance = (None, None), # Default bounds for (Earth) distance\n", " mass = (None, None), # Default bounds for mass \n", " radius = (None, None), # Default bounds for equatorial radius\n", " cos_inclination = (None, None)) # Default bounds for (Earth) inclination to rotation axis\n", "\n", "values = dict(frequency=300.0, # Fixed spin frequency\n", " mass=1.4) # mass with initial value\n", "\n", "spacetime = xpsi.Spacetime(bounds=bounds, values=values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the following example in this tutorial, we will specify bounds for all parameters except for the frequency, which will be fixed." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"frequency\" with fixed value 2.000e+02.\n", " > Spin frequency [Hz].\n", "Creating parameter:\n", " > Named \"mass\" with bounds [1.000e+00, 3.000e+00].\n", " > Gravitational mass [solar masses].\n", "Creating parameter:\n", " > Named \"radius\" with bounds [4.430e+00, 1.600e+01].\n", " > Coordinate equatorial radius [km].\n", "Creating parameter:\n", " > Named \"distance\" with bounds [1.000e+00, 1.000e+01].\n", " > Earth distance [kpc].\n", "Creating parameter:\n", " > Named \"cos_inclination\" with bounds [0.000e+00, 1.000e+00].\n", " > Cosine of Earth inclination to rotation axis.\n" ] } ], "source": [ "bounds = dict(distance = (1.0,10.0), # distance in kpc\n", " mass = (1.0, 3.0), # mass with default bounds\n", " radius = (3.0 * gravradius(1.0), 16.0), # equatorial radius\n", " cos_inclination = (0.0, 1.0)) # (Earth) inclination to rotation axis\n", "\n", "values = dict(frequency=200.0) # Fixed spin frequency\n", "\n", "spacetime = xpsi.Spacetime(bounds=bounds, values=values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to create a ``Photosphere`` object, which will describe the surface emission, we first have to build up the emitting region(s), through a ``HotRegion`` object.\n", "\n", "For simplicity, we instantiate a single ``HotRegion`` object with a simple circular hot spot described by one single temperature (the 'ST' model) at the surface. For details of the names and descriptions of more complex regions, check the notebook Hot region complexity.\n", "For this example, the default blackbody atmosphere model is used." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"super_colatitude\" with bounds [0.000e+00, 3.142e+00].\n", " > The colatitude of the centre of the superseding region [radians].\n", "Creating parameter:\n", " > Named \"super_radius\" with bounds [0.000e+00, 1.571e+00].\n", " > The angular radius of the (circular) superseding region [radians].\n", "Creating parameter:\n", " > Named \"phase_shift\" with bounds [-2.500e-01, 7.500e-01].\n", " > The phase of the hot region, a periodic parameter [cycles].\n", "Creating parameter:\n", " > Named \"super_temperature\" with bounds [3.000e+00, 7.600e+00].\n", " > log10(superseding region effective temperature [K]).\n" ] } ], "source": [ "bounds = dict(super_colatitude = (None, None), # latitude of the hot spot in radians, from north pole (default: 0) to south pole (default: pi)\n", " super_radius = (None, None), # radius of the hot spot, in radians (default: between 0 and pi/2 (half of the NS))\n", " phase_shift = (-0.25, 0.75), # longitude of the hot spot\n", " super_temperature = (None, None)) # temperature of the hot spot, default: 3.0 to 7.6, from very cold to very hot\n", "\n", "# a simple circular, simply-connected spot\n", "primary = xpsi.HotRegion(bounds=bounds,\n", " values={}, # no initial values and no derived/fixed values\n", " symmetry=True,\n", " omit=False,\n", " cede=False,\n", " concentric=False,\n", " sqrt_num_cells=32,\n", " min_sqrt_num_cells=10,\n", " max_sqrt_num_cells=64,\n", " num_leaves=64,\n", " num_rays=200,\n", " atm_ext=\"BB\", # default blackbody, other options: \"Num4D\" or \"user\"\n", " prefix='p') # unique prefix to identify the region, needed if >1 instances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now need to encapsulate the ``HotRegion`` instance in a ``Photosphere`` class." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating parameter:\n", " > Named \"mode_frequency\" with fixed value 2.000e+02.\n", " > Coordinate frequency of the mode of radiative asymmetry in the\n", "photosphere that is assumed to generate the pulsed signal [Hz].\n" ] } ], "source": [ "photosphere = xpsi.Photosphere(hot = primary, elsewhere = None,\n", " values=dict(mode_frequency = spacetime['frequency']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Star" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now combine the ambient spacetime, ``Spacetime``, and the embedded photosphere, ``Photosphere``, into a model star represented by an instance of ``Star``, as follows:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "star = xpsi.Star(spacetime = spacetime, photospheres = photosphere)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now make a ``Prior`` object which will contain all of the information and constraints that we have on our parameters *prior* to sampling. The default prior only checks that sampled values are within the given bounds for the free parameters. If more information is available, a Custom class can be created, as follows, to store and apply these constraints during sampling. Here we implement a joint constraint on the gravitational mass and equatorial radius to assign zero prior density to stars which are too compact (for more on compactness limits see Lattimer & Prakash (2001))." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import truncnorm\n", "\n", "class CustomPrior(xpsi.Prior):\n", " \"\"\" A custom (joint) prior distribution.\n", "\n", " Source: Fictitious\n", " Model variant: ST-U\n", " Two single-temperature, simply-connected circular hot regions with\n", " unshared parameters.\n", "\n", " \"\"\"\n", "\n", " __derived_names__ = ['compactness', ]\n", " __draws_from_support__ = 3\n", "\n", " def __init__(self):\n", " \"\"\" Nothing to be done.\n", "\n", " A direct reference to the spacetime object could be put here\n", " for use in __call__:\n", "\n", " .. code-block::\n", "\n", " self.spacetime = ref\n", "\n", " Instead we get a reference to the spacetime object through the\n", " a reference to a likelihood object which encapsulates a\n", " reference to the spacetime object.\n", "\n", " \"\"\"\n", " super(CustomPrior, self).__init__() # not strictly required if no hyperparameters\n", "\n", " def __call__(self, p = None):\n", " \"\"\" Evaluate distribution at ``p``.\n", "\n", " :param list p: Model parameter values.\n", "\n", " :returns: Logarithm of the distribution evaluated at ``p``.\n", "\n", " \"\"\"\n", " temp = super(CustomPrior, self).__call__(p)\n", " if not np.isfinite(temp):\n", " return temp\n", "\n", " # based on contemporary EOS theory\n", " if not self.parameters['radius'] <= 16.0:\n", " return -np.inf\n", "\n", " ref = self.parameters.star.spacetime # shortcut\n", "\n", " # limit polar radius to try to exclude deflections >= \\pi radians\n", " # due to oblateness this does not quite eliminate all configurations\n", " # with deflections >= \\pi radians\n", " R_p = 1.0 + ref.epsilon * (-0.788 + 1.030 * ref.zeta)\n", " if R_p < 1.76 / ref.R_r_s:\n", " return -np.inf\n", "\n", " # polar radius at photon sphere for ~static star (static ambient spacetime)\n", " #if R_p < 1.5 / ref.R_r_s:\n", " # return -np.inf\n", "\n", " mu = math.sqrt(-1.0 / (3.0 * ref.epsilon * (-0.788 + 1.030 * ref.zeta)))\n", "\n", " # 2-surface cross-section have a single maximum in |z|\n", " # i.e., an elliptical surface; minor effect on support, if any,\n", " # for high spin frequenies\n", " if mu < 1.0:\n", " return -np.inf\n", "\n", " ref = self.parameters # redefine shortcut\n", "\n", " return 0.0\n", "\n", " def inverse_sample(self, hypercube=None):\n", " \"\"\" Draw sample uniformly from the distribution via inverse sampling. \"\"\"\n", "\n", " to_cache = self.parameters.vector\n", "\n", " if hypercube is None:\n", " hypercube = np.random.rand(len(self))\n", "\n", " # the base method -a uniform sampling within the bounds- is useful, so to avoid writing that code again:\n", " _ = super(CustomPrior, self).inverse_sample(hypercube)\n", "\n", " ref = self.parameters # shortcut\n", "\n", " # flat priors in cosine of hot region centre colatitudes (isotropy)\n", " # support modified by no-overlap rejection condition\n", " idx = ref.index('p__super_colatitude')\n", " a, b = ref.get_param('p__super_colatitude').bounds\n", " a = math.cos(a); b = math.cos(b)\n", " ref['p__super_colatitude'] = math.acos(b + (a - b) * hypercube[idx])\n", "\n", " # restore proper cache\n", " for parameter, cache in zip(ref, to_cache):\n", " parameter.cached = cache\n", "\n", " # it is important that we return the desired vector because it is\n", " # automatically written to disk by MultiNest and only by MultiNest\n", " return self.parameters.vector\n", "\n", " def transform(self, p, **kwargs):\n", " \"\"\" A transformation for post-processing. \"\"\"\n", "\n", " p = list(p) # copy\n", "\n", " # used ordered names and values\n", " ref = dict(zip(self.parameters.names, p))\n", "\n", " # compactness ratio M/R_eq\n", " p += [gravradius(ref['mass']) / ref['radius']]\n", "\n", " return p" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "An empty subspace was created. This is normal behavior - no parameters were supplied.\n" ] } ], "source": [ "prior = CustomPrior()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Likelihood" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We can now construct and instantiate a ``Likelihood`` object. With this we will be able to do likelihood evaluation using the model components defined above. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "likelihood = xpsi.Likelihood(star = star, signals = signal,\n", " prior = prior,\n", " num_energies=128,\n", " threads=1,\n", " externally_updated=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can retrieve the free model parameters:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Free parameters\n", "---------------\n", "mass: Gravitational mass [solar masses].\n", "radius: Coordinate equatorial radius [km].\n", "distance: Earth distance [kpc].\n", "cos_inclination: Cosine of Earth inclination to rotation axis.\n", "p__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n", "p__super_colatitude: The colatitude of the centre of the superseding region [radians].\n", "p__super_radius: The angular radius of the (circular) superseding region [radians].\n", "p__super_temperature: log10(superseding region effective temperature [K])." ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "likelihood" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if you want to modify the definition of the model parameter space you should construct a new ``likelihood`` object, instead of manipulating existing objects, for safety. (You can also restart the kernel, although if this is required it is a bug.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can give this object some parameters and compute a likelihood, or compare it to a known likelihood as a check." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-27551.546372710967\n", "Checking likelihood and prior evaluation before commencing sampling...\n", "Not using ``allclose`` function from NumPy.\n", "Using fallback implementation instead.\n", "Checking closeness of likelihood arrays:\n", "-2.7551546373e+04 | -2.7551546373e+04 .....\n", "Closeness evaluated.\n", "Log-likelihood value checks passed on root process.\n", "Checks passed.\n", "time = 0.163 s\n" ] } ], "source": [ "p = [1.4, # mass\n", " 12.0, # radius \n", " 5.2, # distance\n", " 0.4, # cos_inclination\n", " 0.1, # p__phase_shift\n", " 0.9, # p__super_colatitude\n", " 0.2, # p__super_radius\n", " 6.15] # p__super_temperature\n", "\n", "## You can evaluate the likelihood for the parameters p \n", "print(likelihood(p, reinitialise=True)) # use reinitialise=True if settings have been changed since the last call of the likelihood (here it is not necessary)\n", "\n", "## Or check that you get the expected likelihood value\n", "likelihood.clear_cache()\n", "t = time.time()\n", "likelihood.check(None, [-27551.546372710967], 1.0e-6,\n", " physical_points=[p])\n", " \n", "print('time = %.3f s' % (time.time() - t))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling the ``Likelihood`` object created (or overwrote) the ``signal.expected_counts`` (counts/chan predicted by the current model) which can be compared to ``signal.data.counts`` (counts/chan from data file). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspecting functionality" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot our pulse and our hot spot configuration. First, the 1D (bolometric) pulse profile, and the 2D (energy-resolved) pulse profile. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "XpsiPlot.plot_1d_pulse(signal=signal,\n", " photosphere=photosphere,\n", " photosphere_phases=signal.phases)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Photosphere (the points with the markers) is the signal that is observed outside the potential well of the star. It is the signal that would be observed at infinity in vacuum. The markers represent the phase resolution.\n", "On the other hand, Signal (without markers) is the effective signal that is detected by the telescope (after interstellar absorption and instrument response effects). The latter is compared to the data for the likelihood computation. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "XpsiPlot.plot_2d_pulse(pulse=signal.data.counts,\n", " x=data.phases,\n", " y=data.channels,\n", " rotations=2,\n", " ylabel='Channel',\n", " cbar_label='Counts',)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the projection tool to visualize the geometry of the neutron star hot region (see the Emitting Patterns 2D Projection notebook for more information about the tool):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "YOU ARE USING 1 HOT SPOT MODEL\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Pd955BwCwdetWoXb4gw8+CJ1O12KchBBCCCEkOO35DUNJcEIIIYQQQknwXio7OxtTp07tkr6aS4IDDXWt3377baxduxZnz56F1+tFfHw8ZsyYgV//+tcYPHhwQGK7rSQ4z/P48MMPsXr1apw6dQperxcpKSm444478Nvf/hYRERFITU1tUmv7vvvuw0cffRTwWGlpKd544w1s2bIFhYWF8Hq9iIiIwKhRo3D33Xdj0aJFSE9Pb9LX6tWrsWzZsoDHPB4PXnnlFaxduxb5+fnw+XxISUnBnXfeiWeeeSagDnljR44cwQcffIDs7GyUlZWB53nExMRg0qRJ+MlPfoKbb7652fWCee2ai5MQQgghhASHkuCEEEIIIaRdKAlOWtOeJDghhBBCCCE9oT2/YagmOCGEEEIIIYQQQgghhJA+i5LghBBCCCGEEEIIIYQQQvosSoITQgghhBBCCCGEEEII6bMoCU4IIYQQQgghhBBCCCGkz5KEOgBCCCGEEEJI73P06FGsXbtWWPZ7+eWXodPpkJ6ejkceeSRU4RFCCCGEEBI0SoITQgghhBBCmjh9+jRee+21Jo+///77AICsrCxKghNCCCGEkKsCxxhjoQ6CEEIIIYSEltPpREFBAdLS0qBQKEIdDiGEEEIIIYS0qj2/YWgkOCGkz2OMNXsDAI7jmtz8jxNCCCGEEEIIIYSQqx8lwQkhvRZjDF6vFx6Pp9mb1+uF1+uFz+cTbv7HvF4vnE4neJ4HYww8z0OlUsHpdEKtVsNkMgUkwuVyOcRisbBdxhhkMhkkEgmkUikkEgnEYnHATSqVtniTSCSUSCeEEEIIIYQQQgjpBSgJTggJCcYY3G43XC4XXC4XnE6nsOy/ud1ueDyegGWVSgUAUCqVqKurQ21trTCCW6vVYsSIESgsLER8fDzOnz8fkLROSUnB5cuXkZqairNnz8Lj8UAkEsHn8yEqKkpIXJtMJpSVlQkJeKlUirFjx+L06dOIj4/HiRMnwHGckBiPjY2Fy+WCTqeDy+USkuByuRwymQxyubzJTaFQQCaTUaKcEEIIIYQQQgghpJtRTXBCSLfxJ7odDgfsdjscDkfAzT9K23/f6/XC5XJhyJAhKCoqwvDhw3Hw4EGo1WqEh4dDJpMhOTkZTqcTIpEIYrEYHMchISEBdXV1iI6ORnFxcUBpE51OB5FIBIlEAqfTCafTKcQnkUgQHh4Oi8UChUKBuro6IW7GGKKjo2E0GhEVFYXS0lL4fD5hXZVKBZ7n4XA4oFQqUVRUhOjoaBw7dgxGo1EYxR4fHw+1Wi2MVOd5HgqFAhzHQSQSQalUNnuTy+WUICeE9CiqCU4IIYQQQgi5mrTnNwwlwQkhXcLtdsNmszW5+RPHPM/D6/XCbrdDLBYjKSkJly5dQmJiIgoKCpCQkICwsDBERUVBKpXC5/NBLBYL5UiUSqXwGNC7anY3Lsfi8/nAGINWq4XZbIZCoUBxcTF4nkdNTQ1KSkqEke1arRb9+/dHVVUVNBqNMDIdAMRiMdRqdZObTCYL8d4SQvoqSoITQgghhBBCriaUBCeEdBvGGJxOJywWCywWC6xWK6xWKzweDxhjEIlEQjkQp9MptC8tLUViYiL0ej1SUlKg1WqFBLc/8Xst8Xg8EIvFMBqNuHz5MrxeL44cOQKO46BSqaDX6xEZGQm73Q6PxyOMHJdKpdBoNNBqtcKNRo0TQroCJcEJIYQQQgghV5P2/IahmuCEkFa53W5YLBaYzWYh8e1yuQBAKEkilUrhdrthNpths9ng9XoxdOhQjBo1ChzHQa1Wh3gveh+pVAoAMBgMMBgMAIDhw4eDMQaz2YySkhL069cPP/zwA4YMGYLDhw/DYDAgOjoatbW1sFgssNvtQu3xxklxnU5HI8YJIYQQQgghhBBC/j8aCU4IEfhHbZtMJhiNRphMJlgsFni9XjDGIJfLERkZCYPBAIfDAYVCAaPRiOjoaJjNZsjlcsTHx0MiofNrXYnneZSXl6OoqAglJSXgeR4zZsyAyWSCy+WC1WqF3W6HVCqFw+GATCaDUqmEXq9HWFgYwsLChDrkhBDSEhoJTgghhBBCCLma0EhwQkhQGGOw2+1Cwru2thZWqxVSqRRisRhxcXEIDw8XEqn5+fk4f/48Tp06hdjYWAwbNgzDhg0DAMTExIRsP3ieh9lshkgkEmqQV1dX49y5c3C73fB4PFAoFJg/fz5++OEHDBs2DNu2bRPWZ4xh2rRpuHTpEkaPHo3s7Gy43W6o1WpoNBrEx8cjMjISPM9DqVT2+P6JRCIkJiYiMTERAOD1esFxHMrLyzF8+HB88803SEtLQ//+/WG32+FyuZCfn4+CggJ4PB6hhEp4eDj0ej3Cw8OhVCopKU4IIYQQQgghhJBrAo0EJ+Qa4/F4UF9fj7q6OlRVVcHn88FsNgsjh6OiohAbGwulUgmHwwGPx4OCggKkpqaivr4ekZGR0Gg0IYndP+lkYWEh0tLSsGXLFpjNZnAcB51Oh0GDBiEqKgoAIJFIwPM85HI5pFJpuxK+Ho8HDocDNpsNVqsVKpUKMpkMbrcbtbW1OHPmDEQiEfR6PeLj4zFs2LCASTt7msViwfnz55Gfny8k9CMiIiASiWC1WlFdXQ23243Kykr4fD44nU6oVCpER0cjIiIC4eHhQnkWQsi1i0aCE0IIIYQQQq4mNDEmIUTgHyVdW1uLyspK1NXVwev1IjY2FiqVComJidBqtUIS1OPx4OzZs8jNzYVYLMaECROEEcg9zefz4dy5cygsLITRaIRIJMLUqVMBAJGRkcJkkaGKrb6+HkajEWlpaTh8+DDS0tJw7NgxpKSkICUlJSS10N1uNwDgyJEjmDBhAi5cuID09HTh9fX5fKioqMDly5dRW1sLh8MhnACJiIhAZGQkwsLCaJQ4IdcgSoITQgghhBBCriaUBCfkGuf1elFXV4eamhqUl5eD4zg4HA5ERkYiNjYWsbGxTT4campqoFKpcODAAej1emRmZvZ4EoQxhtLSUsTGxuLAgQO4/vrrcfz4cSQlJSEyMhIejwcymQwWiwU8z4MxBp7noVar4fP5IJPJYLVa4XA4wBgDYwwymQwGgwEWiwVyuRw1NTVo/LGXkJCA+vp6REVFobS0FIwxIQGs0+kgkUggEongdrvhdDohEonAcRwkEgl0Oh0cDgfkcjncbjc4joPJZEJpaSlKSkpgtVqxcOFCmM1mREZG9uixBBpOgBw7dgznzp2DTqfDmDFjEBsbG9DG6XSitrYWVVVVwsSnEokEsbGxiIuLg8FgoBrvhFwjKAlOCCGEEEIIuZpQEpyQa5DL5UJVVRXKyspQXV0Nn8+HhIQE6HQ6xMfHQ6PRNBnd6/P5kJubC5/Ph/j4eKhUqm4rdeL/qPF6vRCLxULtao/Hg4qKCly8eBF2ux3R0dEYO3YsbDYbAIDjOKE+ucVigU6nQ319vZCMFolEwgedWCwWaoL71/W3aZzc9j/nf8z/rz+x7o+38Xo+nw8ej0dIvHMcB7VaDbvdDplMhvr6evh8PvA8D5/Ph5iYGBiNRsTExGDPnj2IiIjAqVOnMHjwYPTr1y/gw9nn80EikUAikXTbCOzq6mocPXoUEyZMgMViQXJycpM2jDGYTCaUl5ejvLwcFosFSqUSMTExiIyMRFRUFCXGCOnDKAlOCCGEEEIIuZpQEpyQa4TL5UJlZSVKS0tht9ths9kQGRmJ+Ph4xMXFtfgB4HQ6ceTIERQUFGDIkCEYPnw4ZDJZh+PwJ4g9Hg80Gg3MZjO0Wi1KSkoC2kVGRoIxBoVCAZfLhfPnzyMtLQ2HDh3CyJEjER0d3eEYrgaVlZU4duwYLl++jAEDBmD06NHwer2w2Wzwer3CCYKEhATU1NQgLCwMRqMREokEUqkUUqkUcrm804nygoICISk/ZswYyOXyZts5nU5UV1fj8uXLMJlMwuublJSEuLi4FtcjhFydKAlOCCGEEEIIuZpQEpyQPsztdqOiokIY8a3X66FWq5GUlASDwdDqBIdutxtmsxmVlZWQSqUYMGBAUAlVnufh8XiEetMKhQJ2ux1isRg1NTUQi8VCktZgMMDtdkMulzcZfQ0Adrsdhw4dQkZGBkQiEaKioq65+tM8z+PixYtIS0vDqVOnMGrUqBbb+UfL+28RERGor69HdHQ0ysrKIBKJIJPJIJPJoFAogp7gkjGGc+fO4ejRo4iPj8fEiROhVCpbbO/1elFVVYWSkhJUVlaC53lER0cjISEBsbGxlBAnpA+gJDghpDeyWq0hm5Q9FK61/SWEEEI6g5LghPQxXq8XFRUVOHnyJAoKCqBQKDBq1CjExsYiOjq6zZrNHo8Hp06dQmZmJiorK5stheFv53K5IJVK4Xa7IZPJYDab4XA4IJVKhUSrSqUSyoW0Zx8OHTqEwsJCTJw4EWlpaSFNfjNjCXB+OzBwJjh9UmhiYAxOpxOFhYWoq6vD+PHj21V/u/HJCbfbDYVCAZ7nIZFIYLfbhddQLpdDLpc3myBnjKGgoABnzpzBLbfcAp/P12Yi3Z8Qv3z5MqqqqmAymZCWloaEhATExMRQDXFCrlKUBCfk6jNlyhTs3r074LGsrCxkZ2eHJqAu9uGHH+KPf/wjKioqQh1Kj+nfvz8effRR/PKXvwzZBPDXGo/Hg5deegkvv/wyvF4vVq9ejWXLloU6LEIIIUFoz28Y+l+VkF6KMYba2locO3YMmzdvxpdffgmv14tbb70V9913H0aNGoX4+PhWE46MMeTm5uKTTz6BQqGATCZDcnIyvF4veJ6HyWQCABQXF6OwsBBVVVVwOp1gjEGtVkMmkyEqKgrJycmIi4tDREQE1Gq1UGe7PfuyZ88e6HQ63H333ejXr1/oR3+XHAbMZQ3/hgjHcVAqlRg8eDD0ej0++eSTJiVkWiMSiSCXy6HVaoXXRqvVQqlUwmAwwGAwQCaTwel0wmQyCROmOhwO1NTUwGq1wufzoV+/fpg7dy5MJhPy8/NhsVjQ2vlRiUSC+Ph4jBo1CtOnT8eECRMgk8nw9ddfY9WqVdi9ezfq6upa7YMQQkhwsrOzhTku2rqJxWIYDAaMHj0ajz32GHJzc7strjfffBN6vR733HMPfd6H0KJFi7BixQqsWLEi1KF0KYfDgXvuuQf3338/Ro8eLTz+3HPPBf33EMxtypQprcZRW1srzNnyn//8B0DDiYe2+i0sLAzop624G7efOHEifv3rX2PevHnCd/Vrxblz5/Dcc89hwoQJiI+Ph1wuR2xsLEaMGIG7774b77//PgoKCrp0m8ePH8eYMWPwwgsvwOv1dqiPYN4TjW9r167t0n0ghBASHBquR0gv43A4UFRUhNOnTyM8PBwWiwUjR47EzTff3K6SEz6fD59//jliY2OxaNEiGI1GFBcXgzEGiUSCmJgY4SxZSyPDu4LRaERRURGmTZvWbdtoL+a2A1V5DXeq8sDcdnAyVcji4TgOmZmZ6NevH7Zt2waHw4GBAwd2uk//CHCtVis8bjAY4PP54PP54HQ6YTQa4fV6kZKSAgAYNGgQDh48iMLCQsycORMRERGtbkcqlSIlJQUpKSnIyMhAfn4+jh07huPHjyMjIwP9+/dHbGwsVKrQHV9CCLmaJSUlCQnOM2fOYOvWrQCAxMRELFq0KKCtyWTCsWPH8OOPPyInJwdvvvkmHnvsMbzyyisQi8VdFpPNZsPvfvc7eDwefPLJJ1i2bBluuummLuufBO+RRx4Rll977bUQRtJ1vF4v7rzzTmzZsgVLlizBmjVrmrSZPXs2MjMzm12/8XF48MEHodPpmrQxm814//3324zl66+/hs/ng1gsxq233gqg4cTDmDFjAADvv/8+zGYzAGDhwoVISmq4ujAsLCygn0mTJmHFihUoKirC+vXrAQB33HEH0tLSmrT/+OOPodFo8O6772LWrFnYtWtXqyXr+gKn04lnnnkGb7zxBniex8SJEzFnzhxIpVIUFBRg586dOHnyJD799FOMHj0aR48e7fQ2PR4P/vznPwujv9VqNWw2WxfsDSGEkN6KkuCE9AI8z6Oqqgp5eXk4f/48vF4vBg8ejDFjxkCn0wU9atrtdsPhcCA3NxdhYWGYP38+HA4HZDIZ9Hp9l0yqGCyfz4dt27Zh2rRpGDFiRI9sM2gVJwD/qDXGGu6nTAxtTACUSiVuu+028DyPw4cPY9y4cd2yHbFYDI1G06TepEajAc/zSE1NhUajwVdffYWEhARMmTIFYrG4zQSKXC7HkCFDkJGRAZPJhIqKCuzfvx8JCQngOA4ZGRmIioqiS3sJIaQd0tPT8eqrrwIAPvroIyEJ3vjxK+3evRsLFixAdXU1XnvtNZhMpqASfsFijAWM/vb5fF3WNyG/+93vsGXLFmRmZmL16tXNfm9YtGhRi+UqGifBn3rqKaSmpjZpU1hYGNTfxJdffgkAuOGGG4SBAY1PPKxfv15Igj/yyCMtjiyfOXMm4uLiMHv2bADACy+8gGeeeabF7f7zn//EyZMnsX//fixbtgzr1q1rM9arldvtxh133IEtW7YgKysLH374Ifr16xfQpqioCLNnz8bZs2e7ZJsXL17EXXfdhRMnTiA9PR0ffvgh/vSnPzUpLdQeEokE6enpQbVt7sQMIYSQ7kdJcEJCyOFwoLy8HBcvXgTP86itrcWUKVPQv3//NhOO/nrQIpEINpsNYrEYlZWVqKiowPDhw6HVaiESiYSRIz1Z35XneXz55ZfIzMwMeV1Z5jQD7itGdZQeAeD/8c6A0qNg4amBbWRqcIrQfEEViUQYPnw4Ll++jOjo6B5LGvtrgcfFxSEuLg6ZmZk4ePAg7HY7HA4HYmNjUV5eDqlUCrVaDaVS2WxsHMdBr9dDr9dj4MCBqKysxM6dO3Hq1CkkJSVh2LBhiI+P7/OjmgghJFSysrLwn//8B3PmzAEAfPDBB/jJT36CrKysLulfo9Fg5cqVeOGFFzBr1izMnDmzS/ol5PDhw3jrrbcAAG+88UZIJ952OBzYsWMHAOC2227rVF979uzB/PnzYbFY8MEHH+D+++9vtb1YLMa//vUvjBw5Ep999hnuvvtuzJ8/v1Mx9FaPPvootmzZgnHjxmHLli3Nfj9MSUnBqlWrcP3113fJNvfu3YuTJ0/il7/8JVauXAm1Wt3pPhMSErosSU8IIaR7UBKckB7GGENdXR1KSkpw9uxZREZGQiaTYfz48W2WjLDb7TCbzXA6neA4DlqtFuHh4dDpdCgrK8O+fftw8803N7kEs6ft2rUL6enpGDx4cEjjAACc3gAYi1tv46gHDl8xGkifDIxZ1m1htUWhUKCyshK5ubkhKyUjEokwadIkeDwe5OfnIzY2FnFxcXA4HLDb7aipqUF4eDgkEglkMhnEYnGTKw3EYjHi4+OxdOlS1NXV4YcffsC3336LIUOGIDIyEgkJCYiIiAh9jXhCCOljbr75ZvTr1w+XLl0C0DCKvKuS4AD6ZB1qEnp/+MMfwPM8hg0bhhkzZoQ0lu3bt8NutwNApxLQGzduxN133w2RSIRNmzbhlltuCWq96667DtOnT8fOnTvx+9//HvPmzetz35cOHjyIf//73wCAt956q9UBEhMnTsR3330XUOavo5KSkrBr164u/UwkhBDS+1ESnJAe4vV6UVFRgZKSEhQVFaG2thZDhgzB9ddf3+woF57nYbVaATQkEhljEIvFzZY1OX36NM6ePYvFixeHdMQM0HBJI8/zuO6660IahyB+ZMMEmHw7LtUWiRvWC7ERI0bgyy+/RHl5OeLj40MWh1QqxejRo/H9998jMjISw4cPDxgx43a7wXEcqqqq4HA4IJfLodFooFarA0aKGwwGzJ8/Hx6PB5WVldi3bx+qq6uhUqmQlJSEuLi4Vid6JYQQ0j4jRowQkuAnT54McTSEtO7kyZNCOYqFCxc22+ahhx7CrbfeKtTS7qj4+HgcOXKk1YSqvxTK8OHDO7y9d999F7/4xS8QHh6Ob775BuPHj2/X+osXL8bOnTtx4cIFbNmyRbi6o694+eWXwRjDkCFD2iwDyHEcpk+f3iXb7ap+CCGEXF2oMCsh3czpdOLixYvYv38/8vPzcfHiRSQnJ+PnP/85pk2bJiSt/fU16+vrUVhYiNLSUng8HsjlcqjVamg0GiiVSigUioAEOM/zcLvduPPOO0OeAAeAy5cv96rJsbj4EcC4hwBVBIC2Rs9wDe3GPdSwXi8wffp07N27N9RhAACmTJmC0tJSHDp0KOBx/yjwmJgYpKamIjw8HG63GyaTCTabDQ6HA16vV6gfK5VKhQndEhIScOLECezfv1/4G3E6naHYPUII6XMaj6psPOFbamoqOI4LuPnrK587dw6/+MUvMGDAAKhUKuF5f13lK9fjOA7PPfdck2231m7fvn2YP38+YmNjodVqcd111+Fvf/ubMOrWb/PmzZg6dSoiIiKg0WgwduxYvPfee+B5vs19P3LkCP74xz/ixhtvRExMDGQyGXQ6HTIyMvDAAw/g8OHDra7f0WPU3H77b9nZ2QHbmDJlSrPtPvroozb3r7PsdjvefPNNzJgxA3FxcZDL5YiOjsakSZPw4osvoqamJui+vvjiC9x8882IiYmBXC5HQkIC5syZg08++QRAw1UIze2n0WgM6Ofjjz8Wllu6Ci4+Ph5jxoxpc+LutshkMowZMwaDBg1q9nmfz4fNmzcD6HgplGeffRaPPPIIkpOTsW/fvnYnwAEEfKdufHz6gpqaGmGOA0pKE0II6Qk05I6QbmKxWFBSUoLq6mrwPA+O4zBw4MCACXO8Xi+sVqsw0tuf8Nbr9UFd7lhfX4+ysjKMHj26G/ckeIyxoH6Y9jROEwU2/kEg92ug8kzLDWOGAEPmgRNLey64Nmi1WqSmpoIxFvJLYEUiEW6++Wbs2LED+/fvx6RJk5ptp1AohFrw/pM7ZrMZRqMRYrEYWq0WGo0GEokEGRkZGDBgAA4fPoxTp07BbDajtLQUUVFRSExMpImDCCGkEyoqKoTluLg4Yfmhhx5CXV0dzGZzwOSAmzZtwj333IOMjAzMmDEDFosFX375ZUAC3V8CpaSkBJ999lmL226p3dtvv40nnngCs2bNwsKFC3H69Gns2rULJ06cwJdffonvvvsOSqUSf/rTn/DBBx9g9uzZyMjIwK5du3D06FEcPXoUOTk5eO+991rc9t13341PP/0UQEP98hkzZiAhIQGXL19GTk4OVq1ahVWrVuHXv/41Xn/99Wb/f+3IMfL5fFixYgXy8/OFUcQpKSm46667ADSUYGhs0aJFGDNmDE6ePIkdO3bgxhtvxNixYzF06NAW960r7N27F4sWLUJ5eTkUCgVmzpyJ5ORkVFVVYfv27Thw4ABee+01vPvuu1i8eHGL/bhcLixZsgQbN24E0JCgXrJkCTQaDc6cOYOlS5dizZo1AUnk2bNnIzMzE0DT+Wr89bcBYNiwYV24x+23b98+4URAe0uh+Hw+PPLII3j//fcxYsQIbNmyJeDvrz1SUlKg1+thNBqxY8cO8DzfZyYY37FjBzweDwBgyJAhABoG9+zfvx9HjhxBTU0NtFot+vXrh2nTpiEyMjKU4Qbt9OnT2LdvH8rKysDzvHAV5cSJE2k+HEIICTVGCOkyPM+zmpoaduzYMbZr1y62c+dO9p///Ift3bs3oF1tbS0rKChgRUVFrL6+nnk8nnZv68SJE6y6urqrQu8SJSUlrKysLNRhtIgvOcL4Hc+3fCs5EuoQm2UymVhdXV2owxDwPM9KSko69L71eDysrq6O1dTUMIfDwaxWK/P5fIwxxux2OysqKmKHDx9mu3fvZrt27WI5OTmstraW8Tzf1btBCLmCw+Fgubm5zOFwhDoU0oLVq1czNMzszLKyslptazQamUqlEtq/9NJLTdoUFBQIz99www0sPDycffrppwFtfvzxRyYSiVhKSkrA47t27RLWffbZZ1uMo3G7m266iaWnp7OCgoKANu+8847Q5qmnnmLr169nN998M7NarUIbr9fLFixYILTLzs5ucZtZWVkMAJsxYwarra0NeM7r9bK33nqLicXiFo9LZ4+R0WhkSqWSAWBqtZqZzeZWt3H77bczAOzUqVOttmtLMO+N7OxsJpfLGQB23XXXsaKiooDn6+vr2ezZsxkAxnEcW716dYt9NX49HnzwQeZyuQKeP3DgADMYDCwuLk5o11J/JpOJcRzHALCEhIRgd7lZ/m0BaPJeC9Zjjz3GALDk5ORW26WkpAjb2rVrF7Pb7Wz+/PkMAJs2bRozmUwd2n5jEyZMELbR2feI/2+jK25Xfia01+9//3uhry+++IJt3ryZ9evXr9ltSaVS9vDDDzOj0dipbbam8bFp7X3f0rrh4eFs0qRJLR6vsLAw9vTTTzOn09k9O0AIIdeo9vyGoZHghHQBxhhqampQVFQEq9UKtVoNm80Gi8WCOXPmQK1Ww+FwwOVyQaVSQaVSITw8vMMje0tLS3Hu3LmQj5K5UmVlJTQaTajDaJm5AuBEAGtmtDonani+l2L/v5RIb8BxHBITE7F//35MmDChXSOSJBIJwsPDAfzvygGTyQSj0QilUomoqCio1WpotVrs3bsXHo8HJ0+ehFarRUpKCk2iSUgvwPM8ao3WUIfRa0ToNb1yZObjjz8ulBcxGAx45JFHWm2/d+9e/OlPf2oy8nfUqFEYPHhwwGjwjtqxYwe2b98ulFbxe/jhh/G3v/0Nly5dwqpVq/DNN99g586dAfNPiMVirFy5Ep9//jmAtif6lMlkWLt2LQwGQ8DjYrEYv/zlL1FQUIC///3v+Mtf/oJHHnmkSbvmBHuMwsLCcNddd+Hjjz+GzWbDunXr8MADDzTbZ1VVFTZv3oxx48Z1+whwk8mEJUuWwOVyQaFQ4KuvvmoyOl2v1+Pzzz/HoEGDUF5ejuXLl2PSpEkYOHBgQLv169cLr8XYsWPx7rvvNvk7mDBhAlavXh3USOrz588L33ViY2M7s5tdYtOmTQDaNwq8vr4eM2fOFEba/9///R9kMlmnY2k8ivz8+fPd/j7pKadPnxaWP/74Y2zatAmpqalYu3YtZsyYAbVajby8PLz22mv473//i/feew979uzBrl27EBMTE8LIm1dfX48TJ07g+eefx4IFC5Camgq3240ff/wRr776KrZs2YKXXnoJW7ZswbZt2zpd0ocQQkj7URKckE5gjKG6uhpFRUWw2WzQ6/Xo168fNBoNZDIZYmJiYLFY4PV6ER4eDr1e3+ltOhwO7Ny5E4sWLep1yUCFQgGHwxHqMFpmKm1IgHMigOOAxDFA6dGGxxjf8HwvZDQaAxIBvcWkSZNw/PhxDB48uMklzcHgOA5isRjh4eEIDw+Hw+GAyWSCSCQCx3GIiIjA8ePHMXbsWLhcLpw+fRpqtRopKSmIiorqde9/Qq4VtUYrEqb/JtRh9BplO99AlKF3lG6yWCzIycnB3//+d3z11VcAAJVKhQ0bNrSZ5JVIJHj00UebfW7nzp3wer2dji8lJaXZeUM4jsOkSZNw6dIlVFZWYvbs2c0miPr164f4+HiUl5e3WtP77rvvxoIFC1pNMi1YsAB///vfYbPZsG3bNixZsqTN+NtzjO6//36hhvOqVataTIJ//PHH8Hg8LT7fld5++22hRM7dd9/dJAHup9Fo8Ktf/QpPPvkkHA4H/vKXv2D16tUBbf76178Ky7/97W9bPBE0b948DBw4EOfPn281tosXLwrL0dHRQe1Pdzl16pQwoWx7kuA//elPYTKZoFKpsHLlyi5JgAOBx+PChQud6is5ObnFOujtlZCQ0Kn16+rqhOUvv/wSiYmJOHDgQECCe+TIkVizZg30ej3+9a9/IS8vD/fccw++++67Tm27O8TExCA7OxuDBw8WHlMqlZg2bRqmTZuGRx55BO+++y5+/PFH3HXXXfj+++/puywhhPQwSoIT0gGMMVRVVaGoqAh2ux3h4eHo168fZDIZ8vLyMHz4cCQnJ0Mul3f5aJbdu3dj2rRpHUo6drf4+Hjs27cP1113XdDr+EcD+3w++Hw+KJVK2O12KBQK1NfXg+d54abX6+F2u6FSqVBXVxcwgaJCoYDBYIDVaoVUKkVtbW3AdhLjYsHZasAB8Eg0qI6bCq9cD0liLGKqdkPsNILZalBbdRk2h0tYTyaTITo6GkajESqVClVVVU322WQyITIyEpWVleA4DiKRCCKRCEqlEhKJBBzHCfspFoshFovb9aX35MmTLdbfDjWDwYAdO3Zg7ty5ne5LqVQKtRI9Hg8GDx6MqKgo/PDDD9Dr9Rg/fjyKioqQm5sLlUqF5ORkxMTE0A8IQsg1affu3a1+/nEch1mzZuEf//hHk1G8zRk2bFiLSeOu+i4zYcKEFp+Lj48Pql1CQgLKy8tRUlLSYpuHHnqozVgaJ9qOHz8eVBK8PccoKysLAwYMwIULF3Dw4EHk5uYKdY8b+/DDD6FWq1utvd1V1qxZIyzPmTOn1ba33HILnnzySQDAunXr8O9//xtSacOcKcXFxThy5IjQdtasWa32NWPGjDaT4I2/t4X6xL+/nnt4eHirVxtcyWQyAWiYdHT69OnYs2dPpxPFQODxaJw47oj/+7//62w4XcZsNgfcf/7551sc4f3KK69g7dq1qK2txc6dO7Fjx45mT6iFys6dO4XfAC15/fXX8c0336CkpATZ2dlYv349FixY0INREkIIoSQ4Ie3gH/ldWFgIu92OiIgIDBgwAHV1dVi/fj2uv/56jB49GiKRqFuS1B6PB9OmTeuykSVdLTw8HGKxGDzPw+PxQCqVwmKxwOl0wuv1CklunU4Hp9MJjuNQX18vJIb9x80/kahMJhMSyiKRCBKJBHK5HBzHtfgl2V9q48qyLMzjADTRgDYO0sE3I0GY/DIFLD0DOLsFnOUyIsL1iIxu+tr5f/SmpKQ0ec4/uk6v1wck7TmOE/51uVywWq1Csl8ikSA+Ph41NTXQ6XSorKyERCIRjoVer4fX64VIJEJ9fX1Ql2mHQnJyMo4fP47Lly936Qkf/w/tuLg43HrrrSgsLERhYSEiIiKQlpaGoqIinD17FsXFxUhLS0NkZCQlwwkh15TExEQsWrQo4DGRSISwsDCkpaXhhhtuQHJyctD99evXr6tDbKKlkccAAiaMC6ad1dp2SR6LxYIffvgBubm5qK+vh8v1v5PcjRNwwSYW23uMfvaznwmJ5FWrVuG1114LeP7AgQPIzc3Fz372M2i12nb13V51dXXIy8sT7vsnp2zJoEGDIBaL4fP54HA4kJOTg/HjxwMADh06JLSLjY0Vvnu1pH///m3G17jcTqi/5/qT4LfccgskkuB/Lj/88MP44IMP4PP5cOnSJUybNg3Z2dkdnhTTTy6XC8vBvO+vFv5JMYGGzy7/BLLNUavVuO2227Bq1SoAwH//+99elQQXi8VttlEoFFi6dClefvllAA2fCZQEJ4SQnkVJcEKCwBhDfX09Ll26BKvVCoPBgMGDB8PlcuH48eMoLi7GokWLuqTcSWtyc3PRv3//kPw48Ce2/bfw8HDU1tZCr9ejtPR/ZUQyMzNx8eJFJCQkQCKRQCaTQSaTQSKRCKOigf99odfpml5C7k9gd+UPQk6qBBv/ULOJUk4sAzLngzHWoUSqf9RH4x8pV5LJZM3uT1RUFICGZIY/Qe71esFxnFBHsH///igqKhLW0el0UCgUwghzr9cLqVQKqVQa1JfwrjZlyhRs27atW77IcxwHtVqNzMxMGI1G8DyPiooKpKenIzExEcXFxThz5gy0Wi3S0tI6VWufEEKuJunp6Xj11Ve7rL+eGH2rUqk63c7/Gd/aXBkWiwVPP/00PvjgA6EuemsaJ+Na095jtGzZMjzzzDPwer34+OOPsXLlSuEkL9AwChxoKJ3S3UpLSwOOWVslR2QyGfR6vTBCu6SkREiCl5WVCe3832Na09x3vSs1PkHRnsRzVystLUVOTg4A4LbbbmvXuosXL8b111+PZcuWged5nD9/XkiEd6aGdePj0fg4Xe0aD1jp169fm++T0aNHC0nwAwcOdGts3WXixInC8g8//NDh3x6EEEI6hpLghLTBZDKhoKAARqMRGo0GgwcPhkbTMAmWw+EAz/NYunRpt0+KZTKZEBcX120/Un0+H9xut3ATi8VQq9VwOp3CaGR/olUqlYIxBr1eD7FYHDA6mjGG4uJiqFQqcBwXMLIr1Nr6khnKL6H+0e6NfxxrtVqo1WqMHTu2SWw+nw8AhNfLZrPB4/FAJBIhLi4OdXV10Ol0MJlMwokImUzWLUlynU6H0aNHd/sXeb1eD8YYcnJyUFRUhFGjRkGn00Gn06G2thYnT56EXq9HWloawsLCui0OQq51EXoNyna+Eeoweo0IfS+eELodeuL/wGC30ZlYbDYbpk6dih9//BFAQyJzxYoVGDFiRMDJ6MLCQqSlpbWr7/bGFRsbizlz5uCrr75CdXU1vvrqK9x5551CnOvWrUNGRkaPlDyzWCwB94O5YrHxdzh/qQ8gcDRyMP0E892j8YmPYE9KdAf/KHC5XN5mmZfmLF26FF6vF/fffz8YYzh79iymT5+O7OxsREZGdigmt9stLAd7IqklxcXFQZ0YCoZUKkV6enqH1288eCiYkymNTyRcvny5w9sNpcZXBdjtdhiNxjavpCCEENJ1KAlOSAtsNhsuXbqE2tpaoS60SqWCWq2GRqPBgQMHMHr0aEyfPr1H4jl58iQSExM71YfX64XL5RISpxqNBh6PByqVCmazGT6fDzKZDCqVCnK5XCg/AjQ/Kru5HzUcxyElJQUbN27EDTfcENSXWtKUx+PB0aNHA0aMNOY/9o3raDcWGRkJnuehUqng8XhgNpvhdrsRGxuL+vp6REdHo6qqClKpFDKZTHi9OyoyMhJnzpzB0KFDO9xHMDiOw4wZM3Dq1Cl89913mD9/PtxuNziOQ2RkJKqqqnDs2DFEREQgPT290z8WCSFNiUSiXjMRJCFXeuWVV4QE+Ny5c7Fx48aQxvPAAw8Ik5SuWrVKSIJ/9tlnsFgsPTIhJtD0e5zT6Wzz/8jGk503PrnceARv4/lZWuI/cd+axoM8Qjna2Z8EnzFjRpPSesH66U9/Cp/Ph4ceegiMMZw5cwYzZszA999/36Hydo2T4J0dDHPvvfdi9+7dnerDLyUlBYWFhR1ef9CgQcjOzgYQ3AmmxlfCBvO+642uvJr3at0PQgi5WlESnJAreDweFBQUoKysDHK5HImJiVAqlYiIiIBCoYDFYsHhw4cxYcKEHh05XFpaiuuvv77NdowxeDweuFwuuFwuoWxJVFQULl++DLlcDplMBp1OB7lcLnyZ7ujolJbcdNNN2LhxI7KystpVk5Q0jNKRSqXCZccdJRKJmv2x5L8EWqvVwu12w263o76+HjqdDowxKBQKeDweYbnx6PSW+K+S6CnDhg2DwWBATk4Orr/+eoSFhYExBp1OB4fDgfz8fBw5cgTx8fFITU0Nah8IIYRc/datWycs//KXvwxhJA3mzJmDuLg4VFRUYNu2bSgtLUViYiI+/PBDyGQyLF26tEfiSExMFMqoAUBlZWWrCVm32w2j0Sjcb1ynvfFkj1dOGN6cKydAbE7jeUUajzrvSUajEXv27AHQ/lIoV3rggQfg8XiwfPlyAMCJEydw0003YefOne0un9j4dejK+VdC7brrrhOWG+9jSxq/L7r6d0tnmEwmeDyeoGK6cj9bmmiXEEJI9+je+g2EXEV4nkdJSQkOHjwoTLaXkZGB/v37IyEhAQqFAmazGRs3bkR6enqPJsD9P1iuLLnin6yI53kYjUY4HA4UFxejpqYGbrcbCoUCIpEI0dHR4DgOiYmJiIqKQlhYGJRKZbeWcNFoNFi4cCEOHz6Mo0ePdtt2+hLGGA4ePIgjR47AYDB0e4kdpVKJsLAwREVFITExETqdDmFhYULZFLfbjaqqKhQVFaGqqgoejwc2m02Y5LQxkUiEb775ptUarV0tISEB119/Pfbv3y9MQGowGJCQkICBAwdCoVCgoKAABw8eRElJCXie77HYCCGEhEbjkamtlTvpqf8TxGIx7rvvPmGbH330Ec6fP4+9e/di3rx5PXbFnMFgwJAhQ4T7p0+fbrX9uXPnhP/rlUolRo0aJTzX+CR9ZWWlUDe8Jfn5+W3GN2DAAGG5urq6zfbd4ZtvvhFKy82dO7fT/T3yyCN46623hPs5OTmYNWtWUCcFGmt8omHgwIGdiik7OxuMsS65dWYUONBwgsj/e+rixYttlsE5f/68sNw4gR5q8+fPR1RUVFBlZhr/3Q0aNCjkk8ASQsi1hpLg5JrHGENNTQ0OHz6MU6dOgTGGoUOHIjU1NaBGm8lkwsaNG3Hrrbf2+Fl7h8MBrVYrlLUoKipCYWEhysvLYbfbIRKJoNFooFQqkZKSgvj4eERERECj0YS0zrVcLsedd96J9PR0FBQU9KkZ7btabW0tPv30U4hEItxxxx2tTrLZ3fy13CMiIpCQkICUlBRER0dDLBZDJpPB5XKhvLwchYWFKC4uFn6cMcZgs9l6PN7x48ejoqIioN5pbGwsxo4dixEjRoAxhvPnz+PIkSOoqanp0UQ9IYSQntX4CqjWRhSXlJT0RDgAGia+9H8f+/DDD/HBBx8AQI+VQvH7yU9+Iix/++23rbb95ptvhOVFixYFXFGVnJyMsWPHCve3bdvWal87d+5sM7bGE783nnC9J/lLoUyYMKFTE1k29stf/hJ///vfhfuHDx/G7Nmz2/Wd+MoJ6PuK5ORkZGVlAWi48mDXrl2ttt++fbuwPH/+/G6NrSNOnTrVZptNmzYJy11xooUQQkj7UBKcXNNsNhtOnjyJkydPwmq14rrrrsPkyZObvdTw1KlTmDdvXodq+bWX1+uF2WxGZWUlioqKYLfbcdNNN8Hn80GtViM5ORmpqalISkoSEvKdqefcnTiOQ3h4OMLDw6FQKLBnzx5KhjfC8zzy8vIAALfccgvGjRvXa2eJ90/cqVarkZSUhNTUVGEEuZ/VakVRUREqKythNpvh9Xq7PS6xWAyFQoGNGzcG1C8ViUSIiYnB5MmTMX78eLjdbpw6dQonTpzoskmhCCGE9C7jxo0Tlr/++usW261Zs6YnwgHQkOC98cYbAQAFBQV48803kZycjJtuuqnHYgAaRib7J+b79NNPWxzJa7Va8c9//hNAwyjwJ598skmbP/zhD8Ly3//+9xbrfn/zzTc4e/Zsm7HJ5XKh7F9dXV1QZVa6ksvlEpL5nS2FcqXHHnsMf/3rX4X7Bw4cwJw5c4IaOODz+YTjl56e3udKDK5cuVL43rty5coWBypkZ2fj4MGDABpqkfuvrrjSBx98gMjISAwePBg5OTndE3QL3nzzzVaf37Vrl5DIV6lU+O1vf9sTYRFCCGmEkuDkmuTz+XDx4kUcOXIE1dXVGD58OKZNm4b4+PhmE5AHDx7EDTfc0C2zdzPGYLfb4XK5YDQa4Xa7hdpyOp0OycnJUCgUOH36NBQKBcRica9NkrZGr9dDIpEgLS0N33zzDb799lvU19eHOqyQqa2txbZt2+ByuRAVFYWIiIiASaeuFiKRCAqFAkDDD1i5XI7k5GTodDp4PB5cvnwZHo8HNTU1AAC73d4tl6BHRETgpptuwoYNG5r8EOc4DhqNBjfccAMGDx6M8vJy7N69G/n5+UFN1kUIIeTq0Tix9MorrwTUCPd75513sGrVqp4MK2DUt8vlwk9/+tNuL3t2pbCwMHz66aeQy+VwuVyYP38+iouLA9oYjUYsWLAAZWVl4DgOb7/9drMlOO666y4sWLAAAPDjjz/i5z//ecAEjkDDqOdly5Zh2rRpQcU3e/ZsYbmnS+nt3LlTuKKsO0YZ//73v8fLL78s3P/hhx8wd+7cgJP3zTl16pQwUejNN9/c5XGF2vjx4/H0008DaEgSP/roo03KouTk5GDJkiUAAIVCgc8//7zZKybtdjuWL1+O2tpanDt3Dr/+9a+7fwca+eSTT/DEE080O9nl1q1bceedd4IxBo7jsHr1auGEFCGEkJ7TO4eOEtJNGGOora3FqVOnYDabhZrfrf0Iqa+vx8iRI7ssBp/PB7FYjMrKSjgcDqH0RFhYmDBRzpXlVjQaTUCtxKtZUlISFi1ahIqKCuzevRs33XQT6uvrkZiYGOrQup3P58P58+dx8uRJKBQKjBs3DkqlEkqlMtShdYnExEShBM+V+2UwGMAYg9VqRXV1tTDpZnh4OGQyWZec2ImLi8Po0aOxc+dOzJw5s8nzHMchLi4O0dHRyM3NxenTp1FcXIxhw4YhIiLiqjy5RAjp+/Lz8/HOO+8AAM6cORPw+O9+9zvh/iOPPIL09PSg+nznnXeQn58fUJv46NGjQn8GgwFPPfVUs+v62zQuJ7J9+3bhKq8//vGPCA8Px8svv4y6urpm2zXu39/f/v37A+LbvHkz0tPT8cgjj6C+vh5//vOfhf2+MpaxY8di0aJFAICZM2fir3/9K5544gm4XC4sXrwYK1euxMiRIyGXy7F3716cPn0at912m1D+ovG+++PvzDFqzp133olf/epXMBqNEIlE+NnPfhb0uq3xx9lY4/fG4sWLMWbMGOG5rKwsfPfdd1i8eDFOnjyJQYMGYebMmUhJSUFVVRW2bdsGo9EInU6H9957D4sXL25x2x9//DG8Xi82btyIDz74AN9++y1mzpwJtVqN3Nxc7NmzBytWrEBGRga+//77Nvfl3nvvxdNPPw2Px4MdO3Zgzpw5QR8H//utucf9V6y9+uqrLa7vfy9kZGS0WXe78TFvPKDD/74F/vc+auzJJ5+Ex+PBs88+C6Ah6TtjxgxMnDgRQNPXCmhInvr1dPmcnvLCCy9AKpXixRdfxD//+U9s3LgRN910EzQaDfLy8pCdnQ2fz4eUlBR8/vnnAaV4Gmtvubsr/3YaL69bty6gfndrn6933HEHzp49i8rKSrzyyiv44IMPMGXKFCQkJMBut+Pw4cM4efIkgIYJPT/88EMqhUIIIaHCCLlG2O12dvToUbZx40b2ww8/MKvV2uY6J0+eZDt37uzUdj0eDzMajay0tJQ5HA5WU1PDeJ5nTqeT8TwfdD///e9/OxVHb3bx4kVmNBrZl19+yc6dO8c8Hk+oQ+oybrebeb1etn//fub1etmhQ4eYzWYLdVjd4tKlS0G35Xme2e125na7WU1NDfN6vayqqooZjcZOv/4OhyOov2+r1coOHz7Mtm/fznJycpjdbu/Udgm52jkcDpabm8scDkeoQyGN7Nq1iwFo87Zr166g+8zKymq1r5SUlBbXbSuOgoICxhhjKSkpQfXfWl9ZWVmMMcYKCgpabXffffc1ifPw4cPsJz/5CUtOTmYymYypVCqWnp7Oli5dyvbu3dtin/74O3OMWrJ8+XIGgM2aNavd67akrThXr17d7Ho2m4394x//YNOmTWPR0dFMKpWyiIgINmHCBPbCCy+w6urqoGNYv349mz17NouMjGQymYwlJiayO+64g23bto0xxtiqVauEeD7++ONW+1q6dCkDwGJiYpjL5Qo6htbeb/5bS3ieZ7GxsQwAe/LJJ9vcVlvHvPH7qDnPPPNM0K/V4MGDGQA2bdq0YA7DVS03N5c99thjLDMzk+l0OiaTyVh8fDy75ZZb2Pvvvx/U++Hdd99lBoOBDRw4kB05cqTVtsG8jsF+vrrdbrZt2zb2m9/8hl1//fXC35RKpWJJSUls3rx57O233w7q+ykhhJD2ac9vGI4xmiGM9G08z6OwsBAFBQUQi8UYNGgQYmNj2xz1aTKZsHnzZixZsqTdl6s6HA7I5XIUFxdDLBZDrVZDo9F0agbwDRs2YObMmdBoNB3uo7czmUw4e/YsLl26BJFIhHnz5sHtdl9VZUIYY6iqqkJBQQGKiorAGMPs2bOhUqn6/AzwxcXFnapV6Xa7YbPZYLVa4fP5YDAYoFKpIBKJ2vU3yBhDTk4ORo8eHVTby5cv49KlS7BYLBg0aBBSU1NpVDi5JjmdThQUFCAtLU0oc0QI6TqvvPIKnnjiCXz22WdCKZFrwZtvvimUpti8eTNuueWWFtuWl5dj8ODBsFgseOedd/Dzn/+82+M7cOAAJk2aBKChBOL48eO7fZvBWL9+PRYsWACpVIqcnBwMHTo01CERQgghvU57fsNQORTSp5nNZpw4cQJerxdxcXEYNGgQxGJxm+sxxrB9+3bMmjWrzeQbYwxOpxMWiwV2ux2JiYnwer1QKpVITU3toj0BBg4ciHPnzgWV2LtahYWFYfz48Rg/fjw8Hg8kEgnOnz+PwYMHY+PGjYiKikJ8fDzi4uIQFhYW8kQlz/MwGo2oqqrCwIEDsXfvXowbNw4nTpxAWloaRo8eDalUGtIYe0peXh6io6M71YdMJoNMJhMuH+Z5Hg6HA1KpFEajEUBDaSClUtnqa89xHEaNGoU9e/YIE5G11tZfIuXcuXM4fvw4SkpKMHLkSGi12k7tDyGEENLYf/7zH0RGRnZLzenerKCgQFhuq2RPfHw83nrrLSxbtgxPPfUU5syZ0+2TQfpLocTHxwdMrBpK1dXV+M1vfgMAePHFFykBTgghhHQBmhiT9Ek8zyM/Px/ff/89vF4vRo8ejSFDhgSVAAcaJizq378/IiMjW2xjt9vh8XhQVFQEs9kMjUaDlJQUSCSSbkmeDRo0CHl5eV3eb28llUrBcRxGjBgBuVyOBQsWIDMzEw6HA/v27UNFRQUOHjwIl8uFo0eP4tixY7h48SIqKyubnZCmI/wnOKqqqlBeXg6n04mLFy+iuLgYn3zyCdatW4dDhw7BZrOB53lMnjwZCoUCM2fOxIABA66ZBDhjDEePHhVqbnYVkUgEtVoNmUyGqKgoqNVqWCwWFBUVoa6uDj6fr8WJLTmOg9frxcWLF4PallgsxpAhQzBt2jT4fD58//33yM/P75ZJPAkhhFx7Dh06hLy8PNx777195sqw4cOHBzVSe8+ePQAa5u4YPHhwm+3vu+8+PP/886ivr8ctt9yCysrKTsfamk2bNgEA5s2bF/IBFkBDnfG5c+eirKwMy5cvx+OPPx7qkAghhJA+gcqhkD7HaDRi69atYIxh3LhxSEtLa3cphRMnTuC6664LeNzlcsFsNsNutyMpKQk2m63HR4o6nU5IpdKgk/nXisrKStTX18NsNsNisSAqKgoGgwEulwt2u12Y2IbjOCgUCtx22204cOAAKioqhEQqY0yYANVgMODixYsoKiqCQqGAVqtFbGwsMjIyYLFYesUo9N7k/PnzqKysxOTJk3tsm/4TFBzHwWazgTEGrVYLuVwutHG5XFi3bh2WLl3arteL53kUFBTg+PHjSEhIwKBBg5pMbkVIX0TlUAjpvOrqajzzzDO4//77Aybwu/fee/Hxxx8jNzcXGRkZIYyw60RGRsLr9aKoqKjF0nV79uxBVlYWgIYRzU8//XTQ/a9atQrLly9HbGwsioqKuiTmq8Hw4cORm5uLlStXBkx+SwghhJCm2vMbhpLgpM/w+Xw4ffo09uzZg8TERGFW8fZijMFisUCn08Hr9cLn86G8vBxyuRw6nQ5qtTpkCVCe53HgwAFcf/31Idn+1Y4xBp7nIRaL4fF4hGWxWExJ7Q7yer345JNPsHDhwpAlzXieh81mg8Vigcvlgl6vh16vB8dx2LdvHyIjIzFo0KB292uz2XD06FFUVVXhuuuuQ79+/egEFOnTKAlOSOddvHgRAwYMwPLly/Gvf/0LAHDy5EmMGTMG06ZNw9atW0McYdeJjIxEbW0tZs+ejTVr1iAiIiLg+UOHDuH2229HRUUFRowYgYMHD7b7s+XcuXP4wx/+IIzWvhYsXLgQf/zjHzFixIhQh0IIIYT0epQEJ9cci8WCI0eO4MyZM5g2bRqGDBnSoaQmYwxffPEFJk2ahNjYWBiNRmEEaG9Jkvp8Ppw9exaZmZmhDoUQOJ1O1NTUIDExMdShCLxeL9xuNxhjcDgcMJvN6NevX4f6YoyhtLQUW7duRXR0NKZNm0a1wkmfRUlwQjrPnwTnOA633XYbIiMjsX79ejidThw+fLhP1XZOTU0VRmir1WpMnToVSUlJ8Pl8OHHiBA4fPgzGGG644QasX78eMTExIY6YEEIIIX0NJcHJNYMxhuLiYuzbtw/9+/fHkCFDOjT62+v1orq6GtXV1cjNzcX8+fOhVCq7IeKusWnTJgwfPhxpaWmhDoVcwywWCy5evCiUkemNnE4nfvzxR+j1ehgMBoSHh3couWc2m/HVV1/Bbrdj+vTp6NevX685MUZIV6EkOCGdV1NTg5/97GfIyclBdXU1tFotRo8ejRdeeAHjx48PdXhdyul04uuvv8aOHTuQk5ODwsJCmM1mSCQSREdHY/z48Vi8eDFuu+02+j+TEEIIId2CkuDkmuBwOJCTk4Py8nKMGDEC/fv3b1ftb4/HA6lUiqqqKkRERMDtduPEiROIjIxE//79uzHyznO73Vi7di1uueWWJpeeEtIT6urq4PF4EB0d3et/2Ho8HkgkErhcLni9XnAcB5FIBIVC0e5a4fv27cOJEycwadIkZGRk9OqTZYS0FyXBCSGEEEIIIVeT9vyGCT5jSEgvwRjD5cuXsXPnTuTk5GD8+PEYOHBgUAlwn8+Huro6FBYWorKyEj6fD9HR0RCLxVAqlSgqKkJKSkoP7EXnyGQy3H777di8eTPcbneowyHXGLPZjK+//rrdSeRQEYvF+PLLL6FQKKDRaKBSqaBQKFBTU4OioiLU1dXB5/O12Y9IJMLkyZOxZMkSVFVVITs7GxUVFaBzyYQQQgghhBBCSO8mCXUAhLSH1+vFuXPnkJubC6PRiJ/+9KdBlT9xuVwQi8UoKytDWFgYkpOTm02ajx07FlKptDtC73JarRYLFy6E0+mE3W6HXq8PdUjkGmA0GrFp0ybMnTsXYWFhoQ4nKCKRCHa7HYwxcBwnJO6joqLA8zzMZjNKS0uh0+kQFhbW5gm1iIgITJ48Gfn5+Th8+DD69++PQYMGQSKh/1IJIYQQQgghhJDeiH6xk6uG2WxGbm4u3G43NBoN7rjjDojF4hbb+3w+GI1GaLVaOBwO6PX6Vkd522w2eL3e7gi92yiVSrhcLvh8PtjtdqhUqlCH1KW8Xi94ngfP82CMQSKRCIlMj8cDp9MJoOHqAJFIBL1eD7PZDKVSibq6OjDGhFG6kZGRsFqtCA8PR1VVVcBrrVarIZfLhW1ZLBYhWSoSiRAdHQ2TyQSNRoP6+vqA59RqNXieh1QqhcfjEWJpfOsreJ7H1q1bMX/+/KvupEtYWBjMZnOTxL3/faPX68EYg8VigVwuh9vthkqlavEzRq1WY+jQocjLy8PJkydhsViQmZlJk2YSQgghhBBCCCG9ECXBSa/HGENZWRny8/OF8iU33nhji+0dDgdqa2vh8/kQHh4OqVQaVMJOoVAgISGhCyPvGXq9HjzPY926dRgxYgSGDBkS6pAANCRMgYb65W63GzzPw+fzQSQSQafTCcnGqqqqgPXi4+NRX1+P6Oho4Tl/MlmtVgujbTmOg0QiCUhIAw2vo0QigV6vF57zt9XpdOA4DhEREQElLEQikTA6mDEGuVwekED398txHBQKhfCc/3l/fXmbzSbsK2MMCoUCarUaLpcLHMehvr5e6I/jOCQlJaG+vh56vR51dXUQi8UQi8WQSCSQy+UBcYVaWVkZfD4fFi1a1Gtiao+WkuCNcRwHnU4HoOHqkdLSUojFYkRERDRb+1skEmHhwoXYtm0bCgoK4HK5kJ6ejoSEhKvyGBFCCCGEEEIIIX0VTYxJejWPx4Nz586huroaVqsV06dPb3G0s9VqhUqlQk1NDfR6PWQyWbu2VVxcDJfLhQEDBnRF6D3O5/Nh+/btkEgkmDp1apeXZmCMwev1wuPxwOv1QqPRwGw2Q6/Xo6SkREh6Aw2JebFYDKlUCrfbDY/H0yTBy/N8qyP5+zqe5yESiYRJG202G3w+n3DTarVwOp1Qq9Woq6sTRr1zHAe1Wo2wsDC43W5IpVJ4vV5IJBLhpEBX8vl8+PHHHzFy5EiIRKKr9jW7fPkypFJpuyeSdbvdqK2thU6ng0QigUwma/YY7969GzzPg+M4REZGYtCgQVdNaSVC/GhiTEIIIYQQQsjVpD2/YWgkOOm1/OVPvF4v3G43wsLCmiTA/RNdyuVyIekdHR3doe1ZLJarrhxKY2KxGDfffDPOnj2L3bt3Y/r06e1a319exJ/k5jgOBoMBRqMRSqUS1dXVkEgkkEqlQnLP/3okJCS0WPZDLpe3GO+1zH+8/Meyudr2/g/wmJgY4TH/KHMAkEgk8Pl8sFgswusGAMnJyaiurkZkZCSqq6shlUohk8mEf4NNlF++fBk7duzAmDFjrvqErlgs7lBpGplMhri4OACAyWSCVCpFbW0twsPDA97DWVlZ8Hq9OHLkCIxGI3788UcMGTJEGFlOCCGEEEIIIYSQ0KEkOOmVysvLceHCBWg0GohEIlitVkyePFl43uPxoKamBi6XCwaDAVqtttMjYKVSKRwOR2dDD7nBgwdj8ODBOH78ONLS0oQkHMdxsFqtQnkSj8cDrVYrjM52u93wer2QSqVQKBSQSqVCKQgAzdZT95946Et1r3u7xsfan4Rt7mxndHQ0GGPQ6XTCCQ6LxQK9Xg+HwwGdTofa2lowxoTkuP9kEmMMu3fvRm1tLW6//fagJp/t7fzlZTojLCwMjDHIZDKUlJRAoVAgIiJCOEEgFouRkZEBn8+HoqIiHDt2DAMHDhSS6IQQQgghhBBCCAkNSoKTXoXneVy4cAEVFRWIj49HXFwcdu3ahblz5wqTITLGYLVaodPpoFaru2zbCoUClZWVXdZfKPgnyHS5XIiKikJdXR2++eYbDBgwAGPGjBFKb6hUKiHJ7ddczWNydeM4Dkqlsslr678fFRUlnBDx1zIvKiqCXC5HQkICBgwYAKfTCZ7nIZfLWxzVfzUoLS3tkpr//rrhOp0ONpsNFRUVSExMBM/zQi36TZs2ITMzExqNBufOnYPFYkH//v3pZBEhhBBCCCGEEBIi9Iuc9BoulwvHjx/H5cuXMWjQIERGRsJsNmPevHlCXV6goTa1wWDo0gQ4AERGRl4VNVD9ie66ujpUVFSgtLQUjDFUVVWB53m43W4oFApER0cjNTUVCxYsgNVqxdq1a4WTBwqF4povR0IaRpUrFApotVq4XC6cO3dOOPnUv39/REdHQ6FQwOv1wmg0AgCqqqrgdrtRUVGBuro62O12+Hy+0O5IEC5evNjl73m1Wo3k5GRwHAeLxQK32w2Xy4U5c+bg4MGDCA8Px6BBg1BRUYHjx4/D5XJ16fYJIYQQQgghhBASHJoYk/QKJpMJZ86cAcdxyMzMhEqlEpK9drsdPM8jOjq620ei1tTUIDIyslu3ESye5+FyueB0OiESiSCTyeDxeAA0FP5XKBRC+YpgSsFYrVYcOnQIWVlZqKur63DtdNK3lJaWYv/+/VCr1bjxxhuh1WrbXIcxBrfbDafTKbxHY2NjYTKZEBUVJdTOVigUvWb083//+1/cfffdXT5xaGNutxuVlZUQiURQqVT4+uuvsXjxYjidTpw5cwaMMWRmZiIsLKzbYiCkM2hiTEIIIYQQQsjVhCbGJFcVf/1vnU6HzMxMyGQybNq0Cddddx04jkNUVFSPleqoqqpCREREtybKmuOf0NDhcEChUKC2thZutxtyuRwKhQJKpRIymUw4Dh2ZbE+j0WD69Olwu92wWCzCJJj9+vXr8f0loeUvKVRbW4uzZ89i9uzZ7XpPcRzXbHmUxieQrFYrampqwPM8DAaDMKGqSCTq8cS4y+Vq14SgHSWTyZCUlASHw4Hq6mqMHDkSDocDYWFhGD16NM6cOYPjx49jwIABiI+P79ZYCCGEEEIIIYQQ8j+UBCchwxjDxYsXUVZWhvj4ePTv3x8AcPbsWQDNT8TY3WJjY1FeXt4ltYNb4vV6IZFIUFVVBYfDAcYYJBIJIiIioFQqIRaLERsb223bl8lkSE9Ph91ux5EjR7B//34MHTpUOAFB+i63240zZ85g2LBhyM/Px3XXXYfU1NQu69+fZG5upLPL5QLHcaitrYXNZgPHcVAoFNBoNFCpVN2aoK6vr0dGRka39X8lpVKJ5ORk8DyPU6dOISwsDKmpqRgxYgTy8/Nx/vx52O12pKen0wkoQgghhBBCCCGkB1A5FBISXq8Xubm5qK+vF0ZFmkwmVFRU4MCBA1i6dCkkkp4/R2Oz2bBlyxbcddddXdIfz/Ow2+1wOBxwOByIjY2F1WqFwWCAw+GAXC4PebkIj8eD3NxcWK1WDB06FD6fDwaDIaQxka7DGENFRQVOnDiBuro6DBs2DEOHDg35+85f7ofneYjFYrjdbgANyXKVSgWlUtllMVZVVYWs/A9jDBaLBdXV1YiMjERYWBjKyspw8eJFGAwGZGRkhOSzjpDmUDkUQgghhBBCyNWEyqGQXs3pdOLUqVNwOp0YNmwYlEolCgsLoVar4fF4MHXq1JAlhfyTbVqtVmg0mnav73a7IZPJUFdXB61Wi4qKCiiVSqhUKkREREAkEgkJ5p4q8dIWqVSKESNGAADMZjM4jsPBgwfh8/mQmZkJvV4f2gBJh+Xl5SE5ORmnT5/G6NGje1UdeJFIFPA3oFAohIS43W5HbW0tRCIREhISAv4eOzJyura2NmT7znEc6urqcP78eeh0OhQWFiImJgbDhg3DmTNncOzYMQwbNowSjoQQQgghhBBCSDeikeCkR1ksFpw6dQoikQhDhgyBQqGA0+mESqWCxWIBx3EhT7oWFhbi4sWLmDFjRpttPR4PTCaTMHmnXC5HbGwsfD7fVT260+fzoaCgAGfOnIHVasWoUaMwePBgKt3Qy9XX1yMvLw+FhYW49dZb4XQ6e1XiuyMYY3C5XGCMBUw6qVaroVAo2nxP5uTkIDMzs9sn1W3LF198galTp0Kn06GqqgqxsbGw2Ww4c+YMeJ7H0KFDO1Trn5CuRCPBCSGEEEIIIVcTGglOeqXq6mrk5eVBo9GgX79+UKlUcLvdQuKH47hekWRNTU1FSUkJGGMB8TDG4HA44Ha7odVqYTQaodVqoVAoYDAYAko3XM0JcAAQi8Xo378/+vfvD6/XC6vViqKiIohEIng8HshkMiQkJIS8pAYB6urqoFQq8cUXXyAsLAwZGRkYN24cJBJJn0iq+muHAw1/mz6fD3a7HWazGQqFAlVVVYiMjITT6YRSqQz4m7VarTh79ixGjhwZqvAFWVlZ2L17N26//XbEx8fD5/PB6/VixIgRyMvLw/Hjx5GRkYGoqKhQh0oIIYQQQgghhPQ5lMEiPaK0tBRnzpyBXq+HwWCAy+WCWCyGSqUC0DCC9eLFi81OqBcKN9xwgzBC058ALi4uhsVigVQqhVgsRkREBGQyGTQaTZ9OBkskEuj1eqSmpiI5ORkajQb5+fn49NNP8cUXX+Ds2bPgeR50UUnPqK+vx9GjR7F+/XrY7XaUlZVBoVDg7rvvxty5c9G/f/+r/iRMa8RiMbRaLWJiYsBxHKKiosAYg9VqRXFxMYqKilBTUwOfz4ddu3ZhypQpveLkmr8euMfjAdCwH+Hh4XA4HIiIiEB4eDjOnDmDsrKyEEdKCOltsrOzhYECLd2WLVvW7LofffRRm+s+99xzPbo/XSE1NbXN/Wp80+l0GDJkCB588EEcPHgw1OF3SmVlJcaOHYv4+Hjs3bs31OEQQgghhFw1+m6mhPQKjDEUFhaiqKgIBoMBGo0GsbGxTS5ROHjwYK8Yrekf9ezz+RAZGQmr1QqVSoWkpKQ+nehuj5iYGMTExAAA7HY7rFYrqqurYTKZADTUFU9MTER0dDQds07yn1goKChAWFgYtm7dirCwMKSnp+OWW26BUqnEsGHDAHSsVnZfwHEcxGKxUPbFPxltaWkp7HY74uLiYDQaoVarIZVKQxrr1KlTcfnyZcTFxQmPGQwGqFQq+Hw+8DyPCxcuwO12CwkeQghJSkrCihUrAABnzpzB1q1bAQCJiYlYtGgRAGDs2LHNrjt06FBh3f379+PAgQMAgMzMTMyePRsAMGnSpG6Nf9myZfjPf/4DAMLJyc566KGHUFdXBwB47bXXhMcffPDBgKugGGMwmUw4duwYcnJykJeXhw8++AAPPvgg3nnnHYjF4k7H0tP+8Y9/4OjRowCAxx9/HPv27QtxRKSjnnvuOTz//PMAgNWrV7d4MosQQgghXYOS4KTbMMZw/vx5lJWVoV+/ftDr9QgLC2uS2PF6vaitrUVsbGxIYmSMwWw2w2g0QiwWQ6PRQKfTQSwWY926dbjzzjv79MjazlCpVMJo/piYGNjtdhQXF+PMmTPYtWsXtFotZs+ejbKyMiQmJoLjOEqMt8JisaCgoACXL19GbW0txGIxFixYAJlMhoiICNxzzz2hDrHXE4lE0Gg0sNlsmD9/vvB4ZWUlvF4vFAoFIiIiQpIQ5zgOVqu1yeMKhQJpaWm4fPkyNBoNCgsL4Xa7MXDgQEqEE0KQnp6OV199FUDDyG5/Erzx4y0ZM2YMxowZA6Ah4eZPgo8ZM6bNdXuzp556SlhunAR/6qmnkJqa2uw6u3btwh133AGj0Yj3338farUar7/+eneH2uV4nheWfT5fCCMhhBBCCLm6UGaPdAufz4e8vDxUVVUhPT0dMTExLRaov3DhAgYOHNijsVksFjDGhMnytFptswn6CRMmYMuWLQHJNNIylUqFwYMHY/DgwQAaTjJ4vV7I5XJUVlZi9+7dYIxBrVYjOjoaY8aMgcfjERLp1wKe52E0GlFTU4OamhpIJBIMHDgQRUVFwgj7kSNHIiIiQjhhkJiYGMqQrzonTpxASkqK8Jmj1+uFCXcdDgc4jkN1dTUiIyNhsVigVqt7bDSgVqtFUVERUlJSAh7nOA5xcXFgjMHtduPy5ctwu90YMmTIVTlSkRBCepupU6fitddew/333w8AeOutt/Doo48iLS0txJG1z6OPPort27ejvLwcf/nLX0IdDiGEEELIVYOS4KTLeTwenD59GpWVlUhMTGyS7LmSSqVCcnJyt8dlMplgNBrBcRy0Wi20Wm2bI7zT0tJQXFyMI0eOtHipMWkZx3GQSqXCKP8lS5YAAGw2GyorKyEWi3HixAmMGDECn3/+OUQiEcLCwmAwGDBo0CBIpVIoFIqrLglos9lgMpmEW3x8POx2OwwGAy5evAiz2YyIiAjExcUhMjISWq1WSNKG4oqIviQvLw9DhgxpcaS3UqkEAGECSp/Ph7KyMvA8D7VajfDw8G698kOtVuPAgQMtfi5yHIeMjAzIZDJcuHABHo8Hw4YNC3kpF0II6QsWLFiABx98EDzPw+fzYfPmzfjVr34V6rDaJT4+Hjk5OaEOgxBCCCHkqkNJcNKl3G43jh07hurqagwdOrTFS1L9/KVI2kqUd4TL5YLX6wVjDCKRCEqlElqttt3lOG688Ubs3LkTHo+HElFdRK1Wo1+/fgAgXKZ99913w+fzwWQyoa6uDowxlJWVISEhAQcPHkRVVRWAhok609LSMGjQIBiNRqhUKlRXV0OpVEKpVEImkyEsLAxer7dTr5d/FLvL5YLb7QZjDGFhYaivr4dUKkVeXh7sdjtsNhscDgfmzJmDY8eO4cYbb8SuXbug0WgQFhaG6OhoREREICkpCRzHCbWrSde7ePEizp49K1yJEIzw8HCEh4cLk2v6fD4YjUYYDAb4fL4u/5vXarWw2+1gjLVa6iQ9PR1isRinT5+G1+vFddddB5lM1qWxEHI18E8KmZWVFfQ6/quOuqL2NOlbtFotoqKiUFlZCaDh/w1CCCGEEHJtoOK8pMu4XC4cP34c9fX1GD9+fJsJcL+uLPXgcrlQVVWFgoIC1NbWCvWBVSoVZDJZh+pRcxyHGTNm4NKlS6itre2yWElTYrEYBoMB/fv3R3h4OAYOHAi1Wo3p06djyZIlWLJkCW677TZkZmYKyW4AwkSIJ0+exP79+8EYw5EjR+B2u/Hpp58G3PLz83Hq1CnU1dU1ee7s2bM4e/YsKisrcfDgQWzatAnff/89Dh8+jPz8fCFR6h/dPnToUEybNg133XUXtFotbrzxRgDArbfeiilTpmDkyJHo168f1Go11XbuZkVFRTh69Cjmzp3boWPtv0JELpcLpWhqampQUFCAyspKOJ3OLos1PDxcmNCtNampqRg3bhwqKyuRk5MDl8vVZTEQcrXgOA7Z2dnYvXt3UO13794tJM5J59ntdrz55puYMWMG4uLiIJfLER0djUmTJuHFF19ETU1Ns+sVFhaC4zhwHCdMigk0lCTxP+6/Pffccz20Nw38k04DCOpztbCwEL///e8xYsQI6PV6KBQKJCYmYt68efjwww/h8XiC2u6FCxewfPlypKenQ6FQwGAwYOTIkXjmmWeE75dXHhuO4/DGG28AaKjp3tzzbfF6vVi9ejXmzp2LxMRE4f+50aNH48knn0RxcXGL606ZMqXJ9vwnl4qLi/Gb3/wG/fv3F+bbmDFjBjZu3BjU8WiP+vp6rFy5EpMnT0Z0dDSkUin0ej2GDRuGe++9F5988gksFkub/XzzzTdYsmQJUlNToVQqERYWhoyMDDz88MM4fPhwi+v5J6tufPNPYpmbm4v7778fqampwt/H3LlzW/3M8vfhnxQTAH7605+2uI2e2pdz587hF7/4BQYMGACVSiU8f+VvOofDgX/+85+YPn06oqOjIZPJoNVqkZmZifvuuw+ffvpps3OgEEIIIaHGscbfBAnpIKfTiZycHDgcDkyaNEkoOdCW/Px8SCSSTo0E53leSFB5vV6IxWLhi1tX8ng88Hq9qK+vR3x8fJf2TQjpOKvVik2bNgmTiHYlxhgcDgdMJhPCwsLAGOv058uFCxegUCiQlJQUVHuLxYKTJ0+C53mMHTu2xfkVCOksp9OJgoICpKWl9ar3mT+xPWXKlFZHhAfb7mr20Ucf4ac//SkAICsrC9nZ2UGv+9xzzwlJt/vuuw8fffRRq+337t2LRYsWoby8HAqFAjNnzkRycjKqqqqwfft2GI1GhIWF4d1338XixYsD1q2vr8ef//xnAMDWrVtx5swZAMDChQubfPbNnDkTM2fODHo/rtT487igoKDVQRgWiwV6vV6YXPLPf/5zwCSbV3r99dfx5JNPwuVyISEhATNmzIBWq8XZs2exa9cu+Hw+DBw4EF999RUGDRrUYj//93//h4cffhhOpxMymQwzZ85EWlqacCylUim+/fZb4eq4xMRELFq0CAAwf/58TJ48Gdu3b8f27dsBAOvWrUNpaSmAwKT+lXJzc3HHHXfg3LlzkEgkmDZtGgYOHAij0YgdO3agsrISCoUCL7/8Mh577LEm67/zzjvIz88H8L8JSLOysvDyyy9j/vz5yMjIwPDhw2EymfDtt98KJ3hffPFFPP300y3G1R4bNmzAAw88gPr6emi1WsycORNxcXEoLS3F4cOHUV5eDgDQ6XT461//iocffrhJH0ajEYsWLRKO3/XXX48RI0bA5XJhz549uHDhAgDg/vvvxzvvvNPkKrCXX34ZdXV1MJvNeP/99wE0/A3Nnz8f9913HyZOnIiBAweiqqoK33zzDWw2GziOw0cffYR77723STy/+93vAAD79+8XJqudPXs2MjMzA9qNHTtWeB90977cfvvtuOeee5CRkYExY8bAYrHgyy+/hM1mQ0pKCgoLCwE0/I3NnDkTFy9ehFKpxIwZM5CUlASLxYJjx47h9OnTAACNRoMNGzbgpptuav6FJYQQQrpIu37DMEI6yW63s++//57t3buX2e32dq37/fffs7KysnZv0+v1straWlZQUMBqamqYz+djPM+3u5/2cjqdbM2aNaygoKDbt0UIaVtRUREzmUzM6/X2yPZsNhvjeZ4VFRWxmpoa5vF42t2H1+tlJpOpXetYrVb2ww8/sB9++KHdn7OEBMvhcLDc3FzmcDhCHUoT2dnZ7LnnnmPZ2dkder6vWL16NQPAALCsrKx2rfvss88K6953332tts3OzmZyuZwBYNdddx0rKioKeL6+vp7Nnj2bAWAcx7HVq1e32Nd9990nbHfXrl3tijkY/r4BtPn97N///ndA+2PHjrXY9qWXXhLa/fznP2culyvg+ePHj7OEhAQGgEVGRrb4ffbrr79mIpGIAWD9+/dn58+fD3i+vr6ezZkzh8XFxQX92mZlZQltW5KXl8f0ej0DwFJSUtipU6cCnnc4HGzZsmVCP88991yr2/S3GzZsGEtOTmYbNmwIeL6yspKlpqYyAEwsFrNz58612l8wPvnkE+HYTZ8+nVVXVzfZh6effrrV97XNZmMjRoxgAJharWbffvttwPM8z7NXX31V6GPJkiUtxlNQUCC0u+GGG1hcXBzbt29fQJvz588Lx12n07G6uroW+2v8N9na31BP7Et4eDj79NNPA9r8+OOPTCQSsZSUFKH/UaNGMQBs+PDhrKampkm/69atYwqFIuh9IoQQQjqrPb9hKAlOOsVms7Ft27axbdu2dehH85dffsmsVmtQbXmeZ16vl9XU1LCioiJmNBqZz+dr9zY7y+Vysc8++4ydPHmyx7dNCPmf6upqZjQamdvt7vFt+3w+ZjQaWVFRESsqKmqSHGmN0+lkZ8+ebfc2HQ4H2759O9u2bRuz2WztXp+QtvTmJDhjLSe6r5UEOGOBSfDExES2YsWKoG8TJ04MKgluNBqFhKxCoWDFxcXNtrNYLCw+Pp4BYEqlssWkZ29Jgu/cuZOFhYUJbX/2s5+12Hbv3r1C8nXixIktDrTYuXOn0N9tt93W5Hmz2cxiY2OFkwXHjx9vth+bzcYSExO7LAnu9XrZsGHDhDaHDh1qsZ0/qSkSidju3btb3Gbj47xixYpm27z11ltCmz/96U+t7kNbLl26xNRqNQPAYmJiWj15fMcdd7T4vn744YeFmN55550W+1i6dKnQ7ssvv2y2TePEMQD21ltvNdtuxYoVQpsPP/ywxW22NwnenfvS0us1ZMgQIQl+5MgRof3HH3/c4vYff/xxSoITQgjpMe35DUMTY5IOs9ls2Lt3LyQSCW644QbI5fJ29+FwONosneJ0OuF0OqFQKODz+RAREYGIiIiOht1pMpkMd955J7Zu3YqoqCjExsaGLBZCrkWMMfzwww+wWCyYM2dOSGr/ikQihIWFISwsDD6fDxzHoaqqClFRUXC73a1+Hsrl8g5NuKlQKJCVlYW9e/diz549uPHGG6FSqTqzG4RcVfwlTvwlQLKysq6JEigtKS0tFUpUdKW3334bFRUVABomrW6pdJNGo8GvfvUrPPnkk3A4HPjLX/6C1atXd3k87fHyyy9Dp9MFPGYymZCTk4OcnBwAgFQqxaOPPoqVK1e22M/zzz8vlEz5wx/+0OL/M9OmTUNGRgby8vKwadMm5OfnIz09XXj+448/xuXLlwE0lH0ZMWJEs/2oVCosX7681dIs7fHZZ5/h1KlTQozjxo1rtp1YLMbvf/97LFmyBDzP49lnn8WuXbva7P/nP/95s49PnjxZWD5y5EgHIv+flStXwmazAQB++ctfNnldr4xnw4YNTR4vLi7GqlWrAABRUVG4//77W+zjl7/8JT7++GMAwN///nfMnz+/1fjkcnmLNbsnT54s/G0eOXJEKGHUGd25LxKJBI8++mizz+3cuRNerxdA4ESyrX2Pufnmm7F+/fpWXzNCCCEkFGhiTNIhdrsdR48ehUwmw+TJkzuUAAeA+Pj4Zier5Hke9fX1KCwsRF1dHeRyORQKBdRqdWdD7xIikQhz5sxBVFQU9u/fH+pwCLlmOJ1OrF+/Hmq1GrfcckuvmPxOLBZDJBIhOjoajDHU1NSgsLAQ9fX1QhLlSocOHerQthp/5u7btw92u70zoRNy1cnKysKUKVOQnZ2Nl1566ZpNgAMNx4I1XNUZ1O3ZZ58Nqt81a9YIy3PmzGm17S233CIsr1u3LuhJIrvL+++/j9deey3g9sEHHyAnJwdJSUl46623UFRUhFdffRUSSfNjgaqqqrBjxw4ADYm+tuqVT5gwAUDDCdotW7YEPLd+/XphedasWa32M2PGjDb3L1jteQ0bn0zOzs4Wao23JCoqCv3792/2ueTkZGG5rX5a4/P5sHbtWuH+zTff3Gr7SZMm4Re/+EWTY7hu3TohgXvTTTe1mrgdNWqUMK/I3r17YTabW93m8OHDodFomn2uq45DY925L8OGDWtxgFFsbCwSExMBAHFxccLjf/3rX2EymZpdJysrCxcvXsQdd9zR6nYJIYSQnkZJcNJudrsd69evB8dxuP766zs1Ed3QoUMD7vt8PthsNmHkR3JyMuLj44OeaLOnicViTJgwASdOnBBG+hBCus/evXsxYcIEjB49OtShNEskEiEhIUH4AVxcXAyv1yv8cO0KUqkU119/PeRyOQ4dOgSHw9FlfRNyNcjKyoJYLIbP54NYLL4mE+Ddpa6uDnl5ecL9Kyfqu9KgQYMgFosBNFzd5x9tHSoFBQVC0t/r9aKoqAgrV66EXC5HSUkJ3n77bVgsllb72Ldvn7CclpbW5hU3MTExwvKPP/4oLDPGAkZDDxkypNV+Wkosd0TjfWjrNdTpdEKS88p1m9M4wXulxklhq9XaVpgtOnnypJC45TgOGRkZrbZXq9X45z//iZ/85CcBj+/du1dYvvI3x5UkEgkMBgOAhsE4x44da7V9TxyHxrpzX/r16xdUDOPHj0daWhoAICcnB/3798ef/vQnnD17Nqj1CSGEkFCjJDhpF6fTiY0bN0IqlWLChAmdSoADQFlZGRhjMJvNKCsrg0gkglgshlarRXh4eLOjxHsbkUiE/v3744cffsDevXtbHPlJCOk4o9GIEydOYMaMGS1emt+biEQihIeHIzU1FRKJBGazGR6PB2azWSif0hkymQzjx48HAGzYsAFOp7MrwibkqrB7924hAe7z+bB79+5Qh9RnlJaWgjEm3I+Ojm61vUwmg16vF+6XlJR0V2jtJhaLkZycjMcffxzvv/8+ACAvLw+zZs1qNRHeeB/Onz8PjuNavTUuq1JZWSksm0ymgARoVFRUq/F2VekIs9kcMEK3rdfwyjZtvYatXZXZeHRyZ74PN45Bo9F0uPRX436eeuqpNl/LxgNaGr+WzemJ49BYqPalMYVCgf/+97+IjIwEANTU1ODFF19ERkYGBg8ejN///vc4fPhwB/aOEEII6RlUE5wEzeVy4auvvoLX68XixYs7nQD3fyk8f/48DAYDYmNjwXEcFApFV4Tbo9RqNe666y4cP34cn376KebPn9/iJZKka/lHfHEcB57nIRaL4fV6Ay4BF4vFQtKR53lhVK7/h4JcLofH44FYLBYu5fa3l0gkQh88zwvrkJ5RW1uL7OxszJ8/v8VaqlcDg8EAn88Hl8uFsrIyABCSeB0ll8sxadIkrF27Fl9//TXmzZvX4dJUhFwtrqwB7r8PgEaEd4Erk8PBfCdrfLVeS+URQm3p0qVYtWoVdu/ejcLCQqxcuRJ//vOfm23b+BjExsbinnvuCXo7jUfUXjkCuK1j2Zn/Dxrr7tewJ74DNd6HzvwuaNzPjBkz2vU9IjU1tdXne/q7YG/Zl4kTJ+Ls2bN444038J///EdIzp87dw7nzp3Dq6++itGjR+ONN97ADTfcEHS/hBBCSE+gJDgJisvlwtGjR+FwOLBw4cJOJ1rq6+uh0WhQWlqK4cOHtzk65mrAcRxGjhyJfv36QS6X49SpUxg2bFiow+oVGGPgeR48z0MikcDtdkMmk8FsNoPnefh8PvA8D41GA5/PB5lMBovFIpTFARpGm0VHR8NoNEKlUqGqqgrA/xLZsbGxMJlMiIyMRHV1tTCSjeM4aDQaSCQScBwHj8cTUEdZLBZDJpPBZrNBpVKhrq4uIPaIiAhYrVaEh4ejsrISHo9H6Fuj0UCpVAqJ9cY/HDmOQ3JyMmpqaqDX61FTUwORSCTctFqtsK9erxccxwm1pQng9Xqxd+9eVFVVYebMmS3Wbr2aiMViREVFISIiAtHR0bh8+TLi4+Ph9Xo7NFEm0JAIX7hwIdasWYPt27dj5syZlAgnfVZzk2A2N1km6TitVhtw3+l0tjkKt3FJprCwsG6Jqys8//zzmDJlCgDgzTffxIoVK4SSEY01PgbR0dF49dVXO7S9KwdDtHXFjs/n69B2rtTca9iW3vYaNt6Hzlzp1LifOXPm4LHHHutUXKHUm/YlIiICL774Il544QUcOHAAn3/+OT777DOUl5cDaCgLNGXKFKxduxZ33XVXyOIkhBBCrnT1ZxVIt/N4PDh06BDq6uqwcOHCDtfndrlcqK6uRkxMDDQaDaRSKZKSklBTU4OEhIQujjp0wsLCwBhDUlISLl26BCD4WntXA38C2Ov1QiwWw+FwwOVywefzCcm8sLAwWK1WyGQy1NTUAICQ/I2NjYXT6YRcLhdGbkulUohEIshkMohEInAch4iICOFyy8b8E/ekpKQ0ec7fvvHEPVdSKBRNfiACEC7nbm5d/4/k1vpt3Edj/rI+er1eOBHgvwrC/4PXYrHA6XTC5/OBMQa1Wg2NRgO32w2gYVSWWCyGRCKBWCxGREREk2PYlzDGsHnzZgwcOBBZWVl9buR9SUkJGGNITU2F1+uF0+mE2+2GRCLpUAJbqVRiyZIlWLduHU6cOIFRo0b1iZMGhDTWXALcjxLhXScxMREcxwn/11dWVjabKPZzu90wGo3C/d5criorKwuTJk3C/v37YbVa8cYbb+CFF15o0q7xPlRXV3d4e2FhYdBoNMKIcP/J+5a0NXlhsHQ6HcLCwoQT822Vwrgytt7wGjaOwWq1wm63d6gkSlJSklAPuzOvZW/QG/eF4zhMmjQJkyZNwquvvoqvvvoKTzzxBM6fPw+fz4fly5dj/vz5HT7RTwghhHQ1GnJIWuXz+XDs2DEwxnDjjTd2KAHucDhQXFyM6upqREVFQSqVCl+G4uPjhVEDfQnHcdDr9UhISMCFCxewfv16IRncW/E8D7fbDbvdDpPJBMYYjEYjGGMoKioSbsXFxbDZbHC73UISVyKRQK1Ww2AwIDw8HFKpFOHh4VCr1UhJSUFKSgqSkpKQkJAAsVgsjDIKDw+HTqcT6j1KJBIhCd5XEp/+UiwKhQIqlQoajQY6nQ5SqRRqtRoikQgRERHCZIopKSmIjIyEQqGATqeDVqtFfHw8IiMjodVqhTJEbrcbPM+jvLw84PWx2+0wGo3w+XwwmUwwmUyw2+0BI9h7K5/PhwsXLqCiogLz58/HkCFD+sz7oLGYmBjhJI5EIoFWq4VEIkFNTQ2Ki4sDrlQIlkajweLFi1FaWopjx4512YhCQnqD1hLgfllZWZgyZQqys7OpRngnGAyGgAkcT58+3Wr7c+fOCZ83SqUSo0aN6tb4OuvJJ58Ult96661mE8833HCD8H9PRUVFUN/fPvroI7z00ksBkxdyHIexY8cK93Nzc1vtIz8/v83tBKtxGYq2XkOTyYTS0lLh/vXXX99lcXTU8OHDhe+KjLE2j53VasXmzZuxefPmgJHjN954o7B88uTJNrdbW1uLl156CS+99FKbE6j2tN6wL3a7HaWlpXC5XE2eE4vFuP3227F3715hUEp1dTXOnDnTJdsmhBBCugIlwUmLeJ5Hbm4ujh07hpiYmFZHAjXH4XCA53lYrVbExsYiMTGxySjH8PDwLhv50hvJ5XLMmjUL06ZNw549e3D8+PGQxeL1euFwOGAymVBTU4O6ujp4PB7U19fDZrOhtLQUNTU1sNls4HkejDGoVCqhrIc/mZ2SkgKNRgO1Wi0kcnU6HVQqFeRyeZ8blRxq/jIpMpkMSqVSGMWu0+kgFouRlJQU8NqoVCpotVqIRCJIpVLhb7Cqqgq1tbVwOp0wm80wm80oLy9HdXU1jEZjQOmZnub/8bpnzx4MGDAA8fHxfTL57ffFF180eUwulyMhIQFxcXEwGo2oq6tr90kLtVqNcePGwWq1Ijc3lybpJX1CMAlwP0qEd42f/OQnwvK3337battvvvlGWF60aFGzIz5bmyRww4YNWLNmTY+NbL311lsxfPhwAA0TLv/zn/9s0iYqKgqzZs0S7n/99det9lldXY2HHnoIzzzzTJPP7calILZu3dpqP999912b8QerPa/hli1bhLinTJmCxMTELoujo8RiMZYsWSLc37JlS6vtP/vsM8ydOxcPPPBAwG+Nxu/JXbt2NanTfqU1a9bgmWeewerVq5u9arCrtfa3sX37dqxZswYFBQUAese+fPbZZ0hKSsK2bdtabBMVFYXJkycL9/3z8BBCCCG9ASXBSbMYYzh37hzy8vKQlJSEwYMHB72uw+EQEtuMMURFRbU4iSbHcVi4cGGfT9YYDAbccccdGD58OA4fPgyHwyGUuuhKTqcTJpMJ1dXVKCsrg9lshslkEhKfFosFPM9DoVAIJWn8I7aTk5MRHx+PqKgooYSH/3XrywnJvsg/+lylUiE8PBzR0dFISEhoMsI8MjJSuLzYXw+0qqoKHo8HRUVFKC8vR01NDUwmk1CqpSvZ7Xbs2LEDX3/9NUaOHImpU6d2af+9kcViEU4uNUcqlSI+Ph4GgwFGoxEej0eYrDUYiYmJ8Pl8yMvLw7lz53r96H9C2sIYCyoB7udPhNN7v+MeeeQRofzXp59+isLCwmbbWa1WIYmsVCoDRlk31ri02ZUDH5YuXYqlS5f26FWBTzzxhLD8+uuvN3v1zXPPPSec1P/LX/7Sal3ql156CR6PB6NHjw5I/gEN+xcbGwugIcntL2dxJYfDgXfeeafd+9KSBQsWCPPSZGdn48CBA8228/l8+Nvf/gagoWzd888/32UxdNbjjz8u1FV/++23Wxw04/F4hGP34IMPBvz/mpiYiIcffhhAw3eOv/71ry1ur66uDm+88QYA4De/+U0X7EHbWvvbeOyxx7B06VJh1Hdv2pedO3e2+rx/sky5XI5BgwZ1+fYJIYSQjqIkOGnWpUuXUFxcDKvVitmzZwe1jsvlQklJCerq6qBUKqFUKoMaFVxYWIiysrLOhnxVEIlEGDduHBQKBTZt2oStW7e2ayQ8z/NwOBwwGo2oqqpCaWkpPB6PUMvRP9GkSqVCdHS0UBdSoVDAYDAgOjoa4eHh0Gg0LZ6YINcGjuMgk8mgVquh1+uFH2LR0dGQSqVITk4Wkub+Oua1tbXgeR5lZWUoKSlBVVUVTCZTu0/oMMZw+vRpuFwuDBw4EEuWLOlT8wK0Ji8vDxkZGUG19ZcWqq6uRnFxcdCTg02dOhUWiwXFxcXIz8+nZCC5qrUnAe7nT4STjgkLC8Onn34KuVwOl8uF+fPno7i4OKCN0WjEggULUFZWBo7j8Pbbb2PgwIHN9jdu3Dhh+ejRo8Lyzp07YbfbodFo2jXYorMWLlyI9PR0AEBNTQ3ee++9Jm3Gjx+PlStXAgAuXLiAO++8E7W1tQFt3G43XnrpJbz55ptQKBR4//33m/Sj1Wrx73//GyKRCIwxLFiwABcuXAhoYzKZsGjRIiGmriAWi/HZZ58Jc5UsWrQIp06dCmjjdDrxwAMPICcnBwDw7LPPBpTcCLXU1FSsWrUKIpEIly9fbvY1MJvNeOCBB3D06FGkp6fjD3/4Q5N+/va3v2HMmDEAgD//+c/417/+1eT/xcLCQtx+++0oLCzEpEmT8Mgjj3TfjjXS0t/G+fPncfbsWXAch9GjRwuP95Z9effdd/H55583eZwxhrfeekvYl5///Oc9MqKeEEIICRbH6NcxuUJJSQny8/Mhl8uRnp6O6OjoNtcxmUwwm82Ijo7u0MRuZWVl10wSrLHS0lLs378fKpUKM2bMgEKhANBw6aDL5YLL5YLX60VUVBRqamqg0+lgNBohl8shk8kgk8loAjwSEj6fT3iP+i/P5TgOLpdLmLTTf/M/X1VVhUOHDmHq1KlwuVzCJKfXkv/+979YuHBhuyeJcrvdqKyshEgkQlxcHESi1s9hV1dXY8uWLUhOTka/fv2QnJzcmbDJNcLpdKKgoABpaWnC/0ck9PLz84WRrmfOnBHKaiQmJmLRokUAgLFjxwrLjR09ehRr164FAOzfv18YEZyZmSkMcpg5cyZmzpzZZN29e/8fe/cd31Z1/4//dbWnLVneQx5ZzradPcmABJIQAiQkBGhL+TC7KKMtLRQoTYFfC7SFQqAtLRQSEgJJIAkQAplOHLKnk3hv2ZJs7Xl1z+8Pf3Wx4m3Ltuyc5+OhR+R7r+49Uu69unrf93mfQ1izZg1qamogk8mwaNEipKeno6GhAV999RUsFguioqLw9ttvY82aNe223+fzIScnB4WFhRAKhVi1ahVkMhk++eQT2O12PP/88/j973/frc/kT3/6ExobGwEAr7zyCj/9/vvvR1RUFABgzZo1fMDwau+88w6fVZuQkMCXDxk3bhx+9KMf8cutX78ejz/+OB+sv/7665GamgqDwYCCggJUV1cjPj4eGzduxIIFC9pt7/vvv48HH3wQHo8HEokEixYtQmZmJoxGI3bv3s2XmAhmjV933XX8QK9Bu3fvxu7duwEAmzZt4ut4P/744wDa3gcuXryI22+/HZcuXYJIJMKCBQswcuRIWK1W7N69G/X19ZBKpfjTn/6Exx57rFW7N23ahGPHjoV8zi33u9/97nfQarUh+1lwuaioKNx///2d/l90Ztu2bbjvvvvQ2NgItVqNxYsXIzExEdXV1Th06BBMJhOys7Oxa9cuZGZmtrkOu92Oe+65B9u3bwcADBs2DHPnzoVMJkNxcTEOHDgAr9eL66+/Hh9//HGrgc7feustlJSUwGaz8Tc7Wh5Df/nLXwB8/3/UcrmWn9fDDz/c6mbHwoUL8e233wIAbr75ZiQkJOCzzz5DQ0MD7r33Xrz77rv9+l5iYmLw29/+ts3P8ZtvvsHtt9/OD7o6ZswYTJs2DWq1GkajEd999x1f2/6ee+7Bv/71L5p0Q1EURfW5bv2GIRTVQn19Pdm7dy85fPgwaWho6HBZjuNIIBAgRqOx19vdtWsXqaur6/V6BhuWZYnD4SDl5eXE4XCQr7/+mpjNZlJZWUkaGhqI1WolHo9noJtJUV3GcRzxer3EZrMRo9FIDAYDKSwsJO+99x7ZunUruXLlCnE6nYRl2YFu6oCwWq29er3L5SKBQIA0NTV1uuy+ffvIuXPnyN69e0l9fX2vtktdG9xuN7l48SJxu90D3RSqhb179xIAHT5++MMftvna//znP52+9tlnn213206nk/ztb38jCxYsIPHx8UQsFhOdTkemT59O/vCHP3T5GtBgMJAHHniA6PV6IhaLiUKhIJMmTSJvv/12Dz4RQtLT0zt9X//5z3/afb3H4yHJycmtXnPLLbe0WrampoY8/fTTZNKkSUSr1RKRSER0Oh2ZM2cOefnll0ljY2OX2lxUVEQeeughkpmZSaRSKdHpdGTq1KnkL3/5C3G73SQQCPDtWLhwYavXP/vssz3aB/x+P3n33XfJ0qVLSXJyMpFIJESj0ZDc3Fzy61//mlRUVLTb5h/+8IcdbrOsrIwQ0vl+1tH/RVc0NTWRF198kcyaNYvExsYSkUhEtFotmTt3Lnn99de7fM765ptvyA9+8AOSlZVFFAoFkUqlJD09naxcuZJs27at3dddd911Hb6/oM7+j/bu3dtq3TabjTz++ONk+PDhRCKREKlUSsaOHUtefPFF4vf7+/29pKend/gZOp1O8tFHH5F7772XTJw4kWg0GiIUColSqSTZ2dnkRz/6Edm/f3+H66AoiqKocOrObxiaCU7xrFYrzpw5g9jYWGRlZUEoFLabrWixWNDU1AS9Xh+WgRDNZjMOHjyIFStW9HpdkYoQwmcAGY1GeDweCIVCvj63TCYDIQQmkwlffvklRowYgYkTJ/I1mylqsLlw4QJGjRqFEydOYPz48ZBKpXA6nfB4PPB6vQgEAkhLS4PNZoNGo4HP5+tRT5LB4rvvvsP48eMhl8t7vS6WZeFyuRAIBKDRaNqtMV5VVQWr1YrGxkZMnDgR0dHRvd42NXTRTHCKGjg2m40/R69cubLNchMURVEURVFUqO78hqF1FCgAzQPynD9/Hmq1Gl6vF8XFxRg3blyby9XX10OlUiEjIyNsAybqdDoQQmA2m4dEiQRCCCwWS8gAmHFxcfwNg4SEhDY/O4ZhEB8fj7vvvhtXrlzBzp07IZFIsHz5cn4+RUUqQghKS0tx+vRp5OXlISUlBQKBANOmTeOXiYqK4ruqBymVSv74Dx4vUqkUMTExEIlEEAgEg37ft9lsYQuAA4BIJIJarYbZbEZFRQUSExPb/MIXCAQYPnw4CgsLcf78eeTl5YWtDRRFUVT4lJWV8c/DWR+coiiKoiiKakYHxqTg9/tx7tw5iEQijB49GmfPnm01cBvHcQgEAnA4HEhNTUVsbGzYg1Jz5sxBcXFxWNfZH3w+H6xWKwwGAz9IJcMwEAgE0Ol0SE9PR0ZGBpRKJWQyGYRCYaefnUAgQHZ2NlatWoUbb7wRXq8Xx44dQ2NjIz8IJkVFAkIICCE4cOAA/ve//6G2tpavdarRaDqtXQ0AEokEAoEAycnJyMjIQHp6OmJiYiAUCmGz2UAIQU1NDerq6mC1WuH3+/vhnYXXnj174Ha7w7pOhmEQGxuLlJQUGI3GNgfZTUlJweHDhzFmzBiIRCKcO3duUH5+FEVRg9Uf//hHZGRkwG63d7jcgQMH+Ofz58/v62ZRFEVRFEVdc2gm+DWO4zhcuHABPp8PeXl5KCoqwpgxY0JKnPh8PrAsC4FAgLi4uD5rS2xsLBQKBerr65GQkNBn2+mNYPUgu90OqVSKuro6iMViKBQKaDQaiEQifiDRcJUdCJaHmDp1KsxmM06ePAmj0Yj09HSMGzcOMTExYdkORXWH2WwGAFRUVGDEiBEYP3485syZE5abYwzD8Pu9VqsFACQnJ8Pn88HlcqGhoQFKpRJisRgikQgMw/AZ45GovLwccrm8z45VsViMtLQ0EEJgNBpb3aRUqVS4fPkyxo8fj5MnT+LChQuYMGFCxH5eFEVRQ4nFYkFFRQU++eSTkEE3W/L5fPjHP/4BABgxYgRuuOGGfmwhRVEURVHUtYEGwa9hhBBcuXIFVquVrz197tw5rFy5EkBzhrjBYIBUKuUDu30t0oIywex3l8sFr9cLoVCItLQ0SCQSSKVSZGRk9Gt7dDodbrzxRnAch8rKShQWFiInJweVlZUYMWJEl7LMKaqn6uvrcenSJVRVVUGj0WDq1KnIy8vrl20HA+NSqZQPjHMcB6C51IjNZgPHcZBIJIiKioJKpeqXdnWGZVns378fq1ev7vNtMQyDuLg4/tydlJQEkUiE3NxcbN68GRMmTMD48eNx+vRpXLlyBaNGjaLnC4qiqH7y6KOPYuTIkZg5c2bI9KamJvzf//0fLl++DJFIhH//+98Rdz1MURRFURQ1FNAg+DWsuroaBoMBo0ePhkajAQCsWLECEomEH0gtKSmpXwfHkslkcDqd+Oabb7Bw4cJ+226Qz+fjB+ez2+2Qy+UIBAKIiYmBRCLhA0YDPWCYQCBARkYGMjIywHEc0tPTUVFRgcOHDyM2NhajRo1Cenp6WAYtpa5dgUAAfr8fV65cQWZmJqqqqpCRkYE5c+ZExA/0YBs0Gg1/DgsOuOnxeODz+SAQCMCyLBQKBSQSSb+3saGhAdOmTevXc4ZYLEZsbCyqqqoQExOD6OhoaDQaGI1GxMXFITs7G4WFhVCpVEhNTe23dlEURV2LgjdlrVYrZs2ahWnTpiE7OxtRUVGorKzEt99+C7vdDo1Ggw8++ABz5swZ4BZTFEVRFEUNTQwJ1negrilNTU04c+YM0tLS+MF3zp49i+TkZMTExMBsNvdJ3e+u+uyzzzBx4kSkp6f36XYIIXC5XGhqagLLshCLxVCr1a0G7hssgoMLXr58GY2NjbjxxhtRVlaG4cOHg2EYmvVJdcpkMqG0tBQVFRXw+/2YNWsWkpOTIRaLB7ppPcKyLBwOB5xOJ/x+P6RSKRITE/njvS9VVlZCKpUOWHmnYHmU4BgFhBDExsYCAIqLi1FTU4MJEybwmfUU1Z2R1SmK6rrjx4/js88+w+HDh3HlyhWYTCb4/X5oNBqMGTMGN910Ex588EF6PqYoiqIoiuqm7vyGoUHwa5DH48GJEyegUqkwYcIEMAwDQggsFgsEAgEUCsWAB7y8Xi82bdqEW2+9FWq1OmzrDZY3IYRAKpWCZVl+UL6Bfs99IRAIwGazweFwYP/+/VCr1cjKykJGRkZYP1dq8LLb7RCLxTh79ixycnJQUFCAhIQEZGRk8HW5hxKO40AIgcPhgEgkgtVqhUqlglKpDGvPCY/HA4FAAIZhBvzcQghBU1MTSkpKMGXKFH7a2bNn4XA4kJeXB7lcPqBtpCIDDYJTFEVRFEVRFDWY0CA41a5AIIBTp06BZVlMmjQJYrEYhBBcunQJFy9exO233z7QTeSZzWacOHECixYt6vE6gru31Wrlg/wqlQoqlWpASiMMNJvNhrKyMlRWVmLZsmU4cuQIJk+eDIvFgri4OJopPsQRQsBxHE6fPo2qqio4nU6oVCrMmjWLH9j1WuP1evlMcQDQ6/XweDy9CgD6/X5s2rQJS5YsiZiBawkhsFqt8Hq9iI+PB8Mw8Pv9OHHiBF83nJZPomgQnKIoiqIoiqKowYQGwak2EUJQWFgIk8mEvLw8qFQqsCyLmpoaVFRUICEhAaNGjRroZrZy4cIFjBkzpssB2mD5A4ZhIBQKIRQKIRKJIBKJaJD3Kn6/H16vF4cPH4bRaIRIJEJiYiKmTp0KoVB4Td4oGEocDgdqa2tRV1eHKVOm4Pjx45gzZw4uX76M1NTUiBk8MpIQQmC32yGRSGA0GqFWq6FWq7scICaEYOvWrZg4cSJfaipS1NbWoqysDKmpqUhJSYFIJILD4cCpU6eg0+kwevRoeo68xtEgOEVRFEVRFEVRg0l3fsNce2l/17Dq6mo0NDRgzJgxUKlUIISgpqYGCQkJOHnyJCZNmjTQTWxTQkIC3G435HJ5uwGaYHd/m80GoVAItVoNpVJ5TWa2dodYLIZYLOaz7f1+PwwGA0QiEY4fP45p06bh008/RVxcHJKSkpCYmAi1Wk0DZREmWNteLpfjypUr0Ol02L17N1QqFZKSkpCVlQWpVIq5c+cCALKzswe4xZGLYRh+TICkpCTY7XbU1tYiEAggPT0dfr+/3ZtDhBDs2bMH6enpERcAB5oHEG1oaMCkSZNQVVWFhIQEqFQqZGdn48KFC1CpVNDr9QPdTIqiKIqiKIqiKIoKOxohvEZYLBaUlJRAr9cjPj4eTqcTDMPwA0+63W4olcoBbmXbYmNjcfToUXi9Xj6IFwz6Ac0lXiQSCVQqFbRaLQ3Q9oJYLEZaWhoAYMaMGQCAW265BQaDAXV1dbh8+TLGjh0Lm82GrKwsPmAeHx8PpVJJP/t+4PP54Pf7YTabcebMGdjtdgBATEwMbrzxRsTExCAuLg533XXXALd08BOJRNBqtdBqtSCEgGEY/rxjMpkQHR0NhULB7/fBQPnIkSMHstntUigUcLvdkMlk0Ov18Pl88Pl8iIuLg16vR1lZGaKioqDRaAa6qRRFURRFURRFURQVVrQcyjXA5/Ph+PHjUCgUmDBhAiwWCzQaDRiG4YM3wWmR7JtvvgHHccjOzkYgEIBCoUB0dPSQHLwv0gVPG1VVVaipqUFDQwOcTicyMjIwcuRIOBwOqFQquFwuxMTE0AB5N7ndbkgkEhQXF6OmpgaNjY3w+XzQ6/UYO3YsHA4Hf7yqVCr62Q4Aj8cDm80Gl8sFsVgMpVKJyspKTJgwYaCb1qFNmzZh1apVEAgEAJrP/cHM9zNnzsDtdmPy5Mm0FNI1ipZDoSiKoiiKoihqMKE1wSkeIQRnz56F0+lEbm4ujEZjq0w/m82GkpIS5ObmDlxD20EIQSAQgNPphFQqxaFDh0AIwQ033DDQTaPawbIsWJaFxWJBcXExGhsb4XQ6IRaLsXLlShQUFGDixIkoLCxEVFQUoqOjoVKpIJPJhnwwlxACr9cLqVQKg8GAuLg4HDx4EDabjR+Ycfr06fD7/UhJSUFTUxPEYjG0Wi292ROhCCH45ptvkJeXB5ZlERMTA5fLBZVKxQeaI8n58+cxYsSIkP3J4XCgqakJsbGxOHnyJFQqFSZMmDDkj0eqNRoEpyiKoiiKoihqMKFBcIpXXl6O8vJyjBs3Dg6HA7GxsRE/GB4hBA6HA1arFSzLQqfThWS7WiwWPtgUiUEmqmM+nw8AUFpaCqvVCpvNBofDgZkzZ6KkpARTpkzB7t274fV6oVAooFQqkZaWhtjYWLAsC6FQyJd0kEqlkEgk/R6s4zgOAOD1eiGRSGA2m2G32+H1evm2paWlobq6GjKZDEePHuVfK5VKcfPNN6O8vBzDhw+HwWBAVFRUSFkNanAIBALYuXMnP5hscJrFYoHdbodIJIJGo4monhAmkwlyubxV+SuHwwGTyQSlUokLFy4gIyMDGRkZA9NIasDQIDhFURRFURRFUYMJDYJTAICmpiacOXMGGRkZiIqKglwuh1wub7VcMBg50JngXq8XQqEQZrMZAoEA0dHR7XbJLy4u5mtX0wzZoYcQAp/PB6fTyfcCkEgkYFkWDocDxcXF8Hq98Hq9IITg9ttvx4EDB5CTk4OdO3eGrGvu3Lmora3F2LFjkZ+fj6amJn5eWloaRowYAZPJBKFQiJMnT/IBbgBYvXo1Dh06xA8QGsQwDKZPnw6fz4ekpCRUVlbC6XRCIpFALpdDq9XyQXtaVmJo8nq92L59O8aNG4cxY8a0uYzP54PVakVsbCyampoiYswCo9EIuVze5s1Qj8eDuro6EEJQWVmJiRMnQqvVDkArqYFCg+AURVEURVEURQ0mNAhOhdQBT0pKQkJCQrvLFhYWwuPxDEgQ3O/3o6mpCSKRCEqlEkKhECJR18ZrbWpqwueff46bb76ZBmqoDgVPc4QQtDzlBevit5xGexdQnXG73fB6vbDZbNDr9V16DcuyCAQCqK2thUKhgFarHZAbJLW1tRAKhe1+J7Asy5fR8ng8mDJlCr2Rcw2hQXCKoiiKoiiKogaT7vyGodGeIYgQgsLCQgQCAaSlpXUYAAeag34ts1/7g91uR0VFBerr6/mAkFQq7XIAHAC0Wi1uueUW7NixA0VFRX3YWmqwCwa7BQIBhEIh/xAIBPz04IOiOhIIBHDx4kWoVKouB8ABQCQSQSqVIjMzEyqVCg0NDaisrGx1Y6av1dXVwWKxdNhOQghGjBgBALh06VK/to+iKIqiKIqiKIqi+kLXI47UoFFTUwOTyYTY2Fio1epOlxeJRGBZts/bFQgE4PV6wXEcxGIxUlNTIRQKe7XO6Oho3Hnnnfjqq68AgA/cUBRFhVMgEMD+/fshk8kwc+bMXq1LqVRCqVTyAfCmpiao1WoEAoE2S1aFk9/vh1gs7nAZiUQCsVgMtVoNo9GImpoapKam9mm7KIqiKIqiKIqiKKov0SD4EON0OlFcXAypVIrRo0d3qRt7bGxsr4PR7eE4DhaLBTabDSqVCrGxsWHfhkgkwtKlS0EIQX5+PmbNmhX2bVAUde1qamrCzp07kZOTg3HjxoVtvcEeCjqdDn6/HxaLBQaDAdHR0dBoNH3SMyE4cGtX2jZq1ChYrVYUFxdDq9W2GkyToiiKoiiKoiiKogYL2vd/COE4DhcvXoTf70deXl6X67i2NUBabxFCYLVaUVlZCYFAAL1e3ycB8JaCgxWWl5fj5MmTtAs/RVG95nK58MUXX2DZsmVhDYBfTSwWIykpCRkZGRAIBKivr0cgEIDP5wvrdnw+H6Kjo7u0rFQqRW5uLjweD86fP9/vZbMoiqIoiqIoiqIoKlxoEHwIKS0tRVNTE2bMmAGFQtHl1wkEgk67x3cFIQQulwssy8JisSAqKgoZGRl9ltHYFqFQCL1eD4/Hg82bN8Nms/XLdimKGnqOHDkCkUiEO++8ExqNpl+2yTAMNBoNkpKSQAhBIBCA1WqFzWYLy429G264oVsZ3SqVCnl5eXA6nSgtLe319imKoiiKoiiKoihqINAg+BDR1NSEqqoqZGVldTuzm2EYVFdX9zjAwnEczGYzysvL4XK5IBKJoNVqwTBMj9bXWwKBADNnzsSCBQvw+eef00EzKYrqMo7jUFBQgOPHj2P69OmQSCQDdi4TiUSQy+VQqVTw+XwoLy+HyWTqVUb24cOHu/2a+Ph4pKWl8TdaKYqiKIqiKIqiKGqwoUHwIYBlWZw+fRpCoRDDhg3r0TpMJhMsFku3XsNxHLxeLyorKyESiZCRkdHnJU+6Iy4uDmvXroVer0dBQQECgcBAN4miqAhWU1ODDRs2QCwWY9KkSQMW/L6aUChEbGwsMjIyIBaLYbVa4fV6u31O83g8mDBhQo/aMHz4cMTGxuLMmTP9MpAyRVEURVEURVEURYUTDYIPAYWFhbDb7ZgyZUqPgzaZmZkoKyvr0rJerxccx6GxsRFSqRQZGRmIjo6OmIBRSwzDQCqVYtKkSXC73di5cyccDsdAN4uiqAhCCEFFRQVOnjyJW2+9NaIC4C0xDIPo6GhotVpwHAdCCEwmE7xeb5deX1hYiMrKyh5ve/To0bDZbLh06VKP1kFRFEV1j8FgwIkTJwa6GRQVNidOnKC/xSiKoqgBQ4Pgg5zZbEZxcTFyc3Mhl8t7vJ6MjIxOg+AejwdVVVUwGo3gOC6isr47IxaLoVKpkJOTg88++wwHDhyA3+8f6GZR7QgEAvD7/fB6vXC73fB4PAgEAvB6vfD5fLBYLGhqakJjYyPMZjM/ECshBPX19airq0NtbS1qa2vhdDpht9vh8/nQ2NiImpoa/mE0Gvka9m63m59eW1uLuro6fh4AGI1G/mEymeByueD1euH3++F2u2G32+FwOPjphBCwLAtCCB+wpCILy7LgOA6HDh1Ceno6br755m7Vyx5IcrkcIpEIKpUKJpMJlZWVcLvdHb6mpKSkx72FgtucOHEiioqKYDabe7weiqL61u9//3swDIOUlJSBbkqHbDYbXnjhBUyYMAFxcXGIj4/HwoULsW3bti6vY9++fWAYhn9ER0cjMTERiYmJ2L59e981vo+wLIvDhw/j+eefx8yZM5GcnIzXX389LOvOyMhAYmIi4uPjIRAI+M/sRz/6UVjW31XFxcV46KGHMH36dIwZMwZZWVl45ZVX+rUN/WXXrl1gGAZ5eXkh0wkh2LRpExYvXoy4uDhIJBIkJydj9erV+O6777q8/sGw/3u9Xnz99dd49NFHkZmZicmTJ8NkMvHzI2W/pCiKoq4NooFuANVzLMviwoULSEpKQmpqaq/WpVAooNVq251fXV0NhmGQkJAAiUTSq20NpJSUFNx55524fPkyvv76ayxevBgMw/TbwJ1DGSGED/RyHAeO4+B2u8FxHAKBAAKBABISEmAymaDValFdXR3y+tjYWPh8PqhUKlgsFvj9fv7/RiaTQSQSgeM4/gK55YUyAMhkMgDgeyUEpwuFQgDNteKjoqKgVqv5bTIMA6FQCLVaDYFAgISEBP59EEIgFAr5QWZVKlXIPJFIxK+DEAK/38+/b4FAAJ1OB7vdDoVCgfr6+pAgeGJiIqxWK+Li4lBbWwtCCAQCAYRCIZRKJX+MBQPoQqGQf1C9FwgEcPr0aZw/fx7Lly/HnDlzBrpJPSaTyZCSkgK/3w+j0QiGYSASifj9M4hlWfh8vl7dLAUAvV6P2tpanDhxAgsWLGi1HYqiBt4333wDAFi4cOEAt6R9RUVFuPHGG2E2m7FhwwbcdNNNsFqtePLJJ3HrrbfiwQcfxJtvvtmt67NXX30Vv/zlL/uw1X3v4MGD2LNnD7799lsUFBSEdd3l5eX888LCQr6XZH/697//jZ/+9Ke49957sX//fkgkEixatAhPPPEE3G43nn766X5tT1/75JNPAAC33347P83n82H16tWtbvbU1dVh8+bN2LJlC1555RU8+uij3dpWpO7/R48exZ49e7B582bU1dW1mh8J+yVFURR17aC/XgexU6dOwe/3Y+rUqWHpuj9r1iyYzWbodDoA4LNrlUolkpOTh0ygmGEYZGdnIzs7GwaDAQ6HAzExMdBoNEPmPYYLIQQ+nw8sy/IPlUoFt9sNtVqNhoYG+Hw+fnmVSgW1Wg2/3w+BQMAHcCUSCR/AjYmJgUAgQHp6eqvtBbNw4+Li2mxPMOAmlUpbzQtOCwbDO3r91YJta2t+MCDdUfBQJBLxwfKWgjeW9Hp9q3nx8fEAgOTkZAQCAf5mgVAo5APrLMvC6XSCZVkEAgEwDIPU1FQ0NDRAo9HAYDBAKBRCJBJBKBQiOjoaHMdBIpHwgXUq1Pnz53HixAmMGzcOd99995C5sSAWi5GcnAwAaGxsRHR0dEjQu7S0tFdZ4EEMwyA3Nxf79+/HqVOnMGXKlF6vk6Ko8HE4HHwmaaQGwW02G5YvX47S0lJ8/PHHWLJkCQBAo9HgnXfeQXl5Od5++20kJibiueee6/J6ly9f3kct7j/z58/H/PnzUVlZ2eZ1UriMHj0aEydODHugvSN//OMf8cwzz+D222/Hm2++yU//wQ9+gD179uDFF1/Eo48+CpVK1W9t6kssy/LZ2C2D4L/85S/x1Vdf4emnn8a8efOg0+lw5coVrF+/Hnv37gXHcXjssccwatQo3HTTTV3eXqTu/3PnzsXcuXMRHx+PJ554osNlB2K/pCiKoq4tNAg+SJnNZhw5cgRLly7tMOjXHRzHweVyQaVSoaGhAQqFgg+ID1WJiYkAgDNnzmDHjh3Izc3F2LFjh3zwMJhhHAy82u12+P1+vkRMeno6GhoaoNPp0NTUxAdZg8HsYOZ0UlJSm+vvKHA81D/b7gpm7rZFIpG0WZ4jGEBPTU3ls+xZloVAIIDb7YZEIkF9fX3IDQq1Wg2FQgFCCBiGgd/vh1gshlgsHjKB4I5UV1dDJpNBoVDgrrvuGtIZzDExMWBZFk1NTTAajUhISAhLADxIJpNh+PDh2LFjB7Kysob89wRFDSb79+/nB69dsGDBALembT//+c9x6dIljBs3DitXrgyZxzAM/vCHP2DPnj144YUXsGrVKowdO7ZL6x1K32X9UcqmrYSCvrJ+/Xo888wziI+PxzvvvBMyLxjsd7lcKCgowPXXX99v7epL+/btg9lsxpgxY5CdnQ0AOHv2LN577z0cOnQopERKTk4OVq1ahUceeQTr168HIQS/+93vuhUEj/T9v6vXCv25X1IURVHXnqEbBRjCAoEAvvnmG+j1emRlZYVtvSKRCBUVFbDb7Rg2bNg1dREyceJEjBkzBidPnsQHH3yAhQsXRnwtzfYEM4gFAgG8Xi+kUinMZnNI10KlUomoqCiwLAuRSASlUgmRSASxWMz3KggGWoM3CqjIIxAIIBAIIBaL+WlRUVEA0OoGRfDGB9DcFdfn88HpdPJlZ1JSUmAymaDRaGCxWPgAefARiQNFdoZlWZw+fRo+nw8TJ06EWCweVGMZ9IZIJEJycjJ8Ph/q6upw6dIlLF68OGzrz8rKQl5eHq5cuYKpU6dG/I9virpWBEuhjBw5EmlpaQPcmtZqamqwYcMGAMAdd9zR5jIzZsyAXq9HZWUlnn/+eWzevLk/mxgRhtI59bvvvsPPfvYzAMDf/vY3xMTEhMxvmTDRsjTGYNdWKZS33noLv/71r1vVCAeabwC99tpr+OSTT2A0GnHq1CnU1dW1m3BCURRFUVT30SD4IHTp0iXU19fjvvvuC0tgihACp9MJoVCI1NRUFBYWYsyYMWFo6eAiFosxbdo0TJo0CSzLIj8/H9OmTePLS0SSQCDAlzqwWq1Qq9Woqqri54tEIuh0Or5utk6na/MHVfB9Rdr7o8IvWP8caP7B2VaWflxcHDiOg1KphM/ng8vlgt/vR2xsLCwWC+Lj4/kSLBKJBFKpFBKJJOKy+z0eD44fP47S0lJMnDgRubm5Qyqg0B3BY3vhwoVwuVzgOC4sXc0ZhsHkyZPx8ccfIz4+PqyZ5hRF9Vyk1wP/17/+xfc6mzdvXrvLzZ8/H++99x62b98Oq9WK6OjofmohFU5utxt33303WJbF5MmTsWbNmlbLNDU18c89Hk9/Nq/PcBzH1/xuGQQ/cOAAjh492u7rZDIZFi1ahA8//BAAUFFRQYPgFEVRFBVGNAg+yDgcDpSWlmL69Olt1iDuDkIILBYLoqKiIBAIIJfLkZGRgYKCAjidzjbLMFwLgoPKzZo1CyzL4tNPP0VUVBSmTZvWr93+g6VKghndhBAYjUYA4IOQMpkMMpkMAoEAer1+UGbrUpFFIBBAoVC0Or8EewbodDr4fD54vV5YLBYoFAq+pIvH44Hf74dUKuUf/blPer1e1NTUgGEYxMbGYtasWdf8MWG321FQUIDVq1dDJBKBEIK6ujpIpVJotdpefT5yuRxz587F+fPnkZiYeM1+Z1BUpDAajTh37hyAyA2C79+/n38+YcKEdpebOHEigOaeS7t27cKdd97Z522jwu/VV19FUVERAOCZZ55pc5mWQfDeDt4cKfLz82EwGDBs2DB+X/b7/Vi3bl2nN6JbjiNDb/5QFEVRVHhFVvoe1SFCCM6dOweBQIBJkyb1al0OhwPl5eX84HktA16zZs0K+ZFyLROJRFizZg1yc3ORn5+Pjz76CG63G4SQsG7H7/fzNXwrKipQXl6O6upq2Gw2PoNXoVAgIyMDGRkZSEtLQ0JCAhiG4cvWXOvBPqp/iMViKJVKxMTEIDExEVFRUVCr1ZDL5YiKioJKpQLHcbBYLGhoaADLsmhsbITH40FTUxNcLhcCgUDY2sNxHAoLC7F9+3aIxWKo1WpkZmYiOzubHhNo/iE+c+ZM/m+GYZCYmAhCCMrLy+F0Onu1fr1ej6qqKpw9ezbs50WKao+h1IyP1+3BWw9vwcfr9sBQah7oJkWEb7/9lh/3oaMs64HCcRyOHz8OoHkQzI4CfC0HhTxx4kTY2nDlyhU8+OCDGDZsGBITE5GRkYHly5dj7969Icv94he/AMMwIQ+BQIDrrrsuZLktW7bwJcMYhmm3nnVXt9sdhBB8+OGHuOGGG5CVlQW5XI5Ro0bhqaeegtVq7fF6w8VoNOLll18GAIwYMaLdgRvN5u+P36tLpQxWW7ZsARCaBS4Wi7FixYpOX2uz2QA0J7xkZmaGpT0VFRVYt24dv/9WVVXhtttug1qtxtixY1FWVtZq+cceewwTJkxAamoq1Go1Jk+ejL///e98ab32nD17FnfffTdSUlIQHx+P3Nxc/Otf/6LXCBRFUVREoEHwQcRgMMDtdmPixIm9Kj9QW1sLu90OvV6PmJiYVoGitLS0sF10DRVJSUlYvnw5VqxYAZlMhoMHD8Lr9XbrR0bwotFisaCuro4PdlssFgQCARBCoFarodfrkZGRAb1ez5c06e+MWorqieDNGq1Wi8TERCQkJEAkEiEmJgYikQgCgQAOhwO1tbUoLy8Hx3FoamoCIaTbN5dcLhf27duHDz74ABaLBYsXL4ZAIEBcXFwfvsPBxWg0wul0tqoLHCyRpNfrYbVa4fP5Ov1R2x6BQIA5c+bg0qVLMBgM4Wg2RXXo4Een8NScN/DFW/n47rML+OKtfDw15w0c3HRqoJvW7+rr67Fu3TpMnjwZeXl5ePjhhwEAWq0WK1aswPDhwzFt2jS89dZb/GCZA6m+vh52ux1A5+ONtCwBcfHixbBs//XXX8e0adMwYcIEnD17FgaDAR988AF27tyJBQsW8J8f0Fy7+sMPPwy59rp06VKrJJGVK1eitrYWIpEIixYtwhdffNGr7XaV2+3G0qVLsWHDBrz//vsoLS3FxYsXodPp8NJLLyEnJwfV1dXdXm84rV+/nv//vu+++9pd7vz58/zzljc/BlJdXR2ef/55TJo0CfHx8Xx5wfYeDz30EP9aQgg+/fRTAKFB8K4K/r8tXrwYMpmsV+/jP//5D+bNm4fMzEw8/fTTuHz5MmprazFnzhx8/vnncDgcuHjxIl+/HAA2btyIUaNG4dChQ9i+fTuqq6tx5swZcByHX/ziF7j33nvb3d67776LKVOmQCwW49SpU2hoaMCWLVuwadMm/Pa3v+3Ve6EoiqKosCDUoODz+ci+ffvI+++/3+N1OJ1O4nA4CMuynS4bCARIfn5+j7d1LbBYLOSTTz4hGzduJGfPniU+n4+f5/f7id1uJw0NDaSyspK43W5iNBoJx3HEZrMRj8dDOI4bwNZTVGTw+XyEZVliMBhIeXk5KSsr44+Zq48Tv99POI4jhw4dIg6Hg5SXl9PjqAOnT58mFoul0+U4jiNGo5EEAoEefZ4cx5H169eTvXv3hpwHqcHH7XaTixcvErfbPdBNaVNdiYn8KPk58sPEZ1s9fpT8HDGUmga6if3m73//O1Gr1WTChAn89VpmZiYBQH71q18RQgixWq1kxowZBAC54447Olzfs88+SwD0+pGent7uNi5cuMAvN2XKlA7bc+7cOX7ZyZMnt7vc3r17+eXKysraXe71118nAMhnn33Wat7ChQv5dezZsydk3rJly/h5J06caHPdV65cIQDavG7u6XYJIfy8H/7wh63mrVy5kiQkJBC73R4yvaysjDAMQwCQ6dOnd3hOv+6669pdf2+xLEuSk5MJAMIwDKmurm532cmTJxMARCgUEqfT2Wp+f+ybLX355ZckOjq6W+vesWMH//qCggICgKSlpXX7O5VlWRIfH08AkC1btnS6fGf7v91uJ16vl4wePZoAIDqdjtx4443kwIEDpK6ujixZsoRotVpy5MgRQgghBoOBSKVSAoD897//DVlXfn4+v6229vXPPvuMCAQCctNNN7V63263m2RnZ3fpWO3L/ZKiKIoamrrzG4Zmgg8SJSUlMBgMGDt2bLdf63a7YTAYIJfLoVAoujRAnEAgwNSpU/kMDqq16Oho3HbbbVi6dClsNhu2b98Og8GAqqoqGAwGeDweKBQKJCcnQyaTITY2FgzDQK1W08xuivp/xGIxhEIhEhISkJ6ejoyMDCQnJ0MikcDn84EQgmPHjmHjxo14//33YTKZMHnyZCiVSqSnp9PjqB0lJSXIysrqUj3RYA11l8uFioqKbg9MxjAMZsyYAZvNhpKSkp42maI6dXDjKbR3yDMMcGDD0M8GJ4TgwQcfxM9//nNMmDABhw8fxsyZM3Hp0iW+pMGNN94IAIiKisIrr7wCANi8eXOvSm+Eg8Vi4Z8HS7m1p+X83l6LFhUV4bHHHsOSJUtw8803t5p/22238c9rampC5j3xxBP883/9619trn/z5s0YNmxYSOmp3m63Izt27MCWLVvwk5/8pFV96YyMDOTl5QEACgoKcOTIkS6vN5zy8/NRW1sLAJgyZQpSUlLaXM7n8/F17MeNG9fr8Y5667vvvsNrr72Gd999FydOnMDIkSORmJiIwsJC/pGWlobx48eHTFu8eDG/jmAplNtuu63b1yjffvstGhoaMG3atJD9o6dUKhUkEglycnIANJeeWbt2LebMmYPExETs3LkTjY2NmD59OgDgzJkz8Hq9AMCPQxSUm5vLPw+WNQqy2Wx44IEHwHEcXnzxxVbvWyaT4a677ur1+6EoiqKo3qIDYw4CVqsVBoMBDoejw0GErkYIQUNDA3w+H5KSkrp9ISYQCLBt2zbceuutnQ7icq3gOA4syyIQCKChoQGEEIjFYowZMwYzZ84Ey7KoqqqCSCTCqVOnMHbs2AG/oKeowUYoFMJisUAkEuHDDz+EXq/H9ddfD5VKBbfbDZ/PB5/PB5FIBJZlQQiBQqGASES/0gCAZVkkJCR0e4AxlUoFqVQKg8EAiUSC+Pj4Ln9vTJgwARKJBAaDAUlJSXQwL6pPmKotaK9qEiHN84e63//+93jnnXeQlZWFbdu28QPSBstwqNVqzJ49m1++ZfLEvn37MH/+/DbX+9Of/hRr1qzpdfvEYnG781qeTzo7t7RM2CC9rCW8bt06+P1+rF69us35999/P6qrqyEWi1sNwHnddddhypQpOHbsGN5//32sW7cOWq02ZJlNmzZh7dq1Yd1uR15//XUAwNy5c9ucn5eXx9dRLygoaBWc7w+7du3inzc0NLRbo95qtfJB15aB5Jb6Y98EmgPy27dvx86dOyEUCnHu3Dm+lnt2djYA4PTp06iqqsI999zDT7tasBRKT4LYr776KoRCId58882w3uSXSCT885UrV7a73OTJk5GVlQWLxdJqcN2W1xTBuuVB7777LgwGA9LT0/mBQK+Wmprak6ZTFEVRVFjRiEGEI4SgqKiIr3Xb1SAP+X+DnsXExCAhIaFH2xYIBFi0aBF27tyJO+6445rLuCT/r06xy+WC2+3ms1W9Xi+USiXS0tJa1WYXi8XIysoCIQQikQgXL17Enj17kJKSggULFgCgA1hSFNB8fNU0NOH0pUpcKqtDRa0JReW1qKk3gRFKYLU7IBFLIBIJIZVcgS76COJiopCoi8ZwfTxGZSZhdFYyYqMVcDqdMBgMYFkWCoUCOp0OgUAg5EfftYIQgi1btmDp0qVd6vVzNbFYjLS0NNhsNjgcDiiVyi6PQRH8/IuLi5GXl0fPdVTYxaZqwDDN/emvxjDN84eyffv2Yd26dQCas5JjY2P5ecEg+IIFC0KCfS2DVS0zsa8WGxsbsr6+0DKhIhj4bE/LHim9ScQIBALYsWMHAGD8+PFtLiMWi/GnP/2p3XU8/vjjWLNmDZxOJ/75z3/iV7/6FT+vsLAQ586dw+bNm8O+3bb4fD6+LvnKlSvbPM/7fD7+5khTU1O31h8uBQUF/PMtW7Zg0qRJbS731FNP4fTp0wDar5/dH/sm0BwoDh5fAPDvf/8bALBs2TJ+2saNGwEAS5YsaXMdp06dQmlpKRISEkJuRnXF559/ji+//BJ/+ctf+Gz+vtDRDfKYmBgUFxeD47iQfcvtdvMZ7gBajTHw8ccfA2jO5qcoiqKoSEaD4BEumAE+cuTILg+OYrFY+FIBvRlAEwASEhIwfPhwHDp0CHPmzOnVuiJdIBAIefj9fv6HhFar5S8G1Wp1p+tiGAbJyclITk4GIQSNjY1gWRbHjx/HqFGjYLFYkJ6e3qMgFUUNVtX1jdidfx57jl7AgeOX0dBo6/xFnUiO02Dq+GGYlTsCi2aOgz42FhzHIRAIwGazobGxETKZDAqF4prIFs/Pz8ewYcO6dJ7qSFRUFADAZDJBp9MB6PwGXlZWFoqKitDU1IT6+vpOB76jqO6ac2cudr2Z3+Y8QoC5a3PbnDcUBAIBPPLIIyCEYPHixSEZ3S6XCwcOHADwfSmUoGCpCQBITk7un8a2o+Vgl06ns8NlXS4X/7ynyRwAUFVVBbPZDOD781p3rVy5EhkZGSgvL8c//vEPPP744/z126ZNm5CXl9cqKzgc221LcXExfwPh8OHDGDFiRNjWHU4XLlwAAMTHx3cY0N26dSsAYNKkSZg6dWq/tK0rfD4fPvzwQ0gkEv5YI4Tgo48+glar5cuHXC04wOSKFSu69Rusvr4eDzzwANauXYvHH3+892+gFxiG4ffvoqIivPHGG7h8+XK7PRoCgQBfHkWj0fRXMymKoiiqR2hN8AjGsizKysoQHx+PiooKxMTEdLi8z+eD2WxGVFQUxGJxrwPgQXl5eZBKpb3ujhqJbDYbampqUF5ejtraWng8HshkMj7wnZCQAJVK1atgNcMw0Ol0EIvFmDFjBsRiMerq6rBp0yZ88sknOHPmzJD8bCkKAKx2F975eC8W/PglZN34BB564b/YsvtYWALgAFBrtGDbtyfw5CsfYeLtT2PUsl/j169txvmSOqjVaqSnp0Oj0YBlWb6EUWNjIwKBQKtMpsGupKQEZrMZkydPDts6Y2Nj4fV6UVFRAZ/P1+GyEokEFy5cQFxcHEpLSxEIBMLWDooCgMQsHX786nIwAgYCIRPy749fXY6ETN1AN7HPbN68GYWFhQCAX/7ylyHzvv32Wz4wenUQfPfu3fzzWbNm9XErOxYbG8sHyerr6ztc1mAw8M/bKzvRFQ0NDfxzh8PRo3UIhUI8+uijAIDKykq+3AXQHARvq9ZxOLbblpaZ3Z3dSBgoDocDJpMJADBz5sx2b6AWFBTg8uXLAJpLnkSS7du3w2QyYe7cuXxWfX5+PiorK7Fo0aJ2fxcEg+DtZbW3xefz4Y477sCwYcP47POBVlZWhjVr1uC2227DLbfcgi+//BL33ntvm8s2NTXx1wdD7bqKoiiKGnqGdkrcIFdZWQmWZZGVldVpENZqtaKxsREpKSlhC34HMQyDqVOn4ujRo8jNzR20JQZYloXT6eTrCMtkMohEIsTFxfXre1Kr1Zg1axZmzZoFl8uFyspKcByHI0eOIDc3t8/+HymqPxVX1uONDXvw/ueH4HB13O09nCrqzHh9wx68vmEPhqXF40e3zMGPb52DuBY3EaOjo8GyLIxGI1iWhVgshlKpRHR09KAu4VFTU4MlS5aE/T3IZDIkJyejtrYWWq223XrfIpEIIpEIaWlpMJvNqKioQFZWVljbQlFzVudi5FQ9Dmw4BVO1BbGpGsxdmzukA+DA96UZoqOj+fJqQcFSKNnZ2cjIyOCnBwIBvoRBRkZGh0Fwk8nEBy57QywWY9iwYe3Onzp1Knbv3g2z2QyXy9XuuCmVlZUhrwmHS5cutVuvuDP33Xcfnn/+eTQ1NeGvf/0rVq1ahbNnz+LKlSud1qvuzXav1vJ6tby8nB/wMJJYrVb+eUc9gv7yl78AaO4h0NFn2F/7ZkvB423p0qX8tGAplKtvNAVduHABly5dQkxMTLu199ty//33w2g0Ij8/v8u9fvvS1q1bcc899yAnJwcFBQX8TYD2+P1+/nldXV1fN4+iKIqieoUGwSOUx+NBdXU10tLSUFtbC7vd3uYFNCEEdXV1EAgEyMjI6NMAzpQpU2A0GqFSqTq9IIoEgUAAQqEQ9fX1cLvdEIlEUCqVkEgkEdN+hULBZzjNnj0bdrsdJSUlOHjwIEQiEdLT0zFp0qQhX8KBGjqqDGY88/ePsemrYwhwnfdwiFLJMWFEGobr45GWpEOiLhpqpQwqhQwMA/jZADxeP8wWB+obbaisM+NKuQGXy+tgd3o6XHdJVQOeeeMTvPD2dtyxeCqe+NFNGDMsBUKhEEKhkB+kyefz8V3vGxoaoNPp4HQ6oVQqB0XJIo7jcPTo0XYHSQsHiUSC9PR0GAwGMAzTbvf+lJQUmM1mpKWloaqqCklJSd0eoJOiOpOQqcOq310/0M3oN16vFwcPHgTQPFDj1QP8ffnllwBaB+c+++wzVFdXA2iuvdzRNeIbb7yB559/vtdtTU9PR3l5ebvzFy5ciN27d4MQgnPnzmHatGltLhesEy0QCHD99T3/v25ZAmbXrl3tlnQICp77r6ZSqfDggw/ipZdewuHDh3H8+HFs3boV8+bNa7PMTLi229F6v/76a6xYsaLD5c+ePQu9Xt+vZSpalrKJj49vc5krV67wpVBee+21DoO//bVvBlVVVeHrr78GANx6660Amn9TBOteL1q0qM3XBbPAly9f3uXr9qeeegp79uzBkSNHWg24OhBOnjyJNWvWwOfz4a233urSPhkTEwOBQACO43DmzBmwLEt/t1AURVERi35DRaiSkhKIRCLo9XocOXIEaWlprZbx+/0QCATQaDTtZtKEUzAzedu2bVi1alXEZYQHB7K02+1QqVTw+/1Qq9XQ6XSD5mJMrVZj3rx5AJp/9FZWVkIoFOLAgQOYMmUKLly4AL1ej7i4uEGdsUoNHYQQeDwemBub8Os/v49t+cXws1y7y0er5Lhh5jhcP20s5k4ehazUuB71euA4DkWV9Th6thT5p65g9+HzqGloewAwn5/FBzsO48OdR3Db9ZPw2/uXY/yIVH6+RCLhz2fx8fH8mAA1NTXgOA5yuRyxsbERGRD3+XxoamrClClT+nxbDMPwNX2NRiPi4uJaLaPX62E2mzF+/HgYDAaUlpZi7Nixfd42ihrK6urq+HID6enpIfOuXLmC0tJSAK2D4MFB/qZMmYL77ruvH1raubVr1+K3v/0tAoEADhw40G4QPFjj/KabburVoIipqan8TbnNmzfj97//fbvZwGVlZXjllVfwxhtvtDn/Zz/7GV599VX4fD789a9/xdGjR/Gb3/ymz7fbUkpKCt8z5/3338dTTz3F39C9mtlsxv3338/fQOkvLQcybe+3wosvvgiO43DDDTd0eoOgv7300kvgOA6zZs3ij7dDhw7BaDQiMzOTvxFRWFiI8vJy3HTTTQC6XwrlzTffxFtvvYUDBw5Ar9e3u9zZs2cxYcKE3rylLnv55Zfh8/kgk8laDejaXulGqVSKcePG4ezZs7Bardi1axeWL1/eH82lKIqiqG6j9RYikNVqhdFo5Mug1NfXtxoUiGVZsCyLQCDQLwHwoOBo55988klI97eBEqw9V11djYqKCjgcDqjVaigUCmg0GgiFwkETAL+aVCrFiBEjwDAM5s6dC5FIBJVKhdOnT2Pjxo3YtGkTXwaH1hSn+gvLsqiurkZ+fj527doFv9+PT7/YjyU/+wc+3n+lzQC4QMBgxYJJ2PLqz1D9zV+x4eWH8ePb5mK4PqHHZX8EAgFGZSThB8tn4e1n70Xpl3/B8U3P43cPLMfwtLYzzwgh+OTr45i8+lk88Ny7qDNa2lxOKBRCp9NBr9cjPT0darUaDMOE1BSPlPPfp59+Cq/X2+/nudjYWDgcjlY1adPS0jBmzBgIhUJkZmbCaDTCZgtP/XeKula1HOj26oBwsBSKXC7Hddddx09/7733cOLECcTExGDDhg2d3sR77rnnQAjp9aOzTNvU1FSsWrUKQHM97bacPn2arxUdrMXdG8Faxh6PB6tWrQqpqx1kMplw55134sknn2x3PcnJyVi7di0AYMOGDaiqquow4Nmb7XZ0XXfnnXcCaK69feedd7ZZG9xqtWL58uVYs2ZNvyetJCYm8mWz2nrPhw8fxnvvvYe4uDi8/fbbna6vv/ZNn8+HP//5z3jrrbcANJcpCdq/fz8AwG63w+PxwGQy4b777uPH4CgqKsLZs2ehVqtxww03dPqetm7diieeeAJbt27tMMB96tQpbNiwodP1hUtwIF2PxwOLxRIyL3hMAuDHIAhqWc7mt7/9bUhvgKCWpVLsdns4mktRFEVR3UaD4BGGEILS0lKoVCo+8O31ekO6CZrNZhgMBsjl8gHJxk5PT8e0adOwY8eOft82IQROpxMGgwEejwc2mw2EECQlJSEjIwPx8fFQKBRDMktaLBYjOzsbixYtwtq1a3HbbbdBpVKhpqYGQPOPyS+++AJnzpyB0WgEx7WfjUtRXUEIgcvlgsViQXV1Nc6fP49PPvkExcXFSEpKwoIFC/CPj77F/S9+gktlretAymUS/PKexbj8+cvY/MpPsHx+LqQScRtb6j2GYTBhZBqefXgFLmx/EQff+x3uXjYTEnHr4DAhBP/dfghjbnkKf/7PLvj97Q/kxDAMFAoFBAIB3607eHOyrKwM9fX1AzIQlN/vx5YtWzBlypQOM8j6SvBzaWxsRGNjY8i8EydOAGi+aapUKlFaWkpv1FFUL+h0Or6+fnFxcci8YBB83rx5/LXi2bNn8fOf/xxarRY7d+7E8OHD+7fBnXj11Veh1Wpx4sQJfP75563mP/PMMwCAu+++u1elUIIef/xxPqP31KlTmDBhAv7+97/j2LFjKCgowF//+lfk5OTgxz/+catM+7bWBTR/jyxZsqTDMiO92W7LgTVb1tgGgCeffBI6XXMN/EOHDmHixIl4++23ceLECeTn5+O1117DuHHjADRnr/cEy7JYvXo1lEolpk2bhgsXLnT5tQzD8JnAFy9eDJlnMBhw9913Qy6X4/PPP0dmZmaP2hduZWVlyMjIwK9+9SsQQjBy5Ej+hgcA1NbWAmi+aaHX65GWloaJEyfyPaKCWeDLli2DVCrtcFv5+flYu3Ytfv3rXyMpKQmXLl1q9Th37hz+97//YcmSJe0OSNkdLYPOLfetq7VMuvrNb37DX9+cOnUKDzzwAP+78+jRowDAD9b7k5/8hL8WuXDhApYtW4aSkhIAzT33Nm7ciNdee41f93PPPYePP/44pPY/RVEURfULQkUUk8lE9u7dS8xmMz/t7NmzhBBCOI4jtbW1pL6+fqCaF8Lr9ZLKykri9Xr7dDscxxGO40hVVRUpKysjBoOBuFyuPt3mYMRxHDGbzeTcuXPkq6++IiUlJeTUqVPEZrORiooKYjKZSCAQGOhmUhEqEAiQQCBAiouLye7du8mGDRvIhx9+SI4dO0Y8Hg+x2+0hyztcHrLysdeJOOfeVg9p3o/JT9e9T2obmgbmzbTQYLaS597cSmJnP9JmW8U595LJq58lJy6UdXvdHMcRp9NJ/H4/qa+vJxzHEZvNRliWDf8bucrWrVtJSUlJn2+nMxzHEYPBQGpqagjHcYQQQmpra/n5we80k8k0UE2kusHtdpOLFy8St9s90E2hrrJhwwYCgEilUvL5558TQghxuVxEJpMRAORvf/sb8fv95MMPPyQ6nY7MnTs3Is4R7Tl58iRJSEggGo2G7Ny5k3AcR+x2O/npT39KAJBbbrmFOJ3OTtezd+9eAoAAIGVlZe0ud/78eZKYmMgv2/LBMAx57rnnutz2OXPmEABky5YtnS7bk+26XC7ys5/9jF9Oq9WS0tLSkGX2799P1Gp1m+sFQGbMmNHpefe6664jAMgPf/jDVvOOHz8esr4xY8Z0+l5bKi4uJtHR0UQqlfL74aVLl8jYsWPJyJEjyZkzZ7q1vr723nvv8e9VKBSS3bt3h8z/4x//GPJ56PV60tjYyM+fPHlyl/aJixcvEq1W2+7/29WPuXPndri+ruz/R44cCdnmk08+STweT5vL/ve//w3ZvlKpJPHx8SQxMZEcP36cTJs2jZ+n0+nIqlWr+NeeOnWKxMXFhezfqampRKlUkri4OPL222/z81JSUsgzzzzT5m/ajvZLiqIoimpLd37D0CB4BOE4jhw7doycOnWKDyawLMtfPNbV1ZGmpqYBbGFrtbW1xOv1hj0o7ff7SWNjI/H5fKShoYEQQojP5wvrNq4FgUCAcBxHCgsLyRdffEE2bNhAPvjgA3Ls2DFitVqJ2Wzul4AdFVlcLhcpLS0lR44cIdu2bSMXL14kFy9eJGazmVRVVRGDwdDhDRODyUJm3PWHNgPKU+98rkcB5b5msTnJC+u3E+3Mh9pst2zSfeSF9dsJy/b8RlHwRlR5eTmpqKggjY2NYT++3G43KS0tjbjzocViIX6/n3AcRzZu3Mh/h3EcR06ePEmOHTvGT6MiFw2CR7YvvviCLF68mCQnJ5MRI0aQnJwcPqiUl5dHpk6dSn784x+3CuBFKpPJRJ555hkyfvx4Eh8fT5KSksj8+fPJpk2bunzTvqtB8OD2nnjiCTJ8+HAikUiITqcjK1asIPn5+d1q9+OPP06io6O7fJx0Z7sffPABEYlEbQZEk5KSQpatrKwkDz/8MMnIyCASiYRER0eTuXPnkn/+859d+u7pKNjocDjI7NmzQ9rS3ZuZJ0+eJPPnzyfJycnkpptuIvPmzSNvv/12RCay1NXVkYkTJxKdTkf+97//tZpfX19PJk+eTBQKBVm2bBkpLy/n55WXlxMARC6Xd3jjxmazEb1e3+UAOADywQcfdNjuzvb/qVOntrlekUhEfvzjH7e5zn/84x9k1KhRRCaTkaysLPLkk0/yyVn79+8nKSkpRKPRkEceeYQ4HI5Wn9Ojjz5Khg0bRqRSKUlMTCT33nsvqaqqIgcPHiRLly4l27dv73D/pEFwiqIoqru68xuGIYT2UY4U9fX1KCwsRG5uLl9Lj+M41NXVQaVSISoqKiLLfDQ2NmLHjh1YsWIFoqKierwe8v9q7TocDggEAqjVakRFRfW4ZjDVPpZl4XK5wLIsampq+BqAUVFRSEpKQl5eHux2e6/+P6mBxXEcrFYrTCYTTCYTxo8fj5MnT2LOnDnYtWsXtFotEhISkJCQEDKIVWdqG5pw/f3/H4or60OmMwyDX9+3FL9/8BaIRJE3gGSQwWTFs//4FP/dfqjNEh2zc0fiv+vuhz5J16vtBAIB2O12yOVy2O126HQ6cBzXq8E1bTYbZDIZbDZbrwaK6yt+vx9OpxN79+7FTTfdxJdmsFqtOHXqFEaPHt1qfAsqsng8HpSVlSEzMzOkDBsVmZ566im89NJLSEhIgMFgGOjmDIh9+/Zh/vz5AL4vadHX5s6di+HDh+Pdd9/t8231pXnz5mH//v344Q9/iP/+97/tLnfixAnMmjULTqczIgeIvpYNxP7f17q6X1IURVFUUHd+wwzOEQOHII7jUF5eDp1OxwfAAcDpdKKhoQHx8fERGQAHgJiYGCxbtgxbt27FDTfcwI+a3hUsy0IgEMBkMiEuLg5isRhpaWk08N3HRCIRH+COiYnB+PHjQQiBzWaD3W4Hx3GoqKhAfHw8vvnmG4hEImi1WsTExGDs2LFgWbZbgVOqb7AsC4vFgqamJrhcLkyYMAFHjhzBqFGjsHv3bmg0GsTGxiIxMRFSqRRz584FACxdurRH26szWnDDA60D4Bq1Ahv+v4dx/fSxvX5PfS0xNhpvP3svfnzrXDz4h//iYklNyPxDp65g+trnsfHPj+C6ydk93o5QKORrxYrFzXXQa2trwXEcVCoVoqOjuzWYpcFgwFdffYVbb701IgPgQPP71Gg08Pl8cLlc/AVIdHQ0dDodysrKEBcXR8/vFBUmBw4cAADMmTNngFty7aiqqkJ+fj7WrVs30E3pN4cPH8by5ctpAJyiKIqiqEGPBsEjhMFggNvt5geyAZqz6ioqKlBVVYXc3NwBbF3nYmJicMcdd2D79u2YP39+h9l+gUAAVqsVdrsdDMMgMTGRH3COZh4PHIZhEB0dzd+EGT9+PABg7dq1YFkWjY2NaGpqAsMwuHz5MiZNmoSPP/4YLMtCIpFAo9Fg9OjRUCqVkEgkEAqFEIlENODVCw6Hgz9WbDYboqOjoVar4XK54Ha7UVhYiOjoaP4GBcMwmDp1KkQiEe68886wtsXudOPmn76GoorQAHhmSiy2/f1RjM7q+s2vSDBtwjB8t/FZvPzuTvzpn58jEPh+IFmTxYEbH/oLXnniTjy8ekGvb0AGj4G0tDRwHAeHw4G6ujo+mC2TyTrcxrlz53D+/HmsWrUKCoWiV23pD1KpFAaDAWq1mr8BkJWVhWPHjqGurg4pKSkD3EKKGvzcbjeOHz8OAPwNzmudx+Pp82288soryM7OHhI3HgKBQKfLXLx4EX/961/x1Vdf9UOLqN7oj/2/P3Rlv6QoiqKonqJB8AgQCARQXl6OhIQEKJVKAM0B8OrqaqSmpqK4uHiAW9g1crkcd9xxBwKBAE6fPo2cnJyQ+U6nEwqFArW1tVCr1UhNTaVZJYOESCRCfHw8f7Ni0qRJAIBVq1YBaL7wtlqtkEqlcLlcAICioiIUFxfzJSd0Oh3mzp2LiooKJCQkoLq6GgqFgn+oVKohHzAPBAJwu91QqVSor69HdHQ0Tp8+DZfLBafTCbfbjdmzZ6OqqgoTJ07EyZMnwXEcoqKioNVqERsby2cXMwzD36hoqTvZxV3FsgHc89TbOHulKmT6iPQE7Pnnr5EUpwn7NvuDRCzCMw/eguunjcUPf/cOymtN/LxAgMOjL3+IsmojXn7sjrDtmwKBAFFRUfwNP4fDAQCorq5GVFQU1Gp1SEC8rKwMdXV1WL169aA5PhYuXAixWMx/h4nFYiiVSiQkJKCiogJJSUmD5r1QVKQ6evQofD4fABoED3r33Xfx4osvhu3asqioCCdOnMCMGTOQnp6Ob775Bm+88Qb++c9/hmX9A6mqqgoXLlzocJmDBw/ikUcewYcffojhw4f3U8uongr3/j8QurJfUhRFUVRv0CB4BDAYDPD7/XwdN47jUF1djZSUFAiFQv5HzmAgEAggEAgwYsQIFBUVITo6GizLQqvV8sukpaUNYAupviCTyfjSB8Eg7eTJkzF58mR+GUIIOI5DUlISGIYBIQRGoxEulwsulwvz58/H8ePHMXfuXGzatAkc15yZK5FIMGHCBMhkMiiVSlgsFlitVojFYojFYigUCqSkpMBisUClUsFut0MkEvFZ6FKpFIFAAGKxGCzLgmEY/tESIQSBQAAcx4HjOBBCoFAo4HK5IJFI0NjYCL/fD7/fD5ZlkZycDJPJhJSUFFy4cAFWqxUejwderxfJyclITEyE0+mEz+fD2bNnATSXyFCpVFiyZAksFgu0Wi3i4+OhUCigVCqhUCggFAr5kkKREtj4w9vbsevg2ZBpw9PisfudXw3aAHhLM3KG47uPnsOPnv4ndh04EzLvbx/uRn2jDf96/seQiMP/lRksK5SYmAiLxYKKigqIxWIkJCSgoKAAs2bNQmZmZti325dOnz6NWbNmITk5GW63m88GT09PR319Pc0Gp6gwCJZC0Wg0bd4QvVYIhUI+geTNN9/EP//5T0ilUgDA22+/jVtuuaVH6/V4PJg+fToaGxshEAgwYcIEXLx4EWPGjMEPfvCDsLW/P2VkZPDZwk6nE4QQKJXKdmtnCoVCHDhwIOQanoosfbX/96fu7pcURVEU1Rt0YMwBxnEcjh49ypeSCAQCYFkWYrGYz5TbsWMHli1bNsAt7R6TyYTq6mocO3YMc+bMQXZ2z2vrUtcuQgj8fj8YhoHf74dQKITFYuED0sFSLKNGjUJZWRl0Oh1OnDgBlmXh9/tBCMH8+fNx4cIFzJw5E5999hk8Hg8IISCEIDs7GxqNBgKBAE1NTSgqKuJv5MjlcixevBjHjh1DdnY2jh49ygfeRSIRsrOzYbPZkJSUhNraWgDNNwOkUinkcjkf+Bvs9n5XiBsf+kvIIJI6jQoH3/sdhuuH1iCHHMfhube24aV/7Wg1b8ncidj050cglfT9/2thYSEIIYiJiUFCQgICgUCfZPj3l+C4FkBz13qr1Ypp06bRbPAIRAfGHDyuv/56fPPNN1i6dCl27Gh9zqJ6x263Q6vVhpRmiIqKwqFDh67pmw4URVEURVGRpju/YWgQfIDV1tbiypUrmDp1KuRyOViWBcuykMvl/DI+nw8SiWQAW9m5YFCxqakJGo0GXq+Xfz9ffPEFFAoF5s2bN6gDORR1rbHaXZh4+9OoNVr4aSKRELvffhKz80YOXMP62Ic7j+D+594Fy4bWpVw6Nwcf/fnhPguEsyyLb775BizLYtGiRXzvhdraWjAMA41GA5VKFbGDJAd98sknuP3220OmWSwWREVFwe1249ixYxg5cmS3BlGm+gcNgg8OLMtCo9HA6XTi5Zdfxq9+9auBbtKQ9NZbb+G5556D0+nEvHnz8PLLL2Ps2MgfAJqiKIqiKOpa0p3fMDQNawBxHIfKykrEx8dDLpejqqoKHMeFBMAB4OTJk4jUexUsy8JoNKK8vBwulws6nQ5CoRAKhQIMw0AsFmP58uVIS0sDy7IwmUydr5SiqIjwzBufhATAAeCFn942pAPgAHDX0hnY+tefQymXhkzfeeA07n7q7ZBBNMOlqakJGzduRHp6OpYuXcr3JBCJRNDr9UhMTITH40F5eTk4jovYgaN8Ph9fyqglkUjEjwMQHx+PioqKNpejKKpzIpEIDocDhBAaAO9DDz/8MOrr6+FwOLBjxw4aAKcoiqIoihrkaBB8ANXX18Pj8fB1UtVqNV/HraUxY8bA6XQOQAvbRwhBfX09amtrIZPJkJGRwde2bcuoUaMgEAjQ2NiIpqamiA3gUBTV7Nj5Urz98b6QaddPH4tf3rN4YBrUzxbPGo9dbz4OlSL0nLz925P4xUsfhPXG5Pnz5yGXy7FixYp2S0eJxWLExcUhMzMTDMPAYrHA7/dH3HeD0WhEXFxcq+kqlQpRUVEwGAxIT0+H1+tFfX39ALSQoiiKoiiKoiiKuhbRIPgAIYSgoqICcXFxfO3i9gaeMRgMuHjxYj+3sDWO4+D1emG32+H1ehEfHw+9Xg+1Wt2l7vkSiQQjR45EQ0MDNmzYgJqamn5oNUVR3UUIwW9e2xwS6JXLJPjH0z+4puo4z8gZjh3/eKxVIPydLfvw0r97X4O3pqYGNTU1SEpKglQqhVqt7tLrGIaBTqcDwzCw2+0oKytDU1NTRGRW19XVITExsc15wUFzOY5DXFwcKioqIraXE0VRFEVRFEVRFDW0XDvRjAjT0NDAZ4H7/f52gwYAkJKSMqABY7/fj/r6elRUVMDr9UKtVkMmk/W4Lu2oUaNw++2348SJE9i5cyc/IjhFUZFh9+HzOHjySsi0px9YjsyU1hm+Q93MnBHY9rdHIRGHjmfw7D+24rO9p3q0To/Hgy+//BLHjx+HVqvlA9rdJRKJkJiYiPT0dADNAejgYLIDRafT8e1pS2JiIpRKJZKTk+HxeGA0GvuxdRRFURRFURRFUdS1igbBBwAhBFVVVdBqtfB4PIiLi+swAKJUKuF0Ovs9Y44QAovFgrq6OqhUKmRmZiIqKios61YoFFi+fDnGjx8Pp9OJ2trasKyXoqjeW/fOZyF/pyXG4Gdrbxig1gy8uZNH4b/r7m91nv7R0+/gYkn3blAWFxdj8+bNyM7Oxi233AKFQtHr9gkEAmi1WqSkpCAQCMDr9cLhcPT7DUZCCBwOR6txLVpiGAYcx0EsFkOr1aKyspJmg1MURVEURVEURVF9jgbBB4DFYoHD4UBSUhJiYmK69Jrk5GTU1dX1ccuaeTwesCwLi8WC6Oho6PV6KJXKPtmWXq+HTqeD0+mE1WpFdXV1n2yHoqiuKThTjIKzJSHTnnnwFsik4gFqUWRYecMUvPzLO0KmOVxe3PHEP+B0ezt9vd/vx8mTJ5GUlIS7774bGRkZfdJOkUgElUoFsVgMs9mMioqKfq0bnpqa2ukyIpEIcrkcMpkMDocDFoul7xtGURRFURRFURRFXdNoEHwAVFVVQSgUguO4LtfXnTt3LpKSkvq0XTabDeXl5bBarRCJRNBqtT0uedJdI0aMgFgsxpkzZ/Dpp5+iqampX7ZLUVSov2/4OuTvtMQY3L1s5gC1JrL84u5FuGvpjJBpV8oNePzPG9t9jcViweeffw5CCMaOHQulUtkvddWlUilSUlKQkpICh8OBxsbGPh+QOD8/H2Jx126WCIVCREVFQSAQoKqqqk/bRVEURVEURVEURVE0CN7PnE4nTCYTlEolEhISuvw6kUiEgwcP9kmb/H4/ysrK4PF4kJaW1q12hZNCocDSpUsxZ84cfP311zhy5MiAtIOirlWNVge2f3syZNojaxZCJBIOUIsiC8MwePPpHyJvdGjN63e3HsCWr4+FTHM6nfjyyy+xZ88eTJs2DRKJBFJp6ACb/UEkEiEhIQExMTFwOp3w+/1wuVxhL0HCcRzKysq61WsoWB/cZDL1a7Y6RVEURVEURVEUde0Rdb4IFU5VVVXw+XwYMWJEt7Osp02bhqamJmi12rC0hRACo9GIuLg4pKen90t2YlfExcXhjjvugMvlQlFREVQqFRITE/stK53qexzHIRAItPo3+LzldEIIPy34vOW/V08DwAf42vv36ufBfautf9t6LhAIIBAIwDBMyL/tPRcKhfy/LZ+3/DcSbNl9DH72+2xhqUSEH986dwBbFHnkMgk+eOkhTFnzXEgZlJ//6X+YNzkbaoUEYrEYe/bsQW5uLvR6/QC2NlRwTAer1Yr6+nrExMQgKioqLOfW4uJiZGVldWtdDMNg5MiROHz4MKqqqpCdnd3rdlAURVEURVEURVFUW2gQvB95vV4YDAYkJydDrVZ3+/Usy2L37t1YvXp1r9pht9thMpmQmJiI+Ph4AIjIALNCocDw4cMBADt37kRUVBSmTZs2INmUVGvBoDXLsvyj5d/B5y2nBYPbweB1cJA8gUAAv98fEvgWCoUQi8V8CYeW2ascx0Gn08Fms0GtVsNsNoe0TaVSgeM4SCQSuFwu+Hw+fp5YLIZKpYLH44FIJILdbg95bUxMDBwOB6KiomAymULmKRQKMAwDoVAIn88Hr7c5CBoMZqvVarjdbkgkErjdbj5wzjAMZDIZOI6DSCRCIBAImRdcZ8uHSCSCSCRq9VwsFodMC2cAfdOXR0P+Xjo3B9qovhkPYDAbrk/A335zN/7v2X/z00wWB3667r945t4F0Ov1uOWWWwawhR2LjY1FTEwMGhsbUV5ejrS0NIhEvbscOHXqFG6++eZuv06tViM7OxulpaXIzMyk53eKoiiKoiiKoiiqT9AgeD+qra2F3+/HmDFjevR6pVIJhUKBhoYGPnjdHU6nE0ajEQqFAnq9HkJh5Jc4CAbnly5diqKiImzevBl6vR7Tpk2DTCYb4NYNPSzLwu/38/8GH239HczODgpmYnu93pDMba1WC5vNBpVKhcbGRn55hmGgVqvBsixkMhn8fj84juODwsFMaqFQCIZhoFKpACAk6BvMbI2NjeWXvzqbWy6XtzldqVSCYRhER0fz7Q/+GwzEJSYmtpoXfEgkEiiVypB5DMNAKpWCYRhIJJKQ5QHA5/NBJBLB4XCE3AyQy+X8+/T7/fB4PPxnIBKJoFar4fV6IRaLwbIsn2kefIhEIojFYv7fqx8t57enyebE4TPFIdPWLpnRztLUPTfPxOf7T4WUj/n0m1O47/b5GNuDm5z9TSAQ8MFwhmF6/L0CNO/7eXl5UCgUPXp9YmIiLl++jNraWmRmZvZoHRRFURRFURRFURTVERoE7yccx6G2thYpKSm9yribMWMGDh06hBUrVnT5NS0zbFNTU3ud8TcQgt3mR4wYgZKSEni9Xly5cgXjx4+PyCz2SEMIgd/vh8/ng8/nC3neclrLYG3LkiRyuRwejwcKhQJWq5XPzhYIBJDJZJBIJHxGdzA7OfgAgOjoaIhEIqSmprZbHqS9ciFXlx25ugRJ8N/+/jxblmm5ujTL1dOvLvkSFxcXUv4l+Dz4CGayB18PNB8DhBB4PJ6QjHqNRgOr1Qq1Ws0PKBv87KRSKX+zK/hZSSQSSCTNJTtaPt956DwCge9vakglIlw/vWc37K4Vj6yYjN35Z+H2svy0x/+8ESc2PQ+xeHCcZ4PHTnx8PJxOJ8xmMxISErqVkV1QUICpU6f2uA1SqRSpqamoqKiIqNJcFEVRFEVRFEVR1NAxOH6lDwFGoxEmkwk5OTm9Wk9sbCwfkOwsE5plWdhsNkRFRUEgEPSoBEukYRiGL5GSlpYGh8OBb7/9FjNmzOhxFuNQwHEcH8z2er384+oAd8ugrNvt5oOpDMPw5UVUKhXcbjcfSJVIJBAIBHwmdlxcHJ9h3FbZjpbTgn8Phl4H3dEyGN8XOI5rVUqmo7IzcrkcLMtCo9GEBNYJIWDZ5gCt3++H2+3mtyEWixEdHQ2PxwOJRIJtuwtC2jB5dBrqaqshlUr5RzBofi0HKW02GxiGQXFxMWZPn4RXf+XFwy+8x8+/VFaHd7bsw0/uvH4AW9kzSqUSYrEYDQ0NYBgGCQkJnd409fv9mDJlSq+P8bS0NFy+fBlGo3HABmemKIqiKIqiKIqihi4aBO8nJSUliImJgVLZ+/q6ixcvRl1dHZKSktqcTwiByWSC0+lEfHz8oMz87orgAKGzZs1CQUEB7HY7cnNzMWrUqCGZHR4IBODxeODxeNoMdAezs1mWhVgsht1uD6mFLZPJ+LrUAoEAcrmcz9oWiUSQSCSIioqCWCxGcnJym6U1RCLRkPxsI03w5kN3BAPe7ZWwCU7z+Xx8OZvgtgghOF9qCFnfhKx4VFZWhtwUCd7UCAbDWwbIg/vXULvhATR/tkVFRThx4gR0Oh0WLVqE3NxcAMC9K+bgnS37cKqwgl/+hbe3456bZyFKJR+oJveYRCJBamoqXC4X7HY7VCpVh8f91q1bceONN/KliXpKrVZDp9OhpKSEBsEpiqIoiqIoiqKosBua0dEI43A40NDQgGnTpoVtnU6nk69B3BLLsqiqqoJWq0VGRkbYthfJYmNjsWzZMrjdbhQWFoJlWVy+fBnjxo0b6KZ1W7Cmttfrhdvthtfr5QPfwSCmSCSC2+2GVCoNqbEdzPYP7hMqlQoCgYAPYAcDly0fwenXcmbvUMEwDP9/3Zlgz4FgWZwmqx0V9daQZSaMSOJrPAfLsAQzz5VKJV+yJti7IJj5LxaL+YB48BEMlA+2/SwQCKCpqQm7du1CVlYWVqxYAbk8NLAtEAjwyhN3YsF9L/HTGq1OvLFxD357f/cHiowUCoUCCoUCdrsdcrkcfr+/1XsvKiqCTqfrdQA8aMSIETh69CgcDgff84SiKIqiKIqiKIqiwoEhwYKzVJ8pLCxEbW0t5s+fH9Yg0Ndff4158+bxQS+TyYSYmBgAGHTBpnDiOA5OpxMGgwEXL15ETk4O9Hp9RGUwcxwHj8cDt9sNt9vNP/d6vSEZ3UBz+YXgDQ+RSASNRgOfz8dnCgezuFtm5QZLVwzGwCPV/747V4LZP1jH/y0UCmA68AYEDGlVYifY+yC4fwZ7IgTLs4hEIkRFRcHj8UAqlcLv9/O9CKRSKeRyOWQyGeRyOf88kvZRQggqKyuRmpqKI0eOYObMmSEDq7Zn5WOv47O9p/i/NWoFinb+f4hW92ywyEhCCEF9fT18Ph+SkpIgFovh9/uxYcMG3Hnnnd3utdAejuOwd+9eJCcnY/To0WFZJ9U9Ho8HZWVlyMzMpINPUxRFURRFURQV8brzG4ZmgvcxlmWRn5+PWbNmhT3Qo9frsX//fuTk5EAkEkGn00VUoHegBDOi1Wo1YmNjcerUKezfvx+jR4/GlClT+rUtwQzaYLA7+GgZ7A5megdrc0ulUr5sjlgsRmxsbEh2bcvyEy0HPqSonrpcHloKZVhaPJSK5i+Pq7N/g4KlVVqW52nZayFYeidYizxYozw2NhYej4evYy4Wi/ngeMuHTCbr1/OZ0+nEuXPnUFRUhNTUVCQlJWH27Nldfv0zD94SEgS32F14Z8s+PHnvkr5obr9iGAaJiYnweDyoqamBWq1GdXU1ZsyYEbYAONB87k5NTcXp06cxYsSIIVvKi6IoiqIoiqIoiup/9BdmH6upqYHb7UZWVlbY152eno5jx46hvr4eY8eODfv6hwKtVosFCxaA4ziYzWaYTCbU19cjIyMj7PWLOY6Dy+UKeQQHnwwGBv1+P19OIliPWyKRQCaTQSQStSojMZTrLFORo6iyPuTvEfrETl8TLH8SLJnSEsuyIUHxlg+O4yASiUAIgd1u54PjQqGQL+cTPDbkcjlfliP4CPfNxKqqKsTHx+PLL7/E2LFjsXbt2h4dbxNH6bFiwSRs+/YEP+3Nj77Bo3cvglg8NL5qZTIZ0tPT+bvs4QyAB2VkZKC0tBS1tbXQ6/VhXz9FURRFURRFURR1bRoav8wj2JkzZ5Ceng6pVBrW9TqdTpjNZqxYsQKffvopsrOzaaC0AwKBAHFxcQCaa4hfvnwZx44dg1arxfjx45GWltatrNNAIACXywWn0xkS8A5mx/r9fiiVSrjdbqjVagQCAYjFYiiVSgiFwjazXqVSKc3kpwZEVZ055O9haXG9Wl8wQH71QMCEED447na7ERsby/eOCPaM8Pl8EAqFMJvN/HETzBYP3igKBsSVSiUUCkW3zn2EENTU1ODMmTOYNm0aWJaFRCLB7bff3qv3DABP3ntTSBC8pqEJn+w5jjU3Te/1uiNJsCY80PxdpFAownbukkql8Pl8OHPmDA2CUxRFURRFURRFUWFDg+B9yOFwoLq6GjffHN7B0RoaGhAXF8cHmO688044HA5ERUXRIGoXjRo1CqNGjYLRaMT58+dRVlaGSZMmgWVZaDSakGWDmdwOhwNOpxNOpxNut5uvdexwOKBQKGA2m/mAnUKhgEgkQmxsLBQKBVJSUviANw12U5HG2GQP+TsxVtMn22EYhu/d0PI4CwbHgwFxl8sFmUwGr9fLD94ZHBjW4/GgsbERgUCAH+BVLpdDqVRCqVRCpVK1WWc8WG+6trYWSUlJmDp1KmJjYxEbGxu29zdlXBamTxiGgrMl/LR/fbJ/yATBCSHYtm0bbrjhBn7gSqvVivLyciQlJYWthnROTg527doFp9PZ6kYKRVEURVEURVEURfUEDYL3IYPBgPT0dKSkpPR6XYQQmEwmKBQKxMXFhQRRxWIxampqIJfL+6R7+lAWFxeH+fPnA2gO5rAsi8OHD6OpqQkpKSmQSCR8lmogEIDD4YDf7wfDMBCLxYiOjuYzUdPT01uVbqDZ+dRg0NBoC/k7Pkbdr9tvGRzXarX89GCPi6tLDAXLrbjdbthsNn4wzmBWt0AggEKhgMfjQVxcHIqKinDddddhzJgxWLBgQZ/ehPrp2htCguAHTlxGaXUDslLj+2yb/eXIkSNITk7mA+AAEB0dDaVSidraWigUirCMTZGWloZAIIDa2lqMGDGit82mKIqC3++Hy+VCdHT0QDcFVVVV+PLLL3H//fcPdFMGjMFgQE1NDSZNmjTQTaGosDhx4gRGjRoVco1EURRFRZ7wFleleBzHobi4GNHR0b2uYev3+1FZWQmhUAilUtlmgGHMmDEoLCxESUlJG2ug2kMIgcvlQkNDA0wmE2pqaiAQCPhg+I4dO3DlyhU4HA4wDAOVSoW4uDjo9XoMHz4cGRkZGD9+PPLy8jB27FhkZmYiISEBarWaBsCpQcPh9IT8HaVqezDM/hasE56QkIDMzEyMHTsWeXl5mDBhAsaMGYPhw4dDr9dDq9Xy58X6+noUFBTgs88+w5EjR3Dx4kWoVCqcO3cOLpcLRqMRLpcLhJA+afMt83MREx2avfz+Z/l9sq3+VF5ejvr6ekydOrXVPJFIBL1ez9d69/v9vdqWQCBAUlISiouLwXFcr9ZFUdei3//+92AYJixJGH3JZrPhhRdewIQJExAXF4f4+HgsXLgQ27ZtC9s2OI7D+++/j1GjRmHr1q1deg0hBJs2bcLixYsRFxcHiUSC5ORkrF69Gt99912X1jF79mwwDNPmQ6/Xt+p12JZ9+/aFvC46OhqJiYlITEzE9u3bu9SOSBG8rn7++ecxc+ZMJCcn4/XXXw/b+jMyMpCYmIj4+HgIBAL+M/vRj34Utm10pri4GA899BCmT5+OMWPGICsrC6+88kq/bb+/7dq1CwzDIC8vj58WjmMnKNL3f6/Xi6+//hqPPvooMjMzMXnyZJhMppBlImG/pCiKokLRTPA+0tjYCKlU2usBK51OJxoaGpCcnNxpXfExY8Zg06ZN0Gg00Ol0vdruUMVxHJxOJxwOB+x2O5xOJz9YJcdx8Pv98Hg8UKvVmDhxIkQiEYRCITiOA8MwkEqlkMlkyMzMhFgsHui3Q1Fh4fMHQv6WRvC+HczyDvaK8fl8AIDDhw9j1KhRyM/Px5gxY6BQKPga/QBgMpng8XhQXV0NqVQKqVQKpVIJtVoNlUoVUue6N6QSMdbcOB1vbvqGn/bx7u/w7MMrBm0ZJEIILl++jKVLl3b4HjQaDV+yRiAQ9OpG4PXXX4+TJ0+isbExrCVrKOpa8M03zeefhQsXDnBL2ldUVIQbb7wRZrMZGzZswE033QSr1Yonn3wSt956Kx588EG8+eabPT4vE0Lw6aef4plnnkFhYWGXX+fz+bB69epWgfi6ujps3rwZW7ZswSuvvIJHH3203XWcPHkS+fnt3/zUarVYvnx5l9sEAK+++ip++ctfdus1keTgwYPYs2cPvv32WxQUFIR9/eXl5fzzwsJCTJo0CW63O+zbac+///1v/PSnP8W9996L/fv3QyKRYNGiRXjiiSfgdrvx9NNP91tb+ssnn3wCAPyYKuE4dtoTifv/0aNHsWfPHmzevBl1dXVtLjPQ+yVFURTVGg2C9xGDwYDKykrMnj27x+uwWCxQq9XIyMjoUvBELBbjlltuwaeffopbb70VUVFRPd72UEEIgdPphM1mg91uh91u5wPdXq8XHMdBLpdDoVBAIBBAJpMhKSkJKpUKKpUKCoUiJNhtsVhw8eJFnDhxAgKBAGPHjsXYsWMHbXCLogDAx7Ihf4vFkdeL4Q/rt0EoEOB3DyyH1WpFUVER3/PlhhtuwMyZMyGRSLBy5UoAzT1oXli/DW63B/93y1S+hwchBDabDSzLQiAQ8OVXRCIRVCoV1Go1oqKi2u110xV3LZsREgQvqqhHYWktxgyL7KzMtvh8Ppw/fx6LFy/u0vIikQhqtRr19fUghCAhIaFHn6NSqURDQwMMBgMNglNUNzgcDj7jMlKD4DabDcuXL0dpaSk+/vhjLFmyBEDzjbR33nkH5eXlePvtt5GYmIjnnnuu2+s/cuQI3n33XURFRcHhcHTrtb/85S/x1Vdf4emnn8a8efOg0+lw5coVrF+/Hnv37gXHcXjssccwatQo3HTTTW2u429/+xuioqKQlJTUap5AIMD999/faWLL1bobNI808+fPx/z581FZWYn09PQ+3dbo0aMxceLEPgm2t+WPf/wjnnnmGdx+++148803+ek/+MEPsGfPHrz44ot49NFHh1SZDJZl+WzsYBA8HMdOeyJx/587dy7mzp2L+Ph4PPHEE50u39/7JUVRFNU2GgTvAz6fD2azGSzL9ihbmGVZBAIByOXybmfSqdVqLFu2DGfPnu1VAH6wIoTA7XbDbrfzgW+v1wug+f9FLBbD7/dDKBRCq9VCIpHwmaBqtRpyubzDrCONRoOZM2di5syZ8Pl8sFqtMBqNMJvNUCqV8Pl8SE9Pp1ni1KAivGqfDwQiqwSF1+uFgGHw/FvbwHEcJiYLMGLECKxYsaLdQML/958v8NK7X+DZh1dg1KhR4DiOPzcEe4L4fD4IBAI4HA6oVCqUlZXxvT2kUikfEA+eG7oazJ00JgMp8VrUNDTx07bvPTnoguAejwc+n69HPZoSEhJgtVpRUVGBlJSUbp8TRSIR8vLyUFtbyw9CTFFU5/bv3w/2/93YXLBgwQC3pm0///nPcenSJYwbN46/cRnEMAz+8Ic/YM+ePXjhhRewatWqbp+Dxo0bh3/+858AgJSUFDz++ONdet3Zs2fx3nvv4dChQyElHnJycrBq1So88sgjWL9+PQgh+N3vftdmIK+hoQGbNm3CO++8gx/84AfdandHhkqJvf4q0dPdmww9tX79ejzzzDOIj4/HO++8EzIvGOx3uVwoKCjA9ddf3y9t6g/79u2D2WzGmDFjkJ2dHZZjpyORvP93p/d1f+2XFEVRVPtoELwPGI1GcBwHhULR7de6XC7U19d3qfxJe3Q6HWbPno0jR45g+vTpQz5L2e/3w2q1wmq18hmeLpcLHo8HgUAAIpEISqUSCoUCEokEUVFRfKa3XN7z2scSiQRxcXEAgPj4eFgsFhQWFuLEiRPgOA5ZWVmYOnUqOI6L6Is3ipJLQwOMbq9vgFrSjOM41NbWoqSkBDU1NRCJRHj0riVgWRYvvP0Znn14BZYvH93u69e98xmef2sbnn14BX73QHP2kEAggFKphFL5fb1ut9sNh8MBh8MBm80GrVYLj8cDu92OpqYmuN1uNDQ0QCKR8INvRkdHIzo6usOgrEAgwPL5uXhr07f8tN2Hz+Op/7s5DJ9O//B4PNiyZQsWLFjQ415F0dHRkMlkqKurQ1paWre/i44fP47ExEQYjUYkJyf3qA0Uda0JlkIZOXIk0tLSBrg1rdXU1GDDhg0AgDvuuKPNZWbMmAG9Xo/Kyko8//zz2Lx5c7e2oVZ/P7hzTExMl1/31ltv4de//nVIEC+IYRi89tpr+OSTT2A0GnHq1CnU1dW1yvZev3494uLicOedd3arzdeKoXQ9/N133+FnP/sZgObs/6v3tZa/MVqWxRgKri6FEo5jh6IoiqL6Aw2C94GGhgbI5fJuBw4aGxvhcDig1+vDcpE4adIk1NXVISYmBjKZrNfrixSEEDgcDj7w7XQ64fV6IRKJ4PF4+NIm0dHRkEqliIqK4rM5+/Jz0Gg0mDFjBmbMmIFAIACLxQKXy4WioiJotVpUVVUhMzMTSUlJYak9TFHhIpNJQv52efo3CB4IBFBXV4eUlBTk5+cjJycHRUVFGDZsGGbPns2fD5/7ye0Qi8V4/q1tAMAHuFtqKwDeHrlcDrlczt/M8ng8fA+S4A01j6d50ND6+noYjUbI5XK+nngwIK5SqVoFeG+aPSEkCP7duVI43V4o5ZGfBRQMgM+fP7/XwWepVAq9Xg+n0wmGYbp1c1ij0UAqlfLjYlAU1blIrwf+r3/9ix88d968ee0uN3/+fLz33nvYvn07rFYroqOj+7xtBw4cwNGjR9udL5PJsGjRInz44YcAgIqKipBAnt/vx/r165GTk4MzZ84gJycHIhH9qTUUud1u3H333WBZFpMnT8aaNWtaLdPU9H1vsOC1xFDAcRxf9zsYBO/tsUNRFEVR/YVemYWZ1+uF1WpFamoqH1jpCr/fD7/f36NsufZIJBIQQrBlyxbcfvvtvcp6HmhtZXs7HA7+olImk0EsFiM6OjqkhEFPsvHDQSgU8t3jcnJy+FrEV65cwf79+yEWi7Fy5UrU1tb2W9dQimqPLjq0TqXZ0r0aqt1FCIHVasWpU6dgMBjAMAySk5ORlJSEmTNnQiAQYP78+W2+NhjYbisQ3p0AeFtkMhlkMhni4+MBNPfMCQbEhUIhvF4vnz3u9XphsVggEon4HiYts8Rn5Y6ASCQEyzYPOupnA8g/VYRFM8d1u139iRCCrVu3Yt68eWE9NwXPxWazGTExMV36ngtm7jc1NcHr9dJuxFSI7a/ux9a/7MWtT8zHLY9dN9DNiQhGoxHnzp0DELlB8P379/PPJ0yY0O5yEydOBNBcym7Xrl19nlnt9/uxbt26Tus26/V6/vnVgfngAHl1dXX44osvoFKpsGDBAqxevRorV66ERCK5enXUIPXqq6+iqKgIAPDMM8+0uUzLIPhg/g12tfz8fBgMBgwbNgwTJ04My7FDURRFUf2FpqOGWUNDAxiGQUxMTJe7YDY2NoJhmB4PINaRlJQULFy4EFu2bIHT6Qzruvua2+1GXV0dCgsLcerUKRQWFqKhoYG/qBSLxdDpdNDr9RgxYgTGjh2L3NxcjBgxAgkJCQMWAG+LSCRCRkYG5s+fj7Vr1/KZEx6PByaTCR988AF27NiBM2fOoLGxEYSQAW4xdS2JjwnttVJntIRt3YQQvvvr/v374fP5UFBQAKFQiJEjR+KOO+7AmjVrMHfuXAiFwi71kvjdA8vx7MMr8Pxb27Dunc8A9D4A3haFQoGEhASMGDECubm5GDduHEaOHAm9Xs/3KmEYBkajESUlJbh48SJ/rnLYLMjL1oesr+BscVja1Vfsdjvq6+tx6623IjU1NazrZhgGDMNAIBCgqqoKHNd53XmVSgWRSMR/xhQVtP3V/dj6570AAbb+eS+2v7q/8xddA7799lsQQsAwTIdZ1gOF4zgcP34cQHNPj44CYS0HTzxx4kSft00sFmPFihWdLmez2QA0JztkZmaGzHv99ddD/nY4HPjss89w1113YdSoUdi3b1+4mtumK1eu4MEHH8SwYcOQmJiIjIwMLF++HHv37g1Z7he/+AV/Tm55br7uutCbSVu2bIFYLOaXaa+mdVe32x2EEHz44Ye44YYbkJWVBblcjlGjRuGpp56C1Wrt8XrDwWg04uWXXwYAjBgxot1BG81mM/+8O2V5It2WLVsAfJ8FHo5jpzcqKiqwbt06fv+tqqrCbbfdBrVajbFjx6KsrKzV8o899hgmTJiA1NRUqNVqTJ48GX//+987vDY5e/Ys7r77bqSkpCA+Ph65ubn417/+RX+zURRFDTI0CB5mRqMROp2uS+VMWJaF0WhETExMn3aXTEpKwo033ogvvvgior+og2VOqqurce7cOZw/fx6XL19GRUUFP9CoQCCAVqtFTEwMsrOzkZubi7Fjx/IXMYOl/rlAIADDMBg2bBhiY2Nx1113Yfbs2RAIBCgoKIDL5cLBgwdBCEFhYSGsVmtE/99Rg1tibGgQvLaHQXBCCN9rw2Aw4Ny5c9i4cSNOnjwJiUSCiRMnQiKRYMaMGVCr1UhJSelx6aeWgXDV1AfCHgC/GsMwUKvVSE1NxdixY5GTk4NRo0ZBp9MhLi4OarUagUAAZrMZDQ0NKC8vR2aiOmQdJy9W9EnbwsFut0MkEkEsFvdp2ajg+buyshKBQKDDZYcPHw69Xg+dToeGhoY+axM1uPAB8Bau1UB4fX091q1bh8mTJyMvLw8PP/wwgObjbMWKFRg+fDimTZuGt956ix8scyDV19fDbrcDABITEztctmWphIsXL/Zpu7qjuroaALB48eJW58qnnnoKb775Jn7zm99g9uzZIdf25eXluOGGG/gyEuH2+uuvY9q0aZgwYQLOnj0Lg8GADz74ADt37sSCBQv4fQNorl/94YcfhlwzX7p0KSRLHwDfY1EkEmHRokX44osverXdrnK73Vi6dCk2bNiA999/H6Wlpbh48SJ0Oh1eeukl5OTk8P8PA2H9+vX8fnzfffe1u9z58+f55y1v6gy0uro6PP/885g0aRLi4+P53yTtPR566CH+tYQQfPrppwC+D4J3VUfHTk/85z//wbx585CZmYmnn34aly9fRm1tLebMmYPPP/8cDocDFy9e5OuXA8DGjRsxatQoHDp0CNu3b0d1dTXOnDkDjuPwi1/8Avfee2+b23r33XcxZcoUiMVinDp1Cg0NDdiyZQs2bdqE3/72t71+LxRFUVT/oUHwMHK73bDZbIiPj4fdbudrHraFZVlUVVV12nUsXOLi4nD77bejpKQkJDNhoBFCYLPZUFFRgTNnzuDcuXOoqanhAx4Mw0Cr1YZke+fk5PDB444GpxtMGIaBRqPB+PHjsWTJEiiVSsyePRscx8HtduPgwYPYuHEjPvroI9TW1sJkMsHv99PAOBUW6cmxIX8XV9Z3+hpCCDiOQ0lJCfbs2YOPPvoIGzZswMmTJ/lA6vjx47F27VosXrwYY8eOhUajCWu7f/fAckjEIvj8LCRiUZ8FwNsiFosRGxuLYcOGIScnB+PHj8eIESOg1+uhUCgQCAQwMi30cz12rhgVFRWw2WwRdexWV1dj69atYBiGL+PUl1QqFf892ZHg2A/x8fGw2Wxwu9193jYqsrUVAA+61gLhr7/+OkaMGIHNmzfj73//O06ePMmfY//v//4PBw8exMmTJyEUCvHII4/grrvu6nB9zz33XIeBsK4+MjIy2t1Gy/IQLQevbEvL+ZHSEyQQCODIkSMAgB//+Met5t9yyy14+OGH8eKLL+LgwYMoLS3Fo48+yt/sZVkWd911V0hwNBzeeOMN/PznP8f777+Pn/zkJ/wA0LNnz+ZLi61fv56vFw8Aa9euxdKlS/m/HY62y6BZLBawLItnn3221TV3T7bbFT/4wQ9w8uRJbNq0ib8ZkpmZiQ0bNoBhGJSXl2PVqlUD8j0aCASwfv16AM3X7nfffXe7yx47dgxAc+ZzdnZ2m8v0x3HX0ldffYXRo0fjueeew8mTJ2E0Gjv9HG+++ftBvb/77jtUV1cjLS0NU6ZM6dI2gc6PnZ5YtWoVdu/ezX+2LMvivvvuw//+9z9UVVVhyZIl0Gq1mD17NoDmm3D33nsvvF4vfvKTn/DZ6FlZWXjjjTcAAO+//z4OHz4csp3PP/8c999/PxYuXIh3332XL5k3bNgwfP7552G/tqUoiqL6Fq0JHkZGoxECgQA6nQ7nz5+HSCTivyhb8vv9qK6uRnJycr/WOGUYBnq9HoQQFBUVYcSIEf227ZaCGd+NjY1oamqCy+WC2+3mB7dsWdM7LS0NGo1mSA3s2VUMw0AoFCIvL48fbT1YW7y6uhpRUVH46quv0NjYCJVKhYSEBGRkZCA+Pn7QZMRTkWFURujgRJfL6vgu9QDgdDphNBrR0NAAo9GI4cOHg2VZJCcnQywWY/z48YiNjQ3J6u6PckTr3vmMD4D7/CzWvfNZvwbCgxiGgUqlgkqlQmpqKjweDywWC+ze0OPQaHHiwqUixMU01w0PZkW3NbBmfzlz5gwuXbqEO+64o1/PswqFAgqFAg0NDW1+TwLgx9UQCAQQCAQwGo0hNUWpa0tHAfCg4PyhXCOcEIKHHnoI77zzDmbNmoWvvvoKSqUSly5d4rv933jjjQCAqKgovPLKK5g5cyY2b96Mhx56qN3xFvqDxWLhn3d2/dtyfmc3zPrLt99+i4aGBkybNg233XZbp8unpaXhtddew5o1a3DbbbehtrYWLpcLjz32GHbv3h2WNhUVFeGxxx7DkiVLQoKVQbfddhsfhK6pqQmZ98QTT2DHjh0AmgcsffPNN1u9fvPmzRg2bBhmzpwZtu12A86jGAABAABJREFUZMeOHdiyZQv+8Ic/tEoUysjIQF5eHk6cOIGCggIcOXKkVbv6Wn5+PmprawEAU6ZMaXfsDJ/Px9fnHzduXESUaPzuu+/w2muv4d1330VGRgbuvPNO2Gy2kLI1ixYtgkajwebNm/lpw4cP558HS6Hcdttt3bpu6e6x0xXB/SMnJweFhYUwm81Yu3Yt5syZAwDYuXNnyPJnzpyB1+sF0PrGWm5uLv/8+PHj/H5ls9nwwAMPgOM4vPjii63es0wmw1133dVuXXiKoigq8tAgeBg1NDTwpVDEYjF8Pl+by9lsNqSkpAzIADkSiQQcx6G0tBTl5eVYuHBhl2rwhkMw8N3Y2Ai/3w+XywWFQgGn0wm5XM4PKqfVavnB5ahQwa61weyFG2+8kb+pUF9fD6/Xi6qqKgQCAVgsFtTV1UGn0yE2NhZxcXGIiorqaPXUNWpkRmi3dKvDjeKKWtRVlmDOnDnYu3cvYmJiEBcXh5EjRyI6Opr/IaDVageiya1qgAf/BjAggfCWZDIZEhMTcb0uFkLhfxAIfF9j0mj1QCkTQyKRwGq1ora2FgqFAjExMdBqtf3WOwgALly4gIaGBqxatarfvgeuFszylslkrb4TS0tLIZFIkJmZCZ1OR4Pg17itf+lafeGtf9k7pIPgv//97/HOO+8gKysL27Zt47Nvg6Uq1Go1n/kIAGPHjuWf79u3r90g+E9/+lOsWbOm1+3r6NqtZQCpswBay5uqkdJz5tVXX4VQKMSbb77ZrQDgtGnTsGfPHkyZMgVOpxN79uyBwWDotCRMV6xbtw5+vx+rV69uc/7999+P6upqiMXiVoOLXnfddZgyZQqOHTuG999/H+vWrWv1nb5p0yasXbs2rNvtSLCu+ty5c9ucHwyCA0BBQUG/B8F37drFP29oaGi39r7VauUDrosXL253ff1x3AHNQfnt27dj586dEAqFOHfuHF/LPZhJffr0aVRVVeGee+5pN3M9WAqlu4Hsnh47XdHy2mHlypXtLjd58mRkZWXBYrG0Gji45cClwdrlQHMZFIPBgPT0dH6w3quFewwViqIoqm/RIHiYeL1eOBwOpKWlAWj+Qr66ayEhBCaTic9uGygCgQCLFy/GuXPnsHnzZixfvrzPMhTcbjfMZjMaGxvhcrngcrng8Xig0WggkUjAMAwyMzMRExOD6OjoHtcHvpYFaxVf3bWYEILMzEyYTCaYTCbU1NRg+vTpOHHiBIYPH44LFy5Aq9Xyj4HMRqX6ByEETqcTZrMZTqcT2dnZOHbsGDIyMqCQiuDyfl8z9uyVGty+qPlH6LJlywaqyW1qaxDM4L+REggHALFYBH1iDMpqTPy0gFCBlJQUWCwWBAIB2O12NDU1wWw289nRMTEx0Ol0IT/Kwq2goADTpk0LCZANFJlMhpqaGqSmpob8kG9qauKzxGNjY1FYWAiv19uvPaioyHHrE/M7zQQPLjdU7du3D+vWrQPQnLkbG/t9yaVgEHzBggUhx1HLgE7LTOyrxcbGhqyvL7S8yRcMELbH4/G0+bqB8vnnn+PLL7/EX/7yF753XneMHj0aTzzxBJ5//nkQQnDmzJleB8EDgQCfyT1+/Pg2lxGLxfjTn/7U7joef/xxrFmzBk6nE//85z/xq1/9ip9XWFjI/1YI93bb4vP5+LrkK1eubPM3gc/n42/8tCyv018KCgr451u2bMGkSZPaXO6pp57C6dOnAXRcO7s/jjug+Xdp8NwBAP/+978BhF7fbdy4EQCwZMmSNtdx6tQplJaWIiEhIeRGW2d6e+x0R0fXTTExMSguLgbHcSH7ltvt5jPcAYSMn/Dxxx8DaM7mpyiKooYGGgQPE5PJFFJPNSoqCvX139fVZVkWHo9nwAPgLY0fPx5xcXEoKSnBmDFjwhaAZlkWjY2NMJvNsNlsEAgEMJlMEAgEUCgUiIqKQnR0NGJiYqDRaGjgu48E64xrNJqQrowzZsyA3+/HyJEj0dTUhMrKSpw5cwbz58/HyZMnMWfOHOzevRvR0dHQaDT8/xUNPEW+YK8Aq9UKq9UKpVIJqVQKj8cDm82GCxcuQKlU8oM5CgQC5ObmNg9WmTMS3xz9fvCxk5cqcfuiqQP4btrWVgA8KBID4ZkpcSFB8CaHF8OHD+d7azQ2NsJqtcLtdiMQCPAlourq6qBSqaDT6cI6eHJlZSWA5q6/kXLTSyKRICUlha8zGnyvbreb/0EbExMDhmFgNpuRnJw8kM2lBkgwu7ujQPitT84fslnggUAAjzzyCAghWLx4cUhGt8vlwoEDBwB8XwolKFiSAcCAHzstB7t0Op0dLutyufjnCQkJfdamrqivr8cDDzyAtWvX4vHHH+/xeu655x48//zzABCW8Xmqqqr49fS0p9/KlSuRkZGB8vJy/OMf/8Djjz/OX5dv2rQJeXl5rbKCw7HdthQXF/M3Rw4fPjxgZRs7cuHCBQDNvZg6Cuhu3boVADBp0iRMnRpZ11I+nw8ffvghJBIJfx4hhOCjjz6CVqvF9OnT23xdcIDJFStWdLn3WLiOnXAJlpoEmkv6vPHGG7h8+XKbPRoCgQCOHz8OALTuN0VR1BBCg+BhYjabodFo+B/v8fHx/J39QCCAqqqqkIv/SJGYmIjExEQcOXIEU6dO5UcI767gAJcmkwlNTU1wu90QiUTweDxQqVSIjY1FVFQUdDpdyOdEDQyxWIzk5ORWP4jnzp0LQgimTp2KpqYmNDU1oa6uDhkZGXC73YiLi8Ply5fR0NCAqKgoREVFIT4+HmlpafB4PFAoFBETWBtqAoEACCGoqamBw+HgHxMmTEBJSQlyc3Px7bffwu/38zcvFAoFf2NOKBS22ZUz2I108rjMkCD4oZNX+ueNdUNHAfCgSAuEx8WEBghMluYeQkKhEDqdDjqdDizLoqmpiQ+IMwzDZ4ebTCbI5XJotVr+PNrTc3R+fj4aGhqwdOnSiLupJZFIkJycDKPRyH9XWiwW/oenWCxGdHQ0TCbTgAfyqIHTUSB8KAfAgebazIWFhQCAX/7ylyHzvv32Wz54eHUQvGXt6VmzZvVxKzsWGxsLjUYDi8USkijSFoPBwD9vrzRDf/D5fLjjjjswbNgwPnu2p4YNGwalUgmn08lnM/dGcBB5oP2BLTsjFArx6KOP4tFHH0VlZSU+/fRTrFq1CkBzEPz+++/vk+22pWVmd2c3SQaCw+GAydR8U3vmzJntfhcXFBTg8uXLAJrLnUSa7du3w2Qy4frrr+f3w/z8fFRWVmL16tXtJicFg+AdZba3FM5jJ5zKysrw1FNP4cKFC/jb3/6GBQsWAGg9YGdTUxNf2rRldjhFURQ1uNFIZBgEAxjDhg0LmZ6fn4/Zs2ejqqoKiYmJET2444wZM2A2m7F7924sW7asVWmN9ng8Hr7cRrDcic/n4+u7xsfH84EeWuN7cGAYhi+R0pa4uDg+s9hms/G9HKqrqyGTyUJGVRcIBLjllltw5coVjB8/HhcuXIBMJoNcLodMJoNarYZYLL7mAuccx8HtdvMPqVQKqVQKr9cLp9OJixcvwuVygWVZiEQirFq1CgUFBcjLy0N1dTV/YykjIwMajYbP2rnpppt63KbZuSPxMr4fROi786Ww2l2IVg/8YE5A1wLgQZEUCI/Thp5LTU2tB3gTiUSIi4tDXFwc/H4/zGYz5HI5HA4HXC4X7HY7PB4PzGYzJBIJX+O/q4Fsu92OXbt2YdiwYbj11lsj9niTSqVISkqCxWJBdHQ0EhMTQ7o2x8bGoqSkhD8uqGtTW4HwoR4AB74vXxAdHc0HbYKCpVCys7ORkZHBTw8EAnw3/4yMjA6D4MFrud4Si8Wtrodbmjp1Knbv3g2z2cyPDdOWYK+V4GsGyv333w+j0Yj8/PywXMdHR0fD6XSGPbv90qVL7dYs7sx9/z979x3X1NX/AfyTRUIYYe8hSwVBhnvj3nvg6mPH02Htslo7nrbaaW2tdjzW7tpatWrrqMWBA0RxbwEBRUD2JowkZJ3fH/nlPokQCBAI4Hm/Xr5Mck/O/ZLc3Nx877nf89RTeO+991BZWYkvvvgC8+fPx61bt5CRkdFsveq2rPdhurWds7OzERERYZJ+TUUsFjO3mypls3HjRgCaKx+ae/066nOnS7svmTp1KvOYthTKwyfRtFJSUpCWlgYHBwejJ9c19WfHFPbv34/HHnsMERERuHDhQpMnoxQKBXO7sLCwI8KjKIqiOgD9FWkCFRUVIIQ0qOkWHByMoqIiODg4tGttV1NxdHTEuHHjcODAAURFRRmsFUsIgVgsRklJCcRiMWQyGSwsLCCTyWBpackkvZ2cnDrFbOiU6QkEAggEAqZeLwD06tULAODr68s8plKpwGaz4e3tDUII1Go1KioqIJPJIJVK0bNnT70R5rm5uQA0iXg3NzcMGjQI9+/fh4uLC+7cuQMeTzOhII/HQ+/evVFRUQE3NzcUFBQwlziy2WxYWVkxt9VqNVP/T3v5pvZxFoulN7qDEAIejwelUgkej4e6ujoolUoolUqoVCoIBALweDyo1WrmBJBKpYJCoYBarUZUVBRu3boFPz8/nDp1CnK5nOk/OjoaDx48QEREBBISEpjPi6WlJTw9PWFlZQVCCKytreHg4AChUKh34kibvGivkXwjonrCgseFXKH8//dOjdNX0jFjdGS7rK+lVGq1UQlwLW07lVrdTMv2ZWervw8U10ibbM/j8ZgrdCQSCcrKylBeXg6lUsmMuMvMzERBQQHs7Ozg4uKiN1Hpw7QTb44ZM6ZTleNqipWVFZRKpV4yD9Akwe/du4eKigq9fQ/16GES4RvjMXt190+A19fX48yZMwA0kxk+PKjg6NGjABomsP7++2/k5eUB0NQobuoE2H//+1+mVEdb+Pr6Ijs72+DysWPHIi4uDoQQ3L59G4MGDWq0nbaeMpvNxrhx49ocV2u8+eabOHHiBM6fP2+SSaDlcjnKysogFApNkjjWvSrm8OHDBiep1DI0At3a2hrPPvssPvnkE5w7dw5XrlzB/v37ER0d3eiVN6Zab1P9Hj9+HLNmzWqy/a1bt+Dj49NhpSp0S/QY+g7KyMhgSqFs3ry52eRvR33utHJzc3H8+HEAwOzZswFojtW1ta8nTJjQ6PO0o8BnzJhh1EloU392TOHatWtYuHAh5HI5tm7d2uw26eDgwPxeuHnzJj0BT1EU1U3QPbkJlJeXw9rausGBzoULFzB48GCT1strb87Ozli8eDESExMhk8n0JnzRHryXlpairq4OtbW1zAhWNpsNHx8fODo6QiQSGV0rjuretJdUag+A+/bta7CtboJOrVZDpVKBw+HAz88PbDYb/v7+UCgUkMvlzOiM6upquLm5MaNDVSoV1Go1AgICwOVyYWlpiYKCAmRlZTHLbGxsMH78eFy5cgUBAQE4ffo0kxhgsVgYPXo00tPTMWjQIFy4cAFyuRxcLhccDgc+Pj5wcHBgEt8SiQQcDgd8Pp/5/Ht7e0MoFGL8+PGwsLAAh8Nh+teWeZg4caKJX+m2E1ryMTQiEAmX05jHDp2+3mmS4O8+N6vFzzF3KRQAsODpf80qlCqjnysUCuHj4wMvLy+IxWKUl5czl4uXlZWhqqoKZWVlsLKyYkaSa5Nj2isJ6urq4O7u3mlHfzeGx+OhpKQERUVFemXEBAIBrK2tUVZWRpPgFGa+OqrbJ7+1CgsLmcvydU80A5qk2/379wE0TIJrJ8IbMGAAnnrqqQ6ItHmLFy/GW2+9BZVKhcTERINJcG2N88mTJ3fIxIEP++abb7B161YkJibCx8fHYLtbt241eWyjKyEhAXK5HLNmzTLJ4BgvLy94e3sjNzcXe/bswbvvvmtwNHBWVhY+//xz/Pe//210+YsvvohNmzZBLpfjiy++wMWLF/HGG2+0+3p1eXp6wsPDAwUFBfjtt9/w5ptvwsvLq9G25eXlePrpp5mTQx1Bd4JW3VHrutavXw+1Wo3x48c3e3LAHD755BOo1WoMGzaM2ZecPXsWpaWl8PPzY05E3LlzB9nZ2cwVhi0phdIenx1T2LBhA3O18sMTuhJCGrTn8/kIDQ3FrVu3IBaLcfjwYcyYYf7jSoqiKKptaBK8jQghKC8vh6enZ4Nlzs7OyM/PN8vBe1twOByMHj0ahBCcO3eOGXFbVVUFiUSC2tpacLlcWFtbM2UZdJMvFNVWbDabOZGivZqgsR9CPXv2BACMGDHCYF8uLi6NXlKrLSEyb948g8uaG33W2Odem/DvildBTBkRrpcE/zv+Or75jxI8Hv2qaC0eV7+2ZmvqSrLZbKZEkUKhQGlpKcrKypi68CwWC1lZWSgoKIBIJEJFRQXS09MxadKkTjmxmDGkUikEAgFqamr0ynM5OjoiPz8fhJAuldinqLbQ/Qw8fEypLYViaWmJUaP+d1Lg119/xdWrV+Hg4ICdO3c2Own5unXrsG7dOtMFbYCXlxfmz5+PP/74A7t378Zrr73WoM2NGzeYmsqvvPKK3rLExEQsWrQInp6eiI2NbfYKF3Urrgbav38/Vq9ejdjY2CaTdNevX8fu3bvRt29f1NTU4MGDB+jVq1ejo0UJIfj4448hFAqxfv36FsdkyBNPPIH3338fMpkM8+fPx8mTJxuMvC0rK8OiRYuwe/dug/14eHhg8eLF2LZtG3bu3AkLC4smE56tXW9jyUZdixYtwueff47a2losWrQIR48ebTBiVywWY8aMGVi4cKHBZHR7cHNzg0gkglgs1qtfrnXu3Dn8+uuvcHZ2xnfffWdUnx31uZPL5fjyyy+xdetWANCr9X769GkAYEqv1dbW4qmnnsLBgwcBaCaQvHXrFjOIpCmt+ex0FO0kwTKZTG/OEQDM/gYAM78CACxcuBC3bt0CALz11lsYN25cg+N73VIpNTUNS95RFEVRnQsdrttG2prI2snnAE0NsYKCAvTp04cZndPVaMtWiEQipKSkIDY2FhUVFeBwOHBycoKfnx9CQkIQFhYGDw8PmgCnqG5gzrj+evcrq+v0JsukWu7h3/tN//xvnnZS27CwMISEhMDPzw9cLhdqtRrV1dX4+++/kZ6ejqioKHA4nFYlgDqDGzduwN3dHWVlZcwIWEBzebJSqaQ/NKlHiqOjI/z9/QEA9+7d01umTYJHR0czVyTdunULL730Euzt7REbG4vAwMCODbgZmzZtgr29Pa5evYpDhw41WP7OO+8AAJYuXdrgZPQbb7yBgoICXL58GV999VWz69ItEVFVVdVs+6SkJCxevBivv/463N3dkZaW1uDf7du3sX37dkyZMgVPPPEEACAqKgqhoaFwd3fHjh07GvS7bt06nD9/Htu3b2feS1NYtWoVM6L3+vXr6Nu3L7766itcvnwZFy5cwBdffIGIiAg8+eSTDa4iaKwvQJOonjJlSpNlRlq7Xt1JNXVrbGu99tprzG+qs2fPIjw8HN999x2uXr2KpKQkbN68GaGhoQA0o9dbSqlUIiYmBlZWVhg0aBBSUlKMfi6LxWJGAqem6h8bFRUVYenSpbC0tMShQ4fg5+fX4tjaS1ZWFnr06IE1a9aAEIKePXti8eLFzPKCggIAmpMWPj4+8Pb2Rnh4OHOCSTsKfNq0aU3ORdLaz05b6R4P6G5fD9Otw//GG28wgxKuX7+OZ555hjmhcvHiRQCa0fArVqxgRrOnpKRg2rRpyMzMBKD5rbxr1y5s3ryZ6XfdunXYu3ev3pwGFEVRVCdDqDbJysoiZ86cIWq1mhBCiFqtJllZWaS+vp4QQsj27duZZV2BQqEgBQUF5MaNG+Ts2bPkyJEj5OTJk+TkyZPk66+/JgcPHiS1tbXmDpOiqHYy7LEPCC/iCebfwte2mDukLu29rfv1Xs/5r/7X5OuQSCTk2rVr5MSJE+TYsWPkyJEj5MiRI+Ts2bPk+vXrpKCggCgUCpOvt72oVCqyfft2Qggh9fX1et85arWaJCYmkqysLDNF171JpVKSmppKpFKpuUOhHrJz504CgPD5fHLo0CFCiOazLxAICADy5ZdfEoVCQXbs2EEcHR3JyJEjSWZmppmjNuzatWvE1dWV2NnZkdjYWKJWq0lNTQ154YUXCAAyc+ZMUldX1+B5AwcOJNCcTySvv/56k+u4fPkycXFxYdr37t2bZGRkGGyfmppK7O3tmfbN/Rs5ciTz3KCgIL1lc+bMIceOHSOHDx8mc+bMId7e3uT48eMteo3i4+OZ/pra5yUnJxM3N7dGY2SxWGTdunVGr3PEiBEEAPnzzz+bbdvS9UokEvLiiy8ybezt7cn9+/cb9Hv69GliY2Nj8HUfMmQIKSsrazK2UaNGEQBk2bJleo9fuXJFr6+QkJDmXxQd9+7dIyKRiPD5fObzlZaWRvr06UN69uxJbt682aL+OsKvv/7K/L0cDofExcXpLf/www/1XhMfHx9SUVHBLO/fv3+z20RbPjuGGLP9nz9/Xm+9r732GpHJZI223bZtm14MVlZWxMXFhbi5uZErV66QQYMGMcscHR3J/PnzCSGEXL9+nTg7O+tt215eXsTKyoo4OzuT7777jlnm6elJ3nnnHVJcXNxoDIa2S4qiKKptWvIbhibB2+jq1askOTmZuV9UVESqqqqY+xKJpEskwaVSKcnJySFXr14lZ8+eJbGxsSQuLo6cO3eOJCcnk7KyMqJUKklycjI5evRol/ibKIpquS27TuglbYX9/01KysXmDqvLen3Tbr3X8/H/fG/S/u/evUtkMhnJzMwkKpWKlJWVkeTkZHL+/Hly/PhxcunSJZKYmEiuXLlCcnJymBO0ndmDBw9IfHw8c18ul+v9IL99+za5du2aGSLr/mgSvHM7cuQImThxIvHw8CBBQUEkIiKCSb5ERUWRgQMHkieffLJBkquzKisrI++88w4JCwsjLi4uxN3dnYwePZrs3r2bqFSqRp9z4sQJ4urqSqKiokhBQUGjbfbv30+EQqHBBJy1tTXZv3+/3nOqq6uJj4+P0Uk8AOT3339nnp+Tk0Oef/55EhAQQIRCIeHz+cTb25vMmDGD/PTTT40m9JtjbBKcEM1ruXr1ahIYGEgsLCyIo6MjmTVrFklKSmrROletWkVEIpHR+wBj1/v7778TLpfb6Ovo7u7eoN8HDx6Q5cuXkx49ehALCwsiEonIyJEjyQ8//ECUSmWzcRlKNtbW1pLhw4frxdJcQv1h165dI6NHjyYeHh5k8uTJJDo6mnz33XdEIpG0qJ+OUlhYSMLDw4mjoyNzgllXcXEx6d+/PxEKhWTatGkkOzubWZadnU0AEEtLS4PbcFs/O4Y0t/3rnhDT/cflcsmTTz7ZaJ9btmwhvXr1IgKBgPj7+5PXXnuNlJeXE0I0J188PT2JnZ0def755/VOwBcXF5NXXnmFBAQEED6fT9zc3MgTTzxBcnNzyZkzZ8jUqVPJwYMHm902aRKcoiiqfbTkNwyLkGaKs1EGKZVKJCUlISgoCB4eHlAqlSguLtarE1xdXY3MzExERnaOyeUeJpVKUVRUhLKyMqjVakgkElhaWoLFYsHBwQFubm56tSi17t+/DwsLC7i4uHRoPT6KotpXZXUdfMavRL38f7WrP355PlY/PtmMUXVd/177E377O4m5/3zMWHzxxpI291tSUoL4+Hg4OTlhxIgRDfbDNTU1KC4uRmVlJeRyOdRqNZRKJTOJppubm0kmZmsPN2/ehKurK9zc3JjHtPFbWFigoKAAd+/exbBhwxqtvUu1nkwmQ1ZWFvz8/BpM9k11Pm+++SY++eQTuLq6oqioyNzhUCaWkJCA0aNHA/hfSYv2NnLkSAQGBuLnn39u93W1p+joaJw+fRrLli3Dtm3bGm1z9epVDBs2DHV1dc3WzKc6njm2//ZmzHZJURRFtVxLfsPQX49tUFVVBUII7O3toVaroVAoGkyUZ2tri4CAAKjVamaiv85AIpGgsLAQZWVlqKurQ319PZycnGBjYwNnZ2e4uro2ufFo6xkePXoUKpUK0dHRDSauoSiq67G3tcKccf2x6/AF5rEtu07gpSXjYUEnyGyxwtIqvfseLnZt7vPEiROoqanBxIkTDdZstbGxgY2NDWQyGUpKSlBSUoK6ujpmQs2SkhI4OTnB3d29U03iqlKp4OXlpTfPBqCpUZufn48ePXrA3t4ehBBUVlY2OykeRXVniYmJAJqeHJqijJWbm4ukpCR89NFH5g6lQ5w7dw4zZsygCXCKoiiKeoTQjEYbVFRUwNLSEpaWllCpVAbbpaSkwM7ODsHBwR0YXePq6upQUFCAyspKVFdXQy6Xw9raGvb29nB1dYWzs3OLJrmcNGkS8vLycODAAfj6+mLQoEF0kkyK6uKejxmrlwTPL6nEnmOXsHTaUDNG1TXlFVfq3Xd3tmt1X9nZ2eDxeBg8eDCsra2Neo5AIICPjw/c3d1RUlKC4uJi1NbWoq6uDoQQlJWVwcHBAZ6enp0iGS6Xy1FdXd0gCc7hcODg4IDS0lK4uLjA0tKSJsGpR5pUKsWVK1cAaEbvUt2bTCZr93V8/vnn6N27d7c4qdLU7zJAM7HlF198gWPHjnVQRFRbdMT23xGa2y4piqKo9td5hiZ3QZWVlXBwcIBcLmcS4o2JjIzE9evXOzg6fVKpFPfu3UNqairy8vIAAHw+Hx4eHggKCkLfvn3h4eHRqgS2l5cXFi9eDAcHByiVSqSnp5s6fIqiOtCgvgEYFhmk99inP8dCpVKbKaKuSalU4d6DYr3H/DxblrRVKpW4cOECTp06BS8vL3h4eBidANfF4/Hg6emJ8PBwBAUFwcHBAWq1Gmq1GgUFBbh9+zYyMzMhlUpb3Lcp3b59G35+fo0uE4lEkEqlkMvlcHBwQEVFRQdHR1Gdx8WLFyGXywHQJPij4OeffzZpAu3u3bv4448/kJOTAwA4efIk/vvf/2L16tUmW4e55ObmIiUlxeDyM2fOICYmBjt27EBgYGAHRka1lqm3f3NobrukKIqiOgYdCd5KMpkMUqkU9vb2KC4uhouLi8G2AoEA9vb2KCwshLu7ewdGqYmzsLAQpaWlqK6uhkAggFAohIWFBXx9feHs7GySMi0sFgshISEghMDOzg4FBQXIz89HVFQUvcyQorqglY9NQtL1u8z9tKxC7Dx8Ho9NH2bGqLqWe7klUCj1f7SFBHgY9VyVSoXr168jNTUVUVFRGDRoEFgsVptj4nA4cHd3h6urK8rKylBYWAilUony8nLU1taivLwcTk5O8PDw6PCa0Pn5+c0mtt3c3CCVSmFnZ4f8/HzIZDJau5p6JGlLodjZ2SEsLMzM0VDtgcPhMKUGv/nmG/zwww/g8/kAgO+++w4zZ85sVb8ymQyDBw9GRUUF2Gw2+vbti9TUVISEhOBf//qXyeLvSD169GBGC2uvdLKysmr0+4HD4SAxMRH29vYdHSbVAu21/XeklmyXFEVRVMegSfBWqqqqAqAZXSeXy5kvZUMGDx6MCxcudFgSXKFQoKCgACUlJaipqYFMJoONjQ2sra3h4eEBJyendqlRzmKx4OrqCrVajZKSEuzYsQN9+vRBREQETYZTVBcybVQ4wnv54Gb6A+axD749iAUTB4JvQUseGeNGWo7efTcnERxETY/i1ta+ZrFY4HA4WLp0abvsq9lsNlxcXODk5ITS0lIUFhaipqYGZWVlUKlUqKiogLOzc6uvEGqN8+fPY/z48U22efi7ViwW0x+T1CNJmwQfNmxYp5pzhjKdESNGoLa21uT9KhQKiMViAJpJh2/cuAFbW1vs2LGjyx6rZ2dnG9126FBa2q0raK/tvyO1ZLukKIqiOgY9am4lsVgMKysrVFVVGVWT1N7eHhMmTEBdXV27xqVWq1FYWIhbt26hqKgINTU14HA4cHNzQ2BgIPr27QsXF5d2/8HEZrMRERGBJUuWgM1mIyEhAfX19aivr2/X9VIUZRpsNhvvrZit91h2QRm+2nHcTBF1Pedv3tO7HxXSw2Db+vp6nDt3jtlPenp6IjIyskP21a6urggLC0NgYCDc3NzA5XIhFotRUlKCW7duobCwEGp1+5bCKSwsBJ/Ph0gkarYtl8uFlZUVhEIhk8ihqEeJtkwSQEuhUC1nY2ODr7/+Gi4uLrCyssLUqVNx7tw5ekUBRVEURVHdHh0J3kpisRh2dnZwd3c3epRcXV0diouLERQU1HzjVqioqEBeXh6TaFcqlbCzs4OrqytcXV3B5Xb8283hcBAZGQkAKCkpgVwuR319PVxdXVtV15aiqI4zeXhfDI0IxLkb/0vmfvzDISyeOgSeLvQy4uacvZahd39YRMN9f11dHS5evIjCwkL069cPfD4fAQEBHRUiQ1smxcXFBUVFReBwOJDJZKiqqoJEIkFpaSk8PT0bTFhpKvX19YiOjjY61vLycggEAuaqLIp6lHC53C4/QpIyr+XLl2P58uXmDoOiKIqiKKpD0ZHgrSCXyyGRSKBWq1uUWLa1tYVIJEJmZqZJ46mrq0NaWhrS09NRUFCAuro68Hg8eHt7IywsDJ6enmZJgD/MxcUFXl5e4PF4iI2NRWxsLMrKyswdFkVRBrBYLGxcvUivFnWdtB6rN+4yY1RdQ15xBW7fzdN7THey0fLycqjVasTFxcHPzw+LFy9G7969TVL3uy04HA48PT0RGhrKlM6qr69HQUEB0tPTcefOHUgkEpOu88GDB+DxeLCxsTH6Oba2tlCr1ZBIJMzkgBRFURRFURRFURRliPkzo12QWCyGWq2Gt7d3iy9Vt7e3x9GjR+Hj49PmOqtKpRL5+fkoLi5GVVUV1Go1RCIRHBwc4O3tDaFQ2Kb+24uPjw98fHxQVFSEc+fOoVevXvD09ISVlZXZE0AURenr38cPT8wagZ/3JzKP/XX8Cv46fgVzx/c3Y2Sd2z+nb+jdt7e1Qv+QHsjIyIBQKIREIoGNjQ1mz57deAdmZmFhgR49esDFxQW5ubmoqKiAXC6HWCxGcnIy3Nzc4OHh0eYTrEqlEm5ubi3e9/N4PNja2qKsrAxisdiosmQURVEURVEURVHUo4uOBG8FsVgMpVLZqlqtPB4PAwcOxJkzZ9oUQ3l5OZKTk/HggWbSOisrK3h6eiI4OBi9evXqtAlwXW5ubpgxYwZ69eqF7OxsyOVy3Lhxg5lFm6KozuGDF+bAQWSl99hL67ejtKLaTBF1fn8dv6J3v39vd/zxxy6UlpbC0dERPXv2hIWFhZmiM55QKESvXr0QEhICBwcHqFQqqNVqPHjwAMnJySgvL29T/wkJCcjNzW3VSWE3Nzeo1WpaF5yiKIqiKIqiKIpqFk2Ct0JVVRX4fD4sLS1b9fzevXujqqoKBQUFLX6uVCpFeno6MjIyUFNTAy6XCw6Hg4CAAPTp0wd2dnatisncQkNDYWFhAT6fj/379+Off/5BQUEBCCHmDo2iHnnODrbY/PoSvcdKK2vw9Lqf233CxK7ofl4JTl9J03ts/OBgLF26FMOGDWv1d4c5iUQi9OnTB/7+/uDxeJDL5SgsLER6ejrS0tJadfKysLAQ1dXVra6BLhQK4erqSpPgFEVRFEVRFEVRVLNoEryF1Go1Kioq2jw52KRJk2BtbW10kpcQgsLCQiQnJyM3NxdisRg8Hg/Ozs4ICwuDm5tbq0amdyYsFgvBwcFYtGgRBg8ejJSUFFRUVOD+/fs0GU5RZrZw0iBMj47Ue+zwmVv48vc4M0XUOclkMqzfukfvMXtbKzy3eFqX30ez2Wy4u7sjLCwMPj4+sLe3R3V1NfLy8pCcnIyioiKj99UKhQLHjx/HxIkT2xSTpaUlKisr6ckYiqIoiqIoiqIoqkld+xe5GdTW1kImk8HDw6NN/QiFQkilUmRkZDTbViqVIi0tDdnZ2SgtLYWFhQU8PDzQu3dvBAYGdolL6lvKyckJ48ePh6OjI3g8HmQyGQ4cOICsrCyaEKcoM2CxWNjyn3/BxcFW7/H/fP0XEq+kmymqzqOgoAAHDx7E7r1/4UBiqt6yRZMHQ8Bv2xwQnYmFhQUCAwMRHBwMDw8PCAQCqFQqZGZmIi0tDVKptNk+cnJyMGzYMFhZWTXbtimurq7gcDioq6trUz8URVEURVEURVFU90aT4C1UU1MDW1tbk5QdcXV1haenJ+7evdvockIIioqKkJKSgpKSErDZbDg6OsLPzw+hoaFdtvRJS3l7e8PS0hKjR49GTk4Otm/fjpMnT0Iul5s7NIp6pLg5ifDrR0/rTWKoVKoQ89oWZOWXmjEy85DJZCguLkZGRgYIIRg1ahRqOC4Q1+qXBvn3vFFmirB9aUuk+Pj4ANCcKNHOV1FYWGjwhGVmZiacnJxaXQZFl42NDaqrq2lJFIqiKIqiKIqiKKpJNAneQpWVlWCz2Sa7rF0oFOLy5csoLdVPIMnlcqSnpyMzMxP19fWwsLCAUChESEgIvL29u/xl9a0hEokQHR2Nxx57DL169QKXy0ViYiIUCgVqamrMHR5FPRLGDu6DN56aqvdYeVUtZr/8FapqJGaKquPU1tbi/Pnz2L59O65evQpnZ2cEBQXB09MTXAsBPv3lsF77KSP6IjTQy0zRtj8OhwMfHx+EhITAxsYGhBCUlpbi/v37yMjIaHCysq6uDu7u7rCxsTHJ+tlsNmxtbds8QSdFURRFURRFURTVvT16mdQ2qq6uhqurq8n6Y7PZmDFjBg4fPgyJRJNAqqysRHJyMvLz85nJLz09PdGnTx+TJQ66MhaLBS8vL7DZbIwcORIymQzHjx/HH3/8gWvXrjGvI0VR7ePd52Zhyoi+eo+lZuZj9stfQiKtN1NU7ae+vh5VVVW4desWjh07BgcHByxevBjDhg0Dm81mRsZv3n4MRWX6I5JXLZtsjpA7nI2NDfr06YMePXrA0dERNTU1yM/PR3JyMiorKwFoEuB//vknOBwOOByOydbt4OBAk+AURVEURVEURVFUk2gSvAVUKhVKS0thbW1t0n6tra0xceJEHDx4ENnZ2UhPT0dxcTE4HA48PDwQEhICHx+fR3L0tzFsbGwwZ84czJ49GxYWFjh69CgUCoVR9dYpimo5DoeN3z5+FsH++nMjJF2/i8Wvb4VcoTRTZKZTW1uLK1euID4+HgqFArW1tejbty/mzp2LXr16NUji3s8rwcZtR/Qemzg0FCP69erIsM2KzWbD29sbISEhcHd3B4fDYfbF9+/fx4EDBzBp0iTw+XyTrtfJyQk1NTVQKrv+dkdRFEVRFEVRFEW1D5pVbYGamhpYWFhAJBKZvG87Ozv07t0b9+7dg0qlgp2dHby8vJhLzKnm8fl8hIaGYs6cOeByucwl8jt37sTFixdpzViKMiFba0sc+OpluDvp7w8Pn7mFBau3oF6uMFNkradWq5GVlYVdu3YhLi4OQqEQw4cPh7W1Nby8DJc0IYRg+Qe/Qir7X+kPNpuF9SsXdETYnY52VLinpycATe30I0eOwMnJqd2+Py0sLFBbW2vyvimKoiiKoiiKoqjugSbBW6C8vBzZ2dmwsrIyab9isRipqamQy+WorKwEl8uFv78/AgMDweVyTbquRwWLxYKbmxscHR2xYMEC2NnZISEhATt27IBCoaCXzlOUCfh5OuOfb1bBzkao9/jhxJuYt/LrTl8ahRCC/Px8pKSkoLy8HGlpaXB2dsa8efMwZ84chISEgMfjNdvPll0nEH/pjt5jz8yL7ta1wJvD5XIRGBgIPz8/CAQCODs7g8PhIDU11eQnJIVCIQoKClBVVWXSfimKoiiKoiiKoqjug2ZYW6C4uBgikYip/2oKBQUFyM3NRUVFBaytrdG7d29wOBwkJyebtPb4o4zL5aJXr17o1asXCCFgsVgoLCwEh8PB6dOn0bNnTwQEBMDCwsLcoVJUlxMW5IWDX72CKc9/jjqdpPexc8mY+OxG7PviRTg72Joxwoby8vJw7do1VFdXw8PDA71794ajoyMcHR1b3Nel25l4ffMevcd83Bzx0UvzTBVul0YIgVAoRHBwMMrLy1FcXAyFQgFvb2+4u7ub5PuUxWIhLCyMzgdBURRFURRFURRFGcQihBBzB9FVHDp0CFwuF5Mnt32iM5VKhaysLJSUlKCqqgoikQiurq7w8/MDh8NBYmIiAGDkyJFtXhdlmFgsZurVqtVqzJw5EwqFol0u2aeo7uzcjbuY/sJm1NTJ9B4P9HbBga9fQU9fN7PERQhBYWEhpFIprKysUF1dzZTPsLOza1PfuUUVGLnsI+SXVOo9HvvNqxg/JLRNfXcH586dQ1hYGGxsbJjvvOLiYlRXV8PJyQn29vbw9/c3yXwXCQkJIIRg9OjRJoj80SWTyZCVlcWM4KcoiqIoiqIoiurMWvIbhpZDMRIhBDU1NbC3t29zXwqFAunp6SgrK4NYLIajoyP8/PwQEBDATLY2YsQIKJVKnD59GvQ8RfsRiUQYMGAAYmJiMH/+fFhaWiIrKwsymQz79u3DjRs3UFNTY+4wKarTGxoRhCNbG5ZGuZdbgqFLP8A/p290WCyEENy7dw/79u3Dzp07cefOHQgEAri5uaFnz55wcXFpcwK8qkaC6S9sbpAAX/Pk1Ec+AU4IwalTp6BUKpk5LTgcDgICAuDn5wcnJyfU19ejuLgYaWlpUCjaXj/e09MTCoWCfl9SFEVRFEVRFEVRjaIjwY0klUoRHx+P8PBwZrKv1vZz9+5dVFZWQiAQgMvlIiAgwGBCJjU1FUFBQeByuSYtw0I1r66uDvfv38f9+/dRU1ODyZMno76+3mSX8FNUd5SSmY8ZL2xGblFFg2VrnpyKtc/NBI9n2kpctbW1yMnJgYWFBbhcLrhcLgQCAaysrCAUCpvvoIUqxLWY+vwmXE3N1nt8ZL9eOPrtanC5HJOvs6sghODEiRMQCoUYNmxYo23EYjEzCbRUKoW9vT2CgoJgaWnZ6vWmpaXhwoULiImJaVM/jzo6EpyiKIqiKIqiqK6EjgRvB3V1dZBIJG1KqNTW1uLOnTsQi8UQCAQQCAQICQlpckRiSEgIsrOzUVpa2ur1Uq1jZWWFsLAwzJw5E0uWLIGDgwPq6uoAALt378ahQ4dw+/ZtVFdXmzlSiuo8+gR44syv/0FEb58Gyz79ORYjH/8YGTlFbVpHbW0tlEolEhMTsWPHDpw4cQJyuRwuLi7w8/ODt7c3nJ2d2yUBXlwuxsRnNzZIgPfyc8eez1c80glwAEx5L0MJcEBzBU5wcDAsLCygVCpRVFSEO3futOmqGxsbG6jVamYfTVEU9ShzcnICi8XS+7du3Tpzh9Wtbdu2rcFrzmKxkJ2dbe7QzCI7O7vR12Pbtm3mDo2iKIp6hNEkuJHq6urg4ODAXNrdUmKxGGlpaSgpKYFKpYK1tTWCg4ONGrEWFBQEW1tbHDx4EHK5vFXrp9pGe+AWFBQEFouFmJgYjBgxAmq1GgkJCcjKykJaWhqkUimqq6vpJfnUI83DxR7xP7+JhZMHN1h2NTUbAxauw+e/HoFCoWy2L0IISkpKcO3aNRw8eBAZGRkoLi6GTCbDwIEDsWTJEsyaNQuRkZHtXsv/ZvoDDF36AW6mP9B73M1JhEP/XQkHkXW7rr+zu3z5Mvh8PgYOHNhsW6FQiJCQELi5uYHP56OkpATp6ekQi8WtWjefzweLxaJJcKpbSkhIaDSZ1Ng/DocDBwcH9OvXDytXrkRqaqq5wzfKmjVrIBKJsGbNGnOH0i2sWLECq1atwoIFC0zS37p16xrd3saNGwe1Wm1UH81tu11daGgoVq1ahVWrVqFPnz4duu7o6Gij9xFCoRA+Pj6YNWsWfv31V9TX1ze/glYQiUTM6zFp0qR2WQdFURRFtRQth2Kk1NRUpKenY8yYMS1OtFRVVeHu3bsoKyuDtbU1XFxcEBgYyNT/NlZ2djbOnDmDWbNmtToZT7Wf2tpaCIVCnDt3Dg8ePACLxYKrqyt69+5NS6hQjyRCCP676wRe37wHSqWqwfKwIC98/dZjGBoRxDwmkUjA4/GQkpKC8PBw7Nu3DzY2NvDy8oK3t7dZ9n2EEPz291m8smEn6qT6PxY9Xexx7PvXzDbxZ2dQW1uL69evY8SIES1+rkqlwr1791BSUgK1Wg0rKysEBAS0eP6NiooKxMbGol+/fggJCWlxHJQGLYfSOWVmZmLr1q0AgJSUFBw9ehQA4OXlhZiYGL22YrEY169fx9WrVwEAbDYbK1euxIYNG1p83NlRMjIy0KtXL737QUFBTTyjc9i2bRueeOIJAMDatWs75UjrhIQEZsLgtsQYFxeHuLg4APrbIKBJkK9du7bZPlavXs3c/vzzz2Fra4unn36aeWzjxo2tiq29Pf744/j1118BAPHx8YiOjm7Rc7KystCjR492jBDYunUrMjMzAQA//PADc5XqggUL4O3tzbRTKBTIzc1FQkICKis1c5oEBQVh165d6NevX7vFp/tZ+eWXX/D444+327ooiqKoR09LfsOYtjBrNyaRSKBQKFp8tryyshKZmZkQi8WwsbGBm5sb/P39wWa3fBB+jx49YGNjg3379mHixIlwc3t0ky6dkbW1ZhTo8OHDAWiSO8XFxWCxWMjKyoKFhQXKy8shk8ng7u4ONzc3WFhYmDNkimpXLBYLLy4ej6HhgVj29g/IyNYvg3L7bh6in1iPUZF+mDW0B+ws2RAKhYiOjkZAQAAAYO7cueYInVFcLsbLn+zAvhNXGizr4eGEo9+thr+Xixki6xyKiopw7NgxTJ06tVXP53A4CAoKAofDQWVlJaqrq5GZmQl/f384ODgY3Y9IJEJYWBikUmmr4qCoziwgIIBJEG7bto1JQOo+/rDTp09j/vz5KC0txeeffw6xWIwffvihw2JuiYdHEqtUDU+aUuY1YcIETJgwAYD+NggA77//PkaOHMkk2w3R3VY///xz2Nvbd9rEd1ezfPly5vaff/7JJMGXL1/eaNK+trYWL7/8Mn7++WfcvXsXY8eOxblz5+hJZIqiKKrbo+VQjEAIgVQqhVAobFESvKKiAvfu3UNNTQ1EIhHc3d0REBDQqgS4lqOjIxYsWAAul4uKioYTz1GdB4fDgYeHB9zd3eHv7w8vLy8EBQXBwcEBOTk5OHjwII4fP466ujrcu3cPUqkUEonE3GFTlMn16+OHhJ/WYMnk/mjsgojT17Ow+tvTOHFHgl59B8Le3h42NjZmvXpCoVBiy64T6DPrrUYT4EMjAnF2+9uPdAL89u3biI+Px/z58+Hk5NTqfthsNgICAuDo6AgbGxtIpVLcu3ePGaVmjLKyMtTU1EAikdByVBQFYNSoUcxIVAD48ccfcfr0aTNGZFjv3r3xyiuvwMbGBi+88AJ69+5t7pCoFlCr1Vi8eDGKi4vNHQplJGtra/zwww8YMmQIAM0VJCtWrDBzVBRFURTV/uhIcCMoFAqoVCqIRCKjJ+4Si8W4d+8eVCoVhEIhnJyc0KNHD5MkdSwtLWFpaYnk5GQIhULweLxOe4krpU8oFCIoKEjvMl+lUglXV1dUVFTg0qVLkEql4HK5cHZ2RnR0NKqrq9u91jFFmYpKpUJFRQUkEgmcnZ1x9+5diEQiXL9+Hc9Mj8TMUX3x/o/HkHwv/6HnqbEj9jx2xJ7HlJHheHbeaEwYGgoOp2PP1SqVKuw8fB4f/3AI9/Man5D433NHYfOaxeBb8Do0ts5CrVZDJpOBx+MhJiamTSd2tVgsFvz8/MBms5Gfn4+ysjKwWCz07NnTqP2fq6sr2Gw2UlJSoFAo6FU2FAVg8uTJ8Pf3x/379wFoRvCOGjXKzFE1bvPmzdi8ebO5w6BaICYmBrGxsaitrUVRURGWLl2KY8eOmeQ7gWp/bDYbzz33HM6fPw9AUzonJycHvr6+Zo6MoiiKotoPTYIbQXt5tbF1nWtra3H37l2Ul5fD1tYWbm5uJkuA6woNDUV2djaSkpIwffp02NramrR/qmNwuVzY2NjAxsYGs2fPBqA58VJeXs7MKu/v749Dhw7BwsICzs7OcHFxoTVbKbNSq9VQKBSoqakBl8vF3bt3cffuXbDZbDg6OsLLywsCgQAhISHg8Xh69TCnjhmMb/fG4+MfDqG8qrZB34cTb+Jw4k34ujti4ZTBmDd+APr29G7XkeH5JZX4Zf8Z/LTvNPJLGh+B7CCywrfvPo5ZY9qvbmZnJ5fLUVdXh4qKCpOP1mSxWPD19YVarQYhhEmE9+rVq9la8JcvX2baSKVSmgSnqP8XHh7OJMFv3bpl5mio7qR3796YNWsWFi1aBAA4ceIEPvroI7zzzjtmjowyVkREhN79W7du0SQ4RVEU1a3RU/VG0CbBfX19YWdn12zbjIwMZhJMV1fXdkmAa/Xo0QMTJ07EgQMHmAlRqK6Px+MxNd/Dw8NhY2ODxYsXY/r06QgICIBUKkV9fT3Onj0LlUqF2NhYHD9+HNeuXUNOTg4tq0KZBCEEhBAUFxeDEIIzZ85gz5492LVrF/bs2YPMzEzmSpR+/fph8eLFWLhwIcaPH4/g4GCw2WzweA1HS/N4XLy4eDzS/v4Ea56cCqGg8YRlTmE5NvwUiwEL16HPrLfwyic7cCjhOsQ1bd++CSE4dTEVITPegEXkk/CbuArvf3vAYAJ88dQhuPHnh490AjwjIwO7d++GjY0NU7Pd1LQjwt3c3GBtbY3Kykrcu3cPMpmsyeeVlpYyJVloXfBHA6nKBbn0E0hVrrlD6dQsLS2Z23V1dcxt7bGp7j/tZHXp6elYsWIFgoKCIBQKmeWGJvdLT0/HypUr0bdvX9jb20MgEMDHxwfz5s3D7t27DZYounDhQoMYWCwWEhISmvyb5HI5vv32W0yYMAHu7u6wsLCAk5MTBgwYgLfeegt5eXlGvz5XrlzB8uXLERwcDFtbW/D5fLi6umLkyJFYs2YNzp492+A52tdOO9EfALz33nsN/o6mJlA8e/YsnnzySQQGBsLKygrW1tYIDAzEsmXLmAkojXHq1CnMmzcPHh4e4PP58PT0xOTJk7Fnzx6j+2iLhQsX6pXReO+995p9/1pKqVTil19+wfTp0+Hl5QU+nw9HR0f069cPb775Jh48eGDwudHR0Qbfl/z8fLz++usICQlhSrBp/2VnZzO3dcsKjR49ukF/xkw2qlKp8O2332Lw4MGwt7eHlZUVQkND8e677xp9lXF70N0/APr7CC2JRIKvvvoK48aNg7u7O/h8PlxcXDB06FB88MEHKCsrM3lct2/fxgsvvMB8LoVCIXr06IEFCxbgzz//pGXPKIqiqFajI8GNIJVKwefzweFwUFJSAkdHx0bbKRQKZgS4paUlXFxc4O/v3+51bZ2cnLBw4UIcP34cQqEQ7u7u7bo+ynz4fD68vLzg5eUF4H+TcE6cOBEVFRUoLy9HXl4e6uvrweFwwOfzUVZWhoqKCjg4OEAkEjH/UxSgGdHNZrNRWloKKysrXLhwARUVFZDL5WCxWBg7dixqamrg5OSE0NBQDB48uNHEdmuIbIT48MW5eGXpBGz54yS27DqBKgMJ7nsPinHvQTG+2X0SABDo44qoYF/09vNAgI8L/Dyc4GBnDQdbKwgFFsx+t0YiQ4W4DqUV1bifV4J7uSW4mfYAR5NuGxXjgFA/rH95AUb272WSv7krUiqVOH78OFgsFhYtWgQut30PHVgsFvz9/aFSqVBdXY3a2lpkZGQgODjY4LYnFovh4OAAPp9Pk+CPitxLQHW+5n87b3NH02kVFhYyt3WPD5955hlUVFSgurpab8LMgwcPYsmSJQgODsa4ceNQU1ODAwcONJocI4TgnXfewYYNG6BUKuHj44NZs2ZBKBQiJSUF+/fvx19//YWNGzdi37598PbWf588PDywatUqAMC5c+eYsgxNuX37NmbPno3MzEzw+XyMHz8efn5+KCsrw/Hjx7F+/Xps3rwZmzZt0pss8GFyuRwrVqzATz/9BEIIgoKCsGDBAnA4HGRmZiIxMRFnzpzBZ599hpCQEBw8eBCBgYF6r11KSgozQeSQIUMwdOhQvXU0drKwvr4eTz/9NLZv3w5AMxJ3/PjxIITg4sWL+O233/Dbb79h2rRp2Llzp8GrYAghePHFF7FlyxYAgIODA+bNmwcHBwfcu3cPjz32GPbv34+nn3662de0rTZt2oRLly7h8uXLUKlUWLx4MW7cuAEXl7bPmZGamoo5c+YgPT0dXC4XY8aMQc+ePVFVVYXjx4/jk08+wRdffIGPP/4YK1eubPD8mJgY9O/fH4BmMk6t8+fPY8aMGXB2dsbw4cOhVCpx6NAhJqErEomYbfPo0aNISUkBACxYsKDBdvzw+/4wiUSCiRMnIiMjA+PHj0e/fv1w7tw53LhxAykpKfj7779x9uxZWFtbt/6FaiXd/QOABr8hz549i5iYGBQUFEAgEGDChAnw8fFBSUkJ4uLicP78eXz++ef49ttvsXDhwjbHQwjB66+/js8//xxqtRpBQUGIiYmBhYUFbt68ib1792Lv3r0YNGgQDhw4wAwYoiiKoiijEapZKSkp5Pr164QQQu7cudNoG5VKRe7cuUMuXLhAzp8/T5KTk4lSqezAKDXUajU5ffp0h6+X6rxkMhkpKCggKSkpJCkpiSQlJRGpVEouXLhA8vLyyL59+8ipU6fItWvXyP3794lCoTDLtku1D7lcTurq6khtbS0pKysj9+/fJ/v27SM7duwgO3fuJHv37iWEEJKamkrkcjkpKCggMpnMLLHW1EnJD3/GkwEL1xJexBNm/TfiXx+Sw4k3iVqtNstr0ZmcOHGCpKend/h6lUolSU5OJmfPniWXLl0iqampRKVSNWinVqvJ77//Tggh5Pr16yQ5ObmjQ+02pFIpSU1NJVKp1NyhNEldX0fUJz4g6uPvaf6vrzN3SB3ml19+IQAIADJq1Kgm21ZVVRGhUMi0//DDDxu0ycrKYpYPHz6c2Nvbk127dum1uXr1KmGz2cTX11fv8eeee4557po1axocOyQlJREHBwcCgHh6epL8/HyDsa5du5bpKz4+vtE2ycnJRCQSEQAkKCiI3Lt3T295TU0NiYmJYfr57rvvGu1HpVKRKVOmMO02bdrUYF9/7949Mnjw4CZj0n0v1q5da/Bv013vhAkTCADC4XDITz/91KDNzp07CY/HY94PQ8djr732GrPu6dOnk+rqar3laWlpxM/Pj4wePbpFMRpD+3fr9pednc281wDI+PHjG91fawFosD097M6dO8TOzo5pe/v2bb3lUqmUPP7448w6161b12R/2nZhYWHE09OTbNy4Ue99z83NJdbW1uThn8fLli1rdtt8mO5zJk2aRBYvXtzg2GrlypVMm3feeceofo3h6+trdLxvvfUW09ba2lovxoSEBMLn8wkAEhERQXJycvSeW1lZSSZNmkQAEBaLRX755ReD69H9rDTV7t///jfT7oMPPmiwDZ08eZLY2toy+4Campom/z6Koijq0dCS3zC0HIoRpFIpU3v53r17qKqqatDmwYMHqKmpgUQigUAgQFBQkFkmq2SxWBg5ciRSUlKQlJQEtVrd4TFQnQufz4e7uztCQkIwdOhQDB06FAKBAIMGDYKHhwcmTZqE3r17QyAQoLi4GCqVCufPnwchBLt378auXbtw4MABnDhxAvn5+aisrIRUKoVMJoNSqTT3n/fIUiqVEIvFyMvLQ2pqKqqqqnDnzh1IpVIcP34cu3btwq5du3Dw4EGkp6eDEAK1Wg03NzdMmjQJixYtwqJFizBv3jwAYEbZai91NQdroQD/nhuNizvX4sKOd/HqvybBx63xK2/ayxOzRuDizrVI/PU/mDyib7tfydOZVVVV4ebNmxg7dix69uzZ4evncDgICgqClZUVxGIxysrKkJvbsPSFSqXCgAEDAAACgaDZ0ilUN1B4E9BeDk+I5j7VwOuvv86UR3NwcGhyZDSgGfX54osvNhjRGRUV1WAOgL179+Lbb78FAEydOhUbNmxocNw7dOhQ/PjjjwA0pSf+9a9/tfpvUSqVWLhwIcRiMTgcDvbv399gpLW1tTV+/fVXZsT2ypUrUVBQ0KCvjRs34vDhwwCA5cuXY+XKlQ329QEBAdi3bx+srKxaHfPDPv30U6bUyerVq/Hkk082aLNo0SK88cYbADTvx3//+98GbS5dusSMavb29sYff/zRYMR4r1698Ndff+H06dMmi78pvr6+2L59O/M6Hj9+HB9//HGr+1OpVFiwYAHzm2vPnj0IDQ3VayMQCPDjjz8iKioKAPD+++8jMTGx2b5v376NsWPHYtWqVXrvu5eXF0aOHNnqmA1JTk7GTz/91ODYat26dczVTbolVzpKenq63va1evVqJkaxWIxFixahvr4eAoEAf//9N3x8fPSeb2dnh71798LDwwOEEDz//PPIyMhodTx//PEHs7+IiYnB22+/3WCS1TFjxjAT6N69e5fWn6coiqJajCbBjSCTyZgkuJ+fH7KysvSWl5WVobCwEDU1NbC1tUVgYKDZJ+UKCQmBUCjEjh07UFRUZNZYqM6LxWLB0tIS7u7uCA4OxuDBg8Hn8zF8+HCwWCzExMRg4cKFmDhxIvr27QtbW1sm+Z2cnIz9+/czydbjx4+jrq4ON2/eRGlpKZKSknD9+nWkp6cjNzcXKpWKKVNAaC0/BiGEmWCypqYGUqkUVVVVKC4uxtmzZxEXF4cDBw4wdVUTExMhlUqxf/9+nD17Fvfv34dcLgebzYaPjw8sLCwwfvx4vSR3ZGQkrK2t4ezsDEtLS1haWnbq5C6LxUJUSA98snIB7h7+FOd/fwfvvzAHo/r3hgWvfUpxxEwahOxjn+O7tU8gMvjRnhSquLgYe/bsgY2NDcLDw80ai4WFBYKCgiASiVBTU4OCggKUl5frtSkuLoarqysAzUm/+vp6c4RKtRMiqwapLtT7h7zL0AwWhOb/vCsN2hBZtTnDNpuamhqcPn0aM2fOxHfffQcAEAqF2LdvHxwcHJp8LpfLxUsvvdTospMnTzL1sQkhePfdd5llr7/+usE+Z8+ezSTQT5482eqk7J49e5CcnAwAmDZtGvr06dNoOz6fz5QAkUgkzGugVVdXhw0bNjD3tQnnxri7u2PmzJmtivdhdXV1+PTTTwFoXmdtqY3GrFixgvmO/uKLLxoMaNm4cSPz2PPPPw+hUNhoP5GRkRg3bpwpwjfKlClT9F7PdevWGZWUbsyePXtw+7ambNmYMWMwcODARttxOBy89tprADTl3dauXWtU/6+++mqjj//6668Nfue11bJlyxqdyN7W1hZhYWEANIOpSkpKTLrexiiVSmRnZ+Prr7/GsGHDUF2t2U/OnDkT//nPf5h233zzDVMqZfHixQ1KwGhZW1vjxRdfBKAZNLZ+/fpWxUUI0aut3tTncunSpUxZxx9//NGsNdUpiqKorofWBG+GWq2GQqFgzoz36NEDcXFxiIyMBKD5ws/OzkZlZSXs7e3Ro0cPs9R0exiLxUJkZCSCgoJw7NgxREZGwt/f39xhUV2QNlGunTxHO9qof//+TJ1FLUII+vTpA4VCAS8vL0gkEtTW1qKkpAQuLi64ffs2BgwYgD179uj9qIuIiACXy4VIJEJxcTFKSkrA4/HA4/Fga2uLXr16obi4GPb29igpKYGFhQUzIaNIJIJcLoelpSXq6+vBZrOZf21N9GqT9UqlEiqVCmq1GiqVClwuFxwOB2q1GnK5HBUVFVAoFFAoFFCpVAgLC0NaWhp8fX2RlJQEhUIBuVwOmUyGYcOGoaioCMHBwTh37hzKysrA4/HA5/Ph4+MDf39/SCQSCIVC+Pj4QCgUQigUMolr7Sil+fPnt+lv6ypYLBb69fFDvz5+eOOpaaiXK5ByLx9XU7Nx+24u7ueV4n5uCfJLqyCVyQ32Y2XJh6+HE/y9nNHT1w39+vSAr7sjInr7tltivatRKpU4e/YsysrKMGXKFLNczdQYKysr+Pn5QalUorKyEllZWcxnAtAkErSj6QQCAeRyOVPrnuoGkvcBVYYnvgMASCuBSz/oP2bnA/R/vN3C6gxOnz7d5Pcci8XCxIkT8eWXXxp1NUdYWJjBeW90a+9euXIFaWlpADSfv2HDhjXZ75QpU5j227dvx6hRo5qN5WE7duxgbk+dOrXJtoMHD2Zux8bG4r333mPuHz58GBUVFQCA0NDQBqNbH/bkk0/C3t4enp6eLY5Z1+HDh1FZqZl4eeDAgXB2djbY1tXVFT169EBWVhays7ORmprKjIKWy+X4+++/mbYTJ05scr3jxo1r0USbbfXBBx/gwoULiI+Ph0qlwqJFi3Djxo0m/97G/P7778ztKVOmNNl2ypQpYLFYIIQgISEBeXl5zNw5jbG3tzd4gtfJyYmZZNlUmvp8eHt749q1awCAvLw8k9RR1zV69Ogml7u6umLNmjV45ZVX9L4zW/L6T506FW+++SYAYPfu3fj+++9bPHfMlStXkJ6eDkAzV0BERITBthYWFoiKikJ8fDxqa2tx+vRpTJs2rUXroyiKoh5d9Jd/M+RyTVJFmwS3srJiDrQIIcjMzERlZSWsra3h7u5u8MeDuVhbW2Pu3LnMCNIRI0Z06hGgVNfGYrHA5XLB5XLh69twNK12JE9MTEyDZSqVCiwWC0KhEK6urkxSmc1mM583uVyOgoICZplSqcTw4cORmpqKgQMH4vjx45DJZEyyOiQkBLa2tuBwOCgtLdW7TFMoFGLGjBk4c+YMQkNDcezYMb2/Y8yYMbh37x4GDBiAU6dOQSKRMMl1X19fuLu7QyaTgRCCgoICJmmvvQrE3t4eFhYW6Nu3L5Pk1k6wq/1xNn78+EZfR+2JBjs7u9a9Ed0Y34KHqJAeiArp0WCZVCZHZXUdZHIFCNGcxLAWCmBvKwTfwjSTeXZn//zzD3r27IlRo0Z1uu8JJycn1NbWQqlUor6+Hvfv30dwcDAIIbhy5QrzQ1/7XS2XyxsdeUd1QR6Rmgkw1Srjn8PmaJ7XzXl5eTX4PmWz2RCJRPDz88Pw4cObTfLqMnawhHZEOKAppdXcCSfdUdtJSUlGx2NonQ+XxXiY9soQALh16xYUCgWTlNPtx9Bocl1jx47F2LFjWxpuAy2JH9D8DdoRyVevXmWec/PmTeZqFxaL1aBMzcO0pWE6CofDwa5duxAZGYnCwkIUFBRg6dKlOHr0aIu+V3S3k+beJ1tbW3h5eTHlspKSkho9ztTq6EFBTX0Gdcvt1NbWmnzdjU3kKRAI4OTkhKioKAwePLjB1csVFRW4c+cOc7+5179Xr17gcDjMFZ/Xrl3DoEGDWhRnaz4fWlevXqVJcIqiKMpoNAneDO2Bpm4dtxkzZqC+vh6lpaUQi8UghMDBwaFFPzQ6GovFwogRI5gyFWPHjoWtra25w6IohnbUqbW1daNXU2gTx0OHDm2wTJtcb+og2MfHB/369WvwuHZk9aJFixos047IaW6kVWOffe0BuqlH9VCGWQosYCkwbymqrkZ7MlcoFGLmzJmdLvmty8fHB7W1taiurkZlZSVzQozL/d+hjPa7WlvHlOr6WB7hILYewK09gKQC/yuD0mhrQOgA9F0AlnXLRp52RQEBAdi4caPJ+jO2/rVubX5jvuN02zRW17851dXVTNkGoPHjAEMUCgUqKyuZGFoau6norvf777/H999/b/Rzi4uLmdv5+fnMbWtra+aKGEPMcazv6uqKP/74A2PGjIFKpUJcXBzWr1+Pt956y6jnV1dXQywWM/eN3ca0r3Fz25gp67wbw1C5GgB6I6bbYx6n5cuXIzo6ukXPycvL0ytb2Nzrb2FhATs7O6ZUWW5ubouT4LrvWVxcXIuORXQ/HxRFURTVHJoEb0ZjSfDq6mo8ePAAMpkMXC4XDg4OCAgI6PSXXrNYLLi4uGDo0KH4559/4OPjgyFDhnSaS94piqKojqFUKnHp0iWIxWJMnjzZ3OEYhc1mw9/fHykpKVCr1SgoKMCDBw8wZswYpo1uEpzqPljWziCDngZSDwHFKYYbuoYAITPA4tArP1rD2MSTbg1eY0426SZq6+rqoFKpWnTs+XDN3yeeeKLZ+ua6dNfV0thNRXe9AwYMaNEEjLqlO3RHCxsTv7mO8UeOHImPPvqIqe387rvvYsSIERgxYkSzz334/W7pNqabQG9MR5/s7cwnlxvT3q9/c+vs1atXi0Z2NzbAhaIoiqIMoUnwZtTX14PD4egdRNra2qK0tBQWFhZgs9nw9vZudiRGZ+Lq6opFixYhJSUF586dYxLhXe0gjaIoimoZQgjS0tJw6dIlREVFYciQIeYOqUWEQiG8vLyQlZXFTCBrb2/PLNfW66dJ8O6HxbEAsfdtOglu70sT4B1AW7IL0Ewe3xztpNiAZhRuSxOzuusDgBdffJGZm6elWhq7qeiud8iQIa0ewa97pZwx8atULSgjZGJr1qxBUlISDh06pFcfvLma2w+/3y3dxrSTJlKt09jr39RodqDtr7/uOnv16mXSK1woiqIoSlfnHrrcCdTX14PP5+sliEtKSlBWVoacnBzY2dnpTRbUVbBYLISGhmLEiBHIzMxEeXk5nV2boiiqGxOLxRCLxSgtLcXixYsRFhbWJU9+urm5QSQSQalUwtvbu8Gl0Hw+v0OTW1QHqi4EWAYOXVlszXKq3enWGDamFEFJSUmjzzWWra2tXmKttLS0xX00tn7duNqb7nrbEr/uBJ21tbV6ycfG6JaR6WgsFgu//vor/Pz8AGhKuTz22GN6pTYa8/D73RHbGPU/Xl5eescGzb3+crkcVVVVzP3WvP6m+nxQFEVRVHNoErwZ9fX1ehOGKBQK5Ofnw8rKCiUlJejRo0enL4PSnF69esHJyQnnzp3Dvn37UFFRYe6QKIqiKBOpqKiAWCxGdnY2RCIRRo4cqVeHtKthsVjw8fGBVCoFl8tFfn4+M4k1oKlPqlAozBgh1W7EeQBRaxLebA7gM0jzP4uleVycZ+4IHwm6JS3S0tKaHW2ckvK/0fvDhw9v8zpv3brVbPtr167hww8/xDfffKP3uG4ZkuTk5Gb7SUtLwz///IOLFy+2INqGdNdrTPxKpRIff/wxPvzwQ716yeHh4Ux5CkKI3gSGjcnMzGxlxKZhb2+PvXv3MqWqjh49ik8++aTZ5+luJ829T2KxGHl5//vsDxs2rJXRUgDg4OCAkJAQ5n5zr396ejqzD7C0tERUVFSL16n7+dCWPGvOF198gQ8//NCozzFFURRFaXXt7G0HUCgUeknw/Px8VFdXw8rKCr6+vigqKjJjdKY1ceJEjBw5EqdOncLhw4fp5eQURVFdmFgsxqFDh5CQkABCCMLDw7vkyO/GWFtbo2/fvhAKhZBIJCgoKGCW8Xg8mgTvhohKCdSVae5Y2gMDnwGr50Rg4DOA5f/Xh64r07Sj2lW/fv0QHBwMQDPS+OzZs022P3z4MHN76dKlrVqn7vMOHTrUbPsPPvgA77zzDq5evar3+OTJk+Ho6AhAk2x78OBBk/0888wzmD59Ov76668Gy5qa1DApKQm///47k6B7eL33799vcr2xsbH4z3/+g08++USvfIiFhQWmT5/O3D969GiT/Zw4caLJ5R2hX79+2Lx5M3P/3XffbfY5uu+37vbTmCNHjjCjy6Ojo5mJ1E2lqfd53759+P3337vd6OWWvP6xsbHM7ZiYmFadZI+KimIS79XV1Th9+nST7W/evImVK1fi3XffbVC+haIoiqKaQpPgzVAoFMyXuUwmQ0lJCaRSKWxtbTF+/PhuNyO1k5MT5s2bh4iICHA4HFy5csXcIVEURVEtlJSUhLi4OAwYMABz5syBnZ2duUMyqX379sHPzw+2trbgcrkoKSlhSqDQJHg3pVYA1i6AewQw6BmwrJ0BaCbNxKCnAfdwzXI1TYK3NxaLhffee4+5v379eoNt9+/fj7S0NADA2LFjMWrUqFatc968ecwEkYmJiTh16pTBtpcuXUJsbCxYLBZefvllvWVCoRBvvvkmc7+pUcnXrl3D2bNnwWaz8fTTTzdYrpucfrjsyMcff4zHHnsMJ0+ebHS969atM7je+vp6fPzxxwCAZ599tsG8Q6tXr2auQv3mm29QV1fXaD+3bt3qFElwAFi+fDmWLFkCQDPKvTnz589HWFgYACAhIQHnz59vtJ1KpcJnn30GQDN5su52aSpNvc+PPfYYHnvsMb0Tsd3B8uXL4e7uDgDYtWsXsrOzG21XW1uL//73vwA0o8B1t/GWYLFYeP/995n77733nsGyOYQQ5vMze/Zs+Pr6tmqdFEVR1KOJJsGboVQqweVq5g8tLCwEi8WCvb093N3dYWtri759+3a7RDgAeHh4gMvlok+fPsjOzsaxY8f0ZqSnKIqiOhe1Wo2CggLcvXsX/fv3x/z587vknBXNyczMhJ2dHQQCAVxdXaFWq0EIYZIQNAnePbF4lprkd58ZDSa/ZHEswOozU7OcJzBThI+W+fPn47nnngMAHDt2DKtXr26Q3Dx37hz+/e9/A9AcV/7222+tXh+Hw8GePXvg4KAZ9R8TE4PExMQG7c6cOYPZs2dDoVDgtddeQ9++fRu0efXVV5nR1Fu3bsWXX37ZoM3Nmzcxd+5cEEKwevVqBAUFNWgTFRXFTPKpO+K8srKSGR0/YMCARte7fft2vP322w1es9LSUixZsgSXLl1CYGBgo8nygQMHYtWqVQA0V6jGxMQ0mNcnIyMDc+fO7VTfAd999x1zBUFztO+39gRuTEwMbt++rddGJpPh3//+N65duwYAWLt2rV5ZDVMZOHAgc1t3cNDJkychkUhgbW2N3r17m3y95iQSibBr1y7w+XzU19dj5syZDa6aqKqqwvz585Gfnw8Wi4VvvvkGPXv2bPU6586dixUrVgAATp8+jaeeeqrBCZ6amhq88MILOHDgABwdHfHFF1+0en0URVHUo4lr7gA6M0IIMxJcJpOhvLwc1dXVcHBwgKurKwDNQVpLZ7nvSiwtLZm65//88w9sbW0xZMgQ2Nvbmzs0iqIoCpqES1JSErhcLiZOnNhtSp40Rq1W49y5c1iwYAEAzSSZJSUlqKysBIvFgqenJ5MEJ4R069fiUdTc+9ld3+/MzExs3boVgH597czMTKxevZq5v3z5cgQEBBjV59atW5GZmak3svXKlStMfw4ODnjrrbea7OObb76Bo6MjNmzYgM8//xx79+7FmDFjYGVlhZSUFCQmJkKtVqNfv37Yt28fPDw8jP6bG9OzZ08kJSVh7ty5SE1NRXR0NAYOHIiIiAgoFAqkpKTg4sWLYLFYWLVqlcFR3iwWC3/99RdeeOEF/PDDD3jllVfwzTffYOTIkWCz2cjIyGBif+655wyOdHd2dsayZcvw888/4+zZsxgzZgx69uyJY8eOobq6GqNHj8bQoUMNrvejjz7CL7/8gjFjxkAkEiErKwtnzpxBTU0NIiMjcfDgQYOlHjZs2ACJRIItW7YgNjYWPXr0wKRJk+Do6IjMzEycOHEC4eHh+OyzzzB79mwAQFxcHDOg5dVXX23R+xEXF4e4uDgA/9sGdfubMGECJkyY0GQfVlZW+OuvvzBgwACDo9d19e7dm3m/09LSEBUVxbzGYrEYcXFxKC4uBp/Px8cff4xXX321QR+7d+/G5cuX9R57+HOzcePGJuOYOnUqgoODcefOHXzyySfIzMyEQCBgSuS89tpr4PP5ep9T3WT5xx9/DFtbW73XSLt+3XZbt27FP//8g4CAACxfvrzZ10eX9vMMaI4JHu4TQIv7HTVqFE6cOIGFCxfi1q1b6NWrFyZMmABfX1+UlJTg2LFjqKqqgq2tLb777jssXLhQ7/mVlZX46KOPAOjvt3bv3s2UCXr4tf/666/h6OiIjz/+GL/88gsOHjyIcePGwcXFBbm5uUhKSkJZWRn8/f2xf/9+OgkqRVEU1XKEMkipVJL4+HhSVFREcnJyyLlz58ilS5dIfn6+Xrvs7Gxy7do1M0XZsQoKCsjly5dJRUUFKS8vN3c4FEVRj6zKykqyb98+sm/fPlJYWGjucDrEzZs3ycWLF/Uey8/PJwkJCeTUqVPkwYMHpKioiMTHxxOlUmmmKLsuqVRKUlNTiVQqNXcolI74+HgCoNl/8fHxRvc5atSoJvvy9fU1uq+0tDTyyiuvkNDQUGJra0v4fD7x8vIis2fPJrt27SJqtbrZPtauXWv036FQKMi2bdvItGnTiIeHB+HxeMTKyoqEhISQZ599tkXH5FeuXCHPPfcc6dWrF7G2tiYWFhbE29ubLFy4kCQkJDT7fLlcTj744APSp08fIhAICI/HI4GBgeT1118ntbW1LVqvh4cHmTZtGtm+fbvR+6+TJ0+SOXPmEDc3N8Lj8YiLiwsZNWoU2bJlC1EoFAa3nevXrxv7EhFC9N+fxv6tXbvW6L527NjRom1MoVCQn3/+mUydOpV4eHgQCwsLYmdnRyIjI8nrr79OcnJyDD532bJlzX5ujFFUVESeeeYZ4uPjQ3g8HhEKhaRfv37ku+++Y9o09znVfY2aajdq1CijYtLV3Oe5tf0SQkhdXR358ssvyZgxY4iLiwvh8XjE0dGRDB48mLz//vuktLS00edlZWW1+rVPT08nr776KgkLCyO2trbMtj1u3DiyZcsWIpFIWvW3UBRFUd1TS37DsAgxUHCLgkwmw4ULF9CnTx/k5uaiqKgILi4uiIiIYEqkAJqRaTt27MD8+fOZGdu7u+rqahBCkJaWBldXV/j6+nbbEVgURVGdCSEEFy9eRGhoKORyOVMeoLtTKBRQq9Xgcrl6V2ApFArcvHkTJSUlcHV1hY+PD1JSUjB48OBH5jvZVGQyGbKysuDn50dfO6pDrVu3jqnnHB8fj+joaPMGRFEURVEURXUJLfkNQ2uCN0FbU7Surg51dXXg8/lwdHTUS4ADmolYRo4c2Wkmn+kItra2EIlE6NOnDzIzM7Fjxw7cvHnTqMluKIqiqJZRKpW4fv06fv/9d8hkMkRGRsLa2vqRSYADQF5eHiorKxuUIOPxeHBycoJAIIBEImEus6d1wSmq69Adk/PwcTZFURRFURRFmQJNgjdBm9CtqqpCXV0drKys4OLi0mhbX19fcDicBpOGdHfW1tYYO3YsYmJioFKpkJOTgwcPHkAul5s7NIqiqC5PqVTi1KlT2LVrFwDN5GCWlpbg8/lmjqxjPXjwAEKh0OAkb87OzhAKhWCxWBCLxQAAlUrVkSFSFNWM69ev4+2330ZVVVWDZbqPOTk5dVxQFEVRFEVR1CODJsGboFKpoFQqIZVKAWgSvlZWVgbbjx8/Hm5ubo9kApjH4yEqKgoBAQHMZKGxsbF48OABaMUdiqIo4xFCoFarcf78ebBYLAQFBWHp0qWIjIwEj8czd3gdTiqVIj4+HnZ2dgbbWFlZwcrKCiqVCrW1tVAqlTQJTlGdzM2bN/HRRx81mKgQ0CTIAc2EnD179uzo0CiKoiiKoqhHAE2CN0GlUkEikYDNZsPR0bHZy865XC5KSkpQXl7eQRF2Tp6enuBwOBg+fDju3r2L33//HRcvXkR9fb25Q6Moiuq0JBIJLly4gN9//x0FBQUYOHAgOBwOvL29H9k5FwghOHLkCMaOHdvs6HdHR0fw+XxwuVxIJBKaBKeoTmrz5s165fOOHj2Ks2fPAgBefPFFsNn05wlFURRFURRlerToXhNUKhWkUilTCsXe3r7Z53h5eaG0tBQ3btxARERE+wfZiYlEIowdOxYqlQoZGRlQKBS4ceMGBg0aBELII5vUoSiK0tJeKXP06FHU1NSgb9++WLJkCU0C/b8bN27A2dkZXl5ezba1t7dHXl4exGIxZDIZTYJTVCejPe47cuQIwsPDMWLECBQUFODIkSMghGDq1Kn4z3/+Y+YoKYqiKIqiqO6KJsGboFAooFAoIBAIYGlpCUtLS6Oe5+TkhFOnTsHNzc1g/dJHCYfDQXBwMAAgPDwcUqkUe/fuhZ+fHyIiImBjY2PmCCmKojqWWCyGUqlEbm4u/P39MWbMmEeuzndz6uvr4e/vb/R3hLZWukKhgFwupxNjUlQns2TJEtjY2GDbtm1ISUnBtm3bIBAIMGTIECxbtgxPPPEEPQFIURRFURRFtRuaBG9CXV0d1Go1JBIJ3N3djX4ei8XC9OnTsXfvXsydOxfW1tbtGGXXIhAIAACPPfYY7t+/j+PHj0Mul2P27NngcrngcDhmjpCiKKp91NfXIzU1FWlpabC0tMSgQYMe+SuGmnLr1i1ERka2KCkmEolQWloKtVqNmpqadoyOoqiW4nK5mDNnDubMmWPuUCiKoiiKoqhHEE2CN6GmpgZqtRp8Pr/Fo5WFQiGmTJmCU6dOYcaMGe0UYdfFYrEQEBCAgIAAyOVy8Hg8JCUlITIyEnl5eQgMDKQJcYqiuoWioiIIhULcvHkTtra2mDt3LiwsLMwdVqelVCpx+vRpjBkzpsVls6ytrWFhYQG1Wo26urp2ipCiKIqiKIqiKIrqamgSvAlSqRRqtRoWFhawsrJq8fOdnZ0xffp0ZGZmwt/fn9bANkCbDBo+fDhkMhkqKiqwa9cu2NvbIzQ0FD4+PvS1oyiqy1Cr1Xjw4AFSUlLg6uqKwMBA8Hg8jBgxwtyhdXqEEPz9998ICwtr1X7fysoKfD4fHA4HEomkHSKkKIqiKIqiKIqiuiKaBG+CTCYDoKlprS3j0VIsFgsCgQAKhQI8Ho8mc5uhrQ05ZMgQlJaW4s6dO/Dy8sLVq1fRv39/AKD1IimK6nTUajUIIbh48SLu378PHx8fDBo0CE5OTuYOrcsghODYsWPw8/NDUFBQq/oQCATgcrlgsVjMdzhFURRFURRFURRF0SS4AWq1GnK5HFZWVrC0tGxT8trT0xNXr15FXV0dRo4cacIouzdnZ2c4OzsDAPr27YvKykocOXIEIpEIwcHB8PPzoyVTKIoyG5VKhZycHKjVarBYLFhbW6Nfv34YOnSouUPrkgoLCyEUChEZGdnqPrQnntlsNhQKBQgh9OQzRVEURVEURVEUBTqk1gClUgmVSgW5XA4+n9/m/qKiolBfX49Lly6ZILpHj0AggKOjI5YuXYrhw4ejuLgYe/bsgUqlQnZ2trnDoyjqEXL37l3s27cPu3fvRkFBARwdHREQEABXV1eTfF88im7fvg07OzuTnCjW1gRXqVRQKBQmiI6iKIqiKIqiKIrq6uhIcAPkcjlYLBYsLS3B4/Ha3B+LxcK4ceNw7NgxXLhwAYMHDzZBlI8me3t7DBs2DMOGDWNG+ZWXlyMuLg49evRAz5494ejoaO4wKYrqJioqKqBQKFBVVQWRSARLS0tMmDAB1tbW5g6tWygoKEBgYGCry449jM/nM0nw+vp6OgkpRVEURVEURVEURZPghiiVSigUCtTX15skCQ5oEuETJ05EXl4epFIpLC0tTdLvo4zFYsHX1xcAMG/ePGRnZ+PChQuoqKhATEwMqqqq4OLiYuYoKYrqanJycpCeno7i4mLY29sjMjISvXr1MndY3c6FCxdQXV2NCRMmmKxPLpcLNpvNJMIpiqIoiqIoiqIoiibBDVCpVEydV1PWnWaxWPD29saNGzcQEhJCJ8s0IR6Ph6CgIAQFBTEjxCsqKmBpaYnDhw/D19cXAQEBcHJyoq85RVEMQgjKysrAZrNRUFAAT09PyGQyhIeHw8XFhe4v2gEhBKdPn4ZSqcT48eNN2jebzQaLxYJarYZarTZp3xRFURRFURRFUVTXRJPgBly9ehXnzp2DSqWCu7s7XF1dTdp/REQE8vLykJycjAkTJoDNpuXZTUmbtOrduzcAYPbs2cjJycHVq1dRVlaG6dOno7q6Gt7e3uYMkzKzI1uTED6uJzyCnM0dCmUGd+7cQUZGBmpqauDk5ITIyEiEhYUBABwcHMwcXfd28eJFCASCdikNlpycjPPnz4PFYsHBwcHkSXaKoiiKoiiKoiiq66FJcAN0J9SSy+Xtsg4vLy+Ul5dj3759mDlzpsnKrlANWVhYMKPEtcrLy6FUKrF7927Y29vD19cXPXr0gJWVlRkjpTpKTnIh9n8aj93vH0evwb4YtbQf+k8NhoWAfg67o7q6OmRnZ8PV1RWZmZkIDw8Hh8NBdHQ0RCKRucN7ZBBCcPPmTQwcOLDdTv4qlUpmBLhSqWyXdVAURVEURVEURVFdCx1+bIC9vT1zuz0vhQ8PD0e/fv2we/duSCSSdlsP1ZC/vz+4XC4WL16MwYMHo76+HnFxccjPz0dycjIUCgVkMpm5w6TaCVETyGVKzH1zDNhcNr5/YR/Wjv8OhBBzh0aZgFQqhVqtRmxsLH7//XfExcVBLpfD0tISgwYNgkAgQM+ePWkCvAPV1dWhoqIC/v7+7Xr1E5f7v/P79P2lKIqiKIqiKIqiADoS3CBra2vmtnZEeHvx8/ODjY0NOBwOKioq6GX4HUx7ybyDgwOioqIAaN5/LpeL48ePo7KyElZWVvDy8kJgYCDs7OzMGzBlUmHRgZj+0kgU3S9HcVY5WCwWqkpqsPXZPzFiUSQGTAsBX2hh7jCpJqjVapSWliI3Nxe5ubmIjo7GvXv30L9/fwwbNgwikYjW9TazoqIiHDt2DJMnT4ajo2O7rkv35KWNjU27rosyH6KQAtUFgK0HWDw60ThFURRFURRFUU2jSXADLC3/94NKKpW2+/qcnJwgk8mYiRx11091PO3owSlTpgAAamtrkZeXB4lEgvz8fLi6uqKkpAQ8Hg9eXl70/eoG3Pwd4eavSc5JqmTgWnDw48sHsOOdIxg6LxzRS/vBO9i0cwNQrVNfXw8+n4+UlBR4eXkhNjYWLi4u8Pb2xoQJE2BlZYUBAwYAAD1p1Qmkpqbi5s2bmD9/PoRCYbuvr6amhrlNk+DdmLQSqMoFeJaafxRFURRFURRFUU2gSXADdBMnFRUVHbJOgUCAwMBAJCYmor6+HmPHjqUTZnYS1tbWzCSbHh4eADR147Ozs3Hr1i3IZDIEBAQgNDQUCoUCdnZ2dORpF+bR0xmv7f4XSnIqkLjjGs7svoGasjo8/918KOVKqJRqOjq8gxBCIBaLcefOHRQWFkIqlcLS0hKzZs2Cq6srRCIRFi9ebO4wKQNqamqQm5uLBQsWgMPhdMg6a2trmds0Cd49EUKAunJAKQPqykFs3Ol3LkVRFEVRFEVRTaJJcAPs7e3BZrOhVqtRVlbWoeseOXIkbt++jT179mDatGl6pVmozsPV1RWurq4YNGgQAE1SvK6uDkqlErdv38bt27chFArh7u4OLy8veHl5mTliSpeVnSWGzAmDlZ3hEYQuvg6Y99Y4zHptNCRiTYmFK7F3sG3NIQyd2xejlvSDb5h7R4Xc7dXX16OkpAQFBQWQy+WIjIxEeno6/P394erqioiICL2rLpycnMwYLdWcixcvIjw8HBMnTuzQ9RYXFwMA2Gw2vRKgu1JIgPpqgG+r+V8hASzopNYURVEURVEURRlGhxkbwGazmRFkZWVlUKvVHbr+sLAwjB49GocPH+7wdVOtw+FwYGtrC2dnZ/Tt2xdLlizBxIkT4eTkhJKSEigUCpw/fx4lJSVISEjAnTt3UFFRQSdiNBNnH3s8u2UunH3sm23L5XFg66RJsAQN9MGEpwfj2rF0rJ3wHd6b9D2uH0tr73C7FUIIysvLUV5ejvz8fBQUFODy5cs4dOgQsrOzmfr81tbW6NevH+zt7eHv70/LDnURmZmZOHv2LDMBaUdSqVQoKSkBoLmiq6NGn1MdTCYGlHKAb6P5XyY2d0QU1ak4OTmBxWLp/Vu3bp25w+q2srOzG7zeLBYL27ZtM3doZtOjR48Gr8fjjz9u7rAoiqI6lccff7zBvrJHjx7mDqtbo0nwJjg7OwPQjE7UjizrSK6urpg/fz5KS0uRnp7e4eun2k4oFCIwMBBRUVHg8XgYMmQIHBwcEBQUBKlUiosXL2LXrl2QSqW4cuUKCCHIzs5GbW0tTY63M7lMgeKscshlLZv41tFThDlrxuDzy6/g5W0LYetshdpKzbwBRZllyLqRT9+7/0cIgVqtRnFxMVQqFU6dOoWdO3fijz/+wOXLl1FTUwNnZ2e4uLhgwIABmDdvHkaMGIGgoCBYWdFRnV2NSqXCyZMncefOHeYKmY5WVlYGpVIJAHSS6W6KKYXC4QIslub/uvJuvd9NSEhoNMHW2D8OhwMHBwf069cPK1euRGpqqrnDN8qaNWsgEomwZs0ac4fSLaxYsQKrVq3CggUL2qV/iUSC7du3Y/78+ejZsydEIhG4XC5sbW3h7++P8ePH45VXXsH27duRnZ3dLjF0JiKRCKtWrcKqVaswadKkDl33unXrjN4/WFhYwNXVFaNHj8b69etRWlrabnE988wzWLVqFZ5++ul2W0dXcPLkSbz66qvo378/PDw8wOfz4eDggN69e2P+/Pn48ccfUV5ebu4wu6W0tDT07NkTQUFBSEvrmgOWjPn+N3Ryadu2bc0+tzueHO1q7/vkyZOZ7w9bW1tzh/NIYJHu/KuhjXbu3ImzZ88CAP71r39h8ODBZouFEIKTJ08iMjISjo6OZouDaj8SiQR8Ph8XL15EWVkZU9d26NCh4HA4cHJygkqlglAopLXiTSD7VgHWTfwe6449gx59PUzS5853jyLuhwvwDXXDqKX9MGROGCxtOnYkrLnU1NSAz+fj0qVLKCsrg0QiAQBER0dDLpfDw8MDKpUKAoGA1u7thurr67F3715ERkaiT58+Zovj/Pnz2L59OwBg2LBhWLJkidli6YpkMhmysrLg5+fX4aP4jUXkdUDBDYArALh8QFmvqQ3uEQFWNy2JkpmZia1btwIAUlJScPToUQCAl5cXYmJi9NqKxWJcv34dV69eBaC5snHlypXYsGFDp70yIiMjA7169dK7HxQUZMaIjLNt2zY88cQTAIC1a9d2ymRCQkICRo8eDcB0MZ44cQJPPvkkcnNzwWKx0K9fP4SFhUEkEkEqlSIrKwvnzp3Tm5/B398fmZmZbV53R2vNe6z7nF9++aXdRz/HxcUhLi4OAHD06FGkpKQAAIYMGYKhQ4cy7dRqNUpLS3H27FnmxIStrS22bNmCpUuXtlt82dnZ8PPzAwAsW7bskRkdHx8fj9dee43ZF/fu3Rvh4eFwdnZGbW0tcnJykJSUBLlcDhsbG6xatQpr1qyhVz2a0OLFi7Fr1y7m9o4dOxpt15n35cZ8/w8YMKDBsQAAXLlyBX/88QcA4Ny5czh//jwAoE+fPszJugkTJmDChAnt/nd0JGPf986oR48eyMnJga+v7yNxAtmUWvIbhtYEb4J2AkQAuH//vlmT4CwWCwMGDMCRI0fg6+uLQYMG0URoNyMUCgFA74AV0By0lpeXg8vl4saNG8jJyYFarQaXy0WvXr0QGBiI+vp6WFtbg8PhdNofuY+ChWsnoM8ofyRsv4rf/3MYf7wXh2e+no3+U0PMHVqbqdVqKBQKSKVS3Lt3DxUVFaiqqoJSqcSCBQtw9+5dhIeHw9vbG5GRkXQk9yMkOTkZAQEBmDt3rtl/vN27d4+57evra8ZIqHbDlEL5/9EyHAtAVq15vJsmwQMCArBx40YAmh/r2h/Buo8/7PTp08zVhJ9//jnEYjF++OGHDou5JR4u+6dSqcwUCdWchIQETJ06FXK5HBEREdixYwdCQhoe40ilUmzYsAHvv/8+CCG4f/++GaJ9NOgmscrKypgk+IQJExpN5qnVanz77bd48cUXUV1djX/9618A0K6J8EfN+vXr8fbbb0OtVmPChAnYtGlTowMEampqsGnTJnzyySdYt24dYmNj8ffff8PNzc0MUXc/ut8tXfV7pTXf/1r9+/dH//79AWiuGNEmwfv379/sc7uy7vC+U+2LJsGb4O3tzUyOmZqaCkKIWUcwikQixMTE4Nq1a/jjjz8QExNDE56PADabzZTmGTJkCIYMGQIAUCgUkMvlUKvVUKlUyM7OxrVr16BWq8FisWBnZ4fJkycjJycHXl5eqK+vh6WlJR2F247YHDbCx/ZE+NieqCysxpk/rjMTZybuuga5VIEhc/vCStQ5R3nU19eDw+EgPz8fubm5qKysRG1tLVxcXDBw4EDk5ubCzc0Ntra28PX1hZ2dHXg8HgAgKioKAE08PkoqKyuRl5eHgICATjHCnxCCjIwMAJr9pqenp1njoUyvQSkUQL8kio272bfDzmLUqFH49ddfMWXKFADAjz/+iKVLl2LUqFFmjqyh3r1745VXXsFPP/2EZcuWoXfv3uYOiTLgueeeg1wuh6WlJWJjY/UGDOmytLTEunXrIJfLsX79+g6OkmoKm83G888/j5ycHHz66acghOCll17CtGnT6GTSJvDhhx/inXfeAQC88MIL+Prrrw22tbGxwdq1axEdHY0pU6bg8uXLGDZsGC5fvkxLupnA22+/zZQbffvtt80dDtVB6PtONYcmwZtgaWkJZ2dnFBcXo6KiAoWFhQYP9jqK9rLD0NBQ1NbWoqCgAMHBwWaNiTIPHo/HJCBtbGzg7OyMnj17AtAkCurq6kAIYW6fOnUKUqmUWT5+/HiUlZWhZ8+eyM/Ph0AggK2tbae9BL6rsXe3xYyV/0s2PEgpQvyvV7Dng+MYMKMPopf0Q+AA7w5L2MhkMlhYWKCoqAju7u5ISEhAdXU1U7YkMjISPB4P9vb2YLFY8Pb2Rt++fWFjY8PEqB3tRQ/MH20qlQoXLlxAbm4uJk6cyFzFYm6FhYVMXU0nJyfw+XwzR0SZnEIC1FcDvIe2OZ5Q87hC0m1Hg7fG5MmT4e/vz4zC3bZtW6dMggPA5s2bsXnzZnOHQTXhxo0bzBxFo0aNMuo30Zo1a7Bp0ybU19e3d3hUC73wwgv49NNPAWhOah88eBDLli0zc1Rd28GDB/Huu+8C0JRk++qrr4x63qhRo7B582Y8++yzuH//PpYsWYLDhw/Tk7ptFBoaqneFIPVooO871RyaBG8Ch8OBu7s7MynmrVu3zJ4E1+Lz+bCwsIBAIMDFixfh5eVFR71RDBaLBWtrawBgZheeNWsWs1w7FQCbzQabzUZFRQXKyspQXV0NmUyG3r17M7XntRPDWltbw8rKCra2tnBzc4NKpaJXIrTA0g+nYNpLI3B29w2c3nENSXtu4u1DTyGwv3errzJRqVSoq6tDbW0tU3vT19cXmZmZEIlESExMBKB5vwUCASZNmoS6ujqwWCyEhITAxsam0asDaJKbMqSqqgqHDh1CeHg4YmJiOtUPtOvXrzO3PT096f6pO3q4FIrWI1ASpbXCw8OZJPitW7fMHA3Vld29e5e5rT3GbI6dnR0iIiJw8eLF9gqLaiVvb2/Y29ujsrISAN0/tFV9fT1eeukl5jfWpk2bWnSM9O9//xtffvklUlNTcfToUfz111+YN29ee4VLURT1yKJFpZvA4XD0kt4XL15EZ5pHlMVigc/nIzQ0FFevXkVsbCwz0peimqKdEdrR0REsFgsREREYN24c5syZg8WLFyMqKgq+vr7w8fGBp6cnevToAUtLS1RXVyM7OxtqtRoXL15EeXk5du3ahV27duGPP/7AgQMHUFlZiTt37kCtVuPu3bvIzMxEQUEBKisrIZfLzf2nM3r09cC2wnUmmxTTGHYuNpj24ghsOPci3vjrcQT08wIAfBazHd88txdXjicjPz8fSqUSOTk5AIAzZ87g2LFjOHjwIP744w+kpqYiIyMDRUVFuHr1KhITE5GRkYHq6mpwuVzweDz4+PjAw8MDixYtwqJFi7B48WLMmTMHQqGQmWzM1dUVQqGwUyUxqc7typUrsLa2xty5c9G3b99Ote0QQhokwem8GZ0bUSlAFNIW/WtQCkVLtyRKC/skKoV5XoAOolunv66ujrndo0cP5lhA+087gV96ejpWrFiBoKAg5nuCxWIxJ9Uflp6ejpUrV6Jv376wt7eHQCCAj48P5s2bh927dxs8dr5w4UKDGFgsFhISEpr8m+RyOb799ltMmDAB7u7usLCwgJOTEwYMGIC33noLeXl5Rr8+V65cwfLlyxEcHAxbW1vw+Xy4urpi5MiRWLNmDc6ePdvgOdrXTjuRGgC89957Df6O6Ohog+s9e/YsnnzySQQGBsLKygrW1tYIDAzEsmXLmEkOjXHq1CnMmzcPHh4e4PP58PT0xOTJk7Fnzx6j+zCWbp3V5ORko5934cIFo34/KZVK/PLLL5g+fTq8vLzA5/Ph6OiIfv364c0338SDBw8afV5VVVWj21FjEzD279/fqHameI91HTt2DFOnToW7uzv4fD58fX3x1FNPmb1WuqH9gxYhBH/99RcWLFgAX19fWFpaws7ODqGhoXj55ZeZ+uOmVFpainXr1mHgwIFwdHQEn8+Hu7s7xo8fjy+//JK5grGz+f7775ltNDg4GAMHDmzR89lsNlOfHdCUVdH1+OOPN9j+tPvk7OxsrFy5EiEhIRCJRLCyskKfPn3w1ltvMVfIPczU/T3MVNtOfHw8li5dioCAAAiFQvD5fHh5eWHy5Mn47LPPGh3x29Tfpqsz7cs7o9raWmzcuBEjR46Ei4sLLCws4OLiguHDh+Ojjz5CRUVFo89LSEho8rv9999/x7Bhw2BnZwdnZ2eMHDkSe/fu1fuekMvl+PrrrxEREQFra2s4ODhg4sSJOHXqlMF4jX3fdbVm+2rq+OnMmTN47LHHmNyJvb09hg4dii1btkCpVDb9gjeivLwc77zzDkJCQiAUCmFnZ4dhw4bhp59+Mjov2dpjpuzs7Ca/W0+cOIF58+bBx8cHFhYWDV6Lh8XGxmLRokXMayMSiRAcHIxnn30Wly5davFr0xZ0JHgTuFwurK2tmUtJi4uLkZOT0+yHqaNZWVlhxowZePDgAfbu3Ytp06bRkZyUSbBYLFhZWTU6yaF2As9FixYB0Pw4kslk4PP5UCqVYLFYUCqVqK6uhlQqhVQqhZeXF+zs7JjH79y5w/TH5/Mxe/ZsXLp0CSEhIbhy5Qr4fD64XC64XC4CAwOZ+tRFRUVQqVTMMqFQCIFAwHwZaNfPZrPBYrHA4/GgVqubTYqp1Wqo1WqmjAyLxQKHw2Em1ZBIJFAqlVCpVFAqlXBzc0NJSQlcXV1x584d5nGlUgkfHx/IZDLY2dnh7t27yMnJYU4CODo6YtiwYbh69SpcXFyhsqtByrk8XDqYAlsPS4x/fDB6jdMk57X1li0tLcHn8/X+BkMT5xg7QouimkMIwc2bN2Fra4uQkBDmM9fZZGdno6CgAIDmagihUNgp46R0VD0AaooBtGBwgaqRUeBaPCEgKQPyq1sQBAuwcQMc/VvwnK6lsLCQue3u7s7cfuaZZ1BRUYHq6mq9CTMPHjyIJUuWIDg4GOPGjUNNTQ0OHDhgMEH2zjvvYMOGDcz33qxZsyAUCpGSkoL9+/fjr7/+wsaNG7Fv3z54e3vrPd/DwwOrVq0CAJw7d46ZtKspt2/fxuzZs5GZmQk+n4/x48fDz88PZWVlOH78ONavX4/Nmzdj06ZNWL58ucF+5HI5VqxYwfyQDAoKwoIFC8DhcJCZmYnExEScOXMGn332GUJCQnDw4EEEBgbqvXYpKSnMJGVDhgxpMLF5QEBAg/XW19fj6aefxvbt2wEAERERGD9+PAghuHjxIn777Tf89ttvmDZtGnbu3AkbG5tG4yeE4MUXX8SWLVsAaK7gmjdvHhwcHHDv3j089thj2L9/P55++ulmX1Nj6f49aWlp+Pnnn/Hkk0+apO/U1FTMmTMH6enp4HK5GDNmDHr27ImqqiocP34cn3zyCb744gt8/PHHWLlypd5zBQKB0dvRY489hujoaL33rjFteY8f9uabb2LLli2YPHky5s+fj4yMDMTFxeHnn3/G/v37cfr0aYSFhTXbj6kpFAq9hKbu/gEACgoKMHfuXOZk1fDhwzFt2jRIpVLEx8fjq6++wpYtW7Bq1SqsX7/eJCee//jjDzz77LOorq6Go6MjJk2aBEdHR2RlZeHEiRM4ceIENmzYgD///LPBe2Fuu3fvZm5PnTq1VX1MnToVb7zxBgDg5s2bSEtLY+ZImDx5MpycnAAAP/zwA6qrNd91sbGxWLhwIWxtbTFu3DiMGTMGycnJSExMRGpqKn788Uf8/fffGDx4sN66TN2fLlNsO2q1Gs899xzz/TRgwACMHDkSAoEA9+/fx8mTJ3H06FGsWbMGzzzzDL777rtm/7aHdYZ9eWcVHx+PRYsWobi4GDY2NpgwYQI8PDxQUFCAuLg4JCUl4dNPP8Wvv/6qd7U5oLnKpLF9slqtxpIlSxAfH49JkyYhPDwcp0+fxpkzZ3DmzBmsXLkSmzZtgkwmw4wZM1BcXIxhw4YhIiIChw8fRlxcHI4fP47t27djyZIlDWI29n3XxtLa7cvQ8dO6devw/vvvIzQ0FBMnTgSgOUly/vx5nD9/Hj///DOOHj3KzPXWnPT0dEyaNAkODg6Ijo5GfX09jh07hnPnzjGv648//thkH205ZhKJRMz7+PB35n/+8x989tlnGDNmDGbMmIHs7GwcPny40cR8VVUVYmJimJNCw4YNw9SpU1FfX4/ExER8//33+P777/HUU09h69atTLnfdkUog6qrq0l8fDw5efIkWb58OVm+fDnZsWOHucNqklKpJGq1miQmJhK1Wm3ucCjKaNrtVSKRELlcTvLz88n9+/dJRkYGuXPnDqmpqSHZ2dlEoVCQGzdukDNnzpCEhARy4sQJcvv2bVJSUkIyMzNJRkYG2b9/P/nrr7/In3/+Sf78809CCCGJiYlEIpGQnTt3kp07d5IfvthGXhq0nlw5fZNcu3aNiMVicurUKbJ7926yd+9e8ueff5KkpCRSVVVFUlNTSU5ODvnnn3/I0aNHyYkTJ0hCQgKRy+UkLS2NqNVqcv36dXL79m1y584dkpGRQaqqqkhtbS2pr68nUqmUyGSyJj+TarWapJ69T7Yu30teDP2UyOrqCSGE5KeX0M8yZRYPHjwg27dvJxcuXCBKpdLc4TTpt99+Y76nT5w4QeLj40lNTY25w+pypFIpSU1NJVKptN3XpZaKibrgFlFnnCDqzNNEnXuVqPOa+Zd/nagLbxv+l3+9+T5yr2rWl3FCs36puN3/VlP65ZdfCDRnDsioUaOabFtVVUWEQiHT/sMPP2zQJisri1k+fPhwYm9vT3bt2qXX5urVq4TNZhNfX1+9x5977jnmuWvWrGmwn0hKSiIODg4EAPH09CT5+fkGY127di3TV3x8fKNtkpOTiUgkIgBIUFAQuXfvnt7ympoaEhMTw/Tz3XffNdqPSqUiU6ZMYdpt2rSpwffsvXv3yODBg5uMSfe9WLt2rcG/TXe9EyZMIAAIh8MhP/30U4M2O3fuJDwej3k/DO17X3vtNWbd06dPJ9XV1XrL09LSiJ+fHxk9enSLYmyKUqkk3t7eTH9sNpusWLGCZGVltanfO3fuEDs7OwKA+Pr6ktu3b+stl0ql5PHHH2fWu27dOoN96W5Hv/zyi8F2uu+dse2Mff10nzNp0iQSFhZGCgoK9NocOHCAaTNixAij+jXGsmXLjI43Li6OaQuAnD17lllWXFxMfHx8CABiZ2dHEhMT9Z6rUqnIW2+9xTz38ccfN7ge3X3MsmXLDLb77bffCIvFIgDIzJkziVisv2/Oysoiffr0IQCIQCAgN2/ebPLv60hisZhwuVzm7/ztt99a1Y9CoSAWFhZMP1u2bGm0na+vLwFAbGxsiLW1NXnmmWeITCbTa3Pq1CliZWVFABBbW1ty9+5dg+s1ZX+m2na+/PJLAoDweDxy+PDhBsvv3btH+vfv3+x3ofZve/j7S5c59+Ut0ZLv/4fp7hub+hwSQsjJkyeZ7XDIkCGkqKhIb3lpaSmJjo5mvgeOHDli1HonTZpEJk+eTGpra5nlKpWKLF68mGkTFxdHXnjhhQbvQ1lZGQkKCmK2q6qqqib/hubed1NsX7r7Nnd3d8Jms8mPP/7YoN2nn37KtIuIiCD19fXNxu3u7k7Cw8PJV199pbdcIpGQoUOHMv2dOHHCYF+mOmYiRH/bmzx5MvHw8CC3bt3Sa7N58+YG21ddXR0JDw8nAIiVlVWD11qtVpONGzcyfS9atMhgDM1pyW8YmgRvgkQiIfHx8aSgoIC88sorZPny5eSll15qcKDZGanVapKdnU327dtHKisrzR0ORXU6WTfzyTK3tSTrpuEf5eYilykIIYTUVkrIv3t8QNYM+ZLE/vcMEZfSpB7VMS5fvkxiY2NJXV2duUNpVm1tLXnppZfI8uXLycqVK0lhYSGJj4/vkERud9ORSXBCCFGrlERdlUfU2eeJ+u4pos671nSSu63/8q5p1pN9XrNeVec+udOYlvwIfvbZZ5m2Dg4OpLy8vEEb3R9xAMi7777baF8hISF6Pyb37NnDPGfq1KkGY9i3bx/TbuzYsQbbNZcEVygUJDQ0lEk6JCcnN9qPTCYjgYGBBAARCoWNJt43bNjArGv58uUGYyooKGCSPqZIgq9fv55p//rrrxts98477zDtvvjiiwbLL168SNhsNgFAvL29De6nr127xrQzRRKcEP33XTcZHh0dTb788kuSmZnZov6USiUJCwtj+rp48aLBdlFRUcz6Tp8+3Wi7zpYEZ7FYDRIFWoMGDWLatfR1M8TYJHhdXR2JjIw0uC+ZPHkys2zPnj0G+5kxYwbTbvv27Y22MSYJfu/ePeaEnZ+fH5FIJI22S0tLY5LNERERBuPqaBcvXtT7TCQlJbW6L+3+CwB59tlnG22jTZQBIAMHDjQ4WOb7779n2o0ZM8bgOk3Zn6m2He0Jj6a+N+7cuWOWJLip9uUtpRunl5cXWbVqldH/hgwZYlQSvLKykri5uREARCQSNUiAa5WVlRF7e3smYWvouFF3n2xjY0PKysoatMnOzmba9O/f3+D7+dNPPzHttm3b1uRr1dz7bort6+Hjp9dee81gX7qJ/vfff7/ZuAGQefPmNdrmyJEjTJt//etfjbYx5TETIfrbHgBy6tSpBm1KSkoabF+6x6Fbt241+Hc/9thjTLsDBw4YbNeUlvyGoQUzm6Adis/hcDBs2DAAmkvHtJPNdWYsFgu+vr4YPnw44uLicOLECTozO0V1ETy+poyDUCTA6l2PwT/KC/s+i8fKyE345rm9UKvUzfRAUS2nVCohkUhw+fJl9OvXD1OmTIFQKDR3WM2Kj4+HQqGp6zxo0CCmVnmHXE5HtQmLzQFL5Am4h2nKksjEmn+mnn+FkP/1beMGuIeBJfIEi939Jk+tqanB6dOnMXPmTObyXaFQiH379jVbKo/L5eKll15qdNnJkyeZ+tiEELz77rvMstdff91gn7Nnz2Yu5z958iROnz7dor9Ha8+ePUwd6mnTpqFPnz6NtuPz+UwJEIlEoncJM6Cpe7xhwwbmvrb0QGPc3d0xc+bMVsX7sLq6Onz66acANK+z9hLjxqxYsYLZj33xxRd6tbgBYOPGjcxjzz//vMH9dGRkJMaNG2eK8Bnz58/Hb7/9pndpv1qtRkJCAl5++WUEBAQgJCQEr7/+Oq5cudJsf3v27MHt27cBAGPGjDFYR5nD4eC1115j1rd27VoT/DXtb+jQoQZLnWh/WwIw6rVqK7VajdLSUvz5558YNGgQM49GYGAgdu3axbS7cOECjhw5AkBTBqKpyRnffPNN5va6deuY8oEttWHDBqbW90svvaRXq1xXr169MH78eADAjRs3EB8f36r1mVppaanefVtbA2W7jKD72SorK2u2/auvvmpwjpYnnngCjo6OADTzB1y7dq1d+zPltqOtxdzUsVzv3r0xcOBAeHp6NvEXmZYp9+VtkZeXh88//9zof8aUGwOAb775BkVFRQA0NbZdXV0bbefo6IiFCxcC0JRd092HGDJnzhxm+9Hl6+sLLy/NPFlXrlwxWFN6xIgRzO221pA29fbFZrMblOrStXr1aub2V199ZVRe7tlnn230cd3vjsuXLzfaxlTHTI2JiIjA6NGjGzzu7OyMrKwsbNy4EQDw4MED/PTTT8yyp556ymCfL7zwAnN706ZNzcbQVjQJ3gQOhwMWiwWFQoHRo0cz9apOnz4NmUxm5uiM4+zsjAULFsDPzw+3b99GTU0NkyygKKpzY7FY6DXYF8/+dw6+uL4KMe9OgMjJGmwOGyqlCke/PYeqkhpzh0l1cQqFAklJSdi7dy8EAgEGDBjQqSa9bIq2viSgOQAdN24cFAoF2Gw2OJzul+DsrlgWVoBLb8A1GOBYAHWlgNJEJ+6V9Zr+OBaa/l16a9bXDZw+fbrBhEW2traIjo7G33//DRaLhUmTJuH69esYNWpUs/2FhYU1+gMV0MxBofsjNS0tDYAm2aP7g6wxU6ZMYW5r66e21I4dO5jbzdXb1a1VGxsbq7fs8OHDzGReoaGh8PHxabKvJ598EitWrGhzkuXw4cOorKwEAAwcOLDJmqCurq56E9SlpqYyy+RyOf7++2/mvrbuqCGmToIDmrra6enpWL16daPby507d/Dpp59iwIABGDBgQJOTw/3+++/Mbd3tpDFTpkxhvpsSEhJaNAGquTT12dCtkd8ef8vDE/xxOBy4uLhg/vz5SE5OhqWlJZ577jlcuXJFrx647md08uTJTR4PDBo0iNkGMjMzjU606VKpVC2qp93U59tcqqqq9O4bSuIbQ3cepqZqGmuNHTvW4DIul6u3/M8//2zX/ky57Wi3yRMnTjR5suPixYt63w/tzVT78rYaNWoUM4eVMf+MPXFoqu/a5to/zMPDo9l2ut/Dubm5za6vKabevoKDgxvMq6ArMjISLi4uADQnt5obEMBisTBkyJBGl9nY2EAkEgEw/N3Rnu9jYwlwrR49ejB12Xfv3s1MBjp+/PgmTzhERUXBwsICgKaOujH7vrags0Y1gcViwcLCAnK5HJ6enujXrx8uX76M2tpanDx5stWTXpiDdkKHnJwc2NvbIzs7G/7+/jRJQFFdhLW9EBOe/t+XVN6dEuzbcAp7PzqBiPE9MWpJP4RGB4DNoec2KeOo1Wpcv34dKSkp6N+/P4YOHdplkt9aCQkJkEqlADQ/RhwdHZGdnU0nxeyCWCwWYO0KIhABVblAdSEgrwMEdkBrJlxTqwFZFcBiAXbegJ03WFyBqcM2Ky8vL8TExOg9xmazIRKJ4Ofnh+HDhzeb5NXl72/cBKHaEeGA5odfcxPi6Y5ASkpKMjoeQ+sMDQ1tsq3uyLVbt25BoVAwP750+zE0MkrX2LFjm0wKGasl8QOavyErKwsAcPXqVeY5N2/eZEaQsVgsZpS9IdrJPE3N3d0dn332GdavX4+TJ0/i77//RmxsLHJycvTaXblyBRMnTsQbb7yB9evXN+hHd3to7v2wtbWFl5cXk/xISkpqsP13Nk19/nSTnbW1tSZfd2MT/PF4PNjb2yM4OBgjRoyAnZ1dg+e15DPCYrEQEhKCM2fOANC8J8OHD29RnLdu3WISHgKBoNltVvfzffXq1Ratq708/Dpqj0taQ3cS4sbeH10ikYhJOBkSHBzM3G5u9Gxb+zPltrNw4UJ88sknUCqVGDduHObMmYOnnnoKY8eONeuVfqbal3dGFRUVuHPnDnO/Jd+1xnwWH54cW5fuiSND7XTbtHWfaerty5jv2uDgYJSUlADQfHYmTJhgsK2jo6Ped8TDrKysIBaLDb4OpjpmakxrjhWbi4HL5cLBwQFFRUXM71NjBm+0Fv2V2Awej8eMnJ46dSquXr0KtVqNEydOYOTIkV1upl9fX18AwP379/H7778jPDwcffv2NcmM3hTVlTh52+GZr2fDydvO3KG0im+YOzbfWIXz+24jYfsVbFq6A2GjA7Fq51Jzh0Z1ARkZGfDz8wOPx8PSpUu75HdAdXU1jh8/DkDzY0o7IrK5gzeqc2NxBSCOgYDQAah8AEjKAAtrwKIFpXnkEkBeC1jaA/Y+gKVDlzvBY4yAgADmslNTaOoHly7dEVjakU1N0W3TmtFb1dXVeqOCHk7sNUWhUKCyspKJoaWxm4ruer///nt8//33Rj+3uLiYuZ2fn8/ctra2bnbEaVvKMhiDy+Vi4sSJmDhxIrZs2YLk5GTs27cPv/32GzIzM5l2n3zyCfr27YtFixYxj1VXV0MsFjP3jd2WtK9lW0cCdoSmSorpfk+ZskyC1oQJE7Bu3boWP6+jP9+6z5HJZC06HtH9bJiaWCxGYWGhweVOTk5MwvjhxHFbRjHW1PzvCs+mRhkDxn2+dfsoKCho1/5Mue288847uHr1Ko4fPw61Wo0///wTf/75J0QiESZNmoRZs2ZhxowZHV62z1T78s4oLy8PRKccne7o7OYY87cZ+14Zaqd7HNfWfaapty9TfxabW6/2+4M0Uj7QlMdMjWnNseJbb72Ft956y+g42vuzQpPgzdBNgru4uGDYsGE4c+YM6uvr8c8//+gdzHUlERERCAsLw7Vr17B9+3bMnj0bNjY23fJHIkU1xtpeiKHzws0dRptYiSwx7omBGPv4ANy/ng9ZrWZ0WG5qEfZ9Go9RS/uh7+hAOjqcAqC55PjGjRuwsbGBo6Mj2Gw2+vbta+6wWu3QoUNMabJhw4YxIxloErzrY7FYgNARhG8LVOUBldkAV2DciHC1WjOC3N4PsPMCi0O3BWMZewyom6QRCJofXa+bqK2rq4NKpWrRlYi66wM0dWmbq2+uS3ddLY3dVHTXO2DAAIwcOdLo54aH/+9YRXfUlzHxd/QVn6GhoQgNDcU777yDHTt2YMWKFcyP8U8//VTvd9PD72tLtyXdBHpn1RV/V7Xl892a90R3fUKhEMuXLzf6uc2NlG6L/fv344knnjC4fO3atcxJht69e4PD4TB1rTMzM1uUeNJSKpV48OABc99QPXktY04Y6L6HD3/mTN2fKbcdoVCIY8eOYc+ePdiyZQvOnj0LQgjEYjF2796N3bt3w8HBAWvWrMGqVas67ApAU+3LO6OH38+XX37Z6NeVxWKBENLkPs/Y/WFH7DdNvX2Z+rPYltfAlMdMjWnNseK4ceNatP1rywi1F5oEbwaPx4NcLmfuT5kyBRcvXoRcLsfZs2cxZMiQdn+T2guHw8GAAQMQFRUFNpuNM2fOYOjQoSCE0AQC1e1Vl9Xh0qEUDJzeB7ZOXbs+LIvFQkCUF3NfUl2PinwxvnhsJxw8bDFiUSRGLoyEo5ed+YKkzEapVOL69eu4c+cO+vbti4CAgC5fCuvBgwc4d+4cAM1B5fTp05llcrmcqStHdW0sDg+Ex///O0b+INC24/FpAryd6F4FacwcObqlAaysrFq8/3n4qssXX3wRkZGRLeqjsb46cn4f3fUOGTKk1SP4ra2tmdvGxN/aiQrbisViYenSpVCr1Vi2bBkATSkXiUTCjHB7+H1t6bakrYnaGo2NnqM0bGxsmJrHHfGe6G4HXC7XpFe3dBSRSISBAwcyda1v3fq/9u47PK7yzvv/Z0aaUe9dVrdkW24y2DSDwZQEk5BCICEksMlmEwib5bcp5MmmPWE3Cdlkd7PlSXuWJyEQSMKmEAKEEsBgMMaAi1wkuahZsnrXjDT9/v2h1azkKtmSjjR6v65rrpFmzpz5SjNzZuZz7vO9953Teurq6iblDlu2bDnj8lMZDTvxMTzbEeznu76Zfu7YbDbdeuutuvXWW9Xa2qrf/e53euyxx8L/576+Pv3d3/2d3njjDf3+97+fk/B0prbl89GJj+c3vvENpaWlWVTN7JvJ59dMvxbPx0x+ZpqpOt71rnedceLQucbwwLMY7wk+LiUlRTfeeKOksQ9Qv/rVryz7gDlTxicAvfLKKzUwMKBf//rXeu211xbM5J/AuehrG9QjX/mT+trm/0ii6Vp+abH+/s+f1n3P3qm111TouZ/s0HP/+YYkyTfqVzCwsLdZmJrR0VENDQ1p165dcjqduv3227Vu3boFH4AHg0E98sgj4RBjy5Ytkz5oeb1excTEWFUeZpAxRnL3SlHR0wvBo6Ildy9B1yyZ2K9zKoesjvfAPPG2U5WcnDwpIOnu7p72Ok51/xPrmm0T7/d86p84MZjL5Tpr7+GZnFxqYGBAX/va16Y0ud642267LTyCzhgzaQLBEx/XmXguTRyNd6bvZ7PRgztSzPXre+JtXC7XvPn++fGPf/yMEw2e2GpmYn/6P/3pT+d0nxMnpbv44ovPOtDubKNJpcmPz9naW5zv+mbzuVNQUKC//du/1euvv666urpJR5X84Q9/mDRh8GyaqW35fFRQUDAp6I20v+9Mzvf5NdOvxfMxk5+Zzsd8fq0Qgp/FiSG4NDYj6viH0JaWFr344otWlDYrMjMzdfvttysrK0uPP/64XnrpJatLAnCOSqry9fF/eo/+rfoLes/fbpIkvfjQW/rChn/V7/7xRXW39FtcIWZDX1+fdu/eLa/XK7fbrUsuuURVVVULsu/3qfz5z38Oz4aen5+va665JnydMUZer5eR4JHCPyJ5hyTHNHt+OuLHbucfmZ26FrlNmzaFf66rqzvrYJCDBw+Gf57upHmnus+pjLLcvXu3vvWtb+lHP/rRpMsnHrp+4MCBs66nrq5OTz31lHbu3DmNak828X6nUn8gEND999+vb33rW5P6alZVVYUPqTbGTJrE7FQm9uU+XwMDA/r2t7+tBx98cMq3cTgck/olnziqcOLz4WyPx+DgYHjbL421wTrRxF6lEycYPNGJE3jif0x8rZ3tMTHGqKamJvz7uby+165dGw5sQqHQlF6Xjz/+uL71rW9NCo2t9ulPfzoc+tTU1Oitt96a1u1DoZB+8YtfhH//5je/edbbDAwMqLe394zLTHx8Lr744lld30w+d1pbW8Ojyk+0fPly/fKXvwwfZSJJW7duPeP9zZSZ2pbPR+np6ZMmNJ3K37d161Z961vf0qOPPjqbpc24mX5+HT169Kz3OfH9+myvxfM1U5+Zzsd0Xyu9vb361re+pW9961tT2qlwPiLjG/EsiomJUSAQUCAQCF8WFRWl2267Lbyn7Mknn5z3G7XpsNlsWr58uW677TZddNFF6u3t1YEDB+Tz+RhVBSxAsQkxSsoY+2K4ZvNSXbhlhf780536X5f8u/75tl/oyFvHzrIGLATjh/Jt27ZN+fn5Sk1NVV5entVlzajjx4+Hv/TabDbdcccdk/r0BYNBhUIhRoJHCs+gFPBJUafZqXG6w0+jnGO380TekT7zwfr161VZWSlpbKTxa6+9dsblJ46KvP32c5u8eeLtnnzyybMu/81vfjM88dVEN9xwgzIyMiSNhfMT+++eyp133qn3vOc9+t3vfnfSdWea2HD79u165JFHwkHQiffb0NBwxvt9+umn9dWvflX/+I//OClEdjqdk9o/Pfvss2dczwsvvHDG68/Fzp07J30vOpPBwcHwCLAVK1acNJHnxMf1bKNnn3nmmfD3kM2bN6ugoOCkZSaOlD/Td7Pxw93PZjqPcaSY+Jg8++yzZ/zut3PnznBounTpUl122WXTvr/x79Xjzvb69vv9uuuuu/T1r39dfX19076/2RITE6P/+I//COcDn/vc56b1vfn//b//F95hePPNN+ud73znlG53pgFrfr9/0vW33HLLrK5vJp87hYWF+qu/+qsz1vqBD3wg/PNUt0mnYsW2fL6a7nvt5z//eX39618/6/9hvpnp51dNTY06OjpOe/2uXbvC74WZmZm66qqrplHt9M3UZ6bzceutt4ZfW1u3bj3rEViPPPKIvv71r+vBBx+c1XYxEiH4WY2PtvB6vZMuLysr03XXXSdp7Ev3z3/+85NGjEeC8QnUVq9erZqaGv3yl7/Uvn37zuuNBoB1Clbk6C/+8Ub9e/W9+sT336fRYa9GhsYOPW2p7VRX0/z5QoGzC4VC6uzs1LFjx1RTU6PrrrtO73//+5Wbm2t1aTPO6/Xqpz/9aXjU6bXXXqvi4uKTlpFECB4BztgKJRSSRnql0b6x8xPDcFqizCqbzaa///u/D//+ne9857TLPv7446qrq5M09po91y9+t9xyS3hSpW3btp0xqHnzzTf19NNPy2az6W//9m8nXRcfH68vf/nL4d//8R//8bTr2b17t1577TXZ7XZ96lOfOun6iYHGiW1H7r//ft1xxx3ho0VPvN8TWylM5PV6df/990uS7rrrrpOC43vvvTd8ZM+PfvSj04543rdv36yE4L29vfrBD34wpWX//d//PbzNvuOOO066/oMf/GB48r+XX375tOF0MBjUP/3TP0kaa3ky8fk30UUXXRT+eXzeiBPt379/yiH4dB7jSHHppZfqXe96lySpoaFBjz322GmXnfj6ue+++875iLMvfelL4X73P/jBD9TT03PaZX/wgx+ou7tb+fn5+tCHPnRO9zdb3v/+9+sf/uEfJI2Fpyduf05n27Zt4X65F154oR5++OEp3+e//uu/nvZ97qc//Wl4R8E111yjCy+8cFbXN9PPne3bt5+xPc6JR8mcK6u25fPR3XffHd6Z+Ktf/Sr8/n0qjz/+uPbu3au4uDjdeeedc1XijJnJ51coFNK//du/nfb68fcvSfr//r//b9a/p8zUZ6bzUVBQoLvuukuSNDIyou9973unXbavry/8//vsZz87YzWclsEZjY6Omq1bt5re3t6TrvP5fObb3/62ufvuu83dd99tHn30UQsqnFter9e8/fbb5uGHHzZ79+41oVDI6pKAc9Je32P+6daHTXt9j9WlWG78dfwfn/i1+VjuN8z3PvSQ2fnEfuP3+i2uDKfT19dnXnzxReP3+82hQ4esLmdOPPLII+H3229/+9vG5/OdtExvb6/ZunWrGR0dtaDChW90dNTU1NTMi/9fyOsyocbXTKjlbRNq3/8/p5a3TOjIiybUutuEhtrHzo+8OHb5pOXeHru912X1nzKjHnzwQSPJSDJXXXXVea+vsbExvL6Pfexj07rtpz/96fBtv/CFLxi/f/J7xvbt2016erqRZPLz883x48dPu65vfOMb4XVt3br1lMscOnQovL7MzEzzyiuvnLTMtm3bTH5+vpFk/tf/+l+nXE8oFDLvec97wvf3b//2bycts3fvXlNSUnLG9XR1dZmoqCgjyVxxxRXhy/v6+kxycrKRZLZv337a+/3qV7960v+sq6vL3HzzzUaSKS8vN0NDQ6e87y9+8Yvh9bz73e8+ablDhw6Z8vJys2TJkvBy3/jGN065rqma+FyJiooy3/nOd4zb7T7lssPDw+ZrX/uasdlsRpK54IILTrtdqa2tNampqUaSKSwsNPv27Zt0/ejoqPn4xz8evu+///u/P2OdGzduDC/75JNPTrqura3NrF692mzZsiW8zIMPPnjadU33MTZm8mv0TOueuNz5PjbjPvaxj83IOjs7O01RUZGRZFJSUszLL7886fpgMGi++tWvhu/r4x//+GnXNdVtzGOPPWbsdruRZC666CLT1NR00n0+8MADJjo62thsNvPUU0+d89832+6///7w37JlyxZz4MCBUy43NDRk/uEf/sHExsYaSWbz5s2mq6vrrOsvLi42kkxOTo6prKw0d999t/F6vZOWefHFF01CQoKRZJKTk82RI0fmZH0z9dwZv/6jH/2ocblOfh+vra01eXl54e3G6baV439bcXHxaf9+K7fl03E+7/8T32PP9l7/6quvhp+TS5cuPWmbbIwxTzzxhElMTDSSzI9+9KMp3e/p3tuNMeaqq64KL3cmU/37z/a4z8Tza+K27ZJLLjFJSUmn3OZ/97vfDS+3bt26k15b06n7xOXO9P+aqc9Mxkz9fe1Eo6OjZsOGDUaSsdvt5gc/+MFJ+WFjY6O58sorjSSzcePGk15L07mvqX6HsRnDEJkzCYVC2rZtm5YvX37Kw8rb2tr03e9+V36/X9LYoQcbN26c6zLnnDFGPp9PjY2NSk9Pl81mU0ZGRsT0nAUWI++IT28/VaOXH9mlI2+1KCkjXn/789tUvmH6Ex1h5oVCIdXX12vPnj1yOp3asGGDlixZcsbZyiPFzp079dBDD0kaawfw5S9/WTk5OSct197erkOHDunKK6/k/egceDweNTY2qrS0NHwknFXMUJvUdUhKyBwb2W2M5BkYO09eIqUVyRblkAn6pf5j0tBxyWaXYlP+Z3l3j5S9XLbk2ZuAaC7U19frxz/+saSxw6/HW2AUFBRMmozt7rvv1tKlS6e0zh//+Meqr6/X0NCQHnjgAUnSqlWrtGXLFkljvUG/8pWvnHEdxhh9/etf13e/+10FAgEVFRXpmmuuUUJCgg4ePKht27YpFApp/fr1+v3vf6+ioqLTruu+++4Lj+7dunWrNm/efMrl6urqdPPNN6umpkY2m00XX3yx1q1bJ7/fr4MHD2rnzp2y2Wz6/Oc/r3/6p3867fbR7/frb/7mb/TAAw/IGKNly5aFtxuHDx8O1/7pT39aP/zhD0+7Pfmrv/or/exnP5M0NmfQsmXL9Nxzz6mpqUlXX331SaOvTrzf8XkNUlJS1NjYqFdffVXDw8O64IIL9MQTT5x2sjhjjO655x798Ic/lDT2eG3ZskUZGRmqr6/XCy+8oKqqKn3lK1/RTTfdJEm67LLLwt9RPv/5z097Yq6+vj594AMf0GuvvRYe3Z2YmKhLL71UZWVlio+P18jIiOrr6/X666+HJ+38wAc+oAceeEDp6emnXXdNTY1uvvlm1dXVKTo6Wtdcc42WLVumwcFBPf/88+rs7FRMTIzuv/9+ff7znz9jnXv37tXmzZs1ODgou92ud77znVq2bJk6Ozv1zDPP6J577lF5ebn+8i//UtLY5MrjfXC/+tWvntS3fKqP8b333itp8mt0fN1Lly7V3XffLel/XnsTl5v42PzzP//zVB6OsOeff17PP/+8pLEWFOMtNSau81zW29bWpptvvllvvPGGbDabrrjiCq1Zs0Yej0cvvfSSmpqaFBUVpc997nP67ne/e9Jr5P7771dfX99ptzGn2l794Q9/0F/91V+pr69PMTExuuaaa7R06VL19PRo165dOnLkiBITE/Wf//mfk1qozEdbt27VF7/4xXB7gcrKSq1bt06ZmZlyu91qamrSa6+9Jp/Pp/T0dN1777364he/OKnF2+mUlJSoublZxcXFeuaZZ7RlyxYFg0Fdd911SkxM1IEDB7Rt2zYZY5SZmak//vGPZ2xVM9PrO9/njiStWbMm3IIkNTVV11xzjQoKCuR2u1VfXx/eRpeVlenJJ5/UypUrw7d97LHHwj3ZH3jgAQ0NDSk5OTl8RM873/nOk9rNWLUtP5upvP9fdNFFkz4LjHv77bf161//WtLYkTHjR8BMfB2e6n8xvvytt96q1tZWRUVFadOmTVq5cqWGh4dVXV2tffv2yel06jvf+c5J2+T+/n59+9vfPul+P/ShD6mwsDBc78S/7bHHHgvP+fCFL3xhUm0T/45/+Zd/Oenv//CHP6wNGzZM63E/n+fXuKamJpWWlkqSPvaxj+k973mP7rjjDi1btkyXXnqpjDF69dVXw73AL7zwQj3zzDPKzs6etJ6J2/BT1T2+rZz4/xpf7lT/r4nO9zPTmd7XpNM/9yYaHh7WHXfcoSeeeELSWPujK6+8UrGxsTp69Ki2bdsmr9er6667Tr/5zW+Umpp6xvWdzrS+w5xTzL7IvP7666ahoeG01+/YsSM8Ou2ee+45ac/1YvD222+bhx56yLz88stmYGDA6nKAswoGgmZkaNQEA0GrS5mXWus6zS//9zPGPTi2N/W5/9xhdvx+n/F5GB1uhX379hm3221effXVU45YiGQNDQ3mnnvuCb/P7tix47TLNjY2mtdee20Oq4ss82UkeCgUMqG2fSbUsG1sVHfrLhM68pIJHXvThFzdJ40iCYVCY5cfe3NsudZdY7dr2Da2ngV+1NrWrVvDI3DOdDrTKKsTTRx1darT2UYhTVRXV2c++9nPmtWrV5vk5GQTExNjCgoKzE033WR+9atfTen/P9XRYsYY4/f7zc9//nNz4403mvz8fONwOExCQoJZuXKlueuuu8zu3bunXPvbb79tPv3pT5vly5ebxMRE43Q6TWFhofnwhz980gjGU/H5fOab3/ymWbVqlYmNjTUOh8OUl5ebL33pS2fcVp/qfvPz882NN95ofvGLX5hAIDCl+l988UXzgQ98wOTm5hqHw2Gys7PNVVddZX74wx8av99/2ufOnj17pvovOkl3d7f5r//6L/PZz37WXHvttaa0tNQkJSWZqKgoEx8fb/Ly8szmzZvNl770pWndj9/vNz/72c/Mu9/9bpOfn2+cTqdJTU01F1xwgfnSl75kmpubp7yuo0ePmk984hOmqKjIOJ1Ok52dbW644QbzzDPPGGMmj2qbeGpsbDxpXVN9jM/0epo4avFsr73pmvjamcn1GjO2bf3tb39rbrnlFlNYWGhiYmJMUlKSWblypbnnnntOO8LZmMkjFaezverv7zff+c53zOWXX24yMzNNdHS0SU1NNRdffLH5+te/fsYjSuajP//5z+Zzn/ucWb9+ffh1mpqaapYtW2Y+9KEPmZ/+9KfTHiV84mjR3t5e87//9/82a9euNSkpKSYuLs5UVlaaL3/5y6an5+xHvM70+ow5v+fOuDfeeMN85StfMZs3bzZ5eXnG6XQap9Np8vLyzPXXX29+/OMfn/LzysQjIk51OtVRElZvy09nKu//pxvZfbrt3Nn+F+NGRkbM//k//8dce+21JicnxzgcDpOcnGzWrVtnPv/5z5vDhw+f8nYTR0ifqd6z/W3jtZ3t7xgfmTzdx/1cn1+n+jvH/6aDBw+au+66yyxdutTExcWZlJQUc+mll5of/OAHpx3hfLZt+Pi2cqr/rxOdz2emc33uncqLL75o/uIv/sKUlZWZ+Ph4ExMTY4qLi80tt9xi/vCHP0x5PafDSPAZtnv3bsXHx2vFihWnXebXv/61tm3bJmlsb9IXv/jFk0YSRDpjjJqamlRdXa1Vq1YpIyNDycnJU9qjDcy1pn1tuu/6/9R9z92pkrULe5TgbDPG6N8+9itV//mwEtPidPkHq3TVR9crf1mW1aVFLL/fr9raWh08eFBbtmyRMeaMo+giVX9/v7773e+GRztcccUVkyamPlFdXZ1GRkam1PcSJ5svI8GNzy217ZWiY6SgXwp4paQ8Ka1YNsfp6zJ+j9TfJA13jN02yjF22/x1sjkT5qx+TN9UR4IDwGI3ceR2U1PTvFsfsBicOBL85z//ubUFLXLT+Q7DscJTEBMTc8am+dJY8/mysjJJ0sDAgH74wx+GDwNcLGw2m0pLS/X+979fFRUV6u0dm5DqpZdeUktLC5NTAQuUzWbT5x7+iO7f9hld/qF12v6ban3lqh+qt3VAknhtz6BgMKinnnpKv/nNbxQIBPSBD3xAaWlpizIAHx0d1U9+8pNwAF5RUaEPfehDZ2z/Mjo6uiAmHsJZeAYlv0fyDkuySVnLpayKMwbgksauz1o2trxsY7f3e8bWh3lt4vsIgycAAAAwGwjBpyAuLu6sgXZ0dLTuuuuu8OzCbW1teuCBBxQIBOaixHmpoqJCDodDVVVVOnLkiH7xi1/olVdekcvlsro0AOcgvyJLt913vf51zxd076/vUEZBqkKhkP7hhgf06NeeUWtdp9UlLkg9PT1yu9167bXXwr0TP/KRj+jCCy+c9dnD5yu/36//+3//b3hm9oyMDH3qU586azg2OjpqeS9rnB9jjOTuHfslIUvKXS1bcp5stql9ZLXZ7LIl50m5q8duL0nuXnbWzQN79uzR1772NQ0MDJx03cTLxj9LAwAAADOJEHwK4uLi5PV6w5PAnE5SUpI+85nPKCFh7JDburo6Pfjgg2e9XaTLyMjQNddco9tvv13FxcUKBALavn27gsGg3G631eUBmCZHTLRWXzU2mZHfE1DlFaXa+cQBfe3qH+tb7/2pXn1sj4KBxb3dO5vBwUFt375djzzyiHbu3Cm/368rrrhCdrv9nCcEiRShUEg///nPdfjwYUlSfHy8/vqv/1qJiYlnvF0wGJTP52Mk+EJnzFgrk8wKKbtStpgzP+6nY4tJlLIrx9YTHTO2Xliqurpa3/72t8MTV020Z88eSWMTPC5btmyuSwMAAMAiQAg+BfHx8ZJ01pYokpSTk6NPf/rTcjgcksY+1P/iF79QKBSa1RoXArvdrpKSEqWmpuqyyy6T3W7XCy+8oF/+8pd68803GSEOLEAx8U596Gvv0Pd3fU6feeCDiolz6Ml/2yabfaxlRVdTn8UVzi91dXUKBoN6/fXXlZOTo9tuu03vfve7F33wPS4UCukXv/hFOBBzOp36zGc+o7y8vLPedvyILULwhc1mt0uZFbKlFclmjzrPdUXJllY0tj47H3nni3/913+ddKTks88+q9dee02SdM8998jOYwUAAIBZQNO9KRj/Qj0yMhIe5X0mS5cu1Z133qmf/OQnCgaDevPNN+VwOHTbbbfxwf6/jf8f3ve+9ykQCOjIkSN6/vnntXHjRnm9XhUWFvK/wqwqqMzRf+z/ouJTaJ0wE6Kd0broxlW66MZV8o74ZLfb1dnYqy9t/D8qu2CJrrp9vS553yrFJiyu9h4DAwOqq6tTQ0ODrrjiCmVljbVnuOGGGyyubP4JhUJ6+OGH9eabb0oae5/41Kc+FZ505mzGd1QTgi98Z+r7Ph/Wh3Mz/jg888wzqqqq0qZNm9TW1qZnnnlGxhi9+93v1le/+lWLqwSA+eexxx4LH0XT398fPr/33nslSe985zv1zne+07L1AYvF/fffr76+vvCcRZL09ttvh187d999t5YuXWpVeZgCm6FJ4lkZY/Taa6+puLhYRUVFU75ddXW1HnjggfAo8EsuuUS33367oqLOb2RTpDt27JgKCgr0m9/8Rnl5eaqsrFRmZiZfYoEFJuAPqvrPh/XyI7t04OWjiklwavMdG/Th/x3ZH6r7+vqUlpam3/zmN4qJiVFlZaXKysqY7O0MgsGgHnroIb399tuSxgLwT37yk1q3bt2U19HS0qKmpiZdccUVvF+co+nMrA5MVyAQ0B//+Ef9/Oc/18GDB3X8+HHFxsZq7dq1+tjHPqa//Mu/ZAAEAJzCxz/+cT300EOnvf4b3/iG7rvvPsvWBywWJSUlam5uPu31W7du1ebNm+euIEia3ncYQvAp2rVrlxISErRixYpp3+7BBx8MB+Hr1q3TX/7lX4bbpeD0QqGQjh07ptraWvX09Ogd73iHEhISlJiYSMCB89bV1KdffuNZfeTvtyi7JN3qciJed0u/Xv3VHpmQ0c1/d61Ghz3a+YcDuuSmNYpLXNijw0OhkFpbW3XkyBEtX75cw8PDqqioUFRUFNuqKfD7/XrooYe0e/duSVJUVJQ++clPqqqqalrrOXTokIaHh7Vhw4bZKHNRIAQHAAAAsJBM5zsMw9KmKC4uLtxvdDrWr1+vqKgo/exnP1MgENDevXv1k5/8RJ/61Kf4gnkW4z3ES0pKZIyRMUb79u3T2rVr9ac//UlFRUVaunRpuGc7MB0jQx7tff6w3v+FzVaXsihkFabpA//rmvDvh3Ye00N/97R+dd9zuvSmNbrq9vUqrcpfMKGxx+NRTEyMnnjiCbndbi1ZskSVlZXKy8tbMH/DfDA6Oqqf/OQnOnLkiKSxAPxTn/qU1q5dO+11ud3uKbUsAwAAAAAsPhxzOEXx8fEaGRk5p9uuW7du0mSZtbW1+v73v6+BgYEZrDCy2Ww22e12rVu3Tna7XVdddZWCwaCeeeYZPfroozp+/LhGRkbEgQ3AwrDuumX65zc/qxv++nLt33pU/3DDA/rFl5+2uqzTMsaovb1d27ZtU3d3t/bt2ydjjK6//np99KMf1ebNm5Wfv3BC/PlgYGBA//Iv/xIOwB0Oh+66665zCsCNMYTgAAAAAIDTYiT4FCUkJMjv98vn88npdE779itXrtQ999yjH//4xxodHVVra6u+973v6a//+q9VUFAwCxVHtsTERK1bt07r1q1TKBRSMBhUbW2tli9frldffVWZmZkqKytTcnKy1aUCOI2MJSl6/xc2672fvVL7Xz6q+KSxo2NqXm3Qjt/v01W3r9fSCwssC5ZHRkbkcDj05JNPanR0VNnZ2Vq2bJnS09PDE1wyCeO5aWtr0w9/+MPwZEyJiYm6++67pzwJ5om8Xq+CwSBHBgEAAAAATokQfIoSExMlSS6XS+np59Y/uLy8XPfee69+9KMfqbe3NzwK7pOf/KRWrVo1k+UuKna7XXa7PTx68NJLL1VjY6NefvllDQ0N6aKLLlJubq7i4uLOaQcGgNllj7Kr6tpl4d/dgx7VvNaoV3+9VwWV2dp8+3pddvNaJaTMbuA8OjqqpqYmNTQ0aNOmTTp06JA2bNigLVu2EK7OoH379unnP/+5PB6PJCkjI0N/8zd/o5ycnHNe5/iRWowEBwAAAACcChNjTpExRq+++qpKS0tVWFh4XusaHh7Wj3/8YzU1NUkaa/Xx3ve+V+985zs5lH4WBINBtba2KiMjQ2+88YZCoVD4caQv++I12O3Sjt/t02U3r1VKVqLV5eAEoWBIB7c16OVHdmnv84d0y1eu1Q13Xy6fxy9HTPSMbSs7OjoUHx+vJ598UjExMSotLVVZWZnS0tJmZP34H6FQSM8++6yeeuqp8GWFhYX6zGc+c95H7bS0tKixsVGbNm3iffQ8MDEmAAAAgIVkOt9hCMGnYffu3YqLi1NlZeV5r8vn8+mhhx7Snj17wpdVVVXpL/7iLzi8fhYZY9TV1aXGxka1traquLhYJSUlstlsSktLU1RUlNUlAjjBQNewnLEOxSfH6lffeFb7tx7VVbev1+W3VCkxfeojtF0ul5qbm9Xc3KyBgQHdeuutOnr0qJYtGxuFTng6ezwejx5++GHt3bs3fNn69et1++23KyYm5rzXX1dXJ7fbrfXr15/3uhaz8Q+QJSUlfBYBAAAAMO+NH9FNCD7DDh06pOHhYW3YsGFG1jc+Ku7pp58OT+iYnZ2tO++8U/n5+TNyHzg7l8slm82muro61dXVKSEhQUVFRSopKTnn1jeY/9wDozr4aoNWbSpTQiphz0JxaEeTXnjwTe1+tk42u00b3rVS7/3clcqvyJq0nDFGw8PDio2N1eHDh5WSkqJdu3apuLhYRUVFSk9PJ/SeI8ePH9dPf/pTdXR0SBrb2fC+971P73jHO2bsMdi1a5cSEhK0YsWKGVnfYuXz+VRfX6+ioiJaywAAAACY99xut44dO6alS5eetQUyPcGnITExUR0dHQqFQrLb7ee9Prvdrne9610qLi7Wgw8+qJGREXV1del73/uePvjBD2rjxo2ENHNgvN/7+vXrtX79eg0PD+vYsWNqamqSzWZTS0uLcnNzNTg4qCVLltAbOEJ0H+vXj+78je577k5C8AVk+WUlWn5ZiYZ6XHrtv6r1yiO7FPAFZYzR7lcOqmuwTYOjfQqFQsrPz9dVV12l4uJiJSUlnXcrK0zPeBux3/72twoEApLGJhL9xCc+MaPzYIRCIbnd7vPqKY4x0dFjrYa8Xi8hOAAAAIB5z+v1ymazKTr67BE3Ifg0JCQkyBij0dHRGf1yuGrVKv3d3/2dHnjgAbW0tMjn8+nRRx9VTU2NPvKRj/BFdI4lJSVNCmjS0tI0MDCg/v5+HThwQCMjI0pMTNR73/tedXd3Kzs728JqgcXH5/NpcLRfmRsc+tAll8uZIR05ckS//+Yr6jjSqwtvWKGr77hYKzaOtTpKSkqyuuRFZ2RkRI8++uikll8FBQX65Cc/OePbTLfbrVAoxOM8A+x2u+Li4uR2uzkSCgAAAMC853a7FRcXN6XByoTg0zA+Ynh4eHjGg+nMzEx94Qtf0G9+8xtt375dkrRnzx41NjbqYx/7mJYvXz6j94fpSU1N1cUXXxz+3ev1SpL6+voUFRWl5557TnFxccrNzVVeXp4KCgqmtBcKwJl5PB6FQiF1dXUpPT1du3fvVnd3t3JycpSXlxc+OiM3N1d/919L9Ppv9+nlR3bpex98WDml6fr8ox9VTmmG1X/GonL48GE9/PDD6uvrC1+2efNm3XTTTXI4HDN+fy6XS9L/vEfj/CQmJqq7u1s+n++shxMCAAAAgFV8Pp/cbreysrLOvrDoCT5tb775ptLS0lRRUTFr97F37149+uijcrvdksb6p1577bW68cYb+UI6j7ndbnV0dKijo0Pr1q3Trl27tGnTJm3fvl3Z2dnKyclRcnIyLW7miaZ9bbrv+v/Ufc/dqZK19OCfD1wulxITE7V9+3a1t7fL5/MpJiZGF110kdLT0xUTEzOlENUYo8M7j2nnH/brI9+8QdGOKP3ph6+paHWeVm4qnZF2VjiZ1+vVE088oZdffjl8WXx8vO644w5VVVXN2v0ePnxYg4ODuuiii2btPhaTQCCgpqYm2e12FRcXM2E0AAAAgHknGAyqublZoVBIJSUlUxqISgg+TbW1tRoZGdH69etn9X4GBgb00EMP6dChQ+HLsrOzdfvtt6u8vHxW7xszxxij1tZWtbe3q6urS0NDQ+ER5Tk5OfJ4PIqPj6fljQXaDnfr/37md7rrhzcrf9nU9hpiZvj9frW2tqqrq0tdXV0aHh7Wli1b1NTUpAsuuEBtbW3KzMxUTEzMjNxfwBfQ39/wgFpqOpVVlKorP3KhNn34AqXm0D5jptTX1+vhhx9Wd3d3+LLy8nJ9/OMfn/W2GkyKOfO8Xq+ampokSSkpKUpMTFRUVBQ7cQEAAABYxhijYDCo4eFhDQ0NSZJKSkqmnB0Qgk/T8ePHdfToUW3atGnWRxOGQiG98MILevLJJxUMBiWNjQq/6qqr9N73vlexsbGzev+YPW63WzExMaqpqVFjY6PcbrdsNpsqKipUWVkpj8ej5OTk8CRlwEITCoU0ODio3t5e9fT0aGhoSO94xzv06quv6oILLtD+/fvDR0gkJibO+vPcGKOjb7folUd3680nDsgeZde/77tXMfEcXXM+vF6vnnrqKb300ksa/zjhcDj0vve9T5s3b56T98lXX31V5eXlWrJkyaze12Lj8/k0MDCgwcHB8MSmAAAAAGC16OhopaSkKDU1dVodMwjBp2l4eFi7du3ShRdeqOTk5Dm5z/b2dj3yyCNqbGwMX5aRkaHbbrtNK1eunJMaMPuMMfJ6vQoEAhodHVV/f7927dolY4wcDoeysrK0efNmdXd3KzMzk3AclhufKLivr0+9vb1yOp3KyMhQb2+vbDabGhoalJGRoczMTGVmZiolJcXqkiVJ7sFRNe45rtWby+Ud8elb7/2pNrxrpa687QKl5c3Ndj0S7Nu3T4899pj6+/vDl5WWluov/uIvlJOTMyc1WPGevNgYYxQIBMI74wEAAADAKlFRUec8YJQQfJrGR50tXbpUBQUFc3q/W7du1R//+Ef5/f7w5evWrdMtt9wy64ebw1p+v1+Dg4PKyMhQXV2dcnNz9eyzz0oa2wCkpqbq0ksvlcfjUWZmpiTR9/gsmve365s3/j99/alPqnhNntXlzFvBYFADAwPq7+9Xf3+/CgsL1dnZqZKSEu3atUvDw8NKTU1VRkaGcnNzw8+/hWKox6XffudFvfH4Afm9AVVdV6HNt69X1XXL2NF0Gn19ffqv//ov7du3L3xZdHS0brzxRl133XVzuu0ZPzrriiuuoHc1AAAAAOC0CMHPwe7duxUXF6fKyso5v++uri49+uijOnLkSPgyp9OpG264Qddee+2UGsEjsowH5MnJyWpsbNSyZcv05JNPyu12yxij2NhYrV69WpmZmYqKigr3dY2Pj1/UIR8TY47xer3q7e3V4OCghoaGNDg4qKuvvlo7duzQxo0b9bvf/U6pqalKS0tTWlqa8vPzI/K5Mzrs0Y7f79crj+ySM86hr/7xr2SMUX/7kNLz58cIdqsFAgG9/PLLevrpp+X1esOXr1ixQh/+8IeVnZ095zXV1NTI4/HowgsvnPP7BgAAAAAsHITg5+DIkSPq6+vTJZdcYsn9G2P05ptv6ve//72Gh4fDl+fk5OiDH/wgLVIQNt5iZfzcbrerra1Nhw4d0sjIiCQpKSlJW7ZsUU1NjUpLS9XU1KTExEQlJCQoMTFRcXFxERd4SpEdghtjFAqFNDo6KqfTqba2NrW3t8vlcml4eFjJycm65JJLdOTIEeXm5urw4cNKTk5WSkqKkpOTlZGRsaiPJBgZ8ig+OVaH3mjWP37gQa25Znx0eIWiohffaGNjjPbv36/f//736urqCl+elJSkW265RRs2bLBkG2GM0RtvvKHs7GwtXbp0zu8fAAAAALBwEIKfg66uLtXU1Oiyyy6b8gyks2FkZERPPfWUXnnlFU18GFeuXKmbbrqJScIwZaFQSCMjI+E+zi6XS263Wy6XS1dffbWqq6t15ZVX6ve//72ioqLCIXlRUZESExMntSGIjY1dEG0JFlIIPt6Td3BwUKOjo+HTypUrVVNTo7Vr1+qxxx6btB246KKL5HQ6lZKSouHhYfn9fiUkJCg5OVkxMTERuWNjpnncXu38wwG9/MguNe5tU2pOot71mSv0zk9danVpc+b48eP63e9+p7q6uvBlNptNV1xxhd73vvcpPj7esto8Ho/eeOON8JEuAAAAAACcDiH4OfD5fHr99ddVWVk5Z5N/nUlLS4see+wxNTQ0hC+z2Wy67LLLdOONNyo1NdW64hBRjDEaGRkJh+TJyckKhUJyOBxqa2vT0aNH5fF4FAqFlJSUpOuvv15vvfWWli1bpjfeeENOp1NOp1MxMTFau3atent7VVhYqLa2NtntdsXExMjpdCo2NnbWW/vMRQhujJHf75fD4ZDL5VJCQoJaWlrk9Xrl8/nk9XpVWFiokZERpaen69ChQ2pubg73/c/Kypo0YvvAgQOKi4tTfHy84uLiVFFRoZGREaWkpMgYQ7A9i5oPtOuVR3crqzhNN3x6o3qPD6phz3FdcP1yRTvm/06f6RoaGtLTTz+t1157bdLOlfLyct1yyy0qKiqysLoxnZ2dqq2t1caNG6c1IzgAAAAAYPEhBD9Hb775plJTU7Vs2TKrS5E0NpJ3165deuKJJ9TX1xe+3Ol06rrrrtO1116ruLg4CyvEYhYMBjUyMjIp/M3Pz1dbW5tKS0v11ltvyeVyha8rLS1VcnKypLFJ+CaOQo2Li9P73/9+bdu2TWvWrNFzzz2n6OhoRUVFyW63a+PGjTp+/LhWrVqlN954Qy6XSzabTTabTQUFBcrNzdXIyIh8o35V76xRQqZTUY6x1h/XXXeddu/erZUrV+qll15SKBSSMUbGGK1fv159fX0qLS3Vm2++qa6urnA4mJ+fr7Vr16q1tVXx8fF68803w/U6HA69733v0/79+7Vu3bqTdgbk5uYqKipKMTExCgaDioqKksPhmMNHB+fipYfe0sN/97SSsxK06dYLdNVHL1R2ycKfoHhkZER//vOftXXrVvl8vvDlGRkZuummm3TBBRfMm50thw8f1sDAgC6++GKrSwEAAAAAzHOE4Odovn759vv92rp1q5599ll5PJ7w5QkJCXrHO96hq666ytIWLsBMG28VEgwGFQqFFBMTI5/Pp9jYWLlcLgUCgXCQPR4+jy87PDwsu90eDsmzsrI0PDyshIQEDQ8Phy+32WyKjY2VMSY8Qn2+BIGwTktNh15+dLde/221Roe8+tDXrtO7PnOF1WWdE5/Pp5dfflnPP/98eL4ASYqJidGWLVt0zTXXzLudM2+99ZaSk5O1fPlyq0sBAAAAAMxzhODnaL4fhu1yufSnP/1J27ZtUygUCl8+3qJi06ZN8y7QAOZST8uA/vhvr+i9n71KmYWpVpeDBcw74tPbT9WocFWuilbl6s0/HlBjdZuu+siFyl06v3tV+/1+vf7663rmmWc0NDQUvjwqKkqbNm3Sli1bwkdlzCd+v1/bt2/XihUrlJuba3U5AAAAAIB5jhD8HHm9Xu3YsUOrVq1SVlaW1eWcVldXl/70pz/prbfemtTXNTU1Vddff702btxIGI5FaSFNjImF5YWf7dTj//yy3P2jWrGxRJtvX6/176qUI2Z2+9xPh8/n02uvvaY///nPGhwcDF9us9l0ySWX6N3vfrcyMjIsrPDMuru7dfDgQV166aWKjY21uhwAAAAAwDxHCH4edu7cqfT0dFVUVFhdylm1t7fr6aef1u7duyddnpycrGuuuUabNm2iZzgWFUJwzCafx69df6rVy4/s0qEdzfr0j27WpTetUcAXULTTujDc4/Fo27ZteuGFF+RyuSZdV1VVpfe+973Ky8uzqLqpO3z4sPr7+3XJJZdYXQoAAAAAYAGYP8PSFqDU1FT19/dbXcaU5OXl6ZOf/KRaWlr09NNPa9++fZKkoaEh/eEPf9Bzzz2nzZs36+qrr1ZiYqLF1QLAwuaMdeiyD6zVZR9Yq/ajPcooSJEkPfC3f1B/+5A2375eG969Us64uTkSZ3h4WNu2bdPLL78st9s96bqqqirdcMMNKioqmpNaZkJfX9+8HqkOAAAAAJhfGAl+Hhby4djHjh3T888/rz179kxqk+J0OrVx40ZdffXV87rNC3C+GAkOK7z9dI1eeugt1bzaqPiUWF1+S5Xe9TeXKy13dvpud3Z26sUXX9TOnTvl9/vDl9tsNl144YXasmWLlixZMiv3PVtGR0e1c+dOrV69WpmZ87vnOgAAAABgfiAEPw+BQEDbt29XRUWF8vMXZojW2dmp559/Xjt37pw0gabNZtPatWt1zTXXqLy8XDabzcIqgZnX3z6kF372pq77xMVKy5t/E/8hsnU29uqVX+7W67/dp/uevVOpOUlq2temvPJMxcSf32TLxhgdOXJEL7zwgg4cODDpOrvdrosuukhbtmxRTk7Oed2PVdra2nTkyBFdfvnlio7mgDYAAAAAwNkRgp+n3bt3y+l0avXq1VaXcl76+vr0wgsvaPv27ZNGC0pSYWGhrrnmGq1fv57AAQBmUCgUkt1uVygY0ufXf1/eUb823rxWV310vYpW5Z7yNk98/xU9/s9bddO9V+t9n78qfLnf79eePXv04osvqqWlZdJtYmNjw0f5LPQ2IgcPHpTX69WFF15odSkAAAAAgAWCEPw8NTU1qaWlRZdffrnsdrvV5Zw3l8ul1157Ta+88ooGBwcnXZeUlKTLL79cl19++YIPUYBRl1dN+9pUsjZfcYkxVpcDqPtYv7b9cre2/WqPBrtcKrtgib7wy9uVkPo/kxY/8f1X9Pg/bQ3/ftMXr9YVH1utV199Va+//vpJk12mpqbq6quv1hVXXBERkx8bY7R9+3YtWbJEpaWlVpcDAAAAAFggCMHP09DQkHbv3q0LLrhAKSkpVpczYwKBgHbv3q2XXnpJx44dm3SdzWbTqlWrtGnTJq1atSoiwn8sPvQEx3wV8AdV/cJh1bzaoNu//S7ZbDb98V9fUX/HsLY+/PZJyzsq3XKsmDzZZWFhoa677jpdeOGFioqKmqvSZ93g4KD27NkTce+5AAAAAIDZRW+L85SUlKTo6Gj19fVF1Bfy6OhoXXzxxbroootUX1+vrVu3qrq6WqFQSMYYHThwQAcOHFB6erouv/xybdy4MaL+fgCwSrQjSutvqNT6GyolSUM9Lv3pR6/L4/Kecnl/bYIko5iVHq1bt05XXnmlKioqInIuh97eXjkcDiUn08cfAAAAADB1hODnyWazKT09XX19fRF5aLbNZlN5ebnKy8s1MDCg119/Xdu3b1d/f7+ksV7iTz75pJ5++mmtWbNGl1xyiVavXk3vcACYIS/+/M3TBuDj/LWJesc73qEPffL6OarKGr29vUpPT4/IgB8AAAAAMHtIKmdARkaGamtr5fF4FBsba3U5syY1NVXvete7tGXLFh08eFCvvvqqDh48KGOMQqGQqqurVV1drcTERG3YsEGXXnqpCgsLCSsAYJqMMWppadEbb7yhP/3LQUln347+6f/s0Ie+HLkh+OjoqNxut0pKSqwuBQAAAACwwBCCz4CMjAzZbDb19vZqyZIlVpcz6+x2u9asWaM1a9aot7dX27dv144dO8ITabpcLr388st6+eWXlZeXp0svvVQXX3wx7VIwr0Q5opSWl6QoR+T0S8bCNzg4qLfffls7duxQW1ubJMlRGS9/beJZb3vTvVfPdnmW6u3tlc1mU1pamtWlAAAAAAAWGCbGnCHV1dWSpKqqKosrsUYwGFRdXZ127typ6upq+f3+SdfbbDatWLFC69ev17p16xQfH29RpQAwv7hcLu3du1e7du3S4cOHdeLbssPhUFpfiZpeGDztOm764tV63+evmu1SLVVdXS2bzaa1a9daXQoAAAAAYIEhBJ8hx48f19GjR7Vx40Y5HA6ry7HUyMiIdu/erZ07d6q+vv6k66OiolRZWan169dr7dq1iouLs6BKALDO6Oio9u3bp127dqmmpkahUOikZUpLS3XZZZdp/fr1iouL0xPff0WP/9PWk5ZbDAF4IBDQ9u3bVV5eviiOuAIAAAAAzCxC8Bni9Xq1Y8cOVVZWKicnx+py5o2uri7t3LlTb775pnp7e0+6Pjo6WqtWrdL69eu1evXqiO6pjvmlpbZT3//oI/r8o7ersJLXLGbf6OioDh48qD179ujAgQMnHTEjSVlZWVq/fr0uueSSU76XnBiEL4YAXJI6OztVW1urSy+9lPcJAAAAAMC00RN8hsTExCg5OVnd3d2E4BNkZ2frPe95j2688UY1NTVp165d2r17twYGBiSNje4bn1DT4XBoxYoVqqqq0po1a5SUlGRt8YhoQX9Q/e3DCvqDVpeCCDY0NKR9+/apurpahw4dUiAQOGmZ1NRUbdiwQRs2bDjrZMLjgffj/7xVN927OAJwSeru7lZSUhIBOAAAAADgnDASfAYdO3ZMTU1NuvzyyxUVxWR7pxMKhdTQ0KBdu3Zpz549GhoaOmkZm82msrIyrV27VlVVVcrOzragUkSypn1tuu/6/9R9z92pkrX5VpeDCNLT06O9e/equrpaDQ0NJ/X4lqSkpCRdeOGFWr9+vcrKymS32y2odGEIBAJ6/fXXVVpaqsLCQqvLAQAAAAAsQIwEn0GZmZlqaGhQX1+fsrKyrC5n3rLb7SovL1d5ebk++MEP6siRI9q9e7f27dunwcGxid+MMaqvr1d9fb0ef/xx5eXlae3atVq9erVKS0sJjADMG8FgUI2NjTp48KD279+vtra2Uy6XmpqqqqoqVVVVqaKigp2lU9Tb26tQKMT7KgAAAADgnBGCz6D4+HglJSWps7OTL+tTZLfbtXz5ci1fvly33nqrmpubVV1drX379qmjoyO8XHt7u9rb2/Xcc88pPj5elZWVWrlypVauXKmUlBQL/wIAi9Hg4KBqamp08OBB1dbWanR09JTL5ebmhoPvoqIiduCdg66uLiUnJ9MKBQAAAABwzmiHMsNaWlrU2NiojRs3KjqafQzno7OzM9xLt7Gx8ZQtBSSpsLBQK1eu1KpVq1RaWsroSkzJqMurpn1tKlmbr7jEGKvLwTwXDAbV1NSkgwcP6uDBg2ppaTntsiUlJVq3bp2qqqqYI+I8BQIBbd++XUuXLlVBQYHV5QAAAAAAFihC8Bnm9Xq1Y8cOrVixQrm5uVaXEzGGhoZ04MAB1dTUnHHUZVxcnCoqKsKjy/Py8s44yRwAnEooFFJbW5sOHTqkQ4cO6ciRI/J6vadcNj4+PnxkysqVK5WcnDzH1Uaujo4O1dXV6bLLLlNMDDurAAAAAADnhhB8Fuzdu1c2m01VVVVWlxKRxvvv1tTUqKamRseOHTvtsomJieFAfNmyZcrKyiIUhySpv31IL/zsTV33iYuVlkdoibEJLevq6sLBt8vlOu2yhYWFWrVqlVatWqWSkhKOQJkl+/btUzAY1AUXXGB1KQAAAACABYwQfBa0tbXp8OHD2rhxo5xOp9XlRLyhoSHV1tbq4MGDqqurO2NwlZqaquXLl6uiokJLly5VdnY2ofgi1bSvTfdd/5+677k7VbI23+pyMMeMMers7NTRo0dVX1+vo0ePqre397TLJycna9myZeH5CJiLYPb5fD7t2LFD5eXlWrJkidXlAAAAAAAWMJpWz4KsrCwdOXJE3d3dfHGfA8nJybrkkkt0ySWXhFsYHD58ONzCwOPxhJcdGBjQzp07tXPnTkljI8WXLl0aPhUWFtLLHYhAwWBQLS0t4cC7vr7+jDvMYmNjw62VVqxYQWslC3R1dUmSsrOzLa4EAAAAALDQkfbNAofDofT0dHV0dBCCzzG73a6CggIVFBTommuuCQdf4+0N6uvr5ff7w8u7XC5VV1erurpa0thjV1JSEg7Fi4uLlZiYaNWfA+AcDQ8Pq6mpSU1NTWpoaFBTU9Npe3pLUnR0tMrKysKhd1FRES1OLNbR0aHMzEw5HA6rSwEAAAAALHCE4LMkNzdXBw8elNvtVkJCgtXlLFpRUVEqKSlRSUmJrr/+evn9fjU3N4dHgjY0NEyaZNPv9+vIkSM6cuRI+LKsrCwVFxerpKRExcXFKiwspM0NMI/4fD61tLSEQ++mpqYztjaRxiazLCsrU3l5uZYuXaqioiLC1nnE5XLJ5XKptLTU6lIAAAAAABGAEHyWZGRkyOFwqL29XeXl5VaXg//mcDhUXl4efkxCoZA6OjomheInhmfd3d3q7u7W22+/LWlstHl+fn44FC8qKlJeXh5tVBaYxLR4XfmRC5SYFm91KZgGv9+vtrY2tbS0hIPv48ePKxQKnfF2aWlp4cC7vLxcubm5stvtc1Q1pqujo0NOp1NpaWlWlwIAAAAAiABMjDmLjh49qs7OTl122WWELQtIf3+/6uvr1dTUpObmZh07dmxSC5VTiYqKUl5eXrgVS2FhoQoKChQXFzdHVQORZ3R0VK2trWppaQmft7e3nzXwdjgcKi4uVnFxsUpLS1VSUqL09PQ5qhrnKxQKaceOHcrJyWEnMgAAAABgRhCCzyK326233npLq1atUlZWltXl4BwFg0G1tbWpubk53Gqhvb1dU3npZGRkhEPx/Px85eXlKSsri50i84Bv1K/uY/3KKkqTM442GFYKBoPq7u5We3u72tra1NbWptbWVnV3d5/1tjabTbm5ueG2RyUlJcrPz6ef9wLW09OjAwcOaMOGDczJAAAAAACYEYTgs2z37t2Kjo7W2rVrrS4FM8jj8ailpUXNzc3hUaqdnZ1nHaEqjU3Al5ubq7y8vEmnzMxMwvE51LSvTfdd/5+677k7VbI23+pyFoVQKKS+vr5w0N3e3q729nZ1dHQoEAic9fZ2u125ubkqLCwMH21RWFjIERcRZv/+/fJ6vdqwYYPVpQAAAAAAIgRNjGdZbm6uDh8+LK/Xq5iYGKvLwQyJjY1VRUWFKioqwpf5fL7wCNbx1g3Hjx+Xz+ebdNtAIBBeZiKHw6Hc3Fzl5OQoOzt70ik+nr7VWDhGRkbU1dWlzs7OSeddXV0nvR5Ox+FwaMmSJZMC7/z8fCaljXAej0e9vb1atmyZ1aUAAAAAACIIIfgsy87O1tGjR9Xe3q6SkhKry8Escjqd4XYM40KhkLq7u9Xa2hoe9drW1qbu7u6TRo37/f7wZH8nSkxMVE5OjrKyspSdna2cnBxlZmYqMzOTUbCwxMjIiHp6esKniWH38PDwlNdjt9uVnZ0dbheUn5+v/Px8ZWZm0tJkEWpvb1dUVJRycnKsLgUAAAAAEEEIwWdZdHS0cnJy1N7erqKiItpdLDJ2u105OTknBTp+v19dXV3hYHz8dKpwXJJcLpdcLpfq6+tPui4+Pl4ZGRnhU2Zm5qTfGTmLc+Hz+dTf3x8OuXt7eyedj46OTmt9drtdmZmZys3NnRR4Z2dny+GgJzvGdhq2t7crNzeXHSAAAAAAgBlFCD4HlixZovb2dvX29jJBJiT9T6uHJUuWTLrc7/ert7f3pBYSXV1dGhwcPOW6RkZGNDIycsoR5JKUlJSktLQ0paamhk/jv4+fL8ag3GazKdoZJZvNZnUpc87n82lgYED9/f3h8/HT+O9ut/uc1p2SkhI+WmHiOSO7cTY9PT3y+XzKz6dHPwAAAABgZjEx5hzZs2ePbDab1q1bZ3UpWKA8Ho+6u7vD4fjEkbn9/f06n5dyfHy8UlNTlZKSoqSkJCUnJ590npycrMTERI5mmKdCoZCGh4c1NDQUPh8/nfj7uQbc0tiI7rS0tHA7nvEjDsbb9dCeB+dq7969MsboggsusLoUAAAAAECEIQSfI11dXaqpqdFFF12khIQEq8tBhAkGg+rv7w8H4319feGAvK+vT4ODg+cVko+z2WxKTExUUlKSEhISwqf4+PiTfp54mcPhmFcjrjsaevXqr/aop3VAmQWp2nTbBcoty7C6LEmSMUZ+v19ut1tut1sjIyMn/TzxMrfbreHhYblcrhl5jO12e/gogbS0tHCLnfHAOy0tjRHdmHFut1tvvfWWKisr6QcOAAAAAJhxhOBzJBQK6Y033lBmZqaWLVtmdTlYZILBoIaHh8PtLia2whj/eXBwUIFAYFbuPzo6WrGxseFTTEyMYmJiwj+f6nKn0ymHwyGHw6Ho6Ogznk8nlH3113v0sy/8UZKRCUk2uyTZ9Invv1ebbj37CFRjjEKhkPx+vwKBwBnP/X6/fD6fPB6PvF6vvF6vPB5P+PdTXe7xeGbtcXA4HEpKSjqpJc74KTU1VcnJyYz2x5w7cuSIurq6dNlll/H8AwAAAADMOELwOdTU1KRjx45p48aNio6mHTvmF2OMRkZGJrXPONX5+M+zFdSeC5vNpujoaEVFjfX4ttvtk87Hfw4M2dTxW7tkThyVbiSblHtLUPbEkIwx4bB74nkwGFQgEJiREdczJTo6OtyuZmLrmlP9HBsbO69G5APS2FwIO3bsUGFhoUpLS60uBwAAAAAQgUhi51BeXp6am5vV3t6uwsJCq8sBJrHZbOH2JXl5eWdd3ufzndSW48R2HRPPR0dHwyOeZzpAH28h4vf7z1zzwQRJ8ae4xibJqKfaK+eqc++Xfa7GR8rHxMQoLi7upJYyp2o3M/7zYpzUFJGlvb1dkk6aKBgAAAAAgJlCCD6HYmJilJ2drdbWVi1ZsoRDvrGgOZ1OOZ1OpaamTvu2wWDwlG1BJp77fL5TthcJBAIn/T5+fuLo7RNHcvf7ohU4wyDuaF+sUlKiJ40kP3FU+YmtWMZ/PvH38XOn03nGti+xsbH02MaiFQqF1NraqpycHHboAAAAAABmDSH4HCssLFRnZ6e6u7uZ/AuLVlRUVHg081z6zbdf0DM/3q5Q8OQk3G6369obN+mDX71uTmsCFrOuri75fD4VFBRYXQoAAAAAIIIxFHmOJSYmKj09XS0tLfOqrzCwGGy67QKd7mVnjHTlR84+MSaAmWGMUWtrq9LT0+d8hxgAAAAAYHEhBLdAYWGhXC6X+vv7rS4FWFRyyzL0ie+/Vza7TfYo26TzT3z/vcopzbC6RGDRGBgYkMvlYo4MAAAAAMCssxmGI885Y4x27dolh8Ohqqoqq8sBFp3Oxl5t++Ue9bQOKLMgVVd+5AICcGCO7du3T16vVxs2bJDNZrO6HAAAAABABCMEt0hXV5dqamq0fv16JSUlWV0OAABzZnh4WLt27VJlZSXzYwAAAAAAZh3tUCySlZWl2NhYHTt2zOpSAACYU83NzYqLi1N2drbVpQAAAAAAFgFCcIvYbDYVFRWpu7tbbrfb6nIAAJgTLpdLPT09Ki4upg0KAAAAAGBOEIJbKDc3VzExMWpubra6FAAA5sSxY8cUGxvLKHAAAAAAwJwhBLeQ3W5XUVGRurq6NDIyYnU5AADMqpGREXV1damoqEh2Ox9BAAAAAABzg2+gFsvLy1NMTIyampqsLgUAgFnV3Nwsp9Op3Nxcq0sBAAAAACwihOAWYzQ4AGAxYBQ4AAAAAMAqfAudB8ZHg9MbHAAQqZqamuR0OpWXl2d1KQAAAACARYYQfB4YHw3e2dkpt9ttdTkAAMwol8ulrq4uFRcXKyoqyupyAAAAAACLDCH4PJGXl6fY2Fg1NjZaXQoAADOqsbFRcXFx9AIHAAAAAFiCEHyesNvtKikpUU9Pj4aGhqwuBwCAGTE4OKje3l6VlJTQCxwAAAAAYAm+jc4jOTk5SkhIUH19vYwxVpcDAMB5McaosbFRCQkJys7OtrocAAAAAMAiRQg+j9hsNpWVlWlwcFB9fX1WlwMAwHnp7+/XwMCAysrKZLPZrC4HAAAAALBIEYLPM+np6UpNTVVDQwOjwQEAC5YxRg0NDUpOTlZ6errV5QAAAAAAFjFC8HlmfDS42+1WZ2en1eUAAHBOOjo65HK5VF5ezihwAAAAAIClCMHnoeTkZGVlZamxsVHBYNDqcgAAmJZAIKDGxkZlZ2crOTnZ6nIAAAAAAIscIfg8VVZWJp/Pp5aWFqtLAQBgWlpaWhQIBFRWVmZ1KQAAAAAAEILPV3FxcSosLNSxY8fk8XisLgcAgCnxeDxqaWlRYWGhYmNjrS4HAAAAAABC8PmsqKhI0dHRamhosLoUAACmpKGhQdHR0SoqKrK6FAAAAAAAJBGCz2vR0dEqKytTV1eXBgYGrC4HAIAzGhoaUldXl0pLSxUVFWV1OQAAAAAASCIEn/dycnKUlJSko0ePyhhjdTkAAJySMUaHDx9WYmKicnNzrS4HAAAAAIAwQvB5zmazqaKiQi6XS+3t7VaXAwDAKbW1tcnlcmnZsmWy2WxWlwMAAAAAQBgh+AKQnJysnJwcNTY2yu/3W10OAACT+Hw+NTY2Ki8vT8nJyVaXAwAAAADAJITgC8TSpUtljFF9fb3VpQAAMEl9fb1sNpvKysqsLgUAAAAAgJMQgi8QTqdTZWVl6ujoYJJMAMC8MTAwoM7OTpWVlcnhcFhdDgAAAAAAJyEEX0Dy8vKUkpKiw4cPKxQKWV0OAGCRC4VCOnz4sJKTk5kMEwAAAAAwbxGCLyA2m03Lli3T6Oiojh07ZnU5AIBFrrW1VSMjI0yGCQAAAACY1wjBF5iEhAQVFhbq2LFjGhkZsbocAMAiNTIyoqamJhUWFioxMdHqcgAAAAAAOC1C8AWouLhYTqdThw8fljHG6nIAAIuMMUaHDh1STEyMSkpKrC4HAAAAAIAzIgRfgKKiorRs2TINDAyovb3d6nIAAItMW1ubBgcHtXz5ckVFRVldDgAAAAAAZ0QIvkClp6crLy9P9fX18ng8VpcDAFgkPB6PGhoalJ+fr9TUVKvLAQAAAADgrAjBF7ClS5cqOjpahw4doi0KAGDWjbdBiY6OVllZmdXlAAAAAAAwJYTgC1h0dLSWL1+u/v5+2qIAAGZdR0eH+vv7tXz5ckVHR1tdDgAAAAAAU0IIvsDRFgUAMBc8Ho+OHj2q3NxcpaenW10OAAAAAABTRggeAWiLAgCYTcYY1dXVKTo6WuXl5VaXAwAAAADAtBCCR4CJbVGOHz9udTkAgAjT0tKigYEBVVZW0gYFAAAAALDgEIJHiPT0dBUUFKi+vl4ul8vqcgAAEcLlcqmxsVGFhYVKTU21uhwAAAAAAKaNEDyClJWVKT4+XrW1tQoGg1aXAwBY4EKhkGpra5WQkKDS0lKrywEAAAAA4JwQgkcQu92ulStXanR0VA0NDVaXAwBY4BoaGjQ6OqrKykrZ7XxkAAAAAAAsTHyjjTAJCQkqKyvT8ePH1dvba3U5AIAFqq+vT62trSotLVVCQoLV5QAAAAAAcM4IwSPQkiVLlJ6errq6Ovl8PqvLAQAsMF6vV7W1teH5JgAAAAAAWMgIwSOQzWbTihUrJEm1tbUyxlhcEQBgoTDGqLa2NvxeYrPZrC4JAAAAAIDzQggeoZxOpyorK9Xf36/m5marywEALBBNTU0aGBjQypUr5XQ6rS4HAAAAAIDzRggewdLT01VSUqKmpib19/dbXQ4AYJ4b33FaWlqq1NRUq8sBAAAAAGBGEIJHuOLiYqWlpammpkZer9fqcgAA85TP51Ntba3S0tJUVFRkdTkAAAAAAMwYQvAIZ7PZVFlZKZvNppqaGvqDAwBOYoxRTU2NJIXfMwAAAAAAiBSE4IuA0+nUqlWrNDQ0pIaGBqvLAQDMMw0NDRocHKQPOAAAAAAgIhGCLxIpKSkqLS1VS0uLenp6rC4HADBPdHV1qaWlRUuXLqUPOAAAAAAgIhGCLyKFhYXKyspSbW2t3G631eUAACzmcrlUV1ennJwcLVmyxOpyAAAAAACYFYTgi4jNZtOKFSsUGxurAwcOyO/3W10SAMAifr9fBw4cUHx8vJYtW0YfcAAAAABAxCIEX2SioqK0evVq+f1+JsoEgEXKGKPa2loFAgGtXr1aUVFRVpcEAAAAAMCsIQRfhOLi4rRq1SoNDAyovr7e6nIAAHOssbFRfX19WrVqlWJjY60uBwAAAACAWUUIvkilpaVp6dKlam1tVUdHh9XlAADmSEdHh44dO6alS5cqLS3N6nIAAAAAAJh10VYXAOssWbJEbrdbhw8fVlxcnFJSUqwuCQAwiwYGBnTo0CHl5eWpoKDA6nIAAAAAAJgTjARfxGw2myoqKpSUlKQDBw5odHTU6pIAALNkZGREBw4cUGpqqioqKpgIEwAAAACwaBCCL3J2u12rV69WdHS09u3bJ7/fb3VJAIAZ5vf7tX//fjmdTq1atUp2O2//AAAAAIDFg2/BkMPh0Nq1axUIBHTgwAGFQiGrSwIAzJBQKKQDBw4oEAhozZo1io6mExoAAAAAYHEhBIckKS4uTqtXr9bw8LDq6upkjLG6JADAeTLG6NChQxoaGtLq1asVFxdndUkAAAAAAMw5QnCEpaSkqLKyUl1dXWpqarK6HADAeWpsbFRnZ6dWrFjB5McAAAAAgEWLEByTZGVlaenSpWpublZbW5vV5QAAzlFLS4uOHTum8vJy5eTkWF0OAAAAAACWoTEoTlJQUCCPx6PDhw8rOjpa2dnZVpcEAJiGzs5O1dfXq6ioSAUFBVaXAwAAAACApQjBcRKbzaby8nIFAgHV1tYqOjpa6enpVpcFAJiCvr4+1dXVKTc3V6WlpVaXAwAAAACA5WiHglOy2Wxavny50tPTdeDAAQ0NDVldEgDgLIaHh3Xw4EGlp6dr2bJlstlsVpcEAAAAAIDlCMFxWna7XStXrlRSUpL27dsnt9ttdUkAgNNwu93at2+fEhIStHLlStntvMUDAAAAACARguMsoqKitGbNGsXExKi6ulqjo6NWlwQAOMHo6Kiqq6vldDq1Zs0aRUVFWV0SAAAAAADzBiE4zio6OlpVVVWKiopSdXW1PB6P1SUBAP6bx+PR3r17w9tqh8NhdUkAAAAAAMwrhOCYEqfTqaqqKklSdXW1vF6vxRUBALxer/bu3Su73a6qqio5nU6rSwIAAAAAYN4hBMeUxcbGat26dQqFQtq7dy9BOABYyOfzae/evTLGqKqqSjExMVaXBAAAAADAvEQIjmmZGIRXV1fL5/NZXRIALDp+v1/V1dUKBoNat26dYmNjrS4JAAAAAIB5ixAc0xYXF6eqqioFAgHt3buXIBwA5tD4CHCfz6d169YpLi7O6pIAAAAAAJjXbMYYY3URWJhGRka0d+9eORwOetECwBzwer2qrq5WIBDQunXrFB8fb3VJAAAAAADMe4TgOC9ut1vV1dWKjo6mJy0AzCKPx6Pq6mqFQiFVVVURgAMAAAAAMEWE4Dhvo6Oj2rt3r2w2m6qqqjg0HwBmmMfj0d69eyWJ7SwAAAAAANNECI4ZwQhFAJgd4zsa7Xa7qqqqmAQTAAAAAIBpIgTHjBnvVev3+1VVVaXExESrSwKABc3lcmnfvn20nAIAAAAA4DwQgmNG+f1+VVdXy+PxaO3atUpOTra6JABYkAYHB7V//37FxsZq7dq1TD4MAAAAAMA5IgTHjAsEAtq3b5/cbrdWrVql9PR0q0sCgAWlt7dXBw8eVHJyslavXq3o6GirSwIAAAAAYMEiBMesCAaDqqmpUV9fn5YvX67c3FyrSwKABaGjo0OHDh1SRkaGVq5cKbvdbnVJAAAAAAAsaITgmDXGGB0+fFjt7e0qKytTYWGhbDab1WUBwLzV0tKi+vp65eXladmyZWwzAQAAAACYARxfjVljs9m0bNkyOZ1ONTQ0yOv1qry8nFAHAE5gjFFDQ4NaWlpUVFSk0tJStpUAAAAAAMwQQnDMKpvNptLSUsXExOjw4cPy+XyqrKzk8H4A+G/BYFC1tbXq6elReXm5CgoKrC4JAAAAAICIQjsUzJmenh7V1NQoKSlJq1atktPptLokALCUz+fT/v375Xa7tXLlSmVmZlpdEgAAAAAAEYcQHHNqaGhI+/fvV1RUlNasWaOEhASrSwIAS7jdbu3fv1+hUEhr1qxRUlKS1SUBAAAAABCRCMEx5zwej/bv3y+Px6NVq1YpPT3d6pIAYE719fXp4MGDio2N1Zo1axQbG2t1SQAAAAAARCxCcFgiEAiotrZWvb29Ki8v15IlS5gEDsCi0NbWpiNHjigtLU0rV65UdDTTcwAAAAAAMJsIwWEZY4zq6+vV2tqq/Px8lZeXM2EmgIgVCoV09OhRtbW1acmSJSovL2fnHwAAAAAAc4AQHJYbHxWZkpKilStXMmEmgIjj9Xp18OBBDQ8Pa9myZcrLy7O6JAAAAAAAFg1CcMwLAwMDOnjwoOx2u1atWqXk5GSrSwKAGTE0NKQDBw5IklavXs32DQAAAACAOUYIjnlj4kjJiooK5efnW10SAJyX9vZ2HT58WElJSVq1apViYmKsLgkAAAAAgEWHEBzzysSeuXl5eaqoqKBPOIAFh20ZAAAAAADzByE45qX29nYdOXJECQkJWrVqlWJjY60uCQCmZHR0VDU1NXK5XKqoqFBeXh4TYAIAAAAAYCFCcMxbw8PDOnDggILBoFasWKHMzEyrSwKAM+ru7tahQ4cUHR2tVatWKSkpyeqSAAAAAABY9AjBMa/5/X4dOnRIPT09KigoUFlZGS0FAMw7oVBIDQ0Nam1tVVZWlpYvX67o6GirywIAAAAAACIExwJgjNHx48dVX1+vxMRErVy5UnFxcVaXBQCSJI/Ho4MHD8rlcmnp0qVasmQJ7U8AAAAAAJhHCMGxYAwPD6umpkY+n0/Lly9Xdna21SUBWOS6urp0+PBhRUdHa+XKlUpOTra6JAAAAAAAcAJCcCwogUBAhw8fVldXl/Ly8rR06VJaDgCYc4FAQEeOHFFnZ6eys7NVUVEhh8NhdVkAAAAAAOAUCMGx4Bhj1NHRoaNHj8rhcKiyslIpKSlWlwVgkRgcHFRtba38fr+WLVum7Oxs2p8AAAAAADCPEYJjwRodHVVtba2GhoZUVFSkkpISJs0EMGtCoZCampp07NgxpaSkqLKyUrGxsVaXBQAAAAAAzoIQHAuaMUbHjh1TU1OTEhISVFlZqYSEBKvLAhBh3G636urq5HK5VFJSoqKiIkZ/AwAAAACwQBCCIyK4XC7V1tZqZGREZWVlKigoIKACcN4m7miLi4vTihUrmPwSAAAAAIAFhhAcESMUCqmxsVEtLS1KTk7W8uXLGRUO4Jy5XC4dOnRIw8PDKiwsVElJiaKioqwuCwAAAAAATBMhOCLO4OCgDh06pNHRURUXF6uoqIhe4QCmLBQK6dixY2pubmb0NwAAAAAAEYAQHBEpFAqpublZx44dU3x8vJYvX06IBeCshoeHdejQIbndbhUVFam4uJidaAAAAAAALHCE4IhoE9sZFBQUqLS0lHYGAE4SCATU1NSk1tZWJSQkaMWKFUpKSrK6LAAAAAAAMAMIwRHxjDFqbW1VY2OjnE6nysvLlZGRwcSZAGSMUU9Pj44ePSq/36+SkhIVFBQw+hsAAAAAgAhCCI5FY3R0VEeOHFFfX5/S09NVUVGhuLg4q8uCRYx/VBpqk5LzZXPwPFiMJm4TMjMzVV5ertjYWKvLAgAAAAAAM4wQHIuKMUa9vb06cuSI/H6/ioqKVFhYSIuURcgMtUndh6WsZbIl51tdDuZQKBRSS0uLmpub5XA4VFFRoczMTKvLAgAAAAAAs4QQHItSMBhUc3OzWlpaFBMTo4qKCmVkZFhdFuaIMUbqOCANHZeSl0i5q2mPswiM7wSrr6+Xx+NRQUGBSkpK2AkGAAAAAECEIwTHojYyMqIjR46ov79f6enpWrp0qRISEqwuC7PM+NxS215JNklGyl8nm5PHPZK5XC7V19fzWgcAAAAAYBEiBMeiNz4xXkNDg0ZHR5Wfn6+SkhI5nU6rS8MsMUNtUtchKSFTcvdI2ctpiRKhfD6fmpqa1NbWpri4OJWXlys9PZ2R/wAAAAAALCKE4MB/C4VCOn78uJqbm2WMUXFxsQoKCmS3260uDTMo3ArFMyDFpUmj/VJsKi1RIszE17MklZSUKD8/n9czAAAAAACLECE4cAK/3x8eOep0OlVWVqbs7GwC0ggRboUSHStFx0g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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xpsi.utilities import ProjectionTool\n", "ProjectionTool.plot_projection_general((likelihood),\"ST\",\"I\",\"NP\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling interface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have constructed and instantiated a ``Likelihood`` object, containing the data and instrument response files, as well as the star model and all of our priors. We are now ready for sampling. Several samplers are availbale in X-PSI for that purpose: [PyMultiNest](https://github.com/JohannesBuchner/PyMultiNest), [emcee](http://emcee.readthedocs.io/en/latest/), or [UltraNest](https://johannesbuchner.github.io/UltraNest/). In this example we will use Multinest, but examples with the other samplers can be found in the Modeling notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MultiNest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We interface with the nested sampler MultiNest by defining some runtime settings, and then passing those settings together with ``likelihood`` and ``prior`` objects to a wrapper from the ``Sample`` module. We will run the sampler for a specified number (100) of nested replacements (iterations). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The environment variable ``LD_LIBRARY_PATH`` must be set before launching Jupyter as follows:\n", " \n", " $ export LD_LIBRARY_PATH=/lib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the parameters that are periodic or wrapped to inform MultiNest of boundary properties:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "wrapped_params = [0]*len(likelihood)\n", "wrapped_params[likelihood.index('p__phase_shift')] = 1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Commencing integration...\n", "Sampling efficiency set to: 1.6456.\n", " *****************************************************\n", " MultiNest v3.12\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Nov 2019\n", "\n", " no. of live points = 100\n", " dimensionality = 8\n", " resuming from previous job\n", " *****************************************************\n", " Starting MultiNest\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_731636/3575453599.py:52: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", " eval_marginal_likelihood(self._data.exposure_time,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Acceptance Rate: 0.455182\n", "Replacements: 650\n", "Total Samples: 1428\n", "Nested Sampling ln(Z): -233283.459920\n", "Acceptance Rate: 0.454841\n", "Replacements: 700\n", "Total Samples: 1539\n", "Nested Sampling ln(Z): -211941.504547\n", "Acceptance Rate: 0.444313\n", "Replacements: 750\n", "Total Samples: 1688\n", "Nested Sampling ln(Z): -187027.194483\n", "Acceptance Rate: 0.445186\n", "Replacements: 800\n", "Total Samples: 1797\n", "Nested Sampling ln(Z): -164001.726236\n", "Acceptance Rate: 0.445960\n", "Replacements: 850\n", "Total Samples: 1906\n", "Nested Sampling ln(Z): -132206.611617\n", "Acceptance Rate: 0.441393\n", "Replacements: 900\n", "Total Samples: 2039\n", "Nested Sampling ln(Z): -111995.235175\n", "Acceptance Rate: 0.434186\n", "Replacements: 950\n", "Total Samples: 2188\n", "Nested Sampling ln(Z): -89870.932719\n", "Acceptance Rate: 0.425713\n", "Replacements: 1000\n", "Total Samples: 2349\n", "Nested Sampling ln(Z): -72819.038724\n", "Acceptance Rate: 0.420842\n", "Replacements: 1050\n", "Total Samples: 2495\n", "Nested Sampling ln(Z): -61421.609338\n", "Acceptance Rate: 0.415565\n", "Replacements: 1100\n", "Total Samples: 2647\n", "Nested Sampling ln(Z): -52322.536639\n", " ln(ev)= -52322.536639264457 +/- NaN\n", " Total Likelihood Evaluations: 2647\n", " Sampling finished. Exiting MultiNest\n", " analysing data from ./Output/run.txt\n", "Integration completed.\n" ] } ], "source": [ "os.system(\"mkdir -p Output\")\n", "\n", "runtime_params = {'resume': True,\n", " 'importance_nested_sampling': False,\n", " 'multimodal': False,\n", " 'n_clustering_params': None,\n", " 'outputfiles_basename': './Output/run', # make ./Output directory manually\n", " 'n_iter_before_update': 5,\n", " 'n_live_points': 100,\n", " 'sampling_efficiency': 0.8,\n", " 'const_efficiency_mode': False,\n", " 'wrapped_params': wrapped_params,\n", " 'evidence_tolerance': 0.5,\n", " 'max_iter': 500, # manual termination condition for short test\n", " 'verbose': True}\n", " \n", "likelihood.threads = 1\n", "likelihood.reinitialise()\n", "likelihood.clear_cache()\n", "\n", "# inform source code that parameter objects updated when inverse sampling\n", "likelihood.externally_updated = True\n", "\n", "xpsi.Sample.nested(likelihood, prior, **runtime_params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the MultiNest documentation for details on the parameters, and for typical parameter values used in X-PSI, see the Publications." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Once the sampling is finished, the output files (created in the `Output/` folder here) can be given to the Post-Processing notebook to visualize and plot the posterior distributions of the parameters.\n", "\n", "A typical corner plot that can be produced in Post-Processing following a converged sampling is represented below. \n", "\n", "![cornerplot.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we showed in a very simple way how to use X-PSI to do pulse profile modeling and parameter inference. We constructed a model of a single hot spot on the neutron star surface, including an instrument response, and combined it with data to form a likelihood object. We then defined priors, which together allowed for posterior sampling and parameter inference." ] } ], "metadata": { "kernelspec": { "display_name": "xpsi_py3", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 1 }